Commodity_Portfolio_Seasonal_Analysis.ipynb

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   "source": [
    "import yfinance as yf\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import plotly.graph_objects as go"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Commodity Futures Data Retrieval\n",
    "\n",
    "This code utilizes the `yfinance` library to download commodity futures contract data for a specified time period, with the option to choose the interval (default is daily). The function `get_data` returns a pandas dataframe with the downloaded data and drops any rows with missing values."
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   "source": [
    "# Get the data for the commodity futures contracts\n",
    "def get_data(ticker, start_date, end_date, interval='1d'):\n",
    "    data = yf.download(ticker, start=start_date, end=end_date, interval=interval)\n",
    "    data = data.dropna()\n",
    "    return data"
   ],
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   "source": [
    "## Test `get_data` Function\n",
    "\n",
    "The code below tests the get_data function by downloading data for Gold Futures from January 1, 2019 to December 31, 2020 and plotting it using plotly.graph_objects."
   ],
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     "text": [
      "[*********************100%***********************]  1 of 1 completed\n"
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   "source": [
    "# Test the get_data function\n",
    "start_date = '2019-01-01'\n",
    "end_date = '2020-12-31'\n",
    "ticker = 'GC=F'\n",
    "data = get_data(ticker, start_date, end_date)\n",
    "\n",
    "# Plot the data\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Scatter(x=data.index, y=data['Close'], name='Close'))\n",
    "fig.update_layout(title='Gold Futures', xaxis_title='Date', yaxis_title='Price')\n",
    "fig.show()"
   ],
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    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Portfolio Data Retrieval\n",
    "\n",
    "The code below defines a list of commodity futures contract tickers and retrieves data for each ticker from the past 20 years, saving it into one dataframe."
   ],
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    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "                  GC=F   SI=F       CL=F   NG=F    ZC=F    ZS=F        ZM=F  \\\n",
      "Date                                                                          \n",
      "2003-03-13  335.899994  4.528  36.009998  5.360  235.25  576.00  177.199997   \n",
      "2003-03-14  336.500000  4.527  35.380001  5.429  230.00  577.75  178.300003   \n",
      "2003-03-17  337.100006  4.439  34.930000  5.507  229.75  568.25  172.000000   \n",
      "2003-03-18  337.600006  4.452  31.670000  5.339  229.75  574.00  173.600006   \n",
      "2003-03-19  336.100006  4.409  29.879999  5.278  231.50  570.50  171.199997   \n",
      "\n",
      "              ZW=F       ZL=F        ZB=F        ZN=F        ZT=F       ZQ=F  \n",
      "Date                                                                          \n",
      "2003-03-13  310.50  20.850000  115.125000  116.281303  107.929703  98.779999  \n",
      "2003-03-14  311.00  20.850000  115.500000  116.593803  107.992203  98.769997  \n",
      "2003-03-17  292.75  20.809999  114.187500  115.890602  107.835899  98.769997  \n",
      "2003-03-18  296.00  21.030001  113.343803  115.359398  107.695297  98.754997  \n",
      "2003-03-19  294.75  21.170000  112.718803  114.906303  107.703102        NaN  \n"
     ]
    }
   ],
   "source": [
    "from datetime import datetime, timedelta\n",
    "# Define a portfolio of commodity futures contracts\n",
    "portfolio = ['GC=F', 'SI=F', 'CL=F', 'NG=F', 'ZC=F', 'ZS=F', 'ZM=F', 'ZW=F', 'ZL=F', 'ZB=F', 'ZN=F', 'ZT=F', 'ZQ=F', 'ZC=F', 'ZS=F', 'ZM=F', 'ZW=F', 'ZL=F', 'ZB=F', 'ZN=F', 'ZT=F', 'ZQ=F']\n",
    "\n",
    "# Get the past 20 years of data for the portfolio and save into one dataframe\n",
    "end_date = datetime.today()\n",
    "start_date = end_date - timedelta(days=20*365)\n",
    "data = pd.DataFrame()\n",
    "for ticker in portfolio:\n",
    "    data[ticker] = get_data(ticker, start_date, end_date)['Close']\n",
    "\n",
    "print(data.head())"
   ],
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    "pycharm": {
     "name": "#%%\n"
    }
   }
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   "cell_type": "markdown",
   "source": [
    "## Plot Data for Corn Futures\n",
    "\n",
    "The code below plots data for Corn Futures (/ZC=F) using plotly.graph_objects. This is used for testing purposes."
   ],
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    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
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  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
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          "2003-10-01T00:00:00",
          "2003-10-02T00:00:00",
          "2003-10-03T00:00:00",
          "2003-10-06T00:00:00",
          "2003-10-07T00:00:00",
          "2003-10-08T00:00:00",
          "2003-10-09T00:00:00",
          "2003-10-10T00:00:00",
          "2003-10-13T00:00:00",
          "2003-10-14T00:00:00",
          "2003-10-15T00:00:00",
          "2003-10-16T00:00:00",
          "2003-10-17T00:00:00",
          "2003-10-20T00:00:00",
          "2003-10-21T00:00:00",
          "2003-10-22T00:00:00",
          "2003-10-23T00:00:00",
          "2003-10-24T00:00:00",
          "2003-10-27T00:00:00",
          "2003-10-28T00:00:00",
          "2003-10-29T00:00:00",
          "2003-10-30T00:00:00",
          "2003-10-31T00:00:00",
          "2003-11-03T00:00:00",
          "2003-11-04T00:00:00",
          "2003-11-05T00:00:00",
          "2003-11-06T00:00:00",
          "2003-11-07T00:00:00",
          "2003-11-10T00:00:00",
          "2003-11-11T00:00:00",
          "2003-11-12T00:00:00",
          "2003-11-13T00:00:00",
          "2003-11-14T00:00:00",
          "2003-11-17T00:00:00",
          "2003-11-18T00:00:00",
          "2003-11-19T00:00:00",
          "2003-11-20T00:00:00",
          "2003-11-21T00:00:00",
          "2003-11-24T00:00:00",
          "2003-11-25T00:00:00",
          "2003-11-26T00:00:00",
          "2003-12-01T00:00:00",
          "2003-12-02T00:00:00",
          "2003-12-03T00:00:00",
          "2003-12-04T00:00:00",
          "2003-12-05T00:00:00",
          "2003-12-08T00:00:00",
          "2003-12-09T00:00:00",
          "2003-12-10T00:00:00",
          "2003-12-11T00:00:00",
          "2003-12-12T00:00:00",
          "2003-12-15T00:00:00",
          "2003-12-16T00:00:00",
          "2003-12-17T00:00:00",
          "2003-12-18T00:00:00",
          "2003-12-19T00:00:00",
          "2003-12-22T00:00:00",
          "2003-12-23T00:00:00",
          "2003-12-24T00:00:00",
          "2003-12-29T00:00:00",
          "2003-12-30T00:00:00",
          "2003-12-31T00:00:00",
          "2004-01-05T00:00:00",
          "2004-01-06T00:00:00",
          "2004-01-07T00:00:00",
          "2004-01-08T00:00:00",
          "2004-01-09T00:00:00",
          "2004-01-12T00:00:00",
          "2004-01-13T00:00:00",
          "2004-01-14T00:00:00",
          "2004-01-15T00:00:00",
          "2004-01-16T00:00:00",
          "2004-01-20T00:00:00",
          "2004-01-21T00:00:00",
          "2004-01-22T00:00:00",
          "2004-01-23T00:00:00",
          "2004-01-26T00:00:00",
          "2004-01-27T00:00:00",
          "2004-01-28T00:00:00",
          "2004-01-29T00:00:00",
          "2004-01-30T00:00:00",
          "2004-02-02T00:00:00",
          "2004-02-03T00:00:00",
          "2004-02-04T00:00:00",
          "2004-02-05T00:00:00",
          "2004-02-06T00:00:00",
          "2004-02-09T00:00:00",
          "2004-02-10T00:00:00",
          "2004-02-11T00:00:00",
          "2004-02-12T00:00:00",
          "2004-02-13T00:00:00",
          "2004-02-17T00:00:00",
          "2004-02-18T00:00:00",
          "2004-02-19T00:00:00",
          "2004-02-20T00:00:00",
          "2004-02-23T00:00:00",
          "2004-02-24T00:00:00",
          "2004-02-25T00:00:00",
          "2004-02-26T00:00:00",
          "2004-02-27T00:00:00",
          "2004-03-01T00:00:00",
          "2004-03-02T00:00:00",
          "2004-03-03T00:00:00",
          "2004-03-04T00:00:00",
          "2004-03-05T00:00:00",
          "2004-03-08T00:00:00",
          "2004-03-09T00:00:00",
          "2004-03-10T00:00:00",
          "2004-03-11T00:00:00",
          "2004-03-12T00:00:00",
          "2004-03-15T00:00:00",
          "2004-03-16T00:00:00",
          "2004-03-17T00:00:00",
          "2004-03-18T00:00:00",
          "2004-03-19T00:00:00",
          "2004-03-22T00:00:00",
          "2004-03-23T00:00:00",
          "2004-03-24T00:00:00",
          "2004-03-25T00:00:00",
          "2004-03-26T00:00:00",
          "2004-03-29T00:00:00",
          "2004-03-30T00:00:00",
          "2004-03-31T00:00:00",
          "2004-04-01T00:00:00",
          "2004-04-02T00:00:00",
          "2004-04-05T00:00:00",
          "2004-04-06T00:00:00",
          "2004-04-07T00:00:00",
          "2004-04-08T00:00:00",
          "2004-04-12T00:00:00",
          "2004-04-13T00:00:00",
          "2004-04-14T00:00:00",
          "2004-04-15T00:00:00",
          "2004-04-16T00:00:00",
          "2004-04-19T00:00:00",
          "2004-04-20T00:00:00",
          "2004-04-21T00:00:00",
          "2004-04-22T00:00:00",
          "2004-04-23T00:00:00",
          "2004-04-26T00:00:00",
          "2004-04-27T00:00:00",
          "2004-04-28T00:00:00",
          "2004-04-29T00:00:00",
          "2004-04-30T00:00:00",
          "2004-05-03T00:00:00",
          "2004-05-04T00:00:00",
          "2004-05-05T00:00:00",
          "2004-05-06T00:00:00",
          "2004-05-07T00:00:00",
          "2004-05-10T00:00:00",
          "2004-05-11T00:00:00",
          "2004-05-12T00:00:00",
          "2004-05-13T00:00:00",
          "2004-05-14T00:00:00",
          "2004-05-17T00:00:00",
          "2004-05-18T00:00:00",
          "2004-05-19T00:00:00",
          "2004-05-20T00:00:00",
          "2004-05-21T00:00:00",
          "2004-05-24T00:00:00",
          "2004-05-25T00:00:00",
          "2004-05-26T00:00:00",
          "2004-05-27T00:00:00",
          "2004-05-28T00:00:00",
          "2004-06-01T00:00:00",
          "2004-06-02T00:00:00",
          "2004-06-03T00:00:00",
          "2004-06-04T00:00:00",
          "2004-06-07T00:00:00",
          "2004-06-08T00:00:00",
          "2004-06-09T00:00:00",
          "2004-06-10T00:00:00",
          "2004-06-14T00:00:00",
          "2004-06-15T00:00:00",
          "2004-06-16T00:00:00",
          "2004-06-17T00:00:00",
          "2004-06-18T00:00:00",
          "2004-06-21T00:00:00",
          "2004-06-22T00:00:00",
          "2004-06-23T00:00:00",
          "2004-06-24T00:00:00",
          "2004-06-25T00:00:00",
          "2004-06-28T00:00:00",
          "2004-06-29T00:00:00",
          "2004-06-30T00:00:00",
          "2004-07-01T00:00:00",
          "2004-07-02T00:00:00",
          "2004-07-06T00:00:00",
          "2004-07-07T00:00:00",
          "2004-07-08T00:00:00",
          "2004-07-09T00:00:00",
          "2004-07-12T00:00:00",
          "2004-07-13T00:00:00",
          "2004-07-14T00:00:00",
          "2004-07-15T00:00:00",
          "2004-07-16T00:00:00",
          "2004-07-19T00:00:00",
          "2004-07-20T00:00:00",
          "2004-07-21T00:00:00",
          "2004-07-22T00:00:00",
          "2004-07-23T00:00:00",
          "2004-07-26T00:00:00",
          "2004-07-27T00:00:00",
          "2004-07-28T00:00:00",
          "2004-07-29T00:00:00",
          "2004-07-30T00:00:00",
          "2004-08-02T00:00:00",
          "2004-08-03T00:00:00",
          "2004-08-04T00:00:00",
          "2004-08-05T00:00:00",
          "2004-08-06T00:00:00",
          "2004-08-09T00:00:00",
          "2004-08-10T00:00:00",
          "2004-08-11T00:00:00",
          "2004-08-12T00:00:00",
          "2004-08-13T00:00:00",
          "2004-08-16T00:00:00",
          "2004-08-17T00:00:00",
          "2004-08-18T00:00:00",
          "2004-08-19T00:00:00",
          "2004-08-20T00:00:00",
          "2004-08-23T00:00:00",
