.ipynb_checkpoints/rnn-stock-prediction-checkpoint.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "\n",
    "import yfinance as yf\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "import pandas as pd\n",
    "import datetime\n",
    "\n",
    "mpl.rcParams['figure.figsize'] = (16, 10)\n",
    "mpl.rcParams['axes.grid'] = False\n",
    "\n",
    "import plotly.offline as py\n",
    "# That's line needed if you use jupyter notebook (.ipynb):\n",
    "py.init_notebook_mode(connected=True)\n",
    "\n",
    "import plotly.graph_objects as go"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "RANDOM_SEED = 42\n",
    "\n",
    "np.random.seed(RANDOM_SEED)\n",
    "tf.random.set_seed(RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
   },
   "outputs": [],
   "source": [
    "# Create candlestick chart to visualize Netflix (Symbol: NFLX) values across time from 5 years ago to present\n",
    "tickerSymbol = 'NFLX'\n",
    "today = datetime.date.today()\n",
    "start = datetime.datetime(today.year-5,today.month,today.day)\n",
    "\n",
    "\n",
    "def candleStick(symbol, startdate, enddate):\n",
    "    tickerData = yf.Ticker(symbol)\n",
    "    df = tickerData.history(period='1d', start=startdate, end=enddate)\n",
    "    \n",
    "    fig = go.Figure(data=[go.Candlestick(x=df.index,\n",
    "                    open=df['Open'],\n",
    "                    high=df['High'],\n",
    "                    low=df['Low'],\n",
    "                    close=df['Close'])])\n",
    "\n",
    "    fig.update_layout(\n",
    "        title= {\n",
    "            'text': symbol,\n",
    "          'y':0.9,\n",
    "            'x':0.5,\n",
    "            'xanchor': 'center',\n",
    "            'yanchor': 'top'},\n",
    "          font=dict(\n",
    "            family=\"Times New Roman\",\n",
    "            size=20,\n",
    "            color=\"#7f7f7f\"\n",
    "        )\n",
    "        )\n",
    "\n",
    "    fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "close": [
          60.37,
          59.53,
          59.02,
          59.15,
          60.33,
          60.49,
          63.05,
          62.79,
          64.94,
          67.81,
          68.39,
          67.92,
          80.29,
          81.65,
          81.06,
          80.06,
          79.67,
          79.87,
          79.77,
          80.87,
          80.44,
          80.41,
          79.5,
          79.58,
          79.27,
          80.79,
          80.08,
          80.75,
          82.09,
          84.28,
          83.38,
          82.87,
          83.84,
          87.61,
          88.27,
          88.07,
          88.79,
          89,
          88.84,
          87.99,
          89.86,
          89.51,
          89.15,
          89,
          89.13,
          88.81,
          89.35,
          90.46,
          89.6,
          92.45,
          95.87,
          95.09,
          94.42,
          93.43,
          95.27,
          94.27,
          94.74,
          93.87,
          96.41,
          97.31,
          96.94,
          94.89,
          93.09,
          92.23,
          93.85,
          93.64,
          94.04,
          94.57,
          94.09,
          93.51,
          95.73,
          97.23,
          101.09,
          100.37,
          98.13,
          115.81,
          114.77,
          110.55,
          112.51,
          111.5,
          110.1,
          109.34,
          106.43,
          106.9,
          107.08,
          111.56,
          114.31,
          112.56,
          121.15,
          123.71,
          126.45,
          123.52,
          123.03,
          122.74,
          120.51,
          123.73,
          123.39,
          125.36,
          124.05,
          122.06,
          112.49,
          103.96,
          96.88,
          101.52,
          110.13,
          117.66,
          117.63,
          115.03,
          105.79,
          105.44,
          101.06,
          98.79,
          94.95,
          99.18,
          99.48,
          97.51,
          95.69,
          99.16,
          104.08,
          104.21,
          102.62,
          100.3,
          98.47,
          98.07,
          103.76,
          102.24,
          99.47,
          98.35,
          103.26,
          105.98,
          106.11,
          111.25,
          108.33,
          108.1,
          114.93,
          113.33,
          113.45,
          109.73,
          110.23,
          101.09,
          98.99,
          101.69,
          98.99,
          97.96,
          97.32,
          100.04,
          103.04,
          103.07,
          105.8,
          105.12,
          108.38,
          107.64,
          109.74,
          114.05,
          113.5,
          114.06,
          109.86,
          112.7,
          112.86,
          108.92,
          103.65,
          111.35,
          117.1,
          120.63,
          120.22,
          123.84,
          125.03,
          123.31,
          124.16,
          125.44,
          123.33,
          125.37,
          128.93,
          126.81,
          130.93,
          125.36,
          126.98,
          124.2,
          122.91,
          118.91,
          120.67,
          118.6,
          122.64,
          122.51,
          118.02,
          116.63,
          116.24,
          118.16,
          117.33,
          117.11,
          119.12,
          116.71,
          114.38,
          109.96,
          107.66,
          117.68,
          114.56,
          111.39,
          114.97,
          116.58,
          106.56,
          107.06,
          104.04,
          107.89,
          107.74,
          102.35,
          100.72,
          99.12,
          97.83,
          91.15,
          94.41,
          91.84,
          94.09,
          91.49,
          90.74,
          89.71,
          82.79,
          83.32,
          86.13,
          88.45,
          86.35,
          87.4,
          89.05,
          94.76,
          90.49,
          89.23,
          91.93,
          89.12,
          91.61,
          94.53,
          94.79,
          93.41,
          98.3,
          97.61,
          97.93,
          101.58,
          95.49,
          96.23,
          98,
          97.36,
          97.66,
          98.13,
          97.86,
          99.35,
          99.72,
          101.12,
          101.06,
          99.84,
          99.59,
          98.36,
          101.21,
          104.13,
          102.19,
          102.23,
          105.7,
          104.35,
          104.94,
          104.83,
          104.45,
          103.81,
          102.68,
          106.98,
          109.65,
          110.42,
          111.51,
          108.4,
          94.34,
          96.77,
          94.98,
          95.9,
          93.56,
          92.43,
          91.04,
          90.28,
          90.03,
          93.11,
          91.54,
          90.79,
          89.37,
          90.84,
          90.54,
          92.89,
          90.02,
          87.74,
          87.88,
          89.12,
          88.63,
          90.5,
          89.55,
          92.49,
          94.89,
          97.89,
          100.2,
          102.81,
          103.3,
          102.57,
          101.51,
          101.25,
          99.59,
          100.74,
          99.89,
          97.86,
          97.09,
          93.75,
          93.85,
          94.12,
          94.29,
          95.44,
          94.45,
          93.8,
          90.99,
          90.01,
          91.66,
          88.44,
          85.33,
          87.97,
          91.06,
          91.48,
          96.67,
          97.91,
          94.6,
          95.1,
          97.06,
          94.67,
          95.97,
          96.43,
          98.02,
          98.39,
          98.81,
          85.84,
          87.91,
          85.99,
          85.89,
          87.66,
          91.41,
          92.04,
          91.65,
          91.25,
          94.37,
          93.56,
          93.1,
          93.44,
          97.03,
          95.11,
          93.99,
          93.93,
          95.89,
          96.59,
          95.31,
          95.12,
          96.37,
          96.16,
          95.87,
          95.26,
          95.94,
          95.18,
          97.32,
          97.58,
          97.3,
          97.45,
          97.45,
          97.38,
          97.38,
          100.09,
          99.15,
          99.66,
          96.5,
          99.05,
          96.09,
          97.01,
          97.34,
          99.48,
          98.06,
          98.25,
          94.88,
          95.83,
          95.94,
          94.56,
          97.07,
          97.48,
          96.67,
          98.55,
          102.63,
          102.34,
          106.28,
          105.07,
          104.82,
          103.33,
          100.59,
          99.5,
          100.23,
          101.47,
          99.8,
          118.79,
          121.87,
          123.35,
          127.5,
          127.33,
          126.51,
          126.97,
          126.47,
          126.57,
          124.87,
          123.3,
          122.34,
          122.14,
          122.03,
          124.58,
          124.34,
          122.19,
          115.42,
          114.78,
          113.38,
          113.59,
          115.19,
          115.03,
          115.21,
          117.96,
          118.04,
          117.69,
          117.41,
          116.93,
          117.51,
          117,
          117.22,
          120.81,
          119.16,
          124.57,
          125.39,
          123.24,
          122.88,
          122.83,
          123.78,
          123.44,
          125,
          124.22,
          125.45,
          125.12,
          126.5,
          125.58,
          125.59,
          128.35,
          125.89,
          125.33,
          123.8,
          127.49,
          129.41,
          131.81,
          131.07,
          130.95,
          129.89,
          130.5,
          129.18,
          133.7,
          132.89,
          133.26,
          138.41,
          138.6,
          137.39,
          140.11,
          139.52,
          138.96,
          142.45,
          141.22,
          140.71,
          140.78,
          139.2,
          140.25,
          140.97,
          144,
          144.74,
          144.14,
          144.82,
          143.2,
          140.82,
          142.27,
          142.01,
          142.22,
          142.6,
          143.86,
          142.78,
          143.25,
          143.41,
          142.13,
          142.65,
          139.53,
          139.14,
          141.94,
          141.43,
          140.32,
          140.53,
          140.89,
          143.52,
          143.19,
          145.25,
          144.39,
          145.11,
          145.83,
          142.42,
          142.65,
          141.84,
          142.02,
          144.06,
          145.17,
          146.47,
          148.06,
          147.81,
          146.92,
          145.5,
          143.62,
          143.74,
          143.11,
          143.85,
          144.35,
          143.83,
          142.92,
          147.25,
          143.36,
          139.76,
          141.18,
          142.87,
          143.83,
          152.16,
          150.17,
          153.08,
          152.2,
          155.35,
          156.45,
          155.59,
          157.25,
          156.6,
          156.38,
          157.46,
          160.28,
          158.54,
          160.81,
          160.02,
          159.41,
          153.2,
          155.7,
          157.02,
          157.16,
          157.95,
          157.75,
          163.05,
          162.43,
          163.22,
          163.07,
          162.99,
          165.18,
          165.06,
          165.17,
          165.61,
          165.88,
          158.03,
          151.44,
          152.72,
          152.2,
          151.76,
          152.38,
          153.4,
          152.05,
          155.03,
          154.89,
          158.02,
          157.5,
          151.03,
          153.41,
          150.09,
          149.41,
          146.17,
          147.61,
          146.25,
          150.18,
          152.67,
          154.33,
          158.75,
          158.21,
          161.12,
          161.7,
          183.6,
          183.86,
          183.6,
          188.54,
          187.91,
          186.97,
          189.08,
          182.68,
          184.04,
          181.66,
          182.03,
          180.74,
          179.23,
          180.27,
          181.33,
          178.36,
          175.78,
          169.14,
          171.4,
          171,
          168.5,
          169.98,
          166.09,
          166.54,
          166.76,
          169.34,
          169.06,
          168.13,
          165.95,
          167.12,
          168.81,
          174.69,
          174.71,
          174.74,
          174.52,
          179.25,
          179,
          176.42,
          181.74,
          185.15,
          183.64,
          182.63,
          182.35,
          184.62,
          185.68,
          185.51,
          188.78,
          187.35,
          178.55,
          179.38,
          181.97,
          180.7,
          181.35,
          177.01,
          179.19,
          184.45,
          194.39,
          198.02,
          196.87,
          195.08,
          194.95,
          195.86,
          199.49,
          202.68,
          199.48,
          195.54,
          195.13,
          194.16,
          192.47,
          196.02,
          193.77,
          195.21,
          199.54,
          198.37,
          196.43,
          198,
          199.32,
          200.01,
          200.13,
          195.89,
          196.44,
          193.9,
          192.02,
          195.08,
          195.71,
          192.12,
          195.51,
          193.2,
          194.1,
          196.23,
          196.32,
          195.75,
          195.05,
          199.18,
          188.15,
          187.58,
          186.82,
          184.04,
          184.21,
          185.3,
          185.2,
          188.54,
          186.22,
          185.73,
          187.86,
          189.56,
          190.12,
          190.42,
          187.02,
          188.82,
          188.62,
          189.94,
          187.76,
          186.24,
          192.71,
          191.96,
          201.07,
          205.05,
          205.63,
          209.99,
          212.05,
          209.31,
          212.52,
          217.24,
          221.23,
          221.53,
          217.5,
          220.33,
          220.46,
          227.58,
          250.29,
          261.3,
          269.7,
          274.6,
          284.59,
          278.8,
          270.3,
          265.07,
          267.43,
          254.26,
          265.72,
          264.56,
          250.1,
          249.47,
          257.95,
          258.27,
          266,
          280.27,
          278.52,
          278.55,
          281.04,
          278.14,
          285.93,
          294.16,
          290.61,
          291.38,
          290.39,
          301.05,
          315,
          325.22,
          321.16,
          317,
          331.44,
          321.3,
          315.88,
          321.55,
          321.09,
          318.45,
          313.48,
          317.5,
          316.48,
          306.7,
          300.94,
          320.35,
          300.69,
          285.77,
          295.35,
          280.29,
          283.67,
          288.94,
          293.97,
          288.85,
          289.93,
          298.07,
          303.67,
          309.25,
          311.65,
          307.78,
          336.06,
          334.52,
          332.7,
          327.77,
          318.69,
          307.02,
          305.76,
          313.98,
          311.76,
          312.46,
          313.3,
          313.36,
          311.69,
          320.09,
          326.26,
          326.89,
          330.3,
          329.6,
          326.46,
          328.53,
          326.13,
          328.19,
          325.22,
          324.18,
          331.82,
          331.62,
          344.72,
          349.29,
          351.29,
          349.73,
          353.54,
          351.6,
          359.93,
          361.81,
          365.8,
          367.45,
          361.4,
          360.57,
          361.45,
          363.83,
          379.93,
          392.87,
          391.98,
          390.4,
          404.98,
          416.76,
          415.44,
          411.09,
          384.48,
          399.39,
          390.39,
          395.42,
          391.43,
          398.18,
          390.52,
          398.39,
          408.25,
          418.97,
          415.63,
          418.65,
          413.5,
          395.8,
          400.48,
          379.48,
          375.13,
          364.23,
          361.05,
          362.66,
          357.32,
          362.87,
          363.09,
          355.21,
          334.96,
          337.45,
          338.38,
          344.5,
          343.09,
          350.92,
          351.83,
          347.61,
          349.36,
          345.87,
          341.31,
          337.49,
          326.4,
          322.44,
          316.78,
          327.73,
          338.02,
          344.44,
          339.17,
          358.82,
          364.58,
          368.49,
          368.04,
          370.98,
          367.68,
          363.6,
          341.18,
          346.46,
          348.68,
          348.41,
          355.93,
          369.95,
          368.15,
          364.56,
          350.35,
          367.65,
          366.96,
          365.36,
          361.19,
          369.61,
          369.43,
          377.88,
          380.71,
          374.13,
          381.43,
          377.14,
          377.05,
          363.65,
          351.35,
          349.1,
          355.71,
          325.89,
          321.1,
          339.56,
          333.13,
          346.4,
          364.7,
          346.71,
          332.67,
          329.54,
          333.16,
          301.83,
          312.87,
          299.83,
          284.84,
          285.81,
          301.78,
          317.38,
          309.1,
          315.44,
          310.84,
          327.5,
          317.92,
          303.47,
          294.07,
          294.4,
          286.73,
          290.06,
          286.21,
          270.6,
          266.98,
          262.13,
          258.82,
          261.43,
          266.63,
          282.65,
          288.75,
          286.13,
          290.3,
          275.33,
          282.88,
          265.14,
          269.7,
          265.32,
          274.88,
          276.02,
          266.84,
          262.8,
          270.94,
          266.77,
          260.58,
          246.39,
          233.88,
          253.67,
          255.57,
          256.08,
          267.66,
          267.66,
          271.2,
          297.57,
          315.34,
          320.27,
          319.96,
          324.66,
          337.59,
          332.94,
          354.64,
          351.39,
          353.19,
          339.1,
          325.16,
          321.99,
          326.67,
          338.05,
          335.66,
          328.9,
          340.66,
          339.5,
          339.85,
          351.34,
          355.81,
          352.19,
          344.71,
          347.57,
          345.73,
          359.97,
          351.77,
          359.07,
          356.87,
          361.92,
          359.91,
          356.97,
          363.02,
          363.91,
          364.97,
          362.87,
          358.1,
          357.32,
          351.04,
          354.3,
          359.61,
          352.6,
          349.6,
          358.86,
          356.27,
          361.21,
          358.82,
          361.46,
          363.44,
          358.78,
          375.22,
          377.87,
          361.01,
          366.23,
          359.97,
          353.37,
          354.61,
          356.56,
          366.96,
          367.72,
          369.75,
          367.88,
          365.49,
          361.41,
          364.71,
          363.92,
          367.65,
          351.14,
          348.87,
          359.46,
          354.74,
          360.35,
          377.34,
          381.89,
          374.23,
          368.33,
          374.85,
          371.83,
          370.54,
          378.81,
          379.06,
          385.03,
          378.67,
          370.46,
          364.37,
          362.75,
          361.04,
          345.26,
          345.61,
          354.99,
          359.31,
          354.45,
          348.11,
          354.27,
          359.73,
          352.21,
          354.39,
          355.06,
          349.19,
          351.85,
          343.28,
          336.63,
          353.4,
          355.73,
          357.13,
          360.87,
          352.01,
          351.27,
          345.56,
          343.43,
          339.73,
          350.62,
          357.12,
          363.52,
          365.21,
          369.21,
          371.04,
          360.3,
          362.2,
          370.02,
          367.32,
          374.6,
          375.43,
          381.72,
          380.55,
          376.16,
          379.93,
          381,
          379.5,
          373.25,
          366.6,
          365.99,
          362.44,
          325.21,
          315.1,
          310.62,
          307.3,
          317.94,
          326.46,
          335.78,
          332.7,
          325.93,
          322.99,
          319.5,
          318.83,
          307.63,
          310.1,
          304.29,
          315.9,
          308.93,
          310.83,
          312.28,
          299.11,
          295.76,
          302.8,
          309.38,
          298.99,
          297.81,
          296.93,
          291.44,
          294.98,
          291.03,
          291.77,
          296.78,
          293.75,
          289.29,
          291.52,
          293.25,
          290.17,
          294.34,
          287.99,
          288.27,
          288.86,
          294.15,
          294.29,
          298.6,
          291.56,
          286.6,
          270.75,
          265.92,
          254.59,
          264.75,
          263.31,
          263.08,
          267.62,
          269.58,
          268.03,
          268.15,
          272.79,
          274.46,
          270.72,
          267.53,
          280.48,
          282.93,
          285.53,
          284.25,
          286.28,
          293.35,
          275.3,
          278.05,
          266.69,
          271.27,
          271.5,
          276.82,
          281.86,
          281.21,
          291.45,
          287.41,
          286.81,
          292.86,
          288.03,
          288.59,
          289.57,
          291.57,
          294.18,
          292.01,
          283.11,
          289.62,
          295.03,
          302.57,
          302.6,
          305.16,
          311.69,
          310.48,
          315.55,
          312.49,
          315.93,
          314.66,
          309.99,
          306.16,
          304.32,
          302.86,
          307.35,
          302.5,
          293.12,
          298.93,
          298.44,
          298.5,
          304.21,
          315.48,
          320.8,
          332.22,
          336.9,
          333.1,
          333.2,
          332.63,
          329.09,
          323.31,
          323.57,
          329.81,
          325.9,
          335.83,
          330.75,
          339.26,
          335.66,
          329.05,
          338.92,
          338.69,
          339.07,
          338.62,
          339.67,
          338.11,
          326,
          349.6,
          353.16,
          342.88,
          348.52,
          343.16,
          347.74,
          345.09,
          358,
          369.01,
          369.67,
          366.95,
          366.77,
          371.07,
          373.69,
          380.01,
          381.4,
          380.4,
          387.78,
          386.19,
          386,
          380.07,
          368.7,
          360.09,
          379.24,
          371.71,
          369.03,
          381.05,
          368.77,
          383.79,
          372.78,
          368.97,
          346.49,
          364.13,
          349.92,
          315.25,
          336.3,
          298.84,
          319.75,
          315.47,
          332.03,
          332.83,
          360.27,
          357.32,
          342.39,
          362.99,
          357.12
         ],
         "high": [
          60.56,
          60.42,
          59.79,
          59.61,
          60.45,
          60.85,
          63.11,
          63.14,
          65,
          69.29,
          69.14,
          68.7,
          81.25,
          82.14,
          82.3,
          81.48,
          80.71,
          80.34,
          80.81,
          81.79,
          81.28,
          81.06,
          80.84,
          79.97,
          79.71,
          82.44,
          81.21,
          80.79,
          82.15,
          84.86,
          83.81,
          84.2,
          83.92,
          88.35,
          88.53,
          89.79,
          89.11,
          89.57,
          89.41,
          89.06,
          89.91,
          89.86,
          90.21,
          89.12,
          89.68,
          89.73,
          89.43,
          90.54,
          90.82,
          92.71,
          98.97,
          96.92,
          95.34,
          93.59,
          95.61,
          95.13,
          95.34,
          96.42,
          96.69,
          97.39,
          100.89,
          96,
          95.31,
          92.91,
          94.36,
          95.24,
          94.2,
          94.93,
          95.43,
          94,
          95.85,
          98.5,
          102.31,
          101.64,
          100.75,
          116.49,
          117.88,
          114.7,
          113.71,
          113.88,
          112.18,
          111.68,
          109.86,
          107.94,
          107.75,
          111.9,
          115,
          114.6,
          122.79,
          129.29,
          128.85,
          126.6,
          126.5,
          123.76,
          122.45,
          125.73,
          125,
          125.7,
          126.75,
          123.7,
          121.45,
          110,
          109.63,
          107.88,
          110.28,
          118.25,
          119.35,
          117,
          111.24,
          109.5,
          104.17,
          99.93,
          102.5,
          102.79,
          100.85,
          100.85,
          97.91,
          99.65,
          104.48,
          107.5,
          104.36,
          103.77,
          99.9,
          99.74,
          104,
          105.45,
          103.33,
          100.63,
          103.46,
          106.11,
          106.87,
          112.28,
          112.25,
          109.78,
          115.05,
          115.83,
          115.42,
          113.72,
          111.63,
          104.88,
          101.65,
          103.62,
          102.11,
          100.34,
          99.93,
          101.56,
          103.31,
          104.72,
          106.21,
          106.91,
          110.1,
          109.37,
          111.05,
          114.28,
          115.68,
          114.8,
          114,
          112.84,
          114.61,
          115.25,
          109.07,
          111.65,
          118.79,
          121,
          123.13,
          124.07,
          126.2,
          124.66,
          125.2,
          126.39,
          126.6,
          125.57,
          131.35,
          132.2,
          130.99,
          133.27,
          128.24,
          128.78,
          125.21,
          123,
          120.9,
          123.3,
          123,
          126.35,
          122.19,
          119.59,
          117.43,
          118.56,
          118.8,
          117.35,
          119.6,
          119.02,
          117.46,
          110,
          110.58,
          117.91,
          122.18,
          117.72,
          116.79,
          117.78,
          114.48,
          109.25,
          105.5,
          110.14,
          109.99,
          108.51,
          104.99,
          102.68,
          100.55,
          97.85,
          95.25,
          94.39,
          97.18,
          96.65,
          92.69,
          91.25,
          88.95,
          84.7,
          88.4,
          92.21,
          88.39,
          89.72,
          90.14,
          94.77,
          94.9,
          91.4,
          93.11,
          92.49,
          91.76,
          94.81,
          97.48,
          97.2,
          99.16,
          99.48,
          98.35,
          102.22,
          101.79,
          98.28,
          98.37,
          99.74,
          99.6,
          99.42,
          98.51,
          99.73,
          101.39,
          102.41,
          102.1,
          101.52,
          100.39,
          98.85,
          101.44,
          104.33,
          104.91,
          103.53,
          105.79,
          105.92,
          105.75,
          106.44,
          106.44,
          105.33,
          104.98,
          107.22,
          111.28,
          111.64,
          111.85,
          110.7,
          101.37,
          96.98,
          97.38,
          96.69,
          95.75,
          93.55,
          92.5,
          92.67,
          90.56,
          93.22,
          93.25,
          92.16,
          92.08,
          90.88,
          91.83,
          93.25,
          92.59,
          90.41,
          88.59,
          90,
          90.87,
          91.72,
          91.27,
          93.28,
          95.29,
          99.14,
          100.31,
          104,
          103.5,
          103.45,
          101.92,
          102.15,
          101,
          101.07,
          101.63,
          100.28,
          98.43,
          95.35,
          97.2,
          95.8,
          95.46,
          95.56,
          95.77,
          95.88,
          93.88,
          91.98,
          91.68,
          90.49,
          88,
          88.88,
          91.97,
          91.72,
          97,
          101.27,
          96,
          95.38,
          97.41,
          96.87,
          96.72,
          96.72,
          98.27,
          98.7,
          99.84,
          86.75,
          88.49,
          88.38,
          86.5,
          87.87,
          93.1,
          92.06,
          92.21,
          91.75,
          94.67,
          94.08,
          94.67,
          93.73,
          97.74,
          95.93,
          95.81,
          94.75,
          96.33,
          96.83,
          96.91,
          95.61,
          96.93,
          97.22,
          96.78,
          96.13,
          96.59,
          96.36,
          98.25,
          97.95,
          98.45,
          98.85,
          97.88,
          97.98,
          98.18,
          100.32,
          100.19,
          100.05,
          99.39,
          99.29,
          98,
          98.35,
          97.97,
          99.49,
          100.35,
          99.16,
          97.1,
          95.88,
          96.97,
          95.38,
          97.64,
          97.59,
          98.31,
          99.53,
          103.39,
          104.44,
          106.97,
          105.47,
          106.5,
          104.53,
          102.9,
          102.47,
          100.5,
          102.1,
          100.73,
          119.82,
          122.45,
          123.75,
          127.85,
          129.29,
          128.06,
          128.72,
          128.18,
          128.93,
          126.9,
          125.83,
          124.07,
          123.72,
          123.43,
          125.75,
          125.81,
          123.65,
          122.97,
          116.63,
          115.9,
          116.41,
          116.12,
          116.81,
          116.42,
          118.72,
          119.46,
          118.89,
          118.39,
          117.62,
          119.18,
          120.37,
          118.68,
          120.98,
          120.75,
          124.79,
          125.75,
          126.35,
          124.3,
          124.03,
          125.09,
          124.4,
          127.43,
          126.68,
          126.44,
          126.3,
          127.74,
          127.5,
          126.28,
          129.05,
          129.07,
          126.14,
          126.57,
          128.19,
          130.17,
          132.75,
          133.88,
          131.99,
          132.22,
          131.5,
          130.85,
          133.93,
          135.4,
          133.65,
          143.46,
          140.79,
          139.49,
          140.93,
          141.39,
          141.21,
          142.49,
          141.97,
          141.83,
          142.41,
          141.04,
          140.64,
          141,
          144.28,
          145.07,
          145.09,
          145.3,
          145.95,
          144.11,
          142.43,
          142.44,
          142.9,
          143.38,
          144,
          144.49,
          143.56,
          143.92,
          143.57,
          143.26,
          142.7,
          140.91,
          142.84,
          142.4,
          142.06,
          141.24,
          141.8,
          143.71,
          143.31,
          145.52,
          146.5,
          145.76,
          146.25,
          147.7,
          143.8,
          142.89,
          142.8,
          144.39,
          146.11,
          147.18,
          148.29,
          148.23,
          148.01,
          147.09,
          146.25,
          144.14,
          143.89,
          144.65,
          144.54,
          145.74,
          144.55,
          147.32,
          147.4,
          144,
          141.8,
          143.03,
          144.5,
          153.52,
          152.15,
          153.49,
          152.97,
          157.7,
          156.5,
          156.54,
          157.9,
          158.59,
          157.64,
          157.85,
          161.1,
          160.52,
          160.84,
          161.78,
          161.18,
          158.78,
          156.89,
          158.05,
          158.6,
          158.31,
          158.48,
          164.1,
          163.05,
          164.75,
          164,
          163.93,
          165.36,
          165.5,
          166.82,
          166.4,
          166.87,
          166.27,
          155.53,
          155.68,
          155.62,
          152.56,
          153.53,
          155.58,
          154.5,
          155.38,
          155.2,
          158.19,
          159.97,
          156.98,
          154.2,
          152.82,
          150.71,
          150.45,
          148.26,
          147.27,
          150.75,
          153.23,
          155.23,
          158.8,
          160.13,
          161.35,
          163.55,
          185,
          187.17,
          185.92,
          191.5,
          190.25,
          188.66,
          189.7,
          190,
          185.03,
          184.97,
          184.62,
          182.57,
          181.22,
          181,
          182.27,
          181.91,
          175.96,
          174.45,
          172.58,
          172.45,
          171.88,
          170.5,
          170.58,
          169.97,
          168.99,
          169.93,
          169.64,
          171.24,
          168.75,
          168.67,
          169.68,
          174.85,
          176.24,
          176.48,
          175.88,
          179.46,
          180.35,
          180.39,
          182.47,
          185.33,
          184.5,
          185.29,
          184.93,
          185.45,
          186.23,
          186.5,
          189.95,
          189.85,
          186.55,
          180.95,
          183.34,
          181.95,
          182.9,
          182.8,
          179.7,
          186.7,
          194.49,
          198.92,
          199.4,
          198.3,
          196.22,
          198.62,
          200.82,
          202.83,
          204.38,
          200.01,
          195.25,
          196.38,
          194.9,
          196.74,
          197.06,
          197.61,
          200.65,
          201.1,
          198.59,
          199.2,
          199.44,
          200.55,
          202.48,
          200.61,
          197.09,
          194.49,
          192.59,
          196.05,
          195.88,
          195.42,
          197.7,
          195.95,
          194.32,
          197.52,
          196.75,
          196.9,
          195.85,
          199.68,
          199.03,
          190.86,
          189.8,
          189.72,
          188.14,
          186.48,
          187.34,
          189.42,
          189.42,
          187.85,
          188.69,
          192.64,
          191.43,
          191.65,
          190.3,
          189.11,
          190.95,
          190.95,
          189.94,
          188.1,
          194.49,
          193.95,
          201.65,
          206.21,
          207.05,
          210.02,
          212.5,
          212.98,
          213.64,
          217.75,
          222.55,
          226.07,
          221.15,
          220.58,
          223.49,
          227.79,
          257.71,
          261.71,
          272.3,
          274.6,
          286.81,
          282.73,
          282.29,
          271.95,
          270.62,
          267.9,
          266.7,
          272.45,
          267.62,
          255.8,
          259.15,
          261.41,
          269.88,
          280.5,
          281.96,
          285.81,
          286.64,
          284.5,
          286,
          295.65,
          297.36,
          295.75,
          295.25,
          301.18,
          316.91,
          325.79,
          323.74,
          322.92,
          331.44,
          333.98,
          325.84,
          323.88,
          323.4,
          324.11,
          317,
          319.5,
          319.4,
          314.12,
          309.37,
          321.03,
          322.9,
          298.8,
          295.35,
          292.87,
          291.25,
          290.31,
          299.16,
          298.85,
          299.55,
          298.95,
          311.64,
          311.13,
          317.49,
          316.1,
          338.62,
          338.82,
          335.31,
          336.51,
          331.22,
          320.25,
          309.98,
          316.63,
          317.45,
          317.88,
          313.48,
          317.1,
          312.59,
          320.98,
          329.02,
          327.35,
          331.95,
          332.06,
          331.26,
          330.5,
          326.94,
          329.72,
          330.45,
          326.42,
          331.88,
          336.63,
          345,
          354,
          354.36,
          356.1,
          354,
          355.53,
          359.99,
          363,
          369.83,
          369.68,
          368.7,
          362.39,
          365.67,
          365.98,
          384.25,
          395.03,
          398.86,
          393.16,
          405.29,
          419.47,
          423.21,
          420.5,
          405.99,
          404.78,
          411.59,
          396.9,
          401.33,
          398.38,
          399.98,
          399.24,
          408.65,
          419.12,
          419.44,
          419.77,
          416.79,
          410,
          403.36,
          385,
          383.13,
          375.75,
          370.5,
          363.9,
          367.4,
          363.28,
          365.54,
          367,
          352.03,
          342.5,
          344.41,
          345,
          347.86,
          351.98,
          357.31,
          352.29,
          352.44,
          349.1,
          347.19,
          342.41,
          335.5,
          331.17,
          324.37,
          331.6,
          341.5,
          346.21,
          350.08,
          359.15,
          374.49,
          369.99,
          369.86,
          376.81,
          376,
          368.88,
          363.39,
          356,
          355.75,
          352.5,
          356.15,
          370.43,
