{
 "metadata": {
  "name": "",
  "signature": "sha256:bedab400bf188d5cbf2ac9bfabaf893614b81625ee6a4794dde5e8ec0da6da58"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline\n",
      "import matplotlib.pyplot as plt\n",
      "import seaborn as sns\n",
      "\n",
      "# built in python modules\n",
      "import datetime\n",
      "import logging\n",
      "import os\n",
      "import inspect\n",
      "\n",
      "# python add-ons\n",
      "import numpy as np\n",
      "import pandas as pd"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pvlib\n",
      "from pvlib import pvsystem"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 17
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "systemdef"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pvlib_abspath = os.path.dirname(os.path.abspath(inspect.getfile(pvlib)))\n",
      "tmy3_data, tmy3_metadata = pvlib.tmy.readtmy3(os.path.join(pvlib_abspath, 'data', '703165TY.csv'))\n",
      "tmy2_data, tmy2_metadata = pvlib.tmy.readtmy2(os.path.join(pvlib_abspath, 'data', '12839.tm2'))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pvlib.pvsystem.systemdef(tmy3_metadata, 0, 0, .1, 5, 5)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "{'TZ': -9.0,\n",
        " 'albedo': 0.1,\n",
        " 'altitude': 7.0,\n",
        " 'latitude': 55.317,\n",
        " 'longitude': -160.517,\n",
        " 'name': '\"SAND POINT\"',\n",
        " 'parallel_modules': 5,\n",
        " 'series_modules': 5,\n",
        " 'surfaz': 0,\n",
        " 'surftilt': 0}"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pvlib.pvsystem.systemdef(tmy2_metadata, 0, 0, .1, 5, 5)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "{'TZ': -5,\n",
        " 'albedo': 0.1,\n",
        " 'altitude': 2.0,\n",
        " 'latitude': 25.8,\n",
        " 'longitude': -80.26666666666667,\n",
        " 'name': 'MIAMI',\n",
        " 'parallel_modules': 5,\n",
        " 'series_modules': 5,\n",
        " 'surfaz': 0,\n",
        " 'surftilt': 0}"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "Angle of Incidence Modifiers"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "thetas = pd.Series(np.linspace(-180,180,3601))\n",
      "thetas"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 85,
       "text": [
        "0    -180.0\n",
        "1    -179.9\n",
        "2    -179.8\n",
        "3    -179.7\n",
        "4    -179.6\n",
        "5    -179.5\n",
        "6    -179.4\n",
        "7    -179.3\n",
        "8    -179.2\n",
        "9    -179.1\n",
        "10   -179.0\n",
        "11   -178.9\n",
        "12   -178.8\n",
        "13   -178.7\n",
        "14   -178.6\n",
        "...\n",
        "3586    178.6\n",
        "3587    178.7\n",
        "3588    178.8\n",
        "3589    178.9\n",
        "3590    179.0\n",
        "3591    179.1\n",
        "3592    179.2\n",
        "3593    179.3\n",
        "3594    179.4\n",
        "3595    179.5\n",
        "3596    179.6\n",
        "3597    179.7\n",
        "3598    179.8\n",
        "3599    179.9\n",
        "3600    180.0\n",
        "Length: 3601, dtype: float64"
       ]
      }
     ],
     "prompt_number": 85
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ashraeiam = pvsystem.ashraeiam(.05, thetas)\n",
      "ashraeiam.plot()\n",
      "plt.ylabel('ASHRAE modifier')\n",
      "plt.xlabel('input index')\n",
      "\n",
      "plt.figure()\n",
      "plt.plot(thetas, ashraeiam)\n",
      "plt.ylabel('ASHRAE modifier')\n",
      "plt.xlabel('input angle (deg)')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 86,
       "text": [
        "<matplotlib.text.Text at 0x8ed8b90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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a++chNnFANqvudJFqmOxO1z1xl5Rb7OVa4GmKlfcNwErgkBK4VNOYX4kriYvM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\niNQpJXEREZE6pSQuIiJSp/4/NeKueVxM8joAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x8b8c210>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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LV7x5n/FhUMlw8ZVekgdwb6+sXkjB4FX0LWq6FxEJjTA23VeyTe1OY8wdwOdw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\nwK8AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x8b8b190>"
       ]
      }
     ],
     "prompt_number": 86
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reload(pvsystem)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 90,
       "text": [
        "<module 'pvlib.pvsystem' from '/home/will/git_repos/PVLIB_Python/pvlib/pvsystem.pyc'>"
       ]
      }
     ],
     "prompt_number": 90
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "physicaliam = pvsystem.physicaliam(4, 0.002, 1.526, thetas)\n",
      "physicaliam.plot()\n",
      "plt.ylabel('physical modifier')\n",
      "plt.xlabel('input index')\n",
      "\n",
      "plt.figure()\n",
      "plt.plot(thetas, physicaliam)\n",
      "plt.ylabel('physical modifier')\n",
      "plt.xlabel('input angle (deg)')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 91,
       "text": [
        "<matplotlib.text.Text at 0xb2a9fd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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7zey/A58AEpTXVH8o0KgkVsY1vUxkSbQJSnxVUxP/N5RHpz8CPAy0Af86yKAk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\n3zmXA+4Cbpx1zC8BXwRwzj0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       "text": [
        "<matplotlib.figure.Figure at 0x8b8b810>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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WMyg/chyHU2dGWNJYRTRSyK9VRES8lmu+P3EmuFV9IRlpJ3CttfZb1tpvkt07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\n",
       "text": [
        "<matplotlib.figure.Figure at 0xa945a10>"
       ]
      }
     ],
     "prompt_number": 91
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.figure()\n",
      "plt.plot(thetas, ashraeiam, label='ASHRAE')\n",
      "plt.plot(thetas, physicaliam, label='physical')\n",
      "plt.ylabel('modifier')\n",
      "plt.xlabel('input angle (deg)')\n",
      "plt.legend()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 92,
       "text": [
        "<matplotlib.legend.Legend at 0xb50bb50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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hhCiu7DDl1hPP52xnt5p4/0WLCUcTPLMj90lBpZFEX0SPvXIcgKvf0Z6zmk/p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\nXmP0IiLSbdY9xHFjR+NR6s36IIq1Uwr0wXRtO9V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       "text": [
        "<matplotlib.figure.Figure at 0xaadb550>"
       ]
      }
     ],
     "prompt_number": 92
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "System Advisory Model"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pvsystem.retrieve_sam('sandiamod') # gets the data from nrel. requires network connection. optionally use samfile keyword."
     ],
     "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>Advent_Solar_AS160___2006_</th>\n",
        "      <th>Advent_Solar_Ventura_210___2008_</th>\n",
        "      <th>Advent_Solar_Ventura_215___2009_</th>\n",
        "      <th>Aleo_S03_160__2007__E__</th>\n",
        "      <th>Aleo_S03_165__2007__E__</th>\n",
        "      <th>Aleo_S16_165__2007__E__</th>\n",
        "      <th>Aleo_S16_170__2007__E__</th>\n",
        "      <th>Aleo_S16_175__2007__E__</th>\n",
        "      <th>Aleo_S16_180__2007__E__</th>\n",
        "      <th>Aleo_S16_185__2007__E__</th>\n",
        "      <th>...</th>\n",
        "      <th>Uni_Solar_US_64__1997__E__</th>\n",
        "      <th>Uni_Solar_US_64__2005__E__</th>\n",
        "      <th>Uni_Solar_USF_11__2003__E__</th>\n",
        "      <th>Uni_Solar_USF_32__2003__E__</th>\n",
        "      <th>Uni_Solar_USF_5__2003__E__</th>\n",
        "      <th>Yingli_Solar_YL220_Module___2008_</th>\n",
        "      <th>Yingli_Solar_YL220_Module__2008__E__</th>\n",
        "      <th>Yingli_Solar_YL230_29b_Module___2009_</th>\n",
        "      <th>Yingli_Solar_YL230_29b_Module__2009__E__</th>\n",
        "      <th>Yingli_YL210__2008__E__</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Vintage</th>\n",
        "      <td>                                              2006</td>\n",
        "      <td>                                              2008</td>\n",
        "      <td>                                              2009</td>\n",
        "      <td>                                          2007 (E)</td>\n",
        "      <td>                                          2007 (E)</td>\n",
        "      <td>                                          2007 (E)</td>\n",
        "      <td>                                          2007 (E)</td>\n",
        "      <td>                                          2007 (E)</td>\n",
        "      <td>                                          2007 (E)</td>\n",
        "      <td>                                          2007 (E)</td>\n",
        "      <td>...</td>\n",
        "      <td>                                          1997 (E)</td>\n",
        "      <td>                                          2005 (E)</td>\n",
        "      <td>                                          2003 (E)</td>\n",
        "      <td>                                          2003 (E)</td>\n",
        "      <td>                                          2003 (E)</td>\n",
        "      <td>                                              2008</td>\n",
        "      <td>                                          2008 (E)</td>\n",
        "      <td>                                              2009</td>\n",
        "      <td>                                          2009 (E)</td>\n",
        "      <td>                                          2008 (E)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Area</th>\n",
        "      <td>                                             1.312</td>\n",
        "      <td>                                             1.646</td>\n",
        "      <td>                                             1.646</td>\n",
        "      <td>                                              1.28</td>\n",
        "      <td>                                              1.28</td>\n",
        "      <td>                                             1.378</td>\n",
        "      <td>                                             1.378</td>\n",
        "      <td>                                             1.378</td>\n",
        "      <td>                                             1.378</td>\n",
        "      <td>                                             1.378</td>\n",
        "      <td>...</td>\n",
        "      <td>                                             1.012</td>\n",
        "      <td>                                             1.012</td>\n",
        "      <td>                                             0.235</td>\n",
        "      <td>                                             0.606</td>\n",
        "      <td>                                             0.136</td>\n",
        "      <td>                                               1.7</td>\n",
        "      <td>                                               1.7</td>\n",
        "      <td>                                             1.634</td>\n",
        "      <td>                                             1.634</td>\n",
        "      <td>                                               1.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Material</th>\n",
        "      <td>                                             mc-Si</td>\n",
        "      <td>                                             mc-Si</td>\n",
        "      <td>                                             mc-Si</td>\n",
        "      <td>                                              c-Si</td>\n",
        "      <td>                                              c-Si</td>\n",
        "      <td>                                             mc-Si</td>\n",
        "      <td>                                             mc-Si</td>\n",
        "      <td>                                             mc-Si</td>\n",
        "      <td>                                             mc-Si</td>\n",
        "      <td>                                             mc-Si</td>\n",
        "      <td>...</td>\n",
        "      <td>                                            3-a-Si</td>\n",
        "      <td>                                            3-a-Si</td>\n",
        "      <td>                                            3-a-Si</td>\n",
        "      <td>                                            3-a-Si</td>\n",
        "      <td>                                            3-a-Si</td>\n",
        "      <td>                                             mc-Si</td>\n",
        "      <td>                                             mc-Si</td>\n",
        "      <td>                                             mc-Si</td>\n",
        "      <td>                                             mc-Si</td>\n",
        "      <td>                                             mc-Si</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>#Series</th>\n",
        "      <td>                                                72</td>\n",
        "      <td>                                                60</td>\n",
        "      <td>                                                60</td>\n",
        "      <td>                                                72</td>\n",
        "      <td>                                                72</td>\n",
        "      <td>                                                50</td>\n",
        "      <td>                                                50</td>\n",
        "      <td>                                                50</td>\n",
        "      <td>                                                50</td>\n",
        "      <td>                                                50</td>\n",
        "      <td>...</td>\n",
        "      <td>                                                11</td>\n",
        "      <td>                                                11</td>\n",
        "      <td>                                                11</td>\n",
        "      <td>                                                11</td>\n",
        "      <td>                                                11</td>\n",
        "      <td>                                                60</td>\n",
        "      <td>                                                60</td>\n",
        "      <td>                                                60</td>\n",
        "      <td>                                                60</td>\n",
        "      <td>                                                60</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>#Parallel</th>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>...</td>\n",
        "      <td>                                                 2</td>\n",
        "      <td>                                                 2</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Isco</th>\n",
        "      <td>                                             5.564</td>\n",
        "      <td>                                              8.34</td>\n",
        "      <td>                                              8.49</td>\n",
        "      <td>                                               5.1</td>\n",
        "      <td>                                               5.2</td>\n",
        "      <td>                                               7.9</td>\n",
        "      <td>                                              7.95</td>\n",
        "      <td>                                               8.1</td>\n",
        "      <td>                                              8.15</td>\n",
        "      <td>                                               8.2</td>\n",
        "      <td>...</td>\n",
        "      <td>                                               5.1</td>\n",
        "      <td>                                               4.8</td>\n",
        "      <td>                                              0.78</td>\n",
        "      <td>                                               2.4</td>\n",
        "      <td>                                              0.37</td>\n",
        "      <td>                                             8.163</td>\n",
        "      <td>                                               8.1</td>\n",
        "      <td>                                             8.222</td>\n",
        "      <td>                                               8.4</td>\n",
        "      <td>                                               7.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Voco</th>\n",
        "      <td>                                            42.832</td>\n",
        "      <td>                                             35.31</td>\n",
        "      <td>                                             35.92</td>\n",
        "      <td>                                              43.5</td>\n",
        "      <td>                                              43.6</td>\n",
        "      <td>                                                30</td>\n",
        "      <td>                                              30.1</td>\n",
        "      <td>                                              30.2</td>\n",
        "      <td>                                              30.3</td>\n",
        "      <td>                                              30.5</td>\n",
        "      <td>...</td>\n",
        "      <td>                                              21.3</td>\n",
        "      <td>                                              23.8</td>\n",
        "      <td>                                              23.8</td>\n",
        "      <td>                                              23.8</td>\n",
        "      <td>                                              23.8</td>\n",
        "      <td>                                            36.871</td>\n",
        "      <td>                                              36.6</td>\n",
        "      <td>                                             37.28</td>\n",
        "      <td>                                                37</td>\n",
        "      <td>                                                36</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Impo</th>\n",
        "      <td>                                             5.028</td>\n",
        "      <td>                                              7.49</td>\n",
        "      <td>                                              7.74</td>\n",
        "      <td>                                              4.55</td>\n",
        "      <td>                                              4.65</td>\n",
        "      <td>                                              7.08</td>\n",
        "      <td>                                              7.23</td>\n",
        "      <td>                                              7.38</td>\n",
        "      <td>                                              7.53</td>\n",
        "      <td>                                              7.67</td>\n",
        "      <td>...</td>\n",
        "      <td>                                               4.1</td>\n",
        "      <td>                                              3.88</td>\n",
        "      <td>                                              0.62</td>\n",
        "      <td>                                              1.94</td>\n",
        "      <td>                                               0.3</td>\n",
        "      <td>                                             7.388</td>\n",
        "      <td>                                               7.4</td>\n",
        "      <td>                                             7.727</td>\n",
        "      <td>                                               7.8</td>\n",
        "      <td>                                               7.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Vmpo</th>\n",
        "      <td>                                             32.41</td>\n",
        "      <td>                                             27.61</td>\n",
        "      <td>                                             27.92</td>\n",
        "      <td>                                              35.6</td>\n",
        "      <td>                                              35.8</td>\n",
        "      <td>                                              23.3</td>\n",
        "      <td>                                              23.5</td>\n",
        "      <td>                                              23.7</td>\n",
        "      <td>                                              23.9</td>\n",
        "      <td>                                              24.1</td>\n",
        "      <td>...</td>\n",
        "      <td>                                              15.6</td>\n",
        "      <td>                                              16.5</td>\n",
        "      <td>                                              16.5</td>\n",
        "      <td>                                              16.5</td>\n",
        "      <td>                                              16.5</td>\n",
        "      <td>                                            28.633</td>\n",
        "      <td>                                                30</td>\n",
        "      <td>                                            29.886</td>\n",
        "      <td>                                              29.5</td>\n",
        "      <td>                                              29.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Aisc</th>\n",
        "      <td>                                          0.000537</td>\n",
        "      <td>                                           0.00077</td>\n",
