project_3_starter.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project 3: Smart Beta Portfolio and Portfolio Optimization\n",
    "\n",
    "## Overview\n",
    "\n",
    "\n",
    "Smart beta has a broad meaning, but we can say in practice that when we use the universe of stocks from an index, and then apply some weighting scheme other than market cap weighting, it can be considered a type of smart beta fund.  A Smart Beta portfolio generally gives investors exposure or \"beta\" to one or more types of market characteristics (or factors) that are believed to predict prices while giving investors a diversified broad exposure to a particular market. Smart Beta portfolios generally target momentum, earnings quality, low volatility, and dividends or some combination. Smart Beta Portfolios are generally rebalanced infrequently and follow relatively simple rules or algorithms that are passively managed.  Model changes to these types of funds are also rare requiring prospectus filings with US Security and Exchange Commission in the case of US focused mutual funds or ETFs.. Smart Beta portfolios are generally long-only, they do not short stocks.\n",
    "\n",
    "In contrast, a purely alpha-focused quantitative fund may use multiple models or algorithms to create a portfolio. The portfolio manager retains discretion in upgrading or changing the types of models and how often to rebalance the portfolio in attempt to maximize performance in comparison to a stock benchmark.  Managers may have discretion to short stocks in portfolios.\n",
    "\n",
    "Imagine you're a portfolio manager, and wish to try out some different portfolio weighting methods.\n",
    "\n",
    "One way to design portfolio is to look at certain accounting measures (fundamentals) that, based on past trends, indicate stocks that produce better results.  \n",
    "\n",
    "\n",
    "For instance, you may start with a hypothesis that dividend-issuing stocks tend to perform better than stocks that do not. This may not always be true of all companies; for instance, Apple does not issue dividends, but has had good historical performance.  The hypothesis about dividend-paying stocks may go something like this: \n",
    "\n",
    "Companies that regularly issue dividends may also be more prudent in allocating their available cash, and may indicate that they are more conscious of prioritizing shareholder interests.  For example, a CEO may decide to reinvest cash into pet projects that produce low returns.  Or, the CEO may do some analysis, identify that reinvesting within the company produces lower returns compared to a diversified portfolio, and so decide that shareholders would be better served if they were given the cash (in the form of dividends).  So according to this hypothesis, dividends may be both a proxy for how the company is doing (in terms of earnings and cash flow), but also a signal that the company acts in the best interest of its shareholders.  Of course, it's important to test whether this works in practice.\n",
    "\n",
    "\n",
    "You may also have another hypothesis, with which you wish to design a portfolio that can then be made into an ETF.  You may find that investors may wish to invest in passive beta funds, but wish to have less risk exposure (less volatility) in their investments.  The goal of having a low volatility fund that still produces returns similar to an index may be appealing to investors who have a shorter investment time horizon, and so are more risk averse.\n",
    "\n",
    "So the objective of your proposed portfolio is to design a portfolio that closely tracks an index, while also minimizing the portfolio variance.  Also, if this portfolio can match the returns of the index with less volatility, then it has a higher risk-adjusted return (same return, lower volatility).\n",
    "\n",
    "Smart Beta ETFs can be designed with both of these two general methods (among others): alternative weighting and minimum volatility ETF.\n",
    "\n",
    "\n",
    "## Instructions\n",
    "Each problem consists of a function to implement and instructions on how to implement the function.  The parts of the function that need to be implemented are marked with a `# TODO` comment. After implementing the function, run the cell to test it against the unit tests we've provided. For each problem, we provide one or more unit tests from our `project_tests` package. These unit tests won't tell you if your answer is correct, but will warn you of any major errors. Your code will be checked for the correct solution when you submit it to Udacity.\n",
    "\n",
    "## Packages\n",
    "When you implement the functions, you'll only need to you use the packages you've used in the classroom, like [Pandas](https://pandas.pydata.org/) and [Numpy](http://www.numpy.org/). These packages will be imported for you. We recommend you don't add any import statements, otherwise the grader might not be able to run your code.\n",
    "\n",
    "The other packages that we're importing are `helper`, `project_helper`, and `project_tests`. These are custom packages built to help you solve the problems.  The `helper` and `project_helper` module contains utility functions and graph functions. The `project_tests` contains the unit tests for all the problems.\n",
    "### Install Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import sys\n",
    "# !{sys.executable} -m pip install -r requirements.txt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import helper\n",
    "import project_helper\n",
    "import project_tests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Market Data\n",
    "### Load Data\n",
    "For this universe of stocks, we'll be selecting large dollar volume stocks. We're using this universe, since it is highly liquid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('../../data/project_3/eod-quotemedia.csv')\n",
    "\n",
    "percent_top_dollar = 0.2\n",
    "high_volume_symbols = project_helper.large_dollar_volume_stocks(df, 'adj_close', 'adj_volume', percent_top_dollar)\n",
    "df = df[df['ticker'].isin(high_volume_symbols)]\n",
    "\n",
    "close = df.reset_index().pivot(index='date', columns='ticker', values='adj_close')\n",
    "volume = df.reset_index().pivot(index='date', columns='ticker', values='adj_volume')\n",
    "dividends = df.reset_index().pivot(index='date', columns='ticker', values='dividends')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View Data\n",
    "To see what one of these 2-d matrices looks like, let's take a look at the closing prices matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "cells": {
          "fill": {
           "color": [
            "silver",
            "white"
           ]
          },
          "font": {
           "size": 13
          },
          "line": {
           "color": "silver"
          },
          "values": [
           [
            "2013-07-01",
            "2013-07-02",
            "2013-07-03",
            "2013-07-05",
            "2013-07-08",
            "2013-07-09",
            "2013-07-10",
            "2013-07-11",
            "2013-07-12",
            "2013-07-15",
            "..."
           ],
           [
            "16.176",
            "15.820",
            "16.128",
            "16.215",
            "16.311",
            "16.715",
            "16.532",
            "16.725",
            "16.908",
            "17.100",
            "..."
           ],
           [
            "53.109",
            "54.312",
            "54.612",
            "54.173",
            "53.866",
            "54.813",
            "54.603",
            "55.454",
            "55.353",
            "55.474",
            "..."
           ],
           [
            "34.924",
            "35.428",
            "35.445",
            "35.856",
            "36.662",
            "36.360",
            "36.855",
            "37.082",
            "38.157",
            "37.793",
            "..."
           ],
           [
            "...",
            "...",
            "...",
            "...",
            "...",
            "...",
            "...",
            "...",
            "...",
            "...",
            "..."
           ]
          ]
         },
         "columnwidth": [
          1,
          3
         ],
         "header": {
          "fill": {
           "color": "silver"
          },
          "font": {
           "size": 13
          },
          "line": {
           "color": "silver"
          },
          "values": [
           "",
           "AAL",
           "AAPL",
           "ABBV",
           "..."
          ]
         },
         "type": "table"
        }
       ],
       "layout": {}
      },
      "text/html": [
       "<div id=\"bfae9f43-beca-4910-9c71-12aab1d51671\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"bfae9f43-beca-4910-9c71-12aab1d51671\", [{\"type\": \"table\", \"columnwidth\": [1, 3], \"header\": {\"values\": [\"\", \"AAL\", \"AAPL\", \"ABBV\", \"...\"], \"line\": {\"color\": \"silver\"}, \"fill\": {\"color\": \"silver\"}, \"font\": {\"size\": 13}}, \"cells\": {\"values\": [[\"2013-07-01\", \"2013-07-02\", \"2013-07-03\", \"2013-07-05\", \"2013-07-08\", \"2013-07-09\", \"2013-07-10\", \"2013-07-11\", \"2013-07-12\", \"2013-07-15\", \"...\"], [\"16.176\", \"15.820\", \"16.128\", \"16.215\", \"16.311\", \"16.715\", \"16.532\", \"16.725\", \"16.908\", \"17.100\", \"...\"], [\"53.109\", \"54.312\", \"54.612\", \"54.173\", \"53.866\", \"54.813\", \"54.603\", \"55.454\", \"55.353\", \"55.474\", \"...\"], [\"34.924\", \"35.428\", \"35.445\", \"35.856\", \"36.662\", \"36.360\", \"36.855\", \"37.082\", \"38.157\", \"37.793\", \"...\"], [\"...\", \"...\", \"...\", \"...\", \"...\", \"...\", \"...\", \"...\", \"...\", \"...\", \"...\"]], \"line\": {\"color\": \"silver\"}, \"fill\": {\"color\": [\"silver\", \"white\"]}, \"font\": {\"size\": 13}}}], {}, {\"showLink\": false, \"linkText\": \"Export to plot.ly\", \"displayModeBar\": false})});</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<div id=\"bfae9f43-beca-4910-9c71-12aab1d51671\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"bfae9f43-beca-4910-9c71-12aab1d51671\", [{\"type\": \"table\", \"columnwidth\": [1, 3], \"header\": {\"values\": [\"\", \"AAL\", \"AAPL\", \"ABBV\", \"...\"], \"line\": {\"color\": \"silver\"}, \"fill\": {\"color\": \"silver\"}, \"font\": {\"size\": 13}}, \"cells\": {\"values\": [[\"2013-07-01\", \"2013-07-02\", \"2013-07-03\", \"2013-07-05\", \"2013-07-08\", \"2013-07-09\", \"2013-07-10\", \"2013-07-11\", \"2013-07-12\", \"2013-07-15\", \"...\"], [\"16.176\", \"15.820\", \"16.128\", \"16.215\", \"16.311\", \"16.715\", \"16.532\", \"16.725\", \"16.908\", \"17.100\", \"...\"], [\"53.109\", \"54.312\", \"54.612\", \"54.173\", \"53.866\", \"54.813\", \"54.603\", \"55.454\", \"55.353\", \"55.474\", \"...\"], [\"34.924\", \"35.428\", \"35.445\", \"35.856\", \"36.662\", \"36.360\", \"36.855\", \"37.082\", \"38.157\", \"37.793\", \"...\"], [\"...\", \"...\", \"...\", \"...\", \"...\", \"...\", \"...\", \"...\", \"...\", \"...\", \"...\"]], \"line\": {\"color\": \"silver\"}, \"fill\": {\"color\": [\"silver\", \"white\"]}, \"font\": {\"size\": 13}}}], {}, {\"showLink\": false, \"linkText\": \"Export to plot.ly\", \"displayModeBar\": false})});</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "project_helper.print_dataframe(close)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 1: Smart Beta Portfolio\n",
    "In Part 1 of this project, you'll build a portfolio using dividend yield to choose the portfolio weights. A portfolio such as this could be incorporated into a smart beta ETF.  You'll compare this portfolio to a market cap weighted index to see how well it performs. \n",
    "\n",
    "Note that in practice, you'll probably get the index weights from a data vendor (such as companies that create indices, like MSCI, FTSE, Standard and Poor's), but for this exercise we will simulate a market cap weighted index.\n",
    "\n",
    "## Index Weights\n",
    "The index we'll be using is based on large dollar volume stocks. Implement `generate_dollar_volume_weights` to generate the weights for this index. For each date, generate the weights based on dollar volume traded for that date. For example, assume the following is close prices and volume data:\n",
    "```\n",
    "                 Prices\n",
    "               A         B         ...\n",
    "2013-07-08     2         2         ...\n",
    "2013-07-09     5         6         ...\n",
    "2013-07-10     1         2         ...\n",
    "2013-07-11     6         5         ...\n",
    "...            ...       ...       ...\n",
    "\n",
    "                 Volume\n",
    "               A         B         ...\n",
    "2013-07-08     100       340       ...\n",
    "2013-07-09     240       220       ...\n",
    "2013-07-10     120       500       ...\n",
    "2013-07-11     10        100       ...\n",
    "...            ...       ...       ...\n",
    "```\n",
    "The weights created from the function `generate_dollar_volume_weights` should be the following:\n",
    "```\n",
    "               A         B         ...\n",
    "2013-07-08     0.126..   0.194..   ...\n",
    "2013-07-09     0.759..   0.377..   ...\n",
    "2013-07-10     0.075..   0.285..   ...\n",
    "2013-07-11     0.037..   0.142..   ...\n",
    "...            ...       ...       ...\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "def generate_dollar_volume_weights(close, volume):\n",
    "    \"\"\"\n",
    "    Generate dollar volume weights.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    close : DataFrame\n",
    "        Close price for each ticker and date\n",
    "    volume : str\n",
    "        Volume for each ticker and date\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    dollar_volume_weights : DataFrame\n",
    "        The dollar volume weights for each ticker and date\n",
    "    \"\"\"\n",
    "    assert close.index.equals(volume.index)\n",
    "    assert close.columns.equals(volume.columns)\n",
    "    \n",
    "    #TODO: Implement function\n",
    "    unweighted = close*volume\n",
    "    l = []\n",
    "    for i in unweighted.values:\n",
    "        l.append(i/sum(i))\n",
    "    \n",
    "    weighted = pd.DataFrame(l, index = close.index, columns = close.columns)\n",
    "        \n",
    "    return weighted\n",
    "\n",
    "project_tests.test_generate_dollar_volume_weights(generate_dollar_volume_weights)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View Data\n",
    "Let's generate the index weights using `generate_dollar_volume_weights` and view them using a heatmap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "The graph for Index Weights is too large. You can view it <a href=\"graphs/IndexWeights.html\" target=\"_blank\">here</a>."
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "index_weights = generate_dollar_volume_weights(close, volume)\n",
    "project_helper.plot_weights(index_weights, 'Index Weights')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Portfolio Weights\n",
    "Now that we have the index weights, let's choose the portfolio weights based on dividend. You would normally calculate the weights based on trailing dividend yield, but we'll simplify this by just calculating the total dividend yield over time.\n",
    "\n",
    "Implement `calculate_dividend_weights` to return the weights for each stock based on its total dividend yield over time. This is similar to generating the weight for the index, but it's using dividend data instead.\n",
    "For example, assume the following is `dividends` data:\n",
    "```\n",
    "                 Prices\n",
    "               A         B\n",
    "2013-07-08     0         0\n",
    "2013-07-09     0         1\n",
    "2013-07-10     0.5       0\n",
    "2013-07-11     0         0\n",
    "2013-07-12     2         0\n",
    "...            ...       ...\n",
    "```\n",
    "The weights created from the function `calculate_dividend_weights` should be the following:\n",
    "```\n",
    "               A         B\n",
    "2013-07-08     NaN       NaN\n",
    "2013-07-09     0         1\n",
    "2013-07-10     0.333..   0.666..\n",
    "2013-07-11     0.333..   0.666..\n",
    "2013-07-12     0.714..   0.285..\n",
    "...            ...       ...\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "def calculate_dividend_weights(dividends):\n",
    "    \"\"\"\n",
    "    Calculate dividend weights.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    dividends : DataFrame\n",
    "        Dividend for each stock and date\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    dividend_weights : DataFrame\n",
    "        Weights for each stock and date\n",
    "    \"\"\"\n",
    "    #TODO: Implement function\n",
    "    \n",
    "    d = dividends.cumsum()\n",
    "    dd = d.sum(axis = 1)\n",
    "    \n",
    "\n",
    "    return d.div(dd, axis = 0)\n",
    "\n",
    "project_tests.test_calculate_dividend_weights(calculate_dividend_weights)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View Data\n",
    "Just like the index weights, let's generate the ETF weights and view them using a heatmap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "The graph for ETF Weights is too large. You can view it <a href=\"graphs/ETFWeights.html\" target=\"_blank\">here</a>."
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "etf_weights = calculate_dividend_weights(dividends)\n",
    "project_helper.plot_weights(etf_weights, 'ETF Weights')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Returns\n",
    "Implement `generate_returns` to generate returns data for all the stocks and dates from price data. You might notice we're implementing returns and not log returns. Since we're not dealing with volatility, we don't have to use log returns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "def generate_returns(prices):\n",
    "    \"\"\"\n",
    "    Generate returns for ticker and date.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    prices : DataFrame\n",
    "        Price for each ticker and date\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    returns : Dataframe\n",
    "        The returns for each ticker and date\n",
    "    \"\"\"\n",
    "    #TODO: Implement function\n",
    "\n",
    "    return (prices - prices.shift())/prices.shift()\n",
    "\n",
    "project_tests.test_generate_returns(generate_returns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View Data\n",
    "Let's generate the closing returns using `generate_returns` and view them using a heatmap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "The graph for Close Returns is too large. You can view it <a href=\"graphs/CloseReturns.html\" target=\"_blank\">here</a>."
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "returns = generate_returns(close)\n",
    "project_helper.plot_returns(returns, 'Close Returns')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Weighted Returns\n",
    "With the returns of each stock computed, we can use it to compute the returns for an index or ETF. Implement `generate_weighted_returns` to create weighted returns using the returns and weights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "def generate_weighted_returns(returns, weights):\n",
    "    \"\"\"\n",
    "    Generate weighted returns.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    returns : DataFrame\n",
    "        Returns for each ticker and date\n",
    "    weights : DataFrame\n",
    "        Weights for each ticker and date\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    weighted_returns : DataFrame\n",
    "        Weighted returns for each ticker and date\n",
    "    \"\"\"\n",
    "    assert returns.index.equals(weights.index)\n",
    "    assert returns.columns.equals(weights.columns)\n",
    "    \n",
    "    #TODO: Implement function\n",
    "    \n",
    "    weighted_returns = returns*weights\n",
    "\n",
    "    return weighted_returns\n",
    "\n",
    "project_tests.test_generate_weighted_returns(generate_weighted_returns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View Data\n",
    "Let's generate the ETF and index returns using `generate_weighted_returns` and view them using a heatmap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "The graph for Index Returns is too large. You can view it <a href=\"graphs/IndexReturns.html\" target=\"_blank\">here</a>."
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "The graph for ETF Returns is too large. You can view it <a href=\"graphs/ETFReturns.html\" target=\"_blank\">here</a>."
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "index_weighted_returns = generate_weighted_returns(returns, index_weights)\n",
    "etf_weighted_returns = generate_weighted_returns(returns, etf_weights)\n",
    "project_helper.plot_returns(index_weighted_returns, 'Index Returns')\n",
    "project_helper.plot_returns(etf_weighted_returns, 'ETF Returns')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cumulative Returns\n",
    "To compare performance between the ETF and Index, we're going to calculate the tracking error. Before we do that, we first need to calculate the index and ETF cumulative returns. Implement `calculate_cumulative_returns` to calculate the cumulative returns over time given the returns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "def calculate_cumulative_returns(returns):\n",
    "    \"\"\"\n",
    "    Calculate cumulative returns.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    returns : DataFrame\n",
    "        Returns for each ticker and date\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    cumulative_returns : Pandas Series\n",
    "        Cumulative returns for each date\n",
    "    \"\"\"\n",
    "    #TODO: Implement function\n",
    "    \n",
    "    return (returns.sum(axis = 1) + 1).cumprod()\n",
    "\n",
    "project_tests.test_calculate_cumulative_returns(calculate_cumulative_returns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View Data\n",
    "Let's generate the ETF and index cumulative returns using `calculate_cumulative_returns` and compare the two."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "line": {
          "color": "#B6B2CF"
         },
         "name": "Index",
         "type": "scatter",
         "x": [
          "2013-07-01",
          "2013-07-02",
          "2013-07-03",
          "2013-07-05",
          "2013-07-08",
          "2013-07-09",
          "2013-07-10",
          "2013-07-11",
          "2013-07-12",
          "2013-07-15",
          "2013-07-16",
          "2013-07-17",
          "2013-07-18",
          "2013-07-19",
          "2013-07-22",
          "2013-07-23",
          "2013-07-24",
          "2013-07-25",
          "2013-07-26",
          "2013-07-29",
          "2013-07-30",
          "2013-07-31",
          "2013-08-01",
          "2013-08-02",
          "2013-08-05",
          "2013-08-06",
          "2013-08-07",
          "2013-08-08",
          "2013-08-09",
          "2013-08-12",
          "2013-08-13",
          "2013-08-14",
          "2013-08-15",
          "2013-08-16",
          "2013-08-19",
          "2013-08-20",
          "2013-08-21",
          "2013-08-22",
          "2013-08-23",
          "2013-08-26",
          "2013-08-27",
          "2013-08-28",
          "2013-08-29",
          "2013-08-30",
          "2013-09-03",
          "2013-09-04",
          "2013-09-05",
          "2013-09-06",
          "2013-09-09",
          "2013-09-10",
          "2013-09-11",
          "2013-09-12",
          "2013-09-13",
          "2013-09-16",
          "2013-09-17",
          "2013-09-18",
          "2013-09-19",
          "2013-09-20",
          "2013-09-23",
          "2013-09-24",
          "2013-09-25",
          "2013-09-26",
          "2013-09-27",
          "2013-09-30",
          "2013-10-01",
          "2013-10-02",
          "2013-10-03",
          "2013-10-04",
          "2013-10-07",
          "2013-10-08",
          "2013-10-09",
          "2013-10-10",
          "2013-10-11",
          "2013-10-14",
          "2013-10-15",
          "2013-10-16",
          "2013-10-17",
          "2013-10-18",
          "2013-10-21",
          "2013-10-22",
          "2013-10-23",
          "2013-10-24",
          "2013-10-25",
          "2013-10-28",
          "2013-10-29",
          "2013-10-30",
          "2013-10-31",
          "2013-11-01",
          "2013-11-04",
          "2013-11-05",
          "2013-11-06",
          "2013-11-07",
          "2013-11-08",
          "2013-11-11",
          "2013-11-12",
          "2013-11-13",
          "2013-11-14",
          "2013-11-15",
          "2013-11-18",
          "2013-11-19",
          "2013-11-20",
          "2013-11-21",
          "2013-11-22",
          "2013-11-25",
          "2013-11-26",
          "2013-11-27",
          "2013-11-29",
          "2013-12-02",
          "2013-12-03",
          "2013-12-04",
          "2013-12-05",
          "2013-12-06",
          "2013-12-09",
          "2013-12-10",
          "2013-12-11",
          "2013-12-12",
          "2013-12-13",
          "2013-12-16",
          "2013-12-17",
          "2013-12-18",
          "2013-12-19",
          "2013-12-20",
          "2013-12-23",
          "2013-12-24",
          "2013-12-26",
          "2013-12-27",
          "2013-12-30",
          "2013-12-31",
          "2014-01-02",
          "2014-01-03",
          "2014-01-06",
          "2014-01-07",
          "2014-01-08",
          "2014-01-09",
          "2014-01-10",
          "2014-01-13",
          "2014-01-14",
          "2014-01-15",
          "2014-01-16",
          "2014-01-17",
          "2014-01-21",
          "2014-01-22",
          "2014-01-23",
          "2014-01-24",
          "2014-01-27",
          "2014-01-28",
          "2014-01-29",
          "2014-01-30",
          "2014-01-31",
          "2014-02-03",
          "2014-02-04",
          "2014-02-05",
          "2014-02-06",
          "2014-02-07",
          "2014-02-10",
          "2014-02-11",
          "2014-02-12",
          "2014-02-13",
          "2014-02-14",
          "2014-02-18",
          "2014-02-19",
          "2014-02-20",
          "2014-02-21",
          "2014-02-24",
          "2014-02-25",
          "2014-02-26",
          "2014-02-27",
          "2014-02-28",
          "2014-03-03",
          "2014-03-04",
          "2014-03-05",
          "2014-03-06",
          "2014-03-07",
          "2014-03-10",
          "2014-03-11",
          "2014-03-12",
          "2014-03-13",
          "2014-03-14",
          "2014-03-17",
          "2014-03-18",
          "2014-03-19",
          "2014-03-20",
          "2014-03-21",
          "2014-03-24",
          "2014-03-25",
          "2014-03-26",
          "2014-03-27",
          "2014-03-28",
          "2014-03-31",
          "2014-04-01",
          "2014-04-02",
          "2014-04-03",
          "2014-04-04",
          "2014-04-07",
          "2014-04-08",
          "2014-04-09",
          "2014-04-10",
          "2014-04-11",
          "2014-04-14",
          "2014-04-15",
          "2014-04-16",
          "2014-04-17",
          "2014-04-21",
          "2014-04-22",
          "2014-04-23",
          "2014-04-24",
          "2014-04-25",
          "2014-04-28",
          "2014-04-29",
          "2014-04-30",
          "2014-05-01",
          "2014-05-02",
          "2014-05-05",
          "2014-05-06",
          "2014-05-07",
          "2014-05-08",
          "2014-05-09",
          "2014-05-12",
          "2014-05-13",
          "2014-05-14",
          "2014-05-15",
          "2014-05-16",
          "2014-05-19",
          "2014-05-20",
          "2014-05-21",
          "2014-05-22",
          "2014-05-23",
          "2014-05-27",
          "2014-05-28",
          "2014-05-29",
          "2014-05-30",
          "2014-06-02",
          "2014-06-03",
          "2014-06-04",
          "2014-06-05",
          "2014-06-06",
          "2014-06-09",
          "2014-06-10",
          "2014-06-11",
          "2014-06-12",
          "2014-06-13",
          "2014-06-16",
          "2014-06-17",
          "2014-06-18",
          "2014-06-19",
          "2014-06-20",
          "2014-06-23",
          "2014-06-24",
          "2014-06-25",
          "2014-06-26",
          "2014-06-27",
          "2014-06-30",
          "2014-07-01",
          "2014-07-02",
          "2014-07-03",
          "2014-07-07",
          "2014-07-08",
          "2014-07-09",
          "2014-07-10",
          "2014-07-11",
          "2014-07-14",
          "2014-07-15",
          "2014-07-16",
          "2014-07-17",
          "2014-07-18",
          "2014-07-21",
          "2014-07-22",
          "2014-07-23",
          "2014-07-24",
          "2014-07-25",
          "2014-07-28",
          "2014-07-29",
          "2014-07-30",
          "2014-07-31",
          "2014-08-01",
          "2014-08-04",
          "2014-08-05",
          "2014-08-06",
          "2014-08-07",
          "2014-08-08",
          "2014-08-11",
          "2014-08-12",
          "2014-08-13",
          "2014-08-14",
          "2014-08-15",
          "2014-08-18",
          "2014-08-19",
          "2014-08-20",
          "2014-08-21",
          "2014-08-22",
          "2014-08-25",
          "2014-08-26",
          "2014-08-27",
          "2014-08-28",
          "2014-08-29",
          "2014-09-02",
          "2014-09-03",
          "2014-09-04",
          "2014-09-05",
          "2014-09-08",
          "2014-09-09",
          "2014-09-10",
          "2014-09-11",
          "2014-09-12",
          "2014-09-15",
          "2014-09-16",
          "2014-09-17",
          "2014-09-18",
          "2014-09-19",
          "2014-09-22",
          "2014-09-23",
          "2014-09-24",
          "2014-09-25",
          "2014-09-26",
          "2014-09-29",
          "2014-09-30",
          "2014-10-01",
          "2014-10-02",
          "2014-10-03",
          "2014-10-06",
          "2014-10-07",
          "2014-10-08",
          "2014-10-09",
          "2014-10-10",
          "2014-10-13",
          "2014-10-14",
          "2014-10-15",
          "2014-10-16",
          "2014-10-17",
          "2014-10-20",
          "2014-10-21",
          "2014-10-22",
          "2014-10-23",
          "2014-10-24",
          "2014-10-27",
          "2014-10-28",
          "2014-10-29",
          "2014-10-30",
          "2014-10-31",
          "2014-11-03",
          "2014-11-04",
          "2014-11-05",
          "2014-11-06",
          "2014-11-07",
          "2014-11-10",
          "2014-11-11",
          "2014-11-12",
          "2014-11-13",
          "2014-11-14",
          "2014-11-17",
          "2014-11-18",
          "2014-11-19",
          "2014-11-20",
          "2014-11-21",
          "2014-11-24",
          "2014-11-25",
          "2014-11-26",
          "2014-11-28",
          "2014-12-01",
          "2014-12-02",
          "2014-12-03",
          "2014-12-04",
          "2014-12-05",
          "2014-12-08",
          "2014-12-09",
          "2014-12-10",
          "2014-12-11",
          "2014-12-12",
          "2014-12-15",
          "2014-12-16",
          "2014-12-17",
          "2014-12-18",
          "2014-12-19",
          "2014-12-22",
          "2014-12-23",
          "2014-12-24",
          "2014-12-26",
          "2014-12-29",
          "2014-12-30",
          "2014-12-31",
          "2015-01-02",
          "2015-01-05",
          "2015-01-06",
          "2015-01-07",
          "2015-01-08",
          "2015-01-09",
          "2015-01-12",
          "2015-01-13",
          "2015-01-14",
          "2015-01-15",
          "2015-01-16",
          "2015-01-20",
          "2015-01-21",
          "2015-01-22",
          "2015-01-23",
          "2015-01-26",
          "2015-01-27",
          "2015-01-28",
          "2015-01-29",
          "2015-01-30",
          "2015-02-02",
          "2015-02-03",
          "2015-02-04",
          "2015-02-05",
          "2015-02-06",
          "2015-02-09",
          "2015-02-10",
          "2015-02-11",
          "2015-02-12",
          "2015-02-13",
          "2015-02-17",
          "2015-02-18",
          "2015-02-19",
          "2015-02-20",
          "2015-02-23",
          "2015-02-24",
          "2015-02-25",
          "2015-02-26",
          "2015-02-27",
          "2015-03-02",
          "2015-03-03",
          "2015-03-04",
          "2015-03-05",
          "2015-03-06",
          "2015-03-09",
          "2015-03-10",
          "2015-03-11",
          "2015-03-12",
          "2015-03-13",
          "2015-03-16",
          "2015-03-17",
          "2015-03-18",
          "2015-03-19",
          "2015-03-20",
          "2015-03-23",
          "2015-03-24",
          "2015-03-25",
          "2015-03-26",
          "2015-03-27",
          "2015-03-30",
          "2015-03-31",
          "2015-04-01",
          "2015-04-02",
          "2015-04-06",
          "2015-04-07",
          "2015-04-08",
          "2015-04-09",
          "2015-04-10",
          "2015-04-13",
          "2015-04-14",
          "2015-04-15",
          "2015-04-16",
          "2015-04-17",
          "2015-04-20",
          "2015-04-21",
          "2015-04-22",
          "2015-04-23",
          "2015-04-24",
          "2015-04-27",
          "2015-04-28",
          "2015-04-29",
          "2015-04-30",
          "2015-05-01",
          "2015-05-04",
          "2015-05-05",
          "2015-05-06",
          "2015-05-07",
          "2015-05-08",
          "2015-05-11",
          "2015-05-12",
          "2015-05-13",
          "2015-05-14",
          "2015-05-15",
          "2015-05-18",
          "2015-05-19",
          "2015-05-20",
          "2015-05-21",
          "2015-05-22",
          "2015-05-26",
          "2015-05-27",
          "2015-05-28",
          "2015-05-29",
          "2015-06-01",
          "2015-06-02",
          "2015-06-03",
          "2015-06-04",
          "2015-06-05",
          "2015-06-08",
          "2015-06-09",
          "2015-06-10",
          "2015-06-11",
          "2015-06-12",
          "2015-06-15",
          "2015-06-16",
          "2015-06-17",
          "2015-06-18",
          "2015-06-19",
          "2015-06-22",
          "2015-06-23",
          "2015-06-24",
          "2015-06-25",
          "2015-06-26",
          "2015-06-29",
          "2015-06-30",
          "2015-07-01",
          "2015-07-02",
          "2015-07-06",
          "2015-07-07",
          "2015-07-08",
          "2015-07-09",
          "2015-07-10",
          "2015-07-13",
          "2015-07-14",
          "2015-07-15",
          "2015-07-16",
          "2015-07-17",
          "2015-07-20",
          "2015-07-21",
          "2015-07-22",
          "2015-07-23",
          "2015-07-24",
          "2015-07-27",
          "2015-07-28",
          "2015-07-29",
          "2015-07-30",
          "2015-07-31",
          "2015-08-03",
          "2015-08-04",
          "2015-08-05",
          "2015-08-06",
          "2015-08-07",
          "2015-08-10",
          "2015-08-11",
          "2015-08-12",
          "2015-08-13",
          "2015-08-14",
          "2015-08-17",
          "2015-08-18",
          "2015-08-19",
          "2015-08-20",
          "2015-08-21",
          "2015-08-24",
          "2015-08-25",
          "2015-08-26",
          "2015-08-27",
          "2015-08-28",
          "2015-08-31",
          "2015-09-01",
          "2015-09-02",
          "2015-09-03",
          "2015-09-04",
          "2015-09-08",
          "2015-09-09",
          "2015-09-10",
          "2015-09-11",
          "2015-09-14",
          "2015-09-15",
          "2015-09-16",
          "2015-09-17",
          "2015-09-18",
          "2015-09-21",
          "2015-09-22",
          "2015-09-23",
          "2015-09-24",
          "2015-09-25",
          "2015-09-28",
          "2015-09-29",
          "2015-09-30",
          "2015-10-01",
          "2015-10-02",
          "2015-10-05",
          "2015-10-06",
          "2015-10-07",
          "2015-10-08",
          "2015-10-09",
          "2015-10-12",
          "2015-10-13",
          "2015-10-14",
          "2015-10-15",
          "2015-10-16",
          "2015-10-19",
          "2015-10-20",
          "2015-10-21",
          "2015-10-22",
          "2015-10-23",
          "2015-10-26",
          "2015-10-27",
          "2015-10-28",
          "2015-10-29",
          "2015-10-30",
          "2015-11-02",
          "2015-11-03",
          "2015-11-04",
          "2015-11-05",
          "2015-11-06",
          "2015-11-09",
          "2015-11-10",
          "2015-11-11",
          "2015-11-12",
          "2015-11-13",
          "2015-11-16",
          "2015-11-17",
          "2015-11-18",
          "2015-11-19",
          "2015-11-20",
          "2015-11-23",
          "2015-11-24",
          "2015-11-25",
          "2015-11-27",
          "2015-11-30",
          "2015-12-01",
          "2015-12-02",
          "2015-12-03",
          "2015-12-04",
          "2015-12-07",
          "2015-12-08",
          "2015-12-09",
          "2015-12-10",
          "2015-12-11",
          "2015-12-14",
          "2015-12-15",
          "2015-12-16",
          "2015-12-17",
          "2015-12-18",
          "2015-12-21",
          "2015-12-22",
          "2015-12-23",
          "2015-12-24",
          "2015-12-28",
          "2015-12-29",
          "2015-12-30",
          "2015-12-31",
          "2016-01-04",
          "2016-01-05",
          "2016-01-06",
          "2016-01-07",
          "2016-01-08",
          "2016-01-11",
          "2016-01-12",
          "2016-01-13",
          "2016-01-14",
          "2016-01-15",
          "2016-01-19",
          "2016-01-20",
          "2016-01-21",
          "2016-01-22",
          "2016-01-25",
          "2016-01-26",
          "2016-01-27",
          "2016-01-28",
          "2016-01-29",
          "2016-02-01",
          "2016-02-02",
          "2016-02-03",
          "2016-02-04",
          "2016-02-05",
          "2016-02-08",
          "2016-02-09",
          "2016-02-10",
          "2016-02-11",
          "2016-02-12",
          "2016-02-16",
          "2016-02-17",
          "2016-02-18",
          "2016-02-19",
          "2016-02-22",
          "2016-02-23",
          "2016-02-24",
          "2016-02-25",
          "2016-02-26",
          "2016-02-29",
          "2016-03-01",
          "2016-03-02",
          "2016-03-03",
          "2016-03-04",
          "2016-03-07",
          "2016-03-08",
          "2016-03-09",
          "2016-03-10",
          "2016-03-11",
          "2016-03-14",
          "2016-03-15",
          "2016-03-16",
          "2016-03-17",
          "2016-03-18",
          "2016-03-21",
          "2016-03-22",
          "2016-03-23",
          "2016-03-24",
          "2016-03-28",
          "2016-03-29",
          "2016-03-30",
          "2016-03-31",
          "2016-04-01",
          "2016-04-04",
          "2016-04-05",
          "2016-04-06",
          "2016-04-07",
          "2016-04-08",
          "2016-04-11",
          "2016-04-12",
          "2016-04-13",
          "2016-04-14",
          "2016-04-15",
          "2016-04-18",
          "2016-04-19",
          "2016-04-20",
          "2016-04-21",
          "2016-04-22",
          "2016-04-25",
          "2016-04-26",
          "2016-04-27",
          "2016-04-28",
          "2016-04-29",
          "2016-05-02",
          "2016-05-03",
          "2016-05-04",
          "2016-05-05",
          "2016-05-06",
          "2016-05-09",
          "2016-05-10",
          "2016-05-11",
          "2016-05-12",
          "2016-05-13",
          "2016-05-16",
          "2016-05-17",
          "2016-05-18",
          "2016-05-19",
          "2016-05-20",
          "2016-05-23",
          "2016-05-24",
          "2016-05-25",
          "2016-05-26",
          "2016-05-27",
          "2016-05-31",
          "2016-06-01",
          "2016-06-02",
          "2016-06-03",
          "2016-06-06",
          "2016-06-07",
          "2016-06-08",
          "2016-06-09",
          "2016-06-10",
          "2016-06-13",
          "2016-06-14",
          "2016-06-15",
          "2016-06-16",
          "2016-06-17",
          "2016-06-20",
          "2016-06-21",
          "2016-06-22",
          "2016-06-23",
          "2016-06-24",
          "2016-06-27",
          "2016-06-28",
          "2016-06-29",
          "2016-06-30",
          "2016-07-01",
          "2016-07-05",
          "2016-07-06",
          "2016-07-07",
          "2016-07-08",
          "2016-07-11",
          "2016-07-12",
          "2016-07-13",
          "2016-07-14",
          "2016-07-15",
          "2016-07-18",
          "2016-07-19",
          "2016-07-20",
          "2016-07-21",
          "2016-07-22",
          "2016-07-25",
          "2016-07-26",
          "2016-07-27",
          "2016-07-28",
          "2016-07-29",
          "2016-08-01",
          "2016-08-02",
          "2016-08-03",
          "2016-08-04",
          "2016-08-05",
          "2016-08-08",
          "2016-08-09",
          "2016-08-10",
          "2016-08-11",
          "2016-08-12",
          "2016-08-15",
          "2016-08-16",
          "2016-08-17",
          "2016-08-18",
          "2016-08-19",
          "2016-08-22",
          "2016-08-23",
          "2016-08-24",
          "2016-08-25",
          "2016-08-26",
          "2016-08-29",
          "2016-08-30",
          "2016-08-31",
          "2016-09-01",
          "2016-09-02",
          "2016-09-06",
          "2016-09-07",
          "2016-09-08",
          "2016-09-09",
          "2016-09-12",
          "2016-09-13",
          "2016-09-14",
          "2016-09-15",
          "2016-09-16",
          "2016-09-19",
          "2016-09-20",
          "2016-09-21",
          "2016-09-22",
          "2016-09-23",
          "2016-09-26",
          "2016-09-27",
          "2016-09-28",
          "2016-09-29",
          "2016-09-30",
          "2016-10-03",
          "2016-10-04",
          "2016-10-05",
          "2016-10-06",
          "2016-10-07",
          "2016-10-10",
          "2016-10-11",
          "2016-10-12",
          "2016-10-13",
          "2016-10-14",
          "2016-10-17",
          "2016-10-18",
          "2016-10-19",
          "2016-10-20",
          "2016-10-21",
          "2016-10-24",
          "2016-10-25",
          "2016-10-26",
          "2016-10-27",
          "2016-10-28",
          "2016-10-31",
          "2016-11-01",
          "2016-11-02",
          "2016-11-03",
          "2016-11-04",
          "2016-11-07",
          "2016-11-08",
          "2016-11-09",
          "2016-11-10",
          "2016-11-11",
          "2016-11-14",
          "2016-11-15",
          "2016-11-16",
          "2016-11-17",
          "2016-11-18",
          "2016-11-21",
          "2016-11-22",
          "2016-11-23",
          "2016-11-25",
          "2016-11-28",
          "2016-11-29",
          "2016-11-30",
          "2016-12-01",
          "2016-12-02",
          "2016-12-05",
          "2016-12-06",
          "2016-12-07",
          "2016-12-08",
          "2016-12-09",
          "2016-12-12",
          "2016-12-13",
          "2016-12-14",
          "2016-12-15",
          "2016-12-16",
          "2016-12-19",
          "2016-12-20",
          "2016-12-21",
          "2016-12-22",
          "2016-12-23",
          "2016-12-27",
          "2016-12-28",
          "2016-12-29",
          "2016-12-30",
          "2017-01-03",
          "2017-01-04",
          "2017-01-05",
          "2017-01-06",
          "2017-01-09",
          "2017-01-10",
          "2017-01-11",
          "2017-01-12",
          "2017-01-13",
          "2017-01-17",
          "2017-01-18",
          "2017-01-19",
          "2017-01-20",
          "2017-01-23",
          "2017-01-24",
          "2017-01-25",
          "2017-01-26",
          "2017-01-27",
          "2017-01-30",
          "2017-01-31",
          "2017-02-01",
          "2017-02-02",
          "2017-02-03",
          "2017-02-06",
          "2017-02-07",
          "2017-02-08",
          "2017-02-09",
          "2017-02-10",
          "2017-02-13",
          "2017-02-14",
          "2017-02-15",
          "2017-02-16",
          "2017-02-17",
          "2017-02-21",
          "2017-02-22",
          "2017-02-23",
          "2017-02-24",
          "2017-02-27",
          "2017-02-28",
          "2017-03-01",
          "2017-03-02",
          "2017-03-03",
          "2017-03-06",
          "2017-03-07",
          "2017-03-08",
          "2017-03-09",
          "2017-03-10",
          "2017-03-13",
          "2017-03-14",
          "2017-03-15",
          "2017-03-16",
          "2017-03-17",
          "2017-03-20",
          "2017-03-21",
          "2017-03-22",
          "2017-03-23",
          "2017-03-24",
          "2017-03-27",
          "2017-03-28",
          "2017-03-29",
          "2017-03-30",
          "2017-03-31",
          "2017-04-03",
          "2017-04-04",
          "2017-04-05",
          "2017-04-06",
          "2017-04-07",
          "2017-04-10",
          "2017-04-11",
          "2017-04-12",
          "2017-04-13",
          "2017-04-17",
          "2017-04-18",
          "2017-04-19",
          "2017-04-20",
          "2017-04-21",
          "2017-04-24",
          "2017-04-25",
          "2017-04-26",
          "2017-04-27",
          "2017-04-28",
          "2017-05-01",
          "2017-05-02",
          "2017-05-03",
          "2017-05-04",
          "2017-05-05",
          "2017-05-08",
          "2017-05-09",
          "2017-05-10",
          "2017-05-11",
          "2017-05-12",
          "2017-05-15",
          "2017-05-16",
          "2017-05-17",
          "2017-05-18",
          "2017-05-19",
          "2017-05-22",
          "2017-05-23",
          "2017-05-24",
          "2017-05-25",
          "2017-05-26",
          "2017-05-30",
          "2017-05-31",
          "2017-06-01",
          "2017-06-02",
          "2017-06-05",
          "2017-06-06",
          "2017-06-07",
          "2017-06-08",
          "2017-06-09",
          "2017-06-12",
          "2017-06-13",
          "2017-06-14",
          "2017-06-15",
          "2017-06-16",
          "2017-06-19",
          "2017-06-20",
          "2017-06-21",
          "2017-06-22",
          "2017-06-23",
          "2017-06-26",
          "2017-06-27",
          "2017-06-28",
          "2017-06-29",
          "2017-06-30"
         ],
         "y": [
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          0.9939776869916876,
          0.993486223612349,
          1.0018604371186186,
          1.0163651465461103,
          1.0195127289036383,
          1.0231702808865337,
          1.0001500548280262,
          0.989549417941137,
          0.9956713332430014,
          1.0159074226277345,
          0.9863619210046507,
          0.9747260202197179,
          0.9842819692240907,
          0.9906443918171528,
          1.0022816233464609,
          1.0000947452710596,
          1.0084454925676853,
          1.0207805885817298,
          1.0133666516779463,
          1.0272747015403478,
          1.0051584919130494,
          1.0061483755707452,
          1.0165150339493867,
          1.0191292347355412,
          1.024484739116896,
          1.0239512397358408,
          1.0278805448114923,
          1.0150206478328292,
          1.0163306078633842,
          1.0164939968044069,
          1.0182698502318663,
          1.0342904475708934,
          1.0352361023731043,
          1.0301598244696675,
          1.020502970777278,
          1.0261700129177582,
          1.0341498399412006,
          1.0282008893995522,
          1.040382658143677,
          1.0453032744747446,
          1.052513067291819,
          1.0645682779975634,
          1.0640524928021082,
          1.07299461080965,
          1.0727573915435578,
          1.0732327964231902,
          1.0743022826869677,
          1.0798097512730207,
          1.088113989523765,
          1.09269780281789,
          1.0944709347489852,
          1.1013261938910925,
          1.1009082771455914,
          1.0871511273470162,
          1.094623978573352,
          1.0945956239543149,
          1.1001716092125728,
          1.1109985410241112,
          1.1114129309382568,
          1.1109899601361057,
          1.1125619832442317,
          1.1076517667845902,
          1.1189921291644744,
          1.118337743890075,
          1.1204088124105076,
          1.1209348568621007,
          1.1365211654685357,
          1.136267763001952,
          1.1423181339349573,
          1.1370150840296218,
          1.1241445001057253,
          1.1337348053777723,
          1.1288141917209207,
          1.1360862915521543,
          1.1463813000184007,
          1.1451502209164248,
          1.166780334271301,
          1.1554790179491834,
          1.1701356039874637,
          1.168699526637407,
          1.1741246363160227,
          1.183880674489905,
          1.1864795403236557,
          1.1694065600933452,
          1.1680777633429362,
          1.165058865928743,
          1.1706081049095476,
          1.1441338336339546,
          1.141712226724956,
          1.149307506516296,
          1.1357084895015745,
          1.1176204699780854,
          1.1156164067674148,
          1.12694497937625,
          1.1431126588899205,
          1.139859868729081,
          1.1507335072021696,
          1.1566914233588719,
          1.1613166452811738,
          1.172244372034177,
          1.1815592757051467,
          1.1860633475677567,
          1.192770530692133,
          1.1959502942976479,
          1.203088921710215,
          1.2056044563624915,
          1.2045801811722416,
          1.201383234119488,
          1.2058086816313291,
          1.2073575981325682,
          1.1942255135644855,
          1.1923980974591128,
          1.1983772293814656,
          1.1960478943486532,
          1.1884770877640705,
          1.198874429870771,
          1.2003031393513746,
          1.194785388531288,
          1.186748819006774,
          1.1967398089793848,
          1.1986414645286814,
          1.2069759229400514,
          1.2079069506305893,
          1.1960590450189,
          1.1941820174357614,
          1.2037978551889301,
          1.1791275343700498,
          1.1989402135888314,
          1.1948737739116424,
          1.1951056482970341,
          1.1767038758650994,
          1.177161935444951,
          1.193440947924962,
          1.1897004944209248,
          1.1708561183768322,
          1.1901982416730508,
          1.1654624112673606,
          1.1427624452936487,
          1.1189044814228553,
          1.120546248294564,
          1.1114783419590468,
          1.101126725889065,
          1.1162530645363842,
          1.1262023382816013,
          1.14630129380011,
          1.1379938050135527,
          1.154821854240044,
          1.1534560696953886,
          1.1506209884836212,
          1.1649310760678493,
          1.1551578896984036,
          1.1657591226108548,
          1.180168581143057,
          1.1785800668466984,
          1.1731616057538634,
          1.1770099951175323,
          1.1761616606743788,
          1.1758660286344504,
          1.1755534373665384,
          1.1782349442797428,
          1.1789143391468357,
          1.182381949557927,
          1.1864554711869868,
          1.1777094501609995,
          1.1917041377238706,
          1.1911314295520803,
          1.1925135113487462,
          1.1979963168305623,
          1.2030796317916803,
          1.2016796008640953,
          1.214094963289369,
          1.2010054485289743,
          1.1891216303346852,
          1.198692433507035,
          1.2048400204606602,
          1.2052326140206644,
          1.208607599824006,
          1.1959354057553702,
          1.195077214619712,
          1.1744063389943977,
          1.1821052578781357,
          1.163651069993208,
          1.153714977291804,
          1.1392908120294243,
          1.1639623204023999,
          1.1933840607202824,
          1.201305160954306,
          1.189533964144039,
          1.1832974876986802,
          1.1865897725067334,
          1.1953722073141884,
          1.198951441050615,
          1.1925158471882125,
          1.180724153393358,
          1.1798066393902729,
          1.1564882459898278,
          1.1444166329347731,
          1.1569784352084838,
          1.1796578550482308,
          1.1700055311511364,
          1.1573425932955759,
          1.1540797904896334,
          1.1434526806112968,
          1.1269406273336608,
          1.1422953955856028,
          1.1492180917876853,
          1.1678394689366012,
          1.1901943807471673,
          1.1863900039905848,
          1.1888223597941903,
          1.1572710636828634,
          1.1547490888817538,
          1.1677869364535136,
          1.1721615959356593,
          1.186510219070686,
          1.204581280030008,
          1.1978039644745975,
          1.210730815024155,
          1.2093173125330332,
          1.203622944956625,
          1.2230809021741433,
          1.2272007622002483,
          1.240960901255765,
          1.2489593557489767,
          1.2524165905314137,
          1.2515366515977115,
          1.2532852571478628,
          1.262440381767909,
          1.2647417508601135,
          1.2679845669146403,
          1.2667768535598118,
          1.2739483220349634,
          1.267088499395367,
          1.2773070043566634,
          1.2732022459924714,
          1.270248500183737,
          1.2665141460387972,
          1.2512555115516917,
          1.2552888530416946,
          1.2318105580990897,
          1.2283982075125643,
          1.2426259252988863,
          1.2360299476411403,
          1.2518071700341382,
          1.2539972395449106,
          1.2686455687184264,
          1.2676535627373275,
          1.2833961591834415,
          1.2794029800650608,
          1.2747909417370984,
          1.2505701660479778,
          1.2470632320708792,
          1.2505563701865527,
          1.2663840826426245,
          1.2537520090285963,
          1.2467502417428327,
          1.2477412380155266,
          1.2571554062871233,
          1.2543028468381348,
          1.2600776726679375,
          1.2712081578625878,
          1.3005229475196718,
          1.2965153826013638,
          1.2993530628493488,
          1.3110094456883186,
          1.3465738683087338,
          1.3315919534896805,
          1.3473621368791013,
          1.3475367989272027,
          1.35491704964619,
          1.3555105311190658,
          1.3880930631617205,
          1.379420639732045,
          1.379463868518713,
          1.3753572206111002,
          1.357461485418981,
          1.376542065845494,
          1.3781764748422778,
          1.3611256323279224,
          1.3548239648429738,
          1.360159985430698,
          1.3786287101190045,
          1.3741310891661396,
          1.3690709708734141,
          1.3694021745076659,
          1.3861078354401335,
          1.3903877174158965,
          1.3970568798131269,
          1.393550892958676,
          1.3808662832309648,
          1.3889461657670967,
          1.387657653436684,
          1.373418449411153,
          1.3922320063089237,
          1.391451981521369,
          1.3840970268802486,
          1.3893198192748675,
          1.3877153732325493,
          1.392711554920889,
          1.3827381119931497,
          1.3828980604392846,
          1.36979234515654,
          1.373119238203333,
          1.392582182434428,
          1.3947103499902678,
          1.383690949723974,
          1.3773109188288113,
          1.3851309746358171,
          1.3868071843597776,
          1.3971255412926817,
          1.389747678863215,
          1.4017397138052785,
          1.410772302063929,
          1.4023089428741204,
          1.3966237341034178,
          1.3852125266082758,
          1.3553455838348927,
          1.3608574169932657,
          1.3671455433186646,
          1.3677959498683168,
          1.3628361627305678,
          1.3682770660827888,
          1.342952554500892,
          1.3429066433797212,
          1.3638061327058684,
          1.3859326867157653,
          1.3997422925820964,
          1.4027847348368323,
          1.4440742168085228,
          1.4994778744554957,
          1.5035903654597698,
          1.495873583854711,
          1.4833322925723484,
          1.4706773305182652,
          1.459395635705323,
          1.4542477922327388,
          1.478023218566868,
          1.4906018428360683,
          1.4893267224708824,
          1.4807342484399058,
          1.4741711132784112,
          1.4696589306361711,
          1.4578628994605642,
          1.4442458491418186,
          1.4413815289574803,
          1.4636868030789505,
          1.4476369870682557,
          1.4518548365333332,
          1.4515533833477618,
          1.4547208128981741,
          1.463740074943568,
          1.457752289059148,
          1.444554766535361,
          1.4030533172832964,
          1.3475151023907734,
          1.2928554377529844,
          1.2832897582625606,
          1.3409345804212862,
          1.384673816369931,
          1.3915096902611122,
          1.3821566341281926,
          1.3363065354708394,
          1.3642080724084724,
          1.3580758514832791,
          1.3383819710507818,
          1.368873829792868,
          1.3553466236910285,
          1.3672893561895578,
          1.3728924385272319,
          1.368317554350308,
          1.3881862013450101,
          1.4031072575804406,
          1.4016658520072016,
          1.3800213214895038,
          1.3819398228356967,
          1.3651663650181591,
          1.361565264126309,
          1.3577871772782677,
          1.3542971811371058,
          1.311896725103391,
          1.3077301653997715,
          1.337459573978542,
          1.3450356794480833,
          1.3697594918359044,
          1.3977330908676984,
          1.3942193988864622,
          1.409885139757436,
          1.4239764900686642,
          1.4281423080489337,
          1.4262303726672034,
          1.415752006708423,
          1.403224241833489,
          1.4166971129193382,
          1.4217217604406909,
          1.4228749180826814,
          1.4114888545027413,
          1.404901222062793,
          1.4280353209725736,
          1.469581468074632,
          1.4672460470399205,
          1.4654908179066246,
          1.4850518073800278,
          1.4928889968338057,
          1.4857957207355663,
          1.502566518989614,
          1.5119843569262295,
          1.5067986444885844,
          1.5008047074922048,
          1.5100663970635064,
          1.4942002928440075,
          1.4933665449501206,
          1.49062164748713,
          1.4684046269626239,
          1.444111360707534,
          1.464930584259325,
          1.469675335569463,
          1.4922238027461943,
          1.4872137482109358,
          1.4910680908615923,
          1.4870255020474124,
          1.4919496114744852,
          1.494938255908505,
          1.4930431903106816,
          1.483968269378233,
          1.5042336279519009,
          1.492276399695974,
          1.4730638898693142,
          1.4972746610265102,
          1.4812098591732943,
          1.4685876866336915,
          1.4619706768761362,
          1.468981949172714,
          1.434929044149894,
          1.4422202680304415,
          1.456611207932943,
          1.4793684289974864,
          1.4560478898700306,
          1.427470662105231,
          1.4355972124379008,
          1.4441837755190288,
          1.4643485787993609,
          1.4611916314670643,
          1.4575163760240257,
          1.4768080339764642,
          1.4640935802790565,
          1.4484506118023057,
          1.4202088835912314,
          1.4179987991462506,
          1.4045610583417463,
          1.3657206427565751,
          1.352314999740517,
          1.3532477523651656,
          1.3636008462630644,
          1.3223215109509734,
          1.3488600917431144,
          1.3146621375574765,
          1.314770978922307,
          1.300009800069905,
          1.307327915381224,
          1.3310933801486584,
          1.3090364973217088,
          1.3265290722824516,
          1.2976788547001776,
          1.334453856113162,
          1.3610386148610725,
          1.3645148850378466,
          1.3394886170679459,
          1.3369203123977336,
          1.3360207169038438,
          1.295955861900959,
          1.2759129890141665,
          1.2730245641897198,
          1.2722486435100777,
          1.2568583214062359,
          1.2876131781246052,
          1.312180756062952,
          1.341665762709146,
          1.331493848671294,
          1.3325633242907393,
          1.3594536808074231,
          1.3382091517912922,
          1.3460435134851663,
          1.3665263392762963,
          1.3647928255840085,
          1.3527125624586098,
          1.391505904999774,
          1.3997066481347762,
          1.4041486232465559,
          1.4129730268591305,
          1.4077564061468224,
          1.3887817450657394,
          1.3964072493038115,
          1.397202291969549,
          1.4225403666633851,
          1.4225358063588522,
          1.41856397071639,
          1.4276014399014372,
          1.434927490495701,
          1.4414804170343873,
          1.4467089172730927,
          1.447354710210595,
          1.4338134629897783,
          1.4347874877463662,
          1.435280922891735,
          1.448925005297889,
          1.4556162982347025,
          1.4507594655215579,
          1.4625911522314616,
          1.456124696772651,
          1.4239578593787001,
          1.4497139327220305,
          1.4333358123237188,
          1.4324115935086874,
          1.4251940988186775,
          1.4413661576974282,
          1.4593396146328164,
          1.4640447973845079,
          1.4592482677475673,
          1.464257019398158,
          1.4551801300900786,
          1.460938032409879,
          1.45236730493599,
          1.4308783451599472,
          1.4272810355520167,
          1.427483428469244,
          1.4162180212397069,
          1.4132792976624404,
          1.4124661537177956,
          1.4264066814556164,
          1.4129968944319935,
          1.4007829526767417,
          1.3986636091320808,
          1.401767668865408,
          1.4033279557195035,
          1.4269652912799262,
          1.4142364610218208,
          1.4093411975100867,
          1.4074708320536067,
          1.4185513703710713,
          1.406126249164085,
          1.4114735780384071,
          1.4127731603905507,
          1.4277948021001903,
          1.4274047512815884,
          1.4497895033970845,
          1.4644174542537574,
          1.4671741481441876,
          1.4732736046258408,
          1.4731515168601288,
          1.472702595156721,
          1.4747947441729619,
          1.4674711035110777,
          1.4751608627003565,
          1.4712372754461958,
          1.475315135239375,
          1.4709942821091864,
          1.45571895136933,
          1.4415101167394748,
          1.4366282488348494,
          1.4351567099591445,
          1.4358199718050477,
          1.427111802679556,
          1.4341699077758627,
          1.4381586831797895,
          1.435743148938791,
          1.45907696866088,
          1.4000822035929008,
          1.3698153323893543,
          1.4000528731266926,
          1.4277957533383296,
          1.4425830493485663,
          1.4475472122303716,
          1.43651492662902,
          1.4450869194157994,
          1.4484456309910454,
          1.4715382287353764,
          1.4790085027075432,
          1.4964254807543396,
          1.4944707547987677,
          1.509579053972653,
          1.5067719178671315,
          1.5170630398619125,
          1.4993904180294921,
          1.513587489197358,
          1.5145923430331742,
          1.5237087226973522,
          1.5204323728292004,
          1.5189297302988984,
          1.5340128887775164,
          1.5387996829022554,
          1.5427228658224237,
          1.544153063447844,
          1.5384900201448835,
          1.544200351175675,
          1.544673936945363,
          1.5534277400048058,
          1.5471366230633186,
          1.5524545374739434,
          1.548257982347948,
          1.5583024407440818,
          1.5628158212136962,
          1.568678460014855,
          1.5612474861906542,
          1.5575019601113687,
          1.5600480736222708,
          1.561004068364228,
          1.5591606171336827,
          1.5621284483199567,
          1.5513172797061703,
          1.5466743214676757,
          1.547849260576924,
          1.5546216298019562,
          1.5555438935463435,
          1.5513591047346755,
          1.5528260724449205,
          1.5564150526729328,
          1.5661320810655124,
          1.5733622862699184,
          1.56890168360725,
          1.5325150170705075,
          1.5572338189993804,
          1.5378865052718296,
          1.5452951933519792,
          1.5646913422574753,
          1.559778267929177,
          1.5559264183310648,
          1.558000034549114,
          1.5690421000916466,
          1.5804420357535685,
          1.5666979276062691,
          1.5513783994531931,
          1.5645495285649906,
          1.578011466952244,
          1.5681337643025577,
          1.5844697038674131,
          1.5832595706108514,
          1.5805027129944746,
          1.5863127196353781,
          1.5877067018829676,
          1.5800062695493415,
          1.5823354350413454,
          1.5626083984667962,
          1.5616693689040932,
          1.5566626231752267,
          1.5603226378015502,
          1.5522672216432878,
          1.5878901402488217,
          1.5941541182724877,
          1.5944056320178925,
          1.6076470916726804,
          1.6141681019474334,
          1.612576385428131,
          1.6047373321137313,
          1.6055972865160926,
          1.5862644969294237,
          1.5822108372063317,
          1.5722201002607703,
          1.5558116603102827,
          1.5348592168997464,
          1.5334458570875467,
          1.572084119721209,
          1.5677442867393516,
          1.6062169855143864,
          1.6093038641662796,
          1.635143944467725,
          1.6329506300058767,
          1.6486852699182486,
          1.6538854746501683,
          1.662904780849713,
          1.6604080486750372,
          1.6793134221153727,
          1.6789660557611228,
          1.6726544281550546,
          1.6787597899653046,
          1.6669898026168404,
          1.668914440023894,
          1.679281903428154,
          1.670232970157785,
          1.670604460137997,
          1.6843157490275018,
          1.6898972529991632,
          1.7117427196599333,
          1.712541526810322,
          1.7271706483701752,
          1.7211035089478925,
          1.7371899365305274,
          1.7307965845160425,
          1.7410030261260976,
          1.7365441386017795,
          1.740751749350688,
          1.7514035356044884,
          1.7486174330989843,
          1.7532355862614815,
          1.7581819884946284,
          1.7753373089244724,
          1.7471852394201108,
          1.7477617034080963,
          1.7326321465261079,
          1.7482523263849647,
          1.7632821363199311,
