{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "<script>\n",
    "  function code_toggle() {\n",
    "    if (code_shown){\n",
    "      $('div.input').hide('500');\n",
    "      $('#toggleButton').val('Show Code')\n",
    "    } else {\n",
    "      $('div.input').show('500');\n",
    "      $('#toggleButton').val('Hide Code')\n",
    "    }\n",
    "    code_shown = !code_shown\n",
    "  }\n",
    "\n",
    "  $( document ).ready(function(){\n",
    "    code_shown=false;\n",
    "    $('div.input').hide()\n",
    "  });\n",
    "</script>\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" id=\"toggleButton\" value=\"Show Code\"></form>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seasonal correlation of CO<sub>2</sub> intensity across NERC regions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Question being asked\n",
    "\n",
    "**Is low-CO<sub>2</sub> power being generated at the same time of year across all regions?**\n",
    "\n",
    "If the seasonal trends are perfectly correlated between regions then it will be much harder to lower emissions in the times of year where all regions have the highest emission intensity. This will place an upper limit on CO<sub>2</sub> intensity of power generation (until we implement seasonal energy storage or new generation technologies).\n",
    "\n",
    "If all regions produce their lowest intensity power at different times of the year, there may be a greater opportunity to export low-carbon power from one region to another. This isn't an assessment of additional feasible generation, or of exactly what power could be displaced (either in the region of generation or another region). It's just looking at what might be possible if the trends and technologies that are reducing CO<sub>2</sub> emissions in each region continue to grow, and extra low-carbon power in one region became available for consumption in another region."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-07-18T16:14:12.626290",
     "start_time": "2017-07-18T16:14:12.619073"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import os\n",
    "import glob\n",
    "import numpy as np\n",
    "from statsmodels.tsa.tsatools import detrend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-07-18T15:45:58.922219",
     "start_time": "2017-07-18T15:45:58.875287"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def make_gen_index(data_folder, time='Monthly'):\n",
    "    \"\"\"\n",
    "    Read and combine the state-level generation and index files\n",
    "    \n",
    "    inputs:\n",
    "        data_folder: (str or path) path to the state-level data files\n",
    "        time: (str) \"Monthly\", \"Quarterly\", or \"Annual\"\n",
    "        \n",
    "    outputs:\n",
    "        gen_index: (df) a dataframe with combined generation and index data\n",
    "    \"\"\"\n",
    "    \n",
    "    index_path = os.path.join(data_folder, '{} index*'.format(time))\n",
    "    gen_path = os.path.join(data_folder, '{} gen*'.format(time))\n",
    "    \n",
    "    # Get filenames and list of state abbreviations\n",
    "    index_fns = glob.glob(index_path)\n",
    "    gen_fns = glob.glob(gen_path)\n",
    "    \n",
    "    # Not sure why, but DC shows up in index but not gen\n",
    "    index_states = [f.split()[-1][:-4] for f in index_fns]\n",
    "    gen_states = [f.split()[-1][:-4] for f in gen_fns]\n",
    "    \n",
    "    \n",
    "    # Read and combine files into single dataframes\n",
    "    def read_combine(paths, states):\n",
    "        df_list = []\n",
    "        for f, state in zip(paths, states):\n",
    "            df = pd.read_csv(f)\n",
    "            df['region'] = state\n",
    "            df_list.append(df)\n",
    "        \n",
    "        full_df = pd.concat(df_list)\n",
    "        full_df.reset_index(inplace=True, drop=True)\n",
    "        full_df.rename(columns={'year': 'Year',\n",
    "                                'fuel category 1': 'fuel category'},\n",
    "                       inplace=True)\n",
    "        \n",
    "        if 'datetime' in full_df.columns:\n",
    "            full_df['datetime'] = pd.to_datetime(full_df['datetime'])\n",
    "        \n",
    "        return full_df\n",
    "    \n",
    "    index_df = read_combine(index_fns, index_states)\n",
    "    gen_df = read_combine(gen_fns, gen_states)\n",
    "    \n",
    "#     return index_df, gen_df\n",
    "    \n",
    "    # Different timescales will pivot on different columns\n",
    "    gen_pivot_col = {'Monthly': ['Year', 'datetime'],\n",
    "                     'Quarterly': ['Year', 'year_quarter'],\n",
    "                     'Annual': ['Year']}\n",
    "    \n",
    "    gen_pivot = pd.pivot_table(gen_df, index=['region'] + gen_pivot_col[time], \n",
    "                               values='generation (MWh)', columns='fuel category')\n",
    "    gen_pivot.reset_index(inplace=True, drop=False)\n",
    "#     gen_pivot['Year'] = gen_pivot['datetime'].dt.year\n",
    "    gen_pivot.replace(np.nan, 0, inplace=True)\n",
    "    \n",
    "    # Merge gen and index dataframes\n",
    "    merge_col = {'Monthly': ['datetime'],\n",
    "                 'Quarterly': ['year_quarter'],\n",
    "                 'Annual': ['Year']}\n",
    "    \n",
    "    gen_index = pd.merge(gen_pivot, index_df[merge_col[time] + ['region', 'index (g/kWh)']], \n",
    "                         on=merge_col[time] + ['region'])\n",
    "    \n",
    "      \n",
    "    return gen_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-07-18T15:45:59.289062",
     "start_time": "2017-07-18T15:45:59.014794"
    },
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "gen_index = make_gen_index(os.path.join('Data storage', 'final NERC data from states'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-07-18T16:13:36.728482",
     "start_time": "2017-07-18T16:13:36.708989"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sns.set_style('white', {'axes.linewidth': 1.5,\n",
    "                        'axes.grid': True})\n",
    "sns.set_context('notebook', font_scale=1.2)\n",
    "\n",
    "def region_facet_grid(df, plot_function, x_axis, y_axis, col_order=None,\n",
    "                      suptitle='', add_legend=False, ax_labels=None, plotly=False,\n",
    "                      FG_kwargs={}, plot_kwargs={}):\n",
    "    \n",
    "#     fig, ax = \n",
    "    \n",
    "    g = sns.FacetGrid(df, col_order=col_order, **FG_kwargs)\n",
    "    g.map(plot_function, x_axis, y_axis, **plot_kwargs)\n",
    "    g.set_xticklabels(rotation=35)\n",
    "    if add_legend:\n",
    "        g.add_legend()\n",
    "    if suptitle:\n",
    "        plt.suptitle(suptitle, y=1.02, size=15)\n",
    "    if col_order and 'col' in FG_kwargs:\n",
    "        axes = g.axes.flatten()\n",
    "        for ax, title in zip(axes, order):\n",
    "            ax.set_title(title)\n",
    "    if ax_labels:\n",
    "        g.set_axis_labels(ax_labels)\n",
    "    \n",
    "    return g\n",
    "#     if plotly:\n",
    "#         plotly_fig = tls.mpl_to_plotly(g)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## All index values over time for reference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-07-18T15:49:07.396443",
     "start_time": "2017-07-18T15:49:05.983917"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvgAAAKhCAYAAAAlo9rcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116154bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['MRO', 'SPP', 'RFC', 'ERCOT', 'FRCC', 'SERC',\n",
    "         'WECC', 'NPCC']\n",
    "FG_kwargs = dict(col='region',\n",
    "                 hue='region',\n",
    "                 col_wrap=3,\n",
    "                 aspect=1.2,\n",
    "                 hue_order=order,\n",
    "                 ylim=(0, 1050))\n",
    "\n",
    "region_facet_grid(df=gen_index, plot_function=plt.plot, x_axis='datetime',\n",
    "                  y_axis='index (g/kWh)', col_order=order, \n",
    "                  suptitle='Monthly Index', FG_kwargs=FG_kwargs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Viewing all of the lines on a single plot shows that all regions follow the same general trend down"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-07-18T16:20:06.973339",
     "start_time": "2017-07-18T16:20:06.964796"
    },
    "collapsed": false
   },
   "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 plotly\n",
    "import plotly.tools as tls\n",
    "\n",
    "import plotly.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n",
    "plotly.offline.init_notebook_mode(connected=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-07-18T16:14:16.575290",
     "start_time": "2017-07-18T16:14:15.981906"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x117839bd0>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmUAAAGACAYAAADs7hWLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSspEREREAuD/A5+EmH86NTgqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116045710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['MRO', 'SPP', 'RFC', 'ERCOT', 'FRCC', 'SERC',\n",
    "         'WECC', 'NPCC']\n",
    "FG_kwargs = dict(hue='region',\n",
    "                 aspect=1.5,\n",
    "                 size=5,\n",
    "                 hue_order=order,\n",
    "                 ylim=(0, 1050))\n",
    "region_facet_grid(df=gen_index, plot_function=plt.plot, x_axis='datetime',\n",
    "                  y_axis='index (g/kWh)', add_legend=True, plotly=True,\n",
    "                  suptitle='Monthly Index', FG_kwargs=FG_kwargs)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An interactive version, in case it's helpful"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-07-18T16:20:34.111504",
     "start_time": "2017-07-18T16:20:33.958496"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "mode": "lines",
         "name": "MRO",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          832.5592176910001,
          838.4774193210001,
          863.769689614,
          836.794292405,
          836.473503531,
          823.8433717830001,
          835.634683523,
          856.369381225,
          820.216762207,
          811.414380844,
          861.4182646739999,
          840.131911263,
          813.636171768,
          821.8555240630001,
          797.731800239,
          768.836353197,
          810.927117377,
          797.69341237,
          822.333831897,
          817.53209759,
          813.505452032,
          801.728746485,
          823.460254283,
          832.1627555,
          823.586125814,
          839.3293911569999,
          832.5976929569999,
          836.150509065,
          796.1028195060001,
          815.279314607,
          820.003974287,
          820.618235245,
          824.333076984,
          842.363504253,
          843.5164870360001,
          821.666234432,
          825.3075090760001,
          807.964429332,
          785.725807075,
          794.80730639,
          779.64733792,
          791.229141526,
          796.5265514089999,
          800.89401595,
          800.2898387719999,
          837.066643079,
          843.179407513,
          798.823482788,
          817.0446568289999,
          826.242140381,
          814.104442336,
          838.1167692610001,
          824.085350342,
          818.424554924,
          810.74885248,
          797.5064641480001,
          796.655591407,
          786.430303643,
          783.080607592,
          795.2403520739999,
          776.252547261,
          794.249870117,
          760.04375276,
          760.413261045,
          781.653526056,
          771.3866078919999,
          775.010182117,
          771.7786016680001,
          776.143484175,
          789.100241006,
          853.33973064,
          784.3362840469999,
          765.214651607,
          765.182216007,
          770.075918898,
          785.6147078930001,
          760.456176976,
          765.3868678639999,
          775.297028446,
          771.526977247,
          764.1766011569999,
          736.035174273,
          738.1172135810001,
          763.080008465,
          765.7394869330001,
          777.937116114,
          759.62620846,
          778.3500167110001,
          766.441653397,
          764.588973475,
          766.47484937,
          763.939135671,
          757.9579627080001,
          737.525859746,
          734.31897732,
          718.408900002,
          731.0407125789999,
          739.824507467,
          723.820677627,
          691.312689657,
          676.538281986,
          700.5027281460001,
          717.243060375,
          707.820539831,
          711.20032616,
          755.8376233619999,
          754.481515665,
          740.0541175489999,
          718.345013734,
          722.0085886830001,
          711.9710519439999,
          677.519241965,
          682.261147741,
          714.322851937,
          716.5700903239999,
          704.816026062,
          650.353787593,
          639.525923345,
          669.597749258,
          721.3833092960001,
          709.566083433,
          663.112374918,
          731.57794984,
          692.921257888,
          654.387521046,
          680.8029786000001,
          713.398643453,
          718.581646,
          681.777338995,
          649.18441555,
          623.047243267,
          664.6328081409999,
          624.900856394,
          636.987420781,
          598.467392445,
          573.052292666,
          564.234559884,
          618.99457503,
          681.734334064,
          690.5559766060001,
          648.643198123,
          638.538926385,
          682.051374582,
          671.468369981,
          632.082405852,
          645.913519635,
          654.408339311,
          614.005900466,
          615.138166796,
          683.626148256,
          721.5269485939999,
          714.764603128,
          650.679315918,
          643.763243685,
          616.1734392469999,
          698.07547617,
          652.417325078,
          663.417075336,
          629.232118732,
          549.046923913,
          584.589504655,
          651.854562331,
          664.194123265,
          704.200527782,
          623.2352852180001,
          628.159461253,
          593.732689321,
          654.718195183,
          616.932307863,
          617.1305889719999,
          578.722800565,
          560.872841482,
          588.3955794330001,
          647.910669345,
          662.258808036,
          641.57143732,
          608.6680422969999,
          576.840228223,
          543.33001759,
          576.5209559919999,
          601.5364669530001,
          551.248162384,
          484.146396814,
          420.00197934199997,
          509.545301387,
          594.0910634630001,
          638.5333933730001,
          642.653890031,
          594.853183523,
          601.237140225,
          556.264097572,
          551.087865957,
          605.511528484,
          547.657059219,
          501.077914186
         ]
        },
        {
         "mode": "lines",
         "name": "SPP",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          854.394320396,
          800.611354798,
          778.1942627760001,
          791.658507334,
          798.3702947060001,
          811.6462528339999,
          800.3390870989999,
          814.881978988,
          828.73135717,
          801.3199674860001,
          833.750644283,
          833.9242433669999,
          855.742795042,
          832.192245569,
          843.778331595,
          887.223734441,
          831.7174550430001,
          807.5005062160001,
          809.09301097,
          790.0374988789999,
          806.2648255889999,
          844.436387102,
          880.565104602,
          882.9494031139999,
          867.462980226,
          843.11666931,
          849.4607795610001,
          818.68957195,
          827.0006282630001,
          812.3426379480001,
          795.4636204210001,
          779.4680006939999,
          821.963570249,
          885.7163000510001,
          1008.31343455,
          870.969567503,
          854.658117565,
          839.6793974130001,
          766.0458111060001,
          749.901377425,
          767.107594563,
          809.7301848889999,
          776.2380676189999,
          782.1467288739999,
          783.4250877530001,
          808.514216753,
          835.737884819,
          863.424526325,
          862.365933086,
          826.2133987410001,
          755.823024855,
          817.1456034910001,
          812.0996651360001,
          743.79228352,
          756.234272759,
          761.195027325,
          752.056388931,
          768.4293540739999,
          800.113788898,
          774.78403853,
          798.757984924,
          746.216630193,
          732.729767404,
          668.417311435,
          691.379242403,
          740.2504977230001,
          740.305339742,
          730.4095943919999,
          750.4853522239999,
          786.7156987000001,
          794.765732221,
          764.892577443,
          746.5590229139999,
          746.377931225,
          734.620153346,
          690.591589865,
          719.466847283,
          728.825515815,
          715.525798741,
          696.260630945,
          726.491971812,
          694.612594733,
          752.6856678260001,
          746.763544108,
          727.741141067,
          736.97885286,
          779.8197157989999,
          729.093913842,
          726.554334347,
          708.1181298619999,
          713.8582427539999,
          724.9074569019999,
          736.606656965,
          706.932683053,
          738.4636382130001,
          727.643746715,
          726.3491051960001,
          700.047139678,
          666.461071013,
          666.072137545,
          700.3548384119999,
          695.846943825,
          709.221945304,
          709.879917963,
          702.475358191,
          742.47880474,
          755.310272757,
          701.539424738,
          709.4343094010001,
          713.370646125,
          716.9782762230001,
          650.881009625,
          679.9182503430001,
          689.2802648730001,
          688.243184218,
          698.357300574,
          702.710781807,
          751.0253497460001,
          696.6377146169999,
          715.048199125,
          730.0890526669999,
          711.973196732,
          737.207488509,
          754.94457558,
          757.941416438,
          750.076476092,
          707.9206472569999,
          705.0291496689999,
          695.154542211,
          686.946839293,
          691.183062567,
          704.936482459,
          703.1999458939999,
          714.9003226689999,
          640.91442743,
          536.906375807,
          602.416901168,
          650.353250968,
          672.632233222,
          686.599603399,
          678.483864101,
          649.788067581,
          637.116300216,
          654.573949204,
          636.696257648,
          701.4466195560001,
          648.716308245,
          602.598019242,
          607.505606748,
          601.704323888,
          664.475039434,
          654.756494974,
          676.287017786,
          621.384448186,
          611.292606233,
          642.468232324,
          618.718021316,
          651.2902807830001,
          631.1531913,
          597.308894373,
          644.950027446,
          624.166742745,
          658.9952980109999,
          655.805773737,
          625.078002811,
          595.879570224,
          571.618021678,
          595.018722112,
          575.853276982,
          559.056597596,
          630.457911004,
          576.180135011,
          538.082792445,
          583.213026308,
          605.762126363,
          617.61175937,
          573.195720467,
          590.584008331,
          454.590648017,
          452.43829655,
          506.84716138199997,
          450.24876237,
          380.987516391,
          377.28174201800005,
          408.64103177199996,
          527.79831242,
          543.066641246,
          591.861741016,
          564.1673038519999,
          535.0431243859999,
          495.316594932,
          530.218217879,
          451.00613287,
          405.224675325,
          356.878315369
         ]
        },
        {
         "mode": "lines",
         "name": "RFC",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          728.531448663,
          741.184937173,
          735.262995533,
          736.4117258819999,
          735.259547676,
          732.4504629039999,
          748.859181471,
          743.871579775,
          749.711991581,
          722.508718965,
          721.58304494,
          709.339717104,
          716.166020489,
          719.847609001,
          728.482990614,
          724.608056307,
          727.949710494,
          749.3509944189999,
          744.7996075169999,
          746.4506058219999,
          745.31329497,
          735.246362203,
          723.4612743189999,
          727.749437092,
          744.02520925,
          740.506385836,
          742.02348829,
          730.08597157,
          734.749257936,
          733.158727465,
          746.5192057239999,
          741.7742413939999,
          747.4309938260001,
          733.3130960560001,
          736.018218055,
          726.049983913,
          731.724729227,
          717.834469059,
          714.347236267,
          691.9515132,
          707.1547214939999,
          712.0014323,
          711.7152728980001,
          710.607023843,
          716.423102299,
          709.635692032,
          721.370441335,
          721.9533171219999,
          726.3361715089999,
          715.2168221610001,
          721.542334016,
          692.3536313489999,
          684.618840291,
          714.472645823,
          718.60373934,
          717.9531087239999,
          720.456886733,
          718.0110374610001,
          705.019981372,
          707.443374587,
          704.08430983,
          714.168218513,
          731.566972679,
          715.34685301,
          705.4038120260001,
          704.265867265,
          709.303375095,
          715.2221595030001,
          702.943204072,
          715.577405059,
          700.5079639989999,
          695.695860552,
          699.204554105,
          713.419189829,
          705.870428433,
          700.285933097,
          701.581485905,
          714.902597532,
          719.969534157,
          712.176136192,
          724.592077355,
          734.932544002,
          712.97577256,
          705.34692178,
          712.031260077,
          711.9900756139999,
          706.8097260889999,
          695.032790592,
          699.2290936539999,
          703.3486000319999,
          710.454261878,
          713.343567382,
          704.5933043760001,
          704.9492605639999,
          693.0524347439999,
          695.1085930789999,
          700.010840844,
          684.552692707,
          687.1109223880001,
          711.980764216,
          670.362021306,
          687.050352134,
          687.3775348610001,
          690.061081595,
          658.908800837,
          678.531682146,
          675.696167235,
          689.1366458939999,
          694.773212605,
          694.969695915,
          697.602302665,
          672.431152874,
          673.0131859759999,
          708.919556114,
          708.439540898,
          703.6482026589999,
          679.218039841,
          673.468583628,
          670.969026716,
          672.5918352169999,
          683.480119123,
          670.3509646709999,
          642.1710930280001,
          644.637738998,
          669.214193073,
          701.4047402580001,
          697.9132459210001,
          690.2656775610001,
          676.6273416509999,
          655.562482456,
          639.372063251,
          618.4684062059999,
          609.04750503,
          601.5708784569999,
          600.606417442,
          615.008345604,
          635.503907433,
          659.971759828,
          679.318649835,
          667.984744875,
          626.520968785,
          617.62073439,
          654.532375043,
          630.365627663,
          629.972681475,
          628.7398888480001,
          629.529819336,
          615.90209287,
          649.272432083,
          656.178057083,
          654.799353482,
          647.896421087,
          656.784614128,
          636.9753146109999,
          619.192359092,
          629.609879915,
          654.062895879,
          664.207354027,
          654.963645335,
          609.481214204,
          615.831506595,
          643.0894659019999,
          645.355846468,
          640.181362481,
          628.031323053,
          597.801939922,
          615.723876791,
          598.87120211,
          609.893961793,
          634.533651557,
          588.964850052,
          557.093204872,
          595.13981594,
          599.058018567,
          612.545996183,
          609.648936259,
          607.415191144,
          562.945261165,
          557.868073983,
          530.949686845,
          566.820097721,
          557.410359519,
          518.40719181,
          546.013266027,
          534.417132776,
          581.146981918,
          604.63846851,
          598.17620007,
          582.227377068,
          547.775706869,
          528.908938567,
          568.5906444,
          563.455106024,
          529.9605175309999,
          536.224892778
         ]
        },
        {
         "mode": "lines",
         "name": "ERCOT",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          638.408118893,
          639.4970074940001,
          654.137302903,
          633.521538049,
          638.333358471,
          636.481359817,
          636.275772652,
          643.4893989880001,
          629.1413864269999,
          625.6831448190001,
          622.30728816,
          650.647580031,
          641.268620034,
          635.652878725,
          619.294430328,
          629.496919426,
          632.246479971,
          636.32069546,
          633.6770354930001,
          626.194701761,
          634.479488564,
          659.0792082930001,
          671.994080952,
          665.94278439,
          661.624696067,
          661.430975127,
          644.925536405,
          655.272673,
          666.2846240480001,
          664.1317464269999,
          643.606818266,
          623.112511072,
          628.89381409,
          650.5275604230001,
          635.6137108419999,
          642.811685624,
          634.813939692,
          618.322761519,
          588.5611026180001,
          625.449228785,
          605.581695747,
          601.240587356,
          602.141365895,
          603.969338665,
          603.5455186840001,
          600.18570625,
          600.278437307,
          621.555558098,
          619.442059118,
          616.52311995,
          603.6880911009999,
          592.7318039180001,
          608.296990831,
          593.175870444,
          595.178749819,
          590.698656669,
          601.254444036,
          632.3376563019999,
          628.633638737,
          616.817855322,
          633.623530308,
          604.093426606,
          580.876282596,
          569.407555783,
          579.90990424,
          586.966028293,
          590.800851941,
          586.17838211,
          602.090629508,