          "2004-08-24T00:00:00",
          "2004-08-25T00:00:00",
          "2004-08-26T00:00:00",
          "2004-08-27T00:00:00",
          "2004-08-30T00:00:00",
          "2004-08-31T00:00:00",
          "2004-09-01T00:00:00",
          "2004-09-02T00:00:00",
          "2004-09-03T00:00:00",
          "2004-09-07T00:00:00",
          "2004-09-08T00:00:00",
          "2004-09-09T00:00:00",
          "2004-09-10T00:00:00",
          "2004-09-13T00:00:00",
          "2004-09-14T00:00:00",
          "2004-09-15T00:00:00",
          "2004-09-16T00:00:00",
          "2004-09-17T00:00:00",
          "2004-09-20T00:00:00",
          "2004-09-21T00:00:00",
          "2004-09-22T00:00:00",
          "2004-09-23T00:00:00",
          "2004-09-24T00:00:00",
          "2004-09-27T00:00:00",
          "2004-09-28T00:00:00",
          "2004-09-29T00:00:00",
          "2004-09-30T00:00:00",
          "2004-10-01T00:00:00",
          "2004-10-04T00:00:00",
          "2004-10-05T00:00:00",
          "2004-10-06T00:00:00",
          "2004-10-07T00:00:00",
          "2004-10-08T00:00:00",
          "2004-10-11T00:00:00",
          "2004-10-12T00:00:00",
          "2004-10-13T00:00:00",
          "2004-10-14T00:00:00",
          "2004-10-15T00:00:00",
          "2004-10-18T00:00:00",
          "2004-10-19T00:00:00",
          "2004-10-20T00:00:00",
          "2004-10-21T00:00:00",
          "2004-10-22T00:00:00",
          "2004-10-25T00:00:00",
          "2004-10-26T00:00:00",
          "2004-10-27T00:00:00",
          "2004-10-28T00:00:00",
          "2004-10-29T00:00:00",
          "2004-11-01T00:00:00",
          "2004-11-02T00:00:00",
          "2004-11-03T00:00:00",
          "2004-11-04T00:00:00",
          "2004-11-05T00:00:00",
          "2004-11-08T00:00:00",
          "2004-11-09T00:00:00",
          "2004-11-10T00:00:00",
          "2004-11-11T00:00:00",
          "2004-11-12T00:00:00",
          "2004-11-15T00:00:00",
          "2004-11-16T00:00:00",
          "2004-11-17T00:00:00",
          "2004-11-18T00:00:00",
          "2004-11-19T00:00:00",
          "2004-11-22T00:00:00",
          "2004-11-23T00:00:00",
          "2004-11-24T00:00:00",
          "2004-11-29T00:00:00",
          "2004-11-30T00:00:00",
          "2004-12-01T00:00:00",
          "2004-12-02T00:00:00",
          "2004-12-03T00:00:00",
          "2004-12-06T00:00:00",
          "2004-12-07T00:00:00",
          "2004-12-08T00:00:00",
          "2004-12-09T00:00:00",
          "2004-12-10T00:00:00",
          "2004-12-13T00:00:00",
          "2004-12-14T00:00:00",
          "2004-12-15T00:00:00",
          "2004-12-16T00:00:00",
          "2004-12-17T00:00:00",
          "2004-12-20T00:00:00",
          "2004-12-21T00:00:00",
          "2004-12-22T00:00:00",
          "2004-12-23T00:00:00",
          "2004-12-27T00:00:00",
          "2004-12-28T00:00:00",
          "2004-12-29T00:00:00",
          "2004-12-30T00:00:00",
          "2005-01-03T00:00:00",
          "2005-01-04T00:00:00",
          "2005-01-05T00:00:00",
          "2005-01-06T00:00:00",
          "2005-01-07T00:00:00",
          "2005-01-10T00:00:00",
          "2005-01-11T00:00:00",
          "2005-01-12T00:00:00",
          "2005-01-13T00:00:00",
          "2005-01-14T00:00:00",
          "2005-01-18T00:00:00",
          "2005-01-19T00:00:00",
          "2005-01-20T00:00:00",
          "2005-01-21T00:00:00",
          "2005-01-24T00:00:00",
          "2005-01-25T00:00:00",
          "2005-01-26T00:00:00",
          "2005-01-27T00:00:00",
          "2005-01-28T00:00:00",
          "2005-01-31T00:00:00",
          "2005-02-01T00:00:00",
          "2005-02-02T00:00:00",
          "2005-02-03T00:00:00",
          "2005-02-04T00:00:00",
          "2005-02-07T00:00:00",
          "2005-02-08T00:00:00",
          "2005-02-09T00:00:00",
          "2005-02-10T00:00:00",
          "2005-02-11T00:00:00",
          "2005-02-14T00:00:00",
          "2005-02-15T00:00:00",
          "2005-02-16T00:00:00",
          "2005-02-17T00:00:00",
          "2005-02-18T00:00:00",
          "2005-02-22T00:00:00",
          "2005-02-23T00:00:00",
          "2005-02-24T00:00:00",
          "2005-02-25T00:00:00",
          "2005-02-28T00:00:00",
          "2005-03-01T00:00:00",
          "2005-03-02T00:00:00",
          "2005-03-03T00:00:00",
          "2005-03-04T00:00:00",
          "2005-03-07T00:00:00",
          "2005-03-08T00:00:00",
          "2005-03-09T00:00:00",
          "2005-03-10T00:00:00",
          "2005-03-11T00:00:00",
          "2005-03-14T00:00:00",
          "2005-03-15T00:00:00",
          "2005-03-16T00:00:00",
          "2005-03-17T00:00:00",
          "2005-03-18T00:00:00",
          "2005-03-21T00:00:00",
          "2005-03-22T00:00:00",
          "2005-03-23T00:00:00",
          "2005-03-24T00:00:00",
          "2005-03-28T00:00:00",
          "2005-03-29T00:00:00",
          "2005-03-31T00:00:00",
          "2005-04-01T00:00:00",
          "2005-04-04T00:00:00",
          "2005-04-05T00:00:00",
          "2005-04-06T00:00:00",
          "2005-04-07T00:00:00",
          "2005-04-08T00:00:00",
          "2005-04-11T00:00:00",
          "2005-04-12T00:00:00",
          "2005-04-13T00:00:00",
          "2005-04-14T00:00:00",
          "2005-04-15T00:00:00",
          "2005-04-18T00:00:00",
          "2005-04-19T00:00:00",
          "2005-04-20T00:00:00",
          "2005-04-21T00:00:00",
          "2005-04-22T00:00:00",
          "2005-04-25T00:00:00",
          "2005-04-26T00:00:00",
          "2005-04-27T00:00:00",
          "2005-04-29T00:00:00",
          "2005-05-02T00:00:00",
          "2005-05-03T00:00:00",
          "2005-05-04T00:00:00",
          "2005-05-05T00:00:00",
          "2005-05-06T00:00:00",
          "2005-05-09T00:00:00",
          "2005-05-10T00:00:00",
          "2005-05-11T00:00:00",
          "2005-05-12T00:00:00",
          "2005-05-13T00:00:00",
          "2005-05-16T00:00:00",
          "2005-05-17T00:00:00",
          "2005-05-18T00:00:00",
          "2005-05-19T00:00:00",
          "2005-05-20T00:00:00",
          "2005-05-23T00:00:00",
          "2005-05-24T00:00:00",
          "2005-05-25T00:00:00",
          "2005-05-26T00:00:00",
          "2005-05-27T00:00:00",
          "2005-05-31T00:00:00",
          "2005-06-01T00:00:00",
          "2005-06-02T00:00:00",
          "2005-06-03T00:00:00",
          "2005-06-06T00:00:00",
          "2005-06-07T00:00:00",
          "2005-06-08T00:00:00",
          "2005-06-09T00:00:00",
          "2005-06-10T00:00:00",
          "2005-06-13T00:00:00",
          "2005-06-14T00:00:00",
          "2005-06-15T00:00:00",
          "2005-06-16T00:00:00",
          "2005-06-17T00:00:00",
          "2005-06-20T00:00:00",
          "2005-06-21T00:00:00",
          "2005-06-22T00:00:00",
          "2005-06-23T00:00:00",
          "2005-06-24T00:00:00",
          "2005-06-27T00:00:00",
          "2005-06-28T00:00:00",
          "2005-06-30T00:00:00",
          "2005-07-01T00:00:00",
          "2005-07-05T00:00:00",
          "2005-07-06T00:00:00",
          "2005-07-07T00:00:00",
          "2005-07-08T00:00:00",
          "2005-07-11T00:00:00",
          "2005-07-12T00:00:00",
          "2005-07-13T00:00:00",
          "2005-07-14T00:00:00",
          "2005-07-15T00:00:00",
          "2005-07-18T00:00:00",
          "2005-07-19T00:00:00",
          "2005-07-20T00:00:00",
          "2005-07-21T00:00:00",
          "2005-07-22T00:00:00",
          "2005-07-25T00:00:00",
          "2005-07-26T00:00:00",
          "2005-07-27T00:00:00",
          "2005-07-28T00:00:00",
          "2005-07-29T00:00:00",
          "2005-08-01T00:00:00",
          "2005-08-02T00:00:00",
          "2005-08-03T00:00:00",
          "2005-08-04T00:00:00",
          "2005-08-05T00:00:00",
          "2005-08-08T00:00:00",
          "2005-08-09T00:00:00",
          "2005-08-10T00:00:00",
          "2005-08-11T00:00:00",
          "2005-08-12T00:00:00",
          "2005-08-15T00:00:00",
          "2005-08-16T00:00:00",
          "2005-08-17T00:00:00",
          "2005-08-18T00:00:00",
          "2005-08-19T00:00:00",
          "2005-08-22T00:00:00",
          "2005-08-23T00:00:00",
          "2005-08-24T00:00:00",
          "2005-08-25T00:00:00",
          "2005-08-26T00:00:00",
          "2005-08-29T00:00:00",
          "2005-08-30T00:00:00",
          "2005-08-31T00:00:00",
          "2005-09-01T00:00:00",
          "2005-09-02T00:00:00",
          "2005-09-06T00:00:00",
          "2005-09-07T00:00:00",
          "2005-09-08T00:00:00",
          "2005-09-09T00:00:00",
          "2005-09-12T00:00:00",
          "2005-09-13T00:00:00",
          "2005-09-14T00:00:00",
          "2005-09-15T00:00:00",
          "2005-09-16T00:00:00",
          "2005-09-19T00:00:00",
          "2005-09-20T00:00:00",
          "2005-09-21T00:00:00",
          "2005-09-22T00:00:00",
          "2005-09-23T00:00:00",
          "2005-09-26T00:00:00",
          "2005-09-27T00:00:00",
          "2005-09-28T00:00:00",
          "2005-09-29T00:00:00",
          "2005-09-30T00:00:00",
          "2005-10-03T00:00:00",
          "2005-10-04T00:00:00",
          "2005-10-05T00:00:00",
          "2005-10-06T00:00:00",
          "2005-10-07T00:00:00",
          "2005-10-10T00:00:00",
          "2005-10-11T00:00:00",
          "2005-10-12T00:00:00",
          "2005-10-13T00:00:00",
          "2005-10-14T00:00:00",
          "2005-10-17T00:00:00",
          "2005-10-18T00:00:00",
          "2005-10-19T00:00:00",
          "2005-10-20T00:00:00",
          "2005-10-21T00:00:00",
          "2005-10-24T00:00:00",
          "2005-10-25T00:00:00",
          "2005-10-26T00:00:00",
          "2005-10-27T00:00:00",
          "2005-10-28T00:00:00",
          "2005-10-31T00:00:00",
          "2005-11-01T00:00:00",
          "2005-11-02T00:00:00",
          "2005-11-03T00:00:00",
          "2005-11-04T00:00:00",
          "2005-11-07T00:00:00",
          "2005-11-08T00:00:00",
          "2005-11-09T00:00:00",
          "2005-11-10T00:00:00",
          "2005-11-11T00:00:00",
          "2005-11-14T00:00:00",
          "2005-11-15T00:00:00",
          "2005-11-16T00:00:00",
          "2005-11-17T00:00:00",
          "2005-11-18T00:00:00",
          "2005-11-21T00:00:00",
          "2005-11-22T00:00:00",
          "2005-11-23T00:00:00",
          "2005-11-28T00:00:00",
          "2005-11-29T00:00:00",
          "2005-11-30T00:00:00",
          "2005-12-01T00:00:00",
          "2005-12-02T00:00:00",
          "2005-12-05T00:00:00",
          "2005-12-06T00:00:00",
          "2005-12-07T00:00:00",
          "2005-12-08T00:00:00",
          "2005-12-09T00:00:00",
          "2005-12-12T00:00:00",
          "2005-12-13T00:00:00",
          "2005-12-14T00:00:00",
          "2005-12-15T00:00:00",
          "2005-12-16T00:00:00",
          "2005-12-19T00:00:00",
          "2005-12-20T00:00:00",
          "2005-12-21T00:00:00",
          "2005-12-22T00:00:00",
          "2005-12-23T00:00:00",
          "2005-12-27T00:00:00",
          "2005-12-28T00:00:00",
          "2005-12-29T00:00:00",
          "2005-12-30T00:00:00",
          "2006-01-03T00:00:00",
          "2006-01-04T00:00:00",
          "2006-01-05T00:00:00",
          "2006-01-06T00:00:00",
          "2006-01-09T00:00:00",
          "2006-01-10T00:00:00",
          "2006-01-11T00:00:00",
          "2006-01-12T00:00:00",
          "2006-01-13T00:00:00",
          "2006-01-17T00:00:00",
          "2006-01-18T00:00:00",
          "2006-01-19T00:00:00",
          "2006-01-20T00:00:00",
          "2006-01-23T00:00:00",
          "2006-01-24T00:00:00",
          "2006-01-25T00:00:00",
          "2006-01-26T00:00:00",
          "2006-01-27T00:00:00",
          "2006-01-30T00:00:00",
          "2006-01-31T00:00:00",
          "2006-02-01T00:00:00",
          "2006-02-02T00:00:00",
          "2006-02-03T00:00:00",
          "2006-02-06T00:00:00",
          "2006-02-07T00:00:00",
          "2006-02-08T00:00:00",
          "2006-02-09T00:00:00",
          "2006-02-10T00:00:00",
          "2006-02-13T00:00:00",
          "2006-02-14T00:00:00",
          "2006-02-15T00:00:00",
          "2006-02-16T00:00:00",
          "2006-02-17T00:00:00",
          "2006-02-21T00:00:00",
          "2006-02-22T00:00:00",
          "2006-02-23T00:00:00",
          "2006-02-24T00:00:00",