        "      <td>                                           0.00082</td>\n",
        "      <td>                                            0.0003</td>\n",
        "      <td>                                            0.0003</td>\n",
        "      <td>                                            0.0008</td>\n",
        "      <td>                                            0.0008</td>\n",
        "      <td>                                            0.0008</td>\n",
        "      <td>                                            0.0008</td>\n",
        "      <td>                                            0.0008</td>\n",
        "      <td>...</td>\n",
        "      <td>                                             0.001</td>\n",
        "      <td>                                             0.001</td>\n",
        "      <td>                                             0.001</td>\n",
        "      <td>                                             0.001</td>\n",
        "      <td>                                             0.001</td>\n",
        "      <td>                                          0.000436</td>\n",
        "      <td>                                          0.000436</td>\n",
        "      <td>                                          0.000746</td>\n",
        "      <td>                                          0.000746</td>\n",
        "      <td>                                             0.001</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Aimp</th>\n",
        "      <td>                                         -0.000491</td>\n",
        "      <td>                                          -0.00015</td>\n",
        "      <td>                                          -0.00013</td>\n",
        "      <td>                                          -0.00025</td>\n",
        "      <td>                                          -0.00025</td>\n",
        "      <td>                                           -0.0003</td>\n",
        "      <td>                                           -0.0003</td>\n",
        "      <td>                                           -0.0003</td>\n",
        "      <td>                                           -0.0003</td>\n",
        "      <td>                                           -0.0003</td>\n",
        "      <td>...</td>\n",
        "      <td>                                             0.001</td>\n",
        "      <td>                                             0.001</td>\n",
        "      <td>                                             0.001</td>\n",
        "      <td>                                             0.001</td>\n",
        "      <td>                                             0.001</td>\n",
        "      <td>                                         -0.000176</td>\n",
        "      <td>                                         -0.000176</td>\n",
        "      <td>                                          0.000176</td>\n",
        "      <td>                                          0.000176</td>\n",
        "      <td>                                           -0.0002</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>C0</th>\n",
        "      <td>                                            1.0233</td>\n",
        "      <td>                                             0.937</td>\n",
        "      <td>                                             1.015</td>\n",
        "      <td>                                              0.99</td>\n",
        "      <td>                                              0.99</td>\n",
        "      <td>                                              0.99</td>\n",
        "      <td>                                              0.99</td>\n",
        "      <td>                                              0.99</td>\n",
        "      <td>                                              0.99</td>\n",
        "      <td>                                              0.99</td>\n",
        "      <td>...</td>\n",
        "      <td>                                             1.121</td>\n",
        "      <td>                                             1.121</td>\n",
        "      <td>                                             1.096</td>\n",
        "      <td>                                             1.096</td>\n",
        "      <td>                                             1.096</td>\n",
        "      <td>                                            0.9877</td>\n",
        "      <td>                                            0.9877</td>\n",
        "      <td>                                            0.9993</td>\n",
        "      <td>                                            0.9993</td>\n",
        "      <td>                                             0.977</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>C1</th>\n",
        "      <td>                                           -0.0233</td>\n",
        "      <td>                                             0.063</td>\n",
        "      <td>                                            -0.015</td>\n",
        "      <td>                                              0.01</td>\n",
        "      <td>                                              0.01</td>\n",
        "      <td>                                              0.01</td>\n",
        "      <td>                                              0.01</td>\n",
        "      <td>                                              0.01</td>\n",
        "      <td>                                              0.01</td>\n",
        "      <td>                                              0.01</td>\n",
        "      <td>...</td>\n",
        "      <td>                                            -0.121</td>\n",
        "      <td>                                            -0.121</td>\n",
        "      <td>                                            -0.096</td>\n",
        "      <td>                                            -0.096</td>\n",
        "      <td>                                            -0.096</td>\n",
        "      <td>                                            0.0123</td>\n",
        "      <td>                                            0.0123</td>\n",
        "      <td>                                            0.0007</td>\n",
        "      <td>                                            0.0007</td>\n",
        "      <td>                                             0.023</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Bvoco</th>\n",
        "      <td>                                           -0.1703</td>\n",
        "      <td>                                            -0.133</td>\n",
        "      <td>                                            -0.135</td>\n",
        "      <td>                                            -0.152</td>\n",
        "      <td>                                            -0.152</td>\n",
        "      <td>                                             -0.11</td>\n",
        "      <td>                                             -0.11</td>\n",
        "      <td>                                             -0.11</td>\n",
        "      <td>                                             -0.11</td>\n",
        "      <td>                                             -0.11</td>\n",
        "      <td>...</td>\n",
        "      <td>                                            -0.088</td>\n",
        "      <td>                                            -0.088</td>\n",
        "      <td>                                            -0.088</td>\n",
        "      <td>                                            -0.088</td>\n",
        "      <td>                                            -0.088</td>\n",
        "      <td>                                           -0.1378</td>\n",
        "      <td>                                           -0.1378</td>\n",
        "      <td>                                           -0.1294</td>\n",
        "      <td>                                           -0.1294</td>\n",
        "      <td>                                            -0.133</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Mbvoc</th>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>...</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Bvmpo</th>\n",
        "      <td>                                           -0.1731</td>\n",
        "      <td>                                            -0.135</td>\n",
        "      <td>                                            -0.136</td>\n",
        "      <td>                                            -0.158</td>\n",
        "      <td>                                            -0.158</td>\n",
        "      <td>                                            -0.115</td>\n",
        "      <td>                                            -0.115</td>\n",
        "      <td>                                            -0.115</td>\n",
        "      <td>                                            -0.115</td>\n",
        "      <td>                                            -0.115</td>\n",
        "      <td>...</td>\n",
        "      <td>                                            -0.051</td>\n",
        "      <td>                                            -0.051</td>\n",
        "      <td>                                            -0.051</td>\n",
        "      <td>                                            -0.051</td>\n",
        "      <td>                                            -0.051</td>\n",
        "      <td>                                           -0.1421</td>\n",
        "      <td>                                           -0.1421</td>\n",
        "      <td>                                            -0.137</td>\n",
        "      <td>                                            -0.137</td>\n",
        "      <td>                                            -0.133</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Mbvmp</th>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>...</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "      <td>                                                 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>N</th>\n",
        "      <td>                                             1.174</td>\n",
        "      <td>                                             1.495</td>\n",
        "      <td>                                             1.373</td>\n",
        "      <td>                                              1.25</td>\n",
        "      <td>                                              1.25</td>\n",
        "      <td>                                              1.35</td>\n",
        "      <td>                                              1.35</td>\n",
        "      <td>                                              1.35</td>\n",
        "      <td>                                              1.35</td>\n",
        "      <td>                                              1.35</td>\n",
        "      <td>...</td>\n",
        "      <td>                                              3.51</td>\n",
        "      <td>                                              3.51</td>\n",
        "      <td>                                              3.77</td>\n",
        "      <td>                                              3.77</td>\n",
        "      <td>                                              3.77</td>\n",
        "      <td>                                             1.442</td>\n",
        "      <td>                                             1.442</td>\n",
        "      <td>                                             1.263</td>\n",
        "      <td>                                             1.263</td>\n",
        "      <td>                                             1.384</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>C2</th>\n",
        "      <td>                                          -0.76444</td>\n",
        "      <td>                                            0.0182</td>\n",
        "      <td>                                            0.0036</td>\n",
        "      <td>                                             -0.15</td>\n",
        "      <td>                                             -0.15</td>\n",
        "      <td>                                             -0.12</td>\n",
        "      <td>                                             -0.12</td>\n",
        "      <td>                                             -0.12</td>\n",
        "      <td>                                             -0.12</td>\n",
        "      <td>                                             -0.12</td>\n",
        "      <td>...</td>\n",
        "      <td>                                          -1.24058</td>\n",
        "      <td>                                          -1.24058</td>\n",
        "      <td>                                          -1.14162</td>\n",
        "      <td>                                          -1.14162</td>\n",
        "      <td>                                          -1.14162</td>\n",
        "      <td>                                         -0.050321</td>\n",
        "      <td>                                         -0.050321</td>\n",
        "      <td>                                         -0.058706</td>\n",
        "      <td>                                         -0.058706</td>\n",
        "      <td>                                           -0.3872</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>C3</th>\n",
        "      <td>                                          -15.5087</td>\n",
        "      <td>                                           -10.758</td>\n",
        "      <td>                                           -7.2509</td>\n",
        "      <td>                                             -8.96</td>\n",
        "      <td>                                             -8.96</td>\n",
        "      <td>                                            -11.08</td>\n",
        "      <td>                                            -11.08</td>\n",
        "      <td>                                            -11.08</td>\n",
        "      <td>                                            -11.08</td>\n",
        "      <td>                                            -11.08</td>\n",
        "      <td>...</td>\n",
        "      <td>                                          -3.91126</td>\n",
        "      <td>                                          -3.91126</td>\n",
        "      <td>                                          -2.89115</td>\n",
        "      <td>                                          -2.89115</td>\n",
        "      <td>                                          -2.89115</td>\n",
        "      <td>                                          -8.81507</td>\n",
        "      <td>                                          -8.81507</td>\n",
        "      <td>                                          -8.35334</td>\n",
        "      <td>                                          -8.35334</td>\n",
        "      <td>                                           -9.5542</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>A0</th>\n",
        "      <td>                                            0.9281</td>\n",
        "      <td>                                            0.9067</td>\n",
        "      <td>                                            0.9323</td>\n",
        "      <td>                                             0.938</td>\n",
        "      <td>                                             0.938</td>\n",
        "      <td>                                             0.924</td>\n",
        "      <td>                                             0.924</td>\n",
        "      <td>                                             0.924</td>\n",
        "      <td>                                             0.924</td>\n",
        "      <td>                                             0.924</td>\n",
        "      <td>...</td>\n",
        "      <td>                                             1.047</td>\n",
        "      <td>                                             1.047</td>\n",
        "      <td>                                             1.047</td>\n",
        "      <td>                                             1.047</td>\n",
        "      <td>                                             1.047</td>\n",
        "      <td>                                            0.9407</td>\n",
        "      <td>                                            0.9219</td>\n",
        "      <td>                                            0.9011</td>\n",
        "      <td>                                            0.9219</td>\n",
        "      <td>                                            0.9219</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>A1</th>\n",
        "      <td>                                           0.06615</td>\n",
        "      <td>                                           0.09573</td>\n",
        "      <td>                                           0.06526</td>\n",
        "      <td>                                           0.05422</td>\n",
        "      <td>                                           0.05422</td>\n",
        "      <td>                                           0.06749</td>\n",
        "      <td>                                           0.06749</td>\n",
        "      <td>                                           0.06749</td>\n",
        "      <td>                                           0.06749</td>\n",
        "      <td>                                           0.06749</td>\n",
        "      <td>...</td>\n",
        "      <td>                                        0.00082115</td>\n",
        "      <td>                                        0.00082115</td>\n",
        "      <td>                                        0.00082115</td>\n",
        "      <td>                                        0.00082115</td>\n",
        "      <td>                                        0.00082115</td>\n",
        "      <td>                                           0.05086</td>\n",
        "      <td>                                            0.0709</td>\n",
        "      <td>                                            0.1021</td>\n",
        "      <td>                                            0.0709</td>\n",
        "      <td>                                           0.07089</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>A2</th>\n",
        "      <td>                                          -0.01384</td>\n",
        "      <td>                                           -0.0266</td>\n",
        "      <td>                                          -0.01567</td>\n",
        "      <td>                                         -0.009903</td>\n",
        "      <td>                                         -0.009903</td>\n",
        "      <td>                                         -0.012549</td>\n",
        "      <td>                                         -0.012549</td>\n",
        "      <td>                                         -0.012549</td>\n",
        "      <td>                                         -0.012549</td>\n",
        "      <td>                                         -0.012549</td>\n",
        "      <td>...</td>\n",
        "      <td>                                           -0.0259</td>\n",
        "      <td>                                           -0.0259</td>\n",
        "      <td>                                           -0.0259</td>\n",
        "      <td>                                           -0.0259</td>\n",
        "      <td>                                           -0.0259</td>\n",
        "      <td>                                         -0.008095</td>\n",
        "      <td>                                           -0.0143</td>\n",
        "      <td>                                          -0.02942</td>\n",
        "      <td>                                           -0.0143</td>\n",
        "      <td>                                          -0.01427</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>A3</th>\n",
        "      <td>                                          0.001298</td>\n",
        "      <td>                                           0.00343</td>\n",
        "      <td>                                           0.00193</td>\n",
        "      <td>                                         0.0007297</td>\n",
        "      <td>                                         0.0007297</td>\n",
        "      <td>                                         0.0010049</td>\n",
        "      <td>                                         0.0010049</td>\n",
        "      <td>                                         0.0010049</td>\n",
        "      <td>                                         0.0010049</td>\n",
        "      <td>                                         0.0010049</td>\n",
        "      <td>...</td>\n",
        "      <td>                                         0.0031736</td>\n",
        "      <td>                                         0.0031736</td>\n",
        "      <td>                                         0.0031736</td>\n",
        "      <td>                                         0.0031736</td>\n",
        "      <td>                                         0.0031736</td>\n",
        "      <td>                                         0.0003498</td>\n",
        "      <td>                                            0.0012</td>\n",
        "      <td>                                           0.00397</td>\n",
        "      <td>                                            0.0012</td>\n",
        "      <td>                                           0.00117</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>A4</th>\n",