          627.374675295,
          604.443037753,
          605.488857649,
          596.332861231,
          587.796583465,
          581.672678012,
          615.77413721,
          596.308745958,
          595.042443378,
          593.173068378,
          580.133993703,
          583.027125199,
          585.891373145,
          604.670678649,
          609.776129684,
          599.403778958,
          590.730593264,
          558.477866397,
          626.789555492,
          596.36335494,
          594.019374707,
          602.324900447,
          606.812609994,
          626.047211395,
          624.088265978,
          595.258299413,
          591.861306177,
          582.5695061719999,
          560.608525022,
          527.744049657,
          551.481422622,
          566.202943074,
          558.756152926,
          563.494172829,
          560.926736978,
          565.586949647,
          590.741135257,
          575.927582691,
          561.954240867,
          562.0619239609999,
          551.234664184,
          541.4008284519999,
          556.2648807119999,
          564.07365352,
          577.19361827,
          587.449325694,
          589.370357197,
          587.016910531,
          589.093604447,
          570.745466439,
          576.302343541,
          593.307194745,
          571.771512056,
          575.387716721,
          590.7494466119999,
          570.40664349,
          568.423545606,
          585.274502184,
          580.2074421169999,
          581.846704777,
          568.922278868,
          546.650634139,
          559.332940228,
          526.655081529,
          526.93722592,
          506.32353969699994,
          492.687076175,
          521.515958167,
          551.205810717,
          565.978862539,
          566.56673257,
          564.421173761,
          571.513059154,
          571.821110121,
          522.405008413,
          549.527830615,
          537.335371885,
          526.568789846,
          525.3300695190001,
          534.81537883,
          563.5121789359999,
          579.350078584,
          576.039492127,
          576.70892077,
          548.957238353,
          524.926315478,
          569.406309693,
          534.834422831,
          557.599171972,
          533.0408639999999,
          541.796995596,
          557.5317763730001,
          534.948350602,
          571.19803383,
          560.3889984169999,
          560.598289941,
          532.4988263390001,
          510.018789685,
          504.599470135,
          506.54222040800005,
          486.569409361,
          464.78563350400003,
          460.578338772,
          488.54038171900004,
          539.5235081019999,
          533.542804814,
          540.553915695,
          525.488821774,
          510.91153884,
          473.431196869,
          447.543927426,
          456.2629887,
          412.065274235,
          378.013814174,
          420.81091578800005,
          474.355261005,
          529.4789721530001,
          512.812691889,
          527.248016593,
          526.3418198009999,
          504.71078632300004,
          475.228603908,
          503.696842773,
          490.439276217,
          451.481683443,
          437.161470081
         ]
        },
        {
         "mode": "lines",
         "name": "FRCC",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          674.450152446,
          666.21383521,
          634.389042176,
          659.354507251,
          689.753227235,
          667.1384270230001,
          690.015048137,
          680.539651945,
          637.550884476,
          684.974568217,
          612.309828347,
          646.286245355,
          643.052916718,
          623.057064785,
          606.348892894,
          623.65607364,
          655.967830835,
          626.360069511,
          656.42809259,
          644.98474257,
          640.876401298,
          633.459565346,
          591.591372574,
          632.660193637,
          625.9328756780001,
          616.02403877,
          601.853191209,
          601.14983128,
          651.483990247,
          633.157734824,
          632.536516774,
          627.004825717,
          618.395181385,
          698.77073433,
          565.966623067,
          601.647450536,
          601.842108805,
          574.542671337,
          574.269696694,
          571.690559658,
          604.124175818,
          597.701287797,
          597.3600623980001,
          603.39509488,
          607.766625902,
          597.4814789559999,
          587.016497285,
          612.024221153,
          600.68599299,
          574.002156568,
          544.8161990780001,
          568.786013651,
          608.524218925,
          597.650843947,
          601.591481245,
          593.623715983,
          590.276525632,
          619.418098116,
          628.6016419690001,
          632.1153716030001,
          591.0022493490001,
          570.0736678769999,
          557.984812054,
          559.9712047840001,
          591.29934455,
          580.301414098,
          591.311197869,
          592.043595647,
          572.3509978569999,
          558.907031211,
          563.694777873,
          578.48217126,
          577.319463384,
          567.0329839369999,
          548.150233068,
          550.985815957,
          584.62667189,
          577.694317553,
          583.93601293,
          592.44768811,
          578.539930788,
          587.99075836,
          564.153172522,
          572.781105274,
          561.100977023,
          561.91103918,
          546.645135499,
          537.671333742,
          571.937710518,
          559.381122239,
          568.489006825,
          562.415984156,
          555.25981669,
          549.508481154,
          540.617191218,
          545.12255162,
          539.649494743,
          513.351348413,
          500.345609751,
          520.719010105,
          550.984511878,
          536.7046873730001,
          548.72309682,
          527.331528005,
          516.779712569,
          538.9439372740001,
          504.95074821699995,
          557.665498374,
          569.998305765,
          552.994667014,
          502.74503479,
          518.479629173,
          567.4082093630001,
          565.767952305,
          569.136167806,
          558.175524029,
          541.0205903240001,
          532.331263596,
          518.443605052,
          569.453713119,
          549.806410224,
          527.542224199,
          514.025671239,
          537.609188218,
          545.1348111169999,
          529.3567307330001,
          536.976970681,
          533.651936324,
          512.642021451,
          500.231025731,
          478.598741491,
          500.01834739099996,
          487.45404472300004,
          484.485073349,
          508.83073086400003,
          508.91927534300004,
          503.826394862,
          508.85457465900004,
          522.851461865,
          529.664689073,
          522.5400348769999,
          506.42656054300005,
          495.321978206,
          461.612617236,
          474.495861507,
          470.028055592,
          506.453588827,
          493.119752206,
          497.69690256,
          499.17950440699997,
          502.57099865199996,
          496.49917057199997,
          491.862022751,
          498.122316343,
          478.958586485,
          479.64642235199995,
          495.45067334,
          514.527714136,
          493.85221974,
          499.964411756,
          488.66872548099997,
          502.926250943,
          499.65987237699994,
          501.276608614,
          486.863811773,
          475.085062529,
          495.080665632,
          495.29923165300005,
          445.67770919300006,
          468.441309475,
          458.77448394099997,
          482.55083924300004,
          483.243268451,
          490.416523016,
          487.496068894,
          485.955376143,
          491.167978569,
          486.724278104,
          470.46742232800005,
          442.226969131,
          430.751758795,
          420.32173325900004,
          427.742337966,
          445.04743740699996,
          458.45974688,
          475.83692609800005,
          488.57863148,
          493.042160674,
          472.35954501300006,
          479.466940245,
          438.73600034300006,
          442.27945914199995,
          447.050396796,
          457.61855779300004,
          470.11409234900003
         ]
        },
        {
         "mode": "lines",
         "name": "SERC",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          620.556217089,
          581.39577169,
          574.868403173,
          595.566598764,
          591.5758100840001,
          592.3366249730001,
          603.98366449,
          612.5877866659999,
          595.6875689880001,
          568.098453766,
          561.450453174,
          559.741575855,
          557.892939446,
          548.125882825,
          569.051566254,
          572.84833636,
          569.98994408,
          590.485581443,
          598.2802282719999,
          592.730088079,
          598.532115729,
          603.389114625,
          569.139348507,
          560.003480424,
          580.23974497,
          571.280296895,
          564.894858466,
          528.12254381,
          544.033554302,
          577.699612744,
          582.971021617,
          592.617990106,
          597.810143629,
          584.85819846,
          595.795207745,
          589.487426647,
          578.0110663090001,
          575.703836769,
          562.730531886,
          551.916598252,
          584.013098141,
          578.89060326,
          585.273225781,
          581.104927347,
          562.074234192,
          564.626229502,
          567.077414759,
          553.96653717,
          557.535628162,
          567.1827292869999,
          575.886114162,
          544.719996495,
          568.232825307,
          577.940934488,
          572.8706670480001,
          580.640390541,
          592.602421269,
          584.553177098,
          569.953124102,
          565.465770705,
          551.77721014,
          574.270914146,
          563.964609452,
          547.012856296,
          574.102344131,
          582.051772317,
          582.912102657,
          589.308219381,
          582.564935655,
          581.776443287,
          573.219758716,
          578.319493079,
          552.76932807,
          569.682955994,
          577.033975637,
          572.417392587,
          581.476274411,
          576.723824135,
          576.723127646,
          577.29769703,
          581.4570966580001,
          582.1249880180001,
          566.556854558,
          562.659915628,
          571.1435824380001,
          575.3598464080001,
          566.777333031,
          553.091984395,
          584.0735819180001,
          577.090965781,
          576.863845215,
          574.954503854,
          574.632366303,
          550.300861603,
          559.2365155909999,
          539.3274101669999,
          530.197794264,
          524.4508291340001,
          495.97117199699994,
          503.652225887,
          508.613009835,
          539.5728134459999,
          542.119012494,
          547.0125772519999,
          536.190611749,
          517.74702494,
          509.743732748,
          515.800484834,
          530.185271563,
          524.870405575,
          524.58660521,
          517.441374515,
          535.576122448,
          562.812082865,
          568.8098861230001,
          566.08489165,
          538.965972002,
          522.3562007109999,
          527.257505239,
          534.593947395,
          550.676960883,
          533.201427816,
          509.118533838,
          507.555640295,
          561.559886542,
          567.102169598,
          565.504315029,
          558.624169681,
          523.0004209719999,
          491.415097595,
          478.743694864,
          473.997472805,
          456.148117134,
          461.062418443,
          458.045224569,
          465.82570399400004,
          507.218240335,
          519.023906373,
          546.717677862,
          522.6284127590001,
          505.57047631800003,
          485.09045437,
          509.366007337,
          486.689580745,
          467.820591815,
          463.192491639,
          479.647387854,
          475.561748565,
          457.25946202,
          501.85457447699997,
          502.103920884,
          509.179782606,
          504.236790532,
          478.24579685,
          469.24633695,
          461.59789855800005,
          490.084537455,
          508.417032333,
          493.69751660000003,
          461.470430987,
          491.33596698699995,
          515.620820423,
          517.582606458,
          517.364983713,
          483.692280158,
          444.492761305,
          452.736948359,
          444.19910745199996,
          453.37140316800003,
          494.40300603400004,
          438.341082879,
          396.06097518800004,
          443.416098835,
          492.01389719699995,
          497.559899604,
          496.34522747,
          474.906053274,
          415.480353044,
          398.03642365699994,
          363.25689555199995,
          414.92884078199995,
          405.760821857,
          378.25905593,
          378.35321191599996,
          396.961423313,
          472.712411329,
          497.28601091,
          487.094485189,
          470.66535435,
          430.372796026,
          391.45224681300004,
          436.872195033,
          431.900206624,
          391.12833710900003,
          403.68089578900003
         ]
        },
        {
         "mode": "lines",
         "name": "WECC",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          524.05232688,
          537.933487293,
          507.422959096,
          514.8558490080001,
          513.161711543,
          497.72090279800005,
          528.72510553,
          516.483793409,
          531.512434868,
          542.176364109,
          528.7070061530001,
          503.74573514800005,
          475.591157563,
          474.300360916,
          484.311152456,
          443.193303935,
          442.464728999,
          412.12895715900004,
          449.414627945,
          485.33831886900003,
          504.39084788099996,
          512.599779679,
          506.98053769800003,
          500.626614544,
          502.785603665,
          490.775077848,
          466.619424069,
          436.96259350599996,
          429.52417802900004,
          436.906193956,
          484.59008247099996,
          491.043625342,
          495.23248710900003,
          501.772307875,
          497.64238363699997,
          482.786127402,
          468.70331669300003,
          472.023482268,
          467.67611826300003,
          458.323247434,
          435.4918802,
          442.00856937,
          459.416676932,
          480.516515539,
          488.719318516,
          505.026532174,
          508.664904723,
          482.687351486,
          476.868554983,
          469.18865446300003,
          465.796926944,
          452.338922691,
          412.953875167,
          437.144307822,
          452.240348161,
          473.1706165,
          487.469753453,
          500.941026997,
          488.055132843,
          476.617311314,
          431.86675073699996,
          426.29300662599996,
          439.323267075,
          387.228322349,
          374.085800469,
          382.18561689800003,
          446.933581997,
          460.111808483,
          481.20579381699997,
          490.47646033,
          483.871727978,
          462.172142091,
          442.652914225,
          463.193321311,
          429.312553936,
          408.556694784,
          410.22880856,
          448.17421983199995,
          458.113756595,
          474.69737495699997,
          484.32192823199995,
          496.77484759099997,
          488.879355574,
          480.60962250800003,
          457.87508384,
          459.86296105400004,
          449.313087794,
          427.223330336,
          391.54045839099996,
          381.09702779599996,
          427.399779497,
          458.14527943300004,
          479.86556352599996,
          485.452042179,
          487.24202145,
          469.166802388,
          448.45928205,
          456.889499376,
          430.998902902,
          370.947156437,
          371.09047191,
          357.79704106699995,
          424.31016892300005,
          459.71980306,
          463.90706957599997,
          482.591513544,
          475.44141885,
          464.059907501,
          473.30527897,
          459.126232917,
          449.232638152,
          431.421276883,
          398.726172618,
          354.887971449,
          416.844340994,
          444.4862035,
          455.65010548,
          459.854812395,
          445.269104454,
          437.17720983,
          409.11445119300004,
          377.40469281099996,
          351.78745550300005,
          321.81308946900003,
          324.288779808,
          337.786108182,
          367.777265649,
          420.04858891199996,
          444.35452556,
          436.532142487,
          431.958212624,
          432.78788347,
          422.505525845,
          423.731369319,
          361.43911672,
          334.450783759,
          329.85423225700004,
          354.805841521,
          380.841409804,
          419.15010740300005,
          447.715010785,
          468.640286299,
          447.962396086,
          409.80135182199996,
          423.36477701800004,
          430.521755366,
          434.588859885,
          371.269737845,
          368.557282868,
          394.722369758,
          412.72419963,
          441.329636035,
          443.072461335,
          449.697655643,
          448.75401153,
          442.754875959,
          438.187122396,
          448.42018046699997,
          369.822654909,
          349.17431376800005,
          344.25617278,
          356.563345211,
          406.806480411,
          436.941231621,
          445.142949666,
          444.86072316,
          419.03196229400004,
          411.19725413199996,
          400.814119209,
          355.84943400099996,
          358.96824386599997,
          362.147028584,
          378.350576366,
          416.73380188699997,
          427.00434024699996,
          430.431009066,
          431.791201365,
          440.12172172,
          411.422614898,
          408.04238450800005,
          403.21772821400003,
          349.245371938,
          291.263432491,
          275.30485688,
          291.830826875,
          353.177694611,
          388.73459946400004,
          405.236170221,
          398.201513985,
          396.656016494,
          366.95773769199997,
          382.13119818900003,
          369.742044529,
          342.600879461,
          287.490586743
         ]
        },
        {
         "mode": "lines",
         "name": "NPCC",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          481.170158226,
          443.618173626,
          451.424135889,
          387.58571920099996,
          407.51680048599997,
          408.55614543800004,
          419.117526145,
          454.020440507,
          378.35693893300004,
          383.27177594,
          370.24590525199994,
          378.89860836199995,
          372.246795357,
          364.400136841,
          378.28509503699996,
          364.53691478,
          359.286924155,
          380.527637399,
          423.558171511,
          432.622048268,
          415.90270197,
          411.171076389,
          399.612879469,
          413.65487346,
          421.70311873099996,
          437.23379428699997,
          418.206617959,
          408.846927658,
          343.685771686,
          389.560341065,
          418.886804506,
          436.46523938300004,
          393.405025855,
          405.530335965,
          376.92790138199996,
          394.922959368,
          443.69504160699995,
          411.25235617199996,
          400.145287638,
          404.86009730800004,
          367.543775162,
          391.42833001599996,
          414.734956579,
          401.56363153300003,
          376.705460983,
          362.80679786,
          366.70217460199996,
          380.328335095,
          399.92856413199996,
          372.60346902099997,
          380.013710895,
          384.899320419,
          326.354548334,
          390.07871795,
          420.560859019,
          428.35543630300003,
          408.721979236,
          395.80794414699994,
          349.03336253599997,
          395.987232693,
          344.003028673,
          341.891788205,
          341.894340747,
          322.981839336,
          315.038195921,
          352.627852391,
          384.668764141,
          375.62580249999996,
          335.54665712900004,
          356.035103779,
          341.578132761,
          332.51322681,
          353.78430355300003,
          386.111180349,
          361.75263468400004,
          359.323555232,
          332.958371695,
          352.891134734,
          364.594338664,
          375.33415548,
          351.891879954,
          332.082329136,
          313.485573875,
          337.612309871,
          328.817879544,
          324.591911684,
          311.914850306,
          325.250226845,
          291.68836289999996,
          336.075258089,
          355.04896207699994,
          328.028795493,
          326.680977134,
          322.544006125,
          319.168196383,
          309.628205534,
          339.041482895,
          302.976829425,
          287.403398473,
          266.690225017,
          253.453107245,
          271.139711222,
          289.880768818,
          313.569239838,
          269.63114077299997,
          278.161590902,
          262.232493763,
          303.995480176,
          307.812043847,
          299.878204332,
          265.426452466,
          263.507937952,
          285.414195165,
          314.539083039,
          356.691526655,
          341.008188658,
          316.79573985,
          257.075800313,
          256.587943053,
          293.392442627,
          301.92331489,
          288.722931954,
          260.046191171,
          270.08340967099997,
          252.910478168,
          272.24048560200004,
          322.465545949,
          299.404183009,
          263.766048266,
          253.59842299599998,
          230.07476568400003,
          228.670121497,
          259.930409498,
          233.838186737,
          216.21856278,
          216.43314778299998,
          238.672932645,
          269.008204094,
          324.426396015,
          305.184179845,
          260.955205077,
          264.493360694,
          270.80844090700003,
          244.67827919299998,
          275.049805022,
          279.750997814,
          261.608085114,
          226.57771173400002,
          244.134596131,
          248.08129014,
          313.51780418,
          250.34039796,
          231.269158216,
          203.465956183,
          210.93516978099998,
          265.489207438,
          303.011413417,
          286.934348885,
          286.957296381,
          242.924768575,
          207.26165116599998,
          239.50176178799998,
          265.747010464,
          243.86464462400002,
          238.821808115,
          216.09663671,
          222.714515996,
          213.774487988,
          266.764274194,
          330.048663806,
          255.64469334900002,
          199.634596873,
          234.21992954799998,
          226.233270625,
          268.163955144,
          266.024409084,
          256.988772394,
          247.009552767,
          220.50285526599998,
          201.469753833,
          217.032353653,
          212.72032136599998,
          191.978595782,
          227.29053680599998,
          231.89038335599997,
          247.83710038,
          273.484399968,
          282.899816105,
          245.019035134,
          205.530564693,
          192.831219703,
          224.577511087,
          225.038000886,
          216.169646747,
          218.514860028
         ]
        }
       ],
       "layout": {}
      },
      "text/html": [