          "2006-02-27T00:00:00",
          "2006-02-28T00:00:00",
          "2006-03-01T00:00:00",
          "2006-03-02T00:00:00",
          "2006-03-03T00:00:00",
          "2006-03-06T00:00:00",
          "2006-03-07T00:00:00",
          "2006-03-08T00:00:00",
          "2006-03-09T00:00:00",
          "2006-03-10T00:00:00",
          "2006-03-13T00:00:00",
          "2006-03-14T00:00:00",
          "2006-03-15T00:00:00",
          "2006-03-16T00:00:00",
          "2006-03-17T00:00:00",
          "2006-03-20T00:00:00",
          "2006-03-21T00:00:00",
          "2006-03-22T00:00:00",
          "2006-03-23T00:00:00",
          "2006-03-24T00:00:00",
          "2006-03-27T00:00:00",
          "2006-03-28T00:00:00",
          "2006-03-29T00:00:00",
          "2006-03-30T00:00:00",
          "2006-03-31T00:00:00",
          "2006-04-03T00:00:00",
          "2006-04-04T00:00:00",
          "2006-04-05T00:00:00",
          "2006-04-06T00:00:00",
          "2006-04-07T00:00:00",
          "2006-04-10T00:00:00",
          "2006-04-11T00:00:00",
          "2006-04-12T00:00:00",
          "2006-04-13T00:00:00",
          "2006-04-17T00:00:00",
          "2006-04-18T00:00:00",
          "2006-04-19T00:00:00",
          "2006-04-20T00:00:00",
          "2006-04-21T00:00:00",
          "2006-04-24T00:00:00",
          "2006-04-25T00:00:00",
          "2006-04-26T00:00:00",
          "2006-04-27T00:00:00",
          "2006-04-28T00:00:00",
          "2006-05-01T00:00:00",
          "2006-05-02T00:00:00",
          "2006-05-03T00:00:00",
          "2006-05-04T00:00:00",
          "2006-05-05T00:00:00",
          "2006-05-08T00:00:00",
          "2006-05-09T00:00:00",
          "2006-05-10T00:00:00",
          "2006-05-11T00:00:00",
          "2006-05-12T00:00:00",
          "2006-05-15T00:00:00",
          "2006-05-16T00:00:00",
          "2006-05-17T00:00:00",
          "2006-05-18T00:00:00",
          "2006-05-19T00:00:00",
          "2006-05-22T00:00:00",
          "2006-05-23T00:00:00",
          "2006-05-24T00:00:00",
          "2006-05-25T00:00:00",
          "2006-05-26T00:00:00",
          "2006-05-30T00:00:00",
          "2006-05-31T00:00:00",
          "2006-06-01T00:00:00",
          "2006-06-02T00:00:00",
          "2006-06-05T00:00:00",
          "2006-06-06T00:00:00",
          "2006-06-07T00:00:00",
          "2006-06-08T00:00:00",
          "2006-06-09T00:00:00",
          "2006-06-12T00:00:00",
          "2006-06-13T00:00:00",
          "2006-06-14T00:00:00",
          "2006-06-15T00:00:00",
          "2006-06-16T00:00:00",
          "2006-06-19T00:00:00",
          "2006-06-20T00:00:00",
          "2006-06-21T00:00:00",
          "2006-06-22T00:00:00",
          "2006-06-23T00:00:00",
          "2006-06-26T00:00:00",
          "2006-06-27T00:00:00",
          "2006-06-28T00:00:00",
          "2006-06-29T00:00:00",
          "2006-06-30T00:00:00",
          "2006-07-05T00:00:00",
          "2006-07-06T00:00:00",
          "2006-07-07T00:00:00",
          "2006-07-10T00:00:00",
          "2006-07-11T00:00:00",
          "2006-07-12T00:00:00",
          "2006-07-13T00:00:00",
          "2006-07-14T00:00:00",
          "2006-07-17T00:00:00",
          "2006-07-18T00:00:00",
          "2006-07-19T00:00:00",
          "2006-07-20T00:00:00",
          "2006-07-21T00:00:00",
          "2006-07-24T00:00:00",
          "2006-07-25T00:00:00",
          "2006-07-26T00:00:00",
          "2006-07-27T00:00:00",
          "2006-07-28T00:00:00",
          "2006-07-31T00:00:00",
          "2006-08-01T00:00:00",
          "2006-08-02T00:00:00",
          "2006-08-03T00:00:00",
          "2006-08-04T00:00:00",
          "2006-08-07T00:00:00",
          "2006-08-08T00:00:00",
          "2006-08-09T00:00:00",
          "2006-08-10T00:00:00",
          "2006-08-11T00:00:00",
          "2006-08-14T00:00:00",
          "2006-08-15T00:00:00",
          "2006-08-16T00:00:00",
          "2006-08-17T00:00:00",
          "2006-08-18T00:00:00",
          "2006-08-21T00:00:00",
          "2006-08-22T00:00:00",
          "2006-08-23T00:00:00",
          "2006-08-24T00:00:00",
          "2006-08-25T00:00:00",
          "2006-08-28T00:00:00",
          "2006-08-29T00:00:00",
          "2006-08-30T00:00:00",
          "2006-08-31T00:00:00",
          "2006-09-01T00:00:00",
          "2006-09-04T00:00:00",
          "2006-09-05T00:00:00",
          "2006-09-06T00:00:00",
          "2006-09-07T00:00:00",
          "2006-09-08T00:00:00",
          "2006-09-11T00:00:00",
          "2006-09-12T00:00:00",
          "2006-09-13T00:00:00",
          "2006-09-14T00:00:00",
          "2006-09-15T00:00:00",
          "2006-09-18T00:00:00",
          "2006-09-19T00:00:00",
          "2006-09-20T00:00:00",
          "2006-09-21T00:00:00",
          "2006-09-22T00:00:00",
          "2006-09-25T00:00:00",
          "2006-09-26T00:00:00",
          "2006-09-27T00:00:00",
          "2006-09-28T00:00:00",
          "2006-09-29T00:00:00",
          "2006-10-02T00:00:00",
          "2006-10-03T00:00:00",
          "2006-10-04T00:00:00",
          "2006-10-05T00:00:00",
          "2006-10-06T00:00:00",
          "2006-10-09T00:00:00",
          "2006-10-10T00:00:00",
          "2006-10-11T00:00:00",
          "2006-10-12T00:00:00",
          "2006-10-13T00:00:00",
          "2006-10-16T00:00:00",
          "2006-10-17T00:00:00",
          "2006-10-18T00:00:00",
          "2006-10-19T00:00:00",
          "2006-10-20T00:00:00",
          "2006-10-23T00:00:00",
          "2006-10-24T00:00:00",
          "2006-10-25T00:00:00",
          "2006-10-26T00:00:00",
          "2006-10-27T00:00:00",
          "2006-10-30T00:00:00",
          "2006-10-31T00:00:00",
          "2006-11-01T00:00:00",
          "2006-11-02T00:00:00",
          "2006-11-03T00:00:00",
          "2006-11-06T00:00:00",
          "2006-11-07T00:00:00",
          "2006-11-08T00:00:00",
          "2006-11-09T00:00:00",
          "2006-11-10T00:00:00",
          "2006-11-13T00:00:00",
          "2006-11-14T00:00:00",
          "2006-11-15T00:00:00",
          "2006-11-16T00:00:00",
          "2006-11-17T00:00:00",
          "2006-11-20T00:00:00",
          "2006-11-21T00:00:00",
          "2006-11-22T00:00:00",
          "2006-11-24T00:00:00",
          "2006-11-28T00:00:00",
          "2006-11-29T00:00:00",
          "2006-11-30T00:00:00",
          "2006-12-01T00:00:00",
          "2006-12-04T00:00:00",
          "2006-12-05T00:00:00",
          "2006-12-06T00:00:00",
          "2006-12-07T00:00:00",
          "2006-12-08T00:00:00",
          "2006-12-11T00:00:00",
          "2006-12-12T00:00:00",
          "2006-12-13T00:00:00",
          "2006-12-14T00:00:00",
          "2006-12-15T00:00:00",
          "2006-12-18T00:00:00",
          "2006-12-19T00:00:00",
          "2006-12-20T00:00:00",
          "2006-12-21T00:00:00",
          "2006-12-22T00:00:00",
          "2006-12-26T00:00:00",
          "2006-12-27T00:00:00",
          "2006-12-28T00:00:00",
          "2006-12-29T00:00:00",
          "2007-01-02T00:00:00",
          "2007-01-03T00:00:00",
          "2007-01-04T00:00:00",
          "2007-01-05T00:00:00",
          "2007-01-08T00:00:00",
          "2007-01-09T00:00:00",
          "2007-01-10T00:00:00",
          "2007-01-11T00:00:00",
          "2007-01-12T00:00:00",
          "2007-01-16T00:00:00",
          "2007-01-17T00:00:00",
          "2007-01-18T00:00:00",
          "2007-01-19T00:00:00",
          "2007-01-22T00:00:00",
          "2007-01-23T00:00:00",
          "2007-01-24T00:00:00",
          "2007-01-25T00:00:00",
          "2007-01-26T00:00:00",
          "2007-01-29T00:00:00",
          "2007-01-30T00:00:00",
          "2007-01-31T00:00:00",
          "2007-02-01T00:00:00",
          "2007-02-02T00:00:00",
          "2007-02-05T00:00:00",
          "2007-02-06T00:00:00",
          "2007-02-07T00:00:00",
          "2007-02-08T00:00:00",
          "2007-02-09T00:00:00",
          "2007-02-12T00:00:00",
          "2007-02-13T00:00:00",
          "2007-02-14T00:00:00",
          "2007-02-15T00:00:00",
          "2007-02-16T00:00:00",
          "2007-02-20T00:00:00",
          "2007-02-21T00:00:00",
          "2007-02-22T00:00:00",
          "2007-02-23T00:00:00",
          "2007-02-26T00:00:00",
          "2007-02-27T00:00:00",
          "2007-02-28T00:00:00",
          "2007-03-01T00:00:00",
          "2007-03-02T00:00:00",
          "2007-03-05T00:00:00",
          "2007-03-06T00:00:00",
          "2007-03-07T00:00:00",
          "2007-03-08T00:00:00",
          "2007-03-09T00:00:00",
          "2007-03-12T00:00:00",
          "2007-03-13T00:00:00",
          "2007-03-14T00:00:00",
          "2007-03-15T00:00:00",
          "2007-03-16T00:00:00",
          "2007-03-19T00:00:00",
          "2007-03-20T00:00:00",
          "2007-03-21T00:00:00",
          "2007-03-22T00:00:00",
          "2007-03-23T00:00:00",
          "2007-03-26T00:00:00",
          "2007-03-27T00:00:00",
          "2007-03-28T00:00:00",
          "2007-03-29T00:00:00",
          "2007-03-30T00:00:00",
          "2007-04-02T00:00:00",
          "2007-04-03T00:00:00",
          "2007-04-04T00:00:00",
          "2007-04-05T00:00:00",
          "2007-04-09T00:00:00",
          "2007-04-10T00:00:00",
          "2007-04-11T00:00:00",
          "2007-04-12T00:00:00",
          "2007-04-13T00:00:00",
          "2007-04-16T00:00:00",
          "2007-04-17T00:00:00",
          "2007-04-18T00:00:00",
          "2007-04-19T00:00:00",
          "2007-04-20T00:00:00",
          "2007-04-23T00:00:00",
          "2007-04-24T00:00:00",
          "2007-04-25T00:00:00",
          "2007-04-26T00:00:00",
          "2007-04-27T00:00:00",
          "2007-04-30T00:00:00",
          "2007-05-01T00:00:00",
          "2007-05-02T00:00:00",
          "2007-05-03T00:00:00",
          "2007-05-04T00:00:00",
          "2007-05-07T00:00:00",
          "2007-05-08T00:00:00",
          "2007-05-09T00:00:00",
          "2007-05-10T00:00:00",
          "2007-05-11T00:00:00",
          "2007-05-14T00:00:00",
          "2007-05-15T00:00:00",
          "2007-05-16T00:00:00",
          "2007-05-17T00:00:00",
          "2007-05-18T00:00:00",
          "2007-05-21T00:00:00",
          "2007-05-22T00:00:00",
          "2007-05-23T00:00:00",
          "2007-05-24T00:00:00",
          "2007-05-25T00:00:00",
          "2007-05-29T00:00:00",
          "2007-05-30T00:00:00",
          "2007-05-31T00:00:00",
          "2007-06-01T00:00:00",
          "2007-06-04T00:00:00",
          "2007-06-05T00:00:00",
          "2007-06-06T00:00:00",
          "2007-06-07T00:00:00",
          "2007-06-08T00:00:00",
          "2007-06-11T00:00:00",
          "2007-06-12T00:00:00",
          "2007-06-13T00:00:00",
          "2007-06-14T00:00:00",
          "2007-06-15T00:00:00",
          "2007-06-18T00:00:00",
          "2007-06-19T00:00:00",
          "2007-06-20T00:00:00",
          "2007-06-21T00:00:00",
          "2007-06-22T00:00:00",
          "2007-06-25T00:00:00",
          "2007-06-26T00:00:00",
          "2007-06-27T00:00:00",
          "2007-06-28T00:00:00",
          "2007-06-29T00:00:00",
          "2007-07-02T00:00:00",
          "2007-07-03T00:00:00",
          "2007-07-05T00:00:00",
          "2007-07-06T00:00:00",
          "2007-07-09T00:00:00",
          "2007-07-10T00:00:00",
          "2007-07-11T00:00:00",
          "2007-07-12T00:00:00",
          "2007-07-13T00:00:00",
          "2007-07-16T00:00:00",
          "2007-07-17T00:00:00",
          "2007-07-18T00:00:00",
          "2007-07-19T00:00:00",
          "2007-07-20T00:00:00",
          "2007-07-23T00:00:00",
          "2007-07-24T00:00:00",
          "2007-07-25T00:00:00",
          "2007-07-26T00:00:00",
          "2007-07-27T00:00:00",
          "2007-07-30T00:00:00",
          "2007-07-31T00:00:00",
          "2007-08-01T00:00:00",
          "2007-08-02T00:00:00",
          "2007-08-03T00:00:00",
          "2007-08-06T00:00:00",
          "2007-08-07T00:00:00",
          "2007-08-08T00:00:00",
          "2007-08-09T00:00:00",
          "2007-08-10T00:00:00",
          "2007-08-13T00:00:00",
          "2007-08-14T00:00:00",
          "2007-08-15T00:00:00",
          "2007-08-16T00:00:00",
          "2007-08-17T00:00:00",
          "2007-08-20T00:00:00",