        "      <td>                                          -4.6e-05</td>\n",
        "      <td>                                        -0.0001794</td>\n",
        "      <td>                                         -9.81e-05</td>\n",
        "      <td>                                        -1.907e-05</td>\n",
        "      <td>                                        -1.907e-05</td>\n",
        "      <td>                                       -2.8797e-05</td>\n",
        "      <td>                                       -2.8797e-05</td>\n",
        "      <td>                                       -2.8797e-05</td>\n",
        "      <td>                                       -2.8797e-05</td>\n",
        "      <td>                                       -2.8797e-05</td>\n",
        "      <td>...</td>\n",
        "      <td>                                       -0.00011026</td>\n",
        "      <td>                                       -0.00011026</td>\n",
        "      <td>                                       -0.00011026</td>\n",
        "      <td>                                       -0.00011026</td>\n",
        "      <td>                                       -0.00011026</td>\n",
        "      <td>                                          8.85e-06</td>\n",
        "      <td>                                            -3e-05</td>\n",
        "      <td>                                        -0.0002105</td>\n",
        "      <td>                                            -3e-05</td>\n",
        "      <td>                                         -3.37e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>B0</th>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>...</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>B1</th>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>...</td>\n",
        "      <td>                                          -0.00502</td>\n",
        "      <td>                                          -0.00502</td>\n",
        "      <td>                                          -0.00502</td>\n",
        "      <td>                                          -0.00502</td>\n",
        "      <td>                                          -0.00502</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "      <td>                                         -0.002438</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>B2</th>\n",
        "      <td>                                         0.0003103</td>\n",
        "      <td>                                           0.00031</td>\n",
        "      <td>                                           0.00031</td>\n",
        "      <td>                                         0.0003103</td>\n",
        "      <td>                                         0.0003103</td>\n",
        "      <td>                                         0.0003103</td>\n",
        "      <td>                                         0.0003103</td>\n",
        "      <td>                                         0.0003103</td>\n",
        "      <td>                                         0.0003103</td>\n",
        "      <td>                                         0.0003103</td>\n",
        "      <td>...</td>\n",
        "      <td>                                         0.0005842</td>\n",
        "      <td>                                         0.0005842</td>\n",
        "      <td>                                         0.0005842</td>\n",
        "      <td>                                         0.0005842</td>\n",
        "      <td>                                         0.0005842</td>\n",
        "      <td>                                         0.0003103</td>\n",
        "      <td>                                         0.0003103</td>\n",
        "      <td>                                         0.0003103</td>\n",
        "      <td>                                         0.0003103</td>\n",
        "      <td>                                           0.00031</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>B3</th>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>...</td>\n",
        "      <td>                                          -2.3e-05</td>\n",
        "      <td>                                          -2.3e-05</td>\n",
        "      <td>                                          -2.3e-05</td>\n",
        "      <td>                                          -2.3e-05</td>\n",
        "      <td>                                          -2.3e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "      <td>                                        -1.246e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>B4</th>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>...</td>\n",
        "      <td>                                         3.826e-07</td>\n",
        "      <td>                                         3.826e-07</td>\n",
        "      <td>                                         3.826e-07</td>\n",
        "      <td>                                         3.826e-07</td>\n",
        "      <td>                                         3.826e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "      <td>                                         2.112e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>B5</th>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>...</td>\n",
        "      <td>                                         -2.31e-09</td>\n",
        "      <td>                                         -2.31e-09</td>\n",
        "      <td>                                         -2.31e-09</td>\n",
        "      <td>                                         -2.31e-09</td>\n",
        "      <td>                                         -2.31e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "      <td>                                        -1.359e-09</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>DTC</th>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>...</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "      <td>                                                 3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>FD</th>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>...</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "      <td>                                                 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>A</th>\n",
        "      <td>                                             -3.35</td>\n",
        "      <td>                                             -3.45</td>\n",
        "      <td>                                             -3.47</td>\n",
        "      <td>                                             -3.56</td>\n",
        "      <td>                                             -3.56</td>\n",
        "      <td>                                             -3.56</td>\n",
        "      <td>                                             -3.56</td>\n",
        "      <td>                                             -3.56</td>\n",
        "      <td>                                             -3.56</td>\n",
        "      <td>                                             -3.56</td>\n",
        "      <td>...</td>\n",
        "      <td>                                            -3.581</td>\n",
        "      <td>                                            -3.581</td>\n",
        "      <td>                                            -3.581</td>\n",
        "      <td>                                            -3.581</td>\n",
        "      <td>                                            -3.581</td>\n",
        "      <td>                                            -3.303</td>\n",
        "      <td>                                            -3.303</td>\n",
        "      <td>                                            -3.348</td>\n",
        "      <td>                                            -3.348</td>\n",
        "      <td>                                             -3.54</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>B</th>\n",
        "      <td>                                           -0.1161</td>\n",
        "      <td>                                            -0.077</td>\n",
        "      <td>                                            -0.087</td>\n",
        "      <td>                                            -0.075</td>\n",
        "      <td>                                            -0.075</td>\n",
        "      <td>                                            -0.075</td>\n",
        "      <td>                                            -0.075</td>\n",
        "      <td>                                            -0.075</td>\n",
        "      <td>                                            -0.075</td>\n",
        "      <td>                                            -0.075</td>\n",
        "      <td>...</td>\n",
        "      <td>                                            -0.113</td>\n",
        "      <td>                                            -0.113</td>\n",
        "      <td>                                            -0.113</td>\n",
        "      <td>                                            -0.113</td>\n",
        "      <td>                                            -0.113</td>\n",
        "      <td>                                           -0.1012</td>\n",
        "      <td>                                           -0.1012</td>\n",
        "      <td>                                          -0.09143</td>\n",
        "      <td>                                          -0.09143</td>\n",
        "      <td>                                            -0.072</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>C4</th>\n",
        "      <td>                                            0.9974</td>\n",
        "      <td>                                             0.972</td>\n",
        "      <td>                                             0.989</td>\n",
        "      <td>                                             0.995</td>\n",
        "      <td>                                             0.995</td>\n",
        "      <td>                                             0.995</td>\n",
        "      <td>                                             0.995</td>\n",
        "      <td>                                             0.995</td>\n",
        "      <td>                                             0.995</td>\n",
        "      <td>                                             0.995</td>\n",
        "      <td>...</td>\n",
        "      <td>                                             1.059</td>\n",
        "      <td>                                             1.059</td>\n",
        "      <td>                                            1.0515</td>\n",
        "      <td>                                            1.0515</td>\n",
        "      <td>                                            1.0515</td>\n",
        "      <td>                                            0.9892</td>\n",
        "      <td>                                            0.9892</td>\n",
        "      <td>                                             0.995</td>\n",
        "      <td>                                             0.995</td>\n",
        "      <td>                                             0.985</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>C5</th>\n",
        "      <td>                                            0.0026</td>\n",
        "      <td>                                             0.028</td>\n",
        "      <td>                                             0.012</td>\n",
        "      <td>                                             0.005</td>\n",
        "      <td>                                             0.005</td>\n",
        "      <td>                                             0.005</td>\n",
        "      <td>                                             0.005</td>\n",
        "      <td>                                             0.005</td>\n",
        "      <td>                                             0.005</td>\n",
        "      <td>                                             0.005</td>\n",
        "      <td>...</td>\n",
        "      <td>                                            -0.059</td>\n",
        "      <td>                                            -0.059</td>\n",
        "      <td>                                           -0.0515</td>\n",
        "      <td>                                           -0.0515</td>\n",
        "      <td>                                           -0.0515</td>\n",
        "      <td>                                            0.0108</td>\n",
        "      <td>                                            0.0108</td>\n",
        "      <td>                                             0.005</td>\n",
        "      <td>                                             0.005</td>\n",
        "      <td>                                             0.015</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>IXO</th>\n",
        "      <td>                                              5.54</td>\n",
        "      <td>                                              8.25</td>\n",
        "      <td>                                              8.49</td>\n",
        "      <td>                                              5.04</td>\n",
        "      <td>                                              5.14</td>\n",
        "      <td>                                               7.8</td>\n",
        "      <td>                                              7.85</td>\n",
        "      <td>                                                 8</td>\n",
        "      <td>                                              8.05</td>\n",
        "      <td>                                               8.1</td>\n",
        "      <td>...</td>\n",
        "      <td>                                              4.73</td>\n",
        "      <td>                                              4.44</td>\n",
        "      <td>                                              0.71</td>\n",
        "      <td>                                              2.22</td>\n",
        "      <td>                                             0.342</td>\n",
        "      <td>                                            8.0491</td>\n",
        "      <td>                                              8.29</td>\n",
        "      <td>                                            8.1509</td>\n",
        "      <td>                                              8.31</td>\n",
        "      <td>                                              7.65</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>IXXO</th>\n",
        "      <td>                                              3.56</td>\n",
        "      <td>                                               5.2</td>\n",
        "      <td>                                              5.45</td>\n",
        "      <td>                                              3.16</td>\n",
        "      <td>                                              3.25</td>\n",
        "      <td>                                              4.92</td>\n",
        "      <td>                                              5.08</td>\n",
        "      <td>                                              5.18</td>\n",
        "      <td>                                              5.39</td>\n",
        "      <td>                                              5.54</td>\n",
        "      <td>...</td>\n",
        "      <td>                                              2.87</td>\n",
        "      <td>                                              2.74</td>\n",
        "      <td>                                             0.438</td>\n",
        "      <td>                                              1.37</td>\n",
        "      <td>                                             0.212</td>\n",
        "      <td>                                            5.1339</td>\n",
        "      <td>                                            5.1339</td>\n",
        "      <td>                                            5.5099</td>\n",
        "      <td>                                              5.57</td>\n",
        "      <td>                                              5.06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>C6</th>\n",
        "      <td>                                             1.173</td>\n",
        "      <td>                                             1.067</td>\n",
        "      <td>                                             1.137</td>\n",
        "      <td>                                              1.15</td>\n",
        "      <td>                                              1.15</td>\n",
        "      <td>                                              1.15</td>\n",
        "      <td>                                              1.15</td>\n",
        "      <td>                                              1.15</td>\n",
        "      <td>                                              1.15</td>\n",
        "      <td>                                              1.15</td>\n",
        "      <td>...</td>\n",
        "      <td>                                             1.159</td>\n",
        "      <td>                                             1.159</td>\n",
        "      <td>                                              1.13</td>\n",
        "      <td>                                              1.13</td>\n",
        "      <td>                                              1.13</td>\n",
        "      <td>                                            1.1335</td>\n",
        "      <td>                                            1.1335</td>\n",
        "      <td>                                            1.1325</td>\n",
        "      <td>                                            1.1325</td>\n",
        "      <td>                                             1.113</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>C7</th>\n",
        "      <td>                                            -0.173</td>\n",
        "      <td>                                            -0.067</td>\n",
        "      <td>                                            -0.137</td>\n",
        "      <td>                                             -0.15</td>\n",
        "      <td>                                             -0.15</td>\n",
        "      <td>                                             -0.15</td>\n",
        "      <td>                                             -0.15</td>\n",
        "      <td>                                             -0.15</td>\n",
        "      <td>                                             -0.15</td>\n",
        "      <td>                                             -0.15</td>\n",
        "      <td>...</td>\n",
        "      <td>                                            -0.159</td>\n",
        "      <td>                                            -0.159</td>\n",
        "      <td>                                             -0.13</td>\n",
        "      <td>                                             -0.13</td>\n",
        "      <td>                                             -0.13</td>\n",
        "      <td>                                           -0.1335</td>\n",
        "      <td>                                           -0.1335</td>\n",
        "      <td>                                           -0.1325</td>\n",
        "      <td>                                           -0.1325</td>\n",
        "      <td>                                            -0.113</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Notes</th>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td>...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "      <td> Source: Sandia National Laboratories Updated 9...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>42 rows \u00d7 513 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 112,
       "text": [
        "                                  Advent_Solar_AS160___2006_  \\\n",
        "Vintage                                                 2006   \n",
        "Area                                                   1.312   \n",
        "Material                                               mc-Si   \n",
        "#Series                                                   72   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                   5.564   \n",
        "Voco                                                  42.832   \n",
        "Impo                                                   5.028   \n",
        "Vmpo                                                   32.41   \n",
        "Aisc                                                0.000537   \n",
        "Aimp                                               -0.000491   \n",
        "C0                                                    1.0233   \n",
        "C1                                                   -0.0233   \n",
        "Bvoco                                                -0.1703   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                -0.1731   \n",
        "Mbvmp                                                      0   \n",
        "N                                                      1.174   \n",
        "C2                                                  -0.76444   \n",
        "C3                                                  -15.5087   \n",
        "A0                                                    0.9281   \n",
        "A1                                                   0.06615   \n",
        "A2                                                  -0.01384   \n",
        "A3                                                  0.001298   \n",
