SAS_contrib/BasicExampleUsingIrisData.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import SASPy and pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import saspy\n",
    "import pandas as pd\n",
    "from IPython.display import HTML\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# check the version of SASPy\n",
    "A popular python keyword `__version__` it. \n",
    "See the reference of [PEP 396](https://www.python.org/dev/peps/pep-0396/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.2.4'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "saspy.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create a SAS session object named `sas1`\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using SAS Config named: default\n",
      "SAS Connection established. Subprocess id is 1123\n",
      "\n"
     ]
    }
   ],
   "source": [
    "sas1 = saspy.SASsession()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## You can get numerous elements of information about your SAS session object by submitting `sas1` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Access Method         = STDIO\n",
       "SAS Config name       = default\n",
       "WORK Path             = /tmp/SAS_workFBA200000463_25838e4e1ac4/\n",
       "SAS Version           = V.03.03M0P11082017\n",
       "SASPy Version         = 2.2.4\n",
       "Teach me SAS          = False\n",
       "Batch                 = False\n",
       "Results               = Pandas\n",
       "SAS Session Encoding  = UTF-8\n",
       "Python Encoding value = utf-8"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sas1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a SAS Data Object named `iris` that points to sashelp.iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = sas1.sasdata('iris','sashelp')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### If you didn't know how to create the `sasdata` oject you can use hte python convention of `?` in front of the function and see the docstring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mSignature:\u001b[0m \u001b[0msas1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msasdata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlibref\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m''\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresults\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m''\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdsopts\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mdict\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;34m'SASdata'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mDocstring:\u001b[0m\n",
       "Method to define an existing SAS dataset so that it can be accessed via SASPy\n",
       "\n",
       ":param table:   the name of the SAS Data Set\n",
       ":param libref:  the libref for the Data Set, defaults to WORK, or USER if assigned\n",
       ":param results: format of results, SASsession.results is default, Pandas, HTML and TEXT are the valid options\n",
       ":param dsopts: a dictionary containing any of the following SAS data set options(where, drop, keep, obs, firstobs):\n",
       "\n",
       "    - where is a string\n",
       "    - keep are strings or list of strings.\n",
       "    - drop are strings or list of strings.\n",
       "    - obs is a numbers - either string or int\n",
       "    - first obs is a numbers - either string or int\n",
       "\n",
       "    .. code-block:: python\n",
       "\n",
       "                     {'where'    : 'msrp < 20000 and make = \"Ford\"'\n",
       "                      'keep'     : 'msrp enginesize Cylinders Horsepower Weight'\n",
       "                      'drop'     : ['msrp', 'enginesize', 'Cylinders', 'Horsepower', 'Weight']\n",
       "                      'obs'      :  10\n",
       "                      'firstobs' : '12'\n",
       "                     }\n",
       "\n",
       ":return: SASdata object\n",
       "\u001b[0;31mFile:\u001b[0m      /opt/anaconda/lib/python3.5/site-packages/saspy/sasbase.py\n",
       "\u001b[0;31mType:\u001b[0m      method\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "?sas1.sasdata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### To see the source code use a `??` instead of a single `?` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mSignature:\u001b[0m \u001b[0msas1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msasdata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlibref\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m''\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresults\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m''\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdsopts\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mdict\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;34m'SASdata'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mSource:\u001b[0m   \n",
       "    \u001b[0;32mdef\u001b[0m \u001b[0msasdata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlibref\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m''\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresults\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m''\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdsopts\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;34m'SASdata'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0;34m\"\"\"\u001b[0m\n",
       "\u001b[0;34m        Method to define an existing SAS dataset so that it can be accessed via SASPy\u001b[0m\n",
       "\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m        :param table:   the name of the SAS Data Set\u001b[0m\n",
       "\u001b[0;34m        :param libref:  the libref for the Data Set, defaults to WORK, or USER if assigned\u001b[0m\n",
       "\u001b[0;34m        :param results: format of results, SASsession.results is default, Pandas, HTML and TEXT are the valid options\u001b[0m\n",
       "\u001b[0;34m        :param dsopts: a dictionary containing any of the following SAS data set options(where, drop, keep, obs, firstobs):\u001b[0m\n",
       "\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m            - where is a string\u001b[0m\n",
       "\u001b[0;34m            - keep are strings or list of strings.\u001b[0m\n",
       "\u001b[0;34m            - drop are strings or list of strings.\u001b[0m\n",
       "\u001b[0;34m            - obs is a numbers - either string or int\u001b[0m\n",
       "\u001b[0;34m            - first obs is a numbers - either string or int\u001b[0m\n",
       "\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m            .. code-block:: python\u001b[0m\n",
       "\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m                             {'where'    : 'msrp < 20000 and make = \"Ford\"'\u001b[0m\n",
       "\u001b[0;34m                              'keep'     : 'msrp enginesize Cylinders Horsepower Weight'\u001b[0m\n",
       "\u001b[0;34m                              'drop'     : ['msrp', 'enginesize', 'Cylinders', 'Horsepower', 'Weight']\u001b[0m\n",
       "\u001b[0;34m                              'obs'      :  10\u001b[0m\n",
       "\u001b[0;34m                              'firstobs' : '12'\u001b[0m\n",
       "\u001b[0;34m                             }\u001b[0m\n",
       "\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m        :return: SASdata object\u001b[0m\n",
       "\u001b[0;34m        \"\"\"\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0;32mif\u001b[0m \u001b[0mresults\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m''\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m            \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresults\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0msd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSASdata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlibref\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresults\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdsopts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlibref\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m            \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m                \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m                    \u001b[0;34m\"Table \"\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0msd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlibref\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'.'\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0msd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtable\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\" does not exist. This SASdata object will not be useful until the data set is created.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0;32mreturn\u001b[0m \u001b[0msd\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mFile:\u001b[0m      /opt/anaconda/lib/python3.5/site-packages/saspy/sasbase.py\n",
       "\u001b[0;31mType:\u001b[0m      method\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "??sas1.sasdata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Now that we have created the `iris` SAS data object use the methods to explore the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using the `head` method you can see the first 5 observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Species</th>\n",
       "      <th>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>50</td>\n",
       "      <td>33</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>46</td>\n",
       "      <td>34</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>46</td>\n",
       "      <td>36</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>51</td>\n",
       "      <td>33</td>\n",
       "      <td>17</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Setosa</td>\n",
       "      <td>55</td>\n",
       "      <td>35</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Species  SepalLength  SepalWidth  PetalLength  PetalWidth\n",
       "0  Setosa           50          33           14           2\n",
       "1  Setosa           46          34           14           3\n",
       "2  Setosa           46          36           10           2\n",
       "3  Setosa           51          33           17           5\n",
       "4  Setosa           55          35           13           2"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using the `bar` method you can see a graph of the distribution of the different iris species\n",
    "We see that the data set is balanced with 3 types of iris each have 50 observations for a total of 150 data points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "section, article { padding-top: 1px; padding-bottom: 8px }\n",
       "hr.pagebreak { height: 0px; border: 0; border-bottom: 1px solid #c0c0c0; margin: 1em 0 }\n",
       ".stacked-value { text-align: left; display: block }\n",
       ".stacked-cell > .stacked-value, td.data > td.data, th.data > td.data, th.data > th.data, td.data > th.data, th.header > th.header { border: 0 }\n",
       ".stacked-cell > div.data { border-width: 0 }\n",
       ".systitleandfootercontainer { white-space: nowrap; margin-bottom: 1em }\n",
       ".systitleandfootercontainer > p { margin: 0 }\n",
       ".systitleandfootercontainer > p > span { display: inline-block; width: 100%; white-space: normal }\n",
       ".batch { display: table }\n",
       ".toc { display: none }\n",
       ".proc_note_group, .proc_title_group { margin-bottom: 1em }\n",
       "p.proctitle { margin: 0 }\n",
       "p.note, p.warning, p.error, p.fatal { display: table }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner,\n",
       ".notecontent, .warncontent, .errorcontent, .fatalcontent { display: table-cell; padding: 0.5em }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner { padding-right: 0 }\n",
       ".body > div > ol li { text-align: left }\n",
       ".c { text-align: center }\n",
       ".r { text-align: right }\n",
       ".l { text-align: left }\n",
       ".j { text-align: justify }\n",
       ".d { text-align: right }\n",
       ".b { vertical-align: bottom }\n",
       ".m { vertical-align: middle }\n",
       ".t { vertical-align: top }\n",
       "a:active { color: #800080 }\n",
       ".aftercaption {\n",
       "    background-color: #fafbfe;\n",
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       "    color: #112277;\n",
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       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    padding-top: 4pt;\n",
       "}\n",
       ".batch > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch > tbody, .batch > thead, .batch > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch { border: hidden; }\n",
       ".batch {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
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       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    padding: 7px;\n",
       "    }\n",
       ".beforecaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    font-style: normal;\n",
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       "}\n",
       ".body {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".bodydate {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "    width: 100%;\n",
       "}\n",
       ".bycontentfolder {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".byline {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
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       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".bylinecontainer > col, .bylinecontainer > colgroup > col, .bylinecontainer > colgroup, .bylinecontainer > tr, .bylinecontainer > * > tr, .bylinecontainer > thead, .bylinecontainer > tbody, .bylinecontainer > tfoot { border: none; }\n",
       ".bylinecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
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       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".caption {\n",
       "    background-color: #fafbfe;\n",
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       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    font-style: normal;\n",
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       "}\n",
       ".cell, .container {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".contentfolder, .contentitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".contentproclabel, .contentprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    font-style: normal;\n",
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       ".contents {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    font-style: normal;\n",
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       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
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       "    background-color: #fafbfe;\n",
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       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
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       ".contenttitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
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       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".continued {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    width: 100%;\n",