          374.09,
          371.09,
          367.33,
          368.15,
          377.61,
          370.26,
          372.22,
          373.64,
          371.34,
          382,
          383.2,
          380.8,
          386.11,
          386.8,
          380.93,
          375.92,
          363.5,
          352.95,
          358.72,
          355.15,
          334.2,
          341.3,
          339.21,
          347.95,
          380,
          362.2,
          355.8,
          335.8,
          336.58,
          333,
          319.94,
          313.99,
          307.89,
          290.52,
          311.5,
          318.45,
          321.88,
          317.53,
          320.22,
          328.56,
          332.05,
          312.98,
          302.49,
          303.55,
          301.84,
          292.5,
          291.72,
          285.09,
          276.34,
          275.34,
          265.5,
          266.25,
          269.08,
          284,
          290.49,
          290.81,
          298.72,
          295.74,
          283.22,
          284.21,
          271.18,
          274.5,
          281.77,
          279.32,
          277.67,
          272.98,
          275.75,
          280.87,
          269.9,
          264.5,
          250.65,
          254.5,
          255.59,
          261.91,
          270.1,
          269.75,
          275.79,
          297.8,
          316.8,
          320.59,
          323.35,
          325.37,
          341.09,
          335.48,
          357.22,
          358.85,
          355.79,
          353,
          336.88,
          331.75,
          331.8,
          340,
          336.3,
          338.22,
          341.78,
          345.99,
          346.84,
          352,
          360,
          357.04,
          348.75,
          348,
          352.87,
          360,
          359.6,
          360.45,
          364.4,
          365,
          366.71,
          362.85,
          366.13,
          371.49,
          365.7,
          368.03,
          366.39,
          362.87,
          362.25,
          356.17,
          359.88,
          362.86,
          349.92,
          358.98,
          360.13,
          362.48,
          363.84,
          364,
          370.97,
          366.96,
          375.9,
          379,
          376.43,
          367.04,
          368.38,
          362.47,
          355.94,
          358.25,
          368.33,
          368.42,
          373.41,
          372.05,
          369.8,
          365.94,
          366.74,
          368.85,
          370.12,
          361.75,
          352.21,
          364.48,
          368.76,
          360.41,
          377.69,
          384.8,
          381.9,
          374.76,
          375.14,
          374.58,
          374.5,
          385.99,
          383.5,
          385.03,
          381.35,
          379.91,
          369,
          364.2,
          365.26,
          354.26,
          349.95,
          356.5,
          364,
          359.62,
          352.42,
          356.43,
          370.46,
          357.42,
          359.44,
          361.2,
          353.85,
          354.21,
          349.34,
          347.66,
          353.61,
          357.88,
          358.21,
          365.15,
          367.1,
          357.58,
          353.61,
          348.5,
          343.4,
          351.77,
          361.5,
          364.74,
          370.12,
          371.45,
          375,
          371,
          366.79,
          370.85,
          371.54,
          376.66,
          376,
          381.99,
          381.4,
          378.25,
          384.76,
          384.34,
          384.54,
          379.74,
          373.68,
          371.34,
          366.5,
          329.85,
          325.85,
          314.54,
          313.5,
          319.99,
          327.69,
          336,
          336.4,
          329.65,
          331.77,
          328.58,
          319.41,
          313.42,
          311.88,
          305,
          316.36,
          316.64,
          312.89,
          316.43,
          308.41,
          300.63,
          303.55,
          311.75,
          305,
          302.88,
          300.33,
          299.01,
          296.95,
          296.77,
          292.82,
          299.93,
          298.94,
          293.9,
          292.38,
          293.97,
          293.35,
          301.55,
          297.17,
          292.65,
          292.73,
          296.62,
          297.43,
          299.15,
          296.05,
          293.81,
          282.5,
          273.39,
          265,
          266.6,
          268.05,
          267.44,
          268.88,
          272.2,
          269.35,
          268.84,
          275.48,
          276.68,
          275.53,
          271,
          280.53,
          287.87,
          286.93,
          285.87,
          288.17,
          308.75,
          290.9,
          279.94,
          275.41,
          273.92,
          274.02,
          277.77,
          285.75,
          284.41,
          293.49,
          291.45,
          289.12,
          295.39,
          291.19,
          290.56,
          298.19,
          293.99,
          296.36,
          295.35,
          293.41,
          290.63,
          295.82,
          304.99,
          305.67,
          308.25,
          312.69,
          311.4,
          315.73,
          316.5,
          316.82,
          316.62,
          314.39,
          307.36,
          308.43,
          306.48,
          307.85,
          311.49,
          298.94,
          299.43,
          299.17,
          301.8,
          305.71,
          316.8,
          325.36,
          332.83,
          338,
          337.95,
          335.7,
          336.46,
          333.82,
          329.19,
          324.92,
          329.98,
          329.86,
          336.36,
          336.7,
          342.7,
          343.42,
          338.5,
          340.85,
          345.38,
          343.17,
          343.56,
          341.57,
          341,
          336.3,
          349.88,
          359.85,
          351.9,
          352.4,
          349.4,
          348.2,
          347.39,
          359.63,
          369.57,
          375.25,
          371.55,
          371.8,
          374.8,
          378.11,
          380.62,
          385.37,
          385.15,
          389.54,
          392.95,
          389.7,
          387.32,
          372.82,
          375.65,
          382,
          391.56,
          376.77,
          381.36,
          393.52,
          384.01,
          391.4,
          371.31,
          357.47,
          364.54,
          362.98,
          335.72,
          336.42,
          334.35,
          322.9,
          331.58,
          348.51,
          350.49,
          366.11,
          372.93,
          362,
          363.84,
          368.52
         ],
         "low": [
          59.36,
          59.46,
          58.7,
          58.86,
          58.46,
          60.04,
          61.18,
          62.11,
          63.95,
          67.06,
          67.42,
          67.36,
          75.71,
          79.71,
          80.38,
          79.8,
          79.54,
          78.96,
          79.51,
          80.23,
          79.94,
          79.64,
          79.12,
          78.89,
          78.9,
          80.76,
          79.52,
          79.46,
          80.96,
          82.19,
          82.99,
          82.69,
          82.33,
          85.76,
          87.02,
          87.81,
          87.36,
          88.18,
          88.69,
          87.79,
          87.93,
          88.93,
          88.96,
          87.94,
          88.41,
          88.64,
          88.04,
          89.13,
          89,
          89.33,
          93.23,
          94.09,
          94.12,
          91.66,
          93.69,
          93.96,
          94.37,
          93.82,
          94.19,
          95.75,
          96.4,
          93.46,
          93.09,
          91.12,
          92.79,
          93.22,
          93.21,
          93.34,
          92.62,
          92.28,
          94.29,
          96.9,
          98.08,
          99.65,
          97.05,
          107.68,
          114.24,
          110.14,
          109.32,
          110.56,
          109.84,
          108.9,
          106.25,
          103.88,
          105.4,
          105.4,
          111.15,
          111.78,
          113,
          122.71,
          122.04,
          121.3,
          121.51,
          120,
          118.66,
          119.34,
          123,
          122.59,
          123.55,
          121.5,
          111.34,
          102.75,
          85.5,
          101.5,
          102.02,
          113.02,
          115.88,
          113.76,
          103.82,
          100.3,
          100.11,
          97.34,
          93.55,
          95.52,
          96.78,
          97.23,
          94.33,
          93.61,
          99.33,
          101.83,
          100.71,
          99.56,
          97,
          97.66,
          96.78,
          101.57,
          97.84,
          96.85,
          99.05,
          101.12,
          101.45,
          105.76,
          105.64,
          106.75,
          102.6,
          112.44,
          112.36,
          108.78,
          108.05,
          99.1,
          98.41,
          96.26,
          97.58,
          97.01,
          96.86,
          97.27,
          99.38,
          101.23,
          102.06,
          104.75,
          104.9,
          106.3,
          107.24,
          109.39,
          111.72,
          112.05,
          108.64,
          108.01,
          111.41,
          108.2,
          103.27,
          101.86,
          111.7,
          116.1,
          119.61,
          119.21,
          121.66,
          120.03,
          122.36,
          123.59,
          122.89,
          122.42,
          124.93,
          126.39,
          125.75,
          122.75,
          121.1,
          122.33,
          121.62,
          118.6,
          114.66,
          118.54,
          118.09,
          122.42,
          117.92,
          115.66,
          114.86,
          115.78,
          117.3,
          113.85,
          116.92,
          116.43,
          114.28,
          105.21,
          105.85,
          104.96,
          112.29,
          111.1,
          111.2,
          115.08,
          104.53,
          101.21,
          101.72,
          105.55,
          97.05,
          102.1,
          99.22,
          99,
          94.85,
          90.59,
          90.11,
          90.63,
          91.3,
          90.73,
          86.14,
          86.54,
          81.86,
          79.95,
          81.55,
          87.42,
          82.91,
          85.26,
          87.54,
          89.64,
          90.31,
          88.03,
          88.3,
          89.05,
          86.7,
          90.21,
          94.25,
          93.34,
          93.61,
          95.9,
          95.39,
          98.32,
          95.25,
          94.5,
          95,
          95.45,
          96.05,
          97.17,
          96.43,
          97.5,
          99,
          100.01,
          99.5,
          99.2,
          98.81,
          97.07,
          97.82,
          101,
          101.48,
          101.05,
          102.47,
          103.2,
          103.25,
          104.25,
          103.6,
          102.82,
          102.62,
          102.21,
          107.88,
          109.15,
          109.78,
          106.02,
          94.2,
          93.14,
          94.78,
          94.21,
          92.8,
          91.25,
          90.21,
          90.09,
          88.21,
          89.89,
          91.3,
          90.35,
          89.25,
          88.11,
          89.9,
          91.09,
          89.9,
          85.74,
          86.26,
          86.15,
          88.17,
          88.25,
          88.3,
          89.98,
          92.85,
          95.75,
          98.3,
          101.38,
          101.44,
          102.13,
          100.16,
          100.77,
          98.53,
          99.72,
          99.77,
          97.6,
          96.66,
          93.28,
          93.62,
          93.27,
          93.5,
          93.25,
          94.2,
          93.65,
          90.77,
          89.77,
          88.15,
          87.21,
          84.81,
          86.41,
          88.7,
          89.9,
          94.8,
          93.31,
          93.55,
          93.18,
          95.3,
          94.3,
          94.09,
          94.8,
          96.8,
          97.41,
          97.24,
          84.5,
          85.82,
          85.21,
          85.11,
          85.01,
          90.9,
          90.1,
          90.68,
          90.59,
          90.5,
          92.18,
          92.55,
          91.82,
          93.56,
          94,
          93.48,
          92.95,
          94.37,
          95.08,
          95.24,
          94.4,
          94.85,
          95.17,
          95.51,
          94.95,
          95.48,
          94.91,
          96.04,
          96.57,
          96.57,
          97.14,
          96.76,
          96.92,
          97.01,
          97.65,
          98.42,
          98.82,
          96.5,
          95.71,
          95.33,
          96.96,
          96.53,
          97.04,
          97.82,
          97.66,
          93.26,
          94.23,
          95.43,
          94.04,
          95,
          96.02,
          96.6,
          96.79,
          98,
          101.86,
          103.43,
          103.88,
          103.55,
          102.76,
          99.86,
          99.22,
          97.63,
          100.35,
          98.38,
          116.5,
          118,
          121.06,
          122.31,
          126.15,
          125.75,
          125.75,
          125.93,
          126.01,
          124.4,
          121.8,
          121.83,
          121.84,
          121.62,
          123.37,
          123.22,
          120.86,
          113.7,
          113.11,
          110.68,
          113.09,
          111.81,
          113.56,
          113.51,
          116.19,
          116.98,
          117.31,
          117.18,
          115.71,
          117.13,
          116.39,
          113.95,
          116.75,
          118.4,
          119.42,
          123.25,
          122.16,
          121.73,
          122.3,
          122.78,
          122.5,
          122.95,
          124.01,
          122.87,
          124.64,
          125,
          125.18,
          125.08,
          125.7,
          125.76,
          124.2,
          123.6,
          124.31,
          126.55,
          128.9,
          129.81,
          129.89,
          129.29,
          129.25,
          128.5,
          130.58,
          132.09,
          131.06,
          138.25,
          137.66,
          137.31,
          137.03,
          139.05,
          138.51,
          139,
          138.8,
          139.7,
          139.3,
          139.05,
          139.1,
          139.16,
          141.05,
          142.56,
          143.58,
          143.97,
          143.05,
          140.05,
          140.51,
          141.07,
          141.27,
          141.81,
          142.17,
          141.52,
          141.55,
          142.38,
          141.85,
          142.1,
          139.09,
          138.26,
          140.54,
          140.38,
          139.77,
          139.74,
          140.28,
          140.32,
          141.7,
          143.23,
          144.22,
          143.4,
          144.58,
          142.1,
          140.76,
          141.26,
          141.58,
          140,
          143.92,
          144.91,
          146.53,
          147.33,
          145.74,
          144.89,
          143.26,
          143.01,
          142.71,
          141.21,
          141.98,
          143.55,
          142.76,
          144.43,
          140,
          138.66,
          139.27,
          140.9,
          143.4,
          146.22,
          148.9,
          149.3,
          150.94,
          151.61,
          154.61,
          154.88,
          154.55,
          155.9,
          155.3,
          155.97,
          156.56,
          157.55,
          158.51,
          159.76,
          159.33,
          153,
          153.24,
          155.91,
          156.43,
          156.8,
          157.17,
          160.55,
          161.12,
          162.71,
          160.74,
          161.7,
          162.8,
          163.43,
          164.51,
          164.41,
          164.84,
          154.5,
          148.31,
          150.13,
          150.28,
          147.3,
          150.39,
          152.41,
          151.4,
          152.26,
          153.7,
          153.76,
          156.56,
          150.72,
          150.12,
          148,
          148.42,
          145.8,
          145.58,
          144.25,
          146.65,
          149.65,
          151.55,
          155.77,
          156.98,
          157.97,
          160.02,
          174.24,
          181.75,
          182.7,
          182.71,
          187.01,
          185.81,
          187.51,
          179.38,
          181.18,
          180.65,
          181.43,
          177.81,
          178.02,
          178.5,
          179.1,
          177.45,
          170.01,
          167.6,
          169,
          168.8,
          168.25,
          166.25,
          165.72,
          165.8,
          164.23,
          167.04,
          166.7,
          166.15,
          165.5,
          165.6,
          164.73,
          169.37,
          173.86,
          173.92,
          172.44,
          173.73,
          177.1,
          176.25,
          178.03,
          180.64,
          182.55,
          182.07,
          181.43,
          182.73,
          184.17,
          183.2,
          184.51,
          186.39,
          177.7,
          176.55,
          180.7,
          179.36,
          180.65,
          176.58,
          177.55,
          181.25,
          184.49,
          192.05,
          196.56,
          192.1,
          193.81,
          194.71,
          197.19,
          197.86,
          197.77,
          194.25,
          191.16,
          193.77,
          191.03,
          191.4,
          193.01,
          194.08,
          196.22,
          197.07,
          195.22,
          196,
          197.09,
          197.99,
          198.09,
          194.8,
          194.74,
          190.81,
          189.5,
          191,
          193,
          191.53,
          193.75,
          192.65,
          191.9,
          194.97,
          193.63,
          195.33,
          194,
          194.01,
          184.32,
          186.68,
          185,
          178.38,
          181.19,
          182.88,
          183.22,
          186.3,
          185.91,
          184.82,
          185.41,
          187.2,
          188.01,
          188.9,
          185.75,
          185.26,
          187.58,
          186.8,
          186.4,
          185.22,
          186.85,
          191.22,
          195.42,
          201.5,
          204,
          205.59,
          208.44,
          208.59,
          206.91,
          213.35,
          216,
          217.2,
          216.32,
          216.55,
          218.5,
          221.2,
          248.02,
          249.31,
          260.23,
          268.76,
          273.92,
          272.7,
          269.58,
          263.38,
          262.71,
          250.03,
          245,
          264.33,
          250,
          236.11,
          249,
          254.7,
          260.33,
          267.63,
          275.69,
          276.61,
          280.01,
          274.45,
          277.81,
          287.01,
          290.59,
          290.78,
          283.83,
          283.23,
          297.6,
          316.5,
          314.55,
          314.13,
          320.23,
          318.6,
          313.28,
          317.7,
          318.14,
          318.37,
          307.34,
          312.8,
          314.51,
          305.66,
          300.36,
          302,
          297,
          281.61,
          275.9,
          275.05,
          278.01,
          271.22,
          289.11,
          285.65,
          289.12,
          291.69,
          301.82,
          306.75,
          308.23,
          304,
          323.77,
          331.1,
          326.77,
          326,
          317.08,
          302.31,
          292.62,
          305.58,
          306.5,
          310.12,
          306.69,
          310.4,
          305.73,
          307.67,
          319.34,
          323.05,
          327.51,
          327.34,
          324.87,
          327.04,
          322.43,
          325.14,
          323.17,
          322.8,
          325.45,
          331.15,
          328.09,
          341.12,
          348.83,
          346.71,
          349.26,
          350.21,
          352.82,
          355.51,
          361.41,
          363.33,
          357.8,
          356.25,
          360.91,
          362,
          364.11,
          383.25,
          387.51,
          386.5,
          388.5,
          409.6,
          406.37,
          409.65,
          378.75,
          389.05,
          390,
          387.1,
          390.55,
          380,
          389.5,
          390.86,
          395.52,
          411.1,
          413.08,
          410.6,
          407.8,
          395.08,
          391.75,
          344,
          372.36,
          363,
          360.14,
          353.6,
          354.56,
          355.65,
          356.63,
          351.65,
          334.02,
          328,
          334.02,
          334.71,
          338.48,
          341.74,
          349.01,
          346.61,
          345.82,
          344.42,
          339.07,
          336.25,
          321,
          321.21,
          312.96,
          310.93,
          329.7,
          337.41,
          337.65,
          344.54,
          360,
          360.38,
          362.91,
          363.54,
          367.08,
          361.26,
          335.83,
          341.99,
          341.25,
          343.08,
          343.9,
          356.24,
          366.84,
          363.46,
          349.57,
          351.56,
          359.17,
          363.17,
          360.74,
          354.33,
          364.49,
          370.88,
          376,
          373.73,
          375.59,
          373.83,
          374.88,
          360.4,
          343,
          338.11,
          347.09,
          325.39,
          315.81,
          328.9,
          326.93,
          330.56,
          356.5,
          346.05,
          332.2,
          320.34,
          316.77,
          300.73,
          305.25,
          292.3,
          275.4,
          271.21,
          295.05,
          296.67,
          308.33,
          303.74,
          305.3,
          311,
          316.61,
          298.01,
          290.63,
          289.1,
          278.3,
          282.16,
          281,
          269.15,
          250,
          261.51,
          256.84,
          253.8,
          256.14,
          263.34,
          275.5,
          283.06,
          284.58,
          274.72,
          267.14,
          263.38,
          260.61,
          262.76,
          266.48,
          271.85,
          265,
          261.08,
          263.29,
          263.77,
          251.88,
          241.29,
          233.68,
          231.23,
          240.1,
          249.8,
          260,
          256.58,
          264.43,
          278.54,
          301.65,
          308.01,
          313.5,
          312.5,
          328.52,
          329.13,
          347,
          348.11,
          346.41,
          336.73,
          321.03,
          318.6,
          319,
          328.51,
          328.88,
          328.15,
          330.8,
          338.09,
          336.5,
          341.3,
          352.9,
          347.19,
          339.02,
          338,
          344.81,
          346.52,
          350.28,
          348.33,
          355.5,
          355.32,
          356.7,
          353.88,
          360.05,
          363.79,
          359.33,
          359.8,
          357.71,
          354.69,
          348.04,
          348.25,
          351.7,
          350.5,
          342.47,
          350.03,
          353.8,
          352.77,
          358.1,
          358.89,
          361.86,
          356.8,
          357.01,
          370.61,
          360.04,
          357.44,
          358.02,
          350.37,
          349.2,
          353.71,
          358.51,
          362.22,
          366.19,
          362.4,
          364.66,
          359.93,
          359,
          362.25,
          360.81,
          349.36,
          342.27,
          352.72,
          350.6,
          351.64,
          359,
          374.71,
          373.27,
          365.7,
          366.24,
          369.12,
          368.35,
          373.17,
          374.51,
          378.27,
          376,
          365.81,
          361.36,
          352.75,
          353.06,
          343.1,
          342.5,
          341.39,
          353.94,
          353.79,
          345.4,
          349.93,
          357.3,
          347.7,
          353.79,
          353.65,
          345.9,
          348.3,
          342.92,
          332.65,
          343.25,
          348.71,
          352.09,
          355.69,
          349.29,
          348.5,
          343.23,
          339.25,
          336.16,
          342.06,
          353.75,
          356.12,
          361.22,
          365,
          370.2,
          358.29,
          361.6,
          363.2,
          364.87,
          372,
          370.31,
          375.84,
          375.56,
          375.36,
          377.5,
          362.68,
          378.8,
          372.79,
          362.3,
          364.92,
          361.75,
          320.3,
          314.23,
          305.81,
          306,
          307.25,
          316.3,
          327.5,
          328.77,
          323.23,
          318.53,
          318.74,
          311.8,
          304.68,
          305.3,
          296.81,
          306.63,
          305.68,
          303.24,
          308.16,
          298.01,
          288,
          296.27,
          304.75,
          297.68,
          296.2,
          293.15,
          290.32,
          292.5,
          287.2,
          287.75,
          294.99,
          290.85,
          288.06,
          286.51,
          282.79,
          287.03,
          290.6,
          282.66,
          284.61,
          286.6,
          290.04,
          289.78,
          291.79,
          287.45,
          283.4,
          266,
          261.89,
          252.28,
          253.7,
          260.2,
          260.39,
          262.78,
          264.03,
          262.19,
          257.01,
          266.47,
          271.28,
          270.64,
          264.57,
          265.03,
          282.34,
          282,
          279.4,
          280.74,
          288.3,
          273.36,
          269,
          265.8,
          266.63,
          268.8,
          270.18,
          277.35,
          277.55,
          283,
          284.78,
          283.02,
          287.16,
          286.31,
          285.84,
          288.27,
          287.51,
          288.5,
          288.7,
          281.14,
          283.22,
          287.57,
          293.28,
          298.52,
          301,
          304.26,
          304.41,
          305.25,
          311.69,
          312.75,
          313.34,
          303.75,
          301.88,
          303.27,
          298.81,
          302.6,
          302.44,
          292.02,
          294.2,
          295.06,
          297.25,
          298.63,
          306.6,
          315.6,
          324.18,
          330.6,
          331.02,
          331.6,
          332.01,
          326.01,
          322.86,
          321.09,
          324.78,
          325.53,
          321.2,
          330.3,
          331.05,
          334.61,
          327.27,
          331.51,
          335.52,
          336.6,
          335.85,
          337.38,
          332.59,
          323.6,
          325.01,
          345.88,
          341.02,
          342.78,
          338.55,
          339.25,
          340.98,
          346.28,
          356.1,
          362.3,
          362.51,
          363.57,
          362.52,
          369.72,
          375.88,
          376.51,
          379.43,
          379.19,
          384.9,
          376.68,
          377.9,
          361,
          357.72,
          365,
          370.6,
          356.8,
          364.5,
          367.4,
          370.51,
          368.64,
          356.85,
          341.72,
          347.85,
          344.79,
          307.32,
          307.39,
          294.75,
          290.25,
          300,
          316.82,
          332,
          340.88,
          353.03,
          339.17,
          341.73,
          353
         ],
         "open": [
          59.72,
          60.11,
          59.64,
          59.07,
          58.77,
          60.5,
          61.2,
          63,
          64.4,
          67.24,
          68.86,
          68.7,
          76,
          79.78,
          81.79,
          81.23,
          80.21,
          79.66,
          80.17,
          80.29,
          80.59,
          80.07,
          80.24,
          79.86,
          79.57,
          81.24,
          81.03,
          80.11,
          81.04,
          82.32,
          83.81,
          83.4,
          83.29,
          86.36,
          87.54,
          88.89,
          88.21,
          89.08,
          89.18,
          88.87,
          88.14,
          89.71,
          89.47,
          88.84,
          88.71,
          89.24,
          88.38,
          89.21,
          90.71,
          89.33,
          93.4,
          96.89,
          94.92,
          92.86,
          94.24,
          95.13,
          94.65,
          96.24,
          95.04,
          96.34,
          100.01,
          95.48,
          95.3,
          91.51,
          93.36,
          94.81,
          94,
          93.47,
          95.01,
          93.47,
          94.9,
          97.52,
          98.1,
          101.27,
          99.97,
          111.02,
          117.34,
          114.7,
          110.21,
          112.14,
          110.91,
          111.55,
          107.79,
          107.29,
          106.83,
          106.4,
          111.95,
          114.6,
          113.15,
          125.62,
          126.29,
          126.42,
          126.09,
          120.01,
          121.47,
          120.99,
          124.96,
          123.14,
          125.26,
          123.5,
          119.8,
          106.2,
          88.75,
          107.75,
          107.15,
          114.94,
          116.35,
          115.24,
          109.35,
          109.31,
          102.69,
          98.05,
          102.08,
          96.51,
          99.42,
          98.57,
          96.84,
          95.22,
          99.7,
          103.67,
          102,
          103.3,
          98.29,
          98.6,
          97.11,
          105.3,
          101.57,
          99.63,
          99.91,
          102.91,
          103.01,
          107.48,
          110.33,
          108.84,
          107.94,
          114.11,
          114.45,
          112.85,
          111.5,
          103.77,
          100.21,
          98.07,
          101.06,
          99.67,
          98.07,
          97.61,
          100.05,
          102.58,
          102.9,
          105,
          105.12,
          109.2,
          107.36,
          110.36,
          113.75,
          113.39,
          113.36,
          108.86,
          113.08,
          112.52,
          108.34,
          102.97,
          112.11,
          117.94,
          120.25,
          120.85,
          124.3,
          123.67,
          124.23,
          123.85,
          126.03,
          124.47,
          125.53,
          129.62,
          127,
          131.19,
          121.51,
          127.7,
          124.5,
          121.45,
          119.77,
          121.93,
          119.8,
          123.97,
          120.85,
          119.51,
          117.3,
          116.91,
          118.22,
          117.26,
          118.19,
          118.95,
          116.21,
          109,
          110.45,
          105.29,
          116.36,
          116.33,
          112.13,
          116.11,
          114.43,
          105.65,
          102.43,
          106.57,
          108.91,
          108.32,
          104.72,
          99.78,
          99.74,
          96.61,
          93.84,
          92,
          91.79,
          95.54,
          92.41,
          89.5,
          88.23,
          80.57,
          81.75,
          89,
          87.42,
          86.64,
          89,
          90.13,
          94.8,
          89.98,
          90.75,
          91.4,
          88.5,
          91.08,
          95.3,
          94.81,
          94.58,
          98.01,
          97.83,
          98.76,
          101,
          95,
          96.82,
          98.18,
          99.51,
          97.2,
          97.87,
          97.53,
          99.05,
          100.5,
          101.15,
          100.48,
          99.75,
          98.64,
          98.34,
          101.08,
          104.65,
          102.43,
          102.93,
          105.9,
          103.47,
          105.3,
          104.31,
          105.12,
          104.04,
          103.15,
          108,
          110.01,
          110.64,
          109.9,
          99.49,
          94.34,
          97.31,
          94.85,
          95.7,
          93.5,
          92.18,
          91.5,
          90.5,
          90.41,
          92.08,
          91,
          90.91,
          88.83,
          90.73,
          91.14,
          92.4,
          90.32,
          87.39,
          87.56,
          89,
          88.25,
          90.16,
          90.08,
          92.98,
          95.98,
          99,
          103.21,
          102.44,
          102.95,
          101.5,
          101.39,
          100.99,
          100.29,
          101.2,
          100.02,
          97.22,
          94.88,
          95.02,
          94.16,
          94.61,
          94.18,
          95.75,
          95.22,
          93.87,
          90.78,
          90.62,
          87.53,
          87.88,
          87.41,
          89.67,
          90.91,
          95,
          95.2,
          95.03,
          94.7,
          96,
          96.19,
          95.07,
          96.26,
          97,
          98.52,
          98.43,
          85.43,
          86.67,
          88.3,
          86.48,
          85.73,
          91.03,
          91.5,
          91.92,
          91.19,
          91.23,
          94,
          93.28,
          93.2,
          93.77,
          95.91,
          95.12,
          94.4,
          94.6,
          95.53,
          96.83,
          95.19,
          94.94,
          95.98,
          96.05,
          95.67,
          95.68,
          96.13,
          96.38,
          97.33,
          96.97,
          97.84,
          97.48,
          97.81,
          97.9,
          97.76,
          100.11,
          99.23,
          99.06,
          95.91,
          97.17,
          97.35,
          97.23,
          97.1,
          99.9,
          98.78,
          96.9,
          95.54,
          95.75,
          95.38,
          95.04,
          97.1,
          97.31,
          96.9,
          98,
          103.19,
          103.5,
          104.97,
          103.98,
          103.18,
          102.31,
          100.88,
          98.01,
          101.59,
          100.5,
          116.63,
          118.25,
          121.97,
          122.5,
          127.42,
          126.52,
          126.29,
          127.43,
          126.08,
          126.85,
          124.98,
          122.83,
          122.31,
          122,
          124.26,
          124.12,
          121.84,
          122.76,
          114.9,
          114.75,
          114.55,
          112.96,
          115.13,
          115.73,
          116.2,
          118.32,
          117.76,
          117.64,
          117.05,
          117.3,
          119,
          117.52,
          116.75,
          120.73,
          120.1,
          124.48,
          125.4,
          123.78,
          122.84,
          123.51,
          123.43,
          123.44,
          126.39,
          124.3,
          125.46,
          125.53,
          126.84,
          125.61,
          126.24,
          129.07,
          125.95,
          126.24,
          124.96,
          127.49,
          129.22,
          132.08,
          131.48,
          131.27,
          130.91,
          130.63,
          131.15,
          135.04,
          133.21,
          142.01,
          139.36,
          138.65,
          138.11,
          140.8,
          140.45,
          139.46,
          141.77,
          140.55,
          141.2,
          140.61,
          139.51,
          140,
          141.49,
          143.57,
          144.98,
          144.68,
          145.19,
          143.2,
          140.72,
          142.42,
          141.75,
          142.99,
          142.92,
          144.45,
          141.88,
          143.12,
          143.3,
          142.84,
          142.15,
          139.69,
          141,
          141.99,
          141.47,
          140.04,
          141.39,
          140.9,
          142.95,
          144.2,
          145.5,
          144.05,
          145.45,
          146.75,
          142.54,
          142.14,
          142.36,
          140.83,
          144.1,
          145.5,
          146.81,
          148,
          146.7,
          146.84,
          146.19,
          144,
          143.79,
          143.04,
          144.28,
          144.85,
          144.25,
          144.43,
          147.34,
          143.37,
          140.3,
          141.39,
          143.61,
          147.46,
          151.53,
          150.6,
          152.71,
          151.91,
          155.76,
          156.29,
          155.59,
          158.55,
          156.55,
          156.1,
          157.82,
          160.33,
          159.11,
          160.25,
          160.5,
          158.09,
          153.61,
          156.15,
          157.86,
          157.75,
          158.35,
          161,
          162.84,
          163.6,
          163.61,
          163.52,
          163.42,
          165.49,
          164.95,
          165.6,
          166.12,
          166.27,
          155.3,
          154.38,
          154.34,
          149.44,
          151.45,
          154.29,
          153.68,
          152.5,
          155.13,
          155.01,
          158.78,
          156.62,
          151.64,
          152.82,
          149.76,
          149.8,
          146.58,
          146.13,
          146.65,
          150.34,
          152.37,
          155.77,
          158.51,
          159.3,
          162.91,
          176.12,
          182.97,
          183.84,
          182.72,
          188.69,
          187.79,
          187.7,
          189.89,
          182,
          184.26,
          182.49,
          182.22,
          180.53,
          179.6,
          181,
          181.37,
          171.43,
          174.03,
          169.86,
          169.8,
          171.53,
          167.5,
          169.23,
          165.95,
          166.91,
          167.76,
          168.35,
          169.86,
          168.58,
          166.43,
          165,
          169.5,
          175.45,
          175.55,
          173.4,
          175.25,
          178.8,
          178.45,