       "<div id=\"212447cf-6341-4a4a-ab62-acb14a70882b\" 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(\"212447cf-6341-4a4a-ab62-acb14a70882b\", [{\"y\": [832.5592176910001, 838.4774193210001, 863.769689614, 836.794292405, 836.473503531, 823.8433717830001, 835.634683523, 856.369381225, 820.216762207, 811.414380844, 861.4182646739999, 840.131911263, 813.636171768, 821.8555240630001, 797.731800239, 768.836353197, 810.927117377, 797.69341237, 822.333831897, 817.53209759, 813.505452032, 801.728746485, 823.460254283, 832.1627555, 823.586125814, 839.3293911569999, 832.5976929569999, 836.150509065, 796.1028195060001, 815.279314607, 820.003974287, 820.618235245, 824.333076984, 842.363504253, 843.5164870360001, 821.666234432, 825.3075090760001, 807.964429332, 785.725807075, 794.80730639, 779.64733792, 791.229141526, 796.5265514089999, 800.89401595, 800.2898387719999, 837.066643079, 843.179407513, 798.823482788, 817.0446568289999, 826.242140381, 814.104442336, 838.1167692610001, 824.085350342, 818.424554924, 810.74885248, 797.5064641480001, 796.655591407, 786.430303643, 783.080607592, 795.2403520739999, 776.252547261, 794.249870117, 760.04375276, 760.413261045, 781.653526056, 771.3866078919999, 775.010182117, 771.7786016680001, 776.143484175, 789.100241006, 853.33973064, 784.3362840469999, 765.214651607, 765.182216007, 770.075918898, 785.6147078930001, 760.456176976, 765.3868678639999, 775.297028446, 771.526977247, 764.1766011569999, 736.035174273, 738.1172135810001, 763.080008465, 765.7394869330001, 777.937116114, 759.62620846, 778.3500167110001, 766.441653397, 764.588973475, 766.47484937, 763.939135671, 757.9579627080001, 737.525859746, 734.31897732, 718.408900002, 731.0407125789999, 739.824507467, 723.820677627, 691.312689657, 676.538281986, 700.5027281460001, 717.243060375, 707.820539831, 711.20032616, 755.8376233619999, 754.481515665, 740.0541175489999, 718.345013734, 722.0085886830001, 711.9710519439999, 677.519241965, 682.261147741, 714.322851937, 716.5700903239999, 704.816026062, 650.353787593, 639.525923345, 669.597749258, 721.3833092960001, 709.566083433, 663.112374918, 731.57794984, 692.921257888, 654.387521046, 680.8029786000001, 713.398643453, 718.581646, 681.777338995, 649.18441555, 623.047243267, 664.6328081409999, 624.900856394, 636.987420781, 598.467392445, 573.052292666, 564.234559884, 618.99457503, 681.734334064, 690.5559766060001, 648.643198123, 638.538926385, 682.051374582, 671.468369981, 632.082405852, 645.913519635, 654.408339311, 614.005900466, 615.138166796, 683.626148256, 721.5269485939999, 714.764603128, 650.679315918, 643.763243685, 616.1734392469999, 698.07547617, 652.417325078, 663.417075336, 629.232118732, 549.046923913, 584.589504655, 651.854562331, 664.194123265, 704.200527782, 623.2352852180001, 628.159461253, 593.732689321, 654.718195183, 616.932307863, 617.1305889719999, 578.722800565, 560.872841482, 588.3955794330001, 647.910669345, 662.258808036, 641.57143732, 608.6680422969999, 576.840228223, 543.33001759, 576.5209559919999, 601.5364669530001, 551.248162384, 484.146396814, 420.00197934199997, 509.545301387, 594.0910634630001, 638.5333933730001, 642.653890031, 594.853183523, 601.237140225, 556.264097572, 551.087865957, 605.511528484, 547.657059219, 501.077914186], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"MRO\"}, {\"y\": [854.394320396, 800.611354798, 778.1942627760001, 791.658507334, 798.3702947060001, 811.6462528339999, 800.3390870989999, 814.881978988, 828.73135717, 801.3199674860001, 833.750644283, 833.9242433669999, 855.742795042, 832.192245569, 843.778331595, 887.223734441, 831.7174550430001, 807.5005062160001, 809.09301097, 790.0374988789999, 806.2648255889999, 844.436387102, 880.565104602, 882.9494031139999, 867.462980226, 843.11666931, 849.4607795610001, 818.68957195, 827.0006282630001, 812.3426379480001, 795.4636204210001, 779.4680006939999, 821.963570249, 885.7163000510001, 1008.31343455, 870.969567503, 854.658117565, 839.6793974130001, 766.0458111060001, 749.901377425, 767.107594563, 809.7301848889999, 776.2380676189999, 782.1467288739999, 783.4250877530001, 808.514216753, 835.737884819, 863.424526325, 862.365933086, 826.2133987410001, 755.823024855, 817.1456034910001, 812.0996651360001, 743.79228352, 756.234272759, 761.195027325, 752.056388931, 768.4293540739999, 800.113788898, 774.78403853, 798.757984924, 746.216630193, 732.729767404, 668.417311435, 691.379242403, 740.2504977230001, 740.305339742, 730.4095943919999, 750.4853522239999, 786.7156987000001, 794.765732221, 764.892577443, 746.5590229139999, 746.377931225, 734.620153346, 690.591589865, 719.466847283, 728.825515815, 715.525798741, 696.260630945, 726.491971812, 694.612594733, 752.6856678260001, 746.763544108, 727.741141067, 736.97885286, 779.8197157989999, 729.093913842, 726.554334347, 708.1181298619999, 713.8582427539999, 724.9074569019999, 736.606656965, 706.932683053, 738.4636382130001, 727.643746715, 726.3491051960001, 700.047139678, 666.461071013, 666.072137545, 700.3548384119999, 695.846943825, 709.221945304, 709.879917963, 702.475358191, 742.47880474, 755.310272757, 701.539424738, 709.4343094010001, 713.370646125, 716.9782762230001, 650.881009625, 679.9182503430001, 689.2802648730001, 688.243184218, 698.357300574, 702.710781807, 751.0253497460001, 696.6377146169999, 715.048199125, 730.0890526669999, 711.973196732, 737.207488509, 754.94457558, 757.941416438, 750.076476092, 707.9206472569999, 705.0291496689999, 695.154542211, 686.946839293, 691.183062567, 704.936482459, 703.1999458939999, 714.9003226689999, 640.91442743, 536.906375807, 602.416901168, 650.353250968, 672.632233222, 686.599603399, 678.483864101, 649.788067581, 637.116300216, 654.573949204, 636.696257648, 701.4466195560001, 648.716308245, 602.598019242, 607.505606748, 601.704323888, 664.475039434, 654.756494974, 676.287017786, 621.384448186, 611.292606233, 642.468232324, 618.718021316, 651.2902807830001, 631.1531913, 597.308894373, 644.950027446, 624.166742745, 658.9952980109999, 655.805773737, 625.078002811, 595.879570224, 571.618021678, 595.018722112, 575.853276982, 559.056597596, 630.457911004, 576.180135011, 538.082792445, 583.213026308, 605.762126363, 617.61175937, 573.195720467, 590.584008331, 454.590648017, 452.43829655, 506.84716138199997, 450.24876237, 380.987516391, 377.28174201800005, 408.64103177199996, 527.79831242, 543.066641246, 591.861741016, 564.1673038519999, 535.0431243859999, 495.316594932, 530.218217879, 451.00613287, 405.224675325, 356.878315369], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"SPP\"}, {\"y\": [728.531448663, 741.184937173, 735.262995533, 736.4117258819999, 735.259547676, 732.4504629039999, 748.859181471, 743.871579775, 749.711991581, 722.508718965, 721.58304494, 709.339717104, 716.166020489, 719.847609001, 728.482990614, 724.608056307, 727.949710494, 749.3509944189999, 744.7996075169999, 746.4506058219999, 745.31329497, 735.246362203, 723.4612743189999, 727.749437092, 744.02520925, 740.506385836, 742.02348829, 730.08597157, 734.749257936, 733.158727465, 746.5192057239999, 741.7742413939999, 747.4309938260001, 733.3130960560001, 736.018218055, 726.049983913, 731.724729227, 717.834469059, 714.347236267, 691.9515132, 707.1547214939999, 712.0014323, 711.7152728980001, 710.607023843, 716.423102299, 709.635692032, 721.370441335, 721.9533171219999, 726.3361715089999, 715.2168221610001, 721.542334016, 692.3536313489999, 684.618840291, 714.472645823, 718.60373934, 717.9531087239999, 720.456886733, 718.0110374610001, 705.019981372, 707.443374587, 704.08430983, 714.168218513, 731.566972679, 715.34685301, 705.4038120260001, 704.265867265, 709.303375095, 715.2221595030001, 702.943204072, 715.577405059, 700.5079639989999, 695.695860552, 699.204554105, 713.419189829, 705.870428433, 700.285933097, 701.581485905, 714.902597532, 719.969534157, 712.176136192, 724.592077355, 734.932544002, 712.97577256, 705.34692178, 712.031260077, 711.9900756139999, 706.8097260889999, 695.032790592, 699.2290936539999, 703.3486000319999, 710.454261878, 713.343567382, 704.5933043760001, 704.9492605639999, 693.0524347439999, 695.1085930789999, 700.010840844, 684.552692707, 687.1109223880001, 711.980764216, 670.362021306, 687.050352134, 687.3775348610001, 690.061081595, 658.908800837, 678.531682146, 675.696167235, 689.1366458939999, 694.773212605, 694.969695915, 697.602302665, 672.431152874, 673.0131859759999, 708.919556114, 708.439540898, 703.6482026589999, 679.218039841, 673.468583628, 670.969026716, 672.5918352169999, 683.480119123, 670.3509646709999, 642.1710930280001, 644.637738998, 669.214193073, 701.4047402580001, 697.9132459210001, 690.2656775610001, 676.6273416509999, 655.562482456, 639.372063251, 618.4684062059999, 609.04750503, 601.5708784569999, 600.606417442, 615.008345604, 635.503907433, 659.971759828, 679.318649835, 667.984744875, 626.520968785, 617.62073439, 654.532375043, 630.365627663, 629.972681475, 628.7398888480001, 629.529819336, 615.90209287, 649.272432083, 656.178057083, 654.799353482, 647.896421087, 656.784614128, 636.9753146109999, 619.192359092, 629.609879915, 654.062895879, 664.207354027, 654.963645335, 609.481214204, 615.831506595, 643.0894659019999, 645.355846468, 640.181362481, 628.031323053, 597.801939922, 615.723876791, 598.87120211, 609.893961793, 634.533651557, 588.964850052, 557.093204872, 595.13981594, 599.058018567, 612.545996183, 609.648936259, 607.415191144, 562.945261165, 557.868073983, 530.949686845, 566.820097721, 557.410359519, 518.40719181, 546.013266027, 534.417132776, 581.146981918, 604.63846851, 598.17620007, 582.227377068, 547.775706869, 528.908938567, 568.5906444, 563.455106024, 529.9605175309999, 536.224892778], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"RFC\"}, {\"y\": [638.408118893, 639.4970074940001, 654.137302903, 633.521538049, 638.333358471, 636.481359817, 636.275772652, 643.4893989880001, 629.1413864269999, 625.6831448190001, 622.30728816, 650.647580031, 641.268620034, 635.652878725, 619.294430328, 629.496919426, 632.246479971, 636.32069546, 633.6770354930001, 626.194701761, 634.479488564, 659.0792082930001, 671.994080952, 665.94278439, 661.624696067, 661.430975127, 644.925536405, 655.272673, 666.2846240480001, 664.1317464269999, 643.606818266, 623.112511072, 628.89381409, 650.5275604230001, 635.6137108419999, 642.811685624, 634.813939692, 618.322761519, 588.5611026180001, 625.449228785, 605.581695747, 601.240587356, 602.141365895, 603.969338665, 603.5455186840001, 600.18570625, 600.278437307, 621.555558098, 619.442059118, 616.52311995, 603.6880911009999, 592.7318039180001, 608.296990831, 593.175870444, 595.178749819, 590.698656669, 601.254444036, 632.3376563019999, 628.633638737, 616.817855322, 633.623530308, 604.093426606, 580.876282596, 569.407555783, 579.90990424, 586.966028293, 590.800851941, 586.17838211, 602.090629508, 627.374675295, 604.443037753, 605.488857649, 596.332861231, 587.796583465, 581.672678012, 615.77413721, 596.308745958, 595.042443378, 593.173068378, 580.133993703, 583.027125199, 585.891373145, 604.670678649, 609.776129684, 599.403778958, 590.730593264, 558.477866397, 626.789555492, 596.36335494, 594.019374707, 602.324900447, 606.812609994, 626.047211395, 624.088265978, 595.258299413, 591.861306177, 582.5695061719999, 560.608525022, 527.744049657, 551.481422622, 566.202943074, 558.756152926, 563.494172829, 560.926736978, 565.586949647, 590.741135257, 575.927582691, 561.954240867, 562.0619239609999, 551.234664184, 541.4008284519999, 556.2648807119999, 564.07365352, 577.19361827, 587.449325694, 589.370357197, 587.016910531, 589.093604447, 570.745466439, 576.302343541, 593.307194745, 571.771512056, 575.387716721, 590.7494466119999, 570.40664349, 568.423545606, 585.274502184, 580.2074421169999, 581.846704777, 568.922278868, 546.650634139, 559.332940228, 526.655081529, 526.93722592, 506.32353969699994, 492.687076175, 521.515958167, 551.205810717, 565.978862539, 566.56673257, 564.421173761, 571.513059154, 571.821110121, 522.405008413, 549.527830615, 537.335371885, 526.568789846, 525.3300695190001, 534.81537883, 563.5121789359999, 579.350078584, 576.039492127, 576.70892077, 548.957238353, 524.926315478, 569.406309693, 534.834422831, 557.599171972, 533.0408639999999, 541.796995596, 557.5317763730001, 534.948350602, 571.19803383, 560.3889984169999, 560.598289941, 532.4988263390001, 510.018789685, 504.599470135, 506.54222040800005, 486.569409361, 464.78563350400003, 460.578338772, 488.54038171900004, 539.5235081019999, 533.542804814, 540.553915695, 525.488821774, 510.91153884, 473.431196869, 447.543927426, 456.2629887, 412.065274235, 378.013814174, 420.81091578800005, 474.355261005, 529.4789721530001, 512.812691889, 527.248016593, 526.3418198009999, 504.71078632300004, 475.228603908, 503.696842773, 490.439276217, 451.481683443, 437.161470081], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"ERCOT\"}, {\"y\": [674.450152446, 666.21383521, 634.389042176, 659.354507251, 689.753227235, 667.1384270230001, 690.015048137, 680.539651945, 637.550884476, 684.974568217, 612.309828347, 646.286245355, 643.052916718, 623.057064785, 606.348892894, 623.65607364, 655.967830835, 626.360069511, 656.42809259, 644.98474257, 640.876401298, 633.459565346, 591.591372574, 632.660193637, 625.9328756780001, 616.02403877, 601.853191209, 601.14983128, 651.483990247, 633.157734824, 632.536516774, 627.004825717, 618.395181385, 698.77073433, 565.966623067, 601.647450536, 601.842108805, 574.542671337, 574.269696694, 571.690559658, 604.124175818, 597.701287797, 597.3600623980001, 603.39509488, 607.766625902, 597.4814789559999, 587.016497285, 612.024221153, 600.68599299, 574.002156568, 544.8161990780001, 568.786013651, 608.524218925, 597.650843947, 601.591481245, 593.623715983, 590.276525632, 619.418098116, 628.6016419690001, 632.1153716030001, 591.0022493490001, 570.0736678769999, 557.984812054, 559.9712047840001, 591.29934455, 580.301414098, 591.311197869, 592.043595647, 572.3509978569999, 558.907031211, 563.694777873, 578.48217126, 577.319463384, 567.0329839369999, 548.150233068, 550.985815957, 584.62667189, 577.694317553, 583.93601293, 592.44768811, 578.539930788, 587.99075836, 564.153172522, 572.781105274, 561.100977023, 561.91103918, 546.645135499, 537.671333742, 571.937710518, 559.381122239, 568.489006825, 562.415984156, 555.25981669, 549.508481154, 540.617191218, 545.12255162, 539.649494743, 513.351348413, 500.345609751, 520.719010105, 550.984511878, 536.7046873730001, 548.72309682, 527.331528005, 516.779712569, 538.9439372740001, 504.95074821699995, 557.665498374, 569.998305765, 552.994667014, 502.74503479, 518.479629173, 567.4082093630001, 565.767952305, 569.136167806, 558.175524029, 541.0205903240001, 532.331263596, 518.443605052, 569.453713119, 549.806410224, 527.542224199, 514.025671239, 537.609188218, 545.1348111169999, 529.3567307330001, 536.976970681, 533.651936324, 512.642021451, 500.231025731, 478.598741491, 500.01834739099996, 487.45404472300004, 484.485073349, 508.83073086400003, 508.91927534300004, 503.826394862, 508.85457465900004, 522.851461865, 529.664689073, 522.5400348769999, 506.42656054300005, 495.321978206, 461.612617236, 474.495861507, 470.028055592, 506.453588827, 493.119752206, 497.69690256, 499.17950440699997, 502.57099865199996, 496.49917057199997, 491.862022751, 498.122316343, 478.958586485, 479.64642235199995, 495.45067334, 514.527714136, 493.85221974, 499.964411756, 488.66872548099997, 502.926250943, 499.65987237699994, 501.276608614, 486.863811773, 475.085062529, 495.080665632, 495.29923165300005, 445.67770919300006, 468.441309475, 458.77448394099997, 482.55083924300004, 483.243268451, 490.416523016, 487.496068894, 485.955376143, 491.167978569, 486.724278104, 470.46742232800005, 442.226969131, 430.751758795, 420.32173325900004, 427.742337966, 445.04743740699996, 458.45974688, 475.83692609800005, 488.57863148, 493.042160674, 472.35954501300006, 479.466940245, 438.73600034300006, 442.27945914199995, 447.050396796, 457.61855779300004, 470.11409234900003], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"FRCC\"}, {\"y\": [620.556217089, 581.39577169, 574.868403173, 595.566598764, 591.5758100840001, 592.3366249730001, 603.98366449, 612.5877866659999, 595.6875689880001, 568.098453766, 561.450453174, 559.741575855, 557.892939446, 548.125882825, 569.051566254, 572.84833636, 569.98994408, 590.485581443, 598.2802282719999, 592.730088079, 598.532115729, 603.389114625, 569.139348507, 560.003480424, 580.23974497, 571.280296895, 564.894858466, 528.12254381, 544.033554302, 577.699612744, 582.971021617, 592.617990106, 597.810143629, 584.85819846, 595.795207745, 589.487426647, 578.0110663090001, 575.703836769, 562.730531886, 551.916598252, 584.013098141, 578.89060326, 585.273225781, 581.104927347, 562.074234192, 564.626229502, 567.077414759, 553.96653717, 557.535628162, 567.1827292869999, 575.886114162, 544.719996495, 568.232825307, 577.940934488, 572.8706670480001, 580.640390541, 592.602421269, 584.553177098, 569.953124102, 565.465770705, 551.77721014, 574.270914146, 563.964609452, 547.012856296, 574.102344131, 582.051772317, 582.912102657, 589.308219381, 582.564935655, 581.776443287, 573.219758716, 578.319493079, 552.76932807, 569.682955994, 577.033975637, 572.417392587, 581.476274411, 576.723824135, 576.723127646, 577.29769703, 581.4570966580001, 582.1249880180001, 566.556854558, 562.659915628, 571.1435824380001, 575.3598464080001, 566.777333031, 553.091984395, 584.0735819180001, 577.090965781, 576.863845215, 574.954503854, 574.632366303, 550.300861603, 559.2365155909999, 539.3274101669999, 530.197794264, 524.4508291340001, 495.97117199699994, 503.652225887, 508.613009835, 539.5728134459999, 542.119012494, 547.0125772519999, 536.190611749, 517.74702494, 509.743732748, 515.800484834, 530.185271563, 524.870405575, 524.58660521, 517.441374515, 535.576122448, 562.812082865, 568.8098861230001, 566.08489165, 538.965972002, 522.3562007109999, 527.257505239, 534.593947395, 550.676960883, 533.201427816, 509.118533838, 507.555640295, 561.559886542, 567.102169598, 565.504315029, 558.624169681, 523.0004209719999, 491.415097595, 478.743694864, 473.997472805, 456.148117134, 461.062418443, 458.045224569, 465.82570399400004, 507.218240335, 519.023906373, 546.717677862, 522.6284127590001, 505.57047631800003, 485.09045437, 509.366007337, 486.689580745, 467.820591815, 463.192491639, 479.647387854, 475.561748565, 457.25946202, 501.85457447699997, 502.103920884, 509.179782606, 504.236790532, 478.24579685, 469.24633695, 461.59789855800005, 490.084537455, 508.417032333, 493.69751660000003, 461.470430987, 491.33596698699995, 515.620820423, 517.582606458, 517.364983713, 483.692280158, 444.492761305, 452.736948359, 444.19910745199996, 453.37140316800003, 494.40300603400004, 438.341082879, 396.06097518800004, 443.416098835, 492.01389719699995, 497.559899604, 496.34522747, 474.906053274, 415.480353044, 398.03642365699994, 363.25689555199995, 414.92884078199995, 405.760821857, 378.25905593, 378.35321191599996, 396.961423313, 472.712411329, 497.28601091, 487.094485189, 470.66535435, 430.372796026, 391.45224681300004, 436.872195033, 431.900206624, 391.12833710900003, 403.68089578900003], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"SERC\"}, {\"y\": [524.05232688, 537.933487293, 507.422959096, 514.8558490080001, 513.161711543, 497.72090279800005, 528.72510553, 516.483793409, 531.512434868, 542.176364109, 528.7070061530001, 503.74573514800005, 475.591157563, 474.300360916, 484.311152456, 443.193303935, 442.464728999, 412.12895715900004, 449.414627945, 485.33831886900003, 504.39084788099996, 512.599779679, 506.98053769800003, 500.626614544, 502.785603665, 490.775077848, 466.619424069, 436.96259350599996, 429.52417802900004, 436.906193956, 484.59008247099996, 491.043625342, 495.23248710900003, 501.772307875, 497.64238363699997, 482.786127402, 468.70331669300003, 472.023482268, 467.67611826300003, 458.323247434, 435.4918802, 442.00856937, 459.416676932, 480.516515539, 488.719318516, 505.026532174, 508.664904723, 482.687351486, 476.868554983, 469.18865446300003, 465.796926944, 452.338922691, 412.953875167, 437.144307822, 452.240348161, 473.1706165, 487.469753453, 500.941026997, 488.055132843, 476.617311314, 431.86675073699996, 426.29300662599996, 439.323267075, 387.228322349, 374.085800469, 382.18561689800003, 446.933581997, 460.111808483, 481.20579381699997, 490.47646033, 483.871727978, 462.172142091, 442.652914225, 463.193321311, 429.312553936, 408.556694784, 410.22880856, 448.17421983199995, 458.113756595, 474.69737495699997, 484.32192823199995, 496.77484759099997, 488.879355574, 480.60962250800003, 457.87508384, 459.86296105400004, 449.313087794, 427.223330336, 391.54045839099996, 381.09702779599996, 427.399779497, 458.14527943300004, 479.86556352599996, 485.452042179, 487.24202145, 469.166802388, 448.45928205, 456.889499376, 430.998902902, 370.947156437, 371.09047191, 357.79704106699995, 424.31016892300005, 459.71980306, 463.90706957599997, 482.591513544, 475.44141885, 464.059907501, 473.30527897, 459.126232917, 449.232638152, 431.421276883, 398.726172618, 354.887971449, 416.844340994, 444.4862035, 455.65010548, 459.854812395, 445.269104454, 437.17720983, 409.11445119300004, 377.40469281099996, 351.78745550300005, 321.81308946900003, 324.288779808, 337.786108182, 367.777265649, 420.04858891199996, 444.35452556, 436.532142487, 431.958212624, 432.78788347, 422.505525845, 423.731369319, 361.43911672, 334.450783759, 329.85423225700004, 354.805841521, 380.841409804, 419.15010740300005, 447.715010785, 468.640286299, 447.962396086, 409.80135182199996, 423.36477701800004, 430.521755366, 434.588859885, 371.269737845, 368.557282868, 394.722369758, 412.72419963, 441.329636035, 443.072461335, 449.697655643, 448.75401153, 442.754875959, 438.187122396, 448.42018046699997, 369.822654909, 349.17431376800005, 344.25617278, 356.563345211, 406.806480411, 436.941231621, 445.142949666, 444.86072316, 419.03196229400004, 411.19725413199996, 400.814119209, 355.84943400099996, 358.96824386599997, 362.147028584, 378.350576366, 416.73380188699997, 427.00434024699996, 430.431009066, 431.791201365, 440.12172172, 411.422614898, 408.04238450800005, 403.21772821400003, 349.245371938, 291.263432491, 275.30485688, 291.830826875, 353.177694611, 388.73459946400004, 405.236170221, 398.201513985, 396.656016494, 366.95773769199997, 382.13119818900003, 369.742044529, 342.600879461, 287.490586743], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"WECC\"}, {\"y\": [481.170158226, 443.618173626, 451.424135889, 387.58571920099996, 407.51680048599997, 408.55614543800004, 419.117526145, 454.020440507, 378.35693893300004, 383.27177594, 370.24590525199994, 378.89860836199995, 372.246795357, 364.400136841, 378.28509503699996, 364.53691478, 359.286924155, 380.527637399, 423.558171511, 432.622048268, 415.90270197, 411.171076389, 399.612879469, 413.65487346, 421.70311873099996, 437.23379428699997, 418.206617959, 408.846927658, 343.685771686, 389.560341065, 418.886804506, 436.46523938300004, 393.405025855, 405.530335965, 376.92790138199996, 394.922959368, 443.69504160699995, 411.25235617199996, 400.145287638, 404.86009730800004, 367.543775162, 391.42833001599996, 414.734956579, 401.56363153300003, 376.705460983, 362.80679786, 366.70217460199996, 380.328335095, 399.92856413199996, 372.60346902099997, 380.013710895, 384.899320419, 326.354548334, 390.07871795, 420.560859019, 428.35543630300003, 408.721979236, 395.80794414699994, 349.03336253599997, 395.987232693, 344.003028673, 341.891788205, 341.894340747, 322.981839336, 315.038195921, 352.627852391, 384.668764141, 375.62580249999996, 335.54665712900004, 356.035103779, 341.578132761, 332.51322681, 353.78430355300003, 386.111180349, 361.75263468400004, 359.323555232, 332.958371695, 352.891134734, 364.594338664, 375.33415548, 351.891879954, 332.082329136, 313.485573875, 337.612309871, 328.817879544, 324.591911684, 311.914850306, 325.250226845, 291.68836289999996, 336.075258089, 355.04896207699994, 328.028795493, 326.680977134, 322.544006125, 319.168196383, 309.628205534, 339.041482895, 302.976829425, 287.403398473, 266.690225017, 253.453107245, 271.139711222, 289.880768818, 313.569239838, 269.63114077299997, 278.161590902, 262.232493763, 303.995480176, 307.812043847, 299.878204332, 265.426452466, 263.507937952, 285.414195165, 314.539083039, 356.691526655, 341.008188658, 316.79573985, 257.075800313, 256.587943053, 293.392442627, 301.92331489, 288.722931954, 260.046191171, 270.08340967099997, 252.910478168, 272.24048560200004, 322.465545949, 299.404183009, 263.766048266, 253.59842299599998, 230.07476568400003, 228.670121497, 259.930409498, 233.838186737, 216.21856278, 216.43314778299998, 238.672932645, 269.008204094, 324.426396015, 305.184179845, 260.955205077, 264.493360694, 270.80844090700003, 244.67827919299998, 275.049805022, 279.750997814, 261.608085114, 226.57771173400002, 244.134596131, 248.08129014, 313.51780418, 250.34039796, 231.269158216, 203.465956183, 210.93516978099998, 265.489207438, 303.011413417, 286.934348885, 286.957296381, 242.924768575, 207.26165116599998, 239.50176178799998, 265.747010464, 243.86464462400002, 238.821808115, 216.09663671, 222.714515996, 213.774487988, 266.764274194, 330.048663806, 255.64469334900002, 199.634596873, 234.21992954799998, 226.233270625, 268.163955144, 266.024409084, 256.988772394, 247.009552767, 220.50285526599998, 201.469753833, 217.032353653, 212.72032136599998, 191.978595782, 227.29053680599998, 231.89038335599997, 247.83710038, 273.484399968, 282.899816105, 245.019035134, 205.530564693, 192.831219703, 224.577511087, 225.038000886, 216.169646747, 218.514860028], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"NPCC\"}], {}, {\"linkText\": \"Export to plot.ly\", \"showLink\": true})});</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<div id=\"212447cf-6341-4a4a-ab62-acb14a70882b\" 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(\"212447cf-6341-4a4a-ab62-acb14a70882b\", [{\"y\": [832.5592176910001, 838.4774193210001, 863.769689614, 836.794292405, 836.473503531, 823.8433717830001, 835.634683523, 856.369381225, 820.216762207, 811.414380844, 861.4182646739999, 840.131911263, 813.636171768, 821.8555240630001, 797.731800239, 768.836353197, 810.927117377, 797.69341237, 822.333831897, 817.53209759, 813.505452032, 801.728746485, 823.460254283, 832.1627555, 823.586125814, 839.3293911569999, 832.5976929569999, 836.150509065, 796.1028195060001, 815.279314607, 820.003974287, 820.618235245, 824.333076984, 842.363504253, 843.5164870360001, 821.666234432, 825.3075090760001, 807.964429332, 785.725807075, 794.80730639, 779.64733792, 791.229141526, 796.5265514089999, 800.89401595, 800.2898387719999, 837.066643079, 843.179407513, 798.823482788, 817.0446568289999, 826.242140381, 814.104442336, 838.1167692610001, 824.085350342, 818.424554924, 810.74885248, 797.5064641480001, 796.655591407, 786.430303643, 783.080607592, 795.2403520739999, 776.252547261, 794.249870117, 760.04375276, 760.413261045, 781.653526056, 771.3866078919999, 775.010182117, 771.7786016680001, 776.143484175, 789.100241006, 853.33973064, 784.3362840469999, 765.214651607, 765.182216007, 770.075918898, 785.6147078930001, 760.456176976, 765.3868678639999, 775.297028446, 771.526977247, 764.1766011569999, 736.035174273, 738.1172135810001, 763.080008465, 765.7394869330001, 777.937116114, 759.62620846, 778.3500167110001, 766.441653397, 764.588973475, 766.47484937, 763.939135671, 757.9579627080001, 737.525859746, 734.31897732, 718.408900002, 731.0407125789999, 739.824507467, 723.820677627, 691.312689657, 676.538281986, 700.5027281460001, 717.243060375, 707.820539831, 711.20032616, 755.8376233619999, 754.481515665, 740.0541175489999, 718.345013734, 722.0085886830001, 711.9710519439999, 677.519241965, 682.261147741, 714.322851937, 716.5700903239999, 704.816026062, 650.353787593, 639.525923345, 669.597749258, 721.3833092960001, 709.566083433, 663.112374918, 731.57794984, 692.921257888, 654.387521046, 680.8029786000001, 713.398643453, 718.581646, 681.777338995, 649.18441555, 623.047243267, 664.6328081409999, 624.900856394, 636.987420781, 598.467392445, 573.052292666, 564.234559884, 618.99457503, 681.734334064, 690.5559766060001, 648.643198123, 638.538926385, 682.051374582, 671.468369981, 632.082405852, 645.913519635, 654.408339311, 614.005900466, 615.138166796, 683.626148256, 721.5269485939999, 714.764603128, 650.679315918, 643.763243685, 616.1734392469999, 698.07547617, 652.417325078, 663.417075336, 629.232118732, 549.046923913, 584.589504655, 651.854562331, 664.194123265, 704.200527782, 623.2352852180001, 628.159461253, 593.732689321, 654.718195183, 616.932307863, 617.1305889719999, 578.722800565, 560.872841482, 588.3955794330001, 647.910669345, 662.258808036, 641.57143732, 608.6680422969999, 576.840228223, 543.33001759, 576.5209559919999, 601.5364669530001, 551.248162384, 484.146396814, 420.00197934199997, 509.545301387, 594.0910634630001, 638.5333933730001, 642.653890031, 594.853183523, 601.237140225, 556.264097572, 551.087865957, 605.511528484, 547.657059219, 501.077914186], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"MRO\"}, {\"y\": [854.394320396, 800.611354798, 778.1942627760001, 791.658507334, 798.3702947060001, 811.6462528339999, 800.3390870989999, 814.881978988, 828.73135717, 801.3199674860001, 833.750644283, 833.9242433669999, 855.742795042, 832.192245569, 843.778331595, 887.223734441, 831.7174550430001, 807.5005062160001, 809.09301097, 790.0374988789999, 806.2648255889999, 844.436387102, 880.565104602, 882.9494031139999, 867.462980226, 843.11666931, 849.4607795610001, 818.68957195, 827.0006282630001, 812.3426379480001, 795.4636204210001, 779.4680006939999, 821.963570249, 885.7163000510001, 1008.31343455, 870.969567503, 854.658117565, 839.6793974130001, 766.0458111060001, 749.901377425, 767.107594563, 809.7301848889999, 776.2380676189999, 782.1467288739999, 783.4250877530001, 808.514216753, 835.737884819, 863.424526325, 862.365933086, 826.2133987410001, 755.823024855, 817.1456034910001, 812.0996651360001, 743.79228352, 756.234272759, 761.195027325, 752.056388931, 768.4293540739999, 800.113788898, 774.78403853, 798.757984924, 746.216630193, 732.729767404, 668.417311435, 691.379242403, 740.2504977230001, 740.305339742, 730.4095943919999, 750.4853522239999, 786.7156987000001, 794.765732221, 764.892577443, 746.5590229139999, 746.377931225, 734.620153346, 690.591589865, 719.466847283, 728.825515815, 715.525798741, 696.260630945, 726.491971812, 694.612594733, 752.6856678260001, 746.763544108, 727.741141067, 736.97885286, 779.8197157989999, 729.093913842, 726.554334347, 708.1181298619999, 713.8582427539999, 