{
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   "metadata": {
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   "source": [
    "# The plan\n",
    "\n",
    "* Live \"Presentation\" with Jupyter Notebooks, guaranteed not to work\n",
    "* Pandas\n",
    "* You lot trolling me\n",
    "\n",
    "# Top Level Funky Stuff\n",
    "\n",
    "* Data Import / Export functionality\n",
    "* *Actually Decent* Datetime Operations\n",
    "* Boiled in Statistics\n",
    "* Groupby operations\n",
    "* Integrations (`seaborn`,`cufflinks`)"
   ]
  },
  {
   "cell_type": "markdown",
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     "slide_type": "subslide"
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   },
   "source": [
    "# FYI / Disclaimers\n",
    "* NI Postcode Data Sucks\n",
    "* NI Constituency Boundaries Suck\n",
    "* This has not been updated with corrected DfE RHI Claimant Data as it was not output in an open, readable format, so the below is shown only for educational purposes and no political or journalistic decision making should be based on its content...\n",
    "\n",
    "# Requirements\n",
    "* condable (or pip as backup)\n",
    "    * pandas matplotlib seaborn beautifulsoup4 lxml xlrd requests'\n",
    "* pip\n",
    "    * cufflinks\n",
    "* Rise presentation funkiness (requires python == 3.5)\n",
    "    * https://github.com/damianavila/RISE\n",
    "    \n",
    "# Data Sources\n",
    "* Election Office Constituency/Postcode data - http://www.eoni.org.uk/Elections/Electoral-areas\n",
    "* RHI Data - Friendly Slackers\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
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   "source": [
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "from IPython.display import display\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (20.0, 10.0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-04-24T10:37:25.098696Z",
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     "id": "b1c290d9-5d32-4646-ad5a-998456a919ef"
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     "slide_type": "slide"
    }
   },
   "source": [
    "## Ingress and Formatting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
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     "end_time": "2017-05-24T15:11:16.677607Z",
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     "id": "d58d147b-a927-4dfd-8f78-2f612ac4aa69"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Acheson &amp; Glover Precast Ltd</th>\n",
       "      <th>06/11/2015</th>\n",
       "      <th>BT75</th>\n",
       "      <th>Solid Biomass Boiler</th>\n",
       "      <th>99</th>\n",
       "      <th>£27,600.66</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>06/11/2015</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£30,507.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>06/11/2015</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£34,416.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>13/07/2015</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£50,543.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>13/07/2015</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£52,297.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>13/07/2015</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£53,369.70</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "   Acheson & Glover Precast Ltd  06/11/2015  BT75  Solid Biomass Boiler    99  \\\n",
       "0  Acheson & Glover Precast Ltd  06/11/2015  BT75  Solid Biomass Boiler  99.0   \n",
       "1  Acheson & Glover Precast Ltd  06/11/2015  BT75  Solid Biomass Boiler  99.0   \n",
       "2  Acheson & Glover Precast Ltd  13/07/2015  BT75  Solid Biomass Boiler  99.0   \n",
       "3  Acheson & Glover Precast Ltd  13/07/2015  BT75  Solid Biomass Boiler  99.0   \n",
       "4  Acheson & Glover Precast Ltd  13/07/2015  BT75  Solid Biomass Boiler  99.0   \n",
       "\n",
       "   £27,600.66  \n",
       "0  £30,507.19  \n",
       "1  £34,416.23  \n",
       "2  £50,543.44  \n",
       "3  £52,297.88  \n",
       "4  £53,369.70  "
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     "data": {
      "text/plain": [
       "Acheson & Glover Precast Ltd     object\n",
       "06/11/2015                       object\n",
       "BT75                             object\n",
       "Solid Biomass Boiler             object\n",
       "99                              float64\n",
       "£27,600.66                       object\n",
       "dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rhi_csv = 'rhi-nondomestic-beneficiaries-ltd-companies-organisations.csv'\n",
    "#rhi_csv = 'tabula-RHI-beneficiaries-non-domestic-individuals-companies.csv'\n",
    "df = pd.read_csv(rhi_csv)\n",
    "display(df.head())\n",
    "display(df.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:16.705891Z",
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   },
   "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>Company</th>\n",
       "      <th>Date</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Cash</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
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       "      <td>99.0</td>\n",
       "      <td>£27,600.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>06/11/2015</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>06/11/2015</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£34,416.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>13/07/2015</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£50,543.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>13/07/2015</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£52,297.88</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "                        Company        Date Postcode                  Type  \\\n",
       "0  Acheson & Glover Precast Ltd  06/11/2015     BT75  Solid Biomass Boiler   \n",
       "1  Acheson & Glover Precast Ltd  06/11/2015     BT75  Solid Biomass Boiler   \n",
       "2  Acheson & Glover Precast Ltd  06/11/2015     BT75  Solid Biomass Boiler   \n",
       "3  Acheson & Glover Precast Ltd  13/07/2015     BT75  Solid Biomass Boiler   \n",
       "4  Acheson & Glover Precast Ltd  13/07/2015     BT75  Solid Biomass Boiler   \n",
       "\n",
       "   Capacity (kWtH)        Cash  \n",
       "0             99.0  £27,600.66  \n",
       "1             99.0  £30,507.19  \n",
       "2             99.0  £34,416.23  \n",
       "3             99.0  £50,543.44  \n",
       "4             99.0  £52,297.88  "
      ]
     },
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    {
     "data": {
      "text/plain": [
       "Company             object\n",
       "Date                object\n",
       "Postcode            object\n",
       "Type                object\n",
       "Capacity (kWtH)    float64\n",
       "Cash                object\n",
       "dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(rhi_csv, \n",
    "                 names=['Company','Date','Postcode',\n",
    "                        'Type','Capacity (kWtH)', 'Cash']\n",
    "                )\n",
    "display(df.head())\n",
    "display(df.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:16.853114Z",
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   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company</th>\n",
       "      <th>Date</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Cash</th>\n",
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       "      <td>99.0</td>\n",
       "      <td>£27,600.66</td>\n",
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       "      <th>1</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-06-11</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£30,507.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-06-11</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£34,416.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£50,543.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£52,297.88</td>\n",
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      "text/plain": [
       "                        Company       Date Postcode                  Type  \\\n",
       "0  Acheson & Glover Precast Ltd 2015-06-11     BT75  Solid Biomass Boiler   \n",
       "1  Acheson & Glover Precast Ltd 2015-06-11     BT75  Solid Biomass Boiler   \n",
       "2  Acheson & Glover Precast Ltd 2015-06-11     BT75  Solid Biomass Boiler   \n",
       "3  Acheson & Glover Precast Ltd 2015-07-13     BT75  Solid Biomass Boiler   \n",
       "4  Acheson & Glover Precast Ltd 2015-07-13     BT75  Solid Biomass Boiler   \n",
       "\n",
       "   Capacity (kWtH)        Cash  \n",
       "0             99.0  £27,600.66  \n",
       "1             99.0  £30,507.19  \n",
       "2             99.0  £34,416.23  \n",
       "3             99.0  £50,543.44  \n",
       "4             99.0  £52,297.88  "
      ]
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    {
     "data": {
      "text/plain": [
       "Company                    object\n",
       "Date               datetime64[ns]\n",
       "Postcode                   object\n",
       "Type                       object\n",
       "Capacity (kWtH)           float64\n",
       "Cash                       object\n",
       "dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(rhi_csv, \n",
    "                 names=['Company','Date','Postcode',\n",
    "                        'Type','Capacity (kWtH)', 'Cash']                )\n",
    "df['Date'] = pd.to_datetime(df['Date'])\n",
    "\n",
    "display(df.head())\n",
    "display(df.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:16.885496Z",
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   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company</th>\n",
       "      <th>Date</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Cash</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£27,600.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£30,507.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£34,416.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£50,543.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>£52,297.88</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Company       Date Postcode                  Type  \\\n",
       "0  Acheson & Glover Precast Ltd 2015-11-06     BT75  Solid Biomass Boiler   \n",
       "1  Acheson & Glover Precast Ltd 2015-11-06     BT75  Solid Biomass Boiler   \n",
       "2  Acheson & Glover Precast Ltd 2015-11-06     BT75  Solid Biomass Boiler   \n",
       "3  Acheson & Glover Precast Ltd 2015-07-13     BT75  Solid Biomass Boiler   \n",
       "4  Acheson & Glover Precast Ltd 2015-07-13     BT75  Solid Biomass Boiler   \n",
       "\n",
       "   Capacity (kWtH)        Cash  \n",
       "0             99.0  £27,600.66  \n",
       "1             99.0  £30,507.19  \n",
       "2             99.0  £34,416.23  \n",
       "3             99.0  £50,543.44  \n",
       "4             99.0  £52,297.88  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/plain": [
       "Company                    object\n",
       "Date               datetime64[ns]\n",
       "Postcode                   object\n",
       "Type                       object\n",
       "Capacity (kWtH)           float64\n",
       "Cash                       object\n",
       "dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(rhi_csv, \n",
    "                 names=['Company','Date','Postcode',\n",
    "                        'Type','Capacity (kWtH)', 'Cash']                )\n",
    "df['Date'] = pd.to_datetime(df['Date'], format='%d/%m/%Y')\n",
    "\n",
    "display(df.head())\n",
    "display(df.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:16.918053Z",
     "start_time": "2017-05-24T16:11:16.887184+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "070ab7af-ee92-4a66-916a-37b99dc41ab9"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company</th>\n",
       "      <th>Date</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Cash</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>27600.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>30507.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>34416.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>50543.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>52297.88</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Company       Date Postcode                  Type  \\\n",
       "0  Acheson & Glover Precast Ltd 2015-11-06     BT75  Solid Biomass Boiler   \n",
       "1  Acheson & Glover Precast Ltd 2015-11-06     BT75  Solid Biomass Boiler   \n",
       "2  Acheson & Glover Precast Ltd 2015-11-06     BT75  Solid Biomass Boiler   \n",
       "3  Acheson & Glover Precast Ltd 2015-07-13     BT75  Solid Biomass Boiler   \n",
       "4  Acheson & Glover Precast Ltd 2015-07-13     BT75  Solid Biomass Boiler   \n",
       "\n",
       "   Capacity (kWtH)      Cash  \n",
       "0             99.0  27600.66  \n",
       "1             99.0  30507.19  \n",
       "2             99.0  34416.23  \n",
       "3             99.0  50543.44  \n",
       "4             99.0  52297.88  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Company                    object\n",
       "Date               datetime64[ns]\n",
       "Postcode                   object\n",
       "Type                       object\n",
       "Capacity (kWtH)           float64\n",
       "Cash                      float64\n",
       "dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(rhi_csv, \n",
    "                 names=['Company','Date','Postcode',\n",
    "                        'Type','Capacity (kWtH)', 'Cash']\n",
    "                )\n",
    "df['Date'] = pd.to_datetime(df['Date'], format='%d/%m/%Y')\n",
    "df['Cash'] = df['Cash'].replace('[£,]','', regex=True).astype(float)\n",
    "\n",
    "display(df.head())\n",
    "display(df.dtypes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "7c78d73a-f50e-4241-a53a-2a0464be3eda"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Stats and Basic Grouping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:16.934882Z",
     "start_time": "2017-05-24T16:11:16.919388+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "30e4b658-ef96-4d68-8cc2-743c63b23cf6"
    },
    "scrolled": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count       874.000000\n",
       "mean      31603.964554\n",
       "std       21591.062908\n",
       "min          73.220000\n",
       "25%       14771.700000\n",
       "50%       28999.740000\n",
       "75%       44733.297500\n",
       "max      252844.050000\n",
       "Name: Cash, dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Cash.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:17.353221Z",
     "start_time": "2017-05-24T16:11:16.936182+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "7323c7fa-2c1d-4980-b47d-ef07932c8632"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96d92e6f60>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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e7V4CnJHMBsxmRmB95gNmMyOPttGLRb8oyVuTvHiMcbiqjlTVedNTwC7O5ILR309y5aqn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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96d92d6240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots()\n",
    "df.Cash.hist(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:17.368413Z",
     "start_time": "2017-05-24T16:11:17.355456+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "3cb71bbc-4b57-43e8-9409-a1ebbe6560f4"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['BT75', 'BT80', 'BT62', 'BT46', 'BT70', 'BT31', 'BT81', 'BT79',\n",
       "       'BT77', 'BT44', 'BT94', 'BT60', 'BT78', 'BT92', 'BT28', 'BT61', nan,\n",
       "       'BT54', 'BT39', 'BT34', 'BT19', 'BT20', 'BT53', 'BT67', 'BT63',\n",
       "       'BT23', 'BT42', 'BT09', 'BT08', 'BT29', 'BT74', 'BT25', 'BT45',\n",
       "       'BT04', 'BT27', 'BT33', 'BT68', 'BT71', 'BT47', 'BT35', 'BT12',\n",
       "       'BT43', 'BT41', 'BT32', 'BT22', 'BT21', 'BT51', 'BT48', 'BT49',\n",
       "       'BT24', 'BT17', 'BT06', 'BT93', 'BT82', 'BT66', 'BT56', 'BT26',\n",
       "       'BT40', 'BT76', 'BT05', 'BA14', 'BT36', 'Bt78', 'BT03', 'BT64',\n",
       "       'BT57'], dtype=object)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Postcode.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:17.385797Z",
     "start_time": "2017-05-24T16:11:17.369562+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "b6bf2fa0-726b-4fcb-a5b2-92e8f43b947e"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      False\n",
       "1      False\n",
       "2      False\n",
       "3      False\n",
       "4      False\n",
       "5      False\n",
       "6      False\n",
       "7      False\n",
       "8      False\n",
       "9      False\n",
       "10     False\n",
       "11     False\n",
       "12     False\n",
       "13     False\n",
       "14     False\n",
       "15     False\n",
       "16     False\n",
       "17     False\n",
       "18     False\n",
       "19     False\n",
       "20     False\n",
       "21     False\n",
       "22     False\n",
       "23     False\n",
       "24     False\n",
       "25     False\n",
       "26     False\n",
       "27     False\n",
       "28     False\n",
       "29     False\n",
       "       ...  \n",
       "849    False\n",
       "850    False\n",
       "851    False\n",
       "852    False\n",
       "853    False\n",
       "854    False\n",
       "855    False\n",
       "856    False\n",
       "857    False\n",
       "858    False\n",
       "859    False\n",
       "860    False\n",
       "861    False\n",
       "862    False\n",
       "863    False\n",
       "864    False\n",
       "865    False\n",
       "866    False\n",
       "867    False\n",
       "868    False\n",
       "869    False\n",
       "870    False\n",
       "871    False\n",
       "872    False\n",
       "873    False\n",
       "874    False\n",
       "875    False\n",
       "876    False\n",
       "877    False\n",
       "878    False\n",
       "Name: Postcode, dtype: bool"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Postcode.isnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:17.406028Z",
     "start_time": "2017-05-24T16:11:17.388110+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "c3b44319-964a-476a-9d10-35a8ae32e054"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['BA14', 'BT03', 'BT04', 'BT05', 'BT06', 'BT08', 'BT09', 'BT12',\n",
       "       'BT17', 'BT19', 'BT20', 'BT21', 'BT22', 'BT23', 'BT24', 'BT25',\n",
       "       'BT26', 'BT27', 'BT28', 'BT29', 'BT31', 'BT32', 'BT33', 'BT34',\n",
       "       'BT35', 'BT36', 'BT39', 'BT40', 'BT41', 'BT42', 'BT43', 'BT44',\n",
       "       'BT45', 'BT46', 'BT47', 'BT48', 'BT49', 'BT51', 'BT53', 'BT54',\n",
       "       'BT56', 'BT57', 'BT60', 'BT61', 'BT62', 'BT63', 'BT64', 'BT66',\n",
       "       'BT67', 'BT68', 'BT70', 'BT71', 'BT74', 'BT75', 'BT76', 'BT77',\n",
       "       'BT78', 'BT79', 'BT80', 'BT81', 'BT82', 'BT92', 'BT93', 'BT94',\n",
       "       'Bt78'], dtype=object)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dropna(how='all', inplace=True)\n",
    "df.Postcode.sort_values().unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:17.425668Z",
     "start_time": "2017-05-24T16:11:17.407785+01:00"
    },
    "collapsed": true,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "fad3f5a8-33b0-4318-af34-f50b92d59487"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# df['Postcode'] = df['Postcode'].apply(str.upper)\n",
    "df['Postcode'] = df['Postcode'].str.upper() \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:17.458333Z",
     "start_time": "2017-05-24T16:11:17.427525+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "c4950ded-300a-41dc-853a-e38fd9baa973"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company</th>\n",
       "      <th>Date</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Cash</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>National Trust (Crom Estate)</td>\n",
       "      <td>2014-01-27</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>31564.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617</th>\n",
       "      <td>National Trust (Florence Court)</td>\n",
       "      <td>2015-05-28</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>36.0</td>\n",
       "      <td>3148.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>National Trust (Giant's Causeway Visitors' Cen...</td>\n",
       "      <td>2015-02-23</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Ground Source Heat Pump (GSHP)</td>\n",
       "      <td>71.0</td>\n",
       "      <td>8634.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>National Trust (Innisfee)</td>\n",
       "      <td>2013-11-30</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>22766.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>National Trust (Springhill House)</td>\n",
       "      <td>2013-11-30</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>80.0</td>\n",
       "      <td>22717.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>National Trust (Springhill)</td>\n",
       "      <td>2013-11-30</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>30.0</td>\n",
       "      <td>4133.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>National Trust (The Argory)</td>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>6005.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623</th>\n",
       "      <td>National Trust (The Argory)</td>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3448.73</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Company       Date Postcode  \\\n",
       "616                       National Trust (Crom Estate) 2014-01-27     BA14   \n",
       "617                    National Trust (Florence Court) 2015-05-28     BA14   \n",
       "618  National Trust (Giant's Causeway Visitors' Cen... 2015-02-23     BA14   \n",
       "619                          National Trust (Innisfee) 2013-11-30     BA14   \n",
       "620                  National Trust (Springhill House) 2013-11-30     BA14   \n",
       "621                        National Trust (Springhill) 2013-11-30     BA14   \n",
       "622                        National Trust (The Argory) 2015-11-01     BA14   \n",
       "623                        National Trust (The Argory) 2015-11-01     BA14   \n",
       "\n",
       "                               Type  Capacity (kWtH)      Cash  \n",
       "616            Solid Biomass Boiler             99.0  31564.68  \n",
       "617            Solid Biomass Boiler             36.0   3148.25  \n",
       "618  Ground Source Heat Pump (GSHP)             71.0   8634.47  \n",
       "619            Solid Biomass Boiler             99.0  22766.50  \n",
       "620            Solid Biomass Boiler             80.0  22717.76  \n",
       "621            Solid Biomass Boiler             30.0   4133.90  \n",
       "622            Solid Biomass Boiler             95.0   6005.90  \n",
       "623            Solid Biomass Boiler             35.0   3448.73  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.Postcode=='BA14'] # df.query(\"Postcode == 'BA14'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:19:32.260494Z",
     "start_time": "2017-05-24T16:19:32.232709+01:00"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27621865.020000003"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Cash.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:17.476641Z",
     "start_time": "2017-05-24T16:11:17.459744+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "6f8a913c-4fbd-43b7-b977-0572d9474699"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Postcode\n",
       "BT21    22866.87\n",
       "BT64    24221.85\n",
       "BT56    28305.90\n",
       "BT63    28336.19\n",
       "BT17    32642.83\n",
       "BT06    34574.91\n",
       "BT26    39251.72\n",
       "BT36    42028.65\n",
       "BT57    46342.01\n",
       "BT40    48995.53\n",
       "BT81    51449.64\n",
       "BT22    52931.06\n",
       "BT03    57728.22\n",
       "BT54    62948.10\n",
       "BT04    65704.29\n",
       "BT43    68431.81\n",
       "BT20    69649.89\n",
       "BT24    77451.18\n",
       "BT76    85234.82\n",
       "BT19    90062.63\n",
       "Name: Cash, dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('Postcode')['Cash'].sum().sort_values().head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:17.857624Z",
     "start_time": "2017-05-24T16:11:17.477973+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "06dd0bec-79f6-4d5d-8dd0-143ee0c63766"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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q+oGqemkmvxy+utvfI5zEPdnbPV//OY5/PdgzVXVXVb18evNQki/HztPA9NWC\nbkpy6bpXCfIYT1sb7bzHeHbLvmPHnL2VJFV1Q5JXZfKSd+8YYzyw4JFgU9PrfD+WyXM7/GAmp3/+\naZKPJHlBkm9k8lKNT1XV5Ul+NZNTNm8ZY3xs+iz9H0zyykyeJPSfjDG+WVU/kcmppd+X5E/GGL8y\n/XpXJXnL9HP8yzHG+leQgV1RVecleW+SVyR5KpN/lXpLJi9Juid7Pv2L1u9k8q9nf5HkH0//FRp2\n3El2/jcz2e2j0/9dMcb4jp3n+a6q/mmSf53kwXWHfzGTHfYYTzsn2fnbk1wVj/HsMMEHAAAAoBmX\ndAEAAAA0I/gAAAAANCP4AAAAADQj+AAAAAA0I/gAAAAANCP4AAAAADQj+AAAAAA0I/gAAAAANPP/\nAWdR2IQGVBfUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96d91fcfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots()\n",
    "_=df.groupby('Postcode')['Cash'].sum().hist(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:18.500441Z",
     "start_time": "2017-05-24T16:11:17.859457+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "02356a68-1e53-478f-ab1b-23d18bc9e063"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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sWPAQEdlMVdn2eQA+D+AFWKVOjNxEoU0IDBw4tKyhuyc+U3YWsh/V9Fx6+soP58jOQeQv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ObSt6aUPnG7nS/8eKZfr9JKBAPY+7mfnAUhik8QHT9W3W4wiIr5jlwSTlXNI17R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\nERFJcf8PM+QjePsCuhgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96d91ff5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots()\n",
    "_=df.groupby('Postcode')['Cash'].sum().sort_values(ascending=False).plot.pie(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:19.235348Z",
     "start_time": "2017-05-24T16:11:18.501543+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "f0f3cc42-5aa4-4f22-a971-8b4759d50c3f"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YEelaKnhEpF2LVpYOAv4P8Fkg2XAcucKtyfWU7h/nOaRtnCNAY1P8jjXF06eY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\nE9jKVsPoqkbw8l7kL9qOSPcxRK+dQjLqQ//Zl6A156Fw6dTDGiilSES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ohWNxwfVVPqlw\nHFqHAZyGR+66EgBAzppi8LqxAs9ERq4OwbGkAABgqXahZ/clAEDrjw7DudyNSIsfOqcBBrcF4YuD\n0LmMKHt8PoyFFkgJCcngKHSuu3+fRggsRJdYxRV0QSjoAqXoo6OWdjnoJlLQPQ+iLveuD54diJKU\nV4bPB0G40CVTpTVoKrGsJhkyjUiCMO9l+VOxVdy595ZxLRvUykEINKtXnDfs3b8uJsu8Sa0ckxEU\nMSP+TSeT0JJzTzXk1LDijvoohQJJe0YaLBmV+ssWQNauVDsTwzBzTgWALwB4Ru0gTHrI+BcyTFp4\nAkCx2iHUQgC7TqJ23cTFn6GUQHwjRi4ctAvioFPQjm/7KkrqOLuKsTPalZ+dgBhNouILH1/ZIo+K\n6HrlIlJDCZgr7Ci4vxIaqw6pUBzJYBxaux79+zuQu7YE1347Vmgp+EQVBOPEw2VGOoZQ+NCHU2kn\nWvTI6yb/VSqOJCGYxo5POAJCCBRJAaWA0W1B3sYytDYehq0+D/O+sRItjYcgx0XwBg3MZXaMdAzd\nU4HnowhBITENF3ImL4QSL4XCeZURR7/sLzbLQ3n1oDzb0nELVKG1I20RjLRF+gyFpsuWGvsSTsPZ\n1M41NWI6pize0KaUHXqM37dEQyRVCiwcRyvWrDx78ND7y9Kyzw2viBk9ZSqhIeefanBVShqSlgW0\nbEApKGThohwoCop9FXUQ9cvUzsQwzJz3V9ue3P1sU2ODonYQRn2swMPck0MN2wUAf6l2jnRFAIdO\noo4Pij/zuj9S/NEQ34iRiwRtQmrAKWgGXRqH3y64WfFncjVfX4F43zC6f3UR8/7rKtw42brgE5Vw\nLCoAp+HQ8fx5RFr8cC13o+c3reC0/NhqG4MGIx1DsC3IA+hYj538zeUTnkscTkEzvlLoWpMX0viW\nLXAElV9aDE7DTx14gqLQB5GNRVYQQiCYtTAUjq3YF0xayEkJvEEDjU0HMZL8+AGmCSEg4BUPbwt6\neFsQlCIJSXtaDudEZH9xvjLi8KR7Y1yVFMb7YoXxvtiI1q5rttY5qgSjJu0L3SHY1z8tf/bqI/xb\nUj4JzVMjg902srGkuO9oz7XC1WqcfzKCksrYAk9SQy7+vMFVJmo4tvVHBVTmvXKooE/yVVXTpHHq\nPbgMwzDTxwPgcQAvqR2EUR8r8DD36ssAytUOkYkI4NCJ1KGLyHBFPlb8CaU0pG+84bM44BK049u+\nipLaTFgtMDNGfVEIJi20Nj0MhRZQhUKKidCYP5z+m7Pqw/fYVo8LiYER2OfnofLLSwAAHS+cQ0lD\nHfr2tcG+cKzAE74wMOl5PyjGFG/zIOoNoPIPl9xeYWecxqqDOJyCoWCs4TKlFIQfr5nc0OD5pmbP\nKrVHIwQ6aFJLhVwfhFwfKEWIJo1eOVggyYGiCpo0pX0RY5aZU+Hk5sCRfpk3CEestQ6rzqmfr3ao\nycjgK38tP5hYQloPruHPqrKSZmH9lRq/3zmQSOryp7737OGpmJHNblMCaXmqwVWc0nJset4sogrp\nUML53WJvZQmNWz0Ye5PFMAyjhu9te3L3y2yiFsMKPMxdO9SwnQfwXbVzzEUEcOpE6pyk+OMbHlv5\nIw26NJoBp5AVxZ9YZxipcAJFD8+DOJKCkpJv2lolxVLofrUVFZ9fCMJzGOkMw16fd/32SKsf5jIH\nBKMGgkkLMZwEBYXGcuv3dBqLFqloEoJJi2QoDsGsvV7cCRy7BnOFA/rcyXdDWKqdiFwchLXGhYg3\nAHPF7bdmEqNJaO3qDUAiBE6iH13LFV2FpugqqEK6lJitSw64tXKosA6yZk7/zN0BXo5La4dO+0EE\ncs5SZY8bikwrCUnX1U9Ef4bWb7wqlRzZzu+p1xFxVv8dCYFzw9pTJ986sCbvwxKq+gQl8wo8Io9L\nTzW43Kk5/vs/XVBKrikRV7vkqyoYW+EIVZuXMwzDjFsEYBuA36odhFEXK/DcBo/HUw7gPICTGPtc\nXQ/g2wD+BgAPoBaAH0AQwH4AMoAHxh/OASjwer3zbjjePwBY6/V6t8zOM5gxnwdQpXaIbHNj8Scn\nIsNzc/EnmNKQvmEjFwnaBXHAqdEOugS73y4UzYUX/66VRej5zSW0/cdJKJKCok97QDiC0Ok+8DoB\ntvpcmCvsuPKzkyA8B0OhGbb6sf7BVFYQOulD+ecWAgCcSwvR/WoLAILSx2891Mdc4UCsKwxjoQW9\nb1yGIspoe+oUML4Kx7m0ENdev4zEwAjkhIS2p07B5slB7vpSdDx/DhWfXwT7gnwMt4dw5T9OguM5\nlHy27rafc6wzDOdjt3//mUY4WsZbwmW8JQxa3iJDFi4qUadfChQ7lEhOPSiXsVtcpguV6KKodwjR\ny0NdxmJzp7nStoITuLTsiRKFZe0z8me7P8Pv73UT/6xOt9LpxOUL6tqaL7TWpM3odD7DCjwij8tP\nPZqTz7b1zixK4VeGHS2Sr8qlRF3zAcJWMjIMk46+B1bgyXpsTPptGC/wvOL1eleMX94E4Hter/eh\n8ctPj9/+2gSP/UMAeV6v95/GL9cD+BkAMZMLPIcatnMAWsCWI2eM8eKPb9jERYI2QR5wajQDLsER\nGCv+sGX9tyAOJ9Hx3LmxMemzvNAg3j+Mvn1XUfmlexuTPlsoxQhEXas8lD8q+YuK6KitWu1MaSKs\ny9GfsXocdbxeSKstSR+iqXrSdmQTf2JWiy2UInn46JLOcMSaFn9LNrf/MiZQdRpQ3ymJx5WnGnKc\ncT3nUjvLXEQpwnTUel70VZqVofxFALn9fbkMwzDqebCpsWGf2iEY9bAVPHcnH0DvVHfyeDwCgJ0A\n7rvh6kaMVVe/PyPJZs8OsOJORiGASydSly4sIycsw9N108qfQFJD+kZMXDRgE8RBl0Y34BTsrPgD\naCw6OJe74T/UjbwNZbN2XqpQ9O1tR9G2zPlvRgjM0CZXCvndEPK7QSn6adzcJgfdRAq4ayDq86Y+\nypxkTwYSW/yBvpRg1hyy1jpytTadKg2Ob41oW2jN5i7Jfexxfk+1gSSds3JWAt2alWeFvfvXxRVF\n/eltPJVUz3A7JA7tP3/EZWfFnelFKUZownRO6qsQ5KB7KSiXltPeGIZhJvEXAFiBJ4uxFTy34SNb\ntPQAigA85PV6W8ZvfxoTrODxeDw7AMz3er3/Y/zyVwAUAHgRwNMZvoLnKIBVaudgZt4HxZ9hEx8J\n2nh5wHV95U+xqOEsaudjMgdVuCvKsN0nB4pN8lB+PRR++ma/ZxhOw52yzLMrhgLTCrWzfBSB0vcp\n7l1/Kde3aLbOGRqyvnvk2JJNs3W+CVGavL/9mbTfoiVx6Hj6EZcpZuSztWA6rShFkiYNp6WBMir7\nSxZn8+8ltVCqYPD8q0gOD4AQHvmLPgut+eYf73DnYUSvnQIIB729GHnzH0E81Al/SxM4jRFFK78C\nwvFIxYIItL4B94ovTXlef+ub0NvcsLgXY6T/IoJX3gaoAmf1VljcizAaaEPg0u8AQqA15yJ/0eO4\nsa3a4IXfIBntBwAosgheo0fxmq9Pek4xHsbA2ZdRtOqrIBxbFMbMCAqgpqmxoV3tIIw62Aqe2+f9\noCDj8XhqAbzs8XiWer1eaZLHfA3AN8Yf4wTwBIBPYKxAlLEONWxfDFbcyRoEyNGLNEcflpAbllB7\n88of/3jxZzho58UBp0b3wbYvVvxhPopwSg1vC9XwthAoRQqS5owcyQ3L/qI8ZdhZm03j2BVRWRa5\nGEKkNdRmKrP2mcutqwhH0qK4QMEVvqFszquhXQe2ckc2EYIZ/3dxOqKbitwDx3t9+Stn+lyTiANI\ni3+DW5E5dD2zzWVgxZ17QykkiLoz0mBpUhooXQhZs0btTNlspL8FsphA6fo/QSoWhP/ibhSt+ur1\n22UxgVB7Myru+wsQjse193+G+FAXwp2HULj8y4j2HEM8dBXGnBoEvXuQU/vQlOdMRvuQjPYit+5T\nAAB/6+soXf8noJQiNtAKABg49ysUr/0GNAY7fCefRWzQC3P+hz3x8hY8ev3r4OV90Jqn3oGrMdhh\nyvNgqOM9OKvSpv0YM7cQAH8E4DtqB2HUwQo8d8Hr9V7yeDxxACUAOia6j8fjMQEo8nq9neNXbQWQ\nC+Agxl5AVnk8nh95vd5vzULk6fZHagdg0gMBcvUizb1e/On8sPijAP6UlvQPG/lIwM5LAy6NbtB5\nfeWPWcXYTBogBFpoxCVCjg9Cjm+s30XScEkOFaTkQHE5TZhK1c44KxRUxzqi1bGOqF+fb7xonWdf\nxGn5WdkeNTnCX6HlW67JBace598sMZFE7kyfcfECb3kg4PAnU9oZP9fEaBxA2jYrlgm6n9nm0o6Y\n+AK1s2QiSkEhac5J/uKI1F8+H5Iu7VbPZSsxFoDeXgIA0JpcEONhUKpcXy1DOB6E46HIKXDQjq+W\nMUJOjULQW8DrrJCSMcSHusBrTR9b/TORoY73YC/7sK6niHHw2rH2W7bSsTpz6cY/Ba8Zm2LJa81Q\nxNEJjyWnRjEaaIOz5hMQR0PoP/MiNEYX4kNdsJetQTLaj0S4G/bydbCXr4OtdA263v0RK/AwM+kr\n257c/ddNjQ2i2kGY2ccKPHdhfDVOISbvw7MYgPeDC16v9xUAr4w/vhxjW7QyrrhzqGG7EcAX1M7B\npD8OyNWnaK4+NVb8qft48adv2MhHPyz+aJwBO1/Eij/ZiRDYiT6+hnN3QOPuAFVINx21dkkBtyAH\nC+sga9P2jfc0yU0MjG5JDIzGNVbtu9Y6Z4nGrFF9/HIc+mXPyo/6H+AOnariepbN5LkIQe76taeO\n729eo0qBh4Am1Djv7ZAJrv1im4sfNvGFamfJNFTmW+SA2y/1Vc6jKUNmdKzPMjprAYZ4s/2DAAAg\nAElEQVSuHoSjciPEWADiaBByKgZBN7YQmOM1cNV8Ah37fwiO18LiXgytOReCwQYxFoQY88NcsACh\nK/vhmvcA+s++DE7QIbfuYRBu4rc68WA7cus+ff3yRC0rPijuSIkoRv2XkeN5cMJjRbqPwVry4SCG\nRMQH94o/hJwaRWfzP6Ni61+CKhL6Tv4C9vJ14AQteJ0ZqRE/tGaV6tnMXJcH4DEAL6kdhJl9rMBz\n+zwej+fA+Nd6AN/0er2pSe5fCGBwxlPNvh0AMn7cNqOuKYo/gykt6Y+a+GjQLkgDTkE/4NI4gjZW\n/MkmhKOlxBwp1ZojoGWtChS+RYm6BiV/kV2J5NaDclq1M84QgxhNbQoe7aecnj9m9Th0+hy135SS\n3H3Ketdl2tv8EPfeBo7QGWscYdCnVtZ52t9t9VbNej8eQpXJ/qarRiHo/eWnnTRq5tlo7ttEFe6K\nHMr3Sf8/e+8dJcd13/l+f/dWVeeZ6YnAJGAQ2AgECAaABANIkVa0LKwE2d7jsJbznuO3a6/l9fPu\ne949q12H9R6u/Rx27V3ZVrAtr4IVIEsWJTGDFMEEgiSARg4Tuyf1zHSsuvf3/qjqnh5gAAzACQB4\nP+cMurrr1r2/rm70TH36d393cP1aLsW3rHQ8hisTa9+E4vhZXHjhfyLUsNrPwKnzLcotYfzkU+h7\nz29CWCFcePF/oTw1iGTfHoy8+Q+wo83wSlOItq5H7vwP0LzhURTHTmF66E00dN0575jKLUI6frml\nwVc+B+2VcOGFP4eww+ja+YlaO688g4GX/xrt2z5ay/C5mOnB19HzwP9Vu+/EWiCdGEhYsEJx2JFG\naK8M5c46ZCvcCK+UM4LHsJT8EozgeVdiBM8CCKZZXbaeSDqd/sQ8j30FwFeu0N8jixLc8vMLKx2A\n4dZGAO3hCreHKx7aJzxsrpsEGcifoamYnBptsvRIs+VkWuyW0Uary7Ppplja2HDtEEFAqi0ymdki\nkxkwowA3dFhNtue9bHcn5xs3rnSMSwDpkto1+cYoSNKR+LrGyWh3fBcJWqHf2yTOcffDn1UfPfxx\n+U9tCSosWSZJ35qBnQODHaempuPrl2qM+RA3oODRhKG/+VCzN9lgLd8SfjcprOmczrWddQfWd3Gh\ncSOAW/Fz4ZalddMHattnnvx9yNDsr/TKTAZ2tLkmWCLNfShNDqCxdyd6dv8yWCsMvPwZdO38BAYO\n/hXsaBJuoQmlyQtXGJFqW6vv+kmc/v7voOf+fzmnhXJLGDj4l2hNvR+xtvkXPqzkRyGdGIS067oW\n828bDMvLoz/yya9v2P/43pMrHYhheTGCx7BgDuzdtx7AAysdh+Hdy8XyZ8tc+TNScWhkKiZzo02W\nGmmxwplmOznaaHUb+XNrQYQonPI9VvsFWO0XwIwMF+Mn1NhqVmOdG7gSuaVqlLDiLdMnJjF9cnIg\nsjp2MrGx6U5hiYaViKWM0Pa/VR8Zf0S8dHCTOLMkxfaJENl97yHvie/fX+FlzNQSrG+oWgWaMPy3\nH2ouTzRaa1c6lhsVZgzpqZbj3uD6Nj3dvAWAEWE3IeWpQUyceR6r7vgx5DNphBq75qxWZUeTqMxk\noJULEhbKuX7E2jfV9k+efQFNa+4FCQkZisMrTsIr5mCFL59wLu0wVKUA6URRHD+DSHJtbd/Y8e+h\nae1uZI9+G8m+h+aMdTGlyQsINVy77/ZKV47PYFgEqsWWf3OlAzEsL0bwGK6Fn1rpAAyGyyGAjnCF\nO+aVP4SRsl2b9qVHWqzQSLPdPNZkdXsWmSVxb3KI0E7RmXYRPQG75wRYi1N6pqlfjXZF1XjHZmjr\n1pjax+gqDua7ioP5KScZeqZhc/MGK2KtwKqM1Py0vm/XCV77zIfE0/dLYvvqx1wbltSpnXe99czB\nV7cvWxVSweqGETwayPzdB5uL443WitdhutFgxhjnG4+4g+sb9GTbdoBMXaKbHCexCmDG+ef/FMKO\nYNWOHwcA5C68AmGFkVh9O5LrH0b/i38BkEAkuQbRFv+/hnKLKI6fQXLdQwCAprX3Y+i1vwVJB533\n/IvLjhlpWY/i+BnEV21F5u2vg0jiwgt/DmYFO9IEEjamB16Fmx9F7vxBAECiawfiHVsxdvwJdGzf\nB8CvzyOda/sVo1UFqjxtpmcZloNP/Mgnv/7v9j++V610IIblg+YrKmYwzMeBvfuOw6Q8G24xNGG4\nbNPwVFzOjDZZXpD50zLWaHUZ+XPzwwwXyj6icq2TKtvVoqdaNgO0ZDVklhlPRq2DjZuSTU4yvCJ1\nRmy4R/bJ78SbaHrRVz1jBr/2xubXh0falrS4c5VoZfKF3ee/dv9yjHUlGMh+4QPJqWyzvaxT1G5k\nmJHjYuItb7AvpMZX7QAuUznXYFggpdwgRo99G933/vyyjz1x+nmw9tC84ZFlH9vwruSx/Y/vfXKl\ngzAsH0bwGBbEgb377gXwg5WOw2BYLhhgrmb+xOX06GzmT8t4o9XtWRRZ6RgN1w4zclyOHFUTHRWV\n7V7DpfgtMaWDLPFGYkNjKdIZ20m03EUfOPeAeO3INnF896L3zBj+3lO7nYprL/nS8YnS6PO7+r/5\n4FKPcyUYGPv79yfHMy32u/7LFGYUuRw95A2tFWq0awdYhlY6JsOtRfbotxBu7Eaic/uyjekWcxh5\n44vo2vWzl13hy2BYZP50/+N7/9VKB2FYPozgMSyIA3v3/SmAX1npOAyGG4FA/gyX/Zo/06NNlhpu\nscOZZsvIn5sMZurnQuKMvxx7Zwqes+QiYUkhnI32JM4n1jXsJCmW9X3YjtHnPiK/v9MiHV7MfgvF\n0EtPPXvvvYvZ53w0FYefvXvgn5Z99a4qDEx88X3JzHCrnVqpGFYaZlS4Ej6kRtZ4XqZn+y0zvdJg\nMBhWjn4Avfsf32su+t8lGMFjWBAH9u4bANC50nEYDDc6F8ufbNJSI812JNNsNRv5c2PDDA0t03q6\nOeNluxJ6sm3rTZw1MB5qixxuSCW3ypBctkIPFrzjH5VP2C2UW9TaMSdO9Tx3/GTfQ4vZ58W05C88\ns2Po+8tW86ceBia/9N6m4aE25/LVXG9RmKHgOYe9TM+MN7xmG5TTtNIxGQwGwy3Gffsf3/vSSgdh\nWB6M4DFclQN7920F8NZKx2Ew3OzUyZ/hXEzOjCYtNdJiRzJJq2WsyepWkhY188HwzmBGEa5zRE22\nz3jZ7lWcb7wNILr6kTcUZStuv9y4uXmV3eBsWJ4hOb9LHH79LnFk0aY7MSP/7At3Z2ZmYktWdLhj\n+vQzt488u+yCh4HcV36oaWCg3VmROkorATMYynpLjXaNu0N9W+CGTbVZg8FgWDr+6/7H9/7WSgdh\nWB6M4DFclQN79/0agD9c6TgMhluZQP4MlRzKzNb8sSMjQeaPkT8rDzOyXIqdUGOrtRrtWs+VyE21\neo9wxCuJ25IU6YjevRzjNWPywEfld3fY5MUWoz/Pk0eeeHL3Rmax6Kt2AUBnLv3M5uyLyyp4GJj6\nh0ebLvSvcrYu57grBSt5TI2vGvEG16/ncrR7peMxGAyGdwkn9j++97aVDsKwPBjBY7gqB/bu+0cA\nH1rpOAyGdyt18mdkKi6ns00Wj/g1f1oD+XOzTiO6qWEtTuuZxgtqtCuixldthrYSKx3TghB0PL42\nkY2tadhJgpylHEpCnf6I/J7XQeOL8oflSKb56Vdev/2RxejrYnon3nxu49irSzoNrB4GZr72nsYz\n51eHti3XmCsBazqjJjrOeYPr13AxYZZ9NxgMhpVh2/7H95oZGe8CjOAxXJEDe/c5AMYBLMo3sAaD\nYXFhQFflTy4u86NJSwc1f1qM/Fk+mOFBWUdUrnVcZbtb9FTz5ptgKeeR8Kro0YaNTXcIRyaXbhgu\n7aCjL98n33jH8oQZ+pXXt76ZybbcsRiR1bNu7LUDfROHH1jsfueDgfw3Hm48ebYrtOjP40aAmfp1\nruWkO7Chk/NN5ltjg8FgWHn+w/7H9/7nlQ7CsPQYwWO4Igf27nsYwNMrHYfh1qCsNf5yqB9TngeX\nGT/S2oYd8YY5bZ6ZHMdzkxMQROgJhfFTHasx4lbwl0P9sED4le5exKWFglL4s4Hz+GTPWoirlEV5\nemIcRa3wwZY2nCoW8IWRIShm3N+YxHubW3C+VMTnRwZBIHSHwvgXq+bWEy9rjU8HcYeEwM+v7kKj\ndeVZIpoZf9h/Dj/T0YlWZ0mTJC7LRfJnZjRpcTDtq2WiwcifpYQZU1wJH9UTHWUv291zg2cu5O1G\n59XGzc1rrJi9ZMvGN2D6xX3yO1tC5Da+k360xsB3n9od9zz7HfVzMbdlf/CDntyx+xazz/lgoPDN\nPY3HT3eHdiz1WMsJMzJ6OnnMG1yf1FMtt9+E9aoMBoPhVubp/Y/vfc9KB2FYeozgMVyRA3v3/Q6A\nf7/ScRhuDQ5O5TDmVvDBljaMuhU8fv4sfm/97Je7Za3xx/3n8G961sIiwh+cP4OPtXbg0MwU7ogn\nkHErUMzY09SML2WGsTUWx5bYlVfRnfI8/OGFs/jtteshiPDfzp/Bj7evwmonhKcmx/G+5lb8wfkz\n+NG2DvRFovgfA+fxYGMS2+Ozs22eGB9FzvPwo+2rcLyQxwu5SXxidddVn++5UhFfy2bwqz1Lds18\n3QTyZ7AUokwuJvPZpF/zJ9NstU40WF1G/iwuzDTIhcQpNbZaeqOdt8ELta50TPOgZVgebNiUjIZa\nItuXYgABff7D8smZTsq+o4LCM/nIC888v/P+xYoLALaMPPfy6ulTOxezz4thoPitBxuOnuwN37WU\n4ywXzJjgfMNb7tC6uJ7o2A6QXOmYDAaDwTAvRQBN+x/fW1npQAxLy42ePm5Yed670gEYbh12Ncx+\n4T7uukjac7NgQkLg3/b6iQ5lrVFUCg2WhRml0GhZqDDjbKmIUbeCrFu5qtwB/Iyg3Y1NtSyfUbeC\nNtuBLQTe19wKjzWylQr6IlEAwJ3xBhzJz8wRPCOVCjZH/VmKt0Vj+OzwIADg/z6Vxp6mZrwynUOH\nHcKacBivTE+hw3HwS509WBOOIK8VRipldDg3li8hQBCjO1ri7mjJw+oxDzhZAlCTPwOlkJ/5E9T8\niWSa7dbxBtmt5dLWbbkVIeJOik11itgUrJ40+8uxJ4fUaFdCTbRvBcsboYi2UCV138ShUZCkt+Pr\nGqeiPfFdRIt30a4her+hHqtsoZPP7JGvXHdB43iseP/6vvMHTp3pXbQpVZauLEnx5ioMlP/pgYYj\nJ3vDy1LkeqlgxgyXYm94Q32OGuvcARbLVrfIYDAYDNdNBMDdAF5c6UAMS4sRPIbLcmDvvmb4HwQG\nw6LyO+dOYcL18Kvd82e2/ONYFt8bH8N7m1vQ7jhotm1k3ApGKhW0WDa+ns3gfc2t+NzwAADgY20d\niMv5P86OFvL48fZVtfua504cmPYUYnL2+rXRspBT3pw+ukMhHM5P456GRqQLeYy5lVpfa8JhfKi5\nFb9xKo27Ew347bXr8Rsn0ygohaiUSEWjOFbI33CC50oE8qcrWuKuaMnD6tG58kcT+kshMZKLi/xo\n0ubhFiuSSdptEw2yy8ifq0MEglQp2TSakk2jYEYJnvOammybUtnuVXqmKbXS01tY8dbpE5OYPjnZ\nH+2Kn4qvb7xLWGKRikiTc4Q3PnzO6zz4cfmdDREqN19PL6mNZ7cPj7SezxeivYsRlaXdJXvvMlB5\nYnfi8PE14SXNEFoqmFHicuSQN7IWKtN9B1guS60ig8FgMCwqD8EInlseI3gMV+JRAGKlgzDcevw/\na9bjfKmI/z10Af9p7QbQRdeyP9zShvcmW/BH/eewMRLFQ41J/PXwAEJC4IeSLYhKiWP5GexMNILh\n19j5cGv7vGNNei6SQb2czw8PIqc8/OGFcxAA/k3P2kvaM4CLr6wfakriwkgZv3vuNFLRGBqs2Y/O\ndeEoiAgNloXesJ+EkbAkCtoXPEnLxrjrXueZuvEgQEhGd6yku2Mljc5RD9tP+PsYUJpwoRQS2Vxc\nzmSTFo+0WNFMs9060SC7taAlzZC4WSFCGHblLqttAFbbAJgxxqVoWo2vVmq0ax2Xo1efD7hUMLoL\n/TPdhf6ZnNMcfrpxUzIlI9aiLA+fR2zX59Q/G/qgePZwrxi65ilhREg8cN/rZ5948n61GFOD5BIJ\nHgbc792bOHSsL7JrKfpfKpjhwQ0d8kZ6S16mdzuUveT1iQwGg8GwpOwB8AcrHYRhaTGCx3AlzPQs\nw6JytlREg5Roth30hiNQDEwH07AAYEZ5GCiXkYrG4AiBbbE4ThYL2BiN4dcDGfMn/efws6u78OXM\nCHY12GAAB6cWJlB+elUnDs1M4Td61sIWvrsURJhRqtZm0nPRaM39aLRI1Aovl7TCoemp2j5RZ4Nk\nvRp6F5Y3I0BKRk+spHt8+eMCl8qfTC4u80b+XB4itFCkcL/oOgW76xRY0xmdb7ygRrtCanzVJqjF\nLS68QBor46VHsi8MuTJqvdC4uTnpNIU2v9NOGWL1t/TD7Rv53NOPihf3EF3blwq2rbbddcfRZ157\nY8t1T/eqIrW76Gl2DHhP7ky8emR95KaQI8zQ8Ow3vWz3lDe8dgu80D0rHZPBYDAYFo0HfuSTXxf7\nH9+rVzoQw9JhBI/hSuxZ6QAMtxbHC3mMui5+omM1cp6HstaI102PUgz85VA/PtW3AWEhcbpUxP0N\nTbX9r01PIRWNIS4tNFgWxoLMmCbr8h9lTZaNCc9Fg2UhU6mgwbJqcuepiTFsisax2nFwvJDHbdEY\nXp2ewmPJljl9HJ6ZxsliAR9r68CLuRy2xRc+U2XC89BiG3exAPlzvhQS2VxC5jNJizPNVnSk2W6d\nNPIHJLhPJib7ZGISvPZtBWW9qadaxrxsd7OeatkMFst5fmxV8O4ffzUDssWhxIamSmR1dCddnIZ3\nTZA8wWsf6VerXvu4/HZPjEpt13L0qo7RB1tbJt4cHUtuu/4YAEu7i1oHiQHv6bvjL7+1MbJ7Mftd\nCljJt9Vo56g3tO42rkRuyaXbDQaDwYAmALcDOLzSgRiWDiN4DPNyYO++CIDbrtrQYLgGHmlqxl8P\nD+D3zp1GhTV+qmM1BBGen5xARErcnWjAR1ra8Qfnz0IC6AmHsSOQKYoZz01O4Fe6/XIbDzQ24dND\n/SAQfnF192XH3BSN4XihgDXhCP5uZAgVzfiv506DAUgiPNiYxD/vWI3PDQ+CAawLR7A1KN78x/3n\n8K+712BTNIYnJ8bwu+dOo8my8PNXGO9ijhfy+LkFrLj1biaQP72xku6NlTQ6s7MZWXXyJzOZkPls\n0qKRFiuSabbbJhKymwW9q36PEUHC8rbJ5hHI5hEwY5or4df1RHvRG+3u5kLD+uWKhV29Y+roOKaO\njZ+O9SYG4n2NO0nSdUuSIsJ3fV79s+x7xYHX1osLC15lighy511vNX33yd3TnrKuu06Q1N6iCR4G\n1HN3xg8eTkUXdaWvxYS1OKHGVw14g+vXcSm2daXjMRgMBsOy8BCM4LmlMcukG+blwN59OwEcXOk4\nDIZ3Ss5z8Uf95/Af1qy/pNbPUnO+VMQ/ZEfwa/PU+jG8cxjwNGGgGBbZXFwWskmLh1vsWLbZaptI\nyK53m/wBAGYMcTFxWo2uhjfWeRvc8DVlw7xDRkNtkbcaUsmtMiTfwbis19DAc+8Xzz8oiBdcW2dq\nOvb8cy/c/eD1jvroyc8qwsLHuxwM6AM7Yi++uiV2wxUiZk3n9GTbGXdwfTcXGjesdDwGg8FgWHY+\ns//xvT+70kEYlg4jeAzzcmDvvp8H8OmVjsNgWAyemhhHSSt8sGX5rnU1M/6o/xx+uqMTbY5ZWGq5\nYcDTAoPF2Zo/NNxiRzPNVtvku0T+MIOhxQk9kxxS2a6YmujYCpaRZRi6ZCXslxs3N3faCee6M4pC\nKB/+uPyntgQVFlzU+e1j6144e6772rNmmCuPnfrsO/6PyoB+cXvshZdvj123aFpsmDGkp1qOe4Pr\n2/R085aVjsdgMBgMK8pL+x/fe1PUhTNcH0bwGOblwN59/x+Af73ScRgMBsNiE8ifgWJIZCcTfubP\nSIsdyySt9smE7LxV5Q8zyvDsoyrXNqmy3e16OrkJoKVcKZFFSL7ScFuTFW6P3nmdXYw/Il46uUmc\nWdAKVMzIPfXsrnyxFO68tmE499ipz76j4tUM8MHbo8//YHv8oXfSz2LAjFE903TEG1zXqHNt24Fl\nTl80GAwGw41Kbv/je5uu3sxws2IEj2FevvOjP/8lqd0HpfbCkr2IZLXoq4sYDAbDjQYDbpD5k52t\n+WNHM0mrbdKv+fOOp/DcKDBjnMvRtBpf5alsVx+XYwsvLnWNkKB0rK9hNNab2EXXUTS7i4af+ZB4\n+n5JfNVjKxXr0Hef2r39muQV6+HHTn1u1bXGVTsc4Fe2RJ97YUd8xRYnYEaOC4k3vaF1ETXecQcg\nbklRaTAYDIZ3TOf+x/cOrXQQhqXBCB7DvHzqk/uHAMz+scusARQBFAlcJuYSQbvEuiJYuYKVJ1gp\nqT0l2WOpXW1pl6R2YWmXLO1KS1eE1K5l6YptadeS2nWkdkMWeyGp3YhkLyJYm7ksBoPhhiSQP9XM\nn2JdzZ/2ybjsutnlD2s6x4WGc95ol6PGVm9eouXYhyKrY+nExqY7hS2uqX8b7pF98jvxJpruvVrb\n/oH2Z954a9OCl04nVucePfX5NdcSTz2vbYo8+9xdiWWXO8wocCn6hjfcJ9Ro5w6wNF/GGAwGg+Fq\nPLr/8b1PrXQQhqXBCB7DJXzqk/sTAKZWZHBmBV8klepEUoVYu1WRJFl5Qns6EEls+RIJUldEVSbV\niSRbatextBuS7IaqGUlGJBkMhsUkkD/9hZAYzSVkIdNs0UizHcs0W225m1D+MENBWcf0dPOol+1u\n1LnWrYu8HPuM3RR6tXFzcp0VtXuuIbLcA+K1I9vE8SsuPc4M9wcvbz8xPtG0oJozQnvp95z+m9TC\n45jl0G2RZ565J7FgmfROYUaFK+FDamSN52V67oC2Yss1tsFgMBhuCX5l/+N7/8dKB2FYGkz6rmE+\nVm5lDSIJIA4gziAwAcASXBfNFUklYl32hZJyBWtPsPKk9pRgT1naY8kuS+2xn5VUEZZ2haUr0s9M\ncm3pyyRHaq8qkiJSexEBvZgXRAaD4QaFAFtq9CWKui9R1OjOuPA/YgAGKlrgfCEkRicbZCGY9hXL\nJK32XFx23ojyJ1iOfatMZiCTGTAjDzd0SE10FLxsV9cirMAUdyfLD4++OKxkRP6gIdUcC7WEty0g\nssYD+u7dJ/Sa5z4iv7/TIj3v0uZEsO+9583IE0/en1dKXlWACNbutT8F4M0N4WWRO8xQ8Jw3vExP\nwRteczuUs