       "}\n",
       ".data, .dataemphasis {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
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       "    font-style: normal;\n",
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       ".dataemphasisfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
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       "}\n",
       ".dataempty {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
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       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datafixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
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       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datastrong {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
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       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".datastrongfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".date {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".document {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".errorcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".extendedpage {\n",
       "    background-color: #fafbfe;\n",
       "    border-style: solid;\n",
       "    border-width: 1pt;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "    text-align: center;\n",
       "}\n",
       ".fatalbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".fatalcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".fatalcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".folderaction {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".footer {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footeremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footeremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".frame {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".graph > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph > tbody, .graph > thead, .graph > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph { border: hidden; }\n",
       ".graph {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".header {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headeremphasis {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headeremphasisfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headersandfooters {\n",
       "    background-color: #edf2f9;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrong {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrongfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".heading1, .heading2, .heading3, .heading4, .heading5, .heading6 { font-family: Arial, Helvetica, sans-serif }\n",
       ".index {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".indexaction, .indexitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".indexprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".indextitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".layoutcontainer, .layoutregion {\n",
       "    border-width: 0;\n",
       "    border-spacing: 30px;\n",
       "}\n",
       ".linecontent {\n",
       "    background-color: #fafbfe;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "a:link { color: #0000ff }\n",
       ".list {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: disc;\n",
       "}\n",
       ".list10 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".list2 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: circle;\n",
       "}\n",
       ".list3, .list4, .list5, .list6, .list7, .list8, .list9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".listitem {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: disc;\n",
       "}\n",
       ".listitem10 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".listitem2 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: circle;\n",
       "}\n",
       ".listitem3, .listitem4, .listitem5, .listitem6, .listitem7, .listitem8, .listitem9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".note {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".notebanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".notecontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".notecontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".output > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".output > tbody, .output > thead, .output > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".output { border: hidden; }\n",
       ".output {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".pageno {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "}\n",
       ".pages {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".pagesdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".pagesitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".pagesproclabel, .pagesprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".pagestitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".paragraph {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".parskip > col, .parskip > colgroup > col, .parskip > colgroup, .parskip > tr, .parskip > * > tr, .parskip > thead, .parskip > tbody, .parskip > tfoot { border: none; }\n",
       ".parskip {\n",
       "    border: none;\n",
       "    border-spacing: 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    }\n",
       ".prepage {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: left;\n",
       "}\n",
       ".proctitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".proctitlefixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooter {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooteremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooteremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooterempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooterfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooterstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooterstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheader {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderemphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderemphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systemfooter, .systemfooter10, .systemfooter2, .systemfooter3, .systemfooter4, .systemfooter5, .systemfooter6, .systemfooter7, .systemfooter8, .systemfooter9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".systemtitle, .systemtitle10, .systemtitle2, .systemtitle3, .systemtitle4, .systemtitle5, .systemtitle6, .systemtitle7, .systemtitle8, .systemtitle9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size: small;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systitleandfootercontainer > col, .systitleandfootercontainer > colgroup > col, .systitleandfootercontainer > colgroup, .systitleandfootercontainer > tr, .systitleandfootercontainer > * > tr, .systitleandfootercontainer > thead, .systitleandfootercontainer > tbody, .systitleandfootercontainer > tfoot { border: none; }\n",
       ".systitleandfootercontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".table > col, .table > colgroup > col {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 0 solid #c1c1c1;\n",
       "}\n",
       ".table > tr, .table > * > tr {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 0 solid #c1c1c1;\n",
       "}\n",
       ".table { border: hidden; }\n",
       ".table {\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 1px 0 0 1px;\n",
       "    border-collapse: collapse;\n",
       "    border-spacing: 0;\n",
       "    }\n",
       ".titleandnotecontainer > col, .titleandnotecontainer > colgroup > col, .titleandnotecontainer > colgroup, .titleandnotecontainer > tr, .titleandnotecontainer > * > tr, .titleandnotecontainer > thead, .titleandnotecontainer > tbody, .titleandnotecontainer > tfoot { border: none; }\n",
       ".titleandnotecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".titlesandfooters {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".usertext {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "a:visited { color: #800080 }\n",
       ".warnbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".warncontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".warncontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "/*]]>*/\n",
       "</style>\n",
       "</head>\n",
       "<body class=\"l body\">\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div id=\"IDX\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div class=\"c\">\n",
       "<img style=\"height: 480px; width: 640px\" alt=\"The SGPlot Procedure\" src=\"data:image/png;base64,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\"/>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.bar('species')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# You can get numerical summary of the `iris` data by using the `means` method\n",
    "You will notice that the variable `species` in not included in the `means` method that is because it is restricted to variables with a numeric type "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Variable</th>\n",
       "      <th>Label</th>\n",
       "      <th>N</th>\n",
       "      <th>NMiss</th>\n",
       "      <th>Median</th>\n",
       "      <th>Mean</th>\n",
       "      <th>StdDev</th>\n",
       "      <th>Min</th>\n",
       "      <th>P25</th>\n",
       "      <th>P50</th>\n",
       "      <th>P75</th>\n",
       "      <th>Max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SepalLength</td>\n",
       "      <td>Sepal Length (mm)</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>58.433333</td>\n",
       "      <td>8.280661</td>\n",
       "      <td>43</td>\n",
       "      <td>51</td>\n",
       "      <td>58.0</td>\n",
       "      <td>64</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SepalWidth</td>\n",
       "      <td>Sepal Width (mm)</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.573333</td>\n",
       "      <td>4.358663</td>\n",
       "      <td>20</td>\n",
       "      <td>28</td>\n",
       "      <td>30.0</td>\n",
       "      <td>33</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PetalLength</td>\n",
       "      <td>Petal Length (mm)</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "      <td>43.5</td>\n",
       "      <td>37.580000</td>\n",
       "      <td>17.652982</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>43.5</td>\n",
       "      <td>51</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PetalWidth</td>\n",
       "      <td>Petal Width (mm)</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.993333</td>\n",
       "      <td>7.622377</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>13.0</td>\n",
       "      <td>18</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Variable              Label    N  NMiss  Median       Mean     StdDev  \\\n",
       "0  SepalLength  Sepal Length (mm)  150      0    58.0  58.433333   8.280661   \n",
       "1   SepalWidth   Sepal Width (mm)  150      0    30.0  30.573333   4.358663   \n",
       "2  PetalLength  Petal Length (mm)  150      0    43.5  37.580000  17.652982   \n",
       "3   PetalWidth   Petal Width (mm)  150      0    13.0  11.993333   7.622377   \n",
       "\n",
       "   Min  P25   P50  P75  Max  \n",
       "0   43   51  58.0   64   79  \n",
       "1   20   28  30.0   33   44  \n",
       "2   10   16  43.5   51   69  \n",
       "3    1    3  13.0   18   25  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.means()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## To look at all the variables in the dataset along with their type and other relevant infomation use the `info` method.\n",
    "We can see this dataset includes 5 varibles with 150 observations. There are no missing values so we will not need to imput an data, if we did the `imput` method is there to help us"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>Variable</th>\n",
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      "text/plain": [
       "      Variable     type    N  Nmiss\n",
       "0      Species     char  150      0\n",
       "1  SepalLength  numeric  150      0\n",
       "2   SepalWidth  numeric  150      0\n",
       "3  PetalLength  numeric  150      0\n",
       "4   PetalWidth  numeric  150      0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## In the creation of `SASPy`, one key feature was to make tabular results easy to work with for python programmers. To this end, the tabular results are returned, by default as [pandas dataframes](https://pandas.pydata.org)\n",
    "To verify this, use the `type` function to check the results of `iris.info()` (or any other tabular output you've created in this notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(iris.info())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Because the result is a pandas dataframe you can manipulate the results using any of the methods for pandas present the results\n",
    "Let's get the variables in the dataset and put them into a python list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Species', 'SepalLength', 'SepalWidth', 'PetalLength', 'PetalWidth']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vlist = iris.info().Variable.tolist()\n",
    "vlist"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now we can use the list of variables in a loop to create histograms for each numeric variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "}\n",
       ".errorcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".extendedpage {\n",
       "    background-color: #fafbfe;\n",
       "    border-style: solid;\n",
       "    border-width: 1pt;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "    text-align: center;\n",
       "}\n",
       ".fatalbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".fatalcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".fatalcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".folderaction {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".footer {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footeremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footeremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".frame {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".graph > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph > tbody, .graph > thead, .graph > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph { border: hidden; }\n",
       ".graph {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".header {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headeremphasis {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headeremphasisfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headersandfooters {\n",
       "    background-color: #edf2f9;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrong {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrongfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".heading1, .heading2, .heading3, .heading4, .heading5, .heading6 { font-family: Arial, Helvetica, sans-serif }\n",
       ".index {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".indexaction, .indexitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".indexprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".indextitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".layoutcontainer, .layoutregion {\n",
