{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "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",
   "metadata": {
    "nbpresent": {
     "id": "5f46c547-d70c-48c4-b3c5-ae1ccb39fb35"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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": 156,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:10.496162Z",
     "start_time": "2017-05-24T16:43:10.463394+01:00"
    },
    "collapsed": true,
    "nbpresent": {
     "id": "2911673d-c881-48bd-a0df-dc6bd264e82b"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "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",
     "start_time": "2017-04-24T11:37:25.063681+01:00"
    },
    "nbpresent": {
     "id": "b1c290d9-5d32-4646-ad5a-998456a919ef"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Ingress and Formatting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:10.542122Z",
     "start_time": "2017-05-24T16:43:10.501601+01:00"
    },
    "nbpresent": {
     "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",
       "</div>"
      ],
      "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  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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": 158,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:10.578283Z",
     "start_time": "2017-05-24T16:43:10.544304+01:00"
    },
    "nbpresent": {
     "id": "2ab29449-bfbf-4a55-892c-a1af055833be"
    },
    "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>06/11/2015</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>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>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",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        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  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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": 159,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:10.718379Z",
     "start_time": "2017-05-24T16:43:10.579973+01:00"
    },
    "nbpresent": {
     "id": "eeb7f245-9fbf-45eb-b34f-160b76ed1f9f"
    },
    "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>2015-06-11</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>2015-06-11</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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  "
      ]
     },
     "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                       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": 160,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:10.751188Z",
     "start_time": "2017-05-24T16:43:10.719842+01:00"
    },
    "nbpresent": {
     "id": "32f0e728-ed7a-4bc9-9333-14ce685ccc93"
    },
    "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>£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"
    },
    {
     "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": 161,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:10.785676Z",
     "start_time": "2017-05-24T16:43:10.752673+01:00"
    },
    "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": "code",
   "execution_count": 162,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:10.813812Z",
     "start_time": "2017-05-24T16:43:10.787008+01:00"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rhi_csv = 'tabula-RHI-beneficiaries-non-domestic-individuals-companies.csv'\n",
    "df = pd.read_csv(rhi_csv)\n",
    "df['Date'] = pd.to_datetime(df['Date of\\rApplication'], format='%d/%m/%Y')\n",
    "df['Cash'] = df['Amount of payments\\rmade to 28 February\\r2017 (£)*'].replace('[£,]','', regex=True).astype(float)\n",
    "df.drop(['Date of\\rApplication','Amount of payments\\rmade to 28 February\\r2017 (£)*'], axis=1, inplace=True) \n",
    "df.rename(columns={'Business or\\rInstallation\\rLocation':'Postcode', 'Installation\\rCapacity\\r(kWth)':'Capacity (kWtH)','Technology Type':'Type','Name':'Company'}, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "7c78d73a-f50e-4241-a53a-2a0464be3eda"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Stats and Basic Grouping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:10.830196Z",
     "start_time": "2017-05-24T16:43:10.815229+01:00"
    },
    "nbpresent": {
     "id": "30e4b658-ef96-4d68-8cc2-743c63b23cf6"
    },
    "scrolled": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      1746.000000\n",
       "mean      34533.699943\n",
       "std       23752.919869\n",
       "min          73.220000\n",
       "25%       14418.435000\n",
       "50%       31820.715000\n",
       "75%       48982.615000\n",
       "max      252844.050000\n",
       "Name: Cash, dtype: float64"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Cash.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:11.251893Z",
     "start_time": "2017-05-24T16:43:10.831343+01:00"
    },
    "nbpresent": {
     "id": "7323c7fa-2c1d-4980-b47d-ef07932c8632"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f399fdcc0>"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIIAAAI/CAYAAAALEXL9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3X+s3Xd93/GX8YU2sV3i0DsSDCtMYu8JoW0ViyhNAiZN\nxq8gthraqlHGaqJSxAIRFVmkdgnJ/mgKYjCFrEtHXdKUP1pZog4CEhRSCUsskYc6ygZ8ULcG0ZDA\nVeu5bhK5CfH+OMfoxrn3+vr63Fw778dDsnzO93zPuZ+r67dP/Mz3+z2bjh49GgAAAACe/Z6z0QsA\nAAAA4JkhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANDG3kV98YeHws+az67dvPzsH\nDz660cuA05L5gJWZEViZGYHlmQ9YWdcZmZ/ftmm5xxwRNCNzc5s3eglw2jIfsDIzAiszI7A88wEr\nMyNPJwQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAA\nADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAA\nNCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0\nMbfRC3i2eOuv79voJXCcPdddstFLAAAAgNOKI4IAAAAAmhCCAAAAAJo44alhVfWuJFcu2vQvklyY\n5HeSHE3y52OM90z3/WCSd0y33zjG+PzMVwwAAADAmpwwBI0xfi/J7yVJVb0uyS8k+XiS948xDlTV\nH1fVm5J8K8kvJXlNkucn+UpV3T3G+OG6rR4AAACAVTvZU8OuT/LbSV42xjgw3bYvyaVJXp/kC2OM\nvx9jLCR5IMkrZrVQAAAAAE7NqkNQVV2Q5LtJnkhycNFDDyc5P8l5SRaW2A4AAADAaeBkPj7+qiSf\nSrLpuO2bMrkm0HLbl7V9+9mZm9t8EkuA1Zuf37bRS2ARPw9YmRmBlZkRWJ75gJWZkac6mRC0M8nV\nmcSdFyzaviPJQ0keTFJLbF/WwYOPnsSXh5OzsHB4o5fA1Pz8Nj8PWIEZgZWZEVie+YCVdZ2RleLX\nqk4Nq6oXJfm76fV/Hk/yraq6aPrwzye5K8m9Sd5SVc+b7r8jyTdOaeUAAAAAzMxqjwg6P8kPFt2/\nJsltVfWcJPePMe5Jkqr6b0m+nMlRQ+8ZYzw5y8UCAAAAsHarCkFjjK8medOi+99IcvES+92S5JaZ\nrQ4AAACAmTnZj48HAAAA4AwlBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAA\nADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAA\nNCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0\nIQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQh\nBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEE\nAQAAADQxt9ELgPWy++Z7N3oJLGHPdZds9BIAAADackQQAAAAQBNCEAAAAEATQhAAAABAE0IQAAAA\nQBNCEAAAAEATQhAAAABAE0IQAAAAQBNCEAAAAEATQhAAAABAE0IQAAAAQBNCEAAAAEATQhAAAABA\nE0IQAAAAQBNCEAAAAEATQhAAAABAE0IQAAAAQBNCEAAAAEATQhAAAABAE0IQAAAAQBNCEAAAAEAT\nQhAAAABAE0IQAAAAQBNCEAAAAEATc6vZqaquSHJtkieS/IckX09yR5LNSR5KcuUY48h0v2uSPJnk\ntjHGnnVZNQAAAAAn7YRHBFXVC5LckOSiJJcn+VdJbkpy6xjj4iQPJNldVVuSXJ/k0iQ7k1xbVeeu\nz7IBAAAAOFmrOSLo0iT3jDEOJzmc5Fer6i+T/Nr08X1JPpBkJDkwxjiUJFW1P8mFST4781UDAAAA\ncNJWE4JemmRTVf1Rkhcl+VCSLWOMI9PHH05yfpLzkiwset6x7QAAAACcBlYTgjYleXGSf53kp5L8\naZKjxz1+dPr78c87mhVs33525uY2r3qxwJlvfn7bRi8BTktmA1ZmRmB55gNWZkaeajUh6PtJvjLG\neCLJ/6mqw0meqKqzxhiPJdmRyQWjH8zkGkLH7Ehy30ovfPDgo2tbNXDGWlg4vNFLgNPO/Pw2swEr\nMCOwPPMBK+s6IyvFr9V8fPwXk1xSVc+pqp9MsjXJPUl2TR/fleSuJPcnuaCqzqmqrZlcH2j/qSwc\nAAAAgNk5YQgaYzyYZG+Se5N8PsnVmXyK2DunF4Q+N8nt06ODrktydyah6MZjF44GAAAAYOOt5tSw\njDFuS3LbcZsvW2K/vZlEIwAAAABOM6s5NQwAAACAZwEhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAA\nAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAA\noAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACg\nCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJ\nIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkh\nCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEI\nAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgA\nAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAA\nAKAJIQgAAACgCSEIAAAAoIm5E+1QVa9Ksi/JX0w3fT3Jh5PckWRzkoeSXDnGOFJVVyS5JsmTSW4b\nY+xZl1UDAAAAcNJWc0TQ1iR7xxg7p7+uTnJTklvHGBcneSDJ7qrakuT6JJcm2Znk2qo6d32WDQAA\nAMDJWk0I2rbEtp1J7pze3pdJ/Hl1kgNjjENjjMeS7E9y4SwWCQAAAMCpO+GpYZkcEXRRVX0hyZYk\nNyTZMsY4Mn384STnJzkvycKi5x3bDgAAAMBpYDUh6GtJbhpj3FlV/zjJPUmeu+jxTUmOTn/PEtuX\ntX372Zmb23wSywXOdPPzSx1kCJgNWJkZgeWZD1iZGXmqE4agMcY3k3xzevvbVfVwkpdU1VnTU8B2\nZHLB6AeTXL7oqTuS3LfSax88+Oha1w2coRYWDm/0EuC0Mz+/zWzACswILM98wMq6zshK8euE1wiq\nqt1V9b7p7fOSvDDJ7yfZNd1lV5K7ktyf5IKqOqeqtmZyfaD9p7Z0AAAAAGZlNaeGfSbJp6vq7Ul+\nLMl7kvxZkj+oqncn+U6S28cYj1fVdUnuzuSUsBvHGIfWad0AAAAAnKTVnBp2MMmbl3josiX23Ztk\n7wzWBQAAAMCMrebj4wEAAAB4FhCCAAAAAJoQggAAAACaEIIAAAAAmhCCAAAAAJoQggAAAACaEIIA\nAAAAmhCCAAAAAJoQggAAAACaEIIAAAAAmhCCAAAAAJoQggAAAACaEIIAAAAAmhCCAAAAAJoQggAA\nAACaEIIAAAAAmhCCAAAAAJoQggAAAACaEIIAAAAAmhCCAAAAAJoQggAAAACaEIIAAAAAmhCCAAAA\nAJoQggAAAACaEIIAAAAAmhCCAAAAAJoQggAAAACaEIIAAAAAmhCCAAAAAJoQggAAAACaEIIAAAAA\nmhCCAAAAAJoQggAAAACaEIIAAAAAmhCCAAAAAJoQggAAAACaEIIAAAAAmhCCAAAAAJoQggAAAACa\nEIIAAAAAmhCCAAAAAJoQggAAAACaEIIAAAAAmhCCAAAAAJoQggAAAACaEIIAAAAAmhCCAAAAAJoQ\nggAAAACaEIIAAAAAmhCCAAAAAJoQggAAAACaEIIAAAAAmhCCAAAAAJoQggAAAACaEIIAAAAAmhCC\nAAAAAJoQggAAAACaEIIAAAAAmhCCAAAAAJoQggAAAACaEIIAAAAAmhCCAAAAAJoQggAAAACaEIIA\nAAAAmphbzU5VdVaS/53kpiRfSnJHks1JHkpy5RjjSFVdkeSaJE8muW2MsWd9lgwAAADAWqz2iKDf\nTPLX09s3Jbl1jHFxkgeS7K6qLUmuT3Jpkp1Jrq2qc2e7VAAAAABOxQlDUFX9kySvSPK56aadSe6c\n3t6XSfx5dZIDY4xDY4zHkuxPcuHMVwsAAADAmq3miKCPJvnAovtbxhhHprcfTnJ+kvOSLCza59h2\nAAAAAE4TK14jqKr+TZL/Psb4y6o6tvnool02Te9vOu6pm47bb0nbt5+dubnNq18tcMabn9+20UuA\n05LZgJWZEVie+YCVmZGnOtHFot+S5B9V1eVJXpzkSJJHquqs6SlgOzK5YPSDSS5f9LwdSe470Rc/\nePDRNS0aOHMtLBze6CXAaWd+fpvZgBWYEVie+YCVdZ2RleLXiiFojPGLx25X1YcyuTj0zybZleQP\np7/fleT+JJ+sqnOSPJHJ9YGuObVlAwAAADBLq/3UsMVuSPLOqtqf5Nwkt0+PDrouyd1J7kly4xjj\n0OyWCQAAAMCpOtGpYT8yxvjQoruXLfH43iR7Z7AmAAAAANbBWo4IAgAAAOAMJAQBAAAANCEEAQAA\nADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAA\nNCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0\nIQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQh\nBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEE\nAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQB\nAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEA\nAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0IQQBAAAANCEEAQAA\nADQhBAEAAAA0IQQBAAAANCEEAQAAADQhBAEAAAA0MXeiHarq7CSfSvLCJD+e5D8m+VqSO5JsTvJQ\nkivHGEeq6ook1yR5MsltY4w967RuAAAAAE7Sao4IemuS/zHGeF2SX0jyn5LclOTWMcbFSR5Isruq\ntiS5PsmlSXYmubaqzl2PRQMAAABw8k54RNAY448W3X1Jkr/KJPT82nTbviQfSDKSHBhjHEqSqtqf\n5MIkn53hegEAAABYoxOGoGOq6itJXpzk8iT3jDGOTB96OMn5Sc5LsrDoKce2A/zI7pvv3eglcJw9\n112y0UsAAACeIasOQWOMn62qf57kD5McXfTQpun9Tcc9ZdNx+z3N9u1nZ25u82qXAMA6mJ/fttFL\nIH4OcCJmBJZnPmBlZuSpVnOx6Fcl+cEY47tjjP9ZVXNJHqmqs8YYjyXZkckFox/M5GihY3YkuW+l\n1z548NG1rxyAmVhYOLzRS2hvfn6bnwOswIzA8swHrKzrjKwUv1ZzsejXJvn1JKmqFybZmuSeJLum\nj+9KcleS+5NcUFXnVNXWTK4PtH/tywYAAABgllYTgv5rkn8wvfjz55K8N8kNSd453XZuktunRwdd\nl+TuTELRjccuHA0AAADAxlvNp4Y9luSXl3josiX23Ztk7wzWBQAAAMCMreaIIAAAAACeBYQgAAAA\ngCaEIAAAAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAAAACA\nJoQgAAAAgCaEIAAAAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAm\nhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAAAACAJoQgAAAAgCaE\nIAAAAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAAAACAJoQg\nAAAAgCaEIAAAAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAA\nAACAJoQgAAAAgCaEIAAAAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAAAACAJoQgAAAAgCaEIAAA\nAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAAAACAJoQgAAAA\ngCaEIAAAAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAAAACAJuZWs1NVfTjJxdP9fyvJgSR3JNmc\n5KEkV44xjlTVFUmuSfJkktvGGHvWZdUAAAAAnLQTHhFUVa9P8soxxmuSvDHJx5PclOTWMcbFSR5I\nsruqtiS5PsmlSXYmubaqzl2ndQMAAABwklZzatiXk7xjevtgki2ZhJ47p9v2ZRJ/Xp3kwBjj0Bjj\nsST7k1w409UCAAAAsGYnPDVsjPHDJI9M716V5PNJ3jDGODLd9nCS85Ocl2Rh0VOPbQcAAADgNLCq\nawQlSVW9Lcm7kvzLJN9e9NCmJEenv2eJ7cvavv3szM1tXu0SAFgH8/PbNnoJxM8BTsSMwPLMB6zM\njDzVai8W/YYkv5HkjWOMQ1X1SFWdNT0FbEcmF4x+MMnli562I8l9K73uwYOPrm3VAMzMwsLhjV5C\ne/Pz2/wcYAVmBJZnPmBlXWdkpfi1motFPz/JR5JcPsb4m+nme5Lsmt7eleSuJPcnuaCqzqmqrZlc\nH2j/KawbAAAAgBlazRFBv5jkJ5P8cVUd2/bOJJ+sqncn+U6S28cYj1fVdUnuzuSUsBvHGIfWYc0A\nAAAArMFqLhb9u0l+d4mHLlti371J9s5gXQAAAADM2Go+Ph4AAACAZwEhCAAAAKAJIQgAAACgCSEI\nAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgA\nAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAA\nAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAA\noAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACg\nCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJ\nIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkh\nCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoAkhCAAAAKAJIQgAAACgCSEI\nAAAAoAkhCAAAAKAJIQgAAACgCSEIAAAAoIm51exUVa9Msi/Jx8YYn6iqlyS5I8nmJA8luXKMcaSq\nrkhyTZInk9w2xtizTusGAAAA4CSd8IigqtqS5JYkX1q0+aYkt44xLk7yQJLd0/2uT3Jpkp1Jrq2q\nc2e9YAAAAADWZjWnhh1J8uYk31u0bWeSO6e392USf16d5MAY49AY47Ek+5NcOLulAgAAAHAqTnhq\n2BjjiSRPVNXizVvGGEemtx9Ocn6S85IsLNrn2HYAAAAATgOrukbQEo4uur1pen/TcftsOm6/p9m+\n/ezMzW1e4xIAmIX5+W0bvQTi5wAnYkZgeeYDVmZGnmqtIeiRqjpregrYjkwuGP1gkssX7bMjyX0r\nvcjBg4+u8csDMCsLC4c3egntzc9v83OAFZgRWJ75gJV1nZGV4tdaPz7+niS7prd3Jbkryf1JLqiq\nc6pqaybXB9q/xtcHAAAAYMZOeERQVb0qyUeTvDTJ41X19iRXJPlUVb07yXeS3D7GeLyqrktydyan\nhN04xji0bisHAAAA4KSs5mLRX83kU8KOd9kS++5NsvfUlwUAAADArK311DAAAAAAzjBCEAAAAEAT\nQhAAAABAE0IQAAAAQBNCEAAAAEATQhAAAABAE0IQAAAAQBNCEAAAAEATQhAAAABAE0IQAAAAQBNC\nEAAAAEATcxu9AAA21u6b793oJbCEPdddstFLAADgWcgRQQAAAABNCEEAAAAATQhBAAAAAE0IQQAA\nAABNCEEAAAAATQhBAAAAAE0IQQAAAABNCEEAAAAATQhBAAAAAE0IQQAAAABNCEEAAAAATQhBAAAA\nAE0IQQAAAABNCEEAAAAATQhBAAAAAE0IQQAAAABNCEEAAAAATQhBAAAAAE0IQQAAAABNCEEAAAAA\nTQhBAAAAAE0IQQAAAABNCEEAAAAATQhBAAAAAE0IQQAAAABNCEEAAAAATQhBAAAAAE0IQQAAAABN\nCEEAAAAATQhBAAAAAE0IQQAAAABNCEEAAAAATQhBAAAAAE0IQQAAAABNCEEAAAAATQhBAAAAAE0I\nQQAAAABNCEEAAAAATQhBAAAAAE0IQQAAAABNCEEAAAAATQhBAAAAAE0IQQAAAABNCEEAAAAATQhB\nAAAAAE0IQQAAAABNzG30AgCAp9t9870bvQSOs+e6SzZ6CQAAp8wRQQAAAABNCEEAAAAATQhBAAAA\nAE0IQQAAAABNCEEAAAAATcz8U8Oq6mNJfibJ0STvH2McmPXXAAAAAODkzfSIoKp6XZKXjzFek+Sq\nJJ+Y5esDAAAAsHazPiLo55L8SZKMMb5RVdur6ifGGH87468DAPCM2n3zvRu9BJaw57pLNnoJAHBG\nmXUIOi/JVxfd//50mxAEAAAAU/4Hw+mny/9cmHUI2rTE/aPL7Tw/v+34/c9Yn/3o2zZ6CQAAQEPz\n89s2egmsgX9DslFm/alhD2ZyBNAxL0ry8Iy/BgAAAABrMOsQ9MUkb0+SqvrpJN8bYxye8dcAAAAA\nYA02HT267Jlba1JVNyd5bZInk7x3jPG1mX4BAAAAANZk5iEIAAAAgNPTrE8NAwAAAOA0JQQBAAAA\nNDHrj49vp6o+luRnkhxN8v4xxoENXhKsq6p6VZJ9Sf5iuunrST6c5I4km5M8lOTKMcaRqroiyTWZ\nXDPstjHGnqp6bpJPJfmpJD9M8itjjP9bVf8sye9kMkt/PsZ4zzP4bcEpq6pXZjIbHxtjfKKqXpJ1\nmouq+mCSd0y33zjG+Pwz+b3CyVpiPm5J8pokfzfd5SNjjM+ZD7qqqg8nuTiTf5/9VpID8R4CP7LE\njLw+3kfWzBFBp6CqXpfk5WOM1yS5KsknNnhJ8EzYmmTvGGPn9NfVSW5KcusY4+IkDyTZXVVbklyf\n5NIkO5NcW1XnJvnlJP9vjHFRkt/O5C/yJPl4JjH1wiQvqKo3PZPfFJyK6Z/3W5J8adHmdZmLqnpZ\nkl9KclGSy5P856ravM7fIqzZMvOxNclVi95LPmc+6KqqXp/kldN/U7wxkz/b3kNgapkZ8T5yCoSg\nU/NzSf4kScYY30iyvap+YmOXBOtu2xLbdia5c3p7XyZ/+b46yYExxqExxmNJ9ie5MJO5+cx037uT\nXFRVz0vyskVH1B17DThTHEny5iTfW7RtZ9ZnLl6f5AtjjL8fYyxk8g+EV6zT9wWzsNR8LPVeYj7o\n6suZHH2QJAeTbIn3EFhsqRk5Z4n9zMgqOTXs1JyX5KuL7n9/uu1vN2Y58IzYmslfnl/I5C/hG5Js\nGWMcmT7+cJLzM5mFhUXPe9r2McYPq+rJ6baDS+wLZ4QxxhNJnqiqxZvXay7+epnX+Pqsvh+YpWXm\nY2uSG6pqe5K/SvK+mA+aGmP8MMkj07tXJfl8kjd4D4GJZWZkPt5H1swRQadm0xL3j27EQuAZ9LUk\nN40x3pTJX8S3J3nuosePzcFy87HUdrPEs9HiP8OznAvzwrPBbUn+/RhjZ5JvJrkx5oPmquptSd6V\n5N/Fewg8zXEz4n3kFAhBp+bBTEriMS/KpBjCs9YY45tjjDunt7+dyZ/5c6rqrOkuOzK5qOHx8/G0\n7dMLt23K5HSBFyyxL5zJHlmnuVjuNeCMMcb4zPQ9JJkcrv9PYz5orKrekOQ3krxpjHEo3kPgKY6f\nEe8jp0YIOjVfTPL2JKmqn07yvTHG4Y1dEqyvqtpdVe+b3j4vyQuT/H6SXdNddiW5K8n9SS6oqnOq\namsm5+fuz2Rujp3j+9YkfzrGeDzJt6rqoun2n5++BpzJ7sn6zMW9Sd5SVc+rqhdl8h8o33gmviGY\nlaq6s6r+4fTuziT/K+aDpqrq+Uk+kuTyMcbfTDd7D4GppWbE+8ip2XT06LPuKKdnVFXdnOS1mXw8\n3XvHGF/b4CXBupqeh/vpTK7v8GOZHIb5Z0n+IMmPJ/lOJh/J+HhVvT3JBzM5nPKWMcanp1fd/2SS\nl2dyAdF/O8b4blW9IpNDPJ+T5P4xxgee4W8N1qyqXpXko0lemuTxTP5v0hWZfFTpzOeiqq6evv7R\nJL85xlj8aUxwWllmPv5LJnPwyPTXr4wxfmA+6KiqfjXJh5J8e9Hmd2by5957CO0tMyN7klwd7yNr\nIgQBAABmjTMrAAAAQUlEQVQANOHUMAAAAIAmhCAAAACAJoQgAAAAgCaEIAAAAIAmhCAAAACAJoQg\nAAAAgCaEIAAAAIAmhCAAAACAJv4/cnQ8wWEo6ZIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f39c276a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots()\n",
    "df.Cash.hist(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:11.270354Z",
     "start_time": "2017-05-24T16:43:11.253715+01:00"
    },
    "nbpresent": {
     "id": "3cb71bbc-4b57-43e8-9409-a1ebbe6560f4"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['BT39', 'BT75', 'BT80', 'BT81', 'BT42', 'BT62', 'BT44', 'BT24',\n",
       "       'BT32', 'BT34', 'BT53', 'BT76', 'BT82', 'BT60', 'BT79', 'BT41',\n",
       "       'BT43', 'BT70', 'BT46', 'BT31', 'BT23', 'BT71', 'BT45', 'BT29',\n",
       "       'BT8', 'BT77', 'BT54', 'BT94', 'BT78', 'BT92', 'BT28', 'BT61',\n",
       "       'BT19', 'BT20', 'BT67', 'BT63', 'BT9', 'BT74', 'BT25', 'BT30',\n",
       "       'BT4', 'BT33', 'BT68', 'BT47', 'BT35', 'BT12', 'BT93', 'BT48',\n",
       "       'BT22', 'BT21', 'BT51', 'BT49', 'BT27', 'BT40', 'BT17', 'BT6',\n",
       "       'BT66', 'BT56', 'BT26', 'BT69', 'BT52', 'BT5', 'BA14', nan, 'BT36',\n",
       "       'Bt78', 'BT3', 'BT64', 'BT57', 'Withheld'], dtype=object)"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Postcode.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:11.288628Z",
     "start_time": "2017-05-24T16:43:11.271876+01:00"
    },
    "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",
       "1717    False\n",
       "1718    False\n",
       "1719    False\n",
       "1720    False\n",
       "1721    False\n",
       "1722    False\n",
       "1723    False\n",
       "1724    False\n",
       "1725    False\n",
       "1726    False\n",
       "1727    False\n",
       "1728    False\n",
       "1729    False\n",
       "1730    False\n",
       "1731    False\n",
       "1732    False\n",
       "1733    False\n",
       "1734    False\n",
       "1735    False\n",
       "1736    False\n",
       "1737    False\n",
       "1738    False\n",
       "1739    False\n",
       "1740    False\n",
       "1741    False\n",
       "1742    False\n",
       "1743    False\n",
       "1744    False\n",
       "1745    False\n",
       "1746    False\n",
       "Name: Postcode, dtype: bool"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Postcode.isnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:11.306843Z",
     "start_time": "2017-05-24T16:43:11.289781+01:00"
    },
    "nbpresent": {
     "id": "c3b44319-964a-476a-9d10-35a8ae32e054"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['BA14', 'BT12', 'BT17', 'BT19', 'BT20', 'BT21', 'BT22', 'BT23',\n",
       "       'BT24', 'BT25', 'BT26', 'BT27', 'BT28', 'BT29', 'BT3', 'BT30',\n",
       "       'BT31', 'BT32', 'BT33', 'BT34', 'BT35', 'BT36', 'BT39', 'BT4',\n",
       "       'BT40', 'BT41', 'BT42', 'BT43', 'BT44', 'BT45', 'BT46', 'BT47',\n",
       "       'BT48', 'BT49', 'BT5', 'BT51', 'BT52', 'BT53', 'BT54', 'BT56',\n",
       "       'BT57', 'BT6', 'BT60', 'BT61', 'BT62', 'BT63', 'BT64', 'BT66',\n",
       "       'BT67', 'BT68', 'BT69', 'BT70', 'BT71', 'BT74', 'BT75', 'BT76',\n",
       "       'BT77', 'BT78', 'BT79', 'BT8', 'BT80', 'BT81', 'BT82', 'BT9',\n",
       "       'BT92', 'BT93', 'BT94', 'Bt78', 'Withheld', nan], dtype=object)"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dropna(how='all', inplace=True)\n",
    "df.Postcode.sort_values().unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:11.322003Z",
     "start_time": "2017-05-24T16:43:11.308200+01:00"
    },
    "collapsed": 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": 169,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:11.343538Z",
     "start_time": "2017-05-24T16:43:11.323284+01:00"
    },
    "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>Postcode</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Date</th>\n",
       "      <th>Cash</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1155</th>\n",
       "      <td>National Trust (Crom Estate)</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-01-27</td>\n",
       "      <td>31564.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1156</th>\n",
       "      <td>National Trust (Florence Court)</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2015-05-28</td>\n",
       "      <td>3148.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1158</th>\n",
       "      <td>National Trust (Innisfee)</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2013-11-30</td>\n",
       "      <td>22766.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1159</th>\n",
       "      <td>National Trust (Springhill House)</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2013-11-30</td>\n",
       "      <td>22717.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1160</th>\n",
       "      <td>National Trust (Springhill)</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2013-11-30</td>\n",
       "      <td>4133.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>National Trust (The Argory)</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>6005.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>National Trust (The Argory)</td>\n",
       "      <td>BA14</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>3448.73</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Company Postcode                  Type  \\\n",
       "1155       National Trust (Crom Estate)     BA14  Solid Biomass Boiler   \n",
       "1156    National Trust (Florence Court)     BA14  Solid Biomass Boiler   \n",
       "1158          National Trust (Innisfee)     BA14  Solid Biomass Boiler   \n",
       "1159  National Trust (Springhill House)     BA14  Solid Biomass Boiler   \n",
       "1160        National Trust (Springhill)     BA14  Solid Biomass Boiler   \n",
       "1161        National Trust (The Argory)     BA14  Solid Biomass Boiler   \n",
       "1162        National Trust (The Argory)     BA14  Solid Biomass Boiler   \n",
       "\n",
       "      Capacity (kWtH)       Date      Cash  \n",
       "1155             99.0 2014-01-27  31564.68  \n",
       "1156             36.0 2015-05-28   3148.25  \n",
       "1158             99.0 2013-11-30  22766.50  \n",
       "1159             80.0 2013-11-30  22717.76  \n",
       "1160             30.0 2013-11-30   4133.90  \n",
       "1161             95.0 2015-11-01   6005.90  \n",
       "1162             35.0 2015-11-01   3448.73  "
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.Postcode=='BA14'] # df.query(\"Postcode == 'BA14'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T16:04:33.527257Z",
     "start_time": "2017-05-24T17:04:33.496593+01:00"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "60295840.10000002"
      ]
     },
     "execution_count": 248,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Cash.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:11.372322Z",
     "start_time": "2017-05-24T16:43:11.358237+01:00"
    },
    "nbpresent": {
     "id": "6f8a913c-4fbd-43b7-b977-0572d9474699"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Postcode\n",
       "BT56     22349.97\n",
       "BT21     22866.87\n",
       "BT64     24221.85\n",
       "BT36     29881.69\n",
       "BT17     32642.83\n",
       "BT6      34574.91\n",
       "BT52     55697.38\n",
       "BT3      57728.22\n",
       "BT20     69649.89\n",
       "BT4      73901.93\n",
       "BT22     76448.21\n",
       "BT63     80514.89\n",
       "BT19     90062.63\n",
       "BA14     93785.72\n",
       "BT9     101001.24\n",
       "BT8     123077.28\n",
       "BT5     146119.69\n",
       "BT40    162768.04\n",
       "BT54    175783.89\n",
       "BT31    199843.06\n",
       "Name: Cash, dtype: float64"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('Postcode')['Cash'].sum().sort_values().head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:11.792635Z",
     "start_time": "2017-05-24T16:43:11.373505+01:00"
    },
    "nbpresent": {
     "id": "06dd0bec-79f6-4d5d-8dd0-143ee0c63766"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH4AAAI/CAYAAAABYR7qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAaOr/Afx/F/wFIiUBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f39950080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots()\n",
    "_=df.groupby('Postcode')['Cash'].sum().hist(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:12.363558Z",
     "start_time": "2017-05-24T16:43:11.794104+01:00"
    },
    "nbpresent": {