          178.1,
          182.55,
          184.07,
          183.25,
          182.73,
          183.61,
          184.98,
          186.1,
          185.82,
          188.4,
          186.46,
          180.7,
          181.01,
          181.25,
          180.73,
          182.11,
          177.65,
          181.41,
          185.65,
          194.3,
          199.1,
          197.85,
          195.57,
          196.75,
          199.7,
          201.95,
          200.11,
          199.99,
          193.01,
          195.9,
          194.17,
          192.75,
          195.38,
          194.66,
          197.2,
          199.62,
          198.21,
          197.24,
          197.45,
          199.8,
          200,
          200,
          196,
          194.46,
          191.61,
          191.12,
          193.64,
          194.54,
          194.33,
          195.74,
          193.3,
          195.04,
          196.58,
          196.65,
          195.56,
          195.34,
          198.91,
          190.31,
          186.99,
          189.36,
          183.5,
          183.38,
          185.71,
          186.5,
          187.85,
          186.01,
          186.1,
          187.98,
          189.61,
          191.2,
          190.18,
          187.94,
          189.44,
          188.33,
          189.78,
          187.8,
          187.18,
          192.51,
          196.1,
          202.05,
          206.2,
          207.25,
          210.02,
          212.11,
          207.57,
          214.29,
          217.18,
          224.24,
          221,
          220.34,
          222.75,
          222,
          255.05,
          250.88,
          263,
          271.49,
          274.2,
          277,
          281.94,
          266.41,
          263,
          262,
          247.7,
          266.58,
          267.08,
          253.85,
          252.14,
          257.29,
          260.47,
          270.03,
          278.73,
          277.74,
          282.07,
          283.88,
          281,
          288.75,
          294.77,
          293.1,
          292.75,
          284.65,
          302.85,
          319.88,
          320,
          322.2,
          321.33,
          333.56,
          323.87,
          318.16,
          323.17,
          321.42,
          315.8,
          313.26,
          316.35,
          313.07,
          307.41,
          309.36,
          322.49,
          298.39,
          287,
          291.94,
          285.45,
          273.63,
          293.15,
          289.1,
          291.77,
          297.68,
          302.88,
          309.72,
          317.29,
          315.99,
          329.66,
          336.3,
          332.88,
          332.22,
          329.15,
          319.22,
          306.37,
          310,
          316.25,
          311.07,
          310.36,
          311.65,
          312.59,
          308.71,
          321.99,
          325.9,
          328.79,
          331.5,
          329.65,
          327.25,
          325.94,
          326.28,
          327.53,
          324.9,
          327.11,
          334.05,
          329.04,
          344.34,
          349.9,
          351.5,
          352.37,
          353.8,
          353.88,
          362.68,
          363.32,
          367.78,
          368.54,
          358.06,
          361.88,
          363.6,
          367.53,
          384.27,
          390.71,
          387.72,
          389.5,
          415.15,
          421.38,
          419.98,
          404.69,
          393.28,
          407.56,
          395,
          399.19,
          385.45,
          399.49,
          393.8,
          397.45,
          415.95,
          417.24,
          411.34,
          415.16,
          409.19,
          398.98,
          346.95,
          381.24,
          371.06,
          364.92,
          359.15,
          366.94,
          357.57,
          358.19,
          366.85,
          351.93,
          331.51,
          335.87,
          337.23,
          347.75,
          342.87,
          353.23,
          352.21,
          347.96,
          346.91,
          339.89,
          342.09,
          334.03,
          329.9,
          319.01,
          314.64,
          331,
          338.49,
          348.11,
          346,
          367.15,
          367.23,
          367.2,
          365,
          370.66,
          366.47,
          360,
          347.44,
          342.2,
          352.27,
          344.67,
          359.08,
          371.91,
          368.55,
          364.22,
          353.67,
          373.95,
          370.26,
          366.59,
          359,
          370.23,
          373.59,
          379.87,
          379.24,
          375.85,
          384.38,
          378.53,
          375.88,
          359.77,
          345.18,
          348.48,
          353.52,
          324.94,
          339.57,
          337.63,
          337.24,
          378.33,
          360.67,
          351,
          333.1,
          318,
          332.28,
          307.12,
          300.51,
          305.26,
          275.57,
          297.77,
          304.59,
          318,
          311.1,
          314.76,
          312.9,
          328,
          311.07,
          300,
          295,
          300.4,
          285.51,
          287.14,
          283.79,
          254.63,
          274.42,
          260.11,
          260.55,
          259.24,
          271.98,
          282.32,
          288,
          293.19,
          288.13,
          268.33,
          282.48,
          264.19,
          274.08,
          267.66,
          277.64,
          271.81,
          266.51,
          263.3,
          269.96,
          264.64,
          263.83,
          242,
          233.92,
          250.11,
          257.94,
          260.16,
          259.28,
          270.2,
          281.88,
          302.1,
          319.98,
          317.71,
          314.57,
          330.96,
          334.24,
          349.6,
          354,
          349.5,
          351.97,
          334.89,
          328.25,
          320.6,
          328.72,
          334.7,
          335.87,
          332.75,
          339.68,
          337.18,
          342.6,
          353.2,
          357,
          347.9,
          338,
          350,
          348.09,
          357.3,
          351.75,
          358.47,
          355.8,
          364.85,
          360.03,
          360.34,
          367.01,
          362.98,
          363.5,
          362.47,
          362.26,
          359.72,
          351.46,
          353.6,
          360.16,
          345.75,
          352,
          359.37,
          355.81,
          360.5,
          361.02,
          362.47,
          366.4,
          358.91,
          374,
          375.95,
          359,
          367.87,
          361,
          354.49,
          357.16,
          359,
          366.25,
          369.26,
          370.07,
          369,
          365.11,
          360.54,
          365.79,
          365,
          360.69,
          350.71,
          355,
          365.05,
          355,
          359.7,
          375.45,
          381.07,
          374.49,
          368.35,
          373.68,
          369.56,
          374,
          378,
          381.53,
          377.69,
          377,
          367.92,
          360.9,
          361.62,
          352.29,
          348.71,
          343.34,
          356.37,
          356.39,
          351.23,
          350.95,
          358.01,
          355.5,
          355.41,
          354.39,
          353.6,
          350.55,
          347.22,
          343.56,
          345,
          354.38,
          354.84,
          357.39,
          363.65,
          355,
          351.82,
          347.23,
          341.63,
          342.69,
          355.57,
          361.72,
          365.91,
          365,
          370.27,
          370.75,
          361.6,
          363.2,
          370.26,
          373.5,
          374.89,
          376.69,
          378.29,
          378.19,
          379.06,
          382.77,
          381.1,
          378.68,
          372.94,
          370.09,
          366.25,
          323.76,
          323.4,
          312,
          311.44,
          310.51,
          318.86,
          328.79,
          335.98,
          329.2,
          325.16,
          324.25,
          317.49,
          310.96,
          310.58,
          302.56,
          311.03,
          313.74,
          305.46,
          309.77,
          308.01,
          299.5,
          298.86,
          306.25,
          304.57,
          301.61,
          298.65,
          295,
          295.24,
          294.54,
          289.47,
          295,
          298.78,
          290.82,
          291.25,
          285.32,
          293.35,
          294.81,
          291.16,
          285.7,
          288.1,
          290.61,
          294.23,
          294.5,
          294.99,
          291.56,
          280.26,
          268.35,
          262.5,
          255.71,
          266.42,
          266.18,
          264,
          267.35,
          263.61,
          267.78,
          268.2,
          271.99,
          273.03,
          270.02,
          265.97,
          284.8,
          283.93,
          283.82,
          283.12,
          304.49,
          289.36,
          272.89,
          271.16,
          268.06,
          271.81,
          270.68,
          278.05,
          281.87,
          284.34,
          291,
          288.7,
          288,
          289.99,
          288.19,
          290.7,
          288.73,
          289.16,
          295.32,
          291.03,
          283.25,
          290.59,
          296,
          304.01,
          301.01,
          306,
          309.1,
          308.83,
          315,
          313.93,
          315.78,
          314.39,
          302.22,
          308.43,
          305.27,
          304.7,
          307.35,
          296.12,
          294.49,
          295.67,
          298.5,
          300.85,
          307.36,
          316.26,
          324.5,
          335,
          337.76,
          334.01,
          334.6,
          332.96,
          329.08,
          322,
          326.1,
          326.78,
          323.12,
          336.47,
          331.49,
          342,
          337.13,
          331.8,
          344.4,
          338.68,
          343.5,
          341,
          340,
          332.55,
          326.04,
          348.46,
          345.95,
          345.88,
          349,
          341.1,
          347.39,
          347.24,
          361,
          375.13,
          369.6,
          365.04,
          365,
          373.75,
          377.18,
          376.96,
          381.47,
          379.3,
          388.12,
          386.56,
          385.33,
          364.76,
          372,
          366.31,
          371.46,
          364.21,
          373.11,
          381.03,
          377.77,
          381,
          367.7,
          343.86,
          356.43,
          358.92,
          326.5,
          330.51,
          306.63,
          306.19,
          302.4,
          324.33,
          342.31,
          347.89,
          369.99,
          361.02,
          344,
          359.09
         ],
         "type": "candlestick",
         "x": [
          "2015-03-30T00:00:00",
          "2015-03-31T00:00:00",
          "2015-04-01T00:00:00",
          "2015-04-02T00:00:00",
          "2015-04-06T00:00:00",
          "2015-04-07T00:00:00",
          "2015-04-08T00:00:00",
          "2015-04-09T00:00:00",
          "2015-04-10T00:00:00",
          "2015-04-13T00:00:00",
          "2015-04-14T00:00:00",
          "2015-04-15T00:00:00",
          "2015-04-16T00:00:00",
          "2015-04-17T00:00:00",
          "2015-04-20T00:00:00",
          "2015-04-21T00:00:00",
          "2015-04-22T00:00:00",
          "2015-04-23T00:00:00",
          "2015-04-24T00:00:00",
          "2015-04-27T00:00:00",
          "2015-04-28T00:00:00",
          "2015-04-29T00:00:00",
          "2015-04-30T00:00:00",
          "2015-05-01T00:00:00",
          "2015-05-04T00:00:00",
          "2015-05-05T00:00:00",
          "2015-05-06T00:00:00",
          "2015-05-07T00:00:00",
          "2015-05-08T00:00:00",
          "2015-05-11T00:00:00",
          "2015-05-12T00:00:00",
          "2015-05-13T00:00:00",
          "2015-05-14T00:00:00",
          "2015-05-15T00:00:00",
          "2015-05-18T00:00:00",
          "2015-05-19T00:00:00",
          "2015-05-20T00:00:00",
          "2015-05-21T00:00:00",
          "2015-05-22T00:00:00",
          "2015-05-26T00:00:00",
          "2015-05-27T00:00:00",
          "2015-05-28T00:00:00",
          "2015-05-29T00:00:00",
          "2015-06-01T00:00:00",
          "2015-06-02T00:00:00",
          "2015-06-03T00:00:00",
          "2015-06-04T00:00:00",
          "2015-06-05T00:00:00",
          "2015-06-08T00:00:00",
          "2015-06-09T00:00:00",
          "2015-06-10T00:00:00",
          "2015-06-11T00:00:00",
          "2015-06-12T00:00:00",
          "2015-06-15T00:00:00",
          "2015-06-16T00:00:00",
          "2015-06-17T00:00:00",
          "2015-06-18T00:00:00",
          "2015-06-19T00:00:00",
          "2015-06-22T00:00:00",
          "2015-06-23T00:00:00",
          "2015-06-24T00:00:00",
          "2015-06-25T00:00:00",
          "2015-06-26T00:00:00",
          "2015-06-29T00:00:00",
          "2015-06-30T00:00:00",
          "2015-07-01T00:00:00",
          "2015-07-02T00:00:00",
          "2015-07-06T00:00:00",
          "2015-07-07T00:00:00",
          "2015-07-08T00:00:00",
          "2015-07-09T00:00:00",
          "2015-07-10T00:00:00",
          "2015-07-13T00:00:00",
          "2015-07-14T00:00:00",
          "2015-07-15T00:00:00",
          "2015-07-16T00:00:00",
          "2015-07-17T00:00:00",
          "2015-07-20T00:00:00",
          "2015-07-21T00:00:00",
          "2015-07-22T00:00:00",
          "2015-07-23T00:00:00",
          "2015-07-24T00:00:00",
          "2015-07-27T00:00:00",
          "2015-07-28T00:00:00",
          "2015-07-29T00:00:00",
          "2015-07-30T00:00:00",
          "2015-07-31T00:00:00",
          "2015-08-03T00:00:00",
          "2015-08-04T00:00:00",
          "2015-08-05T00:00:00",
          "2015-08-06T00:00:00",
          "2015-08-07T00:00:00",
          "2015-08-10T00:00:00",
          "2015-08-11T00:00:00",
          "2015-08-12T00:00:00",
          "2015-08-13T00:00:00",
          "2015-08-14T00:00:00",
          "2015-08-17T00:00:00",
          "2015-08-18T00:00:00",
          "2015-08-19T00:00:00",
          "2015-08-20T00:00:00",
          "2015-08-21T00:00:00",
          "2015-08-24T00:00:00",
          "2015-08-25T00:00:00",
          "2015-08-26T00:00:00",
          "2015-08-27T00:00:00",
          "2015-08-28T00:00:00",
          "2015-08-31T00:00:00",
          "2015-09-01T00:00:00",
          "2015-09-02T00:00:00",
          "2015-09-03T00:00:00",
          "2015-09-04T00:00:00",
          "2015-09-08T00:00:00",
          "2015-09-09T00:00:00",
          "2015-09-10T00:00:00",
          "2015-09-11T00:00:00",
          "2015-09-14T00:00:00",
          "2015-09-15T00:00:00",
          "2015-09-16T00:00:00",
          "2015-09-17T00:00:00",
          "2015-09-18T00:00:00",
          "2015-09-21T00:00:00",
          "2015-09-22T00:00:00",
          "2015-09-23T00:00:00",
          "2015-09-24T00:00:00",
          "2015-09-25T00:00:00",
          "2015-09-28T00:00:00",
          "2015-09-29T00:00:00",
          "2015-09-30T00:00:00",
          "2015-10-01T00:00:00",
          "2015-10-02T00:00:00",
          "2015-10-05T00:00:00",
          "2015-10-06T00:00:00",
          "2015-10-07T00:00:00",
          "2015-10-08T00:00:00",
          "2015-10-09T00:00:00",
          "2015-10-12T00:00:00",
          "2015-10-13T00:00:00",
          "2015-10-14T00:00:00",
          "2015-10-15T00:00:00",
          "2015-10-16T00:00:00",
          "2015-10-19T00:00:00",
          "2015-10-20T00:00:00",
          "2015-10-21T00:00:00",
          "2015-10-22T00:00:00",
          "2015-10-23T00:00:00",
          "2015-10-26T00:00:00",
          "2015-10-27T00:00:00",
          "2015-10-28T00:00:00",
          "2015-10-29T00:00:00",
          "2015-10-30T00:00:00",
          "2015-11-02T00:00:00",
          "2015-11-03T00:00:00",
          "2015-11-04T00:00:00",
          "2015-11-05T00:00:00",
          "2015-11-06T00:00:00",
          "2015-11-09T00:00:00",
          "2015-11-10T00:00:00",
          "2015-11-11T00:00:00",
          "2015-11-12T00:00:00",
          "2015-11-13T00:00:00",
          "2015-11-16T00:00:00",
          "2015-11-17T00:00:00",
          "2015-11-18T00:00:00",
          "2015-11-19T00:00:00",
          "2015-11-20T00:00:00",
          "2015-11-23T00:00:00",
          "2015-11-24T00:00:00",
          "2015-11-25T00:00:00",
          "2015-11-27T00:00:00",
          "2015-11-30T00:00:00",
          "2015-12-01T00:00:00",
          "2015-12-02T00:00:00",
          "2015-12-03T00:00:00",
          "2015-12-04T00:00:00",
          "2015-12-07T00:00:00",
          "2015-12-08T00:00:00",
          "2015-12-09T00:00:00",
          "2015-12-10T00:00:00",
          "2015-12-11T00:00:00",
          "2015-12-14T00:00:00",
          "2015-12-15T00:00:00",
          "2015-12-16T00:00:00",
          "2015-12-17T00:00:00",
          "2015-12-18T00:00:00",
          "2015-12-21T00:00:00",
          "2015-12-22T00:00:00",
          "2015-12-23T00:00:00",
          "2015-12-24T00:00:00",
          "2015-12-28T00:00:00",
          "2015-12-29T00:00:00",
          "2015-12-30T00:00:00",
          "2015-12-31T00:00:00",
          "2016-01-04T00:00:00",
          "2016-01-05T00:00:00",
          "2016-01-06T00:00:00",
          "2016-01-07T00:00:00",
          "2016-01-08T00:00:00",
          "2016-01-11T00:00:00",
          "2016-01-12T00:00:00",
          "2016-01-13T00:00:00",
          "2016-01-14T00:00:00",
          "2016-01-15T00:00:00",
          "2016-01-19T00:00:00",
          "2016-01-20T00:00:00",
          "2016-01-21T00:00:00",
          "2016-01-22T00:00:00",
          "2016-01-25T00:00:00",
          "2016-01-26T00:00:00",
          "2016-01-27T00:00:00",
          "2016-01-28T00:00:00",
          "2016-01-29T00:00:00",
          "2016-02-01T00:00:00",
          "2016-02-02T00:00:00",
          "2016-02-03T00:00:00",
          "2016-02-04T00:00:00",
          "2016-02-05T00:00:00",
          "2016-02-08T00:00:00",
          "2016-02-09T00:00:00",
          "2016-02-10T00:00:00",
          "2016-02-11T00:00:00",
          "2016-02-12T00:00:00",
          "2016-02-16T00:00:00",
          "2016-02-17T00:00:00",
          "2016-02-18T00:00:00",
          "2016-02-19T00:00:00",
          "2016-02-22T00:00:00",
          "2016-02-23T00:00:00",
          "2016-02-24T00:00:00",
          "2016-02-25T00:00:00",
          "2016-02-26T00:00:00",
          "2016-02-29T00:00:00",
          "2016-03-01T00:00:00",
          "2016-03-02T00:00:00",
          "2016-03-03T00:00:00",
          "2016-03-04T00:00:00",
          "2016-03-07T00:00:00",
          "2016-03-08T00:00:00",
          "2016-03-09T00:00:00",
          "2016-03-10T00:00:00",
          "2016-03-11T00:00:00",
          "2016-03-14T00:00:00",
          "2016-03-15T00:00:00",
          "2016-03-16T00:00:00",
          "2016-03-17T00:00:00",
          "2016-03-18T00:00:00",
          "2016-03-21T00:00:00",
          "2016-03-22T00:00:00",
          "2016-03-23T00:00:00",
          "2016-03-24T00:00:00",
          "2016-03-28T00:00:00",
          "2016-03-29T00:00:00",
          "2016-03-30T00:00:00",
          "2016-03-31T00:00:00",
          "2016-04-01T00:00:00",
          "2016-04-04T00:00:00",
          "2016-04-05T00:00:00",
          "2016-04-06T00:00:00",
          "2016-04-07T00:00:00",
          "2016-04-08T00:00:00",
          "2016-04-11T00:00:00",
          "2016-04-12T00:00:00",
          "2016-04-13T00:00:00",
          "2016-04-14T00:00:00",
          "2016-04-15T00:00:00",
          "2016-04-18T00:00:00",
          "2016-04-19T00:00:00",
          "2016-04-20T00:00:00",
          "2016-04-21T00:00:00",
          "2016-04-22T00:00:00",
          "2016-04-25T00:00:00",
          "2016-04-26T00:00:00",
          "2016-04-27T00:00:00",
          "2016-04-28T00:00:00",
          "2016-04-29T00:00:00",
          "2016-05-02T00:00:00",
          "2016-05-03T00:00:00",
          "2016-05-04T00:00:00",
          "2016-05-05T00:00:00",
          "2016-05-06T00:00:00",
          "2016-05-09T00:00:00",
          "2016-05-10T00:00:00",
          "2016-05-11T00:00:00",
          "2016-05-12T00:00:00",
          "2016-05-13T00:00:00",
          "2016-05-16T00:00:00",
          "2016-05-17T00:00:00",
          "2016-05-18T00:00:00",
          "2016-05-19T00:00:00",
          "2016-05-20T00:00:00",
          "2016-05-23T00:00:00",
          "2016-05-24T00:00:00",
          "2016-05-25T00:00:00",
          "2016-05-26T00:00:00",
          "2016-05-27T00:00:00",
          "2016-05-31T00:00:00",
          "2016-06-01T00:00:00",
          "2016-06-02T00:00:00",
          "2016-06-03T00:00:00",
          "2016-06-06T00:00:00",
          "2016-06-07T00:00:00",
          "2016-06-08T00:00:00",
          "2016-06-09T00:00:00",
          "2016-06-10T00:00:00",
          "2016-06-13T00:00:00",
          "2016-06-14T00:00:00",
          "2016-06-15T00:00:00",
          "2016-06-16T00:00:00",
          "2016-06-17T00:00:00",
          "2016-06-20T00:00:00",
          "2016-06-21T00:00:00",
          "2016-06-22T00:00:00",
          "2016-06-23T00:00:00",
          "2016-06-24T00:00:00",
          "2016-06-27T00:00:00",
          "2016-06-28T00:00:00",
          "2016-06-29T00:00:00",
          "2016-06-30T00:00:00",
          "2016-07-01T00:00:00",
          "2016-07-05T00:00:00",
          "2016-07-06T00:00:00",
          "2016-07-07T00:00:00",
          "2016-07-08T00:00:00",
          "2016-07-11T00:00:00",
          "2016-07-12T00:00:00",
          "2016-07-13T00:00:00",
          "2016-07-14T00:00:00",
          "2016-07-15T00:00:00",
          "2016-07-18T00:00:00",
          "2016-07-19T00:00:00",
          "2016-07-20T00:00:00",
          "2016-07-21T00:00:00",
          "2016-07-22T00:00:00",
          "2016-07-25T00:00:00",
          "2016-07-26T00:00:00",
          "2016-07-27T00:00:00",
          "2016-07-28T00:00:00",
          "2016-07-29T00:00:00",
          "2016-08-01T00:00:00",
          "2016-08-02T00:00:00",
          "2016-08-03T00:00:00",
          "2016-08-04T00:00:00",
          "2016-08-05T00:00:00",
          "2016-08-08T00:00:00",
          "2016-08-09T00:00:00",
          "2016-08-10T00:00:00",
          "2016-08-11T00:00:00",
          "2016-08-12T00:00:00",
          "2016-08-15T00:00:00",
          "2016-08-16T00:00:00",
          "2016-08-17T00:00:00",
          "2016-08-18T00:00:00",
          "2016-08-19T00:00:00",
          "2016-08-22T00:00:00",
          "2016-08-23T00:00:00",
          "2016-08-24T00:00:00",
          "2016-08-25T00:00:00",
          "2016-08-26T00:00:00",
          "2016-08-29T00:00:00",
          "2016-08-30T00:00:00",
          "2016-08-31T00:00:00",
          "2016-09-01T00:00:00",
          "2016-09-02T00:00:00",
          "2016-09-06T00:00:00",
          "2016-09-07T00:00:00",
          "2016-09-08T00:00:00",
          "2016-09-09T00:00:00",
          "2016-09-12T00:00:00",
          "2016-09-13T00:00:00",
          "2016-09-14T00:00:00",
          "2016-09-15T00:00:00",
          "2016-09-16T00:00:00",
          "2016-09-19T00:00:00",
          "2016-09-20T00:00:00",
          "2016-09-21T00:00:00",
          "2016-09-22T00:00:00",
          "2016-09-23T00:00:00",
          "2016-09-26T00:00:00",
          "2016-09-27T00:00:00",
          "2016-09-28T00:00:00",
          "2016-09-29T00:00:00",
          "2016-09-30T00:00:00",
          "2016-10-03T00:00:00",
          "2016-10-04T00:00:00",
          "2016-10-05T00:00:00",
          "2016-10-06T00:00:00",
          "2016-10-07T00:00:00",
          "2016-10-10T00:00:00",
          "2016-10-11T00:00:00",
          "2016-10-12T00:00:00",
          "2016-10-13T00:00:00",
          "2016-10-14T00:00:00",
          "2016-10-17T00:00:00",
          "2016-10-18T00:00:00",
          "2016-10-19T00:00:00",
          "2016-10-20T00:00:00",
          "2016-10-21T00:00:00",
          "2016-10-24T00:00:00",
          "2016-10-25T00:00:00",
          "2016-10-26T00:00:00",
          "2016-10-27T00:00:00",
          "2016-10-28T00:00:00",
          "2016-10-31T00:00:00",
          "2016-11-01T00:00:00",
          "2016-11-02T00:00:00",
          "2016-11-03T00:00:00",
          "2016-11-04T00:00:00",
          "2016-11-07T00:00:00",
          "2016-11-08T00:00:00",
          "2016-11-09T00:00:00",
          "2016-11-10T00:00:00",
          "2016-11-11T00:00:00",
          "2016-11-14T00:00:00",
          "2016-11-15T00:00:00",
          "2016-11-16T00:00:00",
          "2016-11-17T00:00:00",
          "2016-11-18T00:00:00",
          "2016-11-21T00:00:00",
          "2016-11-22T00:00:00",
          "2016-11-23T00:00:00",
          "2016-11-25T00:00:00",
          "2016-11-28T00:00:00",
          "2016-11-29T00:00:00",
          "2016-11-30T00:00:00",
          "2016-12-01T00:00:00",
          "2016-12-02T00:00:00",
          "2016-12-05T00:00:00",
          "2016-12-06T00:00:00",
          "2016-12-07T00:00:00",
          "2016-12-08T00:00:00",
          "2016-12-09T00:00:00",
          "2016-12-12T00:00:00",
          "2016-12-13T00:00:00",
          "2016-12-14T00:00:00",
          "2016-12-15T00:00:00",
          "2016-12-16T00:00:00",
          "2016-12-19T00:00:00",
          "2016-12-20T00:00:00",
          "2016-12-21T00:00:00",
          "2016-12-22T00:00:00",
          "2016-12-23T00:00:00",
          "2016-12-27T00:00:00",
          "2016-12-28T00:00:00",
          "2016-12-29T00:00:00",
          "2016-12-30T00:00:00",
          "2017-01-03T00:00:00",
          "2017-01-04T00:00:00",
          "2017-01-05T00:00:00",
          "2017-01-06T00:00:00",
          "2017-01-09T00:00:00",
          "2017-01-10T00:00:00",
          "2017-01-11T00:00:00",
          "2017-01-12T00:00:00",
          "2017-01-13T00:00:00",
          "2017-01-17T00:00:00",
          "2017-01-18T00:00:00",
          "2017-01-19T00:00:00",
          "2017-01-20T00:00:00",
          "2017-01-23T00:00:00",
          "2017-01-24T00:00:00",
          "2017-01-25T00:00:00",
          "2017-01-26T00:00:00",
          "2017-01-27T00:00:00",
          "2017-01-30T00:00:00",
          "2017-01-31T00:00:00",
          "2017-02-01T00:00:00",
          "2017-02-02T00:00:00",
          "2017-02-03T00:00:00",
          "2017-02-06T00:00:00",
          "2017-02-07T00:00:00",
          "2017-02-08T00:00:00",
          "2017-02-09T00:00:00",
          "2017-02-10T00:00:00",
          "2017-02-13T00:00:00",
          "2017-02-14T00:00:00",
          "2017-02-15T00:00:00",
          "2017-02-16T00:00:00",
          "2017-02-17T00:00:00",
          "2017-02-21T00:00:00",
          "2017-02-22T00:00:00",
          "2017-02-23T00:00:00",
          "2017-02-24T00:00:00",
          "2017-02-27T00:00:00",
          "2017-02-28T00:00:00",
          "2017-03-01T00:00:00",
          "2017-03-02T00:00:00",
          "2017-03-03T00:00:00",
          "2017-03-06T00:00:00",
          "2017-03-07T00:00:00",
          "2017-03-08T00:00:00",
          "2017-03-09T00:00:00",
          "2017-03-10T00:00:00",
          "2017-03-13T00:00:00",
          "2017-03-14T00:00:00",
          "2017-03-15T00:00:00",
          "2017-03-16T00:00:00",
          "2017-03-17T00:00:00",
          "2017-03-20T00:00:00",
          "2017-03-21T00:00:00",
          "2017-03-22T00:00:00",
          "2017-03-23T00:00:00",
          "2017-03-24T00:00:00",
          "2017-03-27T00:00:00",
          "2017-03-28T00:00:00",
          "2017-03-29T00:00:00",
          "2017-03-30T00:00:00",
          "2017-03-31T00:00:00",
          "2017-04-03T00:00:00",
          "2017-04-04T00:00:00",
          "2017-04-05T00:00:00",
          "2017-04-06T00:00:00",
          "2017-04-07T00:00:00",
          "2017-04-10T00:00:00",
          "2017-04-11T00:00:00",
          "2017-04-12T00:00:00",
          "2017-04-13T00:00:00",
          "2017-04-17T00:00:00",
          "2017-04-18T00:00:00",
          "2017-04-19T00:00:00",
          "2017-04-20T00:00:00",
          "2017-04-21T00:00:00",
          "2017-04-24T00:00:00",
          "2017-04-25T00:00:00",
          "2017-04-26T00:00:00",
          "2017-04-27T00:00:00",
          "2017-04-28T00:00:00",
          "2017-05-01T00:00:00",
          "2017-05-02T00:00:00",
          "2017-05-03T00:00:00",
          "2017-05-04T00:00:00",
          "2017-05-05T00:00:00",
          "2017-05-08T00:00:00",
          "2017-05-09T00:00:00",
          "2017-05-10T00:00:00",
          "2017-05-11T00:00:00",
          "2017-05-12T00:00:00",
          "2017-05-15T00:00:00",
          "2017-05-16T00:00:00",
          "2017-05-17T00:00:00",
          "2017-05-18T00:00:00",
          "2017-05-19T00:00:00",
          "2017-05-22T00:00:00",
          "2017-05-23T00:00:00",
          "2017-05-24T00:00:00",
          "2017-05-25T00:00:00",
          "2017-05-26T00:00:00",
          "2017-05-30T00:00:00",
          "2017-05-31T00:00:00",
          "2017-06-01T00:00:00",
          "2017-06-02T00:00:00",
          "2017-06-05T00:00:00",
          "2017-06-06T00:00:00",
          "2017-06-07T00:00:00",
          "2017-06-08T00:00:00",
          "2017-06-09T00:00:00",
          "2017-06-12T00:00:00",
          "2017-06-13T00:00:00",
          "2017-06-14T00:00:00",
          "2017-06-15T00:00:00",
          "2017-06-16T00:00:00",
          "2017-06-19T00:00:00",
          "2017-06-20T00:00:00",
          "2017-06-21T00:00:00",
          "2017-06-22T00:00:00",
          "2017-06-23T00:00:00",
          "2017-06-26T00:00:00",
          "2017-06-27T00:00:00",
          "2017-06-28T00:00:00",
          "2017-06-29T00:00:00",
          "2017-06-30T00:00:00",
          "2017-07-03T00:00:00",
          "2017-07-05T00:00:00",
          "2017-07-06T00:00:00",
          "2017-07-07T00:00:00",
          "2017-07-10T00:00:00",
          "2017-07-11T00:00:00",
          "2017-07-12T00:00:00",
          "2017-07-13T00:00:00",
          "2017-07-14T00:00:00",
          "2017-07-17T00:00:00",
          "2017-07-18T00:00:00",
          "2017-07-19T00:00:00",
          "2017-07-20T00:00:00",
          "2017-07-21T00:00:00",
          "2017-07-24T00:00:00",
          "2017-07-25T00:00:00",
          "2017-07-26T00:00:00",
          "2017-07-27T00:00:00",
          "2017-07-28T00:00:00",
          "2017-07-31T00:00:00",
          "2017-08-01T00:00:00",
          "2017-08-02T00:00:00",
          "2017-08-03T00:00:00",
          "2017-08-04T00:00:00",
          "2017-08-07T00:00:00",
          "2017-08-08T00:00:00",
          "2017-08-09T00:00:00",
          "2017-08-10T00:00:00",
          "2017-08-11T00:00:00",
          "2017-08-14T00:00:00",
          "2017-08-15T00:00:00",
          "2017-08-16T00:00:00",
          "2017-08-17T00:00:00",
          "2017-08-18T00:00:00",
          "2017-08-21T00:00:00",
          "2017-08-22T00:00:00",
          "2017-08-23T00:00:00",
          "2017-08-24T00:00:00",
          "2017-08-25T00:00:00",
          "2017-08-28T00:00:00",
          "2017-08-29T00:00:00",
          "2017-08-30T00:00:00",
          "2017-08-31T00:00:00",
          "2017-09-01T00:00:00",
          "2017-09-05T00:00:00",
          "2017-09-06T00:00:00",
          "2017-09-07T00:00:00",
          "2017-09-08T00:00:00",
          "2017-09-11T00:00:00",
          "2017-09-12T00:00:00",
          "2017-09-13T00:00:00",
          "2017-09-14T00:00:00",
          "2017-09-15T00:00:00",
          "2017-09-18T00:00:00",
          "2017-09-19T00:00:00",
          "2017-09-20T00:00:00",
          "2017-09-21T00:00:00",
          "2017-09-22T00:00:00",
          "2017-09-25T00:00:00",
          "2017-09-26T00:00:00",
          "2017-09-27T00:00:00",
          "2017-09-28T00:00:00",
          "2017-09-29T00:00:00",
          "2017-10-02T00:00:00",
          "2017-10-03T00:00:00",
          "2017-10-04T00:00:00",
          "2017-10-05T00:00:00",
          "2017-10-06T00:00:00",
          "2017-10-09T00:00:00",
          "2017-10-10T00:00:00",
          "2017-10-11T00:00:00",
          "2017-10-12T00:00:00",
          "2017-10-13T00:00:00",
          "2017-10-16T00:00:00",
          "2017-10-17T00:00:00",
          "2017-10-18T00:00:00",
          "2017-10-19T00:00:00",
          "2017-10-20T00:00:00",
          "2017-10-23T00:00:00",
          "2017-10-24T00:00:00",
          "2017-10-25T00:00:00",
          "2017-10-26T00:00:00",
          "2017-10-27T00:00:00",
          "2017-10-30T00:00:00",
          "2017-10-31T00:00:00",
          "2017-11-01T00:00:00",
          "2017-11-02T00:00:00",
          "2017-11-03T00:00:00",
          "2017-11-06T00:00:00",
          "2017-11-07T00:00:00",
          "2017-11-08T00:00:00",
          "2017-11-09T00:00:00",
          "2017-11-10T00:00:00",
          "2017-11-13T00:00:00",
          "2017-11-14T00:00:00",
          "2017-11-15T00:00:00",
          "2017-11-16T00:00:00",
          "2017-11-17T00:00:00",
          "2017-11-20T00:00:00",
          "2017-11-21T00:00:00",
          "2017-11-22T00:00:00",
          "2017-11-24T00:00:00",
          "2017-11-27T00:00:00",
          "2017-11-28T00:00:00",
          "2017-11-29T00:00:00",
          "2017-11-30T00:00:00",
          "2017-12-01T00:00:00",
          "2017-12-04T00:00:00",
          "2017-12-05T00:00:00",
          "2017-12-06T00:00:00",
          "2017-12-07T00:00:00",
          "2017-12-08T00:00:00",
          "2017-12-11T00:00:00",
          "2017-12-12T00:00:00",
          "2017-12-13T00:00:00",
          "2017-12-14T00:00:00",
          "2017-12-15T00:00:00",
          "2017-12-18T00:00:00",
          "2017-12-19T00:00:00",
          "2017-12-20T00:00:00",
          "2017-12-21T00:00:00",
          "2017-12-22T00:00:00",
          "2017-12-26T00:00:00",
          "2017-12-27T00:00:00",
          "2017-12-28T00:00:00",
          "2017-12-29T00:00:00",
          "2018-01-02T00:00:00",
          "2018-01-03T00:00:00",
          "2018-01-04T00:00:00",
          "2018-01-05T00:00:00",
          "2018-01-08T00:00:00",
          "2018-01-09T00:00:00",
          "2018-01-10T00:00:00",
          "2018-01-11T00:00:00",
          "2018-01-12T00:00:00",
          "2018-01-16T00:00:00",
          "2018-01-17T00:00:00",
          "2018-01-18T00:00:00",
          "2018-01-19T00:00:00",
          "2018-01-22T00:00:00",
          "2018-01-23T00:00:00",
          "2018-01-24T00:00:00",
          "2018-01-25T00:00:00",
          "2018-01-26T00:00:00",
          "2018-01-29T00:00:00",
          "2018-01-30T00:00:00",
          "2018-01-31T00:00:00",
          "2018-02-01T00:00:00",
          "2018-02-02T00:00:00",
          "2018-02-05T00:00:00",
          "2018-02-06T00:00:00",
          "2018-02-07T00:00:00",
          "2018-02-08T00:00:00",
          "2018-02-09T00:00:00",
          "2018-02-12T00:00:00",
          "2018-02-13T00:00:00",
          "2018-02-14T00:00:00",
          "2018-02-15T00:00:00",
          "2018-02-16T00:00:00",
          "2018-02-20T00:00:00",
          "2018-02-21T00:00:00",
          "2018-02-22T00:00:00",
          "2018-02-23T00:00:00",
          "2018-02-26T00:00:00",
          "2018-02-27T00:00:00",
          "2018-02-28T00:00:00",
          "2018-03-01T00:00:00",
          "2018-03-02T00:00:00",
          "2018-03-05T00:00:00",
          "2018-03-06T00:00:00",
          "2018-03-07T00:00:00",
          "2018-03-08T00:00:00",
          "2018-03-09T00:00:00",
          "2018-03-12T00:00:00",
          "2018-03-13T00:00:00",
          "2018-03-14T00:00:00",
          "2018-03-15T00:00:00",
          "2018-03-16T00:00:00",
          "2018-03-19T00:00:00",
          "2018-03-20T00:00:00",
          "2018-03-21T00:00:00",
          "2018-03-22T00:00:00",
          "2018-03-23T00:00:00",
          "2018-03-26T00:00:00",
          "2018-03-27T00:00:00",
          "2018-03-28T00:00:00",
          "2018-03-29T00:00:00",
          "2018-04-02T00:00:00",
          "2018-04-03T00:00:00",
          "2018-04-04T00:00:00",
          "2018-04-05T00:00:00",
          "2018-04-06T00:00:00",
          "2018-04-09T00:00:00",
          "2018-04-10T00:00:00",
          "2018-04-11T00:00:00",
          "2018-04-12T00:00:00",
          "2018-04-13T00:00:00",
          "2018-04-16T00:00:00",
          "2018-04-17T00:00:00",
          "2018-04-18T00:00:00",
          "2018-04-19T00:00:00",
          "2018-04-20T00:00:00",
          "2018-04-23T00:00:00",
          "2018-04-24T00:00:00",
          "2018-04-25T00:00:00",
          "2018-04-26T00:00:00",
          "2018-04-27T00:00:00",
          "2018-04-30T00:00:00",
          "2018-05-01T00:00:00",
          "2018-05-02T00:00:00",
          "2018-05-03T00:00:00",
          "2018-05-04T00:00:00",
          "2018-05-07T00:00:00",
          "2018-05-08T00:00:00",
          "2018-05-09T00:00:00",
          "2018-05-10T00:00:00",
          "2018-05-11T00:00:00",
          "2018-05-14T00:00:00",
          "2018-05-15T00:00:00",
          "2018-05-16T00:00:00",
          "2018-05-17T00:00:00",
          "2018-05-18T00:00:00",
          "2018-05-21T00:00:00",
          "2018-05-22T00:00:00",
          "2018-05-23T00:00:00",
          "2018-05-24T00:00:00",
          "2018-05-25T00:00:00",
          "2018-05-29T00:00:00",
          "2018-05-30T00:00:00",
          "2018-05-31T00:00:00",
          "2018-06-01T00:00:00",
          "2018-06-04T00:00:00",
          "2018-06-05T00:00:00",
          "2018-06-06T00:00:00",
          "2018-06-07T00:00:00",
          "2018-06-08T00:00:00",
          "2018-06-11T00:00:00",
          "2018-06-12T00:00:00",
          "2018-06-13T00:00:00",
          "2018-06-14T00:00:00",
          "2018-06-15T00:00:00",
          "2018-06-18T00:00:00",
          "2018-06-19T00:00:00",
          "2018-06-20T00:00:00",
          "2018-06-21T00:00:00",
          "2018-06-22T00:00:00",
          "2018-06-25T00:00:00",
          "2018-06-26T00:00:00",
          "2018-06-27T00:00:00",
          "2018-06-28T00:00:00",
          "2018-06-29T00:00:00",
          "2018-07-02T00:00:00",
          "2018-07-03T00:00:00",
          "2018-07-05T00:00:00",
          "2018-07-06T00:00:00",
          "2018-07-09T00:00:00",
          "2018-07-10T00:00:00",
          "2018-07-11T00:00:00",
          "2018-07-12T00:00:00",
          "2018-07-13T00:00:00",
          "2018-07-16T00:00:00",
          "2018-07-17T00:00:00",
          "2018-07-18T00:00:00",
          "2018-07-19T00:00:00",
          "2018-07-20T00:00:00",
          "2018-07-23T00:00:00",
          "2018-07-24T00:00:00",
          "2018-07-25T00:00:00",
          "2018-07-26T00:00:00",
          "2018-07-27T00:00:00",
          "2018-07-30T00:00:00",
          "2018-07-31T00:00:00",
          "2018-08-01T00:00:00",
          "2018-08-02T00:00:00",
          "2018-08-03T00:00:00",
          "2018-08-06T00:00:00",
          "2018-08-07T00:00:00",
          "2018-08-08T00:00:00",
          "2018-08-09T00:00:00",
          "2018-08-10T00:00:00",
          "2018-08-13T00:00:00",
          "2018-08-14T00:00:00",
          "2018-08-15T00:00:00",
          "2018-08-16T00:00:00",
          "2018-08-17T00:00:00",