       "    border-width: 0;\n",
       "    border-spacing: 30px;\n",
       "}\n",
       ".linecontent {\n",
       "    background-color: #fafbfe;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "a:link { color: #0000ff }\n",
       ".list {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: disc;\n",
       "}\n",
       ".list10 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".list2 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: circle;\n",
       "}\n",
       ".list3, .list4, .list5, .list6, .list7, .list8, .list9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".listitem {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: disc;\n",
       "}\n",
       ".listitem10 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".listitem2 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: circle;\n",
       "}\n",
       ".listitem3, .listitem4, .listitem5, .listitem6, .listitem7, .listitem8, .listitem9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".note {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".notebanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".notecontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".notecontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".output > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".output > tbody, .output > thead, .output > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".output { border: hidden; }\n",
       ".output {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".pageno {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "}\n",
       ".pages {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".pagesdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".pagesitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".pagesproclabel, .pagesprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".pagestitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".paragraph {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".parskip > col, .parskip > colgroup > col, .parskip > colgroup, .parskip > tr, .parskip > * > tr, .parskip > thead, .parskip > tbody, .parskip > tfoot { border: none; }\n",
       ".parskip {\n",
       "    border: none;\n",
       "    border-spacing: 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    }\n",
       ".prepage {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: left;\n",
       "}\n",
       ".proctitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".proctitlefixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooter {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooteremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooteremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooterempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooterfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooterstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooterstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheader {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderemphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderemphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systemfooter, .systemfooter10, .systemfooter2, .systemfooter3, .systemfooter4, .systemfooter5, .systemfooter6, .systemfooter7, .systemfooter8, .systemfooter9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".systemtitle, .systemtitle10, .systemtitle2, .systemtitle3, .systemtitle4, .systemtitle5, .systemtitle6, .systemtitle7, .systemtitle8, .systemtitle9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size: small;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systitleandfootercontainer > col, .systitleandfootercontainer > colgroup > col, .systitleandfootercontainer > colgroup, .systitleandfootercontainer > tr, .systitleandfootercontainer > * > tr, .systitleandfootercontainer > thead, .systitleandfootercontainer > tbody, .systitleandfootercontainer > tfoot { border: none; }\n",
       ".systitleandfootercontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".table > col, .table > colgroup > col {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 0 solid #c1c1c1;\n",
       "}\n",
       ".table > tr, .table > * > tr {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 0 solid #c1c1c1;\n",
       "}\n",
       ".table { border: hidden; }\n",
       ".table {\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 1px 0 0 1px;\n",
       "    border-collapse: collapse;\n",
       "    border-spacing: 0;\n",
       "    }\n",
       ".titleandnotecontainer > col, .titleandnotecontainer > colgroup > col, .titleandnotecontainer > colgroup, .titleandnotecontainer > tr, .titleandnotecontainer > * > tr, .titleandnotecontainer > thead, .titleandnotecontainer > tbody, .titleandnotecontainer > tfoot { border: none; }\n",
       ".titleandnotecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".titlesandfooters {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".usertext {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "a:visited { color: #800080 }\n",
       ".warnbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".warncontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".warncontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "/*]]>*/\n",
       "</style>\n",
       "</head>\n",
       "<body class=\"l body\">\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div id=\"IDX\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div class=\"c\">\n",
       "<img style=\"height: 480px; width: 640px\" alt=\"The SGPlot Procedure\" src=\"data:image/png;base64,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\"/>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html lang=\"en\" xml:lang=\"en\" xmlns=\"http://www.w3.org/1999/xhtml\">\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<meta content=\"SAS V.03.03\" name=\"generator\"/>\n",
       "<title>SAS Output</title>\n",
       "<style>\n",
       "/*<![CDATA[*/\n",
       ".body.c > table, .body.c > pre, .body.c div > table,\n",
       ".body.c div > pre, .body.c > table, .body.c > pre,\n",
       ".body.j > table, .body.j > pre, .body.j div > table,\n",
       ".body.j div > pre, .body.j > table, .body.j > pre,\n",
       ".body.c p.note, .body.c p.warning, .body.c p.error, .body.c p.fatal,\n",
       ".body.j p.note, .body.j p.warning, .body.j p.error, .body.j p.fatal,\n",
       ".body.c > table.layoutcontainer, .body.j > table.layoutcontainer { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.l table, .layoutregion.l pre, .layoutregion.l p.note,\n",
       ".layoutregion.l p.warning, .layoutregion.l p.error, .layoutregion.l p.fatal { margin-left: 0 }\n",
       ".layoutregion.c table, .layoutregion.c pre, .layoutregion.c p.note,\n",
       ".layoutregion.c p.warning, .layoutregion.c p.error, .layoutregion.c p.fatal { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r p.warning, .layoutregion.r p.error, .layoutregion.r p.fatal { margin-right: 0 }\n",
       "article, aside, details, figcaption, figure, footer, header, hgroup, nav, section { display: block }\n",
       "html{ font-size: 100% }\n",
       ".body { margin: 1em; font-size: 13px; line-height: 1.231 }\n",
       "sup { position: relative; vertical-align: baseline; bottom: 0.25em; font-size: 0.8em }\n",
       "sub { position: relative; vertical-align: baseline; top: 0.25em; font-size: 0.8em }\n",
       "ul, ol { margin: 1em 0; padding: 0 0 0 40px }\n",
       "dd { margin: 0 0 0 40px }\n",
       "nav ul, nav ol { list-style: none; list-style-image: none; margin: 0; padding: 0 }\n",
       "img { border: 0; vertical-align: middle }\n",
       "svg:not(:root) { overflow: hidden }\n",
       "figure { margin: 0 }\n",
       "table { border-collapse: collapse; border-spacing: 0 }\n",
       ".layoutcontainer { border-collapse: separate; border-spacing: 0 }\n",
       "p { margin-top: 0; text-align: left }\n",
       "h1.heading1 { text-align: left }\n",
       "h2.heading2 { text-align: left }\n",
       "h3.heading3 { text-align: left }\n",
       "h4.heading4 { text-align: left }\n",
       "h5.heading5 { text-align: left }\n",
       "h6.heading6 { text-align: left }\n",
       "span { text-align: left }\n",
       "table { margin-bottom: 1em }\n",
       "td, th { text-align: left; padding: 3px 6px; vertical-align: top }\n",
       "td[class$=\"fixed\"], th[class$=\"fixed\"] { white-space: pre }\n",
       "section, article { padding-top: 1px; padding-bottom: 8px }\n",
       "hr.pagebreak { height: 0px; border: 0; border-bottom: 1px solid #c0c0c0; margin: 1em 0 }\n",
       ".stacked-value { text-align: left; display: block }\n",
       ".stacked-cell > .stacked-value, td.data > td.data, th.data > td.data, th.data > th.data, td.data > th.data, th.header > th.header { border: 0 }\n",
       ".stacked-cell > div.data { border-width: 0 }\n",
       ".systitleandfootercontainer { white-space: nowrap; margin-bottom: 1em }\n",
       ".systitleandfootercontainer > p { margin: 0 }\n",
       ".systitleandfootercontainer > p > span { display: inline-block; width: 100%; white-space: normal }\n",
       ".batch { display: table }\n",
       ".toc { display: none }\n",
       ".proc_note_group, .proc_title_group { margin-bottom: 1em }\n",
       "p.proctitle { margin: 0 }\n",
       "p.note, p.warning, p.error, p.fatal { display: table }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner,\n",
       ".notecontent, .warncontent, .errorcontent, .fatalcontent { display: table-cell; padding: 0.5em }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner { padding-right: 0 }\n",
       ".body > div > ol li { text-align: left }\n",
       ".c { text-align: center }\n",
       ".r { text-align: right }\n",
       ".l { text-align: left }\n",
       ".j { text-align: justify }\n",
       ".d { text-align: right }\n",
       ".b { vertical-align: bottom }\n",
       ".m { vertical-align: middle }\n",
       ".t { vertical-align: top }\n",
       "a:active { color: #800080 }\n",
       ".aftercaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    padding-top: 4pt;\n",
       "}\n",
       ".batch > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch > tbody, .batch > thead, .batch > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch { border: hidden; }\n",
       ".batch {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: 'SAS Monospace', 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    padding: 7px;\n",
       "    }\n",
       ".beforecaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".body {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".bodydate {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "    width: 100%;\n",
       "}\n",
       ".bycontentfolder {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".byline {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".bylinecontainer > col, .bylinecontainer > colgroup > col, .bylinecontainer > colgroup, .bylinecontainer > tr, .bylinecontainer > * > tr, .bylinecontainer > thead, .bylinecontainer > tbody, .bylinecontainer > tfoot { border: none; }\n",
       ".bylinecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".caption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".cell, .container {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".contentfolder, .contentitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".contentproclabel, .contentprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".contents {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".contentsdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".contenttitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".continued {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    width: 100%;\n",
       "}\n",
       ".data, .dataemphasis {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataemphasisfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataempty {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datafixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datastrong {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".datastrongfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".date {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".document {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".errorcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".extendedpage {\n",
       "    background-color: #fafbfe;\n",
       "    border-style: solid;\n",
       "    border-width: 1pt;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "    text-align: center;\n",
       "}\n",
       ".fatalbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".fatalcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".fatalcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".folderaction {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".footer {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footeremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footeremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".frame {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".graph > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph > tbody, .graph > thead, .graph > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph { border: hidden; }\n",
       ".graph {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".header {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headeremphasis {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headeremphasisfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headersandfooters {\n",
       "    background-color: #edf2f9;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrong {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrongfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".heading1, .heading2, .heading3, .heading4, .heading5, .heading6 { font-family: Arial, Helvetica, sans-serif }\n",
       ".index {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".indexaction, .indexitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".indexprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".indextitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".layoutcontainer, .layoutregion {\n",
       "    border-width: 0;\n",
       "    border-spacing: 30px;\n",
       "}\n",
       ".linecontent {\n",
       "    background-color: #fafbfe;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "a:link { color: #0000ff }\n",
       ".list {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: disc;\n",
       "}\n",
       ".list10 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".list2 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: circle;\n",
       "}\n",
       ".list3, .list4, .list5, .list6, .list7, .list8, .list9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".listitem {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: disc;\n",
       "}\n",
       ".listitem10 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".listitem2 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: circle;\n",
       "}\n",