          "2007-08-21T00:00:00",
          "2007-08-22T00:00:00",
          "2007-08-23T00:00:00",
          "2007-08-24T00:00:00",
          "2007-08-27T00:00:00",
          "2007-08-28T00:00:00",
          "2007-08-29T00:00:00",
          "2007-08-30T00:00:00",
          "2007-08-31T00:00:00",
          "2007-09-04T00:00:00",
          "2007-09-05T00:00:00",
          "2007-09-06T00:00:00",
          "2007-09-07T00:00:00",
          "2007-09-10T00:00:00",
          "2007-09-11T00:00:00",
          "2007-09-12T00:00:00",
          "2007-09-13T00:00:00",
          "2007-09-14T00:00:00",
          "2007-09-17T00:00:00",
          "2007-09-18T00:00:00",
          "2007-09-19T00:00:00",
          "2007-09-20T00:00:00",
          "2007-09-21T00:00:00",
          "2007-09-24T00:00:00",
          "2007-09-25T00:00:00",
          "2007-09-26T00:00:00",
          "2007-09-27T00:00:00",
          "2007-09-28T00:00:00",
          "2007-10-01T00:00:00",
          "2007-10-02T00:00:00",
          "2007-10-03T00:00:00",
          "2007-10-04T00:00:00",
          "2007-10-05T00:00:00",
          "2007-10-08T00:00:00",
          "2007-10-09T00:00:00",
          "2007-10-10T00:00:00",
          "2007-10-11T00:00:00",
          "2007-10-12T00:00:00",
          "2007-10-15T00:00:00",
          "2007-10-16T00:00:00",
          "2007-10-17T00:00:00",
          "2007-10-18T00:00:00",
          "2007-10-19T00:00:00",
          "2007-10-22T00:00:00",
          "2007-10-23T00:00:00",
          "2007-10-24T00:00:00",
          "2007-10-25T00:00:00",
          "2007-10-26T00:00:00",
          "2007-10-29T00:00:00",
          "2007-10-30T00:00:00",
          "2007-10-31T00:00:00",
          "2007-11-01T00:00:00",
          "2007-11-02T00:00:00",
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          "2007-11-06T00:00:00",
          "2007-11-07T00:00:00",
          "2007-11-08T00:00:00",
          "2007-11-09T00:00:00",
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          "2007-11-13T00:00:00",
          "2007-11-14T00:00:00",
          "2007-11-15T00:00:00",
          "2007-11-16T00:00:00",
          "2007-11-19T00:00:00",
          "2007-11-20T00:00:00",
          "2007-11-21T00:00:00",
          "2007-11-23T00:00:00",
          "2007-11-26T00:00:00",
          "2007-11-27T00:00:00",
          "2007-11-28T00:00:00",
          "2007-11-29T00:00:00",
          "2007-11-30T00:00:00",
          "2007-12-03T00:00:00",
          "2007-12-04T00:00:00",
          "2007-12-05T00:00:00",
          "2007-12-06T00:00:00",
          "2007-12-07T00:00:00",
          "2007-12-10T00:00:00",
          "2007-12-11T00:00:00",
          "2007-12-12T00:00:00",
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          "2007-12-19T00:00:00",
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          "2007-12-21T00:00:00",
          "2007-12-24T00:00:00",
          "2007-12-26T00:00:00",
          "2007-12-27T00:00:00",
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          "2008-01-02T00:00:00",
          "2008-01-03T00:00:00",
          "2008-01-04T00:00:00",
          "2008-01-07T00:00:00",
          "2008-01-08T00:00:00",
          "2008-01-09T00:00:00",
          "2008-01-10T00:00:00",
          "2008-01-11T00:00:00",
          "2008-01-14T00:00:00",
          "2008-01-15T00:00:00",
          "2008-01-16T00:00:00",
          "2008-01-17T00:00:00",
          "2008-01-18T00:00:00",
          "2008-01-22T00:00:00",
          "2008-01-23T00:00:00",
          "2008-01-24T00:00:00",
          "2008-01-25T00:00:00",
          "2008-01-28T00:00:00",
          "2008-01-29T00:00:00",
          "2008-01-30T00:00:00",
          "2008-01-31T00:00:00",
          "2008-02-01T00:00:00",
          "2008-02-04T00:00:00",
          "2008-02-05T00:00:00",
          "2008-02-06T00:00:00",
          "2008-02-07T00:00:00",
          "2008-02-08T00:00:00",
          "2008-02-11T00:00:00",
          "2008-02-12T00:00:00",
          "2008-02-13T00:00:00",
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          "2008-02-15T00:00:00",
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          "2008-02-20T00:00:00",
          "2008-02-21T00:00:00",
          "2008-02-22T00:00:00",
          "2008-02-25T00:00:00",
          "2008-02-26T00:00:00",
          "2008-02-27T00:00:00",
          "2008-02-28T00:00:00",
          "2008-02-29T00:00:00",
          "2008-03-03T00:00:00",
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          "2008-03-05T00:00:00",
          "2008-03-06T00:00:00",
          "2008-03-07T00:00:00",
          "2008-03-10T00:00:00",
          "2008-03-11T00:00:00",
          "2008-03-12T00:00:00",
          "2008-03-13T00:00:00",
          "2008-03-14T00:00:00",
          "2008-03-17T00:00:00",
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          "2008-03-19T00:00:00",
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          "2008-03-24T00:00:00",
          "2008-03-25T00:00:00",
          "2008-03-26T00:00:00",
          "2008-03-27T00:00:00",
          "2008-03-28T00:00:00",
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          "2008-04-01T00:00:00",
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          "2008-04-03T00:00:00",
          "2008-04-04T00:00:00",
          "2008-04-07T00:00:00",
          "2008-04-08T00:00:00",
          "2008-04-09T00:00:00",
          "2008-04-10T00:00:00",
          "2008-04-11T00:00:00",
          "2008-04-14T00:00:00",
          "2008-04-15T00:00:00",
          "2008-04-16T00:00:00",
          "2008-04-17T00:00:00",
          "2008-04-18T00:00:00",
          "2008-04-21T00:00:00",
          "2008-04-22T00:00:00",
          "2008-04-23T00:00:00",
          "2008-04-24T00:00:00",
          "2008-04-25T00:00:00",
          "2008-04-28T00:00:00",
          "2008-04-29T00:00:00",
          "2008-04-30T00:00:00",
          "2008-05-01T00:00:00",
          "2008-05-02T00:00:00",
          "2008-05-05T00:00:00",
          "2008-05-06T00:00:00",
          "2008-05-07T00:00:00",
          "2008-05-08T00:00:00",
          "2008-05-09T00:00:00",
          "2008-05-12T00:00:00",
          "2008-05-13T00:00:00",
          "2008-05-14T00:00:00",
          "2008-05-15T00:00:00",
          "2008-05-16T00:00:00",
          "2008-05-19T00:00:00",
          "2008-05-20T00:00:00",
          "2008-05-21T00:00:00",
          "2008-05-22T00:00:00",
          "2008-05-23T00:00:00",
          "2008-05-27T00:00:00",
          "2008-05-28T00:00:00",
          "2008-05-29T00:00:00",
          "2008-05-30T00:00:00",
          "2008-06-02T00:00:00",
          "2008-06-03T00:00:00",
          "2008-06-04T00:00:00",
          "2008-06-05T00:00:00",
          "2008-06-06T00:00:00",
          "2008-06-09T00:00:00",
          "2008-06-10T00:00:00",
          "2008-06-11T00:00:00",
          "2008-06-12T00:00:00",
          "2008-06-13T00:00:00",
          "2008-06-16T00:00:00",
          "2008-06-17T00:00:00",
          "2008-06-18T00:00:00",
          "2008-06-19T00:00:00",
          "2008-06-20T00:00:00",
          "2008-06-23T00:00:00",
          "2008-06-24T00:00:00",
          "2008-06-25T00:00:00",
          "2008-06-26T00:00:00",
          "2008-06-27T00:00:00",
          "2008-06-30T00:00:00",
          "2008-07-01T00:00:00",
          "2008-07-02T00:00:00",
          "2008-07-03T00:00:00",
          "2008-07-07T00:00:00",
          "2008-07-08T00:00:00",
          "2008-07-09T00:00:00",
          "2008-07-10T00:00:00",
          "2008-07-11T00:00:00",
          "2008-07-14T00:00:00",
          "2008-07-15T00:00:00",
          "2008-07-16T00:00:00",
          "2008-07-17T00:00:00",
          "2008-07-18T00:00:00",
          "2008-07-21T00:00:00",
          "2008-07-22T00:00:00",
          "2008-07-23T00:00:00",
          "2008-07-24T00:00:00",
          "2008-07-25T00:00:00",
          "2008-07-28T00:00:00",
          "2008-07-29T00:00:00",
          "2008-07-30T00:00:00",
          "2008-07-31T00:00:00",
          "2008-08-01T00:00:00",
          "2008-08-04T00:00:00",
          "2008-08-05T00:00:00",
          "2008-08-06T00:00:00",
          "2008-08-07T00:00:00",
          "2008-08-08T00:00:00",
          "2008-08-11T00:00:00",
          "2008-08-12T00:00:00",
          "2008-08-13T00:00:00",
          "2008-08-14T00:00:00",
          "2008-08-15T00:00:00",
          "2008-08-18T00:00:00",
          "2008-08-19T00:00:00",
          "2008-08-20T00:00:00",
          "2008-08-21T00:00:00",
          "2008-08-22T00:00:00",
          "2008-08-25T00:00:00",
          "2008-08-26T00:00:00",
          "2008-08-27T00:00:00",
          "2008-08-28T00:00:00",
          "2008-08-29T00:00:00",
          "2008-09-02T00:00:00",
          "2008-09-03T00:00:00",
          "2008-09-04T00:00:00",
          "2008-09-05T00:00:00",
          "2008-09-08T00:00:00",
          "2008-09-09T00:00:00",
          "2008-09-10T00:00:00",
          "2008-09-11T00:00:00",
          "2008-09-12T00:00:00",
          "2008-09-15T00:00:00",
          "2008-09-16T00:00:00",
          "2008-09-17T00:00:00",
          "2008-09-18T00:00:00",
          "2008-09-19T00:00:00",
          "2008-09-22T00:00:00",
          "2008-09-23T00:00:00",
          "2008-09-24T00:00:00",
          "2008-09-25T00:00:00",
          "2008-09-26T00:00:00",
          "2008-09-29T00:00:00",
          "2008-09-30T00:00:00",
          "2008-10-01T00:00:00",
          "2008-10-02T00:00:00",
          "2008-10-03T00:00:00",
          "2008-10-06T00:00:00",
          "2008-10-07T00:00:00",
          "2008-10-08T00:00:00",
          "2008-10-09T00:00:00",
          "2008-10-10T00:00:00",
          "2008-10-13T00:00:00",
          "2008-10-14T00:00:00",
          "2008-10-15T00:00:00",
          "2008-10-16T00:00:00",
          "2008-10-17T00:00:00",
          "2008-10-20T00:00:00",
          "2008-10-21T00:00:00",
          "2008-10-22T00:00:00",
          "2008-10-23T00:00:00",
          "2008-10-24T00:00:00",
          "2008-10-27T00:00:00",
          "2008-10-28T00:00:00",
          "2008-10-29T00:00:00",
          "2008-10-30T00:00:00",
          "2008-10-31T00:00:00",
          "2008-11-03T00:00:00",
          "2008-11-04T00:00:00",
          "2008-11-05T00:00:00",
          "2008-11-06T00:00:00",
          "2008-11-07T00:00:00",
          "2008-11-10T00:00:00",
          "2008-11-11T00:00:00",
          "2008-11-12T00:00:00",
          "2008-11-13T00:00:00",
          "2008-11-14T00:00:00",
          "2008-11-17T00:00:00",
          "2008-11-18T00:00:00",
          "2008-11-19T00:00:00",
          "2008-11-20T00:00:00",
          "2008-11-21T00:00:00",
          "2008-11-24T00:00:00",
          "2008-11-25T00:00:00",
          "2008-11-26T00:00:00",
          "2008-11-28T00:00:00",
          "2008-12-01T00:00:00",
          "2008-12-02T00:00:00",
          "2008-12-03T00:00:00",
          "2008-12-04T00:00:00",
          "2008-12-05T00:00:00",
          "2008-12-08T00:00:00",
          "2008-12-09T00:00:00",
          "2008-12-10T00:00:00",
          "2008-12-11T00:00:00",
          "2008-12-12T00:00:00",
          "2008-12-15T00:00:00",
          "2008-12-16T00:00:00",
          "2008-12-17T00:00:00",
          "2008-12-18T00:00:00",
          "2008-12-19T00:00:00",
          "2008-12-22T00:00:00",
          "2008-12-23T00:00:00",
          "2008-12-24T00:00:00",
          "2008-12-26T00:00:00",
          "2008-12-29T00:00:00",
          "2008-12-30T00:00:00",
          "2008-12-31T00:00:00",
          "2009-01-02T00:00:00",
          "2009-01-05T00:00:00",
          "2009-01-06T00:00:00",
          "2009-01-07T00:00:00",
          "2009-01-08T00:00:00",
          "2009-01-09T00:00:00",
          "2009-01-12T00:00:00",
          "2009-01-13T00:00:00",
          "2009-01-14T00:00:00",
          "2009-01-15T00:00:00",
          "2009-01-16T00:00:00",
          "2009-01-20T00:00:00",
          "2009-01-21T00:00:00",
          "2009-01-22T00:00:00",
          "2009-01-23T00:00:00",
          "2009-01-26T00:00:00",
          "2009-01-27T00:00:00",
          "2009-01-28T00:00:00",
          "2009-01-29T00:00:00",
          "2009-01-30T00:00:00",
          "2009-02-02T00:00:00",
          "2009-02-03T00:00:00",
          "2009-02-04T00:00:00",
          "2009-02-05T00:00:00",
          "2009-02-06T00:00:00",