724.9074569019999, 736.606656965, 706.932683053, 738.4636382130001, 727.643746715, 726.3491051960001, 700.047139678, 666.461071013, 666.072137545, 700.3548384119999, 695.846943825, 709.221945304, 709.879917963, 702.475358191, 742.47880474, 755.310272757, 701.539424738, 709.4343094010001, 713.370646125, 716.9782762230001, 650.881009625, 679.9182503430001, 689.2802648730001, 688.243184218, 698.357300574, 702.710781807, 751.0253497460001, 696.6377146169999, 715.048199125, 730.0890526669999, 711.973196732, 737.207488509, 754.94457558, 757.941416438, 750.076476092, 707.9206472569999, 705.0291496689999, 695.154542211, 686.946839293, 691.183062567, 704.936482459, 703.1999458939999, 714.9003226689999, 640.91442743, 536.906375807, 602.416901168, 650.353250968, 672.632233222, 686.599603399, 678.483864101, 649.788067581, 637.116300216, 654.573949204, 636.696257648, 701.4466195560001, 648.716308245, 602.598019242, 607.505606748, 601.704323888, 664.475039434, 654.756494974, 676.287017786, 621.384448186, 611.292606233, 642.468232324, 618.718021316, 651.2902807830001, 631.1531913, 597.308894373, 644.950027446, 624.166742745, 658.9952980109999, 655.805773737, 625.078002811, 595.879570224, 571.618021678, 595.018722112, 575.853276982, 559.056597596, 630.457911004, 576.180135011, 538.082792445, 583.213026308, 605.762126363, 617.61175937, 573.195720467, 590.584008331, 454.590648017, 452.43829655, 506.84716138199997, 450.24876237, 380.987516391, 377.28174201800005, 408.64103177199996, 527.79831242, 543.066641246, 591.861741016, 564.1673038519999, 535.0431243859999, 495.316594932, 530.218217879, 451.00613287, 405.224675325, 356.878315369], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"SPP\"}, {\"y\": [728.531448663, 741.184937173, 735.262995533, 736.4117258819999, 735.259547676, 732.4504629039999, 748.859181471, 743.871579775, 749.711991581, 722.508718965, 721.58304494, 709.339717104, 716.166020489, 719.847609001, 728.482990614, 724.608056307, 727.949710494, 749.3509944189999, 744.7996075169999, 746.4506058219999, 745.31329497, 735.246362203, 723.4612743189999, 727.749437092, 744.02520925, 740.506385836, 742.02348829, 730.08597157, 734.749257936, 733.158727465, 746.5192057239999, 741.7742413939999, 747.4309938260001, 733.3130960560001, 736.018218055, 726.049983913, 731.724729227, 717.834469059, 714.347236267, 691.9515132, 707.1547214939999, 712.0014323, 711.7152728980001, 710.607023843, 716.423102299, 709.635692032, 721.370441335, 721.9533171219999, 726.3361715089999, 715.2168221610001, 721.542334016, 692.3536313489999, 684.618840291, 714.472645823, 718.60373934, 717.9531087239999, 720.456886733, 718.0110374610001, 705.019981372, 707.443374587, 704.08430983, 714.168218513, 731.566972679, 715.34685301, 705.4038120260001, 704.265867265, 709.303375095, 715.2221595030001, 702.943204072, 715.577405059, 700.5079639989999, 695.695860552, 699.204554105, 713.419189829, 705.870428433, 700.285933097, 701.581485905, 714.902597532, 719.969534157, 712.176136192, 724.592077355, 734.932544002, 712.97577256, 705.34692178, 712.031260077, 711.9900756139999, 706.8097260889999, 695.032790592, 699.2290936539999, 703.3486000319999, 710.454261878, 713.343567382, 704.5933043760001, 704.9492605639999, 693.0524347439999, 695.1085930789999, 700.010840844, 684.552692707, 687.1109223880001, 711.980764216, 670.362021306, 687.050352134, 687.3775348610001, 690.061081595, 658.908800837, 678.531682146, 675.696167235, 689.1366458939999, 694.773212605, 694.969695915, 697.602302665, 672.431152874, 673.0131859759999, 708.919556114, 708.439540898, 703.6482026589999, 679.218039841, 673.468583628, 670.969026716, 672.5918352169999, 683.480119123, 670.3509646709999, 642.1710930280001, 644.637738998, 669.214193073, 701.4047402580001, 697.9132459210001, 690.2656775610001, 676.6273416509999, 655.562482456, 639.372063251, 618.4684062059999, 609.04750503, 601.5708784569999, 600.606417442, 615.008345604, 635.503907433, 659.971759828, 679.318649835, 667.984744875, 626.520968785, 617.62073439, 654.532375043, 630.365627663, 629.972681475, 628.7398888480001, 629.529819336, 615.90209287, 649.272432083, 656.178057083, 654.799353482, 647.896421087, 656.784614128, 636.9753146109999, 619.192359092, 629.609879915, 654.062895879, 664.207354027, 654.963645335, 609.481214204, 615.831506595, 643.0894659019999, 645.355846468, 640.181362481, 628.031323053, 597.801939922, 615.723876791, 598.87120211, 609.893961793, 634.533651557, 588.964850052, 557.093204872, 595.13981594, 599.058018567, 612.545996183, 609.648936259, 607.415191144, 562.945261165, 557.868073983, 530.949686845, 566.820097721, 557.410359519, 518.40719181, 546.013266027, 534.417132776, 581.146981918, 604.63846851, 598.17620007, 582.227377068, 547.775706869, 528.908938567, 568.5906444, 563.455106024, 529.9605175309999, 536.224892778], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"RFC\"}, {\"y\": [638.408118893, 639.4970074940001, 654.137302903, 633.521538049, 638.333358471, 636.481359817, 636.275772652, 643.4893989880001, 629.1413864269999, 625.6831448190001, 622.30728816, 650.647580031, 641.268620034, 635.652878725, 619.294430328, 629.496919426, 632.246479971, 636.32069546, 633.6770354930001, 626.194701761, 634.479488564, 659.0792082930001, 671.994080952, 665.94278439, 661.624696067, 661.430975127, 644.925536405, 655.272673, 666.2846240480001, 664.1317464269999, 643.606818266, 623.112511072, 628.89381409, 650.5275604230001, 635.6137108419999, 642.811685624, 634.813939692, 618.322761519, 588.5611026180001, 625.449228785, 605.581695747, 601.240587356, 602.141365895, 603.969338665, 603.5455186840001, 600.18570625, 600.278437307, 621.555558098, 619.442059118, 616.52311995, 603.6880911009999, 592.7318039180001, 608.296990831, 593.175870444, 595.178749819, 590.698656669, 601.254444036, 632.3376563019999, 628.633638737, 616.817855322, 633.623530308, 604.093426606, 580.876282596, 569.407555783, 579.90990424, 586.966028293, 590.800851941, 586.17838211, 602.090629508, 627.374675295, 604.443037753, 605.488857649, 596.332861231, 587.796583465, 581.672678012, 615.77413721, 596.308745958, 595.042443378, 593.173068378, 580.133993703, 583.027125199, 585.891373145, 604.670678649, 609.776129684, 599.403778958, 590.730593264, 558.477866397, 626.789555492, 596.36335494, 594.019374707, 602.324900447, 606.812609994, 626.047211395, 624.088265978, 595.258299413, 591.861306177, 582.5695061719999, 560.608525022, 527.744049657, 551.481422622, 566.202943074, 558.756152926, 563.494172829, 560.926736978, 565.586949647, 590.741135257, 575.927582691, 561.954240867, 562.0619239609999, 551.234664184, 541.4008284519999, 556.2648807119999, 564.07365352, 577.19361827, 587.449325694, 589.370357197, 587.016910531, 589.093604447, 570.745466439, 576.302343541, 593.307194745, 571.771512056, 575.387716721, 590.7494466119999, 570.40664349, 568.423545606, 585.274502184, 580.2074421169999, 581.846704777, 568.922278868, 546.650634139, 559.332940228, 526.655081529, 526.93722592, 506.32353969699994, 492.687076175, 521.515958167, 551.205810717, 565.978862539, 566.56673257, 564.421173761, 571.513059154, 571.821110121, 522.405008413, 549.527830615, 537.335371885, 526.568789846, 525.3300695190001, 534.81537883, 563.5121789359999, 579.350078584, 576.039492127, 576.70892077, 548.957238353, 524.926315478, 569.406309693, 534.834422831, 557.599171972, 533.0408639999999, 541.796995596, 557.5317763730001, 534.948350602, 571.19803383, 560.3889984169999, 560.598289941, 532.4988263390001, 510.018789685, 504.599470135, 506.54222040800005, 486.569409361, 464.78563350400003, 460.578338772, 488.54038171900004, 539.5235081019999, 533.542804814, 540.553915695, 525.488821774, 510.91153884, 473.431196869, 447.543927426, 456.2629887, 412.065274235, 378.013814174, 420.81091578800005, 474.355261005, 529.4789721530001, 512.812691889, 527.248016593, 526.3418198009999, 504.71078632300004, 475.228603908, 503.696842773, 490.439276217, 451.481683443, 437.161470081], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"ERCOT\"}, {\"y\": [674.450152446, 666.21383521, 634.389042176, 659.354507251, 689.753227235, 667.1384270230001, 690.015048137, 680.539651945, 637.550884476, 684.974568217, 612.309828347, 646.286245355, 643.052916718, 623.057064785, 606.348892894, 623.65607364, 655.967830835, 626.360069511, 656.42809259, 644.98474257, 640.876401298, 633.459565346, 591.591372574, 632.660193637, 625.9328756780001, 616.02403877, 601.853191209, 601.14983128, 651.483990247, 633.157734824, 632.536516774, 627.004825717, 618.395181385, 698.77073433, 565.966623067, 601.647450536, 601.842108805, 574.542671337, 574.269696694, 571.690559658, 604.124175818, 597.701287797, 597.3600623980001, 603.39509488, 607.766625902, 597.4814789559999, 587.016497285, 612.024221153, 600.68599299, 574.002156568, 544.8161990780001, 568.786013651, 608.524218925, 597.650843947, 601.591481245, 593.623715983, 590.276525632, 619.418098116, 628.6016419690001, 632.1153716030001, 591.0022493490001, 570.0736678769999, 557.984812054, 559.9712047840001, 591.29934455, 580.301414098, 591.311197869, 592.043595647, 572.3509978569999, 558.907031211, 563.694777873, 578.48217126, 577.319463384, 567.0329839369999, 548.150233068, 550.985815957, 584.62667189, 577.694317553, 583.93601293, 592.44768811, 578.539930788, 587.99075836, 564.153172522, 572.781105274, 561.100977023, 561.91103918, 546.645135499, 537.671333742, 571.937710518, 559.381122239, 568.489006825, 562.415984156, 555.25981669, 549.508481154, 540.617191218, 545.12255162, 539.649494743, 513.351348413, 500.345609751, 520.719010105, 550.984511878, 536.7046873730001, 548.72309682, 527.331528005, 516.779712569, 538.9439372740001, 504.95074821699995, 557.665498374, 569.998305765, 552.994667014, 502.74503479, 518.479629173, 567.4082093630001, 565.767952305, 569.136167806, 558.175524029, 541.0205903240001, 532.331263596, 518.443605052, 569.453713119, 549.806410224, 527.542224199, 514.025671239, 537.609188218, 545.1348111169999, 529.3567307330001, 536.976970681, 533.651936324, 512.642021451, 500.231025731, 478.598741491, 500.01834739099996, 487.45404472300004, 484.485073349, 508.83073086400003, 508.91927534300004, 503.826394862, 508.85457465900004, 522.851461865, 529.664689073, 522.5400348769999, 506.42656054300005, 495.321978206, 461.612617236, 474.495861507, 470.028055592, 506.453588827, 493.119752206, 497.69690256, 499.17950440699997, 502.57099865199996, 496.49917057199997, 491.862022751, 498.122316343, 478.958586485, 479.64642235199995, 495.45067334, 514.527714136, 493.85221974, 499.964411756, 488.66872548099997, 502.926250943, 499.65987237699994, 501.276608614, 486.863811773, 475.085062529, 495.080665632, 495.29923165300005, 445.67770919300006, 468.441309475, 458.77448394099997, 482.55083924300004, 483.243268451, 490.416523016, 487.496068894, 485.955376143, 491.167978569, 486.724278104, 470.46742232800005, 442.226969131, 430.751758795, 420.32173325900004, 427.742337966, 445.04743740699996, 458.45974688, 475.83692609800005, 488.57863148, 493.042160674, 472.35954501300006, 479.466940245, 438.73600034300006, 442.27945914199995, 447.050396796, 457.61855779300004, 470.11409234900003], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"FRCC\"}, {\"y\": [620.556217089, 581.39577169, 574.868403173, 595.566598764, 591.5758100840001, 592.3366249730001, 603.98366449, 612.5877866659999, 595.6875689880001, 568.098453766, 561.450453174, 559.741575855, 557.892939446, 548.125882825, 569.051566254, 572.84833636, 569.98994408, 590.485581443, 598.2802282719999, 592.730088079, 598.532115729, 603.389114625, 569.139348507, 560.003480424, 580.23974497, 571.280296895, 564.894858466, 528.12254381, 544.033554302, 577.699612744, 582.971021617, 592.617990106, 597.810143629, 584.85819846, 595.795207745, 589.487426647, 578.0110663090001, 575.703836769, 562.730531886, 551.916598252, 584.013098141, 578.89060326, 585.273225781, 581.104927347, 562.074234192, 564.626229502, 567.077414759, 553.96653717, 557.535628162, 567.1827292869999, 575.886114162, 544.719996495, 568.232825307, 577.940934488, 572.8706670480001, 580.640390541, 592.602421269, 584.553177098, 569.953124102, 565.465770705, 551.77721014, 574.270914146, 563.964609452, 547.012856296, 574.102344131, 582.051772317, 582.912102657, 589.308219381, 582.564935655, 581.776443287, 573.219758716, 578.319493079, 552.76932807, 569.682955994, 577.033975637, 572.417392587, 581.476274411, 576.723824135, 576.723127646, 577.29769703, 581.4570966580001, 582.1249880180001, 566.556854558, 562.659915628, 571.1435824380001, 575.3598464080001, 566.777333031, 553.091984395, 584.0735819180001, 577.090965781, 576.863845215, 574.954503854, 574.632366303, 550.300861603, 559.2365155909999, 539.3274101669999, 530.197794264, 524.4508291340001, 495.97117199699994, 503.652225887, 508.613009835, 539.5728134459999, 542.119012494, 547.0125772519999, 536.190611749, 517.74702494, 509.743732748, 515.800484834, 530.185271563, 524.870405575, 524.58660521, 517.441374515, 535.576122448, 562.812082865, 568.8098861230001, 566.08489165, 538.965972002, 522.3562007109999, 527.257505239, 534.593947395, 550.676960883, 533.201427816, 509.118533838, 507.555640295, 561.559886542, 567.102169598, 565.504315029, 558.624169681, 523.0004209719999, 491.415097595, 478.743694864, 473.997472805, 456.148117134, 461.062418443, 458.045224569, 465.82570399400004, 507.218240335, 519.023906373, 546.717677862, 522.6284127590001, 505.57047631800003, 485.09045437, 509.366007337, 486.689580745, 467.820591815, 463.192491639, 479.647387854, 475.561748565, 457.25946202, 501.85457447699997, 502.103920884, 509.179782606, 504.236790532, 478.24579685, 469.24633695, 461.59789855800005, 490.084537455, 508.417032333, 493.69751660000003, 461.470430987, 491.33596698699995, 515.620820423, 517.582606458, 517.364983713, 483.692280158, 444.492761305, 452.736948359, 444.19910745199996, 453.37140316800003, 494.40300603400004, 438.341082879, 396.06097518800004, 443.416098835, 492.01389719699995, 497.559899604, 496.34522747, 474.906053274, 415.480353044, 398.03642365699994, 363.25689555199995, 414.92884078199995, 405.760821857, 378.25905593, 378.35321191599996, 396.961423313, 472.712411329, 497.28601091, 487.094485189, 470.66535435, 430.372796026, 391.45224681300004, 436.872195033, 431.900206624, 391.12833710900003, 403.68089578900003], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"SERC\"}, {\"y\": [524.05232688, 537.933487293, 507.422959096, 514.8558490080001, 513.161711543, 497.72090279800005, 528.72510553, 516.483793409, 531.512434868, 542.176364109, 528.7070061530001, 503.74573514800005, 475.591157563, 474.300360916, 484.311152456, 443.193303935, 442.464728999, 412.12895715900004, 449.414627945, 485.33831886900003, 504.39084788099996, 512.599779679, 506.98053769800003, 500.626614544, 502.785603665, 490.775077848, 466.619424069, 436.96259350599996, 429.52417802900004, 436.906193956, 484.59008247099996, 491.043625342, 495.23248710900003, 501.772307875, 497.64238363699997, 482.786127402, 468.70331669300003, 472.023482268, 467.67611826300003, 458.323247434, 435.4918802, 442.00856937, 459.416676932, 480.516515539, 488.719318516, 505.026532174, 508.664904723, 482.687351486, 476.868554983, 469.18865446300003, 465.796926944, 452.338922691, 412.953875167, 437.144307822, 452.240348161, 473.1706165, 487.469753453, 500.941026997, 488.055132843, 476.617311314, 431.86675073699996, 426.29300662599996, 439.323267075, 387.228322349, 374.085800469, 382.18561689800003, 446.933581997, 460.111808483, 481.20579381699997, 490.47646033, 483.871727978, 462.172142091, 442.652914225, 463.193321311, 429.312553936, 408.556694784, 410.22880856, 448.17421983199995, 458.113756595, 474.69737495699997, 484.32192823199995, 496.77484759099997, 488.879355574, 480.60962250800003, 457.87508384, 459.86296105400004, 449.313087794, 427.223330336, 391.54045839099996, 381.09702779599996, 427.399779497, 458.14527943300004, 479.86556352599996, 485.452042179, 487.24202145, 469.166802388, 448.45928205, 456.889499376, 430.998902902, 370.947156437, 371.09047191, 357.79704106699995, 424.31016892300005, 459.71980306, 463.90706957599997, 482.591513544, 475.44141885, 464.059907501, 473.30527897, 459.126232917, 449.232638152, 431.421276883, 398.726172618, 354.887971449, 416.844340994, 444.4862035, 455.65010548, 459.854812395, 445.269104454, 437.17720983, 409.11445119300004, 377.40469281099996, 351.78745550300005, 321.81308946900003, 324.288779808, 337.786108182, 367.777265649, 420.04858891199996, 444.35452556, 436.532142487, 431.958212624, 432.78788347, 422.505525845, 423.731369319, 361.43911672, 334.450783759, 329.85423225700004, 354.805841521, 380.841409804, 419.15010740300005, 447.715010785, 468.640286299, 447.962396086, 409.80135182199996, 423.36477701800004, 430.521755366, 434.588859885, 371.269737845, 368.557282868, 394.722369758, 412.72419963, 441.329636035, 443.072461335, 449.697655643, 448.75401153, 442.754875959, 438.187122396, 448.42018046699997, 369.822654909, 349.17431376800005, 344.25617278, 356.563345211, 406.806480411, 436.941231621, 445.142949666, 444.86072316, 419.03196229400004, 411.19725413199996, 400.814119209, 355.84943400099996, 358.96824386599997, 362.147028584, 378.350576366, 416.73380188699997, 427.00434024699996, 430.431009066, 431.791201365, 440.12172172, 411.422614898, 408.04238450800005, 403.21772821400003, 349.245371938, 291.263432491, 275.30485688, 291.830826875, 353.177694611, 388.73459946400004, 405.236170221, 398.201513985, 396.656016494, 366.95773769199997, 382.13119818900003, 369.742044529, 342.600879461, 287.490586743], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"WECC\"}, {\"y\": [481.170158226, 443.618173626, 451.424135889, 387.58571920099996, 407.51680048599997, 408.55614543800004, 419.117526145, 454.020440507, 378.35693893300004, 383.27177594, 370.24590525199994, 378.89860836199995, 372.246795357, 364.400136841, 378.28509503699996, 364.53691478, 359.286924155, 380.527637399, 423.558171511, 432.622048268, 415.90270197, 411.171076389, 399.612879469, 413.65487346, 421.70311873099996, 437.23379428699997, 418.206617959, 408.846927658, 343.685771686, 389.560341065, 418.886804506, 436.46523938300004, 393.405025855, 405.530335965, 376.92790138199996, 394.922959368, 443.69504160699995, 411.25235617199996, 400.145287638, 404.86009730800004, 367.543775162, 391.42833001599996, 414.734956579, 401.56363153300003, 376.705460983, 362.80679786, 366.70217460199996, 380.328335095, 399.92856413199996, 372.60346902099997, 380.013710895, 384.899320419, 326.354548334, 390.07871795, 420.560859019, 428.35543630300003, 408.721979236, 395.80794414699994, 349.03336253599997, 395.987232693, 344.003028673, 341.891788205, 341.894340747, 322.981839336, 315.038195921, 352.627852391, 384.668764141, 375.62580249999996, 335.54665712900004, 356.035103779, 341.578132761, 332.51322681, 353.78430355300003, 386.111180349, 361.75263468400004, 359.323555232, 332.958371695, 352.891134734, 364.594338664, 375.33415548, 351.891879954, 332.082329136, 313.485573875, 337.612309871, 328.817879544, 324.591911684, 311.914850306, 325.250226845, 291.68836289999996, 336.075258089, 355.04896207699994, 328.028795493, 326.680977134, 322.544006125, 319.168196383, 309.628205534, 339.041482895, 302.976829425, 287.403398473, 266.690225017, 253.453107245, 271.139711222, 289.880768818, 313.569239838, 269.63114077299997, 278.161590902, 262.232493763, 303.995480176, 307.812043847, 299.878204332, 265.426452466, 263.507937952, 285.414195165, 314.539083039, 356.691526655, 341.008188658, 316.79573985, 257.075800313, 256.587943053, 293.392442627, 301.92331489, 288.722931954, 260.046191171, 270.08340967099997, 252.910478168, 272.24048560200004, 322.465545949, 299.404183009, 263.766048266, 253.59842299599998, 230.07476568400003, 228.670121497, 259.930409498, 233.838186737, 216.21856278, 216.43314778299998, 238.672932645, 269.008204094, 324.426396015, 305.184179845, 260.955205077, 264.493360694, 270.80844090700003, 244.67827919299998, 275.049805022, 279.750997814, 261.608085114, 226.57771173400002, 244.134596131, 248.08129014, 313.51780418, 250.34039796, 231.269158216, 203.465956183, 210.93516978099998, 265.489207438, 303.011413417, 286.934348885, 286.957296381, 242.924768575, 207.26165116599998, 239.50176178799998, 265.747010464, 243.86464462400002, 238.821808115, 216.09663671, 222.714515996, 213.774487988, 266.764274194, 330.048663806, 255.64469334900002, 199.634596873, 234.21992954799998, 226.233270625, 268.163955144, 266.024409084, 256.988772394, 247.009552767, 220.50285526599998, 201.469753833, 217.032353653, 212.72032136599998, 191.978595782, 227.29053680599998, 231.89038335599997, 247.83710038, 273.484399968, 282.899816105, 245.019035134, 205.530564693, 192.831219703, 224.577511087, 225.038000886, 216.169646747, 218.514860028], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"NPCC\"}], {}, {\"linkText\": \"Export to plot.ly\", \"showLink\": true})});</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['MRO', 'SPP', 'RFC', 'ERCOT', 'FRCC', 'SERC',\n",
    "         'WECC', 'NPCC']\n",
    "\n",
    "trace = []\n",
    "\n",
    "for region in order:\n",
    "    df = gen_index.loc[gen_index['region'] == region]\n",
    "    trace.append(go.Scatter(x=df['datetime'],\n",
    "                            y=df['index (g/kWh)'],\n",
    "                            name=region,\n",
    "                            mode='lines'))\n",
    "    \n",
    "\n",
    "iplot(trace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Look at FRCC and SPP\n",
    "\n",
    "These two regions are well-correlated with the original data, but uncorrelated once they are detrended. I think it's better to detrend because my question is asking if the regions tend to have high/low carbon intensity at the same times of the year. The correlated downward trend doesn't matter for this analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Without detrending the correlation is 0.84"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-07-18T16:26:21.701557",
     "start_time": "2017-07-18T16:26:21.647555"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "mode": "lines",
         "name": "FRCC",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          674.450152446,
          666.21383521,
          634.389042176,
          659.354507251,
          689.753227235,
          667.1384270230001,
          690.015048137,
          680.539651945,
          637.550884476,
          684.974568217,
          612.309828347,
          646.286245355,
          643.052916718,
          623.057064785,
          606.348892894,
          623.65607364,
          655.967830835,
          626.360069511,
          656.42809259,
          644.98474257,
          640.876401298,
          633.459565346,
          591.591372574,
          632.660193637,
          625.9328756780001,
          616.02403877,
          601.853191209,
          601.14983128,
          651.483990247,
          633.157734824,
          632.536516774,
          627.004825717,
          618.395181385,
          698.77073433,
          565.966623067,
          601.647450536,
          601.842108805,
          574.542671337,
          574.269696694,
          571.690559658,
          604.124175818,
          597.701287797,
          597.3600623980001,
          603.39509488,
          607.766625902,
          597.4814789559999,
          587.016497285,
          612.024221153,
          600.68599299,
          574.002156568,
          544.8161990780001,
          568.786013651,
          608.524218925,
          597.650843947,
          601.591481245,
          593.623715983,
          590.276525632,
          619.418098116,
          628.6016419690001,
          632.1153716030001,
          591.0022493490001,
          570.0736678769999,
          557.984812054,
          559.9712047840001,
          591.29934455,
          580.301414098,
          591.311197869,
          592.043595647,
          572.3509978569999,
          558.907031211,
          563.694777873,
          578.48217126,
          577.319463384,
          567.0329839369999,
          548.150233068,
          550.985815957,
          584.62667189,
          577.694317553,
          583.93601293,
          592.44768811,
          578.539930788,
          587.99075836,
          564.153172522,
          572.781105274,
          561.100977023,
          561.91103918,
          546.645135499,
          537.671333742,
          571.937710518,
          559.381122239,
          568.489006825,
          562.415984156,
          555.25981669,
          549.508481154,
          540.617191218,
          545.12255162,
          539.649494743,
          513.351348413,
          500.345609751,
          520.719010105,
          550.984511878,
          536.7046873730001,
          548.72309682,
          527.331528005,
          516.779712569,
          538.9439372740001,
          504.95074821699995,
          557.665498374,
          569.998305765,
          552.994667014,
          502.74503479,
          518.479629173,
          567.4082093630001,
          565.767952305,
          569.136167806,
          558.175524029,
          541.0205903240001,
          532.331263596,
          518.443605052,
          569.453713119,
          549.806410224,
          527.542224199,
          514.025671239,
          537.609188218,
          545.1348111169999,
          529.3567307330001,
          536.976970681,
          533.651936324,
          512.642021451,
          500.231025731,
          478.598741491,
          500.01834739099996,
          487.45404472300004,
          484.485073349,
          508.83073086400003,
          508.91927534300004,
          503.826394862,
          508.85457465900004,
          522.851461865,
          529.664689073,
          522.5400348769999,
          506.42656054300005,
          495.321978206,
          461.612617236,
          474.495861507,
          470.028055592,
          506.453588827,
          493.119752206,
          497.69690256,
          499.17950440699997,
          502.57099865199996,
          496.49917057199997,
          491.862022751,
          498.122316343,
          478.958586485,
          479.64642235199995,
          495.45067334,
          514.527714136,
          493.85221974,
          499.964411756,
          488.66872548099997,
          502.926250943,
          499.65987237699994,
          501.276608614,
          486.863811773,
          475.085062529,
          495.080665632,
          495.29923165300005,
          445.67770919300006,
          468.441309475,
          458.77448394099997,
          482.55083924300004,
          483.243268451,
          490.416523016,
          487.496068894,
          485.955376143,
          491.167978569,
          486.724278104,
          470.46742232800005,
          442.226969131,
          430.751758795,
          420.32173325900004,
          427.742337966,
          445.04743740699996,
          458.45974688,
          475.83692609800005,
          488.57863148,
          493.042160674,
          472.35954501300006,
          479.466940245,
          438.73600034300006,
          442.27945914199995,
          447.050396796,
          457.61855779300004,
          470.11409234900003
         ]
        },
        {
         "mode": "lines",
         "name": "SPP",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          854.394320396,