          1.7652024351205984,
          1.776326680096652,
          1.777647528169476,
          1.7832061298383262,
          1.7857019505594576,
          1.7812593415167024,
          1.787417976358412,
          1.7750626771660056,
          1.777926905374102,
          1.7768549552898893,
          1.77341885717397,
          1.7541949679620281,
          1.765677344511433,
          1.7826961693178007,
          1.788019051899512,
          1.7875327560723484,
          1.773150630737554,
          1.7656268663515564,
          1.7884749634419101,
          1.7869395646822677,
          1.7945549033263775,
          1.7938616471531292,
          1.794095606696051,
          1.7904048729799646,
          1.80015213884294,
          1.8022457724696206,
          1.8096852566246153,
          1.8209405777802303,
          1.8301774465791296,
          1.8268900123096603,
          1.8280705251996747,
          1.8413805476868588,
          1.8403215798431078,
          1.8284449700930012,
          1.8285565470548955,
          1.835859538288831,
          1.8214180071961958,
          1.8538450197802592,
          1.8387980815343796,
          1.8404632865069706,
          1.8333288550636644,
          1.8274876897150094,
          1.8229971705868628,
          1.825160351838435,
          1.8305460889730043,
          1.8313389174796537,
          1.823797876627649,
          1.8375198212727737,
          1.8401505628990793,
          1.8324897374145894,
          1.8315657198291155,
          1.7989479041554184,
          1.799646620611784,
          1.7965233622237697,
          1.8026410066368723,
          1.8014306840061827,
          1.8170291705097092,
          1.8232410452621817,
          1.8371397291763696,
          1.8330808816622877,
          1.8315874146266247,
          1.8281201914612961,
          1.8223278530359481,
          1.822906261231913,
          1.820204706773194,
          1.8194203816051318,
          1.8138425527093065,
          1.8036270378319126,
          1.7876383645412148,
          1.8076424604319892,
          1.795520377389765,
          1.788198143787578,
          1.8030195873589336,
          1.7949572058497858,
          1.8160960281954195,
          1.8319627191327954,
          1.8345483032018697,
          1.8357740092697945,
          1.8399711703748516,
          1.8514667431948246,
          1.8513243864586266,
          1.8457906171303953,
          1.8438987123198616,
          1.8488900294271822,
          1.85377202841664,
          1.8566681073970097,
          1.8907359331181512,
          1.8961192587881126,
          1.8968387140717244,
          1.9096727498053911,
          1.9122034906758927,
          1.86024971298141,
          1.8714485846428406,
          1.8848476628817008,
          1.895086780428508,
          1.8998193245375858,
          1.905124093880964,
          1.9133830627270556,
          1.9187834706150102,
          1.9185634531288833,
          1.9135542422139233,
          1.9263391123168478,
          1.9429377817296818,
          1.9443038912997685,
          1.9398199397043803,
          1.9436749785153067,
          1.9543126851355987,
          1.9177253781524481,
          1.9113962732813314,
          1.9222440903219475,
          1.9171722025702402,
          1.9077393579167368,
          1.9000138916895024,
          1.9223279125983963,
          1.9085165482349273,
          1.918286227190297,
          1.9282285873205558,
          1.9270647103581333,
          1.9254614423011835,
          1.9020314551528883,
          1.926907697753388,
          1.9109049089874517,
          1.914012731807238
         ]
        },
        {
         "line": {
          "color": "#2D3ECF"
         },
         "name": "ETF",
         "type": "scatter",
         "x": [
          "2013-07-01",
          "2013-07-02",
          "2013-07-03",
          "2013-07-05",
          "2013-07-08",
          "2013-07-09",
          "2013-07-10",
          "2013-07-11",
          "2013-07-12",
          "2013-07-15",
          "2013-07-16",
          "2013-07-17",
          "2013-07-18",
          "2013-07-19",
          "2013-07-22",
          "2013-07-23",
          "2013-07-24",
          "2013-07-25",
          "2013-07-26",
          "2013-07-29",
          "2013-07-30",
          "2013-07-31",
          "2013-08-01",
          "2013-08-02",
          "2013-08-05",
          "2013-08-06",
          "2013-08-07",
          "2013-08-08",
          "2013-08-09",
          "2013-08-12",
          "2013-08-13",
          "2013-08-14",
          "2013-08-15",
          "2013-08-16",
          "2013-08-19",
          "2013-08-20",
          "2013-08-21",
          "2013-08-22",
          "2013-08-23",
          "2013-08-26",
          "2013-08-27",
          "2013-08-28",
          "2013-08-29",
          "2013-08-30",
          "2013-09-03",
          "2013-09-04",
          "2013-09-05",
          "2013-09-06",
          "2013-09-09",
          "2013-09-10",
          "2013-09-11",
          "2013-09-12",
          "2013-09-13",
          "2013-09-16",
          "2013-09-17",
          "2013-09-18",
          "2013-09-19",
          "2013-09-20",
          "2013-09-23",
          "2013-09-24",
          "2013-09-25",
          "2013-09-26",
          "2013-09-27",
          "2013-09-30",
          "2013-10-01",
          "2013-10-02",
          "2013-10-03",
          "2013-10-04",
          "2013-10-07",
          "2013-10-08",
          "2013-10-09",
          "2013-10-10",
          "2013-10-11",
          "2013-10-14",
          "2013-10-15",
          "2013-10-16",
          "2013-10-17",
          "2013-10-18",
          "2013-10-21",
          "2013-10-22",
          "2013-10-23",
          "2013-10-24",
          "2013-10-25",
          "2013-10-28",
          "2013-10-29",
          "2013-10-30",
          "2013-10-31",
          "2013-11-01",
          "2013-11-04",
          "2013-11-05",
          "2013-11-06",
          "2013-11-07",
          "2013-11-08",
          "2013-11-11",
          "2013-11-12",
          "2013-11-13",
          "2013-11-14",
          "2013-11-15",
          "2013-11-18",
          "2013-11-19",
          "2013-11-20",
          "2013-11-21",
          "2013-11-22",
          "2013-11-25",
          "2013-11-26",
          "2013-11-27",
          "2013-11-29",
          "2013-12-02",
          "2013-12-03",
          "2013-12-04",
          "2013-12-05",
          "2013-12-06",
          "2013-12-09",
          "2013-12-10",
          "2013-12-11",
          "2013-12-12",
          "2013-12-13",
          "2013-12-16",
          "2013-12-17",
          "2013-12-18",
          "2013-12-19",
          "2013-12-20",
          "2013-12-23",
          "2013-12-24",
          "2013-12-26",
          "2013-12-27",
          "2013-12-30",
          "2013-12-31",
          "2014-01-02",
          "2014-01-03",
          "2014-01-06",
          "2014-01-07",
          "2014-01-08",
          "2014-01-09",
          "2014-01-10",
          "2014-01-13",
          "2014-01-14",
          "2014-01-15",
          "2014-01-16",
          "2014-01-17",
          "2014-01-21",
          "2014-01-22",
          "2014-01-23",
          "2014-01-24",
          "2014-01-27",
          "2014-01-28",
          "2014-01-29",
          "2014-01-30",
          "2014-01-31",
          "2014-02-03",
          "2014-02-04",
          "2014-02-05",
          "2014-02-06",
          "2014-02-07",
          "2014-02-10",
          "2014-02-11",
          "2014-02-12",
          "2014-02-13",
          "2014-02-14",
          "2014-02-18",
          "2014-02-19",
          "2014-02-20",
          "2014-02-21",
          "2014-02-24",
          "2014-02-25",
          "2014-02-26",
          "2014-02-27",
          "2014-02-28",
          "2014-03-03",
          "2014-03-04",
          "2014-03-05",
          "2014-03-06",
          "2014-03-07",
          "2014-03-10",
          "2014-03-11",
          "2014-03-12",
          "2014-03-13",
          "2014-03-14",
          "2014-03-17",
          "2014-03-18",
          "2014-03-19",
          "2014-03-20",
          "2014-03-21",
          "2014-03-24",
          "2014-03-25",
          "2014-03-26",
          "2014-03-27",
          "2014-03-28",
          "2014-03-31",
          "2014-04-01",
          "2014-04-02",
          "2014-04-03",
          "2014-04-04",
          "2014-04-07",
          "2014-04-08",
          "2014-04-09",
          "2014-04-10",
          "2014-04-11",
          "2014-04-14",
          "2014-04-15",
          "2014-04-16",
          "2014-04-17",
          "2014-04-21",
          "2014-04-22",
          "2014-04-23",
          "2014-04-24",
          "2014-04-25",
          "2014-04-28",
          "2014-04-29",
          "2014-04-30",
          "2014-05-01",
          "2014-05-02",
          "2014-05-05",
          "2014-05-06",
          "2014-05-07",
          "2014-05-08",
          "2014-05-09",
          "2014-05-12",
          "2014-05-13",
          "2014-05-14",
          "2014-05-15",
          "2014-05-16",
          "2014-05-19",
          "2014-05-20",
          "2014-05-21",
          "2014-05-22",
          "2014-05-23",
          "2014-05-27",
          "2014-05-28",
          "2014-05-29",
          "2014-05-30",
          "2014-06-02",
          "2014-06-03",
          "2014-06-04",
          "2014-06-05",
          "2014-06-06",
          "2014-06-09",
          "2014-06-10",
          "2014-06-11",
          "2014-06-12",
          "2014-06-13",
          "2014-06-16",
          "2014-06-17",
          "2014-06-18",
          "2014-06-19",
          "2014-06-20",
          "2014-06-23",
          "2014-06-24",
          "2014-06-25",
          "2014-06-26",
          "2014-06-27",
          "2014-06-30",
          "2014-07-01",
          "2014-07-02",
          "2014-07-03",
          "2014-07-07",
          "2014-07-08",
          "2014-07-09",
          "2014-07-10",
          "2014-07-11",
          "2014-07-14",
          "2014-07-15",
          "2014-07-16",
          "2014-07-17",
          "2014-07-18",
          "2014-07-21",
          "2014-07-22",
          "2014-07-23",
          "2014-07-24",
          "2014-07-25",
          "2014-07-28",
          "2014-07-29",
          "2014-07-30",
          "2014-07-31",
          "2014-08-01",
          "2014-08-04",
          "2014-08-05",
          "2014-08-06",
          "2014-08-07",
          "2014-08-08",
          "2014-08-11",
          "2014-08-12",
          "2014-08-13",
          "2014-08-14",
          "2014-08-15",
          "2014-08-18",
          "2014-08-19",
          "2014-08-20",
          "2014-08-21",
          "2014-08-22",
          "2014-08-25",
          "2014-08-26",
          "2014-08-27",
          "2014-08-28",
          "2014-08-29",
          "2014-09-02",
          "2014-09-03",
          "2014-09-04",
          "2014-09-05",
          "2014-09-08",
          "2014-09-09",
          "2014-09-10",
          "2014-09-11",
          "2014-09-12",
          "2014-09-15",
          "2014-09-16",
          "2014-09-17",
          "2014-09-18",
          "2014-09-19",
          "2014-09-22",
          "2014-09-23",
          "2014-09-24",
          "2014-09-25",
          "2014-09-26",
          "2014-09-29",
          "2014-09-30",
          "2014-10-01",
          "2014-10-02",
          "2014-10-03",
          "2014-10-06",
          "2014-10-07",
          "2014-10-08",
          "2014-10-09",
          "2014-10-10",
          "2014-10-13",
          "2014-10-14",
          "2014-10-15",
          "2014-10-16",
          "2014-10-17",
          "2014-10-20",
          "2014-10-21",
          "2014-10-22",
          "2014-10-23",
          "2014-10-24",
          "2014-10-27",
          "2014-10-28",
          "2014-10-29",
          "2014-10-30",
          "2014-10-31",
          "2014-11-03",
          "2014-11-04",
          "2014-11-05",
          "2014-11-06",
          "2014-11-07",
          "2014-11-10",
          "2014-11-11",
          "2014-11-12",
          "2014-11-13",
          "2014-11-14",
          "2014-11-17",
          "2014-11-18",
          "2014-11-19",
          "2014-11-20",
          "2014-11-21",
          "2014-11-24",
          "2014-11-25",
          "2014-11-26",
          "2014-11-28",
          "2014-12-01",
          "2014-12-02",
          "2014-12-03",
          "2014-12-04",
          "2014-12-05",
          "2014-12-08",
          "2014-12-09",
          "2014-12-10",
          "2014-12-11",
          "2014-12-12",
          "2014-12-15",
          "2014-12-16",
          "2014-12-17",
          "2014-12-18",
          "2014-12-19",
          "2014-12-22",
          "2014-12-23",
          "2014-12-24",
          "2014-12-26",
          "2014-12-29",
          "2014-12-30",
          "2014-12-31",
          "2015-01-02",
          "2015-01-05",
          "2015-01-06",
          "2015-01-07",
          "2015-01-08",
          "2015-01-09",
          "2015-01-12",
          "2015-01-13",
          "2015-01-14",
          "2015-01-15",
          "2015-01-16",
          "2015-01-20",
          "2015-01-21",
          "2015-01-22",
          "2015-01-23",
          "2015-01-26",
          "2015-01-27",
          "2015-01-28",
          "2015-01-29",
          "2015-01-30",
          "2015-02-02",
          "2015-02-03",
          "2015-02-04",
          "2015-02-05",
          "2015-02-06",
          "2015-02-09",
          "2015-02-10",
          "2015-02-11",
          "2015-02-12",
          "2015-02-13",
          "2015-02-17",
          "2015-02-18",
          "2015-02-19",
          "2015-02-20",
          "2015-02-23",
          "2015-02-24",
          "2015-02-25",
          "2015-02-26",
          "2015-02-27",
          "2015-03-02",
          "2015-03-03",
          "2015-03-04",
          "2015-03-05",
          "2015-03-06",
          "2015-03-09",
          "2015-03-10",
          "2015-03-11",
          "2015-03-12",
          "2015-03-13",
          "2015-03-16",
          "2015-03-17",
          "2015-03-18",
          "2015-03-19",
          "2015-03-20",
          "2015-03-23",
          "2015-03-24",
          "2015-03-25",
          "2015-03-26",
          "2015-03-27",
          "2015-03-30",
          "2015-03-31",
          "2015-04-01",
          "2015-04-02",
          "2015-04-06",
          "2015-04-07",
          "2015-04-08",
          "2015-04-09",
          "2015-04-10",
          "2015-04-13",
          "2015-04-14",
          "2015-04-15",
          "2015-04-16",
          "2015-04-17",
          "2015-04-20",
          "2015-04-21",
          "2015-04-22",
          "2015-04-23",
          "2015-04-24",
          "2015-04-27",
          "2015-04-28",
          "2015-04-29",
          "2015-04-30",
          "2015-05-01",
          "2015-05-04",
          "2015-05-05",
          "2015-05-06",
          "2015-05-07",
          "2015-05-08",
          "2015-05-11",
          "2015-05-12",
          "2015-05-13",
          "2015-05-14",
          "2015-05-15",
          "2015-05-18",
          "2015-05-19",
          "2015-05-20",
          "2015-05-21",
          "2015-05-22",
          "2015-05-26",
          "2015-05-27",
          "2015-05-28",
          "2015-05-29",
          "2015-06-01",
          "2015-06-02",
          "2015-06-03",
          "2015-06-04",
          "2015-06-05",
          "2015-06-08",
          "2015-06-09",
          "2015-06-10",
          "2015-06-11",
          "2015-06-12",
          "2015-06-15",
          "2015-06-16",
          "2015-06-17",
          "2015-06-18",
          "2015-06-19",
          "2015-06-22",
          "2015-06-23",
          "2015-06-24",
          "2015-06-25",
          "2015-06-26",
          "2015-06-29",
          "2015-06-30",
          "2015-07-01",
          "2015-07-02",
          "2015-07-06",
          "2015-07-07",
          "2015-07-08",
          "2015-07-09",
          "2015-07-10",
          "2015-07-13",
          "2015-07-14",
          "2015-07-15",
          "2015-07-16",
          "2015-07-17",
          "2015-07-20",
          "2015-07-21",
          "2015-07-22",
          "2015-07-23",
          "2015-07-24",
          "2015-07-27",
          "2015-07-28",
          "2015-07-29",
          "2015-07-30",
          "2015-07-31",
          "2015-08-03",
          "2015-08-04",
          "2015-08-05",
          "2015-08-06",
          "2015-08-07",
          "2015-08-10",
          "2015-08-11",
          "2015-08-12",
          "2015-08-13",
          "2015-08-14",
          "2015-08-17",
          "2015-08-18",
          "2015-08-19",
          "2015-08-20",
          "2015-08-21",
          "2015-08-24",
          "2015-08-25",
          "2015-08-26",
          "2015-08-27",
          "2015-08-28",
          "2015-08-31",
          "2015-09-01",
          "2015-09-02",
          "2015-09-03",
          "2015-09-04",
          "2015-09-08",
          "2015-09-09",
          "2015-09-10",
          "2015-09-11",
          "2015-09-14",
          "2015-09-15",
          "2015-09-16",
          "2015-09-17",
          "2015-09-18",
          "2015-09-21",
          "2015-09-22",
          "2015-09-23",
          "2015-09-24",
          "2015-09-25",
          "2015-09-28",
          "2015-09-29",
          "2015-09-30",
          "2015-10-01",
          "2015-10-02",
          "2015-10-05",
          "2015-10-06",
          "2015-10-07",
          "2015-10-08",
          "2015-10-09",
          "2015-10-12",
          "2015-10-13",
          "2015-10-14",
          "2015-10-15",
          "2015-10-16",
          "2015-10-19",
          "2015-10-20",
          "2015-10-21",
          "2015-10-22",
          "2015-10-23",
          "2015-10-26",
          "2015-10-27",
          "2015-10-28",
          "2015-10-29",
          "2015-10-30",
          "2015-11-02",
          "2015-11-03",
          "2015-11-04",
          "2015-11-05",
          "2015-11-06",
          "2015-11-09",
          "2015-11-10",
          "2015-11-11",
          "2015-11-12",
          "2015-11-13",
          "2015-11-16",
          "2015-11-17",
          "2015-11-18",
          "2015-11-19",
          "2015-11-20",
          "2015-11-23",
          "2015-11-24",
          "2015-11-25",
          "2015-11-27",
          "2015-11-30",
          "2015-12-01",
          "2015-12-02",
          "2015-12-03",
          "2015-12-04",
          "2015-12-07",
          "2015-12-08",
          "2015-12-09",
          "2015-12-10",
          "2015-12-11",
          "2015-12-14",
          "2015-12-15",
          "2015-12-16",
          "2015-12-17",
          "2015-12-18",
          "2015-12-21",
          "2015-12-22",
          "2015-12-23",
          "2015-12-24",
          "2015-12-28",
          "2015-12-29",
          "2015-12-30",
          "2015-12-31",
          "2016-01-04",
          "2016-01-05",
          "2016-01-06",
          "2016-01-07",
          "2016-01-08",
          "2016-01-11",
          "2016-01-12",
          "2016-01-13",
          "2016-01-14",
          "2016-01-15",
          "2016-01-19",
          "2016-01-20",
          "2016-01-21",
          "2016-01-22",
          "2016-01-25",
          "2016-01-26",
          "2016-01-27",
          "2016-01-28",
          "2016-01-29",
          "2016-02-01",
          "2016-02-02",
          "2016-02-03",
          "2016-02-04",
          "2016-02-05",
          "2016-02-08",
          "2016-02-09",
          "2016-02-10",
          "2016-02-11",
          "2016-02-12",
          "2016-02-16",
          "2016-02-17",
          "2016-02-18",
          "2016-02-19",
          "2016-02-22",
          "2016-02-23",
          "2016-02-24",
          "2016-02-25",
          "2016-02-26",
          "2016-02-29",
          "2016-03-01",
          "2016-03-02",
          "2016-03-03",
          "2016-03-04",
          "2016-03-07",
          "2016-03-08",
          "2016-03-09",
          "2016-03-10",
          "2016-03-11",
          "2016-03-14",
          "2016-03-15",
          "2016-03-16",
          "2016-03-17",
          "2016-03-18",
          "2016-03-21",
          "2016-03-22",
          "2016-03-23",
          "2016-03-24",
          "2016-03-28",
          "2016-03-29",
          "2016-03-30",
          "2016-03-31",
          "2016-04-01",
          "2016-04-04",
          "2016-04-05",
          "2016-04-06",
          "2016-04-07",
          "2016-04-08",
          "2016-04-11",
          "2016-04-12",
          "2016-04-13",
          "2016-04-14",
          "2016-04-15",
          "2016-04-18",
          "2016-04-19",
          "2016-04-20",
          "2016-04-21",
          "2016-04-22",
          "2016-04-25",
          "2016-04-26",
          "2016-04-27",
          "2016-04-28",
          "2016-04-29",
          "2016-05-02",
          "2016-05-03",
          "2016-05-04",
          "2016-05-05",
          "2016-05-06",
          "2016-05-09",
          "2016-05-10",
          "2016-05-11",
          "2016-05-12",
          "2016-05-13",
          "2016-05-16",
          "2016-05-17",
          "2016-05-18",
          "2016-05-19",
          "2016-05-20",
          "2016-05-23",
          "2016-05-24",
          "2016-05-25",
          "2016-05-26",
          "2016-05-27",
          "2016-05-31",
          "2016-06-01",
          "2016-06-02",
          "2016-06-03",
          "2016-06-06",
          "2016-06-07",
          "2016-06-08",
          "2016-06-09",
          "2016-06-10",
          "2016-06-13",
          "2016-06-14",
          "2016-06-15",
          "2016-06-16",
          "2016-06-17",
          "2016-06-20",
          "2016-06-21",
          "2016-06-22",
          "2016-06-23",
          "2016-06-24",
          "2016-06-27",
          "2016-06-28",
          "2016-06-29",
          "2016-06-30",
          "2016-07-01",
          "2016-07-05",
          "2016-07-06",
          "2016-07-07",
          "2016-07-08",
          "2016-07-11",
          "2016-07-12",
          "2016-07-13",
          "2016-07-14",
          "2016-07-15",
          "2016-07-18",
          "2016-07-19",
          "2016-07-20",
          "2016-07-21",
          "2016-07-22",
          "2016-07-25",
          "2016-07-26",
          "2016-07-27",
          "2016-07-28",
          "2016-07-29",
          "2016-08-01",
          "2016-08-02",
          "2016-08-03",
          "2016-08-04",
          "2016-08-05",
          "2016-08-08",
          "2016-08-09",
          "2016-08-10",
          "2016-08-11",
          "2016-08-12",
          "2016-08-15",
          "2016-08-16",
          "2016-08-17",
          "2016-08-18",
          "2016-08-19",
          "2016-08-22",
          "2016-08-23",
          "2016-08-24",
          "2016-08-25",
          "2016-08-26",
          "2016-08-29",
          "2016-08-30",
          "2016-08-31",
          "2016-09-01",
          "2016-09-02",
          "2016-09-06",
          "2016-09-07",
          "2016-09-08",
          "2016-09-09",
          "2016-09-12",
          "2016-09-13",
          "2016-09-14",
          "2016-09-15",
          "2016-09-16",
          "2016-09-19",
          "2016-09-20",
          "2016-09-21",
          "2016-09-22",
          "2016-09-23",
          "2016-09-26",
          "2016-09-27",
          "2016-09-28",
          "2016-09-29",
          "2016-09-30",
          "2016-10-03",
          "2016-10-04",
          "2016-10-05",
          "2016-10-06",
          "2016-10-07",
          "2016-10-10",
          "2016-10-11",
          "2016-10-12",
          "2016-10-13",
          "2016-10-14",
          "2016-10-17",
          "2016-10-18",
          "2016-10-19",
          "2016-10-20",
          "2016-10-21",
          "2016-10-24",
          "2016-10-25",
          "2016-10-26",
          "2016-10-27",
          "2016-10-28",
          "2016-10-31",
          "2016-11-01",
          "2016-11-02",
          "2016-11-03",
          "2016-11-04",
          "2016-11-07",
          "2016-11-08",
          "2016-11-09",
          "2016-11-10",
          "2016-11-11",
          "2016-11-14",
          "2016-11-15",
          "2016-11-16",
          "2016-11-17",
          "2016-11-18",
          "2016-11-21",
          "2016-11-22",
          "2016-11-23",
          "2016-11-25",
          "2016-11-28",
          "2016-11-29",
          "2016-11-30",
          "2016-12-01",
          "2016-12-02",
          "2016-12-05",
          "2016-12-06",
          "2016-12-07",
          "2016-12-08",
          "2016-12-09",
          "2016-12-12",
          "2016-12-13",
          "2016-12-14",
          "2016-12-15",
          "2016-12-16",
          "2016-12-19",
          "2016-12-20",
          "2016-12-21",
          "2016-12-22",
          "2016-12-23",
          "2016-12-27",
          "2016-12-28",
          "2016-12-29",
          "2016-12-30",
          "2017-01-03",
          "2017-01-04",
          "2017-01-05",
          "2017-01-06",
          "2017-01-09",
          "2017-01-10",
          "2017-01-11",
          "2017-01-12",
          "2017-01-13",
          "2017-01-17",
          "2017-01-18",
          "2017-01-19",
          "2017-01-20",
          "2017-01-23",
          "2017-01-24",
          "2017-01-25",
          "2017-01-26",
          "2017-01-27",
          "2017-01-30",
          "2017-01-31",
          "2017-02-01",
          "2017-02-02",
          "2017-02-03",
          "2017-02-06",
          "2017-02-07",
          "2017-02-08",
          "2017-02-09",
          "2017-02-10",
          "2017-02-13",
          "2017-02-14",
          "2017-02-15",
          "2017-02-16",
          "2017-02-17",
          "2017-02-21",
          "2017-02-22",
          "2017-02-23",
          "2017-02-24",
          "2017-02-27",
          "2017-02-28",
          "2017-03-01",
          "2017-03-02",
          "2017-03-03",
          "2017-03-06",
          "2017-03-07",
          "2017-03-08",
          "2017-03-09",
          "2017-03-10",
          "2017-03-13",
          "2017-03-14",
          "2017-03-15",
          "2017-03-16",
          "2017-03-17",
          "2017-03-20",
          "2017-03-21",
          "2017-03-22",
          "2017-03-23",
          "2017-03-24",
          "2017-03-27",
          "2017-03-28",
          "2017-03-29",
          "2017-03-30",
          "2017-03-31",
          "2017-04-03",
          "2017-04-04",
          "2017-04-05",
          "2017-04-06",
          "2017-04-07",
          "2017-04-10",
          "2017-04-11",
          "2017-04-12",
          "2017-04-13",
          "2017-04-17",
          "2017-04-18",
          "2017-04-19",
          "2017-04-20",
          "2017-04-21",
          "2017-04-24",
          "2017-04-25",
          "2017-04-26",
          "2017-04-27",
          "2017-04-28",
          "2017-05-01",
          "2017-05-02",
          "2017-05-03",
          "2017-05-04",
          "2017-05-05",
          "2017-05-08",
          "2017-05-09",
          "2017-05-10",
          "2017-05-11",
          "2017-05-12",
          "2017-05-15",
          "2017-05-16",
          "2017-05-17",
          "2017-05-18",
          "2017-05-19",
          "2017-05-22",
          "2017-05-23",
          "2017-05-24",
          "2017-05-25",
          "2017-05-26",
          "2017-05-30",
          "2017-05-31",
          "2017-06-01",
          "2017-06-02",
          "2017-06-05",
          "2017-06-06",
          "2017-06-07",
          "2017-06-08",
          "2017-06-09",
          "2017-06-12",
          "2017-06-13",
          "2017-06-14",
          "2017-06-15",
          "2017-06-16",
          "2017-06-19",
          "2017-06-20",
          "2017-06-21",
          "2017-06-22",
          "2017-06-23",
          "2017-06-26",
          "2017-06-27",
          "2017-06-28",
          "2017-06-29",
          "2017-06-30"
         ],
         "y": [
          null,
          0.9968589988052922,
          1.00581271546485,
          1.0271548984263341,
          1.0288015572045142,
          1.027209373690117,
          1.0248724877394784,
          1.0333703423371887,
          1.036408169205976,
          1.0312570940817802,
          1.0333443733807317,
          1.0339141165744716,
          1.0447350642225555,
          1.0434871665033265,
          1.0493685750978115,
          1.0498464764326256,
          1.0380298545979199,
          1.0371739891731913,
          1.038093388795139,
          1.0312538117396084,
          1.0227498829840218,
          1.0286569608294291,
          1.0480490288500683,
          1.058983180221039,
          1.0553501676044834,
          1.0522982857779222,
          1.0544282932888924,
          1.0636066492110432,
          1.0581217016041156,
          1.0622042484434846,
          1.0699982004983206,
          1.0676177154245037,
          1.0565870496406782,
          1.055014680610544,
          1.0496935199902628,
          1.0517631766998545,
          1.0451315939469636,
          1.0543483188890952,
          1.0581442892029218,
          1.0557919702358032,
          1.0391900938905738,
          1.0419014440700827,
          1.0430139769625804,
          1.0398510798080256,
          1.0461602337814904,
          1.0540621257588063,
          1.0549259539685814,
          1.0553947494074956,
          1.06574644532155,
          1.071977995109422,
          1.072728327474445,
          1.0718520593790495,
          1.0738565692481428,
          1.0767374935401843,
          1.0817406423981644,
          1.0943160986456224,
          1.095697291982988,
          1.0889299023259393,
          1.089019645639672,
          1.086237587436501,
          1.0820543658797293,
          1.0872407186186135,
          1.0836937027028333,
          1.0776599466804389,
          1.0872911759564956,
          1.085033085948582,
          1.075144481785736,
          1.0808669554650743,
          1.0732393668339564,
          1.0608253874320095,
          1.0616022206772482,
          1.0845399674677723,
          1.0915689909630955,
          1.0973877265898822,
          1.0908462556821679,
          1.105735951266838,
          1.112983590691035,
          1.116784731313671,
          1.1186022075078637,
          1.1270033646828734,
          1.1218773650409968,
          1.1287507857267853,
          1.1298007671272354,
          1.1337227221265727,
          1.1379477799241977,
          1.1310529856944331,
          1.1273274595055376,
          1.1318296629534474,
          1.1346580843259462,
          1.1315362063569092,
          1.1355865492437822,
          1.119264381301182,
          1.1349766486522928,
          1.1344853946304103,
          1.133295075866453,
          1.1413547698381246,
          1.147418202751741,
          1.1498784611936441,
          1.1473659278221258,
          1.1423282676043116,
          1.1364081862478244,
          1.1453234645843502,
          1.1492594275779993,
          1.1490764433958853,
          1.1499928383694895,
          1.1552584298336608,
          1.155845948924671,
          1.1511880374886232,
          1.149867939129247,
          1.1475184067492434,
          1.146205689922021,
          1.1564287277950063,
          1.1604579367750543,
          1.1590302367938514,
          1.1500845011146639,
          1.145336392574901,
          1.1454012527234951,
          1.1520810766379836,
          1.1486178562219782,
          1.166780664955394,
          1.164866314833868,
          1.1703647346683144,
          1.1780155035496682,
          1.1829454756470479,
          1.190192221933605,
          1.190394724519161,
          1.1909162328399046,
          1.196332381442121,
          1.189159474188055,
          1.1862811191753255,
          1.1831028017032483,
          1.1913668597522413,
          1.1906322713486364,
          1.1880954440584914,
          1.189118114243338,
          1.1756229730881764,
          1.185681109428295,
          1.194277656574827,
          1.193055891881328,
          1.189248010352986,
          1.1886394660800288,
          1.1885506419063803,
          1.1790087231326927,
          1.1543786702781171,
          1.1511551647119664,
          1.1525835420745036,
          1.1386043484174657,
          1.150918037164091,
          1.150414152924221,
          1.1253643149606931,
          1.1338053274556368,
          1.1327432525467465,
          1.1479270598625106,
          1.1636432744579561,
          1.165987787019079,
          1.1800187785108833,
          1.1794381609088578,
          1.184999614475731,
          1.1923441806522,
          1.1934850737700726,
          1.1858419204026978,
          1.191343328181523,
          1.1897185941234514,
          1.1974453818506872,
          1.1952552581803157,
          1.1952248887674117,
          1.2042856762619092,
          1.2083270787490303,
          1.202116211845958,
          1.219699644133169,
          1.2193034374793283,
          1.2219908881033352,
          1.221419098557729,
          1.2190696833125823,
          1.2146337993161815,
          1.2150447478941073,
          1.1996099811464926,
          1.1966938782624776,
          1.207713656614896,
          1.215754076819376,
          1.2067041951021609,
          1.2113652455027315,
          1.2078433330612803,
          1.2060727117576824,
          1.2118283913196322,
          1.2043249383814407,
          1.2031370182322592,
          1.209699920158908,
          1.2196428147302107,
          1.2284576911049807,
          1.2334228548849802,
          1.2372865956399095,
          1.1869911467504473,
          1.17649336832326,
          1.2078948422604632,
          1.227732757515059,
          1.1868609492906022,
          1.1691328978285493,
          1.1839919646609,
          1.19082845880412,
          1.2202856049892832,
          1.1838373808954497,
          1.1772600111218317,
          1.1893843810832734,
          1.1741355363972041,
          1.1700895753270635,
          1.1477326084529766,
          1.148374412811696,
          1.174033381519224,
          1.1717376049149466,
          1.17840879266183,
          1.1706749748848015,
          1.1736062579652762,
          1.148640193472777,
          1.141270922564047,
          1.1451401140477313,
          1.1573836949505827,
          1.1806490738512405,
          1.1867759541208351,
          1.1728687046320851,
          1.1614578611398574,
          1.1608581244668064,
          1.180540720528403,
          1.181755781094579,
          1.2003869400237688,
          1.2112225348131234,
          1.2268964256827144,
          1.2479773133914804,
          1.2401999051604755,
          1.2419801628020224,
          1.2439261214107444,
          1.2313675196282239,
          1.213505672122398,
          1.212825279583967,
          1.2336717737268599,
          1.2362870421865075,
          1.2460440923757277,
          1.2427361777769144,
          1.240520984026876,
          1.2249455964513696,
          1.22724992627877,
          1.2135235958540758,
          1.2102632583421575,
          1.2292553506801098,
          1.2370793561378752,
          1.2394163281405406,
          1.2506144127435344,
          1.2449236804566794,
          1.2671159341242693,
          1.2647296998462905,
          1.266512632196823,
          1.2650537308496599,
          1.2773134955309862,
          1.2767270456508588,
          1.282938226719747,
          1.277651370033753,
          1.257232254887258,
          1.2668058570181053,
          1.2591770403917972,
          1.2704574482306707,
          1.2843552678848518,
          1.282240327742142,
          1.2808313215189018,
          1.2620424534434034,
          1.3018324462980724,
          1.2919432279249685,
          1.3031135706514765,
          1.30502972637545,
          1.3002577188728912,
          1.291930635972816,
          1.2920253702987738,
          1.2822142512816979,
          1.2842235107137645,
          1.254058277877012,
          1.2443972394019716,
          1.2590908904469005,
          1.2425669302672255,
          1.2428733140902086,
          1.2375431444111245,
          1.2515430308437716,
          1.2531526838387685,
          1.2467989125381351,
          1.2669181240741396,
          1.2700413474185666,
          1.2691316392946481,
          1.2871496639544293,
          1.2959727807922505,
          1.295969972458291,
          1.2921715374610923,
          1.291800143191227,
          1.2896360306147,
          1.2859734662471576,
          1.278874929692989,
          1.2742081723579568,
          1.2778611999950495,
          1.2876985897761921,
          1.289139361764069,
          1.294960111759592,
          1.3037313243658772,
          1.3079464305481463,
          1.2925689508455582,
          1.295563121715901,
          1.2931332352164209,
          1.2815384858645817,
          1.2770802978294913,
          1.2904464988087745,
          1.3002391592641167,
          1.3072544226333096,
          1.319171148919818,
          1.303700201516257,
          1.2924809426576809,
          1.3064887803912806,
          1.280460327105003,
          1.2891854635335913,
          1.2878164702487993,
          1.2885755324132704,
          1.2681940722707585,
          1.2703602256058457,
          1.2858810825783547,
          1.2875537641484156,
          1.2591968214265976,
          1.2801338157399025,
          1.252078468930018,
          1.2211765506559267,
          1.196833131536422,
          1.2057377773473028,
          1.1917549940369208,
          1.1935176987641636,
          1.179411677847625,
          1.1951158158471487,
          1.2114252763581639,
          1.2140350433278169,
          1.2410415984172911,
          1.2385346997423818,
          1.2399249534170096,
          1.2583425340844396,
          1.2560980404615008,
          1.2607488134950937,
          1.2768614515568848,
          1.2686788304189223,
          1.2678301058316819,
          1.258481576550122,
          1.2562746928580872,
          1.256540226411059,
          1.2698295788415928,
          1.275517764264814,
          1.2703401583403764,
          1.2677909451637337,
          1.2670311269454444,
          1.2537350446328515,
          1.2520214171657993,
          1.2558572274724464,
          1.251488188640324,
          1.2577535306392416,
          1.2622935957898282,
          1.2638144173848043,
          1.2635081710697877,
          1.2570810336535188,
          1.2388733886485968,
          1.244469835229958,
          1.2454666208286398,
          1.2514852288557534,
          1.228584189891863,
          1.2241885825816758,
          1.233595184718302,
          1.212936635746955,
          1.2209873018799324,
          1.198148521568079,
          1.1871433585637257,
          1.1590471790927566,
          1.1799430338818404,
          1.2040704007432015,
          1.2137464152014905,
          1.2356622916379691,
          1.2467406904921923,
          1.243211902712725,
          1.2512314916339256,
          1.2454368091196124,
          1.2403919119506817,
          1.2291366334486913,
          1.22647167227182,
          1.2006028328069862,
          1.1764493151093316,
          1.178453717016047,
          1.1916415118822017,
          1.1779333806457386,
          1.168957781041695,
          1.172899361362938,
          1.1765510004630078,
          1.1706781014864607,
          1.1850951901124205,
          1.186934620639436,
          1.2043526529732893,
          1.2401805358182534,
          1.2452348485764013,
          1.2410271505959274,
          1.2131252237437788,
          1.1947456113609942,
          1.2000645678821538,
          1.2287827398728535,
          1.227310429423911,
          1.2376382588946642,
          1.2232553713856007,
          1.2342300890609583,
          1.2380801645916304,
          1.2278298460568147,
          1.2490824755463616,
          1.247797147775832,
          1.2647780219681424,
          1.2730911414579111,
          1.2645727786206435,
          1.2618518139986883,
          1.2651654255407756,
          1.262400997184747,
          1.2521750974490942,
          1.2564841297476734,
          1.2685738565823927,
          1.283049408009648,
          1.285999612583523,
          1.3058822960367689,
          1.3070254990608992,
          1.3046150797872056,
          1.3087637360009514,
          1.2896998338577859,
          1.2935402131260278,
          1.2649414305363595,
          1.2570422850055347,
          1.269440281102703,
          1.2550669733147555,
          1.2743267673844387,
          1.266869810396611,
          1.284721134252729,
          1.2800841381695025,
          1.2847665703634956,
          1.279678427779804,
          1.293929443028911,
          1.2726361963804593,
          1.263550630114799,
          1.2557075262231467,
          1.2674459107567042,
          1.252446263887823,
          1.2426769611665873,
          1.2328036492238315,
          1.2382243095956962,
          1.240847244828226,
          1.2472522614512747,
          1.2511275603826957,
          1.2556218304571234,
          1.2496353173480954,
          1.2374448149269648,
          1.2406665543670619,
          1.2452458201428371,
          1.226200088796638,
          1.2491154167268137,
          1.244589233936544,
          1.2571920212912762,
          1.26579408979079,
          1.2878581697744802,
          1.2761009753547792,
          1.2757629604395313,
          1.2662928150603592,
          1.2453009195099767,
          1.2542316988610305,
          1.2578654944749692,
          1.2379566601729681,
          1.2270073449192591,
          1.238020263261539,
          1.252714931415529,
          1.2447361737055425,
          1.2326155642340169,
          1.2292687363285717,
          1.2453213255046718,
          1.2446549098628545,
          1.2455907566783913,
          1.2485547301815023,
          1.2518491554727893,
          1.2610514840672709,
          1.2555782554680512,
          1.2398900634206096,
          1.2525941061303074,
          1.2502110003617812,
          1.235060641288419,
          1.2420298716017122,
          1.2481827513251575,
          1.2514113556463748,
          1.244447611481686,
          1.241315139606883,
          1.2282905436882396,
          1.2255291838428073,
          1.2436133628559962,
          1.2428575610569648,
          1.2357843337696652,
          1.2281414834819324,
          1.2326117847075715,
          1.2368000759710749,
          1.2545947283670338,
          1.252569697947436,
          1.2573736664558812,
          1.2619337278207738,
          1.248415298777393,
          1.2446788543914185,
          1.2379002200957407,
          1.2131034577404671,
          1.2127521586973615,
          1.2208244728593813,
          1.2268612805915895,
          1.222586134313949,
          1.2343747329208532,
          1.2142220274798317,
          1.219225208391637,
          1.240964779956313,
          1.2647267675972715,
          1.282025294659996,
          1.2803528752642093,
          1.3042135329596505,
          1.4302297303231135,
          1.4295500220075281,
          1.4310531320702793,
          1.4268295842283658,
          1.3931401448319634,
          1.3654013188054468,
          1.3656501751575087,
          1.3801529205990983,
          1.3885733099334203,
          1.3913429983720822,
          1.380751454669352,
          1.3855223808718404,
          1.3790868945035095,
          1.3922562449717781,
          1.3840793628688752,
          1.3750883226289763,
          1.3816855949514828,
          1.405454140510964,
          1.408684920717291,
          1.4009949048033545,
          1.4055529557627582,
          1.4126507909137886,
          1.404119917825867,
          1.4041523182055355,
          1.3729188132131862,
          1.3138597660770703,
          1.2608213093980447,
          1.2466201306284976,
          1.3205268847786036,
          1.3475536185619768,
          1.3407049429802096,
          1.3226799488295062,
          1.285073587126884,
          1.313227702713923,
          1.306303205385272,
          1.2881383557356687,
          1.3189757262450856,
          1.3103724928644573,
          1.3205497806646327,
          1.3248215393924911,
          1.318287030541964,
          1.3419276104660904,
          1.3515826032311098,
          1.3559233978026333,
          1.3331235854616783,
          1.341583948674391,
          1.318377576262538,
          1.3141127407218152,
          1.3132366705261294,
          1.299185757730593,
          1.2661735778474923,
          1.2675957950121182,
          1.2945490631592418,
          1.3038317374561628,
          1.334724507587327,
          1.3620057210614025,
          1.3625276760540685,
          1.3683581166872685,
          1.3697735730006124,
          1.3753233915087346,
          1.377983513164541,
          1.380482734201151,
          1.373092074315554,
          1.3960227273907837,
          1.397658578665713,
          1.4003009622393203,
          1.3790021887375266,
          1.3673451965153416,
          1.3981489707616996,
          1.4463797355970907,
          1.4540643920746057,
          1.4461591711800146,
          1.456495410248739,
          1.4660543612759824,
          1.4548238055058673,
          1.472019563144124,
          1.4765840656021503,
          1.4805065844113425,
          1.4822111150253976,
          1.481715194551145,
          1.4683101716569005,
          1.4692618653177039,
          1.4727940869524312,
          1.4553377507201315,
          1.4322100727214624,
          1.4531721198651135,
          1.448971933125601,
          1.4737626524600977,
          1.4732223985283714,
          1.4909900171665798,
          1.4874413872090417,
          1.4828242343416826,
          1.4821595654787447,
          1.4846675632205795,
          1.4738339617179341,
          1.5004540727181157,
          1.4851165364634962,
          1.4626549270350255,
          1.4813632496886937,
          1.468559944288997,
          1.4616657672245135,
          1.4513941347444752,
          1.4504528005732242,
          1.4289721796011405,
          1.442665425904824,
          1.4460623214413129,
          1.4748437099835667,
          1.4545313050298165,
          1.4282949296151213,
          1.4365450803068673,
          1.4521538521811042,
          1.4638051166609962,
          1.4598372776133788,
          1.4725196541294456,
          1.4911820322923592,
          1.4823370928206137,
          1.4652241452890378,
          1.4403219547219344,
          1.4422391947099176,
          1.4269861530114618,
          1.3919078540886962,
          1.378389206560325,
          1.3822646361583124,
          1.40004001305669,
          1.3570240450685196,
          1.3809352273082804,
          1.3499044665520379,
          1.3587451644896642,
          1.3502488316991346,
          1.359209049779996,
          1.3855515259737177,
          1.3639880991101925,
          1.375299779121538,
          1.3524248970783737,
          1.3806547078131546,
          1.4105904787879604,
          1.4220208858351882,
          1.4167765544476185,
          1.394580615155383,
          1.3826631081561025,
          1.3476147296587562,
          1.3449657385101423,
          1.3402767481515516,
          1.3438740769793036,
          1.3354771934497696,
          1.3511760083975977,
          1.3758603035296408,
          1.4010310224748324,
          1.3842266271996513,
          1.3908562353205753,
          1.4093759577571419,
          1.3854544405471239,
          1.3944726928201243,
          1.4078485525575333,
          1.403492164060714,
          1.3897523153573654,
          1.4282386855019749,
          1.4260148351077453,
          1.422905045810122,
          1.4256827769823612,
          1.410732025282955,
          1.3989286679376567,
          1.417256690712312,
          1.4230090657144145,
          1.4468848395671698,
          1.4506466036338423,
          1.447775133303291,
          1.4597447915074082,
          1.4705265611035272,
          1.4734543622019596,
          1.4809036697766143,
          1.4745585891591846,
          1.4661314727794013,
          1.4632741352068432,
          1.4575998272503023,
          1.4756647643404814,
          1.4817551445118462,
          1.4729374177716374,
          1.4810682697689785,
          1.474827386591155,
          1.4659481707778113,
          1.482902513706635,
          1.4680422958973631,
          1.4718023864597614,
          1.467617219101559,
          1.4828834801624124,
          1.5002957835422885,
          1.5056705838326954,
          1.506704045097586,
          1.5175119297193196,
          1.5096147608264208,
          1.5124337381652055,
          1.520102277291994,
          1.4828524484659855,
          1.4814916000042222,
          1.4688494865202042,
          1.4689075187487253,
          1.4443401120307735,
          1.441835757316422,
          1.4534125492997483,
          1.4401467971627986,
          1.4366371200368304,
          1.4391717042235874,
          1.4522639905263517,
          1.4537286494543429,
          1.4743035516668919,
          1.4573233065439124,
          1.453630589479034,
          1.4425242268460712,
          1.453880805268133,
          1.4384906251334597,
          1.43904531488421,
          1.4285140127065545,
          1.4402296841772406,
          1.4337533727834475,
          1.4567469567599687,
          1.4699429977897807,
          1.4688933654930743,
          1.4826796871792844,
          1.484870448147219,
          1.483839907527421,
          1.482756893099935,
          1.476399654356758,
          1.4745222952259898,
          1.4795788416819586,
          1.495078976118108,
          1.494451519290231,
          1.4794603131860027,
          1.473589445047272,
          1.4735096713588434,
          1.4712193107718494,
          1.4638977562316373,
          1.443942937612595,
          1.451056902148291,
          1.4550719815173894,
          1.4544856978007215,
          1.4686508420540327,
          1.4099756202324905,
          1.3916167375112052,
          1.4141137469142095,
          1.430409844806372,
          1.4468278353335533,
          1.4560048804431696,
          1.4455615977338185,
          1.453069167977802,
          1.453007502012338,
          1.4774410092092665,
          1.4920741860205737,
          1.503889384416467,
          1.5035912418056532,
          1.5161337407253546,
          1.5151384883050694,
          1.535273427909759,
          1.534461604162316,
          1.540115434576905,
          1.536814980560021,
          1.5480404198590798,
          1.5438644104658743,
          1.5484893152067911,
          1.5501274896303245,
          1.556036436685545,
          1.5809621175359831,
          1.5888188874742109,
          1.5815118450494223,
          1.5854737442222657,
          1.5838250421208298,
          1.6000138804606328,
          1.5985766354163946,
          1.5994636867105174,
          1.5983396766849949,
          1.6033980633468399,
          1.5994810103519606,
          1.602980705934964,
          1.5957455618802838,
          1.6022968798514663,
          1.6023643547098245,
          1.5972364942957227,
          1.5931246216468982,
          1.594496313733371,
          1.5880105712752828,
          1.5834370472975947,
          1.5835220614369612,
          1.591649602859074,
          1.5860711662294222,
          1.5824930219488151,
          1.5843859454719487,
          1.5920218211363444,
          1.6060248621123256,
          1.6068470610052754,
          1.6028724349662575,
          1.5683333665103822,
          1.5905585197409584,
          1.5689730028096647,
          1.5702994183838834,
          1.5870774194917976,
          1.57968460085103,
          1.5768983899159876,
          1.581181243049518,
          1.5967099857095297,
          1.6110869548800149,
          1.604616557475282,
          1.58659928614778,
          1.5991627392095522,
          1.6055608579373848,
          1.594085096132092,
          1.6032963229059076,
          1.5982057602519204,
          1.5959067880771334,
          1.6000988579416393,
          1.6014978637250417,
          1.5957437258287597,
          1.6104511923370346,
          1.5972221565422788,
          1.5986457929009483,
          1.5908469241390588,
          1.5916690568498353,
          1.5911718728095856,
          1.6067592158138606,
          1.6162636056767905,
          1.5957709208745983,
          1.5975261988150187,
          1.6109213580808226,
          1.6046823620576816,
          1.5975983895242718,
          1.5919977912135261,
          1.5905775671137183,
          1.579912341155402,
          1.5719278030767632,
          1.553587114449671,
          1.5433646053191779,
          1.5401985081524368,
          1.575465222124073,
          1.5855482411823676,
          1.5957517805172698,
          1.5786522860200654,
          1.5704707419374764,
          1.5548288292375487,
          1.5820344121078564,
          1.5848887195240082,
          1.595269162986693,
          1.5868051183075382,
          1.602669382143106,
          1.604442974465254,
          1.6012554320794021,
          1.605840099565062,
          1.606498012678581,
          1.6095226098309323,
          1.597855340926134,
          1.5867874310963412,
          1.5888299893729467,
          1.604053701005672,
          1.6048063937250772,
          1.6327001765385618,
          1.6341278505238432,
          1.6538082581726052,
          1.651882041605751,
          1.6631921810151582,
          1.6585661340455091,
          1.6613087410538474,
          1.6540287450080184,
          1.6572605296031633,
          1.6630325421320766,
          1.6593555135055547,
          1.6570648414594416,
          1.6560013288271545,
          1.660696714418687,
          1.6486156121881066,
          1.6465832274840895,
          1.6318642065935467,
          1.6510893509521396,
          1.6547211593250557,
          1.6585995040850585,
          1.6766024040915848,
          1.6745846703042917,
          1.6737077169283745,
          1.6799938060931796,
          1.678100539380962,
          1.6804300526170524,
          1.6748342082649328,
          1.6774384140367482,
          1.675025013307649,
          1.6838577488028994,
          1.6950071815784467,
          1.7037751845168838,
          1.7201182813344458,
          1.7205120898603647,
          1.7110728020423722,
          1.6851692095442714,
          1.677037959487353,
          1.6736586328908096,
          1.67716248994633,
          1.6866925108791113,
          1.685574037487015,
          1.6935401336430094,
          1.6959319385287734,
          1.7000485792984885,
          1.7094980092010637,
          1.717526311757221,
          1.7230688058193677,
          1.7269120721456928,
          1.7280154775322305,
          1.7335459178779864,
          1.7403189747349863,
          1.7391211095580432,
          1.7358658222642802,
          1.7375747456268464,
          1.7424396454526645,
          1.7353946335036405,
          1.7611486078909102,
          1.7480429953647536,
          1.7472492164175488,
          1.743814236607274,
          1.7433873681028789,
          1.740431430411146,
          1.7438659800901695,
          1.749097510471755,
          1.7525867710029226,
          1.7484583557065123,
          1.759189315274995,
          1.7580917295249627,
          1.7611805400647915,
          1.755670902787973,
          1.7295592777122137,
          1.7316916041198116,
          1.7203838255817807,
          1.7145829450321928,
          1.7173372477745272,
          1.7264788530534516,
          1.7350119128481418,
          1.7393189913423586,
          1.7343541552774007,
          1.7414695862572473,
          1.7427546278431503,
          1.7348862923639852,
          1.7339132888729218,
          1.7304504247409502,
          1.7317628248761467,
          1.72967121201976,
          1.7258750772362506,
          1.7181933123313915,
          1.738850767722418,
          1.7347850712309636,
          1.7342258551911796,
          1.7415491255477493,
          1.738619422585625,
          1.7648835587983664,
          1.783256676077702,
          1.7837138092039666,
          1.7893867499938643,
          1.8147989701867078,
          1.8204861599344873,
          1.8237310617666096,
          1.8329043398543725,
          1.8361269905403432,
          1.8353469249455008,
          1.8402589698901892,
          1.8393462813679224,
          1.8375083559529455,
          1.8382147567205562,
          1.8376728371719286,
          1.8469349978755565,
          1.85139966282217,
          1.810713671388389,
          1.8209042319222413,
          1.829602782047705,
          1.8419597876223437,
          1.8502077531978316,
          1.8581948534835735,
          1.8753341318846883,
          1.8786888882877864,
          1.8789125345706976,
          1.871034126648921,
          1.8803574856186434,
          1.891886870451396,
          1.8961037765575386,
          1.8868763991596047,
          1.8911925376572,
          1.8953784213159746,
          1.8692712072817896,
          1.8629773021138434,
          1.8749711145809447,
          1.8688267563076117,
          1.8618059884797384,
          1.8601027055045392,
          1.8825932837484811,
          1.868373646237812,
          1.8749394111945779,
          1.8732633073879386,
          1.883416594214787,
          1.8722830649395885,
          1.844713922347815,
          1.8643533682809477,
          1.8361071624027934,
          1.8336640503815826
         ]
        }
       ],
       "layout": {
        "title": "Smart Beta ETF vs Index",
        "xaxis": {
         "title": "Date"
        },
        "yaxis": {
         "range": [
          0,
          3
         ],
         "title": "Cumulative Returns"
        }
       }
      },
      "text/html": [