6CaRAaDwWAwzMOmlQ7AsHQYwWOYj9tWOoAl5xKRVC3VsMg+htnDXJFUqRNJbpCNpCR7\nWtZEkp+RZGlXBDJpHpFUzUZyw1J7UQE2/5cNhhsUApx6+dMzMlf+KIHzxbAYnUzIQsaXP/GsX/On\nC7SkRZAXDBFicMo7rY7zsDrOgxkjXIyfVGOr4Y12bYAb7rjOrqUqqvsmDmVBFr2ZWN+Yj3TFd9FV\nnncGrQ99Ru07/lH5hN1Cub752gjBffftfOO5Az+466pFj4nVNQuet9eFn35yV8Mj13rcQmEGQ1lv\nqtGuSXeobzPc8F1LNZbBYDAY3lVsXukADEuHuSg0zMfGlQ7gloHIApAAkFhmkVQm6Ipg7dKlIklL\n7cJiF9UaSbKWjVSxLO3WprZJ7YYs7YYEe0YkGQxLAAGOpdGXKOi+RGFe+TNQDIvshF/zx8/8abY6\ncnHZuZLyhwgdFJ3pENETsHtOgLU4oaebBtVod0xNtG++nmlD7PG2qfQkpo5Pno92x8/E1zXeIyxx\n2X48WLd9SX0wv0scfv4ucWTeZcmbGmce6u0e/MH5/s4rLgkrrlHwHFsbevp79y2N3GElj6mx1cPe\n0LqNXI5uX4oxDAaDwfCuxlzr3cKYizXDfKxd6QAM18hlRJJa7HF8kVQAOBBJXCZoV9TVSBJaBSLJ\n1VJ7bHG12HYwtU1VZFBk27Z0xZbsVUVSWAYiicA33JQVg2G5uVj+9F4qf/qLYTE6kZDFbLNNwy1W\nPJu0OnJxuXq55Q8JvVE2jm+UjeNgRgWefUjlWidVtrtNTzdvvrYVrdBbuDDTW7gwMxlqCT/TsCmZ\nkmHrMitcUeygvuPBk3rNgY/K7+6wybtECN2+5eRtmWzLcKkcuuwqWZLVgj8uT/SEnv7O/Y2PLLT9\nQmAtTquJ9vPe4Po1XExsgkmfNxgMBsPS0b7SARiWDlNk2XAJn/rk/i8D2LfScRjexTC78EVSuU4k\nVWoiSSsl2PMkK/ZFUm1aG0ntUlAfScwVSX42ktRe2K+VZESS4daEgXKQ+VOVP2K4xYplk3Z7Li6W\nPfOHGZNcjhxT46sqarRrDZfi17palWvF7IMNm5OtTmPosoWQJdTpj8jveR00fsk043LZfu17T993\nJ0A037GJ0thzu/r3X3Uq16ku5+lvPtz0yDVFfxmYqV/nWk+5A+tXcb7pugo8GwwGg8FwncT3P743\nv9JBGBafBWXwpFKpnwDwWwAaAVDww+l0+qpLlRpuSpZiaVyDYeEQ2QAaAQIDQbHtJclIClIiuBis\n2lYm1hUBXanLRlIimNrmr9ZWXbWtvtC2P7XNl0muU1uxzV+1LUrgG6KOiuHdAQEhS2NdoqDXzWb+\n+ATyp78QFmOTDbKYSdo00mLFs0m7IxcXS5L5Q4QmChfvE51nYHeeAWu6wIWGs95Yp63GVqfgOcmr\ndGF7efeB8VcyELZ4LbGxSYdXRe8mmitrFOS6r6r3lXbQ0efuk2/MkTWhkHvX7ZtPPvPW0Y3zFkSW\n7F71264zne9c7jAjo6eTR73B9S16qvV2AN3vpD+DwWAwGK6TVgBG8NyCLHSK1oe7Gh8AACAASURB\nVH8E8HMA+pcwFsONgxE8hncHvkiyAWpYYpFUwVyRVAlEkiu0P7UtqI+kghXbavWRLF0hS7tytk6S\n69SJpHBQcDsi2YsQYESS4YoE8md9Q0Gvbyho9A7PL38mGmQxm7TFSIsVyzTbHVMx0QmaP/vlmmMQ\n3EPxXI8Tz4F7j2poeURPNWf85djbtoKFc7ljtavvyh0ZR+7Y+KlYb8NQvK9hJwkK1fUePsRbHjrt\n9by4T35nS4jc2u+z3p6h+/oHO9KTuYZLsmWk9q4oeM532M9845HrkzvMmOB8w1vu0PqEnmjfDtCy\nLaluMBgMBsNlaAVwbqWDMCw+CxU8J9Pp9IEljcRwI2EEj8GwmBA5AByAGi8RSYs5SYy5DKBUn5Ek\nWFeCVdu8YFpbnUiqZSORL5NqIsmyZldsc6T2Qha7IWFE0i3NxfJnzVz5U1ICA4WIGJ1IWKVMs0Uj\nLVYim7Q7pmJi9fXKHyIISLVFJrNbZDILZhTghg6ryfa8l+1azfmm+Vd11FifPzu1Pn92Khtuj7yd\nSCW3SUe2VHdPIbH7s+pj5z8snxzopOyWYKzQfTvfsJ548v6i1jJS3528wirp/e32M199LHlNUoYZ\nM1yMH/aG+2w1tnoHWFx1+pfBYDAYDMtI60oHYFgarliDJ5VKPRps/lBw+zQAr7o/nU4/uWSRGVaM\nT31y/zCA613y1mAw3Or4IqlYV2y7IliXiZU3K5I85a/Y5rFkl2frI7kiKLhtWboS1EhyrSATKWSx\nG64TSYuSMWJYWhgoKYn+QliMTySsYqbZEoH8aX8n8gcAmJHlUuy4GutkNdq5gSuRyxVKLtoNzssN\nm5M9dtypWzadK1vo5It75Cs1QTM+0fDsiwd37Kk/uDN3/JnN2RcukTiDrfazX3pfcs/Fj18m1hKX\nI4e8kbVQme47wHMlksFgMBgMNxA/vf/xvX+z0kEYFp+rZfD89kX3d9dtMwAjeG5NTAaPwWC4PEQh\nAKH6Gkl6KcZhLmFWJJUDkRRkJClXslJirkiqFdu2dEXU1Umq1keygxXbQv6KbW5EsAobkfTOICBs\nKWxoyGs05CtYM1yp7WOgqCQG8mExNtFgFbNJSw632PFs0lo1HROrriZ/iNBGkXyb6D4Bu/sEWItT\neqaxX412RdT4qi3QVjxoGnGnKnvGXhphEZIvN6SSdrgtsgMg5whvfPic13nw4/I7GyJUbm5OTu3p\n6hx5eWCwY2d1HEtXLoljuMV67kvvbbpi5g0zPLihQ95Ib9nL9G6Dsq+4HLvBYDAYDDcIJoPnFuW6\nVtFKpVIinU4vyd/zhpXlU5/cbwOoXLWhwWAw3CrMFUklYh2IJB3UR6oXSS5b7EHqSlUmyUAkWdWp\nbVK7jhVMbTMi6fIE8qc/HxbjEw1WMdNsyZFmO5Fttjqmo1eXP8xwoewjKtc6obJdrXqqZTNAtUmP\nJOlovK9hPNqTuJcEWQQ99EHxbLZXDG1nRvb7T9+HcsVpA4B1Y68f6Jt444HqsZmk9dwXPpB8cL4Y\nmKHh2Ye9bPe0N9y3FZ7TvJjnxWAwXJ3M299AaeI8QIT2rR9BuKlnzn6tXIwc/goqMyNY89CvAgAq\nM1kMv/FFEEl03vPTkE4Myi1i6NXPo+veX7hqjfnJcz+Adkto3vAIihPnkH17P5gVGrrvRrLvQZSn\nBjHy5lcBAKGG1ejY9rE5x7NWGD70f+AWJ0FE6Ljjx+DEWuYbavYY1hg4+Ffo2PYx2FHzUWNYVH5n\n/+N7/9+VDsKw+Cx0Fa1PAIgC+AsAzwDoSaVSv59Op//nEsZmWBlM9o7BYHh3QRQGEJ7NSJKLn5Hk\nf5tSBFAkcAkIVmzzf1zByp/appWW7GqpPS3Zo0Ak+VPblF9oW/r1kSzJNZEUltoNS/YiklV4sUNf\nKgiIWAobG/MajfkK1g7NyfwpeBIDfsFnq5RptuRIi53IJK2OmUD+EMGG5d5htQzBahkCM3JciRxT\n4x1lle3u5VJ88/TJHKZP5gYjnbETiQ1NO75lP7x1I597+lHx4p4Hdr/26pPP3NcGAJau1K7ssk3W\n81/4QPKBi+UOK/m2Gu0a9Yb6UlyJ7Fi2E2UwGOZQGDuFmeG3YYUS0KqC4UNfxNpHPjmnTfbIflRm\nRlCZydQemzj9LLRXAmuNqf7XkFz3EMbST0BVClcd0yvPYPzEk2hc409myLz1NbBWAAkUxk4h2fcg\nht/4Mlh7EFYIhexx5DPHEGvfVOtjqv9VlCb7IUNxqEoBmbe/ju5dP3fVsbVbwvAbX0LP7l9e6Cky\nGBbCTTmNOJVKrQXwJoBX4c8oCgP4twD+E/zKlpsAZAGMwZ9t9LsA/hLAOgA2gN9Ip9PPp1IpAeB3\nAPxCOp1uW+ansaQstMjyLwN4BMBHAbwFYA/8E2YEz62HETwGg8Gw2PiyIAIgwkEizxKLpBKBS2Au\nC+iyn400r0i6qNh2Rfh1klwrEEnVFdscqd1wkJW05CKJgKjty5+NV5E/5UyzJYZb7EQ2aa2aiRZ2\nidVnyV59FszUz4XEWW+0UxQzq28vDuaFkww9f3RT94b+6EcPfTz07bWbU6eePZpev0dq1wKAsQZ5\n4O8+mLy/+lU+K3FCTawa9AbX93EptnUpn7PBYFgYufMvQ3tlIJQAAFTyo1BuCdKe/VhircDaA6ta\n6VAUxk4D0NDKQ2H0BOKrbkc+cwzCCl08xCVU5VCV8vQw7GhLLeuHtYfy1BCcuH+dqL0ycudfmiN4\ncucPQqsKJPyP6uLoSQDAmSd/H42992J66DCcWCtCjV2YHnwTTqwFq+785/54uQFU8qNwYmZWjWHR\nWMxlPpaTbviJJ1USAB4HMBPcbwRQgi94AOCnAWwMjpEA/hzA7QB+C8AFAJFUKnU2nU6vXfLIl4mF\nCp5iOp0up1KpDwH4m3Q6rVOp1LXP7TLcDBjBY1g0PFXBi4f+HqXyDJR2cfvG96K7Y8ucNsOjJ3Ho\n2LdAJNAQb8N9238U0/kxvPjG30OQxJ57fgYhJ4aKW8Rzr34Oj977i1dNoz5x7kVU3BK2bngPRifO\n4ZW3vw5mhb7ue7Cp7yFMTA3i4JtfAUBINqzGrm375sbtlfHCob9HqTIDSzrYfcePIxJuuOKYmjWe\nPvhp7Nr2ccRNGrVhpfBFUhRAlOFPClNL8Tccs4b/B1SxTiRVgqwkb1YkeVpyMLXNl0iQ2quKJFmd\n2laVSZK9UCCSqhlJl1x5LUD+9BciYny8wSplktPWSEs2mrnt7fJMxMno6SSPH+semnRXl/56w/tO\nvb/nUKhhcOaUNVSxJxLyhb/9UPN9zOKCnmg76w5u6OZCw0b4fxgaDIYbhNLEObCeFTdghUp+FJGm\n7jntWCv4X/D7qEoeJCS0cuGVcsge+Sa0cqHcIkbe/CraNn0Q0oliPqYHDgUfewFagVnX5t16pSmA\n1ZyxS5P9c/qozGTqZ5H6Akp7cIuTqOSzYGbMDB8Bgr9xZkbehnKLwXAupgffQMvGxxZ6mgyGq7FQ\nD3CjsQpzV3NtANAOP6sH8LN06rOTkgDuAvAS/Ovc6uqcnwXwOfh/M7WlUqlQOp0uL2Hcy8aCX9hU\nKvVnAB4A8IupVGo3/HQow63H/L/ZDIbroH/kCJobe7B1w3swUxjHky/9r0sEz8HDX8YP7f6XiEaa\n8Nyrn8NgJo3M+BncufnDmCmM4cLwW9jQey/ePvl9bN3w6FXlTqk8jZPnf4APPOjPuT907Nu4d/vH\n0RBrw4lzLwIAXn3767hn6160NPXiuVc/h4HMUXS1b671ceL8S0jEWrDnnp9BZuw0Dh//Du7d/qNX\nHFeQwI5NP4xX3voqHtn189dzugyGmwf/P+JyiaTZqW3MlVmRpIKMJKWk9lQgkqrZSLDKrmgfdKmz\nv1KU2u0n9rRrz+hi+MjYdOxtnXszUnkl2uolW8bOjSYs+4kdtzVV0uuP6+nmzQDWLP6TMRgMi4FX\nnpkrWwC4xcnLCJ66+6yhK2UADO2VUZ4a9DOBAHilHCZOP4vWTR+4zJhTNTlTrbPjFSdBJGBFGuGV\npy8Z++KpX1pVQNK5NEbWNWHF2qvFxMqXP8EOFEZPGMFjWExuVsFTTwS+tCmm0+nHACCVSk0B+H46\nnf6J4P7/AfBEOp3+SCqV+l0A+4NjfxV+9s8UfBN8B4CDyxz/krDQF/YnAfw4gD9Op9MqmPt2y0wE\nvda5fOl0+lPBcR0AjgH4aDqdfjqVSu2HbwmrXyt8Mp1Ov7qMT2UxcFc6AMOtw9rO2TIVhVIO0fCl\nCWIffOjXYAdp1SEnhrJbQMXNIxJKQCkX47l+zBTGMVMYx6rWq3+RfuL8S+jrursmgvLFCcSjzZDS\nxqZ1e6C0h5nCOFqaegEA3R23Y3j0xBzBM53P1sZqb1mHl978MgDg60/+Hjb03ovzQ4eRiLWiubEL\n5wf97Qfu+kk0N3ah4hYxnR9FwqRRGwzvHP8/cgxA7EoiSUpvxrG9Gdt2Z4TjFi3HLVmhihtyXM9x\nKq7juGTbHk1TTE9Rs57RDd7EqKcjM2c90o4639M0sH7QIykuvEXJ4e9LrSUJS3hCSGJmC5qYLECC\nFAOsGQ5ryQQWisBCCpbETESCNBQAzQRWfh0fYkXETMTMBCYBv+ITg0FELJmIGAJMmkAEFmAB0iTI\nXw6DwEJQ9Rz4SQkMEPv3CABzsI8JAIFArIkBZjU7LxAMAnN1Nh8ROOiJye/XP54JOtgBP07/oGBf\ncCAY0OSPjWoVKxDAoNm+EAxUdxzNDl5t4D8ePEOudkSz+/3n6Cepca158AQYRETVhUMI/omvdsnV\njoJ/g979Y4MhOBi9tl03cv3xzBScdPbbM4Fptr3fN832hLn7/deBqLZz7nGzjSg4S5h7muqeEs15\nnOZ0ByaqPspzOr6kcDjVuvXPcG07OLtUd0bmaeOPwrN91d6dADHmnJr6oYP/GsE4tf78g+Y+l9lT\nyADhhHIfIjBHvWLeUx5VgPiGmaGjt5e6xuC/6+iJ0tSGsldq8oDwe8qTzzOA01rfq8ASzKRLUzpk\nh11PVUJEUkeLuRl3Jms9vO6Bw6j9b5oN4Tjr3YKhuspTA/nKTCgHdJDWWgig0S3mNhcmBy8AW8Oq\nUrAAXdZelAF60Cu+Ejx3Os76HtKeiqpyseJVpAtE7nVLr58E7kyU8mNCuZEKOBopTU8pVbHK4Gjf\n1PCpGVVZVQJHMZN1dyv3WN1bp+5tRHXnr/oGuuQ1Rv1xPLuNute3/vaix4KPkepxNF+b2utEuEJ/\nc8eerw+q257zfOcb72ptF7J95f1XKfp/k3KzPqdqvZwd8J9DFIBMpVJPws/siQP4YCqVehp+SZlO\nAKtSqVQBgAPgE8Hx1dsY/AWGDi9D7MvCggRPOp0eSqVSnwbQnEqleuGLkL8BsGspg1tm0ul0+hEA\nSKVSewD8dp0J/AyAL6fT6W9edMx/A3C67n4cwIfT6fTk0oe7ZJSu3sRguDa+c+BPUCjm8Mg8xQSr\ncqdYmsJw9gTuSH0A+cIYZgpjmMqPIhppwpvHn8CmdXvw0mFftOzY9CGELpNGPTJ6Andt+ZHaff9b\nvtnfYeVKHo49m7kZCSdQzMz95q0psRqDmWPoXb0dI2OnkC9O1PpqbuzClvXvwde+/1/Qs2obPvDQ\nr+Kr3/svqLhFOHYE7S3rMDJ60ggeg2GBELFnW+6U7XjTju0WHccthkKVSshxXcepqJDjsm27wrE9\nYVmebVkqJIQOC8ExIo4DSBAhDv93MBSLyjgaL4xwa/Y0r+IxTjrTOhLPj7mlwlBRK9GvV/FLtP08\nU/P2VfY3yo28Z3ogdrS31101NeqVHUd7bLPllRATAhXboZLydKwyQ3bZIREVYNtCXoVJeQo6XCFb\nuQi5SrO2SJNFtmDYQkFYDCYBJhIgwSwEgQRrJtLKBlhAA1SRBNdi9iQsz2JiKEitILTLllIklSL2\nNAtPAx6TZgFWBMEM0iDSADGYNBG0P8GDmNkSTJZgLYUmS2iSApCCIQSTJIIEs5QECZAUgKCqgpEA\nicBTSLAUUCSgpU2aBGspwYJYkyAtJLQQpIUgTRIsBDQJYkFgQcRE0Awd6CAOnNHsNvvCQAeWINhH\nYEBX5RP8q3ZmCM3EmgnBLWn/cQSP+cdogmZfWunZfsDMNWfF0DS77V/M+coNADQC88OAZua6ltB+\nL3XPgBHIL/JHCuSd77SCZ8vM/gsF+Pehqw6I4D97oGqTwHNvqXofdfdBwGz/oKqD4cD8BGeRan1U\nH6vdJ6qzW76U46qkE1XBh+DFCLROVdSBGaJmpTgY3pdfVcVD/jFUk3OAIP9k+G0DHSG4JrFIMBMI\n7IdXE4qiZiLBxN/TACC8UEG4ZU8CwHTbqVB2bT4GgInB7smspXN+8fRc11MhAAzhAcp/lTV7xKLs\nv07wqMwTVtlzHa/luxy8EXX1uVDwttDQTPYp5RaLge/TAJjzpUG75D4HAPDUNDmWpTkwh01yfyGI\nyT8N2iOLJ3VRlS0AaNffnAEAWw8pqV0NAORllAxOmzP9XMXWkwoAaTdP6wpfnqgZHJ4VmeSLR1+c\n1l7qQLHVXsNZKUiobdfd8qzlme2barbFb1d7Lfzt2lgCF2/7fdcJE66/L2pmqfrWQm2s6vtBADUj\nKaqhARDVY2rt/Z9qm3rJU//4Jdv15muh8OxN7T9d7YzUPeb/L6G6tgjaUn3bmn6vc7EMzDk26I/q\n+rhMW5oTE1A3fl0b/zjGFDD79/JNyCH4SRkbATQB+KV0On0ylUpVALxRd12/D0AfgEkAZwH891Qq\n9UX4y8T/ZwD/Dr74+TH4U7Zueha6itZvAvj3AELwCxhFAPztEsa10nQAGLhSg1Qq9SiAaczO9wP8\nNK+bnVti7qHhxuL9D/wrjOcG8MLrX8CH9vz6JV+ElMrTePrlv8LObR9FyIlhfe+9+MEbX4QlHaT6\nHoRjRzAyegprOu8A4NfYuf0yacrF0lQtU+jgm19BsTyNpw5+GgTCe+79xdlflQHMfMlv9/W9uzD5\n9hCeOPCnaG9Zj7ATr+1raeoFESEcSqC5sQsAEA7Fa4InGm5EvnQzO16D4dqQUuVt2512bC/vOJWi\n47ilkONWQqGKchxXhRyXbNsl2/Isy1KOlCoshI4IwTH4ciYGoDn4WTAldiYy3Nw/wm25EbSoCW6I\nFhFu1xDdzFjn5ipecSg/XB6dcRgjDVbXyfG2hv7Ie1/OUSb0oF7zUI6/m7jbKRw/7CUzA3rXtlZv\nv9rg3T74YqVz9Rr1VmM7nAuD3GNNsWhqR3+0j4o8gVAmz3G3QqsachqRBPK6kcaiEtNOAdH8FNN0\nhVBwwNpDY9ilaERB2zEoEeMiIpQnhwqw2Q2X4VplckUZsuyyLLlkT7uUKJYhPQYpgmBBEhIWgR1H\nU8TScCQQsgi2A9LChrZCVLEdrthhuLbDruWIirDgMZECuMgkPQ3WDPI0QWkITwlyWWuPNTz4Pxoa\nijQUtAAUMVxm8gjwIJXLUlVge0VYngdLKWF7HiytydIeO6zY0gq2VrCUgq01WaxJav8CX3D1Ok2A\nWIJYMLFkYsFgCbBkYkn+tgAgg2t6QYAkhvS3CZACAoIYkjQJgCT5PkqCUb0vGCSJSAAkGMLf7+ea\nSBAJEAkmIRgQEEIECk5oFqQhBM8mO5EAC3D10pT9XCzS/i00UVXiBeqFmIkEQ7AmX3AxBAXHgEGC\nSUD717VCQ0BBMEOwgoCGv08H28q/lmUNQX50BA1BGn7Sl9YMzb7r0YFz0n7gpJn9nDE/eawqyYJk\nrKoAY/guioMks+q+wN8ENgxgBoO177OYmRnalzV1j9QsGgdWjYOjg3a1S02uWTsE2WSBjuKaI6Pg\n8SAOpqqyAl4AwJierESqU7WGprZj6KBuFXZYNfbemRscONSoK9oCgC/+3Rt3tm59bMiDTWCXACZm\nQgVhAbhghpgpeBFIS7+gHmuG/0b1DRRV/eNLACAuOGvDucnDSfhPQyhmTJd19Gh4bQQ4j4KrQkWP\nQwhEw7dX3Rs6962vpdb+8EeOAq+AAZEtujFWvkz5x7XbBfAGMqGo8LgEFMuYtB0phADyJbzW1GTn\nc3lGvoSyIHzpzs2o155B8hT5cc5xDnU2pyr5gJoovET4BcIQIJqVjaL+8bptgLgqSoJbDvZD+D88\nu4/q2vgzI+qPrd+WdY8J+M55ebJMmJmCd6ovOme3fdnHHIi+qvirWloO3qj+cRe18fvkuu3g8Vr7\numP9fUEb5rp2QG2b69r47f3jrvh4dQzMjsNQgqbfuywnd9Gp/1uhCN9NNAP4fCqVKsOvwXNPXQYP\nw7++1QA+A39Vrbvhv+9+A74PIfiFmt89ggfAx+EXL/pOOp1+TyqV+ghuvfnpqeCNEAbQBeD9V2jo\nAPiPAPYC+KO6XXEAfxZkOb0J4NfT6fTNlhFjBI9h0Rib7Ec4FEcs0oTmxi5oVihXZhAOzbpQ1y3h\nqYOfxvbUB7C6LQUAiIYb8ei9vwgAeOblz+C+O34Mrx/9R6zpvMMvQlg4dJWR/b8Hdm3bh/6RI3js\n3l+ClDYAQITiKNfNiy+WcpcUUJbCqhVedr0y+kfemu25rgbQ1eoBGQw3Pqxs25tybHfacdyC47jF\nkFOpOI7rhkKudpyKdmyPbNuVtqVsaamQFCpUlz3TEAia2JJEx9A5JAYy3DIyzK35LDeLKcQbynC6\nAWqBPy0aAODl3fPFoemzpUxxUBW920C6T7b1TzhbTnFjKS8+9MKUDBWS8UNdH2/Yff9bo6/HtujB\nY0qLRBaxylT02NutofftGc9/s/Bwuaf0Xe+uE00e39OpD6ODhyYzlDr3uurScbS3h2hoVS8ueCEa\nKmi4lSx6LgxwqwuOyRBa44DdYtF4UwdPyigyLmGGK5hCGbo0w43TOSRzU5TwCBYcCNiUcAgxhxAL\nM5VbG1CIxDkfiVHJCqGiwNOKUPZIlFygyIor8LhCrlBUJugioqU8R6fHECmXKOZWKOaWEVaaBSQE\nWwS2QBwCKQfEIZIkYFssHQssHCIRIi1DgAgBwoHQloBrOXClTcqKsJJxVlKykhKelOQJSYqk8CBI\nKZCrBFeU4KIn2PUEKh6x5wl4ioTngZQiUgpSKRCzYsDTDI9BLjM8AK5vtMhD8ENMShB5BFICokyQ\nCiQUQB5brNjSmmyt2NKKLK3ZVgqW1r5c8n9gKS2sCsPSWtiKYSlmy2O2FdjymCzFbCkmUkzQBKUl\nFATAEoFkAiDBLMD+tacApC9sAvHEJKGFZE2SFUkO1Jb/I3wLpUlCkyRNgjQJYgihSZKvlcAkmUho\nIqEhhIasiqlARFWFFJEvpYRkFoK1EFr7UqpuW2iWglkIDRKaRbAthEZ1ZF9oBdvE1b79SYDEksi/\nT76NIw0BX0rB34bwc5HIF006mGGoQWASpCG0YtIMobUvrrSG0MEtB9us/fvQLDi4z4HU0gxiBUG6\nJr1mxdexfwDAgBBgrX1V0bEx4mqltBWJ6a5dbaXj3yhbEARoBquytMMzYWkRlIZ/mUcEK2ST8msY\ng6QgYduiY/fWNgSiwbdjvi079gUAgIh1dTVNnz8qVfWvZSKQEBRbtTaRxbMgEkRCsr96F1Fj1z0N\nVvgpK7FqZ7y6+DCRICYmsEI0sSsEfB7CaoQgQcAUCFEiCAJysLibtJeRAECQsEoPIpBgvlHz5RnX\nybOqaAtkXSCAfGHG1RyPOnnGgTyrJXIh0Jtcy5Rh4etTEBi+Fp19rCpoZN19Oc9t/c81/vHEDLAC\nsf/qzbllBkFVt8nfx3P2+SJM14SYP//Ub1tTmtU0tZoC1agpT9RrUcA/DnWCDTQr2Kp9YLa9/xxq\nwrCWcTebioVqGpa4SMbVt5mTjYfZDDz/eMLs/UCKVeeGsph9DCI4jthz5hapunloCm4fDG4F5mZJ\nAXNXCGuAP40rAuD3gvavA8hhVu4AwLklinfZWajgmU6n05VAbCCdTn8jlUp9D8CfLF1oy079FK1N\nAL6USqXuTKfT3jxtfwvA/06n05OpVKr+8d8D8ASAYQB/AeBX4NvAm4mbTUgZbmAy46eRL07gnq17\nUSxPw/MqCDlzrwNfPbIfm/r2zKmBU+XC8FvoaFmHkBNFOBRHvjgJgBG9wopWkXADCqUcwqE4pvNj\niIQSNblz/OwL6GjdgIZ4OzLjZ9De3IcLw2/htrUPzOljYOQoRifP4Y7UB3Bm4FV0tm2ab6h5KZSm\nEIskr97QYFgEpFAF2/ambcedCTlukD1TcUOhiuc4rnJslxzHJcvPnrEtqYPsGR0HEA+mNiVRJ0pW\nApdlYQzJ88PcOj7Cre44NzkziLQqyB6AegD0XHyMKqtsaTh/ojhSUN6M2wdGL4Beik2mnU3pt0Ri\nYltDQa354FO5E+1jqvVIx54zoz09vQ8/9OqR0VBz41Gvb2NhYGA8vCOX9STydm5mqnNyBBu3rbXT\nL73PGdl8wP3wgZf01uY71a67gdc634O3zlUQxlvY8eazuie/Wt3eFiNaGxaZtbfzYCFOb2cdKukx\ndvQA1pw5olfl8xz3GmFzIzU2Epx2oNDVQtMb1/IM2ciVLBqbtvW0clGhPDRNoCE/hZaJEWopziDq\nKopwGM0qzlBxsoRNkSjIaoCy4xAcESjFolRJxnXZCXHZcqikhSi6gsfKFudLEsWSpFIF5JErNEqa\nRYFBRUCUBIuysL0ixdyyjnkVjs5UOOa6iLiuiLieiFQ8KT2Lbe0oW4eY2WFwiBgOaQ5JJodcESK2\nhRYhaOH4okg6DOEwSYdJ2iytiCbbcmHZirUgeNIiT/oCxBUSnrCEIkmucIRHUVGBDf/H4Qpb5CpB\nriIdSCN4isjzIJQiKitQ0QNpxcQea620Zo/B0P6X8pqJSUsWmtnyCGEFIhcMBQiPfLGkiIQiCI9J\nKgXpaQilSSoOHiMIBQjFJLSAUARyLRJlSdBC+jKJLM2wlCapNVkaZClNULJWTwAAIABJREFUti+R\nlOX9/+y9d7Bk933deb6/cFOH9/qFeW/yYGaAngEGAJHBQRgwSCRF0ZIoKq+9VpVXWoet1S63tK6y\nrdVyVS7bZVd5a72S1nZJoi1bKsmULNJiEiEBRCByHADTk/PLoeMNv/DdP26/N28AkADDACQ0B9V1\n+3XfO/d2v9eNvp8+53zhtGOnLDttmbVlpxx7bYfgKQeUY1IliCLpIKRnIR0L4SGlZykYUngoZhBI\nwkNS6Q6SJWChEjgxCetIOk/KeSGdJenc8Ki8kP4SjArZk/ReSLgSQsGX29MlILUW6huiIZBkEpKJ\nJIMUQIppuCy/OZdrIIqIhRDsSbAVxFYIb4VgVy69oxJMOSG808J6IbyXwvtyG+/lJUC14cL4Q5SW\nhE2Naj/LC7XS7ifN9Jhj9pSQtvekmfkLYo4ibbv9PJBgVOZeDgJYDqvadLq5BjwqPOAcgJLEAhYa\njF+Wf+hxCUJoAIoI8pHh+85dwWvqa5TRKgCtBUshIBX4rvhVnAbQGAltpRK5c+fyCGB8cvxxXtRt\n/rHJp/lJACSIN02NDLrtvu53B+EHthx1LwBohDn6RcE5gCSwTEIgAzA9lnJ2jmEACGLcuK+/BrzI\n8xpYK51dQ0fY0N1F5EtMSAwSQz+PGF5fu8gS1pBglD44HkIYLhulFS5BGVVevjffbDGzA8OB2Q09\nXg7Mnhlu+OItb2f2YGy87nm4vOQjY7/mIivvH641XGfdX/Z2nGdvhGeXO8/K297KebYWV6PLnGc8\ndDa9fXh2ydl0ZeDZn3+3v8d3SWs2+UeHy/0ojSgfarVaabPZdACObziv/0WURcprHTwjrVYrazab\npwE8BuDPAHwZwNw79QCutN4u4FlpNpu/AOBws9n8XZS9M1uu3GG9u2q1WkeazWaK8gPlqTdZ5SMo\ny5z+AYA9AO5sNps/1Wq1Pru2QrPZ/K8oi6l/0NR7tw/gqt47unbn+/HEi3+Erz7+/8I5gztu/AkQ\nCZw49zQCFWHzpiZOXXgG3f4Cjp99EgCwa+utuHbn3fDe4cTZJ3H/7X8bALBn+x14/IU/AEC455af\n+6b7nBrfi/nlkxgb2YpnXvmvsK7AXzz+m2AwpFDYs/0O3H7D38CTL38OzIyJ0R3YPFlOTHz46d/F\noTt+EVMTe3H0zGP46mP/BnFUx/tvfvsv5fnlk7j7pp/+jp+zq/rrJHZa264eumdCbdIgNEUYFEUY\nGB+UF9Jr3TPShWW8iStEXEHpnklQfjM19S4/mLelHsfzCzx2cZYnu/M8xm3UKynCaQZtAehbklRv\nfTebHxzJZgaDolNsgedrsVa2qIplveX4w3LywjRJ16z23chHv9Y5vGXB3NUNxzc/svujZyig933o\nvqdOWi33fMndb/pne8+B+SCUqVlFL27pHEtefPnOnX/j/r8Uv3fnT3TmHr9n8XM3vZTetfBMVP/C\nlLh2f2zuObCCx/2d/ilxNxfFSTUZHc1vfXERI91tnIxO4/Y9VvhJ6WeSnepM533uqQUps04PXs8g\n0vO8c3Wx2HHmNRWnVR+aSYzqEXntpLDxpBdBzco0SWwn3EltqsilbmhOdjR3+iQsemCx4iDaQqIr\nx7M+TbT73JjJZD0tpCoSm/iqj31VOFSVUQmJKlldA+uKp6DiZRQXwoXCFlr7XEVI1ZjIRSD7iNHP\nFfczhU4uMJ8LynOSJmfpC8tMKYMyYpEOnTQZkcoF6RyQPcTOcGIKio0RlcKouHAUD5yorHgfZx5x\n7iEKFs4HbBGCOYCnUHgE5ERIVka2kCEbEbGVLKwgAeUpDDKuBAwZeEjNQmondOB8oK3X2jitLevQ\nslZWKOUEBIQVgiwpZYWCIUmWNBkoMqRdjoBzDmwB7XMkVEDDsBYGSlhIZSGldSScI/KOyTnAu3Vw\n5Lxlw85bzr33lh07b9kyvPWwjilzntixhGfJniV7BGBWzF6WeTsniBwgHUF4R6E1kM6QcBbS2hIo\nWQfpmIT1kM6W0MkxpBMkHIG8hHCChJcgViCvyyVrEAcAh+RZSc/Q3kC6olCOjXIwyrJRjq22bIdL\npxw7beGVZa8ts3Lsw3LJyjKUBSnHXjkm6UvoJDxL6SGFZyU8vGB4weyHERRQeSKqUNY6hAzyTKLw\nJI0vl7a8Lu3wUsIkIZ0nCVc6oMiTJCckG1IYOqLgRAmgyj0xLSx2K2utSTMnx6VjLwIVy2DQDGrx\npsFqb74CANZ5ygbTLOC43e1oZhCR4ryIFJDDOpBkCUDTF796/+Qb332Ygc8TQHjsyYLyXDOQkzGe\nDBgha3/hxIQBgHY7V51OMXQPEC8eHh2YnnC9I1FpHWZgaXYl9sO+m9rFbgEAusigrGUA0K5gyWVF\nzWQ6j1anHQOAhKf786eDobtKCGIJKnvaCSzL26EAluUSgoiHYKaEVcOl/k6jTyXjIMcQ1oMsg5yH\nGF42Xr/sZ/YsnAN5f7mba83RtdHVxY7Xb+MhzHpDfLGMLgouK8gEeRZYuz6EW0OnWQm3PIQsIdc6\n3KIScJEYgi/5OtAlUIKuN4Fcw1Do96nePjzD0rt9rN+lNjp4UgBfazabZvjzNRsiWinK3984ykFI\notlsRig/P/w0gF9CCYBm3tGjv4J6S8DTbDavAfC3UJKxPwXwKwDuB/CzV/bQ3j01m80xAJvxTXp4\nWq3WPRvW/T2Ueb4jzWbzQZQTtToAHgBw+M22/37Wr/2rT3Q/8+kvWLw3Rudd1bssJTXuvfUX3nD7\nnu13rF//uR/552+6rRDysnHjtcoEPnLP//SW+9y74y489PTvoLnrXnzgm4wrH6lN44cP/v033H7o\njl9cP+4P3Pl33nD/j3/oH61f/9h9v/KG6yudi9AqRL36Jp8Pr+o9JyFcGpSApldGm0waDCc3hUHh\n1iY3aW2VUlZL6SMpfETk15wzVSKM4pLd+D0hz2RXMHJujscX5ngiXeCG7KLaMFDbANqE8vPEW4o9\nF/lS9mo6028XK9kYW94P4I4Nazg5cfE5teW4ozC9lQiHKgM3/9HHOw9vnTd3AXTPq5vue2S2tvtg\nGBWrD9z39KwU/sY/cD/6vGe6tXeq06O4e4oIu40k3tw7c/2r2b26u1J54uONr4994f2H9s8/euPJ\nb4zV0lP3vNT4yQcfTFtnD63eeMNxfWh/O3rY3zk4d74Zf6myGKhrjqU73GG67aWu04NtStYivmln\nO9y8fdF3dlfFSbGDz/X307l5Do5xxq62pEV1wUXJfLGjvaK2n+mpiWXycJM6EJMyqYz5xgTrypiR\no5t6QAx0wiqtyE204K91K72IL3QljvVImTRnj7aAahN0R4moT1U3z2ODgWgMctGYL8RYx0FkCswV\nxVyDEFVJuu5Y10QS5xitehEkToSJoSTJXVLLIAOLXAWUyVBkMhIDEVOXJ10PCQY2QJoLznOBPCfR\nI1DbO/bCsSNHXjjBSUao5UQyI4icKMiZdG4pyBkqd6QLLakt42JJRcYiKSxFuadK7k0l9TbJvI97\nnuPMy9AwAsNKOKEcBfAIyFEoMhnaroxMIaPCyMgUMvRGhGRlSFZo5YTWjmQgFKTSjqX2IlAZVYK+\n0doWgTZGa+OCwGZaG9bKklKOlHJShU5L6QISHDhIbUlGhhQZaDLQJocucgSmQGBzDlwO7QsELocm\nwxoFVGahpIVSDjJwENpDhB4UegfJ3hM7eLZceOdztlyw88Zbb9myZee9L9ix9WDnmS2zd8zsvGDH\nHp6H/8GXZ93rbgIBIAY4hPAFhMtIuBzCCQgnSDpAOJC0DOkYwZpDyfLwPiJpGSVcAglP5bZegrwg\n4TXISxAHINYAByVcQgQgJEK08XUsPHvp2EkHqxxb5XgNOlllrdXO2KGrqVw6LoGTA2tbRuqUY2jH\niC2T8iAxDPoRu7X+Y+ztv6Iz54MKCdzFJ9Vnu3OVjePHdqcXao4HMmcHC0CzpaodUFZ6uSDZQjuH\nQyd+f8AkzBBCGV9et/8J2A0w4sFi2nFFhHWnBMOZHMnifAfAFvae10psBMDFsXRgB953WlQApfXI\nWie0Cq2DEycPT8cA0AhvHtx3w6GZ//Dlf3xjonbx/bf9d/P/8Yv/e21ufseEdacEADAH8qGv33E7\niPS396785u+wQrAh8kaUDitDwtsy7seWhi4rQeyGLis/dF/5tXhg6bbyvowAst/ostrQZ0VCOJbC\nIqQyHljGAt8QD5Rr4KqMCYKwDq4gQawIkAArostgyxqw+h48J9+ePJPzIOsh1kCXHYItW8KrdcDl\n15dMbgPQej3wWostXoos8jrcGgKvS4Dr9dHFMu5IVDrwLuvqWgNdQ5dXCbkS/MAWRi4Pl4+ifN+5\nDuXnqA8PHTwFgGc2OHj+e5TTsB9GGcP6JyjdUVsAPIRyPHqB95DJ4VuexDebzQ8B+I8A9rdardPD\n2z4P4O8A7/wL6QprrYMHKP9Y/kGr1Sre7sbD8fG/C+Cvms1mHyUc+vXv+VG+M2qjpJxXdVU/cIqj\nOvbsuBOvnXwI1+/5wDu2X88ez7/257jzxk++Y/u8qu9G7Ev3jO0G2gyCwAzCoCiGDprSPaMNBdoK\npdfcMz4Uwm90z8QoM91vC1i815Szbi/w2Pk5TKzO8bhd5pF4gHjSQ2wD6BqUUyvetpjZm3ZxNL3Y\nn82X0pov/H6UY1AvE8Wdk3r70bNiZHE/UQl8ktQtfOQbnVe3z5o7CTjUDRonnt32sdyJ4IFKZXDm\n/oPPkhDc/At38OEU8aF0pv80PN8hRxceBbDbaPKKTUX7/IUXX97X/OChJ0f2qvNP8MHtt8w/yrMz\nWcX++x9/avInHnq4U3u0Mf7i6Q+Ygzc+3493ZWMP7ji4PLN0/8jp1k3pqc0zI8HWVmfv8hPB7a/2\n8/4LW6LZkU15ZVOv8uEdJ3uj2zvxxWumcBTXZLPZNbXeglPH3aB4TaQjtHOJZWO+HYaLtK19Uu9c\nSN34KUPG1GUqJmklqZpBTGKisax2j6VBY7RjKhODYKAjuSpGMI/xbMHvQjsNqdcTNMMe52zhnc8E\nVzuMoCso6noR91jqNo3mc3q0n4uxrvFJ29n6ecdJ6hVzRWVUFbms+UEQ5gMdcaYqwukg0ElBE/FA\nJElukyTLKknKUTVHGBaBkUqkIqRMRNRDxXS5UnRR4T5PUoowyIwURQ5tCpDNmV3fFS63WS9zaBdO\nsPGBtz6EyEOoHDRagHSek84KCnILnRekc0HKKFImgHCx8nklKgYU5w5J4fMk82kl9SbJvK1lvogz\nNlHh87BgFRgfKodYOI49tHIyICuC1MgoMzLM+iUoMkbGvpCRtSK0RgaFE1o50oETMvSQCRMiKb3S\n2nul7UArmwXa5PUgM1pbE2jjtDY+0NZqbZ1S1irpjJReSekKIXwhNMdEnHimxJKKDVRWIMgK6Kxg\nXeQIRAmPNOcc+ByBX4+tsfYGiiwUW0g4SBqeyEmG0FxGECKASitE6SzCEA55tuzZeuedd2zZsfXO\nW+/ZMXPh4R1jCJGIHUv2rOBZsWcNhmbPIYAQjKjcD2JcNomIGeRzCJdD+IykKyBcQcIalNcdSWsg\nnSdhHaTzFDpGYn0JlxyXLiUHCKcgvAB5WbqWSseSf0IQjIfaXHUus8Itp3jkw5PXmNWMZKjw7PWT\ncP/Xq2XExjEgCM9sImlWBGQ9YbecUgGw3V1PXWsxUaF0EIIL5/Gl+ypHlWWrS1eTU855ba3HS9gN\nAOOT4cLMhe5WAFBEjoggCb4h5j0A1JUsqkq6C6mrCDD2Lzy0ecS045tnvrp7OB6KYiE5hFXLAO6/\n8IXbfx/AyOKzOx4+XwbBGr2To4/+5a+PAsCB9kujq4pw3gEVLuhDJz6rAcBDrDmizCUgJewGZ5Qt\nXVHlHL4yOCidE8oPHVHekeJhfxTeeCljeo7WmpoC4SFkiWSEXo/qlTE9yQRdxvRIYwhdAATfGxj1\n9kTEjsibElaxFeTtJVjFa7CqBFfrsMr74e1DWMW8sc9qQ0QQr+uzoiHIQhlJXAdWgoihyYoNwGoI\nrVgSQaxBKiIuQVUJr9acQhuh1ZX+sj0F3nxgyQ+QMpTumxGUHbrH32SdUyjTR59ACXE8SicPo4x3\ndYa3nb7yh/vO6K3+cP4PAD/carXaaze0Wq3DzWbzEwD+JYCPXcmDe6c0hFffdAJWq9X622/nvlar\n9fsox8f/oGsVVwHPVf0A67qdB9/xfQoS68XQV3XlJYTLSjhje0FQDDZMbiq7ZwJDgTale0Y6JZWL\npPAxka8M3TM1Ioyg/FBwVd9EzOAOqhfneWx2jif7CzxGbVRrOcItXLpxvqvnz/bM6XSmfy5bGGiX\nuiaAfcPL5ZKmozafelFtOtsgZQ8A5clWlPnlj3yj8/LOmeJ2Ag4x4F/ddPDhmdq1d4MoHB3ptA7e\n9cIYESZP+m3PneAd9wFA99hKCABidMEDgFHlaL/x/vn2rNz7vuWVka9/qPGN+87pza9OHtw8vfAY\nD9JX7vef++Bj22441V/80JN/tKvVvntlaXJf9YdveWzJT1L9wfGD/bnBgZHOkW2rhzu97UduPnE8\nGjtbueHMo7jltYF1R6ZGX2kcaPdr45N7tp12H9g6m/J2TB7fsWvhuN/ZWzZbp9Ol3Gazg36rnY8c\nEWlD7pu/IBvzaRCuJltW58KdM3l/8ynDlcOilqpJnI43d1bjKZeF1Uoyksf7Gqd6Y412UR/tx7TJ\nV1dFHfMY78zzeL7E22Qv1/GgB2F6NlvpFnahZ6WzWYjRbiSmek4k3ZTiLihKo9C3o9HBQmWsa4vx\nVTuY6Nj+6LLTldQncLpqZLWe6np/VY+k/WAizVRN5CqJjAyqKvT1KCp4PFnu7UgupEmSZUmcURTm\nOkhMAoEoFaEcUGx7XOl3UM27XMl6SLIBj8sMYVywjE2Bmi2YfO4zl7nUZbZwmSt87owvfF5YH/at\nT9j7CqSJSRU10nmfRvKUJvKMgsxB54507kkZR8pYCOcgXAXw1cBwnBTFIMqzfpKtDCqZF8klQIQ4\n9z4qvA0KFoFlJR1bWU40jxkUWRGEVgY9I0JpZJQWMoKRIacygpGRM7IKI0K2ImAnNJxQcCQFkxTD\n6EcCglTSSaUctLastfFaWxdoI2Kd0kjQIa0slfdZqKHLSEonpfBaCK+F4IiIEwCVYWwTlmVmpOoX\n0GkBnRess6J0HdkcgSk4KGNr0H4IjkTpTlLKQkoHqR1kuOY6YtAwDkrR61+e7HzGjlPvOGPns6Eb\nqWDLxpdRNuetd2y9Z8vMzsMbBjsP9iz960GSR8DMARghLkGkCGvVs/YvAQDZXKFVVAOQIn/tLrLp\nghU6KBbP6YItRjHsF4YHXK+2Wqy0ayKKCpJasXNi0BYpgMQ5sHMeMg6K46ObuiBPEE5CeEHkAwhW\n+Fz5UM/sShqcRgJzfThJUtcCsBTy6/vC63EaaMNFPUmAEvAC4jd/ZtN15//zLP7Nz21K+DMEtoxU\ng4pIAm2L3/rJiRT/FPELE8jyVSGRQZ+ooA9HAhniP0uXB6pMkiW5FtnjN1WeWYvTrfc3WUfKOR52\nOK33NynHUnoMe7cRCg9FzEowNDE0GAGVQDAAENLlxbTfM705jFqP6jkv5LAzau2inCu7orwnxa7s\niVorL0cZ5Vvri7oEoy5hFrkOoywJyZDrMIpBGoS4BFFvgFHfd+mFIbCyJHi49Jf1WRGtwyr3BnB1\nqYj9jX1WxGydnLnt3X6A36aazeYuXOq3vRkly0hRvjf8p2azuRPl3/H+ZrP5awB+G+VnikmUrruz\nKCPtyXCbCsr3lqfxZp89fkD1ln/IrVbrDTGjVqv1yjC7dlXvTa282wdwVVd1Ve9lMStlu4G2nbXJ\nTUFg8rIc2LhAF+vdM1pZXY7W9pEQPtngnln79vhqHu57IMsiW8bouVmeWJzjiWKJG7qHZNyWJcdb\nUX4z9l3L5W4+nekfz+YG3vbMbgC7hpc3EbNozD2vtx1LKerfSoT71u6Jcr/yQ090XrrmQnEbAYcA\noBeMnnp264/0rAwOAcCmyaUXbr/lld1EqPc4nvuqv3c7QCJfyl5myzcBgEi64wBQ6NKAsLVzdNNs\nfS9eeGlf84OHnjSflF8Z/cPwR6OJu6ezxW/M6uz5B2qv3PRI5+x04H7+S0+M7lw9TE8PPpbEY859\n4tYHo7QW0dduvUcu2J1x9/go917a13i6sqxe+FBrIVYr22478lj39uOpSc9MNl4dPTC3lGyR45Od\nkUM7nlwcH1+1q1vrjSObd/dP8bas5zaH+fK2MJvrZ4PlXB81bs+xSntW3jw/J0cWelr1xqdXjo9d\nM/Pq8nWzRb9xxk4UNDK1Gk8vnks2p51wHEZH49VaOr51bHbpQKOV12t9GU3kY4PJKFrC2OIcj3fm\nMT5Y5U3JwKpa3vdV2zUdM2/StGeKXmarZzmriKgf0/ZuRyTdnOJeh8I0JpWPVrLuxFhvtT/Wtp3x\ntsunOjat952PM64LRyOFTJJU11YGwUhvRY8UAz1eZLrCRkawQjdI8HgUF4MkzlfGk+X+juRCkcSZ\njaI8DcPC69DWZOLrGQfjA4o7PU66XVQHQ3eQ7XPsUkQ2R2ANVM05Srzxgcud9JkTLneZy6zxXccu\nd84X3rL1hXes4dlm4GpHGkG6cKQLSzqzNJITTWYEnTPpAqQKImWGMSWnhnGkWDBzVLCPcu+T3Nok\n7bgkW3VJ5n0l9T7OPTVyT6V7iANtOZKOK8KjSkCdyo4aOJKZFUFmZJgZEaZGRnkhw9zI2BUytH0Z\nwcgKjAikE4G0QgeeZOhJxp5EAlAVQA1Ea5NznFKup5UdKG1TrWymtc0DbYogMFZr4yp64LW2pJSF\nVk5K5ZSSTgvpAyF8KKh0GKEERvHGV6VnchZqUEANDHSWQ+eFCLJCazOER7bgsvOoKAESGdZkoISB\nDhykchBBCY8oZFA0hEeVb9VrUpbjcrrcOmzAvg4QQN7bdIUAUDiJI9QWSmhtzj/6uT1gDwjp4Z0A\nEbtBIUDau34agYBwdHs/X5wbBQkGCwkQBI1F+avvv+/1+7Z5D8BXyqlhs/sb2Xw5bIcto1gtoJMG\nzz+0WJYzO8F24EBlX7HPj95y2K4e29V9buoUHG4GINiyZyMKCAry3qanABzSWzef3vrJPYuH/8Xn\n7xVTI52dP3bzhZd+40u3F4DM00IDgI2lfOqGyj6U/++LvtcOD/LspEOmPBfyUpTOKMtGO7bDHie3\nsb9J2zJSpxzzEDxBWYZyWCsMF2V/EwvhjZTDwnDpobSHEsyKGAkxAuIhaBn2NxG+s56g71QMMJMw\nHrLwl8f0rBdyozuqLDAn4Twp/23AKBq6o8QGILVWYj4sLr9UYM4gBSLlQCUdLp+bGCWM+l7AuB/U\niNZFlB24L6L8kmkvAIeyHuW3UPbqPNhqtT7TbDb/V5QTs25HOe36AQDzAP4RLrl2HgfwAfzgPh9v\n0Fu9MXxTVwuuOjzey1p8tw/gqq7qqr5/JYTPtTJdHdhuoDd2zxRmWA6MIDDQw8lNUrpISh8RrY/W\nrhGhjnJ05VW9gxpwtFiWHE+05zHuV7heyRBNedBWgK4FcO33cn/e+k42PziSzgwy08m3wmMP3iLS\nRmH/nN5+9IRozO8l4ls33hcWvv3hJ7sv7DmX37IGdhjwrcm7H7lQb94JohgAdmy7+MSB64/fQoTQ\nM7k/dh+bBehmAGgfWS4HI5MvINxeACiGDp6RbH4fmBezPJxaXhn5+vhY+/47xMuPPp3cdO/4HVPH\nlp6ei7IXPnA93/D40//uk+Lujz3eefTe039079nVA0882L5735Yt86c+ecNXNnfCaudr++6Ri82t\nE4Pzo+d7R8cbuTeNhzefOv3YgTNqNM1rdx1+fO7+0xkGF8ajM6cP4LnKPhEmNt6546K4bfoVDsIi\nvDA1LY5s2o3zPC1zr3Sxuslks1t9fjxL8txtOS4NTo0sFmL7fEfUVnpKpls3L83Vdl08l++dK4qx\ntrXwelMnmswXk832eLyrGOjR1Ek5Wq8PkkajPdgxejGv13suCvOAG9jcHqvPzQ/7k5Z4tNfBhMid\nGjcDF9meWTKdYmBmTeZS284KN7Ek84aI+6BNnbbY1c1F3DMUZAMoE0vvGiP93Dc6M3a8fc6Pt63d\n0nW+OvA2LLyVHoEVgUh1LR3oej4IRsyyriPVm3wuEzYygCelAB4NQ+vjODNJnBVjyYrblsyYJM4o\nDAsOtIFSjkhyxQciGFQi6iHhHld8FxXX4arrIeEBxz5D6Aoo7yDLPgrLwueOXOHgM8cus+xyx77v\n4ApH3njN1kfsuALGCIBRgAnSdlNd9EnnPdJ5SkGWo55bmsh9GSUrJKQNSNoYwlVAXAcwOuwPgbKc\nhYXvxLnvJplPk8xlSdrLK1nHJZnnOGOMFl6GGavA+EA5JNJxIhg1ACO0YVoOA+yE7hgR9o0M+kaU\nsbNCxsbI0BYy8pmMuCtDYUVVWKFDR0p7oSJPImaIKoDq2uvnstcjsZXS9rVyfa1tqrXJtLbFsMPI\nBto6HRhfVX00dJuUslJJF5SRNB8I4SMS68CoSlSCrTeTY5EX0AMDNSigswJBnrMuCgQmh7a5COyf\nPv4n1wpJ1crY2AAgdBcWqhCCN+0aNavnu7FI4kBFARmTgaQU3juopEpAXt/94z+Pcw9+HqbbhqqI\nqkkFwvo4SJQDi4QWNPXBbcyOU/acsuWMnc9P/revjAAYJ6WcGsFFsN8OAKS0g3cko6Rjls7VAXBY\nn+rm3fkqQF6qxHJvWsHFyi5PbhK6Am9SBoQQciQSSuLYv3/wEAAsPzu/Lz1Wnpb1j6WbT/3OzGaA\nMLL1Q+Hy0a8AIJAf19nTH53Y8A7rIHwK4XISLsd6HM6ZsqR7GIUblnhDWk9laTeTsIS1ziUxdCyR\nF154ZYSXkKzXy7uJE4AjDAHDO9V3Izwb6ThXDvkl4LTW31QWhg/JIuiLAAAgAElEQVTBk7usv8ky\na4f1/qYhdCLlQNIxKc9iQ2G4EJ51OaGOFbHXxF4pRkB+HaiEQ6fT942+fRglN7qifAmi1MUytfQD\npW24FP++GSUMzFF26PwVLrl6Dg4dPK+gjGGtuQD7AO4G8Opwm80A/ibKc9/3jMHhrQDPs81m839s\ntVq/vfHGZrP5qwCevHKHdVXvso4B+Oi7fRBXdVVXdSXErJQrJzetdc8MJzcFgXHh+uQmI4aAJhTS\nh7J0z1RRumfKDgZg4i12dlXvgjyTW0Xt/DyPz8/y5GCRG7KD6kgBvQ2gCVzB3xt7zvPF9NV0pt8p\nVvIJdrwPwJ1vuaFwAzV1+jk1fboKZW4munwselD4zgef6j5/3dn8fWtgBwD6un7mmW0fX7UyXL/t\nur2nH9m7++zBtRPpL/v7Hs1R3m+6xQmfuTsAQFRXjxPhegAotBBA6QlITPvoIBideOGlfdd98NCT\n2W3ilXtb/ppvdOq19zfeN/nyygsLe/LD994T7H3+oS/eSw9ccz5/4UcfObx7c+cYPVd8JPvyzL07\n91136huf2vXl/W3U5v9i+0G7tH3r/nw5P9I5EsnswrX75irtk1+64Qh95e6V8c1LZu7ul75BN5x6\nuDZQI9nZ+RvdseqtVVZCb55azO/Y/jJ9eOSxcSuVPTmxfdAauwbzmBqzLGqmUxzP5hq9fGZ7ZE7a\nXTkweSLqmdPj86tiz4IRlY6XbPXm5YHcefE1bJ97kcZmnVSWq6mu91fiaTqfbEEn3E65qmgQy1pt\n4MYaHddsnOR6raejKK+KgKeKQA8WRxrZ/NbxYo7HzQqP2j7iwrCYdKnztmcy0ymsmTXODoxzhTfw\nXvV1Hs7GPS3qXdB0ByLug4JMQhoF4jAqvB3tOh5vL/J4e5YbHYctHaeSzMeB4ToxxhjCZbqSp7qW\n9fWIGQQjdlnXKFPTqpBR4oQeZdAUiEIpbT+OijyO06KSZEUjWfVb41mOolyFgQmVtnUpfAPAOBFE\nLnXaCxPb48R2UXVdrrguKuhzTCkqOkcQGaiqhxgDaISZnTd+xeeu7XPXc5kbuMwalzvvew6+8NoZ\nH7LzCXuugzGK8ptjAMyQtkOqaFOQ9wY6T1d0nlOQGarnTOM5SBVqCIYiCF8F+RpKMHTpMzszB4a7\nUcGdOPP9EhD5rCynTl2S9X2ce5EUXgYZh0HpHoqlR4UYdVo/nsvlQcaKoGtk2LciHBRlP1FeyMgU\nMnZGht7IkFIRUkfGylFdO6FqnmTIJCoMqqB0E33T8wsib5RyfaVsXyubam2zQNtcB8YE2litrdfa\n+kAbhCqnqupLqZyS0gVS+Nq/PXVyUoApW1mu/pP/+R7zmX+9CAbT/7DjpRvj6xReOXoKfzDCWHAS\nRe7AWuDj903zn//lSXQe+iN3856JbHaO5ezcuVACjIHl0U1j/V037Js/8uzLm/eKs88WQrNhLYpA\nCQsln3758R0AILVmoLceS931sU/R9g9+Qhz7L78zOvPYOQCEyrbN9Ymp23Dh4S+Kkb3XqqlD2w5M\nHfo/sfzai1U8aUFKIpmcRmP/+3y2tOAXX3pSAYAMZd6bfzUAEYlAZr25wwEAEU+PvoqjtB+CWIXh\nSjAWHl7vR3IsNkbb2CIAc8iMOrDeEXcFwAR7CJdB+IyEKzCESyScgbCGpHMop8O58rplks5DWAw7\nloYF3k5AeAHh5IbJcGtT4bQDh05xUChEeAs4eMXFzNKjKIETF8qhkOvAiY2ysHrN3TTscBrG6C65\nmyyzcsAQOl2K0zmmobNJiEsT6tbcTZoYmgBNfJm7SRH7QMAHG7rEvx3l9/zZ55bferXvW/UAtFDG\ntU+idBnfjxLc9AD841ar9d+GBcufB/DLKPt5PtBqtS4Oi5hfRfkamQDwRQCvveOP4grprQDP/wbg\ny8Mn5ymUmbZ7UJYRffwKH9tVvXs6+m4fwFVd1VW9uYh8obXtBOXkpkEYmCwIijwMjQuCwoWBgdYW\nWhulS/dMKKSPBHGViGsoPyRddc+8B1Sw6i2icXaWJ1fKkuPRcIB40kFsB2gngJ1X+hiY2ZvV/Eg6\n01/IF7OaN34/gFve7vZiZOElve1Ym5LO+4jWR56uSxvf++DT3Webp/ObNoIdBvjYxJ2PnBvZfzuI\n1h/nzTceeXjblvn19Vr+mqfP8pb7135uv7o8g9LaDTE6v+5WLfQlu/t09xSfHL8FWR5OL6+MPDw+\n1j70SfnV/Z91PzETjkc3jtww9kz7leWbi+O3PKA2n3j05LZjd/27n5jo/vyXl4/ffe7z985Vdj73\nCh/aefzkjuCWm44c/tTEV97fRu3i18YOroYHp++2AzfTaYUXiyMj7wO58Nz0mcWZ+0+Nkiwm957L\nX7rjlSfU/pOPbkt1bensyg2Dp87vH7Mi2Dwy0juxc8fF/sc2fX1cK7urh2TuaOOaheMjO+TqddO7\nGTRpesWpbK5+Pl9oiGJu914wtoJcfrK24s9snvOiuaQpSuvSe5paNv1dF8+bHbMnRXPR1bTlKUe6\naEeT6XKy2R6Pp8RA761aoadIMGrVwWKj0e5MNRbMdbXTYRTlk0L4nQBUt1bpLFTHMDc1wQs8Jtpo\nyBRhwqDE5X5guwWbbsGma2BnjfS5C9hxHWCZB+mgk/TS80m3oJ1dL+K+Jp0lUHYM4CnBjOrAL411\n7MpYu9Mbby8Xo10ntqy6KM79qHKYJKABAIUIl1NdWxzoemcQjKQDXXdLelQWKq4YEdY9yQkQDR3o\n7KKwmIvjbCWJs26lkmaNeNVviecoDIsw0KYipR8l4om1mJJjUQwQLfdUstqLKv0uKunQHYQBxypD\nEhZQVQc5yqAxgIJyT5z5wq26wnV85vrD6FjhMgefOfIdr731kXdchec6ysdz+Ym5NB1SRYd03qMg\nHxQ6z/pBZknnTLUcNGYkpAmHYKgC8nUAI2/mtiDPNiy4E+e+l+S+l6Q+SzJfJJk3ZbwsQ5wPKCxY\nxYYDnfHIm8XLvpkcyYERYc/KoG9klBYizIyMikJG1sjIFzLyRoZkRSAGIlBdEQaOVJVJxp4oAagG\noHIpdlZqbukEspywffpWzC0ew2f+9ZPaOqAaj7onnnr/bOvUN9RTLz8//jM/8rOvffZPf/dGACAi\n/urD54pGvZqnWR689tqMBjOxc7j2mvH+7Hw3XpldqPeWluoHb9vGPyQfP7Rxn+1ujj/PUozUQuzY\nEqvjLz5eB8rs0Pkv/aFQh7/MC2dXiQjYtm0smzv2QjA4+bKHc/L+26df2yVeXv79f/V7N0gdusnt\nW7Fw6vRYOn8RKLL09l/6laMPv/jELSDCLX//H55/8jc+vYeEwL6/+Xf55d/+p4KkRPvUM9erOIHN\nM5q89bbxsVs2XXZ8byVmduw4LS++YMfZMKZo2HrDlq233nFZus3eembHKKe38XCME0v2LMt+JNbM\nFIAphEXIZZfJOAD9nXGGb+/RgHwG6XISLoMYOpakMxDOQjhD0rqhe8kP3UsM4fzapLiywHt9MpwA\nebWxwLuMYLIG8doXWcPpcEROInSSwrc9gedKitkrh1wO43TaYi1WZ7Vjoyxb5dgpC6fteqzOr/U3\nKcuL97z1Xr5flQ+XGcrBQLcD+KlWq1U0m83Xr1sDcCOAueF2h5vN5ksof7e/AeDXUP793gXg01f+\n0N8ZEfNbvxyH07RuQJlve7nVan39Sh/YVb17+synv/BDAL76bh/HVV3Ve0/Mw26EbhCYfjlau8iD\nshzYrU9uCoxQyimlbCCFj4T0ibi8e+aq/hqpy8nsPI/PzPJEd4HH0UatliHYzBDT78bxmF5xKr3Y\nP5cvpIHL3D58m2PeKUhn1LZjLTk2s5MEv+mkLWW4/8Cz3WeuP5kdoNdFwge6dv6ZbR9fMDLaAJKY\n77r9pa9PjLfXT346XLnwn90nEoAaAGBTe3Hx8ZlJDKeAhjc89qiodO8FgOtPpE/90JPdOwEgU8ns\nY7t+ehoAojCf/eChJxtECE/5rc9/xd93M0Cif7b7ePfY6t0AhBidez649vndRBh54Onu1286lt7t\nSbqXpz/w5FKy9d6kks3ecevhc9VK+v5Vrp77mrvnzCIad3vLae9E+/nBhd41YGynuHNS72idE/Wl\nA8pz5cDx9PlbXxvI2sDfkqtk6ezoDUdna3vqRoQ36sB2tm+dfW371llUKun1RBhd4MbxI373hdO8\nLekj3g9Q1ab2QjY3OJPPp870im3gobVdZwtydOGUHJ1PRXW1DmWulczh1JI5setisbB9tuDxtpvQ\nlvcACAa6fm4lnr64kmzJO+F4mKtkC0NsJwFXrfbPjI22F8Yanbxe7+l4CH6IEFgW2QpGzs3x+NI8\nT2SLPKp6qIwW0FsBanjj27ZXXDRds2K6hbE9I13m6mz9JgBTIG8pTGcp7i6KpNsTSddT1Fek8zqk\nnQQwRQRShvujPTs31nYr4207GOs4P9J1qpK6Smi4ITym16CEJ5FnqjI/0PWVQTDS6+sRk+oaMlUJ\njIwqTugxBm0C0TpgUcp24ihfSuK0kyRZP0lSk8QZR1Guw8BESrm6EH4MwBjRpd6QnHW7h2S57A6q\nDLpcHU4WiylFFOQIYgNVX3MHbfw799Z3fe5WXO66PneDIRCyPndwhZPe+ICtj9lxdegSGsWbdZZI\n0y3BUNGFzgcUZDkFuSWdedIFSBcK0ugySuYTkB/BNwFD68/HG+JlPktSn1cyvx4viwovh9PLXh8v\nq7+dMl8GvBVBb+goGhgZpn9y4djE0/NnppSQnkj63OWBZ6Z7933kSHPn3e3DZ5/ZvDpYiWeXToy0\ne3MBACTRCJy3ECRgbI44GkGWd6FViMJkOHDth3H87BPI8i4+fujTqFcbuVK2p5QdaG3Tp178av2Z\nw09Mj4+OdbM8DbI81857AQBSCj89We/PzLer3jNtnqqlK6tp6JlJS8K//ec/4okg/8VvP4GPf2AP\n/tlvPgEGQyuJTeMJZhf7sNZDCMKtB6bw3OE5CCLcuH8Sh4+U/Hl8LLFBqO3Z8yvR//Krnzza2Dzd\nLxAUObTdMGGNC2gqWMNASwMlHaSykIGHCIZF2TGDYpRF2d9zV88GkLRWtJ2z87m3bNh5w9ZbX05t\n8+yGIMkOi7Ydi3WYtF60zZq5dCS9bmLbuzPFmcqpcBvjcKVjyRlIa0k6C7HuWPIknYe0gHBMwhHk\numOJQE5CeEnkFQSvwSUNcFguS6iEsmdJvMWRfad68I9+5rc+fIX+7SumZrP5KQB/jBLsEMrn6jyA\nWQAGwL0AllC6cf4SpbPnRpRxrHsAZK1Wq9ZsNk+j7PLZhzLG9XKr1fp77+RjuZJ6W+VcrVbrQQAP\nXuFjuarvH1118FzVVb2JiLwp3TOXTW7Kw6CwQWhcEBgE2kBrq5SySkkXCeEjIbgydM/UiFDDt+43\nu6q/hnIsiuXyRHhhjifyRW6oHioNA7UdoGkA7wrMAQCX2dl0dnAimxtgWIz8bY9AB7lcbjr3nN58\nSkPntxJh85utpiyn9z/XferA8ez6jY6dNR0fv+2RM6MHbgHRtvV/mtje9/5nn6zVBuvrOybzx+6j\nq8OCaABA57XlYwC2rG8X99ePodCXIiWRHUwLb495oa7N8nB6ZbX+8Fijc+gaceGW7Tzz0Dne8kBl\nR+2gL9zX+2e69/vVqVvyVw6eCG/4RvehO2r3t3aFr/3kg6vJ+2a+9kA7nGw9v/WH3cOP3vH+ifGV\nl2+9+VX6lP7KvatcPfcgDp4WzbH3164bFemF/hPdE1QpWnccAvlCbjr77Au7T4YvXJfcEhd+9bZX\nB8cOnHimce3i0weMjJbOjex/7Xx6bXzy1LabQRCTE8sv7tpxcfXg2PNb71PP7nVM5jxvfulIsnvl\nwq6psWJX7XqApMvdQr4wOJHOpYVdiqfcwvbbAQiAPVU6J86Ozi1c2LsIurG3BeR3S2a3adke3XUx\nn98xe5KvWzw2EVjeQ0BkSXfb0eSZlWTz8srCFF3Qu8esCHaBqEbEtlrpn2o0OnNjjXa+q35B749O\nbhXS71iLWaQcLi2IxsX5cKI9PzbmVngkHGB0zYEWsPMD27cXTLdYMZ0itV0j7IKteuM3gbEFgAS5\nnKLBRRH3ltOk058b7XqaGoQU5HUIN0U0jCMyc5L5xUbXzY+1bXd81eaNzjzX+7PBVM9PaMuTBEyu\nlboywEZGi6mqLQ2CeqevR7JBUHcDVZUraiy2IpgcuoEal/2ZkzdRWCzGcbaSJFmvkqR5Eqe+Hvdo\nMlyOtLLjUvpREjzx+rjJ0B201EPS7nGl3w0qWVdXbLdaGbqDgrBAMuYgGxvdQWsaRsdWfe5WXe76\nfm3qWO68zx184ZTv+9B3eGQYHWugnCDz5hK2R7pok867KDuGMtK5pSB3TudUqEJ2ExNQzUYQvjF0\nDI2+ZT/Lt4yXeZdk3se5F1HhZVBYHVgTxbYXVwtM9HoLUyFB1iXJv7d1Gz5z6gQIwM+5s/viMxdw\nD4B/ePEo9oYRTiqFrnX4hUbdfm11mQ/Ux3pnsoFoW0Mz3lSmg9GVs0WvMXv+qc6Bqevmj8y1tm5S\n8iVXpNoZFWYUxClFyenzM5MAsG/Xx2rPH/lzOJ+BSOBTP/TrOHn+GWG9qc3M/QUEMQ7s+Vvxi0e+\niOX2BYyP7cMXv3q/FMJlu7fsHXz2v3w+DsOKtragG649MPexQ4fO/N+/9//das0g/NVf+tRj/89n\nv3A7M4Jf/oV7X/4Pf/LkPs+sfvYTB2a+9FdHNy0u9cMkVHzbFrOX6Nx3fcLvmExZlK2HXUc6Kzgo\ncmhT9h0FLufAF9A+R0AFNAwrMtDKQkoLqYYT1tbgUUKEmBQlUKJ6hYZxAQDYs2U/BEnWZ+w498OJ\nbWy9YXcJJHnLnp1fcyNhPdpWupE2gKThxDZeBysJXn+OzDKEkyGcXk9EXXnHEta64rKyW8lnKKFS\nQdKaN3EsuaFjiYdAiSEsQXjaEIdTRCzYi2fficO/QvKtVmsUAJrN5i+jLFY+0Gq10maz2UFZsPzz\nw/v/EMBzKF3rO3HpM4BGGd3KUPbwXCmQ9q7obTl4ruqvlz7z6S8QyhKqN5TtXdVV/SBLSdvTeuie\n0WYQhCYPg6IIA+OCYH1yE2ltdVkS6UIhfCLEunvm6mviqr4rZRyszPPY+TmebM9h3K1wPUkRbfIQ\n277VBJl3Ut74dlmM3M9Np9gGLkeSfycS1eXX1PajC6K6eiMRGt9sPek4u++53lM3Hkv3iTcpYU5V\n9eIz2z4+U6j4sqmuUrjBofuefiWOijs23v5598GvX+Sp9WiWL9zK/CMXNda6R4TtRbd9LVn7dnTn\nxfzlH3+ofePa+s9t+eGHV5IthwAgirKZD97/1BgRQsei+F33kyct1D4AWD289FA2N3gAAKCzheim\nR+ZJuhu08d2f+crKS+Mddw+DXGvyrkcv1Ju3g6hyzc7z39h33antQvC2NlfPf80dPLWAsbsB0sVK\n9mr7yMqqG9g7ASiK+mf19tZJMTq/nwhTI117/u6X+yf2ns23KY89RgSr50f2vXKhfp3OVeVmEIVJ\nkp7fuf3iyS3TC0kYFgeIEOWs2yd5x5GWvyafx9h2D3kNUP6u88X0aDo3GJh2PsaW92HtG3JpOqK+\ndFw25rqithJTkF1DhEnybKeW7YmdF/P5HbOGx9t2LDC8h4CYAR66fWZW4s1pJ5qIc5VMM8SOMm7D\nrlYdnG2MtufGGu18pN7TcZxPDB0/pcOGyXVQvTDPY/NzPDFY5DG0Ua3lG1xr7Nm4gb1oesWC6RQD\n2zNsBzb2xo3DYxvWIkTC9inqz4qktyySTkpxjykchKSLEQi3meiS+0w4Lup9NzvWcSvjq7Y31rZ2\ntOdEdeDjKPcN6bGJXgfnHcm0dAONrA6Cem+gR8xA1ygv3UBVJ9SaG+gN0ENrsxpH+VKSpJ0kzgaV\nJLVxnCGKCh0EJlbS1kUJgkZevy0A5Kw7fSRL3UvuINNDxfU4Fm/lDlrThuhY22Wu7zObudxZlzn2\nhSNfeO1Ll1BlGB0bw1s5KC6BoV7pGMpz0llBQc6kc5AqJNS6Y6iyoWPoLV0lh//ZI4D3cIVHMhqZ\nwXKq42qQ/dSP3frC8ZcvjqWdTJ+ZW51YTosaAQiFcLGUrmetkiCaDgIsGkPjSmHGFNifVHA+z1Gw\nx521EfzC9JY37PPvtl6FB+PQ6IR5ZdDDTJ5qAJBEPBnXe50iCwY2DxVJK4RkIRTnJv3/2XvvOLnO\nwlz4eU8/Z3rZri0q1srqkm01F9lAqPFnCAFCCfkIgZsQICEESHIpwV/4Ugik35CEFEInuXCJQwu2\ncZEtuahYVpvVqm+b2Z3Zqae+5f5xZla7q1WxLclA9vn99LP3zJmZ90w5c97nfYp616Y3H1/StTb4\n4ZP/snTlwA73sf1fTTFOCSBgGQnEIm3IF4chBEcy1gnbrSCgHqJWBp5fhx+4uG3TW7H/6Hdgu2UM\nLr0NN625B7LEbEWhDUVlTphhFLiaSv0ww4gyTQ24qlLRbEkjisLkZkOaKktcJxI3JSKaSh5Er7ZC\nJBCyE0BpBOeJI8+D6nvQAh8a9c43rPFmwxrChjVFoVAUBlll54mjVsOaBZDrmr8juKCCCVsw7oaq\nJOFxyn0RWttCPRIVTDDOOeV8lhqpqUjikuBCFkwogkOFEKoI1UjaLEWShWvJhl0aH7nvM/f8yYv0\n3M8LzYr0Vm5OGSEpU0W4ALYXYSNnG8LA5L8B8HkAX0Ro4TIA2M379AEYbf5/HmGr1p5cLvcb1+1g\nrjEWCZ5FLIh7P3jfQYSStkUs4scChAiqKkF1prlJ91vV2jQkaGY1N6lUUUJyZr565sdiAr2In24I\nAV5BbLQgMvkJkW1MirRURTThQetuhhz/WEEw4XpF54gz1qj5Za9NMDGIF3LRqXhTas/wYTk72k1k\nfslWLpkJ79YD9T0bhpxBSSysUjqZ3rjrVGrDehAyJzdKVYPyXbc/eU5V2ZzfqkP8hj27+M3bZm+b\nQ8QAkJL5Z/SV+ze0/u6a9I+98YflVa2/J6JL9x7u3DlDJm3fcuCRdKp6BwBMieSJf2ev7EZod0Bp\nX+Fhf9oL1UOEOfq6Xc9IhrMNALY823hs27ONjQSI2GpsZG/PqyZ8xbpZkpi7dvXwE0u685sIQXw+\n0UMdOlY9Nj3kl9xNABIAp3Lb6F61Z1iC6t1ECKSuSf/YtoON/JJ8sEoCOihRa2OJG54dSaySHCW2\nHoRYssTsrq7JQ/1Lxr1EoraipZyqisjYkFh6cpj3kTLiKwHSBgCCcdsrukNu3q54015CBHwQsxZ7\niNE4JycL56RkgUpWLQOZ3kAINMIFbZumpwbG/HzfhM+yZZrWArGCNO9LiVKvGG2npq3uctnoEA0t\nkWqpfcJHFiwatc+lktV8JlVx4/G6Yppumyzxvtm21EAojSKSIwWRKeZFxi+JpFaHlWwq3WJAWKfN\nXDZB60E+qPp1WvMptanBPZYUXHRjdv6YHFRCAqhWkayaQ8waIbpjEMVPQeJdhMwNI9Z9Xk3WWD5d\noeVMhTmpChWJOlMjLo9qgUgTgU4yb+VfAMKXzalmNlDN1hKurca5o0YVXzZNKmkJTuQ2kIVJGEli\nrqH7RdN0pyOW07As17MsV5iGK+laYKgqjcgySwPIXqw2+wJ1ECJuTURoDbPVQWrkYuqg2eABr3Kf\nlS9hHVMF5dZlrWMXHChtENWvQPHrRHMbTWIoIKrHieqjduZM6ux/PLUmsaqjDAi1eqwQ4wEnfT+/\nBqn1HSjtH8f4D09g4K3rMPx3eyFpEjgTUCwVWspEpDcOv+KhdrwI1VCopitUU2S/OtmwCCBef/uN\n+3s13TE9AcPjku4L1ba9yEePHFu3PhK1z3qu0aFqJOfYpF3VICCQUlScc124guPepSvwx2dPQQgB\nAeCvV64GAHz67CnokoQapTjtOpCJhJSm04ii+acaFcuQVfq+ja95+tN7v73VVA3/9Rtfv/9LT395\nq6lFPEtP+ExwuVzPWz97+2+Ox2NdOoD4QoTh84MQssztZuC1HbakUU9Tg0BVaaCqAdM0ylU1EKpC\niaowSVaorMhckWWmSRLXJUkYzYa0CIDIbIvi1QQXhIXE0fmGNV+oLfKIhuSRxkPyaMayRigUOSSP\nZIVBVjkkg4PoApLRzA+KAORFU28ILoJmPpLTJJE8wYQf2tpEwClngnImqOCczRBJQjAhCSqI4Fxu\nqpJmE0mzFUktImn+Mb72vs/c8+3rf8TPH02C53sAVgJ4FCGZswwh2dMP4O8BvBzAP+RyuU8MDg7+\nKYDB5j4fQEj2NAA81NxPB/DLCImfd7ZUPz8NWCR4FrEg7v3gff8G4Odf7HEs4qcHskwbzXBguxkO\n7GlhexNrtjeFzU1qq2L1AvWM9WIfwyIWMRuBkO0iUufyIlvMi0xQDCebWQa5FyA/tllJQgjmT3vH\nnPHGlF90481g5Bc4Xk7l7Ng+peeEIJqz+XI2DYkJf8fBxhObjtkrJLGwXctVIuNPLXnNqK9YN8+/\nzTDc8Ttve7ohy3zF7O3TInbm6+w1KeA8GSQYd/IPjTYwqz1MHTj0kNI+cmfr78w0PfW275VmbGeM\nyM5Dy95GQML30TTc8buaKh4AeJxteuSgWHUHEBIKxSfyj9NG0MysFFwbfOpROVHaCQCZMj31ph+U\nfJVhEADOJNc8Ppy5+QYQ0qZr/uRNmw4fSyZqOwiBXBHRkQfYjlOFJtHDKa/XT1b22iP1AYgwNJto\n9pjSOzQkp/MrCRHdEIKvOOcd2HLIdrJlup4AMUZkezy24uC55I3MVhPrWuRYMlEdGugbG2tvK2YV\nha0mBJIQEJNIDx/jy8ZOi56IDXM1wlVzCC4Cf9o75ubtkldyLe6xlcAsRQlhnhQrD8up/JQUL6pE\nt3uJJMIKaS5Y2zQ92T/u5/vHfZYp07QeKn3Cx76s2id897n20EIAACAASURBVKIReySVrE6k0xU3\nEa8rpuFmZZn3z88jqwuzMCVSY3mRrRWQ4WURM2ep42aID+azKVoLJoKaX6E1n9JGoDCPJQQVnZjf\nMKf4Jcms54lZK0tWzSdmnUi6Y0EJUiC8+wJVpxA8ZvNCqkqn0hVWzVRokKoyEmsww/R4XGFoJ6EK\n5gJQojRcJTLpaIlyQ403bC0ROGqMuEpEDyQ9xiQlDZC2izdUCaFpQck0vJJlOTXLaqqCDFcyDF/R\n1CCiKCzeDI2+pE34CtRBVgAldil10PlRCcZ9Ps19VrmodSzgumAiMqt17ALr2FTuByif3g3BAuiJ\nbgSNIjgL0L/zPY6eTJSh+tXisYcjpaNPdxBFZsx1teTq/hHaaFjedM2idc+QdYVHliYDZ7RqUCcg\nHXcMAACqx4tY8Y7NF4w9/9ApTPzoFBJr22GfrSCoeoAAJEUSmqnS/hvaCyefHW0PAq4mLK1hKYpf\ntr1IRtfs3x68YUilQmcBjZys28m/Hjmb1QjBS1MZvK6tAx85kcNUEKBb09Cjm9hbq6BN1TBgmthX\nq6Jb0yGEQD4IIBPgr5qEEQAwIrtU0uqBpNUD2XACWXd92fAD2QjCAGuDB5JOqKxJVNIUKqkqJ7LO\niWxyIlkAiQKIglxtYkMIWWYNVWENRaW2qlBXUwNP1ajfJI24qgZcO68wkhSFybLMVFnimiRxTZKE\n2SKMCLmEhfAqggrJDUK7mh1A8TyheT5Uz2va1XyhUS+0q8GHKnyhSgFa5JGsspA80s6TR8RESBz9\n2FwHCC78JokUEkk+e9kX3rpj+MUe13PBRQieTgA1ACsQKnZmEzy/g7AUKguANvf5AMJsnm8hzOd5\nBUJl5jtyudxbr+fxXEssEjyLWBD3fvC+TwH4vRd7HIv4cYFgTXKmpmlBM3vGd3U9oOebmwKoKpVV\nhSmywgxZYvo89cwVZX4tYhE/bqgLszAp0mMToq1WEGlRQTziQO8UIN0AuSarlVcbQc0/4Yw3RtxJ\nx+QuGwQWtn08VxCrMqz2Do1K8eJqQtB22f25oNuebey++Yi9VBJYcrH9TqXWP3YyvWntQqqGWLRx\n6rbtezVJQs/s7VRI7r+w159u2adaqA5NP2Kfq98xe5u+/pHdkmFvb/0dr7PRd/xHcc7jPTrwpn2+\nYs7M+mareADgi/SepxqwbgFCOf/k4+P7uMdmKuGV3mOPKJ2nbyUEssyE97oHy0/0TAZ3AIAv6dP7\ne15+uK5nbgOAeKw2fMvmw2XD8G8GgJDo2X6ygMw2gGhCCO6MNZ6uDVcMQfn68BkElzPj+5Se45To\nzs2EQFGocNYOOwc2H7PlqM03EUDlRPLy0aUHzyZXe3UtvaaVG6Np/lRvz0RuSU9eiljO6pYViAnJ\nPye6jh4Ty6ZHRUdbAGVVyz4ohOBBxT/u5u28V3Q05rAVmE+KqN6knJg8JadaAc7+ihahQLhg2TI9\nNTDmT/RN+Cw7TVNN0mdmInd5tU947JGIM5JOVibSqYqTCBU/mSbxM4d0YYIEZcRHCiIzWRAZZ0qk\nWoq6rpZyqQVOeZXWg7Gg5k/Tmu8H9UBiLouJgLcjzGmY+31X3UnJbBQkq1ohVs2XjIZMdMeCHGRB\nRNdCtiOFCjtRY/l0lZYyFeqkK4wl6kyO2nMCoRecGAqAe7I16aixoq3Fa7aa8Gw1zl01qniyaTFJ\nS3Aitc1Xu82HLDHbML0py3DLluXYTVUQTMOTdM03FYVGZZmnEVbJX1LNxwQJbJjFBqxybZY6qA5L\nNISlNtVBUQY5IUAyVxLw27SOTTOPVUNSiLrHvv7pQac0HtNjbQ3mNjS/PhWRVJMufcnvTNcnnk0T\nSZXLZ/bAnT4DIkkQLIAW6wRnAVID2+GUR+GWQoWNme6DXTwlIJhQDCtQY3G775WvyRHVDYjmMaJ6\nhKi+fPxfHtzgFqrRtlsHSmpMVce+dzwOAli9CdCaBzWmozFWhawpMLIWnHwdIASZzV3ofuUNOPWV\ng+h+5Qqc+fcjcMdrEALQIho3E4bvTjuy1/DV196z4akffP/wes+n2hvWLzvwnSNnV7uUqXd3dZx5\nqDDVU6VU3RyNub+6pF+6XHvZc4EABJPUJkmk24Gk282mMz+QDdpsOkMg6aCyJlNJUxhRdC6FRJGA\nFAEQAyHX0LouuKKwelNh5M5XGGlawELSiBJVoViAMDKaCqMIAOt6LxRyQTiF3PChOgFUx4fqekL1\nw5DsFnnUsqyps8kjiUJWKBSVQVJD8ogYIvzXIo9eyDW1CyD6D6/ezK7SoV4XDA4O3oaQ2GEIlTgG\ngHcitGMdBbChedsphEHMf4owjFlCeO6uIwxk/jiALyMMXn4AwHcADOZyud++jodzTbFI8CxiQdz7\nwfveDuALL/Y4FnF1IMvMVhVabTY32Zrme/r55ibWam5SFSorSks9IyxJ4hZC9cx1WUVZxCJeLHBB\n6PT5kGNnSqSUWtj2s+RyK9Q/jmAOHXcmGifcvE1ogy7H1QxploOK0n3iGaX9XJbIbPXl7xBO7Lcc\ntnffcqjRLwv0Xmw/TzYLTy15zWlPjW5Z6PZ0qnxk2y0HOwiZ26wFAN+kL3+0gMzts7cJLmj+oZEJ\nzCOTjFt+MEqImCF0TJcX3/3NqTmPebRt+8NjicGZ4OamiifTmrQ3hDH5RfZa0rLdCSbcwq6xnKB8\nxvolZ0eeVJceWtM6h64ddp54yZO1QdJsHitE+vYf6tyZFkTuB4DuzsLT69cOJeSmta0qIqP3sx0n\nC8hsbU2M/bJ3tHK0NM1segtaeSiqW1CXDB2VM+MDRBL9AGC4vHTzUfvQmmEnZQRiHQBwEDoZ7X/m\nbHJNo6pnbwQJCQ5CBG3PFg/1941V0qlKryyLmdwlT6iVYdF/dIgP+JNI93HIA7Nfp6Dmn3Lz9og3\n5ci0QQcwK8i69S4Qq3pSThXG5cQkiFXvBOHLZ7I/hOBt0/RU/7g/0Tfh07ZpmtR9sZzgvD2qqfYZ\nKZudYyWzy60a2Zkmr7lV2iHxk0pWm8RPTbFC4qdvocmdJ9TKlEiNFpCZLogMLYmE1oCVpqEKb87+\nggmX2sFoUPNLtBbYQc0nzKEWD3hbM/R5nmpNcKK5BWLWC5JVrRGrRiWjIRPNjUKhWUB0XYw8MR0+\nlarRqXSFVTIV6qWqVMQbXLNcHlepyBKBNnKJUFBKlLqrRidtNV62tYTdUBPUUWPEUyw9kPUYIzNq\noMtYMQXTdX9GFRSxHNeyXGoZrqQbvqqqNKrILE6IaLvSyXNTHVSqC6tanVEHWbwuLDJPHZQCyExG\n0u6Pvhucc0BwrP+1/4kDf/n7sDp6cNOH/ggAMPrIfzkTex6U3elJidOAKEY06N72+tzZh7+0GoJL\nWiTjEFkXPHC1wC5q0Y41RE/0wK8VoJgJZAdffsFYj3/vowCRoBpxKJE22PnDAAhUK8EGXvUrp/L7\nvpuonjrSRhSFmh2Zsp6O2OWjp3t679k0lFyd9SExq3I8nzn3raNpSZagRFR0vWw54oNZPPP7D0JS\nZWgpE0HZBVEkyBEVtOpBMIGlb1uPM/92GNxn6H7FCmRu7oHMhGd4vGJ6vG66wrZc7kZc5lthQDW3\nPEGa9jJFC7ihMBjN9rI4rrC97LmCgwTNprMGlXTblw03kHXPlw3aJIpEIOuCSrpEZU2mRNWYJGuc\nKKYgkilCNVHs4sq0qwnBmk2mtqJSW1Opq6qBryrU17SAquczjBAqjJikyEyRwwyj0JJGZhRG0Rez\n1ZQJyWva1ZzmP88XWuCdb1hjPjTmQRX++aBsKYAiC0ijf/rqnW98scb+fNEkeP4LwJFcLnfz4ODg\n2xAGLJcBLEeYz1MH8NFcLvefg4OD3wTQncvltg0ODr4HwJ8hVOx8EqFV1wRwH0LVzwdzudz91/2g\nrhEWCZ5FLIh7P3jfNgC7X+xxLAJoqmdqalM9o2vB7OwZqmk+NI1CVYNQPSMzXZZZK3smipCgWVTP\nLGIRaE3o0iMTyJbzIhOURMKyYbY1bRwvTv3qVQAPWNnNO8eciYYfVP3emTrsqwbB5fTEfqVn2CNG\nY/OVXtgSLtjNR+w9Ww81lsg8tBhdDE3r0o3zm4la6OyY3Ld5w9GV83NRAGA/v/GxJ/jGW+dvb5yp\nPlYbrszdrnhT5uYfzVGdKIFo/Pq/Tc4hsit69vjTvT87J0Nox5YDj6RmqXiO8aVPPsS3zZBRPOCV\nyV1jE4KLwdY2KTp9VLvxiTQh6ABCtdCbv1cqGoFYD4R2i2c779xTtJbcFk5yBBu84fTjy5eeW9VS\nRVVFZOwBtuNEfhbRw1w6Xj02PeQV3Q2YqaoXQkrlD6hLhhxi2De3yKhklZ7d+mzj5IpzXp/Cw9Bs\nAfApq/fg2dSaStloXwkizVjlIhH7TH/v2OnuzsmYpgVrZytRKiI6MsSXnj4h+qQyYivn50pROxh1\nC85pt2BzWg+WLPhZlGhNShRPyKl8WYqVrFaA88ztQvBsmZ3uH/fG+8ZD0sfwxbL5IcdNtc/paau7\nVDY60NASSSppS+eqfQBA8IjljKaS1fF0quIkEnU5JH5Y30ILGEJA1BAZnxTpibzI1idFSlQQj7rQ\n2zlIz/zMDiEEC0OfgwKt+nZQ9zm1qcl9ngIXPcBC5EerAr7eqoCnxGioRHNjkGk7gPaLBeBKXATx\nOsunqqyYqdB6ukKDZI3JMZubhs8TMkMHmZ01tAAECPMUq2CrsVIzG8iz1bhwlajqy4ZFZS0pILWB\nkAu+bwtBkWnNML2iZboVy3LsiOn6luXCMDxZ03xTDavkUwhVQVekfGypg/YeLfn//I8P9ixfe0PB\nowRnjx5vZ0Egr3nD20907HhZcPaR+7vGdj8YX/Puj5Cn7n0fAECLJ0EkGVoqg8TASrjlEqaPHoAa\nS0C1olAiEVE9dRwA+Oq3/96QHm2rMJcFLeuYVy5ax++795Zo17qy4Ez3ahM6tUuSaoU8sGLE4VbH\nIKiP/p2/hXOP/23zhRVY8cpPAgDO7fl7SLIG5jXgVs6BSLJQrFigGKbnTI3FJFUNbvil1z6R+/y/\n3aqYmr/sF7cdGfqHRzaqUY0qCV34U7YmuMDKX70FeuaFi0/UgNdMT9RMjzcsl9uWwz3L5YHlchpx\nOQyXE8MXku5zTaVCV5gwZY4oEYjN/+5dbTAiOy2iKJB0x5cNL5CNFlHEmkQRoVJoO2OSonKiGJxI\nJidSBCARhLaz66aqJURQWaYNVWGNUF0UuE2Fka9qlDbJIq4qLcKIyqHCKAy8liSuk7mE0fUKkv7H\nm17+6V+5Ts911TCL4GEIQ5XbENq13pPL5f5hcHBwGHMJnu8D+GQul9s9ODi4BMBZAC9B2Kq1BaFN\nqwhgNJfLXXD98JOMRYJnEQvi3g/elwAwjSsJxlvEJSFLzFFVWlWbzU26HnhNBQ1r5s8QTaVEUams\nKFRTZK5LEreIxCMktDZd0cXVIhaxiBBCQFQRHSuI9ERetDUmRZqELTx6twC5oKHpJxGCccedco84\n4416UPbam8HIVz0okhj1M2rv0CkpORnmvVzxAAXffMzes/2ZRpfCL002ebIx+fSS15xw1di2i+0z\n0De6e/WqEzctZHlphh53Ni/w52DiRyM5zCJbAEDOjD6lLX92TusWhOC/8dXJC16/B5b/UgHk/GfG\nNNyxu+54Mjt7HN+iP/NIHtkZ0od5bHLysbEGBAZa24hmj+nrdzWIFCpzCBfs1bsqjy4f8e9oKTEq\nenZof8/LAyZpa4Bwwrxx/bF97W2lrS1CLSR6tg/nkd3WIno45Y1mTk/f7OeE4hXVJcOH5OxoL5H4\njCKnu+Af3fZso9CTD25sNZYJQEybXYfPpNYWp82uZYJIMyorWab1nq7C4b4lE348Xl/ZIqrClw0i\nj8zQMb584qzojtowVrfCp2e/Hm7BPuEWbD+oBp3gYgUW+KwSvTEqJSfPyqmCL1nVVoDz+QmPECJT\nYaf7x7yx/pD0STRJnzlEhgCEo8ZGps2u8ZLZZdeMrOEqVtfcbJ/zD2pZzmgqWRvPpMp2k/hJyzLr\nv5hylQrJnUZipCAyU3mRdYsiqdYQiTfVfheQk0IIwT2WD+pBnlb9WlALKLUDnXssIZjowcXskoT7\nRLfHJas2RayaLZk1RgxbI6oXh0w7LmeJ1FqB0FVazpSZm65Snqgz1XJ4RAtERhLoIJdrxAJAJbXq\nKNFJW41XbC1h21qCOUqMeIplNNVAGQDZK81zIURQXfcmLdMtW6ZbsyzHsyyXWYYn6bqvqWoQlWWe\nbGYFGQDwsT99BOfGqgCAj/3Grfjzzz+FhhPgUx/eia72KB587Awe2nMW+SlbZLMxr+5QwTgRtUpD\nM+NxlxMC3/HUeN8yuzh0OBnrXcYy629WwIHS0QPY8OsfvWCchz7/aZSO7Meqt78PZ77373AKYwAA\nPZllaiThG9nuytQzuzoAkEjniqnYkvVThYPfX6ZFMl7f7e+bABeJev5YeuLA1xQ93gW/XkCibwuy\ng6/AqQf/CIE9DTXWDiPWidr4s1DNNIzkEtTGnkHnpregfPoxcOaDuhVxw89+uADFrxLNs4nqukTz\ngmZlPSGKL0HxVSJTHRKLQBIxQCSuth2JcMF0X1RNn9ea9fau5XIv4vDAcjk3XQ7TE8TwuaIFQlOp\n0GUmIhJHlITqoWuudhEAp5Jao5LeCGS9Eci660uG18wmokFoOxOBrEshUaSqjCgalxSDE8kSkCyE\nIdbXtbGrBUJ4MKMwUqijqtTVVOqFDWkzCqNmfhGDqlBZDhd2m5a0MPCahC1p0Us0073nppd/+m+v\n57G9UDTzdw4jJMvLCMPsHYTnzz0Iw5RTAMYB/BOAPwRwCKFqbRQhkbMJwG8A+F2E89tBAGMAfj6X\nyx29fkdz7bFI8Cziolhs0gIAwUP1DK1pamDrmu9oWuDquk81LaB6q7kpJGcURWa6HBI0s9UzP7Gq\ngEUs4scZVEhuCclzeZGdmhBZvyiSah2RNIXcN99e8ZOOZjDyUWesMeWV3KQIg5GvzUWoROtK5+kD\nSueZGFGCDZe/w9yBbsw5e249UG9XOJZfbvdziRt3D2W3rAQhF1iuWrhx5clHlg6M3LaQmiEQsv0v\n7PXjDPIFz+VMNJ6uHC5dENCsrdj/kJzO3zl/+/u/UvDmZ1zs6b3nsYaemrOyt2Pr/kdTydqMFYwK\n2fnncAwzJAq1g5Gp3RMyMCtAWg6qxvpHjxPVn2nnWn7O3f/qR6vdEkLSRAB8KLv10ZHEqptaygnL\ndEZu2XzobDTq7GjdbxbRs7VVHyyE4M544+nacEUTAd84e8xSYvKg2purErN+UyujhnDBVpzzntly\nuGFnymzjbEtU2Wg/eia5Nl+M9PQLIs8i6IRIJavHBvpGC+1t022yzG6crcZgQvLOiO6jObGsPCba\n25v5PXPeNx7wijvpDLlhNXu2SU5eqDIl3Jei08NyqjAlJabkZoBz35x9hBDpCjs9MO6P9417Qfs0\nTRjehaQPEKp9qkbb6dJl1T7hA1umO5ZKVsfS6YqdjNdk03LTSqj4ueiiiyP00pRIjeaRrRREmk6L\nhGHDbGOhQnDB7yv32XTQCMZp1S8HtSCgjUBmLk0IKjrQJOAWBGEOMRtjklmbDgmgumgSQElIrIOQ\nhcOcZx0ij9q8kKqxqXSF1jJl6qdqjMQaTDc9kVCpaCO40Aq54DGAUE+JFJxQDVRvaAnPUePCVaOq\nLxsRKqlJAakd5LmdlxUlqEyVDzd+9MS32rrbs5W6XVOL05UoIYCqSOKzH3/52d17z3Q88NiZyAff\nvQUfuPcBCAEk4zr8gMEyVWzd2I1SxcF4vo7xQgOvfcUN+NHjZ2G7AWIxk6azCeeN77onV0PUa2YH\nYWraNX74/3/yFiJJYsnOV9n5/bujbrFAAEBPZaEn0miMnYESiYP7LgTnkDUNnFJ03HQblt3zNhz8\nX5+CrOvwKmXmFMYID3yimNFAi6Vtr1I0qVPTl9/90T2n/+vPNjPfVnu2vnMif+AbncxvEC3eDSuz\nDNMnH0Wsaz26Nr/5ubxsIQjzoARlonq1kBjyXKK5XthK5oGovgQlUIgcmJCYBUlEm8TQNbHkN+1l\nVdMTNdPlTXsZ9y2HUcsVwvS4MD0u675QNco1hcKUeUgQAUhcC3vZxcAh+VTWahcJsWaBZPBA1kkg\nayRUE6kqI4rOiWwIIkVEuNgQu7wF8tqCEO6rCqs3A68dVQ1cTaW+rvvv/MX3/9ozL+bYnisWCFhO\nILRllbBwwPIvAbgT4W/rBoRZcdsBfBphtXoPwvr0CQC/ncvlvnIdD+eaY5HgWcRFce8H7/sbAO95\nscfxQiBJzG2GAzea9iZXC7NnqBZWaxNNDUiToNFkmeuyxE1CeKQZChm9VpWP/53h+RSf+9IBVGoe\ngoDhda9cic1r50aEPHtsEl+/7ygkiWDjmnb83CsHMV6o43Nf2g9FlvCbv3ILYhENthPgzz7/FH73\n17dDki79Vj2w6zRsN8DdL7sBx0+V8MVvHgZlHHds6cUr71yGMyMV/NM3DoIA6O2J451vmju3na64\n+Lsv7welHJwLvO3n1mJZX3LhJ2vCcSk+8/dP4AO/sgURa5Hrez6whV6cFOnRCdFWKSDDp0U84sLo\nWMgq8dOEoOoPO+ONUXfSMbnHVuEylosXCilZeEbtOV4jVm3Tc77IF0KsP+48cdv+ekZluGQ1OgD4\nkl56esmrc46W2H6p/TZvOPJQV+fUnRe7/Rv0VbtKSN620G35R0afEQG/gKAyNv7oaaJ5FxA/7/9K\noULmqSnOJNc+Npy9eQ7Bs5CKZ1xkj36bvWzFbJtfUPWHi0/lMwhXFZvgVF+zZ7cUqc4QRKbDp97y\n/dLpqMNnxuQo0dG9S1415imRGaVRJj19+KaNR/jsWviasMYfYDuOT8wiegDAL3vHqsdKRdqgWzBb\npSEHFbVn+IDcdq6LyHxla7NChb3uuHNgU85Wm+HMM4RLVc8Mn0muHZmK9PZwSZnz3uqaN9nXO5Hr\n6c4rlumumd/O5AqtPCz6jw3xgWAK6T4O6QKbHqe84RfdISdvV/yyl5xfzT4HijclJydPyamCLUXL\nsWaA89zvhRAiVWVn+8f90f5x328vBQkzJH0uUMo8N7VP+OCW6Y4lk9XxTKrSSCRqsmW5qSbxc1EL\nCxeEVREdLYh0oSCys1SFWqcA6bxYWDunvEEbwSitBdNBzXdoPZCYQ2OczuT+XPz8J9EaMesTklmf\nliJVl5h1QXTbJIqfaFbAX/Z8olDhxOtsIlQB0Ua6ymiyxpSIwyzDnwmEvuKQ3UDSKo4anXTUeKWh\nJhxbS1BHjcmebOmBrMX5eTXQzOvxTO77yBdPoLv9RuSnjqPhTEMmCogk49V3fABAOJHlYrL47Qc/\nl9UU2VdVidcbDf3Wm5eNHj4+2s45V9atyvq7941GX33XcjI6UUP/kgRGJ2rIpEz8/Kvn5LLjW98f\nwg8ePols2oLnURTLDgLKIcuS6OjK2D//7tcf/qtPfn6zHon4RjzpxfqW1muTU7Hq6Nno4Ft+1U2v\n2hhlvgdJUTH0tb+DVy4CAHp2vhonvvUFBHYd3PeQWXMTqmeGQe06kivXwa+UwGkgQCRmtfc2Skf3\nRru3veZM27qXjTCXCe4z0mwd0wQTUcFFDAIpLGgBfJ4IiaEKUb0aUf0G0VyHaG5AVI81iSECJdCa\niiELEm8RQ9dUba4GvG56omp6vGG63Im43LVC9RBrKogkwxeyHnBFDYTRtJdFiED8WtvLLgZKlEZI\nFOl2IOtO03LmNS1nLJANBJIGKukylVSZSarOmm1nghALIDGQC5WpLxAOgMTHP3N3cJUf95qiSfD8\nBwC/mb/zBgCvArAWwJsAfALAEgB/3rRn/SuAf0VYn/4GAOtyuVxP87EUAD9ASKC/N5fLPXy9j+da\nY5HgWcRFce8H7/sFAF998UYguKLQuqbSarO5ydE139O0IGgSNNBazU1htbYuy9yQJG7NUs9ctq1h\nEdcfu/eOYmraxt0vuwGTJRt/+Ne78dmPv3TOPh/61IP4nfdsRyph4JN/vgvvevNG7HrqHDat7UB+\n0gbjHHdt78dXv30E61a1Ye3gpQt8KjUPf/y3e/AHv30HJIngU3/1ON72ujXo6ojigV2n8aq7luMP\n/vIxvPme1Vjen8Jf/NPT2Lm1FxvXzLgR8OVvHUZnWwQvvW0AQydL+Ob3c/id91xyfgoAeOqZcRzK\nTeIdb1z//F6w/wbggrAyYiMFkSlMiDZ7SqTkKqIJH2oPQC69Ev1TAurQUXe8ccrJ2xKz6QpcavX+\nKoFo9piy5PiQnJ5Y2grnfa5YM+w8sXNvLdmqAb8cRuMrnzjWtn1ZK+B3YQi+fcszu2a3Vs3Hk2zd\no/vE2tsXus0ruYen90+uWeg245bvFxcKaX7fVwsTkpgbRu3JxuSugTdl50/2d2zd/0gqWZszth+x\nrQ/lxLI7543j0PT+yaWYV/usLjv4kJwZ2zmzgCCEeMlTtUfWDrs7ZttmziZW7z6evWXF7NdqoG90\n942DJ5dIzTpy4OJED3PpRDU3fcybcjdgDtEESLHiYbUvVyJWddPsyZnp8uLNRxqH15xwU3oznLmF\nupo4fTa17nQh2t/OJHVOwDYh3O9oLx7q7x2vpVOVfkkSA5iHsoiey/Flp0+KPqWC6OBC323Bhe9P\nuzlnwi75JTfCfb4SFyU3BSdW7ZScyo/LiSlBzFoHJL78gvDi86TPWP+477WXgniT9FmQoadEaVSN\ntlMlq2s6bPJKpqik9V+qnco0nbFUsjaWTpUbyURdskwnrSis93JESiCURhHJkYLIFMNcsKRSh5UK\noCwBLv58gguf2nSU1vxiUPMbQS0gzKEm91kWAj3AZa5/ZL8smY1xYtUqklX1mhXwJpQgDcK7rtTi\nY7q8lKzRQqbCqukKddJVhnidaZbLYyoVGRJawa6Y8P0z3AAAIABJREFUiOeQfDdUA03bWqL+Z898\nf30jcDVV0Vk22WePTQ2nOGfkZdt/FW3ppdh94GvIF0+CMh9+4MDQo4AQ8PwGopEsli25CaYRxxMH\n/x0xKwshAhaPxp26U5Zdz1be87a79w30Wq6he6qmBZassMSH/uD+/lrdk15y6wBOninj6HARXAjE\nYxp6OmKoN3yMTNQgEeDmjV0YHa9jqmSjqz2KT314J5ggwcc+8ygKkw3JjBh+tWqrAIEejXmNctlU\ndIMTRYUQQpJVjUi6QWi9Bua70BIpJFasQfHQ0yAC2PC+j8Ns67rkayYYd5jPp3nYOmZzl7rNPCFw\nj0k84Cqn3BBMRMBFEuG54OpmMxLuQ/ErRPWrRPUaRHNdonp+s5VMENWTQ8UQNSAxExKPXQ9iKBya\nYHogqqbHW+oh23K5bzmcRlzOWvYy3eeyHghdpcKQmTAljtj1spddDAKEUUmtB5JeC0miGaIomAmx\nlmZsZzKTVJVJisaJbHAimQJSK8S6dT545OOfuXvnpZ7zxw1NcucQzr8PDgAbYabOOoSWrdbv3ncQ\nZut8EcAwgAEAn0XYtrU8l8v5g4OD+xCqev42l8u99/ocxfXFYvDqIi6FR1/InSWJe6oSVDWN1mc1\nN3laGA7MtdDeRGY1N2myzC1CuNVcCYs1L4yu6ar1Iq4/tt90vo24OO0gnZy7AJifaiBiacikwu2b\n1nTg8NAkao0AyZgB32c4dbaCyZKNQtG+LLkDAA8+dga337JkRuUzWbLRno1AU2W86q7loJSjULSx\nvD+cA920rhOHcpNzCJ5YREOt4QMAGnaAWCT8vfzNT96Pm9aG+29Y3Q4hQgXShtXtePM9q3Hz+k58\n9dtH4HoUhv7f+7TrC6U+hdS5vMhO50U2KImE3oDVxiD1AqQfuHQQ708TuM9KTt7OuRM2DWp+HwT6\ngbnV39cEhLlKx9l9StcpHYq/iZD5rUdXhhtPOk/d+XQ9qlGx9Ur2DyStvLfnVUcaemrHpfYjhPt3\n3Lp3bzTiXJTcyYtMbp9Yc8vFbq8eLdUWfGy9MULIwvXsgsDHvDUvnbltkqA5TtQ55NX+g6uW33X7\nU/7sRYQ7pSfuOM16DnjQZ+xRetpYm1ib2Vs5VFyHWRPu4OT6O4Ude1zpzd1ECHQQQh7cEt+Z6zeO\nvO7BclQW6AOAvsqR7V214fL+7pc/WjOytwPA6bM928+OdHlrbzz+8JKe/EZCkIgRu+u1yv1dIdGz\n/fgE2rYCRJcNpTO1oa1TMG7XT1UfaZytzQRw81pmjXd4ByDRmtJ98lGl40yGyGy1Y0iZRzfH7nh0\ncwypZjjz8nNev8KxNBpUBlYXdg2sLuyCrcZGzibXnMhHl6appK0VkLSJfNvmiXx4Po5GG6cHesfO\ndHZMxZtBzWqS1Hu3ygd7t+IghICYQPboMb68cFZ0xxzoqwFiEIloesZcp2fC878QggUV/6ibtye9\nKUdnLluBGesQkYQdX07t+HI62hQXSbQuxYvDcqpQkeIlg2jOUkJI+3RC6Z9OKP0HVp3nLZJV2lL6\neB2lIG66YikBUoqgkbQzvjbtjJ//fMyofTpHp5tNXq4SmVH7OI7Z7Thm99j4XF7WNNzxVLI6lk5V\n6olETY5YTkJRWF+rll4lNNKJqcFOMnXBZ7IhzMKkSI3lRbY2iTSfFnHLgZHlkHqJRDQ1qi5Vo+pS\ns2vuIr8QgjOHjdK6Xwiqfj2oB4zZgcG8mdDnKJiW5HUtiXoKC3Ylq96UZNTzxKpVJavmSWZdIpoT\nCQkg0d3KR3IMKe0YWnr8Ij/DEhdBrMHGm4HQtXSF0VSVSlGbG4bPk8q8QGgJXLNobYlFa0umisch\nURf3pNLYX6+qvHLK6FIkSJDwc+U905XqM8VHpoc73r7qjiP/evj+DdFI2qNCqD71tJUDt/rjU0PW\nmfFn0Nu5DoYWQTbVC8apnIr3RLVaAREzgXx+29Z8/vx4Xa+GQvE7SCe6uedunToy/JU2IQQUReYE\niv8/3vySfb//F/fdnIgbUld7RFSrvrrjph7yw12n8Qv/T8h5Tk3V1UxcQ1tCg+1SszOVwKvuWobN\nazuV93/ihxCCS5/+nzvw//3FYwioi/e966baX3x+j247CixTuH1JWmhoSgcXkDraos968MwASnx+\ns1gLRJZMxZRMmMoVn8t5wKvcZ9PMZTXmUYe7zGMeY8xjgnstlRC3BBPRpkoojkvlcgpJQ2C0icBo\ne07SAcKDJjFUIapnE9ULFUOaR0PFkCdBDhSizCiGYoCIX0oxd+HQiOzqJOXqUmr6ecwoWvYywxN1\ny+MNy+Gu5XI/4nJqOVyYHocZtpepKuWaSmHIXESb9rI4eQHzbQIhq9xPqNxPgC74s3ZFYET2qKRW\nA9n4AXD3836cFxEnm/9dipC4WQZgDYA3A7gHmPld/xrC34dzAJ5EaD2+E+GC2Q8HBwffAmA1gADA\nGwYHB18C4Gu5XO7e63MY1weLCp5FXBJ/8j//7Uld85O6HoTZM5ofhNkzM81NkqpQRVGYLoX2JosQ\n0SJnXpSQskX85OATn30UpbKLD/2PLejrOa+eHzpZwn8+MIzfeldYTvOj3WeQn7ShqRJWDKQwMdlA\nxFLx7NFJvOS2fjz6xDkAwJvuvhHRyMKLln/wl4/jra9bjaW94bXR+z/xQ/zJ7901Q7hMV1z8yef2\n4A8/cicA4FBuEg/tPov3/r8zcRkIAoaP/emjCCiH4wb4xAduQ0c2gre+/z/wJ793F7JpE+/+yPfx\nsd+4FX3dcbz/Ez/E5/7wlQCAv/6Xvdi5rRfrVv1UZPxeFjVhjRdEZmJCZGuTIoMKYjEXWpeAdPXq\nun/CIBi33UnniDNu14OK19nMHrluFlApVjys9g4VSaSyoTW5fD4YPO0+fdeTNVOnYkGFzEIYi614\n8mj7jn4QqeNS+8kyrd91+1NDuh5svtg+nlCrX2CvK82v624hqPunik/k+7GAakDuOL1b6z+2oOzu\nPV8vHF/IXnag62UPFyNLLljxXEjFUxWRsa+wuyMAmfP6Ns7WdteOl7fOH5OUmDyordy7ZHZeiubz\n6pt+MH0oXWNziLDJSO+BZzvvTApy/rg1zZ+6eeORI8lk9dbZqpWasMYfZNuHxkOiZ2b1WQghnHH7\n6fpwWeEB3zT/mEiknFP7juWlaPmCz0hPwT+y9WBjqqcQ3ChhbsCvq1gTZ5NrhiZiy+OBpK+bnz2h\nKLTa05U/0rdkgsZijcGFAoKpkNwzoudoTiyrjIm2Tgpl5UIWTCGEoPXgpJu3x9xJR2Y2XYrZWUcL\ngOj2qJQsnJWTBV+KVNPNAOcFV+WTVXqub9wfGRj3vfYSjVkuX0bmqZ/mjDtU+5wumV2lstkhGloy\nSSVt4FJqHwAwQuJnPJ2q1JKJmhSxnORs4udSYIIEZcRHJkVmMi8yzpRISVVE4x60buBSyrjm/T02\nRevBeFD1q0HND2gj0Jqhz13AZbJ7AABCEM3NE7M+KZm1KrFqVDIbEtHcKOQgCyK6nkt7ZzMQupCq\nsnKmQp10hfJEnSnfOzGyIu948c3RuFYMfPn+6SKEAD7UN4AbrAh2ladBCJBVNYx7Hr5WGIclyWAQ\n+L2+pchTFhxzffvhUj7SbqaquhHxlneuyz9+8vEbnMDWX3nr+wqxSFtmdqjus8fvR+7ULizvvQWm\nEcehofvhUwcxKwtDj0IIjmJlBLoawUu3vQsPP/0FuF5VxCJx751vfMdhy3ScL3zzGzf+5i+/7NBf\n/PP3No4XqlFCQNJJE4ViQ1IVGZ5PsXltB06cLqNm+1i3qg3TZReUciiKhE1r2nHf/SfwoV/desEC\nVqtZrAGrUhNWvYao28oOsoWpONB1H2qUQU4IkPTFsp+eKwQXlAe8zD1WYR6rMZe63GMBc8PWMeYz\nVVCuCyYi18Q6Nh8tYigMn26EGUOeR1SXEc0DFJ8QxVeIQg1IzALhURARvxJr4tWGGvC6EbaX1S2X\nO5bL3YjDfcvl3HJDgsjwhKIHXFUDoSlMWE17WTifurrXCS+/9dv/+4dX8fGuOZ6HPeu9AN4O4GO5\nXO4Hg4ODKoDTCDN77gPwUQBfB/BhAHfmcrmf6DiShfDfeyl5EZfFS3c++QyAn7gqvUX8ZOCTv3U7\nTo9U8Df/ug9/9Dt3zrggxPxldBEmFNy1ox9/9+X9MHQFr9i5DBFLxZGhKWzb1A0B4P5dp/HaV6y8\n8IkQEjgtpdA/ff0gKlUPf/y/9kCSCD7ya9swn+wWAhf8pP7nAyewbXM3XvuKldh3aAJf+dZhfOBd\nW2AaCno6w8UkXVewtDcBWZbAZz1kOmmgOO0+79fqxxFMSH4JiXN5kZnMi6w3JVJKHZFUAKUXIF24\nzKTrpx2CC+pPe0ed8UbRK7opQfmNCEP9rh9Ud1LtGT4iZ8eWEIlfMSGzEG444+576ZM1VQ/EFR9D\nIKmVfT2vOlTX05etINU0v3jX7U/lFYVdlNwBgP/NXnGYQ76oN7JypDQKLNzcJScn/YvdjxPiY/65\nB0B39Xi8GLlQ9NNU8QSzg/TjpNG9Q9r/+ON88xxyJtIX28599kjjzFxCiFfa1nvP3nZaX/tYrWWR\n8zUp/sW7Mzu2Hazv2nLI3kyak6S2xrmNO09+xT3UsfPhqUjvDhCi+r6WffzJjXfEY/UTN28+VDIN\n/xYAiBG76x7lga66MCceYDuGxtG2BSAGIYRY3ZFbrO4I/IqXqx6bnqT1YAua6iLRSA76R7cNQmK2\n0nl6l9J5Kk4Uuh4ARtu11d98mQbCBbvhrLf3lsMNN1NhGwgQNajduXLqqc6VU0/Bl42pc4kbj47F\nbzB92dwAQlRKlfiZcz3bzpzrASBEJl053N83NtWWKbXLMl9FCIhCuLGcnNu0HCFh7wi9NCz6c0N8\ngBaRGuAIm70IIUSNacvVmLY8tiIk7KkdjLh5+4w76QhaD3qbargZCM/qYfmBHpYfCDcQHkjR8hE5\nlZ+S4kWFGI2e1utfjiu95bjSe3Dw/Nw0UWMjfRPeyMCY73YUadRy+dJWAHFT7bNmttoHAOyF1T69\nrbYp1zW6xieMrvGJuaS/oXsTTcVPLZmsShHLTSgK7Z9N/MhEqBlUlmZIZemqmYXtEJ5QK0WkRvMi\nUy6IjN9USWYo5CWt8HlZl7OyLmf1zIUcFw94hTaC8aDqTwc136eNQGIOiwvK2wF0AiAAIcI3O4Vv\ndvLKQnySYER3RolZn5SsakOyakFYAe9FIdM2QHTODk33NSleyEjxQuZ8XNTo945j2qmCKASnlBo2\nvWNzXv/ckwmZC+auzzz91cNjXYcqpW6JQ857nmlJEu5KpbGrPA0JBGc9D1VGVc93E4JzvCUdTX85\nP44xZ6rrF1MpnHUlvHbiu90A4MtG0VGiU98vFvRThVOdEcUITObnDxz9zjLGqWTqcX73XR+Wpqtj\neOjJfwRAQAjgBQ62rPs5PH7ga2TjqtcZY+PtN+WLJzBeqONb39N3ErEMiWgZq5bdgSUdq/F/HvgD\nwZgv3vXG9x754v/5u5WSLPHf/OWffeazn//PLemE6X3o17aPPbz7VOeh3JTV0RZZUJ0sE6HGYHfG\nYHd2XsG03xNqpQFrui6sWg0RuyYiXg0R0RAWsWFoHrRLqoNaIBJRWp+bK00TnGcdazCXetxltKkS\nknjAFU65JRiPgCOB52IdE5KKwMiKwMgK5woHBADgFGpQJopfI6pXJ5rrEs3ziepSonqA6hPSaiWT\nmdkkhhIvhBgKVCkaqIjWos89c7lpL6sZHq82rWWO5XLPcjht5g8J0xOS7nNFD4SqUmE27WVREoZT\nz/6S+wAee77H8SJjGQAxODi4B6HS+Y0AvoGwIWs+Qlsa8I+Dg4NHAXwXwI8A3ApgG9D8kQG2Ashd\n43G/KFgkeBZxOfwQiwTPIq4yTp4tIxHTkUmZGFiSAOcC1bqPRCxcaEonTJSr3sz+pbKLZNxAKmHM\nZN589h+exLvfshFf/fYRbN/cAy4Edu9d6Dx/Hq1roV9+03rsOzSB333vdmhq+IMbl3XUG+cz56Yr\nDlLxuRe/QydLeMPPhmGM6wbb8M/feBYAIElzF5ll+acr99cVWnlSpEcmRLZcQIaWRCLiwGjnYTPM\ncuDybUn/HSCEELQWDDvjjTF30rGawcjXv4mQ8EDOjuxVuk9KRHM3E4IX5LdfNuId+Jk9VWL44pLE\ny3xMRJc+fbjj9h4Q6bLkjmk6oztve9qXJbH6Uvs9xjY/XEXsosfDXDpOa8GWi90uRaoXncBwCXSh\n7Vn73GoIYc9vAHIcs6dSiT2anNWoBQDrpdyOY3zZYyUk5xx3bEXyDuaxh90Je874hRsdcA/cWTTW\nP3qwRaYAwJ710duGe/UTb/yvad5SFsmCGRsmHtxZ1TPH93W/wmdyWKlerUWXP/jwtuVdHZN7N6zL\nxWU5rGOPEqfzHuWBzrow8w+w7U+Oo31LS9GjJfTB7NbOQeaxQjU3fcSbdNahZX3iskXHlt9Gx5aD\nWNUTau+xESleWkcI0kIi8tCAcdPQgAGFCnv9cefxjcdsNeqE4cwac7PLS/tvX17aj0DSyiOJVYdH\n4ytVT4lsCJUShBRLyTXFUvhWGLo30dc7frynO6+bhremFfBtEi+9jgxtXycNAQCmRexsmN/Tq1XD\n/J4ZVY1iqUuiSxNLoktDDoS5NO8WnJNuwQ6CWtDVrGY/Px0Wkspr6dW8NkusonhFOTF1Mgxwno5B\n9Ze3SJVKTF7ybMxa8uwN5z8C8Tob7Rv3zw2MeW5HiUYjDh8gYVMLAMAKakusoLakp3p85j5XovZx\nPb1zPN/WOZ6fO7k3dC+fDImfaipRk6yIk1AV2kfI3BwhnQSJbhQS3aQw5/5CQNQQGZsU6XxeZGqT\nIo0K4pYLfU5gvaRKCS2pJ7TkhcIPwbhDG3Q0qPmlZugzYQ6N8IC3cn+a8woiC8/qEZ7Vw8sLqFYJ\nD4hunyNmvSRZ1bpk1TkxGgpRvQRk2lY/Pd3uFW2SWJWF0RFF4ZEzOPDl/R2u46Pv9atx/7LIzqE9\nZXTevRzJtR2Y+svd8DjEf5VLSKSsxtL2RP4rp/OdWVVz8g0nscIy/aN2Q3t5KqN+tzSFr+Qn8JG+\n8xywxtyM69UzxyZPIwKOTYZs7Bt9KtajKjjrUfheVfrmdz8MDvC4anqGqnND1b0n9n3JEIQQmUhS\nd3bFZLU+2bFr35fU9vRSFMvnMFY4BsYZDhz7LnKndgEgRJI0UprOrtW1NBinGDq+dmvE3IPpSsV4\nbPeWZfl8FMNn/hM/s/1tpcef6M1blluPWI5rmQ43TY/ouq9pahBpVsm3XUyJNvvzoKOSSJPKpXYD\nEKqDHBjFOiIXVQcFUCMUcvJK1EHP1TomhBCC8gr3eJl5s6xjLmPMY+A+k2dZx2IQSOJy1rELICkI\n9KwI9Kxwnkv2Mqdh+PRMxpDTzBiiRHWbxFCgEDloEUMxEJFA6Gh43gqcpr0s6epSsvw87WW6z6um\nK+pRhz3+6Q/8k/18x/JiYFb+DhAGut+IkNTZBeAowhye1ufwFwYHB3+A0JJFEZ6PegHcizBz558B\nfAXAKYSrOf0APnYdDuO6Y5HgWcTlcD8AjucQkLeIRVwOx4b/L3vvHSbXXZ99379TZuZMr9ubdiWt\nepclW7YkbGMbY8C0AAnNhJc3CeGhxU9oIfUhEAIPIe8VCOAEDAYChGrA2LjIarakVS87q+1tep85\n/Zzf+8fMytJqZndWFZP9XJcuyZ4zM+ecObtzzn3u732nkMxIeOcb1yCXlyErxoU8GwAIBeyQZB2J\nlAi/14ZjZ2J4/7teurY8fCKClUsDcDos8LitSGYkgFL4vLXPc3weG9JZGW6XFbFkCR6X9YK489Te\nEaxaFkRLoxP9Qyms6Ang8Iko7tl5qQmgMeTA0GgG3R1eDI1n0RSqv9wgnZPrygq6WVAKMwfXVJwG\nYtFyywuTh9NTsfwHUSOM9H86uqhNShFxRI6LrCHqywDM/LnhEEd2gG8fiDCu9GpCsP1qX69rSjlx\nzwt5Kih0w/xLv4RO+MLR1nuPz2TGzIfbVRy6/dajdkKqu25mmDIbzpyiy+dMNc+dywwAtQQtaoDV\nltZ6rsESrZqDh6Gm1WqIRxTOcZlz6djJFUt2z3LxAMDr2N+u/abxhkkK5hLrj3d1YFdaMfaoGeXS\nddStAfnYK5zWNfsPMIJ4wf2T9PE9//6mkPzG32b2Nqf0C/vTraSW7Rr5rnk+uHXPhGfVppmq70gs\ntDkSCxrLl47uXdo9sWJmFMpJpMbXcc80FqkQe8a89dA0fUnoYa1sg29dsIEaplQcye8tTRRacFHF\nPRXdPWr4lh4QQ+Eaxw9wzcMCOG0DISA6R+xHV9pvO7rSDkEyk1vOls6uHpb9Vo2uAQDeVL1LMid3\nLMmchE74wrRnWd+kZwUjca51M4KZrFibBga7mgYGu8AwptLUkOzraI8Ufd78EuaiWnQfKXRsZ090\nbMcJUAozgtDZfrMnMU6b3XI5v+fCxSZr4xodHa5GR0f5As5UjYyclM7LMVHScmqIGnQ5Zp8D69aA\nkWoNGKmZGCxKiVAYZn3xadabuCzAOe9kW08vE1pPL3spQ85dNKY7oupE57QiNaV0p0MyO8lF42zz\nuH2mM0KzmLcFbTLnaKpk+1w495IVa2M0FmqMzhJ+rFYl7vPmp/y+XL4y6uXmeb2DkEvHyggBcaPU\n4iallp4LN7DLGJRR0vBMxGkgGaNBJUW9bAEOjwq+7WIhjbCMwLstS3n35aPQ1KS6IeljWkFNagWt\npBdUqpdDnwMw0YqLnQSU4ans7KSys9PMXD61O7Xvy9RQNF2kkmlK7hghbLDzTdtPDT6yZ6Oj01fI\nnIz6WRuH+L5xpI9FwPAsmu9ZSka+exJFTXOm1/mdQqsNbG/QUfrqYZjv38g///QQ2ra25pbkG1MT\nB8ZcE2s950p5g3qKhkWQTec3JiaXeTnOGtNU0ma14dfpJNp4CwSGwZeWrsCEIuOz4yOMm5jCpKLg\njX6vY0w20G6zYVKRcefQo22nigXKaCJl8+PSSrttUnH6PN0NK+L7Rg4uC4WWJWOpwbaW0Art/NgB\nPleMoSmwFIdO/QiEMHA7gqDUhCTnYbd5EPSt8Wey8Geyc0/scZyeE2xy2i7IObtdFh12SRMEGTab\nwlktmsBxhothzAAA33xCA0so74TU5IRUrzsoX4KQLlLHjDtILcBhlKidmXEH6eBcBhg/AE+ttrgZ\nCCGE8KyH4VkP56zPJ1QZHctURsdKhqxLpmKohmxQQym3jlVGx+zUpJ7K6FjdzW8vwXDQrQGqWwML\nE4aoAU7NXhCGyhlDF8KnwSsVYUi3gNVnRsk8KBfFXPVolsESqyiwIVFAKOXjvna1r3eTGMZL41k7\nAXwSQBHVx7PeBWAoHA7f19vbez+Ad6F8/hpC2fkz06xJAOjhcPhlJXjVy2IGzyLz0vfkw4dxo8cK\nFvm9RlUNfO27x5HKSFA1A294VS82r23CnhfGYRd4bF3fjHODKXzvZ2cBALdsaMYDd5WvywzDxBe/\ncRgffu9WcCyDaKKIr3z7GAiAP3vnJjQEq4suP34iDLuNx327u/H5r76IeKoEt9MKSilYlsHDf7IN\n8aSIR75/ApRS9HT58I43rAEAfOFrh/DR992CTE7G1757HKpajqR815vWoKPVg/d97Al87bPlrJ1q\n/6aU4qN//ww+85e7bnrIskZZMVUOOU7FaEBLUa+lYt9vB8gVnPT8z8JQjZQcFQfkmKhrBbUTlTDc\nmwanZviWoZNsaLKBsMbKa/GS7RH11H0Hc5pdXphjBwDijs6jp5t2NVLC1BUWHQxkTt2y+VTb7IvR\n2cjUkv2W8fribMHkYkzNzMWfn2JQoxKX2HPnbWsO1hTf3v3z5AueollVGAsHtz0/6V1ZNfR5x/aj\ne72e4mVi1rjZfPJX5q7VwKV5NJRSmjoU268XtSr17pRalh/dw3oTu2c/sm5AfGH3keLK2XXfEueI\n9LW+akLhnZc4l1hWL25YF+5rDKW2zb7LXxF6+itCzyU/95RSKkfFvsJgljFVs+oxQGzFMb6jf4Tx\nJFdXy9Px5fSx7adKoz2TSidromv24wZhxYhr6ckJ70pD5D1ra+XVuFzFoa6O6cmmhqSH5/U1tXJd\ndMpKo7T1bD/tLkZpqEkHu3yui0lTN0tKSg7LMbGgZhQv1c1e1NOUw+glxp0eZH2xDONKC8QqdRKC\nOXPFXCUj0hFRx7umVakppTnsktk1O8Oo6jYRrpS3BUfTQsvFbp9OEFJXfpbVoiS83sKU35fL+bz5\nGeGn/eK8p3qQqDWdpL7pGALZOA3oGeoRRAiBSjB+XfkulFJqykZMK2pRraAW9YKq6yXdaqqGlxq0\nBRcd02JqCNFj30fDmgdh6AoSp38Cq7sZ3iU7kRl+Hm3b34upQ48Y7a94y0ji9C+FTP+pVtfSlgjv\n5mj+fCwkNDvBWjne3RvA9FNDsDe7wDstEKfyaNy9BIyVRWk0i6Y7uy+sn1ZU0f+lg+h55wY99uvz\nBpV0Q8rLlmUhb3Q8mQ99Zu2qE184O7AurWrWj3d2k8+ND2OD0wWFUiimibt8AYR4Ht+PR8GAQDIN\nvNIfQF8+j81uNx6LRvCu5hZ8KzINg5r4g8ZW5fF0kuQ0nby2Z1v/jwYPruwMLY353K3KmYkjbd3t\nW+X1y++1g5BrdsJAiKnarGpKEORMxRWkXOQKsvK87mQZw0sIQtejgbbiDkoXYc8WqOOq3UFXQ2V0\nLG2Ws4RKhmLMjI6ZpmKwldYxoTI65kVZILjBJ2/UeKmVTC0RXhYvFYZUQjiVJaxuA6vPjJK5AXjm\nEIY2/OAtXzlxI7fiaqmRv/M6lG/k9AD4Gi6vRzcAPA7gpwCmAcTD4fDa3t7ebwL4Csr5OwiHw103\ndmtuHIsCzyLz0vfkw/+Aslq6yCIvW7J5GZ9smomnAAAgAElEQVT/6ov4h4d3zm48vu4cORnByXMJ\nvOctN64mvUSFRIL6p6M0mIvRAHJwOyRYmyhIy3x30RZ5CVM3S0pCOidFSyU1qzbDpMtwA4ORq0MN\nNhA5xrUOasQqbrpWgfZtMfXMvfvzslM2N8+/9KXohCsdb7mnL2cL3VHvD1hLc+zIhrXhVfPVMVMK\n+pjx2sNFOGqOXgFA9kzqsvGni+Faz+/jW4eqiCpl3v7L1P5Azqg6Tlaw+IcOdby26iiiXZAmd99x\nuHG2iwcAnjBuf26Utu+e/f+pSfXEwchRUzaqbhPXOrCXaxm+dbag4SkYk297Ip2ZXV8OABOelQcH\ngrf0gJBLZmIEQZrauunMqNMh3jb7xL9EhfjT5vZz07TxMqEHALS8ej53Lh3Ti9pWoMpxRkyNDU32\n8S1DHHhl08W5KjO0xdSz206VEq1xbRWpImyYhFFiziUnx72rlKLFvxqEVBX7OE7LtbXGzrS3RqnL\nKa6oVnU/g0ityfO06/x5s0tPwdtNMbfgSE2qqGk5LMXEtJqWXZVq9rpu0xOLGGF8iTHWG1cYR84P\nVl9KyNwOAWfJiHZE1fGuaVVsSml2h2h2MsCcAeQXto13TWVtTVNpe7OUtwYtMn+hyasup7XVoia8\nFcePz1OAwyHOCD8192c1Zlyf5ZGvYClBfSQHl1OBpZmCNC3ke8ZQjZReFn+yY7/5TlsxMuzz9+zK\nuJo3OAZ/89dBahqwOEJo2vBmWN0tyE0cAcPZ4GhYjpFn/xmmJoIwLAT/EmhSDjBV07diSyR+7Mlm\n3+rlY84lnrwm5V2JA4MdFq+N6Xjzasbqe+kjij03guSLk1j+/m1IH5lCbM8oAIDhWZiGCaHZBXEq\nD4ZlsOEjtxUzz47Jk8emvISC9gY9sXd0to+xRc35yMj4cg/LWScUiaEUKBgGSoYOCqDVakVMVWFn\nGDhZDhldh5dj8cH2LvzV8CDu8HghsCz6xRLe09yKBovVVFkhKfGulMh7CiWLRxZ5tynzTk5lBUFn\nLF6TMKH5wryvBJ7XMoJNTtvtcs5hl2W7MOMKUjmLRXNwrO5iGBq8mrD++bjW7qCroTI6lq+MjuUN\nRZcM2VBNudI6phqcqZlWapjCRaNj123fzLO2JjhtJny6SHhZIhZFJVYx8eMPfPLBm7NOV8asenQW\nZeHGBKCgHJocwkX16OFw+O29vb1PAvgPlGvSz6A80vVXKDt5fChnEN0CgC4KPIv8j6bvyYe3ADh8\ns9djkUWult/uG4Uk63jN3TWnNK45sqLjn//9RXzovVvhtF/bm2ImJXrmpZBjKUl9XAEOb8VWf5NO\nLl7eUJNqalo+J0VKaSWt+CvByPVmSl5XiFAY4dsHxhhPYsV8roGF0BJXz923P190SWbN2vG5SNjb\nj59qfkWAknIIbj30LBnf37tsdFs9TTvPGbfs6ac9c+YIUYPKsecmC5jDGWFddfB5xpmrWb3+lifS\ne5vSes2xsqd73hkBYaoGh9dy8ZiU6P9pvDGsgb8s4JoaVI7vn+6nmll1BI71R/r4nhPLZod7EpPq\nDzyf279kWt05u11FYyy5Yy33nCxYA7fPFtr8vuzZzRvP6hZev0xpLlEh/oy5/dxUDaHHUIxEPpw5\noySkNbgoZ+aS9bKKk3x7eJDxxXoJuTxgnZhUXz6uHN96pqT6y+HMl9ktTRA94ew8Me5dXcpbgytB\najVCUTMYyJ7p7JhOBwOZJo41e6svVyZN3WNhs3tsmLZbC3CsmO/3I6XU0LLKgBQT40pKFsxyNXud\nzhdTZ5zZQcYXj7OeJFsJcO6a71kO0Yh1RNWxrmlVbE5qdodkdjC0vp/zq3X7AOVGNp8nP+X35XNe\nbx7OsvDTRkj1z3suNMqVUvBMxmkgHS+PfPFF2H0auDagtiAx9JNHET+6H9Q00XzrnVjywNtw7Euf\nNuRUnK5+198epSovaUWNmTzwWG8pci4AQlh360YUIidhagoa170RhloECIv4mZ+hZfM7kDj7OKzu\nFvi6dyI3/iKa1r8J4JQUI5RixF7Ipc4eCKRPnesAKNPy6t5UfM9wkxwtEmJhsOYv74CSEjH+03OQ\n4yUwDIO1n9qFwlAa0aeH4ejwoOW+ZSiOZDD2g9Nof3AlsmfiMFKS1rOyKbKmwTf93z/s22gaJvNX\nq3uPfe7MwCYehPxFRxfz6ZFBEuIt+FBbJ/bk0khqGqyEQVbX8KH2rrr3tU64osw7EyLvzooWjyjy\nHk3kXUTh7FaNtboMwvkB0jC72e5awDCGbLOpSbsgZ+2CVHTYZVWwS6ZgU1irRbPyvO5iWcMLILSQ\nVrWFMoc7iIpU4C9yB3koSOB6uoNmmDU6VjRkXTZlQzMUw6yMjrFUN4XK6Jj7ykfH6ubffvGF173/\nOr7+NaeKe2cngM+gLJ5tBPANXOTeqTznKQAygBYAHwXwHQADKBcJvAbAFwE8EA6Hf3czE64BiwLP\nInXR9+TDYQDV64kWWWSR64pC+VyS+iejCGZjZYu8TYQQqljkfyfEh5crlFKq5dUBKVKKKknZbirG\nSpQbGH43YPQC1zx8nGsc9xJOv6aBzU1JLfyqfbmcWzTndMbUwiCseLzllUeytsa6XTsAsHrl+T2d\n7ZGd9eQLjJktJ35t7lwNzD2qUBjMXtZQNRvb5qf6CWusqPX4G3+b2dMW12oKSYfaXrO3YAtUFYDs\ndmly9+3VXTxp6h79gXF/CCCXCxq6mU/sm56iBq06XkccufPWVS84CKGXhZQuG5P77tuf76g27pO0\nt5042fwKNyXsZblGne1TL6xaMdxycb7NDCVqSzxj3np2ijZunWlcuhhqULk4mj9SGs83X5zTM3sp\nNjjVx7UOgljkzRfXt8/AabS0/rx4YkNYsjgkcwOpMv5AATNpbz857ludy9oaltcS1wBAsMnTHe2R\nwdbmuGCzKWvmctCYlBgR2tDfT5ckJ2iLR4ZlFUDmVN8rAepDckyMyEmJNUS9G1iAyMqpGdaTHGJ9\nsSLjzLrAKz2zw5Gr4RCNeEX0KTUlNbtTMtsZWn874dW6fYByu53XU5isjHrB4ZBcFl5rvxLhByiL\niQnqi8RoMJ+A38xQt12CLZge7O+YfPaXrMXtBWu1Ifric9jxj/+Bvs9/DIRhsOmjnyk/PzqJ8He/\nglJkArd86svK0S98nGV5m2r1NOXExITHYg8quioK1NCsrpYNRC3GYHW3QC3EwQkeBHvvubAuulLE\n1KFHYOoqWIsD1DTA270oRk4DALUFgwVKdNMWsItiJO03NZ0P7eiAvcXFjv/kHDpevxIWnw3TTwyC\nEAL/pmZkz8Sh5RWEbm2HuzeIs188AFCK3j/fhqH/PAaqm+h561p1+NHjRC2qzOvvXnMsNpj0nJ9K\nNeoGtXywvTPWwluD1QTQK4WCGAonJCTOlRYtnkKJ9yiSxW1KnINTWcGuMxYvJUwDCLlO332UWixa\nSrDJGbtdzjvskmy3y5pgkxmbTeUsvObgOMNNCA0SUp9z7mqouIMyRerIFeCQKu4g8+JmsYo7yAfA\ne6Ncz6ZuiqZqZkz1wuiYbMqGYcgGNVWDMTWDNzUqUNN0XtQ6Vq9wd88vvvC63+t69MpznkC5LSyN\nsovnUQBvqPydAbAC5WbKH4fD4bfe0A26gSwKPIvURd+TD38awN/e7PVYZJHfVyoNJ5E4DUSiNFRK\nUD/JwelSYG2hIFVqSBa5UvSSNi5FS2NyXGINUV+OGo6EmweljDd+nG87LxKhuHG+EaaF0pDSzt+/\nP5dyF81tsx0g9ZKyt5w80XyXhxK2c/6lX2LLxtN7GhvSdbV6idSa/LbxoE7BzHkhTSk1Ys9OTs6u\nxr4EYii2LU8x1QSYGV7zXHZP97Rac93GPasOng/dUjPkecf2o/u8nmLVEbBDxtp9R+maqo8ZqpFM\n7JsugFYPmSYWKWpduy9bTZyyS0biD3+dGXdUGaszCaOcbtx1MOHo2AFyqRBMiKmuWTl4sL0tuqHa\nmMV8Qg8ASNHSkcL5LDHV2iN9xCJFubaBfjYQXUoIrZqfZJeMxJaz4tlVQ3LQqtPLnE4AQAGaEZrP\njPnWpDJCc/dcbjGGMeTmxuTpjvaI6PUUuhmm+vvOoFFWHKVtZ/tpdylGg8062GX1XNDpJW1cjonj\nckKCXrq8mn1uKCVCcZT1xacZT8Jg7IUGMMbSelwOdslIdETV0a5ptdSc1ASnaHYsRPSZcftkhOZ0\nRmiiJYvXU2nyWpDr08Jraa83P+n35bI+Tx4Op+Sy8FpbtUymevivx/tNi9OTHk/qCnUGS0d/+3y3\nzR9SS/Gofd37PwXPkl5ED+3B5HO/RNP2VyCy7ymwNgFibApCsAlLXvM2FCdHEdqwDUc+97+x9VP/\nYoz89DHZ27NpevzpHzRrYt7atfsDpzlbyAmTtgKwp84/DYa1IDv2ApxNq5EbP4Tuuz6GoSf/Dpzg\nA2d1QspOQPB1Qi0m4VtyGzIj+8GwjEF4Vl36B2/qM7k0nXj8mdWcgyOWgI3NHJ92U4PCVA3wXhu0\nnAwwBA13dCK+dwyEZdD7p1sx+l+nISdKWPL2dVASIuLPj6HnoY2wBso/bjbFzHoLRsyf0/OBnC75\ncwZ1lwzeLpsui0YDhKKR1H9xXxc6w+clzpkQeXeu4gbSJd7JKJyj4gZiAwAJLUQgXCgsa5RsNiVp\nF+S8XZCKDoes2QXJrIRG2zhOd7Gs6QMQrDYSeq25yB2UK1JHIX9pdhArwWq70e6gGWZaxwzFzJqK\nUTQUXTRkQzFlw7yodcxKDZNSne74xRdeV7Up8neVi0a0KMrjVhfXo1fL37EAOIHy1IkJYAhAb2V0\n690ot2n9HGUHT9cN3ZgbzKLAs0hd9D358FIA5+ddcJFFFpkTnTJyGt6JGA0mozSoVqzrfh1ce7U7\n/ItcPYZiJOSYeF6Klgy9qHWBou5RohsJsYqTXNvAIOuL9RCGXvN1DKW1oVftz8e9BWP7lQo7BmHl\nE813vZgRmu9Y2Ek+NW7ffuyAp8oYU9WlKcxHjQePSRDmzQMqjRcOFs5n52zXYtypM9YVh6uKBzPc\ntz/3XO+YsrvW4ypjTe9d8lZvre2228WJ3bcfaaolIj2mv+aFApxVQ5x1UZ9MHoywQI0LdUYv2tbt\nPUcsyuVjdJTSu18sPL9qWN5RzQmTt/oHj7XcJ+ms5TIHmMWipjZvOHvG583fVk1cEKkt8Yy5/ewk\nbaop9Gh5dTDXn47qBW0LagYVU8r6o0e5tvMasYqba+0jf04f3X6qNNY9qXSxZm3BJGtrODfmXRNL\nOVo7q7mULsbjLpzv7JiebmxI+XhOX13NUXQxJWpLVPJ7zDQ8PRS1nUMXY8h6VI5LI+VqdnWmiaz+\nnzPGEBlX6jzri2cZd8paCXCu673tkpFoj2ljXdNKsTmh2Vyi2c6Ua8vrRuRck1mhaTptbxbz1qBN\n5h2NFEznQi/meV7LeD35Cb8vn/WVR72cFovWRghq3qj49n+fxv4jk3DYeTxw11IcPDoFTTNx/509\n+OUzQ/j4h16RS8E39aV/eaIpGcsIJmFZ3uE2GavNUpoeZ1puvwc2fwiE5TD888fQuPUOUF1HYXwI\nHfe+EazNhtxQP7rue9OF95x45leFqT2/tHa+8qGzY7/9To+paZwupgVP1x2ynBm2Na1/M6Infggl\nH4GzeS1MVYSjYQXk7ARMQ4W3awcIwyDS9x00rn8zipFTcDavRTFykjrbepLxE7/yNO3YPhA9sH8p\npQbT/MrlkeSLYy1yssQvf98WTPysH/ZWN4RmJ0qTeUiTefT++ba69zMxqeESzZgvr6f8OaMQyOma\nr2AQZ8mwCYrp5QyECOYOr78STBBd4ewJiXelRd5TEC0eReTdVOYcvMoJdp3hvRRMA8j1Pp+hhnUm\nNFqQCxVXkG4XZGK1qlYLr9tZ1vBWXEHX9CbJXPyOuoMe+fr9m957A97nmjGrHt0GoIRyPXovyvXo\nQVyUvwPg3SgLOwLK47QcynXoHwfwNyiLRKdQzla7Z3FEa5FFKvQ9+fCLKAdTLbLIIvMgUmsqQf1T\nMRrKxRAws2UbepMJ0gpcv7tfiwCmbhaVhHROipRENae2wKRLcdODkWtADIlrGjvKNY3awakbrkUt\n6mwCWX3k/n25iC9vbCe48jueaaHpzPGWV9rnu6CeDcMY8q7bj5ywC0rdVy9PGbftGaKddTl9Ys9O\n9lOT1hy9AgC+49zzXNPYnCNcd76Y37N2SJ7zPZ/r/qOzBsOvqvX47duP7q0lYknUmn7UeFCt5UjS\nCupQ6lDMh5pZL9SwrHxxP+vKVt2O9qh6+nXPZr0sxWWOFQqY5wNb9014V22oFsrqchaHt24+nRJs\natUcpnqEHkM1koVw5owcl1ZhrpYoXknwrefPsMGpTsLQmsdSW1Q9s/1UKdWS0FaROVx2eWtgcMy7\nZjLpaG81Ga5mSxpQFh/aW6Nn21qjxOmQVtUzJpWinpF+s3tihLbZinD01ptvZqpGWk5I5+WYKGt5\nNUQN2osFOi6IRYoy3sQo640rjDPnBastq/diVZDMZHtMHe2aVootZdGnjalybMyFQVgxZwuNXK3b\nBwB4Xst6PYUJvy+X9XnztCL8tPYPJhsff3oIXrcVHa1u7Ds8iVXLgnhq7yiaGhz4f/9wAzrbPPiv\nX5zDr58dQneHF5vWNOG/Hj+HppATvIVXcyXddAYCRZWxmumJSV/zrXeJnmWrXUouw4z96gewegPo\nffv7IQTKGpNayOH01z4HQ5Gx/gN/jeNf+iuwNjtK0QkQEBCWBQgxOcEla8WcVQh2ZRzB5VJu7HCz\nrpQ4d9smeLtuQ+LsLyBnJ9C47o3IDO+DoRZgqCWwFie0UhLdr/wrjD3/JTC8DS2b34HI0cdgaBLl\n7A7F1ETT0dEUB5FJrn+0teONayfcK/zOK3VAVYPTaMlb1GP+nJEJ5HTRnzdMT8HgHJLhsGrUx5ho\nItXC068BGmPJS7wzLvHuXIn3SKKl4gZi7Ta9nA0UBBC8Ea0XHKcXLriC7FLJURaCTJtN4S0W1cZz\nhpthTB+AwPX4Dq7FDXQH3f31+zc9fU1X/jpTI3/nkyiLltXq0R9COZ9nDGWRZxXKxoQCgMfC4fCX\ne3t7fwBgEIA3HA7/2Y3ephvJosCzSN30PfnwBwF86WavxyKL/K5gUmLk4JqM0UA8SkNikvrYPJwe\nFXwrQBZURbvIlUNNqipp+Zw0XcqoGdlPdfo7E4xcC8adPMW3DWSJI79+dojutcKX08fu35ebDOSM\n7Vdj5TcJo5xsuvOFlL319oUGdXKcnn/FHYeGLRa9apBwNYbM9qNPmTs21COESjGxL3c6Na/Lx7pm\n337GXqzakDXD7UcLz2/ul+YUgU403bkn6eyoKQJVXDzNtUZtBs32vt+aOzbVumurpOUzmWOJTsyR\nA8V3ndnDhibuqDaeYFHN3NueyJz1Fo2qjia5XKk+LvPOqmJbU2Pi6Ia1YSfLmlUz90RqSzxrbjsz\nQZu31nIcUpMqxdH84dJYobHSOlcTxhs/zreHS8RW2jy7yn0GYlK9d0w+vuWMqPjzxkaC2gJHkfeM\njvvWjsadnQ1zCXGVNTVCwfSZro5IOuDPtrGsOW/6vkmJMUUbzoVpT3KCNvkVWFbWm4Nm6mZBSUoD\nckwsqlnVV6lmX+AFm6kzztwg44snWE+CIbZSCwjtqveiVJDNVFn0UQvNCc3mKhlt1QTB+bhWbh8A\nODnwuOLzcAlFi5sNAVY5cDTc8dmP7cp+4p/2NH72Y7sh2Mo/Sh//7HMoiRqKoobGkB2TkQJ2bGnD\nji2tGBnP4dYtrfibL+7D5z6+G9/72Vm8+u7lakp3RH7663PCjne/62zqpRKClrEnf+JnrTZEDjyN\n9R/4axz74ifA2Z1QC3ls+9SXAMLg8Gc+jK2f/L84/A8fQtcDb0VxcgSO5g4UJ0f1zrvfNiKn8llD\npOLIE19b4WpeXyxMnW5ytW4UEmd+zng6tiEZfhLOxpWw+TqQGngK9sBStN7yEMb2/gsoBVo2/xHE\nxADk/DQMOY/WW95T3iGMIRJbKcIIhTSxFyTGXqDEKloJr3rAGM31iJJ1Qym1y2bKlzfi/ryeD2QN\n1ZfXqbtkWgXZdPE6DREgdKWOz/kwQTSFc8RF3pUWLZ6iyHtUkXdTmXfwGmtz6Azvq7iBrmf48AUI\nMbVKlXzabpdLdkGSHXbZFASZWC2qled1B8uavoor6IaNYs3wkjvIni/AWSpQh3aRO4hXYLFXcQdF\nALR9/f5N5o1e36vhCurReQBsOByWe3t7G1AWct6AchAzA2A7gFcA+DCAb4fD4X+50dt0I7luieaL\n/F7yfQBfwDWe+V1kkd91VMoVk/BNxGgwE6NBLU091hKEoAG2HSCdwEKyFxa5WiilVMupYSlSiilJ\nyWGq5koA62/2es0LL8f4tvPn2ECkgzDmNQ1MvhhvXp+4f19+LJjVbyVXeWxmbI1nj7e80moyXF1u\nmouxWpTE7jsOpzmuektUNYpUiD5l7miv1+VWCGfquvAgNvGykOLZaDwz73u25ge8Sedl2cQXEEV7\ne77g3OtxV3fxLGUmNp+l8T3TtLHq/rT6bau9awJHs6dTa1Bu/bh8PUdX7zJF1wt859n1s8OEVQvj\n+dZrA7fedry4d8tZcQuZ1cpi00vNO8Z+1Dzp7n0hHNq2BIS5pJo7GgtteiIWNJcvHdu7tHu8d/ZY\njZ3IoVeze3aL1Jp81tx+ZII2b5kt9BCGWF3dnttd3R5IMfFoYSBjVnJ6LvuszGzDBiXbAHBqhm8Z\nfJFtmGwhjHmJKEQZwvUvEbb0LxHAa2Zx3YC0f0NYsjlkc8Ns4dKp5bpWxfd1rYrvg8i7Jse9q4di\nziV+nbGsudwpQNhEMrAukSy3g9sFabKzY3q4pSlht1rVNdUEJ4ZQtp3E1rQjVv4sKFcaoW3H++kS\nMUaDLQZqO4gYjnEJTY7NQlN5d1GTKkpaPilHxYyauVDNPk/ILcOZRd8Ks+hboU9UisNYNct6koOM\nL15iXRlHJcC56miOZGMCA522wEDnS5tmk810e0wd6ZpWCy1l0aeFpah9kAOw64U2e6HQ1lJ4aXJ/\nltvHLFm8vnqavCRZsvrcK9s89hU4fOI3YEgjvv2DxkaYQePk6Y1n/b5c7vi5F0Kre5udd+1o47/x\nveMNf/L2jfj7L+/HbZtbEYmXEPAL+PfvHMMtG5vxX784h5GJLKajOYtgLXWubAbuZF+85Dj+m4ED\n+l0P3Dby46O0wRU/MQhDX+NbuqoUP/6Cj+EtRMmlQU0TcjIGoaEFWrEANZ+FnIyh5fZ7Od5tWca7\ny6Yy+wk/fOtbGg1MwLs2oCfD1PSs6BrOjjs6xcwInC2rJnh7oF3OTloNTQIACL52iMkhaFIOcnr0\nJXEHAEzWTkV3jyG6e5CqssNYLU9spShjL2QYe0EhQpESqygQTvWCMZsXFFJMCBEFNigKbHCqsXrO\nOGNQ1V0yov68kQlk9aI/p+veosE4RVOwKaaPNdFIrrCYgAHlBb3YKujF1oAUqbmcylizlaawXMni\nkUTeY8i8k1U4u01jLG6TcAEAgat1A1HK8JJsa5JkW1M6M/eyPK/lKq6ggsMulex2SbcLCmw2hbfw\nmo3jdA/D0MC1FOSsRHNbobn9JD/vsjPuoDycX3nNvf/7ZSXuXEQ3AFtvb28e5e/DMIA/D4fDam/v\npcWJ4XBYA6BV/vNDKI9neVAOVv4EgJ+iPOrlBfD1G7L2N5FFB88iC6LvyYd/A+CeeRdcZJGXIQVq\njyaoPxKloUKc+mkObrcMS/N8Ia+LXH/0kjYmRUpjclziDUlfDiBws9epLoipsqGJPr5lmAOvbJov\n/+Nq8BSMyVftz400pPXt5CodTCYY9VTTroPJckDvgm8GOezi+M4dfZRhaN0Ck0mJ8S3j9acVWOsS\n69SMfDZ9NDGPSwMAq+Vsm552z+dy2NAvHth1tHjbnOsIoj3b804ZhNS8iHLYxfFdtx9pqeXiMSij\n/IfxxvG5xIDSROFgYSC7DXOM1DHu1BlL7+GGWiMdDSnt/JufyjBcjbYrjeFzx1vuOZm3Bi+rVAcA\nltWLG9aG+xobUrfUaqWqCD1nqgk9l7xXQR3K92emtby6BfNUATPu5Cm+PZwj9sKmucaR7JKR2HpG\nPLdqWA5adDrncSBz9ui4d/VA1NXj1hjr2vmcaCxjiM3NidMdbRHZ4yksY+rMwilRIT5AuwbPm51m\nZgH5PUC5VlnNKQNyVEwoaVkwZWMZrjBDhQiFUdYbn2K8CYOxF0JgjGULqam2Kma2PaYOd02r+ZaE\nZnUXjRZ2QSHSLyFyrqms0Fhp8gpZZN7RNOP26TvzM4xMHYOFF7Bj49swHjmFgdEDcDmCuHXDW3Dw\n+PehaQokJQ+/pw0bVz6AvrM/NihV1EIpa2lu8BTcTo7euaPd/Mq3jwZe+8plWNHjRyor4Ye/DCPg\nteHP3rkJDcGXDs2n943iB7/sxz994hX4wePncKBvCopiwMIzAAiCQacaTxY5XTeZ1nXrI+13vS5z\n4jtfX66VClzjljvQ8+A7kB08i1Nf/UeseujDmNrzK6iFPLRSHrzTDSkRxa1/9xX0ff5j4AQHVr37\nQzj36Jchxqex8h0fSQz/7FtOZ+uKmCFrpBQb9jdveGvC4mwMAdeoPYpTM4ytGCX2Qq4iABHGKgng\nND+I2Xw98misqpnzFoy4P6dnA1ld8ucN0100LA7ZdF4UCH1dTQUmGFXmHXGJd6VLvKckWjyqxLsg\nc05eZW0Og+F9FKQR5MaFIAMAw5iKzaokBUHO2u1yyWGXZLsgU8GmMFarauV53ckwho8QBOcqAbgK\n1my+5/NnrsPrXjdmhSsfQVmY+VeUXTt9KOfwWAFMAvghyqNZj6AsCLUBiAG4A0ADgMcBfBXlLJ73\nAngoHA7/0Y3bmpvDosCzyILoe/LhdwqGVTEAACAASURBVAH45s1ej0UWuVIMyqhpeCZiNJCI0aCS\npD6uCIdPK4ccX/d6zkXqw1CMhBwtDUgx0dSL2hJcwRjBzYRxZvq5toEY48qsJaRWpsq1wVUyIq/a\nlzvflNK3kxquj4WQs4bCR1vvJSbDVR3TmQ+vJx++bdtx31yhqtX4lbFzzzhtrdsplDgQOWhI+pzh\nygDA+KLHrMuOb5xvudVD0qG7XyzMmzO3r/NNhxTeOedyt9/at8/jLlVtzQKAOPWf/7FxT8dcmQqF\noeze0mhhzlBqYi1NWNfu1whjdld7nNOp+KbfZvoa03rN10naW0+earrTYTJsVSFIsMmRrZtODzud\n4m21RDKJWlPPmttOj9OWzUDtqmVDNVKFgewpOSauAuY5PlgtzzUPH+cax0OENarWyM/gz+ojlXDm\nJfMJESprS054Vp6bdi8TVFZYP7thrBpeTz7c1TEdbQil/BxnrK63vSdJvUP9ZvfUKG2zFWFfuZDv\nmEo1+6AULUWUpMwbkt4NoHHeJ1aDGBLjTg+yvliacaetxCp1EELndbVdjFU1c21l0SfXGtcs7pLR\nypjouJLxHYOw4iGVxJ9ITLu97taCwQnWaGY89Ko7PsT+7JnP4P6dHwHP2fCr57+INUvvwomB34Dn\nbDBNHblCDG1Na9DauBKmaWBpxzb8/NnPYtPKe8RI8oRy1451Qy5nwXz2hePdH3zPJoVhXgqbzhUU\nfO4rL0BRdPz1h27HF79xGCVRRUnUcP8ruvHA3cvwD1/ejz94YAX+9ZtHsbTLh13b2pEvKhiZLOj3\nvmHn8JlpWvzlD/d0GKyVadx+VzF+5nhzaONtfGD1JgDAi3/3AWz5y8+Dtdpw9AufwKqHPgybP4Qj\nn/0L8C4v1r//U5je9ySK02NQs2msed9flveJYiT1ohbRCmpeK6iaUdIshmy4qUGbcS1vaPBykhFK\nMcaezxGhoDFCiSEWyVEWgGgLIVf/HTIbYlLDKZkJX15PBnJGwZ/TFV/eYFzlQGg3Z6CB1Mweu7ao\njDUt8a6kaHHnxXI2kCFxTlbh7ILOWNwmYYMgN2PEnlILr2UEQUlVsoJkh13SBEEhFVeQg+UMN0No\nYAFj3Yc23/P5+pO7f0e4wvydrSiLPw8BsIbD4a2Vsa0RlBu4eivPWxsOh//iRm/TjWZxRGuRhfJj\nAF/BPHfgFlnkZiNTSzZB/ZNRGszGETAy1COIsDWYYNoA0gNUv6u9yM3B1M28HBf75YgoqXm1pZLd\n8fJqOeCUFN86dJoNTjYR1lwBYM7g36vFWTKi9x3ID7QktG0EmDM7ph5MEP1M4879cWfXbfVc9Faj\nIZQ6sWXjma5q1dtzETaXHB6nLXVvg17URg1Jr+vElfXGc/Usp3L1OZUaSmPyhHfOQi4cO7myfdeO\nI3ot10QDSS9bTc4/f4Yur7nNrh7vHYZs7JGjYk3RiyqOdvnY7qxt3d7jhNcuG4XTOWL//n3+Ozb0\niwd2Hi2uIbj8wiAoTq3bNfyYeqZp53NxR+dtIOSSCzxJtjU/f2BLs9+XPbt5w1nNYtEvc1gJRAnc\nzz6/qyL0HBmnLVuqCT2shQ141wR201V+tTSW318cLYRg0upCosG79cnenfpkLxhn5hzf0Z8gjtyG\nahc3aS+35Fd3eJYA5bDpbadK6ZaEtppUuTC2GHKwJ33sjp70MWiMJTvpWXFmyr2cVzjH+lp397M5\nd+/xU+5eoNw81t4a7W9rjTEOu7RqrmM9SLI9t7NHe27HUZiU6JO08VSY9qQmaFNABb8SqH3MEUJI\neRTIsgyVPaSXtDEpJk4oCYnoJa2j7kZAygpmLrTWzL30K7US4DzGeuMS48j5wM0d4KxYGM9Qu23j\nUPtL410W1cy1xbThJdNKviWu8Z6S0cKY6JxP9GGpYY9mY1132Xm0MDn/T+MD4DUN/tOPJFwwhDZp\nqi9vDVlUTdra0byO6WhZzwBAUUzjN/v/FRtWvApFMY10bhLnxw6CZXm0NW2yJ7Mx+8CQZwvghiwq\n+PVTO8GxesHjKY77fbnMcy8+3bZ+ZSt7bjDakMpIlmxeJrdtbsWeFybwwN3LoOsmxqbycNgtaGl0\noqXBidPhBGJJEffsXMI1kdRyX0jHK/7XGnztseO4RTjsP8RGsIYi99jf/puwdNO6aTWX7uz/j89n\nXN0rIcam/IM//hbWvPcvwPAWGLIEKRGFnE0jPzyA1f/Pwy/tEysbZK1s0Bq4PIrK1M28XtSmtYKa\n0fKqqpc0xpANF9XMRgBNWIjIptmCpmYLmvlqmhGlxCJHiFBMMvZCntgLGmMrcsQiO8DqIRDatBAn\n2IVXZQhbcLBNBQfbNF7D08bpVPQUjJg/r6crtfCGt2CwDsmwWzXqrwRC12jpqx+LqfgtiuL3KMma\nyxiElWXOEZd4d0a0uEsl3qOV3UAOi1Z2A/kpSMPs35VXByGqZvGrmsWfy8+tAzOMIQm2sivIYZdL\ndrukzriCLFbVxnO6k2VNP8qOl98HGgEkUA5Onqry+HcAHATwbQBvAvAMUB7b6u3tJQD+G+UxrTeg\n7AT6vWfRwbPIgul78uH/RLmObpFFbiqUwszBOR2ngWiUhkoJ6mfycHoUWFoAUrN1ZZGbDzWpqqTk\ns1KklFUzcqASjPwyvOlADTY41ce1DJnEKm26Hnc/Z+MQjfh9B/LnWuPatmtxwgsAeWvgfF/rfYbJ\n8FcsSrW3Rg6tXX1+Xa2w3FrkqHPye8YDDoDUPY6SOhzbq+XVuirXrev2vMjYpHnFoM5p5eSDz+XW\nzbdc0eIdfbHjwa75lpvPxUMp6KPGg0fnq4JPH4vvUdPK3M4mYqrW1QcOzxUk7c3rE299IpO36rSm\nOlWw+IaOtt5X0llrzf3Q0T79wuoVQ81zjd9J1Jp+1tx2aj5HDwDIcfFYfiCrm4qxBfNdqDJ6iWsa\nPcY1jXoJp6+Za1FiUn3FqHxsy1lR8+WNDXOFMwOATvjCtGfZqUnPCkbiXOtAqreFXfIehOoNwdSZ\nzo5I1u/LtrMsreqkqoZKucIwbe8Pm0ukOIKtBqo7qObCkPSIHBdH5LhkaEW1BSa6ccWBuNQgjtwQ\n64vFWE+SEKHUAmIuWWirkEU1821xbaRzWsm2xjXOUzRaWBNdM6LP92IRDEsi4pqKV/mDuC8Qwg/j\nUTybTaORt0AxTXg4DjldR0xTsc7pNqK6oRV0nVgtTlXWFdu29W9Rc8WYY2j8EDRDwY6Nf4jRqWNQ\nNRlFMQWGYbFj49vgtJdFjPNjB6FqMiKJfnS3bcHx8BMAKDUMxWwM+vO5YlaQFZUnAKPrJnnkn+9H\nPCniy/95BLm8gttvacOWtU34l/84glDAjr//i534P/96ALmCgkJRhdtpQTRRwkffdwu+8f0TMAwT\nb3/9Gnz9eyfAcozxp59494lvfPkny50tHXl7xzIjcvxI04o/+jNeCNU9wTfHp0ZlXdSmtIKa0vKa\npBdVYki6w9TMIChacU2/V02DWKUoEYoJxl4oMvaCTmwlnlhkF1g9BKCxXnfblWCXjKS3YCT8OSMf\nyOmKP69Td9G0CIrp5nUaJBQN1ysQejYUoBprS0mcK1WyePKixSOJvNuUOSercIKgMxaPSdgQCLl2\nodgLIw+g5dNfeE3pJr3/FXPRiJYNgIiX8nc+HQ6Hf9bb2/tNXOTgqTznMwDeinIuGwUwCuAfUB7L\nakXZ4fNv4XD4IzdyW24WiwLPIgum78mH1wM4frPXY5H/OWiUFVPlkONUjAa0FPVaSrAH9HLI8aKb\n7GUApdTUcmpYmi7FlJTkqgQjX/MsgBsFseeH+LaBCcaTXLXQUaQrxS4ZiXsP5s+2R7VbZofnXikU\nxDjbePu+qLP71qu5G7msZ2zfsp6xWxeaMWRQRvum8YYBDfzclpiLn6MY8cS+aQ/qbCCybX0iQurI\nUGlOqP1/8FS2LoHrmZ53TlLCzDk26HCIY7t2HGmd6453kQqx7xiv4wAy5whG8sXoPr2o1RSLZrAs\nPfYc64/trvU4Y1LttXtyBzoi6s5aF0IUoEOBzXvHvGvW1wrIJcRUV68YOtjRHtkwl4NFotb0c+a2\nU2O0ZdN840laUR3Jn8tManl1M+r43UDsufN8R/8048qsny/IlNfM4oawdGL9gGSzVwlnno1BWDHi\nWnpywrvSEHnP2mrV8tVw2MXxzo7p0eamhMNq0dYspGmnSIXoAF0yNGh2IgPPUgqy4HEsQzVSSlwa\nlOOirOXVRmrQZbiaYgxWy7Ge5BDji+dZV3omwHnB4yu8Zhba4tqweTRGT/VHOj/eviTz1fHxJZOK\nTD7bU7YnfWZsGH/c3IqvTE3gb5aUC82ezaSw3e3FL5JxDEgiumwCgjyPs2IJUU3T1wW7pqMGZVgh\nYAZDK3jC8I2p7ASzZtldF95bVgp49tA3cN/tH8Tjz30eVosD63rvxb6j34Giigj5u5DNR7B763vg\ntAfw+J7P4+7bXj1+y4aWibHpk85jZwfa3v7gSvV7Pz/TzDIEu27twKY1Tfjqt8uhzpvWlCP6/tdf\nP4V//MvdcNh5fPKf9uADD22GLBv4+y/vx2c/vhshvx1PPT+Csak80lkJH/yTO/IpeCdjNJiJ04Ce\nph7+ovOaa/LdSE2qG5I+rRW1pJZXi3pBpbqk20zVCMBEK661G5+YKrGKEcZeSBF7ocQIBZPYRJ7w\nihus3nC9vysrgdAxX95IB3J60Z/TNW/BYF2iKdhU08uWR8GuS2tlLQzCSjLnjIsVN5DIezSRdxGl\n7AZyGgw34wa61vk7/9+nv/CaD1zj17yuVISdUyiPVK2q/P0wgM8DWAugiLKTJwTgtwDOAXhl5ekM\nymNYxwD8KcqunrUAfhQOh9/T29s7Gg6Hu27UttxsFgWeRa6IvicffhbA7pu9Hov8flGiQiJB/dNR\nGszHEaBZ6nZIsDZSkNZatcKL/O6iFbVRKVIaVxKixZCMXlxhYOjvDKyW45qHT3ANEwHC6XULEleL\nTTbT9x7Mn+qMqFsIUDPIdqEULP6hvrb7FIOxzB9UPAfrVof3tLfFFtyyBQA/0+98PoLGBY2XpY8n\nnlNT8u66FublmLDxuboulIMZffiPfp2uy4FxuO3Ve/O20LwOojtu7dvvdpfmrGc/a/a8+Lx5y5wO\nI0qpkTgQOWLKxrxOJK55aB/Xdn7bXIGdvaPykXsP5DvJHGOQMmeP9rW+alTmXdtrLWPhtfSmDWdP\n+3252+YSsmRqyTxrbjs5RlvnFXpM1Ujnz2dPylFxJerJnCGGzDWO9XHNI45qY2qzcYhGfOsZ8dzK\nEbnBUnYOzolJGCXq7D454V2lFC2+1SD1Oc1YVi+2NCfOdLRFNI+7uIyQheXnJKhvsN/snh6lbUIJ\nwsr5nFBV110385Vq9pKaVfxUp724ypwuYiuOsb74FONNaIw9PxPgXNfFafTpYfBeGwKbWxB/ckhN\nHp5i3rN77QtLsyb5TN/ZbX+/ZCnzd6NDzIzoM8M3I1PwcRximopWqw3b3B78IB6FQSkeam7Fj+Ix\n3B8IQgMj/zidle9fdc/prNBoFC1e79HBPb0WXrCt6N6JXzz7ORimjlfv+ihGpo7i2Llf4fV3fRK/\nev6LePCuT8I0Dfz3U3+L7vYt2LzqtRieOIxsIYp1vfeC54j4wolHtbUr2qd2bW+JP/rjp9acH0n4\n7r+zhzl0fJpMxYp47SuX4eipKGLJEj7zv3chFLDjoY/+Eg//yS1YtSyE3+wZxq+fG8Yn3n/rJcHP\nF0MpaBHlwocYDRYT8NMsdTlk2BpMkLZ6Gwbng1JKTcWIaUUtpuXVgl5QdV3ULaZi+KhBW4CFjdnW\nBTEkYitFGHsxTex5kRGKJrGJNsIrbjBG0/XOqwPKDjNvwYgFcnrWnzMkf16nnqLBOyTTyWvUz5QD\noa9H2HFNKGCqrJCSeFdS5D2FksUji7zblHknp7KCoDO8t5INVO9nQgGs/PQXXhO+nut9rakIPD9C\neczqRwA+AuCT4XD43t7e3kMAxlHOgX0TysLN4xc99xEAOwBsAPAoyuHMf4zycTwNYDWAn4TD4bfe\nqO25mbwM7fCL/I7wJSwKPItcASYlegbuiTgNxqM0KCepjyvA4VXBtwEkhJdb7soiFzBkPSZFxUE5\nJlK9qHUD6Kr8eRlDKeOLHePbzkvEVtpEyNVn3dSLTTEzr3whf3LJlLqZAFckoFSDAua5hh3PR1xL\nb726RhFKb9l86vlQMHtF63baXHZwoeKOqZt5NSXPG5g8A+tJjqHOYFqNq39fNOcH+bxt/l9Vx06u\nbNu544gxl7NpFTO07ZzZszeBQE3BiBDChm5t3hDfN32canPXzuuRnttNyXnMsuxYdy13TbjLtmWy\ngY/94a/TR+0K3VRtGZsuNu0Y+++mKffyF/tD2ztALm+EUjXe/8Lh9TtdztLI1k2nE4KgVA2fthHV\n9yp27y6ZWjLPmdueG6Wtm2sJPYyF9XtXB3bTlX61NF7YXxrJB6hJazurKGvTo9079Gg3iFAY4dvD\n44wnuZoQVB3TLdnZhue2uhqe2+pCIKuPbD9ZHF8ypXazNfJsGGpaWwqDW1sKgzBB9ISzs2/cu7qU\ntwZXgpCaB4FhcM6JyeZtE5PNACj1efP9XR3T0VAo3cCxxsr5Rp9CJLM0xPYtvQN9MCjRJmnTyX7a\nnZ6iTUEV/Iq58nsurDvHuIUmx5YL1ewGlZW0fEKOlbJqWnGbmrkcCxSNqezs1CPOTkQqWigxZMaV\n6Wd9sTTjSVkqAc6t1Z6rFVUILeWP3bEiaIkdmcKeXuvtz2gGlIgd33xrYzH92QHh79ITKbEg23XN\ntH6mexnr53nmbKmIBosFAY7HzxJxdNoEHC/k8eNEDDaGQUrTAMDWzpq2nvSxC263F6dGcF/TkoQn\nxoz8lsHyrCLbiWlMNweWdww5DjG6ocLCCxgYPYDG4FI47X5kcuXK7onoaSzv2gGOtYBS2E3TgXSm\nzXP46KpV2expqFoWyfityv07W4b/7bv/Z6Wuuc598s/XFt738R/dUhI1MxQAY7NyOD+cxaplIWTz\nCl5z99Ka4g4AEALigtjsImJzNyYvecygjJKGZzJOA4kYDcip8vmTRwXfCiwsGJgQQlgb18TauCZb\n8HIjj6kaGa2oTesFNacVNFUvabwh6y6q02Zc6XkaZQUqubsNyd2NVJWMb0YvEKEUZYRChrHnJWIv\nglglG+EUHxizcaHZbtVQLYw7HmDc8UANDYdS0ymaUV/eSAZyesGf01VfwSCukmEVFOrhdRqqlu11\nNRCAsRpSyGpIIa8cr7mcTriSzDvjIu/OirxbFC0eTeJdROYcVo2xugyG86PsBnrq5Sbu1KARwFRv\nb68fQDOA/moL9fb2LkM5fLkDgIpyg9bbwuHwP120zOj/FHEHWHTwLHKF9D35MANgAItBtYvUQKF8\nPkn9E1EEszEa0DPUYxMhhAww7cDVWVGHf/4YcsNhUNNAx92vQ3DdpdcUyVNHMP7UT8BwPEIbb0Xr\nHfdCjEcw8L2vgLAcVj30YfAOF3RJxNn//L9Y+ycfB2Hmvik2feC3MCQR7Xe9FvnR8xj66aOghoHG\nrTvRuvM+FKfGMPijRwAQOFo6sOzNf3zp/silMfD9f4ep66CmiZ4H3wFX+9xmAV2WcOaRf8bq93wE\n3P/P3puHt3XWaf/3cxbtu2zL8r7Fcpw4+753h7ZMacvOwAvDzrC88E5+MDAMfacDAwMM2wAvdIAW\nhkKhwEBLadMt++7sji3vuyRL1n4knfX5/SElTdLYlh0nbcGf6/KVWDpH5zlHx9J57nN/769x3owb\n84Yma4ncRKYrG8zk5KRYhSnaMb8WIQZhmK/q7mecE4ummqxcL/SSlrj1SOpU44i4cr7t5GmdY6C9\n8s60wuraruV1CKHKlo0nDtusU2fMTEeM2oYeU+90AsWVvlwgcT66OxsQdhS7vG7RiT2sc6IoAcqY\n1SIf/H2kqOwumdEl9ta/3TJTu20A2Lqp/YDNOr2LR6ac8FP1vrAGtm665TRFS4X3j49SdWbnCTEl\n+/RLDukJoVOXklGq3XEouc83KG6ero2xwvDJU95bTyUMZVuv1lL9Ap6yyMkVbV0mjtN8042tIPSc\nGaSVK4s5B3Lh7KmkPyZporoWxWRsEE1iy0ba+Yo+HThpVTE5MjUB8dz6s5moN3L1cOYroYAWMVWf\nGXYuScQNZc1XE8CmQq8TwzXVQX9lRYgzGXNLCJldi2yR8slCfk8uDHeVCrbo7J9LoRpVpLjoz4Uy\nEXEyZ9JEtRnz4dzgcxOsIzzIOieyjDluH9vVsSQ7luTFWBZlW2pQtjkf39Tx9QPgzTxykQz0pWaw\nOha5sADP9jpY653o/uFxAIDZos9qGZnx6PRpUVbMPqNJ3ykI5B0eLxhCcCadRF8uCwKCD3irUKrT\nYXcsiqymYl8ihreVefHHyARGxRxkStFkNGFEzEGhlAKMplKNKXFUCTdv+Ig6OHbSfsr/FKzmUpgM\nNoQm+7Bh+VvRN3wEOt4Ik9GJick+JIUwRElAmaset278CH75p8/g9s0fx2n/U5iY7MctG98nNteX\nDfz0d9+ob2koj3zk3avH/u17zy7/yLtW8RUey7zn1GSpPhahztEJuJMT1C1Hqd2QgaFEzZd8zWtr\ncE3R0oogjyspOSonJVERZEbNKhZN0UpBUQFcpxweVkowRiFATKl4oQU8iC5rIrzkLLSAvyEXSpxC\ns7a0GnQllbg7rgjupKraUypjzqpmg0SdhUDoVyQ+gAJajjPfdutvf/bCK7H9a+GKEq21AGQAZwBo\nAP4NwL24xOFzSf7O7wDcBOA08u6rlQC+DWATgIPIBywPLJRoLTAtl5yA7cjb4AzI1wj+X+RrnVuQ\nrxGcBPCC3+//l8J6HuTVx3sB7APw/CUvWwHgYb/f/+UbsxfXTvuunR8F8L1XehwLvHJQCpqCOZAP\nOS5Jh6kLCVitIvSVFOS61FrHezow8uKTaPvgZyALKZz4+j9i/Rf/86UxaRqOPPhxrPo//wbeZMG5\nH30VzW/7IMb374KrdRVykyFoqgrvhpvQ/8SjcPqWwdk8bVYnpFQC5370Vaz81L+CMAzOfP9f0XDP\nu2Aq82L84HOo2n4nTn/vQTS84R2w1jTi/MPfQvn6HXAtfulGe/8f/huG0nJUbLoViYFuDO/6Ldo+\n9I8z7m/kzDHEe86h6f73zv2gzRNUo6IYyZ7PBoSEFBNLqUpbcC35Dq82GEXgyodOcp5BCzh5+WzD\nRa8VnaQlbz6aOtk8LK4g82yPp4DmL92wb8zmWwdybblVDKNmd2w9ds5okNbOZX2FMrmH1fuHFHDT\nigBXQjUqhl4cjWMWraINK15oJzpp2hDjC/CyJnz0N5GiJwh76t9xthihzGLODG3bfLxqpnyiMa2s\n4wntZt9MzgxVUiPh/eMpUNTPOEg+FzYs2zdBWHXaksKagHj2nt0JF0MxrZg5aaw4e8Z7s0ljuGnE\nXKotahw+uKhxaMaypBzVxfdo604P0KqihB4lLQ8muqLDckJagyIzvIheGOFr/H2MY6KFEJTPtDyj\nUdk3mDu5tiOjOlLqimImahSgMaO3Y8i5dDJm9DZQwhTX3QoAIZrsKZs8W1sdSLmciVqGoXXFrnuB\nFDUFuml9fz6/x9ZccMPOGkqpJiel3lwoEyy0Zm/ETO3sZyAz2YdY3x5addN9PYH2x6yZwKizdefW\nMRCtoetbB0nzR9eh98cn4Pvo5TdqAs/2gSoaxFgWNl8J3KsrML6rF8JQAove2pYJ/09Xbnu1p8cT\nUdiDw8HmD3mrzReylZKKgm+ODOILdY34p4EeWFkO7/R4YWJYfKa/Gz9YtBjfGhvGm0s9qDYY8bHu\n8/hoZQ2WWax4NinEeyQt11q3fujZvqPNhNPrF9VuMlSVL2EOnfoVqr3LUOXJV7X+z/Nfwl3b/wE8\np8ef930LW1e/G5KcxXOHfoA7t30aFpML3YMHkBVTqPEuw6mup3DLhvfmbFZhyOVMTLqcCclqFUwG\nvVRGCK25HgHFhWYUY2HqnghRdzpMXSQJqzUHnYeCeOe7/J1qVFIy8piSkiNyUsrKaZmqWcWkSeqF\n0Ofr14iAEyOMMT1BTKkEY0pJjDFNiC5nAie5Cy3g51Xomg5jTpt0pJSwO6Em3XEl50yq1CaoOlNO\ns14SCH09hLDTm//w2xlLVV+NXCjR8vv9awq/twD4DYCVfr9fKYQrX1aaVVjuGQAf8vv9gz6frxxA\nL4DlyAct/wnAd/1+/59u2I68Clgo0Zo7fr/fvwMAfD7fNgBf8Pv9txR+fxhXOQGRD4nqL6ys4pIS\nJ5/P92fk27u9lvgJgH/GLC62F3htolJGnIRjOERLIkFaIk1SB5+GyaWAqwZIBfIC5Q3B3rgY1pr8\n3IIzmqFKIqimXXTgyEIKnNEMnSU/V3AsWoJY9znIQho6mwOaLCI1MoBcNIzc5MSM4g4ABA49j7I1\nWy5uIxcNw+AuA8PrULX9TmiKgtzkxMVxudvWINZ99jKBhzNboQhpAICSSYM352/YHv3XT8K9ZDVi\nPefgalkOUJpft2UF6t/wdrjb1mDgyUehijmw+nlpmFQ0lFJNjotdmYAwIUVyNk3WFiN/Z+QvCsYe\nPsNX9SSIKbmCEMzJkXIt8LKWvvlYqt03KC6bz1KsCwi8beh41V1xhdVf82vzvBy/aeuxYZ5X5iTu\nAMAf1FuPKeCK6oB1KemBxFHkrdfFw0tFu8pkbnbClys7Hp2w1M24XFow1abS5v0zuZ0qmYklTXRo\nTy+tm/Z9YnVsSclGrxg5GAgAM4RHy4bS3ImbLfq2/YcZQ3bKLJ1hr77tR/eVxN/+dPSwXdCmXM6d\nHW/b3v+odN6zZU/IUr/h6iV+hOnpq93SP1glLF/q31Puiaydqv22gUiOO9j92wtCz56ZhB7Owte5\n13jqNFmNp3rix7KBTPNMx4CK841leAAAIABJREFU5mqpZ1V1oePdUa6ylxBdbtVUgpvGEL6zwbiu\ns8EIXtZSK/zZAzOFMxOAuLKBpa5svrQnbijrHHIsDU2aK2spYacV4ihl+GCodFUwlNdkLGZhsLZm\nfMjriVh1OrmtmHwbK8l4V5MO72qmAwAwQV09+fyeSnMmn99TlHBJCGF0dn2zzq5vvtCaXU7Lg7lQ\nZlQMZ4mSkeswgwh4JZlILyzlSwgVHM32sjuQ6n8IwqFtjXIumCbkHKGp6uNq5ugGSpFWM5J7+Hed\nqH9HG5SMDDmZg9FrgyJIkOJZCEMJOJaUATadSakwm47W6tbTWh6C24nvbyvNeiNyX924GD11ZLB2\nhd1mIoQ4HRzPBSURpbwOKVWFk+PwbHwSYUnCYC4LA8OilNfhQCKGZRYrOpMRxy1ON5qS58q3lZnx\n08AYlgZfFBuU4b5jmaD78Mlzzuaa9ZHRSI8nJ6XZroG9GAueRzozCQBw2StBqQYhE4XF5EIml4TJ\n4MDJzj9hXdt90DTWEE/YfPGEDf2DL+mADKNeFH6cjqRsswp6g0H0FISfOd9IIQSMA+lqB0lXL8LQ\nZc/JlM1E4RgJUXd0grqlSerg0jA7ZXBVs3VXXtweQ3S8RVfPW3T1Ru/lpx2lVFOz6qiSlsJyUkrL\nKVlTM7JelTQXNFqJa82YU/QlWkpfgpQb6suepJTociFiECYYUzJFTCmJMQoc0eVMYOWSggA0b/Pi\nrIFxZw06d2AKqZXRqGwV1IAzqU7mS8FUxZlUGEtGMxgkzcGp8MzRwfvVaxr4K8AVzp1mn893CC8Z\nJ2oBBHw+XxD50kAOwJM+n2878uLPRwBUFsSdTQD+A3mX5/v8fv/nfD7f88jn7ywIPAvMGg+AsekW\n8Pl8NwNIIX8CX/ncrQC6/X7/yPUZ3vVh9e1fy7Xv2vltAK8Z19EC05Oh+skwdY2FaGkiBLcWpzZT\nFgZPIdhvEYBFr/QYCcNcFDqCh1+Ea/GKy8qreIsNai6LbDgAvasU8d7zcDS1Qu9wIRsJIRcJwuAs\nwdDTj6Nqx53o+fV/AQDq7nobePPVMyzjPR1o+Ju/vfg71bTLqhRkIQnO9NJ1ic7qgJSMX/YaVTvu\nxMlv/hNCx/dBzWWw/OMPAMiLRd5Nt6Durrfi4Oc/gOUf+2fUvv4tOPrgx1H/hreDEAJLdQOSg91w\n+mbs4HzNyClpIBsQRsRwVqfm1BbkOxlcUwjvqxGiywa4qh4/6wrUEYZe/wN7FTiZCjvaU8db+3NL\nr4ewQwHaU7Ju34h98RoQMmVL62Ix6MXgjq3HUiyrzfl4ndQWH5gua2YqKKWaMJQq2hUB5MNgCUHx\n+00IQwGJFHmHuSLR7S5G4AGAk6dbqrZtbp82iwcAbmEObR1RvWdETN2mHAA4I1fpXufpmzwaigIz\nBJNS1iie2bZO5zu2h7VHpzzPRD3jePiekg1bTqT2rurKriO4ert7BppuaWjv9trY2f4Tla9LKax+\n+dWWU1XWfOJ063aDIRdYu6rjpNUibJrKFXe50LN29wCtXglMHSjK8KzD3urebmtxycJI6qAwkHTO\nXLZGWDVStU6NVOX//qv9ftYVmrYEU+YZ67Gl5s3HlpphzqihdR2ZrpaBnEenTJMJBMCRm1jsCL6w\nGACSenfvkGPpaMRcXakx3IzfoWnBXNfRuaiuo3MROE5JVnon2qurAorNKvgIKS77pIxEF5Wx0UXb\ncBwqZaQRWn66izbExqmntJDfU7RgwFv4Ot5ir7M25t8OJauM5yYyg+JEVpVTUiUopi0PU8UUDPZ8\nlaDRVQdWZ8Toof8Hwuos5W3vgNxfsV0Rfo3ub/XrAUkEy2a7vtvOaZKoN1ZYWc7CM5yJR+D5fgBA\nbiKN0T92wbm6AuNPdQMgqHlTKxSOGEfKdUtHynXoOy3De8cijHgsOemPsahwJuCacHBHHjs/vELP\nsOZTqRTSqoLjqSS22J24zeXGb8MhfHmoHw0GI5YUrgW+MzoEM8NiOCvon/Mfag1KEhRVQXLsSMXX\n6xrxfv84qrOBvtuW3z3yH/t+uF3KpcZgdHo5Ts9GYkPwlDRhItqPDcvegua6jdMe50uFn0thGE20\nWtL9Lmcy7HImZJtV0OsNoochtPpaBQmeqCYPJn0eMvmy5wRqCEeoKxCi7sRE/nrQmIGhVANTNdcy\ne0IIw5m4Ks7EVRnKXq75qqIaVtJSQE5KKTkly4og85qoOqhKvZjpc66IrVPJ6KGS0aMlr1aJS1Wi\nz44RYzrCmFIpxpRSiUFgCZ+zglNKAOqdT4eVxhA+YeUqE1aucrDy6saiQiD0hDOpxt0JJetKKJo9\nrXLmrGbWydTNUJRfEQjdB+DX8zXGG4wf+TbnjwP4DIAvAHgz8mVXLyK/X28C8LjP52tEPoB5P4D6\nwroA8AMAbwfw7wAWFQSf1QB+eeN249XBgsAzd3w+n2838hdAlQDumGZBHYAvArgH+XDiK/kkgP99\nHcZ4I/g+gM/iBrcdXGDuaJSoCVjHQtQdCtGSTJi6mCQsjkJInxvzHB53vYicPY7gkRfR9uHPXfY4\nIQS+d3wE/l/+EJzRBIO7FJRSlG+4Cd2/+iFYnQEV214HzmhGvOc8SlZuACgQOPgcam5741W3JSXj\n0Dvy1xY9j/8YUiqBsz/8CgjDYOkHP5sv1LwUSnFlTMTIC0+gdMUG1Nx2LyY7TqD/j7/Akr/7NFi9\nESZPfn7B6vWwVtWDsCwo1S6uq7e7IMZffgE2H6g5JZANZPpyoQwUQW5E/sty5tKP1yJEFdmykXbe\nO6ADL64qpnX29YBTaHbbidTRpb251ush7ABAhreOHK+6a1JmDfMSCm2xCANbN57gGYbOWeSNUEff\nEW35nKzj2bH0UVBM6Sy5GqwjPAbMQuApbApFCjyubGAxKE0U09kkLZjrUmnTAZs1M20WDyFg7mN3\nuX6p3p2c6Q46b9U1ulaVno+eCOsAzNBhiTCSf912rrprL1c+uHk6oWn/Kuu23hqD//7nYjynTT15\nt0qxhm0Dv6T9rpX7Bp3Llk11HHI5g3ffwdVepyPRuWZlh6jTKVOeA3mh58AOkfKJPdq6Pf20esV0\nQg9hCG+ptW2y1NqQi2TPpPyxrJpT12KG0gcqGb1y3wqv3Ec11h04zlX2KESfXTPdhFkwsZ4X11o9\nL661oiSm9G84mx6pmyac+QI2cbKpLbSnCQDSvH1w2Nk2OGGpLVMZfkbhXFE429BIxYahkQoAlLqc\nifN1NeMTpSXRcpbVfMWUkbJE09WR8eV1GAcAiJRP9NGarm6tXpyAq1rD9A6jK+GMXIWl1lZhqc2f\nnqqohsVwpi8bykpKUiqjGm3GJcf/yiQIzuhC+fI3Q2d5SasqXXw3rJUrwbC8fuzYw3pn/R0wOmsQ\nPP1rLXFSSbpX1fQTLemxNJhMlnq7HRRI90ax6ANrrjpGOSWBt+mhssQQo6pBVjV8LTi0mZTyWPSO\n1TnnSGZo8vfnqt69bNEJJJRSF69rWmK2cB+suPyt/ERVLX48Pop6oxH3lubN6jt7/dhZUw9CCGoM\nBmzhso2eiX2NNXodbgo9U+WMGbMJlyceTPTL2YBjggWabeYSDYBjNsf5AprG6BNJ26JE0rZoYOil\nOC1CNMlmFXqczkTY5UzKNmtab9CLZQxDa+bDiWImuVIzGS+tLZw3F8dDiRKHbXCCuiZCtCQboU4m\nCYtVgq7iWkvzWT1byuqNpXr3VUKfZS2hCPK4nJTickoSlbTMqTnVShXNg/yN9mssNSMsFU2VVDRV\navGr7AbRZKLPjBYEoAxjSinEIOgIL1rBKmUAyua7rLuYQGhzVgtdCIQuiyrf+cC3fvFy89JrCx/y\nQo0LwFMAPoZ8tMmlBADcB+DHheUuJFN7/X7/eZ/P978B/A7ArwD8GcATN2DcryoWBJ65c2mJVguA\n3/h8vpV+v1+5yrKfBfCQ3++P+3yXRw74fL5KAGa/3993vQd8PVh9+9cS7bt2XhB5FngVIVEuHYFz\nJERLYiFaIkepXS/AeCFwrwb5tPnXJNGu0xh57n+w9IOfBWd8+V0gR1MrVnziAQDAwJO/hMFVCr3d\ndTHzpuMn30DzWz+EgScfRenKjQDVED55cPqNFhw7i970PkyeO4FlH/kcGD4/DySs7WL5FZAPVNbb\nLr+WSw50o+7OtwAAnL429D7+k8K6l89DCHt9I200WUvkQpnObFCQ5KRUVbj7+ooIHTcKxho9z1V1\nRxhLfBkh2PRKjYNVaW7rifTRtp5sC3OdhB0K0F736v3DjqUrQcisHC9T4XQkOjeuO106VVeiYpAp\nJ/xevR3FlopcSao3MeubCIwjLM92HUqQI7S4/CMCyhqUdFeOt87YuhwATp5ZXLFt08wuHjtJV61n\nTh84oq2YVgwCAJ3T0Opoc5+In51cAsycL6GMtGyjWctRvv7ckukCSYMlvO+H95cKb3k2tr80rkxZ\nWkYA0hg9ubUq0TXRXvn6Q1mdbUqbQixuX/zsi5tQUzV+ZMnivnKGoVOKb3oi229nD2y/ROiZMaPH\nUGJcZigxQhHkoURXdEiOS6sxY8kHYdTJijXqZAXA58J8VU8H6x6vJ9OMDQAiTq7hyW2OBgCoHRfP\nrj8rxMsnlSVkBpeBRU7UtU7sr2ud2I8Mbx0ddizpC1nqXQqjWzpdeHVhrCQac7RGY45WADDoxVBN\ndaCnsiLEGw3iEkJmEvny6IlsbyV961uZ/GVnkprH/Fp9fx+tZeOwNgNkVn/nrJ4tNVVZS01V+bJj\nTdYSXT//QS410mcEZTi9rcKgiKmLX3RKNo7g6d+AFLp9y5koSha/HlIqiPD5J6AqIsTEGKzeNpQt\nvY+JdD5lmzweXFG+/P0Idz4Fk25DlJjCI5mhfWVU5kPg5CZCYAk82wej1wLHUg9UUUX/IydBGIKy\nrXVIdEWgLzEhNyGg+2enDNYml09gKX71OtdWAIgfV2S1Rx/9p/AQRVbheA38+8sr+Uq94aoza6bw\nTlEKPDQ+ik9X1xUeAFiqGh2aYIQso7vriZpPeSpQ2vcIspwlEDd6RqNGbyZpKOWznKWcEqa2mKD2\nq0Epo0skrYsSSeuiwUsqrwrCT6/TkQy7nAnJZkvrCsJP7XwIPwyhnAuJOhdJ1LVg4LLnRMonJ+EY\nnaAl8RB1SVHq0AkwuRWwVXP97L+4XZ6x6xx6u87x8o85qmpZRVDG5JQ0KaeknJKWiZpVLJqsXcj9\nufYLK8rwNGepoTlLjRa7SpQXUXPEkAkwxtQkyQtAlBgyOsKLdjBq2bV8f04JIYxgYj2CifWMluuG\nADz+gXnfyA3Dh3wL9A7kjRO3+P3+8wDg8/nuBQC/3/+ey1bIz6kPXhKJMlCITdkH4AgAxe/3f+RG\nDP7VxoLAMw/4/f4un8+XBVANXPFpl+cOAKzP5/sY8l2n1vl8vjf7/f4OAHcCeM0lnV/B1wB8GHO8\nO7HAtZGipmCYugJBWpqayIccW3LQeylIOUBm7LTyWkPJZjDwx1+g7SOfn7Kk6uwPvwLfOz8Kltdh\nsuMEqnbcdfG5yNljsDcuBm+2gLfaIcYioKDQ2ae+LtfZHJDik9BZbMhGQtBZ7RfFnfEDz8LR1Apj\nWQUS/V2wN7Rg8uwxVGy53NRnLPEgNdQLa3UDUsN9MJbOmPV5ETERg6N5bk2PqEpzYiTbmQ0ICSku\nllGV+oDZOSFek/BimK/sPc+6xyoIq72iJWasSsXNp9KHl3dnfQy9fm3Ws5xl7FjVXSGZM866BGoq\nyj3hE6uWdy6abZefK/mdetspFeyMgsXVyE1kTlKVzjr7iTElnbNdhwK52SzvSQ+KQ87i/jbTaXN9\nOm06YJ3BxQMAK5nOzX6t4WActhkFSUOZaZXNpx1O+mNrUcRERo1UraM5c6du8RHXdCHICk/Mj97p\n2rLqvHBgyylhGcHU54BezZZtGv5d2bh10dHOso3V03WUGh6tWD8yVi63tvTtqa0OLCdk6muHS4We\nvdraPX20ZlpHDwBwZr7WvdpTq8laItUT35MNCDPm9AAAZEOpPNC2Qx5YShnHxEm+ujtLDMLqmYJZ\nhyr0bUMVejAalVsGckfXnC8unNkkp6pawoerWsKHkeNMwWHHku6gtdEmM/q2Yib9OVHv6e6t83T3\n1oFhNNFTFmmvrQ4ITkeyjmFo0TdwbESoXMueq1yLc6AUdAJuf5fWEByileYMDEuA2WVTJYe67Joq\n2Nd/8T8gBEdx/qff1LRoLFW+9qb2eK+/nDPam2s2f5QBAKqpGD7wfSRHjoPhjfCufjfGjvzXxRsq\nk/5nYHQ3AFQDqzOB01ugpHIupKwujrQgd/IWL0A1UewaSnWfs3k2reygWrpczcpNNfe3wlBmRvTk\nOPQuIzKjSTS8ewWSXRFMto+Bt+mRHorDUutArDvCMzrWZVxZhrKttUj6I/jGiYC28ZbyzrHfjroq\njYhIHGF4hTbiEocfIcBmuxO/C4cuOwYxRYFbp8N9ZS99zxuVtNeYSnu9qZfu56qEzSb1JQMxkzca\nM5args7hkBl9LQiZ8/V0QfhpSiStTYPDL1UfEqLJVovQ53ImJ1zOhGSzpnUGg1TGMFpNMTlPxaAn\nsq0C4dYKEr5iTKBpmAJh6gqGaEkqDBfi1GrKwVBWiAC4ptInwjJG3qZr4m26piufoxpV1KwyLKek\nCTkpZZS0TJWMYtRk1Q0NlZiiFHXWUNZAs9Z6NWutR/QqzzOKQAxCgDGlYowplSHGNIg+YyC8ZAej\neuehBfyDv37rD2Z9U+NVxGyME1PxPuS7Z6kATuGvuLpkQeCZB3w+nwv5i4er5vD4/f7Nlyz7MPLd\nsjoKD63Fa9w6tvr2r0Xbd+38EvJCzwLXAZUSOQb7hZDjbIQ6+UIQXjVAyoGZO4P8pRA+eQiykELn\nI9+++JjvnR9FvKcDnMGEkmVr4d14M87+4MtgdXrU3fkW8IXAZaqqCB7ejda/+xQAoHztdvgf/T4A\nAt/f/v2U23QsWoJEvx+Wqnr0/f4RaLKE0//5L6CUgmE5lK/bjsZ7353P86EU1tomOH35SV/Hj7+O\nJe/7B1Tf+kZ0P/YjhE8dBgA03ve/itpfSinSI31ofsv7i11elWJiVzYghKXJnP0vNRj56mgKWzrW\nzlX0oRCiel1cMsXCqFTadEY4srIr08TQ6zuWPtfK/YUymXlr6V5XM3aotaVvNSHX1vXkiLpsXwyO\nOYtOSX9Mm3mpK9EUsMrLLvZngjKQrpLOOSUVye6GYgUeIO/i2VqEiwcA7mV3LXlYvW+MgpnxPTVV\nWTaoorpPGEwWdZy1tHOxeHrbuH7Z/h7CaNOW3Z1oNW8eqNQPve2Z2KhOmT7npiLVs64sPZg6VXHr\nnkJL9atO3Chl+I7ORdu7e+tiq5af3+t2JTZON8nUE9l+G3tw+zZ6LLFXW7u7j9ZMm9ED5O/421td\n220tTiUzkjqYHkg6qEqLEHsJ0eKelWLcA3BSlK/sOcyWjlURRps2sFtjCH++0bjufKMROklLrvBn\n25d3Z8xGkS6fqVuOQcmUN0eOlTdHjkFiDZER++LOcdsio8Qal4PMnHeiaYw+ECxbHQjmS0us1nR/\nXfX4SLkn4uB5ZUmxzg1CQDyY9HnYSR9wDCplxGHqPdVFG+Lj1FMmg2uZaTIe7+mAuy1fOmUurwKo\nxtibFlkHX/jODhAGi9/7IUVnKj0/8twTfHps0GmtaLMBMER7nkfgRAKszgzeXIZsbAgMb0Im3I2K\nNe8GANiq1yB46jEAgHfl2y+Mmol1nat1Vr8OYsfSvNuM7qHJU8Yx47a63pT//AolI1vVrMwOP94B\nwjKwt5RCUzUEn+0DpYCpygbvrQ0AIRh49Aw82+qQi2aZvU+eWywE4xgxCJ7HlVGUrKlU40TVPjvW\nl/VZrFGZ0tJWk5nZFY3o9JdkAXZnBPydd+aPYpaqRmcu1OrMXS4QzbfbB8j/zSVT1sZkytr4cuEn\n0+d0JPLCj03QGQ1iaUH4mZeOV4SAWJHxWknG24DRy55TKSPGYBsN0ZLwBHWLEepkUzDbC7EB15i7\nAxCGcJyZr+HMfI2x/GWhz1TLqQE5LU/ISSmppCRNySg6TVKdVKUVmE+BQOPMNGNvUjP2q3/FsHKC\nGIRQXgBK5vICUNZIOMkJRvPO4NDrBfDIvI31BnBFR2o9gBafz7cFL3Wk9gE4VwhXtgP4vc/n+wXy\nZdcqgAutZTf5fL7PA5CQn4e/3u/3Sz6f70MAZn2T5y+FhTbpc+CKkxLIq7//5vf7/1B4/mFcvYvW\npQLP7sLvTwD4V7/ff+S6D/w60r5rpx5AJ/5SsztuEDmqi4epazRIS+ITcKsxajdmYCgrhNotCLKv\nEFIyjnMP/TtWfvpLM7vo55nI2eOI+U9j0ZveN+UyckrqywaE0Vw4a9Dywcjz2mL71Q4xJXr46u5x\nxjbZWmwI6XUdj0aVDWeFQ2vOZ+oZiqqZ15g7Oc4cOFZ115jEma4eRjFHWpr79zbUjW651lDJIHX7\n/0e9rRYgc7pLKsXFrmj7xLSBtleDmON+w5LDs2rDDgAf+XX4vE4pRgR4iRca3zVECVt01s+2zccP\nWi2ZokoFB7WKU09r25YVe4c7cT66OxsQdhQ7FrBy0rBsXw/hZ24lz6hUumd3/FB1SN5Gisi7iBq9\n5057b9EXEyxsMQuDa1efmzAZxXUzLQvkc2T2amtP9dGa5UDxbgcxkj2b9McENaeuwyxbFDP28Bm+\nujtJjKnVhMzcOv0CFkENrusQ/C0DOQ+vYlbnsszo4qP2lo4xWzMvcublV+9aNj0cJyeqKkPnqyuD\nmtWSaSFk7jl7OaqL99Karh6tXg7DWaPh5ed992MPwdW6EiUFkefUdx5A89s+BFPZy01UJ7/1BSz9\n0Gc1KnG9nY980+ZqujUY6z3SbPUuM0V7X4S7+TbEhw6B4fQoXXwnCHP1y6CBF76Cmi2fAKvLl2z3\nPP1F6Mwu1Gz5BAghyEYHEe3fla29+7aTjCMsR8+eXSQLWU/F7U1XFUyGHu+Apd4J9+oKnP7iC/B9\nbD10dgPOfWUfGt+7EsZyCzr/4yCWfGYrGI3KYz87k11e5hzawVliifFU5VOhUP2nq+vmtQV2we0z\nGDN5IzFjORV0DpvM6Ouuxe0zHYRQxWIRhl2O5ITLmRBttjRfEH5q50v4mYkc1cXC1Dk2gZL4BHUr\nUWo3ZGBwq2BrgNn/LcwWVVInlbQcKIg/kiLIvCqqNqrQcuAGX2twYpQxCkFiSiUZYypHjGmG0WdN\n4GQXCP3cb972/cdu6HiukUtbohf+/zSAIb/ff0fBODEC4J1+v/9/CnPnKAC93+//e5/PdyeA/4V8\nZt4bADT4/f6Ez+frQr7D8zcA7AHwYb/ff+5G79urgQWBZ4F5o33XzrciH2i1wDRQCi0By/gEdQdD\ntFQIUxeTgMUmQlcBkFd8crrA1Rk/8CxUMYfqm99ww7apijmc+6+vofW9nwJveunmjZJVxnNBoT8X\nyhBFUBrxV+TguggrxbmK/jNc2UgJYdVXRZcvolFl3Tnh8NqOTO1MwavzwYBz2YF+18qlxYT8zoaV\nyzp3V3jDO671dUTKJx9R741dbRJYLOFDgUNqRpm+/cxV4Cq79/GV/bN2DX3w8fApo0RnFQR9vPL1\nexNGT9Gld1aLMLB1U3ttseLZU+q2PcO0smgHWPRkeLcUze0odnlAU/RLDh9izMW5fxb3Z4/ddjjV\nQIoI5NdA5POeLQdCloaNxYgTntLIqRXLugwcpxUlhIiUT+7T1pzspbWzEnoUQR5OdsUGpLi4CtOU\nnl0VVk5wFX2nubJhD2G1WYmIpVG5b8NZYaR2XGpiZyn+KoRPjdsXnR21tzBZzroMhFy19fz0UK3E\nHe+orR6fLCmJVXCs1jz713iJBLWMfufn58jo6KQdvMHQdP97ucCh5+FqXYWStjUQ41Ec/+o/wFh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EnKdFAK+hv19b0UzNpreR1N0VJiJDcr18mlsI5wdK7ryhyZ012vymRPacg6OzNXKm1pEATj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\n1IxlrFq7daz6KtFnYctw+u7/87ffvrZqeQOxRB26FsCnA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IZyqv+yYw0KC2YONzX0mVmW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WFHf8Dh+mG8eQc2cprB0m+O1epH8jHzPNk/B5BeXWCnXRRJ/bc198KpWlVMn+ODqEZod9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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96d9175a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_autopct(total):\n",
    "    def my_autopct(pct):\n",
    "        val = int(round(pct*total/100.0))\n",
    "        return '{p:.1f}%  (£{v:,.1f}m)'.format(p=pct,v=val/1000000)\n",
    "    return my_autopct\n",
    "\n",
    "f,ax = plt.subplots()\n",
    "_=df.groupby('Postcode')['Cash'].sum().sort_values(ascending=False)\\\n",
    "    .plot.pie(ax=ax, autopct=make_autopct(df.Cash.sum()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-04-24T12:52:39.196445Z",
     "start_time": "2017-04-24T13:52:39.181447+01:00"
    },
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "cb02ebec-1d52-480b-bb32-f29b0d9f3449"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Web Assets and Joins (AKA BeautifulSoup)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:19.817725Z",
     "start_time": "2017-05-24T16:11:19.236672+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "10afa81a-4e95-4812-b996-e09fdd2e72e0"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Sitemap']\n",
      "['About EONI']\n",
      "['Contact Us']\n",
      "[<img alt=\"The Electoral Office for Northern Ireland home\" id=\"p_lt_ctl01_Logo_btnElem_image\" src=\"/getmedia/83efe217-5085-4f5e-b2bd-9088bb8323d0/logo?width=359&amp;height=86&amp;ext=.jpg\" title=\"The Electoral Office for Northern Ireland home\"/>, <span id=\"p_lt_ctl01_Logo_btnElem_lblText\"></span>]\n",
      "[<img alt=\"follow us on Twitter\" id=\"p_lt_ctl03_TwitterFeed_btnElem_image\" src=\"/getmedia/6299767c-bc92-482b-af27-8d6bfaf30c2c/icon-twitter?width=30&amp;height=30&amp;ext=.png\" title=\"follow us on Twitter\"/>, <span id=\"p_lt_ctl03_TwitterFeed_btnElem_lblText\"></span>]\n",
      "['Home']\n",
      "['News']\n",
      "['Register To Vote']\n",
      "['Voting']\n",
      "['Elections']\n",
      "['Electoral Identity Card']\n",
      "['FAQs']\n",
      "['Elections']\n",
      "['Wards by Constituency (PDF)']\n",
      "['Wards by District (PDF)']\n",
      "['Wards by District Electoral Area (PDF)']\n",
      "['Belfast East Street Index 2017 (XLS)']\n",
      "['Belfast North Street Index 2017 (XLS)']\n",
      "['Belfast South Street Index 2017 (XLS)']\n",
      "['Belfast West Street Index 2017 (XLS)']\n",
      "['East Antrim Street Index 2017 (XLS)']\n",
      "['East Londonderry Street Index 2017 (XLS)']\n",
      "['Fermanagh and South Tyrone Street Index 2017 (XLS)']\n",
      "['Foyle Street Index 2017 (XLS)']\n",
      "['Lagan Valley Street Index 2017 (XLS)']\n",
      "['Mid Ulster Street Index 2017 (XLS)']\n",
      "['Newry and Armagh Street Index 2017 (XLS)']\n",
      "['North Antrim Street Index 2017 (XLS)']\n",
      "['North Down Street Index 2017 (XLS)']\n",
      "['South Antrim Street Index 2017 (XLS)']\n",
      "['South Down Street Index 2017 (XLS)']\n",
      "['Strangford Street Index 2017 (XLS)']\n",
      "['Upper Bann Street Index 2017 (XLS)']\n",
      "['West Tyrone Street Index 2017 (XLS)']\n",
      "['Types of election']\n",
      "['Election results and statistics']\n",
      "['Election results and statistics 2003 onwards']\n",
      "['Elections 2017']\n",
      "['NI Assembly Election 2017 - Notices of Appointment of Election Agents']\n",
      "['NI Assembly Election 2017 - Result Declarations']\n",
      "['NI Assembly Election 2017 - Result Sheet']\n",
      "['NI Assembly Election 2017 - Statements of Persons Nominated']\n",
      "['Elections 2016']\n",
      "['NI Assembly Election 2016 - Result Declarations']\n",
      "['NI Assembly Election 2016 - Result Sheets']\n",
      "['NI Assembly Election 2016 - Statements of Persons Nominated']\n",
      "['NI Assembly Election 2016 - Notices of Appointment of Election Agents']\n",
      "['Elections 2015']\n",
      "['UK Parliamentary Election - Statements of Persons Nominated']\n",
      "['UK Parliamentary Election - Results']\n",
      "['UK Parliamentary Election Result - Belfast East']\n",
      "['UK Parliamentary Election Result - Belfast North']\n",
      "['UK Parliamentary Election Result - Belfast South']\n",
      "['UK Parliamentary Election Result - Belfast West']\n",
      "['UK Parliamentary Election Result - East Antrim']\n",
      "['UK Parliamentary Election Result - East Londonderry']\n",
      "['UK Parliamentary Election Result - Fermanagh & South Tyrone']\n",
      "['UK Parliamentary Election Result - Foyle']\n",
      "['UK Parliamentary Election Result - Lagan Valley']\n",
      "['UK Parliamentary Election Result - Mid Ulster']\n",
      "['UK Parliamentary Election Result - Newry & Armagh']\n",
      "['UK Parliamentary Election Result - North Antrim']\n",
      "['UK Parliamentary Election Result - North Down']\n",
      "['UK Parliamentary Election Result - South Antrim']\n",
      "['UK Parliamentary Election Result - South Down']\n",
      "['UK Parliamentary Election Result - Strangford']\n",
      "['UK Parliamentary Election Result - Upper Bann']\n",
      "['UK Parliamentary Election Result - West Tyrone']\n",
      "['Elections 2014']\n",
      "['Local Council Elections 2014 - Results by Stage']\n",
      "['Elections 2013']\n",
      "['Elections 2011']\n",
      "['NI Assembly election candidates nominated']\n",
      "['NI Assembly election candidates elected']\n",
      "['NI Assembly election results by stage']\n",
      "['Local Council Election Results by Stage']\n",
      "['Belfast West by-election results and statistics']\n",
      "['Elections 2010']\n",
      "['Election results']\n",
      "['Elections 2009']\n",
      "['Elections 2007']\n",
      "['Results']\n",
      "['NI Assembly Election 2007 - Full Results']\n",
      "['Statistics']\n",
      "['Elections 2005']\n",
      "['Elections 2004']\n",
      "['Elections 2003']\n",
      "['Election results 1973-2001']\n",
      "['By-election results']\n",
      "['By-elections and substitutions']\n",
      "['Electoral areas']\n",
      "['Information for local councils']\n",
      "['Polling stations']\n",
      "['Information for candidates and agents']\n",
      "['Count Information Packs']\n",
      "['Notice of Appointment of Election Agents']\n",
      "['Notice of Issue and Opening of Postal Votes']\n",
      "['Statement of Persons Nominated and Notice of Poll']\n",
      "['Media Centre']\n",
      "['Media Accreditation Form']\n",
      "['Accessibility']\n",
      "['Contact Us']\n",
      "['Copyright']\n",
      "['FAQs']\n",
      "[<img alt=\"Employers for Disability\" id=\"p_lt_ctl10_FooterLogoRight_btnElem_image\" src=\"/getmedia/2a537dc1-c235-432f-8f3c-880a033334ea/efdni_1?width=129&amp;height=77&amp;ext=.png\" title=\"Employers for Disability\"/>, <span id=\"p_lt_ctl10_FooterLogoRight_btnElem_lblText\"></span>]\n",
      "['i3Digital']\n",
      "['Kentico']\n"
     ]
    }
   ],
   "source": [
    "ea_url = \"http://www.eoni.org.uk/Elections/Electoral-areas\"\n",
    "import urllib\n",
    "_url = urllib.parse.urlparse(ea_url)\n",
    "_base_url = _url.scheme + '://' + _url.netloc\n",
    "import requests\n",
    "from bs4 import BeautifulSoup as bs\n",
    "\n",
    "r = bs(requests.get(_url.geturl()).text, 'lxml')\n",
    "\n",
    "for link in r.find_all('a'):\n",
    "    print(link.contents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:19.844473Z",
     "start_time": "2017-05-24T16:11:19.819569+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "9934506c-86d4-4cbb-aabe-16f7d0460267"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Belfast East http://www.eoni.org.uk/getmedia/ed993710-4b80-46f5-ae6e-ecaf57ed78e8/Belfast-East-Street-Index-18-11-16_1\n",
      "Belfast North http://www.eoni.org.uk/getmedia/57e481c9-0299-4cee-b3d5-339f1d902405/Belfast-North-Street-Index-18-11-16\n",
      "Belfast South http://www.eoni.org.uk/getmedia/4616c6ce-52ba-4695-b09d-4eef48580068/Belfast-South-Street-Index-18-11-16\n",
      "Belfast West http://www.eoni.org.uk/getmedia/aac9bb32-105d-45b9-9f89-46f237e2f9f7/Belfast-West-Street-Index-18-11-16\n",
      "East Antrim http://www.eoni.org.uk/getmedia/b8193e4d-d21b-4c93-96cf-54029513f9d2/East-Antrim-Street-Index-18-11-16\n",
      "East Londonderry http://www.eoni.org.uk/getmedia/9f97bc2a-e95a-4a6f-b46a-7b4c1f7aea99/East-Londonderry-Street-Index-18-11-16\n",
      "Fermanagh and South Tyrone http://www.eoni.org.uk/getmedia/f03947bc-7eca-4c49-a244-1765e4492407/Fermanagh-and-South-Tyrone-Street-Index-18-11-16\n",
      "Foyle http://www.eoni.org.uk/getmedia/22100a16-1ed1-4440-a24d-7d0508261d2b/Foyle-Street-Index-18-11-16\n",
      "Lagan Valley http://www.eoni.org.uk/getmedia/0ae3e92b-8db7-4667-bf49-19a3d8d30fb6/Lagan-Valley-Street-Index-18-11-16\n",
      "Mid Ulster http://www.eoni.org.uk/getmedia/8071d70b-4d05-44e8-9ab1-c17ebeb2dbb5/Mid-Ulster-Street-Index-18-11-16\n",
      "Newry and Armagh http://www.eoni.org.uk/getmedia/77fffc7b-8801-4fc2-bda2-42cc1979e711/Newry-and-Armagh-Street-Index-18-11-16\n",
      "North Antrim http://www.eoni.org.uk/getmedia/966baf78-2dd4-48f9-a1b3-6c9b6abf2f06/North-Antrim-Street-Index-18-11-16\n",
      "North Down http://www.eoni.org.uk/getmedia/37bd5e8a-273e-4ae4-8cdc-69c380e5139f/North-Down-Street-Index-18-11-16\n",
      "South Antrim http://www.eoni.org.uk/getmedia/b2e31e8b-f978-4f94-b023-91bc808d3a81/South-Antrim-Street-Index-18-11-16\n",
      "South Down http://www.eoni.org.uk/getmedia/9fd78e7c-8293-449d-8fa5-8114da47fd7b/South-Down-Street-Index-18-11-16\n",
      "Strangford http://www.eoni.org.uk/getmedia/266bb298-9cdb-4898-a193-4dc75110d078/Strangford-Street-Index-18-11-16\n",
      "Upper Bann http://www.eoni.org.uk/getmedia/99a4f2d6-4e3f-451e-98d4-20dcda703c0a/Upper-Bann-Street-Index-18-11-16\n",
      "West Tyrone http://www.eoni.org.uk/getmedia/c1a00455-b9bb-4b20-b512-688a71eab057/West-Tyrone-Street-Index-18-11-16\n"
     ]
    }
   ],
   "source": [
    "constituency_urls = {}\n",
    "for link in r.find_all('a'):\n",
    "    if str(link.contents[0]).endswith('(XLS)'):\n",
    "        constituency = ' '.join(link.contents[0].split()[:-4])\n",
    "        constituency_urls[constituency] = _base_url+link.get('href')\n",
    "        print(constituency,constituency_urls[constituency])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:20.316736Z",
     "start_time": "2017-05-24T16:11:19.846157+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "117d6c24-7a83-4426-9d9a-f98b9abec796"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NORTH ANTRIM CONSTITUENCY</th>\n",
       "      <th>Unnamed: 1</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "    </tr>\n",
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       "    <tr>\n",
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       "      <td>Ward</td>\n",
       "      <td>Street</td>\n",
       "      <td>Postal Address</td>\n",
       "      <td>Post Code</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0401</td>\n",
       "      <td>BALLINDREEN ROAD</td>\n",
       "      <td>BALLYBOGY, BALLYMONEY</td>\n",
       "      <td>BT53 6PA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0401</td>\n",
       "      <td>BALLYBOGY ROAD</td>\n",
       "      <td>TULLAGHGORE, BALNAMORE</td>\n",
       "      <td>BT53 6NX, BT53 6NY, BT53 6PD, BT53 6PG, BT53 6QD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0401</td>\n",
       "      <td>BALLYCLOGH ROAD</td>\n",
       "      <td>SHELLFIELD, BALLYMONEY</td>\n",
       "      <td>BT53 6NW</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  NORTH ANTRIM CONSTITUENCY        Unnamed: 1              Unnamed: 2  \\\n",
       "0                       NaN               NaN                     NaN   \n",
       "1                      Ward            Street          Postal Address   \n",
       "2                      0401  BALLINDREEN ROAD   BALLYBOGY, BALLYMONEY   \n",
       "3                      0401    BALLYBOGY ROAD  TULLAGHGORE, BALNAMORE   \n",
       "4                      0401   BALLYCLOGH ROAD  SHELLFIELD, BALLYMONEY   \n",
       "\n",
       "                                         Unnamed: 3  \n",
       "0                                               NaN  \n",
       "1                                         Post Code  \n",
       "2                                          BT53 6PA  \n",
       "3  BT53 6NX, BT53 6NY, BT53 6PD, BT53 6PG, BT53 6QD  \n",
       "4                                          BT53 6NW  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_excel(constituency_urls['North Antrim']).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:20.778402Z",
     "start_time": "2017-05-24T16:11:20.318204+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "5c448e56-5484-4cdc-a723-135a03584f12"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ward</th>\n",
       "      <th>Street</th>\n",
       "      <th>Postal Address</th>\n",
       "      <th>Post Code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLINDREEN ROAD</td>\n",
       "      <td>BALLYBOGY, BALLYMONEY</td>\n",
       "      <td>BT53 6PA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYBOGY ROAD</td>\n",
       "      <td>TULLAGHGORE, BALNAMORE</td>\n",
       "      <td>BT53 6NX, BT53 6NY, BT53 6PD, BT53 6PG, BT53 6QD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYCLOGH ROAD</td>\n",
       "      <td>SHELLFIELD, BALLYMONEY</td>\n",
       "      <td>BT53 6NW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYMACFIN ROAD</td>\n",
       "      <td>BALLYMACFIN, MOSSIDE</td>\n",
       "      <td>BT53 8EJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYNARRY ROAD</td>\n",
       "      <td>DEEPSTOWN, BALLYMONEY</td>\n",
       "      <td>BT53 8AE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Ward            Street          Postal Address  \\\n",
       "0   401  BALLINDREEN ROAD   BALLYBOGY, BALLYMONEY   \n",
       "1   401    BALLYBOGY ROAD  TULLAGHGORE, BALNAMORE   \n",
       "2   401   BALLYCLOGH ROAD  SHELLFIELD, BALLYMONEY   \n",
       "3   401  BALLYMACFIN ROAD    BALLYMACFIN, MOSSIDE   \n",
       "4   401   BALLYNARRY ROAD   DEEPSTOWN, BALLYMONEY   \n",
       "\n",
       "                                          Post Code  \n",
       "0                                          BT53 6PA  \n",
       "1  BT53 6NX, BT53 6NY, BT53 6PD, BT53 6PG, BT53 6QD  \n",
       "2                                          BT53 6NW  \n",
       "3                                          BT53 8EJ  \n",
       "4                                          BT53 8AE  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_excel(constituency_urls['North Antrim'], skiprows=3).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:21.275874Z",
     "start_time": "2017-05-24T16:11:20.780444+01:00"
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    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "4537a447-ef09-475d-a71b-125f88451827"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ward</th>\n",
       "      <th>Street</th>\n",
       "      <th>Postal Address</th>\n",
       "      <th>Post Code</th>\n",
       "      <th>Base Post Code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLINDREEN ROAD</td>\n",
       "      <td>BALLYBOGY, BALLYMONEY</td>\n",
       "      <td>BT53 6PA</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYBOGY ROAD</td>\n",
       "      <td>TULLAGHGORE, BALNAMORE</td>\n",
       "      <td>BT53 6NX, BT53 6NY, BT53 6PD, BT53 6PG, BT53 6QD</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
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       "      <th>2</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYCLOGH ROAD</td>\n",
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       "      <td>BT53 6NW</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYMACFIN ROAD</td>\n",
       "      <td>BALLYMACFIN, MOSSIDE</td>\n",
       "      <td>BT53 8EJ</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYNARRY ROAD</td>\n",
       "      <td>DEEPSTOWN, BALLYMONEY</td>\n",
       "      <td>BT53 8AE</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Ward            Street          Postal Address  \\\n",
       "0   401  BALLINDREEN ROAD   BALLYBOGY, BALLYMONEY   \n",
       "1   401    BALLYBOGY ROAD  TULLAGHGORE, BALNAMORE   \n",
       "2   401   BALLYCLOGH ROAD  SHELLFIELD, BALLYMONEY   \n",
       "3   401  BALLYMACFIN ROAD    BALLYMACFIN, MOSSIDE   \n",
       "4   401   BALLYNARRY ROAD   DEEPSTOWN, BALLYMONEY   \n",
       "\n",
       "                                          Post Code Base Post Code  \n",
       "0                                          BT53 6PA           BT53  \n",
       "1  BT53 6NX, BT53 6NY, BT53 6PD, BT53 6PG, BT53 6QD           BT53  \n",
       "2                                          BT53 6NW           BT53  \n",
       "3                                          BT53 8EJ           BT53  \n",
       "4                                          BT53 8AE           BT53  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_cons_df = pd.read_excel(constituency_urls['North Antrim'], skiprows=3)\n",
    "_cons_df['Base Post Code'] = _cons_df['Post Code'].apply(lambda s: s.split()[0])\n",
    "_cons_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:21.707850Z",
     "start_time": "2017-05-24T16:11:21.277181+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "b15ac6c5-ae35-425a-8411-758cf6d0a644"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>Ward</th>\n",
       "      <th>Street</th>\n",
       "      <th>Postal Address</th>\n",
       "      <th>Post Code</th>\n",
       "      <th>Base Post Code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLINDREEN ROAD</td>\n",
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       "      <td>BT53 6PA</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYBOGY ROAD</td>\n",
       "      <td>TULLAGHGORE, BALNAMORE</td>\n",
       "      <td>BT53 6NX, BT53 6NY, BT53 6PD, BT53 6PG, BT53 6QD</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYCLOGH ROAD</td>\n",
       "      <td>SHELLFIELD, BALLYMONEY</td>\n",
       "      <td>BT53 6NW</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYMACFIN ROAD</td>\n",
       "      <td>BALLYMACFIN, MOSSIDE</td>\n",
       "      <td>BT53 8EJ</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYNARRY ROAD</td>\n",
       "      <td>DEEPSTOWN, BALLYMONEY</td>\n",
       "      <td>BT53 8AE</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Ward            Street          Postal Address  \\\n",
       "0   401  BALLINDREEN ROAD   BALLYBOGY, BALLYMONEY   \n",
       "1   401    BALLYBOGY ROAD  TULLAGHGORE, BALNAMORE   \n",
       "2   401   BALLYCLOGH ROAD  SHELLFIELD, BALLYMONEY   \n",
       "3   401  BALLYMACFIN ROAD    BALLYMACFIN, MOSSIDE   \n",
       "4   401   BALLYNARRY ROAD   DEEPSTOWN, BALLYMONEY   \n",
       "\n",
       "                                          Post Code Base Post Code  \n",
       "0                                          BT53 6PA           BT53  \n",
       "1  BT53 6NX, BT53 6NY, BT53 6PD, BT53 6PG, BT53 6QD           BT53  \n",
       "2                                          BT53 6NW           BT53  \n",
       "3                                          BT53 8EJ           BT53  \n",
       "4                                          BT53 8AE           BT53  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_cons_df = pd.read_excel(constituency_urls['North Antrim'], skiprows=3)\n",
    "_cons_df['Base Post Code'] = _cons_df['Post Code'].apply(lambda s: s.split()[0])\n",
    "_cons_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:29.755485Z",
     "start_time": "2017-05-24T16:11:21.710344+01:00"
    },
    "collapsed": true,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "b7c44487-8cf9-4124-abb4-45d187226f79"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "constituency_frames = {}\n",
    "for _constituency, _url in constituency_urls.items():\n",
    "    _cons_df = pd.read_excel(_url, skiprows=3)\n",
    "    _cons_df['Base Post Code'] = _cons_df['Post Code'].apply(lambda s: s.split()[0])\n",
    "    constituency_frames[_constituency] = _cons_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:29.778476Z",
     "start_time": "2017-05-24T16:11:29.756809+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "9a63bc9b-cfae-47b2-aa77-9119abc646ca"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th>Street</th>\n",
       "      <th>Postal Address</th>\n",
       "      <th>Post Code</th>\n",
       "      <th>Base Post Code</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>BT53 6PA</td>\n",
       "      <td>BT53</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYBOGY ROAD</td>\n",
       "      <td>TULLAGHGORE, BALNAMORE</td>\n",
       "      <td>BT53 6NX, BT53 6NY, BT53 6PD, BT53 6PG, BT53 6QD</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYCLOGH ROAD</td>\n",
       "      <td>SHELLFIELD, BALLYMONEY</td>\n",
       "      <td>BT53 6NW</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYMACFIN ROAD</td>\n",
       "      <td>BALLYMACFIN, MOSSIDE</td>\n",
       "      <td>BT53 8EJ</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYNARRY ROAD</td>\n",
       "      <td>DEEPSTOWN, BALLYMONEY</td>\n",
       "      <td>BT53 8AE</td>\n",
       "      <td>BT53</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Ward            Street          Postal Address  \\\n",
       "0   401  BALLINDREEN ROAD   BALLYBOGY, BALLYMONEY   \n",
       "1   401    BALLYBOGY ROAD  TULLAGHGORE, BALNAMORE   \n",
       "2   401   BALLYCLOGH ROAD  SHELLFIELD, BALLYMONEY   \n",
       "3   401  BALLYMACFIN ROAD    BALLYMACFIN, MOSSIDE   \n",
       "4   401   BALLYNARRY ROAD   DEEPSTOWN, BALLYMONEY   \n",
       "\n",
       "                                          Post Code Base Post Code  \n",
       "0                                          BT53 6PA           BT53  \n",
       "1  BT53 6NX, BT53 6NY, BT53 6PD, BT53 6PG, BT53 6QD           BT53  \n",
       "2                                          BT53 6NW           BT53  \n",
       "3                                          BT53 8EJ           BT53  \n",
       "4                                          BT53 8AE           BT53  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "constituency_frames['North Antrim'].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "815eeefd-d40d-4ea9-b699-321e5eb96909"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "But there's a better way to do this; add the constituency information to *each row* using a single assign\n",
    "\n",
    "Then simply concatenate all the frames together into one big one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:30.368148Z",
     "start_time": "2017-05-24T16:11:29.780257+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "c6d70aa8-c59c-4659-b456-507e92ada5b0"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ward</th>\n",
       "      <th>Street</th>\n",
       "      <th>Postal Address</th>\n",
       "      <th>Post Code</th>\n",
       "      <th>Base Post Code</th>\n",
       "      <th>Constituency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLINDREEN ROAD</td>\n",
       "      <td>BALLYBOGY, BALLYMONEY</td>\n",
       "      <td>BT53 6PA</td>\n",
       "      <td>BT53</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYBOGY ROAD</td>\n",
       "      <td>TULLAGHGORE, BALNAMORE</td>\n",
       "      <td>BT53 6NX, BT53 6NY, BT53 6PD, BT53 6PG, BT53 6QD</td>\n",
       "      <td>BT53</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYCLOGH ROAD</td>\n",
       "      <td>SHELLFIELD, BALLYMONEY</td>\n",
       "      <td>BT53 6NW</td>\n",
       "      <td>BT53</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYMACFIN ROAD</td>\n",
       "      <td>BALLYMACFIN, MOSSIDE</td>\n",
       "      <td>BT53 8EJ</td>\n",
       "      <td>BT53</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>401</td>\n",
       "      <td>BALLYNARRY ROAD</td>\n",
       "      <td>DEEPSTOWN, BALLYMONEY</td>\n",
       "      <td>BT53 8AE</td>\n",
       "      <td>BT53</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Ward            Street          Postal Address  \\\n",
       "0   401  BALLINDREEN ROAD   BALLYBOGY, BALLYMONEY   \n",
       "1   401    BALLYBOGY ROAD  TULLAGHGORE, BALNAMORE   \n",
       "2   401   BALLYCLOGH ROAD  SHELLFIELD, BALLYMONEY   \n",
       "3   401  BALLYMACFIN ROAD    BALLYMACFIN, MOSSIDE   \n",
       "4   401   BALLYNARRY ROAD   DEEPSTOWN, BALLYMONEY   \n",
       "\n",
       "                                          Post Code Base Post Code  \\\n",
       "0                                          BT53 6PA           BT53   \n",
       "1  BT53 6NX, BT53 6NY, BT53 6PD, BT53 6PG, BT53 6QD           BT53   \n",
       "2                                          BT53 6NW           BT53   \n",
       "3                                          BT53 8EJ           BT53   \n",
       "4                                          BT53 8AE           BT53   \n",
       "\n",
       "   Constituency  \n",
       "0  North Antrim  \n",
       "1  North Antrim  \n",
       "2  North Antrim  \n",
       "3  North Antrim  \n",
       "4  North Antrim  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_cons_df = pd.read_excel(constituency_urls['North Antrim'], skiprows=3)\n",
    "_cons_df['Base Post Code'] = _cons_df['Post Code'].apply(lambda s: s.split()[0])\n",
    "_cons_df['Constituency'] = 'North Antrim'\n",
    "_cons_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:38.204983Z",
     "start_time": "2017-05-24T16:11:30.370554+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "b2ee4444-24ad-4c0c-9f61-9db5e3cc02ea"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ward</th>\n",
       "      <th>Street</th>\n",
       "      <th>Postal Address</th>\n",
       "      <th>Post Code</th>\n",
       "      <th>Base Post Code</th>\n",
       "      <th>Constituency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2510</td>\n",
       "      <td>BREDA AVENUE</td>\n",
       "      <td>BELFAST</td>\n",
       "      <td>BT8 6JS</td>\n",
       "      <td>BT8</td>\n",
       "      <td>Belfast South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2510</td>\n",
       "      <td>BREDA COURT</td>\n",
       "      <td>BELFAST</td>\n",
       "      <td>BT8 6JB</td>\n",
       "      <td>BT8</td>\n",
       "      <td>Belfast South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2510</td>\n",
       "      <td>BREDA CRESCENT</td>\n",
       "      <td>BELFAST</td>\n",
       "      <td>BT8 6JT</td>\n",
       "      <td>BT8</td>\n",
       "      <td>Belfast South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2510</td>\n",
       "      <td>BREDA DRIVE</td>\n",
       "      <td>BELFAST</td>\n",
       "      <td>BT8 6JU</td>\n",
       "      <td>BT8</td>\n",
       "      <td>Belfast South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2510</td>\n",
       "      <td>BREDA MEWS</td>\n",
       "      <td>BELFAST</td>\n",
       "      <td>BT8 6JD</td>\n",
       "      <td>BT8</td>\n",
       "      <td>Belfast South</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Ward          Street Postal Address Post Code Base Post Code   Constituency\n",
       "0  2510    BREDA AVENUE        BELFAST   BT8 6JS            BT8  Belfast South\n",
       "1  2510     BREDA COURT        BELFAST   BT8 6JB            BT8  Belfast South\n",
       "2  2510  BREDA CRESCENT        BELFAST   BT8 6JT            BT8  Belfast South\n",
       "3  2510     BREDA DRIVE        BELFAST   BT8 6JU            BT8  Belfast South\n",
       "4  2510      BREDA MEWS        BELFAST   BT8 6JD            BT8  Belfast South"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "constituency_frames = {}\n",
    "for _constituency, _url in constituency_urls.items():\n",
    "    _cons_df = pd.read_excel(_url, skiprows=3)\n",
    "    _cons_df['Base Post Code'] = _cons_df['Post Code'].apply(lambda s: s.split()[0])\n",
    "    _cons_df['Constituency'] = _constituency\n",
    "    constituency_frames[_constituency] = _cons_df\n",
    "constituency_frame = pd.concat(constituency_frames.values())\n",
    "constituency_frame.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "31355348-91ce-4abf-aad6-c76e079f64e0"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "We've only got time to look at the postcode-constituency angle, so we'll focus on those columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:38.247944Z",
     "start_time": "2017-05-24T16:11:38.207101+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "2339919f-83bd-4428-a02b-138a4ac83ab7"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Base Post Code</th>\n",
       "      <th>Constituency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BT8</td>\n",
       "      <td>Belfast South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BT8</td>\n",
       "      <td>Belfast South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BT8</td>\n",
       "      <td>Belfast South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BT8</td>\n",
       "      <td>Belfast South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BT8</td>\n",
       "      <td>Belfast South</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Base Post Code   Constituency\n",
       "0            BT8  Belfast South\n",
       "1            BT8  Belfast South\n",
       "2            BT8  Belfast South\n",
       "3            BT8  Belfast South\n",
       "4            BT8  Belfast South"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "constituency_frame[['Base Post Code','Constituency']].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "d8ecba4f-0311-4521-97e4-1e0f50c1c246"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "However, because postcodes suck, the mapping from Post code to Constituency, especially with only the first part as reported in the RHI stats, is not one-to-one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:38.268706Z",
     "start_time": "2017-05-24T16:11:38.249862+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "7487fdfe-2900-4598-845c-cbdd7c1ee102"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Mid Ulster', 'East Londonderry', 'North Antrim', 'East Antrim',\n",
       "       'South Antrim'], dtype=object)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "constituency_frame[constituency_frame['Base Post Code'] == 'BT41']\\\n",
    "    .Constituency.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:38.450413Z",
     "start_time": "2017-05-24T16:11:38.270112+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "dd6223c6-5291-4ea1-b3b7-721228595030"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>unique</th>\n",
       "      <th>top</th>\n",
       "      <th>freq</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Base Post Code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BT17</th>\n",
       "      <td>448</td>\n",
       "      <td>4</td>\n",
       "      <td>Belfast West</td>\n",
       "      <td>301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BT71</th>\n",
       "      <td>825</td>\n",
       "      <td>4</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "      <td>392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BT39</th>\n",
       "      <td>490</td>\n",
       "      <td>4</td>\n",
       "      <td>South Antrim</td>\n",
       "      <td>455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BT32</th>\n",
       "      <td>532</td>\n",
       "      <td>4</td>\n",
       "      <td>Upper Bann</td>\n",
       "      <td>372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BT41</th>\n",
       "      <td>704</td>\n",
       "      <td>5</td>\n",
       "      <td>South Antrim</td>\n",
       "      <td>650</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               count unique                         top freq\n",
       "Base Post Code                                              \n",
       "BT17             448      4                Belfast West  301\n",
       "BT71             825      4  Fermanagh and South Tyrone  392\n",
       "BT39             490      4                South Antrim  455\n",
       "BT32             532      4                  Upper Bann  372\n",
       "BT41             704      5                South Antrim  650"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "constituency_frame[['Base Post Code','Constituency']]\\\n",
    "    .groupby('Base Post Code')['Constituency'].describe()\\\n",
    "    .unstack().sort_values('unique').tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:38.505048Z",
     "start_time": "2017-05-24T16:11:38.452829+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "ed0da876-bfc2-4de9-9fe1-c8314e69cfa6"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Base Post Code</th>\n",
       "      <th>Constituency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BFPO</td>\n",
       "      <td>South Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BT</td>\n",
       "      <td>Foyle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BT1</td>\n",
       "      <td>Belfast West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BT10</td>\n",
       "      <td>Belfast West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BT11</td>\n",
       "      <td>Belfast West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>BT12</td>\n",
       "      <td>Belfast West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>BT13</td>\n",