        "A4                                                  -4.6e-05   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                 0.0003103   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                      -3.35   \n",
        "B                                                    -0.1161   \n",
        "C4                                                    0.9974   \n",
        "C5                                                    0.0026   \n",
        "IXO                                                     5.54   \n",
        "IXXO                                                    3.56   \n",
        "C6                                                     1.173   \n",
        "C7                                                    -0.173   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                            Advent_Solar_Ventura_210___2008_  \\\n",
        "Vintage                                                 2008   \n",
        "Area                                                   1.646   \n",
        "Material                                               mc-Si   \n",
        "#Series                                                   60   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                    8.34   \n",
        "Voco                                                   35.31   \n",
        "Impo                                                    7.49   \n",
        "Vmpo                                                   27.61   \n",
        "Aisc                                                 0.00077   \n",
        "Aimp                                                -0.00015   \n",
        "C0                                                     0.937   \n",
        "C1                                                     0.063   \n",
        "Bvoco                                                 -0.133   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.135   \n",
        "Mbvmp                                                      0   \n",
        "N                                                      1.495   \n",
        "C2                                                    0.0182   \n",
        "C3                                                   -10.758   \n",
        "A0                                                    0.9067   \n",
        "A1                                                   0.09573   \n",
        "A2                                                   -0.0266   \n",
        "A3                                                   0.00343   \n",
        "A4                                                -0.0001794   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                   0.00031   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                      -3.45   \n",
        "B                                                     -0.077   \n",
        "C4                                                     0.972   \n",
        "C5                                                     0.028   \n",
        "IXO                                                     8.25   \n",
        "IXXO                                                     5.2   \n",
        "C6                                                     1.067   \n",
        "C7                                                    -0.067   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                            Advent_Solar_Ventura_215___2009_  \\\n",
        "Vintage                                                 2009   \n",
        "Area                                                   1.646   \n",
        "Material                                               mc-Si   \n",
        "#Series                                                   60   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                    8.49   \n",
        "Voco                                                   35.92   \n",
        "Impo                                                    7.74   \n",
        "Vmpo                                                   27.92   \n",
        "Aisc                                                 0.00082   \n",
        "Aimp                                                -0.00013   \n",
        "C0                                                     1.015   \n",
        "C1                                                    -0.015   \n",
        "Bvoco                                                 -0.135   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.136   \n",
        "Mbvmp                                                      0   \n",
        "N                                                      1.373   \n",
        "C2                                                    0.0036   \n",
        "C3                                                   -7.2509   \n",
        "A0                                                    0.9323   \n",
        "A1                                                   0.06526   \n",
        "A2                                                  -0.01567   \n",
        "A3                                                   0.00193   \n",
        "A4                                                 -9.81e-05   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                   0.00031   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                      -3.47   \n",
        "B                                                     -0.087   \n",
        "C4                                                     0.989   \n",
        "C5                                                     0.012   \n",
        "IXO                                                     8.49   \n",
        "IXXO                                                    5.45   \n",
        "C6                                                     1.137   \n",
        "C7                                                    -0.137   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                                     Aleo_S03_160__2007__E__  \\\n",
        "Vintage                                             2007 (E)   \n",
        "Area                                                    1.28   \n",
        "Material                                                c-Si   \n",
        "#Series                                                   72   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                     5.1   \n",
        "Voco                                                    43.5   \n",
        "Impo                                                    4.55   \n",
        "Vmpo                                                    35.6   \n",
        "Aisc                                                  0.0003   \n",
        "Aimp                                                -0.00025   \n",
        "C0                                                      0.99   \n",
        "C1                                                      0.01   \n",
        "Bvoco                                                 -0.152   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.158   \n",
        "Mbvmp                                                      0   \n",
        "N                                                       1.25   \n",
        "C2                                                     -0.15   \n",
        "C3                                                     -8.96   \n",
        "A0                                                     0.938   \n",
        "A1                                                   0.05422   \n",
        "A2                                                 -0.009903   \n",
        "A3                                                 0.0007297   \n",
        "A4                                                -1.907e-05   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                 0.0003103   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                      -3.56   \n",
        "B                                                     -0.075   \n",
        "C4                                                     0.995   \n",
        "C5                                                     0.005   \n",
        "IXO                                                     5.04   \n",
        "IXXO                                                    3.16   \n",
        "C6                                                      1.15   \n",
        "C7                                                     -0.15   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                                     Aleo_S03_165__2007__E__  \\\n",
        "Vintage                                             2007 (E)   \n",
        "Area                                                    1.28   \n",
        "Material                                                c-Si   \n",
        "#Series                                                   72   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                     5.2   \n",
        "Voco                                                    43.6   \n",
        "Impo                                                    4.65   \n",
        "Vmpo                                                    35.8   \n",
        "Aisc                                                  0.0003   \n",
        "Aimp                                                -0.00025   \n",
        "C0                                                      0.99   \n",
        "C1                                                      0.01   \n",
        "Bvoco                                                 -0.152   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.158   \n",
        "Mbvmp                                                      0   \n",
        "N                                                       1.25   \n",
        "C2                                                     -0.15   \n",
        "C3                                                     -8.96   \n",
        "A0                                                     0.938   \n",
        "A1                                                   0.05422   \n",
        "A2                                                 -0.009903   \n",
        "A3                                                 0.0007297   \n",
        "A4                                                -1.907e-05   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                 0.0003103   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                      -3.56   \n",
        "B                                                     -0.075   \n",
        "C4                                                     0.995   \n",
        "C5                                                     0.005   \n",
        "IXO                                                     5.14   \n",
        "IXXO                                                    3.25   \n",
        "C6                                                      1.15   \n",
        "C7                                                     -0.15   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                                     Aleo_S16_165__2007__E__  \\\n",
        "Vintage                                             2007 (E)   \n",
        "Area                                                   1.378   \n",
        "Material                                               mc-Si   \n",
        "#Series                                                   50   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                     7.9   \n",
        "Voco                                                      30   \n",
        "Impo                                                    7.08   \n",
        "Vmpo                                                    23.3   \n",
        "Aisc                                                  0.0008   \n",
        "Aimp                                                 -0.0003   \n",
        "C0                                                      0.99   \n",
        "C1                                                      0.01   \n",
        "Bvoco                                                  -0.11   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.115   \n",
        "Mbvmp                                                      0   \n",
        "N                                                       1.35   \n",
        "C2                                                     -0.12   \n",
        "C3                                                    -11.08   \n",
        "A0                                                     0.924   \n",
        "A1                                                   0.06749   \n",
        "A2                                                 -0.012549   \n",
        "A3                                                 0.0010049   \n",
        "A4                                               -2.8797e-05   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                 0.0003103   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                      -3.56   \n",
        "B                                                     -0.075   \n",
        "C4                                                     0.995   \n",
        "C5                                                     0.005   \n",
        "IXO                                                      7.8   \n",
        "IXXO                                                    4.92   \n",
        "C6                                                      1.15   \n",
        "C7                                                     -0.15   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                                     Aleo_S16_170__2007__E__  \\\n",
        "Vintage                                             2007 (E)   \n",
        "Area                                                   1.378   \n",
        "Material                                               mc-Si   \n",
        "#Series                                                   50   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                    7.95   \n",
        "Voco                                                    30.1   \n",
        "Impo                                                    7.23   \n",
        "Vmpo                                                    23.5   \n",
        "Aisc                                                  0.0008   \n",
        "Aimp                                                 -0.0003   \n",
        "C0                                                      0.99   \n",
        "C1                                                      0.01   \n",
        "Bvoco                                                  -0.11   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.115   \n",
        "Mbvmp                                                      0   \n",
        "N                                                       1.35   \n",
        "C2                                                     -0.12   \n",
        "C3                                                    -11.08   \n",
        "A0                                                     0.924   \n",
        "A1                                                   0.06749   \n",
        "A2                                                 -0.012549   \n",
        "A3                                                 0.0010049   \n",
        "A4                                               -2.8797e-05   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                 0.0003103   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                      -3.56   \n",
        "B                                                     -0.075   \n",
        "C4                                                     0.995   \n",
        "C5                                                     0.005   \n",
        "IXO                                                     7.85   \n",
        "IXXO                                                    5.08   \n",
        "C6                                                      1.15   \n",
        "C7                                                     -0.15   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                                     Aleo_S16_175__2007__E__  \\\n",
        "Vintage                                             2007 (E)   \n",
        "Area                                                   1.378   \n",
        "Material                                               mc-Si   \n",
        "#Series                                                   50   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                     8.1   \n",
        "Voco                                                    30.2   \n",
        "Impo                                                    7.38   \n",
        "Vmpo                                                    23.7   \n",
        "Aisc                                                  0.0008   \n",
        "Aimp                                                 -0.0003   \n",
        "C0                                                      0.99   \n",
        "C1                                                      0.01   \n",
        "Bvoco                                                  -0.11   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.115   \n",
        "Mbvmp                                                      0   \n",
        "N                                                       1.35   \n",
        "C2                                                     -0.12   \n",
        "C3                                                    -11.08   \n",
        "A0                                                     0.924   \n",
        "A1                                                   0.06749   \n",
        "A2                                                 -0.012549   \n",
        "A3                                                 0.0010049   \n",
        "A4                                               -2.8797e-05   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                 0.0003103   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                      -3.56   \n",
        "B                                                     -0.075   \n",
        "C4                                                     0.995   \n",
        "C5                                                     0.005   \n",
        "IXO                                                        8   \n",
        "IXXO                                                    5.18   \n",
        "C6                                                      1.15   \n",
        "C7                                                     -0.15   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                                     Aleo_S16_180__2007__E__  \\\n",
        "Vintage                                             2007 (E)   \n",
        "Area                                                   1.378   \n",
        "Material                                               mc-Si   \n",
        "#Series                                                   50   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                    8.15   \n",
        "Voco                                                    30.3   \n",
        "Impo                                                    7.53   \n",
        "Vmpo                                                    23.9   \n",
        "Aisc                                                  0.0008   \n",
        "Aimp                                                 -0.0003   \n",
        "C0                                                      0.99   \n",
        "C1                                                      0.01   \n",
        "Bvoco                                                  -0.11   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.115   \n",
        "Mbvmp                                                      0   \n",
        "N                                                       1.35   \n",
        "C2                                                     -0.12   \n",
        "C3                                                    -11.08   \n",
        "A0                                                     0.924   \n",
        "A1                                                   0.06749   \n",
        "A2                                                 -0.012549   \n",
        "A3                                                 0.0010049   \n",
        "A4                                               -2.8797e-05   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                 0.0003103   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                      -3.56   \n",
        "B                                                     -0.075   \n",
        "C4                                                     0.995   \n",
        "C5                                                     0.005   \n",
        "IXO                                                     8.05   \n",
        "IXXO                                                    5.39   \n",
        "C6                                                      1.15   \n",
        "C7                                                     -0.15   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                                     Aleo_S16_185__2007__E__  \\\n",
        "Vintage                                             2007 (E)   \n",
        "Area                                                   1.378   \n",
        "Material                                               mc-Si   \n",
        "#Series                                                   50   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                     8.2   \n",
        "Voco                                                    30.5   \n",
        "Impo                                                    7.67   \n",
