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     "source": [
      "# Data Wrangling\n",
      "\n",
      "For some large scale buildings in Harvard, <b>there are three types energy consumption, electricity, chilled water and steam. Chilled water is for cooling and steam is for heating</b>. The following figure shows the buildings with chilled water and steam supply from Harvard plants.\n",
      "\n",
      "<img src=\"Pics/cw and steam supply.png\", style=\"width:70%\">\n",
      "<p align=\"center\">Fig. Harvard chilled water and steam supply. (Left: chilled water, highlighted in blue. Right: Steam, highlighted in yellow.)</p>\n",
      "Image source: <a href = \"http://www.districtenergy.org/assets/pdfs/2011Campus_Miami/Thursday/5A2SCHMIDTidea2011.pdf\"> Harvard University Campus Service</a>\n",
      "\n",
      "We picked one building and got energy consumption data from 2011/07/01 to 2014/10/31. There are several months data missing due to meter malfunction. The data resolution is hourly. In original data, the hourly data is meter readings. So in order to get hourly consumption, we need to offset the data and do the minus. We have hourly data from January 2012 to October 2014 for both weather and energy (2.75 years). The weather data is from weather stations in Cambridge. \n",
      "\n",
      "---\n",
      "In this section, we are going to finish the following tasks.\n",
      "\n",
      "1. Get hourly electricity, chilled water and steam from the original data downloaded from Harvard Energy Witness website manually.\n",
      "\n",
      "2. Clean weather data, add more features including cooling degrees, heating degress and humidity ratio.\n",
      "\n",
      "3. Estimate daily occupancy based on holidays, school year and weekends.\n",
      "\n",
      "4. Create features reletate to hour, which is cos(hourOfDay * 2 * pi / 24).\n",
      "\n",
      "5. Merge electricity, chilled water and steam dataframe with weather and time and occupancy features."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline \n",
      "\n",
      "import requests \n",
      "from StringIO import StringIO\n",
      "import numpy as np\n",
      "import pandas as pd # pandas\n",
      "import matplotlib.pyplot as plt # module for plotting \n",
      "import datetime as dt # module for manipulating dates and times\n",
      "import numpy.linalg as lin # module for performing linear algebra operations\n",
      "from __future__ import division\n",
      "from math import log10,exp\n",
      "\n",
      "pd.options.display.mpl_style = 'default'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Original Energy Consumption Data\n",
      "\n",
      "Original data are downloaded from <b>Harvard Energy Witness Website</b>\n",
      "<img src=\"Pics/energyWitness1.png\", style=\"width:80%\">\n",
      "<img src=\"Pics/energyWitness3.png\", style=\"width:80%\">\n",
      "\n",
      "Then we use Pandas to put them together into one dataframe.\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "file = 'Data/Org/0701-0930-2011.xls' \n",
      "df = pd.read_excel(file, header = 0, skiprows = np.arange(0,6))\n",
      "\n",
      "files = ['Data/Org/1101-1130-2011.xls', 'Data/Org/1201-2011-0131-2012.xls',\n",
      "         'Data/Org/0201-0331-2012.xls','Data/Org/0401-0531-2012.xls','Data/Org/0601-0630-2012.xls',\n",
      "         'Data/Org/0701-0831-2012.xls','Data/Org/0901-1031-2012.xls','Data/Org/1101-1231-2012.xls',\n",
      "         'Data/Org/0101-0228-2013.xls',\n",
      "         'Data/Org/0301-0430-2013.xls','Data/Org/0501-0630-2013.xls','Data/Org/0701-0831-2013.xls',\n",
      "         'Data/Org/0901-1031-2013.xls','Data/Org/1101-1231-2013.xls','Data/Org/0101-0228-2014.xls',\n",
      "         'Data/Org/0301-0430-2014.xls', 'Data/Org/0501-0630-2014.xls', 'Data/Org/0701-0831-2014.xls',\n",
      "         'Data/Org/0901-1031-2014.xls']\n",
      "\n",
      "for file in files:\n",
      "    data = pd.read_excel(file, header = 0, skiprows = np.arange(0,6))\n",
      "    df = df.append(data)\n",
      "\n",
      "df.head()"
     ],
     "language": "python",
     "metadata": {},
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        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
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        "      <th></th>\n",
        "      <th>Unnamed: 0</th>\n",
        "      <th>Unnamed: 1</th>\n",
        "      <th>Gund Bus-A 15 Min Block Demand - kW</th>\n",
        "      <th>Gund Bus-A CurrentA - Amps</th>\n",
        "      <th>Unnamed: 4</th>\n",
        "      <th>Unnamed: 5</th>\n",
        "      <th>Gund Bus-A CurrentB - Amps</th>\n",
        "      <th>Unnamed: 7</th>\n",
        "      <th>Gund Bus-A CurrentC - Amps</th>\n",
        "      <th>Unnamed: 9</th>\n",
        "      <th>...</th>\n",
        "      <th>Gund Main Demand - Tons</th>\n",
        "      <th>Gund Main Energy - Ton-Days</th>\n",
        "      <th>Gund Main FlowRate - gpm</th>\n",
        "      <th>Gund Main FlowTotal - kgal(1000)</th>\n",
        "      <th>Gund Main SignalAeration - Count</th>\n",
        "      <th>Gund Main SignalStrength - Count</th>\n",
        "      <th>Gund Main SonicVelocity - Ft/Sec</th>\n",
        "      <th>Gund Main TempDelta - Deg F</th>\n",
        "      <th>Gund Main TempReturn - Deg F</th>\n",
        "      <th>Gund Main TempSupply - Deg F</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>2011-07-01 01:00:00</td>\n",
        "      <td>   White</td>\n",
        "      <td> 48.458733</td>\n",
        "      <td> 65.977882</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 52.631417</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 55.603840</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
        "      <td> 4.677294</td>\n",
        "      <td> 17912.537804</td>\n",
        "      <td> 6.916454</td>\n",
        "      <td> 48168.083414</td>\n",
        "      <td> 0.693405</td>\n",
        "      <td> 57.208127</td>\n",
        "      <td> 1437.640543</td>\n",
        "      <td> 16.238684</td>\n",
        "      <td> 59.757447</td>\n",
        "      <td> 43.516103</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2011-07-01 02:00:00</td>\n",
        "      <td>   White</td>\n",
        "      <td> 40.472697</td>\n",
        "      <td> 57.230223</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 42.483092</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 50.243230</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
        "      <td> 4.586403</td>\n",
        "      <td> 17912.853518</td>\n",
        "      <td> 6.739337</td>\n",
        "      <td> 48168.645429</td>\n",
        "      <td> 0.567355</td>\n",
        "      <td> 57.082909</td>\n",
        "      <td> 1438.030719</td>\n",
        "      <td> 16.263573</td>\n",
        "      <td> 59.710199</td>\n",
        "      <td> 43.495128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>2011-07-01 03:00:00</td>\n",
        "      <td> #d2e4b0</td>\n",
        "      <td> 39.472809</td>\n",
        "      <td> 55.487443</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 41.911784</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 48.482163</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
        "      <td> 4.462877</td>\n",
        "      <td> 17913.169232</td>\n",
        "      <td> 6.725142</td>\n",
        "      <td> 48169.207444</td>\n",
        "      <td> 0.441304</td>\n",
        "      <td> 57.001646</td>\n",
        "      <td> 1439.111130</td>\n",
        "      <td> 15.797043</td>\n",
        "      <td> 59.248158</td>\n",
        "      <td> 43.457344</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>2011-07-01 04:00:00</td>\n",
        "      <td>   White</td>\n",
        "      <td> 39.198879</td>\n",
        "      <td> 55.849806</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 41.525529</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 48.987457</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
        "      <td> 4.696993</td>\n",
        "      <td> 17913.484946</td>\n",
        "      <td> 7.041330</td>\n",
        "      <td> 48169.769458</td>\n",
        "      <td> 0.315254</td>\n",
        "      <td> 57.000000</td>\n",
        "      <td> 1440.768604</td>\n",
        "      <td> 15.947392</td>\n",
        "      <td> 59.207097</td>\n",
        "      <td> 43.267682</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>2011-07-01 05:00:00</td>\n",
        "      <td>   White</td>\n",
        "      <td> 39.297522</td>\n",
        "      <td> 55.736219</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 41.299381</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 48.710408</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
        "      <td> 4.550372</td>\n",
        "      <td> 17913.800660</td>\n",
        "      <td> 6.863004</td>\n",
        "      <td> 48170.331473</td>\n",
        "      <td> 0.189204</td>\n",
        "      <td> 57.000000</td>\n",
        "      <td> 1442.426077</td>\n",
        "      <td> 15.903679</td>\n",
        "      <td> 59.282707</td>\n",
        "      <td> 43.372615</td>\n",
        "    </tr>\n",
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        "</table>\n",
        "<p>5 rows \u00d7 55 columns</p>\n",
        "</div>"
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       "text": [
        "           Unnamed: 0 Unnamed: 1  Gund Bus-A 15 Min Block Demand - kW  \\\n",
        "0 2011-07-01 01:00:00      White                            48.458733   \n",
        "1 2011-07-01 02:00:00      White                            40.472697   \n",
        "2 2011-07-01 03:00:00    #d2e4b0                            39.472809   \n",
        "3 2011-07-01 04:00:00      White                            39.198879   \n",
        "4 2011-07-01 05:00:00      White                            39.297522   \n",
        "\n",
        "   Gund Bus-A CurrentA - Amps  Unnamed: 4  Unnamed: 5  \\\n",
        "0                   65.977882         NaN         NaN   \n",
        "1                   57.230223         NaN         NaN   \n",
        "2                   55.487443         NaN         NaN   \n",
        "3                   55.849806         NaN         NaN   \n",
        "4                   55.736219         NaN         NaN   \n",
        "\n",
        "   Gund Bus-A CurrentB - Amps  Unnamed: 7  Gund Bus-A CurrentC - Amps  \\\n",
        "0                   52.631417         NaN                   55.603840   \n",
        "1                   42.483092         NaN                   50.243230   \n",
        "2                   41.911784         NaN                   48.482163   \n",
        "3                   41.525529         NaN                   48.987457   \n",
        "4                   41.299381         NaN                   48.710408   \n",
        "\n",
        "   Unnamed: 9              ...               Gund Main Demand - Tons  \\\n",
        "0         NaN              ...                              4.677294   \n",
        "1         NaN              ...                              4.586403   \n",
        "2         NaN              ...                              4.462877   \n",
        "3         NaN              ...                              4.696993   \n",
        "4         NaN              ...                              4.550372   \n",
        "\n",
        "   Gund Main Energy - Ton-Days  Gund Main FlowRate - gpm  \\\n",
        "0                 17912.537804                  6.916454   \n",
        "1                 17912.853518                  6.739337   \n",
        "2                 17913.169232                  6.725142   \n",
        "3                 17913.484946                  7.041330   \n",
        "4                 17913.800660                  6.863004   \n",
        "\n",
        "   Gund Main FlowTotal - kgal(1000)  Gund Main SignalAeration - Count  \\\n",
        "0                      48168.083414                          0.693405   \n",
        "1                      48168.645429                          0.567355   \n",
        "2                      48169.207444                          0.441304   \n",
        "3                      48169.769458                          0.315254   \n",
        "4                      48170.331473                          0.189204   \n",
        "\n",
        "   Gund Main SignalStrength - Count  Gund Main SonicVelocity - Ft/Sec  \\\n",
        "0                         57.208127                       1437.640543   \n",
        "1                         57.082909                       1438.030719   \n",
        "2                         57.001646                       1439.111130   \n",
        "3                         57.000000                       1440.768604   \n",
        "4                         57.000000                       1442.426077   \n",
        "\n",
        "   Gund Main TempDelta - Deg F  Gund Main TempReturn - Deg F  \\\n",
        "0                    16.238684                     59.757447   \n",
        "1                    16.263573                     59.710199   \n",
        "2                    15.797043                     59.248158   \n",
        "3                    15.947392                     59.207097   \n",
        "4                    15.903679                     59.282707   \n",
        "\n",
        "   Gund Main TempSupply - Deg F  \n",
        "0                     43.516103  \n",
        "1                     43.495128  \n",
        "2                     43.457344  \n",
        "3                     43.267682  \n",
        "4                     43.372615  \n",
        "\n",
        "[5 rows x 55 columns]"
       ]
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    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "> Above is the original hourly data.\n",
      "\n",
      "As you can see, it is quite messy. The first thing to remove meaningless columns."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.rename(columns={'Unnamed: 0':'Datetime'}, inplace=True)\n",
      "nonBlankColumns = ['Unnamed' not in s for s in df.columns]\n",
      "columns = df.columns[nonBlankColumns]\n",
      "df = df[columns]\n",
      "df = df.set_index(['Datetime'])\n",
      "df.index.name = None\n",
      "df.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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        "  <thead>\n",
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        "      <th></th>\n",
        "      <th>Gund Bus-A 15 Min Block Demand - kW</th>\n",
        "      <th>Gund Bus-A CurrentA - Amps</th>\n",
        "      <th>Gund Bus-A CurrentB - Amps</th>\n",
        "      <th>Gund Bus-A CurrentC - Amps</th>\n",
        "      <th>Gund Bus-A CurrentN - Amps</th>\n",
        "      <th>Gund Bus-A EnergyReal - kWhr</th>\n",
        "      <th>Gund Bus-A Freq - Hertz</th>\n",
        "      <th>Gund Bus-A Max Monthly Demand - kW</th>\n",
        "      <th>Gund Bus-A PowerApp - kVA</th>\n",
        "      <th>Gund Bus-A PowerReac - kVAR</th>\n",
        "      <th>...</th>\n",
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        "      <th>Gund Main Energy - Ton-Days</th>\n",
        "      <th>Gund Main FlowRate - gpm</th>\n",
        "      <th>Gund Main FlowTotal - kgal(1000)</th>\n",
        "      <th>Gund Main SignalAeration - Count</th>\n",
        "      <th>Gund Main SignalStrength - Count</th>\n",
        "      <th>Gund Main SonicVelocity - Ft/Sec</th>\n",
        "      <th>Gund Main TempDelta - Deg F</th>\n",
        "      <th>Gund Main TempReturn - Deg F</th>\n",
        "      <th>Gund Main TempSupply - Deg F</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2011-07-01 01:00:00</th>\n",
        "      <td> 48.458733</td>\n",
        "      <td> 65.977882</td>\n",
        "      <td> 52.631417</td>\n",
        "      <td> 55.603840</td>\n",
        "      <td> 15.982278</td>\n",
        "      <td> 1796757.502803</td>\n",
        "      <td> 59.837524</td>\n",
        "      <td> 96.117915</td>\n",
        "      <td> 48.757073</td>\n",
        "      <td> 12.344712</td>\n",
        "      <td>...</td>\n",
        "      <td> 4.677294</td>\n",
        "      <td> 17912.537804</td>\n",
        "      <td> 6.916454</td>\n",
        "      <td> 48168.083414</td>\n",
        "      <td> 0.693405</td>\n",
        "      <td> 57.208127</td>\n",
        "      <td> 1437.640543</td>\n",
        "      <td> 16.238684</td>\n",
        "      <td> 59.757447</td>\n",
        "      <td> 43.516103</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 02:00:00</th>\n",
        "      <td> 40.472697</td>\n",
        "      <td> 57.230223</td>\n",
        "      <td> 42.483092</td>\n",
        "      <td> 50.243230</td>\n",
        "      <td> 13.423762</td>\n",
        "      <td> 1796800.145991</td>\n",
        "      <td> 60.005569</td>\n",
        "      <td> 96.117915</td>\n",
        "      <td> 42.238685</td>\n",
        "      <td> 12.967984</td>\n",
        "      <td>...</td>\n",
        "      <td> 4.586403</td>\n",
        "      <td> 17912.853518</td>\n",
        "      <td> 6.739337</td>\n",
        "      <td> 48168.645429</td>\n",
        "      <td> 0.567355</td>\n",
        "      <td> 57.082909</td>\n",
        "      <td> 1438.030719</td>\n",
        "      <td> 16.263573</td>\n",
        "      <td> 59.710199</td>\n",
        "      <td> 43.495128</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 03:00:00</th>\n",
        "      <td> 39.472809</td>\n",
        "      <td> 55.487443</td>\n",
        "      <td> 41.911784</td>\n",
        "      <td> 48.482163</td>\n",
        "      <td> 13.478933</td>\n",
        "      <td> 1796840.146023</td>\n",
        "      <td> 59.833880</td>\n",
        "      <td> 96.117915</td>\n",
        "      <td> 41.278573</td>\n",
        "      <td> 12.732046</td>\n",
        "      <td>...</td>\n",
        "      <td> 4.462877</td>\n",
        "      <td> 17913.169232</td>\n",
        "      <td> 6.725142</td>\n",
        "      <td> 48169.207444</td>\n",
        "      <td> 0.441304</td>\n",
        "      <td> 57.001646</td>\n",
        "      <td> 1439.111130</td>\n",
        "      <td> 15.797043</td>\n",
        "      <td> 59.248158</td>\n",
        "      <td> 43.457344</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 04:00:00</th>\n",
        "      <td> 39.198879</td>\n",
        "      <td> 55.849806</td>\n",
        "      <td> 41.525529</td>\n",
        "      <td> 48.987457</td>\n",
        "      <td> 13.603309</td>\n",
        "      <td> 1796879.023607</td>\n",
        "      <td> 59.673044</td>\n",
        "      <td> 96.117915</td>\n",
        "      <td> 41.345776</td>\n",
        "      <td> 12.687845</td>\n",
        "      <td>...</td>\n",
        "      <td> 4.696993</td>\n",
        "      <td> 17913.484946</td>\n",
        "      <td> 7.041330</td>\n",
        "      <td> 48169.769458</td>\n",
        "      <td> 0.315254</td>\n",
        "      <td> 57.000000</td>\n",
        "      <td> 1440.768604</td>\n",
        "      <td> 15.947392</td>\n",
        "      <td> 59.207097</td>\n",
        "      <td> 43.267682</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 05:00:00</th>\n",
        "      <td> 39.297522</td>\n",
        "      <td> 55.736219</td>\n",
        "      <td> 41.299381</td>\n",
        "      <td> 48.710408</td>\n",
        "      <td> 13.797331</td>\n",
        "      <td> 1796918.273558</td>\n",
        "      <td> 59.986672</td>\n",
        "      <td> 96.117915</td>\n",
        "      <td> 41.166736</td>\n",
        "      <td> 12.437842</td>\n",
        "      <td>...</td>\n",
        "      <td> 4.550372</td>\n",
        "      <td> 17913.800660</td>\n",
        "      <td> 6.863004</td>\n",
        "      <td> 48170.331473</td>\n",
        "      <td> 0.189204</td>\n",
        "      <td> 57.000000</td>\n",
        "      <td> 1442.426077</td>\n",
        "      <td> 15.903679</td>\n",
        "      <td> 59.282707</td>\n",
        "      <td> 43.372615</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>5 rows \u00d7 48 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "                     Gund Bus-A 15 Min Block Demand - kW  \\\n",
        "2011-07-01 01:00:00                            48.458733   \n",
        "2011-07-01 02:00:00                            40.472697   \n",
        "2011-07-01 03:00:00                            39.472809   \n",
        "2011-07-01 04:00:00                            39.198879   \n",
        "2011-07-01 05:00:00                            39.297522   \n",
        "\n",
        "                     Gund Bus-A CurrentA - Amps  Gund Bus-A CurrentB - Amps  \\\n",
        "2011-07-01 01:00:00                   65.977882                   52.631417   \n",
        "2011-07-01 02:00:00                   57.230223                   42.483092   \n",
        "2011-07-01 03:00:00                   55.487443                   41.911784   \n",
        "2011-07-01 04:00:00                   55.849806                   41.525529   \n",
        "2011-07-01 05:00:00                   55.736219                   41.299381   \n",
        "\n",
        "                     Gund Bus-A CurrentC - Amps  Gund Bus-A CurrentN - Amps  \\\n",
        "2011-07-01 01:00:00                   55.603840                   15.982278   \n",
        "2011-07-01 02:00:00                   50.243230                   13.423762   \n",
        "2011-07-01 03:00:00                   48.482163                   13.478933   \n",
        "2011-07-01 04:00:00                   48.987457                   13.603309   \n",
        "2011-07-01 05:00:00                   48.710408                   13.797331   \n",
        "\n",
        "                     Gund Bus-A EnergyReal - kWhr  Gund Bus-A Freq - Hertz  \\\n",
        "2011-07-01 01:00:00                1796757.502803                59.837524   \n",
        "2011-07-01 02:00:00                1796800.145991                60.005569   \n",
        "2011-07-01 03:00:00                1796840.146023                59.833880   \n",
        "2011-07-01 04:00:00                1796879.023607                59.673044   \n",
        "2011-07-01 05:00:00                1796918.273558                59.986672   \n",
        "\n",
        "                     Gund Bus-A Max Monthly Demand - kW  \\\n",
        "2011-07-01 01:00:00                           96.117915   \n",
        "2011-07-01 02:00:00                           96.117915   \n",
        "2011-07-01 03:00:00                           96.117915   \n",
        "2011-07-01 04:00:00                           96.117915   \n",
        "2011-07-01 05:00:00                           96.117915   \n",
        "\n",
        "                     Gund Bus-A PowerApp - kVA  Gund Bus-A PowerReac - kVAR  \\\n",
        "2011-07-01 01:00:00                  48.757073                    12.344712   \n",
        "2011-07-01 02:00:00                  42.238685                    12.967984   \n",
        "2011-07-01 03:00:00                  41.278573                    12.732046   \n",
        "2011-07-01 04:00:00                  41.345776                    12.687845   \n",
        "2011-07-01 05:00:00                  41.166736                    12.437842   \n",
        "\n",
        "                                 ...               Gund Main Demand - Tons  \\\n",
        "2011-07-01 01:00:00              ...                              4.677294   \n",
        "2011-07-01 02:00:00              ...                              4.586403   \n",
        "2011-07-01 03:00:00              ...                              4.462877   \n",
        "2011-07-01 04:00:00              ...                              4.696993   \n",
        "2011-07-01 05:00:00              ...                              4.550372   \n",
        "\n",
        "                     Gund Main Energy - Ton-Days  Gund Main FlowRate - gpm  \\\n",
        "2011-07-01 01:00:00                 17912.537804                  6.916454   \n",
        "2011-07-01 02:00:00                 17912.853518                  6.739337   \n",
        "2011-07-01 03:00:00                 17913.169232                  6.725142   \n",
        "2011-07-01 04:00:00                 17913.484946                  7.041330   \n",
        "2011-07-01 05:00:00                 17913.800660                  6.863004   \n",
        "\n",
        "                     Gund Main FlowTotal - kgal(1000)  \\\n",
        "2011-07-01 01:00:00                      48168.083414   \n",
        "2011-07-01 02:00:00                      48168.645429   \n",
        "2011-07-01 03:00:00                      48169.207444   \n",
        "2011-07-01 04:00:00                      48169.769458   \n",
        "2011-07-01 05:00:00                      48170.331473   \n",
        "\n",
        "                     Gund Main SignalAeration - Count  \\\n",
        "2011-07-01 01:00:00                          0.693405   \n",
        "2011-07-01 02:00:00                          0.567355   \n",
        "2011-07-01 03:00:00                          0.441304   \n",
        "2011-07-01 04:00:00                          0.315254   \n",
        "2011-07-01 05:00:00                          0.189204   \n",
        "\n",
        "                     Gund Main SignalStrength - Count  \\\n",
        "2011-07-01 01:00:00                         57.208127   \n",
        "2011-07-01 02:00:00                         57.082909   \n",
        "2011-07-01 03:00:00                         57.001646   \n",
        "2011-07-01 04:00:00                         57.000000   \n",
        "2011-07-01 05:00:00                         57.000000   \n",
        "\n",
        "                     Gund Main SonicVelocity - Ft/Sec  \\\n",
        "2011-07-01 01:00:00                       1437.640543   \n",
        "2011-07-01 02:00:00                       1438.030719   \n",
        "2011-07-01 03:00:00                       1439.111130   \n",
        "2011-07-01 04:00:00                       1440.768604   \n",
        "2011-07-01 05:00:00                       1442.426077   \n",
        "\n",
        "                     Gund Main TempDelta - Deg F  \\\n",
        "2011-07-01 01:00:00                    16.238684   \n",
        "2011-07-01 02:00:00                    16.263573   \n",
        "2011-07-01 03:00:00                    15.797043   \n",
        "2011-07-01 04:00:00                    15.947392   \n",
        "2011-07-01 05:00:00                    15.903679   \n",
        "\n",
        "                     Gund Main TempReturn - Deg F  \\\n",
        "2011-07-01 01:00:00                     59.757447   \n",
        "2011-07-01 02:00:00                     59.710199   \n",
        "2011-07-01 03:00:00                     59.248158   \n",
        "2011-07-01 04:00:00                     59.207097   \n",
        "2011-07-01 05:00:00                     59.282707   \n",
        "\n",
        "                     Gund Main TempSupply - Deg F  \n",
        "2011-07-01 01:00:00                     43.516103  \n",
        "2011-07-01 02:00:00                     43.495128  \n",
        "2011-07-01 03:00:00                     43.457344  \n",
        "2011-07-01 04:00:00                     43.267682  \n",
        "2011-07-01 05:00:00                     43.372615  \n",
        "\n",
        "[5 rows x 48 columns]"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Then we print out all the column names. Only a few columns are useful to get the hourly electricity, chilled water and steam."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for item in df.columns:\n",
      "    print item"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Gund Bus-A 15 Min Block Demand - kW\n",
        "Gund Bus-A CurrentA - Amps\n",
        "Gund Bus-A CurrentB - Amps\n",
        "Gund Bus-A CurrentC - Amps\n",
        "Gund Bus-A CurrentN - Amps\n",
        "Gund Bus-A EnergyReal - kWhr\n",
        "Gund Bus-A Freq - Hertz\n",
        "Gund Bus-A Max Monthly Demand - kW\n",
        "Gund Bus-A PowerApp - kVA\n",
        "Gund Bus-A PowerReac - kVAR\n",
        "Gund Bus-A PowerReal - kW\n",
        "Gund Bus-A TruePF - PF\n",
        "Gund Bus-A VoltageAB - Volts\n",
        "Gund Bus-A VoltageAN - Volts\n",
        "Gund Bus-A VoltageBC - Volts\n",
        "Gund Bus-A VoltageBN - Volts\n",
        "Gund Bus-A VoltageCA - Volts\n",
        "Gund Bus-A VoltageCN - Volts\n",
        "Gund Bus-B 15 Min Block Demand - kW\n",
        "Gund Bus-B CurrentA - Amps\n",
        "Gund Bus-B CurrentB - Amps\n",
        "Gund Bus-B CurrentC - Amps\n",
        "Gund Bus-B CurrentN - Amps\n",
        "Gund Bus-B EnergyReal - kWhr\n",
        "Gund Bus-B Freq - Hertz\n",
        "Gund Bus-B Max Monthly Demand - kW\n",
        "Gund Bus-B PowerApp - kVA\n",
        "Gund Bus-B PowerReac - kVAR\n",
        "Gund Bus-B PowerReal - kW\n",
        "Gund Bus-B TruePF - PF\n",
        "Gund Bus-B VoltageAB - Volts\n",
        "Gund Bus-B VoltageAN - Volts\n",
        "Gund Bus-B VoltageBC - Volts\n",
        "Gund Bus-B VoltageBN - Volts\n",
        "Gund Bus-B VoltageCA - Volts\n",
        "Gund Bus-B VoltageCN - Volts\n",
        "Gund Condensate Counter - count\n",
        "Gund Condensate FlowTotal - LBS\n",
        "Gund Main Demand - Tons\n",
        "Gund Main Energy - Ton-Days\n",
        "Gund Main FlowRate - gpm\n",
        "Gund Main FlowTotal - kgal(1000)\n",
        "Gund Main SignalAeration - Count\n",
        "Gund Main SignalStrength - Count\n",
        "Gund Main SonicVelocity - Ft/Sec\n",
        "Gund Main TempDelta - Deg F\n",
        "Gund Main TempReturn - Deg F\n",
        "Gund Main TempSupply - Deg F\n"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Electricity\n",
      "Use electricity as an example, there are two meters, \"Gund Bus A\" and \"Gund Bus B\". The \"EnergyReal - kWhr\" records accumulative consumption. We are not sure exactly what is \"PowerReal\". Just in case, we put it into the electricity dateframe as well."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "electricity=df[['Gund Bus-A EnergyReal - kWhr','Gund Bus-B EnergyReal - kWhr',\n",
      "                'Gund Bus-A PowerReal - kW','Gund Bus-B PowerReal - kW',]]\n",
      "electricity.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Gund Bus-A EnergyReal - kWhr</th>\n",
        "      <th>Gund Bus-B EnergyReal - kWhr</th>\n",
        "      <th>Gund Bus-A PowerReal - kW</th>\n",
        "      <th>Gund Bus-B PowerReal - kW</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2011-07-01 01:00:00</th>\n",
        "      <td> 1796757.502803</td>\n",
        "      <td> 3657811.582122</td>\n",
        "      <td> 47.184015</td>\n",
        "      <td> 63.486186</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 02:00:00</th>\n",
        "      <td> 1796800.145991</td>\n",
        "      <td> 3657873.464938</td>\n",
        "      <td> 40.208796</td>\n",
        "      <td> 61.270542</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 03:00:00</th>\n",
        "      <td> 1796840.146023</td>\n",
        "      <td> 3657934.837505</td>\n",
        "      <td> 39.209866</td>\n",
        "      <td> 61.464394</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 04:00:00</th>\n",
        "      <td> 1796879.023607</td>\n",
        "      <td> 3657995.470348</td>\n",
        "      <td> 39.378507</td>\n",
        "      <td> 59.396581</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 05:00:00</th>\n",
        "      <td> 1796918.273558</td>\n",
        "      <td> 3658054.470285</td>\n",
        "      <td> 39.240837</td>\n",
        "      <td> 58.911729</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "                     Gund Bus-A EnergyReal - kWhr  \\\n",
        "2011-07-01 01:00:00                1796757.502803   \n",
        "2011-07-01 02:00:00                1796800.145991   \n",
        "2011-07-01 03:00:00                1796840.146023   \n",
        "2011-07-01 04:00:00                1796879.023607   \n",
        "2011-07-01 05:00:00                1796918.273558   \n",
        "\n",
        "                     Gund Bus-B EnergyReal - kWhr  Gund Bus-A PowerReal - kW  \\\n",
        "2011-07-01 01:00:00                3657811.582122                  47.184015   \n",
        "2011-07-01 02:00:00                3657873.464938                  40.208796   \n",
        "2011-07-01 03:00:00                3657934.837505                  39.209866   \n",
        "2011-07-01 04:00:00                3657995.470348                  39.378507   \n",
        "2011-07-01 05:00:00                3658054.470285                  39.240837   \n",
        "\n",
        "                     Gund Bus-B PowerReal - kW  \n",
        "2011-07-01 01:00:00                  63.486186  \n",
        "2011-07-01 02:00:00                  61.270542  \n",
        "2011-07-01 03:00:00                  61.464394  \n",
        "2011-07-01 04:00:00                  59.396581  \n",
        "2011-07-01 05:00:00                  58.911729  "
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Validate our data processing method by checking monthly energy consumption\n",
      "\n",
      "In order to check whether our understanding of the data is correct, we want to calculate monthly electricity consumption from the hourly data, and then compare the results with the monthly data provided by facalities, which is available on Energy Witness as well.\n",
      "\n",
      "> Here is the monthly data provided by facalities, \"Bus A & B\" are called \"CE603B kWh\" and \"CE604B kWh\" in ths monthly form. They are simply two meters. Please note, the meter reading cycle is NOT calendar month.\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "file = 'Data/monthly electricity.csv' \n",
      "monthlyElectricityFromFacility = pd.read_csv(file, header=0)\n",
      "monthlyElectricityFromFacility\n",
      "monthlyElectricityFromFacility = monthlyElectricityFromFacility.set_index(['month'])\n",
      "monthlyElectricityFromFacility.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>startDate</th>\n",
        "      <th>endDate</th>\n",
        "      <th>CE603B kWh</th>\n",
        "      <th>CE604B kWh</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>month</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Jul 11</th>\n",
        "      <td>  6/16/11</td>\n",
        "      <td>  7/18/11</td>\n",
        "      <td> 43968.1</td>\n",
        "      <td> 106307.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Aug 11</th>\n",
        "      <td>  7/18/11</td>\n",
        "      <td>  8/17/11</td>\n",
        "      <td> 41270.1</td>\n",
        "      <td>  83121.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Sep 11</th>\n",
        "      <td>  8/17/11</td>\n",
        "      <td>  9/16/11</td>\n",
        "      <td> 51514.1</td>\n",
        "      <td> 107083.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Oct 11</th>\n",
        "      <td>  9/16/11</td>\n",
        "      <td> 10/18/11</td>\n",
        "      <td> 65338.1</td>\n",
        "      <td> 114350.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nov 11</th>\n",
        "      <td> 10/18/11</td>\n",
        "      <td> 11/17/11</td>\n",
        "      <td> 65453.1</td>\n",
        "      <td> 115318.1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "       startDate   endDate  CE603B kWh  CE604B kWh\n",
        "month                                             \n",
        "Jul 11   6/16/11   7/18/11     43968.1    106307.1\n",
        "Aug 11   7/18/11   8/17/11     41270.1     83121.1\n",
        "Sep 11   8/17/11   9/16/11     51514.1    107083.1\n",
        "Oct 11   9/16/11  10/18/11     65338.1    114350.1\n",
        "Nov 11  10/18/11  11/17/11     65453.1    115318.1"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We use the column \"EnergyReal - kWhr\" for two meters. We found the numbers of the begin and end date of the meter reading cycle, and use the number of the end date minus the number of the begin date, then we get our monthly electiricty consumption.\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "monthlyElectricityFromFacility['startDate'] = pd.to_datetime(monthlyElectricityFromFacility['startDate'], format=\"%m/%d/%y\")\n",
      "values = monthlyElectricityFromFacility.index.values\n",
      "\n",
      "keys = np.array(monthlyElectricityFromFacility['startDate'])\n",
      "\n",
      "dates = {}\n",
      "for key, value in zip(keys, values):\n",
      "    dates[key] = value\n",
      "\n",
      "sortedDates =  np.sort(dates.keys())\n",
      "sortedDates = sortedDates[sortedDates > np.datetime64('2011-11-01')]\n",
      "\n",
      "months = []\n",
      "monthlyElectricityOrg = np.zeros((len(sortedDates) - 1, 2))\n",
      "for i in range(len(sortedDates) - 1):\n",
      "    begin = sortedDates[i]\n",
      "    end = sortedDates[i+1]\n",
      "    months.append(dates[sortedDates[i]])\n",
      "    monthlyElectricityOrg[i, 0] = (np.round(electricity.loc[end,'Gund Bus-A EnergyReal - kWhr'] \n",
      "                           -  electricity.loc[begin,'Gund Bus-A EnergyReal - kWhr'], 1))\n",
      "    monthlyElectricityOrg[i, 1] = (np.round(electricity.loc[end,'Gund Bus-B EnergyReal - kWhr'] \n",
      "                           -  electricity.loc[begin,'Gund Bus-B EnergyReal - kWhr'], 1))\n",
      "\n",
      "monthlyElectricity = pd.DataFrame(data = monthlyElectricityOrg, index = months, columns = ['CE603B kWh', 'CE604B kWh'])\n",