       "      <td>Belfast West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>BT14</td>\n",
       "      <td>South Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>BT15</td>\n",
       "      <td>Belfast North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>BT16</td>\n",
       "      <td>Strangford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>BT17</td>\n",
       "      <td>South Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>BT18</td>\n",
       "      <td>North Down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>BT19</td>\n",
       "      <td>Strangford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>BT2</td>\n",
       "      <td>Belfast South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>BT20</td>\n",
       "      <td>North Down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>BT21</td>\n",
       "      <td>Strangford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>BT22</td>\n",
       "      <td>Strangford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>BT23</td>\n",
       "      <td>Strangford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>BT24</td>\n",
       "      <td>Strangford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>BT25</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>BT26</td>\n",
       "      <td>Lagan Valley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>BT27</td>\n",
       "      <td>Lagan Valley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>BT28</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>BT29</td>\n",
       "      <td>South Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>BT3</td>\n",
       "      <td>Belfast East</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>BT30</td>\n",
       "      <td>Strangford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>BT31</td>\n",
       "      <td>South Down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>BT32</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>BT32,</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>BT33</td>\n",
       "      <td>South Down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>BT56</td>\n",
       "      <td>East Londonderry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>BT57</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>BT6</td>\n",
       "      <td>Strangford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>BT60</td>\n",
       "      <td>Newry and Armagh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>BT61</td>\n",
       "      <td>Newry and Armagh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>BT62</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>BT63</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>BT64</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>BT65</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>BT66</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>BT67</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>BT68</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>BT69</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>BT7</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>BT70</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>BT71</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>BT74</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>BT75</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>BT76</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>BT77</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>BT78</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>BT79</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>BT8</td>\n",
       "      <td>Strangford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>BT80</td>\n",
       "      <td>Mid Ulster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>BT81</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>BT82</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>BT9</td>\n",
       "      <td>Belfast South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>BT92</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>BT93</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>BT94</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>84 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Base Post Code                Constituency\n",
       "0            BFPO                South Antrim\n",
       "1              BT                       Foyle\n",
       "2             BT1                Belfast West\n",
       "3            BT10                Belfast West\n",
       "4            BT11                Belfast West\n",
       "5            BT12                Belfast West\n",
       "6            BT13                Belfast West\n",
       "7            BT14                South Antrim\n",
       "8            BT15               Belfast North\n",
       "9            BT16                  Strangford\n",
       "10           BT17                South Antrim\n",
       "11           BT18                  North Down\n",
       "12           BT19                  Strangford\n",
       "13            BT2               Belfast South\n",
       "14           BT20                  North Down\n",
       "15           BT21                  Strangford\n",
       "16           BT22                  Strangford\n",
       "17           BT23                  Strangford\n",
       "18           BT24                  Strangford\n",
       "19           BT25                  Upper Bann\n",
       "20           BT26                Lagan Valley\n",
       "21           BT27                Lagan Valley\n",
       "22           BT28                  Upper Bann\n",
       "23           BT29                South Antrim\n",
       "24            BT3                Belfast East\n",
       "25           BT30                  Strangford\n",
       "26           BT31                  South Down\n",
       "27           BT32                  Upper Bann\n",
       "28          BT32,                  Upper Bann\n",
       "29           BT33                  South Down\n",
       "..            ...                         ...\n",
       "54           BT56            East Londonderry\n",
       "55           BT57                North Antrim\n",
       "56            BT6                  Strangford\n",
       "57           BT60            Newry and Armagh\n",
       "58           BT61            Newry and Armagh\n",
       "59           BT62                  Upper Bann\n",
       "60           BT63                  Upper Bann\n",
       "61           BT64                  Upper Bann\n",
       "62           BT65                  Upper Bann\n",
       "63           BT66                  Upper Bann\n",
       "64           BT67                  Upper Bann\n",
       "65           BT68  Fermanagh and South Tyrone\n",
       "66           BT69  Fermanagh and South Tyrone\n",
       "67            BT7  Fermanagh and South Tyrone\n",
       "68           BT70                 West Tyrone\n",
       "69           BT71                  Upper Bann\n",
       "70           BT74  Fermanagh and South Tyrone\n",
       "71           BT75  Fermanagh and South Tyrone\n",
       "72           BT76                 West Tyrone\n",
       "73           BT77  Fermanagh and South Tyrone\n",
       "74           BT78                 West Tyrone\n",
       "75           BT79                 West Tyrone\n",
       "76            BT8                  Strangford\n",
       "77           BT80                  Mid Ulster\n",
       "78           BT81                 West Tyrone\n",
       "79           BT82                 West Tyrone\n",
       "80            BT9               Belfast South\n",
       "81           BT92  Fermanagh and South Tyrone\n",
       "82           BT93                 West Tyrone\n",
       "83           BT94  Fermanagh and South Tyrone\n",
       "\n",
       "[84 rows x 2 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "postcode_cons_map = constituency_frame[['Base Post Code','Constituency']]\\\n",
    "    .groupby('Base Post Code')['Constituency'].max()\\\n",
    "    .to_frame().reset_index()\n",
    "postcode_cons_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "5ad4c4d2-9219-4dee-a50b-21781117e380"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "SQL-style joins (yes, it does inner, outer, left etc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:38.558041Z",
     "start_time": "2017-05-24T16:11:38.506418+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "dbadca8a-1740-421a-ade9-720dba394a90"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(874, 6)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(874, 7)"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company</th>\n",
       "      <th>Date</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Cash</th>\n",
       "      <th>Constituency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>27600.66</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>30507.19</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>34416.23</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>50543.44</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>52297.88</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>53369.70</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>53475.84</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ACL Developments Ltd</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>BT80</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>43.0</td>\n",
       "      <td>7209.13</td>\n",
       "      <td>Mid Ulster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Agricultural and Industrial Services 2012 Limited</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>21627.16</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Alexander Scott &amp; Son Ltd</td>\n",
       "      <td>2015-07-31</td>\n",
       "      <td>BT46</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>9504.53</td>\n",
       "      <td>Mid Ulster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>All Spares ATVs Ltd</td>\n",
       "      <td>2014-10-15</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>46174.37</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>All Spares ATVs Ltd</td>\n",
       "      <td>2015-09-30</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>28484.74</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Alternative Heat Ltd</td>\n",
       "      <td>2013-01-23</td>\n",
       "      <td>BT31</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>75.0</td>\n",
       "      <td>6995.34</td>\n",
       "      <td>South Down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Alternative Heat Ltd</td>\n",
       "      <td>2016-02-10</td>\n",
       "      <td>BT31</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>7099.18</td>\n",
       "      <td>South Down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Alternative Heat Ltd</td>\n",
       "      <td>2015-06-10</td>\n",
       "      <td>BT31</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>14937.99</td>\n",
       "      <td>South Down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Altmor Limited T/A Valleyview Enterprises - Pi...</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>BT81</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>30440.15</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Altmore Farm Ltd</td>\n",
       "      <td>2015-10-20</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>45866.87</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Altmore Farm Ltd</td>\n",
       "      <td>2015-10-20</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>44786.34</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Altmore Farm Ltd</td>\n",
       "      <td>2015-10-20</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>43032.60</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>An Charraig Mhor GFC</td>\n",
       "      <td>2015-10-27</td>\n",
       "      <td>BT79</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>14880.24</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Annagarvey Holdings Ltd</td>\n",
       "      <td>2015-06-09</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8333.41</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Antrim Estates Company</td>\n",
       "      <td>2016-02-10</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>195.0</td>\n",
       "      <td>11958.15</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ARC Healthy Living Centre Ltd</td>\n",
       "      <td>2015-07-02</td>\n",
       "      <td>BT94</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>15421.47</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Armagh Business Park Ltd</td>\n",
       "      <td>2015-10-17</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>30909.58</td>\n",
       "      <td>Newry and Armagh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Armagh Cider Company Ltd</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>9826.61</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Armagh Cider Company Ltd</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>17365.98</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Augher Castle Limited</td>\n",
       "      <td>2015-10-12</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>15097.56</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>AWF Poultry Ltd</td>\n",
       "      <td>2015-11-08</td>\n",
       "      <td>BT78</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>16194.13</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>AWF Poultry Ltd</td>\n",
       "      <td>2015-11-08</td>\n",
       "      <td>BT78</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>17084.47</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>B P Mc Keefry Ltd</td>\n",
       "      <td>2014-04-05</td>\n",
       "      <td>BT46</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>34067.13</td>\n",
       "      <td>Mid Ulster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>Vision Heat Solutions Limited</td>\n",
       "      <td>2015-03-11</td>\n",
       "      <td>BT42</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>32756.94</td>\n",
       "      <td>South Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>Vision Heat Solutions Limited</td>\n",
       "      <td>2015-11-11</td>\n",
       "      <td>BT42</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>98.0</td>\n",
       "      <td>33670.82</td>\n",
       "      <td>South Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>Vision Heat Solutions Limited</td>\n",
       "      <td>2015-11-11</td>\n",
       "      <td>BT42</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>98.0</td>\n",
       "      <td>35857.10</td>\n",
       "      <td>South Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>Vision Heat Solutions Limited</td>\n",
       "      <td>2014-07-11</td>\n",
       "      <td>BT42</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>97.0</td>\n",
       "      <td>48959.35</td>\n",
       "      <td>South Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>W &amp; A Nixon &amp; Sons Ltd</td>\n",
       "      <td>2016-02-26</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>5682.95</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>W J Hanna Machinery LTD</td>\n",
       "      <td>2015-10-23</td>\n",
       "      <td>BT45</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>24504.12</td>\n",
       "      <td>Mid Ulster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>Warmflow Engineering Co Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT28</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>90.0</td>\n",
       "      <td>15385.54</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>Warmflow Engineering Co Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT28</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>90.0</td>\n",
       "      <td>13290.92</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>852</th>\n",
       "      <td>Warmflow Engineering Co Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT28</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>90.0</td>\n",
       "      <td>24936.44</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>853</th>\n",
       "      <td>Warmflow Engineering Co Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT28</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>90.0</td>\n",
       "      <td>17747.58</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>854</th>\n",
       "      <td>Warmflow Engineering Co Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT28</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>90.0</td>\n",
       "      <td>14392.24</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>855</th>\n",
       "      <td>Warmflow Engineering Co Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT28</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>90.0</td>\n",
       "      <td>16629.45</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>856</th>\n",
       "      <td>Westville Hotel Limited</td>\n",
       "      <td>2015-01-07</td>\n",
       "      <td>BT74</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>33136.21</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>William Bell Tractors Ltd</td>\n",
       "      <td>2015-11-05</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>10972.40</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>Wilson Poultry Ltd</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>198.0</td>\n",
       "      <td>12384.85</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>Wilson Property Ltd</td>\n",
       "      <td>2014-03-21</td>\n",
       "      <td>BT41</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>97.0</td>\n",
       "      <td>24116.56</td>\n",
       "      <td>South Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>Winters Renewables Ltd</td>\n",
       "      <td>2015-02-06</td>\n",
       "      <td>BT78</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>55603.60</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>Winters Renewables Ltd</td>\n",
       "      <td>2015-02-06</td>\n",
       "      <td>BT78</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>48986.02</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>Winters Renewables Ltd</td>\n",
       "      <td>2015-09-22</td>\n",
       "      <td>BT78</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>28321.73</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>863</th>\n",
       "      <td>Woodland Kitchens (N.I.) Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>11811.21</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>Woodland Kitchens (N.I.) Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>16208.70</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>865</th>\n",
       "      <td>Woodland Kitchens (N.I.) Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>22270.75</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>Woodland Kitchens (N.I.) Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>24337.67</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>Woodvale Construction Company Ltd</td>\n",
       "      <td>2015-10-27</td>\n",
       "      <td>BT79</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>50.0</td>\n",
       "      <td>8805.18</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>Woodvale Construction Company Ltd</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>BT79</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>17016.91</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>Woodvale Construction Company Ltd</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>BT79</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>49.0</td>\n",
       "      <td>4138.04</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>Wrights Poultry Ltd</td>\n",
       "      <td>2016-02-22</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>13727.99</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871</th>\n",
       "      <td>Wrights Poultry Ltd</td>\n",
       "      <td>2016-02-22</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>17171.61</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>Youth With A Mission (NI) Ltd</td>\n",
       "      <td>2015-10-20</td>\n",
       "      <td>BT34</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>10892.78</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>Youth With A Mission (NI) Ltd</td>\n",
       "      <td>2015-10-20</td>\n",
       "      <td>BT34</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>11951.91</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>874 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Company       Date Postcode  \\\n",
       "0                         Acheson & Glover Precast Ltd 2015-11-06     BT75   \n",
       "1                         Acheson & Glover Precast Ltd 2015-11-06     BT75   \n",
       "2                         Acheson & Glover Precast Ltd 2015-11-06     BT75   \n",
       "3                         Acheson & Glover Precast Ltd 2015-07-13     BT75   \n",
       "4                         Acheson & Glover Precast Ltd 2015-07-13     BT75   \n",
       "5                         Acheson & Glover Precast Ltd 2015-07-13     BT75   \n",
       "6                         Acheson & Glover Precast Ltd 2015-07-13     BT75   \n",
       "7                                 ACL Developments Ltd 2015-11-06     BT80   \n",
       "8    Agricultural and Industrial Services 2012 Limited 2015-11-09     BT62   \n",
       "9                            Alexander Scott & Son Ltd 2015-07-31     BT46   \n",
       "10                                 All Spares ATVs Ltd 2014-10-15     BT70   \n",
       "11                                 All Spares ATVs Ltd 2015-09-30     BT70   \n",
       "12                                Alternative Heat Ltd 2013-01-23     BT31   \n",
       "13                                Alternative Heat Ltd 2016-02-10     BT31   \n",
       "14                                Alternative Heat Ltd 2015-06-10     BT31   \n",
       "15   Altmor Limited T/A Valleyview Enterprises - Pi... 2015-10-14     BT81   \n",
       "16                                    Altmore Farm Ltd 2015-10-20     BT70   \n",
       "17                                    Altmore Farm Ltd 2015-10-20     BT70   \n",
       "18                                    Altmore Farm Ltd 2015-10-20     BT70   \n",
       "19                                An Charraig Mhor GFC 2015-10-27     BT79   \n",
       "20                             Annagarvey Holdings Ltd 2015-06-09     BT77   \n",
       "21                              Antrim Estates Company 2016-02-10     BT44   \n",
       "22                       ARC Healthy Living Centre Ltd 2015-07-02     BT94   \n",
       "23                            Armagh Business Park Ltd 2015-10-17     BT60   \n",
       "24                            Armagh Cider Company Ltd 2015-11-16     BT62   \n",
       "25                            Armagh Cider Company Ltd 2015-11-16     BT62   \n",
       "26                               Augher Castle Limited 2015-10-12     BT77   \n",
       "27                                     AWF Poultry Ltd 2015-11-08     BT78   \n",
       "28                                     AWF Poultry Ltd 2015-11-08     BT78   \n",
       "29                                   B P Mc Keefry Ltd 2014-04-05     BT46   \n",
       "..                                                 ...        ...      ...   \n",
       "844                      Vision Heat Solutions Limited 2015-03-11     BT42   \n",
       "845                      Vision Heat Solutions Limited 2015-11-11     BT42   \n",
       "846                      Vision Heat Solutions Limited 2015-11-11     BT42   \n",
       "847                      Vision Heat Solutions Limited 2014-07-11     BT42   \n",
       "848                             W & A Nixon & Sons Ltd 2016-02-26     BT82   \n",
       "849                            W J Hanna Machinery LTD 2015-10-23     BT45   \n",
       "850                        Warmflow Engineering Co Ltd 2015-11-03     BT28   \n",
       "851                        Warmflow Engineering Co Ltd 2015-11-03     BT28   \n",
       "852                        Warmflow Engineering Co Ltd 2015-11-03     BT28   \n",
       "853                        Warmflow Engineering Co Ltd 2015-11-03     BT28   \n",
       "854                        Warmflow Engineering Co Ltd 2015-11-03     BT28   \n",
       "855                        Warmflow Engineering Co Ltd 2015-11-03     BT28   \n",
       "856                            Westville Hotel Limited 2015-01-07     BT74   \n",
       "857                          William Bell Tractors Ltd 2015-11-05     BT75   \n",
       "858                                 Wilson Poultry Ltd 2016-02-23     BT92   \n",
       "859                                Wilson Property Ltd 2014-03-21     BT41   \n",
       "860                             Winters Renewables Ltd 2015-02-06     BT78   \n",
       "861                             Winters Renewables Ltd 2015-02-06     BT78   \n",
       "862                             Winters Renewables Ltd 2015-09-22     BT78   \n",
       "863                       Woodland Kitchens (N.I.) Ltd 2015-11-03     BT44   \n",
       "864                       Woodland Kitchens (N.I.) Ltd 2015-11-03     BT44   \n",
       "865                       Woodland Kitchens (N.I.) Ltd 2015-11-03     BT44   \n",
       "866                       Woodland Kitchens (N.I.) Ltd 2015-11-03     BT44   \n",
       "867                  Woodvale Construction Company Ltd 2015-10-27     BT79   \n",
       "868                  Woodvale Construction Company Ltd 2015-11-09     BT79   \n",
       "869                  Woodvale Construction Company Ltd 2015-11-09     BT79   \n",
       "870                                Wrights Poultry Ltd 2016-02-22     BT77   \n",
       "871                                Wrights Poultry Ltd 2016-02-22     BT77   \n",
       "872                      Youth With A Mission (NI) Ltd 2015-10-20     BT34   \n",
       "873                      Youth With A Mission (NI) Ltd 2015-10-20     BT34   \n",
       "\n",
       "                     Type  Capacity (kWtH)      Cash  \\\n",
       "0    Solid Biomass Boiler             99.0  27600.66   \n",
       "1    Solid Biomass Boiler             99.0  30507.19   \n",
       "2    Solid Biomass Boiler             99.0  34416.23   \n",
       "3    Solid Biomass Boiler             99.0  50543.44   \n",
       "4    Solid Biomass Boiler             99.0  52297.88   \n",
       "5    Solid Biomass Boiler             99.0  53369.70   \n",
       "6    Solid Biomass Boiler             99.0  53475.84   \n",
       "7    Solid Biomass Boiler             43.0   7209.13   \n",
       "8    Solid Biomass Boiler             99.0  21627.16   \n",
       "9    Solid Biomass Boiler             99.0   9504.53   \n",
       "10   Solid Biomass Boiler             99.0  46174.37   \n",
       "11   Solid Biomass Boiler             99.0  28484.74   \n",
       "12   Solid Biomass Boiler             75.0   6995.34   \n",
       "13   Solid Biomass Boiler            199.0   7099.18   \n",
       "14   Solid Biomass Boiler             99.0  14937.99   \n",
       "15   Solid Biomass Boiler             95.0  30440.15   \n",
       "16   Solid Biomass Boiler             99.0  45866.87   \n",
       "17   Solid Biomass Boiler             99.0  44786.34   \n",
       "18   Solid Biomass Boiler             99.0  43032.60   \n",
       "19   Solid Biomass Boiler             99.0  14880.24   \n",
       "20   Solid Biomass Boiler             65.0   8333.41   \n",
       "21   Solid Biomass Boiler            195.0  11958.15   \n",
       "22   Solid Biomass Boiler             99.0  15421.47   \n",
       "23   Solid Biomass Boiler             99.0  30909.58   \n",
       "24   Solid Biomass Boiler             99.0   9826.61   \n",
       "25   Solid Biomass Boiler             99.0  17365.98   \n",
       "26   Solid Biomass Boiler             99.0  15097.56   \n",
       "27   Solid Biomass Boiler             99.0  16194.13   \n",
       "28   Solid Biomass Boiler             99.0  17084.47   \n",
       "29   Solid Biomass Boiler             99.0  34067.13   \n",
       "..                    ...              ...       ...   \n",
       "844  Solid Biomass Boiler             99.0  32756.94   \n",
       "845  Solid Biomass Boiler             98.0  33670.82   \n",
       "846  Solid Biomass Boiler             98.0  35857.10   \n",
       "847  Solid Biomass Boiler             97.0  48959.35   \n",
       "848  Solid Biomass Boiler            199.0   5682.95   \n",
       "849  Solid Biomass Boiler             99.0  24504.12   \n",
       "850  Solid Biomass Boiler             90.0  15385.54   \n",
       "851  Solid Biomass Boiler             90.0  13290.92   \n",
       "852  Solid Biomass Boiler             90.0  24936.44   \n",
       "853  Solid Biomass Boiler             90.0  17747.58   \n",
       "854  Solid Biomass Boiler             90.0  14392.24   \n",
       "855  Solid Biomass Boiler             90.0  16629.45   \n",
       "856  Solid Biomass Boiler             99.0  33136.21   \n",
       "857  Solid Biomass Boiler             99.0  10972.40   \n",
       "858  Solid Biomass Boiler            198.0  12384.85   \n",
       "859  Solid Biomass Boiler             97.0  24116.56   \n",
       "860  Solid Biomass Boiler             99.0  55603.60   \n",
       "861  Solid Biomass Boiler             99.0  48986.02   \n",
       "862  Solid Biomass Boiler             99.0  28321.73   \n",
       "863  Solid Biomass Boiler             95.0  11811.21   \n",
       "864  Solid Biomass Boiler             95.0  16208.70   \n",
       "865  Solid Biomass Boiler             95.0  22270.75   \n",
       "866  Solid Biomass Boiler             95.0  24337.67   \n",
       "867  Solid Biomass Boiler             50.0   8805.18   \n",
       "868  Solid Biomass Boiler             99.0  17016.91   \n",
       "869  Solid Biomass Boiler             49.0   4138.04   \n",
       "870  Solid Biomass Boiler            199.0  13727.99   \n",
       "871  Solid Biomass Boiler            199.0  17171.61   \n",
       "872  Solid Biomass Boiler             99.0  10892.78   \n",
       "873  Solid Biomass Boiler             99.0  11951.91   \n",
       "\n",
       "                   Constituency  \n",
       "0    Fermanagh and South Tyrone  \n",
       "1    Fermanagh and South Tyrone  \n",
       "2    Fermanagh and South Tyrone  \n",
       "3    Fermanagh and South Tyrone  \n",
       "4    Fermanagh and South Tyrone  \n",
       "5    Fermanagh and South Tyrone  \n",
       "6    Fermanagh and South Tyrone  \n",
       "7                    Mid Ulster  \n",
       "8                    Upper Bann  \n",
       "9                    Mid Ulster  \n",
       "10                  West Tyrone  \n",
       "11                  West Tyrone  \n",
       "12                   South Down  \n",
       "13                   South Down  \n",
       "14                   South Down  \n",
       "15                  West Tyrone  \n",
       "16                  West Tyrone  \n",
       "17                  West Tyrone  \n",
       "18                  West Tyrone  \n",
       "19                  West Tyrone  \n",
       "20   Fermanagh and South Tyrone  \n",
       "21                 North Antrim  \n",
       "22   Fermanagh and South Tyrone  \n",
       "23             Newry and Armagh  \n",
       "24                   Upper Bann  \n",
       "25                   Upper Bann  \n",
       "26   Fermanagh and South Tyrone  \n",
       "27                  West Tyrone  \n",
       "28                  West Tyrone  \n",
       "29                   Mid Ulster  \n",
       "..                          ...  \n",
       "844                South Antrim  \n",
       "845                South Antrim  \n",
       "846                South Antrim  \n",
       "847                South Antrim  \n",
       "848                 West Tyrone  \n",
       "849                  Mid Ulster  \n",
       "850                  Upper Bann  \n",
       "851                  Upper Bann  \n",
       "852                  Upper Bann  \n",
       "853                  Upper Bann  \n",
       "854                  Upper Bann  \n",
       "855                  Upper Bann  \n",
       "856  Fermanagh and South Tyrone  \n",
       "857  Fermanagh and South Tyrone  \n",
       "858  Fermanagh and South Tyrone  \n",
       "859                South Antrim  \n",
       "860                 West Tyrone  \n",
       "861                 West Tyrone  \n",
       "862                 West Tyrone  \n",
       "863                North Antrim  \n",
       "864                North Antrim  \n",
       "865                North Antrim  \n",
       "866                North Antrim  \n",
       "867                 West Tyrone  \n",
       "868                 West Tyrone  \n",
       "869                 West Tyrone  \n",
       "870  Fermanagh and South Tyrone  \n",
       "871  Fermanagh and South Tyrone  \n",
       "872                  Upper Bann  \n",
       "873                  Upper Bann  \n",
       "\n",
       "[874 rows x 7 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "postcode_cons_map = postcode_cons_map.rename(columns={'Base Post Code':'Postcode'})\n",
    "con_df=pd.merge(df,postcode_cons_map, on='Postcode', how='left')\n",
    "display(df.shape)\n",
    "display(con_df.shape)\n",
    "con_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "ad93ecfa-6273-407a-98e1-8f7e7840f048"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Pass-through plotting arguments to `matplotlib` (i.e. `autopct`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:38.994386Z",
     "start_time": "2017-05-24T16:11:38.559264+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "6b5e5ad2-085b-4ff0-adea-933e9ae76007"
    },
    "scrolled": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
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d8CHA5bqS1KUaK4M3Vq5/yTND55AkBXcvzTlQ14UOIq0FVz5JXSBXzJ8P7MTi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\nOT5cVwP/qZqSsetqippyQnMkLeURuQuELKjUEkKEq6p2QZ/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MAXAMwMc4598Ix7YD+BqA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ZdDZ47kiciK/V3hpRWG4qKt2IuYohiZ225uzTCG8fdXnyEMqeQfNu4+nIV7td1ZZhJpynymN7Uv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\n+b4fO3mwfn3ttqqTTbVNo4GCFn6Jp4FPR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fJJROQSJUZDfRj4BDDccRyRtDVp/PrFnTtX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\nEUkalU8iIiIiIiIiIpI0/z+4f5P0aKTLygAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96c9d3feb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots()\n",
    "_=con_df.groupby('Constituency')['Cash'].sum().sort_values(ascending=False).plot.pie(ax=ax, autopct='%.2f%%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:39.458420Z",
     "start_time": "2017-05-24T16:11:38.995723+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "0c19b5ab-ecef-4424-97da-d5b2fd3149aa"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8kppAtpA7B7gdiydJam6JSl/oCJKkhrAe+Pbg0PC7QweRFoMrn6QGly3kfoLa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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96c9baeb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "f,ax = plt.subplots()\n",
    "_=con_df.groupby('Constituency')['Cash'].sum().sort_values(ascending=False).plot.pie(ax=ax, autopct=make_autopct(df.Cash.sum()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:39.862051Z",
     "start_time": "2017-05-24T16:11:39.459699+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8kppAtpA7B7gdiydJam6JSl/oCJKkhrAe+Pbg0PC7QweRFoMrn6QGly3kfoLa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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96c9da8be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "f,ax = plt.subplots()\n",
    "_=con_df.groupby('Constituency')['Cash'].sum().sort_values(ascending=False).plot.pie(ax=ax, autopct=make_autopct(df.Cash.sum()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "bcdf3480-4598-4942-a5d5-9e6bab39d7f9"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## DateTime Formatting and Grouping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:39.889713Z",
     "start_time": "2017-05-24T16:11:39.863182+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "36d6ea2d-e989-4b56-964f-820bb2709186"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "2013-01-31      2\n",
       "2013-02-28      2\n",
       "2013-03-31      2\n",
       "2013-04-30      1\n",
       "2013-05-31      5\n",
       "2013-06-30      5\n",
       "2013-07-31      4\n",
       "2013-08-31      7\n",
       "2013-09-30      6\n",
       "2013-10-31      5\n",
       "2013-11-30      7\n",
       "2013-12-31     10\n",
       "2014-01-31      5\n",
       "2014-02-28      5\n",
       "2014-03-31      8\n",
       "2014-04-30      7\n",
       "2014-05-31      6\n",
       "2014-06-30     14\n",
       "2014-07-31      8\n",
       "2014-08-31      9\n",
       "2014-09-30     11\n",
       "2014-10-31     12\n",
       "2014-11-30     16\n",
       "2014-12-31     14\n",
       "2015-01-31     27\n",
       "2015-02-28     10\n",
       "2015-03-31     32\n",
       "2015-04-30     19\n",
       "2015-05-31     16\n",
       "2015-06-30     19\n",
       "2015-07-31     19\n",
       "2015-08-31     14\n",
       "2015-09-30     40\n",
       "2015-10-31    267\n",
       "2015-11-30    181\n",
       "2015-12-31      1\n",
       "2016-01-31      0\n",
       "2016-02-29     58\n",
       "Freq: M, dtype: int64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "con_df.groupby(pd.TimeGrouper(key='Date',freq='M')).size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:40.335539Z",
     "start_time": "2017-05-24T16:11:39.891129+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "0cd1975a-44f7-4b30-bbd3-d0880ff03066"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96c9fd9eb8>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AACW10xtmZXk+83PV/PF90vmzpfOnUNX87gEAAIAZ0N0dVHLZ88Qk/NH5Uyzh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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96c9fd5400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots()\n",
    "con_df.groupby(pd.TimeGrouper(key='Date',freq='M'))['Cash'].sum().plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:40.373148Z",
     "start_time": "2017-05-24T16:11:40.336716+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "df1bce48-2be7-4cb1-87ff-6e1db90c50c3"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Constituency</th>\n",
       "      <th>Belfast West</th>\n",
       "      <th>East Londonderry</th>\n",
       "      <th>Fermanagh and South Tyrone</th>\n",
       "      <th>Foyle</th>\n",
       "      <th>Lagan Valley</th>\n",
       "      <th>Mid Ulster</th>\n",
       "      <th>Newry and Armagh</th>\n",
       "      <th>North Antrim</th>\n",
       "      <th>North Down</th>\n",
       "      <th>South Antrim</th>\n",
       "      <th>South Down</th>\n",
       "      <th>Strangford</th>\n",
       "      <th>Upper Bann</th>\n",
       "      <th>West Tyrone</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-01-31</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64016.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6995.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-02-28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27822.92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19873.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-31</th>\n",
       "      <td>37234.47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38638.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-04-30</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26159.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-05-31</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51611.56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>172751.55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84285.55</td>\n",
       "      <td>58044.85</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Constituency  Belfast West  East Londonderry  Fermanagh and South Tyrone  \\\n",
       "Date                                                                       \n",
       "2013-01-31             NaN               NaN                     64016.5   \n",
       "2013-02-28             NaN               NaN                         NaN   \n",
       "2013-03-31        37234.47               NaN                         NaN   \n",
       "2013-04-30             NaN               NaN                         NaN   \n",
       "2013-05-31             NaN               NaN                         NaN   \n",
       "\n",
       "Constituency     Foyle  Lagan Valley  Mid Ulster  Newry and Armagh  \\\n",
       "Date                                                                 \n",
       "2013-01-31         NaN           NaN         NaN               NaN   \n",
       "2013-02-28         NaN           NaN         NaN               NaN   \n",