       "<div id=\"af6dfaad-25fc-4fce-a615-a3710f270140\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"af6dfaad-25fc-4fce-a615-a3710f270140\", [{\"type\": \"scatter\", \"name\": \"Index\", \"x\": [\"2013-07-01\", \"2013-07-02\", \"2013-07-03\", \"2013-07-05\", \"2013-07-08\", \"2013-07-09\", \"2013-07-10\", \"2013-07-11\", \"2013-07-12\", \"2013-07-15\", \"2013-07-16\", \"2013-07-17\", \"2013-07-18\", \"2013-07-19\", \"2013-07-22\", \"2013-07-23\", \"2013-07-24\", \"2013-07-25\", \"2013-07-26\", \"2013-07-29\", \"2013-07-30\", \"2013-07-31\", \"2013-08-01\", \"2013-08-02\", \"2013-08-05\", \"2013-08-06\", \"2013-08-07\", \"2013-08-08\", \"2013-08-09\", \"2013-08-12\", \"2013-08-13\", \"2013-08-14\", \"2013-08-15\", \"2013-08-16\", \"2013-08-19\", \"2013-08-20\", \"2013-08-21\", \"2013-08-22\", \"2013-08-23\", \"2013-08-26\", \"2013-08-27\", \"2013-08-28\", \"2013-08-29\", \"2013-08-30\", \"2013-09-03\", \"2013-09-04\", \"2013-09-05\", \"2013-09-06\", \"2013-09-09\", \"2013-09-10\", \"2013-09-11\", \"2013-09-12\", \"2013-09-13\", \"2013-09-16\", \"2013-09-17\", \"2013-09-18\", \"2013-09-19\", \"2013-09-20\", \"2013-09-23\", \"2013-09-24\", \"2013-09-25\", \"2013-09-26\", \"2013-09-27\", \"2013-09-30\", \"2013-10-01\", \"2013-10-02\", \"2013-10-03\", \"2013-10-04\", \"2013-10-07\", \"2013-10-08\", \"2013-10-09\", \"2013-10-10\", \"2013-10-11\", \"2013-10-14\", \"2013-10-15\", \"2013-10-16\", \"2013-10-17\", \"2013-10-18\", \"2013-10-21\", \"2013-10-22\", \"2013-10-23\", \"2013-10-24\", \"2013-10-25\", \"2013-10-28\", \"2013-10-29\", \"2013-10-30\", \"2013-10-31\", \"2013-11-01\", \"2013-11-04\", \"2013-11-05\", \"2013-11-06\", \"2013-11-07\", \"2013-11-08\", \"2013-11-11\", \"2013-11-12\", \"2013-11-13\", \"2013-11-14\", \"2013-11-15\", \"2013-11-18\", \"2013-11-19\", \"2013-11-20\", \"2013-11-21\", \"2013-11-22\", \"2013-11-25\", \"2013-11-26\", \"2013-11-27\", \"2013-11-29\", \"2013-12-02\", \"2013-12-03\", \"2013-12-04\", \"2013-12-05\", \"2013-12-06\", \"2013-12-09\", \"2013-12-10\", \"2013-12-11\", \"2013-12-12\", \"2013-12-13\", \"2013-12-16\", \"2013-12-17\", \"2013-12-18\", \"2013-12-19\", \"2013-12-20\", \"2013-12-23\", \"2013-12-24\", \"2013-12-26\", \"2013-12-27\", \"2013-12-30\", \"2013-12-31\", \"2014-01-02\", \"2014-01-03\", \"2014-01-06\", \"2014-01-07\", \"2014-01-08\", \"2014-01-09\", \"2014-01-10\", \"2014-01-13\", \"2014-01-14\", \"2014-01-15\", \"2014-01-16\", \"2014-01-17\", \"2014-01-21\", \"2014-01-22\", \"2014-01-23\", \"2014-01-24\", \"2014-01-27\", \"2014-01-28\", \"2014-01-29\", \"2014-01-30\", \"2014-01-31\", \"2014-02-03\", \"2014-02-04\", \"2014-02-05\", \"2014-02-06\", \"2014-02-07\", \"2014-02-10\", \"2014-02-11\", \"2014-02-12\", \"2014-02-13\", \"2014-02-14\", \"2014-02-18\", \"2014-02-19\", \"2014-02-20\", \"2014-02-21\", \"2014-02-24\", \"2014-02-25\", \"2014-02-26\", \"2014-02-27\", \"2014-02-28\", \"2014-03-03\", \"2014-03-04\", \"2014-03-05\", \"2014-03-06\", \"2014-03-07\", \"2014-03-10\", \"2014-03-11\", \"2014-03-12\", \"2014-03-13\", \"2014-03-14\", \"2014-03-17\", \"2014-03-18\", \"2014-03-19\", \"2014-03-20\", \"2014-03-21\", \"2014-03-24\", \"2014-03-25\", \"2014-03-26\", \"2014-03-27\", \"2014-03-28\", \"2014-03-31\", \"2014-04-01\", \"2014-04-02\", \"2014-04-03\", \"2014-04-04\", \"2014-04-07\", \"2014-04-08\", \"2014-04-09\", \"2014-04-10\", \"2014-04-11\", \"2014-04-14\", \"2014-04-15\", \"2014-04-16\", \"2014-04-17\", \"2014-04-21\", \"2014-04-22\", \"2014-04-23\", \"2014-04-24\", \"2014-04-25\", \"2014-04-28\", \"2014-04-29\", \"2014-04-30\", \"2014-05-01\", \"2014-05-02\", \"2014-05-05\", \"2014-05-06\", \"2014-05-07\", \"2014-05-08\", \"2014-05-09\", \"2014-05-12\", \"2014-05-13\", \"2014-05-14\", \"2014-05-15\", \"2014-05-16\", \"2014-05-19\", \"2014-05-20\", \"2014-05-21\", \"2014-05-22\", \"2014-05-23\", \"2014-05-27\", \"2014-05-28\", \"2014-05-29\", \"2014-05-30\", \"2014-06-02\", \"2014-06-03\", \"2014-06-04\", \"2014-06-05\", \"2014-06-06\", \"2014-06-09\", \"2014-06-10\", \"2014-06-11\", \"2014-06-12\", \"2014-06-13\", \"2014-06-16\", \"2014-06-17\", \"2014-06-18\", \"2014-06-19\", \"2014-06-20\", \"2014-06-23\", \"2014-06-24\", \"2014-06-25\", \"2014-06-26\", \"2014-06-27\", \"2014-06-30\", \"2014-07-01\", \"2014-07-02\", \"2014-07-03\", \"2014-07-07\", \"2014-07-08\", \"2014-07-09\", \"2014-07-10\", \"2014-07-11\", \"2014-07-14\", \"2014-07-15\", \"2014-07-16\", \"2014-07-17\", \"2014-07-18\", \"2014-07-21\", \"2014-07-22\", \"2014-07-23\", \"2014-07-24\", \"2014-07-25\", \"2014-07-28\", \"2014-07-29\", \"2014-07-30\", \"2014-07-31\", \"2014-08-01\", \"2014-08-04\", \"2014-08-05\", \"2014-08-06\", \"2014-08-07\", \"2014-08-08\", \"2014-08-11\", \"2014-08-12\", \"2014-08-13\", \"2014-08-14\", \"2014-08-15\", \"2014-08-18\", \"2014-08-19\", \"2014-08-20\", \"2014-08-21\", \"2014-08-22\", \"2014-08-25\", \"2014-08-26\", \"2014-08-27\", \"2014-08-28\", \"2014-08-29\", \"2014-09-02\", \"2014-09-03\", \"2014-09-04\", \"2014-09-05\", \"2014-09-08\", \"2014-09-09\", \"2014-09-10\", \"2014-09-11\", \"2014-09-12\", \"2014-09-15\", \"2014-09-16\", \"2014-09-17\", \"2014-09-18\", \"2014-09-19\", \"2014-09-22\", \"2014-09-23\", \"2014-09-24\", \"2014-09-25\", \"2014-09-26\", \"2014-09-29\", \"2014-09-30\", \"2014-10-01\", \"2014-10-02\", \"2014-10-03\", \"2014-10-06\", \"2014-10-07\", \"2014-10-08\", \"2014-10-09\", \"2014-10-10\", \"2014-10-13\", \"2014-10-14\", \"2014-10-15\", \"2014-10-16\", \"2014-10-17\", \"2014-10-20\", \"2014-10-21\", \"2014-10-22\", \"2014-10-23\", \"2014-10-24\", \"2014-10-27\", \"2014-10-28\", \"2014-10-29\", \"2014-10-30\", \"2014-10-31\", \"2014-11-03\", \"2014-11-04\", \"2014-11-05\", \"2014-11-06\", \"2014-11-07\", \"2014-11-10\", \"2014-11-11\", \"2014-11-12\", \"2014-11-13\", \"2014-11-14\", \"2014-11-17\", \"2014-11-18\", \"2014-11-19\", \"2014-11-20\", \"2014-11-21\", \"2014-11-24\", \"2014-11-25\", \"2014-11-26\", \"2014-11-28\", \"2014-12-01\", \"2014-12-02\", \"2014-12-03\", \"2014-12-04\", \"2014-12-05\", \"2014-12-08\", \"2014-12-09\", \"2014-12-10\", \"2014-12-11\", \"2014-12-12\", \"2014-12-15\", \"2014-12-16\", \"2014-12-17\", \"2014-12-18\", \"2014-12-19\", \"2014-12-22\", \"2014-12-23\", \"2014-12-24\", \"2014-12-26\", \"2014-12-29\", \"2014-12-30\", \"2014-12-31\", \"2015-01-02\", \"2015-01-05\", \"2015-01-06\", \"2015-01-07\", \"2015-01-08\", \"2015-01-09\", \"2015-01-12\", \"2015-01-13\", \"2015-01-14\", \"2015-01-15\", \"2015-01-16\", \"2015-01-20\", \"2015-01-21\", \"2015-01-22\", \"2015-01-23\", \"2015-01-26\", \"2015-01-27\", \"2015-01-28\", \"2015-01-29\", \"2015-01-30\", \"2015-02-02\", \"2015-02-03\", \"2015-02-04\", \"2015-02-05\", \"2015-02-06\", \"2015-02-09\", \"2015-02-10\", \"2015-02-11\", \"2015-02-12\", \"2015-02-13\", \"2015-02-17\", \"2015-02-18\", \"2015-02-19\", \"2015-02-20\", \"2015-02-23\", \"2015-02-24\", \"2015-02-25\", \"2015-02-26\", \"2015-02-27\", \"2015-03-02\", \"2015-03-03\", \"2015-03-04\", \"2015-03-05\", \"2015-03-06\", \"2015-03-09\", \"2015-03-10\", \"2015-03-11\", \"2015-03-12\", \"2015-03-13\", \"2015-03-16\", \"2015-03-17\", \"2015-03-18\", \"2015-03-19\", \"2015-03-20\", \"2015-03-23\", \"2015-03-24\", \"2015-03-25\", \"2015-03-26\", \"2015-03-27\", \"2015-03-30\", \"2015-03-31\", \"2015-04-01\", \"2015-04-02\", \"2015-04-06\", \"2015-04-07\", \"2015-04-08\", \"2015-04-09\", \"2015-04-10\", \"2015-04-13\", \"2015-04-14\", \"2015-04-15\", \"2015-04-16\", \"2015-04-17\", \"2015-04-20\", \"2015-04-21\", \"2015-04-22\", \"2015-04-23\", \"2015-04-24\", \"2015-04-27\", \"2015-04-28\", \"2015-04-29\", \"2015-04-30\", \"2015-05-01\", \"2015-05-04\", \"2015-05-05\", \"2015-05-06\", \"2015-05-07\", \"2015-05-08\", \"2015-05-11\", \"2015-05-12\", \"2015-05-13\", \"2015-05-14\", \"2015-05-15\", \"2015-05-18\", \"2015-05-19\", \"2015-05-20\", \"2015-05-21\", \"2015-05-22\", \"2015-05-26\", \"2015-05-27\", \"2015-05-28\", \"2015-05-29\", \"2015-06-01\", \"2015-06-02\", \"2015-06-03\", \"2015-06-04\", \"2015-06-05\", \"2015-06-08\", \"2015-06-09\", \"2015-06-10\", \"2015-06-11\", \"2015-06-12\", \"2015-06-15\", \"2015-06-16\", \"2015-06-17\", \"2015-06-18\", \"2015-06-19\", \"2015-06-22\", \"2015-06-23\", \"2015-06-24\", \"2015-06-25\", \"2015-06-26\", \"2015-06-29\", \"2015-06-30\", \"2015-07-01\", \"2015-07-02\", \"2015-07-06\", \"2015-07-07\", \"2015-07-08\", \"2015-07-09\", \"2015-07-10\", \"2015-07-13\", \"2015-07-14\", \"2015-07-15\", \"2015-07-16\", \"2015-07-17\", \"2015-07-20\", \"2015-07-21\", \"2015-07-22\", \"2015-07-23\", \"2015-07-24\", \"2015-07-27\", \"2015-07-28\", \"2015-07-29\", \"2015-07-30\", \"2015-07-31\", \"2015-08-03\", \"2015-08-04\", \"2015-08-05\", \"2015-08-06\", \"2015-08-07\", \"2015-08-10\", \"2015-08-11\", \"2015-08-12\", \"2015-08-13\", \"2015-08-14\", \"2015-08-17\", \"2015-08-18\", \"2015-08-19\", \"2015-08-20\", \"2015-08-21\", \"2015-08-24\", \"2015-08-25\", \"2015-08-26\", \"2015-08-27\", \"2015-08-28\", \"2015-08-31\", \"2015-09-01\", \"2015-09-02\", \"2015-09-03\", \"2015-09-04\", \"2015-09-08\", \"2015-09-09\", \"2015-09-10\", \"2015-09-11\", \"2015-09-14\", \"2015-09-15\", \"2015-09-16\", \"2015-09-17\", \"2015-09-18\", \"2015-09-21\", \"2015-09-22\", \"2015-09-23\", \"2015-09-24\", \"2015-09-25\", \"2015-09-28\", \"2015-09-29\", \"2015-09-30\", \"2015-10-01\", \"2015-10-02\", \"2015-10-05\", \"2015-10-06\", \"2015-10-07\", \"2015-10-08\", \"2015-10-09\", \"2015-10-12\", \"2015-10-13\", \"2015-10-14\", \"2015-10-15\", \"2015-10-16\", \"2015-10-19\", \"2015-10-20\", \"2015-10-21\", \"2015-10-22\", \"2015-10-23\", \"2015-10-26\", \"2015-10-27\", \"2015-10-28\", \"2015-10-29\", \"2015-10-30\", \"2015-11-02\", \"2015-11-03\", \"2015-11-04\", \"2015-11-05\", \"2015-11-06\", \"2015-11-09\", \"2015-11-10\", \"2015-11-11\", \"2015-11-12\", \"2015-11-13\", \"2015-11-16\", \"2015-11-17\", \"2015-11-18\", \"2015-11-19\", \"2015-11-20\", \"2015-11-23\", \"2015-11-24\", \"2015-11-25\", \"2015-11-27\", \"2015-11-30\", \"2015-12-01\", \"2015-12-02\", \"2015-12-03\", \"2015-12-04\", \"2015-12-07\", \"2015-12-08\", \"2015-12-09\", \"2015-12-10\", \"2015-12-11\", \"2015-12-14\", \"2015-12-15\", \"2015-12-16\", \"2015-12-17\", \"2015-12-18\", \"2015-12-21\", \"2015-12-22\", \"2015-12-23\", \"2015-12-24\", \"2015-12-28\", \"2015-12-29\", \"2015-12-30\", \"2015-12-31\", \"2016-01-04\", \"2016-01-05\", \"2016-01-06\", \"2016-01-07\", \"2016-01-08\", \"2016-01-11\", \"2016-01-12\", \"2016-01-13\", \"2016-01-14\", \"2016-01-15\", \"2016-01-19\", \"2016-01-20\", \"2016-01-21\", \"2016-01-22\", \"2016-01-25\", \"2016-01-26\", \"2016-01-27\", \"2016-01-28\", \"2016-01-29\", \"2016-02-01\", \"2016-02-02\", \"2016-02-03\", \"2016-02-04\", \"2016-02-05\", \"2016-02-08\", \"2016-02-09\", \"2016-02-10\", \"2016-02-11\", \"2016-02-12\", \"2016-02-16\", \"2016-02-17\", \"2016-02-18\", \"2016-02-19\", \"2016-02-22\", \"2016-02-23\", \"2016-02-24\", \"2016-02-25\", \"2016-02-26\", \"2016-02-29\", \"2016-03-01\", \"2016-03-02\", \"2016-03-03\", \"2016-03-04\", \"2016-03-07\", \"2016-03-08\", \"2016-03-09\", \"2016-03-10\", \"2016-03-11\", \"2016-03-14\", \"2016-03-15\", \"2016-03-16\", \"2016-03-17\", \"2016-03-18\", \"2016-03-21\", \"2016-03-22\", \"2016-03-23\", \"2016-03-24\", \"2016-03-28\", \"2016-03-29\", \"2016-03-30\", \"2016-03-31\", \"2016-04-01\", \"2016-04-04\", \"2016-04-05\", \"2016-04-06\", \"2016-04-07\", \"2016-04-08\", \"2016-04-11\", \"2016-04-12\", \"2016-04-13\", \"2016-04-14\", \"2016-04-15\", \"2016-04-18\", \"2016-04-19\", \"2016-04-20\", \"2016-04-21\", \"2016-04-22\", \"2016-04-25\", \"2016-04-26\", \"2016-04-27\", \"2016-04-28\", \"2016-04-29\", \"2016-05-02\", \"2016-05-03\", \"2016-05-04\", \"2016-05-05\", \"2016-05-06\", \"2016-05-09\", \"2016-05-10\", \"2016-05-11\", \"2016-05-12\", \"2016-05-13\", \"2016-05-16\", \"2016-05-17\", \"2016-05-18\", \"2016-05-19\", \"2016-05-20\", \"2016-05-23\", \"2016-05-24\", \"2016-05-25\", \"2016-05-26\", \"2016-05-27\", \"2016-05-31\", \"2016-06-01\", \"2016-06-02\", \"2016-06-03\", \"2016-06-06\", \"2016-06-07\", \"2016-06-08\", \"2016-06-09\", \"2016-06-10\", \"2016-06-13\", \"2016-06-14\", \"2016-06-15\", \"2016-06-16\", \"2016-06-17\", \"2016-06-20\", \"2016-06-21\", \"2016-06-22\", \"2016-06-23\", \"2016-06-24\", \"2016-06-27\", \"2016-06-28\", \"2016-06-29\", \"2016-06-30\", \"2016-07-01\", \"2016-07-05\", \"2016-07-06\", \"2016-07-07\", \"2016-07-08\", \"2016-07-11\", \"2016-07-12\", \"2016-07-13\", \"2016-07-14\", \"2016-07-15\", \"2016-07-18\", \"2016-07-19\", \"2016-07-20\", \"2016-07-21\", \"2016-07-22\", \"2016-07-25\", \"2016-07-26\", \"2016-07-27\", \"2016-07-28\", \"2016-07-29\", \"2016-08-01\", \"2016-08-02\", \"2016-08-03\", \"2016-08-04\", \"2016-08-05\", \"2016-08-08\", \"2016-08-09\", \"2016-08-10\", \"2016-08-11\", \"2016-08-12\", \"2016-08-15\", \"2016-08-16\", \"2016-08-17\", \"2016-08-18\", \"2016-08-19\", \"2016-08-22\", \"2016-08-23\", \"2016-08-24\", \"2016-08-25\", \"2016-08-26\", \"2016-08-29\", \"2016-08-30\", \"2016-08-31\", \"2016-09-01\", \"2016-09-02\", \"2016-09-06\", \"2016-09-07\", \"2016-09-08\", \"2016-09-09\", \"2016-09-12\", \"2016-09-13\", \"2016-09-14\", \"2016-09-15\", \"2016-09-16\", \"2016-09-19\", \"2016-09-20\", \"2016-09-21\", \"2016-09-22\", \"2016-09-23\", \"2016-09-26\", \"2016-09-27\", \"2016-09-28\", \"2016-09-29\", \"2016-09-30\", \"2016-10-03\", \"2016-10-04\", \"2016-10-05\", \"2016-10-06\", \"2016-10-07\", \"2016-10-10\", \"2016-10-11\", \"2016-10-12\", \"2016-10-13\", \"2016-10-14\", \"2016-10-17\", \"2016-10-18\", \"2016-10-19\", \"2016-10-20\", \"2016-10-21\", \"2016-10-24\", \"2016-10-25\", \"2016-10-26\", \"2016-10-27\", \"2016-10-28\", \"2016-10-31\", \"2016-11-01\", \"2016-11-02\", \"2016-11-03\", \"2016-11-04\", \"2016-11-07\", \"2016-11-08\", \"2016-11-09\", \"2016-11-10\", \"2016-11-11\", \"2016-11-14\", \"2016-11-15\", \"2016-11-16\", \"2016-11-17\", \"2016-11-18\", \"2016-11-21\", \"2016-11-22\", \"2016-11-23\", \"2016-11-25\", \"2016-11-28\", \"2016-11-29\", \"2016-11-30\", \"2016-12-01\", \"2016-12-02\", \"2016-12-05\", \"2016-12-06\", \"2016-12-07\", \"2016-12-08\", \"2016-12-09\", \"2016-12-12\", \"2016-12-13\", \"2016-12-14\", \"2016-12-15\", \"2016-12-16\", \"2016-12-19\", \"2016-12-20\", \"2016-12-21\", \"2016-12-22\", \"2016-12-23\", \"2016-12-27\", \"2016-12-28\", \"2016-12-29\", \"2016-12-30\", \"2017-01-03\", \"2017-01-04\", \"2017-01-05\", \"2017-01-06\", \"2017-01-09\", \"2017-01-10\", \"2017-01-11\", \"2017-01-12\", \"2017-01-13\", \"2017-01-17\", \"2017-01-18\", \"2017-01-19\", \"2017-01-20\", \"2017-01-23\", \"2017-01-24\", \"2017-01-25\", \"2017-01-26\", \"2017-01-27\", \"2017-01-30\", \"2017-01-31\", \"2017-02-01\", \"2017-02-02\", \"2017-02-03\", \"2017-02-06\", \"2017-02-07\", \"2017-02-08\", \"2017-02-09\", \"2017-02-10\", \"2017-02-13\", \"2017-02-14\", \"2017-02-15\", \"2017-02-16\", \"2017-02-17\", \"2017-02-21\", \"2017-02-22\", \"2017-02-23\", \"2017-02-24\", \"2017-02-27\", \"2017-02-28\", \"2017-03-01\", \"2017-03-02\", \"2017-03-03\", \"2017-03-06\", \"2017-03-07\", \"2017-03-08\", \"2017-03-09\", \"2017-03-10\", \"2017-03-13\", \"2017-03-14\", \"2017-03-15\", \"2017-03-16\", \"2017-03-17\", \"2017-03-20\", \"2017-03-21\", \"2017-03-22\", \"2017-03-23\", \"2017-03-24\", \"2017-03-27\", \"2017-03-28\", \"2017-03-29\", \"2017-03-30\", \"2017-03-31\", \"2017-04-03\", \"2017-04-04\", \"2017-04-05\", \"2017-04-06\", \"2017-04-07\", \"2017-04-10\", \"2017-04-11\", \"2017-04-12\", \"2017-04-13\", \"2017-04-17\", \"2017-04-18\", \"2017-04-19\", \"2017-04-20\", \"2017-04-21\", \"2017-04-24\", \"2017-04-25\", \"2017-04-26\", \"2017-04-27\", \"2017-04-28\", \"2017-05-01\", \"2017-05-02\", \"2017-05-03\", \"2017-05-04\", \"2017-05-05\", \"2017-05-08\", \"2017-05-09\", \"2017-05-10\", \"2017-05-11\", \"2017-05-12\", \"2017-05-15\", \"2017-05-16\", \"2017-05-17\", \"2017-05-18\", \"2017-05-19\", \"2017-05-22\", \"2017-05-23\", \"2017-05-24\", \"2017-05-25\", \"2017-05-26\", \"2017-05-30\", \"2017-05-31\", \"2017-06-01\", \"2017-06-02\", \"2017-06-05\", \"2017-06-06\", \"2017-06-07\", \"2017-06-08\", \"2017-06-09\", \"2017-06-12\", \"2017-06-13\", \"2017-06-14\", \"2017-06-15\", \"2017-06-16\", \"2017-06-19\", \"2017-06-20\", \"2017-06-21\", \"2017-06-22\", \"2017-06-23\", \"2017-06-26\", \"2017-06-27\", \"2017-06-28\", \"2017-06-29\", \"2017-06-30\"], \"y\": [null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 0.9939776869916876, 0.993486223612349, 1.0018604371186186, 1.0163651465461103, 1.0195127289036383, 1.0231702808865337, 1.0001500548280262, 0.989549417941137, 0.9956713332430014, 1.0159074226277345, 0.9863619210046507, 0.9747260202197179, 0.9842819692240907, 0.9906443918171528, 1.0022816233464609, 1.0000947452710596, 1.0084454925676853, 1.0207805885817298, 1.0133666516779463, 1.0272747015403478, 1.0051584919130494, 1.0061483755707452, 1.0165150339493867, 1.0191292347355412, 1.024484739116896, 1.0239512397358408, 1.0278805448114923, 1.0150206478328292, 1.0163306078633842, 1.0164939968044069, 1.0182698502318663, 1.0342904475708934, 1.0352361023731043, 1.0301598244696675, 1.020502970777278, 1.0261700129177582, 1.0341498399412006, 1.0282008893995522, 1.040382658143677, 1.0453032744747446, 1.052513067291819, 1.0645682779975634, 1.0640524928021082, 1.07299461080965, 1.0727573915435578, 1.0732327964231902, 1.0743022826869677, 1.0798097512730207, 1.088113989523765, 1.09269780281789, 1.0944709347489852, 1.1013261938910925, 1.1009082771455914, 1.0871511273470162, 1.094623978573352, 1.0945956239543149, 1.1001716092125728, 1.1109985410241112, 1.1114129309382568, 1.1109899601361057, 1.1125619832442317, 1.1076517667845902, 1.1189921291644744, 1.118337743890075, 1.1204088124105076, 1.1209348568621007, 1.1365211654685357, 1.136267763001952, 1.1423181339349573, 1.1370150840296218, 1.1241445001057253, 1.1337348053777723, 1.1288141917209207, 1.1360862915521543, 1.1463813000184007, 1.1451502209164248, 1.166780334271301, 1.1554790179491834, 1.1701356039874637, 1.168699526637407, 1.1741246363160227, 1.183880674489905, 1.1864795403236557, 1.1694065600933452, 1.1680777633429362, 1.165058865928743, 1.1706081049095476, 1.1441338336339546, 1.141712226724956, 1.149307506516296, 1.1357084895015745, 1.1176204699780854, 1.1156164067674148, 1.12694497937625, 1.1431126588899205, 1.139859868729081, 1.1507335072021696, 1.1566914233588719, 1.1613166452811738, 1.172244372034177, 1.1815592757051467, 1.1860633475677567, 1.192770530692133, 1.1959502942976479, 1.203088921710215, 1.2056044563624915, 1.2045801811722416, 1.201383234119488, 1.2058086816313291, 1.2073575981325682, 1.1942255135644855, 1.1923980974591128, 1.1983772293814656, 1.1960478943486532, 1.1884770877640705, 1.198874429870771, 1.2003031393513746, 1.194785388531288, 1.186748819006774, 1.1967398089793848, 1.1986414645286814, 1.2069759229400514, 1.2079069506305893, 1.1960590450189, 1.1941820174357614, 1.2037978551889301, 1.1791275343700498, 1.1989402135888314, 1.1948737739116424, 1.1951056482970341, 1.1767038758650994, 1.177161935444951, 1.193440947924962, 1.1897004944209248, 1.1708561183768322, 1.1901982416730508, 1.1654624112673606, 1.1427624452936487, 1.1189044814228553, 1.120546248294564, 1.1114783419590468, 1.101126725889065, 1.1162530645363842, 1.1262023382816013, 1.14630129380011, 1.1379938050135527, 1.154821854240044, 1.1534560696953886, 1.1506209884836212, 1.1649310760678493, 1.1551578896984036, 1.1657591226108548, 1.180168581143057, 1.1785800668466984, 1.1731616057538634, 1.1770099951175323, 1.1761616606743788, 1.1758660286344504, 1.1755534373665384, 1.1782349442797428, 1.1789143391468357, 1.182381949557927, 1.1864554711869868, 1.1777094501609995, 1.1917041377238706, 1.1911314295520803, 1.1925135113487462, 1.1979963168305623, 1.2030796317916803, 1.2016796008640953, 1.214094963289369, 1.2010054485289743, 1.1891216303346852, 1.198692433507035, 1.2048400204606602, 1.2052326140206644, 1.208607599824006, 1.1959354057553702, 1.195077214619712, 1.1744063389943977, 1.1821052578781357, 1.163651069993208, 1.153714977291804, 1.1392908120294243, 1.1639623204023999, 1.1933840607202824, 1.201305160954306, 1.189533964144039, 1.1832974876986802, 1.1865897725067334, 1.1953722073141884, 1.198951441050615, 1.1925158471882125, 1.180724153393358, 1.1798066393902729, 1.1564882459898278, 1.1444166329347731, 1.1569784352084838, 1.1796578550482308, 1.1700055311511364, 1.1573425932955759, 1.1540797904896334, 1.1434526806112968, 1.1269406273336608, 1.1422953955856028, 1.1492180917876853, 1.1678394689366012, 1.1901943807471673, 1.1863900039905848, 1.1888223597941903, 1.1572710636828634, 1.1547490888817538, 1.1677869364535136, 1.1721615959356593, 1.186510219070686, 1.204581280030008, 1.1978039644745975, 1.210730815024155, 1.2093173125330332, 1.203622944956625, 1.2230809021741433, 1.2272007622002483, 1.240960901255765, 1.2489593557489767, 1.2524165905314137, 1.2515366515977115, 1.2532852571478628, 1.262440381767909, 1.2647417508601135, 1.2679845669146403, 1.2667768535598118, 1.2739483220349634, 1.267088499395367, 1.2773070043566634, 1.2732022459924714, 1.270248500183737, 1.2665141460387972, 1.2512555115516917, 1.2552888530416946, 1.2318105580990897, 1.2283982075125643, 1.2426259252988863, 1.2360299476411403, 1.2518071700341382, 1.2539972395449106, 1.2686455687184264, 1.2676535627373275, 1.2833961591834415, 1.2794029800650608, 1.2747909417370984, 1.2505701660479778, 1.2470632320708792, 1.2505563701865527, 1.2663840826426245, 1.2537520090285963, 1.2467502417428327, 1.2477412380155266, 1.2571554062871233, 1.2543028468381348, 1.2600776726679375, 1.2712081578625878, 1.3005229475196718, 1.2965153826013638, 1.2993530628493488, 1.3110094456883186, 1.3465738683087338, 1.3315919534896805, 1.3473621368791013, 1.3475367989272027, 1.35491704964619, 1.3555105311190658, 1.3880930631617205, 1.379420639732045, 1.379463868518713, 1.3753572206111002, 1.357461485418981, 1.376542065845494, 1.3781764748422778, 1.3611256323279224, 1.3548239648429738, 1.360159985430698, 1.3786287101190045, 1.3741310891661396, 1.3690709708734141, 1.3694021745076659, 1.3861078354401335, 1.3903877174158965, 1.3970568798131269, 1.393550892958676, 1.3808662832309648, 1.3889461657670967, 1.387657653436684, 1.373418449411153, 1.3922320063089237, 1.391451981521369, 1.3840970268802486, 1.3893198192748675, 1.3877153732325493, 1.392711554920889, 1.3827381119931497, 1.3828980604392846, 1.36979234515654, 1.373119238203333, 1.392582182434428, 1.3947103499902678, 1.383690949723974, 1.3773109188288113, 1.3851309746358171, 1.3868071843597776, 1.3971255412926817, 1.389747678863215, 1.4017397138052785, 1.410772302063929, 1.4023089428741204, 1.3966237341034178, 1.3852125266082758, 1.3553455838348927, 1.3608574169932657, 1.3671455433186646, 1.3677959498683168, 1.3628361627305678, 1.3682770660827888, 1.342952554500892, 1.3429066433797212, 1.3638061327058684, 1.3859326867157653, 1.3997422925820964, 1.4027847348368323, 1.4440742168085228, 1.4994778744554957, 1.5035903654597698, 1.495873583854711, 1.4833322925723484, 1.4706773305182652, 1.459395635705323, 1.4542477922327388, 1.478023218566868, 1.4906018428360683, 1.4893267224708824, 1.4807342484399058, 1.4741711132784112, 1.4696589306361711, 1.4578628994605642, 1.4442458491418186, 1.4413815289574803, 1.4636868030789505, 1.4476369870682557, 1.4518548365333332, 1.4515533833477618, 1.4547208128981741, 1.463740074943568, 1.457752289059148, 1.444554766535361, 1.4030533172832964, 1.3475151023907734, 1.2928554377529844, 1.2832897582625606, 1.3409345804212862, 1.384673816369931, 1.3915096902611122, 1.3821566341281926, 1.3363065354708394, 1.3642080724084724, 1.3580758514832791, 1.3383819710507818, 1.368873829792868, 1.3553466236910285, 1.3672893561895578, 1.3728924385272319, 1.368317554350308, 1.3881862013450101, 1.4031072575804406, 1.4016658520072016, 1.3800213214895038, 1.3819398228356967, 1.3651663650181591, 1.361565264126309, 1.3577871772782677, 1.3542971811371058, 1.311896725103391, 1.3077301653997715, 1.337459573978542, 1.3450356794480833, 1.3697594918359044, 1.3977330908676984, 1.3942193988864622, 1.409885139757436, 1.4239764900686642, 1.4281423080489337, 1.4262303726672034, 1.415752006708423, 1.403224241833489, 1.4166971129193382, 1.4217217604406909, 1.4228749180826814, 1.4114888545027413, 1.404901222062793, 1.4280353209725736, 1.469581468074632, 1.4672460470399205, 1.4654908179066246, 1.4850518073800278, 1.4928889968338057, 1.4857957207355663, 1.502566518989614, 1.5119843569262295, 1.5067986444885844, 1.5008047074922048, 1.5100663970635064, 1.4942002928440075, 1.4933665449501206, 1.49062164748713, 1.4684046269626239, 1.444111360707534, 1.464930584259325, 1.469675335569463, 1.4922238027461943, 1.4872137482109358, 1.4910680908615923, 1.4870255020474124, 1.4919496114744852, 1.494938255908505, 1.4930431903106816, 1.483968269378233, 1.5042336279519009, 1.492276399695974, 1.4730638898693142, 1.4972746610265102, 1.4812098591732943, 1.4685876866336915, 1.4619706768761362, 1.468981949172714, 1.434929044149894, 1.4422202680304415, 1.456611207932943, 1.4793684289974864, 1.4560478898700306, 1.427470662105231, 1.4355972124379008, 1.4441837755190288, 1.4643485787993609, 1.4611916314670643, 1.4575163760240257, 1.4768080339764642, 1.4640935802790565, 1.4484506118023057, 1.4202088835912314, 1.4179987991462506, 1.4045610583417463, 1.3657206427565751, 1.352314999740517, 1.3532477523651656, 1.3636008462630644, 1.3223215109509734, 1.3488600917431144, 1.3146621375574765, 1.314770978922307, 1.300009800069905, 1.307327915381224, 1.3310933801486584, 1.3090364973217088, 1.3265290722824516, 1.2976788547001776, 1.334453856113162, 1.3610386148610725, 1.3645148850378466, 1.3394886170679459, 1.3369203123977336, 1.3360207169038438, 1.295955861900959, 1.2759129890141665, 1.2730245641897198, 1.2722486435100777, 1.2568583214062359, 1.2876131781246052, 1.312180756062952, 1.341665762709146, 1.331493848671294, 1.3325633242907393, 1.3594536808074231, 1.3382091517912922, 1.3460435134851663, 1.3665263392762963, 1.3647928255840085, 1.3527125624586098, 1.391505904999774, 1.3997066481347762, 1.4041486232465559, 1.4129730268591305, 1.4077564061468224, 1.3887817450657394, 1.3964072493038115, 1.397202291969549, 1.4225403666633851, 1.4225358063588522, 1.41856397071639, 1.4276014399014372, 1.434927490495701, 1.4414804170343873, 1.4467089172730927, 1.447354710210595, 1.4338134629897783, 1.4347874877463662, 1.435280922891735, 1.448925005297889, 1.4556162982347025, 1.4507594655215579, 1.4625911522314616, 1.456124696772651, 1.4239578593787001, 1.4497139327220305, 1.4333358123237188, 1.4324115935086874, 1.4251940988186775, 1.4413661576974282, 1.4593396146328164, 1.4640447973845079, 1.4592482677475673, 1.464257019398158, 1.4551801300900786, 1.460938032409879, 1.45236730493599, 1.4308783451599472, 1.4272810355520167, 1.427483428469244, 1.4162180212397069, 1.4132792976624404, 1.4124661537177956, 1.4264066814556164, 1.4129968944319935, 1.4007829526767417, 1.3986636091320808, 1.401767668865408, 1.4033279557195035, 1.4269652912799262, 1.4142364610218208, 1.4093411975100867, 1.4074708320536067, 1.4185513703710713, 1.406126249164085, 1.4114735780384071, 1.4127731603905507, 1.4277948021001903, 1.4274047512815884, 1.4497895033970845, 1.4644174542537574, 1.4671741481441876, 1.4732736046258408, 1.4731515168601288, 1.472702595156721, 1.4747947441729619, 1.4674711035110777, 1.4751608627003565, 1.4712372754461958, 1.475315135239375, 1.4709942821091864, 1.45571895136933, 1.4415101167394748, 1.4366282488348494, 1.4351567099591445, 1.4358199718050477, 1.427111802679556, 1.4341699077758627, 1.4381586831797895, 1.435743148938791, 1.45907696866088, 1.4000822035929008, 1.3698153323893543, 1.4000528731266926, 1.4277957533383296, 1.4425830493485663, 1.4475472122303716, 1.43651492662902, 1.4450869194157994, 1.4484456309910454, 1.4715382287353764, 1.4790085027075432, 1.4964254807543396, 1.4944707547987677, 1.509579053972653, 1.5067719178671315, 1.5170630398619125, 1.4993904180294921, 1.513587489197358, 1.5145923430331742, 1.5237087226973522, 1.5204323728292004, 1.5189297302988984, 1.5340128887775164, 1.5387996829022554, 1.5427228658224237, 1.544153063447844, 1.5384900201448835, 1.544200351175675, 1.544673936945363, 1.5534277400048058, 1.5471366230633186, 1.5524545374739434, 1.548257982347948, 1.5583024407440818, 1.5628158212136962, 1.568678460014855, 1.5612474861906542, 1.5575019601113687, 1.5600480736222708, 1.561004068364228, 1.5591606171336827, 1.5621284483199567, 1.5513172797061703, 1.5466743214676757, 1.547849260576924, 1.5546216298019562, 1.5555438935463435, 1.5513591047346755, 1.5528260724449205, 1.5564150526729328, 1.5661320810655124, 1.5733622862699184, 1.56890168360725, 1.5325150170705075, 1.5572338189993804, 1.5378865052718296, 1.5452951933519792, 1.5646913422574753, 1.559778267929177, 1.5559264183310648, 1.558000034549114, 1.5690421000916466, 1.5804420357535685, 1.5666979276062691, 1.5513783994531931, 1.5645495285649906, 1.578011466952244, 1.5681337643025577, 1.5844697038674131, 1.5832595706108514, 1.5805027129944746, 1.5863127196353781, 1.5877067018829676, 1.5800062695493415, 1.5823354350413454, 1.5626083984667962, 1.5616693689040932, 1.5566626231752267, 1.5603226378015502, 1.5522672216432878, 1.5878901402488217, 1.5941541182724877, 1.5944056320178925, 1.6076470916726804, 1.6141681019474334, 1.612576385428131, 1.6047373321137313, 1.6055972865160926, 1.5862644969294237, 1.5822108372063317, 1.5722201002607703, 1.5558116603102827, 1.5348592168997464, 1.5334458570875467, 1.572084119721209, 1.5677442867393516, 1.6062169855143864, 1.6093038641662796, 1.635143944467725, 1.6329506300058767, 1.6486852699182486, 1.6538854746501683, 1.662904780849713, 1.6604080486750372, 1.6793134221153727, 1.6789660557611228, 1.6726544281550546, 1.6787597899653046, 1.6669898026168404, 1.668914440023894, 1.679281903428154, 1.670232970157785, 1.670604460137997, 1.6843157490275018, 1.6898972529991632, 1.7117427196599333, 1.712541526810322, 1.7271706483701752, 1.7211035089478925, 1.7371899365305274, 1.7307965845160425, 1.7410030261260976, 1.7365441386017795, 1.740751749350688, 1.7514035356044884, 1.7486174330989843, 1.7532355862614815, 1.7581819884946284, 1.7753373089244724, 1.7471852394201108, 1.7477617034080963, 1.7326321465261079, 1.7482523263849647, 1.7632821363199311, 1.7652024351205984, 1.776326680096652, 1.777647528169476, 1.7832061298383262, 1.7857019505594576, 1.7812593415167024, 1.787417976358412, 1.7750626771660056, 1.777926905374102, 1.7768549552898893, 1.77341885717397, 1.7541949679620281, 1.765677344511433, 1.7826961693178007, 1.788019051899512, 1.7875327560723484, 1.773150630737554, 1.7656268663515564, 1.7884749634419101, 1.7869395646822677, 1.7945549033263775, 1.7938616471531292, 1.794095606696051, 1.7904048729799646, 1.80015213884294, 1.8022457724696206, 1.8096852566246153, 1.8209405777802303, 1.8301774465791296, 1.8268900123096603, 1.8280705251996747, 1.8413805476868588, 1.8403215798431078, 1.8284449700930012, 1.8285565470548955, 1.835859538288831, 1.8214180071961958, 1.8538450197802592, 1.8387980815343796, 1.8404632865069706, 1.8333288550636644, 1.8274876897150094, 1.8229971705868628, 1.825160351838435, 1.8305460889730043, 1.8313389174796537, 1.823797876627649, 1.8375198212727737, 1.8401505628990793, 1.8324897374145894, 1.8315657198291155, 1.7989479041554184, 1.799646620611784, 1.7965233622237697, 1.8026410066368723, 1.8014306840061827, 1.8170291705097092, 1.8232410452621817, 1.8371397291763696, 1.8330808816622877, 1.8315874146266247, 1.8281201914612961, 1.8223278530359481, 1.822906261231913, 1.820204706773194, 1.8194203816051318, 1.8138425527093065, 1.8036270378319126, 1.7876383645412148, 1.8076424604319892, 1.795520377389765, 1.788198143787578, 1.8030195873589336, 1.7949572058497858, 1.8160960281954195, 1.8319627191327954, 1.8345483032018697, 1.8357740092697945, 1.8399711703748516, 1.8514667431948246, 1.8513243864586266, 1.8457906171303953, 1.8438987123198616, 1.8488900294271822, 1.85377202841664, 1.8566681073970097, 1.8907359331181512, 1.8961192587881126, 1.8968387140717244, 1.9096727498053911, 1.9122034906758927, 1.86024971298141, 1.8714485846428406, 1.8848476628817008, 1.895086780428508, 1.8998193245375858, 1.905124093880964, 1.9133830627270556, 1.9187834706150102, 1.9185634531288833, 1.9135542422139233, 1.9263391123168478, 1.9429377817296818, 1.9443038912997685, 1.9398199397043803, 1.9436749785153067, 1.9543126851355987, 1.9177253781524481, 1.9113962732813314, 1.9222440903219475, 1.9171722025702402, 1.9077393579167368, 1.9000138916895024, 1.9223279125983963, 1.9085165482349273, 1.918286227190297, 1.9282285873205558, 1.9270647103581333, 1.9254614423011835, 1.9020314551528883, 1.926907697753388, 1.9109049089874517, 1.914012731807238], \"line\": {\"color\": \"#B6B2CF\"}}, {\"type\": \"scatter\", \"name\": \"ETF\", \"x\": [\"2013-07-01\", \"2013-07-02\", \"2013-07-03\", \"2013-07-05\", \"2013-07-08\", \"2013-07-09\", \"2013-07-10\", \"2013-07-11\", \"2013-07-12\", \"2013-07-15\", \"2013-07-16\", \"2013-07-17\", \"2013-07-18\", \"2013-07-19\", \"2013-07-22\", \"2013-07-23\", \"2013-07-24\", \"2013-07-25\", \"2013-07-26\", \"2013-07-29\", \"2013-07-30\", \"2013-07-31\", \"2013-08-01\", \"2013-08-02\", \"2013-08-05\", \"2013-08-06\", \"2013-08-07\", \"2013-08-08\", \"2013-08-09\", \"2013-08-12\", \"2013-08-13\", \"2013-08-14\", \"2013-08-15\", \"2013-08-16\", \"2013-08-19\", \"2013-08-20\", \"2013-08-21\", \"2013-08-22\", \"2013-08-23\", \"2013-08-26\", \"2013-08-27\", \"2013-08-28\", \"2013-08-29\", \"2013-08-30\", \"2013-09-03\", \"2013-09-04\", \"2013-09-05\", \"2013-09-06\", \"2013-09-09\", \"2013-09-10\", \"2013-09-11\", \"2013-09-12\", \"2013-09-13\", \"2013-09-16\", \"2013-09-17\", \"2013-09-18\", \"2013-09-19\", \"2013-09-20\", \"2013-09-23\", \"2013-09-24\", \"2013-09-25\", \"2013-09-26\", \"2013-09-27\", \"2013-09-30\", \"2013-10-01\", \"2013-10-02\", \"2013-10-03\", \"2013-10-04\", \"2013-10-07\", \"2013-10-08\", \"2013-10-09\", \"2013-10-10\", \"2013-10-11\", \"2013-10-14\", \"2013-10-15\", \"2013-10-16\", \"2013-10-17\", \"2013-10-18\", \"2013-10-21\", \"2013-10-22\", \"2013-10-23\", \"2013-10-24\", \"2013-10-25\", \"2013-10-28\", \"2013-10-29\", \"2013-10-30\", \"2013-10-31\", \"2013-11-01\", \"2013-11-04\", \"2013-11-05\", \"2013-11-06\", \"2013-11-07\", \"2013-11-08\", \"2013-11-11\", \"2013-11-12\", \"2013-11-13\", \"2013-11-14\", \"2013-11-15\", \"2013-11-18\", \"2013-11-19\", \"2013-11-20\", \"2013-11-21\", \"2013-11-22\", \"2013-11-25\", \"2013-11-26\", \"2013-11-27\", \"2013-11-29\", \"2013-12-02\", \"2013-12-03\", \"2013-12-04\", \"2013-12-05\", \"2013-12-06\", \"2013-12-09\", \"2013-12-10\", \"2013-12-11\", \"2013-12-12\", \"2013-12-13\", \"2013-12-16\", \"2013-12-17\", \"2013-12-18\", \"2013-12-19\", \"2013-12-20\", \"2013-12-23\", \"2013-12-24\", \"2013-12-26\", \"2013-12-27\", \"2013-12-30\", \"2013-12-31\", \"2014-01-02\", \"2014-01-03\", \"2014-01-06\", \"2014-01-07\", \"2014-01-08\", \"2014-01-09\", \"2014-01-10\", \"2014-01-13\", \"2014-01-14\", \"2014-01-15\", \"2014-01-16\", \"2014-01-17\", \"2014-01-21\", \"2014-01-22\", \"2014-01-23\", \"2014-01-24\", \"2014-01-27\", \"2014-01-28\", \"2014-01-29\", \"2014-01-30\", \"2014-01-31\", \"2014-02-03\", \"2014-02-04\", \"2014-02-05\", \"2014-02-06\", \"2014-02-07\", \"2014-02-10\", \"2014-02-11\", \"2014-02-12\", \"2014-02-13\", \"2014-02-14\", \"2014-02-18\", \"2014-02-19\", \"2014-02-20\", \"2014-02-21\", \"2014-02-24\", \"2014-02-25\", \"2014-02-26\", \"2014-02-27\", \"2014-02-28\", \"2014-03-03\", \"2014-03-04\", \"2014-03-05\", \"2014-03-06\", \"2014-03-07\", \"2014-03-10\", \"2014-03-11\", \"2014-03-12\", \"2014-03-13\", \"2014-03-14\", \"2014-03-17\", \"2014-03-18\", \"2014-03-19\", \"2014-03-20\", \"2014-03-21\", \"2014-03-24\", \"2014-03-25\", \"2014-03-26\", \"2014-03-27\", \"2014-03-28\", \"2014-03-31\", \"2014-04-01\", \"2014-04-02\", \"2014-04-03\", \"2014-04-04\", \"2014-04-07\", \"2014-04-08\", \"2014-04-09\", \"2014-04-10\", \"2014-04-11\", \"2014-04-14\", \"2014-04-15\", \"2014-04-16\", \"2014-04-17\", \"2014-04-21\", \"2014-04-22\", \"2014-04-23\", \"2014-04-24\", \"2014-04-25\", \"2014-04-28\", \"2014-04-29\", \"2014-04-30\", \"2014-05-01\", \"2014-05-02\", \"2014-05-05\", \"2014-05-06\", \"2014-05-07\", \"2014-05-08\", \"2014-05-09\", \"2014-05-12\", \"2014-05-13\", \"2014-05-14\", \"2014-05-15\", \"2014-05-16\", \"2014-05-19\", \"2014-05-20\", \"2014-05-21\", \"2014-05-22\", \"2014-05-23\", \"2014-05-27\", \"2014-05-28\", \"2014-05-29\", \"2014-05-30\", \"2014-06-02\", \"2014-06-03\", \"2014-06-04\", \"2014-06-05\", \"2014-06-06\", \"2014-06-09\", \"2014-06-10\", \"2014-06-11\", \"2014-06-12\", \"2014-06-13\", \"2014-06-16\", \"2014-06-17\", \"2014-06-18\", \"2014-06-19\", \"2014-06-20\", \"2014-06-23\", \"2014-06-24\", \"2014-06-25\", \"2014-06-26\", \"2014-06-27\", \"2014-06-30\", \"2014-07-01\", \"2014-07-02\", \"2014-07-03\", \"2014-07-07\", \"2014-07-08\", \"2014-07-09\", \"2014-07-10\", \"2014-07-11\", \"2014-07-14\", \"2014-07-15\", \"2014-07-16\", \"2014-07-17\", \"2014-07-18\", \"2014-07-21\", \"2014-07-22\", \"2014-07-23\", \"2014-07-24\", \"2014-07-25\", \"2014-07-28\", \"2014-07-29\", \"2014-07-30\", \"2014-07-31\", \"2014-08-01\", \"2014-08-04\", \"2014-08-05\", \"2014-08-06\", \"2014-08-07\", \"2014-08-08\", \"2014-08-11\", \"2014-08-12\", \"2014-08-13\", \"2014-08-14\", \"2014-08-15\", \"2014-08-18\", \"2014-08-19\", \"2014-08-20\", \"2014-08-21\", \"2014-08-22\", \"2014-08-25\", \"2014-08-26\", \"2014-08-27\", \"2014-08-28\", \"2014-08-29\", \"2014-09-02\", \"2014-09-03\", \"2014-09-04\", \"2014-09-05\", \"2014-09-08\", \"2014-09-09\", \"2014-09-10\", \"2014-09-11\", \"2014-09-12\", \"2014-09-15\", \"2014-09-16\", \"2014-09-17\", \"2014-09-18\", \"2014-09-19\", \"2014-09-22\", \"2014-09-23\", \"2014-09-24\", \"2014-09-25\", \"2014-09-26\", \"2014-09-29\", \"2014-09-30\", \"2014-10-01\", \"2014-10-02\", \"2014-10-03\", \"2014-10-06\", \"2014-10-07\", \"2014-10-08\", \"2014-10-09\", \"2014-10-10\", \"2014-10-13\", \"2014-10-14\", \"2014-10-15\", \"2014-10-16\", \"2014-10-17\", \"2014-10-20\", \"2014-10-21\", \"2014-10-22\", \"2014-10-23\", \"2014-10-24\", \"2014-10-27\", \"2014-10-28\", \"2014-10-29\", \"2014-10-30\", \"2014-10-31\", \"2014-11-03\", \"2014-11-04\", \"2014-11-05\", \"2014-11-06\", \"2014-11-07\", \"2014-11-10\", \"2014-11-11\", \"2014-11-12\", \"2014-11-13\", \"2014-11-14\", \"2014-11-17\", \"2014-11-18\", \"2014-11-19\", \"2014-11-20\", \"2014-11-21\", \"2014-11-24\", \"2014-11-25\", \"2014-11-26\", \"2014-11-28\", \"2014-12-01\", \"2014-12-02\", \"2014-12-03\", \"2014-12-04\", \"2014-12-05\", \"2014-12-08\", \"2014-12-09\", \"2014-12-10\", \"2014-12-11\", \"2014-12-12\", \"2014-12-15\", \"2014-12-16\", \"2014-12-17\", \"2014-12-18\", \"2014-12-19\", \"2014-12-22\", \"2014-12-23\", \"2014-12-24\", \"2014-12-26\", \"2014-12-29\", \"2014-12-30\", \"2014-12-31\", \"2015-01-02\", \"2015-01-05\", \"2015-01-06\", \"2015-01-07\", \"2015-01-08\", \"2015-01-09\", \"2015-01-12\", \"2015-01-13\", \"2015-01-14\", \"2015-01-15\", \"2015-01-16\", \"2015-01-20\", \"2015-01-21\", \"2015-01-22\", \"2015-01-23\", \"2015-01-26\", \"2015-01-27\", \"2015-01-28\", \"2015-01-29\", \"2015-01-30\", \"2015-02-02\", \"2015-02-03\", \"2015-02-04\", \"2015-02-05\", \"2015-02-06\", \"2015-02-09\", \"2015-02-10\", \"2015-02-11\", \"2015-02-12\", \"2015-02-13\", \"2015-02-17\", \"2015-02-18\", \"2015-02-19\", \"2015-02-20\", \"2015-02-23\", \"2015-02-24\", \"2015-02-25\", \"2015-02-26\", \"2015-02-27\", \"2015-03-02\", \"2015-03-03\", \"2015-03-04\", \"2015-03-05\", \"2015-03-06\", \"2015-03-09\", \"2015-03-10\", \"2015-03-11\", \"2015-03-12\", \"2015-03-13\", \"2015-03-16\", \"2015-03-17\", \"2015-03-18\", \"2015-03-19\", \"2015-03-20\", \"2015-03-23\", \"2015-03-24\", \"2015-03-25\", \"2015-03-26\", \"2015-03-27\", \"2015-03-30\", \"2015-03-31\", \"2015-04-01\", \"2015-04-02\", \"2015-04-06\", \"2015-04-07\", \"2015-04-08\", \"2015-04-09\", \"2015-04-10\", \"2015-04-13\", \"2015-04-14\", \"2015-04-15\", \"2015-04-16\", \"2015-04-17\", \"2015-04-20\", \"2015-04-21\", \"2015-04-22\", \"2015-04-23\", \"2015-04-24\", \"2015-04-27\", \"2015-04-28\", \"2015-04-29\", \"2015-04-30\", \"2015-05-01\", \"2015-05-04\", \"2015-05-05\", \"2015-05-06\", \"2015-05-07\", \"2015-05-08\", \"2015-05-11\", \"2015-05-12\", \"2015-05-13\", \"2015-05-14\", \"2015-05-15\", \"2015-05-18\", \"2015-05-19\", \"2015-05-20\", \"2015-05-21\", \"2015-05-22\", \"2015-05-26\", \"2015-05-27\", \"2015-05-28\", \"2015-05-29\", \"2015-06-01\", \"2015-06-02\", \"2015-06-03\", \"2015-06-04\", \"2015-06-05\", \"2015-06-08\", \"2015-06-09\", \"2015-06-10\", \"2015-06-11\", \"2015-06-12\", \"2015-06-15\", \"2015-06-16\", \"2015-06-17\", \"2015-06-18\", \"2015-06-19\", \"2015-06-22\", \"2015-06-23\", \"2015-06-24\", \"2015-06-25\", \"2015-06-26\", \"2015-06-29\", \"2015-06-30\", \"2015-07-01\", \"2015-07-02\", \"2015-07-06\", \"2015-07-07\", \"2015-07-08\", \"2015-07-09\", \"2015-07-10\", \"2015-07-13\", \"2015-07-14\", \"2015-07-15\", \"2015-07-16\", \"2015-07-17\", \"2015-07-20\", \"2015-07-21\", \"2015-07-22\", \"2015-07-23\", \"2015-07-24\", \"2015-07-27\", \"2015-07-28\", \"2015-07-29\", \"2015-07-30\", \"2015-07-31\", \"2015-08-03\", \"2015-08-04\", \"2015-08-05\", \"2015-08-06\", \"2015-08-07\", \"2015-08-10\", \"2015-08-11\", \"2015-08-12\", \"2015-08-13\", \"2015-08-14\", \"2015-08-17\", \"2015-08-18\", \"2015-08-19\", \"2015-08-20\", \"2015-08-21\", \"2015-08-24\", \"2015-08-25\", \"2015-08-26\", \"2015-08-27\", \"2015-08-28\", \"2015-08-31\", \"2015-09-01\", \"2015-09-02\", \"2015-09-03\", \"2015-09-04\", \"2015-09-08\", \"2015-09-09\", \"2015-09-10\", \"2015-09-11\", \"2015-09-14\", \"2015-09-15\", \"2015-09-16\", \"2015-09-17\", \"2015-09-18\", \"2015-09-21\", \"2015-09-22\", \"2015-09-23\", \"2015-09-24\", \"2015-09-25\", \"2015-09-28\", \"2015-09-29\", \"2015-09-30\", \"2015-10-01\", \"2015-10-02\", \"2015-10-05\", \"2015-10-06\", \"2015-10-07\", \"2015-10-08\", \"2015-10-09\", \"2015-10-12\", \"2015-10-13\", \"2015-10-14\", \"2015-10-15\", \"2015-10-16\", \"2015-10-19\", \"2015-10-20\", \"2015-10-21\", \"2015-10-22\", \"2015-10-23\", \"2015-10-26\", \"2015-10-27\", \"2015-10-28\", \"2015-10-29\", \"2015-10-30\", \"2015-11-02\", \"2015-11-03\", \"2015-11-04\", \"2015-11-05\", \"2015-11-06\", \"2015-11-09\", \"2015-11-10\", \"2015-11-11\", \"2015-11-12\", \"2015-11-13\", \"2015-11-16\", \"2015-11-17\", \"2015-11-18\", \"2015-11-19\", \"2015-11-20\", \"2015-11-23\", \"2015-11-24\", \"2015-11-25\", \"2015-11-27\", \"2015-11-30\", \"2015-12-01\", \"2015-12-02\", \"2015-12-03\", \"2015-12-04\", \"2015-12-07\", \"2015-12-08\", \"2015-12-09\", \"2015-12-10\", \"2015-12-11\", \"2015-12-14\", \"2015-12-15\", \"2015-12-16\", \"2015-12-17\", \"2015-12-18\", \"2015-12-21\", \"2015-12-22\", \"2015-12-23\", \"2015-12-24\", \"2015-12-28\", \"2015-12-29\", \"2015-12-30\", \"2015-12-31\", \"2016-01-04\", \"2016-01-05\", \"2016-01-06\", \"2016-01-07\", \"2016-01-08\", \"2016-01-11\", \"2016-01-12\", \"2016-01-13\", \"2016-01-14\", \"2016-01-15\", \"2016-01-19\", \"2016-01-20\", \"2016-01-21\", \"2016-01-22\", \"2016-01-25\", \"2016-01-26\", \"2016-01-27\", \"2016-01-28\", \"2016-01-29\", \"2016-02-01\", \"2016-02-02\", \"2016-02-03\", \"2016-02-04\", \"2016-02-05\", \"2016-02-08\", \"2016-02-09\", \"2016-02-10\", \"2016-02-11\", \"2016-02-12\", \"2016-02-16\", \"2016-02-17\", \"2016-02-18\", \"2016-02-19\", \"2016-02-22\", \"2016-02-23\", \"2016-02-24\", \"2016-02-25\", \"2016-02-26\", \"2016-02-29\", \"2016-03-01\", \"2016-03-02\", \"2016-03-03\", \"2016-03-04\", \"2016-03-07\", \"2016-03-08\", \"2016-03-09\", \"2016-03-10\", \"2016-03-11\", \"2016-03-14\", \"2016-03-15\", \"2016-03-16\", \"2016-03-17\", \"2016-03-18\", \"2016-03-21\", \"2016-03-22\", \"2016-03-23\", \"2016-03-24\", \"2016-03-28\", \"2016-03-29\", \"2016-03-30\", \"2016-03-31\", \"2016-04-01\", \"2016-04-04\", \"2016-04-05\", \"2016-04-06\", \"2016-04-07\", \"2016-04-08\", \"2016-04-11\", \"2016-04-12\", \"2016-04-13\", \"2016-04-14\", \"2016-04-15\", \"2016-04-18\", \"2016-04-19\", \"2016-04-20\", \"2016-04-21\", \"2016-04-22\", \"2016-04-25\", \"2016-04-26\", \"2016-04-27\", \"2016-04-28\", \"2016-04-29\", \"2016-05-02\", \"2016-05-03\", \"2016-05-04\", \"2016-05-05\", \"2016-05-06\", \"2016-05-09\", \"2016-05-10\", \"2016-05-11\", \"2016-05-12\", \"2016-05-13\", \"2016-05-16\", \"2016-05-17\", \"2016-05-18\", \"2016-05-19\", \"2016-05-20\", \"2016-05-23\", \"2016-05-24\", \"2016-05-25\", \"2016-05-26\", \"2016-05-27\", \"2016-05-31\", \"2016-06-01\", \"2016-06-02\", \"2016-06-03\", \"2016-06-06\", \"2016-06-07\", \"2016-06-08\", \"2016-06-09\", \"2016-06-10\", \"2016-06-13\", \"2016-06-14\", \"2016-06-15\", \"2016-06-16\", \"2016-06-17\", \"2016-06-20\", \"2016-06-21\", \"2016-06-22\", \"2016-06-23\", \"2016-06-24\", \"2016-06-27\", \"2016-06-28\", \"2016-06-29\", \"2016-06-30\", \"2016-07-01\", \"2016-07-05\", \"2016-07-06\", \"2016-07-07\", \"2016-07-08\", \"2016-07-11\", \"2016-07-12\", \"2016-07-13\", \"2016-07-14\", \"2016-07-15\", \"2016-07-18\", \"2016-07-19\", \"2016-07-20\", \"2016-07-21\", \"2016-07-22\", \"2016-07-25\", \"2016-07-26\", \"2016-07-27\", \"2016-07-28\", \"2016-07-29\", \"2016-08-01\", \"2016-08-02\", \"2016-08-03\", \"2016-08-04\", \"2016-08-05\", \"2016-08-08\", \"2016-08-09\", \"2016-08-10\", \"2016-08-11\", \"2016-08-12\", \"2016-08-15\", \"2016-08-16\", \"2016-08-17\", \"2016-08-18\", \"2016-08-19\", \"2016-08-22\", \"2016-08-23\", \"2016-08-24\", \"2016-08-25\", \"2016-08-26\", \"2016-08-29\", \"2016-08-30\", \"2016-08-31\", \"2016-09-01\", \"2016-09-02\", \"2016-09-06\", \"2016-09-07\", \"2016-09-08\", \"2016-09-09\", \"2016-09-12\", \"2016-09-13\", \"2016-09-14\", \"2016-09-15\", \"2016-09-16\", \"2016-09-19\", \"2016-09-20\", \"2016-09-21\", \"2016-09-22\", \"2016-09-23\", \"2016-09-26\", \"2016-09-27\", \"2016-09-28\", \"2016-09-29\", \"2016-09-30\", \"2016-10-03\", \"2016-10-04\", \"2016-10-05\", \"2016-10-06\", \"2016-10-07\", \"2016-10-10\", \"2016-10-11\", \"2016-10-12\", \"2016-10-13\", \"2016-10-14\", \"2016-10-17\", \"2016-10-18\", \"2016-10-19\", \"2016-10-20\", \"2016-10-21\", \"2016-10-24\", \"2016-10-25\", \"2016-10-26\", \"2016-10-27\", \"2016-10-28\", \"2016-10-31\", \"2016-11-01\", \"2016-11-02\", \"2016-11-03\", \"2016-11-04\", \"2016-11-07\", \"2016-11-08\", \"2016-11-09\", \"2016-11-10\", \"2016-11-11\", \"2016-11-14\", \"2016-11-15\", \"2016-11-16\", \"2016-11-17\", \"2016-11-18\", \"2016-11-21\", \"2016-11-22\", \"2016-11-23\", \"2016-11-25\", \"2016-11-28\", \"2016-11-29\", \"2016-11-30\", \"2016-12-01\", \"2016-12-02\", \"2016-12-05\", \"2016-12-06\", \"2016-12-07\", \"2016-12-08\", \"2016-12-09\", \"2016-12-12\", \"2016-12-13\", \"2016-12-14\", \"2016-12-15\", \"2016-12-16\", \"2016-12-19\", \"2016-12-20\", \"2016-12-21\", \"2016-12-22\", \"2016-12-23\", \"2016-12-27\", \"2016-12-28\", \"2016-12-29\", \"2016-12-30\", \"2017-01-03\", \"2017-01-04\", \"2017-01-05\", \"2017-01-06\", \"2017-01-09\", \"2017-01-10\", \"2017-01-11\", \"2017-01-12\", \"2017-01-13\", \"2017-01-17\", \"2017-01-18\", \"2017-01-19\", \"2017-01-20\", \"2017-01-23\", \"2017-01-24\", \"2017-01-25\", \"2017-01-26\", \"2017-01-27\", \"2017-01-30\", \"2017-01-31\", \"2017-02-01\", \"2017-02-02\", \"2017-02-03\", \"2017-02-06\", \"2017-02-07\", \"2017-02-08\", \"2017-02-09\", \"2017-02-10\", \"2017-02-13\", \"2017-02-14\", \"2017-02-15\", \"2017-02-16\", \"2017-02-17\", \"2017-02-21\", \"2017-02-22\", \"2017-02-23\", \"2017-02-24\", \"2017-02-27\", \"2017-02-28\", \"2017-03-01\", \"2017-03-02\", \"2017-03-03\", \"2017-03-06\", \"2017-03-07\", \"2017-03-08\", \"2017-03-09\", \"2017-03-10\", \"2017-03-13\", \"2017-03-14\", \"2017-03-15\", \"2017-03-16\", \"2017-03-17\", \"2017-03-20\", \"2017-03-21\", \"2017-03-22\", \"2017-03-23\", \"2017-03-24\", \"2017-03-27\", \"2017-03-28\", \"2017-03-29\", \"2017-03-30\", \"2017-03-31\", \"2017-04-03\", \"2017-04-04\", \"2017-04-05\", \"2017-04-06\", \"2017-04-07\", \"2017-04-10\", \"2017-04-11\", \"2017-04-12\", \"2017-04-13\", \"2017-04-17\", \"2017-04-18\", \"2017-04-19\", \"2017-04-20\", \"2017-04-21\", \"2017-04-24\", \"2017-04-25\", \"2017-04-26\", \"2017-04-27\", \"2017-04-28\", \"2017-05-01\", \"2017-05-02\", \"2017-05-03\", \"2017-05-04\", \"2017-05-05\", \"2017-05-08\", \"2017-05-09\", \"2017-05-10\", \"2017-05-11\", \"2017-05-12\", \"2017-05-15\", \"2017-05-16\", \"2017-05-17\", \"2017-05-18\", \"2017-05-19\", \"2017-05-22\", \"2017-05-23\", \"2017-05-24\", \"2017-05-25\", \"2017-05-26\", \"2017-05-30\", \"2017-05-31\", \"2017-06-01\", \"2017-06-02\", \"2017-06-05\", \"2017-06-06\", \"2017-06-07\", \"2017-06-08\", \"2017-06-09\", \"2017-06-12\", \"2017-06-13\", \"2017-06-14\", \"2017-06-15\", \"2017-06-16\", \"2017-06-19\", \"2017-06-20\", \"2017-06-21\", \"2017-06-22\", \"2017-06-23\", \"2017-06-26\", \"2017-06-27\", \"2017-06-28\", \"2017-06-29\", \"2017-06-30\"], \"y\": [null, 0.9968589988052922, 1.00581271546485, 1.0271548984263341, 1.0288015572045142, 1.027209373690117, 1.0248724877394784, 1.0333703423371887, 1.036408169205976, 1.0312570940817802, 1.0333443733807317, 1.0339141165744716, 1.0447350642225555, 1.0434871665033265, 1.0493685750978115, 1.0498464764326256, 1.0380298545979199, 1.0371739891731913, 1.038093388795139, 1.0312538117396084, 1.0227498829840218, 1.0286569608294291, 1.0480490288500683, 1.058983180221039, 1.0553501676044834, 1.0522982857779222, 1.0544282932888924, 1.0636066492110432, 1.0581217016041156, 1.0622042484434846, 1.0699982004983206, 1.0676177154245037, 1.0565870496406782, 1.055014680610544, 1.0496935199902628, 1.0517631766998545, 1.0451315939469636, 1.0543483188890952, 1.0581442892029218, 1.0557919702358032, 1.0391900938905738, 1.0419014440700827, 1.0430139769625804, 1.0398510798080256, 1.0461602337814904, 1.0540621257588063, 1.0549259539685814, 1.0553947494074956, 1.06574644532155, 1.071977995109422, 1.072728327474445, 1.0718520593790495, 1.0738565692481428, 1.0767374935401843, 1.0817406423981644, 1.0943160986456224, 1.095697291982988, 1.0889299023259393, 1.089019645639672, 1.086237587436501, 1.0820543658797293, 1.0872407186186135, 1.0836937027028333, 1.0776599466804389, 1.0872911759564956, 1.085033085948582, 1.075144481785736, 1.0808669554650743, 1.0732393668339564, 1.0608253874320095, 1.0616022206772482, 1.0845399674677723, 1.0915689909630955, 1.0973877265898822, 1.0908462556821679, 1.105735951266838, 1.112983590691035, 1.116784731313671, 1.1186022075078637, 1.1270033646828734, 1.1218773650409968, 1.1287507857267853, 1.1298007671272354, 1.1337227221265727, 1.1379477799241977, 1.1310529856944331, 1.1273274595055376, 1.1318296629534474, 1.1346580843259462, 1.1315362063569092, 1.1355865492437822, 1.119264381301182, 1.1349766486522928, 1.1344853946304103, 1.133295075866453, 1.1413547698381246, 1.147418202751741, 1.1498784611936441, 1.1473659278221258, 1.1423282676043116, 1.1364081862478244, 1.1453234645843502, 1.1492594275779993, 1.1490764433958853, 1.1499928383694895, 1.1552584298336608, 1.155845948924671, 1.1511880374886232, 1.149867939129247, 1.1475184067492434, 1.146205689922021, 1.1564287277950063, 1.1604579367750543, 1.1590302367938514, 1.1500845011146639, 1.145336392574901, 1.1454012527234951, 1.1520810766379836, 1.1486178562219782, 1.166780664955394, 1.164866314833868, 1.1703647346683144, 1.1780155035496682, 1.1829454756470479, 1.190192221933605, 1.190394724519161, 1.1909162328399046, 1.196332381442121, 1.189159474188055, 1.1862811191753255, 1.1831028017032483, 1.1913668597522413, 1.1906322713486364, 1.1880954440584914, 1.189118114243338, 1.1756229730881764, 1.185681109428295, 1.194277656574827, 1.193055891881328, 1.189248010352986, 1.1886394660800288, 1.1885506419063803, 1.1790087231326927, 1.1543786702781171, 1.1511551647119664, 1.1525835420745036, 1.1386043484174657, 1.150918037164091, 1.150414152924221, 1.1253643149606931, 1.1338053274556368, 1.1327432525467465, 1.1479270598625106, 1.1636432744579561, 1.165987787019079, 1.1800187785108833, 1.1794381609088578, 1.184999614475731, 1.1923441806522, 1.1934850737700726, 1.1858419204026978, 1.191343328181523, 1.1897185941234514, 1.1974453818506872, 1.1952552581803157, 1.1952248887674117, 1.2042856762619092, 1.2083270787490303, 1.202116211845958, 1.219699644133169, 1.2193034374793283, 1.2219908881033352, 1.221419098557729, 1.2190696833125823, 1.2146337993161815, 1.2150447478941073, 1.1996099811464926, 1.1966938782624776, 1.207713656614896, 1.215754076819376, 1.2067041951021609, 1.2113652455027315, 1.2078433330612803, 1.2060727117576824, 1.2118283913196322, 1.2043249383814407, 1.2031370182322592, 1.209699920158908, 1.2196428147302107, 1.2284576911049807, 1.2334228548849802, 1.2372865956399095, 1.1869911467504473, 1.17649336832326, 1.2078948422604632, 1.227732757515059, 1.1868609492906022, 1.1691328978285493, 1.1839919646609, 1.19082845880412, 1.2202856049892832, 1.1838373808954497, 1.1772600111218317, 1.1893843810832734, 1.1741355363972041, 1.1700895753270635, 1.1477326084529766, 1.148374412811696, 1.174033381519224, 1.1717376049149466, 1.17840879266183, 1.1706749748848015, 1.1736062579652762, 1.148640193472777, 1.141270922564047, 1.1451401140477313, 1.1573836949505827, 1.1806490738512405, 1.1867759541208351, 1.1728687046320851, 1.1614578611398574, 1.1608581244668064, 1.180540720528403, 1.181755781094579, 1.2003869400237688, 1.2112225348131234, 1.2268964256827144, 1.2479773133914804, 1.2401999051604755, 1.2419801628020224, 1.2439261214107444, 1.2313675196282239, 1.213505672122398, 1.212825279583967, 1.2336717737268599, 1.2362870421865075, 1.2460440923757277, 1.2427361777769144, 1.240520984026876, 1.2249455964513696, 1.22724992627877, 1.2135235958540758, 1.2102632583421575, 1.2292553506801098, 1.2370793561378752, 1.2394163281405406, 1.2506144127435344, 1.2449236804566794, 1.2671159341242693, 1.2647296998462905, 1.266512632196823, 1.2650537308496599, 1.2773134955309862, 1.2767270456508588, 1.282938226719747, 1.277651370033753, 1.257232254887258, 1.2668058570181053, 1.2591770403917972, 1.2704574482306707, 1.2843552678848518, 1.282240327742142, 1.2808313215189018, 1.2620424534434034, 1.3018324462980724, 1.2919432279249685, 1.3031135706514765, 1.30502972637545, 1.3002577188728912, 1.291930635972816, 1.2920253702987738, 1.2822142512816979, 1.2842235107137645, 1.254058277877012, 1.2443972394019716, 1.2590908904469005, 1.2425669302672255, 1.2428733140902086, 1.2375431444111245, 1.2515430308437716, 1.2531526838387685, 1.2467989125381351, 1.2669181240741396, 1.2700413474185666, 1.2691316392946481, 1.2871496639544293, 1.2959727807922505, 1.295969972458291, 1.2921715374610923, 1.291800143191227, 1.2896360306147, 1.2859734662471576, 1.278874929692989, 1.2742081723579568, 1.2778611999950495, 1.2876985897761921, 1.289139361764069, 1.294960111759592, 1.3037313243658772, 1.3079464305481463, 1.2925689508455582, 1.295563121715901, 1.2931332352164209, 1.2815384858645817, 1.2770802978294913, 1.2904464988087745, 1.3002391592641167, 1.3072544226333096, 1.319171148919818, 1.303700201516257, 1.2924809426576809, 1.3064887803912806, 1.280460327105003, 1.2891854635335913, 1.2878164702487993, 1.2885755324132704, 1.2681940722707585, 1.2703602256058457, 1.2858810825783547, 1.2875537641484156, 1.2591968214265976, 1.2801338157399025, 1.252078468930018, 1.2211765506559267, 1.196833131536422, 1.2057377773473028, 1.1917549940369208, 1.1935176987641636, 1.179411677847625, 1.1951158158471487, 1.2114252763581639, 1.2140350433278169, 1.2410415984172911, 1.2385346997423818, 1.2399249534170096, 1.2583425340844396, 1.2560980404615008, 1.2607488134950937, 1.2768614515568848, 1.2686788304189223, 1.2678301058316819, 1.258481576550122, 1.2562746928580872, 1.256540226411059, 1.2698295788415928, 1.275517764264814, 1.2703401583403764, 1.2677909451637337, 1.2670311269454444, 1.2537350446328515, 1.2520214171657993, 1.2558572274724464, 1.251488188640324, 1.2577535306392416, 1.2622935957898282, 1.2638144173848043, 1.2635081710697877, 1.2570810336535188, 1.2388733886485968, 1.244469835229958, 1.2454666208286398, 1.2514852288557534, 1.228584189891863, 1.2241885825816758, 1.233595184718302, 1.212936635746955, 1.2209873018799324, 1.198148521568079, 1.1871433585637257, 1.1590471790927566, 1.1799430338818404, 1.2040704007432015, 1.2137464152014905, 1.2356622916379691, 1.2467406904921923, 1.243211902712725, 1.2512314916339256, 1.2454368091196124, 1.2403919119506817, 1.2291366334486913, 1.22647167227182, 1.2006028328069862, 1.1764493151093316, 1.178453717016047, 1.1916415118822017, 1.1779333806457386, 1.168957781041695, 1.172899361362938, 1.1765510004630078, 1.1706781014864607, 1.1850951901124205, 1.186934620639436, 1.2043526529732893, 1.2401805358182534, 1.2452348485764013, 1.2410271505959274, 1.2131252237437788, 1.1947456113609942, 1.2000645678821538, 1.2287827398728535, 1.227310429423911, 1.2376382588946642, 1.2232553713856007, 1.2342300890609583, 1.2380801645916304, 1.2278298460568147, 1.2490824755463616, 1.247797147775832, 1.2647780219681424, 1.2730911414579111, 1.2645727786206435, 1.2618518139986883, 1.2651654255407756, 1.262400997184747, 1.2521750974490942, 1.2564841297476734, 1.2685738565823927, 1.283049408009648, 1.285999612583523, 1.3058822960367689, 1.3070254990608992, 1.3046150797872056, 1.3087637360009514, 1.2896998338577859, 1.2935402131260278, 1.2649414305363595, 1.2570422850055347, 1.269440281102703, 1.2550669733147555, 1.2743267673844387, 1.266869810396611, 1.284721134252729, 1.2800841381695025, 1.2847665703634956, 1.279678427779804, 1.293929443028911, 1.2726361963804593, 1.263550630114799, 1.2557075262231467, 1.2674459107567042, 1.252446263887823, 1.2426769611665873, 1.2328036492238315, 1.2382243095956962, 1.240847244828226, 1.2472522614512747, 1.2511275603826957, 1.2556218304571234, 1.2496353173480954, 1.2374448149269648, 1.2406665543670619, 1.2452458201428371, 1.226200088796638, 1.2491154167268137, 1.244589233936544, 1.2571920212912762, 1.26579408979079, 1.2878581697744802, 1.2761009753547792, 1.2757629604395313, 1.2662928150603592, 1.2453009195099767, 1.2542316988610305, 1.2578654944749692, 1.2379566601729681, 1.2270073449192591, 1.238020263261539, 1.252714931415529, 1.2447361737055425, 1.2326155642340169, 1.2292687363285717, 1.2453213255046718, 1.2446549098628545, 1.2455907566783913, 1.2485547301815023, 1.2518491554727893, 1.2610514840672709, 1.2555782554680512, 1.2398900634206096, 1.2525941061303074, 1.2502110003617812, 1.235060641288419, 1.2420298716017122, 1.2481827513251575, 1.2514113556463748, 1.244447611481686, 1.241315139606883, 1.2282905436882396, 1.2255291838428073, 1.2436133628559962, 1.2428575610569648, 1.2357843337696652, 1.2281414834819324, 1.2326117847075715, 1.2368000759710749, 1.2545947283670338, 1.252569697947436, 1.2573736664558812, 1.2619337278207738, 1.248415298777393, 1.2446788543914185, 1.2379002200957407, 1.2131034577404671, 1.2127521586973615, 1.2208244728593813, 1.2268612805915895, 1.222586134313949, 1.2343747329208532, 1.2142220274798317, 1.219225208391637, 1.240964779956313, 1.2647267675972715, 1.282025294659996, 1.2803528752642093, 1.3042135329596505, 1.4302297303231135, 1.4295500220075281, 1.4310531320702793, 1.4268295842283658, 1.3931401448319634, 1.3654013188054468, 1.3656501751575087, 1.3801529205990983, 1.3885733099334203, 1.3913429983720822, 1.380751454669352, 1.3855223808718404, 1.3790868945035095, 1.3922562449717781, 1.3840793628688752, 1.3750883226289763, 1.3816855949514828, 1.405454140510964, 1.408684920717291, 1.4009949048033545, 1.4055529557627582, 1.4126507909137886, 1.404119917825867, 1.4041523182055355, 1.3729188132131862, 1.3138597660770703, 1.2608213093980447, 1.2466201306284976, 1.3205268847786036, 1.3475536185619768, 1.3407049429802096, 1.3226799488295062, 1.285073587126884, 1.313227702713923, 1.306303205385272, 1.2881383557356687, 1.3189757262450856, 1.3103724928644573, 1.3205497806646327, 1.3248215393924911, 1.318287030541964, 1.3419276104660904, 1.3515826032311098, 1.3559233978026333, 1.3331235854616783, 1.341583948674391, 1.318377576262538, 1.3141127407218152, 1.3132366705261294, 1.299185757730593, 1.2661735778474923, 1.2675957950121182, 1.2945490631592418, 1.3038317374561628, 1.334724507587327, 1.3620057210614025, 1.3625276760540685, 1.3683581166872685, 1.3697735730006124, 1.3753233915087346, 1.377983513164541, 1.380482734201151, 1.373092074315554, 1.3960227273907837, 1.397658578665713, 1.4003009622393203, 1.3790021887375266, 1.3673451965153416, 1.3981489707616996, 1.4463797355970907, 1.4540643920746057, 1.4461591711800146, 1.456495410248739, 1.4660543612759824, 1.4548238055058673, 1.472019563144124, 1.4765840656021503, 1.4805065844113425, 1.4822111150253976, 1.481715194551145, 1.4683101716569005, 1.4692618653177039, 1.4727940869524312, 1.4553377507201315, 1.4322100727214624, 1.4531721198651135, 1.448971933125601, 1.4737626524600977, 1.4732223985283714, 1.4909900171665798, 1.4874413872090417, 1.4828242343416826, 1.4821595654787447, 1.4846675632205795, 1.4738339617179341, 1.5004540727181157, 1.4851165364634962, 1.4626549270350255, 1.4813632496886937, 1.468559944288997, 1.4616657672245135, 1.4513941347444752, 1.4504528005732242, 1.4289721796011405, 1.442665425904824, 1.4460623214413129, 1.4748437099835667, 1.4545313050298165, 1.4282949296151213, 1.4365450803068673, 1.4521538521811042, 1.4638051166609962, 1.4598372776133788, 1.4725196541294456, 1.4911820322923592, 1.4823370928206137, 1.4652241452890378, 1.4403219547219344, 1.4422391947099176, 1.4269861530114618, 1.3919078540886962, 1.378389206560325, 1.3822646361583124, 1.40004001305669, 1.3570240450685196, 1.3809352273082804, 1.3499044665520379, 1.3587451644896642, 1.3502488316991346, 1.359209049779996, 1.3855515259737177, 1.3639880991101925, 1.375299779121538, 1.3524248970783737, 1.3806547078131546, 1.4105904787879604, 1.4220208858351882, 1.4167765544476185, 1.394580615155383, 1.3826631081561025, 1.3476147296587562, 1.3449657385101423, 1.3402767481515516, 1.3438740769793036, 1.3354771934497696, 1.3511760083975977, 1.3758603035296408, 1.4010310224748324, 1.3842266271996513, 1.3908562353205753, 1.4093759577571419, 1.3854544405471239, 1.3944726928201243, 1.4078485525575333, 1.403492164060714, 1.3897523153573654, 1.4282386855019749, 1.4260148351077453, 1.422905045810122, 1.4256827769823612, 1.410732025282955, 1.3989286679376567, 1.417256690712312, 1.4230090657144145, 1.4468848395671698, 1.4506466036338423, 1.447775133303291, 1.4597447915074082, 1.4705265611035272, 1.4734543622019596, 1.4809036697766143, 1.4745585891591846, 1.4661314727794013, 1.4632741352068432, 1.4575998272503023, 1.4756647643404814, 1.4817551445118462, 1.4729374177716374, 1.4810682697689785, 1.474827386591155, 1.4659481707778113, 1.482902513706635, 1.4680422958973631, 1.4718023864597614, 1.467617219101559, 1.4828834801624124, 1.5002957835422885, 1.5056705838326954, 1.506704045097586, 1.5175119297193196, 1.5096147608264208, 1.5124337381652055, 1.520102277291994, 1.4828524484659855, 1.4814916000042222, 1.4688494865202042, 1.4689075187487253, 1.4443401120307735, 1.441835757316422, 1.4534125492997483, 1.4401467971627986, 1.4366371200368304, 1.4391717042235874, 1.4522639905263517, 1.4537286494543429, 1.4743035516668919, 1.4573233065439124, 1.453630589479034, 1.4425242268460712, 1.453880805268133, 1.4384906251334597, 1.43904531488421, 1.4285140127065545, 1.4402296841772406, 1.4337533727834475, 1.4567469567599687, 1.4699429977897807, 1.4688933654930743, 1.4826796871792844, 1.484870448147219, 1.483839907527421, 1.482756893099935, 1.476399654356758, 1.4745222952259898, 1.4795788416819586, 1.495078976118108, 1.494451519290231, 1.4794603131860027, 1.473589445047272, 1.4735096713588434, 1.4712193107718494, 1.4638977562316373, 1.443942937612595, 1.451056902148291, 1.4550719815173894, 1.4544856978007215, 1.4686508420540327, 1.4099756202324905, 1.3916167375112052, 1.4141137469142095, 1.430409844806372, 1.4468278353335533, 1.4560048804431696, 1.4455615977338185, 1.453069167977802, 1.453007502012338, 1.4774410092092665, 1.4920741860205737, 1.503889384416467, 1.5035912418056532, 1.5161337407253546, 1.5151384883050694, 1.535273427909759, 1.534461604162316, 1.540115434576905, 1.536814980560021, 1.5480404198590798, 1.5438644104658743, 1.5484893152067911, 1.5501274896303245, 1.556036436685545, 1.5809621175359831, 1.5888188874742109, 1.5815118450494223, 1.5854737442222657, 1.5838250421208298, 1.6000138804606328, 1.5985766354163946, 1.5994636867105174, 1.5983396766849949, 1.6033980633468399, 1.5994810103519606, 1.602980705934964, 1.5957455618802838, 1.6022968798514663, 1.6023643547098245, 1.5972364942957227, 1.5931246216468982, 1.594496313733371, 1.5880105712752828, 1.5834370472975947, 1.5835220614369612, 1.591649602859074, 1.5860711662294222, 1.5824930219488151, 1.5843859454719487, 1.5920218211363444, 1.6060248621123256, 1.6068470610052754, 1.6028724349662575, 1.5683333665103822, 1.5905585197409584, 1.5689730028096647, 1.5702994183838834, 1.5870774194917976, 1.57968460085103, 1.5768983899159876, 1.581181243049518, 1.5967099857095297, 1.6110869548800149, 1.604616557475282, 1.58659928614778, 1.5991627392095522, 1.6055608579373848, 1.594085096132092, 1.6032963229059076, 1.5982057602519204, 1.5959067880771334, 1.6000988579416393, 1.6014978637250417, 1.5957437258287597, 1.6104511923370346, 1.5972221565422788, 1.5986457929009483, 1.5908469241390588, 1.5916690568498353, 1.5911718728095856, 1.6067592158138606, 1.6162636056767905, 1.5957709208745983, 1.5975261988150187, 1.6109213580808226, 1.6046823620576816, 1.5975983895242718, 1.5919977912135261, 1.5905775671137183, 1.579912341155402, 1.5719278030767632, 1.553587114449671, 1.5433646053191779, 1.5401985081524368, 1.575465222124073, 1.5855482411823676, 1.5957517805172698, 1.5786522860200654, 1.5704707419374764, 1.5548288292375487, 1.5820344121078564, 1.5848887195240082, 1.595269162986693, 1.5868051183075382, 1.602669382143106, 1.604442974465254, 1.6012554320794021, 1.605840099565062, 1.606498012678581, 1.6095226098309323, 1.597855340926134, 1.5867874310963412, 1.5888299893729467, 1.604053701005672, 1.6048063937250772, 1.6327001765385618, 1.6341278505238432, 1.6538082581726052, 1.651882041605751, 1.6631921810151582, 1.6585661340455091, 1.6613087410538474, 1.6540287450080184, 1.6572605296031633, 1.6630325421320766, 1.6593555135055547, 1.6570648414594416, 1.6560013288271545, 1.660696714418687, 1.6486156121881066, 1.6465832274840895, 1.6318642065935467, 1.6510893509521396, 1.6547211593250557, 1.6585995040850585, 1.6766024040915848, 1.6745846703042917, 1.6737077169283745, 1.6799938060931796, 1.678100539380962, 1.6804300526170524, 1.6748342082649328, 1.6774384140367482, 1.675025013307649, 1.6838577488028994, 1.6950071815784467, 1.7037751845168838, 1.7201182813344458, 1.7205120898603647, 1.7110728020423722, 1.6851692095442714, 1.677037959487353, 1.6736586328908096, 1.67716248994633, 1.6866925108791113, 1.685574037487015, 1.6935401336430094, 1.6959319385287734, 1.7000485792984885, 1.7094980092010637, 1.717526311757221, 1.7230688058193677, 1.7269120721456928, 1.7280154775322305, 1.7335459178779864, 1.7403189747349863, 1.7391211095580432, 1.7358658222642802, 1.7375747456268464, 1.7424396454526645, 1.7353946335036405, 1.7611486078909102, 1.7480429953647536, 1.7472492164175488, 1.743814236607274, 1.7433873681028789, 1.740431430411146, 1.7438659800901695, 1.749097510471755, 1.7525867710029226, 1.7484583557065123, 1.759189315274995, 1.7580917295249627, 1.7611805400647915, 1.755670902787973, 1.7295592777122137, 1.7316916041198116, 1.7203838255817807, 1.7145829450321928, 1.7173372477745272, 1.7264788530534516, 1.7350119128481418, 1.7393189913423586, 1.7343541552774007, 1.7414695862572473, 1.7427546278431503, 1.7348862923639852, 1.7339132888729218, 1.7304504247409502, 1.7317628248761467, 1.72967121201976, 1.7258750772362506, 1.7181933123313915, 1.738850767722418, 1.7347850712309636, 1.7342258551911796, 1.7415491255477493, 1.738619422585625, 1.7648835587983664, 1.783256676077702, 1.7837138092039666, 1.7893867499938643, 1.8147989701867078, 1.8204861599344873, 1.8237310617666096, 1.8329043398543725, 1.8361269905403432, 1.8353469249455008, 1.8402589698901892, 1.8393462813679224, 1.8375083559529455, 1.8382147567205562, 1.8376728371719286, 1.8469349978755565, 1.85139966282217, 1.810713671388389, 1.8209042319222413, 1.829602782047705, 1.8419597876223437, 1.8502077531978316, 1.8581948534835735, 1.8753341318846883, 1.8786888882877864, 1.8789125345706976, 1.871034126648921, 1.8803574856186434, 1.891886870451396, 1.8961037765575386, 1.8868763991596047, 1.8911925376572, 1.8953784213159746, 1.8692712072817896, 1.8629773021138434, 1.8749711145809447, 1.8688267563076117, 1.8618059884797384, 1.8601027055045392, 1.8825932837484811, 1.868373646237812, 1.8749394111945779, 1.8732633073879386, 1.883416594214787, 1.8722830649395885, 1.844713922347815, 1.8643533682809477, 1.8361071624027934, 1.8336640503815826], \"line\": {\"color\": \"#2D3ECF\"}}], {\"title\": \"Smart Beta ETF vs Index\", \"xaxis\": {\"title\": \"Date\"}, \"yaxis\": {\"title\": \"Cumulative Returns\", \"range\": [0, 3]}}, {\"showLink\": false, \"linkText\": \"Export to plot.ly\", \"displayModeBar\": false})});</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<div