      "\n",
      "\n",
      "plt.figure()\n",
      "fig, ax = plt.subplots()\n",
      "fig = monthlyElectricity.plot(marker = 'o', figsize=(15,6), rot = 40, fontsize = 13, ax = ax, linestyle='')\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.xlabel('Billing month', fontsize = 15)\n",
      "plt.ylabel('kWh', fontsize = 15)\n",
      "plt.tick_params(which=u'major', reset=False, axis = 'y', labelsize = 13)\n",
      "plt.xticks(np.arange(0,len(months)),months)\n",
      "plt.title('Original monthly consumption from hourly data',fontsize = 17)\n",
      "\n",
      "text = 'Meter malfunction'\n",
      "ax.annotate(text, xy = (9, 4500000), \n",
      "            xytext = (5, 2), fontsize = 15,\n",
      "            textcoords = 'offset points', ha = 'center', va = 'top')\n",
      "\n",
      "ax.annotate(text, xy = (8, -4500000), \n",
      "            xytext = (5, 2), fontsize = 15, \n",
      "            textcoords = 'offset points', ha = 'center', va = 'bottom')\n",
      "\n",
      "ax.annotate(text, xy = (14, -2500000), \n",
      "            xytext = (5, 2), fontsize = 15, \n",
      "            textcoords = 'offset points', ha = 'center', va = 'bottom')\n",
      "\n",
      "ax.annotate(text, xy = (15, 2500000), \n",
      "            xytext = (5, 2), fontsize = 15, \n",
      "            textcoords = 'offset points', ha = 'center', va = 'top')\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x1044639d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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CyNtQKi4uDh07dsTu3bvh4OCAjIwMVKtWzawOe3t7+Pn54ccffzQrz2+Pk5MT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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x105e1ba90>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "> Above is a plot of monthly electricity consumption using our data processing method. Obviously, the two meters malfunctioned for several months. There are two sets of dots \"CE603B\" and \"CE604B\", which come from two meters. There are two electricity meters. The sum of them is the total electricity consumption of the building."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "monthlyElectricity.loc['Aug 12','CE604B kWh'] = np.nan\n",
      "monthlyElectricity.loc['Sep 12','CE604B kWh'] = np.nan\n",
      "monthlyElectricity.loc['Feb 13','CE603B kWh'] = np.nan\n",
      "monthlyElectricity.loc['Mar 13','CE603B kWh'] = np.nan\n",
      "\n",
      "\n",
      "fig,ax = plt.subplots(1, 1,figsize=(15,8))\n",
      "#ax.set_axis_bgcolor('w')\n",
      "plt.bar(np.arange(0, len(monthlyElectricity))-0.5,monthlyElectricity['CE603B kWh'], label='Our data processing from hourly data')\n",
      "plt.plot(monthlyElectricityFromFacility.loc[months,'CE603B kWh'],'or', label='Facility data')\n",
      "plt.xticks(np.arange(0,len(months)),months)\n",
      "plt.xlabel('Month',fontsize=15)\n",
      "plt.ylabel('kWh',fontsize=15)\n",
      "plt.xlim([0, len(monthlyElectricity)])\n",
      "plt.legend()\n",
      "ax.set_xticklabels(months, rotation=40, fontsize=13)\n",
      "plt.tick_params(which=u'major', reset=False, axis = 'y', labelsize = 15)\n",
      "plt.title('Comparison between our data processing and facilities, Meter CE603B',fontsize=20)\n",
      "\n",
      "text = 'Meter malfunction \\n estimated by facility'\n",
      "ax.annotate(text, xy = (14, monthlyElectricityFromFacility.loc['Feb 13','CE603B kWh']), \n",
      "            xytext = (5, 50), fontsize = 15, \n",
      "            arrowprops=dict(facecolor='black', shrink=0.15),\n",
      "            textcoords = 'offset points', ha = 'center', va = 'bottom')\n",
      "\n",
      "ax.annotate(text, xy = (15, monthlyElectricityFromFacility.loc['Mar 13','CE603B kWh']), \n",
      "            xytext = (5, 50), fontsize = 15, \n",
      "            arrowprops=dict(facecolor='black', shrink=0.15),\n",
      "            textcoords = 'offset points', ha = 'center', va = 'bottom')\n",
      "plt.show()\n",
      "\n",
      "fig,ax = plt.subplots(1, 1,figsize=(15,8))\n",
      "#ax.set_axis_bgcolor('w')\n",
      "plt.bar(np.arange(0, len(monthlyElectricity))-0.5, monthlyElectricity['CE604B kWh'], label='Our data processing from hourly data')\n",
      "plt.plot(monthlyElectricityFromFacility.loc[months,'CE604B kWh'],'or', label='Facility data')\n",
      "plt.xticks(np.arange(0,len(months)),months)\n",
      "plt.xlabel('Month',fontsize=15)\n",
      "plt.ylabel('kWh',fontsize=15)\n",
      "plt.xlim([0, len(monthlyElectricity)])\n",
      "plt.legend()\n",
      "ax.set_xticklabels(months, rotation=40, fontsize=13)\n",
      "plt.tick_params(which=u'major', reset=False, axis = 'y', labelsize = 15)\n",
      "plt.title('Comparison between our data processing and facilities, Meter CE604B',fontsize=20)\n",
      "\n",
      "\n",
      "ax.annotate(text, xy = (9, monthlyElectricityFromFacility.loc['Sep 12','CE604B kWh']), \n",
      "            xytext = (5, 50), fontsize = 15, \n",
      "            arrowprops=dict(facecolor='black', shrink=0.15),\n",
      "            textcoords = 'offset points', ha = 'center', va = 'bottom')\n",
      "\n",
      "ax.annotate(text, xy = (8, monthlyElectricityFromFacility.loc['Aug 12','CE604B kWh']), \n",
      "            xytext = (5, 50), fontsize = 15, \n",
      "            arrowprops=dict(facecolor='black', shrink=0.15),\n",
      "            textcoords = 'offset points', ha = 'center', va = 'bottom')\n",
      "plt.show()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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qoUaNGhg4cCBmzpyJpUuX4u2330ZMTAw6dOiAZs2amaxzIhLNrVu3UL16dave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\n84mNjVUGACNGjBh0v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NevX6esrAyLxaKcTHnw4EEyMjIICAjAbrdz+PBhJk6cSHBw8H3t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\n8ikIgiAIgiAIgiCozv8H2OGHb4/xbRMAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x105e70b90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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aQuerpsPS0hJJSUnw8vLCgQMH8PHHH2Pnzp2oqKjAnj17cOPGDVhaWqq6mYQo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xMAACAw+GXn87333tOAAQPUr18/NTQ0OPdnZWUpJSVFkydPVmRkpCZOnKjk5GRlZWX5JA2AtlVW\nVqq6utq5nZCQ4MPSAAAAwFf8rvNZWlqqf/zjH7rpppuavZaXl6fU1FSXfYMHD1Zubq5P0gBo3ejR\no1VRUeGyLzo62usxAAAA4P/8rvP5+uuv6wc/+IESEhJc7npKUmFhoeLj4yVJxcXFkk49ObOwsNAn\naQC07fSh6jzpFgAAIDj5Vefz4MGD+uKLL/TDH/5QkhQSEuIy57O6ulphYWHauHGj5s2bp7feeksR\nERFyOBw+SQOgddnZ2c06n96+88mcTwAAgMDgV53Pl156Sddee62ioqIkSQ0NDS53PyMiIlRbW6u4\nuDjZbDbFx8erurpakZGRPkkDoG1lZWUu297ufAIAACAw+E3n8/jx49q+fbteeeUV3Xrrrbr11lu1\nadMmffDBB7rvvvskSYmJiSoqKtLw4cO1evVqjRs3TiUlJUpKSnLmY2aa9srOzna5S1NaWnrGeblT\nWlrqkn92drYhMZrm7+27Tkbn35TV8jfjfGrvdlhYmP773/8698XGxqpjx45nnJ+77cY5n+19v7dZ\nLX9vn09c/3yff1OcT60z+nyywvnalNXyN/p8CrTztTFG0/y5/nmevxWuf+3dbo3frPPZtWtXPfPM\nM87thoYGrVmzRjabTddff70kKTU1VVu3bnV5386dOzVixAjntplp2uv0B6N07txZkvfmkHbu3Fnn\nD/kuxujRo7Utv8zrMZrmL+nbGIGRf1NGP6jG7PzNOJ9ai9/S9osvvujc1717d+eczzPN72y3OZ88\ny9/b5xPXP9/n3xTnU+uMPp+scL42xfWvdae3d6Cdr40xmuYvcf3zNH8rXP9ai+9ue8uWLS3m7zd3\nPjt06KCEhATnf4mJiYqMjFRUVJS6du0qSZowYYIOHjyo9evXq6qqSh9++KHy8/M1fvx4Zz5mpgHQ\nuv/85z/au3evc7tnz56KiYnxagzmfAIAAAQGv7nz6c7pDxyKjo7W4sWLtXLlSq1atUrJyclauHCh\nbDabT9IAaF1tba2OHDni3B40aJA6dPCb37wAAABgIr/ufN5+++3N9g0YMEAZGRmtvs/MNABalpSU\npGPHjjm3+/Xr5/UYrPMJAAAQGLgFAcAwlZWVqq6udm4nJCT4sDQAAADwJTqfAAxz6NAhl20jlllh\nzicAAEBgoPMJwDBVVVUu26zxCQAAELzofAIwzOkPF2pcZsWbmPMJAAAQGOh8AjBMWZnrGl3c+QQA\nAAhedD4BGGbfvn3Of8fGxqpjx45ej8GcTwAAgMBA5xOAYfbu3ev8d48ePQwZdgsAAIDAQOcTgCEc\nDocOHjzo3O7Ro4diYmK8Hoc5nwAAAIGBzicAQ5SVlenIkSPO7UGDBjV7ABEAAACCB38JAjBEZWWl\njh075tzu16+fIXGY8wkAABAY6HwCMERlZaWqq6ud2wkJCT4sDQAAAHyNzicAQ5SXl7tsG7XMCnM+\nAQAAAgOdTwCGqKiocNlmjU8AAIDgRucTgCFOv/Np1DIrzPkEAAAIDHQ+ARiirKzMZZs7nwAAAMEt\nzNcFAGANx48f14kTJxQVFaVOnTrp0KFDztdiY2PVsWNHQ+Iy5xMAACAw0PkE4BWxsbHas2eP5s+f\nr9raWtntdudrERER2r59u7755ht16tRJSUlJ6tWrl0JCQnxYYgAAAJiJYbcAvCIiIkJpaWl6/fXX\nlZaWpuLiYudrx48f180336y1a9eqoaFBcXFxXut4MucTAAAgMHDnE4BX9e3bV4899ph+8IMf6O67\n71aHDh1011136YorrtDAgQMVGRnp6yICAADAB+h8AvC6uLg4TZ8+XUOGDFFkZKT69++vDh2MGWjB\nnE8AAIDAQOcTgCE6dOigYcOG+boYAAAA8BPM+QRgGDPmYzLnEwAAIDDQ+QQAAAAAGI7OJwDDmDEf\nkzmfAPD/27vzqKjONH/g3yooqKKAAqoAEYp9BwV3jRvuxqQ1J53MdOwk3WeydZ/JJJPpk+n0zJnO\nMqeT/MbOJKd7OksnJpN2N4pGTauoiDuoCAIS3BAVcGExKkgBtfz+sO8dMIAF1HuhKt/POTmRonif\ne9/33qfu+9Z930tE5B4455OIXO5wXh72f/IJvNvbYfX1xYwXXsAD8+cP9WYRERER0RBi55OIXOpw\nXh4O/OY3+H8XLsivvVZTAwBCOqAHDx7kt59EREREboC33RKRS+3/5BO826XjCQDvXriAA3/+8xBt\nERERERENB+x8EpFLebe39/i6l8UiJB6/9SQiIiJyD+x8EpFLWX19e3zdptUqvCVERERENJyw80lE\nLjXjhRfwWlxct9d+HRuL6c8/LyQen/NJRERE5B644BARuZS0qNBrf/4zWq5dg394OGY8/zxXuyUi\nIiL6gWPnk4hc7oH58xXrbHLOJxEREZF74G23REREREREJBw7n0QkjBLzMTnnk4iIiMg9sPNJRERE\nREREwrHzSUTCKDEfk3M+iYiIiNwDO59EREREREQkHDufRCQM53wSERERkWRYPWqlpqYGH3/8Merr\n66HVajFp0iQ8+eST8PX1ld9z5swZLF++HLW1tTCbzXjuueeQkJDQrRwl30NERERERET3N6y++TQY\nDHjyySfxySef4D/+4z9QVVWFFStWyL+/desW3n33XcydOxeff/455s2bh3feeQctLS1D8h4i6hvn\nfBIRERGRZFh1PoODg5GZmQmdTgez2YxHH30URUVF8u8LCgpgNpsxb948+Pr6Ys6cOYiKikJBQcGQ\nvIeIiIiIiIicM6w6n/fSaDTo7OyUf66srER6enq396SmpuLUqVND8h4i6hvnfBIRERGRZFh3Pk+f\nPo3U1FT554aGBhiNRgBAc3MzgLvfljY0NAzJe4iIiIiIiMg5w7bzabFYUFBQgEWLFsmvdXR0wNvb\nG/v378cvf/lL5ObmwsfHB+3t7UPyHiLqG+d8EhEREZFk2HY+165di4yMDIwePVp+zcfHB1arFUFB\nQfDz84PRaERHR0e31XCVfA8RERERERE5Z1h2Po8ePYqTJ0/ihRde6PZ6aGgompqaMHr0aHzxxReY\nOXMmbty4gbCwsCF5T38dPHiw2/y0mzdvDrisnty8ebNb+QcPHhQSo2v5rp5vJ7r8rjytfCWOp/7+\n/NFHHw3q7535WXqtv3/vap5WvquPJ+a/oS+/Kx5PfRN9PHnC8dqVp5Uv+nhyt+NVitG1fOY/58v3\nhPzX35/7Mqye8wkAly5dwv/+7//it7/9LXQ6Xbffpaeno6SkpNtr3377LSZNmjQk7+mve28PNBgM\nAFw3h9RgMCAr7f9iTJs2DSfrb7s8RtfyAfwthnuU35Xo2zWVLl+J46mv+EP1s5TknH0/jyfnynf1\n8cT8N/Tld8XjqW+ijydPOF67Yv7r273t7W7HqxSja/kA85+z5XtC/usrfk8/nzhxotfyh9U3n7du\n3cJ7772HX/ziFwgNDYXNZoPNZpN/P3v2bFy6dAn5+fmwWCzYvXs36uvrkZOTMyTvIaK+cc4nERER\nEUmG1TefeXl5uHr1Kn73u991e/1Pf/oTTCYT/P398Zvf/AafffYZli9fjqioKPz617+Gn5+f/F4l\n30NERERERETOGVadz8ceewyPPfZYn+9JTEzEu+++O2zeQ0S9O3jwoPBvJpWIQURERESDN6xuuyUi\nIiIiIiLPxM4nEQnDOZ9EREREJGHnk4iIiIiIiIRj55OIhBH5HC0lYxARERHR4LHzSURERERERMKx\n80lEwnDOJxERERFJ2PkkIiIiIiIi4dj5JCJhOOeTiIiIiCTsfBIREREREZFw7HwSkTCc80lERERE\nEnY+iYiIiIiISDh2PolIGM75JCIiIiIJO59EREREREQkHDufRCQM53wSERERkYSdTyIiIiIiIhKO\nnU8iEoZzPomIiIhIws4nERERERERCcfOJxEJwzmfRERERCRh55OIiIiIiIiEY+eTiIThnE8iIiIi\nkrDzSURERERERMKx80lEwnDOJxERERFJ2PkkIiIiIiIi4dj5JCJhOOeTiIiIiCTsfBIREREREZFw\n7HwSkTCc80lEREREEnY+iYiIiIiISDh2PolIGM75JCIiIiIJO59EREREREQkHDufRCQM53wSERER\nkYSdTyIiIiIiIhKOnU8iEoZzPomIiIhIws4nERERERERCcfOJxEJwzmfRERERCRh55OIiIiIiIiE\nY+eTiIThnE8iIiIikrDzSURERERERMKx80lEwnDOJxERERFJvId6A4azM2fOYPny5aitrYXZbMZz\nzz2HhISEod4sIiIiIiIit8NvPntx69YtvPvuu5g7dy4+//xzzJs3D++88w5aWlqGetOI3AbnfBIR\nERGRhJ3PXhQUFMBsNmPevHnw9fXFnDlzEBUVhYKCgqHeNCIiIiIiIrfDzmcvKisrkZ6e3u211NRU\nnDp1aoi2iMj9cM4nEREREUnY+exFQ0MDjEYjAKC5uRkAEBwcjIaGhqHcLCIiIiIiIrfEzmcvOjo6\n4O3tjf379+OXv/wlcnNz4ePjg/b29qHeNCK3wTmfRERERCRRORwOx1BvxHD0q1/9Cg8++CDCwsLw\n/vvv4+c//zksFgt27dqF3//+9z3+zZ49exTeSiIiIiIiouFlzpw5Pb7OR630IjQ0FE1NTZg7dy6+\n+OILAMDatWsRFhbW69/0VslEREREREQ/dLztthfp6emoqqrq9tq3336LzMzMIdoiIiIiIiIi98XO\nZy9mz56NS5cuIT8/HxaLBbt370Z9fT1ycnKGetOIiIiIiIjcDud89uHcuXP47LPPcPnyZURFReG5\n555DYmLiUG8WERERERGR22Hnk4iIiIiIiITjbbdERDSk7Ha7W5evVAxPwLYYHjylHdjWRO6Hq90O\nAw6HAyqVyqVlnjx5EtevX4fRaMSoUaOg0WhcWr4nxbBarfD2FnsqiI4hup6UaAdAfD25ezsoEUOJ\nfTh+/DguXrwIX19fzJ07F1qt1q3KVyoGAFgsFmg0Gnh5ebll+Z7SFqLrSXQMT2kHJWK0tLTA19dX\n2OecEjGU2IfTp0/DaDTCZDK5ZfmAZ7S1EvXk6hheb7zxxhsuKYn65ezZs7h9+zaCgoJc3vFct24d\ncnNzodFocOrUKZw+fRrjxo1jjF5i7Nu3DzU1NfD19YXRaHRp+UrEEF1PSrSDFEd0PblzOygRQ4l9\nWL9+PbZs2YKkpCSUlpbC398fUVFRblO+UjEAYNWqVSgoKEBxcTFCQkJcfsyKLt9T2kJ0PYmO4Snt\noESMyspKvP322wgJCUFkZCTUatffICg6hhL7UFpaiv/8z/+EwWBAeHg4dDqdW5UPeEZbK1FPImLw\nttshcPLkSbz55psoKChAbW2tS8suLi7G2bNn8V//9V/4xS9+gb/7u79De3s7ampqGOMey5YtQ2Vl\nJbKzs9HW1oZ169ahqanJZeUrEUN0PSnRDoD4enL3dlAihhL7cPr0adTX1+N3v/sdFi9ejJCQEAQG\nBqKjo8MtylcqBgC89957OHPmDBYtWgSbzYbGxkb5d65YqkF0+Z7SFqLrSXQMT2kHpc67lpYWdHR0\n4MKFCygvL3dp2UrFEF2+w+GAWq1GSEgIGhsbceLECbS1tcm/G+7lS9y9rZWoJ1Ex+M3nEDh37hw6\nOzvhcDjQ0tKC0NBQ+Pn5ueT22+DgYGRnZ8NgMMDhcMDX1xcHDhxATEwMwsPDXbL9nhCjsrISt2/f\nxssvv4yYmBiYzWbU19cjPDwcISEhLtgDZWKIricl2lp0PXlCOygRQ4l9CAwMxLhx46DX61FRUYEV\nK1agvr4ehw8fRmNjI9LT04d1+UrFuHTpEqxWK1544QWYTCYcO3YMBoMBAKDX6+Ht7Q273T7gzwvR\n5QOe0RZK1JPoGJ7QDkrFAIDW1lacO3cOfn5+uH79OvR6vcu/6RYdQ3T5KpUKer0etbW1MBqNqK6u\nhlqthtlsdsmdfKLLl7h7WytRT6JisPOpIIfDAYfDgQsXLmDOnDkICwvDiRMnYPZY0TkAACAASURB\nVLVaMWLECPj4+AyqA2q32+Hj4wM/Pz/5NR8fH9y8eROtra2Ij48f9AHpKTFCQ0ORkpIif7Dr9Xoc\nOHAAVqsVKSkpgypbqRii60mJdgDE15O7t4MSMZTaB29vb7kdysvLsWDBAsyfPx/x8fH48ssvERUV\nhZEjRw7L8pWKAQAGgwFJSUlQqVTYu3cvtm7dCqvViuLiYuzZswdz584dVHuILt9T2kJ0PYmO4Snt\noNR5J7l16xaWLFmCEydOoKWlBREREWhqakJgYKBLylcihsjy7XY7WlpacPLkSTz11FNoaGjA5cuX\n4XA4cObMGURERAxqbQXR5Xflzm2tRD2JisHOp4Kkr68jIyNhMBgQFhaGO3fuoLKyEiqVCmFhYdBo\nNP3qgJ45cwYNDQ3yJOB7/06lUuH06dPo6OhAeno6bDYbmpubu11k/lBiSGw2G9RqtXzCSPVts9nQ\n0dGBpKSkfpepVAzR9aRkOwDi28Jd20GJGEO1D1IejI2NRUREBHx9fREWFoaOjg7cvn0baWlpTn/T\nI7p8pWJ0JR2z0t92dnZi6dKlmDNnDmbNmoWioiI0NDQM+JseUeV7WluIbgdRMTylHZRs667XXFqt\nFqtXr8aoUaOQlZWFwsJCbNq0CTdu3MD48eMH/AWB6BhK7INUtyqVCn5+fjh69Cj8/PyQk5ODQ4cO\nYd26ddDr9Zg8eXK/y1aifMAz2lqJehIdg3M+BTtz5gyqqqoA/N/FnUajkZcHnz17NsxmM0pLS3H5\n8mXYbDaUl5c7dS91VVUV3nvvPeTm5qKmpgYqlarbsuNSGUajEWazGXfu3MG//Mu/YN++fU5vv6fE\n+Oabb7BlyxYAgJeXV7fypQngnZ2duHr1KoC7t0YfOHDA6fKViCG6npRoB0B8Pbl7OygRYyj3QcqD\n9/7fbrcjICAAAJxalEF0+UrFAHo+ZqU2SE5Ohr+/vzy3LSsrCzabDYDzc25El+8pbSG6nkTH8JR2\nUCJG12sziTQYMGrUKPj7+yM8PBxnzpyBxWJBUlISrFZrvzoKomMosQ9dj1e1Wg273S5/VphMJnh7\ne6Ourg7FxcWIjY2FyWTClStXhk35gGe0tRL1pEQMCb/5FKiqqgr//d//jStXrsBsNiM4OLjbaIL0\n74SEBNTX1+P48eP46KOPoNFonFphsqqqCrdv30ZcXBxKS0uRlJQEPz+/bjEAoK6uDlu3bsXWrVsx\nZ84cPProo/3aB3ePUVlZibVr16K9vR1WqxWxsbHyKGrX/zc3NyMgIABtbW147733kJGRgdjY2GET\nQ3Q9KdHWouvJE9pBiRjDaR9UKhUqKyuxefNmTJ8+3en5paLLVypGb8esVK5EevxGWVkZdDodkpOT\nv/eeoSgf8Iy2UKKeRMfwhHZQIkZv12ZSvZ8/fx6bNm3CV199hWnTpmH69Ok4duwYIiIinF4nQHQM\nJfbhfp+n7e3teO+995Cfn49XXnkFc+fOxeHDh5GSkiLPWx7K8pWqJ9ExlKgnJWJ0xc6nQM4kUGku\nQ2NjI3Jzc7F06VL85Cc/6bNc6WBobW1FcnIykpKScOnSJVRVVWHUqFHyaKqUoIuLi3HgwAG89NJL\nyMnJcWrbPSUGAFRXV+PmzZvIzs5GSUkJ/Pz8MGLECADo9kHW2NiIDz/8EGVlZXjxxRcxYcKEYRFD\ndD0p1Q6i60l0+Z5wTgzHfdi/fz9WrFiBJ554wqlBN9HlKxVDcr9jVnLr1i1s2bIF+fn5eOyxx2Aw\nGJzq8Igs35PaQnQ7iIzhKe2gVFv3dm1mtVrl26CPHDmCH//4x/jRj34kL7qWmJg4bGIosQ+9Ha9S\nO3V2duLOnTt48cUXkZSUBH9/f2RmZiI0NHRYlK9UPYmOoUQ9KRGjK5XDlesWE4D/S6Dffvst7HY7\nAgMDkZeXB5VKhaefflqeNC/dHnLx4kV88skn+NGPfoQpU6Y4HadrGWVlZdi/fz9GjBiBxx57rNt2\nSIuGDGQyvifEaGhogFarhUajwc6dO3H+/Hk8+uijiI2N7RY7Pz8fX3/9Nd58800EBQV9b5R1qGOI\nricl2lp0PXlCOygRYzjtw507d9DW1tbvFQBFl69UjL6OWZvNJo+enzhxAnl5eXj22WdhMpmcnisk\nunyl6kl0DCXqSXQMT2gHkTGcuTYD7j4ew2KxwGQydduW4RBDiX2Q9HW8SqSyrVZrvxeeEVm+J7S1\nRHQ7KBWjK37zKYD0IWE0GhEeHg6DwQBvb2+cO3cOtbW1SE9P7/ZBotPpMHny5H6NtEhxpIPfaDRC\npVKhoqICdrsd0dHRKCwsRHBwMAIDA+X5EAPZF3ePodfr4evrC29vbwQEBKCpqQmlpaVISEiAXq9H\nZ2cnvLy8EBcXhwcffBBarVa+EHD2okKJGKLrSYm2Fl1PntAOSsQYTvug1+sHtGCV6PKVitHXMevv\n7y+PnkdERGDatGnw8/OT5xINh/KVqifRMZSoJ9ExPKEdRMZw5toMgLzyd38GJZWKocQ+SPo6XqVv\n9qQBk4F0bkWW7wltLRHdDkrF6IqdT4Hul0CPHDmCkJAQ6HQ6aLXaQcXw8vJCUFAQ/Pz8sHv3bnz6\n6aeDXu3K02IAd58VptVqUVdXh7q6Ovj5+WHHjh2IjIyUP8S63qs/3GKIriel2gEQ3xbu3A5KxOA+\nDJ8Ykp6O2e3btyMqKgo6nQ6A688JV5XvSW0huh1ExvCUdhAZw5lrM6PRCB8fnwF12pSIocQ+dNXb\n8Wo2m+XjdTiW7wlt3ZXodlAqBle7FUw6KL29vZGRkYHp06dj7969eOqpp1BZWQm9Xu+yGNIqeVVV\nVfjxj3+MZ555xgV74DkxpDvMk5KSsGDBApSVleE3v/kNQkJCut22M5hRHSViiK4nJdpadD15Qjso\nEYP7MHxi9HXMdl2UQsQ54YryAc9oCyXqSXQMT2gH0THud2020G9tlYyhxD4AfR+vwcHBw758T2hr\nQHw9KRVDCkQKsNvtDofD4Th48KDjpz/9qWPTpk0uj9HU1OR47bXXHPn5+S4v29NirFmzxvGzn/3M\nUVFRIb8mtZG7xBBdT0q0g8Mhvp7cvR2UiMF9GD4xHA6eE8Mlhrt/TnhKO4iMocS1megYSuyDxJ1z\nkye0tcTdcxMXHFJQc3Mzli1bhvnz52PWrFkuL7+jowPt7e0DnqMlIkbXydUOJxdNEL0fN27cwKZN\nm7Bw4UKMHDlyUHMihjJGf+ppIJPclTieRNdTf8t39hjtajDnhIgYXfdhuJxzSsTwhNwEDL9zYiCG\n2zkxEMPtc8ITchMwPPOT6GszJWIosQ+ekJs8oa2HW24aCHY+B0hUAu3awAOJ4cx2S03uiknDfcUB\n7t6KcPPmzQE9B+h+7v2gHMgHZ9cVBp0xkHboK4bo9r5y5QrCwsLkJepFtXnXsgcap696ckV99FW+\nxWKBj48P1Go1LBbLgOdgO6u5uVm+vc5Vbd31WLpz547LbrnqLYarj1dPyk2A8vnJ3XIToEx+Ep2b\nALH5yRNyE6BMfhqo4Tb4JnpgzN1z02AMpwEZd89Ng8EFh/rJbrcDgJxANRqN0w3r5eUFX1/fXn/v\ncDjkZwKVlJSgpKQEFosF4eHhLvsQaGlpgVarhUqlQllZGc6cOYPvvvtOftaYK0gnkUqlQlFREd5+\n+22MGTPGpRd5Ul0BQElJCUwm04CWfnb2ZD927Bj0ej10Ol2354wNJobo9s7Ly8Mf//hH1NfXY8KE\nCVCpVP3edmd0TZpHjhxBY2MjwsPD+x2nt3q6N0EP9CK4t/IrKyuxbds2ZGZmorS0FAUFBUhMTISP\nj0+/tt8ZUgfrtddeg0qlQmJiossGlaRj6dixY1izZg1SU1NdMqe8pxgijldPyU2AsvnJHXMToEx+\nEp2b7o3h6vzkCblJKlt0fup6bdbfwZL7XZtJ5Uj/DaRenI0B3D0Wbt68KedDV5UvxXDn3ASIb2vg\n7sCYn5/f954t6wxnYrh7bhosdj77QWQC7XowHD9+HB988AEMBgNWr16NxMRERERE9HtZ93tVVlbi\n9ddfx8KFC1FaWor3338ffn5+WL9+Pby8vGA0Gl028RoAzp49i/z8fCxduhTJycmDLlfS9YTauHEj\nvvzyS0ycOFHYNxgA8OWXX+Ls2bPyRdJgiW7vixcv4vPPP8eTTz6Jmpoa1NfXy4/4cfVotrSNhw8f\nxsqVKzF//nwEBQW5vPxVq1ahsLAQJSUlSE9Ph7e3t0v2x8/PD3v27EFRURF2796Nxx9/fEDPtexN\n16Qvjfz7+vriwoULSEtLg0ajGXQMqfydO3di9erVeOKJJ5CQkDDociWij1dPyU2A8vnJ3XIToEx+\nEp2b7o0hIj95Qm6SygbE5id3H7hXYmDM3XMT4BkDY56QmwaLnc9+EJlApbK3bt2K9vZ2LF26FLNn\nz4bBYMCf/vQnTJs2DQEBAYP60A8NDUVdXR22bt0KPz8/PPvss5g5cyZSUlJw+PBhqFQqxMbGuuSA\nLCsrw5o1a2AwGPDwww/Lz1d0BWnbDh48iNraWrz66qsICwtzSdkAekwyRqMRly9fRnx8fL9GI3sj\nur2DgoKwcOFCxMbGQq/XY+/evVCr1Yj92wODXXbf/t/Keffdd3Hy5Ek0NzcjNjYWUVFRLpkfIP19\nfn4+Dh8+jNmzZ6OwsBDnzp1DcHCwvKz5QFmtVmi1Wuzbtw+nT5/GQw89hBkzZgBw3S1nUhlVVVUw\nmUwAgNbWVpSXl2PKlCnw9vZ2yQebxWLBli1b8MwzzyA9Pd2lHyyij1dPyU2A2PzkCbkJUCY/ic5N\nXWOIyE+elJsAcfnJUwbulRgYc/fc5CkDY+6em1yBnc9+EnmB19HRgVWrVuHIkSNYvHgxtFot4uPj\n0draihUrVmDRokXw8vIa1Mk1atQolJSU4MSJE3j00Ufh5eWF0NBQqFQqbNu2DTNmzHDJLT23bt1C\nXV0drl+/jtmzZw/o1oW+nDhxArm5ubBYLFiwYIH8cG5XUKlUsFgs2LVrF/z9/eULrb179yI5ORlG\no3HA+9L17zo7O7FixQqXtnfX8qW/kZ4lu2PHDoSHhyM8PLzb3wz2GL506RJKS0vx1ltvISEhAatW\nrUJaWhpCQkIGXbbVasWyZctw8+ZN/PM//zPi4uIwY8YMlJaW4vr168jIyADQ/4tVabukOmptbcXM\nmTNRVFQEb29vhIeHf+9WpMEcv0ePHkVubi5KSkqQnZ2NyMhI+QJg9OjRgz4v7HY7mpqasG/fPjz4\n4IPw8fHp8RaxweyD6PzkKbkJEJef3Dk33RtDifwkMjcBYvKTp+UmaftE5SdPGrgXPTAGuGdu6hoD\ncP+BMcA9c5MrsfPZD65MoD39nZeXF8aMGYPi4mLYbDakpaUBALKyslBZWYm1a9di0aJFTp9UXRfW\nkH7WaDRIT0/H4cOH0dbWhvT0dPlBuAcPHkRgYCCioqKcrpPe5kAYjUYEBQXh+vXrqK6uRmZm5oBv\nXeipfF9fX9jtdly+fBlJSUkIDg4eVGK7N0ZVVRXKysqwYcMGxMTEID4+Hp2dndi9ezemTp06qOev\ntba2yqParmzve8uXbpny8vKCyWSC1WrFjh07MGHCBPnWquDg4AFdGHV19epVbNu2DXPmzIHZbMbV\nq1dht9sRHx8/6LZWq9Woq6vDnj17MGvWLPj7+8PLywuxsbFYsWIFEhMT+zVyKx2varUa7e3t8kVc\nUlISoqKi0NraisLCQoSHhyM0NBR2ux0FBQWIi4tzel/uPe+Au+fDAw88gCNHjuDbb79FQ0MDZs6c\niYsXLyIhIUG+DWag5atUKuj1euzZswdarRZxcXHyA+o7OjpQVFQEs9ncrxgi85On5CYpjsj85Cm5\n6d4Yrs5PonNTTzFcmZ88ITf1FsPV+elenjJw7+qBMU/JTe4+MObuuUkEdj57ITKBdr23XzpZ1Wo1\ngoKCoNPpEB8fj5UrV8Lf318ebZk6dSoaGxuRlZXl9PZLX99funQJFotFvqjQ6XRITEzEqlWrEBIS\ngujoaFgsFmzbtg1Tp05FaGioUzF62g8vLy95/kBQUBC8vLzw7bff4rvvvhvQAgZd71vv6OiQRwF1\nOh2CgoLQ1taG4uJiJCQkQK/XDyiJ9hQjLCwMEyZMgN1uR0lJCY4ePYrU1FR0dHRgxIgR8Pf371cM\n4G6bWCwWLFu2DDabDVFRUQgICHBJe/dUvtlsli9gNBoNwsPDcePGDXzzzTfYuXMnNBoNUlNT+7UP\nUt2eO3cOFosFAQEBMJlMqK+vx4YNG+Dr64sdO3bg8ccfR2dnJ9atWyfPlbnf3OjeVnvLzMzE9evX\nsXfvXnnZcr1ej5qaGhgMBkRHRzu17V3PiZKSEnz44YcYO3Zst8UQkpKScPnyZRw/fhwtLS1YsWIF\nLBYLJkyY4FSMrudETU0NGhsbcefOHQQFBcHX1xfjx4+HXq/HoUOHkJ+fj/r6ejzwwANOH089ndc2\nm02+pUmj0aCwsBB6vR4RERHo6OjAO++8g7a2NowbN67f+yAiP3lKbuoaBxCTnzwlN/UUw9X5SWRu\nAsTmJ0/ITffuh6j85AkD90oMjHlKbgLcf2DMnXOTKOx89kB0ApUOxLy8PHzyySfo6OhAbm4uYmJi\nYDKZ5P9WrVqFhIQE+YKrPx/2UoydO3fiz3/+MxobG7F161YYjUYEBgZixIgRMJlM+Pjjj1FZWYnz\n58/DZDLhwQcfdLqOpIO9635s3LgRMTExMBqN0Gg08i0Ex44dg8PhQExMjNP70PWE2rBhA/bs2YPq\n6moEBAQgKCgI/v7+0Ol0uHr1KqqqqpCRkQGNRtOvWxbunYC/b98+1NXVITk5GWq1GikpKYiJiUFr\nayvWr1+Pc+fOISYmBtHR0U7FuXdBB41GAy8vL+zbtw8hISEICwsbVHv3Vv7+/fsRHByMsLAwef+0\nWi3Cw8Nx6tQpREZGYunSpU7VEfD9Rwt9/PHH8lwOnU6HCRMmoL29HRcuXMCCBQsQEhKCt956C4GB\ngaioqEBoaCgiIyP7LF/azp07d6K2tha1tbVycszKysKRI0dQUlKC8PBwXLlyBWvWrMHs2bO/NxrZ\nG2n78/PzsXLlSjz22GPynJquH/CjR4/GtWvXcP78eURGRuK5555zuo6kfdi+fTuWL1+OGzduYMuW\nLWhtbUVAQACMRiPCw8Mxbdo0OBwO1NTUIDg4WL6wd3YfejqvjUYjwsLCYLfbsWLFCpw6dQrbt29H\nUlISnnnmGafK7xpDVH7yhNwEiM9P7p6b+orhyvwkOjdJ5YrMT56Qm7ruh6j85AkD90oP2rtjburK\nnQfGPCE3icLOZw+UuMA7deoUdu3ahVdeeQWLFi1CW1sb8vPzERMTg+DgYJjNZlgsFqxduxbz58/v\n933/DocDzc3NWLduHV5++WXMnz8fFosFX3/9NdLT0xESEiJPbi4qKsLzzz/fr4fhqlR3J19XVlb2\nuB+xsbEIDg6Gj48PAgMD0dHRgYiIiH7dgiSdULt27cLBgwcxf/58nDhxArW1tWhvb0d0dDRCQkLg\n6+uLU6dOob6+Xh4pdEbXBPrZZ5/h5MmTmDZtGrZt24b29naYzWb4+vrC399fTqY2mw3l5eUYP368\nU8t1S9ty8OBBmEwmaDQaxMTE4Pbt29i/fz+ioqLk9m5vb8eaNWv61d7Oli+9z9/fH9nZ2Zg8ebJT\n5QPfv51DpVIhMzMTBQUFaG1tRVRUFHx9fZGamoqSkhKcOXMGGzZswBNPPIHHH38cxcXFMBgMfS7O\nJZX/+eef4+jRo4iLi8Pu3bvR2NiIkJAQBAUFYdSoUfj6669x+PBhGAwG5OTkYPz48f3aD+lC4emn\nn0Z2dna3fet6kZeWloZx48Y5PRrf9e8vX76Mr776Cq+++irmz5+PqKgo1NbW4sKFC0hOTpZvY0tI\nSMD06dP7tahEX+d1amoqIiIikJCQgDFjxmDs2LHIysoa0EOuReYnd89N0j6IzE+ekJv6E2Og+UmJ\n3NR1P0TlJ0/ITdJ+iMxP7j5wr8TAmCfkJk8YGPOU3CQKO589cHUC7ezsRGtrq3yvvUqlgtVqRXp6\nOmJjY1FTU4MDBw5ApVLh/PnziI+Ph7+/PzIyMjB+/HinlsFubW3F3r17ERYWBl9fX6hUd59DWlJS\ngiVLluDMmTPYuHEjJk2aJK+YBwApKSmYMmUKIiIi7hujo6MD7777Lm7cuIHU1NQ+96O6uhrx8fHQ\n6/Xw8/NDbGysUzG6stls+PDDD9HW1oaf/exnSElJQWZmJm7duoVz585h5MiRCAgIQHBwMAICApCV\nleXUinM3b94EcHdEy2az4ezZs6ipqcGrr76K+Ph4aDQabN68GSaTCZGRkfLFVlhYGOLj43H16lWk\npqb2+rDve9vbbrdj2bJluHXrFjIyMuSRQekWqoSEBAQEBCA9Pd2p9u5P+dJtNV0fdjyQeSk2mw0f\nf/wxTCYTgoODodPpMHLkSPz1r3+FTqdDREQEvL29YTabUVZWhvHjx+PBBx/E7du3ceDAAUyaNOm+\nF/d37tzBzp078dJLL2H06NGw2WzYsmULpkyZIs+9SE5ORmFhIUaPHo2ZM2fCZrMB6HnSvN1u/94F\nnMViwYEDBzBx4kTo9Xq5o9L1PdLPzlxk22w2rF+/Ho2NjYiNjZVHy69cuYKFCxfCbrfLS/GfOnUK\no0ePhk6nky8Q+tsW0q1BpaWlfZ7X/v7+CAwMRHBw8H3LFJ2fPDE3AWLyk7vnpv7GcEV+UiI3Aa7N\nT56Ym6RtdHV+upc7D9wrMTAGuGduureeAPceGAPcMzcphZ3PHrgygVosFmzcuBGnT59GcnKyfC+5\nn58fAgIC0NTUhM8++wwPP/wwfvKTn+CLL75AfX09RowYgZCQEKfuka+pqcHrr7+O8PDwbqOhVqsV\nGzduxNWrV7F9+3YsWrQIixcvBnB3meqRI0dCpVI5/ZzS+vp6fPXVVzh9+jRGjhyJyMhIaLVaBAYG\n9rgfV65cQXh4OEJCQpxKCtLKbtLImlqtRllZGQoLCzFlyhT51ho/Pz8cOnRIXkFNrVYjPDwcfn5+\n95230NzcjN/+9rcoLy/HjBkz5DiJiYkIDAzEnj17cPToUTzwwAPIz8+X52BIH8Q6nQ7bt29HVFRU\nj7fY9NTearUa48ePx1dffQW1Wo2EhASoVCqkpqZi/fr1qKurQ0pKCnQ63X3bu7/lr1u3rlv5zuqp\nLYqKilBYWIisrCzodDoYjUYYDAZs2rRJHokMDAxESEgIioqK4OXlhT/84Q9IT0/H3Llzu5VfXl6O\n8vJyxMfHA7j7gX/r1i0UFhZi4cKFyMvLwzfffINnn30WmZmZ8t9JS4SvWbMG8fHx8m0j97b5uXPn\nsHz5chQVFaG1tRVeXl4ICgpCR0cHtm7diri4OJjNZlitVnh7e8NqtaK4uBiRkZH9Ssa3b99GbW0t\nKisrERQUhNDQUHR2dmLr1q3yynV2ux0RERFYu3YtYmJiEBER4VSMixcvIi8vD0ePHoXFYoHD4YDB\nYEBnZydyc3N7PK+Li4vl89oZovOTp+QmQHx+cvfcNJAYA8lPonMTIDY/eUJuApTJT54wcK/EwJi7\n5yZpH9x9YMzdc5OSfvCdT9EJ1NvbG01NTbh69Spu3LiBxMREAHcb3NvbG42Njbh27Roeeugh3Lp1\nS37PpEmTnNr+wsJC/PGPf8STTz6JRYsWya87HA5otVqYTCasXr0a//AP/4CZM2cCAN58801cvXoV\nU6ZMcSpGXV0dtFotQkJCoNFoYLfbsX//fiQlJSEsLAxeXl497kdCQoLT+3Ho0CHk5uYiKSmp2wXn\n2LFjcfr0aZw/fx7Z2dny3Iji4mKo1WokJSV1K+d+bSKNVp4+fRrfffedvKiDVqtFU1MTtm7diqef\nfhqTJk3C7t27UV1djbi4OBiNRgB3V3PbtWsXZs2a1eMDgXtrb39/f0RGRmL16tUIDw+XHxR+48YN\nBAYGYuLEiU7Vk+jygd7bYuLEiTh69CjKy8uRlZUFLy8vREZG4siRIygtLUV2djb8/f2hVqvR0dGB\niooKTJ8+HY888ki38vPy8vCXv/wFY8eOleclqFQq+Pn5IT8/H1999RWam5vx8ssvIzU1FVevXkVu\nbq784RAVFYWOjg55tPPexw5UVVVh2bJlWLBggbxEfkFBAcxmMyIiIuDn54fPPvsMo0ePhlarhUaj\nwdtvvy0vsOGMa9euwdfXF35+fjAajbhx4wZKSkpgNpvllSmPHj2KlJQU+Pn5weFw4Pjx45g2bRoC\nAwPvW35hYSHef/99pKWloaWlBbW1tdi+fTvMZjPMZjOCg4Oxdu3a753XV65ccfq8BsTmJ0/JTYAy\n+cndc5MSMUTnJkBsfvKE3AQok588ZeBe9MCYJ+QmTxgYc/fcpLQfdOdTdAKVRpKio6PR3NyM6upq\n+X576US/fPkytm/fDgD46KOPMHHiRKcX1mhubsaqVasQGRmJv//7v5dfP3funHzSm81maDQa7N27\nF8XFxdi6dStiY2Pxj//4j07FOHbsGF5//XXU19cjJiYGjY2NSEhIQFJSElatWoXJkydDq9WipqYG\nO3bsGNB+AHcnxRcVFaG6uhp2ux3+/v7yCTxx4kRs2bIFjY2NcDgcuHPnDjZs2ICcnBz5IuZ+9u/f\nj87OToSFhSE4OBjh4eGoqKjAjRs35BPz2rVrOHfuHGbPno3z58/DYrFg9uzZ8vOQgLsPm87Jyfle\n4gb6bm8ACA8Ph4+PDzZt2gSLxYL169dj3LhxeOihh5zaB9HlS+7XFtu2bUNTUxNGjx6NK1euwGKx\nYOLEifKqczqdDklJSRgzZox88Sm5dOkSNmzYgFdffbVbvUqys7Oxb98+TJw4ERkZGaipqcH777+P\nuLg4jB49Wn5fWlpar6OdJ06cgE6nw+OPP46EhATEx8ejpaUFmzdvxsSJq6+acgAADkxJREFUE5Ga\nmgqbzYZNmzahqKgIe/bsQVRUFF588UWn6qesrAy///3vUV5ejpEjRyI0NBTR0dG4dOkSTp06hczM\nTERGRqKmpgarV69Ga2srPv/8c8TGxjp1e1Z1dTU++eQTLFq0CI888gjGjRsn30rz6aefys+X8/Ly\nQkFBwYDOa0BsfvKk3ASIzU+ekJuUiiEyNwHi85O75yZAufzk7gP3Sg2MuXtuAjxjYMzdc5PSfrCd\nTyUSqDTJX61WY8SIEbh27RouXLgAHx8f+Stv6ZaH27dvIzMzEwsXLnR6H6TRzWvXruHmzZtISEjA\ntm3b8NFHH2Hy5MnyvJHU1FSkpKQgIyMDo0aNwrx585yOYTAYUFZWhtraWoSEhODIkSMoLy/HokWL\n0Nraih07dmDWrFkYMWIEtFotWlpa+rUf0gXLiBEjYLPZEB4ejqamJnzzzTdITEyETqeDj48PMjIy\nsGHDBlRUVMDhcGDKlCmYOnWqUzGKi4vxwQcfoKKiAiaTCWfPnoVarcaSJUuwYcMG+Pv7Izo6Gjab\nDdu2bUN1dTVWrVqFhx9+WB4NlZ4ZFRMT0+ttI860t7Ss+a1bt5CcnIycnByn9kGJ8vvTFps3b0Zl\nZSW2bNmChQsXyvVkt9vlbe1p1LapqQnHjh3D4sWL5cn8dXV18i0qer0e2dnZOHToEEpKSlBaWoqF\nCxfKF6hdbw3qbbSzpKQEd+7cwfjx42G326HT6ZCQkIDa2locO3YMkydPRnp6OjIzMzF+/HhkZ2dj\nzpw5TtdTQEAAqqurUVFRge+++w55eXnySKrVakVlZSUmTZqEsWPHQq/XIzg4GOnp6T2OZPZEp9Ph\n+vXrUKlU8PHxgclkgre3N1JSUtDQ0IC9e/di5syZSEtLQ3JyMjIzM/t9XgNi85Mn5CZAfH7ylNwk\nOoYSuQkQn5/cPTcByuQndx+4V2JgzFNyk7sPjHlKblLaD7bzqeQFnsPhkGPU1dXh4sWLMJlM8shD\nbGws0tLSehztuF/ZRqMRnZ2dOHnyJHbu3InLly/j3/7t3+S5G9IBFxgYCIPBICdWZ/n4+CAlJQVH\njhzB2LFj5edYTZo0CaNGjUJpaan8oRkXF9fv/ZBOhvb2dpSWlmLq1KlYuHAhjhw5gu3bt6OjowOB\ngYGIjIxEbGwsDh06hFmzZmHatGkAup9QvRk5ciTa2tpw/vx5pKSkoKqqCsXFxRg3bhzi4+OxZs0a\nJCYmIjo6GqNHj0ZkZCQWLlyI9PR0AN1Xj3Nmf+7X3tHR0UhLS7vvKmZKl9+fthgzZgwiIiIwa9Ys\neTRTqqe+2qO9vR2XL1/GoUOHUFVVhZ07d+LAgQM4ePAgOjo6EBYWhrCwMIwbNw5Tp07F+PHj5RUX\ne3uW1b00Gg1WrlyJ7OxseV6TRqNBcHAwqqqqEBkZCYPBIM/Z7uk2oPuVn5CQgOrqakyYMAF6vR7X\nrl3Drl27YDAYUFVVBbVajbi4OMTGxsp3UjjL29sbUVFROHHiBG7evImQkBB53kl4eDi+/fZb+ZY5\ng8EwoPNaIio/eUJukvYDEJefPCk3iYyhRG6SyheZn9w9NwHK5Cd3H7hXYmDMU3KTuw+MeUpuUtoP\ntvOp9AUecPfhrgEBAaisrIRarUZ8fPyAHh7clUajQVBQEFpaWlBWVoZnnnkGcXFxsFqtTh3QzpD2\nf+PGjZg3bx4WLFgAHx8faDQaJCcnIzc3Fw6Ho9/Lsnfl7++P6upqFBUVwWq14sCBA5g9ezY6Ojqw\ncuVKGI1GjBkzBj4+Pvj666+RmJiIkJAQp/cvKysLpaWlUKvVmD9/PiIiIjB58mR55G7jxo2YMGGC\nPAHcYDB0G43qD2faezDtIrr8+7WFyWSSF6fobz35+/tjxIgRsFgsiI2NRXJyMp566ilotVp5Er3B\nYJBH83x8fOQHfjubPI1GI6xWK3bt2oXx48dDq9XCbrdDq9Vi8+bNyMjIQFhY2KDrKDAwEHv37sW4\nceMwe/ZsGI1G1NfXo7y8HGfPnkV0dLS8mmR/6fV6BAUFobS0FG1tbQgNDYVOp0NbWxs2bNiABx54\nwGW3zYjKT56SmwCx+cmTcpPoGCJzk1S+yPzkCbkJUCY/ufPAvRIDYxJPyE3uPDAmcffcpLQfbOcT\nUPYCD7g7+hAcHIzLly+jqakJWVlZLrkA02q18oq7FRUVMJvN8sHtqpWsoqOj0dLSgi1btmDUqFFy\nR12v12PMmDHIysoa9AEeHx+PLVu24Pjx43j99dcxdepUZGVlob29HTdv3kRGRgYSEhJQV1eHvLw8\nTJ8+vV8TpseMGYM1a9YgMDBQvrXFbrcjMTERZ8+eRUNDQ7d76Qd7ISaqvZUov6+2uHXrVrdnafW3\nnoKCgpCWliYvsiHdDrNr1y75oqhreQNph+joaFy4cAG7du1CTk4OVKq7z/E6fPgwsrOzBzyQ1FVE\nRAQ6Ozuxb98+mEwmjBs3DuPHj5dXyJs1a9agzgmj0QgvLy+UlZWhs7MTCQkJ8sPfc3Jy5AU4XEXE\n8eQpuQkQm588LTeJjCEyNwHi85Mn5CZAmfzkzgP3Sg2MAZ6Rm9x9YAxw/9ykpB905xNQ9gJPpVLh\nxo0bWLt2LdLT03udfD0Qer0eer0eV69eRXl5OTIzMwf0nK6+pKen4/z58/Ky0dLDggMCAlxycedw\nOFBfX4+xY8di0qRJaG9vh7e3N9LT07sltzFjxiAlJaXfH9K+vr5ITEzEihUrEBgYiJiYGKhUKqjV\naowZM6bbpGxXENneost3ti0GS0qMdXV1OHToEKZNm9bvW8164uvri/T0dBw9ehTffPMNLly4gJUr\nV2LEiBH9XoCpL9Lzy0pKShAaGoqgoCCMHDkSmZmZLjknIiMj0dLSgnPnzqGhoQGffvop4uPjMWHC\nBBdsfXeijidPyE2A2PzkablJZAylchMgJj95Sm4ClMtP7jpwr9TAmCflJnceGHP33KSkH3znE1Au\ngZ49exYffPABJk+ejCVLlri0bODuqIiXlxfOnz8Pk8kEk8nk8hgTJkxAXl4ezpw5g4kTJ7o0KUjP\nNNuwYQNmzpwpLwMvxej6YO6BfiMdEhKCoKAgbNiwAVFRUfIDfKVJ3q78RkZ0e4ss35m2cEU9Wa1W\nHDx4EH/4wx/w0EMPdVvufrA0Gg1mzJgBvV6PwMBAZGRkdFtcwlUyMzNx/PhxnD17FqNGjXJ5xyo+\nPh4XLlzAnj17kJOTg6VLl7q0fInI48ndcxMgPj95Um4SGUOp3ASIy0+ekpsAZfKTOw/cKzEw5km5\nyZ0HxjwhNymFnc+/USKBBgYGIiUlxenndQ2EyWRCWlqaPMdAhMmTJ8NkMskJyJWioqJw6tQptLe3\nIykpScgtBNKKZ/v378fUqVO7rS7mygtW0e0tuvz7tYUrdHZ2or6+HnPnzpWXl3dlggburloYFxeH\nmJgYl5V5r6ysLIwcOVJevMDVUlJSMHbs2H4tLd9foo8nd89NgPj85Cm5SXQMJXITID4/eUJuAsTn\nJ3cfuBc9MAZ4Tm5y54ExwHNyk2gqhzQjlWC1WnH9+nWnnx1JYhw/fhypqanCl4NubW116iHRP2RK\ntIU0MuiqeR1EIilxTjA33Z9SnxPMT0Ovs7MTtbW1iIuLExbDbrfj9u3bwp5/eOfOHVy8eFF+rqMI\nnpCblGhr0TGYm+6PnU8atpRYHno4LkE9HLGeiLoTfU7wnHMO64moO+am4YH11Dt2PomIiIiIiEg4\ndsmJiIiIiIhIOHY+iYiIiIiISDh2PomIiIiIiEg4dj6JiIiIiIhIOHY+iYiIiIiISDh2PomIiIbA\nG2+8gaeeegoWiwUAYLPZ8Mwzz+Bf//VfFd+WgoKCIYlLREQ/LOx8EhERDaHi4mIAQEVFBdrb24U9\nLPyNN95AQUGBkLKJiIicwc4nERHREFCpVMjKysKRI0cAAIcPH0Z2djZEPX5bVKeWiIjIWd5DvQFE\nREQ/VGlpadi5cydaWlpw6tQpPPLII8jLy5N/v2fPHmzevBnNzc2IiIjA0qVLMXbsWPn3BQUF+Otf\n/4qf/vSnWLFiBa5fv46xY8fipZdeglp9d3z51KlTeOuttwAAlZWV+OijjxAaGor/+Z//+d72nDx5\nstdyiIiIBoudTyIioiGiUqkwbtw4LF++HOnp6fD2/r+P5eLiYqxcuRL/9E//hJSUFBw7dgzvv/8+\n3n77bZjNZvl9165dw549e/DrX/8aFosF//7v/47jx49j4sSJAICMjAysWbMGb731FnJycjBjxowe\nvwW9XzlERESDxeFMIiKiITR16lQcPnwYDzzwQLfXN2/ejMWLF2Ps2LHQ6/XIycnB1KlTsWXLlm7v\nMxgMeOWVVxAaGgqz2Yzk5GTU19d3e49arZY7nF3/3d9yiIiIBoOdTyIioiGUmJiI5cuXIysrq9vr\ndXV1SE1N7fZaamoqLl++3O01rVbbrTPp6+sLq9XaY6y+5n32pxwiIqKB4G23REREQ8zf37/H1+9d\nfMjhcHDhICIiclv85pOIiGgYMpvNqKys7PZaRUVFt/me/WWz2Qa7WURERAPGzicREdEwtGTJEmzd\nuhXHjh1DS0sLdu/ejcLCQixevLjPv3M4HD0+riU4OBgnTpxAW1sbLl26hIaGhgGVQ0RENFC87ZaI\niGgYkW6rHTt2LJ5++mn85S9/QVNTE0aOHIlf/epXiIqK6vH9XX/u6dbcJUuW4IMPPsDzzz+PqKgo\n/PznP0doaGi/yyEiIhoolYPDmkRERERERCQYb7slIiIiIiIi4dj5JCIiIiIiIuHY+SQiIiIiIiLh\n2PkkIiIiIiIi4dj5JCIiIiIiIuHY+SQiIiIiIiLh2PkkIiIiIiIi4dj5JCIiIiIiIuHY+SQiIiIi\nIiLh/j+5M82CQv8jsQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x114cd5a10>"
       ]
      }
     ],
     "prompt_number": 53
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The dots in the picture are monthly data provided by facility. They are the numbers on a bill. When meters were malfunctioning, the facility just estimated the energy use for billin purpose. The data points we excluded are not in the plot. They are simply way higher than normal (30 times more than other normal consumption). \"Meter malfunction, estimated by facility\" means in this month, the meter was malfunctioning and this dot is what facilities estimated. \n",
      "\n",
      "Meter \"CE603B\" malfunctioned on February and March 2013. Meter \"CE604B\" malfunctioned on August and September 2012. We set the nubmers of these months to np.nan and simply exclude them from regression. Plot them againa and compare with the facility monthly data. <b>They match!</b> Of course, excep when the meters were malfunctioning. In thoses months, the facilities estimated the energy consumption for billing purpose. For us, we just excluded hourly and daily data points during thoese months in regression. "
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The total building electricity consumption is the sum of these two meters. Just in case, we keep the \"power\" and compare them with \"energy\""
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "electricity['energy'] = electricity['Gund Bus-A EnergyReal - kWhr'] + electricity['Gund Bus-B EnergyReal - kWhr']\n",
      "electricity['power'] = electricity['Gund Bus-A PowerReal - kW'] + electricity['Gund Bus-B PowerReal - kW']\n",
      "electricity.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Gund Bus-A EnergyReal - kWhr</th>\n",
        "      <th>Gund Bus-B EnergyReal - kWhr</th>\n",
        "      <th>Gund Bus-A PowerReal - kW</th>\n",
        "      <th>Gund Bus-B PowerReal - kW</th>\n",
        "      <th>energy</th>\n",
        "      <th>power</th>\n",
        "      <th>startTime</th>\n",
        "      <th>endTime</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2011-07-01 00:00:00</th>\n",
        "      <td>            NaN</td>\n",
        "      <td>            NaN</td>\n",
        "      <td>       NaN</td>\n",
        "      <td>       NaN</td>\n",
        "      <td>            NaN</td>\n",
        "      <td>        NaN</td>\n",
        "      <td>2011-07-01 00:00:00</td>\n",
        "      <td>2011-07-01 01:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 01:00:00</th>\n",
        "      <td> 1796757.502803</td>\n",
        "      <td> 3657811.582122</td>\n",
        "      <td> 47.184015</td>\n",
        "      <td> 63.486186</td>\n",
        "      <td> 5454569.084925</td>\n",
        "      <td> 110.670201</td>\n",
        "      <td>2011-07-01 01:00:00</td>\n",
        "      <td>2011-07-01 02:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 02:00:00</th>\n",
        "      <td> 1796800.145991</td>\n",
        "      <td> 3657873.464938</td>\n",
        "      <td> 40.208796</td>\n",
        "      <td> 61.270542</td>\n",
        "      <td> 5454673.610929</td>\n",
        "      <td> 101.479338</td>\n",
        "      <td>2011-07-01 02:00:00</td>\n",
        "      <td>2011-07-01 03:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 03:00:00</th>\n",
        "      <td> 1796840.146023</td>\n",
        "      <td> 3657934.837505</td>\n",
        "      <td> 39.209866</td>\n",
        "      <td> 61.464394</td>\n",
        "      <td> 5454774.983528</td>\n",
        "      <td> 100.674260</td>\n",
        "      <td>2011-07-01 03:00:00</td>\n",
        "      <td>2011-07-01 04:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 04:00:00</th>\n",
        "      <td> 1796879.023607</td>\n",
        "      <td> 3657995.470348</td>\n",
        "      <td> 39.378507</td>\n",
        "      <td> 59.396581</td>\n",
        "      <td> 5454874.493955</td>\n",
        "      <td>  98.775088</td>\n",
        "      <td>2011-07-01 04:00:00</td>\n",
        "      <td>2011-07-01 05:00:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 54,
       "text": [
        "                     Gund Bus-A EnergyReal - kWhr  \\\n",
        "2011-07-01 00:00:00                           NaN   \n",
        "2011-07-01 01:00:00                1796757.502803   \n",
        "2011-07-01 02:00:00                1796800.145991   \n",
        "2011-07-01 03:00:00                1796840.146023   \n",
        "2011-07-01 04:00:00                1796879.023607   \n",
        "\n",
        "                     Gund Bus-B EnergyReal - kWhr  Gund Bus-A PowerReal - kW  \\\n",
        "2011-07-01 00:00:00                           NaN                        NaN   \n",
        "2011-07-01 01:00:00                3657811.582122                  47.184015   \n",
        "2011-07-01 02:00:00                3657873.464938                  40.208796   \n",
        "2011-07-01 03:00:00                3657934.837505                  39.209866   \n",
        "2011-07-01 04:00:00                3657995.470348                  39.378507   \n",
        "\n",
        "                     Gund Bus-B PowerReal - kW          energy       power  \\\n",
        "2011-07-01 00:00:00                        NaN             NaN         NaN   \n",
        "2011-07-01 01:00:00                  63.486186  5454569.084925  110.670201   \n",
        "2011-07-01 02:00:00                  61.270542  5454673.610929  101.479338   \n",
        "2011-07-01 03:00:00                  61.464394  5454774.983528  100.674260   \n",
        "2011-07-01 04:00:00                  59.396581  5454874.493955   98.775088   \n",
        "\n",
        "                              startTime             endTime  \n",
        "2011-07-01 00:00:00 2011-07-01 00:00:00 2011-07-01 01:00:00  \n",
        "2011-07-01 01:00:00 2011-07-01 01:00:00 2011-07-01 02:00:00  \n",
        "2011-07-01 02:00:00 2011-07-01 02:00:00 2011-07-01 03:00:00  \n",
        "2011-07-01 03:00:00 2011-07-01 03:00:00 2011-07-01 04:00:00  \n",
        "2011-07-01 04:00:00 2011-07-01 04:00:00 2011-07-01 05:00:00  "
       ]
      }
     ],
     "prompt_number": 54
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Derive hourly consumption\n",
      "\n",
      "\n",
      "The hourly energy consumption between this hour and next hour is the meter kWh reading (\"energy\" in the dataframe) of the next hour minus this hour. We assume the meter reading is recorded at the end of hour. In order to avoid confusion, we also mark the startTime and endTime of the meter reading in the dataframe. We compared hourly power of next hour with the derived hourly electricity, most of the time, power is close to hourly electricity. Sometimes, there is quite a difference. \n",
      "\n",
      "The meters record accumulative energy consumption. Say at the beginning of today, the number is 10. After an hour, the energy use is 1, then the meter number adds one and become 11, etc. So the meter number should keep increasing. However, we found that sometimes, the meter reading suddenly drops to 0, and after quite a while, get a high positive number again. This will create negative hourly consumption, and then an absurdly high postive number. We get hourly/daily energy consumption by \"meter reading at time t + 1 - at time t\". If the result is negative, or absurdly high, we consider the meter was malfunctioning. We set these data points to np.nan now. We figured out the exact dates when the meters were malfunctioning by looking at the raw data in excel files and from monthly plots. \n",
      "\n",
      "In addition to that, occasionaly, there are more non-sense data points, which are thousand times higher than normal values. The normal hourly consumption range is between 100 and 400. We created a filter: \"index = abs(hourlyEnergy) < 200000\", which means only values lower than 200000 are kept.\n",
      "\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# In case there are any missing hours, reindex to get the entire time span. Fill in nan data.\n",
      "hourlyTimestamp = pd.date_range(start = '2011/7/1', end = '2014/10/31', freq = 'H')\n",
      "\n",
      "# Somehow, reindex does not work well. October 2011 and several other hours are missing. \n",
      "# Basically it is just the length of original length.\n",
      "#electricity.reindex(hourlyTimestamp, inplace = True, fill_value = np.nan)\n",
      "\n",
      "startTime = hourlyTimestamp\n",
      "endTime = hourlyTimestamp + np.timedelta64(1,'h')\n",
      "hourlyTime = pd.DataFrame(data = np.transpose([startTime, endTime]), index = hourlyTimestamp, columns = ['startTime', 'endTime'])\n",
      "\n",
      "electricity = electricity.join(hourlyTime, how = 'outer')\n",
      "\n",
      "# Just in case, in order to use diff method, timestamp has to be in asending order.\n",
      "electricity.sort_index(inplace = True)\n",
      "hourlyEnergy = electricity.diff(periods=1)['energy']\n",