     "id": "02356a68-1e53-478f-ab1b-23d18bc9e063"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHgAAAIuCAYAAADE9b+TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VNedJvzn3lul0lbakRCrWC+r2TE7GLzEiyIbOyjT\nne7OTJru4U3Sm5p5e0un7Z7ud6Yz6knSM604ccc4bsdGtttR5MixsAEJBDZIYl8OIARCQiAhhNCu\nWs77xy0CZhVQpVO36vl+PvVBpdoeseupc35Hk1KCiIiIiIiIiIjsS1cdgIiIiIiIiIiIHg4LHiIi\nIiIiIiIim2PBQ0RERERERERkcyx4iIiIiIiIiIhsjgUPEREREREREZHNseAhIiIiIiIiIrI5FjxE\nRERERERERDbHgoeIiIiIiIiIyOZY8BARERERERER2RwLHiIiIiIiIiIim2PBQ0RERERERERkcyx4\niIiIiIiIiIhsjgUPEREREREREZHNseAhIiIiIiIiIrI5FjxERERERERERDbHgoeIiIiIiIiIyOZY\n8BARERERERER2RwLHiIiIiIiIiIim2PBQ0RERERERERkcyx4iIiIiIiIiIhsjgUPEREREREREZHN\nseAhIiIiIiIiIrI5FjxERERERERERDbHgoeIiIiIiIiIyOZY8BARERERERER2RwLHiIiIiIiIiIi\nm2PBQ0RERERERERkcyx4iIiIiIiIiIhsjgUPEREREREREZHNseAhIiIiIiIiIrI5FjxERERERERE\nRDbHgoeIiIiIiIiIyOZY8BARERERERER2RwLHiIiIiIiIiIim2PBQ0RERERERERkcyx4iIiIiIiI\niIhszqE6ABERERGFP9M0cwAcAlADQAKIBbARwMsADABTALQCaAOwFcARAP8TQGPgKbYIIf7BNM0v\nA/hLAAMAWgD8jhCib+i+EiIiosjEgoeIiIiIBksIIVYBgGmaKwB8RwixJnB9E4D3hBAfBq7/HoD/\nI4T4/k3P8ccAviSE6DBN83UAawH8fIjyExERRSwWPEREREFyvyschBCvmKb55wC+BsADYIMQoto0\nzVkAigLPcVAIsWGovxaiQcgC0HSX2923++QNhZADwPB7PAcRERENEgseIiKi4LqfFQ7TAXwVwHwA\njwDIA1AN4PsA/lgIsdc0zWLTNJ8WQnw05F8J0a1M0zS3wyovRwJ46i73TQTwjGmazwDQAPy5EOJA\n4Em+DuAVAL8UQlSENDEREVGU4JBlIiKi0LnXCofnABQLIbxCiFohxHdN04wBME4IsTdwnxIAj4c6\nKNEgCSHEKiHEIgBPANgcWIlzO1sBfFcI8SSsMufNG55kE4DxAFJN0/ytEGcmIiKKClzBQ0REFFz3\ns8IhB0CXaZofAEgC8GewtnC133CfCwCyQ5KU6CEIIY6bptkLYDSA+tvcvueGj3eYpplpmmYCgOVC\niF8LIbymaZYAWAXO4CEiInpoXMFDREQUXPezwkEDkABryOx3AbwW+NzN95GhCkv0oEzTTINVPt52\nlZppmt8xTfPFwMczYJWX/QB+bJrmiMDdHgUghiAuERFRxOMKHiIiohC51woHABcBHBdCSAA7A0Oa\nWwCk33CfkQCaQ52VaJCurVADrFVq3xJCDNzhvm8C2GSa5h/B+j/nNwKrdv4QwC9M0+yH9WfgO6EO\nTUREFA1Y8BAREYXIvVY4APgIwAYAb5umOQXAOSGExzTN46ZpLhNC7IS1uudfhiYx0Z0JIc7gDidj\nBW7/+m3uv+o29/sI1u99IiIiCiIWPERERME16BUOQojPTNP8kmma2wL3/Wbgpj8B8KppmjqAz4UQ\nn4Q6NBERERHZmyYlt/UTEREREREREdkZhywTEREREREREdkcCx4iIiIiIiIiIptjwUNERERERERE\nZHMseIiIiIiIiIiIbI4FDxERERERERGRzbHgISIiIiIiIiKyORY8REREREREREQ2x4KHiIiIiIiI\niMjmWPAQEREREREREdkcCx4iIiIiIiIiIptjwUNEREREREREZHMseIiIiIiIiIiIbI4FDxERERER\nERGRzTlUByAisgPTNHMAHAJQA0ACiAWwEcDLAAwAUwC0AmgDsFUI8UrgcVkAjgN4QQix/Ybn+0MA\nfymEyBmyL4LIBl4pKI0FEA/AGbg47vHxbT8348J2b1bXmQRYb2Zduxg3Xb/2RpcfgC/w450+Hszt\nXgADAPpuuvRf+3hpyft9wfvZIiIiIrqOBQ8R0eAJIcQqADBNcwWA7wgh1gSubwLwnhDiw5se8z0A\np2/8hGmamQDWhjwt0RB4paA0AYAbQGLgx4f5OBFB+r9JnyNhF4AlwXiuYKrKe1HCKoF+U/rgNkUQ\ngF4A3QA6AVwN/Nh5h+u/+dzSkvf7h/DLISIiojDCgoeI6MFkAWi62x1M01wN6xuvQzfd9E8A/hbA\n5tBEI7q3VwpKDQDpAIYFLhkA0nB/xcy1FTJhx6O7fKoz3IEGwBW4JAX7yavyXvTg1hLoKoAOAO0A\nLt/l0ra05P2BYGciIiKiocGCh4ho8EzTNLfD2p41EsBTd7ljDIDvAsgD8P0bPr8KQK8Q4nPTNEMa\nlqLLKwWlcbhe1Ay7zcc3X0+FVTZEJI/h8qvOoIgTVlGX9iAPrsp7sRvApcCl7TYftwFoAXABwIWl\nJe+3ByEzERERBQELHiKiwbtxi9YUAO+apjlHCOG9zX3/AsBPhBBXrhU5gdLnZQDPD1FesrnAKptM\nAMNvc8m+6bpbUcyw5DVcUnUGm0oIXMYO5s5VeS/2AbgIq/BpDvx424+XlrzvCUVgIiIisrDgISJ6\nAEKI46Zp9gIYDaD+Nnd5CoBhmua3AEwAsBDABljfiH8UKH2yTdN8Rwjx1SGKTWHklYLSZADjAOQA\nGANgBG4tbTIQplugwp1Hj4nY1UlhJhZWGXSvQkhW5b3YjluLnyYA5wA0BC4tS0veZzlHRET0AFjw\nEBE9ANM002B9M37bOTxCiKU33HcTgE1CiAoA5g2fP8NyJ3K9UlCaCKu8GXfTj9c+TlGTLDr4dCeL\nsfCi4frWsel3uV9fVd6Ljbhe+Fy7/KYEWlryfk+IsxIREdkSCx4iosG7NoMHsN61/pYQggNJo1Rg\n5k0Obi1urv2YriYZAYBXdxqqM9ADiQUwMXC5raq8F9twawHUAOvEwlNLS96/MgQ5iYiIwo4mJVfB\nEhER3eyVglIXrG0nObj9KpwsNcloMFye7j3Lzr67UHUOUuIygFMA6gI//uaytOT9FpXBiIiIQokF\nDxERRa1XCkpHwto2Nx63rsLJRgSfMhXpnL6+/Svq35mtOgeFnU7cWvxcu97E+T9ERGRnLHiIiCii\nBU6iGg9g6k2XKQCSFEajEDL8nmOrTr81VXUOspVeWNu8TgIQAI4BOA7g2NKS96+qDEZERDQYLHiI\niCgivFJQGgtgMm4tciYDcCmMRgpo0ndmdd2bOapzUMQ4D6vwOQbgeHesfvi1tRmiOL/oguJcRERE\nv8GCh4iIbKWmfGMMrOJmBoCZtfunpjRfHPY4rK1VPDmJLNJ/cU3dzzgniUKiemr8jqo5icsBtAE4\nErgcvvZxcX7RJZX5iIgoOrHgISKisFRTvlGDtbVqJgJlTuAyCTecAun3a/Xlny7J8vmNeCVBKTxJ\n2bWm7o1E1TEo8nTF6dX/9kLG/HvcrQU3FD6By+Hi/CKe8EVERCHDgoeIiJSrKd84HF8scmYAmAYg\nYTCPb7/irtz1+ZwVoUtItiOlXF33BjQOyqYgkkD7T/PS+7sSjOEP+BTnARwEUBO4VBfnF50LWkAi\nIopqLHiIiGhI1ZRvTAewEMCCGy4PvZXm4OFJe841ZfNYbPqNlXVvdTqkx606B0WOyrmJu/dNiV8c\n5KdtwfXC51rp0xjk16AhYppmDoBDsH4tJYBYABsBvAzAgDXgvxXW9r6tAHwAngg8XAcwXAgx2TTN\nWAA/BjBNCHGvFWNERABuWOJOREQUbDXlGxMBzMMXy5xxoXitmdNPjm9pTWvtH3ANC8Xzk/14DWe3\nw8uCh4Kj3W3s2jclfkkInjoTwNOBCwBg3eYNF3Fr6dMUgtem0BBCiFUAYJrmCgDfEUKsCVzfBOA9\nIcSHN9z/HwK3/R6s3w8A8D0A+2CtZiUiGhQWPEREFBSB4cePwCpxrq3QmYohGnysachYtnhf9acV\ni1jwEADAq8f0Aj2qY1AE8AMXi59MnTqEL5kF4JnABcAXSp9qXC99zg9hJnowWQDuWc6ZpukAsAHA\nY4FP/RWAdAC/HbpoRBRpWPAQEdF9qynfqMNaZn5tVc5CWOWO0uPIY2MH5k816yqPiQmcx0Pw6jF9\nqjNQZChfnHSuz6Wr3iZzu9LnAm4tfZrVxKMbmKZpboe1PWskgKcG8Zi1AD4WQvQCgBCi0zTN9NBF\nJKJIxIKHiIjuqaZ8Yw6+uM1qHoCw3PoybmzTgsbzWXWdnYkTVGchtTyGq191BrK/C+mOHWJc7HLV\nOe5gOIBnAxcAwLrNG5rxxdLn8+L8olY18aLWjVu0pgB41zTNOUII710e8w0AfzgU4YgocrHgISKi\nL6gp3zgMtw5Bts22J01D3JKF+z3lW5cMSKnHqM5D6nh014DqDGRvPg1n31+dOld1jvuUDeC5wAUA\nsG7zhuMAKgHsAFBZnF/UoChb1BFCHDdNsxfAaAD1t7uPaZoJAEYKIc4MZTYiijwseIiIolxN+cap\nAFYAWAlgCYCxahM9PIfDP2X+nCPb99bOXKU6C6njMVwe1RnIviTgL12Z3OF1arb/OxHWltopAP4A\nANZt3tCALxY+xxVmi2imaabBKt3uNodnFgAxNImIKJKx4CEiiiKB2TkzYZU5KwAsx/UTOyLKsIz2\nFVnDLu2/2JoxW3UWUsNjuPyqM5B9nc2O2XF2hGul6hwhMgbA1wIXrNu8oQXATgQKHwAHivOLfOri\n2d61GTyANYfnW0KIu60ozAbQctMTvAtr1c+15/qxEOLnIchKRBFEk1KqzkBERCFSU77RADAX1wud\nZQBSlYYaQn4/zm/ZtjjB63Umq85CQ29Eh6iY2ro7Ur9BpxDyGDj5o5eGjfUbWrRu87wKYBeuFz57\ni/OLONOKiCjMseAhIoogNeUbnbDm56zE9S1XiUpDKdbVHberYueCJapz0NDL7DqzfeaF7atU5yB7\nkcBA8ZOp9RcynKbqLGGkD8AeXC98dhXnF3WpjURERDdjwUNEZGOBLVdzAKwOXJYhygud2zl+Ytyu\nuvrRLHmiTGrP+Yq558u5gofuy9FxsRVbFifx983d+QDsw/XCZ0dxflGb2khERMSCh4jIZmrKN07D\n9UJnFaJoy9WDkhId23cs6OzpjRulOgsNHXffpR0LGz8M1+OtKQz1ObVDP34xY5rUNUN1FpuRAI4B\n2ArgYwBbi/OLetRGIiKKPix4iIjCXE35xhwAa3C91BmuNJBNDQw4DmzZtngmoOmqs9DQiB/o2LW4\n4QOu3KJBkUD3m8+mXWpPdkTCqVmq9cNa3fMRgF8X5xcdVZyHiCgqsOAhIgozNeUb3QCeBPAlWMXO\nOLWJIkfj+cyKA4emcOtFlHB5uvcuO/vuAtU5yB5qpsRV7pzrXqE6R4RqAPDrwOWT4vyiTsV5iIgi\nEgseIqIwUFO+cRyAXADPwRqOHK0nt4SUlPDs3jPrVPuV5Kmqs1DoOX19+1fUvzNbdQ4Kf92xes1r\nazPmqc4RJTywTuj6NazVPfsV5yEiihgseIiIFAgcX74EVqHzHIBpahNFD59fq9/y6ZIsn9+IV52F\nQsvwe46tOv0Wyzy6Kwlc+Wleem9XgpGtOkuUaoY1t+fXAMqL84vaFechIrItFjxEREOkpnxjCqxt\nV88BeBpAmtpE0av9irty1+dzuBUjwmnSd2Z13Zs5qnNQeNsxJ2FX7dQEzmoKDz5Yx7H/Gtb8nuri\n/CJ+s0JENEgseIiIQqimfKMJq9DJBbAUgENtIrrmwOHJexqbhi9UnYNCSMqWNXVvZKqOQeGr3W3s\n/llu+mLVOeiOWgGUwyp8Pi7OL2pVnIeIKKyx4CEiCqKa8o1OAMthFTrPApikNhHdiZS49On2R2X/\ngGuY6iwUIlJ2r6l7I0F1DApPfuDiT9ZmOPtida6mtAcJoAZW2fMrAJ9zdQ8R0Rex4CEiekg15Rsz\nADwDa6XOkwCS1Saiwerti9m7tWIRT1mKVFLK1XVvSA3QVUeh8PPxYvfe4+Pi+OffvpoA/ALAfwCo\nKM4v8inOQ0SkHAseIqIHUFO+cQaun3q1CPwG0rZO14+qPHZiPOfxRKiVdW91OqTHrToHhZcLaY4d\nm7+Utlx1DgqaNgC/hFX2bCnOL+pXnIeISAkWPEREg1BTvtEB4DEAebC2XuUoDURBIyV6d+ya29zZ\nlThedRYKvqVnii/EenuGq85B4cOnoeHVlzLSPE49UXUWColOAGWwyp6y4vyiLsV5iIiGDAseIoVM\n08wBcAjWnnIJIBbARgAvAzAATIE1YLANwFZYp0s8EXi4DmC4EGKyaZrfBPC1wO3VQog/GcIvI2LV\nlG/UAawEkA/gRQAZahNRqHi9+rHyrUsmSqk7VWeh4Hq04Rf1iQNXxqnOQeFBAv6SVcmHz45wPaI6\nCw2JPgBbALwPoKQ4v+iK4jxERCHFgodIoUDB854QYn7g+goAfy2EeCpwfVPg9g9v89jfA5AJ4FUA\nBwFMFEJ4TdMsB/C3QojPhuariCw15Rs1WKdd5QN4CQDf+Y8SLa1p2/fWzlilOgcF19zGj46m9l2c\npjoHhYcz2THbSx5LWaU6BykxAKvsKQbwi+L8oquK8xARBR2P6yUKL1mwhgbelWmaDgAbYG0ZkrD+\n05JommYXgHgAl0MZMhLVlG98FFap8xUAoxTHIQWGZVxekTmsbX9La/ps1VkoeDyGi7M4CADgNXDy\nwxXJPBI9esXA2mL9LID+dZs3lAPYDOCXxflFnUqTEREFCQseIvVM0zS3w9qeNRLAU4N4zFoAHwsh\negNP8DKA0wB6ALwjhDgRoqwRpaZ841xYpc46cKZO1NM06PNmHxm2ZdviDq/XyZPQIoRXd3lUZyD1\nJOB5f02q32doLtVZKCy4YB2UkAugb93mDb+GVfaUFucXdStNRkT0EFjwEKknhBCrAMA0zSkA3jVN\nc44QwnuXx3wDwB8GHpME4K8ATAZwFcBW0zRnCSEOhDa2Pa0vq50E4LeT0DlvrRGzLFYbSFGdicKH\nrmPk0kf376qoWrBEdRYKDo8Rw4KHIHJcuy5kOFeqzkFhKRbA84FL77rNG8pgbeP6sDi/qEdpMiKi\n+8SChyiMCCGOm6bZC2A0gPrb3cc0zQQAI4UQZwKfmgrgtBDiUuD2HQDmAWDBE7C+rDYLwFcB/DaA\nBQBwFW684XvhwmP6Z9WT9bPzlQaksJKY2LtkfM65XafPjGbJEwE8RqxPdQZSq9+pHS5flLRMdQ6y\nhThYhyq8CKBz3eYNxQBeL84vqlIbi4hocFjwEIUR0zTTAGTj7nN4ZgEQN1w/A2CqaZpxsE6LmA/r\neNCotr6sNhHAC7BOF1sD61SyL5DQh2/1Lxl+yG/uyDW2zo7RvO6hzknhacrk+ukXLmY09vTGcR6T\nzXn0GJ4mEcUk0FP8ZGqi1LVb/g0gugc3rBXT31i3ecMJAJsA/Kw4v+iesxKJiFRhwUOk3rUZPIC1\nTPhbQoiBu9w/G0DLtStCiIumaX4PwDYAXgC7hBA7QhU2nK0vq3XCmmH02wC+DGvg9D21In35674X\nG5/Ud9aN05s4YJegaUheumjfmS3bFo8ANF11HnpwHsPFgieK7ZsSV3052bFCdQ6yvckA/hHAfw8M\nZ34d1rHrHOJORGGFx6QTke2tL6udAmA9gN8FkPHgzyRlNlp2PGtULHBovrggxSMba2zKrDhweArn\ndthYas/5irnny/lrGIW6Y/Wa115InwtN01RnoYh0GcDbsLZw1agOQ0QEsOAhIptaX1YbC+tI8/UA\nlgfzuXX46p/RK7pH6RdnBPN5yX6khGf3nlmn2q8kT1WdhR6Mu+/SjoWNHwb17wgKfxLo+Gleek9X\ngpGtOgtFhUOwVvX8e3F+UavqMEQUvVjwEJGtrC+rnQngD2DN1gnhCVjSN1Y7v+NJfecSQ/PHhO51\nKNz5/Fr9lk+XZPn8xqC2/FF4iR/o2LW44QMOzI4yO2cn7KqZlsBfdxpqHgC/glX2lBXnF93tRFQi\noqBjwUNEYW99WW0CrFOw1gN4dChf2wHvieeMrXK41mYO5etSeGm/4q7c9fkczvGwIZe3e++yM+8u\nUJ2Dhs6VRGP3G19OX6w6B0W9iwD+HdYWriOqwxBRdGDBQ0Rha31Z7TxYpc5vwTrNQhHpmaidrVqt\nf7Zc1yRPYolSBw5N3tN4fvhC1Tno/jh8fQdW1r8zS3UOGhp+oOUnazMcfbF6muosRDfYA2tVzzvF\n+UVXVIchosjFgoeIwsr6stokWIXOegBzFcf5Aic8R543PolL166MV52Fhp6UaP10+yL0D8QMU52F\nBk/3e44/dvqtKapz0NAoX+Tec2x8HItYCld9AD6AVfZ8Wpxf5Fech4giDAseIgoL68tqF8GarbMO\nQILiOHch+6Zppz5frlcv1zTw+Owo09sXs3drxSJu97ERTfrOrq57c6zqHBR6F9McO9/5Utoy1TmI\nBuk0gH8B8NPi/KKrqsMQUWRgwUNEyqwvq00F8DuwVuvY6sQqF/oPvGCUp6VoXaNVZ6GhVVc/qvL4\nifGcx2MXUrasqXsjU3UMCi2fhnOvvpSR4nHqCrfzEj2QTgCbAPywOL/olOIsRGRzLHiIaMitL6td\nAODbsI45j1Uc5yHIrtnasX2LjAM8gjmKSIneHbvmNnd2JXKrnh1I2b2m7o0wXhVID0sC/tKVyYfq\nR7o4a4nszA+gDMAPivOLPlEdhojsiQUPEQ2J9WW1BoC1AP4EQEQdXRuP3uoXjPKRbq0nW3UWGhpe\nr368fOuSCVLqTtVZ6N5Wn9rk18AtlZHq7PCYil+sTlmpOgdREB0G8EMA/16cX9SrOgwR2QcLHiIK\nqfVltSmwtmB9C8AYxXFCSHYs1A8enqsfXao6CQ2Niy1p26v3zVilOgfd28rTb111+D1JqnNQ8HkN\nnPrRS8NG+wzNpToLUQi0AfgxgP9bnF/UpDoMEYU/FjxEFBLry2onAfhjAL8HIFFxnCHjRtdnLxhb\nJsZrfRmqs1BoSQl/9b7ph1pa07ktJMwtPfNuc6y3myvsIowEPO8+kVLXPCyGp6RRpPMCeA/W9q3P\nVIchovDFgoeIgmp9We1qAH8K4FkAmuI4ishLy/XqU9P1U4tUJ6HQ8vvRtGXbkkSv15GsOgvd2cKG\nknr3QPs41TkouI6PdVV8vDSZW7Mo2nwO4AcA3ivOL/KoDkNE4YUFDxE9tPVltQ5Yx5v/OYA5iuOE\njVR0VD1vbJnh0jz85j+CdXbFV1VWzefWvDA2t/Gjo6l9F6epzkHB0+/Ujrz6YsYUqWuG6ixEipwH\n8K8AXi3OL7qkOgwRhQcWPET0wNaX1SYC+H1YK3YieL7Og9Pgb16tf9Y0ST87X3UWCp1jYtyu02dG\nR9Tw8Egys3nrvszuBpbPEUICPf/+TNrFyykOrsoiAvoAvAXg+8X5RYdVhyEitVjwENF9W19Wmw3g\njwD8VwApiuPYwjC07cg1ts6J0bxRM48omkiJjm07FnT19saNVJ2FbjX1YtWeEZ0nF6rOQcGxz4yr\nqJzn5tYsolttBfB9AB8W5xfxmzyiKMSCh4gGbX1Z7VRY27C+BiBGcRzb0eE/96S+oy1HPz9bdRYK\nvoEBx4Et2xbPBDQexx1mJl6qrhp75TC30UWAnlit9icvZMyBpkXpjDeiQTkA4BUAH7DoIYouLHiI\n6J7Wl9XOA/BdAM8hagcnB4uUI7SWHc/oFQscmi9OdRoKrnNNWRUHD5tcWRBmxrYfqpzYVrNCdQ56\nOBLoeD0vvaczweCJaESDcxBW0fMfLHqIogMLHiK6o/VltXMAvAwgV3WWSKPDV/+sXtEzUr84XXUW\nCh4p4dm9Z9ap9ivJU1VnoetGdJyomNq6i8WbzVXNSqiqnp7AlVhE9+8QrKLnfRY9RJGNBQ8R3WJ9\nWe0sAH8H4HnFUSKc9I3VmnY+qVctNjQ/t7xFCJ9PO12+dUm2329whVaYGNZ1ZvsjF7avUp2DHtyV\nROOzN76cvkh1DiKbOwTg72Edsc5vAokiEAseIvqN9WW1M2EVOy+AW7GGjANekWts1bK0tsmqs1Bw\nXG5Pqty9Zza3BIWJ1J7zFXPPl3MFj035gdbX1mbovbF6uuosRBHiMKyi510WPUSRhQUPEWF9We10\nWDN2XgKLHUXkwCTtzO7H9M+X6Zo0VKehh7f/kLm36XzWAtU5CHD3XdqxsPHD5apz0IPZ8qh7z9EJ\ncTwFjSj4rhU97xXnF/lVhyGih8eChyiKBU7F+i6ArwDgyT9hwAnPkeeNLfHpWsc41Vno4UiJ1k+3\nL0L/QMww1VmiXfxAx67FDR8sUZ2D7l9LqmPn20+nLVOdgyjCHcH1FT0seohsjAUPURRaX1ZrAvhb\nAF8Fi50wJHunayf3LNNrVmgaV1TZWW+va8/Wyke58kAxl7d777Iz73I1lc34NDS++lJGssepu1Vn\nIYoSR2EVPcUseojsiQUPURRZX1Y7CVax858AcBtQmHOhf/9aozwjWesapToLPbi6+lGVx0+M5zwe\nhRy+vgMr69+ZpToHDZ4E/KUrkw/Vj3Tx141o6B2DVfRsZtFDZC8seIiiwPqy2gkAvgPga2CxYzOy\na452dN+jxkHOD7EpKdGzY9e8i51dCdx2p4ju9xx/7PRbU1TnoMFrGO6s+GB1KgdjE6l1HFbR8w6L\nHiJ7YMFDFMHWl9XmwFqx8zsAHGrT0MOIR2/1WuPjUYla73DVWej+eb36sfKtSyZKqTtVZ4lGmvSd\nXV335ljVOWhwvAZO/eilYaN9huZSnYWIAFhFz18V5xd9oDoIEd0dCx6iCLS+rDYFwN8A+DaAGMVx\nKGjklUfTIspSAAAgAElEQVT1A0fn6Mc4LNaGLrakba/eN2OV6hxRScrWNXVvcNi1DUjA8+4TKaea\nh8VMVZ2FiG5RCaCgOL+oWnUQIro9FjxEEWR9Wa0TwAZYq3bSFcehEHGj67MXjPKJ8Vp/huosNHhS\nwr+3dvqh1kvpnCky1KTsWVP3RrzqGHRvYoyr4tfLkrk1iyh8SQA/h7Wip0F1GCL6IhY8RBFifVnt\n8wD+CcAk1VloKMhLy/XqU9P1U4tUJ6HB8/u1xi3bFru9Xkey6izRZvWpTX6NpwaGtX6HduTVlzJM\nqWvcUkwU/voAfB/A/1ecX3RVdRgisrDgIbK59WW18wAUAuA7nlEoFVeqnjc+meHSPCwMbKKzK76q\nsmr+UtU5os3K029ddfg9Sapz0O1JoPetZ9IutKU4OIycyF5aAPwdgB8X5xf5FGchinp8J4vIpr76\nw60j1pfV/gzAXrDciVrtSFm6ybe256R/DPfD24Q7sWfpuJzGXapzRBuvHtOtOgPd2YHJcXtZ7hDZ\nUiaAfwVw6KWf/dmXVIchinZcwUNkM7kFJbEANgL4C+haU8LoxOaEnKS5ukNPVJ2N1MpE247njK1z\nYjQvfy+EOSnRsW3Hgq7e3riRqrNEi4UNJafdA+3jVeegW/W4tNqfrM2YA03TVGchovsnvY4j3uZx\nV7wXcuZBGhUA/rS0MO+Y6lxE0YgFD5GN5BaUvAjgfwHIuemmq87kmH1JZuoopztmwtAno3Chw3/u\nKX3H5bH6eQ7yDXMDA479W7YtfgTQuJp2CMxt/Ohoat/Faapz0BdJoGPTl9O7ryYaI1RnIaLBkxK9\nsiep2nN2Soa/K+3mU++8AP4vgL8rLcy7oiAeUdRiwUNkA7kFJTMA/ADA6nvdV3Pq+xLHJfXHj0yc\nr3FQZZSS/pHaxR1P6xWPOjR/rOo0dGfnGrMqDh4xucVyCMxs3rovs7thjuoc9EW7Hkmo2jsjgTOp\niGxC+rWzvtZRZzyNk2bBF5Nyj7tfAvA3AH5SWpjnH4J4RFGPBQ8FlWmaOQAOAaiBdYzite1ELwMw\nAEwB0AqgDcBWIcQrgcdlATgO4AUhxHbTNB+B1fz7AbQD+C0hRM/QfjXq5RaUpAL4ewD/FdbP3/1o\njs2MO+GelDLFiHVkBT8dhTsDvtPPGtv7RmgtXLUQpqTEwO49s063X0meojpLpJvSUrVn5NWTC1Xn\noOs6EvTPNuVl8CRAojAnJfxyILbae840fJeHzwXuezvlAQDfLC3MqwpFPiK6ju/uUygIIcQqADBN\ncwWA7wgh1gSubwLwnhDiw5se8z0Ap2+4/i8ACoQQe0zT/B6Ar8Ma4BYVcgtKdAB/AOC/A0h/wKfJ\n7mvpze5r6fUacY7d7kkp8bHD4rhtJ4r4YIz/pW+1L0drqnhC37nE0KRTdSb6Ik1DzKPzDzrLty7p\n9fuNONV5IplXd3lUZ6Dr/EDr5qfSJqnOQUR3JiVa/VeGHfU0TJ0g++MfpiCfBWBHbkHJawD+39LC\nvPYgRSSim3DfP4VaFoCmu93BNM3VADphrfy5JlcIsSfwcSsevOSwndyCkmkAdgIoQnC+boev17v4\nysFLsy5sO3fq6on2Sr/X3xmE5yVb0IwzctTK130vnb4o006oTkO3Mgw54dH5h/aqzhHpPIaLx/eG\nka2Puut7Y/Wo+bedyE6k13HI0zB5V1/1k8kDJ+etlP3xo4LwtBqA9QCO5RaU/FYQno+IboMreCgU\nTNM0t8PanjUSwFN3uWMMgO8CyAPw/WufF0JcDdyeAOB3AXwlhHnDQm5BSQyAvwTwVwBiQvIifkzs\nOdc1sedcV6czOaYyaXLqCGdSzMSQvBaFFS8c5ge+JwcmaWcqHtM/X6Zr8n63/FEIpaVeXTEy++Le\npuasBaqzRCqP7uL8hzDRkurYeWRC3DLVOYjoOinRI7uTagbOTsuU3SkzQ/hSWQDeyi0o+TqADaWF\neXUhfC2iqMMVPBQKQgixSgixCMATADabpnmnMvEvAPxECHHLhP1AufNLAP9LCBHRRy3mFpQsAlAL\n4O8QqnLni9yejoEVbXsvTrxY0XSgu6Fzt/RLbl+IeFrMSTlu5eu+tcfbZHK96jT0RbNmipyYmIFL\nqnNEKo/hUh2BAPg1NL6/JuUR1TmIyCL9Wr334pjKvto1nv6jS5bL7hRziF76CQCHcwtK/iq3oIRb\nyImChAUPhZQQ4jiAXgCj73CXpwB8yzTNzwA8C+BfTdOcHiiESgD8XAixaUjCKpBbUJKQW1DyfQBV\nAKaryCC9/lmdJ68svrit8XL7wUsVvj5vs4ocNHQ8iJn+ru/p4Tt98yqkBCfthwlNw7Bli/advvc9\n6UF49Zj7HQpKQSYB+avlyZcGYvQk1VmIopmU8Pn74j7rPzl7X1/1kzmes9NWwOdMVhAlFsA/ANiX\nW1DC0/SIgoBbtCikTNNMA5CNO8zhEUIsveG+mwBsEkIcMU3zrwFsF0L825AEVSC3oOQpAK8CGKs6\nS0BWf2tvVmtrr9eIMz5zT0xxxWbG80jhiKXFHZaTV57yjd3/glGekax1BWN/PT2kuLj+heak+kpx\nctwK1VkijVd38k0txRqznJWnR7lWqs5BFK2kRIu/PfOYp2HqZDkQF04n2E2HNYT53wD8Nw5hJnpw\nLHgoFK7N4AGsZv5bQoiB+3yObwI4Y5rm44HrvzlS3e5yC0rSAfxvAL+jOssdOHy9vkVXDrUBWtvp\n+JGJjYnjk2fpTl3FOzsUYn1wzX7b91znXO3ojoXGweWq8xAwYdy5+U3NmfVdXQnjVGeJJD7dyblT\nCnl11JWsSnlUdQ6iaCS9zgOepgk9vpYx8yH1cC1ZNQC/D+DLuQUlf1ZamPeW6kBEdqRJydX5REMl\nt6DkqwB+CGCY6iz3qduZFFPrnpySFZPsmqw6DIVGPHqq1xrloxK13uGqs0Q7r9c4Wr518SQpdc4l\nCBKXt3vvsjPvcoi1AhLwvvd4ysnzmTFTVWchihZSokt2J9cOnJ2WLbuTJ6nO8wDKAPx+aWEeRwcQ\n3QcWPERDILegZBSsY8+fU53lYWkO7VBiTlJn/Gj3fE3XhmIgNA0peWWRvv/IbP0498IrdrElbXv1\nvhmrVOeIFA5f/4GV9W/PUp0jGp0Y46r4aFlyuK4aIIoo0q/X+VpGN3qaJs6Bz2n3eVeXAXyztDDv\nHdVBiOyCBQ9RCOUWlGgANgD4HwDciuMEW6srI+6Ie3LKZEecY4TqMBRcSejc/YKxZXKc1p+uOku0\nkhL+vbUzDrdeSuOJQ0Gg+z3isdNvDdXpMBQw4NCO/uiljMlS1zgWgChEpIRX9sfv9TSYcf4rWbNV\n5wmBzQD+n9LCvMuqgxCFOxY8RCGSW1BiAngNwDLVWULMp8caNe6JKUZsZtxcTdN4Uk3EkK0r9b2n\np+p1nJuhiN+vNW7ZtjjJ63XY/V1Y5TTpa1hd9+YY1TmiiQR6f/50WvOlVMd41VmIIpGUuOhvzzrm\naZgyRQ7ERfr26mZYW7bKVAchCmcseIhCILeg5NsA/gnWkOnooaE+fmRiQ+L45Nkcyhw50nClKs/4\nZIZL8/DXVIHOzviqyl3zuWXuYUnZuqbuDbvNP7O1/ZPjKivmu3kiHFGQSY9zv+f8xD7fxdHzAT3a\nVse9BuBPSwvzulQHIQpHLHiIgii3oCQTwOsAnlGdRbEeh9tZk2SmZsYku7glIgJo8Dev0Xefn6g3\nzFOdJRodPT5+V/3ZUUtU57A1KXvW1L0RrzpGtOhxaft+sjZjNriqkygopESnvytln+fstJGyJ2mC\n6jyK1QP4emlhXqXqIEThhgUPUZDkFpQ8DavcyVKdJZxoDu1wwtikjoQx7vmarrlU56GHk4lLlbnG\ntnlOzZugOks0kRId2yoXdvf2xXLe1UNYfeoNnwbJ49JDTAJXN305vfNqojFSdRYiu5N+/aT34phm\nb9PEufA7ElXnCSN+AP8bwF+XFub1qw5DFC5Y8BA9pNyCEhes7VjfBsB3Ku/skis99rB7cupER7xj\nlOow9OB0+Bue0ne0j9XP80SiITQw4Ni/ZdviRwBNV53FrlacfqvD6edWw1DbPTOhas/MBG4rJHpA\nUsIj++L3es5NSfRfyeSg/bs7CuB3SgvzalUHIQoHLHiIHkJuQcl0AG8DmKk6i434dZdR7Z6YbMRm\nxXMos21J/0jt4o6n9YpHHZo/umZNKXSuMavi4BGTx00/oCVn3m2O83Znq84RyToS9M835WVwMDvR\nA5ASzb7L2cLTYE6DJzZTdR4b8QD4b6WFed9XHYRINRY8RA8ot6BkA4B/RrQNUg4mDWfjRiSccU9I\nnqU7jRTVcej+GfDVPWts6x+htU5TnSUaSImB3XtmnW6/kjxFdRY7WthQcto90M4TnUJEApdeeyEd\nPXFGhuosRHYiPTG1nqaJHl/LqHlRODQ5mD4A8F9KC/OuqA5CpAoLHqL7lFtQkgRrgv9XVGeJIL2O\nRGdNkpmaHpPimqo6DN0v6R2nNVY9rlctMTTpVJ0m0vl8Wl351iUj/H4jTnUWu5nb+NHR1L6LLCND\n5NOF7s8PT4zj6h2iQZASHf7O1P2es1NHy94kFs/BUw9gXWlhXrXqIEQqsOAhug+5BSXzAGwGEO2n\nF4SMZmhHEsa6rySMSZqnGRpXR9mIA17xZeNTPVO7PEl1lkh3uT2pYvee2dyqdZ9mNm/dl9ndMEd1\njkjUmuKo+vkzaZy7Q3QP0qcL78WcFu/58XPhd/DAgtAYAPDnpYV5/6I6CNFQY8FDNEi5BSV/BOB7\nAGJUZ4kSl2PSYg8lmSnjHfHO0arD0GDJAVOr371S37NM13haUSjtO2hWn2/Omq86h51Maan6fOTV\nk1xhEmR+DU2vvpjhHojRk1RnIQpHUmJA9iXs9TRMSfJ3DOPcxqHzHoBvlBbmXVUdhGiosOAhuofc\ngpIUAD8F8ILqLFHKr7uMGveEZMQOj5+naTxByA5iMHDoeWOLO027mqM6S6SSEq2fbF+kDQzEcN7J\nIE24VF2Vc+UwV5kEkQTkh8uT958e7eLKKKKbSKmd97Vln/CcM6fD4xqmOk+UOgVry9Y+1UGIhgIL\nHqK7yC0omQ/gXQA5iqMQAGhoiBueUO+emDxTjzHSVMehe5E9M7QT1Uv12uWaBp6WFgK9va49Wysf\nXag6h12MaT9cOamteoXqHJHkXKaz8j8eT+XPKVGAlJDwxNR6mib5fK2j5gEaV7Oq1w/gT0sL84pU\nByEKNRY8RHeQW1DyVVgrdzjINPz0ORKdNe5JKSmutNjpqsPQ3cWib98LxpZhyVrXKNVZItGp06N3\niJPjlqvOYQfZV09UTGvZxdlFQeLVUfejrwwb6eO8NCJraPLVtP2es9PGyr7EHNV56LbeAfAHpYV5\nnaqDEIUKCx6im+QWlGgAXgbwHdVZ6N40QzsaP8Z9OXGse55m6CzjwpbsnKsdObDQOLRMdZJIIyV6\nKnfNu9jVlTBOdZZwN6zr7PZHLmxbpTpHJJCA9/3HU040ZcbwVDKKatJnHPNeyGnzNo+fC78RrzoP\n3dNRALmlhXmnVQchCgUWPEQ3yC0oiQfwBoCXVGeh+9Yek+o6mGSm5jgSnGNVh6HbS0DP3heM8jGJ\nWm+W6iyRxOs1jpZvXTJZSs2hOks4S+1prph7/mOu4AmCk6Nd28uWJ69SnYNIBSnRL3sTqz0NU1P8\nV9O5kth+2gC8WFqYV6E6CFGwseAhCsgtKBkFoATAXNVZ6KFIPUavTZyQ7IvLTpjPoczhSLYv1vcf\nm6UfX6I6SSS5cDF9e83+6atU5whn7r5LOxY2fsjtbA9pwKEd+9FLGZOkzkKRoouUWqPv0ohTnnOT\nZ8LrSledhx6KB8A3SwvzfqI6CFEwseAhApBbULIQVrkzXHUWCiINjbFZ8XXuSSnTjRiDJw2FmSR0\n7n7B2DI5Tuvnf5KDQEr499bOONx6Ke0R1VnCVdxAx+4lDR8sVp3DziTQ9/OnU5supTonqM5CNBSs\nocmuGk/jJL/v0sj5AN84ijA/BPBnpYV5PtVBiIKBBQ9FvdyCkv8Ea5gyh0RGrn5HgqPGPSnV7UqP\nnak6DN1Itq7U99RP1U/zJKgg8Pu1xi3bFid5vY4k1VnCkcvbXb3szLvzVeews4OT4iq2LXBzmxtF\nPCnR7r+aftBzdmqO7Evk1u/I9jGA/NLCvA7VQYgeFgseilqBYcp/D+CvVWehoaPp2vH4Me7WxBz3\nPM3QOQwxTKThSlWe8ckMl+ZJVp3F7q52xlft2DV/qeoc4cjh6z+wsv7tWapz2FWvS9v/47UZs6Bp\nmuosRKEifcZRb/O4y97mcfMhDb75Fz2Owxq+fEp1EKKHwYKHolJuQUkCgJ8BWKs6CynTEZPq2p80\nOXWsI9GZozoMARr8zWv0Xecn6ufmqc5id0eOj9915uwozji6ie73iMdOv2WqzmFHErj6Rm761Q63\nMUp1FqJgkxJ9ssdd7WmYmubvTOPJcNHrMoCXSgvztqkOQvSgWPBQ1AkMU/4lgDmqs1BYsIYyj0/2\nxY1ImKdpmqE6UHSTMguXdjxnbJ/n1LwJqtPYlZS4sq1yYW9vX2y26izhRJO+s6vr3uRWiwfw2cyE\nnZ/PTFimOgdRMEm/dtZ3aeQZT+PkR+CNSVWdh8KCF8C3SwvzfqQ6CNGDYMFDUSW3oORRAL8AhynT\n7Z2PzYo/4Z6UMt1wGcNUh4lmOvxnv6RXdozRmzkw+AH1Dzj3fbJt0SwOBL2BlK1r6t7gn+37dDVB\n//z1vIxHVecgCgYp4ZcDsdXexsm6ry17HsAth3Rb/wzgz0sL8/jNMtkKCx6KGhymTPdhwIh3VCdN\nSkl0ZcSxYFBG+kdpF3Y8rVcuMjS/S3UaO2poHF5x6MhkDsS9RsreNXVvxKmOYScSuPTaC+myJ46l\nN9mblGjzd2Qc8pydOlH2J3CrIQ3GzwB8o7Qwz6s6CNFgseChqJBbUPJtAD8AwHdp6P7o2omE0YkX\nEnKS5ukOnVuGFDDgq3vO2DaQrbVOVZ3FbqTEwK7PZ9df6Uji3JmA1afe8GmQ3Io5SJ8udH9+eGIc\nV++QbUmv44i3edwV74Wc+ZAG3yyg+1UKYF1pYV6f6iBEg8GChyJebkHJ3wJ4WXUOsr2rzhTXvqTJ\nKaOd7pjxqsNEH+kdp53b+bi+a6mhSafqNHbi82l15VuXjPT7eRoMAKw4/VaH08/T2gbjUopR9dYz\n6TyRjWxHSvTKnqRqz9mpGf6uVL45QA+rEtYJW1dVByG6FxY8FLECx6D/M4A/UZ2FIovu1Pcljk/q\njxuROF/TNYfqPNHEAc+xPONTxzCtfZLqLHbSdjm54rO9s7hVC8CSM+82x3m7OXz6Hvwaml59MSNx\nIEZnGUa2If3aGV/rqLOexkmz4ItJUZ2HIsp+AE+VFua1qA5CdDcseCgi5RaUGAB+AuA/q85CEa05\nNivuhHtS6lTDZWSqDhM9ZL+p1X+2Sv98uaaBA4QHad/BKdXnmzPnq86h2sKGkjr3QPsE1TnCmQTk\nr5Yn7a8bHcvTJinsSQmfHIit9p4znb7Lw+dwaDKF0EkAT5YW5p1RHYToTljwUMTJLSiJAfA2gLWq\ns1DU8Bhxjmr3pJT42GFxs1SHiRYxGDj0vLHFnaZdzVGdxQ6kRMsn2xcZAwMx6aqzqDSn6ddH0nov\nTFedI5w1Zjor3388dYXqHER3IyVa/Vcyj3gapkyS/fEjVeehqHEeVslzRHUQotthwUMRZd3mDXH+\nruQfeFvGzPa1Z06Gz8ml5TS0dO1k/KjE5sRxSXN0h+5WHSfyyZ6Z2onqJXrtck3jEPV76el1fb6t\n8tGoHpg7s3lbbWb32bmqc4Qrr476V18aNtzr0HjaGIUl6XUc8p6fcNV7cewCSD1GdR6KSpcBPFta\nmPeZ6iBEN2PBQxFj3eYNCbAm3T8GWEt24TdO+LtSWnxt2XG+9iyThQ8NoU5ncsy+pMmpI5xJMRNV\nh4l0sejbt9Yoz0zSuvku7j2crBu948SpcctV51BlSsuuPSOvnlioOkc4koD3/TUpJ5qyYqapzkJ0\nIynRLbuTawfOTs2U3Sk8FZDCQTeAtaWFeeWqgxDdiAUPRYR1mzckAigDcMdvWqSEH37jpL87+UKg\n8JkEb0zq0KWkaKU59f2J45J640cmLuBQ5lCSV+dphw8sMA5HbXkxGFKiu7JqXmtXd0KO6iwqTLhU\nXZVz5TBPhrqNU6NdFb9ansxh3BQ2pF+r97WMbvA0TZrNN+koDPUBeK60MO9T1UGIrmHBQ7a3bvOG\nJAC/BrD4fh4nJST8+kl/d3Kz73K2y3c5axK8rqieTUEhd9E1LO540uQU04h1DFcdJlIloHvPWmNL\nToLWy8HXd+DxGke2bF1iShl9heOY9sOVk9qqOV/mJgMO7dirL2VM9OuaU3UWim5Swif74/Z6zpku\nf/twDvqmcNcD4OnSwrxK1UGIABY8ZHPrNm9IAfAxgIdebi8lJKR+yt+d1Oxry3b6Lg+fBK8r4+FT\nEt3Ca8Q5qt0Tk2NjM+Nnqw4TmWT7Yn3f8Vm6uK/iN5pcuJi+vWb/9FWqcwy17Ksnt09rqVqlOkc4\nkUDf219KbWpNc/J0MVJGSrT427OOehqmmHIgLlt1HqL70AVr8PJu1UGIWPCQba3bvCEVwBYA80L1\nGtKv1/m7k5p8l4c7fZeHT4QndlioXouilI66+JGJTYnjk2frDj1JdZxIk4yru583PjHjtP401VnC\njZTw7a2ZcaS1Le0R1VmG0rCus9sfubBtleoc4eTgxNiKbQuTuDWLlJBe5wFP04QeX8uY+ZA6V5CR\nXXUAeLy0MK9adRCKbix4yJbWbd4QD2ArgCE9DUb69XrZ4z7nuzzc4W3LngBPbNZQvj5FtC5nUsy+\nJDN1uDMpZpLqMJFFtq7S99RP0U9zsO5N/H7t3JZti5O9XkfUlIspPc0V885/zDIjoNel7f/x2oxZ\n0DSeQkdDRkp0+btSaj1np2bLnmT+m0eR4jKA1aWFeQdUB6HoxYKHbGfd5g0OACUAnlGdRfq1M4HC\nR/ddzh7PJcUUDJpDP5g4LqkrflTiAo3zMIImHe07v2x8+ohL80RNmTEYVzsTdu7YNW+Z6hxDxd3X\ntnNhY2nUfL13I4HON3LTOzrcxijVWSg6SL9e5704psnbNHEO/A636jxEIdAK4LHSwrwjqoNQdGLB\nQ7azbvOG1wF8XXWO25F+7azsdZ/zXc7SfJezc2R/PI9spofR6sqIO+qenDLJEecYoTpMJNDgP/+E\nXnVhvN44V3WWcHLk2ITdZxpGRsW8oriBjt1LGj6Iiq/1Xj6bEb/z80cSWXZRSEkJr+yPr/Y0mLH+\nK1mcO0fR4AKAlaWFeSdUB6How4KHbGXd5g3/COAvVecYLOnXGmVv4hlfe5bma8seK/sT+C4pPQif\nEWtUuyemOF2ZcXM0bqV4SFIOx6Udzxrb5js1X7zqNOFASlzZVrmwt7cvNuJXIcZ4e6qXnymerzqH\nap3x+p6fPp/BbYsUMlLigu/y8OPec+YUORDHkyMp2jQBWFFamHdadRCKLix4bmCa5mEAXxZCnA5c\nPwagQAhRFrj+AayZL38AIBXANwDEApgOoCbwNL8L4GcAviWEOBx4XA6A94QQ803T/DsAl4QQ/+eG\n1z0DYAaA+QDeBXDjkr4BIcSTt3vcDY89B8APwADwYyHEzx76JyMMrdu84dsAfqg6x8OQUmuUvQln\nfO1Z0teWPVb2JY5RnYlsRkN9/MjEhsTxybN1p56sOo6d6fCd/ZK+o2OM3hxVQ4bvpH/Aue+TbYtm\nA5FdIDp8/QdX1r8d1b/mEmh77YV0f0+cwYMDKOikx7nP0zSx39cyej6gO1TnIVLoLIAlpYV551UH\noejBv3S/aBuAlQBOm6aZASAewAoAZYHbFwKoAgAhxJsA3ryhvFl17UlM03yYDBVCiJfu8zFPCyG6\nTNNMAvDvpml6hBBvP0yIcLNu84Z1AL6vOsfD0jQ5SovvGqXHd8E5sg5Soln2Jtb72jN9vrYRY2Rf\n4ljVGSnMSYzraewa19PY1eNwx+xIMlMyY5JdD/WXTrTywxhb5l/pHyUvVDytVy4yNL9LdSaVXDGe\nOTOnnaw4dHRyRA8g9mtGVP86A8C2BYkne+KMRapzUOSQElf9Xan7PGenjpI9SXNU5yEKE2MBlOYW\nlKwoLczrVh0mmALfAx+CtchBwlr0sBHAy7AWHUyBNY+oDdbBOD4ATwQergMYLoSYbJrm4wD+MXB7\nmRDi74fwy4hILHi+aBuAXACvA1gG4E0AywHANM2pAOoBhO0fTiHEVdM0vw3gYwARU/Cs27xhNaxf\nC111lmDTNGRr8V3ZVuFzGlLiguxLOB0ofEbJXvc41RkpbMV7OweWX65ugebQDifkJHUkjHYv0HQt\nRnUwe9H0Rpm98qe+l049Z2z1ZGuXpqpOpNLoURcWn2saLq50JEVsaSg1LU51BpUuJRtVhybFL1Wd\ngyKD9OsnvRfGNnvPT5gLvyOiy2GiBzQXwDu5BSV5pYV5ftVhgkxcW+RgmuYKAN8RQqwJXN8EaxHE\nhzfc/x8Ct/0egMzA534I4ClYW9p2mqb5vhDi6NDEj0wseL5oO4D/Gfh4OYBSAKtM04yDtZJnG4DR\ng3yu103TvFYGxd502x+bpnnjKp2g7UsWQpw1TTPTNE2HEMIbrOdVZd3mDbMBfAAgKr5p1TQM1+K6\nh+tx9XCOqIeUaJF98ad8V7J8vrbsEbInaYLqjBR+pFfO6DrVga5THZdcGbGH3ZNTJzniHBzwfR98\nMCaW+B73jtfOVTyu71qqazIq/33UNMQsWnDQKN+6uM/vN27+tysiSOhRW/D4NTS/+0TqDNU5yN6k\nhEf2xVd7GqbE+zsyZwHgMedEd/ccrJ0If6Q6SAhlwSpp7so0TQeADQAeM01zPIDLQohzgdt+BWAN\nACdIyggAACAASURBVBY8DyEq/wN7J0KIy6ZpdpumORLWrJ2/AbAHwCJYhc9PYc3YGYz/fPMMnhtu\n+8FtZvBcs9I0ze03XK8QQnz3/r4SGLBm8tjaus0bxgH4CEDUHmmsacjU4noy9bh6OLPrISVaZX/8\nKV97pud64RPZ8zLovmT0X+pb1X+p2afHGnvcE5KN2Kz4uRzKPFia47Qcs/KnvuxjecanzmFa+0TV\niVQwDP/EhfMOV3y2d1akvhufqDqAChKQHy1Nah6I0XmCHD0QKdHsa8sWnnPmdHhieRId0f35dm5B\nSV1pYd4PVAcJIjPwfWssgJGwVuLcy1oAHwshek3THA5rG9c1FwDwzeyHxILnVttg/eaUgd94OwH8\n/+zdeXRc130n+O+999W+YkcB3BcUSC0URWqhZJJa2nZsy4ZlOkwyOZPJdHc6w8mcM3OOJz05nZNO\np+d00jPT6DnTZ2Y6dmez49hmvEzLcCeOJFOiSIqUxEUSRZHFHeCCtapQ2Gp5793f/FEFECRBEgBR\neFXA73MOD1BVb/nWAhD1q3t/9zkATwH4Lcy+wDNf8+nBMyUej7cDuJxIJKq6wLN3/74GFKea8aoL\n0wiBBuGdaJCxq3DFroIIScr7LujhxryVjMVoPLKRCz4MgNI5++nMmRQyn6a6fS2Bq6H1kS3SpaJO\nB6sGFlybfmx/Pt8uLh/cLd/fKcTSmx76ILU1mV0tzQPHb/Y1Lr3VpoTwEYQtQMrpKIvpZoPr0MVV\n3l1O52DVhQgEy/2heX1D3h5c+RQglvxKe4yV0b//8jdeu9LV2fFTp4MskOlTtNoB/DAej299wCyS\nfwLgt0vf3/meRaDYz4c9hGX3R+ssvIXii+5o6fJhFIfV9SYSiaxjqWYhHo8HUJzH+MdOZ3kYe/fv\nC6LY2JqH/D6AEKiT3uyzRnP3bu8jx9q8T/1D2rPl4Huu1Z++IwLDCYCqutDHFgBhdfbG+O6Bd256\nht7vO1QYzp91OlJ1EJ5ztH73X9p7zqQp3O10msUmBMQTj59b6XYXkk5nKQdLusaczrCYLIkr//nF\n6FNO52DVgwgZe6T2YP6T56/mTr201R5c9SwgllVRlLEykAC+9+VvvLbN6SALLZFInAOQxX3amZTe\nq7YmEomrpatu4PYP81sB9JYr43LBI3judhDAT1BqApVIJAbi8XgtFq9p8Z1TtIBbo4am9+5JJRKJ\nr5W+//t4PE4o9qn5s0Qi8cNFyFkWe/fvEwC+h+KS8WyOhECt8GSfkU09MJp6QIRhKnjP60xD1h6K\nNemxmjZAcGF3efJZo+bO1IkBCCXOBFaHhwOrQ9uFFMt+RaH7KcD92H77ixOPi8Q7O+SpnULc9WnT\nkiUEmp5/9tR7b73zTJ3TWRaaJd3jLl2IOJ1jMRBgv/ZidMIylndzaTY7ZMuE1b9mwLq5fhu0WqrT\nNBlzUgDAz778jdee6ers6HE6zEIpvV+O4f59eLYASExeSCQSV+PxeLjUzuQ6ioMqfr2cOZcDQcSj\noFjl2Lt/3x8C+FdO51iqiJApFnzqJ+xkS4MerYnzJ3LLWtJd5/0k3BZdb/hdK5wOU+l8yJ18Vb3e\nHBbjLU5nWUwXLq06dP7imp1O51hIT/f89FKokFoW8/wvrnAf/C+7ovxGnd0TEQqUC3xgdm+K6JF6\nbsLN2OL4BMDzXZ0dI04HmY87lkkHin14/iSRSLxWuv2vcMcqWvF4fA+Af5RIJPZNu24Xbi1y9ONE\nIvHvyp9+aeMCD6sYe/fv+xKKK5ctm0/InUaEEZie83amfsxOtjTokZo4IHlk3/KjpUedCK2PCG+z\n/0kheJTXvdHIdvnJx9vlJ59xOsliIcL4O0e2D42N+1c7nWWhbL3x8zO12b5HnM5RbgVDnP3m1+s3\naClcTmdhlYdI3LCTsQvFpsmeBqfzMLYM/RzAl5bg8unMQVzgYRVh7/596wEcB8BNYB1EhDGYnnN2\npm7cTrbU6tHadpDkNwbLiUCPLxa4ElofeVy6VY3TcSpVEOPvv6reWBMQ2UansywG01Jn3jjwXJxI\nLIkC8GO9b51sHO9e0qtJEZD//i/VXBusdS3L1eDYzIhAMN0nzetttj3Uuo1H8TLmuD/q6uz4V06H\nYEsHF3iY4/bu3+cHcAzAY05nYbcjwjgs9zk7UzdqJ1vq9EhdHCTdTudiiyJnBF0nwm3RGneNd7PT\nYSoTpZ6TJxOPy/PLYrng3v66t09++MgLTudYCO0D777XOnL+GadzlNPp9d6DB54J89QsBgAgwrAe\nqfvI7N60hnLBJTMaj7ElQKM4iufnTgdhSwMXeJjj9u7f9z0Av+Z0DvZgRMjCcp+zR+oydjJWqzN1\ncZDiJr1LnFDi08CqUCqwOrxdKOF1Ok+liWDk6FfVm3GfyNc6naWciGC/f+LRT4eStVVfjF+fPHFk\nTfr0807nKJesW3z0rT31j4GnWy57ZKuzVt+aIevmuu0gxY22GatMSQDbujo7lt2qnWzhcYGHOWrv\n/n2/A+D/djoHmx8i5GC5zunRuow1FIvoTH07SHEBYOlKu2s9H4fbatYYARd/AjyNAA3slu9dbZdX\nnnY6SzlpLa69cWBH1LKNkNNZHsaq9CfvbEwe3+V0jnIgYPQ7r9QOD4eNey5Vy5Y2IuQpG/zA7N5U\no0frlnyvKcaWiOMoNl0uOB2EVTcu8DDH7N2/byuAowB4BMgSQYQ8bNc5PVI7bCVjYT3c0M6fGC5J\nJN3yRHB9VPti/u3clPmWOqQOf0UdeNwjzLDTWcplZDRw+NC726q6yXRs5MLBzQNHluT0pfce8R8+\ntiVY1c8Pmx8icd0earloXmt7DJanzuk8jLE5+w9dnR3/o9MhWHXjAg9zxN79+0IATgLg5o9LGBEK\nsI2EHq1N2slY2B5ubIdWfqdzsQUkcN3X7L8U3BB9VLkVv6EAIKBvfFYeGVgnr291Oku5nDm7/ujV\nntaq7T3UMNb99uN9b73gdI6FNuqX7//FV+uX9CgydjsiaJiek+b1NrKHWrYBXHBnrMp9tauz4zWn\nQ7DqxQUe5oi9+/d9H8CvOp2DLS4imMWCT82QnYwFiwUfI+h0LrYg8kbAOB5qq4l4ar2POh3GeUTN\nGDr0JfXWdpewl1xRkwjpA+88ncvlvDGns8xHdKL34Lab/7CkRvAQkPyzV+v0hE/xctfLABFSOlN/\n2uzZtJZygVVO52GMLZg0gCe6Ojt6nA7CqhMXeNii27t/328B+JbTOZjziGDBNhJ6LDpkJ1sCdrox\nDl3dvT0YIJQ4618ZGgquCW0XSi7rKXoSdvcX5DsjK2Vf1TcmvlM+7zr55tvPbgWEcDrLXIVyyUNP\nX+/a6XSOhfTW9uCxj9v8zzqdg5UX2epTq3ddyupds5173jG2ZL0LYHdXZ4fldBBWfbjAwxbV3v37\nHgXwPoBl/aaPzYwINrRK6LHooJ2M+e10UxtsV8TpXGzeht01no/CbTWrjaBrjdNhnEN6peg99Evy\n0LNK6CXVc6z7WvPBTz5tq7qRML7CyNHnen5StVPM7pSMqHe/+6W655zOwcqDCFmaCJ0wezbV6tHa\nzU7nYYwtiv+1q7PjXzodglUfLvCwRbN3/z4J4BiAp5zOwqoDETS0Oq/Hov12Muaz001xLvhUJZJu\neSq4LmL6WgLbhRDK6UBOULAuvKLesmJiaJPTWRYKEfJH3nuiO5MJtzmdZS7c1sTxnVf/drvTORaC\nFuj91p56f94t+XfjEkNadNtDrVfN622Pw3LXOJ2HMbaoLABPdXV2fOh0EFZduMDDFs3e/fv+JwD/\np9M5WPUqFXwu6PFIn52Mee10Uxv/0VtlBG54m/wXQhuijyjPcuwVQuZ60fPuy/Lo81KQ4XSahWDb\n8sLrB3as1Lp6posYdv707ivfr/ppcwTQ330mfOriKu+TTmdhC4MImgre49b1NmUnY09W4xRIxtiC\nOQXgaZ6qxeaCCzxsUezdv281gDMAAk5nYUsHEQhaFgs+qZjbTjVt5KVhq0ZB+Y0Pwm3RsKfOV/Vv\ntOfKBfNsh3rTXS+G1zudZSEkU5GDxz7YUjVTtaS2Ei9e/m7c6RwP62aD650ffrZml9M52MMjQlJn\nGk6b3Zs2UN6/wuk8jLGK8ftdnR1/7HQIVj24wMMWxd79+/4OwBeczsGWNiIQSF7U4+HeYsGneT1M\nzzIcJVJlpEgEVgYHAmvCT0pDLqMiMOXbxeVju+X7O4VAVS9tTAQ69XH7yd6+xm1OZ5kNQbrnpUvf\nqeqVh2yJq3/69YZGyxBLbpW25YQs4xOrd13G6lu9HaSWVI8uxtiCyAPY2tXZcdbpIKw6cIGHld3e\n/ft+DcD3nM7BlifS8pIeD9+wU82GnWreANPb6HQmdk8ZV9TzYTgeXeUKutc6HWaxeJD/+KvqjUiN\nGF3tdJaHQYT+N9/a4SqYrlqnszwQ0dDLl75d73SM+SLA/v9eip691ux+1OksbO6IMEET4ZNm96Z6\nPVbT7nQexljFOwbg+a7ODu10EFb5uMDDymrv/n21AM4C4DfVrCKQFldoInzdTjUrO9W8jgq+Zqcz\nsbtJlzwZXBcxfa3LpSkzjW8R5048Kz/cKQSqtufGxIT32FuHnq78pbqJci9f+nbV9Ay606VW98Gf\n7Y5WzZQ4VkRaXLUHV3ab1zc+wQsGMMbm6BtdnR3/3ukQrPJxgYeV1d79+/4SwG86nYOxeyEtrtJE\n6JqdapZ2KraOCr6Y05nYbXq9Tf7zoY3RTcqjlnyh2IfsiVfVG7GwGG9xOst8Xbi06tD5i2t2Op3j\nQV68+G1LovoaXZsKiT/95YZ1WgqX01nYgxHBpoL3hHUtruxUMzdNZozNVxbAY12dHZecDsIqGxd4\nWNns3b/vJQC/cDoHY3NBWvRQNtRtp5qknYqtoby/1elMDABgKr/xQWhjNOit9z3udJjyosxT8vQn\n2+SZ551OMh9EGH/nyPahsXF/RU8523X5exmXLlTVKAoC8j/4fE3PQJ1ro9NZ2P0RYVAPN54xu9vb\nqOCv2oItY6yivA3gpa7ODn4Dz+6JCzysLPbu3+cFcBrABqezMPYwSIvrlA1etdNNsJOxNZQP8Oom\nTpPiQmBFsC+wNrxVGjLodJxyCWL8vVfV6+sCIld1jcJNU515463n4kSiYkfIPHf1Rzd91lhVvfH+\nZL334C+eCfPUrApGlnHaurl+1OpfvR0k3U7nYYwtOf+sq7PjPzkdglUuLvCwsti7f