       "2013-03-31         NaN           NaN         NaN               NaN   \n",
       "2013-04-30         NaN           NaN         NaN               NaN   \n",
       "2013-05-31    51611.56           NaN   172751.55               NaN   \n",
       "\n",
       "Constituency  North Antrim  North Down  South Antrim  South Down  Strangford  \\\n",
       "Date                                                                           \n",
       "2013-01-31             NaN         NaN           NaN     6995.34         NaN   \n",
       "2013-02-28             NaN         NaN      27822.92         NaN         NaN   \n",
       "2013-03-31             NaN         NaN           NaN         NaN         NaN   \n",
       "2013-04-30        26159.07         NaN           NaN         NaN         NaN   \n",
       "2013-05-31             NaN         NaN           NaN         NaN         NaN   \n",
       "\n",
       "Constituency  Upper Bann  West Tyrone  \n",
       "Date                                   \n",
       "2013-01-31           NaN          NaN  \n",
       "2013-02-28           NaN     19873.24  \n",
       "2013-03-31           NaN     38638.25  \n",
       "2013-04-30           NaN          NaN  \n",
       "2013-05-31      84285.55     58044.85  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "con_df.groupby([pd.TimeGrouper(key='Date',freq='M'),'Constituency'])['Cash']\\\n",
    ".sum().unstack().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:41.940120Z",
     "start_time": "2017-05-24T16:11:40.374465+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "a67f9870-91dc-4b42-a506-97811f61184a"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f96c9966dd8>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HtFuLPU233/G4np6eoXstAXPnPtJV4EmTVmPu3EeG7jjKjGvc5S22cY27PMUdy9jGNe7y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\nCsAc4JYk27Xt04DrgYeBlwA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hpnk65ukp1TZPxzy9DPXN09Ora55e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\nSZK0QP8PEjpSkT+elcMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96c9f0b550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import dates\n",
    "import matplotlib.ticker as tick\n",
    "\n",
    "def _x_month_formatter(x,y):\n",
    "    return '{year}-{month}'.format(year=x.year, month=x.month)\n",
    "\n",
    "f,ax = plt.subplots()\n",
    "_con_df_month_con=con_df.groupby([pd.TimeGrouper(key='Date',freq='M'),'Constituency'])['Cash'].sum().unstack()\n",
    "_con_df_month_con.plot.bar(ax=ax, stacked=True, cmap=plt.get_cmap('Vega20'))\n",
    "\n",
    "ax.yaxis.set_major_formatter(tick.FuncFormatter(lambda x,y: '£{:,d}k'.format(y)))\n",
    "ax.xaxis.set_major_formatter(tick.FixedFormatter(_con_df_month_con.index.map(lambda d: '{}-{}'.format(d.year,d.month))))\n",
    "_=plt.setp( ax.xaxis.get_majorticklabels(), rotation=60 )\n",
    "ax.legend(loc='upper center', bbox_to_anchor=(1.35, 1.05),\n",
    "          ncol=1, fancybox=True, shadow=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# `seaborn`\n",
    "Fancy plots and quick analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:42.354046Z",
     "start_time": "2017-05-24T16:11:41.941469+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "488b7996-ac21-49c2-863e-6a5a094299b8"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96d00e09b0>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5JJed9vmJjPZ1mjjj153r/NmuPafp6SsyObnxAkZfuo0b7f8OQ9m4cUO2bl1s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\nJNYzAv6MAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96c9f06a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "f,ax = plt.subplots()\n",
    "sns.boxplot(data=df, x=df.Date.dt.year, y='Cash',ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:42.393891Z",
     "start_time": "2017-05-24T16:11:42.355116+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "f27ffe3f-a257-487a-a695-bb0fd7a609ae"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company</th>\n",
       "      <th>Date</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Cash</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Eglinton (Timber Products) Ltd</td>\n",
       "      <td>2013-10-05</td>\n",
       "      <td>BT47</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>990.0</td>\n",
       "      <td>252844.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>McIlroy Farms Limited</td>\n",
       "      <td>2013-05-09</td>\n",
       "      <td>BT51</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>90.0</td>\n",
       "      <td>127605.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>Green Biomass Ltd</td>\n",
       "      <td>2014-04-11</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>119012.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>Paul Hobson Ltd</td>\n",
       "      <td>2013-07-08</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>112267.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>McIlroy Farms Limited</td>\n",
       "      <td>2014-03-11</td>\n",
       "      <td>BT51</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>109827.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>Paul Hobson Ltd</td>\n",
       "      <td>2014-03-28</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>100857.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639</th>\n",
       "      <td>Noel Smith Ltd</td>\n",
       "      <td>2014-10-12</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>95380.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>McIlroy Farms Limited</td>\n",
       "      <td>2014-09-29</td>\n",
       "      <td>BT51</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>94584.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>McIlroy Farms Limited</td>\n",
       "      <td>2014-09-29</td>\n",
       "      <td>BT51</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>94300.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>C&amp;L Mushrooms Ltd</td>\n",
       "      <td>2013-09-02</td>\n",
       "      <td>BT34</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>93080.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>Noel Smith Ltd</td>\n",
       "      <td>2014-10-12</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>92151.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Glenavon House Hotel (1982) Ltd</td>\n",
       "      <td>2014-09-20</td>\n",
       "      <td>BT80</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>86210.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Bridge Mushrooms Ltd</td>\n",
       "      <td>2013-09-01</td>\n",
       "      <td>BT34</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>85823.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>GSM Farms Ltd</td>\n",
       "      <td>2014-10-24</td>\n",
       "      <td>BT68</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>84687.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>MP Poultry Ltd</td>\n",
       "      <td>2015-02-01</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>84296.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>C&amp;L Mushrooms Ltd</td>\n",
       "      <td>2013-05-30</td>\n",
       "      <td>BT34</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>84285.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Ballindarragh Poultry Farm Ltd</td>\n",
       "      <td>2014-11-02</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>82886.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>Legmore Farms Ltd</td>\n",
       "      <td>2014-06-30</td>\n",
       "      <td>BT67</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>82006.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>MP Poultry Ltd</td>\n",
       "      <td>2015-02-01</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>81279.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Glenavon House Hotel (1982) Ltd</td>\n",
       "      <td>2014-03-25</td>\n",
       "      <td>BT80</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>80899.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Future Fuels NI Ltd</td>\n",
       "      <td>2014-11-06</td>\n",
       "      <td>BT94</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>78402.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>GSM Farms Ltd</td>\n",
       "      <td>2014-10-24</td>\n",
       "      <td>BT68</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>78273.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>Green Biomass Ltd</td>\n",
       "      <td>2014-05-21</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>77792.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>Mountain View Farm Ltd</td>\n",
       "      <td>2014-08-09</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>76659.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Ballindarragh Poultry Farm Ltd</td>\n",
       "      <td>2014-11-02</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>76055.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Ballindarragh Poultry Farm Ltd</td>\n",
       "      <td>2014-11-02</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>75578.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>Mountain View Farm Ltd</td>\n",
       "      <td>2014-12-09</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>74162.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Ballindarragh Poultry Farm Ltd</td>\n",
       "      <td>2014-11-02</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>73523.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>Legmore Farms Ltd</td>\n",
       "      <td>2014-06-30</td>\n",
       "      <td>BT67</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>73429.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>Legmore Farms Ltd</td>\n",
       "      <td>2014-06-30</td>\n",
       "      <td>BT67</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>72381.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>Scott and Ewing LTD</td>\n",
       "      <td>2015-11-11</td>\n",
       "      <td>BT79</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>49.0</td>\n",
       "      <td>3699.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>Spark Enterprises Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT93</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3648.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>Oakgrove Cabins ltd</td>\n",
       "      <td>2016-02-28</td>\n",
       "      <td>BT47</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>40.0</td>\n",
       "      <td>3538.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>McGrane Nurseries Ltd</td>\n",
       "      <td>2016-02-19</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>3529.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623</th>\n",
       "      <td>National Trust (The Argory)</td>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3448.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Corbally Poultry Farm Ltd</td>\n",
       "      <td>2016-02-28</td>\n",
       "      <td>BT32</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>50.0</td>\n",
       "      <td>3282.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617</th>\n",
       "      <td>National Trust (Florence Court)</td>\n",
       "      <td>2015-05-28</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>36.0</td>\n",
       "      <td>3148.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646</th>\n",
       "      <td>Oakra Hardwood Flooring ltd</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>BT61</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>60.0</td>\n",
       "      <td>3045.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>Millar Woodcraft Specialist Joinery Manufactur...</td>\n",
       "      <td>2015-10-18</td>\n",
       "      <td>BT41</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2831.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>O'Neill's Irish International Sportswear Ltd</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2646.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>O'Neill's Irish International Sportswear Ltd</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2613.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Department of Agriculture and Rural Affairs (L...</td>\n",
       "      <td>2015-04-10</td>\n",
       "      <td>BT04</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>129.0</td>\n",
       "      <td>2601.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>Spark Enterprises Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT93</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2537.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>Spa Nursing Homes Ltd</td>\n",
       "      <td>2016-02-28</td>\n",
       "      <td>BT05</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>2506.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>SDC Trailers Ltd</td>\n",
       "      <td>2015-07-16</td>\n",
       "      <td>BT41</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2477.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>Natural Waste Management Ltd</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2363.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Balcas Timber Ltd</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>BT94</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2235.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>CRANN ENERGY LTD</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2057.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>McGrane Nurseries Ltd</td>\n",
       "      <td>2016-02-19</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>1945.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Green Energy Engineering (GEE) Ltd</td>\n",
       "      <td>2015-08-25</td>\n",
       "      <td>BT66</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1897.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Green Energy Engineering (GEE) Ltd</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>BT25</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1662.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>Mosshill Services Ltd</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>BT41</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1120.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>Heron Bros Ltd</td>\n",
       "      <td>2014-06-04</td>\n",
       "      <td>BT45</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>825.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>O'Neill's Irish International Sportswear Ltd</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>650.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>McGrane Nurseries Ltd</td>\n",
       "      <td>2016-02-19</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>627.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Green Energy Engineering (GEE) Ltd</td>\n",
       "      <td>2016-02-29</td>\n",
       "      <td>BT25</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>25.0</td>\n",
       "      <td>603.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>Heron Bros Ltd</td>\n",
       "      <td>2014-02-27</td>\n",
       "      <td>BT45</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>48.0</td>\n",
       "      <td>566.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>Green Energy Engineering (GEE) Ltd</td>\n",
       "      <td>2014-03-24</td>\n",
       "      <td>BT25</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>25.0</td>\n",
       "      <td>288.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Green Energy Engineering (GEE) Ltd</td>\n",
       "      <td>2015-08-24</td>\n",
       "      <td>BT66</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>15.0</td>\n",
       "      <td>134.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>Tri Met Engineering Ltd</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>BT80</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>73.22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>874 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Company       Date Postcode  \\\n",
       "278                     Eglinton (Timber Products) Ltd 2013-10-05     BT47   \n",
       "548                              McIlroy Farms Limited 2013-05-09     BT51   \n",
       "333                                  Green Biomass Ltd 2014-04-11     BT82   \n",
       "672                                    Paul Hobson Ltd 2013-07-08     BT71   \n",
       "547                              McIlroy Farms Limited 2014-03-11     BT51   \n",
       "671                                    Paul Hobson Ltd 2014-03-28     BT71   \n",
       "639                                     Noel Smith Ltd 2014-10-12     BT70   \n",
       "546                              McIlroy Farms Limited 2014-09-29     BT51   \n",
       "545                              McIlroy Farms Limited 2014-09-29     BT51   \n",
       "105                                  C&L Mushrooms Ltd 2013-09-02     BT34   \n",
       "638                                     Noel Smith Ltd 2014-10-12     BT70   \n",
       "318                    Glenavon House Hotel (1982) Ltd 2014-09-20     BT80   \n",
       "91                                Bridge Mushrooms Ltd 2013-09-01     BT34   \n",
       "353                                      GSM Farms Ltd 2014-10-24     BT68   \n",
       "605                                     MP Poultry Ltd 2015-02-01     BT70   \n",
       "104                                  C&L Mushrooms Ltd 2013-05-30     BT34   \n",
       "38                      Ballindarragh Poultry Farm Ltd 2014-11-02     BT60   \n",
       "482                                  Legmore Farms Ltd 2014-06-30     BT67   \n",
       "604                                     MP Poultry Ltd 2015-02-01     BT70   \n",
       "317                    Glenavon House Hotel (1982) Ltd 2014-03-25     BT80   \n",
       "314                                Future Fuels NI Ltd 2014-11-06     BT94   \n",
       "354                                      GSM Farms Ltd 2014-10-24     BT68   \n",
       "332                                  Green Biomass Ltd 2014-05-21     BT82   \n",
       "597                             Mountain View Farm Ltd 2014-08-09     BT77   \n",
       "37                      Ballindarragh Poultry Farm Ltd 2014-11-02     BT60   \n",
       "36                      Ballindarragh Poultry Farm Ltd 2014-11-02     BT60   \n",
       "601                             Mountain View Farm Ltd 2014-12-09     BT77   \n",
       "35                      Ballindarragh Poultry Farm Ltd 2014-11-02     BT60   \n",
       "481                                  Legmore Farms Ltd 2014-06-30     BT67   \n",
       "480                                  Legmore Farms Ltd 2014-06-30     BT67   \n",
       "..                                                 ...        ...      ...   \n",
       "744                                Scott and Ewing LTD 2015-11-11     BT79   \n",
       "788                              Spark Enterprises Ltd 2015-11-03     BT93   \n",
       "644                                Oakgrove Cabins ltd 2016-02-28     BT47   \n",
       "542                              McGrane Nurseries Ltd 2016-02-19     BT62   \n",
       "623                        National Trust (The Argory) 2015-11-01     BA14   \n",
       "156                          Corbally Poultry Farm Ltd 2016-02-28     BT32   \n",
       "617                    National Trust (Florence Court) 2015-05-28     BA14   \n",
       "646                        Oakra Hardwood Flooring ltd 2015-11-16     BT61   \n",
       "571  Millar Woodcraft Specialist Joinery Manufactur... 2015-10-18     BT41   \n",
       "652       O'Neill's Irish International Sportswear Ltd 2016-02-23     BT82   \n",
       "651       O'Neill's Irish International Sportswear Ltd 2016-02-23     BT82   \n",
       "221  Department of Agriculture and Rural Affairs (L... 2015-04-10     BT04   \n",
       "787                              Spark Enterprises Ltd 2015-11-03     BT93   \n",
       "782                              Spa Nursing Homes Ltd 2016-02-28     BT05   \n",
       "748                                   SDC Trailers Ltd 2015-07-16     BT41   \n",
       "627                       Natural Waste Management Ltd 2016-02-24     BT60   \n",
       "32                                   Balcas Timber Ltd 2016-02-27     BT94   \n",
       "181                                   CRANN ENERGY LTD 2016-02-27     BT92   \n",
       "541                              McGrane Nurseries Ltd 2016-02-19     BT62   \n",
       "340                 Green Energy Engineering (GEE) Ltd 2015-08-25     BT66   \n",
       "342                 Green Energy Engineering (GEE) Ltd 2015-11-09     BT25   \n",
       "594                              Mosshill Services Ltd 2015-11-16     BT41   \n",
       "388                                     Heron Bros Ltd 2014-06-04     BT45   \n",
       "650       O'Neill's Irish International Sportswear Ltd 2016-02-23     BT82   \n",
       "540                              McGrane Nurseries Ltd 2016-02-19     BT62   \n",
       "341                 Green Energy Engineering (GEE) Ltd 2016-02-29     BT25   \n",
       "389                                     Heron Bros Ltd 2014-02-27     BT45   \n",
       "338                 Green Energy Engineering (GEE) Ltd 2014-03-24     BT25   \n",
       "339                 Green Energy Engineering (GEE) Ltd 2015-08-24     BT66   \n",
       "822                            Tri Met Engineering Ltd 2015-11-09     BT80   \n",
       "\n",
       "                     Type  Capacity (kWtH)       Cash  \n",
       "278  Solid Biomass Boiler            990.0  252844.05  \n",
       "548  Solid Biomass Boiler             90.0  127605.27  \n",
       "333  Solid Biomass Boiler             99.0  119012.29  \n",
       "672  Solid Biomass Boiler             99.0  112267.25  \n",
       "547  Solid Biomass Boiler             99.0  109827.91  \n",
       "671  Solid Biomass Boiler             99.0  100857.06  \n",
       "639  Solid Biomass Boiler             99.0   95380.24  \n",
       "546  Solid Biomass Boiler             99.0   94584.81  \n",
       "545  Solid Biomass Boiler             99.0   94300.80  \n",
       "105  Solid Biomass Boiler             99.0   93080.70  \n",
       "638  Solid Biomass Boiler             99.0   92151.89  \n",
       "318  Solid Biomass Boiler             99.0   86210.69  \n",
       "91   Solid Biomass Boiler             99.0   85823.50  \n",
       "353  Solid Biomass Boiler             99.0   84687.61  \n",
       "605  Solid Biomass Boiler             99.0   84296.87  \n",
       "104  Solid Biomass Boiler             99.0   84285.55  \n",
       "38   Solid Biomass Boiler             99.0   82886.35  \n",
       "482  Solid Biomass Boiler             99.0   82006.17  \n",
       "604  Solid Biomass Boiler             99.0   81279.24  \n",
       "317  Solid Biomass Boiler             99.0   80899.44  \n",
       "314  Solid Biomass Boiler             99.0   78402.51  \n",
       "354  Solid Biomass Boiler             99.0   78273.81  \n",
       "332  Solid Biomass Boiler             99.0   77792.64  \n",
       "597  Solid Biomass Boiler             99.0   76659.25  \n",
       "37   Solid Biomass Boiler             99.0   76055.34  \n",
       "36   Solid Biomass Boiler             99.0   75578.94  \n",
       "601  Solid Biomass Boiler             99.0   74162.41  \n",
       "35   Solid Biomass Boiler             99.0   73523.77  \n",
       "481  Solid Biomass Boiler             99.0   73429.41  \n",
       "480  Solid Biomass Boiler             99.0   72381.60  \n",
       "..                    ...              ...        ...  \n",
       "744  Solid Biomass Boiler             49.0    3699.40  \n",
       "788  Solid Biomass Boiler             80.0    3648.16  \n",
       "644  Solid Biomass Boiler             40.0    3538.21  \n",
       "542  Solid Biomass Boiler            199.0    3529.52  \n",
       "623  Solid Biomass Boiler             35.0    3448.73  \n",
       "156  Solid Biomass Boiler             50.0    3282.90  \n",
       "617  Solid Biomass Boiler             36.0    3148.25  \n",
       "646  Solid Biomass Boiler             60.0    3045.65  \n",
       "571  Solid Biomass Boiler             25.0    2831.92  \n",
       "652  Solid Biomass Boiler             95.0    2646.34  \n",
       "651  Solid Biomass Boiler             95.0    2613.62  \n",
       "221  Solid Biomass Boiler            129.0    2601.15  \n",
       "787  Solid Biomass Boiler             80.0    2537.86  \n",
       "782  Solid Biomass Boiler            199.0    2506.53  \n",
       "748  Solid Biomass Boiler             99.0    2477.47  \n",
       "627  Solid Biomass Boiler             60.0    2363.93  \n",
       "32   Solid Biomass Boiler             49.0    2235.47  \n",
       "181  Solid Biomass Boiler             50.0    2057.80  \n",
       "541  Solid Biomass Boiler            199.0    1945.81  \n",
       "340  Solid Biomass Boiler             40.0    1897.92  \n",
       "342  Solid Biomass Boiler             25.0    1662.33  \n",
       "594  Solid Biomass Boiler             99.0    1120.00  \n",
       "388  Solid Biomass Boiler             95.0     825.11  \n",
       "650  Solid Biomass Boiler             95.0     650.04  \n",
       "540  Solid Biomass Boiler            199.0     627.91  \n",
       "341  Solid Biomass Boiler             25.0     603.65  \n",
       "389  Solid Biomass Boiler             48.0     566.87  \n",
       "338  Solid Biomass Boiler             25.0     288.02  \n",
       "339  Solid Biomass Boiler             15.0     134.09  \n",
       "822  Solid Biomass Boiler             99.0      73.22  \n",
       "\n",
       "[874 rows x 6 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values('Cash', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:42.432940Z",
     "start_time": "2017-05-24T16:11:42.395166+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "197e41e4-ebd7-4cb3-a305-7624e92c9c1b"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company</th>\n",
       "      <th>Date</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Cash</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Crann Energy Ltd</td>\n",
       "      <td>2015-10-12</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>65453.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>PM Processing Ltd</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>64595.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>PM Processing Ltd</td>\n",
       "      <td>2015-10-02</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>59385.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Inish Glow Ltd</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>57683.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>Peacock Farms Poultry Ltd</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>56757.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Peacock Farms Poultry Ltd</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>56489.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Ecobiomass NI Ltd</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>56102.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>Inish Glow Ltd</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>55963.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>Inish Glow Ltd</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>55401.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Ecobiomass NI Ltd</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>54811.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Ecobiomass NI Ltd</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>54588.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>Valley Services (NI) Ltd</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>BT74</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>54528.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Ecobiomass NI Ltd</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>54335.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>McAleer Farms Ltd</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>BT78</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>54198.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>Peacock Farms Poultry Ltd</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>54188.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>Peacock Farms Poultry Ltd</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>54155.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Eglinton (Timber Products) Ltd</td>\n",
       "      <td>2015-10-29</td>\n",
       "      <td>BT47</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>54012.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>McAleer Farms Ltd</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>BT78</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>53886.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>Stephens Catering Equipment Co Ltd</td>\n",
       "      <td>2015-10-09</td>\n",
       "      <td>BT94</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>53637.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Hegan Farms Ltd</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>53598.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>842</th>\n",
       "      <td>Valley Services (NI) Ltd</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>BT74</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>53173.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>Peacock Farms Poultry Ltd</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>53126.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Ecobiomass NI Ltd</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>52866.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>JC Donald Ltd</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>BT32</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>52394.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>Stephens Catering Equipment Co Ltd</td>\n",
       "      <td>2015-10-09</td>\n",
       "      <td>BT94</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>52295.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>Hegan Farms Ltd</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>52034.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>Stephens Catering Equipment Co Ltd</td>\n",
       "      <td>2015-10-09</td>\n",
       "      <td>BT94</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>51967.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>Valley Services (NI) Ltd</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>BT74</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>51878.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718</th>\n",
       "      <td>RJ Smyth Engineering Ltd.</td>\n",
       "      <td>2015-10-27</td>\n",
       "      <td>BT78</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>51757.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Ecobiomass NI Ltd</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>51670.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Curtis Developments Ltd T/A Curtis Toyota</td>\n",
       "      <td>2016-02-26</td>\n",
       "      <td>BT42</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>198.0</td>\n",
       "      <td>5170.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Cloughbane Farm Foods Ltd</td>\n",
       "      <td>2016-02-29</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>5123.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Craigfad Farm Limited</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>4672.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>C&amp;L Mushrooms Ltd</td>\n",
       "      <td>2016-02-29</td>\n",
       "      <td>BT34</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>560.0</td>\n",
       "      <td>4670.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>Spark Enterprises Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT93</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>80.0</td>\n",
       "      <td>4579.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Culmore Energy</td>\n",
       "      <td>2015-11-10</td>\n",
       "      <td>BT49</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>4332.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>874</th>\n",
       "      <td>Woodvale Construction Company Ltd</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>BT79</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>49.0</td>\n",
       "      <td>4138.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>R&amp;S Biomass Equipment Ltd</td>\n",
       "      <td>2015-11-14</td>\n",
       "      <td>BT78</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>3707.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>Scott and Ewing LTD</td>\n",
       "      <td>2015-11-11</td>\n",
       "      <td>BT79</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>49.0</td>\n",
       "      <td>3699.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>Spark Enterprises Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT93</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3648.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>Oakgrove Cabins ltd</td>\n",
       "      <td>2016-02-28</td>\n",
       "      <td>BT47</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>40.0</td>\n",
       "      <td>3538.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>McGrane Nurseries Ltd</td>\n",
       "      <td>2016-02-19</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>3529.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623</th>\n",
       "      <td>National Trust (The Argory)</td>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3448.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Corbally Poultry Farm Ltd</td>\n",
       "      <td>2016-02-28</td>\n",
       "      <td>BT32</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>50.0</td>\n",
       "      <td>3282.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646</th>\n",
       "      <td>Oakra Hardwood Flooring ltd</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>BT61</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>60.0</td>\n",
       "      <td>3045.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>Millar Woodcraft Specialist Joinery Manufactur...</td>\n",
       "      <td>2015-10-18</td>\n",
       "      <td>BT41</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2831.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>O'Neill's Irish International Sportswear Ltd</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2646.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>O'Neill's Irish International Sportswear Ltd</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2613.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>Spark Enterprises Ltd</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>BT93</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2537.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>Spa Nursing Homes Ltd</td>\n",
       "      <td>2016-02-28</td>\n",
       "      <td>BT05</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>2506.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>Natural Waste Management Ltd</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2363.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Balcas Timber Ltd</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>BT94</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2235.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>CRANN ENERGY LTD</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2057.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>McGrane Nurseries Ltd</td>\n",
       "      <td>2016-02-19</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>1945.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Green Energy Engineering (GEE) Ltd</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>BT25</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1662.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>Mosshill Services Ltd</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>BT41</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1120.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>O'Neill's Irish International Sportswear Ltd</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>650.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>McGrane Nurseries Ltd</td>\n",
       "      <td>2016-02-19</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>627.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>Green Energy Engineering (GEE) Ltd</td>\n",
       "      <td>2016-02-29</td>\n",
       "      <td>BT25</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>25.0</td>\n",
       "      <td>603.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>Tri Met Engineering Ltd</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>BT80</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>73.22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>507 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Company       Date Postcode  \\\n",
       "180                                   Crann Energy Ltd 2015-10-12     BT92   \n",
       "681                                  PM Processing Ltd 2015-10-14     BT92   \n",
       "680                                  PM Processing Ltd 2015-10-02     BT92   \n",
       "404                                     Inish Glow Ltd 2015-10-26     BT92   \n",
       "676                          Peacock Farms Poultry Ltd 2015-10-14     BT82   \n",
       "677                          Peacock Farms Poultry Ltd 2015-10-14     BT82   \n",
       "267                                  Ecobiomass NI Ltd 2015-10-26     BT71   \n",
       "406                                     Inish Glow Ltd 2015-10-26     BT92   \n",
       "405                                     Inish Glow Ltd 2015-10-26     BT92   \n",
       "266                                  Ecobiomass NI Ltd 2015-10-26     BT71   \n",
       "265                                  Ecobiomass NI Ltd 2015-10-26     BT71   \n",
       "843                           Valley Services (NI) Ltd 2015-10-26     BT74   \n",
       "264                                  Ecobiomass NI Ltd 2015-10-26     BT71   \n",
       "516                                  McAleer Farms Ltd 2015-10-01     BT78   \n",
       "674                          Peacock Farms Poultry Ltd 2015-10-14     BT82   \n",
       "675                          Peacock Farms Poultry Ltd 2015-10-14     BT82   \n",
       "277                     Eglinton (Timber Products) Ltd 2015-10-29     BT47   \n",
       "519                                  McAleer Farms Ltd 2015-10-01     BT78   \n",
       "800                 Stephens Catering Equipment Co Ltd 2015-10-09     BT94   \n",
       "375                                    Hegan Farms Ltd 2015-10-14     BT71   \n",
       "842                           Valley Services (NI) Ltd 2015-10-26     BT74   \n",
       "673                          Peacock Farms Poultry Ltd 2015-10-14     BT82   \n",
       "263                                  Ecobiomass NI Ltd 2015-10-26     BT71   \n",
       "417                                      JC Donald Ltd 2015-11-09     BT32   \n",
       "797                 Stephens Catering Equipment Co Ltd 2015-10-09     BT94   \n",
       "376                                    Hegan Farms Ltd 2015-10-14     BT71   \n",
       "798                 Stephens Catering Equipment Co Ltd 2015-10-09     BT94   \n",
       "841                           Valley Services (NI) Ltd 2015-10-26     BT74   \n",
       "718                          RJ Smyth Engineering Ltd. 2015-10-27     BT78   \n",
       "262                                  Ecobiomass NI Ltd 2015-10-26     BT71   \n",
       "..                                                 ...        ...      ...   \n",
       "197          Curtis Developments Ltd T/A Curtis Toyota 2016-02-26     BT42   \n",
       "146                          Cloughbane Farm Foods Ltd 2016-02-29     BT70   \n",
       "179                              Craigfad Farm Limited 2016-02-23     BT44   \n",
       "106                                  C&L Mushrooms Ltd 2016-02-29     BT34   \n",
       "789                              Spark Enterprises Ltd 2015-11-03     BT93   \n",
       "194                                     Culmore Energy 2015-11-10     BT49   \n",
       "874                  Woodvale Construction Company Ltd 2015-11-09     BT79   \n",
       "696                          R&S Biomass Equipment Ltd 2015-11-14     BT78   \n",
       "744                                Scott and Ewing LTD 2015-11-11     BT79   \n",
       "788                              Spark Enterprises Ltd 2015-11-03     BT93   \n",
       "644                                Oakgrove Cabins ltd 2016-02-28     BT47   \n",
       "542                              McGrane Nurseries Ltd 2016-02-19     BT62   \n",
       "623                        National Trust (The Argory) 2015-11-01     BA14   \n",
       "156                          Corbally Poultry Farm Ltd 2016-02-28     BT32   \n",