          800.611354798,
          778.1942627760001,
          791.658507334,
          798.3702947060001,
          811.6462528339999,
          800.3390870989999,
          814.881978988,
          828.73135717,
          801.3199674860001,
          833.750644283,
          833.9242433669999,
          855.742795042,
          832.192245569,
          843.778331595,
          887.223734441,
          831.7174550430001,
          807.5005062160001,
          809.09301097,
          790.0374988789999,
          806.2648255889999,
          844.436387102,
          880.565104602,
          882.9494031139999,
          867.462980226,
          843.11666931,
          849.4607795610001,
          818.68957195,
          827.0006282630001,
          812.3426379480001,
          795.4636204210001,
          779.4680006939999,
          821.963570249,
          885.7163000510001,
          1008.31343455,
          870.969567503,
          854.658117565,
          839.6793974130001,
          766.0458111060001,
          749.901377425,
          767.107594563,
          809.7301848889999,
          776.2380676189999,
          782.1467288739999,
          783.4250877530001,
          808.514216753,
          835.737884819,
          863.424526325,
          862.365933086,
          826.2133987410001,
          755.823024855,
          817.1456034910001,
          812.0996651360001,
          743.79228352,
          756.234272759,
          761.195027325,
          752.056388931,
          768.4293540739999,
          800.113788898,
          774.78403853,
          798.757984924,
          746.216630193,
          732.729767404,
          668.417311435,
          691.379242403,
          740.2504977230001,
          740.305339742,
          730.4095943919999,
          750.4853522239999,
          786.7156987000001,
          794.765732221,
          764.892577443,
          746.5590229139999,
          746.377931225,
          734.620153346,
          690.591589865,
          719.466847283,
          728.825515815,
          715.525798741,
          696.260630945,
          726.491971812,
          694.612594733,
          752.6856678260001,
          746.763544108,
          727.741141067,
          736.97885286,
          779.8197157989999,
          729.093913842,
          726.554334347,
          708.1181298619999,
          713.8582427539999,
          724.9074569019999,
          736.606656965,
          706.932683053,
          738.4636382130001,
          727.643746715,
          726.3491051960001,
          700.047139678,
          666.461071013,
          666.072137545,
          700.3548384119999,
          695.846943825,
          709.221945304,
          709.879917963,
          702.475358191,
          742.47880474,
          755.310272757,
          701.539424738,
          709.4343094010001,
          713.370646125,
          716.9782762230001,
          650.881009625,
          679.9182503430001,
          689.2802648730001,
          688.243184218,
          698.357300574,
          702.710781807,
          751.0253497460001,
          696.6377146169999,
          715.048199125,
          730.0890526669999,
          711.973196732,
          737.207488509,
          754.94457558,
          757.941416438,
          750.076476092,
          707.9206472569999,
          705.0291496689999,
          695.154542211,
          686.946839293,
          691.183062567,
          704.936482459,
          703.1999458939999,
          714.9003226689999,
          640.91442743,
          536.906375807,
          602.416901168,
          650.353250968,
          672.632233222,
          686.599603399,
          678.483864101,
          649.788067581,
          637.116300216,
          654.573949204,
          636.696257648,
          701.4466195560001,
          648.716308245,
          602.598019242,
          607.505606748,
          601.704323888,
          664.475039434,
          654.756494974,
          676.287017786,
          621.384448186,
          611.292606233,
          642.468232324,
          618.718021316,
          651.2902807830001,
          631.1531913,
          597.308894373,
          644.950027446,
          624.166742745,
          658.9952980109999,
          655.805773737,
          625.078002811,
          595.879570224,
          571.618021678,
          595.018722112,
          575.853276982,
          559.056597596,
          630.457911004,
          576.180135011,
          538.082792445,
          583.213026308,
          605.762126363,
          617.61175937,
          573.195720467,
          590.584008331,
          454.590648017,
          452.43829655,
          506.84716138199997,
          450.24876237,
          380.987516391,
          377.28174201800005,
          408.64103177199996,
          527.79831242,
          543.066641246,
          591.861741016,
          564.1673038519999,
          535.0431243859999,
          495.316594932,
          530.218217879,
          451.00613287,
          405.224675325,
          356.878315369
         ]
        }
       ],
       "layout": {}
      },
      "text/html": [
       "<div id=\"150a7f21-34b3-4a4f-a9db-bdac990380a0\" 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(\"150a7f21-34b3-4a4f-a9db-bdac990380a0\", [{\"y\": [674.450152446, 666.21383521, 634.389042176, 659.354507251, 689.753227235, 667.1384270230001, 690.015048137, 680.539651945, 637.550884476, 684.974568217, 612.309828347, 646.286245355, 643.052916718, 623.057064785, 606.348892894, 623.65607364, 655.967830835, 626.360069511, 656.42809259, 644.98474257, 640.876401298, 633.459565346, 591.591372574, 632.660193637, 625.9328756780001, 616.02403877, 601.853191209, 601.14983128, 651.483990247, 633.157734824, 632.536516774, 627.004825717, 618.395181385, 698.77073433, 565.966623067, 601.647450536, 601.842108805, 574.542671337, 574.269696694, 571.690559658, 604.124175818, 597.701287797, 597.3600623980001, 603.39509488, 607.766625902, 597.4814789559999, 587.016497285, 612.024221153, 600.68599299, 574.002156568, 544.8161990780001, 568.786013651, 608.524218925, 597.650843947, 601.591481245, 593.623715983, 590.276525632, 619.418098116, 628.6016419690001, 632.1153716030001, 591.0022493490001, 570.0736678769999, 557.984812054, 559.9712047840001, 591.29934455, 580.301414098, 591.311197869, 592.043595647, 572.3509978569999, 558.907031211, 563.694777873, 578.48217126, 577.319463384, 567.0329839369999, 548.150233068, 550.985815957, 584.62667189, 577.694317553, 583.93601293, 592.44768811, 578.539930788, 587.99075836, 564.153172522, 572.781105274, 561.100977023, 561.91103918, 546.645135499, 537.671333742, 571.937710518, 559.381122239, 568.489006825, 562.415984156, 555.25981669, 549.508481154, 540.617191218, 545.12255162, 539.649494743, 513.351348413, 500.345609751, 520.719010105, 550.984511878, 536.7046873730001, 548.72309682, 527.331528005, 516.779712569, 538.9439372740001, 504.95074821699995, 557.665498374, 569.998305765, 552.994667014, 502.74503479, 518.479629173, 567.4082093630001, 565.767952305, 569.136167806, 558.175524029, 541.0205903240001, 532.331263596, 518.443605052, 569.453713119, 549.806410224, 527.542224199, 514.025671239, 537.609188218, 545.1348111169999, 529.3567307330001, 536.976970681, 533.651936324, 512.642021451, 500.231025731, 478.598741491, 500.01834739099996, 487.45404472300004, 484.485073349, 508.83073086400003, 508.91927534300004, 503.826394862, 508.85457465900004, 522.851461865, 529.664689073, 522.5400348769999, 506.42656054300005, 495.321978206, 461.612617236, 474.495861507, 470.028055592, 506.453588827, 493.119752206, 497.69690256, 499.17950440699997, 502.57099865199996, 496.49917057199997, 491.862022751, 498.122316343, 478.958586485, 479.64642235199995, 495.45067334, 514.527714136, 493.85221974, 499.964411756, 488.66872548099997, 502.926250943, 499.65987237699994, 501.276608614, 486.863811773, 475.085062529, 495.080665632, 495.29923165300005, 445.67770919300006, 468.441309475, 458.77448394099997, 482.55083924300004, 483.243268451, 490.416523016, 487.496068894, 485.955376143, 491.167978569, 486.724278104, 470.46742232800005, 442.226969131, 430.751758795, 420.32173325900004, 427.742337966, 445.04743740699996, 458.45974688, 475.83692609800005, 488.57863148, 493.042160674, 472.35954501300006, 479.466940245, 438.73600034300006, 442.27945914199995, 447.050396796, 457.61855779300004, 470.11409234900003], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"FRCC\"}, {\"y\": [854.394320396, 800.611354798, 778.1942627760001, 791.658507334, 798.3702947060001, 811.6462528339999, 800.3390870989999, 814.881978988, 828.73135717, 801.3199674860001, 833.750644283, 833.9242433669999, 855.742795042, 832.192245569, 843.778331595, 887.223734441, 831.7174550430001, 807.5005062160001, 809.09301097, 790.0374988789999, 806.2648255889999, 844.436387102, 880.565104602, 882.9494031139999, 867.462980226, 843.11666931, 849.4607795610001, 818.68957195, 827.0006282630001, 812.3426379480001, 795.4636204210001, 779.4680006939999, 821.963570249, 885.7163000510001, 1008.31343455, 870.969567503, 854.658117565, 839.6793974130001, 766.0458111060001, 749.901377425, 767.107594563, 809.7301848889999, 776.2380676189999, 782.1467288739999, 783.4250877530001, 808.514216753, 835.737884819, 863.424526325, 862.365933086, 826.2133987410001, 755.823024855, 817.1456034910001, 812.0996651360001, 743.79228352, 756.234272759, 761.195027325, 752.056388931, 768.4293540739999, 800.113788898, 774.78403853, 798.757984924, 746.216630193, 732.729767404, 668.417311435, 691.379242403, 740.2504977230001, 740.305339742, 730.4095943919999, 750.4853522239999, 786.7156987000001, 794.765732221, 764.892577443, 746.5590229139999, 746.377931225, 734.620153346, 690.591589865, 719.466847283, 728.825515815, 715.525798741, 696.260630945, 726.491971812, 694.612594733, 752.6856678260001, 746.763544108, 727.741141067, 736.97885286, 779.8197157989999, 729.093913842, 726.554334347, 708.1181298619999, 713.8582427539999, 724.9074569019999, 736.606656965, 706.932683053, 738.4636382130001, 727.643746715, 726.3491051960001, 700.047139678, 666.461071013, 666.072137545, 700.3548384119999, 695.846943825, 709.221945304, 709.879917963, 702.475358191, 742.47880474, 755.310272757, 701.539424738, 709.4343094010001, 713.370646125, 716.9782762230001, 650.881009625, 679.9182503430001, 689.2802648730001, 688.243184218, 698.357300574, 702.710781807, 751.0253497460001, 696.6377146169999, 715.048199125, 730.0890526669999, 711.973196732, 737.207488509, 754.94457558, 757.941416438, 750.076476092, 707.9206472569999, 705.0291496689999, 695.154542211, 686.946839293, 691.183062567, 704.936482459, 703.1999458939999, 714.9003226689999, 640.91442743, 536.906375807, 602.416901168, 650.353250968, 672.632233222, 686.599603399, 678.483864101, 649.788067581, 637.116300216, 654.573949204, 636.696257648, 701.4466195560001, 648.716308245, 602.598019242, 607.505606748, 601.704323888, 664.475039434, 654.756494974, 676.287017786, 621.384448186, 611.292606233, 642.468232324, 618.718021316, 651.2902807830001, 631.1531913, 597.308894373, 644.950027446, 624.166742745, 658.9952980109999, 655.805773737, 625.078002811, 595.879570224, 571.618021678, 595.018722112, 575.853276982, 559.056597596, 630.457911004, 576.180135011, 538.082792445, 583.213026308, 605.762126363, 617.61175937, 573.195720467, 590.584008331, 454.590648017, 452.43829655, 506.84716138199997, 450.24876237, 380.987516391, 377.28174201800005, 408.64103177199996, 527.79831242, 543.066641246, 591.861741016, 564.1673038519999, 535.0431243859999, 495.316594932, 530.218217879, 451.00613287, 405.224675325, 356.878315369], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"SPP\"}], {}, {\"linkText\": \"Export to plot.ly\", \"showLink\": true})});</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<div id=\"150a7f21-34b3-4a4f-a9db-bdac990380a0\" 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(\"150a7f21-34b3-4a4f-a9db-bdac990380a0\", [{\"y\": [674.450152446, 666.21383521, 634.389042176, 659.354507251, 689.753227235, 667.1384270230001, 690.015048137, 680.539651945, 637.550884476, 684.974568217, 612.309828347, 646.286245355, 643.052916718, 623.057064785, 606.348892894, 623.65607364, 655.967830835, 626.360069511, 656.42809259, 644.98474257, 640.876401298, 633.459565346, 591.591372574, 632.660193637, 625.9328756780001, 616.02403877, 601.853191209, 601.14983128, 651.483990247, 633.157734824, 632.536516774, 627.004825717, 618.395181385, 698.77073433, 565.966623067, 601.647450536, 601.842108805, 574.542671337, 574.269696694, 571.690559658, 604.124175818, 597.701287797, 597.3600623980001, 603.39509488, 607.766625902, 597.4814789559999, 587.016497285, 612.024221153, 600.68599299, 574.002156568, 544.8161990780001, 568.786013651, 608.524218925, 597.650843947, 601.591481245, 593.623715983, 590.276525632, 619.418098116, 628.6016419690001, 632.1153716030001, 591.0022493490001, 570.0736678769999, 557.984812054, 559.9712047840001, 591.29934455, 580.301414098, 591.311197869, 592.043595647, 572.3509978569999, 558.907031211, 563.694777873, 578.48217126, 577.319463384, 567.0329839369999, 548.150233068, 550.985815957, 584.62667189, 577.694317553, 583.93601293, 592.44768811, 578.539930788, 587.99075836, 564.153172522, 572.781105274, 561.100977023, 561.91103918, 546.645135499, 537.671333742, 571.937710518, 559.381122239, 568.489006825, 562.415984156, 555.25981669, 549.508481154, 540.617191218, 545.12255162, 539.649494743, 513.351348413, 500.345609751, 520.719010105, 550.984511878, 536.7046873730001, 548.72309682, 527.331528005, 516.779712569, 538.9439372740001, 504.95074821699995, 557.665498374, 569.998305765, 552.994667014, 502.74503479, 518.479629173, 567.4082093630001, 565.767952305, 569.136167806, 558.175524029, 541.0205903240001, 532.331263596, 518.443605052, 569.453713119, 549.806410224, 527.542224199, 514.025671239, 537.609188218, 545.1348111169999, 529.3567307330001, 536.976970681, 533.651936324, 512.642021451, 500.231025731, 478.598741491, 500.01834739099996, 487.45404472300004, 484.485073349, 508.83073086400003, 508.91927534300004, 503.826394862, 508.85457465900004, 522.851461865, 529.664689073, 522.5400348769999, 506.42656054300005, 495.321978206, 461.612617236, 474.495861507, 470.028055592, 506.453588827, 493.119752206, 497.69690256, 499.17950440699997, 502.57099865199996, 496.49917057199997, 491.862022751, 498.122316343, 478.958586485, 479.64642235199995, 495.45067334, 514.527714136, 493.85221974, 499.964411756, 488.66872548099997, 502.926250943, 499.65987237699994, 501.276608614, 486.863811773, 475.085062529, 495.080665632, 495.29923165300005, 445.67770919300006, 468.441309475, 458.77448394099997, 482.55083924300004, 483.243268451, 490.416523016, 487.496068894, 485.955376143, 491.167978569, 486.724278104, 470.46742232800005, 442.226969131, 430.751758795, 420.32173325900004, 427.742337966, 445.04743740699996, 458.45974688, 475.83692609800005, 488.57863148, 493.042160674, 472.35954501300006, 479.466940245, 438.73600034300006, 442.27945914199995, 447.050396796, 457.61855779300004, 470.11409234900003], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"FRCC\"}, {\"y\": [854.394320396, 800.611354798, 778.1942627760001, 791.658507334, 798.3702947060001, 811.6462528339999, 800.3390870989999, 814.881978988, 828.73135717, 801.3199674860001, 833.750644283, 833.9242433669999, 855.742795042, 832.192245569, 843.778331595, 887.223734441, 831.7174550430001, 807.5005062160001, 809.09301097, 790.0374988789999, 806.2648255889999, 844.436387102, 880.565104602, 882.9494031139999, 867.462980226, 843.11666931, 849.4607795610001, 818.68957195, 827.0006282630001, 812.3426379480001, 795.4636204210001, 779.4680006939999, 821.963570249, 885.7163000510001, 1008.31343455, 870.969567503, 854.658117565, 839.6793974130001, 766.0458111060001, 749.901377425, 767.107594563, 809.7301848889999, 776.2380676189999, 782.1467288739999, 783.4250877530001, 808.514216753, 835.737884819, 863.424526325, 862.365933086, 826.2133987410001, 755.823024855, 817.1456034910001, 812.0996651360001, 743.79228352, 756.234272759, 761.195027325, 752.056388931, 768.4293540739999, 800.113788898, 774.78403853, 798.757984924, 746.216630193, 732.729767404, 668.417311435, 691.379242403, 740.2504977230001, 740.305339742, 730.4095943919999, 750.4853522239999, 786.7156987000001, 794.765732221, 764.892577443, 746.5590229139999, 746.377931225, 734.620153346, 690.591589865, 719.466847283, 728.825515815, 715.525798741, 696.260630945, 726.491971812, 694.612594733, 752.6856678260001, 746.763544108, 727.741141067, 736.97885286, 779.8197157989999, 729.093913842, 726.554334347, 708.1181298619999, 713.8582427539999, 724.9074569019999, 736.606656965, 706.932683053, 738.4636382130001, 727.643746715, 726.3491051960001, 700.047139678, 666.461071013, 666.072137545, 700.3548384119999, 695.846943825, 709.221945304, 709.879917963, 702.475358191, 742.47880474, 755.310272757, 701.539424738, 709.4343094010001, 713.370646125, 716.9782762230001, 650.881009625, 679.9182503430001, 689.2802648730001, 688.243184218, 698.357300574, 702.710781807, 751.0253497460001, 696.6377146169999, 715.048199125, 730.0890526669999, 711.973196732, 737.207488509, 754.94457558, 757.941416438, 750.076476092, 707.9206472569999, 705.0291496689999, 695.154542211, 686.946839293, 691.183062567, 704.936482459, 703.1999458939999, 714.9003226689999, 640.91442743, 536.906375807, 602.416901168, 650.353250968, 672.632233222, 686.599603399, 678.483864101, 649.788067581, 637.116300216, 654.573949204, 636.696257648, 701.4466195560001, 648.716308245, 602.598019242, 607.505606748, 601.704323888, 664.475039434, 654.756494974, 676.287017786, 621.384448186, 611.292606233, 642.468232324, 618.718021316, 651.2902807830001, 631.1531913, 597.308894373, 644.950027446, 624.166742745, 658.9952980109999, 655.805773737, 625.078002811, 595.879570224, 571.618021678, 595.018722112, 575.853276982, 559.056597596, 630.457911004, 576.180135011, 538.082792445, 583.213026308, 605.762126363, 617.61175937, 573.195720467, 590.584008331, 454.590648017, 452.43829655, 506.84716138199997, 450.24876237, 380.987516391, 377.28174201800005, 408.64103177199996, 527.79831242, 543.066641246, 591.861741016, 564.1673038519999, 535.0431243859999, 495.316594932, 530.218217879, 451.00613287, 405.224675325, 356.878315369], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"SPP\"}], {}, {\"linkText\": \"Export to plot.ly\", \"showLink\": true})});</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['FRCC', 'SPP']\n",
    "trace = []\n",
    "\n",
    "for region in order:\n",
    "    df = gen_index.loc[gen_index['region'] == region]\n",
    "    trace.append(go.Scatter(x=df['datetime'],\n",
    "                            y=df['index (g/kWh)'],\n",
    "                            name=region,\n",
    "                            mode='lines'))\n",
    "\n",
    "iplot(trace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### With detrending the correlation is 0.03"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-07-18T16:27:20.209262",
     "start_time": "2017-07-18T16:27:20.125957"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "mode": "lines",
         "name": "FRCC",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          23.92516906288347,
          16.720216388448648,
          -14.073212083986164,
          11.923617552579117,
          43.35370209814437,
          21.77026644770956,
          45.67825212327466,
          37.23422049283988,
          -4.72318241459493,
          43.73186588797023,
          -27.90150942046455,
          7.106272149100619,
          4.904308073665902,
          -14.060179297768968,
          -29.736986627203805,
          -11.39844131963855,
          21.94468043692666,
          -6.631716325508137,
          24.467671315057032,
          14.055685856622176,
          10.978709146187384,
          4.593237755752625,
          -36.243590454682135,
          5.856595169883008,
          0.16064177244822986,
          -8.716830573986613,
          -21.856313573421403,
          -21.528308940856277,
          29.8372145877089,
          12.542323726274162,
          12.952470237839407,
          8.452143742404587,
          0.8738639719697403,
          82.28078147853489,
          -49.49196522289981,
          -12.779773192334687,
          -11.553750361769517,
          -37.8218232682043,
          -37.063433349639126,
          -38.61120582407386,
          -5.146225102508652,
          -10.537748561943545,
          -9.847609399378257,
          -2.781212355813068,
          2.6216832277521007,
          -6.632099156682784,
          -16.065716266117533,
          9.973372163447607,
          -0.3334914379870497,
          -25.985963298421893,
          -54.14055622685669,
          -29.139377092291625,
          11.63019274327371,
          1.7881823268388644,
          6.76018418640399,
          -0.1762165140307843,
          -2.4920423034656096,
          27.680894742099667,
          37.8958031566649,
          42.44089735223008,
          2.3591396597952325,
          -17.53807725063973,
          -28.59556851207435,
          -25.577811220509147,
          6.781693107055958,
          -3.1848727833788644,
          8.856275549186421,
          10.62003788875154,
          -8.041195339683327,
          -20.45379742411808,
          -14.634686200552778,
          1.184071748012343,
          1.0527284335774993,
          -8.202386451857365,
          -26.053772759292087,
          -22.186825308726952,
          12.485395185838343,
          6.5844054104035195,
          13.857465348968617,
          23.400505090533784,
          10.524112330099115,
          21.006304463664264,
          -1.7999168127705616,
          7.8593805007946,
          -2.7893831886401586,
          -0.9479564700749279,
          -15.1824955895097,
          -23.124932784944576,
          12.172808552620609,
          0.6475848351858531,
          10.78683398275109,
          5.745175875316249,
          -0.37962702911863744,
          -5.09959800355341,
          -12.959523377988148,
          -7.422798414423028,
          -11.864490729857835,
          -37.131272498292674,
          -49.10564659872739,
          -27.70088168316215,
          3.5959846514030005,
          -9.652475292031795,
          3.397298716533328,
          -16.962905536901417,
          -26.483356411336217,
          -3.28776714477101,
          -36.24959164020595,
          17.49652307835936,
          30.860695030924603,
          14.888420841489733,
          -34.329846820945136,
          -17.56388787637991,
          32.39605687518542,
          31.787164378750504,
          36.18674444131568,
          26.25746522588088,
          10.1338960824462,
          2.475933916011286,
          -10.380360066423577,
          41.661112562141625,
          23.045174228706856,
          1.8123527652720668,
          -10.672835633162777,
          13.942045907402417,
          22.499033367967513,
          7.7523175455329465,
          16.403922055098064,
          14.110252259663184,
          -5.868298051771603,
          -17.24792921020645,
          -37.84884888864116,
          -15.397878427076023,
          -26.93081653351078,
          -28.868423345945644,
          -3.491401269380333,
          -2.371492228815157,
          -6.433008148250053,
          -0.37346378968481986,
          14.654787977880403,
          22.499379747445573,
          16.40609011301069,
          1.3239803405759858,
          -8.749237434858912,
          -41.42723384329366,
          -27.51262501072847,
          -30.949066364163286,
          6.507831432401872,
          -5.794640627032891,
          -0.18612571146763912,
          2.3278406970974856,
          6.750699503662645,
          1.7102359852278255,
          -1.8955472742069333,
          5.396110879358332,
          -12.736254417076509,
          -11.017053988511407,
          5.818561561053855,
          25.926966918619087,
          6.28283708418428,
          13.426393661749444,
          3.1620719483145763,
          18.45096197187985,
          16.215947967445004,
          18.864048766010228,
          5.4826164865754095,
          -5.264768195859347,
          15.76219946870583,
          17.012130051271072,
          -31.578027847163753,
          -7.783063003598613,
          -16.41852397603344,
          8.389195887531855,
          10.112989657096989,
          18.317608783662138,
          16.428519223227397,
          15.919191033792572,
          22.163158021357788,
          18.75082211792295,
          3.525330903488168,
          -23.683757731946685,
          -34.12760350638143,
          -43.526264480816224,
          -35.074295212251116,
          -16.737831209685908,
          -2.294157175120688,
          16.114386604444576,
          29.88745654800971,
          35.38235030357487,
          15.73109920414015,
          23.869858997705308,
          -15.829716342729455,
          -11.254892982164392,
          -5.452590766599144,
          6.146934791966089,
          19.67383390953131
         ]
        },
        {
         "mode": "lines",
         "name": "SPP",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          -18.932231599482407,
          -70.9990163084999,
          -91.69992744151739,
          -76.51950199453495,
          -68.0915337335523,
          -53.09939471656992,
          -62.69037956258751,
          -46.431306784604885,
          -30.86574771362234,
          -56.56095650863983,
          -22.414098822657365,
          -20.524318849674955,
          3.010413714307674,
          -18.82395486970995,
          -5.5216879547273265,
          39.63989578025519,
          -14.150202728762338,
          -36.65097066677981,
          -33.34228502379733,
          -50.68161622581488,
          -32.73810862683251,
          7.149633775150164,
          44.99453216413269,
          49.09501156511499,
          35.32476956609764,
          12.694639539080185,
          20.754930679062795,
          -8.30009604295492,
          1.727141159027724,
          -11.214668266989747,
          -26.3775049050073,
          -40.656943743024954,
          3.55480670095767,
          69.02371739194018,
          193.33703277992265,
          57.70934662190518,
          43.11407757288771,
          29.851538309870193,
          -42.065867108147245,
          -56.49411990016483,
          -37.57172187318224,
          6.767049341800089,
          -25.00888703921737,
          -17.384044895234865,
          -14.389505127252278,
          12.415804761730215,
          41.35565371671271,
          70.75847611169513,
          71.41606376167772,
          36.97971030566032,
          -31.694482691357393,
          31.34427683362526,
          28.014519367607818,
          -38.576681359409804,
          -24.418511231427374,
          -17.741575776444847,
          -25.164033281462252,
          -7.074887249479957,
          26.32572846350274,
          2.7121589844851997,
          28.40228626746773,
          -22.422887574549804,
          -34.19356947456731,
          -96.78984455458476,
          -72.11173269760229,
          -21.52429648861971,
          -19.753273580637256,
          -27.932838041654804,
          -6.140899320672361,
          31.80562804431031,
          41.57184245429278,
