rnn-stock-prediction.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting yfinance\n",
      "  Downloading yfinance-0.1.54.tar.gz (19 kB)\n",
      "Requirement already satisfied: pandas>=0.24 in /opt/conda/lib/python3.6/site-packages (from yfinance) (0.25.3)\n",
      "Requirement already satisfied: numpy>=1.15 in /opt/conda/lib/python3.6/site-packages (from yfinance) (1.18.1)\n",
      "Requirement already satisfied: requests>=2.20 in /opt/conda/lib/python3.6/site-packages (from yfinance) (2.22.0)\n",
      "Collecting multitasking>=0.0.7\n",
      "  Downloading multitasking-0.0.9.tar.gz (8.1 kB)\n",
      "Requirement already satisfied: pytz>=2017.2 in /opt/conda/lib/python3.6/site-packages (from pandas>=0.24->yfinance) (2019.3)\n",
      "Requirement already satisfied: python-dateutil>=2.6.1 in /opt/conda/lib/python3.6/site-packages (from pandas>=0.24->yfinance) (2.8.0)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /opt/conda/lib/python3.6/site-packages (from requests>=2.20->yfinance) (3.0.4)\n",
      "Requirement already satisfied: idna<2.9,>=2.5 in /opt/conda/lib/python3.6/site-packages (from requests>=2.20->yfinance) (2.8)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/lib/python3.6/site-packages (from requests>=2.20->yfinance) (1.24.3)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.6/site-packages (from requests>=2.20->yfinance) (2019.11.28)\n",
      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.6/site-packages (from python-dateutil>=2.6.1->pandas>=0.24->yfinance) (1.14.0)\n",
      "Building wheels for collected packages: yfinance, multitasking\n",
      "  Building wheel for yfinance (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for yfinance: filename=yfinance-0.1.54-py2.py3-none-any.whl size=22409 sha256=aea6bab76e28963aa07e04dd59e44bb0782e5f43c6ccf3e39a32fa4473692432\n",
      "  Stored in directory: /root/.cache/pip/wheels/6f/ad/f4/4a269deab015672fd1ab353d6b2c3fcf64f413980737c13541\n",
      "  Building wheel for multitasking (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for multitasking: filename=multitasking-0.0.9-py3-none-any.whl size=8366 sha256=2487a348a5bc0ac05a28f09d716adef87732477f55c81cceb0411faf56e8488d\n",
      "  Stored in directory: /root/.cache/pip/wheels/5e/8a/c4/59c699498647c7c94b14c87a904ca7540646107b3d94b7c320\n",
      "Successfully built yfinance multitasking\n",
      "Installing collected packages: multitasking, yfinance\n",
      "Successfully installed multitasking-0.0.9 yfinance-0.1.54\n"
     ]
    }
   ],
   "source": [
    "!pip install yfinance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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": 3,
   "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": 4,
   "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": 5,
   "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,
          368.56
         ],
         "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=\"6e232ac6-bab8-4a54-9636-950b8a9b3790\" 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(\"6e232ac6-bab8-4a54-9636-950b8a9b3790\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '6e232ac6-bab8-4a54-9636-950b8a9b3790',\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, 368.56], \"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('6e232ac6-bab8-4a54-9636-950b8a9b3790');\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": 73,
   "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": 74,
   "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": 75,
   "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 = df1[:train_size].mean()\n",
    "train_std = df1[:train_size].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": 9,
   "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": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Values of training dataset now standardize\n",
    "train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "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": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1006, 1, 1) (1006,)\n"
     ]
    }
   ],
   "source": [
    "# (samples, time_steps, features)\n",
    "time_steps = 1\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": "markdown",
   "metadata": {},
   "source": [
    "# Building the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import LSTM\n",
    "from keras.layers import Dropout\n",
    "from keras.layers import Dense\n",
    "from keras.optimizers import Adam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 1)"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape[-2:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_model(LSTM_unit, dropout, lr, train):\n",
    "    model = Sequential()\n",
    "    model.add(LSTM(units=LSTM_unit,return_sequences=True,input_shape=(train.shape[-2:])))\n",
    "    model.add(Dropout(dropout))\n",
    "\n",
    "    model.add(LSTM(units=LSTM_unit,return_sequences=True))\n",
    "    model.add(Dropout(dropout))\n",
    "\n",
    "    model.add(LSTM(units=LSTM_unit,return_sequences=True))\n",
    "    model.add(Dropout(dropout))\n",
    "\n",
    "    model.add(LSTM(units=LSTM_unit))\n",
    "    model.add(Dropout(dropout))\n",
    "\n",
    "    model.add(Dense(units=1))\n",
    "\n",
    "    model.compile(optimizer=Adam(lr),loss='mean_squared_error')\n",
    "    \n",
    "    return model\n",
    "\n",
    "model = build_model(50, 0.2, 0.001, X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_15\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm_40 (LSTM)               (None, 1, 50)             10400     \n",
      "_________________________________________________________________\n",
      "dropout_34 (Dropout)         (None, 1, 50)             0         \n",
      "_________________________________________________________________\n",
      "lstm_41 (LSTM)               (None, 1, 50)             20200     \n",
      "_________________________________________________________________\n",
      "dropout_35 (Dropout)         (None, 1, 50)             0         \n",
      "_________________________________________________________________\n",
      "lstm_42 (LSTM)               (None, 1, 50)             20200     \n",
      "_________________________________________________________________\n",
      "dropout_36 (Dropout)         (None, 1, 50)             0         \n",
      "_________________________________________________________________\n",
      "lstm_43 (LSTM)               (None, 50)                20200     \n",
      "_________________________________________________________________\n",
      "dropout_37 (Dropout)         (None, 50)                0         \n",
      "_________________________________________________________________\n",
      "dense_9 (Dense)              (None, 1)                 51        \n",
      "=================================================================\n",
      "Total params: 71,051\n",
      "Trainable params: 71,051\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 905 samples, validate on 101 samples\n",
      "Epoch 1/50\n",
      "905/905 [==============================] - 2s 3ms/step - loss: 0.9033 - val_loss: 1.9499\n",
      "Epoch 2/50\n",
      "905/905 [==============================] - 0s 66us/step - loss: 0.8911 - val_loss: 1.9488\n",
      "Epoch 3/50\n",
      "905/905 [==============================] - 0s 66us/step - loss: 0.8859 - val_loss: 1.9370\n",
      "Epoch 4/50\n",
      "905/905 [==============================] - 0s 69us/step - loss: 0.8769 - val_loss: 1.9096\n",
      "Epoch 5/50\n",
      "905/905 [==============================] - 0s 69us/step - loss: 0.8577 - val_loss: 1.8519\n",
      "Epoch 6/50\n",
      "905/905 [==============================] - 0s 65us/step - loss: 0.8184 - val_loss: 1.7344\n",
      "Epoch 7/50\n",
      "905/905 [==============================] - 0s 62us/step - loss: 0.7467 - val_loss: 1.5135\n",
      "Epoch 8/50\n",
      "905/905 [==============================] - 0s 69us/step - loss: 0.6167 - val_loss: 1.1371\n",
      "Epoch 9/50\n",
      "905/905 [==============================] - 0s 68us/step - loss: 0.4232 - val_loss: 0.6136\n",
      "Epoch 10/50\n",
      "905/905 [==============================] - 0s 66us/step - loss: 0.2016 - val_loss: 0.1295\n",
      "Epoch 11/50\n",
      "905/905 [==============================] - 0s 66us/step - loss: 0.0645 - val_loss: 0.0154\n",
      "Epoch 12/50\n",
      "905/905 [==============================] - 0s 68us/step - loss: 0.0338 - val_loss: 0.0424\n",
      "Epoch 13/50\n",
      "905/905 [==============================] - 0s 70us/step - loss: 0.0244 - val_loss: 0.0143\n",
      "Epoch 14/50\n",
      "905/905 [==============================] - 0s 65us/step - loss: 0.0249 - val_loss: 0.0136\n",
      "Epoch 15/50\n",
      "905/905 [==============================] - 0s 68us/step - loss: 0.0295 - val_loss: 0.0192\n",
      "Epoch 16/50\n",
      "905/905 [==============================] - 0s 77us/step - loss: 0.0237 - val_loss: 0.0146\n",
      "Epoch 17/50\n",
      "905/905 [==============================] - 0s 75us/step - loss: 0.0212 - val_loss: 0.0108\n",
      "Epoch 18/50\n",
      "905/905 [==============================] - 0s 68us/step - loss: 0.0191 - val_loss: 0.0111\n",
      "Epoch 19/50\n",
      "905/905 [==============================] - 0s 72us/step - loss: 0.0202 - val_loss: 0.0112\n",
      "Epoch 20/50\n",
      "905/905 [==============================] - 0s 78us/step - loss: 0.0229 - val_loss: 0.0113\n",
      "Epoch 21/50\n",
      "905/905 [==============================] - 0s 73us/step - loss: 0.0219 - val_loss: 0.0115\n",
      "Epoch 22/50\n",
      "905/905 [==============================] - 0s 64us/step - loss: 0.0236 - val_loss: 0.0115\n",
      "Epoch 23/50\n",
      "905/905 [==============================] - 0s 69us/step - loss: 0.0209 - val_loss: 0.0126\n",
      "Epoch 24/50\n",
      "905/905 [==============================] - 0s 88us/step - loss: 0.0228 - val_loss: 0.0125\n",
      "Epoch 25/50\n",
      "905/905 [==============================] - 0s 72us/step - loss: 0.0233 - val_loss: 0.0143\n",
      "Epoch 26/50\n",
      "905/905 [==============================] - 0s 61us/step - loss: 0.0215 - val_loss: 0.0126\n",
      "Epoch 27/50\n",
      "905/905 [==============================] - 0s 64us/step - loss: 0.0193 - val_loss: 0.0123\n",
      "Epoch 28/50\n",
      "905/905 [==============================] - 0s 66us/step - loss: 0.0198 - val_loss: 0.0126\n",
      "Epoch 29/50\n",
      "905/905 [==============================] - 0s 64us/step - loss: 0.0228 - val_loss: 0.0127\n",
      "Epoch 30/50\n",
      "905/905 [==============================] - 0s 75us/step - loss: 0.0207 - val_loss: 0.0130\n",
      "Epoch 31/50\n",
      "905/905 [==============================] - 0s 73us/step - loss: 0.0198 - val_loss: 0.0125\n",
      "Epoch 32/50\n",
      "905/905 [==============================] - 0s 82us/step - loss: 0.0223 - val_loss: 0.0125\n",
      "Epoch 33/50\n",
      "905/905 [==============================] - 0s 63us/step - loss: 0.0208 - val_loss: 0.0125\n",
      "Epoch 34/50\n",
      "905/905 [==============================] - 0s 65us/step - loss: 0.0203 - val_loss: 0.0127\n",
      "Epoch 35/50\n",
      "905/905 [==============================] - 0s 67us/step - loss: 0.0241 - val_loss: 0.0128\n",
      "Epoch 36/50\n",
      "905/905 [==============================] - 0s 70us/step - loss: 0.0231 - val_loss: 0.0173\n",
      "Epoch 37/50\n",
      "905/905 [==============================] - 0s 64us/step - loss: 0.0214 - val_loss: 0.0144\n",
      "Epoch 38/50\n",
      "905/905 [==============================] - 0s 64us/step - loss: 0.0217 - val_loss: 0.0126\n",
      "Epoch 39/50\n",
      "905/905 [==============================] - 0s 66us/step - loss: 0.0207 - val_loss: 0.0125\n",
      "Epoch 40/50\n",
      "905/905 [==============================] - 0s 68us/step - loss: 0.0195 - val_loss: 0.0125\n",
      "Epoch 41/50\n",
      "905/905 [==============================] - 0s 62us/step - loss: 0.0199 - val_loss: 0.0128\n",
      "Epoch 42/50\n",
      "905/905 [==============================] - 0s 63us/step - loss: 0.0210 - val_loss: 0.0146\n",
      "Epoch 43/50\n",
      "905/905 [==============================] - 0s 64us/step - loss: 0.0233 - val_loss: 0.0137\n",
      "Epoch 44/50\n",
      "905/905 [==============================] - 0s 63us/step - loss: 0.0231 - val_loss: 0.0125\n",
      "Epoch 45/50\n",
      "905/905 [==============================] - 0s 61us/step - loss: 0.0206 - val_loss: 0.0125\n",
      "Epoch 46/50\n",
      "905/905 [==============================] - 0s 64us/step - loss: 0.0189 - val_loss: 0.0125\n",
      "Epoch 47/50\n",
      "905/905 [==============================] - 0s 61us/step - loss: 0.0188 - val_loss: 0.0124\n",
      "Epoch 48/50\n",
      "905/905 [==============================] - 0s 67us/step - loss: 0.0190 - val_loss: 0.0124\n",
      "Epoch 49/50\n",
      "905/905 [==============================] - 0s 64us/step - loss: 0.0207 - val_loss: 0.0129\n",
      "Epoch 50/50\n",
      "905/905 [==============================] - 0s 61us/step - loss: 0.0244 - val_loss: 0.0179\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(\n",
    "    X_train, y_train,\n",
    "    epochs=50,\n",
    "    batch_size=128,\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": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/opt/conda/lib/python3.6/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "def loss_plot(history):\n",
    "    plt.plot(history.history['loss'], label='train')\n",
    "    plt.plot(history.history['val_loss'], label='test')\n",
    "    plt.legend()\n",
    "    \n",
    "    return plt\n",
    "\n",
    "loss_plot(history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate original values\n",
    "y_inv = (y_train*int(train_std))+int(train_mean)\n",
    "ytest_inv = (y_test*int(train_std))+int(train_mean)\n",
    "\n",
    "# Calculate predicted values\n",
    "y_pred = model.predict(X_test)\n",
    "ypred_inv = (y_pred*int(train_std))+int(train_mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "def full_plot(y_inv, ytest_inv, ypred_inv):\n",
    "    plt.plot(np.arange(0, len(y_inv)), y_inv, 'g', label=\"history\")\n",
    "    plt.plot(np.arange(len(y_inv), len(y_inv) + len(ytest_inv)), ytest_inv, marker='.', label=\"true\")\n",
    "    plt.plot(np.arange(len(y_inv), len(y_inv) + len(ytest_inv)), ypred_inv, 'r', label=\"prediction\")\n",
    "    plt.ylabel('Value')\n",
    "    plt.xlabel('Time Step')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "    \n",
    "    return plt\n",
    "\n",