        "Vmpo                                                    24.1   \n",
        "Aisc                                                  0.0008   \n",
        "Aimp                                                 -0.0003   \n",
        "C0                                                      0.99   \n",
        "C1                                                      0.01   \n",
        "Bvoco                                                  -0.11   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.115   \n",
        "Mbvmp                                                      0   \n",
        "N                                                       1.35   \n",
        "C2                                                     -0.12   \n",
        "C3                                                    -11.08   \n",
        "A0                                                     0.924   \n",
        "A1                                                   0.06749   \n",
        "A2                                                 -0.012549   \n",
        "A3                                                 0.0010049   \n",
        "A4                                               -2.8797e-05   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                 0.0003103   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                      -3.56   \n",
        "B                                                     -0.075   \n",
        "C4                                                     0.995   \n",
        "C5                                                     0.005   \n",
        "IXO                                                      8.1   \n",
        "IXXO                                                    5.54   \n",
        "C6                                                      1.15   \n",
        "C7                                                     -0.15   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                                 ...                          \\\n",
        "Vintage                          ...                           \n",
        "Area                             ...                           \n",
        "Material                         ...                           \n",
        "#Series                          ...                           \n",
        "#Parallel                        ...                           \n",
        "Isco                             ...                           \n",
        "Voco                             ...                           \n",
        "Impo                             ...                           \n",
        "Vmpo                             ...                           \n",
        "Aisc                             ...                           \n",
        "Aimp                             ...                           \n",
        "C0                               ...                           \n",
        "C1                               ...                           \n",
        "Bvoco                            ...                           \n",
        "Mbvoc                            ...                           \n",
        "Bvmpo                            ...                           \n",
        "Mbvmp                            ...                           \n",
        "N                                ...                           \n",
        "C2                               ...                           \n",
        "C3                               ...                           \n",
        "A0                               ...                           \n",
        "A1                               ...                           \n",
        "A2                               ...                           \n",
        "A3                               ...                           \n",
        "A4                               ...                           \n",
        "B0                               ...                           \n",
        "B1                               ...                           \n",
        "B2                               ...                           \n",
        "B3                               ...                           \n",
        "B4                               ...                           \n",
        "B5                               ...                           \n",
        "DTC                              ...                           \n",
        "FD                               ...                           \n",
        "A                                ...                           \n",
        "B                                ...                           \n",
        "C4                               ...                           \n",
        "C5                               ...                           \n",
        "IXO                              ...                           \n",
        "IXXO                             ...                           \n",
        "C6                               ...                           \n",
        "C7                               ...                           \n",
        "Notes                            ...                           \n",
        "\n",
        "                                  Uni_Solar_US_64__1997__E__  \\\n",
        "Vintage                                             1997 (E)   \n",
        "Area                                                   1.012   \n",
        "Material                                              3-a-Si   \n",
        "#Series                                                   11   \n",
        "#Parallel                                                  2   \n",
        "Isco                                                     5.1   \n",
        "Voco                                                    21.3   \n",
        "Impo                                                     4.1   \n",
        "Vmpo                                                    15.6   \n",
        "Aisc                                                   0.001   \n",
        "Aimp                                                   0.001   \n",
        "C0                                                     1.121   \n",
        "C1                                                    -0.121   \n",
        "Bvoco                                                 -0.088   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.051   \n",
        "Mbvmp                                                      0   \n",
        "N                                                       3.51   \n",
        "C2                                                  -1.24058   \n",
        "C3                                                  -3.91126   \n",
        "A0                                                     1.047   \n",
        "A1                                                0.00082115   \n",
        "A2                                                   -0.0259   \n",
        "A3                                                 0.0031736   \n",
        "A4                                               -0.00011026   \n",
        "B0                                                         1   \n",
        "B1                                                  -0.00502   \n",
        "B2                                                 0.0005842   \n",
        "B3                                                  -2.3e-05   \n",
        "B4                                                 3.826e-07   \n",
        "B5                                                 -2.31e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                     -3.581   \n",
        "B                                                     -0.113   \n",
        "C4                                                     1.059   \n",
        "C5                                                    -0.059   \n",
        "IXO                                                     4.73   \n",
        "IXXO                                                    2.87   \n",
        "C6                                                     1.159   \n",
        "C7                                                    -0.159   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                                  Uni_Solar_US_64__2005__E__  \\\n",
        "Vintage                                             2005 (E)   \n",
        "Area                                                   1.012   \n",
        "Material                                              3-a-Si   \n",
        "#Series                                                   11   \n",
        "#Parallel                                                  2   \n",
        "Isco                                                     4.8   \n",
        "Voco                                                    23.8   \n",
        "Impo                                                    3.88   \n",
        "Vmpo                                                    16.5   \n",
        "Aisc                                                   0.001   \n",
        "Aimp                                                   0.001   \n",
        "C0                                                     1.121   \n",
        "C1                                                    -0.121   \n",
        "Bvoco                                                 -0.088   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.051   \n",
        "Mbvmp                                                      0   \n",
        "N                                                       3.51   \n",
        "C2                                                  -1.24058   \n",
        "C3                                                  -3.91126   \n",
        "A0                                                     1.047   \n",
        "A1                                                0.00082115   \n",
        "A2                                                   -0.0259   \n",
        "A3                                                 0.0031736   \n",
        "A4                                               -0.00011026   \n",
        "B0                                                         1   \n",
        "B1                                                  -0.00502   \n",
        "B2                                                 0.0005842   \n",
        "B3                                                  -2.3e-05   \n",
        "B4                                                 3.826e-07   \n",
        "B5                                                 -2.31e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                     -3.581   \n",
        "B                                                     -0.113   \n",
        "C4                                                     1.059   \n",
        "C5                                                    -0.059   \n",
        "IXO                                                     4.44   \n",
        "IXXO                                                    2.74   \n",
        "C6                                                     1.159   \n",
        "C7                                                    -0.159   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                                 Uni_Solar_USF_11__2003__E__  \\\n",
        "Vintage                                             2003 (E)   \n",
        "Area                                                   0.235   \n",
        "Material                                              3-a-Si   \n",
        "#Series                                                   11   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                    0.78   \n",
        "Voco                                                    23.8   \n",
        "Impo                                                    0.62   \n",
        "Vmpo                                                    16.5   \n",
        "Aisc                                                   0.001   \n",
        "Aimp                                                   0.001   \n",
        "C0                                                     1.096   \n",
        "C1                                                    -0.096   \n",
        "Bvoco                                                 -0.088   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.051   \n",
        "Mbvmp                                                      0   \n",
        "N                                                       3.77   \n",
        "C2                                                  -1.14162   \n",
        "C3                                                  -2.89115   \n",
        "A0                                                     1.047   \n",
        "A1                                                0.00082115   \n",
        "A2                                                   -0.0259   \n",
        "A3                                                 0.0031736   \n",
        "A4                                               -0.00011026   \n",
        "B0                                                         1   \n",
        "B1                                                  -0.00502   \n",
        "B2                                                 0.0005842   \n",
        "B3                                                  -2.3e-05   \n",
        "B4                                                 3.826e-07   \n",
        "B5                                                 -2.31e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                     -3.581   \n",
        "B                                                     -0.113   \n",
        "C4                                                    1.0515   \n",
        "C5                                                   -0.0515   \n",
        "IXO                                                     0.71   \n",
        "IXXO                                                   0.438   \n",
        "C6                                                      1.13   \n",
        "C7                                                     -0.13   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                                 Uni_Solar_USF_32__2003__E__  \\\n",
        "Vintage                                             2003 (E)   \n",
        "Area                                                   0.606   \n",
        "Material                                              3-a-Si   \n",
        "#Series                                                   11   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                     2.4   \n",
        "Voco                                                    23.8   \n",
        "Impo                                                    1.94   \n",
        "Vmpo                                                    16.5   \n",
        "Aisc                                                   0.001   \n",
        "Aimp                                                   0.001   \n",
        "C0                                                     1.096   \n",
        "C1                                                    -0.096   \n",
        "Bvoco                                                 -0.088   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.051   \n",
        "Mbvmp                                                      0   \n",
        "N                                                       3.77   \n",
        "C2                                                  -1.14162   \n",
        "C3                                                  -2.89115   \n",
        "A0                                                     1.047   \n",
        "A1                                                0.00082115   \n",
        "A2                                                   -0.0259   \n",
        "A3                                                 0.0031736   \n",
        "A4                                               -0.00011026   \n",
        "B0                                                         1   \n",
        "B1                                                  -0.00502   \n",
        "B2                                                 0.0005842   \n",
        "B3                                                  -2.3e-05   \n",
        "B4                                                 3.826e-07   \n",
        "B5                                                 -2.31e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                     -3.581   \n",
        "B                                                     -0.113   \n",
        "C4                                                    1.0515   \n",
        "C5                                                   -0.0515   \n",
        "IXO                                                     2.22   \n",
        "IXXO                                                    1.37   \n",
        "C6                                                      1.13   \n",
        "C7                                                     -0.13   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                                  Uni_Solar_USF_5__2003__E__  \\\n",
        "Vintage                                             2003 (E)   \n",
        "Area                                                   0.136   \n",
        "Material                                              3-a-Si   \n",
        "#Series                                                   11   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                    0.37   \n",
        "Voco                                                    23.8   \n",
        "Impo                                                     0.3   \n",
        "Vmpo                                                    16.5   \n",
        "Aisc                                                   0.001   \n",
        "Aimp                                                   0.001   \n",
        "C0                                                     1.096   \n",
        "C1                                                    -0.096   \n",
        "Bvoco                                                 -0.088   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.051   \n",
        "Mbvmp                                                      0   \n",
        "N                                                       3.77   \n",
        "C2                                                  -1.14162   \n",
        "C3                                                  -2.89115   \n",
        "A0                                                     1.047   \n",
        "A1                                                0.00082115   \n",
        "A2                                                   -0.0259   \n",
        "A3                                                 0.0031736   \n",
        "A4                                               -0.00011026   \n",
        "B0                                                         1   \n",
        "B1                                                  -0.00502   \n",
        "B2                                                 0.0005842   \n",
        "B3                                                  -2.3e-05   \n",
        "B4                                                 3.826e-07   \n",
        "B5                                                 -2.31e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                     -3.581   \n",
        "B                                                     -0.113   \n",
        "C4                                                    1.0515   \n",
        "C5                                                   -0.0515   \n",
        "IXO                                                    0.342   \n",
        "IXXO                                                   0.212   \n",
        "C6                                                      1.13   \n",
        "C7                                                     -0.13   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                           Yingli_Solar_YL220_Module___2008_  \\\n",
        "Vintage                                                 2008   \n",
        "Area                                                     1.7   \n",
        "Material                                               mc-Si   \n",
        "#Series                                                   60   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                   8.163   \n",
        "Voco                                                  36.871   \n",
        "Impo                                                   7.388   \n",
        "Vmpo                                                  28.633   \n",
        "Aisc                                                0.000436   \n",
        "Aimp                                               -0.000176   \n",
        "C0                                                    0.9877   \n",
        "C1                                                    0.0123   \n",
        "Bvoco                                                -0.1378   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                -0.1421   \n",
        "Mbvmp                                                      0   \n",
        "N                                                      1.442   \n",
        "C2                                                 -0.050321   \n",
        "C3                                                  -8.81507   \n",
        "A0                                                    0.9407   \n",
        "A1                                                   0.05086   \n",
        "A2                                                 -0.008095   \n",