          13.414868565275242,
          -3.202505074742362,
          -1.6674158747597403,
          -11.70901286477715,
          -54.021395456794835,
          -23.429957149812253,
          -12.355107728829694,
          -23.938643913847272,
          -41.48763082086475,
          -9.540109064882245,
          -39.70330525489965,
          20.085948727082837,
          15.880005898065292,
          -1.4262162539522478,
          9.52767642803019,
          54.0847202560127,
          5.075099187995306,
          4.251700581977843,
          -12.468323014039811,
          -5.012029233057319,
          7.753365803925249,
          21.168746755907705,
          -6.789046267109711,
          26.4580897818729,
          17.354379172855374,
          17.77591854283787,
          -6.809866086179682,
          -38.67975386219712,
          -37.3525064412147,
          -1.353624685232262,
          -4.145338383249623,
          10.945843984732846,
          13.31999753271532,
          7.631618649697884,
          49.35124608768035,
          63.89889499366279,
          11.844227863645301,
          21.45529341562792,
          27.1078110286104,
          32.43162201559289,
          -31.949463693424605,
          -1.1960420864421621,
          9.882153332540383,
          10.56125356652285,
          22.39155081150534,
          28.4612129334879,
          78.4919617614704,
          25.820507521452782,
          45.947172918435285,
          62.70420734941774,
          46.30453230340038,
          73.25500496938287,
          92.70827292936542,
          97.42129467634788,
          91.2725352193304,
          50.832887273312735,
          49.65757057429528,
          41.49914400527791,
          35.00762197626045,
          40.96002613924293,
          56.42962692022536,
          56.409271244207844,
          69.82582890819026,
          -2.443885441827092,
          -104.73575617584459,
          -37.50904992586209,
          12.143480763120465,
          36.13864390610286,
          51.82219497208541,
          45.42263656306784,
          18.44302093205033,
          7.487434456032929,
          26.661264333015424,
          10.499753665998014,
          76.9662964629805,
          25.952166040962993,
          -18.44994207305467,
          -11.82617367807211,
          -15.911275649089589,
          48.575620785892966,
          40.573257214875525,
          63.819960915857905,
          10.633572204840448,
          2.2579111408228982,
          35.14971812080546,
          13.11568800178793,
          47.40412835777056,
          28.983219763753027,
          -3.144896274264511,
          46.212417687718016,
          27.145313875700367,
          63.69005003068287,
          62.216706645665454,
          33.20511660864804,
          5.722864910630506,
          -16.822502746387045,
          8.294378576595363,
          -9.154885664422068,
          -24.235384161439583,
          48.88211013554303,
          -3.679484968474526,
          -40.06064664549194,
          6.785768106490536,
          31.051049050472898,
          44.6168629464554,
          1.917004932437976,
          21.02147368542046,
          -113.25570573959698,
          -113.6918763176144,
          -57.56683059663203,
          -112.44904871964957,
          -179.99411380966706,
          -181.98370729368446,
          -148.908236650702,
          -28.034775113719434,
          -11.050265398736997,
          39.46101526024552,
          13.48275898522786,
          -13.925239591789591,
          -51.935588156807,
          -15.317784320824444,
          -92.81368844084193,
          -136.87896509685947,
          -183.50914416387695
         ]
        }
       ],
       "layout": {}
      },
      "text/html": [
       "<div id=\"3a30dff8-d989-497c-8aee-1655db4b86ed\" 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(\"3a30dff8-d989-497c-8aee-1655db4b86ed\", [{\"y\": [23.92516906288347, 16.720216388448648, -14.073212083986164, 11.923617552579117, 43.35370209814437, 21.77026644770956, 45.67825212327466, 37.23422049283988, -4.72318241459493, 43.73186588797023, -27.90150942046455, 7.106272149100619, 4.904308073665902, -14.060179297768968, -29.736986627203805, -11.39844131963855, 21.94468043692666, -6.631716325508137, 24.467671315057032, 14.055685856622176, 10.978709146187384, 4.593237755752625, -36.243590454682135, 5.856595169883008, 0.16064177244822986, -8.716830573986613, -21.856313573421403, -21.528308940856277, 29.8372145877089, 12.542323726274162, 12.952470237839407, 8.452143742404587, 0.8738639719697403, 82.28078147853489, -49.49196522289981, -12.779773192334687, -11.553750361769517, -37.8218232682043, -37.063433349639126, -38.61120582407386, -5.146225102508652, -10.537748561943545, -9.847609399378257, -2.781212355813068, 2.6216832277521007, -6.632099156682784, -16.065716266117533, 9.973372163447607, -0.3334914379870497, -25.985963298421893, -54.14055622685669, -29.139377092291625, 11.63019274327371, 1.7881823268388644, 6.76018418640399, -0.1762165140307843, -2.4920423034656096, 27.680894742099667, 37.8958031566649, 42.44089735223008, 2.3591396597952325, -17.53807725063973, -28.59556851207435, -25.577811220509147, 6.781693107055958, -3.1848727833788644, 8.856275549186421, 10.62003788875154, -8.041195339683327, -20.45379742411808, -14.634686200552778, 1.184071748012343, 1.0527284335774993, -8.202386451857365, -26.053772759292087, -22.186825308726952, 12.485395185838343, 6.5844054104035195, 13.857465348968617, 23.400505090533784, 10.524112330099115, 21.006304463664264, -1.7999168127705616, 7.8593805007946, -2.7893831886401586, -0.9479564700749279, -15.1824955895097, -23.124932784944576, 12.172808552620609, 0.6475848351858531, 10.78683398275109, 5.745175875316249, -0.37962702911863744, -5.09959800355341, -12.959523377988148, -7.422798414423028, -11.864490729857835, -37.131272498292674, -49.10564659872739, -27.70088168316215, 3.5959846514030005, -9.652475292031795, 3.397298716533328, -16.962905536901417, -26.483356411336217, -3.28776714477101, -36.24959164020595, 17.49652307835936, 30.860695030924603, 14.888420841489733, -34.329846820945136, -17.56388787637991, 32.39605687518542, 31.787164378750504, 36.18674444131568, 26.25746522588088, 10.1338960824462, 2.475933916011286, -10.380360066423577, 41.661112562141625, 23.045174228706856, 1.8123527652720668, -10.672835633162777, 13.942045907402417, 22.499033367967513, 7.7523175455329465, 16.403922055098064, 14.110252259663184, -5.868298051771603, -17.24792921020645, -37.84884888864116, -15.397878427076023, -26.93081653351078, -28.868423345945644, -3.491401269380333, -2.371492228815157, -6.433008148250053, -0.37346378968481986, 14.654787977880403, 22.499379747445573, 16.40609011301069, 1.3239803405759858, -8.749237434858912, -41.42723384329366, -27.51262501072847, -30.949066364163286, 6.507831432401872, -5.794640627032891, -0.18612571146763912, 2.3278406970974856, 6.750699503662645, 1.7102359852278255, -1.8955472742069333, 5.396110879358332, -12.736254417076509, -11.017053988511407, 5.818561561053855, 25.926966918619087, 6.28283708418428, 13.426393661749444, 3.1620719483145763, 18.45096197187985, 16.215947967445004, 18.864048766010228, 5.4826164865754095, -5.264768195859347, 15.76219946870583, 17.012130051271072, -31.578027847163753, -7.783063003598613, -16.41852397603344, 8.389195887531855, 10.112989657096989, 18.317608783662138, 16.428519223227397, 15.919191033792572, 22.163158021357788, 18.75082211792295, 3.525330903488168, -23.683757731946685, -34.12760350638143, -43.526264480816224, -35.074295212251116, -16.737831209685908, -2.294157175120688, 16.114386604444576, 29.88745654800971, 35.38235030357487, 15.73109920414015, 23.869858997705308, -15.829716342729455, -11.254892982164392, -5.452590766599144, 6.146934791966089, 19.67383390953131], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"FRCC\"}, {\"y\": [-18.932231599482407, -70.9990163084999, -91.69992744151739, -76.51950199453495, -68.0915337335523, -53.09939471656992, -62.69037956258751, -46.431306784604885, -30.86574771362234, -56.56095650863983, -22.414098822657365, -20.524318849674955, 3.010413714307674, -18.82395486970995, -5.5216879547273265, 39.63989578025519, -14.150202728762338, -36.65097066677981, -33.34228502379733, -50.68161622581488, -32.73810862683251, 7.149633775150164, 44.99453216413269, 49.09501156511499, 35.32476956609764, 12.694639539080185, 20.754930679062795, -8.30009604295492, 1.727141159027724, -11.214668266989747, -26.3775049050073, -40.656943743024954, 3.55480670095767, 69.02371739194018, 193.33703277992265, 57.70934662190518, 43.11407757288771, 29.851538309870193, -42.065867108147245, -56.49411990016483, -37.57172187318224, 6.767049341800089, -25.00888703921737, -17.384044895234865, -14.389505127252278, 12.415804761730215, 41.35565371671271, 70.75847611169513, 71.41606376167772, 36.97971030566032, -31.694482691357393, 31.34427683362526, 28.014519367607818, -38.576681359409804, -24.418511231427374, -17.741575776444847, -25.164033281462252, -7.074887249479957, 26.32572846350274, 2.7121589844851997, 28.40228626746773, -22.422887574549804, -34.19356947456731, -96.78984455458476, -72.11173269760229, -21.52429648861971, -19.753273580637256, -27.932838041654804, -6.140899320672361, 31.80562804431031, 41.57184245429278, 13.414868565275242, -3.202505074742362, -1.6674158747597403, -11.70901286477715, -54.021395456794835, -23.429957149812253, -12.355107728829694, -23.938643913847272, -41.48763082086475, -9.540109064882245, -39.70330525489965, 20.085948727082837, 15.880005898065292, -1.4262162539522478, 9.52767642803019, 54.0847202560127, 5.075099187995306, 4.251700581977843, -12.468323014039811, -5.012029233057319, 7.753365803925249, 21.168746755907705, -6.789046267109711, 26.4580897818729, 17.354379172855374, 17.77591854283787, -6.809866086179682, -38.67975386219712, -37.3525064412147, -1.353624685232262, -4.145338383249623, 10.945843984732846, 13.31999753271532, 7.631618649697884, 49.35124608768035, 63.89889499366279, 11.844227863645301, 21.45529341562792, 27.1078110286104, 32.43162201559289, -31.949463693424605, -1.1960420864421621, 9.882153332540383, 10.56125356652285, 22.39155081150534, 28.4612129334879, 78.4919617614704, 25.820507521452782, 45.947172918435285, 62.70420734941774, 46.30453230340038, 73.25500496938287, 92.70827292936542, 97.42129467634788, 91.2725352193304, 50.832887273312735, 49.65757057429528, 41.49914400527791, 35.00762197626045, 40.96002613924293, 56.42962692022536, 56.409271244207844, 69.82582890819026, -2.443885441827092, -104.73575617584459, -37.50904992586209, 12.143480763120465, 36.13864390610286, 51.82219497208541, 45.42263656306784, 18.44302093205033, 7.487434456032929, 26.661264333015424, 10.499753665998014, 76.9662964629805, 25.952166040962993, -18.44994207305467, -11.82617367807211, -15.911275649089589, 48.575620785892966, 40.573257214875525, 63.819960915857905, 10.633572204840448, 2.2579111408228982, 35.14971812080546, 13.11568800178793, 47.40412835777056, 28.983219763753027, -3.144896274264511, 46.212417687718016, 27.145313875700367, 63.69005003068287, 62.216706645665454, 33.20511660864804, 5.722864910630506, -16.822502746387045, 8.294378576595363, -9.154885664422068, -24.235384161439583, 48.88211013554303, -3.679484968474526, -40.06064664549194, 6.785768106490536, 31.051049050472898, 44.6168629464554, 1.917004932437976, 21.02147368542046, -113.25570573959698, -113.6918763176144, -57.56683059663203, -112.44904871964957, -179.99411380966706, -181.98370729368446, -148.908236650702, -28.034775113719434, -11.050265398736997, 39.46101526024552, 13.48275898522786, -13.925239591789591, -51.935588156807, -15.317784320824444, -92.81368844084193, -136.87896509685947, -183.50914416387695], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"SPP\"}], {}, {\"linkText\": \"Export to plot.ly\", \"showLink\": true})});</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<div id=\"3a30dff8-d989-497c-8aee-1655db4b86ed\" 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(\"3a30dff8-d989-497c-8aee-1655db4b86ed\", [{\"y\": [23.92516906288347, 16.720216388448648, -14.073212083986164, 11.923617552579117, 43.35370209814437, 21.77026644770956, 45.67825212327466, 37.23422049283988, -4.72318241459493, 43.73186588797023, -27.90150942046455, 7.106272149100619, 4.904308073665902, -14.060179297768968, -29.736986627203805, -11.39844131963855, 21.94468043692666, -6.631716325508137, 24.467671315057032, 14.055685856622176, 10.978709146187384, 4.593237755752625, -36.243590454682135, 5.856595169883008, 0.16064177244822986, -8.716830573986613, -21.856313573421403, -21.528308940856277, 29.8372145877089, 12.542323726274162, 12.952470237839407, 8.452143742404587, 0.8738639719697403, 82.28078147853489, -49.49196522289981, -12.779773192334687, -11.553750361769517, -37.8218232682043, -37.063433349639126, -38.61120582407386, -5.146225102508652, -10.537748561943545, -9.847609399378257, -2.781212355813068, 2.6216832277521007, -6.632099156682784, -16.065716266117533, 9.973372163447607, -0.3334914379870497, -25.985963298421893, -54.14055622685669, -29.139377092291625, 11.63019274327371, 1.7881823268388644, 6.76018418640399, -0.1762165140307843, -2.4920423034656096, 27.680894742099667, 37.8958031566649, 42.44089735223008, 2.3591396597952325, -17.53807725063973, -28.59556851207435, -25.577811220509147, 6.781693107055958, -3.1848727833788644, 8.856275549186421, 10.62003788875154, -8.041195339683327, -20.45379742411808, -14.634686200552778, 1.184071748012343, 1.0527284335774993, -8.202386451857365, -26.053772759292087, -22.186825308726952, 12.485395185838343, 6.5844054104035195, 13.857465348968617, 23.400505090533784, 10.524112330099115, 21.006304463664264, -1.7999168127705616, 7.8593805007946, -2.7893831886401586, -0.9479564700749279, -15.1824955895097, -23.124932784944576, 12.172808552620609, 0.6475848351858531, 10.78683398275109, 5.745175875316249, -0.37962702911863744, -5.09959800355341, -12.959523377988148, -7.422798414423028, -11.864490729857835, -37.131272498292674, -49.10564659872739, -27.70088168316215, 3.5959846514030005, -9.652475292031795, 3.397298716533328, -16.962905536901417, -26.483356411336217, -3.28776714477101, -36.24959164020595, 17.49652307835936, 30.860695030924603, 14.888420841489733, -34.329846820945136, -17.56388787637991, 32.39605687518542, 31.787164378750504, 36.18674444131568, 26.25746522588088, 10.1338960824462, 2.475933916011286, -10.380360066423577, 41.661112562141625, 23.045174228706856, 1.8123527652720668, -10.672835633162777, 13.942045907402417, 22.499033367967513, 7.7523175455329465, 16.403922055098064, 14.110252259663184, -5.868298051771603, -17.24792921020645, -37.84884888864116, -15.397878427076023, -26.93081653351078, -28.868423345945644, -3.491401269380333, -2.371492228815157, -6.433008148250053, -0.37346378968481986, 14.654787977880403, 22.499379747445573, 16.40609011301069, 1.3239803405759858, -8.749237434858912, -41.42723384329366, -27.51262501072847, -30.949066364163286, 6.507831432401872, -5.794640627032891, -0.18612571146763912, 2.3278406970974856, 6.750699503662645, 1.7102359852278255, -1.8955472742069333, 5.396110879358332, -12.736254417076509, -11.017053988511407, 5.818561561053855, 25.926966918619087, 6.28283708418428, 13.426393661749444, 3.1620719483145763, 18.45096197187985, 16.215947967445004, 18.864048766010228, 5.4826164865754095, -5.264768195859347, 15.76219946870583, 17.012130051271072, -31.578027847163753, -7.783063003598613, -16.41852397603344, 8.389195887531855, 10.112989657096989, 18.317608783662138, 16.428519223227397, 15.919191033792572, 22.163158021357788, 18.75082211792295, 3.525330903488168, -23.683757731946685, -34.12760350638143, -43.526264480816224, -35.074295212251116, -16.737831209685908, -2.294157175120688, 16.114386604444576, 29.88745654800971, 35.38235030357487, 15.73109920414015, 23.869858997705308, -15.829716342729455, -11.254892982164392, -5.452590766599144, 6.146934791966089, 19.67383390953131], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"FRCC\"}, {\"y\": [-18.932231599482407, -70.9990163084999, -91.69992744151739, -76.51950199453495, -68.0915337335523, -53.09939471656992, -62.69037956258751, -46.431306784604885, -30.86574771362234, -56.56095650863983, -22.414098822657365, -20.524318849674955, 3.010413714307674, -18.82395486970995, -5.5216879547273265, 39.63989578025519, -14.150202728762338, -36.65097066677981, -33.34228502379733, -50.68161622581488, -32.73810862683251, 7.149633775150164, 44.99453216413269, 49.09501156511499, 35.32476956609764, 12.694639539080185, 20.754930679062795, -8.30009604295492, 1.727141159027724, -11.214668266989747, -26.3775049050073, -40.656943743024954, 3.55480670095767, 69.02371739194018, 193.33703277992265, 57.70934662190518, 43.11407757288771, 29.851538309870193, -42.065867108147245, -56.49411990016483, -37.57172187318224, 6.767049341800089, -25.00888703921737, -17.384044895234865, -14.389505127252278, 12.415804761730215, 41.35565371671271, 70.75847611169513, 71.41606376167772, 36.97971030566032, -31.694482691357393, 31.34427683362526, 28.014519367607818, -38.576681359409804, -24.418511231427374, -17.741575776444847, -25.164033281462252, -7.074887249479957, 26.32572846350274, 2.7121589844851997, 28.40228626746773, -22.422887574549804, -34.19356947456731, -96.78984455458476, -72.11173269760229, -21.52429648861971, -19.753273580637256, -27.932838041654804, -6.140899320672361, 31.80562804431031, 41.57184245429278, 13.414868565275242, -3.202505074742362, -1.6674158747597403, -11.70901286477715, -54.021395456794835, -23.429957149812253, -12.355107728829694, -23.938643913847272, -41.48763082086475, -9.540109064882245, -39.70330525489965, 20.085948727082837, 15.880005898065292, -1.4262162539522478, 9.52767642803019, 54.0847202560127, 5.075099187995306, 4.251700581977843, -12.468323014039811, -5.012029233057319, 7.753365803925249, 21.168746755907705, -6.789046267109711, 26.4580897818729, 17.354379172855374, 17.77591854283787, -6.809866086179682, -38.67975386219712, -37.3525064412147, -1.353624685232262, -4.145338383249623, 10.945843984732846, 13.31999753271532, 7.631618649697884, 49.35124608768035, 63.89889499366279, 11.844227863645301, 21.45529341562792, 27.1078110286104, 32.43162201559289, -31.949463693424605, -1.1960420864421621, 9.882153332540383, 10.56125356652285, 22.39155081150534, 28.4612129334879, 78.4919617614704, 25.820507521452782, 45.947172918435285, 62.70420734941774, 46.30453230340038, 73.25500496938287, 92.70827292936542, 97.42129467634788, 91.2725352193304, 50.832887273312735, 49.65757057429528, 41.49914400527791, 35.00762197626045, 40.96002613924293, 56.42962692022536, 56.409271244207844, 69.82582890819026, -2.443885441827092, -104.73575617584459, -37.50904992586209, 12.143480763120465, 36.13864390610286, 51.82219497208541, 45.42263656306784, 18.44302093205033, 7.487434456032929, 26.661264333015424, 10.499753665998014, 76.9662964629805, 25.952166040962993, -18.44994207305467, -11.82617367807211, -15.911275649089589, 48.575620785892966, 40.573257214875525, 63.819960915857905, 10.633572204840448, 2.2579111408228982, 35.14971812080546, 13.11568800178793, 47.40412835777056, 28.983219763753027, -3.144896274264511, 46.212417687718016, 27.145313875700367, 63.69005003068287, 62.216706645665454, 33.20511660864804, 5.722864910630506, -16.822502746387045, 8.294378576595363, -9.154885664422068, -24.235384161439583, 48.88211013554303, -3.679484968474526, -40.06064664549194, 6.785768106490536, 31.051049050472898, 44.6168629464554, 1.917004932437976, 21.02147368542046, -113.25570573959698, -113.6918763176144, -57.56683059663203, -112.44904871964957, -179.99411380966706, -181.98370729368446, -148.908236650702, -28.034775113719434, -11.050265398736997, 39.46101526024552, 13.48275898522786, -13.925239591789591, -51.935588156807, -15.317784320824444, -92.81368844084193, -136.87896509685947, -183.50914416387695], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"SPP\"}], {}, {\"linkText\": \"Export to plot.ly\", \"showLink\": true})});</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['FRCC', 'SPP']\n",
    "trace = []\n",
    "\n",
    "for region in order:\n",
    "    df = gen_index.loc[gen_index['region'] == region]\n",
    "    trace.append(go.Scatter(x=df['datetime'],\n",
    "                            y=detrend(df['index (g/kWh)']),\n",
    "                            name=region,\n",
    "                            mode='lines'))\n",
    "\n",
    "iplot(trace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Look at ERCOT and SPP\n",
    "\n",
    "These two regions are well-correlated with the original and detrended data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Without detrending the correlation is 0.92"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-07-18T16:28:42.571076",
     "start_time": "2017-07-18T16:28:42.529753"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "mode": "lines",
         "name": "ERCOT",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          638.408118893,
          639.4970074940001,
          654.137302903,
          633.521538049,
          638.333358471,
          636.481359817,
          636.275772652,
          643.4893989880001,
          629.1413864269999,
          625.6831448190001,
          622.30728816,
          650.647580031,
          641.268620034,
          635.652878725,
          619.294430328,
          629.496919426,
          632.246479971,
          636.32069546,
          633.6770354930001,
          626.194701761,
          634.479488564,
          659.0792082930001,
          671.994080952,
          665.94278439,
          661.624696067,
          661.430975127,
          644.925536405,
          655.272673,
          666.2846240480001,
          664.1317464269999,
          643.606818266,
          623.112511072,
          628.89381409,
          650.5275604230001,
          635.6137108419999,
          642.811685624,
          634.813939692,
          618.322761519,
          588.5611026180001,
          625.449228785,
          605.581695747,
          601.240587356,
          602.141365895,
          603.969338665,
          603.5455186840001,
          600.18570625,
          600.278437307,
          621.555558098,
          619.442059118,
          616.52311995,
          603.6880911009999,
          592.7318039180001,
          608.296990831,
          593.175870444,
          595.178749819,
          590.698656669,
          601.254444036,
          632.3376563019999,
          628.633638737,
          616.817855322,
          633.623530308,
          604.093426606,
          580.876282596,
          569.407555783,
          579.90990424,
          586.966028293,
          590.800851941,
          586.17838211,
          602.090629508,
          627.374675295,
          604.443037753,
          605.488857649,
          596.332861231,
          587.796583465,
          581.672678012,
          615.77413721,
          596.308745958,
          595.042443378,
          593.173068378,
          580.133993703,
          583.027125199,
          585.891373145,
          604.670678649,
          609.776129684,
          599.403778958,
          590.730593264,
          558.477866397,
          626.789555492,
          596.36335494,
          594.019374707,
          602.324900447,
          606.812609994,
          626.047211395,
          624.088265978,
          595.258299413,
          591.861306177,
          582.5695061719999,
          560.608525022,
          527.744049657,
          551.481422622,
          566.202943074,
          558.756152926,
          563.494172829,
          560.926736978,
          565.586949647,
          590.741135257,
          575.927582691,
          561.954240867,
          562.0619239609999,
          551.234664184,
          541.4008284519999,
          556.2648807119999,
          564.07365352,
          577.19361827,
          587.449325694,
          589.370357197,
          587.016910531,
          589.093604447,
          570.745466439,
          576.302343541,
          593.307194745,
          571.771512056,
          575.387716721,
          590.7494466119999,
          570.40664349,
          568.423545606,
          585.274502184,
          580.2074421169999,
          581.846704777,
          568.922278868,
          546.650634139,
          559.332940228,
          526.655081529,
          526.93722592,
          506.32353969699994,
          492.687076175,
          521.515958167,
          551.205810717,
          565.978862539,
          566.56673257,
          564.421173761,
          571.513059154,
          571.821110121,
          522.405008413,
          549.527830615,
          537.335371885,
          526.568789846,
          525.3300695190001,
          534.81537883,
          563.5121789359999,
          579.350078584,
          576.039492127,
          576.70892077,
          548.957238353,
          524.926315478,
          569.406309693,
          534.834422831,
          557.599171972,
          533.0408639999999,
          541.796995596,
          557.5317763730001,
          534.948350602,
          571.19803383,
          560.3889984169999,
          560.598289941,
          532.4988263390001,
          510.018789685,
          504.599470135,
          506.54222040800005,
          486.569409361,
          464.78563350400003,
          460.578338772,
          488.54038171900004,
          539.5235081019999,
          533.542804814,
          540.553915695,
          525.488821774,
          510.91153884,
          473.431196869,
          447.543927426,
          456.2629887,
          412.065274235,
          378.013814174,
          420.81091578800005,
          474.355261005,
          529.4789721530001,
          512.812691889,
          527.248016593,
          526.3418198009999,
          504.71078632300004,
          475.228603908,
          503.696842773,
          490.439276217,
          451.481683443,
          437.161470081
         ]
        },
        {
         "mode": "lines",
         "name": "SPP",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          854.394320396,
          800.611354798,
          778.1942627760001,
          791.658507334,
          798.3702947060001,
          811.6462528339999,
          800.3390870989999,
          814.881978988,
          828.73135717,
          801.3199674860001,
          833.750644283,
          833.9242433669999,
          855.742795042,
          832.192245569,
          843.778331595,
          887.223734441,
          831.7174550430001,
          807.5005062160001,
          809.09301097,
          790.0374988789999,
          806.2648255889999,
          844.436387102,
          880.565104602,
          882.9494031139999,
          867.462980226,
          843.11666931,
          849.4607795610001,
          818.68957195,
          827.0006282630001,
          812.3426379480001,
          795.4636204210001,
          779.4680006939999,
          821.963570249,
          885.7163000510001,
          1008.31343455,
          870.969567503,
          854.658117565,
          839.6793974130001,
          766.0458111060001,
          749.901377425,
          767.107594563,
          809.7301848889999,
          776.2380676189999,
          782.1467288739999,
          783.4250877530001,