       ".listitem3, .listitem4, .listitem5, .listitem6, .listitem7, .listitem8, .listitem9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".note {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".notebanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".notecontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".notecontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".output > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".output > tbody, .output > thead, .output > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".output { border: hidden; }\n",
       ".output {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".pageno {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "}\n",
       ".pages {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".pagesdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".pagesitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".pagesproclabel, .pagesprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".pagestitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".paragraph {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".parskip > col, .parskip > colgroup > col, .parskip > colgroup, .parskip > tr, .parskip > * > tr, .parskip > thead, .parskip > tbody, .parskip > tfoot { border: none; }\n",
       ".parskip {\n",
       "    border: none;\n",
       "    border-spacing: 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    }\n",
       ".prepage {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: left;\n",
       "}\n",
       ".proctitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".proctitlefixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooter {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooteremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooteremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooterempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooterfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooterstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooterstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheader {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderemphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderemphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systemfooter, .systemfooter10, .systemfooter2, .systemfooter3, .systemfooter4, .systemfooter5, .systemfooter6, .systemfooter7, .systemfooter8, .systemfooter9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".systemtitle, .systemtitle10, .systemtitle2, .systemtitle3, .systemtitle4, .systemtitle5, .systemtitle6, .systemtitle7, .systemtitle8, .systemtitle9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size: small;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systitleandfootercontainer > col, .systitleandfootercontainer > colgroup > col, .systitleandfootercontainer > colgroup, .systitleandfootercontainer > tr, .systitleandfootercontainer > * > tr, .systitleandfootercontainer > thead, .systitleandfootercontainer > tbody, .systitleandfootercontainer > tfoot { border: none; }\n",
       ".systitleandfootercontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".table > col, .table > colgroup > col {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 0 solid #c1c1c1;\n",
       "}\n",
       ".table > tr, .table > * > tr {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 0 solid #c1c1c1;\n",
       "}\n",
       ".table { border: hidden; }\n",
       ".table {\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 1px 0 0 1px;\n",
       "    border-collapse: collapse;\n",
       "    border-spacing: 0;\n",
       "    }\n",
       ".titleandnotecontainer > col, .titleandnotecontainer > colgroup > col, .titleandnotecontainer > colgroup, .titleandnotecontainer > tr, .titleandnotecontainer > * > tr, .titleandnotecontainer > thead, .titleandnotecontainer > tbody, .titleandnotecontainer > tfoot { border: none; }\n",
       ".titleandnotecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".titlesandfooters {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".usertext {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "a:visited { color: #800080 }\n",
       ".warnbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".warncontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".warncontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "/*]]>*/\n",
       "</style>\n",
       "</head>\n",
       "<body class=\"l body\">\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div id=\"IDX\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div class=\"c\">\n",
       "<img style=\"height: 480px; width: 640px\" alt=\"The SGPlot Procedure\" src=\"data:image/png;base64,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\"/>\n",
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html lang=\"en\" xml:lang=\"en\" xmlns=\"http://www.w3.org/1999/xhtml\">\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<meta content=\"SAS V.03.03\" name=\"generator\"/>\n",
       "<title>SAS Output</title>\n",
       "<style>\n",
       "/*<![CDATA[*/\n",
       ".body.c > table, .body.c > pre, .body.c div > table,\n",
       ".body.c div > pre, .body.c > table, .body.c > pre,\n",
       ".body.j > table, .body.j > pre, .body.j div > table,\n",
       ".body.j div > pre, .body.j > table, .body.j > pre,\n",
       ".body.c p.note, .body.c p.warning, .body.c p.error, .body.c p.fatal,\n",
       ".body.j p.note, .body.j p.warning, .body.j p.error, .body.j p.fatal,\n",
       ".body.c > table.layoutcontainer, .body.j > table.layoutcontainer { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.l table, .layoutregion.l pre, .layoutregion.l p.note,\n",
       ".layoutregion.l p.warning, .layoutregion.l p.error, .layoutregion.l p.fatal { margin-left: 0 }\n",
       ".layoutregion.c table, .layoutregion.c pre, .layoutregion.c p.note,\n",
       ".layoutregion.c p.warning, .layoutregion.c p.error, .layoutregion.c p.fatal { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r p.warning, .layoutregion.r p.error, .layoutregion.r p.fatal { margin-right: 0 }\n",
       "article, aside, details, figcaption, figure, footer, header, hgroup, nav, section { display: block }\n",
       "html{ font-size: 100% }\n",
       ".body { margin: 1em; font-size: 13px; line-height: 1.231 }\n",
       "sup { position: relative; vertical-align: baseline; bottom: 0.25em; font-size: 0.8em }\n",
       "sub { position: relative; vertical-align: baseline; top: 0.25em; font-size: 0.8em }\n",
       "ul, ol { margin: 1em 0; padding: 0 0 0 40px }\n",
       "dd { margin: 0 0 0 40px }\n",
       "nav ul, nav ol { list-style: none; list-style-image: none; margin: 0; padding: 0 }\n",
       "img { border: 0; vertical-align: middle }\n",
       "svg:not(:root) { overflow: hidden }\n",
       "figure { margin: 0 }\n",
       "table { border-collapse: collapse; border-spacing: 0 }\n",
       ".layoutcontainer { border-collapse: separate; border-spacing: 0 }\n",
       "p { margin-top: 0; text-align: left }\n",
       "h1.heading1 { text-align: left }\n",
       "h2.heading2 { text-align: left }\n",
       "h3.heading3 { text-align: left }\n",
       "h4.heading4 { text-align: left }\n",
       "h5.heading5 { text-align: left }\n",
       "h6.heading6 { text-align: left }\n",
       "span { text-align: left }\n",
       "table { margin-bottom: 1em }\n",
       "td, th { text-align: left; padding: 3px 6px; vertical-align: top }\n",
       "td[class$=\"fixed\"], th[class$=\"fixed\"] { white-space: pre }\n",
       "section, article { padding-top: 1px; padding-bottom: 8px }\n",
       "hr.pagebreak { height: 0px; border: 0; border-bottom: 1px solid #c0c0c0; margin: 1em 0 }\n",
       ".stacked-value { text-align: left; display: block }\n",
       ".stacked-cell > .stacked-value, td.data > td.data, th.data > td.data, th.data > th.data, td.data > th.data, th.header > th.header { border: 0 }\n",
       ".stacked-cell > div.data { border-width: 0 }\n",
       ".systitleandfootercontainer { white-space: nowrap; margin-bottom: 1em }\n",
       ".systitleandfootercontainer > p { margin: 0 }\n",
       ".systitleandfootercontainer > p > span { display: inline-block; width: 100%; white-space: normal }\n",
       ".batch { display: table }\n",
       ".toc { display: none }\n",
       ".proc_note_group, .proc_title_group { margin-bottom: 1em }\n",
       "p.proctitle { margin: 0 }\n",
       "p.note, p.warning, p.error, p.fatal { display: table }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner,\n",
       ".notecontent, .warncontent, .errorcontent, .fatalcontent { display: table-cell; padding: 0.5em }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner { padding-right: 0 }\n",
       ".body > div > ol li { text-align: left }\n",
       ".c { text-align: center }\n",
       ".r { text-align: right }\n",
       ".l { text-align: left }\n",
       ".j { text-align: justify }\n",
       ".d { text-align: right }\n",
       ".b { vertical-align: bottom }\n",
       ".m { vertical-align: middle }\n",
       ".t { vertical-align: top }\n",
       "a:active { color: #800080 }\n",
       ".aftercaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    padding-top: 4pt;\n",
       "}\n",
       ".batch > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch > tbody, .batch > thead, .batch > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch { border: hidden; }\n",
       ".batch {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: 'SAS Monospace', 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    padding: 7px;\n",
       "    }\n",
       ".beforecaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".body {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".bodydate {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "    width: 100%;\n",
       "}\n",
       ".bycontentfolder {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".byline {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".bylinecontainer > col, .bylinecontainer > colgroup > col, .bylinecontainer > colgroup, .bylinecontainer > tr, .bylinecontainer > * > tr, .bylinecontainer > thead, .bylinecontainer > tbody, .bylinecontainer > tfoot { border: none; }\n",
       ".bylinecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".caption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".cell, .container {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".contentfolder, .contentitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".contentproclabel, .contentprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".contents {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".contentsdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".contenttitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".continued {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    width: 100%;\n",
       "}\n",
       ".data, .dataemphasis {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataemphasisfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataempty {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datafixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datastrong {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".datastrongfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".date {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".document {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".errorcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".extendedpage {\n",
       "    background-color: #fafbfe;\n",
       "    border-style: solid;\n",
       "    border-width: 1pt;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "    text-align: center;\n",
       "}\n",
       ".fatalbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".fatalcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".fatalcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".folderaction {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".footer {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footeremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footeremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".frame {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".graph > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph > tbody, .graph > thead, .graph > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph { border: hidden; }\n",
       ".graph {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".header {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headeremphasis {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headeremphasisfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headersandfooters {\n",
       "    background-color: #edf2f9;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrong {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrongfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".heading1, .heading2, .heading3, .heading4, .heading5, .heading6 { font-family: Arial, Helvetica, sans-serif }\n",
       ".index {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".indexaction, .indexitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".indexprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".indextitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".layoutcontainer, .layoutregion {\n",
       "    border-width: 0;\n",
       "    border-spacing: 30px;\n",
       "}\n",
       ".linecontent {\n",
       "    background-color: #fafbfe;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "a:link { color: #0000ff }\n",
       ".list {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: disc;\n",
       "}\n",
       ".list10 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".list2 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: circle;\n",
       "}\n",
       ".list3, .list4, .list5, .list6, .list7, .list8, .list9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".listitem {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: disc;\n",
       "}\n",
       ".listitem10 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".listitem2 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: circle;\n",
       "}\n",
       ".listitem3, .listitem4, .listitem5, .listitem6, .listitem7, .listitem8, .listitem9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".note {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".notebanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".notecontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".notecontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".output > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".output > tbody, .output > thead, .output > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".output { border: hidden; }\n",
       ".output {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".pageno {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "}\n",
       ".pages {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".pagesdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".pagesitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".pagesproclabel, .pagesprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".pagestitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".paragraph {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".parskip > col, .parskip > colgroup > col, .parskip > colgroup, .parskip > tr, .parskip > * > tr, .parskip > thead, .parskip > tbody, .parskip > tfoot { border: none; }\n",
       ".parskip {\n",
       "    border: none;\n",