9+fAPg9p3Mw\nttCIxA3KBq7a6SZtJ2OrKRes6pV4qtyoK+I+FY7XtLpC7iWx3PjdKPkZeeL8o/LCDqeTzFVvX/3b\nJz/a/ILTOe7l6Z6fXgoVUlXzusm5xUff3FP/GISo6hXXliIijNN45GShe1MjjUfjTudhjC1pAwA2\ndHV2jDodhFUmLvCwBbd3/74tAI4DqNhPbhlbKETopVzgsp1q0nayZSXlgmuczrQcCZf8MLg2nPO3\nBrcLWbmjRuYripF3v6re2OQVhRqns8wWEez3Tzz26VCy5jGns8xk642fn6nN9j3idI7ZIGDsO6/U\npofDxkqns7BbSMvL9sDKa+aNDVthu8JO52GMLRt/3NXZ8ftOh2CViQs8bEHt3b9PADgK4BmnszDm\nBCL0US5w2U432nayZQVlQ8tmue8K0edt9CVCG6Nx5TWW1AppAtT/gnyvJy6vPOV0ltnSWvS8cWBH\njWUbIaez3OnR3rdONo13P+l0jtl4/xH/oaNbghXfuHo5IIJFed9x81rco9PNW53OwxhblrIA2ro6\nO647HYRVniX3KSdz3C+DiztsGRMCzcI33ix9V+BquQIiDFDOf9EebrTsZEsrTYSrZkpIlWrODWSb\ncwNZS/mMY6GNUa+3wfeE06EWAkE0vaWfbTqt2w5/Rf1ii1tYFVc0uZOUtGrH0x8dPnR022ecznIn\nU3lMpzPMxqhPfsDFHecRYUCnmz41e9rjVPA963Qextiy5gPwxwB+w+kgrPLwCB62YPbu32cAOAOg\nzeksjFUqIgxS3n/JTjcW7GSspVjw4WVzy0rikr81eCO4LrJVGrLiiyKzIaCvf04eHlwrb1TFCIJP\nPl1/tPtaa0X1EVqfPHFkTfp0Ra9URkDqz79aZ437VaPTWZYrMl0fmTfXT9gDq7aDJC9NzxirFARg\ne1dnx0mng7DKwiN42EL6x+DiDmP3JQQahHeiQcauwhW7CiIkKe+7oIcbC1Yy1kzjkY1c8FlgGusn\nro2tn7g2NuYKuw+F4zXNrrC7qpeZJsgV/6B3tsb04MEvqrefcgnb73Sm+3lk06X2/sG63lzOG3M6\nyyRTemynMzzIwW3BxLhfVVRhbDkgwqgei54yuze10ERki9N5GGNsBgLAvwPwktNBWGXhETxsQezd\nv88H4CKAqlpylrFKQ4Q0FXzn9XBDzk7GmvVYdCPAq+YsNGHIj4Nrw+P+FcHtQoqq/lRewr76BfnO\n6ErZV5HNjCfl866Tb7797NZKKWDGRi68vXngyAtO57iXVFi9+9ev1D3ndI7lhLS8aPWvumnd2LAV\nuvL6RjHG2Ay+0tXZ0eV0CFY5uMDDFsTe/fv+FwD/1ukcjC01RMhQwZvQmYasPRRr0mM1bVzwWVAD\nngbf2fDGaJvyGRUzumTuyF4lbh7+vDy8QwntdjrNvXT3xA5+cnbjbqdzAED9WM/bW/oOvOB0jplo\ngd5vfa3el/fIqNNZljoimJT3Hzd72n16uHFJ9OtijC0rCQCPdnV2WE4HYZWBCzzsoR3p2BO51Or+\nfn+dK5SMGsFUWNWNBFWzrvJPxRmrRKWCz3mdqZ+wky0NerQmDgjldK4lwFJedSK0MeryNvqrYmWl\nmShYF76s3rKbxVC701lmQoT8kfee6M5kwo5P541m+w5uu/Hziig23envnw+fOL/au83pHEsZEXrt\nVHPC7GnfBNPb5HQexhh7CL/T1dnx/zodglUGLvCwh3akY88fAPjX068jQJNAf8EQg+M+OZoJKTMZ\nMWQyaviTEVUzHDJiliEqumcEY9WACCMwPeftTP24nWyp1yM1cUByf7WHIXDZ3xq8FlwXeUK6ZMTp\nOHNH5nrR8+7L8ujzUlDFvRZsW154/cBzq7SWHidzBPPJw89c66q41b1u1hvv/PBztbuczrFUken6\n0LyxMWcPrNjOvysZY0tED4D1PIqHAVzgYQ/pSMeeEICrAGrnui8BSdMQA1mvyGQCKp+KGBiKGt5k\n1IimQ6qJh6YzNndEGIPpOWeP1I3ZQy31erQ2ziu/zNu4K+w+GWqLNrkjHsdHnMyVC+anHepNT70Y\nXu90ljsNJSMH3zu+xdHRM77CyNHnen5SUQ2MbYnuP/16QwN/ALKwiDCiR2tOmT2bVhRXLmSMsSXn\nv+7q7Piu0yGY8/iTC/awfgfzKO4AgADq3BbVuccIkTGNVf3mbbcTMGor9GXdcng0oLLpsNJDUcOd\njBrhVFg1jPtkI0RlNOtkrFIIgSDc+e1G/U0Y9TdBhAlY7tN2pm7ETrbU6pG6dpCs2B4tFSZgjhR2\npo4PQBji4+Ca8Jh/ZWi7kKIqHj8Trs0/sn8pt0lcOrhLfrBTCFRM76a62syuWNPgid7+BsemIdnS\nqKjCJwH2a7ujI5YhVjudZakgW16w+lf3WjfXb4M2KnI6HmOMLZDfBcAFHsYjeNj8HenYEwBwBUCD\nE+cnIK8l+vIukRzzq4l0WFnJiGEMRY1gKqLqRwKqmaTgIiZj0xAhC8t9zh6pHbGTLVGdqWsHKUen\nylSZQU+990yorabN8BlVs2qgB/mPXlVv1ETF6Cqns0wiQv+bb+1wFUzXvD4keFiGnf9495XvP+7E\nuWdyudV9sGt3lIsQD4kIJuUCH5g97UGdaaiY55cxxhbBF7o6O37udAjmLC7wsHk70rHnfwbwfzid\n414IsEmgv+ASQ+PeqT5Aaihq+FIRo3Y4pGKWIXxO52TMSUTIwXKd06N1GWsoFtGZ+naQ8jqdqwrY\n0qtOhDZElbfR96SoitGENL5FnDu5Q3240+kkkyYmvMfeOvT0s06cW2rr/IuXv1sRU+9MhcSf/nLD\nOl6cYP6IxE072XzBvBbfDNPryAdPjDHmsLe6OjtecjoEcxYXeNi8HOnYYwDoBlA1n2DPhIAh0xAD\nE145MhKQk32AfMmoEUmHVXPeXY0NVhmbPyLkYbsSeqQ2ZSVjET3c0A5SXAi9H4GrvpZAd2h9tCqa\nMvuQPfE19XpLSExUxLLw5y+uOnTh0ppFLzoJ0tdeuvSdlYt93jsRkP/B52t6BupcG53OUm2IQLDc\np8zrG017cMV2XlGQMcbwVFdnx3GnQzDn8PQVNl9fQpUXdwBAAPVui+rdYzaiY/ZMfYBGLIX+nEem\nRwMqlwornYwYnqGoEU4X+wA1cB8gtpQIAQ8M83FV2w9V2w8iFGAbp/VobdJOxsL2cGM7tOIGsNMR\n1mRvjK/J3hifMEKuQ+G2mgZ31FORy5QDQBa+bX9jfyXztPz48JPyU8dXkdq4vmfrzb7G7vFx/6L2\nniFURiPjT9d5jw3UuXhq1hwQIaNHaz8yuzetpGzoSafzMMZYBfnnAPY6HYI5h0fwsHk50rHnZygW\neZY1AnJaoi/vFqlRnxofDiu71AcolIoYdSMByX2A2JJCBBO2cU6P1qTsZCxQLPgYQadzVRqhxCeB\nNeFMYFVou5CiYnschTD23qvqjXV+kXN0Sotpqk/eeOu5dqJF/H1JlHv50rcdnY6Yc4uPv7mn/lEI\nUTENsCsZ2Sph9a0esHrXb+NCM2OMzcgGEO/q7LjkdBDmDC7wsDk70rFnBYpLo/NQ6Aco9QHqK7jE\n0LhPjg0HlZmMGioZNfzJiFGbCapm7gPEqhkRLNhGQo9FB+1kLGinm+LQRsjpXBUk6a7zng63RTcY\nftcKp8PMjJKfkScuPCovONILZ1JvX/3bJz/a/MJinvPFi9+2JMiRIjwBY995pTY1HDYqpvF1JSJC\nnrLBE2ZPe0iP1D/mdB7GGKsC/7Grs+O/dzoEcwYXeNicHenY8y8B/JHTOZYKAgZNQwxOeGUmE5SF\nqT5AESOaDqumAvcBYlWECDa0miz4+O10UxtsF7+GAS096nhoQ0R6m/zbKrEpcxSZd7+q3tzsFYWo\nE+cngv3e8cfOJlM1jy7WOXdd/t6wSztzfz/Y7D/07hPBiml4XWmIxHV7KHbJvBZ/BJan3uk8jDFW\nRSYANHV1dow5HYQtPi7wsDk50rFHArgMYFF7JSxnBGRKfYCGRwIqmw4rDEUNdzJqhFNh1TjhU7xa\nCKtYRNDQ6rwei/bbyZjPTje2wXY78oa6Ygh0+2KBq6H1kcelW9U4HWc6Ad33onzvWpu8+pQT59da\ndL9+YEedbS/OtL/nrv7ohs8aa12Mc0035pPH//zV+u2Lfd5KRwSC6TlpXt9o20Ot2wGeusYYY/P0\nm12dHd92OgRbfFzgYXNypGPP5wH83Okc7JZSH6DenFumxvxyIh1SdjJquJJRI5gKG3UjARkjySuL\nsMpQKvhc0OORfjsZ89jppjZY7ooqciyirBF0nQi3RWvdNd7NToeZrh6pw19Rv9jiFtaiT7fLjAQO\nHz66bVGaPz917aeXwvnU+sU41yQC0n/+1brCuF81LeZ5KxkRhvVI3Udm96Y1lAvyB0iMMfbwDnR1\ndrzsdAi2+LjAw+bkSMeeHwHY43QONnsEWCTQl3eJ5LhPjg2HlJmKGGposg9QSMVsJRxtNMqWLyIQ\ntLygxyN9dirmtlNNG2F56pzOtdiEEp8GVofSgVXhbaJCfh4F9PXPycNDa+WNJxb73J98uuFY97WW\nsvcE2nrj52dqs32PlPs80x18Mnj0w3b/jsU8Z6UiW521etcmrd6120CK+9ExxtjC0QDWdHV2XHM6\nCFtcXOBhs3akY08jgOsAXE5nYQuHACJgyDTEQNYrRzJBVUhFFPcBYo4gAoHkJT0evlks+DSvh+lZ\nTtMQU+5a7+lwW3StEXBVQPNdohgGDn1JHXzKEPaivQEnQvrAwWfyubynuZznebT3rZNN492Ltsx2\nKqze/etX6p5brPNVIiLkKBs8YXZviurRukUtrjHG2DLzL7o6O/7E6RBscXGBh83akY49vwvgf3c6\nB1t8BIxYCr1Zj8yMBlQ2FVEYihjuZNSIpMOqgfsAsXIiLS/RROimlYwpO9W8Aaa30elMi0BLjzoZ\nXBchX8y/TTi8jLaEfeWL8uD4Ctm/aA2Q83nXyTfffnYrUL6G1PGBd4+tGDm/KKuHaYG+b32t3pv3\nyGXZg4q0uGYPtV4yr7c9Dstd63QexhhbBs52dXZU1BRwVn5c4LmHeDy+BsBpACcAEAAvgN9FcfUo\nBaAdwCCAJIADAGwAny3tLgE0A3gRwN9MO+w6AL+XSCS+V/57sPCOdOxJAGhzOgerPARkbYm+/GQf\noLCyhyKlPkARo37UL5u5DxBbKKTFFZoIX7dTzcpONa+jgq+sozwcJ3DN1xy4HNwQeVS5lYPT18he\nJW4e/rw8vEMJ7V6MM17tiR08c3bj7nIdf13y5OG16Y8Xpd/P3z8XPn5+jXdZNVYmgobpOWFea4Od\nbNnGTZMZY2zRPdXV2XHc6RBs8RhOB6hwiUQi8QIAxOPxXQD+IJFIvFy6/FcAfpRIJH42bft/U7rt\nvwHQmEgkbgCY3N8A8DaAny5S9gV1pGPPLnBxh92DAHyGxlojp9cGchpNKQtAfur2Uh+gG3mXGBz3\ny7HhoGElo0oNRY1AKmLUZoIqZivhce4esGoiJK0VwcxaGczAtSoB0qKbsqEeO9Ws7GRsLRV8Macz\nLijCymzv+Mps73jeCLiOhNqiUU+t14GpLUL1UOvuv7D3XPiyOqCbRTJe7jOuXtn77PUbzRcyI6GN\n5Ti+KT26HMe9U2+dcej8Gu+yWRKdCCmdqT9t9mxaS7mAIyuyMcYYAwD8BgAu8CwjXOCZvSYAfHUK\nLgAAIABJREFUNx60UamQsw/F0TvT/SaAHycSibGFj7YofsXpAKx6CcAQhFZfgVp9BRv1wzY2XL91\ne6kP0IDpEoMTxT5A+VREyaGo4U1GjJrhkGoquGXYuXvAKpmQtFoERlbLwAhcK8+DtOihbKjbTjVJ\nOxVbQ3n/oi+DXSYea9x8Pn1qEEKJs/5VoaHg6tB2oeSiNqe1YWz8z/ZnzQ2i++2X5LGdUlDZRucJ\nAc+Opz/C6weey2stF7wIbCl32Ycx2xLdP3mpZtH6/DiJbHXGurkubfWt2Q5SZRt5xRhjbNZ+9cvf\neO0bXZ0dptNB2OLgAs/9xePx+NsoTs9qBfD5WezzNQD/kEgksndc/08BfG5h4y2qLzkdgC1dothk\no9FjUqPHtFEzamNN7+3bEJCxFPqyHpkZCapcKqwoGTU8yagRToWMxqxP1juTnlUaIWmVCIysKhZ8\nLoBIXKdssNtONZGdjK2hfGCF0xkfFtm0afzKCMavjAy7azzvh+M1a4yAaxGXlxaui7TmhW679cxX\n1Zu+OjG8rlxnUkpvfOrJTw6+d/zxBS8YmNJT1gIPAfqnuyMjlkss2aW/iZClidAJs3tTnR6r5abJ\njDFWWRpQfA/6X5wOwhYHF3jub/oUrXYAP4zH41sTiYR1n33+CYDfnn5FPB7fAeBcIpEYKVvSMjrS\nsecxAEv2j1NWHQQQcdmIuCY0whMaKwZu/yCCgInJPkCjAZlNh5SdjBquoagRSoeN+pGAbIbDjWqZ\nM4SgFcI/ukL6R+FacRFE4gZlA1ftdBPZydhKygWr+fdbtJDO7x461kfSLU8E10dsXyywfbGaMptw\nPfJD+5dym8XFgzvl8Z1CoCznrasd3hVrGjzR29+wbSGPayl32Ro4A8DVFvehnphnSY5kIS267aEV\nV81rG7fAdi9KHyPGGGPz8gVwgWfZ4ALPLCUSiXPxeDwLYCWAKzNtE4/HAwBaE4nE1TtuegXAm+VN\nWFavOB2AsQcRgN/QWGfk9LpATqM5eXcfIC1ws+ASQ+N+OZ4OGWYyolQyagSSEaNuJKiauQ/Q8iAE\ntQr/WKv0j8HVeglE6KVc4LKdatJ2smUl5YJrnM44D0IX9LaRs2mMnEtf9zb5L4Y2Rh9VbrUII9uE\n91PauPuSveqjV9XrtVExtnLBzyAgtm452zr0VjRtmq6ahTquJV1lm15mKpz/2c7IjnId3wlE0FTw\nHreutUk7FdsGLN2RSYwxtoRU8ywSNkdc4JmleDxeCyCG+/fh2QIgMcP1TwH4QTlyLZIvOx2AsYcl\nAEMRVvgKtGKyD9DGa7duL/UB6p/WB6iQjCiZjBq+ZMSIpsOq2XTJkHP3gJWLEIgJ33hMtl6Gq/Uy\niNBHucBlO91o2cmWlZQNrXU645wQVuT6Jlbk+iYKKmAcCW+siXjqvGVf3jwPz5Yf2K+MPSHOHnpW\nfbTgDYWFQPPzz5469vahpxdsWXNblKfAQ0Dhxy/XQCuxKKuNlRsRhvRwwxmzZ9N6yvufdjoPY4yx\nOdn45W+8tqars+Oq00FY+XGB5/4me/AAxT48/0MikSjcZ/sYgIE5XF/xjnTsqQfwjNM5GCu3Uh+g\nJo9JTffpAzRsKfRnvXJ4JKByqbDCUI3hSUaMSDpsNGa90sElrNlCEQLNwjfeLH1X4Gq5AiIMUM5/\nyR5uNO1kSytNhNc7nXGW3Pa49Xz6w0EIKRL+VcGB4JrwNqGkv3ynFMEPafPO89ba46+q11tDYmJB\nVzQL+HPPblzfffjCpdULMiXIloZrIY5zp7NrvUf7611VPzWLLOMTq3fdiNW3ehs3TWaMsar2OQDf\ncjoEKz9BVPYFJFgVO9Kx51dQ3aOPGFs0pT5AvTmPTI/55UQ6bOihiHIlo0YoFTEaRv2yifsAVT8i\nDFLef1EPN5jWUEuMJsIbivXBqpBxRz0fhuI1q1xBV5lHJlHmafnxJ0/KT59f0KMSxg4e2Z4aH/ev\nethjGXb+9O4r339sIXJNyrnEx9/8ev2j1fqzToQJGg+fMHs2Neixmnan8zDGGFsQP+7q7Pi60yFY\n+XGBh93XkY493wTwz5zOwdhSQICpBfoKbpEc86mx4ZCySn2AgsmIUZsJqthSmdKxnBAhSXnfBT3c\nWLCSsWYaj2ysgoIPSZc8FVwXMX2tge1CiLL1oglh7Nir6o31fpFrWKhjmqY6/fqB5zYDD5dbauv8\ni5e/27ZQuQgY/+sv1Q6lI0bV9aYhLa7Ygyuvmdc3boHtijidhzHG2IJKA2jo6uywnQ7CyosLPOy+\njnTsuQigWqYjMFbVCCAS6DcNMTjulaOZkCqkIoYciipfMmLUDIdUs+mSQadzsvsjQpoK3gt6uDFr\nJ2PNeiy6Eajo0Ry93iZ/IrQx+ojyqAUrwtyOhnbK4xcfkRcXrH/Ozb76t099tPmFhzmGIH3tpUvf\nWbCm0Mc3+Q8d2Rpc8P5D5UIEmwq+42ZP3KXTTVuroDDJGGNs/nZ0dXYcczoEKy8u8LB7OtKxZxWA\nbqdzMMZuISBtKfRPeGVmNKByqYiBoajyJCNGNBU2GnNeWet0RnY7ImSo4E3oTEPWHoo16rGatocd\neVImpvIbH4Q3RoOeet/j5ThBDTJHvqreeNQjzIceIUIE673jj51Lpmrm30CaKPnypW8vSO+sMZ88\n/uev1m9fiGOVGxEGdbrxjNmzKU4F34L2SWKMMVax/rCrs+NfOx2ClRcXeNg9HenY85sA/tLpHIyx\n2SNg3Jboy3lkerTUBygZNdxDURVKhY36Me4D5DgiZGB6ztvDDRN2sqVBj9bEK67gI8X5wMpgf2BN\neKs0FnbUmIDufUkeu7FRdj90MURr0f36gR11tm3MLyNR/uVL3/Y8bA4C0n/RUZcfC6jmhz1WOZFl\nfGzdXD9m9a9+CiTL0mCaMcZYxXq3q7NjQfviscrDBR52T0c69nwbwG84nYMxtnAIKEzrAzQ+HFJW\nMmoYQ1EVSIW5D5ATiDAK05OwM/XjdrKlXo/UxAFZKatcjrii7g/DbTWtrpB7QafrNiB56MvqwFa3\nsB6qgJQZCR46fPTJeU+LevHit00JeqhixztPBo+eavfveJhjlAsRxmg8cqrQvamJxqML1m+IMcZY\n1TEBBLo6O0yng7Dy4QIPu6cjHXs+AlCWYfqMscpEgCaB/oIhhiZ8cjQTVIVkxJBDUcOfiqiadMho\ntlwi4HTOpYwIYzDdCXukftQeaqnXo7XxShhtIVzyVHBtOO9vDW4XUixIAUpCX/ucPJRcI28+8TDH\nOf3phmM911rm1d9n5+XvD7t1Pjrfc6dD6t3vfLnuufnuXy6k5SV7YOUN88aGJ2C7wk7nYYwxVhG2\ndHV2fOx0CFY+XOBhMzrSsUcBGAPgdToLY6yyEJAyDdGf9YjMSFDlU2EDQ1HDk4yqSDpkNHEfoIVF\nhAlY7nN2pm7UTrbU6JG6dpB0cpRVr7fRdz60MdquvEbTwx+OqEUMHPqiPPiUIWzf/I6A1IGDzxRy\nec+cp0g9d/VHN3zWWOt8zquB/v+0p96d88ia+ey/0IhgUd533Oxp9+jhpq1O52GMMVZxfqOrs+Ov\nnQ7ByqdShoCzyrMOXNxhjM1AALVui2rdFiEyrrGy//aRvgSM2Qp9ObdMjwZkNhU2dDJiuIeiRigd\nVg2lPkC8Ws8sCQE/XIUnjfpeGPW9IEIWlvuUPVI7YidbojpT1w5SD91HZg5iuYFsLDeQNZXPOBra\nGPV5G3wPMQJHiJvUtOsv7D1XviQPTrTK/kfmfgTUfmbHyRNvvv1s01xXgjKVO+uz5nrGotd3hK/l\nPNLxxspE6NfppnNmT3sbFXwLtlIZY4yxJYdnZyxxXOBh9zLnP7AZYwwABBA0bGwIZjWCWY3Y0O3v\nnkt9gHrzbpEa85f6AEUMYyhqBFIRVTcSVDEtheNTkiqVEPDBVdhq1PXBqOsDEXKwXB/p0dq0NdQS\n1Zn6dpBajAK9y85aO4Y/HgIkLvpbgzeD6yJbpSFD8zmYhlrbpV+0V9PNg5+Th3cooec0SsnjMbc9\nsunSO2fObtg1l/0s6cnNLWlRX51xKLHW6+iS6GS6PjJvbpiw+1c+BcjdTmZhjDFWFbY4HYCVFxd4\n2L1sdjoAY2xpEoBbEVb787Tan7fQmLYA5KduL/UB6isYYmDcJ0czIWUmI4ZMRg1/MqJqhkNGzDKE\n37l7UFmEgBcuc4uq7Yeq7QcR8rBdH+uR2pSVjEX0cEM7SM1r6tOsaWyYuDa2YeLa2Kgr4n4n3FbT\n4gq7N8z9QEJ1U+vuv7T3nP+yOoAmkZxTU+DVK28+ff1G04XMSGjjbPcxlSf/4K1uZwt0//ilmifn\nut9CIMKoHoueMrs3tdBEhP9QZ4wxNhc8gmeJ4x48bEZHOvZ8F8CvO52DMcZmQkDSNMRA1iMymaDK\npyIGklHDm4yoSDpsNFVKT5RKQIQCbOOcHq1N28lY0B5uaIc2yt4oWxjyo+Da8IR/RXC7mNeILCps\nFFePvijf+4wUNOtl5G1bnn/9wHOrtZazmrYWHzj63oqRxDOzTgXo116IfNLd4lnUP5JJy4tW/6qb\n1o0NW6GNeY2SYowxxgA0d3V29DsdgpUHj+Bh98IjeBhjFUsAdW6L6ib7AK26uw/QqK3Qn3PL9EhA\nZtNhQw9FDXcyaoRTYdUw7pONy6UPkBBww7AeVzUDUDUDIIIJ2zitR2tSdjIWsIcb26GNh1qqfCZk\n6S2jF4YxemG439PgOxdui7YprxGbQ3L3BVq7+6q94sxX1Rv+OpFZO5u9lNJtTz35ycH3jj8+qylL\npvLMabnY7pj7UHeLZ1GmQxHBpJz/uHmt3a+HG7cAmMeoKMYYY+w2WwC87nQIVh5c4GF3OdKxRwJo\ndzoHY4zNlwBCho3QZB+glrv7AOW1RF/eJZKlPkD2UNQwklEjmAqrukxQxWiBlgKvNELABcN6TNUM\nQtUMgggWtDqjR2sG7WQsaKeb4gs8QqQpP5htGhzMWsqnjoU2RD3eRv+sV3gy4Xrkh/YXso+Iiwc/\nI4/vEgIPLMzV1Q7vam4aPNnX3/DAaVSm9OhZZ1G40LUrsmO2288XEXrtVPN5s6e9Haa37OdjjDG2\nrDwOLvAsWUvyj1f20NYCKG+/BsYYc5AAPErf3georeeuPkC9BUMMjvvkWCakCsmIoYaihi8VMWqH\nQypmGWJJ/J4UAgaU/YiKDkFFh0B02oZWn+qx6KCdjPnsdFMctiuyAKcy7Kz97PDpJCCSl/0rgtdK\nTZnDs0jpO0Mbd1+0V334NfV6fUSMrXjAfRJPbjkbe+OtaNo0Xfedrmep2RV4CCj85OUarZUo2xL1\nZLpPmTc25O2BFdsBOYfRTowxxtisPeZ0AFY+XOBhM+HpWYyxZU0AUhBiXpNiXtNG3YiNdTcKt21D\nwJBpiIEJrxwZCch8KmJgKGp4k1Ejmg6pprxHRh2K/1CEgIKyN6tIEiqSBNEnGlqd1WORATvZ4rPT\njW2w3Q933wjrJq6NrZu4NjbuCrvfCbVFm90RzwMbKufheeL79itjW8Wnh55RH993BSshEHv+2VNH\n3z709H1HwJhydvWas2u9R/vqXQs+NYsIGT1a85HZvWkFZcOzHtnEGGOMzVOr0wFY+XCBh82ECzyM\nMfYAAqh3W1TvHrMRHbPv1QeoL+uWw6MBlU1FlE5GDM9Q1Aini32AGqqhD5AQkFD2JhVJbVKRFIig\noVVCj0f67GSz1043t8Fyz7epdcAcKexKHR+AMMTp4JrwqH9laLuQ9xslI4Kn6JGdCWvd8a+pf1gR\nFNnmex7cn9uxYV334YuXV3/mXttYyv3A5yDnEqfffCZ0z2PMB9nyvNW/pt+6ue5JaGNOS7szxhhj\nD6HJ6QCsfLjAw2YSdzoAY4xVu8k+QKGsRiir0TJ0VwEoryV6826RGvWp8eGwspMRwxiKGsFURNWP\nBFRzJfYBKhV84iqciqtwCrTmU4KWF/R45KadinnsVNNGWJ66uR6XLHps9GIGoxczg55635lQW7TN\n8Bkt99p+Ar7t37U7hp+RH727VZ597l7btW3o3tLb19AzPuFfNdPtlnTdd4UuAsb/9nM1YZJi1it5\n3fNYhALlAsfNnvaQzjQ8BmBOy8AzxhhjC+CeH4yw6sfLpLO7HOnY8zMAX3I6B2OMLWcE2CTQX3CJ\noXGvHM2ElFnqA+RPRo3aTFA1V2IfICIQSF7S4+GbdirmslPNG2B6GuZxKFt51fHghqjL2+jbKu4z\n2imEsWOvqtc3+EW+fqbbTVOdfv3Ac5uBu4s0vsLI0ed6fnLPaVwn2n3vHH4y9FAjbIjETTvZfMG8\nFt8M0zufx4IxxhhbKATA3dXZYT1wS1Z1ZlXgicfj/xWA3wMQASBK/yiRSMz4aRirbkc69rwLgFft\nYIyxCkfAoGmIwQmvzGSCspCKGEhGDV8yYkTSYdWcd8uFaI780EjLSzQRumklY6pY8PE2zukAAlf8\nrcFrwXWRLdJ1r/tEQzvl8YuPyIvPznTrzd6Gt099vOmFO693WxPHd1792+0z7TPulSf+7Gv12+aU\ndTINgWC6T5k3Nlr24IptMxWXGGOMMYe0dHV29Dodgi282Q79/kMA/xjA9TJmYZWj1ukAjDHGHkwA\nDW6LGib7AK3uu2sa2Iil0J/zyPRoQOVS4Vt9gFIR1TjhlfWL0QdISL1eBDPr3cEMsPocSIsrNBG+\nbqealZ1qXkcF3/2HixPWTlwfWztxfWzCCLkOheM1je6I547pxKL+kH6q/hO98chX1ZuPeoR5WyEo\n1jz4mZ7rzWeSqZpHpl+vhfLMfEoM/+DzNfecInbPqISMHq390OzetIqyoQcu084YY4w5oAkAF3iW\noNkWeC4mEokjZU3CKsmceycwxhirPAIIu2yEXRMaoQmNlsG7CkA5LdGbc8vUmF9OpEPKTkYNVzJq\nBFNho24kIGML0XvmrlyS1opgZq0MZuBalQBp0U3ZUI+dalZ2MraWCr57LRHut0bNnZNNmQOrw6OB\nVaFtQoqpIk0a0ef/yv5a70vy6IWNsmdqZI4QMJ7e9knw9QM7xmzbCE5er4XyznSiw1sDn44F1D17\n+9yJbHXO6lszaPWu2watFny1LcYYY2wBcR+eJeq+U7Ti8fhLpW//Uenr2wCm5uolEokDZUvGHHGk\nY48AYALgoeSMMbbMlfoA9RVcYmjcJ8eGg8pMRg01FDUCyYhRkwmpmK3EjAWShzqvFj2UDfbYqWbY\nqdhayvvvt6TrkKfOeybUVrPe8Bsrpt/QiOShV9SBrW5hTRV0MpngocPHnpxaYl2Qvv7Spe/ctl86\npI5+58t1D5yqTIQ8ZYPHzZ72iB6pf3QOd5Exxhhz0m92dXZ82+kQbOE9aATPH9xxefofOwSACzxL\nzEexlwO2UIcFCIKIBGkIaCGISEBDEuHWdRqCSEhoCNJCgIQgDUlalPYRxeu1lKTFtG2kIJISthBE\nUpCWpeuVQPG20nVSECkJLYu3kQSREtBKECkBUqXrlQCk048dY4wtNQJQgtDqLVCrt2CjLmNj/Y3C\n1O0EUKkP0EDWK0cyQVVIRRSGin2AoumwairMow+QkLRKBEZXycAoXCsvgEhcp2yw2041kZ2MraZ8\nYOW0zevzydzu/NFeLT3q/dCGiPI2+Z8UQogB1O38K3vPtc/LQ5dWy5tbACASGdu5asXNYz3XW54t\n3gfhn35uDfT/7Wdr7ruaJJG4bg+1XDKvtT0Cy/P8XO8fY4wx5jBeKn2Jum+BJ5FIvDjT9fF4XCYS\nCV2eSMxJQ4GVQQDVObScyEZxhJld+qdvfU82AC0ADZAGYAsijdJlAWgQaVG8TQsQlS6TAGkQUel7\nKn2vBREEiARpKhbEdHEbIghoCJq6rlQUu1Uck1S6vbidEKRvFcpKhbBbRbGpYpksFbuKlye/B0lJ\nWk1+f6s4ppUgkqWCmCwVz4zS11KBjJQAGQLEBTLG2JwJQAigwWNRg2eqD9Dt2xCQKfUBGh4JqGw6\nrDAUNdzJqBFOhVXjhE89cFUpIWiF8I+ukP5RuFZcBJG4QdnAVTvdRHYytpJywdUApM7bT2fOpJD5\nNNXtawlcDa2PbIFLrfx7vWtFC/Uf/KI8+IwhtPfRzRfbBgbr+nN5TxOAwPRzvbEj1JPzyqfuzFBs\nmuw5YV7fSPZQ6zZArLhzG8YYY6xK1DgdYD7i8fgaAKcBnEBxwIkXwO8C+CMUZ6C0AxgEkERxMMoZ\nAP8bbvUSfiORSPybeDweAfADFHvP3gDwa4lEIr9496R8ZtWDJx6P/yYAP4BvAjgIYGU8Hv+3iUTi\nP5YxG3OG/8GbVCghFO45tazYQ3T6hEQqe1vRKlMskN3j32ThCxogC4AWNFUsIwGyAZq8brIQZgsQ\nASBRLJZBQN8qlt36CgFNxfmik6PGCPLu4piYVjArFslKo8ZKhTDIYuFLTBbK5K1RY9NGkk0Wx6ZG\njQlZGlU2NYKsWDyTpSJYqUh2W2GseB3ImLzOqaeNsUongIjLRmSyD1Dr3X2AsrZEX36yD1BY2UOR\nUh+giFE/6pfNd/YBEoJahX+sVfrH4Gq9BCL0Ui5wxU432XYytpKyoTXZG+OrszfGs0bQdTgcr6m7\nGW3e/Zf21y9/Sb2daxEDm5/fcfLEL95+thFCeDSEKUGuvlrj0Lm1vp235SOk9Ujdx2b3pjWUC864\n2hZjjDFWZVxOB5in7QCCAJ5A8a2dB8C3UOwpJAGEUSzaTKD4PuYaAHdpPwD469LX30fxMdgMoA3A\nFgDvL8o9KLPZNln+bQAvAHgVwCcAdqFYEeMCz9LjczoAcwgXyB5OcUTYZFFsciRZ6brSqLGp60iD\noMXUyDLSpfEBk6PG7GIhrFQwK40aw22FMY3SSDICpopk00aNFadVlgpoQpKeNrpMi1IRber7qaLY\ntOmXpWKZvK1QVppSeWvUWKlYVhoZJknfUSgjNW3U2OR0y6nplZgsmk2+yNiyIwCfobHWyOm1gZxG\nU8oCcOtDNAIsEried4nkuE+ODYeUmYoYaihq+JMRo7bUBygmfOMx6bsMV8tlEKGfcoFLdrrRspMt\nK1MnzLVCiTOB1aHh11a9uGWtcfPgZ92Hn3uk/dKhM+c27LKke0xRfvQnL0e3Tp3XVp9avWtTVu/a\nbSBumswYY2xJmW0doNJMjvr9EMW3JpsBrAdwGMX3MbsAjAP4CMWBKb8KoKV0ezOAPwHw5wD+WwDD\nKI7izZa2XxJm+8RmE4lEPh6PfxHAdxOJhI7H4/fuzsyqGRd4GJsPISSKnxzM8InI3QUyiDsuL3fF\njv/Tp1jeNc2yWPCaKpDZk1Mq755mWSyOlYpfenLEGEoFseJoMtK4rRg2fZrltCmVtxfKUJo6Of32\nO6dXTutDpmWxLxnJqZFlxSKXKBXCpvUhu2MUWWkEmZw+5bLYh8yQ0BK39yEzlnKBTACGIKzwFWiF\nr2CjPmMD12foA+QSAxPFPkD5VETJoWjWm4wMNwzHL9XlXXKA8v6RXLrRHv8gdiHtbaKeDa988JWV\n79ZGbo5eMKXb83ef8Q4XDNlIE6EjZvemGj1au9nBu80YY4yVU7UWeGpLX59A8W+fIIoLBE0SuP1v\n8dUAxlDsJXwDQCgejysUV40OlbbxAfi/APx35Yu9eGb9xMbj8f8HwPMAfisej+9Acb4bW3rcTgdg\njC1DQkz+h3yPIcOCC2T3UyyQ3Wuapb6jD1nx+9v7kNmYGil2Wx+yye8np1QWL98xvXJaYWx6H7Lb\ni2XQQt7evH9aT7LbRpJJOa0/2WQfsltFsemjxrSUtxr1G6pA9XVJreqHtIyDpCBLChTGCTRuGmOu\nnHewMOo/mxrxKzOdDmfeDjX1Njb067Mr69Qlo7bOPNU2AcvNTZMZY4wtddVa4ImWvk6ujjn54er0\nD7qmz0i4iuLIHQFgFQCdSCTseDwOAL8A8EzpmNfKF3lxzfaJ/XUAvwLgP5QekDUoTttiS0/O6QCM\nMcbmqFggM3DP/9eX0zRLsj3uQtrjKWS83sKYz5vPer150+fNa9twFSZUTWHYClrJ4UIhOH7Vmsj7\nrHRtNNmeph7hS5zUSrikFIIghbK1kBKGVgYJQ8A2hSKtpaGKUySlkJKgiuO4lICUBF0qP2oSwiZJ\nxdmWJCTZEBBCFYd+SQkCkRQQgiRAgoQUwGRXMAEhiQSERunZk0KQIAAEEqDJZ5BICAIRQRAgZLH8\nRqBSyaxUKyvtR0IQdHGQG4SAJkBAkJ58aSiUXiakNYQACZR2FhBCQJSOVNpMkBBU3EZACAgCICGI\nAFGaPgpRzCpKr8LSC4+oeI0o3o3SpsWTiWJdUAJU2p5QvPOTV5Tyi8ncpZCTt4lpNWAhSq91Kt5Z\nQSjuKKgYFEJMFZBLoSAIpbF+k49ecaLqrUqzKN3rWwGmfrwIQmD6bVOnLx2fbj0UVHogS99OP96t\nXSe3nLb9rSOL6dtP22Xam51SNrp13fQnATT9ESjdXgxDYjLq5AFuL6yL0mtBTL+PU3dv8oapJ2la\n6Fvfi8mnqjTheCqemH5v7izo0x3fTN3/0s/Dbff/rv2n31sCkbjj8Sy9HItfxUyHoKkfDdz2bExd\nounbTjvxzPdi+u23Hpq7bi79uE7+CM58jPsd/+4HrnjWW6+QGXa449qZM079lpjcYab/YaYe32nH\nmNobuPW80W2P5cz3Zfox7v7IZ+qW256I2zOJGV7QM5r2Q3/vV+L0o85woBl+Lm8/7/Sfizu3n/4o\nTz/m1H73OGZxI3Hb4zi1PVnufqBjhl0rXrj0dQzF+xJA8f8uH27N756+eEwExWLQ5P8dMh6Pe0vf\nb8atEUFryxt78cyqwJNIJHrj8fifAaiNx+OrUOxa/V0AT5czHHPEuNMBGGOMsSIil8sa9noKw15P\nfszrzWd93nzB683bXm8BbndBuV2WxzAsn1I6JARFAYTH4Lf6qW64jxrHr1ELhgs+9+hIeVVBAAAg\nAElEQVSglR+/kTXIf8VemftQbr7mUsEnW+2fmcAXCm7/x1pYdR6fndMgYU2QDwayQS/yZkEEcnlB\n5EHQY8GUXqFtwIYgW5K0BJEESZdVgDAJ2jQAW5JH2NIrc5CCIA0BGAYgJWkyBCwlbDKKSz8agkyD\nhGkI2JJI2baQZELpAgzbIqUtoTWgbQWyJdkkJvu+EzSgYAsDNgxoKGFDChKG1OSSBCVJGEoLJYkg\nASGEgFAgoQhQgJCAUICQonRZkFAgKWELKbRSZAtFdrGlvbChSANCCyl0cdIiCBC69OZco1gsIGCy\nZCR08XqhAUAQCLpUaiq+tS7eTqV9AU1EWgBEJDSKb0do6nYtCMXzTF4iIlkqLhRvKZ791mXSxVFj\nmkgW+5QJQJO0abKhvxBEJHQxkdRT1xWnbRKEBAmhNRWnTxandBab+hMkTR6HSE6/rEv1HBIEceud\npZh8J1ysed1exSjVz8Std8GlStFkwYOIim/XhJiqLonJt+dCkCgWyUhQqRYw+aCXSmfFy6JUTCvV\n5UrvEyeLYqJY16FpBTkiSIFSrVGQnFaBEcVdi09CMcrk+8li/lIxslQBnHwchBCYSlR8YU5ud+uy\nKJUzxGQFYvLWW+edVrISk5en6nhTSeRU+aG4QzFs8ZU6Wb+ZKg1OHVMU3yIWA4jJJ2+yNlR66Kau\nnzz+5N0slfHEbQ8sJu/MbSUDXTpKcYepgt3UC+TWtnKykIapmpQo1eLEVMm09JSL0jOH0m1TdRzC\ntGNjMpogIkx/AErHmFYcvFXeKNVghCiVSIQoFQvFZIZSwVNML6ZNL/NOHp3ErYdmqhw8vR4x9SIU\nRFM/GqVtij9EtwoWU7uJ6WUdTLtfYrIeQreOi9u3LV037bU6VQXGbdmKP9i3Hoypx6b0mEy/jNse\nh1v3YaogOm0bgbv3n8p5xzGn/fq46zxEEMXZ6ZOb0PScIC8K1boidvAe13swc4FnA4qjmQlAGsXR\nPFtKt03OXBEAvgbgny5oUofMdhWtfw7gX6D4wI2hWCH7mzLmYs7hAg9jjLGyMAxrxFMs1ox6vYUJ\nnzdX8HrzltdTgMdTkG6X6TZctk9JOyglRQBEhUANZljOlQh6GKFr3dQy0EcNQ4O6dngEwTETxkpt\nUTA/mKVs34Q2M7lG4b9uGysu5leEBkMvfTDu6gnuMlfuTtFr+jGhM2/qQnc9Qi+syt88f9zebkbt\nS+tW6+u9fXrt8KAWkSbcqA/Ak0oBaaA+koHlqRODFMaotyC0HoUnNSFo3CZ3QaDWlxMRvyncbg+Z\nrrCY8IYwqryY0IbI2xAFaVIeJrIwRUGbcOfzwjeRJX8uK/y5rDAsLQwoW0JCQQoJQyghhUfZ2qME\n3IrgNiBcbgj7/2fvTYMkOdP7vv/zHplZV9/H3IOZwaAwABbn7gKLa0AuucvlaVqWbIu2SFH+4A8O\nhxyk5Q+SZZOW7AibDvmKkGlbDFOM8CHS2jCXWpLLC8CSu7jPwVGYwdxHT09Pd1V1VeX1vs/jD29W\nd88s7sUMlnT/IzLezKys6jeza3oqf/V//k9kpbAJCluX0kYobUSltlRCIRNiBxHHBC8Ex0JeiLww\nHEQcWEowHBhOGEwML6w8MYQ9rMtgcifGlbDewToH4xyMd2ScJ8uerPfQzKIIQqKIQKLGd7DQ1T24\nDvf5bECiBGKCZwlKNBEUAUYJFBH05khKEZQSgiaQDtyJDKjiUhQ4FVTFqCoblCavFFgpMCniClaB\ntAjRRhpWKP5TJCEVCyFSXkFAxIoCpCJFVbw88XgbpMK2Ii+KWUJvSBYSLyTMIcnLC4E9wELCQjTu\nH+kFECZiCd6pquckceWy4lDNGNDUOPpLiLi6KxMOt44iUvWslDElC76JDVwmsondpLJU+HA/WZmr\nAjLjyobCqCgQNsAYhMKtLVespXKAjSFaoEAg4gpfjHmNEIiDOYrCLWbwS208Tzb8U9W48XNJKLyO\nCEioerx6zS0/g0I1KVV3w2oTxIULJqgAHKrmA0IKqMo+Mb6wUBtTqJ4HgFjG7KiauiiSALDUxr5w\n8krAikWqU6j2yfixUKbKgKr8ZyTCqjrdjcer5yqWLfvHi8g1c5SKf4x/FRWkC6oMfhvUa/wYbXKQ\nzV9RxWsIAuIxlZEx8MPG88awYYw7JCCf4OULxKXy9cmYoFTPRbUZzpLGgGQMIKrjxqbADfJFFaes\nIIiM18NvK0ALbPyWxy67cL7hHTJep/E6KsJaYdbrHwvT2IAuVL3+tduVK2wLV/0eCMZEaux5qxAK\njflTdb5qg+oKIFBbGCoBFHj5GCaO+ViFp8a/ZrXlCoY3gxpzNqrQYUVPaRMNjSewOa8Nb+JPvNf/\n1H+pNH7DAsAvdDqd16qc4EGn03kCANrt9t9FADk5qs8SnU7n2Xa7fQrAuwB2IgCgd2/y3G+YPmqJ\n1r8BYAHAH3Y6nR9qt9s/jRBYtK2/etoGPNva1ra2ta0PldZ+VJVCrdeSfJgkeV5LcpckuVSwxlrr\nEq25oRRPApgmwgQ27dUfSV6oXMXU2csyt7wk8/mKTEcD1Gcd9H6A9gPYL55H2Ur2Vnape6Xo5hAv\nbYqHi2bPiUF8cKm262qe/dif9Gs5dtk3d//YxKOPvbz2DfvDbunbo3hh/6qK0vrwi6Zj/vnUl90z\n5e/xl/5iwPrhHf4l84BcXL7IR06e8HvjupR7dtIZM8VLPEBz5TTNnxuiqRPsaAkVu2ewMjFPa17j\nVEbUk0wyDGhq9SLm+l2ayAuZQgzFdaopi1YCJE0itLQMF1qUJjsojyNkylLmSA1yRYPMyDA1lHmm\nEgWYMoCGIiolIKWkyKmRDaS5nnGjLNAoC6qVpWp4JiWWlI88cSzwMSARicQkiLRSRComVrFiFUNU\nDNGxkLIgHUGRZXKRBeuYvamz10q8NuKVplJrOGXIkyLPIMdEpVNchEVKr6RwCmVJcF4p54lKBlg8\nGExCDqASAs9AKUCJsM8BcARySsgRyCvFThn2ErFny14Me4mchxEvkfcw7GE9k2GGZU+GmYxnZVjI\neFaaBcTaE2up4FKATNBQrIRgBKJJRIOgIdAkUCG/nDRBlBJoYqWJyQiTJiYdbvkVQAbBEKUIpIVI\nE5GWDWOUUhJAlBJSYb8aj6SElBLRmqEUi6pGrZiUElGKSSmGIlGkmMaOFCZVIRmCBG8Rhej3AKyq\nXogkUKj2kQ83yJXzSrGHEg/NDAUvij20+HC8eOhqVLRlBEs1goihVLUeZghSDFISFmIGsZBARLFQ\nsGkJEVfVfNUY+IYQxo+LhOwvETC4wlgsYU3CGgQiIgyWqvfkxrPgw3FjAFbFh0GqJpOotqsYsS35\n+mE73F4Ho1dgRRBVFdYpIBi0EDDcmLNUJIare25RG9AqvJiqyEygLCqwRVQJ/YDwGO9VAWTY8phs\neUwCWeIx+eGtsCwgwE0qtAWSbYFoPIZl4+MqIlPBM1Rz3FgP518BChpXkobnsdp4PJRkjsmRQvA9\nqc3HoKttAsbr14xbF0UEIg42OwomvY2uoxUoq/YLV1DNj2EbybjBQjhOcXVMRSMrwMbE18K4LXCO\nK8gmtOUxFQDc9SCvAnMboE62gDzZAvJkA845iOJN5hmgI0DhtUnJGM1t/XVuHF8hLWwATIwfx1Ze\nKqpCSFIdW9mZhGiDjoUxjRQDv/AJ/vf/gdHkddu/3m63xw6eZrvdfhKh6/fYpROPD2y32xEC1Hkc\n4bJrAL0bOtubqI8KeNY7nU5RXQx0Op3fbbfbfwzgf7xxU9vWZ6TRZz2BbW1rW9va1s2VUpxHUbGa\nxMV6EmBNVkvyMolzSeKCoqg0Adb4hlI8QYQpItQB1D+tOZSiRyuYPrMk86tLMudWZSoeorbIUHsB\nOoTQBhUAIF6y/Gr6Vro06hVr2Yw4OQLgAeiia3aees0snHsL2t21Z7lY/+rv9q/UUnXnq7u+8sKw\nNXPohx5//uJ31X3ZpctRS+z5Vqsoi0bRlbVLt6R3Hkrlhe/+cPLUA99SP/HHK659e8yfv6fkJ+d/\nTF65eLHcd+UVPrzi+Uh9AXJ4Si4evhWd1QTfcWuYXD8rh069jXnXoN08TVOzCrRoqLd/F/rJYVnL\njFrpxtxNRTvqiuhVStyaWly76hYunKTJtFCxb0jiJli4ZZROtJkgZyeBqMXKNrzhWPssiiWzdaRm\nRo1UzawXkR+lxq9kWs7lSuUZaZeL4qIQoUwJpYBOAZVpmIzI5kImQ83n1ChLqpcFNYoStaHTtdyp\nRs5Sz1jiHDBsYSQWkQiMmMISKacTKXXChY7hVEy1CFARREcCHQlpK6Qtk7GibOQ4siVb68RaR9As\nXmlhraVUBk5pONLklFGOEpRkVAErBSIuYClnzc4pFE6hdIqdJ2SeaOAIzhF5D3IexJ4UO4F4hjiG\neIGIY5AjQUkBIHlAlQJyJOSJyBFUgElQXkh7gXZCyhNUKdCeSHml2JNhL5ZZDDMFuMRkvMB4JhvA\nEhkvsCxknHibi1gnbJ3AeBHlpDoepL0o44XACoAWQJGIhkCjhILAQKAJUAE6kSYOo3hlmMmIJ8Ws\njHjSwqRRrROTRgWiSEipsK60kFICUqREKS1ECtgCnkDKk1GOrBKoar9S7JVi1opZKWalhbXyopSw\nVixKsbsWTLEoJWMwRRRglVLEREqUCgBEEYmuRhNGGJAYkeCOCvCKyENBoMJIxAzNDHIVnPJelPdQ\nYT1AKl9BKvZQwlDsRcNXUIuxsU4cnkfVcRsQq3osuLbCeD3E0uGeOaC8ajSVwcdIqHWsRlhsjqaC\nRQ4iXjZHDxaPwKe4Gn2FuHyFsBgcgvCrdd5YE+EKeck146bLiyGgLXCMKjjGVSY+VwDsevCFCrZV\nNhmRTcuMyGZ9kYxrjlRVm4RgM9tiBQrrBtfCHLNl3FKTNQZf4kGhgybGUKxaJ6r2YQOW8ZZjqlaX\nG4BsC0wbg7Jr4VnYHzx1UBt0Zew8E9pKXMbuuODlEaKqHHSTyIwhGSoXWuVAwxiwjUEabQFp1XFj\nuxXGME1V+1R1jdT7QLQKln04RCO6pnTp6z/5ff2v/ZnpYjX2EM6xjnB+v9jpdN5qt9sM4MIWB89X\nAdyFzc8rpuIalxG6aDUBFAD+p5t3CjdW49q8D1S73f4dAF9HoFwRgJMA/u1Op7PdQvSvoH71l77h\ncG36+La2ta1tbesviYjERVGxlsRFL4nzYZLkaa2Wl0mccxwXFMelscbFxvh6gDUyRYTGzZpfLra3\nLLNnl2S+dxmzflUmGymSHQLaPXanXy9hKfLV7K3s0nAtX8unpOQjGH8bR1zoufMvmZ2niOL0XiLE\ne5aKN7763X7aTPnzy419Lx/b8cRsUs/10UdeyE7Rnu4f+YfvXn7q4gmz/5Xlu3snaw+9bOZeOfTj\nU48+8aL/jfRnhleeO1VO3fZk+XN/0Bu+ueOrWfsLF93Z2d36uZUD0drJpbw2+Xr54IUzMrm2l2nH\nvDRu9erK7LycXJ+W85eVKnHe1+Wcaq8u82LPKVXsZK9nTbJT+caiszxhfK/WlKtmylxZr/nVnsFg\nnawr1lnMqsB2tYn7mM3W3fxwiNlBamb6DqZosPCEMFo6M1OUxg3YFjhqMeKmN41GJvV6CoqFMh0j\nNQmNVE310XR9NDHkhEa5QZYR8pxUmQv51HufeeHcKy6dFcoVdAbonMjmoCgrKMoc2VzI5hqmMIlz\nVCtLqudO1UpP9YxdI/VlI2Oupyy1XFRSsIlKscJGMcXEiMhTTE7HrtBJWerEFTrhUidS6lg5FSmn\nrPXKRNoIKcswEZMxrIz1PrJlYSPnIlt6a0uOKmBkjFNGe601G1ZEpdLkyMJBq5LCeo7IFYjKXKwv\nEHGOCAEiWSrFqBJGl17Be4jzRN4B3hN5L+Q3wJF4cczsxItjCSBJwF5IPCvxosCiRbwCeRFyROQA\n5VFBJEB5Rcp7aO9JOw/lmLRnaCdQnkj7MCqvoLyCYgViTYoNiI0KUIkMM4xnMgwynpX1IsaLs068\ncXDWia8WsU7Y+ACarBMxXsi4DdBEhkVrD6VZlGIxmqEVw0KEhLQSaFRwCQJNobTNsFe6ZNKeyTiv\nNDMZ78kwK80+uJ3YKyMcABT5sQNKaTBpVZXQqcpZFAAUKSMgXY1GiAxAVgBDJEqpcCOstECRuApA\nlWEM2zpAJ67WWSn2SrNU6wFOjV1T6oNdU0qJqorzVAWoKjAFTSQaJIYgmijACiKxCMBi3BEyItr8\nPC0CYagyLOQZqqyglONqrIBVGKV6swQIVcEsXTmwgvOKocSLkgpgiYfCGFpV+yjQEkUsCpvuq++B\nVyRQmr8XXikBtAS/mpIKzIRtbF1s8K19fFUOrS3gCywiDgIPES9cjQFK+crNxdW+sbcrADAW3vB1\njdHX2AMWtgK4+sByx8r5VYGuAMUwdoFd6/rCGI5BIcRwBXNOcIDpcAxIBHrLdgAucg2I2QrAxtdU\nvecF+75VATTgP/nGr/3sP7kxP+PGqd1u/zcAfhkB8AgCuIkAPINQhnUUoWnQswgOnlF1vAIwhwDL\nagDeRgho/nUAbwG4v9Pp/NLNPJcbpQ918LTb7QMA/hZCidbXAfxdBNDzb93YqW3rM9QQH9NCv61t\nbWtb27oREo5s2R13hLomZDjOEUelsVEZGe3rW0KGW0SYBzD/Wc58KLUryzJz/pLMry/LHLpotXLE\nuwW0AOBzH/RcYSmLtfzt9NLwarGaTXAAOvdsPUZNXnnN7j7Ro0bvLiI8BAD7LuWvf+W760Uj4wcc\nmcELu3/s6V4y/9jk1PrxRx58ZaKLlvlj/8ih4dn158XLw3p6WSYv+Ku1Ml0sSttQTl65NbnUyw/s\njHsnHl38zZ/69uQv/N7vXTr/5BeHfAum/vb9f0hPzj2UnVj56uyfrVzJ1V2d4nBxTO7/duFruJ3a\n+0b8+MEudacn9XF+iI4vJXj56pDZnjVJ7SIOdlfo4OsDVR9OicFOXW94un1RaGI+1a29I16vN9Sq\nmdKX5AhfHdTQ76u4I05Knyup9QlRT1G951SjLw0+o+aGI8z1czu/7Fz9uCNdxHqICSrUBEZR7IZR\nzJmpadt08VxjhfY2C2k2RnmjnqI2mSsTuThVsUpVotbRzHvSyvto8kAWaIQkzryJixxRmYN87guf\nutxnvkgzj2HhDRc+Fi8NQWnJ5IqaeU4z+YiiLKcoKynKCtiCyBSWTBlD+XrkBo2k6KtawdzIeFRP\nOWukXDYy9vWUXW3EWZKziUuJrJNEe2kItPUUKafjslTxqNRJNtRJUejElbrmAyiKywCJIuOVjbzS\nMUPXhJAYw9oYFmtdam2ZTtgsj2xZWuvKKCq9ta6w1pE1DsY4ZSKvtfZGK46U4oRIYkdalbDkyEgB\nmxdi8xxRWSAqcliXS+TDtpUCFoXUVQmrHLR2MMZDRx7KuFATRexB7ITEg8VzyU5KcezEsWMvLI69\nhC2wF4hncl5UzqLEiwGLFRErDANhA+UTkEdwHzGgfUnGFYi9I+XKDaikA0ugAJUCYFIem2CJFZTX\nRGygxCKEJ1lAIpDEACLlRRvvYNiVxmel8VJYJ6XxUlonzjpxFXBi6+CtEzaVmykKsIkDZBJvvJDx\ncNqL1gynWXTgMTCKYUjEKYGlsMQI4CQOYEiXTKrgAJvGi/NkHJN2rIwPribDXmkwGSk23U7CZOBV\nhOB6MtWoaOyACjAr+JkYFYAi0gJlBGRBZASIQrEeomqJN/NmAEBEkZSkuFBKnCIuKxh1DZhSip2u\nwNRWOKUDeWOlWKxyonSBylVVOaaYlBJUcIoqEIYtUOoDXVOEjfF6OGWv7b704QoAi7wEcFUGaEVb\n4dUYZrGHciya/Qa4UlxBq/H69WWEqPbjI5YR0haIpa4tI1SKQTpUUIWU+QCzYML25ogtDiyA7Me5\nHp+GJLi73DXA69qRwZXra+z2EvgKgG0tdxwDsA0kRoqWb/b5fErqblkfAzIB8POdTueddrvtAZzY\n4uD5ZwC+C+BLCGVZGqFzVgTgv+90Ov+o3W5/GSGL56+EPhDwVCf7WwCOdDqd09W+30VImL7pb/Jt\n3TRtA55tbWtb27oBMqbsx3HZTeJ8vZbkoyTJi5BbU3WEisrIGF/T2jcVbYQMz2CzjecPlEQgfTQv\nXJbZpSWZH16RGdVDa6qA3QvQR4ZMIuKLtfztdGl4pbiatbjg2/EeEIiSwWm75/hpNbV8kJTcPd5/\ny4X81R99pu/rudwPAJcb+196Y8fRBSH1+OLCyssP3PvmoRJG/Y7/2kAYtcG7vX2w2WUof2Ri4J82\n4hoQWbtwcaH3xP5n7z21569hdGH69dG7X5j8jZ9+/rZ/55vPH+M3dsrT3Semv3Df61cfmncT35x9\nYnV15dGpzptHyncOn3WTsx1+6O1jBX6/EQ1a9+S79i5HDx+8VKR7kuRtOlSc7n3OnCicf2N2jbDv\ngrGTl3jf+gvq1otDijrQA1k0vVrihnWlF+eW4zvm1/O5mS65HSq6qqdxEYv5srSpO7LJqC/IB0V2\nul/QibyoYaJv1GI/U81uqurrSptBfXq0Up/rl25hzaVzq66cOuMSU+i6U63GyE7my/HMaBgtFiPb\nsoWutXTCE7V6IfONq4MDjXNZszHKarWsTOKiZhpuKqdoZkS1vC/NXg+ttCctt46GG0qtyBDXS9iJ\nskSLc6753K371I985gq/7tnnznHOxI515jnqM6ZAvka26MPmfYrzIbWyjKLMUZR5srkjW4BMieBk\n8RokLePE1grXr2f9QT3rjhoZ5/WUi0bKvpWx1DPmpGCOigoieBHF0ARMCsg4Fa07HZlSJbrQSVrq\nBIVJMNQJSpVwqSdQ6liciuCVIU+GKrdJBFATQAsENsYPrHEjY90osi6ztsxrNi0nbd9F1nkbStLY\nWifGeDHaQWsmrZmUYUtWakRSA9AUkClhRiXMqIDNAjyKihw2LxC5HJHPJfJV2ZrLYamUyJUwRRnA\nkfFQkYeOGJQIKGFBLF5IPJx4zsVLJo4L9lKK41LGGMmxl0KEHbN4gTj24sNNYDUGp0S4QRy7F8Zu\ng1owoXAG5RVprwIkcoD2QtoJtBdEjkh7gnKoSuBAAShtlMBBeQKxGjuVQGJAbEESgRADEgFIANS2\nOmJ0qKpj44WNR4BFjmF9LiY4lrhyLbF1IrYUth5hnxOxXigJoAnGidIeauxqUh4BNAmsYmgSsRVo\nikgCZAKQ0Ga+x4ZCNJUuhFRRQafCk3YBRAX45ENKlAvJUdqH0rvK/RQcUShJCytDTFo82ar8Tikh\nbQLO0UoQ3E9MZARKB+hERohsKBWjCJWbCEAEoo8azwGiAKRISaEUO0VSfpquKatKiT/YNWXewzWl\nCWIq15QhkjGUGkM2u/U98mmLhcbQqqxglavKBqv931NGWJUQfqQywnEO1ga8Yv1+ZYTjEsIPKiNU\nWkA2lBAGJxYqkAWQMXDpjbpON1EeIRVeI2TwVKVsOLAlg0cB+CrC+0MBuILg4pkH8Pfa7fYvV9tn\nb/rsb5A+7B/5fwbgK51OZyN0qNPpHGu32z8F4NcAfO1GTm5bn5m2c3i2ta1tbetDpLUbxlHZTZK8\nHzpC5XnoCFWFDEeltaF99zhkeOqThAz/IIiF/BomxkHH6RWZtgM0ZkqYfQDtAbDn47yeiHDZKzrp\npeFyfjWrc+5vB3Dnex5s8qtm56k3zPz5WTLuTgC3jB86eD5/5Uee7aOWy70A4JTtv7Trq6+uJ3OP\nAcAt+89/5472yc8DsL/tv/ash36o/87qUxAcNYtnv02ExdYodIpV4pZPn9l924H9FyYO0dmn+IG9\n9y8/Xa7nZ+9665//xLEv/o0/vvydL538lzuedT8zMzmfZn/z/m/MnFzYu/bk3EPTwyuz62tv7qc/\naK1M2s+90T185YXWw68Os/TNPY1TM/fm0zvXWg8cPDZAWybfplt7x90DSXeZ5dRolJ+orzXUvRcz\nPX1JFtO3G4fPv5zuPp47+3qjtZzsSVcae/NhbWqyMZ027p97vTs3281qi9nU2q7J+iUs9C7KwvpV\nOdgcZmaq6Je26ObrZa8YXRy5iQtcLKj6+ogO9dZUs5up2sBRlE3Vi/7sbH+ttrDmevOrZTnT9f3W\n0DdtSdO5adZHdnJtLZ4enI+m3chOjDLTIKejGW14slbP0ayn2NW8PGo0Rr5ey1yS5KW1zumEp3yi\nawPU9Lo00UNLetIs1tHkgdTdCIkrEJUe2rOI4UI05175zJHPPHzqxPc9ce6VK70VxzXx0oJgGkAL\nED8wRUo21xTlRFEmNJ0JLWYgm4NsoWAKS9rFUFwHbYR7a+0lS3Iu6hkX9azI61lWNFIuGym7esYy\nmTElKeu4CM4h46WuGE0STFKw80MA8coOSxUPSx0PSx2nha7l45KzkU64p2KUuqGcirSvSs486ZqQ\nrssGJNq8ySYSZ4xjY5y3xjlrXRlZV9jgLHJTNmVrHUe2hDGerHFaG2+09lYrjpWSmEhqRFIH0CSq\ngIMFvKiihBkWsFQtUojlqkyNc0SUh20UsGERCwdDJQx5hOotDxUJVMygGjDO3iISFhdAEpN4EfHC\nARYxixMfIJKweGZ2LJIFJ5J4IXGihFmLFy0sRkJZmBWRCIIEwa1Tq5YtpSrsoDiF9hkpX6BaSLsC\n2vstbiWGdp6ij1QCZ0GsQRKgEiQOY5jDxjV9nz9mmlFoL5nxUhqP3Gy6mcpNNxN767y3LmczLp/z\nGIOocekcJV5gHLRmUZWrSSkWoxgBNomM3UxbQVP8XqDpPacLMJMumFQhY/BEuuAwlpXryYWSO+1Z\nGd4ychU2Ll4ZBPAUyu9KpVUI+LYqZEYpLaTslvwnUyU+2a2ld9gEUDGIPtI5fISzZKWkrOBUuQGn\nNDtF7MZwSuvgllLqWji11TWllYwD0N/PNYWxa8qSV6TK93NNRe/rmqJP7pr6PtwCBCcAACAASURB\nVNUFHryJP+77V7vdvgXAP6g2G9jMbxKEvxW3VOslgD/tdDq/2m63/18EQMwI3cBHAL6IAIVOIHTP\nauGjZxP/wOtDT6TT6Rx7j31vtNvt5MZMaVs/AOp/1hPY1ra2ta2bKaV8FkdlN46LfpLkw1qSZ0mS\nl7XQEYoqWJNo4xta8QQCrGkgfMDY/RlP/1OTF5WvYOrMZZlfWZK5ckWmoyFq8x56H0AHABz4JK8r\nIlL2i3eypdFStpLWOPNtAEeq5XtFPtML5182O05pirL7iPD41odvPZu9/MPPrataEcAOACw1D7zw\nxuJju0DqMQC468jxp/btvfQ4EeiP/CNPrqP5BJfcSy8M7wYAM3chAYBGyhEARD7vpVmz7b1+83H9\n/P3vmn08ddfscvd1fFHVBk//9lfOHP2Jb/eeeuzU//XIK/mP/sW3uo88+MC9b57/xdnfvuu7C/c/\nd2z+8D3Z8vTJ3luzzTf0cOadx994t2WWdz/66h+cPvgiT1w8fiQ9N3k7Ty2mUz998Mlusivf9c7u\nA8tv8SG3NjwwP7w4unz+8ojP6bVZff/FFT19OZ8sl2cOnz+7euu5rD9zmueG0cL02ca+1dX6gUEW\nNXZMTKa2PX9yeW52bdhsjpK8bueXdszzBdkxuCxzgz4Wa3mOybJf5mU3d8XV3PuhK7KS51ZN3nq3\n0We1v9dTjZ6n2iCjKC80+/npwZDn17puftWNdnQdT616V8u51B5JqWs8jCazQTSdL0fTbhjtosw0\nUeoYTForzVSr5dyop9xsjHhf4yLX65mqJXlko7JutJ8CMCcgSU0i6/WG60uz7EnL99HkdWmoIRo2\nR1RzMJMMmgcoES+ZL/wqZ67nMz/0mct96p1PHbjLxpc+ES8N8TKFTfs9ABFo1yObd0c2H6xF2Yii\nrKBG5mg6F7K5gikj0mUNytehuIUAhTY+52oveZJzr5bzej3jUSPlrJ5mRSMb+Xp2lWsZ02QuOs44\ntmWAQzrAoQnC9+ZbedKjUsXrY0hU6iQvwuJCeHUimYpVBYoiTyZiZRImVReoBgIkes/P4URcWOMH\nxrqRNS61tsytdXlkXWlt6aKo9HU7kknTh7VOGeO10d5q7Y0KwCgh4lr1961ZOSWu+/cMcdCjUptR\nYW1WwqaV66ioytZcLtbniMZh2SjEUAmrS8TKQRsPbT10zAEcxQIag6PvOS/xkovnVLxk4iVjz4U4\nKUJpGztx4sSxr5xIIo7BxQZM0uJFCYsBixEWC0a0AZJwzfI+N9cydiqNoVIO7QtSroD+gBI47UFR\ngErXlcBF71ECF4dxcz4f62Y/gKbceCmMk9x45MZLaZyU1oszATb5zdK5cUYTs3FerAOMF7FVGHgI\nAgdpFqWdaM2w14EmM4ZMJBjDsJi+zwoPhiqZVD52PrG6BkBtdT75Lc4nH5xPhn0IGRdWBlUA+TXB\n40xaeRrnPhnFUCaU4VEUcoWUCe31aFx6t1EWCKIblImzqU/smtpcF6V47Jji4JgSeS84lRfRpRt9\nPjdIFwAc6HQ6tt1uPw7gfwVwK4AfAvBPAfwNAL9fwZ07ATwE4AyAnwPwvyC0Sv8PAHwbwN8H8HcQ\nyrf+6GafyI3ShwGe1gc8NvtpTmRbP1A6B+C+z3oS29rWtrb1SUTEZRyVayG3ZktHqCTnzY5QZWy0\nryslW0OGd1TLX3kVYgYrmDl7SebXLstcuSqT9RGSRYbaA9BtAG77fn9G2S9OpEvDC/mVNPaZvw1A\nu1reRyJq6sqrdveJdar37ybCl64/4vCZ7KUffm7dJKVs/B9Vqqj30u6vvj6IZx8dv84XH3j96fm5\n7lEAeJMPPfuu7D0KAN1jV18BcBTKDWHzzwFAXHAdABI3yDLbxNLl2eU9u5fvOEynnzq+cOBoND14\nqjh75Cglw6f+1WM4evSF9afue+dbj5+fPPLM8y9+8YHZ2d67X7r/pd0P6GPu9xceHywv7H44vZy+\n2n+rMXsVxcw3b+2c0Q+dT+44fSr+0mvHvDrfmDt1+r615eaden6h1/jawaf6zYlh81R7X//1w7dl\nV/j2XdnKgWx0frC+3M3VSn1t5rl7L1zWU1dGiU93Hrr41ujw2VdGOy+VI+F4drW+p/9OY9+ol9xe\nOBPVJyaHrZ1zy+nnZju+1RwWVOPGan26fnFxcXhBFsqrMuNTxPClmLJfoOjmUq4UKIel5YKbgEyM\n4nR4qdFTtKsHdbhHKhkpmCIGSa2R+XSum8r86rosrJ3ELX2nmyOOo1ImSDDhlO2P7GQ+jKbyQTxd\nno+mKDU7bWGSpic7D6J5InFJnF9pNNKrjfpovdlMy1vq56RWy+MoKptG+2kiWRg7J3KxvYFuXO3b\nRq/XaKV9aZZ9NDGUuk1RT0rYSQ81C9DU+H3BJfd97lc5c+sVECp95tnnjrjL1jueFM8tMKYQPvBf\ne/Om3JBs0SWbr1OUjbIoy7o2dxRlQo0cZAtDumxAj6GQTBJ97+dm5aVICu7VchnUMx6GzCGfh8yh\nEdezASWF6ImCbZRK6zo41Hy/fy0MVTgd9Ss3UVqVnBWFTspCJ77UCUodI1exGqrYeNW0TKbJpGpM\nqg5QC0Tv+/ob81c+q0rSUmNdGhmX2cgVIcOodJF1bG0p1haom1Rp47Qx3mjFidIcK+KElNQpOH+a\nH1Y+w0LeQY8K2LSETQvYLFe2KGxUwSPrcwkOpHHeUSlWFTDKwVgXwJH1UBFDJQKqyYbz6P0zVELY\nrqTsJa1K2nLxkovjsiptC4VtTliCS0k2urZ5ISk2QFIcIJJYEViIxNe5kT66S4V8vgGWdOVUqqAS\nlC9JOwftfMhRct5pL/lGF7iqBM56XZXAjcO6o49aAveJJMLGI9deCuMlr1xNRQWaysq95Kpli5tJ\ntpTOoQoCL2F8obQHGS9asaiYobUTrRgxiRjFVT4TNjKaIoTSuU/djSEgz6HsbqP0bux88gFEjZ1P\n4/wnz2TEK+OD28kIKy2hC56mAKI2ANS4413Vh05rIVKelHHQSsjYEEBOcdWlLarez+PSu08C1pZ/\n8t/9lC/SzZNqt9tdYAMunsN7f377yerxSQB/gADcPYAfR3D5/DpChy0C8F/f+GnfHH3Ym//Fdrv9\n73c6nf956852u/33EJKp/8qosny9DuBFBGtXAuA/BvArCBau2xFq9q4i1PP9bwB+A+FNowH8R51O\n58V2u/0jAP5LhDfPNzudzn9xc8/kU9GZz3oC29rWtrYVJByNYU2cD2pJnla5NRzHBeK4NNaWkTG+\nrlUIGa7KoBaq5f/XSiVeXZaZ86Fj1ZysyUQjQ7xLoHYC+FQ7YZbrxcl0aXQ+v5Jan7pbEb5Ru/XD\nnkf1/rt29/HzamrlENGmI2er2qeyF37ohfUkLkPGzlgXW7c+99bCw/tA6lEguBcef/jFF5rN9CgA\nXJHpE0/zF+4AiFzqLhSr2YMAoGcvHiMK3vTIyQQA1Iu+dGs7cPL0nn17di/jMfXCA8f9LavT98w/\nePnp8+8W7zzwePy5P//OU5/H0UFd/cUjr7z14FS6dOYF+cnkW3/6yJ7773nzuz87/0ePLWP2xDcX\nj6ra4p670kvDF/qdaL48fcfO13acOffmT52YmkwL/dhLz9ATJ5+ur13cNTp27j7049najh1X9ZcP\nfAcTrUFyacdi/Npiu39eduk83dlML+67kr09cllW1l6eWK29dveFVE+sOIOitv/yFXvbmXNy61LJ\ntYzNIJ5VVxr7cKy+Rw2jqZhJJZOTQ8zPrfJDs69gojWIjfGtTMfppXjeXZjbwUsyp3uYbjiYaXYy\nKPtFt+zmo6JXiFsu61z4HRDsBnGZJ8NBt9EbnZzvlmr/uqZ41IQpF4mwaJyk0323MtfNuwurF7K5\n7hna2fVJLeNZzdhNQOJJZ6ltXRpGU6uDaDodRlNuxc6YwuxpOhXNCWhHKGESiaNipV7PVpqNUb/Z\nSLNGYySztTUTx+WENW6KlCwSbbS+hReVD1C/si6Nbj9uDntRK++3mjyQuh4hiQs0Wg56WkBz1bfz\nAEIGFBe8wrlf85kb+NSlPvPOZ0587hWPOOY+T4iXCQhm8H7ghbiAKdbI5n2KshFFeUpRVhZR5tdt\nTjRRaEyXEWk3CeWb2MzZek+nBrG4pJCxc2hYTzltpFw0Mnb11HM9Y0ryoUqKddtyEptMpjSjUcGh\nDy0FFZB3yg4qN9Go1Ela6CQvNyERFzqGU7EqdaQzstFQxRGTnhBSdQG1ENxEH9nZoJVPzabDKLO2\nzKqStDKyzkchvwjGOrHGqbpJ9YQeWKXZasUTpLimlNQQbtQa17V9/kB5obKE3ZJ3FFVh2bYsEJW5\njjg3kS9gOUdEAR4ZKmG0gzEONg5ZRypiUE2gEgnQpgF8tGsgIl7GEMlzJk5y8Zyzk1I8lxVEGnds\n49CtjSFeENpliZIilLUxS1yFbUcQxFscSeO20Z9AH6METlVw6boSOB7nKinW0N9TApd8rBK4T6oK\nNBkvufaShxBwFGbTzeQqZ9O44xyPF+ME1osYJ2Q8xHhRIQy8ymlip5R3RotowzDKiyEHS4IaAdF1\noOmmdCUWQKrcpw33kx+X3Y3dTwE0OSbjnTLZv/lb/9XVmzG3T1l7AByq1sdt4X8FwH8O4DcBfAGB\nbzzcbrf/IUJw8u8D+NcRKlRSAH8T4e/HbyE4sAsA/2Gn03nrpp3FDdaHAZ5fBvAH7Xb75wE8h3AR\nH0G4QD9xg+f2WaizJXH7cQD/aafT+XK1/b8D+J1Op/N71favAfh6p9P59Xa7/TCAfwzgxwD8DwhB\nThcA/Hm73f5/Op3Omzf9TL4/bQOebW1rWzdAIta6fhwV3SQp1quOUPlGR6i41NaWka1ChquOUJNE\nmMW2a/QDtS71pWWZvXhJ5gfLMoseWpM5ot0AzeEGBTS7YXkmXRqezZZT7UfuEICD1fLhstkVu+vk\nW3ruwjxpfwSbH9iu0ZGT6fNHXxjUYyef37q/VFH3xd1fe2MYTz8y3meM6z/x2PPvxlH5MABkEnW/\n7r9iEW5C0X115TSqcjqzcK4cP09xuD6NohsBwPqgedB7Ohlpd7BNp57s6INPzNy3UKy+uOzyY498\nPrn3z1558Y7GI6NEPf+jz6zd9dip/9M/t/enXnrh5buemJ3pvvGF+19P/rb5l/ce48PP/MXO+/fU\ndjb2jC4On1t/R0+7pQNHiqnlV7/x4Js1ZdKZu9/tn37w2DebUa5qF1duy1+4cFdSmFpz546VMw8f\neElPtAaz3eZE77Vb23zy0N56xraRry5IemGP5KfyWiYuemvqihy/4wLUQ6sJwcW7r5bFbWfe9u2L\nr8YTQ572ZPPV+q7BlQv7/LnkUC03jZ0gJBOt4aX5udXRHXPH8WDrlQlr3F4B2VU9eeHC3GL/4uyi\nW5HpxgjJHoHayY6Hbr04W3SL1bI378pLZa0M4GcPAAXlBqq+fn7U6K1dmuwWasfAUpxOQfndRJiE\niDRHvDTXdcvza+X6/NqlcqZ/LtpzledsKYuqCuQWkM9M4+IwmlwZRtPrg2i67EUT+rLZUS9VPCOk\ndoBoA+pYW/bqtWy50Uj7zcYobTZGvlkbqrl4rWat26kULxBhcuv7RwScIrmyjsZqX5qDHpppP2m5\n9bihhhM1myNuljBTHFxB31NiJZ5Tn/Mq51W5WOgu5n3uwHlsuKwnkkuDvSzimnKx95J4mKJLtuiT\nzQcUZWnVmt5TlGNoczWMS0sNV4Py0yCeQCgh+8DP8MTi4y1wqJFxWk85b6TsGhlzLWPUctZx4W1U\nDuKaHyTNQmaUhJwwet9ypetmD4gnO3A6Wi9VPCoCKMoLXStLHbvQ4SyRUsfkVGScssaXNsoym4wo\nrgvUHAIk+gQ3+SJa89AYN7TGjUKXNJdHtixs5FxkS2/HDiPjyBqvjHHaaG9iXURKrcdKyWQVeB2A\nkfpkGShOdFqBo7TqspYVVclajsgXErkclnOKUCgrpbVUilElrHbQJjiPbC2UrKlEQqlaA8F99PGv\nDEsZQBKn4iXn4EgqxFUd2zy7CiJ5cSxVaRvxZqaSBosWL0ZKWBGJhKUBbICksSPpU8iM+RglcMoz\nAq8QKI8xVHqvLnClElMatrAbJXA1fNISuE8oYvHaIzcsuXFSmOBsKo3HZse5AJzGZXO8EQoeHE2w\nIZcJFWQi7UMs0JaMJqsERrE3JN5qLq0JoKmJzdK560HTuzf63G+gMoS/qS8DWETIDD4B4OcRyqxm\nAPxmVaL1fyCUaB1DAPOzCCaMfwrgXwPw3yE4ePbf5HO4ofrA/xw6nU4XwENVN607ES7Iv+h0Ok/f\njMl9xlpEgDTvpxVs3nBMA1hpt9sHAax2Op1zANBut/8VgC8D2AY829rWtv7KyWg3iOKim4Tcms2Q\n4aRAEhXKboYMN7eEDE8C195sbeujSQTcQ+v8ksxdrjpWmT4a02XoWHXDy8vcqDyfLY1OZ8spuWF5\nEOED0Uf/UKT8yCycfcXsOB3B5vden6uzVXe+mz73+IuDVuTkC9c/dmHi8LNvzz98AEQbcCeJ88tH\nH3u+azTfB4Qyj//b//i7DPUAABS9vOOGZVXyJUz19duBkK1C1fuxUaxtlNesXJ0+u7iwevBR9eIX\nOv7ASjQVH0kW609ml0dPZK89fiC5789OvHWw9oVRol77mSd7+x8++/UvdeYefOq83P7It/70EX//\nPW8+eef88cdu1++WT/KDT57Ytf+L9V2N+ujC4Nn1d2gqf3XhHqqtn3rlwLHy1cO9e2b77vLjL75b\nPHL6rXaha/2TvXsH37l49y7RqrFr55Xj993ypn68+fwtqY7X31w43H977mBtgLl9Puf19OL0ML2w\nJy6Ou13QZX5q+vLgbPsiqfu7s1A8O991pw6fvTI4eP68uX3Z79KCuaGdOLfS2Ht5ZXmvPx0fmfNk\nD4NgWq3h6fnZtaXdc5fdkda709a6g0RoZRJ1l9Tc6fMzO/pL0/Oqh6n5EuYWgOriJSsHxdmym68U\n3VbpenNJuez3QbAX48+ZNl9R9f6lstnt9Rp9d3J2kFCUL4B47zjrxpQynOm7i/Nrbm1hzaWz3WWa\nHVyq7+7zLs3YReFGBQBQ6OTqyE4sD6Lp3iCezod2Equ2mSzp6Tkmswii6a3vGa38qFbPlhv1tNts\njIbNxqis1zPVSgbJrF2b0Jr3gTD3Xjd8hZj1ARorfWn0+2gNe9Is+6aJoa7rtB7XCsRTHvWq0x29\n5w3jdeViobtY5thnnrhgy07XJY+bkrZ2I3ym/PAbT132qxKyAY1zhaKsJJsLbK7IFjbVLk6brrk6\nwdMADhDho8ECEa7gUL+e8bCecdqo4FA9Y1+v4FCSi4kcx8a5mvVlI3bDWQAH6Ppyt48gTzpzKlov\ndTwoVTx2Eo1ziXyxCYmUU5HxykZe6YRF13NnGzmiha3g75NJ2Gg/MMYPAywqU2tdHoKvy9IGh5FY\n68RaR8aEDKNx4LVVZRSrokYkEyDs3Oou+8QzEnDVZS2t4FFWSJQXsGUFj1whtipZi2Qj70hZXSqj\nvdXGbbiOVI1B01vyjr5v54x4zsRLypuOpEI8F5sQaRy2zSxORDyjKm2jqqRNVzDJihgrDhGCI6kl\n2ABJ8YfN4xNpswQup+ug0nuVwAWY5MZQCVUXuOtL4K7pAidEERuJS1CCCBM3ssPXB55qAE2Z2Syd\ne+mRD3/aD6J2ILwvBggVNwrAOgK8uYDwRYEF8Hx1/CkALwH4RwDOV895BuGzy08j5PA8gACHfuVm\nncSN1keqT+x0On8C4E9u8Fx+ENSuWqolCN/yffUDjv0nAJ5rt9t/C8EG+yjCm+7KlmOW8D7fSv6A\n69RnPYFtbWtbN1dVyPBanOT9WlyE3JraRkeojZBhY3xDqY1vkJv4gIyIbX0yeaFyDZNnl2T+ypLM\n5SuhY9Wcg94L0D4A+27KPFJ3Kb08OpldHokblrdUTo2P1S0LEFbTl1+1u98dUm39HiI8/P6Hitx1\nInv28ZfWp63HF69/uFDx6ot7vvb2KJq65jVazcHJR7/0cqSUbOT7fJOP/nmK2tHxdve1lSGqm041\nufIGUWjB3hzxCipXT6Psz42PP3l6z8LiwiosucYReveFt+TWo5N3zjyWr6RviLd35q89OozveXrp\nzK747n/xlenOX//WWt5eefbo7Oj8a6/u/PLiVjfPj+jvPvGgvHrpm/6JV7B78uHaroakF4bP9I/T\nbP7mlx6DKVaX9711+us/dOlOw9K49+3Ri59/85npI1e+e7ibzL99cnh/+u0L99+htMS7d15+u33L\nSfVA49gdHhrHa/tPv3HgsKwc2HFYBBPFav7W6MLEqDi+d0G8HILNVy7OXLq8fOgSvvO5/l5Ssqc1\n9JduPZufu/XcO+7upTd2Go9bhVSxliy+eaW5/+rS1Z321Kndtwqp3YBIqzk6NTe3dml+drX84sRr\nkxX0mRABr2Ly1EW1cPni1GJ+ZXKmNtw/s1+gdoffvBRuUJ4oevmVspsX5Xojcpfmd4CxD5sByExx\nekE1epfLRm9wqdHD5X2jOg4WB0Cye+NmSIRbQ74013WXF1bLwXzX+en+VTs/ujK5uy+H6TqHnyMz\nGEUTS8Noeq0qA+M0a0VXexMTl9XMQYAWry8rIuKiluRXGo10tdEYrTcbo7JRz1BLsrgVDRpTujdP\nhDtJvfdnZy9UDsflYWgOetLK+mjKQOo0srUkt1HTNeNZAd3+IVkwngte9ZnrcuYHPrumXExzyZE4\nrou3E5LZGckaH/3vAfmUbN6FLfoUZUOKspyirKQoZ7I5kSksmTKCdvXMciuL1FR34mP+vRGRuJRe\nLeN+LedBI62cQ9kWOJSxSgoxUSmxdVLTLA3FvhX5dCb26fzH+nlbxKByAxLpOC1VlUtkkrICRShV\nLKWOVeUmiph0zKQTJtUAqOmcbjlvWln+aTAF8VV+0agqScvHDqMoKp3dUpIWgJFXRocOaUpzpBTH\niqRmydUtXKtBWbg2n5LvhIVc1WVtnHeU52KLAlGRI3IFrNuSd4QClgqx5GB0CaM9tHVaW9bjoGxT\nF9AsgvPoUwMZIsJVWdu4tK2o3EgFOy6riG0voWubcHAkjUvblLCoqlub3pKPFEF0DK8TeJtIAKtW\nPq1Jv6/etwSu3IRKH1wCR1tL4D5iFzhRpJ1Cw9kNR2L3hp/qjVUNAcwkCDzj7yDAm3HGzvizyjcA\n/F61vgchd+cPq+f/EkJHrRaAqN1u/8NOp/OrN+sEbqRI5Ma/lf8yqMrg+Z1Op/P5avt2AL8N4L5O\np+Peo0TrHwCQTqfzj9vt9k8C+EUA/y2AX+50Oj9bHfPvIaR8//2bfkLfh371l77RwnYnrW1t6y+t\niLgIIcN5P0mKYS2UQpVxCBlWW0KGG0pJi0imP41vGrf18eREpyuYPrMk86tLMldclanaCLV5D7Vv\naz7IzZLP3OXs8uhEennEblDuh3xykESN3nG7+/gFNbnSJsLODzxYRO5+J33m0VcGs9a/d7jzucnb\nv/vO3IO3guiam7+52bXXv/jA67uJNsvQXuYjf/Es37vx5WR6efRS79jVjeye6LYXntJTK0cBYM/l\n4o2/9ifdO4HQPvhPD/28H4dVfu1Hn76oFHY50ek/8399XUALblCeXnl2aQFAnRrdTnzHM7uI0Jru\nuTM/981VpQV7c11bfmbfz1xyOrlHKc7vv+fN7y7Mrz5GBH2Od7z+LX7UlLBHRERG5wfPrJ/oLoBx\nCORzs+vkc2bnqZ2k+NaFq+Xxoy8OLu1cKe8VUH2pdeil0zN3c2pa9yvNvGf35VcO7L8gjXp6D4Dk\nnOw89pq01y7Kwn6GvsUX/mp2afh2emkIN3S3AZineHRBz148pWeWiGqDQ0TYEefcPXghf+e2M/lo\n50o5G5VyOwE217Xllcbe01cae0f9ZH6qVPGtIZRXpNkYnZmfW7s0N7eWT04MJiNbHhyXQeVie5dl\n7sx52dFdknnqojVdwN6C0CIcwuLcsDxX9orloptn5XphfebnwLIP2OxcBeKCksF51eytqEYvVfW+\nojidgCl3El2brxUV3J/p+6X5tXJtYdVls12nJoZcTwqeU8H9cw1QYagitc2lYTR1dRhNDwfRlBtF\nEybX9YbT0YxA7XzvkiHhJC6u1Ovp1WZjtN5spnmjPpJaLbdxVNSN8TNVOPT7dpoVgWSIV0N5WKPf\nRyvtScuvo4Gh1GyGuFHCTDDU3Li88IP0vuVimQMX3nDJ/x97bx4kR3afif1e3pVZ3XV3o0/cKFyD\na27OSfGQOBaXlK2RLFMryrFrrVamtY4dhyXLa0mejQ2HQ1J4bXklrZba5Wq9siRLDpNYiVqSEgcD\nzgAzAAaDGwWgAfR9VNeRdWTmy3zv/fxHZjWqq7sBNNBogFR//yCQmZX1so7set/7DgMZxlFgAkIi\nbHVhrEQEoYWM1ohGG0T13JAU8jjRKCGKL4ctZCzWkSu0+sYhRNQCrMco1mJUNE1XOJbHaVRnL0xP\nYIwKSaeo6AFqCsOYItCSBHQBQGItgnURQDBJrbMwvDoKsI5RXzaCSEnEA0mHiCSSmaSqQlI0TuQY\nEtnE8HPeDWTtCI4WCEGmKKyhKMxRFe6qauB1WNKEqjKhqQEooR0tUhgJVZZ41JCGMUKwFXi99tk3\nERhKNAC1GSmPPB+0FnkU0JA44j5onIKK/p28Iym4E5atCJA0DpKOIBkitKy1lEePxFqFAhmKhZBt\nDznSqLEtCK1toSIJuRAiVCTdCdlmSFAIOSKSFBSgAqKCrZDtxflIj7yNq/PKlljgJP6b3/inP/N/\nru84Hg7RXP0yhORMFcLX0YFQtfMeAByAUHRRh9C+9aMQ5vI8D2EmIwLAJwuFwol8Pv/zAPAbEJJg\nNQC4VCgUXoMfEGwQPBE6CZ5o24cA8JOFQuHWMgTPNwHgn0TByjoAXAeAmVVH8QAAIABJREFUVwHg\n/y4UCi9Gx/waAJQKhcL31RcIAODtt45OAdzjR/kGNrCBdQByTQsqxp1GKDdmUD9qhAJN8xVNZbq8\nOGT4npOCDawfKKr2HKbHZzBXmYWsqISNVX0IZOBR/VC9H3DKi96sc8ObdYKg7g8BPlgFegtEc2eU\n/pGCnJnqI7K4dwsXojhUcE++dK7Ro/Dlw5h92Zg/PfDGDVfrfqFz39DA9AdP7bt+oN12Mo25K1/n\nn9raqlpGRDH3zuR1FHfUPcYz37pFJLEVAGDviPvhZz6oL6iF/mb7z0wgkQYBAF549tyxTNp+DQDg\nOH/62CXc9RoAQO169V1nrP4qAICcnj6jbj93gBBQLYfPfvloqaZy2CmAsHP9n36vbA68BgDQUvPI\nMm5HBDwt9r93BvfnAUgOEYUzVj9ZH7E3AYYZRnJm6rQ6fFUiqn9ECbD57OXmR4cKblZjuMeX9Mpo\n6qkLk4ldGS5p+2SJO0ODM+e2bJ4kZsw7SAjE5jE5cl7kx2/jYNYHdR8iQGD7V52JxhwtuSlkuA8A\nZBKr35Kzk+NyalYjupsnBFIKQ3d4xi/sGvWqg7NBt+mJXQQgjkB4Tc+MFK3h2ZI1QBw12SeItA0I\nIQCIluWO5TKVqVy2QhPd9W5NC7YRAsnwfQCsQvf4FPZMT2KvW8R0rAlmnwAy1PoOICLnTTbh23TW\nr1KX1X2FezyDHIcBOghoidUlsz5BLLsqxau+FOvI+2n/XArk3U0+k62yYk+Z1bMVJlJ1rlmuSKgM\n+wlAEjqAAEgVc7apJopNPcwBctRu4qnxWCDpSUHkTUBWJl801S+bpleMcoG8uOWIWMyTDd03FYUl\nJAl77uc+HaDSbIBZqqNVtSN7WB3iooGm4oIR80GNM5DTAJC933uJCLgd2sV4nXvM4S4PuMcEp5wI\nX2giEDHkogsQUhC+Ng9wj0IBSmATldpRC5lLNBrmCqkeEtWXQfFVIjMDZG4BEQkIVaEPVbGtBqIR\no1iLeaJhesKxPEEtVwSmy7npCTQpSjoVsh4qhwyZoyULiANA8mHrvTvBiOJEaqJmIOtuIBte1HAW\nhOHVBgaSTpisyUzSFE4UTUiKIYhkIkgWhCTRo7EmRSBEBJHCKLKkMU9VA19TWdiQpgVcVRmoSsuS\nxuUFhZEkIsJIxKIWSuth37/7ASIgCy1rjg+K54Pm+ajSKO+IUdACipqIgrLBBxUDVEkAihSAojBQ\nlLaWNV0AMaKWNQvg0b7eC9cg0I+ykVxkSAUXNLK2tUikUJPEhIiykUDwBVsbaZFIIFBBgSogqChQ\nh8X5SAbc/bv7xaO/9YWvr8f1rhWiufo3IWz5PA4hsbMNwjn4FyAsQWoCwO8AwD8CgN8DgE2FQuGX\n8vn8dwHgSKFQSLSd7y8grEv/PwDAKxQKb67f1TxarPsK4fcL8vl8GkKCY6UcnhsQMoJnIEzsvl4o\nFG7n8/nu6AM4ASFz+KV1GO6jQAE2CJ4NbGCNgaiqzNZ1v2rotGEYvhMzPD9mUB42QvmypjJNUZgp\ny6I9ZDgLANl7nX0DjxdNNObnMDMxg7naLGawCt3dFPR+BNILT0DukPB52Ztzr7kzTRrU/QEQsAOi\nYNsHhsQaSu/ox8qmURMU/xAh95EDhCiOXHVOvniu2auIlS1bY8m971/PPJsHQpaQO/mdt97dvnX8\npfY8gyYaxW/wH0q0yB0AgObt+gkUuKDmIbH6ArkDAJBocNp+Xln4JSYbgwAAt0YHujNpGwAAXpTO\nPn+Z75xFIL3dO5OvejPNM8IXT/Ny39NEd76nDl1/uWnKvX/wxaz+s98oXTACfOrw1Ldfi5RH+0vl\n5L5v/c1L9MjBy+/05MqvPCtffPkgXq1/W7x0bBz6XrQ2d3/CHO4SzdH6+42bdj8v9T/DS/1ArOo1\nbeulufcPkOdPHIxrA7P+5Vc/apR2lE4/s7N02qxrqZs3M0fGbo8O5G+PDfTJMmtsHpp+f/PwlPxJ\n44MXCflAb2Js7qLYWbiW3GpoyfQLAEQXgbDdmeYVd1oN2HjXLja+exMACilevcqyk7MjPUVrZEB/\nhhCIE4G8bz64smuUzm2ZKuvby/N7dpQ/ygIABJJql82BkaI1XKuyXut2oz9/e2xgQU1lms54LlOZ\nyGUrfiJRj+/VbuzcJ91Y2O+j0pjF7K1J7K1OQw4r8URKiVu7zYH4QgMUIiJ32URg+9N+lTpBzZe5\nS1KikRqGRmoPn+34cER5P1K8aktWjROjYVQtmqnGld0jQ0uVNbov7LTNpnrKzM5VGM3YTOpu8Lju\nO9k0c/Zk3OllfysHklZ11MRsQ09WG1rKa2pJ8NS47suxbt9Xe/xAy1ftlYusFJnVY6ZXjJtuNR53\nHMt0mGl6smFQQ1VZQpZERiUsk4KalSK1YYDpFc8lkLAmxOYbYFVsjNdr2EVrEOd1tCQHDJ2CZgWg\nJBFITlLlhKTKifsx16JAJgJRWdEu5gsNmbBQLLSLRfYPIgHTUsi0FLqrWG+QWJ2o1CYarRPVaxKN\n0lAp5AlQqRRayJgO0kI1/SL1aaBK8UCFeC2+evGMEmAz5otazBMNyxNOWGcvgrDOXmCMCmJQoegB\nairDmMwxJgnoIqFyaAkxoCAzFc5MgzurHksLAiSfyVotCNVETlsuUavlDANZJ4GkS0xSFS6pKieK\ngUSOCUIsABIPVXfLA1FSg0BKBYGaAveBh7kASRJ0QWGkMldTmKdqzA/ziwIeWtIYqiqDUF3EZEXh\niiwJVZKFLhERKYzAglBhtOSNJASICsxSgVkLb/zaWdZ4AEqzLe+I+qjdaVkDjfuocgoahnlHCvio\nSgGoUhiUrSgcJC1sWiM6huSRBaHqaOE+QiSiEUnWQH10vwsQEUGgK/iCIokiR4pMBIJjIHx+8VE9\n9zrAKxQKr+fz+TcB4O9CWHJUh3DeegIAxgCAAsCLAPAn0WNK0KYQzefzxwDgfHTsQQjr0n9gsKHg\nidBRkw4Qfgj+l0Kh8PVo/9dgsYKnDwD+AO6sKv1ioVA4H7Vv/a/Rtj8vFAq/uT5XsLZ4+62jvwcA\n/+Bxj2MDG3iSoSisrmt+Vdf9esygjmFQGjMoMwwKuu5LEVkTk0MrVGuF8rEE7G1gbYAIWAdrahaz\nM9OYaxQxLdnQlfDDoOPUvc+wfhCBsL2iU/BmHNe3/U0gcBesTeMJlzPTZ5X+EZ8YzUP3a+8jAvnT\nV5yTz19o9itiZbUQlWPF04NvjHhq1xJiBwDg6UOXjm3qLS2SUnMkwR/yH7tCQT+wMEqBdPadiXnA\nMGMHAEDdcvGY0jOx8Ngffs8+tnuULvz/5NAX3rvTzIX8jc8et1v2r/f4kXcvYP5VAADusZnie9MG\nROoPddu5d5Ts9OsAAApD58tHS5fjrngGAKChJW+dGvxRISRlOwBAOlW9/NzTF3RZxu0AABXsHv0L\n/vpsA6znAEIlS/N27WTjVm0QMAqxVr1Zbculq1KyeIAQSOm+sF843zy3/4Y7oAjYjgBiztr88a30\nIbepJQ8DIaaiMHvz0NTFzcNTmqH7hwgB1UelcQ23XrwsdvAyJPa2PrO+Ta+5k81pb95NYCD2AYAK\nRARSd+mqnJ0qyd3zKVCC3YSEE9lMld3aNepNbJukJGXzzXIYqAwAAA01MTpvDU3MW0O8oadznCg7\nWrY3AAAz5k5ks5WJXLZCk911S9f9LRGJHb7qCGhDfHIae6Ymsdedw4zWALNPhNbFRdYG5rLpwKZT\nftVvBDUqcZclkeEwLEuooiC6My1ZtVkpXm0Qs4aS4Vig+D2L8n7aQASyZINPZStsPldhjVyFYbLO\nddPjSZVBH7kLccuJ7Dhq96yjJcoNLeU0tBR31S6VKmacS2qrDv6ufw8kiXuxGJ2zTLcSt5xG3HKY\naXokZlBd1YK4IvMMAPSsxg7loVZtgFmqYdy2ocurYTyoQbxlD4sFoCZ42B626skncuFwyiuccpu7\nvMk9RoXHOPc4CJ+rIhCGYBiH0C6WhrVQzRDuEdWvQKgUahKNekT1AqJ5SDQKRPEVogQ6yCwGRMQh\nXDjpXssGJYWha1Bhx2ikHArJId/0BLcWk0OqGqChcLQkAfGIHFrRzrcWQCCcSWorvNoJZKMVYB34\nd8KrkUm6FMiazCVV40TRBZFjSKQYhjbBrs7MqvWAJHFXVXgjyi/yVDXwQnURC8IMo0BEgdegRnY0\nJcovkiWhESIMSVpoSIs/kG1wjcBR8qOWNScA1evMO6KgcYoqXwjKDvOOJAaKdKdlTVZbLWsiVB21\nlEer/Sx7ABD/V28c4Wt/pY8O+Xz+ZQiVOwBhzo4EADchJHbmAGALAAgIa88DCG1a+yBsEOuK/v12\noVD4bD6f/2sI27UEADAAKAPAPygUCt9Zr+t5lNggeDawLN5+6+gvAsD//rjHsYENrBckibu67lfa\nGqG8qBEKDS0MGVZUFgtzaxZChh+Zf30DjxcCCa9C9/gsZmenMefNY0qpg5UKQBluZYk8aRBM1GjR\nLbgzTSew/V7kuAvW0OsvxStXlYHrs1J3eU9nBsrdQASyZy85Hzx3qTkgC9hyt2NvJ/e/N5J5em9n\nCxJAmD/x0vNnTyQSjVc69/2/7DPvzkF2USuXfaV8zJ1qLiKCjCPfOU8UtkAC/fi3K8cGisHCMec2\n/dCx+fjwwv9ffvHM9xLdzZcBADhK9Kv8zTKC1AcA0Byrv1+/Xl1QIOl73z8uxWuvAABIAoMv/WX5\nVLrGPwEAwIjSPDX0+XOOlvgEQLjSfeTg5ZM9ufLLLWLhuhg+/Y54IcVB3g4Qqicat2snm7drm6FF\noEisqQzcOKP0jm4mEm4GANgySc+/crbRSNX4MwRAY0StjyX3nptI7okHkn4QCCGqGlS3DE9dHB6c\njum6f5AQUAQSNor9Fy9g3p7B3DYB0hAAgGCi7s06V9ypJg3q/tYoXBuAcFdOzV2RM1N1qbucBYnv\nbo093uTTO8fp7R3jNMiVg00Kh52tmm1OZLca671etDZXyrE+3VXjm4FIixTCMcObymYr4z3ZsptM\n1OO67m8mZLG6LEDZmcPMrUncVJ7CHFYgkaCgbVmOiOAemwtq/oRfoY2g5hPmsAQyMQhwJ6tpEVaR\n99MOwxOVjM2mcxVW7SmzIF1jcneTW7qPPQSh725tUgII85T4jKMlSg091YhsYDJVLCuQtVSUA3TP\nyT8hyAydtnKBGvG467dygbSQBGrlAq3q7xVD2W1AbL6O8aoN8WYNu/zaHXuYTkHr4iCnMbSHrfo+\ng4iIgbAjQqgmPOY+GrvYchAM1KBCVFojKm22VdMLotKWhUwjMjNBElZbNf2aL9DIHD2DCtsMbWVN\n04uUQ67gpidESA6hrPtC0xjqCkdTEhAnCAnSaV18REAA5ERtBLLWZJLe9GXdCZVEMT9UEunijppI\nk7mkqVxS9DDAWjIRpFYu0SO3cN3lKlCWhaMorKmGCiMvakhbUBhpGhOqGqCqMKIqXJIVJiuyUGSZ\na3csaWgCLFjSHpvFuh0Bym6oPFK9VssahVbekcYi4ki08o4YyBO//rk3fvpxj3u1iAiebwHA5UKh\n8Ew+n/9pCOvOqxCKNA4BwL8qFAq/Fgk3zgHAxxASOzMA8GOFQmHJdzifz/86ANwuFApfW4/rWA9s\nEDwbWBZvv3X0OQD44HGPYwMbeBBEIcNlXaf19pBhw2g1QvmKpjJDlrkpSaKbEEjdd33sBn6gwFGi\nJUiOzWB2fgZztIQpvQGxLAd5eL38+A8KwUSTzrtX3BmnEVRpDjnuBljbCQjRnCll4MY1OTMzRCSx\nqlZIIpA9d7F54tlLzrCMd69T9xRz5vTAG2NUjS9pzwIIa65fe+XUpZjhL6lNP8kPHv8Y9y4ifYTP\nK3PHpyRoV1gotGQc/m6yfZL25W+UTiQb/MXW/29kjhwfTR1YONfgwMyHB/dfWxjTCX7o+Dncs7C/\neGL6BHdYq36dG4fe+YhoNBwjonjzO9Xv9ReDBeKpkH3u2ERizydaE51ONY9Awt4XR96/iDsPtogL\nFBg0btknm6P1bXfUSCjk3PiH6tA1s0VYxVwx/9K5xqXdt7wtrdfbUbsmbqYP35iLb96KRN4MAKCp\nQXnL5olLw4MzcU0LDrRejzlMXz8v8lOjONATgLqnNeag7t90JhvjtOh2CV/sg5YdRQ5sOTVbkLOT\nnhS3+4CIHa0Jj+4Le9sEvbZzjDb7ikFGDzBP4A7B4CnmzLw5NFq0hryakUsxSdvRWXFtGN50LlMZ\nz2UrTjJZswzdHyYEejvf/xpaU1PYMzmJvc4cZtQGWJs4SJuXa/HhlM8HNX/Sr1I7sCkwh3VjIAbg\nblZFidUlszYpxe0ysexAMusq0bxl834WPYyjn2zwqVyFlXLloJmtMkzWuWF6IqVw6Cf30UBIZaPo\nqIliQ0/ZDS3lO1oCPCUe82UjEeUA3afKBlHXgnnTdEuW5da6LMezLAdjMSrrmm+pKktGJJB173Mt\nhkDCXTBKYWh0vGFj3K1BV8sepnmgWwyUpACSa7dPrhYokAmflznlVR7axTzu8kB4DLjPZeELHZkw\nUWAisoutMfmBCHJgE9W3o7BpJ2oh40SjQFRKQAlUIgcGSDweWsgg1VK9PQpIHH3DF7bpYT3miabl\ncc9yhR/V2WPMEyRGUdYD0VIOmXJIDnUTWP17/bDgRPYWWs4k3fVlwwtkw48azlpqIsIkXWaSGqqJ\nJNkQRG7lEnUBIU/IbzVEReYNReGthjRPUwN6x5LGuKYGGCmMyJ3Aa67KkmgRRq3Aa2udiy7+4OnP\n/sbfX8fnWxO0ETwcQsdNDsI8nl8GgP8WQlvWvy8UCr8WHX8DAL4DYbj8QQDYCQDHAOD3C4XCH7Wd\n99dhg+DZwN8GvP3WUQUAbFin1YENbGBlINc1v6Lrvm0YfiNmUNcwaBAzqNB1H3TNV1SV6YrSImsw\nGdV3b2ADC/BRacxDemwGs+UZzPIyJmMOGL0CpMG1rHN9lEAuXFryrrjTTs2vehlkuBvWOBgUAADk\noKZsun1O6RnrAiU4uNpVSklg8PyF5smnLztb2q07K+FW6uD3bqYPPbXSZFXT/NLrr5yaURW+r3Pf\nqOg/903x6t7O2unyR3PH/ApdpN5R+kfeUwevv9S+7ef+rHgu5uPB1v9n4ttOX9r06kLZgiRx70c+\n/R5r3VM4Sv5X+ZvFVhW4CHh17t0pDyDKHpJY0zj83VEi872tc7xx3D62c/zOWEpm//mP+z7dA0Ta\nFD7HUjWPi3rpr/irl2ch84nW5xMF+o2b9snmaH0ntGXkSd2lS+qWSzWiO88RAjIg4q5R+tEnzjVY\nd1M8QyLSr2T2nx9JH7HreuZA67XWNb+4dcvElaGBmYSqsqdaFoY6mtMXxK7r13GL5YJxoPX6IheO\nN+decqYabmD7m6GduFNpUU5P31AyU4yY9c1EwoUWNoWhOxQFNw/NBl1RcPNCOIsAwmpG9kbRGi6W\nzQGpqSX6EaQtYYDzHRg6nc1mKqO5XNlJJeqmYdDh5XKfGEpeETK3JkRvaRp6RBkT3R7owwBkWQWP\n8HklqPkTfpVWg5qPrBnEhS/6F97XlaDSomTWZtrzfohGM0DE4N2atABCQi5rs9lcJbBzZeZnbK7E\nHd6lB9hDEDaR+1CrMEmtOWr3bCOsg/ccLSFctUujcqybS0oOgPR0voZ3g6IEthWGQ9txy3Ety2Fm\nGA4dU1WWkCSRawVnPwgoqnYDrFLUHubYd+xhigtGuz3sgZ+jBcGEI3xe5h63uccc7nFPeEysYBfL\nwKPKJZVYk6h+5U7YtOcRzQtApUg0KhHFV4gc6CBzCyQRB1if3zCSwMCgwjYo1qNAatdyhW+6nFme\nEBE5JOm+UDWGhsIw1kYOPbYiBwEkWCCJIiVRIBnUV4zAlw12J7xaJ0zSFCapWqgkkmOCSBaEmThd\nq/lerA9QKApvRAojt6Uw0tTAD+1oIWGkqKxNYcSVliVNkoQukUWE0d2IsF94+rO/8bvrdWVrgUiR\ncwnCeWkVwu+rC+EizkkAyENYdT8NAP86Ova3IcyvZBDeT/9doVD4ufUe++PABsGzgRXx9ltHvwsA\nrz/ucWzgBwmIqsqqxkLI8EIjFDcMHzTNlzWV6WFuTdgIBWvsld/ADzY81CpzmBmfxpw9C1lRxe64\nC3ofAul7nI1VDwIUSGnJu+LONKt+maaQiT0Aj8oWKJicnfpI6b/Jie4cvtfkdDlIHP0XzzdPHrnq\nbJfacm9WgqtY06cH/5NJXzGfWekYy3TGXn3pjJAk3NK5r4bW1B/xz6sAi6vTmRNMzJ+YyUFH8Kl+\n4NhJyXAX5fp85Y/nbslteUA1PT1yaujvLFIqvf7Khycs01tQ+XzADxw/i/sWVDzuTPO0fal85xpU\nWjQOvuO2ExyvnqkfO1RwX21N2qkcK34w/IXJQDYOtY7pVPMAAMxipvBN/prrgb5wHAqk9RvVD5zx\nxi5oIyCI3pxQt14akbrKR1oNTfEmn37lbOPajnG6S8KQFOJE9ia782dHU/tVX44dbuXAGDqd3bZ1\nojDQP5tUFfZU675LUa0VcNvFy2I7VKF7X7slijWDMWeycdubc2OC8n3QtihEdGdCzkzdltMzUlTJ\nvqC+iYKbr+0apcXN076WaPDtpENFE0hatWQOjBTjmxtVoyfuy7HtQJZO/HWdzmXT1dFcrtxMJWsx\nw6DDElm+JKKO5sw05iYmcVNjFjNaHaweDvKW9gDUdggmakHNH/ertBLYlLMms4TP+wChH+5KwCzJ\n+4GOvJ+7WppkjjRZ41O5ajDfU2ZutsowUecxk4q0HKp/7mvxTRCJukrXTFNLlhp6qtnQktxVuxWq\nmHEmaZkoB2hVJLEscSdmenOW6VbjltNs5QIZBjU0NeiSZZEFgOzD/N3mKNEGmMU6WnYN4g07DI0W\nDTRlBwzdB62LgZxCINmV3rvVoMMuVucuc7jHfRGGSbfsYmabXSwBa2YXWwaEU6L6VVD9Whg27Xmh\nhYwKonqEqL5MlEAHicdA4l1RNX1ivX4rEYHM8NGOUVE3PdE03ZAcsjzBTJcL00NiUCEZoXJIVxnG\nJAFxCaELALrvh7x8lEAAwSS1zqQWSaS7vhyjUcNZiyTCQNYlJmkyk9TIcqa0colalrMndnGIEGSy\nzJqqwqOGtKBFGAW6Hvz8T/3CVz5+3GNcDZZp0EoAwHYIs3N2AMBXAeCzcMei9WUA+M8hbNkqQliR\nXi4UCl9Y/9GvPzYIng2siLffOvpPAeCfPO5xbODJhaKwWtQIVW81QhkGZUbYCCVpaqApKo/JEo9H\nIcOL7BEb2MCDooGxmVnMTs9grjaHGakKXV0UtIHOyf73E1Bg4Je9K+6MU6ZlL4GB2AOPOIBT6ipd\nUgZvlKR4ZW970O1qIHOknzjX+OBQwd3ZIhHuhZH04eO3UwcOAiEr1gylkvaVF587l+3MYgEI80H+\nLf+x2+1WohaKJ6bf5w5b3M5FODWe+XbQuTL+i380Z7cH5TKi1o9t/9Ki1eltW8bf25O/taD84UiC\nP+A/MdPKrAEAKJ2efTew/QUrFonVb+n730u0ApoBAJ6+3HzvpY+bz5NIKYBA+Md9nz5etgZebx2z\nnJoHAOCi2HnyPXFkECGscAcAQI5e/Ub1Q2eisRugLSdGDmx1qHBWzk3kSUR0EIF8303vzPPnm7Ll\niSOtCZYnm7O30gevznRt7xeSsrN1ipjhTW/bOn5toG8uo6p8f/u138bBCxdEvjELmR0IUv/CeARS\nr+hedCcbDd+mgyBgEVFGYrWbcnZqIqpk392pBElX2a1dY97EtgmfpG02LCMMt+9HAGxqydtFa3hq\n3hoUDS2VE2GA85IJvq75xUymOtqTLTdSyZphGN6QJC1POnKU/CKkbk3ipvkp7GFlTHS5YAzd7V4i\nmGiwuj/mV2nFt33GGoEpfN4b5RXdPY+GcEpizQnJskuSZTuSWZPvJ++nHZbD57JVNpursFquwoK0\nzdS4K7q1UP3Tc78TaAQQnmLNRTawelNL+U2tW/KUuMkkLRXZwFZt5SFEBDGDzlmmW7LiTjNuOb5l\nehAzPE3Tgi5Z5mlCoIeQh1PNIIKI7GGVGlq1MDS6i9fRhCaYWqs9TISqoDWzJKHAILKL2dzjDe4y\nj3ssEB4HTrksgoV2sUdkF1t2VBwUvxq1kDWISj2iuz5RKSOaB0T1ldBCxkILWVhNn3zY92C1IAK5\nHmAt5omaSe+QQ6YnAssVwvQExKiQdR8VLRC6wiEmc4xLCN3wBJBD7WBEaTJZa0QtZ24gG15bLhFv\nUxPJTFIVThRdSEorl8iCkCRabyu4CwCJX/2tzwfr/LwPhYjg+QYA+FH+zpsA8DkA2A8APwkAvwYA\ngwDwzwuFwn/I5/NfAYBfAIC/WygUzuTzeR3Cxuvh5Z/hBwsbBM8GVsTbbx39YQD4q8c9jg2sD2SZ\nO5EVqh4zaLOtEQojskZVVWbIsrAkSbQaoR5jYN4GftCBCMKGrsmoscopYlqug5WMGqsee+34wwIF\nMr9Kr7rTzXm/7HUJX+yBdZgIEL05rgzeuCmnZoaJhCu2Wd0LMkfv5bONDw9cv39ix1Xik6cH35jx\nFfPpux3Xt2nuzOEDV/MrWRX+mL3xXhUSL3Vu96v0SvnM3G7omATImcnT2vYLi5RCMkf6lT8pLvlx\n/dfbv2y328UUhdmf/aH3zfb73Sm+/3tn8KmXW/9HLpzZY5NzgHdCpKXu+Qta/vTOdjXU7lvuqc+e\nqO8ncEc+P9GdP1nIvbC3nexaTs3DUPLeEc9/cAM3P9M+WUUu3Nr16ofuZHMvtKtgiAiU3tunlIGR\nFJH5AhGWrLHxVz9q3Nwy5e9tV81UjZ4rI5kjc1Wjdz8QkmltN2PuxPat4yP9fcWcotyxngEATGP2\nynmRnx3H/j4GSr59H3PYhDvVuOXNOhr3+F5YZOtAIcWrBTk7OSfk6zXjAAAgAElEQVQnixaodE9n\n/ku8yWd2jNObO8cpi4Kbd3SGFnMiO5VY3425+HClEuvTPcXa0rK+dULT/FImXb3dky3XU6maETPo\noCTh4HLHAgA0MVacxtz4JPbWZzCr1CGeY6HaZ0UVHXLhBvVgzLdpKajSgDUCg1PeAyFZde/FjQfM\n+2mHwtBN1dhUrsLKuQpzslVGEg0ei3kiLQsYWG1rky/pZUdLzDa0pN3UUrSpJcFV43ogG0lOlFz7\nZ2V1QGHofiscuh6Pu9QyXRGLeZqu+Zai8FSUC7QmJLePSr0BVqmOlm1DV9PGOKsvhEbrMR/Ubg5y\nGgDSa632XMYuRrnLuKAcOOUqsgW7WDJ8/vUiXRBBZjWiUju0kFGXaC4lGmVE9RBUXyKqH5FCzARp\ngRR6pAsPdxmu0H2sxaioRYHUruUKGmUO8YgcknQfVe1Onb0VkUOJu4WePy4IIvlM0moRSeT4suH5\nsuG3Ws7uhFfrEpM0hUuKyoliIJFjghALgHStkoR991d/6/Ov3fuwJwsRwXMRQiXOJQAYAICfAIA/\nhVDJ8/uwmOD5ZQD4byCMG5kEgP8LAH6mUCh8av1Hv/7YIHg2sCLefutoNwBU4Am8IW7g7pAkQTVt\noRGqaRjUixk0MHSKhu4TTQuUkKwJG6EIgeRGyPAGHhc4kqACibEZzBZnwsYqtQFWloVBxz8wn0tE\n5EGVFtwZZ47Oe3Hh8zysV5aB7FeVvlsXlJ7xBMh37DcPAoWh+/LZxodPXXd3S7A09HY5IACOZJ4+\nPprcfxgIues1b9869l5+5+3nViKQj/Fnj13BHcv+QJ17d/KsCMThzu363hPHpbi9KIg5UeeTP3u0\ntETV8d1tP31NSMqu9m2feu3kGcPwF0gpgYR9lf/EpABpIYOGlr2LlbPFPdA2kZd7xk6qmy8/127J\n2TxFz3/hHXtzu3IoqlLnQlJ2tLatpOapozn9l/z1m5UOggu5cGrXqqfcqeZ+CDNFFiAlZz9WN1/x\nieY923rvJY7+wevumWcvNmMxHxcsYAJIMNO14+yt9AHhKfEjQO4QGpbpjG3fNn6zr7fYpyhiEaFj\nY3zigtg1cgM3JzzQ97dbZ1BgQEveZWeyUfErtB8ELnp971SyT5bl7lIClGBvZ+uT7gt76yS9tmuU\nNvuKQVoPcDdZxrLoKvHpeWtwtGgN07qeSTFJ27VSG5WmBuVMuno7lyvX0klbj8XogNRmresERxKU\nIHV7EnuLU9gTlDAVd8EYRCB3/R6gQMoawZhfpfN+lfqsEeicshwIGIb7zdFSvXnJrE9J8WpNsmxO\nYk2DqDQDRAzdd5AvIsYdMZutstmeMmvkqoylbKbEXZHQAtxEYPUqPkaUpqt2zTS1ZKWhp52mlhSO\n2qX6cqyLSWoOgPQ+TMW2qgYVy3RbuUCeZbnCjLmyofumorCEJGGOEFhRCbhacCRBE8z5BlgVG0N7\nWB3ivI6m5EDMoKDFGchJDEOj13yRK7KLVTnlFe7xOveYy13mc4+joFwSAVdFgGZHu9j6QuIOUWiV\naLQOYQuZRzSPRS1khKi+QmRmRNX0