       "646                        Oakra Hardwood Flooring ltd 2015-11-16     BT61   \n",
       "571  Millar Woodcraft Specialist Joinery Manufactur... 2015-10-18     BT41   \n",
       "652       O'Neill's Irish International Sportswear Ltd 2016-02-23     BT82   \n",
       "651       O'Neill's Irish International Sportswear Ltd 2016-02-23     BT82   \n",
       "787                              Spark Enterprises Ltd 2015-11-03     BT93   \n",
       "782                              Spa Nursing Homes Ltd 2016-02-28     BT05   \n",
       "627                       Natural Waste Management Ltd 2016-02-24     BT60   \n",
       "32                                   Balcas Timber Ltd 2016-02-27     BT94   \n",
       "181                                   CRANN ENERGY LTD 2016-02-27     BT92   \n",
       "541                              McGrane Nurseries Ltd 2016-02-19     BT62   \n",
       "342                 Green Energy Engineering (GEE) Ltd 2015-11-09     BT25   \n",
       "594                              Mosshill Services Ltd 2015-11-16     BT41   \n",
       "650       O'Neill's Irish International Sportswear Ltd 2016-02-23     BT82   \n",
       "540                              McGrane Nurseries Ltd 2016-02-19     BT62   \n",
       "341                 Green Energy Engineering (GEE) Ltd 2016-02-29     BT25   \n",
       "822                            Tri Met Engineering Ltd 2015-11-09     BT80   \n",
       "\n",
       "                     Type  Capacity (kWtH)      Cash  \n",
       "180  Solid Biomass Boiler             99.0  65453.82  \n",
       "681  Solid Biomass Boiler             99.0  64595.05  \n",
       "680  Solid Biomass Boiler             99.0  59385.45  \n",
       "404  Solid Biomass Boiler             99.0  57683.51  \n",
       "676  Solid Biomass Boiler             99.0  56757.26  \n",
       "677  Solid Biomass Boiler             99.0  56489.45  \n",
       "267  Solid Biomass Boiler             99.0  56102.54  \n",
       "406  Solid Biomass Boiler             99.0  55963.95  \n",
       "405  Solid Biomass Boiler             99.0  55401.57  \n",
       "266  Solid Biomass Boiler             99.0  54811.50  \n",
       "265  Solid Biomass Boiler             99.0  54588.17  \n",
       "843  Solid Biomass Boiler             99.0  54528.59  \n",
       "264  Solid Biomass Boiler             99.0  54335.46  \n",
       "516  Solid Biomass Boiler             99.0  54198.86  \n",
       "674  Solid Biomass Boiler             99.0  54188.21  \n",
       "675  Solid Biomass Boiler             99.0  54155.28  \n",
       "277  Solid Biomass Boiler             99.0  54012.23  \n",
       "519  Solid Biomass Boiler             99.0  53886.84  \n",
       "800  Solid Biomass Boiler             99.0  53637.02  \n",
       "375  Solid Biomass Boiler             99.0  53598.97  \n",
       "842  Solid Biomass Boiler             99.0  53173.83  \n",
       "673  Solid Biomass Boiler             99.0  53126.92  \n",
       "263  Solid Biomass Boiler             99.0  52866.19  \n",
       "417  Solid Biomass Boiler             99.0  52394.99  \n",
       "797  Solid Biomass Boiler             99.0  52295.96  \n",
       "376  Solid Biomass Boiler             99.0  52034.92  \n",
       "798  Solid Biomass Boiler             99.0  51967.73  \n",
       "841  Solid Biomass Boiler             99.0  51878.77  \n",
       "718  Solid Biomass Boiler             95.0  51757.03  \n",
       "262  Solid Biomass Boiler             99.0  51670.65  \n",
       "..                    ...              ...       ...  \n",
       "197  Solid Biomass Boiler            198.0   5170.90  \n",
       "146  Solid Biomass Boiler             99.0   5123.75  \n",
       "179  Solid Biomass Boiler            199.0   4672.96  \n",
       "106  Solid Biomass Boiler            560.0   4670.33  \n",
       "789  Solid Biomass Boiler             80.0   4579.43  \n",
       "194  Solid Biomass Boiler             99.0   4332.12  \n",
       "874  Solid Biomass Boiler             49.0   4138.04  \n",
       "696  Solid Biomass Boiler             99.0   3707.65  \n",
       "744  Solid Biomass Boiler             49.0   3699.40  \n",
       "788  Solid Biomass Boiler             80.0   3648.16  \n",
       "644  Solid Biomass Boiler             40.0   3538.21  \n",
       "542  Solid Biomass Boiler            199.0   3529.52  \n",
       "623  Solid Biomass Boiler             35.0   3448.73  \n",
       "156  Solid Biomass Boiler             50.0   3282.90  \n",
       "646  Solid Biomass Boiler             60.0   3045.65  \n",
       "571  Solid Biomass Boiler             25.0   2831.92  \n",
       "652  Solid Biomass Boiler             95.0   2646.34  \n",
       "651  Solid Biomass Boiler             95.0   2613.62  \n",
       "787  Solid Biomass Boiler             80.0   2537.86  \n",
       "782  Solid Biomass Boiler            199.0   2506.53  \n",
       "627  Solid Biomass Boiler             60.0   2363.93  \n",
       "32   Solid Biomass Boiler             49.0   2235.47  \n",
       "181  Solid Biomass Boiler             50.0   2057.80  \n",
       "541  Solid Biomass Boiler            199.0   1945.81  \n",
       "342  Solid Biomass Boiler             25.0   1662.33  \n",
       "594  Solid Biomass Boiler             99.0   1120.00  \n",
       "650  Solid Biomass Boiler             95.0    650.04  \n",
       "540  Solid Biomass Boiler            199.0    627.91  \n",
       "341  Solid Biomass Boiler             25.0    603.65  \n",
       "822  Solid Biomass Boiler             99.0     73.22  \n",
       "\n",
       "[507 rows x 6 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df[df.Date>=pd.Timestamp('2015/10/01')].sort_values('Cash', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:42.842376Z",
     "start_time": "2017-05-24T16:11:42.434692+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "ee46c99c-6e43-4b6d-baa0-c250520766d9"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96c9f06c88>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YAOBcCKEAoCNWl7BSTG+YPDlHF8YAAOdLCAUAHbG6hJViy+ZNSXLaqj0AgPMl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\nJEmSpNwZQkmSJEmSJCl3/x/ShjPhBk4nFgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96c97c1b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "con_df.groupby('Company').sum().plot.scatter(x=\"Capacity (kWtH)\",y=\"Cash\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:43.468948Z",
     "start_time": "2017-05-24T16:11:42.843770+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "6a25acbf-9052-4bba-9962-6446ffaede72"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96c974fef0>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2VjxPzxO247Z+p1pZHqfldgQhFAAABVjtL8np9ZUlqQCA7gva6amnoB0VvRSs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\n3Zsy1yhAwF0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96c9743a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots()\n",
    "sns.regplot(x=\"Capacity (kWtH)\",y=\"Cash\", data=con_df.groupby('Company').sum(), ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:44.063159Z",
     "start_time": "2017-05-24T16:11:43.470155+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "e64be18d-699e-42e8-9592-3ded613ee8c6"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f96c9778470>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2JdNipskfV21l1fp9ybYTp1Rw8ZJpFHiG8PFuk9eXLZIIhRBiADrCURpsVC2m\npS3Mgyu3sedwfHanw4BPfXwSC08aO+TKMDZ5iVkjiVAIIfoRDEWJNHfYJgnuqG3moVXbaQtGACj2\nu7liWQ1Tx5ak5fwyNCqEECKpvSNCS3uECq8716FgWhZr3qvl+fX7kkm5ZmIZl5w1jWJ/+hby51ke\nlEQohBC9CbSHaeuI5joMIN4r/ePqHWzZ+1E1ycXzxnH5pxTNTcG0XivP8qAkQiGE6ElzW5hgyB5J\nsPZoGw+8sJWGQLwks9ft5NKl05k9pQKnI/11UWRoVAgh8lhntZjOpQi5tmHLEZ58dVdyzeKYCj9X\nr5hJZWlBjiMbOSQRCiFEgmlaNLXao1pMJGry5Ku7eEt/tIHOqTOr+ezCqbhdma2OadplfUiWSCIU\nQgjsVS2mvqWDB17YysH6+CYALqfB+QumctoJo7JyfTsVC8gGSYRCiLwXjZk0BEK26Alt3t3Aoy/t\noCNRyLu82MtVK2amXDh7KKKx3PeIs0kSoRAir9mlWkzMtHhh/T5eea822XbCpDIuXToDnze7H9XS\nIxRCiDwRCsdoast9tZhAe5iHVm1n18EWIL4N0or5E1l88jgcOdgTKWaD4eFskkQohMhLwVCUlrZw\nztfM7TrYwkOrthFoj1eJKSxwccWyGqaPL81ZTDFThkaFEGJEa+uIJBNPJmzb38SGLUdoDIQoL/Yy\n/4RR1EwoO+YYy7J4deMhnl23JzksO2l0EVcun0lpYfqqxAyGHSYMZZMkQiFEXmlpD9OewWox2/Y3\n8dybH+0GUd8SSj7uTIYd4SiPvbyTD3Y1JI9bMGcMnz5jUkYWyKdK7hEKIcQIZFkWLW1hguHMLpTf\nsOVIr+01E8o41NDO/S9spb65AwCP28FFi6czd3plRuNKRUxmjQohxMiSzWoxjYkyaD21v7Otjj+/\nsotIItGMKvdx1YqZjCrzZTyuVEiPUAghRhDTtGgMhJLJJ9PKi73UtxybDC3Loj0U44+rdyTb5s2o\n5IJF0/C6nVmJKxX5lghzPxgthBAZEjNNGlo6spYEAeZ3q/4SjZkcbe5IFsx2Ogw+u2AKly2dYcsk\nCFJ0WwghRoRcVYvpnBCzYcsRDta30RgIJ3tYZUUerlw+k4mjirIaU6ryrEMoiVAIMfLkulrM9HGl\n7DkUYNPOhuQ6xZoJpVx29gwKC3K/wW9/pEcohBDDWCgco6k1lLOF8m0dER5etZ3tB5oBMIClHxvP\n2R+bgMOWIllrAAAgAElEQVSR/Soxg5FfaVASocgjm3bVs/b9g9Q1Baku87Fw7ljmTLXPlHUxdLmu\nFrP3cIAHV26juS0MgM/r4vKzZzBzYlk/z7QX6REKMQJt2lXPYy/vTD4+3BhMPpZkODJkulpMXyzL\n4o0PDvP0G3uS9wMnVBdy5fKZlBd7cxLTUORZHpREKPLD2vcP9touiXD4y3S1mL6EIjEef2Un7++o\nT7Z9fPZozj1zMi7n8JyYL4lQiBGorinYS3tHliMR6ZStajG9OdIY5IGVWznSGP/5crscXLh4GifP\nqMpJPOkiQ6MZpJQ6FXgC2J5o2gj8N3Af4AQOAtdorUNKqauBWwATuEdr/RullBv4HTAZiAHXaa13\nKqXmAT8jfo/3fa31jYnr3QZcmmi/Q2v9dHZeqbCb6jIfhxuPT4bVZQU5iEakg2lZNGepWkxP3t9x\nlD+9vJNwNL5Gsaq0gKtXzGR0hT8n8aRTnuXBrC+oLwIe1VovSfz5GvDvwE+11ouA3cD1SqlC4F+B\n5cAS4BtKqQrgKqBJa70Q+D7wvcR57wRu1lovACqVUucopaYCVwALgfOAHyml7Ll6VWTcwrljU2oX\n9maaFo0toZwkwWjM5K+v7eahVduTSXDO1Aq+euFJIyIJAlh5Nm8020OjxT20LQFuSPz7CeDrgAbW\na62bAZRSa4AFwDLg3sSxzwG/VEp5gKla6/VdzrEcGAs8o7UOA3VKqd3AbOK9UJFnOu8DxmeNdlBd\nViCzRoepmGnS2BIimoNFgs2tIR5ctY29h1sBcBgG55wxiU/MGYORgw10ByrVyPKtR5jtRFgELFRK\nPQMUAt8GCrXWnYX5DhFPYGOAui7PO65dax1TSpmJtsYejq3v5Rx9JsLycj8uV+46jtXVPf2uYA92\njW2gcS2tLmbp6VMyG0w3dn3PwL6x9RVXJGpS3xykpCz7/0c/3N3Ar5/YRGswPjO1tMjDlz53EjNs\nsDSioqKw16953U7KUpy56nAYtv35yIRsJ8L3gH/XWj+plJoJrAS6llkwiN/P6/4LTF/tqRzb7+85\njY3t/R2SMdXVxdTVBXJ2/b7YNTa7xgUS22D0FVc4El8on+2OoGlZvPxOLSvf2pfsKU0bV8LlZ8+g\n2O+moaEtuwF1U1FR2GMMDgOK/R4sLBoboikltmjMtOXPx1D09fqzeo9Qa/2h1vrJxL+3Eu+llSml\nOvcgGU98wswB4j09emtPTJwxgFqgsq9ju7ULIYaZUDg3JdOCoSj3Pad5YcNHSfCsk8dx3WdmUezP\n7S7yfSnwOKkq9eHzDq6vk29Do1lNhEqp65VSf5/49xhgNPBb4OLEIRcDzwLrgNOUUmVKqSLi9wfX\nAM8TnwUKcD6wWmsdAbYopRYm2i9KnONF4FyllEcpNY54Ityc6dcohEivYChKYw5Kph2oa+Unf9qI\n3tsEgN/r4ppPKT51+iScNi2V5nAYlBd5KSvyDqmcmyyfyKzHgfuVUpcAXuBG4B3gXqXUV4A9wO+1\n1hGl1O3EJ8R0Ln1oVko9DKxQSq0FQsC1ifPeAtyjlHIA67TWKwGUUr8EXkmc40atdX5tuyzEMNca\njCTvyWWLZVms33KEv7y6O1klZlylnxsvPRmnad+PEL/XRZHfjSMNk3byLA9mNxFqrRuBz/TwpRU9\nHPso8Gi3thhwXQ/HbgYW9dB+F3DXYOMVQuROLqrFhKMxnly7i7e3Hk22zVfVnL9gKtVlvpzfD+yJ\ny+mgssSLO42T/KRHKIQYcboXHD930XQmVvj6f2IOWJZFc1uYjixXiznaHOSBF7ZxqCE+Yc7lNPjc\nwqmcqkb188zcMIBCn5tR5T6OHk3ve5VneVASoRCpGI47WPRUcPy+pzfz2QVTbBe7aVo0BkLJherZ\n8sGuBh59aUdygX5FsZerVsxkXFXvyxJyyeNyUFLoweV0ZGT9oiyoF0L0aLjuYDFcCo6bpsXR5mBW\nk2DMtHj+zb2s6fIezZpcziVLpg96xmUmGQYU+9z4M7y5bzCUm7J1uWK/77QQNjVcEkp3w6HgeDRm\n0hQIUVKWvRJlLe1hHlq1jd0H4+vlDAM+edpEFs0bl5YJJ+nmdTspKXTjdGR+sr/cIxRC9Gg4JJSe\n2L3geCRq0tgawsziIsGdtS08tGpbckZqkc/NFctmMG1cadZiGKjOhfHZ7KEOZenFcDQ8N8sSIgeq\ny3qeXGKXhNIbOxccD0diNAQ6spYELcvilfdq+c1Tm5NJcPKYYm666CRbJkHfEBfGD1a+JULpEQox\nQAvnjj3mHmHXdjvrqeC4HWaNdoSjNLeGszYtoyMc5dGXdrB590eliRfOHcunTp+YleHGVDgdBiWF\nHrzu3NQ9tuPQcCZJIhRigIbzDhZzplYeE2eua422d0RpaQ9n7XoH69t44IVt1LfEh7G9bicXnzWN\nOdPs973zF7go9rlzupuFXSvnZIokQiFS0D2hiNRlu1rMW/oIT6zdRTQW73uOLvdx9YqZVPUy1J0r\nLqdBaaEnrQvjB6s8xd0qhjtJhEKIrGlpC9Meyk61mEg0voHu+i1Hkm0nz6jigkVT8eRoyLEnnQvj\nCwtcttnTUHqEQgiRZtmuFtPQ0sEDK7dRezReEs3pMDjvE1M4fdYo2yQbOHZhvJ3Y6T3KBkmEQoiM\nMi2LpixWi9myt5FHXtyeTLplRR6uWjGTCdVFWbn+QMQXxnvwF9jzIzibS1nswJ7fBSHEiNBZMi0S\ny3wSNE2LlRv28dK7tcm2mRPLuGzpDFslnAKPk2J/dhbGD5YsqBdCiDSIxkwaA6HkVkaZ1BqM8NCq\nbeysbQHi992WzZ/AklPG22YpgMNhUOJ3U+Cx/8dunnUIJREKIdIvm9Vi9hwK8ODKrbS0x2ei+gtc\nXH72DGomlGX82gOVzr0Cs8GUHqEQQgxeKBKjqTWU8a18LMvitU2HeOaNvckP7omjirhyeQ1lRfaY\n/u9KLIy30yzVgZB7hEKMcMNxK6XhIlvVYkLhGH96ZQcbdzYk2848cQznnDHJFjMw7bgkIhXSIxRi\nBBuuWykNB9mqFnO4sZ37n9/K0eZ4lRiPy8GFi6cxb0ZVxq89EHZdEpEKM7vbQeacJEKRV4brVkp2\nl61qMe9uP8rjr+wkkliKUV3m46oVNYwuz972Tb3J1l6B2SCzRoUYwYbrVkp21twWJpjhajHRmMnT\nr+/hjc2Hk21zp1dy4eJpOStM3VU29wrMBhkaFWIEs/vefMOJZVk0tYYJRTJbLaapNcSDK7ex70gr\nEN8Z4TNnTuLME8fk/P6bw2FQ7HPbcjf7ocizPCiJUOSX4bqVkt2kUi1m2/4mNmw5QmMgRHmxl/kn\njBrw0oZt+5t4eNX2ZH3SkkIPVy2vYdLo4iHFnw4+r4viYbQkIhUj8CX1SRKhyCvDeSslu4iZ8YXy\nnbs59GXb/iaee3Nf8nF9Syj5uK9kaFoWq98+wItv7U/OQJ0xvpTLzp5BkS+39+CG65KIVMjGvEKM\ncLKV0uClWi1mQ5edH7q395YI2zsiPLJ6O1v3NSfblp4ynmWnTsjpB7QBFBa4KMrxXoHZYDCyX193\nkgiFEAMSiZo0BjpSKr/VGAil1L77YAs//9NGmlrjyzB8XieXLZ2BmlSecrzp5HY6qC730ZTxFZL2\nkGcdQkmEQoj+DbZaTHmxl/qW45Ne941fLcti3YeHefr1Pckh1/FVhVy1ooby4txNZDIMKPK5KSxw\n22LD3Gwx8iwTSiIUQvQpGIrS0ja4ajHzTxh1zD3Cru2dwpEYf16zi3e3H022nT5rFOeeOQW3K3fL\nEbzu+C4Rw3lh/GDlWR7MTSJUSvmAD4B/B1YB9wFO4CBwjdY6pJS6GrgFMIF7tNa/UUq5gd8Bk4EY\ncJ3WeqdSah7wM8AC3tda35i4zm3ApYn2O7TWT2fxZQox7LV3RJLFrAej8z5gb7NG65qC3P/CVo4k\nlrS4XQ4+t3AqH5tZPfTgB8lhQLHfM+KWRKRiJM6E7UuuvtPfAuoT//534Kda6z8qpf4buF4pdS/w\nr8DpQBh4Ryn1Z+B8oElrfbVS6jPA94DLgTuBm7XW65VSjyilzgG2AFcAZwKlwGtKqee01tnZIlsI\nG+leX/XcRdOZWOHr8zmB9jBtHUNfKF8zoazHiTEbd9bz2Ms7CEfiSzAqSwv4u4vn4XPl7kPY53FS\n7Pfk3azJ7kb6ZKDust7nV0qdAMwGnko0LQGeTPz7CWA58HFgvda6WWsdBNYAC4BlwOOJY58DFiql\nPMBUrfX6budYCjyjtQ5rreuA3YnrCpFXOuurHm4MYlrx+qr3Pb2ZTbvqe31Oc1t6kmBPYqbJU6/t\n5sGV25JJ8MQpFXz1wjmMH5WbXeSdDoPyYi+lRd68T4IgQ6PZ8EPgJuDziceFWuvOu+mHgLHAGKCu\ny3OOa9dax5RSZqKtsYdj63s5x8a+gisv9+PK4U3x6urcLxTujV1js2tcYI/Y1j+re7zXtkEfZenp\nU45psyyLhpYOfBj4CtO/lVFjoIPfPfEhO/bHl0Y4DIMLl0xn+emTkr2QiorCtF+3L0U+NyWFngH1\nguzw/exJuuNye5y2fa2ZkNVEqJT6W+B1rfUupVRnc9d78EbicfefyL7aUzm23/v9jY3t/R2SMdXV\nxdTVBXJ2/b7YNTa7xgX2iW3/4Zbjljy4XQ72HQ4cE18q1WIGY8eBZh56cTttieLcxT43VyyvYerY\nkuT/u4qKQhoa2jJy/e5cToPSQi/hoMXRYP+7Ztjl+9ndQONKJbGZMcuWr3Uo+nr92e4RngtMU0qd\nB0wAQkCbUsqXGAIdT3zCzAHgvC7PGw+8kWgfA7yXmDhjALVAZbdjO8+hemgXIq8MpL5qKtViUmVa\nFmveq+X59fuSyy+mji3mimU1FPs9ab9efwygyB9fEiF6lme3CLN7j1BrfbnW+jSt9RnAr4D/AFYC\nFycOuRh4FlgHnKaUKlNKFRG/P7gGeJ74LFCIT5xZrbWOAFuUUgsT7RclzvEicK5SyqOUGkc8EW7O\n+IsUwmZ6q6Pa2R6NmTS0ZCYJBkNR7n9+K8+9+VESXDxvLNefOzsnSdDjclBZWiBJsB/5NlnGDvOD\nvw3cq5T6CrAH+L3WOqKUup34hJjOpQ/NSqmHgRVKqbXEe5PXJs5xC3CPUsoBrNNarwRQSv0SeCVx\njhu11nm23aQQPddX7Zw1GonGaAyEUqoWM1C1R9u4/4WtySoyBR4nlyyZzuwpFem/WD9kSURq8m35\nhJFvGzD2p64ukLM3xK73IMC+sdk1LrB/bPtrmwZVLWYgNmw5wpOv7kr2MsdW+rlqxUwqS/quEpOJ\ne4QFHiclaVgSYdfvZwr3CAf8BvzzT9dYX7/s5CHFZTd9vX759UiIPNTeEaEpEEp75cxI1OTJtbt4\na+tHE7ZPnVnNZxdOzXqVGKfDoMTvwevJn9Jo6WJlYojAxiQRCpFn2jsihDHSngTrmzt4YOVWDtbH\nZ4C6nAafXTD1mHJq2eJP7BKRb0N86ZJneVASoRD5pLNaTEVBeieqbN7dwKMv7aAjHC/cVF7s5aoV\nMxlfld01gfElEZ68KpCdCWaeZUJJhELkiea2MMFQeqvFxEyLF9bv45X3apNtJ0wq59Kl07M6McUA\nCn1uCgtceTfjMRMisfyaVyiJUIgRzrIsmlrDhCLpLbMbaA/z0Krt7DrYAsTXnq2YP5HFJ4/L6pCk\nx+WgpNCTl7tEZEq6f2GyO0mEQoxgmaoWs/tQCw+u3EYgsTNFYYGLK5bVMH18aVqv0xeHAUU+D/4C\n+RhLt/YM1Zm1K/kJEmKY6b6TxMK5Y5NrBbsyTYuGQEdaF8pblsWrGw/x7Lo9yQkVk0YXceXymZQW\nZm+BfLqWRIietUuPUAhhV507SXQ63BhMPu6aDKMxk6ZAiGgaJz10hKM89vJOPtjVkGxbMGcMnz5j\nEk5HdoYlHQ6DUlkSkXGRqEkkauZ0Y+RskkQoRJYMtCfXl7Xv91wud+37B5PnisZMGgKhtM78O9TQ\nzv0vbKW+uQMAj9vBxWdN56RpqcU/FH6viyK/LInIlo5wFLcr+2XwckESoRBZMNCeXH/qmo4vnh1v\njyeoTJRMe2drHX9esys5k3BUuY+rV8ykuqzvjX3TxeUwKCn04HFLLzCbQuEYxf5cR5EdkgiFyIKB\n9OT6s2lXPc1tYVqDEVxOB8U+NwWJJQrVZQWEIrG0lkyLxkz++tpu3vzwSLJt3oxKLlg0DW8WkpIs\nicitzjWh+UASoRBZ0F9Prj+dPUqX0wEWRKPxbZPKgQKvi9NnjUprybTGQAcPrNzGgbp43U8DKC3y\nEIuZ7D0coGZCWZqu1DNZEpF76V5uY2eSCIXIgoHsCdiXzh5l5yL11mCEaMwkEjO55MzJjKsqSlsS\n1HsbeWT1juRaMqfDoLzYi8ftpCEQ5rk39wFkJBkaBpT4ZUmEHeTTLyH580qFyKH+9gTsT9cepc/r\norrMx9jKQop8HsZXF6UlRtO0eGHDPu59VieTYJHPTVWZ77j7cxu2HOnpFEPidTsZXe6XJGgTHnf+\npAf5iRMiC3raEzCVWaM99Shjpkl5kTct8bV1RHh41Xa2H2gG4kOhSz82Hr23EYvj78917jGYDg6H\nQYnfTYHHhTOPeiF258mjeq2SCIXIkjlTK1NeLtFp4dyxyVmmlmVhmhamRVp2dth7OMCDK7fR3BYG\n4j3Oy8+ewcyJZdQ1BalvOT7plRenJwH7vC6KZUmELUmPUAhhK50JdM17tRxqCFJe7GX+CaOGdJ/O\nsixe/+Awz7yxh1hivcWE6kKuWjGTskRPc/4Jo5L3BLsaagKWJRH2l0/fG0mEQgwTs6dUMK6yMC11\nQzvCUR5+cTvv76hPtn189mjOPXPyMZMkOhPthi1H4rNUh5iADT7aK1CWRNhbvlSVAUmEQgwL6awb\neqQxyEOPvc+hxAa6bpeDCxdP4+QZVT0eXzOhLC0zRN3O+JKIfPqAHa6cDiOvhqsHlAiVUlcBtwOl\nxH+pMwBLaz0pg7EJIUhv3dD3dxzlTy/vTPYqq0oLuGrFTMZUZK6EiGFAsc+Nv8CdsWuI9CrIs1qu\nA+0Rfhu4HtifwViEEN2kq25oNGbyzLq9vL7pULJtzrQKLl48PaMFrL1uJyWF7qwV5RbpYaarPNEw\nMdBEuF1r/WpGIxFCHCNddUObW0M8uGobew+3AuAwDC4+ewYnT6vI2H06hwHFfk9Wd6kX6RMMxYjG\nzLxZVN/nT6lS6uzEP99TSn0XeAlIblSltX4xc6EJkb/SVTd0+/5mHn5xG22JjVZL/G6uXD6TU2aP\noaGhLQ2RHs/ncVIsewUOe20d0azuMZlL/f269i/dHp/Z5d8WIIlQiDQLhqK0tIWHVDLNtCxeeucA\nqzbsT55n2rgSrlhWQ5EvM/fqnIklEdkoyC0yr7U9LIkQQGu9tKd2pZRDaz30OdxCiGO0d0RpaQ8P\n+Rx/XL0dva8p2XbWyeNYPn8izgz00mRJxMjUGozkOoSsGeis0WsBP3AP8DIwUSn1X1rrn2UwNiEy\nIh0b5GZCazAy5A+f/XWtPPDCVppa48m0wOPk0qUzmDW5PB0hHkeWRIxcrcFo/weNEAO9k/0VYAlw\nIbAJWEx8WFQSoRhWhrpBbqaSaEtbmPbQ4D94LMti/ZYj/OXV3ckqMeOqCrlqeQ0VJQPb4SIVBlDk\nd1MoSyJGrLYO6RF2F9Rah5RSnwH+oLU2lVIp38JQSvmB3wGjgQLgP4D3gPsAJ3AQuCZxrauBWwAT\nuEdr/RullDvx/MlADLhOa71TKTWPeFK2gPe11jcmrncbcGmi/Q6t9dOpxixGlqFskJuuXea7siyL\n5rbwkDZBDUdjPLFmF+9sO5psm3/CKM7/xJSM9NRkr8D8kE9DowP+SVZK/RRYALyslDqTeCJL1fnA\nBq31WcBlwP8C/w78VGu9CNgNXK+UKgT+FVhOvCf6DaVUBXAV0KS1Xgh8H/he4rx3AjdrrRcAlUqp\nc5RSU4ErgIXAecCPlFJyFz/PDWWD3L6S6GCYlkVjIDSkJHi0OcjP//xBMgm6nAYXnzWNixZPS3sS\ndBhQWuihoqRAkmAeaG3Pn0Q40B7h1cDlwI+11jGl1BTiw6Up0Vo/3OXhROIL9JcANyTangC+Dmhg\nvda6GUAptYZ4El4G3Js49jngl0opDzBVa72+yzmWA2OBZ7TWYaBOKbUbmA1sTDVukX65uk9XXeZj\n674mAu0RTMvCYRgU+93MnNh/CbGh7jLfVcyM7zA/lJJpm3Y18NhLO5I7iVeUeLlq+UzGVRUO+py9\nkSUR+SefeoQDSoRa64NKqV8BFUqpScBbwB+A0wdzUaXUa8AE4j21lVrrzn1eDhFPYGOAui5POa49\nkZDNRFtjD8fW93KOPhNhebkfVw734aquLs7ZtfuTrtje1kd48tXdADidDhoCIZ58dTelpX4+plLf\n1SCVuIqLvMnthiDeK2tuC1Nc5O33PBNGl3DwaOtx7eOqinp9bk/t0ZjJ0aYgJaWD+zmLmSZ/fmkH\nL7y5N9k2r6aKz587O6UyZhUV/SdMp8OgrNhLgSd7C+Pz4f9AumUirqhl2fb1pttAZ41+A/gm4AVa\nAR9w/2AvqrX+hFLqZOLJtOuvxEbicfdfO/tqT+XYfn/9bmxs7++QjKmuLqauLpCz6/clnbE9tWYH\nkR52UHhqzQ4mVvgyGtc7+giGAWaXyzsc8fb+znOaquKxQy3Htc9XVT0+t6fYIlGTxkDHoKvFtLSH\neWjVNnYfjJ/XMOBTp01i0byxdLSH6Rjg0ouKisJ+F9T7C1wU+9wEmoNk66cyX/4PpNNA40o1qYVC\nUVu+3sHq6/UPdKD/EmAU8IbWupr4vbpNqQailDpVKTURQGv9LvFE3KaU6vz0G098wswB4j09emtP\nTJwxgFqgsq9ju7WLHEvnEGOqWtrCWOZHv0EZgGVCoK3/YaA5Uyu5+KxpjC734TAMRpf7uPisaQMe\n0g1FYjQMIQnurG3hJ49tTCbBIp+bL5w7i8Unj0vr+j2X06CyxEuJ3yPrAkVeGOh4R0BrHU7cj0Nr\n/aRSaiVwV4rXW0x8xuctSqnRQBHwLHAx8d7hxYnH64BfKaXKiJd0W0B8BmkJ8VmgzxGfeLNaax1R\nSm1RSi3UWq8FLkrEtRX4ulLq20AV8US4OcV4RQZUl/k43Hh8MqwuS/80/+4chkGsh4GBgX7eD3aX\n+aFUi7EsizXvH+T5N/cmk+iUMcVcsbyGEn/6Kn8YQKHPTWGBSxKgyCsDTYSNieUMm5RSvwV2AuMG\ncb2fA79OTH7xAV8FNgD3KqW+AuwBfp9IbrcTT3idSx+alVIPAyuUUmuBEHBt4ry3APcopRzAOq31\nSgCl1C+BVxLnuFGq4djDwrljj1mG0LU90/w+F82B44cP/RkqOwbQ3hGhZZAz8IKhKI+9vIPNuz+6\nDb5o7lg+efrEtO7oIEsiRD7rNxEmliH8LfGh0ceJJ53FxJcmpERrHSQ+rNrdih6OfRR4tFtbDLiu\nh2M3A4t6aL+L1HutIsM6e1TxWaMdVJcVZG3W6MwJZeh9TbR2mTVa5Hczc0JpRq4XaA8nC16n6mB9\nG/e/sJWGlvhcMq/bycVLpjNnakXa4pNdIoTof/eJZcQXu8/SWu9OtD0JfBGQkhJi0AY7xNipc/lF\nY2uY8iLPgBPpwrljOdwYpKzIe1x7ujUGOgadBN/eWsef1+xMLq8YU+HnquU1VJWlNpmoLwUeJyWy\nJEKIfnuE3wY+2bmeD0BrvUkpdT7wP8A5mQxOiJ50rfDidjlSqvCSjd6oZVk0tYYpPG7icv8iUZO/\nvrab9VuOJNtOqanic4um4knTsh6Hw6CypADPkPa3EGLk6Hc8RGt93OxQrfUHSqnMz2wQogdDKZMG\nQ++N9sW0LJoCIcJRk1SXtTe0dPDAym3UHo0va3A6DM77xBROnzUqbZNX/F4XRX43BV5X1pZEiOEp\nnyZM9ZcI+1p4kvty/WLYGkplmVwuv+hLf9Vitu1vYsOWIzQGQpQXe5l/wihqJsQr2mzZ08gjq7cn\ny62VFXm4asVMJlQXpSU2l9OgtNCDO4fFIoSwq/4S4VtKqRu01j/v2phYYL8uc2GJkWyoxatzufyi\nN9FYPAnGelkkuG1/E8+9uS/5uL4lxHNv7sO0LPYcDPDSu7XJr82cWMZlS2fgLxj6BBZZEiFE//r7\nn3Yr8KxS6vPAm8R3iFgAtADnZjg2MUINdWgzl8svehKJxmgMhPpcKL+hyz2/TjHT4tHVO5ITagxg\n2fwJLDllPI40JC1ZEiGGwrLy5x5yfzvUNwFnJGaPnkh866NHtNavZCM4MTLtORwg0B4hGjNxOR0U\n++L3rAY6tNl1wktTW5jR5bnbXDcUjtHUFqK/z4zGQOiYx6FIInkmsqe/wMXlZ89IDpUORteh11Hl\nPpacMj4jexEKMdIMtOj2KmBVhmMReWDTrvp4EkzUGo1G40OK5cDkMQOvhdg54SWX9R9TqRZTXuyl\nviWEZVm0dcSf12niqCKuXF5z3JKOVHQOvRpGfJJNfUtoyHslivyWRx3Cge9HKEQ6rH3/IEU9VHEJ\nBCM5G9ocjLaOCM0plEybf8IoTDO+/2DXJDhrSjlfOn/2kJIgwFu6DqfDwOV0HHMvcLB7JQqRT6Sc\nhMiquqZgsopJa7DL8KjfM2x6Li3tYdpTXChf4vcQDEWTs0IdBiyaN45PnT5pyPH4vS5a2kI9LozP\n9UxaMXzJPUIhMqRzxqfP6zqmrNfo8vRVTMkUy7JoaQsTTHFH+Xe3H+XxV3Ymt56qLvNx9YqZjBri\na3Y5DEoKPXjcTkaV+203k1YMb/mTBmVoVGRZb8Ofdh8WNRPVYlJJgpGoyRNrd/HIi9uTSXDu9Er+\n7sI5Q0qCBvEtmCpLC/C44+sCh+v7KoQdSI9QZFUuC24PVue9vUhs4JuXNLWG+MVfNrP7YHwjX4dh\n8FbSsPAAACAASURBVJkzJ3HmiWP6Xc/X18L73pZEDMf3VdhbHo2MSiIU2ZfJEmcDkUpVm5hp0tgS\nIprCbrrb9jfx8KrttIfi9xFLCz1cubyGSaP7nxXb28J7gFNnVuMv6L3Wfa7fVzGymGb+7FoniVDk\nlVSq2kRjJg1d1vr1x7QsVr99gBff2p+8vzJjfCmXnT2jx5myPelp4b1hwKad9SyaO5gtQIVIndNh\nJH+RyweSCMWgDaVeaK4MtKpNOBKjqbXvajFdtXdEeGT1drbuS27Uwmc+MYVPzB6d0jZH3RfeOx0G\nDofB0eZQL88QIv08bgdtQUmEQvRpqPVC03H9wexHOJCC3aFwPAkOdDB0/5FWHli5labW+PpAn9fJ\nZUtncObJE2hoaBvgWeI6F947jPh2SZ33E2X2p8gmr9tJW0ck12FkjcwaFYPSV88q0zqT8OHGIJZl\nJZPwpl31/T63upeNbTsTTTAUHXAStCyLNzYf4p4nP0gmwfFVhdx00UmoSeUDfj1dnT57NE6ngbPb\nwniZ/SmyyeN20t4RxcyTGTOSCMWg5HIrpKEk4b6WGaRSLSYcifHH1Tt4cu3u5I4Tp88axZc/eyLl\nxan33gygsMDFJ04cw6VLpjO63IfDMBhd7uPis6bZfshZjCwetxML6MiT+4QyNCoGJZdbIQ0lCfe2\nzGDy6GIC7QMbCqprCnL/C1s5knj9bqeDCxZN5ZSZ1QN8BcdyO+NLItyu7r+X5sdv48J+vImfxdaO\naJ8zlUcKSYRiUBbOHcv9z28lEDx2F4lsDOENNQl3X2bQ3BZOboXUn4076/nTyzsJReIL6ytLC7h6\nxUzGVPgH9PyuDAOKfe5jPmhyfe9VCCBZqKG9IwLYv+rTUMnQqBi07v2VbPVf0lVFxbLiC+WDAxj+\niZkmT72+mwdXbksmwROnVPDVC+cMKgl63U6qSguO+207l/dehejkdcdTQ77MHJUeoRiUte8fPK5e\naGf7QHouQ1l6kY79CE3LoikQIhztf9Fwc1uYh1ZuY8/h+HZPDgM+9fFJLDxpbMq7vjsMKPZ7jnvf\nOuXy3qsQnTp7hPkyc1QSoRiUoXxgp3P4bzCT2lIpmbbjQDMPvbidtmD8A6HY7+aKZTVMHVuS8nV9\nHifFfk+f6wpzee9ViE4fJULpEQrRq6F8YK99/yDBUPSYbZiKfO6UepOdidPtcqSUSKMxk6ZA/yXT\nTMtizXu1PL9+XzLZTh1bzBXLaij2e/qNsStnYpcIb+LDpS8L54495peEru1CZIv3mHuEI58kQjEo\nQ/nA3nM4QFOXCirRaDw57RngMONAq8N0F4marPvwEOs/7LmgdadgKMofV29ny96mZNvieeNYcdpE\nnP1UielaMHtMVRGnqSrmq1EDHkKV4tnCDuQeoRADMJQP7Egv9+Ui0YFtcTSYYdlwJMabWw7z7Lqe\nC1p3JsPao23c/8LWZKmzAo+TS5ZMZ/aUin7j6low2zCgsSXI02/sxed1pZTIpHi2yLXOpTzBsCTC\njFFK/TewKHH97wHrgfsAJ3AQ/n97bx4nVXnn+79PrV3VXb3S0Ow7jwIuKKIIBBAxGknMaFyiyR2z\nvLJMZkZv5iaZO3NnMknm/ubmZmYyM0luYlZjEmMSE4NxF5QoUQQFRUAfUPamG5qm96228/vjnFNU\nV1d1V69V3fV9v1686H7q1HO+dbrqfOr5Pt+Fj2qte5RSdwH3AnHgPq31j5VSXuB+YDYQAz6mtT6s\nlLoE+C5W8OJerfVn7XN9AbjVHv+K1vqJsXulE5uh3rC9Hhdx0yQeNzGxksldLgOfZ2DXIQzeLeuU\nTNv1Vt+C1mAVul44o5xX3z7Do386QjRm+UKnVgW589pFVJVltz/nFMx2uQzcifJoZtYuX0HIF5w2\nX06E9ERnzNMnlFLrgaVa65XA9cB/AF8FvqO1XgMcBT6ulCoG/hG4FlgHfFEpVQncCTRrrVcDX8cS\nUux57tFarwKqlFI3KKXmAncAq4FNwH8qpbK72xYI+4408r3N+/jaT3fxvc37sipTNlzKi/1px8tK\nstt7G0z6RHLJtNSC1g7nWrv57R/f5XcvHE6I4OWLqvnMTUuzFkGwehB63EYf96lEfArjDbcjhINo\nRD2eycWK8AVgp/1zE1CMJXSfscc2A58HNLBLa90CoJR6EVgFbAAesI99GviBUsoHzNVa70qa41pg\nKvCk1joMNCiljgKLgTdH6bWNK8YqeTs1VaKjO4zLMHC5U/bNsgwBzTZ9orM7QmtStRinoHUy0Vic\n1o4wtWc7AfC4DT6wai7LL5ic9etzUiKmVhVLxKcwIfDan81wgawIx1wItdYxwCnJ/0ngCeC9Wmvn\nDlWPJWA1QEPSU/uMa61jSqm4PdaU5tjGDHNkFMKKiiCeLF10o0F19cDNW0eKXU/pNGW94FV9lvUr\n5vQZH4ptu/UZHv3TUcD6lnmurYeG5h78PjddPVFicTMRVWkaRtbnWF8dSmujQ2tHmDAGlUXnV5nr\nls9i8x/fSfze2R2lsbU7ob+TygN86oMXMasm+9cZ9HsoLfHjdhncuGY+P3viQK/HvR4XN66ZP6Z/\n12zJR5sgf+2C/LVtpO0KlfgxgDjZfybHMzkLllFK3QR8ArgOOJj0kLWxYv1PluODObbfZUdTU+dA\npo8a1dUhGhraxux8J0+30tHdN40hFmvrY8dQbXv8xXfTBsd0dEXwuF2JVWF7Z4TqsqJBnyOdXa0d\n4bRNRaeWF7Hh8hnseus0x+rbaes6v1q8YFY5t65fQMDnyqp1kiPeUUzO9VjzzKwM8IFVcxIBRDOn\nhFiuJjGzMjCmf9dsGOv3Wrbkq12Qv7Zla9dgBK3T/ny2d4bz8jUPhf5ef66CZd4L/D1wvda6RSnV\noZQKaK27gOlYATO1WPt6DtOBHfZ4DfCGHThjAKeAqpRjnTlUmnEB8Hlc1KZJY6jIcq8uGzJFeKb1\ngg6ySkvfOU1aOsJ097OvUVMZpKM7lhBBw4CNy2fynkun4cri/AYQKPIQCnjTpkQkBxDl641TELLB\n4zEkWGa0UEqVAd8ANmmtz9nDW4Bb7J9vAZ4CXgGuUEqVK6VKsPYHXwSewYoCBXg/8LzWOgK8rZRa\nbY/fbM/xHHCjUsqnlJqGJYS9fVcFTYYb/zAFKZl0/f9MTHxeNx6PCwzweFxUhPyEIwNXesmEaZo0\nt/cvgkfqWvn2797kSF0rYLU9+vj7LmTdsulZiaDX7aKytIjSoG/QpdUEYbzhcbsKRghzsSK8HZgE\n/FqpxGLtz4EfKqU+DRwDfqq1jiil/hYrIMZJfWhRSv0K2KiU2g70AHfbc9wL3KeUcgGvaK23ACil\nfoAVoGMCn9VaD/1uO8EIR2NUhPx9OkgMR5BSSZd473G78HpcvVymJkMPKhmobqhpmmx/s46nXzmO\nU1Bm1pQSPnztIsqKB179GgaUBLwUF0A7GkFw8LhdWRWknwjkIljm+8D30zy0Mc2xDwMPp4zFgI+l\nOfYAVm5i6vi3gG8N1d6JjJOPV5RSAHokoxzTJd7PqC7uldPnuGRnDKGMWCxucq61O5H2kEp3OMpv\ntx1m/9FzibFVF9Vw/ZWzcLsGdoj4vW5CQW8ir0oQCgWP23KNmqY54T0gUlmmgBluXctsO0ikJt5/\nb/O+tCvRk2faB9WVIhqLc7a5K6MI1p/r5BfPHqSxxcrj83ld3LJ2PhfNGzg1ZKAuEUPhsZePsm1P\nLe1dEUoCXtYtm86mlXNGbH5BGEk8bhemCc/tPsmGy2fm2pxRRYSwgBlOmbTh5CA2NFur0NSV6LHT\n7ZzOcs5oLM65th7Ky9Onuuw52MDvXzyS6DAxuSLAXRsXpd2zTCXgt4Jh+usSMVgee/koj9lpJGBF\nyTq/ixgK+YjjBRmoQP1EQISwwBlqmbTte+vo7on2WdVlU04sU4m0SDRGka+vsKXOGYnGaGrrId3n\nMxqL89hLR9mZ5Hq9dMEkPrhmbqK1TCY8LoNQll0iBsu2PbVpy8pt21MrQijkJU6FpFgW7crGOyKE\nBc5QG+QeO91GY2t34sYejcYJR2J99hLSzZ/JJZsuuR96lyhz6oam+47a1NbDg1sOUttg5QG6XQY3\nrpzNlYun9LvHYQDBIg8lGVIiRoLWjjCxJBeuCcRiJq0dhdHmRhh/JFaEGbYeJhISAVDAOO7N001d\nxM3zrshs6o12dkWJxUwrH9C08gJjMbNXR+tM8wPcsnYeUyoCuAyDKRUBblk7j9lT0ie8OsE7nd3R\njCKojzfx7d+9mRDB8hIfn/rAEq5aUtOvuDkpEaFRTonIlJ4xgt5XQRhR3Haxi5i4RoWJzFD7+oGV\nepF2PCnvqL/5P3PT0rTnyBS8094Vob2r7+opHjd59tUTbNtdmxDIhTPKuO2aBf2mOxgGhAJegmOU\nEhEMeGhpC/cZLw5ISoaQn4hrVCgIhtLXz8HjdhGLmcRNa1VoGNaqJznNYLDzZwremTU5lFYE27si\n/OyZ13nLTo0wgGsun8H6ZdP7DXTxe92UFnuzSp8YKRbNKOfgiWbaOiPETROXYRAKelk4o2xQ8wzV\nlS0Ig2X+tDIOHG3KKsp6vCNCWMAMtq9fMjOqizlS14YrpTrNjOriYc2fHLzjlExLVzf0+Ok2frnl\nEC0d1ior4Pdw+zULWDSzvM+xDqOREpEtqy+eyummLspK/H3Gs2WsuoUIAljpRgA9I1hgI1+RPcIC\nZjB9/VK58eo5lIf8vcqklYf83Hj1nBGZP26aNLX19CmZZpomL+2r5wd/OJAQwRnVxfzVLRf1K4IB\nn5tJZYGciCBYQpVuX3QwAtafq1kQRhqnUXYhtGKSFWEBM5w8wqVzq1h98VS27amloytOkc/d57lD\nnT8et0QwkrI30ROJ8cgLh9n77vlgnlDQS1mJj4bmLspL+jb8dbpEjEZKxGAZaqqKw3Bc2YIwWEqC\n1v51um2JiYYIYYEz1JvzviONvKYbCAV9hIJWvc7XdANzakJ9xHAw80djVrm11CTeM01d/OLZgwkx\nMICyEj+lxV6a2sI8vfMEAAtnnF8VBvvpEjEeGY4rWxAGS4X9xfJcW88AR45/RAiFITGchHpIX27s\n+hWzONfWQzxFBN945yyPvHA4UVTb73VRWuzvk3f46ttnWDijHI/LoKzEhzeHDZZHg+GWxBOEwVBR\naglhU9vE9ziIEApD4tjpNhpbuhNRo9FonHC4b0J9OtKVG/vD9iO0d0VYd+n0xHg0FufJHcd5eX99\nYmzpvErOtXSnbRXV1NZjd4nwTJhVYDLDcWULwmB587C1BXH4VGuOLRl9RAiFIdHZHe2VaGuaEDN7\nJ9RnYtue2l6/m3aX3lf21yeEsKW9hwe3HOLEmXbASs244apZXL20hoe2HqKxtbe7xjCgpipIyQTP\nyxvuPqMgZIvH7cLvddPZPfFbMYkQCkMiHI2nrfCSqSdgMu1dEWJxs5eQugwSaRLvnGzhoecOJT6A\npUEvH752EbNrrMozyy+YnNgTxLACYlwug/dcMm14L0oQhF4Eizy0dYYnfCsmEUJhSGT6SGTzUXG7\njD7Nf+Om9WZ8bvdJtr56MiGy86aVcvs1CxIBOXA+IGbPwQY6eqJUlPjFRSgIo0CwyENTWw9dPTGC\nRRNXLibuKxNGjX1HGjPmFsXN/usS7jvSSE84/XOjMZMtr55M/L720mlcu3xmotSTg8uA5Woyay6e\nRnV1iIaGtkG+AkEQsqHYFr+mtm6CRSU5tmb0ECEUBoVT3SRTHd5IP67RfUcaeXjbuxmf64wX+dzc\nun4BF86u6HOM3+umrNg3or0CBUFIT5HPkoiWjjDTq3NszCgiQljgDLZr+kBVTPpbEL74xilicRMD\n0u4vAkyrCnLnxkVUlvbOjXMZUFrsS3wwBUEYfXx2ilJqhaeJhtxVCpihdE3PVN1kIGLxOHWNnZim\n1d4lXY+zgM/Np29a2ic/MOBzEwrKKlAQxhpPQggnduSoCGEBk5rGkDyeSQgzVTdxSNdcNxqL09TW\nQ0XIb6c99BXBIp+bqrKiXs93uwxKgz4O1TZLxwVByAFed2EU3pai2wVMphqCHf3UFnSqmKSr3ely\nWVGeyUSiMc61dhOLmyy/YDJdPVFSWxmWFXupLC2iInS+VmiwyENVWRGHapuH3DxYEITh4awIMwW4\nTRRECAuYkoCXuGkSjcWJxOJEY3Hiptlvs1ini8KcmhI8bhdul9WDMFjkoboswI0rZyeO7YnErJJp\npuUafedkC01JdQtdBlSEfBQHrNSI5RdMxuM2qCr1Uxr04TIM6bggCDnEY3ep75ngHSjENVrAXDi7\ngpfePF++zARiMTNttGYyTnWT801i+5b76uqJ0toRxgRaO8M8tOUQR+utNAeXAZctqqY7HKW5PUxF\nyM/yCyazbGF1n/Jo0nFBEHKH4xqd6NVlRAgLmEg0TlmJr0/X9P5SINLTe8+voztCW6flXj18qpWH\nth5KuGEDPjc1VUHqz3VSEfKz8YqZLJlTSWmxr1d3ewfpuCAIuSNUbHlr6s915tiS0UWEsIBpaO7C\n53Xj98UTHSR8XndWq61M3dI7u6PMmhLCNE1efKOOZ3YdT+QHTqkIgHF+472xtYctr56kIuTvky7h\nkIuOC+dXuhKcIxQ2fq+bipCf46fbJnSZtZwIoVJqKbAZ+KbW+ttKqZnAzwA3UAd8VGvdo5S6C7gX\niAP3aa1/rJTyAvcDs4EY8DGt9WGl1CXAd7GWJ3u11p+1z/UF4FZ7/Cta6yfG8rXmMz6PixOt3cTj\nJiZ2B4lIjIoSX59jd+szPP7iuwlxaGnvXfTaNE3icZM/vVlHdXmAh7e9y1vHmhKPr7l4Kk1t3Zxr\ns7rKhyMxOrqtmqP3P/k2d99wQVqxGUrHheEIWSaBT7ZFEAoJNaucHftPc/x0e6Le70RjzINllFLF\nwLeArUnDXwW+o7VeAxwFPm4f94/AtcA64ItKqUrgTqBZa70a+DrwL/Yc/wHco7VeBVQppW5QSs0F\n7gBWA5uA/1RKTawmdcOgoztKLGa1UcK0O0jETDpS9gP2HWnkZ08c6BW5eaS+jS67SLZpWgW0rcc6\n+c4jbyZE0O91c+fGRdxw1Wya2y0RjERjtHaEicVMMK3o1f4iQZfOreIzNy3lH/58OZ+5aemAIjic\nKFMJzhGE3ly6YBIAew415NiS0SMXUaM9wPuAU0lj64BH7Z83Y4nflcAurXWL1roLeBFYBWwAHrGP\nfRpYrZTyAXO11rtS5lgPPKm1DmutG7BEdvEova5xR1NbDy6Xga2DmIDLZfSK7IT0IuBxu2hpD3Om\nqZO6xg4aW7ppae+hobmbc3aLpJrKIJ+7eSlL51YCMKm8CI/b6CO0zt7gSIjNcIVMgnMEoTcXz6/C\n73Oz/c26Pk2zJwpj7hrVWkeBqFIqebhYa+3cfeuBqUANkPwVpM+41jqmlIrbY01pjm3MMMebI/V6\nxjPhaLxXKySAeNwkmjJ27HQbHV1RwtGYtY/ocRGJxolE4xhYHSeiRqxXebVlCydx05q5+DxuKzG+\n2Mc1l83gt388TDTWOxjH6SGYLDZDdW8OV8gkOEcQerPjwGlmTynh4IkWHtxykI9cpwZ+0jgjX4Jl\nku+8TinK1F3Z/sYHc2y/X2kqKoJ4PLnznlZXj40Pfrc+QyyePjq0yOtO2LFbn6GjK2qLnkEkGqer\nJ5oQPWcl6VxVw4A733sBqy+ZhmEYlAS8lBb7MAyDGdPKKSsL8u1fv05rRxivx0VpsZdgkSWE0yaV\nUF0dYrc+w6N2qTe328W5th4e/dNRysqCXKYm97E3+ZrNmFJK3dn2Psc4cw/EjWvm87MnDqQdH8rf\nZqz+nkMhX23LV7sgf20babuKgz5crvMOw2VqCgdPtHDwZEveXoPhkC9C2KGUCtgu0OlYATO1WPt6\nDtOBHfZ4DfCGHThjYLlZq1KOdeZQacYz0tSUuzDhsWwp9INH9pJOB02s5Nm//tfnEkExwSIPLe1W\nc85YLJ4QQRdWFJOD22Ulwy+ZVU5baxdlxX7CXSZnu8KJY2ZWBvjoexf1Ckhx0jWWq0k0NLTx+Ivv\npk3hePzFd5lZGeg1lnrNrlCT+G19a5/nOnMPxMzKAB9YNadPcM7MysCg/zb53CIqX23LV7sgf23L\n1q7BCFhHZ7jX736PQU1lkJNn2tm9v46Zk8dfS6b+Xn++COEW4Bbg5/b/TwGvAD9USpUDUaz9wXuB\nUqwo0KeB9wPPa60jSqm3lVKrtdbbgZuxAnIOAp9XSn0ZmIQlhH2/7hcYj718lNqGjoyPhyOxRKBJ\nXWMH5SV+qsr8NLeHe3WgT5WqULGXmqogJxvaePXthoxuzYEiQYfj3hxKlGm6OSRCVBB6c+GcCurP\ndfLsrhN8/MYLc23OiDLmQqiUuhz4N2AOEFFKfQi4C7hfKfVp4BjwU1vc/hZL8JzUhxal1K+AjUqp\n7ViBN3fbU98L3KeUcgGvaK232Of7AfCCPcdntdYTu3psFmzbU4thZG6ZlLxF6HG7aO+KMG1SMS6X\ni1isk3Aknta/3NEZoTjg5fGXjyfGBk4/6DvTcPfpRMgEYeSZUV1MKOhlx4F6blk3n7LivmlW45Vc\nBMu8hhUlmsrGNMc+DDycMhYDPpbm2APAmjTj38JaHRYk6YJO2rsiWeyWWoQCXprae4jGrL3BcDS9\nCPo8LipCfvTxZkLBvh+Q7XvrEuI0UK5eLpLoBUHoH8MwuHB2BTvfOsPzu0/ywTXzcm3SiCFFtycw\nmXLq/B53ViII4Pe5mTGpmFjMpLGl+/z+oHH+n9t1vkp9po4WyW7NgVIcnMLeUyoCuAyDKRUBblk7\nT1Z5gpBj5k8vw+dx8fyeWsITqBB3vuwRCqNAJsEpK/HS3p251ZKDaZpEonFcXjcnzpyPxFy5tIa6\ns+2cONOOaVqu1O6eKOFIjIA//VvKcWvuO9LI/iPniNgl3UoC3sRzksVS3JuCkH94PS4WzSpn3+Fz\nPLe7luuvnJVrk0YEWRGOc/YdaeR7m/fxtZ/u4nub9/WqoJIp6MTr8TB9UnG/8xpYBbI7u6OJrhE+\nj4vbr1nA7esXEInGiMUtEXTEMBoz8XvTv6VWXzw1sUJ10i2i0TjNbT2JCjWSqycI+c+SOZUE/R4e\nf/koHVl8oR4PiBCOYwYqJ1ZdHkj7vOryIm67ZkG/c1+5eAqH69po6bDCqGuqgvzlLRexbtl0Sot9\nnG0Np31ee1c0o1vTWaGGUvogNrZ0090TlT1AQRgH+H1ublw5m47uKA88pTEzRd2NI8Q1Oo7ZvreO\nlvaePm2UnMCU4QSd/Oq5dxI/Xzy/ir+6bRlGPIbLrj4ftavKpBKJxjO6NTOtUE3TzHbLUhCEPOC6\nFTPZ885Zdr19hsVzKlh76fRcmzQsRAjHMYdOtiQKWQPETJPm9jCHTrYA/efUfW/zvgHnd7sMNl09\nm+tXzKJmUjENDW2JKNR4BvFygmbS4aRFtHVFcBkGLrv7tcfjIuD3JFaM0gJJEPIbt8vFp9+/hC//\neCc/e/ogAb+HFRdOybVZQ0aEcBzT0tEz4HhqN/lHXjjM9r11HDvdfyWKsmIfH3vfBSydV5VYBSan\nPXjcrrTVX6rL/BnndFaomWqNHjvdzmlpgSQIec+212sBWHvpNLa8dpL7Nu8nFjNZubQmx5YNDRHC\ncUyGUqF9xvcdaeTnzxykvStCNBbndFMXkUj/dQX+/r9dzo4Dp3ngaU17V4TSYj9FXhduu1OEK6VB\np8uwOlcUBzIn2Tpidv+Tb9PeFekTNRqJxijy9a3zmpyDKAhC/lBdEWDj8hlsefUkP3jsAIfrWrlt\n/Xy8OazXPBRECAuAx186SnNSa6VoNE40k4ra7DhwmsfswtcAbR1hGiMxykp8lJX4MTHxuI1EU98i\nv4dQwEs4SWAzdZC4+4YL0u5dejO4VUeqBZJ0nheEkWdSeYDrr5zFq7qBra+d5NCJZj590xKmVvUf\nmZ5PiBCOQ5wberacTFNXdKBAr217avuMGQa0dUYoK/HjcbuImnFcbgOPx5WIUE3OFxyo03vq3uX2\nvXVDKq2WjcBJ53lBGD3KQ37+4c+X88sth3jhjVN8+cc7ue6KWWy6ejZFvvyXmfy3UOhF6g09E9/b\nvC8hDMk9B02zb7/BdKSrEOMyDGK2goYC3kQDX2ePD85HpPZXPcbZt0wnQIONct2tz2QlcAPZIwjC\n8PB73dx9wwVcNK+KX249yBM7jvHSvjpuW7+AFYun9NlOySdECMcZ2a4EX3/nLB63i47uqJ3wbloN\ndGPZpSqUBLy0d/YWQ5fLIODzMKUiQENzN16P1aW+2a5Fum7Z9GF1kBhK54gtO4/T3ROlzd7/9Lhd\nhALePgI3kD3iNhWEkeFyVc3SeZU8ueMYT+w4zvf/cIAndhxj09VzWK4m43LlnyCKEI4zMt3Q+5BU\nuSVQ5KGzxySaoWtEOtYtm95rj9Bh4xUzmVMT4vGXjnLiTCemablMu8Mx/rS3jjk1IZbOrRpyB4nB\nllY7XNucWJmC9Zqb2nowUr599mePuE0FYfg4kaQO5SE/7181mzfeaeRIXSvf27yf0uBBbl2/gCsX\nT8Hjzp96LvljiZAV1eUBunqiAwpiJBYnGosTN026uqNEBiGCAJtWzmHTqjmUBL0YBpQW+9i0ag5z\nakL89o+HOVrfTixmEo+bxGIm4UiMprYeHn/5GJDZnTnS1WN6MkS/hqO9CwL3Z89ARcAFQRgaoaCP\n1RdP5YNr5rJgRhntXRF+9Phb/N33d7Dt9dq0KVi5QFaE44wZk0t4/dDZgQ80rca58ZhJ1q0mUti0\ncg6bVs4BznfB/vovdtPQ3EVPUuV5A4jHTVxug5N2ce6RaJCbDb4MtU1Tw7f7s+eRF9LvuY5UtKog\nFDqhoI+rl9Zw8fwqWtrC/PGNUzzwlOYPfzrK9VfO4j2XTMPvzV3KhQjhOOPkmXaCRR5aO9LXRDLj\nJgAAG4JJREFU+nRIJ30uw3Jjxob4JWzfkUaO1Lf2mTz1XKn7bX/2nrmj5mKcP72caDSeyJF0chNn\nTynpc2wmt+twGwGPF5L/LjOmlHKFmiSuX2FMKQl42bRyDjdePZtndp7g+T21/HLLIR5/6SjvXTGL\ndcumZ+xgM5qIEI4zjp1us2uLDu55Blawi8swiA2QQ5iJ7XvrrLQJu85osgnOjlxFyJ/1fttIBKhc\nu2IWx+tb+3x4kl2hA52nEBoBp+6D1p1t57f1rYDsgwpjT3mJn9uuWcANV83i2VdPsvW1E/xm27s8\nseMYG5fPZMPyGRQXeQeeaIQQIRxnNLX19EqHyBYTK2LU4x64OX1yUJcjIk3tYU41tOPzWELodhtE\nY+dn8XrclJX4KC7y0B2J94nkdPYOHUHyeVw0t4cpsgVsqAEql6nJtKydl9EFm00gzFi5cXOJpI8I\n+Ugo6OPm98zj+hUz2bq7lmd3neD324/w1M7jbLp6DhuXz8xYaGMkESEcR+w70tircstQiGcjosb5\n8zmi4fW4MIHO7ijBIg/haByIYZrgcRtcssDqdvHIC4fp7on2ieR8t7aFnz9zMLFyO9HQQTQapwIS\nYghDuzH3F2marQBM9EbAQ0lnEYTRIDW61CEU9PL+VXM4eKKZfYfP8fC2d3l653FWXDiZ6dV9tzoc\n1o1A5wsRwnHCviON3P/k2yMyl9frIh7LnFjveE5TRaQk4KW5rYdwNN6r16HTb9B5zr4j5/rMaZpW\nkr4jhE5E69mWbtxuI5H/N9I35mQB6OqJJvYSzzZ3se9I44QWv2QKZR9UGN94PS6WzK1kwYwy3jh0\nFn2ima2v1TKnJsTqi6eOWg6iCGEe47glD51sobmtZ0R69sXtINKSoLdXC6dUvvbTXZxp6qI4qSi2\n83+H3UYpnQtx9cVTef2dvlGthkGvrhMGBrFYHAxwm0Yi/688lLl7xVBwBKCrJ9qr3qoJBZUrWAj7\noMLEwe91s2LxFBbOLGfH/nqO1rdhGNb7NTVHeCQQIcxTHLdkqptxuLhcBhUh/4Bzxk1LLBzx8Hqs\nrhIBv4c5NSE+c9PStM9bOreKuTUhy/WZFMXZt2SbXeHGxHazWv0PByyCOkgcAUg9f8guC1coe2Sp\n+6DTJpWwXKJGhTynIuRn4xUzeXbXSY7UtVES8LJsUfWIn0cS6vOU7Xvr6O6JcrZlZF2FBtaeXLBo\n4O9AjlikishAq4gbr55DdXmAqVXFVJcHCNidKZJrkkbS5HDE4ianR9g1unRuFbesnWdtexpWE+CK\nkD+xL1mYe2TZldkThHzA43axbtk0AOoaO0fnHKMyqzBsDp5spqUtPOQblttlpI0udUbCWVR0KPJ7\nqMASQpfLYEpFoE9EZrq0hExRmMljjiGpTo7ONMW+HdKdb311aMDXsXRuFUvmVhb0HpmkTwjjmXOt\nlmeqqmx0Pq8ihHnIviONtLQPXQSBjCkW8bhJd0+UcCSW9nGHhuauhGtz5uQS/vWetTQ0nO9qP1Ba\nQqYoTGfsU994nniaAuCZPKOZzldWFmRmZSD9k5Io9D0ySZ8QxiPRWJy97zSy/6gVgDcjTfRopihU\nh2yiSsU1moc88NTbI71V1ouzLd0Zu9s7RKPxROHuprYeduszvR4fbn3OQIYeZUX+9GWWMs27defx\nrM7nuEinVARwGdbqNjnadaIj6RPCeCISjXP4VCuPbj/KviPnCPo9XHPZdKZXj06zX1kR5hmPvXyU\nsy3DD47pL2k+bpoYA2XVGyQCXQJ+D1t3Hufu61Xi4eHeWMtK0gXQQFlx+moSmc5Xf65v0+FMTPRc\nwf6Q9Akh34nHTeoaOzh8qpUTZ9qJxqz71JK5FVw8f9KoJtYXhBAqpb4JXIV1679Ha70rxyZl5Nmd\nJ0ZknkCRh87uaNrHXIaB3+fO+DjA1Kre37xSBWe4N1avx01piY/2zghx08RlGJQEvXg96d+Smc5X\nUzk63xAnGoXuGhbyk3jc5ExTF8dOt3Gsvo3usLVlUxLwMndaKfOnlVJa7Bt1Oya8ECql1gILtdYr\nlVKLgZ8AV+bYrIykWyUNhVDAm1HoDKP/x9ORKjjDvbFWlweIm1bNwd7j6YU00/k2rJiV1fkKHUmf\nEPKFzu4otWfbqW3ooK6xM9GKye91o2aVM29qKZPKi0YlXzATE14IgQ3A7wG01geUUhVKqVKtdWuO\n7epFNBanIc2KZ6gU+T34vW7C0Vhiv9EA3G4Dn9fdq6xZNqQKznDrcw5WSDOd7zI1uVcQj5CZZNew\n01ZLEEabeNykoaWLUw0dnGzo6JXDXBLwMm9aKTOqS5haFcxZ9/pCEMIa4LWk30/bY2mFsKIiiMcz\ndn2xTNOktSNMpCvCC3tOjsicXrfB7JpSojGTlvYefF4XHV3nV3/lJT68HlfGFAu3C2bXlFJ/roOa\nymI2rJjFZWpyn+PWV4dYv2LOkGxcXx2irCzI1p3HBzzPQOerziKFIleIbYMnX+2C/LVtpO36s/UL\nh3UfbGrrZvfbZ3jt7TPs1mfosD1dHreLZYuqufzCKSy/cArTJhWP6covE4UghKlXud8wkaam0UnY\nTEdPJEZbR5iucIzHXjrKrrfPDPykATAMeP/quYmGuk7u3fHT7YSjMbweNzOqSxIrr//49Ru9Wjq5\nDLjn1kvSruxGegUxszLQKwBnKOfI55WN2DZ48tUuyF/bsrVrMGI52PugaZocqWtj77tn2ftuI0fr\nz9tTVVrEigsmc9G8Ki6cXYHf5wisydmz7YM6z3Do7/UXghDWYq0AHaYB9TmyBbCiNts6I3T1RGlq\n6+bBZw9Re9YKRnG7DFZcOJn6xg6OnW7vJVJOdRSXYXDVkil84sbFPPbyUbbtqaWjK0JxwMu6ZdMT\nIggDR0ree9slE7r9kCAIo8epsx3sOFDPjv2nE1Ww3C6DC2dXcNG8Ki6aX8W0qmBerPr6oxCE8Bng\nK8B9SqllwCmtdc6+1nWHo7R2RojHTfTxJn79/Dt09ViRUhWlfu64ZiHzp5VSHvLjst885yuq9BWr\nTSvn9BK+wVLIKQWCIAyeprYeXjlwmh0H6jl+2lrR+X1uVi6p4XJVzYWzK3LSZX44jC9rh4DW+iWl\n1GtKqZeAOPC5XNgRi8dp7YjQE4kRj5ts3X2S53efr4iwcEYZn775YoxYnPISX69vUCJWgiDkmqa2\nHh576SgvvHGKWNzE7TK4ZH4VVy2p4dKFk/B7xy62YqSZ8EIIoLX+21yev7M7QltXJNGT79fPvcM7\ntS2A5e685vIZrF82neqKINHucN67EQRBKBzaOsM8ueM4W3efJBKNM6UiwMYrZnLFBZMJBUc/x28s\nKAghzBWRaNyKCLU7LRw/3cYvtxyipcPqAxj0e7jtmgUsmllO0O+hsrSIhp6RySMUBEEYLm8fa+Lb\nv3uTzp4olaV+PrBqLqsuqsHtmljVOUUIRwHTNGnvitDZHcW0f395fz1PvHycuJ3UN6O6mDs3LqK8\nxE9JSosiQRCEXPPq22f4/h/2Y5pw+zULuOay6XjHMLVsLBEhHGHCkRitHWGidrhnTyTG7/54mDcP\nNyaOuWrxFN63cjYet4vSoC+r3oCCIAhjxeuHzvLd3+/D53PzlzdfxJI5lbk2aVSRO/AIkZwS4XCm\nqYtfPHswUTDa63HxZ++Zx6ULJmFglRc7n1MjCIKQHzz03CFcLoMvfngZc6eW5tqcUUeEcARITolw\neOOdszzywuFEA9xJZUXcuXERNZVBXIYlgr5xHGUlCMLE5UxTFxsum1EQIggihMMiOSXCIRqL8+SO\n47y8/3zO/kXzKrn5PfPx+9y4XAaVIT8e98TabBYEYWLxvpWzc23CmCFCOES6eqK0doZ7NdBtae/h\nwS2HOHHGSjJ1GQY3XDWLq5fWYBgGHpdBuYigIAh5TnV5ERUh/8AHThBECAdJNGalRDguT4d3Trbw\n0HOHEq2NSoNePnztImbXWPXtPG6DylBRzqqrC4IgZMvMyflZXHy0ECEcBB3dEdrtxHiHuGmybU8t\nW189majkPW9aKXdsWJhIifB5XL1KpgmCIOQzoWBhpXOJEGZBamK8Q2d3lN88/w76RHNibO2l09i4\nfGZi5ef3uvuUTBMEQchnZk0uybUJY4oIYT+kJsYnc7KhnQefPUhzu1Ulpsjn5tb1C7hwdkXimIDP\nTVlJ4fjZBUGYGKy/bEauTRhTRAgzkJoY72CaJjvfOsNjLx1NNLWdVhXkzo2LqCwtShwXLPJQOkHq\n8AmCIExkRAhTSJcY7xCOxtj84hH2HDqbGLvigslsunoOXs/5SNBQ0EtxUWH52AVBEMYrIoQpnG3p\n7pUYf368iwefPUT9Oatzs8dtcNPquVyuJieOMYDSYt+468UlCIJQyMgdO4V0Irj/yDke3vZuInG+\nstTPXRsXMbWqOHGMlEwTBEEYn4gQ9kMsHufpnSfYvrcuMbZ4TgW3rJ3fa9XnMqAi5J+wldkFQRAm\nMiKEGWjtCPPQ1kMcrW8DLLG7bsUs1lw8tVcqhJRMEwRBGN+IEKbh8KlWHtp6iPYuq0luScDLHRsW\nMm9a7wK0HpdBRal/wjWpFARBKCRECFN44Y1TPLPzOM5W4ZyaEHdcu7BPKoTP46K8xC8l0wRBEMY5\nIoQpPPXK8cTPay6eynUrZvZZ8Um1GEEQhImDCGEa/F43H1o3nyVz+3ZllmoxgiAIEwsRwhRm14S4\nZe08JpUF+jwm1WIEQRAmHiKEKXz6A0vSjpcEvIluEoIgCMLEQYQwC0qDPoJFcqkEQRAmInJ37wcp\nmSYIgjDxkTt8BgzDLpnmlWoxgiAIExkRwjS4XAYVJf5eHSUEQRCEicmYC6FSai3wG+DjWuvH7LFL\ngO8CJrBXa/1Ze/wLwK32+Fe01k8opcqAB4EyoB24U2t9Til1LfD/ATHgCa311+w5vglcZc9xj9Z6\nV3/2eVwG5VIyTRAEoWAY07u9Umo+8Hlge8pD/4ElUquAKqXUDUqpucAdwGpgE/CfSik3cC+wTWu9\nGngU+JI9x38BtwCrgBuUUott0V2otV4JfBL49kA2VpYWiQgKgiAUEGN9x68DbgZanQGllA+Ym7RS\n2wxcC6wHntRah7XWDcBRYDGwAXgk+Vil1DzgnNb6hNY6DjxuH7cB+D2A1voAUKGU6l0wNAUpmSYI\nglBYjKlrVGvdCaCUSh6eBDQl/V4PTAUagYY04zVJ4+nGnPH59tyvJY2fto9tJQMVFUE8OWynVF0d\nytm5ByJfbctXu0BsGwr5ahfkr20jbVeu74NjzagJoVLqk1juyGS+rLV+OmUsdQlmYO3nZTM+mGOT\nxzPS1NTZ38OjSnV1iIaGtpydvz/y1bZ8tQvEtqGQr3ZB/tqWrV2DEctc3gdHi/5e/6gJodb6h8AP\nszj0DFCV9Pt0LBdqLaAyjNcALWnGUo+NpIxPw1otCoIgCAIw9nuEfdBaR4C3lVKr7aGbgaeA54Ab\nlVI+pdQ0LHE7ADyDFUkKVnDMU1rro0CpUmqOUsqDFVzzjP3vQwBKqWXAKa11/n2lEwRBEHLGmO4R\nKqVuBL4AXABcrpT6a631dViRoPcppVzAK1rrLfbxPwBewHJnflZrHVdK/Rfwc6XUi0Az8BF7+s8C\nv7R//pXW+iBwUCn1mlLqJSAOfG5sXqkgCIIwXjBMs98ts4KjoaEtZxckX/cgIH9ty1e7QGwbCvlq\nF+SvbYPYI8w6JD6X98HRor/Xn3PXqCAIgiDkEhFCQRAEoaARIRQEQRAKGhFCQRAEoaARIRQEQRAK\nGhFCQRAEoaARIRQEQRAKGskjFARBEAoaWREKgiAIBY0IoSAIglDQiBAKgiAIBY0IoSAIglDQiBAK\ngiAIBY0IoSAIglDQiBAKgiAIBc2YNuYVMqOU+iZwFVYT4nu01rtyYMP/BdZgvS/+BVgPrATa7UO+\nobV+XCl1F1Yz5Thwn9b6x6No0+XAZuAde+hN4P8CPwPcQB3wUa11z1jaZdv2CeCjSUPLgeeBCiBq\nj/2N1vo1pdQXgFux/r5f0Vo/MUo2LcW6Xt/UWn9bKTWTLK+VUsoL3A/MBmLAx7T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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96c9778e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"Capacity (kWtH)\",y=\"Cash\", data=con_df.groupby('Company').sum(), kind='reg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:44.103860Z",
     "start_time": "2017-05-24T16:11:44.064210+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "nbpresent": {
     "id": "29122148-1e1a-4073-963e-097e53e2d104"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Cash</th>\n",
       "      <th>N</th>\n",
       "      <th>Cash Per Cap.</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Company</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Green Biomass Ltd</th>\n",
       "      <td>198.0</td>\n",
       "      <td>196804.93</td>\n",
       "      <td>2</td>\n",
       "      <td>993.964293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Noel Smith Ltd</th>\n",
       "      <td>198.0</td>\n",
       "      <td>187532.13</td>\n",
       "      <td>2</td>\n",
       "      <td>947.131970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>McIlroy Farms Limited</th>\n",
       "      <td>585.0</td>\n",
       "      <td>513312.78</td>\n",
       "      <td>6</td>\n",
       "      <td>877.457744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Glenavon House Hotel (1982) Ltd</th>\n",
       "      <td>198.0</td>\n",
       "      <td>167110.13</td>\n",
       "      <td>2</td>\n",
       "      <td>843.990556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MP Poultry Ltd</th>\n",
       "      <td>297.0</td>\n",
       "      <td>234159.54</td>\n",
       "      <td>3</td>\n",
       "      <td>788.415960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Legmore Farms Ltd</th>\n",
       "      <td>396.0</td>\n",
       "      <td>293496.26</td>\n",
       "      <td>4</td>\n",
       "      <td>741.152172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GSM Farms Ltd</th>\n",
       "      <td>297.0</td>\n",
       "      <td>219257.87</td>\n",
       "      <td>3</td>\n",
       "      <td>738.241987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ballindarragh Poultry Farm Ltd</th>\n",
       "      <td>594.0</td>\n",
       "      <td>432282.88</td>\n",
       "      <td>6</td>\n",
       "      <td>727.748956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moore (Unidrill) Ltd</th>\n",
       "      <td>99.0</td>\n",
       "      <td>71804.01</td>\n",
       "      <td>1</td>\n",
       "      <td>725.293030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Paul Hobson Ltd</th>\n",
       "      <td>963.0</td>\n",
       "      <td>659540.81</td>\n",
       "      <td>13</td>\n",
       "      <td>684.881423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mountain View Farm Ltd</th>\n",
       "      <td>693.0</td>\n",
       "      <td>471971.94</td>\n",
       "      <td>7</td>\n",
       "      <td>681.056190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sean &amp; Kathleen Kerr Ltd</th>\n",
       "      <td>396.0</td>\n",
       "      <td>266933.00</td>\n",
       "      <td>4</td>\n",
       "      <td>674.073232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Future Fuels NI Ltd</th>\n",
       "      <td>388.0</td>\n",
       "      <td>258031.77</td>\n",
       "      <td>4</td>\n",
       "      <td>665.030335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crann Energy Ltd</th>\n",
       "      <td>99.0</td>\n",
       "      <td>65453.82</td>\n",
       "      <td>1</td>\n",
       "      <td>661.149697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Damiraco Ltd</th>\n",
       "      <td>99.0</td>\n",
       "      <td>64016.50</td>\n",
       "      <td>1</td>\n",
       "      <td>646.631313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Easibility Showers Ltd</th>\n",
       "      <td>80.0</td>\n",
       "      <td>51006.83</td>\n",
       "      <td>1</td>\n",
       "      <td>637.585375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moore Unidrill Ltd</th>\n",