          "2009-02-09T00:00:00",
          "2009-02-10T00:00:00",
          "2009-02-11T00:00:00",
          "2009-02-12T00:00:00",
          "2009-02-13T00:00:00",
          "2009-02-17T00:00:00",
          "2009-02-18T00:00:00",
          "2009-02-19T00:00:00",
          "2009-02-20T00:00:00",
          "2009-02-23T00:00:00",
          "2009-02-24T00:00:00",
          "2009-02-25T00:00:00",
          "2009-02-26T00:00:00",
          "2009-02-27T00:00:00",
          "2009-03-02T00:00:00",
          "2009-03-03T00:00:00",
          "2009-03-04T00:00:00",
          "2009-03-05T00:00:00",
          "2009-03-06T00:00:00",
          "2009-03-09T00:00:00",
          "2009-03-10T00:00:00",
          "2009-03-11T00:00:00",
          "2009-03-12T00:00:00",
          "2009-03-13T00:00:00",
          "2009-03-16T00:00:00",
          "2009-03-17T00:00:00",
          "2009-03-18T00:00:00",
          "2009-03-19T00:00:00",
          "2009-03-20T00:00:00",
          "2009-03-23T00:00:00",
          "2009-03-24T00:00:00",
          "2009-03-25T00:00:00",
          "2009-03-26T00:00:00",
          "2009-03-27T00:00:00",
          "2009-03-30T00:00:00",
          "2009-03-31T00:00:00",
          "2009-04-01T00:00:00",
          "2009-04-02T00:00:00",
          "2009-04-03T00:00:00",
          "2009-04-06T00:00:00",
          "2009-04-07T00:00:00",
          "2009-04-08T00:00:00",
          "2009-04-09T00:00:00",
          "2009-04-13T00:00:00",
          "2009-04-14T00:00:00",
          "2009-04-15T00:00:00",
          "2009-04-16T00:00:00",
          "2009-04-17T00:00:00",
          "2009-04-20T00:00:00",
          "2009-04-21T00:00:00",
          "2009-04-22T00:00:00",
          "2009-04-23T00:00:00",
          "2009-04-24T00:00:00",
          "2009-04-27T00:00:00",
          "2009-04-28T00:00:00",
          "2009-04-29T00:00:00",
          "2009-04-30T00:00:00",
          "2009-05-01T00:00:00",
          "2009-05-04T00:00:00",
          "2009-05-05T00:00:00",
          "2009-05-06T00:00:00",
          "2009-05-07T00:00:00",
          "2009-05-08T00:00:00",
          "2009-05-11T00:00:00",
          "2009-05-12T00:00:00",
          "2009-05-13T00:00:00",
          "2009-05-14T00:00:00",
          "2009-05-15T00:00:00",
          "2009-05-18T00:00:00",
          "2009-05-19T00:00:00",
          "2009-05-20T00:00:00",
          "2009-05-21T00:00:00",
          "2009-05-22T00:00:00",
          "2009-05-26T00:00:00",
          "2009-05-27T00:00:00",
          "2009-05-28T00:00:00",
          "2009-05-29T00:00:00",
          "2009-06-01T00:00:00",
          "2009-06-02T00:00:00",
          "2009-06-03T00:00:00",
          "2009-06-04T00:00:00",
          "2009-06-05T00:00:00",
          "2009-06-08T00:00:00",
          "2009-06-09T00:00:00",
          "2009-06-10T00:00:00",
          "2009-06-11T00:00:00",
          "2009-06-12T00:00:00",
          "2009-06-15T00:00:00",
          "2009-06-16T00:00:00",
          "2009-06-17T00:00:00",
          "2009-06-18T00:00:00",
          "2009-06-19T00:00:00",
          "2009-06-22T00:00:00",
          "2009-06-23T00:00:00",
          "2009-06-24T00:00:00",
          "2009-06-25T00:00:00",
          "2009-06-26T00:00:00",
          "2009-06-29T00:00:00",
          "2009-06-30T00:00:00",
          "2009-07-01T00:00:00",
          "2009-07-02T00:00:00",
          "2009-07-06T00:00:00",
          "2009-07-07T00:00:00",
          "2009-07-08T00:00:00",
          "2009-07-09T00:00:00",
          "2009-07-10T00:00:00",
          "2009-07-13T00:00:00",
          "2009-07-14T00:00:00",
          "2009-07-15T00:00:00",
          "2009-07-16T00:00:00",
          "2009-07-17T00:00:00",
          "2009-07-20T00:00:00",
          "2009-07-21T00:00:00",
          "2009-07-22T00:00:00",
          "2009-07-23T00:00:00",
          "2009-07-24T00:00:00",
          "2009-07-27T00:00:00",
          "2009-07-28T00:00:00",
          "2009-07-29T00:00:00",
          "2009-07-30T00:00:00",
          "2009-07-31T00:00:00",
          "2009-08-03T00:00:00",
          "2009-08-04T00:00:00",
          "2009-08-05T00:00:00",
          "2009-08-06T00:00:00",
          "2009-08-07T00:00:00",
          "2009-08-10T00:00:00",
          "2009-08-11T00:00:00",
          "2009-08-12T00:00:00",
          "2009-08-13T00:00:00",
          "2009-08-14T00:00:00",
          "2009-08-17T00:00:00",
          "2009-08-18T00:00:00",
          "2009-08-19T00:00:00",
          "2009-08-20T00:00:00",
          "2009-08-21T00:00:00",
          "2009-08-24T00:00:00",
          "2009-08-25T00:00:00",
          "2009-08-26T00:00:00",
          "2009-08-27T00:00:00",
          "2009-08-28T00:00:00",
          "2009-08-31T00:00:00",
          "2009-09-01T00:00:00",
          "2009-09-02T00:00:00",
          "2009-09-03T00:00:00",
          "2009-09-04T00:00:00",
          "2009-09-08T00:00:00",
          "2009-09-09T00:00:00",
          "2009-09-10T00:00:00",
          "2009-09-11T00:00:00",
          "2009-09-14T00:00:00",
          "2009-09-15T00:00:00",
          "2009-09-16T00:00:00",
          "2009-09-17T00:00:00",
          "2009-09-18T00:00:00",
          "2009-09-21T00:00:00",
          "2009-09-22T00:00:00",
          "2009-09-23T00:00:00",
          "2009-09-24T00:00:00",
          "2009-09-25T00:00:00",
          "2009-09-28T00:00:00",
          "2009-09-29T00:00:00",
          "2009-09-30T00:00:00",
          "2009-10-01T00:00:00",
          "2009-10-02T00:00:00",
          "2009-10-05T00:00:00",
          "2009-10-06T00:00:00",
          "2009-10-07T00:00:00",
          "2009-10-08T00:00:00",
          "2009-10-09T00:00:00",
          "2009-10-12T00:00:00",
          "2009-10-13T00:00:00",
          "2009-10-14T00:00:00",
          "2009-10-15T00:00:00",
          "2009-10-16T00:00:00",
          "2009-10-19T00:00:00",
          "2009-10-20T00:00:00",
          "2009-10-21T00:00:00",
          "2009-10-22T00:00:00",
          "2009-10-23T00:00:00",
          "2009-10-26T00:00:00",
          "2009-10-27T00:00:00",
          "2009-10-28T00:00:00",
          "2009-10-29T00:00:00",
          "2009-10-30T00:00:00",
          "2009-11-02T00:00:00",
          "2009-11-03T00:00:00",
          "2009-11-04T00:00:00",
          "2009-11-05T00:00:00",
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          "2010-07-07T00:00:00",
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          "2010-07-09T00:00:00",
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          "2010-07-23T00:00:00",
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          "2010-08-02T00:00:00",
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          "2010-08-04T00:00:00",
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          "2010-09-09T00:00:00",
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          "2010-10-08T00:00:00",
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          "2010-10-25T00:00:00",
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          "2010-11-05T00:00:00",
          "2010-11-08T00:00:00",
          "2010-11-09T00:00:00",
          "2010-11-10T00:00:00",
          "2010-11-11T00:00:00",
          "2010-11-12T00:00:00",
          "2010-11-15T00:00:00",
          "2010-11-16T00:00:00",
          "2010-11-17T00:00:00",
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          "2010-11-19T00:00:00",
          "2010-11-22T00:00:00",
          "2010-11-23T00:00:00",
          "2010-11-24T00:00:00",
          "2010-11-26T00:00:00",
          "2010-11-29T00:00:00",
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          "2010-12-01T00:00:00",
          "2010-12-02T00:00:00",
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          "2010-12-06T00:00:00",
          "2010-12-07T00:00:00",
          "2010-12-08T00:00:00",
          "2010-12-09T00:00:00",
          "2010-12-10T00:00:00",
          "2010-12-13T00:00:00",
          "2010-12-14T00:00:00",
          "2010-12-15T00:00:00",
          "2010-12-16T00:00:00",
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          "2010-12-21T00:00:00",
          "2010-12-22T00:00:00",
          "2010-12-23T00:00:00",
          "2010-12-27T00:00:00",
          "2010-12-28T00:00:00",
          "2010-12-29T00:00:00",
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          "2011-01-03T00:00:00",
          "2011-01-04T00:00:00",
          "2011-01-05T00:00:00",
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          "2011-06-08T00:00:00",
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          "2011-07-29T00:00:00",
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          "2011-10-05T00:00:00",
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          "2011-10-24T00:00:00",
          "2011-10-25T00:00:00",
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          "2011-11-08T00:00:00",
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          "2014-07-23T00:00:00",
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          "2014-08-22T00:00:00",
          "2014-08-25T00:00:00",
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          "2014-09-04T00:00:00",
          "2014-09-05T00:00:00",
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          "2014-10-03T00:00:00",
          "2014-10-06T00:00:00",
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          "2014-10-09T00:00:00",
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          "2014-10-22T00:00:00",
          "2014-10-23T00:00:00",
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          "2014-11-14T00:00:00",
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          "2014-11-24T00:00:00",
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          "2014-12-02T00:00:00",
          "2014-12-03T00:00:00",
          "2014-12-04T00:00:00",
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          "2014-12-19T00:00:00",
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          "2014-12-31T00:00:00",
          "2015-01-02T00:00:00",
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          "2015-01-06T00:00:00",
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          "2015-01-08T00:00:00",
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          "2015-01-22T00:00:00",
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          "2015-06-04T00:00:00",
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          "2015-07-07T00:00:00",
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          "2015-07-22T00:00:00",
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          "2015-07-28T00:00:00",
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          "2015-10-08T00:00:00",
          "2015-10-09T00:00:00",
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          "2015-10-22T00:00:00",
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(Corn Futures)\"},\"xaxis\":{\"title\":{\"text\":\"Date\"}},\"yaxis\":{\"title\":{\"text\":\"Price\"}}},                        {\"responsive\": true}                    ).then(function(){\n                            \nvar gd = document.getElementById('10139187-c214-4084-b0c2-b6dd3193c847');\nvar 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\nvar notebookContainer = gd.closest('#notebook-container');\nif (notebookContainer) {{\n    x.observe(notebookContainer, {childList: true});\n}}\n\n// Listen for the clearing of the current output cell\nvar outputEl = gd.closest('.output');\nif (outputEl) {{\n    x.observe(outputEl, {childList: true});\n}}\n\n                        })             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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the data for /ZC=F (Corn Futures)\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Scatter(x=data.index, y=data['ZC=F'], name='Close'))\n",
    "fig.update_layout(title='/ZC=F (Corn Futures)', xaxis_title='Date', yaxis_title='Price')\n",
    "fig.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Corn Futures Seasonality Analysis Test\n",
    "\n",
    "This code retrieves corn futures data using a pandas dataframe, calculates the daily percent change, and groups the data by day of the year for each year. The resulting dataframe is saved as a .csv file and plotted using plotly.graph_objects."