XRBmIz623B4AAEBELcBaZCtrtJFDwQI55AnJ8FHRIluZLNCS\nBHRBSA49sepzBMKZpLbCq5thw5nhtUgiXzZEIBsQyJpMEI7+o9/5e7/xuMe8GrSROwAhQd2EkLTJ\nA8AVCO9brXvgXxQKhZ/O5/PPQaju+ZcAcBvC3LqfBYB/DCFJdL5QKPzD9bmC9ccGwbOBu+Ltt45+\nDGHy+AYeEwhBFpE1tqHTpmFQNxajgaFToes+0fVAURWmbYQMb+BJB0PZnYdU1FiVDUqYMhyI5ThI\nw4/ih/LjBiJiUPOvudPNGTrvxQTleYD7W4VfExDhy9mJs0rfLSS6e/hh21wUhs6rH9VP7bvh7ZXu\n1jrUAUftGj898MZ8oMSWEC+dOLC/cGywf/bVlQio62L49F+LTxxeLhh7SRbOAhCNZ//jDOnIZRmc\n9S/9Z39dXRLc/L3Nb56iqrWorSu/89bxHdvGFxFEZ8S+906JA4tIlsq5+XfovPt6+zZ1+MoxZdPo\nIkJq03xQePNblZTUZq0Kq9R/9GNHSy4653JqHgCAcbHpwrfEy3IA6iJVjWCiUbtWOe1NOwegoxac\nxGo3ta2XJollP9u+Cp+tBCOvnWlMDswFB9uJJ1/Sy7dTBy5OJXZmuaQtep641by9Y9vY6KbeUr8s\ni53t+zzUqldw+6UrYrtUg/hTEGZWLIB7bMadat5wZxyZu2wvdH4vWpXs2ama1FXuAYnnO+29Mkdv\nOAxurgzNBHHTE/nlwl8FkMA2em4U48PFcqxfdrTuwVaj2HJQ1aCaSVdv5bIVO52yNTPmDRCCw3cj\nRR3U52cwNz6Bm2qzmFVsiGcYKFvv1cSHAhlrBmOBTef8qk+Duq9yj+dA4DDA/X5fHy7vZ9G1B6KR\nrvHpXIVVcuXAzVY56W5yM0ZFRgrVP6vOABNAAk+NhzlAWqrR1JLcUbslT7EsJmvpqA7+4e5NMqvH\nTK8YN92qZTlO3HK4aXqSYVBDVVi3LIssIfCASqPlgQjogV5pgFmyMV6rQZdrYxevgwVNjKke6FYA\nSrcAKQtwd1L7ocZxb7uY3mEXezyLJkT4kYWsRjTaaIVNE9UTRKNAFF8GJdDvWMgWbP2Pf5E5JIca\nho+1FjlkusKzXB5YnhCmKzBGUTJ8obSUQ1GdfRcAJMm6KbLuC5996et//u3HPYjVYBl71qsA8D9C\nGKq8xJ7V9rg/BIB9APAWAPwxhGTQf18oFE7l8/k/BYB/UygUvrmuF7NO2CB4NnBXvP3W0X8BoYdx\nA2sCFJoaVFuNUItChnUKuhYoqhZoiszNtpDhro2Q4Q18P4GiahcxPT6NueosZHkFE6YLxiYBZADg\nwVdyn3QgIrJ6cMOdbk7RedfgHt8F4Q+QdYXUPX9BHbxeIZb9FCEP//xKgM3Xz9RP7b3p7V/NCj8C\n4PXss++OJ/Y+c28JOYoXnzt3PJ2qrSgdr2D36J/wN5LL2fMQUcy+MzkCAnd27pO6ypf1PR/u7dy+\nd8T98DMf1JfUsp8e+Ny7dqz31fZtukaLn3r9g0z7ZEMg4V/lb44JkBdsbigwmHt38gZyXJQNpOVP\nHZMTpUXXlrLZ6Jf+six1No1dyz737nhiz4vt4beRmudET678SjvRgQh4Bve/d1rsz3dmxggm6rWr\nlTPerHMIOlf5FTqvbr5yUU7P7GvPOFIYuk9fcc4cvuKkdIaLyK+6lhoZyTw9XjL780CkRWRZV1dj\nZOe2sYmeXGmwk4jiKNERHLpwUexyipDJd6pdEJH7Ze+yM9ks+WWvFzkusdiBHNhyeqYgZ6Y8KW73\nEUkseZ+JQL6pFFzbNUrntkz5+nLBzS34slEqmQM3i9Zw0zZ6un3Z2H63ynFFYXYmXb3Zky3X0ilb\nNU2vjxDccre/zQIJK0NidBI3zU6Gah/TAWMQQbqnnREROWuy8ZD4oS4LiZ80ctwMq5mgt+f9xKuu\nZNbDvB856Fsu2+oegxLdTTGTrbJirhzUchUmUnWuWo5IaAz7SAeZeN+nBUBfjhWbWqLY0FK10AaW\nkDwlbgSynhJE7r1bVtf9QpK4F4vROct0K1E4dGCaHokZVFO1oEuReQYAeh4FoRCg0mxAbL6O8ZY9\nLLhjDzNiPqhxFtrDso+6DEAw0RSUlznlNe6xJne5zz3GBeWEU65gIGKCL7KLPUblCgpQgmpkIWsS\nzXPCsGmPE40iUagc5QrFQOYWENENT2B8gBqIRoxiLRaSQ47lRcohl3PTE2hSlHQqZD1UDhlyRA6R\nUDm0lsUKPgCkXvr6nztreM5HjhXyd74AAK/BMvas6DH/GkLVziyE1ehvAUC8UChsifZ/CQCOFAqF\nt9b3atYHGwTPBu6Kt986+lMA8EePexxPKhQlqOl6UDV0Wo8Z1DEM6oe5NVEjlBZoisJjsszj0pO0\nGrGBDawBHDSKc5iZmsacPYcZrEJ3twdaH8LyGRg/iAjq/og740zSoqtyl+2EB7A4rAWI0RhVB6/f\nlpJzW4iEK6oTVgM1EPVPnm6c2X3Le4rA6la/m2pi9PTg56pMNu6pAJUkQV996fRH7U1VnfBRqf9b\n/p/OcZC3L7e/ccv+XuNm7eXl9mk7Pjomp+eWEEcvnmscf+6S80rn9ss9Lx2b7t655PjP/tD751WV\nHWjf9rHY8/5JcWhRoHNQ90dKH84OwKKsE0T9qeMnpJiz6FjL4bNfPlqqqRwWERalWN+Fj/s/k+0k\nUkI1z0VNlsWO9u0+KvVvi5c+Gse+FzszYgQTtdqV8kfenHsYliplPKV/5JTSd7ufSGLRa9tX9K++\n+lGj2FtihwncUYUigJiLbzl7K33Ia6qJw0DIotyoRHf9+o5tY5M9ufKWzvYzRMAp7Ll8HnfPT+Cm\nweXeT+7zeXeqWXCnm4Q7LA/LffZUr6hkpq/L6WneWcm+6PWqsts7x7zx7WFw85DcXuvePi4AbGjp\nm0VraLpkDWJDS/UKIm+/W0uOorBaOmXf7MmW7XTaVsyY2ydJuOVef+M91CozmBubwF57BnPEhq5M\nEKp97kncIKLgDpv0bX8mqFInqPsKd1kKOQ4DrFK5Kwc1yaxPSpZd6cj7GXwQy5Pmi1q6xqd7ykEl\nV2E0U2Wkuynihi+ykoA+cr9WtGUQSJrtqN2zTS1Zbegpt6klwVW6NF8xujlRe4CsTbg+IcgMnRZN\n0y1HuUC+ZboYMzxV04O4IvN0lAv0SNoMBRLmgDFfh3jFxnijhnGvBl28jpbkgKG3QqMje9gjD+eN\n7GIVTnn1PuxiaVhPherdIAc1ovg20aJqerVlIaMAKiVE8RWiMAMkboEkuqJq+nUIwl49FIaOQYVt\ntpFDpit8yxUhOeQJYvhC0XzUVIaGspgc6vyMvPPS1//8k4/lQh4CbRYtAwAcCEmvAgD8aqFQ+Ho+\nn/8aLM7f0QDgXQjr0XdA2KL1SwDwzwqFwuHonJ8CgL9XKBT+i3W+nHXBBsGzgbvi7beODgDAxOMe\nx3pAlllT14KqYdBa2AhFadgIFYUMa4GqhvXdrZDh5JO2SrCBDTwK1NCamsXM1Az2NOcwLdUgnqCg\nDQKQB1qx/X4GawS33ZnmuFd0Ze6wHQD313rzSKD4ZaXv5kUlN5EmCtt/7wfcHzRf1D55qn42P0oP\nkFUqkBBAFHIvHJ/szj/bOfFfDooS2J985dRtTWMrEkGIgP+e/50PG2A9v+x+jt7sOxMVgOWDno2n\nv3WNyGJX5/Yffs8+tnuULiFyRpP73r+RffYTndv37712bPPQzKLjEUF8lf/ErU6iwr5aPuZONhef\nm3BqHH7nKlGCRdeq+8L+2a+XxowAn2rfTmWj+MHwFycC2VhkbVtJzQMQqpz+gr8+2wBriTJJBMK2\nr5TP0qJ7BKBzAo8oZ6bOqMMFiaj+kfY9mi9qz11sfnzgutvXSUQxotbHUvs+Hk/s7maSfgDIYvVB\nMmkXdmwdn85lK9uWy7apYPfoeZG/fROHkhS0pzoVfogogiq96kw2irTkpZHhXlhGUUB0Z0LOTt6W\n0zOEGM0d7ZXs7YiCm2/tGKd+TxjcvHOl4FVGlEbF7L9RtIarldgm01OsrfciEmSZNdIpe6QnV65m\nUrZimu4mScKt9yJ9EEGUITE6hb0zk9jrz2Mq1oRYf3tr2t0fj8g9Ph3YdNqv0kZQ82XusiQyHIIH\nmXQvn/eTBSIGH8TqSQTyRINPZ6usmKuwRq7CRLLONcsVSTVU/zxUjgwnsueqXdNNLVluaCknsoGp\nVInFuaRlMcwBWiObDKKmBSXLdOcty61FuUBoxjxF13xTUVlSCkmgNWvtWg4eatUGmKUaxms2dDk1\njLMaxFv2sFgAaoKH9rA1yye6F1Cg3xYm3eAe97jHGPc4iCfJLrYcCHfDanpai5RCkYWMCqJRiShR\nNb3MTCAiDgQT9xt8/rigMHQNKuwYjcghV/zLX/+Vr/3O4x7XatARrnwaQpLntyFU7ZyBMIdHh3Cu\n+v9AGMD8+wAwB6F6pxvC3J3rAPAfAOD3AOB/AIC/DwD/ZaFQ+NL6Xc36YYPg2cA98fZbR88AwJF7\nHvgEQZK4p2tBVY9ChmMG9QyDBrGwEYpEZI0hK9ySJdENj7MVYAMbeAIgkPAqdI3PYnZuGnPOPKaV\nOljpAJThzvyMv01gzWDcnXVu0zlHYk22DVYgEdYNhFO5Z+KssumWRDTv8FqSzLovaj/0Yf3szjF6\n8EEmXA0teevMwOcaTNafuvfRYRX3ay+fbnaqUTrxH/lL79zC4ddX2m9fLh1zp51lrV1EdyaMg+8u\nO0n+8W9Xjg0UgyWPK5n9Fz7u/+ySa7BMZ+z1V04vISnOifyJE+LIIvURIuLc8alzGIhDiw6W/apx\n+J1Sp1pGYeh8+WjpctwVizKEEAg/1/ep4yVr8PXO511JzQMAcEMMn/mueCG5nEJGBLxqXy6fo/Pe\n07CM6oNY1YK29eI8iTWWBF0PT9OLr3zUsDM2f7qzjclRu8ZH0kduFuPDW5bLuEmnqpd3bBsvZtLV\n7cu1V7moly7hjisFsU2tg/UUwFKCUPi84s44V93pJmeNYBesQLC2VbLrRHfznZXsLWi+sLe1gpvn\ng4zu465lVr3br3Fy3hwanbeGgrqeyTBJ3Xmv/BhZ5s100h7J5cqVTNpWLNPtkSSxrZOcWw4UVXsG\ns6OTuKk6Hap90j6oW1ZT+c09NhvY/pRfpbWg5kvMYQlkYggeyD6KgujOVJT30yRWDSS9aYESrDrv\npx06FXbGZtO5Cqv0lJmftpnU3eSW7mOPhND3sAG3CIR7ijXb1BLzTS1Vb2ipwNG6ZU+xYoGkp5FI\nfUDWNtBfUYKaZXpzlulWQxIoygXS/ZiqsoQkidxKn8u1BEPZjexhVRvizRp2+bU79jCdgtbFQU4j\nQGa5bLNHCcFEQ1Be5h6vccqcJ9suthwEA9WvEtW3ieq1coV8olFOVApEpQoogRbmComuyEKWvJ/v\n/iPCoT/9yd8995ie+4Gw2vydfD7/5WjbXHSK7RAqeH4KAP4CQgIoHx3zVKFQ+O/W8XLWDRsEzwbu\nibffOvo/AcDbj+v5CRGBrgWVMLeGNg2durEYZR0hw3pHyPAjXTnZwAa+X8FR8kuQHJ3B7Pws5ug8\nJvUGmFkeNlY9csn3kw7msklvpnnLm3OBNYMtgHBfK+iPFohSsnheHbhRI2btwFqvGupUVD/9Yf3c\n9nF6iDzAaj8CEVdzLx6f6t75/EptRZ1IdNevf+KFs3GJ3J0wuyR2nDwunnl+pVwK4fPy3PEpGVYY\ntzp85V1l0+iry+378jdKJ5INvsQW5irx6fe3/Piy4/qRT3/vmtyhBgpVPG+OcFAWq1scNjF/Yrob\nOtQyRHcm9QPvKp0qE0lg8KW/LJ9K1/gS9dBk964PruZe3NOZRXI3NY9Awt4XR96/iDsPLpdbJHxe\nti+XL9CS9wzA0r+ZRHOn1S2XClJi/nDnZ86govLiucb5fTe9YVnA1s7HzpsD52+mD9t1PXNwaX4K\nYiZdvbRj23gpk67u6gy/Bggnpddx84VLYiedh9QeALLE+tgKMXcmGjN03ksiE/tg2TBTFFK8ck3O\nTs2uVMnegszRG2oFN88GccsVu8gStdMdCJD8aqznetEaLpXNfsVVu4eQSEMrHb/wPBJ3UqnaSC5b\nLmfTVdmy3F5JElsJuXcYKyJgFbrHJrFnegp7aRHTRhPMPgFkaDX5LZzy+aBGJ/wKrQU1H5jDujEQ\ng/CgNtO1zPtpP61AlqzzyWyVlXrKrJmtMp6qM8N0RUrh0He392c18GVjvqkm5ppastbQU7SpJsBT\n44YvGwlBlF4gZM3z1GSJO7GQBKrEw3BoZpoeMQyqayrrlmWeBYDseuQwCiTcBaNUB6tcw3jDxrjb\nZg/TPNAtBkpSAMk+jnZLREQRiIoI28Ua3GMOd1mwYBfzuSaYMJFjyy62bsql1QERlMAmil8lmtcI\nq+k9n2geIypFolIZlFY1PbdAWsgVelhb4MSf/uTv3vPe9KRhtfk7+Xz+KwCgFAqFfx49/msA8LVC\nofBOPp+fBID/GQB+BQDOAcBvFwqF76z3Na0HNgieDdwTb791dD8AXFibs6HQWmSNThsxg7pRbo3Q\ndR90PVBUNdAUhZuyFIYMr2X95QY28LcFPirNeUiNzmCuMoNZVsak4YDRK0AaWu9VuicZ3GMz7qwz\n4s06gjWCzYCwYkXyeoPEajfVwRtjUrK4g5ClioeHheGJ8qc/qF3YNukfftBJUl1LjZwZ+JzHZW1J\nG9VK6MmVzj1z+NKWexFVRUxd/3P+w313U5CVP5p716/QZQkcAADj8N981Gk5auHn/qx4LubjEmsY\nAuF/s/1ncDlLx5GDl4/1bZpfovq5KHae/J545oXO7StlAxGrWtD3nuxfUh2MiG9+p3q8vxgsuaaG\nmrh9aujzgZCUJQHDd1PzuKiX/oq/enkWMp9Y7rvPfT5vXypf8sveswDL5FBIrKkOXj8t94xtXZJ1\ng4g7xunHL33cpIkGf7ozZ4UT2Z1I7D47ltyn+XLsyNK6bMRctnJhx9axaipV203IUkUOIohx7Lt4\nAXeVJ7F3c3uodTsEEzVvxrniTjX9oO5vB4D+5Y6LKtmvyNnJitxdSoIS7Flp8hQFN1/fNUpnt0z5\nWneD77hXg5wvG/Pz5uCtojXs2EauO5CNHUDu3aIkSdxNJWs3e7KVUiZTJZbl9Mqh0ue+rEU+KvVZ\nzI5OYm95GntIBbqTkdpnVQ1OwufloOZP+FVq+7aP3Aniwhf9APDg2WpteT9S3A5IrK4SzUuBxAce\n9jee4Yly1mYzuQqzc+WAZmyudDk8rvuYI6H6Z01yDxlRGo7WPdPUUpWGlnKbWlK4apcW1sErrTr4\nNSdiCBFBzKCzlulWrLjTiFuOb5kexAyqaZrfJcs8TQj03O/nZC1AUbUbYJVraNk16HJsjAeRPUxx\nwWjZw9IAa0+K3S9QoB+FSVejMOnQLkaXtYtlAJ5wFb/EGlHYdI1o1CGaR4nmBUTzEFSfEMVXiRLo\nIHEzJIWWLHb/zp/+5O/+149t/A+IB8jf+WUAeAMAPAjD+h0A+N+i0/08AAwAwLMA8DuFQuEfr+Ol\nrCs2CJ4N3BfefuvodQiDqtqAqKqspmt+1TD8etQIRRcaofRAVtVAU6OQ4agRKrERMryBDawdPNQq\nc5gZn8GcPQsZUcFE3AV9EwLpf9RtHN+P4JQXvVnnujfrsKDuDwEuVR88Vqi0qPaPXJazkz1E5nvu\n/YDVI+aJ0mdO1i5smfKfIasNZo2AQPjlnpe+N9O1/YXVVBxvHpo8sW/PyJF75Xh4qFX+kP9YXYC0\nIuHGmsHY/MmZTbBSy4gc2MaRvzZXsrF95Y/nbi2nPgEA+JvtPzOJRBro3J5I1K69/MLHS/J8EAH/\ngL95jYGS79xXfG/qA+7xJflBcnr6jLr93MHlJmZvHLff2TlOX+/czonsnBr6/NlmR5U6wN3VPAAA\ns5i+9k3+uuOBfqhzH0D43bAvlS77FfocLJuNgULuGf9QHbxmEYUttbA5fO7ljxtXdo3S7dIyyjdP\nMWdupg8VZuPbBoSkLGPLQ9GbK13Yvm3cTibqe1ZSfZQwefO8yI/dwsGMD+r+le5zQc0fcSYbE7To\ndotA7IOVPicSd+Tk3FU5O1mTuio9IPHdd/udkrbZ7Z2j3sS2SR8yNhuSxfLBzQtXBSDqeuZm0Rqe\nKZkD0NSSmwSRty0lu5YZmiRoMlEb6cmV5zPpKolbTk6Wxfb7tWYiAtoQn5jC3ulJ7HWLmNYbYG4K\nv1erazQUgbCDmj/u27QaVClnzcASgegDhH7obD1bDVSvKJn16bXK+2mHxNFP1vlUrsrme8qBk60y\nTNS5YXoiHal/1sx+LEDy3agOvqmlmg0tyRytW6Gy2V4H/0jCmQFQGLo/b5rufNxy6pblenHLhVjM\nU3XNtxSFJ6Nw6HVV3nCUaAPMYh0tuwbxho1dtAZxbKApOWDoPmhdDORWaPRjrRJfZBfzmMM9RrnH\nBfc4Ef4iu1gKQnvQk79QRjglql8BldYlw/mv/r9f+YfHHveQVouI4PmzQqHwTPT/3RBm7RwuFAos\nInj+rK096zkAsAqFwnfz+fwrAPAvAOAZAPg2AHyxUChU8vn87Vab1g8qNgieDdwXvv5vfvOXUin7\ni1HIcLwtZPix3pA3sIG/LWhgbHYOM5PTmKvPYYbYYWPV4HLWhQ3cAfd5ic45190Zxw/q/gAIWLaF\n6bGCcFfpHTurbLqtgUoPPar7quny4mdO1i9tnvafJctYcu4XNT1z/aOBHwm4pC6pHr8b9u6+cWzL\n8NQr9yL5BRL+7/gXz7lg3DX7rXhi+gR32IrNW3Lv7RPa5qsr7v/FP5qzV7KkHdv6U+eZrB9Ybt/n\nPnN8bLnA4Mti+wfviueWEDn8/2fvvYPkSM8zzzddee/ad6NhuoCBGZixHEPQjOFQ5EgiV7qltCJ1\ne9qIVXB3T7pF7N7eSbrTGmlDxz0pVre6CGlP5OrkGOLukSNSFEiKA2CAGZiGaQANJLobbct7kz6/\n770/qnvYnCmT1RZD1i9iAtNdWVlfdldXVT75vM+jk3zuQhKhifODH5x9Sxiebdr+9eJk7dxxUXmR\naXLyPBN+4vxS4PAzzU4Y27l5ABpuo4v05HCrAF+imtny3eJ9o6w9BS2uarO+/B1hz3SNsctPvU9M\nQqSH5tXJZ6ck8Mj0VDMHRdkRuzcXPpktO/qOAMM0aWhD0t+Xn9o3vlz3++qHGaZ5BbeEzuwdekB8\ngOMOCZxHAZqPCFKTSmpWuask66pR1fe0deo1Ktnvc+GkxnoqgwzbPiPKLZPM/mXt4YGlzsHNa5iM\nUCu6BmdzntFqydHv0njXODDWXssZhuoBf20uFi3mI6EyeMCRe68AACAASURBVDxSZFX0sSweGMhL\nWQwvrDTcPlgCX0AD21izUb5OUJPWjZq+ZJS1kl7WTVMyXFQn/avjrZu4yNAy76cPGBzciouFLoXk\nwmWSiZWMarRk6qEKEbwy8doMjDEIfc3+9jYKAlCNd2UlwZ+T7MFa3RbUZcHPqoLbabD2AGW4fitO\nr80gCEbJ7VJybpdS8Xhk1e1WqMupcHa77hR4EljNBdpx1zwi0NXxsFIV3dUKeNUqekkNXSCBy7ba\nHuanjdDoXY9gQERKDVqiKikTzawRhShE/aFxMYGa1P0IjYsVAaDvjS+9bu7yOrqiRcDyGWhk6dwD\ngD3wwwHL/zcAfGV1Oxs0wpW/DgA/uXofHzSCmU8AwH8TRfG/27GD2WF6Ak8PS0yePfMEAFzd7XX0\n6PGjzNrV1ixG0imMyrlGY1VQB2FkIx+8fxyhBimrWUVU0rJqVPVBoLgftvBD+taBlA1mbgmDcxLj\nqj3+vlGdLcSlkNwrl6rTIxnjSabZCI5FKDDmdN8LFzOe8We7uxKN+OTJO+dj0VLTIOT38gb5yLkE\n9rfdVi+p08XruUPQ5ndrP3rhEuuU3pdnAwDAEdS++Je5lu6At0d/8pJsCzS971Onps5FI+Wm6/sj\n87P3TBDe57ySk/Ur1Xul9zVbAQAI+26e48Pppvs7OS1dfP6m9DTTJFum6By4c2PwpfB7q9QBOrt5\nTGTVN+nTl2dx7IlWJ0xENVPlO4UZo6I/Ay3cL4xDWhL23JlnvaVTDPN+N4SvThIvXq/Njq/oh9gm\ngcgUGCPlO3B9IXgUVN5zEhjmfc4UhkFzoC93c+/4surzSkdaBdMayEsPcM/tu/SAWQT/4XbjIWbd\nWJAT9SU1q7ioTg5DuzaftUr2cIowztoehsW2ORY2nVbGE/rMxJJaH8wZIbuO8XbBzWtIgm857x5Z\nzrtHzJo9FCaMcMDq39mq6PMwGinlIuESej1yhOPIvm4dMFV0J5IYSyawT85i2FYHdx8BdmwjY71I\nqGzUjCW9rBWNimYYdcNJNRIDhBHYrPuBIRrjrK+w7kqe9VTU1bwfL3DG4GbyftbDEVSDVTMZLZmF\naMmUIyWT8deJw6XREEdgiNmGBiiDtZVlwZ+p2wPlui2oSrYAqILHrnNOH2H4mFURcDPwnFlzOtWc\n261U1uUCsQ67bhcEw89xNMIw0ESU3Rl05Gt1cBdq6K5UwCtV0GPW3g2Ntrt0ELwEuBAAhB4VF3PL\ncTGVANUJ36RdbKvHxf7ojS+9/ktbvM9tp0XA8m8AwAQ0z9/5VQB4FgD+AgDyAPBbAOAFgD8HgDIA\n/KYoipGeg6dHj3VMnj3TZEyrR48e3UKRMYvgX8pgJJvGqJrHoK0G7pDZCDre8An4jyPUpFU1q9xX\n05JiVPQ+pDgBW5S5sB0wrsqMMDyTYP35eLNw2a3ELZPMq5eq94eyxlObPRmp2CPi9aFXkLLCwW7u\nxzDUeOHZ61e8Xvl9I0XNuE4fu3iFPt5x28z5xM33NVT9ENR0PHlWapXz46+RxBfeKLxvBGuNmwMf\nO1dwjzQVXaLh4tRTT9xp6u65T8evvkmfebLZbfkr6QtmzXih2W32w5cusO5q09sOzitXX367dqTZ\n71DnHPl3Rl5fMnhnU7dTJzdPDV2pb5HTD0vgb/kzNxUzWblTmDOq+jMALUaDOKMijN6/wUUSTZ/X\nLEXzyKxy7enbkt2p4fFmzgidtRcXQsduJ30T0VbuMIahxuBA7ubePcu61yMfbeU2oMiQJRy4PYXx\nShpjexvZY81Bgqqak+8oSUnWy1rHsU3GLq1wkeQCF0qzq5XsTZu81uAIaiNp/f7EolYeyejuTsHN\n7x4Dw2olR99MzjNWKDkHBEXwjjUbG2y5ToYafl99PhopZiLhMno9Upjnyb5uG0NN5JQshBYStC+f\nxBiWwO9TwT620XwVpKgZNX3JqOh5vazpZt2wE82MAoVRaPX86oZtzPt5F0RwKzQbKZvpWNGsRcum\nGayYvEemPpuBfc3EzK2AMJwsC760ZAuUJFtArtuCRBG8gsa7PIQVIghMPzDbn7HHslRzOtSM262U\nPW657nHLhsulgsOh2W02w8tzJAwA0V1siwKCjCGDM18DT6mCjfGwGnhIDV2sDE6HBja3CVxwdTxs\ny9ootwJq0tpqmHR1NUy6MS6mEYbqRKAGdSKhHqCw1i7W6TPPS2986fUPXJjwOoFnHBrOm+jqf7/U\nLH9n3X2+DAB90PjZfAoA7omiWIvH4/mewNOjx3uYPHvm30Cjmq5Hjx4WMJFT8hBYymC0kMaIUcCA\nXQJXlDTyDx6pDxQfFKhJ61peua+k5bpR1mJIMA6P+iy8oGaEodn7XDjZz3D0fRktW41HIqlXL1Vn\nBnPGU++tsu4WCoxxp//Dl3LusQ81c1e0g+PM+ukXrooOu3HKyvZJjE1/g3x0b6sxmzWUlHS1Ml1s\nKqKswQbTN+wHbp5odftwRr/7me+VWwZDz4RPXVgKHm0quAAgfe3lC4VWToH/bH522oD3CxTUpLXs\n+USleTMbNR3Hz91kbNoT778NYCypTb3+ZmWs2UgZAkOmBj56Ie8a/nCzkFeGofqp49OXWrl5AACW\naf/ts/R5rtm61zBlc6V8Jz9v1oxnoWlbFQAw1OD7F67wg3MRhiNNn+uhsjn/4eu1pZG0cYxpUdVd\ns4Xm5sInlwuuwYPAsE3DfVmWakMDmZvje1aIx60ca+YgWiOLoZkpGk8s4lDMAP5Quyv7pmwsKwlp\nQcnKdqqSx6BDTgvjqs7xkUSCDWRtjF052LH6GpH2F8yZiUU1PZ7Qbb462WdVENA4ZzbvHlnIuUeU\nqiPqN1j7AWCsj6wwDJo+X+1hLFLKRsIl4vVIIZ4n+zeSzVJDVyqFsUQC+6QMhoUaeNbcPhsaMUWK\nhikZS3pZyxkVTTNqho2oJAIUx6BVflK3CGqOdVdTrLuymvdTdzKCHgaGjmxBS9G78CbKoYqZjJTN\nYqxoKpGyyfjqxOnUaJijMLjZ1+VWUGBMlfekZZu/ULcH63Vb0JAFH6fxbpfxgxygHQoTRuJ0aDmX\nSyl43HLN41Y0t1sBp0MVbHbDw3MkyDDYt5U/9w2tEgFVsJfq4CpU0FOtgletNkKjGQmdNhXsznXj\nYds6QrcROo2LEZ3oVCUvv/Gl1+lur7VbVsWa29AQdxzQCEh+RRTF6dXbvwzr8ndWv9cPAG9Aw7nz\nUVEUk+tuy4ui+GMRa9ATeHpYZvLsmcPQmIXs0aPHOjQUqnkMLacgWspg2CxiwK2Ao48CM9xtkGWP\nHwYJldW8el9NS1W9rIXRxEPQ6uTyUYI1Jb5v8Sbfv+gAXj+xE+HyvjpJvnKpOjuQN562MhLSibIj\ndu/G4MscZfn3hQp3wm7TcqdfuJrneWopKFpCZ/b/JZ8mCO8fN1oPIpLMmyvzQNu7SW0HL5/nfKWW\n7VqPzSlXXrpcazoyBQCQ8u67Ot33QksR6bmnb1wIBGpNBaAHdM+1v6PPNhVq1Lxyq3wrfxSaXXFl\nTclx4vtLrcK1+/LGg585Wwq0EgOS3gNX7sU+FAem+ThnJzcPIuAkHrk4SY9MIDAtBQdTNpbLtwuL\nZt14Btr8LbLB9A3b2D0TBO2JZjXPHEH1xH158tS07HMY+L7QZoCGeJXx7LkxH3pclwX/CWCa1zOz\nLFFGhjK39owl0O1SHmeY1qOINXSl7tCJmRnc45LBcQyg9RgUUtS1vDItJ6SyXtaGgOL7Gszeew/W\nUxK5aCLL+fMeELSDrSrZ1xOsmIsTS9ry3hXNUnDzu48GDKnaw3M5z2im4BpiZCEwQBl2b3dtTkj8\nvvrDaKSYjYTLps8rBXne3Gdl3e+FIKvlILSQwL5cEmOkiAGfAvaRzWTFISIxJWPJKOtZvaKpRlUX\nqErCSHEUtmxMCinjkBOsq5JhPRV5O/J+fvBQiF6ZZsJlMxsrmtVoySDBKhE8CvXZDOxnNlpTbxGN\nc+RkwZ+r24OVui2oyzY/qLzH2aiD5/pbvX5sD4g2m1Fwu5S8261UPW5Za+QCqbzdpjt5wQyyjXDo\nXc/dAWiMgdbBma+hp1IBj1z9QWg0r4DDoYPgNRvjYeFH6LPf//GHr508s9uL2AjdBiy/576vAcD/\nKIriy+u+1xN4evRoxuTZM5egMd/Yo8ePHTLa81kMJ9IYrWQwAmXweVSwDSI0v8Lco3uQoKoVlHtK\nWq7oJTWEJh6Erbp6u+0g4UKpG/zQnMY4pOM79aHUXyMrr16qPOwrmM8wW/CzosDqt/tPX8q7R55v\nVhXeCY9bWnjhQ9c5tkNWyRoEWf0r5KdEHWxNT/LXU3tYeUuaf3/t+HtxPPG3y+2yUp69Vb/w1F25\nhUMHoGKPzFwb+YmWJ/OD/dlrJx6/31TEAQD4f8zP3NHBdqTZbcUbuXN6UW2eMSSoOcfj59RWaw9W\nzaWf+2YRuBYhwZLgX7wy8imtlShnxc2jI1/7Dn3u+jIOPNtO/DAlY7F8p7CyKvS0dNExruqcbc+d\nJOOuPtlqPChWMGY+PFlPDeSN463Gl0xWqC4GDt9a8R/ymZz9ffX2a3AskUeG07fGxxKM06kebzeS\npKFQFXH87jTdj2XwHe6UdUZUMyUnpFk1IwtEMQ9Bi5Dud/lBJXuR8xdCwBkHrTgW3DLJ7lvW5g4s\na3pfwejjCUxYrfs2WKFSdA3N5dyj1bKzz61xrn3AME1DqluD1OeV5qORYjoSLpk+rxQQBHNfO5dU\nOyR0ZpMYXU5gfz2DYb4GnqgJ3PhmnKyISIlsrugVLWOUddmo6TxRzCASHINNhMi/j6Z5P7IPOHOQ\nYbZejBEMWg9VSDJaMkuxkqGGy4Tx1YnbqdMw23D/bOv7ockKVVnwZeqNOni1UQfvseuc00sadfCx\n7aiDbwfPG1WXU816GrlAitstk9VcIKcgmP7VcOj2zrkdhCJjyuB4dzysih61Ct618TCbBjaPAXwQ\ngYkAWG+h3CBH/vC1k3e3+TG2lHXOnbsA8Njqv2cA4H+HRsW5BgBpaIxrfRcaYcpfgcZYlg4A/0wU\nxcvxeLy6el8dALIA8JGewNOjRxMmz575eQD4k91eR48e20kV3akshpMpjEpZDDNV8Pi1RmNVlx+S\ne3QCKepaUb2npqSSVtICaNBDsAXuk52E9ZTu80MzGdZXPNQpj2MrCVTN5VcvVRdiRfMZZiuyKwCg\n5Oibvjn4kq15jXVnwqHy3aefmOrvJoTza+bLF3IQbim2rIGEypk3ExWA9tlFjLsy4zj8dlunxSsX\nK+cOLmotg5wN1lY9v/dzLfM6GIYan3jpLblVxs8sHb3+Xfpc01wcpKhlziWWWrlBGGdt3n7kYoBh\nmo8vuWWS+fwbhapAoOn9CcMpV4d/4rpkD7bM1enk5gEAKKFv8ZvkdKYO7pZOJwAAo27MV+7kU6Zk\nPgPtRAhBy9nGpu+ywcyRVifGgkHrT96VbxwX5ahAoGXekyT4lh6GTz7MuUf3IdM6X4fjzPrYSOrW\n2GhScDq0x9uFDhNkjAUcvn2bTtQyEDmAwA62PBYAQIqmXlSn5US9pJe0GBI8CJ0C3RuV7Pe4SKLO\nekvRTpXsa9h0Wh1P6g8mFtX6YM4I2nU82I1Lry74F/PukZW8e4TU7aEoYfj93Y5cAiD1eqSFaKSU\nikZKps9b96+KPhsaWyHIGAUILiSwL5vAPrOIAY8CjpF27jFLq0REopCkUdVSelmTjKrOEcUMoIkj\n0EmQ6xbOqDTyfsrlRt5PfS3vZ3hbgvMRqb9OU+GymYuVjFq0ZNJgldjcCvULJvYz0LxtbiuhDKsp\nvDct2QKFuj0o1W0Bogg+XuNdHpO1hVdzgHZ8BJ1lieJyqlm3Wyl53LLkdiuG26WwDofmsAmml+NI\nBAAizdyEu4mKtnIdXIUqeqoV8MpV9JhV8ICETl4Fu8sAwU8a42EbyY+68oevnXxfs+OjzppzBwA+\nu/rvr0IjIuTvA8AtAPg+AHx13e0T0BB8nobGe1AcAP4nALgEAMOiKFbi8fgfA8BnRVF85MbstoOe\nwNOjKybPnrEDwDI0qXvt0eODBEWGVsC7nMZIJt1orBJq4A4awI88inPWPyogRVMvafeUtFTQC6qP\nGvQgbKLZabdgbHKSH5qb4cKpoU41yltNsGIuvnqpuhwtmc80a1faCJRhtan+j75dcA29sNGQzqHB\nzNXHj4iH243HvJe3yfHzt/BQy1Gq9ZTvFs6pabljE5ew99abfCR1ut02n/1O6dxQzmi7r+/t+3wV\nmNYfql987tpFr6d1ePQfmz89pUHzqnW9oonFa9lxaHE1nvXnpmwTkxOt3Cd2nVa+8PXCosPApvsH\nWM0RChx5ulUTkxU3DwDALB2d/D59JkCA29dqGwAAo6bPle8UMkTuIPQwROWH5q7y/QtDDEv3ttps\nOKNPv3C9XoyWzFOtQsIRAAuu4amHoRO1mj10rN3vi+fNytho8vbYSNLusOvHGaa9KJrGyP0pGk8v\n4eCACXzH7CyikZySlB4oaYkhsnkQrJxsNyrZRS6cVFhPZZhhaduf8bt3I6gNZ3QxvqgVR9K6x63Q\nA83ymVquleGUkrN/NuceLZacA3ZF8Iw1a2PrDKLHIzdEn3DR8PvqfkEwx1sJn1aQ0Z5PYWw5gX3V\nDEb4CnjDq26fTQv/RDXTekVPGGVNMio6YyrGmvCz9e6PHcr7WY9Np5VwhaSjJaMUK5paqGKyPom6\nHBqNsgiDW/V+0Q4EoCrvzsg2f65uC9YlW1CXbD5W5T0uk7UFV8fAdmXkimGo4XRoWbdLKbo9ct3j\nVnS3SwGnQ7PZbLqH42hoNRfokRsDN5FT1sbDquCpV9Crr46HsQo4HBrYvAS4EDbGw9Zez3/pD187\n+Ue7uvAN8B6B5zYALEHj9XQRGs1YP7Xu9r9aF7AcAYDvQOMi0CI0nDzvxOPx34eGOOQHgLcA4Bui\nKP6HnTymnaYn8PTomsmzZ34bAP7Fbq+jRw8rEGT1IviX0hjNpTGi5zEo1MEVJY3Gqg+UU+SDCCIS\nvaTdV9NyXisobqrTg9AhtPSRhTOqfP/CFB9bcgNvPL4TuTrrCVXMhU9crCTCZdK0NnujFJwDt28N\nfNyNLNfyZLsTE/sXLuzfu/ShblpTFungrb+hLz5mZUyD6CSfu5C0gYX2Icep70wzHGkZFgwA8Plv\nFN4O1EnbcePv7/352XZOprGRxNtHHptruY+HdPjGWfpCy6Dn8t3Cm2paPt3qdi629I4wNv1Uq+cZ\nb6L8+TcK0x6FthwVKzr7794YfDkITGs3ihU3D0XGvERPXLqDE8cAmLYnw0ZVny3fKeSIYj4DbR0t\niFwkeU0Yuc8zgtHy52TXaeWZKenWkVlliKfQUgAhDKes+A9eXwocduic8wQwrTMwBMEo7xlN3B4d\nSbnsNuPxTid0FfSs3KYTc7M45lPBfrRTkDAiUr2k3VMS9bxWUCNI8BBYGbES1CwfTs1y4RRlnLWx\nTpXs6x6Q9hfM2YlFNbUnqdv8NbKXbYwrWEbl3am8a3gx5x7Rqo5o0GRt+4HZSKsjosetLEUixUQ0\nUtL93rrfZjP2bkb0ociYBQgsJrEvk8CYnsegRwHH8FaNRxON5IyKltDLWtWo6mDKph8NOgTbkoeD\nhHHISdZdybLuisS4K8DaZQ8IRh8ADmzX+wpDkfjrJBkpm/lY0axHyiYJVonDpdKAYOJANwLhZtFZ\ne1G2+TN1W6Ai2YKaZAuAInjsBufwE4bv636kcCtB6rDreVcjF6jmccuax62g06kKdpvu4nkSZBq5\nQFuU/7S1UGSIAo5CFTzLF8nJF37rtY8ru72mbtnKcOV4PP4FAPhNaIg6X9y5o9hdegJPj66ZPHtm\nDwDMwSNcRdzjxw8DeSkPwaUURosZjBgF9LtkcEYb9bgba/Xo0T2ISI2KLiopKasVVBfVSBwsnJQ/\nulCTi6Ru8ANzBuOQT+zGh7pIyXz46qVKOlQhTzNb2BhGGE65NfCxKyXnwAvtToY7ceLYvXODA7mO\nzpr1VNGd+DPyKbvV8NXCZOa8UdY7O30ENeM4/maskw3/H/1V7pZTx5Y5LgAAb+35e9c03t1SPOE4\nIr3ysYtcu4yXPzZ/+qYG9qZ17ohIsucT02g2DxgGABDGps/xfUstf7YsReNz3ypeCVdJSyeRzjkK\nl0deX9B5Z8s2M6tuHgXthW+TF6czEP7QuqvETTGq+kz5dr5AVPI0dBhdYj2le8L4nSLjkJ5uJ7aM\nJ7Rbz9+oS8EqeaJdFonKu1MPQ8fFjGfvCGXbO49sNr0wPpaYHhlKu20NsaftcaloK9/DfXfv0X1s\nFTxHrDg+qU6KSkq6r6RkakpGHCy6oFcr2ee5UJqzUsm+nmDFXDywpC3vW9FwNbh5j9X7AjQamaqO\nyGzOPZoruoZYyeYfRGD3bDR/xe2Sl6KRUiIaKWl+X81nsxnjrcYQraKgvZjGyFIC+6tpjLAV8IYM\n4McBmodxdwvRScGo6gmjrFX0io5EMrzUoIPQpXhmGYaoq3k/hZ3I+1mPXaPlcMVMRUtmOVY0tXDF\n5LwS8dh1jLIIA1v53tMJk+ElRfCmJVugVLeHZMkWoLLgFXTO6TVZIQrA9G3mPWsrEASj5HIpOY9L\nqXo8srIaDs3a7ZpL4ElgNRdoNz/7/P6pl3/nn+zi42+YbQhX5qGR0fNNURT/bAcOYdfpCTw9NsTk\n2TN/DQCf3O119PjxQ0VbOYuh5TRGyxmI0BL63QrY+xGYoXbVtz22B0REo6rPqGk5peYVB1VJHLbD\n7r7DsN7iND80k2O9pcPb/cG6FdGiMffqpWomWCXPWA1YtUreNTQ1NfBRHzLcno3vBclzT9+81KpN\nqhUmcsqXyU8vmsC3zFj5oe0lYzH/TnoQLOQM8cMPLgiDDzuu54t/kZ3nKIy32+bq8CcvVB3Rtvv6\n6IuXrzidWsuMmgU6eOvb9MMthaTVY4tAm1BYW/zKOc5fbC2gIeJnv1s+327kDAHoVP9Hz+fdI02r\n1New4uYBAMhg6MHfkNOy2kK8Wo9e0cTynUKZNoSetjA2JSXsufuA9eePt3N8OBWaf+5W/e7BeXW8\nVeD0GiVH3/Rc+GSu4ogd7eQMsNv03PielXsjQ2mfIJjHOrkpCLLaQxy5fZtOKDkITyAwHU/8ERGN\nii7KiXpay6shNOljYNGR924lezBrZ2zKwW5cMeuDm2NFo08w4UC3J+0GaysXXENzOc9YveyIeXTO\nuQ+Y9o6udrhcyko0XFqJRoqq31/z2huiz6bcGxQZUgL/UgJj6QT26XkMumRwDiKwQ5vZ7w89hkEr\nRlVf1sta2ahoxJQMDzXoACC0zW3aFM3zfkLAkqFtyftZB0vR8NdIKlo2c7GiKUfKJg1UTbtLpSGe\nwAAD2/v474UCY6iCp5EDZAvW67agqQg+TuVdHpOzBVfr4Hfdoc1xZt3lVHNut1L2uGXZ41YMl0vh\nHHbdIQiGj+NoGADC25ALhABw6NTLvyNu8X63lS0MVy4BwH1oXFw8L4riP47H4z8DAKdFUfzlHT2o\nXaIn8PTYEJNnz7wGAN/c7XX0+NGljs5sFsOJFEZrWQxDBbw+FexDAEwv/2mXMWr6nJKSElpesRGF\nHACwHqj7KMPYpRV+aHaWC6XHGBbbnvxvJ7GCMfPqpWo+UCNPb7WwQxhOvjn40tWyo29Trh2WJcrp\n56/dbidutOIvzE9eKoPvQ1a3z11KvbM67tMR++NvXmXtast68zX+6Z9lK51GEu7Gnj+X9u1v60za\nv3fxrfiBxbatXl82f+qGCo6WI0i12fJ5abHWxp2EaD924R3WIbcdKXvtrcq5A0utg6MBAJLe/Vfu\nxZ5rWaUO0HDznDx+7+2+aOG5TqNLd+j+dy7SU8MI7HC77QAA9LJ2r3ynUKca6fj7AdasCyMPJrnY\n8j6Gwdb7RsSJRW3yuVt16pXoqXaCBQVWT/r2X18MHmNU3n2yUxCsw65l9o4v3x8azIYE3jzS6SQM\nETCJsekpjOdWcGCYAGcpm4satKKkpXtKSjLNmrEPOoSIr3tEynpLIhdJZDh/zguCfqib/CubTqt7\n1gU3O3SMM9DajdZ0BQAo2QILOfdoMu8epnVbMEYbAc4bdns4nUoiGi4tRyMlNeCveex2fc9WiOwa\nCpU0RhdXsK+cxihTBm/IAGEcYCNjaM2hJq0ZVX3JKGslvaITUzJcVCcDgDAEnQK4N4OgZht5P+Uq\n665Sxll3MIIe2c68n/U4VVoIl810tGRWYiVDD1UI75WI125glEHo3+r3sU4gAOqcMyc1coCqjTEw\nP6vyHofB2YOU4fra5XXtJCxLNaejEQ7tdit1j1s23C6FcTg0m81meHmOhAAg1s34MwB8+9TLv/OJ\n7VrzdrHF4covrW57EwD+AAA+DgBLoij+3o4d0C7SE3h6bIjJs2dYAJgBgA1nNvTogQhYBU8ig5F0\nCqNSDkNcFTx+HYTRTnW1PXYOo67Pq2l5Rc0pHJHNA/CjFLLOGRV+YH6Kjy35gTOP7mbDRl/eePDq\npWrRXydPM9twMpBzjdy8PXA6iAw3tpn92ASjePqFKwlBIB1rzd/Lm+SpN+/jvtNWt9eK6t3Sjdxh\nSxuzpuQ49d22I1MAjYDaL/5lruPV3YXAkUtzkSfaClE2wSh+/CNv+9t9+F6iA1PfoqdbhiEDAGQv\nJK9RnbQcBwOGaI4Tb95neKPtWNmLk7Vzx0XlxXbPH0nwLV4Z+bRK2fbBwcFA5d7TT9zmOY62bSQz\nkVXP0affmcGxJwE6h6dqRfVu5W5BoXrr7KAfgITrW7oiDM34GN5s+zzwSCT14o36g33L2gSL7UUS\nnXPk54PH7qZ8B2KEFQ51WoXToab2ji8/GBrIhgWBHOm8boASehdv0/jCHI4GNLAd6TTStoZR1Wfk\nRD2p5RQfNehhsFqLzVCd9efv85FkifUVAsAZj3UKQvQqkQAAIABJREFUkl7PWnDzxKJWHE3rbrdC\nJzaSy0IYTi45B2azntFSyTngUHn3GDCby8pxOtRUJFxaikaLSsBfczsaos+m34cQgZbAt5zEvlQC\n+7QcBp0yuAYoMMNb6QhGQmWjZizpZa1glDXTkAwn1UgfIIzAtoofu5P3sx6OoBaokWSkZBZiJUOO\nlEwM1InTqdIgT2CQ2cpK+y4wWFtFFnxpyRas1O0BRbIFQOG9Np13+AgjxIB5lC4mInE6tJzLpRQ8\njVwg3e1W0OlQBZvN8KzLBVp7X3v51Mu/851dXfIG2KJw5SUAGBFFcSAej38CAH4fGo2D7wDAL4ii\nKO/kMe0WPYGnx4aZPHvmVwDgRzqFvMfWQJExS+BfbayKaHkM8TVwhUzgx7by6lmPrcGUjEUlLS+p\nWZklsrkPALYkyPKRgaE6F0nc4AceImNXTrSrTt4JBnL6/VcuVSs+iT61HcKOyfD1m4MvXa84Yi9s\nND9jDZdTWXnx+WsGtwGH0wM6du3v6LMnAaw7hzLnErfQpG1FjTW46NJl2/h0xzEgX50kfvEbhY7j\nGnnX8NStwY+3FWYAAD7+kbdv2G2tQ4IBAL5i/uR1BZxNa9MBAIhqZnIXUwK0a17i9LLjxJuFTk1L\nJ6eli8/flJ5i2oy0EYZTrg1/crJuD7V1H3Xj5qmhK/Utcnq+BL5nrZwca0X1TuVuQac6bflzWQ/r\nz00JY9MKY1eebHdiylAkhx+qk09PSZxbpSc7/U1V7eGZudDJRNE1cAgYtuOIlcuprOzbuzw32J+L\n8nz7MO81FLQXpnH//ft0L18D91Gr73vUpHU1K08rCUkzavo4IHR0Sr0La0qNSvakxHpLMWBJvKsT\n+kZw88zEopreaHDzGgrvSeXdw4s596hWs4eDJmubAIbpyi30XhwONR0Jl5dikaIc8NdcDoc2xjBb\nk42joVDNYHgxgf3lFEaxDL6QDsLYVjdsIkHVqOtLRlnL6xXdMOu6nagkBo2xw+3NDlzL+/FUCqy7\norKuKsfYFT9w5sBOjiW7FJIPl0kqVjRq0ZJphKqE88rEZzMwxiD0bcd7ohUIw6mK4E1JtkCxbgvK\nki1AZMEnaLzTQ35QB/8I5Tsi2mxGweeV3v7lf/ULn97t1WyErQhXXv32N0VRPLF6+8cA4B+Kovi5\nHTqMR4KewNNjw0yePeMGgAXYlpaBHh9ETGTVAgQX0xgtpDGiFzBgl8AVI42g4223CffYGKZsrqgZ\naUHNKGBKxl6AbcwR2EVYX/4OPzRbZD3lo5sN99wKhrL69CuXqnWvTLsec7JK1j12/U7/h2PIdB6h\n6UTAXxU/9PTNwEZOooroW/gqeS3YjTNPTtavVO+VLP9s7IcvvsW6a20FC4BG/fZnvlfueGIuC97E\n22Of6SgEPXZw9tz4WLLtaNQK7bvz1/SjbZ0f0nLt7dqDctsxLMYur9iPnRc6/Q4OzitXX367dqRV\nvfgas+GTFxYDR5/qlFdh1c0DALBM+2+fpc9zBgiWxA+toExV7hYJNWhbkWwNxlFfFMbvLrCe0hMM\n0/7qf6BqLn14sj4/ltIPMx0+qyAwJOPZc2M+dFyXBd9JKwKE2y0v7h9fWujvy/fzPO1YpQ7QyKCa\nxbHbd+gBLQ/Bg92MHRt1fV5JSMtqVnZRnR6BbkaqOL3MhdIiF0mprNt6Jft6AlVz6cCStrRvWcNI\nxRzulGPVCgqMUXHEZnOe0VzROcjJNt/wZp2FAI2xuki4tBSNlKRgoOpyOLQRhrE68tYeRMAKeFeS\nGEsmsE/NYtgugXOAAju61fl/SNEw68aSXtFyRllTjZphJ5oZBQqjYNXRtRl2Me9nPbyJSrBqJiNl\ns7ia/cP4G+6fEEdhsNPr23aCwBCVd2ckmz8v2YK1ui1oyDYfp/Jup8HaQ8iwA8BsTdh3l/zcr3/p\nUx/IIOGtCFcGgF8EgL9eJ/B8HAB+URTFn9uZo3g06Ak8PTbF5Nkz/zMA/LvdXkePnUVHvpbD8FIK\nIqUMRkgR/U4FnH0UmJFurs732B2IaqaUtPxQzcrUrBt7Vm3iP5IwjvqiMDwzzway4wyLmz6B2AqG\nM/rdVy5VZY9CO2eRbBCTEWo3hl6+2Skk2Cr9fbnrJx+/t38jrSA68rWvkJ/OEmjfZrQeRCSZN1cW\noE0t9nvuQR1P/m3RypXnx+aUKy9drnUUjigw5vf3/QLbKavI6VCTH/3wlY6i6H8xX78mg6vtWFLu\n7dQlIpttx8JYT+m+7dDlYYYBT7vtxpLa1OtvVsY6jdmUHH3TN4Ze8SPTPoS2GzcPIuAkHrk4SY9M\nIDCWmp/UnHKzcq8IaNCOwc0AAMDpZWH0/i0ukowzTHuXIUtQf/yBcu3Ju5K7U3saAIDBCpWlwJGp\nFf9Bv8nZO7q4AAA8Hml+//jSYn9fYciKEAbQGBFawf67UxgvJLBvjAJnWTBBQhU1p9yVE5JkVLQx\nwO5aslYr2We4cAoZV21P26yjFrgUktu/rM0dWNK0WNGMCSZObLRtSecchYJr6GHOPSpXHDGPzjn2\nt8uKsordpuUi4fJCNFqUg4Gqw2HXRlh26y5iGMhLGQwvJLCvmMIYlsDn18C2ZzvGzJGiaUrGslHR\ns3pZU42aLhCVRIDiKHSZn7Rh3p/341zN+xneibyfd0FEj0yz4YqZjRXNSrRkkmDV5D0y9dkM7Gcf\ngVFynXPkJcGflWyBat3eqINXeY9T5+w+2qiD3+oLTQ8BYOLXv/QpssX73RHeK/Csfu8KAPysKIrz\n7xV44vH4hwFgShTF0urXeWiMac2Joji6+r3PA8BRURT/+Y4ezC7TE3h6bIrJs2e80JiN3PWr4T22\nHgXthSyGV1IYrWYwTMvg86hgH0LY3Dx9j52FaCSrpqVZNaMQo66PdH0i8EGD14v8wMM7fHQlxPCm\npbyMnWAkpd9++e2q7lFpy7rqrSDj2TN5t+/F/k4n7FbZu2f54sGJ+Sc38uEdEfBPyaev1sHdlUup\nNlu+IC1ab+di/bkpe3zS0on4s7fqF566K1va9/f2/ULaSn7IKx+7ON1pXCeJselvkI+13YYatJI9\nn5ChQ9AuF0peE/ZNHe8ktMQKxszP/m3Jz0L7em2dtRcvj74+r/Oujs/Nbtw8OvK179Dnri/jwLNW\nXZxqVr5ZuVdk0URLv09gqM73z1/hB+diDEcnOm0eKRlzH56sJ4ayxuNWMmYkwbc4Fz45n3eP7rfq\nhPN563P79y4tx6KFUY5Dy1mFBQzMT9H44jwOh3UQDndzwcSUjCU5UV9Qs4qTauQx6DLbhHFIy1w4\nuciF0izjkA5sJONGMGhtPKGLE0uqNJg1/A4dD3Yb3LwGAmDdFnqY84ymCq4hrNuCfZTh9m0mwHkN\nm03PR8LlhVikKAUDVbvDoQ2zbPcCVzsq6EmkMJZYwT4lh2FbDVz9FNix7bgIhoiUyOaKXtHSRllT\njKrBE9UMIcFR2LGMGySMQ0qw7mqW9ZRlxlXd8byf9fAmyqGKmYiWzFKsZCrhsgn+OnE7NBpedf/s\nesuWyQg12ebNSLZgqW4LKpItQBXBa2vUwfNrdfDduMN+6de/9Kk/2rYFbwPvGcuyA8BRAHgVGs1Z\ndgB4FgDuAUAeGq/X/wYaoct9ADACAP9ZFMV/HY/H/wkA/DYAXING2PLnRFH8u3g8/nUA+I+iKH53\nJ49rt+kJPD02zeTZM78BAP/bbq+jx8apoSuVwUgqjdFaFkNMBbwBDWxDAMyPRDvSjxtEJ3k1I8+o\nGdkwqvow4I9BGDpDNC66cp0fmOcYm3qim3DR7WYsqU299E7VdKtoKWtkoxisULkx+OpUzRHeEtcO\nAMDRxx6cGxlOv7jR8Olvk+ffXMCR093ch5pUyp5L1KGLvA/bxLVzXCDfdkxqjVcuVs4dXGzfNrXG\nufHP3TE5W0eR8PGj988ND2Y77vNPzE9flcDd1rmlZuTr5TuFE9Ahe4IfnH1LGJ7tOJIWqJpLP//N\nInSqE0cAerv/I+dz7tG2VeoA3bl5AABK6Fv8Jjmd6UboUzLyZPV+0YYmWg7zZoPp67axe5SxaR0D\nnHkTlVP35MmT9+SQzcSO42QIgHnXyK2H4eP1ui30ODDW8lj8vtrM/r1LyVi0OMayuMfKfQAAJHTk\n7tID90Uct0vgOgZgPbMGKWpaTpmWk/WqXtaGrTvhfgDjqszxkeQKG8w4GZsa76aSfQ2WoD6c1cWJ\nRa0wmtLdng0GN69hMny95BqczblHyyVnv0vl3eNbFYZrs+mFcKi8EIsU68Fg1eZsiD5b6m41kVOy\nEJ5P0L5iEqOkBIGACrZRgC13cgAAACIiUcykUdFTelmTjKrOEcUMIsERgO7dmBvmEcn7eRdE6pVo\nJlI2s7GSWYuUDDNUJTa3Qv02A/s6jXPuFBRYXRE8azlAkmQLmLLNx2ucy21yttBqHfyacL4IAAd+\n/UufMnZzzd2y3rWz+v/TAKACwBQ0xGEJAP5PURT/etXBYwBAURTFfxGPx38CAP4TNOJCHgeAnxZF\n8XvxePy/QqNmvQAAl0VR/NWdPardpyfwbIL3qI4IjSfiGWiojhwAHASAHDSeYH8HAHcB4N8DwMrq\nLr4jiuK/jcfjLAD8WwD4H0RR3HVLYbdMnj3jh4YtsHU4ZI9dBxFoGXwrq41VSg6DXA08QQP4EYBH\noy6yx8agOimpWUVUMrJmVPVBoLgfdimYcGdBZAO5KWFwtsq4q8c2cgKynYyvaDc/frkKLg2tjZxs\ngpR339Xp2HPDwLBbkjcBgPj0E7fPR8JlS0JIM+7QA++8RU893W0+RflO/pyaUbp6XMcTZ+cZlloa\nb/nsd0rnhnKGpf2/PfpTb8s2f9tcHAAAr6f+8MXnrncUUtMYuf//kZcOdtqucC1zzqjoHddo23/z\nHBdKd9zOLZPs598olAUCHR0ujefS8weAYQKdtu3GzQMAMEtHJ79Pnwl0M66npKVr1fslJxK01qYG\nAIyrMmsbv5tiXNWnrISoD+T0ey9O1vN9RfOklVYfwnDysv/QjeXAYafOOY53GuNbIxio3N+/dzkT\nCZf2diMeGMhLD3DP7bt0v1mEwGMATFeft0zFTCrJ+pyalm1EJYeg65N7pKy3dJ+LJHKcP+fptpL9\nB7tB2lcwZyeW1PR4Quf9dbKXxc2F+MuCN5F3jSzm3SNGzR4Om6xwoFOmlFUEwSiFQ+X5WLRYDQWq\ndqdTHWS3YdS3hq50CmPLK9gvZzEs1MDdRxpun20L8SWKmdarekIvaXWjqrFEMQNo4ggAdPy731I4\no8K6qgnWUymz7orBOGs2xqYFgSUdx1C3C8GgtVCFpKIlsxgrGlq4YjL+OnU5dBplG+6fR+ICEgJQ\njXdlJcGfqzj7fusf/PGv/flur6lbmuTu/D0A+IQoiv/96tdfhh8ey/pPAPA9URS/tvr1tCiKj63b\nHw+N0OXfFkXx3E4ey6NET+DZBE2elC8CwP8iiuIrq19/GX74Sfl5AAiKovi779nPvwKAMgD8piiK\nj4Rq3C2TZ8/8S2hU2PXYZQiyehH8S2mM5NMYVQsYtNXBFTGBG+3mCmCPRxdq0Iqak0U1LStGRe9H\nihPwYyHoNGCc1YfC8OwyG8jt20huxHazd1m78fHLVcapb7+wY7C28uTQq3ekDm1I3cAwVH/xuclr\nHrfSNgumHVkMzfxX8vKgldrs9RCN5HJvJZ0A1j/YM87avOPoRcvZJZ//RuHtQJ10FG0AAG4MfPxc\n0T1sSQx69eMXHloZx/lT81OXa+Bp2/aFhCqZc4k0YOcQW/vhSxdYd7Wja8uu08oXvl5YdBidR59k\nwbt8eeTTEmWFjmJUt24eiox5iZ64dAcnjgF0FpHWUFLS1apY8iDBjrXm7yKoOdvYvbtsMHOMYTpf\nhLLptPrUHenmsRllQCBgSbRSeHdqPnRCTHvGR5HlLLslQ8Hy9P69S7lwqLyfZcHyOCVFhizhwO3b\nGK+kMDbeCPm1DlI0tII6rSTqZb2k9SNFS+HQP8S7leyJIusrhIAzD23UNRmomssHlrTFfSsahsvm\nML/B4OY1KLB62RmbyblH80XXoKAIvhFk2C1z4vC8UQmHKg9j0WIlFKzYXE51iGFwdKMux1YQZLUs\nhOaT2FdIYswsYMCrgn1su53VRDWzRlVP6GWtZlR0xpRNH5p0GAB23tH9qOT9rIOhSHwSTUXKRj5a\nNOvRsmkGq8TuVqhfMHGA2Z3IilkAOPTc179m7sJjb4pum7Pi8fg/BoAnRFH8h6sZPN8SRdG9etsX\nAOA3AeAboih+cYcP5ZGiJ/Bsgg2ojl8EAL6JwOMVRbEWj8fzH2CBxwUNF8+WVFT26IyBnJyH0FIa\nI4U0RowiBpwSOGO00Vj1CFU39tgs1KQ1LafcV9KybFS0GBKcgA0GWX5gEbScMDh3j4skIgxnrZp4\np9m/pF7/2JUa57AQ4roVJL0HrtyLPTtmpdrZKjxvVk6/cPVhp9rvdihoL/4J+Ump8VrUHYVrmfNG\nRX+xm/sIe+6c42Mrlh0//+ivcresBO0CADyIPHl+OXDY0nqeOHHnzb5Y8XSn7TIYevDfyMsHOjmb\n9JI6Xbyem4COdcnUdBw/d9PiWJL8+TcKd60EfBOGU68Nv3atbg9bEg+7dfMoaC9+m7xwJwOR5wCs\n56rIyfqVmlj2dyVMMEThh2av8v0LIwyLlgSEsaR2+/kb9Wq4Qk5ZzZEpOvvvPgydKFQcsaPWA1QR\nI+Hy3X3jS4VwqDLRbetTDoMzU/RgYgGHYgbwh7p1zBHVzCgpaVZJywyRzcdgIw4O1pS4YPY+F07W\nN1TJvg6XQnL7VhrBzX2FzQU3r6FxjlzBNTyfc48qFUfUZzQCnLesDYrnzUo4WJ6PRouVcLAiuFzq\nAMPgnq0WfQAA6ujMpjC6lMB+KYMRoQruKAFuDwCzra4SopOCUdFXjLJW1asaEsn0UoMOQYd8r+2h\nSd6PQ/YAb/QB4OB2/NytYtdpJVQxU9GSWY4VTTVcMTmvRNwODSMswiDT8fV8Q3zuua9/7QPn3gHo\nvjkrHo/bAOD3oJHVcw4aWTvj6/bHA8BXoFGV/oFsE9sKegLPJtiA6vgvAeA1aMwWMgDwz0VRvLVu\nfx9YgQcAYPLsmX8GAL/bccMeXaGirZzD0HIao+U0RGgJfW4FHAMIzOBWV3P2eDRAQmU1r95TU1JN\nL2tRJBiH7flQ8GjDEIXvW7rB9y8IIGgnrLgDdoOJBfXaR67W7A7DelbIZtBZe3Fy+BP3ZFvgua3c\nr8OupU+/cLXKWQiqbQVFhvwX8pO3VHB0nTdk1I35wuX0CHT5XHec/N4thjcsi2pf/IvsvNV656T3\nwJV7fc9Zyo0JBcvTzz41ZUl8/DPzJ96pgveZTtuVpvJvajnldMcdsmbdceL7ywxHOrpbGIrmz32r\neCVcJZYcWnOhExcWgsc6VqkDrLp5Hr93qS9WeN7q32sWQzPfIh+uq+CwLCoiIioJ6Up1phwCipYE\npbV7cpHEVWFEtDGCYclh51Bp8UNT9duPPVTHOGotoJ4Cqyd9B64vBo+yKu8+CYzViy6I0Ujp9v69\nS6VgoHqIYbo7ea6hK3WHTszO4B6nDI5jVoOtf/DoSPSiNi0n6kW9qEZX3VLdf85oVLLf5yJJnXVX\nhzZSyb6GYNDaeFJ/cGBRrQ1ljcBmgpvXQABas4fncu7RTME1BJIt0E8Zbq/VUTsr8JxZC4UqD2OR\nYjkUqvAupzLAsrhnO8KGCbJ6HoILCezLrbp9PAo4RgG2Jp+oHdQgZaOqL+tlrWxUdGpKhofqdAhg\nc6N3G4YhKuOqL7PuSoF1V7Rdz/tZvzSKpr9OUpGymYsVTSlaMmmgRmwulQQFEwY2mE91AwBOPff1\nr30gT+i7bc56z309APAOADwBAKdFUfz26vd/ZvXrX96BQ3gk6Qk8m2ADquNTAOAWRfH78Xj8BQD4\nv0RRPLZufx90gccGDcFrwycHP85I6MxmMJxMY7SaxTCUwevTwD5otWK2xwcXJKhqBeWekpYrekkN\noYmH4BGZ8d55kLLBzC1hcE5iXLVjG6nl3ikOzitXT1+ru+yG9WyQzbLii78jRp/Zt1XBomt4vfW5\n55+57uhmVKQZ3yAfPZ/Evq4cOGvkLibfISrpKHr8ELxWcJz4foBhrF/h/6d/lq1Y/SBdsUcfXBv5\npMX3NMRPvHwhzVpwYOQwOPs18sreTo06SNHMnk88QNI5BBgENes4fk63NLaIiJ/9bvm81SyisiN2\n7/rQq16rLVLdunkAAO7Q/e9cpKeGEaw9BkBD6JFX6pdrs+UIUNhv9X4AAKyneE8Yv1tiHNJTlsQo\nRNy/rN147qak++vkCatX4nXOkZ8PPn436dvfZ2Xkbd0D0r5oYWrf3uVawF871O3JqYZCVcTxu9N0\nPy2D78hGaruJTvJKSnqgpiQ0JTMOGw2fFdQMH07OceE0YVy18c2M1q4GNz+YWNTyo2nd5ZHpBLMF\nuTEmI9SKrsHZnGe0WnL0uzTeNQ4Ms6WfyTnOrIeC1YexSLEUCpV5t0vpZ1kc366GKRkduRRGl1ew\nv5bBCF8FT8RsuH22vUGKmrS6KvyUjIpGTMl0U50MAMIg7NZI+SOY97Meh0ZL4bKZipbMSrRk6uGK\nyXol4nXoGGUQ+ls42V567utf+0A1RG2gOes3AOAzALAXAKIA8I4oil+Ix+NT0Mh/nQOApwHgdVEU\n/zYej38JAJZEUfy9nTyuR4mewLMJNqM6rm6bBoAhURTJ6tcfaIEHAGDy7JlXAeBvdnsdjyqIgFXw\nJDMYTqUxKmUxzFXB49dBGOkmi6DHBxukqGtF9Z6akkpaSQugQQ/BI1DZuZswrsqMMDyTZP35rkcU\ndprH5pQrH56se6w072wVOufIXxv6xIxiIfC3W6Lh4tSTp+6MMMzmsgOu0cNvXaPHNpQFpBXU26Wb\nua4dUPzg3EVheMayk4kjqH3xL3OW/9Z01l6+sPfvW35tfvbJm+dDoaolgevPzU++XQFfx9+nUdMf\nFq5kBsGCa4FxVh/aj1wKMYy1E95PvFV5c2JJO21lW521ly6Pvj6n866Oo2AAG3PzmMiq5+hTl2dw\nzxPd5DchIpWX65drs+W+blsDGZucFMbvzrC+wgmrgrJbJpnnb9TvTyxp+1m0LopW7eGZufDJZNE5\neAiYbi7eIOnvy9/aN74s+X31w1byhNZDkDEWcej2bRqvpSGyH4HtWshFRDTK2n05IWW0ghLGxuvf\nhkanGpXsiQUulOE2Wsm+fmGxojk7saimxhM6H6iTcRa35j1EEnzLeffIct49YtbsoQhhhP3rWou2\nBI4jUjBQeRiLFovhUIVzu5Q+lqV7uxGtu4EiYxYgsJDAvmwS+/R8w+0zjMDuiOOGmlQya/qSXtaL\nRkUzjbrhpDrpB4RhgJ2tUl8PY1MyjKuaZj2VKuuuUMYh7Xrez3pYikagRpKRkpmPlUwpUjLRXycz\nn/zTr/7Sbq+tWzbQnFUGAJsoir8cj8dPQqO46A40DAXHRVFMxuPxT0BDINIAIAMAvyCKoryzR/bo\n0BN4NkETB08IAG4BwD5RFPUmDp5fA4BpURS/Fo/HjwDAn4uieHTd/j7wAg8AwOTZM18HgE/v9jp2\nE4qMWQLfcgYj2RRG1TwG+Rq4w2ajsaqr0NEeH3yQoqGX1HtKSi7qRdVPDXoQAJy7va5dR1AzwtDc\nfS6c7Gc40n3Q506CiEfm1KsvXK97bWYXIa9bwJL/sbdnIk9OALP14Zojw6nLRx+beZxhNjfykKCx\nu2/Qj+7f6JXhzLmVKTQ7h/++F/uxc++wDsWy68dXJ4lf/Eahq5Pb7+37fB0YxtLV3b5Y/sYTJ6Yt\njRrlMTD3V+TV8U4uHgCAqlg6J6/ULbltWH9uyjYxGbfSHgUA8OJk7dxxUXmRsXBVHQHonf7T57Pu\nsY5V6mtsxM1TR2f6m+T0XAn8H+pmFBkRqbRUe6c+VxmwElD9Q7BmTRgRr3OxFevh7Yj00Lw6+eyU\nBB6ZnmIsnqAiMCTtHb+xEHxclwXfSWCsFyAwDJoD/blbe/csKz6vdHQj7YFpjIhTNJ5awsEBE/gN\nvfZSg5SVtHxPSUrErBv7YRMjOYyrMstHkkk2mLEzNvXgZhsRtzq4eQ3KsFrJ0TeT84wVis4Bmyp4\nR6y62rqBZYkSDFTnGqJPmfW4ldiq6LNtY8oK2otpjCyuYH8tjRG2Ct6wAfz4TpVzIEHVqOtLRlnL\n62XdMOu6g2gkBghdj+1u9coe0bwfEwCOfPVn/0DcpcffMBvIsBUAgBNFUY3H4zEAeFsUxX3xePwa\nAHxcFMXybhzHo0xP4NkE77GYATRUx98SRfHrq7d/GX74CboHAL4MjQ9RPAD8iiiKV+Lx+H+Ehj3t\nOQC4CI307/+wYweyxUyePbMXGpXwP/KNTSayagECS2mMFtIY0QoYdEjgihBgR7udfe/xowMiEr2k\n3VfSUk4vqF6q04NgoXr3xwLWlPi+pZt834IDBP34dl2l3DIQ8diMcvn5G/WgQGBHRSiNc+auDb82\npwqds1o2wsGJh+f37ll5frPjAXV0Zv6UfBo3egVYXqlfroqltq1STWGI5njiO0Y31vrhjD79me+V\nu3JefX/vP5ijrNVabySvvXyhYtVh8Zfma5caIkaHvSJi7kLyBjWopWwjLrb4tjB27xmrJx8np6WL\nz9+UnrJa/5vy7L023ffCPqtBwhtx8wAALNP+22fp85wBQle/M0Qk0kLtnfp8ZRgQuqy1RsL1LV4W\nhmcC3QS6+2tk5YXrtdnxhP4Y20XwrMHaKouBI1MJfzxgcvauXGwMQ/Whgeyt8T0rutcjH93ISGsF\nPSt36MTcDI55VbAf22hJg17RHigJKaXmFT8a9DBseMwYCestiauV7F4Q9IMbqmRfh1Oh+X0r2uyB\nJVXrL5hRwcT4ZoOb19A4ZzbvHlnIuUeUqiMK7/h1AAAgAElEQVTqN1j7AWC2/kIeyxI1GKjORSOl\nQiRUZtxuOcZxdO9G28usQJEhRfAvJjGWSWCfnsegUwbnMAI7uF2P+V6Qom7WjSW9ouX0sqaZNcNB\nNDMKFEZht0fZGaIwrvpKI++nrLGu2lrezyDDbHvr2O9+9Wf/4Fe2+TG2hW4zbN9z338HAEQUxV+L\nx+P3V/cxurq/XxVFUd2Rg3jE6Qk8PbaFybNn/jUA/K+7vY6tQke+lsPQUhqipTRGSAn9Thkc/RTY\nYStXX3v8aIOI1KjoopKSslpBdVGNHASALWvo+OCDhAulb/KDcyrjrB9nmA+A2IVIH3+gXH7uZj1i\ntS55K1kMHLk0Gz51EBimq1EMq5w6fvfN/r7C6c3uhyCrf4X8lKiDbUMB00jRzLy5sty12wIAuHDy\nmm3flKVxoTUem1OuvHS5Zik0eY0Le35mUuddp6xu/8Kzk2/5fJKlUbUi+ue/Sj4xaqVFylTMZP5S\nyg0W84OEsbvn+L5ly+1i8Xn12itvVx9jwNrJtCx4V66MfLpGWMGyo20jbh5EwOt4+NI1evRAt5l0\nSNGUFqrv1BeqY6tOgK5g/bkpYc+0wtiUJ60KoSxF4+iMMvnUHcnu1PC4FWfUGnXBv/AwfHIx7x7Z\n160zhP3/2Xvz4Eiu+87z9zKz7sJVB+4baFTf3UDfF9kSzdOiKImS5RlLorye9vrQemJ3QzszsTY9\nI3tmPNZw1w6H1/bIsilZlixLsixx2DJJkWx0N/pudONG4r4Kdd9Veed7+0cBZKvVTaIyswoAWZ8I\nRjRRyJcvUVnH+73v7/ulsNjUELrb2b6iOhz8fi2eIiIxpSZI1+gE7qJSULEXQFvSFFZwRghx4/xq\nTpIzUicU0Mb2c+Qj2ScYjz9BVcbcQCs79RY1TDLOtq9KbM+imGmKSNVWkfiQQapaAkhNW9yzEWdr\nKGZvQpypugEjqnOjirdCoCgsVlelZ72eRNTjTiCng/PQNO4qdkuRSEypIPEurJD6VJB4UBIqXWtq\nH12FuEIgmChKTl6SU2JYSkqinJFMqqB6AJM22Aot77SUpOwZP+VMJilHWka2jMVAv58wAPT842f/\nImXEVEtNoR629xz32wDwLAA8y7Ks7PP5XgCA1wEgCAB/BQAsy7Ivle5Kti7lAk+ZonD79S/bAGAS\n8lXVbQNPLLEwca8EiDcdBjdOkMoKASwNBKgt7QlSprQQQoiclqaEIBcUorwNC6oPtKUffKBBjiRr\nap4OUpWxnQiBYVHeRYUQ3DvJXzs5lK1jMGhOftGKQNtDt5ufWRRMzoKKEBsFIaKcPj54baMFiPfj\n+8qTl6LgOqP1+Mx08lJuKaPpeMvuq5coZ6qgY08MZS8dHeMKOuZG8y9eyli9Gz6mpSlwY//e6Q0/\nf/+oPD0Qh40lomUX0gPZ2dSGPYfMO2/005XxDRd52lbF4ecupNo2akKtIlq43fT0zYzVs+G/j1Y1\nj0SYzBv41OAyaThRcDoUJnJ2Pn0tt5juWPP6KAhkzS6YOkaXKGfycCFqEldSmX/0dmapJSTvR7Bx\njysCQKKOlqE5V282a645uNEWwXUoSuVbmkJDHW1+YrfzB7QoYFRCSXOkZXgE93ARcPXo8WiRM9Is\n58+uiBHeiSW8F/QswPOR7BO0ezWnN5L9nSFVIjWFZda3KMSMNG5eR6ZMqbi9aTbiaM0kbXV2kbZ3\nFat4jxCWqqsys7XeeNTtSpIKJ+ehabVroy2bWiEEcAKqllZJbdBP6oQIcdlzYGskgJpKmfhKCFHV\nnLIipcSQlBR5JSMxqqC6iUpaYYPF62LzEL8f75rfz0aKl1/8x8/+xTeKPtEiocXD1ufz/RoAfAYA\nPvEglY7P53tm7fgXij3/7UC5wFOmaNx+/cufhnxFdsuRIfZgiLj9QeLNhombSkFFpQjmZgDjPS7K\nbH8IIUTJyDN8MLcqRniLmi/o6DKk/aCCzHyAaZphaXegCVEb36XfbBAmat8kd+34cK6BwYWZtBrF\nfM3+gTlX7x5AxTFcp2k1d/b0zQmrVSpI9fIwBtTeiyNkp6bELAAArOBsuN/PA2gxWCXEeuS1YKGG\n3E8OpPp3LoobLngAAIzWnekPVXRt+BiKUoWnfmFA3ahSLUEqFr+r/mLTRltjIldWr6n8RtPGCLbs\nv3SdsnIbNueujcnTn30tUUnBxouys66DlxZqDhwpxEtGi5oHACBBKhdfVc+GsuAouAhKMJGzc6mr\nucVMNwAU3mbCSHFT68Qw7Q7sLiTCnFaJ0DfB3T40wVVZZLK3kFMqiMmtVO+6u1S12y7T1gOFRnnT\ntJpraQ4MdbSu0jaboMlvixAgAaidGMa+8DKpb1KB0fzeTlTMCWF+jPNnOTkttRfeQncfjJSgXcEp\n2r0qUo50M6Kw/vfvdePmJTHQ4ReZ6oxxxs3rZE1Vi1Fn60rU3qxmLS6viphuQKgoLUcIYbm6KjPr\n9SQiHncCnE7OxeSLPkW3UhCJKR0ingU/qUsGiBclobJGAlM7QGFFS70QQojKK345JQWkpMjJaYlW\neaVmrfCzRRTX634/qTDlTK37/VSs+f00rLXc9v/jZ//i7GbPtFA0JGf9HgBkIL+O/A8A8BsA8CgA\ndAPAnwMABoDdALCXZdmQz+f7YwCIsCz71dJd1dalXOApU1Ruv/7lnwLAY5txbkIAJ6FiOUQ8oSDx\n8hHiotPgrJHzRsdbNnq5zNZAzkhzfJBbESO8SeWVHaA1HvbDAKVkmPqFIaZu0QmMvL9Yka/FAGGi\nHh7nrh4bzTXRBhlxForAOAK3mp9ZERnHkWKdw2yWoh85czPMMBv3FHkv5nHT3dfwmb1a/ToAABLD\n0X4xwhdUbFmHqohPWHbdKNjs+tNvJPo3Gg2+znzNvoE596ENq2YAAM6euXHNYRc27J1UiBJKldRY\n5NKqChv1eUGqYO19ewoxyoZNrKvTytLnXo0TuoDF91qUupMgasOtUGtqnqt1tbFThRrIzuCW22/j\nE9UqbNQf6V0IJlJmJnmNW87uANCwcEdYYhrmbjANc3WowAJVXVSeemQwE2yIKr2owIUlzzhX51wH\np0IVHW0E0QW/XzG0kmltCYy0t64yVqt4UGsrT5JULA1j3/wsaa0Wwbx3Iy2GD0PJyUucPzsvhHk7\nFtU9oFNlgcx8kHYH5mhXACN7tl1PJPu9VGWUlR1L4mL3sojdSaXJ6I0AFdF8wlY/E3G0xhO2Bgtv\ncrYBKp56HCGiVFVmZr2eeNjjTpIKZ87FMGoXQsUPgCAESBIqlgOkNuAndUKYuC05sDVioFpKqfZZ\nR+GVVTklBqSkmF0r/FQThbTAVlJmI5VH9sw8U7f0qX/67d/b1sbKG0zOugz5diwV8obShwFgCQAO\nQj4W/QQA/BDyhaIFAPADwK99mJOz7qVc4ClTVG6//uWdAHAXitgPqxIkJ6BqKUi8kWA+scqcBbtb\nAbqtVO7/ZbY/Sk5e5IO5JSHM0yqndEEBu9cfTrBCuwN3mMY5GVlzvaX4UmgkCBPl6Bh37chorqWQ\nRazRzLkOXp6vObAPECraF0mHg1t85ORtRFHEkJbZFHGufEf9mE2P4lEV1XDk8qoDNJqPm7vvXKBd\nobOFHvfCj2NXq7NqQVHzEUfL0HDDYwcKOaazffnKLt/8+5onr5MkzuV/UD9WD7CxHXw+kLuZGo9v\nvCDISAnrwQuJQtQNDk4Nv/BKLGlSoWejx8iUOXmt9RMzG41SX0ermgcTpFzFvQMjpOcAQOHKN4KJ\nmJlOXudWsj7Q+J5PuwK3Ta0TgMzShn2aAPI+MEfGuDsHWa5Wi4F73FY/Nufqi6Ws3v1aVH8Mo6Ta\nW/2jrS0Bs9UiHdTqa8MTS3ycdI9P4k4mA479enxYiEoEIcqP8/5sRkqKLYVG3j8IZM0u0e7VRUMi\n2e/hAcbNPcjgtCeBcQSi9ubFiKNFTFu9NQpl7gZUPJ8bhIhSWZGd93riIa8noVY4c26GUTv1mlxv\nFIkw2TBxL6yQ+kSQeEkCKqtFMLcBFO/z8b1QBSUkp6RVKSlm5LSEFE6pIgpuBtiYiX4R+INXXnru\nxU06ty40JGfZIR95/vX7fl7Jsmx67d//FwBYWJb9gxJfzpanXOApU3Ruv/7lfw8A/1XvODKhuSjU\nrCdWKXFSbcmBrW6t4r+JEYpltiMKJ68IQW5BCPNIycmdoGUX90MIVREfZ5qmI1RFYrdRX5RLCYWJ\nfGwkd+3QONdOazBdNQqeca7ean5mtdCFcKG4apLjx48Me416rmRCc99QP7WsNVp5ndjN0EU5LWlu\n77Ieen0K0XjDhYd1fv37kSGbRAoq1uRMlcvX2j5V0L3CMErqiY9esReyaP6B8sSlCLg37GUTvRG6\npGSkjXvfWHIrlv2XzIW0FlkknPrij2KLVnnjEfYEgIzWPdofdrY/Ukg7kVZvHoB8keFf1DOjIfCc\n0qImISoW0tOp67w/uxs0tQwCIHtq2twxGkL2zNFClTHNQWnskcFswpNUDhVq9osRJforewYXq/fR\nImPvA1T49yGTSU62t/pHWlsCdotZPqA1jlshlDBD2obH8A4xAq6dAEjX+47CKSv8anaOD3FWLKi7\nwIBWGmRPTTNef4CqDluRWfDpjWRfxyTjbFtAmupZFNPNYanKKpKdRhk3r4MBKWmrZybiaI3E7U1U\nzlzVSIBqL4aB87sQtbIiO+/1JoJed0KtrMjVMIzSVcqwhBRx+ldJrd9P6vgwcZuzYK/HQLVtVsiJ\nKqpROS35paSYklMiKJxSSWTcBBrfOzbIOAD0vvLSc1IRz1E0tCZnvcfPHQBwHQA+w7LsRLHnv90o\nF3jKFJ3br3+ZBoArALChfnmRmFJh4l4KEm8qBG41TqocPFjrS23UVuaDhcIrq0KQmxPCHCg5uUNX\nqseHDGThVpim6RnaFWo1xN9gE6BUIh0fyV0/NMF1UBpMVo1kxt13abF630FA2hJqNkpjQ/jWwX2T\nu4z8Iv4d5RevpqCyIAXM/cgZaS52I9QKGne7kYVbsR64qOk5/NI/hOcLbcXDQElvd32eKdT75LGz\n125ZLRv3O0oTh//b6rPejRoIYwVnwxf9cSAbDzOgnPEJ864bLYWkuDAK4V94JTbq5HFBLYRBZ8et\nsbpHNhylvo5WNQ8AQJi4ps+rj2YFsPYWeixA3h8mPZW8ya/m9oDWtlyTEDa3j49T1eEDCBXm1WaR\ncOr4cG5o7wzfpMXkXaStkYWaA+Orld31mDJpKsKazVKso80/3tIUdJrN8n6EtMWJEwJ4hdSPDxNf\n1E/q2jAU3lL2M+NhIosxYYzzZ1NSQmwATAou8D5gVJWqiLO0xx+mq6OVwEi7jFKjUpjITWGZ7VkU\nom0Bye7k8I5CjLY3ikRZEnF742zE2ZZLWmudEm3rKpaP27sQXFGRm6/1xIMed0KprMhVm0xKlwHp\nUBtGITQfBvf8Cq6LB0gtTkBVlZBX+xT52h8OltSEnJZWpKSYlNMSUXKyA0u4CQA0G5SvDw0Ap155\n6blrBkxzU9CRnPVzP18r7vwYAP6OZdmXS3IB24xygadMSbj9+pd3A8Ag3NOqlSPWSJi4/QHiTYeJ\nB5JQUSGCpZEAKrfGlNGNKighIcTN8CEOK1m5VbeR44cNWk4xDfPDTO1yJdDy/jVzv20HrRLxxFD2\nei/Ld1GbXNTjTBUrt5qeCcuMra/Y5+ruXLzc0714XOtO/IN4Sz12YYp0ntU7Tnhg9QYWVM0pYabW\niYtM/aIm9c/vfDuc2mhC1L282fWFECCqoM8m3475i92dywXN84fK4xdD4NnwMWKUH04MRfcCbNz3\ninav3jJ1Dh8s5N5AmCi/cj5+3Z1WC/Ii4piKlRutH0+rlKkg7yc9ah4AgDHcfX0AH1rz9CgcrOBc\nZip5kw/k9oPWdgxK5Zim6VtM3WIbokjBnz8dK+LQ6TvZXE1GPYygcK+clMUzNevuCyRsDbsBaVPS\nWMxipLPdP9HcFKw0mRRd/moxUjU/gn2Lc6TFLYFpj171hSooQW41NyMEOVrlld1ghF9KPpJ9nPH4\nU1RlrAZoZZfeSPZ3yBs3z+5YElc7/CJdkzduLtzo+/1OA0By5uqFiKN1NepoxllzTS3OGzhr9kna\n4JlxhZNb9Hriq15PQqmsyFaZTEonQlBSz8s0cQQCxLviJ/VcmLhNGXDUqUC16/GJ0guWcUpOS8tS\nSkzKSVFVcrIDy7gB8s//Rr5b/fdXXnruy8WeZzHRkpy19js/83Ofz8cAwL8AwHdYlv16iaa/7SgX\neMqUjO/+y5/91hDe+cspqKiSwNQCUNiuXpky74UqqhEhxM0IIU6WM1ILkM0xzN3WICzTHv8g0zBH\nkIXvLXasajGhVSKeupu9dmCK7zE6/aRQCACZdh+5tFy9u6/QuGMtHNg3eaG5MXzWyDGncPvNt/Dx\nQ3oXZWsFiQ23+zwIa+9bg8gkFVwko1Uifum7EU339IWOfz2m0uY9hRxjsYjhxx697ilkUZwh9sDf\nqx93AaANzzN+N3JBiglnC5kb0zR9ydQ0W1g8PSHk0z9NXizUpBojSrzV9MyNQqLU19Gj5lEIJfTj\no9enSfthAKRJxYYVnEmzidtCkDsAmtUXBNPelZumlikrYuSC2gMBAOy8Gjl1NzfuWxA6tbSVYkBK\nqKLzznzNfoU3VfYB2vi9dS9Wixjq7FhmmxvD1Qyj7NNT9M8Ra2Qc75hkSYclC/b9ev0SCSGqFBfG\nuJVcQkoItUQlO2FjC+f3hlKydE14kvb4c5QzWQeU2mNkiEBVRl3pXhIWu1dE7EkojVpUWxtBRTSX\nsDXMhJ2tiYStwSowjjZA2mPvNw4hTge36PUkVr2ehFxZma00m+ROo9riNopCKCECrnk/qY+tEq8a\nJ9WVAlhaNzs5Fys4q2SkJSkpJqSUpChZ2Y4ltQ7yKuP1+2wcAA698tJzPxcNvpW5ryWLQL4Aa4e8\nGTINALsg/556FQDeBIBOAPg+ANwEgEkA+CTLshd8Pt/fA4AP8mbLfsj7umKWZf+wlNez3SgXeMqU\njHPnBykA6AeA05s9lzLbHyypcSHMT/HBnChnpCbA0L3Zc9quUJXREaZpJkE5k3sR2jTzQENgFMKf\nupu9sX+a91FEtyxaNzlT5dLt5mfiMm09WPyzEXzi6NBlV01as7fNg4iRqvnvqU+7jDC6DF1YGSVq\nYTHRPwMtp6x9bxbkbbNOZVb1/+qPY5pUXFdaP3WVNxfemvbERwdGTCZ1XyHH/LPy2MUg1G74OSSY\nSKF+/0KhLSvm7jv9tCtUcIrZ05dT/T1LhUXNAwDM1Ry4PO86eLiQKHUA/WqeLLEFX1XPziag6qTW\nNm+s4HR6MjEohLhe0KEUoSri46b20SSycscKbn0ihPgWxcGTQ1mlIocPIyi8dUqmzKnFmn1D/kpf\njUKbC7ov78VmFVa7OpanGxvCHpNJLajw+XNzIkxuirSPjOFuJQ7VuwGQ7s8gVVQjfCA3xQdySOUU\nHwAYs5DPR7KztHtVMiyS/R5sAo51rYgzOxYFoVjGzevwjDMQdTQvRhytYsbidimUeUehr01tEOJw\n8Mted8Lv9cTFqspspdksdyIEJW+tyhJbKEBqV/ykLhMiHnMaHF4V6PaNmt0XC6JiXs7IS1JSDPGr\n2X/7z3/4sbubOR8tPKAl65cA4NuQT8cCANgDAH/JsuzvrT3+MuQLPL+09tj3IB+jfhgA0gAwunbs\n/wYA0wCw7kX0FsuyXyn+FW0vygWeMiXl3PnBDgAYAgOM8sp8uMAyTglhblIIcoKUlhoAkx1gxA7d\nhxRkzS6ammcWqOpQu5b2ga0GoxDuzGDm5t4ZYRe10fjoIkIAyJTn2KWVqp2Hi5l6sg5FqcKjp27f\ntRcQzb0RRGJKf1P9ZFQFWvdCJrecuZaZSuqaH123cNXcNqnJA6g5JI0//2ZSU0z8ncbH++P2poKL\nGvt2T/W3tgQLOi5LbKFvqc9VFaJqkFLiVPxWuB0KbOWx7Bm4TDkyBW+6nBnMXOyd5M+gAt+Dk1bv\n5GDT045CotTX0aPmAQBYxvUjr+PTtAyFtYvdC5ZxKjURvytG+F4A7a0nyMKtmNpHZ6nKeB9ChX8f\nqsipgTOD2amuFVFzITtrrp6fdfUtxhzNOwiiNLev2m38Slfn8kxjfaSOYdRdWscBAMAEqcukYXSY\n+JIBUtueN9LVByEES0lxkl/JhsW44CEK2Q0FtDS+F2uR7LO0K0CQPduBEDG0DZiRSa49IE71LIqp\nprBUZROJD+mMkX8YGJCcstbORJytkbitkeHMlU0E0SX7buCwc8sed2LF60mI1VWZirWiT8mV/iqh\npCjUzPtJXXSV1CoxUl3Bg7VFr2G4Rn73a8/0/edNOK9uCk3NWvvZRwHgecina768puCZAIBHWZYN\nl/gStjXlAk+ZknPu/OCvAsDfbPY8ymxtsILTYoRn+WCOk1NSLVGJDwz6UvahhZHiTMPcKONdqUGM\nonn3divByCT36GDm1p5ZYTcqboLFhsmaqhZuNz+TVmiLrlakjWIyycmzZ24umU2KoecjBPC31I/f\nyoFDs1/OO2NhIocurPiBQLuecSz7Ll2hbLkNx4/fy+5Z/sbj1zOaroX1HL24Ur27YGWUw84tnT1z\nq+B4+h+rH+1fJXUFFYZS4/ELfCB3trAzYcV68MJQoRHfAAB9E9yV03eyRxAUpqaSKXPyeutz0yLj\nKMi0GUC/mocQIINkz5VbeN8OAkhzIRjLajI1nhgSo3wf6NmwouW0qYW9Q3v9OxAiBfuxIEyUPbPC\n7eMjOcYu4L5CC24A+WJ0xNF6d951kMuaaw4C0tbOBgDgcHCL3R1L8/X10UZGQ8rd/URIzcww9q0s\nkOZaGZhdRgRtYElN8EFugg/kiJKVd4CBGwLIml2kPatLdE2QRlauByGNRt0PgcJEbgzLU75FIdoa\nkGwVRTJuXkeirbGYvWku4mjlUtZap0RbuwGVLrLcbudXvO7EitcTF6qqsk6LWepAyCA1VoHkiDUa\nJN6lFVKfCREPkwanV8mrfQr2x9oglwDgI197pk8t0vhFpdDULJ/PZwaANwDgOQD4E3i3wJMAgK8A\nwMcgr9z5tyzLiqW9mu1HucBTZlM4d37wBwDwqc2eR5mtA1ZwTozyE3yQy8pJ0bvWQ79ppngfGJAq\n0l7/HaZhDiGz0GeYYeQmY5Jx9uyt7O1d88IepDXtxmAIAJ70nri0WtlzFBAyNB73Ydiswuqjp2/y\nNE0M9274iXrmwiJpPmvEWOmpxEVuOauzdQwr1iOv57T6N5wYyl46OsYV7AMDAOCv7LkxWXtSU3Ho\nqV+4PEUXuNjNEWvk79RPOAA2rv4ihODwRf8oUTYeaQ4AAJSSsfa+7Ue0urOg4wDANy/cevJqeneh\nqgICQMbqHukPOTsKilJfR6+aRyJM5qf45OASaTxeiN/R/WBJjafG4yNiTDgEoCdBCCtM/eINpmmm\nBtHaVDA1KWXxkcHsfFtA2oc0tiQpiMktV+++s1y1yyHT1oN64redztx8d+fSUn1trFHr83QvWWIL\njuKeqSnSYefAut+IhTUhhMgpaYrzZ4NiVKgmCt4DhrVEEYIc6RnG41+lqsM2IyPZ7zkF8SaU2Z7F\n4ho3v3M6AJI1u+YiztZAzN5EsuaaOozoruIbOL+Lzcb780WfBF9dlXFaLFIbQpuzuYMJUmJQPe8n\n9RE/qZVjpNrBg7WZgG5/owQAHPzaM31LRsxzMyg0Ncvn870IAHMsy35r7bH1Ag8HAI+xLHvV5/N9\nDQDusiz755twSduKcoGnzKZw7vxgFeSrukUxlCuz9SEq5sWoMMkHuZSUFNxEITuhwJ3gMg+DEKoq\nMmxqmkkjR3p/qQ0Ni4lZwumP3Mrc8S2I+5DWdJsikDHXzN1ueppTabN2f5kCqarMTJ86fseJkPEm\n0iO45+oAPqQrDn0drOBMuN8vgs5CHFUTvGPZcVdT/DUAwJMDqf6di4V7xwAAJK21k7ebnym4AAIA\n0Hdg/EJDffRsocf9T/Vs/wppKGi+Sk5eil4LuqDQYoNJCFkP9ssIkYLj51sD4sgn3k61ICjcQyPk\nbL89WvdoB6DCfVfW1DxX62pjp7SmxSVIxeKr6kdCWZ0qNVVSY6mx+KgUF46AzhYaqjo8ZGobF5FZ\nOKLFyJhSiXRwirt1ZIxzWqUCi333wDNO/6y7dzrsbG8jSF/EeWVFdra7c2ml1htroWmiu91TIkyG\nJZ2j47gbJ6ByrxH+YAB55bAQ5Ma51aysZORuACPfW4lKVcQnaY8/SldHK4yMZL+Xyqzq37EkLHQv\ni6onoTTRGDq1KLs2ioKYbMLeOBN2tKaStnqrwDg6taa2acVmFQIed2LJ600I1VVpuzVf9Nm0Vm2e\nWGIB4l32k7p0kHipFDg9CjDtBbTdPv+1Z/r+qZhzLDaFpmb5fL4BeHdTtwsAIgDwGQD4IcuyPWu/\n8xkA+AjLsr9VsgvZppQLPGU2jXPnBw9A3j29JDvdZTYXgokoxoQJPpBLSgmxhih4F2iIfi3zcJAt\nM29qnl6kqiPdWhZqWxmzhFMfvZm507MoHtSykCwWBJA6UXvyUqCi+3hpDCrz1Hpjdw/3jnUUo3gX\nIm72h+rjzVqTh+4nMRy9IEb4s3rHMe+8fpGuTGhWAX36jUR/oQlQ60i0NX6p45c1FRSrq9LsqeN3\nfYUexxFL9JvqJ22FPg+Z2dSl3EK6YKUSsqdnLXuuuLWYndbG5OnPvpaopAAKipIHyBcSrrd+PKVS\nZk3eOHrVPAAAM7jl9tv4RJUKtC6zflVUI6mx2LiUEI+Czu82yJaZN3eMLiNH6ojWQoA3Ls8+Mpj1\nN4XlA0iHOXTM1jA65+6Npy3eA3pbdKoq09Pdncv+Wm+8gzLA/w0TpCyQppER7MsEwdNFQLuf0P3I\naWmG82f9YoSvxDLeA0Z+Z0GqSFVFJ5gRhE0AACAASURBVPKR7HHXWiS74YbKVgHHu1bE6R1LglAf\nVTxmhfiKZdy8Dmeq8EftLUtRR4uUsbjdCmXaoTW9TStWixj0eBJLtZ44X12VsVmtYitCmxe8gAlS\n41C14Cd14VVSJ0VJjZ0DaxMB6n7F1Z9/7Zm+L23KJA3kAQoeF+Q9WLtYlpUeFou+9rsvw7sKnr8E\ngO+yLPu2z+f7IwAIsCz7p6W6ju1KucBTZlM5d37wBQB4ebPnUcZ4CCayFBcm+CAXF+NCFZHxLsj3\n4ZYxEkaMmhpnx2iv34toVbN56FbFIuHUY9czd7qXxV49C5RikLa4ZgabnpK0Lky10t7qv7p752xf\nMWLseWKJfVP9BE+AMqRAqApKKDIQqAADjEGth19bRhQp2Jx3nRd+HLtanVU1q5Le7HqB02qY/fTj\nl5YpDXM/rz56YYk0ni30uPDl1RtYVAtWpVBV4SFzz+BOLfdWdVpZ+tyrcUITKHjRjhEl3m56+nra\n6tVUwDNCzYMJUq7i3isjpGc/ANJVRFZFNZwajU1ISfEY6P3cY8SYqW1ylHYFdmttRWEUwh0azw32\nTfIuc95kWBMYUaK/0je4WLOXEWl7LyCkq1BQU52a7O5cDnrciS4tr48HESRudgTvDCySxnoFGE2q\nuweBFZwTwtw4v5rj5bTUARoi698TSsnSNaFJ2rO6Hsnu0xNF/zDWjJvZnkUxXWzj5nUwUFLSVjsd\ncbRG4/ZGE2+qbNFitK4Xi0UMe9zJxVpPPFddnbZbrWILVQQFbCEIxJwMEs+in9SnVkhdMAHVX/ja\nM33bymPmAZHoVgB4CQD+AQCykL+/FACYBYDvsSz7FZ/PdxPyraQxAPhNlmVv+Xy+kwDw/wBAOwD8\nlGXZz/l8Pi/kfVsrIa/qeYFl2VwJL29bUi7wlNl0zp0f/CsA+PXNnkcZfRBMFCkpTvKBXFSKCxVY\nwrugyF8aPrQgladrl++aGuYZMIm9xdj122ysIk48dj091LUi9SEdaTXFAANSxutOXw45O08CKprB\n4gPZs3Omv6119ZFifPHHBCnfVD8xIoBVcxvU/URvBC8pGVmT7829IEdq2rrnqi4fj1//fmTIJpED\nWo9/q/Pz84TS1qpy9NBwv9eTLFg9xBNL/BvqJ00AqCAjX1VUI5HLqxRo8GKh6xaumlonj2u5xxyc\nGn7hlVjSpIImg935mv2X51y9h7R6WBmh5uGJJf4v6pnREHhOAejzFlEFJZgcjbFySjoOoLMgi1SR\naZy7wTTMNyAKa1YaNYaliUcGs9HauNKH8mk1mhBpW2TedWA8UNHdgClGt6GyqyY53t25FHG7kt0U\nBYaocNLE4R/BPTMzpL2CB8s+I+Ov5ay8wPuzi0KYc2AJ7wGj1eiMFKddwam1SPYWRGFdbXIPA2Gi\nNEVktmdRiLYFJGtFDu8oRfuzSFsjMXvzfMTRyqes3ko5b+Bc8oRdi1mKuN2JxVpPPFtTk7ZZLWIL\nRRXPx+g9SABA36EnvrqwCefWxQPUOo8AwP/NsuyTa///MvxsO9YeAPgGABwHgP0A8BzLsr/v8/mG\nAOBfsSw77vP5vg4AX2dZ9krJL+gDQLnAU2bTOXd+0AIAlwHg8Pv9bpmtAyFElZMiywe5sBgVnFhS\nd4Iuk8ky7w3BVE142NQ4k0X2zH6EtlbRwyisAo4/fj093OGXDiE96TRFImXxTN1pelJVKZOuOODC\nIeToodGLXk9CU4vRRviR8tjFANTqNEJ+FzkjzcZuhNrBALN0U+dQP+MJ6Lr2L/1DeJ7GoHmRdKn9\ns7clxlZw2hQAgNcdHz56eFSTH8pP1DP9i6S54GvnVrLX0mxCUyy9qX2sn6ld1vT3tkg49cUfxxa1\n+r+kLB72dvPTVq0RzUaoeQAAwsQ1fV59NGtEwVPllUByNDYjp6VjoLvNhxDaHbhtap2kkEnq0zqK\nWcLpY6O5u/un+QZGBV3F05TFOzXr7g0kbA279fuvEOJxJ0e7OpYSbldqh1EeYyIxpSZI1+gE7qJS\nULG30KLpe0FULAgRfoz357JSSmwFov195mEgMx+g3atztCtYlEj2d8gbN8/tWBL9nSsiXZNR2yli\nTMHtPU8LgDMW92zE0RqK2ZsgZ66ux4ju1GLCrhezWYp6XMkFrzeedVWnrVar2EJRRfp75yEA8Oyh\nJ776ahHPUTQKjUT3+Xz/DgAIy7J/fN84YZZla9f+/UsAsJtl2f9Yquv4IFEu8JTZEpw7P9gGAIOw\nhUxTy/wshBAsp6QpPpgLiVHBhkXVB1usZeaDCLKnZkzN0ytUVdRXDDPdrYKNx9EnrqVH2wLSYbQF\nC4UYkDxW98hA2Nl+CpBxu8AbASEsnzk5eKPCyZ0q1jlu4b2Xb+F9p40cM3x59SYW1YKjsB+E9dAb\nY4hW9+gZ43e+HU7pafO70fzs5YzVrfFvRPAzT1yKaWmxEYg5+bL6KQoAFVzUjV4LDig5WdN9Y955\no5+ujGsq8jAK4V94JTbq5LGm51+mzKnrLR9nRZNTs/mxEWoeAIAx3H19AB9qxKC/pUThFX9qJDYn\nZ6TjYECoAHIkWXPHaBTZskcQ0l44alsVR87cyaZdKfUw0qE0woCUYEXX4ELNfpU3VfTp910hxOuJ\nj3R3LidqqtO7jDLOVQklzZHm4VHs48Lg2kGAMvSzVeHkZc6fmxdCnBWL6m4owmcasmaXaM/qIl0T\nZJCV22F0JPu9rBs3dy2L2JtUGmgVuopp3LyOQpnScVvjTMTZmklY6+0iY+8AhDYlNdNskuNuV3Le\n641nXDUpi80qNhvVVggAv3/oia9+xaCxSo6GSPS/gHzrVjfkFdr/B8uyQz6f7zoAfBnyEfH/AwAU\nlmV/s7RX88GgXOAps2U4d37wKQB4FQBKXq0v8/MQQoiSkWf4QG5VjPJWVVB9sIXMbT/QmISwqWl2\ngnav1iNaLdicdTth59XIE1cz461B6bCedoFikrR6J+80PokwxZT8uWBoJXP2zM1pi0XWvFP/fvhx\n3dgr+CPdeuKi70eI8HeTw9GDhgxmEkLWgxdq9bSl0SoRv/TdiK7rG6l7tD9c0aFZRXTq2J1L1dUZ\nTe1qr6mnLsyT1rOFHodlnApf9OcAtLQcEGzZf/EGZeU1qYAQJsqvnI9fd6dVTQUmAkDG685cDDo7\nz2jdxTdKzaMSSryAj16bJu2HjTAfVzh5JTkaW1Ay8nEwwPAWmfmgqW18kqqOHNRikr2OVcDxk0PZ\nkd3zQjuNC/dSuheZMicXavYP+yt73Cpt1lWczUNwXW1suKtjOV1dldltVEGDECAB8E4M452RZVLf\nqAKjO9L9Z8bHRBKj/Bjnz6WlpNgImBg6/tpZ1iPZA1R12IrMws5iqnytAo53+cWZHYsiXx+TPWaZ\n9KASpaDmTJVLUUfLStTRomQsLo+KTN2lbpVex2SSk25Xcq7WE0/X1KQtdpvQqME4/IcA8PyhJ766\nbRfkGiLR/xIAMAD8NgCcAoD/l2XZIz6fby8A/CkAqABwFwAqWZb9jVJfzweBcoGnzJbi3PnB/wgA\nv7/Z8/iwImekWT7I+cUIb1J5pQc0+DeU0Qil5Ji6pbtM3YIVTNJBhPS3tWxlHJwafvJqeqI5JB9F\nWzRJDwMljdY/eiXiaD2t10xUCxaLGD57+maCYXDRCktZYgv9vfpxIEAVnH70MAghJNzvnyCqdjPX\ne2Gapy6ZGud0+fhUZlX/r/44pktiP1dz4PK8u1ezyqmxIXyrd/+kplZkkZhSf6s+D1rioIUwdyc5\nEjsIWnbckSpYe9+eQoyiLW6bEPLpnyYvak0vAwAIOdoGR+vPtgFCmj+PjFLzZIkt+Kp6djYBVScB\nkG4Fg5KTF5OjsRUlKx8HA1oZgVJypubpW3TtUjvSk1BFCOleFu+eupsTq7LqYb2pS1lz9fysq28x\n6mjuAfRzqUFaJqg21EWHOjuWc1WV2b0IQY3+MfMkScXSMPbNz5LWKhHM+/T6MN2PyisBbjU3K4Ry\njMqru6AoSui1SHavP0JXRauAkXYWI5J9HUYhXFveuDnVHJIq14ybS7JhgxElJqx10xFnWyxuazAL\npooWgowJCdACw8gptys1V+uJp12ulMluExoRIm0P2aAYA4Djh574arbU8zQSDZHo/wkAJlmW/c7a\n/0dYlvXeN+b/CgA1LMv+UYku4wNFucBTZktx7vwggrzr+i9t9lw+DMhZeV4I5laECE+rnNINYIz8\nucxGISrtCt5lGmcFZMseRGhrKliMxJlTg09eTU81heWjaAunqiWsdeN3Gx83YcrY3dyN4nTm5s+c\nGDRRVPHi7lVCiS+rn5yRwYjd9XfJLWWuZqaTmtOq7sdy4MJNyiLoavVqDknjz7+Z1FVwCjva7ow0\nfESzHwtCWHr68cuC1p31N9ST/bOkTVOhJH473C8lRW1FFkaKWw++nUIU0ewr8tTlVL9vSeP5AYBn\nnKvXWz+eUCnt9ypCWOo9MHGlvjZ2Wq8x/QquG30Nn0EymAx57ShZeSE5GvUrOeUEGKJiJpiuXb5p\nap6yaS7OreHg1NCZO9nJHUviDoroM58lADjiaLs75zrI58zVBwHpV0MhRJSG+sjdzvZlobIitw8h\n4womPLHEJ0jX+ATuYjLg2GeEeuteCCaKGBfGeH82KSXEOqISHxSj9alEkezvnC5v3Dy1Y1GItAUk\na2UOd6MSbhiKtC0cdbQsRBwtfNrqrZYpS7cR95pWGEZJuWuSC15vIumqSTF2O99IIeJACI4feuKr\n85s1L6MoNBLd5/Mdh3xy1gtrap9vsyzb5/P5/gYA/gTyha9+APgNlmVHS39F259ygafMluPc+UEr\nALwNeXf1Mgai5OQlPsgtChGOUnNKJ8AH19NlK4McSdbUPB2kKmM7EQLDlBNbmYqcGnjqSnq6ISIf\n0+PxUGwwosTh+o9cjdmbzwAydud2o7hdidFjh0caESquJ9n3lKcux6DGUN8dgokUurASBAKthgxI\nqZz10BsUQvqKgbtn+RuPX89o9nMBAMiaqhavt31SV9vKo6duXnE6+ZNajhWJKf236vMqACpYrUBU\nIoQurvgBQ5eWcyNLbtmy/5JVa0w3AMCZwczF3kn+jFbvDgyUNNj01LWUTZ8ReE11avLY4RGKprGu\n5CdCgAySPVdu4X3dBJAh7+NyRppLjsaCKqccB4Pa1anK2JipfSyNLNxRPcpQhIm6a14YPD6cAyeP\nDyGd81MQk12u3n13uXq3Q6YsBwHpV0QhhKWmhvDdzvYV2enk9hnZpqQQSpglbSOjeIcQAddOAL1m\n0j+PKqphfjU7zQc5pHLKTiiWL2U+kn2C9qxylDNZD5TaU4xkxncghHiSylzPorja6RepmrTaRhEo\nmcqGAFLTFvdsxNkaitmbEGeqbsCI6jTintOIRFHqR3/3q58Y2KTza6bQSHQA+GsAuAn5OPQkAPzv\nLMve9vl8fwgA/wby/lSPsyx71efznQKAPwMAHgC+xbLsX5Tw0j5QlAs8ZbYk584P1gLAdQBo3+Sp\nbGsUXvELwdy8EOZByckdUIIkhDIPBpn5ANM0w9LuQBOi9LUJbCcqs6r/qYHUXH1MOYZ0p8cUl7it\nfmyo4XErpmhNi2AjaG4K3ti/Z2ovQmAv5nkuq30XR4nPsMSsddJs4iK3kjVsXNq7fN3cMXZM7zgn\nhrKXjo5xutq8VEQLFzo/Z9GzKGhr9V/bu2tW8+bFm+rx/mmizQdISooT8dvhHaCx3YZyxifMu260\n6lEa9k1wV07fyR7R49exULNvYNbV16c1Sh0gb1zee2BiwAg1j0SY7E/xyVtLpPGEUT5WckaaTY7E\nwiqvHAeDFB3IklsxdYzNUhXxQwjpM/2tyqgrZwYzsx1+aTcF2ot+63BMxcqcu3cm7Gzr0Jqedj8U\nhcWmxtBQZ9uK4nDw+/Ve870QAniF1I+NEF/MT+paVaA7jRr73XMQLCXECc6fjUgxwUtUsguK5VHJ\nSHHaFZii3QGJcqRa9Kj1NkplVl3tXhLmu5dF1ZtUGktl3LyOTJlTcXvjbMTRmkna6uwibe8ChEoV\n9PLFF1969hslOpehaIhE/+8AMM2y7F/5fL6TAPAiy7JP+Xy+PwOAOQD4lXtbu8oYQ7nAU2bLcu78\n4B4AGIByUtOGUQUlyIe4WSHEYSUrtxm2i15GG5SSYeoXhpi6JQcw0gGEPjwG4lUZZeWpgfR8XXzr\nF3ZURAvDDR+9Hrc1nt4s1Q4AQE/3/KXuzuWTxfZfmsPNd17Hp/cBGOsrhBWcDvf7ZTBQim/ZM3CZ\ncmR0q4yeHEj171zU3iK0zptdL0T1pLjQtJp78rEBWqsiSSJM9m/UT4sA2vxokiPRC0KYP6vlWAAA\n2u2/aeoc6dNzj/oWhFtPXknvRqC9iJmyeKZuNz9t0VsMMErNAwCQIBWLr6pnQ1nQnvx1P3Jamk6O\nRmMqrx4Doxa/tJwytbB3aO+K7mRGChN53zR/6+hozmYXiSGm6jFb48icuzeZtnj2Ayrcc+pBUJTK\ntzQFhzra/MRuFw4YXUCPk6r5YexbnCMtLglMewGMj/bGkhrnA7lJPsARJSf3gAGFtYfxTiS7OwjI\nlu1AiBjgm/TeWEWc6FwRp3csiVxDVPaYZeIrlXHzOllT1WLU2boStTerWYvLqyKmuwipmX/w4kvP\nvmjwmCVDQyT6vwcAimXZ/+Lz+X4RAP4Vy7Kf8/l8FZD/rvD9coHHeMoFnjJbmnPnBz8KAD+BLb5A\n3CxUUY0IIW5aCHGqnJGagUDRd13KvB9Yod2BO0zjnIysud5iGhtuRarTytLTA+klb0I5VuovZ1qI\n2RuHhxoeqyCI3tTXTt+B8QsN9dGzxT5PijhXvqN+zA5g/E5lYijSL0YF3UWUdyHYeuS1uBFpOZ9+\nI9Gvx+h3nQudvzKuUiZdXj4ffeT6DZtN1FwEeFs91s+STk3XQjBRwhf9LFGJZu8YI0yvWwPiyCfe\nTrUgHcmMMmVK3Wh5jhV0RKkDGKvmAQCYxS2Db+ETlSrQ3XrHWkdKiWxqNJZUBVW3mu0dEJaZuoUb\nTNOsG9HqTr3DuZPK/CO3M0stIXk/Av2mxyqiBX+l785SzR5GpO19RhXfaVrNtTQHhjpaVymbTTio\nt/3zfjhijYzhHSxLOsxZsO8D0K40exiEECKnpEnOnw2LUb6GKGQPGGHS/RCQNbtIe/xLtCvEIEtx\nI9nXYRTCtQYk1rcopJrDUqVNKJ1x8zoqovmErX4m4miNJ2wNZt7kbAdE6SmK/t2LLz37BcMmuAlo\niES3AMANyLfmVwLAaZZl5+4Zq1zgKQLlAk+ZLc+584P/GgC+BSWUbm5VVEmNCSFuSghxspyRmrT6\nKZQxHqoiPs40TUepisQuPT4V25WalLL49EB6xZNUjulNXCkFKqK5oYZfuJWw1Z/WGsFsDEQ9dfzO\nleqqrK4F80aQCZP7hvrJFQWMj3tXBSUQGQhUg4GJaFRVZMTiu73PiLFe+HHsanVW1W38fKXt+Wu8\nqUKXP9yOrsXLPd2LmlVJMmFyX1c/zWn1AJGz8nzserAedDxX5u7BftoV1lUwq43J0599LVFJgXYf\nMgJAJmpP9wcqunR7Zhmp5sEEKVdx75UR0rMfAGkuYt2PlBQnkqOxLBZVXabj90NVh+6a2iYkZBaO\n6PVioVUi9E1wtw9NcJUWmRjy+hVpW3jOdXAiWNHVaKTxPUMrmdaWwHB766rJahUPImTsZqJMaG6a\ntI+M4R1yDKp3aVXevR9Yxik+mBvnAzlVychdUFR/RUKQIzWdj2SP2JFZ8BUzkn0dhInSGJGnejbJ\nuHkdgXEEovbmxYijVUhbPS6FMncDQhtRhP0UAJ558aVn5WLPsZhoiET/XQAgLMv+Z5/P9zEA+F9Y\nlv3Ug8YqYxzlAk+ZbcG584P/DgA+dFF5WFaTQphn+SAnyGmpETDphnKha8uALNwK0zQ9S7tCLYjC\nhvfgbwdcSWX+6YHUqjulHkdF3EE0kqi9eWi44SPVRnk9aIWmVO7R07dG9ag5CuHbyseupqHCsHSr\ne4leD15WsrKhhs3mnlsX6GpjVE2//v3IkE0iB/SOM9j4ZH/C3qCrsGE2S7FfOHutWk+bU796pH+C\ndGueR3oq0c8tZ3Vdh2XvwGXKrq99rjqtLH/u1TimCeh6LYYdbYMj9Wdb9bTPARiv5uGJJf6aemY0\nCJ5TRsZtSwlhPDkW57CoGrowQrb0nLljzI8cqSNGKFvqozL7yO1MuD6mHEQAFUbMMWn1Ts65+sIJ\nW/1uvc/3vTCMkmpv9Y+2tgTMVot0ECFjFaiYIHWZNIyOkJ7kKqltx1C8zx85LU1zK9lVIcpXERnv\nhqKq4LFCVSZY2vNOJPsuo1VRD8OTUOZ2LAn+zpW8cTNdQuPmdTAgJW31zkQcreG4vZHOmasaCVDt\n93m13QGAsy++9Gy61PMzGg2R6D8BgN9dM1a2QN6Pp/VhY5UxhnKBZ4vzELfyLwPAf4L8YmonAEQg\n707+FsuyX1k7rg4AJgHgkyzLXvD5fB8HgP8AABIAhAHg8yzLCqW9Gn2cOz/4ZwDwpc2eRzHBCk4L\nYX5SCOZ4OSXVEUx6oFimemW0Qcsppn5+mKlbrgRa3l/U5IktjCchzz41kA660uoJvWkqpUJBTO5u\n4+O3U9baM5uYngEA+UX+2dM3AyaTurcU59Njzvt+yGlpOnYz1AUG3wfWw6/PIwob0jr3pX8Iz9NY\nfwvrpPd4v79qp+6/4+MfuXLXbFY0e5YohOa/rn4mQwDVajmeEEIil1cHsYQPaZ0DICxbD1wYRmZJ\n+xgA4ODU8AuvxBImFXQpy3jGEbje8lxMpc26X1NGqnkAACKkZvpV9WxWAGuvEeOtI8aF0