      "\n",
      "hourlyElectricity = pd.DataFrame(data = hourlyEnergy.values, index = hourlyEnergy.index, columns = ['electricity-kWh'])\n",
      "hourlyElectricity = hourlyElectricity.join(hourlyTime, how = 'inner')\n",
      "\n",
      "print \"Data length: \", len(hourlyElectricity)/24, \" days\"\n",
      "hourlyElectricity.head()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Data length:  1218.04166667  days\n"
       ]
      },
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>electricity-kWh</th>\n",
        "      <th>startTime</th>\n",
        "      <th>endTime</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2011-07-01 00:00:00</th>\n",
        "      <td>        NaN</td>\n",
        "      <td>2011-07-01 00:00:00</td>\n",
        "      <td>2011-07-01 01:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 01:00:00</th>\n",
        "      <td>        NaN</td>\n",
        "      <td>2011-07-01 01:00:00</td>\n",
        "      <td>2011-07-01 02:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 02:00:00</th>\n",
        "      <td> 104.526004</td>\n",
        "      <td>2011-07-01 02:00:00</td>\n",
        "      <td>2011-07-01 03:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 03:00:00</th>\n",
        "      <td> 101.372599</td>\n",
        "      <td>2011-07-01 03:00:00</td>\n",
        "      <td>2011-07-01 04:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 04:00:00</th>\n",
        "      <td>  99.510428</td>\n",
        "      <td>2011-07-01 04:00:00</td>\n",
        "      <td>2011-07-01 05:00:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 10,
       "text": [
        "                     electricity-kWh           startTime             endTime\n",
        "2011-07-01 00:00:00              NaN 2011-07-01 00:00:00 2011-07-01 01:00:00\n",
        "2011-07-01 01:00:00              NaN 2011-07-01 01:00:00 2011-07-01 02:00:00\n",
        "2011-07-01 02:00:00       104.526004 2011-07-01 02:00:00 2011-07-01 03:00:00\n",
        "2011-07-01 03:00:00       101.372599 2011-07-01 03:00:00 2011-07-01 04:00:00\n",
        "2011-07-01 04:00:00        99.510428 2011-07-01 04:00:00 2011-07-01 05:00:00"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "> Above is the hourly electricity consumption. The data is exported to an excel file. We assume the meter reading is recorded at the end of hour."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Filter the data, keep the NaN and generate two excels, with and without Nan\n",
      "\n",
      "hourlyElectricity.loc[abs(hourlyElectricity['electricity-kWh']) > 100000,'electricity-kWh'] = np.nan\n",
      "\n",
      "time = hourlyElectricity.index\n",
      "index = ((time > np.datetime64('2012-07-26')) & (time < np.datetime64('2012-08-18'))) \\\n",
      "        | ((time > np.datetime64('2013-01-21')) & (time < np.datetime64('2013-03-08')))\n",
      "\n",
      "hourlyElectricity.loc[index,'electricity-kWh'] = np.nan\n",
      "hourlyElectricityWithoutNaN = hourlyElectricity.dropna(axis=0, how='any')\n",
      "\n",
      "hourlyElectricity.to_excel('Data/hourlyElectricity.xlsx')\n",
      "hourlyElectricityWithoutNaN.to_excel('Data/hourlyElectricityWithoutNaN.xlsx')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.figure()\n",
      "fig = hourlyElectricity.plot(fontsize = 15, figsize = (15, 6))\n",
      "plt.tick_params(which=u'major', reset=False, axis = 'y', labelsize = 15)\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('All the hourly electricity data', fontsize = 16)\n",
      "plt.ylabel('kWh')\n",
      "plt.show()\n",
      "\n",
      "plt.figure()\n",
      "fig = hourlyElectricity.iloc[26200:27400,:].plot(marker = 'o',label='hourly electricity', fontsize = 15, figsize = (15, 6))\n",
      "plt.tick_params(which=u'major', reset=False, axis = 'y', labelsize = 15)\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('Hourly electricity data of selected days', fontsize = 16)\n",
      "plt.ylabel('kWh')\n",
      "plt.legend()\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x1096bca90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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gNSrsO0AUGljWiUIDyzqRMRgEEhERERERhRAGgdSosO8AUWhgWScKDSzrRMZg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\n0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1KDk5hYJeuBM9WNq1kqHxNMxDOsLM0LLtR+O3MAPpwzAR/fPhFzAmqmFZ2zVAXxiSJh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\nSkRWahKeljmKsMKI0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1TMqsTIn/fVl0uw9Mslqt/X7ajDppVfY0ZFZyR4PK55P276rIXH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\nAGAQmkAAAAAAMAhNIAAAAAAY5H83shDy46ehoAAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x109cb5ad0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x1096a1750>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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xRRw/fhyHDx9GcHCwVeO2a9cOa9asQWRkJPbt22dob9y4MRITE9GlSxeEhIQg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\nD3oW78+cjXutzeM9GqRsx86V/IlEBo2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NXl/5NzZP7lPqOBx7Wgi+rLUIFWYuoFZmATW6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RaWMlRCtbtAOowRgDVGoAGSFZFqMBdX55VpT2DCz49lDPuebVAFJ7nBn0MmO0JQrPSLJBgk6y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\nAADECAIgAAAAAMSI/wEDjHYXZ4kq1QAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x109b56a90>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "> Above are the hourly data plots. In the first graph, the blank part is due to missing data when the meters were malfunctioning. In the second graph, you can see difference between day and night, weekday and weekends."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Derive daily consumption\n",
      "\n",
      "We manage to get the daily electricity consumption through \"reindex\".\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dailyTimestamp = pd.date_range(start = '2011/7/1', end = '2014/10/31', freq = 'D')\n",
      "electricityReindexed = electricity.reindex(dailyTimestamp, inplace = False)\n",
      "\n",
      "# Just in case, in order to use diff method, timestamp has to be in asending order.\n",
      "electricityReindexed.sort_index(inplace = True)\n",
      "dailyEnergy = electricityReindexed.diff(periods=1)['energy']\n",
      "\n",
      "dailyElectricity = pd.DataFrame(data = dailyEnergy.values, index = electricityReindexed.index - np.timedelta64(1,'D'), columns = ['electricity-kWh'])\n",
      "dailyElectricity['startDay'] = dailyElectricity.index\n",
      "dailyElectricity['endDay'] = dailyElectricity.index + np.timedelta64(1,'D')\n",
      "\n",
      "# Filter the data, keep the NaN and generate two excels, with and without Nan\n",
      "\n",
      "dailyElectricity.loc[abs(dailyElectricity['electricity-kWh']) > 2000000,'electricity-kWh'] = np.nan\n",
      "\n",
      "time = dailyElectricity.index\n",
      "index = ((time > np.datetime64('2012-07-26')) & (time < np.datetime64('2012-08-18'))) | ((time > np.datetime64('2013-01-21')) & (time < np.datetime64('2013-03-08')))\n",
      "\n",
      "dailyElectricity.loc[index,'electricity-kWh'] = np.nan\n",
      "dailyElectricityWithoutNaN = dailyElectricity.dropna(axis=0, how='any')\n",
      "\n",
      "dailyElectricity.to_excel('Data/dailyElectricity.xlsx')\n",
      "dailyElectricityWithoutNaN.to_excel('Data/dailyElectricityWithoutNaN.xlsx')\n",
      "\n",
      "dailyElectricity.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>electricity-kWh</th>\n",
        "      <th>startDay</th>\n",
        "      <th>endDay</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2011-06-30</th>\n",
        "      <td>         NaN</td>\n",
        "      <td>2011-06-30</td>\n",
        "      <td>2011-07-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01</th>\n",
        "      <td>         NaN</td>\n",
        "      <td>2011-07-01</td>\n",
        "      <td>2011-07-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-02</th>\n",
        "      <td> 3630.398480</td>\n",
        "      <td>2011-07-02</td>\n",
        "      <td>2011-07-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-03</th>\n",
        "      <td> 3750.648885</td>\n",
        "      <td>2011-07-03</td>\n",
        "      <td>2011-07-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-04</th>\n",
        "      <td> 4568.724044</td>\n",
        "      <td>2011-07-04</td>\n",
        "      <td>2011-07-05</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "            electricity-kWh   startDay     endDay\n",
        "2011-06-30              NaN 2011-06-30 2011-07-01\n",
        "2011-07-01              NaN 2011-07-01 2011-07-02\n",
        "2011-07-02      3630.398480 2011-07-02 2011-07-03\n",
        "2011-07-03      3750.648885 2011-07-03 2011-07-04\n",
        "2011-07-04      4568.724044 2011-07-04 2011-07-05"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "> Above is the daily electricity consumption."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.figure()\n",
      "fig = dailyElectricity.plot(figsize = (15, 6))\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('All the daily electricity data', fontsize = 16)\n",
      "plt.ylabel('kWh')\n",
      "plt.show()\n",
      "\n",
      "plt.figure()\n",
      "fig = dailyElectricity.iloc[1000:1130,:].plot(marker = 'o', figsize = (15, 6))\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('Daily electricity data of selected days', fontsize = 16)\n",
      "plt.ylabel('kWh')\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x10a556a90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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niHJBkT+iovRYthf5M92HA/UCGzhEDzYTZPsR5SJuO4iWsNUDUTpMqvkjygTj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VK2jVgApARsrrEaXIbmSyhGry1bi7FO52/mTx+QyzGmBbJN8x4XfCF18JAC3ckLNLO0cqywbjc0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Ctef88eJG/qgti0gksJ8QKQsxRtOxXpQAAYD3Xb91SQagcpZ1Evkz79iUejDfU800HvlLU1Mr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\nNLvriRZ88c+vT85fhwEFifbZwW6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cNKIt/PNppvDQgw85748cOYq7777L0D7n5+dx7Jln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       "text": [
        "<matplotlib.figure.Figure at 0x1096bc950>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x109b48150>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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IDJH2UO+GyBOOAyLPOE6IOA6IpMYgkIiIiIhIQjKZTLIadtQ+Wa3WgDKGMggM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BjhxbJkGG+eV6AhPYFGlYOmMkSDQI7jJB/MRFpxVYbkE0g6E2jH3p5eVe+JJsmb3Fd6efT0pjGm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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x107eb8890>"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "> Above is the daily electricity plot.\n",
      "\n",
      "The super low electricity consumption happens after semesters end, including Christmas vacations. In addition, as you can see in the second figure, the summer energy consumption is lower when school starts."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Chilled Water\n",
      "\n",
      "We clean the chilled water data in the same way as electricity."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "chilledWater = df[['Gund Main Energy - Ton-Days']]\n",
      "chilledWater.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Gund Main Energy - Ton-Days</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2011-07-01 01:00:00</th>\n",
        "      <td> 17912.537804</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 02:00:00</th>\n",
        "      <td> 17912.853518</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 03:00:00</th>\n",
        "      <td> 17913.169232</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 04:00:00</th>\n",
        "      <td> 17913.484946</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 05:00:00</th>\n",
        "      <td> 17913.800660</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 15,
       "text": [
        "                     Gund Main Energy - Ton-Days\n",
        "2011-07-01 01:00:00                 17912.537804\n",
        "2011-07-01 02:00:00                 17912.853518\n",
        "2011-07-01 03:00:00                 17913.169232\n",
        "2011-07-01 04:00:00                 17913.484946\n",
        "2011-07-01 05:00:00                 17913.800660"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "file = 'Data/monthly chilled water.csv' \n",
      "monthlyChilledWaterFromFacility = pd.read_csv(file, header=0)\n",
      "monthlyChilledWaterFromFacility.set_index(['month'], inplace = True)\n",
      "monthlyChilledWaterFromFacility.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>startDate</th>\n",
        "      <th>endDate</th>\n",
        "      <th>chilledWater</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>month</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>11-Jul</th>\n",
        "      <td>  6/12/11</td>\n",
        "      <td>  7/12/11</td>\n",
        "      <td> 2258</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11-Aug</th>\n",
        "      <td>  7/12/11</td>\n",
        "      <td>  8/12/11</td>\n",
        "      <td> 2095</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11-Sep</th>\n",
        "      <td>  8/12/11</td>\n",
        "      <td>  9/12/11</td>\n",
        "      <td> 2200</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11-Oct</th>\n",
        "      <td>  9/12/11</td>\n",
        "      <td> 10/12/11</td>\n",
        "      <td> 1664</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11-Nov</th>\n",
        "      <td> 10/12/11</td>\n",
        "      <td> 11/12/11</td>\n",
        "      <td>  447</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 16,
       "text": [
        "       startDate   endDate  chilledWater\n",
        "month                                   \n",
        "11-Jul   6/12/11   7/12/11          2258\n",
        "11-Aug   7/12/11   8/12/11          2095\n",
        "11-Sep   8/12/11   9/12/11          2200\n",
        "11-Oct   9/12/11  10/12/11          1664\n",
        "11-Nov  10/12/11  11/12/11           447"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "monthlyChilledWaterFromFacility['startDate'] = pd.to_datetime(monthlyChilledWaterFromFacility['startDate'], format=\"%m/%d/%y\")\n",
      "values = monthlyChilledWaterFromFacility.index.values\n",
      "\n",
      "keys = np.array(monthlyChilledWaterFromFacility['startDate'])\n",
      "\n",
      "dates = {}\n",
      "for key, value in zip(keys, values):\n",
      "    dates[key] = value\n",
      "\n",
      "sortedDates =  np.sort(dates.keys())\n",
      "sortedDates = sortedDates[sortedDates > np.datetime64('2011-11-01')]\n",
      "\n",
      "months = []\n",
      "monthlyChilledWaterOrg = np.zeros((len(sortedDates) - 1))\n",
      "for i in range(len(sortedDates) - 1):\n",
      "    begin = sortedDates[i]\n",
      "    end = sortedDates[i+1]\n",
      "    months.append(dates[sortedDates[i]])\n",
      "    monthlyChilledWaterOrg[i] = (np.round(chilledWater.loc[end,:] -  chilledWater.loc[begin,:], 1))\n",
      "    \n",
      "\n",
      "monthlyChilledWater = pd.DataFrame(data = monthlyChilledWaterOrg, index = months, columns = ['chilledWater-TonDays'])\n",
      "\n",
      "fig,ax = plt.subplots(1, 1,figsize=(15,8))\n",
      "#ax.set_axis_bgcolor('w')\n",
      "#plt.plot(monthlyChilledWater, label='Our data processing from hourly data', marker = 'x', markersize = 15, linestyle = '')\n",
      "plt.bar(np.arange(len(monthlyChilledWater))-0.5, monthlyChilledWater.values, label='Our data processing from hourly data')\n",
      "plt.plot(monthlyChilledWaterFromFacility[5:-1]['chilledWater'],'or', label='Facility data')\n",
      "plt.xticks(np.arange(0,len(months)),months)\n",
      "plt.xlabel('Month',fontsize=15)\n",
      "plt.ylabel('kWh',fontsize=15)\n",
      "plt.xlim([0,len(months)])\n",
      "plt.legend()\n",
      "ax.set_xticklabels(months, rotation=40, fontsize=13)\n",
      "plt.tick_params(which=u'major', reset=False, axis = 'y', labelsize = 15)\n",
      "plt.title('Data Validation: comparison between our data processing and facilities',fontsize=20)\n",
      "\n",
      "text = 'Match! Our processing method is valid.'\n",
      "ax.annotate(text, xy = (15, 2000), \n",
      "            xytext = (5, 50), fontsize = 15, \n",
      "            textcoords = 'offset points', ha = 'center', va = 'bottom')\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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TBqdOncLDhw9x69YtvPzyyya5FW3u7QNA//79kZOTgyNHjiA+Ph4qlarMv6BJUR9DeXt7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\nwlpbqMFFhoUaXGTQm6IDG0cAAAAAQI/YODrC/HnsZDCn7x8W1tpChoU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wsvB4tZBhoQZX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iZq37592rRpU3BcYciQIbr66qt1+PBhXXnllb0aRWmfie6ugdfX1ysnJ0d5eXmqrKzUunXrNH36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\nQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10a3d85d0>"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hourlyTimestamp = pd.date_range(start = '2011/7/1', end = '2014/10/31', freq = 'H')\n",
      "chilledWater.reindex(hourlyTimestamp, inplace = True)\n",
      "\n",
      "# Just in case, in order to use diff method, timestamp has to be in asending order.\n",
      "chilledWater.sort_index(inplace = True)\n",
      "hourlyEnergy = chilledWater.diff(periods=1)\n",
      "\n",
      "hourlyChilledWater = pd.DataFrame(data = hourlyEnergy.values, index = hourlyEnergy.index, columns = ['chilledWater-TonDays'])\n",
      "hourlyChilledWater['startTime'] = hourlyChilledWater.index\n",
      "hourlyChilledWater['endTime'] = hourlyChilledWater.index + np.timedelta64(1,'h')\n",
      "\n",
      "hourlyChilledWater.loc[abs(hourlyChilledWater['chilledWater-TonDays']) > 50,'chilledWater-TonDays'] = np.nan\n",
      "\n",
      "hourlyChilledWaterWithoutNaN = hourlyChilledWater.dropna(axis=0, how='any')\n",
      "\n",
      "hourlyChilledWater.to_excel('Data/hourlyChilledWater.xlsx')\n",
      "hourlyChilledWaterWithoutNaN.to_excel('Data/hourlyChilledWaterWithoutNaN.xlsx')\n",
      "\n",
      "plt.figure()\n",
      "fig = hourlyChilledWater.plot(fontsize = 15, figsize = (15, 6))\n",
      "plt.tick_params(which=u'major', reset=False, axis = 'y', labelsize = 15)\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('All the hourly chilled water data', fontsize = 16)\n",
      "plt.ylabel('Ton-Days')\n",
      "plt.show()\n",
      "\n",
      "hourlyChilledWater.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x10f0df950>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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KSgoSEhIw/MNNSGhVjRtb21y3ep0FJ5yfj2WdP1EZsX+tn3ft2mWq/Fj5865d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\n2oqJAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x114cb4c90>"
       ]
      },
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>chilledWater-TonDays</th>\n",
        "      <th>startTime</th>\n",
        "      <th>endTime</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2011-07-01 01:00:00</th>\n",
        "      <td>      NaN</td>\n",
        "      <td>2011-07-01 01:00:00</td>\n",
        "      <td>2011-07-01 02:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 02:00:00</th>\n",
        "      <td> 0.315714</td>\n",
        "      <td>2011-07-01 02:00:00</td>\n",
        "      <td>2011-07-01 03:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 03:00:00</th>\n",
        "      <td> 0.315714</td>\n",
        "      <td>2011-07-01 03:00:00</td>\n",
        "      <td>2011-07-01 04:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 04:00:00</th>\n",
        "      <td> 0.315714</td>\n",
        "      <td>2011-07-01 04:00:00</td>\n",
        "      <td>2011-07-01 05:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 05:00:00</th>\n",
        "      <td> 0.315714</td>\n",
        "      <td>2011-07-01 05:00:00</td>\n",
        "      <td>2011-07-01 06:00:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 55,
       "text": [
        "                     chilledWater-TonDays           startTime  \\\n",
        "2011-07-01 01:00:00                   NaN 2011-07-01 01:00:00   \n",
        "2011-07-01 02:00:00              0.315714 2011-07-01 02:00:00   \n",
        "2011-07-01 03:00:00              0.315714 2011-07-01 03:00:00   \n",
        "2011-07-01 04:00:00              0.315714 2011-07-01 04:00:00   \n",
        "2011-07-01 05:00:00              0.315714 2011-07-01 05:00:00   \n",
        "\n",
        "                                endTime  \n",
        "2011-07-01 01:00:00 2011-07-01 02:00:00  \n",
        "2011-07-01 02:00:00 2011-07-01 03:00:00  \n",
        "2011-07-01 03:00:00 2011-07-01 04:00:00  \n",
        "2011-07-01 04:00:00 2011-07-01 05:00:00  \n",
        "2011-07-01 05:00:00 2011-07-01 06:00:00  "
       ]
      }
     ],
     "prompt_number": 55
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dailyTimestamp = pd.date_range(start = '2011/7/1', end = '2014/10/31', freq = 'D')\n",
      "chilledWaterReindexed = chilledWater.reindex(dailyTimestamp, inplace = False)\n",
      "\n",
      "chilledWaterReindexed.sort_index(inplace = True)\n",
      "dailyEnergy = chilledWaterReindexed.diff(periods=1)['Gund Main Energy - Ton-Days']\n",
      "\n",
      "dailyChilledWater = pd.DataFrame(data = dailyEnergy.values, index = chilledWaterReindexed.index - np.timedelta64(1,'D'), columns = ['chilledWater-TonDays'])\n",
      "dailyChilledWater['startDay'] = dailyChilledWater.index\n",
      "dailyChilledWater['endDay'] = dailyChilledWater.index + np.timedelta64(1,'D')\n",
      "\n",
      "dailyChilledWaterWithoutNaN = dailyChilledWater.dropna(axis=0, how='any')\n",
      "\n",
      "dailyChilledWater.to_excel('Data/dailyChilledWater.xlsx')\n",
      "dailyChilledWaterWithoutNaN.to_excel('Data/dailyChilledWaterWithoutNaN.xlsx')\n",
      "\n",
      "plt.figure()\n",
      "fig = dailyChilledWater.plot(fontsize = 15, figsize = (15, 6))\n",
      "plt.tick_params(which=u'major', reset=False, axis = 'y', labelsize = 15)\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('All the daily chilled water data', fontsize = 16)\n",
      "plt.ylabel('Ton-Days')\n",
      "plt.show()\n",
      "\n",
      "\n",
      "dailyChilledWater.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x10a022050>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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WiR/dfRpaGxvMHEBqgKGAsk5I+eHKihASaBqsEFDBeC5CSA664hoGNkahKApz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\nFoerx2IsFToznth+Bo8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TTw7SEZGh0tfPnox8FO/hiWI9/FCshyeK9fBDsX5pjdgB4MVg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\nCCGEEEJImPj/pd6NfKmom6oAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x105e13410>"
       ]
      },
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>chilledWater-TonDays</th>\n",
        "      <th>startDay</th>\n",
        "      <th>endDay</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2011-06-30</th>\n",
        "      <td>        NaN</td>\n",
        "      <td>2011-06-30</td>\n",
        "      <td>2011-07-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01</th>\n",
        "      <td>        NaN</td>\n",
        "      <td>2011-07-01</td>\n",
        "      <td>2011-07-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-02</th>\n",
        "      <td>  54.741028</td>\n",
        "      <td>2011-07-02</td>\n",
        "      <td>2011-07-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-03</th>\n",
        "      <td>  55.649728</td>\n",
        "      <td>2011-07-03</td>\n",
        "      <td>2011-07-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-04</th>\n",
        "      <td> 109.049077</td>\n",
        "      <td>2011-07-04</td>\n",
        "      <td>2011-07-05</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 19,
       "text": [
        "            chilledWater-TonDays   startDay     endDay\n",
        "2011-06-30                   NaN 2011-06-30 2011-07-01\n",
        "2011-07-01                   NaN 2011-07-01 2011-07-02\n",
        "2011-07-02             54.741028 2011-07-02 2011-07-03\n",
        "2011-07-03             55.649728 2011-07-03 2011-07-04\n",
        "2011-07-04            109.049077 2011-07-04 2011-07-05"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Steam"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "steam = df[['Gund Condensate FlowTotal - LBS']]\n",
      "steam.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Gund Condensate FlowTotal - LBS</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2011-07-01 01:00:00</th>\n",
        "      <td> 15443350.388455</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 02:00:00</th>\n",
        "      <td> 15443459.322917</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 03:00:00</th>\n",
        "      <td> 15443574.687500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 04:00:00</th>\n",
        "      <td> 15443701.953125</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 05:00:00</th>\n",
        "      <td> 15443818.359375</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 20,
       "text": [
        "                     Gund Condensate FlowTotal - LBS\n",
        "2011-07-01 01:00:00                  15443350.388455\n",
        "2011-07-01 02:00:00                  15443459.322917\n",
        "2011-07-01 03:00:00                  15443574.687500\n",
        "2011-07-01 04:00:00                  15443701.953125\n",
        "2011-07-01 05:00:00                  15443818.359375"
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "file = 'Data/monthly steam.csv' \n",
      "monthlySteamFromFacility = pd.read_csv(file, header=0)\n",
      "monthlySteamFromFacility.set_index(['month'], inplace = True)\n",
      "monthlySteamFromFacility.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>startDate</th>\n",
        "      <th>endDate</th>\n",
        "      <th>steam</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>month</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Jul 11</th>\n",
        "      <td>  6/17/2011</td>\n",
        "      <td>  7/21/2011</td>\n",
        "      <td>   0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Aug 11</th>\n",
        "      <td>  7/21/2011</td>\n",
        "      <td>  8/20/2011</td>\n",
        "      <td>   0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Sep 11</th>\n",
        "      <td>  8/20/2011</td>\n",
        "      <td>  9/17/2011</td>\n",
        "      <td>   0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Oct 11</th>\n",
        "      <td>  9/17/2011</td>\n",
        "      <td> 10/20/2011</td>\n",
        "      <td> 246.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Nov 11</th>\n",
        "      <td> 10/20/2011</td>\n",
        "      <td> 11/20/2011</td>\n",
        "      <td> 786.1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 21,
       "text": [
        "         startDate     endDate  steam\n",
        "month                                \n",
        "Jul 11   6/17/2011   7/21/2011    0.0\n",
        "Aug 11   7/21/2011   8/20/2011    0.0\n",
        "Sep 11   8/20/2011   9/17/2011    0.0\n",
        "Oct 11   9/17/2011  10/20/2011  246.5\n",
        "Nov 11  10/20/2011  11/20/2011  786.1"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "monthlySteamFromFacility['startDate'] = pd.to_datetime(monthlySteamFromFacility['startDate'], format=\"%m/%d/%Y\")\n",
      "values = monthlySteamFromFacility.index.values\n",
      "\n",
      "keys = np.array(monthlySteamFromFacility['startDate'])\n",
      "\n",
      "dates = {}\n",
      "for key, value in zip(keys, values):\n",
      "    dates[key] = value\n",
      "\n",
      "sortedDates =  np.sort(dates.keys())\n",
      "sortedDates = sortedDates[sortedDates > np.datetime64('2011-11-01')]\n",
      "\n",
      "months = []\n",
      "monthlySteamOrg = np.zeros((len(sortedDates) - 1))\n",
      "for i in range(len(sortedDates) - 1):\n",
      "    begin = sortedDates[i]\n",
      "    end = sortedDates[i+1]\n",
      "    months.append(dates[sortedDates[i]])\n",
      "    monthlySteamOrg[i] = (np.round(steam.loc[end,:] -  steam.loc[begin,:], 1))\n",
      "    \n",
      "\n",
      "monthlySteam = pd.DataFrame(data = monthlySteamOrg, index = months, columns = ['steam-LBS'])\n",
      "\n",
      "# 867 LBS ~= 1MMBTU steam\n",
      "\n",
      "fig,ax = plt.subplots(1, 1,figsize=(15,8))\n",
      "#ax.set_axis_bgcolor('w')\n",
      "#plt.plot(monthlySteam/867, label='Our data processing from hourly data')\n",
      "plt.bar(np.arange(len(monthlySteam))-0.5, monthlySteam.values/867, label='Our data processing from hourly data')\n",
      "plt.plot(monthlySteamFromFacility.loc[months,'steam'],'or', label='Facility data')\n",
      "plt.xticks(np.arange(0,len(months)),months)\n",
      "plt.xlabel('Month',fontsize=15)\n",
      "plt.ylabel('Steam (MMBTU)',fontsize=15)\n",
      "plt.xlim([0,len(months)])\n",
      "plt.legend()\n",
      "ax.set_xticklabels(months, rotation=40, fontsize=13)\n",
      "plt.tick_params(which=u'major', reset=False, axis = 'y', labelsize = 15)\n",
      "plt.title('Comparison between our data processing and facilities - Steam',fontsize=20)\n",
      "\n",
      "text = 'Match! Our processing method is valid.'\n",
      "ax.annotate(text, xy = (9, 1500), \n",
      "            xytext = (5, 50), fontsize = 15, \n",
      "            textcoords = 'offset points', ha = 'center', va = 'bottom')\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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TUxUSEhJS5mOIkIMSMUTIQYkYzMF2YjAH24khQg7miOGQm6tzu/1j32IpcQyV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       "text": [
        "<matplotlib.figure.Figure at 0x10f386050>"
       ]
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hourlyTimestamp = pd.date_range(start = '2011/7/1', end = '2014/10/31', freq = 'H')\n",
      "steam.reindex(hourlyTimestamp, inplace = True)\n",
      "\n",
      "# Just in case, in order to use diff method, timestamp has to be in asending order.\n",
      "steam.sort_index(inplace = True)\n",
      "hourlyEnergy = steam.diff(periods=1)\n",
      "\n",
      "hourlySteam = pd.DataFrame(data = hourlyEnergy.values, index = hourlyEnergy.index, columns = ['steam-LBS'])\n",
      "hourlySteam['startTime'] = hourlySteam.index\n",
      "hourlySteam['endTime'] = hourlySteam.index + np.timedelta64(1,'h')\n",
      "\n",
      "hourlySteam.loc[abs(hourlySteam['steam-LBS']) > 100000,'steam-LBS'] = np.nan\n",
      "\n",
      "plt.figure()\n",
      "fig = hourlySteam.plot(fontsize = 15, figsize = (15, 6))\n",
      "plt.tick_params(which=u'major', reset=False, axis = 'y', labelsize = 17)\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('All the hourly steam data', fontsize = 16)\n",
      "plt.ylabel('LBS')\n",
      "plt.show()\n",
      "\n",
      "hourlySteamWithoutNaN = hourlySteam.dropna(axis=0, how='any')\n",
      "\n",
      "hourlySteam.to_excel('Data/hourlySteam.xlsx')\n",
      "hourlySteamWithoutNaN.to_excel('Data/hourlySteamWithoutNaN.xlsx')\n",
      "\n",
      "hourlySteam.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x10a53ecd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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h4SblRowYgcrKSpOXMqempmLw4MEmI+INGTIEAQEBSE1NFfHTiIiIVFVQUIDi4mI8++yz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\nFxejsbERISEhyM3NxcqVK3Hffffhllt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e93X1MHkkz6PCmaTlxae9piLNNg7++llqnB6E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\nLQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10af12550>"
       ]
      },
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>steam-LBS</th>\n",
        "      <th>startTime</th>\n",
        "      <th>endTime</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2011-07-01 01:00:00</th>\n",
        "      <td>        NaN</td>\n",
        "      <td>2011-07-01 01:00:00</td>\n",
        "      <td>2011-07-01 02:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 02:00:00</th>\n",
        "      <td> 108.934462</td>\n",
        "      <td>2011-07-01 02:00:00</td>\n",
        "      <td>2011-07-01 03:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 03:00:00</th>\n",
        "      <td> 115.364583</td>\n",
        "      <td>2011-07-01 03:00:00</td>\n",
        "      <td>2011-07-01 04:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 04:00:00</th>\n",
        "      <td> 127.265625</td>\n",
        "      <td>2011-07-01 04:00:00</td>\n",
        "      <td>2011-07-01 05:00:00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01 05:00:00</th>\n",
        "      <td> 116.406250</td>\n",
        "      <td>2011-07-01 05:00:00</td>\n",
        "      <td>2011-07-01 06:00:00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 23,
       "text": [
        "                      steam-LBS           startTime             endTime\n",
        "2011-07-01 01:00:00         NaN 2011-07-01 01:00:00 2011-07-01 02:00:00\n",
        "2011-07-01 02:00:00  108.934462 2011-07-01 02:00:00 2011-07-01 03:00:00\n",
        "2011-07-01 03:00:00  115.364583 2011-07-01 03:00:00 2011-07-01 04:00:00\n",
        "2011-07-01 04:00:00  127.265625 2011-07-01 04:00:00 2011-07-01 05:00:00\n",
        "2011-07-01 05:00:00  116.406250 2011-07-01 05:00:00 2011-07-01 06:00:00"
       ]
      }
     ],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dailyTimestamp = pd.date_range(start = '2011/7/1', end = '2014/10/31', freq = 'D')\n",
      "steamReindexed = steam.reindex(dailyTimestamp, inplace = False)\n",
      "\n",
      "steamReindexed.sort_index(inplace = True)\n",
      "dailyEnergy = steamReindexed.diff(periods=1)['Gund Condensate FlowTotal - LBS']\n",
      "\n",
      "dailySteam = pd.DataFrame(data = dailyEnergy.values, index = steamReindexed.index - np.timedelta64(1,'D'), columns = ['steam-LBS'])\n",
      "dailySteam['startDay'] = dailySteam.index\n",
      "dailySteam['endDay'] = dailySteam.index + np.timedelta64(1,'D')\n",
      "\n",
      "plt.figure()\n",
      "fig = dailySteam.plot(fontsize = 15, figsize = (15, 6))\n",
      "plt.tick_params(which=u'major', reset=False, axis = 'y', labelsize = 15)\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('All the daily steam data', fontsize = 16)\n",
      "plt.ylabel('LBS')\n",
      "plt.show()\n",
      "\n",
      "dailySteamWithoutNaN = dailyChilledWater.dropna(axis=0, how='any')\n",
      "\n",
      "dailySteam.to_excel('Data/dailySteam.xlsx')\n",
      "dailySteamWithoutNaN.to_excel('Data/dailySteamWithoutNaN.xlsx')\n",
      "\n",