   ],
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    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
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  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      1         2         3         4         5         6         7    \\\n",
      "2003  NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
      "2004  NaN       NaN       NaN       NaN  0.028455 -0.005929 -0.005964   \n",
      "2005  NaN       NaN -0.014652 -0.003717  0.002488   0.03598 -0.009581   \n",
      "2006  NaN       NaN  0.019699 -0.007955   -0.0126   -0.0058       NaN   \n",
      "2007  NaN       0.0 -0.050609 -0.022267  0.016563       NaN       NaN   \n",
      "2008  NaN  0.015368  0.007568  0.001609       NaN       NaN -0.001071   \n",
      "2009  NaN  0.012899       NaN       NaN -0.002426  0.039514 -0.025731   \n",
      "2010  NaN       NaN       NaN   0.00965  0.000597  0.007164 -0.010077   \n",
      "2011  NaN       NaN -0.013514 -0.019339  0.017666 -0.027856 -0.011628   \n",
      "2012  NaN       NaN  0.018561       0.0 -0.022779       0.0       NaN   \n",
      "2013  NaN -0.010741 -0.002172 -0.013058       NaN       NaN  0.007718   \n",
      "2014  NaN -0.003555  0.007134       NaN       NaN  0.010035 -0.004091   \n",
      "2015  NaN -0.003149       NaN       NaN    0.0259 -0.002463 -0.021605   \n",
      "2016  NaN       NaN       NaN -0.020209  0.004267  0.000708 -0.000708   \n",
      "2017  NaN       NaN  0.010653  0.011244   0.00417 -0.008997       NaN   \n",
      "2018  NaN  0.007128 -0.000708 -0.005666  0.000712       NaN       NaN   \n",
      "2019  NaN     0.002  0.010645  0.008558       NaN       NaN -0.001958   \n",
      "2020  NaN  0.009671 -0.012771       NaN       NaN -0.004528  -0.00065   \n",
      "2021  NaN       NaN       NaN -0.000517  0.016537  0.006609  -0.00202   \n",
      "2022  NaN       NaN -0.006743  0.034366 -0.011895  0.002491  0.004969   \n",
      "2023  NaN       NaN -0.011791 -0.024981  -0.00153  0.001915       NaN   \n",
      "\n",
      "           8         9         10   ...       357       358       359  \\\n",
      "2003       NaN       NaN       NaN  ... -0.010152 -0.032821       NaN   \n",
      "2004     0.007 -0.002979       NaN  ... -0.001215  0.007299       NaN   \n",
      "2005       NaN       NaN       0.0  ...  0.005875       NaN       NaN   \n",
      "2006       NaN -0.015169  0.010664  ...       NaN       NaN       NaN   \n",
      "2007 -0.012899 -0.024759   0.01622  ...       NaN  0.001127       NaN   \n",
      "2008   0.02681 -0.003133 -0.004715  ...  0.002626  0.034054  0.008233   \n",
      "2009 -0.023409  0.009834       NaN  ...  0.015047  0.009265       NaN   \n",
      "2010  0.013174       NaN       NaN  ...   0.00821       NaN       NaN   \n",
      "2011       NaN       NaN  0.020168  ...  0.003239       NaN       NaN   \n",
      "2012       NaN  0.013209       0.0  ...       NaN       NaN  0.003205   \n",
      "2013  0.004741  0.007985  0.006482  ...  0.002308  0.000576       NaN   \n",
      "2014 -0.021127  -0.01199  0.050364  ...  0.005464 -0.015097       NaN   \n",
      "2015 -0.005047  0.015219       NaN  ... -0.002048 -0.002736       NaN   \n",
      "2016  0.011331       NaN       NaN  ...       0.0  -0.00432       NaN   \n",
      "2017       NaN  0.005587 -0.004861  ...       NaN       NaN       NaN   \n",
      "2018 -0.011388   0.00504       0.0  ...       NaN -0.001982       NaN   \n",
      "2019 -0.005886  0.005263 -0.015052  ...  0.002579 -0.003215       NaN   \n",
      "2020  -0.00065 -0.002602  0.006523  ...  0.007955  0.008455  0.008385   \n",
      "2021  0.004555       NaN       NaN  ...  0.005394       NaN       NaN   \n",
      "2022       NaN       NaN -0.011537  ...  0.008706       NaN       NaN   \n",
      "2023       NaN -0.001911  0.003447  ...       NaN       NaN       NaN   \n",
      "\n",
      "           360       361       362       363       364       365       366  \n",
      "2003       NaN       NaN       NaN  0.029692 -0.007209  0.020747       NaN  \n",
      "2004       NaN       NaN  0.002415  -0.00241 -0.018116   0.00738       NaN  \n",
      "2005       NaN  0.007009   0.00348 -0.024277  0.022512       NaN       NaN  \n",
      "2006  0.010417 -0.003222  0.004525  0.004505       NaN       NaN       NaN  \n",
      "2007  0.018581  0.005528 -0.006047       NaN       NaN  0.007743       NaN  \n",
      "2008       NaN  0.035804       NaN       NaN -0.045482  0.006989  0.027129  \n",
      "2009       NaN       NaN   0.01836  0.002404 -0.007794  0.001813       NaN  \n",
      "2010       NaN  0.002036  0.013003  0.001203 -0.012821  0.021104       NaN  \n",
      "2011       NaN  0.022195  0.014607 -0.007004  0.013323       NaN       NaN  \n",
      "2012       NaN -0.015619 -0.002524  0.003615       NaN       NaN  0.006124  \n",
      "2013 -0.018987  0.002933       NaN       NaN -0.009357 -0.003542       NaN  \n",
      "2014  0.017167       NaN       NaN -0.004822 -0.015142  -0.02337       NaN  \n",
      "2015       NaN       NaN -0.009602  0.004155 -0.009655 -0.000696       NaN  \n",
      "2016       NaN       NaN  0.026753 -0.019014  0.004307  0.006433       NaN  \n",
      "2017  0.002131  0.002835 -0.004947 -0.003551       NaN       NaN       NaN  \n",
      "2018 -0.011913  0.003349   0.00267       NaN       NaN -0.001332       NaN  \n",
      "2019  0.002581  0.003861       NaN       NaN -0.004487 -0.001288       NaN  \n",
      "2020       NaN       NaN       NaN  0.012195  0.020811   0.01824  0.020021  \n",
      "2021       NaN  0.014858 -0.016267   0.00124  -0.01569 -0.004614       NaN  \n",
      "2022       NaN  0.012758  0.011856  -0.00476 -0.001472       NaN       NaN  \n",
      "2023       NaN       NaN       NaN       NaN       NaN       NaN       NaN  \n",
      "\n",
      "[21 rows x 366 columns]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Define the start and end years\n",
    "start_year = 2003\n",
    "end_year = 2023\n",
    "\n",
    "# Initialize an empty DataFrame to store the results\n",
    "yearly_data = pd.DataFrame()\n",
    "\n",
    "corn = pd.DataFrame()\n",
    "corn['ZC=F'] = data['ZC=F']\n",
    "corn['ZC=F % Chg.'] = corn['ZC=F'].pct_change(1)\n",
    "\n",
    "# Convert index to \"year\" - \"day of year\" format\n",
    "corn.index = corn.index.strftime('%Y-%j')\n",
    "\n",
    "# Loop over each year and create a DataFrame with the day of the year as columns\n",
    "# If its missing skip it and replace with a NaN\n",
    "for year in range(start_year, end_year + 1):\n",
    "    date_range = pd.date_range(start=f\"{year}-01-01\", end=f\"{year}-12-31\", freq=\"D\")\n",
    "    df = pd.DataFrame(index=[year], columns=date_range.dayofyear.values)\n",
    "    for day in df.columns:\n",
    "        try:\n",
    "            df.loc[year, day] = corn['ZC=F % Chg.'][f\"{year}-{day:03d}\"]\n",
    "        except:\n",
    "            df.loc[year, day] = np.nan\n",
    "    yearly_data = pd.concat([yearly_data, df])\n",
    "\n",
    "# Print the resulting DataFrame\n",
    "print(yearly_data)\n",
    "\n",
    "yearly_data.to_csv('yearly_data.csv')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
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   "source": [
    "# Calculate the average of each column for the bottom 15 rows\n",
    "average_15 = yearly_data.iloc[-15:].mean().cumsum()\n",
    "average_15 = average_15.ffill()\n",
    "average_5 = yearly_data.iloc[-5:].mean().cumsum()\n",
    "average_5 = average_5.ffill()\n",
    "last_year = yearly_data.iloc[-2].cumsum()\n",
    "last_year = last_year.ffill()\n",
    "this_year = yearly_data.iloc[-1].cumsum()\n",
    "this_year = this_year.dropna()\n",
    "\n",
    "# Plot 15 Year Avg, 5 Year Avg, and Last Year\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Scatter(x=average_15.index, y=average_15, name='15 Year Avg'))\n",
    "fig.add_trace(go.Scatter(x=average_5.index, y=average_5, name='5 Year Avg'))\n",
    "fig.add_trace(go.Scatter(x=last_year.index, y=last_year, name='Last Year'))\n",
    "fig.add_trace(go.Scatter(x=this_year.index, y=this_year, name='This Year'))\n",
    "fig.update_layout(title='/ZC=F (Corn Futures) Seasonality', xaxis_title='Day of Year', yaxis_title='Price')\n",
    "fig.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Example Strategizing: Corn Futures\n",
    "1. Find the longest streaks of positive and negative returns in the 15 and 5 year averages\n",
    "2. Find statistics for the 15 and 5 year averages when they are bought and sold during the longest positive and negative streaks\n",
    "\n",
    "To accomplish this, we must first find the streaks and then highlight the data in the dataframe. The code below finds the longest streaks of positive and negative returns the 15 and 5 year averages and highlights the data in the dataframe."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The longest stretch of positive % changes in the 15 Year Avg is 12 days and spans from 342 to 353\n"
     ]
    }
   ],
   "source": [
    "# Find the longest positive number streak in the 15 Year Avg\n",
    "longest_stretch = 0\n",
    "current_stretch = 0\n",
    "pos_start_day_15 = 0\n",
    "pos_end_day_15 = 0\n",
    "\n",
    "average_15_notsum = yearly_data.iloc[-15:].mean()\n",
    "\n",
    "# Convert to a df\n",
    "average_15_notsum = pd.DataFrame(average_15_notsum, columns=['% Chg.'])\n",
    "\n",
    "# Add a column to the df with whether the value is positive\n",
    "average_15_notsum['Positive'] = average_15_notsum['% Chg.'] > 0\n",
    "\n",
    "# Loop over the values in the \"Positive\" column and keep track of the longest streak and what day it starts and ends\n",
    "for i in average_15_notsum['Positive'].index:\n",
    "    if average_15_notsum['Positive'][i]:\n",
    "        current_stretch += 1\n",
    "    else:\n",
    "        current_stretch = 0\n",
    "    if current_stretch > longest_stretch:\n",
    "        longest_stretch = current_stretch\n",
    "        pos_start_day_15 = average_15_notsum.index[i - longest_stretch + 1]\n",
    "        pos_end_day_15 = average_15_notsum.index[i]\n",
    "\n",
    "print(f\"The longest stretch of positive % changes in the 15 Year Avg is {longest_stretch} days and spans from {pos_start_day_15-1} to {pos_end_day_15-1}\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The longest stretch of positive % changes in the 5 Year Avg is 14 days and spans from 348 to 361\n"
     ]
    }
   ],
   "source": [
    "# Find the longest positive number streak in the 5 Year Avg\n",
    "longest_stretch = 0\n",
    "current_stretch = 0\n",
    "pos_start_day_5 = 0\n",
    "pos_end_day_5 = 0\n",
    "\n",
    "average_5_notsum = yearly_data.iloc[-5:].mean()\n",
    "\n",
    "# Convert to a df\n",
    "average_5_notsum = pd.DataFrame(average_5_notsum, columns=['% Chg.'])\n",
    "\n",
    "# Add a column to the df with whether the value is positive\n",
    "average_5_notsum['Positive'] = average_5_notsum['% Chg.'] > 0\n",
    "\n",
    "# Loop over the values in the \"Positive\" column and keep track of the longest streak and what day it starts and ends\n",
    "for i in average_5_notsum['Positive'].index:\n",
    "    if average_5_notsum['Positive'][i]:\n",
    "        current_stretch += 1\n",
    "    else:\n",
    "        current_stretch = 0\n",
    "    if current_stretch > longest_stretch:\n",
    "        longest_stretch = current_stretch\n",
    "        pos_start_day_5 = average_5_notsum.index[i - longest_stretch + 1]\n",
    "        pos_end_day_5 = average_5_notsum.index[i]\n",
    "\n",
    "print(f\"The longest stretch of positive % changes in the 5 Year Avg is {longest_stretch} days and spans from {pos_start_day_5-1} to {pos_end_day_5-1}\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
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   ],
   "source": [
    "# Plot the 15 Year Avg and the 5 Year Avg with the longest positive number streak highlighted\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Scatter(x=average_15.index, y=average_15, name='15 Year Avg'))\n",
    "fig.add_trace(go.Scatter(x=average_5.index, y=average_5, name='5 Year Avg'))\n",
    "fig.add_shape(type=\"rect\", xref=\"x\", yref=\"paper\", x0=pos_start_day_15-1, y0=0, x1=pos_end_day_15-1, y1=1, fillcolor=\"lightgreen\", opacity=0.25, line_width=0)\n",
    "fig.add_shape(type=\"rect\", xref=\"x\", yref=\"paper\", x0=pos_start_day_5-1, y0=0, x1=pos_end_day_5-1, y1=1, fillcolor=\"lightgreen\", opacity=0.25, line_width=0)\n",
    "fig.update_layout(title='/ZC=F (Corn Futures) Seasonality', xaxis_title='Day of Year', yaxis_title='Price')\n",
    "fig.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The longest stretch of negative % changes in the 15 Year Avg is 6 days and spans from 84 to 89\n"
     ]
    }
   ],
   "source": [
    "# Find the longest negative number streak in the 15 Year Avg\n",
    "longest_stretch = 0\n",
    "current_stretch = 0\n",
    "neg_start_day_15 = 0\n",
    "neg_end_day_15 = 0\n",
    "\n",
    "average_15_notsum = yearly_data.iloc[-15:].mean()\n",
    "\n",
    "# Convert to a df\n",
    "average_15_notsum = pd.DataFrame(average_15_notsum, columns=['% Chg.'])\n",
    "\n",
    "# Add a column to the df with whether the value is negative\n",
    "average_15_notsum['Negative'] = average_15_notsum['% Chg.'] < 0\n",
    "\n",
    "# Loop over the values in the \"Negative\" column and keep track of the longest streak and what day it starts and ends\n",
    "for i in average_15_notsum['Negative'].index:\n",
    "    if average_15_notsum['Negative'][i]:\n",
    "        current_stretch += 1\n",
    "    else:\n",
    "        current_stretch = 0\n",
    "    if current_stretch > longest_stretch:\n",
    "        longest_stretch = current_stretch\n",
    "        neg_start_day_15 = average_15_notsum.index[i - longest_stretch + 1]\n",
    "        neg_end_day_15 = average_15_notsum.index[i]\n",
    "\n",
    "print(f\"The longest stretch of negative % changes in the 15 Year Avg is {longest_stretch} days and spans from {neg_start_day_15-1} to {neg_end_day_15-1}\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The longest stretch of negative % changes in the 5 Year Avg is 6 days and spans from 264 to 269\n"
     ]
    }
   ],
   "source": [
    "# Find the longest negative number streak in the 5 Year Avg\n",
    "longest_stretch = 0\n",
    "current_stretch = 0\n",
    "neg_start_day_5 = 0\n",
    "neg_end_day_5 = 0\n",
    "\n",
    "average_5_notsum = yearly_data.iloc[-5:].mean()\n",
    "\n",
    "# Convert to a df\n",
    "average_5_notsum = pd.DataFrame(average_5_notsum, columns=['% Chg.'])\n",
    "\n",
    "# Add a column to the df with whether the value is negative\n",
    "average_5_notsum['Negative'] = average_5_notsum['% Chg.'] < 0\n",
    "\n",
    "# Loop over the values in the \"Negative\" column and keep track of the longest streak and what day it starts and ends\n",
    "for i in average_5_notsum['Negative'].index:\n",
    "    if average_5_notsum['Negative'][i]:\n",
    "        current_stretch += 1\n",
    "    else:\n",
    "        current_stretch = 0\n",
    "    if current_stretch > longest_stretch:\n",
    "        longest_stretch = current_stretch\n",
    "        neg_start_day_5 = average_5_notsum.index[i - longest_stretch + 1]\n",
    "        neg_end_day_5 = average_5_notsum.index[i]\n",
    "\n",
    "print(f\"The longest stretch of negative % changes in the 5 Year Avg is {longest_stretch} days and spans from {neg_start_day_5-1} to {neg_end_day_5-1}\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
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    "# Plot the 15 Year Avg and the 5 Year Avg with the longest positive number streak highlighted\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Scatter(x=average_15.index, y=average_15, name='15 Year Avg'))\n",
    "fig.add_trace(go.Scatter(x=average_5.index, y=average_5, name='5 Year Avg'))\n",
    "fig.add_shape(type=\"rect\", xref=\"x\", yref=\"paper\", x0=pos_start_day_15-1, y0=0, x1=pos_end_day_15-1, y1=1, fillcolor=\"lightgreen\", opacity=0.25, line_width=0)\n",
    "fig.add_shape(type=\"rect\", xref=\"x\", yref=\"paper\", x0=pos_start_day_5-1, y0=0, x1=pos_end_day_5-1, y1=1, fillcolor=\"lightgreen\", opacity=0.25, line_width=0)\n",
    "\n",
    "# Highlight the longest negative number streaks\n",
    "fig.add_shape(type=\"rect\", xref=\"x\", yref=\"paper\", x0=neg_start_day_15-1, y0=0, x1=neg_end_day_15-1, y1=1, fillcolor=\"lightcoral\", opacity=0.25, line_width=0)\n",
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    "\n",
    "# Update the Title and Axis Labels and show the plot\n",
    "fig.update_layout(title='/ZC=F (Corn Futures) Seasonality', xaxis_title='Day of Year', yaxis_title='Price')\n",
    "fig.show()"
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   "source": [
    "## Putting it all Together into One Function:\n",
    "\n",
    "Now that we have all of the pieces, we can put them together into one function that will take a list of tickers and return the best day of the year to buy and sell each ticker.\n",
    "\n",
    "We can also perform a walkforward-like analysis to see how the results would have performed over the past however many years the user wants to look at by creating a nextTrade dataframe that contains the best day to buy and sell for the next year."