          808.514216753,
          835.737884819,
          863.424526325,
          862.365933086,
          826.2133987410001,
          755.823024855,
          817.1456034910001,
          812.0996651360001,
          743.79228352,
          756.234272759,
          761.195027325,
          752.056388931,
          768.4293540739999,
          800.113788898,
          774.78403853,
          798.757984924,
          746.216630193,
          732.729767404,
          668.417311435,
          691.379242403,
          740.2504977230001,
          740.305339742,
          730.4095943919999,
          750.4853522239999,
          786.7156987000001,
          794.765732221,
          764.892577443,
          746.5590229139999,
          746.377931225,
          734.620153346,
          690.591589865,
          719.466847283,
          728.825515815,
          715.525798741,
          696.260630945,
          726.491971812,
          694.612594733,
          752.6856678260001,
          746.763544108,
          727.741141067,
          736.97885286,
          779.8197157989999,
          729.093913842,
          726.554334347,
          708.1181298619999,
          713.8582427539999,
          724.9074569019999,
          736.606656965,
          706.932683053,
          738.4636382130001,
          727.643746715,
          726.3491051960001,
          700.047139678,
          666.461071013,
          666.072137545,
          700.3548384119999,
          695.846943825,
          709.221945304,
          709.879917963,
          702.475358191,
          742.47880474,
          755.310272757,
          701.539424738,
          709.4343094010001,
          713.370646125,
          716.9782762230001,
          650.881009625,
          679.9182503430001,
          689.2802648730001,
          688.243184218,
          698.357300574,
          702.710781807,
          751.0253497460001,
          696.6377146169999,
          715.048199125,
          730.0890526669999,
          711.973196732,
          737.207488509,
          754.94457558,
          757.941416438,
          750.076476092,
          707.9206472569999,
          705.0291496689999,
          695.154542211,
          686.946839293,
          691.183062567,
          704.936482459,
          703.1999458939999,
          714.9003226689999,
          640.91442743,
          536.906375807,
          602.416901168,
          650.353250968,
          672.632233222,
          686.599603399,
          678.483864101,
          649.788067581,
          637.116300216,
          654.573949204,
          636.696257648,
          701.4466195560001,
          648.716308245,
          602.598019242,
          607.505606748,
          601.704323888,
          664.475039434,
          654.756494974,
          676.287017786,
          621.384448186,
          611.292606233,
          642.468232324,
          618.718021316,
          651.2902807830001,
          631.1531913,
          597.308894373,
          644.950027446,
          624.166742745,
          658.9952980109999,
          655.805773737,
          625.078002811,
          595.879570224,
          571.618021678,
          595.018722112,
          575.853276982,
          559.056597596,
          630.457911004,
          576.180135011,
          538.082792445,
          583.213026308,
          605.762126363,
          617.61175937,
          573.195720467,
          590.584008331,
          454.590648017,
          452.43829655,
          506.84716138199997,
          450.24876237,
          380.987516391,
          377.28174201800005,
          408.64103177199996,
          527.79831242,
          543.066641246,
          591.861741016,
          564.1673038519999,
          535.0431243859999,
          495.316594932,
          530.218217879,
          451.00613287,
          405.224675325,
          356.878315369
         ]
        }
       ],
       "layout": {}
      },
      "text/html": [
       "<div id=\"03c33f8b-d7b8-4377-9f15-64cf152c125b\" 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(\"03c33f8b-d7b8-4377-9f15-64cf152c125b\", [{\"y\": [638.408118893, 639.4970074940001, 654.137302903, 633.521538049, 638.333358471, 636.481359817, 636.275772652, 643.4893989880001, 629.1413864269999, 625.6831448190001, 622.30728816, 650.647580031, 641.268620034, 635.652878725, 619.294430328, 629.496919426, 632.246479971, 636.32069546, 633.6770354930001, 626.194701761, 634.479488564, 659.0792082930001, 671.994080952, 665.94278439, 661.624696067, 661.430975127, 644.925536405, 655.272673, 666.2846240480001, 664.1317464269999, 643.606818266, 623.112511072, 628.89381409, 650.5275604230001, 635.6137108419999, 642.811685624, 634.813939692, 618.322761519, 588.5611026180001, 625.449228785, 605.581695747, 601.240587356, 602.141365895, 603.969338665, 603.5455186840001, 600.18570625, 600.278437307, 621.555558098, 619.442059118, 616.52311995, 603.6880911009999, 592.7318039180001, 608.296990831, 593.175870444, 595.178749819, 590.698656669, 601.254444036, 632.3376563019999, 628.633638737, 616.817855322, 633.623530308, 604.093426606, 580.876282596, 569.407555783, 579.90990424, 586.966028293, 590.800851941, 586.17838211, 602.090629508, 627.374675295, 604.443037753, 605.488857649, 596.332861231, 587.796583465, 581.672678012, 615.77413721, 596.308745958, 595.042443378, 593.173068378, 580.133993703, 583.027125199, 585.891373145, 604.670678649, 609.776129684, 599.403778958, 590.730593264, 558.477866397, 626.789555492, 596.36335494, 594.019374707, 602.324900447, 606.812609994, 626.047211395, 624.088265978, 595.258299413, 591.861306177, 582.5695061719999, 560.608525022, 527.744049657, 551.481422622, 566.202943074, 558.756152926, 563.494172829, 560.926736978, 565.586949647, 590.741135257, 575.927582691, 561.954240867, 562.0619239609999, 551.234664184, 541.4008284519999, 556.2648807119999, 564.07365352, 577.19361827, 587.449325694, 589.370357197, 587.016910531, 589.093604447, 570.745466439, 576.302343541, 593.307194745, 571.771512056, 575.387716721, 590.7494466119999, 570.40664349, 568.423545606, 585.274502184, 580.2074421169999, 581.846704777, 568.922278868, 546.650634139, 559.332940228, 526.655081529, 526.93722592, 506.32353969699994, 492.687076175, 521.515958167, 551.205810717, 565.978862539, 566.56673257, 564.421173761, 571.513059154, 571.821110121, 522.405008413, 549.527830615, 537.335371885, 526.568789846, 525.3300695190001, 534.81537883, 563.5121789359999, 579.350078584, 576.039492127, 576.70892077, 548.957238353, 524.926315478, 569.406309693, 534.834422831, 557.599171972, 533.0408639999999, 541.796995596, 557.5317763730001, 534.948350602, 571.19803383, 560.3889984169999, 560.598289941, 532.4988263390001, 510.018789685, 504.599470135, 506.54222040800005, 486.569409361, 464.78563350400003, 460.578338772, 488.54038171900004, 539.5235081019999, 533.542804814, 540.553915695, 525.488821774, 510.91153884, 473.431196869, 447.543927426, 456.2629887, 412.065274235, 378.013814174, 420.81091578800005, 474.355261005, 529.4789721530001, 512.812691889, 527.248016593, 526.3418198009999, 504.71078632300004, 475.228603908, 503.696842773, 490.439276217, 451.481683443, 437.161470081], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"ERCOT\"}, {\"y\": [854.394320396, 800.611354798, 778.1942627760001, 791.658507334, 798.3702947060001, 811.6462528339999, 800.3390870989999, 814.881978988, 828.73135717, 801.3199674860001, 833.750644283, 833.9242433669999, 855.742795042, 832.192245569, 843.778331595, 887.223734441, 831.7174550430001, 807.5005062160001, 809.09301097, 790.0374988789999, 806.2648255889999, 844.436387102, 880.565104602, 882.9494031139999, 867.462980226, 843.11666931, 849.4607795610001, 818.68957195, 827.0006282630001, 812.3426379480001, 795.4636204210001, 779.4680006939999, 821.963570249, 885.7163000510001, 1008.31343455, 870.969567503, 854.658117565, 839.6793974130001, 766.0458111060001, 749.901377425, 767.107594563, 809.7301848889999, 776.2380676189999, 782.1467288739999, 783.4250877530001, 808.514216753, 835.737884819, 863.424526325, 862.365933086, 826.2133987410001, 755.823024855, 817.1456034910001, 812.0996651360001, 743.79228352, 756.234272759, 761.195027325, 752.056388931, 768.4293540739999, 800.113788898, 774.78403853, 798.757984924, 746.216630193, 732.729767404, 668.417311435, 691.379242403, 740.2504977230001, 740.305339742, 730.4095943919999, 750.4853522239999, 786.7156987000001, 794.765732221, 764.892577443, 746.5590229139999, 746.377931225, 734.620153346, 690.591589865, 719.466847283, 728.825515815, 715.525798741, 696.260630945, 726.491971812, 694.612594733, 752.6856678260001, 746.763544108, 727.741141067, 736.97885286, 779.8197157989999, 729.093913842, 726.554334347, 708.1181298619999, 713.8582427539999, 724.9074569019999, 736.606656965, 706.932683053, 738.4636382130001, 727.643746715, 726.3491051960001, 700.047139678, 666.461071013, 666.072137545, 700.3548384119999, 695.846943825, 709.221945304, 709.879917963, 702.475358191, 742.47880474, 755.310272757, 701.539424738, 709.4343094010001, 713.370646125, 716.9782762230001, 650.881009625, 679.9182503430001, 689.2802648730001, 688.243184218, 698.357300574, 702.710781807, 751.0253497460001, 696.6377146169999, 715.048199125, 730.0890526669999, 711.973196732, 737.207488509, 754.94457558, 757.941416438, 750.076476092, 707.9206472569999, 705.0291496689999, 695.154542211, 686.946839293, 691.183062567, 704.936482459, 703.1999458939999, 714.9003226689999, 640.91442743, 536.906375807, 602.416901168, 650.353250968, 672.632233222, 686.599603399, 678.483864101, 649.788067581, 637.116300216, 654.573949204, 636.696257648, 701.4466195560001, 648.716308245, 602.598019242, 607.505606748, 601.704323888, 664.475039434, 654.756494974, 676.287017786, 621.384448186, 611.292606233, 642.468232324, 618.718021316, 651.2902807830001, 631.1531913, 597.308894373, 644.950027446, 624.166742745, 658.9952980109999, 655.805773737, 625.078002811, 595.879570224, 571.618021678, 595.018722112, 575.853276982, 559.056597596, 630.457911004, 576.180135011, 538.082792445, 583.213026308, 605.762126363, 617.61175937, 573.195720467, 590.584008331, 454.590648017, 452.43829655, 506.84716138199997, 450.24876237, 380.987516391, 377.28174201800005, 408.64103177199996, 527.79831242, 543.066641246, 591.861741016, 564.1673038519999, 535.0431243859999, 495.316594932, 530.218217879, 451.00613287, 405.224675325, 356.878315369], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"SPP\"}], {}, {\"linkText\": \"Export to plot.ly\", \"showLink\": true})});</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<div id=\"03c33f8b-d7b8-4377-9f15-64cf152c125b\" 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(\"03c33f8b-d7b8-4377-9f15-64cf152c125b\", [{\"y\": [638.408118893, 639.4970074940001, 654.137302903, 633.521538049, 638.333358471, 636.481359817, 636.275772652, 643.4893989880001, 629.1413864269999, 625.6831448190001, 622.30728816, 650.647580031, 641.268620034, 635.652878725, 619.294430328, 629.496919426, 632.246479971, 636.32069546, 633.6770354930001, 626.194701761, 634.479488564, 659.0792082930001, 671.994080952, 665.94278439, 661.624696067, 661.430975127, 644.925536405, 655.272673, 666.2846240480001, 664.1317464269999, 643.606818266, 623.112511072, 628.89381409, 650.5275604230001, 635.6137108419999, 642.811685624, 634.813939692, 618.322761519, 588.5611026180001, 625.449228785, 605.581695747, 601.240587356, 602.141365895, 603.969338665, 603.5455186840001, 600.18570625, 600.278437307, 621.555558098, 619.442059118, 616.52311995, 603.6880911009999, 592.7318039180001, 608.296990831, 593.175870444, 595.178749819, 590.698656669, 601.254444036, 632.3376563019999, 628.633638737, 616.817855322, 633.623530308, 604.093426606, 580.876282596, 569.407555783, 579.90990424, 586.966028293, 590.800851941, 586.17838211, 602.090629508, 627.374675295, 604.443037753, 605.488857649, 596.332861231, 587.796583465, 581.672678012, 615.77413721, 596.308745958, 595.042443378, 593.173068378, 580.133993703, 583.027125199, 585.891373145, 604.670678649, 609.776129684, 599.403778958, 590.730593264, 558.477866397, 626.789555492, 596.36335494, 594.019374707, 602.324900447, 606.812609994, 626.047211395, 624.088265978, 595.258299413, 591.861306177, 582.5695061719999, 560.608525022, 527.744049657, 551.481422622, 566.202943074, 558.756152926, 563.494172829, 560.926736978, 565.586949647, 590.741135257, 575.927582691, 561.954240867, 562.0619239609999, 551.234664184, 541.4008284519999, 556.2648807119999, 564.07365352, 577.19361827, 587.449325694, 589.370357197, 587.016910531, 589.093604447, 570.745466439, 576.302343541, 593.307194745, 571.771512056, 575.387716721, 590.7494466119999, 570.40664349, 568.423545606, 585.274502184, 580.2074421169999, 581.846704777, 568.922278868, 546.650634139, 559.332940228, 526.655081529, 526.93722592, 506.32353969699994, 492.687076175, 521.515958167, 551.205810717, 565.978862539, 566.56673257, 564.421173761, 571.513059154, 571.821110121, 522.405008413, 549.527830615, 537.335371885, 526.568789846, 525.3300695190001, 534.81537883, 563.5121789359999, 579.350078584, 576.039492127, 576.70892077, 548.957238353, 524.926315478, 569.406309693, 534.834422831, 557.599171972, 533.0408639999999, 541.796995596, 557.5317763730001, 534.948350602, 571.19803383, 560.3889984169999, 560.598289941, 532.4988263390001, 510.018789685, 504.599470135, 506.54222040800005, 486.569409361, 464.78563350400003, 460.578338772, 488.54038171900004, 539.5235081019999, 533.542804814, 540.553915695, 525.488821774, 510.91153884, 473.431196869, 447.543927426, 456.2629887, 412.065274235, 378.013814174, 420.81091578800005, 474.355261005, 529.4789721530001, 512.812691889, 527.248016593, 526.3418198009999, 504.71078632300004, 475.228603908, 503.696842773, 490.439276217, 451.481683443, 437.161470081], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"ERCOT\"}, {\"y\": [854.394320396, 800.611354798, 778.1942627760001, 791.658507334, 798.3702947060001, 811.6462528339999, 800.3390870989999, 814.881978988, 828.73135717, 801.3199674860001, 833.750644283, 833.9242433669999, 855.742795042, 832.192245569, 843.778331595, 887.223734441, 831.7174550430001, 807.5005062160001, 809.09301097, 790.0374988789999, 806.2648255889999, 844.436387102, 880.565104602, 882.9494031139999, 867.462980226, 843.11666931, 849.4607795610001, 818.68957195, 827.0006282630001, 812.3426379480001, 795.4636204210001, 779.4680006939999, 821.963570249, 885.7163000510001, 1008.31343455, 870.969567503, 854.658117565, 839.6793974130001, 766.0458111060001, 749.901377425, 767.107594563, 809.7301848889999, 776.2380676189999, 782.1467288739999, 783.4250877530001, 808.514216753, 835.737884819, 863.424526325, 862.365933086, 826.2133987410001, 755.823024855, 817.1456034910001, 812.0996651360001, 743.79228352, 756.234272759, 761.195027325, 752.056388931, 768.4293540739999, 800.113788898, 774.78403853, 798.757984924, 746.216630193, 732.729767404, 668.417311435, 691.379242403, 740.2504977230001, 740.305339742, 730.4095943919999, 750.4853522239999, 786.7156987000001, 794.765732221, 764.892577443, 746.5590229139999, 746.377931225, 734.620153346, 690.591589865, 719.466847283, 728.825515815, 715.525798741, 696.260630945, 726.491971812, 694.612594733, 752.6856678260001, 746.763544108, 727.741141067, 736.97885286, 779.8197157989999, 729.093913842, 726.554334347, 708.1181298619999, 713.8582427539999, 724.9074569019999, 736.606656965, 706.932683053, 738.4636382130001, 727.643746715, 726.3491051960001, 700.047139678, 666.461071013, 666.072137545, 700.3548384119999, 695.846943825, 709.221945304, 709.879917963, 702.475358191, 742.47880474, 755.310272757, 701.539424738, 709.4343094010001, 713.370646125, 716.9782762230001, 650.881009625, 679.9182503430001, 689.2802648730001, 688.243184218, 698.357300574, 702.710781807, 751.0253497460001, 696.6377146169999, 715.048199125, 730.0890526669999, 711.973196732, 737.207488509, 754.94457558, 757.941416438, 750.076476092, 707.9206472569999, 705.0291496689999, 695.154542211, 686.946839293, 691.183062567, 704.936482459, 703.1999458939999, 714.9003226689999, 640.91442743, 536.906375807, 602.416901168, 650.353250968, 672.632233222, 686.599603399, 678.483864101, 649.788067581, 637.116300216, 654.573949204, 636.696257648, 701.4466195560001, 648.716308245, 602.598019242, 607.505606748, 601.704323888, 664.475039434, 654.756494974, 676.287017786, 621.384448186, 611.292606233, 642.468232324, 618.718021316, 651.2902807830001, 631.1531913, 597.308894373, 644.950027446, 624.166742745, 658.9952980109999, 655.805773737, 625.078002811, 595.879570224, 571.618021678, 595.018722112, 575.853276982, 559.056597596, 630.457911004, 576.180135011, 538.082792445, 583.213026308, 605.762126363, 617.61175937, 573.195720467, 590.584008331, 454.590648017, 452.43829655, 506.84716138199997, 450.24876237, 380.987516391, 377.28174201800005, 408.64103177199996, 527.79831242, 543.066641246, 591.861741016, 564.1673038519999, 535.0431243859999, 495.316594932, 530.218217879, 451.00613287, 405.224675325, 356.878315369], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"SPP\"}], {}, {\"linkText\": \"Export to plot.ly\", \"showLink\": true})});</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['ERCOT', 'SPP']\n",
    "trace = []\n",
    "\n",
    "for region in order:\n",
    "    df = gen_index.loc[gen_index['region'] == region]\n",
    "    trace.append(go.Scatter(x=df['datetime'],\n",
    "                            y=df['index (g/kWh)'],\n",
    "                            name=region,\n",
    "                            mode='lines'))\n",
    "\n",
    "iplot(trace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### With detrending the correlation is 0.65"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-07-18T16:28:58.868850",
     "start_time": "2017-07-18T16:28:58.817747"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "mode": "lines",
         "name": "ERCOT",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          -18.16839720140638,
          -16.253973566883815,
          -0.7881431243614543,
          -20.57837294483886,
          -14.941017489316437,
          -15.96748110979388,
          -15.347533241271435,
          -7.308371871748818,
          -20.830849399226395,
          -23.46355597370382,
          -26.013877599181342,
          3.151949305341077,
          -5.401475658136292,
          -10.191681933613722,
          -25.724595297091355,
          -14.696571165568798,
          -11.121475587046348,
          -6.221725064523753,
          -8.039849998001273,
          -14.696648696478746,
          -5.586326859956216,
          19.838927902566297,
          33.579335595088764,
          28.35357406661126,
          24.861020777133717,
          25.492834870656225,
          9.812931182178772,
          20.98560281070138,
          32.823088892223836,
          31.495746304746262,
          11.79635317726877,
          -7.872418983208718,
          -1.265580931686145,
          21.193700434836387,
          7.105385887358807,
          15.128895702881323,
          7.956684804403835,
          -7.708958335073703,
          -36.645082202551066,
          1.0685789979713718,
          -17.973419006506106,
          -21.488992363983584,
          -19.7626787914611,
          -17.10917098793857,
          -16.70745593541608,
          -19.241733335893628,
          -18.323467245371035,
          3.7791885791514233,
          2.491224632673948,
          0.39782049819643817,
          -11.611673317281088,
          -21.74242546675839,
          -5.351703520236015,
          -19.647288873713478,
          -16.818874465191016,
          -20.473432581668476,
          -9.09211018114604,
          22.816637118376434,
          19.938154586898918,
          8.947906205421532,
          26.579116224944073,
          -2.1254524435335043,
          -24.51706142001092,
          -35.160253199488466,
          -23.832369708965985,
          -15.950710622443353,
          -11.290351940920914,
          -15.087286738398348,
          1.6504956931240713,
          27.760076513646595,
          5.653974005169175,
          7.525328934691629,
          -0.8051324497857877,
          -8.515875182263358,
          -13.814245601740822,
          21.112748629781663,
          2.4728924113042012,
          2.032124864826642,
          0.9882848983492067,
          -11.22525474312829,
          -7.5065882136058235,
          -3.81680523408329,
          15.788035303439187,
          21.71902137196173,
          12.17220567948425,
          4.324555019006766,
          -27.10263681447077,
          42.03458731405169,
          12.433921795574292,
          10.915476596096823,
          20.046537369619273,
          25.359781950141837,
          45.41991838466424,
          44.2865080011868,
          16.282076469709295,
          13.71061826723178,
          5.244353295754195,
          -15.891092820723202,
          -47.93003315220062,
          -23.367125153678217,
          -7.820069668155611,
          -14.44132478263316,
          -8.877769846110596,
          -10.619670663588067,
          -5.13392296106565,
          20.84579768245692,
          6.857780149979362,
          -6.290026640498127,
          -5.35680851297559,
          -15.358533256453029,
          -24.3668339549306,
          -8.677246661408162,
          -0.04293881988553494,
          13.902560963636915,
          24.98380342115945,
          27.730369957681887,
          26.202458325204475,
          29.104687274726984,
          11.582084300249448,
          17.96449643577205,
          35.79488267329441,
          15.084735017817025,
          19.52647471633952,
          35.713739640861945,
          16.196471552384537,
          15.038908701906962,
          32.71540031342954,
          28.473875279951926,
          30.93867297347458,
          18.83978209799716,
          -2.6063275974804583,
          10.901513525042105,
          -20.950810140435465,
          -19.843130715912935,
          -39.631281905390495,
          -52.44221039386787,
          -22.78779336834532,
          7.727594215177078,
          23.326181070699704,
          24.739586135222112,
          23.419562359744646,
          31.336982786267185,
          32.47056878678961,
          -16.11999788768776,
          11.828359347834635,
          0.461435651357192,
          -9.47961135412038,
          -9.89279664759772,
          0.4180476969246456,
          29.940382836447156,
          46.60381751796979,
          44.11876609449223,
          45.61372977101473,
          18.68758238753719,
          -4.517805453940241,
          40.78772379458235,
          7.041371966104748,
          30.631656140627342,
          6.898883202149705,
          16.480549831672306,
          33.040865642194944,
          11.282974904717321,
          48.35819316623986,
          38.37469278676224,
          39.40951934428483,
          12.135590775807486,
          -9.518910844670131,
          -14.1126953611477,
          -11.344410054625087,
          -30.49168606810258,
          -51.449926891580105,
          -54.831686590057586,
          -26.0441086095351,
          25.764552806987354,
          20.609384552509937,
          28.446030467032415,
          14.206471579555,
          0.45472367907740363,
          -36.200083258400014,
          -61.26181766787755,
          -51.71722136035504,
          -95.08940079183247,
          -128.31532581931003,
          -84.69268917178744,
          -30.322808921264993,
          25.626437260257603,
          9.785692029780023,
          25.046551767302503,
          24.965890008825,
          4.160391564347549,
          -24.496255817129907,
          4.797518081392582,
          -7.634513441084948,
          -45.766571181562426,
          -59.26124951003993
         ]
        },
        {
         "mode": "lines",
         "name": "SPP",
         "type": "scatter",
         "x": [
          "2001-01-01",
          "2001-02-01",
          "2001-03-01",
          "2001-04-01",
          "2001-05-01",
          "2001-06-01",
          "2001-07-01",
          "2001-08-01",
          "2001-09-01",
          "2001-10-01",
          "2001-11-01",
          "2001-12-01",
          "2002-01-01",
          "2002-02-01",
          "2002-03-01",
          "2002-04-01",
          "2002-05-01",
          "2002-06-01",
          "2002-07-01",
          "2002-08-01",
          "2002-09-01",
          "2002-10-01",
          "2002-11-01",
          "2002-12-01",
          "2003-01-01",
          "2003-02-01",
          "2003-03-01",
          "2003-04-01",
          "2003-05-01",
          "2003-06-01",
          "2003-07-01",
          "2003-08-01",
          "2003-09-01",
          "2003-10-01",
          "2003-11-01",
          "2003-12-01",
          "2004-01-01",
          "2004-02-01",
          "2004-03-01",
          "2004-04-01",
          "2004-05-01",
          "2004-06-01",
          "2004-07-01",
          "2004-08-01",
          "2004-09-01",
          "2004-10-01",
          "2004-11-01",
          "2004-12-01",
          "2005-01-01",
          "2005-02-01",
          "2005-03-01",
          "2005-04-01",
          "2005-05-01",
          "2005-06-01",
          "2005-07-01",
          "2005-08-01",
          "2005-09-01",
          "2005-10-01",
          "2005-11-01",
          "2005-12-01",
          "2006-01-01",
          "2006-02-01",
          "2006-03-01",
          "2006-04-01",
          "2006-05-01",
          "2006-06-01",
          "2006-07-01",
          "2006-08-01",
          "2006-09-01",
          "2006-10-01",
          "2006-11-01",
          "2006-12-01",
          "2007-01-01",
          "2007-02-01",
          "2007-03-01",
          "2007-04-01",
          "2007-05-01",
          "2007-06-01",
          "2007-07-01",
          "2007-08-01",
          "2007-09-01",
          "2007-10-01",
          "2007-11-01",
          "2007-12-01",
          "2008-01-01",
          "2008-02-01",
          "2008-03-01",
          "2008-04-01",
          "2008-05-01",
          "2008-06-01",
          "2008-07-01",
          "2008-08-01",
          "2008-09-01",
          "2008-10-01",
          "2008-11-01",
          "2008-12-01",
          "2009-01-01",
          "2009-02-01",
          "2009-03-01",
          "2009-04-01",
          "2009-05-01",
          "2009-06-01",
          "2009-07-01",
          "2009-08-01",
          "2009-09-01",
          "2009-10-01",
          "2009-11-01",
          "2009-12-01",
          "2010-01-01",
          "2010-02-01",
          "2010-03-01",
          "2010-04-01",
          "2010-05-01",
          "2010-06-01",
          "2010-07-01",
          "2010-08-01",
          "2010-09-01",
          "2010-10-01",
          "2010-11-01",
          "2010-12-01",
          "2011-01-01",
          "2011-02-01",
          "2011-03-01",
          "2011-04-01",
          "2011-05-01",
          "2011-06-01",
          "2011-07-01",
          "2011-08-01",
          "2011-09-01",
          "2011-10-01",
          "2011-11-01",
          "2011-12-01",
          "2012-01-01",
          "2012-02-01",
          "2012-03-01",
          "2012-04-01",
          "2012-05-01",
          "2012-06-01",
          "2012-07-01",
          "2012-08-01",
          "2012-09-01",
          "2012-10-01",
          "2012-11-01",