       "    border-spacing: 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    }\n",
       ".prepage {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: left;\n",
       "}\n",
       ".proctitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".proctitlefixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooter {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooteremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooteremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooterempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooterfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooterstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooterstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheader {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderemphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderemphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systemfooter, .systemfooter10, .systemfooter2, .systemfooter3, .systemfooter4, .systemfooter5, .systemfooter6, .systemfooter7, .systemfooter8, .systemfooter9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".systemtitle, .systemtitle10, .systemtitle2, .systemtitle3, .systemtitle4, .systemtitle5, .systemtitle6, .systemtitle7, .systemtitle8, .systemtitle9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size: small;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systitleandfootercontainer > col, .systitleandfootercontainer > colgroup > col, .systitleandfootercontainer > colgroup, .systitleandfootercontainer > tr, .systitleandfootercontainer > * > tr, .systitleandfootercontainer > thead, .systitleandfootercontainer > tbody, .systitleandfootercontainer > tfoot { border: none; }\n",
       ".systitleandfootercontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".table > col, .table > colgroup > col {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 0 solid #c1c1c1;\n",
       "}\n",
       ".table > tr, .table > * > tr {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 0 solid #c1c1c1;\n",
       "}\n",
       ".table { border: hidden; }\n",
       ".table {\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 1px 0 0 1px;\n",
       "    border-collapse: collapse;\n",
       "    border-spacing: 0;\n",
       "    }\n",
       ".titleandnotecontainer > col, .titleandnotecontainer > colgroup > col, .titleandnotecontainer > colgroup, .titleandnotecontainer > tr, .titleandnotecontainer > * > tr, .titleandnotecontainer > thead, .titleandnotecontainer > tbody, .titleandnotecontainer > tfoot { border: none; }\n",
       ".titleandnotecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".titlesandfooters {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".usertext {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "a:visited { color: #800080 }\n",
       ".warnbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".warncontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".warncontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
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       "/*]]>*/\n",
       "</style>\n",
       "</head>\n",
       "<body class=\"l body\">\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div id=\"IDX\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div class=\"c\">\n",
       "<img style=\"height: 480px; width: 640px\" alt=\"The SGPlot Procedure\" 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\"/>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html lang=\"en\" xml:lang=\"en\" xmlns=\"http://www.w3.org/1999/xhtml\">\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<meta content=\"SAS V.03.03\" name=\"generator\"/>\n",
       "<title>SAS Output</title>\n",
       "<style>\n",
       "/*<![CDATA[*/\n",
       ".body.c > table, .body.c > pre, .body.c div > table,\n",
       ".body.c div > pre, .body.c > table, .body.c > pre,\n",
       ".body.j > table, .body.j > pre, .body.j div > table,\n",
       ".body.j div > pre, .body.j > table, .body.j > pre,\n",
       ".body.c p.note, .body.c p.warning, .body.c p.error, .body.c p.fatal,\n",
       ".body.j p.note, .body.j p.warning, .body.j p.error, .body.j p.fatal,\n",
       ".body.c > table.layoutcontainer, .body.j > table.layoutcontainer { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.l table, .layoutregion.l pre, .layoutregion.l p.note,\n",
       ".layoutregion.l p.warning, .layoutregion.l p.error, .layoutregion.l p.fatal { margin-left: 0 }\n",
       ".layoutregion.c table, .layoutregion.c pre, .layoutregion.c p.note,\n",
       ".layoutregion.c p.warning, .layoutregion.c p.error, .layoutregion.c p.fatal { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r p.warning, .layoutregion.r p.error, .layoutregion.r p.fatal { margin-right: 0 }\n",
       "article, aside, details, figcaption, figure, footer, header, hgroup, nav, section { display: block }\n",
       "html{ font-size: 100% }\n",
       ".body { margin: 1em; font-size: 13px; line-height: 1.231 }\n",
       "sup { position: relative; vertical-align: baseline; bottom: 0.25em; font-size: 0.8em }\n",
       "sub { position: relative; vertical-align: baseline; top: 0.25em; font-size: 0.8em }\n",
       "ul, ol { margin: 1em 0; padding: 0 0 0 40px }\n",
       "dd { margin: 0 0 0 40px }\n",
       "nav ul, nav ol { list-style: none; list-style-image: none; margin: 0; padding: 0 }\n",
       "img { border: 0; vertical-align: middle }\n",
       "svg:not(:root) { overflow: hidden }\n",
       "figure { margin: 0 }\n",
       "table { border-collapse: collapse; border-spacing: 0 }\n",
       ".layoutcontainer { border-collapse: separate; border-spacing: 0 }\n",
       "p { margin-top: 0; text-align: left }\n",
       "h1.heading1 { text-align: left }\n",
       "h2.heading2 { text-align: left }\n",
       "h3.heading3 { text-align: left }\n",
       "h4.heading4 { text-align: left }\n",
       "h5.heading5 { text-align: left }\n",
       "h6.heading6 { text-align: left }\n",
       "span { text-align: left }\n",
       "table { margin-bottom: 1em }\n",
       "td, th { text-align: left; padding: 3px 6px; vertical-align: top }\n",
       "td[class$=\"fixed\"], th[class$=\"fixed\"] { white-space: pre }\n",
       "section, article { padding-top: 1px; padding-bottom: 8px }\n",
       "hr.pagebreak { height: 0px; border: 0; border-bottom: 1px solid #c0c0c0; margin: 1em 0 }\n",
       ".stacked-value { text-align: left; display: block }\n",
       ".stacked-cell > .stacked-value, td.data > td.data, th.data > td.data, th.data > th.data, td.data > th.data, th.header > th.header { border: 0 }\n",
       ".stacked-cell > div.data { border-width: 0 }\n",
       ".systitleandfootercontainer { white-space: nowrap; margin-bottom: 1em }\n",
       ".systitleandfootercontainer > p { margin: 0 }\n",
       ".systitleandfootercontainer > p > span { display: inline-block; width: 100%; white-space: normal }\n",
       ".batch { display: table }\n",
       ".toc { display: none }\n",
       ".proc_note_group, .proc_title_group { margin-bottom: 1em }\n",
       "p.proctitle { margin: 0 }\n",
       "p.note, p.warning, p.error, p.fatal { display: table }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner,\n",
       ".notecontent, .warncontent, .errorcontent, .fatalcontent { display: table-cell; padding: 0.5em }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner { padding-right: 0 }\n",
       ".body > div > ol li { text-align: left }\n",
       ".c { text-align: center }\n",
       ".r { text-align: right }\n",
       ".l { text-align: left }\n",
       ".j { text-align: justify }\n",
       ".d { text-align: right }\n",
       ".b { vertical-align: bottom }\n",
       ".m { vertical-align: middle }\n",
       ".t { vertical-align: top }\n",
       "a:active { color: #800080 }\n",
       ".aftercaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    padding-top: 4pt;\n",
       "}\n",
       ".batch > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch > tbody, .batch > thead, .batch > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch { border: hidden; }\n",
       ".batch {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: 'SAS Monospace', 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    padding: 7px;\n",
       "    }\n",
       ".beforecaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".body {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".bodydate {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "    width: 100%;\n",
       "}\n",
       ".bycontentfolder {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".byline {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".bylinecontainer > col, .bylinecontainer > colgroup > col, .bylinecontainer > colgroup, .bylinecontainer > tr, .bylinecontainer > * > tr, .bylinecontainer > thead, .bylinecontainer > tbody, .bylinecontainer > tfoot { border: none; }\n",
       ".bylinecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".caption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".cell, .container {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".contentfolder, .contentitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".contentproclabel, .contentprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".contents {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".contentsdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".contenttitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".continued {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    width: 100%;\n",
       "}\n",
       ".data, .dataemphasis {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataemphasisfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataempty {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datafixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datastrong {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".datastrongfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".date {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".document {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".errorcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".extendedpage {\n",
       "    background-color: #fafbfe;\n",
       "    border-style: solid;\n",
       "    border-width: 1pt;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "    text-align: center;\n",
       "}\n",
       ".fatalbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".fatalcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".fatalcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".folderaction {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".footer {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footeremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footeremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".frame {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".graph > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph > tbody, .graph > thead, .graph > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph { border: hidden; }\n",
       ".graph {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".header {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headeremphasis {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headeremphasisfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headersandfooters {\n",
       "    background-color: #edf2f9;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrong {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrongfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".heading1, .heading2, .heading3, .heading4, .heading5, .heading6 { font-family: Arial, Helvetica, sans-serif }\n",
       ".index {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".indexaction, .indexitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".indexprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".indextitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".layoutcontainer, .layoutregion {\n",
       "    border-width: 0;\n",
       "    border-spacing: 30px;\n",
       "}\n",
       ".linecontent {\n",
       "    background-color: #fafbfe;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "a:link { color: #0000ff }\n",
       ".list {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: disc;\n",
       "}\n",
       ".list10 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".list2 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: circle;\n",
       "}\n",
       ".list3, .list4, .list5, .list6, .list7, .list8, .list9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".listitem {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: disc;\n",
       "}\n",
       ".listitem10 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".listitem2 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: circle;\n",
       "}\n",
       ".listitem3, .listitem4, .listitem5, .listitem6, .listitem7, .listitem8, .listitem9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".note {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".notebanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".notecontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".notecontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".output > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".output > tbody, .output > thead, .output > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".output { border: hidden; }\n",
       ".output {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".pageno {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "}\n",
       ".pages {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".pagesdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".pagesitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".pagesproclabel, .pagesprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".pagestitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".paragraph {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".parskip > col, .parskip > colgroup > col, .parskip > colgroup, .parskip > tr, .parskip > * > tr, .parskip > thead, .parskip > tbody, .parskip > tfoot { border: none; }\n",
       ".parskip {\n",
       "    border: none;\n",
       "    border-spacing: 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    }\n",
       ".prepage {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: left;\n",
       "}\n",
       ".proctitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".proctitlefixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooter {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooteremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooteremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooterempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooterfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooterstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooterstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheader {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderemphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderemphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systemfooter, .systemfooter10, .systemfooter2, .systemfooter3, .systemfooter4, .systemfooter5, .systemfooter6, .systemfooter7, .systemfooter8, .systemfooter9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".systemtitle, .systemtitle10, .systemtitle2, .systemtitle3, .systemtitle4, .systemtitle5, .systemtitle6, .systemtitle7, .systemtitle8, .systemtitle9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size: small;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systitleandfootercontainer > col, .systitleandfootercontainer > colgroup > col, .systitleandfootercontainer > colgroup, .systitleandfootercontainer > tr, .systitleandfootercontainer > * > tr, .systitleandfootercontainer > thead, .systitleandfootercontainer > tbody, .systitleandfootercontainer > tfoot { border: none; }\n",