id=\"af6dfaad-25fc-4fce-a615-a3710f270140\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"af6dfaad-25fc-4fce-a615-a3710f270140\", [{\"type\": \"scatter\", \"name\": \"Index\", \"x\": [\"2013-07-01\", \"2013-07-02\", \"2013-07-03\", \"2013-07-05\", \"2013-07-08\", \"2013-07-09\", \"2013-07-10\", \"2013-07-11\", \"2013-07-12\", \"2013-07-15\", \"2013-07-16\", \"2013-07-17\", \"2013-07-18\", \"2013-07-19\", \"2013-07-22\", \"2013-07-23\", \"2013-07-24\", \"2013-07-25\", \"2013-07-26\", \"2013-07-29\", \"2013-07-30\", \"2013-07-31\", \"2013-08-01\", \"2013-08-02\", \"2013-08-05\", \"2013-08-06\", \"2013-08-07\", \"2013-08-08\", \"2013-08-09\", \"2013-08-12\", \"2013-08-13\", \"2013-08-14\", \"2013-08-15\", \"2013-08-16\", \"2013-08-19\", \"2013-08-20\", \"2013-08-21\", \"2013-08-22\", \"2013-08-23\", \"2013-08-26\", \"2013-08-27\", \"2013-08-28\", \"2013-08-29\", \"2013-08-30\", \"2013-09-03\", \"2013-09-04\", \"2013-09-05\", \"2013-09-06\", \"2013-09-09\", \"2013-09-10\", \"2013-09-11\", \"2013-09-12\", \"2013-09-13\", \"2013-09-16\", \"2013-09-17\", \"2013-09-18\", \"2013-09-19\", \"2013-09-20\", \"2013-09-23\", \"2013-09-24\", \"2013-09-25\", \"2013-09-26\", \"2013-09-27\", \"2013-09-30\", \"2013-10-01\", \"2013-10-02\", \"2013-10-03\", \"2013-10-04\", \"2013-10-07\", \"2013-10-08\", \"2013-10-09\", \"2013-10-10\", \"2013-10-11\", \"2013-10-14\", \"2013-10-15\", \"2013-10-16\", \"2013-10-17\", \"2013-10-18\", \"2013-10-21\", \"2013-10-22\", \"2013-10-23\", \"2013-10-24\", \"2013-10-25\", \"2013-10-28\", \"2013-10-29\", \"2013-10-30\", \"2013-10-31\", \"2013-11-01\", \"2013-11-04\", \"2013-11-05\", \"2013-11-06\", \"2013-11-07\", \"2013-11-08\", \"2013-11-11\", \"2013-11-12\", \"2013-11-13\", \"2013-11-14\", \"2013-11-15\", \"2013-11-18\", \"2013-11-19\", \"2013-11-20\", \"2013-11-21\", \"2013-11-22\", \"2013-11-25\", \"2013-11-26\", \"2013-11-27\", \"2013-11-29\", \"2013-12-02\", \"2013-12-03\", \"2013-12-04\", \"2013-12-05\", \"2013-12-06\", \"2013-12-09\", \"2013-12-10\", \"2013-12-11\", \"2013-12-12\", \"2013-12-13\", \"2013-12-16\", \"2013-12-17\", \"2013-12-18\", \"2013-12-19\", \"2013-12-20\", \"2013-12-23\", \"2013-12-24\", \"2013-12-26\", \"2013-12-27\", \"2013-12-30\", \"2013-12-31\", \"2014-01-02\", \"2014-01-03\", \"2014-01-06\", \"2014-01-07\", \"2014-01-08\", \"2014-01-09\", \"2014-01-10\", \"2014-01-13\", \"2014-01-14\", \"2014-01-15\", \"2014-01-16\", \"2014-01-17\", \"2014-01-21\", \"2014-01-22\", \"2014-01-23\", \"2014-01-24\", \"2014-01-27\", \"2014-01-28\", \"2014-01-29\", \"2014-01-30\", \"2014-01-31\", \"2014-02-03\", \"2014-02-04\", \"2014-02-05\", \"2014-02-06\", \"2014-02-07\", \"2014-02-10\", \"2014-02-11\", \"2014-02-12\", \"2014-02-13\", \"2014-02-14\", \"2014-02-18\", \"2014-02-19\", \"2014-02-20\", \"2014-02-21\", \"2014-02-24\", \"2014-02-25\", \"2014-02-26\", \"2014-02-27\", \"2014-02-28\", \"2014-03-03\", \"2014-03-04\", \"2014-03-05\", \"2014-03-06\", \"2014-03-07\", \"2014-03-10\", \"2014-03-11\", \"2014-03-12\", \"2014-03-13\", \"2014-03-14\", \"2014-03-17\", \"2014-03-18\", \"2014-03-19\", \"2014-03-20\", \"2014-03-21\", \"2014-03-24\", \"2014-03-25\", \"2014-03-26\", \"2014-03-27\", \"2014-03-28\", \"2014-03-31\", \"2014-04-01\", \"2014-04-02\", \"2014-04-03\", \"2014-04-04\", \"2014-04-07\", \"2014-04-08\", \"2014-04-09\", \"2014-04-10\", \"2014-04-11\", \"2014-04-14\", \"2014-04-15\", \"2014-04-16\", \"2014-04-17\", \"2014-04-21\", \"2014-04-22\", \"2014-04-23\", \"2014-04-24\", \"2014-04-25\", \"2014-04-28\", \"2014-04-29\", \"2014-04-30\", \"2014-05-01\", \"2014-05-02\", \"2014-05-05\", \"2014-05-06\", \"2014-05-07\", \"2014-05-08\", \"2014-05-09\", \"2014-05-12\", \"2014-05-13\", \"2014-05-14\", \"2014-05-15\", \"2014-05-16\", \"2014-05-19\", \"2014-05-20\", \"2014-05-21\", \"2014-05-22\", \"2014-05-23\", \"2014-05-27\", \"2014-05-28\", \"2014-05-29\", \"2014-05-30\", \"2014-06-02\", \"2014-06-03\", \"2014-06-04\", \"2014-06-05\", \"2014-06-06\", \"2014-06-09\", \"2014-06-10\", \"2014-06-11\", \"2014-06-12\", \"2014-06-13\", \"2014-06-16\", \"2014-06-17\", \"2014-06-18\", \"2014-06-19\", \"2014-06-20\", \"2014-06-23\", \"2014-06-24\", \"2014-06-25\", \"2014-06-26\", \"2014-06-27\", \"2014-06-30\", \"2014-07-01\", \"2014-07-02\", \"2014-07-03\", \"2014-07-07\", \"2014-07-08\", \"2014-07-09\", \"2014-07-10\", \"2014-07-11\", \"2014-07-14\", \"2014-07-15\", \"2014-07-16\", \"2014-07-17\", \"2014-07-18\", \"2014-07-21\", \"2014-07-22\", \"2014-07-23\", \"2014-07-24\", \"2014-07-25\", \"2014-07-28\", \"2014-07-29\", \"2014-07-30\", \"2014-07-31\", \"2014-08-01\", \"2014-08-04\", \"2014-08-05\", \"2014-08-06\", \"2014-08-07\", \"2014-08-08\", \"2014-08-11\", \"2014-08-12\", \"2014-08-13\", \"2014-08-14\", \"2014-08-15\", \"2014-08-18\", \"2014-08-19\", \"2014-08-20\", \"2014-08-21\", \"2014-08-22\", \"2014-08-25\", \"2014-08-26\", \"2014-08-27\", \"2014-08-28\", \"2014-08-29\", \"2014-09-02\", \"2014-09-03\", \"2014-09-04\", \"2014-09-05\", \"2014-09-08\", \"2014-09-09\", \"2014-09-10\", \"2014-09-11\", \"2014-09-12\", \"2014-09-15\", \"2014-09-16\", \"2014-09-17\", \"2014-09-18\", \"2014-09-19\", \"2014-09-22\", \"2014-09-23\", \"2014-09-24\", \"2014-09-25\", \"2014-09-26\", \"2014-09-29\", \"2014-09-30\", \"2014-10-01\", \"2014-10-02\", \"2014-10-03\", \"2014-10-06\", \"2014-10-07\", \"2014-10-08\", \"2014-10-09\", \"2014-10-10\", \"2014-10-13\", \"2014-10-14\", \"2014-10-15\", \"2014-10-16\", \"2014-10-17\", \"2014-10-20\", \"2014-10-21\", \"2014-10-22\", \"2014-10-23\", \"2014-10-24\", \"2014-10-27\", \"2014-10-28\", \"2014-10-29\", \"2014-10-30\", \"2014-10-31\", \"2014-11-03\", \"2014-11-04\", \"2014-11-05\", \"2014-11-06\", \"2014-11-07\", \"2014-11-10\", \"2014-11-11\", \"2014-11-12\", \"2014-11-13\", \"2014-11-14\", \"2014-11-17\", \"2014-11-18\", \"2014-11-19\", \"2014-11-20\", \"2014-11-21\", \"2014-11-24\", \"2014-11-25\", \"2014-11-26\", \"2014-11-28\", \"2014-12-01\", \"2014-12-02\", \"2014-12-03\", \"2014-12-04\", \"2014-12-05\", \"2014-12-08\", \"2014-12-09\", \"2014-12-10\", \"2014-12-11\", \"2014-12-12\", \"2014-12-15\", \"2014-12-16\", \"2014-12-17\", \"2014-12-18\", \"2014-12-19\", \"2014-12-22\", \"2014-12-23\", \"2014-12-24\", \"2014-12-26\", \"2014-12-29\", \"2014-12-30\", \"2014-12-31\", \"2015-01-02\", \"2015-01-05\", \"2015-01-06\", \"2015-01-07\", \"2015-01-08\", \"2015-01-09\", \"2015-01-12\", \"2015-01-13\", \"2015-01-14\", \"2015-01-15\", \"2015-01-16\", \"2015-01-20\", \"2015-01-21\", \"2015-01-22\", \"2015-01-23\", \"2015-01-26\", \"2015-01-27\", \"2015-01-28\", \"2015-01-29\", \"2015-01-30\", \"2015-02-02\", \"2015-02-03\", \"2015-02-04\", \"2015-02-05\", \"2015-02-06\", \"2015-02-09\", \"2015-02-10\", \"2015-02-11\", \"2015-02-12\", \"2015-02-13\", \"2015-02-17\", \"2015-02-18\", \"2015-02-19\", \"2015-02-20\", \"2015-02-23\", \"2015-02-24\", \"2015-02-25\", \"2015-02-26\", \"2015-02-27\", \"2015-03-02\", \"2015-03-03\", \"2015-03-04\", \"2015-03-05\", \"2015-03-06\", \"2015-03-09\", \"2015-03-10\", \"2015-03-11\", \"2015-03-12\", \"2015-03-13\", \"2015-03-16\", \"2015-03-17\", \"2015-03-18\", \"2015-03-19\", \"2015-03-20\", \"2015-03-23\", \"2015-03-24\", \"2015-03-25\", \"2015-03-26\", \"2015-03-27\", \"2015-03-30\", \"2015-03-31\", \"2015-04-01\", \"2015-04-02\", \"2015-04-06\", \"2015-04-07\", \"2015-04-08\", \"2015-04-09\", \"2015-04-10\", \"2015-04-13\", \"2015-04-14\", \"2015-04-15\", \"2015-04-16\", \"2015-04-17\", \"2015-04-20\", \"2015-04-21\", \"2015-04-22\", \"2015-04-23\", \"2015-04-24\", \"2015-04-27\", \"2015-04-28\", \"2015-04-29\", \"2015-04-30\", \"2015-05-01\", \"2015-05-04\", \"2015-05-05\", \"2015-05-06\", \"2015-05-07\", \"2015-05-08\", \"2015-05-11\", \"2015-05-12\", \"2015-05-13\", \"2015-05-14\", \"2015-05-15\", \"2015-05-18\", \"2015-05-19\", \"2015-05-20\", \"2015-05-21\", \"2015-05-22\", \"2015-05-26\", \"2015-05-27\", \"2015-05-28\", \"2015-05-29\", \"2015-06-01\", \"2015-06-02\", \"2015-06-03\", \"2015-06-04\", \"2015-06-05\", \"2015-06-08\", \"2015-06-09\", \"2015-06-10\", \"2015-06-11\", \"2015-06-12\", \"2015-06-15\", \"2015-06-16\", \"2015-06-17\", \"2015-06-18\", \"2015-06-19\", \"2015-06-22\", \"2015-06-23\", \"2015-06-24\", \"2015-06-25\", \"2015-06-26\", \"2015-06-29\", \"2015-06-30\", \"2015-07-01\", \"2015-07-02\", \"2015-07-06\", \"2015-07-07\", \"2015-07-08\", \"2015-07-09\", \"2015-07-10\", \"2015-07-13\", \"2015-07-14\", \"2015-07-15\", \"2015-07-16\", \"2015-07-17\", \"2015-07-20\", \"2015-07-21\", \"2015-07-22\", \"2015-07-23\", \"2015-07-24\", \"2015-07-27\", \"2015-07-28\", \"2015-07-29\", \"2015-07-30\", \"2015-07-31\", \"2015-08-03\", \"2015-08-04\", \"2015-08-05\", \"2015-08-06\", \"2015-08-07\", \"2015-08-10\", \"2015-08-11\", \"2015-08-12\", \"2015-08-13\", \"2015-08-14\", \"2015-08-17\", \"2015-08-18\", \"2015-08-19\", \"2015-08-20\", \"2015-08-21\", \"2015-08-24\", \"2015-08-25\", \"2015-08-26\", \"2015-08-27\", \"2015-08-28\", \"2015-08-31\", \"2015-09-01\", \"2015-09-02\", \"2015-09-03\", \"2015-09-04\", \"2015-09-08\", \"2015-09-09\", \"2015-09-10\", \"2015-09-11\", \"2015-09-14\", \"2015-09-15\", \"2015-09-16\", \"2015-09-17\", \"2015-09-18\", \"2015-09-21\", \"2015-09-22\", \"2015-09-23\", \"2015-09-24\", \"2015-09-25\", \"2015-09-28\", \"2015-09-29\", \"2015-09-30\", \"2015-10-01\", \"2015-10-02\", \"2015-10-05\", \"2015-10-06\", \"2015-10-07\", \"2015-10-08\", \"2015-10-09\", \"2015-10-12\", \"2015-10-13\", \"2015-10-14\", \"2015-10-15\", \"2015-10-16\", \"2015-10-19\", \"2015-10-20\", \"2015-10-21\", \"2015-10-22\", \"2015-10-23\", \"2015-10-26\", \"2015-10-27\", \"2015-10-28\", \"2015-10-29\", \"2015-10-30\", \"2015-11-02\", \"2015-11-03\", \"2015-11-04\", \"2015-11-05\", \"2015-11-06\", \"2015-11-09\", \"2015-11-10\", \"2015-11-11\", \"2015-11-12\", \"2015-11-13\", \"2015-11-16\", \"2015-11-17\", \"2015-11-18\", \"2015-11-19\", \"2015-11-20\", \"2015-11-23\", \"2015-11-24\", \"2015-11-25\", \"2015-11-27\", \"2015-11-30\", \"2015-12-01\", \"2015-12-02\", \"2015-12-03\", \"2015-12-04\", \"2015-12-07\", \"2015-12-08\", \"2015-12-09\", \"2015-12-10\", \"2015-12-11\", \"2015-12-14\", \"2015-12-15\", \"2015-12-16\", \"2015-12-17\", \"2015-12-18\", \"2015-12-21\", \"2015-12-22\", \"2015-12-23\", \"2015-12-24\", \"2015-12-28\", \"2015-12-29\", \"2015-12-30\", \"2015-12-31\", \"2016-01-04\", \"2016-01-05\", \"2016-01-06\", \"2016-01-07\", \"2016-01-08\", \"2016-01-11\", \"2016-01-12\", \"2016-01-13\", \"2016-01-14\", \"2016-01-15\", \"2016-01-19\", \"2016-01-20\", \"2016-01-21\", \"2016-01-22\", \"2016-01-25\", \"2016-01-26\", \"2016-01-27\", \"2016-01-28\", \"2016-01-29\", \"2016-02-01\", \"2016-02-02\", \"2016-02-03\", \"2016-02-04\", \"2016-02-05\", \"2016-02-08\", \"2016-02-09\", \"2016-02-10\", \"2016-02-11\", \"2016-02-12\", \"2016-02-16\", \"2016-02-17\", \"2016-02-18\", \"2016-02-19\", \"2016-02-22\", \"2016-02-23\", \"2016-02-24\", \"2016-02-25\", \"2016-02-26\", \"2016-02-29\", \"2016-03-01\", \"2016-03-02\", \"2016-03-03\", \"2016-03-04\", \"2016-03-07\", \"2016-03-08\", \"2016-03-09\", \"2016-03-10\", \"2016-03-11\", \"2016-03-14\", \"2016-03-15\", \"2016-03-16\", \"2016-03-17\", \"2016-03-18\", \"2016-03-21\", \"2016-03-22\", \"2016-03-23\", \"2016-03-24\", \"2016-03-28\", \"2016-03-29\", \"2016-03-30\", \"2016-03-31\", \"2016-04-01\", \"2016-04-04\", \"2016-04-05\", \"2016-04-06\", \"2016-04-07\", \"2016-04-08\", \"2016-04-11\", \"2016-04-12\", \"2016-04-13\", \"2016-04-14\", \"2016-04-15\", \"2016-04-18\", \"2016-04-19\", \"2016-04-20\", \"2016-04-21\", \"2016-04-22\", \"2016-04-25\", \"2016-04-26\", \"2016-04-27\", \"2016-04-28\", \"2016-04-29\", \"2016-05-02\", \"2016-05-03\", \"2016-05-04\", \"2016-05-05\", \"2016-05-06\", \"2016-05-09\", \"2016-05-10\", \"2016-05-11\", \"2016-05-12\", \"2016-05-13\", \"2016-05-16\", \"2016-05-17\", \"2016-05-18\", \"2016-05-19\", \"2016-05-20\", \"2016-05-23\", \"2016-05-24\", \"2016-05-25\", \"2016-05-26\", \"2016-05-27\", \"2016-05-31\", \"2016-06-01\", \"2016-06-02\", \"2016-06-03\", \"2016-06-06\", \"2016-06-07\", \"2016-06-08\", \"2016-06-09\", \"2016-06-10\", \"2016-06-13\", \"2016-06-14\", \"2016-06-15\", \"2016-06-16\", \"2016-06-17\", \"2016-06-20\", \"2016-06-21\", \"2016-06-22\", \"2016-06-23\", \"2016-06-24\", \"2016-06-27\", \"2016-06-28\", \"2016-06-29\", \"2016-06-30\", \"2016-07-01\", \"2016-07-05\", \"2016-07-06\", \"2016-07-07\", \"2016-07-08\", \"2016-07-11\", \"2016-07-12\", \"2016-07-13\", \"2016-07-14\", \"2016-07-15\", \"2016-07-18\", \"2016-07-19\", \"2016-07-20\", \"2016-07-21\", \"2016-07-22\", \"2016-07-25\", \"2016-07-26\", \"2016-07-27\", \"2016-07-28\", \"2016-07-29\", \"2016-08-01\", \"2016-08-02\", \"2016-08-03\", \"2016-08-04\", \"2016-08-05\", \"2016-08-08\", \"2016-08-09\", \"2016-08-10\", \"2016-08-11\", \"2016-08-12\", \"2016-08-15\", \"2016-08-16\", \"2016-08-17\", \"2016-08-18\", \"2016-08-19\", \"2016-08-22\", \"2016-08-23\", \"2016-08-24\", \"2016-08-25\", \"2016-08-26\", \"2016-08-29\", \"2016-08-30\", \"2016-08-31\", \"2016-09-01\", \"2016-09-02\", \"2016-09-06\", \"2016-09-07\", \"2016-09-08\", \"2016-09-09\", \"2016-09-12\", \"2016-09-13\", \"2016-09-14\", \"2016-09-15\", \"2016-09-16\", \"2016-09-19\", \"2016-09-20\", \"2016-09-21\", \"2016-09-22\", \"2016-09-23\", \"2016-09-26\", \"2016-09-27\", \"2016-09-28\", \"2016-09-29\", \"2016-09-30\", \"2016-10-03\", \"2016-10-04\", \"2016-10-05\", \"2016-10-06\", \"2016-10-07\", \"2016-10-10\", \"2016-10-11\", \"2016-10-12\", \"2016-10-13\", \"2016-10-14\", \"2016-10-17\", \"2016-10-18\", \"2016-10-19\", \"2016-10-20\", \"2016-10-21\", \"2016-10-24\", \"2016-10-25\", \"2016-10-26\", \"2016-10-27\", \"2016-10-28\", \"2016-10-31\", \"2016-11-01\", \"2016-11-02\", \"2016-11-03\", \"2016-11-04\", \"2016-11-07\", \"2016-11-08\", \"2016-11-09\", \"2016-11-10\", \"2016-11-11\", \"2016-11-14\", \"2016-11-15\", \"2016-11-16\", \"2016-11-17\", \"2016-11-18\", \"2016-11-21\", \"2016-11-22\", \"2016-11-23\", \"2016-11-25\", \"2016-11-28\", \"2016-11-29\", \"2016-11-30\", \"2016-12-01\", \"2016-12-02\", \"2016-12-05\", \"2016-12-06\", \"2016-12-07\", \"2016-12-08\", \"2016-12-09\", \"2016-12-12\", \"2016-12-13\", \"2016-12-14\", \"2016-12-15\", \"2016-12-16\", \"2016-12-19\", \"2016-12-20\", \"2016-12-21\", \"2016-12-22\", \"2016-12-23\", \"2016-12-27\", \"2016-12-28\", \"2016-12-29\", \"2016-12-30\", \"2017-01-03\", \"2017-01-04\", \"2017-01-05\", \"2017-01-06\", \"2017-01-09\", \"2017-01-10\", \"2017-01-11\", \"2017-01-12\", \"2017-01-13\", \"2017-01-17\", \"2017-01-18\", \"2017-01-19\", \"2017-01-20\", \"2017-01-23\", \"2017-01-24\", \"2017-01-25\", \"2017-01-26\", \"2017-01-27\", \"2017-01-30\", \"2017-01-31\", \"2017-02-01\", \"2017-02-02\", \"2017-02-03\", \"2017-02-06\", \"2017-02-07\", \"2017-02-08\", \"2017-02-09\", \"2017-02-10\", \"2017-02-13\", \"2017-02-14\", \"2017-02-15\", \"2017-02-16\", \"2017-02-17\", \"2017-02-21\", \"2017-02-22\", \"2017-02-23\", \"2017-02-24\", \"2017-02-27\", \"2017-02-28\", \"2017-03-01\", \"2017-03-02\", \"2017-03-03\", \"2017-03-06\", \"2017-03-07\", \"2017-03-08\", \"2017-03-09\", \"2017-03-10\", \"2017-03-13\", \"2017-03-14\", \"2017-03-15\", \"2017-03-16\", \"2017-03-17\", \"2017-03-20\", \"2017-03-21\", \"2017-03-22\", \"2017-03-23\", \"2017-03-24\", \"2017-03-27\", \"2017-03-28\", \"2017-03-29\", \"2017-03-30\", \"2017-03-31\", \"2017-04-03\", \"2017-04-04\", \"2017-04-05\", \"2017-04-06\", \"2017-04-07\", \"2017-04-10\", \"2017-04-11\", \"2017-04-12\", \"2017-04-13\", \"2017-04-17\", \"2017-04-18\", \"2017-04-19\", \"2017-04-20\", \"2017-04-21\", \"2017-04-24\", \"2017-04-25\", \"2017-04-26\", \"2017-04-27\", \"2017-04-28\", \"2017-05-01\", \"2017-05-02\", \"2017-05-03\", \"2017-05-04\", \"2017-05-05\", \"2017-05-08\", \"2017-05-09\", \"2017-05-10\", \"2017-05-11\", \"2017-05-12\", \"2017-05-15\", \"2017-05-16\", \"2017-05-17\", \"2017-05-18\", \"2017-05-19\", \"2017-05-22\", \"2017-05-23\", \"2017-05-24\", \"2017-05-25\", \"2017-05-26\", \"2017-05-30\", \"2017-05-31\", \"2017-06-01\", \"2017-06-02\", \"2017-06-05\", \"2017-06-06\", \"2017-06-07\", \"2017-06-08\", \"2017-06-09\", \"2017-06-12\", \"2017-06-13\", \"2017-06-14\", \"2017-06-15\", \"2017-06-16\", \"2017-06-19\", \"2017-06-20\", \"2017-06-21\", \"2017-06-22\", \"2017-06-23\", \"2017-06-26\", \"2017-06-27\", \"2017-06-28\", \"2017-06-29\", \"2017-06-30\"], \"y\": [null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 0.9939776869916876, 0.993486223612349, 1.0018604371186186, 1.0163651465461103, 1.0195127289036383, 1.0231702808865337, 1.0001500548280262, 0.989549417941137, 0.9956713332430014, 1.0159074226277345, 0.9863619210046507, 0.9747260202197179, 0.9842819692240907, 0.9906443918171528, 1.0022816233464609, 1.0000947452710596, 1.0084454925676853, 1.0207805885817298, 1.0133666516779463, 1.0272747015403478, 1.0051584919130494, 1.0061483755707452, 1.0165150339493867, 1.0191292347355412, 1.024484739116896, 1.0239512397358408, 1.0278805448114923, 1.0150206478328292, 1.0163306078633842, 1.0164939968044069, 1.0182698502318663, 1.0342904475708934, 1.0352361023731043, 1.0301598244696675, 1.020502970777278, 1.0261700129177582, 1.0341498399412006, 1.0282008893995522, 1.040382658143677, 1.0453032744747446, 1.052513067291819, 1.0645682779975634, 1.0640524928021082, 1.07299461080965, 1.0727573915435578, 1.0732327964231902, 1.0743022826869677, 1.0798097512730207, 1.088113989523765, 1.09269780281789, 1.0944709347489852, 1.1013261938910925, 1.1009082771455914, 1.0871511273470162, 1.094623978573352, 1.0945956239543149, 1.1001716092125728, 1.1109985410241112, 1.1114129309382568, 1.1109899601361057, 1.1125619832442317, 1.1076517667845902, 1.1189921291644744, 1.118337743890075, 1.1204088124105076, 1.1209348568621007, 1.1365211654685357, 1.136267763001952, 1.1423181339349573, 1.1370150840296218, 1.1241445001057253, 1.1337348053777723, 1.1288141917209207, 1.1360862915521543, 1.1463813000184007, 1.1451502209164248, 1.166780334271301, 1.1554790179491834, 1.1701356039874637, 1.168699526637407, 1.1741246363160227, 1.183880674489905, 1.1864795403236557, 1.1694065600933452, 1.1680777633429362, 1.165058865928743, 1.1706081049095476, 1.1441338336339546, 1.141712226724956, 1.149307506516296, 1.1357084895015745, 1.1176204699780854, 1.1156164067674148, 1.12694497937625, 1.1431126588899205, 1.139859868729081, 1.1507335072021696, 1.1566914233588719, 1.1613166452811738, 1.172244372034177, 1.1815592757051467, 1.1860633475677567, 1.192770530692133, 1.1959502942976479, 1.203088921710215, 1.2056044563624915, 1.2045801811722416, 1.201383234119488, 1.2058086816313291, 1.2073575981325682, 1.1942255135644855, 1.1923980974591128, 1.1983772293814656, 1.1960478943486532, 1.1884770877640705, 1.198874429870771, 1.2003031393513746, 1.194785388531288, 1.186748819006774, 1.1967398089793848, 1.1986414645286814, 1.2069759229400514, 1.2079069506305893, 1.1960590450189, 1.1941820174357614, 1.2037978551889301, 1.1791275343700498, 1.1989402135888314, 1.1948737739116424, 1.1951056482970341, 1.1767038758650994, 1.177161935444951, 1.193440947924962, 1.1897004944209248, 1.1708561183768322, 1.1901982416730508, 1.1654624112673606, 1.1427624452936487, 1.1189044814228553, 1.120546248294564, 1.1114783419590468, 1.101126725889065, 1.1162530645363842, 1.1262023382816013, 1.14630129380011, 1.1379938050135527, 1.154821854240044, 1.1534560696953886, 1.1506209884836212, 1.1649310760678493, 1.1551578896984036, 1.1657591226108548, 1.180168581143057, 1.1785800668466984, 1.1731616057538634, 1.1770099951175323, 1.1761616606743788, 1.1758660286344504, 1.1755534373665384, 1.1782349442797428, 1.1789143391468357, 1.182381949557927, 1.1864554711869868, 1.1777094501609995, 1.1917041377238706, 1.1911314295520803, 1.1925135113487462, 1.1979963168305623, 1.2030796317916803, 1.2016796008640953, 1.214094963289369, 1.2010054485289743, 1.1891216303346852, 1.198692433507035, 1.2048400204606602, 1.2052326140206644, 1.208607599824006, 1.1959354057553702, 1.195077214619712, 1.1744063389943977, 1.1821052578781357, 1.163651069993208, 1.153714977291804, 1.1392908120294243, 1.1639623204023999, 1.1933840607202824, 1.201305160954306, 1.189533964144039, 1.1832974876986802, 1.1865897725067334, 1.1953722073141884, 1.198951441050615, 1.1925158471882125, 1.180724153393358, 1.1798066393902729, 1.1564882459898278, 1.1444166329347731, 1.1569784352084838, 1.1796578550482308, 1.1700055311511364, 1.1573425932955759, 1.1540797904896334, 1.1434526806112968, 1.1269406273336608, 1.1422953955856028, 1.1492180917876853, 1.1678394689366012, 1.1901943807471673, 1.1863900039905848, 1.1888223597941903, 1.1572710636828634, 1.1547490888817538, 1.1677869364535136, 1.1721615959356593, 1.186510219070686, 1.204581280030008, 1.1978039644745975, 1.210730815024155, 1.2093173125330332, 1.203622944956625, 1.2230809021741433, 1.2272007622002483, 1.240960901255765, 1.2489593557489767, 1.2524165905314137, 1.2515366515977115, 1.2532852571478628, 1.262440381767909, 1.2647417508601135, 1.2679845669146403, 1.2667768535598118, 1.2739483220349634, 1.267088499395367, 1.2773070043566634, 1.2732022459924714, 1.270248500183737, 1.2665141460387972, 1.2512555115516917, 1.2552888530416946, 1.2318105580990897, 1.2283982075125643, 1.2426259252988863, 1.2360299476411403, 1.2518071700341382, 1.2539972395449106, 1.2686455687184264, 1.2676535627373275, 1.2833961591834415, 1.2794029800650608, 1.2747909417370984, 1.2505701660479778, 1.2470632320708792, 1.2505563701865527, 1.2663840826426245, 1.2537520090285963, 1.2467502417428327, 1.2477412380155266, 1.2571554062871233, 1.2543028468381348, 1.2600776726679375, 1.2712081578625878, 1.3005229475196718, 1.2965153826013638, 1.2993530628493488, 1.3110094456883186, 1.3465738683087338, 1.3315919534896805, 1.3473621368791013, 1.3475367989272027, 1.35491704964619, 1.3555105311190658, 1.3880930631617205, 1.379420639732045, 1.379463868518713, 1.3753572206111002, 1.357461485418981, 1.376542065845494, 1.3781764748422778, 1.3611256323279224, 1.3548239648429738, 1.360159985430698, 1.3786287101190045, 1.3741310891661396, 1.3690709708734141, 1.3694021745076659, 1.3861078354401335, 1.3903877174158965, 1.3970568798131269, 1.393550892958676, 1.3808662832309648, 1.3889461657670967, 1.387657653436684, 1.373418449411153, 1.3922320063089237, 1.391451981521369, 1.3840970268802486, 1.3893198192748675, 1.3877153732325493, 1.392711554920889, 1.3827381119931497, 1.3828980604392846, 1.36979234515654, 1.373119238203333, 1.392582182434428, 1.3947103499902678, 1.383690949723974, 1.3773109188288113, 1.3851309746358171, 1.3868071843597776, 1.3971255412926817, 1.389747678863215, 1.4017397138052785, 1.410772302063929, 1.4023089428741204, 1.3966237341034178, 1.3852125266082758, 1.3553455838348927, 1.3608574169932657, 1.3671455433186646, 1.3677959498683168, 1.3628361627305678, 1.3682770660827888, 1.342952554500892, 1.3429066433797212, 1.3638061327058684, 1.3859326867157653, 1.3997422925820964, 1.4027847348368323, 1.4440742168085228, 1.4994778744554957, 1.5035903654597698, 1.495873583854711, 1.4833322925723484, 1.4706773305182652, 1.459395635705323, 1.4542477922327388, 1.478023218566868, 1.4906018428360683, 1.4893267224708824, 1.4807342484399058, 1.4741711132784112, 1.4696589306361711, 1.4578628994605642, 1.4442458491418186, 1.4413815289574803, 1.4636868030789505, 1.4476369870682557, 1.4518548365333332, 1.4515533833477618, 1.4547208128981741, 1.463740074943568, 1.457752289059148, 1.444554766535361, 1.4030533172832964, 1.3475151023907734, 1.2928554377529844, 1.2832897582625606, 1.3409345804212862, 1.384673816369931, 1.3915096902611122, 1.3821566341281926, 1.3363065354708394, 1.3642080724084724, 1.3580758514832791, 1.3383819710507818, 1.368873829792868, 1.3553466236910285, 1.3672893561895578, 1.3728924385272319, 1.368317554350308, 1.3881862013450101, 1.4031072575804406, 1.4016658520072016, 1.3800213214895038, 1.3819398228356967, 1.3651663650181591, 1.361565264126309, 1.3577871772782677, 1.3542971811371058, 1.311896725103391, 1.3077301653997715, 1.337459573978542, 1.3450356794480833, 1.3697594918359044, 1.3977330908676984, 1.3942193988864622, 1.409885139757436, 1.4239764900686642, 1.4281423080489337, 1.4262303726672034, 1.415752006708423, 1.403224241833489, 1.4166971129193382, 1.4217217604406909, 1.4228749180826814, 1.4114888545027413, 1.404901222062793, 1.4280353209725736, 1.469581468074632, 1.4672460470399205, 1.4654908179066246, 1.4850518073800278, 1.4928889968338057, 1.4857957207355663, 1.502566518989614, 1.5119843569262295, 1.5067986444885844, 1.5008047074922048, 1.5100663970635064, 1.4942002928440075, 1.4933665449501206, 1.49062164748713, 1.4684046269626239, 1.444111360707534, 1.464930584259325, 1.469675335569463, 1.4922238027461943, 1.4872137482109358, 1.4910680908615923, 1.4870255020474124, 1.4919496114744852, 1.494938255908505, 1.4930431903106816, 1.483968269378233, 1.5042336279519009, 1.492276399695974, 1.4730638898693142, 1.4972746610265102, 1.4812098591732943, 1.4685876866336915, 1.4619706768761362, 1.468981949172714, 1.434929044149894, 1.4422202680304415, 1.456611207932943, 1.4793684289974864, 1.4560478898700306, 1.427470662105231, 1.4355972124379008, 1.4441837755190288, 1.4643485787993609, 1.4611916314670643, 1.4575163760240257, 1.4768080339764642, 1.4640935802790565, 1.4484506118023057, 1.4202088835912314, 1.4179987991462506, 1.4045610583417463, 1.3657206427565751, 1.352314999740517, 1.3532477523651656, 1.3636008462630644, 1.3223215109509734, 1.3488600917431144, 1.3146621375574765, 1.314770978922307, 1.300009800069905, 1.307327915381224, 1.3310933801486584, 1.3090364973217088, 1.3265290722824516, 1.2976788547001776, 1.334453856113162, 1.3610386148610725, 1.3645148850378466, 1.3394886170679459, 1.3369203123977336, 1.3360207169038438, 1.295955861900959, 1.2759129890141665, 1.2730245641897198, 1.2722486435100777, 1.2568583214062359, 1.2876131781246052, 1.312180756062952, 1.341665762709146, 1.331493848671294, 1.3325633242907393, 1.3594536808074231, 1.3382091517912922, 1.3460435134851663, 1.3665263392762963, 1.3647928255840085, 1.3527125624586098, 1.391505904999774, 1.3997066481347762, 1.4041486232465559, 1.4129730268591305, 1.4077564061468224, 1.3887817450657394, 1.3964072493038115, 1.397202291969549, 1.4225403666633851, 1.4225358063588522, 1.41856397071639, 1.4276014399014372, 1.434927490495701, 1.4414804170343873, 1.4467089172730927, 1.447354710210595, 1.4338134629897783, 1.4347874877463662, 1.435280922891735, 1.448925005297889, 1.4556162982347025, 1.4507594655215579, 1.4625911522314616, 1.456124696772651, 1.4239578593787001, 1.4497139327220305, 1.4333358123237188, 1.4324115935086874, 1.4251940988186775, 1.4413661576974282, 1.4593396146328164, 1.4640447973845079, 1.4592482677475673, 1.464257019398158, 1.4551801300900786, 1.460938032409879, 1.45236730493599, 1.4308783451599472, 1.4272810355520167, 1.427483428469244, 1.4162180212397069, 1.4132792976624404, 1.4124661537177956, 1.4264066814556164, 1.4129968944319935, 1.4007829526767417, 1.3986636091320808, 1.401767668865408, 1.4033279557195035, 1.4269652912799262, 1.4142364610218208, 1.4093411975100867, 1.4074708320536067, 1.4185513703710713, 1.406126249164085, 1.4114735780384071, 1.4127731603905507, 1.4277948021001903, 1.4274047512815884, 1.4497895033970845, 1.4644174542537574, 1.4671741481441876, 1.4732736046258408, 1.4731515168601288, 1.472702595156721, 1.4747947441729619, 1.4674711035110777, 1.4751608627003565, 1.4712372754461958, 1.475315135239375, 1.4709942821091864, 1.45571895136933, 1.4415101167394748, 1.4366282488348494, 1.4351567099591445, 1.4358199718050477, 1.427111802679556, 1.4341699077758627, 1.4381586831797895, 1.435743148938791, 1.45907696866088, 1.4000822035929008, 1.3698153323893543, 1.4000528731266926, 1.4277957533383296, 1.4425830493485663, 1.4475472122303716, 1.43651492662902, 1.4450869194157994, 1.4484456309910454, 1.4715382287353764, 1.4790085027075432, 1.4964254807543396, 1.4944707547987677, 1.509579053972653, 1.5067719178671315, 1.5170630398619125, 1.4993904180294921, 1.513587489197358, 1.5145923430331742, 1.5237087226973522, 1.5204323728292004, 1.5189297302988984, 1.5340128887775164, 1.5387996829022554, 1.5427228658224237, 1.544153063447844, 1.5384900201448835, 1.544200351175675, 1.544673936945363, 1.5534277400048058, 1.5471366230633186, 1.5524545374739434, 1.548257982347948, 1.5583024407440818, 1.5628158212136962, 1.568678460014855, 1.5612474861906542, 1.5575019601113687, 1.5600480736222708, 1.561004068364228, 1.5591606171336827, 1.5621284483199567, 1.5513172797061703, 1.5466743214676757, 1.547849260576924, 1.5546216298019562, 1.5555438935463435, 1.5513591047346755, 1.5528260724449205, 1.5564150526729328, 1.5661320810655124, 1.5733622862699184, 1.56890168360725, 1.5325150170705075, 1.5572338189993804, 1.5378865052718296, 1.5452951933519792, 1.5646913422574753, 1.559778267929177, 1.5559264183310648, 1.558000034549114, 1.5690421000916466, 1.5804420357535685, 1.5666979276062691, 1.5513783994531931, 1.5645495285649906, 1.578011466952244, 1.5681337643025577, 1.5844697038674131, 1.5832595706108514, 1.5805027129944746, 1.5863127196353781, 1.5877067018829676, 1.5800062695493415, 1.5823354350413454, 1.5626083984667962, 1.5616693689040932, 1.5566626231752267, 1.5603226378015502, 1.5522672216432878, 1.5878901402488217, 1.5941541182724877, 1.5944056320178925, 1.6076470916726804, 1.6141681019474334, 1.612576385428131, 1.6047373321137313, 1.6055972865160926, 1.5862644969294237, 1.5822108372063317, 1.5722201002607703, 1.5558116603102827, 1.5348592168997464, 1.5334458570875467, 1.572084119721209, 1.5677442867393516, 1.6062169855143864, 1.6093038641662796, 1.635143944467725, 1.6329506300058767, 1.6486852699182486, 1.6538854746501683, 1.662904780849713, 1.6604080486750372, 1.6793134221153727, 1.6789660557611228, 1.6726544281550546, 1.6787597899653046, 1.6669898026168404, 1.668914440023894, 1.679281903428154, 1.670232970157785, 1.670604460137997, 1.6843157490275018, 1.6898972529991632, 1.7117427196599333, 1.712541526810322, 1.7271706483701752, 1.7211035089478925, 1.7371899365305274, 1.7307965845160425, 1.7410030261260976, 1.7365441386017795, 1.740751749350688, 1.7514035356044884, 1.7486174330989843, 1.7532355862614815, 1.7581819884946284, 1.7753373089244724, 1.7471852394201108, 1.7477617034080963, 1.7326321465261079, 1.7482523263849647, 1.7632821363199311, 1.7652024351205984, 1.776326680096652, 1.777647528169476, 1.7832061298383262, 1.7857019505594576, 1.7812593415167024, 1.787417976358412, 1.7750626771660056, 1.777926905374102, 1.7768549552898893, 1.77341885717397, 1.7541949679620281, 1.765677344511433, 1.7826961693178007, 1.788019051899512, 1.7875327560723484, 1.773150630737554, 1.7656268663515564, 1.7884749634419101, 1.7869395646822677, 1.7945549033263775, 1.7938616471531292, 1.794095606696051, 1.7904048729799646, 1.80015213884294, 1.8022457724696206, 1.8096852566246153, 1.8209405777802303, 1.8301774465791296, 1.8268900123096603, 1.8280705251996747, 1.8413805476868588, 1.8403215798431078, 1.8284449700930012, 1.8285565470548955, 1.835859538288831, 1.8214180071961958, 1.8538450197802592, 1.8387980815343796, 1.8404632865069706, 1.8333288550636644, 1.8274876897150094, 1.8229971705868628, 1.825160351838435, 1.8305460889730043, 1.8313389174796537, 1.823797876627649, 1.8375198212727737, 1.8401505628990793, 1.8324897374145894, 1.8315657198291155, 1.7989479041554184, 1.799646620611784, 1.7965233622237697, 1.8026410066368723, 1.8014306840061827, 1.8170291705097092, 1.8232410452621817, 1.8371397291763696, 1.8330808816622877, 1.8315874146266247, 1.8281201914612961, 1.8223278530359481, 1.822906261231913, 1.820204706773194, 1.8194203816051318, 1.8138425527093065, 1.8036270378319126, 1.7876383645412148, 1.8076424604319892, 1.795520377389765, 1.788198143787578, 1.8030195873589336, 1.7949572058497858, 1.8160960281954195, 1.8319627191327954, 1.8345483032018697, 1.8357740092697945, 1.8399711703748516, 1.8514667431948246, 1.8513243864586266, 1.8457906171303953, 1.8438987123198616, 1.8488900294271822, 1.85377202841664, 1.8566681073970097, 1.8907359331181512, 1.8961192587881126, 1.8968387140717244, 1.9096727498053911, 1.9122034906758927, 1.86024971298141, 1.8714485846428406, 1.8848476628817008, 1.895086780428508, 1.8998193245375858, 1.905124093880964, 1.9133830627270556, 1.9187834706150102, 1.9185634531288833, 1.9135542422139233, 1.9263391123168478, 1.9429377817296818, 1.9443038912997685, 1.9398199397043803, 1.9436749785153067, 1.9543126851355987, 1.9177253781524481, 1.9113962732813314, 1.9222440903219475, 1.9171722025702402, 1.9077393579167368, 1.9000138916895024, 1.9223279125983963, 1.9085165482349273, 1.918286227190297, 1.9282285873205558, 1.9270647103581333, 1.9254614423011835, 1.9020314551528883, 1.926907697753388, 1.9109049089874517, 1.914012731807238], \"line\": {\"color\": \"#B6B2CF\"}}, {\"type\": \"scatter\", \"name\": \"ETF\", \"x\": [\"2013-07-01\", \"2013-07-02\", \"2013-07-03\", \"2013-07-05\", \"2013-07-08\", \"2013-07-09\", \"2013-07-10\", \"2013-07-11\", \"2013-07-12\", \"2013-07-15\", \"2013-07-16\", \"2013-07-17\", \"2013-07-18\", \"2013-07-19\", \"2013-07-22\", \"2013-07-23\", \"2013-07-24\", \"2013-07-25\", \"2013-07-26\", \"2013-07-29\", \"2013-07-30\", \"2013-07-31\", \"2013-08-01\", \"2013-08-02\", \"2013-08-05\", \"2013-08-06\", \"2013-08-07\", \"2013-08-08\", \"2013-08-09\", \"2013-08-12\", \"2013-08-13\", \"2013-08-14\", \"2013-08-15\", \"2013-08-16\", \"2013-08-19\", \"2013-08-20\", \"2013-08-21\", \"2013-08-22\", \"2013-08-23\", \"2013-08-26\", \"2013-08-27\", \"2013-08-28\", \"2013-08-29\", \"2013-08-30\", \"2013-09-03\", \"2013-09-04\", \"2013-09-05\", \"2013-09-06\", \"2013-09-09\", \"2013-09-10\", \"2013-09-11\", \"2013-09-12\", \"2013-09-13\", \"2013-09-16\", \"2013-09-17\", \"2013-09-18\", \"2013-09-19\", \"2013-09-20\", \"2013-09-23\", \"2013-09-24\", \"2013-09-25\", \"2013-09-26\", \"2013-09-27\", \"2013-09-30\", \"2013-10-01\", \"2013-10-02\", \"2013-10-03\", \"2013-10-04\", \"2013-10-07\", \"2013-10-08\", \"2013-10-09\", \"2013-10-10\", \"2013-10-11\", \"2013-10-14\", \"2013-10-15\", \"2013-10-16\", \"2013-10-17\", \"2013-10-18\", \"2013-10-21\", \"2013-10-22\", \"2013-10-23\", \"2013-10-24\", \"2013-10-25\", \"2013-10-28\", \"2013-10-29\", \"2013-10-30\", \"2013-10-31\", \"2013-11-01\", \"2013-11-04\", \"2013-11-05\", \"2013-11-06\", \"2013-11-07\", \"2013-11-08\", \"2013-11-11\", \"2013-11-12\", \"2013-11-13\", \"2013-11-14\", \"2013-11-15\", \"2013-11-18\", \"2013-11-19\", \"2013-11-20\", \"2013-11-21\", \"2013-11-22\", \"2013-11-25\", \"2013-11-26\", \"2013-11-27\", \"2013-11-29\", \"2013-12-02\", \"2013-12-03\", \"2013-12-04\", \"2013-12-05\", \"2013-12-06\", \"2013-12-09\", \"2013-12-10\", \"2013-12-11\", \"2013-12-12\", \"2013-12-13\", \"2013-12-16\", \"2013-12-17\", \"2013-12-18\", \"2013-12-19\", \"2013-12-20\", \"2013-12-23\", \"2013-12-24\", \"2013-12-26\", \"2013-12-27\", \"2013-12-30\", \"2013-12-31\", \"2014-01-02\", \"2014-01-03\", \"2014-01-06\", \"2014-01-07\", \"2014-01-08\", \"2014-01-09\", \"2014-01-10\", \"2014-01-13\", \"2014-01-14\", \"2014-01-15\", \"2014-01-16\", \"2014-01-17\", \"2014-01-21\", \"2014-01-22\", \"2014-01-23\", \"2014-01-24\", \"2014-01-27\", \"2014-01-28\", \"2014-01-29\", \"2014-01-30\", \"2014-01-31\", \"2014-02-03\", \"2014-02-04\", \"2014-02-05\", \"2014-02-06\", \"2014-02-07\", \"2014-02-10\", \"2014-02-11\", \"2014-02-12\", \"2014-02-13\", \"2014-02-14\", \"2014-02-18\", \"2014-02-19\", \"2014-02-20\", \"2014-02-21\", \"2014-02-24\", \"2014-02-25\", \"2014-02-26\", \"2014-02-27\", \"2014-02-28\", \"2014-03-03\", \"2014-03-04\", \"2014-03-05\", \"2014-03-06\", \"2014-03-07\", \"2014-03-10\", \"2014-03-11\", \"2014-03-12\", \"2014-03-13\", \"2014-03-14\", \"2014-03-17\", \"2014-03-18\", \"2014-03-19\", \"2014-03-20\", \"2014-03-21\", \"2014-03-24\", \"2014-03-25\", \"2014-03-26\", \"2014-03-27\", \"2014-03-28\", \"2014-03-31\", \"2014-04-01\", \"2014-04-02\", \"2014-04-03\", \"2014-04-04\", \"2014-04-07\", \"2014-04-08\", \"2014-04-09\", \"2014-04-10\", \"2014-04-11\", \"2014-04-14\", \"2014-04-15\", \"2014-04-16\", \"2014-04-17\", \"2014-04-21\", \"2014-04-22\", \"2014-04-23\", \"2014-04-24\", \"2014-04-25\", \"2014-04-28\", \"2014-04-29\", \"2014-04-30\", \"2014-05-01\", \"2014-05-02\", \"2014-05-05\", \"2014-05-06\", \"2014-05-07\", \"2014-05-08\", \"2014-05-09\", \"2014-05-12\", \"2014-05-13\", \"2014-05-14\", \"2014-05-15\", \"2014-05-16\", \"2014-05-19\", \"2014-05-20\", \"2014-05-21\", \"2014-05-22\", \"2014-05-23\", \"2014-05-27\", \"2014-05-28\", \"2014-05-29\", \"2014-05-30\", \"2014-06-02\", \"2014-06-03\", \"2014-06-04\", \"2014-06-05\", \"2014-06-06\", \"2014-06-09\", \"2014-06-10\", \"2014-06-11\", \"2014-06-12\", \"2014-06-13\", \"2014-06-16\", \"2014-06-17\", \"2014-06-18\", \"2014-06-19\", \"2014-06-20\", \"2014-06-23\", \"2014-06-24\", \"2014-06-25\", \"2014-06-26\", \"2014-06-27\", \"2014-06-30\", \"2014-07-01\", \"2014-07-02\", \"2014-07-03\", \"2014-07-07\", \"2014-07-08\", \"2014-07-09\", \"2014-07-10\", \"2014-07-11\", \"2014-07-14\", \"2014-07-15\", \"2014-07-16\", \"2014-07-17\", \"2014-07-18\", \"2014-07-21\", \"2014-07-22\", \"2014-07-23\", \"2014-07-24\", \"2014-07-25\", \"2014-07-28\", \"2014-07-29\", \"2014-07-30\", \"2014-07-31\", \"2014-08-01\", \"2014-08-04\", \"2014-08-05\", \"2014-08-06\", \"2014-08-07\", \"2014-08-08\", \"2014-08-11\", \"2014-08-12\", \"2014-08-13\", \"2014-08-14\", \"2014-08-15\", \"2014-08-18\", \"2014-08-19\", \"2014-08-20\", \"2014-08-21\", \"2014-08-22\", \"2014-08-25\", \"2014-08-26\", \"2014-08-27\", \"2014-08-28\", \"2014-08-29\", \"2014-09-02\", \"2014-09-03\", \"2014-09-04\", \"2014-09-05\", \"2014-09-08\", \"2014-09-09\", \"2014-09-10\", \"2014-09-11\", \"2014-09-12\", \"2014-09-15\", \"2014-09-16\", \"2014-09-17\", \"2014-09-18\", \"2014-09-19\", \"2014-09-22\", \"2014-09-23\", \"2014-09-24\", \"2014-09-25\", \"2014-09-26\", \"2014-09-29\", \"2014-09-30\", \"2014-10-01\", \"2014-10-02\", \"2014-10-03\", \"2014-10-06\", \"2014-10-07\", \"2014-10-08\", \"2014-10-09\", \"2014-10-10\", \"2014-10-13\", \"2014-10-14\", \"2014-10-15\", \"2014-10-16\", \"2014-10-17\", \"2014-10-20\", \"2014-10-21\", \"2014-10-22\", \"2014-10-23\", \"2014-10-24\", \"2014-10-27\", \"2014-10-28\", \"2014-10-29\", \"2014-10-30\", \"2014-10-31\", \"2014-11-03\", \"2014-11-04\", \"2014-11-05\", \"2014-11-06\", \"2014-11-07\", \"2014-11-10\", \"2014-11-11\", \"2014-11-12\", \"2014-11-13\", \"2014-11-14\", \"2014-11-17\", \"2014-11-18\", \"2014-11-19\", \"2014-11-20\", \"2014-11-21\", \"2014-11-24\", \"2014-11-25\", \"2014-11-26\", \"2014-11-28\", \"2014-12-01\", \"2014-12-02\", \"2014-12-03\", \"2014-12-04\", \"2014-12-05\", \"2014-12-08\", \"2014-12-09\", \"2014-12-10\", \"2014-12-11\", \"2014-12-12\", \"2014-12-15\", \"2014-12-16\", \"2014-12-17\", \"2014-12-18\", \"2014-12-19\", \"2014-12-22\", \"2014-12-23\", \"2014-12-24\", \"2014-12-26\", \"2014-12-29\", \"2014-12-30\", \"2014-12-31\", \"2015-01-02\", \"2015-01-05\", \"2015-01-06\", \"2015-01-07\", \"2015-01-08\", \"2015-01-09\", \"2015-01-12\", \"2015-01-13\", \"2015-01-14\", \"2015-01-15\", \"2015-01-16\", \"2015-01-20\", \"2015-01-21\", \"2015-01-22\", \"2015-01-23\", \"2015-01-26\", \"2015-01-27\", \"2015-01-28\", \"2015-01-29\", \"2015-01-30\", \"2015-02-02\", \"2015-02-03\", \"2015-02-04\", \"2015-02-05\", \"2015-02-06\", \"2015-02-09\", \"2015-02-10\", \"2015-02-11\", \"2015-02-12\", \"2015-02-13\", \"2015-02-17\", \"2015-02-18\", \"2015-02-19\", \"2015-02-20\", \"2015-02-23\", \"2015-02-24\", \"2015-02-25\", \"2015-02-26\", \"2015-02-27\", \"2015-03-02\", \"2015-03-03\", \"2015-03-04\", \"2015-03-05\", \"2015-03-06\", \"2015-03-09\", \"2015-03-10\", \"2015-03-11\", \"2015-03-12\", \"2015-03-13\", \"2015-03-16\", \"2015-03-17\", \"2015-03-18\", \"2015-03-19\", \"2015-03-20\", \"2015-03-23\", \"2015-03-24\", \"2015-03-25\", \"2015-03-26\", \"2015-03-27\", \"2015-03-30\", \"2015-03-31\", \"2015-04-01\", \"2015-04-02\", \"2015-04-06\", \"2015-04-07\", \"2015-04-08\", \"2015-04-09\", \"2015-04-10\", \"2015-04-13\", \"2015-04-14\", \"2015-04-15\", \"2015-04-16\", \"2015-04-17\", \"2015-04-20\", \"2015-04-21\", \"2015-04-22\", \"2015-04-23\", \"2015-04-24\", \"2015-04-27\", \"2015-04-28\", \"2015-04-29\", \"2015-04-30\", \"2015-05-01\", \"2015-05-04\", \"2015-05-05\", \"2015-05-06\", \"2015-05-07\", \"2015-05-08\", \"2015-05-11\", \"2015-05-12\", \"2015-05-13\", \"2015-05-14\", \"2015-05-15\", \"2015-05-18\", \"2015-05-19\", \"2015-05-20\", \"2015-05-21\", \"2015-05-22\", \"2015-05-26\", \"2015-05-27\", \"2015-05-28\", \"2015-05-29\", \"2015-06-01\", \"2015-06-02\", \"2015-06-03\", \"2015-06-04\", \"2015-06-05\", \"2015-06-08\", \"2015-06-09\", \"2015-06-10\", \"2015-06-11\", \"2015-06-12\", \"2015-06-15\", \"2015-06-16\", \"2015-06-17\", \"2015-06-18\", \"2015-06-19\", \"2015-06-22\", \"2015-06-23\", \"2015-06-24\", \"2015-06-25\", \"2015-06-26\", \"2015-06-29\", \"2015-06-30\", \"2015-07-01\", \"2015-07-02\", \"2015-07-06\", \"2015-07-07\", \"2015-07-08\", \"2015-07-09\", \"2015-07-10\", \"2015-07-13\", \"2015-07-14\", \"2015-07-15\", \"2015-07-16\", \"2015-07-17\", \"2015-07-20\", \"2015-07-21\", \"2015-07-22\", \"2015-07-23\", \"2015-07-24\", \"2015-07-27\", \"2015-07-28\", \"2015-07-29\", \"2015-07-30\", \"2015-07-31\", \"2015-08-03\", \"2015-08-04\", \"2015-08-05\", \"2015-08-06\", \"2015-08-07\", \"2015-08-10\", \"2015-08-11\", \"2015-08-12\", \"2015-08-13\", \"2015-08-14\", \"2015-08-17\", \"2015-08-18\", \"2015-08-19\", \"2015-08-20\", \"2015-08-21\", \"2015-08-24\", \"2015-08-25\", \"2015-08-26\", \"2015-08-27\", \"2015-08-28\", \"2015-08-31\", \"2015-09-01\", \"2015-09-02\", \"2015-09-03\", \"2015-09-04\", \"2015-09-08\", \"2015-09-09\", \"2015-09-10\", \"2015-09-11\", \"2015-09-14\", \"2015-09-15\", \"2015-09-16\", \"2015-09-17\", \"2015-09-18\", \"2015-09-21\", \"2015-09-22\", \"2015-09-23\", \"2015-09-24\", \"2015-09-25\", \"2015-09-28\", \"2015-09-29\", \"2015-09-30\", \"2015-10-01\", \"2015-10-02\", \"2015-10-05\", \"2015-10-06\", \"2015-10-07\", \"2015-10-08\", \"2015-10-09\", \"2015-10-12\", \"2015-10-13\", \"2015-10-14\", \"2015-10-15\", \"2015-10-16\", \"2015-10-19\", \"2015-10-20\", \"2015-10-21\", \"2015-10-22\", \"2015-10-23\", \"2015-10-26\", \"2015-10-27\", \"2015-10-28\", \"2015-10-29\", \"2015-10-30\", \"2015-11-02\", \"2015-11-03\", \"2015-11-04\", \"2015-11-05\", \"2015-11-06\", \"2015-11-09\", \"2015-11-10\", \"2015-11-11\", \"2015-11-12\", \"2015-11-13\", \"2015-11-16\", \"2015-11-17\", \"2015-11-18\", \"2015-11-19\", \"2015-11-20\", \"2015-11-23\", \"2015-11-24\", \"2015-11-25\", \"2015-11-27\", \"2015-11-30\", \"2015-12-01\", \"2015-12-02\", \"2015-12-03\", \"2015-12-04\", \"2015-12-07\", \"2015-12-08\", \"2015-12-09\", \"2015-12-10\", \"2015-12-11\", \"2015-12-14\", \"2015-12-15\", \"2015-12-16\", \"2015-12-17\", \"2015-12-18\", \"2015-12-21\", \"2015-12-22\", \"2015-12-23\", \"2015-12-24\", \"2015-12-28\", \"2015-12-29\", \"2015-12-30\", \"2015-12-31\", \"2016-01-04\", \"2016-01-05\", \"2016-01-06\", \"2016-01-07\", \"2016-01-08\", \"2016-01-11\", \"2016-01-12\", \"2016-01-13\", \"2016-01-14\", \"2016-01-15\", \"2016-01-19\", \"2016-01-20\", \"2016-01-21\", \"2016-01-22\", \"2016-01-25\", \"2016-01-26\", \"2016-01-27\", \"2016-01-28\", \"2016-01-29\", \"2016-02-01\", \"2016-02-02\", \"2016-02-03\", \"2016-02-04\", \"2016-02-05\", \"2016-02-08\", \"2016-02-09\", \"2016-02-10\", \"2016-02-11\", \"2016-02-12\", \"2016-02-16\", \"2016-02-17\", \"2016-02-18\", \"2016-02-19\", \"2016-02-22\", \"2016-02-23\", \"2016-02-24\", \"2016-02-25\", \"2016-02-26\", \"2016-02-29\", \"2016-03-01\", \"2016-03-02\", \"2016-03-03\", \"2016-03-04\", \"2016-03-07\", \"2016-03-08\", \"2016-03-09\", \"2016-03-10\", \"2016-03-11\", \"2016-03-14\", \"2016-03-15\", \"2016-03-16\", \"2016-03-17\", \"2016-03-18\", \"2016-03-21\", \"2016-03-22\", \"2016-03-23\", \"2016-03-24\", \"2016-03-28\", \"2016-03-29\", \"2016-03-30\", \"2016-03-31\", \"2016-04-01\", \"2016-04-04\", \"2016-04-05\", \"2016-04-06\", \"2016-04-07\", \"2016-04-08\", \"2016-04-11\", \"2016-04-12\", \"2016-04-13\", \"2016-04-14\", \"2016-04-15\", \"2016-04-18\", \"2016-04-19\", \"2016-04-20\", \"2016-04-21\", \"2016-04-22\", \"2016-04-25\", \"2016-04-26\", \"2016-04-27\", \"2016-04-28\", \"2016-04-29\", \"2016-05-02\", \"2016-05-03\", \"2016-05-04\", \"2016-05-05\", \"2016-05-06\", \"2016-05-09\", \"2016-05-10\", \"2016-05-11\", \"2016-05-12\", \"2016-05-13\", \"2016-05-16\", \"2016-05-17\", \"2016-05-18\", \"2016-05-19\", \"2016-05-20\", \"2016-05-23\", \"2016-05-24\", \"2016-05-25\", \"2016-05-26\", \"2016-05-27\", \"2016-05-31\", \"2016-06-01\", \"2016-06-02\", \"2016-06-03\", \"2016-06-06\", \"2016-06-07\", \"2016-06-08\", \"2016-06-09\", \"2016-06-10\", \"2016-06-13\", \"2016-06-14\", \"2016-06-15\", \"2016-06-16\", \"2016-06-17\", \"2016-06-20\", \"2016-06-21\", \"2016-06-22\", \"2016-06-23\", \"2016-06-24\", \"2016-06-27\", \"2016-06-28\", \"2016-06-29\", \"2016-06-30\", \"2016-07-01\", \"2016-07-05\", \"2016-07-06\", \"2016-07-07\", \"2016-07-08\", \"2016-07-11\", \"2016-07-12\", \"2016-07-13\", \"2016-07-14\", \"2016-07-15\", \"2016-07-18\", \"2016-07-19\", \"2016-07-20\", \"2016-07-21\", \"2016-07-22\", \"2016-07-25\", \"2016-07-26\", \"2016-07-27\", \"2016-07-28\", \"2016-07-29\", \"2016-08-01\", \"2016-08-02\", \"2016-08-03\", \"2016-08-04\", \"2016-08-05\", \"2016-08-08\", \"2016-08-09\", \"2016-08-10\", \"2016-08-11\", \"2016-08-12\", \"2016-08-15\", \"2016-08-16\", \"2016-08-17\", \"2016-08-18\", \"2016-08-19\", \"2016-08-22\", \"2016-08-23\", \"2016-08-24\", \"2016-08-25\", \"2016-08-26\", \"2016-08-29\", \"2016-08-30\", \"2016-08-31\", \"2016-09-01\", \"2016-09-02\", \"2016-09-06\", \"2016-09-07\", \"2016-09-08\", \"2016-09-09\", \"2016-09-12\", \"2016-09-13\", \"2016-09-14\", \"2016-09-15\", \"2016-09-16\", \"2016-09-19\", \"2016-09-20\", \"2016-09-21\", \"2016-09-22\", \"2016-09-23\", \"2016-09-26\", \"2016-09-27\", \"2016-09-28\", \"2016-09-29\", \"2016-09-30\", \"2016-10-03\", \"2016-10-04\", \"2016-10-05\", \"2016-10-06\", \"2016-10-07\", \"2016-10-10\", \"2016-10-11\", \"2016-10-12\", \"2016-10-13\", \"2016-10-14\", \"2016-10-17\", \"2016-10-18\", \"2016-10-19\", \"2016-10-20\", \"2016-10-21\", \"2016-10-24\", \"2016-10-25\", \"2016-10-26\", \"2016-10-27\", \"2016-10-28\", \"2016-10-31\", \"2016-11-01\", \"2016-11-02\", \"2016-11-03\", \"2016-11-04\", \"2016-11-07\", \"2016-11-08\", \"2016-11-09\", \"2016-11-10\", \"2016-11-11\", \"2016-11-14\", \"2016-11-15\", \"2016-11-16\", \"2016-11-17\", \"2016-11-18\", \"2016-11-21\", \"2016-11-22\", \"2016-11-23\", \"2016-11-25\", \"2016-11-28\", \"2016-11-29\", \"2016-11-30\", \"2016-12-01\", \"2016-12-02\", \"2016-12-05\", \"2016-12-06\", \"2016-12-07\", \"2016-12-08\", \"2016-12-09\", \"2016-12-12\", \"2016-12-13\", \"2016-12-14\", \"2016-12-15\", \"2016-12-16\", \"2016-12-19\", \"2016-12-20\", \"2016-12-21\", \"2016-12-22\", \"2016-12-23\", \"2016-12-27\", \"2016-12-28\", \"2016-12-29\", \"2016-12-30\", \"2017-01-03\", \"2017-01-04\", \"2017-01-05\", \"2017-01-06\", \"2017-01-09\", \"2017-01-10\", \"2017-01-11\", \"2017-01-12\", \"2017-01-13\", \"2017-01-17\", \"2017-01-18\", \"2017-01-19\", \"2017-01-20\", \"2017-01-23\", \"2017-01-24\", \"2017-01-25\", \"2017-01-26\", \"2017-01-27\", \"2017-01-30\", \"2017-01-31\", \"2017-02-01\", \"2017-02-02\", \"2017-02-03\", \"2017-02-06\", \"2017-02-07\", \"2017-02-08\", \"2017-02-09\", \"2017-02-10\", \"2017-02-13\", \"2017-02-14\", \"2017-02-15\", \"2017-02-16\", \"2017-02-17\", \"2017-02-21\", \"2017-02-22\", \"2017-02-23\", \"2017-02-24\", \"2017-02-27\", \"2017-02-28\", \"2017-03-01\", \"2017-03-02\", \"2017-03-03\", \"2017-03-06\", \"2017-03-07\", \"2017-03-08\", \"2017-03-09\", \"2017-03-10\", \"2017-03-13\", \"2017-03-14\", \"2017-03-15\", \"2017-03-16\", \"2017-03-17\", \"2017-03-20\", \"2017-03-21\", \"2017-03-22\", \"2017-03-23\", \"2017-03-24\", \"2017-03-27\", \"2017-03-28\", \"2017-03-29\", \"2017-03-30\", \"2017-03-31\", \"2017-04-03\", \"2017-04-04\", \"2017-04-05\", \"2017-04-06\", \"2017-04-07\", \"2017-04-10\", \"2017-04-11\", \"2017-04-12\", \"2017-04-13\", \"2017-04-17\", \"2017-04-18\", \"2017-04-19\", \"2017-04-20\", \"2017-04-21\", \"2017-04-24\", \"2017-04-25\", \"2017-04-26\", \"2017-04-27\", \"2017-04-28\", \"2017-05-01\", \"2017-05-02\", \"2017-05-03\", \"2017-05-04\", \"2017-05-05\", \"2017-05-08\", \"2017-05-09\", \"2017-05-10\", \"2017-05-11\", \"2017-05-12\", \"2017-05-15\", \"2017-05-16\", \"2017-05-17\", \"2017-05-18\", \"2017-05-19\", \"2017-05-22\", \"2017-05-23\", \"2017-05-24\", \"2017-05-25\", \"2017-05-26\", \"2017-05-30\", \"2017-05-31\", \"2017-06-01\", \"2017-06-02\", \"2017-06-05\", \"2017-06-06\", \"2017-06-07\", \"2017-06-08\", \"2017-06-09\", \"2017-06-12\", \"2017-06-13\", \"2017-06-14\", \"2017-06-15\", \"2017-06-16\", \"2017-06-19\", \"2017-06-20\", \"2017-06-21\", \"2017-06-22\", \"2017-06-23\", \"2017-06-26\", \"2017-06-27\", \"2017-06-28\", \"2017-06-29\", \"2017-06-30\"], \"y\": [null, 0.9968589988052922, 1.00581271546485, 1.0271548984263341, 1.0288015572045142, 1.027209373690117, 1.0248724877394784, 1.0333703423371887, 1.036408169205976, 1.0312570940817802, 1.0333443733807317, 1.0339141165744716, 1.0447350642225555, 1.0434871665033265, 1.0493685750978115, 1.0498464764326256, 1.0380298545979199, 1.0371739891731913, 1.038093388795139, 1.0312538117396084, 1.0227498829840218, 1.0286569608294291, 1.0480490288500683, 1.058983180221039, 1.0553501676044834, 1.0522982857779222, 1.0544282932888924, 1.0636066492110432, 1.0581217016041156, 1.0622042484434846, 1.0699982004983206, 1.0676177154245037, 1.0565870496406782, 1.055014680610544, 1.0496935199902628, 1.0517631766998545, 1.0451315939469636, 1.0543483188890952, 1.0581442892029218, 1.0557919702358032, 1.0391900938905738, 1.0419014440700827, 1.0430139769625804, 1.0398510798080256, 1.0461602337814904, 1.0540621257588063, 1.0549259539685814, 1.0553947494074956, 1.06574644532155, 1.071977995109422, 1.072728327474445, 1.0718520593790495, 1.0738565692481428, 1.0767374935401843, 1.0817406423981644, 1.0943160986456224, 1.095697291982988, 1.0889299023259393, 1.089019645639672, 1.086237587436501, 1.0820543658797293, 1.0872407186186135, 1.0836937027028333, 1.0776599466804389, 1.0872911759564956, 1.085033085948582, 1.075144481785736, 1.0808669554650743, 1.0732393668339564, 1.0608253874320095, 1.0616022206772482, 1.0845399674677723, 1.0915689909630955, 1.0973877265898822, 1.0908462556821679, 1.105735951266838, 1.112983590691035, 1.116784731313671, 1.1186022075078637, 1.1270033646828734, 1.1218773650409968, 1.1287507857267853, 1.1298007671272354, 1.1337227221265727, 1.1379477799241977, 1.1310529856944331, 1.1273274595055376, 1.1318296629534474, 1.1346580843259462, 1.1315362063569092, 1.1355865492437822, 1.119264381301182, 1.1349766486522928, 1.1344853946304103, 1.133295075866453, 1.1413547698381246, 1.147418202751741, 1.1498784611936441, 1.1473659278221258, 1.1423282676043116, 1.1364081862478244, 1.1453234645843502, 1.1492594275779993, 1.1490764433958853, 1.1499928383694895, 1.1552584298336608, 1.155845948924671, 1.1511880374886232, 1.149867939129247, 1.1475184067492434, 1.146205689922021, 1.1564287277950063, 1.1604579367750543, 1.1590302367938514, 1.1500845011146639, 1.145336392574901, 1.1454012527234951, 1.1520810766379836, 1.1486178562219782, 1.166780664955394, 1.164866314833868, 1.1703647346683144, 1.1780155035496682, 1.1829454756470479, 1.190192221933605, 1.190394724519161, 1.1909162328399046, 1.196332381442121, 1.189159474188055, 1.1862811191753255, 1.1831028017032483, 1.1913668597522413, 1.1906322713486364, 1.1880954440584914, 1.189118114243338, 1.1756229730881764, 1.185681109428295, 1.194277656574827, 1.193055891881328, 1.189248010352986, 1.1886394660800288, 1.1885506419063803, 1.1790087231326927, 1.1543786702781171, 1.1511551647119664, 1.1525835420745036, 1.1386043484174657, 1.150918037164091, 1.150414152924221, 1.1253643149606931, 1.1338053274556368, 1.1327432525467465, 1.1479270598625106, 1.1636432744579561, 1.165987787019079, 1.1800187785108833, 1.1794381609088578, 1.184999614475731, 1.1923441806522, 1.1934850737700726, 1.1858419204026978, 1.191343328181523, 1.1897185941234514, 1.1974453818506872, 1.1952552581803157, 1.1952248887674117, 1.2042856762619092, 1.2083270787490303, 1.202116211845958, 1.219699644133169, 1.2193034374793283, 1.2219908881033352, 1.221419098557729, 1.2190696833125823, 1.2146337993161815, 1.2150447478941073, 1.1996099811464926, 1.1966938782624776, 1.207713656614896, 1.215754076819376, 1.2067041951021609, 1.2113652455027315, 1.2078433330612803, 1.2060727117576824, 1.2118283913196322, 1.2043249383814407, 1.2031370182322592, 1.209699920158908, 1.2196428147302107, 1.2284576911049807, 1.2334228548849802, 1.2372865956399095, 1.1869911467504473, 1.17649336832326, 1.2078948422604632, 1.227732757515059, 1.1868609492906022, 1.1691328978285493, 1.1839919646609, 1.19082845880412, 1.2202856049892832, 1.1838373808954497, 1.1772600111218317, 1.1893843810832734, 1.1741355363972041, 1.1700895753270635, 1.1477326084529766, 1.148374412811696, 1.174033381519224, 1.1717376049149466, 1.17840879266183, 1.1706749748848015, 1.1736062579652762, 1.148640193472777, 1.141270922564047, 1.1451401140477313, 1.1573836949505827, 1.1806490738512405, 1.1867759541208351, 1.1728687046320851, 1.1614578611398574, 1.1608581244668064, 1.180540720528403, 1.181755781094579, 1.2003869400237688, 1.2112225348131234, 1.2268964256827144, 1.2479773133914804, 1.2401999051604755, 1.2419801628020224, 1.2439261214107444, 1.2313675196282239, 1.213505672122398, 1.212825279583967, 1.2336717737268599, 1.2362870421865075, 1.2460440923757277, 1.2427361777769144, 1.240520984026876, 1.2249455964513696, 1.22724992627877, 1.2135235958540758, 1.2102632583421575, 1.2292553506801098, 1.2370793561378752, 1.2394163281405406, 1.2506144127435344, 1.2449236804566794, 1.2671159341242693, 1.2647296998462905, 1.266512632196823, 1.2650537308496599, 1.2773134955309862, 1.2767270456508588, 1.282938226719747, 1.277651370033753, 1.257232254887258, 1.2668058570181053, 1.2591770403917972, 1.2704574482306707, 1.2843552678848518, 1.282240327742142, 1.2808313215189018, 1.2620424534434034, 1.3018324462980724, 1.2919432279249685, 1.3031135706514765, 1.30502972637545, 1.3002577188728912, 1.291930635972816, 1.2920253702987738, 1.2822142512816979, 1.2842235107137645, 1.254058277877012, 1.2443972394019716, 1.2590908904469005, 1.2425669302672255, 1.2428733140902086, 1.2375431444111245, 1.2515430308437716, 1.2531526838387685, 1.2467989125381351, 1.2669181240741396, 1.2700413474185666, 1.2691316392946481, 1.2871496639544293, 1.2959727807922505, 1.295969972458291, 1.2921715374610923, 1.291800143191227, 1.2896360306147, 1.2859734662471576, 1.278874929692989, 1.2742081723579568, 1.2778611999950495, 1.2876985897761921, 1.289139361764069, 1.294960111759592, 1.3037313243658772, 1.3079464305481463, 1.2925689508455582, 1.295563121715901, 1.2931332352164209, 1.2815384858645817, 1.2770802978294913, 1.2904464988087745, 1.3002391592641167, 1.3072544226333096, 1.319171148919818, 1.303700201516257, 1.2924809426576809, 1.3064887803912806, 1.280460327105003, 1.2891854635335913, 1.2878164702487993, 1.2885755324132704, 1.2681940722707585, 1.2703602256058457, 1.2858810825783547, 1.2875537641484156, 1.2591968214265976, 1.2801338157399025, 1.252078468930018, 1.2211765506559267, 1.196833131536422, 1.2057377773473028, 1.1917549940369208, 1.1935176987641636, 1.179411677847625, 1.1951158158471487, 1.2114252763581639, 1.2140350433278169, 1.2410415984172911, 1.2385346997423818, 1.2399249534170096, 1.2583425340844396, 1.2560980404615008, 1.2607488134950937, 1.2768614515568848, 1.2686788304189223, 1.2678301058316819, 1.258481576550122, 1.2562746928580872, 1.256540226411059, 1.2698295788415928, 1.275517764264814, 1.2703401583403764, 1.2677909451637337, 1.2670311269454444, 1.2537350446328515, 1.2520214171657993, 1.2558572274724464, 1.251488188640324, 1.2577535306392416, 1.2622935957898282, 1.2638144173848043, 1.2635081710697877, 1.2570810336535188, 1.2388733886485968, 1.244469835229958, 1.2454666208286398, 1.2514852288557534, 1.228584189891863, 1.2241885825816758, 1.233595184718302, 1.212936635746955, 1.2209873018799324, 1.198148521568079, 1.1871433585637257, 1.1590471790927566, 1.1799430338818404, 1.2040704007432015, 1.2137464152014905, 1.2356622916379691, 1.2467406904921923, 1.243211902712725, 1.2512314916339256, 1.2454368091196124, 1.2403919119506817, 1.2291366334486913, 1.22647167227182, 1.2006028328069862, 1.1764493151093316, 1.178453717016047, 1.1916415118822017, 1.1779333806457386, 1.168957781041695, 1.172899361362938, 1.1765510004630078, 1.1706781014864607, 1.1850951901124205, 1.186934620639436, 1.2043526529732893, 1.2401805358182534, 1.2452348485764013, 1.2410271505959274, 1.2131252237437788, 1.1947456113609942, 1.2000645678821538, 1.2287827398728535, 1.227310429423911, 1.2376382588946642, 1.2232553713856007, 1.2342300890609583, 1.2380801645916304, 1.2278298460568147, 1.2490824755463616, 1.247797147775832, 1.2647780219681424, 1.2730911414579111, 1.2645727786206435, 1.2618518139986883, 1.2651654255407756, 1.262400997184747, 1.2521750974490942, 1.2564841297476734, 1.2685738565823927, 1.283049408009648, 1.285999612583523, 1.3058822960367689, 1.3070254990608992, 1.3046150797872056, 1.3087637360009514, 1.2896998338577859, 1.2935402131260278, 1.2649414305363595, 1.2570422850055347, 1.269440281102703, 1.2550669733147555, 1.2743267673844387, 1.266869810396611, 1.284721134252729, 1.2800841381695025, 1.2847665703634956, 1.279678427779804, 1.293929443028911, 1.2726361963804593, 1.263550630114799, 1.2557075262231467, 1.2674459107567042, 1.252446263887823, 1.2426769611665873, 1.2328036492238315, 1.2382243095956962, 1.240847244828226, 1.2472522614512747, 1.2511275603826957, 1.2556218304571234, 1.2496353173480954, 1.2374448149269648, 1.2406665543670619, 1.2452458201428371, 1.226200088796638, 1.2491154167268137, 1.244589233936544, 1.2571920212912762, 1.26579408979079, 1.2878581697744802, 1.2761009753547792, 1.2757629604395313, 1.2662928150603592, 1.2453009195099767, 1.2542316988610305, 1.2578654944749692, 1.2379566601729681, 1.2270073449192591, 1.238020263261539, 1.252714931415529, 1.2447361737055425, 1.2326155642340169, 1.2292687363285717, 1.2453213255046718, 1.2446549098628545, 1.2455907566783913, 1.2485547301815023, 1.2518491554727893, 1.2610514840672709, 1.2555782554680512, 1.2398900634206096, 1.2525941061303074, 1.2502110003617812, 1.235060641288419, 1.2420298716017122, 1.2481827513251575, 1.2514113556463748, 1.244447611481686, 1.241315139606883, 1.2282905436882396, 1.2255291838428073, 1.2436133628559962, 1.2428575610569648, 1.2357843337696652, 1.2281414834819324, 1.2326117847075715, 1.2368000759710749, 1.2545947283670338, 1.252569697947436, 1.2573736664558812, 1.2619337278207738, 1.248415298777393, 1.2446788543914185, 1.2379002200957407, 1.2131034577404671, 1.2127521586973615, 1.2208244728593813, 1.2268612805915895, 1.222586134313949, 1.2343747329208532, 1.2142220274798317, 1.219225208391637, 1.240964779956313, 1.2647267675972715, 1.282025294659996, 1.2803528752642093, 1.3042135329596505, 1.4302297303231135, 1.4295500220075281, 1.4310531320702793, 1.4268295842283658, 1.3931401448319634, 1.3654013188054468, 1.3656501751575087, 1.3801529205990983, 1.3885733099334203, 1.3913429983720822, 1.380751454669352, 1.3855223808718404, 1.3790868945035095, 1.3922562449717781, 1.3840793628688752, 1.3750883226289763, 1.3816855949514828, 1.405454140510964, 1.408684920717291, 1.4009949048033545, 1.4055529557627582, 1.4126507909137886, 1.404119917825867, 1.4041523182055355, 1.3729188132131862, 1.3138597660770703, 1.2608213093980447, 1.2466201306284976, 1.3205268847786036, 1.3475536185619768, 1.3407049429802096, 1.3226799488295062, 1.285073587126884, 1.313227702713923, 1.306303205385272, 1.2881383557356687, 1.3189757262450856, 1.3103724928644573, 1.3205497806646327, 1.3248215393924911, 1.318287030541964, 1.3419276104660904, 1.3515826032311098, 1.3559233978026333, 1.3331235854616783, 1.341583948674391, 1.318377576262538, 1.3141127407218152, 1.3132366705261294, 1.299185757730593, 1.2661735778474923, 1.2675957950121182, 1.2945490631592418, 1.3038317374561628, 1.334724507587327, 1.3620057210614025, 1.3625276760540685, 1.3683581166872685, 1.3697735730006124, 1.3753233915087346, 1.377983513164541, 1.380482734201151, 1.373092074315554, 1.3960227273907837, 1.397658578665713, 1.4003009622393203, 1.3790021887375266, 1.3673451965153416, 1.3981489707616996, 1.4463797355970907, 1.4540643920746057, 1.4461591711800146, 1.456495410248739, 1.4660543612759824, 1.4548238055058673, 1.472019563144124, 1.4765840656021503, 1.4805065844113425, 1.4822111150253976, 1.481715194551145, 1.4683101716569005, 1.4692618653177039, 1.4727940869524312, 1.4553377507201315, 1.4322100727214624, 1.4531721198651135, 1.448971933125601, 1.4737626524600977, 1.4732223985283714, 1.4909900171665798, 1.4874413872090417, 1.4828242343416826, 1.4821595654787447, 1.4846675632205795, 1.4738339617179341, 1.5004540727181157, 1.4851165364634962, 1.4626549270350255, 1.4813632496886937, 1.468559944288997, 1.4616657672245135, 1.4513941347444752, 1.4504528005732242, 1.4289721796011405, 1.442665425904824, 1.4460623214413129, 1.4748437099835667, 1.4545313050298165, 1.4282949296151213, 1.4365450803068673, 1.4521538521811042, 1.4638051166609962, 1.4598372776133788, 1.4725196541294456, 1.4911820322923592, 1.4823370928206137, 1.4652241452890378, 1.4403219547219344, 1.4422391947099176, 1.4269861530114618, 1.3919078540886962, 1.378389206560325, 1.3822646361583124, 1.40004001305669, 1.3570240450685196, 1.3809352273082804, 1.3499044665520379, 1.3587451644896642, 1.3502488316991346, 1.359209049779996, 1.3855515259737177, 1.3639880991101925, 1.375299779121538, 1.3524248970783737, 1.3806547078131546, 1.4105904787879604, 1.4220208858351882, 1.4167765544476185, 1.394580615155383, 1.3826631081561025, 1.3476147296587562, 1.3449657385101423, 1.3402767481515516, 1.3438740769793036, 1.3354771934497696, 1.3511760083975977, 1.3758603035296408, 1.4010310224748324, 1.3842266271996513, 1.3908562353205753, 1.4093759577571419, 1.3854544405471239, 1.3944726928201243, 1.4078485525575333, 1.403492164060714, 1.3897523153573654, 1.4282386855019749, 1.4260148351077453, 1.422905045810122, 1.4256827769823612, 1.410732025282955, 1.3989286679376567, 1.417256690712312, 1.4230090657144145, 1.4468848395671698, 1.4506466036338423, 1.447775133303291, 1.4597447915074082, 1.4705265611035272, 1.4734543622019596, 1.4809036697766143, 1.4745585891591846, 1.4661314727794013, 1.4632741352068432, 1.4575998272503023, 1.4756647643404814, 1.4817551445118462, 1.4729374177716374, 1.4810682697689785, 1.474827386591155, 1.4659481707778113, 1.482902513706635, 1.4680422958973631, 1.4718023864597614, 1.467617219101559, 1.4828834801624124, 1.5002957835422885, 1.5056705838326954, 1.506704045097586, 1.5175119297193196, 1.5096147608264208, 1.5124337381652055, 1.520102277291994, 1.4828524484659855, 1.4814916000042222, 1.4688494865202042, 1.4689075187487253, 1.4443401120307735, 1.441835757316422, 1.4534125492997483, 1.4401467971627986, 1.4366371200368304, 1.4391717042235874, 1.4522639905263517, 1.4537286494543429, 1.4743035516668919, 1.4573233065439124, 1.453630589479034, 1.4425242268460712, 1.453880805268133, 1.4384906251334597, 1.43904531488421, 1.4285140127065545, 1.4402296841772406, 1.4337533727834475, 1.4567469567599687, 1.4699429977897807, 1.4688933654930743, 1.4826796871792844, 1.484870448147219, 1.483839907527421, 1.482756893099935, 1.476399654356758, 1.4745222952259898, 1.4795788416819586, 1.495078976118108, 1.494451519290231, 1.4794603131860027, 1.473589445047272, 1.4735096713588434, 1.4712193107718494, 1.4638977562316373, 1.443942937612595, 1.451056902148291, 1.4550719815173894, 1.4544856978007215, 1.4686508420540327, 1.4099756202324905, 1.3916167375112052, 1.4141137469142095, 1.430409844806372, 1.4468278353335533, 1.4560048804431696, 1.4455615977338185, 1.453069167977802, 1.453007502012338, 1.4774410092092665, 1.4920741860205737, 1.503889384416467, 1.5035912418056532, 1.5161337407253546, 1.5151384883050694, 1.535273427909759, 1.534461604162316, 1.540115434576905, 1.536814980560021, 1.5480404198590798, 1.5438644104658743, 1.5484893152067911, 1.5501274896303245, 1.556036436685545, 1.5809621175359831, 1.5888188874742109, 1.5815118450494223, 1.5854737442222657, 1.5838250421208298, 1.6000138804606328, 1.5985766354163946, 1.5994636867105174, 1.5983396766849949, 1.6033980633468399, 1.5994810103519606, 1.602980705934964, 1.5957455618802838, 1.6022968798514663, 1.6023643547098245, 1.5972364942957227, 1.5931246216468982, 1.594496313733371, 1.5880105712752828, 1.5834370472975947, 1.5835220614369612, 1.591649602859074, 1.5860711662294222, 1.5824930219488151, 1.5843859454719487, 1.5920218211363444, 1.6060248621123256, 1.6068470610052754, 1.6028724349662575, 1.5683333665103822, 1.5905585197409584, 1.5689730028096647, 1.5702994183838834, 1.5870774194917976, 1.57968460085103, 1.5768983899159876, 1.581181243049518, 1.5967099857095297, 1.6110869548800149, 1.604616557475282, 1.58659928614778, 1.5991627392095522, 1.6055608579373848, 1.594085096132092, 1.6032963229059076, 1.5982057602519204, 1.5959067880771334, 1.6000988579416393, 1.6014978637250417, 1.5957437258287597, 1.6104511923370346, 1.5972221565422788, 1.5986457929009483, 1.5908469241390588, 1.5916690568498353, 1.5911718728095856, 1.6067592158138606, 1.6162636056767905, 1.5957709208745983, 1.5975261988150187, 1.6109213580808226, 1.6046823620576816, 1.5975983895242718, 1.5919977912135261, 1.5905775671137183, 1.579912341155402, 1.5719278030767632, 1.553587114449671, 1.5433646053191779, 1.5401985081524368, 1.575465222124073, 1.5855482411823676, 1.5957517805172698, 1.5786522860200654, 1.5704707419374764, 1.5548288292375487, 1.5820344121078564, 1.5848887195240082, 1.595269162986693, 1.5868051183075382, 1.602669382143106, 1.604442974465254, 1.6012554320794021, 1.605840099565062, 1.606498012678581, 1.6095226098309323, 1.597855340926134, 1.5867874310963412, 1.5888299893729467, 1.604053701005672, 1.6048063937250772, 1.6327001765385618, 1.6341278505238432, 1.6538082581726052, 1.651882041605751, 1.6631921810151582, 1.6585661340455091, 1.6613087410538474, 1.6540287450080184, 1.6572605296031633, 1.6630325421320766, 1.6593555135055547, 1.6570648414594416, 1.6560013288271545, 1.660696714418687, 1.6486156121881066, 1.6465832274840895, 1.6318642065935467, 1.6510893509521396, 1.6547211593250557, 1.6585995040850585, 1.6766024040915848, 1.6745846703042917, 1.6737077169283745, 1.6799938060931796, 1.678100539380962, 1.6804300526170524, 1.6748342082649328, 1.6774384140367482, 1.675025013307649, 1.6838577488028994, 1.6950071815784467, 1.7037751845168838, 1.7201182813344458, 1.7205120898603647, 1.7110728020423722, 1.6851692095442714, 1.677037959487353, 1.6736586328908096, 1.67716248994633, 1.6866925108791113, 1.685574037487015, 1.6935401336430094, 1.6959319385287734, 1.7000485792984885, 1.7094980092010637, 1.717526311757221, 1.7230688058193677, 1.7269120721456928, 1.7280154775322305, 1.7335459178779864, 1.7403189747349863, 1.7391211095580432, 1.7358658222642802, 1.7375747456268464, 1.7424396454526645, 1.7353946335036405, 1.7611486078909102, 1.7480429953647536, 1.7472492164175488, 1.743814236607274, 1.7433873681028789, 1.740431430411146, 1.7438659800901695, 1.749097510471755, 1.7525867710029226, 1.7484583557065123, 1.759189315274995, 1.7580917295249627, 1.7611805400647915, 1.755670902787973, 1.7295592777122137, 1.7316916041198116, 1.7203838255817807, 1.7145829450321928, 1.7173372477745272, 1.7264788530534516, 1.7350119128481418, 1.7393189913423586, 1.7343541552774007, 1.7414695862572473, 1.7427546278431503, 1.7348862923639852, 1.7339132888729218, 1.7304504247409502, 1.7317628248761467, 1.72967121201976, 1.7258750772362506, 1.7181933123313915, 1.738850767722418, 1.7347850712309636, 1.7342258551911796, 1.7415491255477493, 1.738619422585625, 1.7648835587983664, 1.783256676077702, 1.7837138092039666, 1.7893867499938643, 1.8147989701867078, 1.8204861599344873, 1.8237310617666096, 1.8329043398543725, 1.8361269905403432, 1.8353469249455008, 1.8402589698901892, 1.8393462813679224, 1.8375083559529455, 1.8382147567205562, 1.8376728371719286, 1.8469349978755565, 1.85139966282217, 1.810713671388389, 1.8209042319222413, 1.829602782047705, 1.8419597876223437, 1.8502077531978316, 1.8581948534835735, 1.8753341318846883, 1.8786888882877864, 1.8789125345706976, 1.871034126648921, 1.8803574856186434, 1.891886870451396, 1.8961037765575386, 1.8868763991596047, 1.8911925376572, 1.8953784213159746, 1.8692712072817896, 1.8629773021138434, 1.8749711145809447, 1.8688267563076117, 1.8618059884797384, 1.8601027055045392, 1.8825932837484811, 1.868373646237812, 1.8749394111945779, 1.8732633073879386, 1.883416594214787, 1.8722830649395885, 1.844713922347815, 1.8643533682809477, 1.8361071624027934, 1.8336640503815826], \"line\": {\"color\": \"#2D3ECF\"}}], {\"title\": \"Smart Beta ETF vs Index\", \"xaxis\": {\"title\": \"Date\"}, \"yaxis\": {\"title\": \"Cumulative Returns\", \"range\": [0, 3]}}, {\"showLink\": false, \"linkText\": \"Export to plot.ly\", \"displayModeBar\": false})});</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "index_weighted_cumulative_returns = calculate_cumulative_returns(index_weighted_returns)\n",
    "etf_weighted_cumulative_returns = calculate_cumulative_returns(etf_weighted_returns)\n",
    "project_helper.plot_benchmark_returns(index_weighted_cumulative_returns, etf_weighted_cumulative_returns, 'Smart Beta ETF vs Index')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tracking Error\n",
    "In order to check the performance of the smart beta portfolio, we can calculate the annualized tracking error against the index. Implement `tracking_error` to return the tracking error between the ETF and benchmark.\n",
    "\n",
    "For reference, we'll be using the following annualized tracking error function:\n",
    "\n",
    "\n",
    "<center> $$ TE = \\sqrt{252} * SampleStdev(r_p - r_b) $$ </center>\n",
    "\n",
    "\n",
    "Where $ r_p $ is the portfolio/ETF returns and $ r_b $ is the benchmark returns.\n",
    "\n",
    "_Note: When calculating the sample standard deviation, the delta degrees of freedom is 1, which is the also the default value._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "def tracking_error(benchmark_returns_by_date, etf_returns_by_date):\n",
    "    \"\"\"\n",
    "    Calculate the tracking error.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    benchmark_returns_by_date : Pandas Series\n",
    "        The benchmark returns for each date\n",
    "    etf_returns_by_date : Pandas Series\n",
    "        The ETF returns for each date\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    tracking_error : float\n",
    "        The tracking error\n",
    "    \"\"\"\n",
    "    assert benchmark_returns_by_date.index.equals(etf_returns_by_date.index)\n",
    "    \n",
    "    #TODO: Implement function\n",
    "    \n",
    "    daily_tracking_error = np.std((etf_returns_by_date - benchmark_returns_by_date)[1:], ddof = 1)\n",
    "    \n",
    "    # first entry is excluded because it is Nan\n",
    "\n",
    "    return np.sqrt(252) * daily_tracking_error\n",
    "\n",
    "project_tests.test_tracking_error(tracking_error)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View Data\n",
    "Let's generate the tracking error using `tracking_error`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Smart Beta Tracking Error: 0.09940101796032481\n"
     ]
    }
   ],
   "source": [
    "smart_beta_tracking_error = tracking_error(np.sum(index_weighted_returns, 1), np.sum(etf_weighted_returns, 1))\n",
    "print('Smart Beta Tracking Error: {}'.format(smart_beta_tracking_error))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 2: Portfolio Optimization\n",
    "\n",
    "Now, let's create a second portfolio.  We'll still reuse the market cap weighted index, but this will be independent of the dividend-weighted portfolio that we created in part 1.\n",
    "\n",
    "We want to both minimize the portfolio variance and also want to closely track a market cap weighted index.  In other words, we're trying to minimize the distance between the weights of our portfolio and the weights of the index.\n",
    "\n",
    "$Minimize \\left [ \\sigma^2_p + \\lambda \\sqrt{\\sum_{1}^{m}(weight_i - indexWeight_i)^2} \\right  ]$ where $m$ is the number of stocks in the portfolio, and $\\lambda$ is a scaling factor that you can choose.\n",
    "\n",
    "Why are we doing this? One way that investors evaluate a fund is by how well it tracks its index. The fund is still expected to deviate from the index within a certain range in order to improve fund performance.  A way for a fund to track the performance of its benchmark is by keeping its asset weights similar to the weights of the index.  We’d expect that if the fund has the same stocks as the benchmark, and also the same weights for each stock as the benchmark, the fund would yield about the same returns as the benchmark. By minimizing a linear combination of both the portfolio risk and distance between portfolio and benchmark weights, we attempt to balance the desire to minimize portfolio variance with the goal of tracking the index.\n",
    "\n",
    "\n",
    "## Covariance\n",
    "Implement `get_covariance_returns` to calculate the covariance of the `returns`. We'll use this to calculate the portfolio variance.\n",
    "\n",
    "If we have $m$ stock series, the covariance matrix is an $m \\times m$ matrix containing the covariance between each pair of stocks.  We can use [`Numpy.cov`](https://docs.scipy.org/doc/numpy/reference/generated/numpy.cov.html) to get the covariance.  We give it a 2D array in which each row is a stock series, and each column is an observation at the same period of time. For any `NaN` values, you can replace them with zeros using the [`DataFrame.fillna`](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.fillna.html) function.\n",
    "\n",
    "The covariance matrix $\\mathbf{P} = \n",
    "\\begin{bmatrix}\n",
    "\\sigma^2_{1,1} & ... & \\sigma^2_{1,m} \\\\ \n",
    "... & ... & ...\\\\\n",
    "\\sigma_{m,1} & ... & \\sigma^2_{m,m}  \\\\\n",
    "\\end{bmatrix}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "def get_covariance_returns(returns):\n",
    "    \"\"\"\n",
    "    Calculate covariance matrices.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    returns : DataFrame\n",
    "        Returns for each ticker and date\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    returns_covariance  : 2 dimensional Ndarray\n",
    "        The covariance of the returns\n",
    "    \"\"\"\n",
    "    r = returns.fillna(0)\n",
    "    \n",
    "    cov = np.cov(r, rowvar = False)\n",
    "    \n",
    "    return cov\n",
    "\n",
    "project_tests.test_get_covariance_returns(get_covariance_returns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View Data\n",
    "Let's look at the covariance generated from `get_covariance_returns`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "The graph for Covariance Returns Correlation Matrix is too large. You can view it <a href=\"graphs/CovarianceReturnsCorrelationMatrix.html\" target=\"_blank\">here</a>."