dRYTNT1\nPD4IRoya2iZGaVdwrxHtOCYZZ4+McXcOslyt3ud5HQxICVZ0DS649mOeqegDhAwrYphMcqKj1T/W\n0hKwWczygWJEikdIzcww9q0skGavDMxugOJ8JmEFZ4UQN86v5gQ5I3VCsYsg+Uj2ccbrT1MVcTfQ\nys5iRrLfS0VODexYEue7lwXFm1AaaBW6S2ncvI5EWRJxe+NsxNmWS1rrRImxff7Fl54Nl3oexUBD\nJPqfAcAEy7L/n8/nOw0A/4ll2cceNFYZ4ygXeLY4hbqV33PcNwFgDwD8n2sFnjcB4FMsy6Z8Pt/f\nAsAbLMt+u4SXoptz5wcRAPwNAHxxk6diGFjBWTHCT/JBLienRC9RiQ+2iQriQwXCMu1evcM0zqnI\nwvUhtHVjvouNNy7PPD2QDldn1OPbpbADABB2tN4ZrT/rIYhq2ey52O38yqOnbslUCZJKAAAmcceN\nC/jYkWItIMKXV28ZryTIzFv3DRj29/mdb4dTyADD/pVK3zW29oSuFi0AgN07Zy52tK3qShu7pB66\nOEZ6NI+x1lZnBz1/F0rJWHvfXkW0qmvRbpZw6ld/HFu0SmS/nnHyUepPXkvZ6nQnuRmt5gEAGMPd\n1wfwoUYMxr4PiTFhJDUWU7CMDS0gAVIFpnH2JtOw0IgobEhLeEtQGjszmE16kkofMqilU6IsicWa\nfSP+qh63Spk1+0s9CLNZinW0+cdbmoNOs0neXwwT/CyxBUdxz9QUabdzYNtnVBrbg5Az0jy/mlsS\nwpwTS3gPQJHVNpSSoWtCk/lI9kQDUHhHqTbGtoBx8yoAnDr1ox8slPCchvAeAoP/BgDHAABDXjSA\nAeB/AsAXAODrAPAUACQA4N+wLHvZ5/M1rP28CwDaAOAoy7LDPp/vewDQAvm16m0A+B/bbV26lSkX\neLY4hbqVr/3sowDwPOTNyF5mWfbCPY8xAPAKAPwRy7L9JboMwzh3fpACgL8HgF/e7LlogaiYE6LC\nhBDMZaSE6CEq2QnbwK/kwwpVGR1lmmbilDO5FyEoVXzmlqQ2Jk8/PZCOVmXV45uxI6YVBZkyd5qe\nuJu2eE5vtmoHIK8MOHF0yIUQaFJeFEqMVM99T33KA4CK4pEghLk7yZGYsYtKADC1j/YztSuGKI5o\nlYhf+m7EkAVTwlo3Ptj8tC6TZQAAm1VY/eijN3Ql0yiEEr6ufiZJgKrXOkZuMT2QmUmd0jMPZOaD\nlgMXVYRIk55xGIXwX3glNlrBY93+MovVewdm3Id6N+iN8Z4YreZRCSVewEevTZP2QwDIsOhuAAAh\nyg+lxuOEyNiQRKt3IYR2r94ytbIMMkmGvN4tIk6eGM4N75nlmxkMhrU4Z8w1c7PuvqWYvcmn0xD3\n57CYxUhnu3+iuSlYZTIp+4qRjCkRJsOSztFx3I0TULnHSA+n+yEq5oQwP86t5jg5JbYCgfZinesd\n8pHsLONZVZA93VyKSPZ3Tq0QvjUosT2LQrI5JFfYBexDAIa+Bu8hBgCPnvrRD8aKNH5R0RCH/qsA\ncIRl2d/y+Xx7AOBvWZY9uvZYLQD8HQD4WJZtL/W1fBgpLyy3Bz6fz3cB7nErf49fNAPA7wPAcwDw\nJ/c99kUA+AoA/Hg7FncAAL72TB8+d37w85B3Y//kZs/n/SAqEcQYP8EHuZSUEFxEITsBwFgpdRlD\nQdbsItM0M0/XhDoQRUrSPrOVqY/K7FMDqURlDh9DAIaZW5aCkLP99ljdI/UEUUU3MN4IDXWR270H\nJnoQMsaL4v0QiSn1A/UJVKziDiGEpMbjRdn9pV0h3Sk86zh4HIX8Z6du7HLakMIcL1gbFYUeZxhV\nc7GIQdi6F01NjZCdmgs8jrbKU5w/d1XlFc3eTESy1YtjJ2Yte66kENKuBlIYZPvb59y9v/KT+IA7\npeoqOrUlR0/V8IHpW83PmAii2/WMlUhW7XztzZNy7/7JC/V1Ud1qHhphy2P0tUePkaHgefXsUByq\nThqlrrN6bAesjzSBEOHupsYTiChYt+9UHoTUWNMRNdYEyJFkzR2jUWTLHtXjUyNaqOoLRyoeuXCk\nAjpXxKHTd7JcdUY9hHT6xVRIF4TsmAAAIABJREFUic6DgTc7CQAOO9oG510H+Zy52pBinyhZvBNT\nnd6JqU6wWsRgZ8cy29wYdjGMstcoVYoZKRX70NSJfdQUYIKUBdJ0ZwT3pIPg7SJAGdpehWjKbmtw\nHLY15MOplJy8yPmzi0KYt2JR3QtgbJx8/iRmlxpuO6GG8xZE90SyE2TLdCFUPINohUG2uWbLwbnm\nfL0fYaI0RuXxnkUx0rYqWtaMm43wdUoDwJPbtbjzEOoAwP8ej38LAL6z9u8I/KwB9h8DwIsA8N3i\nTK3M/ZQVPFscDW7lLwLAHMuy31p77EEKnm8AwKvbWQp37vygGQD+CQB+cbPnci8EE0mMCxNCIJcQ\nE2I1kfEugA9vO8+2gZESTMP8KONdrkaMYkjqx3anISJNPDWQzlRw+Mh2UuwAACiUKT3Y+ORwxuox\n1PRXD53tywM7e+Z1LYgKgRDAf6c+N8iBvWi97bnF9JXMTOqk4QMzUtza+1aVUa0QzSFp/Pk3k7pV\nNwD51Ka3ul4QASHdha0D+yYvNDeGz+oZQyWU+NfqZ+IEtCsVsKQmwpdWJdCRZgUAQFWH75p3DO7S\n3cJKCHn+zeTF5rD+WHuFMqWvt3x8QjBVGBIvbrSaBwBgBdeNvobPIBlMhrYWAQAIIW4wNRk3EcWY\nNKt7QWY+YGofY6mqaK+ewt692Hk1cupubty3IHQZaZirIFNmqXr30Er1LqdMWQ4Yrea0WYXVro7l\n6caGsMdkUg1/HtcJETc7jH2BRdJYp4BpV7HOAwBAMBHFCD/G+bMZKSU2lyq1FVmzC7THv7wWyd6D\nUGmTsu4zbm6lCRTaTpkDgKdO/egHl4sxv1JRaBz6fcf+FwBQWZb9PZ/PdxbyBsy/6fP5FsoKntJQ\nLvBscTS4lQ/Aux4uXZCvon4GAFpYlv2Xtd/5JQA4y7Lsb5XsQorAufODFsj3ff7CZs2BYCJLCXGS\nD+RiUlyowjLeCQbGBJcpIkgVaa//DtMwj5CZ7zU6HnW70hSSxp+8ms5VcPrbJDaDgLPz1njd6Saj\npfl62L+H7W9uCj1SSkPu8+ojF5ZI09lijU8wkUIXVsLFMOxkGmcHTM3TuhQc97J7lr/x+PWMYUll\nb3V9ftGIBLaKiuzsIycHdS+arqoHLw2RXbpUanwwdys1FtddDKTrFq6YWidPGHGvP3U51e9bEnUX\nefJR6qcuBiq6T+uNUgdY8+bZPzlghJrnnTkSIINkz5VbeF83AaSr0PYg+GDuVnoyYSMqMb74QClZ\nU/PUbbp2uRNRxBhvIUKwb0EcPDmUxRUcPmRkQiNnqliZc/XOhJ1tHcVIUrTb+ZXujqXZhvpILcPg\nohVh0sSxOoJ7ZmZIu5MHyz4AVNTNA4VX/Lw/OyeEOJMqqHvAoFS09+bnItl3lkoBu47zHeNmUfEm\n5AbmvY2beQD42Kkf/eCtUs6xGBQqMLjnuN8GgGfX/kMA8AYAfIJl2US5wFM6ygWeLU6hbuX3Hfsy\nALwMAJcBYA4AjrMsu+rz+V4CgCWWZf+0JBdRRM6dH7QDwE8AQLeh4kYghKhSQpwUglxEjPFOLOFd\nkPc6KrMtIISqio6YmmZSyJHahxAUrbd9u9ESlEafuJoWnDzelmkGMmVODTY9NZq1uAwrDOiH4ONH\nhi+5XamipFc9jCHsu3IV9xmvrLmH1GSin/fri9l+GJb9/dcoK6/byHidE0PZS0fHOMPa9C62f/aO\nzNgM8SF56vFL87RODwqVUNJfq58J623fiN0MXZTTku7PUiP9k04PZi72TfKnjTB0Dzta74zUf6QZ\nEPIaMbdiqHkkwmR/ik/eWiKNJ4phtMsHcjfTbMJBVGKIou1nISpdu3zT1DzlMFIJW5FTA2cGs1Nd\nK6KPIqC5HfFBxOyNw7OuvlTG4t4PCBmiQroXh4Nb7O5Ymq+vjzYwNDYkPexBiMSUmiRdY+O4C1JQ\nsbdYbbnrEExkMSaM8/5sQkyIjZBPfC0BWKEq45O0xx+jq2KVpYxkX8ci4mSnX5zqWRS5hqjsNstk\n55pxMw8Az5360Q/eKOV8ikWhAoO1x38N8qKCT7AsK/h8vmMA8E3Imy4DAPQCwA9Zlt2WPqrbiXKB\nZ4tzn0QOIC+T+68sy/5o7fGX4X0KPGspWk9DPlpdBIAQAHyBZVmu6BdQAs6dH3RCvkJs2IJgHUII\nllMSywdyYTEm2LGo+gCgqB+cZYwH2TLzpqbpRao60mXYDuMHhNaAOPLE1YzkEAyO2S0hqxXdNyZq\nT7YC0m42azQUhcVHTt4adDgEzd4mWggSN/vP6uMtAPr9Jh4GlnEqfNGPAcAwn5x3QKpoPfyGjJBx\nxpdPXkld2LkgnjVqvOstz17OWtyGtP8d7h29UFcbP6t3nBvq/kuDZI+uIhZWcC580R8FArpVDead\n1/vpyoQhRZ7eCe7K/8/em4fHcZ1nvu+pql6w7ztA7GwQJEAQ3MEN2khKNk3JkkWPY8d2HHuiRPHc\nGzpznWTiSTyZLNdXM5PJonu9xIyc2BZt2aZoeZFEiQAJEARB7Fth3/du9L5W1bl/NGBDNHfWqQbB\n+j2PHhFo4Hynge5G13u+730Ptbl3q5F+4w9HqS9JvFEVAYJFNw8ALNO48bfk2nk3YlXrPFuLd8bd\n7BLt8VShZSzW5+KXugwFPR5i8u1Wa9SSKFTaNuy7vrfLa4j2KzvUHB2WCe+fTrC0jiduMwb5qB1q\ndHrdSFysZ7S4aGI8M92ay/NKidrrryJTLjhKc7u6lM2eBaSUPsj45l3X9EvzvhnPoG/Oy8s+aQug\n0eEZkf1c4lK/kDpt5+JsqVpGsq8iSNSXPxvorOnw/MmJ75x9X8vaLLmPOPQihD12jtzq+lLv4NEO\nXeDR2RB8/metCQiLPA80VkIppSFncNA/5531L/nMil+2QKs/VDrqIgSWDNkjPXzaVBrh79/IdKNS\nMB3oeKrJKUcHaHWk93K/BDnTcmvO8T6PKYlpt8q9IgiS47FDzaNGo6Ryks3t8VLT0nfkZ/1qG3He\niK19sS5o9TPp3uFTZlqMxZ2qdpG98M5yfc5iSLUuz87M2rrF2AJV7n9ykr13/57OB359UiiRvim/\nOPug8dsBq79ruX2xHA88EkMVU2V9s1qdWJYxf8uxRmc5UcH0VQEJteUca7RHZar2GGbRzQMAw0pe\n63vK/ngZvOqCAKUUvhnPVeeAPREKZdJdQsyeCUNB9ygXt7xTTdE2ySGNH251j+XPBrcRqOvR4uej\n50eTq/rn4oqyFU5gEiwQH+caLimanExPt+Y/aAffnZihaX2dimV+kmblyGBzf9ZCKZWDtkCfd9pt\nDdr8aVSmW6CVjx8nufjkuX4+ZcbLxdozwSmbNRiN9gE4cfbUqxcY11Gd20Sh/yXC0wl7AHgBSABc\nAL4I4FkARQDKAHxNFMX/22KxfATAPyP8XHQB6Ec4Pv2oKIrBNfV0gUcjdIFHZ8Pw+Z+1xiPsyXNP\np5ghZ3DIN+eZDiz6TLJf3gw82nHYDzVE9vPpk61C5piBGP07tD7JeRgomgq0P3nViagA1VR8UJup\n+M1NYtr+IhCiSdz43WI2+2drD7a4eV7RNHFMoUT6V/m57gBMTH+vkk+aWWqcTQbYtMWbyq/Uc7EO\nVUduP/2m9UqiW1atk2okueryaHKVSgbelD599NIcp0JyzDV52+XrtOKB97XcsXgxsOSvfdB1QGS/\necf7g2qN6+TNBruee9+eR1Q6dBlP3NowlLKrCoSoMmbNqptHoUS+olRd7qKW7Swisyml1Dvlvuoa\ncqRAoWxet/iQw7Cpv41PnbaomZLEyzRQJXqv7+r1xpqDtFKtdVexm9P7hlOqF+zmjG0ghInZb0KC\nc6CkaHI2PdVWwHFUdU+gtdhp7GSXYhkZpvkJfhgrAPU7lW5EDspLvlmP6J/1EMkjbYY6KVV3hxCw\n8ilzA0LKjESinXmEowUqV3AD+MjZU68+lJ07akWhWyyWCwA+Koqiw2KxfBvAOw9zkM9GQBd4dDYU\nK548PwZw9FZfE3IHR/1z3kn/gs8g+6QSAKrM4+tECkq5xIV2Q86Qh0S7KgnRR+huRsmEv/XxZhcf\nFaQqxeZGhiBvtl7PeXrAa0zQdPTpboiPcw8f2NcaxXHI1rr2T6Qn6+eQxtyLbOnqXIPkDjHyOaLU\nvPuXc2rH5H7hh4sdaj7u52MLWrsza1XrfNu/p70uOcn5wN0k4S6ej00reDDjWKrQ0ELd9AhVo6tD\nCNrMVe87iEpdCunW0OCpXy7Hcw+Y+LWK05Q81JL7IZ4SXrUuClbdPD5qsv1SPtQ9h9QDLC7MKaXU\nO+lucg3b05klJhElJGSONgvZw6lEZU+aNFto6Mh190z2Ymg7gTqpXqsoIKHZ+JLWsaRK+IXYHSCE\nSShDUqKjr6RoYiE1xV7EMR4n91Pjci8t6e1TinkXYioAdYTO20EppSF7oM877VkMWH3JVKIqdAve\nPcToneFTZ0f55FlKotwPGsnuAPDM2VOvNqq1P625icDzMQBPi6L4Oysfn8EHBR4DAH7FXycdwBVR\nFIvXrCcAOA/gb0VRrNP0zuh8AF3g0dlwrESov45wGyEkT2jcN+ed8C94OdkrFQPqmvTpRAYS7Rgy\n5A5NcwlLpYRQzS+oHxY2j/uvP9bsMphD6p9uas1kQlnTQOreYrVMUtUkLdXWubu6e1MkjLuvyRWX\nrtNtqpkI34qgIyDaWhZKoYLh7c3g4mx9pi3NqqfOvPz9hVFegWoX8G5j4ujVTc+qtl5G+lLbrh29\nqpg2tyrlDc3K9gcW4ELO4JD12nwe8ICR5wiP6ZgqLkURos5hSqJTmvzkWzaFV8ErCPhVlHqv3xCn\nmo/fSjdPY2bGUg0hD+4dtJZFmjT4llzr9sOsymPmRiilinfC1eQadmSBqve8uREuaa7NmN8nwRDY\npeYYjSBR765eT+uOfl+yUVLfTDrImWxjSZXdMwmlqTJnZDb+nZxk7y0pmlhMSbaXsj40kCjnH6b5\nXd1KqX8JyRYKbTpjlZBs9815+3wzHllyh0qhknB7t5Ao1xifMjPBJ88biclbeg+R7EsAjp099Wor\ny/2xRq0o9JWPPwPgqwDeFEXxZS32r3NrdIFHZ0Py+Z+1Ck5x+a+8U+5PAdqfpuswwuBfMGQP9/Gp\nMxmEl5mYQ24ULKP+lsdaXGZTiG6L9F4elABvXrye+8ywzxCvupG6GmzKm2natmWoSus0DwCYVDK7\n3lJqLQCbE+W1LFyavq4E2ZlxG0va6vjkedW9fb743QWHmif6MuF9F4s/FaXWeoRQ6emnLrkIeXDT\naoUS+ZvyxyYUPHhHiqPPVueb8ajy++DibL3GsuZ8QtRJnYz2yYufedNqM8hQrQukL62mbia+VJUo\n9VUSE5zi3t2dYJGg1KsUX72s7MpSwG1Se20g7KXiGXc1uUccuWoYb98KEu0cNhZ2z5Bo5x5CHlxQ\nXEv2QrDvcKvbmm6TqtXwb7oRlzFpeDhl56Q1OtsCwsrMmNLUlOWekqJJa3KSw0II20NKSkGnaUZP\nJ7UsTdPMPBk8m26umxB0BETftHvOv+RPpCGlHCoYq989v45k55MWomEI3CqSfRrA0bOnXu3Vbm9s\nUCMKXRTF0JrPCwD+FcBb+ohWZNEFHp0Ny4nT5wiA/4WwKZjOwwone4X08TYhc9wEQ2CHWokcG5Ut\nI75rR1rc0SaJbo30XtRgPHFr41DKrjIQsi69sbZYhusL86cPEsKmq+V2uGj07Hflj/BanLb65r3X\nHd1Wpklr5p1vi2qPbfAyDbz8+qLqcdMXij9tVdOT41DN9cvxcR5VfH3alS2NTUrVAxuPU0qVhUsz\nnTSkqOLrxKdOXzMUdlWr9RpuDCqOz75pHTOrOH63GJ3X3pn1eI6aXYIsu3lkygUuKnuaBmnBToCo\nZmK8Fkqp7BlzNrlHnXmgYCImAQAMgUVjfm8vlzS/lRB1fVqMQcWxt8vTUTnkyxJkqO4zRAFlIbag\nfTS5yucxJFSDENUE4Bsq0bRUW2dJ0aQjKdG5Ra2uuNtho/FjnUrZ+AjNSwrCsA0gmvytUyTF6Z/z\n9vlmPcGQK1gEihwt6q7dwUok+xKfsJQIIVRGCCYBPHX21Kvj2u6FDSpFoZsB1Iqi+IuV219c+fj3\nNbwrOjegCzw6G54Tp8/9FwD/LdL70LkXqMInz7UJ2cN+EuXermb6xkZl65Cv+XCrO84oUdVHXCJB\ngI9aaMn90KjfELs30nu5FWpFXN8PMuUCZ+SPDoVgYC7kUUrpwsVpkVWkMgAQk3fKvL1e9fSveLc8\n/dk3rapfGFws+q1+mTOo9vPIy5ltrtw2qEokNqVQvim/OKrGybvkDU0tXZlLAG56kn3PCLkDlwzZ\nI6qNEwoS9f32T61dcV5FtThxvxA9dzXv5ILEm1Qda2XZzeOmUXM/k2uHbUioAQiT1CCqUMk96rzi\nGXcWgoJdUh+R/ULO8DUhczRXLe+mteTPBLoOtbldyQ55J1FhBPFGJGJwTSRtbZ9MKIuXOFMlCJvf\nB0CVjHRrR3HhpDsxwbVFbVHsZnipebFHKekXaZHJjegKgJWQ9ZuEXMFh77R7KrDoi1OCylYw+N3d\nFk5uNBZ1nnzjpb9Y0rQuQ9SIQl/p2hkBsE8UxRmLxfIKgAlRFP9e8zuk8yt0gUfnkeDE6XO/B+Cf\nwMg7QkcdSIxdNOQOznHxVuZtyBsCSum2If/Vw62uJDVHFSLNWFJFw3By9VYQ9RNj1IAQKh3c39qk\nVsfF/XBWevqyDYma1HePORvdww6mUfSGTX31Qua46ibRufPB3ucv2FX3yWjIf/6q3xCnmvjIcbL/\n+JMNslojTJ3K5iuNyk5VjMhdI47LnlGnao81Y2nrRT5poVat9YhCpd/6ue1qikNWzfxbAQm1ZR9t\ntEdnqToyyLKbBwCmlYyeXyiHwFL4pQoNuUccTZ4JF+OuCkr51OlrhjzRSAwh1dMBo/yKtabD3b1l\n1F/AK2xG0LyGuMnh5Orhxdj8IkrYjNKFoXJWxlJHUeGkJyHevU2Ncc87EaK8d4gWdHUrpSErErcA\nbFLGbgaVFa9/wdfjnXb7Qs5gPssRwhUuAHju/CsnXYzraMoNHjxA2Ifnb0RRPLdy+xl8UOD5awAf\nBzCxZpmjAJ5AOFo9AGAewG+vCkA6kUEXeHQeGU6cPvc8gO8A0OzEQefOEKNvVsgZEvnk2RyicbT0\nQwultHLA13Sw3Z1ikKFqUksk8Qsxcy25z0wGhJjdkd7LreB5yV17qKXfbAruuvNXs+GSvLOuh25W\n3avmZlCFBuYvTi0yPbEHYN7xXisxBFVLplqlfNjX/NRVl2rdHatczzleb4/KVFWQqj3U3BQT7VfF\nZ4pS0G/KHxuSIajymrrQMNOs+GXVfo6mbZcvc9Fu9QRKSunzF+z1uQshVZ8XE4nljYMpu7erFaW+\nCstuHkpB22h5wzWlspSCMDOtpQoNuoYdTd4JVymgbvLdjXCxy32Gwu5lYvbsUTOCHgBAKS2dCLQd\n6HAH493KLgKV1wdAAWqNzukaSd7hcJlStoMQZmmfhCihrMzFjuKCKX9cnKeCEHUTxW4GpVAmaFZ3\nF7Usz9D0ggdN8rtXJHdo3DvjHvcv+KKUgLwN6r7P/zcAnzv/ysmgimtqwg0CDkVYwPljhMUYHkAZ\ngEUAVgDvAegB8HcAplaWeAfA3yIscK2SDeCMKIp/zf4e6NwvusCj80hx4vS53QDehJ6kFVk4ySVk\njnUKGRNREIJVkfAveSihVKkSfU0HOtzpgoySSG9HTUaStl8eTa6qACHM34zeLyZjcLH20LVFQZCZ\nJafciRElt/Vt5eB2FjHJN0NNo91bwoec5uoLUSw6GvZ3uC/t6fGqnjDWn7a/bjrBourPpahgsmGL\nZVS1LpRupbTpsrJLFcFIDsiLi5dnCKDSGAhRQuaqi11qi3rHGxx1lvGAqr8XlzF5+Frehzg1o9QB\n9t08QSq431Vqrk/Q7H0AYTbOQhUacA3Zr3on3RYwTkEiRt+soaBH5BKWdrAQLmK88vyhNnd/6USg\nlKNsAjpkwvumEsraJhK3GoN8VDUIO08bQpRgTvZCR1H+VDA21lt5C9Ng1VmiicOdStnkKM1JC8FQ\nzmps8GZQmfr9S74e37TbHbQH8kBR9ADL/S2APz3/ysmH8mL5JiNYhwH8mSiKx1Y+PoMPduh8GkCS\nKIr/6zZr/hzAF0RRnGS8fZ0HQBd4dB45Tpw+twnAeQAPfWz0w4Ui8Smz7UL2SJCYPVWEqJ9osWGh\nVKnu817Z3+nJFBRolmihBT4hdqYl95mZoBAdsY6YuyE2xjt+qOY6OI5qejK5FjuNm/i+/KE4gDBv\nvwfCEbYL9TMA2Ea/8xljjcb8fiYjYMcaHRfLxgK1aq87mVDWNJC2T9VUN0EIOY4+fiVarYt9SkG/\nJX9sQIKgSpeId9p91dm/rJ4nFh9ymqven1XbWPtgq6u+ut93kKg4ki0Rg6t504keFkl+LLt5gPDr\nxlty7awLbP3MqEz9riF7s3fKvQVgbP7LSS5D3kAbnz5ZRAhVvbuQKFTeMuq/vr/Tw8X4lGo1H0tr\n8QvRcyPJVeJ8bFGOwglMD204TvbnZC90FBVMyTHRvu1qjYPeCTeNmu9RSgdEWhjlRVQFS7HxZkje\n0JRvxjPqm/caFb+8FbgrT0cJwB+cf+Xk1xlvjyk3EXg+BuBpURR/Z+XjM/igwPMyAOFWAo/FYnkS\n4eSs/6TB9nUeAF3g0XkkOXH6XByA7wN4JtJ72ehwcbY+IWdogYuzlWuR+LCRIAqVd/Z5m/Z2ebIF\nBaqbTUaa4eQdl8aSKpm2q6tBcpK9d9/uznQtTCxvRYgKnjPyczNqjdzcDba2hbqgTd1uiJthqrjU\nyEV5mAg8L7yzXJ+zGFLd28cWldnTlnNcdZ+TJ2qvXDebQqqllfUqxc31yh7VRquWrs5dltwh1Uar\niNE3Z9perxBCVe2W2NHnbTzU5t5NVI5Z7k/bXzcdv/kACFF1jId1Nw8ADCt5re8p++Nl8EyFBCor\nXueA/ZpvxlMO1kIPqMxnTDQbcgbjiSAx8R1KcElTh1vdwwXTwXKO4f2xm9P7hlOqF+zmjArWqZEc\nJ/vycubaC/OnSXS0v1KrA7cgFdwDtLCrRylRlpGwFdDWZ48qNBSw+nq80x57cDmQA4Xe7O+pE8Cp\n86+c/IWWe2PBDSNaZgA5AI6Joti7cvsZfFDg+TLC10V+AATAl0RR7Fiz3nkA/4coisMa3g2d+0AX\neHQeWU6cPscjHKP+cqT3stEgJu+UkDM0xCfP5RFO2VAdJ1pAFCrt7vFe3dPjyeEVFER6P2rjFeKm\nWnKfWQgJUap7rqhNTtb8te0VYrlWp503g1LQ78kfvupEnOrdA7dC8kpTS1dm08A8qUSRzLvf9rDy\nifj0m9YriW5ZFbPhtfj56IWGwhdVj6cv2zxyqbhwStWRsm9KL/RJMKiSrqdIinOhftqppicTiXYM\nmbZeSVP7MbB5zN9yvNFZTqDuxetSdG5HR9YTWSBE9d8/624ehRL5ilLV0EUtFaw7ARVJ8bgG7Nd8\ns54KAMwNeLmExU5Dfq+XmHx7WIx9cwoNVQ74Wvb0eKKiAlR10+dVFJDQbHxp61hSBfxCbDUIYSL4\nrcLzsmdT7mxnwaYZEhXlryIEZpb1VlEokcZpdlcXtThnaVoxBcfU5+1myH5p1jvjGfbPeQXZJ20B\nsAzgxPlXTnZrvRcW3KSDpwzADwDsEEVRuonAswdAjCiK71sslkMA/kkUxcqV23IAfEcUxccjcFd0\n7hFd4NF55Dlx+twfAvifCBuO6dwvfMghZI52CumT8RBClYRAs5nrjQJRqLS329O0q8ebx7NPhdAc\nCtChlF2XJhK3VoOQu2mTjiilxeOXS4vH96lu6nmPvCvvrxuiBZqYKq+y1DTbKHkkpslZAMAlzbeb\nStuYXSx94YeLHVFBul3tdSlA3yv+dAiEGNVc12QKLDxx5Gqqmheo/Uph80Vln3ox4ou+dnvn0nZA\nvdd4LnG+3VjaVk4IVP155s0Gu557355HVB4z9PPR81c3nZxXO0od+FU3T0NmxtIBVt08fmpc/oV8\nuGsOqQdY+3kpkuJ2isst/jnvdoB9uhMxu8cNhd3jXKx9JythPsUujR657prInQ9tV/uxtZYgb7aO\nJVV2z8SXpsucOiLt7RB4yZW/abYrP29GMJsDVWo/H2/HPE0ROxXL7DjNzlBLkL4XqELrXQP251//\noyc2bAz6yueaAZwSRXH0RoHnJt8/ByBHFEXZYrF8HkCGKIp/pcHWdR4QXeDR0QFw4vS5ZxAe2dLE\ngG7DQJQQnzLTJmSPKMTk1ezkZ6PBKTS0r9PTVN3nLeQZpxVFCo8hfuJ67jPWEG/eEem93A1VFX0X\nc7IXayO9jz6lqLlO2bNbS5PKoD3Qb7u+YIGKF/C3wljWXMfH25iJVy9/f2GUZzTe+F7xpyYo4VWP\nPj76eEOXwSBXqLnmt6QXesNmp+pga12oCy6rO74nZI42CnnifrUPB9KtocFTby/HcVTdcAUFRGrP\nfqphOTqbyeOXdTcPACzSpMG35Fq3H+xflxVJcTn7l6/7571VYOzrBQAQgnbDpv52PmVmCyFszJ95\nmfqr+7zXd/Z5E0whuo1FjVWcpuShkeTqKWt0dhkIxzwoRBBCjoJNM935ebMmkym4nZXYeDOcNGam\nW9k8NEjzY3wwVwJsu5gAvAbgC994pjrAuI6m3KSDJxlAB4BiURSDN+ng+XMAvaIovmGxWLYB+J4o\nihUrt30dwHlRFM9H4K7o3CO6wKOjs8KJ0+cqAPwUgOpv2DcaXLy1R8gZtHKx9q2EsG+93qhwMg3u\n7/Q0Vfd7izmKnEjvhwUUoIOpe+onE7bsUjtqmA1Uqdnbfjkp0aW6b8u9skQTh38oH08HiKbC80L9\ndKsSUjQZnzPv+uUk4Wilb8G2AAAgAElEQVQeq/W/+N0FBwGb8a/6wo+3h3iz6t1HFeUDdZvy5lQV\nDQaU/Jb3lBrVjMypQgPzdVOTUNRN8zMUdtUJadOqCyaJTmnykz+zKbyifmfkRMKWK4OpeypYdCVq\n0c0DAL1K8dXLyq4sBRzz9z9KSHE4+23t/gVfFRg9Nz8AUYJC1mizkDWcTnhlM6symUsh8fB110Km\nVdpB7s7I976gIPJ8bEHbaPL2oNeQsAOEqBkJflMMhtByYf5096bc2RijMVSpZVdrgBoc/bSop08p\ngR1x2wBVPftkAP/XN56pfkXFNTXjLmLQtwJIBuBCePxsHsDfAGgC0A/gKoB/RHgU+0sIH+oUAhBX\nvv//FEWxeaXWeQB/JYriVW3unc6DoAs8OjprOHH6XCrCnTxPRHov6w1i9kwIOYMjfNJ8AeFoQaT3\n8zDDyzRQ0+G+WiX6SjmKrEjvhxUeQ8J4S+4zdok3qT4iwwKOk31HDrZ0RkcFmKbN3A0BanD8q/zc\nsgK+QMu6vjlPi6PHpkmiGYlxDJq3XmFmGs3LNPDy64vMPISu5n2kwW1KVi3WfJWYGO947cEW1YWI\nf5Ge7wrCqFpn0EqnVzFUNjI2bmmq5+Psqgus0T558TNvWm0GGap3xLiMScPXcj9MKMc/SCTzLdGi\nm0emXKBO2dM0QAt2AuxHaJWQbHf0LXcEFn3V0Kh7mk+ebTVs6leIMcDsNc4QUlx7ur3t2we86Swe\na2uROINzPHFrx1TClnit/s4ajUFrYf50T17uXLzREKpk4Xd0K2RKQqM0r6tL2exeQEopBfcg75+W\nAXz8G89Uv63W/rTmXmPQ13zfawiLP6dFUbxosVimAZSLouhY6dR5TxTF72t4V3RURrMnpY7Ow8D5\nV04uATgG4GuR3su6QAguC7livbn63S5z5aVNQspcrS7u3D+8TP1HWlz1v3920Vbd7zu8UcUdCij9\nafvqmjY9m/6wiDsGQ2j5ydqmofUg7lAK5XX5Q4NaizuUUsXRt6xZt5CQMTbDcv0Yn8LUSyEq5JJY\nrOvxROfLMjeo9rqHueagmusZE01l5ozoBjXXBIBg396DSiBK9VNibxSf9s3nUjP9RtJx56++N+KC\ny8WHR7+XHhV0XlF7bQCwO+Itb1+oKZqdS71IKUIsavBEMT3ONx35JH/OnQx7A8D2BJgz8IlJlalH\n0g9lS6ZUcx0AN8t6ACDbsqr97Y/t8nfvH1I88ZcoheojOSEDF9ewI/bQP59Kt/zo8cSexUShgQI+\ntesAgKCE4ott7YeOjH5v+77xH02ku8cuEqpMsqi1SjBoTBEHCw+/+/7+qgsX91pHxnLqg0Ghg1Io\nLOsCAE+ooYSbqH5OePfwfxRezzrJv9tXSCYvCpAG7nGpTgC7HmZx5xZkAJi+3RdYLJbHEe7o6Vrz\naRt+PTaZCGDD+BA9qugdPDo6t+DE6XMvAPg2GLbarkuIEuTTplqFrFFCjL4dWprsbVQEifoOtbmb\ntw36yjiw8QJYL7iNiaPXc552S7xJVQ8RlkRF+aaPHGjx8zxdF4lvb8lHLk7S7Fqt67pHHQ3uEafq\nHSm3wrzznR7Cy0yijQEgdz7Y+/wFu2q+MzcynLzj0ljydlUTr1ap3t57MStzqVbtdb8tfbQzAPWM\ngSml8kL9dC+VqLrPdyL7zDveHyaCpLqviSBR32//1NoV51VUM55eS3/avrrpeIvqUeqraNHNAwDT\nSkbPL5RDCMHA7Dm6FjkoWx29tu6g1b8L0Ci10OBfNOb39XBJ85WEgFk0uSmg2Gs6PR3lw75NAiNP\nsFUoQK3RuZ0jyTucLlNyFYg2I75mU2CuqHBSzM2eTxYEeZvWQRt2GjvZrVhGhuimeD9MFcAtn3/f\nB/C5bzxT7dVyfyy4jxh0I4B3AJxEOEX4zEoHz2MA3gBgB9AqiuILGt8VHZXRBR4dndtw4vS5coRf\n9MoivRe2UMolLHUZcoYcJMZRQYgGBoiPAIJEvYdbXde2DvnLOSAt0vthCQWR+9JrLs3GlewDIQ+N\n2XZCgnPgwN72eELUNWC9XzqUssYryg7m6VU3QmXqn784ZQOQrUlBg3/eXHUxneVFQPmwr/mpqy4m\nF/EAMBdbeL0n88hOFmsnJjgHDuxrV90vZETJbX9bOaSqb5DkCY0vNc2lQu2LciFgNVdddLHoGiUK\nlT7xc9vVVIfMRNBcis7p7Mh6IgOEYyLoa+XNQyloGy1vvKZUllAQTQ4n5KC85Oix9gRtgT0AmPvL\nAACI7BNyhq4JmWN5hKNMBZiiyUD7wXa3L9El7yIqjzfeiEx471TClvaJxHJTkI/aAUI0mdyIMvtn\niosmB7OzFlINAjsR/1b4qXG5l5b09itFvBOx21ZGDkMATn/jmep/0Ho/rLiPGPSvABgRRfHfVm47\nA6AeQDuA5wCMADiLcBz6m9reGx010QUeHZ07cOL0uVgA3wRwKtJ7URsS5Ro15AxOcImLRSyNTh81\nhBD11F53XSsf8W8jQGqk98MalzF5+Hrucb/MGTV/I/cgZKQvte2s6i0mBGqaNt43szS175z8ZAHA\n3jTzRhy9tjrfrEezKHYhd+CSIXuESffLKvs73Jf29HiZ1XAZk4abN51k1vX19FOXJjkGr8tnpI+2\n+2FSVeRxDtrrvRPqG5MTs2fCVHEpihAGAjml9PkL9vrchRCTx32Aj1po2nRyVuLNzMZUtermCVLB\nfUGpaRmn2fsBwszXai1yQF5w9Fj7gsuBvYBWCZ2U8qnT1wybRBMRQkzHi6N98uKBdk+vZcxfrEV6\npl+ImR1JrhLnY4vyFI7XrFs1Oto3VVI4MZSVuZgpCIrmh6Uy5QL9tOi9BqX6q//fM7ubtK7PknuN\nQbdYLA0ImycDQDGARQAvAfjHNWlZ/xHhaPSvaHZHdFRHF3h0dO6SE6fP/SGA/wd4yEeWhIDVkD3S\nzadNpbIcj3gUMYQU12Mt7utlo/4Kgo2fLqaASH3pBy/PxRXtB9HmTb9aFORPNZZbRnatlxFELzUt\nfUd+NkDBaZ6mpgRl28KlGR5aJNqsYNp+8Rpn8u9mWeNYo+Ni2VigltX6EhHcdcWfZDbCu3dXZ11q\nil118WFcye74uXJE9YvXhUvTLUpQUd28louz9RrLmgsIQbTaawPA8QZHnWVc3cj3VRQQqSP7yQZb\ndA4z8XSlm6cxM2OphnWUtZ3GTbwl1866EKuZV5nsl+bsPTYxZA/sQzjtRxO4OFuvoaDHTsyePUxT\noyhVLGOB1poOtxLnVXaSX1+AM2PZnNE7nFK95DCnbwMhzEbTbiQ2xjteXDQxmpWxlM0zTDS7gV8C\n+OTOo1/bcL4y9xqDfsP3nkG4g+cSgHGEu34WLRbLNwHUiaL4HU3uhA4TdIFHR+ceOHH63F6E2xcf\nrih1Ivv59Mk2IXOMJ0Z/tZYRl48CxqDifOyaq9UyHthOgKRI70cLnKaUwdac45LMGbZEei/3yrYt\ng3Wb8mYPa+0RcCtkSkKvyc/1BhAZQ2pb60JdcJnNBe5N4WSveec7HCFsT+VfeGe5PmcxxDTu/kLx\np+0ghMlIa1qqrXPPzm7V/HLWckZ6rs0P8w4115T90txiw6wJDF4D+dSpZkNh905C2Fz8Hmxz11f3\neQ8SRuEjkwllVwZS925j6YeSmOAcWOnmYX7hPKLktl5Q9sfJEJil4N2I7JNm7T3WwZAjuA8aHrQR\nk3faUNAzxMVbd7Du9ox3yzOH2tyDRVMBC0fZjw0r4IIz8SWt40mVxC/EVIMQpgLhWuJiPaMlRRMT\nGenWHJ5XShiUkBGOC//vO49+jbkBdCS4wYMHCHe6/Y0oiudWbj+DOwg8Kx48JwH8CYAAgFEAnxdF\nkYmZu4426AKPjs49cuL0uWSER7aei/Rebg+lXOJChyFn2EWindvXyxjKRsIUVByPN7vaSicCO4iG\n3Q+RRAEJ9WQcbliILagBIeui++XuoXTPzq76tFT1uyIehB9LT9XPI5WpEHErJG9ocunKXAY0vGDi\n0yabjYU9zLxxVvn0m9YriW55P8sa7xd9ckDhBEYX1FR55uglK4vxpAklq/NnSq3q4pFnwtXoGrQz\n8ZAScsV6Q/Yos+fJjj5v46E2925WviguY9JIS+6HqMIJzMZjCFFCVZX9DVmMvXkAQKFEvqJUNXRR\nSwVANDvYkHzStKPbOhJyBveBsYfNB+BDTkPeQBufNlVCCGXaaUkUKm0b9rXs7fIYo/10BwH7w4gg\nb14aTarsmY0vTdf64CY+zjVcUjQ5mZ5uzefV8UCaBvCJnUe/Vq/CWhHhBvGGIize/DHCohWPsDfo\nIgArgPcA/DWAbwEoQvh58SVRFC9bLJbnAXwJQBDhn8tnRFFUNVFRZ/2hCzw6OvfJidPnfhdhF3pt\n0h7uEhLtHDbkDk5yCUubCaHaGKY+YpgCiv3Jq6724qlHR9gBAIcpTWzNOQqFMzD1e2ABIUrwcM31\nlthYn+YGxrfjqlx5qY1uZepFczsWr8w2yl5J05+JaWvDZS7GdZB1nS/8cLEjKkiZdkVdzn+hOWCI\nZSZWHdjXeikxwc3k8fGa9Ox1L6JUN4lm+Zgyll6v45MWmQm0m8f8LccbneUEbMbBJCJ4ruWd6PAa\nE5g+57Ts5vFT4/Iv5MNdc0g9ABDm40WrSN7QlL3bOia5QvsALbuSFYnPmGg25A4mEl5mltK3SpJD\nGj/S6h7bNBvcptXot9OUMjicXD1ji84qY2UUfisSE5wDJUUTM2mpy4UcR/PvY4mfAvjswz6SdZPx\nq8MA/kwUxWMrH5/BB/11PgtgtyiKv2+xWLYC+LYoinssFss0gHJRFB0Wi+XrAN4TRfH7EbhLOhqi\nj2no6Nwn5185+c0Tp8/VA/guACZJKneNwb9oyB7u5VNn0gkvb0HYPE1HZcx+xfbkVWdX0XRwBwFq\nI70frVBAQt2ZRxoXY/JrtGzhVgtBkJy1h64Nm4yhdSXuTChZnW20XDMvixsJLvt7Za/EtMPlN6EK\niXZpYrRplCjzrkWz5PEHDMxseDA6nhO1o1JksvYT3BXzeeVx1ddN2ZVevlA/MwsgS+21g4M7j5i2\nXW7got1M0q8GCsy7fCau67n37XkE6qdJClSK2T/x4xoxdW/dVEIZs9dTuyN+89sXakJVlf0XWXfz\nmEkw6Vnh3cOLNGnwLbnW5Ye5mlWttQjRhtzUPZm5kic0Ye+2Tkju0H5o4F8DcII8X1AjzxeAS1jo\nMBT0+onRv5sQNuN9ywlC/k8eS8znZRqoEr2Nu3q9seYgZTK6uUp8wFq6Y/adUgoiz8cWtIwmVwW9\nhvhqLRIy7Y74zS1t2zYDQFKio7+kaGIuNcVewnH0TkbUAQD/eefRr/1v1nuMEBkId+Dcin8D8L2V\nfy/i12KgDeHXMsfK/x9q4Uvn7tA7eHTuiXttGRRF8asr35cBoB/AcyvznhyA/w7gd0VRfKjjo0+c\nPmcA8N8Q/jloEkEJAOBkr5A+3i5kjhthCOxg5U2gA0T5FetTTc7ugpngTgKwu5pbh9jN6X1t2UcF\nhdPOa0FNzKbA/JFD1+ysU2buFReNnv13+SMCQCL2+jdfP91GQ4qqPix3gktY7DJZrldoUeuL311w\nsO6w602vqZuN38zSQDf49FOX/axGbF+TTrZ4Ea26MbJv3nvd0W2tBovREqKEzFUXu4ghyExISLeG\nBk+9vRzH0gfFGp3d2Z71ZDoIx9RrRctuHgDoVYqvXlZ2ZSngNPUqlNyhMXu3dVryhPZBE6Hn1xCz\ne8xQ2D3Bxdp3sTIDX0u6NTR4uNU9m70YqiLQZvw+xBkcE4nbOqcSyhIk3sRUYLoZKcn2nuLCiaWU\nZHspx+HG7vRehEeyOrTeFytuuN4yA8gBcEwUxd6V28/g1v46fw1AFkXxzy0Wy2MA3gBgB9AqiuIL\n2twDnUiiCzw698S9tgyu+b7XAGwFcHpF4PlThF9sviqK4oaIkT5x+txjAF4DWMZdUoVPnmsXsoe9\nJMpdRcijJTZoTbRPXjza5OrdNBvcRdbZKB5rFMIFujJrm5ai8w6AkIey2zMu1j1ycH+b8S5O/jRF\nopz/X+WPjoRgYN7efyt8s54WR69N9Qv7O2Hc3FLHJy4x90DiZRp4+fVF5ok7EwnlVwbT9jDtgjpy\n4Fojq9HCGZrW+6b8JJPHobVlvj7kCLLxzOFDTnPV+3OEoWiR4JKmPvWWTeYV3M+YyF0R4KMWr246\nOR3izarG1t+Ilt48QDiauk7Z0zRAC3YCRNP3KSF3cNTeZZ1Z6U7U7tANAISgzbCpr5NPmS0nBOnM\ny4WoZ1evp22H6EsxSlQz3xyPIX58OKV6dClmUwklnMZ/XylNTVnuLimaXE5OcpQSgh8i3Lnj13Yf\nbLnJ9VYZgB8gnHYl3eZ66w8AnFj5TwbQjrBn6AjCITHfEUXxTa3uh05k0PaFT2cjcqeWQVgslscB\nuBBWolf5B1EU/5nlxrTm/Csn3wewHWGlXFVIjH3AaLlWZ979ywVjSUc1F+0+qIs77Ij2yYvPXViu\n+90fW2PyZ4NHHjVxxxaV2VNX+ImppZhNRx5WcSc1ZbnrUE1r0noTdwDgR/Kx65EUdyiliqN/OSLe\nUVy8LU+LOjE+RZM29JignVkq0irjk9nMDFazyWJ5LDzNLNZO3pG2CwSjLNaGbIgPdB2KoxSzTNYH\n4IgTcv/lZEp0iAebGTkAJtmXdmj09Ypkz/RFVjUAgFLO0NZRXtt4tWpUkrkBlrUAgCeK6XG+6cgn\n+XOeZNgbAO1Okw2xxsK0/VkHUvZkjPLRQiPC3ebaIBmTQyPba/0tTyWEpkouU4UbZFrOQGKatsce\nfPXFtC0/eDKxbz5ZuEwBL8uaABATcuZXzl2sfWz4tZzKmQvtsQHrZVDqYl03DCFL1uSKpmvbS372\n9uHP7jz6tS9uNHHnZoii2A/AB+CWf0MtFsvnEBZ2nl1JwUoDQERRHBZFkQJ4F4DmBzs62vNQvnHX\niTgWi8VyEWtaBm/zhUYA/xXASYQNiQEAoihq9IdAW86/ctIG4IUTp8/9DoD/jQcQBojRNytkD4t8\nykzOyimlJu3VjzIxXnn+eKOzP2chtIcA6yppSQtkwvs7Mx+7aovOOQiinVmm2uTlzF6t2DpYSQii\nIr2XG6mXd9XZkBjRx5Z71NkIhTI3Ob4REuUaJZxSpEWteI/sQPjvE1OiQw7mHaiT0xkV5WXDflax\n8k/yDQk/kZ+iAFFVSCI8F51UleZdbluUwWBkhgajsgI9+wdNW684CGEziueN4tO++Vyq8bNvWjvM\njAy7CSi/Y/ad2ql4S5OYtq8chDAbudHSmwcAYokv40Xh5xnTSkbPL5SDCMG4lWW9tRjijMVp+7OK\nQ87goL3buiT7pH3QII0KAEB5kzRTclCaKQGfPHvdsKkPxBhk6tU4k27c8v3jyTAGFce+Lk9dxZAv\nR5DBIn78VxCApHknq9K8k5AJ751M2NIwmbg1Ksibq0AIyyaCHwD4va+8csLGsMa6wmKxJCPsa3bT\nQ3WLxVIE4PcAHBFFcVXwWgKQZLFY0kRRXASwG0CdFvvViSy6wKNzP4iiKNYCv24ZtFgsO0RRlG7y\ntV8G8A1RFO0Wy7qywGDK+VdO/suKAfO3Adz9hRQnuYXM8XYhYzwGQnA7IeqbVOr8JrEeefZ4o3Mg\nezG091EUdgDAGpXV1ZH9ZCwl/EN9/y2lo/XFhZMH1qMn1ZCSd72XlmgurKyFyorPM+qMiAm7kDE+\nAUCNCNw7Eu+W3VrUMUuedFAqsex0k2Uh1u83NUdFBZikdWUSqyUOniYXYvepvbYp2bzVlBZ1MbDo\nq1V7bQCg3oTS4OCONmNp21ZCYGRRI2jkEr71bOrm3/6ptTnOqzBLTMt1ivsS/fOj13I/vKBwArML\n89VuntEEp7h3VycEgb0/WQ43v/V3yBu0jZY3XFMqSyiIZslMhnhjaVpNVmnQERhwdFuXZb+sqbG9\nbMvaKduyQGIcg8aC7nkS7drD6rEKhB+v9TvjjtTvjEPBdKDzYJvbneyUdxKA6cgqT+XoAnv3gQJ7\nN3xCzOxo8g5xLrZwE+V4NUV9G4CXv/LKie/d8Ss3BqsH6kD4UP3l20Sc/y7Cxso/W3O9dRTAHwA4\nb7FYAgBGAegJWo8AugePzj1x40zoyueaAZwSRXH0JrF9Dfj1yV0xwgbMHxNFsWfl9qWN4sFzM06c\nPscB+EMAf41bxq5SmU+ZbROyh4PE7KnSwqBPJ0y8W5453ugYylyS9rJ+87NekQnv68h6onk5KusQ\n4xM35uys6qnLzLCuS4FqmcaNvy5/KB4gSZHch73HWuef80bkZ2SuvtBJhJAm5pz7O9yX9vR4NYmf\nf6/4t6cp4Zh2C5UWj13aXDLB7P7M0+SBH8tHS9Xu4gEAqtDQQv30EJXZeYQImaMNQp5YQwi7Dg2i\nUOkTP7ddTXXITBK8VglHqX+4w2tMZJ76R4gSqqrob8zKXKrRwpsHAIJUcF9QalrGafZ+gGj+dzdo\nD/Tbu61OJSAzE+tui8E/byzo7ecSFyoJgSZ/D6L8irWmw921ZcRfyFN2nlI3wxaV2TOSvMPqMKdX\ngDzQ37+fAvjCV145wWwskzX3E1RjsVi+BOCTAEIAXhJFscVisTwP4EsAggh39HzmNsKPziOI3sGj\n80DcqWVQFMUDa772DIAzq+LOo8D5V04qAP7+xOlzbwH4FwC/eoPOxdr6hNyhRS7OtoUQfSZWSxJc\n8tTxRsdohlXaS/AbaQyPDEvRuR2dWY8lPOxdO4RQ6cDetisJCe51eT+CVHD/UH46FGlxRw7KVv+c\nV9PUrF8hBG3gQ5qNZ8R7ZFmrWrwSskq8ianAMz6ZXV5aPCGz6kzLILbN8XA3ORGnehcP4YgheWe6\n0do87wfYjJlJc4UHSJS7TkibZvYaQDki/PszyTUffc9elzcfYlYnHKX+k5qB1D11kwlbmEWpAyvd\nPJ3lR0bHtevmMRIp9mm+vtZO4ybekmtnXYjVtKPGmGgqSz+YjeCyv9feY/MoAXm3lvURMmcEB6sz\nwMleIWewXsgYzyccZSq6+MxcyoW98bUX9sTR0olA64F2dyjeo+wkGlwHJvvmtiZP/xwKuOBMfGnT\nWFIFFxBiqu+h69EO4D995ZUTr7Hcp4asnYI4DODPRVF8YuXjM/jgIflWAB9H2DenEmG7ixaELSDK\nRVF0WCyWrwP4KPTOHJ016AKPzv1wLy2Dt1rgHwBUAEhYWetNURT/h6q7XEecf+Xk0InT544AeNmQ\n3/NhPm26mHDKFgCapR7oAIlOafJ4o3Ms3SbtI0zTztY3EhE8HdlPttjNGYdB1D+x1xKek71HDl3r\niTIHNenWuFcoBf2B/HS3DF71C+d7xd5l7QHAJtXoDghpk72E3MO46gMS51E060YzSV63xLNtRAgG\njSmhkNBuNErM0pae4htS35CPKYD6nXyGOGNxVE5snW+anQgbGq04Qsyeej7Ozu4xTgj50RNJR441\nOC6WjQdqmdUBsHmp+UiKZ6qrPfvJVBCO6bi23RFvefu9mlBVRX+dVt08icS16beE85tGlNzWC8r+\nOBlCKeuaazEmmcvTD2YjYPP3OHqsfiWoMPXI+Q0UPlqaLDssTVoUPm3qqiFPjCKCxLbDkRAymG+u\nHsw3I9Yjzx1sc4ulk4HNHGVvB8BBMeY6xX25ThFB3rw0mrS9Zya+JEPhDGW3+bbzCHvtzLDeX4S4\nU1DNhwGcXbHAaF35DwiPqiUCcKz8X5NQAZ2HB31ES0dHY158/aUCAF8H8FSEt/LIkOSQxo83OifT\nlqV9WpxYrWcWYja1dWfWplDCbYr0Xh4UozForT10bc4gyJp1htwr78g1dcM0P+KdRZInNL7UNJcN\naDOGcSOmyromzuzTTOT69JvWK4lumWl8+SodWY/XLcVsYv47Li8bqivMn2Fa5/vShxrtiGcyGkQp\npQuXZtppSGHYRUYV0/a6a5zJz7wr5ECbu35nn/cgYZxIG+DNi1c3PTsV4s2adN8laujNs4pCidyk\nVDV0UktFpDodA1Z/l6PXGlKCSnUk6gMAF2frNRR024nZu1crHzmiULl81H99X6eHi/Ep1awfzzfi\nNKUMDqdUz9iisreAkNVo+UUAX/zKKyc2VFfKDSNavwqqEUWxd+X2M/hgB8+rANwASgDEA/gjURQ7\nLBbLYwgn9toBtIqi+ILGd0VnnaMLPDo6EeLF11/6DID/AWgzg/0okuyQxp5ucEyl2OX9hEGKy8OE\nRAR3e/bRVoc57dDD3rUDADHR3onDB64rHEcLIr2XW9GrFF+tV3bvYeFrcq8sNs5ekX2SJoLHb0Dk\ngHnXOyFCEKtVyS/8cLEjilHq0Y0Mpey8NJ5UwbyDLCrKN/344WtMR8GsNHHkB/LxAhZdPAAg+aTp\npcbZWIBN6hUAgMg+8473R4ggMRd+q/q9jYdb3bsJY+GUgsgdWU9ctsbkaiIWR8KbBwD81Lj8C/lw\n1xxSDwCRSXL0L/k6HL02SkMKs265O0FM3ilDQfcwF2+rJgRxWtVNdEqTh1rdI4UzwXISjtjWDAoi\nz8UVtQ6l7GwKCtF/+ZVXTli1rK8FN/qYrgbVANghiqJ0E4Hn/wWgIGyUfADA/wSwF0A7gOcAjAA4\nC+A7oii+qe290VnPPNSGmjo6DzNnT716BuERrR9GeCsbjtRlaeSTP7U2fPItW16qXT74qIs78zH5\nrfVFn7A7otIf+pEsAEhKdPQdOdgStZ7FnSWaOFyv7C5fD+JOwObvWYkIjgh88nyXluIOABgkyixq\n+kZigstRWtTx+aJyJInrY1kjhdiLkuBsYrW+ECXkxBbFd7NaHwBA+Sh/56EMqpBxpnUAtJdF1/yi\nJr6DAh6WdQgoXzX77pGyhcaroNTJshbwa2+exqtVI5LEiazrrWImwaRnhXcPP8//csQMf+udv4PB\nHlKjtmcczqlKrJ/ag5kAACAASURBVExtJwLXEYk90EB0blDcc8Tf+oQiLeTWUUo0GVGyxwt552sT\nj/zjqbSEuurYKz4TadeiLgAQ0Iks1/B/+fLfn/riRhR3boYoiv0AfADybvEl8wAuiaJIRVG8DKAA\nYeGNiKI4LIoiBfAuoPt46nwQXeDR0YkgZ0+9On/21KsfA3AC4fhCnQcgzRYa/tRPrY2f+LmtIMUp\nH3jUhR2JMzibcz98qTvrsWpKuA3hOZSVuXB9/56OPEK0PV28F/zUaP+RfFQAiGYnr7fD3m0NAezS\nhe6EkDHu07omryBFq1oxQUeiVrXmF1LnWdd4ir+cDVBmJtWxhQkHeDPPTEQCAEim1ED3AUIpe2+K\ngQLzrh8/njhKgWXWtXKcA3v3TvzExinSIOtawK+8eYpmZlPrKEVIi5oAkEaWSz8j/Lj6MNfczEGZ\n0KruWsxpUVUZR3K2J1aktBKBdEZiD5ANCaGxbUf8155KD01YGqnMMxV4V1F4Ymwvi97/9efTqv79\n6eSRyQxDHQ2PA7FAAvA1ANsOnHvjbUY11iV3CqoB8HMAx1e+tgzAJMJ+O0kWi2X1PdBuAJq8Hug8\nPOgjWjo664QXX38pCsCfAPjPeEQju++XdGto8HijcynRJe/Ven58vTIXW9jSk3EoG4TbMClhxYUT\nDZbSsT1ajgzcKwol8nfkk+0+RGlr2HkLvDPua86+ZW1TYj4Apebdv5wjhL2J5yq8TAMvv76o2Wuo\nRAyuuuLf0kTMi49zDx+qaS1mXeesdPyyDUnMTLHloGxdvDSjgPEYCBdn7TGWXSskBNEs6wBAmi00\n9PFfLsdyFJmsa8mE917LO9HmMSYyjWxfSyS8eQBAplygTtl9ZYAW7gKIpp2Aa/HNe687+2wmKtNt\nkdoDAHCJC+2G/N4gMfp3E6KdcC9I1Ffd522t7vcmmkJUrfHHRgC/d+DcG10qrbeuucGDBwj78PyN\nKIrnVm4/gzUjWiuf+wsAR1a+9o9EUbxisVhOIny9EED4cPjzoihqJsDqrH90gUdHZ53x4usvlQL4\nBwDHIr2X9U7mUkg83uhYjncre0kEOxTWEyHO6GjNOdblNqVollikBZXbxLrc7PnDWr6hvR9+KtfW\nTdGsiJsqAwClVJ6/ODUGBcwFgVvBxdn6TFuaNU0LjHfL059908rUq+ZGLhR/2glCNBkLO/7UpVGe\no4UsayzTuPHX5Q/lAHcdZXzPeGfczc6+5T2s1l+FT51qNhR279TCtDbBJU196i2bzCtgGnu9ykDK\n7vrJxPJ9IMSoRb2wN4/YkJW5eEBrod1No+Z/JtcO2ZBQE8nRV9+sp8UpLkdTmZZHag8AQKJco8bC\n7ikS49hFCDQZE10lcykkHrnums+wStUE9zV+awXwZQDfOnDuDf1CVEdHZXSBR0dnnfLi6y89j7Ch\n2q1mcx9ZshaD/ccanY54j7JHF3Z+zUxcSXNfes0mEI75CbJ2UGX/no5LyUnOdSGa3I42ZUvDVaVK\nsxP1O+Eatl/yjLkiGh9vLGmr45PnNf3d5c4He5+/YNf04uv9ok