          "2018-08-20T00:00:00",
          "2018-08-21T00:00:00",
          "2018-08-22T00:00:00",
          "2018-08-23T00:00:00",
          "2018-08-24T00:00:00",
          "2018-08-27T00:00:00",
          "2018-08-28T00:00:00",
          "2018-08-29T00:00:00",
          "2018-08-30T00:00:00",
          "2018-08-31T00:00:00",
          "2018-09-04T00:00:00",
          "2018-09-05T00:00:00",
          "2018-09-06T00:00:00",
          "2018-09-07T00:00:00",
          "2018-09-10T00:00:00",
          "2018-09-11T00:00:00",
          "2018-09-12T00:00:00",
          "2018-09-13T00:00:00",
          "2018-09-14T00:00:00",
          "2018-09-17T00:00:00",
          "2018-09-18T00:00:00",
          "2018-09-19T00:00:00",
          "2018-09-20T00:00:00",
          "2018-09-21T00:00:00",
          "2018-09-24T00:00:00",
          "2018-09-25T00:00:00",
          "2018-09-26T00:00:00",
          "2018-09-27T00:00:00",
          "2018-09-28T00:00:00",
          "2018-10-01T00:00:00",
          "2018-10-02T00:00:00",
          "2018-10-03T00:00:00",
          "2018-10-04T00:00:00",
          "2018-10-05T00:00:00",
          "2018-10-08T00:00:00",
          "2018-10-09T00:00:00",
          "2018-10-10T00:00:00",
          "2018-10-11T00:00:00",
          "2018-10-12T00:00:00",
          "2018-10-15T00:00:00",
          "2018-10-16T00:00:00",
          "2018-10-17T00:00:00",
          "2018-10-18T00:00:00",
          "2018-10-19T00:00:00",
          "2018-10-22T00:00:00",
          "2018-10-23T00:00:00",
          "2018-10-24T00:00:00",
          "2018-10-25T00:00:00",
          "2018-10-26T00:00:00",
          "2018-10-29T00:00:00",
          "2018-10-30T00:00:00",
          "2018-10-31T00:00:00",
          "2018-11-01T00:00:00",
          "2018-11-02T00:00:00",
          "2018-11-05T00:00:00",
          "2018-11-06T00:00:00",
          "2018-11-07T00:00:00",
          "2018-11-08T00:00:00",
          "2018-11-09T00:00:00",
          "2018-11-12T00:00:00",
          "2018-11-13T00:00:00",
          "2018-11-14T00:00:00",
          "2018-11-15T00:00:00",
          "2018-11-16T00:00:00",
          "2018-11-19T00:00:00",
          "2018-11-20T00:00:00",
          "2018-11-21T00:00:00",
          "2018-11-23T00:00:00",
          "2018-11-26T00:00:00",
          "2018-11-27T00:00:00",
          "2018-11-28T00:00:00",
          "2018-11-29T00:00:00",
          "2018-11-30T00:00:00",
          "2018-12-03T00:00:00",
          "2018-12-04T00:00:00",
          "2018-12-06T00:00:00",
          "2018-12-07T00:00:00",
          "2018-12-10T00:00:00",
          "2018-12-11T00:00:00",
          "2018-12-12T00:00:00",
          "2018-12-13T00:00:00",
          "2018-12-14T00:00:00",
          "2018-12-17T00:00:00",
          "2018-12-18T00:00:00",
          "2018-12-19T00:00:00",
          "2018-12-20T00:00:00",
          "2018-12-21T00:00:00",
          "2018-12-24T00:00:00",
          "2018-12-26T00:00:00",
          "2018-12-27T00:00:00",
          "2018-12-28T00:00:00",
          "2018-12-31T00:00:00",
          "2019-01-02T00:00:00",
          "2019-01-03T00:00:00",
          "2019-01-04T00:00:00",
          "2019-01-07T00:00:00",
          "2019-01-08T00:00:00",
          "2019-01-09T00:00:00",
          "2019-01-10T00:00:00",
          "2019-01-11T00:00:00",
          "2019-01-14T00:00:00",
          "2019-01-15T00:00:00",
          "2019-01-16T00:00:00",
          "2019-01-17T00:00:00",
          "2019-01-18T00:00:00",
          "2019-01-22T00:00:00",
          "2019-01-23T00:00:00",
          "2019-01-24T00:00:00",
          "2019-01-25T00:00:00",
          "2019-01-28T00:00:00",
          "2019-01-29T00:00:00",
          "2019-01-30T00:00:00",
          "2019-01-31T00:00:00",
          "2019-02-01T00:00:00",
          "2019-02-04T00:00:00",
          "2019-02-05T00:00:00",
          "2019-02-06T00:00:00",
          "2019-02-07T00:00:00",
          "2019-02-08T00:00:00",
          "2019-02-11T00:00:00",
          "2019-02-12T00:00:00",
          "2019-02-13T00:00:00",
          "2019-02-14T00:00:00",
          "2019-02-15T00:00:00",
          "2019-02-19T00:00:00",
          "2019-02-20T00:00:00",
          "2019-02-21T00:00:00",
          "2019-02-22T00:00:00",
          "2019-02-25T00:00:00",
          "2019-02-26T00:00:00",
          "2019-02-27T00:00:00",
          "2019-02-28T00:00:00",
          "2019-03-01T00:00:00",
          "2019-03-04T00:00:00",
          "2019-03-05T00:00:00",
          "2019-03-06T00:00:00",
          "2019-03-07T00:00:00",
          "2019-03-08T00:00:00",
          "2019-03-11T00:00:00",
          "2019-03-12T00:00:00",
          "2019-03-13T00:00:00",
          "2019-03-14T00:00:00",
          "2019-03-15T00:00:00",
          "2019-03-18T00:00:00",
          "2019-03-19T00:00:00",
          "2019-03-20T00:00:00",
          "2019-03-21T00:00:00",
          "2019-03-22T00:00:00",
          "2019-03-25T00:00:00",
          "2019-03-26T00:00:00",
          "2019-03-27T00:00:00",
          "2019-03-28T00:00:00",
          "2019-03-29T00:00:00",
          "2019-04-01T00:00:00",
          "2019-04-02T00:00:00",
          "2019-04-03T00:00:00",
          "2019-04-04T00:00:00",
          "2019-04-05T00:00:00",
          "2019-04-08T00:00:00",
          "2019-04-09T00:00:00",
          "2019-04-10T00:00:00",
          "2019-04-11T00:00:00",
          "2019-04-12T00:00:00",
          "2019-04-15T00:00:00",
          "2019-04-16T00:00:00",
          "2019-04-17T00:00:00",
          "2019-04-18T00:00:00",
          "2019-04-22T00:00:00",
          "2019-04-23T00:00:00",
          "2019-04-24T00:00:00",
          "2019-04-25T00:00:00",
          "2019-04-26T00:00:00",
          "2019-04-29T00:00:00",
          "2019-04-30T00:00:00",
          "2019-05-01T00:00:00",
          "2019-05-02T00:00:00",
          "2019-05-03T00:00:00",
          "2019-05-06T00:00:00",
          "2019-05-07T00:00:00",
          "2019-05-08T00:00:00",
          "2019-05-09T00:00:00",
          "2019-05-10T00:00:00",
          "2019-05-13T00:00:00",
          "2019-05-14T00:00:00",
          "2019-05-15T00:00:00",
          "2019-05-16T00:00:00",
          "2019-05-17T00:00:00",
          "2019-05-20T00:00:00",
          "2019-05-21T00:00:00",
          "2019-05-22T00:00:00",
          "2019-05-23T00:00:00",
          "2019-05-24T00:00:00",
          "2019-05-28T00:00:00",
          "2019-05-29T00:00:00",
          "2019-05-30T00:00:00",
          "2019-05-31T00:00:00",
          "2019-06-03T00:00:00",
          "2019-06-04T00:00:00",
          "2019-06-05T00:00:00",
          "2019-06-06T00:00:00",
          "2019-06-07T00:00:00",
          "2019-06-10T00:00:00",
          "2019-06-11T00:00:00",
          "2019-06-12T00:00:00",
          "2019-06-13T00:00:00",
          "2019-06-14T00:00:00",
          "2019-06-17T00:00:00",
          "2019-06-18T00:00:00",
          "2019-06-19T00:00:00",
          "2019-06-20T00:00:00",
          "2019-06-21T00:00:00",
          "2019-06-24T00:00:00",
          "2019-06-25T00:00:00",
          "2019-06-26T00:00:00",
          "2019-06-27T00:00:00",
          "2019-06-28T00:00:00",
          "2019-07-01T00:00:00",
          "2019-07-02T00:00:00",
          "2019-07-03T00:00:00",
          "2019-07-05T00:00:00",
          "2019-07-08T00:00:00",
          "2019-07-09T00:00:00",
          "2019-07-10T00:00:00",
          "2019-07-11T00:00:00",
          "2019-07-12T00:00:00",
          "2019-07-15T00:00:00",
          "2019-07-16T00:00:00",
          "2019-07-17T00:00:00",
          "2019-07-18T00:00:00",
          "2019-07-19T00:00:00",
          "2019-07-22T00:00:00",
          "2019-07-23T00:00:00",
          "2019-07-24T00:00:00",
          "2019-07-25T00:00:00",
          "2019-07-26T00:00:00",
          "2019-07-29T00:00:00",
          "2019-07-30T00:00:00",
          "2019-07-31T00:00:00",
          "2019-08-01T00:00:00",
          "2019-08-02T00:00:00",
          "2019-08-05T00:00:00",
          "2019-08-06T00:00:00",
          "2019-08-07T00:00:00",
          "2019-08-08T00:00:00",
          "2019-08-09T00:00:00",
          "2019-08-12T00:00:00",
          "2019-08-13T00:00:00",
          "2019-08-14T00:00:00",
          "2019-08-15T00:00:00",
          "2019-08-16T00:00:00",
          "2019-08-19T00:00:00",
          "2019-08-20T00:00:00",
          "2019-08-21T00:00:00",
          "2019-08-22T00:00:00",
          "2019-08-23T00:00:00",
          "2019-08-26T00:00:00",
          "2019-08-27T00:00:00",
          "2019-08-28T00:00:00",
          "2019-08-29T00:00:00",
          "2019-08-30T00:00:00",
          "2019-09-03T00:00:00",
          "2019-09-04T00:00:00",
          "2019-09-05T00:00:00",
          "2019-09-06T00:00:00",
          "2019-09-09T00:00:00",
          "2019-09-10T00:00:00",
          "2019-09-11T00:00:00",
          "2019-09-12T00:00:00",
          "2019-09-13T00:00:00",
          "2019-09-16T00:00:00",
          "2019-09-17T00:00:00",
          "2019-09-18T00:00:00",
          "2019-09-19T00:00:00",
          "2019-09-20T00:00:00",
          "2019-09-23T00:00:00",
          "2019-09-24T00:00:00",
          "2019-09-25T00:00:00",
          "2019-09-26T00:00:00",
          "2019-09-27T00:00:00",
          "2019-09-30T00:00:00",
          "2019-10-01T00:00:00",
          "2019-10-02T00:00:00",
          "2019-10-03T00:00:00",
          "2019-10-04T00:00:00",
          "2019-10-07T00:00:00",
          "2019-10-08T00:00:00",
          "2019-10-09T00:00:00",
          "2019-10-10T00:00:00",
          "2019-10-11T00:00:00",
          "2019-10-14T00:00:00",
          "2019-10-15T00:00:00",
          "2019-10-16T00:00:00",
          "2019-10-17T00:00:00",
          "2019-10-18T00:00:00",
          "2019-10-21T00:00:00",
          "2019-10-22T00:00:00",
          "2019-10-23T00:00:00",
          "2019-10-24T00:00:00",
          "2019-10-25T00:00:00",
          "2019-10-28T00:00:00",
          "2019-10-29T00:00:00",
          "2019-10-30T00:00:00",
          "2019-10-31T00:00:00",
          "2019-11-01T00:00:00",
          "2019-11-04T00:00:00",
          "2019-11-05T00:00:00",
          "2019-11-06T00:00:00",
          "2019-11-07T00:00:00",
          "2019-11-08T00:00:00",
          "2019-11-11T00:00:00",
          "2019-11-12T00:00:00",
          "2019-11-13T00:00:00",
          "2019-11-14T00:00:00",
          "2019-11-15T00:00:00",
          "2019-11-18T00:00:00",
          "2019-11-19T00:00:00",
          "2019-11-20T00:00:00",
          "2019-11-21T00:00:00",
          "2019-11-22T00:00:00",
          "2019-11-25T00:00:00",
          "2019-11-26T00:00:00",
          "2019-11-27T00:00:00",
          "2019-11-29T00:00:00",
          "2019-12-02T00:00:00",
          "2019-12-03T00:00:00",
          "2019-12-04T00:00:00",
          "2019-12-05T00:00:00",
          "2019-12-06T00:00:00",
          "2019-12-09T00:00:00",
          "2019-12-10T00:00:00",
          "2019-12-11T00:00:00",
          "2019-12-12T00:00:00",
          "2019-12-13T00:00:00",
          "2019-12-16T00:00:00",
          "2019-12-17T00:00:00",
          "2019-12-18T00:00:00",
          "2019-12-19T00:00:00",
          "2019-12-20T00:00:00",
          "2019-12-23T00:00:00",
          "2019-12-24T00:00:00",
          "2019-12-26T00:00:00",
          "2019-12-27T00:00:00",
          "2019-12-30T00:00:00",
          "2019-12-31T00:00:00",
          "2020-01-02T00:00:00",
          "2020-01-03T00:00:00",
          "2020-01-06T00:00:00",
          "2020-01-07T00:00:00",
          "2020-01-08T00:00:00",
          "2020-01-09T00:00:00",
          "2020-01-10T00:00:00",
          "2020-01-13T00:00:00",
          "2020-01-14T00:00:00",
          "2020-01-15T00:00:00",
          "2020-01-16T00:00:00",
          "2020-01-17T00:00:00",
          "2020-01-21T00:00:00",
          "2020-01-22T00:00:00",
          "2020-01-23T00:00:00",
          "2020-01-24T00:00:00",
          "2020-01-27T00:00:00",
          "2020-01-28T00:00:00",
          "2020-01-29T00:00:00",
          "2020-01-30T00:00:00",
          "2020-01-31T00:00:00",
          "2020-02-03T00:00:00",
          "2020-02-04T00:00:00",
          "2020-02-05T00:00:00",
          "2020-02-06T00:00:00",
          "2020-02-07T00:00:00",
          "2020-02-10T00:00:00",
          "2020-02-11T00:00:00",
          "2020-02-12T00:00:00",
          "2020-02-13T00:00:00",
          "2020-02-14T00:00:00",
          "2020-02-18T00:00:00",
          "2020-02-19T00:00:00",
          "2020-02-20T00:00:00",
          "2020-02-21T00:00:00",
          "2020-02-24T00:00:00",
          "2020-02-25T00:00:00",
          "2020-02-26T00:00:00",
          "2020-02-27T00:00:00",
          "2020-02-28T00:00:00",
          "2020-03-02T00:00:00",
          "2020-03-03T00:00:00",
          "2020-03-04T00:00:00",
          "2020-03-05T00:00:00",
          "2020-03-06T00:00:00",
          "2020-03-09T00:00:00",
          "2020-03-10T00:00:00",
          "2020-03-11T00:00:00",
          "2020-03-12T00:00:00",
          "2020-03-13T00:00:00",
          "2020-03-16T00:00:00",
          "2020-03-17T00:00:00",
          "2020-03-18T00:00:00",
          "2020-03-19T00:00:00",
          "2020-03-20T00:00:00",
          "2020-03-23T00:00:00",
          "2020-03-24T00:00:00",
          "2020-03-25T00:00:00",
          "2020-03-26T00:00:00",
          "2020-03-27T00:00:00"
         ]
        }
       ],
       "layout": {
        "font": {
         "color": "#7f7f7f",
         "family": "Times New Roman",
         "size": 20
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "NFLX",
         "x": 0.5,
         "xanchor": "center",
         "y": 0.9,
         "yanchor": "top"
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"8780a0a5-5ab0-4073-9b63-dc47126d2dbf\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"8780a0a5-5ab0-4073-9b63-dc47126d2dbf\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '8780a0a5-5ab0-4073-9b63-dc47126d2dbf',\n",
       "                        [{\"close\": [60.37, 59.53, 59.02, 59.15, 60.33, 60.49, 63.05, 62.79, 64.94, 67.81, 68.39, 67.92, 80.29, 81.65, 81.06, 80.06, 79.67, 79.87, 79.77, 80.87, 80.44, 80.41, 79.5, 79.58, 79.27, 80.79, 80.08, 80.75, 82.09, 84.28, 83.38, 82.87, 83.84, 87.61, 88.27, 88.07, 88.79, 89.0, 88.84, 87.99, 89.86, 89.51, 89.15, 89.0, 89.13, 88.81, 89.35, 90.46, 89.6, 92.45, 95.87, 95.09, 94.42, 93.43, 95.27, 94.27, 94.74, 93.87, 96.41, 97.31, 96.94, 94.89, 93.09, 92.23, 93.85, 93.64, 94.04, 94.57, 94.09, 93.51, 95.73, 97.23, 101.09, 100.37, 98.13, 115.81, 114.77, 110.55, 112.51, 111.5, 110.1, 109.34, 106.43, 106.9, 107.08, 111.56, 114.31, 112.56, 121.15, 123.71, 126.45, 123.52, 123.03, 122.74, 120.51, 123.73, 123.39, 125.36, 124.05, 122.06, 112.49, 103.96, 96.88, 101.52, 110.13, 117.66, 117.63, 115.03, 105.79, 105.44, 101.06, 98.79, 94.95, 99.18, 99.48, 97.51, 95.69, 99.16, 104.08, 104.21, 102.62, 100.3, 98.47, 98.07, 103.76, 102.24, 99.47, 98.35, 103.26, 105.98, 106.11, 111.25, 108.33, 108.1, 114.93, 113.33, 113.45, 109.73, 110.23, 101.09, 98.99, 101.69, 98.99, 97.96, 97.32, 100.04, 103.04, 103.07, 105.8, 105.12, 108.38, 107.64, 109.74, 114.05, 113.5, 114.06, 109.86, 112.7, 112.86, 108.92, 103.65, 111.35, 117.1, 120.63, 120.22, 123.84, 125.03, 123.31, 124.16, 125.44, 123.33, 125.37, 128.93, 126.81, 130.93, 125.36, 126.98, 124.2, 122.91, 118.91, 120.67, 118.6, 122.64, 122.51, 118.02, 116.63, 116.24, 118.16, 117.33, 117.11, 119.12, 116.71, 114.38, 109.96, 107.66, 117.68, 114.56, 111.39, 114.97, 116.58, 106.56, 107.06, 104.04, 107.89, 107.74, 102.35, 100.72, 99.12, 97.83, 91.15, 94.41, 91.84, 94.09, 91.49, 90.74, 89.71, 82.79, 83.32, 86.13, 88.45, 86.35, 87.4, 89.05, 94.76, 90.49, 89.23, 91.93, 89.12, 91.61, 94.53, 94.79, 93.41, 98.3, 97.61, 97.93, 101.58, 95.49, 96.23, 98.0, 97.36, 97.66, 98.13, 97.86, 99.35, 99.72, 101.12, 101.06, 99.84, 99.59, 98.36, 101.21, 104.13, 102.19, 102.23, 105.7, 104.35, 104.94, 104.83, 104.45, 103.81, 102.68, 106.98, 109.65, 110.42, 111.51, 108.4, 94.34, 96.77, 94.98, 95.9, 93.56, 92.43, 91.04, 90.28, 90.03, 93.11, 91.54, 90.79, 89.37, 90.84, 90.54, 92.89, 90.02, 87.74, 87.88, 89.12, 88.63, 90.5, 89.55, 92.49, 94.89, 97.89, 100.2, 102.81, 103.3, 102.57, 101.51, 101.25, 99.59, 100.74, 99.89, 97.86, 97.09, 93.75, 93.85, 94.12, 94.29, 95.44, 94.45, 93.8, 90.99, 90.01, 91.66, 88.44, 85.33, 87.97, 91.06, 91.48, 96.67, 97.91, 94.6, 95.1, 97.06, 94.67, 95.97, 96.43, 98.02, 98.39, 98.81, 85.84, 87.91, 85.99, 85.89, 87.66, 91.41, 92.04, 91.65, 91.25, 94.37, 93.56, 93.1, 93.44, 97.03, 95.11, 93.99, 93.93, 95.89, 96.59, 95.31, 95.12, 96.37, 96.16, 95.87, 95.26, 95.94, 95.18, 97.32, 97.58, 97.3, 97.45, 97.45, 97.38, 97.38, 100.09, 99.15, 99.66, 96.5, 99.05, 96.09, 97.01, 97.34, 99.48, 98.06, 98.25, 94.88, 95.83, 95.94, 94.56, 97.07, 97.48, 96.67, 98.55, 102.63, 102.34, 106.28, 105.07, 104.82, 103.33, 100.59, 99.5, 100.23, 101.47, 99.8, 118.79, 121.87, 123.35, 127.5, 127.33, 126.51, 126.97, 126.47, 126.57, 124.87, 123.3, 122.34, 122.14, 122.03, 124.58, 124.34, 122.19, 115.42, 114.78, 113.38, 113.59, 115.19, 115.03, 115.21, 117.96, 118.04, 117.69, 117.41, 116.93, 117.51, 117.0, 117.22, 120.81, 119.16, 124.57, 125.39, 123.24, 122.88, 122.83, 123.78, 123.44, 125.0, 124.22, 125.45, 125.12, 126.5, 125.58, 125.59, 128.35, 125.89, 125.33, 123.8, 127.49, 129.41, 131.81, 131.07, 130.95, 129.89, 130.5, 129.18, 133.7, 132.89, 133.26, 138.41, 138.6, 137.39, 140.11, 139.52, 138.96, 142.45, 141.22, 140.71, 140.78, 139.2, 140.25, 140.97, 144.0, 144.74, 144.14, 144.82, 143.2, 140.82, 142.27, 142.01, 142.22, 142.6, 143.86, 142.78, 143.25, 143.41, 142.13, 142.65, 139.53, 139.14, 141.94, 141.43, 140.32, 140.53, 140.89, 143.52, 143.19, 145.25, 144.39, 145.11, 145.83, 142.42, 142.65, 141.84, 142.02, 144.06, 145.17, 146.47, 148.06, 147.81, 146.92, 145.5, 143.62, 143.74, 143.11, 143.85, 144.35, 143.83, 142.92, 147.25, 143.36, 139.76, 141.18, 142.87, 143.83, 152.16, 150.17, 153.08, 152.2, 155.35, 156.45, 155.59, 157.25, 156.6, 156.38, 157.46, 160.28, 158.54, 160.81, 160.02, 159.41, 153.2, 155.7, 157.02, 157.16, 157.95, 157.75, 163.05, 162.43, 163.22, 163.07, 162.99, 165.18, 165.06, 165.17, 165.61, 165.88, 158.03, 151.44, 152.72, 152.2, 151.76, 152.38, 153.4, 152.05, 155.03, 154.89, 158.02, 157.5, 151.03, 153.41, 150.09, 149.41, 146.17, 147.61, 146.25, 150.18, 152.67, 154.33, 158.75, 158.21, 161.12, 161.7, 183.6, 183.86, 183.6, 188.54, 187.91, 186.97, 189.08, 182.68, 184.04, 181.66, 182.03, 180.74, 179.23, 180.27, 181.33, 178.36, 175.78, 169.14, 171.4, 171.0, 168.5, 169.98, 166.09, 166.54, 166.76, 169.34, 169.06, 168.13, 165.95, 167.12, 168.81, 174.69, 174.71, 174.74, 174.52, 179.25, 179.0, 176.42, 181.74, 185.15, 183.64, 182.63, 182.35, 184.62, 185.68, 185.51, 188.78, 187.35, 178.55, 179.38, 181.97, 180.7, 181.35, 177.01, 179.19, 184.45, 194.39, 198.02, 196.87, 195.08, 194.95, 195.86, 199.49, 202.68, 199.48, 195.54, 195.13, 194.16, 192.47, 196.02, 193.77, 195.21, 199.54, 198.37, 196.43, 198.0, 199.32, 200.01, 200.13, 195.89, 196.44, 193.9, 192.02, 195.08, 195.71, 192.12, 195.51, 193.2, 194.1, 196.23, 196.32, 195.75, 195.05, 199.18, 188.15, 187.58, 186.82, 184.04, 184.21, 185.3, 185.2, 188.54, 186.22, 185.73, 187.86, 189.56, 190.12, 190.42, 187.02, 188.82, 188.62, 189.94, 187.76, 186.24, 192.71, 191.96, 201.07, 205.05, 205.63, 209.99, 212.05, 209.31, 212.52, 217.24, 221.23, 221.53, 217.5, 220.33, 220.46, 227.58, 250.29, 261.3, 269.7, 274.6, 284.59, 278.8, 270.3, 265.07, 267.43, 254.26, 265.72, 264.56, 250.1, 249.47, 257.95, 258.27, 266.0, 280.27, 278.52, 278.55, 281.04, 278.14, 285.93, 294.16, 290.61, 291.38, 290.39, 301.05, 315.0, 325.22, 321.16, 317.0, 331.44, 321.3, 315.88, 321.55, 321.09, 318.45, 313.48, 317.5, 316.48, 306.7, 300.94, 320.35, 300.69, 285.77, 295.35, 280.29, 283.67, 288.94, 293.97, 288.85, 289.93, 298.07, 303.67, 309.25, 311.65, 307.78, 336.06, 334.52, 332.7, 327.77, 318.69, 307.02, 305.76, 313.98, 311.76, 312.46, 313.3, 313.36, 311.69, 320.09, 326.26, 326.89, 330.3, 329.6, 326.46, 328.53, 326.13, 328.19, 325.22, 324.18, 331.82, 331.62, 344.72, 349.29, 351.29, 349.73, 353.54, 351.6, 359.93, 361.81, 365.8, 367.45, 361.4, 360.57, 361.45, 363.83, 379.93, 392.87, 391.98, 390.4, 404.98, 416.76, 415.44, 411.09, 384.48, 399.39, 390.39, 395.42, 391.43, 398.18, 390.52, 398.39, 408.25, 418.97, 415.63, 418.65, 413.5, 395.8, 400.48, 379.48, 375.13, 364.23, 361.05, 362.66, 357.32, 362.87, 363.09, 355.21, 334.96, 337.45, 338.38, 344.5, 343.09, 350.92, 351.83, 347.61, 349.36, 345.87, 341.31, 337.49, 326.4, 322.44, 316.78, 327.73, 338.02, 344.44, 339.17, 358.82, 364.58, 368.49, 368.04, 370.98, 367.68, 363.6, 341.18, 346.46, 348.68, 348.41, 355.93, 369.95, 368.15, 364.56, 350.35, 367.65, 366.96, 365.36, 361.19, 369.61, 369.43, 377.88, 380.71, 374.13, 381.43, 377.14, 377.05, 363.65, 351.35, 349.1, 355.71, 325.89, 321.1, 339.56, 333.13, 346.4, 364.7, 346.71, 332.67, 329.54, 333.16, 301.83, 312.87, 299.83, 284.84, 285.81, 301.78, 317.38, 309.1, 315.44, 310.84, 327.5, 317.92, 303.47, 294.07, 294.4, 286.73, 290.06, 286.21, 270.6, 266.98, 262.13, 258.82, 261.43, 266.63, 282.65, 288.75, 286.13, 290.3, 275.33, 282.88, 265.14, 269.7, 265.32, 274.88, 276.02, 266.84, 262.8, 270.94, 266.77, 260.58, 246.39, 233.88, 253.67, 255.57, 256.08, 267.66, 267.66, 271.2, 297.57, 315.34, 320.27, 319.96, 324.66, 337.59, 332.94, 354.64, 351.39, 353.19, 339.1, 325.16, 321.99, 326.67, 338.05, 335.66, 328.9, 340.66, 339.5, 339.85, 351.34, 355.81, 352.19, 344.71, 347.57, 345.73, 359.97, 351.77, 359.07, 356.87, 361.92, 359.91, 356.97, 363.02, 363.91, 364.97, 362.87, 358.1, 357.32, 351.04, 354.3, 359.61, 352.6, 349.6, 358.86, 356.27, 361.21, 358.82, 361.46, 363.44, 358.78, 375.22, 377.87, 361.01, 366.23, 359.97, 353.37, 354.61, 356.56, 366.96, 367.72, 369.75, 367.88, 365.49, 361.41, 364.71, 363.92, 367.65, 351.14, 348.87, 359.46, 354.74, 360.35, 377.34, 381.89, 374.23, 368.33, 374.85, 371.83, 370.54, 378.81, 379.06, 385.03, 378.67, 370.46, 364.37, 362.75, 361.04, 345.26, 345.61, 354.99, 359.31, 354.45, 348.11, 354.27, 359.73, 352.21, 354.39, 355.06, 349.19, 351.85, 343.28, 336.63, 353.4, 355.73, 357.13, 360.87, 352.01, 351.27, 345.56, 343.43, 339.73, 350.62, 357.12, 363.52, 365.21, 369.21, 371.04, 360.3, 362.2, 370.02, 367.32, 374.6, 375.43, 381.72, 380.55, 376.16, 379.93, 381.0, 379.5, 373.25, 366.6, 365.99, 362.44, 325.21, 315.1, 310.62, 307.3, 317.94, 326.46, 335.78, 332.7, 325.93, 322.99, 319.5, 318.83, 307.63, 310.1, 304.29, 315.9, 308.93, 310.83, 312.28, 299.11, 295.76, 302.8, 309.38, 298.99, 297.81, 296.93, 291.44, 294.98, 291.03, 291.77, 296.78, 293.75, 289.29, 291.52, 293.25, 290.17, 294.34, 287.99, 288.27, 288.86, 294.15, 294.29, 298.6, 291.56, 286.6, 270.75, 265.92, 254.59, 264.75, 263.31, 263.08, 267.62, 269.58, 268.03, 268.15, 272.79, 274.46, 270.72, 267.53, 280.48, 282.93, 285.53, 284.25, 286.28, 293.35, 275.3, 278.05, 266.69, 271.27, 271.5, 276.82, 281.86, 281.21, 291.45, 287.41, 286.81, 292.86, 288.03, 288.59, 289.57, 291.57, 294.18, 292.01, 283.11, 289.62, 295.03, 302.57, 302.6, 305.16, 311.69, 310.48, 315.55, 312.49, 315.93, 314.66, 309.99, 306.16, 304.32, 302.86, 307.35, 302.5, 293.12, 298.93, 298.44, 298.5, 304.21, 315.48, 320.8, 332.22, 336.9, 333.1, 333.2, 332.63, 329.09, 323.31, 323.57, 329.81, 325.9, 335.83, 330.75, 339.26, 335.66, 329.05, 338.92, 338.69, 339.07, 338.62, 339.67, 338.11, 326.0, 349.6, 353.16, 342.88, 348.52, 343.16, 347.74, 345.09, 358.0, 369.01, 369.67, 366.95, 366.77, 371.07, 373.69, 380.01, 381.4, 380.4, 387.78, 386.19, 386.0, 380.07, 368.7, 360.09, 379.24, 371.71, 369.03, 381.05, 368.77, 383.79, 372.78, 368.97, 346.49, 364.13, 349.92, 315.25, 336.3, 298.84, 319.75, 315.47, 332.03, 332.83, 360.27, 357.32, 342.39, 362.99, 357.12], \"high\": [60.56, 60.42, 59.79, 59.61, 60.45, 60.85, 63.11, 63.14, 65.0, 69.29, 69.14, 68.7, 81.25, 82.14, 82.3, 81.48, 80.71, 80.34, 80.81, 81.79, 81.28, 81.06, 80.84, 79.97, 79.71, 82.44, 81.21, 80.79, 82.15, 84.86, 83.81, 84.2, 83.92, 88.35, 88.53, 89.79, 89.11, 89.57, 89.41, 89.06, 89.91, 89.86, 90.21, 89.12, 89.68, 89.73, 89.43, 90.54, 90.82, 92.71, 98.97, 96.92, 95.34, 93.59, 95.61, 95.13, 95.34, 96.42, 96.69, 97.39, 100.89, 96.0, 95.31, 92.91, 94.36, 95.24, 94.2, 94.93, 95.43, 94.0, 95.85, 98.5, 102.31, 101.64, 100.75, 116.49, 117.88, 114.7, 113.71, 113.88, 112.18, 111.68, 109.86, 107.94, 107.75, 111.9, 115.0, 114.6, 122.79, 129.29, 128.85, 126.6, 126.5, 123.76, 122.45, 125.73, 125.0, 125.7, 126.75, 123.7, 121.45, 110.0, 109.63, 107.88, 110.28, 118.25, 119.35, 117.0, 111.24, 109.5, 104.17, 99.93, 102.5, 102.79, 100.85, 100.85, 97.91, 99.65, 104.48, 107.5, 104.36, 103.77, 99.9, 99.74, 104.0, 105.45, 103.33, 100.63, 103.46, 106.11, 106.87, 112.28, 112.25, 109.78, 115.05, 115.83, 115.42, 113.72, 111.63, 104.88, 101.65, 103.62, 102.11, 100.34, 99.93, 101.56, 103.31, 104.72, 106.21, 106.91, 110.1, 109.37, 111.05, 114.28, 115.68, 114.8, 114.0, 112.84, 114.61, 115.25, 109.07, 111.65, 118.79, 121.0, 123.13, 124.07, 126.2, 124.66, 125.2, 126.39, 126.6, 125.57, 131.35, 132.2, 130.99, 133.27, 128.24, 128.78, 125.21, 123.0, 120.9, 123.3, 123.0, 126.35, 122.19, 119.59, 117.43, 118.56, 118.8, 117.35, 119.6, 119.02, 117.46, 110.0, 110.58, 117.91, 122.18, 117.72, 116.79, 117.78, 114.48, 109.25, 105.5, 110.14, 109.99, 108.51, 104.99, 102.68, 100.55, 97.85, 95.25, 94.39, 97.18, 96.65, 92.69, 91.25, 88.95, 84.7, 88.4, 92.21, 88.39, 89.72, 90.14, 94.77, 94.9, 91.4, 93.11, 92.49, 91.76, 94.81, 97.48, 97.2, 99.16, 99.48, 98.35, 102.22, 101.79, 98.28, 98.37, 99.74, 99.6, 99.42, 98.51, 99.73, 101.39, 102.41, 102.1, 101.52, 100.39, 98.85, 101.44, 104.33, 104.91, 103.53, 105.79, 105.92, 105.75, 106.44, 106.44, 105.33, 104.98, 107.22, 111.28, 111.64, 111.85, 110.7, 101.37, 96.98, 97.38, 96.69, 95.75, 93.55, 92.5, 92.67, 90.56, 93.22, 93.25, 92.16, 92.08, 90.88, 91.83, 93.25, 92.59, 90.41, 88.59, 90.0, 90.87, 91.72, 91.27, 93.28, 95.29, 99.14, 100.31, 104.0, 103.5, 103.45, 101.92, 102.15, 101.0, 101.07, 101.63, 100.28, 98.43, 95.35, 97.2, 95.8, 95.46, 95.56, 95.77, 95.88, 93.88, 91.98, 91.68, 90.49, 88.0, 88.88, 91.97, 91.72, 97.0, 101.27, 96.0, 95.38, 97.41, 96.87, 96.72, 96.72, 98.27, 98.7, 99.84, 86.75, 88.49, 88.38, 86.5, 87.87, 93.1, 92.06, 92.21, 91.75, 94.67, 94.08, 94.67, 93.73, 97.74, 95.93, 95.81, 94.75, 96.33, 96.83, 96.91, 95.61, 96.93, 97.22, 96.78, 96.13, 96.59, 96.36, 98.25, 97.95, 98.45, 98.85, 97.88, 97.98, 98.18, 100.32, 100.19, 100.05, 99.39, 99.29, 98.0, 98.35, 97.97, 99.49, 100.35, 99.16, 97.1, 95.88, 96.97, 95.38, 97.64, 97.59, 98.31, 99.53, 103.39, 104.44, 106.97, 105.47, 106.5, 104.53, 102.9, 102.47, 100.5, 102.1, 100.73, 119.82, 122.45, 123.75, 127.85, 129.29, 128.06, 128.72, 128.18, 128.93, 126.9, 125.83, 124.07, 123.72, 123.43, 125.75, 125.81, 123.65, 122.97, 116.63, 115.9, 116.41, 116.12, 116.81, 116.42, 118.72, 119.46, 118.89, 118.39, 117.62, 119.18, 120.37, 118.68, 120.98, 120.75, 124.79, 125.75, 126.35, 124.3, 124.03, 125.09, 124.4, 127.43, 126.68, 126.44, 126.3, 127.74, 127.5, 126.28, 129.05, 129.07, 126.14, 126.57, 128.19, 130.17, 132.75, 133.88, 131.99, 132.22, 131.5, 130.85, 133.93, 135.4, 133.65, 143.46, 140.79, 139.49, 140.93, 141.39, 141.21, 142.49, 141.97, 141.83, 142.41, 141.04, 140.64, 141.0, 144.28, 145.07, 145.09, 145.3, 145.95, 144.11, 142.43, 142.44, 142.9, 143.38, 144.0, 144.49, 143.56, 143.92, 143.57, 143.26, 142.7, 140.91, 142.84, 142.4, 142.06, 141.24, 141.8, 143.71, 143.31, 145.52, 146.5, 145.76, 146.25, 147.7, 143.8, 142.89, 142.8, 144.39, 146.11, 147.18, 148.29, 148.23, 148.01, 147.09, 146.25, 144.14, 143.89, 144.65, 144.54, 145.74, 144.55, 147.32, 147.4, 144.0, 141.8, 143.03, 144.5, 153.52, 152.15, 153.49, 152.97, 157.7, 156.5, 156.54, 157.9, 158.59, 157.64, 157.85, 161.1, 160.52, 160.84, 161.78, 161.18, 158.78, 156.89, 158.05, 158.6, 158.31, 158.48, 164.1, 163.05, 164.75, 164.0, 163.93, 165.36, 165.5, 166.82, 166.4, 166.87, 166.27, 155.53, 155.68, 155.62, 152.56, 153.53, 155.58, 154.5, 155.38, 155.2, 158.19, 159.97, 156.98, 154.2, 152.82, 150.71, 150.45, 148.26, 147.27, 150.75, 153.23, 155.23, 158.8, 160.13, 161.35, 163.55, 185.0, 187.17, 185.92, 191.5, 190.25, 188.66, 189.7, 190.0, 185.03, 184.97, 184.62, 182.57, 181.22, 181.0, 182.27, 181.91, 175.96, 174.45, 172.58, 172.45, 171.88, 170.5, 170.58, 169.97, 168.99, 169.93, 169.64, 171.24, 168.75, 168.67, 169.68, 174.85, 176.24, 176.48, 175.88, 179.46, 180.35, 180.39, 182.47, 185.33, 184.5, 185.29, 184.93, 185.45, 186.23, 186.5, 189.95, 189.85, 186.55, 180.95, 183.34, 181.95, 182.9, 182.8, 179.7, 186.7, 194.49, 198.92, 199.4, 198.3, 196.22, 198.62, 200.82, 202.83, 204.38, 200.01, 195.25, 196.38, 194.9, 196.74, 197.06, 197.61, 200.65, 201.1, 198.59, 199.2, 199.44, 200.55, 202.48, 200.61, 197.09, 194.49, 192.59, 196.05, 195.88, 195.42, 197.7, 195.95, 194.32, 197.52, 196.75, 196.9, 195.85, 199.68, 199.03, 190.86, 189.8, 189.72, 188.14, 186.48, 187.34, 189.42, 189.42, 187.85, 188.69, 192.64, 191.43, 191.65, 190.3, 189.11, 190.95, 190.95, 189.94, 188.1, 194.49, 193.95, 201.65, 206.21, 207.05, 210.02, 212.5, 212.98, 213.64, 217.75, 222.55, 226.07, 221.15, 220.58, 223.49, 227.79, 257.71, 261.71, 272.3, 274.6, 286.81, 282.73, 282.29, 271.95, 270.62, 267.9, 266.7, 272.45, 267.62, 255.8, 259.15, 261.41, 269.88, 280.5, 281.96, 285.81, 286.64, 284.5, 286.0, 295.65, 297.36, 295.75, 295.25, 301.18, 316.91, 325.79, 323.74, 322.92, 331.44, 333.98, 325.84, 323.88, 323.4, 324.11, 317.0, 319.5, 319.4, 314.12, 309.37, 321.03, 322.9, 298.8, 295.35, 292.87, 291.25, 290.31, 299.16, 298.85, 299.55, 298.95, 311.64, 311.13, 317.49, 316.1, 338.62, 338.82, 335.31, 336.51, 331.22, 320.25, 309.98, 316.63, 317.45, 317.88, 313.48, 317.1, 312.59, 320.98, 329.02, 327.35, 331.95, 332.06, 331.26, 330.5, 326.94, 329.72, 330.45, 326.42, 331.88, 336.63, 345.0, 354.0, 354.36, 356.1, 354.0, 355.53, 359.99, 363.0, 369.83, 369.68, 368.7, 362.39, 365.67, 365.98, 384.25, 395.03, 398.86, 393.16, 405.29, 419.47, 423.21, 420.5, 405.99, 404.78, 411.59, 396.9, 401.33, 398.38, 399.98, 399.24, 408.65, 419.12, 419.44, 419.77, 416.79, 410.0, 403.36, 385.0, 383.13, 375.75, 370.5, 363.9, 367.4, 363.28, 365.54, 367.0, 352.03, 342.5, 344.41, 345.0, 347.86, 351.98, 357.31, 352.29, 352.44, 349.1, 347.19, 342.41, 335.5, 331.17, 324.37, 331.6, 341.5, 346.21, 350.08, 359.15, 374.49, 369.99, 369.86, 376.81, 376.0, 368.88, 363.39, 356.0, 355.75, 352.5, 356.15, 370.43, 374.09, 371.09, 367.33, 368.15, 377.61, 370.26, 372.22, 373.64, 371.34, 382.0, 383.2, 380.8, 386.11, 386.8, 380.93, 375.92, 363.5, 352.95, 358.72, 355.15, 334.2, 341.3, 339.21, 347.95, 380.0, 362.2, 355.8, 335.8, 336.58, 333.0, 319.94, 313.99, 307.89, 290.52, 311.5, 318.45, 321.88, 317.53, 320.22, 328.56, 332.05, 312.98, 302.49, 303.55, 301.84, 292.5, 291.72, 285.09, 276.34, 275.34, 265.5, 266.25, 269.08, 284.0, 290.49, 290.81, 298.72, 295.74, 283.22, 284.21, 271.18, 274.5, 281.77, 279.32, 277.67, 272.98, 275.75, 280.87, 269.9, 264.5, 250.65, 254.5, 255.59, 261.91, 270.1, 269.75, 275.79, 297.8, 316.8, 320.59, 323.35, 325.37, 341.09, 335.48, 357.22, 358.85, 355.79, 353.0, 336.88, 331.75, 331.8, 340.0, 336.3, 338.22, 341.78, 345.99, 346.84, 352.0, 360.0, 357.04, 348.75, 348.0, 352.87, 360.0, 359.6, 360.45, 364.4, 365.0, 366.71, 362.85, 366.13, 371.49, 365.7, 368.03, 366.39, 362.87, 362.25, 356.17, 359.88, 362.86, 349.92, 358.98, 360.13, 362.48, 363.84, 364.0, 370.97, 366.96, 375.9, 379.0, 376.43, 367.04, 368.38, 362.47, 355.94, 358.25, 368.33, 368.42, 373.41, 372.05, 369.8, 365.94, 366.74, 368.85, 370.12, 361.75, 352.21, 364.48, 368.76, 360.41, 377.69, 384.8, 381.9, 374.76, 375.14, 374.58, 374.5, 385.99, 383.5, 385.03, 381.35, 379.91, 369.0, 364.2, 365.26, 354.26, 349.95, 356.5, 364.0, 359.62, 352.42, 356.43, 370.46, 357.42, 359.44, 361.2, 353.85, 354.21, 349.34, 347.66, 353.61, 357.88, 358.21, 365.15, 367.1, 357.58, 353.61, 348.5, 343.4, 351.77, 361.5, 364.74, 370.12, 371.45, 375.0, 371.0, 366.79, 370.85, 371.54, 376.66, 376.0, 381.99, 381.4, 378.25, 384.76, 384.34, 384.54, 379.74, 373.68, 371.34, 366.5, 329.85, 325.85, 314.54, 313.5, 319.99, 327.69, 336.0, 336.4, 329.65, 331.77, 328.58, 319.41, 313.42, 311.88, 305.0, 316.36, 316.64, 312.89, 316.43, 308.41, 300.63, 303.55, 311.75, 305.0, 302.88, 300.33, 299.01, 296.95, 296.77, 292.82, 299.93, 298.94, 293.9, 292.38, 293.97, 293.35, 301.55, 297.17, 292.65, 292.73, 296.62, 297.43, 299.15, 296.05, 293.81, 282.5, 273.39, 265.0, 266.6, 268.05, 267.44, 268.88, 272.2, 269.35, 268.84, 275.48, 276.68, 275.53, 271.0, 280.53, 287.87, 286.93, 285.87, 288.17, 308.75, 290.9, 279.94, 275.41, 273.92, 274.02, 277.77, 285.75, 284.41, 293.49, 291.45, 289.12, 295.39, 291.19, 290.56, 298.19, 293.99, 296.36, 295.35, 293.41, 290.63, 295.82, 304.99, 305.67, 308.25, 312.69, 311.4, 315.73, 316.5, 316.82, 316.62, 314.39, 307.36, 308.43, 306.48, 307.85, 311.49, 298.94, 299.43, 299.17, 301.8, 305.71, 316.8, 325.36, 332.83, 338.0, 337.95, 335.7, 336.46, 333.82, 329.19, 324.92, 329.98, 329.86, 336.36, 336.7, 342.7, 343.42, 338.5, 340.85, 345.38, 343.17, 343.56, 341.57, 341.0, 336.3, 349.88, 359.85, 351.9, 352.4, 349.4, 348.2, 347.39, 359.63, 369.57, 375.25, 371.55, 371.8, 374.8, 378.11, 380.62, 385.37, 385.15, 389.54, 392.95, 389.7, 387.32, 372.82, 375.65, 382.0, 391.56, 376.77, 381.36, 393.52, 384.01, 391.4, 371.31, 357.47, 364.54, 362.98, 335.72, 336.42, 334.35, 322.9, 331.58, 348.51, 350.49, 366.11, 372.93, 362.0, 363.84, 368.52], \"low\": [59.36, 59.46, 58.7, 58.86, 58.46, 60.04, 61.18, 62.11, 63.95, 67.06, 67.42, 67.36, 75.71, 79.71, 80.38, 79.8, 79.54, 78.96, 79.51, 80.23, 79.94, 79.64, 79.12, 78.89, 78.9, 80.76, 79.52, 79.46, 80.96, 82.19, 82.99, 82.69, 82.33, 85.76, 87.02, 87.81, 87.36, 88.18, 88.69, 87.79, 87.93, 88.93, 88.96, 87.94, 88.41, 88.64, 88.04, 89.13, 89.0, 89.33, 93.23, 94.09, 94.12, 91.66, 93.69, 93.96, 94.37, 93.82, 94.19, 95.75, 96.4, 93.46, 93.09, 91.12, 92.79, 93.22, 93.21, 93.34, 92.62, 92.28, 94.29, 96.9, 98.08, 99.65, 97.05, 107.68, 114.24, 110.14, 109.32, 110.56, 109.84, 108.9, 106.25, 103.88, 105.4, 105.4, 111.15, 111.78, 113.0, 122.71, 122.04, 121.3, 121.51, 120.0, 118.66, 119.34, 123.0, 122.59, 123.55, 121.5, 111.34, 102.75, 85.5, 101.5, 102.02, 113.02, 115.88, 113.76, 103.82, 100.3, 100.11, 97.34, 93.55, 95.52, 96.78, 97.23, 94.33, 93.61, 99.33, 101.83, 100.71, 99.56, 97.0, 97.66, 96.78, 101.57, 97.84, 96.85, 99.05, 101.12, 101.45, 105.76, 105.64, 106.75, 102.6, 112.44, 112.36, 108.78, 108.05, 99.1, 98.41, 96.26, 97.58, 97.01, 96.86, 97.27, 99.38, 101.23, 102.06, 104.75, 104.9, 106.3, 107.24, 109.39, 111.72, 112.05, 108.64, 108.01, 111.41, 108.2, 103.27, 101.86, 111.7, 116.1, 119.61, 119.21, 121.66, 120.03, 122.36, 123.59, 122.89, 122.42, 124.93, 126.39, 125.75, 122.75, 121.1, 122.33, 121.62, 118.6, 114.66, 118.54, 118.09, 122.42, 117.92, 115.66, 114.86, 115.78, 117.3, 113.85, 116.92, 116.43, 114.28, 105.21, 105.85, 104.96, 112.29, 111.1, 111.2, 115.08, 104.53, 101.21, 101.72, 105.55, 97.05, 102.1, 99.22, 99.0, 94.85, 90.59, 90.11, 90.63, 91.3, 90.73, 86.14, 86.54, 81.86, 79.95, 81.55, 87.42, 82.91, 85.26, 87.54, 89.64, 90.31, 88.03, 88.3, 89.05, 86.7, 90.21, 94.25, 93.34, 93.61, 95.9, 95.39, 98.32, 95.25, 94.5, 95.0, 95.45, 96.05, 97.17, 96.43, 97.5, 99.0, 100.01, 99.5, 99.2, 98.81, 97.07, 97.82, 101.0, 101.48, 101.05, 102.47, 103.2, 103.25, 104.25, 103.6, 102.82, 102.62, 102.21, 107.88, 109.15, 109.78, 106.02, 94.2, 93.14, 94.78, 94.21, 92.8, 91.25, 90.21, 90.09, 88.21, 89.89, 91.3, 90.35, 89.25, 88.11, 89.9, 91.09, 89.9, 85.74, 86.26, 86.15, 88.17, 88.25, 88.3, 89.98, 92.85, 95.75, 98.3, 101.38, 101.44, 102.13, 100.16, 100.77, 98.53, 99.72, 99.77, 97.6, 96.66, 93.28, 93.62, 93.27, 93.5, 93.25, 94.2, 93.65, 90.77, 89.77, 88.15, 87.21, 84.81, 86.41, 88.7, 89.9, 94.8, 93.31, 93.55, 93.18, 95.3, 94.3, 94.09, 94.8, 96.8, 97.41, 97.24, 84.5, 85.82, 85.21, 85.11, 85.01, 90.9, 90.1, 90.68, 90.59, 90.5, 92.18, 92.55, 91.82, 93.56, 94.0, 93.48, 92.95, 94.37, 95.08, 95.24, 94.4, 94.85, 95.17, 95.51, 94.95, 95.48, 94.91, 96.04, 96.57, 96.57, 97.14, 96.76, 96.92, 97.01, 97.65, 98.42, 98.82, 96.5, 95.71, 95.33, 96.96, 96.53, 97.04, 97.82, 97.66, 93.26, 94.23, 95.43, 94.04, 95.0, 96.02, 96.6, 96.79, 98.0, 101.86, 103.43, 103.88, 103.55, 102.76, 99.86, 99.22, 97.63, 100.35, 98.38, 116.5, 118.0, 121.06, 122.31, 126.15, 125.75, 125.75, 125.93, 126.01, 124.4, 121.8, 121.83, 121.84, 121.62, 123.37, 123.22, 120.86, 113.7, 113.11, 110.68, 113.09, 111.81, 113.56, 113.51, 116.19, 116.98, 117.31, 117.18, 115.71, 117.13, 116.39, 113.95, 116.75, 118.4, 119.42, 123.25, 122.16, 121.73, 122.3, 122.78, 122.5, 122.95, 124.01, 122.87, 124.64, 125.0, 125.18, 125.08, 125.7, 125.76, 124.2, 123.6, 124.31, 126.55, 128.9, 129.81, 129.89, 129.29, 129.25, 128.5, 130.58, 132.09, 131.06, 138.25, 137.66, 137.31, 137.03, 139.05, 138.51, 139.0, 138.8, 139.7, 139.3, 139.05, 139.1, 139.16, 141.05, 142.56, 143.58, 143.97, 143.05, 140.05, 140.51, 141.07, 141.27, 141.81, 142.17, 141.52, 141.55, 142.38, 141.85, 142.1, 139.09, 138.26, 140.54, 140.38, 139.77, 139.74, 140.28, 140.32, 141.7, 143.23, 144.22, 143.4, 144.58, 142.1, 140.76, 141.26, 141.58, 140.0, 143.92, 144.91, 146.53, 147.33, 145.74, 144.89, 143.26, 143.01, 142.71, 141.21, 141.98, 143.55, 142.76, 144.43, 140.0, 138.66, 139.27, 140.9, 143.4, 146.22, 148.9, 149.3, 150.94, 151.61, 154.61, 154.88, 154.55, 155.9, 155.3, 155.97, 156.56, 157.55, 158.51, 159.76, 159.33, 153.0, 153.24, 155.91, 156.43, 156.8, 157.17, 160.55, 161.12, 162.71, 160.74, 161.7, 162.8, 163.43, 164.51, 164.41, 164.84, 154.5, 148.31, 150.13, 150.28, 147.3, 150.39, 152.41, 151.4, 152.26, 153.7, 153.76, 156.56, 150.72, 150.12, 148.0, 148.42, 145.8, 145.58, 144.25, 146.65, 149.65, 151.55, 155.77, 156.98, 157.97, 160.02, 174.24, 181.75, 182.7, 182.71, 187.01, 185.81, 187.51, 179.38, 181.18, 180.65, 181.43, 177.81, 178.02, 178.5, 179.1, 177.45, 170.01, 167.6, 169.0, 168.8, 168.25, 166.25, 165.72, 165.8, 164.23, 167.04, 166.7, 166.15, 165.5, 165.6, 164.73, 169.37, 173.86, 173.92, 172.44, 173.73, 177.1, 176.25, 178.03, 180.64, 182.55, 182.07, 181.43, 182.73, 184.17, 183.2, 184.51, 186.39, 177.7, 176.55, 180.7, 179.36, 180.65, 176.58, 177.55, 181.25, 184.49, 192.05, 196.56, 192.1, 193.81, 194.71, 197.19, 197.86, 197.77, 194.25, 191.16, 193.77, 191.03, 191.4, 193.01, 194.08, 196.22, 197.07, 195.22, 196.0, 197.09, 197.99, 198.09, 194.8, 194.74, 190.81, 189.5, 191.0, 193.0, 191.53, 193.75, 192.65, 191.9, 194.97, 193.63, 195.33, 194.0, 194.01, 184.32, 186.68, 185.0, 178.38, 181.19, 182.88, 183.22, 186.3, 185.91, 184.82, 185.41, 187.2, 188.01, 188.9, 185.75, 185.26, 187.58, 186.8, 186.4, 185.22, 186.85, 191.22, 195.42, 201.5, 204.0, 205.59, 208.44, 208.59, 206.91, 213.35, 216.0, 217.2, 216.32, 216.55, 218.5, 221.2, 248.02, 249.31, 260.23, 268.76, 273.92, 272.7, 269.58, 263.38, 262.71, 250.03, 245.0, 264.33, 250.0, 236.11, 249.0, 254.7, 260.33, 267.63, 275.69, 276.61, 280.01, 274.45, 277.81, 287.01, 290.59, 290.78, 283.83, 283.23, 297.6, 316.5, 314.55, 314.13, 320.23, 318.6, 313.28, 317.7, 318.14, 318.37, 307.34, 312.8, 314.51, 305.66, 300.36, 302.0, 297.0, 281.61, 275.9, 275.05, 278.01, 271.22, 289.11, 285.65, 289.12, 291.69, 301.82, 306.75, 308.23, 304.0, 323.77, 331.1, 326.77, 326.0, 317.08, 302.31, 292.62, 305.58, 306.5, 310.12, 306.69, 310.4, 305.73, 307.67, 319.34, 323.05, 327.51, 327.34, 324.87, 327.04, 322.43, 325.14, 323.17, 322.8, 325.45, 331.15, 328.09, 341.12, 348.83, 346.71, 349.26, 350.21, 352.82, 355.51, 361.41, 363.33, 357.8, 356.25, 360.91, 362.0, 364.11, 383.25, 387.51, 386.5, 388.5, 409.6, 406.37, 409.65, 378.75, 389.05, 390.0, 387.1, 390.55, 380.0, 389.5, 390.86, 395.52, 411.1, 413.08, 410.6, 407.8, 395.08, 391.75, 344.0, 372.36, 363.0, 360.14, 353.6, 354.56, 355.65, 356.63, 351.65, 