        "A3                                                 0.0003498   \n",
        "A4                                                  8.85e-06   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                 0.0003103   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                     -3.303   \n",
        "B                                                    -0.1012   \n",
        "C4                                                    0.9892   \n",
        "C5                                                    0.0108   \n",
        "IXO                                                   8.0491   \n",
        "IXXO                                                  5.1339   \n",
        "C6                                                    1.1335   \n",
        "C7                                                   -0.1335   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                        Yingli_Solar_YL220_Module__2008__E__  \\\n",
        "Vintage                                             2008 (E)   \n",
        "Area                                                     1.7   \n",
        "Material                                               mc-Si   \n",
        "#Series                                                   60   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                     8.1   \n",
        "Voco                                                    36.6   \n",
        "Impo                                                     7.4   \n",
        "Vmpo                                                      30   \n",
        "Aisc                                                0.000436   \n",
        "Aimp                                               -0.000176   \n",
        "C0                                                    0.9877   \n",
        "C1                                                    0.0123   \n",
        "Bvoco                                                -0.1378   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                -0.1421   \n",
        "Mbvmp                                                      0   \n",
        "N                                                      1.442   \n",
        "C2                                                 -0.050321   \n",
        "C3                                                  -8.81507   \n",
        "A0                                                    0.9219   \n",
        "A1                                                    0.0709   \n",
        "A2                                                   -0.0143   \n",
        "A3                                                    0.0012   \n",
        "A4                                                    -3e-05   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                 0.0003103   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                     -3.303   \n",
        "B                                                    -0.1012   \n",
        "C4                                                    0.9892   \n",
        "C5                                                    0.0108   \n",
        "IXO                                                     8.29   \n",
        "IXXO                                                  5.1339   \n",
        "C6                                                    1.1335   \n",
        "C7                                                   -0.1335   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                       Yingli_Solar_YL230_29b_Module___2009_  \\\n",
        "Vintage                                                 2009   \n",
        "Area                                                   1.634   \n",
        "Material                                               mc-Si   \n",
        "#Series                                                   60   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                   8.222   \n",
        "Voco                                                   37.28   \n",
        "Impo                                                   7.727   \n",
        "Vmpo                                                  29.886   \n",
        "Aisc                                                0.000746   \n",
        "Aimp                                                0.000176   \n",
        "C0                                                    0.9993   \n",
        "C1                                                    0.0007   \n",
        "Bvoco                                                -0.1294   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.137   \n",
        "Mbvmp                                                      0   \n",
        "N                                                      1.263   \n",
        "C2                                                 -0.058706   \n",
        "C3                                                  -8.35334   \n",
        "A0                                                    0.9011   \n",
        "A1                                                    0.1021   \n",
        "A2                                                  -0.02942   \n",
        "A3                                                   0.00397   \n",
        "A4                                                -0.0002105   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                 0.0003103   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                     -3.348   \n",
        "B                                                   -0.09143   \n",
        "C4                                                     0.995   \n",
        "C5                                                     0.005   \n",
        "IXO                                                   8.1509   \n",
        "IXXO                                                  5.5099   \n",
        "C6                                                    1.1325   \n",
        "C7                                                   -0.1325   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                    Yingli_Solar_YL230_29b_Module__2009__E__  \\\n",
        "Vintage                                             2009 (E)   \n",
        "Area                                                   1.634   \n",
        "Material                                               mc-Si   \n",
        "#Series                                                   60   \n",
        "#Parallel                                                  1   \n",
        "Isco                                                     8.4   \n",
        "Voco                                                      37   \n",
        "Impo                                                     7.8   \n",
        "Vmpo                                                    29.5   \n",
        "Aisc                                                0.000746   \n",
        "Aimp                                                0.000176   \n",
        "C0                                                    0.9993   \n",
        "C1                                                    0.0007   \n",
        "Bvoco                                                -0.1294   \n",
        "Mbvoc                                                      0   \n",
        "Bvmpo                                                 -0.137   \n",
        "Mbvmp                                                      0   \n",
        "N                                                      1.263   \n",
        "C2                                                 -0.058706   \n",
        "C3                                                  -8.35334   \n",
        "A0                                                    0.9219   \n",
        "A1                                                    0.0709   \n",
        "A2                                                   -0.0143   \n",
        "A3                                                    0.0012   \n",
        "A4                                                    -3e-05   \n",
        "B0                                                         1   \n",
        "B1                                                 -0.002438   \n",
        "B2                                                 0.0003103   \n",
        "B3                                                -1.246e-05   \n",
        "B4                                                 2.112e-07   \n",
        "B5                                                -1.359e-09   \n",
        "DTC                                                        3   \n",
        "FD                                                         1   \n",
        "A                                                     -3.348   \n",
        "B                                                   -0.09143   \n",
        "C4                                                     0.995   \n",
        "C5                                                     0.005   \n",
        "IXO                                                     8.31   \n",
        "IXXO                                                    5.57   \n",
        "C6                                                    1.1325   \n",
        "C7                                                   -0.1325   \n",
        "Notes      Source: Sandia National Laboratories Updated 9...   \n",
        "\n",
        "                                     Yingli_YL210__2008__E__  \n",
        "Vintage                                             2008 (E)  \n",
        "Area                                                     1.7  \n",
        "Material                                               mc-Si  \n",
        "#Series                                                   60  \n",
        "#Parallel                                                  1  \n",
        "Isco                                                     7.8  \n",
        "Voco                                                      36  \n",
        "Impo                                                     7.2  \n",
        "Vmpo                                                    29.5  \n",
        "Aisc                                                   0.001  \n",
        "Aimp                                                 -0.0002  \n",
        "C0                                                     0.977  \n",
        "C1                                                     0.023  \n",
        "Bvoco                                                 -0.133  \n",
        "Mbvoc                                                      0  \n",
        "Bvmpo                                                 -0.133  \n",
        "Mbvmp                                                      0  \n",
        "N                                                      1.384  \n",
        "C2                                                   -0.3872  \n",
        "C3                                                   -9.5542  \n",
        "A0                                                    0.9219  \n",
        "A1                                                   0.07089  \n",
        "A2                                                  -0.01427  \n",
        "A3                                                   0.00117  \n",
        "A4                                                 -3.37e-05  \n",
        "B0                                                         1  \n",
        "B1                                                 -0.002438  \n",
        "B2                                                   0.00031  \n",
        "B3                                                -1.246e-05  \n",
        "B4                                                 2.112e-07  \n",
        "B5                                                -1.359e-09  \n",
        "DTC                                                        3  \n",
        "FD                                                         1  \n",
        "A                                                      -3.54  \n",
        "B                                                     -0.072  \n",
        "C4                                                     0.985  \n",
        "C5                                                     0.015  \n",
        "IXO                                                     7.65  \n",
        "IXXO                                                    5.06  \n",
        "C6                                                     1.113  \n",
        "C7                                                    -0.113  \n",
        "Notes      Source: Sandia National Laboratories Updated 9...  \n",
        "\n",
        "[42 rows x 513 columns]"
       ]
      }
     ],
     "prompt_number": 112
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "Sandia Cell Temp correction"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reload(pvsystem)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 129,
       "text": [
        "<module 'pvlib.pvsystem' from '/home/will/git_repos/PVLIB_Python/pvlib/pvsystem.py'>"
       ]
      }
     ],
     "prompt_number": 129
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pvsystem.sapm_celltemp(900, 5, 20)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 130,
       "text": [
        "{'tcell': 43.509190983665746, 'tmodule': 40.809190983665744}"
       ]
      }
     ],
     "prompt_number": 130
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pvsystem.sapm_celltemp(900, 5, 20, [-3.47, -.0594, 3])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 131,
       "text": [
        "{'tcell': 43.509190983665746, 'tmodule': 40.809190983665744}"
       ]
      }
     ],
     "prompt_number": 131
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "wind = np.linspace(0,20,21)\n",
      "temps = pd.DataFrame(pvsystem.sapm_celltemp(900, wind, 20), index=wind)\n",
      "temps.head()\n",
      "temps.plot()\n",
      "plt.legend()\n",
      "plt.xlabel('wind speed (m/s)')\n",
      "plt.ylabel('temperature (deg C)')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 136,
       "text": [
        "<matplotlib.text.Text at 0x929ef50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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v3jUNpdR9wylwmCTMh6mivYoX1MsUt5Xh7+XPlikbWZmwBKtlMJdLjNxIBhPT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\nIiKB+3+EVp6Q3MwkHQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x9369cd0>"
       ]
      }
     ],
     "prompt_number": 136
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "atemp = np.linspace(-20,50,71)\n",
      "temps = pd.DataFrame(pvsystem.sapm_celltemp(900, 2, atemp), index=atemp)\n",
      "temps.head()\n",
      "temps.plot()\n",
      "plt.legend()\n",
      "plt.xlabel('ambient temperature (deg C)')\n",
      "plt.ylabel('temperature (deg C)')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 139,
       "text": [
        "<matplotlib.text.Text at 0xa931f50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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H3Zr5PwKvAZVKqQLvNiuwE/ie2YUJIURfuFXfwaZ8Ox+WNREUGMCKmZ5IPSTY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\n",
       "text": [
        "<matplotlib.figure.Figure at 0xbebc990>"
       ]
      }
     ],
     "prompt_number": 139
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "irrad = np.linspace(0,1000,101)\n",
      "temps = pd.DataFrame(pvsystem.sapm_celltemp(irrad, 2, 20), index=irrad)\n",
      "temps.head()\n",
      "temps.plot()\n",
      "plt.legend()\n",
      "plt.xlabel('incident irradiance (W/m**2)')\n",
      "plt.ylabel('temperature (deg C)')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 140,
       "text": [
        "<matplotlib.text.Text at 0xbea15d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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zTkzf2t/GBxVFfHzjEwwMcqOy2JhdQFrEBK8cX4wMd7qi3zn4+2xgDq4regvw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\nY4zpwazQG2OMMT2YFXpjjDGmB/v/SeMZb7hliwIAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0xbdddad0>"
       ]
      }
     ],
     "prompt_number": 140
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Add more here comparing different models"
     ]
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "snlinverter"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reload(pvsystem)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 151,
       "text": [
        "<module 'pvlib.pvsystem' from '/home/will/git_repos/PVLIB_Python/pvlib/pvsystem.py'>"
       ]
      }
     ],
     "prompt_number": 151
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "inverters = pvsystem.retrieve_sam('sandiainverter')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 153
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "inverters"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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        "<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>ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_</th>\n",
        "      <th>ABB__MICRO_0_25_I_OUTD_US_240_240V__CEC_2014_</th>\n",
        "      <th>ABB__MICRO_0_3HV_I_OUTD_US_208_208V__CEC_2014_</th>\n",
        "      <th>ABB__MICRO_0_3HV_I_OUTD_US_240_240V__CEC_2014_</th>\n",
        "      <th>ABB__MICRO_0_3_I_OUTD_US_208_208V__CEC_2014_</th>\n",
        "      <th>ABB__MICRO_0_3_I_OUTD_US_240_240V__CEC_2014_</th>\n",
        "      <th>Ablerex_Electronics_Co___Ltd___ES_2200_US_240__240_Vac__240V__CEC_2011_</th>\n",
        "      <th>Ablerex_Electronics_Co___Ltd___ES_3300_US_240__240_Vac__240V__CEC_2011_</th>\n",
        "      <th>Ablerex_Electronics_Co___Ltd___ES_4200_US_240__240_Vac__240V__CEC_2011_</th>\n",
        "      <th>Ablerex_Electronics_Co___Ltd___ES_5000_US_240__240_Vac__240V__CEC_2011_</th>\n",
        "      <th>...</th>\n",
        "      <th>Yes!_Solar_Inc___ES5000__240V__240V__CEC_2009_</th>\n",
        "      <th>Yes!_Solar_Inc___ES5300__208V__208V__CEC_2009_</th>\n",
        "      <th>Yes!_Solar_Inc___ES5300__240V__240V__CEC_2009_</th>\n",
        "      <th>Zhejiang_Yuhui_Solar_Energy_Source__Replus_250A_240V__CEC_2012_</th>\n",
        "      <th>Zhejiang_Yuhui_Solar_Energy_Source__Replus_250B_208V__CEC_2012_</th>\n",
        "      <th>Zigor__Sunzet_2_TL_US_240V__CEC_2011_</th>\n",
        "      <th>Zigor__Sunzet_3_TL_US_240V__CEC_2011_</th>\n",
        "      <th>Zigor__Sunzet_4_TL_US_240V__CEC_2011_</th>\n",
        "      <th>Zigor__Sunzet_5_TL_US_240V__CEC_2011_</th>\n",
        "      <th>Zigor__SUNZET4_USA_240V__CEC_2011_</th>\n",
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        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Vac</th>\n",
        "      <td> 208.000000</td>\n",
        "      <td> 240.000000</td>\n",
        "      <td> 208.000000</td>\n",
        "      <td> 240.000000</td>\n",
        "      <td> 208.000000</td>\n",
        "      <td> 240.000000</td>\n",
        "      <td>  240.000000</td>\n",
        "      <td>  240.000000</td>\n",
        "      <td>  240.000000</td>\n",
        "      <td>  240.000000</td>\n",
        "      <td>...</td>\n",
        "      <td>  240.000000</td>\n",
        "      <td>  208.000000</td>\n",
        "      <td>  240.000000</td>\n",
        "      <td> 240.000000</td>\n",
        "      <td> 208.000000</td>\n",
        "      <td>  240.000000</td>\n",
        "      <td>  240.000000</td>\n",
        "      <td>  240.000000</td>\n",
        "      <td>  240.000000</td>\n",
        "      <td>  240.000000</td>\n",
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        "    <tr>\n",
        "      <th>Paco</th>\n",
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        "      <td> 250.000000</td>\n",
        "      <td> 300.000000</td>\n",
        "      <td> 300.000000</td>\n",
        "      <td> 300.000000</td>\n",
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        "      <td> 4160.000000</td>\n",
        "      <td> 5240.000000</td>\n",
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        "      <td> 4900.000000</td>\n",
        "      <td> 4600.000000</td>\n",
        "      <td> 5300.000000</td>\n",
        "      <td> 225.190000</td>\n",
        "      <td> 213.830000</td>\n",
        "      <td> 2110.000000</td>\n",
        "      <td> 3180.000000</td>\n",
        "      <td> 4160.000000</td>\n",
        "      <td> 5240.000000</td>\n",
        "      <td> 4030.000000</td>\n",
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        "    <tr>\n",
        "      <th>Pdco</th>\n",
        "      <td> 259.522000</td>\n",
        "      <td> 259.553000</td>\n",
        "      <td> 312.523000</td>\n",
        "      <td> 312.022000</td>\n",
        "      <td> 311.715000</td>\n",
        "      <td> 311.505000</td>\n",
        "      <td> 2191.830000</td>\n",
        "      <td> 3313.680000</td>\n",
        "      <td> 4342.410000</td>\n",
        "      <td> 5495.830000</td>\n",
        "      <td>...</td>\n",
        "      <td> 5135.580000</td>\n",
        "      <td> 4829.420000</td>\n",
        "      <td> 5571.180000</td>\n",
        "      <td> 234.842000</td>\n",
        "      <td> 225.563000</td>\n",
        "      <td> 2191.830000</td>\n",
        "      <td> 3313.680000</td>\n",
        "      <td> 4342.410000</td>\n",
        "      <td> 5495.830000</td>\n",
        "      <td> 4267.480000</td>\n",
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        "    <tr>\n",
        "      <th>Vdco</th>\n",
        "      <td>  40.242600</td>\n",
        "      <td>  39.982200</td>\n",
        "      <td>  45.259400</td>\n",
        "      <td>  45.495000</td>\n",
        "      <td>  40.227100</td>\n",
        "      <td>  40.136100</td>\n",
        "      <td>  399.207000</td>\n",
        "      <td>  389.513000</td>\n",
        "      <td>  388.562000</td>\n",
        "      <td>  386.083000</td>\n",