      "dailySteam.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x107e2d150>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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+/PkAgGeeeSZpnapSbpNqyZIl3fSbICIiIiIi6p+mTZvmeX+PBpO1tbVpi/UeOnTICS4n\nTZqE999/P+nx1BKeUm7jJdMvjoiIiIiIqNxlS7D1aM/klClTsGzZMixduhT79+/HG2+8gVAohPPP\nPx8AMHXqVOzcuRNLly5FOBzG4sWLsWfPHgSDQec1SrkNkRIKhXp7F4ioRHi8E1UGHutE3a9H15kE\ngNWrV2PBggXYu3cvRo0aha9+9as466yznMe3bduGefPmYdeuXaivr8eNN96I8ePHJ71GKbdxW7Jk\nCTOTFSoUCvFCA1GF4PFOVBl4rBMVJ1tM1OPBZH/GYJKIiIiIiCpZtpiox5cGISIiIiIiovLTowN4\niPorlsIQVQ4e70SVgcd672ppaUFzc3Nv7wZlEAgEMG7cOGiaVtDzGEwSEREREVGP2b17NyKRCIYP\nH15wsEKl0dnZie3bt+P4448v6HkscyXywCuXRJWDxztRZeCx3ns6OjpwzDHHMJDsw2praxGNRgt+\nHoNJIiIiIiIiKhiDSSIPXIuKqHLweCeqDDzWibofg0kiIiIiIqIUbW1tePzxx3t7NxwNDQ0ZH/vc\n5z6HWbNmYebMmZg1axY+/PBD57GOjg5897vfxVe+8hXMnDkTjz32WLftEwfwEHlgXwVR5eDxTlQZ\neKxToVpbW9HY2Ijrr7++t3cFALL2nNbW1uK1114DYK8Leccdd+CFF14AADz44INoaGjAI4880u37\nxMwkERERERFVpB07duCyyy7DrFmzEAwG8corrwAA1qxZg+uvvx47d+7ErFmzcO211yY977nnnsOF\nF16ImTNn4vbbb0967MUXX8QVV1yBmTNnIhgM4qOPPgIAvPnmm7jssstw7bXX4uqrr8Yf/vAH/P3f\n/73zeHfZu3cvxowZk3Rfa2trt76HwmCSyAP7KogqB493osrAY528PPbYY5g+fTpee+01hEIhXHTR\nRQCAyZMnY/78+Rg7dixee+01/OlPf3Kes3nzZjz11FN45ZVXsGjRIpimiWeffdZ5/Pzzz8d///d/\nY9GiRfja176G3//+985ju3btwrx587BmzRpMnDgRs2bNwooVK4765+jq6sK//Mu/4IwzzsDvf/97\n/PznP3ce+/73v48jR44gGAwm7Wd3YJkrERERERH1mq/Me79bXuf1G/6h4OdcfPHF+PGPf4ydO3fi\noosuwrnnnus8JqX0fM7y5cuxe/duXHbZZQDsNRqHDBniPH7MMcfggw8+wMaNG7Ft2zbs27fPeWz8\n+PGorq7GoEGD8Hd/93dYtWoVOjs7nce/+tWvoqurCwBw5ZVXYvbs2Xn9HDU1NXj55ZcBAC+99BJm\nz56Nl156CQAwYMAAPPLII9i1axfuvPNOvPnmm3jwwQfzet1cGEwSeWBfBVHl4PFOVBl4rPddxQSB\n3eXMM89EKBTCmjVr8PDDD+OVV17B3Llzsz7H7/dj1qxZuOeeezwf/973vgcAuOSSS/DFL34Re/bs\nyXt/FixYkP/OZ3DxxRfjzjvvRGtra1KQ29DQgMbGRpx00kkwTRM+39GHgixzJSIiIiKiiiSEgK7r\n+PKXv4ybb74Z7777rvNYVVUVWlpaIIQAkMhUTps2DS+99BI++eQTZ1t3FnPRokX4z//8T0ybNg3r\n16/PmOHsKW+//Tb8fr8TSLozn01NTRg+fHi3BJIAM5NEnkKhEK9gElUIHu9ElYHHOnl5/vnn0djY\nCMMwAAD33Xef89jIkSNx9tlnY8qUKRg+fDhuv/12nHbaaTjuuOPwwAMP4Dvf+Q4Mw4CUEnfffTfO\nOussAMAtt9yC8847D8ceeyxmzpyJdevWOa+pJrK6J7Nmm9Lq1tXVhWnTpjm3r7vuOvzrv/6r89is\nWbMQjUZRV1eHJ5980tlu0aJFeOihh1BbW4uamhrMnz+/0F9TRposdajcjyxZsiTpPxhVDn7hEFUO\nHu9ElYHHeu9pamrCiBEjens3KIfm5macdNJJafdni4lY5krkgV82RJWDxztRZeCxTtT9GEwSERER\nERFRwRhMEnngWlRElYPHO1Fl4LFO1P0YTBIREREREVHBGEwSeWBfBVHl4PFOVBl4rPceTdOc5TWo\nbyp2JiuDSSIioiKYQuCM+5fis8Ndvb0rRER9WkNDA/bu3cuAsg9raWnByJEjC34e15kk8sDx4USV\no9jjfeXfDgIAOqJWN+8REfUEfrf3npqaGpxwwgnYtWtX0Rkw6lkDBgzAkCFDCn4eg0kiIqIirNt9\nGAAQtXilnYgol5qaGkyYMKG3d4O6GctciTzwyiVR5Sj2eI/Fg8iYyWCSqD/gdztR92MwSUREVARL\n2KVaMcGSLSIiqkwMJok8cC0qospR7PFuxoNIlrkS9Q/8bifqfgwmiYiIimAKlrkSEVFlYzBJ5IF9\nFUSVo9jj3WJmkqhf4Xc7UfdjMElERFQEU0joWmIQDxERUaVhMEnkgX0VRJWj2OPdEhI1fgNRiwN4\niPoDfrcTdb8eXWfyueeew4IFC9LuDwaDmDNnDgBg69ataGxsxO7du9HQ0IAbb7wRJ554YtL2pdyG\niIgoH6YKJtkzSUREFapHM5NXXHEFnn766aQ/o0aNwqmnngoAaGtrw9y5czF9+nQ8/vjjmDFjBu69\n9160t7c7r1HKbYgU9lUQVY5ij3fTsoNJNYiHiPo2frcTdb8eDSY1TYOu686fTZs2ob29HZMnTwZg\nlxs0NDRgxowZqKqqwrRp01BfX59UhlDKbYiIiPJlCYGagMEBPEREVLFK2jP5f//3f7jgggvg89nV\ntZs2bcKkSZOStpk4cSI2btzo3C7lNkQKLzIQVY6jWWeyxm8gZrJnkqg/4Hc7UfcrWTB5+PBhvPvu\nu5g+fbpz3/79+zFs2DAAwKFDhwAAQ4cOxf79+3tlGyIionwlBvAwM0lERJWpZMHksmXLMHHiRIwa\nNcq5LxqNwufzYfny5ZgzZw4WLlyIQCCASCTSK9sQKeyrIKocRfdMColalrkS9Rv8bifqfiUJJqWU\nWLJkSVJWEgACgQBM08SQIUNQW1uLYcOGIRqNoqqqqle2ISIiypdT5spgkoiIKlSPLg2ibNiwAeFw\nGGeeeWbS/cOHD8fBgwcxffp0zJ8/HwDwzDPPYMSIEb2yjZdQKORcyVK19rxd/rfdfRV9YX94m7d5\nu+duF3u8H24TqB49CFFL9Kmfh7d5m7e9b6v7+sr+8DZv96fbmWhSyh6fHPCrX/0KY8aMwde//vWk\n+19++WW8//77uOuuu5z77rrrLkyePBmzZs0q+TaplixZgmnTph3lT0/9USgUcg4iIipvxR7vVz6+\nGuec8Dm0dEZx96xJuZ9ARL2K3+1ExckWE+k9/eYtLS1477330kpcAWDq1KnYuXMnli5dinA4jMWL\nF2PPnj1JB3optyFS+P8FUeUo9ni3hEQtB/AQ9Rv8bifqfj2emVy4cCE2b96M22+/3fPxbdu2Yd68\nedi1axfq6+tx4403Yvz48b22jRszk0RElMnFj63CFf9Qj/W7W3H/paf29u4QERH1iGwxUUnKXPsr\nBpOVi6UwRJWj2OP9nx5ZievPGofl2w7ggcu/2P07RkTdit/tRMXp1TJXIiKicmRaXGeSiIgqG4NJ\nIg+8cklUOYrvmRRcGoSoH+F3O1H3YzBJRERUBHudSZ3BJBERVSwGk0Qecq2pQ0Tlo9jj3RQSNQEf\nYhZHDxD1B/xuJ+p+DCaJiIiKYAmJah8zk0REVLkYTBJ5YF8FUeUo5niXUsIUEn5DB/OSRP0Dv9uJ\nuh+DSSIiogJZUkLXAEPXwBW2iIioUjGYJPLAvgqiylHM8W4JCUPXoGv2v4mo7+N3O1H3YzBJRERU\nIFNI+HQduqaxzJWIiCoWg0kiD+yrIKocxRzvlpDwxTOTgmWuRP0Cv9uJuh+DSSIiogKZll3mqmka\nWOVKRESVisEkkQf2VRBVjmKOd9PJTHIAD1F/8a15S/GvT73T27tBVFZ8vb0DRERE/Y0lhDOAh5lJ\nov5haxsQto709m4QlRVmJok8sK+CqHIUc7yrzKTGzCRR/6HztJeou/GoIiIiKpAlJHyGzswkUT9i\nWjxYibobg0kiD+yZJKocxfZMGsxMEvUrJq/8EHU7BpNEREQFci8NwmQHUe9oj5h45M2/FfQcXeuh\nnSGqUAwmiTywZ5KochTbM2lwmitRr2o+EsGiTXsLeo6PfZNE3YpHFBERUYFMIeHTOM2VqDfFLFFw\n6apRYGpya/MRLN92oKDnEFUSBpNEHtgzSVQ5ijneE0uDaBDMTBL1iqglYBUYTPoKDCbf392KpVub\nC3oOUSVhMElERFQgIQFd16BpAGNJot5RVDBpFBZMRk2BcMwq6DlElYTBJJEH9kwSVY5ijndLSOga\nM5NEvSlm9nxmMmwKdMVEQc8hqiQMJomIiAokpIShgZlJol4UtWQRwWRhp75RU6CLmUmijBhMEnlg\nzyRR5SjmeBdSwtB1ZiaJelHMErAKPP4KzUyyzJUoOwaTREREBTKFhK4DGgAJcHkQol4QLWKaa6E9\nkxFmJomyYjBJ5IE9k0SVo5jjXQjA0DRomgYNXB6EqDfE4gN4CrmYY2gFBpOWxWCSKAsGk0REVNG2\nH+rAE2t2FPQcIe0BPIA91ZWZSaLSi5r2YJxCLub4jMJ7JlnmSpQZg0kiD+yZJKocry1/G+/sOFTQ\ncywpncXPdY2ZSaLeELXsA6+QITzunskdhzpzvwenuRJlxWCSiIgqmilQ8BAPISTUOSmH8BD1jphl\nB3nFBJPtEROXN67OuX3YFEnrWUpZ+ARZonLGYJLIA3smiSrHhIknwyow8eAuc+XyIES9I6qCyQIO\nQDWApz1iFvQeqm9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xSBrAYz/PipfH1viNjKWuqszVb+iuzwb772KDyYhpYcpv3yjquUQ9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NusmcmdnSO8b0ZNQKdboXaJ6yNzZUo2IwvMOIB0zyRNmqr2TJIEhYrPfiuP//2t5/dMzIYCZTY0\n2vBNaHNpMamlu1mZazdWUp1CAx4pe3qpThytY/9sB2MNH9PtCJML3Z4+TweHQdCNVWHoexlmMhZY\nPRRgoRujFcaYbHXNuKQ+S0C7ufK0m2sslQtyNyNzbQQeTgq8xM01jCEEEmZygCVUW+ZK+2vWEkne\nkaJuTHPSE8NOJHD6miaueu2LzPN2QUvvoa8ysphJm02h4r0bi16Zq5QYrnno5riyUgFdhqw6wuH4\nBvUje1wxk4Gn1DKtMEY9SJtvCanur1T8EDOpiqT0fuuabaticENj9PCAzCSDun+GQpn+UXvI+pHq\nxWTYZ7xkQXL5fvMVavWh+z8DA0eGmfR6mUla9DI9nYxhVcPHbDss9EMQUmr1yEAfxcHBMZMOKxe2\nAc9Uq4vVQ0FPzxUATC10cfJYA9PtMLVCX4Y8htPGo489ZpgHutYHFWVdvmZRkkiR8vf5nPdMTEn2\nOlIPdM9kXPq5uJbu2hNrQBXkzZqXimOwIaz3EDaMNrB/to1ISLz4hBHn7OZwxCAG0mPpaJBOGGNs\nKEAnEuiEAmGsep8BcnNVt6h1wzWctKpuFpMAcnO1DHgK+pNVz6Tq3SqSgxb2THJVsMUiYQWpmFRL\nTkcG4wRps4le0nNto8fNlcEwCML67EM1u29KTew7ugfMRiwkmrUCZlL0N+BxMlcHG6pA1DJXPc5q\nuifSODnrsS+13JwWPsYaqpis+7xn0bZRsV0ESJyJy5jJvLHOmRrNUSwRRonM9YSKxeR/vvgUvPzk\nsUrbEqigyyoGsqDPROObM/U9Z/usgfRCEs0hahm2ciEsPp6QyhXaMZMOg8IVkw4rFsRMCikx04p0\nMdkr2fz0uy7Ba85ch+lWpBv7+++begzL0GvAU52Z9HmywrqYSRdNWEfrvumZLOvZpHMkGR/dtJW5\nQb5xEaD6sN583om4/JzE+W7DaB0HZjsIY4nzN45i60FXTDocGbqRQN3zTA8foRMJjDUCdMLYMGeT\nC6F+T5KB+qoz1uLDV5yblsrpYrKdYSYJdjyOMvDQfZUD9kwSS0fvo7GWLc4Wg7y+apo0DtfTxWS2\nEOY8YSZt5jRtwsFMH1g7x4CnWSvomZT9DXj8o8DMOhw7oH5kj6toEJKlk6ogvRCUMJN1nxtG7dPv\nuqSngEtyHPufw0JXSTizzGSrG2P74fnC9xmZayzQiYWJ41g/XE2R80dvfglWa3a1KmgBuazwBWw3\n14Rh5AyZhSX13FCQI3P17Od8LHTLikmkWgkcHKrCFZMOKxbdSCCMBWZaIUbqaiLq8XROHaAurmPN\nQBnwVJwsejlFqY0LLrjA/F2VYbT37eneD5WNN/gwo5vrqoavokHi/tboNFkOfJbDTBbLXN/2ilPw\nF1deaJ5r1jy0wxhhLHDGmqbpSXVwWCxIsprXMzk2FKAdJTLM6ZYuJuM41QMEINX/SwY8WZkrga4T\nCfunrh15crmynskoI3MllK3wV0WezNXT14usFC3LvFIcEL3G84pJnTPZjUQPA6K+P7+AmYQz4HHo\ni3YYY/zHBwHQgoYq+kLtXRB43Ixh+i0CCTNZD7hhJQGVs5wF3Qur9CFToXRovpsy6ts6MYeP/duT\nAIpyJrXMNRZY6EbGGfnFG0Z6tj3amOhTTK5p1jBc84xigREzmRl/Puc9BjxAppgMvNJikgx4yhaS\nbn92wrm9O/TAFZMOKxZkKz4x38Vq3bPnZyajhLFGgOl2qF3iqshc+zSZW02TVAtWzpnkLJUhtShm\n0shcfRMN0q+Y5ZqRrHmJa143VsHued8Zff7s91XzlCkIY0rm4zKnHI4U3bggZzIWWNXw0YlsZlL9\n3rpWzyQhy24MBTyJBpHphST6zdct9i8Uoq9BV97x8iS0rZJJWVWQJDWXmayli8lsP3i2mKTP3szK\nXHXPZK+bq1po6kaixyE7FhUMeFwxedxj70wbn7rtWQDQ5ncMnJhJxlDzuJFr2/duYbm5jvVh9OoD\nyFzpGjLa8PHsxHzq+aGSmA8aS8qgJkbN47j1Dy7Hq85Y2/eYR4p+99e//S+vxDeueo0VJaL+yy6a\n+7pfnNCknknrGjpc8zDfLTfg8ftEg3zxnh3YOblQes4Oxx9cMemwIiG15MTjDBNzHawh63DOEOf0\n/w0FKvw463hYBNVvVPz6Y48/3iNzre7mylJObYuZdNEkkwx4ulEVZlLdrAOPm5XFMBZoBF7uzUHI\nfBY38DjmuzECT4UdT8y5YtLhyGB6JrPMZKjyFNthIsOc1MxkJxKpVXUg7TQopETD6pmMMgUf/eYD\nL8NMDtIzyZJiMntdWQiLJ2VVQaxMKjNOX2dGank9k3YxqWTqQMIKATkyV+2omZcz6euFrzCj9oil\nQFxeS7pi0kGZs+l7c6ydQGmcMW1CR1mN2X5nypkkJ9ci1K2s2X4g1u2Kczfg5qcPmOdbYWwKraKx\nTszkfDdCzeemGFtKrGn2l8auHgqwdrhmXdtYPjPpMdNfCiQL0jVr3tKs+aWLYKpnkpXOjSLRf2Hb\n4fiDKyYdViQoM67ucRyc75p+hCJmksKPVd9G//3brpB5sN1cB+2ZtAtIzqrLY20MBZ5Z1fW0zLUv\nM8mVtC/NTAo0g3yZqxD5weuBx9AKI/icYd1wzTGTDkeMTiRQL8iZVDLXGK1QsRlTmpkMY9nDTJKU\nG1ATH5tZyxZ8WRdEzqCZycF6JoWUufL5o8FMrtaTSVsJn/RMpiez2X5P1fdtMZN6J9ng8oSZ7I0G\n8T3FHmX7JstyJhNFQ+WP6XCMYnIhNE7fvT2TJHO1mMmYDHiUJ8Hpa5p4xamrS49hF6P98OITRrB6\nKMAlp67G0/tnzfPtMO7JcrZBY0nJXOPK9/ojxdsuPgWXnb2u0rb2dUz918tMDuXJXG1TnpqH+X7F\nJOelMld13XClg0Ma7hfhsCLw+N4Z/Oz1t5vH5OToewwL3cjYg2cNPAiBpwKSY9F7kc0D56xH2mXj\n/PPPt5hJfYyKsydVQCaRBouVuVLPVFVm0sthJruRwFCBm2uR823N4+aGun64hkPzrj/C4cjQTfVM\nWm6ukcBo3UcUSyx0I6wfqWG6rRi/Thz3MJN2MapkrsqAJ9aLSPbYjwqYybzf/AvVM7l6KIeZNDLX\nDDOZ6QnlLHGkFrbMNdUzyYyRWTvqLRg9zlD3ex1dKUolD2QI4jw6HA4vdA27ZopJxsyiTc3jhi2z\nndhp0feCjavwvsvOKj0GFaNVFEf/9afPwX988DKMDQWYaSfKgXYoTKGVnzMJCMDkMGavO0uF977u\nLPzlr1xUaVtjwIPenEl6PSVz1X/XMzLXMkWFlOqaUdYvXeSa7XB8wxWTDsuKSIieKAoAeGr/LA5r\nF0cACCOBmqfkoh3NWADokckR1Oq6hCyQbmbhMZTKuBQzmXZvrLoaRw52dL6LCfceqnkYbSTFZCcS\nfY/PdM9k4CUrwIqZzHdzjWW+5C8wxSTDSN1HGEvDwjhnV4fFoKPNdHzOUwZanSg2bo7TrRAbRuuY\nbZOba1WZq+gx3wESAx5TTOpCdrE9k9n9D8JwFmH1UM2cG4EmjVlmMqu64Jzh7ucP4z1fuR+RFRuS\njQahoZ/n5uozrlUdGdayxM2VJLHO8dFhymYmBYzLaKjl5L7HLAOeZCHIvr/2g4kGqbA9RZOsagSY\n7STziVZFZrJryVxXGkj+fuKqBliO4sn+roGkZzJIyVy9vjJXn5f7SUQ510IHh5U3YhyOafzrI3vx\niS3P9DyfvXiHWkpBAd508SqSudZ8jm4U9/QVFaGfAc8Tjz+R2hYYhJm0Za6scq+ljXNPGMF/+7mX\nmn10I9H3ZuqxROZqu7k2gnw2V4h8SXDgcUj9L2NK6jox38FzE/N41+fvGfizODh0rZ5Ju0ghxrLu\nc0y2Qpw42jCMQp4Bjy1PF0KiGahoC7Vant6WGBOzsMPUJDdvHFXpmbTf9y9X/RT+5y9ckPueQUD9\nYmk3114jHQA97ChnDN96ZC8e2j0NIZLPaTOT9oS9HaaNdmh/6trZy1oWXR67luGRw/GNHmZSL55G\nsVq0CSy2bChIzF+qtqMACbM2yNrNqoaP6VbCwPXrmWTaQyGKBeY7vYqIlQBSD5y+pmmMjmz8wss2\n4qRViRvuUEE0SJnMVVYw4Ilix0w69GLljRiHYxq+pyQwsVByEkI9c/EmJsD3VL8gzROLIj2ImYwr\n3qR4wX4I6Z5JOveKOZNZZnIRF17f47jolDGzj1hbdpeBWTJXKri7UXE0CBkmZEEN+zQ5v/CUMdy5\n7TAmnNzVYZFQ0SCe7ptKfovtSKDue2gEHJMLipmcIWYyp2ey183VQyeMc5nDd206Df/+/teZlXnO\nlOSzymJT6niyl5k8dU1z4Fy5PIzWe00+kl7PnGtiqmfSfi3pBR3KFKHUc8YYUkY7JPmlfnMbQhfQ\neegamasrJo93TLUSZpJ+n5wxFQ3CGWp+wpatG65hvhtjoRupnsmK1SFtVxRvlYfRho+ZdmgWT9ph\nnDKn6T2GKqS6sWIny5xfXyhsO6TcaVXsWG/P8nte+6JUnNBwzUPgsdT3PFwrjwaheYYz4HEYFCtv\nxDgc0/A5RxhL/Mm3H8cvf/pH5vnspJGcGRUzGcNnSQ9iFPfKZKlnUlTsmfT6MJMvfelLe9xcg4oM\no3JITEwDjjTcmy7c/fZjokH8hL0NY5XFV8xM5stcgURW89YLTsJ3n9iHqVbYs62DQxWQZDWrLOhE\nAg1fmXRMt7oZZrKXIVDFnfpbSImhmodWQTHpc+VGnOqZLPjNl/VMioKeyaOB0UZvQZqX+wjoOAXr\nHO7efhgAcMbapjm/P/7Z8/BzLz0x9T5iKhuBl3J0NT2TRQY8rmfSoQ8OW26uxDYaAx6dsUzFJGcM\nJ48NYfdU2+RMDoK8+34R6r7KZaTfe6tPz6RtwAP0SsxXAs5cN4xz1g8DSDvGF2FVI8AHXn926rmh\nwMNCSTSIYSZL5kaxM+BxyMHKGzEOxzSon2/LMwexYbRuPa8uTtTET7EVvqd6Jn2LLYtyLnQ1X02I\nqspcSdZShHTPJMyxq4BMCADoz3BkF16axHp9illyugwybq5DRW6uJT2TQCLrPWNtEwfnO5jSPa1S\n27o7OFQFRYOo4HLbgEf3TPoc0+0IJ6aYyZycSUvmGkuJ1UMB5jpRj9OpDeOCyKnfp/p5k6lVnpvr\n0UBeLEI2D5KQLZj/+GdfirlOhL/90TbEQl0n/tOFJ/e8T8n7QpMxN2aiHNSCXc3nvf2UUkLI/LFu\nmElXTR73mG6F5vdEix2qmJTwA47AY8ZABwBOXT2EnVMLatsBj5WNr+mHVY0AD+6awgM7p/r3TEL9\n5uk+mc14XQl4/2Vn4f3arIij/6K5xxl+/dLTU881a36pcZggZrJM5up6Jh1y4JYXHJYVgccxq+Wt\n5584ap635SiAJXPlDN04kXB5GZkcoeapvh9VhPY/j37M5BNPPJmcG72n4gWU5Ln095FeeI0BUJ/9\ncP3d1HJkrvk5k/n2/mQaREWl+m6lkbkOIjdycABUAVL3eQ8LlvRMqomeKibV9WG+G6f6/wDqmU7i\nBcaGAsx1Yi2jzR8fNjMZxgIMvdsV9kwWyFyPFk5a1cAvvOyk1HNZlpCQLWgvP2c9LjlttXaxLi52\n6TscqfuY7yQTSZoUDgW9bq52uHwWxoDHyVyPe8x3I1N42TLXKBbwmGqZsE1hTls9hN1TrUUtSIYD\nMJOAynD9wY8P4rtP7q/QM8lSfcMjK5CZtMF5b89kFfQ34EElAx4nc3XIwhWTDsuKwGNGs2/XhFTs\nmNesYjJrwDPfiYzEi1DzVNEZV+zF4Lx89Q2AmXKW9Vbm7ttiJsmQ4EiQfPby4Wozk3TO3VigEXi5\nEqEyFjfwmZH1Ept0cE4Vk4Pe1J/cNzPQ9g7HHjq6aAx8ZnIh6XnqmQSADaMNLHQjxEKm+rEIQ5ZU\nMxZSG3xwTLXCQtMMKia9kmiQIlCPZlGMzpEi8Dj+7C3np5678qKT8Vdv640LyIi/nDgAACAASURB\nVFMS+FpSWHZ+1EM5XPONAQqQXGMbOl4ldSxRXDAmBjz9Pp3DsY6FbmwibFSBSHmu6t7ie+m4ihNX\n1bF/tgOBwXNKwwHvw6MNHw/unMaB2Q4OzHZKmUnG0os42VielYbfuPR0XHr6moHfV/c5OiX3byEp\nWqx4H1GFzGuH4w+umHRYVvicGzexrLMg0MtMBh5HO4pNQeZzhsf3zeCGO55L7TfwqWeymhyNM1ba\nF3DeeecZA551wzX8959/aeXP6PGk35CkukcC28ynDOR0WdPFn9SynYbv5X7WMjYj4NwUrzVPyZYm\n5pIw+apohzF+64v39cjoHI4vdEzPJAdDIlUl+SsViCeM1DBS9zHbiZSELtNT2Kz5ZsFJ6DiMVY0A\nE/OdQjl5InPVBjwD9kwWRYMsFYZrPl7zot4g87y+TSXvV+dXJHuzmUnb9Izy4uoFMlfaJovQyVwd\noO7f893YRFDEujXFs8ZZkGEm1cKFcl1famZyVSPAjskF1DyOx/fOGFOdop7Jzk8QM/myk8d6Ftqq\ngBRcRZAUDVKWMyl7nbMdHNwvwmFZEXgMLR2aaxc4dO1q6X6hyGYmwzQzGcay52JXt2SuVa5zHlO5\nWEWQgJHDMcbw8xdsrPgJYYwH6HyPlJmkSWKe82N2u0gIBH46zkD1qRb1TObvK/B40juppYk0ER3k\npt6OBCSAfbPtyu9xOPYQi6TvmfqbAdUz2fA5dk+1AKixNtOO8Hv/+CCAxImUQIY7gLpmeIxhVcPH\nofluCTOpj+uponWQeRDJ4aOCGJ3lRJzT71nTxmNl0rMhPdkfrnu9zCRjPcY89BpQwEzGLhrEQf0O\nGBLzPLtnksZLzePpYtLn6IQCsqDFogx597Ay/Pz5Sj5+2dnrjHdAERjTLSFBwuIfi8iLAbJRSeY6\noLrD4fiAKyYdlhWBxxNmwSoIY13ZLVjMpM8SmSvJMX1r8pTar16hV439FWWuJRfMJ596aqBcq+y+\nPYsNOdILL71/rE8UAblVUs9krAtrryA3qsyhsmbLXDU7Qyu3g/RMEuOxd9oVk8czIisH0p7QUDTI\n4YXQTDo/9faL8fSBOYwNBT3shTKRic3YZYxhtBHg0Fy30G2Zjqty7uLcxZ2ynkky4HmhpV157su+\n11/mevqaIQDASM3HrqmWWRSiBbuGz3tMf+z4lSxcNIgDkJa4AjDsOGcMYaSYybGhAGstBq3hK0n1\nYpjJ09cODbT9T597Am79g8vx+rPXq2OX9ExyxiChFlyAlc9MLhY1r7/M1ee88B5PaqcjVVs5HHs4\nNkeMw4pF4CUy11gCX7lvB371laeBrm9G5iopZ5IjbEcmFoMkNNmJTE2zZ0JUc3Mlx9hCHME8ybdz\nJo+CzNUUkzkxAjY4U6uG1DNJMSk+Z7kOuGUxKkrmmjCzgccMqzGIRXs7csWkQzrouq4nNFJKY8Dz\nyxduxBlrmgCAV5+5FquHgtzfe7OmrO3J7RkAxioyk0MBx3wnGiiSgKKIlqpnchDkuShSoVwk3wWA\n373sLLzrlafhy/ftxN/csQ0P7ZrGJ99+sbb4Z0Z6aKNc5qoLzcFUhw7HGBYsiSsAY37nMZUl7XGG\nD7z+7FQ7Sz1QUV8qZ7L6se788OZFKXyaNR8X67zmRhkzqf8l9pKKymMN9b7MpETgFc+NKMd70FgX\nh2Mfjpl0WFYQywWoVa5P3vos2mHCNGQNeDzO0ImFkaaRzDU7ySGdf1GOXBa8TzTIS857yaKZSZ8n\nrB45ox4JSFaalfxlwbm6iQcWM+lRMVkkcy004OGpHrSAq4l4zeMDGSF0NOOxZ8YVk8cz7KDrwFMm\nPGGcjPE/+dmX4jdedYbZ/uSxBlbnMPE1j0MI1WtJw2q0EeDQfMfIsrOg5xUzGeUWhUU9kw3tdLqc\nPZNFODjXwQkj9Z7nAy3fLTq/wFN5myN6gmwbGCmZa07PZCUDHsdMHs9QxWRSdNH9hHO14EDj02Yg\nG76HdqjbUQY4ls/5ouOoTlmtGE1qE8kb67TvwOOoefzYZSaryFz1NTYPsXD9kg75ODZHjMOKhc3S\nCalcEu3isJUXDWK5uXpcucFmJzmM6by0KK6UI2fn1eVBSuRGCFTBG158Al5x6mp9vtUjRYowr2Vp\n/W6mHNDRIIkDJcls8yZ+ZTf0msdTssHA55jrRBit+wP1TLaMzLVV+T0Oxx4iK+i65qsCjTIm83Dy\nWL6kjTGGZs3DXCcpClc1fDx7cA6rCwwp6JrTCNT7mgM4NZIENBISjRdwNV5IiX0zHWxc1eh5TfWC\nir6RSNQHRrLDSAotc/UwEXVT25osT2fA41CAhW6UKSaRRIMUmLupxZkYHveXLauYMYZ7P3JF6TZ0\ni6b73sgx2jOZjWbKggx4ihaKXMakQxHcEoPDsiLgiU1/LNQNiFg0IJG5RhYz2Y1Eys01r2cSUKuK\nnSg/Ry6Lfj2TTz399KKZyeGaj416Mqxkrkc2zGwHxjJQf1eg3VyVsy1KmEkUM5Ocmf9X9DgWEsM1\nb2A310bAncz1OIfdc1jXzssUC5KHImYSgCkmSYGwqhHg0EIXtYJqKuBpZjJPuVDUM+l7HIwpJvSF\n7JmcmOtipO7nSvUCT8Ullcn4AJiJ/9phVUzSgt1QngGPLO6ZjIUEg+uZPN4xH6ZzYIVQfZA+T3om\ns6j7XMfQvHCGVkU5k4BaeAo8juFjlJn09LynaCGdDHjU373b2O0KDg42js0R47BiQZKzRsBN+DhF\negBpAx6SiHasfiDGEqfSLGoeK5V72egXDQJgkbxkGh7npt9zsZitWExyzhB1Y9R0z2Ssi0UlLe5d\njSyNBvF5SjZIjn3Nmj9gz6TAi9YOO5nrcQ7bbZTs6SkWJA8/f8FJPaYwBFVMxmYyOhR4mGlHJTJX\nZrab68TYuGqw8UiM5sljvazgcmHvdAunFBw/8Dgk0JdxzTPZ8fWC3SAy10hI1Hxe2ibgcOwj2zMZ\n655Jrnsm8xYqlZtrDCGDFdV3ZzOTH77ixThpVa+c/FgAKbjCWMDjvdcLqY2RPKbahnhmgc6Z7zgU\nwTGTDssKmtjV/YThimKRmzPpa/MaW+bKmbqg5U1yajovrcrCGWdKylqEF5977lGpJvlRkLlWLSZ9\nlu6ZpJBzYiyzKOuZrHk8ddOgPonhmjdQz2Q7jHHK6iHMtiOXNXkcw17Rrung7LJi8uz1I7hg46rc\n15o1H3Od0ExGG4GSYBcVk6QMaNQ0M5mzWVHPJJAY97yQ8q7d021sLCgma57yr+7HTFLPZCdKqz/I\nYdNGmcyV1A+OmTy+kSdzVT2TSgmTN1zqgfqtqaJlGU/WQm7PpP438Dh+7vyTjum+wLpWcOUh1pEt\nnOf3RK8EV2uHlYljd8Q4rEjYzCT13ijrffV6xzJ3sGWuNHGkfox8ZlL1N1VmJjP7eHjXFN7y13eo\nB0fQM2mD4k2OBFVXcLk2J6r5PJUzWRQNIkqy80juQwg8ZjLpBs2ZbNY8nDhad1mTxymklKkYmoSZ\nLO6ZLENTM4W0EEJFVCU314JokDI0fA9z3fgFZVI2jNbxhhefkPua73EMBV7f83vL+Sfho286NzHQ\n0WYajcAbiJmMhTB92Q7HL+a7cSqPkaJrPB2zkfd7bPiqkBFyZTmCksx1kH7qn1QEJX2TUibxLnkm\nPJGoNr9yOP7w/7P35nFyVOe9969Obb3NLs2MdgkkEAKxg4w3dmLjeImDYxNjv04cfI2vEyfOtTH3\njY1vHAflJU7i3BDHjgHH9k2M8wbHeIsxywDGGMSOJJCQENpG26w9vdRe949Tp7qqu3pVz/Qy5/v5\n8BHdXV1T3V2n6jzn+T2/hweTnAUlWDfFsmWmXcg0+sGkd9GSBALbLayGkQoyV1mkBjy1FPYrUkFm\ny9hxdA4TWWpEsWv37ibJXE++z+Rfv2czfnDjJVW3IwJtY6CIQiEzSbyayXJ9Jst8V4pIQkGwIhIo\nEvH62tVZMymJWNYX43WTixSWAWPjkjkKVqqZrESySOYa8/YhSzXUTJZpDVKuZhKgwWo5F9iF4sLV\nA7hm40jka4oo1DQJFgQBQ0k1cI0t32eSXY+jshMFmSsPJhczxZnJ4AIwgMh7iyqJvnv7QhnwFBPd\nZ5L+G6+S3e8GFKl8ZtLxMpNimTKgYL9gDicIr5nkLCh+ZlISkTNo4GY6jm/uwiRYvpurl1VgWQhB\ngF8PWIwiEWR1u6qrIeA17y26oAazJC7q64NVDtKEYHJJRDuAKEQvM+nLXP3MZHQWoaIBT5GbqyQK\nUERqylMchFdCs6gBz5Kk6gfqnMVFsWmDKtGVcd3rMVkv8SIDnrjXMqdcZvKdm5dhICHDtL3WQXWO\nx5hMMJu32lbepYik5owK7fNXFExG9Jlki0/H0jq+89QBfP5tZ/iv2Y5LW7TwWHJRkzPsUAsNpnRh\nwyRqnLEehuVksK2CXUuSXeriGqRSr0lWM1nOoJAb8HDKMa8j5/XXX8c//dM/YXx8HLFYDFu2bMEN\nN9wAVS1Mjnfv3o0777wThw4dwqpVq3DjjTfi1FNPDe1nIbfhzC8iEUAEJnNlNZM0ixb3eroBATdX\nodASBKArZpYXfBajiASTllGTfCaq31JwYrthwwbsPZFt7EMGYH0eFwJRKNQz2Y4Lyy0E5NHBZPkb\nuiyG3VxZZlIWo51hy6GZDmKSiJQq+S1OOIuLYI9JwJO5esFkrBGZqyJ5wSR9zGSu5Wome2Myrj1z\nGe5/+RiA6IxJpZrJmCRi3NDaSpYXhMlcayFYL8WusWqFPpPH5jS8NJ4OvWZ5wSSXuS5usoaNkZ5C\nHa8D+DX6ACLvLYJAa3TzZutk4xXroxeBzFWpIHO1vTmBKES3/uE1k5xyzGu+uq+vDzfccAO+/vWv\n4/Of/zxeeeUVfOc73/FfT6fT2Lp1K6666ircdddduPrqq3Hbbbchk8m0ZBvOwiCLBKokFtxcveAw\noYglq+YsM8mSZCwzGbVqJovUKa6WzEPUBTWUmXTRFAOeZshca4V4bVNYwE5XfwUvAC9XM1nJgCdY\nM0n8/+qqmfRag6RUKhXkLD6CPSaBgszKsBvLTMYkglyghtGXuVaRJLCgs16VVryor2W7QWWuta0L\nqxIJqz+8yX2pzJX+q1tOiRO07biQucx10VMic/UCjaC/QRSqTJA37ZYZ8ETBjjWxSGSu5TOT9Lsg\nRChRf/3wxXFM5Yy2vQ5yWsu8BpMDAwM466yzEI/HsWrVKrz3ve/Fk08+6b8+NjaGVatW4eqrr4aq\nqrjyyiuxcuXKkKZ9IbfhLAwSEbxec4XMJA0mJV9uRd1cSWCVM2zAE91nMtxGpBJRF1S24mY7Ll59\n9dWm1Eyeu7Ifpy5JNWFP1RFJwfhAInTCTipkJu0KJgjXnDGCLWsH/Md0AcCrmazHzdWri0sqErI6\nd3NdjFhFq9nMgMeyG+vdGJNF5MxCcFdN5spg29VdM+kFv+06iZKlOmSuUlj9IREBSUXEnG6FWv6w\nXpKG5ZTUSFuOC1UkVVsrcbqTJ/ZNYseRtNcaJBxMisFgssx4YZnJVo2mSjWTi8GAh5UZROEEDXiK\nxvdf/PwV3PvC4ZPum83pThb0rJBlGaZp+o937tyJTZs2hbbZuHEjduzY0ZJtOAuDJJKQK6jlOAWZ\nq1nk5lokcyWkvJurRIjn/Fr9GNSIzCTbZd60m1Yz+Z6zl+PsFX0nv6MaEP2Am9VPOrRm0iumd4tu\nDk7AYbOYC1YNhIJg2XN3lUhjmcmkSqWJnMWHZYcDMcWbzDRq5qB6mUm2x2oyVwaTgtbt5uq972T7\nxc4XSh0y1+AiGpv898RknD6cwqN7JvztmMmOYTsl491mrUFqvwxwuogHdh3Ho3tOlLi5+moidq8u\n835VIi2VuUaxmNxcFVGsbsBTxmfhyKzGZa6cSBY0mNy1axc2btzoPz5x4gSGhoYAAFNTUwBoNvPE\niRMt2YazMMheZjLo5mq7qCJzLdygytnWS0SA49Y2WZQjHM2YnCtn2Fi/fn1TWoMsJMHsrUQEmpkU\n6I0y6uZQSeZajCwSqJ4pTz1urrrlICaLXOa6iCmus1G9zKTdYAPsmCwiZ9h+gFqtNQiDSUFXDsRL\nXqvcZ5LJY9vzeiCLBMmaM5Mk1H6J/S7vO28l/v35Q/52LGDULadEiWA5tD8ol7kuTmbyJo7N6cib\n4cwkq8ElpEpmUqY9ptupz2QhM9n9BjyVZK6OQw14xIjWaQAwnubBJCeaBQsmNU3D2NgYrr32Wv85\nwzAgSRIeffRR3HTTTbj33nuhKAp0XW/JNpyFgUkmGSzTmChyc2UrZABCctdyDbXZxLQWy3E2oQ3C\n9pczrKZlJheSoPEBy0yyG3pUexDaGqS2fcuiAFki1M21zsxkXPZkrgaXuS5GijOQwcxkvVlCgMpO\ng5kNZuJTLTBdN5TAdz58Ed57zoq6/h67VrWtzFUUajYOiRXXTHqf6fLTlmLfZA77JqnpmOO6kEXB\nlyMHYYEmN+BZnEznDBxNa5E1k0HDuXJjm42ndsxMMil8N6OIAgy79F7suq5XJkP/i1osms2bbXsd\n5LSWBRs53/ve93DmmWfi7LPP9p9TFAWWZaG/vx+JRAJDQ0MwDCPk9rqQ23AWBlkUfNMMADBtB47j\nIhHh5somocWtQYCIYNIPPKsfgxJRN8CCrZxpY8+rexr4ZK0lGHCLhE4EfZlwhAlPpdYgxciEQGGZ\nyXpbg0hc5rqYsYoykMyA52Qzk2wCKHk9UatlJgVBwMaRnsjXKtVM+pnJNpr8BqGtQWrLqCgSge5d\n98yA/FgWCc5Z0Ye9EzSYDGYmi68bvM/k4mbWy0yWyFxdej6xdiHlFOyyWLiXt4JqPWW7nXJ9Jpnn\noK9k8sb3+Gw+1A6M95nkRLEgOf2nnnoKL7zwAv7yL/8y9PzSpUsxOTmJq666CnfffTcAGnQODw+3\nZJsoxsbGfFkEuwjxxyf3WBLjpZlJ18Xk8SOY9cx1HdfF4YMHMCMVMpNjY2PYP+7CcuhpO/boo4iJ\ngr//iePU+p9N+iodjywSvLb/AMbGDvmv73x5FwAqc3UBHD58CGNj4y3/vmp9fIJ9fq9u5YXtOzA3\nR28IkijgkcceQ1IqfF/bt+/AxHRhQlhp/4pEkJ6ZwiFjGqvXrKn5+I5PUplrTBJxbGqWj6dF+Hj0\njAsgeeMXAJT+DTAsB6/sfhXThgvg9Lr2py7fhKxhwTE0/3yKyyJ2v/IyYsdfafrxZ7ESADC990WM\nHRBa/n0WP5bF5UjIYk3bO64L3aT10+lMFs8/8zROe/vlAIDZyRN4/qUJXHX6MO3la+p4/eAhsK4h\nbH+2MwxZFDA9M8PH8yJ8PJMn0EwHBA6efeoJXHsVPX/27N0Hy3HRs3EEALDvtX0Yy79e8n6J9AMA\nnt62DQfjCz+eGMWvA8DOF5/HBasuX9DjWejHqrgMhuWUvP7w2Jhf2EMEAU8++RRejwv4zDYHm0YL\ni3BsAbBdPg9/vLCPyyG4xa4cTebAgQPYunUrvvCFL2B0dDT02n333YfnnnsOt956q//crbfeii1b\ntvhy2IXcppgHH3wQV1555Ul+A5xibviXp3D1xhH8w6N7AQC3XHM6Xj2eQW9cxn++cBg//+9vwTce\nfw0A0B9XcPuDu/EP7zsXW9YO4ltPvo7vPnUAs5qFB//wLeiNyf5+//Lnr+AHL47721biP54/jN3H\n53DLNYUa3n9/7hD+vwd24yu/dTYOTudwbE7Hp6/YMA/fwPzwv362Ez/efhTfvP58fOGnO/HRS9bi\nx9uP4BvXX4Br7ngM//aRLRhKKv72/7XzKB7bO4Evv/Osqvv+u4dfxbE5HaePpJDRbXzyrbX1Z73+\n7ifx5+84E0lVxMe/9xzu+29vbPjzcTqT7eOzuP3B3fiXD10EAPjR9iN45sA0ThlKYjpv4lOXra9r\nf7/aN4kv/nQnliRV/OtHLgYAXPu1X+KWazbiLacuafrx/2znUTzy6glsfffmpu+7GRycziEmi1ia\nqk1lc8lXHsYjn7oU1935a3zt/edhRT+tId16/y6sX5rEdeetxG/c8Uv0xSVsHOnBz3Yew6//9HI/\ni/lnP96BlCJhz0QG3/zdC+btc3HaD8tx8Oa/eQRJVURas/DEpy/z3T3ZPfudZy3Du77xBD512Xrc\ncNHqkn38yb0v4Jd7J/HvH92CtYPJBT3+Slx0+0O45/e24JQl7XNM88HfPPQqRnpUfLDotzFtB2/9\nu0fwxJ9ejvff/SS+/JtnYv3SFC66/aFQrfWbTxnC3/72Oa04dE6LqRQTkfn8w+l0Gl/5ylfw8Y9/\nHEuXLoVt27ADWu0rrrgCBw4cwEMPPQRN0/DAAw9gfLyQCVrobTgLgywSxAK1CZZN+0YGZa4lBjy+\nQ1xBrlncVJdtW4tyM0rqYRXXTNb/0VqKb1LkyYOps22hZrLEgMet3YBHkWidq0zqdHO1HOrmqnCZ\n62KluGaSOSkHDWDqgfWZDNbuxGUR8jzV8rx902jbBpIAsGogUXMgCRRaAxT3+aT9/+jYpjWThbry\noMyN9pkUIpuac7qbdN5CT0zCst4YAITaRLDSlB5vgbfcvcUvXWlD2fhiqJkc7VUxPqvhvpfG8f1n\nw6ZbJFAW8wf/+gzyns+BHiiZmc2bpTvlLHrmVeZ6//334+jRo/jyl78cev6OO+7AkiVLkEqlcMst\nt+Cb3/wm7rzzTqxcuRI333wzEomEv+1CbsNZGGRRgCoFXeDoxDIui9ACNZPxoM24d99hrUHYNkGK\n6ysrEdUaxA7WTO7Zi77RlQ18utYRdHMViQAj0HNTJEJoQgjQPpO1FtPLhEAW6X9WHW6utDWIiKRK\n69xc163JIInTPUTVTFJjl/KtaSoR8xadgm9VJRGy1PhEcCwg1+x2VIlAM22YthNqpxKTxVCfX0Us\nLLiZtguvFA6W7UDhfSYXJTN5EwMJGSv749h1PBN6jS0AM2fhcqI3VjPZqrCt0ljvCSidupV1Q0k8\ntncSP3/lGGbzJn7nfDrPcd1CnSsRgKxhI2tYEEDrKWVJgG26mOHBJCeCeQ0mr7vuOlx33XUVt1m/\nfj22bt3aNttw5h+JhN1cTZu6ucZkAtd1aXDpuBAFEjKQAehFjgWRxZOZai5yQWSRwCzj5prRaAat\n00KeoJsraw3CnpNIqftiPa1BJJG2c5FEoWzD4yg0y0FMov0pYzLBnG6FpMmc7seynVAGkqkCLMep\n2hsyCnbtCJ5H563sx2hP7OQPdhGgSjQYN2wHSiDIj0nEVw8YNlUUBA3RGJZLA02emFx8zOQN9MVk\nXxodhCkQ2GJhrox7N7sWtNui4i//5NLQIne3sm4oiX2TWQwm5FCW0YELUjTrMWwHktcOTBFprSwP\nJjlRdH9On9N2XLC6H2sHCxlh6uZKM2psomO70TJXIdAapLzMtfpNKuhqyLAdF/1xGfumsjjllFPa\n7mZXjaCbq+S1Bgm2VolqDUJqvAJsXt6H81f1R8plK8EykwCweiCB/VM5mLaDl8Zna94Hp7Nh8jeG\nIgZagzQkc6XnU7D+9zNXnRY5wa2VxZKVBICYTKBZNkzLDTngxr2Mr+u6MLz+sGzhKNgexLKpmytv\nDbL4mNMs9MTkSE8Cu2g8Z8r0FS7IXOfnGKtRbqwvhkASAEZ6VGimXbLo7roFh13DUx8ZtuP/XrJI\nQ805Xq7CiYAHk5wF56OXrMOpS1L+Y+bmKhKa/dJNx290LhZJV4MXwOLJjFzHTUqNaNxrOQ42jvRg\nz4lsR9ZMBmWuLDNZsWayjj5/F64ewBWnDXv9KmvLTFq2A9ctrESvHUpg32QWrxybw+0P7K71Y3Fa\nzImMjl/vm2z4/XZxn0mvFq+4lrJW2OLEYEKpsiUnCtZahV1zg89rpg3dorWUEgnKXMM1kzQzWTmY\n/O62Azg+x/s4dxNzuoUeVcLFawax7TNXhF6zi+4n2TJBh1xHP2hO8xEEAcM9qh8wsrEdrJk0PLm7\nabmg3SfpnKk/wVVF3YxhOXj8tYmG3suDSU5LCM4hTduB49Ibkeo11fYNeIqCyOD9p7h0z89M1hBN\nKmJpMGk7Lk4bTmHfZBZ79r7Wsj5YjVLI3tL/N20XTMUWlZl03Ppv6BIhJfspBzPfYX9j3VAS974w\njv1TuZr3wWkNruvisb0TMG0HzxyYxrefOtDwviwnbLTDDGAa7zNJLx6DyeYFk9Vsz7uJuEydOBWR\nhMZ/TCLQLAea5UCVCEQBhWAyMF5tz5ynWjD51bE9+MUrx+bnQ3BawpxODXiisIvGeTnDNbaA1I59\nJhcLKUXCTN4AABxJawDoNZ/4mUnH/9d2XGq+JxLc8b7z8I3rz2/JMXPmnz0TGfztw431WF+QPpMc\nTjFBKarl0JpJQgIyVy+YDMo0i99XnGmrp2YySuZqOS56YhJGemI4ls+hcgfS9sM3KRKoPNiwnEJG\nt4yba62ZSUatMtesYSFv2iHp0NrBJP7xyGtQJW7e0e5M50x8+t4X8YELVmLdYBKTOaPhfVmOE23A\nU0dmPAirmRzkq+QNEZNEpDXTzxD5z3uZSc20EZNEECL4GYqg6ZZl08llLaXT5QIPTmeS0Syk1DLB\nZFGmu5yEXYq4l3MWlqQqIe15Q8x5/zpuYSHeCCgSbMdFT1yCIhJsGE5F75DTFeQMuy63/iA8M8lp\nCaFg0nY9Mxj4/YysssFkYR/FQY1Yh+W4Ipa2uGCmP5uX9+Ko1XlmHv53RGhAHXRzlSIzk7XXTAb/\nRi1Zxcu++ih+8MLhUAuYSzcswbWbRiEKQl2OsJyFJ+91qj80k0fWsDCZPYlg0g5nLAo1k05DmUmW\n2UipzQsmF1PNZFwmmNOsUFsQgGYm857MVZUIiFAw2wrJXGvITDInz3KBB6czoQZq5TOT7B70gz94\nAz539emR27Ex36pQcjGN9XKwcSkHDPUc14Xg/SrBmknH9VovNXCt5nQWdGlc9wAAIABJREFUWcOC\nYTk4Nqfhotsfwr8+fbDm9/JgktMyWFbCtB2/TQWTWrH6i+JVzGCgWDyZkQIyz2qU6zMpEgHnruzH\nkbTWcTUdYuA7krwJe8HNtbTWMavbSCj1TfYksfZA8KXxtF/fxo5rqVf8b9dYd8lpDSyYnM2ZyBo2\nZvNmwyuWxbWRbOwVy+LqJakuDsOMZhOTRcxqZomTLs1MOr5pligI0W6uXn/KSsGk5vWrbKQmltO+\nzOlm2QWCoKHWyoFE2TYbrDclz0y2Dnbt7I3JfhbSRWGxnj2nmbQFU0wWQ2ZdnO6EZSZfPEwNEg9M\n5Wp+Lz87OC2DzTOYzFUUBKiyVzPpMgOeYjfXwvtL+kwWOb9WQpUIxmc1/Mm9L/jPscntRasHAAAn\nOsw8ggQCb5F4Mle/ZrLUfXE8ncfy3voysLTFSG1BxURGR6wo+yETATnT5jLXNke3HPSoEmbypm/x\n32h2srhm0jfgsU8umFw90LwewYupjorWTJolk0PWZ5K18yGkUDNpFRnwyKIAx3XxrSdfxzMHpkv+\nBqvH4o6v3UVGs9BTRhFQ7OZajuLe0QvNYhrr5Uh6i8i9MdlfZA4a8LD7s2bZvjFiI22cOJ1FzrCh\n2w52Hp3DaK9a1zyNnx2clkECmUkquRSgiOGaScnvMxl+D1A+M1nLiie7MP5yb8GlkgWTK/rj+L0N\nAt57zvLGP1wLCPbirEXmemRWw7K++oLJWmWuAHUBDWYmAfq9502bTzLbnLxpY7Q3hum8iZxn8d94\nMBmWs/oGPG5jbq4AsO0zV2BpSm3ovYudmCxiTrNKayYl2kdOt2yoMu3xa0QY8FiOC1UkcBzgjkdf\nw7ee3F/yN1gvOr5o1F1UNeCp6d7L3VxbDcsu98UkGBYdo25E2YtmsmBSLJHFc7qPnGHBtFy8fDSN\ns5b11TVP42cHp2WwQCeUmQxI4GifyXBrkMoGPHTbWqT9SYUGOeet7POfC8p0PvGey3HOyv4GP1lr\nCPWZ9Ax4gjLX4u/rSFprIDNZPZhk9VKzmuX3BGTIosCDyQ4gb9pYmlKRN23MegYNE9nGMvU0A1m4\n1ciBzGQjfSbng8VURxWXCdKaFS1ztWxopoOYJEIQBLBRWtwaRA6YaKlFk8xDM3lMs2CSy9m7CtYa\nJIpiA55ytGufycWEn5mMyzAdVjNZuhCvmQ5EQUBMJlzmugjIei2jJrIGRntjVR27g/Czg9MyiECL\n8C0vS1HoM2mXurkKpdKYkmCyjhVPWST45vXn+4HRz18+ipfGZ9tmctsIwbrS4sykSMK1jpbj4ERG\nx0gDwWS1QJDVSwEIGfAAtF6GB5Ptj2baSCgi+mISjszm0ReXffe/erGcUpdHkdBFhZORuXIao5LM\nVTdt6FahZpJhRWUmvYlGcVD6W//8BP7NM24oHudPH5jGn/7gxaZ+Hs7CkdHLu7nWujhU8DbgY79V\npFQ6vpOKCJPVTLpuiSlSnmcmFxWspGVOM5FQxNB1/9mDpeUMQfjZwWkZIqE1kqYTcHOVw26ufruP\nqMxkGZlrrQEhM5zYfXwOj+2dxOtTOX8fnVhXweZ0RKCBtWE7/oRQIkLo+5rIGOiPy3XXQdQic80a\nlp/53X08E3pNJgI00+F9JtucvGkjJhP0JxQcntXQF5NDdXP1EGW0o3iLCo24uc4HnTjeG0WVxOjM\nZFGfyeJewAxaM0ngONGZSQD49etTAErr2u98Yh8e3dNYU2xO66kUTNqOU9PikCy2NjO5mMZ6OVKK\n5GcbmZurHZGZLASThLu5LgJYSUtao3O44GIgK10oB/ft5rQMQRCQkEXfcEckBDFJDLm5lrQGCdyB\nyslca3WJiysiMrqFD317G85f1R/6O51IMOBmBjzB7y8YDOiWg7hcvxumREjVoCJn2hhMKPird58O\nzXMF9d/vTSR4LVV7w6SO/XEZr01ksW4oAbPBdi5WxCRTkQhyht1Qn0nOyRFXaGZyOKWEnlcl2i4p\nZ1B5uuxdT6UIVQPtFVt4H8MNjOt1Q4mSa/Tzh2ab/XE4C0jetMveN2qXufI+k60mqUpIKCIkkfjX\nddfzrQiimTaIQF32O3luxKmNrJeZtBwXCUUKyVwtx0WlGSMPJjktQxSAvriCOc2i0jeBmXOUurn6\nEs7A+8vJXGu95sVlEZNZA44LHEvTejD29zqxroIEpMASoXVpLLsgFslTLcdp6OYgiULVQDCrW0go\nIrasHSx5Tfb+Jpe5tjeaN2lc5smg++JySWuZWtEtpySboUgsM9ke4phOHO+NwmSuclFGURAEJBQJ\nk1kDqkTQG6e/GZU7lc9MBjOcbDLyx5etx8HpfElm0nJcLK/T9IvTHtiet0G5DFW9bq6tiiUX01gv\nR0qVEPfafZh2sGYyvJ1m0nlCsZEepzthMleAXvdDc0a7cjDZHndyzqKECAL64xLmdIteyPyayYAB\nT8BABgjXWZSTudacmZRFX+JxPKN7++jcIRHM3kqk2M2VhL4v22nMSbO49jKKnGEjWUYKxSaePJhs\nb1gGYtNoLwCgPy7DtF2Mz+ZxZDZf174mMgaWFDmvqiJBzrD4ancLiEk0GyFHjP+UShfYYjJBr9cn\nMCaLoay05bhQyhjwpDUTo70qPnjR6pIFLEYnX2MXM7plQ5FI2VpHWppS/bdl9wChpEKPs1CcMpTE\nRy9ZB1kUAgY8bslvy+raVYkb8CwGmMyVmWHabjgBUQl+dnBaBiEC+uIKMroVcHMttAYhQkRmMnDG\nlspcS6WwlQjKdVg/Nfb3OrGuQgwa8JBwzWRxEFjrKnIxtbi5ZgyamYx8v7eq7bjA+Gw+JIvjtA+a\n5SAmE5y1nAaTfTEZpu3gHx97De/6xhOYrVA/MZk1fHnzT7YfwaGZPIaLgklZIsga7WPA04njvVHY\ndS/KUCPlZSZjsog+FkxKYqhm0nJcKCLxr5lB0prlB6HFZl0FyRQf852Ibjkl7txBomqjo+B9JltP\nXBFx7ZmjkEUC02sN4riuHxA88Mm34A8uWQvNojLXgYSCvnh0f1FO95A1bAigxons+m05Du57aRxH\n01rF9/JgktMyREFAX0xCVrd9wx3WGsTy5DTBYAgo7jMZ3l89rUHYPotX29plctsIJHCTlryaSRLI\n7AaDwMaDSVI1q5gzbN96vJigJO7d33gCv9o3Gbkdp7VQAx4RG5amkFREJFUJpuP6xkrH5srfWP7u\n4Vfx8KsnAADf2XYAO46mMdJTmpnUrdoMOzjNhUnWouSKSVXCREaHKhF/8hj3TNIYLJgMPmbM5k0/\nmCyR1nuLWdx8qzPRTDvSbIlR6z1F5H0m2wZFJH5m0nULv0lfXEZKlXwDng9euAofvnh1Kw+V0yB3\n//p15A27+oag9/2UKkGVRBBBgOO4uP/lY/jSf72Cpw9wN1dOmyII1JAlJhPMaSaI32fShmE7kEVS\n6DPp3XfCrUHCK+P1tAZhxItaV3RyzWQwMyn5mUnvtaJg0vIywXX/DSJUlTtk9YKbazFy0WTj2Fxj\nvQs58wurmZRFgrFPXQpFpMZLLDio5Ow2p1t+ZvK04RRsx8XSomCSZcXaRebaieO9UYa93yJKtpZS\nJUxkDcQkEb2xQM1kwKTD9mSujGDAOKdb6PPeJxY5SLNJazWZPKc90S2nYu2cXeM9pdVurotprFdD\n9vpRAzQzGbweyyKBZtJSGcH7j9NZWJ6aaN9UtrbtHQcJRURMJv71+8A0LWsJtnyLggeTnJYhev0Q\nU6qEWc30+xlplgOLBZNEoP0ohdLMZDmZaz1BUrwo6OnkTEmhNQiVuZq2G6iZDGcJbMdtqC1DLTLX\nuQr28cXtCLJ6bStmnIVF8zKTDFmk5xP77Ytlrvuncv7/5wzLr7E7bbgHKVUqyVSzQIbXzy08S5LU\nxXVOL+0bmlIlTOcMJFXRz0zG5IIBDzPpCE46gxLYdFFmMnitYP3szAaNnDithbWMKUetbq7s/syD\nk9YjB9xcHTdsiqRIBBrvBdzRvO7dl8vVu/5yb7hNk+24iMsiVEn0lCXAkVmqQsqbledq/E7OaRmE\nCCAE6I1Rcw9RoOYQuuVQgwiRZtiCE85wn8nw/vzWIHWc1cU2551cMxl0cy1upVKcUWw0MymJ0aYa\nQY7P6X72o/T9RcGkUTqh5Sws2/ZPYdv+qdBzedMJZe0lQl3/2M0mmJmcyOj40Le3+fWvWcP2A4zT\nh1MlEleA9pMF2icz2YnjvVHYJD64AMBIKRIcFxjtiflBYVKRoHmBYNAFmtXBhmSumoneeLTM1XRc\nr/0Iz0x2InqzZK4tHvOLaaxXQw64ubquG5pfKaLgy1znk5+/fLRmGSanPnYdmwMQbXg4mzfxJ/e+\nCN0qfPfs/h6TCUSBXr+PpDWsHkjwYJLTvhBBAPEyk4Dn5ipTmavpZSZjsohvXH++/55g/FOuNUg9\nQVJMFkMXy1bf6E6GsJsrqx/1MpNiuNbRqvHGX/I3hMqZyR1H0jia1jCcirb/L17l5MFk67n9wVfx\nie8/j8ms4T+nWXbIbIO5/tmui8GEHMpMHs/oyJu2n+nKGbaffbpg9QD+5r1nl/zNvoBJC2fhEYkQ\nOYFLqvQ3H+mN+VL1pCoi6/22QRfoVQNxAGHZ6ublfbhkHW0JVKxiMG3a29as0qeW055oVQx4ar2n\n8CHfPsii4Dva2244IJBF4hnwzO8x3PnE/pplmJz62DtBv9eoOdtrk6Wv2Y6LuCL6fUUd18WRdB6r\nB+I8mOS0L8wopidQY8PcXE3H9evrzlzWG3hPwICnjMy1vppJESM9qn/BZPvoxLoKXz6EYGBJX5OE\nUgOehmSuYuXWIB/57tP45WuTGOmNzkwWm35wmWtr0UwbR9MaVvTFcCJTqF81LCdUFyeLBJZN6+UG\nkwpmtWBmkgahx73615xh+w6BRBCwvC9e8nf9YLKBc3A+6MTxfjL88GOX4GsfOK/k+ZQqgQjAkpTi\nX0dlQpDRLbiuGwoYPn3FBpy3si8kW71w9QAuWDUAAP7KNsO0Xa9nJc9Mdho7jqRxx6N7fUVBFFaN\nbq61tA+ZTxbbWK+EIhJ/PLquG3LCV0SCvNlYP+p6sB0n0hmac/Kwe3pkMMkCzaDLvwtf5koEAbrl\nYCJjYEV/PNSDMgoeTHJaBstMspOZnsSezNVySppq0/fQf6Nq93yZax3XPtaYfSBB64g6OTNJAvWl\nxfWjxZIz23EhNWLAI9Ci7GotPYpbQTBKaiZ5ZrKl3Hb/Lmwa7cGyvngo22jYTqjOgtZMOnAcF0MJ\nBTO5QDCZpTcsZqaUM62qdXH9CU8KyeumWsJITwwjPaXqgaQiYUlK9a+ld/zOubh4zSCeOzSDi//6\nYc+pmWanThvuwfvPX1V2calYEm/aDlSJNsJ2eEugjuKFwzN4+dhc1dYgtdVMNvPIOCeDLJKQAU/w\n55MXqGbStF3fsI3TXKZzdKHXdhz86Q9exKGZQo/o1yKylgWZqwiJCMgaFmKyiLhcfRGQB5OcliES\nAYQI+Nib1uHuD16A3phMg0mTyuSimmr7hjJi2CkQQIlZTy285dQleNMpQxjtjfnHBHRmXYVICo5r\n7HOwfyUi4FtP7sdPdxwFULtZQjGCZ+7DJokHpmndlW7ZIevoQc/ko5hiN9e0ZsJ13aq205zm47ou\nfv7KMdz+ns3oi0mhbCOTmTNkQmvdLNfFUFINbTvpZyY12I4LzXT8CUo5CpnJ9rgFdeJ4nw9SqoTR\nQJB58ZpB9MYljHsmDHNa2FxLEsvL3ktagzguFFGAXEXdwGktGd3Cbfe/EnruoOfoWK1mspbAo9Y+\n0PMFH+sFWM3k3zz0KvZN5kJzJ9ZLlszzgp9p88zkfDGVM9Ebk2A5Lh7dM4HdXg0lALw2mQGAkJdG\nwYCHgAgCNJO274pqI1VMe9zJOYsSItBVyjOX9eKs5X0AUJC52tEyzKD0qkTmKgp1X/h++9wV+OBF\nq/FX7z6L7qODMyWiIJTIdUlRcHkkTScFlt24fCWYFf7Qv2xD1rDw85eP4aZ7ngMArBlMlP0dioOH\n6ZyJyayBz923vaFj4TSObjkQBQE9MRl9cRnpYGbScqAExp/k9SOjMlc5ZMAzmTXQH5dxfE736yqq\nrWIyp1BeM9lebBrtwTvOHA091xMIHud0M/SYGTNFUSxzNSzm0E24o2ubsevYHA55C4MTGR2P7Am7\nPB70XmtOZpKP+XaBKU7+7ZmDeHDX8VBmkilT5lutZTluyASG0zwmswaGU6p/v2b3XYBmJlWJhGWu\nQQMeIkC3bC+YrB4q8mCS0zKYzDWIKhFkDYtmLSNuOmx+K0esiCsiqemkjzqOoWRY5tqJdRVEKASP\nbAU5mMkFgIxXoxg00qiXYDCpWTZ0s5DFUiWC733k4rLvLf598qYNy3FhcVOOBSejW77hSm9MLspM\nuiGZOcsm2Y6LpCKFVpInsjrOGO3BiYzuy5arZSb72yyY7MTxPh+sHUriveeuCD0XDiYtpGLBYLJy\nZtJyC+eB6dDrBGszw2kf7nvpCB7cfQKAd00uuh4f9ORxlWomO8XNlY/1AopIYHhjkdZLF36b4jnE\nfGHaTtUehpz6sR0Xs5qJJSkV+wKSVttx8f1nD8GwXQynVH9hz3Vd2K6LmEwQk0QQQhec2QJgNXgw\nyWkZrB9ikJhEkNHtsn1xWGYypcol9XYxWcR3PnxRQ8fCBksnz3GCAXiw1xtQWA32XRkblLkChQkk\nrX2i9XXsxhOTxYrSxWK5hGnTnqLclGPhyRo2Ul7/R5qZLIyn0prJcGsQMxAsTmUNrB1MIq1ZfpF+\ntcwTz0x2DkFZa0azQsGlLAqwHQf5QDsYhkgEmJbrLyxYfrsnwheP2gzdtpHzVAWa5fgBBkCzkkze\nHKvWZ7KGwKPVwSSngCwSPyuYUMRwaxCJ9QJeiMwkvx40m9k8VZEoEsE+z7nVtB08tncCtz+4Gxnd\nChkqsvEbk6jMlZk2cpkrp+0RSemqlyqJMGyn7MnLrmv9RZNfxprBxEkdE9t/J9ZVBGWubLLuy169\nwIAF4JbdeDApepNBNnnUA82sE3J5GRSAUB2sRAQYtutlJnkwudBkDQtJLzDorVozSbNJtuMiJou+\nnTxAewuu6I8howeCySq/Z188vNjRajpxvC8UyUDwOKuZ6FELUinJq6X9h0f34j+ePxx6n0QE/HTn\nUVz+948CKJxTUaoSTmsxLddvFZM37dD4/taT+3HDRasxlFQQq3B9r9XNlS10tgo+1gvIouC7cFuO\nG2q9xu7p8y5ztbnMdT6YyhkYSCiQiOAb71iOix9tP4J3b16Gz79tIyRSaBnHlAXv3LwM1527ouC3\nIXKZK6fNicpMFlbDok9NFnwOJMKyvGbwgxsviWxj0CmQSplJ79+sUahpa3TFkZkfsWDSsBywuWFc\nqRxMButgk4roBaVuTQ6xnOaS1S3fmbMvTsfTrmNzsB23JDMZrJks7hU4q1lY0RdHxrD8xYpqvQR7\nPalkPWZZnNYQ7AU8lTORUgtjnBnw5EwLiaKxz645LDAxbdruKdgondMeGLaDnEnHrmbaIcfdY2kN\nm0Z7MBCXyxrwuC5daKrFXGcoqeCp/3F58w6e0zCySDDh9RcuNtth1//5lLk6nrSSy1ybz3TOwGBC\nhkiEwCKvg5mcid88axnetXl5yECNBZOjvTEs64v7Y1kihGcmOe2NEFEzKRKhYlqdbd9f1Di9Gazs\nLwSSnVhXwdxxgWBmsuDmCtA6OaAJMlfb9aVQhu34mcVqmUl2HIpIkFAk+l5PEsmzFQvDS+OzmM2b\nyBq2n3Xqi9FM/w3f3oZH9pzwJYkMVjNpuS7icqHOxnFdZDQLy/viyHqZSQEIZTaiUCUR2z5zxbx9\nxnrpxPG+kDBp61TWQCqQmZQ9lYJmOiVZq+IFQdNxIIkEEuE1k+2Gbjl+ZpK1aWDy5JxpI65I6I/L\nZQ14HDdcs1+NVi4i8bFeIJhx0kw7lJlk43k+M5Ns3qDxzGTTmdUs9MVlSETwjfFMLwusBiTMrOSg\nuOZZDPht8JpJTlsjClTqWowqkQo1k/Tf/riCdJMzk51OUOYarGtirwGBmskazRKiYDWTBZmr7QeE\n8SrBJOuBqUoEcUWEabv+xJJLXReG3/8/z+CrY3siM5OAl7UWhdCEr6Rm0vvtM7qFuCKiNyYho1tI\nayYGEgr/LbuMM0Z7AFDpVE8s3BrEdFzkDLtkISl4fckaFkzL8U3SeGayvTCsQM2kGV7cyxs24jLB\n1RtHcOay3sj3n8z9hNM6kgE1AXP3ZiyEmyurrec1k81nNm+iL0YzkwWXdccrS6K/O3XWDmcmGcG2\nci3PTGazWXz3u9/FDTfcUFanvnv3btx888344Ac/iM997nPYu3dvS7fhLBxBWWYQVSpv4sJO8P64\njLQ2fw3vO7GuIuiOy76nnBFu1VCQuToNy1xZ/zgrIHNl+68mcwVoYBKTCVSR2k+zVUmLtwtYMPKm\nTTOTCquZLGT6RUEoWcyhNZNOoWbScuC6rnfDkpBSJczpFmbzJpamlKqZyXajE8f7QvJX796M4R4V\nU1mjqDUIXdnOm3bJQlJwYnJoOg/T8Qx4eM1k22HYTqhmEghnJhOyiGvOGMHpIz2R7++kYJKP9QJL\nUir+93Xn4PxV/TBsp2gBkf5/o7/q+Gy+6jZs0ZEHk81nNm96mUniLxDRzKQTmZm0nLCBViGYrK1L\nwrwGk1/4whewa9cupFKpSFlDOp3G1q1bcdVVV+Guu+7C1Vdfjdtuuw2ZTKYl23AWFlEQIt3fYnJ5\njTbbfCAu88xkEdTNNfzcnE6/IyZdygQykw3XTBICyyk4/ukBN9ZqmUmA3qRUSYQs0gx03qitNyGn\neVi2g6xRaEDfF5P8YLLYfAdgNZO0LkoWaUNj23GR1iz0erVUrgscz+hYmlJ55qkLUUSCqZwRcneV\nRQLLcWkwWaZmEgCOzekwbSpzlWtwc338tUm/tyFn/tEtJ+Dm6gWT3m+keTLXSliOw/tHdihvWDeE\nc1f2Qzft0PyBzdkbuS8fmc3jv33v2arbmYFzjNNcWDApEupxoXiKEC0ocw3WTLrhOWGwRKrlmcmP\nfexj+NKXvoTe3mhpxNjYGFatWoWrr74aqqriyiuvxMqVK0MrRwu5DWdhIYEavyCVZK7sBE+pEjTL\nmbdJayfWVZAId9w5L3vLJgg5w/bNEpolczUsx58cVquZpO8nUCW6YKCIYT0/Z2EwbDfUZ1ISiW+g\nkjVKW/PIIg0A2HkjSwIM28GMJ6URPJOWQzN5LEmpHSdz7cTxvtDIIsFM3gxJ49i1IDIzGbgW6ZZN\nDXhEOjExq0xQv/fMQfzilePN/QCcshhWMDPJshjhzGQl4rKIr/72OfN7kE2Cj/VSFFEoMeBhNBJM\n5kzbn3tUgu2bZyabz6xm+jWTAFWNWY4LPVDfzhYDgVJ1AXtfW/SZPP300yu+vnPnTmzatCn03MaN\nG7Fjx46WbMNZWAhQkkkD4GWtyhjwsH+JgN6YNK9S105DjDA06k9QswwWsMmSAM2kmcTGW4PQrJTZ\noMz1S7+5Ccv6Yl6bAOKviHOZ68Jh2A6yekHmChRMm7K6VTL+WKN5ZtykiARZw8Y//2qf78yaUiUc\nntE6UubKqQ6bcMaLg8kyMlc2GRGJ4C84Kb4BT+XzY3xWw67jc83/EJxIqJtr2IDnqf3TyOgWdNOB\nKleeKkoiwTkr++f9ODnzgyISaJYdOR+rdF8+MJ3DD18cL3nesBxkDdt3BC4HW4TmwWTzCdZMAnSh\n37RpzWQsKHMtE0ySgAFPyzOT1Thx4gSGhoYAAFNTUwCAgYEBnDhxoiXbcBYWQqJlrqpUfiWEZTKJ\nIGDtYBJ5Y36CyU7MWC/rjeFTl633Hz/8R2/Fhy5aAwB40ylLcNmGpUgqEjKG5clcGxv+fmbSaUzm\nevGaQciE+P2LuMx14TFtBxnDCgWTrJ1M1rD8Fj0MmRRag0hee4f9UznsOJLGjCePpcEkzUx2Wpa5\nE8f7QsOy1cEslcRkrkb5msm+mATddnw3V2rAU/78cFwXR9MaXjnGg8mFQrccv76eBZN/+/CreOr1\nKcRkcV7bQyw0fKyXIosEuuVElqPZFe7L28fT+OnOoyXPs+CQnVPlYHMI7ubafAo1k4XMJBvbzJMk\nuLBnO25onIcNeNrczdUwDEiShEcffRQ33XQT7r33XiiKAl3XW7INZ2EhQnmZa7mTl53sRAC+cf35\nWDmQmNdj7CQkkeDK04f9xylV8i8IG0d6cPt7NiMh0wvKyWQmJVHw+kMGZa4u3rhuCG/fNFrzPmRS\nlJnssACkkzG8mslkoGdgn5dhzBp2yfjzM5NOMDNpYaRHxZfecSYAer4ZtsNrJrsU2VtgCNbPBWWu\nxX0m2SSmJybDsGiNtUwELwAtf35MZQ3EFRGTWYPXUi0QzIDHdV1oViFbNJUzalog5HQ2ihdMRmYm\nK9yX05qJ6ZxR8jwLJrNVFvu5Ac/8QWWukn8dTsgiMrod6hVL/S88N/2SzCTbptSQL4qWBpOKosCy\nLPT39yORSGBoaAiGYUBV1ZZsw1lYbrhoNbasGSx5XpVEKFUMeOZ7pbRb6ypUiTp7nUzNpChEyVwd\nrF+axJrB2oJ7URAKNZMGl7kuNJbtIqvbSAUzk/FAZrLo5uFLmz3HN1kkyOoWlqRUDCYVAMApQ0kA\n6MhgslvHezOJzkxS6asLlCxAsOtLb0zyZa5U2i5UnKCOz2pY2R9HXBZ9eT5nfjEsB7br0qAy8J1P\n58ySRYJOh4/1Utg4TsilRkuVFENpzcRUrtQIkQWHzPCvHKbjQCQCdD7Om05as9Cryr4CLS6LyOhW\nSLIui+E+k0EDHsEzyJRFqiKrRkuDyaVLl2JychJnn3027r77blx66aWYnp7G8PBwS7aJotjEhz9u\n3uMTu57Fi9t+VfK6KhFIIol8/5NPPAGABpWtPv5OfGzks9AsmpkX3VcLAAAgAElEQVTct3dPQ/uT\nPWfP5154CUBB5nr44IGa9ycSAZMnjkPLZf3M5JPbnm7597NYHhu2g2NTM3jlpef91zNT1PAkq9PM\nZHB7emMBcrrpZSYFPLf9FeTm0v77l+uHAQBLkgpM22mrz8sfn/zj9MwUiFBoGTA2NobHHnkEABCT\nSq/Xzz37DACgLybDsB3s238A+/e9RiXTFc6P4xkdIz0qYJsYe+zxtvn83fxYtxyoBHjg4UdD2eCX\n9uzzM5PtdLz8cXMfs4WiiWOHQ68DBZlr1Pt37nkd6bwJywmPZ1Yz/9ivt1X8+09tewYpRYRm8ftF\nsx/ndRPbfv14oU1cehqvjx/1M5NjY2M4dvSIv1iw7emnkctmQvsT4NYscxVct0qFbBP47Gc/i3e8\n4x249NJLQ8/fd999eO6553Drrbf6z916663YsmULrr322gXfppgHH3wQV1555Ul+ek69fPGnO+G4\nLv7ck88FmcwaeNs//hJfe/95uHD1wLwdw9jYWFeuYN50z7P4/Tesxf2vHMcZoz147zkr6t7Hn/14\nB964bgiyKOB//mgHPrJlDQgRIBEBN75xXU37+Iv/ehmCIOC1iSxW9sfx051H8c3fvQDnrOir+3g4\n9XHR7Q9heV8MAoB/eN+5vlT8X58+iH94dA/OW9lPX/ud80Lvu/TvHkHOtPHwH70Vn/j+c7h8w1I8\nc2A6tN2OI2msHUrg2n98HI/8cfh6385063hvJp/74Ut4av80Hvqjt4aev+j2h9Afl/GLT74l9Pze\niQw+cPdTuHbTKEZ6VcxpFk5ZksQrx+aweXkf3nP28si/858vjmP7+CyeOzSLr/zWZqz1Mt6c+cF2\nXFzylYcx2hvD195/Hj7/kx3YN5lDRrdwxWlLMZExcOcHL2j1YTYNPtZLeWjXcdx833Z8/M3r8NFL\nCvfwi25/CJtGe/AvH7qo5D2O6+L//dEOPLDrOP7rE2/GkKdQAYCfbD+CL/7sZfz9defgknVDZf/u\nMwen8ec/exm24+LHH39Tcz/UIucNX3kYv/yTS/Gv2w7ifz+6F287YwTHMzqmsgb+/aNvAAD89YO7\nsaI/jusvWIXt47P464dexbduuNDfx1v+bgzv2LQM/8+W1XjXN57A1vPdsjHRvGYm0+k00uk0bNtG\nPp9HOp2GZRXS3ldccQUOHDiAhx56CJqm4YEHHsD4+HhooC/kNpz2IOb1IIyCZeG7yA9gQYlJdBXw\nZPpM9sdlzGpmSWuQWhy/GKLXu0iRhJCbK6+RWhiY214y0DPwdy9chQ9dtJrWTEql44+Z8ogCraHI\n6FbJdmcu64VMCHdz7UJkkZR1a44qOxD9mkkJukUNeGSvz2SxDPqHL45jKktrr7K6hYQiQZUIr6Va\nAEzbgSIRpFQJGd2CZjq+Q/N0zug6mSunFHYdT0b0Ey0nc73lvu14YBdVsxTXTRZqJivfzy3bRUwW\nO86wrd2xHAdwaU2k7+aqeDLXwD1bJGGZa7EhpigIvlFiNeY1mLzxxhtx44034tChQ7j77rtx4403\n4vHHC7KVVCqFW265Bffffz8++tGP4he/+AVuvvlmJBKJlmzDaQ9qM+DhNZONQGsm7ZMKJvtiMmbz\npn8D0G1qwFOPO6xICgY8LIDMGzZ+8+u/8u3EXz6axvhsvqFj5FTGZAY8RZMHVgsZVXDvB5OE1Uza\nUCO2k71GyAsgemka3Trem4kqkch+gz2qhKkIEw5JCNdMmhY14EnFJKS1cJ3Vvz1zEK+eoBIrel6K\niMnEN4PhzB+65UCVCHpiNJjMGhb6vfrpyazZdQY8fKyX4tdDRywclAsmV3uKFlUipcGkF6Bkq9RM\nWo6DhCxyv4QmY1quf79m9Y5+zaRU2icYACy31EdD9BRnUg3BZOkyRBO55557qm6zfv16bN26tW22\n4bQeVSaglg6lkAUy4OlWYrII3TPMadSApy8uY99kFkNJBZLXQ04UhLqCU5HQFS9FJJj2CvjTmoXZ\nvIl03kR/QsG/P3cYpw2n8IELVjV0nJzyZAzaU6y4BQhzaY1azIkFgklFJMhEtBABaH0ltRx3oUh8\nnHYL5TKT1545inuePVTyfMGAR8axOR0500ZCkTDSo+LV45nQttM5w3d+zBo2lqZUqJIInbcMmHcM\nzxipR5Uwp1vIGTbWedJimpnsbfERcuYbpipKRWUmy2QNT1lCz5HVAwk8uX8aF64e8FuLsHFbzc3V\n5JnJhvnVvknopoPLT1ta8pruqQ0A+NnGhCIiq1tY0Rf3t5NF4v++UaaMohdItn2fSQ4nipgklrUi\nFgKtQeaTYCFzNxGTRD8zKTbYZ7IvLnkyV9dvB2E5Tn3BpOcSJovEdw9kzm8Tntwtb9rczXGesB03\nUtIkeRnHyMyk9xwRaAP7chlMABjtjXXUanO3jvdmoojRmck/vmw97v2DN5Q8z9o+9ag0M5nRaSua\nkZ4Yjs3pOJGhbblsx8VM3vRdnf3MpOc8zZlfWGYy5QWTwczknG75/We7BT7WS5ErZCbtMtdx5t79\nyUtPxU+2H8HuwAKRYTkQUIObq+0gLosd5/7dDrxweBbPH5qJfM2wHL8jAssqxmU6voNurjQzGe3m\nCtCkjeSpyKrBg0lO2/Ges5fj/edHZ6PEBZK5diuqJx2L0sfXSn9cwUzOhGU7SCos0+nWJIVgKBLx\n5MwCct7qJbvxMMlc1rB4DWWTCUpPo9aCFZHWsEYFiaosQiQCBEGALNGayajMJAD84MZLkIgIVjmd\niyxFZyYlkWBVRL9f5gIZk8VCX1MvM/mrfZO49mu05CWtmXDcQn1VVqe1vLRmko//+ca0HSgilblO\nZQ04brh2ri/Ox3G3w673wRp6AIjJBCO9scj3rB2iY/7i1QO4bMNSPLV/Cp/6/1/AVNaAbjnoT8jI\n6FVqJh0XcZl0XFlEO6AZNrQy10fDKtzDgzWTjksTCgxJLMhcy2YmPRVZNfhVgtN2DAZcwYph8c98\nx5LdWlcRk2lmkgZ/jctcZzUThu0gqbIecvXVYP7uhatBBODvx/Yg72UfWB3VpJeZzBk2z0w0Gctb\nfRSJgNl8aX8wFhzKEfJURST+b0zlsHZNhfmdQLeO92aiiEJkZrIcPd7EVJEINXzSbSRVEQPx8PWd\nLR4xFQLLTFKZKx//841heQY8ioRjcxpSihiStXVbZpKP9VLKZSZ/8vE3lb2vq5KIX//p5RCJgC1r\nB/H9Zw/h2UMzODqnQbccjPTESmopi2HmT6yPcaNzksVI3gwHk67rwnFpAEhlrvS3ZL8fq30OGvBI\nhPgS46hgkrUFIYKAz151GjC1q+zxdMdMgLNoWCgDnm4lJtHMpBVx4aiVvphEDXgcF8MpFScyet0y\n1/64jN6YDFkkyJlFmclAMDme1vBvzxxs6Dg5pZi2A0kUsKo/Hvk6m1T0qKXrjKpE/Gy27Lm5qmUy\nk5zuo5KbaxQ9MRnbPnMFFJG6smZ0CylF8p1CGaxmmikUcoaNJHdzXTB0y4HqZSaPzelIKBKd4Htj\nvS/eXcEkpxQmiSwufeiNyRUVJmwOcdpwCi8cnvUl67rlYFlvLNKYKwhd3KQKJV43WR95M7zY/otX\njuN//mg7ALpApEqlmUkgnJmkZnnl3VxJwAvjfeetrHg8fCbA6Sj81iDz/He6ta5CDdZMNhiQs8yk\naTk4c1kvxmfzmMoZdclcGdTNlV7M5rxgkmUms4aF7eOz+Mn2Iw0dJ6cU03YhE4KL1wxGvs6kMf3x\nUnVATCrYjPutQbokM9mt472ZDCQULEmqdb9PkYgvc02pEgRBwOeuPh0A7VXnLx6xzKRO5bDULIzL\nXOebvGlDlUWkVAlH0xqSCm3N1Z+gQWRfl2Um+VgvpdAapDHn3tHemK8Wm8mZMFgwma0STNouZJHW\n5JkdVGPfDmhFnhI7jqbx2N4JZHTLq5n03FyLMpPBfqASKRjwlHVzrTFb3B0zAc6igZk68MxkY8Rk\nutpvu41LSuKyCNtxkdEtJBQRm5f34ekDMw21GgnKqea0cDCZM2xM5QwYfMWyaTB58x9edmpJk3mg\nkJmMqpNSAsGkLArIGlZkaxBOd/Kes5fj428+pe73KSJBzrBh2a6/Wv7b565AQqbugr9+fQoxmW4D\nwOt/KnptjPgEc77J6jTI71Gp625SlaCIBIMJOuns55nJrocZrDRa506EgtqFZiZtLOurnpk0bQcy\nIZB4ZrJu8qYdWmzbeyIDiRA8fWA67OZalJkc7iksCAZbg0TJXGlmsrZ7PJ8JcDoKdqo3aERaM91a\nV8HcXC3b9fvA1YsgCOiLyZjIGpBFgvVLUwDQUDDpF4kLAjK6hVX9ceydoK5wedOG49Jick5z8G/e\nhEROEpncKSozqUpiITMpEThuYUW70+nW8d4OsD50SVX03bgBIBWTMLZnAi8cnsXH3rguEExaSCjc\ngGehyHg1qj1e+UJCEdEXl7GijxqvdJvMlY/1UuKyiOGU2nDpCwCsGUxAJAJm8gZ0m9ZMzmqWb8QV\nBVvclAnhjq51kjed0GLbnokszl7ei+mcEZK5SoSACIVayZGiYJJ971FurrRmkmcmOV2IIAgQwDOT\njcJqJu0ISUM99MdlTGR1yCLxa6AaCia9C1xMprLJc1b24fWpHLKG5ddL8RXL5lHNeKmQmYwINAOZ\nSVZTyTOTnGooEu0lmyqqw02pEn6+8yjedsYI1g0lsW3/FP7xsb3UqMcz4Dme0f2WIZz5IeNlJtl1\nPKlIePfmZfj0FRsAdJ/MlVNKXBHxnx+75KT28e6zl+MdZ45iJmdCNx0kFBE9qoSZCKM3Bq3hJyFX\nUU5tBFunfe2Xr6FHlXDKkhQyul0ic5VF4mcYh3sK7rzV3FyJUPu8js8EOB0HIcK8u7l2a12FKhdq\nJhupcWT0xWWcmNMhE8GfbDSyP1bwH5dFpHULfTEZawcTeP7QrL+Nzlcsm4ZlOxVlK34wGatswNPv\nSeDKtQbpNLp1vLcDikhgu6V9TXtUCU/un8Yl6waRUETMahbu/vV+XHvmKGSRtg768fajuPSrj+DJ\n16dadPTdDwsm13l9A13XhSAIfnY4JnfHGGfwsR7Nyda/X7JuCG9cN+Qb8KgSwWBSCdVNuq6Lf/7V\nPjyxbxIAMKuZSCkSZJHA4vf5utACbq5P7JvErW8/Az2qRBfiAzJXP5j0FpFHeguZSZmQcDApRNRM\ncpkrp1shAs9MNgqtmbSR1a2a5QtR9MWpzHVJSkWvl8WSG8hMsmLwmCwio1mIySLWL01h55G0v43J\nHR2bhuW4FX93dgOKlrkWMpMD3m8e1Y+Swwni97ArMveIeefahuGUH2hufddZ+MLbz6Cve0HMqoE4\n/vxnLy/U4S46MrqNlCr5wcSeiSwAeo2/+4MXhqTJHE4l+uMyDs/mMZHVoUoEawYSeP7wDFzXxX0v\njeOxvZP4zxfHsfUXu/CDFw5jz4kM1i9NQia8ZrJeaGaSzo2mcwYGEgqSquQb8ATdXGVR8OXGwUU9\nWSLQTBvH53R868n9pQY8ATfXavA+k5yOgwjCvK+CdGtdRVwW8dpkDhIRsHYw2fB+WDZyeV8MR9Ia\ngMYyk6ynaEyi2Yu4LGIoqeDAdA5xWaRF5nzFsmmYduUWLo7LGs2X/pahYLLLMpPdOt7bAXaOFMtc\npz35myqJfsuRU5cUrklsMvTV3z4HN3x720Ic6qIko1s4xfvef/Os0dBkc8NwqlWHNW/wsT5/rBlM\nIKmIuHDVAE4b7sGHL16Nm3+4HcMpFV8d2wPNdPCJt5yCLWsHcdM9z8FyXGxYmoIscjfXesl7/cJd\n18V0zsRgQkFKFZHRaYlQSOZKCNYOJnDXBy8I7eOsZb34wpE0njs0jSNprYyba233eB5McjoOIgh8\ntbRBThtO4dQlSZw2nDqpmsm+uAwiUEtwZpzRSM0kcwyMebbVcZna0j97cAaDCRmHZ6kk13Fdno1u\nAjQzWf7m4MWSkeNLEQsGPMy8p1tag3DmDxYUXrJuKPT8iYzu/z/rfbZyoND/NKPT68qK/jgsx0XO\nM+bhNBcmcwWAW9++qcVHw+lklqRUfOP6QsBy1vI+XHLKIG750XZ89qrT8bYzRqBIBEQQcM3GETyw\n6xiWpFTPCIZnJmvFdV1opgPHdZE1bAgCrXtNKRKyugWjyM1VEumcefPyv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       "text": [
        "<matplotlib.figure.Figure at 0x10af126d0>"
       ]
      },