334.02, 328.0, 334.02, 334.71, 338.48, 341.74, 349.01, 346.61, 345.82, 344.42, 339.07, 336.25, 321.0, 321.21, 312.96, 310.93, 329.7, 337.41, 337.65, 344.54, 360.0, 360.38, 362.91, 363.54, 367.08, 361.26, 335.83, 341.99, 341.25, 343.08, 343.9, 356.24, 366.84, 363.46, 349.57, 351.56, 359.17, 363.17, 360.74, 354.33, 364.49, 370.88, 376.0, 373.73, 375.59, 373.83, 374.88, 360.4, 343.0, 338.11, 347.09, 325.39, 315.81, 328.9, 326.93, 330.56, 356.5, 346.05, 332.2, 320.34, 316.77, 300.73, 305.25, 292.3, 275.4, 271.21, 295.05, 296.67, 308.33, 303.74, 305.3, 311.0, 316.61, 298.01, 290.63, 289.1, 278.3, 282.16, 281.0, 269.15, 250.0, 261.51, 256.84, 253.8, 256.14, 263.34, 275.5, 283.06, 284.58, 274.72, 267.14, 263.38, 260.61, 262.76, 266.48, 271.85, 265.0, 261.08, 263.29, 263.77, 251.88, 241.29, 233.68, 231.23, 240.1, 249.8, 260.0, 256.58, 264.43, 278.54, 301.65, 308.01, 313.5, 312.5, 328.52, 329.13, 347.0, 348.11, 346.41, 336.73, 321.03, 318.6, 319.0, 328.51, 328.88, 328.15, 330.8, 338.09, 336.5, 341.3, 352.9, 347.19, 339.02, 338.0, 344.81, 346.52, 350.28, 348.33, 355.5, 355.32, 356.7, 353.88, 360.05, 363.79, 359.33, 359.8, 357.71, 354.69, 348.04, 348.25, 351.7, 350.5, 342.47, 350.03, 353.8, 352.77, 358.1, 358.89, 361.86, 356.8, 357.01, 370.61, 360.04, 357.44, 358.02, 350.37, 349.2, 353.71, 358.51, 362.22, 366.19, 362.4, 364.66, 359.93, 359.0, 362.25, 360.81, 349.36, 342.27, 352.72, 350.6, 351.64, 359.0, 374.71, 373.27, 365.7, 366.24, 369.12, 368.35, 373.17, 374.51, 378.27, 376.0, 365.81, 361.36, 352.75, 353.06, 343.1, 342.5, 341.39, 353.94, 353.79, 345.4, 349.93, 357.3, 347.7, 353.79, 353.65, 345.9, 348.3, 342.92, 332.65, 343.25, 348.71, 352.09, 355.69, 349.29, 348.5, 343.23, 339.25, 336.16, 342.06, 353.75, 356.12, 361.22, 365.0, 370.2, 358.29, 361.6, 363.2, 364.87, 372.0, 370.31, 375.84, 375.56, 375.36, 377.5, 362.68, 378.8, 372.79, 362.3, 364.92, 361.75, 320.3, 314.23, 305.81, 306.0, 307.25, 316.3, 327.5, 328.77, 323.23, 318.53, 318.74, 311.8, 304.68, 305.3, 296.81, 306.63, 305.68, 303.24, 308.16, 298.01, 288.0, 296.27, 304.75, 297.68, 296.2, 293.15, 290.32, 292.5, 287.2, 287.75, 294.99, 290.85, 288.06, 286.51, 282.79, 287.03, 290.6, 282.66, 284.61, 286.6, 290.04, 289.78, 291.79, 287.45, 283.4, 266.0, 261.89, 252.28, 253.7, 260.2, 260.39, 262.78, 264.03, 262.19, 257.01, 266.47, 271.28, 270.64, 264.57, 265.03, 282.34, 282.0, 279.4, 280.74, 288.3, 273.36, 269.0, 265.8, 266.63, 268.8, 270.18, 277.35, 277.55, 283.0, 284.78, 283.02, 287.16, 286.31, 285.84, 288.27, 287.51, 288.5, 288.7, 281.14, 283.22, 287.57, 293.28, 298.52, 301.0, 304.26, 304.41, 305.25, 311.69, 312.75, 313.34, 303.75, 301.88, 303.27, 298.81, 302.6, 302.44, 292.02, 294.2, 295.06, 297.25, 298.63, 306.6, 315.6, 324.18, 330.6, 331.02, 331.6, 332.01, 326.01, 322.86, 321.09, 324.78, 325.53, 321.2, 330.3, 331.05, 334.61, 327.27, 331.51, 335.52, 336.6, 335.85, 337.38, 332.59, 323.6, 325.01, 345.88, 341.02, 342.78, 338.55, 339.25, 340.98, 346.28, 356.1, 362.3, 362.51, 363.57, 362.52, 369.72, 375.88, 376.51, 379.43, 379.19, 384.9, 376.68, 377.9, 361.0, 357.72, 365.0, 370.6, 356.8, 364.5, 367.4, 370.51, 368.64, 356.85, 341.72, 347.85, 344.79, 307.32, 307.39, 294.75, 290.25, 300.0, 316.82, 332.0, 340.88, 353.03, 339.17, 341.73, 353.0], \"open\": [59.72, 60.11, 59.64, 59.07, 58.77, 60.5, 61.2, 63.0, 64.4, 67.24, 68.86, 68.7, 76.0, 79.78, 81.79, 81.23, 80.21, 79.66, 80.17, 80.29, 80.59, 80.07, 80.24, 79.86, 79.57, 81.24, 81.03, 80.11, 81.04, 82.32, 83.81, 83.4, 83.29, 86.36, 87.54, 88.89, 88.21, 89.08, 89.18, 88.87, 88.14, 89.71, 89.47, 88.84, 88.71, 89.24, 88.38, 89.21, 90.71, 89.33, 93.4, 96.89, 94.92, 92.86, 94.24, 95.13, 94.65, 96.24, 95.04, 96.34, 100.01, 95.48, 95.3, 91.51, 93.36, 94.81, 94.0, 93.47, 95.01, 93.47, 94.9, 97.52, 98.1, 101.27, 99.97, 111.02, 117.34, 114.7, 110.21, 112.14, 110.91, 111.55, 107.79, 107.29, 106.83, 106.4, 111.95, 114.6, 113.15, 125.62, 126.29, 126.42, 126.09, 120.01, 121.47, 120.99, 124.96, 123.14, 125.26, 123.5, 119.8, 106.2, 88.75, 107.75, 107.15, 114.94, 116.35, 115.24, 109.35, 109.31, 102.69, 98.05, 102.08, 96.51, 99.42, 98.57, 96.84, 95.22, 99.7, 103.67, 102.0, 103.3, 98.29, 98.6, 97.11, 105.3, 101.57, 99.63, 99.91, 102.91, 103.01, 107.48, 110.33, 108.84, 107.94, 114.11, 114.45, 112.85, 111.5, 103.77, 100.21, 98.07, 101.06, 99.67, 98.07, 97.61, 100.05, 102.58, 102.9, 105.0, 105.12, 109.2, 107.36, 110.36, 113.75, 113.39, 113.36, 108.86, 113.08, 112.52, 108.34, 102.97, 112.11, 117.94, 120.25, 120.85, 124.3, 123.67, 124.23, 123.85, 126.03, 124.47, 125.53, 129.62, 127.0, 131.19, 121.51, 127.7, 124.5, 121.45, 119.77, 121.93, 119.8, 123.97, 120.85, 119.51, 117.3, 116.91, 118.22, 117.26, 118.19, 118.95, 116.21, 109.0, 110.45, 105.29, 116.36, 116.33, 112.13, 116.11, 114.43, 105.65, 102.43, 106.57, 108.91, 108.32, 104.72, 99.78, 99.74, 96.61, 93.84, 92.0, 91.79, 95.54, 92.41, 89.5, 88.23, 80.57, 81.75, 89.0, 87.42, 86.64, 89.0, 90.13, 94.8, 89.98, 90.75, 91.4, 88.5, 91.08, 95.3, 94.81, 94.58, 98.01, 97.83, 98.76, 101.0, 95.0, 96.82, 98.18, 99.51, 97.2, 97.87, 97.53, 99.05, 100.5, 101.15, 100.48, 99.75, 98.64, 98.34, 101.08, 104.65, 102.43, 102.93, 105.9, 103.47, 105.3, 104.31, 105.12, 104.04, 103.15, 108.0, 110.01, 110.64, 109.9, 99.49, 94.34, 97.31, 94.85, 95.7, 93.5, 92.18, 91.5, 90.5, 90.41, 92.08, 91.0, 90.91, 88.83, 90.73, 91.14, 92.4, 90.32, 87.39, 87.56, 89.0, 88.25, 90.16, 90.08, 92.98, 95.98, 99.0, 103.21, 102.44, 102.95, 101.5, 101.39, 100.99, 100.29, 101.2, 100.02, 97.22, 94.88, 95.02, 94.16, 94.61, 94.18, 95.75, 95.22, 93.87, 90.78, 90.62, 87.53, 87.88, 87.41, 89.67, 90.91, 95.0, 95.2, 95.03, 94.7, 96.0, 96.19, 95.07, 96.26, 97.0, 98.52, 98.43, 85.43, 86.67, 88.3, 86.48, 85.73, 91.03, 91.5, 91.92, 91.19, 91.23, 94.0, 93.28, 93.2, 93.77, 95.91, 95.12, 94.4, 94.6, 95.53, 96.83, 95.19, 94.94, 95.98, 96.05, 95.67, 95.68, 96.13, 96.38, 97.33, 96.97, 97.84, 97.48, 97.81, 97.9, 97.76, 100.11, 99.23, 99.06, 95.91, 97.17, 97.35, 97.23, 97.1, 99.9, 98.78, 96.9, 95.54, 95.75, 95.38, 95.04, 97.1, 97.31, 96.9, 98.0, 103.19, 103.5, 104.97, 103.98, 103.18, 102.31, 100.88, 98.01, 101.59, 100.5, 116.63, 118.25, 121.97, 122.5, 127.42, 126.52, 126.29, 127.43, 126.08, 126.85, 124.98, 122.83, 122.31, 122.0, 124.26, 124.12, 121.84, 122.76, 114.9, 114.75, 114.55, 112.96, 115.13, 115.73, 116.2, 118.32, 117.76, 117.64, 117.05, 117.3, 119.0, 117.52, 116.75, 120.73, 120.1, 124.48, 125.4, 123.78, 122.84, 123.51, 123.43, 123.44, 126.39, 124.3, 125.46, 125.53, 126.84, 125.61, 126.24, 129.07, 125.95, 126.24, 124.96, 127.49, 129.22, 132.08, 131.48, 131.27, 130.91, 130.63, 131.15, 135.04, 133.21, 142.01, 139.36, 138.65, 138.11, 140.8, 140.45, 139.46, 141.77, 140.55, 141.2, 140.61, 139.51, 140.0, 141.49, 143.57, 144.98, 144.68, 145.19, 143.2, 140.72, 142.42, 141.75, 142.99, 142.92, 144.45, 141.88, 143.12, 143.3, 142.84, 142.15, 139.69, 141.0, 141.99, 141.47, 140.04, 141.39, 140.9, 142.95, 144.2, 145.5, 144.05, 145.45, 146.75, 142.54, 142.14, 142.36, 140.83, 144.1, 145.5, 146.81, 148.0, 146.7, 146.84, 146.19, 144.0, 143.79, 143.04, 144.28, 144.85, 144.25, 144.43, 147.34, 143.37, 140.3, 141.39, 143.61, 147.46, 151.53, 150.6, 152.71, 151.91, 155.76, 156.29, 155.59, 158.55, 156.55, 156.1, 157.82, 160.33, 159.11, 160.25, 160.5, 158.09, 153.61, 156.15, 157.86, 157.75, 158.35, 161.0, 162.84, 163.6, 163.61, 163.52, 163.42, 165.49, 164.95, 165.6, 166.12, 166.27, 155.3, 154.38, 154.34, 149.44, 151.45, 154.29, 153.68, 152.5, 155.13, 155.01, 158.78, 156.62, 151.64, 152.82, 149.76, 149.8, 146.58, 146.13, 146.65, 150.34, 152.37, 155.77, 158.51, 159.3, 162.91, 176.12, 182.97, 183.84, 182.72, 188.69, 187.79, 187.7, 189.89, 182.0, 184.26, 182.49, 182.22, 180.53, 179.6, 181.0, 181.37, 171.43, 174.03, 169.86, 169.8, 171.53, 167.5, 169.23, 165.95, 166.91, 167.76, 168.35, 169.86, 168.58, 166.43, 165.0, 169.5, 175.45, 175.55, 173.4, 175.25, 178.8, 178.45, 178.1, 182.55, 184.07, 183.25, 182.73, 183.61, 184.98, 186.1, 185.82, 188.4, 186.46, 180.7, 181.01, 181.25, 180.73, 182.11, 177.65, 181.41, 185.65, 194.3, 199.1, 197.85, 195.57, 196.75, 199.7, 201.95, 200.11, 199.99, 193.01, 195.9, 194.17, 192.75, 195.38, 194.66, 197.2, 199.62, 198.21, 197.24, 197.45, 199.8, 200.0, 200.0, 196.0, 194.46, 191.61, 191.12, 193.64, 194.54, 194.33, 195.74, 193.3, 195.04, 196.58, 196.65, 195.56, 195.34, 198.91, 190.31, 186.99, 189.36, 183.5, 183.38, 185.71, 186.5, 187.85, 186.01, 186.1, 187.98, 189.61, 191.2, 190.18, 187.94, 189.44, 188.33, 189.78, 187.8, 187.18, 192.51, 196.1, 202.05, 206.2, 207.25, 210.02, 212.11, 207.57, 214.29, 217.18, 224.24, 221.0, 220.34, 222.75, 222.0, 255.05, 250.88, 263.0, 271.49, 274.2, 277.0, 281.94, 266.41, 263.0, 262.0, 247.7, 266.58, 267.08, 253.85, 252.14, 257.29, 260.47, 270.03, 278.73, 277.74, 282.07, 283.88, 281.0, 288.75, 294.77, 293.1, 292.75, 284.65, 302.85, 319.88, 320.0, 322.2, 321.33, 333.56, 323.87, 318.16, 323.17, 321.42, 315.8, 313.26, 316.35, 313.07, 307.41, 309.36, 322.49, 298.39, 287.0, 291.94, 285.45, 273.63, 293.15, 289.1, 291.77, 297.68, 302.88, 309.72, 317.29, 315.99, 329.66, 336.3, 332.88, 332.22, 329.15, 319.22, 306.37, 310.0, 316.25, 311.07, 310.36, 311.65, 312.59, 308.71, 321.99, 325.9, 328.79, 331.5, 329.65, 327.25, 325.94, 326.28, 327.53, 324.9, 327.11, 334.05, 329.04, 344.34, 349.9, 351.5, 352.37, 353.8, 353.88, 362.68, 363.32, 367.78, 368.54, 358.06, 361.88, 363.6, 367.53, 384.27, 390.71, 387.72, 389.5, 415.15, 421.38, 419.98, 404.69, 393.28, 407.56, 395.0, 399.19, 385.45, 399.49, 393.8, 397.45, 415.95, 417.24, 411.34, 415.16, 409.19, 398.98, 346.95, 381.24, 371.06, 364.92, 359.15, 366.94, 357.57, 358.19, 366.85, 351.93, 331.51, 335.87, 337.23, 347.75, 342.87, 353.23, 352.21, 347.96, 346.91, 339.89, 342.09, 334.03, 329.9, 319.01, 314.64, 331.0, 338.49, 348.11, 346.0, 367.15, 367.23, 367.2, 365.0, 370.66, 366.47, 360.0, 347.44, 342.2, 352.27, 344.67, 359.08, 371.91, 368.55, 364.22, 353.67, 373.95, 370.26, 366.59, 359.0, 370.23, 373.59, 379.87, 379.24, 375.85, 384.38, 378.53, 375.88, 359.77, 345.18, 348.48, 353.52, 324.94, 339.57, 337.63, 337.24, 378.33, 360.67, 351.0, 333.1, 318.0, 332.28, 307.12, 300.51, 305.26, 275.57, 297.77, 304.59, 318.0, 311.1, 314.76, 312.9, 328.0, 311.07, 300.0, 295.0, 300.4, 285.51, 287.14, 283.79, 254.63, 274.42, 260.11, 260.55, 259.24, 271.98, 282.32, 288.0, 293.19, 288.13, 268.33, 282.48, 264.19, 274.08, 267.66, 277.64, 271.81, 266.51, 263.3, 269.96, 264.64, 263.83, 242.0, 233.92, 250.11, 257.94, 260.16, 259.28, 270.2, 281.88, 302.1, 319.98, 317.71, 314.57, 330.96, 334.24, 349.6, 354.0, 349.5, 351.97, 334.89, 328.25, 320.6, 328.72, 334.7, 335.87, 332.75, 339.68, 337.18, 342.6, 353.2, 357.0, 347.9, 338.0, 350.0, 348.09, 357.3, 351.75, 358.47, 355.8, 364.85, 360.03, 360.34, 367.01, 362.98, 363.5, 362.47, 362.26, 359.72, 351.46, 353.6, 360.16, 345.75, 352.0, 359.37, 355.81, 360.5, 361.02, 362.47, 366.4, 358.91, 374.0, 375.95, 359.0, 367.87, 361.0, 354.49, 357.16, 359.0, 366.25, 369.26, 370.07, 369.0, 365.11, 360.54, 365.79, 365.0, 360.69, 350.71, 355.0, 365.05, 355.0, 359.7, 375.45, 381.07, 374.49, 368.35, 373.68, 369.56, 374.0, 378.0, 381.53, 377.69, 377.0, 367.92, 360.9, 361.62, 352.29, 348.71, 343.34, 356.37, 356.39, 351.23, 350.95, 358.01, 355.5, 355.41, 354.39, 353.6, 350.55, 347.22, 343.56, 345.0, 354.38, 354.84, 357.39, 363.65, 355.0, 351.82, 347.23, 341.63, 342.69, 355.57, 361.72, 365.91, 365.0, 370.27, 370.75, 361.6, 363.2, 370.26, 373.5, 374.89, 376.69, 378.29, 378.19, 379.06, 382.77, 381.1, 378.68, 372.94, 370.09, 366.25, 323.76, 323.4, 312.0, 311.44, 310.51, 318.86, 328.79, 335.98, 329.2, 325.16, 324.25, 317.49, 310.96, 310.58, 302.56, 311.03, 313.74, 305.46, 309.77, 308.01, 299.5, 298.86, 306.25, 304.57, 301.61, 298.65, 295.0, 295.24, 294.54, 289.47, 295.0, 298.78, 290.82, 291.25, 285.32, 293.35, 294.81, 291.16, 285.7, 288.1, 290.61, 294.23, 294.5, 294.99, 291.56, 280.26, 268.35, 262.5, 255.71, 266.42, 266.18, 264.0, 267.35, 263.61, 267.78, 268.2, 271.99, 273.03, 270.02, 265.97, 284.8, 283.93, 283.82, 283.12, 304.49, 289.36, 272.89, 271.16, 268.06, 271.81, 270.68, 278.05, 281.87, 284.34, 291.0, 288.7, 288.0, 289.99, 288.19, 290.7, 288.73, 289.16, 295.32, 291.03, 283.25, 290.59, 296.0, 304.01, 301.01, 306.0, 309.1, 308.83, 315.0, 313.93, 315.78, 314.39, 302.22, 308.43, 305.27, 304.7, 307.35, 296.12, 294.49, 295.67, 298.5, 300.85, 307.36, 316.26, 324.5, 335.0, 337.76, 334.01, 334.6, 332.96, 329.08, 322.0, 326.1, 326.78, 323.12, 336.47, 331.49, 342.0, 337.13, 331.8, 344.4, 338.68, 343.5, 341.0, 340.0, 332.55, 326.04, 348.46, 345.95, 345.88, 349.0, 341.1, 347.39, 347.24, 361.0, 375.13, 369.6, 365.04, 365.0, 373.75, 377.18, 376.96, 381.47, 379.3, 388.12, 386.56, 385.33, 364.76, 372.0, 366.31, 371.46, 364.21, 373.11, 381.03, 377.77, 381.0, 367.7, 343.86, 356.43, 358.92, 326.5, 330.51, 306.63, 306.19, 302.4, 324.33, 342.31, 347.89, 369.99, 361.02, 344.0, 359.09], \"type\": \"candlestick\", \"x\": [\"2015-03-30T00:00:00\", \"2015-03-31T00:00:00\", \"2015-04-01T00:00:00\", \"2015-04-02T00:00:00\", \"2015-04-06T00:00:00\", \"2015-04-07T00:00:00\", \"2015-04-08T00:00:00\", \"2015-04-09T00:00:00\", \"2015-04-10T00:00:00\", \"2015-04-13T00:00:00\", \"2015-04-14T00:00:00\", \"2015-04-15T00:00:00\", \"2015-04-16T00:00:00\", \"2015-04-17T00:00:00\", \"2015-04-20T00:00:00\", \"2015-04-21T00:00:00\", \"2015-04-22T00:00:00\", \"2015-04-23T00:00:00\", \"2015-04-24T00:00:00\", \"2015-04-27T00:00:00\", \"2015-04-28T00:00:00\", \"2015-04-29T00:00:00\", \"2015-04-30T00:00:00\", \"2015-05-01T00:00:00\", \"2015-05-04T00:00:00\", \"2015-05-05T00:00:00\", \"2015-05-06T00:00:00\", \"2015-05-07T00:00:00\", \"2015-05-08T00:00:00\", \"2015-05-11T00:00:00\", \"2015-05-12T00:00:00\", \"2015-05-13T00:00:00\", \"2015-05-14T00:00:00\", \"2015-05-15T00:00:00\", \"2015-05-18T00:00:00\", \"2015-05-19T00:00:00\", \"2015-05-20T00:00:00\", \"2015-05-21T00:00:00\", \"2015-05-22T00:00:00\", \"2015-05-26T00:00:00\", \"2015-05-27T00:00:00\", \"2015-05-28T00:00:00\", \"2015-05-29T00:00:00\", \"2015-06-01T00:00:00\", \"2015-06-02T00:00:00\", \"2015-06-03T00:00:00\", \"2015-06-04T00:00:00\", \"2015-06-05T00:00:00\", \"2015-06-08T00:00:00\", \"2015-06-09T00:00:00\", \"2015-06-10T00:00:00\", \"2015-06-11T00:00:00\", \"2015-06-12T00:00:00\", \"2015-06-15T00:00:00\", \"2015-06-16T00:00:00\", \"2015-06-17T00:00:00\", \"2015-06-18T00:00:00\", \"2015-06-19T00:00:00\", \"2015-06-22T00:00:00\", \"2015-06-23T00:00:00\", \"2015-06-24T00:00:00\", \"2015-06-25T00:00:00\", \"2015-06-26T00:00:00\", \"2015-06-29T00:00:00\", \"2015-06-30T00:00:00\", \"2015-07-01T00:00:00\", \"2015-07-02T00:00:00\", \"2015-07-06T00:00:00\", \"2015-07-07T00:00:00\", \"2015-07-08T00:00:00\", \"2015-07-09T00:00:00\", \"2015-07-10T00:00:00\", \"2015-07-13T00:00:00\", \"2015-07-14T00:00:00\", \"2015-07-15T00:00:00\", \"2015-07-16T00:00:00\", \"2015-07-17T00:00:00\", \"2015-07-20T00:00:00\", \"2015-07-21T00:00:00\", \"2015-07-22T00:00:00\", \"2015-07-23T00:00:00\", \"2015-07-24T00:00:00\", \"2015-07-27T00:00:00\", \"2015-07-28T00:00:00\", \"2015-07-29T00:00:00\", \"2015-07-30T00:00:00\", \"2015-07-31T00:00:00\", \"2015-08-03T00:00:00\", \"2015-08-04T00:00:00\", \"2015-08-05T00:00:00\", \"2015-08-06T00:00:00\", \"2015-08-07T00:00:00\", \"2015-08-10T00:00:00\", \"2015-08-11T00:00:00\", \"2015-08-12T00:00:00\", \"2015-08-13T00:00:00\", \"2015-08-14T00:00:00\", \"2015-08-17T00:00:00\", \"2015-08-18T00:00:00\", \"2015-08-19T00:00:00\", \"2015-08-20T00:00:00\", \"2015-08-21T00:00:00\", \"2015-08-24T00:00:00\", \"2015-08-25T00:00:00\", \"2015-08-26T00:00:00\", \"2015-08-27T00:00:00\", \"2015-08-28T00:00:00\", \"2015-08-31T00:00:00\", \"2015-09-01T00:00:00\", \"2015-09-02T00:00:00\", \"2015-09-03T00:00:00\", \"2015-09-04T00:00:00\", \"2015-09-08T00:00:00\", \"2015-09-09T00:00:00\", \"2015-09-10T00:00:00\", \"2015-09-11T00:00:00\", \"2015-09-14T00:00:00\", \"2015-09-15T00:00:00\", \"2015-09-16T00:00:00\", \"2015-09-17T00:00:00\", \"2015-09-18T00:00:00\", \"2015-09-21T00:00:00\", \"2015-09-22T00:00:00\", \"2015-09-23T00:00:00\", \"2015-09-24T00:00:00\", \"2015-09-25T00:00:00\", \"2015-09-28T00:00:00\", \"2015-09-29T00:00:00\", \"2015-09-30T00:00:00\", \"2015-10-01T00:00:00\", \"2015-10-02T00:00:00\", \"2015-10-05T00:00:00\", \"2015-10-06T00:00:00\", \"2015-10-07T00:00:00\", \"2015-10-08T00:00:00\", \"2015-10-09T00:00:00\", \"2015-10-12T00:00:00\", \"2015-10-13T00:00:00\", \"2015-10-14T00:00:00\", \"2015-10-15T00:00:00\", \"2015-10-16T00:00:00\", \"2015-10-19T00:00:00\", \"2015-10-20T00:00:00\", \"2015-10-21T00:00:00\", \"2015-10-22T00:00:00\", \"2015-10-23T00:00:00\", \"2015-10-26T00:00:00\", \"2015-10-27T00:00:00\", \"2015-10-28T00:00:00\", \"2015-10-29T00:00:00\", \"2015-10-30T00:00:00\", \"2015-11-02T00:00:00\", \"2015-11-03T00:00:00\", \"2015-11-04T00:00:00\", \"2015-11-05T00:00:00\", \"2015-11-06T00:00:00\", \"2015-11-09T00:00:00\", \"2015-11-10T00:00:00\", \"2015-11-11T00:00:00\", \"2015-11-12T00:00:00\", \"2015-11-13T00:00:00\", \"2015-11-16T00:00:00\", \"2015-11-17T00:00:00\", \"2015-11-18T00:00:00\", \"2015-11-19T00:00:00\", \"2015-11-20T00:00:00\", \"2015-11-23T00:00:00\", \"2015-11-24T00:00:00\", \"2015-11-25T00:00:00\", \"2015-11-27T00:00:00\", \"2015-11-30T00:00:00\", \"2015-12-01T00:00:00\", \"2015-12-02T00:00:00\", \"2015-12-03T00:00:00\", \"2015-12-04T00:00:00\", \"2015-12-07T00:00:00\", \"2015-12-08T00:00:00\", \"2015-12-09T00:00:00\", \"2015-12-10T00:00:00\", \"2015-12-11T00:00:00\", \"2015-12-14T00:00:00\", \"2015-12-15T00:00:00\", \"2015-12-16T00:00:00\", \"2015-12-17T00:00:00\", \"2015-12-18T00:00:00\", \"2015-12-21T00:00:00\", \"2015-12-22T00:00:00\", \"2015-12-23T00:00:00\", \"2015-12-24T00:00:00\", \"2015-12-28T00:00:00\", \"2015-12-29T00:00:00\", \"2015-12-30T00:00:00\", \"2015-12-31T00:00:00\", \"2016-01-04T00:00:00\", \"2016-01-05T00:00:00\", \"2016-01-06T00:00:00\", \"2016-01-07T00:00:00\", \"2016-01-08T00:00:00\", \"2016-01-11T00:00:00\", \"2016-01-12T00:00:00\", \"2016-01-13T00:00:00\", \"2016-01-14T00:00:00\", \"2016-01-15T00:00:00\", \"2016-01-19T00:00:00\", \"2016-01-20T00:00:00\", \"2016-01-21T00:00:00\", \"2016-01-22T00:00:00\", \"2016-01-25T00:00:00\", \"2016-01-26T00:00:00\", \"2016-01-27T00:00:00\", \"2016-01-28T00:00:00\", \"2016-01-29T00:00:00\", \"2016-02-01T00:00:00\", \"2016-02-02T00:00:00\", \"2016-02-03T00:00:00\", \"2016-02-04T00:00:00\", \"2016-02-05T00:00:00\", \"2016-02-08T00:00:00\", \"2016-02-09T00:00:00\", \"2016-02-10T00:00:00\", \"2016-02-11T00:00:00\", \"2016-02-12T00:00:00\", \"2016-02-16T00:00:00\", \"2016-02-17T00:00:00\", \"2016-02-18T00:00:00\", \"2016-02-19T00:00:00\", \"2016-02-22T00:00:00\", \"2016-02-23T00:00:00\", \"2016-02-24T00:00:00\", \"2016-02-25T00:00:00\", \"2016-02-26T00:00:00\", \"2016-02-29T00:00:00\", \"2016-03-01T00:00:00\", \"2016-03-02T00:00:00\", \"2016-03-03T00:00:00\", \"2016-03-04T00:00:00\", \"2016-03-07T00:00:00\", \"2016-03-08T00:00:00\", \"2016-03-09T00:00:00\", \"2016-03-10T00:00:00\", \"2016-03-11T00:00:00\", \"2016-03-14T00:00:00\", \"2016-03-15T00:00:00\", \"2016-03-16T00:00:00\", \"2016-03-17T00:00:00\", \"2016-03-18T00:00:00\", \"2016-03-21T00:00:00\", \"2016-03-22T00:00:00\", \"2016-03-23T00:00:00\", \"2016-03-24T00:00:00\", \"2016-03-28T00:00:00\", \"2016-03-29T00:00:00\", \"2016-03-30T00:00:00\", \"2016-03-31T00:00:00\", \"2016-04-01T00:00:00\", \"2016-04-04T00:00:00\", \"2016-04-05T00:00:00\", \"2016-04-06T00:00:00\", \"2016-04-07T00:00:00\", \"2016-04-08T00:00:00\", \"2016-04-11T00:00:00\", \"2016-04-12T00:00:00\", \"2016-04-13T00:00:00\", \"2016-04-14T00:00:00\", \"2016-04-15T00:00:00\", \"2016-04-18T00:00:00\", \"2016-04-19T00:00:00\", \"2016-04-20T00:00:00\", \"2016-04-21T00:00:00\", \"2016-04-22T00:00:00\", \"2016-04-25T00:00:00\", \"2016-04-26T00:00:00\", \"2016-04-27T00:00:00\", \"2016-04-28T00:00:00\", \"2016-04-29T00:00:00\", \"2016-05-02T00:00:00\", \"2016-05-03T00:00:00\", \"2016-05-04T00:00:00\", \"2016-05-05T00:00:00\", \"2016-05-06T00:00:00\", \"2016-05-09T00:00:00\", \"2016-05-10T00:00:00\", \"2016-05-11T00:00:00\", \"2016-05-12T00:00:00\", \"2016-05-13T00:00:00\", \"2016-05-16T00:00:00\", \"2016-05-17T00:00:00\", \"2016-05-18T00:00:00\", \"2016-05-19T00:00:00\", \"2016-05-20T00:00:00\", \"2016-05-23T00:00:00\", \"2016-05-24T00:00:00\", \"2016-05-25T00:00:00\", \"2016-05-26T00:00:00\", \"2016-05-27T00:00:00\", \"2016-05-31T00:00:00\", \"2016-06-01T00:00:00\", \"2016-06-02T00:00:00\", \"2016-06-03T00:00:00\", \"2016-06-06T00:00:00\", \"2016-06-07T00:00:00\", \"2016-06-08T00:00:00\", \"2016-06-09T00:00:00\", \"2016-06-10T00:00:00\", \"2016-06-13T00:00:00\", \"2016-06-14T00:00:00\", \"2016-06-15T00:00:00\", \"2016-06-16T00:00:00\", \"2016-06-17T00:00:00\", \"2016-06-20T00:00:00\", \"2016-06-21T00:00:00\", \"2016-06-22T00:00:00\", \"2016-06-23T00:00:00\", \"2016-06-24T00:00:00\", \"2016-06-27T00:00:00\", \"2016-06-28T00:00:00\", \"2016-06-29T00:00:00\", \"2016-06-30T00:00:00\", \"2016-07-01T00:00:00\", \"2016-07-05T00:00:00\", \"2016-07-06T00:00:00\", \"2016-07-07T00:00:00\", \"2016-07-08T00:00:00\", \"2016-07-11T00:00:00\", \"2016-07-12T00:00:00\", \"2016-07-13T00:00:00\", \"2016-07-14T00:00:00\", \"2016-07-15T00:00:00\", \"2016-07-18T00:00:00\", \"2016-07-19T00:00:00\", \"2016-07-20T00:00:00\", \"2016-07-21T00:00:00\", \"2016-07-22T00:00:00\", \"2016-07-25T00:00:00\", \"2016-07-26T00:00:00\", \"2016-07-27T00:00:00\", \"2016-07-28T00:00:00\", \"2016-07-29T00:00:00\", \"2016-08-01T00:00:00\", \"2016-08-02T00:00:00\", \"2016-08-03T00:00:00\", \"2016-08-04T00:00:00\", \"2016-08-05T00:00:00\", \"2016-08-08T00:00:00\", \"2016-08-09T00:00:00\", \"2016-08-10T00:00:00\", \"2016-08-11T00:00:00\", \"2016-08-12T00:00:00\", \"2016-08-15T00:00:00\", \"2016-08-16T00:00:00\", \"2016-08-17T00:00:00\", \"2016-08-18T00:00:00\", \"2016-08-19T00:00:00\", \"2016-08-22T00:00:00\", \"2016-08-23T00:00:00\", \"2016-08-24T00:00:00\", \"2016-08-25T00:00:00\", \"2016-08-26T00:00:00\", \"2016-08-29T00:00:00\", \"2016-08-30T00:00:00\", \"2016-08-31T00:00:00\", \"2016-09-01T00:00:00\", \"2016-09-02T00:00:00\", \"2016-09-06T00:00:00\", \"2016-09-07T00:00:00\", \"2016-09-08T00:00:00\", \"2016-09-09T00:00:00\", \"2016-09-12T00:00:00\", \"2016-09-13T00:00:00\", \"2016-09-14T00:00:00\", \"2016-09-15T00:00:00\", \"2016-09-16T00:00:00\", \"2016-09-19T00:00:00\", \"2016-09-20T00:00:00\", \"2016-09-21T00:00:00\", \"2016-09-22T00:00:00\", \"2016-09-23T00:00:00\", \"2016-09-26T00:00:00\", \"2016-09-27T00:00:00\", \"2016-09-28T00:00:00\", \"2016-09-29T00:00:00\", \"2016-09-30T00:00:00\", \"2016-10-03T00:00:00\", \"2016-10-04T00:00:00\", \"2016-10-05T00:00:00\", \"2016-10-06T00:00:00\", \"2016-10-07T00:00:00\", \"2016-10-10T00:00:00\", \"2016-10-11T00:00:00\", \"2016-10-12T00:00:00\", \"2016-10-13T00:00:00\", \"2016-10-14T00:00:00\", \"2016-10-17T00:00:00\", \"2016-10-18T00:00:00\", \"2016-10-19T00:00:00\", \"2016-10-20T00:00:00\", \"2016-10-21T00:00:00\", \"2016-10-24T00:00:00\", \"2016-10-25T00:00:00\", \"2016-10-26T00:00:00\", \"2016-10-27T00:00:00\", \"2016-10-28T00:00:00\", \"2016-10-31T00:00:00\", \"2016-11-01T00:00:00\", \"2016-11-02T00:00:00\", \"2016-11-03T00:00:00\", \"2016-11-04T00:00:00\", \"2016-11-07T00:00:00\", \"2016-11-08T00:00:00\", \"2016-11-09T00:00:00\", \"2016-11-10T00:00:00\", \"2016-11-11T00:00:00\", \"2016-11-14T00:00:00\", \"2016-11-15T00:00:00\", \"2016-11-16T00:00:00\", \"2016-11-17T00:00:00\", \"2016-11-18T00:00:00\", \"2016-11-21T00:00:00\", \"2016-11-22T00:00:00\", \"2016-11-23T00:00:00\", \"2016-11-25T00:00:00\", \"2016-11-28T00:00:00\", \"2016-11-29T00:00:00\", \"2016-11-30T00:00:00\", \"2016-12-01T00:00:00\", \"2016-12-02T00:00:00\", \"2016-12-05T00:00:00\", \"2016-12-06T00:00:00\", \"2016-12-07T00:00:00\", \"2016-12-08T00:00:00\", \"2016-12-09T00:00:00\", \"2016-12-12T00:00:00\", \"2016-12-13T00:00:00\", \"2016-12-14T00:00:00\", \"2016-12-15T00:00:00\", \"2016-12-16T00:00:00\", \"2016-12-19T00:00:00\", \"2016-12-20T00:00:00\", \"2016-12-21T00:00:00\", \"2016-12-22T00:00:00\", \"2016-12-23T00:00:00\", \"2016-12-27T00:00:00\", \"2016-12-28T00:00:00\", \"2016-12-29T00:00:00\", \"2016-12-30T00:00:00\", \"2017-01-03T00:00:00\", \"2017-01-04T00:00:00\", \"2017-01-05T00:00:00\", \"2017-01-06T00:00:00\", \"2017-01-09T00:00:00\", \"2017-01-10T00:00:00\", \"2017-01-11T00:00:00\", \"2017-01-12T00:00:00\", \"2017-01-13T00:00:00\", \"2017-01-17T00:00:00\", \"2017-01-18T00:00:00\", \"2017-01-19T00:00:00\", \"2017-01-20T00:00:00\", \"2017-01-23T00:00:00\", \"2017-01-24T00:00:00\", \"2017-01-25T00:00:00\", \"2017-01-26T00:00:00\", \"2017-01-27T00:00:00\", \"2017-01-30T00:00:00\", \"2017-01-31T00:00:00\", \"2017-02-01T00:00:00\", \"2017-02-02T00:00:00\", \"2017-02-03T00:00:00\", \"2017-02-06T00:00:00\", \"2017-02-07T00:00:00\", \"2017-02-08T00:00:00\", \"2017-02-09T00:00:00\", \"2017-02-10T00:00:00\", \"2017-02-13T00:00:00\", \"2017-02-14T00:00:00\", \"2017-02-15T00:00:00\", \"2017-02-16T00:00:00\", \"2017-02-17T00:00:00\", \"2017-02-21T00:00:00\", \"2017-02-22T00:00:00\", \"2017-02-23T00:00:00\", \"2017-02-24T00:00:00\", \"2017-02-27T00:00:00\", \"2017-02-28T00:00:00\", \"2017-03-01T00:00:00\", \"2017-03-02T00:00:00\", \"2017-03-03T00:00:00\", \"2017-03-06T00:00:00\", \"2017-03-07T00:00:00\", \"2017-03-08T00:00:00\", \"2017-03-09T00:00:00\", \"2017-03-10T00:00:00\", \"2017-03-13T00:00:00\", \"2017-03-14T00:00:00\", \"2017-03-15T00:00:00\", \"2017-03-16T00:00:00\", \"2017-03-17T00:00:00\", \"2017-03-20T00:00:00\", \"2017-03-21T00:00:00\", \"2017-03-22T00:00:00\", \"2017-03-23T00:00:00\", \"2017-03-24T00:00:00\", \"2017-03-27T00:00:00\", \"2017-03-28T00:00:00\", \"2017-03-29T00:00:00\", \"2017-03-30T00:00:00\", \"2017-03-31T00:00:00\", \"2017-04-03T00:00:00\", \"2017-04-04T00:00:00\", \"2017-04-05T00:00:00\", \"2017-04-06T00:00:00\", \"2017-04-07T00:00:00\", \"2017-04-10T00:00:00\", \"2017-04-11T00:00:00\", \"2017-04-12T00:00:00\", \"2017-04-13T00:00:00\", \"2017-04-17T00:00:00\", \"2017-04-18T00:00:00\", \"2017-04-19T00:00:00\", \"2017-04-20T00:00:00\", \"2017-04-21T00:00:00\", \"2017-04-24T00:00:00\", \"2017-04-25T00:00:00\", \"2017-04-26T00:00:00\", \"2017-04-27T00:00:00\", \"2017-04-28T00:00:00\", \"2017-05-01T00:00:00\", \"2017-05-02T00:00:00\", \"2017-05-03T00:00:00\", \"2017-05-04T00:00:00\", \"2017-05-05T00:00:00\", \"2017-05-08T00:00:00\", \"2017-05-09T00:00:00\", \"2017-05-10T00:00:00\", \"2017-05-11T00:00:00\", \"2017-05-12T00:00:00\", \"2017-05-15T00:00:00\", \"2017-05-16T00:00:00\", \"2017-05-17T00:00:00\", \"2017-05-18T00:00:00\", \"2017-05-19T00:00:00\", \"2017-05-22T00:00:00\", \"2017-05-23T00:00:00\", \"2017-05-24T00:00:00\", \"2017-05-25T00:00:00\", \"2017-05-26T00:00:00\", \"2017-05-30T00:00:00\", \"2017-05-31T00:00:00\", \"2017-06-01T00:00:00\", \"2017-06-02T00:00:00\", \"2017-06-05T00:00:00\", \"2017-06-06T00:00:00\", \"2017-06-07T00:00:00\", \"2017-06-08T00:00:00\", \"2017-06-09T00:00:00\", \"2017-06-12T00:00:00\", \"2017-06-13T00:00:00\", \"2017-06-14T00:00:00\", \"2017-06-15T00:00:00\", \"2017-06-16T00:00:00\", \"2017-06-19T00:00:00\", \"2017-06-20T00:00:00\", \"2017-06-21T00:00:00\", \"2017-06-22T00:00:00\", \"2017-06-23T00:00:00\", \"2017-06-26T00:00:00\", \"2017-06-27T00:00:00\", \"2017-06-28T00:00:00\", \"2017-06-29T00:00:00\", \"2017-06-30T00:00:00\", \"2017-07-03T00:00:00\", \"2017-07-05T00:00:00\", \"2017-07-06T00:00:00\", \"2017-07-07T00:00:00\", \"2017-07-10T00:00:00\", \"2017-07-11T00:00:00\", \"2017-07-12T00:00:00\", \"2017-07-13T00:00:00\", \"2017-07-14T00:00:00\", \"2017-07-17T00:00:00\", \"2017-07-18T00:00:00\", \"2017-07-19T00:00:00\", \"2017-07-20T00:00:00\", \"2017-07-21T00:00:00\", \"2017-07-24T00:00:00\", \"2017-07-25T00:00:00\", \"2017-07-26T00:00:00\", \"2017-07-27T00:00:00\", \"2017-07-28T00:00:00\", \"2017-07-31T00:00:00\", \"2017-08-01T00:00:00\", \"2017-08-02T00:00:00\", \"2017-08-03T00:00:00\", \"2017-08-04T00:00:00\", \"2017-08-07T00:00:00\", \"2017-08-08T00:00:00\", \"2017-08-09T00:00:00\", \"2017-08-10T00:00:00\", \"2017-08-11T00:00:00\", \"2017-08-14T00:00:00\", \"2017-08-15T00:00:00\", \"2017-08-16T00:00:00\", \"2017-08-17T00:00:00\", \"2017-08-18T00:00:00\", \"2017-08-21T00:00:00\", \"2017-08-22T00:00:00\", \"2017-08-23T00:00:00\", \"2017-08-24T00:00:00\", \"2017-08-25T00:00:00\", \"2017-08-28T00:00:00\", \"2017-08-29T00:00:00\", \"2017-08-30T00:00:00\", \"2017-08-31T00:00:00\", \"2017-09-01T00:00:00\", \"2017-09-05T00:00:00\", \"2017-09-06T00:00:00\", \"2017-09-07T00:00:00\", \"2017-09-08T00:00:00\", \"2017-09-11T00:00:00\", \"2017-09-12T00:00:00\", \"2017-09-13T00:00:00\", \"2017-09-14T00:00:00\", \"2017-09-15T00:00:00\", \"2017-09-18T00:00:00\", \"2017-09-19T00:00:00\", \"2017-09-20T00:00:00\", \"2017-09-21T00:00:00\", \"2017-09-22T00:00:00\", \"2017-09-25T00:00:00\", \"2017-09-26T00:00:00\", \"2017-09-27T00:00:00\", \"2017-09-28T00:00:00\", \"2017-09-29T00:00:00\", \"2017-10-02T00:00:00\", \"2017-10-03T00:00:00\", \"2017-10-04T00:00:00\", \"2017-10-05T00:00:00\", \"2017-10-06T00:00:00\", \"2017-10-09T00:00:00\", \"2017-10-10T00:00:00\", \"2017-10-11T00:00:00\", \"2017-10-12T00:00:00\", \"2017-10-13T00:00:00\", \"2017-10-16T00:00:00\", \"2017-10-17T00:00:00\", \"2017-10-18T00:00:00\", \"2017-10-19T00:00:00\", \"2017-10-20T00:00:00\", \"2017-10-23T00:00:00\", \"2017-10-24T00:00:00\", \"2017-10-25T00:00:00\", \"2017-10-26T00:00:00\", \"2017-10-27T00:00:00\", \"2017-10-30T00:00:00\", \"2017-10-31T00:00:00\", \"2017-11-01T00:00:00\", \"2017-11-02T00:00:00\", \"2017-11-03T00:00:00\", \"2017-11-06T00:00:00\", \"2017-11-07T00:00:00\", \"2017-11-08T00:00:00\", \"2017-11-09T00:00:00\", \"2017-11-10T00:00:00\", \"2017-11-13T00:00:00\", \"2017-11-14T00:00:00\", \"2017-11-15T00:00:00\", \"2017-11-16T00:00:00\", \"2017-11-17T00:00:00\", \"2017-11-20T00:00:00\", \"2017-11-21T00:00:00\", \"2017-11-22T00:00:00\", \"2017-11-24T00:00:00\", \"2017-11-27T00:00:00\", \"2017-11-28T00:00:00\", \"2017-11-29T00:00:00\", \"2017-11-30T00:00:00\", \"2017-12-01T00:00:00\", \"2017-12-04T00:00:00\", \"2017-12-05T00:00:00\", \"2017-12-06T00:00:00\", \"2017-12-07T00:00:00\", \"2017-12-08T00:00:00\", \"2017-12-11T00:00:00\", \"2017-12-12T00:00:00\", \"2017-12-13T00:00:00\", \"2017-12-14T00:00:00\", \"2017-12-15T00:00:00\", \"2017-12-18T00:00:00\", \"2017-12-19T00:00:00\", \"2017-12-20T00:00:00\", \"2017-12-21T00:00:00\", \"2017-12-22T00:00:00\", \"2017-12-26T00:00:00\", \"2017-12-27T00:00:00\", \"2017-12-28T00:00:00\", \"2017-12-29T00:00:00\", \"2018-01-02T00:00:00\", \"2018-01-03T00:00:00\", \"2018-01-04T00:00:00\", \"2018-01-05T00:00:00\", \"2018-01-08T00:00:00\", \"2018-01-09T00:00:00\", \"2018-01-10T00:00:00\", \"2018-01-11T00:00:00\", \"2018-01-12T00:00:00\", \"2018-01-16T00:00:00\", \"2018-01-17T00:00:00\", \"2018-01-18T00:00:00\", \"2018-01-19T00:00:00\", \"2018-01-22T00:00:00\", \"2018-01-23T00:00:00\", \"2018-01-24T00:00:00\", \"2018-01-25T00:00:00\", \"2018-01-26T00:00:00\", \"2018-01-29T00:00:00\", \"2018-01-30T00:00:00\", \"2018-01-31T00:00:00\", \"2018-02-01T00:00:00\", \"2018-02-02T00:00:00\", \"2018-02-05T00:00:00\", \"2018-02-06T00:00:00\", \"2018-02-07T00:00:00\", \"2018-02-08T00:00:00\", \"2018-02-09T00:00:00\", \"2018-02-12T00:00:00\", \"2018-02-13T00:00:00\", \"2018-02-14T00:00:00\", \"2018-02-15T00:00:00\", \"2018-02-16T00:00:00\", \"2018-02-20T00:00:00\", \"2018-02-21T00:00:00\", \"2018-02-22T00:00:00\", \"2018-02-23T00:00:00\", \"2018-02-26T00:00:00\", \"2018-02-27T00:00:00\", \"2018-02-28T00:00:00\", \"2018-03-01T00:00:00\", \"2018-03-02T00:00:00\", \"2018-03-05T00:00:00\", \"2018-03-06T00:00:00\", \"2018-03-07T00:00:00\", \"2018-03-08T00:00:00\", \"2018-03-09T00:00:00\", \"2018-03-12T00:00:00\", \"2018-03-13T00:00:00\", \"2018-03-14T00:00:00\", \"2018-03-15T00:00:00\", \"2018-03-16T00:00:00\", \"2018-03-19T00:00:00\", \"2018-03-20T00:00:00\", \"2018-03-21T00:00:00\", \"2018-03-22T00:00:00\", \"2018-03-23T00:00:00\", \"2018-03-26T00:00:00\", \"2018-03-27T00:00:00\", \"2018-03-28T00:00:00\", \"2018-03-29T00:00:00\", \"2018-04-02T00:00:00\", \"2018-04-03T00:00:00\", \"2018-04-04T00:00:00\", \"2018-04-05T00:00:00\", \"2018-04-06T00:00:00\", \"2018-04-09T00:00:00\", \"2018-04-10T00:00:00\", \"2018-04-11T00:00:00\", \"2018-04-12T00:00:00\", \"2018-04-13T00:00:00\", \"2018-04-16T00:00:00\", \"2018-04-17T00:00:00\", \"2018-04-18T00:00:00\", \"2018-04-19T00:00:00\", \"2018-04-20T00:00:00\", \"2018-04-23T00:00:00\", \"2018-04-24T00:00:00\", \"2018-04-25T00:00:00\", \"2018-04-26T00:00:00\", \"2018-04-27T00:00:00\", \"2018-04-30T00:00:00\", \"2018-05-01T00:00:00\", \"2018-05-02T00:00:00\", \"2018-05-03T00:00:00\", \"2018-05-04T00:00:00\", \"2018-05-07T00:00:00\", \"2018-05-08T00:00:00\", \"2018-05-09T00:00:00\", \"2018-05-10T00:00:00\", \"2018-05-11T00:00:00\", \"2018-05-14T00:00:00\", \"2018-05-15T00:00:00\", \"2018-05-16T00:00:00\", \"2018-05-17T00:00:00\", \"2018-05-18T00:00:00\", \"2018-05-21T00:00:00\", \"2018-05-22T00:00:00\", \"2018-05-23T00:00:00\", \"2018-05-24T00:00:00\", \"2018-05-25T00:00:00\", \"2018-05-29T00:00:00\", \"2018-05-30T00:00:00\", \"2018-05-31T00:00:00\", \"2018-06-01T00:00:00\", \"2018-06-04T00:00:00\", \"2018-06-05T00:00:00\", \"2018-06-06T00:00:00\", \"2018-06-07T00:00:00\", \"2018-06-08T00:00:00\", \"2018-06-11T00:00:00\", \"2018-06-12T00:00:00\", \"2018-06-13T00:00:00\", \"2018-06-14T00:00:00\", \"2018-06-15T00:00:00\", \"2018-06-18T00:00:00\", \"2018-06-19T00:00:00\", \"2018-06-20T00:00:00\", \"2018-06-21T00:00:00\", \"2018-06-22T00:00:00\", \"2018-06-25T00:00:00\", \"2018-06-26T00:00:00\", \"2018-06-27T00:00:00\", \"2018-06-28T00:00:00\", \"2018-06-29T00:00:00\", \"2018-07-02T00:00:00\", \"2018-07-03T00:00:00\", \"2018-07-05T00:00:00\", \"2018-07-06T00:00:00\", \"2018-07-09T00:00:00\", \"2018-07-10T00:00:00\", \"2018-07-11T00:00:00\", \"2018-07-12T00:00:00\", \"2018-07-13T00:00:00\", \"2018-07-16T00:00:00\", \"2018-07-17T00:00:00\", \"2018-07-18T00:00:00\", \"2018-07-19T00:00:00\", \"2018-07-20T00:00:00\", \"2018-07-23T00:00:00\", \"2018-07-24T00:00:00\", \"2018-07-25T00:00:00\", \"2018-07-26T00:00:00\", \"2018-07-27T00:00:00\", \"2018-07-30T00:00:00\", \"2018-07-31T00:00:00\", \"2018-08-01T00:00:00\", \"2018-08-02T00:00:00\", \"2018-08-03T00:00:00\", \"2018-08-06T00:00:00\", \"2018-08-07T00:00:00\", \"2018-08-08T00:00:00\", \"2018-08-09T00:00:00\", \"2018-08-10T00:00:00\", \"2018-08-13T00:00:00\", \"2018-08-14T00:00:00\", \"2018-08-15T00:00:00\", \"2018-08-16T00:00:00\", \"2018-08-17T00:00:00\", \"2018-08-20T00:00:00\", \"2018-08-21T00:00:00\", \"2018-08-22T00:00:00\", \"2018-08-23T00:00:00\", \"2018-08-24T00:00:00\", \"2018-08-27T00:00:00\", \"2018-08-28T00:00:00\", \"2018-08-29T00:00:00\", \"2018-08-30T00:00:00\", \"2018-08-31T00:00:00\", \"2018-09-04T00:00:00\", \"2018-09-05T00:00:00\", \"2018-09-06T00:00:00\", \"2018-09-07T00:00:00\", \"2018-09-10T00:00:00\", \"2018-09-11T00:00:00\", \"2018-09-12T00:00:00\", \"2018-09-13T00:00:00\", \"2018-09-14T00:00:00\", \"2018-09-17T00:00:00\", \"2018-09-18T00:00:00\", \"2018-09-19T00:00:00\", \"2018-09-20T00:00:00\", \"2018-09-21T00:00:00\", \"2018-09-24T00:00:00\", \"2018-09-25T00:00:00\", \"2018-09-26T00:00:00\", \"2018-09-27T00:00:00\", \"2018-09-28T00:00:00\", \"2018-10-01T00:00:00\", \"2018-10-02T00:00:00\", \"2018-10-03T00:00:00\", \"2018-10-04T00:00:00\", \"2018-10-05T00:00:00\", \"2018-10-08T00:00:00\", \"2018-10-09T00:00:00\", \"2018-10-10T00:00:00\", \"2018-10-11T00:00:00\", \"2018-10-12T00:00:00\", \"2018-10-15T00:00:00\", \"2018-10-16T00:00:00\", \"2018-10-17T00:00:00\", \"2018-10-18T00:00:00\", \"2018-10-19T00:00:00\", \"2018-10-22T00:00:00\", \"2018-10-23T00:00:00\", \"2018-10-24T00:00:00\", \"2018-10-25T00:00:00\", \"2018-10-26T00:00:00\", \"2018-10-29T00:00:00\", \"2018-10-30T00:00:00\", \"2018-10-31T00:00:00\", \"2018-11-01T00:00:00\", \"2018-11-02T00:00:00\", \"2018-11-05T00:00:00\", \"2018-11-06T00:00:00\", \"2018-11-07T00:00:00\", \"2018-11-08T00:00:00\", \"2018-11-09T00:00:00\", \"2018-11-12T00:00:00\", \"2018-11-13T00:00:00\", \"2018-11-14T00:00:00\", \"2018-11-15T00:00:00\", \"2018-11-16T00:00:00\", \"2018-11-19T00:00:00\", \"2018-11-20T00:00:00\", \"2018-11-21T00:00:00\", \"2018-11-23T00:00:00\", \"2018-11-26T00:00:00\", \"2018-11-27T00:00:00\", \"2018-11-28T00:00:00\", \"2018-11-29T00:00:00\", \"2018-11-30T00:00:00\", \"2018-12-03T00:00:00\", \"2018-12-04T00:00:00\", \"2018-12-06T00:00:00\", \"2018-12-07T00:00:00\", \"2018-12-10T00:00:00\", \"2018-12-11T00:00:00\", \"2018-12-12T00:00:00\", \"2018-12-13T00:00:00\", \"2018-12-14T00:00:00\", \"2018-12-17T00:00:00\", \"2018-12-18T00:00:00\", \"2018-12-19T00:00:00\", \"2018-12-20T00:00:00\", \"2018-12-21T00:00:00\", \"2018-12-24T00:00:00\", \"2018-12-26T00:00:00\", \"2018-12-27T00:00:00\", \"2018-12-28T00:00:00\", \"2018-12-31T00:00:00\", \"2019-01-02T00:00:00\", \"2019-01-03T00:00:00\", \"2019-01-04T00:00:00\", \"2019-01-07T00:00:00\", \"2019-01-08T00:00:00\", \"2019-01-09T00:00:00\", \"2019-01-10T00:00:00\", \"2019-01-11T00:00:00\", \"2019-01-14T00:00:00\", \"2019-01-15T00:00:00\", \"2019-01-16T00:00:00\", \"2019-01-17T00:00:00\", \"2019-01-18T00:00:00\", \"2019-01-22T00:00:00\", \"2019-01-23T00:00:00\", \"2019-01-24T00:00:00\", \"2019-01-25T00:00:00\", \"2019-01-28T00:00:00\", \"2019-01-29T00:00:00\", \"2019-01-30T00:00:00\", \"2019-01-31T00:00:00\", \"2019-02-01T00:00:00\", \"2019-02-04T00:00:00\", \"2019-02-05T00:00:00\", \"2019-02-06T00:00:00\", \"2019-02-07T00:00:00\", \"2019-02-08T00:00:00\", \"2019-02-11T00:00:00\", \"2019-02-12T00:00:00\", \"2019-02-13T00:00:00\", \"2019-02-14T00:00:00\", \"2019-02-15T00:00:00\", \"2019-02-19T00:00:00\", \"2019-02-20T00:00:00\", \"2019-02-21T00:00:00\", \"2019-02-22T00:00:00\", \"2019-02-25T00:00:00\", \"2019-02-26T00:00:00\", \"2019-02-27T00:00:00\", \"2019-02-28T00:00:00\", \"2019-03-01T00:00:00\", \"2019-03-04T00:00:00\", \"2019-03-05T00:00:00\", \"2019-03-06T00:00:00\", \"2019-03-07T00:00:00\", \"2019-03-08T00:00:00\", \"2019-03-11T00:00:00\", \"2019-03-12T00:00:00\", \"2019-03-13T00:00:00\", \"2019-03-14T00:00:00\", \"2019-03-15T00:00:00\", \"2019-03-18T00:00:00\", \"2019-03-19T00:00:00\", \"2019-03-20T00:00:00\", \"2019-03-21T00:00:00\", \"2019-03-22T00:00:00\", \"2019-03-25T00:00:00\", \"2019-03-26T00:00:00\", \"2019-03-27T00:00:00\", \"2019-03-28T00:00:00\", \"2019-03-29T00:00:00\", \"2019-04-01T00:00:00\", \"2019-04-02T00:00:00\", \"2019-04-03T00:00:00\", \"2019-04-04T00:00:00\", \"2019-04-05T00:00:00\", \"2019-04-08T00:00:00\", \"2019-04-09T00:00:00\", \"2019-04-10T00:00:00\", \"2019-04-11T00:00:00\", \"2019-04-12T00:00:00\", \"2019-04-15T00:00:00\", \"2019-04-16T00:00:00\", \"2019-04-17T00:00:00\", \"2019-04-18T00:00:00\", \"2019-04-22T00:00:00\", \"2019-04-23T00:00:00\", \"2019-04-24T00:00:00\", \"2019-04-25T00:00:00\", \"2019-04-26T00:00:00\", \"2019-04-29T00:00:00\", \"2019-04-30T00:00:00\", \"2019-05-01T00:00:00\", \"2019-05-02T00:00:00\", \"2019-05-03T00:00:00\", \"2019-05-06T00:00:00\", \"2019-05-07T00:00:00\", \"2019-05-08T00:00:00\", \"2019-05-09T00:00:00\", \"2019-05-10T00:00:00\", \"2019-05-13T00:00:00\", \"2019-05-14T00:00:00\", \"2019-05-15T00:00:00\", \"2019-05-16T00:00:00\", \"2019-05-17T00:00:00\", \"2019-05-20T00:00:00\", \"2019-05-21T00:00:00\", \"2019-05-22T00:00:00\", \"2019-05-23T00:00:00\", \"2019-05-24T00:00:00\", \"2019-05-28T00:00:00\", \"2019-05-29T00:00:00\", \"2019-05-30T00:00:00\", \"2019-05-31T00:00:00\", \"2019-06-03T00:00:00\", \"2019-06-04T00:00:00\", \"2019-06-05T00:00:00\", \"2019-06-06T00:00:00\", \"2019-06-07T00:00:00\", \"2019-06-10T00:00:00\", \"2019-06-11T00:00:00\", \"2019-06-12T00:00:00\", \"2019-06-13T00:00:00\", \"2019-06-14T00:00:00\", \"2019-06-17T00:00:00\", \"2019-06-18T00:00:00\", \"2019-06-19T00:00:00\", \"2019-06-20T00:00:00\", \"2019-06-21T00:00:00\", \"2019-06-24T00:00:00\", \"2019-06-25T00:00:00\", \"2019-06-26T00:00:00\", \"2019-06-27T00:00:00\", \"2019-06-28T00:00:00\", \"2019-07-01T00:00:00\", \"2019-07-02T00:00:00\", \"2019-07-03T00:00:00\", \"2019-07-05T00:00:00\", \"2019-07-08T00:00:00\", \"2019-07-09T00:00:00\", \"2019-07-10T00:00:00\", \"2019-07-11T00:00:00\", \"2019-07-12T00:00:00\", \"2019-07-15T00:00:00\", \"2019-07-16T00:00:00\", \"2019-07-17T00:00:00\", \"2019-07-18T00:00:00\", \"2019-07-19T00:00:00\", \"2019-07-22T00:00:00\", \"2019-07-23T00:00:00\", \"2019-07-24T00:00:00\", \"2019-07-25T00:00:00\", \"2019-07-26T00:00:00\", \"2019-07-29T00:00:00\", \"2019-07-30T00:00:00\", \"2019-07-31T00:00:00\", \"2019-08-01T00:00:00\", \"2019-08-02T00:00:00\", \"2019-08-05T00:00:00\", \"2019-08-06T00:00:00\", \"2019-08-07T00:00:00\", \"2019-08-08T00:00:00\", \"2019-08-09T00:00:00\", \"2019-08-12T00:00:00\", \"2019-08-13T00:00:00\", \"2019-08-14T00:00:00\", \"2019-08-15T00:00:00\", \"2019-08-16T00:00:00\", \"2019-08-19T00:00:00\", \"2019-08-20T00:00:00\", \"2019-08-21T00:00:00\", \"2019-08-22T00:00:00\", \"2019-08-23T00:00:00\", \"2019-08-26T00:00:00\", \"2019-08-27T00:00:00\", \"2019-08-28T00:00:00\", \"2019-08-29T00:00:00\", \"2019-08-30T00:00:00\", \"2019-09-03T00:00:00\", \"2019-09-04T00:00:00\", \"2019-09-05T00:00:00\", \"2019-09-06T00:00:00\", \"2019-09-09T00:00:00\", \"2019-09-10T00:00:00\", \"2019-09-11T00:00:00\", \"2019-09-12T00:00:00\", \"2019-09-13T00:00:00\", \"2019-09-16T00:00:00\", \"2019-09-17T00:00:00\", \"2019-09-18T00:00:00\", \"2019-09-19T00:00:00\", \"2019-09-20T00:00:00\", \"2019-09-23T00:00:00\", \"2019-09-24T00:00:00\", \"2019-09-25T00:00:00\", \"2019-09-26T00:00:00\", \"2019-09-27T00:00:00\", \"2019-09-30T00:00:00\", \"2019-10-01T00:00:00\", \"2019-10-02T00:00:00\", \"2019-10-03T00:00:00\", \"2019-10-04T00:00:00\", \"2019-10-07T00:00:00\", \"2019-10-08T00:00:00\", \"2019-10-09T00:00:00\", \"2019-10-10T00:00:00\", \"2019-10-11T00:00:00\", \"2019-10-14T00:00:00\", \"2019-10-15T00:00:00\", \"2019-10-16T00:00:00\", \"2019-10-17T00:00:00\", \"2019-10-18T00:00:00\", \"2019-10-21T00:00:00\", \"2019-10-22T00:00:00\", \"2019-10-23T00:00:00\", \"2019-10-24T00:00:00\", \"2019-10-25T00:00:00\", \"2019-10-28T00:00:00\", \"2019-10-29T00:00:00\", \"2019-10-30T00:00:00\", \"2019-10-31T00:00:00\", \"2019-11-01T00:00:00\", \"2019-11-04T00:00:00\", \"2019-11-05T00:00:00\", \"2019-11-06T00:00:00\", \"2019-11-07T00:00:00\", \"2019-11-08T00:00:00\", \"2019-11-11T00:00:00\", \"2019-11-12T00:00:00\", \"2019-11-13T00:00:00\", \"2019-11-14T00:00:00\", \"2019-11-15T00:00:00\", \"2019-11-18T00:00:00\", \"2019-11-19T00:00:00\", \"2019-11-20T00:00:00\", \"2019-11-21T00:00:00\", \"2019-11-22T00:00:00\", \"2019-11-25T00:00:00\", \"2019-11-26T00:00:00\", \"2019-11-27T00:00:00\", \"2019-11-29T00:00:00\", \"2019-12-02T00:00:00\", \"2019-12-03T00:00:00\", \"2019-12-04T00:00:00\", \"2019-12-05T00:00:00\", \"2019-12-06T00:00:00\", \"2019-12-09T00:00:00\", \"2019-12-10T00:00:00\", \"2019-12-11T00:00:00\", \"2019-12-12T00:00:00\", \"2019-12-13T00:00:00\", \"2019-12-16T00:00:00\", \"2019-12-17T00:00:00\", \"2019-12-18T00:00:00\", \"2019-12-19T00:00:00\", \"2019-12-20T00:00:00\", \"2019-12-23T00:00:00\", \"2019-12-24T00:00:00\", \"2019-12-26T00:00:00\", \"2019-12-27T00:00:00\", \"2019-12-30T00:00:00\", \"2019-12-31T00:00:00\", \"2020-01-02T00:00:00\", \"2020-01-03T00:00:00\", \"2020-01-06T00:00:00\", \"2020-01-07T00:00:00\", \"2020-01-08T00:00:00\", \"2020-01-09T00:00:00\", \"2020-01-10T00:00:00\", \"2020-01-13T00:00:00\", \"2020-01-14T00:00:00\", \"2020-01-15T00:00:00\", \"2020-01-16T00:00:00\", \"2020-01-17T00:00:00\", \"2020-01-21T00:00:00\", \"2020-01-22T00:00:00\", \"2020-01-23T00:00:00\", \"2020-01-24T00:00:00\", \"2020-01-27T00:00:00\", \"2020-01-28T00:00:00\", \"2020-01-29T00:00:00\", \"2020-01-30T00:00:00\", \"2020-01-31T00:00:00\", \"2020-02-03T00:00:00\", \"2020-02-04T00:00:00\", \"2020-02-05T00:00:00\", \"2020-02-06T00:00:00\", \"2020-02-07T00:00:00\", \"2020-02-10T00:00:00\", \"2020-02-11T00:00:00\", \"2020-02-12T00:00:00\", \"2020-02-13T00:00:00\", \"2020-02-14T00:00:00\", \"2020-02-18T00:00:00\", \"2020-02-19T00:00:00\", \"2020-02-20T00:00:00\", \"2020-02-21T00:00:00\", \"2020-02-24T00:00:00\", \"2020-02-25T00:00:00\", \"2020-02-26T00:00:00\", \"2020-02-27T00:00:00\", \"2020-02-28T00:00:00\", \"2020-03-02T00:00:00\", \"2020-03-03T00:00:00\", \"2020-03-04T00:00:00\", \"2020-03-05T00:00:00\", \"2020-03-06T00:00:00\", \"2020-03-09T00:00:00\", \"2020-03-10T00:00:00\", \"2020-03-11T00:00:00\", \"2020-03-12T00:00:00\", \"2020-03-13T00:00:00\", \"2020-03-16T00:00:00\", \"2020-03-17T00:00:00\", \"2020-03-18T00:00:00\", \"2020-03-19T00:00:00\", \"2020-03-20T00:00:00\", \"2020-03-23T00:00:00\", \"2020-03-24T00:00:00\", \"2020-03-25T00:00:00\", \"2020-03-26T00:00:00\", \"2020-03-27T00:00:00\"]}],\n",