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "covariance_returns = get_covariance_returns(returns)\n",
    "covariance_returns = pd.DataFrame(covariance_returns, returns.columns, returns.columns)\n",
    "\n",
    "covariance_returns_correlation = np.linalg.inv(np.diag(np.sqrt(np.diag(covariance_returns))))\n",
    "covariance_returns_correlation = pd.DataFrame(\n",
    "    covariance_returns_correlation.dot(covariance_returns).dot(covariance_returns_correlation),\n",
    "    covariance_returns.index,\n",
    "    covariance_returns.columns)\n",
    "\n",
    "project_helper.plot_covariance_returns_correlation(\n",
    "    covariance_returns_correlation,\n",
    "    'Covariance Returns Correlation Matrix')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### portfolio variance\n",
    "We can write the portfolio variance $\\sigma^2_p = \\mathbf{x^T} \\mathbf{P} \\mathbf{x}$\n",
    "\n",
    "Recall that the $\\mathbf{x^T} \\mathbf{P} \\mathbf{x}$ is called the quadratic form.\n",
    "We can use the cvxpy function `quad_form(x,P)` to get the quadratic form.\n",
    "\n",
    "### Distance from index weights\n",
    "We want portfolio weights that track the index closely.  So we want to minimize the distance between them.\n",
    "Recall from the Pythagorean theorem that you can get the distance between two points in an x,y plane by adding the square of the x and y distances and taking the square root.  Extending this to any number of dimensions is called the L2 norm.  So: $\\sqrt{\\sum_{1}^{n}(weight_i - indexWeight_i)^2}$  Can also be written as $\\left \\| \\mathbf{x} - \\mathbf{index} \\right \\|_2$.  There's a cvxpy function called [norm()](https://www.cvxpy.org/api_reference/cvxpy.atoms.other_atoms.html#norm)\n",
    "`norm(x, p=2, axis=None)`.  The default is already set to find an L2 norm, so you would pass in one argument, which is the difference between your portfolio weights and the index weights.\n",
    "\n",
    "### objective function\n",
    "We want to minimize both the portfolio variance and the distance of the portfolio weights from the index weights.\n",
    "We also want to choose a `scale` constant, which is $\\lambda$ in the expression. \n",
    "\n",
    "$\\mathbf{x^T} \\mathbf{P} \\mathbf{x} + \\lambda \\left \\| \\mathbf{x} - \\mathbf{index} \\right \\|_2$\n",
    "\n",
    "\n",
    "This lets us choose how much priority we give to minimizing the difference from the index, relative to minimizing the variance of the portfolio.  If you choose a higher value for `scale` ($\\lambda$).\n",
    "\n",
    "We can find the objective function using cvxpy `objective = cvx.Minimize()`.  Can you guess what to pass into this function?\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### constraints\n",
    "We can also define our constraints in a list.  For example, you'd want the weights to sum to one. So $\\sum_{1}^{n}x = 1$.  You may also need to go long only, which means no shorting, so no negative weights.  So $x_i >0 $ for all $i$. you could save a variable as `[x >= 0, sum(x) == 1]`, where x was created using `cvx.Variable()`.\n",
    "\n",
    "### optimization\n",
    "So now that we have our objective function and constraints, we can solve for the values of $\\mathbf{x}$.\n",
    "cvxpy has the constructor `Problem(objective, constraints)`, which returns a `Problem` object.\n",
    "\n",
    "The `Problem` object has a function solve(), which returns the minimum of the solution.  In this case, this is the minimum variance of the portfolio.\n",
    "\n",
    "It also updates the vector $\\mathbf{x}$.\n",
    "\n",
    "We can check out the values of $x_A$ and $x_B$ that gave the minimum portfolio variance by using `x.value`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "import cvxpy as cvx\n",
    "\n",
    "def get_optimal_weights(covariance_returns, index_weights, scale=2.0):\n",
    "    \"\"\"\n",
    "    Find the optimal weights.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    covariance_returns : 2 dimensional Ndarray\n",
    "        The covariance of the returns\n",
    "    index_weights : Pandas Series\n",
    "        Index weights for all tickers at a period in time\n",
    "    scale : int\n",
    "        The penalty factor for weights the deviate from the index \n",
    "    Returns\n",
    "    -------\n",
    "    x : 1 dimensional Ndarray\n",
    "        The solution for x\n",
    "    \"\"\"\n",
    "    assert len(covariance_returns.shape) == 2\n",
    "    assert len(index_weights.shape) == 1\n",
    "    assert covariance_returns.shape[0] == covariance_returns.shape[1]  == index_weights.shape[0]\n",
    "\n",
    "    # Number of index weights\n",
    "    num_weights = len(index_weights)\n",
    "    \n",
    "    # variable to be optimized\n",
    "    x = cvx.Variable(num_weights)\n",
    "    \n",
    "    # portfolio variance\n",
    "    portfolio_variance = cvx.quad_form(x, covariance_returns)\n",
    "    \n",
    "    # distance to index\n",
    "    distance_to_index = cvx.norm(x - index_weights)\n",
    "    \n",
    "    # objective function\n",
    "    objective = cvx.Minimize(portfolio_variance + scale * distance_to_index)\n",
    "    \n",
    "    # constraints\n",
    "    constraints = [x >= 0, sum(x) == 1]\n",
    "    \n",
    "    # solving the objective\n",
    "    problem = cvx.Problem(objective, constraints)\n",
    "    problem.solve()\n",
    "    \n",
    "    # optimized weights\n",
    "    x = x.value\n",
    "    return x\n",
    "\n",
    "project_tests.test_get_optimal_weights(get_optimal_weights)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Optimized Portfolio\n",
    "Using the `get_optimal_weights` function, let's generate the optimal ETF weights without rebalancing. We can do this by feeding in the covariance of the entire history of data. We also need to feed in a set of index weights. We'll go with the average weights of the index over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_optimal_single_rebalance_etf_weights = get_optimal_weights(covariance_returns.values, index_weights.iloc[-1])\n",
    "optimal_single_rebalance_etf_weights = pd.DataFrame(\n",
    "    np.tile(raw_optimal_single_rebalance_etf_weights, (len(returns.index), 1)),\n",
    "    returns.index,\n",
    "    returns.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With our ETF weights built, let's compare it to the index. Run the next cell to calculate the ETF returns and compare it to the index returns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "line": {
          "color": "#B6B2CF"
         },
         "name": "Index",
         "type": "scatter",
         "x": [
          "2013-07-01",
          "2013-07-02",
          "2013-07-03",
          "2013-07-05",
          "2013-07-08",
          "2013-07-09",
          "2013-07-10",
          "2013-07-11",
          "2013-07-12",
          "2013-07-15",
          "2013-07-16",
          "2013-07-17",
          "2013-07-18",
          "2013-07-19",
          "2013-07-22",
          "2013-07-23",
          "2013-07-24",
          "2013-07-25",
          "2013-07-26",
          "2013-07-29",
          "2013-07-30",
          "2013-07-31",
          "2013-08-01",
          "2013-08-02",
          "2013-08-05",
          "2013-08-06",
          "2013-08-07",
          "2013-08-08",
          "2013-08-09",
          "2013-08-12",
          "2013-08-13",
          "2013-08-14",
          "2013-08-15",
          "2013-08-16",
          "2013-08-19",
          "2013-08-20",
          "2013-08-21",
          "2013-08-22",
          "2013-08-23",
          "2013-08-26",
          "2013-08-27",
          "2013-08-28",
          "2013-08-29",
          "2013-08-30",
          "2013-09-03",
          "2013-09-04",
          "2013-09-05",
          "2013-09-06",
          "2013-09-09",
          "2013-09-10",
          "2013-09-11",
          "2013-09-12",
          "2013-09-13",
          "2013-09-16",
          "2013-09-17",
          "2013-09-18",
          "2013-09-19",
          "2013-09-20",
          "2013-09-23",
          "2013-09-24",
          "2013-09-25",
          "2013-09-26",
          "2013-09-27",
          "2013-09-30",
          "2013-10-01",
          "2013-10-02",
          "2013-10-03",
          "2013-10-04",
          "2013-10-07",
          "2013-10-08",
          "2013-10-09",
          "2013-10-10",
          "2013-10-11",
          "2013-10-14",
          "2013-10-15",
          "2013-10-16",
          "2013-10-17",
          "2013-10-18",
          "2013-10-21",
          "2013-10-22",
          "2013-10-23",
          "2013-10-24",
          "2013-10-25",
          "2013-10-28",
          "2013-10-29",
          "2013-10-30",
          "2013-10-31",
          "2013-11-01",
          "2013-11-04",
          "2013-11-05",
          "2013-11-06",
          "2013-11-07",
          "2013-11-08",
          "2013-11-11",
          "2013-11-12",
          "2013-11-13",
          "2013-11-14",
          "2013-11-15",
          "2013-11-18",
          "2013-11-19",
          "2013-11-20",
          "2013-11-21",
          "2013-11-22",
          "2013-11-25",
          "2013-11-26",
          "2013-11-27",
          "2013-11-29",
          "2013-12-02",
          "2013-12-03",
          "2013-12-04",
          "2013-12-05",
          "2013-12-06",
          "2013-12-09",
          "2013-12-10",
          "2013-12-11",
          "2013-12-12",
          "2013-12-13",
          "2013-12-16",
          "2013-12-17",
          "2013-12-18",
          "2013-12-19",
          "2013-12-20",
          "2013-12-23",
          "2013-12-24",
          "2013-12-26",
          "2013-12-27",
          "2013-12-30",
          "2013-12-31",
          "2014-01-02",
          "2014-01-03",
          "2014-01-06",
          "2014-01-07",
          "2014-01-08",
          "2014-01-09",
          "2014-01-10",
          "2014-01-13",
          "2014-01-14",
          "2014-01-15",
          "2014-01-16",
          "2014-01-17",
          "2014-01-21",
          "2014-01-22",
          "2014-01-23",
          "2014-01-24",
          "2014-01-27",
          "2014-01-28",
          "2014-01-29",
          "2014-01-30",
          "2014-01-31",
          "2014-02-03",
          "2014-02-04",
          "2014-02-05",
          "2014-02-06",
          "2014-02-07",
          "2014-02-10",
          "2014-02-11",
          "2014-02-12",
          "2014-02-13",
          "2014-02-14",
          "2014-02-18",
          "2014-02-19",
          "2014-02-20",
          "2014-02-21",
          "2014-02-24",
          "2014-02-25",
          "2014-02-26",
          "2014-02-27",
          "2014-02-28",
          "2014-03-03",
          "2014-03-04",
          "2014-03-05",
          "2014-03-06",
          "2014-03-07",
          "2014-03-10",
          "2014-03-11",
          "2014-03-12",
          "2014-03-13",
          "2014-03-14",
          "2014-03-17",
          "2014-03-18",
          "2014-03-19",
          "2014-03-20",
          "2014-03-21",
          "2014-03-24",
          "2014-03-25",
          "2014-03-26",
          "2014-03-27",
          "2014-03-28",
          "2014-03-31",
          "2014-04-01",
          "2014-04-02",
          "2014-04-03",
          "2014-04-04",
          "2014-04-07",
          "2014-04-08",
          "2014-04-09",
          "2014-04-10",
          "2014-04-11",
          "2014-04-14",
          "2014-04-15",
          "2014-04-16",
          "2014-04-17",
          "2014-04-21",
          "2014-04-22",
          "2014-04-23",
          "2014-04-24",
          "2014-04-25",
          "2014-04-28",
          "2014-04-29",
          "2014-04-30",
          "2014-05-01",
          "2014-05-02",
          "2014-05-05",
          "2014-05-06",
          "2014-05-07",
          "2014-05-08",
          "2014-05-09",
          "2014-05-12",
          "2014-05-13",
          "2014-05-14",
          "2014-05-15",
          "2014-05-16",
          "2014-05-19",
          "2014-05-20",
          "2014-05-21",
          "2014-05-22",
          "2014-05-23",
          "2014-05-27",
          "2014-05-28",
          "2014-05-29",
          "2014-05-30",
          "2014-06-02",
          "2014-06-03",
          "2014-06-04",
          "2014-06-05",
          "2014-06-06",
          "2014-06-09",
          "2014-06-10",
          "2014-06-11",
          "2014-06-12",
          "2014-06-13",
          "2014-06-16",
          "2014-06-17",
          "2014-06-18",
          "2014-06-19",
          "2014-06-20",
          "2014-06-23",
          "2014-06-24",
          "2014-06-25",
          "2014-06-26",
          "2014-06-27",
          "2014-06-30",
          "2014-07-01",
          "2014-07-02",
          "2014-07-03",
          "2014-07-07",
          "2014-07-08",
          "2014-07-09",
          "2014-07-10",
          "2014-07-11",
          "2014-07-14",
          "2014-07-15",
          "2014-07-16",
          "2014-07-17",
          "2014-07-18",
          "2014-07-21",
          "2014-07-22",
          "2014-07-23",
          "2014-07-24",
          "2014-07-25",
          "2014-07-28",
          "2014-07-29",
          "2014-07-30",
          "2014-07-31",
          "2014-08-01",
          "2014-08-04",
          "2014-08-05",
          "2014-08-06",
          "2014-08-07",
          "2014-08-08",
          "2014-08-11",
          "2014-08-12",
          "2014-08-13",
          "2014-08-14",
          "2014-08-15",
          "2014-08-18",
          "2014-08-19",
          "2014-08-20",
          "2014-08-21",
          "2014-08-22",
          "2014-08-25",
          "2014-08-26",
          "2014-08-27",
          "2014-08-28",
          "2014-08-29",
          "2014-09-02",
          "2014-09-03",
          "2014-09-04",
          "2014-09-05",
          "2014-09-08",
          "2014-09-09",
          "2014-09-10",
          "2014-09-11",
          "2014-09-12",
          "2014-09-15",
          "2014-09-16",
          "2014-09-17",
          "2014-09-18",
          "2014-09-19",
          "2014-09-22",
          "2014-09-23",
          "2014-09-24",
          "2014-09-25",
          "2014-09-26",
          "2014-09-29",
          "2014-09-30",
          "2014-10-01",
          "2014-10-02",
          "2014-10-03",
          "2014-10-06",
          "2014-10-07",
          "2014-10-08",
          "2014-10-09",
          "2014-10-10",
          "2014-10-13",
          "2014-10-14",
          "2014-10-15",
          "2014-10-16",
          "2014-10-17",
          "2014-10-20",
          "2014-10-21",
          "2014-10-22",
          "2014-10-23",
          "2014-10-24",
          "2014-10-27",
          "2014-10-28",
          "2014-10-29",
          "2014-10-30",
          "2014-10-31",
          "2014-11-03",
          "2014-11-04",
          "2014-11-05",
          "2014-11-06",
          "2014-11-07",
          "2014-11-10",
          "2014-11-11",
          "2014-11-12",
          "2014-11-13",
          "2014-11-14",
          "2014-11-17",
          "2014-11-18",
          "2014-11-19",
          "2014-11-20",
          "2014-11-21",
          "2014-11-24",
          "2014-11-25",
          "2014-11-26",
          "2014-11-28",
          "2014-12-01",
          "2014-12-02",
          "2014-12-03",
          "2014-12-04",
          "2014-12-05",
          "2014-12-08",
          "2014-12-09",
          "2014-12-10",
          "2014-12-11",
          "2014-12-12",
          "2014-12-15",
          "2014-12-16",
          "2014-12-17",
          "2014-12-18",
          "2014-12-19",
          "2014-12-22",
          "2014-12-23",
          "2014-12-24",
          "2014-12-26",
          "2014-12-29",
          "2014-12-30",
          "2014-12-31",
          "2015-01-02",
          "2015-01-05",
          "2015-01-06",
          "2015-01-07",
          "2015-01-08",
          "2015-01-09",
          "2015-01-12",
          "2015-01-13",
          "2015-01-14",
          "2015-01-15",
          "2015-01-16",
          "2015-01-20",
          "2015-01-21",
          "2015-01-22",
          "2015-01-23",
          "2015-01-26",
          "2015-01-27",
          "2015-01-28",
          "2015-01-29",
          "2015-01-30",
          "2015-02-02",
          "2015-02-03",
          "2015-02-04",
          "2015-02-05",
          "2015-02-06",
          "2015-02-09",
          "2015-02-10",
          "2015-02-11",
          "2015-02-12",
          "2015-02-13",
          "2015-02-17",
          "2015-02-18",
          "2015-02-19",
          "2015-02-20",
          "2015-02-23",
          "2015-02-24",
          "2015-02-25",
          "2015-02-26",
          "2015-02-27",
          "2015-03-02",
          "2015-03-03",
          "2015-03-04",
          "2015-03-05",
          "2015-03-06",
          "2015-03-09",
          "2015-03-10",
          "2015-03-11",
          "2015-03-12",
          "2015-03-13",
          "2015-03-16",
          "2015-03-17",
          "2015-03-18",
          "2015-03-19",
          "2015-03-20",
          "2015-03-23",
          "2015-03-24",
          "2015-03-25",
          "2015-03-26",
          "2015-03-27",
          "2015-03-30",
          "2015-03-31",
          "2015-04-01",
          "2015-04-02",
          "2015-04-06",
          "2015-04-07",
          "2015-04-08",
          "2015-04-09",
          "2015-04-10",
          "2015-04-13",
          "2015-04-14",
          "2015-04-15",
          "2015-04-16",
          "2015-04-17",
          "2015-04-20",
          "2015-04-21",
          "2015-04-22",
          "2015-04-23",
          "2015-04-24",
          "2015-04-27",
          "2015-04-28",
          "2015-04-29",
          "2015-04-30",
          "2015-05-01",
          "2015-05-04",
          "2015-05-05",
          "2015-05-06",
          "2015-05-07",
          "2015-05-08",
          "2015-05-11",
          "2015-05-12",
          "2015-05-13",
          "2015-05-14",
          "2015-05-15",
          "2015-05-18",
          "2015-05-19",
          "2015-05-20",
          "2015-05-21",
          "2015-05-22",
          "2015-05-26",
          "2015-05-27",
          "2015-05-28",
          "2015-05-29",
          "2015-06-01",
          "2015-06-02",
          "2015-06-03",
          "2015-06-04",
          "2015-06-05",
          "2015-06-08",
          "2015-06-09",
          "2015-06-10",
          "2015-06-11",
          "2015-06-12",
          "2015-06-15",
          "2015-06-16",
          "2015-06-17",
          "2015-06-18",
          "2015-06-19",
          "2015-06-22",
          "2015-06-23",
          "2015-06-24",
          "2015-06-25",
          "2015-06-26",
          "2015-06-29",
          "2015-06-30",
          "2015-07-01",
          "2015-07-02",
          "2015-07-06",
          "2015-07-07",
          "2015-07-08",
          "2015-07-09",
          "2015-07-10",
          "2015-07-13",
          "2015-07-14",
          "2015-07-15",
          "2015-07-16",
          "2015-07-17",
          "2015-07-20",
          "2015-07-21",
          "2015-07-22",
          "2015-07-23",
          "2015-07-24",
          "2015-07-27",
          "2015-07-28",
          "2015-07-29",
          "2015-07-30",
          "2015-07-31",
          "2015-08-03",
          "2015-08-04",
          "2015-08-05",
          "2015-08-06",
          "2015-08-07",
          "2015-08-10",
          "2015-08-11",
          "2015-08-12",
          "2015-08-13",
          "2015-08-14",
          "2015-08-17",
          "2015-08-18",
          "2015-08-19",
          "2015-08-20",
          "2015-08-21",
          "2015-08-24",
          "2015-08-25",
          "2015-08-26",
          "2015-08-27",
          "2015-08-28",
          "2015-08-31",
          "2015-09-01",
          "2015-09-02",
          "2015-09-03",
          "2015-09-04",
          "2015-09-08",
          "2015-09-09",
          "2015-09-10",
          "2015-09-11",
          "2015-09-14",
          "2015-09-15",
          "2015-09-16",
          "2015-09-17",
          "2015-09-18",
          "2015-09-21",
          "2015-09-22",
          "2015-09-23",
          "2015-09-24",
          "2015-09-25",
          "2015-09-28",
          "2015-09-29",
          "2015-09-30",
          "2015-10-01",
          "2015-10-02",
          "2015-10-05",
          "2015-10-06",
          "2015-10-07",
          "2015-10-08",
          "2015-10-09",
          "2015-10-12",
          "2015-10-13",
          "2015-10-14",
          "2015-10-15",
          "2015-10-16",
          "2015-10-19",
          "2015-10-20",
          "2015-10-21",
          "2015-10-22",
          "2015-10-23",
          "2015-10-26",
          "2015-10-27",
          "2015-10-28",
          "2015-10-29",
          "2015-10-30",
          "2015-11-02",
          "2015-11-03",
          "2015-11-04",
          "2015-11-05",
          "2015-11-06",
          "2015-11-09",
          "2015-11-10",
          "2015-11-11",
          "2015-11-12",
          "2015-11-13",
          "2015-11-16",
          "2015-11-17",
          "2015-11-18",
          "2015-11-19",
          "2015-11-20",
          "2015-11-23",
          "2015-11-24",
          "2015-11-25",
          "2015-11-27",
          "2015-11-30",
          "2015-12-01",
          "2015-12-02",
          "2015-12-03",
          "2015-12-04",
          "2015-12-07",
          "2015-12-08",
          "2015-12-09",
          "2015-12-10",
          "2015-12-11",
          "2015-12-14",
          "2015-12-15",
          "2015-12-16",
          "2015-12-17",
          "2015-12-18",
          "2015-12-21",
          "2015-12-22",
          "2015-12-23",
          "2015-12-24",
          "2015-12-28",
          "2015-12-29",
          "2015-12-30",
          "2015-12-31",
          "2016-01-04",
          "2016-01-05",
          "2016-01-06",
          "2016-01-07",
          "2016-01-08",
          "2016-01-11",
          "2016-01-12",
          "2016-01-13",
          "2016-01-14",
          "2016-01-15",
          "2016-01-19",
          "2016-01-20",
          "2016-01-21",
          "2016-01-22",
          "2016-01-25",
          "2016-01-26",
          "2016-01-27",
          "2016-01-28",
          "2016-01-29",
          "2016-02-01",
          "2016-02-02",
          "2016-02-03",
          "2016-02-04",
          "2016-02-05",
          "2016-02-08",
          "2016-02-09",
          "2016-02-10",
          "2016-02-11",
          "2016-02-12",
          "2016-02-16",
          "2016-02-17",
          "2016-02-18",
          "2016-02-19",
          "2016-02-22",
          "2016-02-23",
          "2016-02-24",
          "2016-02-25",
          "2016-02-26",
          "2016-02-29",
          "2016-03-01",
          "2016-03-02",
          "2016-03-03",
          "2016-03-04",
          "2016-03-07",
          "2016-03-08",
          "2016-03-09",
          "2016-03-10",
          "2016-03-11",
          "2016-03-14",
          "2016-03-15",
          "2016-03-16",
          "2016-03-17",
          "2016-03-18",
          "2016-03-21",
          "2016-03-22",
          "2016-03-23",
          "2016-03-24",
          "2016-03-28",
          "2016-03-29",
          "2016-03-30",
          "2016-03-31",
          "2016-04-01",
          "2016-04-04",
          "2016-04-05",
          "2016-04-06",
          "2016-04-07",
          "2016-04-08",
          "2016-04-11",
          "2016-04-12",
          "2016-04-13",
          "2016-04-14",
          "2016-04-15",
          "2016-04-18",
          "2016-04-19",
          "2016-04-20",
          "2016-04-21",
          "2016-04-22",
          "2016-04-25",
          "2016-04-26",
          "2016-04-27",
          "2016-04-28",
          "2016-04-29",
          "2016-05-02",
          "2016-05-03",
          "2016-05-04",
          "2016-05-05",
          "2016-05-06",
          "2016-05-09",
          "2016-05-10",
          "2016-05-11",
          "2016-05-12",
          "2016-05-13",
          "2016-05-16",
          "2016-05-17",
          "2016-05-18",
          "2016-05-19",
          "2016-05-20",
          "2016-05-23",
          "2016-05-24",
          "2016-05-25",
          "2016-05-26",
          "2016-05-27",
          "2016-05-31",
          "2016-06-01",
          "2016-06-02",
          "2016-06-03",
          "2016-06-06",
          "2016-06-07",
          "2016-06-08",
          "2016-06-09",
          "2016-06-10",
          "2016-06-13",
          "2016-06-14",
          "2016-06-15",
          "2016-06-16",
          "2016-06-17",
          "2016-06-20",
          "2016-06-21",
          "2016-06-22",
          "2016-06-23",
          "2016-06-24",
          "2016-06-27",
          "2016-06-28",
          "2016-06-29",
          "2016-06-30",
          "2016-07-01",
          "2016-07-05",
          "2016-07-06",
          "2016-07-07",
          "2016-07-08",
          "2016-07-11",
          "2016-07-12",
          "2016-07-13",
          "2016-07-14",
          "2016-07-15",
          "2016-07-18",
          "2016-07-19",
          "2016-07-20",
          "2016-07-21",
          "2016-07-22",
          "2016-07-25",
          "2016-07-26",
          "2016-07-27",
          "2016-07-28",
          "2016-07-29",
          "2016-08-01",
          "2016-08-02",
          "2016-08-03",
          "2016-08-04",
          "2016-08-05",
          "2016-08-08",
          "2016-08-09",
          "2016-08-10",
          "2016-08-11",
          "2016-08-12",
          "2016-08-15",
          "2016-08-16",
          "2016-08-17",
          "2016-08-18",
          "2016-08-19",
          "2016-08-22",
          "2016-08-23",
          "2016-08-24",
          "2016-08-25",
          "2016-08-26",
          "2016-08-29",
          "2016-08-30",
          "2016-08-31",
          "2016-09-01",
          "2016-09-02",
          "2016-09-06",
          "2016-09-07",
          "2016-09-08",
          "2016-09-09",
          "2016-09-12",
          "2016-09-13",
          "2016-09-14",
          "2016-09-15",
          "2016-09-16",
          "2016-09-19",
          "2016-09-20",
          "2016-09-21",
          "2016-09-22",
          "2016-09-23",
          "2016-09-26",
          "2016-09-27",
          "2016-09-28",
          "2016-09-29",
          "2016-09-30",
          "2016-10-03",
          "2016-10-04",
          "2016-10-05",
          "2016-10-06",
          "2016-10-07",
          "2016-10-10",
          "2016-10-11",
          "2016-10-12",
          "2016-10-13",
          "2016-10-14",
          "2016-10-17",
          "2016-10-18",
          "2016-10-19",
          "2016-10-20",
          "2016-10-21",
          "2016-10-24",
          "2016-10-25",
          "2016-10-26",
          "2016-10-27",
          "2016-10-28",
          "2016-10-31",
          "2016-11-01",
          "2016-11-02",
          "2016-11-03",
          "2016-11-04",
          "2016-11-07",
          "2016-11-08",
          "2016-11-09",
          "2016-11-10",
          "2016-11-11",
          "2016-11-14",
          "2016-11-15",
          "2016-11-16",
          "2016-11-17",
          "2016-11-18",
          "2016-11-21",
          "2016-11-22",
          "2016-11-23",
          "2016-11-25",
          "2016-11-28",
          "2016-11-29",
          "2016-11-30",
          "2016-12-01",
          "2016-12-02",
          "2016-12-05",
          "2016-12-06",
          "2016-12-07",
          "2016-12-08",
          "2016-12-09",
          "2016-12-12",
          "2016-12-13",
          "2016-12-14",
          "2016-12-15",
          "2016-12-16",
          "2016-12-19",
          "2016-12-20",
          "2016-12-21",
          "2016-12-22",
          "2016-12-23",
          "2016-12-27",
          "2016-12-28",
          "2016-12-29",
          "2016-12-30",
          "2017-01-03",
          "2017-01-04",
          "2017-01-05",
          "2017-01-06",
          "2017-01-09",
          "2017-01-10",
          "2017-01-11",
          "2017-01-12",
          "2017-01-13",
          "2017-01-17",
          "2017-01-18",
          "2017-01-19",
          "2017-01-20",
          "2017-01-23",
          "2017-01-24",
          "2017-01-25",
          "2017-01-26",
          "2017-01-27",
          "2017-01-30",
          "2017-01-31",
          "2017-02-01",
          "2017-02-02",
          "2017-02-03",
          "2017-02-06",
          "2017-02-07",
          "2017-02-08",
          "2017-02-09",
          "2017-02-10",
          "2017-02-13",
          "2017-02-14",
          "2017-02-15",
          "2017-02-16",
          "2017-02-17",
          "2017-02-21",
          "2017-02-22",
          "2017-02-23",
          "2017-02-24",
          "2017-02-27",
          "2017-02-28",
          "2017-03-01",
          "2017-03-02",
          "2017-03-03",
          "2017-03-06",
          "2017-03-07",
          "2017-03-08",
          "2017-03-09",
          "2017-03-10",
          "2017-03-13",
          "2017-03-14",
          "2017-03-15",
          "2017-03-16",
          "2017-03-17",
          "2017-03-20",
          "2017-03-21",
          "2017-03-22",
          "2017-03-23",
          "2017-03-24",
          "2017-03-27",
          "2017-03-28",
          "2017-03-29",
          "2017-03-30",
          "2017-03-31",
          "2017-04-03",
          "2017-04-04",
          "2017-04-05",
          "2017-04-06",
          "2017-04-07",
          "2017-04-10",
          "2017-04-11",
          "2017-04-12",
          "2017-04-13",
          "2017-04-17",
          "2017-04-18",
          "2017-04-19",
          "2017-04-20",
          "2017-04-21",
          "2017-04-24",
          "2017-04-25",
          "2017-04-26",
          "2017-04-27",
          "2017-04-28",
          "2017-05-01",
          "2017-05-02",
          "2017-05-03",
          "2017-05-04",
          "2017-05-05",
          "2017-05-08",
          "2017-05-09",
          "2017-05-10",
          "2017-05-11",
          "2017-05-12",
          "2017-05-15",
          "2017-05-16",
          "2017-05-17",
          "2017-05-18",
          "2017-05-19",
          "2017-05-22",
          "2017-05-23",
          "2017-05-24",
          "2017-05-25",
          "2017-05-26",
          "2017-05-30",
          "2017-05-31",
          "2017-06-01",
          "2017-06-02",
          "2017-06-05",
          "2017-06-06",
          "2017-06-07",
          "2017-06-08",
          "2017-06-09",
          "2017-06-12",
          "2017-06-13",
          "2017-06-14",
          "2017-06-15",
          "2017-06-16",
          "2017-06-19",
          "2017-06-20",
          "2017-06-21",
          "2017-06-22",
          "2017-06-23",
          "2017-06-26",
          "2017-06-27",
          "2017-06-28",
          "2017-06-29",
          "2017-06-30"
         ],
         "y": [
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          null,
          0.9939776869916876,
          0.993486223612349,
          1.0018604371186186,
          1.0163651465461103,
          1.0195127289036383,
          1.0231702808865337,
          1.0001500548280262,
          0.989549417941137,
          0.9956713332430014,
          1.0159074226277345,
          0.9863619210046507,
          0.9747260202197179,
          0.9842819692240907,
          0.9906443918171528,
          1.0022816233464609,
          1.0000947452710596,
          1.0084454925676853,
          1.0207805885817298,
          1.0133666516779463,
          1.0272747015403478,
          1.0051584919130494,
          1.0061483755707452,
          1.0165150339493867,
          1.0191292347355412,
          1.024484739116896,
          1.0239512397358408,
          1.0278805448114923,
          1.0150206478328292,
          1.0163306078633842,
          1.0164939968044069,
          1.0182698502318663,
          1.0342904475708934,
          1.0352361023731043,
          1.0301598244696675,
          1.020502970777278,
          1.0261700129177582,
          1.0341498399412006,
          1.0282008893995522,
          1.040382658143677,
          1.0453032744747446,
          1.052513067291819,
          1.0645682779975634,
          1.0640524928021082,
          1.07299461080965,
          1.0727573915435578,
          1.0732327964231902,
          1.0743022826869677,
          1.0798097512730207,
          1.088113989523765,
          1.09269780281789,
          1.0944709347489852,
          1.1013261938910925,
          1.1009082771455914,
          1.0871511273470162,
          1.094623978573352,
          1.0945956239543149,
          1.1001716092125728,
          1.1109985410241112,
          1.1114129309382568,
          1.1109899601361057,
          1.1125619832442317,
          1.1076517667845902,
          1.1189921291644744,
          1.118337743890075,
          1.1204088124105076,
          1.1209348568621007,
          1.1365211654685357,
          1.136267763001952,
          1.1423181339349573,
          1.1370150840296218,
          1.1241445001057253,
          1.1337348053777723,
          1.1288141917209207,
          1.1360862915521543,
          1.1463813000184007,
          1.1451502209164248,
          1.166780334271301,
          1.1554790179491834,
          1.1701356039874637,
          1.168699526637407,
          1.1741246363160227,
          1.183880674489905,
          1.1864795403236557,
          1.1694065600933452,
          1.1680777633429362,
          1.165058865928743,
          1.1706081049095476,
          1.1441338336339546,
          1.141712226724956,
          1.149307506516296,
          1.1357084895015745,
          1.1176204699780854,
          1.1156164067674148,
          1.12694497937625,
          1.1431126588899205,
          1.139859868729081,
          1.1507335072021696,
          1.1566914233588719,
          1.1613166452811738,
          1.172244372034177,
          1.1815592757051467,
          1.1860633475677567,
          1.192770530692133,
          1.1959502942976479,
          1.203088921710215,
          1.2056044563624915,
          1.2045801811722416,
          1.201383234119488,
          1.2058086816313291,
          1.2073575981325682,
          1.1942255135644855,
          1.1923980974591128,
          1.1983772293814656,
          1.1960478943486532,
          1.1884770877640705,
          1.198874429870771,
          1.2003031393513746,
          1.194785388531288,
          1.186748819006774,
          1.1967398089793848,
          1.1986414645286814,
          1.2069759229400514,
          1.2079069506305893,
          1.1960590450189,
          1.1941820174357614,
          1.2037978551889301,
          1.1791275343700498,
          1.1989402135888314,
          1.1948737739116424,
          1.1951056482970341,
          1.1767038758650994,
          1.177161935444951,
          1.193440947924962,
          1.1897004944209248,
          1.1708561183768322,
          1.1901982416730508,
          1.1654624112673606,
          1.1427624452936487,
          1.1189044814228553,
          1.120546248294564,
          1.1114783419590468,
          1.101126725889065,
          1.1162530645363842,
          1.1262023382816013,
          1.14630129380011,
          1.1379938050135527,
          1.154821854240044,
          1.1534560696953886,
          1.1506209884836212,
          1.1649310760678493,
          1.1551578896984036,
          1.1657591226108548,
          1.180168581143057,
          1.1785800668466984,
          1.1731616057538634,
          1.1770099951175323,
          1.1761616606743788,
          1.1758660286344504,
          1.1755534373665384,
          1.1782349442797428,
          1.1789143391468357,
          1.182381949557927,
          1.1864554711869868,
          1.1777094501609995,
          1.1917041377238706,
          1.1911314295520803,
          1.1925135113487462,
          1.1979963168305623,
          1.2030796317916803,
          1.2016796008640953,
          1.214094963289369,
          1.2010054485289743,
          1.1891216303346852,
          1.198692433507035,
          1.2048400204606602,
          1.2052326140206644,
          1.208607599824006,
          1.1959354057553702,
          1.195077214619712,
          1.1744063389943977,
          1.1821052578781357,
          1.163651069993208,
          1.153714977291804,
          1.1392908120294243,
          1.1639623204023999,
          1.1933840607202824,
          1.201305160954306,
          1.189533964144039,
          1.1832974876986802,
          1.1865897725067334,
          1.1953722073141884,
          1.198951441050615,
          1.1925158471882125,
          1.180724153393358,
          1.1798066393902729,
          1.1564882459898278,
          1.1444166329347731,
          1.1569784352084838,
          1.1796578550482308,
          1.1700055311511364,
          1.1573425932955759,
          1.1540797904896334,
          1.1434526806112968,
          1.1269406273336608,
          1.1422953955856028,
          1.1492180917876853,
          1.1678394689366012,
          1.1901943807471673,
          1.1863900039905848,
          1.1888223597941903,
          1.1572710636828634,
          1.1547490888817538,
          1.1677869364535136,
          1.1721615959356593,
          1.186510219070686,
          1.204581280030008,
          1.1978039644745975,
          1.210730815024155,
          1.2093173125330332,
          1.203622944956625,
          1.2230809021741433,
          1.2272007622002483,
          1.240960901255765,
          1.2489593557489767,
          1.2524165905314137,
          1.2515366515977115,
          1.2532852571478628,
          1.262440381767909,
          1.2647417508601135,
          1.2679845669146403,
          1.2667768535598118,
          1.2739483220349634,
          1.267088499395367,
          1.2773070043566634,
          1.2732022459924714,
          1.270248500183737,
          1.2665141460387972,
          1.2512555115516917,
          1.2552888530416946,
          1.2318105580990897,
          1.2283982075125643,
          1.2426259252988863,
          1.2360299476411403,
          1.2518071700341382,
          1.2539972395449106,
          1.2686455687184264,
          1.2676535627373275,
          1.2833961591834415,
          1.2794029800650608,
          1.2747909417370984,
          1.2505701660479778,
          1.2470632320708792,
          1.2505563701865527,
          1.2663840826426245,
          1.2537520090285963,
          1.2467502417428327,
          1.2477412380155266,
          1.2571554062871233,
          1.2543028468381348,
          1.2600776726679375,
          1.2712081578625878,
          1.3005229475196718,
          1.2965153826013638,
          1.2993530628493488,
          1.3110094456883186,
          1.3465738683087338,
          1.3315919534896805,
          1.3473621368791013,
          1.3475367989272027,
          1.35491704964619,
          1.3555105311190658,
          1.3880930631617205,
          1.379420639732045,
          1.379463868518713,
          1.3753572206111002,
          1.357461485418981,
          1.376542065845494,
          1.3781764748422778,
          1.3611256323279224,
          1.3548239648429738,
          1.360159985430698,
          1.3786287101190045,
          1.3741310891661396,
          1.3690709708734141,
          1.3694021745076659,
          1.3861078354401335,
          1.3903877174158965,
          1.3970568798131269,
          1.393550892958676,
          1.3808662832309648,
          1.3889461657670967,
          1.387657653436684,
          1.373418449411153,
          1.3922320063089237,
          1.391451981521369,
          1.3840970268802486,
          1.3893198192748675,
          1.3877153732325493,
          1.392711554920889,
          1.3827381119931497,
          1.3828980604392846,
          1.36979234515654,
          1.373119238203333,
          1.392582182434428,
          1.3947103499902678,
          1.383690949723974,
          1.3773109188288113,
          1.3851309746358171,
          1.3868071843597776,
          1.3971255412926817,
          1.389747678863215,
          1.4017397138052785,
          1.410772302063929,
          1.4023089428741204,
          1.3966237341034178,
          1.3852125266082758,
          1.3553455838348927,
          1.3608574169932657,
          1.3671455433186646,
          1.3677959498683168,
          1.3628361627305678,
          1.3682770660827888,
          1.342952554500892,
          1.3429066433797212,
          1.3638061327058684,
          1.3859326867157653,
          1.3997422925820964,
          1.4027847348368323,
          1.4440742168085228,
          1.4994778744554957,
          1.5035903654597698,
          1.495873583854711,
          1.4833322925723484,
          1.4706773305182652,
          1.459395635705323,
          1.4542477922327388,
          1.478023218566868,
          1.4906018428360683,
          1.4893267224708824,
          1.4807342484399058,
          1.4741711132784112,
          1.4696589306361711,
          1.4578628994605642,
          1.4442458491418186,
          1.4413815289574803,
          1.4636868030789505,
          1.4476369870682557,
          1.4518548365333332,
          1.4515533833477618,
          1.4547208128981741,
          1.463740074943568,
          1.457752289059148,
          1.444554766535361,
          1.4030533172832964,
          1.3475151023907734,
          1.2928554377529844,
          1.2832897582625606,
          1.3409345804212862,
          1.384673816369931,
          1.3915096902611122,
          1.3821566341281926,
          1.3363065354708394,
          1.3642080724084724,
          1.3580758514832791,
          1.3383819710507818,
          1.368873829792868,
          1.3553466236910285,
          1.3672893561895578,
          1.3728924385272319,
          1.368317554350308,
          1.3881862013450101,
          1.4031072575804406,
          1.4016658520072016,
          1.3800213214895038,
          1.3819398228356967,
          1.3651663650181591,
          1.361565264126309,
          1.3577871772782677,
          1.3542971811371058,
          1.311896725103391,
          1.3077301653997715,
          1.337459573978542,
          1.3450356794480833,
          1.3697594918359044,
          1.3977330908676984,
          1.3942193988864622,
          1.409885139757436,
          1.4239764900686642,
          1.4281423080489337,
          1.4262303726672034,
          1.415752006708423,
          1.403224241833489,
          1.4166971129193382,
          1.4217217604406909,
          1.4228749180826814,
          1.4114888545027413,
          1.404901222062793,
          1.4280353209725736,
          1.469581468074632,
          1.4672460470399205,
          1.4654908179066246,
          1.4850518073800278,
          1.4928889968338057,
          1.4857957207355663,
          1.502566518989614,
          1.5119843569262295,
          1.5067986444885844,
          1.5008047074922048,
          1.5100663970635064,
          1.4942002928440075,
          1.4933665449501206,
          1.49062164748713,
          1.4684046269626239,
          1.444111360707534,
          1.464930584259325,
          1.469675335569463,
          1.4922238027461943,
          1.4872137482109358,
          1.4910680908615923,
          1.4870255020474124,
          1.4919496114744852,
          1.494938255908505,
          1.4930431903106816,
          1.483968269378233,
          1.5042336279519009,
          1.492276399695974,
          1.4730638898693142,
          1.4972746610265102,
          1.4812098591732943,
          1.4685876866336915,
          1.4619706768761362,
          1.468981949172714,
          1.434929044149894,
          1.4422202680304415,
          1.456611207932943,
          1.4793684289974864,
          1.4560478898700306,
          1.427470662105231,
          1.4355972124379008,
          1.4441837755190288,
          1.4643485787993609,
          1.4611916314670643,
          1.4575163760240257,
          1.4768080339764642,
          1.4640935802790565,
          1.4484506118023057,
          1.4202088835912314,
          1.4179987991462506,
          1.4045610583417463,
          1.3657206427565751,
          1.352314999740517,
          1.3532477523651656,
          1.3636008462630644,
          1.3223215109509734,
          1.3488600917431144,
          1.3146621375574765,
          1.314770978922307,
          1.300009800069905,
          1.307327915381224,
          1.3310933801486584,
          1.3090364973217088,
          1.3265290722824516,
          1.2976788547001776,
          1.334453856113162,
          1.3610386148610725,
          1.3645148850378466,
          1.3394886170679459,
          1.3369203123977336,
          1.3360207169038438,
          1.295955861900959,
          1.2759129890141665,
          1.2730245641897198,
          1.2722486435100777,
          1.2568583214062359,
          1.2876131781246052,
          1.312180756062952,
          1.341665762709146,
          1.331493848671294,
          1.3325633242907393,
          1.3594536808074231,
          1.3382091517912922,
          1.3460435134851663,
          1.3665263392762963,
          1.3647928255840085,
          1.3527125624586098,
          1.391505904999774,
          1.3997066481347762,
          1.4041486232465559,
          1.4129730268591305,
          1.4077564061468224,
          1.3887817450657394,
          1.3964072493038115,
          1.397202291969549,
          1.4225403666633851,
          1.4225358063588522,
          1.41856397071639,
          1.4276014399014372,
          1.434927490495701,
          1.4414804170343873,
          1.4467089172730927,
          1.447354710210595,
          1.4338134629897783,
          1.4347874877463662,
          1.435280922891735,
          1.448925005297889,
          1.4556162982347025,
          1.4507594655215579,
          1.4625911522314616,
          1.456124696772651,
          1.4239578593787001,
          1.4497139327220305,
          1.4333358123237188,
          1.4324115935086874,
          1.4251940988186775,
          1.4413661576974282,
          1.4593396146328164,
          1.4640447973845079,
          1.4592482677475673,
          1.464257019398158,
          1.4551801300900786,
          1.460938032409879,
          1.45236730493599,
          1.4308783451599472,
          1.4272810355520167,
          1.427483428469244,
          1.4162180212397069,
          1.4132792976624404,
          1.4124661537177956,
          1.4264066814556164,
          1.4129968944319935,
          1.4007829526767417,
          1.3986636091320808,
          1.401767668865408,
          1.4033279557195035,
          1.4269652912799262,
          1.4142364610218208,
          1.4093411975100867,
          1.4074708320536067,
          1.4185513703710713,
          1.406126249164085,
          1.4114735780384071,
          1.4127731603905507,
          1.4277948021001903,
          1.4274047512815884,
          1.4497895033970845,
          1.4644174542537574,
          1.4671741481441876,
          1.4732736046258408,
          1.4731515168601288,
          1.472702595156721,
          1.4747947441729619,
          1.4674711035110777,
          1.4751608627003565,
          1.4712372754461958,
          1.475315135239375,
          1.4709942821091864,
          1.45571895136933,
          1.4415101167394748,
          1.4366282488348494,
          1.4351567099591445,
          1.4358199718050477,
          1.427111802679556,
          1.4341699077758627,
          1.4381586831797895,
          1.435743148938791,
          1.45907696866088,
          1.4000822035929008,
          1.3698153323893543,
          1.4000528731266926,
          1.4277957533383296,
          1.4425830493485663,
          1.4475472122303716,
          1.43651492662902,
          1.4450869194157994,
          1.4484456309910454,
          1.4715382287353764,
          1.4790085027075432,
          1.4964254807543396,
          1.4944707547987677,
          1.509579053972653,
          1.5067719178671315,
          1.5170630398619125,
          1.4993904180294921,
          1.513587489197358,
          1.5145923430331742,
          1.5237087226973522,
          1.5204323728292004,
          1.5189297302988984,
          1.5340128887775164,
          1.5387996829022554,
          1.5427228658224237,
          1.544153063447844,
          1.5384900201448835,
          1.544200351175675,
          1.544673936945363,
          1.5534277400048058,
          1.5471366230633186,
          1.5524545374739434,
          1.548257982347948,
          1.5583024407440818,
          1.5628158212136962,
          1.568678460014855,
          1.5612474861906542,
          1.5575019601113687,
          1.5600480736222708,
          1.561004068364228,
          1.5591606171336827,
          1.5621284483199567,
          1.5513172797061703,
          1.5466743214676757,
          1.547849260576924,
          1.5546216298019562,
          1.5555438935463435,
          1.5513591047346755,
          1.5528260724449205,
          1.5564150526729328,
          1.5661320810655124,
          1.5733622862699184,
          1.56890168360725,
          1.5325150170705075,
          1.5572338189993804,
          1.5378865052718296,
          1.5452951933519792,
          1.5646913422574753,
          1.559778267929177,
          1.5559264183310648,
          1.558000034549114,
          1.5690421000916466,
          1.5804420357535685,
          1.5666979276062691,
          1.5513783994531931,
          1.5645495285649906,
          1.578011466952244,
          1.5681337643025577,
          1.5844697038674131,
          1.5832595706108514,
          1.5805027129944746,
          1.5863127196353781,
          1.5877067018829676,
          1.5800062695493415,
          1.5823354350413454,
          1.5626083984667962,
          1.5616693689040932,
          1.5566626231752267,
          1.5603226378015502,
          1.5522672216432878,
          1.5878901402488217,
          1.5941541182724877,
          1.5944056320178925,
          1.6076470916726804,
          1.6141681019474334,
          1.612576385428131,
          1.6047373321137313,
          1.6055972865160926,
          1.5862644969294237,
          1.5822108372063317,
          1.5722201002607703,
          1.5558116603102827,
          1.5348592168997464,
          1.5334458570875467,
          1.572084119721209,
          1.5677442867393516,
          1.6062169855143864,
          1.6093038641662796,
          1.635143944467725,
          1.6329506300058767,
          1.6486852699182486,
          1.6538854746501683,
          1.662904780849713,
          1.6604080486750372,
          1.6793134221153727,
          1.6789660557611228,
          1.6726544281550546,
          1.6787597899653046,
          1.6669898026168404,
          1.668914440023894,
          1.679281903428154,
          1.670232970157785,
          1.670604460137997,
          1.6843157490275018,
          1.6898972529991632,
          1.7117427196599333,
          1.712541526810322,
          1.7271706483701752,
          1.7211035089478925,
          1.7371899365305274,
          1.7307965845160425,
          1.7410030261260976,
          1.7365441386017795,
          1.740751749350688,
          1.7514035356044884,
          1.7486174330989843,
          1.7532355862614815,
          1.7581819884946284,
          1.7753373089244724,
          1.7471852394201108,
          1.7477617034080963,
          1.7326321465261079,
          1.7482523263849647,
          1.7632821363199311,
          1.7652024351205984,
          1.776326680096652,
          1.777647528169476,
          1.7832061298383262,
          1.7857019505594576,
          1.7812593415167024,
          1.787417976358412,
          1.7750626771660056,
          1.777926905374102,
          1.7768549552898893,
          1.77341885717397,
          1.7541949679620281,
          1.765677344511433,
          1.7826961693178007,
          1.788019051899512,
          1.7875327560723484,
          1.773150630737554,
          1.7656268663515564,
          1.7884749634419101,
          1.7869395646822677,
          1.7945549033263775,
          1.7938616471531292,
          1.794095606696051,
          1.7904048729799646,
          1.80015213884294,
          1.8022457724696206,
          1.8096852566246153,
          1.8209405777802303,
          1.8301774465791296,
          1.8268900123096603,
          1.8280705251996747,
          1.8413805476868588,
          1.8403215798431078,
          1.8284449700930012,
          1.8285565470548955,
          1.835859538288831,
          1.8214180071961958,
          1.8538450197802592,
          1.8387980815343796,
          1.8404632865069706,
          1.8333288550636644,
          1.8274876897150094,
          1.8229971705868628,
          1.825160351838435,
          1.8305460889730043,
          1.8313389174796537,
          1.823797876627649,
          1.8375198212727737,
          1.8401505628990793,
          1.8324897374145894,
          1.8315657198291155,
          1.7989479041554184,
          1.799646620611784,
          1.7965233622237697,
          1.8026410066368723,
          1.8014306840061827,
          1.8170291705097092,
          1.8232410452621817,
          1.8371397291763696,
          1.8330808816622877,
          1.8315874146266247,
          1.8281201914612961,
          1.8223278530359481,
          1.822906261231913,
          1.820204706773194,
          1.8194203816051318,
          1.8138425527093065,
          1.8036270378319126,
          1.7876383645412148,
          1.8076424604319892,
          1.795520377389765,
          1.788198143787578,
          1.8030195873589336,
          1.7949572058497858,
          1.8160960281954195,
          1.8319627191327954,
          1.8345483032018697,
          1.8357740092697945,
          1.8399711703748516,
          1.8514667431948246,
          1.8513243864586266,
          1.8457906171303953,
          1.8438987123198616,
          1.8488900294271822,
          1.85377202841664,
          1.8566681073970097,
          1.8907359331181512,
          1.8961192587881126,
          1.8968387140717244,
          1.9096727498053911,
          1.9122034906758927,
          1.86024971298141,
          1.8714485846428406,
          1.8848476628817008,
          1.895086780428508,
          1.8998193245375858,
          1.905124093880964,
          1.9133830627270556,
          1.9187834706150102,
          1.9185634531288833,
          1.9135542422139233,
          1.9263391123168478,
          1.9429377817296818,
          1.9443038912997685,
          1.9398199397043803,
          1.9436749785153067,
          1.9543126851355987,
          1.9177253781524481,
          1.9113962732813314,
          1.9222440903219475,
          1.9171722025702402,
          1.9077393579167368,
          1.9000138916895024,
          1.9223279125983963,
          1.9085165482349273,
          1.918286227190297,
          1.9282285873205558,
          1.9270647103581333,
          1.9254614423011835,
          1.9020314551528883,
          1.926907697753388,
          1.9109049089874517,
          1.914012731807238
         ]
        },
        {
         "line": {
          "color": "#2D3ECF"
         },
         "name": "ETF",
         "type": "scatter",
         "x": [
          "2013-07-01",
          "2013-07-02",
          "2013-07-03",
          "2013-07-05",
          "2013-07-08",
          "2013-07-09",
          "2013-07-10",
          "2013-07-11",
          "2013-07-12",
          "2013-07-15",
          "2013-07-16",
          "2013-07-17",
          "2013-07-18",
          "2013-07-19",
          "2013-07-22",
          "2013-07-23",
          "2013-07-24",
          "2013-07-25",
          "2013-07-26",
          "2013-07-29",
          "2013-07-30",
          "2013-07-31",
          "2013-08-01",
          "2013-08-02",
          "2013-08-05",
          "2013-08-06",
          "2013-08-07",
          "2013-08-08",
          "2013-08-09",
          "2013-08-12",
          "2013-08-13",
          "2013-08-14",
          "2013-08-15",
          "2013-08-16",
          "2013-08-19",
          "2013-08-20",
          "2013-08-21",
          "2013-08-22",
          "2013-08-23",
          "2013-08-26",
          "2013-08-27",
          "2013-08-28",
          "2013-08-29",
          "2013-08-30",
          "2013-09-03",
          "2013-09-04",
          "2013-09-05",
          "2013-09-06",
          "2013-09-09",
          "2013-09-10",
          "2013-09-11",
          "2013-09-12",
          "2013-09-13",
          "2013-09-16",
          "2013-09-17",
          "2013-09-18",
          "2013-09-19",
          "2013-09-20",
          "2013-09-23",
          "2013-09-24",
          "2013-09-25",
          "2013-09-26",
          "2013-09-27",
          "2013-09-30",
          "2013-10-01",
          "2013-10-02",
          "2013-10-03",
          "2013-10-04",
          "2013-10-07",
          "2013-10-08",
          "2013-10-09",
          "2013-10-10",
          "2013-10-11",
          "2013-10-14",
          "2013-10-15",
          "2013-10-16",
          "2013-10-17",
          "2013-10-18",
          "2013-10-21",
          "2013-10-22",
          "2013-10-23",
          "2013-10-24",
          "2013-10-25",
          "2013-10-28",
          "2013-10-29",
          "2013-10-30",
          "2013-10-31",
          "2013-11-01",
          "2013-11-04",
          "2013-11-05",
          "2013-11-06",
          "2013-11-07",
          "2013-11-08",
          "2013-11-11",
          "2013-11-12",
          "2013-11-13",
          "2013-11-14",
          "2013-11-15",
          "2013-11-18",
          "2013-11-19",
          "2013-11-20",
          "2013-11-21",
          "2013-11-22",
          "2013-11-25",
          "2013-11-26",
          "2013-11-27",
          "2013-11-29",
          "2013-12-02",
          "2013-12-03",
          "2013-12-04",
          "2013-12-05",
          "2013-12-06",
          "2013-12-09",
          "2013-12-10",
          "2013-12-11",
          "2013-12-12",
          "2013-12-13",
          "2013-12-16",
          "2013-12-17",
          "2013-12-18",
          "2013-12-19",
          "2013-12-20",
          "2013-12-23",
          "2013-12-24",
          "2013-12-26",
          "2013-12-27",
          "2013-12-30",
          "2013-12-31",
          "2014-01-02",
          "2014-01-03",
          "2014-01-06",
          "2014-01-07",
          "2014-01-08",
          "2014-01-09",
          "2014-01-10",
          "2014-01-13",
          "2014-01-14",
          "2014-01-15",
          "2014-01-16",
          "2014-01-17",
          "2014-01-21",
          "2014-01-22",
          "2014-01-23",
          "2014-01-24",
          "2014-01-27",
          "2014-01-28",
          "2014-01-29",
          "2014-01-30",
          "2014-01-31",
          "2014-02-03",
          "2014-02-04",
          "2014-02-05",
          "2014-02-06",
          "2014-02-07",
          "2014-02-10",
          "2014-02-11",
          "2014-02-12",
          "2014-02-13",
          "2014-02-14",
          "2014-02-18",
          "2014-02-19",
          "2014-02-20",
          "2014-02-21",
          "2014-02-24",
          "2014-02-25",
          "2014-02-26",
          "2014-02-27",
          "2014-02-28",
          "2014-03-03",
          "2014-03-04",
          "2014-03-05",
          "2014-03-06",
          "2014-03-07",
          "2014-03-10",
          "2014-03-11",
          "2014-03-12",
          "2014-03-13",
          "2014-03-14",
          "2014-03-17",
          "2014-03-18",
          "2014-03-19",
          "2014-03-20",
          "2014-03-21",
          "2014-03-24",
          "2014-03-25",
          "2014-03-26",
          "2014-03-27",
          "2014-03-28",
          "2014-03-31",
          "2014-04-01",
          "2014-04-02",
          "2014-04-03",
          "2014-04-04",
          "2014-04-07",
          "2014-04-08",
          "2014-04-09",
          "2014-04-10",
          "2014-04-11",
          "2014-04-14",
          "2014-04-15",
          "2014-04-16",
          "2014-04-17",
          "2014-04-21",
          "2014-04-22",
          "2014-04-23",
          "2014-04-24",
          "2014-04-25",
          "2014-04-28",
          "2014-04-29",
          "2014-04-30",
          "2014-05-01",
          "2014-05-02",
          "2014-05-05",
          "2014-05-06",
          "2014-05-07",
          "2014-05-08",
          "2014-05-09",
          "2014-05-12",
          "2014-05-13",
          "2014-05-14",
          "2014-05-15",
          "2014-05-16",
          "2014-05-19",
          "2014-05-20",
          "2014-05-21",
          "2014-05-22",
          "2014-05-23",
          "2014-05-27",
          "2014-05-28",
          "2014-05-29",
          "2014-05-30",
          "2014-06-02",
          "2014-06-03",
          "2014-06-04",
          "2014-06-05",
          "2014-06-06",
          "2014-06-09",
          "2014-06-10",
          "2014-06-11",
          "2014-06-12",
          "2014-06-13",
          "2014-06-16",
          "2014-06-17",
          "2014-06-18",
          "2014-06-19",
          "2014-06-20",
          "2014-06-23",
          "2014-06-24",
          "2014-06-25",
          "2014-06-26",
          "2014-06-27",
          "2014-06-30",
          "2014-07-01",
          "2014-07-02",
          "2014-07-03",
          "2014-07-07",
          "2014-07-08",
          "2014-07-09",
          "2014-07-10",
          "2014-07-11",
          "2014-07-14",
          "2014-07-15",
          "2014-07-16",
          "2014-07-17",
          "2014-07-18",
          "2014-07-21",
          "2014-07-22",
          "2014-07-23",
          "2014-07-24",
          "2014-07-25",
          "2014-07-28",
          "2014-07-29",
          "2014-07-30",
          "2014-07-31",
          "2014-08-01",
          "2014-08-04",
          "2014-08-05",
          "2014-08-06",
          "2014-08-07",
          "2014-08-08",
          "2014-08-11",
          "2014-08-12",
          "2014-08-13",
          "2014-08-14",
          "2014-08-15",
          "2014-08-18",
          "2014-08-19",
          "2014-08-20",
          "2014-08-21",
          "2014-08-22",
          "2014-08-25",
          "2014-08-26",
          "2014-08-27",
          "2014-08-28",
          "2014-08-29",
          "2014-09-02",
          "2014-09-03",
          "2014-09-04",
          "2014-09-05",
          "2014-09-08",
          "2014-09-09",
          "2014-09-10",
          "2014-09-11",
          "2014-09-12",
          "2014-09-15",
          "2014-09-16",
          "2014-09-17",
          "2014-09-18",
          "2014-09-19",
          "2014-09-22",
          "2014-09-23",
          "2014-09-24",
          "2014-09-25",
          "2014-09-26",
          "2014-09-29",
          "2014-09-30",
          "2014-10-01",
          "2014-10-02",
          "2014-10-03",
          "2014-10-06",
          "2014-10-07",
          "2014-10-08",
          "2014-10-09",
          "2014-10-10",
          "2014-10-13",
          "2014-10-14",
          "2014-10-15",
          "2014-10-16",
          "2014-10-17",
          "2014-10-20",
          "2014-10-21",
          "2014-10-22",
          "2014-10-23",
          "2014-10-24",