    "full_plot(y_inv, ytest_inv, ypred_inv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7YAAAJQCAYAAAC6kPizAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xl8nPV9L/rPb/ZV0mgky5Jsa7ENNl6wkcEihiSQlBKSNssJCVuWJpCG5LRp096enntv0yZNb3valGYphEJomrTOUrJDVgIOhEUGC7yBF2xJI2uxLM0mzb49949nkUaa0Tqr9Hm/Xrwsj2Y0j4w083yf7yYkSQIRERERERFRtdKV+wCIiIiIiIiIVoKBLREREREREVU1BrZERERERERU1RjYEhERERERUVVjYEtERERERERVjYEtERERERERVTUGtkRERERERFTVGNgSERERERFRVWNgS0RERERERFXNUO4DWImGhgapvb293IdBRERERERERdDb2zshSVLjQver6sC2vb0dR44cKfdhEBERERERUREIITyLuR9LkYmIiIiIiKiqMbAlIiIiIiKiqsbAloiIiIiIiKpaVffYEhERERERlVoymcTQ0BBisVi5D2XVsFgs2LBhA4xG47Iez8CWiIiIiIhoCYaGhuB0OtHe3g4hRLkPp+pJkgSv14uhoSF0dHQs62uwFJmIiIiIiGgJYrEY3G43g9oCEULA7XavKAPOwJaIiIiIiGiJGNQW1kr/PRnYEhERERERUVVjYEtERERERFRFAoEAHnjggXIfRkVhYEtERERERFRF8gW26XS6DEdTGRjYEhERERERFVmvx4/7D51Dr8e/4q/1l3/5lzh//jz27NmDq6++GjfccAPuuOMO7Nq1CwMDA9i5c6d23y984Qv4m7/5GwDA+fPncfPNN6OrqwvXX389Tp8+veJjqRRc90NERERERLRMn33sVbw2MjnvfaZiSZy+OIWMBOgEsG29E05L/n2tV7TU4K9/b0fez//DP/wDTp48iaNHj+I3v/kN3v72t+PkyZPo6OjAwMBA3sd97GMfw4MPPoitW7fi8OHD+MQnPoGnnnpqwe+xGjCwJSIiIiIiKqLJWAoZSf44I8l/ny+wXaprrrlmwf2voVAIzz//PG699Vbttng8XrBjKDcGtkRERERERMs0X2ZV1evx486v9SCZysBo0OFLt+1FV5urYMdgt9u1jw0GAzKZjPZ3dTdsJpNBXV0djh49WrDnrSTssSUiIiIiIiqirjYXDt7djU/fdDkO3t294qDW6XRiamoq5+eamppw6dIleL1exONxPP744wCAmpoadHR04NFHHwUASJKEY8eOreg4KgkztkREREREREXW1eYqWJbW7XbjwIED2LlzJ6xWK5qamrTPGY1GfOYzn8H+/fvR0dGBbdu2aZ87ePAg7r33Xnz+859HMpnEbbfdhiuvvLIgx1RuQpKkch/Dsu3bt086cuRIuQ+DiIiIiIjWkFOnTmH79u3lPoxVJ9e/qxCiV5KkfQs9lqXIREREREREVNUY2BIREREREVFVY2BLREREREREVY2BLREREREREVU1BrZERERERFQxej1+3H/oHHo9/nIfClURrvshIiIiIqKK8OSpMdzzTXnricmgK8jOV1obmLElIiIiIqKK8NixEWQkICMByVQGPX3ech/SmuFwOAAAIyMjeO973zvvfb/4xS8iEolof7/lllsQCASKenwLYWBLREREREQVwWU3aR/rdTp0d7rLeDTVL51OL/kxLS0t+N73vjfvfWYHtj/72c9QV1e35OcqJAa2RERERERUEfRCwKgXcJoN2Fhvxd6N5Q2WKtnAwAC2bduGD33oQ9i9ezfe+973IhKJoL29HZ/73Odw3XXX4dFHH8X58+dx8803o6urC9dffz1Onz4NAOjv78e1116Lq6++Gn/1V3+V9XV37twJQA6M//zP/xy7du3C7t278ZWvfAVf/vKXMTIyghtuuAE33HADAKC9vR0TExMAgPvuuw87d+7Ezp078cUvflH7mtu3b8c999yDHTt24KabbkI0Gi3ovwd7bImIiIiIqCKMBKPYWG/DJ9+8BX/26DE8dnwE79zTWu7Dmt+f/Alw9Ghhv+aePYASFM7nzJkzeOSRR3DgwAF85CMfwQMPPAAAsFgsePbZZwEAb3nLW/Dggw9i69atOHz4MD7xiU/gqaeewqc+9Snce++9+OAHP4j7778/59d/6KGH0N/fj1deeQUGgwE+nw/19fW47777cOjQITQ0NGTdv7e3F1//+tdx+PBhSJKE/fv3401vehNcLhdef/11fPvb38bDDz+M973vffj+97+Pu+66a4X/UNOYsSUiIiIiooow7I+itc6Kd+9txfbmGnz+p6/hy0+e5YTkPDZu3IgDBw4AAO666y4tmH3/+98PAAiFQnj++edx6623Ys+ePfjDP/xDjI6OAgCee+453H777QCAD3zgAzm//q9//Wt8/OMfh8Eg50Pr6+vnPZ5nn30W7373u2G32+FwOPCe97wHv/3tbwEAHR0d2LNnDwCgq6sLAwMDK/jO52LGloiIiIiIKsJwIIbtzTXQ6QRu7WrF5x4/hfueeB1fevIc3r23BU01Fty4ramyJiUvIrNaLEKInH+32+0AgEwmg7q6OhzNk1Ge/fjZJEla8D6z75+P2WzWPtbr9QUvRWbGloiIiIiIyi6WTGMiFEdLnRUAEE1moIZU6YyE7/UO4/5D53Hn13qYwVUMDg7ihRdeAAB8+9vfxnXXXZf1+ZqaGnR0dODRRx8FIAeex44dAwAcOHAA3/nOdwAABw8ezPn1b7rpJjz44INIpVIAAJ/PBwBwOp2Ympqac/83vvGN+NGPfoRIJIJwOIwf/vCHuP766wvwnS6MgS0REREREZXdaDAGAGhVAtvuTjfMRh30AjDoprOGXAM0bfv27fjGN76B3bt3w+fz4d57751zn4MHD+KRRx7BlVdeiR07duDHP/4xAOBLX/oS7r//flx99dUIBoM5v/7dd9+NTZs2Yffu3bjyyivxrW99CwDwsY99DG9729u04VGqq666Ch/+8IdxzTXXYP/+/bj77ruxd+/eAn/XuYn50sWVbt++fdKRI0fKfRi0Qr0eP3r6vOjudFdWWQkRERERlcxz5yZw59cO49v3dOPazfKaH/U80WUz4TM/PolURoLZoMO37uku63njqVOnsH379rI9PyBPGn7HO96BkydPlvU4CinXv6sQoleSpH0LPZY9tlRWvR4/7ni4B4lUBmajDgfvLu+LFBERERGVx3BA7rlUM7YA0NXm0s4NA9EE/vEXZ/C5d+7g+SLNwVJkKquePi8SqQwkAAmWlRARERGtWcP+KIQA1tdacn7+rdubAAAWo76Uh1Wx2tvbV1W2dqUY2FJZdXe6oVd6JvQ6ge5Od5mPiIiIiIjKYSQQxTqnGSZD7hBlU70NQgB94+ESH1lu1dzSWYlW+u/JwJbKqqvNhf0d8j6sW3Y1s6yEiIiIaI0aCUazypBnsxj1aK2zon+i/IGtxWKB1+tlcFsgkiTB6/XCYsmdrV8M9thS2QWiSQBAPJkp85EQERERUbkM+6PY2Vo77306GuwlDWzzDTndsGEDhoaGMD4+XrJjWe0sFgs2bNiw7MczsKWykiQJA8qLk8cXKfPREBEREVE5ZDISRoIx/O6O9fPer7PBjh+8PAxJkiCEmPe+K9Xr8eO2h15AMi3BMmvIqdFoREdHR1Gfn5aGpchUVuNTcYQTaViNegx6wyznICIiIlqDvOEEEqkMWl35S5EBoL3Bjql4ChOhRNGPqafPi2RaPjfl7tzKx8CWykotJbl2sxvhRLokL1JEREREVFnUVT8ttfMHth0NdgAoSTlyd6cbeiUrbNDrOOS0wjGwpbJSX5TefHkjAGDQV/5hAERERERUWiNqYDvP8CgA6GxwAAD6J0JFP6auNhf2bqoDAHz+nTs55LTCMbClsur3hmHS63CtcgXM42WfLREREdFaowa2C5Uit7qsMOoF+idKc86orqVcl2e3LlUOBrZUVv3jYWxy27DJLe8lY2BLREREtPYM+aNwmA2oscw/21avE2hz20uSsQWAqVgKAOAPs12u0jGwpbx6PX7cf+gcej3+oj3HgDeMjgY7zAY9WmqtGORkZMqhFD+LREREVD4jgSha6iyLmnTc7i7dyp+puLyW0svAtuJx3Q/l1Ovx446HexBPZWA26PCte7oL3leQzkgY8Ebw5svXAQA21dsw4GWPLWXr9fhx+8M9SKUzMBmyR+0TERHR6jASjKJ1gf5aVWejHc+8Po50RtJKhYuFGdvqUbSMrRDCIoR4UQhxTAjxqhDis8rtbxFCvCyEOCqEeFYIsUW53SyE+K4Q4pwQ4rAQor1Yx0YL6+nzIpHKAACS6eKMNx8JRJFIZbTpdm1uGwZZikyzvHB+AolUBhmJo/aJiIhWixfOT+BLvz6rVWMN+6MLDo5SdTTYkUhltL7cYpEkSQtsfREGtpWumKXIcQA3SpJ0JYA9AG4WQnQD+CqAOyVJ2gPgWwD+X+X+HwXglyRpC4B/AfB/inhstIDuTjd0SimIToiijDdXs7PtbjWwtcMbTiAUTxX8uah6XdbknP7LEn4WWb5MRERUmV7s9+KOrx3Gv/z6ddzxcA+ePzcBfyS54OAolZoUKWSlX67zhmgyjXRG3mPr40rKile0UmRJkiQAale3UflPUv6rUW6vBTCifPxOAH+jfPw9AP8qhBDK16ES62pzYYPLCo8vglt2rS9K6afaG9HZOJ2xBQCPN4wdLbUFfz6qTjVWIwBgfY0ZFyfjGJ+KLfiYlwZ8uP2hHmQkieXLREREFeaBQ+ehnuHHUxn84tWLALD4UuQZu2yv39q44uM5MuDD+/7tBQDIOm8IxaaTLczYVr6iDo8SQuiFEEcBXALwhCRJhwHcDeBnQoghAB8A8A/K3VsBXAAASZJSAIIAuAW5TOKptLYoO50pznP0T4RhM+mxzmkGIPfYApyMTNk8ytXY/7q7G1durMOn//sY/r+fnpo3E/tPvzyNVEZi+TIREVGFueCL4PnzXugEoLbHPnZMznNNxRZXtdfoNMNu0qNvvDAZ22fOjiMjYc55w6RyPEKwx7YaFDWwlSQprZQcbwBwjRBiJ4A/BXCLJEkbAHwdwH3K3XN1fs/J1gohPiaEOCKEODI+Pl6sQ1/zzl4MIZWRoBNyM38x9E+E0e62a9PvpjO2DGxp2oA3AoNOoN1tw8ff2IlIIo2HftuHO7/WkzO4/dErw3ix36+9WYoildITERHR0kiShM/8+CQMeoGv3tWFP7vpcvze7mb4I/Lk4b99/LVFtRAJIdDeULjJyJevl9ueBACjQaedN0zF5ONqrrHAx8C24pVk3Y8kSQEAvwHwNgBXKplbAPgugDcoHw8B2AgAQggD5DJlX46v9ZAkSfskSdrX2Ljy0gPK7dWRIAC5JHk0sHDp53IMTITRoZQhA4DTYkS93YRBHycj07RBbwQbXFYY9Dr0TYS1K2C5MrHffWkQf/boMVzR7MS37+nGtvVOCAE01ZhLf+BERESU5StPncOhM+N4374N+N0d6/HJG7ZgW3ON9t6eWsLA0jqrEceGAgWZpaEOrdra5MhqX1IzyG1uO/yRBDIZdkhWsmJORW4UQtQpH1sBvBXAKQC1QojLlLv9jnIbAPwEwIeUj98L4Cn215bPqyOTcJgN6O5049JUDKkC1yMn0xlc8EfR4bZn3d7mtjFjS1kGvGG0KT8n3Z1uGPTy259Br8vKxD5zdhz/6/snkM5IOD8ehkGvw79/+GrodQJ//7PTZTl2IiIikvUO+HDfE2cBAN956YIWkHZ3umE26qAX2dnSeb+Wx4/D/T4EIsm8FVxLEYjKmVm33Zw1k2M6sLUhIwGTSgaXKlMxM7bNAA4JIY4DeAlyj+3jAO4B8H0hxDHIPbb/l3L/RwC4hRDnAHwawF8W8dhoASdHgriiuQYtdVZkJGBsKl7Qr3/BF0E6I2lT7VRt9QxsaZokSRj0RrQy9a42F77w3isBAB97Y2fWm8/3eoe0j9Urvi11Vtz7pi346YlR/K/vH+eEZCIiojJ58vQl7eOZVVddbS4cvLsbn77p8kUPe+zp82rTigsxSyOgDIZSA1yVWoq8STkP8bIcuaIVcyrycQB7c9z+QwA/zHF7DMCtxToeWrx0RsLp0Sm8/+qNWmnGSGDxS7MX44nXxgDIk/Bm2uS248fHRhBPpWE26Av2fFSdfOEEpuIpLWMLAO+4sgX/+4cn5gyYSGXkn6XZV3yv6XBBAPjuSxfw46PDnJBMRERUBup5pC5HZrarzbWk92a1giuZluZUcM3W0zeBF/t9OLClMe9z+MNyABucNflYPddQV1P6wwmAnZAVq2iBLVWv/okQosk0drbWoqXWAgAFWYDd6/Gjp88Lq1GHf/zlGQDAZx97FZevd2ovNG31NkgSMOSPYnOjY8XPSdXN45Oz9+3KlVIA0OsErmiuwYnhYNZ9L/ii2NHixC27WtDd6dZ+pl4eDGhT6NSrugxsiYiISstilBMWHznQgbftal7Re3FXmwv/+23b8LnHT+Gv3nFF3q/V6/HjjocPIyMBD/zmfN6L22qmNlfGVghgo0s+D+EAqcrGwJbmeHVkEgCwo6UGzcrVtdHgygZI9Xr8uO2hF5BMZ7dNqyWjWmCrBDAPHDqHO/a3MQBZ49RVP20zAlsA2Nlai+++dAHpjAS9TiAcT+G10Ul84s2b8ckbtmTdt7vTDYNOIJWRYFzgqi4REREVh8cbhk4Af3HzNpgMK++GvKZDfj9vdOYfENnT54U672m+i9tqKXIkkc6qGpyMpeAwGeB2mAAwsK10JZmKTNXl5HAQJoMOW9Y54DAb4LQYMLrCjG1PnzcrqNULkXNIgHql7AcvDxdkGABVt4GJCIQANriyA9tdrbWIJtM4Px4CABy9EEA6I+V8s+pqc+HTv7MVAPC379rJiyVERERl4PFF0FJnLUhQCwAuuxxszrdftrvTrU1cnm8wVSAynakNzvh4KpaCw2JAvfJcvggD20rGwJbmeHVkEtvWO2HUyz8erXVWjKwwY6u+kAgAFqMOf/uunTmHBJy5KGeLJRRmGABVt0FfBM01Fq18SbVrQy0A4MSQXI780oAPQgBX5Qlab9jWBACwmti3TUREVA6eGcMgC6HepgS2kfyTirvaXHAp93vgzqvy99jOCFhnliOH4kk4LQZYjHrYTPp5g2gqP5YiUxZJkvDqyCRu2bVeu6251rLiHtvtzfLi6+u3NuBTb70s7wtLd2cDBM5CwuJHvtPqNXPVz0ybGx2wGvU4MRzE/+jagF6PH5c3OVFjMeb8OuobKSduExERlYfHG8bNO5sL9vWsJj3MBl1WUJpLUhku2eiw5L1PIJKEyaBDIpXJCl6nYik4lXMLl83EqcgVjhlbyjIciCIYTeKKllrttuY664p7bC8qj3/X3tZ5S0G72lzYtt6JDS4rp9cSBr0RtDfMvbqr1wlc0VKDk8NBpNIZvOzx4+r2+rxfx2YyYJ3TjIGJcDEPl4iIiHIIRpPwR5JZwyALod5umrfvVZIkRBNpAPI5bj6BaAJt9Tbl4+xSZKfFoD0XM7aVjYEtZfnJsREAgEEntNtaai3whROIJdPL/roXJ+XAdn1N/qtlqs3rHNDrBIPaNW4qloQ3nMCm+rkZW0Dus311ZBKvjU4inEhjX/v8Py/tbjsztkRERGUwqLz/FrIUGZCzqIF5MraJdAYpZXrUfNWHgXAS7Q3y+UZ2j21Sy9guFERT+TGwJU2vx4/7fnUWAPDZn7yqDW5qKcBk5DElsG2qXTiwXV9jwcVgDJIkLXhfWr3UIDTf1V11gNR/H7kAAAteCGlz2zDgZcaWiIio1Dw+dctB7ovVy+WyG+cNNiPx6aRMvsA2mc5gKp5ChxLYBqKzS5GnM7YcHlXZGNiSpqfPq13VSqanBzc118qB7Ur6bC8G4wAWl7FdX2tBPJVBMJp/GACtfh7t6m6ejK0yQOr7vcNorrVoi9/zaXPbcGkqjkgiVdgDJSIionmp7+mb6gufsZ1veFRkRrVhvgSNer7ZWmeFUS+yvt7MwNZlM8Ef5rlpJWNgS5ruTjf0Qi5Bnjm4qaVODkZXEtiOTcbgNBtgNy88r2y9ktVdaV8vVTc1u7opT8ZWHSAVTabR1eaCECLn/VRqgDzoYzkyERFRKXm8YTQ6zYs6D1yKhcqDI/Hpi9n5emzVUuY6mxG1VpO2+ieWTCORzmiDKd0OE0LxFOKp5bfmUXExsCVNV5sL13S4UG83ZQ1uKkSgeTEYW1QZMjCd1VX7cmltGvRG0OAww5HnTVCvE1rQu5hKgHYlsB2YYGBLRERUSh5vRBvOVEgumwmTsSRS6UzOz4eVwVGNTnPeBI0ayNbZTKizGRFUSpGnYnJQPDNjC4BZ2wrGwJayGA16bKy3ZfUrmg16NDjMGA2uoBR5MobmRQa2TUqQMsaM7Zomr/rJ/ybY6/Hj3KUQAOCbPR6tJzyfTdrKH/bZEhERlZLHG8lbgbUSLpsRkoS87WtqxnZLowPjoTgSqbkBsFp67LIZUWc1aoHuVEz+c7rHVs7ccoBU5WJgS1nC8RQcZv2c21vqLBgJrGx4VNMismrAdGDLjO3aNuibf5F7T59XGzCWntETnk+t1Yh6uwkDnIxMRERUMrFkGhcnY1rlVCG57EoWNc9Qp4iSsd3a5IAkTQ8znUl9rEvJ2KqBbkgJip1mdSqyGQAD20rGwJayhGIp2E1zSz+bay3L7rFNZyRcmoovqlwUAEwGHRocJm33La09sWQao8EYLk3G82ZiuzvdMBl00IvsnvD5tLltzNgSERGVkDrbotCrfgC5xxZA3gFSYWVg5JZ1DgC5+2zV9T61NiPqbCYEI9mlyI7ZGVtORq5Yhe3gpqoXiqdy9jQ211rx3Ln5M2L5TITiSGekRffYAnLWlhnbtevBp88DAJ47N4EjHl9Wz7eqq82Fg3d3o6fPi+5O96L2HrfV2/DSwPwly0RERFQ4C205WAm17zVfFlXN2G5plAPbXEkafyQBg07AaTbIpcjR3KXI0z22DGwrFTO2lCWcSGlXpmZqrbMiFE9hMjb3ilivx4/7D53Lm1lTM6+LzdgCcoaYGdu16YevDOFLT74OAJAAJFP5y4y72lz45A1bFhXUAvKb6kgwyomGREREJaJWShVleJR9/mBTC2zXzRfYJlFnM0IIgTqbEZFEGvFUGpNKxladilxnM0EIwMvAtmIxY0tZwvFUzlHszcrKn9FADDXrjdrtvR4/bnvoBSTTEixGXc7Mmpp5XUpg21RjwZEFhgHR6tLr8eOrT5/Hr18bw67WGrw+FkIynVl0mfFitDfYIEnABV9Ue5MjIiKi4vF4I6ixGFBnMy585yWqVzO2+XpslT5Zl90Et92EkRxJk2A0gVqrfGy1ytcLRpJzpiLrdQJ1ViMzthWMgS1p4qk0kmkpbykyADz0zHncsb9NC157+rxIpuUBPgklszY7sFUb9ZtqzYs+lvU1FgQiScSSaViMc4dZ0erS6/Hj9odeQCItQSeA//uW7TAZ9EsqM14MtQzK4w0zsCUiIioBjy+CNrd9wX3zy2E16WEx6rRJxrOFE2mY9DoY9Tq01FlzZ2zDSa3M2KUE34FoUitFnnle7LKb2GNbwViKTJqQcmXKbpobSHpDcQDAD14exp1f69HKjrs73dApr1M6IXJm1i4GYzDoBBrsiw9s1X7cXNPraPWZeYFEAHh5MLDkMuPF0HbZcjIyERFRSXi84aKs+lG5bKa8PbbRRAo2ZdtHvkGo/kgCdUpgW2eV/wwoGVubSQ+DfjpccttN8IUY2FYqBrakCcflPoRcpchnx6YAzO157GpzaS8CW9c5cgYhFydjWOc0Q6db/JU6dect+2zXhu5ON9QLuYUsPZ7NZTPCaTFwMjIREVEJJNMZDPki8IbybzlYKZfNlLc8OJxIa9s+5IxtrlLkpFYmrf4ZiCQwFUtqZchZz8WMbcViYEsabV9XjuFR125ugBqWzgw8Ysk0fJEEbCY9zl4KaSPTZxqbjGH9EiYiA9P9uJyMvDZ0tblwWZMTG13WnH3ahSKEQLvbzowtERFRCfzq1YtIS8DhPl9WxV8h1dvzB5uRRApWpRIx3yBUfyShlSCrvbZqxtZpye4Lrrfnzw5T+TGwJY266ytXxrarzYV97S40OExZgceQXw4Q/sdVG5DOSPjtufE5j70YXHpg28SM7ZoTjCZxTUfh+mnzcVoMOD4UKNqVYyIiIpL99PgogIW3HKxEnc2Yf49tPK212LXUyfNiZpYjx5JpxJKZ6VJkrcc2oQS22efEahAtSVLBvw9aOQa2pFEztrkCWwC4apMLk7EU9m6s025Tl26/c08L6mxGHDo9N7Adm4yjaQkTkQHAaTbAZtIzY7tGJNMZjE3G0Fq3tJ+Tper1+PFivw+BSLJoV46JiIhINjYVhwCgF8VrNZovixpNpGFTSpHVDR8zA1t16JQa0DrMBhh0Qs7YxnNnbJNpCVPKOTNVFga2pFGHR+WaigwAHQ12JFIZjASnXxAGlZLO9gY73ri1EU+fvYRMZvoqViieQiieWtKqH0AuGV3PXbZrxsVgDBkJaHVZi/o8PX1epDPZU7yJiIio8ILRJI4PBfD7e1rw6ZsuL1qrkctmQjCaRCqdmfO5cCIFu3m6FBkAhmf02aolzOpUZHWXrToVeXbGNhiVA+Hfnp2byKHyY2BLmvACGdv2BnmibP/E9OAdjy8Cm0kPt92EG7Y1YiKUwInhoPZ5NTBdaikyIPfZMmO7NgwrV09b64o3NRGQh1QZlemGBl3xhlQRERGtdU+8NoZkWsIfHOgo+JaDmdT+WDXonCmSSMOqZGwbHWYY9QKj82RsAbnPVh4elULNjMC21+PHvz3dBwD40+8eY9VXBWJgSxq1FNlhyh3YduYIbC/4IthUb4MQAm+6bB2EAA6duaR9Xg1sl1qKDMiB7RgztmvCsF8JbIucse1qc+HLt+8BAHzkuvai9/MSERGtVT87MYrWOisIPAjNAAAgAElEQVSu3FBb1Odx2eVsa64BUpFESuux1enkasDsUmT5MeqGDwCos5mU4VHJrCrGnj4vUhk5K5xMs+qrEjGwJc30up+5e2wBoNFpht2kR9/4dGA7qAS2gNx3sHWdA9956YJ2FUvNuC61FBmQs7yXpuJa6SitXmrGtnkZmf2l+p0r1sOgE0VZFE9ERERy9vS3r4/j7bubi/5+W68Etr5wjoxtfLrHFgCaa7NX/qhDp1z26Yyty2bERCiOWDKT1WPb3emGySCHTkKAVV8ViIEtacKJFCxGXdYi6pmEEOhotGsZW0mSsgLbXo8ffeNhXAzGcMfD8mCesckVlCLXWpDKSPCG4sv8jqhaDPujaHCYYTHmvqhSSHqdwAaXVRt8RkRERIWlliHfsqu56M+l9sfOzthKkoRwIgWbafrcwmLU4fTFSS0BE4jOzdjWWk244JMvuM/sse1qc+Hg3d3Y0VIDh9mAqzZND1OlysDAljRTsVTewVGqjgaHFtiOT8lXs9rccmDb0+dFRhl/HlcG81wMxlBrNS4rYGniLts1YzgQLXoZ8kwb620YYmBLRERUFD89PlKSMmRgRinyrMnI8VQGGQmwKZWIvR4/nj/nxWQshTuVBEwgkoTZoNN23QJyv200KVcxzp6K3NXmwl3dbZiMpTDg5XlEpWFgS5pwPJV3cJSqo8GOIX8E8VRay3htVDK2aomGWnCSyUi4OBlbVhkyMF2+zMnI1aHX48f9h84ta5jCSCCKDXWlDWyZsSUiIiq8Z86M4+mz49jX7ipJ20+9krH1zcrYRhJKi51SijwzAZNQemQDkYSW8VXVWaeD2dlTkQFo8zmODPgK9B1QoTCwJU04ntJ++fPpbLAjI8lDozzKlao2tzxUSi3R+PRNl2Fzox3//lw/zo5NLasMGZjut2TGtvL1evy47aEX8IVfnlnyflhJkkqesd1Ub4NfGQxBREREhdHr8eOj33wJGQn4+cmLJZkcbDXpYTHq5mRs1W0fajZ2Zo+s+nd/JJk1ERnInpCcK7Dd0uhAjcXAqcgViIEtaULxFBw5foFn6lAmI/eNhzHoi0CI6b1ggBzc/tGNW/HgXV0IJ9LweCPwhRPL+uV3O8zQCeCnx0f54lHhnjk7jmRaggQgucT9sBOhBOKpDFpKMDhKtdElVxmoPTRERES0cj19XiTTclY0XcLJwS6bSRsEpZqdsVUTMHs21sGg02F7sxOBSCJHYDudwa2ZVYoMyNOVu9pcPDetQAxsSRNOLNxjO3OX7QVfBC211qyrX6qtTU7cfvVGAMDJ4eCSs3gAcPRCABkJONzvW9bjqXR8M66SGg1L2w+r7bB1FXeH7UzqwDOWIxMRERVOd6dba0lb6vnASrhspjkZ20hCztjaZmz76Gpz4S9+93Ik0hk8fWYcgUhybinyAhlbANjXXo/XL4W0dUFUGRjYkiYcTy/YY1trNaLBYUL/RBieGRORc2l0miGAZWXxAGTdfzmPp9KIJdP4+cmL2t+//uGr590PO7sXV90n11rCHlv15/YCA1siIqKC2dFSA50AujvrcfDu7pLti6+3mxbssVVd01GPersJPz95MXcp8owJybOHR6nU7+vlQSZdKgkD2zJYyZCdYpKnIi88vbijwY6+iXDWqp9crt3cALNRB71Y3lW77k439MrQgVJe9aOlefTIBUyE4nj33lYAwCal5zqXXo8ftz74fFYv7rBfzdiWLrCttRnhtBhwwc/AloiIaLEWOod9bXQSaQn4gwMdJQtqAXkycmBWKbLaYztz3Q8AGPQ63HRFE548NaaUIi89Y3vlhjoYdAJHBirrXH6tmz89RwWnDtlJpiVYDDocvKd0V7MWspjhUYAc2P7i5EVMxlLY5M4f2Kq9DD19XnR3upf8fXa1ufC+fRvw7Zcu4N8/NH8WkMojmc7gwaf70NXmws071+OHrwzDF0rkzb4+d24CGUl5rJKFH5+Kw2E2oGaB/u5C28TJyERERIv28xOj+J/ffgWSJMFk0OXMyJ4YCgIAdpdgzc9MLpsxqy0KgLayZ3ZgCwBv29WM77x0QXvsTGpgazHqYNTnzgFaTXrsaKnBkQpLUq11zNiW2AvnJ7Sm+ngFldemMxKiyfSCw6MAeZftZEy+CjZfxhaQg9NP3rBl2UHpG7Y0AMCcq2lUGb705OsYDkTxuzua4Fb2yHnD8bz337rOoX1s0MtZ+CF/FK111pKsBJiJgS0REdHiPPHaGP7ku0eRzkjISPlbxI4PBdHgMC971eNyuWwmBKNJpNIZ7bZwXClFztFm94bNbtiVgDc4K9PrMBug1wk4zLnLkFVdbfU4diGA5IznpPJiYFti1llXja5ur4wsZFhpsF9oeBQwPRkZWDiwXSn1uTzecFGfh5au1+PH/U+dAwDc98RZjAblkmL/PIMU3A6z9vF79raiq82FkRKv+lFtrLdhyB9FRk0hExERUZYX+7249cHncc83j6C1zrLgYKgTwwHs3lBb8ovV9crF9UB0OkhVh0fNPvcG5AA8lpQD0od+25dVWi2EgN2kRzqTmbdtcF+7C/FUBp997LWKay9cqxjYltizr0+g1mrEu/a0QML0RNhyU/sQFhoeBQCdjaULbLUpzAxsK86Tp8aghoTJVAavj4UAAN5Q/sBWDX4bHCYcU8qVhgPRkg6OUm2styGRyuDSVP4MMxER0VrV6/Hjzq8dxksDfuh1An/37l24ff8mAMCXb9s7pxovHE/h3KUQdrWWtgwZmC4ffuA30/2/6vAom3FuYNvT54WknMWkM1JW9rnX48dULAV/JDnvVg6jTg6jDvZ4uL2jQjCwLaH+iTAOnRnHh9/Qjn95/x5c3uTEV39zviIyRqHY4gNbNZg1GXToGw8V9bgcZgMaHGYMTDCwrTQ1VvlNRKcMB3vTZY0w6MScHpeZRgIxAMCd+9vw2ugkXhuZRDCaLEvGlit/iIiI8uvp8yKltM9BkvDyYAAfOdABABgNxubc/7XRSWSk0vfXAoA3JF+k/o/nBrQgM5xIwWzQwZCjT7a70w2TQQedkM9nZ2af5aBXNt9WjjNjkwCWv/2DCo+BbQl94/kBGPUCd3ZvghACH39zJ86OhXDozKVyHxpCcbUUeeGpyK+OTEIASKQyuPORw0W/QtXutmFggsFHpZmMJqEXwKfeslUeINFeD5fdNG9gezEYhdNiwHu7NgAAHnm2HwDQUo6MrRJMc+UPERHRXN2dbuhmbafYss6Bresc+MWMNX+q40olVjkytoM+uSJsZv9vJJ7OOTgKmB5w+mc3XT5nCFZ3pxsWw8JbPa7dLM+BEeD2jkrBwLZEfvv6OA4e9uDazW6sc8oN9e/Y3YLWOiv+6Zdnyr7+R22wX6hRHij9ftn2BjsGWIpccV4ZDGBHay0+9dbLtDcEt90E73wZ22AMLbVWbKy3YWdrDX5ybBhAaXfYqlpdVgjBjC0REVEuXW0u7N1Uh0anOSv4u3nnehzu9865kH1iKID1NRasK/HgKAC44fJGANlBZiSRhm2ebR/5Bpx2tblw8J5ufDpH0Dv7fg6zHns21ZV0Zy/lx8C2BHo9fvzB119CMi2hp8+nBbBGvQ4372jC6YtT+OdfnVl2ff5z5ybwr0+9vqLAOKT12C6cse3udK9oP+1SdTTYcWkqrvUBU/mlMxKODQWwd2Nd1u31C2ZsY1hfK7/hvW1nszYhfEMZSpHNBj2aayzM2BIREeWRkSRc3uTMCtp+d8d6ZCTgideys7bHh4PYVYYyZAB442WNMOgFrm53aUFmJJFa1HltLovd6uG0GLGl0cGgtkIwsC2B/3iuHymljzadzs5wOi1yhnS+0enz6embwJ1fO4x//tXZFTWuh+OLn4qslm8sdCWrUNrd8gApZm0rx9mxKUQSaezdlP3/fqFS5NFgFC11cmB78871AOQe3XIFlxvqbbjgZ2BLRESUiy+cgMuevXJxR0sNNtZbs8qRJ2NJ9I2HsbsMZciAPMm4udaCljqrdl4aXiBjWwhWo17bl0vlx8C2iHoHfPjgIy/iseOjEAI5M5zXX9YIvdq/oF969vMnR0cBrLxxPbSEqcjAyvfTLkV7gzzkh322leOVwQAAYO+m7Iyte57ANp5KYyKUwPoaOTsbiCQhIF/UuasEvdq5cJctERFRfr5wAvW27DY1IQRu3rEev319Avc9cQa9Hj9ODsv9tbtnVXKVUpPTgrHJ6U0HkXgqb49toViMesQY2FaM4l7GWMNe7Pfi9ocPI52RoBPAX//eFQjF0+judGcFg11tLvw/b9+Gzz1+Cv/zxqUHimpT/0ob10NLyNiWWhszthXnlUE/6u2mOeue6u3ygvRkOgPjrCmEY0H5zaZZydj29HkhBCDNqFYodSnPpnobxibj+NKvz+K6rY0sJSIiIlIk0xlMxlKot5vnfK6jwY5URsJXnjyHB5/uwxu3yoOUMlL5Nn001Vhw6uKk9vdIIo06m2meR6yc1cSMbSVhxrZInn19Amml/FgACMXTeTOcH3pDB5pqzDh6IbDk51H3gl623rmisuBwPAWDTsBsqLwfCYfZgEYnV/5UklcuyP21sxewu5VyJX9kbtZ2RPlZbamVM7bqqP1S9Wrnov6OfunJ17mDjoiIaAb1vbzePnewqFqdJUHekvHrU/KGj3v/q7ds76Xrasy4NDNju4Ie28WyGvWIJhjYVorKi2JWiTddvm5Ro8IBQK8TeNeeVvzmzLi2h2sxMhkJR5QXj+Zay4qyTeF4CnazYU6gUik63JyMXCmC0STOXQrNKUMGoF3VzVWOrF6EUYdHlbpXO5eA8qadkeQ3Zu6gIyIikvnDSQCY02MLyKtuLMogUd2MU8dy7nNtqrEgFE9pVYhyj23xS5GjyUxRn4MWj4FtkSx2VLjqPVdtQCoj4bFjI4t+jnPjIQSj8otOKLayicGheLoiy5BV7Q029LPHtiIcu6D21879ma5X3vx8oVyBrbzMXR0eBZS2VzuX39/TCqNefkfOSIDHG8b9h1Y2YZyIiGg1UC9S1+cIbGdenP78u3ZpQW4597k21cgX1y9Nyucb0VIMjzKxx7aSVG4kswp0tbkWfcJ++XondrTU4AevDOPDBzoW9ZiXBnzyY5uc2tWp5QrFk0Uv11iJ9gY7JkJDCMVTFR2ArwWvDAYgBLA7x0h/t0N+88u1y3Y0EEOt1Vj0N5ml6Gpz4Tsfuxa/ODmKX746hv8+MgQBwGw8x510RES0ps0X2ALZ57mXr3eip887Z5ZMKTU55QvnY5NxdDTYEU6kYC9yxtZq1LEUuYIwY1tB3nPVBhwfCuJzj7+6qIzRkQE/Ghxm7GipWXFgG46nFz0RuRy0lT/ssy27Vy74cdk6p7aqaiYtY5uzFDmG5trSL21fiDzA7Qrcum8DgJVPGCciIloNfGqP7SIGMJW7AgsA1tXI5xiXpmKIJTOQJMBagnU/sRQD20rBwLaCtLvlCbNff3ZgUYNsXhrw4ep2FxwWg7aHdrkqPRPKXbaVQZIkvNTvg9mgy/nzWWeVg92cGdtgtCIDW9UbNjdArzQKlbOUioiIqBL4lffyXD22lUgtRR6bjCGSUNdYFrnH1sThUZWEgW0FOX1xCsDiMkajwSiG/FHsa6+H3WxAKJ6CtIIR6+FKD2yVXbYeL/tsy+m/j1xAOJHGieFgzosvBr0OdTaj9mY402gwhuY6a6kOdcm62lz4s9/ZCgD4zDuuYBkyERGtab5wAk6LYc76vkrlMBtgM+kxNhlHRAk2i95ja9QjnsogkynfmiOaVh0/qWtEd6c7b8boxX4v/s/PT2uBxEsD8p9Xt7vgMBuQTEuIp5Y/lU2dilypbCYDmmrM6Gcpclk99EwfgPkvvtTbTXNKkWPJNHzhBJprKjdjCwC3XdMGAPBHkmU+EiIiovLyhRN5+2srkRACTTUWjE3GEFYztkXvsZW/PsuRKwMD2wrS1ebCx9/YCQD4x/fu1jJGvR4/7nj4ML769Hnc9tAL6PX4cWTAB5tJjyuaa7RM60rKkSu9FBmQd6S+cH6CE2vL5OVBP86Ph2HQiXknH7rtJnjD2WurLioTkSs5YwvIQfllTQ4c7veV+1CIiIjKyh+prsAWANY55V224bgcaFqLHdgqX5/lyJWBgW2FeefeVgBAMjVd0tDT50VKKXFIpiX8yxNn8fSZcTQ6zDg2FNQC0uUOkJIkCaF48ZdYr0Svx48zF0MYDsQW1X9MhffPvzqDBocJ3/jINfOuscqVsdVW/VRwj61qf4cbRwZ8SKa5l46IiNYubyixqMFRlaSpxoKxqZgWaBa7GtGiZGyjs1b+9Hr8uP/QOZ6vlhgD2wqzudEBh9mAo8quUADY1SqvVREA9ELg2XMT8PgiGPRFcOfXejCm7OtabmAbS2aQkYr/y78SPX1eSJCD+3iSE2tL7fnzE3junBf3vnkLDmxpmHfyYb3dnCOwjQIA1ldDYNtZj0gijZPDwXIfChERUdn4I4mqGRylaqoxY2wypp0T20pVijwjsO31+PH+f3sB//TLM0zGlBgD2wqj1wns3lCbFdiqV4Hef/VGfPcPu3FNuxxQqH2O6qTgUGx5ga36y++s4MC2u9MNk0H+cZWQe4cqFUfvgA9//ugx1NtMuHP/pgXv77ab4I8kswYpqBnb5trKLkUGgGs66gGA5chERLRmSZIEXzgBd9UFthbEkhkt6VOK4VEAEE1MV3llVVpyfWBJMbCtQHs21uHU6KR29ee5cxOwGvX43Dt3Yl97Pf7X27bDbNBpfY5q5kxtlF8qtTe3kjO2XW0uHLy7Gx+8Vh7uc7iPQUcp9Hr8uP3hwxgJxDAVT+LVkckFH1NvNyGdkRCMTg9gGg1GUWczFr3XpRDWOS3obLTjMN+IiIhojYok0oinMlWXsVV32arDRos+PMo0txS5u9MNvZCHwRr0XB9YSpUbyaxhV26sQyoj4dWRSXS1ufDsuQns76zXMpZdbS58655u9PR50d3pRq2yO3RqhRnbSg5sAfn77mpzIRBJ4mvP9uED17ahqcKn7Fa7nj6v1muayUjo6fMuuAZHHTThm1HCNBqIVUW2VrW/w43Hj40gnZG0SeVERERrhdpSVHU9tk55l60a2NrK0GPb1ebCvvY6HO734773XVlx6wN7PX4thqi0Y1spZmwr0N6NdQCAoxcCGA1G0TcexnVbGrLu09Xm0vocnRZ1KvLyJrKpgW2lT0VW/flNlyOZzuCebx5h30KRdXe6oRO5V1DlowW2M/psR4KxqhgcperurMdUPIXXFpGhJiIiWm38ESWwrbKMbdOsjK1aKlws06XI2efgRr18+6Z6e1Gff6l6PX7c9tDq7f9lYFuB1tVY0FJrwdELATx3Ti6HPDArsJ3Jrk1FXt7uzWooRZ5pPBQHIHB8KIg7Hl59v5SVpKvNhS1NDmx0WfNOQZ5NfRP0hqYD24vBaFUMjlKpAfx9T5zhzxcREa05XuXidPWVIssZ2yF/BBajruhVV2opcmzWVGQ1aTQZW965ebHIlXirt/+XgW2F2rOpDkcv+PHcuQk0OEy4vMmZ9742ox5CrHx4VLVkbHv6vJAkZULyKvylrDTeUALXbl58uYrbkZ2xjSbS8EeSGPRFqiZIHPJHIQAcOjO+Kq9oEhERzccfrs6Mrc1kgNNikLd9FHlwFDAjYzsrsI0oc2+mKiywlSvx5I9XY/8vA9sKtWdjHS74onjy1BjesLkBunmuOOl0AnaTAaFlliKrJczVEtiqE5LVf5GWKurdrDaRRAoToTja3IsvpZkuRY4DAH5x8iIA4NnXJ6omSJTXS8lW4xVNIiKi+fiqNLAFpsuRbebiD6zMV4qsnltPRpeXdCqWrjYXrtokJyo+9Zat7LGl0tizUf5Bm4yl5vTX5uIwGwpQilz5E2uB6QnJn7xhC6xGPX712sVyH9KqNeiLAAA21dsW/RizQQ+H2aCVMf1nzwCA6fVU1RAkzryiudjeYiIiotXCF05ArxOosVRH0mOmJqUc2WYs/rFbTHIoNTtjW6mlyAC0YbRYhbMxq++ndY3Y1VoLnQAyElBrMy54f7tZv+zhUVNqYFuCko1CUSck63QCX37ydbw6EsSOFu62LTSPVw5s29yLD2wB+QqvL5yAP5zAyeFJZey9VDVBYlebC/s76nFmLISHP7hv1V3RJCIimo8/koDLZoIQ1Rf9NDlLl7E16XXQieweW0mStKTRZLTyAls1CO8fD5f5SAqvaBlbIYRFCPGiEOKYEOJVIcRnlduFEOLvhBBnhRCnhBB/POP2LwshzgkhjgshrirWsVWD10YnobSR4lPfeWXB8k2HxagFqEsVjqdgM+nnLXeuVB+9rgM1FgP++sev4v5D56qizLWaDHqXnrEFpgPb/+zxIJHO4J/fdyU+fdPlix5AVQnW1VjgtBiq5niJiIgKxRdOwF2FZcjA9C7bUiRshBCwGvVZpciJdAapjHwSP7nM+TfFpB6rOjl6NSnm//E4gBslSQoJIYwAnhVC/BzAdgAbAWyTJCkjhFin3P9tALYq/+0H8FXlzzWpp88LIQBJmi7fnO8E22HWa1eHliocT1VNf+1stVYj3rG7Gd968QJeHvTDZNBVVfC0EqXYQzboi6DGYkDdEvfY1dtNGPCG8drzA7hx2zq8a29rUY6vmIx6HZKpTLkPg4iIqOR84QRc9oUrBiuRWoqsTiwuNqtJn1WKPLOCshJLkSOrOLAtWsZWkoWUvxqV/yQA9wL4nCRJGeV+l5T7vBPAN5XH9QCoE0I0F+v4Kp06IEkvFtfj5zAbVjQVuVoDWwBwO+QXsIxUPT2cK9Xr8eP2h3rkPWRFXHnk8UWWNDhKVW83oW88DG84gT98Y2cRjqz4jHodEmlp4TsSERGtMr5woioHRwHTw6PsJQpsLcbZge30+XilDY8CpgNbbziBYKTyAu+VKOrwKCGEXghxFMAlAE9IknQYwGYA7xdCHBFC/FwIsVW5eyuACzMePqTcNvtrfkx57JHx8fFiHn5ZqQOSFlu+6TAbtUb1pRoJRBFOpKq2jPfNlzUCkHvgq6WHc6V6+rxIpOVsYiJdvGB+0BtechkyACSVY9u6zoFrOuoLfVglYdIL7fsgIiJaS/yRZBUHtsrwqBIlbaxGfVaPbTgxI7AtYca21+NfVFteNJHSZqf0e1dX1raoga0kSWlJkvYA2ADgGiHETgBmADFJkvYBeBjAvyt3z9XgOSddIknSQ5Ik7ZMkaV9jY2OxDr0idLW58MkbtiyqzNRh1i8rsO31+PHKhQDGJuNVs4pltq72ethMeuzdVLdmypC7O93aL4xeJ4oSzKczEob8UWxa4uCoXo8fPz0+CgAY8Ibx8mCg4MdWCka9joEtERGtOemMBH8kgfoltiFVinXK8KjXx6ZKcl5rNWX32KoZW7NBV7LhUb0eP+54eOFKPkmSEEmmsaOlBgDQPxHKeb9qVZJ1P5IkBQD8BsDNkDOx31c+9UMAu5WPhyD33qo2ABgpxfGtBg6LAaF4CpK0tNLJnj6vNqSqmst466xGdDY6ih7ULvZqWLFtbXJoH3/0uo6ifN8jgShSGQltS8zY9vR5kVF+qDIZqWp/powGBrZERLT2BKNJSBLgqtKM7XBAHnx5ZMBfkqTN7FLkkNJj21JnxVSJhkf19HmRUOaCxOc5n4+nMpAk4PKmGugE0LfKJiMXcypyoxCiTvnYCuCtAE4D+BGAG5W7vQnAWeXjnwD4oDIduRtAUJKk0WId32pjNxuQzkiI5xl2ky8g29Uqr8ip9jJep8W47B7jxXqx34v3PfgC/vlXZ8qe3X5lMKCVM1iLtKdN22G7xIztUvvDK5VJr0MyLS35YhEREVE18yl76Ku1FLnXE4BOyGWfpUjaWI16RJPT598RJWO7vsZSslLk7k43DHq5lk8I5D33Uvtra60GbKy3oW+VDZAqZvF5M4BvCCH0kAPo/5Yk6XEhxLMADgoh/hRACMDdyv1/BuAWAOcARAD8QRGPbdVxKn0EU7EULMbsZnm1PCGeysBs0OFb90yX6zqVxdvv2tuKu7rbqraMV81YL8WvT43h9Ogkrt3csKjv+6fHR5FWgpzFTKoupiMDPuh18oj5salYUZ7Ds8xVP2p/eLEnNhebusA8mZZgMlTfKiwiIqLlqPbAVr3AnkxlSnKB3WLUIRacmbGVz0ebay3o6fcik5GKvlKzq82Fjx7owIPP9MFi0GuJq9nUzLLVpEdHg33V7bItWmArSdJxAHtz3B4A8PYct0sAPlms41nt7EpgG46n0Og0Z31uZnlCMp0dkJ1XfqD/6MYt6Gx0oFo5zAYEIolF3//Q6THc/Y0jEADMxnOL6s1VS3IqIbv90oAPO1pqkEhlcGkyXpTnGPRFYNQLNNdal/zYrjZX1Qa0KqNy5TOZzmhBLhER0WqnBrauKu2xLfUFdmueqcjNdRZIEjAVT6HWWvzVSer+3kgyjSMDPrxhS8Oc+0SVwVZWkwEdDXYc7vNBkiQIsTou4PNsbZVQ1/XkylpmlydkDxo6Px6CUS+wcRmTbyuJw2LA1BIyto8rw42WUqaSUZZtdzTayzqkKpHK4OiFAPa11aPRacZ4kTK2g74wNrps0Bf5KmOlMurVjC37bImIaO3wK4kCt6M6A1tgaQNYV2rOHlul3FdNDJRqgJTajmjQCTx5+lLO+6ilyDajHp0NdkSTaYwVKUFSDgxsV4n5AtuuNhfet0+ey7WzpSbrl/z8pRDa3HbtJL5aOZe4x9egm/5+F5t9PTcuT44z6XVlzUa+OhJELJnB1e0urHNacGmqOC9IHm9kyf21q4n6O5FgYEtERGtItWdsS81i1CM2ayqyUS/QoFwYKNUAqXhKPoZrN7vx1EKBrUmvVWr2raLJyNUdzZDGofTK5gvu1L7b4UB2du/8eAibG+3FPbgScC6xx9YbloNBg92NkjMAACAASURBVE7gPz+6f1GB6rlL8i/+cCC6vIMskCMD8tCqrnYXmmrMGJ+Ka9nkQpEkCYPeyLJ22K4WJv10jy0REdFacWp0Eka9wKsjk+U+lKqQqxTZZjKgxiKXH5dqgFQ8lYFJr8PvXNGE/okw+sbnBqzqWiK1xxYA+lfRACkGtquEmrGduRR6JvXq20QojktK6WoynYHHG8HmKu6tVTnMRkQSaaQXGeCdGA7CYtQhlZHQ4DAveP9UOoP+iTAsRh2mYilMlXDh9mwvDfjQ7rZhndOCdU4zUhkJviX0Fy9GIJLEVDy1pgNbozIwKpln0jgREdFq0+vx4+cnLiKZlsq+AaJaWI16pDKS1roUiqfhMBtQo/TVlqwUOSkPib3h8nUAkDNrO52xNWB9jQUWo25VDZBiYLtKOGZMRc7FG05ovZKnRqcAyMOBUhlpdQS2C2SsZxqbjGFsMo5bdjYDAE6PLnxFctAXQTItaSXLo8Hi9LUuRJIk9Hr82NdeD2B6UEChB0h5lFU/be7qz+YvF3tsiYhorenp887ZAEHzs5rkqkg1axtJpGA362dkbEtXimw26rCx3obLmhx5Alv5WGwmPXQ6gXa3fVWt/GFgu0pogV2eclxfOI4rN8ijv08pgdx5pbR287rqD2y1dUfxha+KnRgKAgDec9UG6ARw6uLUgo9Ry5Cv39oIoHzlyP0TYXjDCVzdLpdOr1MmYBd65Y/HK7/IremMLXtsiYhojenudEMdkFvuDRDVQm33U/tsQ0opsrpSs1RVfrFkBmaDfCw3bmvC4T4v7nviTFbWfea6HwDobLSzFJkqj9Woh05MjxifzRdKoKPBgdY6K15TeibUKzSdq6DHdqHAfqbjw0HoBHBVWx06GuyLytiqg6PeuFUenT5SpsD2+71DAKZfkJqUjO14gTO2h5UrtN7Q6pmUt1TssSUiorWmq82F5hoLtq13lnUDhEaSgD/6I+DrXy/vcczDaszO2IbjKTjM04HtZLSEGVtlPeEGlxVpCfjKk+eySsq1HlvlmK1GPQa8YbzYvzoy8wxsVwkhBOxmQ85SZEmS4A0n4HaYsL3ZmZWxXec0a6US1cy5hFLkE0MBbF3nhM1kwLbmGpy6uIjA9lII62ss6Gx0QK8TZQlsez1+fPXp8wCAv/jecfR6/NrO4ksFzNj2evz47ktyAP2Rb7y0ZvtrWIpMRERrUSyVqZx99GfPAv/6r8BHPgJ88pNAsnwzTvKZW4qcht2sh0Gvg92kL+3wKCWwnVASE7PXWkZmBLa9Hj9+cmwEkgR84JEXV8X5HgPbVcRhNuTM2EYSacRTGbjtJlzRXIPz4yHEkmllInL1lyEDM3qMF8jYSpKEE8NB7FLKsrevd+KCL7pgmcj5SyFsWScHtetrLBgNlL7H9r9eGIA6G0t9kbIY9aixGAq68of9NTKjnsOjiIhobZEkCcFoErXWCkl6PPWU/OcHPwg88ADw1rcC/f1AOj3/40pIy9jOKEW2m+Tz0hqrsaR7bNWy6Ou3yBWGAtkl5dFkGhajDjqdkM/3lBPLVHp1nO8xsF1FHObcK2+8IXlibr3dhO3NNchIwJmLUzg/Hl4VZcgAZvQxzB/YjgZjmAglsFsJbLetrwEAnB3L32crSRLOKYEtALTUWUreYxuKp/DM6xMQAPQi+0WqqcaCscnCBdoz+2nWcn+N0cAeWyIiWlvCyoaJOluFBLZPPgls2gT8x38A//VfwIsvAp2dgMkENDcDv//7QKa879OWHKXIdiXh4rQYSpexTU6XIne118Nh1mPPprqskvJIQu7/BeTzPZNBN+e8spoZyn0AVDj2fIGtsrPV7TBpGdpnz00gGE1WZsb20iXA7Qb0+kU/xGGWX4AXKkU+MSwPjtrVqgS2zU4A8qTorrb6nI8ZDcYQTqS1IVstdVa8PFjaco1/eeIsfJEE/u7du+CPJNDd6dZepNbVmAuasd3RIgf7BzY34NM3XVYZpUhlwB5bIiJaawLK+sCKyNhmMsChQ3LwKgRw551AV5d82+gocPQo8NhjwOHDwLXXlu0w1VLkmBrYJtJaYFtjMS6YdCmUeCqjrRgCAJfdhHa3Pes8LpJIaxnmrjYXDt7djZ4+b9Z5ZTVjYLuKOC25A1t1h2293YyNLhvsJj0eOzYCoAInIo+PAx0dwN//PfDHf7zoh00Pj5r/qtiJoSAMOoHtzXLw1lpnhdNswOl5+mzVichbGqcD25+dGEU6I2krlIrp0SMX8O/P9uOmHU24Y/+mOZ9f57TgxX5fwZ5vyC+v+rl134ZV8SK3XOyxJSKitSaolM1WRGB7/Djg8wE33jh927Zt8n8AEAwCjY3AD35Q3sBWK0XOIJnOIJHKwK4EuzVWY0HnoMwnlkxrs1cAwGk2zmm1iybSsJmmE0cV00tdICxFXkUcZkPOjKVXCWzddhN0SlB3Wllxs7nSSpF/8hMgEgG+970lPcxu0kOIhTO2x4eD2Nrk1MpGhBDY1uzE6dH8pchaYDsjY5tMS1pjfjH1evz4i+8fhwTgN2fGczb2r6sxY3wqDkkqTGbR45UD203utbvqB5jRY8vAloiI1ojpwNZU5iPBdH/tDTfk/nxtrdxz+4MfyNOTS2XWc6mBbSyZ1mbdTGdsDSWbipxIZbRSZEAtg85+7siswHa1YWC7itjzDI+aztjKL1JqttJi1KGl1lq6A1yMH/1I/vP55+WrdIskhIDDbJh3eJQkSTgxFMBupQxZtW29HOjnCwzPjYdQazWiwSH/+7XWySt28k1G7vX4cf+hcwWZLveToyPa62e+xv51TgsS6QwCkcL0cGiB7RreYQvM2GPL4VFERLRGBCMVlLF98kngssuADRvy3+fd7wb6+oATJ0pzTMeOAVarPK1ZYTHJ5wvRZFqrnHRoPbbGkk5FVvfYqs89uww6mkhryZ3ViIHtKpIvsPOFEzAbdNoVmiuUHsoaixGvXAiU9BjnNTUFPPGEXE6STgO//OWSHu7Ms+5I9YuTF+GPJFE7ayDCtmYnQvEUhvy5A1V1cJRQNpY3KxcDRnJMRu71+HHHwz34wi/PZO0NWy61P3q+xv512sqfwmSQB30R2E16uO0VcLW2jNSR+eyxJSKitULL2JZ7eFQyCTzzDPCWt8x/v3e+U+6//cEPSnNcvb1APA688IJ208yMrbpOR8vYWuVz00JV1c0nnpInHv//7J13eBz1tf7f2S5pJVldrrLlXgBj2ViAKaaYXkNJAgmXGwdCgBSHkASSkJuE3BTI794bekkgN+YSQg+mOBQb2yAbi25juciWZMtW2VXb1fad3x9nv7Nttu9KK/l8nsfPSLOj3ZEl7cz7fc95j6DEpIsuRfawY8uMEcS4n8g/HovNjUqzURFmgQ26h1xZEV9Z4/XX6c3i7ruBykpg3bqUvtxsUi/FBkhwfufpjwAAT7x3IOx7Fg62KM+OZF+3TemvBagUGVB3bF/46BBcXj9kkNOXSXS6x+fH+/ssaKwvx5pVc2MOSq8pIQc5Wz0c7dZhTKsoUn5fjlaCjm3+jBRgGIZhmFwihO2E0XZst28HbLbw/lo1qquBU04ZOWHb1kbbHTuUXaaQcT/CsS00BnpsTXr4/LIieHOJyxPp2EYbPqGpyOMRFrbjCLNJB78cjBsXWOwupQwZALoGggIo6TmlHg9w1VWURJcrXnyRBO0ppwDnnw+89lpKc8pijTsCaDarN+C8+SJKeufWUDLykxGCFwA2tHTDYndHrYCZjbqwkT/NB6xY/eQHeGprm7JPq5Eyik5/Zxe99g2n1uPmlbNiNvcrju1gdhzbNosd08rzrEQ9lG3bgGeeyXm8f7DHlh1bhmEY5uig3+GBTiONvqsn+mtPPz3xsZddRqXIe/fm9JQAAO3ttN25U9ml12qg10pwhPTYmo3BObYARqQc2eX1w6gP7bHVwxZheDncPiXFeTzCwnYcIcoeIsWd1e4OE7YrZlfBmOrcqldeAf7xD+Avf8nqOSu43eTQXnQRoNMBF15IPbZNTUk/RbFJH7PHtrG+Qkkwjvyedx0ZggQagRTqYDe39eGGvzYDAP5vW7uyX5IkTJpgUhzb5rY+XP1IE978ohsA8KNz5wIArmzILFX42eaDqDQbcersqrjHVZeQsO3KgmPr98vo6HOgriLPQsVCueEG4Oqr6WL3xRfJfU1nZ/BilCSKY8vhUQzDMMxRwoDDg9IC/chWbTkcwLe/DdTVAfffT/eEb70FHHccGR6JuOwy2r7wQvbOad++oDsbitgXImwBcm1J2AZKkQ3BcT8Ach4g5fPLcPuiw6Mi3eJhLkVmxgrFQthGlB1YbO6wfsmGujI89c3GuOWtUTz0EG03bcra+YaxYQPFtos3p1WrSOC+8krST0GlyOorYg11ZVg5twpFBm3U99zUaoFYywp1sJtaLUoirtcvh7m8kyYU4HDA+d6ytwdePz2DBMAvAxNLTXBmEDpksbnw9q5uXL5kMnTa+H+mhQYdio26rDi2XUNOuL3+/A2OOnSIghvOPRf4/HO66N19d+w0RLsd+NnPaJj7ggUplSrxuB+GYRjmaGPAEZ1FklN276ZslQcfpJTjW26h6/V77yUuQxbU1dF822yWI197LfCNb0TvF4vk+/fTPUaAAr02IhWZxGNxYBxlrh1bEXQZGR4FIKwceZgdW2asIBxbsVokiHRsARJ68cpbw9i3D1i/Hpg2DThwADh4MFunHOSFF4CiIoptB+jN7ZRTUuqzLY5TigwAMoC6iEHVQGw3N3S/IcLlnVhaoDi2MugYTYgDPqOyCPt77UiX+97ZC69fxvzakqSOrwqM/MkUkYhcl6+jfl59lbZ/+AOwaxcNbf/pT4EPPog+9rnngLlzgV//Grj8cmDRIuBLXwLuuiupMmatRoJWI7GwZRiGYY4aBoY9I5eIvG4dCdKDB+njTz6h63xhIWWunHde8s912WVU5XfoUObnJcvUQxvhysLvBzo6gNmz6fNdu5SHCgxaONw+2N0R434KhLjMrbB1BfJAIh3b0Nf2+WW4vX4U6rnHlhkDiHr+IVfwj8fh9sHh8aHcnEHC7aOPAlotcN999Hm2XVu/H3jpJXLhCkJ6Oy+4gHomkiwhNSdIRe4ZcoUNrhY01JXha43TAAAPXtugCN+GujIsnV6GskJ9lMs7eYIJFrsbTo8P7+/rRXWxAWvOnqMcl4mwbW7rwxNbDgAAfvLCp0mFe1UXG7MSHtWe76N+Xn2VFlgWLqTAiD//GTCbgQceCD9u3z4qV66uBrZsAZ56iqoCrrsO+OUv6bEkEgr1Wol7bBmGYZi8J1ujBgccnpELjlqzhtzWjz6ibBVJIjH70UdUlXX22ck/1znn0Hbr1vjHeb2Jx0l2ddGkjsOHKcBKcOQIlUkLwR0SIFUQUYpsDpljC+S+FNkVcGxDR/kE3WJ67eGA6C4wjF/5N36/s6MQ8QscWoosxsWkPbrF7SbxcPHF9IdsNmdH2B48CPzmN8C//zs5s4cPB8uQBRdeSNskXVuzSYdhtw8+v7oQ6RlyodIcLWwBYMUs6mONXKUccHhx/LSyKJdXJCNv2duLplYrrjtpBm45Y7Zy3IzKIvQPe5QZwqnwr51HVEuj41FdbEJXFkqR263D0Gok5fvLK1wu4M03gxc/ACgpAb7+deDpp4He3uCxv/sdlbKvWwecdBLtM5moR/yOO4Bnn01q5p1eq+E5tgzDMExe09zWh6880oR712c+alD02Oac1lYqQ77hBmDq1PDHtFpawE6FefNoG+KiqvI//0OOqzOOGRAyozYskEoYLWecAej1YY4u9dj6YXd5oZGCzulIhUe5PKIUOTw8Cgg6to5Ar20BpyIzYwGlFNkdImxtJKzKi9QFXUJeeAHo6QFuvJGEwkknAZs3Z3yu+NWvgDvvpORjSaI3tksvDT9mzhxg5kwaA5QE4g9YrRxZlmX02NQdWyBYeiscS/E1bRa7almuEH73rt8NnUbClUvDh4fXV1H40v5eW9TXJmJOIKVZk0K4V00JObaZzklrsw5j8oQCpb80r9i8mVZOzz8/fP+3v02iVwSbHTwIPPEE9cZMnBh+rCQBN99MH4uy5jgYtBouRWYYhmHymuc/PAi3zw+/nMK0ixj0D7tHRti+9hptUyk3jofZDEyZkljY7tpFjm1zc+xj9uxR/1gER82cSfeoIcK2QK+FMzDup8ioU8K3FNfUMUKlyBFTPIBgj62YmlKo5x5bZgxgVgmPEo5hRbqlyA89BMyYESwHWbGCykP6Mpx929REZSOHD5Ngefhh6rENRZLo9d5/P6my0eIYqdAArUB6fHJMYTs1UHrbFiJse4ZcGHb7MF0lIXhyQNjuPDyIsxfUoLrYFPZ4fSXNvW3tSb0cWZQBf2nJlKTDvaqLTXB6/DFToZOlPYaQzwvWrQOMxugwiYULgdNOo+AJv5/6b2UZuP129eeZNAlYvDh4UY2DnoUtwzAMk+f4QwIsk552oYLPL2PI5UVpYQbta8ny2mskEEW/ajaYNy+xsO2mCRZxqw937yYzBwgXtsKxFS1RoaXIBipFHnZ7lftxgMKcjDpN3Fa5bOD0JA6PEunInIrMjAkUYRsSHmURwjadUuQ9e6gv8cYbAU3gV+WUU0g0bNmS/onabCSOly9PfOzy5eQYHziQ8FCzSim2QAQrxRK2Jr0WE0tNaLMEheiBgMidXhktbGtKgkJ22fRo4TmlrAA6jZRWn60Qp19ZPi3pcUFi5E/3YGZ9tm3WYUXk5x2vvkojfiIXQABybffvB/76V+oJ/9rXqG8nFuedR7/D/f1xX1Kv4x5bhmEYJr/p6KMwy8aZFclPu1BhyOmBLEe3ZWUdp5Pm1GbLrRXMnQu0tMQ3Q7q6aBuv+nD3bhLcEydGO7YTJlAb1IIFdN8xTPeKoT22RcbwUt+SAn3uS5GTCI8aVkqRWdgyYwCTXgOtRoItJDzKGuixjUxFToqPP6Zt6BvP8uXUV5BJn21zMzlryQjbxkbaJgoDQEh4lsqbhyJsY/TYAuSUtlmDju2BgMidruJgfnZoQPn492+0RPWz6LQaTKsojBK2yYQ7RA73TgbhGD/6bmvavTUDDg/6hz2oy0dhu28fXawiy5AFl14K1NZSSbvLBfz4x/Gf7/zzAZ+PenbjoNdqeI4twzAMk7d4fH7luj+zKnryQyoMBMplcy5s332XZtdmW9jOmwcMDlLIUyyEsN2yJfaEhN27qdR49uxox3YahY1i4UIS0C0tAAI9tqIUOUI4lph0IxYeFSpsCw1aaDVSsBRZcWy5x5YZA0iShCKDNmzcj8XuhkGrSUkkKRw+TNtJk4L7CgqApUsz67Pdto22y5YlPvaYY+g1kxG2YmVKpRy3xxbfsQWA6RVFYaXIB3rt0Gkkpew4lKZWC8To8lj9LPURycgU7vB+wnCH4Ay05H9mfQFn/u/bD6YdHNFhzeNRP6JsOJawNRhI1Ho8wJVX0gUpHo2NtOqaoM/WoNXAw+FRDMMwTJ7y6cEBpXdS5KqkixC2OU9Ffv11ai06/fTsPm8yAVJdXTQxob+fqgcj8fkoMEpN2La1BavBFiygbaAcucCgUebYjqZjG5qKLElSYGKIcGzp/pJLkZkxQ7FJH1bHb7XRDFvRxJ4SnZ3kzlZE9GqsWEFzQx2O9E5y61agvh6oqkp8rE5HM86SELYlGZQiA8C0ikL02lxKj26bhcpydSpBSo31FTDqNdDGCXgSI39E78vmPT1w++SE4Q7i55fKYsR+i10R2k6PH/+3rS3l2H8h6vOuFFmWgZdfpovMrFmxj7vpJmDVKuA//iPxc+p0dOxrr8UtWeIeW4ZhGCaf2bqf7iVmV5szFrb9wwHHtjDHwva110jUFmb5fiORsLXbqXRYTOFQM2k6OmgiiBC23d3kAgMkbIVjO2sW3UsEAqSUUmR3dClysUmf+/Ao0WOrD79nLTbposKjTBwexYwVNBLw6cF+RdBY7e70ypABcmwnTgyOVhGccgo5Y8J5DUWWaf5YvP6GrVuTK0MWLF8OfPghvdHEwWyMnYrcY3PBoNMo4leNyGTkA3GClBrqyrB2dSPWrJobs59lRqUZLq8fhwN9r3pt8P8xXriDcNwjS1niIYS2+FE923wo5dj/dsWxVelhHQ28Xpo/u3gx8K9/kRMbj9pa4I03qMcmGc47j8qVRMm9CjzHlmEYhslntrZaMavajDm1xei1Zzb2b0RKkQ8cIOGZ7TJkAJg8mXI4AuXBUYgy5OXL6Vi1tjox6kcIW4Bc24EB+iccW4MhLBk52GOrXoqc6/CoYCly+GsXm/Qhc2w5PIoZQzS39eFgvwN7um2KoOm1u9NPRO7sDC9DFpx8Mm3V3hD++U9gyRISJLGe8+DB1IWtywV88kncwxKFR1WZjXGda5F+3G61Q5ZlHOi1qyYiCxrqynDzylkx+1nEyJ/WHhr5s+sIbUtMurjhDjaXBya9RtUpjncua1c34rZVc3H2ghoASDn2v91qR0WRIb2y9WxjtVL/yjXXkMB98kngrruy+xrnnkvbOOnI3GPLMAzD5Ctenx/bD1ixfEY5KosMY6MUWVxzxTU4m0gSLW7HcmyFsK2pIZNm06ZoI0YI29mzw4VtaCKyYMECpRTZZNBClslQGo1SZKcnOjwKEI5teHgUC1tmTNDUagECf59C0Fjtrswd20jKy4FFi4CNG6MfEzNnb7+d0o8jES5vqsIWSFiOXKjXQpJih0dVxilDBqgUGaCS3F6bG3a3TzU4KlnqK8UsWzucHh/e+qILkkSlIEumTYj5dTaXT3GfU0EI7W+dNhOagH5PJfb/80MDMOg0GQ12zxpvvEEXl7/8BfjsM+DrX6ey+GxSW0uLMHH6bA06LkVmGIZh8pMdnYOwu31YXl+B8iJjYLRh+tcsIWxLci1sZ8xInIWRLvFG/ohRPzU11FZ36FBwNq1g926aiVtbS+OIgHBhGzpxYcECoLUVcDhQECjvtbm8UQZBiUmPQYcXchKjK9NFLTyKXjvoFgvxy6nIzJigsb4ChsAvtCRJaKyvgNXmRkVRfEEXk85OdWELUH/iu+9Gi9c336S+g85O4Le/jf66rVtJoCxenPx5TJ1KbzAJhK1GI8Fs0KmHRwUc23iUmPQoK9TjgGVYGftTpzLqJ1mqio0oMmjR2mPHu7t7YHf7cMbcanh8MvqGY6/c2V1emI3pv+k01JXhnIW10GslrP3G8qQSEpvb+vD5oUEcHnCmHT6VVTZtAoqLaWyPJodvU+efT3OSY8xl5h5bhmEYJl8R/bWNM8qV6jwRJpkOAw4PjDpN7now29vpPvH886Pb3LLFvHkkVoeHox+LdGyB6OpDkYgsSdQDPGUKCVshgEMd24ULKVl5925F2ALRqcPFJh3cPr8iPnOBWngUvbYeQ65geJRWI8GQQkXgWGP8fmdHIQ11ZXjqm42oLTVhUmkBFk4qgd3tS68U2emkm321UmQAuOAC6nl9663gvrY2+uO/5RYqIb3nHlrJCmXrVuC44wCTCUkjSZRim0SAVLFJp1qK3GtzxQ2OEtRVFKHdalfSjGdk0G8qSRJmVFGA1GufH8GEQj0uXkz/n0cGYs+btakk6qVKY30FPD4ZU5IMgmpq7RVmf0rlyzlj82bgpJMAbY5XFc87jy5KMcb+6LUSPF7usWUYhmHyj62tVsyoLEJ1iQmVgXu93gzKkQeGPZiQq+AoWQZWr6br+m235eY1gGDOhigpDkUI26oqEqWlpdEBUnv2hLvJIhm5vZ36amtrg4+FJCOHuqBFEeZEf8AJ37y3N61vKRmU8CjVUuRgjy1VN+ZoUSEPYGE7zmioK8OtZ8xCe98wNrRQyUVapchi1E8sx3bFCnLU1q0L7hMi96yzyK3VaoEf/jD4uM9HacqplCELli+nNxZLfMFlNumiwqO8Pj8sdneSwrYQbZZhtFmGodVImFwWPeonFWZUmrG7awhv7uzCOQtqMSXwfF1D8YVtpn2uM6vMAIB9PSrl4CosnkquroTUypdzQl8fRfCvWJH711q2jEqO3nlH9WF2bBmGYZh8xOeXsS3QXwsAFYGqNEsGAVL9DnfugqMef5yCIH//e2D69Ny8BhBMRlYLkOruplF/RiPdo558crhj63JRuJWasG1rowrC0CqyOXPoHmLdurDQptB7uOa2PjyxZT8A4Oa1H+asIs7l9UOrkaLyWYSwlWUZDrdvXJchAyxsxyUXHTcJJr0GD27YByBDYRvLsTUYqBz51VeDjfdvvkkrWQsWUOnGHXcAzz8PPPMMPb5rF5UupytsAfUk5hDMxmhha7W7IcvxR/0I6soL0dnvwJ7uIUwtK4A+w3KNGZVFODzgxJDLi/OOqUV1MTnV3YOxha09C8I2GFxlT3AkMS3g7J6zsDZusNWI8N579DslyoRyiV4PnHoq8Pbbqg8bODyKYRiGyUOe//Aghpxe1JTQvY2418skQGrA4cmNsG1vB9asAVauBG68MfvPH8rs2VTpp9Zn29VFZciCFSuAL74AegNOamsrVXGJ0CjxfBYLTVAILUMG6F549Wrg73/HBMsRZXdo1V1TqwXewHQFjy93FXEury/KrQWoFNnnl+Hw+MixZWHLjDVKTHqcf8xEfHJwAABQkQvHFqAeiUOHgE8/JSHy1lvAmWcG+yZ+8ANg6VLg6qvJuRXlHukI26VL6XkTlCObI+b4AkC3mGGboMcWoFJkvwy8v8+SlbE3IkDKqNOgQK9FdeAC1DUYe0U1G6XItSUmFOi1SQtba6An54qGKdkRtX4//W6kw6ZNJDiXLcv8PJJh5Upa2e3sjHqIHVuGYRgm32hu68Mdz38GAHhoYyua2/pQGchT6bWl79gOOLwoLUgzcDQWsgx885t0X/D447nNzQCAggJyhGMJ2+rq4OerVtH2v/6LtqGjfgRC5O7aFR4cJfjuzU6lcwAAIABJREFUdwEAdWsfV3aFliI31lcoJolOk7uKOKfHH0PY0v3kkNOLYbdvXM+wBVjYjluuWjpV+fjwgCP1JxA3+bEcW4CELUDlyJ9/TiUeZ50VfNxkIpFy003Ub3vrrVQCMmtW6udTXEz9EAmEbbFRF5WK3BN4k0+2FBkABp3ejBKRBe5AM7/L68d1f9mGzw8NoqxQj65Ejm2cebvJoNFImFFZlHQpsnWYhG1Zugnaofh81GNdX09je1Jl82agoSH7g9tjccYZtFUpR9breI4twzAMk180tVrg9dO1yRtwAUsKdNBpJGWhOh0GhnNQivzGG8D69cB//ielIY8EsUb+dHeHO7YNDTR14Xe/owkMoaN+BKEfRzq2AInoK65A9dN/hdlFgVVFIeFRDXVl+PmF1Iv7k/Pm5awijhzbaNFabKKf55DTA4fHy44tMzbRaySI1vDb/vFp6jX9hw8DOh1QEWdlqbaW3hTWrQuG75x5ZvgxJhPwwAPA3/9OH59+evqrdSJAyueLeUixSo9tbwqO7bQQMTs9g0RkweGQkCgRylRTYkro2GZjlmx9VRFae5MUtoHSpbTc/VBkGbj5ZuDppylcLDC4PCYWS7hT6nRSH/ZIlCELjjsOKCtTLUfWazXw5DDFkGEYhmFSpbG+AtrAXD+RiyFJEirMmc2yzUkp8iOPUFhTrkuQQ5k3j0SqP+L6HVmKDAB//CPdA6xeTWK4qoo+F9TXBysR1RxbALjtNmiHBnH1p+sBIKrqbuHkEgDZua+Mhcvrh0kf27EdDDi2kYnN4w0WtqPN/v3kbn3xRVaftml/0CnzplPT39lJwjWRCL3gAqCpiYTr3LnUWK/GVVdR4/2TT6Z2HqGsXEnBQh9+GPMQszE6FVk4tpXFiUVbldmorGZNz0Ip8orZVTDpNdBKwYtPTYkJ3THCo7w+P5wef9hqX7rMrDLjYJ9DmVsWD7HCW55OgnYod9wBPPww8NWv0udq4Q2hrF5NiyP9/fT5Bx+QIB6J4CiBVgucdpqqY8s9tgzDMEy+0VBXhguOnQitRgrLxagoMkaFR72/rxf/9ebuhAaHx+eH3e1LPhV5507g5z8HmptjH3PkCPDPfwLXXUf9qCPFvHk07ufgweA+t5vuISOFbUUFlSJv2wb87W/R83VNpqBTq+bYAsDSpXCdtALXb38JWr8vStiKUZw5Hffj8as6tiUhpcgcHsXklsFB4MILgaeeojr/0D/ADGmsr4AxQlClxOHD8cuQBRdcQCtiW7dGu7WRlJUBJSWpnUcoosx5/fqYh5hNOtjdPvj8wfLRniEXzEZdUqtUkiQpzq7NFXvWbLI01JVh7epGrFk1V7n41JQYY477sbt8yveRKfVVRZBloM2iMsstAuuwG3qthOJMnOL776c07BtvpAUMgyG+sJVlKjs+cgT4yU9on0gnPPnk9M8jHc44gxaZ9u8P2809tgzDMEw+MqFAj2KTLqy0tcJsCBv309zWh2sf24b/enNPwhn1A4GRNAkd27VraRzfwoXAr35FOSqOGC1vTz4JeL20iD2SiGTk0HLkbpoUEtZjK/jKV4BzzyXxG1p6LBAtdLEcWwCu73wPUwZ7cP6uzVHjfsTc2FzeT7i8PhhVHdvQUmQOj2Jyhc9Hf0gtLcB//zcwMEB/VH3ZiQFXE1Qp0dkZPzhKsHQplW0A4f21uaC6GliyJL6wDQgzuzvo2vYMJTfDFqCLQEcfCcEfPptGCbcKDXVluHnlLOVnUFNiQq/NBa/KG5wtcN5mY+ZvPGLkT2sSfbZWmxtlhYb0Z5u5XMAvf0kC8f77qYx99mz1HhfB/v2URFhXBzz0EPD++yR0FyyIXwKfC2L02eq1GvhlhC2UMAzDMMxo4/D4YIpw6CqKDGGObVOrBb7A5Aq1GfXNbX24/529aG7rS07Ybt8OXHst5Wfccw9V6+3bR/2zkcgy8Nhj1FokZsuOFOL1QqshhbCNdGwBKjV+6CHKgTnhhOjHhdiNVZUIQHfJRWgvrcElOzdEtZMJxza3wja58CgWtkxu+NGPaFTOn/4EfOc7wIsv0pysiy6KvfKVIpGCKiWSdWw1GgqR0miofzbXrFpF42CGhlQfDv0DFvQMuZLqrwXoIiCmF6ldBLJBdYkJfhmwqAQ8iDLqTFORARo1BCQ3y9Y67E5vLJTguefoonH77VTaC9CFJZ5jK0Y3/fWvdLG44Qb62Y5kf61gwQJaOIkUtjoS+uzaMgzDMPmE0xPdU1lhNiqZGQCwbHrw/k+nDa/ea27rw1cfbcK961twzWNN2NpKLWyl8UqRP6MkZrzyCk2+uOoqErq//W30QvaGDcDevZSIPNLU1NAC+eefB/d1dQUfU6Oujkydb30r+rFbbwUefJDKkmNgMuixv3wyKocHUBCRPCxSkd05LEV2epIIj3L7UKDnHlsmm+zbR380995LITs33UT7zziDavvfew/49rfTf/7HHyehkAkuF4X6JOPYAsDdd5NILxuB2aerVlFZy4YNqg+LP+DQPtseW/KObcYl3ElQUyxG/kSXI4vgq2yERxUZdZhYakpq5I/VnqGwfeABKtU5++zgvrlzaSacJ0ZJ97ZtdJE48UTgvvvoAjQwMLL9tQJJoh7ut98OzmVGsHyI+2wZhmGYfMLhiR7dUmE2wO72weH2BT4P3vusOXtOmNHx8seH4PL64ZdpIb+5LSBs4zm2u3dTRdb06cF999wDFBXR/WzI9ROPPQaUlgJXXJH+N5kukgQsXgx89FFwnxC2aqXIgoKCYFBUKAsWqAveEDQaCYOFxShz2aKq30bTsS0yaKGRhGPrRYFhfEu/8f3d5RN79tAf9+zZwJ//TG8AYm6W4MorgTvvBJ54AnjhhdRfw2qlVaX/+Z/MzvVIYMh0Mo4tAEyeDJxzTmavmSwnnURjYN54Q/VhIQhD+2NTKUXOuIQ7CWpKaMVPLRk5m8IWoD7bfb2JhW2f3Z3+qJ9PPgG2bKHf6dCwsXnzaBGitVX967Zto9JyvR64+GLgssto/2g4tgAtLnV2BuP+EVxl5WRkhmEYJp9wqghbMctWlCPv6w5WbEU21BhDvlav02BKGU2FmBBP2O7ZQynBupB7lJoaGpezYQPw619TCOSuXVTJde21JBZHg8WLacFcLK7HK0XOEsOFJZjgiK4oFPcSOQ2P8vpVZ9RKkgSzUYdemwt+GZyKzGSJm24iMfbjH1M68AMPhL8xCH7+c0qJveGGoMBMlocfpjLmVL8uEjF+JVnHdiQxGqnkOUafrTmiFNnp8WHI6UVlCmm/GZVwJ0FtqRC20Y6t3ZW9UmQAqK80o7XHBlmO3yNqsbvTH/Vz//104br++vD9osdFrc/W46F069Belj//mUZHxQlnyCkrV9L2nnuAQ4cAhAhbnmXLMAzD5BFOjy+q5FVUXomRP/sCFVslJh32dIW3JYn7JK1GwmPXLUNZoAQ5oWMbmRoMUDjUaafRPewJJwDz51P132iUIQuOP57OQdyDdHWRMWI25+wlh80lMDvtUWOGDCNwL0FzbNVlXbFJr5gpkb8z4w0WtiPFZ59RL8JvfhNfMOr1wP/+L2Cz0RtFAkGi4HZTOSdAf7yRs7tS4fBh2ibr2I4055xDq4YRCbYAlFRf4Xz2iBm2STq2I0FFkQEaCejOcSkyQI7tkNMblpIYicfnx4DDg7LCNIRtfz8lJH71q9Gl6ELYqvXZ7thBizChwnbCBOrXHi1mzaKqisceo57fVasw8RPqA+YeW4ZhGCafUO+xDQjbgGPb2mNDVbERx06ZgL3d4U7izs4BTCjUw+eXYbW7MeCg+4+SWMLW76d7LzVhq9GQ4dDcDLz8Mpk3f/0rzYkfLRYvpu3HH9NWbYZtlhkqKIZW9uPjz9vD9otS5Fz22Lo8ftVUZIDyZ4SZwuFRTOb091MJhIgfT8T8+VTWsW4d8OijyX3NP/5BTut551H5pyWD0KN8dmwB6rMFgH/9K+qhSMdWzLDNJ2Gr02pQaTbiiJqwdWZb2NLKZLwAqf5hKtOpSGeG7RNP0Kw4tb7wCRPoIqImbEVwlFr64GghSfR3tHs38NOfAjt24KQf3QCTx8k9tgzDMExe4fBEzyStDPTUBh1bG2ZWFWFWtRl7uoPVW16fH7uODOHy46egutiIVz89jAGHB2ajTqlUiuLQIcDpVBe2AI34W7KEQlBvugn42tey842my9y5lOMh+my7u+P312ZIc1sf2kEVebc98nbYVA2tRoJGGokeW3XRWhLq2LKwZTJG3NinEnd+yy1U1nHXXbHDdwSyDPzxj/T8//ZvtC+TcuTDhynZVozxyTfmziVHTaUcOTI8qlc4tubYSXajQU2JSbXHNtulyDOrKBk5XoCUNZDOnHJ4VE8P9Yk3NtLFTI1YycjbtgHl5dSrk2/Mnk2ji55+Gsb+Plzx2Vvs2DIMwzB5hVNt3I/i2LohyzL29dgxs8qMWdVmDLt96BygBfV9PXa4vH4cM6UE5y6qxTst3Tg84Ehchgyoz3nNR3Q64JhjRsyxbWq1YMBUDAAosg9FTdUw6DQ5XSSnVOTYjq1w8bnHlskcUd+firDVaIA1a0igrlsX/tjnn1PZ5Jo15K5u2kT9it//frB8OFNhW1sbHgSUT0gSubZvvUXudAiFei0kCRgKCESxYnZkINodHU1qSozqqchuLww6jVK2kimTSgtg0mvizrJVhG0qpchWKyUgd3VRT2os4gnbE05QTx/MF1asQP+xS/DND16Ax+VNfDzDMAzDjBBOjw+mCPet0KBDgV4Li80VKC/2oL7KjNnVVL21NxAmtaNzAACwcFIpzj9mIlxeP97e1R27DBkICttYjm0+cvzx5NjKcs6FbWN9BYbNJGwr3LaoqRp6rSZnpciyLMdMRQZI2IrORi5FZjKnpYVWjlJ1p84/n4TqI4+E77/rLuDgQUo/njEDuO46cr++9jUSpECwTzYdOjvztwxZcP75VOL9s5+F9SFrNBLMBh1sTi+a2/rw+Gbqw7316Q/DykJGm+oSE7qHVFKRnd6slSED9P9RU2zC2y3dMb9/RdgmW4o8MACcey4NPn/pJeDkk2MfO3cu0NsbXhpvs1GP7fLlyX4bo4Mk4eDqW1DXfwSF614a7bNhGIZhGAWnxx/l2AJUfWWxuZXgqJlVRZhdQ4JrTxf12e7oHIRRp0F9ZRGWTS9HpdkIl9efOBG5sDB/81fUWLyY7hX376cqsxyWIjfUleGOa+l+6KcnTQwPID18GP/9j19DGhzIyWsLJ9gYIxhKVDMCUE1OHk+wsB0JWlqAmTMpGCoVdDrgG98AXn+dkpQBcmuffx64/XZaPfu3f6O+h+99j95whLDN1LHN9zeuSy8FbryRhoLfeWf47FGdBus+68S3/nc7vH7a7/H6o8pCRpOaYhOsdjdcXl/Yfrsru8K2ua0PHX3DaO2x45rHmlTFrXU4BcfW4wEuuIBWQJ99NtjvHAvRVx7q2jY3UwhFPvXXxmBw1fnYXzYRNQ//KfkgN4ZhGIbJMdRjG30bX2k2oNfuViq1ZlaZUV5kQEWRIcyxnTexBDqtBlqNhHMXkZPZa3PFNgF276ZqwXyt5lPj+ONp+9ZbdN+R4/CohYtmAADqtRGBnRs34oydmzFp1yc5eV0xRiieYytgx5bJnF27UitDDuUb36Dtn/9M27vvpqjy732PHOCHH6bVqJ/+lB43m+lfJsJ2LDi2Gg2l7t14I/Cf/6mI2+a2PljtbnQNutBjc0OrkaCVaEZbZFnIaFJbSgEPPRGurc3ly1p/LUA9H0KPuWOIe2sgZCKpObYbNtDM2gcfpICIRKglI4vgqGXLEn/9KKM36vHoCZfD/OlHwMaNo306DMMwDAOPzw+fX1Z1bCvMRljtLuzrscGo02DyBJojOzMkQGpn5yAWTipRvmZWIGhyT7ct5iJ4zFE/+cwxx1DL0xtv0Oc5FrbKdAirNXx/YIauuSfDcZwxcHmSd2yjhO2OHVT9mEmlZx7BwjbX+HzA3r3pC9u6Ohpv8/jj9Mv3978DN99MpceCwsLwXsXa2vR/Qd1uKh3Nd8cWiBa3v/gFmlotyn+FVgKuXjYVa1bNxdrVjTmbS5sO1SVilm2ksPXAbMzealpjfUVY/LuauLfaXSg2xUlCDGXjRgoWu/rq5E5g+nSqVIgUtjNm5G84WQgGrQbPLTwD7vIK4A9/GO3TYRiGYRg4PFTtpZZwWxFSijyjsggaDd0Uza42Y2+3DQf7HBh0esOE7VBIjoRqhZvHQ+W8Y03YFhXR/febb9LnuRa2JhNQUAD0RSwMCGFr6c7Jy4rqv2Qc26jfmY8/Bn79a2BoCOMBFra55sABEovJjvpR44YbqNz4ssvoj2bNmvjHT5yYvmMrvi7fHVuBELf//u/AL3+Ji9/+Oww6jeLSfmnJFNy8clZeiVqASpEBRAVI2V2+rJYiN9SVYe3qRpw0swJ+mUqUIrEOe1CRbCLyxo1AQwNQXJzc8TodlS6JALXBQQo7GwNuLUBhDy69EQcv+TLw6qs07J1hGIZhRhFnQNiqOXTlZiFsbZgZCI0CSNgOODzY0ELiauGkUuWxk2ZWwqTXxK5wO3CAwjrHSiJyKIsXUzYIkNMeW4WyspiObYmlKycv6fSkUooccY8pMlBCDbMxDAvbXJNOInIkF15Iq0x79tBssER/mLW16Qtb4fSOFWELkLh95BHgiisw9dc/xesle/PSpQ2lpoRKkaOFrTerpcgAids/XrUYWo2Ep7a2Rz1utbuSK0MeHia39bTTUjuBefPIsfV6gS9/md5Eb745tecYJQw6Wukergi4y8PDo3g2DMMwDAM43SRkClSEbWWREW6fH22WYcysLFL2iwCplz7uhEYC5tYEF6jFInjMe6exmIgsEH22QO4dW4AEYgxhW5ojYRt0bGPPsRVE/c6Icy3Lz/vlVGFhm2vSmWEbiV4PfOtb1Dt7222Jj8+kFLmzk7ZjoRQ5FK0W+NvfgHPOwfQffw83D+3MW1ELAGWFBui1UlQp8lAm4VGHDlE4ggq1pSacPb8Gz2zvUFZ6BVZ7ko5tUxNVH6QqbOfOBfbto3FUr70G3HcfcOqpqT3HKCHKsz0GWohgYcswDMOMNs6AkDHpo2/jK0IqsyIdWwDY3taHmVXmqJLUhrqy2BVue/bQdiwK28WLaavTjYx4Ky+PWYpc1perUmS691P7fQCCjq1RR2FhYVgswIQJdB89DmBhm2taWoCKCqCyMrPn+elPqb8hGSe1tpbKLhyO1F9nLDq2AqMReO456kt+8MHRPpu4aDQSqotN6FZxbNMStp9+St/388/HPOTaxjr0DXvwg2c+DguGsNpdKE9G2G7cSO74ihWpndvcudSfc999wHe/Sz3RYwQhbF0GKh1P62+KYRiGYbKIwx3osVVxbCvMRuXjmVVBYVtVbFQETmh/bVLs3k2isCJ/QjiTRji21dXheTS5Ik4pcllfT05eUgmPiuHYivAotZ5sWK1j8+caAxa2uaalJTO3VqDTJS+OhSjtSqPk4cABeq2R6EPIBUVFwMKFmaVCjxBFRi2a2/oUkenzyxh2p5mKfN99FFS2dWvMQ0x6DSQA6z47oqQeyrKMPrsnuVLkjRvpAlFamvjYUObPp+155wH33JPa144yirDVs2PLMAzD5Aei8kptJmloBdaMkFJkSZIwsZQWaUvjzatVY/du6q8dCWGYbaqqgMmTR6YMGYjp2PolCSX2NE2nBCilyKGOrcsFLFgA/OMfyoJGoVpqssUybvprARa2uSeTUT/pImbZxitH3rFD/Y/r7beBxsaxXZKQSY9xKtx6KwVXpUFzWx/2dtvQZh1WRKbdTamEKTu2/f3A2rX08eefxzxs6/7gCqIY/WNzeeH2+ROXIjudVIqcahkyQPNq166lRG9ddvuHc40hUtiyY8swDMOMMo54wjZQijyx1BS2UN7c1od93XYAwP9t64g9r1aNsTjqJ5TVq4EvfWlkXiuyx9bhAIaG0F0zlT4/dCjrL6k6x7a7G/jiC+AHP0Ax6P6SHVsmMwYGyDXNJBE5HYSwjSXuhoeBpUuBu+4K39/TA3z4IbBqVW7PL9dMnEh/0D5f4mMFF10E3H578sf39ZGoFfOFUyR0vqyI1rcH4vbNphTF3xNP0M/0uOPiCtvG+goYAm96Wo2ExvoKWO2BGbaFCYTttm20+peOsJUk4KtfTT5JOY/QB8KjXPrA/w87tgzDMMwoI1Jw1XoqRWuRQasJE69NrRb4AzcePr/6XHtVHA6go2NsC9tf/AK4886Rea2yMrpXEFMUeqj8+OCMQPVaDoStkpIdWoosxvd0dKDoz49CklQSkQF2bJkUyEZwVDqIUuRYwra1lRy4Z56Boq4AmvMlyzQ3dyxTW0shSj1J9jK0tACvvEKzgr3exMcD9H/l91NvaxojYBrrK5QGfp2WovVtTnrtlEqR/X4S2CeeSOLx4MHoEpgAlHq4HEadBqfNqUJDXZkibCtUxgCFsXEjCdRTTkn+3MYBohTZqeceW4ZhGCY/EEJGrcf280ODAID2kIowIDjXPuZIn1js3UvbsTjqZzQQIlHciwX6aw/XB4TtwYNZf0lVx3aQfg8wYQI0v/kNKv1O9A27o516dmyZpMnGqJ90qKqikJ9Ypcgi3a6tDWhuDu5fv57+IBsacn+OuSSRYx2JKOO1WoF3303ua157jbYeD/DZZ6mdH0hk/vAc+r34xcUL0VBXBptwbI0plIG/+Sb9PG++GVi0iPbt2BHz8KXTy7FiViVae6kcKWnHdsMGcoTHSRx8sugCiw8O7rFlGIZh8oR4PbZNrRZoJEBGsCIMSGKkTyzG8qif0UDcJ4ly5ICwPTICwjbs90E4tnfdBVgsuGbLczjY5whb7IDXS+1s7NgySdHSQr2q9fUj+7paLYnbWMJOrL5pNJQiDJBTu349cNZZY7u/FkhN2MoyCduTTwYKCoAXXkjua15/HVi2jD7fvj2t0zxjHgV0FQZ6HuwuulCZjSmEOtx/P/2sr7gCOOYY2henHBkgcdvaY4fF5go6tkXG2F/gdgPvv59eGfIYR5IkGLQaOHQB4c+OLcMwDDPKOOI4tqLtSM2ZjTvSJxbinnHWrIzO+ahBiMQIYTs0aSqGTEW5EbYelfAoIWxPPx17Tz0Xqz94ERX2/rDFDvT305YdWyYpWlqAmTMBQxKJs9kmXoDS3r2UsHzmmcCzz5JQ27GDZtiO9f5aILnwLEFTE5Vmr15NJdgvvhhenq3GZ5/Rc3/rW/QGlqawnVJWCADosJILaHN5AFBaclLs3w/885/AN79Jo46mTAFKShIK2xNm0AXtgwN9Qce2KI6Y/uADEnRHobAFAL1WgkPLji3DMAyTHwR7bKPvF9J2ZmPR3k5zTktSHBF0tBKjFNlVXokjxZUjFx4lhG1JCZw//wUKPC7c+MHz4YsdFkv4OY8DxlZE6VhjNBKRBRMnxi9FnjWLXL4bbySh9q9/0WPjSdgm49iuXQuYTMDll5OD/eKLJFSFG6uGKEM+91xK+k1T2BYYtKgqNqJdEbbCsU3iz7KtjcbnmEwksAHqgV20KGFp9KLJpTDoNNh+wAqtlhzJuK8pyrOPsv5agV6ngUMXEP4sbBmGYZhRxqGEBan7Uw11ZZkLWkFHBzBtWnae62hArRS5oACS2YzDxZWYncNSZDHJAUCwx7a4GIvOrIdt8RKc7z6MhtDFDnGO7NgmRpIkkyRJ2yRJ+kSSpB2SJP1HxON/kiTJFvK5UZKkv0uStFeSpK2SJE3P1bmNCD4fOaOjJWwTObazZwOXXkpi7tlnqQx5/nxg6tSRPc9cUFhIK4uJhK3HQ8L04ovp+AsvpDLsROXIr79O/aaTJlG69Oefp12iOq28UBG2SipyImG7YweVTnd10c8t9Ge2aBGdTxzX2ajTYvHUCfjggBVWmxtlRXpI8WbTbdlCyd7JzlEeZ+i1Gth1HB7FMAzD5Acujw9GnQYazQjMle3oGB/3hiOFmmNbXQ2DToPDReWQc1SKbNRpwu/lhGMbmEhhnj4VU5z94Qse49CxzWUpsgvAGbIsHwdgMYBzJUlqBABJkpYCmBBx/DcA9MmyPAvA/wPwuxye28iwYQNwww2j89q1tSR8/P7w/SK2fdYsoLoaOPVU4OmnyZUb62nIoSQzy3b9eqC3F7jmGvq8vBw4/fT4wnZoCNi8mdxagIStzwd88klapzmtvBAdVhJLIjwqbiry1q3knPr99DNbsSL88WOOoRW4BN/7sull+LxzEAf7HCiP11/r9wPvvRf9OkcRBq0GTklLjjg7tgzDMMwo4/D41GeS5gIWtqlRWkr3C6GObUDYHimupPszjyerL+ny+qPL0oeGAJ2OWtUA9UpOdmyTRyaEI6sP/JMlSdIC+AOAyKGhlwB4MvDxswDOlOLaSHmOVgs0No5ePPrEifSHEzokGqB+UiAYAnDFFVSa7HSOjzJkQTLCdu1aErNCpALAZZdRCblItI7k7bcpRS5U2AJplyNPLSvA4QEH3F4/bC4vdBopZmkRhoaAq66iXpf33guGRYUikpET9Nkum14On1/GBwesqCiK0wO+axetOp58cpLf0fhDr5Xg8ctUCcCOLcMwDDPKOD0+mHQjIGyHh8nVY2GbPBoN3aeFCtuaGui1GhwuroAky8lP7UgSl9cXfe84NETViEJKTZxIYVGh9zHs2KaGJElaSZI+BtAN4F+yLG8FcAuAl2VZjmwAnQygAwBkWfYCGAAwfpYQRppYfaaR88guu4y2BsP4CgeK12MM0B/2Sy+RUAwN97r0UtrGcm1few0wm4GTTqLPp0wh51tN2H76KXD99SSIXnlF9emmlhfCLwOd/Q7YXV6YTbrYZcF33EErp3/7GzB9uvoxQtgm6LNdUlcGSQK8fhll8YTt5s20PaqFrQYen58CHnFbAAAgAElEQVRSs9mxZRiGYUYZh8c/Mo5tRwdtucc2NcrLo0qR9VoNjhQHZE2Wy5FdHn94IjJAPbaBMmQAdF8MhOsCq5WEeGlpVs9nNMmpsJVl2SfL8mIAUwCcIEnSqQCuBPAnlcPV7uajGgUlSbpBkqTtkiRt7+npye4JjydiCVsxw1Y4tpMmkVN73nkkwMYLiRzbXbtIpJxxRvj+yZOBE05QF7ZizM+ZZwbFsCSRaxsqbNvbaWzScccBzzxDXyfGKkUwrTyQjNw3DJvTiyJDjDLkzZtptM+ttwZFtRqVlfS9J3BsS0x6zK+lhMO4ju2WLTRO6CiO+ddrNXB72bFlGIZh8gOnR8WhywVC2LJjmxplZSQaZTm6FBnIvrD1+mGMdPCHhtSFbajpY7HQuWrGz5CcEflOZFnuB7ABwEoAswDslSTpAIBCSZICFiIOApgKAJIk6QCUArCqPNcjsiwvlWV5aVVV1Qic/RhF7RcYIMe2oiKY2gbQyJhnnhm5cxsJamvpj9puV39clBrPnx/92AUXkFAdGAjfv3cvpRFH9iIvXQp88QVgs1G/7bXXAtu2Ab/9LV0UzjuP+q1VmBoQtu3WYdhcXhSbVISt00njiKZNA+6+O843HUAESCXghBlUerKnyxYc1h3Jli3k1o7hroBM0esCjm1hITu2DMMwTM5pbuvD/e/sjXltdo5Ujy0L2/QQjm1/P7UFVlfDoNXgsBC2WR75E7MUOZGwtVrHVX8tkNtU5CpJkiYEPi4AcBaAZlmWa2VZni7L8nQAw4GwKAB4GcB1gY+vAPC2LCcaKMrEJF4pcqT7ZjCMzqzdXCK+/64u9cd37aIVKjUn8uSTaZXt/ffD92/aRNvIku2lSylk6eOPgf/3/+i4++4DfvQjenNbuRI4cID+RVBTYoJBq0GH1QGby6seHPWrX9FM5EceoTLoRCxaRMnJkcFhEZQHnNr39vXimseaoi+gR44A+/Yd1WXIAGDQSlyKzDAMw4wIzQes+MqjTbh3fYv6tRkj2GPb3k4L25Mn5/61xhPl5SQaAzNshWM7YDLDX1CQdcfW6fHH7rEVqJUiWyzjqr8WyK1jOxHAO5IkfQrgA1CPrXqjIfE4gIqAg7sGwI9zeG7jH7OZHCa1UuSjoaxUCNtYfba7dgEzZtAc2EiWL6fwry1bwvdv2kQrW5Eub0MDbZ98ErjzTurT/drXgo+vXEnbd96JeimtRsKUsgJ0WIdhjyVsn3wSuOSS5MO9jjmGBNj+/XEPcwfmnskAPF4/mlot4QeI7/8oF7ZKjy2XIjMMwzABErmq6fLfb+2B2+uHX45xbUaCVGSfj9qsHnss85Pp6ABqaoLJukxyiFLkEGGr12oASYK3dmIOSpF90anIkT22VVVk6LBjmx6yLH8qy/LxsiwfK8vyIlmWf6lyjDnkY6csy1fKsjxLluUTZFluzdW5HRVIUnSfqdNJb1KjldQ8kqitTIWyaxfNZlXDbAYWLw4GJwk2baJRO5FluZMm0b/HHqMG/IcfDj9mwQLqfY1RjjwlMMvW5vKiOFLYyjK5zmol07FIMhl55bxqmPQaaCUqt22sj3hz27KFhP+SJcm/9jhEr9XA7ZPZsWUYhmEAkKi96uH3cc8bsV3V0GPVBPC2/Rb86e09Yfvf2HEE7+7pVT7XaVWuzSCHzhQZFqQ8yRu0kP766yl+VyrwqJ/0EKXI4h404NgCgLt2Ug5KkWM4tqHCVqulRYrIHttx5tjGGZjJjHkik4FbW0koHU2OrZqw9fmA3buBs8+O/fUrVlDpr8cD6PVAZyeV5X772+rHL10KvPwy8OijlJIcikZD83HfeYf+/4Xo9fsBvx/Tygvw6cF+GHUaFBkjVtz6+2m8UORzxmPBAtpu20ZObwwa6sqwdnUjmlotaKyvCB/aDZCwXbbsqF+ppfCogGPLgXUMwzBHPU2tvfD5qVtOuKpR11AA2w9Y8eVHmuDzyzDoNLjrooU41D+MliNDePMLcvP+W7MHd14wHwd6h/H0B+04bkop/u2kGfjBPz7GybNUrs0AHG4Vh07wwAO03bcv82+0oyO1hXWGKC+nezzxM6iuhn6Q7v1ctZNg/mhbVl/O5UkiPAqI1gXs2DJjikjHVoz6ORqEbWUlCUo1YdveTu51LMcWoPJbhwP46CP6XPTXnnKK+vE/+QldTGIJyZUr6QLRGlKIcOONwPLlmFZeiP5hDyw2d3QpshBSqQSlmc3AiScCv/kNBVc1NcU8tKGuDDevnBV94RweBj788KgvQwYAg457bBmGYZggx06ZoHysj+GqAsArnx6G1y9DBrlqd7zwGe5/Z58iagEau/cf/9yJJ98/AJfXj1vPmI3LlkzGN1bMwDstPdjZORj1vKqlpwC1IL36KlVb7d1Li+npIst0v8SjflJHBLSKoNLKSsWxdVbVkmObIAclFVxeX/i4H1mmQNPQHlsgXNi63SR+x5ljy8J2PFNbG74yEznDdjyj1ZLLqdZj29JC20TCFgj2mW7aBBQVAccfr358YyNw002xny+yz7a5mUqXP/wQM0x04fH65ehSZNGfkWoC+Pr1wO9+R+nOJ54Y22mOxQcfkFPMwpZ7bBmGYZgwJpYG8zl+cv58VVcVAKaWFwCgeZaakA4lCYBOI0ErUdaGQCMBLV1DAIBbVs5GaYEeP3ruE9z/TnjJssPtQ4GasH34YVrU/+53Sdh0d0cfkyz9/TRZgkuRU0eIxZYW+livh0FLkstRM5GqAXt74zxBakSVIg8Pk3CO59iKObvs2DJjhuOOozem55+nz/fsoVWkcbY6E5NYs2zFClo8YTtpEoVLiT7bTZtIIOrSrN6fN496GzZsoJW0H/5QeWhGbzBEIKZjm0opMkCu7e230+rtl79MJdI2W/JfL77veDNzjxL0Wg08XnZsGYZhGKJr0KV83D/siXlcWSFNH/jGKTPw60uPUXItjHoNfnnJIqxZNRe/umSRst8QkndRWqjHl46fjM8ODeKeN3YrvbyyLMPpVemxdTqBxx8HLr44OL1BGBrpwKN+0ifUsQ3cvwnH1l4VaJXLYoAUzTUOWegYDLj8asK2u5uMC0sglGycaQLusR3PXH898OCDwM03k2O4d+/R4dYKJk6MLWwrKqhcOR4rVpDz2dcHfPYZ8ItfpH8ukhTss33tNdrecgtw332Y3LkPAL3RRQnbdB1bgdlMvwdPP03uc+QM3lg0NwNz5oy7N7x0UMKj2LFlGIZhABwZcAIASgv02LrfAkD93spicwMAvnvmbBSb9JhbW6yaaxFr/4TAWL7Q6QXHTC6Fzy9HO7bPPksu4Le/DdTV0b69e9OvvGJhmz7i3qm/Hzj2WAB0LwEAtlBhm6VwTlfkQscQuf6qpciyTPeWVivtY8eWGTPodFTu2tNDDuHRMupHEM+xjefWCk4+mRKJ//d/6Y3g1FMzO5+VKymE6pvfpJ/D738PGAwo2N2CCYV6AECxKQs9tpGcfDIFYKmMG4pJa+vR9bsSB2WOrRC2WeyLYRiGYcYeXUMkbM9bVIsP2/uU8XmR9NpcMOg0MAcWrWPlWsTaf9LMSohCZTG9wOn1AUB0j+0DD9CC9BlnkLDVajNzbNvbacs9tqkTagpEOLZDFYEKvCw6tlSKHPL7IIStmmMLUDnyOHVsWdiOd5YsAX7wAypPaWs7usRKbS0J00ghsmsXMHdu4q9fsYK299xDwnD58szO5/TTadvZCfz2t1TaOm8esGMHppYVAgCKDCrCtqQks2TioiLghBNijhuKQpaphHnGjPRfcxyh9NgWUK8UnM7RPSGGYRhmVOkedKHYpMPpc6vg9Pjx2aEB1eN6bC5UmY2QIscEJklDXRnm1RZjalkB1q5uRENdGZxuErbGUGG7bx/w/vsUSqnRAAYDidtMkpE7OsggqalJ/zmOVspCFiiEsA04tvaigIva35+Vl/L6/PD55fAe22SELTu2zJjlrruAmTPp46OpFLm2NryPAKCy4q6u5Bzb+fOBCRPozX3p0qCwSZc5c2jl86STgMsvp30LFwI7dmBaeUDYqpUip9pfq8bpp1OQlHizi0dfH/VnsLAFQKvkimMLcDkywzDMKBBrHuxocGTAiZoSE5ZNJ7dr236r6nG9NjcqzYaMXmtKeSGKjDrFzXV6aLE+rBRZBAKJOfYA3fdl2mM7eTI5v0xqFBRQMjWg3MOJUmSXRk+LD1m6l3AFqgXCUpHj9dgC7NgyY5zCQnJsq6oydx3HEmqzbJNJRBZoNMHwpFhjflJBksg1/ec/g7NsFywA2tpQ5CEX8GBfRDhRT09mZciClStpfq8YWxSP/ftpy8IWgHBsZcjiIsUBUgzDMCNKc1sfrn74ffzhjRYlRGk06RpyorbEhAqzEbOrzdi236J6nMXmQoU5s1nwZYX6sICqYCmyipApLQ3umzUrWtju3AncdhvdDySio4PLkDNBCMaIUmR3lscHKsJWrRQ5ssdW3BcLx1anixa/YxwWtkcLp51GTuXR5NiKlalQYZtMInIoohw5G8IWILEYujq2cCEAYO9GGtb90xc/D79gd3dnR9ieeCKVJiVTjszCNgyDlhYhfKaAY8+OLcMwzIjS1GqB10+j8USI0mjSPehCdQkJ1hNmlGP7gT74/NEzY3ttrowd2wmFBvQNu5XPHYFS5DDHdiBQCh0qZGbNogosa4ib/MADwL33Ah99lPiF29s5OCoTRDmy4tjSvYQnIowy00oEpydQmp5MKbLBQKXHwrEtLw8aLeMEFrZHE+PslzchsRxbvT550XbttcDq1RTGkAsCwnZmdxsA6pUIu2D39GSnFLmwkNz6ZAKkhLCtr8/8dccBonzIa2THlmEYZjRYPiO4IKzRSMpInNHA75fRNUilyAAJ2yGXF18cHow6zmJzozJDx3ZCoR4ur18RMGIbFh4Vy7EFwl1bsbj95pvhLyLLwFlnAffdJ06ewo1Y2KZPEo6tqES4J4NKBOHYhv0+xBK2QHCWrdU67vprARa2zHgmtORCsGsXudbJzqOdOpVmwIr+ymxTXw+/wYh51g5opWDqIQC6sGSrFBmgcuQPPwyu7MZi/35aaQy9QB7FRAnbLDi2+dQrxjAMk++ElvOuWlATlR6cK+i9ek/Ye7V12A2vX0ZtQNgun0HX7Hv/tTvsuEGnB16/nHEp8oQCcnyFa+tQE7Zqjq3IVhEBUt3dwI4d9PFbb4W/yEcf0b477qD7ju5uwONhYZsJwrENhG/pNQFh6w0IW4dDqUQIHeeUKi6vimM7OEhmVlFR9BcIYSsc23EGC1tm/GI2kyCNLEVOtgx5JNDpoJk3F1cUDGLNqrlK6iEASszz+bLj2AIkbP3+xH22nIgchj5wsfBkybFtPmDFlQ+9l9EKLcMwzNGEcEPLiwzo6BuZdpDmtj585ZEm/OGN3fjqo8H36q5BysSoCZQiH+p3QALwzq7usPf0XpsLADIuRS4LjAMUfbYiPCqqx1ajCRcyoupKOLbvvkvbxkZg8+bwhP+XXiIhZLcDv/lNcIYt99imT4Rjq9FI0GslcmwLC4HhYTTWV0SNc0oVl0clPGpoiNxatUpNdmwZZowiSfQHLIStx0Nv8PkkbAFg4UKUtu6OnmGXjRm2oTQ20tigROXILGzDED22niw5tht398AvI6MVWoZhmKOJnZ2D0GkkfGnJZOzoHMSw25vz12xqtVAiPgBPSJuQELbVAce2qdUC0V0b+p7eM0QOa1WGjm1pQNgKx1aUIhdEliKXlIQLmYICYMqUoLDdsIGE749+RKL2vfeCx770Es28v/566sPdvJn2s2ObPrW1JGBDqt/0Wg08IY5tQ10ZSgp0mDzBFG5spEDM8KhYoVDivri3lx1bhhlz1NYGhW1rK43/yUNhi7Y2wGYL39/dTdtsObYmE4VIxQuQ8vuBAwdY2IYgSpE9huw4trOqzWHPPZq9YgzDMGOBnYcHMavajJNmVsLnl/FxR3ZmgMajsb4CGg0JRY0U7OvtGiQnVpQiN9ZXQBc4LvQ93WKn4zJPRSbHd0BxbGOUIkcm4ALhycgbNlAg5pln0ggf0Wfb1gZ88glwySXAL35Bzu/Pf06PsbBNnzVryEgIWWwwhI4PDCySe30yKotNaZfXq5YiJxK2Hg/Q2cmOLcOMOWprKd7++uuBVato3/z5o3tOkQQCpLBzZ/j+bDu2AJUjf/QRXcjUOHIEcLlY2IYghK3bELg5yVDYVhYHb3J+cM7cEesVYxiGGavs7BzEgoklWDKN3i+bD+S+haOhrgwnz6Qb/1PnVCrv1cKxrQq8lzfUleHmldTP+vsrj1WO6x3KTinyBMWxJWHriOXYquViiFm2or925UoSPMuXB/tsX36ZtpdcQg7vrbfSQntBwbh09EaMqirghBPCdum1mrDwKFmWMezxkYubJqI0PcyxHRyML2wBCgwbhz9fFrbM+Gb2bBpz9MorwNKlwEMPAUuWjPZZhbNgAW1FqIMg244tAFx3Ha0U3ngjvalFwqN+oggK2+yUIvcEbnYA4NAI9YoxDMOMVSw2F44MOjF/YglKC/WYU2PG9hHKJhATfCz24BzZrkEnKs0G5doAAKfOoQXoYpNe2ddrc0OrkRTHNV3E1/c7RCmySgpuPMe2uxtYt44+P/102p51FrB9O2V5vPQSLfiLcZA//jGJ5KlTj75pGjnGoNXA7Q2O+3F5/ZBlKCXv6eBSm2s8NKT++wAEhS3Aji3DjDl+/nNg924St889R4JOk2e/9jNnUu9rLMe2sjJ7r1VXB/zud8AbbwBPPhn9OAvbKAw6urC79NlxbIWwXTJtAjbu7snouRiGYcY7Xxym0SULJtGNekNdOT5s74NfZW5sthEBUHu6hpTX6xp0KaN+BFPLaHLCQetw2NeWFxmUcuZ0Mem1MOo0SniUQ21uaSzHVoz8efxxCtQUC/tnnkmtRy++CGzcCFx8cfBrysuBtWuBu+/O6LyZaAy6cMdWzCTOSNiqObaJSpEF7NgyzBijoIBWIfNNzIai1VLfr5pjW1pKA7WzyU03AaecAnz/+9RjEYoQttOnZ/c1xzBZd2xtLhi0Glx03CTs77WjzWLP9BQZhmHGLTsP0yib+ROFsC3DkNOL3d1DOX/tXpsbRp0Gw24fDgYqbEJn2Aqqio0w6jRoDxO2blQUZef6XVZoQH8gPMrl8cGo04QLZhEeFYkQtlu2UH+tPuAoNzaSa/izn1H2yCWXhH/dBRcAV1yRlXNnghhEeFTAsR32CGGb/iKNEh6lloqsBju2DMPknIULo4VtT092y5AFGg2t3jqdJHJDS5L376c3PZMp9tcfZSjCVtLSIkQWHNuqYiNWzqWf7YYWdm0ZhmFi8cXhIUwsNaE8IBKXBnpYt+e4z9bvl2G1u7B0Or1eSxcJaRK24YFQkiRhWnlhhLB1KX24mTKhUB/WY1tg0IYfMDAQu8dWIMqQAVowP/VU4OBBmrO6fHlWzpOJj14nqTq27iyUIkc5+LGEbVFR8DF2bBmGyQkLFgDt7bTKJujpyW5wVCizZ1OZ0csvB3tvAB71o4IibCOSDNOlZ8iFymIjplcWYXpFIZcjMwzDxEEERwnqKgpRaTbgw5A+2+a2Ptz/zt6szgXvG3bDLwMnBlKOd3cNwePzo9fmjnJsAQSEbfD60GtzoTLDRGTBhEJ9WCqySRchbGM5tsXFwQXyUGELUJ8tAFx0UX5XtY0j9NrwVGSHi8ZWZdZjG6MUOVaPLRB0bdmxZRgmJxx7LG0//TS4r7s7N46t4DvfodToxx4L7mNhG4VBjPvxycoqayb0DLmUuYanzanCe/t6lfENDMMwTBCnx4e9PTalvxYgd3RmVRHe2tWFN7/owt8/aMdXHnkf965vwTWPNWVN3FrsVPpbV1GEyRMK0HJkSMlIUBO2U8sL0WGlpFsAsGSxFHlCgUGZY+vw+MMdW7ebKrBiCZlZs8L7awUXXkjO7Ve/mpVzZBJj0GpIiBYUALIMh41akTJLRY5wbF0uGucTy7EFgsKWHVuGYXJCQwNtt28P7sulYwsAOh1wzTXk2Pb20hthRwcL2wj0gfCoyNlz6RJannb63Go4PX787MXPs+o0MAzDjAf2dNng88thjm1zWx+a2/ox4PBi9ZPb8aPnPoPbJ8MvA26vH02tlqy8dnBcjxFza4uxu2tIGfUTWYoMkGNrc3nRN+yB3eWFw+MLG++WCWVFevQ7go5tVNkpoF6KDFDL0V13BftrBXPnUgnzypVZOUcmMcoc24ICAIB7KCBsM+ixbbMMQytJ+EjMdhaVf4mErdFI9zTjDBa2DJMPTJpE/z74gD73+0ls5tKxBWj8j9cL/N//USm038/CNgK94tgGhG0Gjq3X54fF7laErbg5ebb5YFadBoZhmPFAZHAUADS1WuAPuKISaMasXksLkH4ZeHtXF/64viXj99MeW3AO7ZyaYuzrsSkBUtXF6qXIANBuHVbSlLNVilxaQOFRsizDGdljO0D/RzEd22uvBW67Tf0xztMYUWjcj18RlELYun1+xelPhQ8OWPHSx4fgk+XgPYRY6IgnbM87D7j88nE5zomFLcPkC0uXBh3bvj7A58utYwsAxxwDHH88jf7hUT+qiFJkt9efcSmy1e6GLEMRtmKFVQaVImXLaWAYhhkPbGjpgV4rKUIRABrrK2DQaaCVKAn2u2fOwdM3nIjvnzUbp86pRHNbP/7n7b0ZLxZabFT6S46tGR6fjK376T26tlRF2FZEC9sKc7ZSkfXw+GQMu33RPbaJHFsmb1B6bBXH1qY85k1xfJXT48Mdz3+mzFpW7iGEYxuvx/brXweeeiql1xsrsLBlmHxh6VKgpYUuUt3dtC/XwhagN7jmZuCVV+hzFrZh6EN7bDMsRe4OlLaJHtvG+gpoAyMb9DoNGuvHX5ADwzBMOjS39eH1HUfg8cm49vGtikhtqCvD2tWNWLNqLtaubkRDXRka6srw3bPmYPmM4HtopouFvTYXdBoJpQV6zKkh92vTnl7oNBLKC6MFq5hl22EdRm9AFFdlMTwKoECrqFRkIWzjCRkmLzDowh1bry24UJ5KgNSmPT04+48bsafbBp1GglYKuYdIphR5HKMb7RNgGCbAsmW0/fDDYEJhrkuRAQqO+OEPgYcfpnE2U6bk/jXHEKLETVll7e9P+7lEaZtwbBvqynD1sql4ams7Hr9uGRoCYywYhmGOdppaLco0OiFSxXukELORNNZXQK+V4PHJ0GkzWyy02NwoLzJAo5Ews8oMjUT9jJNKTeEzZAMUGLSoNBvRYR1WhGj2UpFJSPcPe+D0+GEKnVmaqBSZyRvIsZUVx9ZrswOg3xGPVwaSMPib2/pw3Z+3wS/T/cl/XLwIfcNuNNZX0N/EzqNb2LJjyzD5QmiA1Eg6ttXV1G/hdAJ1dRQqxSjodRE9thk4tiJRszokUETceGXrBohhGGY80DiDElslJF/R0lBXhnuvPA4A8O8nT89osTB0XI9Jr8X0yiIAQI1KGbJgWnkBlSIPkWNbnrVUZBLK/cMeONw+mPRcijwWMeg0wdGBAHz2oGOb7Cxb6jGnj/1+GX3Dbty8clbwdz2ZHttxDAtbhskXqqpIWG7fTonIwMg4tgCVIwNchqyCIXSObYY9tj1D0YEiU8to5bbDmtkYIYZhmPHE/MCIn1NmVyklx8lw0XGTUGk24sigK/HBcei1u8N6ZOcGypFrVIKjBDTLdhgWuwulBXoYdFm4zXa5UBZwgPsdbri8EcKWHdsxg0ErBfM6APjsduWxZEuRxQJPzAWfZHpsxzEsbBkmnxABUkLYVlaOzOtedBGJ6IULR+b1xhBKj6038x7bniEXio26sP6oqYEkzY4+FrYMwzCCvmEab3PBsbUpOa+SJGH5jHJsbbWklTQr6A2ZOQ5A6bNVG/UDvx9wuzGtvBCd/Q4cHnCiMhvBUW+8AUyejGk3XgeN34e+gGNbwI7tmEQZ9xNwbP321HtsG+rKYNBqsHR6mfqCz1HeY8vClmHyiaVLgX37KESqrCx67lyuMBqBjz4C7r57ZF5vDKHVSNBIIT22mTi2NheqIm6KKooMKNBr0WHNbD4uwzDMeKLPTuW8ZSpBTYlorC9H54Az7fdVWZZhsbvCHdtaEgr7e+3Racvf/z6wfDmmlhXALwOfHuxXby/Zt4+utWKBVJaBHTuAe++lebMvvURtQX4/8KtfUZuQyQTTyy/iJxv+gn67G06vSo+tXk/XcSav0YtxPwHHNvR+Illh6/X54fb5sWJWlfqCjxC2ZnOmpzsm4WY6hsknli6l7fr1I9NfG8qkSSP7emMIJaI/C45tZEqmJEmYWl7Aji3DMEwIViFs0+hTXR4oz2zab1HG8KSC3e2D0+MPF6cB83fTnl5sO2ANd8vefx/4+GMsaNsJAOgadGFpXXn0E592GnDoEAVEzpxJIrajgx4rLPz/7N13fF13ffj/17lT916tq+EhD9nyjO3EjpXESkxITEgIIySBACGGtrSGUqCFhv4Kv/abQssqLYF+QykjgRKCU0ZCysogQBbBchI7ieM9JMvWlu69Gnev8/3jc84dmlfLlqz38/Hw40p3HiX21X2f94JvfUtl2latgldeUTtov/1t+PSn+eDXv86vfrKRlPfK4RnbsrILcifphcZhs5BM66SLXFgAPRIB1bpNPFlYdUEongKguGiUEG5gQAXO83ReimRshZhNzAFSvb3nPrAVo3JYcwY+xGJqx/Ak9AzGMhORcy3zuqXHVgghcgTCk8/YrllQTIXHwd4m/6Re25fZQ5t9v272hbBoI+wd13VVZQWseOzhzP2HlSIPDKig9r3vhbvuUnvkt22D73wHzpxRE/efeALe/W4V8H796/CDH6jfO1/7Gn9Y38Bb7v0S1556cfjwqHnaTznXmK1NcYfx92oSGdtgLAlAsdM68h0GB2dpJ5AAACAASURBVOf134f5Gc4LMVt5vepM7alT525wlBhXpi/GLB+KRCZV5jNqYFvhZm+zH13X0eSsuxBC5JQiT7wlR9M0rlhRwd7mwvbY7msJ0Njky6xM6Q2ag/6ywWlDXaX6XZBM5w/t6exUwWVREe6fPUTxh95GULMNL0VublaXt94K73rXyAdyww3qz1BWK1/9wGdZ/rUP86ln7mffJz+Qva2/f14HMnOJOYwy4XBSBGjRbAVYoYFtKBPYjvLvYnBw3vbXgmRshZh9zHJkydjOGnarJTs8CiZVjhyOJwnGkiMGtku9LoKxJH3GsBQhhJjv/OEEmgZlrsnNmthWV0FrIELrOG0e+1oCvOfbe/jKE8fYeV8j+1oC9AZVUJ0bnNbXqmE9d96wLr8M2cjW8rGPofX1cVvHK0B+thfIBraT3D7gqijjjyu3sLS/a3jGVgZHzQnmlOy41Q6ahhaJ5m9eKMBgVAW2nrEythLYCiFmDTOwlYztrGG3afkZ20kMkDL3Gg7tsQWZjCyEEEP1heOUuezYrCN8VI3H4emnx3y8mVEdrxy5samXZFrPKzHOZmzz36/ra735O0MhG9h+5CNQU8PNB35nPHZIKXJTk7qsqxvzeEZT7nJw2llOSTxCcTzn5KpkbOeMzJaFNOByYY1GKDVO3CRTBfbYGhnbkrF6bOfx3wcJbIWYbSRjO+vYrflL1SeTse0JRgFG7bEFOCN9tkIIAajhUaP21373u7BjhxraNIp1C0sodlr5/h+bh08xzrtfNggwS4zNE5EVhQyuOnZMnfSsrYX3vY9LDv6RylAfPqOUOqO5WWVWvYWvLspV7rbTUayC9TJ/V/YGydjOGZmMbVJ9nrDGopS6VIA60R5bj3OUwFYytkKIWaWhQQ2XGKnPRpwXDqtlyhnbnkGVARi5x1Y9r6z8EUIIpS+cGL2/9tFH1eWPfjTq418+20c4nuK1toFMifFISnNKnT/39k3U13rxhWKUueyZQGRMR4/C2rVgsXDojTdjTaV4+5Fn+OwvDuW/ZlOTKkOe5ByFcredrhIV2Jb6urM3SMZ2zrBb1f/7uPF5whqNZErtE6k0PPywmoQ9hmDU7LGVwHYkEtgKMdsUFcGDD8L69ef7SIRBrfuZWo/tqIHto49S8uTjeN12KUUWQgjDqBnbeByeekp9/ZOfjDqlvrHJh25Ud+ZNMR7itC+U+ToUV0FDbzA2vJQ4FoMPfjDbK2s6dizz+/pp2wJeW7Sadx78PcnUkNdsbp50GTKo6dCdRsbW3WtkbHVdMrZziHNIxtYej2UC23hKhyefhIceGvM5slORJbAdiQS2QggxDrt16j22PYMxLBpUeoYEtv/wD/Cnf8qqYous/BFCCEMgHB95h+3zz0MopDJbnZ3w7LMjPr6hrhKbkSGzWXOmGA/R4gthtWhUlzjZf6YPgN5gfPjwp1dfhfvug//+7+x1sRicPg3r1mVe81cX72BT1ylWBHuyr5lOq8B2koOjQA3R6jQytu6eTnVlNArJpGRs54hMj20qje5yYY9FKC0yMrbJtMq+x2JkzsiMYNxSZOmxFUIIMRa71ZI5wwpMssc2RoXHidWSU4am62q1UyDALUeepTUgpchCCAEqsB2xx/Xxx8Fmg7vvBo9n1HLk+lovX7hlEwAfv27IwKccp31hlnpdXL7Cy/4zqnS4NxgbPujv9Gl1aWaLAU6eVEGrEdjW13q55aPvBuA7myzZ1+zsVEHoFDO2UXsR/U4PRd1GYNvfry7ncSAzl5il7WZg60zE80uRzf+fsdiozxGKJXHaLJkgOU8yqT6fSMZWCCHEaDJ7bM3AdpIZ22FlyN3dEAwC8Mbf/5Q2f5h0urDJiEIIcaGKxFNEE2nKR+qxfeIJ2L5dbQ64+WZVupkYeVXamy9eDIDO6H2tLb4QtZUeti730hqI0D0QxReMUzm0FNksQd67N/s74OhRdWkEtgAX3bAdrFZWtZ4Y/tgpBLbmf4vOkkqcXR3qyoEBdSmlyHOCGYzGk2lSziJcydiEA9vBWHL0icjG5wkJbIUQQowq02M7xVLkYYHtqVPq8u1vZ1HTUTadOUzXYHSKRyuEEHObP2xMJR7aY9vZqUqC3/Qm9f3tt4PfD7/97YjPU1JkZ0GJk+be0Ii367pOS2+YFZVuthrZ1cZmP/2RxLBVP5ngNJFQ5dCQXfWTE9jicsFFF8H+/dnrzFU/UyhFLjf+W3QVV2LrNAJbydjOKZmpyKk0qSIXRcl4ZipyPKVn/39GR/8cEIolx56IDBLYCiGEGF2mx3aKw6OGlbaZge1nPkOypJQ/3f8rmYwshJj3AsaqnGE9tr/5jbo0A9sbboDy8jGnI6+s8tDUExz5dcIJBmNJais9bKwpxWG18NvDajDTsIyt2UtrtWbLkY8dgyVLoLg4/75bt8LLL2e/b25W05Bra0c9zvHkZmytHe3qSsnYzimOnIxtwlGEKzEkY2v+/xwjsA1Gk6MPjjIfP49PdEhgK4QQ48jssZ1kxlbXdXqCI2RsT55UH3Y2biR0x/t5y7E/0HO8eeQnEUKIeSJgZGyHTUV+4gm1433LFvW90wm33gqPPKJOOPb3q+xozsnHuupimkbJ2JoTkVdUunHarGxaUspTx9QqnREzthdfDJdfnh/Y5mZrTZdeCh0d6g+oY6qpUVsPJqncCIA6iytV5jqZlIztHJPtsdVJFhXhTMaGD4+CsQPb2BiBrWRsJbAVQojxDNtjO8GMbX8kQSKlc6xrMH+v4alTsGwZOJ24Pv4x7OkUFQ/eP41HLoQQc08grHpmKzw5PbbptMrYvulNYMn5+Hr77eoDfXGxyt6uWgVLl6qJ8+3trKr20BdO4DeywLlajMC2ttIDwNblXgaNPaF5637SaZWxXbkSduyAF19U/YxHj468mm/rVnVpZm2nuOoH1GTnEqcNX1kVWjoNXV2SsZ1jMj22qRRxu5OiZJySIjuaBolEMhuYSmA7aRLYCiHEOOxWC4mkriZx2u0Tztg+c6wHgKePdrPzvsZscHvqFKxeDYDjovXsWXMZG375ozFH/QshxIXOLEUuz83Y7t8Pvb3ZMmTTddfBZz8Ln/qUmpT83e/CtdfCv/4rrFjBG3ffA0Bz7/By5NO9YTQNllWok5a5k5PzMradnWp/7ooVKrBNpeBnP1MZtpEytmZG2Qxsm5qmHNgClHvsBCoWqG/a2qT0dI6xG+unEkmduN2JKxHD5bBit1rQgsHs7/5xemyLRxoedeAA/J//o75evHi6D33OkMBWCCHGYbcZPbag+mwnmLF9/lQvADqq3KixyaduOHVKZRcML265hrJAD689/+p0HLYQQsxJZnbVLL8FVBkyqL7aXFYrfOYz8MUvwp13wp//OTz8MJw4AW99K7XfuYdFA72c6hlejtziC1FT5sJpswJkBkjBkMDWHBy1cqWayGy3wze/qa4bKbAtLVUnLffvVxNu29qmNDjKZLdY6PBUqG/a2qQUeY4xS5FjqTQxRxFFyTgumwWH1YJloD97x3EytnnDoyIRdVJn61Z1AmX37rzPFfONBLZCCDGOTI8tqHLkCWZsF5WqviqLBnabhYa6SnWmvacn8wtoX0uAp101AHzrnofzS5aFEGIe6Qur/Z623F2dr72m3i8XLCjsSVatgn//dzRd59Zjz9I0QmB72hdmRZU78/3C0iKqih3YLBpHOwZy7nhaXa5cqU5ubtsGjY3qupECW8gOkGppUZm4KWZs97UEOO0L0ewsB+DMayfU7xGXSwXaYtYzh0clkmlidgdWPY2bFHarhnUw5+/bOIFtSW5g++Uvw7/9G/zZn6nS+DvumKGjnxsksBVCiHFkemxhUhlbl0P9EvqbN6xh964GVe5mTkQ2SpEbm3wcrawljcba9lPZrK4QQswz/nAC79Adtm1taibBRKxeDdu28c6jz4w4GdncYWva1xIgEEqQTOvs/O7e7AlGM2NrTjXesUNdFhXB8uUjv/all6rH7dunvp9iYNvY5EPXwecuI26x0XO0SWVsJVs7Z+Su+4nYVUWAJxXHbrVgCw1m7zhKYJtMpYkm0vkZ21On1AmX++6DysoZO/a5QgJbIYQYR28wRiyZVh9y3O4JZ2y7BqKUOG184vq12R4uM7A1MrYNdZUk3W6aK5ZwUc9pldUVQoh5KBCKD1/109qqVutM1M6drG4/hf7aa3lX94cTBMIJVlRmM7aNTT50VJ9jXttIczMsWpQdIGgGtmvX5g+yymUOkPrZz9TlFEuRG+oqcdotWCwWeoq9rIj1qYytDI6aM+w5GduoVf39LkrGsFstWAdzAttYbMTHh2IpgPzhUT4fVFTMzAHPQRLYCiHEGPa1BPj5K+3oOuy8r5GQ1TGpwHZh2ZA1DydPqksjsK2v9fLgrm0cX1THFn9L3hATIYSYTwLheP6qn3Qa2tvVtOOJes97SFusXPb8Y6TS2cF8Lf78iciggkeHzYI1t20EVCnyihXZ57zySrVqaLQyZFAZW4BHH1WZ3UWLJn7sOeprveze1cCdN6yjbPUKKvt6VGArGds5w2bR1ATkVJqwTWVsXck4DpsFe3D8jO1gTE0LHxbYSqY2Y5R50UIIIUCdwTc/DCWSafqw4ZlgKXLXQJSFpUN2Ip46pXrFcsbyX7aigsc2X8KC/3mWhD+AvUKCWyHE/BMIxVm/KCdg6+1VU4knk7FdsIDOK1/P2w48TasvSG21es897VMnKFfkBLZm8NjY5KOhrjJ7grG5GRoass9ZVAQ//GGmlWRE1dUqEG9tVSuBRsvsTkB9rVcdU12t6jmurJSM7RyiaRp2q4VYKk3YyNjaYlHsVg1HcPwe20zGNncqst8/r4dFDSUZWyGEGENDXSU2Y0S/zWqhuLxkEhnbGAtLhmRsh0xENlW/Tn14Ov7k85M7YCGEmOMC4UT+Dtu2NnU5mYwtEHnX7SwZ7MH3+O8z150xdtgur3Dn3bc+2M5H46eyQW0yCWfODC8lvu227Fqf0ZjlyNOw6ifPkiXZdT+SsZ1TnMb6wJAR2BKJYLdacBTQYxs0MrYeKUUelQS2QggxhvpaL59+83oA7nrbBsoqyyY0PErXdboHoywoHaEUeYTA9qIbXwdA61N7Jn/QQggxR0XiKSKJVP4O29ZWdTnJwLb89tsI2Ytw//RHmetO+8IsKi3C5bDm3/nTn4Z3vCP7Pt/WpvbW5pYiF8osR56JwDYYVP9dJLCdU+w2C/FUiqDFOHGTCWxzhpuNVoocTQI5pcipFPT1SSlyDglshRBiHFfWVQFQ6XFMeN2PPxQnkdJZlFuKHIupDyQjBLaelcsZLC4j+fIrUz5uIYSYawJhtcO2wjNCYDuZUmSgYoGXpy7aTu3vf50ZzKMmIruH33nfPvUe/+ST6vvcHbYTZWZsp2GHbR7zv0Nfn5QizzEOI2M7aGZsw2EcVgtFocHs/8vxSpHNwLavT62SkoxtxriBraZpCzVN+66maY8Z32/QNO0vZv7QhBBidqgqVr+AekPxCa/76RpQH6IW5mZsm5vVL6OR+rM0jcH1m1h65gTNvcP3LgohxIXMDGzzhke1tYHVCgsXTuo5NU3jtW3X4QoNZtbvnOgOEo4n83eGd3SoPwCPPKIupxLYbt8OGzfCtddO6rhHlRvgS8Z2TrHbNOKpNEHNCE4jEew2DWckpAJUm23cUuRMj63PmNotGduMQjK23weeAGqM748Dn5ipAxJCiNnGXDvhC8YmnLHtGlS/oPJKkYes+hmq5IqtrOtt4amD7ZM7YCGEmKMCIfXhPW+PbWsrLF6sgttJ6lh/CQDNv/4933z6JH3hBAfbBth5X2M2uN2/X12uWgW//KXqrz19GjRt4jt0QQUcBw9mM7fTJTewlYztnOKwWoin0gxg/P0Oh7FbLbjCQfX/sqhojMDWyNg6jMDW71eXEthmFBLYVum6/hMgDaDrehJIzehRCSHELGK3Wih32/EF4xPeY9vVr35BLcpd9zNk1c9QJdsuoygZ5+lf/iE/myCEEBc4/0ilyG1tk+6vBbW27dFejbaSal575Em+/PgxAHSG7Ks1A9u77lLZsOeeUxnbpUvB4Rj5yc8HydjOWXarhXgyTf+QHltXJKj+X44V2Bo9th6ncYLHzNhKKXJGIYFtSNO0StS/fzRNawD6Z/SohBBilqn0OPCFYiqwTSYhkSjocWYpcnVxTo/tqVNqzU919YiPObxADRopP3GEnfc2SnArhJg3+ozAdtjwqEn214Ja25bWdV5dvIbNHcd5w/pqiuwj7Kvdvx/WrlUTj4uKVDny6dPT3yM7VS4XeI2pzZKxnVMcNguJVJp+3ci6Gj22rkhOxtboAx8qFE9SZLdgsxrhm5QiD1NIYHsn8AtglaZpzwM/AP56Ro9KCCFmmcpiJ73BuPpAAQX32XYNRqn0OHDYct5uzVU/mjbiY56xVBC32Liou5l4KiebIIQQFzh/yAxsh6z7mULGtqGuEofNwoEl66jt6+RvNlewe1cDd96wjt27GrKrffbtg/p68HjgTW9SgW1T0+QmIs80M9CXjO2c4jAztlpuxlbDEwmNW4o8GE1S7Mz5dyGlyMPYxruDruv7NU27BlgHaMAxXdcLS1UIIcQForrYydHOAZWxBRXYFvCBontglFU/F1886mOuWLeYU9XL2dDdhKZp2WyCEEJc4PrCCUqLbNjNrNTAAAwOTiljW1/rZfeuBs5U+uGp/2ZLx3G49C3ZgBagpwfOns32w956K/z85+rr2ZaxBfXf4+BBCWznGLtVZWz70hbSmobF6LH1RMcPbEOxJMXOnD5znw8sFsna5yhkKvKfAHcA9cBW4L3GdUIIMW9UFjvwhXIytgX22XYORPNX/aRSqmdrpInIhvpaL9Wv28am3tMs9bryP3wJIcQFzB+KZwb2ASpbC1PK2IJ6X711180qEHjhheF3MPtr6+vV5U03ZYdVzcaMbY0x01WCmjnFYVMZ20giTdJRlMnYumNGYOt0jjE8KpmdiAwqY+v1qr/TAiisFPnynD9XA58F3j6DxySEELNOpcdJXzhBssjIvhZaijwQy1/109qq+nNHGRxlqtp+OZWDfoJn2gkYpXlCCHGhC4Tj+at+prjDNk9xMWzYMHZge+ml6rKiAq65Rn09WzO2IBnbOcZutRBLpokkUiSdTgiH8SRj2NLpAqYiJ7M7bEFlbGVwVJ5xA1td1/86588HgUuBWTQaTgghZl6lscs2qGVH9I8nmUrTG4xNaNVPxmWXAbC95VX2NvsnfLxCCDEXqcB2SH8tTDljm3HFFSqw1fX86/ftg7o6KC/PXnf77Wqv6Lp10/Pa0+naa1XZ9CR3+4rzw2mzEI6nSKV1UkUuiEQojho76wuYijwssJX+2jyTyV2HgTXj3UnTtCJN017QNO1VTdMOaZr2z8b1uzVNO6Zp2kFN076naepToqbco2naSU3TDmiaNs1Lv4QQYvKqjMC2j+zAh/H0BGPoOiwqLXzVT8b27egrV/L+Vx+T4VFCiHkjEErklyKbGVuz9Haqtm1TAUFTU/71+/dny5BNu3ap9+xFi6bntafTddepYNzpHP++YtawWzX6I2pUUdqpSpE9ZmA7Xo9tfEhg6/dLYDtEIT22v9Q07RfGn18Bx4CfF/DcMeANuq5vBrYANxqrgnYD64GLARewy7j/m1EB8xrgQ8A3J/rDCCHETKk01vUErMaHiL6+cR9jrvpZWDpk1Y/DMX72wWJB+/CHufzMQTqef2lSxyyEEHNNz2CMM75wds1ZWxtUVakP/NPhiivUZW45ciCgZh9sHZJT0TSorZ2e1xUC1WM7EDUCW5dLlSIbga1eQMbWI6XIYyokY/sV4G7jz5eA1+u6/unxHqQrQeNbu/FH13X9UeM2HXgBMD/d3Qz8wLipESjXNG3xBH8eIYSYEVVGYNtZVqWuMLMIY+gaUL+cFg4tRV65MjuUZCwf+AApu52rfvtT6bMVQlzw9pzqJZ5Ks68lwM77jB3eU9xhO8zGjWoIYG5gO3RwlBAzxG61ZKrgdaMU2Qxsk8XjBLYjDY+SjG2eQnpsn8n587yu6+N/mjNommbVNO0VoBt4Utf1vTm32YH3A48bVy0BzuY8vNW4Tgghzjuzx7bdUaZ6rs6cGfcx3UZguyA3Y3vy5PhlyKbqavredgvvOPh7Xjp0dvz7CyHEHPbUsR4AdCCRNHZ4T3GH7TB2u8rMjhTYmoOjhJghuTvtdSNj6w4PApAoKVGBbSw27HGJVJpYMk2xwwhs43G1BksytnlGDWw1TRvUNG1ghD+DmqYNFPLkuq6ndF3fgsrKXqFp2qacm/8LeFbX9efMlxzpKUY4rg9pmvaSpmkv9fT0FHIYQggxZSVOGw6rhZ5ISn3IKiCw7RyIYrVoVHmMwFbXVcZ2jFU/Q5V+4m8oiUeI3v/AZA9dCCHmhOoS9V5p0cBus6gd3tOdsQXVZ7t/v5pQD6pXdflyVfIsxAxyWHNCL7cbIhGKomoYZaK4ZNSMbSiWBMhmbP3GUEnJ2OYZNbDVdb1E1/XSEf6U6Lo+odniuq73AU8DNwJomvYZoBq4M+durcCynO+XAu0jPNd3dF2/TNf1y6qrqydyGEIIMWmaplFZ7KA3GFMfgM6On0HtGoixoMSJxWKct+vpgWCw8IwtYL96Oy3L1rDhf3cPn+IphBAXEuMt7iPXrmb3rgbqF7nV++Z0ZmxB9dlGo/DhD6vpwo88ImXI4pyw5wS2mltlbF1h1bkZdxdnAtt9LQG+8dTJTK/5YFQFtpkeWwlsR1TwVGRN0xZomrbc/FPA/as1TSs3vnYBbwSOapq2C3gT8F5d19M5D/kF8CfGdOQGoF/X9Y4J/TRCCDGDKosd+MzAtoCMbddANH/VT6ETkXNpGs23vZ9V7SfZ/R8/zg5UEUKIC8zxrkGqip383ZvWUV/rhXYjvzHdge327aok+YEH1Oq2v/xL+Pznp/c1hBhBbimyxe1RGdtwkDSaCmydTvRolJ33NfKVJ45les2DRsa2xAxsfca2BClFzmMb7w6apr0dNTiqBtUrWwscATaO89DFwP2apllRAfRPdF3/laZpSaAF2KNpGsDPdF3/F+BR4C3ASdRKoQ9M6icSQogZUulx4gvFYdkyVR6XSo05BKprIMrKKk/2CnOH7QRKkQG6b7qN0H9+Ecv932env0xlMmq9k/kRhBBi1jrRHWTNguLsFeYO2+kuRTbbScrLp2/ashAFyM3YWjwqY+sMDxJ0uEikgaIitFSKZCyBbrESN3rNt61UAaxkbMdWSMb2c0ADcFzX9ZXAdcDz4z1I1/UDuq5fquv6JbqubzKCV3Rdt+m6vkrX9S3GH/N6Xdf1jxq3Xazruuy3EELMKlXFTnzBuMrYplLQMXZRSddAbPhEZE2DFSsm9Lpduo3frt7Gjcf+SDoWl722QogLjq7rnOwOsmZhTmBrTp+f7owtqN20EtSKcyw3Y2stVhlbZ3CQQaeHRCqd+Tvp0VX/t0XTaKirZHBoj61kbEdUSGCb0HXdB1g0TbPouv4Uai+tEELMK1VGj62+zBgHMEafbTSRoj+SGB7YLlsGTueojxvJVauqeGLj6/FGB7ny9Ks8e7yHe353XMqShRAXjM6BKMFY8txkbIU4TxzW7Kxcq9sN4TCO0CCDTjeJlJ4JbD+wVW083baygvpab3Z41NBSZMnY5ikksO3TNK0YeA7YrWna/wWSM3tYQggx+1QWO4gl00QWGx+yxuiz7R5Q4/oXlExy1U+O+lovuz7/V8Q8xfx5+wvsbfbz1SdPZPc8CiHEHHeiSw3QWb2gJHtlaysUF0PphGaWCjFr5WZs7SXFkE7j7A8My9gucKhJaq19EQCC0SGBrd+v+sSLc04EiTHX/fynpmnbgZtRPa+fQO2cPQXcdG4OTwghZo9KY21Pr3eBumKMwLbT2GG7qGxIxnaC/bWmresW43zHrWx79TnsKVWilNnzKIQQc9yJbhXY5pUit7WpbK020kZIIeYes8fWbtWwetwAOHu7CTpdeYFtMqQC2hZfmP5wIjM8ypObsa2okH8bQ4yVsT0BfAU4BHwJ2KTr+v26rt9jlCYLIcS8UlnsAKDHUqQyCGOUIpsBpy8YV1cMDKi1FZPI2Ga85z0UBQe45vQrQM6eRyGEmONOdg9S4XFQVZxT5dLaOjP9tUKcJ2bGtshuVXtsAUdvN4NOD/GcwDYRiWQec6CtLxPY5pUiSxnyMGPtsf2/uq5fCVwD+IH/1jTtiKZpd2matvacHaEQQswS5geuXnOA1CgZ230tAe753QkAPvXwAVUubE5Enkpge/314PXyoY4XsVs1mY4shLhgnOgKsjq3v1bX4cSJCQ/bE2I2MzO2bocVXC4ArKHQsB7bZCiCw7jvgdZ+QrEkLrsVq8XI0Pr9MjhqBOP22Oq63qLr+pd1Xb8UuAN4B2rdjxBCzCtmYOsbJ7BtbPKRSqv+mGTKKBee5KqfPA4H3HorW15+BkssxsYa6TsTQsx9uq4PX/XT1AS9vXDFFefvwISYZmbG1u2wZQJbQPXYJtOZ4ZKpcASvx86KSjcHWlXGNjMRGSRjO4pxA1tN0+yapt2kadpu4DHgOPDOGT8yIYSYZSo8qhTZF4yp6cajBLYNdZVYjL6XTLnwdGRsAd79bhzhENc07SMQjk/tuYQQYhboGYzRH0nkB7aNjeqyoeH8HJQQM8DMwuaWIgMMDBkelYpEcDtsXLy0nNda+7n0V//DikjOsEi/XwLbEYw1POp6TdO+B7QCHwIeBVbpuv4eXdf/91wdoBBCzBYOm4XSIhu+kJGx9fkgHB52v/paL5cuL2dBiTNbLnzqFFRXQ0nJCM88AW94A/FyLx/d8xOCrx6a2nMJIcQskB0clfP+uHcveDywceN5Oiohpl82Y2sdkrF15/XYpsMRiuxWLllSRrizLluiiAAAIABJREFUm3f/97/yvud/mn0ic3iUyDNWxvYfgD3ARbqu36Tr+m5d10Pn6LiEEGJWqip20huMqcAWRh0glUzrrFtUku2BPXlyamXIJrudM//0Rer8ray67kq4807o65v68wohxHlyomsQYHjG9vLLwWo9T0clxPTL67HNydgGHfk9tno0itth5ZKlZRTH1An0rcf3qTuHwxCNSsZ2BGMNj9qh6/q9uq77z+UBCSHEbFZZ7Mj22MKo5cj+UDxTugyojO1Uy5AN+h072fGh73D2pnfDf/wHXHmlGrQihBBz0InuIKVFNqrNvd+RCLz8spQhiwuO3aralIrsQzO2+aXIekQFthuXlFEaV4HtsvYmaG9XZcggge0Ixu2xFUIIkVXpceILGT22UFhgG4upzO40BbZej4Nej5en/+4L8LnPwdGjap2QEEIY9rUE+MZTJ9VU9lnuRHeQNQtL0MydnC+/DMmkBLbiguO0jZyxVVORs4Et0Sguu5Vip4217pwn+O1vVRkySCnyCGzj30UIIYSpqsTBC6fjsGSJWow+QilyLJkiGEtSaQa2zc0qozpNgW25yw6o4Jm6OnVlezuUlY36mL1NPl447eeqVVWyIkiIC9y+lgA7720knkrjsFlm/Wqwk91BbtiwMHvF3r3qctu283NAQswQsxTZNULGNp5MQ5ERxcaiuByqDH9DiZZ9giefzJ5Yl4ztMJKxFUKICaj0OAmE4yStNli8eMSMrT+kphVXeIyyutOn1eXKldNyDDarhTKXXU1FXrxYXdnePur997UEeO+9jdz9m+PsvK9xTmRwhBCFGSkz29jkI5ZMk9YhnjRWjs1STx3twh+KU2TP+Uja2Ai1tbBo0fk7MCFmgDk8yuUYOhU5v8eWWExldYG1LtVqdHrpGhJPPKnWYIFkbEcgga0QQkxAVbEDXYdAODHqLltf0AxsjYxtW5u6XLp02o6jwuNQAXRNjbqio2PU+zY2+TDW6pKY5R9yhRCFe6HZx7u+9Ufu/s2xvJNWDXXZTI4OXL5idmZr97UE+MsH9gPw4N6z2eC8sVHKkMUFyczYHukYYH9PNHN9cEgpsiUaw2VXhbUuY3jUz1Zcgb2ni+5fP6keJBnbYSSwFUKICagsVlnYbzx1En/lwhFLkc2MbWXxkMDWDEKngdddeMY290NuZq+uEGLOe/xQF2kd0nr+SavlFW50YEl5EboOe07NzjmgjU0+9WEeSKaN4+/oUCcMJbAVF6AjHWoext4mP3c88Erm+rAZ2NpVq5EWi+JyqDAt5u8H4PG1VwJQ/ItH1IMkYzuMBLZCCDEBfiMbe/+e0/yvz0q65cywicSZwDY3Y1tdDQ4H00VlbBNqL25x8ZiB7ZZl5Zmv/2vn1lndayeEKFyF2575OveklRngfmNnPTdvqeGe3x3nrv89OOvaEBrqKrFaVP+gw2ocv9lfK4GtuAAdaFXr+XQgkdJJOIvA7UZzONQeW01DLyrCkYzjdqiM7eoidfKnuWoZTZVLcQd6VX9uTo+uUCSwFUKICegcUKVDug6txVVYYtFsv4uhNxgDVD8uoILOJUum9Ti8bgcBI4CmpmbMUuT+SCLvcUKIC0M8lT2pdtdbN2ROWu1p8lHstLGpppR3XrqUlA4PNLbMuh77+lovb7ukBosGu3dtU8ff2KiyVlu2nO/DE2LaNdRVUWS3YNXUySjN5YKyMhxWC4mk+vesFxXhTCXUgCmgxpok5fbwiRs3UHzTW9QTSRnyiCSwFUKICdixfgHmfMIu7wL1xZA+W38ojs2iUeoyBs+3tU17YFvhceAPx9F1XQW2Y2RsA+F45uvWQASeeQb+7u+m9XiEEOfe8c5BFpY6sVo0Ovqz/XqNp3xcsbICm9XCa+39rAi0c/9P/onajuZZ12PvtFmoKnZSv8Ioq2xshEsvzQ7REeICUl/rZfeuBu68YR27dzVgK/ZAWRl2myVTlq87nTiT8czwKAYGsJaW8NEdq1nwjrep66QMeUQS2AohxATU13q5YqUXr9vOx/7kDerKIX22/lAcr8eR3cnY1jat/bWgdtnGk2nC8ZTqsx0rsA0NCWx//GO4+27o75/WYxJCnFvHuwa5dJmXrcvLefp4N3z1qwzc81809Ya40ihLbqir5P0HnuCa5v18/yef4WpXdJxnPbcC4Zyd38kkvPiilCGLC1p9rZeP7litKhSMjK3dqmUC27SzCGcynln3w+CgajsCuPZasNkkYzsKCWyFEGKCrl5TTSCcYNnmdeqKIRlbXyie7a+Nx6G7e/oztkZJcWYyckfHsF5fUyCcLUVuDYShs1N9c+TItB6TEOLciSZSnPaFWLuohGvXLeBgaz/pz32eon/6R+ypBFeuUh9865eX877WFzm6sI7yRJhLdt0OgdlTjhwIx7MtEi0tEA7D5s3n96CEOFc8RsbWalE9tkDK4cSZzJYiMzgIpaXq65ISeP/7YceO83TAs5sEtkIIMUEbl5QBcCjugLIyOHQo73Z/KCcDYfa+TnePrfH8gbAR2EYio2ZgzVJkr9uuMrYS2Aox553sDpLWYd3CEq5ZW02dvw1LXwBHfx9vOfsyFy02Pgjv34+z9Qx/fOtOPvOBL8Dx43DLLRCdHZlbVeFiDMGaofdLIWatL30J7rpL9dgaPfMphxNnKpEZHsXAQDZjC/C978Fdd52Hg539JLAVQogJ2lSjAtuDHYNw9dWqZzVHXmBrrvqZ9h5be+a1Mit/Rhkg1WcEtpuWlKmMrXk/CWyFmLOOdw0CsG5RMRtrSrnGfwqAmM3Bn558NjNtmIceApuN8JvfysPla4l/7/vw7LPwX/91no48XyCcyGZszfcm8z1NiAvdjTfC616H3WohkTRWX9kdRimyEablliKLMUlgK4QQE1Rd4mRhqZNDbf2q3+XYsbyg0heM5a/6gRmZigw5GVsYtc/WH0pgt2qsW1hCqz+MLhlbIea8Y52DOKwWVlR60DSNGwaaGXS6+eGWN7P51efB51PtCQ89BDt2ULduOam0zrFr3wpr18JTT53vH4FUWqcvPEKFiwS2Yp6x27I9tkkjY+uy52RszVJkMSYJbIUQYhI21ZRxsN0IbCGTtU2k0gxEk1SYq35mLGNr9tgmsh8CRwls+8Jxyt0OllW4cYSDaGYJogS2QsxZx7oGWbWgGJtVfZTbcPYwLy9ex08vfiPWZAJ+9CM4cABOnoTbbmODUZp8uKNfVZo8/zyk0+fzR2AgkiCt56wh6+yUwThiXsrtsU3a7PlTkSVjWzAJbIUQYhI2LinjZHeQyIaL1ZnUp58GshOIK4pzMrZO57SP5i8tsmPRjDLjcUqRA+E4FW4HS70uqoPG0Jg1a6C5eVif3b6WAN946uSs2nUphBjueOcg6xYWq28GByk9cZSXa9ZzdMFKjiysI3Tv91S21mKBW25heYUbj8PK4fYBFdgGAsPmA5xrfqNNIi9ju2iROmYh5hG7NbvuJ54pRR5heJQYk7xzCCHEJGyqKSWtw5GeELz+9ZnA1mcEtplS5PZ2la01V/9ME4tFw+t2qB7bkhL1Z5SMbSCUoNxtZ6nXzYKQX125Y4fK1hw/nrnfC80+3v3tPdz9m2PsvK9RglshZqmBaIL2/ihrFxlZnJdeQkun2b9kPQA/27gDz6v74dvfhmuugQULsFg0LlpcyuEOI7AFeO658/QTKOaJQG9uYCtlyGIeyh0eFbc5cKQSKrBNJNQJaMnYFkQCWyGEmIRN5mTkIX22/tCQDMQM7LA1eT2OzMTjsXbZmus08jK25qqAnHLkbz59ilRaJ61DIpmmsck3I8cthJiYoZUUJ4zBUevNwHbPHgCOLF+PVYPHLtmBbrFATw/cdlvmeTbUlHKkY5B07Qr1vvTss+f05xjKXEVW4ZbAVsxvuXtsYzaVsXXbrSpbCxLYFsh2vg9ACCHmosVlRVR4HBxsG8jrs/Vd9HqA/OFR9fUzcgwVZsYWsrtsRxAIJ/B6HHicNmoTxi/Jq69WWWQjsO3sj7LnlApkNcBus3CN1gdnz8KyZTNy/EKI8e1rCXDHvY3Ek2mcdgu7dzVwrDMIwNqFxofdxkZYv55v/vX1NDb5aKirRDv2Jnj8cbj11sxzbVhcyg9iLZzti1B79dUqY6vr015RUqhsxjZn3c+VV56XYxHifLJbLcSNqcgxq4OiZEL1zw8MqDtIKXJBJGMrhBCToGkaG2tK1QCpLVsyfbb+YAwwMra6rgLbGdrJ6PXYCYRUxoOamhEztrqupo563eqD44rkIAmbXd1/5cpMYPuFR4+QBtx2KxtqSvnpDYvYdOv18LGPzcixCyEK09jkI5ZMowNxo5LieNcgHoeVJeUu9T6zZw80NFBf6+WjO1ZTX+uFr34Vdu/Oy4BuqDEGSLUPqBaK9nbVa3+e+DM7th2q5LKnR/XYCjHP2G3ZHtuo1Y4zZZy0lozthEhgK4QQk7RpSRnHuwaJ6agM6NNP4w/F0TQodzugrw8ikRkLbCs8jswHw0wpsq7n3WcwliSZ1jNTR5fE+vEXV6gMzUUXET5wkL9/6FV++Wo7f3XNKmqrPCxzWbj4E7vU8ZtTnYUQ50VDXSXmStq0DmsdCbZ888vUF6fRNA2amqC3d3imc/16eO97865au7AEq0WbNX22gVAch82ipr92dakrpRRZzEO5PbZRqx1HyjhpbQa2krEtiAS2QggxSZtqykikdL7w6yO0br4Cjh0jfrYNr9uB1aLN2Kofk9ftIBCKo+u6ysBGo9Dfn3efPiOjW25kbBeGAnS6y9B1nc4lK7GeOMFDL7SgAQ11FZS5bLzzga/A/v2wapXKoAghzpv6Wi+LSotYXFaE227l8Hce5JbHH+Dz3/3/IRTK9NfS0DDucxXZrayq9qiM7caN4PWe18DWH1IT2zVNkx22Yl7L7bGNWO04kwl1otosRZaMbUEksBVCiElTZ1cf2NPCJzrVMKnq/Y35g6NgRjO2ybTOYCw56i7bwJB1GuUDPrrdXnqCMQ6X1eBMJVjW34Wmwf4zfdyw/0muf+5/4VOfgltukcBWiPMsldbpDcZ5+5YavvTOi3EcO0pKs7D05EF45zvVAKjiYhWoFmCDORnZYoHt289vxjYcz5+IDBLYinkpd91P2GL0nMdiUoo8QRLYCiHEJJ32hQAV3h6oWknMU8zy1148Z4GtWV4cCMUzk5d//uiLeWt6zFLlcuO+xYFeejxeWgMRFjVsBWC17ywOm4WrnRHe9/0vsX/FJfD5z0N1tSqlDodn5PiFEOPrHIgST6WprfCw1Otmje8MJyuXcteNH4MnnoB774UrrgCrtaDn21BTSkd/VA2eu/pqtfLLLAM+x/yhOBW5g6NAAlsxL+UOj4poxr/laFSGR02QBLZCCDFJDXVVmd43i8NO5MqrueTgHiqNst9M9nSG1v2YAbQ/FOeg7gHgmacPsPPe7A7avsxwFjskk9j9PrqLvZz1h2lbWAvA2x397N7VwCVf/yKarvP/ve1OsNmgqkq9kGRthThvzvjUiaXlFW4am3ys6T3DiapafnTJDezZ9Ul1p6uuKvj5NixW1SX/+tgRjq7erK78wx+m9ZgL1RdOZE7Q0dGhev8XLjwvxyLE+eSwZXtsQ2bGNhqVjO0ESWArhBCTVF/rZdfVdQD8+22XUP6+97Aw0MXFHSfUHdraVHDodM7I65slfIFwnD+G1S/CBUE/8VSalw63wuWXU/LYrwEjCO7uRtP1TMb2P1/x4Sup4CbHAPVnD8GPfsTL79nFKU+VOnNcXa1eSAJbIc6bs/5sYHvlYhfL+ro4UbUcu82C4x//AX75S/jEJwp+vkRaZYV++lIr73opRrrIdd722frD8WyFS2ener+028/LsQhxPuX22IY0YxurBLYTJoGtEEJMwR1XLAegL5Ik9babSFisXP7S79WNbW0zlq0FtccWwB9KUL9xOYMOFwuDPiyaxo37n4SXXmLRM7/BokFpkV19cASildX8/JU2Xj3bR2LtOiyHD8HHPw5Ll3Lyzz4CQH8kUXBgu68lwDeeOplXAi2EmB4t/hBWi0ZNeRFbw11Y0Lnoum3s3tVA/YoKeNvboLKy4Oc73K5KG3UgrFtp23Ap/O53M3T0o0um0vRHhmRspQxZzFN2q4VkWied1hnMDWwHBsDlUlVUYlzyX0kIIaagttLNknIXz5/o5S2bFvFa7Ra2Pv+bGd9hC2qPLage281Ly+gurqQ6GOANa6uo/dK31X1OHqFsux2LRcsEtvGqBRzvClJaZKPq8i3wrW+qJ3zwQTwVqkyxP5Kg2gxse3tHPYa9TT5uv7cRDVVK9bvIH1iybgV88IMz8jMLMd+c8UdYUu7CZrXAoUMA3PieN0Ktd1LP11BXiVXTSOk6dpsF7cY3wRc/A2fPwrJl03noY+qPJNB1Mju2JbAV85ndqnKNiXSaIEMytpKtLZhkbIUQYgo0TWP76kr2NPnoDcZ5dN12StvPwCuvzHhgW+y0Ybdq+MNxfv5KO93FXmpjfaze95waCLN6NQvOnKTKabzVG4HtK4kiAMLxFO2LV6jbtm+H22+n1KU+ZPZHEgX12D5xuAtdV/s1E8k03u99G3bvnpGfV4j56Iw/zPIKt/rm0CFVqrt69aSfr77WywevXgnA3e/azNI73qluePzxqR7qhJgT2/OmIktgK+YphxnYpnQGyRkeNTgog6MmQAJbIYSYou2rq+iPJHjuRA9PrtmGbrXCgw9Cd/eMBraapuF1O/AH4/z81Tb0xYupCQe49rHd6nX/8R+xJxNsDKqA1pw62u1RmR5d1/ljzQZYsADuuQc0jTIjsB2IJKCsTH2IHiOwXVyqgmQNqI4P4g74hq0cEkJM3hlfiOWVRmB7+DCsXTvlPtRbty4FIJpIw4YNsHTpOQ9s/caO7QqPA9JpdeJNAlsxT9mtahJlPJlmwMzYxmKqFFkytgWTwFYIIaboqlUqs/mLV9sJuMsIXXU1fPe7qhx5BgNbUB8Knznew1l/hKo1K/D2dnDFqZeJf/gjcPnlAGzqblJ37uwkWVqG5irCqoHdZmHN9dvVqo+tavVPWW7GVtNU1naMwNZhU79GVi8o5v4G46xyW5v62YUQUzIQTRAIJ/IztgXuqx3LmgXFlBTZeKkloP6dv/nN8NvfQiIx5eculD9kTmx3gM8HyaQEtmLeshu/S0OxJDHrkKnIEtgWTAJbIYSYouoSJ+sWlnCgtR+A9DveCQFjkNIMB7Zet4POgShOm4Xlm1ZjSacJ252cuuUOWLeOmM3O6vZT6s6dndhqFrN7VwN33rBODZ8Z0qeXF9iCGiA1RmB7xpjYWu62sy7Qqq4Mh7O794QQk5Y7EZlwGJqbVYZ1iiwWja3Lvew3B77deKP6N7tnz5Sfu1BmKXKFxyE7bMW8Z/bY9kcS+YHtwICUIk+ABLZCCDENtq+uynztes9tYDHeXmc4sDXW6FJf66WoVg1+eXjTdZxIOcBm40R1LctbjfVDnZ2waBH1tV4+umP1sKAWRglsxxgeZQa2vlBclUmapBxZiCnL3WHL0aOqEmIaMrYAl9V6Od49qP6tX3edmrr62GPT8tyFyPTYuiWwFcLssR2IJIjZjL5zydhOmAS2QggxDbavVus2Sots2BcvgmuuUTfMYGC7ryXA3tN+AF487ee1pReRrr+Me7e9g6aeIJF4ioPVdSxuNj4QFzCcxW614HZYs4HtOKXIZkbJFzQCW6sx9EICWyGmzDxxtLzSnZmIPB0ZW1Anw3QdXj4TUP30V101Zp9t3lqvu+9WcwSmIBCK47JbcTmsEtiKeS8vYzs0sJWMbcEksBVCiGmwra4SiwZWi6Y++P3t38Jb3jKh/ZIT1djkI51WvazptM6zCQ+Wl14kvWIlTT0hAuE4RxasxNUfUB8cjYzteMpc9oJKkXVdz3zw7o8k0I8cgSuuUDdKYCvElJ3xhyl329UeanMi8po10/Lcm5eVZ9+vQPXZvvJKNsjMsa8lwHu/08jdvznGn3zneVKf+Sx85StTen1/KKHKkCH7mgW8PwlxITKHRw1ERyhFloxtwSSwFUKIaXCscxCAQDjBzvsa2XfJ6+DXv1aDWWZIQ10lTrslMwiqoU4F0XXVxTT3qsD28AK11oM//AFCockFtn19Iw6V8YXihOMpVlV7KI6F0VpbVUkjSGArxDQ44w9TWzG9E5FNHqeNixaXZAPbG29Ul088Mey+Tx7uJJ5Kk9ZhTdtJrKEgHDig3lMmKRCOU567w7a0FNzuST+fEHOZOTwqL2MbDEIkIoHtBEhgK4QQ06CxyZf5OpFM530/U+prvSMOgqqr8tDUEyQQSnDUDGzND6sFBLalQwNbGLHP1szWXrrcy2rfWXXlZZepskYJbIWYsjP+MMtyJyJPUxmy6bLaCl4520cylYbNm9X7wwh9tuZ+a4Bt7UYvfSoF+/ZN+rX9oXh+xlbKkMU85sgrRTb+vZnVUlKKXDAJbIUQYho01FXisA3Pns60kQZB1VV7CMVTHOsaZNDpIb58RbZ3roAPj2Uuu9pjC2MGtmczgW15NrDdsAFqaiSwFWKKkqk0bYFI/kTkaRocZdpa6yUcT3G0czC79uexx4b9e4/GUwBUehx82NKRfV+YwhTlQDiuBkeB7LAV8549MzwqSdwsRTb/HUrGtmAS2AohxDQYLXt6Pqys8gCw/4wqMdQvuTgbaE60FLnKmPY8Qp+tObF189JyVveeIeVwwsqVEtgKMQ06+qMk0zq1lTkTkac9Y6vep7722+OqJPmTn1RB9Gc+k3e/g+1qfVdfOE75/r0qAF69GhobJ/3akrEVIsvsse2PJEhbrOh2e/b3rgS2BZPAVgghpslYa3TOpbrqYoDMjkrr1q3ZGyfTYwsjB7b+MAtLnSwpd7HGd5b+ZSvVyhAJbIWYMrPUf1lFzkTkac7YdvRHAfjdkW41G6C4Bj7yEfjWt+C11zL3O9jWT2mRjdreVrSeHrj6amhoUIGtrk/4dROpNIPRpMrYFjixXYgLWe5UZAC9qAi6u9WNUopcMAlshRDiArO4tIgiu4WO/iglThu2rZeqG2y2gqY0l7nshOMpEqn0uIHt8go3ZS47q31n6Vpq9POage0kPvAKIZTMqp8KN7z44rRORDY1Nvkyu7Dj5myAz34Wysvh4x8HXad7IEr3YIybNtdweasRYF99NVx5pSohPnNmwq/bF1Yf3is8drXOJByWwFbMa0MDW5xOydhOggS2QghxgbFYNFZUqnLkco9dDYUBWLgQLOO/7ZcZg2L6IwmoqFC9dyMEtmeNwTaWaIRl/V20LlqhbqipgXgcfDM/QEuIC9ULzX4sGnR2BeCHP4Rbbpm2icgmczYAgKZpajZARQV87nPw1FPwyCMcMsqQ33rJYq5sO0yorEJNZ25oUE8yiXLkQDgOgNfjkB22QpC/7gdAk4ztpEhgK4QQF6C6ahXYet0OqK1Vk4oL3BGZF9jabOD1DhsmE0um6BiIqmzSsWNYdJ2T1bXqxpoadSnlyEJMyr6WAD9/pY20Dg///d0QCKgS4WlWX+vlwQ82sGVZOaCzpNylbvjQh+Dii+GTn+RIUxcAFy8pY1vHEQ7XXaxOdl18Mbhckwps/SEV2Fa4JbAVAnKHRyVw2CwqsB1UawQlY1s4CWyFEOICVFel+my9bof6EHrTTXDVVQU9Ni+wBVWOPCRj2xaIoOtGmeSRIwAcK1+iblxiXEpgK8SkNDb1kjYq+W9/6Vf4a1fBNdfMyGvV13r5+nsvBTTufa5JXWmzwT33wOnTbPjqv7CyykOJv4fFve08u3A9uq6r7PFll00uY2sEtuVuB7S2qivNE2JCzEOOnD22LrsVioqyN0pgWzAJbIUQ4gKUzdgapYsPPKA+qBagtIDANq//7/BhUhYrB90L1I2SsRViShaVqszpJR0n2NxxguAHPqhOUM2QZRVubt5cw4N7z2SCTq69Fj75Sa793UPc3r4fnnsOgGcWrKMnGFP3aWiA/fshFpvQ6/mNUuQKj0MNqXI4YNWq6fpxhJhzzIxtIqXjdkhgO1kS2AohxAXIXPlzxh9WazwmwMzYDowR2J4dEtj6a5bTFTNSTGbJswS2QkzKqZ4gFg0+3/kcKZeb5Z/48Iy/5l9du4pIIsVHHtyfec/o+z+f5bWFq/jT734OfvxjUm4Phxau4kiHUSLZ0KD66V9+eUKvdaitH4Dm3iC8+qpaYzTN/cNCzCVmjy2AKzewdTrViR9REAlshRDiAjQYTQLw8pk+tcZjAsFtIaXIZ/xhnDYL1SVOOHKE/hVrGIwmiSVT6hdxVZUEtkJMgq7r/PJAO9cvdnDJc49hff/7VI/8DBuIJrFosOeUjzvuVe8Zh3qj/M3b/x57Mg6PPEJ62zZSFitHO9RAqckMkNrXEuDHL6ny4w98/0US+1/JDrgTYp4yM7ZAfimyDI6aEAlshRDiAvRaWz8WDXQgYa7xKFAmsDVWclBVpSYcp9OZ+5irfrREAk6cILp6LZAdCiO7bIWYhM5OTjz6DNUH9vO3Lz0MkQj81V+dk5fOfY8wV/8cbOunuWIJkbv/AwD7jmtZXFbE0U4jY1tTA8uXTyiwbWzykTIaiEv7/dh7uiSwFfNebmCbV4osZcgTYjvfByCEEGL6mWs8Esk0dptFrfEokMNmwWW35mdsUyno61OrQIAz/ogqQ25qglSK1Np10A++YJzFZS4JbIWYqGgU1qxhbTDIz8zrXvc62LLlnLy8+Z4RS6TRUYPn9jT5WFLuovgvd0HNQnj961n/yHGOmBlbUFnbvXsn9Doa6qTbRl+LuvKSS6bzRxFizrFaNKwWjVRax+WwSWA7SRLYCiHEBai+1svuXQ00NvloqKukvtY7oceXuez5gS2ocuSKCnRd56w/zLaVFXDiBAD29WthbwJfbsb2tdem68cR4sLX1ATBID94/XvNJAg+AAAgAElEQVTwXX4Vf/u2S85pwGe+Zzx7vIcH9rSwe28LoViSjTWlanDV298OwPrFpfzhZC/xZFpNcl2/Hh56CJJJNU15HJuXlmGxqNf7F1vKuFIytkLYrUZga7eolh6QUuQJklJkIYS4QNXXevnojtUTDmphjMAWePp4D8FYUg1pPX4cAPfG9QD4Q8Z01Joa6OxUmV4hxPia1Kqdn9Vewcqd71RTiY0KiXOlvtbL316/ln++eSOH2gc47QurycU51i8qIZHSOdUTVFcsWaLaFDo7C3qN1kCEVBpuq1/GsrMn1XtFVdV0/yhCzDlmObJbMraTJoGtEEKIYUYLbPe1BPjLB/YB8MPGFnr2H4TKSrzLFgOqFBlQH1ZTKejuPteHLsScsa8lwDeeOqmGu506BUBbxWKqSpzn9bhqyoqwGENaH97fmjd87qLFKoP0n78/oa5fulTdYO6jHUdTrwqIV1V71ERkKUMWAgCHEdi6pMd20iSwFUIIMUxpbmBrZlN6e2ls8pFIqiFSqbRO7MgxWLOG0iIbdquWX4oM0mcrxCj2tQS4495G/v2JY7zrW3/k4Z8+w6DDRY+zhF33vzjhNV3TqbHZn/k6ndbzBkv1GTtoH32tk533NXLYYpRKFhjYnuoOAVBX6oDDh6UMWQhDJmMrU5EnTQJbIYQQw5S57Pl7bAF6emioq8RqpHIcVgsLOltg7Vo0TaPC48AXzClFBglshRhFY5OPuHGSKK1DdXcrZ8oXg6ZNeJL5dDMHSVk1hg2fe/G0CrjNiet/jBkfwCeQsfW67XhbmyGRkIytEAa7Tf1ulYzt5MnwKCGEEMPklSIXFUFxMfT0UF/r5Q3rF/DsiR4e3HkJji+0w5o1AFR4nNl1P0uWqEsJbIUYkXmSKJnWcdosbI77aaxYPGIwea6NNXyuoa4Si6aCcbvNwqWb68DlKjxj2xNiVXWxKkMGydgKYbCPVIosGdsJkYytEEKIYcpcdkLxFImUsbu2ujozPCqWTLNmQQlb40ZGyQhsq4od9Jo9tgsWgMUiga0Qo6iv9XLDxoU4rBYe/PPLKes4y+Zr6rnzhnXs3tUwqaFv0318Iw2fq6/18vo11ZQ4beo4V1SoPtu2toKet6knRJ3ZX+twwLp1M3H4Qsw5jpFKkSVjOyES2AohhBimzKUKegZy+2x7ewFoDYRZ6nVlVv2wdi0AFR5HNmNrs8HChRLYCjGGVFpnRZWbensE4nEWXbph0pPMz6X1i0uJJlNsXV6urliypKCMbX8kQW8wRl11MRw4ABs3FrQiSIj5YMSMrQS2EzJjga2maUWapr2gadqrmqYd0jTtn43rV2qatlfTtBOapv1Y0zSHcb3T+P6kcfuKmTo2IYQQYytz2wHyJyP39KDrOq2BiApsjVU/rF4NQKXHme2xBdVnK4GtEKNq74uyuMyVmYjMqlXn94AKVF3iJJHSs+8PS5cWFNg2GSuC6qqMjK2UIQuRYbeaPbY2KUWepJnM2MaAN+i6vhnYAtyoaVoD8GXga7qurwECwF8Y9/8LIKDr+mrga8b9hBBCnAdlrpED295gnFgyzZJyI2O7aFHmjHJlsYNQPEU0YeyulcBWiDG190WoKZ97gW1Vsdpt22ueyDJLkdPpMR/X1KMmIq/Rw9DVJYGtEDnypiI7jZVfkrGdkBkLbHXF2N6N3fijA28AHjKuvx+4xfj6ZuN7jNuv0zRNm6njE0IIMbphge2SJdDRQfvZLgCWet0qsDXKkAEqPerDri93gFRTU6Y3VwiRFU2k8IXiLCkvUoGtzQbLlp3vwypItbFnt3swJ7BNJPL/rScS8Gd/Bl/+MgwMAGoiss2iseysUe0hE5GFyHDYjMBWhkdN2oz22GqaZtU07RWgG3gSOAX06bqeNO7SChijM1kCnAUwbu8Hho0E1DTtQ5qmvaRp2ks98mFJCCFmxLDA9vrrIZkk8fhvAFhaYZQiG4OjACqL1YfdTDnyX/wFxONw880QiZy7gz/f/u3f4Ne/Pt9HIWa5jv4oQLYUecWKOdNvusAIbHtyA1vIHyB16BDcfz98+tNQWwv/9E/Yf/97dra+iO1/HlT3kcBWiAwzY1vksMKGDepEl9HqIwozo++g/4+9O4+P8yzv/f95ZpVG+y5ZtmXL+xI7sZxYiUliB+JA0gYIDVtYWgilNKeU/Vdo4ZzT0lNooJz0F5aGLKQkAQIkoYVsEJzEWZQ48r5bli1blqx932Y085w/7lm1eNVIlvx9v155jeaZZ0aPFrC+c933ddm2HQQutywrG3gSWDbWaeHbsaqz9qgDtn0fcB/A2rVrRz0uIiIXLjMcbKPNo9avh5wc0n//LKz+C0otPzQ3J1Rsc0dWbNeuhUcegdtvh49/HH7+c9MpeSbr74d/+Ae46Sa45Zapvhq5iDV0mjd7ZmWnmpUN02QZMkBBuqkmRYNtZLxXfT2sWWM+3rPH3P7nf8KTT8I//ROfi3+R5ctNUzoRAWJ7bH0ep2msdvz4FF/R9DMpf2HYtt0JvAhUAtmWZUUC9WwgsgGrHpgDEH48C2ifjOsTEZFEoyq2bje8613Mee2P5KY4yDhxzByPq9hG9t21RUb+ALzvfXD33fDLX8JXvzoZlz61tm41SzAjHaNFxnEyHGxLI3tsy8un+IrOXmaqC4/TQUvviIptfAOp3bvN/2988IPwxBMEDxzkwx/9Nvf//0/A0aNQXT35Fy5yEYvtsZ0eKzcuRsnsilwQrtRiWVYq8A5gP7AZ+LPwaR8HfhP++L/C9wk//kfbtlWRFRGZAl6XkxS3IxZsAW69lbTuDm7oPBoLbnHBNlKxbe8bIsEXvgB//ddmie6Xv3zGBjPT2iuvmNvaWggGp/Za5KLW2GmWIheF+qGjY1pVbC3LoiDDG6vYFhaaZdTxwXbPHli2zIRb4GT+bF6btYKMdRVm2XVkD6GIALE5timeGb6yKYmS+Z0rATZblrUL2Ar83rbt3wL/H/AFy7JqMHtoHwif/wCQFz7+BeDvknhtIiJyBqluJ1W1bVTXdZgD73wnww4n76h5w+yvtayEP8bTvS5cTos/7GuKPQfMef/+7ybcfuc78IEPzNw9t5FgGwjAiRNTey1yUWvoHKAgw4u37pg5MI2CLUB+fLB1OEbPst29G1aujN49Ehn1U5A+mZcpMm1EK7YeVWzPVzK7Iu+ybfsK27ZX2ba90rbtfwwfr7Vt+yrbthfatn27bdtD4eOD4fsLw4/XJuvaRETk9KrrOujsD7D7ZDd33F9FdV0HdmYmb5RdRsWuV0zFds4cSE2NPmfb8U6GgzZvHuuIPifK6YR774Xvfhd+/Wu44QZon2G7TYJBeO01WLrU3NdyZDmNhq7pOeonoiDdS2v8toPZs+k+Usd3njvI9t115o2dyy6LPnwkfoatiIzSOWD+97S/sXuKr2T6Uq1bRERGqapti3bvCwyHqKpto73Pz/ML1lFwohb++MeExlGR5zDiOQksyyxL/tWvoKoK7rvv/C/wzjvhn//5/J8/warrOvj5Q0+bsSZ//ufmYE3NlF6TXNwaOgeYlZUSC7bTaI8tQEGGJ1axBdpzCmk9cIR7N9fwf/71cQBqCufx/c01VNd18MbRdrwuB8da+6bqkkUuWtV1HfxhfzMAH33gjcQ3huWsKdiKiMgoleV5uB2mQ6PL6aCyPI/6jgFeWHiVOaGxMWF/beQ53vAcPhtYNz937Be/7Tazx27HjvO7uEDAdFv+v/8XhofPfH6SbTncwp/98DX2P/40ALvX32Qq2arYyjhs26ahczDWEbmoCNKmVyWzIN1Le98QwZB5C+x4ag7FPa1g2yxqqQPgL6oH+c5zB3n/j17j9/uaGBoOcYf+aBcZpaq2jUhroTHfGJazomArIiKjVJTl8L0PXg7Ax66ZR0VZDvUdA9RnFTG4bIU5aUSwrSjL4bFPVbJpeREhG948dpqlxqtWwa5d53dxe/fC0BC0tsJLL53fa0yg3+w4iQ1U1O+jMSOPl/1pZvagKrYyjs7+AAOBYGwp8jRbhgxQkOElZENbuFlc3pJyfIEhMof6WN5aR5/Xx4n0fGwgGNcKVH+0i4xWWZ6Hx+XAaYHbZd5MlnOnYCsiImO65bISZmWlUN/eD0B9h7m1bv1Tc8KIpchgwu1/fLSCW1aV8J3nDvK1J3aPXZ1ZvRoOHjy/JlKRMSFOpxkjNMXcDgfYNlee2Mu2OSuoXJBvQr8qtjKO2KiflGkdbCE2y3bOKvP/B2usXt7t6sBesQKv24nTAo/T0h/tIqdRUZbDo3dW8oVNS3j0zkoqynKm+pKmJbXdEhGRMVmWxTUL8/nD/iZCIZv6jgEyU1x4P/JJ2PomXH31uM/74JVzeHpXI4+9eZxfb6vnsU+N+Id61Soz9mfvXli79twurLoaMjLgne+EJ54wTalcU/fPWWufn9LuFkp627jsA7cwtyzHVGx/+1vTUMrpnLJrk4tTY5cZ9TMrxWE6Cc+AYGuXlmIBG9OHyDi8H973Ph77VCVVtW3RIBv5WH+0i4xWUZaj/21cIFVsRURkXOsX5tHZH2BfYzcnOweYneMzoe2FFyB3nD20wK76LiyzRZeh4RDP7TmVeMLq1eETRyxHDgZhcPD0F1VdDWvWwPvfDy0t8PLL5/hVTazd9V2srd8LwNxbN5mDixaB36+RPzKmhnDFdnZXE9j29Ay26WYObSTYduYWArCyscZ0PL/sMirKcrhr48LoH+yRj0VEkkHBVkRExnXNgnwAXjvSSn1HP7NzUs/wDCOyXyjcf4pfbD3O//nd/tiy5AULwOeDnTsTn/iNb8CKFeaP/bEEAuY5FRVw883mNaZwOXJz9yCnuge5unE/PV4fdmRu58KF5lb7bGUMDZ0DeFwOsuuPmQPTMNjmZ3gAoiN/jjgzCGGxsHqLOSFuhq2IyGRQsBURkXEVZaawoCCNV2vaqO8IV2zPQmS/0Bc3LeGujQvoGhzmvi213PHj8Hxbh8PMuBxZsf3lL02X2H37Rr3mC/ub+PnDz5jGURUVJtTecotZjhwMTsSXe852n+wC4Lqmg1TPWkbrQPg6Io21tM9WxtDQNUhJVgqOPbvNgWkYAn0eF+leV7RiW9vppyU9h8xd28wJ0/BrEpHpTcFWREROa/3CfF470kq/P0jpWVZsgejSQ5/HRbhwiz8Y1xF19WpTfY1UZ48ciQXBF19MeK0XDzbzyYffYtsTLwCwpzhcEb39dmhuhi1bzvOrw8zkzcszr3O2enrgu9+l8Iuf5bGffY1Z9UfYOnt5tMEWJSVm5I8qtpeOgQG4556zaohmZtimmt//8nKzZ3wayk/30NJrgu2R1l6aMvKxQiEzvqigYIqvTkQuNQq2IiJyWtcsyCcQntdxtkuR40WWJQM4LCvWEXXVKujogJMnzf3nnjO3GRmweXPCazy9uxGAlaeO0ONJ5SU72zxw880mQF7IcuSnnjJ7ArdvP/vn/PSn8KUvUfbK78lyBOl6/4d5YuUN1HeEQ43DYZYjq2J76XjgAfjc5+BHPzrjqQ2dA2bUz86dsf3m01BBhpeWHrMnvralj+78IvOAqrUiMgUUbEVE5LSuLs+LVlx7BgPn/PyKshweu3MdKW4HG5cWxprHRP6gj+yzffZZmD8f3vteM582FIq+RprXdD2+7FQNB4oXULkwXA1KSzPh9qmnxt+XeyaRau+BA2f/nO3bsfPyuOHLv+DBbz+K8z8fpjGzIBZsQbNsLzUPPmhuv/c9sxd8HMPBEE3dg8xNsc0bH9M+2JqK7dHWPoaKZ5kHLrtsCq9KRC5VCrYiInJaNS29RJLt3z+5Z+y5tGdQMS+XlbOy6BqI+4M/8sfvrl2mg/Af/2hG+GzcCK2tCfts+4eCOENBlrUcxbvuysTOqjfcAA0NUFd3+ot47rnRe3q7umLHDh48+y9o5078K1fR2udn1ews0r0usn1uTnb2x85ZtMgsr56i/b8Xpaoq+NCHEt60mBF27jQV/5tvNp2wf/GLcU9t6hkiZMPStuPmzZhVqybxQidWQboJtsPBEHVtfThmzzYPqGIrIlNAwVZERE6rqrYNwsXQ4fg9sudoQUE6R5p7YweysmDePBMKXn0V+vpMsN2wwTwet8/2QFMP7/F0kjLs58CsxYkvXFkZvtCq8T/5kSNw663wV3+VePz1103I8njOvmI7PAy7d9M4z1zHZbOzALNMe1TF1u83c0rF+PWv4ec/N0u/LzZ+P5w6debzxvLQQ+Z36OGHYflyuPvucVcQREb9zDsZruZP84pt9+Awta19BII23oXl5oFp/DWJyPSlYCsiIqdVWZ6H1+3AaYHb5YjtkT1HCwvTaevz09Hnjx1ctYqB6u1su+9nhNxuU62dN8/8F95nGwrZHG7q4bqe4wA86SjGjg8Nq1aZfbanC7Zf/rIJLq+/Do2NseOvvAJOJ/zpn559xfbQIRgcZF9BOU6HxfKSTABmZ/sSg22kM7KWI8ccOWJuu7un9jrGcs89sGTJWTV/SuD3w6OPmjdO8vPhS18yqwB+//sxT3+1phUA9+5dZj/5vHkXeOFTpyDDC8CbR80bFd4/uw3++79N13IRkUmmYCsiIqcVGd3zhU1LePTOysRlwOdgYWE6AEdaYlXbhnmL8RypIev5Z9g6axnV7cPmgQ0bovtsT3T00+8PsvzkIQK+NKrcedTEV35dLrjyShNax7J5Mzz5JNxxh7n/m9/EHtuyBdasMX+INzScXeAK7wl+Nb2UxUUZpLidQKRi2x8L3ZFZtmogFRMJtj09U3sdY9m61fz8R85WPpPf/tYsnf/EJ8z9D3/YdMW+++5Rp1bXdXDvH80bHW2vv0Xv4mWm0dg0NTLYzi/NhT/5E7Cs0z1NRCQppu//m4qIyKSJjO4531ALsWAbH0p35czFaYdY0F7Pi/PXxJY5b9gAbW2wdy8HT5kQNKt2H6HVl2NbDjYfHDGa5+qrzR7HwcHE48EgfP7zUFYGP/4xLF5s5t6CmYf7xhvwtrfB0qXm2KFDZ/5CduzA9nh4PpjNqtKs6OHZOakMBkK0RSrSs2Zp5E882764g+3+/ea2uvrcnvfQQ+ZnvWmTue/1wt/+LfzhD6M6bVfVtjEcssG2WdJ8jKOlCyfgwqdOQXoKAG8cbSMr1U2Ozz3FVyQilzIFWxERmRSzslPxuhwJwdZ9xeXRj19btDa2zDmyz3bzZg6e6iF7oBvf/r14113J0uIMNh9oSXzxykrTiXbbtsTjDz1kKnD/+q8mZN52G2zeTPWOIzz+oydNuL32WrMEFU67z7a6roPvb66hq+otussX0+KHrLg/5EtzfACJI38WLFDFNqKpyeyjhotvKfLwcOxNjbfeOuun7dy6n9DTz9D47vebJe0Rn/60+fk/+WTC+ZXleVgWzO5uJnOoj8x1ayfi6qdMfoYHgKbuIcoL0rBUqRWRKaRgKyIik8LpsCgvSE9YitxYMJt+t5fmtBw+cuefxirCZWVm9M+LLzL4yms89/DnsEIhuO02Ni4tZOux9sTRQ2M1kOrrg7//e1i/Hm6/3Rx773theJjHvv5Dap80c3N3lq00AdTpHDfYVtd18OEfV/Gd5w7ir97G865iAH7y2rFol+jIjN+TI/fZnk0V+FIQqdbC5FZs/X741regv3/8c2przXkOx1kH2+q6Dl74yrdxhIL8BcsTu4VnZ0Nx8ajGYWvmZpPqdvKuYBMAZTdcfc5fzsUkL80b/Xh+ftoUXomIiIKtiIhMooWF6WZ8UNgbdZ08s3IDj13+TvqHR4yA2bABnnmGz//jJ3F4XKZz8rXXsnFJIcMhm68/FTd6qLjYNOGJ32f78MPQ3GxCTaSStHYtPQXFbDr4KlfW7+VI7mxe6bLM8tHy8nEbSFXVtjE0HCK/t4OCvk72Fc0HIBjXJbo0HGzrO+IC1MqVJtieLlRdKuKD7WRWbF96Cb76VfjVr8Y/J7IM+cYbzZipSGX5NN7ae4KPvfkUL8+7gkNZs0Z3C589G06eTDjU0jtEvz/Iu+wW8zs5zcfieFyO6PLjBQXpU3w1InKpU7AVEZFJs7AgnfqOAQYDQWzbpqq2jZe+/C/87OZPsP34iPm4mzbB4CAvLLyKn//wKVgbWbZpmjM9taOBO+6vioXbyspYxTYUMl1ur7zSVGwjHA563/knXH90G1fW76N67orY8uclS8at2FaW52EBy5prAThcsmBUl+jMFDdZqe7Ezshr1phr2b37fL9l015kCXdDddz3YDIrtpERPi+/PP45kWD7kY+Yn9eOHWd82Zte/S/y+7u4Z/2HsCxrdLfw2bNHVWwjy/DnnjhsVgmkT/8wGGkgpYqtiEw1BVsREZk0CwvTTQ+hll6OtvbR0jNEZXkea+bmsO14Z+LJH/gAR57bwqff8zXmLSyNHt56LBaAA8Nxc3WvvtoEifp6ePZZOHSIwx/+JN9/sSZhmWj3zX9KyrCfzKE+8t/59tjy56VLzX7YYHDUda+anYXDATcNm5D0pS+/f8wu0ZHOyFFr1pjbkXt/LxGRJdzfff4g1S+8hX9W+Oc4mRXbSLDdsmX8c/bvh9JSuOEGc/9My5EHByn+8b28NncVtYtX43U5WFaSkXjOaYJt9uH9M2bWq9dl/pQcDIz+342IyGRSsBURkUmzoNBUdWqae6mqNSNC1pXncsXcbI6399PaOxQ72bLYVTAPLIslxbHQUFmeh8thlha7nXFzdeP32X7vewwWFPOuk8V857lDCZXdV4uX0Z5qZs+2XH5l7PMtWWKaSdXVjbruurZ+giG4rr8B5s7l8lXzx+wSbYJtXMV2zhzIy7tkg21kCXfIhtkdjTQXzYW0tKmp2B46FPs4LFJN7tu5B5YtM92NS0rO3Bn5gQdIaWni4Rs+wg/uqKDfH+S3OxsTzyktNQE+7mutae6lwArgPFpr5i9Pc9V1HextMG9SfO2J3Yn7jEVEJpmCrYiITJr5+Wk4LDjS0scbR9vIT/dSnp/GmrkmIG4b8YfxwVO9uJ1WwjLHirIcvnDjIgD+97tXxMLl5ZebvbL33w9/+AO/WHcrw04XNomV3R2NvbyweiPHckvZ641bPhoZ+TPGcuSaZhNOCmoPmM8zjtJsH/UdA7FZtpZlqraXaLCNLOEGmNfRiHfpYsjMnPxgG5kVG1e1ra7r4IP3vc53nj0A+/fTPLvcPLB27ekrtkNDhL71LapnLyf/T2+isjyXRYXpPPrm8cTzZs82t3H7bGuae9kYaMKy7RlRsa2qbSPyqx6I228uIjIVFGxFRGTSeF1O5ub6ONLcyxu17VSW52JZFitLs3A7LbafSFyOfPBUNwsK0nE7E/+5uvVys6Q1ELRjBz0eqKiA554jlJrKPQs2RB+K3wu7s76TzX/5Vb701Qeoa4+rrkZG/ozRQOpQUy/ewBDeI4dPG2xn56QyEAjS0R/XsXnNGrPH1u8/3bdmRrpiTjYOBxSGBskZ6Kbg8uWQkTH5S5ErKsDnSwi2VbVtBII2xT2tpPkH2Jc1yzywdq15c2O88P3wwzjq67nn6g9wy+pZWJbFh9fNZeeJTvY2dMXOiwTbuOXIh5t7uao7fH8GBNvK8jy8bseo/eYiIlNBwVZERCbVwsJ0Xqlp5VT3IOvCfwinuJ0sn5U1RsW2J2EZckRpdirZPndikACzzxaoWn8z/RnZfOo6U4X7+5uXUVGWQ2e/n7q2flbOz6NoVgF1bXHdb/PzITd3zIrt4eZervOfMiOHThNIZo/VGXnNGjNjd+/e8b8pM1RzzxDBEMxpDy/TXbBgaiq2c+aY3424BlKV83MBWNh2AoCSqyvMA2vXgm3D9u2jX+uNN+DLX+bogpXsu6ySdfPN7+9tV8zG7bQSl+OWhvcThyu2Xf0BWnqGWNJ23DSNKitLwhc7uSrKcnj0zsox95uLiEw2BVsREZlUCwrS6RowFc1IuABT3dtV38Vw0Iz92XK4hYauQdK9rlGvYVkWK2dlsefkiMrfO99JKDWVb8x/Bx+tLOOzNyzE5bBo6BoEYGe9CcKXz86mLNcsG458PizLVG3HqNgebuphfW94SelpK7Y+gMR9thXhwHQJLkc+2WkCflFr+Hu3cOHkV2ybmsw4qOuug127oNOsCpiTa35WkWC7ZONV5vzIz2vkcuStW2HTJkL5BfzFLV/hnZeV4Azv9a5p6SUUMr9fd/w4vJ87EmzDFduaFhPmZzWfgMWLYyOoprmKspwx95uLiEw2BVsREZlUCwrNiBOf20n3QGzJ7pqyHAYCQQ6c6qG6roNP/sQEi8ffOjFmU5oVpZkcPNWDP27+bfWiCm795m85XlDGp69fQEaKm4qyHF482ALAzhOdZnzo7CzK8nwMh2waw6EXMPtsR1Rsh4MhAodq2PTaf5tQNm/euF9bZJbt41vjrrm8HLKyLslgGwn48zoazIHycvM9THLFNtIUatvhJmhriwVb2zbzkIGjraZav6j1BEOZ2VBQYJ5cVGQqvPENpKqrzfipvDwe/uaDHEvNZVFhbCVBVW0bdngMlT+y1zQlxawCiATbcEfkzPpjJtiKiMiEUrAVEZFJFQyZANAfCHLHA29EA+CaudkAbD/ewS/fOoE/XEkNhewxm9KsnJWFPxjicLixU2S0zJ7mAYK2TV2bqRZuWFLI/sZumroH2VXfSXl+GpkpbsryTEOqY/HLkZcuNRW+cFWPwUG6v/YNnr7vryg4eRTuvTfWiGgMkfDy4qGWWCdmy4Irrrikg+3czlMECwpNqM3MTGrFNn7E0Ofvfd4cLC6GdevA7Y4uR4783Be2naCpdH5iBbWiwlRsh4bg7rthwwbIzmb3T5/in3aZ37d/eWZ/9He3sjwvug/c6YibaVtaGl2KXNPcSzpBXMfrYNGipH39IiKXKgVbERGZVKfiKqTx3Yoj+2b/7Q+HePytE1iA4zRNaS4rzQJgz3tQ6m4AACAASURBVEmzvDgyWgYAOxaGr19sKnEvHWxhx4kuVs8xAboszyxFjQRgINZA6t574ROfgHnzyP3Xf+a5xVdzaPOb8LGPnfZriw/gCTN216yBnTthePhM354ZJbLXuKyzEf+8+eZgkiu2VbVt+MMjhnK6wt//oiJITYUrr4w2kDra2o/babGks57DubMTX2TtWjMeaMUK+MpXYONGePllftftJhTpAhz3860oy+HBPzejoz545dzYsty4WbaHm3u5xuoy+7RVsRURmXAKtiIiMqmuW1xAyhidVLcd76R7IEBHn1me/A9/sowvnqYpzdxcHxleV3SfbaTiC4mvu6wkg6JML4+9eZzW3iEuDwfboowUPC4Hx9vjgu3y5eb261+Hp56CjRt56u6f8Nlbv0LZqjNX2SrL83CGK38JgXzNGhgYGLMx1UwWrdh2nGJw7jxzMMnNoyrL83CE974W9ocr78XF5va668xe2f5+jrX2scIbIKu3i+q0ktiIJoBrrjG3bjc8+yz813/BnDmc6jJzlsd6w2X9wnzSPE5czrjKb1ywrWnuZW0gHLQVbEVEJtzojhwiIiJJFOmkWlXbRmV5XjS0xlc7LWAwEOKujQvHfR2Hw2L5rEz2hDsjN3Wb0PGBtbN5f1zVzLIsrl9cwONvmYCxenZ29Plzc32JnZEXLYLHH4dZs8zSVZeLzT/fTulwx5hNrMb62j52TRkPvXqM7394TSyQr1ljbrdtg5Urz/xNmiFOdgxQ5LYp6WnlZGkZOWAqtkNDZvyRxzPhn7OiLIcr5+VQVdvOjbnhCn4k2F57LXzrW1BVxbE2FxsGmwDYm1VKY9cgs7LNHmk2bDAdkK+4woRboN8/zOaDzVxdnsvbFhUk/O5GFGam0NwzFDtQWgotLfT39HGyc4BlPafMcS1FFhGZcKrYiojIpBurk2pleR4e17nNxFxZmsX+xm6GgyF+vvU4c3N9/Mttq0YFjg1LCgFTaRsIxJYDz8vzJS5FBrj9dli/HlwmyB5q6mVRUfpZf203LisCwOOK+yd28WIzR/US2mcbCtnUdw6w3tWDA5uu0vB4m8xMc5vEqm1kubDVZIIrReZnwvr14HRi/93f4Tqwj8u6TFOrmrw57G+M2/drWXDVVdFQC/DEtpN0DQT44qYl43YBLszw0tIdF2zDs2xP7KnBtqGs/aRpKJWjDsIiIhNNwVZERC4K5zMTc2VpJoOBEH/Y30xVbTsfuHJOdBlqvEi1NWTDnz+0Ndr0Z25uGsfb+xOXocYJhmyOtPSyqPDsg21k7u7BU3HBzek0Y4IuoWDb2jeEfzhERaAdgPbi8D7WjHA34SQ2kGrrNeEycLIROycHvF7zQFYWPPIIds0Rnvjx3/C23/4U2+ejITOfA6fGD9qhkM2Drx5l1eys0/5emoptXJftcLBt3ncEgPwGNY4SEUkWBVsREblonOtMzEgDqX9+eh9Oh8XtFbPHPG/3yS4icTe+6U9Zno9+f5CW3qExn3eivR//cChhtMuZ5KV7yU/3jg5Ka9bA9u0QCo39xBkmsr92SX8zAK1Fc8wDkWCbxIptW5+fjBQXWV1tBAoKEx/84Ad569lX+a/l15N1vBZrxQpKc9MSK7YjPPDqUWpb+ti4pBDrNPNnCzO8NPcMxd4oCQfbY7sO4bDAdeSw9teKiCSJgq2IiExb8/PT8TgdnGgfYM3cbAozU8Y8r7I8D+8YDavmhjsjHx+5HDnsUJMJX+eyFBlgaXFGYsUW4LLLoLcXTpw4p9eariLBdk5bA90eH+2p4SXIkaXISarYBoIhOvsDXL+4gPz+TjozRy9pr7F9fOmWz9P8/Ivw0EMsK8kcN9hW13XwL0/vB+A/Xj4y5kzliMIML/3+IL1D4eXupaUAnNh9mJShATxNpzhZOOfCvkARERmTgq2IiExbO050EghXQHec6Bw3dIy3zHledJbt2MH2cHgu7cJzWIoMZjnyoaae6MxeAPLCASsyI3eGO9kxALZN3u5t1OaV0ucPV6qTXLHt6PMDcNX8XIr6O2lMzRp1zrG2PjwuB/lvvw5WrGBZcQZHW/sYDARHnXvv5poxR/yMpTDTLHmONpDKzMTvS6O4u5V5HY0A7E4tHO/pIiJyARRsRURk2qqqbYNw6AiF7NOGjrGWOZdmp+Kw4Hh8Z+Q4bxxtI8Pr4lBT7zld19LiDIaGQ4kdl7PCAaur65xea7qq7+jnxuZ9uLZv48nLb6LfH65iJrl5VGuvCbYF6V4K+zqpdYxeRn60tY+yXF90P/aykkxCdqxCH/HfOxvYfKAZh8VZNTUrzDArBprjGkgFZ5VS1NtGeftJAOZWXn5hX6CIiIxJwVZERKat8ZYYny2Py8Gs7FTq2kdXbH+/t4kth1rpGRrmjvurTrsEdaSlxSa8JeyzncnBtqcHPvc5qK2NHqrvGOAzVb+CoiKeX/vO2PLcJDePauszobLACpA61M8hR1osVIcda+1jXn5a9P7SkvDPqzH28/rJa0f53M93sKw4g0fvXHdWTc2KohXbWAMp5+zZlPS08naX+bkvv27NBX6FIiIyFs2xFRGRaWu8mbjnYl5eWsJS5Opj7Tzw6lF+v68pUgyOLkE929dfVJSOwzLB9ubLSszBmRxsH3kE7rkHXnoJXn8dUlJI3bOTNQe2wre+hctKpd8fXuab5IptW6Ri22+WfDf5stld38W68JseoZBNXXs/G5fGlgTPzfWR6nay/5QJ2z94sYZ/ffYgALWtfXhcztPOVI4oCFdsW+Jm2XbnF1FcvYtZwXaz5zYtbbyni4jIBVCwFRGRaa2iLOe8Am1EqsfJW3XtvH6klV31XXz72QPRPZVup0UoZJ9zNTjF7WReXhoHT8VVJZPcNGlK/fSnZg/xjh3w5S9j//u/c+tzP2XQl07KX/0VaQ/tpC9SsU0P71dOWsXWBNu8HlNhb0nLYceJzmiwbegawD8ciu6vBnA6LGbnpPL07kb2N3ZTVdsefWw4ePZvamSmuPC6HLE9tkBrVgELe9sZPlGrjsgiIkmkYCsiIpes6roONh9oZjhk86Efv5HwmNOC29fOoTQ79byqwUuKMxI77c7Uim1NjanSfvvbcOoUfO979BeWcNP+V9l7x1+yKiuLNK+LvshyYKcTfL4kVmyHcDks0jpaAHCVlLD9eKxh17FWU52fl++LHquu66C2tY9gyKape4hNy4t4+XALgeHQOb2pYVkWhZlemrpjS5FPpuWy1A7h3LUDPvGJifgSRURkDAq2IiJyyaqqbSMUnjlqARuWFPB6bVs00LxvzezzrgYvKc7g2b2n6PcP4/O4ICUF3O6ZF2wfeQQsCz78YSgshC1bSPvG3zPkdNNx518DkOZ10T0QiD0nMzN5FdteP3npHqymowCULp3H00fb+f7mGirL8zgabug1P26PbVVtW3T2rMOC1XOy+fT1C85riXthRkpC86ijXvNca3hYFVsRkSRSsBURkUtWZXkeHpcjGmT/xw2L+B83LLqgPbsRS4szsG043NTL6jnZJvxlZc2sYGvbZhnyDTfA7Nnm2C9+gX/NWh5deC1XLy4DIM3jpLFzIPa8jIzkVWz7hshL85rqscOBt7iQ9mMn+O7zB/G4HLxjWREpbgdFGbGZxyN/DyI/+/P5+RdmeBO6K+93ZcYeVLAVEUkaBVsREblkjdd86kICbUSkM/LBUz0m2MLMC7avvWY6If/P/xk7Vl7OT3/2It98sY6dOamAqdhGm0eBqdgmcdxPXroH9jZBYSG20wlAyAb/cIh9jd3My0uLjvqBiWlCFlGUmcIrNa3R+7uIm4G8aNF5v66IiJyexv2IiMglbaz5thNhbq4Pj9PBL946HhsVNNOC7U9/avbL3nZbwuFjQw4yUj1kprgBU7GNjvsBU7FN4rifvDSPqdgWF3PLqll4nObPnZANdW1mL+3I8U0T9XtQkOGlZ3CYAX+Qfv8wh4MpBN1ucDigvPyCXltERManYCsiIpIE2090EgiFqK7rjM3BnUnBdmgIHn8c3vveWKfjsJOdA8zOiTVn8nldibNkk7kUuddPXro3GmwrynL42V9W8rm3L2Ld/ByCIahp7j3n2cRnqzAjNsv2RPsAWBaDRbNg/nzweCb884mIiKFgKyIikgSmIZH5ODIHN5lNkybd734HHR3w0Y+OeuhwUw/+YCgaHNO9LgJBG/9wyJyQpO+DqZIGzVLkcLAFU4393I2LuW5xIQ4LbOJ+JhOsMNPs3W3uGeJ4u+nAHFh9BaxfP+GfS0REYrTHVkREJAkqy/NwOiyC8XNwZ1LF9qGHoKQE3v72hMNbDrdwomMAC7jj/ioevbMSn8fsc+0bGsbj8iStYtvWZ7oR5/sSg23EWE2iJlq0Yts9RGOXaZhl//znkKZqrYhIMqliKyIikgQVZTm894pZADz6yXVm7+ZMCbaNjdjPPEP1hlupPpkYUB98xYzZia+KpnnN++jRWbZJqti29foBKAr2QyAwKthGmkR9YdMSHr2zcsL3VcPIpcj9ZKS4yE7zmK7YIiKSNAq2IiIiSbKoMAOApSXhkS9ZWSbQhUJTeFUXrv7f78MKBvly+pqEvarBkM2+hm4sC5wW0apomiccbIfCnZEzMswe3UBgvE9x7mw7WrEt7O80x0YEW0hes7CIHJ8Hl8OiuWeIuvZ+5ub6sBRqRUSSTsFWREQkSdJTTKCLdgTOyjKzX3t7p/CqLpBtk/bof7K1dDm1uaX44/aqbj7QTFPPEF94x+KEqqjPG16KHF+xhYldjvyJT3Dlpkoq6veR19Nujo0RbJPN4bAozPDS3G322M7N9Z35SSIicsG0x1ZERCRJ0sNLcHsGhynKxARbMMuRI+FuuqmqIudELY+/67OAGaGzqNB0RX7otaOUZKXwmQ0LcDlj751Hvg/98RVbMNXr3NyJua7nnyejoYHHH/s7qLvGHJuCYAtQkJnCqe4B6tsHuHF50ZRcg4jIpUYVWxERkSTJGKtiC9N7n+2DDxJM9fH0krdxzYI8vC4HP62q4+CpHl6taeOjV5clhFog2jwq+n2IBNuJqti2tkJDAy9/6K95atU7cL7yijleNDWhsjDDy+76LvzBkCq2IiKTRBVbERGRJMlIcQPQMxjeSxoJttN15E9fH/ziF+y6ZhOBtHT+46MV/GZHA//w1B4++kAVTofF8pLRlehoxXbkUuSJ+j7s3AnA3vLLeHT1+3jfP94Fe/bEvt+TrDDDS/eg+VoVbEVEJocqtiIiIkkSCXS9gyMC3XSt2P7619DTw4/Kr2PD4gIyUtzcsW4uq2dn0dzjJxiy+atHqqPNpCJ80eZRSarYhoPtnrwy8tK9cOut8LWvTVkn4sKMlOjHZblpU3INIiKXGgVbERGRJInusZ0pS5F/8xuGSufwXM4ibllVAoBlWVyzID96SiCumVREWrR5VHiPbTIqtsXFHHWkk38RzIstzDQjf5wOi5LslDOcLSIiE0HBVkREJEmie2wHZ0iwbW6mIbcEr9vJ25fF9q++Y3kRKW5HwoifeKluJ5aVxIrtrl2wejXtfX7y0qc+2BaFg21pdipup/7UEhGZDNpjKyIikiRp3pnVPMru6OConcPGJYXRajSY2bCP3llJVW0bleV5o2bEWpZFmscVm2M7keN+AgHYtw/7xhtp6xsyS5GnWGQpsgVU13UkbWauiIjE6G1EERGRJHE7HaS4HbFgm5YGTue0DbYDTS00uXwsnzW6QVRFWQ53bVw4bohL8zpjzaPSzXigCVmKfOAA+P0MLF9JIGiTdxEsRT7VNQhAXXs/d9xfNWrPsYiITDwFWxERkSRK97rpiSxFtixTrZyGwbb6WDvOjg66UjP4weaacw5raR5XLOC7XJCaOjEV23DjqLYFywDIvwgqtgdOxQL7WHuORURk4inYioiIJFFGSlygA7MceRqO+3lzXz3eYIDOlAwCwXMPaz6vk/5I8ygwAX8ivg87d4LXy6mSMoCLYo/t1QvyT7vnWEREJp722IqIiCRRRoorNscWpm3FNrPfhNCu1PTzCmsJFVswDaQmqmK7YgVtgyY0514ES5HPtOdYREQmnoKtiIhIEqV7XbGuyGAqttMw2B4/0gDAtVct5s8+UXnOYS3N66K5ZzB2YAIqttV1HSx7axv9b99Ea68fuDiWIoMJtwq0IiKTR0uRRUREkijdO8ZS5GkWbHuHhtm39xgAN1+/4rwCW5rXRf9Q3FLkkRXbr38dXn31rF+vuq6Dv/7O7/B1tHFfVwa76833NMc39RVbERGZfAq2IiIiSZSe4oo1j4JpGWyf33sKX2/4mnNzz+s10jzO8Zci798P3/wm/OxnZ/16L+xvYnHzUQB2583j9SNteF0Odp+cXt9bERGZGEkLtpZlzbEsa7NlWfsty9prWdbfho9fbllWlWVZOyzLesuyrKvCxy3Lsv7dsqway7J2WZa1JlnXJiIiMlkyZkDF9qkdDcxzDJk75xtsva7xm0f96lfmtrX1rF+vMMPLsnCw3Vc4n+Md/QwNhzReR0TkEpXMiu0w8EXbtpcBlcBdlmUtB/4V+N+2bV8OfCN8H+BdwKLwf38J/DCJ1yYiIjIp0sNdkW3bNgciwTZy/yLX3DPIK4dbuCY7/CfDBVRs+/xx34f4iu0vf2luW1rO+vWCNixrPkp3fjFvu2px9LjG64iIXJqSFmxt2260bXtb+OMeYD9QCthAZLJ7FtAQ/vjdwH/aRhWQbVlWSbKuT0REZDKke90EQzaDgZA5kJUFwSAMDEzthZ2lH754hJANJfaAmT+blnZer+PzurBtGAiEq7aRiu3Bg7B7t5nxew4V20Oneris9RiZ6yr4xNvma7yOiMglblK6IluWNQ+4AngD+BzwnGVZ38EE62vCp5UCJ+KeVh8+1jgZ1ygiIpIM6Snmn9qeoQCpHqcJdGCqtj7fFF7ZmVXXdfCT144BsG3HEeZn5+C2rPN6rTSv+T70Dg3j87hMxXZwMLavdtMmE3DP0pGT7cxrPQGrPqTxOiIikvzmUZZlpQO/Bj5n23Y38Bng87ZtzwE+DzwQOXWMp49ap2VZ1l+G9+a+1XIOS5ZERESmQmYk2EYaSGVlmdtpsM+2qrYtumI6o7+HHl/Geb9WmscJEOuMHAn4P/kJXHMNXH65qdiexRLtUMjGv/8ArlAQVq4EzHiduzYuVKgVEblEJTXYWpblxoTaR23bfiJ8+ONA5ONfAleFP64H5sQ9fTaxZcpRtm3fZ9v2Wtu21xYUFCTnwkVERCZIeqRSOQ2D7Zq52YB55zlnsBdPQf55v1akYtvnD38fMsIhua4Obr8d8vPB74fe3jO+1snOAcoaas2dcLAVEZFLWzK7IluYaux+27b/Le6hBuD68Mc3AIfDH/8X8LFwd+RKoMu2bS1DFhGRaS09bgkuMK2CbXlBOgA3Li/i8rQQ6SWF5/1aaZ5wsI1UbDPiqr/ve58JtnBW+2wPnOphUetxbKcTliw572sSEZGZI5l7bNcDHwV2W5a1I3zsa8CngHssy3IBg5gOyABPAzcDNUA/8BdJvDYREZFJkT6NlyJ39gcAuPXyWfj6uiHn/Jf5+rxmKXK0YhtZilxZCXPmJAbb+fNP+1qHmnpY3HYce8FCLK/3vK9JRERmjqQFW9u2X2HsfbMAFWOcbwN3Jet6REREpkKG1w1Mz4pt14AJttmpHmhvP+9RPxCrXPeN/D7cfru5jQTbs+ifceBUD7e2H8dxfeV5X4+IiMwsSW8eJSIicimLVGx7B01IjAa67u4puqKzFwm2WS7M9V5AsPWNbB61di18+9vwqU+Z++ewFPnY8VZK2xphxYrzvh4REZlZJmXcj4iIyKUqLbwEN1qxTTf7VqdDxbaz3w9Ajr/PHJiIim1kKbLLBV/5SuyESEPIMwRb/3AI6+ABHHZIwVZERKJUsRUREUkir8uJx+WgJxJsnU7TOOliCrZPPw3r18PAQMLhaMV2sMccuKCK7YilyJg5ud/fXEN1XYfZc+tynTHYHm3to7ylztxRR2QREQlTxVZERCTJMlNcseZRYJYjXyzB1u+Hv/kbqK2FqirYuDH6UPdAAMuCtL5wsL2A5lEelwO306LPb5Yibzncwp8/tBXbtvG4HDx6ZyUV+flnDLYHm3pY3FqH7XZjLVp03tcjIiIziyq2IiIiSZbudcXm2MLFFWzvu8+EWoAtWxIe6hwIkJnixtHZYQ5cQMUWzCzbSMX2kao6giGbkA2B4RBVtW1mn+2Zgu2pbpa2HsdevATc7gu6HhERmTkUbEVERJIsPcUV22MLF0+w7emBf/on2LABVq8eFWy7BgJk+9ymIzJceLD1uKJzbFt6hgAzPsHtclBZnmeC7Rm6Ih881cuy9hM4Vmp/rYiIxCjYioiIJNlFW7H9t3+D5mb41rfg2mvh9ddhOHadXQMBslInMNh6nfQNDdMzGGDPSdMVev3CfLMMuSznrCq2dSeaKGlXR2QREUmkYCsiIpJk6V53rHkUmGA71eN+mpvhO9+B970P1q0zwbavD7Zvj57S2T8i2GZnX9Cn9Hlc9PmH2XywBX8wBMCionQTauGMwbZvaJjUw4cAOFI474KuRUREZhYFWxERkSTLSHHROxSIHcjMnPqK7d13my7I//zP5v6115rbl1+OntI9ECAz1Q0dHSaMO50X9CnTvS76/UGe23uK/HQvpdmpdPT5Yyfk55sQHQyO+fz/3tXA4tbjANy1c9B0UxYREUHBVkREJOkuyqXIL7wAN9wAS5aY+yUlsHBhwj7broEA2ZGK7QUuQwbweZy09/l58UAzNy4vIj/dQ0d/XOAvKIBQCDo7x3z+SwdbWNxSx5DTzZGMItNwSkREBAVbERGRpIs0j7Jt2xzIyoKhIfPfVPD7Yc8eWLMm8fi118Irr0AohG3biXtsJyDYpnldHG3to88f5J0ri8lJ89DRP6JiC+MuR/a4HCxuPU5N3hycHrdpOCUiIoKCrYiISNJlpLgIBG2Ghs2+UrKyzO1UVW337YNAAK64IvH4tddCWxscOECfP8hwyJ7gYGuWMmekuLi6PI8cn4f2kUuRYdxg2z0QYFnHCVyrVsYaTomIiKBgKyIiknQZXhcAPZHlyFMdbCMNokYG2+uuM7cvv0zXgFkinO0L77GdgGAb+fqvmJONx+Ugx+cZvccWxh3503D8FEWdzSy5QaFWREQSKdiKiIgkWXqKCbbRWbYXQ7BNSzN7auOVl5u9tlu20BXe+xqt2OZcWJCsruvgd7saAXi9to3qug5y09z0+YMMDYebRY1Vse3uhnvvZfjd7+Hxf/mwObZ69QVdi4iIzDwKtiIiIkmW7nUDxBpIRYLtVI382b7dhEPHiD8DLMssR96yhc4BU0nNTHFNyFLkqto2giGzxzgUsqmqbSMnzQOYsULA2MH2nnvgb/6G0I4dPLNkPTvu/iHcdNMFXYuIiMw8CrYiIiJJlh5ZihwZ+ZOZaW6nomIbCsGOHTQvXM73N9eMHplz7bVw4gT+I0cByAkOmvE7FxhsK8vz8LodOC1wuxxUhvfYArF9tj4fpKYmBtutW2HZMn775Cv83bs+S/rHPnLBY4dERGTmcU31BYiIiMx0GZGlyJGKbWGhuW1snPyLOXIEenu5py2Nnz1/EI/LkdiIKbzPNvXVl4Gl5Az1meMXGGwrynJ49M5KqmrbqCzPo6Ish9ePmHE9CZ2RCwoSg+327XDddRxu7sXttCjL813QdYiIyMykYCsiIpJkkYptdI/trFmQnQ27d0/+xYQbR+3In0/IhsBwiKratliwXbkSiorIffUlWLuUzIEec3wCmkdVlOUkNH3KDS9F7uiLm2Wbnx8Ltq2tUF8PV1zB4aZeyvPTcTu12ExEREbTvw4iIiJJNqp5lGXBqlWwc+fkX8z27QSdLg7nlwHgcjoS58E6HLBpE6VbX8Fl2aT2hJdLX2DzqLHk+Mze4/aRs2wjXZEj3ZvXrKGmuYeFRekTfg0iIjIzKNiKiIgkWWQpcnTcD5jmTbt2mT2vE8m2zXiecYS2baO2sIzUDLOk9zMbFowenXPTTfi6O1jXWYcVea0JqNiOlO2LVGxHBNtIxTYcbAdXXMbx9n4WFSrYiojI2BRsRUREkszrcuJxOhKD7apV0NcHR49O7Cf7wQ/MyJ59+0Y/ZtsMbd3Gjrz5/Nv7V5PmcdLW6x993o03ArDx2HbTERmSEmw9LgcZXlfiHtuRwbasjNqgl5ANiwozJvwaRERkZlCwFRERmQTpKS56h+L2kkZmsU7kcuThYbj7bhgagi99adTDA3X1pHa00rtsBTcsLWRNWQ5bj7WPfp3CQo7NXUxlTXUs2CZhKTJATppndMW2uxv8fti2zeyvbTb7fBdpKbKIiIxDwVZERGQSpHtdsa7IACtWmP2su3ZN3Cd54gmoq4NNm+CZZ+DZZxMe/tX9/w1A6YZrsCyLtWW5HGzqoWsgMOql3lpyJUuP7javl5pq/kuCHJ+b9v4RzaPAfN7Dh6ONo5wOi3l5aUm5BhERmf4UbEVERCZButcVax4FZmbrokUTV7G1bfjud81r/uY3sHAhfPGLpooLVB9rp+nl1wH46jEn1XUdXDkvB9uG7cdH78ndUl6BKxiEp55KWrUWTMW2c+RSZIAXXjBf05o1HG7uYV6eD49Lf7aIiMjY9C+EiIjIJEhPcSXusYVYA6mJ8Oqr8Oab8PnPQ0qKWZK8bx/cdx8Av9/fxIqmWo5ll9DpTKGqto3L52bjdFi8dWx0sH2lYDFDKanQ1JSU/bURuT4P7X0j5tgC/P735vaKKzjc3Kv9tSIicloKtiIiIpMgY2TFFkwDqdpas6f0Qn33u5CXBx//uLn/7nfDxo3wjW/A3/4tH/rHu7j+aDX7ispxu8yIH5/HxcpZmaP22YZCNu3DUL96nTmQxGCb7Rtjjy3AH/8IBQUMW1+oCAAAF2NJREFUFRZR19av/bUiInJaCrYiIiKTwDSPGqNiC7Bnz4W9+OHDZvnxZz5jljiDmZX7ve9Bby88+CC+lkZeml9B92f+hkfvrIyO+Fk7L5cdJzrxD8fGDvUMDWPb0FR5vTmQzIptmps+f5Ch4aA5EAm2nZ1wxRU8vbuJYMjG5dSfLCIiMj79KyEiIjIJMsZairxqlbm90H22P/gBuN1w112Jx1evhq4u6O7m6//zEb595zf54N9+IGFu7dqyHIaGQ+xp6Ioe6wo3c+q67gZzIInBNifNzLLtjDSQysuLPranaAFf/pX53vxgcw3VdePP5xURkUubgq2IiMgkSPe6E7siA8yZA9nZF77P9uWX4brroLh49GNeL1gW+xq7WTEra9TDFfNMyH0rbjlypEuyc/EieM97zJLmJMnxmWAb2Wdb3dBLt9d0P/5hVybDIRuA4WCIqtq2pF2HiIhMbwq2IiIik6B7MIA/GKKqtjV20LJMVfVCKraBgFnKfMUVp/3cx9v7WT4rc9RjhRkpFGd6efyt+mhFNBJss3weePJJ+MhHzv/6ziASbCP7bKtq22hPNde5t6gchwVOi+i+YBERkbEo2IqIiCRZdV0Hj289AcDHH9yauKR21SpTsQ2Fxnn2GezbB37/aYPt/gbTnGp5yehgW13XQUuPn5rmXu64v4rqug46B0zIzA6HzmTKDS9Fbg+P/LlyXg4dqZn0eFJpKizlm++5jC9sWpKwL1hERGQk11RfgIiIyExXVdtGMLykNhBeUhsNaatXQ18fHD0KCxac+4tv325uTxNs9zWaYLtijIptVW0bIdtcm3/YXFu2zw1AVqr73K/nHOWkmc/REd5jm+3z8OqsxQyXlfHIp65RmBURkbOiiq2IiEiSVZbn4XGZf3KdDitxSe2FNpDavt10Ql60aNxT9jV0k5/uoSDDe9prc1jm2qJLkSch2GanJi5F3tvQxf9+x6fJfPJXCrUiInLWFGxFRESSrKIsh0fuXIfLYXHT8uLEwLZyJTgc599Aavt2epeu4PsvHx23a/C+xm6WlWRiWdaY1/bYpyrJTfOwYlYmFWU5dA0E8LgcpLiT/2eCx+Ugw+uKNo/ae7Ibr8vBgoK0pH9uERGZORRsRUREJsGV83JZMSszupc0KjUV5s6Fmppzf9FQiOD27fzGKuS7zx+M7pGN5x8OcaipZ8zGUREVZTm8+/JZHDjVw2AgSFd/gKxU95hBOBly0jx09kcqtt0sLc7Q3FoRETkn+ldDRERkkiwryWR/Yzd2eE9rVH4+tJ3HKJvaWpy9vewqKCdkQ2B49EicmuZeAkF7zFE/8a5bVMDQcIitx9rpGghMyjLkiByfm/b+ALZts7ehi+VnuFYREZGRFGxFREQmydLiDDr6AzT3DCU+kJd3fsE23Dhqb1G46ZRljRqJE2kcNVZH5HjrynPxOB1sOdxK10CA7MkMtmkeOvr8nOwcoHtweMwmVyIiIqejYCsiIjJJlobD5f5w2Iwar2IbDEJDw/gvuH07QaeLuuL5LCpMxwIKRzSI2tvQRarbyfz80+9Z9XlcrJ2Xw8uHWujsn9yKba7PQ3ufn70N43dvFhEROR0FWxERkUmyrDgSbHsSHxivYvv442b/7RtvjPl6Q29t41DeHP5s/QJ++sl1uJ0OvvXMgYRz9jV0s7QkA6fjzPtlr11UwIFTPZxo75/cpcjhPbZ7G7pxWLC0WMFWRETOjYKtiIjIJMnyuZmVlcKBUyMqtnl50NUFgUDi8SNHTNX2rrvM7QiBt6rZW1jOJ9bPpzgrhU9fX87vdjfytSd2U13XgW3b7D7ZRShkj9sxOd61i/IB6BkaJnOS99j2+YNsP95BeUE6qR7npH1uERGZGRRsRUREJtHSkkwOjFWxBWhvTzze0mJuq6vh/vsTHuqvqye9oxX78suZk+sD4Kp5uQA89uZxbv/Ra1z5f/5Avz/IrvquMTsmj7S8JJO8NDNXNts3uRVbgK3H2rUMWUREzouCrYiIyCRaVpLBkZZehobjKrCRYDtyOXJLCyxYABs2wFe/Cq2t0Yd+89DvAMhevy56bPuJTiILjkM2hEJgATZjd0weyeGwolXbXfVdZ1XlnQi5PhNsBwMhBVsRETkvCrYiIiKTaGlxJsMhm5rm3tjBfBMmRwXb5mYoLIR774WeHvja1wCoruugfvNrAPxdrSMaQCvL8/C6HTgtSHE7+NKmJdH7bpdjVMfksUSqv5sPNJ9VlXciZIeDLXDGsUQiIiJjcU31BYiIiFxKlpVkAHCgsScW4iIV27iKLGAqtvPmwYoV8NnPwve+Bw4H9YUrWHNyP8eyS+h0plBV20ZFWQ4VZTk8emclVbVtVJbnUVGWw5LijIT7ZxKp+MZXec/meRciNy0+2KpiKyIi507BVkREZBLNy0vD63IkjvwZbylyczNcdZX5+H/9LzhxAh59lHf3mmrvM0uuGVWJjQTc8e6fyfVLCrlvSy2B4dBZV3kvVE6a2c+bmeLiSEsfFWWeMzxDREQkkYKtiIjIJHI5HSwuyuDAqbgGUmMFW9s2FdyCAnM/I8OM/wkE+M1/PMGhx39H4Qdv49FbKie0ojpW1TfZjrb0AdA9OMwd91fx6J0T+zWJiMjMp2ArIiIyyZaVZPDC/mZs28ayLPD5ICUlMdh2dsLwsNljG8/t5o/5i3nzXfm8/tdvT8r1nWuV90K9FbePd7KWP4uIyMyi5lEiIiKTbGlxJm19fu5+7qBpzmRZpmobv8e2udncRiq2cfY2dM+oJkuV5XmknGOTKxERkXiq2IqIiEwyR/ht5R+9dIQHXz1qlt7m5SVWbCMzbEcE237/MEdaernlspJJutrkm4rlzyIiMrMo2IqIiEyyU12DgJk1G116OzLYRiq2I5Yi72/swbZnXvfgyV7+LCIiM4uWIouIiEyy6xebKqxF3NLb/Pyzqtjua+gCYGXpzFmKLCIicqFUsRUREZlkVy/Ix+tycFlpFl+9eZmpVIb32FbXdVBV28Z7Dh+nFEYF2z0nu8nxuSnJSpmSaxcREbkYKdiKiIhMgfx0L3NzfbHlt3l52O3t3HHfa/hDkPnyHj6UkYnLkzjTdW9jFytmZZluyiIiIgJoKbKIiMiUyElz097vjx3Iy8MKhfD09RKyIbu3k97MxD2n/uEQh071sqJ0Zu2vFRERuVAKtiIiIlMgx+ehoz8QO5BnRtzkDXab2/5OXMVFCc853NyDPxiaUaN+REREJoKCrYiIyBTITfPQ0RdXsc3PB2CxcwiHBTn93QzlJM5z3dtgQu9M64gsIiJyoRRsRUREpkCOb0SwDVdsU7o6uW3NbAoHu3m9x8HQcDB6yr6GbtI8TubnpU325YqIiFzUFGxFRESmQG6ah56hYfzDIXMgHGxdne3MyvSS29/FMUcadz78FtV1HQDsOdnFspJMHA41jhIREYmnYCsiIjIFcnxuADoHwlXbcLDNHuhhFoNYwSAdviy2HG7l9h+9xtee2MWek12EbDsadEVERMRQsBUREZkCOWlmjE9HX7iBVFYWttNJzkA3xeEGUm0+0yQqZMNjb55gcDjE9uOd3HF/lcKtiIhIHAVbERGRKZDrM8G2PbLP1uEgkJVDzkA3BeFg252RjdOCFLeD960pxWGBDQSGQ1TVtk3RlYuIiFx8XFN9ASIiIpeiaMU2bpbtUFY22QM95PZ3AfClj1xHRUoJleVmmfLvdjf+v/buNkau8jzj+P/yyzp4beJd21AgYDAyUR1KnBiQU9SIVBUhfHGrqhI0pahtRF8gIWoUFfKlqdSoVtMmaqUGlSRWqEqKUCAtqqKGFEVUiWJea2HApQUCwcEJZm3jN/Bi++6HOcbLZpcY49mzZ/3/SauZec6ZmdvSrWd0+TznHF47cIi5c2a9PiZJkgy2kiS1Ynhw3BFbYN+CdzL08m5O3tVbZrzyveey8vTTX99+28fWsOGZEdYsX8zqZUNTW7AkSdOYwVaSpBYsOnzxqDFHbHctWMTwT57mpJe39waae9setnrZkIFWkqQJeI6tJEktmDdnNoMDs9l++OJRwM6TFjL86m5mbdsGixbBwECLFUqS1B19C7ZJzkzy3SSbkzye5IYx2z6e5Mlm/K/HjN+U5Klm24f7VZskSdPB0ODAG86xHZm3kEWv7IZt22Dp0hYrkySpW/q5FPkA8KmqeiTJQuDhJN8BTgXWAhdU1f4kpwAkWQlcCbwHOB34zyTnVdXBPtYoSVJrhgcH3nCO7YsDgwwcGIVnn4VTTmmvMEmSOqZvR2yramtVPdI83w1sBs4A/hhYV1X7m20vNm9ZC9xeVfur6ofAU8DF/apPkqS2LZo/8IZzbLfOGew92bzZI7aSJL0FU3KObZKzgfcB9wPnAb+S5P4k9yW5qNntDOD5MW/b0oxJkjQjDc+fy/YxwXbLrPm9J7t2GWwlSXoL+n5V5CQLgDuBT1bVriRzgCFgDXARcEeS5UAmeHtN8HnXAtcCnHXWWX2rW5KkfhsaHGBHc/GoV0YP8pO5g0c2uhRZkqSj1tcjtknm0gu1t1XVXc3wFuCu6nkAOAQsacbPHPP2dwEvjP/Mqrqlqi6sqguX+r/ZkqQOG54/wJ79Bxg9cIiRvfvZcdLJRzb6GydJ0lHr51WRA3wV2FxVXxiz6V+BX232OQ8YAF4C7gauTDIvyTnACuCBftUnSVLbhgZ7t/PZuW+UkT2j7Dxp4ZGNHrGVJOmo9XMp8iXA1cCmJBubsc8A64H1SR4DRoFrqqqAx5PcATxB74rK13lFZEnSTDY0vxdst+8bZWTvfna+Y0yw9YitJElHrW/Btqq+x8TnzQL8ziTv+RzwuX7VJEnSdDI0OBeA7XtHeWnPKAdmz+HQye9k1q6XDbaSJL0FU3JVZEmS9LOGm6XIO/a+xsie5urIixf3Hl2KLEnSUTPYSpLUkuGxS5H37Gf+wGxmLWmC7ZIlLVYmSVK3GGwlSWrJoibY7tw7ysjeURYvGOgF2qEhmDu35eokSeqOvt/HVpIkTWxgziwWzJvD9n2jvLRnP4sH58H558O+fW2XJklSpxhsJUlq0dDgXHbs7d3u5/RF74B169ouSZKkznEpsiRJLRqeP8D2fa8xsrc5YjtrVu9PkiQdNX85JUlq0dDgwOtHbBcvGGi7HEmSOslgK0lSi4bmD/DsyF4OHCoWL5jXdjmSJHWSwVaSpBYNzR9g96sHAFjiEVtJko6JwVaSpBYNDx65rc/iQY/YSpJ0LAy2kiS1aGjwyFFaz7GVJOnYGGwlSWrR8HyDrSRJb5fBVpKkFi0aE2zHhlxJknT0DLaSJLVouFmKPDR/LnNm+7MsSdKx8BdUkqQWDTUXj/JWP5IkHTuDrSRJLRpqlh+/+tpBHn5uR8vVSJLUTQZbSZJa9OiWlwHYsuMVPvqVDYZbSZKOgcFWkqQWbXhmhDTPXztwiA3PjLRajyRJXWSwlSSpRWuWL2be3FnMDsydM4s1yxe3XZIkSZ0zp+0CJEk6ka1eNsRtH1vDhmdGWLN8MauXDbVdkiRJnWOwlSSpZauXDRloJUl6G1yKLEmSJEnqNIOtJEmSJKnTDLaSJEmSpE4z2EqSJEmSOs1gK0mSJEnqNIOtJEmSJKnTDLaSJEmSpE4z2EqSJEmSOs1gK0mSJEnqNIOtJEmSJKnTDLaSJEmSpE4z2EqSJEmSOs1gK0mSJEnqNIOtJEmSJKnTDLaSJEmSpE4z2EqSJEmSOs1gK0mSJEnqNIOtJEmSJKnTDLaSJEmSpE4z2EqSJEmSOs1gK0mSJEnqtFRV2zUcsyTbgOfaruPnWAK81HYROuHZh5oO7ENNF/aipgP7UNNBF/pwWVUt/Xk7dTrYdkGSh6rqwrbr0InNPtR0YB9qurAXNR3Yh5oOZlIfuhRZkiRJktRpBltJkiRJUqcZbPvvlrYLkLAPNT3Yh5ou7EVNB/ahpoMZ04eeYytJkiRJ6jSP2EqSJEmSOs1g2ydJLk/yZJKnktzYdj06sSR5NsmmJBuTPNSMDSf5TpL/ax6H2q5TM0uS9UleTPLYmLEJ+y49f9/MkY8meX97lWsmmaQPP5vkx82cuDHJFWO23dT04ZNJPtxO1ZppkpyZ5LtJNid5PMkNzbhzoqbUm/TijJsXDbZ9kGQ28A/AR4CVwFVJVrZblU5AH6qqVWMu4X4jcG9VrQDubV5Lx9PXgMvHjU3Wdx8BVjR/1wI3T1GNmvm+xs/2IcAXmzlxVVV9C6D5bb4SeE/zni81v+HS23UA+FRV/SKwBriu6TfnRE21yXoRZti8aLDtj4uBp6rqmaoaBW4H1rZck7QWuLV5fivw6y3Wohmoqv4L2D5ueLK+Wwv8U/VsABYlOW1qKtVMNkkfTmYtcHtV7a+qHwJP0fsNl96WqtpaVY80z3cDm4EzcE7UFHuTXpxMZ+dFg21/nAE8P+b1Ft68gaTjrYB7kjyc5Npm7NSq2gq9SQ44pbXqdCKZrO+cJzXVrm+WeK4fcyqGfai+S3I28D7gfpwT1aJxvQgzbF402PZHJhjz8tOaSpdU1fvpLW26LskH2y5IGsd5UlPpZuBcYBWwFfjbZtw+VF8lWQDcCXyyqna92a4TjNmLOm4m6MUZNy8abPtjC3DmmNfvAl5oqRadgKrqhebxReCb9JaQ/PTwsqbm8cX2KtQJZLK+c57UlKmqn1bVwao6BHyZI8vq7EP1TZK59ILEbVV1VzPsnKgpN1EvzsR50WDbHw8CK5Kck2SA3gnYd7dck04QSQaTLDz8HLgMeIxeD17T7HYN8G/tVKgTzGR9dzfwu82VQNcALx9enicdb+POVfwNenMi9PrwyiTzkpxD78I9D0x1fZp5kgT4KrC5qr4wZpNzoqbUZL04E+fFOW0XMBNV1YEk1wPfBmYD66vq8ZbL0onjVOCbvXmMOcDXq+o/kjwI3JHkD4AfAb/VYo2agZL8C3ApsCTJFuDPgXVM3HffAq6gd1GKfcDvTXnBmpEm6cNLk6yit5zuWeAPAarq8SR3AE/Qu3LodVV1sI26NeNcAlwNbEqysRn7DM6JmnqT9eJVM21eTFUnlkxLkiRJkjQhlyJLkiRJkjrNYCtJkiRJ6jSDrSRJkiSp0wy2kiRJkqROM9hKkiRJkjrN2/1IknQcJFkM3Nu8/AXgILCteb2vqn75OH/ffODLwAVAgJ3A5fR+23+7qr50PL9PkqTpzNv9SJJ0nCX5LLCnqv6mj99xE7C0qv60ef1uevciPA3496o6v1/fLUnSdONSZEmS+izJnubx0iT3Jbkjyf8mWZfko0keSLIpybnNfkuT3Jnkwebvkgk+9jTgx4dfVNWTVbUfWAecm2Rjks83n/fp5nMeTfIXzdjZSf4nya3N+Deao8CSJHWOwVaSpKn1XuAG4JeAq4Hzqupi4CvAx5t9/g74YlVdBPxms2289cCfJflBkr9MsqIZvxF4uqpWVdWnk1wGrAAuBlYBq5N8sNn33cAtVXUBsAv4k+P9j5UkaSp4jq0kSVPrwaraCpDkaeCeZnwT8KHm+a8BK5Mcfs/JSRZW1e7DA1W1Mcly4LJm/weTfAB4Zdz3Xdb8/XfzegG9oPsj4Pmq+n4z/s/AJ4C+LZ+WJKlfDLaSJE2t/WOeHxrz+hBHfpdnAR+oqvEh9Q2qag9wF3BXkkPAFcCd43YL8FdV9Y9vGEzOBsZfaMMLb0iSOsmlyJIkTT/3ANcffpFk1fgdklySZKh5PgCsBJ4DdgMLx+z6beD3kyxo9j0jySnNtrOao7wAVwHfO97/EEmSpoLBVpKk6ecTwIXNRZ2eAP5ogn3OBe5LsoneMuOHgDuragT4fpLHkny+qu4Bvg78oNn3GxwJvpuBa5I8CgwDN/f3nyVJUn94ux9Jkk5AzVJkbwskSZoRPGIrSZIkSeo0j9hKkiRJkjrNI7aSJEmSpE4z2EqSJEmSOs1gK0mSJEnqNIOtJEmSJKnTDLaSJEmSpE4z2EqSJEmSOu3/Af1lrXCfJhg4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/opt/conda/lib/python3.6/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def compare_value_plot(y_inv, ytest_inv, ypred_inv):\n",
    "    plt.plot(ytest_inv, marker='.', label=\"true\")\n",
    "    plt.plot(ypred_inv, 'r', label=\"prediction\")\n",
    "    plt.ylabel('Value')\n",
    "    plt.xlabel('Time Step')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "    \n",
    "    return plt\n",
    "\n",
    "compare_value_plot(y_inv, ytest_inv, ypred_inv)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "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
}