   ],
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   "source": [
    "import os\n",
    "\n",
    "# Make a function to do all of the above for each ticker in the portfolio\n",
    "def seasonality(portfolio, start_date= end_date - timedelta(days=20*365), end_date= datetime.today()):\n",
    "\n",
    "    # Create a new df to store the results\n",
    "    portfolio_stats = pd.DataFrame()\n",
    "\n",
    "    # Create a new df that contains the best trades for the next year\n",
    "    nextTrade = pd.DataFrame()\n",
    "\n",
    "    # Get the past 20 years of data for the portfolio and save into one dataframe\n",
    "    data = pd.DataFrame()\n",
    "    for ticker in portfolio:\n",
    "        data[ticker] = get_data(ticker, start_date, end_date)['Close']\n",
    "\n",
    "        # Define the start and end years\n",
    "        start_year = start_date.year\n",
    "        end_year = end_date.year\n",
    "\n",
    "        # Initialize an empty DataFrame to store the results\n",
    "        yearly_data = pd.DataFrame()\n",
    "\n",
    "        # Calculate the % change for each day of the year\n",
    "        ticker_data = pd.DataFrame()\n",
    "        ticker_data[ticker] = data[ticker]\n",
    "        ticker_data[f'{ticker} % Chg.'] = ticker_data[ticker].pct_change(1)\n",
    "\n",
    "        # Convert index to \"year\" - \"day of year\" format\n",
    "        ticker_data.index = ticker_data.index.strftime('%Y-%j')\n",
    "\n",
    "        # Loop over each year and create a DataFrame with the day of the year as columns\n",
    "        # If its missing skip it and replace with a NaN\n",
    "        for year in range(start_year, end_year + 1):\n",
    "            date_range = pd.date_range(start=f\"{year}-01-01\", end=f\"{year}-12-31\", freq=\"D\")\n",
    "            df = pd.DataFrame(index=[year], columns=date_range.dayofyear.values)\n",
    "            for day in df.columns:\n",
    "                try:\n",
    "                    df.loc[year, day] = ticker_data[f'{ticker} % Chg.'][f\"{year}-{day:03d}\"]\n",
    "                except:\n",
    "                    df.loc[year, day] = np.nan\n",
    "            yearly_data = pd.concat([yearly_data, df])\n",
    "\n",
    "        # Calculate the average of each column for the bottom 15 rows\n",
    "        average_15 = yearly_data.iloc[-15:].mean().cumsum()\n",
    "        average_15 = average_15.ffill()\n",
    "        average_5 = yearly_data.iloc[-5:].mean().cumsum()\n",
    "        average_5 = average_5.ffill()\n",
    "        last_year = yearly_data.iloc[-2].cumsum()\n",
    "        last_year = last_year.ffill()\n",
    "        this_year = yearly_data.iloc[-1].cumsum()\n",
    "        this_year = this_year.dropna()\n",
    "\n",
    "        # Plot 15 Year Avg, 5 Year Avg, and Last Year\n",
    "        fig = go.Figure()\n",
    "        fig.add_trace(go.Scatter(x=average_15.index, y=average_15, name='15 Year Avg'))\n",
    "        fig.add_trace(go.Scatter(x=average_5.index, y=average_5, name='5 Year Avg'))\n",
    "        fig.add_trace(go.Scatter(x=last_year.index, y=last_year, name='Last Year'))\n",
    "        fig.add_trace(go.Scatter(x=this_year.index, y=this_year, name='This Year'))\n",
    "\n",
    "        # Plot the 20D Moving Average for the 15 Year Avg, and the 5 Year Avg\n",
    "        fig.add_trace(go.Scatter(x=average_15.index, y=average_15.rolling(20).mean(), name='15 Year Avg 20D MA'))\n",
    "        fig.add_trace(go.Scatter(x=average_5.index, y=average_5.rolling(20).mean(), name='5 Year Avg 20D MA'))\n",
    "\n",
    "        # Find the longest positive number streak in the 15 Year Avg\n",
    "        longest_stretch = 0\n",
    "        current_stretch = 0\n",
    "        pos_start_day_15 = 0\n",
    "        pos_end_day_15 = 0\n",
    "\n",
    "        average_15_notsum = yearly_data.iloc[-15:].mean()\n",
    "\n",
    "        # Convert to a df\n",
    "        average_15_notsum = pd.DataFrame(average_15_notsum, columns=['% Chg.'])\n",
    "\n",
    "        # Add a column to the df with whether the value is positive\n",
    "        average_15_notsum['Positive'] = average_15_notsum['% Chg.'] > 0\n",
    "\n",
    "        # Loop over the values in the \"Positive\" column and keep track of the longest streak and what day it starts and ends\n",
    "        for i in average_15_notsum['Positive'].index:\n",
    "            if i == 366:\n",
    "                continue\n",
    "            if average_15_notsum['Positive'][i]:\n",
    "                current_stretch += 1\n",
    "            else:\n",
    "                current_stretch = 0\n",
    "            if current_stretch > longest_stretch:\n",
    "                longest_stretch = current_stretch\n",
    "                pos_start_day_15 = average_15_notsum.index[i - longest_stretch + 1]\n",
    "                pos_end_day_15 = average_15_notsum.index[i]\n",
    "\n",
    "        # Find the longest positive number streak in the 5 Year Avg\n",
    "        longest_stretch = 0\n",
    "        current_stretch = 0\n",
    "        pos_start_day_5 = 0\n",
    "        pos_end_day_5 = 0\n",
    "\n",
    "        average_5_notsum = yearly_data.iloc[-5:].mean()\n",
    "\n",
    "        # Convert to a df\n",
    "        average_5_notsum = pd.DataFrame(average_5_notsum, columns=['% Chg.'])\n",
    "\n",
    "        # Add a column to the df with whether the value is positive\n",
    "        average_5_notsum['Positive'] = average_5_notsum['% Chg.'] > 0\n",
    "\n",
    "        # Loop over the values in the \"Positive\" column and keep track of the longest streak and what day it starts and ends\n",
    "        for i in average_5_notsum['Positive'].index:\n",
    "            if i == 366:\n",
    "                continue\n",
    "            if average_5_notsum['Positive'][i]:\n",
    "                current_stretch += 1\n",
    "            else:\n",
    "                current_stretch = 0\n",
    "            if current_stretch > longest_stretch:\n",
    "                longest_stretch = current_stretch\n",
    "                pos_start_day_5 = average_5_notsum.index[i - longest_stretch + 1]\n",
    "                pos_end_day_5 = average_5_notsum.index[i]\n",
    "\n",
    "        # Plot the 15 Year Avg and the 5 Year Avg with the longest positive number streak highlighted\n",
    "        fig.add_shape(type=\"rect\", xref=\"x\", yref=\"paper\", x0=pos_start_day_15 - 1, y0=0, x1=pos_end_day_15 - 1, y1=1,\n",
    "                      fillcolor=\"lightgreen\", opacity=0.25, line_width=0)\n",
    "        fig.add_shape(type=\"rect\", xref=\"x\", yref=\"paper\", x0=pos_start_day_5 - 1, y0=0, x1=pos_end_day_5 - 1, y1=1,\n",
    "                      fillcolor=\"lightgreen\", opacity=0.25, line_width=0)\n",
    "        # Find the longest negative number streak in the 15 Year Avg\n",
    "        longest_stretch = 0\n",
    "        current_stretch = 0\n",
    "        neg_start_day_15 = 0\n",
    "        neg_end_day_15 = 0\n",
    "\n",
    "        average_15_notsum = yearly_data.iloc[-15:].mean()\n",
    "\n",
    "        # Convert to a df\n",
    "        average_15_notsum = pd.DataFrame(average_15_notsum, columns=['% Chg.'])\n",
    "\n",
    "        # Add a column to the df with whether the value is negative\n",
    "        average_15_notsum['Negative'] = average_15_notsum['% Chg.'] < 0\n",
    "\n",
    "        # Loop over the values in the \"Negative\" column and keep track of the longest streak and what day it starts and ends\n",
    "        for i in average_15_notsum['Negative'].index:\n",
    "            if i == 366:\n",
    "                continue\n",
    "            if average_15_notsum['Negative'][i]:\n",
    "                current_stretch += 1\n",
    "            else:\n",
    "                current_stretch = 0\n",
    "            if current_stretch > longest_stretch:\n",
    "                longest_stretch = current_stretch\n",
    "                neg_start_day_15 = average_15_notsum.index[i - longest_stretch + 1]\n",
    "                neg_end_day_15 = average_15_notsum.index[i]\n",
    "\n",
    "        # Find the longest negative number streak in the 5 Year Avg\n",
    "        longest_stretch = 0\n",
    "        current_stretch = 0\n",
    "        neg_start_day_5 = 0\n",
    "        neg_end_day_5 = 0\n",
    "\n",
    "        average_5_notsum = yearly_data.iloc[-5:].mean()\n",
    "\n",
    "        # Convert to a df\n",
    "        average_5_notsum = pd.DataFrame(average_5_notsum, columns=['% Chg.'])\n",
    "\n",
    "        # Add a column to the df with whether the value is negative\n",
    "        average_5_notsum['Negative'] = average_5_notsum['% Chg.'] < 0\n",
    "\n",
    "        # Loop over the values in the \"Negative\" column and keep track of the longest streak and what day it starts and ends\n",
    "        for i in average_5_notsum['Negative'].index:\n",
    "            if i == 366:\n",
    "                continue\n",
    "            if average_5_notsum['Negative'][i]:\n",
    "                current_stretch += 1\n",
    "            else:\n",
    "                current_stretch = 0\n",
    "            if current_stretch > longest_stretch:\n",
    "                longest_stretch = current_stretch\n",
    "                neg_start_day_5 = average_5_notsum.index[i - longest_stretch + 1]\n",
    "                neg_end_day_5 = average_5_notsum.index[i]\n",
    "\n",
    "        # Plot the 15 Year Avg and the 5 Year Avg with the longest positive number streak highlighted\n",
    "        fig.add_shape(type=\"rect\", xref=\"x\", yref=\"paper\", x0=pos_start_day_15 - 1, y0=0, x1=pos_end_day_15 - 1, y1=1,\n",
    "                      fillcolor=\"green\", opacity=0.25, line_width=0)\n",
    "        fig.add_shape(type=\"rect\", xref=\"x\", yref=\"paper\", x0=pos_start_day_5 - 1, y0=0, x1=pos_end_day_5 - 1, y1=1,\n",
    "                      fillcolor=\"lightgreen\", opacity=0.25, line_width=0)\n",
    "\n",
    "        # Highlight the longest negative number streaks\n",
    "        fig.add_shape(type=\"rect\", xref=\"x\", yref=\"paper\", x0=neg_start_day_15 - 1, y0=0, x1=neg_end_day_15 - 1, y1=1,\n",
    "                      fillcolor=\"coral\", opacity=0.25, line_width=0)\n",
    "        fig.add_shape(type=\"rect\", xref=\"x\", yref=\"paper\", x0=neg_start_day_5 - 1, y0=0, x1=neg_end_day_5 - 1, y1=1,\n",
    "                      fillcolor=\"lightcoral\", opacity=0.25, line_width=0)\n",
    "\n",
    "        # Update the Title and Axis Labels and show the plot\n",