          "2014-10-27",
          "2014-10-28",
          "2014-10-29",
          "2014-10-30",
          "2014-10-31",
          "2014-11-03",
          "2014-11-04",
          "2014-11-05",
          "2014-11-06",
          "2014-11-07",
          "2014-11-10",
          "2014-11-11",
          "2014-11-12",
          "2014-11-13",
          "2014-11-14",
          "2014-11-17",
          "2014-11-18",
          "2014-11-19",
          "2014-11-20",
          "2014-11-21",
          "2014-11-24",
          "2014-11-25",
          "2014-11-26",
          "2014-11-28",
          "2014-12-01",
          "2014-12-02",
          "2014-12-03",
          "2014-12-04",
          "2014-12-05",
          "2014-12-08",
          "2014-12-09",
          "2014-12-10",
          "2014-12-11",
          "2014-12-12",
          "2014-12-15",
          "2014-12-16",
          "2014-12-17",
          "2014-12-18",
          "2014-12-19",
          "2014-12-22",
          "2014-12-23",
          "2014-12-24",
          "2014-12-26",
          "2014-12-29",
          "2014-12-30",
          "2014-12-31",
          "2015-01-02",
          "2015-01-05",
          "2015-01-06",
          "2015-01-07",
          "2015-01-08",
          "2015-01-09",
          "2015-01-12",
          "2015-01-13",
          "2015-01-14",
          "2015-01-15",
          "2015-01-16",
          "2015-01-20",
          "2015-01-21",
          "2015-01-22",
          "2015-01-23",
          "2015-01-26",
          "2015-01-27",
          "2015-01-28",
          "2015-01-29",
          "2015-01-30",
          "2015-02-02",
          "2015-02-03",
          "2015-02-04",
          "2015-02-05",
          "2015-02-06",
          "2015-02-09",
          "2015-02-10",
          "2015-02-11",
          "2015-02-12",
          "2015-02-13",
          "2015-02-17",
          "2015-02-18",
          "2015-02-19",
          "2015-02-20",
          "2015-02-23",
          "2015-02-24",
          "2015-02-25",
          "2015-02-26",
          "2015-02-27",
          "2015-03-02",
          "2015-03-03",
          "2015-03-04",
          "2015-03-05",
          "2015-03-06",
          "2015-03-09",
          "2015-03-10",
          "2015-03-11",
          "2015-03-12",
          "2015-03-13",
          "2015-03-16",
          "2015-03-17",
          "2015-03-18",
          "2015-03-19",
          "2015-03-20",
          "2015-03-23",
          "2015-03-24",
          "2015-03-25",
          "2015-03-26",
          "2015-03-27",
          "2015-03-30",
          "2015-03-31",
          "2015-04-01",
          "2015-04-02",
          "2015-04-06",
          "2015-04-07",
          "2015-04-08",
          "2015-04-09",
          "2015-04-10",
          "2015-04-13",
          "2015-04-14",
          "2015-04-15",
          "2015-04-16",
          "2015-04-17",
          "2015-04-20",
          "2015-04-21",
          "2015-04-22",
          "2015-04-23",
          "2015-04-24",
          "2015-04-27",
          "2015-04-28",
          "2015-04-29",
          "2015-04-30",
          "2015-05-01",
          "2015-05-04",
          "2015-05-05",
          "2015-05-06",
          "2015-05-07",
          "2015-05-08",
          "2015-05-11",
          "2015-05-12",
          "2015-05-13",
          "2015-05-14",
          "2015-05-15",
          "2015-05-18",
          "2015-05-19",
          "2015-05-20",
          "2015-05-21",
          "2015-05-22",
          "2015-05-26",
          "2015-05-27",
          "2015-05-28",
          "2015-05-29",
          "2015-06-01",
          "2015-06-02",
          "2015-06-03",
          "2015-06-04",
          "2015-06-05",
          "2015-06-08",
          "2015-06-09",
          "2015-06-10",
          "2015-06-11",
          "2015-06-12",
          "2015-06-15",
          "2015-06-16",
          "2015-06-17",
          "2015-06-18",
          "2015-06-19",
          "2015-06-22",
          "2015-06-23",
          "2015-06-24",
          "2015-06-25",
          "2015-06-26",
          "2015-06-29",
          "2015-06-30",
          "2015-07-01",
          "2015-07-02",
          "2015-07-06",
          "2015-07-07",
          "2015-07-08",
          "2015-07-09",
          "2015-07-10",
          "2015-07-13",
          "2015-07-14",
          "2015-07-15",
          "2015-07-16",
          "2015-07-17",
          "2015-07-20",
          "2015-07-21",
          "2015-07-22",
          "2015-07-23",
          "2015-07-24",
          "2015-07-27",
          "2015-07-28",
          "2015-07-29",
          "2015-07-30",
          "2015-07-31",
          "2015-08-03",
          "2015-08-04",
          "2015-08-05",
          "2015-08-06",
          "2015-08-07",
          "2015-08-10",
          "2015-08-11",
          "2015-08-12",
          "2015-08-13",
          "2015-08-14",
          "2015-08-17",
          "2015-08-18",
          "2015-08-19",
          "2015-08-20",
          "2015-08-21",
          "2015-08-24",
          "2015-08-25",
          "2015-08-26",
          "2015-08-27",
          "2015-08-28",
          "2015-08-31",
          "2015-09-01",
          "2015-09-02",
          "2015-09-03",
          "2015-09-04",
          "2015-09-08",
          "2015-09-09",
          "2015-09-10",
          "2015-09-11",
          "2015-09-14",
          "2015-09-15",
          "2015-09-16",
          "2015-09-17",
          "2015-09-18",
          "2015-09-21",
          "2015-09-22",
          "2015-09-23",
          "2015-09-24",
          "2015-09-25",
          "2015-09-28",
          "2015-09-29",
          "2015-09-30",
          "2015-10-01",
          "2015-10-02",
          "2015-10-05",
          "2015-10-06",
          "2015-10-07",
          "2015-10-08",
          "2015-10-09",
          "2015-10-12",
          "2015-10-13",
          "2015-10-14",
          "2015-10-15",
          "2015-10-16",
          "2015-10-19",
          "2015-10-20",
          "2015-10-21",
          "2015-10-22",
          "2015-10-23",
          "2015-10-26",
          "2015-10-27",
          "2015-10-28",
          "2015-10-29",
          "2015-10-30",
          "2015-11-02",
          "2015-11-03",
          "2015-11-04",
          "2015-11-05",
          "2015-11-06",
          "2015-11-09",
          "2015-11-10",
          "2015-11-11",
          "2015-11-12",
          "2015-11-13",
          "2015-11-16",
          "2015-11-17",
          "2015-11-18",
          "2015-11-19",
          "2015-11-20",
          "2015-11-23",
          "2015-11-24",
          "2015-11-25",
          "2015-11-27",
          "2015-11-30",
          "2015-12-01",
          "2015-12-02",
          "2015-12-03",
          "2015-12-04",
          "2015-12-07",
          "2015-12-08",
          "2015-12-09",
          "2015-12-10",
          "2015-12-11",
          "2015-12-14",
          "2015-12-15",
          "2015-12-16",
          "2015-12-17",
          "2015-12-18",
          "2015-12-21",
          "2015-12-22",
          "2015-12-23",
          "2015-12-24",
          "2015-12-28",
          "2015-12-29",
          "2015-12-30",
          "2015-12-31",
          "2016-01-04",
          "2016-01-05",
          "2016-01-06",
          "2016-01-07",
          "2016-01-08",
          "2016-01-11",
          "2016-01-12",
          "2016-01-13",
          "2016-01-14",
          "2016-01-15",
          "2016-01-19",
          "2016-01-20",
          "2016-01-21",
          "2016-01-22",
          "2016-01-25",
          "2016-01-26",
          "2016-01-27",
          "2016-01-28",
          "2016-01-29",
          "2016-02-01",
          "2016-02-02",
          "2016-02-03",
          "2016-02-04",
          "2016-02-05",
          "2016-02-08",
          "2016-02-09",
          "2016-02-10",
          "2016-02-11",
          "2016-02-12",
          "2016-02-16",
          "2016-02-17",
          "2016-02-18",
          "2016-02-19",
          "2016-02-22",
          "2016-02-23",
          "2016-02-24",
          "2016-02-25",
          "2016-02-26",
          "2016-02-29",
          "2016-03-01",
          "2016-03-02",
          "2016-03-03",
          "2016-03-04",
          "2016-03-07",
          "2016-03-08",
          "2016-03-09",
          "2016-03-10",
          "2016-03-11",
          "2016-03-14",
          "2016-03-15",
          "2016-03-16",
          "2016-03-17",
          "2016-03-18",
          "2016-03-21",
          "2016-03-22",
          "2016-03-23",
          "2016-03-24",
          "2016-03-28",
          "2016-03-29",
          "2016-03-30",
          "2016-03-31",
          "2016-04-01",
          "2016-04-04",
          "2016-04-05",
          "2016-04-06",
          "2016-04-07",
          "2016-04-08",
          "2016-04-11",
          "2016-04-12",
          "2016-04-13",
          "2016-04-14",
          "2016-04-15",
          "2016-04-18",
          "2016-04-19",
          "2016-04-20",
          "2016-04-21",
          "2016-04-22",
          "2016-04-25",
          "2016-04-26",
          "2016-04-27",
          "2016-04-28",
          "2016-04-29",
          "2016-05-02",
          "2016-05-03",
          "2016-05-04",
          "2016-05-05",
          "2016-05-06",
          "2016-05-09",
          "2016-05-10",
          "2016-05-11",
          "2016-05-12",
          "2016-05-13",
          "2016-05-16",
          "2016-05-17",
          "2016-05-18",
          "2016-05-19",
          "2016-05-20",
          "2016-05-23",
          "2016-05-24",
          "2016-05-25",
          "2016-05-26",
          "2016-05-27",
          "2016-05-31",
          "2016-06-01",
          "2016-06-02",
          "2016-06-03",
          "2016-06-06",
          "2016-06-07",
          "2016-06-08",
          "2016-06-09",
          "2016-06-10",
          "2016-06-13",
          "2016-06-14",
          "2016-06-15",
          "2016-06-16",
          "2016-06-17",
          "2016-06-20",
          "2016-06-21",
          "2016-06-22",
          "2016-06-23",
          "2016-06-24",
          "2016-06-27",
          "2016-06-28",
          "2016-06-29",
          "2016-06-30",
          "2016-07-01",
          "2016-07-05",
          "2016-07-06",
          "2016-07-07",
          "2016-07-08",
          "2016-07-11",
          "2016-07-12",
          "2016-07-13",
          "2016-07-14",
          "2016-07-15",
          "2016-07-18",
          "2016-07-19",
          "2016-07-20",
          "2016-07-21",
          "2016-07-22",
          "2016-07-25",
          "2016-07-26",
          "2016-07-27",
          "2016-07-28",
          "2016-07-29",
          "2016-08-01",
          "2016-08-02",
          "2016-08-03",
          "2016-08-04",
          "2016-08-05",
          "2016-08-08",
          "2016-08-09",
          "2016-08-10",
          "2016-08-11",
          "2016-08-12",
          "2016-08-15",
          "2016-08-16",
          "2016-08-17",
          "2016-08-18",
          "2016-08-19",
          "2016-08-22",
          "2016-08-23",
          "2016-08-24",
          "2016-08-25",
          "2016-08-26",
          "2016-08-29",
          "2016-08-30",
          "2016-08-31",
          "2016-09-01",
          "2016-09-02",
          "2016-09-06",
          "2016-09-07",
          "2016-09-08",
          "2016-09-09",
          "2016-09-12",
          "2016-09-13",
          "2016-09-14",
          "2016-09-15",
          "2016-09-16",
          "2016-09-19",
          "2016-09-20",
          "2016-09-21",
          "2016-09-22",
          "2016-09-23",
          "2016-09-26",
          "2016-09-27",
          "2016-09-28",
          "2016-09-29",
          "2016-09-30",
          "2016-10-03",
          "2016-10-04",
          "2016-10-05",
          "2016-10-06",
          "2016-10-07",
          "2016-10-10",
          "2016-10-11",
          "2016-10-12",
          "2016-10-13",
          "2016-10-14",
          "2016-10-17",
          "2016-10-18",
          "2016-10-19",
          "2016-10-20",
          "2016-10-21",
          "2016-10-24",
          "2016-10-25",
          "2016-10-26",
          "2016-10-27",
          "2016-10-28",
          "2016-10-31",
          "2016-11-01",
          "2016-11-02",
          "2016-11-03",
          "2016-11-04",
          "2016-11-07",
          "2016-11-08",
          "2016-11-09",
          "2016-11-10",
          "2016-11-11",
          "2016-11-14",
          "2016-11-15",
          "2016-11-16",
          "2016-11-17",
          "2016-11-18",
          "2016-11-21",
          "2016-11-22",
          "2016-11-23",
          "2016-11-25",
          "2016-11-28",
          "2016-11-29",
          "2016-11-30",
          "2016-12-01",
          "2016-12-02",
          "2016-12-05",
          "2016-12-06",
          "2016-12-07",
          "2016-12-08",
          "2016-12-09",
          "2016-12-12",
          "2016-12-13",
          "2016-12-14",
          "2016-12-15",
          "2016-12-16",
          "2016-12-19",
          "2016-12-20",
          "2016-12-21",
          "2016-12-22",
          "2016-12-23",
          "2016-12-27",
          "2016-12-28",
          "2016-12-29",
          "2016-12-30",
          "2017-01-03",
          "2017-01-04",
          "2017-01-05",
          "2017-01-06",
          "2017-01-09",
          "2017-01-10",
          "2017-01-11",
          "2017-01-12",
          "2017-01-13",
          "2017-01-17",
          "2017-01-18",
          "2017-01-19",
          "2017-01-20",
          "2017-01-23",
          "2017-01-24",
          "2017-01-25",
          "2017-01-26",
          "2017-01-27",
          "2017-01-30",
          "2017-01-31",
          "2017-02-01",
          "2017-02-02",
          "2017-02-03",
          "2017-02-06",
          "2017-02-07",
          "2017-02-08",
          "2017-02-09",
          "2017-02-10",
          "2017-02-13",
          "2017-02-14",
          "2017-02-15",
          "2017-02-16",
          "2017-02-17",
          "2017-02-21",
          "2017-02-22",
          "2017-02-23",
          "2017-02-24",
          "2017-02-27",
          "2017-02-28",
          "2017-03-01",
          "2017-03-02",
          "2017-03-03",
          "2017-03-06",
          "2017-03-07",
          "2017-03-08",
          "2017-03-09",
          "2017-03-10",
          "2017-03-13",
          "2017-03-14",
          "2017-03-15",
          "2017-03-16",
          "2017-03-17",
          "2017-03-20",
          "2017-03-21",
          "2017-03-22",
          "2017-03-23",
          "2017-03-24",
          "2017-03-27",
          "2017-03-28",
          "2017-03-29",
          "2017-03-30",
          "2017-03-31",
          "2017-04-03",
          "2017-04-04",
          "2017-04-05",
          "2017-04-06",
          "2017-04-07",
          "2017-04-10",
          "2017-04-11",
          "2017-04-12",
          "2017-04-13",
          "2017-04-17",
          "2017-04-18",
          "2017-04-19",
          "2017-04-20",
          "2017-04-21",
          "2017-04-24",
          "2017-04-25",
          "2017-04-26",
          "2017-04-27",
          "2017-04-28",
          "2017-05-01",
          "2017-05-02",
          "2017-05-03",
          "2017-05-04",
          "2017-05-05",
          "2017-05-08",
          "2017-05-09",
          "2017-05-10",
          "2017-05-11",
          "2017-05-12",
          "2017-05-15",
          "2017-05-16",
          "2017-05-17",
          "2017-05-18",
          "2017-05-19",
          "2017-05-22",
          "2017-05-23",
          "2017-05-24",
          "2017-05-25",
          "2017-05-26",
          "2017-05-30",
          "2017-05-31",
          "2017-06-01",
          "2017-06-02",
          "2017-06-05",
          "2017-06-06",
          "2017-06-07",
          "2017-06-08",
          "2017-06-09",
          "2017-06-12",
          "2017-06-13",
          "2017-06-14",
          "2017-06-15",
          "2017-06-16",
          "2017-06-19",
          "2017-06-20",
          "2017-06-21",
          "2017-06-22",
          "2017-06-23",
          "2017-06-26",
          "2017-06-27",
          "2017-06-28",
          "2017-06-29",
          "2017-06-30"
         ],
         "y": [
          null,
          1.0012399481163823,
          1.0027230378193486,
          1.0120693851965918,
          1.0163580671823778,
          1.0232941681074077,
          1.0224929169632369,
          1.0362041041764538,
          1.0419029101066222,
          1.0443157305012891,
          1.043253339374336,
          1.0487823309157385,
          1.050231518370388,
          1.0487088959467736,
          1.0518374930380536,
          1.0481999689626191,
          1.0460323832900653,
          1.0612348007465142,
          1.0619326260185515,
          1.0597916598142747,
          1.0634155360142672,
          1.0637392682676707,
          1.0798448084817178,
          1.0832921331320504,
          1.0854015776793193,
          1.0772582269566082,
          1.073325004127746,
          1.076268398330007,
          1.0712181043521443,
          1.0707443310769666,
          1.0744062687517009,
          1.07091797614133,
          1.056042034886545,
          1.0551517794906662,
          1.0516989566833481,
          1.0559274780983152,
          1.050689684844336,
          1.0603298677042425,
          1.0657313992854436,
          1.0641768693188836,
          1.0441995673121274,
          1.0488052085404618,
          1.0545223451573753,
          1.051154257996486,
          1.0606188088363684,
          1.07214181416985,
          1.07603382752051,
          1.076399887617318,
          1.0883137093220763,
          1.099309117147684,
          1.1030711858551647,
          1.1001864373285102,
          1.1022056578635573,
          1.1036596687572937,
          1.1127583160761434,
          1.1273972522668407,
          1.127063511271815,
          1.1237573178880622,
          1.1174820949084667,
          1.1177565557024378,
          1.1159806416264284,
          1.1235693045690416,
          1.1228465934481775,
          1.1155293309323149,
          1.125570781678567,
          1.125638663278514,
          1.1160728294152231,
          1.1259465034681875,
          1.1154882020018981,
          1.0975223252704116,
          1.0966813636009598,
          1.1223666106772359,
          1.1245800182763412,
          1.1319946107458334,
          1.1256164488838074,
          1.1421545819168932,
          1.1486472704154098,
          1.1639978952578487,
          1.1635969704890077,
          1.1666926372733284,
          1.1588012294213617,
          1.1647359734170142,
          1.171156924079629,
          1.1695679981101061,
          1.176484869140317,
          1.1724005353745737,
          1.1700041007324784,
          1.1721105570768626,
          1.172628706708299,
          1.173621333037326,
          1.1745859885198622,
          1.1568856134843677,
          1.1771796072428298,
          1.1774063849728413,
          1.1772743663345513,
          1.1908194123064544,
          1.1976608358929244,
          1.2022759927681284,
          1.1930616852844518,
          1.1904328705433407,
          1.185422219133653,
          1.1988128896710808,
          1.2056377710544899,
          1.2062807957223003,
          1.2107777078178257,
          1.2168339718232126,
          1.2181904310885856,
          1.2161347149190063,
          1.2121980811205848,
          1.2137888602198506,
          1.2088633377008864,
          1.2180646471225232,
          1.2220855182243244,
          1.222429740087484,
          1.2084577412459823,
          1.2071314875268708,
          1.2082353396171388,
          1.2150517097472546,
          1.2138144747773862,
          1.230447571402551,
          1.228141336785536,
          1.2359410554738115,
          1.2439267429961516,
          1.2466075562368484,
          1.2512164701720039,
          1.2469223784612893,
          1.2446168003918208,
          1.2518299531020955,
          1.2451148428411214,
          1.2425751147132928,
          1.242425446008202,
          1.2504679614746985,
          1.2581591832511354,
          1.2543227809794695,
          1.2567061761357863,
          1.2396726194721939,
          1.2573752318667848,
          1.264295852936945,
          1.2611709409772265,
          1.254907706151817,
          1.2617211663506747,
          1.2625254261762822,
          1.2553613362812708,
          1.2289256310936703,
          1.222309553589513,
          1.2313317120446152,
          1.216626552854522,
          1.2399345537339377,
          1.2297120295168926,
          1.2037898311074111,
          1.212715226403306,
          1.2114162409040123,
          1.227648127814778,
          1.2462449886502676,
          1.2476899785175914,
          1.2621684510368811,
          1.2618006826308115,
          1.272627735719809,
          1.2774143450816113,
          1.2790056025129715,
          1.271028350092316,
          1.2809629554892552,
          1.2765038646277602,
          1.2869333324898207,
          1.2841358470493833,
          1.2843640460821668,
          1.2897708561054273,
          1.2912170515146744,
          1.2822317129108736,
          1.3025298626596666,
          1.3073670750048496,
          1.30764137195355,
          1.3059522832347699,
          1.3066236511791864,
          1.2996344741260488,
          1.3023180052147105,
          1.2850796638473252,
          1.2798536815351078,
          1.2907497710759739,
          1.3028729864515296,
          1.2966951319810973,
          1.302986915402467,
          1.291479728625957,
          1.2826651330416732,
          1.2868069197417609,
          1.2712658866050315,
          1.265884111775183,
          1.2679514655948252,
          1.2783564071572486,
          1.29520963493356,
          1.2971305758488776,
          1.2910479264918897,
          1.2635340283558445,
          1.2488222480328128,
          1.260778429892646,
          1.2809115338671904,
          1.2462550056766022,
          1.230954066364506,
          1.2431736226241943,
          1.2502863052689948,
          1.2649260591892217,
          1.2679017349561295,
          1.2772540500768514,
          1.2880018208045965,
          1.282672649780205,
          1.287709666620185,
          1.2635702750228426,
          1.261068317660865,
          1.2736155028994298,
          1.2782405805190908,
          1.2820591692723005,
          1.2803959525727562,
          1.2853363146288688,
          1.267655870728137,
          1.2694852002758477,
          1.270645764330273,
          1.2727291490732433,
          1.2932919311867763,
          1.2940857120100366,
          1.2852854400369682,
          1.2716711086402641,
          1.2776308773917784,
          1.288656305384449,
          1.2811001272572704,
          1.2944109529124892,
          1.3002086917489202,
          1.3092614406540868,
          1.3226996195824787,
          1.3219486227860826,
          1.328981496743106,
          1.3302621902595402,
          1.3302634972673633,
          1.3279056458817986,
          1.331933147068519,
          1.343109176992084,
          1.34982159060738,
          1.352298682519964,
          1.3573407522695504,
          1.3555048586525775,
          1.3430076582662296,
          1.3467975639374112,
          1.3470027800804185,
          1.3510508373608743,
          1.3625719631141726,
          1.3591046628181205,
          1.3584512316189812,
          1.3606858711322274,
          1.353873211565189,
          1.3657401036286567,
          1.3629147410226536,
          1.365030889889585,
          1.367190447183951,
          1.3826778834061153,
          1.3828526791261486,
          1.3906132896106111,
          1.383280370199791,
          1.3681060855602656,
          1.3792514324913445,
          1.3732867906438317,
          1.3808102494508698,
          1.3933925068190358,
          1.392834038141149,
          1.3983623244138623,
          1.3820080519276758,
          1.3959222484014175,
          1.3938540777676907,
          1.4010045336505965,
          1.4043773499492154,
          1.4064333131583584,
          1.3929490233415422,
          1.3895820930625968,
          1.385034941472124,
          1.392590856281287,
          1.3600903587970226,
          1.3587690497323561,
          1.3668303091772402,
          1.3540941398342934,
          1.3530986295765264,
          1.345483973416664,
          1.3625962513197059,
          1.3681703688209093,
          1.365590697530205,
          1.3786408558896979,
          1.3842753763901687,
          1.386517738011297,
          1.4005376622344687,
          1.4079184848835995,
          1.4113278669914513,
          1.4138756466763998,
          1.4131897359894978,
          1.41931714961973,
          1.4232870022755224,
          1.4213034331396412,
          1.4168865765111038,
          1.4214234238729944,
          1.4243917037642102,
          1.4209796598837818,
          1.4234890766853818,
          1.4326353060731465,
          1.430919511237197,
          1.4173426099457165,
          1.425539168938721,
          1.4259899886859069,
          1.4187654247145494,
          1.41003642016468,
          1.4234739092554092,
          1.425903444636828,
          1.4360899041510817,
          1.4354257438861193,
          1.4202709518899415,
          1.416284210949836,
          1.4297062915530596,
          1.4033428380158193,
          1.4249738710648112,
          1.4217604402402597,
          1.420176205386666,
          1.3991099734532337,
          1.4008814547523458,
          1.4174390508028734,
          1.4125511742016938,
          1.3900577832031868,
          1.4139690415413864,
          1.3846180107828987,
          1.3580793387142334,
          1.3349934393575793,
          1.3403217646222192,
          1.3302196543321387,
          1.3291989517540688,
          1.3450646195207432,
          1.3610559860699314,
          1.391629492447694,
          1.3816842296003857,
          1.4004708910171777,
          1.403843008133715,
          1.404742692611764,
          1.4226497992549252,
          1.4169427071664942,
          1.4227844308196456,
          1.4439696609408863,
          1.4454906037298354,
          1.442578140099151,
          1.4457503860636078,
          1.4511395457689744,
          1.449949400232302,
          1.4559179755241984,
          1.4583509834707935,
          1.4579415461155818,
          1.461411515991048,
          1.4651988464097196,
          1.4615444333505994,
          1.4712623236106706,
          1.4690279012701264,
          1.4727293963044235,
          1.4801723861968972,
          1.4869217062742064,
          1.4860178019464854,
          1.4940778493069387,
          1.4951706211766624,
          1.478220728378451,
          1.4880065816726373,
          1.493058078146153,
          1.4942517324201743,
          1.4970695745040277,
          1.4846061870288467,
          1.48547962754967,
          1.4616833640513707,
          1.4696786298393205,
          1.4472500787510307,
          1.435238991242809,
          1.4143584025731544,
          1.4444838252334284,
          1.476171550419052,
          1.4833663498350655,
          1.4928608407072965,
          1.4948521846060576,
          1.4942752948846738,
          1.501534290139487,
          1.503548958335546,
          1.4966963132849154,
          1.4822739996367074,
          1.4811100993264121,
          1.4514582514812353,
          1.4323608127811922,
          1.4460052434680342,
          1.4751448332187587,
          1.462851194556312,
          1.4474099355256937,
          1.4444494719787035,
          1.4341958550690452,
          1.4154396506011864,
          1.4338457034343792,
          1.439701086936232,
          1.453260055604206,
          1.4817902061808088,
          1.4786177364762334,
          1.4804551789300429,
          1.4510395454396208,
          1.4321523810613765,
          1.4506437197964999,
          1.4441785174075905,
          1.4591040567263236,
          1.479322271145437,
          1.4754452180847806,
          1.491581925738016,
          1.4879016722086624,
          1.4804579701369593,
          1.5031855350029424,
          1.5044541494703296,
          1.5246793534162442,
          1.5327361968102549,
          1.5338872717043712,
          1.5319900286924388,
          1.5349470834799257,
          1.5448372607399647,
          1.5405379009256315,
          1.5451471348521821,
          1.5476329284192323,
          1.550997355890287,
          1.5433068592168215,
          1.559285026460375,
          1.5505931826286392,
          1.5464757447402324,
          1.5501951898338087,
          1.5290846917685426,
          1.533688562897997,
          1.506136760351423,
          1.503514142007622,
          1.5211011063360054,
          1.5134169675817797,
          1.5306805912808843,
          1.5275899247375888,
          1.542941570663369,
          1.540026212595954,
          1.5560847899552575,
          1.5488373607234134,
          1.5432134825352768,
          1.511728235156578,
          1.507701031498481,
          1.510868060433726,
          1.5274839126245754,
          1.5136394627576126,
          1.5072895443255647,
          1.509144649200593,
          1.521155458348393,
          1.5188054609638604,
          1.5268582114253588,
          1.5370000553311416,
          1.5452513648137969,
          1.5402755434425213,
          1.5412289173961933,
          1.55027619528097,
          1.5529273374033419,
          1.531852810457058,
          1.5496600441257897,
          1.5491797859780103,
          1.5603390443782412,
          1.5627796641445164,
          1.5779272291533954,
          1.5723065712797148,
          1.5716120373077358,
          1.5686820844458622,
          1.5499955227941389,
          1.5690528652111737,
          1.5707484912868273,
          1.5513705938267353,
          1.5452336262428659,
          1.5542134373403869,
          1.5687648607755165,
          1.5627480532187226,
          1.556199750573523,
          1.5579142219181112,
          1.5757034409487027,
          1.5753467624264268,
          1.5807061469551933,
          1.5786583000593526,
          1.5763603883685142,
          1.5827603004991213,
          1.5800684061224342,
          1.5638341525014592,
          1.5846081898411837,
          1.5827441163068892,
          1.5735684159103982,
          1.579760230934041,
          1.577247958166176,
          1.581288687396538,
          1.5705532153120392,
          1.5703736072254115,
          1.555409100867667,
          1.5569643713328718,
          1.5754097598457506,
          1.5770572046665412,
          1.565912045817222,
          1.5564834592976409,
          1.565374905157609,
          1.5686809318247785,
          1.5853539241412888,
          1.577864294959051,
          1.588527774312791,
          1.5932688788051115,
          1.580690428688059,
          1.576021311859485,
          1.5650435605450002,
          1.5302716252545407,
          1.5358940903816056,
          1.5459191137119137,
          1.5477681655536757,
          1.540362145803803,
          1.545256809863388,
          1.5184517400940956,
          1.521059148772484,
          1.5447494616523265,
          1.5670353757651676,
          1.5817855427968441,
          1.5791694701651697,
          1.601013064155007,
          1.6211997301644572,
          1.620399548204963,
          1.617249277233075,
          1.6090024900495183,
          1.6013615538284174,
          1.5906708690780562,
          1.5794187578260648,
          1.6025974824031806,
          1.6145525747715388,
          1.6159784014317642,
          1.6050363577435285,
          1.6042519681907887,
          1.6025997735176623,
          1.610115650246845,
          1.597503512863614,
          1.5969023957152584,
          1.6182163611787823,
          1.6037757460710462,
          1.6065501325051483,
          1.6030059319810968,
          1.6056442141445906,
          1.614368390975814,
          1.6064982518420714,
          1.5937856814084062,
          1.5504304342791155,
          1.4934040481848736,
          1.4336976960104435,
          1.4196088602959336,
          1.4872431543876312,
          1.531453584018208,
          1.534585645879106,
          1.524262578514419,
          1.4759424770069633,
          1.5091501482575325,
          1.5067997456332958,
          1.4861601825265447,
          1.525112916787166,
          1.5054967315390146,
          1.518003887636326,
          1.5231610644175255,
          1.5169346212542678,
          1.536680028979158,
          1.5494588640127374,
          1.547511539755585,
          1.5231728823078055,
          1.5317593116671433,
          1.5115355441387448,
          1.5071509232988574,
          1.5050861446759243,
          1.505373921955621,
          1.4631318169487966,
          1.4616483359374906,
          1.4950225520747291,
          1.5006159311092966,
          1.5271103992758461,
          1.5584536199176788,
          1.5563442443094848,
          1.5686939809200193,
          1.5794486616710357,
          1.5813735016088086,
          1.5855974223460765,
          1.5784221977550186,
          1.5768386846651694,
          1.6013971469217325,
          1.6082230364239885,
          1.6125898648315475,
          1.6002331450386902,
          1.5888357994968094,
          1.6165095875307587,
          1.648373094206489,
          1.6468889193252498,
          1.6438983728404313,
          1.6656698598291573,
          1.6622312333977263,
          1.6563228446815565,
          1.675129839103953,
          1.6842459270322394,
          1.6796849534079585,
          1.6783024230856811,
          1.693069574191187,
          1.6749588518686922,
          1.674240749510536,
          1.6690577607713475,
          1.6478081930423851,
          1.6210239885546753,
          1.6451387157011115,
          1.6458556793472097,
          1.677251642481222,
          1.6759209118101834,
          1.684412507522517,
          1.680903099219827,
          1.6833877548413703,
          1.6826818368600798,
          1.6845213723126886,
          1.6772689762194046,
          1.702125131208657,
          1.68537244422367,
          1.6626005902928833,
          1.697013186878297,
          1.681356222018611,
          1.6726030983639653,
          1.6546121236393836,
          1.661079580685071,
          1.6228938710053242,
          1.6326389720052994,
          1.6510717476934882,
          1.6753529146808486,
          1.6517429030887485,
          1.6214862641254717,
          1.6360914732623866,
          1.647285592567324,
          1.6623009736031873,
          1.6597318070387104,
          1.6570564001159793,
          1.677279206799088,
          1.6630698996680369,
          1.6455840304306613,
          1.6167421120582168,
          1.619123474753931,
          1.5981430747128464,
          1.5523856583559166,
          1.5348525426305362,
          1.536150536261784,
          1.5489691077750836,
          1.5024002618163628,
          1.52656247865946,
          1.482587629955262,
          1.4823239180096772,
          1.4658341462622133,
          1.4782839261979948,
          1.5106125508263077,
          1.4846249749490898,
          1.5025171161654336,
          1.479084843772793,
          1.498780067802169,
          1.5378761980549156,
          1.5386055190512737,
          1.5030519597016698,
          1.5061195022118639,
          1.5089695710318747,
          1.4671317659171321,
          1.4394085126727383,
          1.435146979621674,
          1.4357508604196603,
          1.4201859334645377,
          1.4511817717924875,
          1.4824384481238257,
          1.5142691574734102,
          1.506988763580372,
          1.509168515253758,
          1.5363107263894353,
          1.5117120071262096,
          1.5201734748930014,
          1.5380547089243157,
          1.5373355137542444,
          1.5233688565802797,
          1.569704345955041,
          1.5770243474287509,
          1.5794906982778796,
          1.5840927974265577,
          1.5760124868377046,
          1.5543278761900605,
          1.561402313095544,
          1.5626936179147395,
          1.5918592816761017,
          1.591003043386947,
          1.5885398570085965,
          1.5987571940636858,
          1.605497067085881,
          1.6154808849840865,
          1.6227617327041635,
          1.6220781459799667,
          1.607335031788166,
          1.606685514231191,
          1.605544839578546,
          1.6206330060796097,
          1.629273704510467,
          1.6234774191573142,
          1.6383673735559505,
          1.6287371781649074,
          1.612903118164491,
          1.6325424664051933,
          1.612328802081615,
          1.6153213301351972,
          1.609586520940909,
          1.625663686152107,
          1.6525968775885482,
          1.654716819146343,
          1.6526592846569796,
          1.6635791314065729,
          1.6643801661147495,
          1.6700267714168144,
          1.6652429516088687,
          1.6552866922670062,
          1.6519515198308423,
          1.6559397151792383,
          1.6535957358548001,
          1.6398358538264568,
          1.6327001702610222,
          1.6478052091149997,
          1.629856562856987,
          1.615067619638153,
          1.6126056557841284,
          1.6188755888491821,
          1.618911316454455,
          1.6440034813254103,
          1.6299883683664114,
          1.625374733026359,
          1.623439061102441,
          1.639308459352587,
          1.6270457559480471,
          1.6376307529187994,
          1.6332102695669897,
          1.6498556715381256,
          1.6491383515187263,
          1.675025822936734,
          1.6886496862830003,
          1.690891722381876,
          1.6993105416472452,
          1.7014821642860765,
          1.7025997833469357,
          1.7055434705723027,
          1.6943596937679644,
          1.7013717666001074,
          1.7015943756139167,
          1.7048882892968935,
          1.7033628386123973,
          1.6837581442115086,
          1.6710046902467315,
          1.6659651059300848,
          1.6644693207321752,
          1.6660871540633324,
          1.6580260986095798,
          1.6674478027322692,
          1.6737234978153277,
          1.6707000723729544,
          1.6994130278484338,
          1.6301450634531371,
          1.5945108724115538,
          1.6301293504575791,
          1.6619088698323914,
          1.6786980576948773,
          1.6791993540846024,
          1.664620150843405,
          1.6747740042911963,
          1.6816959960046876,
          1.7103482991850179,
          1.7195754235642182,
          1.7379389908601812,
          1.7346617868570857,
          1.7492024396954644,
          1.745052940229529,
          1.7559400498297237,
          1.752824704573022,
          1.7647798884313297,
          1.7556847534648308,
          1.7637058411912736,
          1.7640334712961856,
          1.7693752899840047,
          1.7731920740410958,
          1.7748984585548437,
          1.7785060173836005,
          1.7779791798532616,
          1.7658355281278808,
          1.7733559616140264,
          1.7797747072629535,
          1.8030346302662283,
          1.8033178377386887,
          1.8053210934831991,
          1.7970134892225713,
          1.809652781899297,
          1.81436850969472,
          1.822731027940939,
          1.8169962527100445,
          1.8173961394783624,
          1.8202456464588679,
          1.821655563719274,
          1.820690490200282,
          1.8265617246724468,
          1.8153632908308082,
          1.8141759572609573,
          1.8173047808700227,
          1.8253387028102663,
          1.8225858669995365,
          1.8172474043691216,
          1.8215971433934521,
          1.8258441069784441,
          1.8355162944490222,
          1.8372528719496162,
          1.8349529886790836,
          1.7912158490842494,
          1.8182208556690287,
          1.7938097590551736,
          1.7958940351723984,
          1.8165370749485308,
          1.8113922869925705,
          1.8064774511554824,
          1.8080855924107797,
          1.8274040167771668,
          1.838214319514695,
          1.8277860422259558,
          1.8081448898143895,
          1.8280710950631809,
          1.8346179988401932,
          1.8200437357115267,
          1.8380064891831782,
          1.835656596779202,
          1.8321353190918084,
          1.8426500839249726,
          1.842153056815099,
          1.8375548770454166,
          1.846870810657695,
          1.825105256316051,
          1.8247017320422831,
          1.8166826942446745,
          1.818943370699419,
          1.811119273383476,
          1.8283439628428557,
          1.8349425928036598,
          1.835602159473815,
          1.8370222332852761,
          1.8520759352402234,
          1.8490608146668388,
          1.8463892621217965,
          1.8417839907167142,
          1.8298613675437667,
          1.82454136785807,
          1.8125700825171978,
          1.7983348426192178,
          1.7858145916844386,
          1.782541538510861,
          1.8281925827300118,
          1.834514927103248,
          1.8566041380497165,
          1.8502887037083782,
          1.8732705739200302,
          1.864699523488883,
          1.8857920176272946,
          1.8916473576819886,
          1.90602366311206,
          1.903198939099975,
          1.9217412585740425,
          1.9272855482725728,
          1.9277052402590695,
          1.9339139113642403,
          1.9214214572786246,
          1.9206312076775,
          1.9175119019048532,
          1.9035536700576434,
          1.9053603892090663,
          1.9223822960238928,
          1.9302228890087407,
          1.9594922433326227,
          1.9619522689572222,
          1.9743452726868245,
          1.966204072850869,
          1.9844657955724394,
          1.9787934007493002,
          1.9882516734227007,
          1.9828503779737703,
          1.9876198507317666,
          2.0001308922730687,
          1.9980211559784031,
          2.002800503640277,
          2.006069556747954,
          2.016377816015362,
          1.9955191143700768,
          1.9911178970184713,
          1.974770957645297,
          1.9940148221429053,
          2.0067377724246254,
          2.0075507578081466,
          2.020630874632262,
          2.0222401904512743,
          2.024115739134001,
          2.0294804410904344,
          2.0225802791864327,
          2.0278332389396025,
          2.0171840878581424,
          2.0228533593033386,
          2.0176903279155964,
          2.022903610871375,
          2.020740772536033,
          2.0364226466995796,
          2.0564342761552687,
          2.0587015409639013,
          2.059915505570146,
          2.0446469565823944,
          2.0379054187456944,
          2.051472705054707,
          2.051221871999915,
          2.0609814650461966,
          2.0610222556419466,
          2.063537520059823,
          2.0651687201810622,
          2.0772404167820695,
          2.0815634462227397,
          2.089043934924057,
          2.097580943295744,
          2.108219273016057,
          2.1045806395556084,
          2.1088946802173107,
          2.1252431206715015,
          2.125155249076489,
          2.11439512719611,
          2.114431460310256,
          2.123724291446989,
          2.1134593482429995,
          2.147647711608499,
          2.1322464866015034,
          2.134863226288049,
          2.1291877632259952,
          2.1252053214922477,
          2.1219797777491247,
          2.124355684168408,
          2.1294094273289264,
          2.133902920367769,
          2.129185070691293,
          2.144184227144242,
          2.143865666899472,
          2.140434427930669,
          2.1426014977063725,
          2.1085697803906784,
          2.1099700396764782,
          2.1089726910933653,
          2.1152648804859586,
          2.1160715774365175,
          2.131806187292354,
          2.1365845081751598,
          2.1461591966902396,
          2.141114526525707,
          2.1398140187289063,
          2.136540782253172,
          2.128269891398984,
          2.1311798829684823,
          2.1277236037889713,
          2.124649996198519,
          2.119129856877179,
          2.1108822005153653,
          2.095843275809961,
          2.1199090668159823,
          2.112698738139967,
          2.109658413613768,
          2.1285684283503628,
          2.1201128611988573,
          2.141367628233156,
          2.1586447384437455,
          2.1573174387530334,
          2.161978473038121,
          2.163432897797392,
          2.1750393528448715,
          2.174163433882569,
          2.174366945844405,
          2.1731764807422924,
          2.1778952064497754,
          2.1806158312272976,
          2.1842408922005494,
          2.2016202861492067,
          2.2019834328707724,
          2.2032267559913676,
          2.2148183277255042,
          2.2169123040576957,
          2.1594158511691446,
          2.1742489526007356,
          2.1884564462822595,
          2.1997752548101968,
          2.206630245213558,
          2.2143891519554804,
          2.2246452645436325,
          2.230144361505184,
          2.2306366083547045,
          2.2261751406890786,
          2.237886486304627,
          2.2513353565758,
          2.2539044328705975,
          2.2482539980348895,
          2.2568824432085712,
          2.2656779821028583,
          2.245489008824835,
          2.2434766322688042,
          2.2553976630453048,
          2.2505320049217663,
          2.2379194412649004,
          2.2318706648052515,
          2.2610836917322277,
          2.2452364075140943,
          2.2550024403319577,
          2.2535835271265765,
          2.2553637968468796,
          2.255064490500525,
          2.2301781046307028,
          2.2575767367026325,
          2.236160799154173,
          2.239797605738152
         ]
        }
       ],
       "layout": {
        "title": "Optimized ETF vs Index",
        "xaxis": {
         "title": "Date"
        },
        "yaxis": {
         "range": [
          0,
          3
         ],
         "title": "Cumulative Returns"
        }
       }
      },
      "text/html": [
       "<div id=\"8153e4eb-5423-4e5d-8307-6486b247c164\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"8153e4eb-5423-4e5d-8307-6486b247c164\", [{\"type\": \"scatter\", \"name\": \"Index\", \"x\": [\"2013-07-01\", \"2013-07-02\", \"2013-07-03\", \"2013-07-05\", \"2013-07-08\", \"2013-07-09\", \"2013-07-10\", \"2013-07-11\", \"2013-07-12\", \"2013-07-15\", \"2013-07-16\", \"2013-07-17\", \"2013-07-18\", \"2013-07-19\", \"2013-07-22\", \"2013-07-23\", \"2013-07-24\", \"2013-07-25\", \"2013-07-26\", \"2013-07-29\", \"2013-07-30\", \"2013-07-31\", \"2013-08-01\", \"2013-08-02\", \"2013-08-05\", \"2013-08-06\", \"2013-08-07\", \"2013-08-08\", \"2013-08-09\", \"2013-08-12\", \"2013-08-13\", \"2013-08-14\", \"2013-08-15\", \"2013-08-16\", \"2013-08-19\", \"2013-08-20\", \"2013-08-21\", \"2013-08-22\", \"2013-08-23\", \"2013-08-26\", \"2013-08-27\", \"2013-08-28\", \"2013-08-29\", \"2013-08-30\", \"2013-09-03\", \"2013-09-04\", \"2013-09-05\", \"2013-09-06\", \"2013-09-09\", \"2013-09-10\", \"2013-09-11\", \"2013-09-12\", \"2013-09-13\", \"2013-09-16\", \"2013-09-17\", \"2013-09-18\", \"2013-09-19\", \"2013-09-20\", \"2013-09-23\", \"2013-09-24\", \"2013-09-25\", \"2013-09-26\", \"2013-09-27\", \"2013-09-30\", \"2013-10-01\", \"2013-10-02\", \"2013-10-03\", \"2013-10-04\", \"2013-10-07\", \"2013-10-08\", \"2013-10-09\", \"2013-10-10\", \"2013-10-11\", \"2013-10-14\", \"2013-10-15\", \"2013-10-16\", \"2013-10-17\", \"2013-10-18\", \"2013-10-21\", \"2013-10-22\", \"2013-10-23\", \"2013-10-24\", \"2013-10-25\", \"2013-10-28\", \"2013-10-29\", \"2013-10-30\", \"2013-10-31\", \"2013-11-01\", \"2013-11-04\", \"2013-11-05\", \"2013-11-06\", \"2013-11-07\", \"2013-11-08\", \"2013-11-11\", \"2013-11-12\", \"2013-11-13\", \"2013-11-14\", \"2013-11-15\", \"2013-11-18\", \"2013-11-19\", \"2013-11-20\", \"2013-11-21\", \"2013-11-22\", \"2013-11-25\", \"2013-11-26\", \"2013-11-27\", \"2013-11-29\", \"2013-12-02\", \"2013-12-03\", \"2013-12-04\", \"2013-12-05\", \"2013-12-06\", \"2013-12-09\", \"2013-12-10\", \"2013-12-11\", \"2013-12-12\", \"2013-12-13\", \"2013-12-16\", \"2013-12-17\", \"2013-12-18\", \"2013-12-19\", \"2013-12-20\", \"2013-12-23\", \"2013-12-24\", \"2013-12-26\", \"2013-12-27\", \"2013-12-30\", \"2013-12-31\", \"2014-01-02\", \"2014-01-03\", \"2014-01-06\", \"2014-01-07\", \"2014-01-08\", \"2014-01-09\", \"2014-01-10\", \"2014-01-13\", \"2014-01-14\", \"2014-01-15\", \"2014-01-16\", \"2014-01-17\", \"2014-01-21\", \"2014-01-22\", \"2014-01-23\", \"2014-01-24\", \"2014-01-27\", \"2014-01-28\", \"2014-01-29\", \"2014-01-30\", \"2014-01-31\", \"2014-02-03\", \"2014-02-04\", \"2014-02-05\", \"2014-02-06\", \"2014-02-07\", \"2014-02-10\", \"2014-02-11\", \"2014-02-12\", \"2014-02-13\", \"2014-02-14\", \"2014-02-18\", \"2014-02-19\", \"2014-02-20\", \"2014-02-21\", \"2014-02-24\", \"2014-02-25\", \"2014-02-26\", \"2014-02-27\", \"2014-02-28\", \"2014-03-03\", \"2014-03-04\", \"2014-03-05\", \"2014-03-06\", \"2014-03-07\", \"2014-03-10\", \"2014-03-11\", \"2014-03-12\", \"2014-03-13\", \"2014-03-14\", \"2014-03-17\", \"2014-03-18\", \"2014-03-19\", \"2014-03-20\", \"2014-03-21\", \"2014-03-24\", \"2014-03-25\", \"2014-03-26\", \"2014-03-27\", \"2014-03-28\", \"2014-03-31\", \"2014-04-01\", \"2014-04-02\", \"2014-04-03\", \"2014-04-04\", \"2014-04-07\", \"2014-04-08\", \"2014-04-09\", \"2014-04-10\", \"2014-04-11\", \"2014-04-14\", \"2014-04-15\", \"2014-04-16\", \"2014-04-17\", \"2014-04-21\", \"2014-04-22\", \"2014-04-23\", \"2014-04-24\", \"2014-04-25\", \"2014-04-28\", \"2014-04-29\", \"2014-04-30\", \"2014-05-01\", \"2014-05-02\", \"2014-05-05\", \"2014-05-06\", \"2014-05-07\", \"2014-05-08\", \"2014-05-09\", \"2014-05-12\", \"2014-05-13\", \"2014-05-14\", \"2014-05-15\", \"2014-05-16\", \"2014-05-19\", \"2014-05-20\", \"2014-05-21\", \"2014-05-22\", \"2014-05-23\", \"2014-05-27\", \"2014-05-28\", \"2014-05-29\", \"2014-05-30\", \"2014-06-02\", \"2014-06-03\", \"2014-06-04\", \"2014-06-05\", \"2014-06-06\", \"2014-06-09\", \"2014-06-10\", \"2014-06-11\", \"2014-06-12\", \"2014-06-13\", \"2014-06-16\", \"2014-06-17\", \"2014-06-18\", \"2014-06-19\", \"2014-06-20\", \"2014-06-23\", \"2014-06-24\", \"2014-06-25\", \"2014-06-26\", \"2014-06-27\", \"2014-06-30\", \"2014-07-01\", \"2014-07-02\", \"2014-07-03\", \"2014-07-07\", \"2014-07-08\", \"2014-07-09\", \"2014-07-10\", \"2014-07-11\", \"2014-07-14\", \"2014-07-15\", \"2014-07-16\", \"2014-07-17\", \"2014-07-18\", \"2014-07-21\", \"2014-07-22\", \"2014-07-23\", \"2014-07-24\", \"2014-07-25\", \"2014-07-28\", \"2014-07-29\", \"2014-07-30\", \"2014-07-31\", \"2014-08-01\", \"2014-08-04\", \"2014-08-05\", \"2014-08-06\", \"2014-08-07\", \"2014-08-08\", \"2014-08-11\", \"2014-08-12\", \"2014-08-13\", \"2014-08-14\", \"2014-08-15\", \"2014-08-18\", \"2014-08-19\", \"2014-08-20\", \"2014-08-21\", \"2014-08-22\", \"2014-08-25\", \"2014-08-26\", \"2014-08-27\", \"2014-08-28\", \"2014-08-29\", \"2014-09-02\", \"2014-09-03\", \"2014-09-04\", \"2014-09-05\", \"2014-09-08\", \"2014-09-09\", \"2014-09-10\", \"2014-09-11\", \"2014-09-12\", \"2014-09-15\", \"2014-09-16\", \"2014-09-17\", \"2014-09-18\", \"2014-09-19\", \"2014-09-22\", \"2014-09-23\", \"2014-09-24\", \"2014-09-25\", \"2014-09-26\", \"2014-09-29\", \"2014-09-30\", \"2014-10-01\", \"2014-10-02\", \"2014-10-03\", \"2014-10-06\", \"2014-10-07\", \"2014-10-08\", \"2014-10-09\", \"2014-10-10\", \"2014-10-13\", \"2014-10-14\", \"2014-10-15\", \"2014-10-16\", \"2014-10-17\", \"2014-10-20\", \"2014-10-21\", \"2014-10-22\", \"2014-10-23\", \"2014-10-24\", \"2014-10-27\", \"2014-10-28\", \"2014-10-29\", \"2014-10-30\", \"2014-10-31\", \"2014-11-03\", \"2014-11-04\", \"2014-11-05\", \"2014-11-06\", \"2014-11-07\", \"2014-11-10\", \"2014-11-11\", \"2014-11-12\", \"2014-11-13\", \"2014-11-14\", \"2014-11-17\", \"2014-11-18\", \"2014-11-19\", \"2014-11-20\", \"2014-11-21\", \"2014-11-24\", \"2014-11-25\", \"2014-11-26\", \"2014-11-28\", \"2014-12-01\", \"2014-12-02\", \"2014-12-03\", \"2014-12-04\", \"2014-12-05\", \"2014-12-08\", \"2014-12-09\", \"2014-12-10\", \"2014-12-11\", \"2014-12-12\", \"2014-12-15\", \"2014-12-16\", \"2014-12-17\", \"2014-12-18\", \"2014-12-19\", \"2014-12-22\", \"2014-12-23\", \"2014-12-24\", \"2014-12-26\", \"2014-12-29\", \"2014-12-30\", \"2014-12-31\", \"2015-01-02\", \"2015-01-05\", \"2015-01-06\", \"2015-01-07\", \"2015-01-08\", \"2015-01-09\", \"2015-01-12\", \"2015-01-13\", \"2015-01-14\", \"2015-01-15\", \"2015-01-16\", \"2015-01-20\", \"2015-01-21\", \"2015-01-22\", \"2015-01-23\", \"2015-01-26\", \"2015-01-27\", \"2015-01-28\", \"2015-01-29\", \"2015-01-30\", \"2015-02-02\", \"2015-02-03\", \"2015-02-04\", \"2015-02-05\", \"2015-02-06\", \"2015-02-09\", \"2015-02-10\", \"2015-02-11\", \"2015-02-12\", \"2015-02-13\", \"2015-02-17\", \"2015-02-18\", \"2015-02-19\", \"2015-02-20\", \"2015-02-23\", \"2015-02-24\", \"2015-02-25\", \"2015-02-26\", \"2015-02-27\", \"2015-03-02\", \"2015-03-03\", \"2015-03-04\", \"2015-03-05\", \"2015-03-06\", \"2015-03-09\", \"2015-03-10\", \"2015-03-11\", \"2015-03-12\", \"2015-03-13\", \"2015-03-16\", \"2015-03-17\", \"2015-03-18\", \"2015-03-19\", \"2015-03-20\", \"2015-03-23\", \"2015-03-24\", \"2015-03-25\", \"2015-03-26\", \"2015-03-27\", \"2015-03-30\", \"2015-03-31\", \"2015-04-01\", \"2015-04-02\", \"2015-04-06\", \"2015-04-07\", \"2015-04-08\", \"2015-04-09\", \"2015-04-10\", \"2015-04-13\", \"2015-04-14\", \"2015-04-15\", \"2015-04-16\", \"2015-04-17\", \"2015-04-20\", \"2015-04-21\", \"2015-04-22\", \"2015-04-23\", \"2015-04-24\", \"2015-04-27\", \"2015-04-28\", \"2015-04-29\", \"2015-04-30\", \"2015-05-01\", \"2015-05-04\", \"2015-05-05\", \"2015-05-06\", \"2015-05-07\", \"2015-05-08\", \"2015-05-11\", \"2015-05-12\", \"2015-05-13\", \"2015-05-14\", \"2015-05-15\", \"2015-05-18\", \"2015-05-19\", \"2015-05-20\", \"2015-05-21\", \"2015-05-22\", \"2015-05-26\", \"2015-05-27\", \"2015-05-28\", \"2015-05-29\", \"2015-06-01\", \"2015-06-02\", \"2015-06-03\", \"2015-06-04\", \"2015-06-05\", \"2015-06-08\", \"2015-06-09\", \"2015-06-10\", \"2015-06-11\", \"2015-06-12\", \"2015-06-15\", \"2015-06-16\", \"2015-06-17\", \"2015-06-18\", \"2015-06-19\", \"2015-06-22\", \"2015-06-23\", \"2015-06-24\", \"2015-06-25\", \"2015-06-26\", \"2015-06-29\", \"2015-06-30\", \"2015-07-01\", \"2015-07-02\", \"2015-07-06\", \"2015-07-07\", \"2015-07-08\", \"2015-07-09\", \"2015-07-10\", \"2015-07-13\", \"2015-07-14\", \"2015-07-15\", \"2015-07-16\", \"2015-07-17\", \"2015-07-20\", \"2015-07-21\", \"2015-07-22\", \"2015-07-23\", \"2015-07-24\", \"2015-07-27\", \"2015-07-28\", \"2015-07-29\", \"2015-07-30\", \"2015-07-31\", \"2015-08-03\", \"2015-08-04\", \"2015-08-05\", \"2015-08-06\", \"2015-08-07\", \"2015-08-10\", \"2015-08-11\", \"2015-08-12\", \"2015-08-13\", \"2015-08-14\", \"2015-08-17\", \"2015-08-18\", \"2015-08-19\", \"2015-08-20\", \"2015-08-21\", \"2015-08-24\", \"2015-08-25\", \"2015-08-26\", \"2015-08-27\", \"2015-08-28\", \"2015-08-31\", \"2015-09-01\", \"2015-09-02\", \"2015-09-03\", \"2015-09-04\", \"2015-09-08\", \"2015-09-09\", \"2015-09-10\", \"2015-09-11\", \"2015-09-14\", \"2015-09-15\", \"2015-09-16\", \"2015-09-17\", \"2015-09-18\", \"2015-09-21\", \"2015-09-22\", \"2015-09-23\", \"2015-09-24\", \"2015-09-25\", \"2015-09-28\", \"2015-09-29\", \"2015-09-30\", \"2015-10-01\", \"2015-10-02\", \"2015-10-05\", \"2015-10-06\", \"2015-10-07\", \"2015-10-08\", \"2015-10-09\", \"2015-10-12\", \"2015-10-13\", \"2015-10-14\", \"2015-10-15\", \"2015-10-16\", \"2015-10-19\", \"2015-10-20\", \"2015-10-21\", \"2015-10-22\", \"2015-10-23\", \"2015-10-26\", \"2015-10-27\", \"2015-10-28\", \"2015-10-29\", \"2015-10-30\", \"2015-11-02\", \"2015-11-03\", \"2015-11-04\", \"2015-11-05\", \"2015-11-06\", \"2015-11-09\", \"2015-11-10\", \"2015-11-11\", \"2015-11-12\", \"2015-11-13\", \"2015-11-16\", \"2015-11-17\", \"2015-11-18\", \"2015-11-19\", \"2015-11-20\", \"2015-11-23\", \"2015-11-24\", \"2015-11-25\", \"2015-11-27\", \"2015-11-30\", \"2015-12-01\", \"2015-12-02\", \"2015-12-03\", \"2015-12-04\", \"2015-12-07\", \"2015-12-08\", \"2015-12-09\", \"2015-12-10\", \"2015-12-11\", \"2015-12-14\", \"2015-12-15\", \"2015-12-16\", \"2015-12-17\", \"2015-12-18\", \"2015-12-21\", \"2015-12-22\", \"2015-12-23\", \"2015-12-24\", \"2015-12-28\", \"2015-12-29\", \"2015-12-30\", \"2015-12-31\", \"2016-01-04\", \"2016-01-05\", \"2016-01-06\", \"2016-01-07\", \"2016-01-08\", \"2016-01-11\", \"2016-01-12\", \"2016-01-13\", \"2016-01-14\", \"2016-01-15\", \"2016-01-19\", \"2016-01-20\", \"2016-01-21\", \"2016-01-22\", \"2016-01-25\", \"2016-01-26\", \"2016-01-27\", \"2016-01-28\", \"2016-01-29\", \"2016-02-01\", \"2016-02-02\", \"2016-02-03\", \"2016-02-04\", \"2016-02-05\", \"2016-02-08\", \"2016-02-09\", \"2016-02-10\", \"2016-02-11\", \"2016-02-12\", \"2016-02-16\", \"2016-02-17\", \"2016-02-18\", \"2016-02-19\", \"2016-02-22\", \"2016-02-23\", \"2016-02-24\", \"2016-02-25\", \"2016-02-26\", \"2016-02-29\", \"2016-03-01\", \"2016-03-02\", \"2016-03-03\", \"2016-03-04\", \"2016-03-07\", \"2016-03-08\", \"2016-03-09\", \"2016-03-10\", \"2016-03-11\", \"2016-03-14\", \"2016-03-15\", \"2016-03-16\", \"2016-03-17\", \"2016-03-18\", \"2016-03-21\", \"2016-03-22\", \"2016-03-23\", \"2016-03-24\", \"2016-03-28\", \"2016-03-29\", \"2016-03-30\", \"2016-03-31\", \"2016-04-01\", \"2016-04-04\", \"2016-04-05\", \"2016-04-06\", \"2016-04-07\", \"2016-04-08\", \"2016-04-11\", \"2016-04-12\", \"2016-04-13\", \"2016-04-14\", \"2016-04-15\", \"2016-04-18\", \"2016-04-19\", \"2016-04-20\", \"2016-04-21\", \"2016-04-22\", \"2016-04-25\", \"2016-04-26\", \"2016-04-27\", \"2016-04-28\", \"2016-04-29\", \"2016-05-02\", \"2016-05-03\", \"2016-05-04\", \"2016-05-05\", \"2016-05-06\", \"2016-05-09\", \"2016-05-10\", \"2016-05-11\", \"2016-05-12\", \"2016-05-13\", \"2016-05-16\", \"2016-05-17\", \"2016-05-18\", \"2016-05-19\", \"2016-05-20\", \"2016-05-23\", \"2016-05-24\", \"2016-05-25\", \"2016-05-26\", \"2016-05-27\", \"2016-05-31\", \"2016-06-01\", \"2016-06-02\", \"2016-06-03\", \"2016-06-06\", \"2016-06-07\", \"2016-06-08\", \"2016-06-09\", \"2016-06-10\", \"2016-06-13\", \"2016-06-14\", \"2016-06-15\", \"2016-06-16\", \"2016-06-17\", \"2016-06-20\", \"2016-06-21\", \"2016-06-22\", \"2016-06-23\", \"2016-06-24\", \"2016-06-27\", \"2016-06-28\", \"2016-06-29\", \"2016-06-30\", \"2016-07-01\", \"2016-07-05\", \"2016-07-06\", \"2016-07-07\", \"2016-07-08\", \"2016-07-11\", \"2016-07-12\", \"2016-07-13\", \"2016-07-14\", \"2016-07-15\", \"2016-07-18\", \"2016-07-19\", \"2016-07-20\", \"2016-07-21\", \"2016-07-22\", \"2016-07-25\", \"2016-07-26\", \"2016-07-27\", \"2016-07-28\", \"2016-07-29\", \"2016-08-01\", \"2016-08-02\", \"2016-08-03\", \"2016-08-04\", \"2016-08-05\", \"2016-08-08\", \"2016-08-09\", \"2016-08-10\", \"2016-08-11\", \"2016-08-12\", \"2016-08-15\", \"2016-08-16\", \"2016-08-17\", \"2016-08-18\", \"2016-08-19\", \"2016-08-22\", \"2016-08-23\", \"2016-08-24\", \"2016-08-25\", \"2016-08-26\", \"2016-08-29\", \"2016-08-30\", \"2016-08-31\", \"2016-09-01\", \"2016-09-02\", \"2016-09-06\", \"2016-09-07\", \"2016-09-08\", \"2016-09-09\", \"2016-09-12\", \"2016-09-13\", \"2016-09-14\", \"2016-09-15\", \"2016-09-16\", \"2016-09-19\", \"2016-09-20\", \"2016-09-21\", \"2016-09-22\", \"2016-09-23\", \"2016-09-26\", \"2016-09-27\", \"2016-09-28\", \"2016-09-29\", \"2016-09-30\", \"2016-10-03\", \"2016-10-04\", \"2016-10-05\", \"2016-10-06\", \"2016-10-07\", \"2016-10-10\", \"2016-10-11\", \"2016-10-12\", \"2016-10-13\", \"2016-10-14\", \"2016-10-17\", \"2016-10-18\", \"2016-10-19\", \"2016-10-20\", \"2016-10-21\", \"2016-10-24\", \"2016-10-25\", \"2016-10-26\", \"2016-10-27\", \"2016-10-28\", \"2016-10-31\", \"2016-11-01\", \"2016-11-02\", \"2016-11-03\", \"2016-11-04\", \"2016-11-07\", \"2016-11-08\", \"2016-11-09\", \"2016-11-10\", \"2016-11-11\", \"2016-11-14\", \"2016-11-15\", \"2016-11-16\", \"2016-11-17\", \"2016-11-18\", \"2016-11-21\", \"2016-11-22\", \"2016-11-23\", \"2016-11-25\", \"2016-11-28\", \"2016-11-29\", \"2016-11-30\", \"2016-12-01\", \"2016-12-02\", \"2016-12-05\", \"2016-12-06\", \"2016-12-07\", \"2016-12-08\", \"2016-12-09\", \"2016-12-12\", \"2016-12-13\", \"2016-12-14\", \"2016-12-15\", \"2016-12-16\", \"2016-12-19\", \"2016-12-20\", \"2016-12-21\", \"2016-12-22\", \"2016-12-23\", \"2016-12-27\", \"2016-12-28\", \"2016-12-29\", \"2016-12-30\", \"2017-01-03\", \"2017-01-04\", \"2017-01-05\", \"2017-01-06\", \"2017-01-09\", \"2017-01-10\", \"2017-01-11\", \"2017-01-12\", \"2017-01-13\", \"2017-01-17\", \"2017-01-18\", \"2017-01-19\", \"2017-01-20\", \"2017-01-23\", \"2017-01-24\", \"2017-01-25\", \"2017-01-26\", \"2017-01-27\", \"2017-01-30\", \"2017-01-31\", \"2017-02-01\", \"2017-02-02\", \"2017-02-03\", \"2017-02-06\", \"2017-02-07\", \"2017-02-08\", \"2017-02-09\", \"2017-02-10\", \"2017-02-13\", \"2017-02-14\", \"2017-02-15\", \"2017-02-16\", \"2017-02-17\", \"2017-02-21\", \"2017-02-22\", \"2017-02-23\", \"2017-02-24\", \"2017-02-27\", \"2017-02-28\", \"2017-03-01\", \"2017-03-02\", \"2017-03-03\", \"2017-03-06\", \"2017-03-07\", \"2017-03-08\", \"2017-03-09\", \"2017-03-10\", \"2017-03-13\", \"2017-03-14\", \"2017-03-15\", \"2017-03-16\", \"2017-03-17\", \"2017-03-20\", \"2017-03-21\", \"2017-03-22\", \"2017-03-23\", \"2017-03-24\", \"2017-03-27\", \"2017-03-28\", \"2017-03-29\", \"2017-03-30\", \"2017-03-31\", \"2017-04-03\", \"2017-04-04\", \"2017-04-05\", \"2017-04-06\", \"2017-04-07\", \"2017-04-10\", \"2017-04-11\", \"2017-04-12\", \"2017-04-13\", \"2017-04-17\", \"2017-04-18\", \"2017-04-19\", \"2017-04-20\", \"2017-04-21\", \"2017-04-24\", \"2017-04-25\", \"2017-04-26\", \"2017-04-27\", \"2017-04-28\", \"2017-05-01\", \"2017-05-02\", \"2017-05-03\", \"2017-05-04\", \"2017-05-05\", \"2017-05-08\", \"2017-05-09\", \"2017-05-10\", \"2017-05-11\", \"2017-05-12\", \"2017-05-15\", \"2017-05-16\", \"2017-05-17\", \"2017-05-18\", \"2017-05-19\", \"2017-05-22\", \"2017-05-23\", \"2017-05-24\", \"2017-05-25\", \"2017-05-26\", \"2017-05-30\", \"2017-05-31\", \"2017-06-01\", \"2017-06-02\", \"2017-06-05\", \"2017-06-06\", \"2017-06-07\", \"2017-06-08\", \"2017-06-09\", \"2017-06-12\", \"2017-06-13\", \"2017-06-14\", \"2017-06-15\", \"2017-06-16\", \"2017-06-19\", \"2017-06-20\", \"2017-06-21\", \"2017-06-22\", \"2017-06-23\", \"2017-06-26\", \"2017-06-27\", \"2017-06-28\", \"2017-06-29\", \"2017-06-30\"], \"y\": [null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 0.9939776869916876, 0.993486223612349, 1.0018604371186186, 1.0163651465461103, 1.0195127289036383, 1.0231702808865337, 1.0001500548280262, 0.989549417941137, 0.9956713332430014, 1.0159074226277345, 0.9863619210046507, 0.9747260202197179, 0.9842819692240907, 0.9906443918171528, 1.0022816233464609, 1.0000947452710596, 1.0084454925676853, 1.0207805885817298, 1.0133666516779463, 1.0272747015403478, 1.0051584919130494, 1.0061483755707452, 1.0165150339493867, 1.0191292347355412, 1.024484739116896, 1.0239512397358408, 1.0278805448114923, 1.0150206478328292, 1.0163306078633842, 1.0164939968044069, 1.0182698502318663, 1.0342904475708934, 1.0352361023731043, 1.0301598244696675, 1.020502970777278, 1.0261700129177582, 1.0341498399412006, 