       "      <td>99.0</td>\n",
       "      <td>62881.21</td>\n",
       "      <td>1</td>\n",
       "      <td>635.163737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clinty Chemicals Limited</th>\n",
       "      <td>99.0</td>\n",
       "      <td>62572.80</td>\n",
       "      <td>1</td>\n",
       "      <td>632.048485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cap Farms Ltd</th>\n",
       "      <td>198.0</td>\n",
       "      <td>124839.71</td>\n",
       "      <td>2</td>\n",
       "      <td>630.503586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PM Processing Ltd</th>\n",
       "      <td>198.0</td>\n",
       "      <td>123980.50</td>\n",
       "      <td>2</td>\n",
       "      <td>626.164141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ballyclare Golf Club</th>\n",
       "      <td>97.0</td>\n",
       "      <td>58093.46</td>\n",
       "      <td>1</td>\n",
       "      <td>598.901649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Morrow Contracts Ltd</th>\n",
       "      <td>97.0</td>\n",
       "      <td>56876.00</td>\n",
       "      <td>1</td>\n",
       "      <td>586.350515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rafferty Poultry Ltd</th>\n",
       "      <td>297.0</td>\n",
       "      <td>173373.49</td>\n",
       "      <td>3</td>\n",
       "      <td>583.749125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RW Pierce Group Ltd</th>\n",
       "      <td>99.0</td>\n",
       "      <td>57728.22</td>\n",
       "      <td>1</td>\n",
       "      <td>583.113333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairlawns Care Home Ltd</th>\n",
       "      <td>99.0</td>\n",
       "      <td>57711.01</td>\n",
       "      <td>1</td>\n",
       "      <td>582.939495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Inish Glow Ltd</th>\n",
       "      <td>297.0</td>\n",
       "      <td>169049.03</td>\n",
       "      <td>3</td>\n",
       "      <td>569.188653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grove Cottage Farm Ltd</th>\n",
       "      <td>198.0</td>\n",
       "      <td>112152.24</td>\n",
       "      <td>2</td>\n",
       "      <td>566.425455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Henry Sinnamon Ltd</th>\n",
       "      <td>297.0</td>\n",
       "      <td>165135.22</td>\n",
       "      <td>3</td>\n",
       "      <td>556.010842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peacock Farms Poultry Ltd</th>\n",
       "      <td>495.0</td>\n",
       "      <td>274717.12</td>\n",
       "      <td>5</td>\n",
       "      <td>554.984081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Renewable Heat Generation Limited</th>\n",
       "      <td>360.0</td>\n",
       "      <td>194669.59</td>\n",
       "      <td>4</td>\n",
       "      <td>540.748861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>O'Neill's Irish International Sportswear Ltd</th>\n",
       "      <td>570.0</td>\n",
       "      <td>32668.55</td>\n",
       "      <td>6</td>\n",
       "      <td>57.313246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cloughbane Farm Foods Ltd</th>\n",
       "      <td>99.0</td>\n",
       "      <td>5123.75</td>\n",
       "      <td>1</td>\n",
       "      <td>51.755051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drumlea poultry Ltd</th>\n",
       "      <td>199.0</td>\n",
       "      <td>10195.16</td>\n",
       "      <td>1</td>\n",
       "      <td>51.231960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oakra Hardwood Flooring ltd</th>\n",
       "      <td>60.0</td>\n",
       "      <td>3045.65</td>\n",
       "      <td>1</td>\n",
       "      <td>50.760833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>John Mulholland Motors Ltd</th>\n",
       "      <td>149.0</td>\n",
       "      <td>7493.48</td>\n",
       "      <td>1</td>\n",
       "      <td>50.291812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Donaghmore District Community Association (DDCA)</th>\n",
       "      <td>199.0</td>\n",
       "      <td>9656.04</td>\n",
       "      <td>1</td>\n",
       "      <td>48.522814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mc. Don Peat Supplies Ltd</th>\n",
       "      <td>198.0</td>\n",
       "      <td>9132.09</td>\n",
       "      <td>1</td>\n",
       "      <td>46.121667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moy Park Ltd</th>\n",
       "      <td>398.0</td>\n",
       "      <td>18141.63</td>\n",
       "      <td>2</td>\n",
       "      <td>45.581985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hazelburn Poultry Ltd</th>\n",
       "      <td>234.0</td>\n",
       "      <td>10420.85</td>\n",
       "      <td>2</td>\n",
       "      <td>44.533547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEK Limited</th>\n",
       "      <td>398.0</td>\n",
       "      <td>17654.97</td>\n",
       "      <td>2</td>\n",
       "      <td>44.359221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B-Cam Poultry Ltd.</th>\n",
       "      <td>199.0</td>\n",
       "      <td>8806.74</td>\n",
       "      <td>1</td>\n",
       "      <td>44.254975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Culmore Energy</th>\n",
       "      <td>99.0</td>\n",
       "      <td>4332.12</td>\n",
       "      <td>1</td>\n",
       "      <td>43.758788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Carella Laminate Systems Ltd</th>\n",
       "      <td>160.0</td>\n",
       "      <td>6908.97</td>\n",
       "      <td>1</td>\n",
       "      <td>43.181063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sainsbury's (Craigavon)</th>\n",
       "      <td>580.0</td>\n",
       "      <td>24221.85</td>\n",
       "      <td>1</td>\n",
       "      <td>41.761810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DS Farms Ltd</th>\n",
       "      <td>199.0</td>\n",
       "      <td>8248.35</td>\n",
       "      <td>1</td>\n",
       "      <td>41.448995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRANN ENERGY LTD</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2057.80</td>\n",
       "      <td>1</td>\n",
       "      <td>41.156000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mosshill Services Ltd</th>\n",
       "      <td>198.0</td>\n",
       "      <td>8110.92</td>\n",
       "      <td>2</td>\n",
       "      <td>40.964242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D&amp;O Poultry Ltd.</th>\n",
       "      <td>199.0</td>\n",
       "      <td>7889.70</td>\n",
       "      <td>1</td>\n",
       "      <td>39.646734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Meegan Enterprises Ltd</th>\n",
       "      <td>199.0</td>\n",
       "      <td>7842.02</td>\n",
       "      <td>1</td>\n",
       "      <td>39.407136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>McMenamin Poultry Ltd</th>\n",
       "      <td>199.0</td>\n",
       "      <td>7685.80</td>\n",
       "      <td>1</td>\n",
       "      <td>38.622111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Department of Agriculture and Rural Development (Enniskillen College)</th>\n",
       "      <td>300.0</td>\n",
       "      <td>11583.97</td>\n",
       "      <td>1</td>\n",
       "      <td>38.613233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>McGrane Nurseries Ltd</th>\n",
       "      <td>997.0</td>\n",
       "      <td>35789.74</td>\n",
       "      <td>4</td>\n",
       "      <td>35.897432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Norhil Poultry Ltd</th>\n",
       "      <td>199.0</td>\n",
       "      <td>6750.79</td>\n",
       "      <td>1</td>\n",
       "      <td>33.923568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rowan Renewables Ltd</th>\n",
       "      <td>199.0</td>\n",
       "      <td>5959.55</td>\n",
       "      <td>1</td>\n",
       "      <td>29.947487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>W &amp; A Nixon &amp; Sons Ltd</th>\n",
       "      <td>199.0</td>\n",
       "      <td>5682.95</td>\n",
       "      <td>1</td>\n",
       "      <td>28.557538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cash Hill Farm Ltd</th>\n",
       "      <td>198.0</td>\n",
       "      <td>5561.82</td>\n",
       "      <td>1</td>\n",
       "      <td>28.090000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Curtis Developments Ltd T/A Curtis Toyota</th>\n",
       "      <td>198.0</td>\n",
       "      <td>5170.90</td>\n",
       "      <td>1</td>\n",
       "      <td>26.115657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Craigfad Farm Limited</th>\n",
       "      <td>398.0</td>\n",
       "      <td>10249.93</td>\n",
       "      <td>2</td>\n",
       "      <td>25.753593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Department of Agriculture and Rural Affairs (Loughry College)</th>\n",
       "      <td>477.0</td>\n",
       "      <td>11964.84</td>\n",
       "      <td>2</td>\n",
       "      <td>25.083522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Daly Poultry Ltd.</th>\n",
       "      <td>999.0</td>\n",
       "      <td>15795.00</td>\n",
       "      <td>1</td>\n",
       "      <td>15.810811</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>403 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Capacity (kWtH)  \\\n",
       "Company                                                               \n",
       "Green Biomass Ltd                                             198.0   \n",
       "Noel Smith Ltd                                                198.0   \n",
       "McIlroy Farms Limited                                         585.0   \n",
       "Glenavon House Hotel (1982) Ltd                               198.0   \n",
       "MP Poultry Ltd                                                297.0   \n",
       "Legmore Farms Ltd                                             396.0   \n",
       "GSM Farms Ltd                                                 297.0   \n",
       "Ballindarragh Poultry Farm Ltd                                594.0   \n",
       "Moore (Unidrill) Ltd                                           99.0   \n",
       "Paul Hobson Ltd                                               963.0   \n",
       "Mountain View Farm Ltd                                        693.0   \n",
       "Sean & Kathleen Kerr Ltd                                      396.0   \n",
       "Future Fuels NI Ltd                                           388.0   \n",
       "Crann Energy Ltd                                               99.0   \n",
       "Damiraco Ltd                                                   99.0   \n",
       "Easibility Showers Ltd                                         80.0   \n",
       "Moore Unidrill Ltd                                             99.0   \n",
       "Clinty Chemicals Limited                                       99.0   \n",
       "Cap Farms Ltd                                                 198.0   \n",
       "PM Processing Ltd                                             198.0   \n",
       "Ballyclare Golf Club                                           97.0   \n",
       "Morrow Contracts Ltd                                           97.0   \n",
       "Rafferty Poultry Ltd                                          297.0   \n",
       "RW Pierce Group Ltd                                            99.0   \n",
       "Fairlawns Care Home Ltd                                        99.0   \n",
       "Inish Glow Ltd                                                297.0   \n",
       "Grove Cottage Farm Ltd                                        198.0   \n",
       "Henry Sinnamon Ltd                                            297.0   \n",
       "Peacock Farms Poultry Ltd                                     495.0   \n",
       "Renewable Heat Generation Limited                             360.0   \n",
       "...                                                             ...   \n",
       "O'Neill's Irish International Sportswear Ltd                  570.0   \n",
       "Cloughbane Farm Foods Ltd                                      99.0   \n",
       "Drumlea poultry Ltd                                           199.0   \n",
       "Oakra Hardwood Flooring ltd                                    60.0   \n",
       "John Mulholland Motors Ltd                                    149.0   \n",
       "Donaghmore District Community Association (DDCA)              199.0   \n",
       "Mc. Don Peat Supplies Ltd                                     198.0   \n",
       "Moy Park Ltd                                                  398.0   \n",
       "Hazelburn Poultry Ltd                                         234.0   \n",
       "SEK Limited                                                   398.0   \n",
       "B-Cam Poultry Ltd.                                            199.0   \n",
       "Culmore Energy                                                 99.0   \n",
       "Carella Laminate Systems Ltd                                  160.0   \n",
       "Sainsbury's (Craigavon)                                       580.0   \n",
       "DS Farms Ltd                                                  199.0   \n",
       "CRANN ENERGY LTD                                               50.0   \n",
       "Mosshill Services Ltd                                         198.0   \n",
       "D&O Poultry Ltd.                                              199.0   \n",
       "Meegan Enterprises Ltd                                        199.0   \n",
       "McMenamin Poultry Ltd                                         199.0   \n",
       "Department of Agriculture and Rural Development...            300.0   \n",
       "McGrane Nurseries Ltd                                         997.0   \n",
       "Norhil Poultry Ltd                                            199.0   \n",
       "Rowan Renewables Ltd                                          199.0   \n",
       "W & A Nixon & Sons Ltd                                        199.0   \n",
       "Cash Hill Farm Ltd                                            198.0   \n",
       "Curtis Developments Ltd T/A Curtis Toyota                     198.0   \n",
       "Craigfad Farm Limited                                         398.0   \n",
       "Department of Agriculture and Rural Affairs (Lo...            477.0   \n",
       "Daly Poultry Ltd.                                             999.0   \n",
       "\n",
       "                                                         Cash   N  \\\n",
       "Company                                                             \n",
       "Green Biomass Ltd                                   196804.93   2   \n",
       "Noel Smith Ltd                                      187532.13   2   \n",
       "McIlroy Farms Limited                               513312.78   6   \n",
       "Glenavon House Hotel (1982) Ltd                     167110.13   2   \n",
       "MP Poultry Ltd                                      234159.54   3   \n",
       "Legmore Farms Ltd                                   293496.26   4   \n",
       "GSM Farms Ltd                                       219257.87   3   \n",
       "Ballindarragh Poultry Farm Ltd                      432282.88   6   \n",
       "Moore (Unidrill) Ltd                                 71804.01   1   \n",
       "Paul Hobson Ltd                                     659540.81  13   \n",
       "Mountain View Farm Ltd                              471971.94   7   \n",
       "Sean & Kathleen Kerr Ltd                            266933.00   4   \n",
       "Future Fuels NI Ltd                                 258031.77   4   \n",
       "Crann Energy Ltd                                     65453.82   1   \n",
       "Damiraco Ltd                                         64016.50   1   \n",
       "Easibility Showers Ltd                               51006.83   1   \n",
       "Moore Unidrill Ltd                                   62881.21   1   \n",
       "Clinty Chemicals Limited                             62572.80   1   \n",
       "Cap Farms Ltd                                       124839.71   2   \n",
       "PM Processing Ltd                                   123980.50   2   \n",
       "Ballyclare Golf Club                                 58093.46   1   \n",
       "Morrow Contracts Ltd                                 56876.00   1   \n",
       "Rafferty Poultry Ltd                                173373.49   3   \n",
       "RW Pierce Group Ltd                                  57728.22   1   \n",
       "Fairlawns Care Home Ltd                              57711.01   1   \n",
       "Inish Glow Ltd                                      169049.03   3   \n",
       "Grove Cottage Farm Ltd                              112152.24   2   \n",
       "Henry Sinnamon Ltd                                  165135.22   3   \n",
       "Peacock Farms Poultry Ltd                           274717.12   5   \n",
       "Renewable Heat Generation Limited                   194669.59   4   \n",
       "...                                                       ...  ..   \n",
       "O'Neill's Irish International Sportswear Ltd         32668.55   6   \n",
       "Cloughbane Farm Foods Ltd                             5123.75   1   \n",
       "Drumlea poultry Ltd                                  10195.16   1   \n",
       "Oakra Hardwood Flooring ltd                           3045.65   1   \n",
       "John Mulholland Motors Ltd                            7493.48   1   \n",
       "Donaghmore District Community Association (DDCA)      9656.04   1   \n",
       "Mc. Don Peat Supplies Ltd                             9132.09   1   \n",
       "Moy Park Ltd                                         18141.63   2   \n",
       "Hazelburn Poultry Ltd                                10420.85   2   \n",
       "SEK Limited                                          17654.97   2   \n",
       "B-Cam Poultry Ltd.                                    8806.74   1   \n",
       "Culmore Energy                                        4332.12   1   \n",
       "Carella Laminate Systems Ltd                          6908.97   1   \n",
       "Sainsbury's (Craigavon)                              24221.85   1   \n",
       "DS Farms Ltd                                          8248.35   1   \n",
       "CRANN ENERGY LTD                                      2057.80   1   \n",
       "Mosshill Services Ltd                                 8110.92   2   \n",
       "D&O Poultry Ltd.                                      7889.70   1   \n",
       "Meegan Enterprises Ltd                                7842.02   1   \n",
       "McMenamin Poultry Ltd                                 7685.80   1   \n",
       "Department of Agriculture and Rural Development...   11583.97   1   \n",
       "McGrane Nurseries Ltd                                35789.74   4   \n",
       "Norhil Poultry Ltd                                    6750.79   1   \n",
       "Rowan Renewables Ltd                                  5959.55   1   \n",
       "W & A Nixon & Sons Ltd                                5682.95   1   \n",
       "Cash Hill Farm Ltd                                    5561.82   1   \n",
       "Curtis Developments Ltd T/A Curtis Toyota             5170.90   1   \n",
       "Craigfad Farm Limited                                10249.93   2   \n",
       "Department of Agriculture and Rural Affairs (Lo...   11964.84   2   \n",
       "Daly Poultry Ltd.                                    15795.00   1   \n",
       "\n",
       "                                                    Cash Per Cap.  \n",
       "Company                                                            \n",
       "Green Biomass Ltd                                      993.964293  \n",
       "Noel Smith Ltd                                         947.131970  \n",
       "McIlroy Farms Limited                                  877.457744  \n",
       "Glenavon House Hotel (1982) Ltd                        843.990556  \n",
       "MP Poultry Ltd                                         788.415960  \n",
       "Legmore Farms Ltd                                      741.152172  \n",
       "GSM Farms Ltd                                          738.241987  \n",
       "Ballindarragh Poultry Farm Ltd                         727.748956  \n",
       "Moore (Unidrill) Ltd                                   725.293030  \n",
       "Paul Hobson Ltd                                        684.881423  \n",
       "Mountain View Farm Ltd                                 681.056190  \n",
       "Sean & Kathleen Kerr Ltd                               674.073232  \n",
       "Future Fuels NI Ltd                                    665.030335  \n",
       "Crann Energy Ltd                                       661.149697  \n",
       "Damiraco Ltd                                           646.631313  \n",
       "Easibility Showers Ltd                                 637.585375  \n",
       "Moore Unidrill Ltd                                     635.163737  \n",
       "Clinty Chemicals Limited                               632.048485  \n",
       "Cap Farms Ltd                                          630.503586  \n",
       "PM Processing Ltd                                      626.164141  \n",
       "Ballyclare Golf Club                                   598.901649  \n",
       "Morrow Contracts Ltd                                   586.350515  \n",
       "Rafferty Poultry Ltd                                   583.749125  \n",
       "RW Pierce Group Ltd                                    583.113333  \n",
       "Fairlawns Care Home Ltd                                582.939495  \n",
       "Inish Glow Ltd                                         569.188653  \n",
       "Grove Cottage Farm Ltd                                 566.425455  \n",
       "Henry Sinnamon Ltd                                     556.010842  \n",
       "Peacock Farms Poultry Ltd                              554.984081  \n",
       "Renewable Heat Generation Limited                      540.748861  \n",
       "...                                                           ...  \n",
       "O'Neill's Irish International Sportswear Ltd            57.313246  \n",
       "Cloughbane Farm Foods Ltd                               51.755051  \n",
       "Drumlea poultry Ltd                                     51.231960  \n",
       "Oakra Hardwood Flooring ltd                             50.760833  \n",
       "John Mulholland Motors Ltd                              50.291812  \n",
       "Donaghmore District Community Association (DDCA)        48.522814  \n",
       "Mc. Don Peat Supplies Ltd                               46.121667  \n",
       "Moy Park Ltd                                            45.581985  \n",
       "Hazelburn Poultry Ltd                                   44.533547  \n",
       "SEK Limited                                             44.359221  \n",
       "B-Cam Poultry Ltd.                                      44.254975  \n",
       "Culmore Energy                                          43.758788  \n",
       "Carella Laminate Systems Ltd                            43.181063  \n",
       "Sainsbury's (Craigavon)                                 41.761810  \n",
       "DS Farms Ltd                                            41.448995  \n",
       "CRANN ENERGY LTD                                        41.156000  \n",
       "Mosshill Services Ltd                                   40.964242  \n",
       "D&O Poultry Ltd.                                        39.646734  \n",
       "Meegan Enterprises Ltd                                  39.407136  \n",
       "McMenamin Poultry Ltd                                   38.622111  \n",
       "Department of Agriculture and Rural Development...      38.613233  \n",
       "McGrane Nurseries Ltd                                   35.897432  \n",
       "Norhil Poultry Ltd                                      33.923568  \n",
       "Rowan Renewables Ltd                                    29.947487  \n",
       "W & A Nixon & Sons Ltd                                  28.557538  \n",
       "Cash Hill Farm Ltd                                      28.090000  \n",
       "Curtis Developments Ltd T/A Curtis Toyota               26.115657  \n",
       "Craigfad Farm Limited                                   25.753593  \n",
       "Department of Agriculture and Rural Affairs (Lo...      25.083522  \n",
       "Daly Poultry Ltd.                                       15.810811  \n",
       "\n",
       "[403 rows x 4 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "company_df = con_df.groupby('Company').sum()\n",
    "company_df['N'] = con_df.groupby('Company').size()\n",
    "company_df['Cash Per Cap.'] = company_df['Cash']/company_df['Capacity (kWtH)']\n",
    "company_df.sort_values('Cash Per Cap.', ascending=False)\n",
    "##http://www.newsletter.co.uk/news/farmer-who-got-660k-for-13-rhi-boilers-says-only-80k-was-profit-1-7870639"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# `cufflinks`\n",
    "\n",
    "Fancy interactive plotting with `plotly`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:46.075962Z",
     "start_time": "2017-05-24T16:11:44.104990+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~bolster/245.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cufflinks\n",
    "con_df.groupby(pd.TimeGrouper(key='Date',freq='M'))['Cash'].sum()\\\n",
    "    .iplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:48.189720Z",
     "start_time": "2017-05-24T16:11:46.078854+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~bolster/247.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_con_df_month_con=con_df.groupby([pd.TimeGrouper(key='Date',freq='M'),'Constituency'])['Cash'].sum().unstack()\n",
    "_con_df_month_con.iplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:50.928267Z",
     "start_time": "2017-05-24T16:11:48.191016+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~bolster/211.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# https://plot.ly/~bolster/211\n",
    "\n",
    "_con_df_month_con.iplot(kind='bar', \n",
    "                        barmode='stack', \n",
    "                        filename='pybfs-stackedbar',\n",
    "                        world_readable=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:52.779598Z",
     "start_time": "2017-05-24T16:11:50.930588+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~bolster/249.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_con_df_month_con.iplot(kind='heatmap',colorscale='spectral')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:52.823140Z",
     "start_time": "2017-05-24T16:11:52.782350+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Constituency</th>\n",
       "      <th>Belfast West</th>\n",
       "      <th>East Londonderry</th>\n",
       "      <th>Fermanagh and South Tyrone</th>\n",
       "      <th>Foyle</th>\n",
       "      <th>Lagan Valley</th>\n",
       "      <th>Mid Ulster</th>\n",
       "      <th>Newry and Armagh</th>\n",
       "      <th>North Antrim</th>\n",
       "      <th>North Down</th>\n",
       "      <th>South Antrim</th>\n",
       "      <th>South Down</th>\n",
       "      <th>Strangford</th>\n",
       "      <th>Upper Bann</th>\n",
       "      <th>West Tyrone</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-01-31</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64016.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6995.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-02-28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27822.92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19873.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-31</th>\n",
       "      <td>37234.47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38638.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-04-30</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26159.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-05-31</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51611.56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>172751.55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84285.55</td>\n",
       "      <td>58044.85</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Constituency  Belfast West  East Londonderry  Fermanagh and South Tyrone  \\\n",
       "Date                                                                       \n",
       "2013-01-31             NaN               NaN                     64016.5   \n",
       "2013-02-28             NaN               NaN                         NaN   \n",
       "2013-03-31        37234.47               NaN                         NaN   \n",
       "2013-04-30             NaN               NaN                         NaN   \n",
       "2013-05-31             NaN               NaN                         NaN   \n",
       "\n",
       "Constituency     Foyle  Lagan Valley  Mid Ulster  Newry and Armagh  \\\n",
       "Date                                                                 \n",
       "2013-01-31         NaN           NaN         NaN               NaN   \n",
       "2013-02-28         NaN           NaN         NaN               NaN   \n",
       "2013-03-31         NaN           NaN         NaN               NaN   \n",
       "2013-04-30         NaN           NaN         NaN               NaN   \n",
       "2013-05-31    51611.56           NaN   172751.55               NaN   \n",
       "\n",
       "Constituency  North Antrim  North Down  South Antrim  South Down  Strangford  \\\n",
       "Date                                                                           \n",
       "2013-01-31             NaN         NaN           NaN     6995.34         NaN   \n",
       "2013-02-28             NaN         NaN      27822.92         NaN         NaN   \n",
       "2013-03-31             NaN         NaN           NaN         NaN         NaN   \n",
       "2013-04-30        26159.07         NaN           NaN         NaN         NaN   \n",
       "2013-05-31             NaN         NaN           NaN         NaN         NaN   \n",
       "\n",
       "Constituency  Upper Bann  West Tyrone  \n",
       "Date                                   \n",
       "2013-01-31           NaN          NaN  \n",
       "2013-02-28           NaN     19873.24  \n",
       "2013-03-31           NaN     38638.25  \n",
       "2013-04-30           NaN          NaN  \n",
       "2013-05-31      84285.55     58044.85  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_con_df_month_con.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:52.845490Z",
     "start_time": "2017-05-24T16:11:52.824713+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Constituency\n",
       "West Tyrone                   6907832.38\n",
       "Upper Bann                    5805621.25\n",
       "Fermanagh and South Tyrone    3700088.66\n",
       "Mid Ulster                    2935951.53\n",
       "Newry and Armagh              2626124.01\n",
       "South Antrim                  2255495.91\n",
       "North Antrim                   947731.44\n",
       "Strangford                     430424.07\n",
       "South Down                     377549.61\n",
       "East Londonderry               290763.19\n",
       "Belfast West                   257127.67\n",
       "Lagan Valley                   251102.55\n",
       "Foyle                          122952.19\n",
       "North Down                      69649.89\n",
       "dtype: float64"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_con_df_month_con.sum().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:54.996003Z",
     "start_time": "2017-05-24T16:11:52.847078+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~bolster/217.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_con_df_month_con[_con_df_month_con.sum().sort_values(ascending=False).index]\\\n",
    ".iplot(kind='heatmap',colorscale='spectral', filename='pybfs-heatmap',world_readable=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Extra Fun Bits\n",
    "## TQDM Notebook\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:56.086462Z",
     "start_time": "2017-05-24T16:11:55.002655+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0a641071fd2c4e9985a1bd30a28e99b6"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tqdm import tqdm, tqdm_notebook, tqdm_pandas, tnrange\n",
    "from time import sleep\n",
    "\n",
    "for j in tqdm_notebook(range(100), desc='2nd loop'):\n",
    "    sleep(0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:56.775615Z",
     "start_time": "2017-05-24T16:11:56.087913+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2c4517528ccc4582bc46d58dfbfa23d1"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e2a092cd37544610b8779231d984f81a"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0    4965741\n",
       "1    4942046\n",
       "2    4950718\n",
       "3    4953369\n",
       "4    4952529\n",
       "5    4924638\n",
       "dtype: int64"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_df = pd.DataFrame(np.random.randint(0, 100, (100000, 6)))\n",
    "tn=tqdm_notebook()\n",
    "tn.pandas(desc='Wrong kind of bar')\n",
    "def worker(value):\n",
    "    sleep(0.1)\n",
    "    return value.sum()\n",
    "_df.progress_apply(worker)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:57.468693Z",
     "start_time": "2017-05-24T16:11:56.777232+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9e54771446ae445ca24d93d43a70fc5b"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "db040d40dba34e3dae5eb532634de3b2"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0    4951711\n",
       "1    4944459\n",
       "2    4952761\n",
       "3    4938116\n",
       "4    4951176\n",
       "5    4951085\n",
       "dtype: int64"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_df = pd.DataFrame(np.random.randint(0, 100, (100000, 6)))\n",
    "tn=tqdm_notebook()\n",
    "tn.pandas(desc='Wrong kind of bar')\n",
    "def worker(value):\n",
    "    sleep(0.1)\n",
    "    if not value.sum()%10:\n",
    "        tn.write('Teven')\n",
    "    return value.sum()\n",
    "_df.progress_apply(worker)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Extra Toys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:57.514591Z",
     "start_time": "2017-05-24T16:11:57.471296+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company</th>\n",
       "      <th>Date</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Cash</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Ballinderry Parish Church Hall</td>\n",
       "      <td>2015-10-27</td>\n",
       "      <td>BT28</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>40.0</td>\n",
       "      <td>7128.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Brantry Church</td>\n",
       "      <td>2015-08-05</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>80.0</td>\n",
       "      <td>15291.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Dundrod Presbyterian Church</td>\n",
       "      <td>2015-10-29</td>\n",
       "      <td>BT29</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>14421.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Edengrove Presbyterian Church</td>\n",
       "      <td>2015-10-28</td>\n",
       "      <td>BT24</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>9490.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Hebron Free Presbyterian Church</td>\n",
       "      <td>2015-02-03</td>\n",
       "      <td>BT53</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>39023.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>Hebron Free Presbyterian Church</td>\n",
       "      <td>2015-10-19</td>\n",
       "      <td>BT53</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>60.0</td>\n",
       "      <td>19914.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Hillsborough Parish Church</td>\n",
       "      <td>2015-03-06</td>\n",
       "      <td>BT26</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>40.0</td>\n",
       "      <td>7461.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Hillsborough Parish Church</td>\n",
       "      <td>2013-11-11</td>\n",
       "      <td>BT26</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>80.0</td>\n",
       "      <td>31790.13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Company       Date Postcode  \\\n",
       "39    Ballinderry Parish Church Hall 2015-10-27     BT28   \n",
       "87                    Brantry Church 2015-08-05     BT70   \n",
       "251      Dundrod Presbyterian Church 2015-10-29     BT29   \n",
       "268    Edengrove Presbyterian Church 2015-10-28     BT24   \n",
       "373  Hebron Free Presbyterian Church 2015-02-03     BT53   \n",
       "374  Hebron Free Presbyterian Church 2015-10-19     BT53   \n",
       "394       Hillsborough Parish Church 2015-03-06     BT26   \n",
       "395       Hillsborough Parish Church 2013-11-11     BT26   \n",
       "\n",
       "                     Type  Capacity (kWtH)      Cash  \n",
       "39   Solid Biomass Boiler             40.0   7128.37  \n",
       "87   Solid Biomass Boiler             80.0  15291.60  \n",
       "251  Solid Biomass Boiler             99.0  14421.57  \n",
       "268  Solid Biomass Boiler             99.0   9490.41  \n",
       "373  Solid Biomass Boiler             99.0  39023.77  \n",
       "374  Solid Biomass Boiler             60.0  19914.29  \n",
       "394  Solid Biomass Boiler             40.0   7461.59  \n",
       "395  Solid Biomass Boiler             80.0  31790.13  "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.Company.str.contains('urch')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:57.540712Z",
     "start_time": "2017-05-24T16:11:57.517375+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Company\n",
       "Eglinton (Timber Products) Ltd    1584.0\n",
       "John Hogg & Co Ltd                1188.0\n",
       "Dennison Commercials Ltd          1089.0\n",
       "Daly Poultry Ltd.                  999.0\n",
       "McGrane Nurseries Ltd              997.0\n",
       "Name: Capacity (kWtH), dtype: float64"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('Company')['Capacity (kWtH)'].sum().sort_values(ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:57.564681Z",
     "start_time": "2017-05-24T16:11:57.542470+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Company\n",
       "Paul Hobson Ltd             13\n",
       "John Hogg & Co Ltd          12\n",
       "Dennison Commercials Ltd    11\n",
       "McCaffrey Aggregates Ltd    10\n",
       "Charles Hurst Ltd           10\n",
       "dtype: int64"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('Company').size().sort_values(ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:58.012672Z",
     "start_time": "2017-05-24T16:11:57.567142+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96c9274d68>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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JIVV1p6paUVWvq6rdbm0nquqBSX443lZ8tyRXVNXdkxyS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\nTMj/AymGlRLjWFAuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96c9274278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "con_df[con_df.Date > pd.Timestamp('2015/09/28')].groupby('Constituency')['Cash'].sum().sort_values(ascending=False).plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:11:58.450439Z",
     "start_time": "2017-05-24T16:11:58.014410+01:00"
    },
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96c94f92b0>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tkhyR5JyqekqSM5N8M8lrhn/3HL5emeQnk8wneVmSJw/vPaa7v7G7PxwAAAAA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\n/we6lnNmxjVzCAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f96c91db9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# All-time ratios of how much cash each constituency got\n",
    "con_ratio = con_df.groupby('Constituency')['Cash'].sum()/con_df['Cash'].sum()\n",
    "\n",
    "# October/November/December 2015 ratios of how much cash each constituency got\n",
    "nov_con_ratio = con_df[con_df.Date > pd.Timestamp('2015/09/28')].groupby('Constituency')['Cash'].sum()/con_df[con_df.Date > pd.Timestamp('2015/09/28')]['Cash'].sum()\n",
    "\n",
    "# How much each constituency increased above their normal application cost ratio in the final months of RHI\n",
    "pd.concat([con_ratio, nov_con_ratio], keys=['fuggit','this'], axis=1).diff(axis=1)['this'].plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:51:48.632158Z",
     "start_time": "2017-05-24T16:51:48.578661+01:00"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/bolster/anaconda3/lib/python3.5/site-packages/pandas/core/generic.py:1138: PerformanceWarning:\n",
      "\n",
      "\n",
      "your performance may suffer as PyTables will pickle object types that it cannot\n",
      "map directly to c-types [inferred_type->mixed,key->block2_values] [items->['Company', 'Postcode', 'Type', 'Constituency']]\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "con_df.to_hdf('datastore.h5','original')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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