    "        fig.update_layout(title=f'{ticker} Seasonality for {start_year} to {end_year}', xaxis_title='Day of Year', yaxis_title='% Change')\n",
    "        # fig.show()\n",
    "\n",
    "        # Save HTML of plot\n",
    "        folder_path = \"E:/path/of/your/choice/\" + str(start_year + 5) + \"-\" + str(end_year)\n",
    "\n",
    "        # Create the folder if it doesn't exist\n",
    "        if not os.path.exists(folder_path):\n",
    "            os.makedirs(folder_path)\n",
    "\n",
    "        file_path = folder_path + \"/\" + ticker + \"_seasonality.html\"\n",
    "        fig.write_html(file_path)\n",
    "\n",
    "        # Create an array of the years from start_year to end_year\n",
    "        years = np.arange(start_year, end_year+1)\n",
    "\n",
    "        # Calculate the % gain or loss for each year (in the rows) for the longest positive streak in the 15 Year Avg\n",
    "        ticker_pos_streak_15 = pd.DataFrame()\n",
    "        for i in range(0, end_year-start_year+1):\n",
    "            pos_streak_15 = yearly_data.iloc[i][pos_start_day_15 - 2:pos_end_day_15 - 1].cumsum()\n",
    "            pos_streak_15 = pos_streak_15.ffill()\n",
    "            ticker_pos_streak_15[f'{years[i]}'] = pos_streak_15\n",
    "\n",
    "\n",
    "        # Calculate the % gain or loss for each year (in the rows) for the longest positive streak in the 5 Year Avg\n",
    "        ticker_pos_streak_5 = pd.DataFrame()\n",
    "        for i in range(0, end_year-start_year+1):\n",
    "            pos_streak_5 = yearly_data.iloc[i][pos_start_day_5 - 2:pos_end_day_5 - 1].cumsum()\n",
    "            pos_streak_5 = pos_streak_5.ffill()\n",
    "            ticker_pos_streak_5[f'{years[i]}'] = pos_streak_5\n",
    "\n",
    "        # Calculate the % gain or loss for each year (in the rows) for the longest negative streak in the 15 Year Avg\n",
    "        ticker_neg_streak_15 = pd.DataFrame()\n",
    "        for i in range(0, end_year-start_year+1):\n",
    "            neg_streak_15 = yearly_data.iloc[i][neg_start_day_15 - 2:neg_end_day_15 - 1].cumsum()\n",
    "            neg_streak_15 = neg_streak_15.ffill()\n",
    "            ticker_neg_streak_15[f'{years[i]}'] = neg_streak_15\n",
    "\n",
    "        # Calculate the % gain or loss for each year (in the rows) for the longest negative streak in the 5 Year Avg\n",
    "        ticker_neg_streak_5 = pd.DataFrame()\n",
    "        for i in range(0, end_year-start_year+1):\n",
    "            neg_streak_5 = yearly_data.iloc[i][neg_start_day_5 - 2:neg_end_day_5 - 1].cumsum()\n",
    "            neg_streak_5 = neg_streak_5.ffill()\n",
    "            ticker_neg_streak_5[f'{years[i]}'] = neg_streak_5\n",
    "\n",
    "        # Create a df to hold the statistics for the different streaks\n",
    "        stats = pd.DataFrame(index=['Asset', 'Start Day', 'End Day', 'Longest Streak', '% Correct', 'Expected Value (%)',\n",
    "                                    'Max DD From Entry (%)', 'Risk Reward Ratio', 'Sharpe Ratio', ' '],\n",
    "                             columns=['15 Year Positive Streak', '5 Year Positive Streak', '15 Year Negative Streak', '5 Year Negative Streak'])\n",
    "\n",
    "        # Write to each row label with the specified statistic for each streak type\n",
    "        # Asset\n",
    "        stats.loc['Asset']['15 Year Positive Streak'] = ticker\n",
    "        stats.loc['Asset']['5 Year Positive Streak'] = ticker\n",
    "        stats.loc['Asset']['15 Year Negative Streak'] = ticker\n",
    "        stats.loc['Asset']['5 Year Negative Streak'] = ticker\n",
    "\n",
    "        # Start Day\n",
    "        stats.loc['Start Day']['15 Year Positive Streak'] = datetime.strptime(str(pos_start_day_15 - 1), \"%j\").strftime(\"%m-%d\")\n",
    "        stats.loc['Start Day']['5 Year Positive Streak'] = datetime.strptime(str(pos_start_day_5 - 1), \"%j\").strftime(\"%m-%d\")\n",
    "        stats.loc['Start Day']['15 Year Negative Streak'] = datetime.strptime(str(neg_start_day_15 - 1), \"%j\").strftime(\"%m-%d\")\n",
    "        stats.loc['Start Day']['5 Year Negative Streak'] = datetime.strptime(str(neg_start_day_5 - 1), \"%j\").strftime(\"%m-%d\")\n",
    "\n",
    "        # End Day\n",
    "        stats.loc['End Day']['15 Year Positive Streak'] = datetime.strptime(str(pos_end_day_15 - 1), \"%j\").strftime(\"%m-%d\")\n",
    "        stats.loc['End Day']['5 Year Positive Streak'] = datetime.strptime(str(pos_end_day_5 - 1), \"%j\").strftime(\"%m-%d\")\n",
    "        stats.loc['End Day']['15 Year Negative Streak'] = datetime.strptime(str(neg_end_day_15 - 1), \"%j\").strftime(\"%m-%d\")\n",
    "        stats.loc['End Day']['5 Year Negative Streak'] = datetime.strptime(str(neg_end_day_5 - 1), \"%j\").strftime(\"%m-%d\")\n",
    "\n",
    "        # Longest Streak\n",
    "        stats.loc['Longest Streak']['15 Year Positive Streak'] = pos_end_day_15 - pos_start_day_15 + 1\n",
    "        stats.loc['Longest Streak']['5 Year Positive Streak'] = pos_end_day_5 - pos_start_day_5 + 1\n",
    "        stats.loc['Longest Streak']['15 Year Negative Streak'] = neg_end_day_15 - neg_start_day_15 + 1\n",
    "        stats.loc['Longest Streak']['5 Year Negative Streak'] = neg_end_day_5 - neg_start_day_5 + 1\n",
    "\n",
    "        # Expected Value\n",
    "        stats.loc['Expected Value (%)']['15 Year Positive Streak'] = ticker_pos_streak_15.iloc[-1].mean()\n",
    "        stats.loc['Expected Value (%)']['5 Year Positive Streak'] = ticker_pos_streak_5.iloc[-1].mean()\n",
    "        stats.loc['Expected Value (%)']['15 Year Negative Streak'] = ticker_neg_streak_15.iloc[-1].mean() * -1\n",
    "        stats.loc['Expected Value (%)']['5 Year Negative Streak'] = ticker_neg_streak_5.iloc[-1].mean() * -1\n",
    "\n",
    "        # % Correct\n",
    "        stats.loc['% Correct']['15 Year Positive Streak'] = (ticker_pos_streak_15.iloc[-1] > 0).sum() / len(ticker_pos_streak_15.iloc[-1])\n",
    "        stats.loc['% Correct']['5 Year Positive Streak'] = (ticker_pos_streak_5.iloc[-1] > 0).sum() / len(ticker_pos_streak_5.iloc[-1])\n",
    "        stats.loc['% Correct']['15 Year Negative Streak'] = (ticker_neg_streak_15.iloc[-1] < 0).sum() / len(ticker_neg_streak_15.iloc[-1])\n",
    "        stats.loc['% Correct']['5 Year Negative Streak'] = (ticker_neg_streak_5.iloc[-1] < 0).sum() / len(ticker_neg_streak_5.iloc[-1])\n",
    "\n",
    "        # Average DD\n",
    "        stats.loc['Max DD From Entry (%)']['15 Year Positive Streak'] = ticker_pos_streak_15.iloc[-1].min()\n",
    "        stats.loc['Max DD From Entry (%)']['5 Year Positive Streak'] = ticker_pos_streak_5.iloc[-1].min()\n",
    "        stats.loc['Max DD From Entry (%)']['15 Year Negative Streak'] = ticker_neg_streak_15.iloc[-1].max() * -1\n",
    "        stats.loc['Max DD From Entry (%)']['5 Year Negative Streak'] = ticker_neg_streak_5.iloc[-1].max() * -1\n",
    "\n",
    "        # Risk Reward Ratio\n",
    "        stats.loc['Risk Reward Ratio']['15 Year Positive Streak'] = abs(ticker_pos_streak_15.iloc[-1].mean() / ticker_pos_streak_15.iloc[-1].min())\n",
    "        stats.loc['Risk Reward Ratio']['5 Year Positive Streak'] = abs(ticker_pos_streak_5.iloc[-1].mean() / ticker_pos_streak_5.iloc[-1].min())\n",
    "        stats.loc['Risk Reward Ratio']['15 Year Negative Streak'] = abs(ticker_neg_streak_15.iloc[-1].mean() / ticker_neg_streak_15.iloc[-1].max())\n",
    "        stats.loc['Risk Reward Ratio']['5 Year Negative Streak'] = abs(ticker_neg_streak_5.iloc[-1].mean() / ticker_neg_streak_5.iloc[-1].max())\n",
    "\n",
    "        # Sharpe Ratio\n",
    "        stats.loc['Sharpe Ratio']['15 Year Positive Streak'] = ticker_pos_streak_15.iloc[-1].mean() / ticker_pos_streak_15.iloc[-1].std()\n",
    "        stats.loc['Sharpe Ratio']['5 Year Positive Streak'] = ticker_pos_streak_5.iloc[-1].mean() / ticker_pos_streak_5.iloc[-1].std()\n",
    "        stats.loc['Sharpe Ratio']['15 Year Negative Streak'] = ticker_neg_streak_15.iloc[-1].mean() / ticker_neg_streak_15.iloc[-1].std() * -1\n",
    "        stats.loc['Sharpe Ratio']['5 Year Negative Streak'] = ticker_neg_streak_5.iloc[-1].mean() / ticker_neg_streak_5.iloc[-1].std() * -1\n",
    "\n",
    "        # Next Header Row\n",
    "        stats.loc[' ']['15 Year Positive Streak'] = '15 Year Positive Streak'\n",
    "        stats.loc[' ']['5 Year Positive Streak'] = '5 Year Positive Streak'\n",
    "        stats.loc[' ']['15 Year Negative Streak'] = '15 Year Negative Streak'\n",
    "        stats.loc[' ']['5 Year Negative Streak'] = '5 Year Negative Streak'\n",
    "\n",
    "        # Concatenate the stats for the current ticker to the portfolio stats\n",
    "        portfolio_stats = pd.concat([portfolio_stats, stats])\n",
    "\n",
    "        # Find the best trades for the next year by selecting the column with the highest % correct and a sharpe ratio greater than 0.7\n",
    "        goodTrades = stats.loc[:, (stats.loc['% Correct'] >= 0.7) & (stats.loc['Sharpe Ratio'] >= 0.7)]\n",
    "\n",
    "        # Drop the last row from the selected columns\n",
    "        goodTrades = goodTrades.iloc[:-1, :]\n",
    "\n",
    "        # If there are no good trades, skip to the next ticker\n",
    "        if goodTrades.empty:\n",
    "            continue\n",
    "        else:\n",
    "            nextTrade = pd.concat([nextTrade, goodTrades])\n",
    "\n",
    "    # Return the portfolio stats and next trade df\n",
    "    return portfolio_stats, nextTrade\n",
    "\n",
    "\n",
    "# Define a portfolio of commodity futures contracts\n",
    "portfolio = ['GC=F', 'SI=F', 'HG=F', 'CL=F', 'NG=F', 'ZC=F', 'ZS=F', 'ZM=F', 'ZW=F', 'ZL=F', 'ZB=F', 'ZN=F', 'ZT=F', 'ZQ=F']\n",
    "\n",
    "# Make a range of years to test\n",
    "years = range(2015, 2024)\n",
    "\n",
    "# Run seasonality for each year as a walk forward test to create a portfolio of the best trades for the next year\n",
    "for year in years:\n",
    "    start_date = datetime.strptime(str(year - 20) + \"-01-01\", '%Y-%m-%d')\n",
    "    end_date = datetime.strptime(str(year) + \"-01-01\", '%Y-%m-%d')\n",
    "    portfolio_stats, nextTrade = seasonality(portfolio, start_date=start_date, end_date=end_date)\n",
    "    portfolio_stats.to_csv(f'{str(start_date.year + 5)}-{str(end_date.year)}/seasonality_' + str(start_date.year + 5) + '_' + str(end_date.year) + '.csv')\n",
    "    nextTrade.to_csv(f'{str(start_date.year + 5)}-{str(end_date.year)}/nextTrade_' + str(start_date.year + 5) + '_' + str(end_date.year) + '.csv')\n"
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