        "      <td>...</td>\n",
        "      <td>  275.000000</td>\n",
        "      <td>  275.000000</td>\n",
        "      <td>  274.900000</td>\n",
        "      <td>  28.468400</td>\n",
        "      <td>  28.632600</td>\n",
        "      <td>  399.207000</td>\n",
        "      <td>  389.513000</td>\n",
        "      <td>  388.562000</td>\n",
        "      <td>  386.083000</td>\n",
        "      <td>  302.852000</td>\n",
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        "      <th>Pso</th>\n",
        "      <td>   1.771610</td>\n",
        "      <td>   1.931190</td>\n",
        "      <td>   1.882620</td>\n",
        "      <td>   1.928590</td>\n",
        "      <td>   1.971050</td>\n",
        "      <td>   1.991340</td>\n",
        "      <td>   30.843700</td>\n",
        "      <td>   31.265000</td>\n",
        "      <td>   31.601700</td>\n",
        "      <td>   32.450800</td>\n",
        "      <td>...</td>\n",
        "      <td>   29.358900</td>\n",
        "      <td>   26.071500</td>\n",
        "      <td>   28.519000</td>\n",
        "      <td>   1.646710</td>\n",
        "      <td>   1.845030</td>\n",
        "      <td>   30.843700</td>\n",
        "      <td>   31.265000</td>\n",
        "      <td>   31.601700</td>\n",
        "      <td>   32.450800</td>\n",
        "      <td>   37.372800</td>\n",
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        "      <th>C0</th>\n",
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        "      <td>  -0.000049</td>\n",
        "      <td>  -0.000035</td>\n",
        "      <td>  -0.000036</td>\n",
        "      <td>  -0.000031</td>\n",
        "      <td>   -0.000004</td>\n",
        "      <td>   -0.000006</td>\n",
        "      <td>   -0.000004</td>\n",
        "      <td>   -0.000005</td>\n",
        "      <td>...</td>\n",
        "      <td>   -0.000006</td>\n",
        "      <td>   -0.000006</td>\n",
        "      <td>   -0.000006</td>\n",
        "      <td>  -0.000000</td>\n",
        "      <td>  -0.000121</td>\n",
        "      <td>   -0.000004</td>\n",
        "      <td>   -0.000006</td>\n",
        "      <td>   -0.000004</td>\n",
        "      <td>   -0.000005</td>\n",
        "      <td>   -0.000009</td>\n",
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        "    <tr>\n",
        "      <th>C1</th>\n",
        "      <td>  -0.000090</td>\n",
        "      <td>  -0.000158</td>\n",
        "      <td>  -0.000241</td>\n",
        "      <td>  -0.000228</td>\n",
        "      <td>  -0.000256</td>\n",
        "      <td>  -0.000289</td>\n",
        "      <td>   -0.000077</td>\n",
        "      <td>   -0.000095</td>\n",
        "      <td>   -0.000079</td>\n",
        "      <td>   -0.000097</td>\n",
        "      <td>...</td>\n",
        "      <td>    0.000020</td>\n",
        "      <td>    0.000024</td>\n",
        "      <td>    0.000019</td>\n",
        "      <td>  -0.000358</td>\n",
        "      <td>  -0.000533</td>\n",
        "      <td>   -0.000077</td>\n",
        "      <td>   -0.000095</td>\n",
        "      <td>   -0.000079</td>\n",
        "      <td>   -0.000097</td>\n",
        "      <td>   -0.000029</td>\n",
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        "    <tr>\n",
        "      <th>C2</th>\n",
        "      <td>   0.000669</td>\n",
        "      <td>   0.001476</td>\n",
        "      <td>   0.000975</td>\n",
        "      <td>  -0.000224</td>\n",
        "      <td>  -0.000833</td>\n",
        "      <td>  -0.002113</td>\n",
        "      <td>    0.000502</td>\n",
        "      <td>    0.000261</td>\n",
        "      <td>    0.000213</td>\n",
        "      <td>   -0.000251</td>\n",
        "      <td>...</td>\n",
        "      <td>    0.001868</td>\n",
        "      <td>    0.002618</td>\n",
        "      <td>    0.001630</td>\n",
        "      <td>  -0.013450</td>\n",
        "      <td>   0.025867</td>\n",
        "      <td>    0.000502</td>\n",
        "      <td>    0.000261</td>\n",
        "      <td>    0.000213</td>\n",
        "      <td>   -0.000251</td>\n",
        "      <td>    0.002147</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>C3</th>\n",
        "      <td>  -0.018881</td>\n",
        "      <td>  -0.034601</td>\n",
        "      <td>  -0.027563</td>\n",
        "      <td>  -0.039636</td>\n",
        "      <td>  -0.039102</td>\n",
        "      <td>  -0.049515</td>\n",
        "      <td>   -0.003258</td>\n",
        "      <td>   -0.001956</td>\n",
        "      <td>   -0.001867</td>\n",
        "      <td>   -0.002337</td>\n",
        "      <td>...</td>\n",
        "      <td>   -0.000276</td>\n",
        "      <td>    0.000468</td>\n",
        "      <td>   -0.000371</td>\n",
        "      <td> -33.506800</td>\n",
        "      <td>  -0.066826</td>\n",
        "      <td>   -0.003258</td>\n",
        "      <td>   -0.001956</td>\n",
        "      <td>   -0.001867</td>\n",
        "      <td>   -0.002337</td>\n",
        "      <td>   -0.001897</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Pnt</th>\n",
        "      <td>   0.020000</td>\n",
        "      <td>   0.050000</td>\n",
        "      <td>   0.060000</td>\n",
        "      <td>   0.060000</td>\n",
        "      <td>   0.020000</td>\n",
        "      <td>   0.050000</td>\n",
        "      <td>    0.250000</td>\n",
        "      <td>    0.250000</td>\n",
        "      <td>    0.200000</td>\n",
        "      <td>    0.200000</td>\n",
        "      <td>...</td>\n",
        "      <td>    0.500000</td>\n",
        "      <td>    0.500000</td>\n",
        "      <td>    0.500000</td>\n",
        "      <td>   0.170000</td>\n",
        "      <td>   0.170000</td>\n",
        "      <td>    0.250000</td>\n",
        "      <td>    0.250000</td>\n",
        "      <td>    0.200000</td>\n",
        "      <td>    0.200000</td>\n",
        "      <td>    0.190000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Vdcmax</th>\n",
        "      <td>  65.000000</td>\n",
        "      <td>  65.000000</td>\n",
        "      <td>  79.000000</td>\n",
        "      <td>  79.000000</td>\n",
        "      <td>  65.000000</td>\n",
        "      <td>  65.000000</td>\n",
        "      <td>  500.000000</td>\n",
        "      <td>  500.000000</td>\n",
        "      <td>  500.000000</td>\n",
        "      <td>  500.000000</td>\n",
        "      <td>...</td>\n",
        "      <td>  600.000000</td>\n",
        "      <td>  600.000000</td>\n",
        "      <td>  600.000000</td>\n",
        "      <td>  55.000000</td>\n",
        "      <td>  55.000000</td>\n",
        "      <td>  500.000000</td>\n",
        "      <td>  500.000000</td>\n",
        "      <td>  500.000000</td>\n",
        "      <td>  500.000000</td>\n",
        "      <td>  600.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Idcmax</th>\n",
        "      <td>  10.000000</td>\n",
        "      <td>  10.000000</td>\n",
        "      <td>  10.500000</td>\n",
        "      <td>  10.500000</td>\n",
        "      <td>  10.000000</td>\n",
        "      <td>  10.000000</td>\n",
        "      <td>   14.600000</td>\n",
        "      <td>   22.000000</td>\n",
        "      <td>   28.000000</td>\n",
        "      <td>   35.300000</td>\n",
        "      <td>...</td>\n",
        "      <td>   25.000000</td>\n",
        "      <td>   25.000000</td>\n",
        "      <td>   25.000000</td>\n",
        "      <td>  14.000000</td>\n",
        "      <td>  14.000000</td>\n",
        "      <td>   14.600000</td>\n",
        "      <td>   22.000000</td>\n",
        "      <td>   28.000000</td>\n",
        "      <td>   35.300000</td>\n",
        "      <td>   20.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Mppt_low</th>\n",
        "      <td>  20.000000</td>\n",
        "      <td>  20.000000</td>\n",
        "      <td>  30.000000</td>\n",
        "      <td>  30.000000</td>\n",
        "      <td>  30.000000</td>\n",
        "      <td>  30.000000</td>\n",
        "      <td>  150.000000</td>\n",
        "      <td>  150.000000</td>\n",
        "      <td>  150.000000</td>\n",
        "      <td>  150.000000</td>\n",
        "      <td>...</td>\n",
        "      <td>  200.000000</td>\n",
        "      <td>  200.000000</td>\n",
        "      <td>  200.000000</td>\n",
        "      <td>  22.000000</td>\n",
        "      <td>  22.000000</td>\n",
        "      <td>  150.000000</td>\n",
        "      <td>  150.000000</td>\n",
        "      <td>  150.000000</td>\n",
        "      <td>  150.000000</td>\n",
        "      <td>  240.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Mppt_high</th>\n",
        "      <td>  50.000000</td>\n",
        "      <td>  50.000000</td>\n",
        "      <td>  75.000000</td>\n",
        "      <td>  75.000000</td>\n",
        "      <td>  50.000000</td>\n",
        "      <td>  50.000000</td>\n",
        "      <td>  450.000000</td>\n",
        "      <td>  450.000000</td>\n",
        "      <td>  450.000000</td>\n",
        "      <td>  450.000000</td>\n",
        "      <td>...</td>\n",
        "      <td>  550.000000</td>\n",
        "      <td>  550.000000</td>\n",
        "      <td>  550.000000</td>\n",
        "      <td>  45.000000</td>\n",
        "      <td>  45.000000</td>\n",
        "      <td>  450.000000</td>\n",
        "      <td>  450.000000</td>\n",
        "      <td>  450.000000</td>\n",
        "      <td>  450.000000</td>\n",
        "      <td>  480.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>14 rows \u00d7 1398 columns</p>\n",
        "</div>"
       ],
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       "output_type": "pyout",
       "prompt_number": 154,
       "text": [
        "           ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_  \\\n",
        "Vac                                           208.000000   \n",
        "Paco                                          250.000000   \n",
        "Pdco                                          259.522000   \n",
        "Vdco                                           40.242600   \n",
        "Pso                                             1.771610   \n",
        "C0                                             -0.000025   \n",
        "C1                                             -0.000090   \n",
        "C2                                              0.000669   \n",
        "C3                                             -0.018881   \n",
        "Pnt                                             0.020000   \n",
        "Vdcmax                                         65.000000   \n",
        "Idcmax                                         10.000000   \n",
        "Mppt_low                                       20.000000   \n",
        "Mppt_high                                      50.000000   \n",
        "\n",
        "           ABB__MICRO_0_25_I_OUTD_US_240_240V__CEC_2014_  \\\n",
        "Vac                                           240.000000   \n",
        "Paco                                          250.000000   \n",
        "Pdco                                          259.553000   \n",
        "Vdco                                           39.982200   \n",
        "Pso                                             1.931190   \n",
        "C0                                             -0.000027   \n",
        "C1                                             -0.000158   \n",
        "C2                                              0.001476   \n",
        "C3                                             -0.034601   \n",
        "Pnt                                             0.050000   \n",
        "Vdcmax                                         65.000000   \n",
        "Idcmax                                         10.000000   \n",
        "Mppt_low                                       20.000000   \n",
        "Mppt_high                                      50.000000   \n",
        "\n",
        "           ABB__MICRO_0_3HV_I_OUTD_US_208_208V__CEC_2014_  \\\n",
        "Vac                                            208.000000   \n",
        "Paco                                           300.000000   \n",
        "Pdco                                           312.523000   \n",
        "Vdco                                            45.259400   \n",
        "Pso                                              1.882620   \n",
        "C0                                              -0.000049   \n",
        "C1                                              -0.000241   \n",
        "C2                                               0.000975   \n",
        "C3                                              -0.027563   \n",
        "Pnt                                              0.060000   \n",
        "Vdcmax                                          79.000000   \n",
        "Idcmax                                          10.500000   \n",
        "Mppt_low                                        30.000000   \n",
        "Mppt_high                                       75.000000   \n",
        "\n",
        "           ABB__MICRO_0_3HV_I_OUTD_US_240_240V__CEC_2014_  \\\n",
        "Vac                                            240.000000   \n",
        "Paco                                           300.000000   \n",
        "Pdco                                           312.022000   \n",
        "Vdco                                            45.495000   \n",
        "Pso                                              1.928590   \n",
        "C0                                              -0.000035   \n",
        "C1                                              -0.000228   \n",
        "C2                                              -0.000224   \n",
        "C3                                              -0.039636   \n",
        "Pnt                                              0.060000   \n",
        "Vdcmax                                          79.000000   \n",
        "Idcmax                                          10.500000   \n",
        "Mppt_low                                        30.000000   \n",
        "Mppt_high                                       75.000000   \n",
        "\n",
        "           ABB__MICRO_0_3_I_OUTD_US_208_208V__CEC_2014_  \\\n",
        "Vac                                          208.000000   \n",
        "Paco                                         300.000000   \n",
        "Pdco                                         311.715000   \n",
        "Vdco                                          40.227100   \n",
        "Pso                                            1.971050   \n",
        "C0                                            -0.000036   \n",
        "C1                                            -0.000256   \n",
        "C2                                            -0.000833   \n",
        "C3                                            -0.039102   \n",
        "Pnt                                            0.020000   \n",
        "Vdcmax                                        65.000000   \n",
        "Idcmax                                        10.000000   \n",
        "Mppt_low                                      30.000000   \n",
        "Mppt_high                                     50.000000   \n",
        "\n",
        "           ABB__MICRO_0_3_I_OUTD_US_240_240V__CEC_2014_  \\\n",
        "Vac                                          240.000000   \n",
        "Paco                                         300.000000   \n",
        "Pdco                                         311.505000   \n",
        "Vdco                                          40.136100   \n",
        "Pso                                            1.991340   \n",
        "C0                                            -0.000031   \n",
        "C1                                            -0.000289   \n",
        "C2                                            -0.002113   \n",
        "C3                                            -0.049515   \n",
        "Pnt                                            0.050000   \n",
        "Vdcmax                                        65.000000   \n",
        "Idcmax                                        10.000000   \n",
        "Mppt_low                                      30.000000   \n",
        "Mppt_high                                     50.000000   \n",
        "\n",
        "           Ablerex_Electronics_Co___Ltd___ES_2200_US_240__240_Vac__240V__CEC_2011_  \\\n",
        "Vac                                               240.000000                         \n",
        "Paco                                             2110.000000                         \n",
        "Pdco                                             2191.830000                         \n",
        "Vdco                                              399.207000                         \n",
        "Pso                                                30.843700                         \n",
        "C0                                                 -0.000004                         \n",
        "C1                                                 -0.000077                         \n",
        "C2                                                  0.000502                         \n",
        "C3                                                 -0.003258                         \n",
        "Pnt                                                 0.250000                         \n",
        "Vdcmax                                            500.000000                         \n",
        "Idcmax                                             14.600000                         \n",
        "Mppt_low                                          150.000000                         \n",
        "Mppt_high                                         450.000000                         \n",
        "\n",
        "           Ablerex_Electronics_Co___Ltd___ES_3300_US_240__240_Vac__240V__CEC_2011_  \\\n",
        "Vac                                               240.000000                         \n",
        "Paco                                             3180.000000                         \n",
        "Pdco                                             3313.680000                         \n",
        "Vdco                                              389.513000                         \n",
        "Pso                                                31.265000                         \n",
        "C0                                                 -0.000006                         \n",
        "C1                                                 -0.000095                         \n",
        "C2                                                  0.000261                         \n",
        "C3                                                 -0.001956                         \n",
        "Pnt                                                 0.250000                         \n",
        "Vdcmax                                            500.000000                         \n",
        "Idcmax                                             22.000000                         \n",
        "Mppt_low                                          150.000000                         \n",
        "Mppt_high                                         450.000000                         \n",
        "\n",
        "           Ablerex_Electronics_Co___Ltd___ES_4200_US_240__240_Vac__240V__CEC_2011_  \\\n",
        "Vac                                               240.000000                         \n",
        "Paco                                             4160.000000                         \n",
        "Pdco                                             4342.410000                         \n",
        "Vdco                                              388.562000                         \n",
        "Pso                                                31.601700                         \n",
        "C0                                                 -0.000004                         \n",
        "C1                                                 -0.000079                         \n",
        "C2                                                  0.000213                         \n",
        "C3                                                 -0.001867                         \n",
        "Pnt                                                 0.200000                         \n",
        "Vdcmax                                            500.000000                         \n",
        "Idcmax                                             28.000000                         \n",
        "Mppt_low                                          150.000000                         \n",
        "Mppt_high                                         450.000000                         \n",
        "\n",
        "           Ablerex_Electronics_Co___Ltd___ES_5000_US_240__240_Vac__240V__CEC_2011_  \\\n",
        "Vac                                               240.000000                         \n",
        "Paco                                             5240.000000                         \n",
        "Pdco                                             5495.830000                         \n",
        "Vdco                                              386.083000                         \n",
        "Pso                                                32.450800                         \n",
        "C0                                                 -0.000005                         \n",
        "C1                                                 -0.000097                         \n",
        "C2                                                 -0.000251                         \n",
        "C3                                                 -0.002337                         \n",