       "                        {\"font\": {\"color\": \"#7f7f7f\", \"family\": \"Times New Roman\", \"size\": 20}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"NFLX\", \"x\": 0.5, \"xanchor\": \"center\", \"y\": 0.9, \"yanchor\": \"top\"}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('8780a0a5-5ab0-4073-9b63-dc47126d2dbf');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "candleStick(tickerSymbol, start, today)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preparing the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dataFrame(symbol, period, startdate, enddate):\n",
    "    \n",
    "    columns = ['Open', 'High', 'Low', 'Close', 'Volume']\n",
    "    tickerData = yf.Ticker(symbol)\n",
    "    tickerDf = tickerData.history(period=period, start=startdate, end=enddate)\n",
    "    \n",
    "    return tickerDf[columns]\n",
    "\n",
    "df = dataFrame(tickerSymbol, '1d', start, today)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plotChart(df):\n",
    "    plt.figure(figsize=(15,6))\n",
    "    df['Close'].plot()\n",
    "    plt.title('Stock Price over Time (%s)'%tickerSymbol, fontsize=20)\n",
    "    plt.xlabel('Date', fontsize=16)\n",
    "    plt.ylabel('Price', fontsize=16)\n",
    "    \n",
    "    for year in range(2015,2021):\n",
    "        plt.axvline(pd.to_datetime(str(year)+'-01-01'), color='k', linestyle='--', alpha=0.2)\n",
    "\n",
    "plotChart(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1007 252\n"
     ]
    }
   ],
   "source": [
    "# Split dataset 80:20 train:test\n",
    "# Print length of subsets\n",
    "df1 = df[['Close']]\n",
    "\n",
    "train_size = int(len(df1) * 0.8)\n",
    "test_size = len(df1) - train_size\n",
    "\n",
    "# Standarize dataset values to reduce loss\n",
    "train_mean = train.mean()\n",
    "train_std = train.std()\n",
    "\n",
    "df1 = (df1-train_mean)/train_std\n",
    "\n",
    "train, test = df1.iloc[0:train_size], df1.iloc[train_size:len(df1)]\n",
    "print(len(train), len(test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-03-30</th>\n",
       "      <td>-1.258336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-31</th>\n",
       "      <td>-1.266721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-01</th>\n",
       "      <td>-1.271812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-02</th>\n",
       "      <td>-1.270515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-06</th>\n",
       "      <td>-1.258735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-22</th>\n",
       "      <td>1.742780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-25</th>\n",
       "      <td>1.794888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-26</th>\n",
       "      <td>1.732398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-27</th>\n",
       "      <td>1.666514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-28</th>\n",
       "      <td>1.678893</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1007 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Close\n",
       "Date                \n",
       "2015-03-30 -1.258336\n",
       "2015-03-31 -1.266721\n",
       "2015-04-01 -1.271812\n",
       "2015-04-02 -1.270515\n",
       "2015-04-06 -1.258735\n",
       "...              ...\n",
       "2019-03-22  1.742780\n",
       "2019-03-25  1.794888\n",
       "2019-03-26  1.732398\n",
       "2019-03-27  1.666514\n",
       "2019-03-28  1.678893\n",
       "\n",
       "[1007 rows x 1 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Values of training dataset now standardize\n",
    "train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_dataset(X, y, time_steps=1):\n",
    "    Xs, ys = [], []\n",
    "    for i in range(len(X) - time_steps):\n",
    "        v = X.iloc[i:(i + time_steps)].values\n",
    "        Xs.append(v)\n",
    "        ys.append(y.iloc[i + time_steps])\n",
    "    return np.array(Xs), np.array(ys)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1002, 5, 1) (1002,)\n"
     ]
    }
   ],
   "source": [
    "# (samples, time_steps, features)\n",
    "time_steps = 5\n",
    "\n",
    "# reshape to [samples, time_steps, n_features]\n",
    "\n",
    "X_train, y_train = create_dataset(train, train.Close, time_steps)\n",
    "X_test, y_test = create_dataset(test, test.Close, time_steps)\n",
    "\n",
    "print(X_train.shape, y_train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[-1.25833595],\n",
       "        [-1.26672119],\n",
       "        [-1.27181222],\n",
       "        [-1.27051451],\n",
       "        [-1.25873525]],\n",
       "\n",
       "       [[-1.26672119],\n",
       "        [-1.27181222],\n",
       "        [-1.27051451],\n",
       "        [-1.25873525],\n",
       "        [-1.25713806]],\n",
       "\n",
       "       [[-1.27181222],\n",
       "        [-1.27051451],\n",
       "        [-1.25873525],\n",
       "        [-1.25713806],\n",
       "        [-1.23158305]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[ 1.72051933],\n",
       "        [ 1.88463038],\n",
       "        [ 1.91108381],\n",
       "        [ 1.74278013],\n",
       "        [ 1.79488839]],\n",
       "\n",
       "       [[ 1.88463038],\n",
       "        [ 1.91108381],\n",
       "        [ 1.74278013],\n",
       "        [ 1.79488839],\n",
       "        [ 1.73239841]],\n",
       "\n",
       "       [[ 1.91108381],\n",
       "        [ 1.74278013],\n",
       "        [ 1.79488839],\n",
       "        [ 1.73239841],\n",
       "        [ 1.66651441]]])"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Building the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Build model with LSTM\n",
    "model = keras.Sequential()\n",
    "model.add(keras.layers.LSTM(\n",
    "  units=128,\n",
    "  input_shape=(X_train.shape[1], X_train.shape[2])\n",
    "))\n",
    "model.add(keras.layers.Dense(units=1))\n",
    "\n",
    "# Compile model\n",
    "# loss with MSE\n",
    "# Adam optimizer with 0.001 learning rate\n",
    "model.compile(\n",
    "  loss='mean_squared_error',\n",
    "  optimizer=keras.optimizers.Adam(0.001)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_2\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm_2 (LSTM)                (None, 128)               66560     \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1)                 129       \n",
      "=================================================================\n",
      "Total params: 66,689\n",
      "Trainable params: 66,689\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 901 samples, validate on 101 samples\n",
      "Epoch 1/30\n",
      "901/901 [==============================] - 2s 3ms/sample - loss: 0.1721 - val_loss: 0.1538\n",
      "Epoch 2/30\n",
      "901/901 [==============================] - 0s 439us/sample - loss: 0.0156 - val_loss: 0.0549\n",
      "Epoch 3/30\n",
      "901/901 [==============================] - 0s 421us/sample - loss: 0.0141 - val_loss: 0.0275\n",
      "Epoch 4/30\n",
      "901/901 [==============================] - 0s 446us/sample - loss: 0.0104 - val_loss: 0.0250\n",
      "Epoch 5/30\n",
      "901/901 [==============================] - 0s 488us/sample - loss: 0.0114 - val_loss: 0.0305\n",
      "Epoch 6/30\n",
      "901/901 [==============================] - 0s 454us/sample - loss: 0.0124 - val_loss: 0.0347\n",
      "Epoch 7/30\n",
      "901/901 [==============================] - 0s 446us/sample - loss: 0.0130 - val_loss: 0.0361\n",
      "Epoch 8/30\n",
      "901/901 [==============================] - 0s 430us/sample - loss: 0.0132 - val_loss: 0.0359\n",
      "Epoch 9/30\n",
      "901/901 [==============================] - 0s 440us/sample - loss: 0.0131 - val_loss: 0.0354\n",
      "Epoch 10/30\n",
      "901/901 [==============================] - 0s 442us/sample - loss: 0.0129 - val_loss: 0.0349\n",
      "Epoch 11/30\n",
      "901/901 [==============================] - 0s 442us/sample - loss: 0.0127 - val_loss: 0.0343\n",
      "Epoch 12/30\n",
      "901/901 [==============================] - 0s 430us/sample - loss: 0.0124 - val_loss: 0.0337\n",
      "Epoch 13/30\n",
      "901/901 [==============================] - 0s 440us/sample - loss: 0.0121 - val_loss: 0.0332\n",
      "Epoch 14/30\n",
      "901/901 [==============================] - 0s 427us/sample - loss: 0.0119 - val_loss: 0.0326\n",
      "Epoch 15/30\n",
      "901/901 [==============================] - 0s 434us/sample - loss: 0.0116 - val_loss: 0.0321\n",
      "Epoch 16/30\n",
      "901/901 [==============================] - 0s 437us/sample - loss: 0.0114 - val_loss: 0.0314\n",
      "Epoch 17/30\n",
      "901/901 [==============================] - 0s 427us/sample - loss: 0.0113 - val_loss: 0.0317\n",
      "Epoch 18/30\n",
      "901/901 [==============================] - 0s 447us/sample - loss: 0.0111 - val_loss: 0.0311\n",
      "Epoch 19/30\n",
      "901/901 [==============================] - 0s 499us/sample - loss: 0.0107 - val_loss: 0.0299\n",
      "Epoch 20/30\n",
      "901/901 [==============================] - 0s 409us/sample - loss: 0.0105 - val_loss: 0.0295\n",
      "Epoch 21/30\n",
      "901/901 [==============================] - 0s 464us/sample - loss: 0.0103 - val_loss: 0.0291\n",
      "Epoch 22/30\n",
      "901/901 [==============================] - 0s 415us/sample - loss: 0.0101 - val_loss: 0.0288\n",
      "Epoch 23/30\n",
      "901/901 [==============================] - 0s 419us/sample - loss: 0.0100 - val_loss: 0.0285\n",
      "Epoch 24/30\n",
      "901/901 [==============================] - 0s 413us/sample - loss: 0.0098 - val_loss: 0.0279\n",
      "Epoch 25/30\n",
      "901/901 [==============================] - 0s 424us/sample - loss: 0.0096 - val_loss: 0.0274\n",
      "Epoch 26/30\n",
      "901/901 [==============================] - 0s 424us/sample - loss: 0.0094 - val_loss: 0.0270\n",
      "Epoch 27/30\n",
      "901/901 [==============================] - 0s 473us/sample - loss: 0.0092 - val_loss: 0.0266\n",
      "Epoch 28/30\n",
      "901/901 [==============================] - 0s 451us/sample - loss: 0.0091 - val_loss: 0.0263\n",
      "Epoch 29/30\n",
      "901/901 [==============================] - 0s 417us/sample - loss: 0.0090 - val_loss: 0.0259\n",
      "Epoch 30/30\n",
      "901/901 [==============================] - 0s 438us/sample - loss: 0.0088 - val_loss: 0.0256\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(\n",
    "    X_train, y_train,\n",
    "    epochs=30,\n",
    "    batch_size=16,\n",
    "    validation_split=0.1,\n",
    "    verbose=1,\n",
    "    shuffle=False\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluating the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6sAAAJCCAYAAAAm3lF7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XuUnGd9J/jv013VXZK6WrJ1C9hczCUsNmFIMJ4kZCBXsJMMBIawkOFs2JNznD2zZLJnNtk4uzPMhr0xM7tJTibkQjZkMsMhDENu5OAEkglMZhMgNoQQC0MsPAYrJpZ8kVotqyV197N/VLXUarWk6u6qrmr153NOn6p66623fm1zsL76/d7nKbXWAAAAwCgZG3YBAAAAsJKwCgAAwMgRVgEAABg5wioAAAAjR1gFAABg5AirAAAAjBxhFQAAgJHTU1gtpdxeSvliKeVwKeWuVd5/RSnlM6WU+VLKG1a89y9LKYdKKfeXUn6ulFL6VTwAAADXpquG1VLKeJJ3Jbkjyc1J3lxKuXnFaV9J8tYk71vx2W9O8vIkL07yoiQvS/LKDVcNAADANa3Rwzm3JTlca30wSUop70/y2iSfXzqh1vpQ973FFZ+tSVpJJpKUJM0kj17py/bt21ef/exn91Y9AAAAW8qnP/3px2qt+692Xi9h9YYkDy97fSTJ3+2liFrrJ0opH0vy1XTC6s/XWu9feV4p5c4kdybJM5/5zNx77729XB4AAIAtppTy5V7O6+We1dXuMa09FvG8JC9McmM6offbSymvuORitb671nprrfXW/fuvGrABAAC4xvUSVo8kecay1zcmeaTH678uySdrrbO11tkkv5/kG9dWIgAAANtNL2H1niTPL6XcVEqZSPKmJB/q8fpfSfLKUkqjlNJMZ3GlS8aAAQAAYLmr3rNaa50vpbwtyUeSjCd5T631UCnlHUnurbV+qJTysiS/neS6JH+/lPJTtdZbknwwybcn+at0Rof/oNb6e4P6ZQAAAEbduXPncuTIkczNzQ27lIFqtVq58cYb02w21/X5UmtPt59umltvvbVaYAkAALhW/Zf/8l/Sbrezd+/elLLaEkFbX601jz/+eE6ePJmbbrrpovdKKZ+utd56tWv0MgYMAABAn8zNzV3TQTVJSinZu3fvhrrHwioAAMAmu5aD6pKN/o7CKgAAACNHWAUAANhGjh8/nl/4hV9Y8+e++7u/O8ePHx9ARasTVgEAALaRy4XVhYWFK37u7rvvzp49ewZV1iWuunUNAAAA14677rorX/rSl/KSl7wkzWYzU1NTedrTnpbPfvaz+fznP5/v+77vy8MPP5y5ubn86I/+aO68884kybOf/ezce++9mZ2dzR133JFv+ZZvyZ/92Z/lhhtuyO/+7u9mx44dfa1TWAUAABiSn/q9Q/n8IzN9vebNT5/OP//7t1z2/Xe+852577778tnPfjYf//jH8z3f8z257777zm8x8573vCfXX399Tp8+nZe97GX5B//gH2Tv3r0XXeOBBx7Ib/zGb+RXfuVX8sY3vjG/+Zu/mbe85S19/T2EVQAAgG3stttuu2gv1J/7uZ/Lb//2bydJHn744TzwwAOXhNWbbropL3nJS5IkL33pS/PQQw/1vS5hFQAAYEiu1AHdLLt27Tr//OMf/3j+6I/+KJ/4xCeyc+fOfOu3fuuqe6VOTk6efz4+Pp7Tp0/3vS4LLAEAAGwj7XY7J0+eXPW9EydO5LrrrsvOnTvzhS98IZ/85Cc3uboLdFYBAAC2kb179+blL395XvSiF2XHjh05ePDg+fduv/32/NIv/VJe/OIX5wUveEG+8Ru/cWh1llrr0L58Nbfeemu99957h10GAADAQNx///154QtfOOwyNsVqv2sp5dO11luv9lljwAAAAIwcYRUAAICRI6wCAAAwcoRVAAAARo6wCgAAwMgRVtfoJz74ufz37/vMsMsAAAC4pgmra/TEU2fzpaOzwy4DAABgXY4fP55f+IVfWNdnf/ZnfzZPPfVUnytanbC6Ru1WIyfn5oddBgAAwLpslbDa2JRvuYZMt5o5OXdu2GUAAACsy1133ZUvfelLeclLXpLv+q7vyoEDB/KBD3wgZ86cyete97r81E/9VE6dOpU3vvGNOXLkSBYWFvLP/tk/y6OPPppHHnkk3/Zt35Z9+/blYx/72EDrFFbXqN1qZPbMfGqtKaUMuxwAAGAr+/27kr/9q/5e82u+LrnjnZd9+53vfGfuu+++fPazn81HP/rRfPCDH8yf//mfp9aa17zmNfmTP/mTHDt2LE9/+tPz4Q9/OEly4sSJ7N69Oz/90z+dj33sY9m3b19/a16FMeA1arcaWazJqbMLwy4FAABgQz760Y/mox/9aL7+678+3/AN35AvfOELeeCBB/J1X/d1+aM/+qP8xE/8RP7zf/7P2b1796bXprO6Ru1WM0lycu5cpib94wMAADbgCh3QzVBrzU/+5E/mh3/4hy9579Of/nTuvvvu/ORP/mRe9apX5e1vf/um1qazukbtViegzpy2yBIAALD1tNvtnDx5Mkny6le/Ou95z3syO9vZ8eRv/uZvcvTo0TzyyCPZuXNn3vKWt+THfuzH8pnPfOaSzw6a1uAaTS/rrAIAAGw1e/fuzctf/vK86EUvyh133JEf+IEfyDd90zclSaampvLe9743hw8fzo//+I9nbGwszWYzv/iLv5gkufPOO3PHHXfkaU97mgWWRs1SZ9X2NQAAwFb1vve976LXP/qjP3rR6+c+97l59atffcnnfuRHfiQ/8iM/MtDalhgDXqOle1ZndFYBAAAGRlhdo2mdVQAAgIETVtfowmrAwioAALA+tdZhlzBwG/0dhdU1ajXH0hgrFlgCAADWpdVq5fHHH7+mA2utNY8//nharda6r2GBpTUqpaTdauisAgAA63LjjTfmyJEjOXbs2LBLGahWq5Ubb7xx3Z8XVteh3WpaYAkAAFiXZrOZm266adhljDxjwOugswoAADBYwuo6TLea7lkFAAAYIGF1HXRWAQAABktYXYd2qymsAgAADJCwug7tVsMCSwAAAAMkrK7DdKuR2TPzWVy8dvdFAgAAGCZhdR3arWZqTU6dNQoMAAAwCMLqOrRbne1p3bcKAAAwGMLqOrRbzSRx3yoAAMCACKvrML1DZxUAAGCQhNV1WOqsntRZBQAAGAhhdR3cswoAADBYwuo6LIXVGWEVAABgIITVdZg2BgwAADBQwuo6TDbG0hwvxoABAAAGRFhdh1JK2q2mzioAAMCACKvr1G41MnNaZxUAAGAQhNV1arcaOqsAAAAD0lNYLaXcXkr5YinlcCnlrlXef0Up5TOllPlSyhtWvPfMUspHSyn3l1I+X0p5dn9KH67pVtM9qwAAAANy1bBaShlP8q4kdyS5OcmbSyk3rzjtK0nemuR9q1zi3yb5V7XWFya5LcnRjRQ8KjqdVWEVAABgEBo9nHNbksO11geTpJTy/iSvTfL5pRNqrQ9131tc/sFuqG3UWv+we95sf8oePgssAQAADE4vY8A3JHl42esj3WO9+Nokx0spv1VK+YtSyr/qdmq3PJ1VAACAweklrJZVjtUer99I8veS/FiSlyV5Tjrjwhd/QSl3llLuLaXce+zYsR4vPVztVjOzZ+ezuNjrPwoAAAB61UtYPZLkGcte35jkkR6vfyTJX9RaH6y1zif5nSTfsPKkWuu7a6231lpv3b9/f4+XHq7pViO1JrNndVcBAAD6rZewek+S55dSbiqlTCR5U5IP9Xj9e5JcV0pZSqDfnmX3um5l7Vbndt+Z0+5bBQAA6LerhtVuR/RtST6S5P4kH6i1HiqlvKOU8pokKaW8rJRyJMn3J/nlUsqh7mcX0hkB/o+llL9KZ6T4Vwbzq2yudquZJO5bBQAAGIBeVgNOrfXuJHevOPb2Zc/vSWc8eLXP/mGSF2+gxpE0LawCAAAMTC9jwKxiaQzY9jUAAAD9J6yu04WwqrMKAADQb8LqOl24Z1VnFQAAoN+E1XU6vxqwzioAAEDfCavr1GqOZ2J8zBgwAADAAAirG9BuNYwBAwAADICwugHtVsMYMAAAwAAIqxswvaOpswoAADAAwuoGdMaAdVYBAAD6TVjdgPakzioAAMAgCKsboLMKAAAwGMLqBrRbTWEVAABgAITVtfrC3cl9v5mk01mdPTOfhcU65KIAAACuLcLqWn3615I//bkknbCaJLNndFcBAAD6SVhdq6kDyezRJMl0q5kkmTltkSUAAIB+ElbXaupgcuposrh4vrPqvlUAAID+ElbXaupgsjifnH4y0zs6nVXb1wAAAPSXsLpWUwc6j7OP6qwCAAAMiLC6VlMHO4+zj6bdvWf15BmdVQAAgH4SVtfqfFg9qrMKAAAwIMLqWhkDBgAAGDhhda0mppLGjmT20Uw2xjPRGMuMBZYAAAD6Slhdq1JW7LXayMxpnVUAAIB+ElbXY+pgMvtokqTdatq6BgAAoM+E1fVY0Vl1zyoAAEB/CavrobMKAAAwUMLqekwdTE4/kSycS1tnFQAAoO+E1fVY2r7m1DFhFQAAYACE1fWYOth5nH3UGDAAAMAACKvrcT6sHk271cipswtZWKzDrQkAAOAaIqyux9IYcLezmiSzRoEBAAD6Rlhdj4vCaiNJMmMUGAAAoG+E1fVoTCatPcns0UwLqwAAAH0nrK5Xd6/V6e4YsBWBAQAA+kdYXa+pA90FloRVAACAfhNW16vbWV26Z9X2NQAAAP0jrK7X1MHzW9ckOqsAAAD9JKyu19T+5Oxs2mNnkuisAgAA9JOwul5TB5MkE3OPZbIxprMKAADQR8Lqep3fa7WzyJKtawAAAPpHWF2vbme1s31NIzM6qwAAAH0jrK7X+bB6NO0dTWPAAAAAfSSsrtfOvUkZO99ZtcASAABA/wir6zU2nuzaf377Gp1VAACA/hFWN2LqQCesTjZ1VgEAAPpIWN2IqYPJ7KM6qwAAAH0mrG7E1MHzW9c8dXYh8wuLw64IAADgmiCsbsTUgU5ndXI8STJ7RncVAACgH4TVjZg6mCyey/XjTyVJZk4LqwAAAP0grG7E1IEkyb5yPEkyY5ElAACAvhBWN2LqYJJkz8ITSWKRJQAAgD4RVjeiG1Z3LzyZJLavAQAA6JOewmop5fZSyhdLKYdLKXet8v4rSimfKaXMl1LesMr706WUvyml/Hw/ih4Z3THgXeceT6KzCgAA0C9XDaullPEk70pyR5Kbk7y5lHLzitO+kuStSd53mcv8b0n+0/rLHFGT00mjlR1nlsKqzioAAEA/9NJZvS3J4Vrrg7XWs0nen+S1y0+otT5Ua/1ckks2Gi2lvDTJwSQf7UO9o6WUZNeBTM4dS6KzCgAA0C+9hNUbkjy87PWR7rGrKqWMJfl/kvz4Vc67s5Rybynl3mPHjvVy6dExdSBjp46m1RzLSfusAgAA9EUvYbWscqz2eP1/lOTuWuvDVzqp1vruWuuttdZb9+/f3+OlR8TUwWT2aNqtZmZOGwMGAADoh0YP5xxJ8oxlr29M8kiP1/+mJH+vlPKPkkwlmSilzNZaL1mkacuaOpA8/Km0Ww1jwAAAAH3SS1i9J8nzSyk3JfmbJG9K8gO9XLzW+g+XnpdS3prk1msqqCadzupTj+e6fSUzFlgCAADoi6uOAdda55O8LclHktyf5AO11kOllHeUUl6TJKWUl5VSjiT5/iS/XEo5NMiiR8rUgSQ1T584pbMKAADQJ710VlNrvTvJ3SuOvX3Z83vSGQ++0jX+TZJ/s+YKR93UwSTJ08dP5vMndw65GAAAgGtDLwsscSXdsHpw/ITOKgAAQJ8Iqxs1dSBJsj/HhVUAAIA+EVY3qhtW9+Z4Tp9byLmFxSEXBAAAsPUJqxvV3JFM7s6ehSeSRHcVAACgD4TVfpg6kPbCk0mSk7avAQAA2DBhtR+mDmbX2ceT6KwCAAD0g7DaD1MHsuPsY0mSGZ1VAACADRNW+2HqYCZOd8KqzioAAMDGCav9MHUg4+dOppUzwioAAEAfCKv90N2+Zl85YYElAACAPhBW+2HqYJLkQI7rrAIAAPSBsNoP3c7qDY2TOqsAAAB9IKz2Q7ezemNzJjOndVYBAAA2Sljth537kpQ8rTGTk2d0VgEAADZKWO2H8Uaya18Ojs24ZxUAAKAPhNV+mTqYfeVEZoRVAACADRNW+2XqQK6vT1pgCQAAoA+E1X6ZOpg9C08aAwYAAOiDxrALuGZMHUh7/omcnD877EoAAAC2PJ3Vfpk6mEY9m4lzszk7vzjsagAAALY0YbVfunut7i/H3bcKAACwQcJqv0wdSJLsLyfctwoAALBBwmq/LHVWc1xYBQAA2CBhtV8u6qwaAwYAANgIYbVfWnuyODaR/eV4ZnRWAQAANkRY7ZdSsrhrv84qAABAHwir/bTrgHtWAQAA+kBY7aOx9kGrAQMAAPSBsNpHY+2DOVCOZ8YYMAAAwIYIq/00dTDXlZOZPT037EoAAAC2NGG1n6YOZDyLyanHh10JAADAlias9tPUwSTJ+FPHhlwIAADA1ias9lM3rE7MCasAAAAbIaz209SBJEnrjDFgAACAjRBW+6kbVnedE1YBAAA2Qljtp4ldOTO2M+15YRUAAGAjhNU+Oz25L9fX4zkzvzDsUgAAALYsYbXPzkzuy/6cyMm5+WGXAgAAsGUJq312buf+7C/HhVUAAIANEFb7bHHngW5YPTfsUgAAALYsYbXPSvtAdpenMnvq1LBLAQAA2LKE1T4bb39NkuTs8a8OuRIAAICtS1jts+buTlidn3l0yJUAAABsXcJqn7Wue1qSpJ4UVgEAANZLWO2zndc/PUkydurokCsBAADYuoTVPhtvH+g8PnVsyJUAAABsXcJqv40382SmMzknrAIAAKyXsDoAx8euy46zjw27DAAAgC1LWB2Amcb12XXuiWGXAQAAsGUJqwNwqnl92vPCKgAAwHoJqwPw1MS+7Fl8Mql12KUAAABsST2F1VLK7aWUL5ZSDpdS7lrl/VeUUj5TSpkvpbxh2fGXlFI+UUo5VEr5XCnlv+5n8aPqbGtfWjmbnDk57FIAAAC2pKuG1VLKeJJ3Jbkjyc1J3lxKuXnFaV9J8tYk71tx/Kkk/02t9ZYktyf52VLKno0WPermd+7vPJm11yoAAMB69NJZvS3J4Vrrg7XWs0nen+S1y0+otT5Ua/1cksUVx/+61vpA9/kjSY4m2d+XykdY3XUwSXLmxFeHXAkAAMDW1EtYvSHJw8teH+keW5NSym1JJpJ8aa2f3XLaB5IkZ54UVgEAANajl7BaVjm2ppWDSilPS/Lvkvy3tdbFVd6/s5Rybynl3mPHjq3l0iOpMf01SZKzx4VVAACA9eglrB5J8oxlr29M8kivX1BKmU7y4ST/tNb6ydXOqbW+u9Z6a6311v37t/6UcKu9N2freBZOPjrsUgAAALakXsLqPUmeX0q5qZQykeRNST7Uy8W75/92kn9ba/0P6y9za2nvmMxj2Z0IqwAAAOty1bBaa51P8rYkH0lyf5IP1FoPlVLeUUp5TZKUUl5WSjmS5PuT/HIp5VD3429M8ookby2lfLb785KB/CYjpN1q5Fjdk3LKasAAAADr0ejlpFrr3UnuXnHs7cue35POePDKz703yXs3WOOW02418sW6O888vfXvvwUAABiGXsaAWaN2q5ljdXcm5oRVAACA9RBWB2BqspFj2ZMdZ59MFheGXQ4AAMCWI6wOwPhYycz49RnLQvLUE8MuBwAAYMsRVgfkVPP6zpNZKwIDAACslbA6IHOT+zpPhFUAAIA1E1YH5Gxrf+fJKYssAQAArJWwOiDzO7thVWcVAABgzYTVAZnYOZ3TaSWzR4ddCgAAwJYjrA5Iu9XIY9mjswoAALAOwuqAtFvNHF3cnSqsAgAArJmwOiDtViOP1t2pJ4VVAACAtRJWB2S61cixuts9qwAAAOsgrA7I9I5mjtU9GZt7Mpk/M+xyAAAAthRhdUDarUaOZU/nhb1WAQAA1kRYHZB2q9kZA06sCAwAALBGwuqAtFuNPHY+rLpvFQAAYC2E1QHpdFa7Y8A6qwAAAGsirA5Iu9XI45nuvNBZBQAAWBNhdUCmJho5V5o53ZjWWQUAAFgjYXVAxsZKpiYaOdnYK6wCAACskbA6QO1WIyfGrjMGDAAAsEbC6gBN72jmibHrdFYBAADWSFgdoPPb18weG3YpAAAAW4qwOkDtVjOP1t3JuVPJmdlhlwMAALBlCKsD1G418tX5pe1rjAIDAAD0SlgdoHarkSPz9loFAABYK2F1gNqtZr5yZqrzQmcVAACgZ8LqALVbjXx1YXfnhc4qAABAz4TVAWq3mnkyU6llXGcVAABgDYTVAZpuNVIzloWd+4VVAACANRBWB2i61UySnG3tMwYMAACwBsLqALVbjSTJ6cl9OqsAAABrIKwOULvbWX2qeb3OKgAAwBoIqwO01Fk92bg+OXU0WVwcckUAAABbg7A6QEth9fjYdcnifHL6ySFXBAAAsDUIqwO0a6KRUpLHy57OAfetAgAA9ERYHaCxsZKpyUYeq8IqAADAWgirAzbdauZvF3d3XlhkCQAAoCfC6oC1W408sjDdeXFKWAUAAOhFY9gFXOumW80cO1OTxg5jwAAAAD3SWR2wdquRk2cWkqkDxoABAAB6JKwOWLvVyMm5+WTqoM4qAABAj4TVAWu3mjk5d05nFQAAYA2E1QFb6qxWnVUAAICeCasD1m41M79Yc27H/uSpx5OFc8MuCQAAYOQJqwPWbnUWXJ6b3Ns5cOrYEKsBAADYGoTVAZve0UySzDa7YdUoMAAAwFUJqwO21FmdaVzfOWCRJQAAgKsSVgdsuhtWj49d1zmgswoAAHBVwuqAtVudMeAnsrtzQFgFAAC4KmF1wJbGgE+cG09au40BAwAA9EBYHbClzurJuXOJvVYBAAB60lNYLaXcXkr5YinlcCnlrlXef0Up5TOllPlSyhtWvPeDpZQHuj8/2K/Ct4pdE+MZK8nM6fluWNVZBQAAuJqrhtVSyniSdyW5I8nNSd5cSrl5xWlfSfLWJO9b8dnrk/zzJH83yW1J/nkp5bqNl711lFIyNdnodlYP6KwCAAD0oJfO6m1JDtdaH6y1nk3y/iSvXX5CrfWhWuvnkiyu+Oyrk/xhrfWJWuuTSf4wye19qHtLmd7RzMk5nVUAAIBe9RJWb0jy8LLXR7rHetHTZ0spd5ZS7i2l3Hvs2LEeL711tFvNzMzNdzqrZ2eTs6eGXRIAAMBI6yWsllWO1R6v39Nna63vrrXeWmu9df/+/T1eeutotxoXFlhKdFcBAACuopeweiTJM5a9vjHJIz1efyOfvWZMtxrdMeADnQPCKgAAwBX1ElbvSfL8UspNpZSJJG9K8qEer/+RJK8qpVzXXVjpVd1j20q71czJM8s7qxZZAgAAuJKrhtVa63ySt6UTMu9P8oFa66FSyjtKKa9JklLKy0opR5J8f5JfLqUc6n72iST/WzqB954k7+ge21ba5zurwioAAEAvGr2cVGu9O8ndK469fdnze9IZ8V3ts+9J8p4N1LjlLYXVuuP6lDJmDBgAAOAqehkDZoParWYWFmuemk+ya7/OKgAAwFUIq5ug3eo0sM8vsqSzCgAAcEXC6iaYbjWT5ML2NTqrAAAAVySsboKlzurM0iJLOqsAAABXJKxugvbyzurSPau1DrkqAACA0SWsboLpi+5ZPZgsnktOPznkqgAAAEaXsLoJLnRWuwssJUaBAQAArkBY3QQXVgPuLrCUWGQJAADgCoTVTbBzYjzjYyUzF4VVnVUAAIDLEVY3QSklU5ONFWPAOqsAAACXI6xukukd3bDa2p2MTwqrAAAAVyCsbpL2ZLNzz2opnVHgU8eGXRIAAMDIElY3SbvVyMzcfOfF1AGdVQAAgCsQVjdJu9XsjAEnnc6qBZYAAAAuS1jdJNOtRmcMONFZBQAAuAphdZO0W42LO6unHksW5odbFAAAwIgSVjdJZwz4XGqt3e1ravLUY8MuCwAAYCQJq5uk3WpksSanzi50OquJUWAAAIDLEFY3yfSOZpJ07ls9H1YtsgQAALAaYXWTtFuNJOnctzp1oHNQZxUAAGBVwuomabeWd1aFVQAAgCsRVjfJUmd1Zm4+ae5IJqeNAQMAAFyGsLpJppePASf2WgUAALgCYXWTXDQGnHQWWdJZBQAAWJWwuknOjwGf1lkFAAC4GmF1k+xojmd8rOisAgAA9EBY3SSllLRbjYvvWT0zk5w7PdzCAAAARpCwuommW82LO6uJ7ioAAMAqhNVNdHFnVVgFAAC4HGF1E10yBpxYZAkAAGAVwuomareamblkDFhYBQAAWElY3UQXdVZ37ktSjAEDAACsQljdRBctsDTeSHbt01kFAABYhbC6idqtRk6emc/iYu0csNcqAADAqoTVTdRuNVJrcursskWWdFYBAAAuIaxuoulWM0ku3r5GZxUAAOASwuomal8SVrud1VqHWBUAAMDoEVY3UbvVSJILiyztOpAsnEnmTgyxKgAAgNEjrG6iC2F12RhwYhQYAABgBWF1Ey2NAc8sdVanDnQeLbIEAABwEWF1E01ftrMqrAIAACwnrG6iy3dWjQEDAAAsJ6xuolZzLI2xcqGzuuO6ZKypswoAALCCsLqJSilptxoXVgMuxV6rAAAAqxBWN9n0juaFzmrSGQU+JawCAAAsJ6xusk5ndXlYPWgMGAAAYAVhdZO1J5sXxoCTTmfVGDAAAMBFhNVNtmpn9dSxZHFheEUBAACMGGF1k7Vbq9yzWheTpx4fXlEAAAAjRljdZO1WIzOnl48BH+w8um8VAADgPGF1k023Gpk9O5/Fxdo5IKwCAABcoqewWkq5vZTyxVLK4VLKXau8P1lK+ffd9z9VSnl293izlPLrpZS/KqXcX0r5yf6Wv/W0W83Umsye7Y4CTx3oPFpkCQAA4LyrhtVSyniSdyW5I8nNSd5cSrl5xWk/lOTJWuvzkvxMkn/RPf79SSZrrV+X5KVJfngpyG5X0zsaSXLhvtXzYVVnFQAAYEkvndXbkhyutT5Yaz0qB9vZAAAgAElEQVSb5P1JXrvinNcm+fXu8w8m+Y5SSklSk+wqpTSS7EhyNslMXyrfotqtZpJc2L5mYlcyMaWzCgAAsEwvYfWGJA8ve32ke2zVc2qt80lOJNmbTnA9leSrSb6S5P+utT6xwZq3tHZrRWc16e61qrMKAACwpJewWlY5Vns857YkC0menuSmJP9jKeU5l3xBKXeWUu4tpdx77NixHkraui7prCadRZZ0VgEAAM7rJaweSfKMZa9vTPLI5c7pjvzuTvJEkh9I8ge11nO11qNJ/jTJrSu/oNb67lrrrbXWW/fv37/232IL0VkFAAC4ul7C6j1Jnl9KuamUMpHkTUk+tOKcDyX5we7zNyT541prTWf099tLx64k35jkC/0pfWtaCqszF4XVg8IqAADAMlcNq917UN+W5CNJ7k/ygVrroVLKO0opr+me9qtJ9pZSDif5J0mWtrd5V5KpJPelE3p/rdb6uT7/DlvKdHcMeOb08jHgA8ncieTc3JCqAgAAGC2NXk6qtd6d5O4Vx96+7PlcOtvUrPzc7GrHt7PJxlia42XFGPDBzuOpo8meZw6nMAAAgBHSyxgwfVRKyXSreekCS0kye20vLgUAANArYXUI2q3GpQssJe5bBQAA6BJWh6B92c6qsAoAAJAIq0NxSWd1V3e7HnutAgAAJBFWh+KSsDreTHbu1VkFAADoElaH4JIx4MReqwAAAMsIq0PQbjUys7yzmnQWWTIGDAAAkERYHYp2q5nZM/NZWKwXDuqsAgAAnCesDsF0q5EkmT2zYvua2aNJrZf5FAAAwPYhrA7BdKuZJBfft7rrQDJ/OjlzckhVAQAAjA5hdQja3c7qRSsCn99r1X2rAAAAwuoQtM93VleMASfuWwUAAIiwOhQXOqvLxoDPd1aFVQAAAGF1CIwBAwAAXJmwOgTt1RZY2nFdMtbQWQUAAIiwOhRLndWZ5Z3VsbHOisA6qwAAAMLqMLSa45kYH8vM8s5q0t1rVWcVAABAWB2S6R2Ni+9ZTTr3rZ7SWQUAABBWh6Tdaq4SVo0BAwAAJMLq0LRbjYsXWEo6ndXZo8ni4nCKAgAAGBHC6pB0wuoqY8B1ITn9xHCKAgAAGBHC6pC0J5urdFYPdB4tsgQAAGxzwuqQXLazmgirAADAtiesDkm71czM6ct1Vi2yBAAAbG/C6pC0W42cOruQhcV64aDOKgAAQBJhdWjarUaSZHb5KPDkVNLcpbMKAABse8LqkEzvaCZJZi5ZZGm/zioAALDtCatDMt3trK66yJKwCgAAbHPC6pC0W53O6qrb1xgDBgAAtjlhdUjaOqsAAACXJawOyfnO6pmVndWDyeknk/kzQ6gKAABgNAirQ7LUWZ05vbKz2t1r9dSxTa4IAABgdAirQ3JhDHiVzmpiFBgAANjWhNUhmWyMZ6Ixtso9q93OqkWWAACAbUxYHaLpVjMzqy2wlAirAADAtiasDtF0q3HpGPCu/Z1HYRUAANjGhNUharcal44BNyaTHde5ZxUAANjWhNUhareal3ZWE3utAgAA256wOkSrdlaTziJLxoABAIBtTFgdosuHVZ1VAABgexNWh6jdambmsmPAOqsAAMD2JawOUbvVyFNnFzK/sHjxG1MHknOnkjOzwykMAABgyITVIZpuNZMks2dWjALvOtB5NAoMAABsU8LqELVbjSS59L7VqaWwahQYAADYnoTVIWp3O6uX3Lc6dbDzqLMKAABsU8LqEE1ftrO6FFZ1VgEAgO1JWB2ipc7qJWF15/VJGddZBQAAti1hdYgu3LO6Ygx4bDzZtV9YBQAAti1hdYiWwurM6dX2Wj1gDBgAANi2hNUhuuwYcNK5b1VnFQAA2KaE1SGaaIxlsjGWkyv3WU06YfXUsc0vCgAAYAQIq0M2vaN56T2ryYUx4MXFzS8KAABgyHoKq6WU20spXyylHC6l3LXK+5OllH/fff9TpZRnL3vvxaWUT5RSDpVS/qqU0upf+Vtfu9XIzOXGgBfPJXPHN78oAACAIbtqWC2ljCd5V5I7ktyc5M2llJtXnPZDSZ6stT4vyc8k+RfdzzaSvDfJf1drvSXJtyZZpY24fbVbzcvcs3qg8+i+VQAAYBvqpbN6W5LDtdYHa61nk7w/yWtXnPPaJL/eff7BJN9RSilJXpXkc7XWv0ySWuvjtdaF/pR+bZhuNS4zBnyw8yisAgAA21AvYfWGJA8ve32ke2zVc2qt80lOJNmb5GuT1FLKR0opnyml/E+rfUEp5c5Syr2llHuPHdteiwq1W43Lrwac2L4GAADYlnoJq2WVY7XHcxpJviXJP+w+vq6U8h2XnFjru2utt9Zab92/f38PJV072pPNy++zmuisAgAA21IvYfVIkmcse31jkkcud073PtXdSZ7oHv9PtdbHaq1PJbk7yTdstOhryWU7q5PtpLFDWAUAALalXsLqPUmeX0q5qZQykeRNST604pwPJfnB7vM3JPnjWmtN8pEkLy6l7OyG2Fcm+Xx/Sr82tFvNnD63kHMLK7aoKeXC9jUAAADbTONqJ9Ra50spb0sneI4neU+t9VAp5R1J7q21fijJryb5d6WUw+l0VN/U/eyTpZSfTifw1iR311o/PKDfZUua3tH5VzA7N5/rdk1c/ObUAZ1VAABgW7pqWE2SWuvd6YzwLj/29mXP55J8/2U++950tq9hFe1WM0lyctWwejB54sEhVAUAADBcvYwBM0DtVufvC2ZW3b5GZxUAANiehNUhWwqrl92+5qnHk4VVgiwAAMA1TFgdsunzY8BX2L7m1PbaexYAAEBYHbKrdlYTo8AAAMC2I6wO2dICS6vfs7oUVm1fAwAAbC/C6pBdubPaHQPWWQUAALYZYXXImuNjaTXHVr9ndddSWNVZBQAAthdhdQRMt5qrd1abraS1W1gFAAC2HWF1BLRbjdXDatK5b9UYMAAAsM0IqyOg3WquvsBS0gmrTz60qfUAAAAMm7A6Aq7YWX3OK5OvfjY5cWRziwIAABgiYXUEdO5ZvUxn9ZbXdx4//7ubVxAAAMCQCasjoN1qZOZyndW9z02+5sXJod/e3KIAAACGSFgdAZ0x4Mt0VpPkltclR+5Jjn9l84oCAAAYImF1BLRbzcydW8y5hcXVT7jl+zqPh35n84oCAAAYImF1BEy3Gkly+UWWrn9O8rSXGAUGAAC2DWF1BLRbzSS58ijwi16fPPIZ29gAAADbgrA6AtpX66wmyc1GgQEAgO1DWB0BS53VmSt1Vq97VnLDS5NDv7VJVQEAAAyPsDoCeuqsJp1Vgb/6l8njX9qEqgAAAIZHWB0B00ud1dNX6KwmF0aBP28UGAAAuLYJqyOg587qnmckN96W3GdVYAAA4NomrI6AqV7DatIZBX70r5LHHhhwVQAAAMMjrI6A5vhYdk6MX3nrmiW3WBUYAAC49gmrI6LdavTWWZ1+evLMb0oOGQUGAACuXcLqiGi3mjl5pofOatIZBT56KDn2xcEWBQAAMCTC6ojoubOaJC98TZKiuwoAAFyzhNUR0W41M9NrWJ1+WvKslwurAADANUtYHRGdzmqPY8BJZ6GlY19Ijt4/uKIAAACGRFgdEdOtRmZO99hZTTqjwGUsue+3BlcUAADAkAirI6Ldaq6ts9o+eGEUuNbBFQYAADAEwuqIaE82cmZ+MWfnF3v/0Itenzz+QPLoocEVBgAAMATC6oiY3tFMkrV1V5dGgQ8ZBQYAAK4twuqIaLcaSdL79jVJsmtfctMrjAIDAADXHGF1RLRbS53VNYTVJLnldckTDyZ/+7kBVAUAADAcwuqIuNBZXcMYcNIdBR635yoAAHBNEVZHxFJYnVlrZ3Xn9clzvrWzhY1RYAAA4BohrI6I6e4Y8MxaO6tJZxT4+JeTR/6iz1UBAAAMh7A6Ita1wNKSF35vMtY0CgwAAFwzhNURMTW5zntWk2THdclzvy059DtGgQEAgGuCsDoiGuNj2TUxvr7OatIZBT7xleRvPt3fwgAAAIZAWB0h7VZzfZ3VJHnBdyfjE0aBAQCAa4KwOkLarcb6O6s79iTP/Y7OKPDiYn8LAwAA2GTC6gjZUFhNOqPAM0eSI/f0rygAAIAhEFZHyIbGgJPkBXck45NGgQEAgC1PWB0h7VYjMxvprLamk+d9Z/J5o8AAAMDWJqyOkA13VpPkRa9PTn41efhT/SkKAABgCITVETK90c5qknztq5NGKzn0W/0pCgAAYAiE1REyvaOZs/OLOTO/sP6LTLaT539X8vnfTRY3cB0AAIAhElZHSLvVSJKNrQicJLe8Ppl9NPnKJ/pQFQAAwOYTVkdI38Lq1746aeywKjAAALBl9RRWSym3l1K+WEo5XEq5a5X3J0sp/777/qdKKc9e8f4zSymzpZQf60/Z16b2ZDNJNr7I0sSuTmD9/O8mCxsMvgAAAENw1bBaShlP8q4kdyS5OcmbSyk3rzjth5I8WWt9XpKfSfIvVrz/M0l+f+PlXtv61llNkltel5w6lnz5Tzd+LQAAgE3WS2f1tiSHa60P1lrPJnl/kteuOOe1SX69+/yDSb6jlFKSpJTyfUkeTHKoPyVfu9qtPnVWk+T5r0qau4wCAwAAW1IvYfWGJA8ve32ke2zVc2qt80lOJNlbStmV5CeS/NTGS732LXVWZ073obM6sTN5we3J/R8yCgwAAGw5vYTVssqx2uM5P5XkZ2qts1f8glLuLKXcW0q599ixYz2UdG2a7nZWZ/rRWU06o8BPPZ489Cf9uR4AAMAm6SWsHknyjGWvb0zyyOXOKaU0kuxO8kSSv5vkX5ZSHkryPyT5n0spb1v5BbXWd9dab6213rp///41/xLXiql+3rOaJM/7zmRiyigwAACw5fQSVu9J8vxSyk2llIkkb0ryoRXnfCjJD3afvyHJH9eOv1drfXat9dlJfjbJ/1lr/fk+1X7NGR8rmZps9C+sNnckL/ju5P7fSxb61K0FAADYBFcNq917UN+W5CNJ7k/ygVrroVLKO0opr+me9qvp3KN6OMk/SXLJ9jb0pt1q9GeBpSW3vC45/WTy4H/q3zUBAAAGrNHLSbXWu5PcveLY25c9n0vy/Ve5xv+6jvq2nU5Y7eOCSM/7jmRyujMK/Pzv7N91AQAABqiXMWA2UbvVzMkzfeysNiaT/+p7ki/8XjJ/tn/XBQAAGCBhdcT0vbOadEaB504kD368v9cFAAAYEGF1xLRbzcyc7vNiSM/5tmRyd3Lot/p7XQAAgAERVkfMQDqrjYnkhd+bfOHDyfyZ/l4bAABgAITVETOQsJokt7w+OTOTfOmP+39tAACAPutpNWA2z3SrmbMLi5k7t5BWc7x/F37OK5PWns6qwC+4o3/XZXTUmpz82+TsbDLeTMYnkrHmhefjzWSskZQy7EoBAOCqhNURM93q/Cs5OTff37A63kxe+PeTQ7+TnJtLmq3+XZvNNTeTPPGl5LHDyeMPJI8fTh57IHn8S8m5U1f//Niy8HpRkL3a8Ub3caITepeeN3ckk+3uz/Sy5yuONSYG/88GAIBrhrA6YtqtZpLk5Ny57G9P9vfit7wu+Yt/lxz+o849rIyuhXPJk1/uBNHzgfRw53H2b5edWJI9z0z2PT951jcne5/X6aAvnksWznaus9B9vrjseU/H55Nzp5OFE8nCfPf97vGl5wvnknNPJXXx6r9To7V6iL1cuL3c88ak7jAAwDYgrI6Y9rLOat/d9Mpkx/WdUWBhdfhqTWaPXtodffyB5MmHOqFwyc69nSD6vO9M9j63E073Pi+57qbhd8lr7QTWMye7PzPLnl/p2Mnk+MPL3pu5+He+nLFm0pq+EGBbuy8E2dZ099hV3p+YSsbcsg8AMMqE1RFzobM6gLA63khufk3yuf+QnH0qmdjZ/+/gUmdmu2O7y8Lo44c7z8/MXDhvfLITRA/cnLzwNRcC6d7nJTuvH179V1NKMrGr89P+mvVfp9bOatVXDLzd43Mrnh//cvfYic6xq3Z6y7Iwu1rA7R5bCrutFc9bu5OJtsALADBAwuqIudBZ7fNeq0tueV3y6X+THP7D5ObXDuY76IzH3vdbySd+Pvnbzy17oyS7n9EJpX/nTRfC6N7ndY5v5/BTSqdL3GwlU/vXf51ak7OnOmF2bin0nrgQcOeWdXLPHzvR7XIfvnBs4ezVCr4QbJe6t8vD7Kqv91wcfIfdFQcAGGHC6ohZCqszgwqrz/qWZNf+ziiwsNp/Z04mn/715JO/mMwcSfa9IPm2f9rpku57fnL9czoLEjE4pSSTU52f6aev/zrn5pZ1b493QuzciQvhdnnQXXpv5khydNl7V+vwjk9cJejuuXz41d0FAK5xwuqIGegYcNIZBX7ha5K//I1O92li12C+Z7uZ+WryqV9K7v21ThfvWd+SfO9PJ8/7LmFiqzrf5T2wvs/X2tlGaLWQO3f8Qmf3ovdOdP63tPT63FNX+ZIV3d0rBt/lx5a9bvR5ITcAgD4RVkfM1ORSZ3VAYTXpjALf+6vJX38kedHrB/c928HR+5M/+9fJ5z6Q1IXOXwR88z9ObnzpsCtj2MrSfbHtZPcN67vGwrkV4XZZF/eSANx9PXMkOXqo9+5uo3XlEebJlUF3xX28k9P+QgYAGAhhdcSMj5W0JxuDu2c16WxxMnWwMwosrK5drclD/1/yZz+XPPDRpLEjeelbk2/6R50xX+iX8Waya2/nZz3Od3cvF3KPrz7OfOLIhdfzp6/yJd1QvlqQvWIAXrawVXOn7YgAgEsIqyOo3WoMbgw4ScbGO/erfubfdlaqnZwa3HddSxbmk/s/1Ampj/xFsnNf8m3/S3LrD60/TMAgXdTdXec15s9ePKZ8PuyuNt681N39m2Tu/guvr9bdHWtcGngvWal5lcWslr/X3CHwAsA1RlgdQe1Wc7Cd1aQzCvzn707++g+Sr3vDYL9rqzt7KvmL9yafeFdni5Trn5t8788kf+fNFkvi2teYSBr7kl371vf5Ve/dXdbNvWTBqu7jkw9d/Dr1yt8z1rjM6swr79tdMda8/Jyx8fX9jgDAQAirI2jgndUkecY3JlNf0xkFFlZXN3ss+fNfTu75f5PTTyY33pa8+v9IXvDd/lALverHvbuLi8nZk5cG2qW9dVeOMi+998SDF0Ly2ZNX/56Jdm+h9pJzuj/jzfX9fgDAqoTVEdRuNfLY7NX2eNygsbHklu/rrF47N9P5Axkdjx1OPvGvk8/+RmevzRd8d/Lyf5w88xuHXRlsT2NjFwLhei3Md7ciWjHSPDezyojz0srMR5KjM72PMzd3dmrccV1n26Edey48Xu2YoAsAlxBWR1C71cyDj50a/Bfd8vrOdit//QfJi984+O8bdV/5VOd+1C98uLP/5UvenHzT2zr7owJb23gj2Xl952c9Fhc748xXDLvHOz+nj3deH384Of25zrGzs1e+fnPXFULt0vPrLjwuHSslmT+TLJzp3F980eOZzl+4zc+tcmzZ4/zcpcfOP3Y/M3+mszp1Y6K7/+9q3eXLHHc/MQDrJKyOoE0ZA06SG1+WTN/QGQXermF1cTH54oeTP/255Mifd/4Q+IofS267c/37awLXnrGx7kjwdLL7xrV/fuFcJ8CefrIbZruh9vSTywLusmNPPHjh2FX3292AMtbZvmh8orPn7vhkJ5Be9NjqjjlPdELr3PHuIlrdkD4/d+XvGGteHF53rCHs7tzX+YsGALYl/wUYQUsLLNVaUwb5t9FjY8nN35fc8yudPxTt2DO47xo1504nf/kbyZ/9fPLEl5I9z0zu+JfJ178lmdg17OqAa814s7NI1XoWqpo/c3GYnTt+IfQmy0Ll5LLQ2X08H0BXeW98sj9B8Nzcio7z8RXd51V+zm+PdJWwW8Y79zrveVbn57pndf7/ek/3sf011hAAuIYJqyNoekcj5xZqzswvptUc8H+EX/T65JPvSr74+52x12vdU090Fkz61C8nTz2WPP3rkzf8WvLC1/jbe2A0NSaT9sHOzyhqtjo/651GWS3sLoXyma92VmE//pXkS/8xOfnViz871kz2POPiALs81E4dNIIMsIX50/kIarc6C23MzJ0bfFi94aXJ7md0RoGv5bC6MJ/c+57kY/975w9Dz39V8s3/OHn2t/iDDMAwrSXsnpvrdGWPP9QJsE92g+zxLydfvDs5dezi8xutzn/j9jxzRVe2G2h37vXfAIARJqyOoOlW51/Lybn5HGgP+MtK6awK/Mlf6oyV7bhuwF84BF/+s+TuH08evS+56ZXJ7f9XcvCWYVcFwFo1W8m+53V+VnP2VGdhq6UAe/zLFwLtI5/p/HfuouvtvLgru2vfha2WJqY6WxUtvV7+Y/T4/2/v/oPlOuv7jn++55zdu/e3ZelKli1ZtoQNxJAarNglPxxsIECbhGQSAwYaaDMTplM6tMykCQlNKUM6DROop2lLC5N0SAZjHAcCnfJzqDCYGMsymBrj2tiykRX9tqR7r6S79+7uefrH85zds3v3/pKu7p6rfb9mdvb8eM7uERyfuZ/9Pud5AGBNEFYLaDQXVtfEDb8u/d2f+VFwX/GOtfnOtTB1WPr6H0mP3SuNbZPe/Je+uy+/ogPApak8LG1+iX91U52SJp9vr8hmFdoD3/Xz9i5Haag9vHYNtl22dbZjpGQAWBRhtYCybsDT1drafOGVr/S/Kj/++UsjrDZq0nc/Lt3/J376hVt/V/r5f83ASQDQ7ypjUuWGhXvXNOphiqLp1vvsVHiflmY7tjXbTPvgOzsV2kxJ6TJ/cE4GfcU4GfThtTTouy+3LQ9dQJvcdsZmALDOcNcqoKyyOjWzRpVVM19dffC/+AGIzncewiJ4Zo/05d+TTjwpXfd63+V3465enxUAYD2Ik9bcthfCOT+K8+y0NDedC7v515Qfmb4240dErp3zz+TWZqT6jF8+cyzsy7ebkdLz/DE7KnUPsqWhhcNvc98CbUuD7QE5WycYA1gF3EkKaM0rq5IPq9+5S3rif0k3vXPtvne1nH5e+tofSj/6grThGunOz0ovfkOvzwoA0I/MWgNHaWL1P79RD4G2S9idtz2/HkJw7dz8gFw97Udb7mzbmD2/c4ySjjl8c+/dtrXN81teYu7fAT8dVOe2gdHWfL10sQYuCYTVAlrzZ1Ylaes/kDZc67sCr6ewWqtKD/6Z9K2P+vXbPiD97L8MfyAAAHAJihMpDs+9XmxpY4HQu9h6FojnfNitz/rHcuqz/lGdbFu96kfo77Yv2+Ya53fecdmH1iy8Dl7WsbzIvoExBtECCoKwWkAj5URma1xZNfNzrj5wl3T2xPlNXL/Wnvqq7/J76lk/cNLr/9iP5ggAAFZHFPsxH3o17kPaCOE1hNm24DubC8Rzufl6T/v3bL7e6qR/zOnks615fBcNweYDa2VcGuwWarOwO94aLKuSDZwVtiXlNfufCLiUEVYLKIpMIwOJptaysir5rsDf/qjvCrz7n67td6/Eyf3SV94vPfUVaeN10j/5vLTr9l6fFQAAWG1RLJWHJA2t3mc656c5agu1k60g2y3wntzf2lc7u/R3JJUQXnOjPzfD7VhHwB1bYBvTJAGE1YIaq5TWthuwJG15mQ9/X/1DHwR33ibtfLU08eJiPPcxd0564GPSd/6zf1bldR+Sbvnn/HoJAACWzyxMLTQijW9b+fH1OR9aZ6daI0NXp3IjRU91rIdBtU4+G5Yn/btLl/6u8kj71Efl4dx75/Ji+8Iyz/JinSGsFtRoJVnbbsCSv3m95a+kvZ+U9u/xgVWSRq/0oXVXCK8jm9f2vJzz1d6v/oGfH+/ld/igOnbl2p4HAABAUpZGJvzrfGXV3XygrU52rHcE4Lmz/jV1sLU8d9ZPobRstsyAO9Q+8nPbezZFUsWvd2tDIMYqIawWlA+ra1xZlaTNL5V++WN++dRPfGh9Zo/01JelH9wd2twQgutt0o6fDd1zLpLjT0lf/jf+PDbfIL3rS9I1P3fxvg8AAOBiy1d3tfXCPitN/SBXWXDNh9jOUDtv+ZxfPveCdPpAbt+Z5c8V3M1CIXax4Fsaar3KQ2EqpFANzqrCbfuH6CbdBwirBTVaKenYdLW3J7Fhh3TTu/wrTaUjP/DBdf8eae8n/LyscVnafkur6rr1xtW5ccxOS/d/RPruf/M3qjd+RNr928zbBgAAkBdFuUGwVrH3W3OKpOoqvFdbI0XPnGpNk1SfbY0mXT+Pv3vjgcXDbGlo4f3N6nAuLHcL1EnF/2+MnuAv/4IarSR6+lgPKqsLiSLpylf41y+8z/8Sd+DvpP3flJ75pvSND/nX4Abp2lt91XXXbX7O05VwTnrsPulrH5DOHJFe8Q7pNR+8sK42AAAAWJm1nCJJalWIa6FKXJvxg1nVZvzfnbXca+5c2N9tW+hePX00tz985nlPhTSweKDNV4oXbTPQCsBJpbVe6rKNqrEkwmph9eSZ1ZUoD0kveq1/SdKZY9L++1vdhn/0Bb99wzWt4HrtrT7MLuTID6Uv/a4PwVtvlN76aWnb7ov+TwEAAECP5SvEF2MKRef89Ee10P05X+1d8P3c0hXj6mlp+kj3NhciKrXCa1vQHfDV4Px6t/3XvVa66qbV+d+uhwirBTUaRgN2zsnWw0PqI5uln77Dv5yTTvy4FVwf+2vpkf8pWajO7ny1D7Dbb/b/Qc2clvb8B+nhT/ph3X/5LumVv8UvSgAAAFgdZn5wrKS8ePFktTg3v5tzfbb13uwGXc29wnotvz7T/bjqpFQ/2v24tCYNbySs4uIZq5RUT52qtVSD5XUW2sykiev965Z3+1+xDu7zXYb375EeuMvP51oa8gM0HXrUP9i/+59Jt39AGrq81/8CAAAA4PyZhW7BlbUJx3lpw4flSwBhtaBGK/7/mulqbf2F1U5xSdrxKv+67f3+l6DnHgjh9X4/AvEvfVi68tVfZzAAABMpSURBVMZenykAAACwvl1CvRMJqwWVhdWpal2bx3p8MqutMi695B/7FwAAAAB0wTjMBTVWKUlSsQdZAgAAAICLhLBaUK1uwAWavgYAAAAA1ghhtaBGQ2V1isoqAAAAgD5EWC0oKqsAAAAA+hlhtaDyowEDAAAAQL8hrBbUcDlRZFRWAQAAAPQnwmpBRZFpZCAhrAIAAADoS4TVAhutlBhgCQAAAEBfIqwW2GiFyioAAACA/kRYLbCxSokBlgAAAAD0pWWFVTN7g5k9aWZPm9nvd9k/YGafDfsfMrNrwvbXmdkjZvZYeL99dU//0jZaSTQ1Q2UVAAAAQP9ZMqyaWSzpv0p6o6SfknSnmf1UR7PflnTKOfciSf9J0p+E7Sck/Ypz7uWS3inpr1brxPvBaCXR9CyVVQAAAAD9ZzmV1ZslPe2c2++cm5N0j6Q3dbR5k6RPheX7JL3GzMw5933n3KGw/XFJFTMbWI0T7wejlRLPrAIAAADoS8sJq1dJej63fjBs69rGOVeXNClpY0eb35D0fefcbOcXmNnvmNk+M9t3/Pjx5Z77JS8bYMk51+tTAQAAAIA1tZywal22daanRduY2Q3yXYPf3e0LnHOfcM7tds7tnpiYWMYp9YexwZIaqdNMrdHrUwEAAACANbWcsHpQ0vbc+jZJhxZqY2aJpHFJJ8P6Nkmfl/RbzrlnLvSE+8loJZEkugIDAAAA6DvLCasPS7rOzK41s7Kkt0r6YkebL8oPoCRJvynp/zjnnJldJul/S3q/c+47q3XS/WK0UpIkpq8BAAAA0HeWDKvhGdT3SPqqpCck3euce9zMPmRmvxqa/bmkjWb2tKT3Scqmt3mPpBdJ+rdm9mh4bV71f8UlKqusTlFZBQAAANBnkuU0cs59SdKXOrb9UW65KumOLsd9WNKHL/Ac+9YY3YABAAAA9KnldANGj2TdgKdm6AYMAAAAoL8QVguMAZYAAAAA9CvCaoExwBIAAACAfkVYLbDhcqzIqKwCAAAA6D+E1QIzM41WSlRWAQAAAPQdwmrBjVYSKqsAAAAA+g5hteBGKyXmWQUAAADQd5Y1zyp6Z3ww0QNPH9db/seD2jkxol0Tw9o5Maydm0a0bcOgkpjfGwAAAABcegirBffe11yvz33voPafOKuv/PCwTp1rPb9aik07Ng5r56Zh7ZwY0c6JYR9mN41ow3C5h2cNAAAAABeGsFpwr9q1Ua/atbG5fursnPafOKNnjp/V/uNntf/4Ge0/cVZ7njymWsM1220YKmnnxIiu3dSqxO6aGNbVG4c0kMS9+KcAAAAAwLIRVteZDcNl3TR8uW7acXnb9noj1cFTM9p/4oz2Hz8bwuwZ3f/Ucd33yMFmu8ik7ZcPtVVjsyA7MTogM1vrfxIAAAAAzENYvUQkcaRrNg3rmk3Duv0l7fumqzU9e6JViX0mLD+4/wVVa2mz3ehAomsnhrV7x+W68+btum7L6Br/KwAAAADAM+fc0q3W0O7du92+fft6fRp9IU2dDk9VfVfiLMgeP6u9z57UXCPVzddcrrfdcrXe8LIrVCnRdRgAAADAhTOzR5xzu5dsR1hFpxfOzOq+Rw7qM3sP6LkXzmnDUEm/8cptetstV2vnxEivTw8AAADAOkZYxQVLU6cH97+gTz/0E33t8aOqp06v2rlRb7vlar3+hitUTpg2pwjS1OnMXF2T52qaqtZUrTU0V3eqNdLwyi+nmms41eod641U9dB2rpHm9of1bp8VvsNJMklmUmSmyKy1HCmsm6LmfjXXTUu36fzMJDKV4khJ7N/LSaRSWC7Fkcr5fXGkUtJ9X+f+rvtiUxwZz3IDAACsIsIqVtWx6ar+ep+vth48NaONw2XdsXu77rx5u3ZsHO716a1rzjmdnWtoasaHzamZuqZmaprMr1drzf2TM+3bpmfrutD/jPNhzwc1Uynxy0lkIRC2QmE5tEtiHyRT5+TCvyVNpdQ5pS6sh+XUOTmX7Wvtb23L2i98fJo6NZxrBuW5Rqp6FrbTi3MvM5PKIRQPJLEGEr+cbcuWB0rt2wZybQaSuK1tvk3r8+L2Y3OfOxDHzc+PIoIzAABY3wiruCjS1OlbPz6uux86oG/8v2NqpE6/cN0mvf2Wq/Wal25RKe7vaqtzTlPVug5Pzujw6aoOT1Z18uyspqqtyuf8AFpXY4mgNVyONTZY0lilpLHBROPN5ZLGKknbvsFyolJszUDpq4+dYTRfRbw0Kodp6lRLQ/U3qwynreW5fGW4vsi+Rqq5ug+/c/XW+mx4zdV9+7l6o7k8W8u2tdrONY/z7VYrSyeRtcJsPgjnAvNAKfbv+eDbEYzz4XqgLTwvFJrj9vYEZwAAcJ4Iq7jojkxWde++53XP3gM6NFnVxOiA3rJ7u95683Zt2zDU69O7KKaqNR2ZrOrQ6RkdnvRh9PDpGR2Zam07N9eYd1ylFDXD5XiXgNkePv22sYpvO1JJ+v5HgEtBvTE/0LaH32y50Qy/+TZZ6J3LH5dt7xKo/Xuj7Tuyz13qx5HlKsXWNSy3Bd1cNXqgoxo9r+q8QJu2CnaXY8qX0I8uAAD0A8Iq1kwjdfrmk8d090MHtOfJY3KSfvH6Cb39lh267cUTStZJ0DozW9fhZggN76erOjQ5oyMhmJ6ZrbcdYyZNjAxo62WDunK8oivGK7pyfFBbL6to63hFW8cHtXGkrIGE0ZRRHIsF59kFKsbZ9s6Q7ds0uoTo8N5INVtrzK8811c3OEuaH3a7dNdeaFspjrp28S51VJM7t5fj9up1KY5Uivyz0ElEiAYAoBvCKnri70/P6LN7D+ieh5/XselZXTFW0Vt+xldbt44P9uScsq65R6eqOjpVbYbQI1MzOnS6FUynq/V5x06MDoTQ6YPn1vFKWzDdMlah6glcgEbobu2DbSNXYc5Vm0Poza+3V6Pbg3I+POe7cXcel+1rO76RXvAz4J3yg4J1DuRVikOoTSKVlmqXdeGPrNk+jiLFkR+QLI5MsZmiyA9OFkf+mfI4ag1WFketQcNiM8VRaxCzOPLHxtngZpE1PyP7vIVCuj9f7oUAgOUhrKKnao1U33jimO7ee0Df/vFxmaTbX7JFb7/lat16/YTiVXrWrVpr6Pj0rI5MVXVkstoMpEen/LZjYXmmNr9r7qaRsraOD4ZqqA+h+VC6ZazCiMdAn3HOqZ66VpDteAa57TnmLgG6HkbYrneMoJ09A11Pw0ja4fnqee3CCNzt7VoDiXW2K5LIlKtMLzwY2VLdvvPdvCulSEPlWIOlWIPlJLfs34fKfrkcR1SwAWAdIayiMJ4/eU6f2XtA9+47qBNnZnXVZYO68+btevPu7do8Vul6TCN1euHsrI5OzuroVLUZPI+E8JmF0lPnavOOHUgibRmr6IqxijaPDeiKMR88t4xXtGV0oFkRrZTomgtg/cqPnt1IXe5dzZGz07CeLWftfFt1rLdG326krdG3G6kftbuRtkbhnl2kyj2/kt3ovq/LDwHn2zU8MmmonLSF2Ep4zy8vGXqbz0D3z+B0ANALhFUUzlw91dd/dFR37/2JvvP0C0oi02tfukUv3zbeDJ9HpmZ1bKqqY9Oz8/5giUzaNOLD5ubRiq4YH9CW0RBCQzjdMjag8cESf0AAwDqV7xperTd0bq6hc3N1VWt+eWauoZmO5Zm5sF6r55Zb27Nj/eekq1aVPt9pvzq7fZc6uncn2fao1QW8s8v4om3i7p+dRH5/Erp8A0CvEFZRaM+eOKvP7D2g+x45qJNn5zRWSZoVzy0hdPrKaKVZGd00UuaZKADABas30o6Q69+zbt75LtfNKa3y02Jl66Hrdy10y27tD+vdPivMEz0buoXn54rO2q4FM6kURYojUxKbkvAMdCn2zyonWSAOzy5ny0loH0fZc9PZ8fPb+uecfduk43vmrTeXw2fl1ktx1DynzvX27wo/CCStkM6P10AxEVaxLmTPXg2W6ZILAIALXa/z4bUe5o2uN9qfW66l+eeZ/XI9XbhNPXQFr4Xu1vXwma3tTo00Ddu7tA2f1Uidamlo23DN4+u59fznZuurOPj3smVTW2UV79YI4NbWvbuUdKxn+5OFj0lyFfN89/BSGHAsm/M8iduPzVfdmwOq5QY/A/rBcsNqshYnAyzE37h7fRYAABSDWag4xrrkxlbInoPOQnUryLbWa41W8O1crzda4bcRQnk+DNfS+dXv9mp5qrl694r5bC3VmWo9HNNoq4b7z2gF/oslq3Zn4TqJfNfyfNjNKtelXDU5q0JnFemsXdYtvLkcR23tssp0Vk0vhe3Nz81V0VtV7+7V7iSKFMfWqraH9fxxBHGcD8IqAAAALrooMkWy8CP1+gziaeqr1XP1XFU7hOR66sNwPW0F42y5cyTv7qN8t3cv7zayeFbVzirX5+bqbYE/X9mu5SrprYr46k/PtVxxR+Dt7BIed9keR53brW17Fsa7t22F79hy20OIjixbD9+Vtek8JgT2xfa3Pi/q8vkd6wT3FSGsAgAAAMsQRaaBKNZAsj7DtqT2LttZyM2F2s4u353dvPPV7ea+3Odk6wtVwduOy4J3ozX6ePt3+vZZ6J6ptX9+w+Uq8eHc0zAFWbae7e9FN/SF5OfCzgY8awvc5kNubPkQ7ufV9sFZSqJIUZS9zw/Eb/6Z7frF6yd6/U+9YIRVAAAAoE/44BNroM9SQP558CzEph1hPE3V1kW9Mzw3cm0bi+5vhexu35cF6vz3d25r7nM+eOfDfP4102h0OS7V6XNzvf6ffFX02WUKAAAAoN/knwfH+sE8IAAAAACAwiGsAgAAAAAKh7AKAAAAACgcwioAAAAAoHAIqwAAAACAwiGsAgAAAAAKh7AKAAAAACgcwioAAAAAoHAIqwAAAACAwiGsAgAAAAAKh7AKAAAAACgcwioAAAAAoHAIqwAAAACAwiGsAgAAAAAKh7AKAAAAACgcwioAAAAAoHAIqwAAAACAwiGsAgAAAAAKh7AKAAAAACgcwioAAAAAoHAIqwAAAACAwiGsAgAAAAAKh7AKAAAAACgcc871+hzamNlxST/p9XksYZOkE70+CawbXC9YCa4XrATXC1aC6wUrwfWClVjp9bLDOTexVKPChdX1wMz2Oed29/o8sD5wvWAluF6wElwvWAmuF6wE1wtW4mJdL3QDBgAAAAAUDmEVAAAAAFA4hNXz84lenwDWFa4XrATXC1aC6wUrwfWCleB6wUpclOuFZ1YBAAAAAIVDZRUAAAAAUDiE1RUyszeY2ZNm9rSZ/X6vzwfFZmbPmdljZvaome3r9fmgWMzsL8zsmJn9MLftcjP7upn9OLxv6OU5ojgWuF4+aGZ/H+4xj5rZP+rlOaIYzGy7me0xsyfM7HEze2/Yzv0F8yxyvXB/wTxmVjGzvWb2g3C9/Puw/VozeyjcXz5rZuVV+T66AS+fmcWSnpL0OkkHJT0s6U7n3I96emIoLDN7TtJu5xzzlGEeM7tV0hlJf+mce1nY9hFJJ51z/zH8ILbBOfd7vTxPFMMC18sHJZ1xzv1pL88NxWJmWyVtdc59z8xGJT0i6dckvUvcX9BhkevlzeL+gg5mZpKGnXNnzKwk6QFJ75X0Pkmfc87dY2b/XdIPnHMfv9Dvo7K6MjdLeto5t985NyfpHklv6vE5AVinnHPfknSyY/ObJH0qLH9K/g8GYKHrBZjHOXfYOfe9sDwt6QlJV4n7C7pY5HoB5nHembBaCi8n6XZJ94Xtq3Z/IayuzFWSns+tHxT/MWNxTtLXzOwRM/udXp8M1oUtzrnDkv8DQtLmHp8Piu89ZvZ/QzdhunWijZldI+kVkh4S9xcsoeN6kbi/oAszi83sUUnHJH1d0jOSTjvn6qHJqmUkwurKWJdt9KPGYn7OOfdKSW+U9C9CNz4AWC0fl7RL0o2SDkv6aG9PB0ViZiOS/kbSv3LOTfX6fFBsXa4X7i/oyjnXcM7dKGmbfM/Tl3ZrthrfRVhdmYOStufWt0k61KNzwTrgnDsU3o9J+rz8f9DAYo6G54ey54iO9fh8UGDOuaPhj4ZU0ifFPQZBeJbsbyR92jn3ubCZ+wu66na9cH/BUpxzpyV9U9I/lHSZmSVh16plJMLqyjws6bow2lVZ0lslfbHH54SCMrPhMFCBzGxY0i9J+uHiRwH6oqR3huV3SvpCD88FBZcFj+DXxT0Gag6A8ueSnnDOfSy3i/sL5lnoeuH+gm7MbMLMLgvLg5JeK/+c8x5Jvxmardr9hdGAVygM232XpFjSXzjn/rjHp4SCMrOd8tVUSUok3c31gjwz+4ykV0vaJOmopH8n6W8l3SvpakkHJN3hnGNQHSx0vbxavouek/ScpHdnzySif5nZz0v6tqTHJKVh8x/IP4fI/QVtFrle7hT3F3Qws5+WH0Apli983uuc+1D4u/ceSZdL+r6kdzjnZi/4+wirAAAAAICioRswAAAAAKBwCKsAAAAAgMIhrAIAAAAACoewCgAAAAAoHMIqAAAAAKBwCKsAAAAAgMIhrAIAAAAACoewCgAAAAAonP8PRQSYBg9mKuoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['loss'], label='train')\n",