1.0282008893995522, 1.040382658143677, 1.0453032744747446, 1.052513067291819, 1.0645682779975634, 1.0640524928021082, 1.07299461080965, 1.0727573915435578, 1.0732327964231902, 1.0743022826869677, 1.0798097512730207, 1.088113989523765, 1.09269780281789, 1.0944709347489852, 1.1013261938910925, 1.1009082771455914, 1.0871511273470162, 1.094623978573352, 1.0945956239543149, 1.1001716092125728, 1.1109985410241112, 1.1114129309382568, 1.1109899601361057, 1.1125619832442317, 1.1076517667845902, 1.1189921291644744, 1.118337743890075, 1.1204088124105076, 1.1209348568621007, 1.1365211654685357, 1.136267763001952, 1.1423181339349573, 1.1370150840296218, 1.1241445001057253, 1.1337348053777723, 1.1288141917209207, 1.1360862915521543, 1.1463813000184007, 1.1451502209164248, 1.166780334271301, 1.1554790179491834, 1.1701356039874637, 1.168699526637407, 1.1741246363160227, 1.183880674489905, 1.1864795403236557, 1.1694065600933452, 1.1680777633429362, 1.165058865928743, 1.1706081049095476, 1.1441338336339546, 1.141712226724956, 1.149307506516296, 1.1357084895015745, 1.1176204699780854, 1.1156164067674148, 1.12694497937625, 1.1431126588899205, 1.139859868729081, 1.1507335072021696, 1.1566914233588719, 1.1613166452811738, 1.172244372034177, 1.1815592757051467, 1.1860633475677567, 1.192770530692133, 1.1959502942976479, 1.203088921710215, 1.2056044563624915, 1.2045801811722416, 1.201383234119488, 1.2058086816313291, 1.2073575981325682, 1.1942255135644855, 1.1923980974591128, 1.1983772293814656, 1.1960478943486532, 1.1884770877640705, 1.198874429870771, 1.2003031393513746, 1.194785388531288, 1.186748819006774, 1.1967398089793848, 1.1986414645286814, 1.2069759229400514, 1.2079069506305893, 1.1960590450189, 1.1941820174357614, 1.2037978551889301, 1.1791275343700498, 1.1989402135888314, 1.1948737739116424, 1.1951056482970341, 1.1767038758650994, 1.177161935444951, 1.193440947924962, 1.1897004944209248, 1.1708561183768322, 1.1901982416730508, 1.1654624112673606, 1.1427624452936487, 1.1189044814228553, 1.120546248294564, 1.1114783419590468, 1.101126725889065, 1.1162530645363842, 1.1262023382816013, 1.14630129380011, 1.1379938050135527, 1.154821854240044, 1.1534560696953886, 1.1506209884836212, 1.1649310760678493, 1.1551578896984036, 1.1657591226108548, 1.180168581143057, 1.1785800668466984, 1.1731616057538634, 1.1770099951175323, 1.1761616606743788, 1.1758660286344504, 1.1755534373665384, 1.1782349442797428, 1.1789143391468357, 1.182381949557927, 1.1864554711869868, 1.1777094501609995, 1.1917041377238706, 1.1911314295520803, 1.1925135113487462, 1.1979963168305623, 1.2030796317916803, 1.2016796008640953, 1.214094963289369, 1.2010054485289743, 1.1891216303346852, 1.198692433507035, 1.2048400204606602, 1.2052326140206644, 1.208607599824006, 1.1959354057553702, 1.195077214619712, 1.1744063389943977, 1.1821052578781357, 1.163651069993208, 1.153714977291804, 1.1392908120294243, 1.1639623204023999, 1.1933840607202824, 1.201305160954306, 1.189533964144039, 1.1832974876986802, 1.1865897725067334, 1.1953722073141884, 1.198951441050615, 1.1925158471882125, 1.180724153393358, 1.1798066393902729, 1.1564882459898278, 1.1444166329347731, 1.1569784352084838, 1.1796578550482308, 1.1700055311511364, 1.1573425932955759, 1.1540797904896334, 1.1434526806112968, 1.1269406273336608, 1.1422953955856028, 1.1492180917876853, 1.1678394689366012, 1.1901943807471673, 1.1863900039905848, 1.1888223597941903, 1.1572710636828634, 1.1547490888817538, 1.1677869364535136, 1.1721615959356593, 1.186510219070686, 1.204581280030008, 1.1978039644745975, 1.210730815024155, 1.2093173125330332, 1.203622944956625, 1.2230809021741433, 1.2272007622002483, 1.240960901255765, 1.2489593557489767, 1.2524165905314137, 1.2515366515977115, 1.2532852571478628, 1.262440381767909, 1.2647417508601135, 1.2679845669146403, 1.2667768535598118, 1.2739483220349634, 1.267088499395367, 1.2773070043566634, 1.2732022459924714, 1.270248500183737, 1.2665141460387972, 1.2512555115516917, 1.2552888530416946, 1.2318105580990897, 1.2283982075125643, 1.2426259252988863, 1.2360299476411403, 1.2518071700341382, 1.2539972395449106, 1.2686455687184264, 1.2676535627373275, 1.2833961591834415, 1.2794029800650608, 1.2747909417370984, 1.2505701660479778, 1.2470632320708792, 1.2505563701865527, 1.2663840826426245, 1.2537520090285963, 1.2467502417428327, 1.2477412380155266, 1.2571554062871233, 1.2543028468381348, 1.2600776726679375, 1.2712081578625878, 1.3005229475196718, 1.2965153826013638, 1.2993530628493488, 1.3110094456883186, 1.3465738683087338, 1.3315919534896805, 1.3473621368791013, 1.3475367989272027, 1.35491704964619, 1.3555105311190658, 1.3880930631617205, 1.379420639732045, 1.379463868518713, 1.3753572206111002, 1.357461485418981, 1.376542065845494, 1.3781764748422778, 1.3611256323279224, 1.3548239648429738, 1.360159985430698, 1.3786287101190045, 1.3741310891661396, 1.3690709708734141, 1.3694021745076659, 1.3861078354401335, 1.3903877174158965, 1.3970568798131269, 1.393550892958676, 1.3808662832309648, 1.3889461657670967, 1.387657653436684, 1.373418449411153, 1.3922320063089237, 1.391451981521369, 1.3840970268802486, 1.3893198192748675, 1.3877153732325493, 1.392711554920889, 1.3827381119931497, 1.3828980604392846, 1.36979234515654, 1.373119238203333, 1.392582182434428, 1.3947103499902678, 1.383690949723974, 1.3773109188288113, 1.3851309746358171, 1.3868071843597776, 1.3971255412926817, 1.389747678863215, 1.4017397138052785, 1.410772302063929, 1.4023089428741204, 1.3966237341034178, 1.3852125266082758, 1.3553455838348927, 1.3608574169932657, 1.3671455433186646, 1.3677959498683168, 1.3628361627305678, 1.3682770660827888, 1.342952554500892, 1.3429066433797212, 1.3638061327058684, 1.3859326867157653, 1.3997422925820964, 1.4027847348368323, 1.4440742168085228, 1.4994778744554957, 1.5035903654597698, 1.495873583854711, 1.4833322925723484, 1.4706773305182652, 1.459395635705323, 1.4542477922327388, 1.478023218566868, 1.4906018428360683, 1.4893267224708824, 1.4807342484399058, 1.4741711132784112, 1.4696589306361711, 1.4578628994605642, 1.4442458491418186, 1.4413815289574803, 1.4636868030789505, 1.4476369870682557, 1.4518548365333332, 1.4515533833477618, 1.4547208128981741, 1.463740074943568, 1.457752289059148, 1.444554766535361, 1.4030533172832964, 1.3475151023907734, 1.2928554377529844, 1.2832897582625606, 1.3409345804212862, 1.384673816369931, 1.3915096902611122, 1.3821566341281926, 1.3363065354708394, 1.3642080724084724, 1.3580758514832791, 1.3383819710507818, 1.368873829792868, 1.3553466236910285, 1.3672893561895578, 1.3728924385272319, 1.368317554350308, 1.3881862013450101, 1.4031072575804406, 1.4016658520072016, 1.3800213214895038, 1.3819398228356967, 1.3651663650181591, 1.361565264126309, 1.3577871772782677, 1.3542971811371058, 1.311896725103391, 1.3077301653997715, 1.337459573978542, 1.3450356794480833, 1.3697594918359044, 1.3977330908676984, 1.3942193988864622, 1.409885139757436, 1.4239764900686642, 1.4281423080489337, 1.4262303726672034, 1.415752006708423, 1.403224241833489, 1.4166971129193382, 1.4217217604406909, 1.4228749180826814, 1.4114888545027413, 1.404901222062793, 1.4280353209725736, 1.469581468074632, 1.4672460470399205, 1.4654908179066246, 1.4850518073800278, 1.4928889968338057, 1.4857957207355663, 1.502566518989614, 1.5119843569262295, 1.5067986444885844, 1.5008047074922048, 1.5100663970635064, 1.4942002928440075, 1.4933665449501206, 1.49062164748713, 1.4684046269626239, 1.444111360707534, 1.464930584259325, 1.469675335569463, 1.4922238027461943, 1.4872137482109358, 1.4910680908615923, 1.4870255020474124, 1.4919496114744852, 1.494938255908505, 1.4930431903106816, 1.483968269378233, 1.5042336279519009, 1.492276399695974, 1.4730638898693142, 1.4972746610265102, 1.4812098591732943, 1.4685876866336915, 1.4619706768761362, 1.468981949172714, 1.434929044149894, 1.4422202680304415, 1.456611207932943, 1.4793684289974864, 1.4560478898700306, 1.427470662105231, 1.4355972124379008, 1.4441837755190288, 1.4643485787993609, 1.4611916314670643, 1.4575163760240257, 1.4768080339764642, 1.4640935802790565, 1.4484506118023057, 1.4202088835912314, 1.4179987991462506, 1.4045610583417463, 1.3657206427565751, 1.352314999740517, 1.3532477523651656, 1.3636008462630644, 1.3223215109509734, 1.3488600917431144, 1.3146621375574765, 1.314770978922307, 1.300009800069905, 1.307327915381224, 1.3310933801486584, 1.3090364973217088, 1.3265290722824516, 1.2976788547001776, 1.334453856113162, 1.3610386148610725, 1.3645148850378466, 1.3394886170679459, 1.3369203123977336, 1.3360207169038438, 1.295955861900959, 1.2759129890141665, 1.2730245641897198, 1.2722486435100777, 1.2568583214062359, 1.2876131781246052, 1.312180756062952, 1.341665762709146, 1.331493848671294, 1.3325633242907393, 1.3594536808074231, 1.3382091517912922, 1.3460435134851663, 1.3665263392762963, 1.3647928255840085, 1.3527125624586098, 1.391505904999774, 1.3997066481347762, 1.4041486232465559, 1.4129730268591305, 1.4077564061468224, 1.3887817450657394, 1.3964072493038115, 1.397202291969549, 1.4225403666633851, 1.4225358063588522, 1.41856397071639, 1.4276014399014372, 1.434927490495701, 1.4414804170343873, 1.4467089172730927, 1.447354710210595, 1.4338134629897783, 1.4347874877463662, 1.435280922891735, 1.448925005297889, 1.4556162982347025, 1.4507594655215579, 1.4625911522314616, 1.456124696772651, 1.4239578593787001, 1.4497139327220305, 1.4333358123237188, 1.4324115935086874, 1.4251940988186775, 1.4413661576974282, 1.4593396146328164, 1.4640447973845079, 1.4592482677475673, 1.464257019398158, 1.4551801300900786, 1.460938032409879, 1.45236730493599, 1.4308783451599472, 1.4272810355520167, 1.427483428469244, 1.4162180212397069, 1.4132792976624404, 1.4124661537177956, 1.4264066814556164, 1.4129968944319935, 1.4007829526767417, 1.3986636091320808, 1.401767668865408, 1.4033279557195035, 1.4269652912799262, 1.4142364610218208, 1.4093411975100867, 1.4074708320536067, 1.4185513703710713, 1.406126249164085, 1.4114735780384071, 1.4127731603905507, 1.4277948021001903, 1.4274047512815884, 1.4497895033970845, 1.4644174542537574, 1.4671741481441876, 1.4732736046258408, 1.4731515168601288, 1.472702595156721, 1.4747947441729619, 1.4674711035110777, 1.4751608627003565, 1.4712372754461958, 1.475315135239375, 1.4709942821091864, 1.45571895136933, 1.4415101167394748, 1.4366282488348494, 1.4351567099591445, 1.4358199718050477, 1.427111802679556, 1.4341699077758627, 1.4381586831797895, 1.435743148938791, 1.45907696866088, 1.4000822035929008, 1.3698153323893543, 1.4000528731266926, 1.4277957533383296, 1.4425830493485663, 1.4475472122303716, 1.43651492662902, 1.4450869194157994, 1.4484456309910454, 1.4715382287353764, 1.4790085027075432, 1.4964254807543396, 1.4944707547987677, 1.509579053972653, 1.5067719178671315, 1.5170630398619125, 1.4993904180294921, 1.513587489197358, 1.5145923430331742, 1.5237087226973522, 1.5204323728292004, 1.5189297302988984, 1.5340128887775164, 1.5387996829022554, 1.5427228658224237, 1.544153063447844, 1.5384900201448835, 1.544200351175675, 1.544673936945363, 1.5534277400048058, 1.5471366230633186, 1.5524545374739434, 1.548257982347948, 1.5583024407440818, 1.5628158212136962, 1.568678460014855, 1.5612474861906542, 1.5575019601113687, 1.5600480736222708, 1.561004068364228, 1.5591606171336827, 1.5621284483199567, 1.5513172797061703, 1.5466743214676757, 1.547849260576924, 1.5546216298019562, 1.5555438935463435, 1.5513591047346755, 1.5528260724449205, 1.5564150526729328, 1.5661320810655124, 1.5733622862699184, 1.56890168360725, 1.5325150170705075, 1.5572338189993804, 1.5378865052718296, 1.5452951933519792, 1.5646913422574753, 1.559778267929177, 1.5559264183310648, 1.558000034549114, 1.5690421000916466, 1.5804420357535685, 1.5666979276062691, 1.5513783994531931, 1.5645495285649906, 1.578011466952244, 1.5681337643025577, 1.5844697038674131, 1.5832595706108514, 1.5805027129944746, 1.5863127196353781, 1.5877067018829676, 1.5800062695493415, 1.5823354350413454, 1.5626083984667962, 1.5616693689040932, 1.5566626231752267, 1.5603226378015502, 1.5522672216432878, 1.5878901402488217, 1.5941541182724877, 1.5944056320178925, 1.6076470916726804, 1.6141681019474334, 1.612576385428131, 1.6047373321137313, 1.6055972865160926, 1.5862644969294237, 1.5822108372063317, 1.5722201002607703, 1.5558116603102827, 1.5348592168997464, 1.5334458570875467, 1.572084119721209, 1.5677442867393516, 1.6062169855143864, 1.6093038641662796, 1.635143944467725, 1.6329506300058767, 1.6486852699182486, 1.6538854746501683, 1.662904780849713, 1.6604080486750372, 1.6793134221153727, 1.6789660557611228, 1.6726544281550546, 1.6787597899653046, 1.6669898026168404, 1.668914440023894, 1.679281903428154, 1.670232970157785, 1.670604460137997, 1.6843157490275018, 1.6898972529991632, 1.7117427196599333, 1.712541526810322, 1.7271706483701752, 1.7211035089478925, 1.7371899365305274, 1.7307965845160425, 1.7410030261260976, 1.7365441386017795, 1.740751749350688, 1.7514035356044884, 1.7486174330989843, 1.7532355862614815, 1.7581819884946284, 1.7753373089244724, 1.7471852394201108, 1.7477617034080963, 1.7326321465261079, 1.7482523263849647, 1.7632821363199311, 1.7652024351205984, 1.776326680096652, 1.777647528169476, 1.7832061298383262, 1.7857019505594576, 1.7812593415167024, 1.787417976358412, 1.7750626771660056, 1.777926905374102, 1.7768549552898893, 1.77341885717397, 1.7541949679620281, 1.765677344511433, 1.7826961693178007, 1.788019051899512, 1.7875327560723484, 1.773150630737554, 1.7656268663515564, 1.7884749634419101, 1.7869395646822677, 1.7945549033263775, 1.7938616471531292, 1.794095606696051, 1.7904048729799646, 1.80015213884294, 1.8022457724696206, 1.8096852566246153, 1.8209405777802303, 1.8301774465791296, 1.8268900123096603, 1.8280705251996747, 1.8413805476868588, 1.8403215798431078, 1.8284449700930012, 1.8285565470548955, 1.835859538288831, 1.8214180071961958, 1.8538450197802592, 1.8387980815343796, 1.8404632865069706, 1.8333288550636644, 1.8274876897150094, 1.8229971705868628, 1.825160351838435, 1.8305460889730043, 1.8313389174796537, 1.823797876627649, 1.8375198212727737, 1.8401505628990793, 1.8324897374145894, 1.8315657198291155, 1.7989479041554184, 1.799646620611784, 1.7965233622237697, 1.8026410066368723, 1.8014306840061827, 1.8170291705097092, 1.8232410452621817, 1.8371397291763696, 1.8330808816622877, 1.8315874146266247, 1.8281201914612961, 1.8223278530359481, 1.822906261231913, 1.820204706773194, 1.8194203816051318, 1.8138425527093065, 1.8036270378319126, 1.7876383645412148, 1.8076424604319892, 1.795520377389765, 1.788198143787578, 1.8030195873589336, 1.7949572058497858, 1.8160960281954195, 1.8319627191327954, 1.8345483032018697, 1.8357740092697945, 1.8399711703748516, 1.8514667431948246, 1.8513243864586266, 1.8457906171303953, 1.8438987123198616, 1.8488900294271822, 1.85377202841664, 1.8566681073970097, 1.8907359331181512, 1.8961192587881126, 1.8968387140717244, 1.9096727498053911, 1.9122034906758927, 1.86024971298141, 1.8714485846428406, 1.8848476628817008, 1.895086780428508, 1.8998193245375858, 1.905124093880964, 1.9133830627270556, 1.9187834706150102, 1.9185634531288833, 1.9135542422139233, 1.9263391123168478, 1.9429377817296818, 1.9443038912997685, 1.9398199397043803, 1.9436749785153067, 1.9543126851355987, 1.9177253781524481, 1.9113962732813314, 1.9222440903219475, 1.9171722025702402, 1.9077393579167368, 1.9000138916895024, 1.9223279125983963, 1.9085165482349273, 1.918286227190297, 1.9282285873205558, 1.9270647103581333, 1.9254614423011835, 1.9020314551528883, 1.926907697753388, 1.9109049089874517, 1.914012731807238], \"line\": {\"color\": \"#B6B2CF\"}}, {\"type\": \"scatter\", \"name\": \"ETF\", \"x\": [\"2013-07-01\", \"2013-07-02\", \"2013-07-03\", \"2013-07-05\", \"2013-07-08\", \"2013-07-09\", \"2013-07-10\", \"2013-07-11\", \"2013-07-12\", \"2013-07-15\", \"2013-07-16\", \"2013-07-17\", \"2013-07-18\", \"2013-07-19\", \"2013-07-22\", \"2013-07-23\", \"2013-07-24\", \"2013-07-25\", \"2013-07-26\", \"2013-07-29\", \"2013-07-30\", \"2013-07-31\", \"2013-08-01\", \"2013-08-02\", \"2013-08-05\", \"2013-08-06\", \"2013-08-07\", \"2013-08-08\", \"2013-08-09\", \"2013-08-12\", \"2013-08-13\", \"2013-08-14\", \"2013-08-15\", \"2013-08-16\", \"2013-08-19\", \"2013-08-20\", \"2013-08-21\", \"2013-08-22\", \"2013-08-23\", \"2013-08-26\", \"2013-08-27\", \"2013-08-28\", \"2013-08-29\", \"2013-08-30\", \"2013-09-03\", \"2013-09-04\", \"2013-09-05\", \"2013-09-06\", \"2013-09-09\", \"2013-09-10\", \"2013-09-11\", \"2013-09-12\", \"2013-09-13\", \"2013-09-16\", \"2013-09-17\", \"2013-09-18\", \"2013-09-19\", \"2013-09-20\", \"2013-09-23\", \"2013-09-24\", \"2013-09-25\", \"2013-09-26\", \"2013-09-27\", \"2013-09-30\", \"2013-10-01\", \"2013-10-02\", \"2013-10-03\", \"2013-10-04\", \"2013-10-07\", \"2013-10-08\", \"2013-10-09\", \"2013-10-10\", \"2013-10-11\", \"2013-10-14\", \"2013-10-15\", \"2013-10-16\", \"2013-10-17\", \"2013-10-18\", \"2013-10-21\", \"2013-10-22\", \"2013-10-23\", \"2013-10-24\", \"2013-10-25\", \"2013-10-28\", \"2013-10-29\", \"2013-10-30\", \"2013-10-31\", \"2013-11-01\", \"2013-11-04\", \"2013-11-05\", \"2013-11-06\", \"2013-11-07\", \"2013-11-08\", \"2013-11-11\", \"2013-11-12\", \"2013-11-13\", \"2013-11-14\", \"2013-11-15\", \"2013-11-18\", \"2013-11-19\", \"2013-11-20\", \"2013-11-21\", \"2013-11-22\", \"2013-11-25\", \"2013-11-26\", \"2013-11-27\", \"2013-11-29\", \"2013-12-02\", \"2013-12-03\", \"2013-12-04\", \"2013-12-05\", \"2013-12-06\", \"2013-12-09\", \"2013-12-10\", \"2013-12-11\", \"2013-12-12\", \"2013-12-13\", \"2013-12-16\", \"2013-12-17\", \"2013-12-18\", \"2013-12-19\", \"2013-12-20\", \"2013-12-23\", \"2013-12-24\", \"2013-12-26\", \"2013-12-27\", \"2013-12-30\", \"2013-12-31\", \"2014-01-02\", \"2014-01-03\", \"2014-01-06\", \"2014-01-07\", \"2014-01-08\", \"2014-01-09\", \"2014-01-10\", \"2014-01-13\", \"2014-01-14\", \"2014-01-15\", \"2014-01-16\", \"2014-01-17\", \"2014-01-21\", \"2014-01-22\", \"2014-01-23\", \"2014-01-24\", \"2014-01-27\", \"2014-01-28\", \"2014-01-29\", \"2014-01-30\", \"2014-01-31\", \"2014-02-03\", \"2014-02-04\", \"2014-02-05\", \"2014-02-06\", \"2014-02-07\", \"2014-02-10\", \"2014-02-11\", \"2014-02-12\", \"2014-02-13\", \"2014-02-14\", \"2014-02-18\", \"2014-02-19\", \"2014-02-20\", \"2014-02-21\", \"2014-02-24\", \"2014-02-25\", \"2014-02-26\", \"2014-02-27\", \"2014-02-28\", \"2014-03-03\", \"2014-03-04\", \"2014-03-05\", \"2014-03-06\", \"2014-03-07\", \"2014-03-10\", \"2014-03-11\", \"2014-03-12\", \"2014-03-13\", \"2014-03-14\", \"2014-03-17\", \"2014-03-18\", \"2014-03-19\", \"2014-03-20\", \"2014-03-21\", \"2014-03-24\", \"2014-03-25\", \"2014-03-26\", \"2014-03-27\", \"2014-03-28\", \"2014-03-31\", \"2014-04-01\", \"2014-04-02\", \"2014-04-03\", \"2014-04-04\", \"2014-04-07\", \"2014-04-08\", \"2014-04-09\", \"2014-04-10\", \"2014-04-11\", \"2014-04-14\", \"2014-04-15\", \"2014-04-16\", \"2014-04-17\", \"2014-04-21\", \"2014-04-22\", \"2014-04-23\", \"2014-04-24\", \"2014-04-25\", \"2014-04-28\", \"2014-04-29\", \"2014-04-30\", \"2014-05-01\", \"2014-05-02\", \"2014-05-05\", \"2014-05-06\", \"2014-05-07\", \"2014-05-08\", \"2014-05-09\", \"2014-05-12\", \"2014-05-13\", \"2014-05-14\", \"2014-05-15\", \"2014-05-16\", \"2014-05-19\", \"2014-05-20\", \"2014-05-21\", \"2014-05-22\", \"2014-05-23\", \"2014-05-27\", \"2014-05-28\", \"2014-05-29\", \"2014-05-30\", \"2014-06-02\", \"2014-06-03\", \"2014-06-04\", \"2014-06-05\", \"2014-06-06\", \"2014-06-09\", \"2014-06-10\", \"2014-06-11\", \"2014-06-12\", \"2014-06-13\", \"2014-06-16\", \"2014-06-17\", \"2014-06-18\", \"2014-06-19\", \"2014-06-20\", \"2014-06-23\", \"2014-06-24\", \"2014-06-25\", \"2014-06-26\", \"2014-06-27\", \"2014-06-30\", \"2014-07-01\", \"2014-07-02\", \"2014-07-03\", \"2014-07-07\", \"2014-07-08\", \"2014-07-09\", \"2014-07-10\", \"2014-07-11\", \"2014-07-14\", \"2014-07-15\", \"2014-07-16\", \"2014-07-17\", \"2014-07-18\", \"2014-07-21\", \"2014-07-22\", \"2014-07-23\", \"2014-07-24\", \"2014-07-25\", \"2014-07-28\", \"2014-07-29\", \"2014-07-30\", \"2014-07-31\", \"2014-08-01\", \"2014-08-04\", \"2014-08-05\", \"2014-08-06\", \"2014-08-07\", \"2014-08-08\", \"2014-08-11\", \"2014-08-12\", \"2014-08-13\", \"2014-08-14\", \"2014-08-15\", \"2014-08-18\", \"2014-08-19\", \"2014-08-20\", \"2014-08-21\", \"2014-08-22\", \"2014-08-25\", \"2014-08-26\", \"2014-08-27\", \"2014-08-28\", \"2014-08-29\", \"2014-09-02\", \"2014-09-03\", \"2014-09-04\", \"2014-09-05\", \"2014-09-08\", \"2014-09-09\", \"2014-09-10\", \"2014-09-11\", \"2014-09-12\", \"2014-09-15\", \"2014-09-16\", \"2014-09-17\", \"2014-09-18\", \"2014-09-19\", \"2014-09-22\", \"2014-09-23\", \"2014-09-24\", \"2014-09-25\", \"2014-09-26\", \"2014-09-29\", \"2014-09-30\", \"2014-10-01\", \"2014-10-02\", \"2014-10-03\", \"2014-10-06\", \"2014-10-07\", \"2014-10-08\", \"2014-10-09\", \"2014-10-10\", \"2014-10-13\", \"2014-10-14\", \"2014-10-15\", \"2014-10-16\", \"2014-10-17\", \"2014-10-20\", \"2014-10-21\", \"2014-10-22\", \"2014-10-23\", \"2014-10-24\", \"2014-10-27\", \"2014-10-28\", \"2014-10-29\", \"2014-10-30\", \"2014-10-31\", \"2014-11-03\", \"2014-11-04\", \"2014-11-05\", \"2014-11-06\", \"2014-11-07\", \"2014-11-10\", \"2014-11-11\", \"2014-11-12\", \"2014-11-13\", \"2014-11-14\", \"2014-11-17\", \"2014-11-18\", \"2014-11-19\", \"2014-11-20\", \"2014-11-21\", \"2014-11-24\", \"2014-11-25\", \"2014-11-26\", \"2014-11-28\", \"2014-12-01\", \"2014-12-02\", \"2014-12-03\", \"2014-12-04\", \"2014-12-05\", \"2014-12-08\", \"2014-12-09\", \"2014-12-10\", \"2014-12-11\", \"2014-12-12\", \"2014-12-15\", \"2014-12-16\", \"2014-12-17\", \"2014-12-18\", \"2014-12-19\", \"2014-12-22\", \"2014-12-23\", \"2014-12-24\", \"2014-12-26\", \"2014-12-29\", \"2014-12-30\", \"2014-12-31\", \"2015-01-02\", \"2015-01-05\", \"2015-01-06\", \"2015-01-07\", \"2015-01-08\", \"2015-01-09\", \"2015-01-12\", \"2015-01-13\", \"2015-01-14\", \"2015-01-15\", \"2015-01-16\", \"2015-01-20\", \"2015-01-21\", \"2015-01-22\", \"2015-01-23\", \"2015-01-26\", \"2015-01-27\", \"2015-01-28\", \"2015-01-29\", \"2015-01-30\", \"2015-02-02\", \"2015-02-03\", \"2015-02-04\", \"2015-02-05\", \"2015-02-06\", \"2015-02-09\", \"2015-02-10\", \"2015-02-11\", \"2015-02-12\", \"2015-02-13\", \"2015-02-17\", \"2015-02-18\", \"2015-02-19\", \"2015-02-20\", \"2015-02-23\", \"2015-02-24\", \"2015-02-25\", \"2015-02-26\", \"2015-02-27\", \"2015-03-02\", \"2015-03-03\", \"2015-03-04\", \"2015-03-05\", \"2015-03-06\", \"2015-03-09\", \"2015-03-10\", \"2015-03-11\", \"2015-03-12\", \"2015-03-13\", \"2015-03-16\", \"2015-03-17\", \"2015-03-18\", \"2015-03-19\", \"2015-03-20\", \"2015-03-23\", \"2015-03-24\", \"2015-03-25\", \"2015-03-26\", \"2015-03-27\", \"2015-03-30\", \"2015-03-31\", \"2015-04-01\", \"2015-04-02\", \"2015-04-06\", \"2015-04-07\", \"2015-04-08\", \"2015-04-09\", \"2015-04-10\", \"2015-04-13\", \"2015-04-14\", \"2015-04-15\", \"2015-04-16\", \"2015-04-17\", \"2015-04-20\", \"2015-04-21\", \"2015-04-22\", \"2015-04-23\", \"2015-04-24\", \"2015-04-27\", \"2015-04-28\", \"2015-04-29\", \"2015-04-30\", \"2015-05-01\", \"2015-05-04\", \"2015-05-05\", \"2015-05-06\", \"2015-05-07\", \"2015-05-08\", \"2015-05-11\", \"2015-05-12\", \"2015-05-13\", \"2015-05-14\", \"2015-05-15\", \"2015-05-18\", \"2015-05-19\", \"2015-05-20\", \"2015-05-21\", \"2015-05-22\", \"2015-05-26\", \"2015-05-27\", \"2015-05-28\", \"2015-05-29\", \"2015-06-01\", \"2015-06-02\", \"2015-06-03\", \"2015-06-04\", \"2015-06-05\", \"2015-06-08\", \"2015-06-09\", \"2015-06-10\", \"2015-06-11\", \"2015-06-12\", \"2015-06-15\", \"2015-06-16\", \"2015-06-17\", \"2015-06-18\", \"2015-06-19\", \"2015-06-22\", \"2015-06-23\", \"2015-06-24\", \"2015-06-25\", \"2015-06-26\", \"2015-06-29\", \"2015-06-30\", \"2015-07-01\", \"2015-07-02\", \"2015-07-06\", \"2015-07-07\", \"2015-07-08\", \"2015-07-09\", \"2015-07-10\", \"2015-07-13\", \"2015-07-14\", \"2015-07-15\", \"2015-07-16\", \"2015-07-17\", \"2015-07-20\", \"2015-07-21\", \"2015-07-22\", \"2015-07-23\", \"2015-07-24\", \"2015-07-27\", \"2015-07-28\", \"2015-07-29\", \"2015-07-30\", \"2015-07-31\", \"2015-08-03\", \"2015-08-04\", \"2015-08-05\", \"2015-08-06\", \"2015-08-07\", \"2015-08-10\", \"2015-08-11\", \"2015-08-12\", \"2015-08-13\", \"2015-08-14\", \"2015-08-17\", \"2015-08-18\", \"2015-08-19\", \"2015-08-20\", \"2015-08-21\", \"2015-08-24\", \"2015-08-25\", \"2015-08-26\", \"2015-08-27\", \"2015-08-28\", \"2015-08-31\", \"2015-09-01\", \"2015-09-02\", \"2015-09-03\", \"2015-09-04\", \"2015-09-08\", \"2015-09-09\", \"2015-09-10\", \"2015-09-11\", \"2015-09-14\", \"2015-09-15\", \"2015-09-16\", \"2015-09-17\", \"2015-09-18\", \"2015-09-21\", \"2015-09-22\", \"2015-09-23\", \"2015-09-24\", \"2015-09-25\", \"2015-09-28\", \"2015-09-29\", \"2015-09-30\", \"2015-10-01\", \"2015-10-02\", \"2015-10-05\", \"2015-10-06\", \"2015-10-07\", \"2015-10-08\", \"2015-10-09\", \"2015-10-12\", \"2015-10-13\", \"2015-10-14\", \"2015-10-15\", \"2015-10-16\", \"2015-10-19\", \"2015-10-20\", \"2015-10-21\", \"2015-10-22\", \"2015-10-23\", \"2015-10-26\", \"2015-10-27\", \"2015-10-28\", \"2015-10-29\", \"2015-10-30\", \"2015-11-02\", \"2015-11-03\", \"2015-11-04\", \"2015-11-05\", \"2015-11-06\", \"2015-11-09\", \"2015-11-10\", \"2015-11-11\", \"2015-11-12\", \"2015-11-13\", \"2015-11-16\", \"2015-11-17\", \"2015-11-18\", \"2015-11-19\", \"2015-11-20\", \"2015-11-23\", \"2015-11-24\", \"2015-11-25\", \"2015-11-27\", \"2015-11-30\", \"2015-12-01\", \"2015-12-02\", \"2015-12-03\", \"2015-12-04\", \"2015-12-07\", \"2015-12-08\", \"2015-12-09\", \"2015-12-10\", \"2015-12-11\", \"2015-12-14\", \"2015-12-15\", \"2015-12-16\", \"2015-12-17\", \"2015-12-18\", \"2015-12-21\", \"2015-12-22\", \"2015-12-23\", \"2015-12-24\", \"2015-12-28\", \"2015-12-29\", \"2015-12-30\", \"2015-12-31\", \"2016-01-04\", \"2016-01-05\", \"2016-01-06\", \"2016-01-07\", \"2016-01-08\", \"2016-01-11\", \"2016-01-12\", \"2016-01-13\", \"2016-01-14\", \"2016-01-15\", \"2016-01-19\", \"2016-01-20\", \"2016-01-21\", \"2016-01-22\", \"2016-01-25\", \"2016-01-26\", \"2016-01-27\", \"2016-01-28\", \"2016-01-29\", \"2016-02-01\", \"2016-02-02\", \"2016-02-03\", \"2016-02-04\", \"2016-02-05\", \"2016-02-08\", \"2016-02-09\", \"2016-02-10\", \"2016-02-11\", \"2016-02-12\", \"2016-02-16\", \"2016-02-17\", \"2016-02-18\", \"2016-02-19\", \"2016-02-22\", \"2016-02-23\", \"2016-02-24\", \"2016-02-25\", \"2016-02-26\", \"2016-02-29\", \"2016-03-01\", \"2016-03-02\", \"2016-03-03\", \"2016-03-04\", \"2016-03-07\", \"2016-03-08\", \"2016-03-09\", \"2016-03-10\", \"2016-03-11\", \"2016-03-14\", \"2016-03-15\", \"2016-03-16\", \"2016-03-17\", \"2016-03-18\", \"2016-03-21\", \"2016-03-22\", \"2016-03-23\", \"2016-03-24\", \"2016-03-28\", \"2016-03-29\", \"2016-03-30\", \"2016-03-31\", \"2016-04-01\", \"2016-04-04\", \"2016-04-05\", \"2016-04-06\", \"2016-04-07\", \"2016-04-08\", \"2016-04-11\", \"2016-04-12\", \"2016-04-13\", \"2016-04-14\", \"2016-04-15\", \"2016-04-18\", \"2016-04-19\", \"2016-04-20\", \"2016-04-21\", \"2016-04-22\", \"2016-04-25\", \"2016-04-26\", \"2016-04-27\", \"2016-04-28\", \"2016-04-29\", \"2016-05-02\", \"2016-05-03\", \"2016-05-04\", \"2016-05-05\", \"2016-05-06\", \"2016-05-09\", \"2016-05-10\", \"2016-05-11\", \"2016-05-12\", \"2016-05-13\", \"2016-05-16\", \"2016-05-17\", \"2016-05-18\", \"2016-05-19\", \"2016-05-20\", \"2016-05-23\", \"2016-05-24\", \"2016-05-25\", \"2016-05-26\", \"2016-05-27\", \"2016-05-31\", \"2016-06-01\", \"2016-06-02\", \"2016-06-03\", \"2016-06-06\", \"2016-06-07\", \"2016-06-08\", \"2016-06-09\", \"2016-06-10\", \"2016-06-13\", \"2016-06-14\", \"2016-06-15\", \"2016-06-16\", \"2016-06-17\", \"2016-06-20\", \"2016-06-21\", \"2016-06-22\", \"2016-06-23\", \"2016-06-24\", \"2016-06-27\", \"2016-06-28\", \"2016-06-29\", \"2016-06-30\", \"2016-07-01\", \"2016-07-05\", \"2016-07-06\", \"2016-07-07\", \"2016-07-08\", \"2016-07-11\", \"2016-07-12\", \"2016-07-13\", \"2016-07-14\", \"2016-07-15\", \"2016-07-18\", \"2016-07-19\", \"2016-07-20\", \"2016-07-21\", \"2016-07-22\", \"2016-07-25\", \"2016-07-26\", \"2016-07-27\", \"2016-07-28\", \"2016-07-29\", \"2016-08-01\", \"2016-08-02\", \"2016-08-03\", \"2016-08-04\", \"2016-08-05\", \"2016-08-08\", \"2016-08-09\", \"2016-08-10\", \"2016-08-11\", \"2016-08-12\", \"2016-08-15\", \"2016-08-16\", \"2016-08-17\", \"2016-08-18\", \"2016-08-19\", \"2016-08-22\", \"2016-08-23\", \"2016-08-24\", \"2016-08-25\", \"2016-08-26\", \"2016-08-29\", \"2016-08-30\", \"2016-08-31\", \"2016-09-01\", \"2016-09-02\", \"2016-09-06\", \"2016-09-07\", \"2016-09-08\", \"2016-09-09\", \"2016-09-12\", \"2016-09-13\", \"2016-09-14\", \"2016-09-15\", \"2016-09-16\", \"2016-09-19\", \"2016-09-20\", \"2016-09-21\", \"2016-09-22\", \"2016-09-23\", \"2016-09-26\", \"2016-09-27\", \"2016-09-28\", \"2016-09-29\", \"2016-09-30\", \"2016-10-03\", \"2016-10-04\", \"2016-10-05\", \"2016-10-06\", \"2016-10-07\", \"2016-10-10\", \"2016-10-11\", \"2016-10-12\", \"2016-10-13\", \"2016-10-14\", \"2016-10-17\", \"2016-10-18\", \"2016-10-19\", \"2016-10-20\", \"2016-10-21\", \"2016-10-24\", \"2016-10-25\", \"2016-10-26\", \"2016-10-27\", \"2016-10-28\", \"2016-10-31\", \"2016-11-01\", \"2016-11-02\", \"2016-11-03\", \"2016-11-04\", \"2016-11-07\", \"2016-11-08\", \"2016-11-09\", \"2016-11-10\", \"2016-11-11\", \"2016-11-14\", \"2016-11-15\", \"2016-11-16\", \"2016-11-17\", \"2016-11-18\", \"2016-11-21\", \"2016-11-22\", \"2016-11-23\", \"2016-11-25\", \"2016-11-28\", \"2016-11-29\", \"2016-11-30\", \"2016-12-01\", \"2016-12-02\", \"2016-12-05\", \"2016-12-06\", \"2016-12-07\", \"2016-12-08\", \"2016-12-09\", \"2016-12-12\", \"2016-12-13\", \"2016-12-14\", \"2016-12-15\", \"2016-12-16\", \"2016-12-19\", \"2016-12-20\", \"2016-12-21\", \"2016-12-22\", \"2016-12-23\", \"2016-12-27\", \"2016-12-28\", \"2016-12-29\", \"2016-12-30\", \"2017-01-03\", \"2017-01-04\", \"2017-01-05\", \"2017-01-06\", \"2017-01-09\", \"2017-01-10\", \"2017-01-11\", \"2017-01-12\", \"2017-01-13\", \"2017-01-17\", \"2017-01-18\", \"2017-01-19\", \"2017-01-20\", \"2017-01-23\", \"2017-01-24\", \"2017-01-25\", \"2017-01-26\", \"2017-01-27\", \"2017-01-30\", \"2017-01-31\", \"2017-02-01\", \"2017-02-02\", \"2017-02-03\", \"2017-02-06\", \"2017-02-07\", \"2017-02-08\", \"2017-02-09\", \"2017-02-10\", \"2017-02-13\", \"2017-02-14\", \"2017-02-15\", \"2017-02-16\", \"2017-02-17\", \"2017-02-21\", \"2017-02-22\", \"2017-02-23\", \"2017-02-24\", \"2017-02-27\", \"2017-02-28\", \"2017-03-01\", \"2017-03-02\", \"2017-03-03\", \"2017-03-06\", \"2017-03-07\", \"2017-03-08\", \"2017-03-09\", \"2017-03-10\", \"2017-03-13\", \"2017-03-14\", \"2017-03-15\", \"2017-03-16\", \"2017-03-17\", \"2017-03-20\", \"2017-03-21\", \"2017-03-22\", \"2017-03-23\", \"2017-03-24\", \"2017-03-27\", \"2017-03-28\", \"2017-03-29\", \"2017-03-30\", \"2017-03-31\", \"2017-04-03\", \"2017-04-04\", \"2017-04-05\", \"2017-04-06\", \"2017-04-07\", \"2017-04-10\", \"2017-04-11\", \"2017-04-12\", \"2017-04-13\", \"2017-04-17\", \"2017-04-18\", \"2017-04-19\", \"2017-04-20\", \"2017-04-21\", \"2017-04-24\", \"2017-04-25\", \"2017-04-26\", \"2017-04-27\", \"2017-04-28\", \"2017-05-01\", \"2017-05-02\", \"2017-05-03\", \"2017-05-04\", \"2017-05-05\", \"2017-05-08\", \"2017-05-09\", \"2017-05-10\", \"2017-05-11\", \"2017-05-12\", \"2017-05-15\", \"2017-05-16\", \"2017-05-17\", \"2017-05-18\", \"2017-05-19\", \"2017-05-22\", \"2017-05-23\", \"2017-05-24\", \"2017-05-25\", \"2017-05-26\", \"2017-05-30\", \"2017-05-31\", \"2017-06-01\", \"2017-06-02\", \"2017-06-05\", \"2017-06-06\", \"2017-06-07\", \"2017-06-08\", \"2017-06-09\", \"2017-06-12\", \"2017-06-13\", \"2017-06-14\", \"2017-06-15\", \"2017-06-16\", \"2017-06-19\", \"2017-06-20\", \"2017-06-21\", \"2017-06-22\", \"2017-06-23\", \"2017-06-26\", \"2017-06-27\", \"2017-06-28\", \"2017-06-29\", \"2017-06-30\"], \"y\": [null, 1.0012399481163823, 1.0027230378193486, 1.0120693851965918, 1.0163580671823778, 1.0232941681074077, 1.0224929169632369, 1.0362041041764538, 1.0419029101066222, 1.0443157305012891, 1.043253339374336, 1.0487823309157385, 1.050231518370388, 1.0487088959467736, 1.0518374930380536, 1.0481999689626191, 1.0460323832900653, 1.0612348007465142, 1.0619326260185515, 1.0597916598142747, 1.0634155360142672, 1.0637392682676707, 1.0798448084817178, 1.0832921331320504, 1.0854015776793193, 1.0772582269566082, 1.073325004127746, 1.076268398330007, 1.0712181043521443, 1.0707443310769666, 1.0744062687517009, 1.07091797614133, 1.056042034886545, 1.0551517794906662, 1.0516989566833481, 1.0559274780983152, 1.050689684844336, 1.0603298677042425, 1.0657313992854436, 1.0641768693188836, 1.0441995673121274, 1.0488052085404618, 1.0545223451573753, 1.051154257996486, 1.0606188088363684, 1.07214181416985, 1.07603382752051, 1.076399887617318, 1.0883137093220763, 1.099309117147684, 1.1030711858551647, 1.1001864373285102, 1.1022056578635573, 1.1036596687572937, 1.1127583160761434, 1.1273972522668407, 1.127063511271815, 1.1237573178880622, 1.1174820949084667, 1.1177565557024378, 1.1159806416264284, 1.1235693045690416, 1.1228465934481775, 1.1155293309323149, 1.125570781678567, 1.125638663278514, 1.1160728294152231, 1.1259465034681875, 1.1154882020018981, 1.0975223252704116, 1.0966813636009598, 1.1223666106772359, 1.1245800182763412, 1.1319946107458334, 1.1256164488838074, 1.1421545819168932, 1.1486472704154098, 1.1639978952578487, 1.1635969704890077, 1.1666926372733284, 1.1588012294213617, 1.1647359734170142, 1.171156924079629, 1.1695679981101061, 1.176484869140317, 1.1724005353745737, 1.1700041007324784, 1.1721105570768626, 1.172628706708299, 1.173621333037326, 1.1745859885198622, 1.1568856134843677, 1.1771796072428298, 1.1774063849728413, 1.1772743663345513, 1.1908194123064544, 1.1976608358929244, 1.2022759927681284, 1.1930616852844518, 1.1904328705433407, 1.185422219133653, 1.1988128896710808, 1.2056377710544899, 1.2062807957223003, 1.2107777078178257, 1.2168339718232126, 1.2181904310885856, 1.2161347149190063, 1.2121980811205848, 1.2137888602198506, 1.2088633377008864, 1.2180646471225232, 1.2220855182243244, 1.222429740087484, 1.2084577412459823, 1.2071314875268708, 1.2082353396171388, 1.2150517097472546, 1.2138144747773862, 1.230447571402551, 1.228141336785536, 1.2359410554738115, 1.2439267429961516, 1.2466075562368484, 1.2512164701720039, 1.2469223784612893, 1.2446168003918208, 1.2518299531020955, 1.2451148428411214, 1.2425751147132928, 1.242425446008202, 1.2504679614746985, 1.2581591832511354, 1.2543227809794695, 1.2567061761357863, 1.2396726194721939, 1.2573752318667848, 1.264295852936945, 1.2611709409772265, 1.254907706151817, 1.2617211663506747, 1.2625254261762822, 1.2553613362812708, 1.2289256310936703, 1.222309553589513, 1.2313317120446152, 1.216626552854522, 1.2399345537339377, 1.2297120295168926, 1.2037898311074111, 1.212715226403306, 1.2114162409040123, 1.227648127814778, 1.2462449886502676, 1.2476899785175914, 1.2621684510368811, 1.2618006826308115, 1.272627735719809, 1.2774143450816113, 1.2790056025129715, 1.271028350092316, 1.2809629554892552, 1.2765038646277602, 1.2869333324898207, 1.2841358470493833, 1.2843640460821668, 1.2897708561054273, 1.2912170515146744, 1.2822317129108736, 1.3025298626596666, 1.3073670750048496, 1.30764137195355, 1.3059522832347699, 1.3066236511791864, 1.2996344741260488, 1.3023180052147105, 1.2850796638473252, 1.2798536815351078, 1.2907497710759739, 1.3028729864515296, 1.2966951319810973, 1.302986915402467, 1.291479728625957, 1.2826651330416732, 1.2868069197417609, 1.2712658866050315, 1.265884111775183, 1.2679514655948252, 1.2783564071572486, 1.29520963493356, 1.2971305758488776, 1.2910479264918897, 1.2635340283558445, 1.2488222480328128, 1.260778429892646, 1.2809115338671904, 1.2462550056766022, 1.230954066364506, 1.2431736226241943, 1.2502863052689948, 1.2649260591892217, 1.2679017349561295, 1.2772540500768514, 1.2880018208045965, 1.282672649780205, 1.287709666620185, 1.2635702750228426, 1.261068317660865, 1.2736155028994298, 1.2782405805190908, 1.2820591692723005, 1.2803959525727562, 1.2853363146288688, 1.267655870728137, 1.2694852002758477, 1.270645764330273, 1.2727291490732433, 1.2932919311867763, 1.2940857120100366, 1.2852854400369682, 1.2716711086402641, 1.2776308773917784, 1.288656305384449, 1.2811001272572704, 1.2944109529124892, 1.3002086917489202, 1.3092614406540868, 1.3226996195824787, 1.3219486227860826, 1.328981496743106, 1.3302621902595402, 1.3302634972673633, 1.3279056458817986, 1.331933147068519, 1.343109176992084, 1.34982159060738, 1.352298682519964, 1.3573407522695504, 1.3555048586525775, 1.3430076582662296, 1.3467975639374112, 1.3470027800804185, 1.3510508373608743, 1.3625719631141726, 1.3591046628181205, 1.3584512316189812, 1.3606858711322274, 1.353873211565189, 1.3657401036286567, 1.3629147410226536, 1.365030889889585, 1.367190447183951, 1.3826778834061153, 1.3828526791261486, 1.3906132896106111, 1.383280370199791, 1.3681060855602656, 1.3792514324913445, 1.3732867906438317, 1.3808102494508698, 1.3933925068190358, 1.392834038141149, 1.3983623244138623, 1.3820080519276758, 1.3959222484014175, 1.3938540777676907, 1.4010045336505965, 1.4043773499492154, 1.4064333131583584, 1.3929490233415422, 1.3895820930625968, 1.385034941472124, 1.392590856281287, 1.3600903587970226, 1.3587690497323561, 1.3668303091772402, 1.3540941398342934, 1.3530986295765264, 1.345483973416664, 1.3625962513197059, 1.3681703688209093, 1.365590697530205, 1.3786408558896979, 1.3842753763901687, 1.386517738011297, 1.4005376622344687, 1.4079184848835995, 1.4113278669914513, 1.4138756466763998, 1.4131897359894978, 1.41931714961973, 1.4232870022755224, 1.4213034331396412, 1.4168865765111038, 1.4214234238729944, 1.4243917037642102, 1.4209796598837818, 1.4234890766853818, 1.4326353060731465, 1.430919511237197, 1.4173426099457165, 1.425539168938721, 1.4259899886859069, 1.4187654247145494, 1.41003642016468, 1.4234739092554092, 1.425903444636828, 1.4360899041510817, 1.4354257438861193, 1.4202709518899415, 1.416284210949836, 1.4297062915530596, 1.4033428380158193, 1.4249738710648112, 1.4217604402402597, 1.420176205386666, 1.3991099734532337, 1.4008814547523458, 1.4174390508028734, 1.4125511742016938, 1.3900577832031868, 1.4139690415413864, 1.3846180107828987, 1.3580793387142334, 1.3349934393575793, 1.3403217646222192, 1.3302196543321387, 1.3291989517540688, 1.3450646195207432, 1.3610559860699314, 1.391629492447694, 1.3816842296003857, 1.4004708910171777, 1.403843008133715, 1.404742692611764, 1.4226497992549252, 1.4169427071664942, 1.4227844308196456, 1.4439696609408863, 1.4454906037298354, 1.442578140099151, 1.4457503860636078, 1.4511395457689744, 1.449949400232302, 1.4559179755241984, 1.4583509834707935, 1.4579415461155818, 1.461411515991048, 1.4651988464097196, 1.4615444333505994, 1.4712623236106706, 1.4690279012701264, 1.4727293963044235, 1.4801723861968972, 1.4869217062742064, 1.4860178019464854, 1.4940778493069387, 1.4951706211766624, 1.478220728378451, 1.4880065816726373, 1.493058078146153, 1.4942517324201743, 1.4970695745040277, 1.4846061870288467, 1.48547962754967, 1.4616833640513707, 1.4696786298393205, 1.4472500787510307, 1.435238991242809, 1.4143584025731544, 1.4444838252334284, 1.476171550419052, 1.4833663498350655, 1.4928608407072965, 1.4948521846060576, 1.4942752948846738, 1.501534290139487, 1.503548958335546, 1.4966963132849154, 1.4822739996367074, 1.4811100993264121, 1.4514582514812353, 1.4323608127811922, 1.4460052434680342, 1.4751448332187587, 1.462851194556312, 1.4474099355256937, 1.4444494719787035, 1.4341958550690452, 1.4154396506011864, 1.4338457034343792, 1.439701086936232, 1.453260055604206, 1.4817902061808088, 1.4786177364762334, 1.4804551789300429, 1.4510395454396208, 1.4321523810613765, 1.4506437197964999, 1.4441785174075905, 1.4591040567263236, 1.479322271145437, 1.4754452180847806, 1.491581925738016, 1.4879016722086624, 1.4804579701369593, 1.5031855350029424, 1.5044541494703296, 1.5246793534162442, 1.5327361968102549, 1.5338872717043712, 1.5319900286924388, 1.5349470834799257, 1.5448372607399647, 1.5405379009256315, 1.5451471348521821, 1.5476329284192323, 1.550997355890287, 1.5433068592168215, 1.559285026460375, 1.5505931826286392, 1.5464757447402324, 1.5501951898338087, 1.5290846917685426, 1.533688562897997, 1.506136760351423, 1.503514142007622, 1.5211011063360054, 1.5134169675817797, 1.5306805912808843, 1.5275899247375888, 1.542941570663369, 1.540026212595954, 1.5560847899552575, 1.5488373607234134, 1.5432134825352768, 1.511728235156578, 1.507701031498481, 1.510868060433726, 1.5274839126245754, 1.5136394627576126, 1.5072895443255647, 1.509144649200593, 1.521155458348393, 1.5188054609638604, 1.5268582114253588, 1.5370000553311416, 1.5452513648137969, 1.5402755434425213, 1.5412289173961933, 1.55027619528097, 1.5529273374033419, 1.531852810457058, 1.5496600441257897, 1.5491797859780103, 1.5603390443782412, 1.5627796641445164, 1.5779272291533954, 1.5723065712797148, 1.5716120373077358, 1.5686820844458622, 1.5499955227941389, 1.5690528652111737, 1.5707484912868273, 1.5513705938267353, 1.5452336262428659, 1.5542134373403869, 1.5687648607755165, 1.5627480532187226, 1.556199750573523, 1.5579142219181112, 1.5757034409487027, 1.5753467624264268, 1.5807061469551933, 1.5786583000593526, 1.5763603883685142, 1.5827603004991213, 1.5800684061224342, 1.5638341525014592, 1.5846081898411837, 1.5827441163068892, 1.5735684159103982, 1.579760230934041, 1.577247958166176, 1.581288687396538, 1.5705532153120392, 1.5703736072254115, 1.555409100867667, 1.5569643713328718, 1.5754097598457506, 1.5770572046665412, 1.565912045817222, 1.5564834592976409, 1.565374905157609, 1.5686809318247785, 1.5853539241412888, 1.577864294959051, 1.588527774312791, 1.5932688788051115, 1.580690428688059, 1.576021311859485, 1.5650435605450002, 1.5302716252545407, 1.5358940903816056, 1.5459191137119137, 1.5477681655536757, 1.540362145803803, 1.545256809863388, 1.5184517400940956, 1.521059148772484, 1.5447494616523265, 1.5670353757651676, 1.5817855427968441, 1.5791694701651697, 1.601013064155007, 1.6211997301644572, 1.620399548204963, 1.617249277233075, 1.6090024900495183, 1.6013615538284174, 1.5906708690780562, 1.5794187578260648, 1.6025974824031806, 1.6145525747715388, 1.6159784014317642, 1.6050363577435285, 1.6042519681907887, 1.6025997735176623, 1.610115650246845, 1.597503512863614, 1.5969023957152584, 1.6182163611787823, 1.6037757460710462, 1.6065501325051483, 1.6030059319810968, 1.6056442141445906, 1.614368390975814, 1.6064982518420714, 1.5937856814084062, 1.5504304342791155, 1.4934040481848736, 1.4336976960104435, 1.4196088602959336, 1.4872431543876312, 1.531453584018208, 1.534585645879106, 1.524262578514419, 1.4759424770069633, 1.5091501482575325, 1.5067997456332958, 1.4861601825265447, 1.525112916787166, 1.5054967315390146, 1.518003887636326, 1.5231610644175255, 1.5169346212542678, 1.536680028979158, 1.5494588640127374, 1.547511539755585, 1.5231728823078055, 1.5317593116671433, 1.5115355441387448, 1.5071509232988574, 1.5050861446759243, 1.505373921955621, 1.4631318169487966, 1.4616483359374906, 1.4950225520747291, 1.5006159311092966, 1.5271103992758461, 1.5584536199176788, 1.5563442443094848, 1.5686939809200193, 1.5794486616710357, 1.5813735016088086, 1.5855974223460765, 1.5784221977550186, 1.5768386846651694, 1.6013971469217325, 1.6082230364239885, 1.6125898648315475, 1.6002331450386902, 1.5888357994968094, 1.6165095875307587, 1.648373094206489, 1.6468889193252498, 1.6438983728404313, 1.6656698598291573, 1.6622312333977263, 1.6563228446815565, 1.675129839103953, 1.6842459270322394, 1.6796849534079585, 1.6783024230856811, 1.693069574191187, 1.6749588518686922, 1.674240749510536, 1.6690577607713475, 1.6478081930423851, 1.6210239885546753, 1.6451387157011115, 1.6458556793472097, 1.677251642481222, 1.6759209118101834, 1.684412507522517, 1.680903099219827, 1.6833877548413703, 1.6826818368600798, 1.6845213723126886, 1.6772689762194046, 1.702125131208657, 1.68537244422367, 1.6626005902928833, 1.697013186878297, 1.681356222018611, 1.6726030983639653, 1.6546121236393836, 1.661079580685071, 1.6228938710053242, 1.6326389720052994, 1.6510717476934882, 1.6753529146808486, 1.6517429030887485, 1.6214862641254717, 1.6360914732623866, 1.647285592567324, 1.6623009736031873, 1.6597318070387104, 1.6570564001159793, 1.677279206799088, 1.6630698996680369, 1.6455840304306613, 1.6167421120582168, 1.619123474753931, 1.5981430747128464, 1.5523856583559166, 1.5348525426305362, 1.536150536261784, 1.5489691077750836, 1.5024002618163628, 1.52656247865946, 1.482587629955262, 1.4823239180096772, 1.4658341462622133, 1.4782839261979948, 1.5106125508263077, 1.4846249749490898, 1.5025171161654336, 1.479084843772793, 1.498780067802169, 1.5378761980549156, 1.5386055190512737, 1.5030519597016698, 1.5061195022118639, 1.5089695710318747, 1.4671317659171321, 1.4394085126727383, 1.435146979621674, 1.4357508604196603, 1.4201859334645377, 1.4511817717924875, 1.4824384481238257, 1.5142691574734102, 1.506988763580372, 1.509168515253758, 1.5363107263894353, 1.5117120071262096, 1.5201734748930014, 1.5380547089243157, 1.5373355137542444, 1.5233688565802797, 1.569704345955041, 1.5770243474287509, 1.5794906982778796, 1.5840927974265577, 1.5760124868377046, 1.5543278761900605, 1.561402313095544, 1.5626936179147395, 1.5918592816761017, 1.591003043386947, 1.5885398570085965, 1.5987571940636858, 1.605497067085881, 1.6154808849840865, 1.6227617327041635, 1.6220781459799667, 1.607335031788166, 1.606685514231191, 1.605544839578546, 1.6206330060796097, 1.629273704510467, 1.6234774191573142, 1.6383673735559505, 1.6287371781649074, 1.612903118164491, 1.6325424664051933, 1.612328802081615, 1.6153213301351972, 1.609586520940909, 1.625663686152107, 1.6525968775885482, 1.654716819146343, 1.6526592846569796, 1.6635791314065729, 1.6643801661147495, 1.6700267714168144, 1.6652429516088687, 1.6552866922670062, 1.6519515198308423, 1.6559397151792383, 1.6535957358548001, 1.6398358538264568, 1.6327001702610222, 1.6478052091149997, 1.629856562856987, 1.615067619638153, 1.6126056557841284, 1.6188755888491821, 1.618911316454455, 1.6440034813254103, 1.6299883683664114, 1.625374733026359, 1.623439061102441, 1.639308459352587, 1.6270457559480471, 1.6376307529187994, 1.6332102695669897, 1.6498556715381256, 1.6491383515187263, 1.675025822936734, 1.6886496862830003, 1.690891722381876, 1.6993105416472452, 1.7014821642860765, 1.7025997833469357, 1.7055434705723027, 1.6943596937679644, 1.7013717666001074, 1.7015943756139167, 1.7048882892968935, 1.7033628386123973, 1.6837581442115086, 1.6710046902467315, 1.6659651059300848, 1.6644693207321752, 1.6660871540633324, 1.6580260986095798, 1.6674478027322692, 1.6737234978153277, 1.6707000723729544, 1.6994130278484338, 1.6301450634531371, 1.5945108724115538, 1.6301293504575791, 1.6619088698323914, 1.6786980576948773, 1.6791993540846024, 1.664620150843405, 1.6747740042911963, 1.6816959960046876, 1.7103482991850179, 1.7195754235642182, 1.7379389908601812, 1.7346617868570857, 1.7492024396954644, 1.745052940229529, 1.7559400498297237, 1.752824704573022, 1.7647798884313297, 1.7556847534648308, 1.7637058411912736, 1.7640334712961856, 1.7693752899840047, 1.7731920740410958, 1.7748984585548437, 1.7785060173836005, 1.7779791798532616, 1.7658355281278808, 1.7733559616140264, 1.7797747072629535, 1.8030346302662283, 1.8033178377386887, 1.8053210934831991, 1.7970134892225713, 1.809652781899297, 1.81436850969472, 1.822731027940939, 1.8169962527100445, 1.8173961394783624, 1.8202456464588679, 1.821655563719274, 1.820690490200282, 1.8265617246724468, 1.8153632908308082, 1.8141759572609573, 1.8173047808700227, 1.8253387028102663, 1.8225858669995365, 1.8172474043691216, 1.8215971433934521, 1.8258441069784441, 1.8355162944490222, 1.8372528719496162, 1.8349529886790836, 1.7912158490842494, 1.8182208556690287, 1.7938097590551736, 1.7958940351723984, 1.8165370749485308, 1.8113922869925705, 1.8064774511554824, 1.8080855924107797, 1.8274040167771668, 1.838214319514695, 1.8277860422259558, 1.8081448898143895, 1.8280710950631809, 1.8346179988401932, 1.8200437357115267, 1.8380064891831782, 1.835656596779202, 1.8321353190918084, 1.8426500839249726, 1.842153056815099, 1.8375548770454166, 1.846870810657695, 1.825105256316051, 1.8247017320422831, 1.8166826942446745, 1.818943370699419, 1.811119273383476, 1.8283439628428557, 1.8349425928036598, 1.835602159473815, 1.8370222332852761, 1.8520759352402234, 1.8490608146668388, 1.8463892621217965, 1.8417839907167142, 1.8298613675437667, 1.82454136785807, 1.8125700825171978, 1.7983348426192178, 1.7858145916844386, 1.782541538510861, 1.8281925827300118, 1.834514927103248, 1.8566041380497165, 1.8502887037083782, 1.8732705739200302, 1.864699523488883, 1.8857920176272946, 1.8916473576819886, 1.90602366311206, 1.903198939099975, 1.9217412585740425, 1.9272855482725728, 1.9277052402590695, 1.9339139113642403, 1.9214214572786246, 1.9206312076775, 1.9175119019048532, 1.9035536700576434, 1.9053603892090663, 1.9223822960238928, 1.9302228890087407, 1.9594922433326227, 1.9619522689572222, 1.9743452726868245, 1.966204072850869, 1.9844657955724394, 1.9787934007493002, 1.9882516734227007, 1.9828503779737703, 1.9876198507317666, 2.0001308922730687, 1.9980211559784031, 2.002800503640277, 2.006069556747954, 2.016377816015362, 1.9955191143700768, 1.9911178970184713, 1.974770957645297, 1.9940148221429053, 2.0067377724246254, 2.0075507578081466, 2.020630874632262, 2.0222401904512743, 2.024115739134001, 2.0294804410904344, 2.0225802791864327, 2.0278332389396025, 2.0171840878581424, 2.0228533593033386, 2.0176903279155964, 2.022903610871375, 2.020740772536033, 2.0364226466995796, 2.0564342761552687, 2.0587015409639013, 2.059915505570146, 2.0446469565823944, 2.0379054187456944, 2.051472705054707, 2.051221871999915, 2.0609814650461966, 2.0610222556419466, 2.063537520059823, 2.0651687201810622, 2.0772404167820695, 2.0815634462227397, 2.089043934924057, 2.097580943295744, 2.108219273016057, 2.1045806395556084, 2.1088946802173107, 2.1252431206715015, 2.125155249076489, 2.11439512719611, 2.114431460310256, 2.123724291446989, 2.1134593482429995, 2.147647711608499, 2.1322464866015034, 2.134863226288049, 2.1291877632259952, 2.1252053214922477, 2.1219797777491247, 2.124355684168408, 2.1294094273289264, 2.133902920367769, 2.129185070691293, 2.144184227144242, 2.143865666899472, 2.140434427930669, 2.1426014977063725, 2.1085697803906784, 2.1099700396764782, 2.1089726910933653, 2.1152648804859586, 2.1160715774365175, 2.131806187292354, 2.1365845081751598, 2.1461591966902396, 2.141114526525707, 2.1398140187289063, 2.136540782253172, 2.128269891398984, 2.1311798829684823, 2.1277236037889713, 2.124649996198519, 2.119129856877179, 2.1108822005153653, 2.095843275809961, 2.1199090668159823, 2.112698738139967, 2.109658413613768, 2.1285684283503628, 2.1201128611988573, 2.141367628233156, 2.1586447384437455, 2.1573174387530334, 2.161978473038121, 2.163432897797392, 2.1750393528448715, 2.174163433882569, 2.174366945844405, 2.1731764807422924, 2.1778952064497754, 2.1806158312272976, 2.1842408922005494, 2.2016202861492067, 2.2019834328707724, 2.2032267559913676, 2.2148183277255042, 2.2169123040576957, 2.1594158511691446, 2.1742489526007356, 2.1884564462822595, 2.1997752548101968, 2.206630245213558, 2.2143891519554804, 2.2246452645436325, 2.230144361505184, 2.2306366083547045, 2.2261751406890786, 2.237886486304627, 2.2513353565758, 2.2539044328705975, 2.2482539980348895, 2.2568824432085712, 2.2656779821028583, 2.245489008824835, 2.2434766322688042, 2.2553976630453048, 2.2505320049217663, 2.2379194412649004, 2.2318706648052515, 2.2610836917322277, 2.2452364075140943, 2.2550024403319577, 2.2535835271265765, 2.2553637968468796, 2.255064490500525, 2.2301781046307028, 2.2575767367026325, 2.236160799154173, 2.239797605738152], \"line\": {\"color\": \"#2D3ECF\"}}], {\"title\": \"Optimized ETF vs Index\", \"xaxis\": {\"title\": \"Date\"}, \"yaxis\": {\"title\": \"Cumulative Returns\", \"range\": [0, 3]}}, {\"showLink\": false, \"linkText\": \"Export to plot.ly\", \"displayModeBar\": false})});</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<div id=\"8153e4eb-5423-4e5d-8307-6486b247c164\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"8153e4eb-5423-4e5d-8307-6486b247c164\", [{\"type\": \"scatter\", \"name\": \"Index\", \"x\": [\"2013-07-01\", \"2013-07-02\", \"2013-07-03\", \"2013-07-05\", \"2013-07-08\", \"2013-07-09\", \"2013-07-10\", \"2013-07-11\", \"2013-07-12\", \"2013-07-15\", \"2013-07-16\", \"2013-07-17\", \"2013-07-18\", \"2013-07-19\", \"2013-07-22\", \"2013-07-23\", \"2013-07-24\", \"2013-07-25\", \"2013-07-26\", \"2013-07-29\", \"2013-07-30\", \"2013-07-31\", \"2013-08-01\", \"2013-08-02\", \"2013-08-05\", \"2013-08-06\", \"2013-08-07\", \"2013-08-08\", \"2013-08-09\", \"2013-08-12\", \"2013-08-13\", \"2013-08-14\", \"2013-08-15\", \"2013-08-16\", \"2013-08-19\", \"2013-08-20\", \"2013-08-21\", \"2013-08-22\", \"2013-08-23\", \"2013-08-26\", \"2013-08-27\", \"2013-08-28\", \"2013-08-29\", \"2013-08-30\", \"2013-09-03\", \"2013-09-04\", \"2013-09-05\", \"2013-09-06\", \"2013-09-09\", \"2013-09-10\", \"2013-09-11\", \"2013-09-12\", \"2013-09-13\", \"2013-09-16\", \"2013-09-17\", \"2013-09-18\", \"2013-09-19\", \"2013-09-20\", \"2013-09-23\", \"2013-09-24\", \"2013-09-25\", \"2013-09-26\", \"2013-09-27\", \"2013-09-30\", \"2013-10-01\", \"2013-10-02\", \"2013-10-03\", \"2013-10-04\", \"2013-10-07\", \"2013-10-08\", \"2013-10-09\", \"2013-10-10\", \"2013-10-11\", \"2013-10-14\", \"2013-10-15\", \"2013-10-16\", \"2013-10-17\", \"2013-10-18\", \"2013-10-21\", \"2013-10-22\", \"2013-10-23\", \"2013-10-24\", \"2013-10-25\", \"2013-10-28\", \"2013-10-29\", \"2013-10-30\", \"2013-10-31\", \"2013-11-01\", \"2013-11-04\", \"2013-11-05\", \"2013-11-06\", \"2013-11-07\", \"2013-11-08\", \"2013-11-11\", \"2013-11-12\", \"2013-11-13\", \"2013-11-14\", \"2013-11-15\", \"2013-11-18\", \"2013-11-19\", \"2013-11-20\", \"2013-11-21\", \"2013-11-22\", \"2013-11-25\", \"2013-11-26\", \"2013-11-27\", \"2013-11-29\", \"2013-12-02\", \"2013-12-03\", \"2013-12-04\", \"2013-12-05\", \"2013-12-06\", \"2013-12-09\", \"2013-12-10\", \"2013-12-11\", \"2013-12-12\", \"2013-12-13\", \"2013-12-16\", \"2013-12-17\", \"2013-12-18\", \"2013-12-19\", \"2013-12-20\", \"2013-12-23\", \"2013-12-24\", \"2013-12-26\", \"2013-12-27\", \"2013-12-30\", \"2013-12-31\", \"2014-01-02\", \"2014-01-03\", \"2014-01-06\", \"2014-01-07\", \"2014-01-08\", \"2014-01-09\", \"2014-01-10\", \"2014-01-13\", \"2014-01-14\", \"2014-01-15\", \"2014-01-16\", \"2014-01-17\", \"2014-01-21\", \"2014-01-22\", \"2014-01-23\", \"2014-01-24\", \"2014-01-27\", \"2014-01-28\", \"2014-01-29\", \"2014-01-30\", \"2014-01-31\", \"2014-02-03\", \"2014-02-04\", \"2014-02-05\", \"2014-02-06\", \"2014-02-07\", \"2014-02-10\", \"2014-02-11\", \"2014-02-12\", \"2014-02-13\", \"2014-02-14\", \"2014-02-18\", \"2014-02-19\", \"2014-02-20\", \"2014-02-21\", \"2014-02-24\", \"2014-02-25\", \"2014-02-26\", \"2014-02-27\", \"2014-02-28\", \"2014-03-03\", \"2014-03-04\", \"2014-03-05\", \"2014-03-06\", \"2014-03-07\", \"2014-03-10\", \"2014-03-11\", \"2014-03-12\", \"2014-03-13\", \"2014-03-14\", \"2014-03-17\", \"2014-03-18\", \"2014-03-19\", \"2014-03-20\", \"2014-03-21\", \"2014-03-24\", \"2014-03-25\", \"2014-03-26\", \"2014-03-27\", \"2014-03-28\", \"2014-03-31\", \"2014-04-01\", \"2014-04-02\", \"2014-04-03\", \"2014-04-04\", \"2014-04-07\", \"2014-04-08\", \"2014-04-09\", \"2014-04-10\", \"2014-04-11\", \"2014-04-14\", \"2014-04-15\", \"2014-04-16\", \"2014-04-17\", \"2014-04-21\", \"2014-04-22\", \"2014-04-23\", \"2014-04-24\", \"2014-04-25\", \"2014-04-28\", \"2014-04-29\", \"2014-04-30\", \"2014-05-01\", \"2014-05-02\", \"2014-05-05\", \"2014-05-06\", \"2014-05-07\", \"2014-05-08\", \"2014-05-09\", \"2014-05-12\", \"2014-05-13\", \"2014-05-14\", \"2014-05-15\", \"2014-05-16\", \"2014-05-19\", \"2014-05-20\", \"2014-05-21\", \"2014-05-22\", \"2014-05-23\", \"2014-05-27\", \"2014-05-28\", \"2014-05-29\", \"2014-05-30\", \"2014-06-02\", \"2014-06-03\", \"2014-06-04\", \"2014-06-05\", \"2014-06-06\", \"2014-06-09\", \"2014-06-10\", \"2014-06-11\", \"2014-06-12\", \"2014-06-13\", \"2014-06-16\", \"2014-06-17\", \"2014-06-18\", \"2014-06-19\", \"2014-06-20\", \"2014-06-23\", \"2014-06-24\", \"2014-06-25\", \"2014-06-26\", \"2014-06-27\", \"2014-06-30\", \"2014-07-01\", \"2014-07-02\", \"2014-07-03\", \"2014-07-07\", \"2014-07-08\", \"2014-07-09\", \"2014-07-10\", \"2014-07-11\", \"2014-07-14\", \"2014-07-15\", \"2014-07-16\", \"2014-07-17\", \"2014-07-18\", \"2014-07-21\", \"2014-07-22\", \"2014-07-23\", \"2014-07-24\", \"2014-07-25\", \"2014-07-28\", \"2014-07-29\", \"2014-07-30\", \"2014-07-31\", \"2014-08-01\", \"2014-08-04\", \"2014-08-05\", \"2014-08-06\", \"2014-08-07\", \"2014-08-08\", \"2014-08-11\", \"2014-08-12\", \"2014-08-13\", \"2014-08-14\", \"2014-08-15\", \"2014-08-18\", \"2014-08-19\", \"2014-08-20\", \"2014-08-21\", \"2014-08-22\", \"2014-08-25\", \"2014-08-26\", \"2014-08-27\", \"2014-08-28\", \"2014-08-29\", \"2014-09-02\", \"2014-09-03\", \"2014-09-04\", \"2014-09-05\", \"2014-09-08\", \"2014-09-09\", \"2014-09-10\", \"2014-09-11\", \"2014-09-12\", \"2014-09-15\", \"2014-09-16\", \"2014-09-17\", \"2014-09-18\", \"2014-09-19\", \"2014-09-22\", \"2014-09-23\", \"2014-09-24\", \"2014-09-25\", \"2014-09-26\", \"2014-09-29\", \"2014-09-30\", \"2014-10-01\", \"2014-10-02\", \"2014-10-03\", \"2014-10-06\", \"2014-10-07\", \"2014-10-08\", \"2014-10-09\", \"2014-10-10\", \"2014-10-13\", \"2014-10-14\", \"2014-10-15\", \"2014-10-16\", \"2014-10-17\", \"2014-10-20\", \"2014-10-21\", \"2014-10-22\", \"2014-10-23\", \"2014-10-24\", \"2014-10-27\", \"2014-10-28\", \"2014-10-29\", \"2014-10-30\", \"2014-10-31\", \"2014-11-03\", \"2014-11-04\", \"2014-11-05\", \"2014-11-06\", \"2014-11-07\", \"2014-11-10\", \"2014-11-11\", \"2014-11-12\", \"2014-11-13\", \"2014-11-14\", \"2014-11-17\", \"2014-11-18\", \"2014-11-19\", \"2014-11-20\", \"2014-11-21\", \"2014-11-24\", \"2014-11-25\", \"2014-11-26\", \"2014-11-28\", \"2014-12-01\", \"2014-12-02\", \"2014-12-03\", \"2014-12-04\", \"2014-12-05\", \"2014-12-08\", \"2014-12-09\", \"2014-12-10\", \"2014-12-11\", \"2014-12-12\", \"2014-12-15\", \"2014-12-16\", \"2014-12-17\", \"2014-12-18\", \"2014-12-19\", \"2014-12-22\", \"2014-12-23\", \"2014-12-24\", \"2014-12-26\", \"2014-12-29\", \"2014-12-30\", \"2014-12-31\", \"2015-01-02\", \"2015-01-05\", \"2015-01-06\", \"2015-01-07\", \"2015-01-08\", \"2015-01-09\", \"2015-01-12\", \"2015-01-13\", \"2015-01-14\", \"2015-01-15\", \"2015-01-16\", \"2015-01-20\", \"2015-01-21\", \"2015-01-22\", \"2015-01-23\", \"2015-01-26\", \"2015-01-27\", \"2015-01-28\", \"2015-01-29\", \"2015-01-30\", \"2015-02-02\", \"2015-02-03\", \"2015-02-04\", \"2015-02-05\", \"2015-02-06\", \"2015-02-09\", \"2015-02-10\", \"2015-02-11\", \"2015-02-12\", \"2015-02-13\", \"2015-02-17\", \"2015-02-18\", \"2015-02-19\", \"2015-02-20\", \"2015-02-23\", \"2015-02-24\", \"2015-02-25\", \"2015-02-26\", \"2015-02-27\", \"2015-03-02\", \"2015-03-03\", \"2015-03-04\", \"2015-03-05\", \"2015-03-06\", \"2015-03-09\", \"2015-03-10\", \"2015-03-11\", \"2015-03-12\", \"2015-03-13\", \"2015-03-16\", \"2015-03-17\", \"2015-03-18\", \"2015-03-19\", \"2015-03-20\", \"2015-03-23\", \"2015-03-24\", \"2015-03-25\", \"2015-03-26\", \"2015-03-27\", \"2015-03-30\", \"2015-03-31\", \"2015-04-01\", \"2015-04-02\", \"2015-04-06\", \"2015-04-07\", \"2015-04-08\", \"2015-04-09\", \"2015-04-10\", \"2015-04-13\", \"2015-04-14\", \"2015-04-15\", \"2015-04-16\", \"2015-04-17\", \"2015-04-20\", \"2015-04-21\", \"2015-04-22\", \"2015-04-23\", \"2015-04-24\", \"2015-04-27\", \"2015-04-28\", \"2015-04-29\", \"2015-04-30\", \"2015-05-01\", \"2015-05-04\", \"2015-05-05\", \"2015-05-06\", \"2015-05-07\", \"2015-05-08\", \"2015-05-11\", \"2015-05-12\", \"2015-05-13\", \"2015-05-14\", \"2015-05-15\", \"2015-05-18\", \"2015-05-19\", \"2015-05-20\", \"2015-05-21\", \"2015-05-22\", \"2015-05-26\", \"2015-05-27\", \"2015-05-28\", \"2015-05-29\", \"2015-06-01\", \"2015-06-02\", \"2015-06-03\", \"2015-06-04\", \"2015-06-05\", \"2015-06-08\", \"2015-06-09\", \"2015-06-10\", \"2015-06-11\", \"2015-06-12\", \"2015-06-15\", \"2015-06-16\", \"2015-06-17\", \"2015-06-18\", \"2015-06-19\", \"2015-06-22\", \"2015-06-23\", \"2015-06-24\", \"2015-06-25\", \"2015-06-26\", \"2015-06-29\", \"2015-06-30\", \"2015-07-01\", \"2015-07-02\", \"2015-07-06\", \"2015-07-07\", \"2015-07-08\", \"2015-07-09\", \"2015-07-10\", \"2015-07-13\", \"2015-07-14\", \"2015-07-15\", \"2015-07-16\", \"2015-07-17\", \"2015-07-20\", \"2015-07-21\", \"2015-07-22\", \"2015-07-23\", \"2015-07-24\", \"2015-07-27\", \"2015-07-28\", \"2015-07-29\", \"2015-07-30\", \"2015-07-31\", \"2015-08-03\", \"2015-08-04\", \"2015-08-05\", \"2015-08-06\", \"2015-08-07\", \"2015-08-10\", \"2015-08-11\", \"2015-08-12\", \"2015-08-13\", \"2015-08-14\", \"2015-08-17\", \"2015-08-18\", \"2015-08-19\", \"2015-08-20\", \"2015-08-21\", \"2015-08-24\", \"2015-08-25\", \"2015-08-26\", \"2015-08-27\", \"2015-08-28\", \"2015-08-31\", \"2015-09-01\", \"2015-09-02\", \"2015-09-03\", \"2015-09-04\", \"2015-09-08\", \"2015-09-09\", \"2015-09-10\", \"2015-09-11\", \"2015-09-14\", \"2015-09-15\", \"2015-09-16\", \"2015-09-17\", \"2015-09-18\", \"2015-09-21\", \"2015-09-22\", \"2015-09-23\", \"2015-09-24\", \"2015-09-25\", \"2015-09-28\", \"2015-09-29\", \"2015-09-30\", \"2015-10-01\", \"2015-10-02\", \"2015-10-05\", \"2015-10-06\", \"2015-10-07\", \"2015-10-08\", \"2015-10-09\", \"2015-10-12\", \"2015-10-13\", \"2015-10-14\", \"2015-10-15\", \"2015-10-16\", \"2015-10-19\", \"2015-10-20\", \"2015-10-21\", \"2015-10-22\", \"2015-10-23\", \"2015-10-26\", \"2015-10-27\", \"2015-10-28\", \"2015-10-29\", \"2015-10-30\", \"2015-11-02\", \"2015-11-03\", \"2015-11-04\", \"2015-11-05\", \"2015-11-06\", \"2015-11-09\", \"2015-11-10\", \"2015-11-11\", \"2015-11-12\", \"2015-11-13\", \"2015-11-16\", \"2015-11-17\", \"2015-11-18\", \"2015-11-19\", \"2015-11-20\", \"2015-11-23\", \"2015-11-24\", \"2015-11-25\", \"2015-11-27\", \"2015-11-30\", \"2015-12-01\", \"2015-12-02\", \"2015-12-03\", \"2015-12-04\", \"2015-12-07\", \"2015-12-08\", \"2015-12-09\", \"2015-12-10\", \"2015-12-11\", \"2015-12-14\", \"2015-12-15\", \"2015-12-16\", \"2015-12-17\", \"2015-12-18\", \"2015-12-21\", \"2015-12-22\", \"2015-12-23\", \"2015-12-24\", \"2015-12-28\", \"2015-12-29\", \"2015-12-30\", \"2015-12-31\", \"2016-01-04\", \"2016-01-05\", \"2016-01-06\", \"2016-01-07\", \"2016-01-08\", \"2016-01-11\", \"2016-01-12\", \"2016-01-13\", \"2016-01-14\", \"2016-01-15\", \"2016-01-19\", \"2016-01-20\", \"2016-01-21\", \"2016-01-22\", \"2016-01-25\", \"2016-01-26\", \"2016-01-27\", \"2016-01-28\", \"2016-01-29\", \"2016-02-01\", \"2016-02-02\", \"2016-02-03\", \"2016-02-04\", \"2016-02-05\", \"2016-02-08\", \"2016-02-09\", \"2016-02-10\", \"2016-02-11\", \"2016-02-12\", \"2016-02-16\", \"2016-02-17\", \"2016-02-18\", \"2016-02-19\", \"2016-02-22\", \"2016-02-23\", \"2016-02-24\", \"2016-02-25\", \"2016-02-26\", \"2016-02-29\", \"2016-03-01\", \"2016-03-02\", \"2016-03-03\", \"2016-03-04\", \"2016-03-07\", \"2016-03-08\", \"2016-03-09\", \"2016-03-10\", \"2016-03-11\", \"2016-03-14\", \"2016-03-15\", \"2016-03-16\", \"2016-03-17\", \"2016-03-18\", \"2016-03-21\", \"2016-03-22\", \"2016-03-23\", \"2016-03-24\", \"2016-03-28\", \"2016-03-29\", \"2016-03-30\", \"2016-03-31\", \"2016-04-01\", \"2016-04-04\", \"2016-04-05\", \"2016-04-06\", \"2016-04-07\", \"2016-04-08\", \"2016-04-11\", \"2016-04-12\", \"2016-04-13\", \"2016-04-14\", \"2016-04-15\", \"2016-04-18\", \"2016-04-19\", \"2016-04-20\", \"2016-04-21\", \"2016-04-22\", \"2016-04-25\", \"2016-04-26\", \"2016-04-27\", \"2016-04-28\", \"2016-04-29\", \"2016-05-02\", \"2016-05-03\", \"2016-05-04\", \"2016-05-05\", \"2016-05-06\", \"2016-05-09\", \"2016-05-10\", \"2016-05-11\", \"2016-05-12\", \"2016-05-13\", \"2016-05-16\", \"2016-05-17\", \"2016-05-18\", \"2016-05-19\", \"2016-05-20\", \"2016-05-23\", \"2016-05-24\", \"2016-05-25\", \"2016-05-26\", \"2016-05-27\", \"2016-05-31\", \"2016-06-01\", \"2016-06-02\", \"2016-06-03\", \"2016-06-06\", \"2016-06-07\", \"2016-06-08\", \"2016-06-09\", \"2016-06-10\", \"2016-06-13\", \"2016-06-14\", \"2016-06-15\", \"2016-06-16\", \"2016-06-17\", \"2016-06-20\", \"2016-06-21\", \"2016-06-22\", \"2016-06-23\", \"2016-06-24\", \"2016-06-27\", \"2016-06-28\", \"2016-06-29\", \"2016-06-30\", \"2016-07-01\", \"2016-07-05\", \"2016-07-06\", \"2016-07-07\", \"2016-07-08\", \"2016-07-11\", \"2016-07-12\", \"2016-07-13\", \"2016-07-14\", \"2016-07-15\", \"2016-07-18\", \"2016-07-19\", \"2016-07-20\", \"2016-07-21\", \"2016-07-22\", \"2016-07-25\", \"2016-07-26\", \"2016-07-27\", \"2016-07-28\", \"2016-07-29\", \"2016-08-01\", \"2016-08-02\", \"2016-08-03\", \"2016-08-04\", \"2016-08-05\", \"2016-08-08\", \"2016-08-09\", \"2016-08-10\", \"2016-08-11\", \"2016-08-12\", \"2016-08-15\", \"2016-08-16\", \"2016-08-17\", \"2016-08-18\", \"2016-08-19\", \"2016-08-22\", \"2016-08-23\", \"2016-08-24\", \"2016-08-25\", \"2016-08-26\", \"2016-08-29\", \"2016-08-30\", \"2016-08-31\", \"2016-09-01\", \"2016-09-02\", \"2016-09-06\", \"2016-09-07\", \"2016-09-08\", \"2016-09-09\", \"2016-09-12\", \"2016-09-13\", \"2016-09-14\", \"2016-09-15\", \"2016-09-16\", \"2016-09-19\", \"2016-09-20\", \"2016-09-21\", \"2016-09-22\", \"2016-09-23\", \"2016-09-26\", \"2016-09-27\", \"2016-09-28\", \"2016-09-29\", \"2016-09-30\", \"2016-10-03\", \"2016-10-04\", \"2016-10-05\", \"2016-10-06\", \"2016-10-07\", \"2016-10-10\", \"2016-10-11\", \"2016-10-12\", \"2016-10-13\", \"2016-10-14\", \"2016-10-17\", \"2016-10-18\", \"2016-10-19\", \"2016-10-20\", \"2016-10-21\", \"2016-10-24\", \"2016-10-25\", \"2016-10-26\", \"2016-10-27\", \"2016-10-28\", \"2016-10-31\", \"2016-11-01\", \"2016-11-02\", \"2016-11-03\", \"2016-11-04\", \"2016-11-07\", \"2016-11-08\", \"2016-11-09\", \"2016-11-10\", \"2016-11-11\", \"2016-11-14\", \"2016-11-15\", \"2016-11-16\", \"2016-11-17\", \"2016-11-18\", \"2016-11-21\", \"2016-11-22\", \"2016-11-23\", \"2016-11-25\", \"2016-11-28\", \"2016-11-29\", \"2016-11-30\", \"2016-12-01\", \"2016-12-02\", \"2016-12-05\", \"2016-12-06\", \"2016-12-07\", \"2016-12-08\", \"2016-12-09\", \"2016-12-12\", \"2016-12-13\", \"2016-12-14\", \"2016-12-15\", \"2016-12-16\", \"2016-12-19\", \"2016-12-20\", \"2016-12-21\", \"2016-12-22\", \"2016-12-23\", \"2016-12-27\", \"2016-12-28\", \"2016-12-29\", \"2016-12-30\", \"2017-01-03\", \"2017-01-04\", \"2017-01-05\", \"2017-01-06\", \"2017-01-09\", \"2017-01-10\", \"2017-01-11\", \"2017-01-12\", \"2017-01-13\", \"2017-01-17\", \"2017-01-18\", \"2017-01-19\", \"2017-01-20\", \"2017-01-23\", \"2017-01-24\", \"2017-01-25\", \"2017-01-26\", \"2017-01-27\", \"2017-01-30\", \"2017-01-31\", \"2017-02-01\", \"2017-02-02\", \"2017-02-03\", \"2017-02-06\", \"2017-02-07\", \"2017-02-08\", \"2017-02-09\", \"2017-02-10\", \"2017-02-13\", \"2017-02-14\", \"2017-02-15\", \"2017-02-16\", \"2017-02-17\", \"2017-02-21\", \"2017-02-22\", \"2017-02-23\", \"2017-02-24\", \"2017-02-27\", \"2017-02-28\", \"2017-03-01\", \"2017-03-02\", \"2017-03-03\", \"2017-03-06\", \"2017-03-07\", \"2017-03-08\", \"2017-03-09\", \"2017-03-10\", \"2017-03-13\", \"2017-03-14\", \"2017-03-15\", \"2017-03-16\", \"2017-03-17\", \"2017-03-20\", \"2017-03-21\", \"2017-03-22\", \"2017-03-23\", \"2017-03-24\", \"2017-03-27\", \"2017-03-28\", \"2017-03-29\", \"2017-03-30\", \"2017-03-31\", \"2017-04-03\", \"2017-04-04\", \"2017-04-05\", \"2017-04-06\", \"2017-04-07\", \"2017-04-10\", \"2017-04-11\", \"2017-04-12\", \"2017-04-13\", \"2017-04-17\", \"2017-04-18\", \"2017-04-19\", \"2017-04-20\", \"2017-04-21\", \"2017-04-24\", \"2017-04-25\", \"2017-04-26\", \"2017-04-27\", \"2017-04-28\", \"2017-05-01\", \"2017-05-02\", \"2017-05-03\", \"2017-05-04\", \"2017-05-05\", \"2017-05-08\", \"2017-05-09\", \"2017-05-10\", \"2017-05-11\", \"2017-05-12\", \"2017-05-15\", \"2017-05-16\", \"2017-05-17\", \"2017-05-18\", \"2017-05-19\", \"2017-05-22\", \"2017-05-23\", \"2017-05-24\", \"2017-05-25\", \"2017-05-26\", \"2017-05-30\", \"2017-05-31\", \"2017-06-01\", \"2017-06-02\", \"2017-06-05\", \"2017-06-06\", \"2017-06-07\", \"2017-06-08\", \"2017-06-09\", \"2017-06-12\", \"2017-06-13\", \"2017-06-14\", \"2017-06-15\", \"2017-06-16\", \"2017-06-19\", \"2017-06-20\", \"2017-06-21\", \"2017-06-22\", \"2017-06-23\", \"2017-06-26\", \"2017-06-27\", \"2017-06-28\", \"2017-06-29\", \"2017-06-30\"], \"y\": [null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 