       ".systitleandfootercontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".table > col, .table > colgroup > col {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 0 solid #c1c1c1;\n",
       "}\n",
       ".table > tr, .table > * > tr {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 0 solid #c1c1c1;\n",
       "}\n",
       ".table { border: hidden; }\n",
       ".table {\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 1px 0 0 1px;\n",
       "    border-collapse: collapse;\n",
       "    border-spacing: 0;\n",
       "    }\n",
       ".titleandnotecontainer > col, .titleandnotecontainer > colgroup > col, .titleandnotecontainer > colgroup, .titleandnotecontainer > tr, .titleandnotecontainer > * > tr, .titleandnotecontainer > thead, .titleandnotecontainer > tbody, .titleandnotecontainer > tfoot { border: none; }\n",
       ".titleandnotecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".titlesandfooters {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".usertext {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "a:visited { color: #800080 }\n",
       ".warnbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".warncontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".warncontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "/*]]>*/\n",
       "</style>\n",
       "</head>\n",
       "<body class=\"l body\">\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div id=\"IDX\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div class=\"c\">\n",
       "<img style=\"height: 480px; width: 640px\" alt=\"The SGPlot Procedure\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAIAAAC6s0uzAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nO3deXhTdd4//O/J0nRJ23RL95XuoQtdKJtlFdlEQfRmdETWmRHH8XePjvrco3PP7YO381w4Mzo6CCjUH6IyyKAiMOxLLdCN0n0jdCdN06ZN2yRt2izPH8epFVBoSfLN8n5dXl7paZrz7qH0zTn5nHOYiooKAgAAANbFI4SkpqbSjgEAAOBEKisrObQzAAAAOCMUMAAAAAUoYAAAAApQwAAAABSggAEAAChAAQMAAFCAAgYAAKAABQwAAEABChgAAIACHu0A9+vTLw6r1WraKQAAAL4XEhT48NKHfvo5dl/AarX6lxvW0U4BAADwvV15++76HByCBgAAoAAFDAAAQIHdH4IG2/Tuu+8qlUqrrW7+/Pnz58+32uoAAO4fChgs4r33/549c663yMcK6yotuiTv1aKAAcC+oIDBUtasfSYiKsYKKzIaDFZYCwCAeeE9YAAAAApQwAAAABSggAEAAChAAQMAAFCAAgYAAKAABQwAAEABChgAAIACFDAAAAAFKGAAAAAKUMAAAAAUoIABAAAoQAEDAABQgAIGAACgAAUMAABAAQoYAACAAhQwAAAABShgAAAAClDAAAAAFKCAAQAAKEABAwAAUIACBgAAoAAFDAAAQAEKGAAAgAIUMAAAAAUoYAAAAApQwAAAABSggAEAAChAAQMAAFCAAgYAAKAABQwAAEABChgAAIACFDAAAAAFKGAAAAAKUMAAAAAUoIABAAAoQAEDAABQgAIGAACggGYBnz59esGCBSKRKCgoaN26dQqFgl2el5cnkUgkEkleXh7FeAAAAJZDs4Dfe++9TZs2SaXS6upqsVi8fv16QkheXt6OHTuOHTt2/Pjx3bt3o4MBAMAh8Siu+8iRI2OPX3/99dDQUELIzp0733zzzaioKELItm3bfv/732/YsIFWQgAAAAuxifeA+/v7//KXv+Tm5hJC6urqMjMz2eVpaWm1tbVUowEAAFgEzT1gFsMwhBCRSFRcXEwI0Wg03t7e7Kd8fHy0Wu34J99obunvHxj7kMennx8AAGAS6O8B6/X6rq6uV199ddOmTYQQoVCoUqnYT2k0GqFQOP7JJpPJYDKO/Wc0GikkBgAAuG/09yC5XK5YLN66deu2bdsIIcnJySUlJUuXLiWEVFVVJSUljX9ybEz0LV9eVFpmtagAAADmQnMP+OGHHz506JBSqezr63vnnXeWLFlCCNmyZctrr73W3Nzc1tb28ssvb968mWJCAAAAC6G5B/z888+/9dZbmzdvdnV1XbVq1Z49ewghGzduJIQsX77cZDK9+OKL7HFpAAAAB0OzgBcvXrx48eLbl2/cuJGtYQAAAEdFfwgLAADACaGAAQAAKEABAwAAUIACBgAAoAAFDAAAQAEKGAAAgAIUMAAAAAUoYAAAAApQwAAAABSggAEAAChAAQMAAFCAAgYAAKAABQwAAEABChgAAIACFDAAAAAFKGAAAAAKUMAAAAAUoIABAAAoQAEDAABQgAIGAACgAAUMAABAAQoYAACAAhQwAAAABShgAAAAClDAAAAAFKCAAQAAKEABAwAAUIACBgAAoAAFDAAAQAEKGAAAgAIUMAAAAAUoYAAAAApQwAAAABSggAEAAChAAQMAAFCAAgYAAKAABQwAAEABChgAAIACHu0AAGATioqKLly4YLXVeXp6bt261WqrA7BBKGAAIISQixcv7v/8YGb2TCusS6vR5J8/9cST6/1F7lZYHYBtQgEDwHcysmY895//ZYUVdcll+edPWWFFALYM7wEDAABQgAIGAACgAAUMAABAAQoYAACAAhQwAAAABShgAAAAClDAAAAAFKCAAQAAKEABAwAAUIACBgAAoAAFDAAAQAEKGAAAgAIUMAAAAAUoYAAAAApQwAAAABSggAEAAChAAQMAAFCAAgYAAKAABQwAAEABChgAAIACFDAAAAAFKGAAAAAKUMAAAAAUoIABAAAo4NEOAADWpugd7JD3tcqUSpVaqVL3q4cJIUptkCBUfODYZUKIp7vA08PNS+ju4+0R6C9yFfBpRwZwQChgAKegHR6parxZI5XVNXUOqIfu9BSGYbhqzRAhRK0Z6uxWjX1C6OEWFuQbFRoQHODD5eKwGYB5oIABHJnRaKqRygrKrlc2dhiNJnah0F0QGyEOD/IN8PX0E3n4eLkTQj7a/UHd9fZnfvGCwUQ0mmG1Zkg1qFGq1Aplv1ozVH/jZv2Nm3weNyYiMCE6VOznRfXbAnAEKGAAx6QdHrlUJj11uZbd3+VwmKSY4JT4sJT4ULGv5+3PZ4jJZDIIPdwIId5CN0J8xj6lUA50yJWtN7uVqsGGJllDk8xP5Dk1Pjw2MohhGKt9RwAOBgUM4Gi0wyPnCuvPFtZph0cIISFi0az0KTmp0V5Ct8m9oNjPS+znlSGJVg1qrjfLG1s6larBi8W1pVU30pOjE2NCUMMAk4ACBnAco3pDfun1oxcq2OqNjwpcMmeqJDbEXK8v8vTITp2SlRIjbZVXNrT19asvXa2vbmjNSo2NDhObay0ATgIFDOAgGlu6Pj1aJO/pJ4TERwWuWZwZGeJniRUxDBMXFRwXFdx6s7u44nq/eujs5argANHsrESRp4cl1nifDhw4cPPmTautLj09feHChVZbHdgvFDCA3VNrdQdPlBZVNhFCgvy91yzOTIkPtcJ6I0MDIkL8rzd3FldJO7tVX54qTkuMmpYcZWtHpN99929evmJxYLAV1tVYV11cVjN33nwexsXhblDAAPatRir75MiVvgEtn8ddlpuyZM5UDsd6/ccwTHxMSGS4uLjiekOTrKymqfVm9/yZElvbFX78yQ1p07KtsKIvPv+45cZ1K6wIHAAKGMBejeoN/zx19XxxAyEkPipw/aOz/ERCKkkEfN4DWUlxUcEXimqVqsEvTxVnp8ROjQ+nEgbAXqCAAeySUqXedTC/VabkcJjVizIWzkiy5o7vHQX5ix57KKewvLGhSVZY3tjVo8qdnszncemmArBZKGAA+1MjlX106Fvt8IjY1/MXT+SGB/nSTvQdPo/7QFZSRLD/haKa5g5FX79m4aypPt509ssBbBzGBADszOnLte9/dk47PJIaH/b//GKZ7bTvmMjQgEcX5/iJPFWDmiNnSzvkStqJAGwRChjAbhiNpk+OXDl06qrRaHpkQfpzT853d3WhHerOvIVuKxZkTokIHNUbTn5bUSvtoJ0IwObgEDSAfdCN6D84cKGuqVPgwlv/6OyM5Ajaie6Cz+POnzHV29OjrKbpclnDgHpoRnoc7VAANgQFDGAHBtRDuw7mS9sUXkK3Z9fOiwnzp53oXmVIor2EbheLa6sb24aGdfNyJLZ2ljAALShgAFs3oB7688en5T39Qf7ez66dG+TvTTvRxMRGBgk9XE/ml99o69IbjPNyJLQTAdgEvAcMYNPGt++L6x+0u/ZlBfmLls7NcHMVtN7sPplfbjAYaScCoA8FDGC75D392/eelPf0x0aI/+sXyyZ9OyNbIPbzWj5/mpurQN6jKqxq5/EFtBMBUIYCBrBR8p7+P398WtE7GBsh/s3PFwpc7P4NI5GnB9vBvQPaGcs2jIzqaScCoAkFDGCLBtRDHxy4OKAecpj2ZbEdLHDh+QVFffzlJaPRRDsRADUoYACbM/a+r4O1L0vk6TErNWJYO9gq6/nw0LfoYHBaKGAA26Ib0b//2Xl26uq5J+c7WPuyhO6CS9/sFrq7ltW2fnjoW9pxAOhAAQPYEKPR9P5n51plSnbm2WYvdHX/1KruJ1fkCFx4ZbWtB0+U0o4DQAEKGMCGfHjo28aWLi+h229+vsCuZ57vRWSI/6+fXMDhMGcL684W1tOOA2BtKGAAW3HwRGlZbavAhfef6xbRurOvlcVHBW5Zk0sIOXiipLS6hXYcAKtCAQPYhPzSxrOFdRwO8+snF4SIRbTjWE9GcsQTS7IJIXsOF0jbFLTjAFgPChiAvhqp7PPjxYSQ9Y/Ojo8KpB3H2hbOSJw/PcFoNO06mK/oHaQdB8BKUMAAlMl7+ncdvGg0mpblpuSkRtOOQ8cTS7JT48MG1EN//+y8bgQX6ACngAIGoEmt1f1t/zndiD57atQjC9Jpx6GGw2E2r3kgRCwa++cI7UQAFocCBqDGaDR9dOhbpUodGeL39MqZtONQJnDh/ebnC72EbjVS2dfnymnHAbA4FDAANV+eKatr6mRv8euQF9yYKB8v9y1rHuBwmBMF1UWVzbTjAFgWChiAjivlN05druVwmGfXzvPxcqcdx1bERwX+bNl0QsinRwvb5b204wBYEAoYgIJ2eS879vzzFTNiwvxpx7EtuVnxczJidSP6Dw5c1A6P0I4DYCkoYABr043odx/M143oZ6VPmZ0RSzuOLVq7bHpkiJ9Spc47fIl2FgBLoVnA586de+ihh/z8/MRi8fr165VKJbs8Ly9PIpFIJJK8vDyK8QAsZO/hAkXvYHiQ75MrcmhnsVF8HveXT+QK3QWVjR3H86toxwGwCJoF/Je//GXt2rW1tbXNzc3Z2dkbN24khOTl5e3YsePYsWPHjx/fvXs3OhgczMmCmvL6dndXl2fXzuXzuLTj2C4/kXDj6jkcDvPNhYr6JjntOADmR7OAjx49umHDhsDAQA8Pj/Xr1587d44QsnPnzjfffDMqKioyMnLbtm27du2imBDAvFplyq/OXSOEbF7zgJNc7fl+SGJDluemGo2mPYcLBtRDtOMAmJmtvAdcWVmZnJxMCKmrq8vMzGQXpqWl1dbWUs0FYDba4ZFdB/ONRtPCGUmS2BDacezDstyUpJjgAfXQx19dpp0FwMxs4tRDtVr9wgsvbN++nRCi0Wi8vb3Z5T4+PlqtdvwzW9s7Bga/v1Qsj2cT+QHuxf/96jJ7zY01izNpZ7EbHA6zcfXs/9nxTY1UdrKg5qE5EtqJAMyG/h6wQqFYunTpyy+/PHfuXEKIUChUqVTspzQajVD4g8N0Q0PDg4Pqsf/UajWFxAATd6G4gX3r95dP5HI4DO049sRL6LZx9RxCyFfnrjV19NCOA2A2lAu4vLx8+fLlb7311po1a9glycnJJSUl7OOqqqqkpKTxz0+Mj52Vkz32X3bGNGsnBpg4mUJ16NRVQsjTK2fird9JkMSGLJkzlb1yJ27VAA6DZgF/+eWXzz333KFDh+bMmTO2cMuWLa+99lpzc3NbW9vLL7+8efNmigkB7t+o3rD38KVRvWFORmxGcgTtOPbqkQXp7JnBnxy5QjsLgHnQfA/1scceM5lMUVFRY0tMJhN7MtLy5ctNJtOLL764adMmavkAzOGfp662y3uD/L3Z287D5LC3S9q282hJdUtKfJjT3rcRHAnNPWCj0Wj6IXb5xo0ba2tr6+rqsPsL9q5GKjtf3MDhMJvXzMHtFu6T2NfzP5ZkE0IOHC9WqjD/AXaP/hAWgKPSDo+wx0tXL8oID/KlHccRzM6IzUiO1A6P4KwkcAAoYABLOXC8pG9AGxPmv3BG0t2fDffmqRU5QndBY0vX2cJ62lkA7gsKGMAiymrbiiqbBC68zWsewHlHZiR0F6x/dDYh5MszZfKeftpxACYPBQxgfgPqoU+PFhJCVi/KwHlHZpcSHzorfcqo3vB/v7psNJpoxwGYJBQwgPl9cqRQrdVJYkPmTU+gncUxrV023U8kbOrowb2SwH6hgAHM7Er5jcrGDndXl6dXzqSdxWEJXHjrH51FCDmWX9ku76UdB2AyUMAA5qRUqT8/XkwIeWpFjo+XO+04jiw+KnDhjCSj0fTRoYJRvYF2HIAJQwEDmNPHX13WjegzkiOzpkbRzuL4Vi2aFuTvLe/pP3KunHYWgAlDAQOYTX5pY2NLl9Bd8NSKHNpZnAKfx33m0VkcDnOmsK5VpqQdB2BiUMAA5tE3oP3yzDVCyFMrZgjdBbTjOIuYMP9FM5KMRtMnRwoxEQ32BQUMYB6fHS3SDo+kJ4bjjgtWtnJButjXs13ei4losC8oYAAzKKpsZief1y6bTjuL0+HzuOzA+bH8SlyaA+wIChjgfqm1uoMnSgghTyzJwuQzFfFRgfOnJxiNJlyaA+wIChjgfn16tEit1SXFBM9Mn0I7i/NatSjDx8u9qaPnbGEd7SwA92QyBcwwt17Ydt68eWbIAmCHKurby2pbBS68p1fOoJ3FqQlceE+tmEEI+fpcOW5WCHbBDHvA9fX1CoXi/l8HwO5oh0fYy27gms+2YOwa0bhZIdiFid0hfGzfd/xOcEZGxpEjR8wZCsBOHL1Qyd5wENd8npDhIa1Wq/now51CNxfzvrLBxPA4no0tXf/v27t9XEfYhcpeXKsSbNHECthkMhFCGIZhHwA4M5lCdb64nsNhcM3niVKrB3XDw+UV1YSY/0aNfKHYPSi5fYBfW1VmMowSQrq7u82+FoD7N7ECZh09ejQuLq6pqcloNI4tRCWDs/n0aJHRaFo4IylELKKdxf64ubu/+F/bLPTiJ/LLO+TKjHlr5uUkE0LOnj5moRUB3I/JvAe8ZcuWV199dWhoyDSO2ZMB2LKiymZpm8JL6LZiXirtLHCrOZkJXC5H2top6+qjnQXgR02mgPl8/sqVK11czPzmDYC90A6PHDp1lRCyZnGmuyv+ItgcoYdbpiSGEHLpap3BYLzr8wGomEwB//d///ebb75p9igA9uLohcoB9VBshDgnNZp2FrizlIQIH29hv3roWl0z7SwAdzaZAt60adO7777L/JDZkwHYprHZK9zyyJYxDPNAVhIhpKKu1dMngHYcgDuYTAGb7sTsyQBsEzt7NX96ImavbJzYz0sSG2YymTLn/wftLAB3MMkrYd3O7MkAbBBmr+xLRsoUDzeBb2Ckon+EdhaAW93vHrBOp9uwYQMuxAHOALNXdkfA5+WkxRFCbvbohnWjtOMA/MD9XorSxcXl7bff3rp1q1nSANgyzF7Zo5iIwK62er3RVFIlpZ0F4AcmcyGO8UZGRv75z38aDAazpAGwWZi9sl/lBV8vfSqpoUmWEB0q9vOy6Lq6FV3S6/Uf7NjB4VjjjTlXV9dNmzZZYUVgCZMp4PHv+DIMEx0dvWvXLvNFArBFuO6V/dL09wT6uHT26i5drX/0wWyLzqx0tDX39SoLisost4oxIzrd+dPHVz72swAR7kJtlyZTwJh5BmeD2St7F+LrMqjjKFWDNdc7psaHW3Rd0zJzXrLYVTbHG+hXnTt93GjEL2R7NZn3gFUq1W9+85vIyEhXV9fIyMgXXnihv7/f7MkAbARmrxwAh2FmT0sghFyraRoa1tGOA0DI5Ap43bp1Pj4+JSUlg4ODhYWFLi4uzzzzjNmTAdgIzF45hvAQv8jQAN2ovqjiBu0sAIRM7hD0xYsXP/vsM6FQSAgJDg5+/fXXw8Mte0gHgBbMXjmSmelxHXKltLUzcUpIkD/eywfKJrMHPHfu3Hfffbevr89gMMjl8v/93/+dO3eu2ZMB2AJc98qRCD3cpiVFE0IKSuoxywLUTaaA9+3b19nZmZaW5u7uPn36dLVavW/fPrMnA6AOs1eOJyUhwlvophrUVDW00c4Czm4yBSwSid5///22tjadTtfW1vb++++LRNg5AEeD2SuHxOVyZmcmEUKu1TZrhjCNBTRNrIA7Ozsff/zxWxY+/vjjXV1d5osEYBMwe+WoQgJ9pkQEjuoNxRXXaWcBpzaxAv7d7363cOHCWxbOnTv31VdfNV8kAPowe+XYpqfF8XncG21dHXIl7SzgvCZWwEePHn344YdvWbhy5UrcjAEcDGavHJuHm2BacjQh5EpZg8FgpB0HnNTECliv1/P5/FsWenh4DA8Pmy8SAGWYvXIGKQkRIk+PfvUQprGAlokV8Ny5c/fv33/Lwi+++CInB4fpwEFg9spJMAwzJzuREHKtrlmtGaIdB5zRxC7EsX379vnz5yuVyvXr14eHh3d2dn7++edvv/32iRMnLJQPwMowe+U8gvxFsZHB0tbOK+XXH5yNox1gbRPbA05OTi4sLJTJZHPnzvX09MzJySkvL8/Pz58+fbqF8gFYE2avnE1O2hQBn9d6sxvTWGB9E74UZXR0dF5eniWiAFCHew46GzdXwTRJTGF545WyhtUPzeByJ3NpBIDJwU8bwHcwe+WcJHFhPt7CfvVQRX0r7SzgXFDAAIRg9sqJMQwzOzOBEFJR39KvxjQWWA8KGIAQzF45N3Yay2AwXilroJ0FnAgKGACzV/DdNFaHXNl6s5t2FnAWKGAAXPcKiJurICs1lhBypfw6ro0F1jHhKWgAW9Ot6Orp7tq5c+fkvrx3iNfaL+BxTN3NV3fuLL3r80Ui0dq1aye3LrBliTEhDU2ynr6Ba3XNWVOn0I4Djg8FDHavrbVJoxk8m39lEl/LcHjeUbM4PKK6WXOhXn7X5w8ODDTUVj20/FEfT9dJrA5sGcMwszISjpwtqWpoi4sK8Ra60U4EDg4FDI4gd/5DW7b+dhJfWFh+vbqxLchftOKJF+7l+a3NN156foPJZJrEusD2if28EmJCGppkV8oaluSm044DDg7vAYPz6utX11xvHzsLBYAQkp0Si2kssA4UMDivS1cbTCaTJC7cx1tIOwvYClcBn53GulzWMKo30I4DjgwFDE5K2iqX96jcXAXTJDjxF34gMSbE38dLM6Qrr22hnQUcGQoYnJFuVF9UISWE5KTFCviYhIAfYKexCCGVDa2qQQ3tOOCwUMDgjK7VNA8N64L8RbGRQbSzgC0S+3klTgk1mUxXyhppZwGHhQIGp4PZK7gX2amxrgL+za7eprYu2lnAMaGAwelg9gruhYDPm54SSwgpqriOaSywBBQwOBfMXsG9i48JEfthGgssBQUMTgSzVzBRszISGIbBNBZYAgoYnAg7eyX288LsFdwjfx+vhJgQk8lUUFJPOws4GhQwOIux2Sv2DBOAe8ROY8l7VNLWu18tHODeoYDBWbCzVwkxIf4+XrSzgD0ZN40l1Y3qaccBx4ECBqfAzl65CvjZqbG0s4D9YaexhoZ112qaaWcBx4ECBsc3Nns1PQWzVzBJD2QlMQxTc729r19NOws4CBQwOL6x2av4mBDaWcBe+XgLJXHhJpPp0tUG2lnAQaCAwcFh9grMZZok2s1VgGksMBcUMDg4zF6BuQj4vJw0TGOB2aCAwZFh9grMKzYyKMhfNDSsK6u6QTsL2D0UMDgszF6BJczOTGAYpvbGzZ6+AdpZwL6hgMFhYfYKLGFsGutyGaax4L6ggMExYfYKLGeaJNrDTaBQDjQ2yWhnATuGAgbHhNkrsBwBn5eTFkcIKa7CNBZMHgoYHBBmr8DSYiICQwN9h3WjJZVS2lnAXqGAwdFg9gqsY2ZGPMMwDU0yTGPB5KCAwdFg9gqsQ+TpkZoQiWksmDQUMDgUzF6BNaUnR2EaCyYNBQwOhZ29ksSFY/YKrIDP47LTWEUV14d1o7TjgJ1BAYPjYGev3FwF0yTRtLOAs2CnsXSj+pIqTGPBxKCAwUGMzV7lpGH2CqxqbBpLocQ0FkwAChgcBDt7FeQvio0Mop0FnIvI0yMtKZIQcrmsgWHwSxXuFX5WwBEwPFd29mp2JmavgIJpSdFCD7eevgHPgCjaWcBuoIDBIXiEsbNXPt5C2lHAGXG5nJnpcYQQ34hUDteFdhywDyhgsHu+IfGE74HZK6ArMjQgLMiPw+V7iHH9NbgnKGCwb7pRfXjSTILZK7ABMzMSTEaDq08YprHgXqCAwb5dq2nmC9zJqAazV0Cdt9BN1dlACPm2tM5kMtGOA7YOBQx2jL3ulclkJJoO2lkACCFEJas3jA739atrruNnEu4CBQx2jL3ulaKl2qQfpp0FgBBCTEaDRl5HCLlW0zQ0rKMdB2waChjs1dh1r2TSEtpZAL6nG+yOCPbXjeqLKm7QzgI2DQUMdmn8da8MoyO04wD8wKyMeC6XI23tlPeoaGcB24UCBrtUUinFda/AZgk93KYlRZN/v0tCOw7YKBQw2B+FcqD+xk2GYeZkJ9LOAnBnKQkR3kI3TGPBT0ABg50xmUzfltYRQtKSIkWeHrTjANwZl8uZmZFAMI0FPw4FDHamqqGtr1/tLfzuEB+AzQoL8osMDdCN6gvLr9POArYIBQz2RK0ZulrTRAiZnZnE5eKnF2zdzPQ4Lpdzo61L1tVHOwvYHPwKA3tScLXBYDDGRgaHBPrQzgJwd2PTWJfLMI0Ft0IBg91oauvqkCsFfN6M9DjaWQDuVUpChMjTQzWoqWpoo50FbAsKGOyDblR/pfw6ISQnLc5VwKcdB+BecbmcWew0Vm2zZgjTWPA9FDDYh7ETf+NjQmhnAZiYkECfKRGBo3pDcQWmseB7lAtYJpO99NJLDMOMX5iXlyeRSCQSSV5eHq1gYFNw4i/Yu+lpcXweF9NYMB7lAk5KSmpsbBy/JC8vb8eOHceOHTt+/Pju3bvRwYATf8EBeLgJpiVjGgt+gHIB9/f3HzlyZPySnTt3vvnmm1FRUZGRkdu2bdu1axetbGAjcOIvOIaxaayKulbaWcAm2Nx7wHV1dZmZmezjtLS02tpaunmALpz4Cw6DYZjvprHqmtWaIdpxgD4e7QC30mg03t7e7GMfHx+tVjv+szc7O9VqzdiHXC7XquHA6i4W1zrzib9HjhxRKpXWWVdpaamrZ4B11uW02GmsG21dV8qvPzg7lXYcoMzmClgoFKpUKn9/f0KIRqMRCoXjP9un6u9R9o596MLH6SiOrLFJ1tmtchXwnfbE39f/8N++/oHeImv846PwUsGDSx+xwoqc3PS0uDZZT+vN7g65MizIj3YcoMnmCjg5ObmkpGTp0qWEkKqqqqSkpPGfnZp06xBsVW2d9cKBFWmGdEUV1wkhszMTnfjEX9OmZ3+bkDTVCmv6z189TTAbZHkeboLMqVMKyxuvlDWsfmgG3lhxZghUOekAACAASURBVDb3Z79ly5bXXnutubm5ra3t5Zdf3rx5M+1EQMel0nrdqD4i2D86TEw7C4A5SeLCfLyF/eohXBvLydncHvDGjRsJIcuXLzeZTC+++OKmTZtoJwIKmjsUbZ09Aj5vdhZO/AVHwzDM7MyEo+euXqtrjgoPwMl1Tssm9oBvOStu48aNtbW1dXV12P11TsO60UtX6wkhOWlxHm4C2nEAzC/IXxQfFWwwGPOLa3FasNOyiQIGGK+w/PqwbjQ4AFedBEeWMy3ew02gUA7UXO+gnQXoQAGDbWmXKaWtnXwed+70ZNpZACxIwOfNyUwihFytvoHTgp0TChhsiG5UX3C1jhCSIYkRerjRjgNgWeEhfvFRwaN6w8ViXHHIGaGAwYYUXWvUDOnEfl5T48NpZwGwBvZAdGe3qlaKA9FOBwUMtqJdpmxs6eRyObnTk2+5QRaAoxLweez1KUsqpTgQ7WxQwGATxg4+Z02dgrMywKlEhgZEh4lxINoJoYDBJly+Wq8Z0gUHiFISImhnAbA29nJvOBDtbFDAQF9zh+JGWxcmn8FpuQr4szMTCSElldJ+NQ5EOwsUMFA2dtmN7NRYTD6D04oOE8dGBo/qDReLqnFpDieBAgbKLl2tZy+7kRwbRjsLAE0zM767NAeuEe0kUMBAU1NbV3OHQsDn4eAzgIDPmztdQggpqbqhVA3SjgMWhwIGajRDOvbg84xp8Tj4DEAICQn0kcSGmUymC0W1BoORdhywLBQw0GEymS4UVutG9ZGhAXFRwbTjANiK6WlxIk+Pvn711eobtLOAZaGAgY7qxvbObpWbq+CBrCTaWQBsCJfLmTcjmWGYqsb2zm4V7ThgQShgoECpGiyulBJC5k5PchXwaccBsC3+Pl7TkqNNJtPF4tpRvYF2HLAUFDBYm8FgPH+lxmQySWLDwoL8aMcBsEXTkqP8fbzUmqGC0jraWcBSUMBgbcUV11WDGh9v4fS0ONpZAGwUwzDzZ07l87g32rqkrXLaccAiUMBgVe0yZY20g2GYeTnJXC5+/AB+lLfQjb1Pw6Wr9bg8lkPCb0CwnmHdaH5pHSFkemqsn8iTdhwAWxcXFTwlInBUbzh/BZfHckAoYLCeC0U1Q8O60EBf3HEB4B7NykwUerj19A2UVjXRzgJmhgIGK6msb+2QK10F/Fxc9Argngn4vAUzpjIMU1HfIuvqox0HzAkFDNYg71GVVN0ghMzLkXi4CWjHAbAnYj+vTEkMIeRicc2wbpR2HDAbFDBYnG5Uf6Go1mQypSVG4bwjgElIS4oMDhBphnQXimpoZwGzQQGDxeUX16o1Q2I/r6yUGNpZAOwSwzDzZkx1FfA75MrK+lbaccA8UMBgWdWN7a03u8fex6IdB8BeebgJ5uV8d68kXKLSMaCAwYJ6+gaKKq4TQnKnJ+N+RwD3KSzILy0xymQynbtSPTSsox0H7hcKGCxl1GA8c7naZDJNjY+IDA2gHQfAEWSlxIQG+g4N6y4U1eLEYHuHAgZLqZIq1Johfx+v7JQptLMAOAj2KnJuroKbXb21Nzppx4H7ggIGi4hJmdvTP+Qq4C+aNRWXnAQwIzdXwfwcCcMwNTdkQZG4m6cdw29GML8aqSw6NZdhyIIZKXjrF8DsQgJ92ANLM5c8PYDLRNstFDCYmVKl/ujQt4SQKaE+IYE+tOMAOKbUxMggfy+Bm/Czo4W4Z7CdQgGDOelG9B8cuKgdHum5eT0mREQ7DoAjm5EWo1Z1yxR9nxwppJ0FJgMFDOZ04Hhxu7xX7OtZXXCYdhYAB+fC4xZ885ELn1tU2XT6ci3tODBhKGAwmwvFDZfLbwhceM+unWfQj9COA+D4VMrOVQ9mE0IOnymrb5LTjgMTgwIG82hs6frHiRJCyFMrZoSIcfAZwEoksSHLclOMRtOHh/KVKjXtODABKGAwA6VKvevgRaPRtCw3JSc1mnYcAOfyyIL01PgwtVb3wYGLuhE97Thwr1DAcL90I/r3Pzuv1upS48MenpdGOw6AM9q85oEgf+92ee/HX12mnQXuFQoY7ovRaPro0LcyhSrI33vzmgc4HNxuAYACgQvv2bVzBS68strWoxcqaceBe8KjHQDs26FTVysbO4TugueenC9wwY8TgPXoR0dHR0cOHTzgLRSwS+L8SU0n+eZCRWNdpdjT/GtcuHBhcHCw+V/XWeE3JkzepTLp2cI6Dod5du08sa8F/roDwI8bGtKO6HTH//Wv8Tf6FPpHe4el1HcaCgouj2h6zbi6osvfvv3OjmeeXG3G13RyKGCYpBqpbP/RQkLIupUzYyPEtOMAOCMXF8Ef3/rbLQsLrtbX37gZkbJwxYJMb6HZrgX7/JYncckt88J7wDAZMoVqbOx5ZjpudgRgQ2ZnJIQF+Q0N605/WzGsG6UdB34UChgmbEA99Nd9Z3Qj+uypUY8sSKcdBwB+gGGYhbNS/ESeqkHNmUuVBoORdiK4MxQwTIxuRP/nj08PqIdiI8QbV8+hHQcA7oDP4y7JTfNwE8h7VBeKakwmE+1EcAcoYJiAUb3hb/vPynv6g/y9n3tyPk46ArBZbq6CpfOm8Xnc5g5FUYWUdhy4AxQw3Cuj0bT38CVpm8JL6Pbi+gfdXV1oJwKAnyLy9HgoN53L5VQ3tlXWt9KOA7dCAcO9OniipKy21d3V5cX1D3qZb7QSACwnyF80L0fCMExxpbSxSUY7DvwAChjuyT9PXT1f3CBw4T335Pwgf2/acQDgXkWHiWdOiyeEfHu1vrlDQTsOfA8FDHd3trD+1OVaDofZtHoOTvkFsDvJsWHTU2NNJtO5K9Wyrj7aceA7KGC4i7OF9QdPlHA4zJY1uWmJ4bTjAMBkpCZGTo2PMJlMpy9VyHtUtOMAIShg+GlFlc0HT5QQQtYszspIjqAdBwAmb0Z6XEJMyKjecDK/HB1sC1DA8KPKats+/uoSIeSJJdkLZyTSjgMA92tOZmJ0mJjtYKVqkHYcZ4cChjsrq2378FC+0WhC+wI4DIZhFsycynbwifwK1aCGdiKnhgKGOxhr3yVzpqJ9ARzJWAcPDeuOnb+GDqYIBQy3GmvfhTOSVi2aRjsOAJgZOthGoIDhB0qrW9j2XTwr+YklWbTjAIBFjO/gr0+XYCaLChQwfO9sYf2Hh75l3/d9bHEm7TgAYEHj3w/GXDQVKGD4Dnu+L8HMM4DTuKWDcY0OK0MBAyGEfHnmGtoXwAmxHSyJDRvVG/6Vfw3XqrQmFLCzMxpNnx4tOlFQzeEwW9Y8gPYFcDYMw8zMSGCvk3XuSnV1YzvtRM6CRzsA0KQb0X/81eWy2laBC2/LmtyU+FDaiQCAjhnpcR5ugqKK64XljSOj+gxJNO1Ejg8F7LzUWt0HBy5I2xTuri7PPTkfd1kAcHIpCRECPu/bq/VlNU1qzdAD2UkMw9AO5chQwE5K0Tv498/Oy3v6fbzc/8+6RbjDIAAQQuJjQtxcBecKqxpbOrXDIwtnpfB5XNqhHBbeA3ZG0jbF9r0n5T394UG+//WLZWhfABgTHuK3dG6Gm6ugQ648crZUM6SjnchhoYCdTlFl858/PjWgHpLEhvxu40NeQjfaiQDAtoj9vFYsyBR5evT1q786XaJQDtBO5JhQwE7EaDR9fa587+ECo9E0f3rCr59cIHDBexAAcAfeQrdHHswODfQdGtYdu3BV2iqnncgB4fevs9CN6HcdvFgjlXE4zM+WTc/NiqedCABsGp/HXZKbfqmsof7GzQtFNSFx04mJdibHggJ2CjKF6oMDFxS9g0J3wS+fmBsfFUg7EQDYAYZh5mQmin28vr1aHxCV0iAfUWt1QncB7VwOAoegHV9RZfOfPvqXoneQHblC+wLAhMTHhCyblzGqGxoYMm7bebRVpqSdyEGggB3ZqN5w4Hjx3sMFuhH9rPQpv9v4kJ9ISDsUANif4ADR9eKvhQKmb0D7p4/+lV/aSDuRI8AhaIel6B3cfTC/Xd6LN30B4P6NDmuSQgRegdFnC+s+PVpUI5U98+gsd1cX2rnsGArYMRVVNn96tFA3ohf7em5e80BkiB/tRABg/xjyxJKs2AjxJ0eulNe3t+88tnnNAzFh/rRj2SsUsKPRDo98drSopLqFEJI9NerplTNxrhEAmFFGckRkiO+ug/mtMuX2vSeW56Yuy03hcHDRygnDr2aH0tjS9fFXl5UqtcCF9x9LsmdnxNJOBAAOyE8kfHXz0q/PlZ+6XPPNhYoa6c1nHp2Fa+pNFArYQehG9F+eKTtf3EAIiQnz37B6jtjXk3YoAHBYHA6zatE0SWzI3sMFTR09/7v7+OpFGfOmJ9DOZU9QwI5gbMeXw2FwOAgArCY+KvAPWx/+4kTp5fIbnx8vvlrb+vTKmfjX/z1CAds37fDIl2eusacEhAf5PvPozPAgX9qhAMCJuLu6PPPorIzkyH1HrjS2dL2x45tHFqQvnJGE3YC7QgHbsdLqln+cKB1QD/F53CVzpmLHFwBoSYkP/Z9fr2R3hQ+dulpU2fzkihwMSP80FLBdUvQOfna0qK6pkxASE+aP8QcAoI7dFc5Jjdl35Eq7vPf/++hfczJiH1uciXOFfwwK2M5oh0dOFtSculxjNJqE7oLVizIw6gwAtiMxJuh/fr3yeH7V6cu1BWXSstq2Rxak52bF4/jc7VDAdsNoNF0pv/HVufIB9RCHw8zJiF21KANXRQcAW8PncR9ZkJ6TGn3geEldU+fnx4svljauWZwpiQ2hHc22oIDtQ41UdujUVZlCRQiJjRA/sSQLF7cCAFsW5O/9f9YtqqhvZ393/W3/2aSY4McWZ2BQdAwK2NY1tnR9c6GisaWLECL29XxkQXrW1CjaoQAA7klaYnhybMiF4obj+VV1TZ3bdh6blT5laW4KTlUiKGBb1i7vPXKuorKxgxDi7uqyYl5ablYcn8elnQsAYAL4PO6Ds5JnZ8QevVCZX9p4ufxGYWXTjNQY1DAK2BY1dfScLKgur28nhLi7uiyckbRgRiImCQHAfrm7ujyxJOvBWclHzpUXVjahhgkK2NbUSGUnCqrZA86oXgBwMD5e7s88Omtpbsq/8qvGajgzOfKhORInfG8YBWwTRvWG0uqWs4X17fJeguoFAIcm9vUcX8Ml1S0l1S2S2JD50xNT4kNpp7MeFDBlA+qh88UNBWXSAfUQIcRL6LZkztSZ6TGoXgBwbGwNr1o07URBTUHZ9RqprEYqC/L3nj89YWb6FGe4j6rjf4c2q0YqKyiTlte3GY0mQkh4kO+Ds5Kzp0bhdHUAcB5eQrcnlmStmJd6qUx6trBO3tP/+fHiw2fKZqVPmZ0R69jHpVHA1tY3oL1SfqOgTKpUqQkhHA6TkRy5cEZibISYdjQAADrcXV0enJW8cEZSeX37+eL6xpau88UN54sbIkP85mTEZk2NcsiDgihgK9GN6Mvr26+U32Av4EwI8RMJ52TEzsmI9RK60c0GAGALOBwmIzkiIzlCplDllzYWVTa3ypStMuXBE6XpieE5qTGS2BBHOkaIArasUb2hViorrGyuauwY1RsIIXweNz0xfGb6FFyVDQDgjkLEorXLpj+2OLOivr2gTFrX1MkOagndBemJ4dlTo+OjAh2giVHAFqEdHqlqvFlW21ojlbG9SwiJjwqckRozLTnCIY+lAACYF5/HzZoalTU1in3nrqy2rV3eW1AmLSiTsk2ckRwZHxVov5cnQgGbk7ynv6rxZo1U1tAiZ0erCCGxEeKM5MiM5AgfL3e68eD+DQ1ptRr1118dFrpZ419RGrXGCmsBsHE+Xu7LclOW5aa0y3vLattKq1sUvYNsEwtceJLY0KmxISnxoXb3dh4K+H5ph0fqm+R1TZ01Uhk7V0UI4XCYpJjglPgw9K6D6VP29PerPj/wD4ZY4/BXd3e3FdYCYC/Cg3zDg3wfWZDeLu+tarxZXt/eKlOW1baW1bayn5XEhiTFBE+JCLCL3WIU8GRoh0eut3Q1tHQ1tnSxl85gCd0FktjQ1PjQ5NgQHGd2VCKR75tv77TOuh56INU6KwKwL2wTL8tN6RvQVjV2VDXebGiRt8t72+W9Jwqq+TxudJh/QlRQfFRgZIifzZ5SbKOxbJBMoWru6Gnq6Ja2dct7+seWs3/SU2NDE2OCcItAAABr8vFyz82Kz82KH9Ubmjt6aqSyuqbOVpmysaWLvaYvh8NEhfhFhwXEhPlHh/n7iYS0I38PBfyjZApVu7yvQ97bIlO2ypS6Ef3Yp8b/8yo6zN8ujnUAADgwPo8bHxUYHxW4ikwbO0gpbVO0y3ubOnqaOnrOEkIIEboLYsICwoJ8okL8IkL86L5FiAL+zoB6qF3eJ+8ZkCn62uV9MoVqbHqZ5ePlHh0WEBshjg7zjwrxc4AJeAAAh+Tu6pKWGJ6WGE4I0Y3o2YOX7P/VWl1lYwd7m1f2mSFiUXiQT5C/d4hYFCIWCd0FVsvpjAWs1uoUvYO9KrWid1CmUCl6B+U9/eN3cFl+ImF4kE9kiF94kG90mL81/1QAAMAsBC68xJigxJgg9kNF72CHvK+5o1veM8D2sbRNIW1TjD1f6C4Q+3qGiEViX68AX88AX6HY18tC7yLbYgHn5eW9/fbbhJCXXnppw4YNk34dpUrdN6BVDWj7BrTsY6VKo+gduL1rCSFCd0GIWBQqFgX5e4cF+YSIRZiiAgBwMGJfT7GvZ0ZyBPuhWqtrlSllCpVMobqpUMl7+tVanVqra+roGf9VQneBn0joJxL6izxEXh7+Ig+Rl7uX0O0+j2DbXAHn5eXt2LHj2LFjDMOsXbuWEHLvHSzv6T94onRAPdyvHmJvLnRH7q4uAb6efiIh+ycRLBYF+XuhbgEAnI3QXSCJDRl/XcIB9ZBM0a/oHejuHVT0Dip6B7t7B9lWbpUpb38FP5HQW+jqJXR7du28ia7d5gp4586db775ZlRUFCFk27Ztv//97++9gPk8bo1UNvahj5e7j5e7yMvDx8v93/9ycQ/w9UTXAgDAHXkJ3byEbmOHrFkD6qEelaZXpVaqNH0DGqVK0zegZff0lCq1UqWeXK3YXAHX1dVlZmayj9PS0mpra+/9a4Xurr9+coGX0PX+jwwAAACw2FaOCfO/ZbnRaOob0PQNaPV64yRe1uYKWKPReHt7s499fHy0Wu34z3YpujXjlnC5Pzj/R+DCS4kPtUJIuBeFly5Ir9dZYUV9vcrmG43nTh+zwroaaqt1w8PWWRchxGg0lhQW3OxotcK6enq6OVyedb61ttbm0ZER621Gg+Fq0WVlj+LuT71vXfLOgf5+63xryp5ug0Fvtc3Yq8R12W7F4TDse8OT+3KbK2ChUKhSqfz9/QkhGo1GKPzBN9bZpeju+f69cRc+39r54N4sWLiorKTQOuvy8BAaDcZTx762wrp0uuH4JIl11kUIiZkSX11RVl1RZoV1CQQCHo9nnW9tdHQkSZJqtc0YFRPbWF/TWF9jhXVxOBx3d3frfGsGgz45ZZrVNmN4RLS/P25bbk42V8DJycklJSVLly4lhFRVVSUlJY3/bHqK5Jbn11+XWi8c3LMPdrw/MjqZYzKToxsxCFysdDmUUb2By2E4HI4V1mUwmoxGE59njXURQoZHDK5W24wGA4dhuFbZjEajSW80uVhrM+pGDC4uXOtcKEBvMDDW2oyEEA6D6x+Yk80V8JYtW1577bXExEQul/vyyy9v3ryZdiKYDC6H4yaw0i8FQoibwHo/ydZcl5VZdTPa3i8fc7HuT4jDbkZnYHN/eBs3biSELF++3GQyvfjii5s2bfrp5wtcXHbl7bNKNAAAgHvi6elx1+cwFRUVqanOcseVXXn7frlhHe0UTuHAP79a+uACby8v2kEc38mz5xPiYqMiwmkHcXxFpVcFAtfb3wgDs2u4fqOzSz5vzmzaQSyosrLSegcJAQAAYAwKGAAAgAIUMAAAAAU2N4RlUcGBOInNSgL8/W65TApYiEjk7SrArbqswVPoyec71+9MWtzcXJ1hgsS5hrAAAABsAYawAAAA6EABAwAAUIACBgAAoAAFDAAAQIHjF7BMJnvppZeYH15DPC8vTyKRSCSSvLw8WsEcFbatpeFH2jrOnTv30EMP+fn5icXi9evXK5VKdjk2tdmdPn16wYIFIpEoKCho3bp1CsV3N450/E1dUVFhcmheXl4PP/wwIWRsyd69e7Oyspqbm1taWmbMmLF3716K8RwMtq0V4EfaOpYvX7537165XK5Wq99///2VK1easKkt4+GHH96/f393d3d3d/eLL764dOlSkxNs6oqKCscvYNb431bTp08/efIk+/jMmTM5OTmUQjkgbFurwY+0NanVaqFQaMKmtjyVSuXh4WFygk1dUVHh+Iegb1dXV5eZmck+TktLq62tpZvHkWDbUoHNbmmVlZXJyckEm9rC+vv7//KXv+Tm5hLn2NTOeFUXjUbj7e3NPvbx8dFqtXTzOBJsWyqw2S1KrVa/8MIL27dvJ9jUlsSONYhEouLiYuIcm9oB94CZf/uxJwiFQpVKxT7WaDRCodBa0Rwfti0V2OyWo1Aoli5d+vLLL8+dO5dgU1uSXq/v6up69dVX2dvAO8OmdsACHjvC/mNPSE5OLikpYR9XVVUlJSVZK5rjw7alApvdQsrLy5cvX/7WW2+tWbOGXYJNbTlcLlcsFm/duvXatWvESTa1Ew5h7dmzJyMjo6mpqbW1ddasWR999BHFYA4G29Zq8CNtaYcPH541a1ZLS8v4hdjUlrBixYovvviip6ent7f3jTfeWLNmjckJNrWTTkGbTKY9e/YkJSUlJiZ++OGHtCI5Kmxb68CPtKXd/jYWuxyb2uxOnjw5b948b2/vwMDAX/3qV/39/exyx97UFRUVuBsSAACAteFuSAAAAHSggAEAAChAAQMAAFCAAgYAAKAABQwAAEABChgAAIACFDAAAAAFKGAAAAAKUMAAAAAUoIABAAAoQAEDAABQgAIGAACgAAUMQAEzTmBg4DPPPNPd3f3Tz7/rC47/sLu7OyIiQq/Xjy3R6/USiWRkZGT8koiIiO7u7hUrVvzEC45/5bvGIIQMDg6+8MILd33aXf3mN78ZHBy8/9cBsFkoYAA6xu5K1tLSsmrVqqefftqMLx4QEJCVlXX8+PGxJceOHautrT1y5Mj4JdnZ2QEBAUePHjXjqn/xi188++yz9/86W7du/eUvf3n/rwNgs1DAAJS5ubmtWLHiypUr7IeDg4OPP/64SCRatWqVWq0m/97vZHeXyb+L083NTSKR5Ofn/9jLbty4ce/evWMf7t2795FHHsnLyxu/ZOPGjWTcfm1PT8+iRYtEItH+/fvZJbesmv2qqKio0NDQEydO3L7SkydPuru7JyYmsl/14YcfRkZGBgYGfv311++8846/v39YWNg333wz9uI/8YTExEQ3N7eTJ09OYpMC2IeKigqKdyQGcE5k3B6wVqv98ssvH3vsMfbDF1544b333tNoNF988cUrr7xy+/Mff/zxzz//XKPR7NmzRyKR3P4EFnuEuaury2QyyeXygICAvr4+Pz8/mUzGLomMjNTr9eO/dvPmzf/4xz+0Wu1vf/vbsYXjX5kQ8sILLygUit27d8fFxd3+fa1evfrkyZNjT/71r38tl8v379/v4eHx9NNPK5XKvLy8mJiYe3zCiRMnVq9ePaENC2AvKioqmIqKitTUVGr9D+CUxr/DGhwc/PDDD//pT38SiUSEkMjIyKtXr/r7+2u12tTUVKlUyj7NZDLd8iLDw8Oenp6jo6M/9oRXX33V39//pZde2r59e0tLy9///vdnn302KirqlVde2b59e29v71tvvTX+a0NDQxsbGz08PHp7e/38/NiF41957PHIyIibm5vBYLhljSEhIRUVFQEBAbc8WSAQjIyM8Pn88V941yd0d3enpaXJZDIzbXUAG1JZWYkCBqDgjn3JcnV11el07GMXFxf28fjn19fXv/7666WlpV1dXUNDQ7fX5JiGhobVq1fX1NQkJyfv27cvKyurqKho/fr1dXV1Eonkyy+/jI+PH/+1rq6uWq2Ww+GMX3jHAv6xNQoEArVazefz7+UL7/qE0dFRoVA4tjUAHEllZSXeAwawLcHBwRqNhj1IdcfuWbVqVXp6+sWLF/v6+n76pRISEkQi0V//+lcej5eVlUUIycnJYRjmr3/9q4+PD9u+4wUFBWk0GkLIXV/5x/j5+alUqsl97e3YY+bmejUAW4MCBrAta9as2bNnj1arPXPmzFNPPcUunDZtWn19PftYoVAsW7bM1dX1+eefJ4Tcfhx4vI0bN77yyisbNmwYW7Jhw4ZXXnmFHb+6xfLly7/66qvh4eE//vGPYwvHr/quZs6cWVZWdo9Pvqtr167NnDnTXK8GYHMwhAVgfeS2makxarV63bp1IpEoOTn54MGD7MKGhobExMS5c+eaTKZPP/3U19c3ISFh//79gYGBLS0tP/GCg4ODIpFIoVCMLens7PT29h4cHLw9DDsF7e3t/cknn4wtHL9q8sOBrNtXd+LEiQ0bNtz+hDs+vusTNm7ceOLEiTt+XwD2DkNYAGBmP/vZz15//fXk5OT7fJ36+vo33njjs88+M0sqAFuD94ABwMx27969c+fO+3+dHTt27Nq16/5fB8BmYQ8YAADA2rAHDAAAQAcKGAAAgAIUMAAAAAUoYAAAAApQwAAAABSggAEAAChAAQMAAFCAAgYAAKAABQwAAEABChgAAIACFDAAAAAFKGAAAAAKUMAAAAAU8GgHAHA6lZWVtCPYH9y0DRwPChiAAtTJhOCfLOCQcAgaAACAAhQwAAAABShgALgLhmH27NlzyxJLr9Girw9gC1DAAHB327dvl8lktFMAOBQUMADc3bZt2371q1/dvlylUq1cudLb2/vRRx/t7+9nFzIMc+jQocWLF7OPP/zww8jIenSWLgAAAp5JREFUyLi4uBMnTvzxj38MCQnJyMioq6tjnzxv3jyGYXg8nkQiyc/Pt9p3BEAdpqABqGls6WpokdNO8QMJUUHxUYG3L1+zZs2BAwc+/fTTp556avzy1157LTs7+9NPP3377bf/8Ic/vPvuu+zyrq6uU6dOsY8rKyuLi4vPnDmzdOnSffv2NTU1HThw4Omnny4tLSWEXLhwgRCi1+v37du3devW6upqi36DALaDqaiowBkRANZUWVnJ/qX75kLF0Qu2dYLNw/PSVsy79RcCwzAmk6mrq+uBBx4oKCgQi8XsEkJIRERERUWFj4+PQqHIzs5ubW1ln19dXS2RSMa+lhAyMjIiEAjGHru7u+v1+vFrGR4e9vT0HB0dHf9VrLEtBuAwKisrsQcMQE1CVBAzz7amje64+8sKDAx87bXXnnvuuS+++GJsYVdXl5eXFyHEx8enq6trbDnbvuO5uLiMf2wwGNjH9fX1r7/+emlpaVdX1y2VDODYUMAA1MRHBf5E4dmgdevWHThw4PDhw2NLAgMDu7u7g4KCenp6AgMn872sWrXq5z//+Z///OfAwEBXV1fzhQWwdRjCAoAJ2LVr16uvvjr24cqVK995553BwcF33nnnkUcemcQLKhSKZcuWubq6Pv/884SQsT1jAIeHAgaACQgPD//tb3879uG2bdtqa2vDwsLq6ureeOONSbzge++9t2jRotzc3Llz5wYGBnZ0dJgvLIBNwxAWgLVhpGiisMXA8VRWVmIPGAAAgAIUMAAAAAUoYAAAAApwGhIABbjBLQCggAGsDfNEAEBwCBoAAIAKFDAAAAAFKGAAAAAKUMAAAAAUoIABAAAoQAEDAABQgAIGAACgAAUMAABAAQoYAACAAh7BVfEAAACs7v8HxIJ/QzTBByIAAAAASUVORK5CYII=\"/>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in vlist[1:]:\n",
    "    iris.hist(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The graphics being rendered here are HTML5 objects created in the SAS session. We can use other graphing methods like the `heatmap` method to create useful plots in just a few key strokes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html lang=\"en\" xml:lang=\"en\" xmlns=\"http://www.w3.org/1999/xhtml\">\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<meta content=\"SAS V.03.03\" name=\"generator\"/>\n",
       "<title>SAS Output</title>\n",
       "<style>\n",
       "/*<![CDATA[*/\n",
       ".body.c > table, .body.c > pre, .body.c div > table,\n",
       ".body.c div > pre, .body.c > table, .body.c > pre,\n",
       ".body.j > table, .body.j > pre, .body.j div > table,\n",
       ".body.j div > pre, .body.j > table, .body.j > pre,\n",
       ".body.c p.note, .body.c p.warning, .body.c p.error, .body.c p.fatal,\n",
       ".body.j p.note, .body.j p.warning, .body.j p.error, .body.j p.fatal,\n",
       ".body.c > table.layoutcontainer, .body.j > table.layoutcontainer { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.l table, .layoutregion.l pre, .layoutregion.l p.note,\n",
       ".layoutregion.l p.warning, .layoutregion.l p.error, .layoutregion.l p.fatal { margin-left: 0 }\n",
       ".layoutregion.c table, .layoutregion.c pre, .layoutregion.c p.note,\n",
       ".layoutregion.c p.warning, .layoutregion.c p.error, .layoutregion.c p.fatal { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r p.warning, .layoutregion.r p.error, .layoutregion.r p.fatal { margin-right: 0 }\n",
       "article, aside, details, figcaption, figure, footer, header, hgroup, nav, section { display: block }\n",
       "html{ font-size: 100% }\n",
       ".body { margin: 1em; font-size: 13px; line-height: 1.231 }\n",
       "sup { position: relative; vertical-align: baseline; bottom: 0.25em; font-size: 0.8em }\n",
       "sub { position: relative; vertical-align: baseline; top: 0.25em; font-size: 0.8em }\n",
       "ul, ol { margin: 1em 0; padding: 0 0 0 40px }\n",
       "dd { margin: 0 0 0 40px }\n",
       "nav ul, nav ol { list-style: none; list-style-image: none; margin: 0; padding: 0 }\n",
       "img { border: 0; vertical-align: middle }\n",
       "svg:not(:root) { overflow: hidden }\n",
       "figure { margin: 0 }\n",
       "table { border-collapse: collapse; border-spacing: 0 }\n",
       ".layoutcontainer { border-collapse: separate; border-spacing: 0 }\n",
       "p { margin-top: 0; text-align: left }\n",
       "h1.heading1 { text-align: left }\n",
       "h2.heading2 { text-align: left }\n",
       "h3.heading3 { text-align: left }\n",
       "h4.heading4 { text-align: left }\n",
       "h5.heading5 { text-align: left }\n",
       "h6.heading6 { text-align: left }\n",
       "span { text-align: left }\n",
       "table { margin-bottom: 1em }\n",
       "td, th { text-align: left; padding: 3px 6px; vertical-align: top }\n",
       "td[class$=\"fixed\"], th[class$=\"fixed\"] { white-space: pre }\n",
       "section, article { padding-top: 1px; padding-bottom: 8px }\n",
       "hr.pagebreak { height: 0px; border: 0; border-bottom: 1px solid #c0c0c0; margin: 1em 0 }\n",
       ".stacked-value { text-align: left; display: block }\n",
       ".stacked-cell > .stacked-value, td.data > td.data, th.data > td.data, th.data > th.data, td.data > th.data, th.header > th.header { border: 0 }\n",
       ".stacked-cell > div.data { border-width: 0 }\n",
       ".systitleandfootercontainer { white-space: nowrap; margin-bottom: 1em }\n",
       ".systitleandfootercontainer > p { margin: 0 }\n",
       ".systitleandfootercontainer > p > span { display: inline-block; width: 100%; white-space: normal }\n",
       ".batch { display: table }\n",
       ".toc { display: none }\n",
       ".proc_note_group, .proc_title_group { margin-bottom: 1em }\n",
       "p.proctitle { margin: 0 }\n",
       "p.note, p.warning, p.error, p.fatal { display: table }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner,\n",
       ".notecontent, .warncontent, .errorcontent, .fatalcontent { display: table-cell; padding: 0.5em }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner { padding-right: 0 }\n",
       ".body > div > ol li { text-align: left }\n",
       ".c { text-align: center }\n",
       ".r { text-align: right }\n",
       ".l { text-align: left }\n",
       ".j { text-align: justify }\n",
       ".d { text-align: right }\n",
       ".b { vertical-align: bottom }\n",
       ".m { vertical-align: middle }\n",
       ".t { vertical-align: top }\n",
       "a:active { color: #800080 }\n",
       ".aftercaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    padding-top: 4pt;\n",
       "}\n",
       ".batch > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch > tbody, .batch > thead, .batch > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch { border: hidden; }\n",
       ".batch {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: 'SAS Monospace', 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    padding: 7px;\n",
       "    }\n",
       ".beforecaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".body {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".bodydate {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "    width: 100%;\n",
       "}\n",