        "Pnt                                                 0.200000                         \n",
        "Vdcmax                                            500.000000                         \n",
        "Idcmax                                             35.300000                         \n",
        "Mppt_low                                          150.000000                         \n",
        "Mppt_high                                         450.000000                         \n",
        "\n",
        "                          ...                  \\\n",
        "Vac                       ...                   \n",
        "Paco                      ...                   \n",
        "Pdco                      ...                   \n",
        "Vdco                      ...                   \n",
        "Pso                       ...                   \n",
        "C0                        ...                   \n",
        "C1                        ...                   \n",
        "C2                        ...                   \n",
        "C3                        ...                   \n",
        "Pnt                       ...                   \n",
        "Vdcmax                    ...                   \n",
        "Idcmax                    ...                   \n",
        "Mppt_low                  ...                   \n",
        "Mppt_high                 ...                   \n",
        "\n",
        "           Yes!_Solar_Inc___ES5000__240V__240V__CEC_2009_  \\\n",
        "Vac                                            240.000000   \n",
        "Paco                                          4900.000000   \n",
        "Pdco                                          5135.580000   \n",
        "Vdco                                           275.000000   \n",
        "Pso                                             29.358900   \n",
        "C0                                              -0.000006   \n",
        "C1                                               0.000020   \n",
        "C2                                               0.001868   \n",
        "C3                                              -0.000276   \n",
        "Pnt                                              0.500000   \n",
        "Vdcmax                                         600.000000   \n",
        "Idcmax                                          25.000000   \n",
        "Mppt_low                                       200.000000   \n",
        "Mppt_high                                      550.000000   \n",
        "\n",
        "           Yes!_Solar_Inc___ES5300__208V__208V__CEC_2009_  \\\n",
        "Vac                                            208.000000   \n",
        "Paco                                          4600.000000   \n",
        "Pdco                                          4829.420000   \n",
        "Vdco                                           275.000000   \n",
        "Pso                                             26.071500   \n",
        "C0                                              -0.000006   \n",
        "C1                                               0.000024   \n",
        "C2                                               0.002618   \n",
        "C3                                               0.000468   \n",
        "Pnt                                              0.500000   \n",
        "Vdcmax                                         600.000000   \n",
        "Idcmax                                          25.000000   \n",
        "Mppt_low                                       200.000000   \n",
        "Mppt_high                                      550.000000   \n",
        "\n",
        "           Yes!_Solar_Inc___ES5300__240V__240V__CEC_2009_  \\\n",
        "Vac                                            240.000000   \n",
        "Paco                                          5300.000000   \n",
        "Pdco                                          5571.180000   \n",
        "Vdco                                           274.900000   \n",
        "Pso                                             28.519000   \n",
        "C0                                              -0.000006   \n",
        "C1                                               0.000019   \n",
        "C2                                               0.001630   \n",
        "C3                                              -0.000371   \n",
        "Pnt                                              0.500000   \n",
        "Vdcmax                                         600.000000   \n",
        "Idcmax                                          25.000000   \n",
        "Mppt_low                                       200.000000   \n",
        "Mppt_high                                      550.000000   \n",
        "\n",
        "           Zhejiang_Yuhui_Solar_Energy_Source__Replus_250A_240V__CEC_2012_  \\\n",
        "Vac                                               240.000000                 \n",
        "Paco                                              225.190000                 \n",
        "Pdco                                              234.842000                 \n",
        "Vdco                                               28.468400                 \n",
        "Pso                                                 1.646710                 \n",
        "C0                                                 -0.000000                 \n",
        "C1                                                 -0.000358                 \n",
        "C2                                                 -0.013450                 \n",
        "C3                                                -33.506800                 \n",
        "Pnt                                                 0.170000                 \n",
        "Vdcmax                                             55.000000                 \n",
        "Idcmax                                             14.000000                 \n",
        "Mppt_low                                           22.000000                 \n",
        "Mppt_high                                          45.000000                 \n",
        "\n",
        "           Zhejiang_Yuhui_Solar_Energy_Source__Replus_250B_208V__CEC_2012_  \\\n",
        "Vac                                               208.000000                 \n",
        "Paco                                              213.830000                 \n",
        "Pdco                                              225.563000                 \n",
        "Vdco                                               28.632600                 \n",
        "Pso                                                 1.845030                 \n",
        "C0                                                 -0.000121                 \n",
        "C1                                                 -0.000533                 \n",
        "C2                                                  0.025867                 \n",
        "C3                                                 -0.066826                 \n",
        "Pnt                                                 0.170000                 \n",
        "Vdcmax                                             55.000000                 \n",
        "Idcmax                                             14.000000                 \n",
        "Mppt_low                                           22.000000                 \n",
        "Mppt_high                                          45.000000                 \n",
        "\n",
        "           Zigor__Sunzet_2_TL_US_240V__CEC_2011_  \\\n",
        "Vac                                   240.000000   \n",
        "Paco                                 2110.000000   \n",
        "Pdco                                 2191.830000   \n",
        "Vdco                                  399.207000   \n",
        "Pso                                    30.843700   \n",
        "C0                                     -0.000004   \n",
        "C1                                     -0.000077   \n",
        "C2                                      0.000502   \n",
        "C3                                     -0.003258   \n",
        "Pnt                                     0.250000   \n",
        "Vdcmax                                500.000000   \n",
        "Idcmax                                 14.600000   \n",
        "Mppt_low                              150.000000   \n",
        "Mppt_high                             450.000000   \n",
        "\n",
        "           Zigor__Sunzet_3_TL_US_240V__CEC_2011_  \\\n",
        "Vac                                   240.000000   \n",
        "Paco                                 3180.000000   \n",
        "Pdco                                 3313.680000   \n",
        "Vdco                                  389.513000   \n",
        "Pso                                    31.265000   \n",
        "C0                                     -0.000006   \n",
        "C1                                     -0.000095   \n",
        "C2                                      0.000261   \n",
        "C3                                     -0.001956   \n",
        "Pnt                                     0.250000   \n",
        "Vdcmax                                500.000000   \n",
        "Idcmax                                 22.000000   \n",
        "Mppt_low                              150.000000   \n",
        "Mppt_high                             450.000000   \n",
        "\n",
        "           Zigor__Sunzet_4_TL_US_240V__CEC_2011_  \\\n",
        "Vac                                   240.000000   \n",
        "Paco                                 4160.000000   \n",
        "Pdco                                 4342.410000   \n",
        "Vdco                                  388.562000   \n",
        "Pso                                    31.601700   \n",
        "C0                                     -0.000004   \n",
        "C1                                     -0.000079   \n",
        "C2                                      0.000213   \n",
        "C3                                     -0.001867   \n",
        "Pnt                                     0.200000   \n",
        "Vdcmax                                500.000000   \n",
        "Idcmax                                 28.000000   \n",
        "Mppt_low                              150.000000   \n",
        "Mppt_high                             450.000000   \n",
        "\n",
        "           Zigor__Sunzet_5_TL_US_240V__CEC_2011_  \\\n",
        "Vac                                   240.000000   \n",
        "Paco                                 5240.000000   \n",
        "Pdco                                 5495.830000   \n",
        "Vdco                                  386.083000   \n",
        "Pso                                    32.450800   \n",
        "C0                                     -0.000005   \n",
        "C1                                     -0.000097   \n",
        "C2                                     -0.000251   \n",
        "C3                                     -0.002337   \n",
        "Pnt                                     0.200000   \n",
        "Vdcmax                                500.000000   \n",
        "Idcmax                                 35.300000   \n",
        "Mppt_low                              150.000000   \n",
        "Mppt_high                             450.000000   \n",
        "\n",
        "           Zigor__SUNZET4_USA_240V__CEC_2011_  \n",
        "Vac                                240.000000  \n",
        "Paco                              4030.000000  \n",
        "Pdco                              4267.480000  \n",
        "Vdco                               302.852000  \n",
        "Pso                                 37.372800  \n",
        "C0                                  -0.000009  \n",
        "C1                                  -0.000029  \n",
        "C2                                   0.002147  \n",
        "C3                                  -0.001897  \n",
        "Pnt                                  0.190000  \n",
        "Vdcmax                             600.000000  \n",
        "Idcmax                              20.000000  \n",
        "Mppt_low                           240.000000  \n",
        "Mppt_high                          480.000000  \n",
        "\n",
        "[14 rows x 1398 columns]"
       ]
      }
     ],
     "prompt_number": 154
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "vdcs = pd.Series(np.linspace(0,50,51))\n",
      "idcs = pd.Series(np.linspace(0,11,110))\n",
      "pdcs = idcs * vdcs\n",
      "\n",
      "pacs = pvsystem.snlinverter(inverters['ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_'], vdcs, pdcs)\n",
      "#pacs.plot()\n",
      "plt.plot(pacs, pdcs)\n",
      "plt.ylabel('ac power')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 159,
       "text": [
        "<matplotlib.text.Text at 0xbe9a190>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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mTR7udiwR6UalLyKX7POddTy7ppKm1k6mThjG43OmMCgzxe1YInIGlb6IXLT2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\nybUAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0xc24dfd0>"
       ]
      }
     ],
     "prompt_number": 159
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Need to put more effort into describing this function."
     ]
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "SAPM and singlediode"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reload(pvsystem)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 200,
       "text": [
        "<module 'pvlib.pvsystem' from '/home/will/git_repos/PVLIB_Python/pvlib/pvsystem.py'>"
       ]
      }
     ],
     "prompt_number": 200
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sam_data = {}"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 204
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sam_data['cecmod'] = pvsystem.retrieve_sam('cecmod')\n",
      "sam_data['sandiamod'] = pvsystem.retrieve_sam(name='SandiaMod')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 212
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cecmodule = sam_data['cecmod'].Example_Module \n",
      "module"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 213,
       "text": [
        "T_noct              65\n",
        "A_c               0.67\n",
        "N_s                 18\n",
        "I_sc_ref           7.5\n",
        "V_oc_ref          10.4\n",
        "I_mp_ref           6.6\n",
        "V_mp_ref           8.4\n",
        "Alpha_sc         0.003\n",
        "Beta_oc          -0.04\n",
        "A_ref            0.473\n",
        "I_l_ref          7.545\n",
        "I_o_ref      1.943e-09\n",
        "R_s              0.094\n",
        "R_sh_ref         15.72\n",
        "Adjust            10.6\n",
        "Gamma_r           -0.5\n",
        "Source      Multi-c-Si\n",
        "Name: Example_Module, dtype: object"
       ]
      }
     ],
     "prompt_number": 213
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sandiamodule = sam_data['sandiamod'].Canadian_Solar_CS5P_220M___2009_\n",
      "sandiamodule"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 214,
       "text": [
        "Vintage                                                   2009\n",
        "Area                                                     1.701\n",
        "Material                                                  c-Si\n",
        "#Series                                                     96\n",
        "#Parallel                                                    1\n",
        "Isco                                                   5.09115\n",
        "Voco                                                   59.2608\n",
        "Impo                                                   4.54629\n",
        "Vmpo                                                   48.3156\n",
        "Aisc                                                  0.000397\n",
        "Aimp                                                  0.000181\n",
        "C0                                                     1.01284\n",
        "C1                                                  -0.0128398\n",
        "Bvoco                                                 -0.21696\n",
        "Mbvoc                                                        0\n",
        "Bvmpo                                                -0.235488\n",
        "Mbvmp                                                        0\n",
        "N                                                       1.4032\n",
        "C2                                                    0.279317\n",
        "C3                                                    -7.24463\n",
        "A0                                                    0.928385\n",
        "A1                                                    0.068093\n",
        "A2                                                  -0.0157738\n",
        "A3                                                   0.0016606\n",
        "A4                                                -6.93035e-05\n",
        "B0                                                           1\n",
        "B1                                                   -0.002438\n",
        "B2                                                   0.0003103\n",
        "B3                                                  -1.246e-05\n",
        "B4                                                   2.112e-07\n",
        "B5                                                  -1.359e-09\n",
        "DTC                                                          3\n",
        "FD                                                           1\n",
        "A                                                     -3.40641\n",
        "B                                                   -0.0842075\n",
        "C4                                                    0.996446\n",
        "C5                                                    0.003554\n",
        "IXO                                                    4.97599\n",
        "IXXO                                                   3.18803\n",
        "C6                                                     1.15535\n",
        "C7                                                   -0.155353\n",
        "Notes        Source: Sandia National Laboratories Updated 9...\n",
        "Name: Canadian_Solar_CS5P_220M___2009_, dtype: object"
       ]
      }
     ],
     "prompt_number": 214
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from pvlib import clearsky\n",
      "from pvlib import irradiance\n",
      "from pvlib import atmosphere\n",
      "from pvlib.location import Location\n",
      "\n",
      "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n",
      "times = pd.date_range(start=datetime.datetime(2014,1,1), end=datetime.datetime(2014,1,2), freq='1Min')\n",
      "ephem_data = pvlib.solarposition.get_solarposition(times, tus, method='pyephem')\n",
      "irrad_data = clearsky.ineichen(times, tus, solarposition_method='pyephem')\n",
      "#irrad_data.plot()\n",
      "\n",
      "aoi = irradiance.aoi(0, 0, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n",
      "#plt.figure()\n",
      "#aoi.plot()\n",
      "\n",
      "am = atmosphere.relativeairmass(ephem_data.apparent_zenith)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 190
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sapm = pvsystem.sapm(sandiamodule, irrad_data.DNI, irrad_data.DHI, 25, am, aoi)\n",
      "sapm.plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 215,
       "text": [
        "<matplotlib.axes._subplots.AxesSubplot at 0xfa28790>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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jgA/8lrW2PsP6RWqo+qFe/ZCX1lK9qCuO7zzOmSK1Vbfkbq19yxEO33yM828C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\nkYx7IpFIJBIlIxn3RCKRSCRKxterpjImQ+eg/wAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0xe2dd450>"
       ]
      }
     ],
     "prompt_number": 215
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "IL, I0, Rs, Rsh, nNsVth = pvsystem.calcparams_desoto(S=irrad_data.GHI,\n",
      "                                                     Tcell=25,\n",
      "                                                     alpha_isc=cecmodule['Alpha_sc'],\n",
      "                                                     module_parameters=cecmodule,\n",
      "                                                     EgRef=1.121,\n",
      "                                                     dEgdT=-0.0002677)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 216
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sdDFOut = pvsystem.singlediode(Module=cecmodule,\n",
      "                               IL=IL,\n",
      "                               I0=I0,\n",
      "                               Rs=Rs,\n",
      "                               Rsh=Rsh,\n",
      "                               nNsVth=nNsVth)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 217
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sdDFOut.Pmp.plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 219,
       "text": [
        "<matplotlib.axes._subplots.AxesSubplot at 0xfcaf790>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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yaHJqlq6BMTauqaakWJeX/LTNzbXMpTMc7j3lOxRJOL37iOTQoeOjZDJaAifn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\nBXHt5TS/SBV359z7gfuBDzr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       "text": [
        "<matplotlib.figure.Figure at 0xfcb2510>"
       ]
      }
     ],
     "prompt_number": 219
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}