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>steam-LBS</th>\n",
        "      <th>startDay</th>\n",
        "      <th>endDay</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2011-06-30</th>\n",
        "      <td>         NaN</td>\n",
        "      <td>2011-06-30</td>\n",
        "      <td>2011-07-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-01</th>\n",
        "      <td>         NaN</td>\n",
        "      <td>2011-07-01</td>\n",
        "      <td>2011-07-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-02</th>\n",
        "      <td> 3250.651042</td>\n",
        "      <td>2011-07-02</td>\n",
        "      <td>2011-07-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-03</th>\n",
        "      <td> 3271.276042</td>\n",
        "      <td>2011-07-03</td>\n",
        "      <td>2011-07-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-04</th>\n",
        "      <td> 3236.718750</td>\n",
        "      <td>2011-07-04</td>\n",
        "      <td>2011-07-05</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 24,
       "text": [
        "              steam-LBS   startDay     endDay\n",
        "2011-06-30          NaN 2011-06-30 2011-07-01\n",
        "2011-07-01          NaN 2011-07-01 2011-07-02\n",
        "2011-07-02  3250.651042 2011-07-02 2011-07-03\n",
        "2011-07-03  3271.276042 2011-07-03 2011-07-04\n",
        "2011-07-04  3236.718750 2011-07-04 2011-07-05"
       ]
      }
     ],
     "prompt_number": 24
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Weather data\n",
      "\n",
      "### Original data\n",
      "\n",
      "There are <b>two</b> sources for weather data.\n",
      "* Year 2014: From local weather on the roof of GSD (Graduate School of Design) building Gund.\n",
      "* Year 2012 & 2013: purchased weather data from weather stations located in Cambridge, MA. Please note that year 2012 and 2013 data were from different weather stations.\n",
      "\n",
      "> Here is the orginal weather data after a little cleaning including unit conversion. AS you can see, the interval is 5-minute."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "weather2014 = pd.read_excel('Data/weather-2014.xlsx')\n",
      "weather2014.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Datetime</th>\n",
        "      <th>T-C</th>\n",
        "      <th>RH-%</th>\n",
        "      <th>Tdew-C</th>\n",
        "      <th>windDirection</th>\n",
        "      <th>windSpeed-m/s</th>\n",
        "      <th>pressure-mbar</th>\n",
        "      <th>solarRadiation-W/m2</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>2014-01-01 00:00:00</td>\n",
        "      <td>-5.02</td>\n",
        "      <td> 53.2</td>\n",
        "      <td>-13.07</td>\n",
        "      <td> 256</td>\n",
        "      <td> 4.5</td>\n",
        "      <td> 1020.8</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2014-01-01 00:05:00</td>\n",
        "      <td>-5.14</td>\n",
        "      <td> 54.3</td>\n",
        "      <td>-12.93</td>\n",
        "      <td> 257</td>\n",
        "      <td> 4.0</td>\n",
        "      <td> 1020.7</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>2014-01-01 00:10:00</td>\n",
        "      <td>-5.08</td>\n",
        "      <td> 53.4</td>\n",
        "      <td>-13.08</td>\n",
        "      <td> 258</td>\n",
        "      <td> 3.5</td>\n",
        "      <td> 1021.1</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>2014-01-01 00:15:00</td>\n",
        "      <td>-5.17</td>\n",
        "      <td> 52.6</td>\n",
        "      <td>-13.35</td>\n",
        "      <td> 257</td>\n",
        "      <td> 2.8</td>\n",
        "      <td> 1021.0</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>2014-01-01 00:20:00</td>\n",
        "      <td>-5.23</td>\n",
        "      <td> 52.9</td>\n",
        "      <td>-13.33</td>\n",
        "      <td> 248</td>\n",
        "      <td> 2.5</td>\n",
        "      <td> 1021.2</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 25,
       "text": [
        "             Datetime   T-C  RH-%  Tdew-C  windDirection  windSpeed-m/s  \\\n",
        "0 2014-01-01 00:00:00 -5.02  53.2  -13.07            256            4.5   \n",
        "1 2014-01-01 00:05:00 -5.14  54.3  -12.93            257            4.0   \n",
        "2 2014-01-01 00:10:00 -5.08  53.4  -13.08            258            3.5   \n",
        "3 2014-01-01 00:15:00 -5.17  52.6  -13.35            257            2.8   \n",
        "4 2014-01-01 00:20:00 -5.23  52.9  -13.33            248            2.5   \n",
        "\n",
        "   pressure-mbar  solarRadiation-W/m2  \n",
        "0         1020.8                    1  \n",
        "1         1020.7                    1  \n",
        "2         1021.1                    1  \n",
        "3         1021.0                    1  \n",
        "4         1021.2                    1  "
       ]
      }
     ],
     "prompt_number": 25
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Convert to hourly by resampling method.\n",
      "\n",
      "> Here is the clean hourly weather data of year 2014."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "weather2014 = weather2014.set_index('Datetime')\n",
      "weather2014 = weather2014.resample('H')\n",
      "weather2014.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>T-C</th>\n",
        "      <th>RH-%</th>\n",
        "      <th>Tdew-C</th>\n",
        "      <th>windDirection</th>\n",
        "      <th>windSpeed-m/s</th>\n",
        "      <th>pressure-mbar</th>\n",
        "      <th>solarRadiation-W/m2</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Datetime</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2014-01-01 00:00:00</th>\n",
        "      <td>-5.281667</td>\n",
        "      <td> 52.858333</td>\n",
        "      <td>-13.393333</td>\n",
        "      <td> 253.500000</td>\n",
        "      <td> 2.775000</td>\n",
        "      <td> 1021.158333</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-01 01:00:00</th>\n",
        "      <td>-5.725000</td>\n",
        "      <td> 51.650000</td>\n",
        "      <td>-14.090833</td>\n",
        "      <td> 253.000000</td>\n",
        "      <td> 2.350000</td>\n",
        "      <td> 1021.700000</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-01 02:00:00</th>\n",
        "      <td>-6.002500</td>\n",
        "      <td> 50.766667</td>\n",
        "      <td>-14.555833</td>\n",
        "      <td> 239.250000</td>\n",
        "      <td> 1.133333</td>\n",
        "      <td> 1022.708333</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-01 03:00:00</th>\n",
        "      <td>-6.320833</td>\n",
        "      <td> 49.675000</td>\n",
        "      <td>-15.114167</td>\n",
        "      <td> 234.333333</td>\n",
        "      <td> 1.191667</td>\n",
        "      <td> 1023.233333</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-01 04:00:00</th>\n",
        "      <td>-6.535833</td>\n",
        "      <td> 49.708333</td>\n",
        "      <td>-15.305833</td>\n",
        "      <td> 227.333333</td>\n",
        "      <td> 1.633333</td>\n",
        "      <td> 1023.925000</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 26,
       "text": [
        "                          T-C       RH-%     Tdew-C  windDirection  \\\n",
        "Datetime                                                             \n",
        "2014-01-01 00:00:00 -5.281667  52.858333 -13.393333     253.500000   \n",
        "2014-01-01 01:00:00 -5.725000  51.650000 -14.090833     253.000000   \n",
        "2014-01-01 02:00:00 -6.002500  50.766667 -14.555833     239.250000   \n",
        "2014-01-01 03:00:00 -6.320833  49.675000 -15.114167     234.333333   \n",
        "2014-01-01 04:00:00 -6.535833  49.708333 -15.305833     227.333333   \n",
        "\n",
        "                     windSpeed-m/s  pressure-mbar  solarRadiation-W/m2  \n",
        "Datetime                                                                \n",
        "2014-01-01 00:00:00       2.775000    1021.158333                    1  \n",
        "2014-01-01 01:00:00       2.350000    1021.700000                    1  \n",
        "2014-01-01 02:00:00       1.133333    1022.708333                    1  \n",
        "2014-01-01 03:00:00       1.191667    1023.233333                    1  \n",
        "2014-01-01 04:00:00       1.633333    1023.925000                    1  "
       ]
      }
     ],
     "prompt_number": 26
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "> Here is the orginal weather data of the year 2013 and 2014 after a little cleaning including unit conversion. As you can see, the Datetime format is not correct."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "weather2012and2013 = pd.read_excel('Data/weather-2012-2013.xlsx')\n",
      "weather2012and2013.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Datetime</th>\n",
        "      <th>RH-%</th>\n",
        "      <th>windDirection</th>\n",
        "      <th>solarRadiation-W/m2</th>\n",
        "      <th>T-C</th>\n",
        "      <th>Tdew-C</th>\n",
        "      <th>pressure-mbar</th>\n",
        "      <th>windSpeed-m/s</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td> 2012-01-01-01</td>\n",
        "      <td> 87</td>\n",
        "      <td> 310</td>\n",
        "      <td> 0</td>\n",
        "      <td> 4</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1004</td>\n",
        "      <td> 4.166670</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td> 2012-01-01-02</td>\n",
        "      <td> 87</td>\n",
        "      <td> 280</td>\n",
        "      <td> 0</td>\n",
        "      <td> 4</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1005</td>\n",
        "      <td> 4.166670</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td> 2012-01-01-03</td>\n",
        "      <td> 81</td>\n",
        "      <td> 270</td>\n",
        "      <td> 0</td>\n",
        "      <td> 5</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1006</td>\n",
        "      <td> 4.166670</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td> 2012-01-01-04</td>\n",
        "      <td> 76</td>\n",
        "      <td> 290</td>\n",
        "      <td> 0</td>\n",
        "      <td> 6</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1007</td>\n",
        "      <td> 4.722226</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td> 2012-01-01-05</td>\n",
        "      <td> 87</td>\n",
        "      <td> 280</td>\n",
        "      <td> 0</td>\n",
        "      <td> 4</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1007</td>\n",
        "      <td> 3.055558</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 27,
       "text": [
        "        Datetime  RH-%  windDirection  solarRadiation-W/m2  T-C  Tdew-C  \\\n",
        "0  2012-01-01-01    87            310                    0    4     1.9   \n",
        "1  2012-01-01-02    87            280                    0    4     1.9   \n",
        "2  2012-01-01-03    81            270                    0    5     1.9   \n",
        "3  2012-01-01-04    76            290                    0    6     1.9   \n",
        "4  2012-01-01-05    87            280                    0    4     1.9   \n",
        "\n",
        "   pressure-mbar  windSpeed-m/s  \n",
        "0           1004       4.166670  \n",
        "1           1005       4.166670  \n",
        "2           1006       4.166670  \n",
        "3           1007       4.722226  \n",
        "4           1007       3.055558  "
       ]
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Correct the timestep.\n",
      "\n",
      "> Here is the hourly data after cleaning."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "weather2012and2013['Datetime'] = pd.to_datetime(weather2012and2013['Datetime'], format='%Y-%m-%d-%H')\n",
      "weather2012and2013 = weather2012and2013.set_index('Datetime')\n",
      "weather2012and2013.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>RH-%</th>\n",
        "      <th>windDirection</th>\n",
        "      <th>solarRadiation-W/m2</th>\n",
        "      <th>T-C</th>\n",
        "      <th>Tdew-C</th>\n",
        "      <th>pressure-mbar</th>\n",
        "      <th>windSpeed-m/s</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Datetime</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2012-01-01 01:00:00</th>\n",
        "      <td> 87</td>\n",
        "      <td> 310</td>\n",
        "      <td> 0</td>\n",
        "      <td> 4</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1004</td>\n",
        "      <td> 4.166670</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-01 02:00:00</th>\n",
        "      <td> 87</td>\n",
        "      <td> 280</td>\n",
        "      <td> 0</td>\n",
        "      <td> 4</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1005</td>\n",
        "      <td> 4.166670</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-01 03:00:00</th>\n",
        "      <td> 81</td>\n",
        "      <td> 270</td>\n",
        "      <td> 0</td>\n",
        "      <td> 5</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1006</td>\n",
        "      <td> 4.166670</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-01 04:00:00</th>\n",
        "      <td> 76</td>\n",
        "      <td> 290</td>\n",
        "      <td> 0</td>\n",
        "      <td> 6</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1007</td>\n",
        "      <td> 4.722226</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-01 05:00:00</th>\n",
        "      <td> 87</td>\n",
        "      <td> 280</td>\n",
        "      <td> 0</td>\n",
        "      <td> 4</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1007</td>\n",
        "      <td> 3.055558</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 28,
       "text": [
        "                     RH-%  windDirection  solarRadiation-W/m2  T-C  Tdew-C  \\\n",
        "Datetime                                                                     \n",
        "2012-01-01 01:00:00    87            310                    0    4     1.9   \n",
        "2012-01-01 02:00:00    87            280                    0    4     1.9   \n",
        "2012-01-01 03:00:00    81            270                    0    5     1.9   \n",
        "2012-01-01 04:00:00    76            290                    0    6     1.9   \n",
        "2012-01-01 05:00:00    87            280                    0    4     1.9   \n",
        "\n",
        "                     pressure-mbar  windSpeed-m/s  \n",
        "Datetime                                           \n",
        "2012-01-01 01:00:00           1004       4.166670  \n",
        "2012-01-01 02:00:00           1005       4.166670  \n",
        "2012-01-01 03:00:00           1006       4.166670  \n",
        "2012-01-01 04:00:00           1007       4.722226  \n",
        "2012-01-01 05:00:00           1007       3.055558  "
       ]
      }
     ],
     "prompt_number": 28
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Hourly weather data\n",
      "\n",
      "Combine two files and add more features including cooling degrees, heating degrees, humidity ratio and dehumidification.\n",
      "\n",
      "> Here is <b>all</b> the hourly weather data."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Combine two weather files\n",
      "hourlyWeather = weather2014.append(weather2012and2013)\n",
      "hourlyWeather.index.name = None\n",
      "hourlyWeather.sort_index(inplace = True)\n",
      "\n",
      "# Add more features\n",
      "\n",
      "# Convert relative humidity to specific humidity\n",
      "\n",
      "Mw=18.0160 # molecular weight of water\n",
      "Md=28.9660 # molecular weight of dry air\n",
      "R =  8.31432E3 # gas constant\n",
      "Rd = R/Md # specific gas constant for dry air\n",
      "Rv = R/Mw # specific gas constant for vapour\n",
      "Lv = 2.5e6 # heat release for condensation of water vapour [J kg-1]\n",
      "eps = Mw/Md\n",
      "\n",
      "#saturation pressure\n",
      "def esat(T):\n",
      "    ''' get sateration pressure (units [Pa]) for a given air temperature (units [K])'''\n",
      "    from numpy import log10\n",
      "    TK = 273.15\n",
      "    e1 = 101325.0\n",
      "    logTTK = log10(T/TK)\n",
      "    esat =  e1*10**(10.79586*(1-TK/T)-5.02808*logTTK+ 1.50474*1e-4*(1.-10**(-8.29692*(T/TK-1)))+ 0.42873*1e-3*(10**(4.76955*(1-TK/T))-1)-2.2195983) \n",
      "    return esat\n",
      "\n",
      "def rh2sh(RH,p,T):\n",
      "    '''purpose: conversion relative humidity (unitless) to specific humidity (humidity ratio) [kg/kg]'''\n",
      "    es = esat(T)\n",
      "    W = Mw/Md*RH*es/(p-RH*es)\n",
      "\n",
      "    return W/(1.+W)\n",
      "\n",
      "\n",
      "p = hourlyWeather['pressure-mbar'] * 100\n",
      "RH = hourlyWeather['RH-%'] / 100\n",
      "T = hourlyWeather['T-C'] + 273.15\n",
      "w = rh2sh(RH,p,T)\n",
      "\n",
      "hourlyWeather['humidityRatio-kg/kg'] = w\n",
      "hourlyWeather['coolingDegrees'] = hourlyWeather['T-C'] - 12\n",
      "hourlyWeather.loc[hourlyWeather['coolingDegrees'] < 0, 'coolingDegrees'] = 0\n",
      "\n",
      "hourlyWeather['heatingDegrees'] = 15 - hourlyWeather['T-C']\n",
      "hourlyWeather.loc[hourlyWeather['heatingDegrees'] < 0, 'heatingDegrees'] = 0\n",
      "\n",
      "hourlyWeather['dehumidification'] = hourlyWeather['humidityRatio-kg/kg'] - 0.00886\n",
      "hourlyWeather.loc[hourlyWeather['dehumidification'] < 0, 'dehumidification'] = 0\n",
      "\n",
      "#hourlyWeather.to_excel('Data/hourlyWeather.xlsx')\n",
      "hourlyWeather.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>RH-%</th>\n",
        "      <th>T-C</th>\n",
        "      <th>Tdew-C</th>\n",
        "      <th>pressure-mbar</th>\n",
        "      <th>solarRadiation-W/m2</th>\n",
        "      <th>windDirection</th>\n",
        "      <th>windSpeed-m/s</th>\n",
        "      <th>humidityRatio-kg/kg</th>\n",
        "      <th>coolingDegrees</th>\n",
        "      <th>heatingDegrees</th>\n",
        "      <th>dehumidification</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2012-01-01 01:00:00</th>\n",
        "      <td> 87</td>\n",
        "      <td> 4</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1004</td>\n",
        "      <td> 0</td>\n",
        "      <td> 310</td>\n",
        "      <td> 4.166670</td>\n",
        "      <td> 0.004396</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-01 02:00:00</th>\n",
        "      <td> 87</td>\n",
        "      <td> 4</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1005</td>\n",
        "      <td> 0</td>\n",
        "      <td> 280</td>\n",
        "      <td> 4.166670</td>\n",
        "      <td> 0.004391</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-01 03:00:00</th>\n",
        "      <td> 81</td>\n",
        "      <td> 5</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1006</td>\n",
        "      <td> 0</td>\n",
        "      <td> 270</td>\n",
        "      <td> 4.166670</td>\n",
        "      <td> 0.004380</td>\n",
        "      <td> 0</td>\n",
        "      <td> 10</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-01 04:00:00</th>\n",
        "      <td> 76</td>\n",
        "      <td> 6</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 290</td>\n",
        "      <td> 4.722226</td>\n",
        "      <td> 0.004401</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-01 05:00:00</th>\n",
        "      <td> 87</td>\n",
        "      <td> 4</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 280</td>\n",
        "      <td> 3.055558</td>\n",
        "      <td> 0.004382</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 29,
       "text": [
        "                     RH-%  T-C  Tdew-C  pressure-mbar  solarRadiation-W/m2  \\\n",
        "2012-01-01 01:00:00    87    4     1.9           1004                    0   \n",
        "2012-01-01 02:00:00    87    4     1.9           1005                    0   \n",
        "2012-01-01 03:00:00    81    5     1.9           1006                    0   \n",
        "2012-01-01 04:00:00    76    6     1.9           1007                    0   \n",
        "2012-01-01 05:00:00    87    4     1.9           1007                    0   \n",
        "\n",
        "                     windDirection  windSpeed-m/s  humidityRatio-kg/kg  \\\n",
        "2012-01-01 01:00:00            310       4.166670             0.004396   \n",
        "2012-01-01 02:00:00            280       4.166670             0.004391   \n",
        "2012-01-01 03:00:00            270       4.166670             0.004380   \n",
        "2012-01-01 04:00:00            290       4.722226             0.004401   \n",
        "2012-01-01 05:00:00            280       3.055558             0.004382   \n",
        "\n",
        "                     coolingDegrees  heatingDegrees  dehumidification  \n",
        "2012-01-01 01:00:00               0              11                 0  \n",
        "2012-01-01 02:00:00               0              11                 0  \n",
        "2012-01-01 03:00:00               0              10                 0  \n",
        "2012-01-01 04:00:00               0               9                 0  \n",
        "2012-01-01 05:00:00               0              11                 0  "
       ]
      }
     ],
     "prompt_number": 29
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.figure()\n",
      "fig = hourlyWeather.plot(y = 'T-C', figsize = (15, 6))\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('All hourly temperture', fontsize = 16)\n",
      "plt.ylabel(r'Temperature ($\\circ$C)')\n",
      "plt.show()\n",
      "\n",
      "plt.figure()\n",
      "fig = hourlyWeather.plot(y = 'solarRadiation-W/m2', figsize = (15, 6))\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('All hourly solar radiation', fontsize = 16)\n",
      "plt.ylabel(r'$W/m^2$', fontsize = 13)\n",
      "plt.show()\n",
      "\n",
      "plt.figure()\n",
      "fig = hourlyWeather['2014-10'].plot(y = 'T-C', figsize = (15, 6), marker = 'o')\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('Selected hourly temperture',fontsize = 16)\n",
      "plt.ylabel(r'Temperature ($\\circ$C)',fontsize = 13)\n",
      "plt.show()\n",
      "\n",
      "plt.figure()\n",
      "fig = hourlyWeather['2014-10'].plot(y = 'solarRadiation-W/m2', figsize = (15, 6), marker ='o')\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('Selected hourly solar radiation', fontsize = 16)\n",
      "plt.ylabel(r'$W/m^2$', fontsize = 13)\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x10c8d2c10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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WwKM+EB3QeyBiHhuGRtT+3YfegT3sKGPhPvvxs9ez62Jwj8/vx8ajxvv86QXB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EQi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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x107d9a7d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x107d9a690>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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RoeRUNqnuN1xuDxL2n2IsEUEQhDi3fbyT12M8QXgh5ZAxku5hw5S00lAlopGh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\n/3L4MeEQJdhSAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x109a89f50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x10cab2f10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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VNonI2xpTNW0zo5iuKY4Z9kTtoEaksqa1yEAFqhr00Lt5kmqpoAWL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\nd0twef9T1U34y7r1uDw9UVYkg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P7Yi9+Wp45yYVExVuYXwGhRIEJpxcihA3Fmf+BPenkb\ndaTTmxDnh0Feamwkjp7TeTymxSg9A2UgkTKw0pu8y8DeOzEaZ+uaJQ/yvOmTim3n8oStXgASMgHG\nt9bmEcPVJxvHjdSOBdEB1xmvnOwszHt7k/MsTgA28NTx2u4JvSJzMH78+QRUQrhSa/Y3MSolYHUz\ncyZnwsC2kuf9DIPUjoBWo8aaUzFYOO5KDOwR/Nl5KXjJWaHvGRuJygb3qwly+GuFI1R11l5Df+zF\nb8tdR7m28pzLyvGZ/Ztw9w0jUHjgXTQZLRiUGhOQk17eRh01+GEyo7CoGH9bvQXnG404uDXW7aR5\ni8nicyRKV5AysGoxSg/XFBQWFePrbRvw+IeRSBNJoCImJzsLLy3biLDRDn3QdvqkouVornnM7fFs\n9QJUUnIqKgCYGmtFn+fqk43cmGajyYLpS9ZgZL+UoM+ORr5p27G5e/JT9hh9U2MtUq66zeM+FV/D\nIH3NrimnI9BkMCPGh/ci6kxCdMaFZjP+vcF9dIak18kvwOFTdZhy6F38bsK9bO+7mL8HlO7KTvVM\niofqlmlOx1pvmIBvj+7ApKdehMVqxeM3D/TbefiTt1FHuhbfEgw5TprHwvOkua3WYPB1RKWEjdtW\n8qTfL4XPLbqdBCptaTVq/FzdiDfXr8fQtERJfVLxcjQM1ww6wh/SbDS4dDSbildh6jNTu/DsAofc\nGa+bxtyC4T9FYueMMR14VhSMhBvrub07YGqodc3+VnUST05w7mzaM7vGhnvM7CrG1z15cjoCTT6G\nhhJ1FseOZjS8T3Pv+Dq9hwJnvXwdCmzu9imVbVuEPiLHGyxAvd6IjISozjtJmbzdS92g923FWs6k\neXOQhmsKv8fC1VtQ1WjC5b1ca8zKDdf0Janf5Vf/AveoBmDxvZkejxO4K0fjDgd5AUr4Qw7Mfsle\nQwYKJWC1YFC0hTepVnJnvBoNJsSqeNmTK2EvrK6mDoMfnWcLhzh+yP69G9I33Sm9t/Ad/OPyzbIy\noAl8HeRJ7QhYrVY0GbmSR8HBX1mQmU25+xDdpxTXQ/RYldIWvjukV+Am4nEso3DgdC1G9k7AE+1M\nIlqtVjTozT7tyXOcNHcMB6zUldtrxgpajBbZIY2BQqtRo/8Vo7Dwk6N457HrXJ6Xu9/Ql6R+VY0G\npMZJL3vhWI7G/je6ZpLb49nbDVCOf8i2maiSjuzouhMLMHJnvBi2Ru4Ie2Hrw20p29v73gkrBbhh\nApSQv+LQbPRtT4PwHn9dtw0nalrcprI2mq1QAIgIC84bMnUvontOLGaER5m8ep22uJ899Ij9rcMT\nUnFy61+Qcu0dTmGc47LHoc7HFa/OILTjh/+6Hrp2JhELi4rx903v48yZejz4v/e9Dm92zOzuHA4o\nXmYgmKND+iRGoay2WfQ5uSt5viT1q2zQo2ectEQtgvTURPzg9DdiuGZQklpXqDtzzAxWWtMMlRJ4\n2cOMl20lL3gbJupYScmpQH216HNtv3e+rBQUFhVj5bJNCA8Pw4d5kV7flLUaNa667kZM2/w1tv/u\nJtFjmoxmXvMUNNruOREGe8fLKzHm3kcwe8ZkSd8VZlPuPtr+rXWlJTDWVyGqz2Wo+XY3Box/2v7c\nzv2b0KM+Bg9d+0Bnn6YswiRi4m2PoQFAA8QnER3DkjOGeR/eDDjsb6xtcRrgAa73thajGQlRgbsa\n2p69X3yO4zvXQPv1NkSHw34PLiwqxvfvrcGkL5MQHe5alkiML6WKqhr1smuBygnZ5CAvgLHGlTTC\nRu4Pvj+Lg6cuQKu5wu2xjXozwzXJLTmFgb1dcRBuymGjJ8AK327KgK2eWHWjAWaLFWFK1xntZoPJ\npwQvRJ3JsQPTdkWhBdK/K7x/dh9t/9b1xw7aS+E4DvAA22Dl2KfrEffkQ11xqpJJnUT0Z1iycPz0\neUtEn3dcBW8xWtArPjhnTAqLivHy3zcj/Y7JqGp9bN7yTTj4TQl27j+MtDsmOT0OtJ9ABbCF1355\nshbX90/ENAl79AuLipG/7B3sTojG2phwyZO9jpF+7WFvN4DJrSvU3ZX9cAib127DN9uTEKG0in5h\nmgwmhmuSW3IKA4tnuQLOfLDUZf+CI3/vFYoIUyIxOgLVjQb0ineN7W80mBEdwaaegoNjB0borDuS\n+l0Rnv9z3lacbzBgWK843j9DlPA3fT13BY6WnYfF2rqypxS/15ssQEKA102UEm5cWFSMr0qOIGNo\nlsfj5NBq1BiZX9BuFFmLyYwoGRkoA4m7e/Ca7QuRet+LLo9LbW+0GjXu/scXWJZ9DXonRns8Xpjs\njbv1UTRD/mSvu0i/tgL7KqdOq18T7AqLirH63QIkqSfa0+CLfWFse/J42ZM4OYWB3YVMpI+b6fGm\n4O+9QoVFxfhp5zpk792MpKgwl8mNZiZdoSBj78C46aRL/a5oNWqY0ofh0KkLePmu4X47PwpMelUc\nBjw0DWW78mwPuKl1ajabER/goYbthRsXFhXj6QW5aNSLr+f4EpYsZRW8xcfEYV3J3T3YEiZ+Tci5\nN/eMjUSlTt/uIM/XyV7Rv5EI9nYpJKzML4DixjZZBUW+MNyTR+2ROrHiKWTC003Bn3uFhNnAJPVE\n6ADo4Dq50WQwIyZIb8bUPdlX1N100uV8Vxr1zKjcHTh2moWQ+8Qh17mE3mPfRsQNvjbgJ77aG2it\nzC9AvTIeaaM913P1hnDvmPv2ZiiUSvRPinJZBW82WhAZEZzhmu7uwUqz7wPmHnGRqGw0tHucr5O9\njhPSuGac2+PY8lFIkPqFaTRwTx75jzfJkfy5V0jKbCBX8ijYOIbfnfhgKWJHjHXJkChVo8GE2Ehe\n/6HOsQ8gZEWuP34IqD6Nyu1/giEyETde1gcPTfkNlpdGQakQ7zMECsdO/HflOgxMicbTDgMto0UB\nKMPsv6tjma0BidE+R4BpNWroUobg5+pGvPDLoS7PtxiDN1zT3T140n13Ydt/NkB18yNOj8u5N/eM\ni0Rlg77d4/wx2StMSO/evdvtMeztUkhwTP3rmAQjKsY5CUaTwYw0kX1LRN5wvFnYr72GKkT17uF2\nX57w2JNL1uHSHvFIjAzzeq+QlMkNFkKnYCR0YF5d/Cb+sWMP+txzsQ7azv2bMMrDvldHjXozEqMD\nOzSPfCfaB7BaMbhfb7z4fzl4fNEanCmvwDPzF8MUlYjx323zOqtxZxHO7cW/bUS93mwvowAA33z7\nLZDcD4BruZ/eR/1TZistIRL7Tohnm24xBWcxdODi5/q3d97DkfONuKZPgv0eHNHzfbyzfQMG9oyX\nnQejsKgY2/6+GQaLAltTojxeXznZWZizbCOUox0GkB2QGIqDPAoJQiHrOmWcU9hCTfFqp862bVY3\ntqtOk0KM44pDWU0z+mTZQmTaywKo1ahx+fFI5D1yLdLio7x+fymzgUw2RMHsm6OlyLjHudC1nL0r\njQYTeid6/x2j4OCuD3D6/cV4/o08xF12HU4dO4C+9//B9jh8y2rcGYRwfH3vK1F57CBOXQjDZzNf\nQlRsHJrDYoD6apdQzabiVZj6zFS/vP/xb77Czrwt+PGfrsnsWowWRAdpuCZg+5urx94K9dLPsWXW\nrfbM1EOuvh4PZVyOOb8aJuv1HEtZhKP960urUeNcfQvmr1iHK3ondVhixeD9CxE50GrU6JkU75KJ\nLUY9xRaz3IrF0MnftBo1eqb1sg/wBEJH1J1Gg8nnvXI52VlQ7N/k/OC+jZiafY/9R1u4JufzKDj5\nunel0WBGXIAXvibfuesDGKJTEaOe4jFTa6BamV+A+l4jUHfsAPrcORl97pgIVcYgWBLSMPDB59Bz\n1K9g1NXip42voTR/Ico3z8dfnpnql4FCYVExlm9+D8nqiagYdg9OD7VFrRQWFQNoDdcM0pU8QfGe\nf+PMrtW4a9JMjJ86E4VFxbjQbEBytLzi5IDnrRPuXHfjzbj54SexMy8X21fldshkA1s+ChlJyan2\nzJqOHDsDTLxCHUFuzTyr1Ypmo9nn+nXCTeEfmwtw4HQdftE/CTltZgOZeIWCma97Vxr0JsRykNct\niPYBhAytPmZq7QpGi8J1cOrwe7QN00w/4l0ZHjEr8wug9JDMLphLKAAXV956/XISagDUwLbydtWN\nt+K2sbfKfj1vJqNs/dGObZu4kkchQ0pngMXQqSM41sxLGDLKlhVQGYZjp8rw6uI3XY7XmyyICFMi\nXOl7E6zVqFGweimuHj8Ny5YsdK0N6YfBJFFXkbJa7Yktuyav/+5AtA8gZGj1Q6bWzhahtLoOTi3m\nTvld2hu0tBgtiAricE13K2/7P9+DJC9W8ryZjGrUmxHXwW1T8P6FiNoQOgO60hKU7cpD2cfrUJb/\nGq4eeqn9GO5Poo6Qk52F+q92InHIdU6hNQMfewUrPthjD3ERNPo5bNhWK28lsp94xh52ImjmSh4F\nMa1GjVeemIDkku24sGcD+h/dgfky9q4wo3L3ITYhkGDWoal4tb2sghMZkwVdISc7C6g5Y/9ZV1oC\nQ30NWqrOuPwuTcWr/Pq7tDdoaQ7iOnmA50Fscoz8RE3eTEY1GkwdvpWCLR+FDK1GjYPflGDFB3vQ\nZ5xrJjYA2Je/Fk9+mog4lSLgM2tR8BBq5p1oDa1xCttUxeH13BXONYb8sB9PIISdxI99DE0AmnBx\nwzcAbF62AQkxkdgQF8FrnoKSVqNGk96EWW+uh94Ce5ZBqYlXGK7ZPTiWHTBYbAOSqXNse6UX5K5A\nxdkTOL52DuJi4zCwTxr+MGNSQLeHWo0aT2SXYEVrGZG6Ywdw6YPPQldagqpDn+CndXMRExuLgb3T\nMN9Pe/EEQubo+l4jXMqXmMwWWK1AuDKwy1B44m4QazabkRwjfyXP8dr74VwD0uNVeL6dyajOKO/C\nlo9CyjdHS5E+zjUT2+u5K6BXxaGn5re4AOACAj+zFgWX9NREnGios4dtOu6jOPHB0jZZXv2XDMVd\n2IlwzUeNeQQGBEc2OSIxhUXF+HPeFqTfMRnnWh+Tei036k1MvNKNCKU3HBUWFcOgisNlk1+3P9bS\ndtUlQM19bhZGjczEjDkL0fe+F+0TiKrEHkB8Mi6NMeGz99/x+/sKk+Zi5UtGfLQbUREqKAK81qAn\nbQexhoZaWBqqERGfgmde+AOefGS87PukcPzsZZvQaLS0OxnVGduHGK5JIcXdEvzpyhrZmY+I5BBC\na+odVvOEsGFz62qeoMmPBcodk77Yw5R35aH0TDmveQoJ3mSuKywqxr1TZuLIB6vx2yd/7xIyTd2H\nN9dPINFq1Lhi+DD7BKKwHaDPnZNxoralw65tsfIl9b1G4OlXFqH0wzUuWwOCiVajxt03jEDj4T1I\nGDIKEXGJGPTbBeh/3zM4f8V4p0yiUglRNeGjJ8B6/W9weqitrMeYex/B3ZOfcvm8uJJHJJO7JXhF\nmHiMdSBn1qLgIoTW5G7e2e5qnj9LeTgmfXF8v583LxA9ntc8BRu5mesca1b1vhwoA1exuzNfy3AE\nggilVbQMRPq4mZJrRsrV9nOz32eCqNagJ0Lk18n3czHgXvESSHJ+r7aTCbrSEtQp4xA/erI966vj\n59VoMCM9oWNreHIlj0KKu+QrCVHi8xmBnFmLgs/c52Zh2IAMjzdjoDUBkJ/25AlJX9q+nyo5Q/R4\nXvMUbORmrgv2lRvyL1/LcASCnOwsoKFK9LmOGqwKn5vQnzq/d0fQ1Rr0xGhRQFdaArO+WfR5uZ9r\n20FxzXefevy8OiPzbxBd4kTtc1yCt4c0ZM+B3gLUfbLS+eAAz6xFwWn2jMn2m3HbEMqz5bYdRU1+\n3JNnS/rS1+XxhCGjUP7BUucHec1TEJKbuS4UVm7If3wtwxEItBo1BvXuIfpcRw1Wc7KzoPsw1x4i\nGtWrv+hxwfq9ElZHI5N6iT4v93N1nExwHDy66wd0RuZfhmtSyBGW4J0yHCrjEVlbDsMXG9E/Jc6W\ndUtGGm4iqbQaNQYty0OlSAjlmdaQzabky/xaQiE9NRGn2zwWPzATKaf24fTHa3B1vxRe8xS0hGt2\nwZv/wA9nziMxNgZ9eyW7PT4UVm7If0SzbgZhWzh7xmR7GLLdvo2YOv1h9//IB1qNGq8vy0P86Mm2\nB4Kw1qAnOdlZ2P/SIiRccyfO7FrtdK+u2JGL+S8/5eFfi7+e8PcRBo9iWymEfkCjIanDM/9ykEch\nR1iCrzt2AIlDrrMP9GqbDbiqXx8U/G1+V58ihbjZMyZjygsL0Df7JafHhZDNu6bM8usgz12664fv\nuRPH029GwbTRfnsvoq5iiIzHoIcfBwC0wP1+IMfOll0HdoYp8Ill3Qw2XTFYTUpOte8nE2oNOoUg\nBvH3SpiQbRmYCQAo+2gNoFACVgsGJUd7nV1zVf4OnNJVIfnaO3FubwEGP/JHp+OEfkDMLY90eLgm\nB3kUcoQleKEwtWOD9FVBrlMqe6KOINTNM4o8Z7DYwjXj3ewT9fb9xGpEfvyfDUi7IhEAB3kU3Dzt\ns2vbngs/L8rbinMNBgzrFReUKzdEbXX2YNVxX179sYMwNtThpw2vIjIiDKOvviLov1fC6mj8DRMQ\n3zrYw76NmD19klevJ/x9rrl3KsIGZuLC4c9FjzNYAKuexdCJZBOW4MWSX/TJeqrDMlERORILoQRs\ns69NBjPS4v2bVUusRqTq5kdw5rN3ADzu1/ci6mxy99lpNWqY04fhwMkLeOXXwzvwzIhCV062rQxA\nnTLuYmRUQipMlSdx9dBLg74v1VGro3f+6g6s25aHMFU0ANsguergx7AYmqEIj0C5VY/0hMGIfega\nn38HTzjIo5AjLMH/1GBbBnfam2cxIzzK1MVnSN2Bp5Cx/Xr/lVAQuOsEh4V1bDgIUWfwZp9dZ9Sh\nIgplwr48pI9yiYxa8cFSjBqZGRIDPX//Dj3jVNDX1QBNF/DT+pehiIqFKiEFiUPuQNXBj9FkMOKn\n4m1Qj/sEf549q8M+Qw7yKCQJe6I8bXoN9oaJAptwfb2euwLHzlYiPEKFgRmpOPhNCbZ9tgG74yKR\nFxuBnOwsv1yLTDZBocybfXaN+o7PXkcU6pKSU/FTJ9foC2aFRcV4Z/tOXPrgswCAk+/nIjw6HglD\nRqHy4EdQJaSg753P2o9/dslqAB1Ta5C3fwpJtsLUd6PyP9s91isj6mh6VRySr78b1thUHDlbi79t\n/RgxtzwC/TUP4PRQW8e1sKjY5/cRSxNeV7wWY9W3+/zaRF1Nq1HjlScmIONIASqK1qH/0R2Y305Y\nVaPBhLgOzl5HFOoilFZbJJSIYC2f0JFW5hcgbPTFyafw2CRAGWbLuJmQ6tInjVFP6bA+KVs/Cllz\nn5uFwr3fuE1+QdTRVuYXoL7XCPtqctmuPPS5c7LTMe6SR8jluLfgeFUT4iOVuGHs7Rhzy60+vS5R\noNBq1Ljz9ttw29LPsPbx0YiPivB4fKPejIwE/+59JepucrKzsP+FBaLPMVLElcvWCaH0hJuBMtBx\nfVL+eSikpacmij7Ohok6g9GicE4A1MGzoVqNGttX5eKuX2lwvqICu95dh/97fArG3PuIX1YLibqa\nQqFARkIUzta1tHtsg8HU4XWoiEKdEBlV8cFS5yeCrKB8Z2m7dSJhyCjo66vRfP5kp9caZFeXQppY\nCBsbJuosbcNcTI21osf5s4EvLCrG1s0b0RAehwEPzUH6+OfQMnoynl2ymgM9CnqFRcX47r2/Y+qs\nFzB+6kyP13Sj3sQ9eUR+MPe5WVgxbyb6H92B9CM7JIVLd1dt+53xAzPRM1aFlHALWs6fxJldq52O\nbype1WF9UrZ+FNK6ongokcAxzEVXWgKz0eBSTLapeBWmPjPVb++5Mr8AzREJ6NsmLFSI++e1T8Gq\nsKgY85ZvQuwtj6IFwGm4L4gOMLsmkT+FQkH5ziDa75zzFLQaNQqLivF67gqc3r4QirAI9OuVgvnP\nTGV2TSJvsWGirmILcynBig+WwqyKw8AHn4OutARlH60BFErAasGgaItfr0+jRcFN8hSS5BREB4AG\nvRlxXMkjok7mrt/Z2f1Rtn5ERB1o7nOzMGpkJqbPWwLAFroRPzDT/nzSEf9m1YpQWjs97p+oM8gt\niN7IPXlE1I3xlk9E1MG0GjVGDhsk+py/B1452VlIsOg6Ne6fqDPIrQXZaDAjTsVwTSLqnjjIIyLq\nBJ2VBEirUeONl57C4BgzKrcvRFXBEkTvXYO/dGDcP1FnkPMdslqtaNSbEMNwTSLqptj6ERF1gs5M\nAsR9qBSKhGt6Zf4OHDhVi2v6JuJ3br5DepMFSoUCqnDOZRNR98RBHhFRJ+Hgi8g3wnfooTVf4uW7\nhmNoWrzocY0GMzNrElG3xikuIiIiCioZidEor3dfEL3RYGJmTSLq1tgCEhERUdAoLCrGp+9swn/C\nw9E3UYWc7CynFfLComK8sW4bSmtaMP7LzS7PExF1BxzkERERUVC+1svrAAANgUlEQVQQCqKHj54A\nK1wLogvPW2+YgGSR54mIuouAG+QtW7YMZ8+ehUqlwq233oqxY8d29SkRERFRAGivILrcgulERKEq\n4AZ5CoUCTz/9NHr06NHVp0JEREQBpL2C6HILphMRhaqATLxitYoXPCUiIqLuq72C6HILphMRhaqA\na/aioqKwdOlSLFy4EBUVFV19OkRERBQg2iuILqdgOhFRKAu4cM3JkycDAE6cOIF33nkHzz33nOhx\ne/bsse/X27NnDwDwZ/7Mn/kzf+bP/DmEf44OV+L+m0Zg56crcPxsJRTKMKQnRkMgPL/li81QKJSI\nszRBe/O19v14XX3+/Jk/82f+7O+f3VFYAzQ2sqysDO+++y5+//vfuzy3e/du3H777V1wVkRERNSV\nHDNo6kpLUH/sINBQhUG9e2D2jMnQatRY+MlRDOoRiwdG9u3q0yUi6jCexkQBt5L35ptv4sKFC4iO\njsaUKVO6+nSIiIgogAgZNHWlJag7dgB977T1FVpwsVxCoz4NsSyGTkTdWMC1gLNmzerqUyAiIqIA\nJWTQrD920D7AEwjlEgbcNQWxkWFdcXpERAFB2dUnQERERCSVPYOmUnwQZ7AADXoT4iIDbh6biKjT\ncJBHREREQcOeQdNiFn1epQQaDSbEMVyTiLoxDvKIiIgoaGg1arzyxAQMijGh4oOlzk+2lkto1JsQ\nq2K4JhF1XxzkERERUVDRatT4fGc+VsybiYgD78KwdzP6H92B+dMfhlajRqPBjFiGaxJRN8YWkIiI\niIKSVqPGsfM6vL3xfRgstsybANBoUDC7JhF1a2wBiYiIKCgVFhVj/dYPkDD2MVS0PvbHtzehKX0E\nVOG3dem5ERF1JYZrEhERUVBamV8A5eiHnR+8cQJ0P37dNSdERBQgOMgjIiKioCTUzGsrLIxJV4io\ne+Mgj4iIiIKSvWZeG+EK8ceJiLoL7skjIiKioJSTnYV5yzehvtcI1B87CCjDYK4+jUtGjOrqUyMi\n6lJcySMiIqKgpNWocfcNI9D4/R70uXMy+twxEf0fmoPKcxUoLCru6tMjIuoyHOQRERFR0PrmaCnS\n75kJANCVlqBsVx5aLArMmLOQAz0i6rYYrklERERBS0i+oistQd2xA+h75xT7c/OWbwJgW/EjIupO\nuJJHREREQUtIvlJ/7KDTAA8ArDdMwKr8HV1xWkREXYqDPCIiIgpaOdlZUOzfBLOhWfR5g6WTT4iI\nKABwkEdERERBS0i+Yqo9L/q8ij0dIuqG2PQRERFRUPvmaCl63nwfzuxa7fR4xY5cTM2+p4vOioio\n6zDxChEREQU1o0WB+IGZAICyj9YACiVgtWBAYjSTrhBRt8RBHhEREQU1IflK/MBM+2APAHofZdIV\nIuqeGK5JREREQU1IvuJk30aGahJRt8WVPCIiIgpqQkjmqvwdMFhsyVamTn+YoZpE1G1xkEdERERB\nT6tRc1BHRNSK4ZpEREREREQhhIM8IiIiIiKiEMJBHhERERERUQjhII+IiIiIiCiEcJBHREREREQU\nQjjIIyIiIiIiCiEc5BEREREREYUQDvKIiIiIiIhCCAd5REREREREIYSDPCIiIiIiohDCQR4RERER\nEVEI4SCPiIiIiIgohHCQR0REREREFEI4yCMiIiIiIgohHOQRERERERGFEA7yiIiIiIiIQggHeURE\nRERERCGEgzwiIiIiIqIQwkEeERERERFRCOEgj4iIiIiIKIRwkEdERERERBRCOMgjIiIiIiIKIRzk\nERERERERhRAO8oiIiIiIiEIIB3lEREREREQhJLyrT6CtkpISbNu2DQDw4IMPYsSIEV18RkRERERE\nRMEjoAZ5FosFW7duxdy5cwEACxYswBVXXAGFQtHFZ0ZERERERBQcAipcs6KiAhkZGVCpVFCpVEhL\nS0NFRUVXnxYREREREVHQCKiVvIaGBsTExGDt2rUAgJiYGOh0OmRkZHTtiREREREREQWJgFrJi4uL\nQ1NTEyZMmICHHnoIjY2NSEhI6OrTIiIiIiIiChoBtZKXnp6O8vJy+88VFRVIT08XPXb37t2ddVpE\nRERERERBQ2G1Wq1dfRKOvvvuO3t2zQceeACZmZldfEZERERERETBI+AGeUREREREROS9gNqTR0RE\nRERERL7hII+IiIiIiCiEcJBHREREREQUQgIquyaRXCUlJfZEPQ8++CBGjBiB6upqvPXWWzCbzRg0\naBAmTpzYxWdJ5D9HjhzB+vXrMXz4cDz66KMAgPz8fBw9ehRKpRLTpk1DWlpaF58lkf+sWLEC5eXl\nsFgsmD59OtLS0kTbfqJQ0faaj4+Px+LFi+3Pl5aWYt26dV14hhQMmHiFgpbFYsG8efMwd+5cAMCC\nBQvw8ssvIzc3F1qtFkOHDu3iMyTyv5KSErS0tODo0aP2QZ7gf//7Hz777DNMmzati86OqOMcPnwY\n+/btw9SpU/HHP/7Rpe1XKBRdfIZE/iVc8zk5OfbHTp48icLCQvzud7/rwjOjYMBwTQpaFRUVyMjI\ngEqlgkqlQlpaGsrLy3Hu3DkO8ChkZWZmIi4uTvS548ePo0+fPp18RkSdIyoqCuHh4SgvL3dp+ysq\nKrr69Ij8TrjmHRUWFkKr1XbRGVEwYbgmBa2GhgbExMRg7dq1AICYmBg0NDTAYDBg0aJFaG5uhlar\nxfXXX9+1J0rUCebNm4f6+nrMnz+/q0+FqEN8+umnuOuuu0Tbfp1Oh4yMjK49QSI/E655gU6nQ3V1\nNQYMGNCFZ0XBgit5FLTi4uLQ1NSECRMm4KGHHkJjYyPi4uIQExODZ599Fi+99BLef/99GAyGrj5V\nog73yiuvYMaMGXjrrbe6+lSI/O7gwYPo3bs3+vTpI9r2JyQkdPUpEvmV4zUvKCoqwu23396FZ0XB\nhIM8Clrp6ekoLy+3/yyEb6ampqK2thbh4eEuYQ5EocDdVuqkpCRYLJZOPhuijlVaWooffvgBv/71\nrwGIt/3p6elddXpEftf2mgcAs9mMr7/+mtFJJBkTr1BQ++677+wZ1h544AFkZmaiqqoKK1euRFNT\nE2688UanUAeiYFdQUIBvv/0WtbW1GD58OKZNm4Y33ngDOp0O4eHhmDRpEsPWKKQ8+eSTSE1NhVKp\nRP/+/TFp0iTRtp8oVIhd8/v370dFRQWysrK6+vQoSHCQR0REREREFEIYrklERERERBRCOMgjIiIi\nIiIKIRzkERERERERhRAO8oiIiIiIiEIIB3lEREREREQhhIM8IiIiIiKiEMJBHhERERERUQjhII+I\niIiIiCiEcJBHREREREQUQjjIIyIiIiIiCiEc5BEREREREYUQDvKIiIiIiIhCCAd5REREREREISS8\nq0/Anb179+LDDz+EQqGAVqvF6NGjPR5fVFQEjUbTSWdHREREREQUmAJyJa+pqQk7d+7EvHnzMG/e\nPHz44Ydoamry+G92797dSWdHREREREQUuAJyJe/48eO46qqrEBERAQAYMWIEfvzxR8TExGDTpk2w\nWCzo0aMHnnzySQDAW2+9hbNnz+KVV17BFVdcgfvvv78rT5+IiIiIiKjLBOQgr+H/t3fHLo0EYRiH\n34gECRtZEEyiYiHYhBBS+D8YLAQLBQUFQS0kIJYpxMre2koCqbQQmxQW2thZaCIaQWwsVhAxsDEQ\nNq5XmcNTizshGXK/pxvYGb4pX+bbmWpV4XC4OQ6Hw3JdV/l8XtlsVrZtf/g+k8kom81qc3Oz1aUC\nAAAAgFGMbNe0LEuu6zbHrusqEAjItu1PAQ8AAAAA8JuRIW90dFSlUkmNRkOe56lUKimVSun5+VlP\nT09fzmk0GvJ9v8WVAgAAAIBZAm9vb2/tLuIrp6enKhQKH27XvL29VT6fl+/7sm1b6+vrze9zuZzu\n7+/V39+v5eXlNlYOAAAAAO1jbMgDAAAAAPw9I9s1AQAAAAD/hpAHAAAAAB3EmCcUdnZ25DiOfN/X\n6uqqIpGIisWi9vf3JUkzMzNKJBKSpOvra+VyOcXjcc3Pz39Yx/M8ra2taXJyUul0uuX7AAAAAIB2\nMibkraysSJIuLy91eHiopaUl7e3taWNjQ5K0tbXVDHme52lqako3Nzef1jk6OtLIyIgCgUDrigcA\nAAAAQxjXrtnT06Pu7m45jqNYLKZgMKhgMKhIJCLHcSRJyWRSlmV9mluv11UsFjU2NibukwEAAADw\nPzLmJO/d8fGxJiYmVK1WFQqFtLu7K0kKhUJyXVexWOzbuYVCQel0WpVKpUXVAgAAAIBZjDrJOzs7\n08DAgAYHB2VZlmq1mubm5jQ7O6uXlxf19vZ+O7dWq6lcLiuVSrWwYgAAAAAwizEneXd3d7q6utLC\nwoIkKRqNNtszJenh4UHRaLQ5/rMds1wuy/M8bW9v6/HxUa+vr0okEhoaGmrNBgAAAADAAMY8hp7J\nZNTX16euri4NDw9rcXFRFxcXzds1p6enlUwmJUkHBwc6Pz9XpVJRPB5vXtry7uTkRPV6XePj4y3f\nBwAAAAC0kzEhDwAAAADwc0b9kwcAAAAA+BlCHgAAAAB0EEIeAAAAAHQQQh4AAAAAdBBCHgAAAAB0\nEEIeAAAAAHQQQh4AAAAAdBBCHgAAAAB0kF/emOFjBcT3QgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10fe943d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x1123f1bd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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QmZmJFi1aIDo6GosXLwYAREdHo7S01PffwccpCGx6AgrDcFwOCgBV/llHSeTS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4T84TUTSD2qwZ+ZkmRQKFulzYGpCy5+iosUhWdeVG/l4PEcpEUEddeR/+7m80O8RQSyOoGRWXwE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\nPPZEGm+89BypV6pdPJUlEXFFQkwRUROVkdMMJp9OVmQ1AxEfP1MqgSKWT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3xyxzuMfrw0sbHsR3brlNul011VVYOO/L6HihHuX7tuccH+NcNnykWFN3VFkCZSflIocFnaEo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\nIYQQQkYR/wcLo6OmHl8kwAAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10e7e1390>"