       ".bycontentfolder {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".byline {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".bylinecontainer > col, .bylinecontainer > colgroup > col, .bylinecontainer > colgroup, .bylinecontainer > tr, .bylinecontainer > * > tr, .bylinecontainer > thead, .bylinecontainer > tbody, .bylinecontainer > tfoot { border: none; }\n",
       ".bylinecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".caption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".cell, .container {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".contentfolder, .contentitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".contentproclabel, .contentprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".contents {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".contentsdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".contenttitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".continued {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    width: 100%;\n",
       "}\n",
       ".data, .dataemphasis {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataemphasisfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataempty {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datafixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datastrong {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".datastrongfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".date {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".document {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".errorcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".extendedpage {\n",
       "    background-color: #fafbfe;\n",
       "    border-style: solid;\n",
       "    border-width: 1pt;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "    text-align: center;\n",
       "}\n",
       ".fatalbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".fatalcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".fatalcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".folderaction {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".footer {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footeremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footeremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".frame {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".graph > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph > tbody, .graph > thead, .graph > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph { border: hidden; }\n",
       ".graph {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".header {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headeremphasis {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headeremphasisfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headersandfooters {\n",
       "    background-color: #edf2f9;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrong {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrongfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".heading1, .heading2, .heading3, .heading4, .heading5, .heading6 { font-family: Arial, Helvetica, sans-serif }\n",
       ".index {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".indexaction, .indexitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".indexprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".indextitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".layoutcontainer, .layoutregion {\n",
       "    border-width: 0;\n",
       "    border-spacing: 30px;\n",
       "}\n",
       ".linecontent {\n",
       "    background-color: #fafbfe;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "a:link { color: #0000ff }\n",
       ".list {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: disc;\n",
       "}\n",
       ".list10 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".list2 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: circle;\n",
       "}\n",
       ".list3, .list4, .list5, .list6, .list7, .list8, .list9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".listitem {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: disc;\n",
       "}\n",
       ".listitem10 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".listitem2 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: circle;\n",
       "}\n",
       ".listitem3, .listitem4, .listitem5, .listitem6, .listitem7, .listitem8, .listitem9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: square;\n",
       "}\n",
       ".note {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".notebanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".notecontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".notecontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".output > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".output > tbody, .output > thead, .output > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".output { border: hidden; }\n",
       ".output {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".pageno {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "}\n",
       ".pages {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".pagesdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".pagesitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".pagesproclabel, .pagesprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".pagestitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".paragraph {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".parskip > col, .parskip > colgroup > col, .parskip > colgroup, .parskip > tr, .parskip > * > tr, .parskip > thead, .parskip > tbody, .parskip > tfoot { border: none; }\n",
       ".parskip {\n",
       "    border: none;\n",
       "    border-spacing: 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    }\n",
       ".prepage {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: left;\n",
       "}\n",
       ".proctitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".proctitlefixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooter {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooteremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooteremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooterempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooterfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowfooterstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooterstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheader {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderemphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderemphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".rowheaderstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowheaderstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systemfooter, .systemfooter10, .systemfooter2, .systemfooter3, .systemfooter4, .systemfooter5, .systemfooter6, .systemfooter7, .systemfooter8, .systemfooter9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".systemtitle, .systemtitle10, .systemtitle2, .systemtitle3, .systemtitle4, .systemtitle5, .systemtitle6, .systemtitle7, .systemtitle8, .systemtitle9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size: small;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systitleandfootercontainer > col, .systitleandfootercontainer > colgroup > col, .systitleandfootercontainer > colgroup, .systitleandfootercontainer > tr, .systitleandfootercontainer > * > tr, .systitleandfootercontainer > thead, .systitleandfootercontainer > tbody, .systitleandfootercontainer > tfoot { border: none; }\n",
       ".systitleandfootercontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".table > col, .table > colgroup > col {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 0 solid #c1c1c1;\n",
       "}\n",
       ".table > tr, .table > * > tr {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 0 solid #c1c1c1;\n",
       "}\n",
       ".table { border: hidden; }\n",
       ".table {\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 1px 0 0 1px;\n",
       "    border-collapse: collapse;\n",
       "    border-spacing: 0;\n",
       "    }\n",
       ".titleandnotecontainer > col, .titleandnotecontainer > colgroup > col, .titleandnotecontainer > colgroup, .titleandnotecontainer > tr, .titleandnotecontainer > * > tr, .titleandnotecontainer > thead, .titleandnotecontainer > tbody, .titleandnotecontainer > tfoot { border: none; }\n",
       ".titleandnotecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".titlesandfooters {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".usertext {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "a:visited { color: #800080 }\n",
       ".warnbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".warncontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".warncontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       "/*]]>*/\n",
       "</style>\n",
       "</head>\n",
       "<body class=\"l body\">\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div id=\"IDX\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div class=\"c\">\n",
       "<img style=\"height: 480px; width: 640px\" alt=\"The SGPlot Procedure\" src=\"data:image/png;base64,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\"/>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.heatmap('sepallength','sepalwidth')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## If you are an experienced SAS programmer then the plot above might look very familiar but regardless you might want to know the needed SAS code to create it. There is a saspy method for that named `teach_me_sas`\n",
    "When this method is `True` instead of the code being executed by the SAS server, it is printed for the user."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "proc sgplot data=sashelp.iris ;\n",
      "\theatmap x=sepallength y=sepalwidth;;\n",
      "run;\n",
      "title;\n"
     ]
    }
   ],
   "source": [
    "sas1.teach_me_SAS(True)\n",
    "iris.heatmap('sepallength','sepalwidth')\n",
    "sas1.teach_me_SAS(False)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The next step in analyzing the data is to partition the data into training and validation and build predictive models.\n",
    "The first models to build will be a decision tree and regression model\n",
    "\n",
    "The partitioning can easily be done using the `partition` method if you have the `HPSAMPLE` procedure licensed\n",
    "```\n",
    "iris_part = iris.partition(fraction=.7, var='species')\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris_part = iris.partition(fraction=.7, var='species')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you didn't have `HPSAMPLE` licensed here is pandas code to accomplish the same thing"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "iris_pd = iris.to_frame()\n",
    "train = iris_pd.groupby('Species', group_keys=False).apply(lambda x: x.sample(frac=.7, random_state=9878))\n",
    "test = iris_pd.loc[~iris_pd.index.isin(train.index), :]\n",
    "sas1.df2sd(df=pd.concat([train.assign(_partind_=0), test.assign(_partind_=1)]), table='iris_part')\n",
    "iris_part = sas1.sasdata('iris_part','work')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Before I can build preditive models I must create a model object. In SASPy the model objects are organized by the SAS products STAT, ETS, OR, UTIL (for base), and ML (for data mining)\n",
    "This line\n",
    "```\n",
    "stat = sas1.sasstat()\n",
    "```\n",
    "Creates a sas stat object where the methods are the SAS procedures in that product. To see the methods use TAB complete or `dir(stat)` \n",
    "\n",
    "In this cell we will also define a python variable for the target. This will make the code more portable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "stat = sas1.sasstat()\n",
    "target = 'species'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "tree_res = stat.hpsplit(data=iris_part, target=target, input=vlist[1:], score='hpsplit.sas', partition=\"rolevar=_partind_(TRAIN='1' VALIDATE='0');\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Variable</th>\n",
       "      <th>VariableLabel</th>\n",
       "      <th>RelativeImportance</th>\n",
       "      <th>SSEImportance</th>\n",
       "      <th>ValidRelImport</th>\n",
       "      <th>ValidSSEImport</th>\n",
       "      <th>ImportanceRatio</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PetalLength</td>\n",
       "      <td>Petal Length (mm)</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.916080</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.872983</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PetalWidth</td>\n",
       "      <td>Petal Width (mm)</td>\n",
       "      <td>0.891556</td>\n",
       "      <td>5.274515</td>\n",
       "      <td>0.845636</td>\n",
       "      <td>3.275133</td>\n",
       "      <td>0.948494</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Variable      VariableLabel  RelativeImportance  SSEImportance  \\\n",
       "0  PetalLength  Petal Length (mm)            1.000000       5.916080   \n",
       "1   PetalWidth   Petal Width (mm)            0.891556       5.274515   \n",
       "\n",
       "   ValidRelImport  ValidSSEImport  ImportanceRatio  Count  \n",
       "0        1.000000        3.872983         1.000000      1  \n",
       "1        0.845636        3.275133         0.948494      1  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree_res.VARIMPORTANCE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Partition</th>\n",
       "      <th>ActualValue</th>\n",
       "      <th>Predicted1</th>\n",
       "      <th>Predicted2</th>\n",
       "      <th>Predicted3</th>\n",
       "      <th>LevelMisclassRate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Training</td>\n",
       "      <td>VIRGINICA</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.114286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Training</td>\n",
       "      <td>VERSICOLOR</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Training</td>\n",
       "      <td>SETOSA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Validation</td>\n",
       "      <td>VIRGINICA</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Validation</td>\n",
       "      <td>VERSICOLOR</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0.133333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Validation</td>\n",
       "      <td>SETOSA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Partition ActualValue  Predicted1  Predicted2  Predicted3  \\\n",
       "0    Training   VIRGINICA          31           4           0   \n",
       "1    Training  VERSICOLOR           0          35           0   \n",
       "2    Training      SETOSA           0           0          35   \n",
       "3  Validation   VIRGINICA          15           0           0   \n",
       "4  Validation  VERSICOLOR           2          13           0   \n",
       "5  Validation      SETOSA           0           0          15   \n",
       "\n",
       "   LevelMisclassRate  \n",
       "0           0.114286  \n",
       "1           0.000000  \n",
       "2           0.000000  \n",
       "3           0.000000  \n",
       "4           0.133333  \n",
       "5           0.000000  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree_res.CONFUSIONMATRIX"
   ]
  }
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