    "plt.plot(history.history['val_loss'], label='test')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7sAAAJQCAYAAABPbnMDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xl8XHW9//HXmSWTZLIvdG+aUmhLSymkdKFsFUVEvIKggGwuFQSvu1yVnwKieLlXRJQrF1n0IrfAlX1TQKEg0KbQQArdlzTpkq7Zk0lmPb8/zpzJTNZmnWn7fj4efXRy5pyZbyaTPvqez+f7/RqmaSIiIiIiIiJyJHEkewAiIiIiIiIiw01hV0RERERERI44CrsiIiIiIiJyxFHYFRERERERkSOOwq6IiIiIiIgccRR2RURERERE5IiTtLBrGMYkwzCWG4axwTCMdYZhfLuHc842DKPJMIzK6J+bkzFWEREREREROby4kvjcIeD7pmm+bxhGNlBhGMbfTdNc3+W8t0zTvCAJ4xMREREREZHDVNIqu6Zp7jFN8/3o7RZgAzAhWeMRERERERGRI0cyK7sxhmFMAU4GVvVw9yLDMNYAtcAPTNNc18P11wLXAni93rIZM2aM3GBFREREREQkaSoqKg6aplnc33mGaZqjMZ7eB2AYWcCbwO2maT7d5b4cIGKaZqthGOcDvzVN87i+Hm/evHnm6tWrR27AIiIiIiIikjSGYVSYpjmvv/OSuhqzYRhu4ClgWdegC2CaZrNpmq3R238F3IZhFI3yMEVEREREROQwk8zVmA3gIWCDaZp39XLO2Oh5GIYxH2u8daM3ShERERERETkcJXPO7mLgKuAjwzAqo8duAiYDmKZ5H3AJcL1hGCGgHbjMTHbftYiIiIiIiKS8pIVd0zTfBox+zvkv4L9GZ0QiIiIiIiKDEwwG2bVrFx0dHckeyhEjPT2diRMn4na7B3V9SqzGLCIiIiIicjjbtWsX2dnZTJkyhehMTBkC0zSpq6tj165dlJaWDuoxkrpAlYiIiIiIyJGgo6ODwsJCBd1hYhgGhYWFQ6qUK+yKiIiIiIgMAwXd4TXU11NhV0RERERERI44CrsiIiIiIiJHgOrqambPnt3t+M0338w//vGPXq979tlnWb9+/UgOLSkUdkVERERERI5gt912Gx//+Md7vX8wYTcUCg11WCNOYVdEREREROQIEQ6H+drXvsasWbM499xzaW9v50tf+hJPPvkkAD/60Y844YQTmDNnDj/4wQ9YsWIFzz//PDfeeCNz585l27ZtVFZWsnDhQubMmcNFF11EQ0MDAGeffTY33XQTZ511FrfffjulpaUEg0EAmpubmTJlSuzrVKCth0RERERERIbRd17+DpV7K4f1MeeOncvd593d73lbtmzhscce44EHHuALX/gCTz31VOy++vp6nnnmGTZu3IhhGDQ2NpKXl8e//Mu/cMEFF3DJJZcAMGfOHO655x7OOussbr75Zn72s59x993Wczc2NvLmm28CVtv0Sy+9xIUXXsjjjz/OxRdfPOg9cUeCKrsiIiIiIiJHiNLSUubOnQtAWVkZ1dXVsftycnJIT09n6dKlPP3002RmZna7vqmpicbGRs466ywArrnmGv75z3/G7r/00ktjt5cuXcqf/vQnAP70pz/x5S9/eSS+pUFTZVdERERERGQYHUoFdqR4PJ7YbafTSXt7e+xrl8vFu+++y2uvvcbjjz/Of/3Xf/H6668P6PG9Xm/s9uLFi6murubNN98kHA73uDhWMqmyKyIiIiIichRobW2lqamJ888/n7vvvpvKSqvVOjs7m5aWFgByc3PJz8/nrbfeAuCRRx6JVXl7cvXVV3P55ZenXFUXFHZFRERERESOCi0tLVxwwQXMmTOHs846i9/85jcAXHbZZfzqV7/i5JNPZtu2bTz88MPceOONzJkzh8rKSm6++eZeH/OKK66goaGByy+/fLS+jUNmmKaZ7DEMq3nz5pmrV69O9jBEREREROQosmHDBmbOnJnsYYy6J598kueee45HHnlkRB6/p9fVMIwK0zTn9Xet5uyKiIiIiIjIgH3zm9/kb3/7G3/961+TPZQeKeyKiIiIiIjIgN1zzz3JHkKfNGdXREREREREjjgKuyIiIiIiInLEUdgVERERERGRI47CroiIiMhh6L3d73HBoxfw8taX8Yf8yR6OiEjKUdgVEREROQx99fmv8tKWl/jUsk/x0+U/TfZwRCTJGhsbuffee5M9jJSisCsiIiJyGBqXPS52u6qhKokjEZFU0FvYDYfDSRhNalDYFREREUlB9e31XPR/F7G7eXeP94/L6gy7uZ7c0RqWiAyjipoGfr98KxU1DUN+rB/96Eds27aNuXPncuqpp7JkyRK++MUvcuKJJ1JdXc3s2bNj5955553ceuutAGzbto3zzjuPsrIyzjjjDDZu3DjksaQK7bMrIiIikoLerH6TZzc+S2NHI8uvWd7t/jRnWux2a7B1NIcmIv342QvrWF/b3Oc5LR1BNu5tIWKCw4AZY7PJTnf3ev4J43O45TOzer3/jjvuYO3atVRWVvLGG2/w6U9/mrVr11JaWkp1dXWv11177bXcd999HHfccaxatYobbriB119/vd/v8XCgsCsiIiKSglwO679pb1S/0eP9bcG22O29rXtHY0giMoyaO0JETOt2xLS+7ivsDtT8+fMpLS3t85zW1lZWrFjB5z//+dgxv//IWfBOYVdEREQkBfmCvtjtUCQUC7+21kArE7InMKNoBruad4328ESkD31VYG0VNQ1c8WA5wVAEt8vBby87mbKS/GEbg9frjd12uVxEIpHY1x0dHQBEIhHy8vKorKwctudNJZqzKyIiIpKC4sPuvtZ93e5vC7QxJW8KM4tmqrIrchgqK8ln2dKFfO/c6SxbunDIQTc7O5uWlpYe7xszZgz79++nrq4Ov9/Piy++CEBOTg6lpaU88cQTAJimyZo1a4Y0jlSiyq6IiIhICopvU97VvIsJORMS7m8NtJKXnkext5gmfxPBcBC3c/haIEVk5JWV5A9bNbewsJDFixcze/ZsMjIyGDNmTOw+t9vNzTffzIIFCygtLWXGjBmx+5YtW8b111/PL37xC4LBIJdddhknnXTSsIwp2RR2RURERFJQfGV3V/MuFrAg4f7WQCsTcyaS4coAwB/2K+yKHOUeffTRXu/71re+xbe+9a1ux0tLS3n55ZdHclhJozZmERERkRQUH3Z3t3Tffqg10Io3zYvH5QHAHzpyFpURERkOquyKiIiIpKC2QBvprnRM0+xxAaq2YBtZ7iw8zmjYDSvsiojEU9gVERERSUG+oA+v24uJmVDltbUGWslKy1JlV0SkF2pjFhEREUlBvpCPTHcmboebYDiYcF8oEqIj1EFWWhZpzjRAlV0Rka4UdkVERERSkC/ow5vmxeVwEYqEEu5rC1grNXvTvLE25kA4MOpjFBFJZQq7IiIiIimoLdBmVXadboKRxMquvS2R2phFRHqnsCsiIiKSgnxBq425p8pua6AViIZdLVAlIiMkKysLgNraWi655JI+z7377rvx+TrXFzj//PNpbGwc0fH1R2FXREREJAXZYdft6F7ZTQi7quyKyACEw+EBXzN+/HiefPLJPs/pGnb/+te/kpeXN+DnGk4KuyIiIiIpyF6Nua/KrtftVWVXRGKqq6uZMWMG11xzDXPmzOGSSy7B5/MxZcoUbrvtNk4//XSeeOIJtm3bxnnnnUdZWRlnnHEGGzduBGD79u0sWrSIU089lZ/+9KcJjzt79mzACss/+MEPOPHEE5kzZw733HMPv/vd76itrWXJkiUsWbIEgClTpnDw4EEA7rrrLmbPns3s2bO5++67Y485c+ZMvva1rzFr1izOPfdc2tvbh/X10NZDIiIiIimoLRg3Z7fLasz2AlXxqzFrgSqRFPKd70Bl5fA+5ty5EA2Kfdm0aRMPPfQQixcv5itf+Qr33nsvAOnp6bz99tsAnHPOOdx3330cd9xxrFq1ihtuuIHXX3+db3/721x//fVcffXV/P73v+/x8e+//362b9/OBx98gMvlor6+noKCAu666y6WL19OUVFRwvkVFRX86U9/YtWqVZimyYIFCzjrrLPIz89ny5YtPPbYYzzwwAN84Qtf4KmnnuLKK68c4gvVSZVdERERkRTUHmwnw5WB2+Hue86u2phFJM6kSZNYvHgxAFdeeWUs4F566aUAtLa2smLFCj7/+c8zd+5crrvuOvbs2QPAO++8w+WXXw7AVVdd1ePj/+Mf/+DrX/86LpdVNy0oKOhzPG+//TYXXXQRXq+XrKwsPve5z/HWW28BUFpayty5cwEoKyujurp6CN95d6rsioiIiKSg9lA7Ge4MXA5Xn3N27SCsNmaRFHIIFdiRYhhGj197vV4AIpEIeXl5VPZSee56fVemafZ7Ttfze+PxeGK3nU7nsLcxq7IrIiIikoI6Qh2ku9JxO3uv7HrTvKrsikiCHTt2sHLlSgAee+wxTj/99IT7c3JyKC0t5YknngCsMLpmzRoAFi9ezOOPPw7AsmXLenz8c889l/vuu49QyPp3qb6+HoDs7GxaWlq6nX/mmWfy7LPP4vP5aGtr45lnnuGMM84Yhu+0fwq7IiIiIinGNM1Y2HU5XN3n7MbvsxtdoEpzdkUEYObMmTz88MPMmTOH+vp6rr/++m7nLFu2jIceeoiTTjqJWbNm8dxzzwHw29/+lt///veceuqpNDU19fj4S5cuZfLkycyZM4eTTjqJRx99FIBrr72WT33qU7EFqmynnHIKX/rSl5g/fz4LFixg6dKlnHzyycP8XffM6KusfDiaN2+euXr16mQPQ0RERGTQ/CE/6ben88uP/ZK3drzFQd9B3v3au7H7f/L6T7jj7TsI/jRIS6CF3Dty+fW5v+Z7i76XxFGLHN02bNjAzJkzkzqG6upqLrjgAtauXZvUcQynnl5XwzAqTNOc19+1quyKiIiIpJj2kDVvLVbZ7WHOblZaFoZhxCq7b1S/QTgy8P0zRUSOVAq7IiIiIimmI9QB0Ouc3bZAG940a7EZt9MNwAubX+Ced+8Z3YGKSEqZMmXKEVXVHSqFXREREZEUEx92XQ4Xa/ev5boXrovd3xq0KrsADqPzv3M7mnaM7kBFJMGRNkU02Yb6eirsioiIiKQYO+xmuK19dgHuf/9+ABo7GmnqaIqF3XhFmUWjN0gRSZCenk5dXZ0C7zAxTZO6ujrS09MH/RjaZ1dEREQkxbQHE+fsxh/P/498AM4sObPbdQUZBaMzQBHpZuLEiezatYsDBw4keyhHjPT0dCZOnDjo6xV2RURERFJMwpzdaGUXoK69LnY715Pb7TpVlESSx+12U1pamuxhSBy1MYuIiIikmFgbsysjobIbPyc3N7172NVeuyIinRR2RURERFJM19WYbQ9XPhy7nefJ63adwq6ISCeFXREREZEU03WfXZu9SBUkVnaf+PwTAN324xUROZop7IqIiIikmN7m7MaLn7N78cyLAVV2RUTiKeyKiIiIpJj4rYfiK7vx8tI725gNw8DtcCvsiojE0WrMIiIiIinkxldv5In1Vlty1zm78bouUOV2KuyKiMRT2BURERFJIXeuvDN2+1DbmAHSnGkEw5qzKyJiUxuziIiISIrqukBVPG+aN+HrNGeaKrsiInEUdkVERERSSHzF1u1w43Q4D+k6hV0RkUQKuyIiIiIpxN52KMeTg2EYhCPh2H0/Pv3HlH+1nJPGnMTJY09OuC7NmUYgorArclSrrobvfhfa25M9kpSgObsiIiIiKSIcCRMIB7j1rFu55exbrGOmFXZ/fPqP+eU5vwSg8uuV3a51O9yasytytDv/fNiwAWbNgqVLkz2apEtaZdcwjEmGYSw3DGODYRjrDMP4dg/nGIZh/M4wjK2GYXxoGMYpyRiriIiIyGiwq7oZ7ozYsVAkBIDT6LudWW3MIkevipoGlj38qhV0AR5+OLkDShHJbGMOAd83TXMmsBD4hmEYJ3Q551PAcdE/1wL/PbpDFBERERk97UEr7Ga6M2PH7LDb20JVNoVdkaNTRU0DX3ygnOr/+T8Ams78GGzalORRpYakhV3TNPeYpvl+9HYLsAGY0OW0zwJ/Ni3lQJ5hGONGeagiIiIioyJW2XX1UNntZ6EqhV2Ro1N5VR2BUIQFOz9ia8FEXsg5Fg4c0LxdUmSBKsMwpgAnA6u63DUB2Bn39S66B2IMw7jWMIzVhmGsPnDgwEgNU0RERGRE+YI+ILGyay9Q1V9l1+10E4xozq7I0Wbh1EIcDph+cAfrx0xlNTkArF35UZJHlnxJD7uGYWQBTwHfMU2zuevdPVxidjtgmvebpjnPNM15xcXFIzFMERERkRFntzFrzq4MREVNA0/c+xR7vvkDCIf7v2C4+P1w663w2GOj95zSTVlJPqcWpjGpaR+bikqozbHy0LaK9UkeWfIldTVmwzDcWEF3mWmaT/dwyi5gUtzXE4Ha0RibiIiIyGjrqY3ZXo35UObsNnY0jtzgJCVV1DRw9e9eZ91dlwCw4ePnMfOzHx+dJ//JT+DOO63bZ58N4zTbMFkW+ayItLm4hN05xwBwUlwdsaKmgfKqOhZOLaSsJD8pY0yGZK7GbAAPARtM07yrl9OeB66Orsq8EGgyTXPPqA1SREREZBT11MZ8+uTTAZg3fl6f16qye3Qqr6pj+v7tsa8Pvrp85J80FIKrrrKC7mmnWcdeeWXkn1d6NWPT+wBUlc7ENXE8AFOiH35V1DRw+QPl/PrVTVzxYDkVNQ1JG+doS2Yb82LgKuBjhmFURv+cbxjG1w3D+Hr0nL8CVcBW4AHghiSNVURERGTE9dTGfMkJl7D3+3s5o+SMPq/VPrtHp4VTC5kZDbthw8Hs6rUj/6QrVsD//i987nOwfDmMGQOvvTbyzyu9Ou69N9k08XiKjy/lmMJsyMuzFqkCXlhTSyAUIWJCMBShvKouyaMdPUlrYzZN8216npMbf44JfGN0RiQiIiKSXD21MQOMyRrT77Wq7B4durajlpXks2H/dpo9XsJnnEF+zbYRf/7IQ08wz+HAeOghSEuDU06Bj7QYUtL4/ZRsXcsz51xOgTeNTXtboLg4FnZLCjI5cc8WLl/zMnd//CssnFqY5AGPnqTO2RURERGRTj21MR+qVAq7Vr0CrFlrMlwqahq49A8riZgmaS4Hy5YuZM7EXE6u3cS6MVM5ecbxsOKfYJowAq+9vZ/r/7zxJmvHHMtHm5pp8B3k4knHMvb1163FsZx9L6Qmw2/96+9yQiTM9gnTKPCmUd8WiIXdipoGNu5t5qurn+XC9W/yySnZFJZ8IdlDHjVJX41ZRERERCw9tTEfqlQJuy3+Fhy3Ofj1yl8neyhHnPKqg4QiptWOGgyztnwtjTW7mLW/irdL5tI6YTL4fLB//wg9v7Wf69T63WwoKuEnz37Er1/dxO9qXdbKzNu39/8gMqwqahr4473PAfCq8xhqG3w0tgcxi4rx1e7liw+U8/JbG5hbuxmAwtdetn5WRwmFXREREZEUYVd2u7YxHwq3I/n77D5c+TA5d1h7fP7HO/+R1LEciWaNzwVgcXUlm/7zs1xz2Zl4vvddAN6eMpeGsdFNTKqqRuT5F04tJDvgY0xrPdX544mYEDFhQ370eddrq5vRtnLbQabt347f6WJ7/niWbzqIacIetxdz/wH8oQh/efSHTGncQ3XxZGhthXfeSfawR43CroiIiEiKiM3ZPUwru/HV3NZAaxJHcmQam5sOwA/f/B9cZgSAnOeeptnj5aOx03iqPjpDcYTCbllJPouNJgC254+PHd9SaIXdXe9UjMjzSu/aAiFmHKhhW+EkQk4XZvT487VBvPUHOHfzSqYf3AHA02dH25drj56dXBV2RURERFJER6gDh+HA7XAP+NpMdya+oI9wJDwCIzs0e1o7d4jsCHUkbRxHqr1NHTgjYY6t2wWf+AQrf2LtcduUnkXE4eRPu63zdr+/bsTGMKt1LwDbCybEjrV6MtmTXUTrBx+O2PNKz/Y0djD9QDUbi6ckHPcb1gcf9z9zOwA/PO+bVMw907qz8ejZj1thV0RERCRF+EN+PE7PoBZ2Gp89nogZYX/byMzXPBQHfQeT9tyHs6aOJkKRUL/nvbe9nhkHqvEGO+DLX+a/Jy7gxRln8KPzvgmA3+1hb1YBzes2jdhYS3ZtIehwJoRdA9hWPJlJezRnd7RNcfgZ11rH5uISnAY4Hda/HX8/bgEfjTk2dt7mohJa073WFwq7IiIiIjLaOkIdpLvSB3XthBwrfOxq3jWcQzpkPYW1QwlwR7twJEzef+Tx9Re/3ud5FTUN/OGfVUxs2gfA+pxxnD5zHP/62R/yzpS5sfN25Y9jYsPeERvv5K1r2XBMKX5XGrkZVgfCgqkFHHf2fLzbNkMkMmLPLd0du8P6YGP6Jxbzl6+fxs8/OxuAtWOn8Zkv/Zb7FlwMwOaiyfgdLsjIgKampI13tCnsioiIiKQIf9iPx+UZ1LUTcyYCyQu7zf7mbseufubqJIzk8LKtwdoX96kNT/V5XnlVHaGISV57CwDvtTr4xAljATh+TBYuB8wryaf01BPJ3rNzZAYbiTCtZiObS04AwOmA7HQX047JYsyiMmhvh5qakXlu6dH4N17B5/Zw4bcvp6wkn5Mn5yXcf8dZX+KE7z5BmyeTiGlCXp4quyIiIiIy+oZS2U21sOt1e6lpUvDpz4f7rHmu0wun93newqmFOB0GBe3W63z8CVNo7bAq5zd+cgZFWelMLfZSOGcG7NoFHSMwZ3rjRrx+H+smWGOtbwvS2hGi6kAbnGAFYK3IPIoiEY575++UHz8fw2u1KGemddnn2DDwpVkL3oUjJuTmqrIrIiIiIqPPH7bm7A5GUWYRboc7ZcLux0o/Fts3WHpnh91jC6LzK+vr4fLL4aqrINi5lVRZST6nTysk39dMu8tDiyON/y2vBqzqana6i5aOEBx3HJgmbNs2PANsaoJbbgGfj7eXvQTAP/Onxu42gd0N7TBzpnVAYXf0rFhBTuNBVp2yJHYow+3s9fSIyVFX2XUlewAiIiIiYhlKZddhOBibNZa9bSM3X7MvXcNuhjsjtpWS9M6ufhtEFyXLzITHH7duf+UrsKQzyGSnu8lvb6E+I4drH+nc5mdnvY+sdBet/hDMjVaIN26EWbOGPsBnnoHbbmOH00vbE8/QnJZJVeGE6JjBMKw/5OdDcTFs2TL055RD89RTBFxpLJ92KufWNFBWkk9G18puHH8wbFV2GxpGcZDJpcquiIiISIrwhwY/ZxcgKy2LtkDbMI7o0DV1JLZG2lshSd/sLZr8Yb91ID0dmpvB7YaXXoJQyKrUAvubO8hvb6IhMyfhMbbsayU73U1zRwimR8PupmFakXmdtY3R5Ft+yCe3lPPcrLMxDQdOA764YDInTcyjvi1ARU2DFaRatb/yqDBNAn95gn9Omctmn8EVD5ZTUdPQZ2XXFwwfdZVdhV0RERGRFDGUyi6AN81LWzA5Ydeu7D7x+SdY/bXVZLgy1MZ8CGJhN+TvPJidDZ/6FPzmN1bovf56AA60Bihob6Y+IzHsLppWGG1jDkJWFkyYMHxhd/36aOnW8tNPXI/LYfDzC0/kc6dM5MPdTTR3hLjiwXJ87nTw6QOOUfHhh6TV7ubl408DIBiKUF5Vh8vpIM3Zc8Rr6QhxwJGuObsiIiIiMvqGMmcXklvZtcPuaZNOo2x8GRmuDFV2D4Edcu3QG/PQQ1BUZN3+wx8AyPI4yW9vpjEjO+HU06cVke1xxRasoqQEdu8engGuWwcXXQTz53PrJf/GzPE5/N91i/jigsmUV9URiVhV52AoQpPhVtgdLe+/D8DqCTMxALfLwcKphQC9tjKHIyZ/2RXEPHgQDhwYrZEmlcKuiIiISIoYcmXX7aU1kJw2Ujvs5npyAauNuT3UjhltwZWe2e3LsTZmW1ERfPghTJlizYcF0lxOivyt3Sq7H+5q6lygyr724MGhDy4QwNyxg3ezJlDxl5d59sRzmFdSQFmJNZ6FUwtxOayqr8vpwJufA23J+bDlqFNZSTA9k5r8cXzihDEsW7ow9nPptiJznOePX4wRDsMjj4zWSJNKYVdEREQkRQx1zu5wtzE/veFpln247JDObfI34TAcZLozAWuBqogZIRAODNt4jkQ9tjHbxoyBb3zDWlCosZGQP0C2r4WGLmH3qfd30dIRoj0Y5t3tdVBYOCxh96N312OYJk8edHD5/Stp9AXxBUKx+8tK8vnWOccBcMfn5pBTkKPK7ihpKV/NR4WTMQ0H/9ycWKXta97u9jGldEyZCqtWjfQQU4LCroiIiEiKGI7K7nC2MV/8l4u58pkrE461B9vZ0bSj27nN/mZyPDkY0fmddujVisx9s0Nut8qubWp0m5/t2/E0W3Mt67ssUPWX1Tt5osLacuqqh95lb1qWFXaHWFX/cIW1LdKu7GICYeuxnqustRajijolWk0cl5cOXq/C7iioqGkgsGUr2/KtvbWDYWu+rq2vFZm/dmYp6VMmQ23tiI8zFSjsioiIiKSIoc7Z9bqHr7IbMSOx26FIZzXv+peup+TukoRQvbNpJ/e8e0/CNRmuDAAtUtWPWBtzT5VdgNJS6+/t28lssUJmY3rinN1w2CRsz50NR6gy08HvH3JLsbHT+lCjNqe487kiZkKwyst0W2PyBaxtkxR2R1RFTQOX3reCrOZ6DnrzgMT5ukBsHnVPPtjRSF1ukcKuiIiIiIyuYVmNeZgqu29Wvxm7XdNYE7v9Xu17ALyz853Ysbd3vA3ASWNOih3LcFthV4tU9a3b1kNd2ZXdqioym60tY+ozrXnRaU5rCyC300iYOzt+2iTrmiG0MlfUNLDnw80A7Mkuih13OY2EYJWfmQZAgy9ohV3N2R1Rj71bQ2Z7K55wiIPePHLSXQnzdStqGti0r6XX61dsq+PZfSaR3bVDrvwfDhR2RURERFKEPzT0ym4wEiQYDg5pHB2hDj7254/Fvt5avzV2e974eQC8VvUawXAQ0zRji1M9fsnjsfO4KxFcAAAgAElEQVTUxnxoYm3MPVR2K6rr+f37+wnl5Vtht8UKu51zdk0umz+Zx65dxO0XzQbg+584ninTS6y7hxB2y6vqGNd0gIOZufjdne/JqxeWxIIVxFd2g2pjHgW+QJiiNut9cMCbx9jc9ISfR3lVHX0UdgHYk5mPw99xVOy3q7ArIiIikkR3rbyLu1beBQxPZRcYcitz1zm5W+q3xG47DOu/jx/t/4hZ985iycNLaPJbc0lzPJ1zSe02ZlV2+2ZXdLtuPVRR08Cl95fzq1c2szGjkKb1m8mOht3G6JzdcMRkfF4GZSX5nHasVX0t8KZ1blk0hLC7cGohY1sOJlR1AR4p35EwZzfD7cTlNFi+cR+1AcNqnw6HB/280rczjiumyGe9D+oy8zBNEn4eC6cW4ozOmzewKvFd1eVGK/NHQSuzwq6IiIhIkoQjYb7/6vf5/qvfJxQJETbDQ1qNOSstC2DIrcx22/Lya5bjcXoSwq89B3d743a21G/hzZo3eWXbKzgMB163N3ZerLKrObt9skOuL+hLWLm6vKqOULREV5M7FseGDWS1WiGnLTvXal+Om6uZ77XbiQNQHJ1ju2/foMd1yuQ8xrfWsbdL2A1HEhdDen9HI6GwybvVDTy8Zr91UNXdEVNSmBmr7B705rFlfyuXP1AeC7xlJfl8cvaY2O3/u9baE/mKBZOZkJ/BlCIvX7/0dOvB9u5NyvcwmhR2RURERJLEnv8KnW2sQ21jhuGr7E7Jm8LEnInsbN4Zu88OZ9sbtseOvb799YSVmKFzzq7amPtm/9zbQ+14fuEhEjH5x/p9VB/s3C95R+EEsvfX8v03HiaQnskfrz+L7507PWGupjfNSZrTQX1bECZMsC7cvfvQBuHzwW23wYsvxg41+IKMaU6s7DqM7oshxQfftuh7d82mI79imCwdwTBFbVawPZhpLVAVDCV+AHFssfWhV1GWh7KSfH550YncftGJjM9NZ1xOOtOnjbNOPAo+lFDYFREREUmSd3e/G7ttt7MOSxvzUCu7TTU4DAcTsicwOXdyYmU3Gl67LqgU38IMamN+o/oNGtob+jwnYkYIRhLnVy/ftJ+lf17NExWdQfX4O28jctFFAFSd/nHKSvL5xpJpCXM1DcPA63HyztaDVBzwQ35+YthduRLuv98KOF3bm++5B265Bb76VYhYK2q/8X41+R0t7M3uDLZLT5+aELAh2jYbXRyr3W29d9dsVtgdKb5AmEJfE2HDQUOGtSp31w8gsjwuAMJdFqByORyEIhFrITFQ2BURERGRkRMfIuvb6wGG1MY8XJXdmqYaJmRPwO10Myl3UsI4u84ttXUNu721MVfUVmD8zGDN3jVDGmMqq9xbyZKHl3Dnijv7PM+u6sa/dhv2NHc7b12bQfsDf+QXS77Cym/f0uNjVdQ00OgL8tHuJq54sJz2Y8ZaYTcUgpYWuOACuO46axGp+fMTV+L94APr7/374a23AFi+3DoWX9m9/uxjE4IuWK2yP/vMCQC0RxeyKitK6/P7lsFrD4QpbmsklF/AZYtKuWLBZB77WuIHEFnpVtjtCCbOnXY5Dfa3+Lnv3eiHEQq7IiIiIjJSapo6t/TZ1bwLGFobc1661dZoB+fB2tu6l3HZVqvj5JzJ1LbUxvbabQ+2U5zZue/q5NzJAN1WgO5t66GnNzwNwIubX+RIdftbtwOJ2zP1ZFPdJiAx7J482dvtvN++toX3DgZ4cP7nrIptD8qr6rDjqz8YYWdGPqxZAzNmQGEh1Me9J7Zvh8rKzq/XroUzzrBur1pFRU0DdRu2ASTM2bVDVFdXLprCmGwPRcXW+29WnrvP71sGryMYpsjXiHPc2Fh7ctcPIOzKrj8USTjeHghTU+fjgdXWXN0du7ovYFaxdT+rvvId1r/0xsh8A6NMYVdEREQkSeIrpuW7yoHO8DgYxxYcC8DKnSv5YM8HXPj4hbxW9dqAH2d/2/5YoB2TNYaIGYkF6I5QB/kZnf+5nlYwDSC2IrOtv62HTI7MPT43HdzEU+ufIisti/dq3+t1G6hwJMzJfzgZSPyAY1JxiAn5GQnnRiImq7Zbr3+aq+f/vlur8Fq3TWCNmQXV1bBtGwSjY6istKq3Dgf88Y/WsUAANm2C00+HiRNh7VrKq+oY22IFoT3RNmanw+DDXYk/43hjctI5SDQMHwUVw2Rpt+fsHnNMr+dkp/ccdpvarfeBXYHfubsu4f6Kmga+89uXWfCn3/L4vU8nrPJ8uFLYFREREUmSHU07mFk0E4BXt70KwCnjThn04xVkFJDjyeGOd+7glPtP4blNz/HC5hcG/DgH2g5Q7LXCrh3E7JWC20Pt5KfHhd38aNjtSAxCR+Oc3X2t+1i1exUmJt9e8G18QR9VDVU9nrtmX2cbd3xreJ2vjjRn59YxAG6ngzkTcgFIc/b83/eyknw+PWd87OstBROtGwUF8O//Dk8/DSedZK3UvHQp3Hcf7NkDW7ZYrc6zZ1t/PvqIBaUFjG2xgtCBHCvshiMmVzxY3mMAqqhpYN2eZnb7rRFvqd7f30slg9QeiFDU1ohj7Jhez8nyWJX1QJewW5xt/S53uKw289LMxG2JyqvqKGiKfsiRkZew6NXhSmFXREREJAl8QR97W/fGwu3y6uWU5pUmVE0Ho9nf3OfX/TFNkwO+A7HKrttp/cfZrlC2B9spyCiInW9XdrtWcO2Fto6WrYde3voyY389lsfWPgZA2bgyAPa07ul2bn17fezDDUgMu+9WH6D6oPUBQXTdJ246fwbHjbEWI+qtsgtwzWlTYreXzf8X9vzr960K7o9+BNEFrgD40pesgPvuu1YLM/C4L5u9k6fBhg0cV5jBuJaDtHpzmGWv3Ev3VX9t5VV1RCJmrGK4bfvgtzySvrUHrQWqHGPH9npOZxtz4pzdMTnW72TE4SSS5mF8WmJ3xcKphRwTXem5Pq8oYdGrw5XCroiIiEgSrNi5AoALZ1wYO3b2lLOH/LgTcyYmfN3Y0Tig61sCLQTCgVjYTXNaVSC7stu1jdl+viVTliQ8jmEYZLgyjpqth9but0Ljy1tfxuVwMb1oOgC1Ld1XJi78z0J+/NqPY1/npufGbn9Q07m4mB1FSgq9seCyfOP+PttL7YAcdKZR+4P/B5/9bPeT5syxWpk/+IDdb79HyHBw66YQv9nrAb+f1nUbGdtykND4CYzP62yp7rrqr81ekdlejXl6jrPX8cnQhFta8AY7YEzvlV2vx3r9D7b4E94rLkdcJTczM6HdvKKmgfKqOsa0Wu3yt3ztnG5zgQ9HCrsiIiIiSfBG9Rs4DSefPPaT3HrWrQDcdMZNQ37c5dcsj82Xhe5zaftzoO0AQKyN2e2IVnajW+R0bWNOd6Wz+V8389xlz3V7rAx3Rrc25vi9eI8Er29/nU0HNxGOdFbRijKLGJ9ttRTvaUms7Jpm97nKv1jyC358uhV+i/Lq8bgdOA1wRVuWN+xp5nf/2ALAc5W1vbYTl1fVxRZZDkciPPX+Ln6/fCuPrtrBXa9u6rzG64Xp0+H992l4932q88fT4UxjQ8EkAAJrPmJcSx1NhWN48UNr/A4Dbr5gVo8BqKwknwtPHh+r7HZtj5Xh4zpg/X72NWd3yz5rj+bmjlDCe8UV1wIfSU+Phd2KmgYu/cNKfvXKJo5pqSNsOJh24rEj9B2MLoVdERERkSRYs28Ns46ZRbYnm1vOvoXmHzXHWoKHYlrBNK6ec3Xs665zaftzwBcNuz20MZumSUeoI7bqM1hbJR1XeBzZnuxuj5XpzuzWxmyHvZ5C3+HonD+fw4zfz2D1ntWxY0WZReR6cslwZbCndQ8H2g5g/Mzg+U3P91hpD5thbj37VgDSM/ewbOlCvnfudO68ZA4Av/77Zl5Zb7UGm/TeThy/563DYfCX93Zy5yubuOmZj/jd61u5/P64kDxrFmzaxMTd29lUXAJAzZgSTMOAtWuZ0LSffTnFRKI/JwNo8AV6fR0m5GXSbm+b1Ta0ra+kd97a6KJ2U6b0es7GvZ1TF+LfK/ZccIBIRga0W7+b5VV1hCLWz/mYtgbqMnOp60ic73u4UtgVERERSYLGjkYKMzpbQnsKi4PlcnRuETPQyu5Bn7VAjV3ZjW9jDkaCRMxIQuW4r62SMlwZ+EJHxwJVT65/MnbbYTgwDINx2eOobanlg73WnrU3vXYTBf9Z0O3ajlAHac40stKyqPPVUVaSzzeWTGPuJKuKGo50fjBg0Hs7cVlJPtedORWAT584jlAkcc3rYDguJJeUwObN5NbWsKVoMidOyOGP15+FceyxZJW/TX5HC5knnkCay6oy9/acNquNOfpe0GrMI8ZdbS149qGnqNdzFh1bRLq7+88tvrIbTs+I/Zzif67jmw+wP6uA+rbeP9g4nCjsioiIiCRBs785YX/V4eQwOv+LN9A5u20BqyqXlZYFJLYx21Vae/EpsCq7vclwZ3Sr7B5pbcw9sVvBx2ePZ0v9FvwhPwAbDm6InXPetPPY/4P9/OSMn3DVnKsAKMwopL6jcz9cj7v7f9UvmTeRZUsX9jqf8vix1ocmZx3fvc3V6TA6g02JVc01TJNNRSWMz8uwHnP6dIpXrwQgPH16rMrc13Pajx1xODE9HoXdEbLutXImvF+O3+nispdqep27XVaS3+PPzd1L2LXv94QClO3eQOW44/lzebW2HhIRERGRwWnqaEpYmGg42VXiXE8uTR1NA2oZtheisiu68ZVde9Vge1sh6Luym+nO7LZAlT2WsBnu6ZLDSm+vq90KfvHMi1lduzq2QnP8a/WbT/6GYm8xP//Yz2MfGBRkFFDn62xP7mmbof+8eE6fodMTXa3Z3msVYOFUq5p85cLJnddO7tzPeXNRCf9Yby18tW/MpNjx762xft7fWDKt38WKHPaHGJmZamMeCT/8IbM+vogLNr6FJxzCHzH63BrI7g6I/7m549qYQ3FhF2BsjoeFOz7CG+zgH9MW8HTF7l7nhh9OFHZFREREkqDZ30xO2shUdn+4+If8+PQf892F3yUYCSZsbdMfO+zawSx+zq4dXDPccWG3r8quq/sCVfZCV3a183Bmfy+2c0rPAeAbp34DgGvLrgXgb1v/BiRuMTQuaxxdFWYWUtceF3Z72Gaov8q4fU11XWfgLC2yqvQF3rifVbSyC1BVOIGwaVJeVceG7M4tbWqyig55r1V7pV8zI1OV3eEWCMB//zetp5wKwKvHLey3rbwnLkfn+ymUlliBNwyDkgZr5fCPxk7rc2744URhV0RERGSUmaZJs795RCu7vzznl4zJsrYnGci83a6V3X7bmPup7LYGWvnZGz+jvr0+4fHtvw83/pCfq5+5mq31WxPC62mTTuO5y56j4/91cNcn7wKs7z/DlRFrJY+fQdtTC3thRmFCZdfTQ9jtr9LmcVnbzqyu7jxvV4MVarbsa+H3y7dSUdNApcNaZGz51DJMw4GBNXdzwsknALBq0mxcbtchByqHHXYzMxR2h9s//wktLWTd8hM+fsvz/NfS2/ptK++J29X5QUnQ07lAFYDX4yLHb31A0pzuxXEI87QPB67+TxERERGR4dQWbCNshkdszq4t12OF6caORsZmje3nbEtfbcwtgRYgMaj1N2e3cm8llXsr2d2ym/s/c3+sousPp2Zlt7+51Ct2ruCRDx9hd8tuHv3co7Hjs4pn4U3zdju/KLOInc07E47t+f6eHiu0hRmFbKnfQmuglay0LFxOBw4D4tan4ooHy/sMOnZAfnX93tgxuzr34od7eOHDPaQ5HXx+3kR+es3dbCqyKrx5mW7rMS/7F5549CoePPXCAQUqu0PWzPQq7A4n04Sf/tTaauicc2hbV87JpUWD2gPXHVfZDXSp7Ka7HWT7fbS7PCyaOY4FpYUsnFp42O+1q8quiIiIyChr9ltbg9hhdKTY7cYDaWO2Q2isshvXxmxXKBO2HupnNebeHj8V25hX7VpF7h25vLDphV7PaQ1Ye5i2BdoSXtf4ane8wszulbHewnRBhjW3dsGDC2LHurYy99daap8fH5CD4eh2T9GvA+EIB1r8rB03jYDLjcOADLdVEcbj4ZHPXMu4YycOKOg4Y23MGZqzO5z27YPycrjxRvB6aQ+GyUhzDuqhXHFzdv2eDGhpiX0dCptk+9to8WQyd2LeIc3TPhwo7IqIiIiMsluW3wL0HnqGS3xV9lD1VdntMez2UdmN36LI/l7tx0/Fyu6muk0APPD+A4QjPS+gtbtlN2B9H/GLbxn0PJc2fnspAKfh7PFDACA2v9me+wudi1Q5DA5pCyC7jbk/Jibx62v5gp3fb4MvQF6G+5Aex+aMVg0jmrM7rNa9uw6ArbnWHO/2QLjzg4kBil+NuTW/COrrrfnAQChiktPRRrPHm3De4e7I+U5EREREDgMt/hYe/OBBgBGbs2sbSti19+qNn7Pb0G7NAx1MZdcOu3bITcU5u8WZ1t7CL2x+getevK7Hc3Y3W2G3LZhY2Y3f7ile159xtie710WmlpQuAeCGU2+IHfNEg805M445pC2A4uf5OntZy8phwJ6mzrFHTGhuD8bmAze2BcnLTOv1OXpi56NIpsLucKmoaeC3D78BwA9X1bG6uh5/KEL6oMNu5xuiOd96r7NnD2Dt5Zzjb6PF48Xdw1zxw9WR852IiIiIHAZqmmpit5NR2d3bupf9bft7vSYQDpDmTIsFsn7bmI+gym4oEord/su6v/R4jl3Z3dm0M2Glaaej5wBitz3PKJoB9L5dEcAFx19A8KfB2Lnx53tczkNqLY1vey4tzurxHBNYt7s54VjEhEv/sJL/XVlNiz9E/gDDrr31UERtzMOmvKqOMS0HAdiZWcDbW63bg25jjpuz25gXDbu11grMwXCEHH8bzemq7IqIiIjIIPiCPr73yvdiX9thdKR0DbuBcIBxvx7H6X88vddrAuFAQrW2axuz2+FOqNjaFeCexG9RZJ8XW6AqBefsxn8osGjSoh7PscNue6idg76DseMnjz25x/Ptavinpn0K6H9l7PjXs6KmgbpWa0wvr9t7SHuexld2c3tpRTbNzvm7hd7O92AoYnLrC+sB+Gh344D2WLXn7EbSVdkdFk1NnJHmY1zLQQIOFy05+Zw00eoSyByGObv1eUXWjWjYDUdMsv0+Wjxe0nprCTgMKeyKiIiIjJK7Vt7F36v+DsCtZ93KqeNPHdHn6xp2n1r/FABb6rf0eo1d2bXFtzE3djSSl57X716vtmO8x8RuB8PR/XVTuI05ft/c3hYPiw+4e1qsFtAHPvMAXzzxiz2ev2iiFZo/fdynBzye8qq6WCgNR8xD2vPUE9fi6vV0Buc0p6PHtuZzZh4T2yPXfh6A1zbs54oHyw858NphN5yurYeGLBKB889nzukncU3Fi+zPKuB/v3Yax43JBhh0G3P87+1brdEPQqJhNxQxyfG3as6uiIiIiAyOvQASwM1n3XzIoXGwuobd7Y3bAWt+aW/ttF3DbkJl198Ya2E+bdJp/T5/fJi3W4RTuY3ZHluOJydh8al4bYG22PzcPa1W2J0/YX6vP8tfnfsr1t+wnjNLzhzweBZOLcTOoU6HcUh7nqbFBRVvXAXw9otm871zp3eeF60Anz39GG777OzY8lqx/XLpf+XneLHKbmam2piH6s9/hhUrAPAGO9idU0xZST7tAWsRscEuUBX/O/9GXYSAw8WeDVUAhMIRsv0+tTGLiIiIyOCU7yoHrIrnSAdd6B52mzqsFtqIGWHxHxf3uOJwt8pulzm7dtj9+1V/p/Z7tX0+/+xjZsdu22E3lduY7epzjien1+2afEEfE7InAJ2V3d62HQLrZzCzeGbsdYyvdvenrCSfC+dazzVjbPYhXeN2GthvrfjK7mnTihLCcjAUiY7PwRcXTObs6cVke1xcs8jad9dxCCs/x3MacZXdYND6IwPX2Aj/9m+0nnIqa8YfD0B1/nh+9NSHfLDDqrIPPuzG3TYctKR7qdu1zzoQDJAeCtCSlqkFqkRERERkYEKREFUNVdx0+k39hsTh0i3sxs0XXblrZWz+aTx/2J8Qdp2GEwODZzY+w8tbX45VNTPdmYzLHtfn87ud7lhF83Cq7OZ6cmkP9lzZ9QV9TMixAujetr1Az/sJ92T393az4RsbBjSmkyZZHy6sq20+pLZiwzBi83az4sLujro2yqvqYhVcO/fYFd7jx2TjD0di4fbKhSX9rvwcz64Ih9Kjwb+959dP+nHHHVBXx0vX/T8OZFo/++qC8Tz+3k5uemYtALsaBtcmbpLYzdHh9jDOHV0ArcP6efnS0jVnV0REREQGZl/rPiJmhMm5k3tduXe4dQ279mrKtm3127pd07WyaxgGbqebD/Z+AMDFMy8e0BjeuOYNIK6ym8JzduPbmHur7LYF22KV3ec3PQ/0XdmNNz57PAUZBQMaU6s/hMMYWFux3crc0hGMhdsv/8975Gem4XEn/vffDrsF3jQCoQgHowtiXXPalEMOukBs3m84PboCt+btDlw4bLUwf+YzTPvkmTij4XRXjtUNEIrOp/7l3zYOaPEwWyTSeXvmuGwKjsmn0GH9Xrr91vvd505PWLX5cHfkfCciIiIiKcyuoo7PHj9qz9lTZffY/GNj91c1VHW7pmvYhc5Fqj47/bPcuPjGAY3BMAxcDlf3ym4qtjFHOtuYe5qzGzEjdIQ6uv0M41edHm4LpxaS5rIWlzrUtmK7fnegxR9raQ6GIjT4AixbupDjx3RuSeSJC7vQWTUc6Iq/scpuRvS10LzdgbnzTnC5rH1vL7+cspJ8nPOtOe8788YmnBoKH/pc6njxdd38zDQycrNjH0q4/db7vd3tOaLamHtfK15EREREhk1ti9W6bLfAjoaeKrtT86ey8V83knF7Btsa+q/sArH9ZOdPmD+occSH3dic3RRuY87x5PTYxmy/DuOyEtu3D7WyOxhlJfksW7qQ8qo6Fk4tPKRqayhsxRpfIIzL6SAcjsSCcllJPidNzGPzPmv/X7uyW5RlbTe1fKO1B3Ome2AxITZn1xMNu6rs9iwchupqOLbzQyf8frgx7kOkCy8EoOra7/A7o4TK8dMTHsLtPPS51PH2NHa+p8ur6mhxpJHd1kYkYpIesH4fO1we3GpjFhEREZGBsMNuUiu7HU3kpuficriYkjel17DrcXkSjtlz/Y4vPH5Q44gPu3Z7cG9twsnU3wJVdtjN8eQkHO9rr+HhUFaSzzeWTDvktuL2oLXwWEVNA5gml82fnDD/Niu9c7x2ZXd/i/X9btjbAsDGvc0DGqO9GnPQEw3+Crs9+/znYdo0WLeu89jKldbfY8dabcwe6/cvaDhZPXFWt4f47sePH1CLuc0wiLW1R0yoxwU+H6GISXrQCrvtbk/Cit6HuyPnOxERERFJYbubd+M0nANajXeo7PbjQDhAe7Cd3S27yfNYi95Mzp3MzqadCeebpklHqKNbZdc2xjtmUOOID7t2e3BvC0AlUyAcwGk4yXRn9tjG3BawWnO9ad7YsXvPv3fUxnco4udymljzPMfnZSSEo+yE/XetduUd9YnhdPUA54Q61cbcvx074JlnrNv33995fP166+/33oOrroodDsZPso3zm39sHtSc3UXHFsXmbDsMyCnMBZ+PcMQkI9QZdl0KuyIiIiIyEAd8Byj2FsdWMx4NTocTp+EkEA6w6KFFNPubyU3PBWBSziR2NieG3c/95XOU7yrvPexmDS3s2nNewQq9ve31myzBSJA0ZxoZrow+K7uZ7kxOGnMSF8+8mOtPvX60h9mn+BWXARxG9/15G9s7twWy25g/NiPxZzvQNtnOyq7amHv1+uvW35Mmdd4G2LABsrNhQuIUh2Co59+Pwc7ZtVvix+Z4mDMxj/yiPGhrIxiJkGFXdl0ejpwmZoVdERERkVHhC/rIdGeO+vOmOdMIhAOs2bcGgIZ2qyI0KWcStS21sYorwLMbn41d05PBVqXtsGsHSLsNONVWZA6EA7idbtJd6XSEOrqF8bZgtLLr9lL59Uqe/MKTyRhmnxZOLcTjduDAWiH5ts/OTqjqVtQ08Ni7O2Jfx7crO4aQchyG2pj7tXw5FBfDZZfBpk0Qiv7urV8PM2dCl723Q71Udp2DnLMLVuAdn5dBdroLMjOtym7YJCMYnV7g9rB+z8Ba2FOZwq6IiIjIKGgPtR/yfqzDyQ67tqn5UwGYmDORiBlhT8uebtf0FkJzPbmDGoMddu3W5fx0K3z11CqcTPbiXPbqyl2ru3ZlN76NOdXY1bvvf3I6/3fdIr64YHLC/eVVdbEFrAAqdzTGjsdn+4FWDtXGfAg2bIC5c2H2bAgGYetWaGmBVavglFO6nR4Md6/sGsAlZRMHNWfX5nQY1nsgGnaDkQjpcW3Mtzy/blBt0qlIYVdERERkFLQH20d0i5re2GE3053JhTMu5N8W/xsAk3InAbCreVe3a+zqb1eGMbjSn8vhImSGYuHW3ms21RapCoatNmZ7deWu47Pn7CajQj8QfS1otXBqIe64OZmnTSuMHXfFrcI74Dbm6HsjkNaljbmtDebN65yrejTbsQNKSuCEE6yv162Dxx+3XqMvfanb6aFwpNvKyE6HwcWnTBzSMJwOg7BpgtcLbW2Ew4ltzINtk05FCrsiIiIio6A91J60NuZmfzO+oI/54+fjdlqLVk3KscJu13m7YG1RNJy6VnbtsJtqi1QFIgHcDnesAt+18hyr7LpTt7Lbn7KSfG6/cHbs61OnFMSO//LCExPOG4heV2NetgwqKuDSS4cw6iNARwfs2weTJ8OsWdaeuhUV8NZbMG4czO++rVcoYuJ2Okjvoy19MJwOg3AkWtk1TUK+jtgCVYE0D2mHuJ/z4UD77IqIiIiMAl/QF2vfHU1up5s9rVarclFmUey4Xdm1V2SOn5/a0JFY2f32gm9jDER6VT4AACAASURBVGHZmljY7VLZTbU2Zruy21Mb87+/9e/c8c4dQOpXdvuz8NjOIBNfrf/ErDHwlHW7oqZhQKHKDrsBd5ew+6w1D5xgEGpqrMrm0WhHdJ50SQlkZFhty6+/Do2NcPLJCfN1K2oaKK+qo7axnQy3k/uvnjegfZb743Q4CEfCVtgFIm1tscruDZ86kYXTiofleVKBwq6IiIjIKGgPto/qHru2NGdabI/f+LCb68klKy0rVtltCbTE7uvaxnz3eXcPaQwuh4tgOMgrW18BUreNOX6BKkisPN/0+k2x26k8Z/dQ5Ga6ezy+bX9r7PYVD5Yn7M3bH7szOuxwQHp655zdnTut/WP37oU1a47esFtTY/1tf/+nnQZ3W79Xez72KZ5evpX8zDSWb9rP6xv2EzFNHIZBToaLspL8YQ2fToPOyi5gtraSHvQTTk/nG+cMbi/tVKU2ZhEREZFRkMwFquywW5iZWNGL336oztc5R2+4t0dyOVy8sPkF/u0f1nzh2AJVqdbGbC9Q1UMbs70416KJixI+NDgcxe+zG698e33sdjA0sHmb9mrMkYgJWVnQGg3OO3fCJz9p3f7oo8EN+EhQa/0OxrYXuuEG+MxnMF0uftBQzK9e2cRNz3zE39fvI2yamEDYNPGHel6ReSisym50zi4QafOREfITTh/9f59GWlLDrmEYfzQMY79hGGt7uf9swzCaDMOojP65ebTHKCIiIjIc2oPJC7vNfmsrka4hbWLOxFgbc127FWzOnnI2K766YljHYLcx21K1shvbZzeujbnOV0dtSy3jssdxZsmZvPXlt0Z1r+SR0NtCYwunFpLuduA0wD3AeZsuh/WahCKmtWdsS4v1p6nJ2lantBQ+/HBYxn9YaozOgy+w3vscdxw8/zz3vryOd0pO6vUyXyA87CsjOx2Jld1IWxuZAT/hjMO7Pb8nyf5N/R/gvH7Oecs0zbnRP7eNwphEREREhl0y99kFK+iW5pUm3DcpZ1JsNeb6dquq9/MlP2fu2LnDOgaXI7GSmJ+RelsPrdm7hpe3vozbkdjGPOveWUy4awK+oI+p+VNxOpxJHunwig9S9rZF3zt3+oBamAGiWdeq7ObkQHMz7N5tHZw4EebMOaoru7XbrcpuRWNipXbhtOJ+rx3ulZFdDoe1GnNudCuxhkYyQn4iCrvDyzTNfwL1/Z4oIiIicphrDyVn66GmjiYAvjn/m92ef1z2OPa17cM0TVoDVttpdlr2sI+ha9hNxdWYFz60ELCqnnYFviPUwb62fQDsb9t/WK/CHC8+4F7xYHm3wNvbtkV9sReoCptxYXdXdFurSZPgxBNh82ZrVeKjTEV1Pa+8s4kWTyZX/Om9hNd77qS8Pq81GPg2UP1xOAza/CEerbEWpXLs30ehr5FQ7uD20U5lya7sHopFhmGsMQzjb4ZhzOrpBMMwrjUMY7VhGKsPHDgw2uMTERGRI1x1YzXLPlw26OtN06Qj1JGUNuYNBzcAcPrk07vd53V7iZgR/GF/bA/ZkVh8ye1IXBApFduYA+EAYFW4Y5XduMpzR6jjsF+F2RZfKRzo3Nze2Pvshu025uZmNlduBmBtJNMKu+EwbNgw5Oc63PxzywFyOlpo8ni7vd7PV9YmnHv+iWP54oLJTMq3/q2YWuwd9pWRm3wB9jR18B8fWK3Vddt2MKW+Fn/pscP6PKkg1cPu+0CJaZonAfcAz/Z0kmma95umOc80zXnFxf23AoiIiIgMxNLnl3LlM1dS3Vg9qOvtUJeMyq6tp9ZkO9i2BdpoC1phNysta9ifu9fKbgq1MeelWxW2g76DsZ9Te7Cd4szO/1seKWF3KHNzexOr7EbbmDvqm/i/v30AwJdf2s7awugqxEdhK/OxxVnkdLTR4vEmvN7PV+7mu3+pTDj37+v3cfEpE/n0HGvl9tyMnlfOHoq6NuuDnab0LAIOF4HNWxnXWqewO9pM02w2TbM1evuvgNswjMN7+TsRERE57NhzTJ/f9PygrvcFrT1Hk1HZtdkBM57dltsWbIu1MY9Eq25vYTeVKrv2CtEH2g4ktDHneHJi5xwpYXcoc3N70zXshpuaKPA1EXQ4qXdm8HYo+iGKvd/sUaQoy0OOv42m9P/P3p3Hx13V++N/ndkzWSdp0qRJkzZt6UZpIcWmIiAIchGQTUHKRQV7ERXvxfvD68KVe9WLouL1fgW84r4VEASkioLgRa1AoE1LF0rXtGmTtM022WZfzu+Pz3w+M5+ZydrZMvN6Ph48Mpn1ZNO+5v0+71Oi+35vOdSfcN9QWKKtYwBFZmVvuGGcYWKnY26ZVbkgBPpLHFh6WBkcFmDYzSwhRK2IjIsTQrwDynpTu0ObiIiIaBILyhcAAP5w8A8zerxawcxGWNr7yb1o+1hb0tt0ld1IG3M61hgfdtUqai7t2VXf0JCQujZm9Y0KIH/CLjDzvbnjMUTCbjiyZ9fmccHhGYGzqAxmsxHnLpsHOBzAiRMpeb3Z5NSoF2XeMYzYSvD09i5tz+7KeWUJ9zUaBFqbq1BkiZlunWJzy6JvupUvnI85B/cqr7VoccpfK9uyffTQYwBeA7BUCNElhPiYEOIOIcQdkbt8AMAeIcROAN8F8CEpZep/4kREREQTUI/N2XJsi7a3czrUUJeNNubl1cuxrmFd0tviK7tFpqK0TBuOD7tqaHy161W8cOiFlL/eTMS2b8cePRQbdvNlQFU6xO/ZNXo9qHY5MVhUhi9dsUIJ1XV1wMmTWV5p5r2w5xTKvC6MWIux6fVjuOGR1/Do68cw35H45sk9VyxHS5NDq+wGw+k4Zzd6uXj+PO3y25bU7g3OBdmexnyTlLJOSmmWUjZIKX8spfy+lPL7kdsfklKulFKullK2SilTe+gbERER0RSoYdcdcGNr99ZpP16t7GazjTkZNXSqe3bTMZwK0Iddi9ECgzDAYrRg8/7N+IdNk51CmRm+oDKZdk3tGliNSpunJ+DR9jID+VXZTbWEacwA5g+dgtNehq/8fq9SzayrK7jKbnunEy/sPYky3xiGbcobKqGwxL3P7sGenpGE+589XwmcNjXshlJf51PPRAaAvnJlT7rHZMXdLx1L+Zm+2ZbTbcxEREREpysswxjyDp3Wc6hhFwAOOw9P+/Ff//vXAWR3QFUyarh1B9xK2E1T5TI27A5/XjkKqa6kLi2vNVOeoAfvqH8Htty6BUII2Ew2jPhGdD97ht3xaWE3FA27jcMnMVhUhkAoMoG4trbgwm5bxwAMoRBK/R6MWKN/X2EpsbdnOOH+xVblb6XIooTdQCj1ld3YfcBbzcqwLK/JgkAYeHp7V8pfL5sYdomIiCivfW3L1+D4hgO9rt4ZP0cgHNAGFZ0cm34b5uN7HgcALHLk1gCY+DbmdExiBhIruwBwRtUZaXmtmfIEPFhYsVD7HhSZijDg0Y+KYdgdn9bGHFPZtQd8GLSXw2SITCBWK7sFtCuxtbkK5ZH98CO26N+XxWTAvIrEN7+KrUrIVduYQ2nYs2syRsNuX10jAMAWVLZn5NtPhmGXiIiI8tqTe58EAHSPdM/4OYLhIBw2B4rNxTgxOn5lSkqJr235Go44j+iuMwojvviuL2LpnKUzXkM6xA+oSncbs8lggkEo//wst5Wn5bVmyh1w6yrvNpMtIeym6/uTD7QBVWEJzIkenjJYVI5PXRwZhFVfD/h8wEDhzJttaXLgnDLle/Ph963B6oZy1JZZce+VK9F+NLFl2G6JVHbNamU39fEztrJ75kXvUF4v6IPFKHD9OQ0pf71sYtglIiKivKYGrdh21OkKhoMwGUyoK63DSdf4ld39A/txz//dg+bvNkOdqekKuBCSIW0CcS6Jrexmoo1ZrerGX84FnqBHt6e6yFyEAbc+lOXamnON0SCUyu6SJdp1HZXzUGmPnBV7RqSaf+BAFlaXPeVepbK7cHE9asttGHT5ce+ze7CrO7GNef9JZR+vzZK+AVUmQzTsNq1dCQDYseZ8PHb7+pRN584VDLtERESU19SgNZMpyqpAOKCE3ZK6CSu7hwej+3l3ntoJKaW2Xzgnw25MZTcTbczq4CcA+Ow7P5uW15opT8Cja1NO1sZ8Or9DhcBoEMpROfOiE34PVc3HkDugfLJsmfLx7bezsLrsMY8qoXa/z4Q/v90Lf0iOe6TQh3/yBto7ndFpzOmo7MaEXY804ILbf4i3v/ODvAu6AMMuERER5TmjUP7RGDtVd7rUym5tSe2Ee3YPDR7SLp/9yNlo/XErNu3aBCA3w642jTmQmTbm2Mromto1+Jd1/4Jya/bbmaWUShuzSd/G3O/uBwB869Jv4X1L3oeza8/O1hJnBaMQShtzTJvsydomDHkiYbepCbBagX37srTCNDh0CLjwQmDLlnHvYh5VqrXbR2TSPbirG8qhfscCQWWYV/TooXRMY44Ju4EQjjnqYCrOzxZ9hl0iIiLKa2rQGvOPzfg5guEgzEbzpGE3flLzG91v4PN//jyA3Ay7BmGAzWSLHj2U5jZmq8macP147eVbu7fi8y99Pi3riecP+SEhdXt2i8xFWlW+taEVz214LmH9pGc0CKjDg52VcwEAoqQ4Wtk1GpVW5nwKu7feCvztb8Add4w7eMs6poTdlSsaYTYmxq97r1oJq9kAowDMJmWYlzqNOZiGaczGmLDr9ocAKAOz8lF+flVEREREEWrQcvlPv7JbYavAiG9E248bS0qJ7Se2Y03tmqTPkWsDmVTF5mK4A+6MtDHH73k1CuO4Yfe8n5yHb7zyjYy0DqvnIMe2MdtMNu1yut4EyDcGoRyp097pxHtu+X945yd+gv4xP9o6+qPnty5aBHR0ZHehqdLVBfz970rb9t69wJEjSe9mi4Tds1YtxH3Xnpn0Pps2tuJf37sUmza2oqXJoZ2z6w2GU372bWzY9UTCrpVhl4iIiGj2MRqUfzSeTmU3EFL27JZaSiEhk7ZEb96/Ga8cfwUfWf2RpEfU5GJlFwBKraUY9g0rbczpruwap17ZVZ3Oz22q3AE3AOgHVMVcztU3KnKNBPDmcSee3t6FQVsJespqAADdQ17c/KM2JbQ1NythNx+OH3r6aeXjAw8oH7dtS7iLlBJF7lGEDUaguBjvWjIn4T43/6gNAPCpixZr+2b3nVACcigso9+7FDGK2DZm5e+PlV0iIiKiWWTAPYBvvvJN7aib025jNpi1s3ZHfCMJ99k/sB8AsPGcjTh19yls/aetOG/+edrtuRp260vrcdh5GCEZStue3fHOpzUZTAjJUNJKuVoFHvWNpmVNsTwBpbIb38asqiupS/saZrv2TidGvUG8eXwYT247HrttF0B0LyqamwGvF+jpUQZVPfpodhacCk89BaxcCVx/PWCxAO3tCXfxBcMo847BV1IGCIHK4sSJ3tr3Jsa2zsEJbz8d+squ0ibNsEtEREQ0i/zuwO/wuZc+h7d63wJw+mHXZDCh1FoKIHkA63f3w2q0othcjBJLCdbOW4snPviEdnsuDGJKpqmiCW/3KdNx09XGXFtSCwBwevXVKbXiG5aJ+xLNRuW4mkxUdtU25thqboVVeXPCYXPogi8lFxvGQmGJSrsFteU2rYpoNip7UdHcrNypoQFYsQK4+WbA48nGkk/P0JAylOq665Sge9ZZSSu73kAI5d4xBMqUN8qsJiNKrMrvvRBK67e6TzdWa/Mc2OL28aaKfs9uUFtXPmLYJSIiorykBtLu0W4Ap9nGHI62MQPAqD8x7A64B1Blr4KIKWnNK52HucXKoJ5cHW7UWNaIYZ9yNEq62pjVymj8ubUTnYFsNihhN9n3OtXUqctV9migWFKlnBU7XlWa9Fqbq7SJwmaTATaLEec0VuAzlyrfx4uWKS3NWL488cH792dmkam0a5fSir1+vfL52rVKZTfuXFy3P4RK9zD8jujvltrJICVgEAL3Xrky4difliZHwj7eVIkNu94AB1QRERERzTrx4TbtlV1PP+bYE/fjHfj0Aez+xO4Zv3a6NVU0aZfT1cZcV6qEXV/Ip7t+wrAbqexmoo25Z7QHgPLmhOqMqjOU189A2M4HLU0OLKouxsI5xdi0sRXhsESJ1YQGh/JmwfN7Tip7T0U58NZbShV082blwXv3ZnHlM7Q78je9apXyce1aYHgYOKyfyO72hzDHNYTAnGoASru3KzIUClAGejndyYewtTQ5dPt4UyXpNOYkU6LzgSnbCyAiIiJKh4SwGzj9o4cm2rPb704edsusZTizJvkE1lzQWN6oXU5XG3NsiIw1lcpuJtqYT4yeAKDfm6uG3Uy8fr6oLrUhGA6jpcmBMW8QxVYTjg0qw78kontPWy5aoTxg1SrAZFLC72yzezfgcAD19crna9cqH9vbgSVLtLt5AyHUuofgnaNUtts6BiCgfD8ApbKbyhblqYjJuvCwsktEREQ0+8SHlLf73sb3tn4PoXBonEeMT6vsTtbGXJTZf7SmQn1pvXY5XW3M1fbqpNdPFHa1AVUZqKz2jPbAbrZrb2YAQLND2Vt60YKL0v76+aLYaoTLpwwcG/MHUWo14bzFc3TtzbpgZ7EACxcChw5lZb2nZdcuJayr2xZWrACs1oR9uzuPDKDSPYJ+u7IHvLW5ClazAQYAJoPAV64+M+WV28mEY+bB5fvRQ6zsEhERUV6KPx5ox8kd+NQfPoWjQ0fxzUu/Oa3n0o4emmRAVbLKbq6rLo4G0XRVdtXjn8a7PuttzGM9mFc6T7ff2mK0YOcdO9FU3jTBIymW3WKC2x+E2x+ClECx1YSWJgdWzivDoMuPBzeckxjsGhqA7u7sLHimpAT27AE+/OHodWYzsGaNLuy2dzrx0JNtuBkSz54MItTp1PbitnUMoLW5KuNBF1Bap1VqZTdfw25+flVERERU8MZrP33+0PPa5SPOI5j/nfk4NnxswudSjx4ar7IbCocw6BmclZXd2ICerj27APDsh57Ftn/SV73Uym5IJlbb1cpuutuIX+96HY/veTzpIKqz5p7FM3anodhqhNsfgsunvHlRYlN+vrXlNgx5AskfVF8/+8JuZycwOqpMYI61di2wdas2cKutYwAVo8oRQr1F5drE6nTtxZ2q2Mru9sj5vWxjJiIiIppFxgtJb/e/DX9IGQjzw+0/RNdIF36x8xcTPpfaxmw322EQhoRq44hvBBISlUWVqVl8BqmhEkhfGzMAvH/p+9Eyr0V33URtzCLS/JruNubH9zwOALig8YK0vk4hUCq7IYyqYddqQnunE3/Z3we3P4QbHnkNj74e98aSWtkNJx4/lbN27VI+qsOpVJ/+NGC3Ax/7GAClZbnGo0w6Hyp1ZHxv7nhiz7Xe06PMH9jbkziHIB8w7BIREVFeGi/sBsNB7O+f3lEnatgVQqDUUpowoEo9ume2VwHT1cY8nonCrjq5Od1tzH3uPtSX1uO/L/vvtL5OISi2GOHyB7HtqFLNPDnsRVvHAEKRUmIoLHHvs3vQ3hlz3nJ9PRAIAP392VjyzHR0KB/POEN//dKlwL//O/DKK8COHWhpcuC91cqbNp//yIVZq+TGC8WWdiO2H3Mmuefsx7BLREREeWnMPwajUPaEqu3FahvyW33K9Fe1eiggkjxDlHrOLqAEwvggrYbf2AFHs1E625iTmTDsBpWwm+425pNjJ9FY3qjtEaaZs1tNkBL499/uAQB8+08H4LBbdEfdhKXU2nkBRKcZf/GLSgvwbHDsmFLBrUzSyXH11crHyN7dihEl+K8654zE+2ZJkqyL9Ytm37yBqWDYJSIiorw05h/DkirlCBD1LNn6MuUf1jc9dRPu/tPdU34udc8uoARCd9Ctu10Nu+XW2V3ZtRqtGX29+LAbCAWw4akNeKv3La2yezpHRk3FibET2jnAdHqKLZGBYyElTQXDYTjdfnzl6jO1t5Ms8ROZV0SOIfrxj4HW1gyu9jQcOwY0NkYnMceaP1+ZMh2ZMG3s64PfaAYqKjK8yPHFtjGrcqXqnGoMu0RERJSXXAEXzqw5E3azHWfNVQbJlFvLtT2q337t2+hz903pudQ2ZgCwm+1wB/Rhd9irtDHP9squSPaP9zSKD7u7e3fjsT2P4R+f+UetsusNetO6hpNjJ3Xn69LM2S3Kz1Ot5JqNSrDdsK4R558xB2U2EzZtVALtwy8fUtqZly6NPkE4PDuGVR07huHqOnzxmd2455nd+rZsoxFobtbCrnmwH6NljuTBOEvCScJuvmLYJSIiorw05h/DvJJ5OPTpQ7htzW0AlHAVW7189firU3ou9eghQBni5PLrjzXSKruzdM/ugTsPYPOHNmf8ddU2czXsqm9EuANu7eiodIZdX9CHQc8gaktq0/YahaTYqvw8m6uVdviHbooeNdTgsMNiMiAYCuOG77+Gb/9pP27+UZsSFF99Fbj7biUQfv/7WVv/VAWOdOL5UQseff0YNr1+DDf9oE0feBcvBg4eBADYBvswWOLQ355lydqYc2l9qcSwS0RERHlHSokx/xiKLcWoK61Da0MrPrL6I/jJ1T9BIBw9AmWqk36D4aC2pzNZZXe279ldUrUEVy29KuOvG1/ZDUtlIu+BgQPa9zidYfeU6xQAMOymSPeQBwBw4JTSem41R6NGkVk5luip7V0ISYmwBALBsLJ/d/164FvfAq66Sgm7Hk9W1j8lXi/M/b3oKonucfWHwnhqe1f0PsuXA/v3Y8eeTpQND6LLXBIN9jng1Eji31QurS+VGHaJiIgo7wTCAQTDQe0oHbPRjJ9d8zOcUXWGduwQMPXhR/FtzK6AC6FwSAtn2jTmWb5nN9O0c3bDyjm7yYKtJ5C+4KNW6NXBZXR6jvbr3wTa2TWkXbZbjPAEQjizPvo3Yo7fv/uZzyhTmR9/PO1rnbEjRwAAxyr0b5D8pr0rGhavuQbw+9G/6QnMcQ2h3+6IBvsc4LAnDmPLpfWlEsMuERER5R01IBWZixJuUwMqMLWwG5ZhSMhoG7OlGO6AG6avmnDbs7eh19WLV4+/CqMwwm62p+grKAzxld1kYTetbcyRIVhWU2YHc+WrC5ZU6z5/Z8yE3yKLEVICjZXK30htmRWbNrbqByNdeCEwdy6wZUtG1jsjhw8DAI5V6Pd5h0IxYbG1FVi8GO967H9R43Kiu7w6Mdhn0XmLq2ExRWOgQSR54yFPMOwSERFR3vEEI2HXlBh27zn/Hu2yWuWVGH9gSyCktD1rlV2TXTv79ec7f47aB2rx7P5nEZKhjA94mu3U7+kDrz0AKaU2lCpWuvfsAtG9wnR6LlpWrU1dLrYYdUHWblb28w66lL+5CrvyPdcGVQHKnt2VK4G9ezO25mmLhN1Ohz7s6sKiwQB897so6jwCowxj5JLLEoN9FrU0OXDfNWdqn3/m0jNyan2pxLBLREREeUcNSDaTLeG2/7r4vyD/Q2otzkC0jTYZteqoHj1kN9u1vZ7AxEGZJqaG3c37N+MvR/+SvI05mL42Zq2ym+Ejl/KVyWhATZnyvSwv0rfKFln0YffEsBcf/P6r+kFVgLLfde9eIFcnBh8+jKC9GINF+v35X3zfMn1YvPxyuG7cgEOVDVh2xUU5FyRXNUTbye+8aHHOrS9VGHaJiIgo70zUxqwqsZRol2P38ca747k7AEC3ZzfWty791ozXWejU7ymg/Awy3cas/tzZxpw6pTYl5MY3ORRFjiUaiITdYU8AYQn9oCpAOXd3dBTo6kIuGtqzDwdKahK+wC5n4u9pz3e+h8tvexB2qynhtmwzxqw/nztSGHaJiIgo70zUxqyKDbtqhS9eWIbxq12/AgDdnl3VtcuuxV2td+G1j72GF2958bTXXWhiw67RYEz6c8hEGzMru6nR3ulER5+yD75n2Kub7qu2Mf/9YH/C44zGmBbgdeuUj3/5S1rXOlP+/QfRWZF4LvPRflfCNGN3UCJgNKMo8rXnEoMhfwNuLIZdIiIiyjsTtTGrSq3RCbzjVXY7nB3a5WSV3TvW3gGTwYTWhlZc0nzJaa25EBkN+hAQG2zXN6zHrWtuTes0ZjVcc89uarR1DGhnuEoJ3XTfLqcyqXl393DC4y48oxptHQNKWDz7bKCmBvjDHzKy5mkJh1HZ243OmEnM8x3KG2ov7j2VcHyP269sj1BbuHOJMY+rubEYdomIiCjvpKqNub2nXbsckso/XGPDLo8aOj0TtTE/ev2jaHY0IyRD2r7pVNMqu2xjTonW5iqYIhVDIaCb7nuoN/nkc6MAXt7XiwdeiOzdPT4MXH458Kc/AaHx99JnRXc3TMEAjkWGU1lMBqxrrgQASCQe3+MJKL+3dksOtjGzsktEREQ0O6mhaaptzOOF3YODB7XLPaM9AKAbbFVuY9g9HbFh1xPw6KYxV9urtcp8ulqZOaAqtVqaHPjc5csAABVFZt3Qo3PGGYC0sLoEwbDUh8XLLwcGB4G//x14+GGgtzf5C37gA8D8+cDRoyn+SsahTmKuqMPN6xrx2D+14qZzGwEAAonH93j8yjFn9lys7DLsEhEREc1O6p7dCduYLZO3Mfe6ov/IVsNubGW3zFqW8BiaOl3YDXq0UDv2hTEUW4q1n1+6Wpk5oCr1Llk+FwAw5A7oWnqtpuSxw2YSUHOXFhYvvRQwmYB3vxu4807gS19KfKDTCTz1lDLI6ne/S/WXkZx2xm4tPvauhWhpcqBlQSXmO4qwqKYE9165MtqODcDtVyq7ubhnl2GXiIiIaJZKVRtzn7sP5dZylFnL8Im1nwDANuZUig273qAX3qAXAkL7HquV+bRVdjmgKuX6RpWflQR0e1j3nxzV3U+NWs3VJVg6V3nj6We3nqtUgysrgSuvjN550ybg/vuB/v5oa/Obb0Zvf/nldHwpiQ4fRthoQk9ZtXZOMADUlNkwMObDl57dg2+9ED1KyRPI3T27Bu7ZJSIiIpqdptLGHFvZHW8ac6+rFytrVmL4Yufu7gAAIABJREFU88NY16BMia0vq9dujz+GiKYnoY055IPVZNWOQslUGzMHVKXO1qNOLcjG7mG9cGmNrrq7YV0jSq1GlBdZEIxMtVo6N6ZT4pFHgAcfBLZtU6q8X/gCUF0N3HCDcvuOHcrHSy9V7pMuUgKf/awyMOvwYYzMnYeQwaidI9ze6cSbx4fgdAcQinwd6tetDqhiG3P2MOwSERFR3plKG3NlUaV2eaI25priGt11q2pWaZfz+XzKTEhW2Y39mamVefXnmWocUJV6rc1VsJoNMAr9HtaWJgc2bVyn3e++a1ehxGaGNxDCkCcAAHD5YwaR1dQoLcwtLUBHh7I/FwCefhr485+V1uXmZuDMM5X9venyi18ADzwA3H47cPgweqrmwWoy4M3jQwAiE6jVEdQRpshRSp5I2LWZGHazhWGXiIiI8s5U2piri6u1y+O2Mbv6UG2v1l0nhMAfNvwB97/n/hSstLAZRTQEqHt2Y8Nupiq7ZoM5Lc9fiJRQ24p/fe9SbNrYqhtStXZB9A2m9k4nbGYjPIEQhiNhVw2HCSorgV//WtmfW1cH3Hyzcg7vxz+u3OZyAYFA6r+YcBj4+teVyyMjCB04gO2mSviCYa1VubW5Cua4/chfuHwZWpocODrggskgsCMSjHMJwy4RERHRLDWVc3ZjQ2yysBuWYfS7+xMquwBw+ZLL8bl3fS4FKy1sSduYY/bPpj3sBpXXY4U+tVqaHPjURYt1QReAbmDVzT9qQ1hKDLkD8AeVqcWu8cIuABgMQH098JnPAKdOKddt3Ag4Iq/hdI7/2JnYs0cJ2Pv3AxdfDIyOwjg6ilcbzwIQbVVuaXLg3iuW6x7qjAzn+v2uEwiGZcL5u7mA5+wSERERzVKeoAcWowUGMf4/dSar7Do9ToRkKGnYpdSYtI05suc6ndOY2cKcOW0dA7r9vP5gGCdHom9kvHl8CoHwn/8ZWLMGuPtupaqrht1UtjI//DCwahWwYQNw1lnKgKyIPy9+BwB9i/awV38O9BPbjuPp7V0Je3hziaFAUmDunXBMREREdJq8Qe+Ew6mAySu76rFD8W3MlDrxRw/5gj5d2FUHgLkD7rS8vi/k43CqDFL38waCYZhNBlQVW9DR79Juv++5t7GqviKhIqxjtUaHUwFK4AVSV9mVEvja15TL//IvwF13AbW1eOr5HXjwqTfgMym/Lx9dv0BbZ2tzFYwCCEW27p4Y9uLX245DCOXp4s/fzQWmAkm7hfFVEhERUUHxBDwT7tcF9JVddVBRLDXssrKbPskqu7GVVvV4qFH/aMJjU0FtY6bMiN/PW11q1SYWA0AoLKdfAZ1JZXfbNuDJJ5PfduwY0NMDPPQQ8D//AyxYAAD4bZcPRyujk9jfOjGiXW5pcuADLQ26pwmFJCqKzFhUXZywdzkXFMiWXVZ2iYiIKP94gp5JK7uTTWPuc/cB0IdiSq34ym58G3OpVTkeatSXprAbOeqIMqelyaEFP5tZP6XYaBDTr4DOZM/uuecqH0OhxH7e115TPq5fr7v64mU12HKwX/v88jPrdLffcG4jntnRDX+kvGs2GSAgcE6jI+eCLlA4k+RZ2SUiIqK84wl6JhxOBeiDVrJzdlnZTT8hBDz3eHDW3LO0AVW6sBs5Czltld0QK7vZVBQXdv+xtWn6wfB02pg7OhKv+/3vgYoKZa9ujEtXzAUALKkpwdeuXYUN6xp1t7c0OfDY7esxp8SCmlILHtu4DqO+ACpL2CafTQy7RERElHdcfheKLcWT3m/PJ/bg+uXXJ6/supTK7hz7nJSvj6JsJhvsZnu0jTluGrNRGNNW2fWH/Nyzm0WjcYOdDp4am/7U4ooK5eNU25i9MZO933xTf5vbDfz2t8ANNwAmfQPskFs52ujuy5YmBF1VS5MDZ9aXo8Rqxl8P9iEQkqgq5u9XNjHsEhERUd5xBVzafs+JrKxZifll85MebdPr6kVlUaWuAkzpUWQqStrGLIRAiaUkvXt22cacFe2dTvzf/l7dda8c6p/yMT3tnU48/PIhtHePAmVlU6/sHjgQvRwfdnfvVs7svfzyhIc53cobYg77xOHVHwyjo9+F7/75EADgtcP9E94/F+TasUipxLBLREREeWfMP4Zi8+SVXUCpHiYNu+5etjBnSJG5SGljjpvGDCj7dsf8Y2l5XbYxZ09bxwDCkaN5VBKAPzD5MT3tnU7c+Mhr+NYL+3Hzj9rgKy2fetjdtSt6eedO/W1vvaV8PPPMhIeplV2H3Tzh08dXq1/e349HXz82tbVlUPyZx/kaeBl2iYiIKO9MtY0ZUMKuP+RHWIZ11/e5+njsUIaobzjEtzEDyr5dVnbzT2tzFUzGxCFJYQCjnkC0cpskhLV1DCAYc4btSFHJ1NuYt28HioqAG29MrOy+9RZgswELFyY8bChS2S2fJOw2VdoTrvvjnhNTW1sGtXUMaBOZc/Ec4FRh2CUiIqK84wq4UGKevI0ZgFZJjD9+aNg3jApbRcrXRonGa2MGlMou9+zmn5YmB756TWIFFQB+uKUDN/2gDd/+0/6kVcfYic1mowHWmuqpV3a3bwdWrwbWrgW6uoD+mDbjvXuBZcsAozHhYc5IZbeiaOLfl+bqxDfZ4ic354LW5ipYTAYYRW6eA5wqDLtERESUd8b8Y9Oq7AJIaGUe9g6j3Fae8rVRIrWyGz+NGUhvZTcYDsJsmLhSR+lz2Ypa7bIx5uDXsAT8obDyMUnVMXZi80MbzkFZ3RTDrpRKNffss4Hly5XrDh2K3t7ZCSxalPShQ+4Aii1GWEwTx6diq7LHv3mOHecvmZN0cnMuiD/zOBePR0oFhl0iIiLKOy6/a1p7dgHgN3t/AymjewiHfcMotzLsZkKRSdmz6w16E9qKSywlaavsBsIBDiDLoo6+6F5sAQk17hoEtMvJzt6N3evbWGVXztqdShvzqVPA8DCwYgVQVxe9TtXTA8ybl/Shh/tGYTSISfe22iNht6mqGL/82LqcDLqqliYHPnXR4rwNugDDLhEREeUZf8iPQDgwpWnMQDTs3v772/HHQ38EAEgplcouw25GFJmLMOofRViGk7Yxj/hGEvZUp0IgFIDZyMputrQdGdT2jUoJLKlVzlUOxcyt+tC5jWhpcuj28MZOcX6jY1A5a3cqld19+5SPS5cCtZGq8smTykeXSwnCcWG3vdOJLz6zG3872I8Rb3DSYU7FFqUF2mpKbIWmzONbWURERJQX+t39+ORzn8TX3/N1AJh2G7P6HO097eh39yMkQ2xjzhCbyYZgOKhdjmU2mNE53In7/nYfvnThl1L6usFwkJXdLFL3jQaCYZhNBswptkA9GEjNu28ed+L+P7yNH2zpQFgCFqNAICYN/+fv3sK7YUODzwd4PMrwqfFEwu7PB204021CCxANuyciQ6Tq67W7/2V/L2772VZIGV2POsxpvGqo2hzSOehCe6czr6umswH/uomIiCgv/O/W/8WTe5+E3axMQ51uGzMAmAwmrP3hWu1zVnYzo8gUDSjx05g/sOID+OmbP8UbPW+k/HUD4QD37GaRum+0rWMArc1V2HV8CK8e1u/P3d09gt3dI9rngZBE7IFFwbDEwaAZDYDSyhwTVuOd2roTJWYbvrx9CJbd7dhdWQWzGnZ7egAAB4ylePHlQ2htrsIvX+tE3OlIkw5zOnhKabl/+8Qobv5RW17vh50NGHaJiIgoL6iTkzuHOwHMrLIbH3zKrGUpWh1NJPZnEF/Zfd+S9+Hceedqld9U4oCq7Gtpcmhh0G6ZvPVXiGj1FFD29DYuigRcp3PCsOvdsxd9lfUICwN8wTBGyqtQpYbd7m4AwD//9ST2OcywmQ1oXVipe/ySmhLcf/1ZE4ZXtz+kXZ6sCkzpxz27RERElBcMQvlnzfHh4wAw7T27ACCE/txPtjFnRpE5prKb5NzbClsFhrxDKX/dQIgDqnJJVcnkx0DduHY+AODcBUqAXF5XinBx5G99dOJBZrU9R9FR1QAAMBkFzPV12oCq7h1vAwCO25WqrT8Yxp6eEd3jV88vnzS4Xn12PWwFcKTPbMGwS0RERHlh2DcMADjsPAxgZm3MY/4x3W1sY86M2Dbm+MouoLzpMOwdTvnrBsNBDqjKIUf7XZPeJxQp6168rAYAsKd7BPe+rHRzTBh2PR5Yu48juHgJAOCT716EssULgc5OtHc6sf25v6GrrAYuq7INwmAQ6B/z655iwBWYdH0tTQ5s+qf8P9JntmDYJSIiorwQH4aSVQiTia0qqlVhFSu7mTFRGzMAVFgrMOAZgC/oS/p4p8eJ3x/4/bRfl0cP5ZatR50Qk9znN+1dAIAup0e7btgY+Z2ZKOwePAhIif6GhQCApbVlwOLFQE8Ptr11HEt6j2JfdZN298XViZ0hVcVTe2OkEI70mS0YdomIiCgvqJXd29bchjW1a7B8zvIpPS42XKn7fVWs7GaGro3ZmLyNudfVC9t9iUEYAK567Cpc9dhV0251DoQ4oCqXtDZXwWyMxt1kwVcdGFVXZtOOLfIVRbo4Jgq7kUnMndXKubfBsASWKFXeC8IDWDTYhf3VC7S77z+Z+FzPvtkz6Tm7lFv4VhYRERHlhWHfMJZULsGPr/7xtB4XG3aPDh3V3VZfNv6wG0qdqbQxq/whPyzG6N7O7pFuvHL8FQAYt/I7Hh49lFtamhx47Pb1eGp7FwSABkcRvvH8/qT3/e7/HcLKeeU47nTjv294F/AwJg67+5XnOeKYB5zwwB8MK5VdAMvb/waEQ9gfU9mVSZ4iFJYcODXLZLWyK4T4iRCiVwixZ5zbhRDiu0KIQ0KIXUKIczK9RiIiIpodhr3DM2o7Hq+y+9/v/W9t6BWl16RtzJFJ20Biq3nDdxq0y56gB1MVCocgIblnN8e0NDnwtWtX4b5rVyEslenLQGKV1x8KIxBU/lu9QhlahbExjGvfPqCpCcNC+Xn7g2GtsounnwYAXWU3GbORA6dmm2z/L/jPAPzDBLdfDmBJ5L/bAfxvBtZEREREs9Cwb3hGbcfJKrtjXxjDZ9Z/JlVLo0lMNo15olbzWN6gd8qvqR5lxDbm3NXaXAVrZLKx0ZDY1BwKS7j8IbxyfBQwmSZvY162DJ7I0UCBUBgoLQUaG4FduxA0GtFROXEnxyO3tLCqO8tkNexKKf8GYHCCu1wN4BdS0QagQghRl5nVERER0WySispuMBxEiaVkymf0UmpMVtl1eqL7JONbzWNNJ+wGwspkXbYx566WJgc2bVQmG3/l6jN1+3mNBuDIgDK9+bafb0OwuGT8sBsKAW+/DSxfjmGP8nPv6ItUgVevBgAcr56PQJIqv/qaQgDnL6lO1ZdGGZLtyu5k6gHE9qp0Ra7TEULcLoTYJoTY1tfXl7HFERERUe6YaWU3vrI3t3huqpZEUzTZnt1rll2jtZR3DkUru2EZ1t1vRpVdtjHnNHWy8YZ1jXj89vXYsK4RN69rxIfObdSOIQqEwvBY7eOH3T//GfB48FpJAwZcynFCm14/pgybqlLakttXrk942OqGcnzrA0oYLrOZk1aXKbflethN9huVsF9cSvkDKeVaKeXa6mq+40JERFSIhrxDMwq7Quj/uVFbUpuqJdEUxbYxl1nLEm5fUrUEoXtDKLeW6yYuxx83Na3KboiV3dkmdj/vdec0wGxQoozJYICpoix52L37buCyywAA/3U8+rNWh03hjjuAs8/G795zExZXF8NkEDAIwGY24N6rVuIdCysBABV2vikyG+V62O0CMD/m8wYAPVlaCxEREWXQ9hPb8Zu9v5nSfUPhEMb8YzM+F7fzrk6toju3hJXdTLOb7drlyqLKce9nM9l0gXbAMwAA+NS5nwIwszZm7tmdnVqaHPjy1SsBAJ/9h6UocpQnhl2vF3j4Ye3TQ3MatctCKHuCsW4dsH07TtrKsbimFL/++Hr8f+9dik0bW9HS5ECxVQnIFXYLaPbJ9beyNgO4UwjxOIB1AIallCeyvCYiIiLKgJYftAAA5H8kOwREb8Q3AmDm5+I2ljeiyl6FU65TqC1mZTfTKmwV+N77vocrz7hywvvZTDZ4Q9FA2+/uBwDUlyq73GbSxszK7ux1VoPy9z7fYVeGTcWH3VdeUQLvz36GL+wYhc8UDawr55Xphk25/EHYrUa0NDl015dEwu6IJ4D2TicHVM0y2T566DEArwFYKoToEkJ8TAhxhxDijshd/gCgA8AhAD8E8MksLZWIiIiyJH5fZjLDPqWdNfaImpliG3N2fOLcT2B++fwJ72Mz2XRn6apht6FMOX7o4MBBSDn5myNAtI2Ze3ZnL6tJiTL+UBgoLweGhvR3ePFFwGzGjnMvxuO2hbqbTEZ9DHL7Qyi2JL7x8eZx5TmP9Ltw84/alH2+NGtk9a0sKeVNk9wuAXwqQ8shIiKiHOT0OFFln/hsS3Xv5kzbmAGgZ1TZKbWoctGMn4PSK76NWavslimV3X976d9gNppxV+tdkz4Xjx6a/awmIwDAFwgB8+Yp4TbWiy8C69fj1VPehKE/VcXRKm97pxPDngBGvIGE12jrGNAuB4JhtHUMsLo7i+T6nl0iIiIqcH3uyU9aUCu7M21jBqANPlpcuXjGz0HpZTVZdWHX5VeOnqm2RweUbjm2ZUrPxaOHZj9dZbehARgZibYyHz0K7NgBXHopls6NDj0zGQQq7CaU2ZQ3Odo7nbjxkdcQCkv8bmcPHn39mO41WpurYDMrZ/2aTQZlny/NGgy7RERElNPU6t14xvxjuOWZWwCcXmVXxbCbu+Iru+rl2J977LCrifDoodnPEgm7vkAk7AJAd7fy8a67ALsd+PCHcaRfeVPk0uVz8euPr0dlsVUJyFAqt8GwUvcNS+DeZ/foWpVjz/pVh1bR7MG3soiIiCin9bmSV3aD4SD+8y//CQGBY8NKNeZ0KruqiaYBU3bZTDZtGBkA+ELK/t3YvdqxZ/ZOhEcPzX5aG3MwDNQrrezo6gI8HuDZZ4GvfAXtshTfeP41AMCWg324492LYDEa4A8qYTe+UhuWMqFVOX5oFc0e/OsmIiKinDZeG3N7Tzvu23Kf7rrTqez+9OqfYvep3TN+PKWfzWRDr6tX+9wb9EJAoMRSol035bDLo4dmPbWy6w+GgYUxld0tWwCDAfj0p9G2ox+hSOU2EFL23FpMBq2ye05jBUwGICQBEXlOtirnD4ZdIiIiymnjVXaTOZ3K7kfXfHTGj6XMsBr1e3Z9QR+sJisMIrozr8g8tbDLo4dmP6NBwGQQ8AVDQP185fDcI0eAXbuAJUuAigq0NksYDAKhsNT23L68rxcDYz48/PIhrJ5fgWAYuKW1CbXlNrQ2V7GKm0f4101EREQ5xx/ya5cHPYNJ75PsTFWryZq2NVH2JduzazPZdPeZanjl0UP5wWqKtCTbbErA3bVL+a9FOae7pcmB8xfPQXunEz+77R1oaXLAGwhhT88I3uoZgTlyBNGa+RW4vqUhm18KpQHDLhEREeUcdcouAN0ezVieoAcAcP977seCigV4o/uNjKyNsif+nF1fyAerUf8GR+wbJRPh0UP5wWo2Knt2AeDss4HnnweGh4Fbb9XuU2wzobrMqlVsnW7ldyQsoe3dHfJM7feGZhdOYyYiIqKcM+Yf0y6P+JOHXbXCd9niy3DjmTfi25d9OyNro+yZSmU3NgxPhEcP5QeL0aC0MQPAmjVK0AWAyy7T7uP1h2CLDLMCALc/pF1Wz9/9xvP7dVOYKT8w7BIREVHO0YXd8Sq7AaWyO9WBRDT7xe/Z9Qa9Ca3r6oTmz734OWzev3nc5+LRQ/nBao5OVsYHP6h8rK0F1q7V7uMNhmAzR2OP06280WG3GCEi14Uiw6sov/CtLCIiIso5Uwm7auiJr+xR/rKZbPCFfJBSQggBX8iXWNkN+bDr1C5889Vvwr7VDtcXXUmfi0cP5QelshsJu4sWKdOYw2FACLR3OtHWMYD+MT/mlFgAQFe99fhDMAiBkIwOr6L8wsouERER5Rw17FYWVWLYO5z0PuqeXYbdwmEz2RCWYa0q6w16tT27j13/GACljfmJt54AALTUtYz7XDx6KD/oKrsAMG8e0NCA9k4nNvywDQ+8sB8HTo7CF1Du09YxAEOknCsBLJhjh91ixKaNrZzCnIcYdomIiCjn9Lv7AQALKxZOWtmd6lEzNPupb2yoP3tfMFrZ/dCZH8LK6pXwh/za789ELco8eig/WE0xA6pitHUMwBcMQ0IJtaNe5efd2lylnc9rEEBlsQWNlXYG3TzFsEtEREQ558TYCQDA0jlLJ92zy8pu4YgPu/F7dq0mK3whH0b9owCAUd/ouM/Fo4fyg25AVQxHkf7narcoA6pamhzYtLEVC+cUY+GcYgTDEtWlPLIsXzHsEhERUc45OXYSJoNJq+yGZWLlxhv0wiAMbEMtIGqwVYdQxe/ZtRgt8AV9Whu8GnqTYWU3PyS0MUccHXTrPg9LqV1uaXJgeV0phBDocroxMObnJOY8xbBLREREOefE2AnUltSiwlYBCak7d1flCXpgM9kghEjyDJSPklZ2Y87ZtRojlV3fFCq73LObFzz+IHqGPAlhtdFh131eYtW/qWEzG3F80I2+UT/2nhjBzT9qY+DNQwy7RERElHNOjp1EbUktyqxlAJJPZPYGvTx2qMAkC7uxlV2ryQpfMKaN2T+KL7z0Bbx4+MWE51LP47UYLeleNqVJe6cTW4860TfmTwir5Xb9mxivHxnU3e7yBXV7ff1BHj2Ujxh2iYiIKOecGD2BupI6LewO+xInMnsCHu7XLTB2s1KtUyu2vqAvobLrD/m1NuYx/xjuf+V+vPdX7014rmPDx1BiKdF+x2j2aesYQDjSnRyICavtnU48vb1Ld99QWOrC7KDLr7vdIASPHspDDLtERESUc06OncTc4rmoKlL+8alO143lDXkZdgtMY3kjAKBzuBNA8srujpM7sK9/HwAk3eut6hjqQLOjmW3ws1hrcxVMkXOE1HNyXzvcjw9+/1W8vL8PALRjhowGfZhdMKdYu2wyCHzl6jM5kTkPMewSERFRzhnyDqGyqBJzS+YCAE6NnUq4jyfg4bFDBWZBxQIAQIezA4AyoEo3jTmmyjtZe3KHUwm7NHu1NDlw63kLAAAP3XQOWpoc+O2Obq3aCwDNkVB727sW6sLswsj15zRW4NcfX48N6xoztm7KHIZdIiIiyim+oA++kA/ltnLMLY6EXVdi2I2v6lH+K7GUoKa4BkecRwAk/g6oE5YBYF7pPN1jZcw03j5XH/b27UVzBcPubNfSVAkAqC1Xfg8O9Y3pbj/Sr0xlPj7o1u3Z9fqV44retaSaFd08xrBLREREOUUdRlVmLcMc+xwAwKf/+Gk8/fbTuvt5gh4OqCpACysW4sjQEYTCIQTDQV01d8AT3ZNZV1Kne1zsbbc8cwsAYEX1ijSvltKtpkz5+feOetHe6cT2ziHd7aHImxzP7zmpG2KlhuIRj37vLuUXhl0iIiLKKbFh12gwatf/24v/prsfK7uFaUHFAhwZOqKdtRvbxhy7t1sdZqXqGokOLHJ6nai2V+Mjaz6S5tVSutWUKj//X289jqe3d0HG3W4UAgKARHSIVXunEy+8pXSLbHr9GI8cymMMu0RERJRT1MnL5dZy3fV97j48d+A57XNOYy5M80rn4eTYSQx6BgEADlu0BXXAHa3eFluKdY/rc/Vpl90BN97V+C6YDPqzV2n26XIqbcp/eusUntx2XLveKID3rpiLr15zJqxmA4wiOsSqrWNAa2sPx01ppvzCv3AiIiLKKbGV3fjrr3zsSri+6ILdbMeof5THxhSgupI6uANuHBo8BADaEDMAWrUXAFbPXY3N+zdrn8dWfd0Bd0Lll2an9kjbsgQQCCkB9vwlc3DXJWdoe3GX1pairWMArc1V2nUWkwGBYFgLwJSfGHaJiIgopwx7lcquGmR/evVPceuzt2q3/3bfb7Fh1QYMeYdQYavIyhope+pKlb24b558EwC0IWYA8PzNz+Opt5/CyuqVuH7F9fjq376q3Ra7Z9fld6HYrK/80uwUG1TVFua5ZVbd0KmWJkfC55s2tiYEYMo/DLtERESUU9TKbrlNaWP+6JqP4r4t92mVvO6RbkgpMewdTmh1pvynDp7Swm5MZffsurNxdt3ZSR/Hym5+amlywG4xwh2ZrgwAT7d346Z3NE0YYuMDMOUn7tklIiKinJKsjTl26rI36IUr4EJIhljZLUATVXbHU2Gr0PbzSinhCrgS9vTS7FVZrD9TOQzgqe1dye9MBYVhl4iIiHKKOqBKF3bN0bDrCXow5FX26THsFh61srvz1E6UWEomDK3/ddF/4Z3z34k59jno9yiVXX/Ij7AMs7KbR6riwi4AiCysg3IPwy4RERHllBHfCCxGi27Scmww8Qa92r5etdWZCkeFrULbbztZVfeeC+7BK7e9gqqiKq2y6wq4AIB7dvNIkUU5oswglJBrMRlw3TkN2V0U5QTu2SUiIqKcMuIbQamlVHddfBszK7uFSwiBxZWLsfPUTjRVNE3pMXPsc9Az2gNA2a8LJJ7DS7NXkVkJu5csn4vV8ys4dIo0rOwSERFRTkm2n9JoMGqX2cZMzY5mAMBZNWdN6f6OIgecXicAZRIzkHgOL81edotSv2uqsuNTFy1m0CUNwy4RERHllGTHwkgptcveoFfb18tpzIVJCGVH5sqalVO6f5GpCJ6ABwAru/nIalIijRp6iVQMu0RERJRTklV2wzKsXfYGvdoxMqzsFqYllUt0HydTZCqCJ6iEXe7ZzV/FVuPkd6KCwrc/iIiIKKckrewiWtl1epz4xivfQJm1DI4itisWoi+/+8t45/x34sIFF07p/kVmVnYLASu7FI+VXSIiIsopySq7sW3M+/r3oWe0B/ecfw8sxsQjRyj/WU1WvH/p+6dFk7RgAAAgAElEQVR8/yJTEQLhAELhEMNuHlL/18FmZmWX9Bh2iYiIKKdMVtntdfUCAFZWT22/JpF6TrMn6OGAqjykvhlmZLKhOPyVICIiopwy0Z7dIlORFnzLrGUZXxvNTurRVZ6AB0/ufRIGYUBVUVWWV0WpEo68FyYgsrsQyjkMu0RERJRTJprGrFboAIZdmjr192bnqZ14dv+zuPeCe1FlZ9jNFwMuPwDg6IAryyuhXMOwS0RERDnFFUgMu2ajGYB+gm65jccO0dSold3nDz0PALhp1U3ZXA6lUHunE693DAAAvveXw2jvdGZ5RZRLGHaJiIgoZwTDQfhD/oQ25h9c+QPcee6duGzRZdp1rOzSVKmV3T8d/hNqS2qnfGQR5b62jgGEI50foVAYbZHgSwQw7BIREVEO0YYHxVV255fPx4PvexAllhLtulJLaUbXRrOXWtntGulCQ1kDhODeznzR2lwFi8kAowDMJgNam9meTlE8jIqIiIhyhisw8aRcm8kGQDk2Rm1tJpqMWtkd9g3zuKo809LkwKaNrWjrGEBrcxVamnj2NkUx7BIREVHOGK+yq1JDy3i3EyWjVnbDMsywm4damhwMuZQU25iJiIgoZ0y1ssvAQtMRO8XbarRmcSVElEkMu0RERJQz3AE3AKVNORm1onvKdSpja6LZL/b3iW+UEBUOhl0iIiLKGf6Qcl7meNW361dcDwBYPmd5xtZEs5/axgww7BIVEu7ZJSIiopwRCAUAYNzhU7UltTj6L0dhMvCfMDR1sW3MDLtEhYP/T0FEREQ5IxCOhF3D+JOWmyqaMrUcyhOs7BIVpknbmIUQc4UQPxZC/DHy+QohxMfSvzQiIiIqNGpll4GEUkkdbAbwd4uokExlz+7PALwAYF7k8wMA7krXgoiIiKhwqXt2eYYupZIQgpO8iQrQVMLuHCnlEwDCACClDAIIpXVVREREVJCm0sZMNBNqKzPDLlHhmErYdQkhqgBIABBCtAIYTuuqiIiIqCBNNqCKaKbUIVUMu0SFYyoDqv4VwGYAi4QQrwCoBvCBtK6KiIiICpLaxsxAQqnGyi5R4Zk07EoptwshLgSwFIAAsF9KGUj7yoiIiKjgsI2Z0kWt7I53hjMR5Z9Jw64Q4sNxV50jhICU8hdpWhMREREVKLYxU7qwsktUeKbSxnxuzGUbgPcA2A6AYZeIiIhSim3MlC7cs0tUeKbSxvzp2M+FEOUAfpm2FREREVHBYhszpQsru0SFZyrTmOO5ASxJ9UKIiIiI2MZM6cLKLlHhmcqe3d8hcuwQlHC8AsAT6VwUERERFSZ/yA+jMMIgZvJ+PNH4WNklKjxT2bP7QMzlIIBOKWVXmtZDREREBSwQDrCqS2nBsEtUeCZ921RK+deY/15JZdAVQvyDEGK/EOKQEOLzSW7/qBCiTwjxZuS/jal6bSIiIso9gVCA+3UpLdjGTFR4xq3sCiFGEW1f1t0EQEopy07nhYUQRgAPA7gUQBeArUKIzVLKvXF3/bWU8s7TeS0iIiKaHVjZpXRhZZeo8IwbdqWUpWl+7XcAOCSl7AAAIcTjAK4GEB92iYiIqED4Q36GEUoLVnaJCs+Upz8IIWqEEI3qfyl47XoAx2M+74pcF+96IcQuIcRvhBDzx1nb7UKIbUKIbX19fSlYGhEREWVDIMw2ZkoPu9kOALCarFleCRFlyqRhVwjxfiHEQQBHAPwVwFEAf0zBa4sk18W3Tf8OwAIp5VkAXgLw82RPJKX8gZRyrZRybXV1dQqWRkRERNkQCLGNmdKDbcxEhWcqld2vAmgFcEBKuRDAewC8koLX7gIQW6ltANATewcp5YCU0hf59IcAWlLwukRERJSj2MZM6cI2ZqLCM5WwG5BSDgAwCCEMUsqXAaxJwWtvBbBECLFQCGEB8CEAm2PvIISoi/n0/QDeTsHrEhERUY5iGzOlCyu7RIVnKufsDgkhSgBsAbBJCNEL5bzd0yKlDAoh7gTwAgAjgJ9IKd8SQnwFwDYp5WYA/yyEeH/k9QYBfPR0X5eIiIhyF9uYKV3Obzof1y2/Dosci7K9FCLKECFlstOFACHEQwAeA/AmAA+UKvDNAMoBbIpUe3PO2rVr5bZt27K9DCIiIpqB9/7yvRj1j+K1j72W7aUQEVGOEkK0SynXTna/iSq7BwE8AKAOwK8BPCalTDogioiIiCgV2MZMRESpMu6eXSnl/5NSrgdwIZQW4p8KId4WQnxJCHFGxlZIREREBYNtzERElCqTDqiSUnZKKb8hpTwbwAYA14GDooiIiCgNWNklIqJUmco5u2YhxFVCiE1Qztc9AOD6tK+MiIiICg6PHiIiolQZd8+uEOJSADcBuALAGwAeB3C7lNKVobURERFRgWEbMxERpcpEA6q+COBRAHdLKQcztB4iIiIqYGxjJiKiVBk37EopL8rkQoiIiIj8IT8ru0RElBKT7tklIiIiypQR3wjKLGXZXgYREeUBhl0iIiLKCWEZxpB3CI4iR7aXQkREeYBhl4iIiHLCqG8UYRmGw8awS0REp49hl4iIiHKC0+sEAFZ2iYgoJRh2iYiIKCc4PZGwy8ouERGlAMMuERER5QRWdomIKJUYdomIiCgnsLJLRESpNO45u0RERESZ8NyB57Cndw+q7FUAWNklIqLUYNglIiKirOkZ7cGVj10JALjz3DsBsLJLRESpwTZmIiIiyppDg4e0yw9tfQg2kw0llpIsroiIiPIFwy4RERFlTfdIt+7z/7nsfyCEyNJqiIgonzDsEhERUdZ0jXTpPt+wakOWVkJERPmGYZeIiIiypmukS9e2XGotzeJqiIgonzDsEhERUdZ0j3Zjftn8bC+DiIjyEKcxExERUdZ0jXShvqweT37wSQ6mIiKilGJll4iIiLKma6QLDWUNWFmzEk0VTdleDhER5RGGXSIiIsqKYDiIk2Mn0VDakO2lEBFRHmLYJSIioqw4NXYKIRlCfVl9tpdCRER5iGGXiIiIskI9dqihjJVdIiJKPYZdIiIiyoru0W4ADLtERJQeDLtERESUcX/u+DMeaX8EAMMuERGlB48eIiIiooy75JeXAADKreWoKqrK8mqIiCgfsbJLREREGTXkHdIuN5Y3QgiRxdUQEVG+YtglIiKijGrratMuh2QoiyshIqJ8xrBLREREGbWvf592ucxalsWVEBFRPuOeXSIiIsqo7pFuWIwWfKb1M9h4zsZsL4eIiPIUwy4RERFlVNdoFxrLG3H/JfdneylERJTH2MZMREREGdU10oX60vpsL4OIiPIcwy4RERFlVPdIN8/WJSKitGPYJSIioozxBDzoHmXYJSKi9GPYJSIiooz50stfQiAUwGWLLsv2UoiIKM8x7BIREVHGtHW14fym83HRwouyvRQiIspzDLtERESUMZ3DnVhQsSDbyyAiogLAsEtERJTnNu3ahM37N2d7GQiEAugZ7UFTeVO2l0JERAWA5+wSERHluX985h8BAPI/ZFbX0TPag7AMo7G8MavrICKiwsDKLhERUR4LhALZXoKmc7gTABh2iYgoIxh2iYiI8pgaMAFg0DM47v2klOh19SIsw2lby4nREwCA+tL6tL0GERGRimGXiIgojx0aPKRdPjhwUHfb7lO7MeQdgpQStzxzC+Y+MBc/3v7jtK1lxDcCACizlqXtNYiIiFQMu0RERHns8OBh7fLBwWjYlVLirO+fheUPL8cfD/0Rm3ZvAgDs6d0z4fMdcR7BeT85DwPugWmvZdQ/CgAotZZO+7FERETTxbBLRESUZ4a8Q+hz9QEADjsPQ0AAADqHOnX3AYCTYyfx3de/i8qiSiypXIKu0a4Jn/vLf/0yXj3+Kp7Z98y01zXqi4RdC8MuERGlH8MuERFRnrngpxeg5oEahGUYhwYPYWXNStQU1+j273aNREPtC4dfwDVLr8FCx0IcHz4+4XOr+34dNse01zXiG4HdbIfRYJz2Y4mIiKaLYZeIiCjP7O7dDQB4qeMlHHYexuLKxWgsb8Sx4WPafWLDLgB8YMUH0FDagM7hzgmHVKlhV2L6xxiN+kdZ1SUiooxh2CUiIsojUkoYhPJ/70+//TQ6nB1Y5FiEpvImrbL7UsdLePnoywCAVTWrUG4tx3ua34M59jnodfXi2l9fCwAIhUPa8971/F1Y8/01eOX4KwAAl9817bWN+ke5X5eIiDLGlO0FEBERUeqcHDupVWYfaX8EALBszjJIKfHcwefQPdKNS395KQDAIAx48oNPwul1wmK04Jy6cwAAm/dvxpbOLbjgZxfgogUX4caVN+LBNx7UVXxdgRmEXd8oJzETEVHGsLJLRESUR44MHQEAXLHkCgBAubUcN668ETetugkmgwlXPHqFdt/5ZfOxdM5StDa0AgBuWHkD/uPC/wAAXPfEdQCAl4++jDueuwNhGcbXLv6a9tiZVHZHfCNsYyYiooxh2CUiIsoj6oCp+y+5H7+69lf4481/RKm1FGvnrcVXL/oqdp7aqd137by1uscKIXBps1L17Xf3Jzz37S23Y8fHdwCYYWWXbcxERJRBDLtERER5ZNg3DACoLKrEzWfdjPXz12u33Xb2bbr7fvLcTyY8fnXt6qTP67A5UGWvwpraNbCZbDPbs+vjgCoiIsochl0iIqI8MuYfAwCUWEoSbovdL9v/2X5cvPDihPske5zdbMdLH35J+7zYXDztyu6Drz+Iw87DsJvt03ocERHRTDHsEhER5RE17Babi5Pe/otrfoHrll+HKnvVuM+h7uFdNmcZAKD37l5teBUAFFumH3b/86//CQAY8AxM63FEREQzxWnMREREeWTMP4YiUxGMBmPS229ZfQtuWX3LhM/x7IeexQuHXsD7l74f+/r3odiiD87F5uJptzGvrF6JLce24L6L75vW44iIiGaKlV0iIqI8MuYfS9qKPB01xTW4ZfUtKLeVY13DuoTbJ6vsvnr8Vdzw5A3oGulCKByCP+THoGcQ1y67FiuqV5zW2oiIiKaKlV0iIqI8koqwO5mJKrs7T+7EeT85DwBwSfMl+Puxv+OJt56Ao8iBqqLxW6eJiIhSjZVdIiKiFBjxjcAT8OCKR6/Ad177Ttpf76WOl7Dr1K6E60f9o+kPu0kquwPuAUgp8dAbD2mv/9W/fRW/3PVL+P5/9u47vMr6/v/4887eIQsCSdh77yWKgIqiVBxFrQtFxSp11brQYvtFi+OnrdQW97ai4kJAlKHiYMpKwghhJmTvkEWS+/fH4dwkJCHrJCcJr8d19eo5932f+7wPPZS88v6MsmKS85PPOE9YRETE0Zwadg3DuNgwjL2GYew3DOORas57Goax5OT5jYZhdG3+KkVERGp33lvn4fO0DyviVvDAtw80+ftd+N6FDFlcdZug/JL8Jt/L1tfdl9ziXOt5ekE6oc+F8vcf/s6q+FVc1OMiurXrRkJuQqXXBXsHN2ldIiIiFTkt7BqG4Qq8DFwC9AeuMwzj9Ik8s4Es0zR7Ai8CzzRvlSIiInWzI2VHs72XfcVlgKM5R6uca+rO7uiI0ezP3M8bv70BwL6MfYBtxeWjuUe5qPtFpB5PBeDFqae63BrGLCIizcmZnd3RwH7TNA+YplkCfARcfto1lwPvnHz8KTDFMAyjGWsUERGpVWl5KQan/nnq5N+pSd9vf+Z+6/HWpK2VzjVH2L1/7P2c3/V8/vztn8kqzKpUD8CEzhMYGj4UgFuH3UqEfwSAhjGLiEizcmbYjQAq/jo64eSxaq8xTbMUyAGq/EtpGMYdhmFsMQxjS1paWhOVKyIiUr3U46mYmDw24TE6+HagtLy0Sd9vRdwK63HF4cTQPGHX1cWVx899nJziHDYf21wl7PYL68dn13zGT7f8RIBnAL/v/3sAPF09m7QuERGRipy5GnN1HVqzAddgmuarwKsAI0eOrHJeRESkKSXlJQEwKmIU5WY5z//6PKZp4qjBSJmFmXy972tuHHwjmxI3MW/tPOtctWHXvWnDLsDgDoMBWBq7lFd/e9U6fmW/K3ExXGjv2572vu0BeObCZxgSPoSpPac2eV0iIiJ2zuzsJgBRFZ5HAsdqusYwDDcgEMhslupERETqKDk/GYCOfh0J8QmhtLyUvJI8h93/kdWPcPMXN7P+yHpe3GCbA/v69NcByCuu/D55xU2/GjNAmG8YYT5hVtD987g/UzSviPeueK/KtR6uHswaOgsXQ5tAiIhI83HmvzqbgV6GYXQzDMMDuBb46rRrvgJuPvn4amCtaZrq3IqISIsRnRrNZf+7DIBwv3BrEab+L5++5mLD2bu3K+NW8t2B75g9bDazh8/G3cW9Ume3qLSI4rJiAr0CHfbeZ9IvrB8AD457kOcveh5PN0983H2a5b1FRERq47RhzKZplhqGMRdYBbgCb5qmGWMYxt+BLaZpfgW8AbxnGMZ+bB3da51Vr4iISHXu++Y+AEJ9Qm1h9+QiTIl5iSTnJxPuF97o98gstA1qWvjzQgDGRIwBIMAzoFLYTclPAaCDb4dGv2ddvHDRC2xL3saNg29slvcTERGpD2fO2cU0zRXAitOO/bXC4yLg981dl4iISF3lFOdwcc+L+eKaL/B08yTAM8A6t3zfcmYPn93o94jPiqedVzuyi7IB29xgOBl2S3IpOFGAj7sPKcdPhl2/5gm7IzqNYESnEc3yXiIiIvXl1LArIiLS2pWUleDp6omnm22l4YldJvLx1R8z89OZ3LbsNnqH9GZI+BCKSousBZvq40TZCQ5nH+aRCY/g7ebN1qStDGw/EAB/T3/WHFiD79O+LL50sTV8ubk6uyIiIi2Zwq6IiEgjnCg7gburu/XcMAx+P+D3/OnIn1i0aRHv73yfBesXkJKfwvY7t9f7/inHUygzy+gc2Jk7RtxR6VyAZwA7U3YCcOfyO/Fy8wKar7MrIiLSkinsioiINEJJWQkerh5Vjr90yUtkFGbw/q73KThRgIvhQlFpkRVI6+pM83ArDpkG2wJVQIM6yCIiIm2N9gAQERFphBPlJ6oNuwAz+8+k4EQBAOVmOXvS99Tr3luObeG3pN+A6gOsPexO6jqJczufax2rb6AWERFpixR2RUREGqGkrAR3F/dqz03tOZX2vu2Z1msaADGpMXW+b3FpMaNeG8UdX9uGLlc3NDkuIw6wzRPuFtQNgE7+nepVv4iISFulsCsiItIIJ8pq7ux6uXkR96c4ls5ciruLO9Gp0XW+b3J+cqXn1Q1jnjlgJgD3jb2PSP9IAIaGD63ze4iIiLRlCrsiIiKNcKbOLpwaVtwntA/RaXUPu8fyjlV67uvhW+Wah855iJLHS6xVmAG6tetW5/cQERFpyxR2RUREGuFMc3YrGhA2oF7DmE8PuzWxrwRt3+/24p4X1/k9RERE2jKtxiwiItIIJWUllbYeqsnA9gNZErOE/JJ8/Dz8ar0+KT8JgDERY+oUpq/sdyWJDyRqzq6IiMhJCrsiIiINVFZeRrlZXqcw2jO4JwBHco7QP6x/jdeZpkliXiIbEzfi5uLGL7N/wcWo20AsBV0REZFTFHZFREQa6ET5CYAzztm1C/EOASCzMPOM1z2x7gmeWv8UAB6uHnUOuiIiIlKZwq6IiEgDnSizhd26dHaDvYOB2sNubFoskQGRzB01l8iAyMYXKSIicpZS2BUREWmgkrISgDrN2a1r2E0rSKNHUA8envBw4wsUERE5i2lslIiISAPZhzE7srObXpBOmG9Y44sTERE5yynsioiINJDV2a3DnN0AzwBcDVde+PUF9qbvrfG6tONphHqHOqxGERGRs5XCroiISAPVZ86uYRiUmWUk5iXS9+W+5BXnVbmmrLyMzMJMdXZFREQcQGFXRESkgeozZ/d01y29juT85ErHMgszMTEJ9VFnV0REpLEUdkVERBqoPnN2T7c8bjl/XfdXNidu5u7ld5OQm0B6QToAYT7q7IqIiDSWwq6IiEgD1WfOLsC0XtPoGdzTem5g8J8t/+E/W/7DzE9mWp1edXZFREQaT2FXRESkgeozZxdg+R+WE/enOO4fez9g22YoOjUagF8TfuXpn57GwGB4x+FNU7CIiMhZRGFXRESkgeyd3foOY35h6gtc0vMSDmQdYFfKLm4ZegsAqw+sZmSnkYT4hDi8VhERkbONwq6IiEgD2efsNmSBqg5+HdiRsoPismIu7H6hNRT6d31+59AaRUREzlYKuyIictYpKy/jkdWPMHTxUDILMxt8n4Z2dgEGtx8MwPyJ85k5YCYD2g8A4NZhtza4HhERETnFzdkFiIiINKeJb09kZ8pOsouyAdiXsY+xkWMbdC/7nN26LlBV0V2j7uLS3pfSO6Q3AF9d+xV7M/bSyb9Tg2oRERGRytTZFRGRs0ZibiI/Hv6R7KJs/jjyjwBkFWY1+H6N6ex6unlaQRcgKjCKC7pf0OBaREREpDKFXRERafPKzXIOZh3k09hPAfh19q/cM+YeALKKGh52GzNnV0RERJqWhjGLiEibdizvGBEvRFjP3V3cGRo+lJyiHABrOHNDNKazKyIiIk1LYVdERNq0Pel7rMfPX/g8nQM74+XmhYu3bXBTY4YxN2bOroiIiDQthV0REWnTUo+nAvDFNV9wed/LreMerh74uPs0ahjzhoQNAPh6+DauSBEREXE4zdkVEZFWzzRN4jPjGfHqCN7Z/k6lcyn5KQBM6DyhyuvaebVrcGc3KS+JN7e/ydxRc2nn1a5B9xAREZGmo7ArIiKt3tvb36bnop78lvQbs76cRUJugnUu5XgKbi5uBHkHVXldkFcQ2cUNm7MbkxYDwBX9rmhY0SIiItKkFHZFRKTV++nIT5We3/fNfdbjlPwU2vu2x8Wo+k9ekHdQgzu725K2AdAvtF+DXi8iIiJNS2FXRERavYrd2Sv6XlFpUaqU47awW512Xu1qnLNbVFpU4/utiFvBQ6sfAiDcL7whJYuIiEgTU9gVEZFWyzRNTNMkJjUGD1cP3vzdm4R4h5BRmAHAoo2LWB63nCCvqkOYwTaMubrO7uHsw3g/5c0Ta5+o9nVbjm0B4JyoczAMw0GfRkRERBxJYVdERFqlcrOcAf8ZwPT/TScuM455587jlmG3EOoTSnpBOos2LuKeb+4BYM6IOdXeI8grqNp9drcl24YoL1i/gHKzvMr5tONp+Lj7sPbmtQ78RCIiIuJI2npIRERanT3pe+j3sm2u7O703QDcNOQmAEJ9QiktL+Web+6hf1h/Vt+4mo7+Hau9T5B3EDnFOZSVl+Hq4mod35u+13qcW5xbZbXlxLxEurXrhoerh0M/l4iIiDiOwq6IiLQ6z/z8jPX4sQmPERkQSdd2XQEI8Qmxzr1y2Ss1Bl3ACrE5xTkEewdbx/dmnAq7GQUZVcJuQm4CEQERjfoMIiIi0rQUdkVEpNVZtncZgZ6BzB09lwWTF1Q6F+oTaj0eHzX+jPexz+XNLsq2wu4nMZ/w1va3rGsyCzPpQY9Kr0vMS2Rg+4GN+gwiIiLStDRnV0REWpWMggwyCjOYP3F+laALEOJ9qrNb3XZDFdn33q24SNV3B74D4C/j/2J7v5OLXdkVlRaRnJ9MZEBkwz6AiIiINAuFXRERaVWWxCwBoHdI72rP2zu0AZ4Btd7L3tm1bz/00saXeO231zi387nMHjYbgGkfTCP1eKr1mvWH11NuljMmYkzDP4SIiIg0OYVdERFpNbYlbePuFXcDNYdd+1zaF6e+WOv97HNxL3zvQn49+iv3fnMvAD2Ce1hzf01MFm1cZL1m5f6VeLp6MqnbpIZ/EBEREWlymrMrIiKtwuIti/nj8j9az+0LUp3Oz8MPc75Zp3vahzEDjH/z1PxeL1evSotSVdx+6NeEXxkTOQYfd5+6li4iIiJOoLArIiKtwvO/PG89XnPTGtxd3Rt9z4orMHfy78RD4x8itziX24bfhpvLqX8iD+ccBqCsvIydKTu5ffjtjX5vERERaVoKuyIi0ioM7jCY+Kx4ACZ3m+yQe/q4+/DVtV8xLmocId4hGIZR6XyfkD7szdjL/sz9AMRlxlFwooBh4cMc8v4iIiLSdDRnV0REWgUvNy8AhwfN6X2mE+oTWiXoAuyZu4e7R93NrtRdJOQmsCtlF2AL3iIiItKyKeyKiEirkFucS/eg7qy/ZX2zvu99Y++j3CznuZ+f41D2IQC6B3Vv1hpERESk/hR2RUTEaTIKMvj+0PeYZu0LSuUU59AlsAu+Hr7NUNkpPYN7Mqj9IGLTYzmSc4RAz0ACvQKbtQYRERGpP4VdERFxmodXP8ykdybxwKoHqpwrKy8jPjPeep5TlOO0kNk7pDerD6zm35v/TZd2XZxSg4iIiNSPwq6IiDhFuVnOV3u/AmDRpkUczDpY6fzff/g7PRf15EDWAcA2jDnAM6DZ6wToFdzLeuxi6J9OERGR1kD/YouISLNIzE0kMTfRev7r0V9JK0jjH1P+QZlZxoe7Pqx0/bcHvgWwQnBOcQ6Bns7p7FbsKJ8oO+GUGkRERKR+tPWQiIg0qa3HtpKQm8CfVv6JnsE9WXvzWgDe2PYGfh5+zB09l2X7lvFJ7CfMO2+e9Tr7PrcJuQmYpunUzu6Ng29kV8ouugV1Y0bfGU6pQUREROpHYVdERM4oNi2We1bew76Mfbw49UWu6n9VvV4/8rWR1uOSshLANiR5ScwSrh90PX4efkzvPZ1H1zxK6vFUQrxDiMuMs4YLH8o+xPETxyk3y53W2Q3xCeGNy99wynuLiIhIwyjsiojIGd3y5S1sStwEwJM/PGmF3QNZB/h89+c8MO6BaveoBVuotQv1CSXleAr5Jfl8HPMxBScKuG34bQBM6joJgDlfz8HX3ZcPdn1gve5QziHrPs7q7IqIiEjro7ArIiI1yivOY1PiJmb0ncHutN3EZcRxvOQ4vh6+XLf0OjYlbuLB7x5kWPgwNty2AQ9XD+u1J8pOEGYbZDUAACAASURBVLjQ1ol9d8a7eLp5cs2n1xCfGc93B74jKiCKUZ1GATC843DaebXjiz1fVKnhUPYhvo23zd/tEdyjGT61iIiItAVaoEpERCw7U3by7M/PWvve7knfA8DNQ27mhakvUFxWzP/79f/xxZ4v2Hpsq/W6bcnb8Fzgye603daxfRn7rMcz+s6gZ3BPAIa+MpTl+5ZzTudzrI6wu6s7O+/cyS1Db2F67+nsuXuP9dqDWQd5aeNLDOkwhCndpjTdhxcREZE2RZ1dERGxzP5qNluObeGC7hcwvONwK+z2CelDsHcwAPO/nw9AhH8E/7n0P/QJ6UPfl/sCtkWnlu1bxqJLFpFRkAHAzjt34u/pT7/QfvQP609sWizHTxxnQtSESu8dFRjFm5e/aT1P/nMy/9zwTxb+vJDDOYdZOGVhjcOlRURERE6nsCsiIhb7MOT7V93Pi1NfZHf6blwNV3oE96g0RPmpyU9x16i7aOfVDoCj9x8l6sUoXv/tdXKKc5j6/lTuHnU37i7u9AntA4C3uzcxd8Xw8qaXSchNsObr1qSDXwerGwwwtedUR39cERERacMUdkVEhMzCTDYmbLS6sT8e/pERr47Az8OP8VHjraA7tcdU9qTv4bFzH6v0+siASIaGD2V78nbr2MubX2ZKtymVQjLA3aPvrnNdXdt1tR4P6TCkvh9LREREzmIKuyIiwqKNi3jyhycBeHDcg3QO7Mw939xDfkk+iy5ZZF234voVlJvl1d6jT0gftidvZ0DYACZ0noCfhx/zJ85vVF32sDssfJiGMIuIiEi9aIEqEZGz3M6UnXwd97X1vEdwD+aMnANA58DODAk/1VF1MVxwc6n+96SX9b4MgL6hfVl82WKev+h5/D39G1Vb96DuLLpkESuvX9mo+4iIiMjZxymdXcMwgoElQFfgEDDTNM2saq4rA3adfHrENM3fNVeNIiJng6WxS7n6k6sBmNJtCoPaD2J67+l4uHoQc1cMHXw71PleNwy+ge5B3enWrpvD6jMMg7mj5zrsfiIiInL2cNYw5keANaZpLjQM45GTzx+u5rpC0zSHNm9pIiJnj5i0GOtxmG8YL178ovW8f1j/et9vfNR4h9QlIiIi0ljOGsZ8OfDOycfvADOcVIeIyFktJT8FD1cPpveezsPnVPc7RxEREZHWyVmd3Q6maSYBmKaZZBhG+xqu8zIMYwtQCiw0TfOLZqtQROQskHw8mZ7BPfnquq+cXYqIiIiIQzVZ2DUMYzUQXs2pefW4TWfTNI8ZhtEdWGsYxi7TNOOrea87gDsAOnfu3KB6RUTORin5KfWalysiIiLSWjRZ2DVN84KazhmGkWIYRseTXd2OQGoN9zh28r8PGIbxPTAMqBJ2TdN8FXgVYOTIkaYDyhcROSsk5yczKmKUs8sQERERcThnzdn9Crj55OObgS9Pv8AwjCDDMDxPPg4FzgFim61CEZE2LO14Gs/+/CxHc48S7lvdIBwRERGR1s1ZYXchcKFhGHHAhSefYxjGSMMwXj95TT9gi2EYO4B12ObsKuyKiDjAG9ve4OHVD1NSVkK4n8KuiIiItD1OWaDKNM0MYEo1x7cAt518/AswqJlLExE5KxScKABgUPtB3DjkRidXIyIiIuJ4zursiohIM9qTvocu/+zChoQNACTmJtLRryM7/7iTTv6dnFydiIiIiOMp7IrUwUsbX+LDXR86uwyRBlsRt4IjOUcY98Y4vt73NXGZcUQERDi7LBEREZEm46x9dkValXu/uReAPwz6g5MrEWmYXam7AAj2Dmb6/6YD8Ls+v3NmSSIiIiJNSp1dkVqUlZc5uwSRRtt6bCsX97yY16a/Zh1LzE10YkUiIiIiTUthV+QMsouycfs/DYCQ1ulY3jFM0ySnKIeYtBhGdRrFlf2u5Oj9RwGY0XeGkysUERERaTr6KV7kDKJToys9LzfLcTH0OyJp+Xam7GTI4iG8Nv01Ovl3otwsZ2KXiQBEBkSS92gePu4+Tq5SREREpOnop3aRMziSc6TS85+O/OSkSqQ1+3LPl3g/5c3jax9nV8quZnnP7cnbAfhs92f8dOQn3FzcGBc1zjrv5+GnX9yIiIhIm6afdMRhEnITWLRxEaZpOrsUhzmQdaDS84lvT6SotMhJ1UhrtSFhA0WlRTy1/ikGLx7M+DfGcyj7UJO814myEzz03UOsil8F2PbT3Zexjx5BPdTJFRERkbOKwq44zNUfX80939zDweyD1rFys5xys9yJVTVc6vFU4jLj8HH3Yd6586zje9P3OrEqaY2O5B7B38Ofi3pchK+7L78m/Mq7O95t1D1Ly0ur/OLFNE3e3PYmz/3ynLVV1q7UXUSnRtMtqFuj3k9ERESktVHYFYeJy4wDKofBqBejmPXFLCdVVH+mabLwp4V8G/8tHZ7vwLs73mVY+DCu7n+1dU1MWowTK5TW6GjOUYaGD2XVDavIfyyfsZFjWRG3olH3vOi9i+j3cj/r+Xfx3zH53cncufxO61iPoB5kF2WzN2Mv3dop7IqIiMjZRWFXHKa0vBSA3em7AdsP+MfyjvHezvdazdDfDQkbeHTNo0x9f6p1bGSnkQwNH8pnMz8Dqi5aJVKbo7lHiQqMsp5f0vMSNiVuIu14GjGpMbR/rj0LflxQ5/vtSN7BukPrOJR9iOT8ZEzT5KL3L+L7Q98D8Pr010n6cxL7/rSPqT1s3+UugV0c+plEREREWjqFXXGIvOI8cotzAVsYzC7KpvM/O1vn1x5c66zS6uWdHe9UOXZO1DkAXNHvCoZ3HM66Q+uauyxpxcrNchJzE4kKOBV2p/WahonJqvhVrD6wmrSCNJ5Y9wQlZSV1uqf9F0oA3x/6nk4vdLKef/r7T5k9fDbhfuG4GC6c3/V8AM3XFRERkbOOth4Sh7B3O33cfXh3x7ukHk+1zhkYrD+8nmm9pjmrvDrblXpqpdzzu57P94e+Z3zUeOvYtQOu5aHVDxGXEUeQdxCxabGMjxqPm4v+Kkn14jLiOFF+gu5B3a1jwzsOJ9wvnA93fUgHvw7W8Z0pOxnZaWSt96z49+u6pddZj489cIyO/h0rXXvvmHtxNVyZPXx2Yz6GiIiISKujzq44xM6UnQBsvG0jYyLHsDxuOQBH7jvC6IjRrD+y3pnl1dnBrIPMGjqL+HviWXPTGhIfSCQiIMI6bw/sm49tZt6aeUx8eyL/WP8PZ5UrrcCXe78E4OKeF1vHXAwX5o6ay8r9K3l7+9v0C7XNvd2QsKFO90w9noqL4cJnMz9jQNgAbhh8A+V/La8SdAE83Tz58/g/q7MrIiIiZx2FXXGInSk7CfAMYEDYAJ6a/JR1PDIgkuEdhxObFuvE6uqm8EQhSflJ9AjqQfeg7rgYLnTy71Tpmi7tbPMej+QcObUgV4ZWZ5aarYpfxdDwoXQO7Fzp+H1j72PW0Fm082rHnBFz8HX3rbLVVU1Sj6cS5hPGFf2uIPquaN674j0Mw2iK8kVERERaLYVdcYi9GXvpF9oPwzAqDcM0DIN2Xu3ILc5t8fvvPvfLcwBnXLXWz8OPYO9g5n8/35q7m5iX2Cz1SesUmxbL0PChVY77evjy1uVvkfVwFveOvZcQnxAyCzNrvd+Xe77ktd9eqzT8WURERESqUtgVh8gqyiLUJxSwBcJAz0Au630ZAP4e/pSZZS16Rebi0mLmfz8fgB7BPc54bZBXUKWFhBJzFXalernFuSTnJ9M3pG+t1wZ7B9cp7M5YMgOwjUQQERERkZop7IpD5BbnEuAZYD3PeCiDL6+1zVW0H88ryXNKbXVxOOcwAFN7TGVMxJgzXltxqKm7izuJeYlW1zqnKIePoj9qukKlVbHvOd0ntE+t1wZ7B5NVlFXrdfa/T/Zh9CIiIiJSPYVdcYjTw66riysuhu3r5e/pb13TUtkD7OPnPV7r3McLe1xoPe4c2JmCEwXkFOeQWZjJ7K9mc93S64hJjWnSeqV1sAfS3iG9a702yCuoTp1dD1cPAF6e9nLjihMRERFp4xR2xSFOD7sV+XvYwm5esa2zuytlF//a8C/SC9Kbrb7a2MNuxe1havLJ7z9h420bmTV0Fn8Z/xcAnv/leUKeDWHp7qUAbE/ejmmavLvjXQpOFDRd4dKi2X/BE+QVVOu11Q1jfvDbBwl6Jogn1j5BwYkCdqXsIr0gnX9M+Qd3jbqrSWoWERERaSu0Oag0WklZCUWlRTWG3dOHMT++7nG+2vsVGYUZ/H3S35utzjM5kHUALzcvOvpV3brldAGeAYyOGM3oiNEczTkKwFPrn6p0zdakrYzoNIKbv7iZkrISbht+W5PULS2bfW63vRt7Jvawa5qmNbrgf9H/I7somwXrF7Bg/QLr2jMtoiYiIiIiNursSqPZO7Y1dnZPG8Zs717tSNnRDNXVTUJuApEBkfXeviUqMIrxUeMBWwd7Rt8ZuBqubE3aSk5RDmCbt/n3H/7OsFeGObxuadnsYdfTzbPWa4O9gykpK7FGAmQWZnIs7xjPXvAsr172qjUt4JKel3Bp70ubrmgRERGRNkJhV2qVXpDOwP8M5Jejv1R73h5i6zqM2R4CdyS3nLCbVpBGe9/2DXrtoksW0SekD69Nf43Pr/mcO0feybakbdafy77Mfcz/fr41tFnOHsWlxUDdO7uA1d3dlbILgIHtB3L7iNspfaIUc77JiutX4Ofh13RFi4iIiLQRCrtSq91pu4lJi2HyO5OrPV9b2D19GHNOsS3sHs45bAXfhnp166t8vvvzRt0DIO14GmE+YQ167fCOw9kzdw/XDLwGgBEdR5BXkse25G0A/HDoB+va4rLiRtcqrYe9s+vu4l7rtV3bdQVgScwSbvj8Bs5/53wABnUYBFDvUQciIiIiZzvN2ZVamdi6kcVlxZSVl+Hq4mqdKy0vZfK7thBc12HMOUU51vzElOMpBHoFNri2OV/PsdU4v24d06S8JL7Z/w0lZSVcN+g6q+a0grRatxyqqxGdRgDw4+EfgVPhHiC/JB8vNy+HvI+0fCVlJXi4etQpqE7pNoVpvabx+NrHrV+KLLl6CZEBkU1dpoiIiEibpM6u1Mo+FBMg9XhqpXNxGXHWHNyawq59yGVecR7lZjm5xbnWD/D2oc2NNWfZnDpd9/wvz3PrV7dy5/I7WRprWznZNE3SC9IJ821YZ/d0vYJ7AbArdVeVc/kl+Q55D2kdisuK6zSEGWyd2z+O/KMVdL+94VtmDpjZlOWJiIiItGkKu1KrikNv39r+FuVmufU8Ju3UfrL2ubmnczFc8PPwI68kj/ySfEzMU2G3pOFht2Idr/72ap22+MkuyrYeL1i/gHPePIedKTspLS9t8DDm03m7exPkFcSRnCNVzinsnl3snd26urD7hYyPGs+sobM4v+v5TVeYiIiIyFlAw5ilVhU7u/PWzsPFcOGRCY8AEJ0abZ3r6F/ztj3+Hv7kFudaQ5kj/Rvf2bXP9x3VaRSbj23mUPYh+of1P+NrEvMSGdVpFAeyDlj/se+N66jOLkBkQCRZRVlVjivsnl1KykrwdK19JWY7TzdPfr715yasSEREROTsoc6u1Or0RZUWb1lsrSockxZDz+CelP+1nHZe7Wq8h7+nP3kleVZAbWxn98s9X/LBrg8A2wJRAIeyD9X6OvsWQ/ZtXAC2HNsC4LDOLkBEQAQAPu4+lY639LD785GfCXsujMPZh51dSptQn2HMIiIiIuJYCrtSK/uKsnaHcw5bKw0fyTlC13Zda12AJ8AzgLziPGuxpsbO2Z2xZAZ/Wvkn4FTY/f7Q97Vu7WMPu/YOM2B9FvvWL44Q4W8Lu34efrw+/XWeveBZoOWH3dlfzSa9IJ11h9Y5u5Q2ob7DmEVERETEcRR2pVb2YczXDryWRZcsws3Fjde2vgZAYm6iFezOxD6M2VGd3Yr6hfYD4LlfnqtxL2DACtuRAZGUmWUAdAnsQnJ+MsAZO9P1Zf8z8XD1YPbw2VzR7wqgZYfdjQkb2ZuxF0CdXQcpKSvB063uw5hFRERExHE0Z1dqZR/G/O9L/k2ITwi703azeOtiHhj3AMn5yXULu57+HMo+ZHV2O/l3AhrW2S0rL6v0PNQnlB5BPYjPiicxL7HG1+1J3wNA96DurL5xNZ/GfkpSfhKHc2zBzpFht29oX8DWSYZTK1K35LC7eOtigryCMAyDfZn7nF1Om1BcqmHMIiIiIs6izq7Uyt7ZtXeo7hhxB+VmOSviVlBmllnzU8/EGsZ8srPbzqudtUJzfaUXpFd6HuQdxJqb1gA1h8l9GfsY/+Z4AMZGjmVi14ksmraIzoGdrWsas9/v6UZFjKr0vDWE3Z0pOxnZaSQjO41kb/peZ5fTJmgYs4iIiIjzKOxKreydXfuqsr1DeuNiuPDdge8A6jeM+WRnN9Ar0DpWX/ZhxwC+7r4Eewfj72nb9qimTvGijYsoLS8FTg2hBujg28F67MhQ0iOoR6Xn9oWq8kvyGffGOAb/d7C1P3FLUFpeSkxqDIPaDyLCP4KU4ynOLqlNqO9qzCIiIiLiOBrGLLWyd3bdXGxfF293byIDIlketxygTp1df49TqzG7Gq74uvvaur0N6Ozag9jqG1czuMNgPFw9rD1+a7pfdrFtf92FUxZWOt7Br0N1lzeaYRgsmLTAur999ee//fA365qdKTtbzF6q+zP3U1xWzOAOg9mUuInCE4XOLqlNKC4rrnH/aRERERFpWursSq3s3amKKy63920PwE1DbmJwh8G13iPAM4CSshLSCtII8AzAMAzbdkQNmLO7JHoJAJ0DO1t747q7uuPp6lnt/exdy8ndJvPwhIcrnavY2XW0eefN47bht9V4PiW/5XRP4zPjAVvX3tvdm6LSIidX1LpkFGRw9cdXk5hbec64hjGLiIiIOI/CrtSquKy4yoqyr09/nc+v+Zx3ZrxTpx/m7cOME3ITrLmxId4hfH/o+zrtj2t3LO8Yb25/Ey83L6ICo6q8R3XDov+w9A9sS95WaX6uXVN1dqvz2x2/VXqeejy12d77dLd8eQs3fn6j9dy+kFZUYBRebl4UlhbWuo2TnPLN/m9Yunspty2r/MuN4tKqf3dEREREpHko7EqtikuLq8w7HBI+hBl9Z9T5HvahnEdzjxLoaQu7fzv/bxSWFlqd2rrYmbITgJXXr8TLzavSuZqGRX8S+wkAvYN7VznXlJ3d0w3rOKzSc2fOi317+9u8v/N9gp8J5q/r/srhnMO4GC6E+4Xj7eZNuVluzXGW2tnnX3+z/xuW7V1mHVdnV0RERMR5NGdXalVdZ7e+AjwDAFsH0T7seUzkGAI8A6psF5RekM5VH1+Fn4cfX1/3NeVmObtSdzE0fCi7UnYBVDt02j4vuCL76s/XDLiG+8beV+U19mHQzS3MJ8wpnd1/bfgX2UXZ1vOsoiz+78f/A2wLjbm5uFm/RCgsLcTd1b3Za2yN7NtXRfhH8MzPzzC9z3RAC1SJiIiIOJM6u1Kr4rLG7xVqD7vZRdlWZxdsKyOfHnY3J27mx8M/siJuBfsy9vH29rcZ9sowVsStIDotmk7+nQj2Dq7yHtXNAX5r+1sA3DD4Brzdvau8xv65egX3atTnq6ulM5fy0PiHCPcLd0pn975V9/HkD08CMHfUXArnFXLTkJsArDnZ9j8nRyxS9cqWV/hg5weNvk9LdyTnCL1DenPHiDv45egv1nxsR/zdEREREZGGUdiVWjmiOxXkHWQ9rrifbYR/hDVf1K7i1kLL9i2znn8c8zHxmfH0Dqk6HBmospVRfkk+96+6H4DhHYfXWNueu/ew4bYN9fg0DXdlvyt55sJn6ODXodk7uyVlJZWeXz/4erzcvJg/cT4AacfTAPB2s4Xdxi5S9cWeL7hz+Z3c8PkNxKTGNOpeLdn6w+v5JPYT2vu258LuF2JisjFxI6BhzCIiIiLOpLArtXLEIjtBXhXC7umd3dNWsE3KT7LO/Xz0ZyukbT62maT8JDr6daz2Pfw9/ckuymZJ9BLKzXJ2p+0G4L+X/pdO/p1qrK1PaJ9qO8VNKTIgkv2Z+yk3yx1yv10puygrLzvjNfsz91d6bu9mdw/qzj+n/pMV168AqDSMuTFWH1gN2PYYfvqnpxt1r5bsze1vAnBO1DkMaD8AgOjUaIpLi8kuytYwZhEREREnUdiVGpWWl/LE2ifYn7nfsZ3d08JuUn5SpcWQkvOTCfAM4Lwu57Hl2BbSCmwdx30Z+ziSc6TmsOvhT3xWPNcuvZb3d75PbFosAJO7TW5U7U3hgm4XkF6QzpZjWxp9r+3J2xm8eDDP/PxMlXPf7P+GW7+8lfjMeOvP44WLXmDjbRsJ8Qmxrrt37L3Wn5N9GHNjO7vbkrcxofME5oyYw4e7PuTZn5+tdrXs1i4pL4mB7QeyYPICAjwD6BLYhejUaM57+zzKzXJ1dkVEREScRGFXarQ9eTsL1i9gd/ruRnd2Kwbcjv6nwmr3oO6Um+XWPq+A1b0d1WkUCbkJRKdGA7bwXVpeWun1FUX4R1iPD2cfJjYtFg9XD7oHdW9U7U3h4p4X42K4sHzf8kbfy97B3pq0tcq5h1c/zFvb3+K+VfcRmxaLgcGckXMYHTG6xvtZnd1GzNktKy9jR/IOhocPZ8HkBYyOGM3Dqx8mcGFgi9pfuDrH8o5xvOR4na8/mnuUXsG9cHOxrfc3sP1AlsctZ1PiJsC24JqIiIiIND+FXanR4ezD1uPG/sDu6uJqPa44pHhkp5GAbYjyr0d/5VD2IZLzk+no39EKZOuPrK8UlsP9wqt9j7GRY63H8VnxxKTF0CekjxVCWpIQnxDGRo5lxf4Vjb6Xfdsb+yJgdj8c+oGdKTttq1rv+5r538+na7uu+Lj7nPF+9jm7jRnGvD9zP8dPHGdYx2H4uPswa8gs69yzPz/b4Ps2h4gXIvD7hx//3PBP61h8Zry17VVFpmlyJOdIpT2cL+t9WaUOtn2lZhERERFpXgq7UqOKP6Tbh8A6QsWw2y+0H77uvjz47YOMf3M8N31+E0l5SYT7hTOy00h83X0BOLfLudZrahrGXDHs7kjZQWxaLP3D+jusbkeb1nMaW45t4VjesUbd51D2IQDcjFOhvri0mCs/vpKu7bqy+fbNDGw/EIAu7brUej9HDGPelrwNgGHhtr2Fr+x3JQPCBtDOqx3fHvi2wfe123JsC2sOrGn0fU5nX6QL4P5V93Pph5eSWZhJr0W9GLJ4SJU51jnFOeSX5FcKuzcOvpGewT15cuKTPD35af497d8Or1NEREREaqewKzU6nH24SbqiFcOuq4srgzsMtrbh+eXoLxzJOUKXwC54uHpYITfIK4gugbag1sGvQ7X3DfIO4tEJjzKxy0S2J2/nYPbBFh12r+p/FQAfRX/UoNefKDvBdUuv472d7wGQUZjBd/HfkXY8janvTyWzMJN/X/Jv+ob25T/T/gOAq+F6plsCjhnGvC1pGx6uHtaffwe/DkTfFc0DYx8gJjWGrMKsOt2npKyEozlHKx17Z/s7jHptFBe8d0GD66uJfci83Yq4FXyw8wNMTADGvD6m0vxy+/D7imHX18OXvXP3Mv/8+Tx67qM1rh4uIiIiIk2r5Y3vlGaTkJtAfGY8E7tOrPb84ZzD9A3tS4h3CJO6TnLY+54+DLl7UHd+TfgVgDKzjDKzjB5BPQBYMGkBPx35iQmdJ/DU5KdYvGUx/UL71Xjvp6c8TVZhFsHP2lZXbslht29oX0Z0HMFnuz/jgXEP1Pv1B7MPVgrKX+z5gs/3fG4993H3YUr3KQBM6DyBpyc/zZX9rqz1vo4Yxrw9ZTsDwgbg7upe6fi5Xc7FxOSz3Z8xe/jsWu8z46MZrNy/kpLHS3BzcSO3OJfbl90OYHX9GyOrMIuHVz9MwYkC/Dz8iM+yhdePrvqIa5deC8B3B76zrt9ybAuxabEM7jCYHw//yJVLbH+ep8+BdjH0e0QRERERZ9NPZGcp0zS59MNLOf+d83njtzeqPR+dGk33oO58P+t75p8/32HvffrqtPaO7dDwodaxHsG2sDui0whyH8nljhF3EBUYxVNTnqo0/7c6Qd5B/PfS/+JquJ5xIaaWoF9YvwYPY7bvPzyw/UAmdJ5gdR8DPAN46/K32DZnm9WlNQyDR899lD6hfWq9r/01dy2/q8Hd3d1pu61teCo6r8t5jI0cy5M/PFnrPUrKSli5fyUAV318FW7/58aq+FWcKD/BkA5Dal007en1T+P7tC+maVJUWsTS2KWUm+UUnCiwrvnXxn/x2m+v8cGuD/g45mM2JGxgRMcRnNflPOuaZfuW4e3mzbLrlgG2+chJeUlMfHsiGYUZQOXOroiIiIi0DAq7Z4HMwkxWxFVeCOmXo79YC+78L/p/VV4TmxZLfFY8F/e42GF1rL1pLa9Nf63K8a7tugLQ3rc9g9oPAqi0grJhGPV+rztH3knx48UtPoQEewVbC0zVV1KebT/ij676yOp2j4scR84jOcwaOqvBw2ftc3bzSvK45tNr6r16cn5JPkdzj9I3pG+Vcy6GC1f1u4qE3IRahzJXnCe+bN8yys1y5nw9h1CfUCZ3m1xrEJ+3dh4FJwrYnb6b2V/N5upPrmbWF7Pwe9qPGz67gaWxS1n400KGhg+l+PFiMh7KIO/RPLbcsaXK6IOV16/k3M62IfX/2vgvZn9l60oHewczf6LjfhEkIiIiIo6jYcxngcVbFjNv7Ty+veFb0grS6OTfie3J2wGYOWAmy/Yuo6SspFLH1R6OL+97ucPqmNRtEpO6VR0Obd9KqKy8jAu7X8jB7INEBUQ1+v1q6wC3BMHeweQU51BaXlrv+dFJ+bawG+4Xbi0mdefIOxtdk72zC7aQed+q+/jfVVV/IVKTfRn7ANsw7er0Cu4F2FbM9sn34U8r/8QHV35QJWDaO9cVZRdl8/V1X7MxcSOFpYWYplnjL0OC8owEkwAAF0NJREFUvILIKspiRdwKPtz1IQDv7XyPdl7t+GDXB3yw6wMAegb3rDLawDAMMh7KYGXcSvZm7K001P/Hwz9aj4/ef7TW1a1FRERExDnU2T0L2MPHvd/cy/WfXc+kdyZx/6r7CfUJZWb/mRSWFrLl2BbANvx03pp5rDu0jh5BPSotJtVU7MOYx0aO5W+T/sbm2ze3iqDqCMHetrnFS6KXnPG6qe9P5fXfXgdsQ8wfXf0o96+637rHE+c9wT+n/pMbB9/Y6Jrsc3btKm5BVRf2fX9rCrs9g3sCEJcRxwOrHmDtwbU8vf7pKtfV1FG+tPelVsCsbsXodQfXUVJWYj1/ZPUjAPyuz+9wNVx5bMJjfH7N53TwtS10VnFbpIqCvYO5fvD1/H3S36s9DyjoioiIiLRg6uyeBeKz4gn0DGR3+u5Kx/NL8q25iUuil/Dq1lf5JPYTa07jdQOva5b6BnUYxObbNzM0fChuLm41hqS2yB52b/j8Bm74/AaW/2E503pNq3RNWXkZ38Z/y7fx33Lb8NtIyE1g4c8LrfOGYdArpBf3htzrkJrsv2iY1HUS3u7e/HL0lzN2UE+3Ldk2V7im+cH2Iep/+OwP1rHFWxZzy9BbGNZxmHXM3tm9c8SddAvqRml5KcM7DgcqL6JlH3YNEJMaw+R3J3NB9wvIKsrC38OfvJI8AN674j08XT3xcPXAMAxm9J1Rp89TUfQfoyktL+XDXR8S4hNS79eLiIiISPNR2D0L7M/cz5X9riQhN4HVB1bz860/88a2N7ig+wWE+YbRP6w/L216CYAwnzBuGnwTi7cu5pyoc5qtxpGdRjbbe7Uk9rBr99iax6qE3dPn9J6+PU5TyHkkBx93H97d8S4r4lawLXkbQzoMYcGPC7h9xO1Wx39T4iZGdRpVKQhvTdrK4A6DaxyW7e3uzaSukziUfYgHxj3Alf2upMdLPXh/5/uVwm7K8RR83X3572X/rfYeAAUnCir9Gdrn+a4+sBqAly55ifWH19PRvyMBngGN/FPBWnRrSPiQRt9LRERERJqWwm4bd7zkOMn5yfQI6sHCCxayPXk746LGMS5qnHXNZb0uIzYtFk9XTw7eexBfD19uHXYrgzoMcmLlZ4fTw+7pc0cB0grSKj3flboLgHU3r6OdV7smqcseDK/oewVzV8zlv5v/yx0j7uDJH55k7aG1/DDrB77c8yUzlszg7cvf5uahNwO2Idbbkrbxh0F/ONPtWXvz2krP+4X2IyYtptKxlOMpNe6pbB8+XHGRqpyiHPZm7AXgwu4X0iWwC9cPup5ZQ2fV/YOLiIiISJuhsNvG2efr9g7pTXvf9lzU46Iq1/zlnL/w4oYXWXjBQnw9bHuXjooY1ax1nq1OD7uHc6rOj007firshjwbQmZhJhH+EZzf9fymLo8g7yBmDpjJx7Efc05nW6ffvkCTfZ53xU7z0dyj5BTnMLjD4Hq9z4D2A1h3cB3/WP8Prh14Ld2CupGSn2LNqz3d6XsBrz+8ngveuwA3FzciAyL59sZv6/dBRURERKTN0QJVbZy9W1bdnqd2oT6hFMwr4N4xjpnzKXUX5B1kPb6s92WkHk9lZdzKStekHk+1HtuHNDdn1/3agdeSW5zL//v1/1nH/rv5vyxYv8BWX8Gp+uyLU9m3QqqrAWEDSMxL5LG1j/HH5X/kh0M/8OPhH2ucv23v7Nrnl//1+79SUlZCwYkC+of1r9d7i4iIiEjbpM5uG1JwogBvN29r/uTX+77mxs9tq/PaV8CtSX23vRHHCPUJ5ZXLXmFar2mE+YQxZPEQ/vLdX7i458XW/46nD2MGrP2Im8OUblPoGdyT6NRo/D386ejfkbtW3GWdt8+T/fXor1z8gW1f5n5h9Qu7k7qe2pKqtLyUz/d8jrurOy9OfbHa6+1zdu3DmOMy4pg1dBZ3jbyr0i8QREREROTspc5uG1FaXkqff/dh7Btj2Z+5n5yiHOaumGudr24uqLQMd4y4g8iASDzdPJl37jxi0mJYd2iddb7iMGa7+nZOG8Pd1Z23Ln8Ldxd3ftfnd9Yq3V5uXlzd/2piUmMoKSvhla2vWK8J8wmr13uMiRzDwPYDAcgqyiI2LZb+Yf0J9Aqs9vqKw5iLS4s5lneMroFdGRUxqtZf7IiIiIjI2UHtvFZuzYE1zF05lwNZBygpKyExN5Fei3pZ54d3HK7hya3IlO5TAFunckLnCeQW55KUn0SQVxBhvmGV5mA3pwmdJ1AwzzZk+EjOEZ79+VlWXL+ChNwEPo39lIveu4gfDv8AwFOTn6rzNkUVbbl9C/esvIcPoz8kwDOAC7pfUOO1FYcxH809iolJt6BuDfhkIiIiItJWKey2UiVlJUz7YBprDq4h3C+ckrISADbctoF1B9cRkxZDmE8Yz130HC6GGvitRZCXbQhuVlEWN39xMx9Ff0SPoB6MiRzDp7//lPySfHan77YWi2pO9qHu3YO6W8F3b7pt9WN70F186WLmjJzToPt7unkyuMNgXv3tVfJL8ukfWvPcW/sw5nd3vEugp63727Vd1wa9r4iIiIi0TU4Ju4Zh/B54EugHjDZNc0sN110M/AtwBV43TXNhsxXZwi3espg1B9cQFRDFyutX8vW+r9l0bBOjI0YzOmK0s8uTBvJ298bLzYvMwkw+iv4IgPiseO4dcy++Hr74evjWuB2PM/QK6UWYTxhpBWn8dsdvlfbJbYg+oX2sx2daaMo+jHnZvmVW8FXYFREREZGKnNXZjQauBF6p6QLDMFyBl4ELgQRgs2EYX5mmGds8JbZs25O308m/E0fuPwKcebVlaV2CvIJIL0ivdGxG3xlOqubMXAwXNt2+ydryp7EqDs8+U9i1D2MG+DjmYyL8I4gKiGr0+4uIiIhI2+GUsGua5m6gtnl9o4H9pmkeOHntR8DlgMIucCj7kDpZbVSwdzAbEzdaz8dHjScqsOUGOUd+DyMDIvFy86r1vvZurt0F3S9o0DxhEREREWm7WvKc3QjgaIXnCcCY6i40DOMO4A6Azp07N31lLcCh7EOMixrn7DKkCQR5B/HTkZ8AWHvTWsZHjXdyRc3HxXChV3AvXF1ccXVxrfE6T1dPpvaYipebFxmFGcweNrsZqxQRERGR1qDJwq5hGKuB8GpOzTNN88u63KKaY2Z1F5qm+SrwKsDIkSOrvaat+CTmE6Z0n8LR3KNcF3ids8uRJhDsHQzYgt+4qHF4unk6uaLm9dyFtS+qZhgG39zwTTNVJCIiIiKtUZOFXdM0a943pG4SgIpjNyOBY428Z6sWnRrNzE9nEuEfQWl5KV3adXF2SdIE7Csy9wjqYQ3pPZtM7TnV2SWIiIiISBvQkvek2Qz0Mgyjm2EYHsC1wFdOrsmpNiRsACAxLxGASV0nObMcaWKDOgxydgkiIiIiIq2WU8KuYRhXGIaRAIwDlhuGserk8U6GYawAME2zFJgLrAJ2Ax+bphnjjHpbio0JG3FzcWNyt8ncM/oeeoX0cnZJ0gTGRdrmYs+fON/JlYiIiIiItF6GabatKa4jR440t2ypdtveFuu7+O94a/tbvDb9NXw9fKu9xjRNur/UnQFhA/j6D183c4XS3IpLi8+6uboiIiIiInVhGMZW0zRH1nZdSx7GfNaYu3Iu/4v+H3/57i8AfLHnC+775j6S8pIA+HLPl8z5eg6Hsg8xc8BMZ5YqzURBV0RERESkcVry1kNnheT8ZPZl7APg9d9ep19oP+755h4AXtn6Cj/M+oEZS2ZY18/oO6Pa+4iIiIiIiMgp6uw62bE82wLTL138Ev6e/lbQfXDcgxgYjHn91NbCq25YRYBngFPqFBERERERaU3U2XWyghMFAPQL68e2Odv4Lek3Ogd2ZnjH4UzuNpnXt73O/sz9rLlpDaE+oU6uVkREREREpHVQ2HWywhOFAHi7edM5sDOdAztb5y7pdQmX9LrEWaWJiIiIiIi0WhrG7GT2zq6Pu4+TKxEREREREWk7FHadTGFXRERERETE8RR2nUxhV0RERERExPEUdp3MHna93b2dXImIiIiIiEjbobDrZIWltgWq1NkVERERERFxHIVdJ7N3dr3cvJxciYiIiIiISNuhsOtkBScK8HbzxsXQ/xQiIiIiIiKOooTlZAUnCjRfV0RERERExMEUdp2s4ESB5uuKiIiIiIg4mMKukxWWFirsioiIiIiIOJjCrpPZ5+yKiIiIiIiI4yjsOpmGMYuIiIiIiDiewq4TxWfGs/rAajzdPJ1dioiIiIiISJuisOskxaXFTHx7IgCpx1OdXI2IiIiIiEjborDrJDtSdpCYl8jFPS/m5WkvO7scERERERGRNsXN2QWcrWLTYgF46eKX6BXSy8nViIiIiIiItC3q7DpJbFosnq6edAvq5uxSRERERERE2hyFXSeJSYuhT2gf3FzUXBcREREREXE0hV0nME2Trce2MqTDEGeXIiIiIiIi0iYp7DrBb0m/kXI8hXGR45xdioiIiIiISJuksNvMsgqzGPnaSADGRo51cjUiIiIiIiJtk8JuM9uWvA2A0RGjGdxhsJOrERERERERaZsUdpvZjuQdACy7bhmuLq5OrkZERERERKRtUthtZjtSdhDuF0573/bOLkVERERERKTNUthtZh6uHpzX5TxnlyEiIiIiItKmaZPXZvbq9FedXYKIiIiIiEibp86uiIiIiIiItDkKuyIiIiIiItLmKOyKiIiIiIhIm6OwKyIiIiIiIm2Owq6IiIiIiIi0OQq7IiIiIiIi0uYo7IqIiIiIiEibo7ArIiIiIiIibY7CroiIiIiIiLQ5CrsiIiIiIiLS5ijsioiIiIiISJujsCsiIiIiIiJtjsKuiIiIiIiItDkKuyIiIiIiItLmKOyKiIiIiIhIm6OwKyIiIiIiIm2Owq6IiIiIiIi0OQq7IiIiIiIi0uYo7IqIiIiIiEibo7ArIiIiIiIibY7CroiIiIiIiLQ5CrsiIiIiIiLS5ijsioiIiIiISJtjmKbp7BocyjCMNOCws+uoRSiQ7uwixOn0PRDQ90Bs9D0Q0PdAbPQ9END3oDZdTNMMq+2iNhd2WwPDMLaYpjnS2XWIc+l7IKDvgdjoeyCg74HY6HsgoO+Bo2gYs4iIiIiIiLQ5CrsiIiIiIiLS5ijsOserzi5AWgR9DwT0PRAbfQ8E9D0QG30PBPQ9cAjN2RUREREREZE2R51dERERERERaXMUdkVERERERKTNUdhtZoZhXGwYxl7DMPYbhvGIs+uRpmEYRpRhGOsMw9htGEaMYRj3njwebBjGd4ZhxJ3876CTxw3DMF46+b3YaRjGcOd+AnEkwzBcDcPYZhjG1yefdzMMY+PJ78ESwzA8Th73PPl8/8nzXZ1ZtziWYRjtDMP41DCMPSf/v2Gc/j/h7GMYxv0n/12INgzjf4ZheOn/E9o+wzDeNAwj1TCM6ArH6v333zD+f3v3H3tVXcdx/PkKokI0xLQIcggRRYRYRijNkTo0Y9KWLYyKia25fmCrTMk/zC2XDRe5lazCH1SWc0DF2kwcNSsnioaDJmmKBhgpkx9CNIx49cf5XLhevxRf+97vl3u+r8d29z2fz3l/7z13930+977v+ZxzNafE/0XSnL54LvHKHSYPFpT3hXWSfi5paNO6+SUPHpN0XlN/6okjlGK3F0kaAHwP+CAwHrhY0vi+3apok/3Al22/A5gCfK681lcBq2yPBVaVNlQ5MbbcPgMs6v1Njja6HNjQ1P4WsLDkwQ7g0tJ/KbDD9luBhSUu6uNG4Ne23w6cSpUTGRP6EUkjgHnA6bYnAAOAWWRM6A9uA85v6evW/i9pGHAN8D5gMnBNo0COjnEbL8+De4AJticCjwPzAcrnxlnAO8v/3FS+PE890Q0pdnvXZOAJ2xttvwjcAczs422KNrC91fYfy/Juqg+1I6he7yUlbAnw4bI8E/iRK6uBoZKG9/JmRxtIGgl8CFhc2gLOBpaWkNY8aOTHUuCcEh8dTtJxwFnAzQC2X7S9k4wJ/dFA4HWSBgKDga1kTKg9278Dtrd0d3f/Pw+4x/Z22zuoiqTWwimOYl3lge2VtveX5mpgZFmeCdxhe5/tp4AnqGqJ1BPdkGK3d40ANje1t5S+qLEy7ew04AHgjba3QlUQAyeVsORGfX0H+CpwoLRPAHY2vbE1v9YH86Cs31Xio/ONBrYBt5Yp7YslHUPGhH7F9jPADcAmqiJ3F/AwGRP6q+7u/xkX6m8ucFdZTh70gBS7vaurb2Pz2081JmkIsAz4ou0X/ltoF33JjQ4naQbwnO2Hm7u7CPURrIvONhB4N7DI9mnAPzg0ZbEryYUaKlNOZwKnAG8GjqGaitgqY0L/drjXPflQY5KupjoN7vZGVxdhyYNuSrHbu7YAb2lqjwT+1kfbEm0m6dVUhe7ttpeX7mcbUxHL3+dKf3KjnqYCF0p6mmqa0dlUR3qHlimM8NLX+mAelPWv5+XT3qIzbQG22H6gtJdSFb8ZE/qXc4GnbG+z/S9gOXAmGRP6q+7u/xkXaqpcbGwGMNt2o3BNHvSAFLu9aw0wtlx1cRDVSecr+nibog3KOVU3Axtsf7tp1QqgcfXEOcAvm/o/Va7AOAXY1ZjaFJ3L9nzbI22Potrff2N7NvBb4KIS1poHjfy4qMTn29oasP13YLOkcaXrHOBRMib0N5uAKZIGl/eJRh5kTOifurv/3w1Ml3R8mSUwvfRFB5N0PnAlcKHtvU2rVgCzylXZT6G6YNmDpJ7oFmXM7F2SLqA6sjMAuMX2dX28SdEGkt4P/B5Yz6FzNb9Gdd7uncDJVB96Pmp7e/nQ812qC03sBS6x/VCvb3i0jaRpwFdsz5A0mupI7zBgLfAJ2/skvRb4MdU53tuBWbY39tU2R8+SNInqQmWDgI3AJVRfOmdM6EckXQt8jGq64lrg01Tn22VMqDFJPwOmAW8AnqW6qvIv6Ob+L2ku1ecJgOts39qbzyP+P4fJg/nAa4DnS9hq25eV+KupzuPdT3VK3F2lP/XEEUqxGxEREREREbWTacwRERERERFROyl2IyIiIiIionZS7EZERERERETtpNiNiIiIiIiI2kmxGxEREREREbUz8H+HRERExCsl6QRgVWm+Cfg3sK2099o+s4cfbzDwQ2AiIGAn1U+YDAQ+bvumnny8iIiIo1V+eigiIqKXSPo6sMf2DW18jPnAiba/VNrjgKeB4cCvbE9o12NHREQcTTKNOSIioo9I2lP+TpN0r6Q7JT0u6XpJsyU9KGm9pDEl7kRJyyStKbepXdztcOCZRsP2Y7b3AdcDYyQ9ImlBub8ryv2sk3Rt6Rsl6c+SlpT+peVocUREREdJsRsREXF0OBW4HHgX8EngbbYnA4uBL5SYG4GFtt8LfKSsa3ULcKWk+yV9Q9LY0n8V8KTtSbavkDQdGAtMBiYB75F0VokdB/zA9kTgBeCzPf1kIyIi2i3n7EZERBwd1tjeCiDpSWBl6V8PfKAsnwuMl9T4n+MkHWt7d6PD9iOSRgPTS/waSWcA/2x5vOnltra0h1AVv5uAzbbvK/0/AeYBbZt6HRER0Q4pdiMiIo4O+5qWDzS1D3Do/fpVwBm2WwvXl7C9B1gOLJd0ALgAWNYSJuCbtr//kk5pFNB6QY9c4CMiIjpOpjFHRER0jpXA5xsNSZNaAyRNlXR8WR4EjAf+CuwGjm0KvRuYK2lIiR0h6aSy7uRyNBjgYuAPPf1EIiIi2i3FbkREROeYB5xeLhz1KHBZFzFjgHslraeaovwQsMz288B9kv4kaYHtlcBPgftL7FIOFcMbgDmS1gHDgEXtfVoRERE9Lz89FBEREQeVacz5iaKIiOh4ObIbERERERERtZMjuxEREREREVE7ObIbERERERERtZNiNyIiIiIiImonxW5ERERERETUTordiIiIiIiIqJ0UuxEREREREVE7/wHzZvO2SfdyxAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = model.predict(X_test)\n",
    "\n",
    "plt.plot(np.arange(0, len(y_train)), y_train, 'g', label=\"history\")\n",
    "plt.plot(np.arange(len(y_train), len(y_train) + len(y_test)), y_test, marker='.', label=\"true\")\n",
    "plt.plot(np.arange(len(y_train), len(y_train) + len(y_test)), y_pred, 'r', label=\"prediction\")\n",
    "plt.ylabel('Value')\n",
    "plt.xlabel('Time Step')\n",
    "plt.legend()\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y_test, marker='.', label=\"true\")\n",
    "plt.plot(y_pred, 'r', label=\"prediction\")\n",
    "plt.ylabel('Value')\n",
    "plt.xlabel('Time Step')\n",
    "plt.legend()\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}