       ]
      }
     ],
     "prompt_number": 30
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Daily weather data"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dailyWeather = hourlyWeather.resample('D')\n",
      "#dailyWeather.to_excel('Data/dailyWeather.xlsx')\n",
      "dailyWeather.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>RH-%</th>\n",
        "      <th>T-C</th>\n",
        "      <th>Tdew-C</th>\n",
        "      <th>pressure-mbar</th>\n",
        "      <th>solarRadiation-W/m2</th>\n",
        "      <th>windDirection</th>\n",
        "      <th>windSpeed-m/s</th>\n",
        "      <th>humidityRatio-kg/kg</th>\n",
        "      <th>coolingDegrees</th>\n",
        "      <th>heatingDegrees</th>\n",
        "      <th>dehumidification</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2012-01-01</th>\n",
        "      <td> 76.652174</td>\n",
        "      <td> 7.173913</td>\n",
        "      <td>  3.073913</td>\n",
        "      <td> 1004.956522</td>\n",
        "      <td> 95.260870</td>\n",
        "      <td> 236.086957</td>\n",
        "      <td> 4.118361</td>\n",
        "      <td> 0.004796</td>\n",
        "      <td> 0</td>\n",
        "      <td>  7.826087</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-02</th>\n",
        "      <td> 55.958333</td>\n",
        "      <td> 5.833333</td>\n",
        "      <td> -2.937500</td>\n",
        "      <td>  994.625000</td>\n",
        "      <td> 87.333333</td>\n",
        "      <td> 253.750000</td>\n",
        "      <td> 5.914357</td>\n",
        "      <td> 0.003415</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9.166667</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-03</th>\n",
        "      <td> 42.500000</td>\n",
        "      <td>-3.208333</td>\n",
        "      <td>-12.975000</td>\n",
        "      <td> 1002.125000</td>\n",
        "      <td> 95.708333</td>\n",
        "      <td> 302.916667</td>\n",
        "      <td> 6.250005</td>\n",
        "      <td> 0.001327</td>\n",
        "      <td> 0</td>\n",
        "      <td> 18.208333</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-04</th>\n",
        "      <td> 41.541667</td>\n",
        "      <td>-7.083333</td>\n",
        "      <td>-16.958333</td>\n",
        "      <td> 1008.250000</td>\n",
        "      <td> 98.750000</td>\n",
        "      <td> 286.666667</td>\n",
        "      <td> 5.127319</td>\n",
        "      <td> 0.000890</td>\n",
        "      <td> 0</td>\n",
        "      <td> 22.083333</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-05</th>\n",
        "      <td> 46.916667</td>\n",
        "      <td>-0.583333</td>\n",
        "      <td> -9.866667</td>\n",
        "      <td> 1002.041667</td>\n",
        "      <td> 90.750000</td>\n",
        "      <td> 258.333333</td>\n",
        "      <td> 5.162041</td>\n",
        "      <td> 0.001746</td>\n",
        "      <td> 0</td>\n",
        "      <td> 15.583333</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 31,
       "text": [
        "                 RH-%       T-C     Tdew-C  pressure-mbar  \\\n",
        "2012-01-01  76.652174  7.173913   3.073913    1004.956522   \n",
        "2012-01-02  55.958333  5.833333  -2.937500     994.625000   \n",
        "2012-01-03  42.500000 -3.208333 -12.975000    1002.125000   \n",
        "2012-01-04  41.541667 -7.083333 -16.958333    1008.250000   \n",
        "2012-01-05  46.916667 -0.583333  -9.866667    1002.041667   \n",
        "\n",
        "            solarRadiation-W/m2  windDirection  windSpeed-m/s  \\\n",
        "2012-01-01            95.260870     236.086957       4.118361   \n",
        "2012-01-02            87.333333     253.750000       5.914357   \n",
        "2012-01-03            95.708333     302.916667       6.250005   \n",
        "2012-01-04            98.750000     286.666667       5.127319   \n",
        "2012-01-05            90.750000     258.333333       5.162041   \n",
        "\n",
        "            humidityRatio-kg/kg  coolingDegrees  heatingDegrees  \\\n",
        "2012-01-01             0.004796               0        7.826087   \n",
        "2012-01-02             0.003415               0        9.166667   \n",
        "2012-01-03             0.001327               0       18.208333   \n",
        "2012-01-04             0.000890               0       22.083333   \n",
        "2012-01-05             0.001746               0       15.583333   \n",
        "\n",
        "            dehumidification  \n",
        "2012-01-01                 0  \n",
        "2012-01-02                 0  \n",
        "2012-01-03                 0  \n",
        "2012-01-04                 0  \n",
        "2012-01-05                 0  "
       ]
      }
     ],
     "prompt_number": 31
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.figure()\n",
      "fig = dailyWeather.plot(y = 'T-C', figsize = (15, 6), marker ='o')\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('All daily temperture', fontsize = 16)\n",
      "plt.ylabel(r'Temperature ($\\circ$C)', fontsize = 13)\n",
      "plt.show()\n",
      "\n",
      "plt.figure()\n",
      "fig = dailyWeather['2014'].plot(y = 'T-C', figsize = (15, 6), marker ='o')\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('Selected daily temperture', fontsize = 16)\n",
      "plt.ylabel(r'Temperature ($\\circ$C)', fontsize = 13)\n",
      "plt.show()\n",
      "\n",
      "plt.figure()\n",
      "fig = dailyWeather['2014'].plot(y = 'solarRadiation-W/m2', figsize = (15, 6), marker ='o')\n",
      "fig.set_axis_bgcolor('w')\n",
      "plt.title('Selected daily solar radiation', fontsize = 16)\n",
      "plt.ylabel(r'$W/m^2$', fontsize = 14)\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x109fd1bd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Dhw4uwWRDkxRQIYRoYHL+lhCisUk/JFqCBxLisWxa4nLN8tOn3D9i2EV9BkCnTp2Ijo7m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\nb6No92oKdnxOQmwMzRqk8sfn/0RWZgb7TpX55gAqRgXQwGVjb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MnKzGDP8fMsWL4St6wm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FZQ4u+OydMVvLwNWMcL/lFyaoYiDvfrKYb85UEGcReO//HvLbqUAKqEZv9Mhqz5soqImbazv3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\nwi47XFpLjEIAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10cf65d90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x105eb1950>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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tq706azUG9+xg096oq4PqjgWwYX+Ozm0ZX9ENiwJofby18hjYdQCn5SiyW3/s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DAAAg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\nERGRTPx/d4AIg7nENysAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x107da9750>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x10b8d4b50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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cbje6devW1KdxxkP2UYIgCKJJSPeAc725f9Gz8SSZocYvIculzcIJPAfJRLfO\nxiDaPupJIAqDEoNN4MBzHDJdNnij6gerfUFkOW3IdAqoCcSvLTTKFJqJZTRG7ycPa3FNt62YIAiC\nSAyJQiIhZ7sfPR1QjFKD4medsyFmyQiPeKhz//K/fQcHPnoDHb5bGjMbz+sLItNlw7q1azTP5Tll\nZl9TED0r0GUXUB+nptAvSnDalOxfltOGmqiaQq9fRJbThgynDbX++LWJejWFQEMsszYtgnftvPCc\nQbfN+LZB7/2sWjkbg68cGvccojFbG3omcjb83jYlFD/rUMxSoyXFj+yjBEEQRJNQWlIMxhimPlGG\nrm2z0C7DnvI4iNKSYvS9dCBGv7IBr941GO2ynJrHT9UHkeu2A9CKJYHn0FR9CuToTKEjfqbQLyr1\nhACQ5bTHZAq9PhFZLjtqAlLCLqRylHU1ktKSYrTtdjFmfbobL43vByD+DZL6vj3y4n/AcTw65brQ\nYcQIdLv4srjnEE26bcUEQRBEYkgUEglpCX70VKEYpQbFzzpnS8yKi4rQYROHGaMvxNBubRM/wQSq\nC7QuKAKIFYU5LjuKii7XbBc4rskyhaKstXC67fFnFQYkGc5Qxk7PPqpmCr0OAbUJ7KMSY3FHXzgE\nHn6xQY0luu5KS4qxw9YJeW47brvsXJRt3JOwk2o06bYVNyfOlt/bpoLiZx2KWWq0pPidBR+xBEEQ\nxJlKdcj6mE5BpjaM0bNgnqoPItcT29WT5znITVVTyLTNXtx2Ab54ojDUZAYwsI/6gshyheyjCQSZ\nJDPNnMJonDatKDSDLDPwodcTLSrNMHX8GIifzNNuTMFWTBAEQSSGRCGRkJbkp04WilFqUPysc7bE\nrNqndM5MpyALi0IdYaXaR6Pjx3McWMRzTydW5xRG2kezjTKFLhsyHDbUJrCPKp1PjW8FokWhmetO\nBoP6chw2HgGLorC0pBglV10F3/p5OPR/b+CcUD3j2dB99Gz5vW0qKH7WoZilRkuKH9lHCYIgiBhO\n10iAqpAoFNMpCkMaRF8UBpSaQp3DCZySLeQF/Zq2xiK6rs+doKZQYx912uD1aUdSVPtEZDntyHQG\nTNlH47hH4bTxCEjW7J+yjLAd1mnj4bf4fAA4mXc+XnrmKjz03jbM/tUgZLuMZzYSBEEQqUOikEhI\nS/JTJwvFKDUoftZpzJipIwEiO0BOf1HpKpluYehtRPuoXratql5EK48dRQOKYh4TeKWu8HT/YRQj\n7JYA4LZgdDeKAAAgAElEQVTz8UVhlH00OlNYE5EpPFkf1FsijCxDt/uoisMmWKopBLRjLpKxn56o\nDeDHY7W4tFMe8rNdOFztP2tEIX3WpQbFzzoUs9RoSfEj+yhBEASh4XSOBFDto+mcEajqS6NMYY5b\nX2DwPJqkA2lsTaEtfvdRKaL7qEu/+2h2eCRFYvuo3pxCFWcS9k9FFKrPFyw9f3n5Soya9D84Uj4H\n4++6D/69W3HY67N0fIIgCMI6JAqJhLQkP3WyUIxSg+JnnWRjtrx8JcZOmYaRk+7F2CnTdAeCn86R\nAFX1oUzhaawpzNGpKQTMdSA1Ez+rSNH2UTsff05hUIYrwj4aPXbC61dmMWaY7D4aL1PotPHwWawp\nlFhEoxkLmUI1Q+3vPx6en0/Avu5jsO2ztVhRvsrU888E6LMuNSh+1qGYpUZLih/ZRwmCIFoIZm2h\np3MkgNef/kxhXPtoXRC5bgdO6jyP57i459FYtlqrcwoDkqS1j8Z0HxWR7bKb7j5qNKcQAGyhrqyi\nLMMWr01pBIwhKfuoXoY6r3giPvzoP3j8V+NMrUEQBEEkB2UKiYS0JD91slCMUoPiZ51kYmbWFjp1\n/BhwG+drn9xIIwGq60XYeC69jWbi2keV7qN68RN4Lm730cay1UZm1gDAlWBOoT+ipjDTaUNtQNSc\ntzqnMMMhJLSPygkyhRzHwWnnERSV9c1cd4olVfm3U+ARkMyJQqMMtU9qmlEhjQF91qUGxc86FLPU\naEnxo0whQRBEC8GsLVTNet3//Dx4AxIuKczBlEYaCVDlCyLPYz9t9tEqnyIK9UiUKWwsW60YnSk0\nMafQKQgAFCGrjrDIdNrgFyXIjMFp40OCMX6mUExQUwgows4vSnA7BFOvhzGEs48OGw+/zmvR625r\nlKEOita7lxIEQRDWoEwhkZCW5KdOFopRalD8rJNMzKzYQktLinHt5N+ifcntWPjKs402I87rU+yc\n6ZwPqM48jK7LE2UZtQEJWS6bfk0hH78LamPZaiWZwcaZn1MYkBoyhQCQ5WoYS+H1KVlCjuOQ4Yit\nN4xGjmpyo4fTJsAfyvaZrSnkwvZRISZTqNpw93Ufg8oeo7Gv+xhMf3E+Lu7eFcFP3tTsK65/E20v\nuDThMc8U6LMuNSh+1qGYpUZLih+JQoIgiBbC1PFjgA3mbaGizCDKDCfqAo12TtU+ZUREWjOFof9H\nWzCr6xXBZJQZ40NzCo1oLFtttIUz0ZzCSPvo8vKV+G7pK7jl13/A2CnT8P5HHyMrNL4hI2QtjYcU\nNQ5DDyvNYgD19Sj/jm5UAxjbcDdV7MbEcaPhXTMXBd8tQ6eKZZh+101ghT3B0vilAUEQBBEL2UeJ\nhLQkP3WyUIxSg+JnnWRiVlpSjKAo466ny9CpVQYKs51xbaGqUDtc7UPbTGcqp2tIlS+Ic1t50isK\nDTKFaj0hoB8/ZU6h8bqlJcVgjGHKE2U4p1UGOiaIn1kUYdbws9veIAr1bJYBV2c4BT6cccsrvh3V\nAKoBPPPGmyjodRmAy0M1hRIYY/jw41Ux65SWFCtNbhLYRx0RYynMXHeMISJTGDvSIp4Nt3f/gRid\n2RVPjL4wvP25nWtR5RMNbb9nEvRZlxoUP+tQzFKjJcWvWYnCBQsWoKKiAjzP484770R+fj62bNmC\nxYsXAwBuvPFG9O7dGwAMtxMEQRDGDC26EoVbeUwd0gWTB3aJu68oy3DaeFR6/WisT1ivT0SexwEx\nzcPrOcTWFJ6qD8QVFgIXv9EMABQXFaFwE4cpg7tg6qD48TOLKDMIXIMq9NgF1Ackw26n/YcMxWWD\nhuhm3BxDbsFPa+cC+BXsAg+bwOG9FR/jL68u0O2aKrLWGkGqh9UB9JEdTfWyjPFsuNX1QWS5tLcm\n+VlOHK72nRWikCAIornSrOyj48ePx/Tp0zFu3DgsW7YMjDEsWrQIDz/8MB5++GEsWrQIACDLcsx2\nspY0Hi3JT50sFKPUoPhZJ9mYqTfoJ+uCCfeVZIbCXDcqqxtneLgkM9QFJOS4bWluNKOMdYi2j0Zm\nCvXix/PxG80ADWMuqn2J42cWKarRjMsuoD4oG9osN65dBaeNN8y48XxDQ5gMh4BX4nRNlWUkrikM\nNZoBzF13jDU0r3EKsZnCeDbcan8Q2U6t+GuX5cJhrz/hcc8E6LMuNSh+1qGYpUZLil+zyhSq7Ny5\nE4WFhTh06BDat28Ph8MBAMjPz8ehQ4fAGIvZXllZifbt2zflaRMEQRiiZwNsrOYt8QiGmn6cqjcp\nCnPcOOxtHFHo9YvIcApwCDxq/OnrMCkzhgyHLcY+WlUfRI7HONuUqPso0JB9rDIRP7NEN3tx2niI\nsmzY1VRkHBw23lTjm0ynDdUG6wRkQJLlxN1HdSyg8ZAYwiMpbKHiwsg5h+p1/5dX38LuEz70K8zG\nr0M23OfX/KCbKTzSSNcgQRAEodDsROH06dNRXV2NGTNm4NChQ/B4PJg9ezYAwOPxwOv1hv8dvT2e\nKFy9enXYF6yqfvrZ3M/qtuZyPs31Z5Xmcj5n2s8qzeV80vnz519vwuJPtuna99yhhiGn63zWfboR\nAHAy1Dwm3v6izMBqjmHbcQDF3dJ+Pl5fEDYmYteuXchq1zFt639/iiHD6UFtQNQ8fqo+iOojh7B6\n9WHd59t4Dp9/8QX2ezjD9deG4lcdGhifjvPdt19G19ba+LrtAnjoiz6/3wenwGPq+DG4/5+vwTV0\ncvixEx/NwiWXDgj/LPvr4a06pbuOgweOnziJbVtPYWCXoYbn562S4Rc7hp+3OsHfg2PHZPB8h/DP\nAsfgF2XYHHx4/9KSYhzK6IoX1+/CTT05lJYox6/Y/RMKPRxweefw8+uOMxx2dzIdz3T+/OQ/n8V/\n13+JrNzWsPMMl/fsigH9Lkp6PTPxo58pfun+WaW5nM+Z9rNKczmfdL2eaDjWDH2XP/zwAxYtWoTb\nb78dS5cuxZQpU8AYw6xZs3D99ddDlmXd7QUFBbrrffzxxxg2bNhpfhUEQRAKY6dMw77uY2K2d6pY\nhiWzZp7Wc9l5pAYT3vgc57fNxPyJA+Lue8ebX+LqHvn477eVmHNb+scCfHuoGk+UV+AXPQuw72Q9\n/lDSLS3rrvvxGMo27MHek3X4+DdXhLc/s2on2mQ4ceuATrrPu+WNz/HwiB64ID/LcO0tB6ow9T9f\noVdBNl6/pX9azvcvH36HXu2zcV3fwvC20hfW47aOtXjmjUVa6+eGeTiv3xBMvuEXuOqC/FAGehm+\n2l+FCwsy0bHPQAwaPAS3XXYuAODut77GBdI+zFvyXsw6M+65Ge8czcWvBnfBJZ3yDM/vwXe3YWi3\nthh+Qb6p1zNt8Sb8sl9HDO7aBgBw1b/WYeGky5DncWj2e3bVTsz7ch/+Ne4iXNa5FQDgj8u2oqR7\nO1wVcaz3th3Cl3tP4rFrepo6frrQq+nkNs7HY3dPaJIsP0EQRKrE00T8aT4XU+Tm5kKWZRQUFODQ\noUPh7ZWVlSgoKDDcTjQOib5ZIChGqXK2x68xhp4nG7OAJKOVx2HK/iiGagobyz5a5Qsix2UPdf1M\nb6OZDKctZtZfVX0QuZ7UagrrgxLaZDpR5Ys/6sEK0cPrASVTOGjIz/HY3RNwcuUcnFg1F50qlmHG\nPTejQ89LwiMpSkuK8fasmbjxV7/DtAceQcde/TT2ywyHDX36D1LWWTUH3rXzwuuUlhTHjMPQI7LR\njJnrTpaZxpJqNNLCG5qhGHktVvtEZLu0Ft/8LGdar8Hl5Ssxdso0jJx0L8ZOmYbl5St19zOq6Zy1\nYFnSxz7bP+saG4qfdShmqdGS4tes7KPPPPMMvF4vbDYbJk2aBJ7nccMNN+Dxxx8HAIwbNw4ADLcT\nBEE0Rxpr6Hky+EUJ+VlO/HCsBixiyLgekszQLtMJr1+ELyjBZRcM900Gry+IbJdNEYVpHUmhCBEG\npYbSHhrfsPCFufg4y42yDBsu79lVY0kDlO6jZkRhfpYTP52sT9/56gyQV2cVlpYU45ztNmQ4BCy5\nazAA4IOF38ApaC+eXh2y8e3BamV4fYSoynAoswp/MWwoCrbyuLBDDl785cXhx6UoAaeH1ZpCmUGz\npstAFKozKiPrW72+2O6j3339GVbM/g9GfpSXcj2uUUdXADFrNsaXOQRBEM2VZiUKf/vb38Zs69u3\nL/r27Wt6O5F+om+ciFgoRqlxtsdv6vgxMTei2DAPU+65Oek1k41ZUGLIdNpg53nUBiRkOo3/DIgy\ng03g0C7TiSM1fnTK8yR5tvpU1SsCxpZmUah2v/SE5v2Vr1qN6S/OR8aVt8IHYB+A/Z/Mx4V9VmqE\ngMAnHklRF5CQn+XC9kNeyCyxoDKDnjBTZxXW+EXUB6Tw7EVAyfaqmUKVXgXZeGn9bjhtPLIi3tPM\n0AD7w9U++EUZkqxVNJKJTKGS6VOyrmauOyUuEc/X6UAKKAKwY64HVRGdXL1+baZweflKPD93CdoM\nm4jK0DYjEWeGeNm/6PUa48ucs/2zrrGh+FmHYpYaLSl+zdI+ShAEcTZRWlKMx+6eALbxP6ha86bG\nvne68YvK7MFcjx2nQs1mjJBkGQLPIT/bhcONMJai2hdEjstmKkNnBYkxCJwirOoCkmkbIM8ltrH6\nghKynDa4HQJq/emxkEaPpAAazv2w14eOeW74RRliqHOs8h5qs7Y9CrKx46gXJ+sCWvuoUxlgv/dE\nXairqfb16R07GodgbU6hzBQrbvj5EaIykmqfiHPy3Br7aFW9kj1WeXXBUnAD02fhtJL9izc6gyAI\n4myDRCGRkJbkp04WilFqtIT4lZYU45b/uR8XjpmKJbNmpiwIk42ZaqfMddsTjqUQZQYbz6Mgy4XK\nRpgT5w3Vj6W7ppAxgOO4sAXTrBAQeGgycnrUBSW47QKyXba01RUaiUJfUMJhrx8FWU5kOoVwDV5A\nlOGIso9mOm3okOPGj8dqke3U1hTWBkTsPVmHLq0zYkShHDFo3giXTbBWUxiVQXXaBPglvZrCIM7J\nc4evQ0lmqA9qs9fptnBayf6pX+YcKZ8N7vO30vJlTkv4rGtMKH7WoZilRkuKX7OyjxIEQZxpWJk/\nKDPghImh8Y2JX1Ssh3keB04mEIWSrNS6FWQ7G2WAfZUviPPaZqS/pjBkifSEsm1mhYCpOYUBCW6H\ngByXHVX1QXTMdad8vhJDjCj0OATUBSVU+4IoyHbhQJUPXr+IPI8DAUmG0649+eXlK/H90nk4Wifi\n7u1v456bx6K0pBgZDgEHq+rhC8o4r00Gdh6tiTo2A5/g62GHjbc0lzG60YzTqNGMT8Q5eR5s2l+l\n/OwXkem0aZ6bbgtnPCu30e/y+d/bMbZvB9zz8/OSOyhBEMQZAIlCIiEtyU+dLBSj1DhT42elaQWg\niJUav6hkemypGTWSrylUsky5bnt4VqERalfM/CwXth+uTup48aj2ichx2SHJLCaDlQoyY+CgNGvx\nBSVMHT8GD/17HoRBETWcOjWdSsYy/tr1QQm5bjuyXTZU+9Ij8CWdbJ3LLqA+IOF4XQD5WS5kOW3w\nhjKTvqhMoXodOobcjEIAlWi4DjM69ERtQMKpunoMOLcVvjvsjTp2rCCNxmnjEQhl+kzVFAIQIpbU\na1QjSjJ8QRkdsl1hwen1BTX1kED663HV38unZy/Gd4dr0bdDFqaF1jL6XRYlAdX16ckKn6mfdc0F\nip91KGap0ZLiR6KQIAgiSaw0rQAQzkKdrFdu9JsCNVPotgs4lSBrqWYKd2/9AvPeWobP3spOuftj\nJF5fENluO6rrg2nOFCpCx21Xsm2lJcX46UQdnp49BxcU5MDBA1N0bIACZ6LRTFBCQbYLOW57XFFo\nJYOs1m5GojbJOVztQ79zcpEVIUIDobpQlXjX4b0P9EGtX7GP3tT/nJg4S7Kc0D7qsPHw6dQEGiHL\n2q62ejWFSlZQQK7HEW40ozeOQo3Zfc/MQYfcDLRy23TfOyuUlhQjs0sf/O7tLXjkhr4Y1KU1xk6Z\nZhhDqfd1mmY4BEEQZyNUU0gkpCX5qZOFYpQaZ2r8rNY7qYLjZBospKnMKXQKPPLcdlP20ZWrVuPN\nJe8i88pbUdljNPZ1VzI3RrPdrFDlE5HlbISRFIyBCzWaqQ/NKuzd/3KUTroP770+E0tmzYRbJ1PL\n81zCmsL6gASPQ0C2y44qg+yRmrnb132MqZjp2UfV7qOHvX7kZ7mQ7bKHM4XRmeZ412GmU8Dx2gBO\n1imdPsWo2j5Z59jRuCIyfWZrCiPX1GtUUx0anZHrtoe/nKjWGUcBKCKu6NZpePrvf0lLPS6A8Pkc\nCdXKxouhKLGE9bdmOVM/65oLFD/rUMxSoyXFj0QhQRBEklitd1KbqZxIYNtsTIKSDLvafbQ+sX10\nzpL3YBt8i2Z7qgO8Vap9QeS47aZGQVhBZkrWT63LA4DjtQG08jjiPs9UTWFQgscuINttN8weWR16\nrttoxqEI2sPVPuRnO5HlbMgU+kPCXiXedZjhsOGHYzXokOOGQ4ht6GNmTqEjotGMGWQGRK7osgkx\n9lF1HmGGQ0BAkhEQ5XDjIT0EjkurxTgQylweDYlCoxjaeeX3IF1WYYIgiOYKiUIiIS3JT50sFKPU\nOFPjN3X8GBwvn63dGKdlvToi7mRt6qIw2Zj5RUVQ5LodpuyjImucAd6MMWXQeihTmNaawpB9Uc22\nAUp2NlIU6sXPZqILan1QgsshICdOTaHVDLJeTaFqfT1S40dBlgtZLhu8fhGiLINFZeLijU7IcNoQ\nlBjOzXND4HmIUUWTElMswvGInDNo5rqLnn3o0Gk0U+0Xke20geM4JevqC6Lapx1HEYlN4CDK5i+6\n5eUrMXbKNIycdC/GTpkWk6X1izJ4DjhcozRQmjp+DOrWztEusmEeJt84CgAsNdqJx5n6WddcoPhZ\nh2KWGi0pflRTSBAEkSRFV1yJrGVbkbdlCXYcq8UlhTlx651kxpDjsjVpB9KgJMPlsiHPY84+6miE\nAd6AclPOcUpDlUbpPqqKwpB99ERdAG0ynHGfx3MwNbzeY1e6j1YcrtHdJ5kMsp599FBVPVx2AS67\noNQU1osIigwOG6+p2VOvt1kLliEgQ1Mzufj9j3Dgwzkoz/Hg+2UOHMntDmBIw7FNZAqdNh4+C5lC\nFjOSoqFRjYqSKVSygrkepZOrainVw6YjaI0w0wAqIMkoyHbhqDcQ3r5ieyUWvluGvh1z4bHxmHLP\nzSguuhKPbl6D6jSNHyEIgmiuUKaQSEhL8lMnC8UoNc7U+G3YfRw///kV+HDOv9B5xB0o+9fTceud\nJJmhdaYzYddPMyQbM78owyEISk1hnPNgjEFirNEGeFdFZIVsaR5eLzOA46Cxj56oDaB1RoPg0Iuf\nYh+Nv3a9Oqcwjn3UasxkgzmFu0/UIT9LEbLZTjuq/cEY66hKaUkxlsyaGa6ZLC0pxvLylXji9YUo\nHDEJtoHjUdlrLCq3fabJmkXX/+nhtFhTKMmKwFZx6IhKpamM8v7nuJSZmdW+oGbGYiQ2C18cmLHv\nBkQZhTluHPE2jFrJ/dlFKLz6Dsz919PhGIoyg8cuIBiyuKbKmfpZ11yg+FmHYpYaLSl+lCkkCIKw\niNpZcsfROuQ4eaxoNR4/a5uDHUdq0L9TnuHzZMbQJsPRpDWFaufKXE98+6ha5/aLq4rBcRzufKIM\nFxbmwW3jUu7+uLx8JWbOWYydx+ox9quFGH7VVZBY+6TXi0Ydnu62CzhWo8T6ZF0AeQlqCgWT9lF3\nqNFMtUGmVY3NQ/+eDwkcftbaEzdmoo591OMQcMTrR/d2WQCg2Ed9Yuj9E+Keo8qrC5YCA7XiqMPV\nkzTdcfXqGaPRy/TFgzEGPmJNl42PyY57I7KCOW4lU+j1i+jcOkN3TcU+ak4UmrHv+kUZ5+S5seNI\nw4iOg1X1AKA5jigx2AQOLrvSbbZNZvxsc2NjpastQRCEFUgUEglpSX7qZKEYpUZzi1+8G69Ia5q7\nOxCAYk3rc/mV+P5w2wSiEGiT4UxL99FkYxaQZNgFDhkOAUFZhl+UdEWGKDfUmpWWFKP7dzbMnzIQ\nuW59e59ZIuPXCsA+AC/950206XEZgP4pra0iM4DnoakpPGGippDnEncfVe2jsouhKo6lsLSkGF9L\nHcAB+NPVF8RdU88+6rIr70lBdihTGOo+6hcl0zMuzYgjicUK0mgiR0qYrSmMPEOHzpzCal/D+5Hr\nbrCPxssUmq0pNGPfDUgy2mY6UR+U4QtKcNkFHDjlU44TIYBV0ZzjtuFUvTlRGO/zI5XPOqtzUc9G\nmtvfijMBillqtKT4kX2UIAgigkTjBIysaRVffYKKqMHg0UgyQ5tMR1rso8kSkJRMIcdxyjgAg2xX\ndPYqXXV/evGzD74FezZvSHltFZkx8OCUDp7BhprCVhmpZwp9kZnCBB0pg5JsKrull63zhEShOs9S\nbTTjjxpHEQ8z4kiSGfgEyzktdx/VZgqVkRSxcwqz3Q2ZQtU+qjeSAgjVFJq8/qaOH4PA+je1G6Ps\nu35RhssuoG2mA0dr/PCLEk7VB5Gf5dRmCkNfjuSYeL8B6+NIrGC1q206SNSwhyCIswcShURCWpKf\nOlkoRqnRnOKX6MbLKPvisNlQcUS/8YiKzBhaZzjTYh9NNmZBUYY9VJMWrwOpJCu2OZV0iUKj+MmI\nn62ygmpf9NgF1AUkyEyZMxeZ5dSLn5AgUygzpnQftQnIdit2zniNaUSZmcpu6dcUKu9RQ02h0u00\nYFBTqIdebeP+5bMw+ZejIo6deE6hM6J7qLk5hYhqNBMrKiOzgmqmMN5ICiWDZ+76Ky0pxs1jR+LA\nijJkb3kbnSqWYUaUfVepreXRLsuJI14/DlX70C7LCYdNiBKFMmw8r9SQGsyljCTR50cqn3VWu9qm\nSmMK3GRpTn8rzhQoZqnRkuJH9lGCIIgIEt14GWVfsp08DlbVh61oekhMzRQGwRjTdJA8XfhDmUIA\nSgdSA4Eanb1SRGHqd59G8QNL352txBh4DuFMYbVPRIZDCIthI3gecTOF/qCSpVPiwsFl51HrN+6Y\nKUqyJmMW73yjLZyfrF+PAx/OwRObcvCKW8CE666F1+eKGVwfD72upDUXDMDw4qEAGpoJJbKPOnXs\nn/GQ5djuo9Gi0BuRFcxx27HzSI2JkRTmv5Q4r+8AFB7JwXO39Eev9tkxj6u1tW0znThS44dPlFGY\n48KJumBKmcLGFG5Wu9qmSrTA9e7agupTPtwz/f/h4gVLqZ6RIM4ySBQSCWlJfupkoRilRnOKX6Ib\nr6njx8TU9WDDPPQbeCHe+KgMpV8tQp5L0L1hkmXFFmjjOdQGJGQa1E+ZIemawlCGBADyPA7DsRSR\nNYWAkkVLR6ZQL37iJ2+iQ6/LUl5bhYUyVWpN4QmdwfVGNYXx+qnUByV4HA2CP8dtR1WcMQpBmUEw\nETIxSoAvL1+Jp8qUrqE1AGoAPPHafNTk94Yv2Cv8/pmhtKRYcx0OeWa18t4KakYPCb+cUOyf5ucU\nquuq6DWqqY7ICuaGOrl6E42ksPClxNEaZSi9aPCGBiRFXLfLcuGo148av4jCXDeq/aJuTWG2y2Zq\nVmGiz49UPusif3e8u7ageseXQM0xuDq0wfLylWkXaJEC17trC6p2fIGOIyYDUGqBm6KesTn9rThT\noJilRkuKH4lCgiCICIxE35R7bgbQcAP06EsLEGRAlzw3Lhp4Id7buA15xbeHb+L1bpjUWis1Q5eK\nKEyWgKSIwuXlK/HBa/Pxkc2GV3McMSJWkuWoTCEPMUG9nRnUYzz28gL4JaBrKzfG3nEj3qqMzeYk\nizJ7D2H7qJnOo4CSDY1nB60LjaNQaagrdOvuL0oMzIR+i87KvrpgKbiorqEYOAE1H5XhRN34cKY3\nGZSGLSx83EQzCoFQoxhJNp3dlqPmFEY2qlHx+iMyhS47jtcG4BdlZDj0s+xW7KMAcCwkCoMGX2T4\nRcWG2zbTiYNV9bDxHDrkuLHzaE1s91GeC30BkFgUTh0/Bn98bi6cP7+1YWPE50cqqL87d05/BhJ4\nFI65FwDgQ+MItEiBW73jy7AgVFFtsZQtJIizA6opJBLSkvzUyUIxSo3mFL/SkmI8dvcE5G1ZggMf\nvQH7F2/F1COVlhRj8m8fwK9++wCWzJqJbyp2mWoAIYWat7TyOFIeYJ9szAKijM8+XY/pL86HbdAE\nsAE36tYKqeeqks4B86Ulxbjj3gdw9/8q8SspLkrrnMJwptAhoD4oKk1mPNoMVDI1hfUBrSjMSZA9\nUhrNmKgpjLJwGlkQBUHA8Vq/afuo7hoR76OZGYWAEkuHoAhDczWF2kYzTkHPPtqQKcxx27HvZB2y\nXDZD0WnVPnq0JgAOMBylodpw80M1hQerfCjMdcc0tBFlGTaBR47LnCgsLSnGyGtKcfTjN1C9dl5M\nPWOqn3WlJcWwZ7UKC0KVxmg4o6lJ5fXFemPVMxrRnP5WnClQzFKjJcWPMoUEQRBRlJYUo0OPSzBl\n/lf4RZ/2KC3pEbOPJLNwjZrZOiI5VOuWl9F0HUgDEsPb7//XUMSqN6+KxbBBfFgZHm4GvygjJ9T4\nReCs3fAnQq2TU+yjsqnOowDAJ+g+Wh+Uwl1BASDbHb/OTBGEiQVcdKbQyIJo44FjNYG0ZQr15iMa\n4dCpCzRCZoAQaR+1C5qaRFGW4QvKYSturtuO2oCETnnG75GVkRSAYh9tm+lE0NA+qoz2yHbZcaTG\nj6Ck1BRGj6RQrb05bjuqTTSaAYD87v3wq9/1wfofj2PJ3YNNn7NZZIP3LJFAszrjUH3s9zPfBH/q\ngO4+jVXPSBDE6Yd+nYmEtCQ/dbJQjFKjOcZPkmXYeA67jtbqPi5GdOc02wBCmZ+n2EdT7UCafE2h\nBMngoz/ypjK6zi2dmUIgZN8LiRubiVEQVlBsjqE5hQGlpjDaPqoXP4FD3NdYH9VEKNsVvyOlKLGk\nRoyrStQAACAASURBVFLodQ3FhnnofskgHGuCTCHQ0GzGVE2hrLWZOqIyhTU+EZlOIWwxzXLZwHMw\nrCcErI2kAIBjtX60z3EZWk5V+6jSfdSHA6fq0SHHHZORlEK1tdkum6lMIQAcqvbhoo65qPYHUePX\nXh/p+KyTJUl3ezyBlmwn0dKSYvS9/i5Mv/+3utdk5JiP00Fz/FvR3KGYpUZLih+JQoIgCB1kBnRp\nnYFdx2vBdASLkmVRPkKNbuKjb5hUm2ArT1NmCmXDm8fo+XWNZR8FAL8ohUUhn+a1Zaacr13gwfPA\nYa8/ptGMHglrCgNRjWZctriZwqDMDBudRBKdsVMtzJ0qlqHgu2VhC2LPSwbiWG0ATkHfymeGyIYt\nyoxC86LQZzZTCO3riW40E92ch+c4ZLvsyIpTY2ulplCUZHh9ItplOePaR512AW0yHDhRGwTHKcLP\nxvOaazHcfdRtR7WJRjOAIgoLc9zolOfB3hN1pp5jhbzu/cE2WBNoqcw4POL14YZrrsJjd0+AvGE+\nuM/f0h3zQRDEmQ3ZR4mErF69ukV9U5IMFKPUaI7xk2SGXLfSEOaw14+CbFfM42qmUL0x+veb72Br\npRf9O+Zgis4Nk9qqP8/jwIFT9SmdX7IxC0gMv7phFJ4qM26mA2gzoUD6uo+q+ELDw4H0C045lCkE\nlGYzB07V48qftdXsoxc/nuMMG5MASqZQrSlcXr4Sc15egHqJ4b+t3LpWvKAkgzPx3atexi66aygA\nfPnhd9h1rBY9C9KTKYwW/vFQM4VmrjtZBiKXddp4+IIN4syrM6Q+x20P24n1sFJTeCzUbdZp4w3t\no+qcwv9btRoHPyqDw2bD9VsWQzj3Ioi9rg3vJ0pyKFNorqYQAA5V1aNDjgtdWmdg9/FazUiMVD/r\nGGNwn9sHD1/bC2WLlqHiaC3y3Db8KYFAS3ZUhi8owSfKyHXbUVpSjN3Oc+GyCZg0sHPSryEVmuPf\niuYOxSw1WlL8SBQSBHFWYrV+JhopdKN+XpsM/HisJkYUql0JVUpLijFw0BBc/9pGLPnNFXHXbOWx\nY+vBquReWIoERBm/GF6MTJcNT5YtQmV1AD3zM2NErCQz2KIyhenoPqoSaR8VuPgZOqsoNW3Kubvs\nAg5U1cc0mtFD4Lm4dXOqKFSteOzyCbDDuD2/KDPwnHX7qBFZTlvKjWY03UcZg9npFooFVN+2GI0U\nJXKjM4XV/obB9YDyu7plyRzsdNqxfam+wLYykuJYjR+tMx2w87xhdjEgyfhk/To8P3cx8q+6A4Dy\nPp74eDY2FuZgWPfrI14Lj1y3HdW+xDWFvqCEGr+EVhkOdG7lwe7j+vbzZBFl5QuPa68uwbVXl+Cl\n9bvAASgd0jXu85KdcVjp9aFdpjNsB3bqdJIlCOLsgEQhkZCW8g1JKlCMUiPd8Yu8aVex2rJdvVE/\nNy8DPx6txeCubTSPi0yOuZF3hebiGaHOb8tLg3006ZrC0EiK0pJiZHfti7e+3ofnbrgoZj8xZiSF\ntZEAiVDso0rWLVKopIPImjaPQ8Du43XIy0hcU8gnyIbWBSS4HQJenWdsxYu8voKSjERaT2YsZq6f\nEdkupSGL08KcwmhiMoUm7aMOCzWFTGckRWSjGSVTqIh09Xc1Z+htAIwFtpXr72hNAG0zneFRGnr4\nRRlvLX0/5n1sNWwiPvxoIR6apIhCUVIy5mpW2xdVVxpNZbUPBdlO8ByHLq0z8N/tlZrHU/2siz5+\nx1w3PttzIuHzEo3aMeJwtR/5EV+IOQQhoThO9Qu5eNDfWutQzFKjJcWPRCFBEGcdRvUzf5v5iumb\nFTl0w9y1TQa+2X8q5vHoTCGgfIsuyUxpY8/H3rirc+G2frEBH81eiJErctN+0xQPUZYhRwylFzgY\njmCQouyj6W4G4xdluKJqCs3OwUuEjAZRoto9zdYUxnuNvlD3UbNWPFFiEBJkCuWQhdPM61bnWqYr\nU6jamc3gtAnwiXLCG36mI3IdgmLjVOcXKoPrldcSr9Ytcl0rXxwcrfGjbYYTNp5D0ChTKBpbe8WI\np4gRvy9qs5l4ovBgtQ/tQyKqc2sP9qQ5U+iL+L0BFFH4dlViK7oay2fnLMG3lTW4rFOursU9msNe\nH/KznOGfnVECP5p0fCFHEETTQI1miIS0pBktyUIxSo10x0/vpt27awv2nPKZ7r4nhW5gFfto7I2d\nJMeKQo7j4LIJmvqpSGTGsH7dWrww7220Kr7dUhfAaJKJWVBkcNj4sABRRjDo79vYjWZ8wYhGMxwH\nnlMyqelAlhtEicchwCHwMUPR9eLHJ7CxqsPrzVrxRFlOKGSirZbxUIWUI02ZQpHFXsNGOG081q1b\ng/v/+Vrc3yEGgAM0IpfjOE220BvRaMaswLYykuJ4rR9tMh2wC8Y1hUrDJf33hkfUnMJQjHJc9rhz\nKQGgssqHghxFFHbK86Cy2q8RUal+1kVnCgtz3abrk0tLivH//vE3FA6/HYtffdaUSIvOFDoTjCZJ\npaGNGehvrXUoZqnRkuJHopAgiDOK5eUrMXbKNIycdC/GTpmmK6b0btqrd3yJglHTNNvi3awoogjY\nuflzrJozE9dGHU/JIMR+hLrsAnwGFlKZMSx697/gB2ktW40xeFoP1TqqEq+WTxlJEbFvo4ykaLi5\nTef6coR90WUXkOexm8rECbwiKI2oD9lHzXabDUosoZCxYuFUhVRqcwr5cEdURTybF4XvfbACrqGT\nNdujr12j7GPkWIpqXzBcU2hWYFtpNBO2jxqIQsYYAqKMO2+KfR9PrZyNK4dqa2vV9yfbnVgUHqz2\noUO2GwBgF3gUZLvw08n0dSD1BWXN+98mw4HagITagLkZijJT/jPKoEajmymM01E32YY2BEE0PWQf\nJRLSkvzUyUIxSg2z8TNrTdKtn6k5prum0c2KzBj2bvsSK7/+BO2vnoTDUccT5ba6WRaXnTesK5Rk\nQEJ6bpqS6zwqa6yHnFX7aLpFob1xRKciCpV/e+yC7uD6ZGoK1eH16rX2/Ny38d2RWvQrzNa14gVl\nGTaDm2QVxVKc4AWFUDOFqYjCyIZBlmoKBR5BlvjalRiDznclYTGxvHwlyp6fB4/LjqVZDlzcvSv2\nb0xc62aL0zQmmqM1frTJdOJEXQC1Or9YwVCd4DVXFYPnOMxasAwBWRGi/UqGo9clA8P7Rn75k+NK\n3GzmUFU9hpyn1B8vL1+J75fNxcRyF9pl2tNiE/eL2kwhx3HhbGG3dlkJn69+CeQTJVM25MpqH4q7\ntwv/7LDx8Mepm062oY1Z6G+tdShmqdGS4keikCCIMwaz9Ufqv3/z/+agbbYLHbKccHVoA5/OmkY3\nK5LMsO2zdXD9/Bbd4537i8m6N9TuOM1mZMZgM6gxS9dNUzwCojbLoGQK9fc9nXMK1XNJV82iUtPG\nYXn5Srz/2jwEJGDsmrkJb8oT1RTWRYykKC0pRp/+A3H3W99gya8G6e4vSgyiwU2yip4N2Qh1jEOq\nw+tVcSUzCzWFdh4cEg9NZ0w/++iw8fjw/1bi+TeXwDHkZohQmsrs3zgfIy/vjU0VDcJMT2BbqWk9\nVuNHmwwH9gg8Tomxmb3IjHn06I/nVv+gyUhG1g5nu20JM4WHQjWF6hdYnituhR/GDXSsEl1TCCh1\nhftNikI1hr6gjKiGyroc9vqjMoVC3HmVyTa0IQii6SH7KJGQluSnThaKUWqYjZ8Va1JpSTF6jrkT\nf3jwESyZNRN/+vUkU5Y/FYkBuimP0PFEWdZk0lTc9vg1hTdfN9LSeRiRzDUXkGTYI+yjfJxh7WJU\nFkng0tshVGk0o7WPpmt9mTFs+mIDpr84H47BNyPziptj6t/04pdoNEZ9QIQ7ojYxXndLxhhEmZmo\nKYR5+6gzHfbRBnElWhCkTkHAFUXD4Fv1mvaBqGtXMhCaThuPee+8p/ulzqaK3Vgyaybee30mlsya\nqSuabIKF7qO1in3ULvAI6th3I+tZdY8T8ZzIeZ05JmYVHqryoX2Oy/ALrCdfKDP1GozQ637aMcd8\nXaHqDDAzVoIxFhKFDerRlcA+WlpSjMfungD7F2/hwEdvgG38T1qH3NPfWutQzFKjJcWPMoUEQZwx\nWLUm1QXE8E25elPy8AvzIYHDea08cbvvSTIDbyAQHLzx4O94YykkmaGkuAitMx24+6k30C0/G1kO\n3lQXwHQQELU1hXyc7Fy0YEiURbOKPzpryXOGVlaryIxhZflHprLKkfAJsqH1QRmeiBvyeI1M1OvO\n6HEVKxbOT9evxYEPZ+NP32SjtceWlB0x0gYsMwbewkiKHv0uR179IcxfOw9HakVcVJiF30Rdu8xg\nvIbTJiCQQr2Z2TmFAVFGrV9ErscOm6DffTTaRq09jlZ8ql+OLC9fiXkvLYBfBt5r5dKNvV+UUOUL\nok2G0/ALLDHF7+L1MoWFuW7s0mmGpYd6eRt9cRWJ1y+C5xq63gIh+2icTCGgfNYezuqKT3cdR41f\nQmnJAFPnRhBE00KikEhIS/JTJwvFKDXMxm/q+DF45IX54AaasybVBiRNpqa0pBjb0BEyY/jjVd3j\nHkuWGfoNuhLfGtQ7LT3GYNPpAumy83EbzfAch9KSYvTd5cK/x12EjnmeuOdhRDpqCuMJseiumOms\nKZRDjT4ayz7KGCBDf2yAKkD04idwSFhTGJmlcQicYdZElBgcgpJViTdqQ5JlUxbO5eUr8fgrC1A4\nYhLqANQhOTtipOgx+mJDD7Xr5P2/uw8HOm3Ght3H8eiNF2HAua2iXo9xoxke+rEyY502O5LieK0f\nrTMc4DnOsNGM8uWI/vVh47U1wZIsY+emL/DWJ6vALp8AG/StoMvLV+K5uUtw6Egtxm1/B6dO6s8O\nbNcqV3e72dl+epnCwlw31v5wVHfdaKSImsJEKDMXtR7TRCMpVAKijIvPycPib/YrI0IynQmfYwb6\nW2sdillqtKT4kX2UIIgzhtKSYjww+UYcWFGG1tveQaeKZYbWpICojAOIvsmXdLbpIcoM3ftdhsfu\nngBs/A/YZ29pjqc3pxCIX1MoRYxKUESQiRedRmIzhcZjIERJjs0UpkkUBkRZMxoj3esrYse6ABHi\n2GkBJfPsibSPCjyCov7+/5+9Lw+Tm7qzPdqqqnevtBcwYMy+hX2HdtNDaAYmxgOEgQmJjWEGZgZC\nlnkv88gjTMLLTgZCIAGzGghhS0wChmC3m31zjDGLMQYb8O623Xt3LdK97w/pqqSreyVVdbVpaJ3v\n48NdpVKprlSq+7vn/M4pELvoVYDQYjcuU1gpq38v41tKHEZaV5FzCqyOvhz2mVCDrb25wHYy9jGt\nqzi79UzkX7zf/0RM6TTP4ImwaHEbLvm3b2P1n+/E7HlX4a3XXxYWhTxLHXgf4mcKl724NHTsWf/g\n9kP+EROaL8H6/Weho6sXA23hUlvvcV9324Ox4nKyBcsnuwaKPYVxwBaBZAtXXvDSUYAxhdGvzZk2\nq37snuPw6sfiAjlBggQjCwlTmCAS7e3to2qlpBwkYzQ0lDJ+M5uaMPU9Hff+64mBCYsXA45Fu0X9\nk0KTkFh5eMTJcGs9vRkbqvYGoRT/cvJ093nZhLrKkBsxEM9rwvr54qCcay5v+SfDYfJRi4vcqGTR\nlhVMyivZU0gBfPmMM/DEk3LDC9H4qSHGO4AtH60y/H2QhFIny87/eZjDpaGpzgKCeJ8WRay+vkpZ\n/etaMZLCLkjjvS6tq+gcKKC9vR0dfRpO23cCtvYErZsItRlX0euPPOokbOvNYtEzD2L3sTVSUxnp\ncYfIR73OxGNgs3lr/rgABxzbDZxziG/bUPko31NoUVBFFXoGs7EXFex1Z12NzPO3Y8x7f8Rbm3px\nzB4NmHflxagSvG9cAy3A+e4Y/n1MachgW1/OXsiJOKHs+x4lAQWArT3+OAoAyOharNeywju19X38\n1/yncPuEulAGNC6S39rSkYzZ0DCaxi8pChMkSPC5ApuwReVs9eft1Wy+kDEJRZxazCuD0zUlYG3P\nM2kMUe6jbJ9R8QfDgbzpN5opRT5ayaKNdx4FKitPtQjFsSecjKOmjfXFDUQVIFqMSAqv0QwLZS+Y\nFDqXemESAkNVoavhAfZxmcJKWf17PyMpQT5q5wxaMHWKvpyJ/Xerwwfb+gLbEYlUlkVS1E0/HN/7\n/km44MjdSzruKPmoqLDKnPo1vPv8AgBzfY/zjLn/ffzRFyal0EAhemc29rKCfczERjx6+41ovvkF\nPPatJgBi04pSCn6bKfQf++Kl7dj0zD04a8VjqE2poYUXu/eFOYgCdpH9k1sfBFQNyx5Ju/uMCq9n\nyJkE7/7tVTy56GlkTvlnbHEer4QDa4IECYYHSVGYIBKjZYVkKEjGaGgoZfzYhM2MMPBghRkvObMI\njcXQeVk9e6Lodx2UTebDwuu9r9EUDIkpLOeaywmYQqn7qBV0H61U0cYH1wOVZSKpI2E8g4sb8EKY\nUxhipkMoFUr3WN9gFdfDyJjCqNB1WQ8ej0pZ/XuPxyrBaCZt2AzRQccdj/EfLMfk+gxe+CiY/Umo\nuNBM6SrypoWPtvfjjAMaSzpmIHpRQlZYEUGXDP898CIgH7UITpnZjBeWysc+rGBn17m9EKIJr7tS\nCv6cSXwSZsaQTmz5BjoBdCK88IojH2X7ZL3b3h7KU089NWZRaKG9bTG0E/3XZ5TZUxSS39rSkYzZ\n0DCaxi/pKUyQIMHnCkVXx5hMITfJt2i8nkLLE4Aumth7Q629yOjy8HricWa05aORh1FRFEwCw6Pt\nU0OMVfj8PLsXLZ5WcdHiNsyedxXOmXs1Zs+7KtAblSsEJ+WVZE4tWt6PWxhzmivYsj1+IUDmQGoz\nyarTCycft7h9fczqf9rqhZi0amFoP20YvMW9ReLHYaQ1myHq6Mtjt9o0Gusy4p5CQiGqcVO6iqxJ\nsHZ7P6ZPqCnpmIHoSApZYUUF1yxvchR4Hy6S4ojjTsL1V1yE8W8/hp1LFwTG/rILZ4XGzNSmdfSG\nhN5fduEskFcekL7ei6xTXDKU2mtazCmUF4Vh+4xrNJMzCajkW1iq5DlBggS7BglTmCASo0lPXS6S\nMRoaShk/Vz4aYU/v9hTyxZxFQWMwdF5WTyRd8+aXeVFlaNIsM698dKjMWznXXI7rpVIVRSiLA8p3\nH/X2djHwzEXODDooVjLygsZgwGQ9hbJj8AbXe5HSxQ6kJqEwNMWJUhi6fBQIBq2XAx9TWKL7aN4i\naH9tOSbUTkBjfVrYUyjLXczoGjZ2DcLQFIytTgWejzzuiEgKEZOaf2EB9j7s+MC2OdOKHUnBzk9r\nSzP2PfxYXPuXd/HQnON8r2Hn5D9vvh/11WlMqk35pMp1GR19ORMTatPC6661pRmdA3l85+a7sVt9\nJjQuJ1sgyHh6CnmGtHftSvR8sAwd2U7MnndVQEpKYvQUhslZ2UJYVP9iziQwVIrgskHpkmcvkt/a\n0pGM2dAwmsYvKQoTJEjwuQKbsEUxhQMOU8hPyC1KY+XhEQJ3wmwXhf5JlGxCHRZe75UKDtVophwU\nLIK05jdKkRV6AflozKIwjmmGyP2xou6jVMxWRUFTIL02BvOmuCjUxGHeBcvu34wjH9XLOdgy4ZVh\nkpgsJeC4ThYs9BBgt4lp1KV1EAr05Uxfjh2VhNenNBWrtvSWxRIC0T2F3hxSVdMwrSGDL//zP+KF\nbFCqmovqKeTcRxljHiZhbW1pxtNd43H+EVNx8j4TfM/VpXX05uRMIQCceNIpmLo6hWOmjcWtXz1C\nuh0vYfYypL1rV6L7gzew+5mXAhBHZ7BLNSySIkrOypxoo4rCWWe34oHHSpc8x43nSJAgQWUxoorC\n22+/HZs3bwYhBFdeeSUaGxvxm9/8Bps2bUIqlcJpp53mVusrV67Eo48+CgC44IILcMghh4TsOcFQ\nMFpWSIaCZIyGBu/4RU0I2KQsqqewX8IUxo6koMXJoK6pAemaSYiQKQwLr7ft+u1/D5UpLCunMCAf\nDekppBQGVxTGkY3FMc0QuY/qFZSP2gHq4cWOvKdQvD0fXM9gSGIpCk5kiWhBwYtS+voqAV1VYZGi\n+2icfkbA6Qm0CBom74H6Kh2KoqCxLo0tPVnMmFjrbueVXXuR1lWs2tqLsw6aVOZxR0dStLY0Y5W6\nBybVp3HR0dPwYUcf2v7ybmC7UPloIJKiaCgVxZbzkSUMtZ6iUPa9zZkEDRkda3eEh9BnTT9T6GVI\nez5Y5haEDPyCDHHlo6Wxrt5izl4gIKgJIXxzpoWmpibst1sdbn3AdmA9eo8GXBYheY5SGiS/taUj\nGbOhYTSN34gqCi+//HIAwDvvvIMnnngCl112GRRFwTXXXIMJE4orb4QQPPLII/j+978PALjhhhtw\n8MEHS8OBEyRI8PlAHOlhsacwSj5qQVWCTKFpkVj5gIRQ6M7E0RAwBDKmUBZeTyl17PoZ6xCeXzcc\n4Bk6u6dQvK1FqM/lMK77aBzTjFzBEhvNVGg8iIStikJYoS6Vj0qYQpPYBbimBhcUvChFPloJeM9j\nKTmFLIqgoy+HGRNttq+xLo2tvTlfUSgryFO6ir6ciX2GwBRaEZJxwF/oyvo9wyIpNEEkBWPEtIgC\nvz9voSYVnFbVZXT0hfQUAnaxN21sNdbu6Ef3YAENVYZ4Oy68nt0X5z+0EB3ZTuFrvAsyblEYwhSy\nfV76k7txxB5jkdEUn5yVSYnDwO41rS3NOPP0mfi7W17AHXOPx/iwShKlxXMkSJCgshiRRjOZTAaG\nUbwh8v0/W7ZsweTJk5FKpZBKpdDY2IgtW7bwu0lQIYgstBP4kYzR0MDGL45pQrGnMFo+Wpcxgkxh\nXKMZXySFGmAm7Z7C4C1UFklBKKAA7uKVqshNTeKgnGuOSRoZwsLamVGKu62i+sZNZiYTZboByHMK\nK8UUEiJmq7wQjV/YeAzmTV8cBYMhlY/SotFMVE/hLlzQ9B5PKe+dcoxm1mzYigm1dnZdY30GW3v9\nfYUWkUVS2GNXtnxUC+/NdN/fU+gamiKUmUfKR/meQldGroZeo3xkCUNtqsgUyr63OdNC2tCw9/ia\nULYwZwYjKVpbmvHY/Jtw5IH7CF/jXZBhx58LYQoBoGVmE6a1zsWTd9+Mx+bf5CvI0roWWlQCfjZW\nURRMn1CLj7YHI0x4RCkNkt/a0pGM2dAwmsZvRDGFDEuXLsVZZ50FwC4Qb775ZtTU1OAb3/gGJk2a\nhL6+PlRXV+Oee+4BAFRXV6O3txeTJ0/+DI86QYIEpYJJRTt2dmPi/Y9jy45u4Xbele5iT2G0fLQ+\nrQvlo6VOLoVGM5bfnZNB1lNIOJlgVFD6cCBnEl//V5h8VJRTyJi8OIzur+9/HCs29uKwybW4mpOM\niSa2FS0KY8hHRZAV6osWt+Gndz6Mbf0FzP5rjU/SnJK4MTJ5se2aOXT30UrBO86l9BSmDftzZgvA\nbqwodJhCL+xICv9rFy1uw29ufwgbO3P4v+89jisunl0y6xNVXDN4izhZwV6afLRoKBXFlg/kTaHE\nuC6jozcnNp9iyBYIMrqKqQ0ZrN3ejyN2HyPfTvAeQLzYEkptpi+qqBssWMLPAjg9hRFFJa9KmDGx\nBh929OPYPceFvq5SeZwJEiQoHSOuKFy2bBmmTJmCqVOnAgDmzrVDZz/++GMsWLAA3/3ud1FbW4uB\ngQHMmzcPlFLMnz8f9fX1ofv1ugexqj/5O97f7LGRcjwj9W+GkXI8I/3vQZP4JjDrAWx86AZMPREB\n9HXtdP/95oq3ABSLQ9n+BwqTUZfRsXHzZrS3b3Wf39HZ7XPclL3eIlOgKgra29uxqovCJOP8z1N7\nAsm//t233kRHZ/Ed2PPHn3QKNKW4vaaOgUXpLh3/gkXxybq1aB9Yh6amJrtPsGAKv98Wmez7fHr9\nDFjEPt6f3noX6Alz4QVjdKt0FVW6it/88qe44K7XMHs/BVV6sUpob2/Hu1sp0uOn+t5PU8fAJJUZ\nj52dBKqyZ8mv11QFXT09vvH42Y3/gwWL30Bm5qWogX2d/ueNdwKwC+C+7k4sX9GF4/aa6dufMvVg\nGJqKgb5evPG35Thkykzh+694ayW6BNfLcF0P6z/+GFmLAidPh0kotm7xfz9krz/gyOORMwm688D7\nK17HXqfPRGNdBouWvY9281N3+zfeWIaBgeLn8Y7fVACbufGLe/wnn3IqTCv6+ti4aROMHgX40lQY\nmorBbD5wfX+4nuCQ/fYRvv6dlW9hx87i8W/Zug2rzQ6ccUAjdFVBNlcQfl+amprQn7ew/LWXkdIU\n3/MdmygwdQ93n6LXFyYdiIyhgXRtwQtbN+MfvzQ1sH8A2NHdi5Vv/g0HtQavp9aWZry9ciXufPZu\njK+vxeS6FI47+VBUeYqz9z/4ADqou3AVdr6rDE34fG6AuMW27PU5U0NKU92/95mwL1Zt6Yk8f8cc\nOB2vPXUnpnh6Iwfb5mPet+eFjl/yd/jfDCPleD5vfzOMlOOp1OfhodA43uy7CGvXrsWLL76ISy65\nJPDcxo0b8Yc//AHf+ta3QAjBddddh+9///uglOJHP/oRfvjDH0r3u2TJEpx++unDeegJEiQoEbPn\nXYX1+8/yPda7diX632nHpH+4qvjgKw/4MsGe+7AD3/nj2/hB64H4+0Pk6oDrnnwPOwfyqM/ouOGc\nohHVJQvegEUoHvj6saHH97PFq7HXuBpccOTueHXdDix441P85oKiK+Dxv1iKF685LSAh/XhnP771\n2Eo8ftkJvscH8ia+fOuLeOGbTQCAqx99S+hUOJz40TOrcNCkesw+fKp7TGfe+hKe/+ZpgW3/3zPv\n44DGOsx2JqePrdiID7b14ntnHIBz5l6NLQcGM9QmrVqIP991EwBgzbY+XHTv67jhnIMDYeX3vvYJ\nugcLuKpphvvYNY+/hXMPm4pTZwx9PC7//XL8y8l746g9xpb0ulVbenDDM+/jfs+1IbpOAWDaMw10\nNAAAIABJREFU6oV4bP5N+O4fV6L14Elo3m833/OLV2/D4ve3onOwgMtO3BtHTxMfS/uaDvz5nc34\n5bmHlXSs5WLB659g50ABVzfNwKNvbsCHHf3432fsH/m6roE8zvrtSzBUFc8518ur63bg3tc/xW0e\nt8z3tvTgx39djQWXHAMgevziglKKY3+xFK9/Z2aof8APnnoPR08bi7MPmYz+vImzbn3JPV6GXyz5\nAFPHVOGfjtoj8Pq3NnbjpqVrcNc/Hw3Avi5nHTYFp82YiL6cib+/Lbg/wGaGT7qxHa9+O3h8j765\nAWs6+vC9Mw6QHvdf3tmMZZ924swDG3HPa5/gtxceKdzuK7e/jFsvOAJTx1RJ9/WrpWswvjqFS47b\nM/DcH5avx++Xrce0cdW4+bwvSffx8Y5+fOdPb+PRS4ORHv/y0PLQaxoAmm56Dn/515NcZcKKDV24\nqf1D3O2Mqwztazrws/v+iHVvvoLd6qswodrAvAu/kvQTJkhQIYTVRCOKKbzxxhsxfvx4XH/99Zg2\nbRrmzJmDX/3qV+jq6kJVVRUuvdReOVJVFeedd55bCJ5//vmf5WF/4eFdlUsgRjJGpUPUO1I3/TCM\n/fRVbF5yLyY3VGFKXTqQ12Ux+WhkT6GJ+oxYPhq/p9D+t8H1M1FKpbK/sJ5Cb/+Wqg7NaKacay5v\nEqQ9RWzJ8lFnDOJIvNhn6x4MyubsnEJ/MT1UN1Yv4hjNiMbP7in0bxfV42ToYjOTgmPZHxVeT3Zx\nT6GmFvP+LI8bbhRSuoqCRTHGKF7bjfUZbON6Cm2jmeLfcdxo40BRFFe+aQhcfxlMTy+wzAQox30P\nvODloxahbm9tmIR1MG8bEYkKVls+WuwpFH1vmdxy+oTa0J5C3mhGhPHVKewYyAufswhQndJDcwoB\nubES4MhHI17Py0f3mVCDtdv7pd9N1krw/rYBjK1SceDRJ+FbX5sVWDQr57432iMukvnJ0DCaxm9E\nFYW33HJL4LFrrrlGuO3hhx+Oww8/fLgPKUGCBMMEWWExZXIj6o44D5eesBe+emRwJZ+F1kf3FFoY\nX5vGjj5/z5MZtyjkewoF5hOiCWCVoSErmDDx9v+aoiCGmWJFUbAoDC68vpScQjYhjtO7xPbbkxUV\nhQT1Gb+74khwHxWF10cVwHbhEdyG5dtFhdebu7in0BurYBFx0LwIzK2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mFIZBDbDxEMps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\nLIh8VMXojI69gwZM28aa1asjH6M4TGHOJN1oBySvj3ejHSy6Z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Iv/rULx8ua9+NWad/Hr\nL5wCALj96behqzK+9vEjua+/5BdrsOiLp2NsU0nS9H8efh0XfWwcLiwW7ZVgxo9XYs03z3eZgn/7\nw3qcefgoXFbmOhFh+YpO/MN/L8Lho7IYkVYwbw6Z6bjxfxZjTHMDWjPqkM3KsEYqFNLz9+L7fzu3\n4vf/3/Vb8fx7e/ClMw6PdO0niRuWvYYrp0/EeUe34sxbOvHsjRckYjbjYSR918H/rt+G597djUZd\nxVFjgvfkMGzY1oObH/8z7v7yGfjWg+tw+QkTcP7R/Gs8CXRu2oHlb27Hf806Ab9a8w4kCfj62ZMT\nfY/Lbn8G+wYNPHPjzES3S3Mp39+Xx0kTm2p6jXzyl89gwdxTMb6ZNO9m3LISa24g94BfrnkHiiRh\nxaYduPmTx3nC2x9atwVvbOnGv14y1XMuhuGuF/6K7kEDHdPG46Y/iK+XJS9vxgf7BvGPF5KC85z/\nWYXnv3UB97VP/Hk7Vhbvv5XgZ6vfRqOu4KszjgAAvL2rD9955A3cf03pmUXXGv9w/tHuz255ahMO\naWnA3NMOBQBs7R7E5b9+DlPHNWHRl06vaF8owtZwyxbcVtW2Dzawx/KHpzjCmmhYMYUPPfQQXn31\nVezbtw+Dg4P4+te/jltvvRX79u1DQ0MDvvY10rmTZRmf+cxn3ELws5/97P7c7QMebFdouGFrTw4T\nWhqwd6AQiGsImw0xbQeNulKZ+2jeRKOuYPmKTixe9iiy538RdKKV59bIIo5DX0ojcry8aaNRVyHL\nEBjNEPloSpVhOQ76CmbkofwJLQ3uTCYLv+y2u3Ua9PYpntewERmssQg7axgGVjpX7hzLprzyUZGD\n6pHTZwhnCgs+0xJqjpEzqXxUhmESOaI4kiKm0UzRmU1kVCLL/JlCw6QSHLG8+aWX10JV4hVdItC8\nxI72Now8ajrufvF9/OxzJ3Nfq8oSegUzhXQGhcioop2Dnm37w+stB5mQrBQ6V8gWhbaDSO6jYecc\nnSukD8hqZZ4d7W04e2uTWyjTwix7/hcxCLHTay1QrSSLd9yofDRqzEySUIuGV45DchKTUK92tLeF\nHgsaUVDJTOGra1+GYWcAEDal5jOFPvfRKPPscdGgK66EMimwzYvRKF0jr69b57LaSSKjlyKdHMfx\nPAPo3JxpcSIp/LP1kdxHVWzeO1B89oTLR6NKo0Vh80C0NRxxNi2VBDyjmV19BUwa6W2UUmmtu53i\nuZZPQD5aiVN6LTCc18BRwT2WHAyronDWrFmYNcvbFbjhhhu4r50+fTqmT58+FLtVxzDGlu4cJjSn\n0Zc3PAPZQPhsiGkRK/BK3Uczuoo7ljwE7eyrPb8rt7giun05khFGSiFh9QMFCw26Att2hDOFLWkN\nkiQhqyvY01+IPIMxoTmNdR96pZg8JmH7Ewvx7JpDMfUzl7k/02TJzVBijTjoIq0cbEF2Hw+NuoKt\n3Tn3gUuP7613LcO7ewZx4oQmzLvuKty7pUkYSZE3fDOFCnEkzRezwnKKXT6SImZ4PXVms21ww+sV\nCQGnSwDuYjPMwc1KKKcQIAtpWpsaIdmAACmYckbQfTRddMsFKg9797uxGr45Fz9GcOYKk7Ddl+VS\ndiPZZvRzVQQ2c2x/zspEMVKJCxpe7yCZoiwOSlmg5HsfChdyOo9cCJnxEkGRSjOFedOq+UyhJ6fQ\nAdI1+IIymsKN1qkGomtk+ZqF+KcbE30rAEBWV9z1AC3A6LlEZ/vYmUMKcl0zkRRR3EfTGrojGs3Q\ngjNsnhDgzwDGAWnslraf5hnN9Odx0iRvIzLgPlp0IDYSMJqh98L/vnMp1m/vx5mHteDrEXKo6wiC\nHrN//uk9wCniwnBYFYV1DE8M5w7Jtp4cJrSk8c7u/oC5SViXqd920JxWMVBB2CsNk69kcRXHCCGl\nysgbNvoLJrIpFTnDCjWaAYhLJykKIzKFzWk8voHwnJQdXPvGnzHm0//sed24i76KZY89gK8xRaGq\nyO7ihi2i/GG2Ili2486dlTvHsikymN/AdFU72ttwzPQz8C+Prsf91xD5zV0LXxCE10sYLHiLQo/7\nqCZDK5QMA0SFBV0QxMkppOwwr6iQBe6jhmUjm1JCHdyOO+EEvLH2g0j7UQ4smxBm7kJf6yBoo66r\nsru/lURSLF/RiVvvWop39uQwuyuL+XNmwXQmhsqseVmFUQPUw845vwNppUUuC00pHZ9aFGaR9yOC\nkUoYeMfNwxQOcVVI3Y6H0rSH3jukCoxizv74DNxz/ysAyExhrU1UZIZ9t2vE5DboCpKeQxJdI9kR\ntcnKZmMp/IwgbTzwIidUpnCLGknR3KChN4LRDOvsGYUpzAvWM1HWcIHwek6RuauvEMiCZiM5AHIM\nMrqaCFMIkOd88+QT8c1l67D4+vOQrYGZUTkM5zVwHHS0t2FFbyvgJuYGUS8K6/hIY2v3IKZPbOFK\nFmln5OY77seWnjxOntjs5vEteXkzmtMadvXnY79nf8FEo65WtLiK6jwKlCIpBgoWxjalYNmOyzSw\nyBmlB0ujrmJXfyG0+8hifHMaW7tzHnaw8Ne7uK+1nGAkBc8K3h9mK4IVw9GxUVexb6CAppEZz8+z\nvnwpgyPvAYgsMe8rdmj2FOnWKtAV2ZVtiha3JaYw2vGlURiWoMhUGLaVRcEikuEwBzeSd5kMy8AW\np2RBFMIUCiS0uiK7C4GoLnwU7Pk3EiWp2NQzzsUxl7QL/66lQcM+f1Fooyr3USDogpqEa6POSMGq\nLcyqQS0kWYThJbK7oZaPagwbXwNlJBeqQpnR6Pdz9m/ZHNK48tO4YHMKq8nbDENGVxJniIf6GiEB\n9sWi0McIUqdtHhMYlHiW38HmtBopkoJl4cqtHcIiKaIgEF6vKsQIx3Hwx6dWkobxhz3Y8kQjrv/i\np931lapIrus0QNQdGV2JlRtdDtSBNW/a8NWksVDPPIQrkRahXhTWURa11lNXc6FuLTKFbDwCi472\nNvSOmoLfvbwZy+Z/3P25WWQK/7p3INa+mkVb6rQmV7S4Ym2uyyGlyugvWK5cNWfYGDSCFvwsU5hN\nqdgzUEBKi1oUprCzr4Bf/46R6tj8bqP/YSyad/AH7orAdq3LnWMkvN7Ekb6HIvsgJ/vBz4BUiyyN\nnykszRQqhMnxRFIE96MSptC0bKFVP83884MwhWooU/jq629AVeKEoYjBsglEphTOFALBojDFMIWi\nIlgEkVTs1TX34DOXXST8O15WYVSmMOyck32zjUmwUDrDKOzPWRlRtEPUey53prB4vKyEZvrigCoT\n4p5z1UCRyPNGshG7qHvx+edgWGTpNVTh9bTBYVcZ1yJCRlMSP/aia+TMc05I9H0oCFNInn3+PEAa\nLWRyZqU94fWRZwq1aJEUMvuMDUpXWaQ1UsTxEG2m0PuZFVmCpsh49PGn8IM7lsCZMRdjjgV2wTv/\nrMoy+pnZd9NykNEU7CxTfMTBYPFzFQQzk37w1pQo7rffjR4oP8d9IMwUUtSLwjqGJehFu3XrDnzQ\nk8P4y693fxfHcGFrD5kp1GQZlqAQyZtB2aVp22hKaxhkZgqjFKe0QJMkyf3dtT+6ExMbJRwyekTZ\nxVW5BTeLlCpj74CBgYKJRk1Br8I3cBksWMjoVD6qYHeMmcKUqqAprWLALG23ecpp+OCPv8GkS0qW\n7Fv+uADfufErnr9VZAmOQxbMHqMZX26RCHEkho0pYgLgfyhmdBWDxW6mJEnCuQtafPlzCql8NK3K\nniI3KaMZpchGihbLIvlowXTQWEY+aic4U6jIZHtAhJlCZnaUhUc+asUrokRSMQsStJDttKQ17Orz\nsv2246DadW+gKExgMa0y5xe9R/zdLXfhqLFNaNaVWIVZtShnpBIXStFsIol5zrhQizlxSWQURn9P\nuSgLj18UKhJjxmHakaX+lULxyEeR+Mzl8hWdeOw398ByJLzzh0xi7IuoedFQg+O1fEUnHvzVvXhU\nVbCoJYXPXn4ZNKXR/T3NIjQ5bJ0nvL6M9J6CMIWGq1IRwTtTWIYpVBVugzEqeCxnWpNxx33h88+s\nYohshzCFSeQUUrhMYYRt8jwRvnf7vUjZOThnXeN57cGYeVgvCuuoGkl3SNiL9sN3f4uJTEEIRL9Q\n+/ImCpaNEQ2auzDgIWfagSLFtIozhYWSPCJKF2mAKcDo7074Swq/Yaysw2DY0d3f9CK71V98T1WW\nuTdaEr5eZAr1IlMY48E5oTmND6zSjaJp8okAgA8fXwhj3w6cefwxGDz2DFx6UdDCWCuayliMrIbt\nboaBLCDJ/5c7xxqLx9z/wFVkCSlVwaBBinXRg1ORSHi9vxNq2Q7ypoWUJkNXJff42jY/bF5lCt8o\nYGcKeYtlf/FBYVg2RmZSoQ/WY479GLrf3xtpP8rBKx/ls60UdA7Uf5xZ+WjcBbpIKgYnnFlvaVDx\n9q4+z8+imsKEzhQyRTKQzCyWrniv3472Nkz7Swp3fOEUTGhpCPnL4QXhTKETnaVNElqRxRGx8bUA\nlWRaZRooPMw87zzc/PrTAAhTWPOi0Oc+mmTRTp/l+tmE4U7aRTfp5gUP9DMoZ82FA/IZ/mvhPUhN\nPgXAOQBKbLTBkY+ys/VR5aMNmgLTctCTM0JVPV41ju0xgvGDyEcrnynkSf7TqoJCmflnv0rLtB00\naAoMy0lEdg+UmMJ8BCMdkerkg4d+DJ6uJsoc94HCEgLli8IhUuDXcTBi+YpOzJ53PT51zTcwe971\nWL6iE4DvopX5XbIoF+q2IksoSVKouUnetN2bNoVpO0irip+ye2IAACAASURBVMsghbkBsiDzhN59\n9i/2KHif34gjHy26fw0UCx5NkQKfA6DyUbLNxpRaZAqjX9rjm9M4v60dznP3uj9rmnwiJjbruOCK\nz+O6b/8rMkeeyJU50U4mjyksF4FKpEzR9rOxOFzOKzQaGde4MKawYPpnCsnDjDCFiqfjazn8ooY+\nNGPJR23xglWR4TE0oTDoTGFI57ecIUwceOSjZSRQUeWjcfZt/pxZkJ6/1/vD5+7BsaedHc4UCuSj\n1S5E/DOFhOmt0mhGlQLNknKOgh8VUDbKtmsjTwwDvd8MpXyUdR+NK/8k9/EiU2jUXj5K42YAem0k\nt+2oz83hDN5nUM66CtvX/8n9N50/JxJLv/toaS48qnxUkiQ0pzXs7C2EG80wqhseS8kipVbpPsp5\nnqQ1GbLD3yYdJ6HSWnc7xUaJpgTvd5WCMoVR2EeR6sSxgqM3QGUzqqK17XCH4zjoz4dLcD/6T6M6\nao6urq7Yf0O7b5uPnYVtU6/A5mPJfMDyFZ3eizbi/Bpv+/Ou/0ese/AOzJ53Pd57/SWhZLHAYwqL\nN++MrmCgYEV2A+zPW2jUvQS7psh49rkXAvvH+/wrV66KLh8tFpsDBRMZvWiEEpJTCBRnCmPIRwHg\nkJY0Jk47FZ/+1GXoW70Y4zc8jMM2Pox/v+4qXHnpJ/Dy5r2QZUnInFHnP/qwlCXJI1kSwbQd1xii\n3DlGHcd4D9zGlMoYBAiKOZkYzfjlo+xMIWsEIjSaKe5wZKMZpUxOoSSBR3AXLIfMFIY8BDds3BR5\nP8pBluBlCiMZzQTlo3k2kiLG6rOjvQ3f/9u5OGzjw9j25F04ZMND+PfrrsLEaaeGNlFGcNxHnYgL\n37BzTpa8kihLcF7FAWHQvdfEUMgHkwbvuFE2ynYACUPvPmoU70FDzRTGGQegeHr1KlgOYVHyVu1z\nCul9Dohn7hUF+8NFt5L1SBhEn4F1LWJdQP33teDcX7Tj29KgYntfLjySQvazkOJt0+cX77kb5ZjR\nYo5FSlXw6U9dym3YzZtzBdlHn0qLziZSpVMSKM0Ult+eSHVy6JhRMJ+9x/tD5nOEgT1+YWvb4Y5B\nw4Kmhp+fdfloHTVBWAeRvWj982u976xD958egXbYoZg973rufAIrP20CkXvs7bwTh4/M4IoTPxvY\nl7xpceSjJKg1Uwywj+p0Rgs0z2sUCabvz0Wf//5HluGQi7/Kfa/AexcX2TQCg81DYjFo2KVICl2p\niCn8y84+9I+Zgpt/8APMnj7R/d2GbT2496X3hXMz1B3NXwTQDmdYbUqy+6K7jwL8YiwqU5g3fOH1\nnJnCgkXmoiTwmSG6AIw8U8gyKIKZQhFTmE0p2NVfEG7bssm5lwTYfMBysyuKTJb9/sVRyhNJYccq\nCoGSVOyyXz6DXxXl2I/c90rosW7h5hRWz+opEsd9tGqjmaCiwEjQQXZ/gjKrtmAWt5Zg70FDNlNY\nbIZV4h4qSRI0hbCEzhAcL498NMY9Nwr2p4tuUhB9BpkJ2VAUiSyoOd81UQCwbF60D9+c1rCjN18m\nvL7EQpZTFUiShLSmIG8SZVFc8JQnaU3G6Wedg4kjG3DzHfejO29hSmvGM//sV2nRwlhXw3N244A6\njEeZKRQZFP3LN76O93cP4Pt3LMTk1izGZfWK5rj3Z8ZstejLW8jqKgAxW1gvCusoi0r01GEdxOvm\nli5ad37tvpsxsrEB+wwZh875VxgQzyfwLsqRbV/BU0/dh/+4llcU2hyjGSJdbNSJ49j8ObPwnZ/d\n7Q2j57gBUqMZFroi44STTon8+cPkcCzoIpu+J5uHxMIzU1hkl+LOFD61cQc27ejDDRcc4/ndMWOz\n6Bk0hcUHlYgEisJiZzXsgceauVQ6U0h+R0xo6MKHt8ii2XrefZRhFM+NlFqUu5jhjEOJKYwoH3Wl\nbfw5N0WWuKHPNJJiS3dOuO0jJk/G7pCiMQ5kSSqF15eZKVRkiR/7UfwbMmMabbaGh6aUit6cifHN\ngFUmvJ4rH404/xd2zsm+7yWJmUJN9c7aOg5hmmotH0wavONG5cdJzRDFgSpLyBnW0LqPFpsolRT1\nM2fOhPrqKvQXTOiqXPMZTHZeOInmBov94aKb9HwX7zMUnr4bR55UcivXFBmDhsW972uy7M7UxZml\nbk5r+OuegTLh9XyHbxFotmBG9/68kpxCoBRL0dHehu1Nk9GbM/EP5x/teQ2V1nq2o8hFpjB+DjQP\n1BAwClNI14q3LFyKDTv6ceqkZlxXLP6ef3c3Jr6fwfUXTsHnTpkU+f3Z47c/M2arRW/eKKquxFFs\n9aKwjpogrINIL9of/fb32NZXwHFjs5j3w+/ijiUPYfOxszyv53VgRBeln62jyJs2bMcraaM3wIxO\nTEo62tuwaUcv/vO3CzGmKY2jR2e4XaQ+zkyhf7EX9vkVKTwDjgVhCi3iPkqZQt/7OA6RPzYwOYUA\nQh3N/Nj4ygt45I7fIdugY/66pR529snOLux4chEGLGD2a0sDzK0qyzCo+yizuGHzlUSIs9BOqbKw\nGKGhw2GdVPq9+yMp+gvEZEaSinIXK5xxiOs+SuctRAYP/tk1CjeSIiynkGOPXilk2TtT2BjS6ldk\nSVg0UgfSaiIcsikVfcXOcLlFd1NaRV/e8ryfjepjEfwMruXwmd44CIQ8F5sPQ11E1QLu7Ox+iKQo\n5RQOnXyUXtcFq7KcQU0p3ntqHFwPeJlCUdROpag23mQ4gO7rT+9+ABu29+OUic248Kor8ZI5wX0N\naTzY/4+9Nw+zo6rTx99a79rdSaezEXaQyK4SZFViE4QoYkDUGNzYdNQZXGZ05vkOM4765ecMbuDX\nPUAgQAhCNIxLI3Q6jcq+BySEJQGSkIUsnV7uUuvvj1On7qmqU8u9t24vsd/n4SF9l7p161bVOZ/z\nvp/35Y4/9RZuFO1ZGQNlPbansOY+Gt9/nJWlULOZOPDGk6xS297eko6ughp4X8B9lJWPpsQUlnSi\nlkoqR124oBuFQ0/AP/92HX5y+ak4pJPkGw85bSaN5FNTTGR2fLhqoi0TXfZNFoWTiEUjGS1XLl6E\nq396O8TTmRVDZgVx4YJu2LOPxsOb9uA75x8LAPjZCn5zun8FJoncgwW9qRFJG7kBU6etPCM9nPuO\nU3DUh6bgHQdOwXUfOZG7rZIW7ClUJRFPPP0M5h38PvexsBXUD1z4IbyecFTOyhIGKySGga68+YvC\nqkEkkXRCXMiQ75eUKezp7cPPV/wWc84jVs0sOwvn38X5n0YRfOaWmib4ncvIBDh6QGCZwrhzTBAE\nFB0HVj+ofDRqQJY5RaEsChjRDLeApoN7VMBz2kYzosA3mtFMi0RSRBSFL7+6CYccckii/YgDK5ck\nkw8l9LWywC/OAVIUVnSrqeKg6MSP0H2JmmTJoohCRsJQRccUZ3k8aXEQdc6xfVhASjmFTu4oRaMF\nxViDm1NI5aOjWJhR0N+qnoibZlFjCutnevv7+yGLZCGr1f2EQNB9NO1FiNFwCGXRisy4hQu6cdoZ\n78FFSx/Gqqveiyc378Uzf93kPi+LQfdqCjY2Ii5LkEV7ltxjczE5hfWwkJQp9CNRTiGPKVRE1/Fz\noKTjyOnFwPukgPsoKZ7ZiKJmUdZMTMkpieSjFHSuNMS0FwxVDciigF3D9Sls2OM3lhmzzWK4arim\nfWGYLAon0RIsXNCNjbuGcc0Ny9CRV3HMjGJgBXGoaqAtWzsFk67A8C7KwbW34AMLz+W+n97UDMtG\nxnmM6t7zCukpBIA9JQ1Hz2qPlOz5IykAulId/P4A8H+X3okt+6qYd2AHrvjiJcgfejy2rtsWun0W\nqkRyCunn8eSjFcZ5FKgZsiQNr1+6cjWE0/j6eBt2rHZedprsg0yhd6DgwbTqk3sVMjJXSlh0jGai\nVlJ5DB9lCrPOsVIdxpcwmPx96Fvbj6333oKPv7AaWQmxmVx0QhZWaEohRjO6Yce6j5p2Mqe7JCBG\nM+TfcS53kiiETk4ykoiSbpK+wwYnn0VHPgrwzQ/86MgqGGCLwhQmvuzxINtMwX1UEqEzDni6YaXW\nEzrWYI1mRrvMpVL10cxIpH1UWgNGM4DDFFaNUZEOS8zCUxrn8f6KtgyJqDKcPEJ/eD2Rj/IcuBmm\n0Ex+T27PUlVPMvloEufypphCXk8hs72Bso6pueBiYcB91HFoDXNlbwQl3cSUvIqqnvy70c8eYiIY\nhioGDu7MN8UU0vH+8v9ehrkz29GZkycMOz7sykfDMVkUTiIWja7KHXb8yTjnM7MxUNax6nOnB54f\nrhqeEzTpCgy9+P7l+tvQWcxiRkHBQQvPxVHvPJW7H5p7Uw1KHPKq7Nod7x7RcOzsdtz51GY3DN2P\nEc1byALE7GPu3GMCr124oBt7pxyJXz24Cau+fBYAYM2GnYknEaosYl9Zx8x2UsqyTmQUZaafEIDT\nRIzEsqRofXy8dp72zPmNRXhOi35YdfQUAkQaGx5JYUQapPDko7IoeM5BlykMWZHt6e3DNUvvxJzz\nLsNbzmNxmVw09sKywTeaEYNGM7SIzMXIZeYceHB67qOsfDRJT2GEfLSs8VfUk8LLFMZPskhfYW3g\nJw6Y8YjrKQyG1zdbFHrlo9oENZmJ7SkcZaaQykfTYHOTgl7XjfYUXvfSQxjRzNEpCkXRyxSOtr43\nZbQqM04SBbRlZQyWDZftolAkAWXdcgs5FrKjirFtu+6eQgDR8lGRZSGTMoXBwil5T6FfPlpjHveW\nNUzhFIWK5A+vtxmjmfSYwhmd0bm9ftSYQqYorBo4rDOPN/aW6/p8//E79+z3Yc7TwH9/9B045dDO\nurY1lhiumpNF4STGDlsHKnj3IZ2448nNjmun93QbrpqelSc6sf7HHyzHYV1FdGSk0BWYhQu68ce9\nnVgy7yCcdtg0LHvktdBQTmqTzxZU9AbIykf3lnScOKcDGYeh6+To50c0EzPbvCH1vF4/irJuosJM\n7OvJJcvIIkzbduWqrBMZRYmJowBqeX5J5aNR7KwdIsdlmVtaqPrlo0mYQjaSIgkKofJR0psRzRQ6\nBjFMoS858lHaJ6FIAukpDDGFWbpyNRDCqoYWhTH9TrzoDt2RFWZiVloJi5bOBM8jH7X4vTPua0N6\nOwFSFJZCDBmSouj0iALJ5Fh+s5k0HDAD7qNpGM34fs9GMu7GK6icMkp63SpQ1m60i8KKTpiVRr6v\nIokYqY6OfFQUiFMxgEgVxCSAKTkFA2U94CIqi6TY6vQ7uMDbdiAJyRUSHTmHKYxzHzVr85e4+31G\nltz5Tr3gZSxSoxmAyEencL4/deKtbYeMH0qKkRQl3URHTqnru9HPZpnC4YqBw6YV8PSWgab2hzKj\n5TqYy/GA4apBegojdnv/GJEm0VI0mgu0dV8ZB03N4dDOPDbuGgk8P1TVUfStvC1c0I1TPv5F/PT7\n38WqG66PpOSrRm1SRVeL+a+jPYXB1ayC6pWPdhZUHNCRw7ZBvoS0xAuvl0U898KL3NeXdVIwuRKQ\nOlYSaWFH5aP+SSUAVJg4CgAoqvX1FIaFhl+x+MORz1HQQtW0bMiCdxA14phCRj4ad4719PbhwRU/\nwc9/8N1AWKxrNBNRQLhMIVu4imQVlA7KVO4SJmttxHUsTj4qcoxmaPZZXE/Ga5s3p8YUCgJct804\n9iOKKczIIkqa0dTkvI2Vj8ZIWQEiH2VjKSzbRpJ5WdQ5x/ZhASn1FErea2KiBtfzjhvt60uaEZkm\nZCcnzRxFkxtJJBEFjfSE9vf3k6JwlJhCmVEjmHa6kRRjgbRzClmQolALsHK1iCW+WZggOP39dSzS\nuUxhjHzUDa9P4OicVaTQnsI4hIXXe+Sj+RD5aMBoRiTu6QmZvbgweNpTWE+RSU1uBpmxYbCq46Cp\neeyrGAHVVRT8x48ueJe0iVcUTjKFkxgzvLmvjA8dNxtHdBXx6q4RHHdAh+f5kRAq2y9HCIPOBP/6\njSFYVA0LAvxMoQVJIvJRyjLsGdHQmVcxuyOLrfvKOHZ2e2BbI5oZaNTl9RRS0FU2mnFUL1MIeIvC\nOPlojSlMJh9N4h4X9ZwbHG3zcwqjkFSSR3MpC2d9CkDQ8MY1mkkgH/X3FAK1QVkWSQyBYVlcVq8R\n1zHWaIY3GROZYoxCM22oshib82TZSK2nUGLcNpOE14d9bkYSUUpBPrp1gMh7ogp9iiBT2PzEtyXu\no5LgZQobyLgbr6DyUdMa/Z41xVmAMusIDm8WskhszZQGizpqclVPdFCjCBjNTFKFoeigTKHvXIpz\nnVak+mXz6x57GFvvXYnPP/9bFBSB258uM0xhXH4sQMayptxHOT2FA2UdFZ30WuY5rKZ/rKfbUSQS\n+RQHNneagh3fLcdhvSOnhKrBeNBNMu8b9vUUduQUTM0p2F3SAqqv5Nsm35cn1R3PGKoamF7MAKXw\n10wWhZOIRaMa/q0DFcyZksMRXQW8ymEKXSrbB5nTO8dD1ahNXmlxwgPJ7ZE80ku6mpVXJZcV3FPS\n0JlXCFMYYjbDD68XMfPwI7ivp/KCim6hPZuM+XC360wYPPJRX5FQ9slHe9f2Y9ufbsK/P9OBzpwU\na4QCRLvHxTnL0ZVMw7QDPYVxvyE7gYw6x+LCYgsJjGZcplAIDvS0qCah0qLj6Br8jRpxHaPSGtPm\nS2VJMeZ9jH4PwlyGDzrTZ85KbRJMGEvn8y07MktTFsTQz6Xy0WZYtWJG8kVSxPUUyp6iMKwf2I+o\nc04SvcV6GpNp/yRpImYUAvzjRt1H7TGQj0qUKRxl91EADRkFzZ8/H8tvfwLDo2Q0w2ZuminIoMca\nreopBGry0Ywkehaj6LgSNr4oEpGXJr0f9/T24Zcriev3HgB7wO9Pl5z8WNNZrIyNpFCkpnoK/dvP\nKhIqQxXHZEbl3ld58lFFEpCRxURuoXHje1Un98msItWVy6uZFqbmFQz6egrbMjK6ihnsGk5eFPqP\nHy2CSxOsKCRMYTRhMFkUTqIlqBomBso6phczOGJ6AY++vifwmqEQKpvXO8cDG9IelYtXNQi753HI\nojmFjvuobdtuH+Hs9ixX7goQdtMfSeFnAFiUGaYQiDfxYCGLIiRBcIs+Xu9imXEfpStus8+9DCMA\nRhBvhNIs5BBzFjnBb5i09ytOtukxmgnZnrvSywx6kq8oBMhvWdFN7sSpkUwuKq0JY694OYU0qoCE\n/4YfQ91sPCDeD8r0kO1Gu9xFuY+qKchHixmFcR+Nvl56evtw069WYkizsWZ5DlcuXgTTyjbN6pHA\n79rfVgoMmCqJnmuiau5/7qNhix+tRC0LdPRYSsqUNyr/pfLRUYmkYFhvKwXGe38GVR105lVvj3ws\nU0iMaKSEJ//Slashne5dTOT1p9OFSmpqFHdfzciix8OgHoRFUlR0CwNlHR0ckxmAH16flaWAsVYY\n4sb3km4ir0hEjlpnT2FnXg0whe1ZGV0FtSkHUvq9JlpP4UjVQDGjQI94zcRbppxESxCl6W5Ew79t\nsIKZbRlIouDKR/0I0zf7V57CoLE9hY7ZAPd1ThC4zhifmE4zNHUfHa4azuqWhAMc+SgPI5oZ7CmU\nRLz86kbu62tMoVMUxph4+JGRxZp8VAwWWhVGPhq14tYquCYPtp8pjP8N2d69qHMsTrZZUEmAOTm2\nMUwhRxLE9nQoErEeDxt8Fy7oxqobrsfvbro+tueVfp5JjWZCegr9smfNYcDj3Nu2bd+RotEMYdiA\neHZOcqRBPFD5aDPyTRoxQvcl7HqhiyDayYuROeMT2DyXMLk7X3o6EVMY11PIk0Q1A7/xgm7sPz2F\nkoDIxY9WgrYbjGZOoSgIEIDGewpFASVtdJhCtrVif5CPtranUK2ZljEFXmxRSCMrEt6P6+lPpwqh\nROH1IUxh4p5CP1PoRFLsLWncfkK6f+y9Unec3TNSMtObuPG9rBnIKRIyjoonKTTTwrSC6ukppJEM\n04oqdteRVRjsKXSMZuroKYzrmxwNJGEKJ96INInUQSdXm+cuwvajP+xOrpo5aal0FABmtmVQ0U0M\nlLwX4VAlRD7qW1EPAxv+TM0G/DAdaWNekThMYc19dHdJc53F4oxm/C6qqhzfU+gWhXVamKuy6Bah\nMkejz8pHGzFCaRaK4zLql48m+Q2TTlDiDG+o0UyUNNcNr4+QjwJkklcxrNQYB9pvYYZ8V7/LJUDd\nRwXCLEUUhaaN9JhCsSZjjesplGOYQjI5any/qHzUtu3QeBAgfBHkzeceS999NAVZJC+SYn/pKZQc\n+bGVULqbJugiYhqus3V9rhS+OBL/3tEzmmEXnsai53MiYUqeMIV+Uxl6Pwu7F8mS4OQYJju29fSn\ny46XQKJIipSZwozDFO4t6ZjKcR4Fgq07rvuonIwpjBvfS7qJvCrXHXGhmxY6C6rrPmrbNgYrJFKs\nq5Bpiik06mQKWzHHbgRh6jwW+8eINImmEMcwNaLh3zpQxgEdRK9975q1ePNPy7Doyq96VkhGtBD5\naATrx4JlCsPcLulraPFC4XcfZSMoZrdnsX2w4jInLEZCwutnzzmIu4/UHZTePJLYSrNQZdEtQon8\nLFgU1pjE+o1QmgWRtNowuExh9G/IruxHnWMLF3TjW19YgoM33INZ6+/BwRvuwbcZ2WbRKex1M9y4\ngxaD7EBPPzvjYQoFVJo0SmFRyymMMJoJyEdtlymsGhb3PASAKZ3TUjWaqUVSRPcUxstHm+spbHPk\no/QaDSsywhZBbEFI5D4al1OYdk+hXz46Ud1Hw3oKKSM++kwhk1M4ip8tiUJDRd38+fOhiIITSZHM\nEKwZ0CKw1vPZ8o9sKUajp9DPOvPaD1jUegqbd/0ObNtRCCWZOzTVU2jyjWYqOmkF4mUUAsHWHTa8\nPgmzR8f3HfffDDx6Z2B8L2tk4ZuOh0lBmMKM24pQNUiWckaWiHy0DqYwrKcwaVE4FiouHibdRyeR\nCK1gmN7cV8acjpy7QtLxvk97+tx0w4JhSVz3NZlT/HD3j2UKRb7bZdUwkZVFSL4wdXoDVCQJJc10\nnUcBIKdKKKikqbmrmHHfY9k2qkawKKRRBjyUdRNT84q7eqebNgp1VGlZRj4qS7WQXDpRLjORCo0Y\noTQL133Usj0yzCS/IZlAJvucKMObvErkhlpELxwtnjxMofPaLOPUqjrubWlNnNxeKwvcQoUnH6VM\nnSgIbnixKgffbJhWZPFWD9giKK5YIe6jYfJRKQX5KGEKSW9j+HbCFkFgN8/0BtxH6zhXw+CXj+5X\nOYVueD3/PG8l6L1/NI1myOeKDfeEUqZwNNxHgdr1bYYsTk2CYEqY+yjtIQ2VjwoknzXh+VBPfzr1\nEjAsG/mY/uqf/2olhnUbf7k9l8hkjsK2gy0ggFNkGiYGQoLrgeDcyw2vj1G6sFi4oBuH/03C+cfN\nxr+cfZTnuZKz8J2RRGh1OKvqho3OqSqGHPkoy5J1FTN4aFPQ5yLxtutkCsdCxcVDmLkji8micBKx\nDFN/f3/dq3Nb91Vw/AEd+OlS/grJ0jt/i7aTPhbhZhXNMtm27WUKnWZsPyqGhYzT9Oy/cUmigLwq\noaSb2M0UhQAwuyOHN/dV3KKwp7cPP1/xW2zdMoiLX1ztueEqkoA3tmwFMDfw+aQoVGtMYUjWEQ89\nvX14ZtUt2HZ/Hne0Kbhy8SK3yKDbqGgmpreRfWzECKVZsKv0fgvv2JxCuyafa+Qco1BlEYJAMoPC\nIylE5/8MUyhQ+ai3p7Ci8yMpGkHNaIY/GSOTae9jGmNAQhcceMXDrj17IUuHprKfbBEUZ2ggiULo\n5Cgji9g9Um2KwcwpEnTDRkWPNpkJWwSZfvTJiYrCqHNOFr1GM0njU6LgN4rS61QNjBfwjhuRH9uj\nLuEEyDVGY3FGUxoZ1Vsbhf7+fsjidIyMkvsowETj2NgvegpbxRZ25BQMlDSyaMyakrlKk3CmsB75\nKBDv7F3bNu0pDG+PYGMdVARjm+KOGZ0P+edjWdkxminpmDuzjfvesPB6VRa5ERI9vX1YunI1dEuA\nItruXEo3ba67KMsU1iMfJUyhguGq6UhHdbQ7udjTi/XJR/3Hz3UfTdhTOBYqLj9My3aUZZNF4SRi\n0AqGicpHw1ZIKqYdSmPLPqknD7S4opMAyqj4UTWIQ6k/5qJmNOMwhSUNnQWyEtbT24cnfn0bvvD7\nDGYWFbxz7uH43SPPwz51CWYfHbzhqpKIMJPICmUKGffRJBITepPv7P4MdNQ+szz7OOjme0HJLX8k\nRdKBJi3Q425YFienMP43zKY0iSuoMgbKemgRITHnCbuPgDfTUZEIUyin1VPoFMd2iPxQ5PQUaqbl\n5p+5AfaZwFth2OE9LvWCyFid7SbpKQx5nkZSNHP8BEFAMSNhb1mLLJroef7T236D57cP46QDO3DF\nFy/BD15UmmZ6RYHcIyjScR/19RTuZzmFokAWFEY9p1AaK6ZQaPj3I+6jo5NTCNQcSMMMryZBQJlC\nv4RecFQbYeeX7LhWtyInUxIpUxg+d4iLdYgDTzoKEKawapjYGyUf5YbXU6aQPE4LwW3bdmLLYAWz\nLrjKff03f76CLPKbAt4aDhZqLlMoJzOuodBNoqLKyISVH67UmMJpBRW7OJ9Vz7YFJM8pvHLxIvz7\nT2/3Os62WMXlR8kx7Im7R04WhZPAwgXdqGgmvvTDZShkFJwwu83DMNW7KmfbNpGPTsmFrpCICC8K\naRhxFKq+CZUsCZ5JHIW3p5BvNFN25KNHzSi6xVjuPZ+EBlKMPbLyGsxZ/O/e78jccBVZRGfXDO5+\nlnULU3MqyrojH7WSsQNhN/mB+2+GZlrIQXK2X4ukGAtQhta0vPEISX5D1qmw2ZXfgkpCdhsKr2eO\nn+oYBqTGFEqMVT9nk5LolSkCZGJNz+2o1dFCsS21njRRYOSjEedoT28ffvmLlRjWLWz433xAopRJ\noacQIOZBA2U9dgFl4YJunHzqGbjklsex6ktnAgC+vE3jWwAAIABJREFUv/7PiSa+kT2FPgY3DaZQ\nlrwSdto7OtEQdtxEgSwEjYl8lBOL02o0yhTOnz8fD9/3IjGaGaXf3yMfneBMYSt7CosZGRXDQkU3\nkfO5bcpSeC91jSlM//ekc5coJ+Y4eWLcMfPLZSncSIqShikJ3Ufp3IqOXSyLuXXTTZjDFISAoxxb\nuRp4+yJuoVZymMK6Iymc9qJiVsZw1XAyCsl3mFZQsbekJ15I8h8/3SE1kuYULlzQjbeGqvi3ny7D\nkTPaMD2vtFzF5cdw1UAhRjoKTBaFk3Dw9nedgsM/qGB2exZ3XX5qw9vp6e3Dz27/DV59cwiffW4V\n3jn3cGx5JMhCLvzIBdgghzOFcf1orHQUCDeaqRqmwxT6HLKc1SxZFCFLArYNVnDqoZ34yU+DxRg6\nD+Tvg7O5sJ5C27YDTKGRcCIYdpMXBK8EjY2kGAtQQxn/zTXJb5jmyj4pIrT4nkKOeYA3p5AMgmnt\nlyQ4si0L3G1KPkMToBZJAUT3q+ohq7sN7afolY/yzlF2cM8hyJjT/S1ppivTaRTFjIyBkp5Ihprx\nFc4kr66pjw/kR6Zxrvp/yyhjpIkIybnHjnbPGnU6TsMhtq7PbdBoBiD3maoxej2l3micUfnICQlR\nENCRlbF7RMP0oleeoYhi6NitSiLKen1xU0lR6ynkF25k35qTJxLlVfDFNJIiymiGnlvU64CquFSn\nh3rpKmZOJfLnKlWLjJW7RjSPZwJQM9Or12iG9sa3Z2QMVnTXeRQgx7ToLDxOK/BdVaNgWDbasnJi\nphAATjvjPZjzSgb/fv4xOPfoWXV/JkWY/DYOw1Uztp8QmHQf3a/QTA7K5oEy3j6zzZPpQpE0F4hO\nGrcfcxFmLfgMNs9dhN898jw+dOpxOHjDPdh+/y04YP1qfPuLl+CEeac1xRRqvgmVf7WKour2FPoD\nVms32LwqYctAGZ0FlV+MWfwLn95wFUnA9p27uJ+tOkYxFYMJr08wcEQxrOz38MtHRxu0+AsUhYmY\nwpqkstnsqYIqY18pgikUaFHI9InQolD2R1Lww+sbAZXRhvU7sbJNCrZYUCNWRweHhlMrXkUBbnEa\nZmCTxEHNjaRocr/aMjL2lrRECyj+Y2RZyZxCw865nt4+/PaXP8A13/kWLrriKvzh/jUAUpCPyt4F\nnYlqNBN23KiUfGyYwtHNKaSf20hPaH9/P9f5uJUg8lESYzPR5aOtzCkEgI6cSvqifedSFFPYSvmo\n4iy2RMVZxbmZxh2zsLgLyhTuLeuYmuMXT4IgeHJdqcyVMoWeOVXIXEoWiMGYKAgY8fXplZw5jiqJ\nqNbTU2jYUGURbVkZQ1UjYLLSVYeENJBTaFpozyqJewoBuHPAfeVgn2VSNBNtMeRkNMZh4o1Ik+Ci\n2RyUzXtLOHZWO/ZVjFAL/DiETRqf2bAJq264Hqd8/Au47nvfxcIF3RjWwkM0EzGFpuUZUP1MIEXF\n7Sn0Z+nUVsbyioRt+yroLKjcYqz9qHnYds/13geZG64iieDVP2WHxWMjKXTTjjTPoAi7yR94/Cme\n71F2Ii/GCrSA90/IlKRMYVo9hRkpsqeQFz4cZTSTGgMnEMMSI+S7+l0uAe+CRxRTaNpIVz7q/Fs3\n+avGSRzUiHzU8BTfjaCYkbG3rCf6HegxosyeBRsiGvv96H1UPfMSGPM+hs1zF+G/fn4Hhjeua2h7\nLPx9z/sbUygKAjQzPZY9KaiE3RrlolBybPcbAb1uR60oFOG4w072FMZhSk7BrmEtWBSKQigT6IbX\nt0A+SmXnUfJoGuswdd0qDPTfFoh1iENY3AV1EB2uGGjPhRcUrLGcYXqZQnZO1X7UPGy590bvmx++\nHUsu/CAUScT0YrBQK2u0p7A++Si9v7ZlScTRULVmNENM/H6BK7/6rw0FyRuWjbaMnNh9FKj1H+7j\nEC9J0Uy0xXDVTFQUTspH9xM022i8eW8Z7zxwChSJWCsXGIeipBr+uEnj9KKKt4arOGxawQmuj8i9\niWMKDa8Zhr/ZmYJGUvCzdChTKMO0K+jMq1zTnbYdz+HIE07AjkfuwKyOfMDVU5VE5NvaA59N+/1I\n1k+tpzBJsHeYk+iyN/KeieXYM4UkesK/0pjEfZRlF5vvKZSxZW85tqeQnTTSFc6sx2iGrPimNXGi\nn6EbFlTOIghPPspGMaiSCD1kIFQy2VTloy5TaPFd7pJIlFSJGM00Ozmn8tEkRa8g1CYgWUUipjAJ\n5ma8c453H8VpSzD4p2UJ9zwclCmk8qiqYYXeA8czwq5Vybnmc8pou486EvZRjluQm+gp3PDXjQAA\ndRRyCgEq8bMcw6tR+ciWoZU9hQApCl/aORT4bWVRDC36FBpe3xL5KFGbxEUFLVzQjcOOPxn/9971\nuO0z7/Y8F99TaHO/myAIyCoSVEmILHhpHi8guSoser9j51Rth58AANh4+7dxxCEH4aDpnbjCUY7d\n8eunMa2Qwa4RDYdOK7jbLukGcko+UjXDg+YUum0ZwhQOVgx0FTLuwl/xrE+hDH4bhB/BnkLLkY9a\nAblrGGgsGU+NlxTNRFskySgEJovC/QbN5qBs3lvGh46fjXZnVaUQY1sLBLXNA3v5uS900thVyLir\nQOQEDWEKRcET8syDvx8jTD6qGRYyihRYpTftWhFTUIk0oaBKnmKsatl4cv1GHNjZhuc3bsbbZ+Tx\nxSUfDtw4aIC7HzS4PusJrw+3lfaD5yR6682P+ZjCse0ppMc12FMoxv6GVopBykXHfTS0p5BTFPb0\n9mFLz0346jOr0JERceXiRVCkWRipGqkyDrJIGJQ2IXhN8dxHvUYzQqhkhlp/pwHKWNq2HeqQm8Sl\nOOMsgDRbrBYzMvaUtMQ5jFSqlFWkptiQ0F7eFGbSoiC4uZSy40TKy5+cqKA9haPdszZR3UcBjJp8\nWKTy0RTVGfsrOnIKRrSgFJR4EIQbzewr6y35PRWppsaJu68qkgAtZjGWh6j+9Kwioj0bvXjFLrrT\nBXfb6Zulc5irfrgcB3UWcHBWxo4FH8OKf/8sDp6aBwC8tnsEiiSiK4oprFM+qjvy/LasjKGKjuGq\ngcOmFbD0V80RKIDjnC5LEEWqWoufg9F+yMEm5KPN9I4mLQon+JrRJCiabTTeMlDCwVPz6Mgq2Ff2\nrmTw9Og8uepbA0Mo9QWlAVRmOb2YwVvDJIeGyEdDegolb+4ND5ppIeNhCvkRCNSlVJFEjzsplTgA\nJKy+s6C4qz0LF3Rj1Q3X40tLFqGjswuYfyWmn/1p7D7+Yq4kV5VE7B0cCnx2WTeRlSVHl8/2FDZ+\n2bF9ST29fXjyrp/hcw1KINIAXcU0LNsTQ+DPLuKBlZw23VOYkTBYSe4+Ss/f2edehsETLnLl1q8/\n9wQqhtV0UDkLWRSgGXwDDklAYDHDE0khSaGro6WKlkiKnASSUHMnFAW+9TqVKB284R7MWn8PV6JE\nJ0VpMIV7ExrNAHCZQgCJi0LeORd2HxXsdFKGyaSNbEtr8l4wVgi7ViVHPjra8kQ3p9Bq3mCoHkii\n4F6n9YDkFI5uT6FMjWYmewpjQQ1V/PceWRJDxxfZUVi1rKfQshPNHcIC4+N7CsMX8rKyhKkhJjPs\nPhqM0oT2FNJ9WbigG8df+Hnc/P++h1U3XI85x57kGddoy0SXwxSyID2FMiRRgG3bsVFX/m22ZWQi\nH60YaM/IDREo/uNHvSHyiuQ6y8ehohMDtmaYwisXL4Lx4O3eB5k5dhQmmcK/M3zmIxfgi9+/EQec\nd3ntwZAcFD/D96mLPoSSrqCroKIt4UnLk1m1feDLyP75V6g8cgcsQcShU7IemWVXMYM395UBAEMV\nA2+bHuI+msRoxu8+GsLWVT09heR52/ZKjQqq7AmuZ79j2/xPex7jrSgpcjCAHKg5g+YUiSkK7cTs\nBw90gKBFzcxzLsUeAHsQL4FoBegqpmnZkJgBkz4ehbBA90ZQUGVYNsJzCn1FYZjc+tmHVuBdBx2L\ngpoe+yo7PW/cnEKRxxTW+mVVpojww7SDE5dGIYrE8IZdLOEhLgczk2JROFDSMJVzXYZ9btUtChsv\nDnhsqPXQbeg6+uTGNugD6X+0kQegG/Z+1VNIzSZGu+ggodvkuhl9prCxz6OKhtH6/alD5P4QSdFq\nuEWhbyyhbuU8tL6nMNiiwd2PiB70KIS5jwKEKQxzHq3tY82zgbqPSrZX5TLEGL0EnZiJgqqroAay\nCilTKAiOJNWwIScYFjTn/tqWVbB1oEyMVrJyKkHytPDNKhLKmhF7fAAyH5xRzHhIl3qdRBcu6MaG\n7YO49uZlmDuzHZ05OXG0xXA1ui+UYrIo3E+QP+x4zDvzfXhhLaHop2b5JwtrK0/xrV/dhs6574Yg\nzHfloyx4evSw1ZYp02finE//EzpyCj5zyiGe56YXVazbOgAAGIlYtQiTgrLwu4/KYpj7KImkoIwW\nUGOoBEFAT28f/njj7dAs4KIHbvVclElXlFRJhKQG08Vpv1+OWU0yEvYUhoEOEM32kKYFauDjb4IP\n+z1YWDbS6yl0pMhhK6l0sKafF/bb2gJhddPKKQSiGRSSD+h9TDOs2uAZ1UchiimG1xP5aNNMtvPe\nVNxHyzqmtwWvK+7nyl6zmSQ9Hrxzjl473/rlSlRN4PDOHBZfvhi/fC2XfOcjQBZLakzhRCwKo3oK\nddMak541WRRRNVrD1IRBalA+On/+fNz19BYAo8cUUpn6/hBePxo9hUDwHhaXU1hpYU8hcR+NnzuE\nMYWxPYVR8lFZwpSYxTnW08EwCesoQHD74W3bxhAz52OVHUBNNdFVVPHSW8OebZcY3wQSYG8il2DR\nlo5lLFPYlpETtUH4wcsplCWB5FwnZAqrhoUZbVlsGSDECG8unmRh//AT340557bjuxefiFMPmxb6\nOn/B2fG2eTj/3LNj93OyKJzgoD/8hrdKmJIV8baTTsd3rvwoTjp4Kvf1vGJCOeOT2PmX2wD8Azqy\nciJ3pKjVljBZVFL5KLnB1JdTyE62WFTcnkLR09cni4LHaVBFsOE46YpS2I3YNZpR2EiK5rLlyABh\nN91DmhZo1IdpeeWRSsgxYWEmjA5IAtoDGzYoS6IASRDcYiHst5UFGxUjXQmcLDnyUc54Lov88Hq2\n5yhs5Tdp5mUS0PB6vY6eVx7oJDeNnsKkRjNAbZKRBvu8cEE3Bqa+DVsHyviXs4/CruEqbrjl8aa2\nScHKR5stwMcbXPfRMSg6ZFFAxbCQH8X+6kaNZuh7gdF0HxUY99FR+cgJCxrSHpCPRrmPUqOZlshH\nk/cU1mvGQhEmH+3p7cOjdy7H81kVT96VDWWyPO6jFhmXBAHuva6sm1AkgRnXvAoYahw4jfGdoKBM\nIYC6+gpd+WhWxmBVJ0xlVnH3/ye3/QZ/2z6Mkw7sqDtI3rTI/rJ+EXGoGCZmtGXwwvZBAI2bQ+4Y\nIscnqhjlFZzPrrkZR04vAO/4SOR+7j8j0t8h2L6+/JlLoM1bjBcf+yv6GP2zP7tw++593G0pTpB8\nW1bBoI8p5OnRo3JxiBVw8AbTVcxg1wg5oemqDXdfJIErBWVBewUpwplCi7iPBnJ0hFh737jsn9r+\niihVg4U0NYFhewoNq7mJIC220pBApAHZ+a38kRRJmELW9CCNnEIgnCmURG+fXNhve8b896WeNyWL\nxGkylCmMi6TgDPKktyK98HpRIHJe3bKa6lNMs6fQtJNLrbOOfNS2kTgnL+qcY+WoRHKXbJtxYGVT\n2gQ1mgntKXQmhklY2rShSOQaGy1pZE9vH/qW/xjX/c81dfdz9/f3j7rRDJX2mnbz1+ZYo/U9hYQV\n80tBFSncfVSm4fUtoMkV6vCdYMEubO6UKKfQt206v2yf/2lIpy6OjDljPR3ouJRh7nVDvoxAf688\njY/oKqohPYWkKKyn6NVNC4osoD2rYJhhCgHHN2Lp9Zjz/s/i7qXXxRaEwZ5C8h3z9RSFuoXpRRVD\nFcMZa6MX9sNyx3e6RWH45/Lmtp1nfxZr1vTG7uckUziBwfvhpy34LH7f82t8/dMXclcLtq68BnNO\nD26r4GS1JW2EpRfR1398G1RFxmFTc+5qy2M9L3AHOxIWqsG27cim1zDTGBa8nEJeD5tmWOjMKwB8\nNy1JjL0ow2Ih/DcQVRLBu0+57qOyL6ewCSaGspJXLl6E//PT2yGfzkgeYiQQrUDN5MHbk6BI/NxI\nFmn2t7jy0ZDVzp/c9hu8/uYQLnrhN57VTv9vu7PtCDz/2OvpMoViOIMihkRSuEYzssh1kzMtGyKS\nySSTQBKpfDS6pzAOtJhNoygEkFhqTRnVtBwoSZFJrtk0JXdsr+3+xhRSKflYyBMlRz46GgUPHVcL\nZ30KJpJZ2vtBx4BR6ylk5KNjUbRPJHSEGc1EMIVqC8PrqR8CDYWPAl00ThqTQMGLpKiHyfK4jzqL\n7gqzoDlUMVBk4nf8vfKaQyRML0YzhSqzWBf9fchrZJHIR/dVdJQ0b05fVpGgyiIGK4b7mycFWdwX\nkFOkxAH2FcPE1HwWWUXESNWIXNiPkpbuHJqG6UU1sigMbY9JwANOFoUTGGE/fNU5V3gXdfu7P4Tt\n//tjzLrgKgxtXIfBl56Avm8nDp7RiZ7ePnR0zcWb+yoAvJrkH9/2m4B0YOGCbtw3OA2Hdhbw5flH\n1vYrRNZGWbN9FSO6KAwxjWHhzymkk1r/zZD0FEowHWkcUFvJSsK2xRlrAMRohnebYnsK3ZzCJieC\ndID4wIJubN5TwvduXo63z+oILVhbDY8dvMd9lJ8byYKdbKeRU0j2x3ts2Zvr7GODEzj/8VrxxGbi\nPppmT6FIsgZ5UllJIIYxLDTTcotbwiwFb/6GZTfkfBgG2ttoNHl+pmk0AySXoaoNMIVR5xzpXaFM\nYXrsCmsEoRm2x0F5oiDsuIkCufePxVeSKVM4CgVPs/3c8+fPR9+GnQDGRj7agra3UUWrewoff+iv\n2HrvLfiXZzowNSfhysWLAABrl9+KpwoZ3NamBuZCikjuP63oKaQmLkkWlKlztD9rtpGewnpaVBRm\nUZ4sLIokbN55bLhquMHxQJDxowuhbRkZhmW7Jn22bXt7ChMa6bDzw7asjO2DVWQVMXAf7yqo2DVS\njS0KeT2FOUVCTq2ZCMahqlvIyhLaswr2VQyysP+T2yGfEVzYj7rHqGcswSGd+cii0D+3pXN9pbwH\nF11xFb70iXC30smicAIjzj6dd1G3HX4Cpr7xCLas/hEsiJiz6Mvuc9/8+QpceP4HMNj5tsRNsLph\nBRghv7STRVcxg7eGqhj2rdqwSCI91ExvT6EgCO772JshzTM0TKvGFDqN0I00HPP3l+yHfyWv4jGa\nSaunsNZv+a5Tz0C3dQB+ufhdDW+vWdBezoB8NEGsSCuYQv+gXO8ETm3B5FIWiQsb76tymULDKx/V\njeC1oJvNZwEG9sNhCptxx631FDY32aX3hqQFasZZlU4rwJxdkU4z202RauYLLCO8P0ASBeiWBQFj\nIB8VR08+mkY/N3VqHt2cQieSYoLLR1uJnt4+fPeGOzHnvMswDGAYwFevuR5StohC9+UwwGeGqaKh\nJT2Fbk5hsns+lajXs7jHM8Crp0VFlsi1T7ZlB5lCn3zU75KqOdm8giBgWoFkFR44Ne8YtHlzPZPI\nR+n2AGJaVtZNzGoPmpaRXEQNR3TFbtIDOs/MKRJKdfQUZhURHTkFgxXddRL9xcpbMaJbeMcB7fii\ns7D/sxX38L+XBQwMV3HinCncopASOW9u24E3/vYjHHzRVzG0cR32vfQ4DnSSCTYDAMLn1/vPiPR3\nCF5f1ODaW3DKe+YDCL+oD5g9E0rbVBzAFIQAmSz3runFYMWI7bej0Ew7QOdHsWHTCyo2D5Qim/TD\nTGM8n2tYgVVWmSNZdCMpGNkWdcpMkruWFJKAwOSd9hQqEplw08K0uZ7CWs/ASNVwGbKxguxEZLD9\nbT29ffj2N/8Tv7/p+sh+GzLZJv9utk+kGMIU1juBo+9PNbxeisop5BjNMCygKvMb6w3Lhm0lG4yS\nQGJ7CpvM0QTSYAqdIr8OplAzzbpkU0l7Ci07PUMkVRKhO4sAE9V9NKqnUB/Fvj4WsiSimrJrcBia\n7ef29BSOciRFmjFAY4VW9hQuXbka9mneec+g2IZ89+Wex/xzIboQ3ZqeQlJwhSmwAq+XRXfhiSJR\nT6Hv2knqqQAQNYxrNOMsWNKcQtu2Hfloba6S4TGFznebVlDxltNXSKSjbC9iMvkou72cIkESBbRl\ngmzgtEIGu0eqgcf94OUUSqLoWfCPQ0UnIfftWRmDTizF4Se+G5/40tdx8ee/hq/823+4c8+we4wk\n2KjoFmZ1ZAIMJesxYs7/PKa+42xsvfMaDD12j1sQJsEkUziBQU+gL33/Fhwxow3tqoTDP7gQc445\nCQA/c4syYV/4/vKQrYoYrOiJJ9OaGWQKeQUbRVcxg027RyJDNJMwhVXOhIonWaw4kRSWU7gA3kye\nJPLQJJAdp60cau53Fd1CViGrXzlFQsVIJgGJArvCNqIZqebpNbo/hmm5rB/LMBcR3W+T5mTblY/6\ntlfvBI4OJGmO7TKNpOB8V1EgkzUWmo8p3GsEe3wNy0aaHiWiQAOSx0dPYUaWoEpicvdRp4gzbaQi\nj6PW54DTv5liT2FNProf9hRadmL5btqfPVrOp2koTBRRQEYWR62/j4bXp3ku74/gzntE/hjLzoXo\nddySSApRxLBpusVWHFRJSOzQScGTjyb1VAC8czban0ilrLpJPCTasn6msDbu6cx8rotxIC3ppsdR\nOKMkKwqJOz35PoIgoC0jez6fgvpc1AuWKSwn7CmsGmQ+SOSjZEzfMVjFjLYsDunM45mtAzh77gwA\n4feYCz91MVbvyiCvyNgx6C1m/URO2+EnoO3wE7Br9Q/q+m7jqihcv349li9fjmOOOQaf+tSnAADr\n1q3D3XffDQD42Mc+huOOOy7y8YmGesMr/Vi4oBuHvCBj1edOQ3tWwd1Pb8FLO4fd53TDwj98fxmO\nmN6GGQXFvaita5dxt5eVgcGKnngyrRlWCFPIv3lNL2awaXcp1HkUSBZnoBsWCj4dOM9shuq4ddP2\nhqumvKKcy6iBfS778nXKutl0TyHLog5XTRQijuNogE4EKftaj1yTNQVptk9k7QP92HrvMnyD6QNZ\nuKC77gmcy3S1IpKCazQDbng9vX7Cwoh100I+lyzDLwkkR37XbE+hIJDstjSur2JGTryAkpEkp6cw\nOVMYdc5lfUxhWnM9Raqt4lNzhYmG8J5CotQYCyZKkURUjHQl1WGoZ7LMw/z58/H0loFRZYndnELb\nHpMcyTTRyp5C7rwnRJHBzoXoYmRLjGYkJrw+CVMoBZnC2J5Ci98PmXTRXJb8Rn5kWxnHAGywovvc\nR71zPM2oLZazDqQlzZtJmLSnUPeRBu1ZmTvn7CpmXDfPKPiPHy3Q82p9RjNZWUJHVsG+MnH43zFc\nwTEz23FYVwE/Wvuy+1p6zL9/891Yv2MEs4oKrvnSJeh62zvw0MOvIauIAYYy1FzGjDeOZDGuikJd\n13HhhRdiw4YNAADLsnDXXXfhP/7jPwAA11xzDY477jju48cee+yEc9VqNLyShWZYqOime8LnVdmj\ncT7zPe/FnOdEXH3+MTj36Fnu4+1vOwn2wysgnOabLF+xGNe/bOBfE06mdR5TGCGLml7M4OFNu5tm\nCv09hQA/9J66lFZ070pW2hInf+4O4C0Kc85F3GxB6pGPjgOmkPYO0gKvHrmmaaVTfPX09uG/fnGH\npw/Efx0lncDRgSlto5kwppC4AsJTzLDXj19mQ8Fzi2sGdNKoMyY3jUKV0ysK65KPGpbDhDT90d5I\nihTvF6okuPLR/c19lEZSjEXPmiwKGNFGRz4KNKcw6entw49uvhuv7irhonV3170Q3Ajob2PZ6S54\n7W/gLSK2m0Mo9d3olZD65kK1toPWyEcNquJI3FMYPX/ygzCFzRjgiTBNYvRnMnMc2lc4VDXQVagt\nYvKMZlRZRE9vH1b94g5oloC7OrM455xzkFdm+94XX4T5eyqLEUzh37YN1v19aRZjVpGweyQZ01jR\niWqtI1dz+N85VMX8IzM4emYbNu0eQZkpghcu6Ebm4OPw7Z71ePvMNixc8C784fltmFHMOOaF3uMQ\nRuQcNL0T1UdWBBbrwzCuisITTjgBL7zwgvv39u3bMXv2bKgqyY2ZOXMmtm3bBtu2A4/T104kNOti\nBgB7yxqm5BR3QlnwrVwMVcmKBBt0adk28oeegG8uOh433emdLJ939vvwPy/045z3zQcA/OMPlqNq\n2DjlkCncybRm8pjCcO17V1HFa3tKeOeBU0K/E7U2jwI1kPG+L8gw1noKa9tMKsOoB0a1yi0Ks25R\nKGG4akAWhaYWLxTmO45EmPWMFhRHsmvZyR1dKVijmf7+/oZXgOOuo3omcGnJH1nUcgqDzwmC4GQE\n1mSPScLrDdOGVimnto+iQIof3UrWtxIFVRJTmXgWM1LdkRQ2kFgeF3XOsZOWNM05ZMZ8QTPtUTMa\nSRNhx01yJJxj8Y0USYA2SpEUzaCntw/f+OGNyL7vcsxAY3EWjYA6UgpIL8ZmrNDMWBEH7iLi1V8O\nPuabC8luT2GrjGaS+xHwlFZxxyyNxWrXhZyZ41DTm+GqgcOmFdzXq5KX6dJMCy898yhu7u+DfeoS\nyCDXxs9vvw2HvOM0APPI+xJGUuiM0UxPbx8eu/NWPKsqeHZV1rMI01VM3lPIHj9q9FZPTiGRjxL3\nURpAv3OoipltWax94AHsuG85Fj5+FzoZpVNZM3HMrHa8souo/3YOVzGjLYO8KgXC68NUUf/ny58D\n4D1/8a4LQvdzXBWFfgwPDyOfz+Pmm28GAOTzeQwNDbn/9j+edlHIk3YCaEruySINF7OBko6pedX9\nO6dKKGm18PlhtyisnbhVnRRUHzxnPj54ztnRGx7cAAAgAElEQVSBbRazMgYrBs47+32Y/RyZxKz8\n2nzuDSmUKQyZ7EwvZlA1rMhiRpHi4ww0wwrYufMYxqphOswF0widMstCPjtoNEPcR8nnZBUJQxWj\n6Qm3LAkYcU6QkaqBGcX0JISNgB2AJFGsS66ZVv5bGtcRBR1I0s4pjJLVUZZOAsMUUqOZkPB6sr3U\ndtHZB2ewa/IczchB6+960dPbh8dWLscLuQx6bsrE3mczjgGBZadzTvl7CtNiV1jZlF/iNNEhOfLR\nsWAKJScSYLyzYEtXrkb2fXzTkpYWhU7P+2Q/YTzCFhGjfp/W9hQKqBh0jE3AFIYsJEYhTD6aFDRb\n2l9c0n0Zqhhoz3gjKfaVa7JG3bTw8ANrA4u7mfd8Ehv/fBuAK8nfkpQsksJhCqkar3gWaUfzL8I0\n11NI+iYTy0d1E1lZRHtOcVu8dgxV8ezjD+Ham36Njvd9GiMARph9HOk8Cgd35rFh5xD2jGjYOVTF\nYdMKyCoSyrrh2T4rOd0yUMVxs4qexQv2/F2zZk3ofo7rEalYLKJUKmHJkiX4xCc+gZGREbS3t4c+\nHgXWPai/vz/272t/eJ3r5PNy5jA8smkPPvXV/8Tl3/wRNs9dhO1Hfxib55IJ8LU/vK7u7ff394ey\nKsMDexJvb09JA6rD7t8FVcaO3QPu37QofGHDK+771zzwZ0hMsp5/+4qlo/fPD2LXiIaCKiEvAz19\nD3Bfr5k23toz4Hn/4HAJTz3+GPf1050iZmjPztDPf/rJJ7BvcDjy+2/dtt11aKTPU107+/qqYeGZ\nJx7H8+uedTXvTzz1NIaH9iU6vkn/pkYz7PNUPtrf34/K8CCGHKawmc9TJBEbX3sd/f39rnw0jf1v\n9G9ZFFCqaChVNEiOo+vFZxyH4sPLUHlwBTJP3ImPnnk8cswiAX2/6bCL7LYb2Z+hgd3ggbKTdX0f\nZ3B/4/XXUzk+ALB3z24P2+R/HraN/gdq1xd7/aiyiO073wps/7HHn8CUjrZU9q+/vx8bX33Vcci1\nsXdX8PPq+dvUKti08dWG33/tD6/DN354I4rzPw2c8nFsnrsI3/jhja6LLe/9W954DZphwbJsaFo1\n0efRlV/e848/8qC7Iv3EU09haGgwdntJ/lYlEX97cQPWrl3rGs2k8fuN5t/0Mf/zlI16cf36Ud+/\nwYG9Tr7o2B+fqL/DFrB27hlo6efv3vWWU7CPr+PRyN/0sfGyP/39/Vj//HMA0PT4zvv75Q0vYsu2\nHe5CdtzrS0ODeOyJpzzPs+C9f8PLrybePu/vXTt3QDeJmZ9gW+7ziiTioYcfxebtb6HoyDf7+/vx\n+sZXPfOlja+/AVvglyO6YbrbU2UR6ze8Ers/jz/5NFQ53OPg2p8RT42uYgY7Bsux2/Mfv+0734Is\nCsipErZu35noeFUcpvCNl1/Epq3bMaIZ0E0LP7lheajSqaQb2L19K6bJBjbuHsHO4Sp2vv4yXlj3\njMsUsp+3cEE3PnLxR/HuCy7Bqhuux8IF3bHfJwB7nOH555+3ly9fbtu2bZumaV999dV2tVq1K5WK\nffXVV0c+Hobe3t669+PCy//JnnftGnvuP/zIntW9xJ537Rp7dvcl9rxr1wT+u+jyq+r/orZt//H+\nNfbJF13u3d6Fl9l/vH9N4m384fk37at/97z798Zdw/ZHbnjY/XvNizvsedeusX/251fcx94cKNkf\n/PlfQ7f52Vsft5/dMmA/vXmvfemtj9sX3/Cw/cpbQ9zXvvdH/fYlNz/qeey8n/7F3jFY4b5eM0x7\n3rVr7OvWvhz6+a/tHrEvWvpQ6PO2bdtf+82zdv9LOz2PfWLZo/aL2wc9j73/J3+x3xqq2M9uGbAv\nvfVx27Zt++GNu+wv3vlU5PbrxWW3PWE/vXmv57GLlj5sb9o1bNu2bX9l1TP2qme22O//yZ+b+pw7\nn9xs/8/9L9q2TY7BWt8xGG0MljV7/vUP2N0/fsDeW9I8z9322Ov293o3hL734zc9Yr+0g39e1YM0\nriOKF7bts+ddu8a+8aFNTe8Xxb+uXmfPu3aN/ddXd3Gff8+P+u2Rqu7+fd5P/2JvHyzbtm3bj2za\nbX9hZfBcfWbLgH3pbY+nto93PrnZ/u/7XrR//9yb9n/8/vn4N0Rgyc2P2nc9tbnh99N7bz332RVP\nvGF/r3eDvWVvyb7glw82/NkUumHap3y/z7Zt237i9T32lSuebHqbtm3b3+vdYN/++Bue7e8v+Mbq\ndfbJ166x71u/fdQ/+6urnrVP+0Gfff+LO0b9s+tBI+d2Grj6d8/bq57eYp/xw7Ut/Zy/Vzzxxh57\n3rVr7D88vy31ba/ZsMP+wsqn7LOu60/0+i/e+ZT98Eb+WBOGGx/aZP/kgVfiXxiCa+5db9/99BZ7\nz0jVPvv/1eY4n7zlMftv2/bZn7zlMfuFbfvcx3/77Fb72z0vuH9/908v2qd99ErutfGORZe7r/vZ\nX161f/Xgxtj9+csrb9n/dNfT9vmXXsXd5vmXkuvNsiz7zB+ttYeZ8TcJ/umup+2/vrrLfvz1Pfbn\n7kg2Npx1Xb89WNbsZzbvtS+97XF7065h+6KlD0fu48/+/Iq99MGN9v/3p/X2nU9udo/nJt88n8Wa\nF3fYX//tush9iaqJxpV8dPXq1XjmmWcwMDCAcrmMz33uc7j44ovxne98BwDw0Y9+FAAgiiL38XoR\n5fxJV/QGX3qilvGRwJq4HtDPum75Kjy3bRinHjIFV9aZk7enpKOTlY8qPvmoFuwpLOuWa4DCQ1uW\nNMIOlHXMmZLDi5t3eKh+FpppBZqao1z1etf2Y8f9y3Dro3k8cBtfFiaLNTOVMGi8nkKO0UzViaSQ\nGYOHVshHR4b2BWQNJKyU6SmsGE1L8+RATuHYR1JQfb2/J+GIrgL+8uqu0PeyTnj9/Y33iTTrBsii\nJZEUtE8xRJ1D+/kodKvWD0GznvwwTAsjQ/U3yIdBdHMKm+8pzEjNyUcbkQM3Ih+NOuckUYBtk8Bo\n0vuaaJOxoPLRiZpRCIQfN1EQYGNsjEzomDHOWwpx5eJFbk+hizrjLBoB7fcc7/LaJGhmrGgVFLF1\n8lFZFFHRzeSmWxyjmbhjZljN+SxQlZZfPqpIJLt0KOA+KnjaIjTTwjnnvB8993pbT4b6b8FZ3ee4\nf2ekoOsmD/T+GudxIAiCE4GhodAZXg75jx81/aknp9DtKcwpGKwY2DFE+gN3ROzjiGbigA4VR3Qp\n2LhrBDuHKphRzMCw7NDPrUa0byXBuCoKFy1ahEWLFnkeO/HEE3HiiScGXhv2eFLEOX+6JxNbCCaw\nJma3n6T3cOGCbsx6+7vwuTuewoqvnOUWEUmxt6RhaqEWzeA3mhmuGsjI3guJLVZ4aM+Sk3brQBlz\npuTwxja4FrosLJvIBfxuUJppudJOFvSYzzznUgDhTfakp7ARoxkhEHpP3Eclz3OsZXJakEUEJu8V\nj/uohMGq0bSzI9vDV9LGRyQF7dX0DypHTi/ilV0joTEBabo6ppU3WYukSG/CTo9LWK+VJApgx3Cd\nya9TpfDw+lR7CsVaT6HSREXc09uHh+5YjvW/y+HWNqWhnutGwsGpS6tlI5XCQBAEZGTJlaSmllMo\n06LQnpBxFFGg1/JYGJnILXANbgUWLujGc+vW4dEXml/Aqgdu0TzOj89EhdJSoxkBJd1MvKCcJNLL\nD8OyQ7Olk4B6NvhN/DIyGb+GqgaK2do8VZW9vYGaaeH008/EqYd14oaV96Bi2nhu6wDmd5+Nk049\n3bO9MIKCBXUzTeJx0FVQsWukiheeeiSxX4hpWXXlFBqmBdsm50d7VsG+so4dQxXMbMvggoh9fEI3\nkVclHDglhz++sB2DFQNT8yqGq0bo5zbbqz6uisLRRJxj4ZWLF+E/f7bCUwi2HzUPW+69scYcAtxV\nvnqjJqi1LF1JqAd7ShoOnpp3/86pZOWCTsSHKgamFzPeotBpeA1DR1bBYEXHloEyTjm0E0ceNNsN\n22RRM0zw5awZdsAEBkjutpqEKeSd+P7wetMiPVKKJJAbpfOcaaWfUzhrehc0n9EMcR91jGZkwhQ2\ny8IojDMr6Skc20uYFDQ2YAYnZNMKhMHePaKhi2OIwxp4jJeV35r7aHrbpOdapNEMc96yLFKY0Yxh\nWZg+bVpq+yi5kRSNL5jQ+17b/E/DQOPOio2Eg1NDg3qYwrhzjsZSmCmZ1wC163cix1GEHbfa4sco\n7owDl6mZAEXPN772lVH/zFqG5Kh/dOoYL2MFC9dopiWRFGRRv654Hl9RGJtTaNooRq26xYC6jwaZ\nQnIPHa4aKGYkz+vZfaRF3AJmcffS/1mO+++/D+uffAj3LiOqMnXaUdxFUj80x300iYqoq5jBn+5f\ni9V/+GPonN1//HQnwiOvJmMKK44LviAIaM/KGKoY2DFYxcy2DBa+h+zLr+5Yjcfe2IdTGMXgn//3\neeRVCUd0FbB++yBmtGUgxTCUVWOyKGwIcRIlGvx+xTd/hO3/+2PMuuAqtB1+AgDgtRXfwcxZszF3\nznTuKl+9URPU0KDe1R0g6D4qiyIJ8tUt5FQJw5qB6UXVk2lSiSk+2x356NZ9hCncuGuEuzpDCzf2\nIjWdeALeim1SWRgvb9AP3onvfx+VmAqC4GMK04+k8K/OGRbJTKP7mFVEbBusNF8USqJ73Ier5pjL\nRwVBcLMT/b+5IAg4oquAV3eNcItCyx5/K/tuAZdqTmE8U0gD7Cn77obXy/x4lmaKNx5EUXAWURov\nVtKI2AEakwNTq3KrjvD6OLhFoZVesaFKIkY0kyt/n+ighfNYOFzSa2HSXZMPNy5knN1v9xe4kRQt\nch8t62biBWBFio/08qNZ9ZTHfZQZPzKSiIGyjqwseQrmjG+xk7iF1j6/p7cPTz3Uj9nnXgagtsD4\ngYXnQZxzbOz+sGqbOBXRtIKKVbfeW9fYpTv7m00oHyWED9kfkm8oYtOeEZx00FTPPp7+w7W446r3\nIiOTeV1JI3O8Rx76K7bdtwx7FAUXPX4nrvj4h2GDRJX4GWTdtKDITfyWDb9zgiOJRGn+/LNw3CUq\nvn6M4U5QDhaBqUsuw4Lu+Vh80kHcbdTbE8MyhfViT0lDZ17xPJZXJZR0EoI5XCVMIVvUVbRo+Whb\nVsGb+8rYOlDGgVNy2L1tMzA7+F01pzDTOSGkvIlZUlkYL28w8NlOKH3U+6pGjRFlYy4MTgHTLPbs\n2gnt8BpzU3H6NulxoJEUzQ4ahPGsMYVjnVMIOMG1lsmdkB3ZVcSru4ZxyqGdgedMRpY3XvpE6EQ9\n3UiK6G1KgsO2ojbY0POG9sr5YVg2BnaH92vWC8ntKfQOzvUgzWiQeuXAZJJhwrLCezf9iDvnMrKI\nimE6va9py0cnLlMYdtzcxY8x6ilk92E8YyzudZLDUO8PRfN4GStYtJKplh2msCOrxL8YfHVJsp7C\n5uSjuukos1imUBaxZ0RznUfZxz2L6EyuIEAWGNUzP+l5j33qEvSt+TXee8nRsftTT892V1FFxeQX\nQ3Ts8h8/6kuRNKewonvn3O1ZBS/vHMbCY2Z5XlfMyBiumkxRaOCpRx/CrXf/r6ft6r9+sQLanBNQ\n1s9Em+97NssUTsxRKQVcuXgRhEdWeB98+HZcsfjD7p+0b23hgm6suuF6/O6m67HqhutxwsmnRRZw\nYcXPwFs7cNEVV+FDl30ZF11xlWux3gxTuNfHFAJAnjGbGa6a6CpkPEYzFSNOPipj+2AFI5qJaQUV\neRlc+ahmWihmJA9TGDXZSXLMgWRMYRKjGULZk4uLlaS2JKeQiaQAvMH1AOkpHKoaTfVrAc6xcbT7\nhtlcH0BaUCQhdDJ2RFcBr7w1wn3ODGGUxxKtCq8HIoxmRLjyUd03OKqyFGo0k+ahE5ycQjKoN3ZO\nNdILmBZY+Wh6TGELegqdybnW5MA9HiHFnOethNKC63Z/AsmQHP9GPBMVNfloa3oKK3ryRSRyL4ye\nP/lBjVMahezKR73MlSqJ2D2ieTIKgeBip7+IC1tgtCAkDK9PvrjZVcjAMIKeGUD42KW7bUkCLAsB\nLws/Kkat0AOIGu+NvSXMbPMqqIqq7MbIAcRo5vd/5LOYAxueQIlTkE72FDaIhQu6UdFMfOmHy9BV\nzOJtXfmARKlqBNkogMqKwlcHeD0xQ3+4HqVcEZW5NSMdqlmudL7N/bx6YNu2wxT6ikJVds1mhqsG\nugI9hTHy0ZyC9TuGcEBHDqIg4N0nHoc//G1b4HW6SdiwvSXd7eUhkx3+xZhUFiY5UjbaF8kz7dFM\nNSgf9YXXs7+fLIkwLcZoJuWb9yEHzfFM3suMyQzgFIUV3c1pbBRUpjqimShkpDExdfBDFkVIIv/c\nPWJ6Efc89yb3ufHYU+hOLlM8rnEGHKJQM5rRDO/gr0rBQbCntw/XLL0T+6omLnp4dUNmLoF9FMg1\np1s2Cg1WcY30AqaFjCyhYliwkdxoJmlPoWGnZ+pDi9d6Ji3jDaGOrcLYGc3UCtLxf0zH4l4nORLE\n/YEpHC9jBYua0UxregrJtpO7j/oXEmN7CtMIrzc54fWSiD0lDW1+ppBpgwG8ck8geoExau5NodXh\nwNlVUHHIO07D5r/e5mUnmbHLf/xoC5IgCK6Ph5+xY1HRLQ8R055VYNnAjLas53WFjLcoLOsmrBDT\nO0Hks5SaaTfVVvR3WxQCwPEnn4Y550qY/7bp+N6i4wPPa2FFoSJiqMJfWQBI8WPZNj5/7TK0ZVUc\nM7OInVPbUDn9Ms/rqGb5w1d+jXxenUxhWTchCMRchgWVjwJw5KP+nkIzMpKiPSNj51AVZx5RBAB0\n5GRuTyG98FTH+S+rSLEGCklkYW4PoGWjd+1armmPPucEqPIpnvfJvpsh+/t5mcLmboA8KJLoMZop\na95jnJVFDFUNHNCRa+5znN6Q8WAyQyFLAmST/5tvfPYxrLnlFpy/dhpUn6NXmrK8tCCJAiQhnPls\nBHHOiNTkBQj2VpBICvJcT28frrn+l3h9oIpZF1yFLBo3c/FDFKnRjAVFSiZT8iPNaJB6QSVTppXe\nOUWLQitFl1w6GZrIkRRhcAuzMbimJ5nCaIiiAN2yJo9Pi+AWbi3qKaxn24oUNJqJg9EkUyg5Jn+B\nolAWsXmghGLGO6b4zXD8RVzYAuOiiy/ACwnIE81MHq3UVcwgf+jxODGv4uXHVmJf1cL0gox/ixi7\nDLPWO5lTRJR0E20R8t6qUTMdBICOnIKMLKLDVywXM5KnKCxpBjIhX0MWbFT04LHQDAtTc42N4cDf\nsXwUAHYMVR2LW437fNUwuQN3Rpa4PwaLd737dMx+/6WY/8l/xKobrseUqXynQM0iRRpQf1G4t6Rj\nak4NPJ7zyEeD7qOsKyYP7c4JdeAUUsC89PwzIe6j5MJjb0KaT/7WKGSnWTrMvOKt9Y9z3Ef9TKGJ\njFOYsZJUw0xfPrp962ZPQVrxHeNcWj2FMrF+HhkHJjMUisgvonp6+/DdG+/E7HMvw46jP4zNc8mN\nnsqmWRfY/v7+0dzlSMiSkHJPIe214j8vijX3Ub/RC722/nj/Gnzz5yuwsaRg1gVXed5PF5eagSgQ\nCSt1620Ufqn9aBSEANyFKbvOnMK4bVZpT2Fa8lFn4UqvY9Iy3hB23GqM+CjujIPaNTb+i56xuNdJ\nogDdSO88HkuMp7GCopWRFLLLFCaUj3KYwrhj1mxLDZ1f6aZ3wZ3KR9t88lF/36PmK0oXLujGt76w\nBAdvuAez1t+Dgzfcg29/8RLMP2s+143bD70Oef4zjz6Eh1b8BGvX9mFaQcXZZ3djyZe+4Rm7/MfP\nsGrjdE6RY/sK2Vamnt4+9Nz0I2y97xZ85Movu/MhgMhHR9iiUDdxxcc/zG27OvJdp3syySnqYUl5\nGB9Uwxhhx2AFR00vYiAsmJ35IVnEyUcBYNOeEnKK5L4uig6nBWaSk53F3pKGqfngigCbVUjloxWD\nLViiw+sfe+hBbL13OX79eBEPrlBxwlGHY1/hpMDraF8Me4FrBj+jsF4ozspTuLZcjM0p9MhHGROa\nVshHJcFrsVwxvMc4o0ip9DIqIpWPGmOeUUihSCIkIXjuxrlREqv/0drL5FAlMeVIimijGVGoLVj4\nF1VEx931V3f8lhzL+27hbqMRMxcWkiNhbTancKxA87DMlHIKyTYlJ5IiPQaKWrHzjLImOughGqvw\nevb/k/BCFghTuD8UheMR9B7fioUeus2ki3WKJGKQs4gfhWbnRB73UWb8UGWnKPQxYn6mUOcUMjxV\n2YYdQwkjKZL1YPb09uHam37tupzuAPBa7614a6iKz595eOj72B7MnCLGZhXSGDga26SccQm6EFT6\nFDIyhp1Cz7RsaIaFD5+3ABlFCihw/ri30+MV4n73yUiKxrFjqIK5M9uw5qWd3OerIRV31ulficJr\nu0dw1Iyiu4IQ1W/zPC2o6mQK95T0QD8hUOsptG3bKQrVQHg9r5gEyEXy/WW/xpzzLoMFctJufngF\nhmcBtn2mp1+ESkVVWWCYwnRkUbJjqBJWTAt2cICTJTFgNMMahwiCk13YAvnoUUce5pEUB3sK67ux\nh0GRBOiWPb7ko6LAHVDi3Cgtq1Yojac+EUUSIaVYGMXJ6qjzJwCu/FqVRGj0WFr8wadZMxdRFGA7\n7qOtkEC1GnRhqh6mMHFOYYryUVUiTL+/h2YiITancAwKj4kkHx2Le50oEvZkgp5yHoynsYLivr61\n2HrvTfjcc79Bmyqm0udNUW+/oioHc56T9BRKzfQUSjS8PthTOFgJuqQHmcJk80aqCIlDlLcFi6Ur\nV8M+zbtwnXvvp/BE33IAl7qPBXsKa4qaJFmFVcNCRpFiF8qp+yhQm0MKgsAtkNeufs7TFkbRLFO4\nH9wiGsf2wSqOmlHEYNlwJ2UswoxmsjLfJp7Fxt0jePvMNvd1lA7PPvlr7Fyz3KXDFy7orslHG2IK\neUWhhBHNRNUghRMtHihTFmU0s3TlasB3keC0JRh++UmP1hmgF7IAVZLcojAtAwVFJNELPMdS66Hb\n0XX0vMB7/KH3VZ/LKmULm9XP86D6dPw891EATbMwtG9ypEqMZsYDFEnkFhJxbpRmCxjbNKDKQqoM\nZtxkmeQUkn/zbuiqLEIEObfaj5qHLffe6N0Ax8G3XohOLMZElTXSyUKaQfNZpqcwTfkoZQr3t5zC\nWiTF6H/2RJKPjgVITuH+IR8db6Dsz5zzLsPA8RcF2iSaBT2362EKG+spbIJdEhn3UV9PIQC+fNTH\nFCYZd/zvC0PS+2vYwnXFJN8l9H1mLcIjSVYhbSeKWygvZGry0ZIW7f0RVow2yxTuX6NSndgxVMGc\nKTnkVYlrHBNlNBMnH31td8kpCmuvW7igG1/+16tx2MJLPf02VcNyLKPrZQr58lFyshgYrhooOoVD\njjlxy7qJLEcWC4RfJJIsBcxmNJNIRVVJqMlHU5JFUaaQFtO71twC65E7cfCGe/Cvl30cM9/+ruB7\nRMF1GAWc34+5qKju3bTT7yl8beOr0FmjGV9PYZbpbWwGNJh2eDwxhZLAlYzFRZCYjNHMeOoTIfLR\nFhjNRPQUmlbNaMa/wqlKIpZcdD4G+m5G2+EnoOOok7H1T8uw+df/jdxDy9zFpWYguT2FE5PBovJR\nuw75aNKeQtO2U5NEKk6uq99QaCIh7Li54fVjUBXGmTmNJ4xJT6Eg7lc5heMJUexPGkjDfTRJT2Ez\n9yOP+6gvkgJA0H1UFlxlB5Cc2cskIGSA5EVm2MK1IgLb9lXcv9njZ9uOoQ5lChWJK+NkUTEsZGUp\ndqGcjaQo6QbyEXO8rFJrE2OR9LuHYXzMKscI2wcrmNmWxZScgoGyjg6fY09YCCTtNQmDbdt4zccU\nUlQMy5V2UilmRTdRzMp1R1LsLemY0RaMOKBFLikKyXfKKSQAtT2roBphNBN6kQjAvoqBA5nHaKYa\n65DY7AlJIYu1kPaFC7px1AYF7z96Jv65+yhsH6xg+Yong+/xyUf9TK974zJtSGq6g6MsABWf0Yw/\nkoLuYzNQHffCkaqJ/DgxmiGRFMHjSQuVb/1yJTQLOGxqznWjtGwbAsbfyn5Pbx+eWXUL/mNNAV0F\nObW4ByB8ssy6j/Jkhaok4owz34vDHnkd9rq7MUtRoB7aiVOOOQnf+NpXmto3ClF0egotb/jwRIHs\nmPWkOfGlOYWqLCKtNSTVkX/78yj3B4xleD1VYEyEonAsIIlkbJ48Pukjjv1pFm6/bNKcwgaYQtPH\n8NULmbqP+uWjLlOoBF4vOjFIxFQwmUJFTVgUJjU8DGvrOvHU92DT7hIOmpoPvIdGadH7XJYxdgxD\n1TCRkcXY2KZiRsJre2pMYdQcL6dIXPlomMIxKf5ui0LLtvHWsIaZbRm3KDzE9xr6Q/qRkUXuj0Gx\nt6TDBjCrPYuqbwWhapiwQX44yh5VdBPtGTmgA4/D3pKGt88sBh7PKzK2D1YDTCE1tKkY4fLRsJP2\nmJPPDBjy0Ew1Vaoxp5qRnvuoYXoLPMrmhunPFTH4Hk9RKPFtk9PAccccjYc27Xb/9vcUUhlr80xh\nzWimOE6YQkXi9xQCpDDcN/Vt2Ly3jK8vOMp93B8dMB76RKgMqLP7MygjvbgHOphHGc1YIUYzABkI\nK7qJ8oy5uPe/Lm8JQywKtUiKZhcuxgKCICCjiKjoVqo5hRWDTKTTjKSg8tGJyMgCSXoKR3Fn6GfH\nsPHjCWOVU6iZ1pg4w6aN8TBWsIhjf5oFjehKOmehagQWsT2FTcpHqQrL79dA2T8/Uwg4BZ6zUMEz\nmuHB34sYhqTkRFiM0oviQXht9wjee2QXAO/xY1lCgJAwcWkEtGVr4Vn8z6P7UWRyCuOKwnyIbLXZ\nFq7xMascA+wZ0ZBXJWQVCR15BQOcWAoihQxzHw0/CTbtHsFh0wrc3kO3MGN6zqqGhbaGmMLwnsKy\nZjpFoezsc21Vwc9isQi7SB6szAzIRxkLsW4AACAASURBVHWnOGODSNNiCnlB9IO0KDT4NxDZF/RN\nivra95Sdm08rjGYIW8r2FFqeyIhsWj2FznEpaSZmtQdZ4rGAEiO3JLmZ3pU0Nrh+vCCuCbxR0ME8\n1GhGJFJaANyiTJVEbNg5hBnFbMskwzSSQm8ykmIskZFEVAwztfD0jCxiRCNS+1QjKQyr6b6P8QhX\nPjqG7qNpGkTtTxAFwsbsb4634wFx7E8aoNFfSUCM/+ojGPyFTr3whtez7qNk3uPvKQQc1YRhwZBE\niGKyGKiMM89ilXY8JJWjAnyX08qzW7HuzX3c15N+wtq2cwl7CqcVMqGfR1H09RTmI3oKs4qE3SPV\nwONhdUtS/N3eIXYMVTGrPQsAmJJT+OHsIcVHVomWj27aPYJDp+XdyZ0/JgGAGy4PEOauPas00FMY\n5j5K6OxhzXSLwmBPYfhP788ay8kiOrJKIKuQMnYZWWyB+6joHjfTYfeGq+Tzq2FFoSh6mMKK73Vu\nM3QLcgo3vPA3bySFz2gmI4sQkC5TOG56CmOYFOqGy8K0vY6O46FPpFUyoDgTDMLSOfvA6ymURTz3\n5mBAFZDmMZMco5mJ2lMIkONU1s3ErF7c8SNtAiSnMK0FDCIftdx+7ImIuJzCMSkKXTZ+1D+6boxV\nTqGxn0RSjIexgkVYpl6aGa1Rapzga4Py0bhj5i906oUsidA58lE63/G7jwI1plCvY84oCEIiIx29\nyfvrYdMKeG13yf2bPX6k/7K27ZwieebzPFQSSjqLGRnDzlyppBkx8lEx1GhmkilsADsGK5jp9ONN\nyakYKAWLQn9RQRGVU9jT24drfroCiizhqbsyKGePQMV4D4rOSVRhCjOKqmGiLZtLlL/CIpQpVIj7\n6FBFZ4rC2gkUJR8NQ0dO5jKFiuxcpIzRjCKn4T5Kem8AuMd6kJGPZjg3kWB4vZetU1ooH5VFQK96\n3UdZNlYQBGQVqWlpHp14DZb18ZVTGMcU+opC4ujY6j2rD62SAbmRFGFGM4LXaMZflCmSiHVv7sP5\nx85qbkciIDoOqJY9MXsKAcKoVvT0JHIZWURVt0h4fZryUYPIdPc31sYtCsfga03mFEaDOnNP0PWe\ncY8o9icNyGIdTCHHaCYOzWYoy07rjl+FRedpPPmoq5qQ7cSsHlBzmo5iw5olJ1555jH03nIrzu/r\nhCraOPWYw10JKZtR2NPbhxt/uRJlE7j/5myoB0HVCPfxYFHwGM2YkUYzYQylZtqTkRSNYLuPKeQF\n2GuGxWXUwoxmaE+SfPoS2O/+ODbPXYRdLz6OP9xXsyam72M1yBXdYQoTykd7evtw4eVXYd1vl+Jz\nX/mXgPVxXpVR1k0MV/lMYZR8lIf58+ejg8Om0guPDSKtZ9UnCqSnkGyTHrMhRj7Ku0GSos/nPupj\nCl35aMqTh3nvfIdHskGOsXcfc4qYTlyHJGKgrHsK3rGEJAqRA0qe45Jl2t4J3HjoE4lzS20Ubnh9\nqHxUYOSjwZ7CjCxi064RzJ3Z5nk8zWNG+xrTkn+PBVRHIp+U1UvSU6g5kqg0ewp1c2LLR8OO25ga\nzUzmFEZCFEhP4f7AFI6HsWK0UTdTWG9PYRryUcvyqLB6evtw9dVXY+t9t+AzX/rnwDyV3F/rH3OI\nh0UcU9i4t0VPbx+uXfZrzHr/pdhx9Iexee4i3P3g8+7+GxbZXzrfN969GMppiyOjSKJi4FgEegoj\n3pNT+a6nmmlOhtc3gh1DLFOo4PU9pcBrNMPClFww8iEsp5DXk3TAuZfh1lW/wcc/9H4AcDMJWbei\nqmGiPRuU2PFAT0T71CU44O3AVgTNMGhO4bDG9BT6jWbqXEn4/9s78wApymvtP7X2MgsDyDpKIkhU\nRDSKBhRkgpiISbxI1BA0Gg14v5jN3CxfSCSAxpj46Y0mLknEXQnuYpaJcRgGN9wjSFSMARWBAWEG\nmJneqrrq+6P67a7uruqu6q6e3s7vH5iZ7p6a09VV73nPOc9j1T6qqHpSaCZZKfTIlNlQH2WVQg1N\nPhEHE+2jdrYXVj6F5t2ktEqhx3NTkpA9U5h5EfBLQtEzhex3GUlhZXx8JSFf+2i2Olem0EwlYDdP\nW+wOMDvXcvoUmi0pMs5tSeChAzhyZJPFs72BJaZK3PvPxmDhS7SPejlTyHwKvQqJLBiqykqRu7mV\niFABM4WVdk2pFJiYRy0khfWIMVPo3JLCtU9hseqjGV1Y5nVqK4CPkL1OTYpuuVwzmseV7CjGBzaf\ntgCrFLrRIIio9jZwZhp9QjIpDBeoPlqs2GNt3ZVyMH/Rd9My+N0HIxhlnimMZFcK7WbXmCxupuG9\nvRFm+mvyHNIy/IiiocknOVJVcuKJwxbhAyahGfMJlDnvlo+uri7HlULvZgpTSqLRRHKuJHaVcgnN\nmCuFVpYUSrw0M4Wb3ng9GYP2jk787Y7/xc9/viztvDPaR72oFHJGUlgp5vU8n/OGEpTFrJ57LcNk\nvFLmRDLnab1oCUq1j9rPFMZtLCnaOzrx9zt/g48778Ul30nfbfUyZjwH6Lox/+z1Z2OwkIXETKHD\nj5iTmcJIYqbQO6EZDoqqV7X6aL6ZwnLsKYh5PmOVRLlmCo320cqPTz4q5V4xmBiVQmfXC0nM9rzO\n61PosXm9k3WqL1FMcF0pdGBLUUzHSz5tAaNFNr8RvZmo4mxcICAJRhtuQjciX1JoVUgqJiEG6qhS\nyEq7gLHw290XxagmU/uoxUxhNG5tScFzXLI6Zk6u7GaSRC69rXBIQEomaLquI5KoFDrZ3XFyIqba\nR9Ws9lFN122TqlzYJYXNfim9UujRDrghGsPaR433ocknoi+i2vpHsr52hrUlhZYwry/BTGFcS+6Q\nNbVdhBCAEIwdslf/uQmvd/4TH7QH8GCzXJT/ncTz+Lg/WjGVQjFfpdCqfdTDlrxKJ1XFsP65YRxv\n/N9sXs/OJf/MC+GHdxYZVrDEVNGq11RdFr1XH40qGuI64PfoXBV4w/ojohTX4lOJsM+zV/F3g1uD\n73pD4KhSWM2IPO94Q7mwSmFxayK2ia9qOvyi4GidKokpex5XM4UObCmKac/Ppy3AxHTcaBBEVGeF\nGI7j0OAT0B+LI1zgTGGxI1y1dVfKg3mnovtgJCnpb1hSWM8U2mX3fsnwsDKzeME8aC88kPa9Pf+4\nE2ef9fnk16zqxSonqmbsQgckwdEH2cmJ2JBoH+2LprzsmNBMVNHgk3hXN4e2tjbr9tG4Blnk0mcK\nPZqVYb43QCK5k4RkC6ndTkimeX1EjWerj7JKoccL31OnfQYxVbPcITs4cjL++GQXWmZfjPhJ5+fs\nPXeCKHDQYa3oVQ7yVwqzL16ZlhS1PCeSr4rB8ybzetMOZ77dVi9jxlpYnZoIVyKGf6xzg26nM4Ve\n2qdwnHG9DFVxUmg7U8jltl4pJdXUPlo2n0LVuYdnJVPL9wo73FQK5YSYlZnSzxTypplCZwkTS16V\nuO5KKTSfJRxgreLtlHzaAob6KOdKgyCiOB/ZYmIzA7Hc2h8BObt9VE8UfYq5h1fGqnIQ2blrN+Z9\n4zvY9OFB/J/XHsJlX52H6afOxAELn0KjImX9pqQUSFMzh3PnzMaevihW/OEeHDO2BTIPjJp+Gk6c\nNiP5mIgSR0tAThN98Yl8UlEpH048cSTBsD/oHYglVZ/8ktGr7LS3OZMhFmI8yfZRIdWu4FVbFBOF\nAVLJeZPfqBTa7QIxrxzAqLK033EvXh8SxPCgiMUL5kEShhsXLk3zvM2IeTXyFjtkB999Fa1nfzft\ne8X437G/3Y1YUCnJVyn0iXxKmSxxY8u0pKhl8gnNmNtHY3EdwcSds1QWGXbHoDFLiip9Xwz1UXci\nWrkwzxR6mWyIPIdQTK3a5NuOZKWwDL9bTNzzqBJmDc8ZG4nVkDQT2Rjqo86FZtyrj2pF6R2k1EeN\n5NLJOpWted2OHDmbKXSXaJpha7Kf3/Yn6ByPT7T407QFlMSIhVmDYPPufrQ2y/iRjQaBUdhwdjzM\nqzAUi+cUE7SqFKqJe1Uxa6u6Sgr7tm7CwMEI1LZzMPao1PDrMk1Hf4xPW7QCud9IOwXSaafMwPSD\nw/HAxScDAK54dGOGobqGccFU+2g00YIqOVBUAvKfsIwGWcDu/miymmQYXcYMj0KHJyejq6sLs2bN\nghrX08RblMRAqyTwyeHYYnZozEimqh/zeJEFHgcjqn2lkDeeY9fCedhx06EcNzZx4fJ2QfbqSxsQ\ni4tostoh460/2IUu7iWBR1ASKiapEvNYUnAch0DClqLZb8Rd07JnCmt1BzifKqNZaMZcKcy32+pl\nzHjOqN4aQjPVmazIIo/eUMxxW3W++DGfwriHM4WAcZwD0ThkD6x7yoFd3JIzhWWqFFZLwlOOa105\nlWG9ppbvFXZIAufKksLKp9Acs/aOTty++gkomlHV2yePhyicVvDxJdVHteyEyU60jR2n28qWk5nC\nYrUt5s6Zje