          "2012-12-01",
          "2013-01-01",
          "2013-02-01",
          "2013-03-01",
          "2013-04-01",
          "2013-05-01",
          "2013-06-01",
          "2013-07-01",
          "2013-08-01",
          "2013-09-01",
          "2013-10-01",
          "2013-11-01",
          "2013-12-01",
          "2014-01-01",
          "2014-02-01",
          "2014-03-01",
          "2014-04-01",
          "2014-05-01",
          "2014-06-01",
          "2014-07-01",
          "2014-08-01",
          "2014-09-01",
          "2014-10-01",
          "2014-11-01",
          "2014-12-01",
          "2015-01-01",
          "2015-02-01",
          "2015-03-01",
          "2015-04-01",
          "2015-05-01",
          "2015-06-01",
          "2015-07-01",
          "2015-08-01",
          "2015-09-01",
          "2015-10-01",
          "2015-11-01",
          "2015-12-01",
          "2016-01-01",
          "2016-02-01",
          "2016-03-01",
          "2016-04-01",
          "2016-05-01",
          "2016-06-01",
          "2016-07-01",
          "2016-08-01",
          "2016-09-01",
          "2016-10-01",
          "2016-11-01",
          "2016-12-01",
          "2017-01-01",
          "2017-02-01",
          "2017-03-01"
         ],
         "y": [
          -18.932231599482407,
          -70.9990163084999,
          -91.69992744151739,
          -76.51950199453495,
          -68.0915337335523,
          -53.09939471656992,
          -62.69037956258751,
          -46.431306784604885,
          -30.86574771362234,
          -56.56095650863983,
          -22.414098822657365,
          -20.524318849674955,
          3.010413714307674,
          -18.82395486970995,
          -5.5216879547273265,
          39.63989578025519,
          -14.150202728762338,
          -36.65097066677981,
          -33.34228502379733,
          -50.68161622581488,
          -32.73810862683251,
          7.149633775150164,
          44.99453216413269,
          49.09501156511499,
          35.32476956609764,
          12.694639539080185,
          20.754930679062795,
          -8.30009604295492,
          1.727141159027724,
          -11.214668266989747,
          -26.3775049050073,
          -40.656943743024954,
          3.55480670095767,
          69.02371739194018,
          193.33703277992265,
          57.70934662190518,
          43.11407757288771,
          29.851538309870193,
          -42.065867108147245,
          -56.49411990016483,
          -37.57172187318224,
          6.767049341800089,
          -25.00888703921737,
          -17.384044895234865,
          -14.389505127252278,
          12.415804761730215,
          41.35565371671271,
          70.75847611169513,
          71.41606376167772,
          36.97971030566032,
          -31.694482691357393,
          31.34427683362526,
          28.014519367607818,
          -38.576681359409804,
          -24.418511231427374,
          -17.741575776444847,
          -25.164033281462252,
          -7.074887249479957,
          26.32572846350274,
          2.7121589844851997,
          28.40228626746773,
          -22.422887574549804,
          -34.19356947456731,
          -96.78984455458476,
          -72.11173269760229,
          -21.52429648861971,
          -19.753273580637256,
          -27.932838041654804,
          -6.140899320672361,
          31.80562804431031,
          41.57184245429278,
          13.414868565275242,
          -3.202505074742362,
          -1.6674158747597403,
          -11.70901286477715,
          -54.021395456794835,
          -23.429957149812253,
          -12.355107728829694,
          -23.938643913847272,
          -41.48763082086475,
          -9.540109064882245,
          -39.70330525489965,
          20.085948727082837,
          15.880005898065292,
          -1.4262162539522478,
          9.52767642803019,
          54.0847202560127,
          5.075099187995306,
          4.251700581977843,
          -12.468323014039811,
          -5.012029233057319,
          7.753365803925249,
          21.168746755907705,
          -6.789046267109711,
          26.4580897818729,
          17.354379172855374,
          17.77591854283787,
          -6.809866086179682,
          -38.67975386219712,
          -37.3525064412147,
          -1.353624685232262,
          -4.145338383249623,
          10.945843984732846,
          13.31999753271532,
          7.631618649697884,
          49.35124608768035,
          63.89889499366279,
          11.844227863645301,
          21.45529341562792,
          27.1078110286104,
          32.43162201559289,
          -31.949463693424605,
          -1.1960420864421621,
          9.882153332540383,
          10.56125356652285,
          22.39155081150534,
          28.4612129334879,
          78.4919617614704,
          25.820507521452782,
          45.947172918435285,
          62.70420734941774,
          46.30453230340038,
          73.25500496938287,
          92.70827292936542,
          97.42129467634788,
          91.2725352193304,
          50.832887273312735,
          49.65757057429528,
          41.49914400527791,
          35.00762197626045,
          40.96002613924293,
          56.42962692022536,
          56.409271244207844,
          69.82582890819026,
          -2.443885441827092,
          -104.73575617584459,
          -37.50904992586209,
          12.143480763120465,
          36.13864390610286,
          51.82219497208541,
          45.42263656306784,
          18.44302093205033,
          7.487434456032929,
          26.661264333015424,
          10.499753665998014,
          76.9662964629805,
          25.952166040962993,
          -18.44994207305467,
          -11.82617367807211,
          -15.911275649089589,
          48.575620785892966,
          40.573257214875525,
          63.819960915857905,
          10.633572204840448,
          2.2579111408228982,
          35.14971812080546,
          13.11568800178793,
          47.40412835777056,
          28.983219763753027,
          -3.144896274264511,
          46.212417687718016,
          27.145313875700367,
          63.69005003068287,
          62.216706645665454,
          33.20511660864804,
          5.722864910630506,
          -16.822502746387045,
          8.294378576595363,
          -9.154885664422068,
          -24.235384161439583,
          48.88211013554303,
          -3.679484968474526,
          -40.06064664549194,
          6.785768106490536,
          31.051049050472898,
          44.6168629464554,
          1.917004932437976,
          21.02147368542046,
          -113.25570573959698,
          -113.6918763176144,
          -57.56683059663203,
          -112.44904871964957,
          -179.99411380966706,
          -181.98370729368446,
          -148.908236650702,
          -28.034775113719434,
          -11.050265398736997,
          39.46101526024552,
          13.48275898522786,
          -13.925239591789591,
          -51.935588156807,
          -15.317784320824444,
          -92.81368844084193,
          -136.87896509685947,
          -183.50914416387695
         ]
        }
       ],
       "layout": {}
      },
      "text/html": [
       "<div id=\"cbd69d4b-4f42-4dee-9457-d89bf63929f1\" 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(\"cbd69d4b-4f42-4dee-9457-d89bf63929f1\", [{\"y\": [-18.16839720140638, -16.253973566883815, -0.7881431243614543, -20.57837294483886, -14.941017489316437, -15.96748110979388, -15.347533241271435, -7.308371871748818, -20.830849399226395, -23.46355597370382, -26.013877599181342, 3.151949305341077, -5.401475658136292, -10.191681933613722, -25.724595297091355, -14.696571165568798, -11.121475587046348, -6.221725064523753, -8.039849998001273, -14.696648696478746, -5.586326859956216, 19.838927902566297, 33.579335595088764, 28.35357406661126, 24.861020777133717, 25.492834870656225, 9.812931182178772, 20.98560281070138, 32.823088892223836, 31.495746304746262, 11.79635317726877, -7.872418983208718, -1.265580931686145, 21.193700434836387, 7.105385887358807, 15.128895702881323, 7.956684804403835, -7.708958335073703, -36.645082202551066, 1.0685789979713718, -17.973419006506106, -21.488992363983584, -19.7626787914611, -17.10917098793857, -16.70745593541608, -19.241733335893628, -18.323467245371035, 3.7791885791514233, 2.491224632673948, 0.39782049819643817, -11.611673317281088, -21.74242546675839, -5.351703520236015, -19.647288873713478, -16.818874465191016, -20.473432581668476, -9.09211018114604, 22.816637118376434, 19.938154586898918, 8.947906205421532, 26.579116224944073, -2.1254524435335043, -24.51706142001092, -35.160253199488466, -23.832369708965985, -15.950710622443353, -11.290351940920914, -15.087286738398348, 1.6504956931240713, 27.760076513646595, 5.653974005169175, 7.525328934691629, -0.8051324497857877, -8.515875182263358, -13.814245601740822, 21.112748629781663, 2.4728924113042012, 2.032124864826642, 0.9882848983492067, -11.22525474312829, -7.5065882136058235, -3.81680523408329, 15.788035303439187, 21.71902137196173, 12.17220567948425, 4.324555019006766, -27.10263681447077, 42.03458731405169, 12.433921795574292, 10.915476596096823, 20.046537369619273, 25.359781950141837, 45.41991838466424, 44.2865080011868, 16.282076469709295, 13.71061826723178, 5.244353295754195, -15.891092820723202, -47.93003315220062, -23.367125153678217, -7.820069668155611, -14.44132478263316, -8.877769846110596, -10.619670663588067, -5.13392296106565, 20.84579768245692, 6.857780149979362, -6.290026640498127, -5.35680851297559, -15.358533256453029, -24.3668339549306, -8.677246661408162, -0.04293881988553494, 13.902560963636915, 24.98380342115945, 27.730369957681887, 26.202458325204475, 29.104687274726984, 11.582084300249448, 17.96449643577205, 35.79488267329441, 15.084735017817025, 19.52647471633952, 35.713739640861945, 16.196471552384537, 15.038908701906962, 32.71540031342954, 28.473875279951926, 30.93867297347458, 18.83978209799716, -2.6063275974804583, 10.901513525042105, -20.950810140435465, -19.843130715912935, -39.631281905390495, -52.44221039386787, -22.78779336834532, 7.727594215177078, 23.326181070699704, 24.739586135222112, 23.419562359744646, 31.336982786267185, 32.47056878678961, -16.11999788768776, 11.828359347834635, 0.461435651357192, -9.47961135412038, -9.89279664759772, 0.4180476969246456, 29.940382836447156, 46.60381751796979, 44.11876609449223, 45.61372977101473, 18.68758238753719, -4.517805453940241, 40.78772379458235, 7.041371966104748, 30.631656140627342, 6.898883202149705, 16.480549831672306, 33.040865642194944, 11.282974904717321, 48.35819316623986, 38.37469278676224, 39.40951934428483, 12.135590775807486, -9.518910844670131, -14.1126953611477, -11.344410054625087, -30.49168606810258, -51.449926891580105, -54.831686590057586, -26.0441086095351, 25.764552806987354, 20.609384552509937, 28.446030467032415, 14.206471579555, 0.45472367907740363, -36.200083258400014, -61.26181766787755, -51.71722136035504, -95.08940079183247, -128.31532581931003, -84.69268917178744, -30.322808921264993, 25.626437260257603, 9.785692029780023, 25.046551767302503, 24.965890008825, 4.160391564347549, -24.496255817129907, 4.797518081392582, -7.634513441084948, -45.766571181562426, -59.26124951003993], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"ERCOT\"}, {\"y\": [-18.932231599482407, -70.9990163084999, -91.69992744151739, -76.51950199453495, -68.0915337335523, -53.09939471656992, -62.69037956258751, -46.431306784604885, -30.86574771362234, -56.56095650863983, -22.414098822657365, -20.524318849674955, 3.010413714307674, -18.82395486970995, -5.5216879547273265, 39.63989578025519, -14.150202728762338, -36.65097066677981, -33.34228502379733, -50.68161622581488, -32.73810862683251, 7.149633775150164, 44.99453216413269, 49.09501156511499, 35.32476956609764, 12.694639539080185, 20.754930679062795, -8.30009604295492, 1.727141159027724, -11.214668266989747, -26.3775049050073, -40.656943743024954, 3.55480670095767, 69.02371739194018, 193.33703277992265, 57.70934662190518, 43.11407757288771, 29.851538309870193, -42.065867108147245, -56.49411990016483, -37.57172187318224, 6.767049341800089, -25.00888703921737, -17.384044895234865, -14.389505127252278, 12.415804761730215, 41.35565371671271, 70.75847611169513, 71.41606376167772, 36.97971030566032, -31.694482691357393, 31.34427683362526, 28.014519367607818, -38.576681359409804, -24.418511231427374, -17.741575776444847, -25.164033281462252, -7.074887249479957, 26.32572846350274, 2.7121589844851997, 28.40228626746773, -22.422887574549804, -34.19356947456731, -96.78984455458476, -72.11173269760229, -21.52429648861971, -19.753273580637256, -27.932838041654804, -6.140899320672361, 31.80562804431031, 41.57184245429278, 13.414868565275242, -3.202505074742362, -1.6674158747597403, -11.70901286477715, -54.021395456794835, -23.429957149812253, -12.355107728829694, -23.938643913847272, -41.48763082086475, -9.540109064882245, -39.70330525489965, 20.085948727082837, 15.880005898065292, -1.4262162539522478, 9.52767642803019, 54.0847202560127, 5.075099187995306, 4.251700581977843, -12.468323014039811, -5.012029233057319, 7.753365803925249, 21.168746755907705, -6.789046267109711, 26.4580897818729, 17.354379172855374, 17.77591854283787, -6.809866086179682, -38.67975386219712, -37.3525064412147, -1.353624685232262, -4.145338383249623, 10.945843984732846, 13.31999753271532, 7.631618649697884, 49.35124608768035, 63.89889499366279, 11.844227863645301, 21.45529341562792, 27.1078110286104, 32.43162201559289, -31.949463693424605, -1.1960420864421621, 9.882153332540383, 10.56125356652285, 22.39155081150534, 28.4612129334879, 78.4919617614704, 25.820507521452782, 45.947172918435285, 62.70420734941774, 46.30453230340038, 73.25500496938287, 92.70827292936542, 97.42129467634788, 91.2725352193304, 50.832887273312735, 49.65757057429528, 41.49914400527791, 35.00762197626045, 40.96002613924293, 56.42962692022536, 56.409271244207844, 69.82582890819026, -2.443885441827092, -104.73575617584459, -37.50904992586209, 12.143480763120465, 36.13864390610286, 51.82219497208541, 45.42263656306784, 18.44302093205033, 7.487434456032929, 26.661264333015424, 10.499753665998014, 76.9662964629805, 25.952166040962993, -18.44994207305467, -11.82617367807211, -15.911275649089589, 48.575620785892966, 40.573257214875525, 63.819960915857905, 10.633572204840448, 2.2579111408228982, 35.14971812080546, 13.11568800178793, 47.40412835777056, 28.983219763753027, -3.144896274264511, 46.212417687718016, 27.145313875700367, 63.69005003068287, 62.216706645665454, 33.20511660864804, 5.722864910630506, -16.822502746387045, 8.294378576595363, -9.154885664422068, -24.235384161439583, 48.88211013554303, -3.679484968474526, -40.06064664549194, 6.785768106490536, 31.051049050472898, 44.6168629464554, 1.917004932437976, 21.02147368542046, -113.25570573959698, -113.6918763176144, -57.56683059663203, -112.44904871964957, -179.99411380966706, -181.98370729368446, -148.908236650702, -28.034775113719434, -11.050265398736997, 39.46101526024552, 13.48275898522786, -13.925239591789591, -51.935588156807, -15.317784320824444, -92.81368844084193, -136.87896509685947, -183.50914416387695], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"SPP\"}], {}, {\"linkText\": \"Export to plot.ly\", \"showLink\": true})});</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<div id=\"cbd69d4b-4f42-4dee-9457-d89bf63929f1\" 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(\"cbd69d4b-4f42-4dee-9457-d89bf63929f1\", [{\"y\": [-18.16839720140638, -16.253973566883815, -0.7881431243614543, -20.57837294483886, -14.941017489316437, -15.96748110979388, -15.347533241271435, -7.308371871748818, -20.830849399226395, -23.46355597370382, -26.013877599181342, 3.151949305341077, -5.401475658136292, -10.191681933613722, -25.724595297091355, -14.696571165568798, -11.121475587046348, -6.221725064523753, -8.039849998001273, -14.696648696478746, -5.586326859956216, 19.838927902566297, 33.579335595088764, 28.35357406661126, 24.861020777133717, 25.492834870656225, 9.812931182178772, 20.98560281070138, 32.823088892223836, 31.495746304746262, 11.79635317726877, -7.872418983208718, -1.265580931686145, 21.193700434836387, 7.105385887358807, 15.128895702881323, 7.956684804403835, -7.708958335073703, -36.645082202551066, 1.0685789979713718, -17.973419006506106, -21.488992363983584, -19.7626787914611, -17.10917098793857, -16.70745593541608, -19.241733335893628, -18.323467245371035, 3.7791885791514233, 2.491224632673948, 0.39782049819643817, -11.611673317281088, -21.74242546675839, -5.351703520236015, -19.647288873713478, -16.818874465191016, -20.473432581668476, -9.09211018114604, 22.816637118376434, 19.938154586898918, 8.947906205421532, 26.579116224944073, -2.1254524435335043, -24.51706142001092, -35.160253199488466, -23.832369708965985, -15.950710622443353, -11.290351940920914, -15.087286738398348, 1.6504956931240713, 27.760076513646595, 5.653974005169175, 7.525328934691629, -0.8051324497857877, -8.515875182263358, -13.814245601740822, 21.112748629781663, 2.4728924113042012, 2.032124864826642, 0.9882848983492067, -11.22525474312829, -7.5065882136058235, -3.81680523408329, 15.788035303439187, 21.71902137196173, 12.17220567948425, 4.324555019006766, -27.10263681447077, 42.03458731405169, 12.433921795574292, 10.915476596096823, 20.046537369619273, 25.359781950141837, 45.41991838466424, 44.2865080011868, 16.282076469709295, 13.71061826723178, 5.244353295754195, -15.891092820723202, -47.93003315220062, -23.367125153678217, -7.820069668155611, -14.44132478263316, -8.877769846110596, -10.619670663588067, -5.13392296106565, 20.84579768245692, 6.857780149979362, -6.290026640498127, -5.35680851297559, -15.358533256453029, -24.3668339549306, -8.677246661408162, -0.04293881988553494, 13.902560963636915, 24.98380342115945, 27.730369957681887, 26.202458325204475, 29.104687274726984, 11.582084300249448, 17.96449643577205, 35.79488267329441, 15.084735017817025, 19.52647471633952, 35.713739640861945, 16.196471552384537, 15.038908701906962, 32.71540031342954, 28.473875279951926, 30.93867297347458, 18.83978209799716, -2.6063275974804583, 10.901513525042105, -20.950810140435465, -19.843130715912935, -39.631281905390495, -52.44221039386787, -22.78779336834532, 7.727594215177078, 23.326181070699704, 24.739586135222112, 23.419562359744646, 31.336982786267185, 32.47056878678961, -16.11999788768776, 11.828359347834635, 0.461435651357192, -9.47961135412038, -9.89279664759772, 0.4180476969246456, 29.940382836447156, 46.60381751796979, 44.11876609449223, 45.61372977101473, 18.68758238753719, -4.517805453940241, 40.78772379458235, 7.041371966104748, 30.631656140627342, 6.898883202149705, 16.480549831672306, 33.040865642194944, 11.282974904717321, 48.35819316623986, 38.37469278676224, 39.40951934428483, 12.135590775807486, -9.518910844670131, -14.1126953611477, -11.344410054625087, -30.49168606810258, -51.449926891580105, -54.831686590057586, -26.0441086095351, 25.764552806987354, 20.609384552509937, 28.446030467032415, 14.206471579555, 0.45472367907740363, -36.200083258400014, -61.26181766787755, -51.71722136035504, -95.08940079183247, -128.31532581931003, -84.69268917178744, -30.322808921264993, 25.626437260257603, 9.785692029780023, 25.046551767302503, 24.965890008825, 4.160391564347549, -24.496255817129907, 4.797518081392582, -7.634513441084948, -45.766571181562426, -59.26124951003993], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"ERCOT\"}, {\"y\": [-18.932231599482407, -70.9990163084999, -91.69992744151739, -76.51950199453495, -68.0915337335523, -53.09939471656992, -62.69037956258751, -46.431306784604885, -30.86574771362234, -56.56095650863983, -22.414098822657365, -20.524318849674955, 3.010413714307674, -18.82395486970995, -5.5216879547273265, 39.63989578025519, -14.150202728762338, -36.65097066677981, -33.34228502379733, -50.68161622581488, -32.73810862683251, 7.149633775150164, 44.99453216413269, 49.09501156511499, 35.32476956609764, 12.694639539080185, 20.754930679062795, -8.30009604295492, 1.727141159027724, -11.214668266989747, -26.3775049050073, -40.656943743024954, 3.55480670095767, 69.02371739194018, 193.33703277992265, 57.70934662190518, 43.11407757288771, 29.851538309870193, -42.065867108147245, -56.49411990016483, -37.57172187318224, 6.767049341800089, -25.00888703921737, -17.384044895234865, -14.389505127252278, 12.415804761730215, 41.35565371671271, 70.75847611169513, 71.41606376167772, 36.97971030566032, -31.694482691357393, 31.34427683362526, 28.014519367607818, -38.576681359409804, -24.418511231427374, -17.741575776444847, -25.164033281462252, -7.074887249479957, 26.32572846350274, 2.7121589844851997, 28.40228626746773, -22.422887574549804, -34.19356947456731, -96.78984455458476, -72.11173269760229, -21.52429648861971, -19.753273580637256, -27.932838041654804, -6.140899320672361, 31.80562804431031, 41.57184245429278, 13.414868565275242, -3.202505074742362, -1.6674158747597403, -11.70901286477715, -54.021395456794835, -23.429957149812253, -12.355107728829694, -23.938643913847272, -41.48763082086475, -9.540109064882245, -39.70330525489965, 20.085948727082837, 15.880005898065292, -1.4262162539522478, 9.52767642803019, 54.0847202560127, 5.075099187995306, 4.251700581977843, -12.468323014039811, -5.012029233057319, 7.753365803925249, 21.168746755907705, -6.789046267109711, 26.4580897818729, 17.354379172855374, 17.77591854283787, -6.809866086179682, -38.67975386219712, -37.3525064412147, -1.353624685232262, -4.145338383249623, 10.945843984732846, 13.31999753271532, 7.631618649697884, 49.35124608768035, 63.89889499366279, 11.844227863645301, 21.45529341562792, 27.1078110286104, 32.43162201559289, -31.949463693424605, -1.1960420864421621, 9.882153332540383, 10.56125356652285, 22.39155081150534, 28.4612129334879, 78.4919617614704, 25.820507521452782, 45.947172918435285, 62.70420734941774, 46.30453230340038, 73.25500496938287, 92.70827292936542, 97.42129467634788, 91.2725352193304, 50.832887273312735, 49.65757057429528, 41.49914400527791, 35.00762197626045, 40.96002613924293, 56.42962692022536, 56.409271244207844, 69.82582890819026, -2.443885441827092, -104.73575617584459, -37.50904992586209, 12.143480763120465, 36.13864390610286, 51.82219497208541, 45.42263656306784, 18.44302093205033, 7.487434456032929, 26.661264333015424, 10.499753665998014, 76.9662964629805, 25.952166040962993, -18.44994207305467, -11.82617367807211, -15.911275649089589, 48.575620785892966, 40.573257214875525, 63.819960915857905, 10.633572204840448, 2.2579111408228982, 35.14971812080546, 13.11568800178793, 47.40412835777056, 28.983219763753027, -3.144896274264511, 46.212417687718016, 27.145313875700367, 63.69005003068287, 62.216706645665454, 33.20511660864804, 5.722864910630506, -16.822502746387045, 8.294378576595363, -9.154885664422068, -24.235384161439583, 48.88211013554303, -3.679484968474526, -40.06064664549194, 6.785768106490536, 31.051049050472898, 44.6168629464554, 1.917004932437976, 21.02147368542046, -113.25570573959698, -113.6918763176144, -57.56683059663203, -112.44904871964957, -179.99411380966706, -181.98370729368446, -148.908236650702, -28.034775113719434, -11.050265398736997, 39.46101526024552, 13.48275898522786, -13.925239591789591, -51.935588156807, -15.317784320824444, -92.81368844084193, -136.87896509685947, -183.50914416387695], \"x\": [\"2001-01-01\", \"2001-02-01\", \"2001-03-01\", \"2001-04-01\", \"2001-05-01\", \"2001-06-01\", \"2001-07-01\", \"2001-08-01\", \"2001-09-01\", \"2001-10-01\", \"2001-11-01\", \"2001-12-01\", \"2002-01-01\", \"2002-02-01\", \"2002-03-01\", \"2002-04-01\", \"2002-05-01\", \"2002-06-01\", \"2002-07-01\", \"2002-08-01\", \"2002-09-01\", \"2002-10-01\", \"2002-11-01\", \"2002-12-01\", \"2003-01-01\", \"2003-02-01\", \"2003-03-01\", \"2003-04-01\", \"2003-05-01\", \"2003-06-01\", \"2003-07-01\", \"2003-08-01\", \"2003-09-01\", \"2003-10-01\", \"2003-11-01\", \"2003-12-01\", \"2004-01-01\", \"2004-02-01\", \"2004-03-01\", \"2004-04-01\", \"2004-05-01\", \"2004-06-01\", \"2004-07-01\", \"2004-08-01\", \"2004-09-01\", \"2004-10-01\", \"2004-11-01\", \"2004-12-01\", \"2005-01-01\", \"2005-02-01\", \"2005-03-01\", \"2005-04-01\", \"2005-05-01\", \"2005-06-01\", \"2005-07-01\", \"2005-08-01\", \"2005-09-01\", \"2005-10-01\", \"2005-11-01\", \"2005-12-01\", \"2006-01-01\", \"2006-02-01\", \"2006-03-01\", \"2006-04-01\", \"2006-05-01\", \"2006-06-01\", \"2006-07-01\", \"2006-08-01\", \"2006-09-01\", \"2006-10-01\", \"2006-11-01\", \"2006-12-01\", \"2007-01-01\", \"2007-02-01\", \"2007-03-01\", \"2007-04-01\", \"2007-05-01\", \"2007-06-01\", \"2007-07-01\", \"2007-08-01\", \"2007-09-01\", \"2007-10-01\", \"2007-11-01\", \"2007-12-01\", \"2008-01-01\", \"2008-02-01\", \"2008-03-01\", \"2008-04-01\", \"2008-05-01\", \"2008-06-01\", \"2008-07-01\", \"2008-08-01\", \"2008-09-01\", \"2008-10-01\", \"2008-11-01\", \"2008-12-01\", \"2009-01-01\", \"2009-02-01\", \"2009-03-01\", \"2009-04-01\", \"2009-05-01\", \"2009-06-01\", \"2009-07-01\", \"2009-08-01\", \"2009-09-01\", \"2009-10-01\", \"2009-11-01\", \"2009-12-01\", \"2010-01-01\", \"2010-02-01\", \"2010-03-01\", \"2010-04-01\", \"2010-05-01\", \"2010-06-01\", \"2010-07-01\", \"2010-08-01\", \"2010-09-01\", \"2010-10-01\", \"2010-11-01\", \"2010-12-01\", \"2011-01-01\", \"2011-02-01\", \"2011-03-01\", \"2011-04-01\", \"2011-05-01\", \"2011-06-01\", \"2011-07-01\", \"2011-08-01\", \"2011-09-01\", \"2011-10-01\", \"2011-11-01\", \"2011-12-01\", \"2012-01-01\", \"2012-02-01\", \"2012-03-01\", \"2012-04-01\", \"2012-05-01\", \"2012-06-01\", \"2012-07-01\", \"2012-08-01\", \"2012-09-01\", \"2012-10-01\", \"2012-11-01\", \"2012-12-01\", \"2013-01-01\", \"2013-02-01\", \"2013-03-01\", \"2013-04-01\", \"2013-05-01\", \"2013-06-01\", \"2013-07-01\", \"2013-08-01\", \"2013-09-01\", \"2013-10-01\", \"2013-11-01\", \"2013-12-01\", \"2014-01-01\", \"2014-02-01\", \"2014-03-01\", \"2014-04-01\", \"2014-05-01\", \"2014-06-01\", \"2014-07-01\", \"2014-08-01\", \"2014-09-01\", \"2014-10-01\", \"2014-11-01\", \"2014-12-01\", \"2015-01-01\", \"2015-02-01\", \"2015-03-01\", \"2015-04-01\", \"2015-05-01\", \"2015-06-01\", \"2015-07-01\", \"2015-08-01\", \"2015-09-01\", \"2015-10-01\", \"2015-11-01\", \"2015-12-01\", \"2016-01-01\", \"2016-02-01\", \"2016-03-01\", \"2016-04-01\", \"2016-05-01\", \"2016-06-01\", \"2016-07-01\", \"2016-08-01\", \"2016-09-01\", \"2016-10-01\", \"2016-11-01\", \"2016-12-01\", \"2017-01-01\", \"2017-02-01\", \"2017-03-01\"], \"type\": \"scatter\", \"mode\": \"lines\", \"name\": \"SPP\"}], {}, {\"linkText\": \"Export to plot.ly\", \"showLink\": true})});</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['ERCOT', 'SPP']\n",
    "trace = []\n",
    "\n",
    "for region in order:\n",
    "    df = gen_index.loc[gen_index['region'] == region]\n",
    "    trace.append(go.Scatter(x=df['datetime'],\n",
    "                            y=detrend(df['index (g/kWh)']),\n",
    "                            name=region,\n",
    "                            mode='lines'))\n",
    "\n",
    "iplot(trace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "_draft": {
   "nbviewer_url": "https://gist.github.com/82e806a62135b80898f4fede8b04959b"
  },
  "gist": {
   "data": {
    "description": "Discuss detrending for correlation",
    "public": false
   },
   "id": "82e806a62135b80898f4fede8b04959b"
  },
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}