0.9939776869916876, 0.993486223612349, 1.0018604371186186, 1.0163651465461103, 1.0195127289036383, 1.0231702808865337, 1.0001500548280262, 0.989549417941137, 0.9956713332430014, 1.0159074226277345, 0.9863619210046507, 0.9747260202197179, 0.9842819692240907, 0.9906443918171528, 1.0022816233464609, 1.0000947452710596, 1.0084454925676853, 1.0207805885817298, 1.0133666516779463, 1.0272747015403478, 1.0051584919130494, 1.0061483755707452, 1.0165150339493867, 1.0191292347355412, 1.024484739116896, 1.0239512397358408, 1.0278805448114923, 1.0150206478328292, 1.0163306078633842, 1.0164939968044069, 1.0182698502318663, 1.0342904475708934, 1.0352361023731043, 1.0301598244696675, 1.020502970777278, 1.0261700129177582, 1.0341498399412006, 1.0282008893995522, 1.040382658143677, 1.0453032744747446, 1.052513067291819, 1.0645682779975634, 1.0640524928021082, 1.07299461080965, 1.0727573915435578, 1.0732327964231902, 1.0743022826869677, 1.0798097512730207, 1.088113989523765, 1.09269780281789, 1.0944709347489852, 1.1013261938910925, 1.1009082771455914, 1.0871511273470162, 1.094623978573352, 1.0945956239543149, 1.1001716092125728, 1.1109985410241112, 1.1114129309382568, 1.1109899601361057, 1.1125619832442317, 1.1076517667845902, 1.1189921291644744, 1.118337743890075, 1.1204088124105076, 1.1209348568621007, 1.1365211654685357, 1.136267763001952, 1.1423181339349573, 1.1370150840296218, 1.1241445001057253, 1.1337348053777723, 1.1288141917209207, 1.1360862915521543, 1.1463813000184007, 1.1451502209164248, 1.166780334271301, 1.1554790179491834, 1.1701356039874637, 1.168699526637407, 1.1741246363160227, 1.183880674489905, 1.1864795403236557, 1.1694065600933452, 1.1680777633429362, 1.165058865928743, 1.1706081049095476, 1.1441338336339546, 1.141712226724956, 1.149307506516296, 1.1357084895015745, 1.1176204699780854, 1.1156164067674148, 1.12694497937625, 1.1431126588899205, 1.139859868729081, 1.1507335072021696, 1.1566914233588719, 1.1613166452811738, 1.172244372034177, 1.1815592757051467, 1.1860633475677567, 1.192770530692133, 1.1959502942976479, 1.203088921710215, 1.2056044563624915, 1.2045801811722416, 1.201383234119488, 1.2058086816313291, 1.2073575981325682, 1.1942255135644855, 1.1923980974591128, 1.1983772293814656, 1.1960478943486532, 1.1884770877640705, 1.198874429870771, 1.2003031393513746, 1.194785388531288, 1.186748819006774, 1.1967398089793848, 1.1986414645286814, 1.2069759229400514, 1.2079069506305893, 1.1960590450189, 1.1941820174357614, 1.2037978551889301, 1.1791275343700498, 1.1989402135888314, 1.1948737739116424, 1.1951056482970341, 1.1767038758650994, 1.177161935444951, 1.193440947924962, 1.1897004944209248, 1.1708561183768322, 1.1901982416730508, 1.1654624112673606, 1.1427624452936487, 1.1189044814228553, 1.120546248294564, 1.1114783419590468, 1.101126725889065, 1.1162530645363842, 1.1262023382816013, 1.14630129380011, 1.1379938050135527, 1.154821854240044, 1.1534560696953886, 1.1506209884836212, 1.1649310760678493, 1.1551578896984036, 1.1657591226108548, 1.180168581143057, 1.1785800668466984, 1.1731616057538634, 1.1770099951175323, 1.1761616606743788, 1.1758660286344504, 1.1755534373665384, 1.1782349442797428, 1.1789143391468357, 1.182381949557927, 1.1864554711869868, 1.1777094501609995, 1.1917041377238706, 1.1911314295520803, 1.1925135113487462, 1.1979963168305623, 1.2030796317916803, 1.2016796008640953, 1.214094963289369, 1.2010054485289743, 1.1891216303346852, 1.198692433507035, 1.2048400204606602, 1.2052326140206644, 1.208607599824006, 1.1959354057553702, 1.195077214619712, 1.1744063389943977, 1.1821052578781357, 1.163651069993208, 1.153714977291804, 1.1392908120294243, 1.1639623204023999, 1.1933840607202824, 1.201305160954306, 1.189533964144039, 1.1832974876986802, 1.1865897725067334, 1.1953722073141884, 1.198951441050615, 1.1925158471882125, 1.180724153393358, 1.1798066393902729, 1.1564882459898278, 1.1444166329347731, 1.1569784352084838, 1.1796578550482308, 1.1700055311511364, 1.1573425932955759, 1.1540797904896334, 1.1434526806112968, 1.1269406273336608, 1.1422953955856028, 1.1492180917876853, 1.1678394689366012, 1.1901943807471673, 1.1863900039905848, 1.1888223597941903, 1.1572710636828634, 1.1547490888817538, 1.1677869364535136, 1.1721615959356593, 1.186510219070686, 1.204581280030008, 1.1978039644745975, 1.210730815024155, 1.2093173125330332, 1.203622944956625, 1.2230809021741433, 1.2272007622002483, 1.240960901255765, 1.2489593557489767, 1.2524165905314137, 1.2515366515977115, 1.2532852571478628, 1.262440381767909, 1.2647417508601135, 1.2679845669146403, 1.2667768535598118, 1.2739483220349634, 1.267088499395367, 1.2773070043566634, 1.2732022459924714, 1.270248500183737, 1.2665141460387972, 1.2512555115516917, 1.2552888530416946, 1.2318105580990897, 1.2283982075125643, 1.2426259252988863, 1.2360299476411403, 1.2518071700341382, 1.2539972395449106, 1.2686455687184264, 1.2676535627373275, 1.2833961591834415, 1.2794029800650608, 1.2747909417370984, 1.2505701660479778, 1.2470632320708792, 1.2505563701865527, 1.2663840826426245, 1.2537520090285963, 1.2467502417428327, 1.2477412380155266, 1.2571554062871233, 1.2543028468381348, 1.2600776726679375, 1.2712081578625878, 1.3005229475196718, 1.2965153826013638, 1.2993530628493488, 1.3110094456883186, 1.3465738683087338, 1.3315919534896805, 1.3473621368791013, 1.3475367989272027, 1.35491704964619, 1.3555105311190658, 1.3880930631617205, 1.379420639732045, 1.379463868518713, 1.3753572206111002, 1.357461485418981, 1.376542065845494, 1.3781764748422778, 1.3611256323279224, 1.3548239648429738, 1.360159985430698, 1.3786287101190045, 1.3741310891661396, 1.3690709708734141, 1.3694021745076659, 1.3861078354401335, 1.3903877174158965, 1.3970568798131269, 1.393550892958676, 1.3808662832309648, 1.3889461657670967, 1.387657653436684, 1.373418449411153, 1.3922320063089237, 1.391451981521369, 1.3840970268802486, 1.3893198192748675, 1.3877153732325493, 1.392711554920889, 1.3827381119931497, 1.3828980604392846, 1.36979234515654, 1.373119238203333, 1.392582182434428, 1.3947103499902678, 1.383690949723974, 1.3773109188288113, 1.3851309746358171, 1.3868071843597776, 1.3971255412926817, 1.389747678863215, 1.4017397138052785, 1.410772302063929, 1.4023089428741204, 1.3966237341034178, 1.3852125266082758, 1.3553455838348927, 1.3608574169932657, 1.3671455433186646, 1.3677959498683168, 1.3628361627305678, 1.3682770660827888, 1.342952554500892, 1.3429066433797212, 1.3638061327058684, 1.3859326867157653, 1.3997422925820964, 1.4027847348368323, 1.4440742168085228, 1.4994778744554957, 1.5035903654597698, 1.495873583854711, 1.4833322925723484, 1.4706773305182652, 1.459395635705323, 1.4542477922327388, 1.478023218566868, 1.4906018428360683, 1.4893267224708824, 1.4807342484399058, 1.4741711132784112, 1.4696589306361711, 1.4578628994605642, 1.4442458491418186, 1.4413815289574803, 1.4636868030789505, 1.4476369870682557, 1.4518548365333332, 1.4515533833477618, 1.4547208128981741, 1.463740074943568, 1.457752289059148, 1.444554766535361, 1.4030533172832964, 1.3475151023907734, 1.2928554377529844, 1.2832897582625606, 1.3409345804212862, 1.384673816369931, 1.3915096902611122, 1.3821566341281926, 1.3363065354708394, 1.3642080724084724, 1.3580758514832791, 1.3383819710507818, 1.368873829792868, 1.3553466236910285, 1.3672893561895578, 1.3728924385272319, 1.368317554350308, 1.3881862013450101, 1.4031072575804406, 1.4016658520072016, 1.3800213214895038, 1.3819398228356967, 1.3651663650181591, 1.361565264126309, 1.3577871772782677, 1.3542971811371058, 1.311896725103391, 1.3077301653997715, 1.337459573978542, 1.3450356794480833, 1.3697594918359044, 1.3977330908676984, 1.3942193988864622, 1.409885139757436, 1.4239764900686642, 1.4281423080489337, 1.4262303726672034, 1.415752006708423, 1.403224241833489, 1.4166971129193382, 1.4217217604406909, 1.4228749180826814, 1.4114888545027413, 1.404901222062793, 1.4280353209725736, 1.469581468074632, 1.4672460470399205, 1.4654908179066246, 1.4850518073800278, 1.4928889968338057, 1.4857957207355663, 1.502566518989614, 1.5119843569262295, 1.5067986444885844, 1.5008047074922048, 1.5100663970635064, 1.4942002928440075, 1.4933665449501206, 1.49062164748713, 1.4684046269626239, 1.444111360707534, 1.464930584259325, 1.469675335569463, 1.4922238027461943, 1.4872137482109358, 1.4910680908615923, 1.4870255020474124, 1.4919496114744852, 1.494938255908505, 1.4930431903106816, 1.483968269378233, 1.5042336279519009, 1.492276399695974, 1.4730638898693142, 1.4972746610265102, 1.4812098591732943, 1.4685876866336915, 1.4619706768761362, 1.468981949172714, 1.434929044149894, 1.4422202680304415, 1.456611207932943, 1.4793684289974864, 1.4560478898700306, 1.427470662105231, 1.4355972124379008, 1.4441837755190288, 1.4643485787993609, 1.4611916314670643, 1.4575163760240257, 1.4768080339764642, 1.4640935802790565, 1.4484506118023057, 1.4202088835912314, 1.4179987991462506, 1.4045610583417463, 1.3657206427565751, 1.352314999740517, 1.3532477523651656, 1.3636008462630644, 1.3223215109509734, 1.3488600917431144, 1.3146621375574765, 1.314770978922307, 1.300009800069905, 1.307327915381224, 1.3310933801486584, 1.3090364973217088, 1.3265290722824516, 1.2976788547001776, 1.334453856113162, 1.3610386148610725, 1.3645148850378466, 1.3394886170679459, 1.3369203123977336, 1.3360207169038438, 1.295955861900959, 1.2759129890141665, 1.2730245641897198, 1.2722486435100777, 1.2568583214062359, 1.2876131781246052, 1.312180756062952, 1.341665762709146, 1.331493848671294, 1.3325633242907393, 1.3594536808074231, 1.3382091517912922, 1.3460435134851663, 1.3665263392762963, 1.3647928255840085, 1.3527125624586098, 1.391505904999774, 1.3997066481347762, 1.4041486232465559, 1.4129730268591305, 1.4077564061468224, 1.3887817450657394, 1.3964072493038115, 1.397202291969549, 1.4225403666633851, 1.4225358063588522, 1.41856397071639, 1.4276014399014372, 1.434927490495701, 1.4414804170343873, 1.4467089172730927, 1.447354710210595, 1.4338134629897783, 1.4347874877463662, 1.435280922891735, 1.448925005297889, 1.4556162982347025, 1.4507594655215579, 1.4625911522314616, 1.456124696772651, 1.4239578593787001, 1.4497139327220305, 1.4333358123237188, 1.4324115935086874, 1.4251940988186775, 1.4413661576974282, 1.4593396146328164, 1.4640447973845079, 1.4592482677475673, 1.464257019398158, 1.4551801300900786, 1.460938032409879, 1.45236730493599, 1.4308783451599472, 1.4272810355520167, 1.427483428469244, 1.4162180212397069, 1.4132792976624404, 1.4124661537177956, 1.4264066814556164, 1.4129968944319935, 1.4007829526767417, 1.3986636091320808, 1.401767668865408, 1.4033279557195035, 1.4269652912799262, 1.4142364610218208, 1.4093411975100867, 1.4074708320536067, 1.4185513703710713, 1.406126249164085, 1.4114735780384071, 1.4127731603905507, 1.4277948021001903, 1.4274047512815884, 1.4497895033970845, 1.4644174542537574, 1.4671741481441876, 1.4732736046258408, 1.4731515168601288, 1.472702595156721, 1.4747947441729619, 1.4674711035110777, 1.4751608627003565, 1.4712372754461958, 1.475315135239375, 1.4709942821091864, 1.45571895136933, 1.4415101167394748, 1.4366282488348494, 1.4351567099591445, 1.4358199718050477, 1.427111802679556, 1.4341699077758627, 1.4381586831797895, 1.435743148938791, 1.45907696866088, 1.4000822035929008, 1.3698153323893543, 1.4000528731266926, 1.4277957533383296, 1.4425830493485663, 1.4475472122303716, 1.43651492662902, 1.4450869194157994, 1.4484456309910454, 1.4715382287353764, 1.4790085027075432, 1.4964254807543396, 1.4944707547987677, 1.509579053972653, 1.5067719178671315, 1.5170630398619125, 1.4993904180294921, 1.513587489197358, 1.5145923430331742, 1.5237087226973522, 1.5204323728292004, 1.5189297302988984, 1.5340128887775164, 1.5387996829022554, 1.5427228658224237, 1.544153063447844, 1.5384900201448835, 1.544200351175675, 1.544673936945363, 1.5534277400048058, 1.5471366230633186, 1.5524545374739434, 1.548257982347948, 1.5583024407440818, 1.5628158212136962, 1.568678460014855, 1.5612474861906542, 1.5575019601113687, 1.5600480736222708, 1.561004068364228, 1.5591606171336827, 1.5621284483199567, 1.5513172797061703, 1.5466743214676757, 1.547849260576924, 1.5546216298019562, 1.5555438935463435, 1.5513591047346755, 1.5528260724449205, 1.5564150526729328, 1.5661320810655124, 1.5733622862699184, 1.56890168360725, 1.5325150170705075, 1.5572338189993804, 1.5378865052718296, 1.5452951933519792, 1.5646913422574753, 1.559778267929177, 1.5559264183310648, 1.558000034549114, 1.5690421000916466, 1.5804420357535685, 1.5666979276062691, 1.5513783994531931, 1.5645495285649906, 1.578011466952244, 1.5681337643025577, 1.5844697038674131, 1.5832595706108514, 1.5805027129944746, 1.5863127196353781, 1.5877067018829676, 1.5800062695493415, 1.5823354350413454, 1.5626083984667962, 1.5616693689040932, 1.5566626231752267, 1.5603226378015502, 1.5522672216432878, 1.5878901402488217, 1.5941541182724877, 1.5944056320178925, 1.6076470916726804, 1.6141681019474334, 1.612576385428131, 1.6047373321137313, 1.6055972865160926, 1.5862644969294237, 1.5822108372063317, 1.5722201002607703, 1.5558116603102827, 1.5348592168997464, 1.5334458570875467, 1.572084119721209, 1.5677442867393516, 1.6062169855143864, 1.6093038641662796, 1.635143944467725, 1.6329506300058767, 1.6486852699182486, 1.6538854746501683, 1.662904780849713, 1.6604080486750372, 1.6793134221153727, 1.6789660557611228, 1.6726544281550546, 1.6787597899653046, 1.6669898026168404, 1.668914440023894, 1.679281903428154, 1.670232970157785, 1.670604460137997, 1.6843157490275018, 1.6898972529991632, 1.7117427196599333, 1.712541526810322, 1.7271706483701752, 1.7211035089478925, 1.7371899365305274, 1.7307965845160425, 1.7410030261260976, 1.7365441386017795, 1.740751749350688, 1.7514035356044884, 1.7486174330989843, 1.7532355862614815, 1.7581819884946284, 1.7753373089244724, 1.7471852394201108, 1.7477617034080963, 1.7326321465261079, 1.7482523263849647, 1.7632821363199311, 1.7652024351205984, 1.776326680096652, 1.777647528169476, 1.7832061298383262, 1.7857019505594576, 1.7812593415167024, 1.787417976358412, 1.7750626771660056, 1.777926905374102, 1.7768549552898893, 1.77341885717397, 1.7541949679620281, 1.765677344511433, 1.7826961693178007, 1.788019051899512, 1.7875327560723484, 1.773150630737554, 1.7656268663515564, 1.7884749634419101, 1.7869395646822677, 1.7945549033263775, 1.7938616471531292, 1.794095606696051, 1.7904048729799646, 1.80015213884294, 1.8022457724696206, 1.8096852566246153, 1.8209405777802303, 1.8301774465791296, 1.8268900123096603, 1.8280705251996747, 1.8413805476868588, 1.8403215798431078, 1.8284449700930012, 1.8285565470548955, 1.835859538288831, 1.8214180071961958, 1.8538450197802592, 1.8387980815343796, 1.8404632865069706, 1.8333288550636644, 1.8274876897150094, 1.8229971705868628, 1.825160351838435, 1.8305460889730043, 1.8313389174796537, 1.823797876627649, 1.8375198212727737, 1.8401505628990793, 1.8324897374145894, 1.8315657198291155, 1.7989479041554184, 1.799646620611784, 1.7965233622237697, 1.8026410066368723, 1.8014306840061827, 1.8170291705097092, 1.8232410452621817, 1.8371397291763696, 1.8330808816622877, 1.8315874146266247, 1.8281201914612961, 1.8223278530359481, 1.822906261231913, 1.820204706773194, 1.8194203816051318, 1.8138425527093065, 1.8036270378319126, 1.7876383645412148, 1.8076424604319892, 1.795520377389765, 1.788198143787578, 1.8030195873589336, 1.7949572058497858, 1.8160960281954195, 1.8319627191327954, 1.8345483032018697, 1.8357740092697945, 1.8399711703748516, 1.8514667431948246, 1.8513243864586266, 1.8457906171303953, 1.8438987123198616, 1.8488900294271822, 1.85377202841664, 1.8566681073970097, 1.8907359331181512, 1.8961192587881126, 1.8968387140717244, 1.9096727498053911, 1.9122034906758927, 1.86024971298141, 1.8714485846428406, 1.8848476628817008, 1.895086780428508, 1.8998193245375858, 1.905124093880964, 1.9133830627270556, 1.9187834706150102, 1.9185634531288833, 1.9135542422139233, 1.9263391123168478, 1.9429377817296818, 1.9443038912997685, 1.9398199397043803, 1.9436749785153067, 1.9543126851355987, 1.9177253781524481, 1.9113962732813314, 1.9222440903219475, 1.9171722025702402, 1.9077393579167368, 1.9000138916895024, 1.9223279125983963, 1.9085165482349273, 1.918286227190297, 1.9282285873205558, 1.9270647103581333, 1.9254614423011835, 1.9020314551528883, 1.926907697753388, 1.9109049089874517, 1.914012731807238], \"line\": {\"color\": \"#B6B2CF\"}}, {\"type\": \"scatter\", \"name\": \"ETF\", \"x\": [\"2013-07-01\", \"2013-07-02\", \"2013-07-03\", \"2013-07-05\", \"2013-07-08\", \"2013-07-09\", \"2013-07-10\", \"2013-07-11\", \"2013-07-12\", \"2013-07-15\", \"2013-07-16\", \"2013-07-17\", \"2013-07-18\", \"2013-07-19\", \"2013-07-22\", \"2013-07-23\", \"2013-07-24\", \"2013-07-25\", \"2013-07-26\", \"2013-07-29\", \"2013-07-30\", \"2013-07-31\", \"2013-08-01\", \"2013-08-02\", \"2013-08-05\", \"2013-08-06\", \"2013-08-07\", \"2013-08-08\", \"2013-08-09\", \"2013-08-12\", \"2013-08-13\", \"2013-08-14\", \"2013-08-15\", \"2013-08-16\", \"2013-08-19\", \"2013-08-20\", \"2013-08-21\", \"2013-08-22\", \"2013-08-23\", \"2013-08-26\", \"2013-08-27\", \"2013-08-28\", \"2013-08-29\", \"2013-08-30\", \"2013-09-03\", \"2013-09-04\", \"2013-09-05\", \"2013-09-06\", \"2013-09-09\", \"2013-09-10\", \"2013-09-11\", \"2013-09-12\", \"2013-09-13\", \"2013-09-16\", \"2013-09-17\", \"2013-09-18\", \"2013-09-19\", \"2013-09-20\", \"2013-09-23\", \"2013-09-24\", \"2013-09-25\", \"2013-09-26\", \"2013-09-27\", \"2013-09-30\", \"2013-10-01\", \"2013-10-02\", \"2013-10-03\", \"2013-10-04\", \"2013-10-07\", \"2013-10-08\", \"2013-10-09\", \"2013-10-10\", \"2013-10-11\", \"2013-10-14\", \"2013-10-15\", \"2013-10-16\", \"2013-10-17\", \"2013-10-18\", \"2013-10-21\", \"2013-10-22\", \"2013-10-23\", \"2013-10-24\", \"2013-10-25\", \"2013-10-28\", \"2013-10-29\", \"2013-10-30\", \"2013-10-31\", \"2013-11-01\", \"2013-11-04\", \"2013-11-05\", \"2013-11-06\", \"2013-11-07\", \"2013-11-08\", \"2013-11-11\", \"2013-11-12\", \"2013-11-13\", \"2013-11-14\", \"2013-11-15\", \"2013-11-18\", \"2013-11-19\", \"2013-11-20\", \"2013-11-21\", \"2013-11-22\", \"2013-11-25\", \"2013-11-26\", \"2013-11-27\", \"2013-11-29\", \"2013-12-02\", \"2013-12-03\", \"2013-12-04\", \"2013-12-05\", \"2013-12-06\", \"2013-12-09\", \"2013-12-10\", \"2013-12-11\", \"2013-12-12\", \"2013-12-13\", \"2013-12-16\", \"2013-12-17\", \"2013-12-18\", \"2013-12-19\", \"2013-12-20\", \"2013-12-23\", \"2013-12-24\", \"2013-12-26\", \"2013-12-27\", \"2013-12-30\", \"2013-12-31\", \"2014-01-02\", \"2014-01-03\", \"2014-01-06\", \"2014-01-07\", \"2014-01-08\", \"2014-01-09\", \"2014-01-10\", \"2014-01-13\", \"2014-01-14\", \"2014-01-15\", \"2014-01-16\", \"2014-01-17\", \"2014-01-21\", \"2014-01-22\", \"2014-01-23\", \"2014-01-24\", \"2014-01-27\", \"2014-01-28\", \"2014-01-29\", \"2014-01-30\", \"2014-01-31\", \"2014-02-03\", \"2014-02-04\", \"2014-02-05\", \"2014-02-06\", \"2014-02-07\", \"2014-02-10\", \"2014-02-11\", \"2014-02-12\", \"2014-02-13\", \"2014-02-14\", \"2014-02-18\", \"2014-02-19\", \"2014-02-20\", \"2014-02-21\", \"2014-02-24\", \"2014-02-25\", \"2014-02-26\", \"2014-02-27\", \"2014-02-28\", \"2014-03-03\", \"2014-03-04\", \"2014-03-05\", \"2014-03-06\", \"2014-03-07\", \"2014-03-10\", \"2014-03-11\", \"2014-03-12\", \"2014-03-13\", \"2014-03-14\", \"2014-03-17\", \"2014-03-18\", \"2014-03-19\", \"2014-03-20\", \"2014-03-21\", \"2014-03-24\", \"2014-03-25\", \"2014-03-26\", \"2014-03-27\", \"2014-03-28\", \"2014-03-31\", \"2014-04-01\", \"2014-04-02\", \"2014-04-03\", \"2014-04-04\", \"2014-04-07\", \"2014-04-08\", \"2014-04-09\", \"2014-04-10\", \"2014-04-11\", \"2014-04-14\", \"2014-04-15\", \"2014-04-16\", \"2014-04-17\", \"2014-04-21\", \"2014-04-22\", \"2014-04-23\", \"2014-04-24\", \"2014-04-25\", \"2014-04-28\", \"2014-04-29\", \"2014-04-30\", \"2014-05-01\", \"2014-05-02\", \"2014-05-05\", \"2014-05-06\", \"2014-05-07\", \"2014-05-08\", \"2014-05-09\", \"2014-05-12\", \"2014-05-13\", \"2014-05-14\", \"2014-05-15\", \"2014-05-16\", \"2014-05-19\", \"2014-05-20\", \"2014-05-21\", \"2014-05-22\", \"2014-05-23\", \"2014-05-27\", \"2014-05-28\", \"2014-05-29\", \"2014-05-30\", \"2014-06-02\", \"2014-06-03\", \"2014-06-04\", \"2014-06-05\", \"2014-06-06\", \"2014-06-09\", \"2014-06-10\", \"2014-06-11\", \"2014-06-12\", \"2014-06-13\", \"2014-06-16\", \"2014-06-17\", \"2014-06-18\", \"2014-06-19\", \"2014-06-20\", \"2014-06-23\", \"2014-06-24\", \"2014-06-25\", \"2014-06-26\", \"2014-06-27\", \"2014-06-30\", \"2014-07-01\", \"2014-07-02\", \"2014-07-03\", \"2014-07-07\", \"2014-07-08\", \"2014-07-09\", \"2014-07-10\", \"2014-07-11\", \"2014-07-14\", \"2014-07-15\", \"2014-07-16\", \"2014-07-17\", \"2014-07-18\", \"2014-07-21\", \"2014-07-22\", \"2014-07-23\", \"2014-07-24\", \"2014-07-25\", \"2014-07-28\", \"2014-07-29\", \"2014-07-30\", \"2014-07-31\", \"2014-08-01\", \"2014-08-04\", \"2014-08-05\", \"2014-08-06\", \"2014-08-07\", \"2014-08-08\", \"2014-08-11\", \"2014-08-12\", \"2014-08-13\", \"2014-08-14\", \"2014-08-15\", \"2014-08-18\", \"2014-08-19\", \"2014-08-20\", \"2014-08-21\", \"2014-08-22\", \"2014-08-25\", \"2014-08-26\", \"2014-08-27\", \"2014-08-28\", \"2014-08-29\", \"2014-09-02\", \"2014-09-03\", \"2014-09-04\", \"2014-09-05\", \"2014-09-08\", \"2014-09-09\", \"2014-09-10\", \"2014-09-11\", \"2014-09-12\", \"2014-09-15\", \"2014-09-16\", \"2014-09-17\", \"2014-09-18\", \"2014-09-19\", \"2014-09-22\", \"2014-09-23\", \"2014-09-24\", \"2014-09-25\", \"2014-09-26\", \"2014-09-29\", \"2014-09-30\", \"2014-10-01\", \"2014-10-02\", \"2014-10-03\", \"2014-10-06\", \"2014-10-07\", \"2014-10-08\", \"2014-10-09\", \"2014-10-10\", \"2014-10-13\", \"2014-10-14\", \"2014-10-15\", \"2014-10-16\", \"2014-10-17\", \"2014-10-20\", \"2014-10-21\", \"2014-10-22\", \"2014-10-23\", \"2014-10-24\", \"2014-10-27\", \"2014-10-28\", \"2014-10-29\", \"2014-10-30\", \"2014-10-31\", \"2014-11-03\", \"2014-11-04\", \"2014-11-05\", \"2014-11-06\", \"2014-11-07\", \"2014-11-10\", \"2014-11-11\", \"2014-11-12\", \"2014-11-13\", \"2014-11-14\", \"2014-11-17\", \"2014-11-18\", \"2014-11-19\", \"2014-11-20\", \"2014-11-21\", \"2014-11-24\", \"2014-11-25\", \"2014-11-26\", \"2014-11-28\", \"2014-12-01\", \"2014-12-02\", \"2014-12-03\", \"2014-12-04\", \"2014-12-05\", \"2014-12-08\", \"2014-12-09\", \"2014-12-10\", \"2014-12-11\", \"2014-12-12\", \"2014-12-15\", \"2014-12-16\", \"2014-12-17\", \"2014-12-18\", \"2014-12-19\", \"2014-12-22\", \"2014-12-23\", \"2014-12-24\", \"2014-12-26\", \"2014-12-29\", \"2014-12-30\", \"2014-12-31\", \"2015-01-02\", \"2015-01-05\", \"2015-01-06\", \"2015-01-07\", \"2015-01-08\", \"2015-01-09\", \"2015-01-12\", \"2015-01-13\", \"2015-01-14\", \"2015-01-15\", \"2015-01-16\", \"2015-01-20\", \"2015-01-21\", \"2015-01-22\", \"2015-01-23\", \"2015-01-26\", \"2015-01-27\", \"2015-01-28\", \"2015-01-29\", \"2015-01-30\", \"2015-02-02\", \"2015-02-03\", \"2015-02-04\", \"2015-02-05\", \"2015-02-06\", \"2015-02-09\", \"2015-02-10\", \"2015-02-11\", \"2015-02-12\", \"2015-02-13\", \"2015-02-17\", \"2015-02-18\", \"2015-02-19\", \"2015-02-20\", \"2015-02-23\", \"2015-02-24\", \"2015-02-25\", \"2015-02-26\", \"2015-02-27\", \"2015-03-02\", \"2015-03-03\", \"2015-03-04\", \"2015-03-05\", \"2015-03-06\", \"2015-03-09\", \"2015-03-10\", \"2015-03-11\", \"2015-03-12\", \"2015-03-13\", \"2015-03-16\", \"2015-03-17\", \"2015-03-18\", \"2015-03-19\", \"2015-03-20\", \"2015-03-23\", \"2015-03-24\", \"2015-03-25\", \"2015-03-26\", \"2015-03-27\", \"2015-03-30\", \"2015-03-31\", \"2015-04-01\", \"2015-04-02\", \"2015-04-06\", \"2015-04-07\", \"2015-04-08\", \"2015-04-09\", \"2015-04-10\", \"2015-04-13\", \"2015-04-14\", \"2015-04-15\", \"2015-04-16\", \"2015-04-17\", \"2015-04-20\", \"2015-04-21\", \"2015-04-22\", \"2015-04-23\", \"2015-04-24\", \"2015-04-27\", \"2015-04-28\", \"2015-04-29\", \"2015-04-30\", \"2015-05-01\", \"2015-05-04\", \"2015-05-05\", \"2015-05-06\", \"2015-05-07\", \"2015-05-08\", \"2015-05-11\", \"2015-05-12\", \"2015-05-13\", \"2015-05-14\", \"2015-05-15\", \"2015-05-18\", \"2015-05-19\", \"2015-05-20\", \"2015-05-21\", \"2015-05-22\", \"2015-05-26\", \"2015-05-27\", \"2015-05-28\", \"2015-05-29\", \"2015-06-01\", \"2015-06-02\", \"2015-06-03\", \"2015-06-04\", \"2015-06-05\", \"2015-06-08\", \"2015-06-09\", \"2015-06-10\", \"2015-06-11\", \"2015-06-12\", \"2015-06-15\", \"2015-06-16\", \"2015-06-17\", \"2015-06-18\", \"2015-06-19\", \"2015-06-22\", \"2015-06-23\", \"2015-06-24\", \"2015-06-25\", \"2015-06-26\", \"2015-06-29\", \"2015-06-30\", \"2015-07-01\", \"2015-07-02\", \"2015-07-06\", \"2015-07-07\", \"2015-07-08\", \"2015-07-09\", \"2015-07-10\", \"2015-07-13\", \"2015-07-14\", \"2015-07-15\", \"2015-07-16\", \"2015-07-17\", \"2015-07-20\", \"2015-07-21\", \"2015-07-22\", \"2015-07-23\", \"2015-07-24\", \"2015-07-27\", \"2015-07-28\", \"2015-07-29\", \"2015-07-30\", \"2015-07-31\", \"2015-08-03\", \"2015-08-04\", \"2015-08-05\", \"2015-08-06\", \"2015-08-07\", \"2015-08-10\", \"2015-08-11\", \"2015-08-12\", \"2015-08-13\", \"2015-08-14\", \"2015-08-17\", \"2015-08-18\", \"2015-08-19\", \"2015-08-20\", \"2015-08-21\", \"2015-08-24\", \"2015-08-25\", \"2015-08-26\", \"2015-08-27\", \"2015-08-28\", \"2015-08-31\", \"2015-09-01\", \"2015-09-02\", \"2015-09-03\", \"2015-09-04\", \"2015-09-08\", \"2015-09-09\", \"2015-09-10\", \"2015-09-11\", \"2015-09-14\", \"2015-09-15\", \"2015-09-16\", \"2015-09-17\", \"2015-09-18\", \"2015-09-21\", \"2015-09-22\", \"2015-09-23\", \"2015-09-24\", \"2015-09-25\", \"2015-09-28\", \"2015-09-29\", \"2015-09-30\", \"2015-10-01\", \"2015-10-02\", \"2015-10-05\", \"2015-10-06\", \"2015-10-07\", \"2015-10-08\", \"2015-10-09\", \"2015-10-12\", \"2015-10-13\", \"2015-10-14\", \"2015-10-15\", \"2015-10-16\", \"2015-10-19\", \"2015-10-20\", \"2015-10-21\", \"2015-10-22\", \"2015-10-23\", \"2015-10-26\", \"2015-10-27\", \"2015-10-28\", \"2015-10-29\", \"2015-10-30\", \"2015-11-02\", \"2015-11-03\", \"2015-11-04\", \"2015-11-05\", \"2015-11-06\", \"2015-11-09\", \"2015-11-10\", \"2015-11-11\", \"2015-11-12\", \"2015-11-13\", \"2015-11-16\", \"2015-11-17\", \"2015-11-18\", \"2015-11-19\", \"2015-11-20\", \"2015-11-23\", \"2015-11-24\", \"2015-11-25\", \"2015-11-27\", \"2015-11-30\", \"2015-12-01\", \"2015-12-02\", \"2015-12-03\", \"2015-12-04\", \"2015-12-07\", \"2015-12-08\", \"2015-12-09\", \"2015-12-10\", \"2015-12-11\", \"2015-12-14\", \"2015-12-15\", \"2015-12-16\", \"2015-12-17\", \"2015-12-18\", \"2015-12-21\", \"2015-12-22\", \"2015-12-23\", \"2015-12-24\", \"2015-12-28\", \"2015-12-29\", \"2015-12-30\", \"2015-12-31\", \"2016-01-04\", \"2016-01-05\", \"2016-01-06\", \"2016-01-07\", \"2016-01-08\", \"2016-01-11\", \"2016-01-12\", \"2016-01-13\", \"2016-01-14\", \"2016-01-15\", \"2016-01-19\", \"2016-01-20\", \"2016-01-21\", \"2016-01-22\", \"2016-01-25\", \"2016-01-26\", \"2016-01-27\", \"2016-01-28\", \"2016-01-29\", \"2016-02-01\", \"2016-02-02\", \"2016-02-03\", \"2016-02-04\", \"2016-02-05\", \"2016-02-08\", \"2016-02-09\", \"2016-02-10\", \"2016-02-11\", \"2016-02-12\", \"2016-02-16\", \"2016-02-17\", \"2016-02-18\", \"2016-02-19\", \"2016-02-22\", \"2016-02-23\", \"2016-02-24\", \"2016-02-25\", \"2016-02-26\", \"2016-02-29\", \"2016-03-01\", \"2016-03-02\", \"2016-03-03\", \"2016-03-04\", \"2016-03-07\", \"2016-03-08\", \"2016-03-09\", \"2016-03-10\", \"2016-03-11\", \"2016-03-14\", \"2016-03-15\", \"2016-03-16\", \"2016-03-17\", \"2016-03-18\", \"2016-03-21\", \"2016-03-22\", \"2016-03-23\", \"2016-03-24\", \"2016-03-28\", \"2016-03-29\", \"2016-03-30\", \"2016-03-31\", \"2016-04-01\", \"2016-04-04\", \"2016-04-05\", \"2016-04-06\", \"2016-04-07\", \"2016-04-08\", \"2016-04-11\", \"2016-04-12\", \"2016-04-13\", \"2016-04-14\", \"2016-04-15\", \"2016-04-18\", \"2016-04-19\", \"2016-04-20\", \"2016-04-21\", \"2016-04-22\", \"2016-04-25\", \"2016-04-26\", \"2016-04-27\", \"2016-04-28\", \"2016-04-29\", \"2016-05-02\", \"2016-05-03\", \"2016-05-04\", \"2016-05-05\", \"2016-05-06\", \"2016-05-09\", \"2016-05-10\", \"2016-05-11\", \"2016-05-12\", \"2016-05-13\", \"2016-05-16\", \"2016-05-17\", \"2016-05-18\", \"2016-05-19\", \"2016-05-20\", \"2016-05-23\", \"2016-05-24\", \"2016-05-25\", \"2016-05-26\", \"2016-05-27\", \"2016-05-31\", \"2016-06-01\", \"2016-06-02\", \"2016-06-03\", \"2016-06-06\", \"2016-06-07\", \"2016-06-08\", \"2016-06-09\", \"2016-06-10\", \"2016-06-13\", \"2016-06-14\", \"2016-06-15\", \"2016-06-16\", \"2016-06-17\", \"2016-06-20\", \"2016-06-21\", \"2016-06-22\", \"2016-06-23\", \"2016-06-24\", \"2016-06-27\", \"2016-06-28\", \"2016-06-29\", \"2016-06-30\", \"2016-07-01\", \"2016-07-05\", \"2016-07-06\", \"2016-07-07\", \"2016-07-08\", \"2016-07-11\", \"2016-07-12\", \"2016-07-13\", \"2016-07-14\", \"2016-07-15\", \"2016-07-18\", \"2016-07-19\", \"2016-07-20\", \"2016-07-21\", \"2016-07-22\", \"2016-07-25\", \"2016-07-26\", \"2016-07-27\", \"2016-07-28\", \"2016-07-29\", \"2016-08-01\", \"2016-08-02\", \"2016-08-03\", \"2016-08-04\", \"2016-08-05\", \"2016-08-08\", \"2016-08-09\", \"2016-08-10\", \"2016-08-11\", \"2016-08-12\", \"2016-08-15\", \"2016-08-16\", \"2016-08-17\", \"2016-08-18\", \"2016-08-19\", \"2016-08-22\", \"2016-08-23\", \"2016-08-24\", \"2016-08-25\", \"2016-08-26\", \"2016-08-29\", \"2016-08-30\", \"2016-08-31\", \"2016-09-01\", \"2016-09-02\", \"2016-09-06\", \"2016-09-07\", \"2016-09-08\", \"2016-09-09\", \"2016-09-12\", \"2016-09-13\", \"2016-09-14\", \"2016-09-15\", \"2016-09-16\", \"2016-09-19\", \"2016-09-20\", \"2016-09-21\", \"2016-09-22\", \"2016-09-23\", \"2016-09-26\", \"2016-09-27\", \"2016-09-28\", \"2016-09-29\", \"2016-09-30\", \"2016-10-03\", \"2016-10-04\", \"2016-10-05\", \"2016-10-06\", \"2016-10-07\", \"2016-10-10\", \"2016-10-11\", \"2016-10-12\", \"2016-10-13\", \"2016-10-14\", \"2016-10-17\", \"2016-10-18\", \"2016-10-19\", \"2016-10-20\", \"2016-10-21\", \"2016-10-24\", \"2016-10-25\", \"2016-10-26\", \"2016-10-27\", \"2016-10-28\", \"2016-10-31\", \"2016-11-01\", \"2016-11-02\", \"2016-11-03\", \"2016-11-04\", \"2016-11-07\", \"2016-11-08\", \"2016-11-09\", \"2016-11-10\", \"2016-11-11\", \"2016-11-14\", \"2016-11-15\", \"2016-11-16\", \"2016-11-17\", \"2016-11-18\", \"2016-11-21\", \"2016-11-22\", \"2016-11-23\", \"2016-11-25\", \"2016-11-28\", \"2016-11-29\", \"2016-11-30\", \"2016-12-01\", \"2016-12-02\", \"2016-12-05\", \"2016-12-06\", \"2016-12-07\", \"2016-12-08\", \"2016-12-09\", \"2016-12-12\", \"2016-12-13\", \"2016-12-14\", \"2016-12-15\", \"2016-12-16\", \"2016-12-19\", \"2016-12-20\", \"2016-12-21\", \"2016-12-22\", \"2016-12-23\", \"2016-12-27\", \"2016-12-28\", \"2016-12-29\", \"2016-12-30\", \"2017-01-03\", \"2017-01-04\", \"2017-01-05\", \"2017-01-06\", \"2017-01-09\", \"2017-01-10\", \"2017-01-11\", \"2017-01-12\", \"2017-01-13\", \"2017-01-17\", \"2017-01-18\", \"2017-01-19\", \"2017-01-20\", \"2017-01-23\", \"2017-01-24\", \"2017-01-25\", \"2017-01-26\", \"2017-01-27\", \"2017-01-30\", \"2017-01-31\", \"2017-02-01\", \"2017-02-02\", \"2017-02-03\", \"2017-02-06\", \"2017-02-07\", \"2017-02-08\", \"2017-02-09\", \"2017-02-10\", \"2017-02-13\", \"2017-02-14\", \"2017-02-15\", \"2017-02-16\", \"2017-02-17\", \"2017-02-21\", \"2017-02-22\", \"2017-02-23\", \"2017-02-24\", \"2017-02-27\", \"2017-02-28\", \"2017-03-01\", \"2017-03-02\", \"2017-03-03\", \"2017-03-06\", \"2017-03-07\", \"2017-03-08\", \"2017-03-09\", \"2017-03-10\", \"2017-03-13\", \"2017-03-14\", \"2017-03-15\", \"2017-03-16\", \"2017-03-17\", \"2017-03-20\", \"2017-03-21\", \"2017-03-22\", \"2017-03-23\", \"2017-03-24\", \"2017-03-27\", \"2017-03-28\", \"2017-03-29\", \"2017-03-30\", \"2017-03-31\", \"2017-04-03\", \"2017-04-04\", \"2017-04-05\", \"2017-04-06\", \"2017-04-07\", \"2017-04-10\", \"2017-04-11\", \"2017-04-12\", \"2017-04-13\", \"2017-04-17\", \"2017-04-18\", \"2017-04-19\", \"2017-04-20\", \"2017-04-21\", \"2017-04-24\", \"2017-04-25\", \"2017-04-26\", \"2017-04-27\", \"2017-04-28\", \"2017-05-01\", \"2017-05-02\", \"2017-05-03\", \"2017-05-04\", \"2017-05-05\", \"2017-05-08\", \"2017-05-09\", \"2017-05-10\", \"2017-05-11\", \"2017-05-12\", \"2017-05-15\", \"2017-05-16\", \"2017-05-17\", \"2017-05-18\", \"2017-05-19\", \"2017-05-22\", \"2017-05-23\", \"2017-05-24\", \"2017-05-25\", \"2017-05-26\", \"2017-05-30\", \"2017-05-31\", \"2017-06-01\", \"2017-06-02\", \"2017-06-05\", \"2017-06-06\", \"2017-06-07\", \"2017-06-08\", \"2017-06-09\", \"2017-06-12\", \"2017-06-13\", \"2017-06-14\", \"2017-06-15\", \"2017-06-16\", \"2017-06-19\", \"2017-06-20\", \"2017-06-21\", \"2017-06-22\", \"2017-06-23\", \"2017-06-26\", \"2017-06-27\", \"2017-06-28\", \"2017-06-29\", \"2017-06-30\"], \"y\": [null, 1.0012399481163823, 1.0027230378193486, 1.0120693851965918, 1.0163580671823778, 1.0232941681074077, 1.0224929169632369, 1.0362041041764538, 1.0419029101066222, 1.0443157305012891, 1.043253339374336, 1.0487823309157385, 1.050231518370388, 1.0487088959467736, 1.0518374930380536, 1.0481999689626191, 1.0460323832900653, 1.0612348007465142, 1.0619326260185515, 1.0597916598142747, 1.0634155360142672, 1.0637392682676707, 1.0798448084817178, 1.0832921331320504, 1.0854015776793193, 1.0772582269566082, 1.073325004127746, 1.076268398330007, 1.0712181043521443, 1.0707443310769666, 1.0744062687517009, 1.07091797614133, 1.056042034886545, 1.0551517794906662, 1.0516989566833481, 1.0559274780983152, 1.050689684844336, 1.0603298677042425, 1.0657313992854436, 1.0641768693188836, 1.0441995673121274, 1.0488052085404618, 1.0545223451573753, 1.051154257996486, 1.0606188088363684, 1.07214181416985, 1.07603382752051, 1.076399887617318, 1.0883137093220763, 1.099309117147684, 1.1030711858551647, 1.1001864373285102, 1.1022056578635573, 1.1036596687572937, 1.1127583160761434, 1.1273972522668407, 1.127063511271815, 1.1237573178880622, 1.1174820949084667, 1.1177565557024378, 1.1159806416264284, 1.1235693045690416, 1.1228465934481775, 1.1155293309323149, 1.125570781678567, 1.125638663278514, 1.1160728294152231, 1.1259465034681875, 1.1154882020018981, 1.0975223252704116, 1.0966813636009598, 1.1223666106772359, 1.1245800182763412, 1.1319946107458334, 1.1256164488838074, 1.1421545819168932, 1.1486472704154098, 1.1639978952578487, 1.1635969704890077, 1.1666926372733284, 1.1588012294213617, 1.1647359734170142, 1.171156924079629, 1.1695679981101061, 1.176484869140317, 1.1724005353745737, 1.1700041007324784, 1.1721105570768626, 1.172628706708299, 1.173621333037326, 1.1745859885198622, 1.1568856134843677, 1.1771796072428298, 1.1774063849728413, 1.1772743663345513, 1.1908194123064544, 1.1976608358929244, 1.2022759927681284, 1.1930616852844518, 1.1904328705433407, 1.185422219133653, 1.1988128896710808, 1.2056377710544899, 1.2062807957223003, 1.2107777078178257, 1.2168339718232126, 1.2181904310885856, 1.2161347149190063, 1.2121980811205848, 1.2137888602198506, 1.2088633377008864, 1.2180646471225232, 1.2220855182243244, 1.222429740087484, 1.2084577412459823, 1.2071314875268708, 1.2082353396171388, 1.2150517097472546, 1.2138144747773862, 1.230447571402551, 1.228141336785536, 1.2359410554738115, 1.2439267429961516, 1.2466075562368484, 1.2512164701720039, 1.2469223784612893, 1.2446168003918208, 1.2518299531020955, 1.2451148428411214, 1.2425751147132928, 1.242425446008202, 1.2504679614746985, 1.2581591832511354, 1.2543227809794695, 1.2567061761357863, 1.2396726194721939, 1.2573752318667848, 1.264295852936945, 1.2611709409772265, 1.254907706151817, 1.2617211663506747, 1.2625254261762822, 1.2553613362812708, 1.2289256310936703, 1.222309553589513, 1.2313317120446152, 1.216626552854522, 1.2399345537339377, 1.2297120295168926, 1.2037898311074111, 1.212715226403306, 1.2114162409040123, 1.227648127814778, 1.2462449886502676, 1.2476899785175914, 1.2621684510368811, 1.2618006826308115, 1.272627735719809, 1.2774143450816113, 1.2790056025129715, 1.271028350092316, 1.2809629554892552, 1.2765038646277602, 1.2869333324898207, 1.2841358470493833, 1.2843640460821668, 1.2897708561054273, 1.2912170515146744, 1.2822317129108736, 1.3025298626596666, 1.3073670750048496, 1.30764137195355, 1.3059522832347699, 1.3066236511791864, 1.2996344741260488, 1.3023180052147105, 1.2850796638473252, 1.2798536815351078, 1.2907497710759739, 1.3028729864515296, 1.2966951319810973, 1.302986915402467, 1.291479728625957, 1.2826651330416732, 1.2868069197417609, 1.2712658866050315, 1.265884111775183, 1.2679514655948252, 1.2783564071572486, 1.29520963493356, 1.2971305758488776, 1.2910479264918897, 1.2635340283558445, 1.2488222480328128, 1.260778429892646, 1.2809115338671904, 1.2462550056766022, 1.230954066364506, 1.2431736226241943, 1.2502863052689948, 1.2649260591892217, 1.2679017349561295, 1.2772540500768514, 1.2880018208045965, 1.282672649780205, 1.287709666620185, 1.2635702750228426, 1.261068317660865, 1.2736155028994298, 1.2782405805190908, 1.2820591692723005, 1.2803959525727562, 1.2853363146288688, 1.267655870728137, 1.2694852002758477, 1.270645764330273, 1.2727291490732433, 1.2932919311867763, 1.2940857120100366, 1.2852854400369682, 1.2716711086402641, 1.2776308773917784, 1.288656305384449, 1.2811001272572704, 1.2944109529124892, 1.3002086917489202, 1.3092614406540868, 1.3226996195824787, 1.3219486227860826, 1.328981496743106, 1.3302621902595402, 1.3302634972673633, 1.3279056458817986, 1.331933147068519, 1.343109176992084, 1.34982159060738, 1.352298682519964, 1.3573407522695504, 1.3555048586525775, 1.3430076582662296, 1.3467975639374112, 1.3470027800804185, 1.3510508373608743, 1.3625719631141726, 1.3591046628181205, 1.3584512316189812, 1.3606858711322274, 1.353873211565189, 1.3657401036286567, 1.3629147410226536, 1.365030889889585, 1.367190447183951, 1.3826778834061153, 1.3828526791261486, 1.3906132896106111, 1.383280370199791, 1.3681060855602656, 1.3792514324913445, 1.3732867906438317, 1.3808102494508698, 1.3933925068190358, 1.392834038141149, 1.3983623244138623, 1.3820080519276758, 1.3959222484014175, 1.3938540777676907, 1.4010045336505965, 1.4043773499492154, 1.4064333131583584, 1.3929490233415422, 1.3895820930625968, 1.385034941472124, 1.392590856281287, 1.3600903587970226, 1.3587690497323561, 1.3668303091772402, 1.3540941398342934, 1.3530986295765264, 1.345483973416664, 1.3625962513197059, 1.3681703688209093, 1.365590697530205, 1.3786408558896979, 1.3842753763901687, 1.386517738011297, 1.4005376622344687, 1.4079184848835995, 1.4113278669914513, 1.4138756466763998, 1.4131897359894978, 1.41931714961973, 1.4232870022755224, 1.4213034331396412, 1.4168865765111038, 1.4214234238729944, 1.4243917037642102, 1.4209796598837818, 1.4234890766853818, 1.4326353060731465, 1.430919511237197, 1.4173426099457165, 1.425539168938721, 1.4259899886859069, 1.4187654247145494, 1.41003642016468, 1.4234739092554092, 1.425903444636828, 1.4360899041510817, 1.4354257438861193, 1.4202709518899415, 1.416284210949836, 1.4297062915530596, 1.4033428380158193, 1.4249738710648112, 1.4217604402402597, 1.420176205386666, 1.3991099734532337, 1.4008814547523458, 1.4174390508028734, 1.4125511742016938, 1.3900577832031868, 1.4139690415413864, 1.3846180107828987, 1.3580793387142334, 1.3349934393575793, 1.3403217646222192, 1.3302196543321387, 1.3291989517540688, 1.3450646195207432, 1.3610559860699314, 1.391629492447694, 1.3816842296003857, 1.4004708910171777, 1.403843008133715, 1.404742692611764, 1.4226497992549252, 1.4169427071664942, 1.4227844308196456, 1.4439696609408863, 1.4454906037298354, 1.442578140099151, 1.4457503860636078, 1.4511395457689744, 1.449949400232302, 1.4559179755241984, 1.4583509834707935, 1.4579415461155818, 1.461411515991048, 1.4651988464097196, 1.4615444333505994, 1.4712623236106706, 1.4690279012701264, 1.4727293963044235, 1.4801723861968972, 1.4869217062742064, 1.4860178019464854, 1.4940778493069387, 1.4951706211766624, 1.478220728378451, 1.4880065816726373, 1.493058078146153, 1.4942517324201743, 1.4970695745040277, 1.4846061870288467, 1.48547962754967, 1.4616833640513707, 1.4696786298393205, 1.4472500787510307, 1.435238991242809, 1.4143584025731544, 1.4444838252334284, 1.476171550419052, 1.4833663498350655, 1.4928608407072965, 1.4948521846060576, 1.4942752948846738, 1.501534290139487, 1.503548958335546, 1.4966963132849154, 1.4822739996367074, 1.4811100993264121, 1.4514582514812353, 1.4323608127811922, 1.4460052434680342, 1.4751448332187587, 1.462851194556312, 1.4474099355256937, 1.4444494719787035, 1.4341958550690452, 1.4154396506011864, 1.4338457034343792, 1.439701086936232, 1.453260055604206, 1.4817902061808088, 1.4786177364762334, 1.4804551789300429, 1.4510395454396208, 1.4321523810613765, 1.4506437197964999, 1.4441785174075905, 1.4591040567263236, 1.479322271145437, 1.4754452180847806, 1.491581925738016, 1.4879016722086624, 1.4804579701369593, 1.5031855350029424, 1.5044541494703296, 1.5246793534162442, 1.5327361968102549, 1.5338872717043712, 1.5319900286924388, 1.5349470834799257, 1.5448372607399647, 1.5405379009256315, 1.5451471348521821, 1.5476329284192323, 1.550997355890287, 1.5433068592168215, 1.559285026460375, 1.5505931826286392, 1.5464757447402324, 1.5501951898338087, 1.5290846917685426, 1.533688562897997, 1.506136760351423, 1.503514142007622, 1.5211011063360054, 1.5134169675817797, 1.5306805912808843, 1.5275899247375888, 1.542941570663369, 1.540026212595954, 1.5560847899552575, 1.5488373607234134, 1.5432134825352768, 1.511728235156578, 1.507701031498481, 1.510868060433726, 1.5274839126245754, 1.5136394627576126, 1.5072895443255647, 1.509144649200593, 1.521155458348393, 1.5188054609638604, 1.5268582114253588, 1.5370000553311416, 1.5452513648137969, 1.5402755434425213, 1.5412289173961933, 1.55027619528097, 1.5529273374033419, 1.531852810457058, 1.5496600441257897, 1.5491797859780103, 1.5603390443782412, 1.5627796641445164, 1.5779272291533954, 1.5723065712797148, 1.5716120373077358, 1.5686820844458622, 1.5499955227941389, 1.5690528652111737, 1.5707484912868273, 1.5513705938267353, 1.5452336262428659, 1.5542134373403869, 1.5687648607755165, 1.5627480532187226, 1.556199750573523, 1.5579142219181112, 1.5757034409487027, 1.5753467624264268, 1.5807061469551933, 1.5786583000593526, 1.5763603883685142, 1.5827603004991213, 1.5800684061224342, 1.5638341525014592, 1.5846081898411837, 1.5827441163068892, 1.5735684159103982, 1.579760230934041, 1.577247958166176, 1.581288687396538, 1.5705532153120392, 1.5703736072254115, 1.555409100867667, 1.5569643713328718, 1.5754097598457506, 1.5770572046665412, 1.565912045817222, 1.5564834592976409, 1.565374905157609, 1.5686809318247785, 1.5853539241412888, 1.577864294959051, 1.588527774312791, 1.5932688788051115, 1.580690428688059, 1.576021311859485, 1.5650435605450002, 1.5302716252545407, 1.5358940903816056, 1.5459191137119137, 1.5477681655536757, 1.540362145803803, 1.545256809863388, 1.5184517400940956, 1.521059148772484, 1.5447494616523265, 1.5670353757651676, 1.5817855427968441, 1.5791694701651697, 1.601013064155007, 1.6211997301644572, 1.620399548204963, 1.617249277233075, 1.6090024900495183, 1.6013615538284174, 1.5906708690780562, 1.5794187578260648, 1.6025974824031806, 1.6145525747715388, 1.6159784014317642, 1.6050363577435285, 1.6042519681907887, 1.6025997735176623, 1.610115650246845, 1.597503512863614, 1.5969023957152584, 1.6182163611787823, 1.6037757460710462, 1.6065501325051483, 1.6030059319810968, 1.6056442141445906, 1.614368390975814, 1.6064982518420714, 1.5937856814084062, 1.5504304342791155, 1.4934040481848736, 1.4336976960104435, 1.4196088602959336, 1.4872431543876312, 1.531453584018208, 1.534585645879106, 1.524262578514419, 1.4759424770069633, 1.5091501482575325, 1.5067997456332958, 1.4861601825265447, 1.525112916787166, 1.5054967315390146, 1.518003887636326, 1.5231610644175255, 1.5169346212542678, 1.536680028979158, 1.5494588640127374, 1.547511539755585, 1.5231728823078055, 1.5317593116671433, 1.5115355441387448, 1.5071509232988574, 1.5050861446759243, 1.505373921955621, 1.4631318169487966, 1.4616483359374906, 1.4950225520747291, 1.5006159311092966, 1.5271103992758461, 1.5584536199176788, 1.5563442443094848, 1.5686939809200193, 1.5794486616710357, 1.5813735016088086, 1.5855974223460765, 1.5784221977550186, 1.5768386846651694, 1.6013971469217325, 1.6082230364239885, 1.6125898648315475, 1.6002331450386902, 1.5888357994968094, 1.6165095875307587, 1.648373094206489, 1.6468889193252498, 1.6438983728404313, 1.6656698598291573, 1.6622312333977263, 1.6563228446815565, 1.675129839103953, 1.6842459270322394, 1.6796849534079585, 1.6783024230856811, 1.693069574191187, 1.6749588518686922, 1.674240749510536, 1.6690577607713475, 1.6478081930423851, 1.6210239885546753, 1.6451387157011115, 1.6458556793472097, 1.677251642481222, 1.6759209118101834, 1.684412507522517, 1.680903099219827, 1.6833877548413703, 1.6826818368600798, 1.6845213723126886, 1.6772689762194046, 1.702125131208657, 1.68537244422367, 1.6626005902928833, 1.697013186878297, 1.681356222018611, 1.6726030983639653, 1.6546121236393836, 1.661079580685071, 1.6228938710053242, 1.6326389720052994, 1.6510717476934882, 1.6753529146808486, 1.6517429030887485, 1.6214862641254717, 1.6360914732623866, 1.647285592567324, 1.6623009736031873, 1.6597318070387104, 1.6570564001159793, 1.677279206799088, 1.6630698996680369, 1.6455840304306613, 1.6167421120582168, 1.619123474753931, 1.5981430747128464, 1.5523856583559166, 1.5348525426305362, 1.536150536261784, 1.5489691077750836, 1.5024002618163628, 1.52656247865946, 1.482587629955262, 1.4823239180096772, 1.4658341462622133, 1.4782839261979948, 1.5106125508263077, 1.4846249749490898, 1.5025171161654336, 1.479084843772793, 1.498780067802169, 1.5378761980549156, 1.5386055190512737, 1.5030519597016698, 1.5061195022118639, 1.5089695710318747, 1.4671317659171321, 1.4394085126727383, 1.435146979621674, 1.4357508604196603, 1.4201859334645377, 1.4511817717924875, 1.4824384481238257, 1.5142691574734102, 1.506988763580372, 1.509168515253758, 1.5363107263894353, 1.5117120071262096, 1.5201734748930014, 1.5380547089243157, 1.5373355137542444, 1.5233688565802797, 1.569704345955041, 1.5770243474287509, 1.5794906982778796, 1.5840927974265577, 1.5760124868377046, 1.5543278761900605, 1.561402313095544, 1.5626936179147395, 1.5918592816761017, 1.591003043386947, 1.5885398570085965, 1.5987571940636858, 1.605497067085881, 1.6154808849840865, 1.6227617327041635, 1.6220781459799667, 1.607335031788166, 1.606685514231191, 1.605544839578546, 1.6206330060796097, 1.629273704510467, 1.6234774191573142, 1.6383673735559505, 1.6287371781649074, 1.612903118164491, 1.6325424664051933, 1.612328802081615, 1.6153213301351972, 1.609586520940909, 1.625663686152107, 1.6525968775885482, 1.654716819146343, 1.6526592846569796, 1.6635791314065729, 1.6643801661147495, 1.6700267714168144, 1.6652429516088687, 1.6552866922670062, 1.6519515198308423, 1.6559397151792383, 1.6535957358548001, 1.6398358538264568, 1.6327001702610222, 1.6478052091149997, 1.629856562856987, 1.615067619638153, 1.6126056557841284, 1.6188755888491821, 1.618911316454455, 1.6440034813254103, 1.6299883683664114, 1.625374733026359, 1.623439061102441, 1.639308459352587, 1.6270457559480471, 1.6376307529187994, 1.6332102695669897, 1.6498556715381256, 1.6491383515187263, 1.675025822936734, 1.6886496862830003, 1.690891722381876, 1.6993105416472452, 1.7014821642860765, 1.7025997833469357, 1.7055434705723027, 1.6943596937679644, 1.7013717666001074, 1.7015943756139167, 1.7048882892968935, 1.7033628386123973, 1.6837581442115086, 1.6710046902467315, 1.6659651059300848, 1.6644693207321752, 1.6660871540633324, 1.6580260986095798, 1.6674478027322692, 1.6737234978153277, 1.6707000723729544, 1.6994130278484338, 1.6301450634531371, 1.5945108724115538, 1.6301293504575791, 1.6619088698323914, 1.6786980576948773, 1.6791993540846024, 1.664620150843405, 1.6747740042911963, 1.6816959960046876, 1.7103482991850179, 1.7195754235642182, 1.7379389908601812, 1.7346617868570857, 1.7492024396954644, 1.745052940229529, 1.7559400498297237, 1.752824704573022, 1.7647798884313297, 1.7556847534648308, 1.7637058411912736, 1.7640334712961856, 1.7693752899840047, 1.7731920740410958, 1.7748984585548437, 1.7785060173836005, 1.7779791798532616, 1.7658355281278808, 1.7733559616140264, 1.7797747072629535, 1.8030346302662283, 1.8033178377386887, 1.8053210934831991, 1.7970134892225713, 1.809652781899297, 1.81436850969472, 1.822731027940939, 1.8169962527100445, 1.8173961394783624, 1.8202456464588679, 1.821655563719274, 1.820690490200282, 1.8265617246724468, 1.8153632908308082, 1.8141759572609573, 1.8173047808700227, 1.8253387028102663, 1.8225858669995365, 1.8172474043691216, 1.8215971433934521, 1.8258441069784441, 1.8355162944490222, 1.8372528719496162, 1.8349529886790836, 1.7912158490842494, 1.8182208556690287, 1.7938097590551736, 1.7958940351723984, 1.8165370749485308, 1.8113922869925705, 1.8064774511554824, 1.8080855924107797, 1.8274040167771668, 1.838214319514695, 1.8277860422259558, 1.8081448898143895, 1.8280710950631809, 1.8346179988401932, 1.8200437357115267, 1.8380064891831782, 1.835656596779202, 1.8321353190918084, 1.8426500839249726, 1.842153056815099, 1.8375548770454166, 1.846870810657695, 1.825105256316051, 1.8247017320422831, 1.8166826942446745, 1.818943370699419, 1.811119273383476, 1.8283439628428557, 1.8349425928036598, 1.835602159473815, 1.8370222332852761, 1.8520759352402234, 1.8490608146668388, 1.8463892621217965, 1.8417839907167142, 1.8298613675437667, 1.82454136785807, 1.8125700825171978, 1.7983348426192178, 1.7858145916844386, 1.782541538510861, 1.8281925827300118, 1.834514927103248, 1.8566041380497165, 1.8502887037083782, 1.8732705739200302, 1.864699523488883, 1.8857920176272946, 1.8916473576819886, 1.90602366311206, 1.903198939099975, 1.9217412585740425, 1.9272855482725728, 1.9277052402590695, 1.9339139113642403, 1.9214214572786246, 1.9206312076775, 1.9175119019048532, 1.9035536700576434, 1.9053603892090663, 1.9223822960238928, 1.9302228890087407, 1.9594922433326227, 1.9619522689572222, 1.9743452726868245, 1.966204072850869, 1.9844657955724394, 1.9787934007493002, 1.9882516734227007, 1.9828503779737703, 1.9876198507317666, 2.0001308922730687, 1.9980211559784031, 2.002800503640277, 2.006069556747954, 2.016377816015362, 1.9955191143700768, 1.9911178970184713, 1.974770957645297, 1.9940148221429053, 2.0067377724246254, 2.0075507578081466, 2.020630874632262, 2.0222401904512743, 2.024115739134001, 2.0294804410904344, 2.0225802791864327, 2.0278332389396025, 2.0171840878581424, 2.0228533593033386, 2.0176903279155964, 2.022903610871375, 2.020740772536033, 2.0364226466995796, 2.0564342761552687, 2.0587015409639013, 2.059915505570146, 2.0446469565823944, 2.0379054187456944, 2.051472705054707, 2.051221871999915, 2.0609814650461966, 2.0610222556419466, 2.063537520059823, 2.0651687201810622, 2.0772404167820695, 2.0815634462227397, 2.089043934924057, 2.097580943295744, 2.108219273016057, 2.1045806395556084, 2.1088946802173107, 2.1252431206715015, 2.125155249076489, 2.11439512719611, 2.114431460310256, 2.123724291446989, 2.1134593482429995, 2.147647711608499, 2.1322464866015034, 2.134863226288049, 2.1291877632259952, 2.1252053214922477, 2.1219797777491247, 2.124355684168408, 2.1294094273289264, 2.133902920367769, 2.129185070691293, 2.144184227144242, 2.143865666899472, 2.140434427930669, 2.1426014977063725, 2.1085697803906784, 2.1099700396764782, 2.1089726910933653, 2.1152648804859586, 2.1160715774365175, 2.131806187292354, 2.1365845081751598, 2.1461591966902396, 2.141114526525707, 2.1398140187289063, 2.136540782253172, 2.128269891398984, 2.1311798829684823, 2.1277236037889713, 2.124649996198519, 2.119129856877179, 2.1108822005153653, 2.095843275809961, 2.1199090668159823, 2.112698738139967, 2.109658413613768, 2.1285684283503628, 2.1201128611988573, 2.141367628233156, 2.1586447384437455, 2.1573174387530334, 2.161978473038121, 2.163432897797392, 2.1750393528448715, 2.174163433882569, 2.174366945844405, 2.1731764807422924, 2.1778952064497754, 2.1806158312272976, 2.1842408922005494, 2.2016202861492067, 2.2019834328707724, 2.2032267559913676, 2.2148183277255042, 2.2169123040576957, 2.1594158511691446, 2.1742489526007356, 2.1884564462822595, 2.1997752548101968, 2.206630245213558, 2.2143891519554804, 2.2246452645436325, 2.230144361505184, 2.2306366083547045, 2.2261751406890786, 2.237886486304627, 2.2513353565758, 2.2539044328705975, 2.2482539980348895, 2.2568824432085712, 2.2656779821028583, 2.245489008824835, 2.2434766322688042, 2.2553976630453048, 2.2505320049217663, 2.2379194412649004, 2.2318706648052515, 2.2610836917322277, 2.2452364075140943, 2.2550024403319577, 2.2535835271265765, 2.2553637968468796, 2.255064490500525, 2.2301781046307028, 2.2575767367026325, 2.236160799154173, 2.239797605738152], \"line\": {\"color\": \"#2D3ECF\"}}], {\"title\": \"Optimized ETF vs Index\", \"xaxis\": {\"title\": \"Date\"}, \"yaxis\": {\"title\": \"Cumulative Returns\", \"range\": [0, 3]}}, {\"showLink\": false, \"linkText\": \"Export to plot.ly\", \"displayModeBar\": false})});</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimized ETF Tracking Error: 0.051440215803904336\n"
     ]
    }
   ],
   "source": [
    "optim_etf_returns = generate_weighted_returns(returns, optimal_single_rebalance_etf_weights)\n",
    "optim_etf_cumulative_returns = calculate_cumulative_returns(optim_etf_returns)\n",
    "project_helper.plot_benchmark_returns(index_weighted_cumulative_returns, optim_etf_cumulative_returns, 'Optimized ETF vs Index')\n",
    "\n",
    "optim_etf_tracking_error = tracking_error(np.sum(index_weighted_returns, 1), np.sum(optim_etf_returns, 1))\n",
    "print('Optimized ETF Tracking Error: {}'.format(optim_etf_tracking_error))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rebalance Portfolio Over Time\n",
    "The single optimized ETF portfolio used the same weights for the entire history. This might not be the optimal weights for the entire period. Let's rebalance the portfolio over the same period instead of using the same weights. Implement `rebalance_portfolio` to rebalance a portfolio.\n",
    "\n",
    "Rebalance the portfolio every n number of days, which is given as `shift_size`. When rebalancing, you should look back a certain number of days of data in the past, denoted as `chunk_size`. Using this data, compute the optimal weights using `get_optimal_weights` and `get_covariance_returns`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "def rebalance_portfolio(returns, index_weights, shift_size, chunk_size):\n",
    "    \"\"\"\n",
    "    Get weights for each rebalancing of the portfolio.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    returns : DataFrame\n",
    "        Returns for each ticker and date\n",
    "    index_weights : DataFrame\n",
    "        Index weight for each ticker and date\n",
    "    shift_size : int\n",
    "        The number of days between each rebalance\n",
    "    chunk_size : int\n",
    "        The number of days to look in the past for rebalancing\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    all_rebalance_weights  : list of Ndarrays\n",
    "        The ETF weights for each point they are rebalanced\n",
    "    \"\"\"\n",
    "    assert returns.index.equals(index_weights.index)\n",
    "    assert returns.columns.equals(index_weights.columns)\n",
    "    assert shift_size > 0\n",
    "    assert chunk_size >= 0\n",
    "    \n",
    "    weights = []\n",
    "    \n",
    "    for i in range(chunk_size, len(returns), shift_size):\n",
    "        chunk_data = returns.iloc[i - chunk_size : i]\n",
    "        covariance_returns = get_covariance_returns(chunk_data)\n",
    "        optimal_weights = get_optimal_weights(covariance_returns, index_weights.iloc[i - 1])\n",
    "        weights.append(optimal_weights)\n",
    "    \n",
    "    return weights\n",
    "\n",
    "project_tests.test_rebalance_portfolio(rebalance_portfolio)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the following cell to rebalance the portfolio using `rebalance_portfolio`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "chunk_size = 250\n",
    "shift_size = 5\n",
    "all_rebalance_weights = rebalance_portfolio(returns, index_weights, shift_size, chunk_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Portfolio Turnover\n",
    "With the portfolio rebalanced, we need to use a metric to measure the cost of rebalancing the portfolio. Implement `get_portfolio_turnover` to calculate the annual portfolio turnover. We'll be using the formulas used in the classroom:\n",
    "\n",
    "$ AnnualizedTurnover =\\frac{SumTotalTurnover}{NumberOfRebalanceEvents} * NumberofRebalanceEventsPerYear $\n",
    "\n",
    "$ SumTotalTurnover =\\sum_{t,n}{\\left | x_{t,n} - x_{t+1,n} \\right |} $ Where $ x_{t,n} $ are the weights at time $ t $ for equity $ n $.\n",
    "\n",
    "$ SumTotalTurnover $ is just a different way of writing $ \\sum \\left | x_{t_1,n} - x_{t_2,n} \\right | $"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests Passed\n"
     ]
    }
   ],
   "source": [
    "def get_portfolio_turnover(all_rebalance_weights, shift_size, rebalance_count, n_trading_days_in_year=252):\n",
    "    \"\"\"\n",
    "    Calculage portfolio turnover.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    all_rebalance_weights : list of Ndarrays\n",
    "        The ETF weights for each point they are rebalanced\n",
    "    shift_size : int\n",
    "        The number of days between each rebalance\n",
    "    rebalance_count : int\n",
    "        Number of times the portfolio was rebalanced\n",
    "    n_trading_days_in_year: int\n",
    "        Number of trading days in a year\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    portfolio_turnover  : float\n",
    "        The portfolio turnover\n",
    "    \"\"\"\n",
    "    assert shift_size > 0\n",
    "    assert rebalance_count > 0\n",
    "    \n",
    "    sum_total_turnover = np.sum(np.abs(np.diff(np.flip(all_rebalance_weights, axis=0), axis = 0)))\n",
    "    num_rebalances_per_year = n_trading_days_in_year // shift_size\n",
    "    annualized_turnover = sum_total_turnover * num_rebalances_per_year / rebalance_count\n",
    "    return annualized_turnover\n",
    "\n",
    "project_tests.test_get_portfolio_turnover(get_portfolio_turnover)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the following cell to get the portfolio turnover from  `get_portfolio turnover`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16.59408002034005\n"
     ]
    }
   ],
   "source": [
    "print(get_portfolio_turnover(all_rebalance_weights, shift_size, len(all_rebalance_weights) - 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's it! You've built a smart beta portfolio in part 1 and did portfolio optimization in part 2. You can now submit your project."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Submission\n",
    "Now that you're done with the project, it's time to submit it. Click the submit button in the bottom right. One of our reviewers will give you feedback on your project with a pass or not passed grade. You can continue to the next section while you wait for feedback."
   ]
  }
 ],
 "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": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}