7G8QjF4vjWaRMsfAq55OPmzpmN36z7N4YGJcz9zCctX89NMYaJzYSV/DOFmUmhnV2b\nG+oqKTz48pNoXXBl2vf0aQtx50Nr0HT8ueiLqGm+f7kCzOZNMgll7FRnehpG1DiGBuTkjFUkYSTv\nE53v7sydMxuvqWNwzJhmnHNcq+VjgrKIPX1RNCZOKnYCGWVs9zvpf1+7Djueugtnb3oMDZKxExSL\nj4SUOPbekL16YiGYK4VRNQ6fwEMSefRFFNu2XtZyatd2t+XZ+6F+5UtZBqteIHDGgn7xgnn42S0P\nQDgltSOGnu2WzynU/04UuIoRmQEMT8l88WRzhc1+o7JeX5VCLmdlmiVkQPqmipPdVq8wKoWo6plC\n1j7qlU4OW3wY86/evCZgbOoM1GClkCUc5TGvdy7ZX4+kWtjLfCCEa9o7OrH+/vuwscGHB5ry6xFY\nCc1kvl7mfaX373fg6c51OOuM0ws6Rja6Y/bwy+fdyGYD3c7AMYEaOzRdh+aBFzUrpGRiVArTX/uI\nEY146f0e29eKuhB3bPCl2kdzzRT6EyNhuq4n57hjqlZwhZRRN0nhuC1rII07DNmTg0bFhnkVmpNC\nO/VRILEAsTCwzzQtz+x/jqoaWoJSsrIWSczLWXnL5GLfQAzDGrKN6xkBWUBc17PM6yOq+/aqsKph\n2W2rMOqMS9ADoAdG5W3ccdPx+aPPTjt2r2aSzJVCNlPYKIvoi6qI2rSoskTSru0OHF8yn8LPzjoN\nv9j0LObOmY0P94Vw/T334qjRQyDzwNkLzsafX/RucS/xfMWIzLR3dOL2369GSNWw+fGg7Q0r08A+\nniHzX8s7v6LA5UxU0ttHU9ecfLutXs8UJi0pqlh9NKLGHScl+eLHrIc03buZQsDYROmP1uBMYbIa\nNYgHA+Ma9Lv7HsX7u/ox/1+PFSXiNRiUx6cw8W8NJM61fK/IhCVwjbO+BhXOxMbY9dvc+WaOmdWm\n+aFnfgN3PLim8KTQxrw+F5LIFSY0I/KIxe3t21jlsVjBK7/IJzv6zPEzKoXp1+4jDmnAqlc+tH0t\nNzZwjbKIgZia15JC5HmIPJ+waDMeR5VCFzy68ibMX/RdWNVsZN7awD6X0Ixd+2g4lpkUCmnJXlTV\nMDQoYW9/NPk1qxS6UYzaF4rhkAaf7c8bEsdgbh81KoXu20ftKm//euY+SBfOSzt2r0yZmYQ2e02f\nyKMxMVOoqBoaLPwj2W6VXdudAN3kU+jtgkxOVHp1XcdRJ34GXxQPw2++fFzy51M7Oj3zv5MEDg0V\nIDJj3nHMp46ZKTaj6bWxQHGCwHM5ExWRN6p0QPamSr7dVq/gE+qEAlfcPEI58SVu4l5VqtiGXlz3\ndqZQFnnsHYjVXKWwHGIv5mvQmMmlVeitZmqpfbSecOOFZ0YSeCiqDtGiblCKWXXWpeWmC8snCClL\nChfVrXzto4auRfHneS51z8y/8fDhDdi+P2xphcEU/51YUgCsUhhHKI/QjHGMPMKKKSlUi//ba+uu\nlIdcakFWthS5KoV+Kb0tlGHIyKZXCplKKTs5hvhT6qOG0IwASeBcJYU9AzEMC2YnRoygLMAv8cnk\nh/kUmk8gp3zcc8Dy+5rOQU70upt9Cr2rFLL2UeMD1ewTcTCSQ3004ZVj9z4ff8ppiUqh9+2jz6xf\nDz7x+/f1xzC8Mf1q7KX/nSTwOQeQBwsnXkSMoCxgwGRgn2lJUaveU+0dnbj8+z/G++13ZXmlMnjO\nmCls7+jEE3+4AddctcL2sWa89imMKs53eSuRZPuohz6FUTUOTfPW/47Nj1drpdAubslq1CBKzbi5\nBlUK5fEpNM61avBxzEet3iusKDSBy5wrNMfMjZWCU5Lqo5rzThMpIVAYizs3W2/v6MTjf7gB11x9\nle09shDLNSuMpNCIYdpMocXcvV8SMKrJjw96QrbH47Ry2ZhoHw0puYVm2O8Nm9ZVxtq4uLVh+csN\ngwhbiF/9xwcRUjRMGB5MVmxee+pt7M9QIGWzbFb4RMF6pjCW3jtsnilkJ0fAVDWJqBr8Ep+3T9qM\nruvoCeVrHxWTdhQA4BcFRBTNVW8zQ4BNqV43FjbmYzcqhcXfeMyeg1HVaLVq8ov4oDdk+ERazhQa\n3oZz58yGomr45vV34dPjhsGXqMxt1FtTlhQl2M1mF+K9A9GcVdxikYTcFhCDhZsbVlAWEc5qHy3/\n31BKnFYxeJ7Day89j6f/8Q8ETrsQUQx+xUPgOUTjWsUo2haCLBot8l4azatx3fB38/DzxjbNvFi4\nVBLJatQg/lmDqdBbzbBbcpV2htcthSZwuRRIFy+Yh5/87n7IMy5Mfm/n3+/AVUu+UfBxCjwHXbeu\notnBOsycGs2z+6l06gXQYH+PLMa43oxfyrZ8AGA7fjRxRAPe+7gfR4xoTPt+xOWau9En4GDYaB8N\n5EkKjQ6s1Pvsxfq7rpJCIFtViNESkC0tF+yqauYKoJmIEkfQdAL4TW2m7OQImE62KKsUumgf7Yuq\n8IlCzopfgyyk+dglhWbUOAIu20f/7+WXWgpejJsyHZLIpx274pHQjCRwyUSTzV02+yUcjKgISoKt\nJYWS6MM7deZpmPwfH/7yrZnJn7/V+a5JIcvbhKStrQ3ym89AUTXs7Y/hUyMb8z+pQCSBy9lrPli4\nuWEFJMM7k6FlCM3U4pyI09YfgeOwbm2H6zYhL2PGcxziJlW1akQWBE9nCpmnYESJe7qBwW7aXmye\nlQP7mcLBr0aVoupRasrlUwjURvtoLd4r7ChUbEwW0zvPzDGbO2c23tp1ADfccxdaW4IY3SRDP3Za\n0ZuPosAhosQdj+YwLQrFYbun0/upm8pjLszrdHP87HQzJoxoxHt7B7K+H3HROgoYM4Xb9oYS4lm5\nn+fPaHH14m+vu6QQgGWvbktAwseJOT9GrjK0X7RuH7VSH+1NJJvs5GBKjOx7fjFRbYunbnCZksHm\n4fl9AzEMC9pXCQFjByE9KeQLVh9lv/fKW1dBEAQcNsSwwbhne0PCp9BUKSxSCpgh8jwG4qkKa1AW\n0OQX0R9VIPLWlUJzdbEvqqDRJ2W9phrXES/BTCGQuMjFdXw8EMUpjcM9f33AOC/+dsf9EAQBGx8N\nlFVUwc0Nq0EWEMpoH62FBUounFYxeB5QdevzcbAqHmzRWIxXVbkxFJx1T6sh/oTRvNfqo+Z/awW2\nritW4MENg6nQW82UUxmWKBwn1g5WWNlSmJl4/Gdw2O4hOPvYsfjG9E/iG6teK/pYRd4olDgdQfCJ\nPAZiccRUZ+KETu+n3lUKecuZQtVm8/SIQxrx5Js7s77v1hu80SdiT3/E0cZ/IKOaGVPjRRdl6iYp\nNMu2hpV4VutlS0DCex/3p30vV4bvEwXLSmFYiWNEY6p10CfxiPaxBNA4OfymXuWIalQPJZN5vZVk\nsLlM3jMQw/AcraPtHZ148NZVGFB0zO9qwOIF83DStFMTM4Xu20e7urowd85sfOD/JASOw+JTDwcA\n3H77BkgCnxRZAbxUH+XS1EeHBiU0+USjUiiLlm29zCsHAPoiKpr9ouVrqpr3dghdXV2QRRmxuIZ9\n/TEckuP9KRR2XvhnGm0f5RZVcHPDyhzaNiwpUj+vRe8pp1UMnuPAQ7Ns0s5V8fDapxBAVc8Uspuh\n05k2J/HziQLCMe9aUoHqbx/N51M4mJ3thS6ay0k5fQproWW/Fu8VuShEbIwJzTAyY7Y/pGD88Abs\n2B+G6qLlMxcin6gUOnwtc6XQSSHB6f3UrZqpHeY1izl+zLw+k4/+9Soe/+Of8N5fh6YVcqKK5krc\nsdEnYk9fzNEoR0ASkvokgFEpLHb9XTdJITOJBxJiMKaAt3d04oY7H0J3n4JNjxlJ1Bmz23J6nWT6\nDzKs1EdZ+2hUMZJMc3YfSXzPZ9rZyVcm3xeyTwpZ4sBPX4gmpBKHJbE4woqcSEILO2mCkoCeUGru\nkn34ZIFH1CQ0441PoVlohs0USuiLqBgWtBGaMdlY9EXVtEqp8ZpcyYRmgFQf/96BKA5p9H6msFAl\nslLi9IbVIItp7aP1MFPotIohcBxmzJqNrs5V4KaXp+LBkp5qrl6xhYXXSqEhj9tHk0lhFcfaCoHn\nwGFwK4XA4Cn0VjNiGeY9ifKRr1LYG1ZwzJhmvPJhrytxmFxIAoew4jzBlBNjR067y5zeTxWPRLzM\nQjNmDPX69L+xvaMTv73vUYyY83V0J77HNuzHHnWCq0phg0/Ex/1RHNoScHiM5kqhu1ZVK+omKTQL\nwIRMA5zmqlwjUklUTNHgk0TbG5xfsjavz+VTyERlgnIqu48mKoUCbygQxjU9b5k8V/uoXeJw32Nr\nEDnyvxBWNNfKlWyHJCgL2HEgdQKyMr0s8FBULe17xSIKKUuKaHKm0FAftVPuM9pHjePoj6hoyqoU\n8gjF4p7tjJlpa2vDH99/GVFVQ29IyVnJLZRqFlUIygL29KXas7UMmf9a3Pl1WsXgeQ7HTJ2Go0Y1\n4Vd33oujxwxxVPHweqYQMDz0qhV2M3T6JziJny8hXuNlZwHbxa7WBNwubjzH1Y3NTDGUxaeQZgrr\nikyhmcyY9YZimDJ2CP72VjeiHtgYAIn2USXuOME0m9f7/flTEXYvvO7Oh9HdF8OkUY2W98iYS4sL\nO/y2M4XZ68fbVz8BTLfesP/xlce7ninMzCPsyGwf9WL9XTdJoTmbNlcK7ZKoOx56HL4TzrN9PZ8o\n4ECGMA1giMlkJYWmBNAnpgvNsBZVJmqgxLW8ZfJc7aN2iYOiGReKg2El7zyiHYatQMZQq8gnTUgB\n73wKza2gzJKi0ScmxXKcVAqbclYKSzFTyGFPXxSNPrEkC75qFFVgBGQBA4p5phBV64fnBidVDIE3\nRF7GTzkJ8y47DNefM2WQji4F+zhUa6ICpNoxvaxU+UQe+wZinquPVrMfpB0iz9V89b9aYe8LvT/1\nQabQTCa9IQUjmnwY3iBjx/6wN+2jAof+qOp4BIFVM93oUMydMxujjzoBtzzzH6xceKLlYzwVmlHj\naaNngLV5fa4NezYi5pRGn/FYpzOF6UIzxVcKq3cF4BJz4MxCM3ZvZlTLPfNhrgCaCWX5FKZmDyOJ\n3mJfYn4wrumGRUSitCwn/KsWL5gHbLD2UwSQ044iV+IQkAzRG7fto8yjJZjYwWCwXnBz66viUT+3\nsdNlqhSKPHiOQ4MsomcglqNSaBaayUgKE0mjVfm/WLq6uiALPHYdDJdknhDI7bNZ6TTIQk5Linry\nnspE4IzK6Uf7w2gdkr9lhOFlzNh7UdUzhQJTv3T2eCfx84mCpzYXgHFtk8TqjbNd3ASeA+Uc+SmP\nTyFrH63+N6ie7xVOyawUZsasNxzD0ICE1iEBfNAb8kR4z5gpdN8+qjgUmmE0+UT0RVXbn3ulgC/w\nhvpnLK5l+BRm/4251t2FzBQCzpJCv8QnRSsBZl5PlUJHmJOZiJJqH7V7M0VOz2kCaTtTmCHk4jcl\nj9GE0AzHcSaLiFRmzyqFc+fMRn9ExRU33gVB4DH1sBYsNpXJ9+WoFObqu77lPQG9IWcDrFYEpJSC\npK7ryROQDQwDiUFXT2YKjeoJkO4X2eQXsacvarkbYhan6bNoH2VJY7yEM4U790dKMk8IVKeoAiMg\niWkXL02vffVRp/CcYaWy40AYEw4pnZVJLjjOmAer5kqhr0SVwqjqbbs5U2yuNXiOKoWVSjlEgIjy\nYbRmWq9tAaN9dGhQxtghAby/L+TJ9U1IJFDOzeuNdaNbxfpGn4j+iH1S6JUCPsAUSNOLP6qmI5jR\nnpVr3R1R466qd0HZeVIYlDPURz2oFNZlUhgytY/avZnzF87HP/pyVQpt1Edj6SI25uTRnACyfmXD\nuzAlPMASyOkzZuLEHY3wiTyu/uIxOGpUU/I1e3LMFOZKHO744EXsDyuuLSlYP7VhK2D8LcxSQEjY\nQzA7Da/aR807XWymEDB2iXYeiFguXkU+9Zz+qIqxGVUXSeARUQ3RCK/FENra2vDEoxux82CkJPOE\njGoVVWjIaD2Oa7XvU+gUgecQVTV8tD+MWRNHOH6e1zHjea6qZwrZ7rDTxMTpTCHg7WJaTIhzVStW\ncWvv6MTN9z+GrTv7MH/zo2W1yql0yuJTWEOWFPV8r3CKWREesJopVDA0KKG1xY9n/7MPfo828gE4\nnk9k5vUxl3NwTf48lUKPZiSB1Do906cwM4lm17qlt/0J4Hh8osWfXHc/9PpHrtbcAs8hKAkISrnT\ns/aOTqz8w2qE48DT9/ixeME8xJomUKXQKWkzhSahGXMS9dpHBzB5dBO+dfkFGHfMVKx/eovt6/lN\ns4KZv8dsDp+uPppqFWW+gWZVVPMHORRTEZQFnHBYC175oCctKcxVKWR/k50twK4D4YLVRwOmpNAY\n5mUmzKl22LjuTRXOmClMJZpscdbkN7wHrXZDWJIR13QcjFjPFBrmqqW5MUoCj10Hwph2eGk8CquZ\ngGxlSVH9CxQv4DkOmq5jh8v24/SJlAAAIABJREFUUa8ROK5GKoXev6aniqYJG59awSzWNvqY8lvl\nENnwNdQ+SuQnl/ooG+MISAJahwTwYU8Ik0Y3WT7WDSwRc2NJoTBLCjeVNElATNWMNk6L+5WXlcLM\nmT0AUDXrJHbunNnobhyP/qiK78w6Ivn9qMuZQsCohuaqFJqvuRJS19xT22bjU8d/xtXvyqR27kx5\nMM8zZRrMz50zG4+uvAnTvvJN/Oa6azF3zuy8ZVifZO9TGJBF0+PS1UfZawZlo53OXFo2VwpDMWM2\n8aRxw/DyB73J19N1Hb3h/Ob1VgQkHgciakE+hYBhK8BUU83DvCyZVeIp0ZxiMVcKzXFj3oN2FxFR\nMARq+qMqGi18CiMet4IxjJlCDrsORko2U1jNBDPM6zWaKUzCc4YowJ7+KMYO8Tt+ntcx43l4MltS\nLliLudPNBqczhYC3Ah1youW+WsmMWy6rHCKbclzr2D2vikeGk9TzvcIpUkZSaI5ZTyiGoUEJHMeh\ntSWAvqjq0Uyh8RpOX8snGlZmsbjmqkOF4zg0+gT021QLvfLKBlLqnub4WVUKGZnWW+0dnfjdr3+B\ne393HeYv+i7aOzrz/s72jk68veaPuOu39s+xu+Y+17WOzOudwrJ9Xddt5V4bfSL6EwvXqGKtcMkw\nzwqm/x4to1KYah+NmjwC/ZIh3xtVtJTQjJj6IA/E4oaoyr//iSf+eC+2/m0YfAKw8Jwvwi/6C3rj\nWTJY3Eyh8beYpW9ZG+lALO7Zh9FcKcycKQTsPb4k3hCo6YuqaM6qFBoxL1WFShJ4HIyoJZsprGYa\n5PSZwriuk2dWAoEHduyP4JAGX1mTBaNSWL2rRjYDXopKoZfXjGpvH82kmq1y6oVaah8l8iNnCM2Y\n2R9WMDRgbFyzzhSv1EfdvJYkJNTgC9ChaEyIzbRYFEe8rRTylpVCu24zc7JqrubxcNZBwZ4z/PSL\ngRzPsbvmqnrx95aqSApvueUW7Ny5E7Iso62tDbNmzcKmTZvwyCOPAADOP/98TJ48OedrsGFRJa6D\n56wFFZp8YvINjeYpaVsJzWi6npgRtDavjyhaMiELSIZXYUSNJ/u5zSX/UEzF7ndex6/feAGjP3cp\n9iRe75rbH0DjxBMBnJbz77WCJZ9u+8fNPoXhWDwpMmM++WSBx0BM9UR5FDB2m6xnCo320dyVQh19\nkexKochzCCvxklQK29ra8MJT7wAAVQotMG8oANnqo/U8J8JzHD7sDaG1xXmVEPA+ZhzHleSzMViU\nYqaQvaaXi2mjUli9cc6MWzVb5ZSD8vgUGv/WQst+Pd8rnCIJXJrQjDlmvaEYWoLGOmpoUIJf4j0b\n+TH/mw9fgUIzgDFGZDdXqHjkUwgw9WnNYqbQ+vUbfCIGEseVq4PCLil0+hy7ay6nF6+8WhWXbY7j\n8P3vfx/Lli3DrFmzoGkaHn74YVx55ZW48sor8fDDD0PX7ZWWACQVeswiM5k0+ET0JVSNYqqWczjU\nnOwxoooGn8SnLSDS1UdT0rTBRK9y2kyhwCVVPEOxON559bmsE0Q89QLsefuVnH+rHSwhdds+ypAE\nHjxv7MRkmmTKIo/+qFqSSmEso31U5DnbRRozsO+PKskEMvkzgU+0j5bmtGcfRkoKs2GeP1ric5op\nNFPP8BxnzBO2lG+eEDBay6q5rZF1E3gpIuUvQaVQqjH10Wq2yqkXUuqjdM2tB4yus2zNCyBhaZao\nsHEch9YhAW/bR52qjyYtKdzbKDSa1uqZGAULb87zTHN4wFi72G3qNcoiBhLdhoV0UDh9jt0199hp\nM4u+h1fNncmc9HV3d2PMmDGQZRmyLGPUqFHo7u7O+Xw2CxeOqUmRmUwazZXCPCqa5llB8+/IbM2U\nE56EeqKKyGZUUuqjZksKIVUpVOLgeevjFIXC2z8B95VCcz81m4WMZfgRygKPgajq2WLH7DkYNQvN\n+MScs57Mi7AvqiZNQM2vWSqhma6uruSHkdpHs2EqtewCq+npC5R6nhNhGyCHukwKvZ8p5CBVcU8v\nE75ymr+5mSn0Kids7+jETb++Cs+sutXxjEmlkRm3uXNmY8U3F2LcljUY/fYajNuyBldViVVOOSiL\nT2ENtY/W873CKcZMYWrNbI7Z/pCCloCxYd7e0Yk3H/s91qz8TdHXo2T7qFP10cQxZq4lnWDu6svE\nrZppLpjQTPpMoX1hwcghjDVOIR0UTp/Drrmj/vU49qy9N3nN/eTkk5Kbo4VSFe2jfr8fv/3tb9HQ\n0ICvf/3r6O/vRzAYxN133w0ACAaD6Ovrw5gxY2xfw1wptJupM59oMTV/+2jmDoLVrCKfUPSLqppR\nFUwKzQhJoRnrSqEK0eYE8RX4nqfmGQtLKgGjwhmKxY1hXlN8jEph3LOyvSTwUDUNmq4b6lQCj/aO\nTvx25YN4vzeK+W9ay56LPIf+qAqe45ILutRrGklhpqm9V8gChwZZKCq+tUww4VUYlEVSHzXBFAHL\nqTwKGNeqajavF3keQo4ugkLwcqbQPGPSjNpS6axWq5x6geM48Jwxv0zUPrLAIxxTLH/WG1YwNCgn\nr0fB074GoPjrkeSyfVQSWfuoe2GYXLYUikkEsVhYUmh2D1ZzVAobfKlKYS7vQjvcPGfunNmYOfM0\nfPH3z+PR780CADzz5Oai1+BVkRReeumlAID3338f9913Hy644AKEQiEsWrQIuq5j5cqVaG5uzvka\nWz/8CMCnEFE0qJEQurq6kn3CbBegMXA4DoQVdHV14V/dOgIjWtN+bn58SNURVYW0n7dOmoqAJGQ9\nXoCGzvXPIKIeAl/i53u7NRzacgSiqobXXtqABomDLI6AEtfQ1dWFd7ZrmPXZ0/HsutQJ0rd1E/Zt\nWIPmocPQNv9C/N/LL8XcObMtj8/q64A0DgCw4blnwHFc3seb+6hZvIKygPUvvIhIHJCF5uTPlIiG\n/phRKXR6PLm+/jiiQ4n7EVM1CBzw/35zEx55fjP0aQsxCukXsEDiQ9DW1gaR59G14RXIXPYu2bCJ\nn0ZE0SBpYcv3v5ivX379DTzy/APYG1LRtv52nDVjKn78P1d49vq18HVQ9iGU2HV7t1tH88hD037O\nqJTjHayv/73FsL5hlcJyHY/ASZA8+vyW62ufwOM/772Hrr7/ePJ6bGPwtVdewYS5ny3q9ezmRa67\n9S4ERL4i4ufka/a9SjmeavuafW/QP9+84c9b7r+/WuNXTV9/aLF+Zby99UNMaOKw5ilvr0eiMAIC\nx2H9+vWOHj9j5mmIxTUc7B/AP197BUec6fz6un+Phr5hDZY/3/bhdoQDHHDSuILjx772Szz+9c6/\n0TYmlQTu2bsP/9rcgxkTso+3URbQ2x9BV1dXMrH+5nV3YVSQx6GHtGDR5RcgIPK25+/cObPx5qZN\naH/uLjS2DIPMA5+ZcWxyjZv5eKbzsXbdOpz+2c8iFtfw7ttvQe5+O+/fZwen5xvGqyB27NiBBx98\nEFdccQWWLVuGpUuXQtd1/OIXv8DVV19t+7y1a9eiY2AUrj17Ml75oAd3vvg+bvvKCVmPe+yNHXhn\ndx9++vmjcPdL76Mvku43YiaixHH6757F8//Tlvzeph0HcOO6f+POC6emPXburc/hnq+dhF/+4x2c\ne3wrZkw4BL9/bisEjsM9L3+Ap781EwFZwC/+/jaOGdOMc45rxa+e3oLxwxvQ1PMuVq5eg527dmNb\nbwiHnXNF8nW5F1dhxTcXOt7VueelD7BywzY8e0Vb3sfacen9r+J7n52IiBLH3S99gNu+8mkAwIX3\nvIwvTh6Df7yzG3deMDXPq+Rn14EwLlv9Ou6/6GTMX7kBQzY+gu1Hzst63Lgta/DoypuSX3/lrpfw\njemfxO3Pb8PD35iW9ti3uw/i4vtexREjGrHq6ycXfYwMcwWA4fa9qQcuuOdlLD3zaGx78xWs+P1q\nRDXg8GH+uja6bu/oxC9vfxD/6Ylg6qFN+OYF88sWiy/94XnMnTQal8+cUJbf7wVn3Pws/vvUw3Hu\npw/15PWefHMnrv77O3h00TSMGxos6rW+dOn30H109pzd6LfX4M933mTxDILwjhm/6cJ3Zx2B80/w\n5rNBVC6P/PMj/Pvjfiz53FFZP/veIxtx7qdbcd01V3t6PVr+t7fQsWUPnvt+m6PH67qOz1y/DsMb\nZNx14VSMbnYutLbyhW1Q4hq+aXGvuqr9bUxpHYJ5U8Y6fj07/vDcVvAch8WnHp783n+vfh2XnXI4\nThw3NOvxSlzDzN+sx4YftCVn2z9/y3N44OKTSjZWdPrvnsFji6ZjSEDCdx5+A1+dehhOyeOVvXbt\nWpx++umWP+Mtv1th3HjjjVi2bBnuvfdefO1rXwPP8zj33HNx9dVX4xe/+AXOO++8vK+R3j5qXSBl\nMrcAstQ1M/ElvPk0U04dVqxNKplSqTFTaLxmUBIwEFMNEZVEW6fh92e8XiimokEWkh6KY8aMTEsI\nAfdeUAFJyCmeY4d5Z4H5zSkZilFMaMazmULBiAWbJ3Q6gCvxHPaHlCzjesBoL9PhvOfdKeTT5YwG\nWcDTneuw7LZViH9mAcTpC7D9SKNd4rr/vbHchzfosM2EyNSvoPVzF2PXpPlYdtsqx3Md+Xb83MJz\n1T1TCBjXIafto07i50/OFHrgvVojKp1en3f1RrniZwi0leVXewqdf/kx25sB6THrDcUwNCB5fj0S\neXfq1Rxn6AwUYmWWq320kBlFO/y2M4XWry8JPESBQyThdqDrOg5GFDT7JcvHe0Fa3uKBHUdVtI9e\nccUVWd877rjjcNxxxzl+jXBSaCae5iNopiFDaKbJbx8edkLHTOqhYcUwnM/EJwmpmUKTAuiBiGIo\neiYWHGz2EEBy9orhhReUX+IL9ihkBGQR4Vgc4JAtNBPL7e3oBikhvhFV45AFHrzDC5go8OgJxbLs\nKAAk+8C9lt0nny5nBCQRjz32N8sEuv25u/Dj/ynTgZWJQiSrS4lQ5TOFgCFewHv4+WabeF5cMwqZ\nMSEIrxB4ztPPBlG5SEKqwJBJbziGoUHZ8+uRyPOuVUxlgUdf1L2VWZON+mh7Ryee+MP9WNfgw8pG\nqegupIAkoPtgBDDldKqm5/w7G2TD7zwgGwmlJPCerYutyNJCqYek0AuSSaESt1UfbcpICofnUfn0\niYbFAUv0QrFclUItrVIYkAXsDylJ8Rf2OMVkXm9OMIvd1Wnv6MT1Kx/ERwdjmP/KalcfFnMvf4Ms\nYECJQxY4C6EZbyuFalxLehR+3eEFTExUCq12ZlI+Ot5+QGulAlBqgrKAmE0C3dgybJCPpvwUu5lg\n/lx6Ac9zVW1JAbBKobPHOomflz6F7Hq7cvUaxDTj+rCoClU6vT7v6o1yxY/nOMcenpUMnX/5kRMe\ngAwWM13X0RtSMDQoeX49EgX3PrfsfuPekkLKUh9lnTeB0y5EDN4IefkT5vVtZ7Qlv6fG9Zx/Z2PC\nq3BEow8HIyqacxSXvMCw5zBEhWJ5/NWdUJdJYTBH+6g5485lfQAYrUURJQ4k5H0jNh6IfpFHRE33\nJAxKAnrDStrvkAQeUZN5fYMpKSxmV8c88zYcxX1YApIx2ApZsDSv99qnkLWPOr2AiTyX3AnLes3E\nsXmtekkVAGcEZQHQrb2T6jGBrrTNBEMpuboXjW7aR53gSyaF3rweqXQS5YIqhfWDUSnM3l1k62DW\nMebl9cht+yiQur560T5ais4bK5/CTI/uTBp8QjKPOBAubesowIpZxjF6USmsm6UY+zCEYvaVwrSk\nMJ4/KWQVQIad3QUzuo+oqUqhXxKwPxRLm/HzCTwUm/bRYrygip15y5wpHIipWYaj3lcKOShxDVE1\nnrTxYPOVf77zJjy68ibLv10SePTazhSWpn107pzZOPfUyeTTlYegLGDGrNOBDavSf7DhAXxm0uHW\nT6phijX99n6mEFU9U9je0YmXVt+CX159lSPPLSfxY7Y2ZJ+Sgma6iqNc8RN4DlW+5wOAzj8nyAJn\nOVPIqoRcCSrGosAXVCkUOM719bXJl50UlmKMJyAJiKha2jmXy5ICMAzsWR5hzBOWuFLoF9EXNVUK\ni/yQ11GlUEv8G7fN3M0nWjSPTyGQEpBJ/Q7rhNMn8ogqzKfQ+HlA4rE/rGCsyZtMMg0Hh2LZ84mF\n7up4+WEJJvqkA5JFpTAax8gmby42AsdB1433zU2iKfIcukMxy6SQJbGlmJs6+YTjkxYUhDVBScDE\n40/GxBGNuPbOezFpzJBkxTdQwp77SqXS2gmr2aeQdUM0t10EBd55AHrpU0gQ5UTgvPXwJCoXSbSu\nFO4PKxgayO6i8gKR51zPFPpEHpLo/pxs8ovoz5gpLEXnDROaMZNLaAZgXoXGc/oi6iBUClOttEpc\ng1yAmKSZ+kkKY6lK4agma+lbv8RD1fTULFueE5wJyJh/x5BA9gmQUh9NVR+DsnHimKuRPlMf+EBG\n+2gxFPthMffwB2URvaEwmnxa2m6JJPBJn0Iv4BIL1IGYCp8LcRyjfVSxFJoRk0Iz3icgNOeQn6As\n4kBYwdgjjsPF3x2Pn889utyHVHaKad/x+pwTqnimsJDWISfx83k4U1gr0LWuOMoVP4GvjaSQzr/8\nyAKPmElohsWsJxRDS7A0SUoh7aOSwBW0ZrSqFC5eMA8/u+UBCKeYxnaKHONh5vXmc86oFNofc6O5\nfTSioDlQ6plCISm6Y7SPUqXQEaqmIa7pOYVmOI5Do2y8oTE17rp9NKzELb1WfKJxYimmllQmMGMW\nmmGVQl3PfZxu8XLmLSgJCMXiWQOtPpHHQNS7mULAaGUbiKp53wczosDjQNi6fZS1xnndPko4IygL\n2HUwgs27DmLK2CHlPhwiA55zP9tRKZRKATjZPloDi2mivuE5mimsFzKFZgCjm+Ka21fjQFTD/L8H\nPfcHFgX3m4o+kS/onhOQBMTiGtS4lqxOzp0zG1u6D+L3q+/DxJHNnnTe+CU+a6ZQzVMpbPSJGIix\n9lEVQ0pcKWz0Sdh5IAwAiMX1ooVmqnMFUAAs4w/biMEwmOeH1+2jfREVssgne7nZ7KEvY6YwFtcQ\nUYx5Pa8qWsXMIwLWPoWxePpuiSR4O1MIIFEpzJ+cpz0n8WG1nCkskSUFQHMOTjA2FFT8a9dBTB7b\nnPYzip97vIxZe0cnNvzpFqxYvtzRPF6lUUg3hJP4PfPMeuz4+50497+/X5VxKQX0WS2Ocs4U1kJO\nSOdffjKFZq773xux7LZViE5dAP+pC5P+wF5ez0S+sJnCQtaMHMelaYAwRh51Ii694ic5dSfcELDw\nKXRkSWGaKcxlbecFTX6ypCgI1hucS2gGSInNRONaWsJm+ZqikDSpBGCbcPpEHgciSppdBXucX0xP\nrGKq5mnrKMMrlamgLCCkxKGoGoKmVllZ5BGKxb1NClmlMI81SNpzEolfk8XuDM8ZN8VqnZuqdoKy\niN19Uezpi2L8IQ3lPhwiAZvHG/LZixCBd/N4g0kpFIDbOzrxqzseQuuZl2JP4nvVFheCYIh8bVhS\nEPnJFJr523OvQp9+adpjvPbElQqwpJALrBQCqRbSFpPS/NZ9/ThqZFNBr2eFoT6aXnFVHFhS7OmL\nAjDaR1tbAraP9QJmpadqGnToRc+/12WlMJeBO5O6dWJJYVUptPQpTBjVm1/PqlIoJ9pRQ0q68mi5\nyZwpZO2jaeqjAgcd8NSkUxQ49Mdcto8mqquNFpVCAJ5WYM3QnEN+grKAN3cewJGjmrLeA4qfe7yK\nWbHqxJVAId0Q+eJ3++onwE2v7riUAvqsFkf5fApRE+2jdP7lJ1NopqlluOXjim2vN2OY17tMCgW+\n4Bk4q7nCrXsHPN1w9otWM4V5LCkSCv2AITRT6vZRFgdFNbr3ilWWrZzMo8Qwf71QLE/7aKL066h9\nVDLM6xlhC8VQwKgGHgirafYTTL7XyrzeSnm0UmAzhUqG9K2cqOZ5O1PIYSAaxyGNztWy2A6OnQxw\nIcPQRPG0d3Tif+9+BO/vHkC0SUL7iIVUbakQSjWPN9h47QFYK3EhCMOu5R58+FQDDgmKns+TEZVF\nptBMqT1x2zs68ZvbV2NvKI75Tzc4Pr9kgYdUYCHBMG1PJYW6rhtJ4XDvkkKfZHTvaboOnuMQ13To\nem41anNb66BYUiTiYNhRFP+G1lWlMKLEEckj4NKQeEOd9Ob6RSFLaMbap5DHwYxKIWBUTsyJYinb\nR4vBeqYwPWmWE7LCxSofmREF3lAfdXHRYEmpXaVQFPiSyMvTnIM9rD1x/3HnovVzF4OfvjBrnoHi\n5x6vYlbqBUOlki9+9RqXfNBntTgGO37s+tsy+2KEP31uSebJBhM6//IjmTyvAWDapPHgLPyBnXri\n5oKdX9GpC9B02gWuzi9ZLGymEEifpQOAPf1R+EQ+rZ20WHiOg0/i8XRnF4D8VUIgITSTNK8vvSUF\nS0Iz1+SFUje3t4DEI6TEjdbMPO2jbKbQX4jQjI15/YGwklYVBIw5R19GpTCWrBRWZhGXteEqGUIz\n7IPtZfuoUSlUk1VIJ7Dqq90HlyqFg08ttCfWMosXzAP3YmkWDNUMxYWoBej6W3/IAp82U3jyCcfj\nfy45D7ufvrsgscFcFHN+yULxM4UMr1tHGQFJSHaH5JsnBBJCMwkLvMGoFJpH3ryoFFZm5lECArJo\nzBTmE5pJto/GnamPKs4rhUMzdjACUmalkEskhWpFtY+a+6kbEv6KmScg+7+X7aOiwKPfrfqowFkq\njzIkwb3BqhNozsEeJ214FD/3eBUztjBYuXoNYho8kfKuBvLFr17jkg/6rBbHYMev1tqg6fzLjyRw\nUDU92fbY1taG17b34oyLD8EdF5zo6e8q5vwyksLCNukz20e37RvA+OGNBb1WLgKSgE+fNBUA8yjM\nfbzp7aMqmi28y72kQRYRjsUdjbw5oX6SQolHOGYIzfhzqIo2+kR090WMpCdPgP2igN6wkvzabhbQ\nSArVtEphe0cnNj5yDz5s9OMvQ3xYvGAejj1xWqJ9tHJnCv2SMfcYUePplhSJWHmpPirxHPqialaF\nNfdzeDT67D+EhcgmE8VBbXiVj9fzeLUCxYWoduj6W39wHAdJ4BLe2MZacntvGIcN9V4Js5jzSyq6\nfTS1/t66dwBHj27O8YzC8CdGzwDDo1DII1TY4BMwEFWhxDXE4lrOzkQvEBLdcb3hGM0UuiEgGQmc\nLOaeKWvyi9gfUsBxXF6VSp+Uah/VdR0RRbNMYHyJ2UOWjJp7/PWTv5LswX722WeS7aMNUuXk6+Ye\nfo7jEJAEHIyoafODvpJUCjlXM4XtHZ1Y+Ztf4p+P/sHWU6wQ2WQn0JyDPU7a8Ch+7qGYFQfFrzAo\nbsUx2PGrtTZoOv+cIQs8lITYTFdXF7b3hjBuaNDz31Po+dXe0Yl7b/oV2u/+bUEesE0+Kat99PDh\n3v99fpHHCy+9AsBFpTCmJozrxaLVQJ3Q6BPRMxCjSqEb/JKAnoFY3gpcoyxi30AsmeTkwmcSmonF\nNfA8LBNJltSwf+16sP/0+OOInXh+xbWPZhKQBOwPxdJUo1KVQg+FZngeA9G4o5lClmjr0xaiBfZe\na4XIJhPFQW14BEEQ5YGuv/UJEy6Ez/j6w94wPn/0KM9/TyHnl3m9FkRh3risfbS9oxN//NMTeHX7\nAXy8tgmXXzDf03M7faZQy1tUCEoCYqqG3lCs5CIzjCafkbd4sf6um6QwKAnYdTCS06MQABr9IvaF\nnGXcvoSvIACEFfsyMROsYZVCux5sFVyyffSQBl/e3z9YZPbwB2URPaH0UnWyUuixT2FIiaeJ8diR\na9g5LSkU8leAC4HmHHKTrw2P4uceillxUPwKg+JWHOWIXy21QdP55wyz2ExbWxtuu+slHFYiI3W3\n55fT9Voumvwi/vXqBjz15ovQpy3E6KOAbrhPLvMRkAR8atKxAFilMPf6keM4BGUROw9E0FRikRlG\nkz97TV4oddU+um8glj8pTJRhnbQsGkIzRvtoOKZaGtcDhnm98W8icbLpwfbxSLWPVnClMCgL6I+q\naScg+6B4OVPIkjcn74XTYWdSHyUIgiAIopZhM4UAoOk6duwvzUxhIXghftTkE7H55edKrqxrnil0\nUikEgEafgF0HwyU3rk/9Pgk9AzFPijJ1kxT6JQE9oVjeoc9Gn4j94WxPQSt8opA0rw8rmm3Lpy9Z\nKTT+tevBXrzgv6BpOvqjldU+mtnDz47NvGPiK4XQTKIUnksYKPlYh8POklAaoRmacygOip97KGbF\nQfErDIpbcVD8ioPi5wzZ1Mm25h9daPKJFWN15oX4UaNPhIrSK+sGJAFvbH4LgLNKIWAogu48EBnc\n9lGPKoWVcYYMAkHZmCnM52PC7AzyBbe9oxM33PUwPjwQxfynGvH5Mz4Hv2Tdr51MChMJaa4e7F9u\n7sL+cKxiPrxWsMTa3L+crBR62T6aSN6cnOiLF8xL9qgn2fAAFl1+QfLL9o5OrL/vXmxq9GNVk4zF\nC+bVTEsNQRAEQRBEe0cnXn/4HlzW2YgWv4BxnxyPwyacVu7DSuJkvZaPJr+IuKpa/sxLZV2/xLvy\nKQSMhHXngQhGNw/OGFijT8S2ngF8wgMhocrNPDwmIAnoDSmOKoVAquXTCvOQ7BAYQ7K3rrofh06Z\nBuCkrMczSWBz9dGuB1sWeOwPKRXVPpo9U5ioFJr+HpYgeqk+yl7LyUxhvmFn9p41tV0EFYUNNueC\n5hyKg+LnHopZcVD8CoPiVhwUv+Kg+OWGrXWGzr4YfQD6ALyz/l6cJA0FcEKZj87AC/GjDc89i/D+\nffjwsRsxbv4Vph+4Sy7zEZAEjPzk4QAAVdMc+Vw3+kTsOhDGp0Z675to+fv8xtjbxBHF/766SQr9\nkoC4ruc0rgeMRMSXxzvFakhWnnEhtj1zH4DLsh7vyxCayYUs8ugNKxXVPpoJi2Gaeb2Y/b1iYTsy\nTi0pcg07ezHYTBAEQRCYf/juAAATFElEQVQEUalYrXUaZl2ELS+vBnBxeQ7KgmLEj9o7OvHL2x/E\nJ877Ifq2bsKOp+4C+j7GEWNHYMm3LvF0TeeXBIQVo1SoOqwUNsgCNh2IoHmwhGZ8JDTjGpZk5ROa\nAYwsP1ciYjcky/G51UedJDeywGN/WMmbvA4mmT38zEPRXBV8Zv167Pj7nbj4Oz8syHPGCrYj43OQ\nTOfDi8HmXNCcQ3FQ/NxDMSsOil9hUNyKg+JXHBS/3NitdUSxdmpAt69+Avp0I/FtGj8FrZ+/BK3n\n/hgjhg/zfJM/IAn499b3ARiVQifdcI0+EX1RdVBnCpW4TjOFbmDJoBdJod2QrMRZf18UeAgcZ6tO\nakYWecQ1HQ0VPFOYWSls7+jEr+58CK1nXoq9icd40ZqZrBR6cKJ7MdhMEARBEARRqZjXOn1bN+Hg\nu68CvADp4E60d3TWRGdUqTf5zaT7FOqOfK7Z+n2wkkI29uaFpkfdLIn9ibk0J22ZjT4xZ3Ct1EMP\nrrsHJ81os32OT+QdVwqdHudgkdnD35BUHzU+HLevfgLcdO9lgd3MFObDTvF10YL/Kvq1AZpzKBaK\nn3soZsVB8SsMiltxUPyKg+KXG7bW6du6CQfefQWtZ16K1s9djJHnLsGy21Z50sVVbgZzkz8g8Rg2\nwhCRVDUdkkOhGQAYMkjto40OBTKdULnlKI9JVQrz/8lNPjFncDOHZN/+z/sYUDm8tuFZzF/0Spaq\nZXtHJ7b97S787OUmDA+KOVUvWTLqpKJZLgKSAEngwHHGh6NUuzYiz0ESOPBc8RYSXgw2EwRBEARB\nVCpsTfOtK3+FQ7/8k7Sf1YqOghfqpU7xi6mZQiXuXGgGAJoGq33U712lsG6SwmAyKcxvNbHuvvsh\nCAI2PRawTeDYkGx7RyeW3Hw/hp56IYBsVUumBDXqjEsQAhBC7tZKWeAQlARPEiGv6OrqStudC8rp\nSXOpdm0kgfNknpBRzGBzPjJjRLiD4uceillxUPwKg+JWHBS/4qD45WfunNk4ZtUadFv8rBQtloPN\nYG7y+2UBO3d/DMC5eT3rphusSiGz0vNC/b9ukkJWecvVlskSuMBM6wTPittXPwEpkRAyzLsxblUv\nZYGvqNbRTNo7OnHdHQ9ha08E8998FIsXzCvZro3I51aBJQiCIAiCINKpdR2FUm7ymzHPFDoxr2/v\n6MT/u+Mh7NgbxiXvPI7LvnpOyY8z5a9efDGpbpJCUeAh8lzO9tFCbAvytU66ba2URaHijOvZrpzZ\nn3EUUknzim8uxIpvLvR810YSuOQsaKVDO5fFQfFzD8WsOCh+hUFxKw6KX3FQ/JwxmC2WtUp7Rydu\nvOcRvLcvjPmvPYGjps7AkAnH5Xw8i3krgI/grR+2HV4KzVRW9lFC2js6sePvd2H5a034nc1cXyGz\ncfl2Y9zu1sgCV1HG9WZyJc2PrrzJ85Ne4J2J8xAEQRAEQRAGpKNQHOYEbxiAt7ZuwnN/+D1aDhmJ\nlx4caZlDlMsPWxR4+CVvOuvqZsW97LZVGPW5SxD69LnYfuQ8SxWmQsrt+VQt3apeymLltY8yX6DB\nlAEGvJ8pLCXknVQcFD/3UMyKg+JXGBS34qD4FQfFzzlz58zGoytvwg8uOqckG/e1jDnBY0qun1h4\nJYZ87jLbHGKw18iM9o5OfPi3O/CLq1cU7RNeN5VCJ9l7IeX2fLsxbndrjJnCynxbBrNHvb2jEzfe\nvhp7+lXMf+a+nIqtBEEQBEEQBOEF5gTv4Luv4tAzv5H2c6scohxznKyiOfKMSxCFMy2UXFRm9jFI\nZGbvhZbb8w28Oh2Ibe/oxKN/eACKxmH+34IVkwixHv7B6lE3l+1bUPxJPhjQnENxUPzcQzErDopf\nYVDcioPiVxwUP/dQzNyTluDx1h1rmTlEOeY4vW5Zreuk0Cp7HyxFo0xYIiSecgFEVGYiNFg96uXq\nyyYIgiAIgiDqm7QET4tbPiYzhyjHHKfXLat1M1PoZq6vHORKhMqNuYef9aj/+c6bStajXq6+7GKg\nOYfioPi5h2JWHBS/wqC4FQfFrzgofu6hmLln7pzZWPHNhRi3ZQ2Gx/ej+8nfpj/AJocYjDWyGa9b\nVuumUlgKywQvqcZEqFTUur8OQRAEQRAEUbmwzsGuri6EVa0icwivW1Y5XdetV+A1xNq1a3H66aeX\n+zByMn/Rd7H9yHlZ3x+3xbB7qCfMM4VJNjyAqyrkQ0gQBEEQBEEQ5aa9ozM9YV3wXznXyrlyorqp\nFFY6ZDSagvx1CIIgCIIgCCI3XmqhUENehWDuXx799hqM27KmYipj5ehHH+y+7GKhnv3ioPi5h2JW\nHBS/wqC4FQfFrzgofu6hmBVHPcWv6iuFmzZtwiOPPAIAOP/88zF58uQyH1HhlEv5lCAIgiAIgiCI\n+qWqZwo1TcOyZcuwdOlSAMA111yD5cuXg+PSRVuqYaaQIAiCIAiCIAiiVOTKiaq6fbS7uxtjxoyB\nLMuQZRmjRo1Cd3d3uQ+LIAiCIAiCIAiiaqjqpLC/vx/BYBB333037r77bgSDQfT19ZX7sGqOeuqn\nLhSKUXFQ/NxDMSsOil9hUNyKg+JXHBQ/91DMiqOe4lfV7aM7d+7EE088gUWLFkHXdaxcuRJf/vKX\nMXr06LTHrV27tkxHSBAEQRAEQRAEURnUpCXF6NGjsWvXruTX3d3dWQkhYP/HEwRBEARBEARB1DtV\nXSkEgI0bNybVR8877zxMmTKlzEdEEARBEARBEARRPVR9UkgQBEEQBEEQBEEUTlULzRAEQRAEQRAE\nQRDFQUkhQRAEQRAEQRBEHUNJIUEQBEEQBEEQRB1Tc0nhLbfcgu3bt5f7MKqK5cuXY9myZVixYgWu\nv/76nI9dsmTJIB1V5bBnzx585Stfwb59+xCNRnHRRRfhrbfeKvdhVR0333wzbrzxxnIfRtVA5513\n0H2hMJzE7dZbb8W3vvUtvP7664N0VJUPXesKZ+PGjVi6dClWrFiBp556qtyHUzW88MILuPLKK7F0\n6VK88MILeR/f0dExCEdVHezZswdf//rXEYlEAAArVqxANBot81GVh6q2pLCC47hyH0LVwXEclixZ\nAp/PV+5DqVgOO+wwPP/88xg+fDhGjRpV7sOpOlRVxYcffghBEKCqKkSx5i49JYHOO2+g+0JhOInb\n5ZdfjocffngQjqY6oGtdcTz00EP42c9+hmAwWO5DqRpCoRD+/Oc/46qrrgLHcVi+fDmOP/74nDFc\nu3Yt5syZM4hHWdlwHIe1a9fiC1/4QrkPpawIy5cvX17ug/CSV155BUcddRSam5uxbt06PPzww3j8\n8cehqiomTpwIAPjhD3+I7u5uPPTQQ9i9ezeOPfbYMh91eVm/fj1OPfXUtJvXG2+8gZtvvhnr1q1D\nMBjEoYceCgD461//im3btuHxxx/Hvn37cMwxx5TrsAeNUCiEbdu2IRwO4+OPP8bYsWPR2tqKzZs3\nW55fXV1d+Mc//oG//OUv6OrqwsyZM8HzNVeUd8Wbb76JaDSKkSNHQtd1jB07FldccUXyXOrt7cWk\nSZMAUPwYbs67HTt24M4778S0adMAAMuWLcP06dNpQZrAfF/4yU9+klwMLVmyJPl/ui9k4yRuAPDW\nW29h2LBhGDNmTLkOtWKwutbZxW7VqlVYtWoV1q9fj+effx6TJk1CQ0NDOQ+/7Lz33nsYGBjA4Ycf\nntyUsFuP2N1D6o233noLgiDguOOOA8/z2LNnDwRBQF9fXzJumzdvxsknnwzAqGRv2bIFmzZtwt69\ne+s2boxQKISdO3di+/btmDlzJp555hmceuqpeO6557By5UqsXbsWuq5j/Pjx2LlzJ+64446avdfW\nxl+RAXPZmDlzJj772c9CURT89Kc/xVlnnQUAGBgYwNlnn43m5mb86Ec/wsKFC8t5uBXBtddeC57n\nMWXKFMybNw8PPPAArr76akiShKuuugpTp06FKIqIxWK45JJL4PP58POf/xxz5szBsGHDyn34g8LE\niRPR09OTbCuwO78AYP/+/Vi6dGldJjNWvPTSSzjxxBPB8zw2bNiAE088EYqi4JJLLoEsy8lzqaWl\nBQDFz4yT8661tRV9fX0IhULo6enB6NGj4ff7y3zklYld9YvuC7mhaqszrK51drHbuHEjrr32Wjz5\n5JMYOXIkRowYMchHW3ksXrwYzz77LH7961/jy1/+MiZMmGC7Hsl1D6kn+vv70dTUlPy6qakJfX19\neOCBB7BkyZKsmHz729/GkiVLsGzZssE+1IqF53mcfPLJydbbUCiEp59+Oll9veqqq3DCCSdg7Nix\naffaMWPG1NS9tiaTQnYBfvvtt/Haa6/B7/en9Qe3tLQkPySyLJflGCuNn/70p8n20QMHDqCnpwe/\n/vWvARiLpZ6eHowcORLNzc3JD8Dhhx+Onp6emk8K2SYD29297777ANifXwAwZcoUSmgSaJqGjRs3\noq+vDwDw73//G5qmpZ1L48ePx969e5OfS4qf+/PulFNOwYsvvog9e/Zg9uzZg3/AVQ7dF4hisbvW\n2dHW1oYrrrgChx12GLXyJeB5HrNmzcK0adOwYsUK/OQnP3G0Hsm8h9QTjY2NabO/fX19GDp0aNo1\njbCH3Wvb2tpw3XXXAQB2796NCRMmQBAEAMbm7K5duzBs2DDMmDEDGzZswO7du2vuXltzq659+/ah\nsbERAHD33Xfj4osvxumnn17mo6p82IcCAJqbm9Ha2oof/ehHWLZsGa6//nqMHDkSANDT04P+/n7E\n43Fs3boVo0ePLtchlx06v5yxZcsWHH300fjBD36AH/zgB5gyZQo2b96cPJc0TcO2bdvq+lxyg915\nd8opp+Cll17Ctm3bcOSRR5bp6CoT832BLdKj0Wjdigk4heLmDrtrnVXsdF3HG2+8gRtuuAE/+tGP\nknGud1isdF2HruuO1iP1fg+ZOHEi3nzzTaiqCkVR8Oabb+L4449Hb28v9u3bZ/kcVVVzbljUIz6f\nDxMmTMDWrVsxatQo/Oc//4GqqojH43j33XcxduxYAMD06dPx4osv4v3338enPvWpMh+1t9REpXDP\nnj249dZboWkaJk6cmNwZOfLII7F06VJ88pOfTCutE9mY21s4jsPChQtx3XXXgeM4DB06FN/97ncB\nAA0NDbjnnnuwfft2nHbaaXVxI7Nr/cl1flGrVYqXX34ZM2bMSH49Y8YMvPzyy8lz6aOPPsLMmTPT\nziWKn/PzTtd1cByHQCCApqYmjBs3bpCPtDKxuy8cccQRuPfee+H3++k8s6DQuK1atQo7duzAl770\npcE+5IrB7lo3ceLErNhxHAdN03D11VdDEAQMHToUixYtqnuBlfvuuw/vv/8+NE3DBRdcAAB51yNW\n95B6IhgM4qyzzsLy5cvBcRy+8IUvIBgM4rLLLsPNN98MTdPQ0tKC73//+8nnHHvssbj22msxcuRI\nLF68uIxHX37M17MzzzwTf/3rX9HQ0IAzzjgDy5cvh67rmD17NoYOHQoA8Pv9GD58OFpbW8t1yCWD\n080lIoIgiEFiyZIluPbaa8t9GDXFLbfcgosuuog2wQiiwgmFQnjkkUdw4YUXguM43HDDDZg3bx6O\nOOKIch9a1UD3EILwlpqoFBIEQdQz7733Hv7yl7/g6KOPpoSQIKoASZKwZ88erFixAoAxR00JIUEQ\n5YQqhQRBEARBEARBEHVM1VYK//jHP2LXrl3QNA2XX345Ro0ahU2bNuGRRx4BAJx//vmYPHkyAEOt\n795778WkSZPwta99Le11FEXB9773PZx99tk488wzB/3vIAiCIAiCIAiCKCdVmxRedtllAIDNmzfj\nySefxKJFi/Dwww9j6dKlAIBrrrkmmRQqioJzzjkHW7ZsyXqdp59+GuPHjyfBAYIgCIIgCIIg6pKq\nt6Tw+/0QRRG7du3CmDFjIMsyZFnGqFGjsGvXLgBGr76VKlU0GsWmTZswdepUUBctQRAEQRAEQRD1\nSNVWChnr1q3DWWedhf7+fgSDQdx9990ADInevr4+jBkzxva57e3tOPPMM7F///5BOlqCIAiCIAiC\nIIjKoqorha+++irGjh2L1tZWNDY2IhQKYeHChfjqV7+KgYEBNDc32z43FArhnXfewfHHHz+IR0wQ\nBEEQBEEQBFFZVG2lcOvWrXjrrbdw0UUXAQBGjx6dbBcFgO7ubowePTr5dWZ76DvvvANFUXDjjTfi\n448/Rjwex+TJk3HooYcOzh9AEARBEARBEARRAVStJcW3v/1tDB8+HDzPY9y4cbjkkkuwcePGpPro\neeedhylTpgAAnnjiCbzxxhvYv38/Jk2alBSpYXR1dSEajeLzn//8oP8dBEEQBEEQBEEQ5aRqk0KC\nIAiCIAiCIAiieKp6ppAgCIIgCIIgCIIoDkoKCYIgCIIgCIIg6hhKCgmCIAiCIAiCIOoYSgoJgiAI\ngiAIgiDqGEoKCYIgCIIgCIIg6hhKCgmCIAiCIAiCIOoYSgoJgiAIgiAIgiDqGEoKCYIgCIIgCIIg\n6pj/D6Vr1eA7vi9RAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10b8ee550>"
       ]
      }
     ],
     "prompt_number": 32
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Features related to occupancy\n",
      "\n",
      "This is a number between 0 and 1. 0 indicated no occupants, 1 indicates normal occupancy. This is an estimate based on holidays, weekends and school academic calendar."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "holidays = pd.read_excel('Data/holidays.xlsx')\n",
      "holidays.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>startDate</th>\n",
        "      <th>endDate</th>\n",
        "      <th>value</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>2011-07-01</td>\n",
        "      <td>2011-09-06</td>\n",
        "      <td> 0.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2011-10-10</td>\n",
        "      <td>2011-10-11</td>\n",
        "      <td> 0.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>2011-11-24</td>\n",
        "      <td>2011-11-28</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>2011-12-22</td>\n",
        "      <td>2011-12-24</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>2011-12-24</td>\n",
        "      <td>2012-01-02</td>\n",
        "      <td> 0.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 33,
       "text": [
        "   startDate    endDate  value\n",
        "0 2011-07-01 2011-09-06    0.5\n",
        "1 2011-10-10 2011-10-11    0.6\n",
        "2 2011-11-24 2011-11-28    0.2\n",
        "3 2011-12-22 2011-12-24    0.1\n",
        "4 2011-12-24 2012-01-02    0.0"
       ]
      }
     ],
     "prompt_number": 33
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hourlyTimestamp = pd.date_range(start = '2011/7/1', end = '2014/10/31', freq = 'H')\n",
      "occupancy = np.ones(len(hourlyTimestamp)) \n",
      "\n",
      "hourlyOccupancy = pd.DataFrame(data = occupancy, index = hourlyTimestamp, columns = ['occupancy'])\n",
      "\n",
      "\n",
      "Saturdays = hourlyOccupancy.index.weekday == 5\n",
      "Sundays = hourlyOccupancy.index.weekday == 6\n",
      "hourlyOccupancy.loc[Saturdays, 'occupancy'] = 0.5 \n",
      "hourlyOccupancy.loc[Sundays, 'occupancy'] = 0.5 \n",
      "\n",
      "\n",
      "for i in range(len(holidays)):\n",
      "    timestamp = pd.date_range(start = holidays.loc[i, 'startDate'], end = holidays.loc[i, 'endDate'], freq = 'H')\n",
      "    hourlyOccupancy.loc[timestamp, 'occupancy'] = holidays.loc[i, 'value']\n",
      "\n",
      "#hourlyHolidays['Datetime'] = pd.to_datetime(hourlyHolidays['Datetime'], format=\"%Y-%m-%d %H:%M:%S\")\n",
      "hourlyOccupancy['cosHour'] = np.cos((hourlyOccupancy.index.hour - 3) * 2 * np.pi / 24)\n",
      "\n",
      "dailyOccupancy = hourlyOccupancy.resample('D')\n",
      "dailyOccupancy.drop('cosHour', axis = 1, inplace = True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 34
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Merge energy consumption data with weather and occupancy features"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hourlyElectricityWithFeatures = hourlyElectricity.join(hourlyWeather, how = 'inner')\n",
      "hourlyElectricityWithFeatures = hourlyElectricityWithFeatures.join(hourlyOccupancy, how = 'inner')\n",
      "hourlyElectricityWithFeatures.dropna(axis=0, how='any', inplace = True)\n",
      "hourlyElectricityWithFeatures.to_excel('Data/hourlyElectricityWithFeatures.xlsx')\n",
      "hourlyElectricityWithFeatures.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>electricity-kWh</th>\n",
        "      <th>startTime</th>\n",
        "      <th>endTime</th>\n",
        "      <th>RH-%</th>\n",
        "      <th>T-C</th>\n",
        "      <th>Tdew-C</th>\n",
        "      <th>pressure-mbar</th>\n",
        "      <th>solarRadiation-W/m2</th>\n",
        "      <th>windDirection</th>\n",
        "      <th>windSpeed-m/s</th>\n",
        "      <th>humidityRatio-kg/kg</th>\n",
        "      <th>coolingDegrees</th>\n",
        "      <th>heatingDegrees</th>\n",
        "      <th>dehumidification</th>\n",
        "      <th>occupancy</th>\n",
        "      <th>cosHour</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2012-01-01 01:00:00</th>\n",
        "      <td> 111.479277</td>\n",
        "      <td>2012-01-01 01:00:00</td>\n",
        "      <td>2012-01-01 02:00:00</td>\n",
        "      <td> 87</td>\n",
        "      <td> 4</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1004</td>\n",
        "      <td> 0</td>\n",
        "      <td> 310</td>\n",
        "      <td> 4.166670</td>\n",
        "      <td> 0.004396</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.866025</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-01 02:00:00</th>\n",
        "      <td> 117.989395</td>\n",
        "      <td>2012-01-01 02:00:00</td>\n",
        "      <td>2012-01-01 03:00:00</td>\n",
        "      <td> 87</td>\n",
        "      <td> 4</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1005</td>\n",
        "      <td> 0</td>\n",
        "      <td> 280</td>\n",
        "      <td> 4.166670</td>\n",
        "      <td> 0.004391</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.965926</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-01 03:00:00</th>\n",
        "      <td> 119.010131</td>\n",
        "      <td>2012-01-01 03:00:00</td>\n",
        "      <td>2012-01-01 04:00:00</td>\n",
        "      <td> 81</td>\n",
        "      <td> 5</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1006</td>\n",
        "      <td> 0</td>\n",
        "      <td> 270</td>\n",
        "      <td> 4.166670</td>\n",
        "      <td> 0.004380</td>\n",
        "      <td> 0</td>\n",
        "      <td> 10</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-01 04:00:00</th>\n",
        "      <td> 116.005587</td>\n",
        "      <td>2012-01-01 04:00:00</td>\n",
        "      <td>2012-01-01 05:00:00</td>\n",
        "      <td> 76</td>\n",
        "      <td> 6</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 290</td>\n",
        "      <td> 4.722226</td>\n",
        "      <td> 0.004401</td>\n",
        "      <td> 0</td>\n",
        "      <td>  9</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.965926</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-01-01 05:00:00</th>\n",
        "      <td> 111.132977</td>\n",
        "      <td>2012-01-01 05:00:00</td>\n",
        "      <td>2012-01-01 06:00:00</td>\n",
        "      <td> 87</td>\n",
        "      <td> 4</td>\n",
        "      <td> 1.9</td>\n",
        "      <td> 1007</td>\n",
        "      <td> 0</td>\n",
        "      <td> 280</td>\n",
        "      <td> 3.055558</td>\n",
        "      <td> 0.004382</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.866025</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 35,
       "text": [
        "                     electricity-kWh           startTime             endTime  \\\n",
        "2012-01-01 01:00:00       111.479277 2012-01-01 01:00:00 2012-01-01 02:00:00   \n",
        "2012-01-01 02:00:00       117.989395 2012-01-01 02:00:00 2012-01-01 03:00:00   \n",
        "2012-01-01 03:00:00       119.010131 2012-01-01 03:00:00 2012-01-01 04:00:00   \n",
        "2012-01-01 04:00:00       116.005587 2012-01-01 04:00:00 2012-01-01 05:00:00   \n",
        "2012-01-01 05:00:00       111.132977 2012-01-01 05:00:00 2012-01-01 06:00:00   \n",
        "\n",
        "                     RH-%  T-C  Tdew-C  pressure-mbar  solarRadiation-W/m2  \\\n",
        "2012-01-01 01:00:00    87    4     1.9           1004                    0   \n",
        "2012-01-01 02:00:00    87    4     1.9           1005                    0   \n",
        "2012-01-01 03:00:00    81    5     1.9           1006                    0   \n",
        "2012-01-01 04:00:00    76    6     1.9           1007                    0   \n",
        "2012-01-01 05:00:00    87    4     1.9           1007                    0   \n",
        "\n",
        "                     windDirection  windSpeed-m/s  humidityRatio-kg/kg  \\\n",
        "2012-01-01 01:00:00            310       4.166670             0.004396   \n",
        "2012-01-01 02:00:00            280       4.166670             0.004391   \n",
        "2012-01-01 03:00:00            270       4.166670             0.004380   \n",
        "2012-01-01 04:00:00            290       4.722226             0.004401   \n",
        "2012-01-01 05:00:00            280       3.055558             0.004382   \n",
        "\n",
        "                     coolingDegrees  heatingDegrees  dehumidification  \\\n",
        "2012-01-01 01:00:00               0              11                 0   \n",
        "2012-01-01 02:00:00               0              11                 0   \n",
        "2012-01-01 03:00:00               0              10                 0   \n",
        "2012-01-01 04:00:00               0               9                 0   \n",
        "2012-01-01 05:00:00               0              11                 0   \n",
        "\n",
        "                     occupancy   cosHour  \n",
        "2012-01-01 01:00:00          0  0.866025  \n",
        "2012-01-01 02:00:00          0  0.965926  \n",
        "2012-01-01 03:00:00          0  1.000000  \n",
        "2012-01-01 04:00:00          0  0.965926  \n",
        "2012-01-01 05:00:00          0  0.866025  "
       ]
      }
     ],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hourlyChilledWaterWithFeatures = hourlyChilledWater.join(hourlyWeather, how = 'inner')\n",
      "hourlyChilledWaterWithFeatures = hourlyChilledWaterWithFeatures.join(hourlyOccupancy, how = 'inner')\n",
      "hourlyChilledWaterWithFeatures.dropna(axis=0, how='any', inplace = True)\n",
      "hourlyChilledWaterWithFeatures.to_excel('Data/hourlyChilledWaterWithFeatures.xlsx')\n",
      "\n",
      "hourlySteamWithFeatures = hourlySteam.join(hourlyWeather, how = 'inner')\n",
      "hourlySteamWithFeatures = hourlySteamWithFeatures.join(hourlyOccupancy, how = 'inner')\n",
      "hourlySteamWithFeatures.dropna(axis=0, how='any', inplace = True)\n",
      "hourlySteamWithFeatures.to_excel('Data/hourlySteamWithFeatures.xlsx')\n",
      "\n",
      "dailyElectricityWithFeatures = dailyElectricity.join(dailyWeather, how = 'inner')\n",
      "dailyElectricityWithFeatures = dailyElectricityWithFeatures.join(dailyOccupancy, how = 'inner')\n",
      "dailyElectricityWithFeatures.dropna(axis=0, how='any', inplace = True)\n",
      "dailyElectricityWithFeatures.to_excel('Data/dailyElectricityWithFeatures.xlsx')\n",
      "\n",
      "dailyChilledWaterWithFeatures = dailyChilledWater.join(dailyWeather, how = 'inner')\n",
      "dailyChilledWaterWithFeatures = dailyChilledWaterWithFeatures.join(dailyOccupancy, how = 'inner')\n",
      "dailyChilledWaterWithFeatures.dropna(axis=0, how='any', inplace = True)\n",
      "dailyChilledWaterWithFeatures.to_excel('Data/dailyChilledWaterWithFeatures.xlsx')\n",
      "\n",
      "dailySteamWithFeatures = dailySteam.join(dailyWeather, how = 'inner')\n",
      "dailySteamWithFeatures = dailySteamWithFeatures.join(dailyOccupancy, how = 'inner')\n",
      "dailySteamWithFeatures.dropna(axis=0, how='any', inplace = True)\n",
      "dailySteamWithFeatures.to_excel('Data/dailySteamWithFeatures.xlsx')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 36
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## A note for features\n",
      "\n",
      "### Nomenclature (Alphabetically)\n",
      "<p><b> coolingDegrees</b>: if T-C - 12 > 0, then = T-C - 12, else = 0. Assume that when outdoor temperature is below 12C, no cooling is needed, which is true for many buildings. This will be useful for daily prediction, because the average of hourly cooling degrees is better than average of hourly temperature.</p>\n",
      "<p><b> cosHour</b>: $\\text{cos}(\\text{hourOfDay} \\cdot \\frac{2\\pi}{24})$</p>\n",
      "<p><b> dehumidification</b>: if humidityRatio - 0.00886 > 0, then = humidityRatio - 0.00886, else = 0. This will be useful for chilled water prediction, especially daily chilled water prediction.</p>\n",
      "<p><b> heatingDegrees</b>: if 15 - T-C > 0, then = 15 - T-C, else = 0. Assume that when outdoor temperature is above 15C, no heating is needed. This will be useful for daily prediction, because the average of hourly heating degrees is better than average of hourly temperature.</p>\n",
      "<p><b> occupancy</b>: A number between 0 and 1. 0 indicated no occupants, 1 indicates normal occupancy. This is an estimate based on holidays, weekends and school academic calendar.</p>\n",
      "<p><b> pressure-mbar</b>: atmospheric pressure</p> \n",
      "<p><b> RH-% </b>: Relative humidity</p>\n",
      "<p><b> T-C </b>: Dry-bulb temperature</p>\n",
      "<p><b> Tdew-C </b>: Dew-point temperature</p>\n",
      "\n",
      "### Humidity\n",
      "Humidity ratio is important for chilled water prediction as chilled water is also used to dry the air discharged to rooms. Using humidity ratio will be more efficient and effective than using RH and dew point temperature.\n"
     ]
    }
   ],
   "metadata": {}
  }
 ]
}