8OKpw2Mc+7dnRfzEi31bKu80Pp\n2OUlJDMVipea5y5JrhDzx6iQ119vyBpjF5++hmifvPiZN602gwxNOl1sUVndbdlPpbCOUl9LQoJz\nYN+uTkUQlNtFXDNhWknv+YVyCCEYI5qe6J3xNLsGluOoTDUVsH8DIWA15Pd38cmzW7UeXTaEFNfe\nbm975YA3wyBj8118CwXwLQBfPnDujYfeZ+eGjhyKcJfNHwP4S4QtAsoQTgSzAngPgIxfJ+hyADJF\nUdxssVjyAHwPgBHhVKzf0/Bu6GxAdIFHR2cd8+LrL8UA+HMAf4QIxRuvJ3IWgr3HGp3uOK/C/NT3\nYSLEGe3Xc57u8ZiS1o24oAYcpwQOH2hpjYn2Ryb96R6YpWl95+QnCgFijvReAIDKinf+4rQLQEYk\n92He+fYA4ZW7eeOvGuXDvuanrro0fY24nP+xawFDjCajcCnJ9p59uzuZX9w6aOzU9+QPZwCE2d8e\nRVJcC/XTdlD2BxnGzdfr+MRFTcRGY1BxfPZN65hZoyS3IG9easo7ORkSojSJUgcAQqhUVdF/ORLd\nPJSCttHyxmtKRTFFZA80vNPuZueAPQEK1XR07TcgckDIHrkmZI1mEk4p0bp83myw+3Cby5Fil3eS\nsNBxI60A/uDAuTfY+m9pyE1SsQ4D+DNRFI+tfHwGN4xcrfneTwNIF0XxaxaL5SyA74mi+GOLxfJP\nAP5OFMWIeE/pbAx0rwodnXXM2VOves6eevXLALYDeD/S+4kUufPBns/9eOnaC+/ay3Vx54NMx5de\nrS/8D8GNJu4IQsjxxJGm/odB3PFS8+Kb8uMJ60XcAQBH3/I1RFjcISbvlNbiDgAkuOWA1jXNkkcz\nI2mrLaGcUsyyrpNA3LlpsDG9GOMELi6xMtWGcBQwU4ID1YcVX0wD6zoAEDRyCd96NnWzK5pr1qKe\nUfanHho7W5nqmbwIjU5uKSVCW+eW2oarVaOSxPVrUXMVQkCqud4Dn+XfiM0n03UA1fw5v0p0Tuye\njNqczfGWxCZwJHJmt5Q3SdOlB/0tTxUHhytbaMioaQrZZJZx278/k3Lg68+n+jpLo+pk7lfBIYsA\nvgBg90YSd25BBm5tmPwrLBaLAOAlAP9osVg4AIcAvAkAoij+gS7u6DwoegePjs5DxIuvv/QfEE4b\n0NRfIlLkzQa7jl1xBmL8ih4BeQNBzmS7nvt0v9eYWBPpvahNlNk/e+Rgi4fntT+FvFdkSkKvyc/1\nBWCqjPReVpED8uLi5RkzgIimeBk29dULmeOajMWs5Vij42LZWKBWy5q96QfqZuNLNRtF27+nvT45\nycn8Z+ukMdPflU+kAWw9XmxtixeDNn8tyxoAAKIEzVUXe4ghqEmnC1Go9Imf266mOmTNBPjp+NKr\n/Wk1ZSAkQauakezmAQA7jZ18S35s2oXYfVrXXgullHqn3E2uIXt6JL3PViExdtFY2L1Iotx7I/B7\nCe3p8nx1f5fnHw+ce4NVAldEuWFEy4zwe/Njoij2rtx+Bjfp4LFYLC8C2CqK4n+1WCwZAOoAvAHg\nIMLG03+6EoGuo3Nf6B08OjoPEWdPvfo9AJsB/AUAb2R3w478mUDn53+02PrR9+0Vurjzm0zFW5ou\nFX5c3ojiTkK8a7D2cDMeBnEHAM7JT15ZT+IOANi7lvoQYXEHAPiU2Ygk3sR5FM3f28QE7ZpePI2O\n52iT2kU8ORlYYn7qnrQ9db8m3Q+UM/o7DxVRmdOk04JyRPj3Z5JrJjMMdVrUA4Ac5+DefRM/sXOK\nNKBVzUh28wBAInHn/ZZwft9R7lIrD20i5G8GIYTE5MXtz6jNLYwrSWgEwUik9gIA1JNoCXQfPBjo\nOGKVl9PqKGUWdX4jbwPY/qW/eu2vNqq4swZRFMVaURT3Ieyv8/pKh87t+ByAb6/8mwDIBfAvAB4H\nsAPAM6w2q/NooAs8OjoPGWdPveo9e+rVv0RY6HkNYWO3DUHhVKD9828stj970VEZ7afVkd7PeiPI\nm5caN330ipi+fx8I0dRMUQvS06wdB/a1pXMaRmo/CE3y9voFpGreoXI7JHdoLOQIRn6sjQ85IQQr\nIlE6xqdo3kEQE7RrKqjNL6RWUIplLWo9yTeWsh6BIRwxJVenKQCCLOsAAGRDQqDrUCylmGNeCwAI\nIT96IulIf4Hpoib1AMSEHPmHR7+XGxNY1mQkbRWHI37z2+8dKJmZTbtIKTSPbS7ipqo/x/+wqJL0\n1wNUk+fHzSCEcDH58TUZj+UWxBYnNIJgLFJ7AQAajMoMDu484r/+pEGay6+jChlnVGoAwEfOnnr1\n2NlTr/YxqrFuEUWxH4APtwlHsVgsMQByRFEcW/nUEoAJURSHRVGUAVwAEFEDcZ2HH13g0dF5SDl7\n6tXps6de/TSAvQAuR3o/D0LxpL/9Cz9cbP9IvaMqOkCrIr2f9chEYnnjpYJTxGeMj/zFOwPy86av\n7NrRU0YINBsreBAmlKzOdrpl3f0uljuX5rAODNn51OmeSIxqAIApqERrXTMm6EjRsh6lRHC5Y3q0\nqBVHvFlZWGTexWNMMFnMWdGNrOsAAA1GZQV697sohVOLegDwy5qE2pYt0fVUA78hAOCpHL1v8tyB\nTcvd9aCUvXC2QqS7eThC+Rq+7fBn+B8hEwv1AJW03sMqhBAutiC+JuOx3LzYovjLIGAlrNwdihAT\nmthyxN9yNC84Vt5EJaFLpZWtAL4IYNvZU6+eV2nNhw6LxZIMIAu39+HZDkBc/UAURQnAiMViWU1h\n3Ln2dh2d++FOLWQ6OjrrnLOnXr0G4NCLr7/0HIC/A6BJVK8alI77Wx+/5hLMQV3UuRUBPmqxJfeZ\nYb8hbsONY61SXjZUV7Bp5hAhD8ehg5PGzPxMOZLFMl3ofgjY/N2yT4qoB8UqQvqkJhexN8Mg0Xit\na5olTwYolUEIr1XNsfFsQ+U2baZRnuAby/5NPulnbSSesCX5cGDR10ml/5+9Ow+P46ryxv+9Vd1S\na98sS7K8L7mOd1veZS3ZFGJwRBKI2QJhMgyTX/IO82IywwwvZjDvMM8zHjEMMGN+PxNwWAI2GFAU\nshiSWJblXd63Gy+SvGvfWuq1qn5/VHeiKNZmq+tWS+fzPPVY3erueyRLre5T555jRHzbo9GdMst/\ncdGxmJnH51mVjKxenFjYHafsLzzqzmPmSOSIm9VypDCj59qZYxNK0sCUCVasCbxXzRNcNP/8bhm9\neVzMn/Zxx1uFTUbaxT9pxZ1euKRVBTPG1MRpKWsSpiQH3XWdVd11nVOtmBw3QESK1jh5pdY4GUpy\n82nn1LNdLLZnOWMY7vOXD8APAfzrjvVbRvtWrP5wzvnu0McuAM8LIQZKqOYAaOxz3d8D+DHn3AXg\nDIAxmyQjI4OaLBMyijy5/VkngC8D+BaAcZLD6dc9dd4j9x/uio0NGFK2cESLutR51Zcy8uaAsTTZ\nsUSGYSxbcnrP+Mw2y5rT3q2goXpe0h6rC8B5r+xY+mqovGbJG+PB6UHXsl3dsqqx/u7lxk4GWJ7k\neXvG528YFr6BVhTN85EHqw3GYEnF0ivafZU3jOyI/64GuwNXmg/cSgdgSQ8nR87lasfEd1czBmbF\negBwT7235iPVnbMZkGDVmn7V1XJgUml9wBFneaIjJaXz3ZVLT+oOhz7b6rXDzuozDu3Vl2bpUKbI\niiHM0I2Au7bjQHd913QY9hiawWK7rzqnnbmsJLXmMTbo754B4NcAvrFj/Za6yEcXeX0aJhswkzUv\nAPg2ABXAbJgTwVoAvA1Ag9lzBzB3xGQLIe7hnB8D0NHroT8rhBh0shYhI4kSPISMQk9ufzYZwD/B\nPCtgm9HNs2s9h4uPuONjAwbtLx6A1xF/60ju2is+Z+KoHQnPmB4oWHX0UFJST1SNd98eXFvdhhTb\nxdxz3X2o83ybLX5elLSG47GzjkmpylM1w/f89qZYGWtXTvv0qaAaa2nS+r6CQwfi472WVG11G66m\nX2gfTwBYxBNKXRfbq7rruwoivU6Yc/rJ3Y5xN4qtWg8AJt3yn37s7fZcBliWwDcA/WT2/VXNCZMK\nwZhlCS3AnLS1cP75vRMkTdoCAM1QfHv0ZQeEMS0PYFKawPdm6IbffbnjQHd91yzAJr3n1ECHc5I4\npmZe4+z2/fDeAvD1Heu3HLE6tEgKJXh+J4RYGrpcCOAbQoiHQ5e34TYTsUKf+wKA8UKIzZzzY0II\nS6b0EdKfqCiHJ4QMz471Wzp3rN/yTwBmANgCWN/ssLc5lzyHnt3RdPbh/V3LKLkzsNq0hXurp3wy\nbjQnd1Q16L6/6ODJaEvuVGrLKu2Y3DF0I9gp2mzTdNuRVW9ZX5O+Ejx6s6y1YzRPl9VrXrmWrVm1\nVgLzZk5ktw5bsVbSzNQCJVa1ZC0ACFxeUKy7U/ZYtR4AXM2Omffrj6S16MyiZs8AGKAsvPV20b2N\n1YdhGB2D32PkGAZzHJfYmwcAVKbH3qceLPqcWt6djra9gNyz3ExhMUkzUwuz7puYHj8pcQ9g3c9C\nvzRnSqBuXrH3SMm4wJV7qg1NDf9f1QB4aMf6LQ+OtuROP7IwcC8dAEBoYtazAH4Uukr6BEtCqIKH\nkDHgye3PToW5bespYNh7rO+MYRjzLnkPFdZ0pTg1SCvLjhYeR8LNIxM/et3viB/VY+FjY3xNxQWH\nmx0O3XZbnAZyUZ9c8xd99SLAuh4rQ2V1tcNgXEvfvMoUQ0p/iYkN/rNPvNU+R8bax3MeqGxJmGTp\ndkOHI9BRcv/+eKsqInqM2Oafa4/FASziW4s0n9bYtPeGA0B6pNcyGVrswsoaJdZraXI9pSt47ak/\ntQZVHVOtXLfbmVx/aNKjXl1xcCvXBexRzQMA1/XxZ97QCxBAjC1OPBma4e262H6w55r7XgDjZccT\nct45+dw/OLLrX92xfsuofdPYZ4uWC0AugIeFEGdDn9+G21TwcM6fBDBXCPGt0OU2AK8BmArgHQDf\nFEKM2u8bsSeq4CFkDNixfkvdjvVbvghgHoAdiORodcMwFrzbc+D/2dH07gOHulZQcmdwl9IXV+2b\n8omE0Z7cSUzorru/6JA32pI7bUZy/V/01TPsmNzRg7q7u77LNr9jLKHjgqzkDgAkuzW3rLUT/B2W\nbnkBgGDQmeLzO09atV48842bzG5YcvZejVXHJ92TauE0Gab6ThXMMzTVkulkYR1Jjok/Lc1ICKjW\nTs5JCHROKaz99eREX6vlUzjtUM0DALlK49y/UnfOWa6cqGbQpVfPMJW5knlaUVZxblJcbkIlzJ4v\nstQD+CsA837/la9XjObkTi9CCFEshFgJs7/O9lCFzkCeAfCzXpf/GWZFTzGAJQAej0SghAyEEjyE\njCE71m85v2P9lvUAFmOku/Qbhr7ofM/+53Y0XbzviHulU4PlZwWjjceReL1q6pM1dekLC8CY5U1h\nrZSR3n6mML8mSZH45v9O+A1H1++0jwQBlio7ltvpPNd6BICNtmfV3ZC5fopb88laO8HfHidj3es3\nsrqtXO8+5eB8wLBkO1rCpKRVjgRHtRVrAQB0Nd57ojDL0Jml46x74tTMnzw2LscTw05Yua5qaHEr\nrr6yZkrbqT0wDMt/d0KTtmZev5m52zDkbCVnDGyJcjb/r9SdSVPYtUrA+u/Dh2JSlbiU2elFWcW5\nCXETEnbDbOxrlVsAvgLgnoqy0p9VlJVatg3UToQQ5wF4gP6nnXHOEwDkCiHqet1vixCiUwgRAPAq\nABsMPiBjDSV4CBmDdqzfcmLH+i2PAlgJ4C939WCGoS8+17Pvue1NtUVH3ascWvSMaZfFAIyLGXl7\n9k15ItnviM+THU+k5U5oOLxi6clpjCFDdizDYRgwdmhrz2pQZ8iO5XY0n9bkbfTYqupLTWuUOr0v\nuVuT9mYkwd8uJQlYV5/LDSOCVZl9xDFf+lR2/ahV66XnZc0DcNOq9RCMHec7nQ/DsPRNNfwxSvKL\nj43jXfHKISvXBYCZLTWFS66/cYkZuuXTfuxSzeNkwYRH1KqiT6mvNibBfVBWHL0xVYlPuTe9eHxR\nbqwrJ343gNYILtcA4KsApleUlf6goqx0oFHfox7nPB1m4+uBficWAu9X3nHOx3HOX+Och7cdFgE4\nHbkoCbk9SvAQMobtWL/l4I71Wx6CWUo6rLOkTDe0vDPd+57b3lRXeMy92qHDlm+C7abHmXS1aur6\n4/Vp8wvB2KhvxnfPzLqqhfPEEqtGOY+kP+v5e9xIWCE7jv60n2w+D4tGSQ+J09sIRZPS/yYsqVuX\n9romPtCZJWNdry82KxhULX0TUawcXAhY06RXcSopqfMzbiKSW4v7MLyJU/xi6U3DgMeqNQFAU5nr\nZ49mLGlOVS3fNpXmbZizpnZ7XEywp8bqtQF7VPMAQCpzT/qso2JFiVJ1TEXwgqw4elMcSmLqnIzi\n8UW5TldWfCWA9hF8+EYAX4OZ2PnPirJSS3/mbYZzzndzznfD7KPzvBBioERXDszvHwBACNEMs+/O\nfs55NcwtdjsjGC8ht0VNlsmY0Kd5mgGzgdoLAL4Ns+nwbJhPxC0A3gagwdx/C5iJ0GwhxD2c81IA\n/weAD8BvhBA/wijy5PZnH4T59fXbKJTphrb0bM+BFae7J6g6plkXXXQzAOPCuGV7rqbMWQoW+Qal\ndrB4wbnKCTlNljadHSln9JkHqvSlKwBrRwkPVcDtr2052DAJwGD9ASzjmPhulXPCZanNnr/wSsv+\nVLe2Stb6b834QqeM7Zbz5767e/LEW8VWrrlLy6+8bEy27Pe7paaxMtDus/T5RM28etA59cwyxiw+\nIWoYxmNvt++Z3BCw/PnTAPRT2fdVNSVMtnyUelhKSue7K5ee1B0OXWp/Md1g2kF9YfUJY/Y8gFnU\n7HtwekDv6Dzfetzb6FkEIOUOH+YWgM0AflxRVtozctERQmSjBA8ZE0IJnt8JIZaGLhcC+IYQ4uHQ\n5W24TXf80Oe+AHOaQRnMpnNLYCaCXgfwjBDimhVfg5We3P5sAcxET0n4OqYbweVneg4sO909STUw\nRV500afbmVxfM3FtW0B1LZIdizUMLX/F8X2pqfaZ7DQcTUbahZ3awzkAs091TB9N1TcOal7NVtVF\nsQt3H1ZivctkxvA3v2s6Eec3Fspa/53pn7uoK46ZVq+bmNBTX7TmiKXPyz7D2fEz7QkA7E7fYA6L\noemehsrrN2FguhXrhTkmnd/jzKkrtHLNsIf3dVTOrrM2qRV2M2nG4bPj18wCk9N/LDRpq3pCdtMq\nxhAjI4YwrxHT/qZWcOImMvMBZpukuh7QOzrOtR73NXkWAxhqYvkGgH8H8P+NtmqdOziZ+10ALwKY\nDsAJs5JpP4C3ej3sBADbhBDfteSLIGQE2OZJihCLZWHgfbUAgFD3/GcB3AdgHIB2IURT6HNvAXgQ\nwLbIhSnHjvVbqgA8/OT2Z5cB+MbKk+70pWd6pqoG1siOLZoYgP7uuBVV11JmLwNjYyIppiiap3jN\nkVNxcb6oTO54jZi2P2glsXZO7vhaPCftltyBovWwGO982WE4g4bUZuVO3dfuU6x/aeXujp+iacoF\nVdUt64EWywIpM1l95UVjqiUJCKYqcemLM72tR5uCsPD1a/Dq7EIlzl2ppjZbnmh5c3VKUVe8e8/S\nsz1rmMVtFXK6Li1L8TZePTjp0QZdcVo+NCHUm6eotm7ihZXLTgRlTl90MX9qqeOtoiYj7eJrWnGn\nB64lsmLpTXEqKWkLxhXpfq2t41xrpa/Zm4f+t+3Ww0zsvFhRViq9kXQECSFEMfDeydxvCiEeCF3e\nhl4ncznnXwTQLYQo4JzPBfAzIcRymG0LELrN6wB+YelXQMhdoh48ZCwJ7609AOB7AP5jCPd5HMCb\nQggPzKx/Eud8VqiB2n0wE0Wj1o71Ww7vWL/l4ytO9zynGtgDICg7pmjhjkmt3TPt06evpd5bBMai\nrv/MnYhxBlofLD5wMS7Ot1x2LHdCN5i2XftorQ5lsuxYBtJ+usV228bUjBunGYNLehy63EbescEe\naVsdGpvSLW+QW6gcXgIYbVatF5PmmuMaH2fdVK0Q/7t5hbonYZ/V6wLAvkWJhXuWJB40AMub3sYH\nuiYV1v5mSqKvxfKeQGEdnUmzdr2dP+v6zcxKw7D+e9BbJmub+QXHH5YUKYcOKtAtnbQ2ECVGTUtb\nmFk0vmCCPzbDVQmg92S9swA+D2BmRVnp/4zy5E5fg53M/SXMxtKA+Rr/A38/OOcPAnhXCHE1MuER\nEhmU4CFjiRBCFAshVsLsr7M9VKEzkGcA/Cx0ZwPAFwD8FMAfANQCsN0brUjIL995Kr985+cAzATw\nI8DaxpPRxAD0c5mrKg9OKs0OqrFjZjxmfJzn2v3FBzqcTk16Fced+pNevNcuZ2b703Ot64ARNGz3\nPXaMvyJ94oqqGT429G0KEREf6JS27/1y3cQcq9eMYcGkWazupJVrpszNyGcqO2vlmgBjvtP5S42A\n87i165qOz45f9UZ+8injg2/cLaEammvF1Yo1U1tPVMkYpQ68X81TfWBxfTConJMRQ2/3KpdWPKP+\nNpuzy5WA4ZYdT5gSo6anLcosyiyY4HEkOX8F4DEA8yrKSn9RUVY6Vk7QDflkrhAiIITwhi7+PYCX\n+9zkKwB+EJkwCYkcSvCQMUkIcR5mkmJSf7fhnCcAyBVC1PW6X6UQokAI8TEAHQDq+rn7qJRfvrM+\nv3zn/wIwBcD/BWDZmdto0BWTdqly2mfO3UjhRWAsTnY8VklN6RTFBYedqmJEbdPto/qc6utGtq0b\nQhu6Eex8tz1bdhwfZugsvsvyLRx9JXj0Zukx+NulbX1v70jmus4s7wlXoBzJAwzLRoozhTnSl46P\ng9UnGgwlxnuycJqhK1ImK707xZX3+/tT6wxJf3dntB4rCI1Sl9Z30E7VPCrTY+9TDxZ9Ti3vzkBb\nNWCbpqavqzHqJ/7wL2s/V1FW+seKslK7xGWVYZ/M5Zw/B7O/5qZe1+UCSBBCXIpotIREACV4yJjE\nOU+HOd5woNLNhQBEn/u9zjnPDCV/1gH4S+SitK/88p1N+eU7vwlgMsymdJZvDbATA0w7M35N5aFJ\nj07U1Ji5suOxUnZW09HVK47nMBa92xVvGOPPHtIX5MmOYzBdlzr2wcBU2XH0paQ0n2EMmbLjSO7W\nLBnbPZAEX7vU3k2tbSmWvxmJYcHE2eyypWPanYkx0+InJh62ck0AgOZM8Z1ck2AYuGn52gCuZcfM\n/fVH0lp0hlsy1g+NUo+PCfYckbE+YL9qnkTmyfqk4438R9W3z8XAb+nvQS9BmNuNFmxdu2Tt1rVL\nKiXFYStDPJn7DMzX8x8XQgR6fWotzEbMhEQdSvCQsSRctrkbwGsAnhdCDHQGKAdAY5/rtgL4M4Bd\nAP6PEEL62Wnw0AAAIABJREFUGWOZ8st3uvPLd5bBnEDw1wDelRyS5TpjMy5UTv+MuJU8swiMxcqO\nx0rTp16tXrLw3DzG5G6LuRvdhqupQrsvDWDS+8cMRA/q7p4rXdKajA7EkVXfKjsGAEh2a9K3SiQE\n2qX2ALpclytl4lG+UrMMMJqsXDPpntQCxakctXJNADD88RN8Z1d2GQY6rV4bAJrSnTN//rH0oKbI\nqSCO0X3pa+p2LMl011VC4iheO1XzAMAE1jjni+rOucuVE9UMulUJuA6YE15nbF275Kmta5ecsmjd\nqDDYyVzO+XQAfwvg8V5btcKWATgR2QgJiQwak04IGTHVpU8oAEoB/B16TSEYjXSw4NmsguqGxGmr\nwJjUEa4yzJ/zbuWkibcKGYvePlSaofhf0h4770eM7XsltZ1srvQ1eWy5hcy1dNdlpuiWjq6+nVUn\n3FXLz/RInd6mgwXemfF5FYxJOoFm6GtLqlpkVFRVassqzxkzLf0Z1TzBm037bsYDsGRUe29K2q2j\nMTOPz2cMTqvXBoB4j9b09CstLU4Ns2WsDwA3E6cfOZtVMFPWKPWwlOQu6ZO2egsYju6/6KuO1Bu5\nK4GInPipBfBfAH66de2Srgg8flTqMyYdMMek/5sQojz0+W344BSt7wL4FIArvR6mRAjh55xXAPi/\nQoiDFoVPyIihBA8hJCKqS5+YD+B5AJ8DMKqmSHXEjhNHcx82dMUp7YW1PIaxYumpPeMy2m2ZbBiO\nncGSqiZk2H6cu+YNNjRV30wEkCA7lr6Yy13nWrB3quw4AODhfR27Z9f5imXH8daMz98CU6T1Sspf\nebQqNcVt+c910FA9L2qf7DLAxlu5rruuc5/7UsdqK9cMc+RcqnZOupAvY20AiPHrnU+/0nI5zm8s\nkhVDjzPp2qFJj3ZpilNqcoUxI7hw/vnqCdlNqxiDLU66tBuJV/+k3Xe9C4krR+gh9wL4TwB/3Lp2\niT5Cj0kIGWUowUMIiajq0ifSAPwVgOcARG0TXsA8O386u2hfU8KU1WBMyllbmRjT/YX5NUcSEzxS\n3kyNpP3aoj0njHsLZccxFC2HGqoCXX5bJqKcU09XOsZfs0Wy7xN/btuT2xSQ/n9aOe0zp4NqzDxZ\n60/IaTiyeIFYKmPtvVrentPGPZb/HzTtu7lf8wRXWb0uADinn6h0jLsp7XdA1Qzv5ytaTib36Mtl\nxaAx1VuT+8jhLtc46c9TdqvmAYDL+sRjb+mrEjU4Zt3B3X0AfgPgB1vXLrF8S6IV+lTeGDArb14A\n8G0AKoDZMMeYt8Dsi/NdAC/CbA/gBPA1IcReznkKzO9VOsxtWZ8WQoylsfCEAKAePISQCMsv39kW\n6tMzE8CjMHsYRZ121/hzldM/W9uUOLVoLCZ3HI5gxwPFB8+MhuROvT7hxAljtpQ3g8MV6PJfCnT5\nbfs9V9Mb0mTHEJbg0W3xe+nUPFK3TNy8lblAVn+Ylcqx5Rb2H3lPxtLxHB/umWeJwOWFRbo7ZY+M\ntQFAU5lr26MZS5pT1b2yYlANzbX82qsFU1uPV8Ew+vYysdR7vXluZO62Q28eAJiuXFv8jPq76QvZ\nuT2AMdSeZbcAfAvA5K1rlzw9WpM7vYSnX90H4B8BfFMI8YAQohjAGwD+KfT5TQCeAtAthCgA8AzM\ncegA8A0Au4QQKwAchzkshZAxhxI8hBBL5Jfv1PPLd1bkl+8sAXAvgP8GIL0p6mB0KP4T2ffvrsl9\nZJauOO6RHY8MrljfrQeLDzTExgQWy47lbnUaCddf1wtzgehI0rWdaG6BeQbTfhz+VqgB20yNi/Xr\nttgKGhdwS31TaRhKTHdPnJRpPg6mu+axdy1vtq/EqOkpc9LrrV43zHd2Zb7ucx2Stb6hMMevHknP\nv5LllDo9aUbr8YK866/XyhylDoQmbZ26t9guk7YAQGGGuko9Xvi0+nslB42VgBHs56Z7AXwGwJSt\na5ds2rp2iZTEpWRZGHg66y8BfDX0cROAcHP7dQB+BQBCiE1CCGm/k4TIRAkeQojl8st3ns8v3/k8\ngFyYDZnPSg7pttpcWWcrp3/mSnPi5GIw5pAdjwxJSe5L9xUe1FRVj/rkVtBQPTu0RzoBNk52LEPh\nbfac0H2atG0Xg3FkXj3HmH2ST86gYYtpbgmBDumNx+uvTJAWw0rlxAoG/YbV68blJCxzJsdUWb2u\niam+U2vmGpoq728ZY+wPD6QVnZsau1taDABSvY33rqndniBzlHqYHat5XMyfWup4q+gJ9c26OHjD\nVTluAD+GOea8YOvaJb/eunaJLeK1UHjS7QGYFTn/0d8NhRCBXlOv/h7Ay6GPswF8lnP+Fuf8x5zz\nMTXZlJAwSvAQQqTJL9/ZmV++84f55TvnAiiC+Uda+n5pnSm+4zkP7j6a+xGuK46ZsuORJTOj9WTB\nqqPpioJc2bGMhN9pDx8LQm4j0OHoON1i66SimnnNNskdAFB1SB1RHpbgb3PJjuHq9az5hiHnuVRl\neuxCdv6SjLXTFmcuAYOcSh7dkeA9WZhp6OzK4DeOnF2rU4oPz4nfYwDSmvDG6L60NXU78sZ31e6G\nYUhtBmzHah4AyGRtM7/g+IOTs8tPA5iwde2SZ8f4mPPwFq2VAB4CsJ1zPuDfQM75cwCWANgUuioW\nwAEhxAMwK1//OpIBE2JXlOAhhNhCfvnOPfnlOz8LYCKAfwBwUUYcrXE5p3dP++z1loSJxWDMVm9g\nrTRp4s2Dy/JO38MYbNNj5W7s1pbvbkeKbXvZ9NV9tWu/oRm22f70IUzzsViPtEbCfama4WOAPSp4\n/O2Wj+zuS9MciV5v7AlZ6y9TTq5ksH6bjuJQEtIWZnZCVnIjEJvpO52vGwZapKwfsm9RYmFlXuJB\nA/KqVhjA5jdUFs9t2HMUhtEmK44wG1XzeGFuMVqTV7J5wdce+cRLNOr8g4QQ5wF4AEzq7zac82dg\nbsn6uBAiELr6mhBif+jjXQDs+zeUkAiiBA8hxFbyy3c255fv3AzgHgAlAHYC6G+v+ojRmOo5NuGh\nymMTSuYYijo90uvZ2ex7Lu+ZP+fCMsYgvRJhJFzQpxw5b0yXPl1pqAzdCHRdaJ8gO46BqOkNpxhD\nouw4whI8erPsGMLi/Z2Wjgnvz9XrWdKqIVVmOBezs7Uy1o7NcM2PzXBJa3pseBOn+sXSG4YBj6wY\nAOAEj1/1Rn7yKQPolhlHtrt26ar633erekB69Yzkah4BYAOA3LySzU/llWyutnj9qME5TweQg376\n8HDOpwP4WwCP99qqBQBvc87vC32cB/N7TsiYQ2PSCSG2V136RA7MSQlfAjB5pB+/OT735Mmc+5MN\npk4d6ceONnmLz1Rmj2+xxdjrkdBqJNft0NamAUx6VcVQdb7btqfnqtvWCanYOfurlMQO6SORwyY2\n+M8+8Vb7HNlxhL014wvdYCxBZgwxMf6WB4sPpMrqk6QbLPgT7ckbOpQRf84ejKEb/obK67XQDW71\n2mFq5tWDzqlnljEm92TqxFv+M4+/3T6BQW41ps4U35HctYfsMEodABgzggvnnd87IadpNWOIidAy\n3QB2AHiREjr96zMmHTDHpP+bEKI89PltAH4nhHg1dPm7AD4FoPd2yBIAKQB+CrOaswnAF4QQUhOc\nhMhACR5CSNSoLn1CAfAIgC8C+BjM/dZ3TGNqz/GcBw+3x2UXgLExXdHImBFcs/LogeTk7jWyYxkp\nfsPR9ZL2eKMGdYbsWIZKD+qdjZXX/QBs3QjateyNm4whR3YcYXMueQ49dLDLNg2p357+1GU7VAI+\ndN++4zExwUWy1j+iz9t7RJ8v5Tkl0Om/0HK4YTLu8u/E3XBOPlfpyK6XnjDPbA1c+tSbbfGKIf93\n9nLawr216YuWgjFbVIimJHddWLnsRNDh0EeyP9sBAC8C2J5Xspm2XxFCLEUJHkJIVKoufSIN5hmc\nzwNYOdz7N8VPOn4qpzjNYOqUEQ8uyqiq1l285vA5l8u/VHYsI8UwYPxKe/SwGwm2edM/FG0nmip9\nzV7pbwgHoiS2noudc8hWzapXnXBXLT/TY4vKAAComvpkjd8Rnyc7jrmzL1ZOnXJD2s+TbjDtJ9on\nr+mQ8zzbca51t+dGd7GMtcNi7jlSqaY2S/+dTunSrj31p5agqmOq7FjaXZnnj+Y+kmAwpd8eK1YK\nVfNUT8hpWnUX1Tw3YfbW2ZZXstmWk0EJIWMDJXgIIVGvuvSJWTATPU8BGPCNRJA53McnPHS0wzW+\nAIxJH2csW0yMv/m+gsONDodmm+0tI+FNbU1lrTFJ+puq4dC8wZtN1TdTAcTJjmUgMTOPVarpDbb6\n3j68r2P37Dpfsew4wg5N/FiVHbaixMV5rt9feFjqFLyj+pzqQ/rCfBlrG4ahN+65ccoI6gtlrB+O\nInb+3v1KXLf0Ju/xHq3p6VdaWpwaZsuOJaDEtB+cXHrB50hYJjuWsDuo5vEDqADwMwBv5JVs1iIX\nHSGEDA0leAgho0Z16RMM5rj1zwP4BICk3p9vTJhy9HR20XiDKRNlxGc3CQk99YWra5iiGJb3yIik\n0/qsA3v1vBVAdCXwmg/d2hvsCth+i5wrb9e7TNXvkR1Hb5/4c9ue3KaAbfoWnc4qrGxImm6LJNjD\nD+w9N8LbT4YlVMVzRYc6Tcb6wZ7A1eb9t1LR5++BpZjudy165yxzBqRtlwuL8eudT7/ScjnOb0iP\nxQCMM1mFexoSp9lmm7RZzSP2TshpHKg3z0GY1Tq/zivZLHVimpX69MoxYPbKeQHAt2GOJZ8Ns/dN\nC4C3AZQBeAlAFsx+RE8LIW71erwvA/gnIcRUy74IQsYAh+wACCFkpOSX7zQA7Aawu7r0iecAPAbg\nC0HmXH4st+RUpytT+hl1u0hPaz+7ctnJTMaQKTuWkdRopF/Yq+fNj7bkTqDTfyHYFVglO47BsNie\n63ZL7gBAgkd3yo6htwR/u21eXzU0jmvIndAoLcGjMENdrpy8eUBfLCXB44h3TkqYmlzVXdcp7/nf\nUGK8JwunuRa/c5Ep+kxpcQDwxyjJLz42bvbnK1oOJffoUrewMoDNa9hTlNl9peZ0VtE0MJYuMx4g\nPGlrdnFtfW7fap5LAH4F4Jd5JZsvSAxRNiGEKAYAznkhgG8KIR4IXd6GDzZD/t8ALgkhPsE5LwCw\nCcDfhD43HsDj1odPyOhni2w5IYSMtPzynZ788p0v55fvfPjA5NLZna7M3wM4LDsuO5iQ03hk5bKT\nU0ZbcsdjxLb+UXvIBcidXnQn2k42twNyph0NhyOr/qLsGG4n1q/Hy46ht0R/u21+Bi/XTZTe52Qh\nO79ShXZJ1vpJM1IKFJd6SNb6AADNmeI7tSbOMHBr8BtHOBSVubY9mpHXlOrYKzsWAMhy1+Wtrt/p\nUXW/bXrXdHQmzdr19uq0tvak7wBYnVeyeWZeyeZvjfHkTl9Z6GeUecgsAIcAQAhRBaB3heq/A9gY\nudAIGbsowUMIGfX+8QefbthYtu77G8vWLYf5gmMjgPOSw5Ji5vT6vYvmn1/EGGzzBnQk6AbTtmtr\n63TYo2nncHgbe47pPs02fSgGombclLfNZQDOoJEsO4be4v3t0isRwjq7EmfoOquVGQNjUFYoxxtl\nxpCxNGsagGaZMRi++Fzf2ZUdhgHpk5UMhakvP5KWfyXLWSk7FgCIC7pzC2t/MyPZ27RHcihumJU6\nHzUMZdKDT27cmFeyeb/kmOyEc853c84PAPgegP8Y4LanAKwN3akIoR6JnPNiAB4hxMEIx0rImGSb\nEmJCyNAMdw+0EGIT5/xrAD4HIADgWSHEEc65AuBfAfy1EGJUVXIMZGPZuosAvgPgO5s2VCwC8BmY\n07iiLjEwXAvnn989cUJjsew4IuFV/b5qL1y26cEyVIZhGB1nW6WNcR4WNdAJh3++7DBuR9WRITuG\n3uIC7mwYhmGXRu7NLWn14zNbpWyRCpvP3l15EAsvaHDMkrG+GqtmJvO0A52ibZyM9cOM7lQeuLSw\nxjnjxALGIHdrIWPsDw+kFZXs66y8t07+9D7F0GOXXftTYW3agr2X0xfngTGrGs77AbwJ4GUAr2ws\nW9dj0brRqPcWrdkAfss5XyyECN7mti8CWMA53wugEkAj5zwG5uvVj1sVMCFjDSV4CIlOw9kDPRdm\nAmMpgAUASgEcAfB1AFcB2OINiAwby9YdB3B804aKf4RZOvwZAJ8E7PVm8e4Z+qrlJ/amp3UWy44k\nEo7oc/feMLKiLrkDAD1X3QcMzbB97x0AUMddP8MYbBerqhk+BtiqgkeBHgMYjQAbLzsWALhcl5s5\nPrNVagyMga1SjrXs1ZdJSfAAQPzExJU91917g265zcy11pw85urZ65x4wRZN1XetTi5yxytVS8/2\n5DMbVPdPazu5Jr3nhqiZuDbOYEqkhgD4AfwZwG8B/HFj2bqOCK0zagkhznPOPTBPkH2oSlAI4Qfw\nLABwzhNhvv5cDCAbwOuccwDI4Zz/RgjxKcsCJ2SUowQPIdFvsD3QHwOwI3R25WjoAIAfCiG6OOeb\nIh2g3W0sW2cAqAJQtWlDxd8BeAjmFK5HEeXJHkXRvEX5Ncfj471RmQAZzHV9/Jkj+vyo2N7Ul6Eb\n/q6L7VJHWA+HY/xVW47dTPDozQBs931UjWCTxmJskeBpaU2dYxi4yRhyZMYxl11ccQCLRRAOLiuG\n9LzxCxr3XL8OQ+7PTPDGjDUszl3pyLgpvXIGAPYtSizojlP2F9W48xj6nR5lmRRfMy+o/U3HwUml\nh3zOhJFqBh2AmdTZAaB8Y9m69hF63DGJc54OIAf9vAblnK8FsEoI8U2YVeSvh7Zl8V63qaPkDiEj\nixI8hEQnzjnfDXN7Vi6Ahwe47VQAbs75H2Ce5f6qEOKEEEJ6DwA72li2LgDgNQCvbdpQoQIohDmN\n6zEAUTVe3ekMtBcXHL4S4wyulB1LJLiNuIZX9fsyABYdW5z66LrQfgAGoiTxpgeZq3uO7ChuJ6lb\n64ANEzwxQW+XJ0b6++QQxtraky+kp3VKTfAwBpavHG2vlDi8SXEoyanzMi61n2qZAMkVrIFLC4uU\n2O4qJVHihK9eTvD4VT0upeaR6s7ZDPL7tDl1f0p+/W+Xnckq2N2QOL3wDkepewHsAvA7ABWU1Llr\n4defgPka9PlQpc7tvAPgudAWrRsAvmhBfISMeZTgISQ6DWcPNIP5Qu1xAPkAfgIgKiserLaxbJ0G\n8wXKO5s2VHwF5ja3x2B+L6WdgR6KOJf3RtGawx5VNRbIjiUSNEPx79DWNhpQbNkTZjB6QO/oueae\nJzuOoVLSmk4zhkWy47idFLfWLTuG23EF3T5PjH12jtXW5yamp3XKDgP3KpdWVOuLzwXhlDa63TU+\nfnFMmrvS3+aTXj3jO7tqtWvR7sMsxmeLv8sXprjyPLHKmcffbp/AgDTZ8Zij1KuKM7uv1pzOKpoK\nxoZSVdsN4HWYSZ0/bSxb545slGODEKIOQL+N9oUQT/e57AHw0UEec+oIhEYI6YUSPIREucH2QANo\nAHBeCGEA2Btq0kyGKbSN63Do+OdNGyruhZnoeQxAnszY+kpJ7rqQv/JYImOYITuWSPmD9tBBP2Js\ncdb7TnScaTkOQPqby6FyZNXLzwz0I8WteWXHcDsJ/g7WFj9BdhjvaWgct8Aw0MaY/Dfta5Qa925d\nbmFh2sLMFQ17rl2CLvt5kqnekwVzXIvfOctUzRZVcteyY+b++iNplz71ZptXMeRu6wvLctflJXub\nbxyc/OgZTYmZe5ubNAN4FcAfAezaWLbOY22EhBBiD5TgISTKDbYHGuZZrGcB/DpU7XPVqthGs41l\n687BnEL2r5s2VEyGORHiUZhbuqRNRsnKbD6et/jsNMaQIiuGSKvWFu9pRnqUbG36sKAneMPX4l0h\nO47hUBLbpsqOoT/J3ZomO4bbSfC32WrroGEwR5c74UxyUrf0xr6zldpl1XremQCct3ujbgmmMlf6\n4vH+1prGACQ+ZwMAdEeC92RBpmth5VWmGLaY6NiU7pzx849lXHvqTy21qg6pE9jC4oLuCYWXfzPu\naO5H9nTEjS8EcBFAeejYF6q6HXPuZLpq6H5ZAM4DeEwIsZtzvhrm6HM/gL1CiH+2+EshhIwASvAQ\nEp2GvAdaCHGAc/4Rzvk7ods+F3qAHwKYDyAl9FivCCG+F/HIR6GNZeuuAPgBgB9s2lCRAuAjANYB\nWAsLS9ynTr6+f87sS0sYg63eWI6kWj33+CmDr5Ydx91oP9lcC8A+pR2DYPEdF5hiSJt8NJikbl36\n1J/bSfS32y7JWndlgnPB3AuywwAAFCqHvW/pcn+VY1Jj73VlxVd6G3rkV9MFXJm+M6trY+dVtzKG\ndNnhAEBHkjrxp6UZTU+/0nLeqWG27HgA6Ar0mqXXX3v9eM6DX37ux8+elx2QjQx5umovmwFc7nV5\nC4BPCyHOcs5f5JyvFkLsi3zohJCRRAkeQqLMcPdAh677l9tc979GMi5iCo1a3Q5g+6YNFQ6YfY8e\nhZnwidib5LmzL1ZOmXyjkLHRO/a+w0i89qZeMAlgUfu3y9/hezfoDthu1PhAHNl1NxDBn927leDR\n5VZf9CM+0JkpO4a+rt8Yv2D+nAs9jCFediyzlPq8Kn3pKT9ipPbRSpmbvsbX7DljaIa0aqIww5M0\nzS+WnorhR+IZg0t2PADQE6dm/uSxcbFPv9JyPM5vyOjD5YbZJLkCwJ/yy3c2AeYfVtKvwaargnN+\nP4AumJU/YTlCiLOhj98EUAKAEjyERJmofZFMCCF2t7FsXRBAZejYsGlDBcf7yZ7VMEun75JhLM87\nvSdzXJv8M9ARFDDUnt9qj3QDLKommfXVfrK5E4AtK076o6Y1jpMdw0Bi/br0ZMXtxGjeDBiGB4zF\nyY4lTNfVOI/HdSA+3muLyXpFyqHAn3W5O8YYY2rG0qyE5oO3egD5iS+9c9z8QP2cA84pZ5czZo/n\nCn+MkvziY+Nmf/7VloPJ3boV20svAHgD5kTLd/LLd/osWDPaDXm6Kuc8BsC3AJQC+H6vT9WGqn+q\nADwE4HaDOwghNkcJHkIIscjGsnUCZkn05k0bKjJgbuV6GOYLqezhPh5jeqBg9dFDSYk22F4QYb/T\nPnIiCEdUVb705W3sOar79aWy4xgWp7cRij0av/bHGTTsM6qqDwb9lgHVFv1Lwq5cy9Zm31MnOwwA\nwAzl6pI9uu+ED7ELZcbhSHROjZ+UuKfnqtsWvb20xskrFVd3pSO73jbP7ZrKXNvWZSz99BttezPb\ngyOdlfPAnFj5OoDX88t3Xhrhxx8LhjNd9esAtgoh2jn/wEDQZwD8FwANwHEAtn1uJYT0jxI8hBAi\nwcaydS0AfhU6sGlDxXyY5dAlAAoADHjW36EGu4oLDl+IjQ2M+kr1t7UVuzuQXCw7jrthGIbRcbbV\nNpUcQ+UYf0UwhvGy4xiIqmMoY5OlcGr+Nr8jzlYJnvqrOfP4rLoAY5IbC4cUKweNN3X5eZWkWakF\n3oaeGt2v22IqYuDKvUUszl2pprTYJsljKEx9+ZG0/Mfebq+c3BC427jOwtwG9AaAPfnlO205DS8a\nDWG66sMAVM758wBmAFjOOf+kEOI0gHDfni/Dwh6ChJCRQwkeQgixgY1l607B3AtftmlDhQvAGryf\n8FkAvN9bJzbW11i85nCbw6EvkRKshd7Vpx5+15gm/93fXeq+0rXf0Iyoaw6tjrth64bdqmb4mI3P\nMscGe3r8Dnvl9YJBZ4rf76yJjQ3YIpExTbm+yKX7jnsRK6O/y3sYYyxjWVZuU/XNdgCpMmMJ84ul\nhbHzq/YpcT32ee5gjP3hgbSikv2du++t9RYP456tAP4CM6mzK79857WIxEcGna4qhMjvddttALYJ\nIc5wzn8Kc8vWGQBPAfjbyEdLCBlplOAhhBCb2Vi2zgvzhfBfAPzDpg0VWQAeBFCSmNA9p2D10WxF\nMfiADzIKtBgptW/rK+8BmC36UNwpQzd87ksdk2XHMWyK1sNivAtkhzGQBI/eDLPfhC3FBTq1Lpf9\nCoyu3cjqnjHNPu+v71MOsNd1+YUqqsuRnTQzZV/XxQ6bJFQY853Oz3Mt3n2COQJSt7H1tWtVcrE7\nTqlaerYnn92+r5gPwH4AbwH4M4DD+eU7dUuDHFuGPF11AC8C2AZzy9wvQxU9hJAowwzDkB0DIYSQ\nYajZ9cIcAPeHjmKMwjJqn+Hs/Ln2WLMGdbrsWO5Wx/nWSs/1bvnvXodJzbx6KGbameWy4xhIboP/\n7Cfeardtj6DLaQv31mYslttF+DZcsb5b9xcdzLLT1L2Xgo8d88C1WHYcANC0/+Y+rSdokyQPANXf\n7lq8u4Up+gzZofS1QPTsL65x5zHzpHENgLdhJnX25pfv9MiNjhBCxh6q4CGEkCiTV7L5LMz+BT+q\n2fWCAmAx3k/4FABIkBjeXTMM6Du0R85rUG2dXBgKPaC1e6532+rM+1A5xl8Z7tlfy6W4tW7ZMQwk\n0d9uy99Fry82OxhUTzud2jzZsYTdr+x3/Em/T3YYAICMpePnNO65cQt30Pw+IrSYVN+pNd2xC/Y0\nMIYs2eGEGABOn+Txh5N69E1Lz/UcyC/f2S47KEIIGesowUMIIVEsr2SzDvOsaQ2AzTW7XnACWIH3\nEz6rAMTIi3D43tAL9nQjoVh2HCOh/XTrCQBRV70DGDqL77L9NsAUt2brxqzx/vZ02TH052ZDZvPk\nibdkh/GeScqt+fG650gP4qRPmlOcamrK3PQjHWda7ZHgAWD44nN9Z1eK2DkH4hlDkqQwzgDYDXPi\nVeWO9VuaAQDrJUVjY5zzqTD76tXATIa5ALwA4NsAVACzATQBaIFZ9fRjAC+FbhcD4KtCiIOc8wqY\nVbrhaVgbhBA11n0lhJBoQwkeQggZRfJKNgcA7A0dm2p2vRAHM+GzJnSsgo2b0p7S79lfb0wslh3H\nSAjJcXU1AAAZD0lEQVT2BK/5W70rZcdxJ5TkljOMYb7sOAaT3K1psmMYSFzQbZdqiw+prZs4zU4J\nHgB4QNkfV6HfLzsMAEBcdsLSnmvuPYEOv22avBvdqTxwaWGNc8aJhYxF/DW8DuAkgKrQUblj/ZbG\nCK852vQeXV4I4JtCiPCUqm0AfieEeDV0+asAfiGEeJlzXgTgOzCHLCQC+JgQgqqjCCFDQgkeQggZ\nxfJKNntgnnHdDQChLV0L8H7CZw1s0qS2wcgQ1foSWzf1HY72k031ACbKjuNOOLLrWmXHMBRJ3bqt\nG3CrhuaCYTSDsXGyY+nL3R0/RdOUC6qqz5IdS1iu0jA3Qe853I34ZbJjAYD0xZlLGyqv18HAVNmx\nhGmtOXnM1b3XOfHiSPd28gI4BPPkQBWAfTvWb+kc4TXGsiz0M9UKAIQQ3+t1cRKAcBd0WdVahJAo\nRQkeQggZQ0Jbuo6Hjh8BQM2uF6bggwmfuYC1zVc9RmzLH7UHEwBmy54lw+Xv8Ilgt42atA6Tktw6\nSXYMQ5Hg0Z2yYxiMagSbNOa0XYIHABqb067nZLXYJsEDAA+q+xLLtQdlhwEAYKoSn7Yo0912rEmD\nua3GFoI3Zq5hce5KR8atu9n+2QhgX+ioBnBkx/ottu+7FWXCk61cME+kPDzIjbMBVMBM6oRL2RIB\n/DfnfDLMLV9fFULYemsqIUQuSvAQQmxjuHvWhRCbQvfLAnAewGNCiN20Z3148ko21wOoB/ArAKjZ\n9UIKzG1dq0LHCgCpkVpfN1hwu7b2igHFFhN0RkL7yeZuWJwkGynM5a5jih4V08ti/Xq87BgG49S8\nnZpizzxUbd3E7JysFtlhfEAOa7o3Ed2H3EiwRZP12HTXvNhxcbt9zZ5i2bH0Fri0qEhx7atSEjoL\nhnBzA2Zj/mqEEjo71m+5GNEACfDBLVqzAfyWc75YCBHs58a3ACzjnK+FOa68BMC/AdgF4BaA/xfA\ncwDKIh86ISRaUYKHEGI3Q96z3stmAJd7XaY963chr2RzB8wXlLsAoGbXCwxmci2c8FkJYA6AEdke\nU6Hdv88Ll236XNwtT0PPUd2vL5Edx51yZNfVA/bZkjIQZ9CwbT+psLiA2+d12nOXRVt7ymxdZ9cU\nxbDVVsIH1eqUP2oPGQCzRZI0dX5GfuOe6+cMzbhXdiy9+c6sXOVaVHmExfj6NqZugLnd6mDo38M7\n1m+hv4cSCSHOc849MLdf1fb9fKjvzkkhRJsQ4jXO+c9D93up123+CGppTQgZBCV4CCF2NuCedQDg\nnN8PoAtm5U+YPd9NRam8ks0GgHOh46cAULPrhWS8X+WzEsBSAJnDfewj+ry9NzF+1CR3DMPQO8+2\nRvU2MzW9IU12DEOl6siQHcNg4gMdRhtyZIfRr9a2lEvjMtptleDJZi08Cd0Hu5C4QnYsAMAU5kzP\nGx/TcqjBC7Oy1CYUh/dkwWTX4nfKmapdRCips2P9lnrZkZEP4pynA8hB/69pHgewGMD3OefzAVzl\nnKswT7Q8JoToBFAM4LQF4RJCohgleAghdjPkPeuc8xgA3wJQCuD7vT5Fe9YjLK9kcyeAP4cOAEDN\nrhcmAsjrdSwB0O+Y4et61pkj+jxbNFMdKd11XfsN3ciXHccdc/hboQbmyg5jKFTN8DEbT4QLS/C3\nx8qOYSCX63JTx2XYr7jjIbU6/fdaiW2qeJxJMTPichMqPde776bvzd3ywZxsdRjAEQCHoTvO/fYz\nP7L1NLkxLPx6BjBf0zwvhOivz9F3ALzEOX8cQCyAZ4UQGuf8ZwDe4Zx3w0wO/UuEYyaERDlK8BBC\n7GY4e9a/DmCrEKKdc977etqzLkFeyeZrMCd/lIevq9n1wgR8MOGTB2CC24hreFUvHgcwW7/5HQ5D\nM7zu2o6psuO4G47Mq+cYQ1QkqBI8ejNsMgFuIIn+dlsnoZqa0+cbBpoYG34FXiSNZ62zkuHe34mk\nVbJjCUvmaYXeRs9xI6AvsmA5L8wTFMdh9qU7AuBURVkpNUKOAkKIOgxQTSyEeLrP5WYAH73N7X4J\n4JcjHB4hZBSjBA8hxLYG27MOs7pH5Zw/D2AGgOWc80/SnnX7yCvZfAPADZiTQQAANbteyD6gL5pn\nQFkOYFHomIER6ukjS6doOwgDMs/u3zU185ptJgUNJqlb60AUJHji/R22Spx8GFM6OhPPp6a4bRfn\nQ2p15k7tYR1gtnhuYIyxjKVZ45r33+zEyFaPteL96YbHQsf5irJSqsy5C8Md3ADguwBeBDAdgBPA\n14QQeznnqwF8D4AfwF4hxD9b+5UQQsjQUYKHEGJbg+1ZF0Lk97rtNphTJ85zzt8C7Vm3rbySzbfy\nzOqqv4Sv+9JrRxMALMD7CZ9FAOYDiJMS5DDpfq3Nc7PbirP6kcM0H4v1zJMdxlCluLVu2TEMRYzm\nGQfD8IHZt1qtrj7XtWiBkB3Gh2Sytpmp6NrXjuTVsmMJc8Q7JiZOT97rvty55g7urgO4COAEzK1W\nJwCcqCgrvTKSMZIPGPLgBs75FwF0CyEKOOdzAfwMwHIAWwB8WghxlnP+Iud8tRBin4SvhRBCBkUJ\nHkKI3Qxnz/qH0J716LR17ZJuAPtDBwDgS68dVQDcAzPZsxDAXJjTu6bBZtU+7adbTgJRXr2T3nCK\nMfSdxmNbKW4tKvpqMYAx6A0G1MmyY+nPzYbMBQsN0cWY/RrUP6Tuzfmt9ogGMNtUlyVOS1njudF9\nUPNqAzWBbgFwBmYFSTihc7qirDQqEpOj1GCDG34J4Nehj5uA95q45wghzoY+fhPm+HJK8BBCbIkS\nPIQQ2xjunvX+Pkd71keHrWuX6ADOh47fhK//0mtH42CW1s/B+0mfuTDL6i1P/AR7Atf8bT7b9Am5\nU46seo/sGIYjuVuLmu0rDj3QGlDtm+DRdSW2uyfuaGKCx3Y/xxmsY1oaOqrbkGqr3lDpy7JmNFXd\naIK51edM36OirLRRZnzkPUMe3CCECAAIhC7+PYCXQx/Xhqp/qgA8BOB2PQEJIcQWKMFDCCEkqmxd\nu8SD9/tUvOdLrx11AeB4P+kzO3TMhDmVJCLaTjRfAWCrMdN3giV0zJQdw3Akdeu2quIaSGywpzug\n2mi69m3UX5mAufdekh3GbT2kVufu0NbKruK5AeBc+FBj1HPJs9PO/OpLhZTIsbfhDG5A6HbPwRwK\nsC501TMA/guABrNPkq0bpxNCxjZK8BBCCBkVtq5d4kWop0Xv67/02lEVwFS8n/CZDTMRNBu4u8lB\n/nbfOa0naLuqh+FSElvPM4bZsuMYjgSP7pQdw1DFBTqD7th02WEM6Nr1rHlzZl/yMRa5ZOidSmed\nUzPQXt2CtEhX8Xhg9si5EDrOw0zonN+6dklHhNcmETaEwQ3gnD8DM7Hz8VBFD4QQpwGE+/Z8GUCa\nNRETQsjwUYKHEELIqLZ17RINwKXQ8afen/vSa0fT8X6yZxbMbV4zQv8O+o68/WSzFwAb4ZAt58iu\nvwVEV4In1q/Hy45hqBL8HWqT7CAGEdQcSV5fzOE4l3+Z7Fhu5yG1etJvtI8GAXa3r129MN/cX7jN\ncW3r2iXGXT4+sanBBjdwzqcD+FsARUIIb6/rfwrg+zC33z0Vug0hhNgSJXgIIYSMWVvXLmlFn+bO\nYV967WgqPpjw6f3vJM+t7mN6QI+apsQDUVKaJsiOYbicQSNqtkkk+tuiIhl17Xq2d9YMew50SmVd\nk8ehbW8z0ocyvaoTZiVOOLHb+2NK4owtwxnc8NcwGyu/xjkPX1cCc3T6NpgVXr8MVfQQQogtMcOg\nv3GEEELIcHzptaPO1mONE/2tvukwt3/1PSbAZpO++sNie667Fu7JlR3HcP3dy42dLEp6YXTFpNUe\nmlw6TXYcg4mJ8Tc/WHwgjTHYZmJVbx1G4rVfax/LAlgPgDoA9aF/P/BxKHFLCCGEjDlUwUMIIYQM\n09a1SwJYi1r008dh3YZyJ4DJ+GDSZwrMKS7hI9GCUAflyKq/BDOeqKFqhi9akjsAEB/ozJIdw1D4\n/THjAgHHiZiY4EKJYQRhNjS+Ejquhj9OYe4rU9iN+v/zyDrqh2NznPOpMEfE1wAwYFbPvADg2zAn\nj82GOYq8BcDbAH4M4KXQ7WIAfFUIcZBzvhrA9wD4AewVQvyztV8JIYREF0rwEEKIRUbqBW+vx/sy\ngH8SQky17IsgQ1JRVhrA+1tCbmvdhvJkfDDhc7sjCxGuBFIzbiZE8vEjIcGjNyOKklKqocXDMFrB\nmL07LQO4cXN8+9QpNyL18B0wkze3O67DTObczCvZrPX3AHmRioxEQu8JVoUAvimECDcr3gbgd0KI\nV0OXvwrgF0KIlznnRQC+A3N71BYAnxZCnOWcv8g5Xy2E2CfhayGEkKhACR5CCLHWSLzgBed8PIDH\nrQ+fjJSKstJOmL1CzvV3m3UbylWYk75yAGT382/44+H3eVEDnXD4Fwz7fpIldWsdiKIEDwCoRrBR\nY07bJ3hq63NnDDPBEwTQCODWAMdNADfySjb3jGy0JIpkoZ/mxgAghPher4uTAFwLfZwjhDgb+vhN\nmH8DKcFDCCH9oAQPIYTIc6cveAHg3wFsBLA9MqERO6goK9Xw/pvkAYUqgsYDGNfryOhzufd16eq4\n62cYQ9SNeU9xa92yYxgup+br1BT7T3bv8cSlBgJqldOpJcCsKGzudfS93AigOa9kMzV0JLcTbnDs\ngpmQfXiQG2cDqACQBOD+0NW1oZMhVQAegplQJIQQ0g9K8BBCiLXu+gUv57wYgCfUnyCiwZLo0asi\n6OJQbr9uQzlTEttTYCZ80mCOhR/s3xSYP4tJkPgaIsWteQe/lb24gm6v12lJ2yUd5s9B76Mj9G8b\ngFaY20Bbb3dsLFvnB9ZZEScZ/XpXrM4G8FvO+WIhxG2TNEKIWwCWcc7XwpxaVQLgGQD/BUADcBxR\n1HuLEEJkoAQPIYRY665e8HLOPwazZ8/HrQqYjE4VZaUGUNoOoP1O7v/k9mddeD/Z09+RMIQjPvRv\nHIBYmP2m2EBrJ3dr/fZosat4f4fRHpcdvqgD8AHw9jo8fT52D/HowvsJnM6NZevc1nxFhAydEOI8\n59wDsxr1Q83pQ9uQTwoh2oQQr3HOfx6632kA4W3MX4aZbCaEENIPSvAQQogkd/iCdzHMfiuvh6p3\ncjjnvxFCfMrK2AnZsX5LOBnRNNKP/eT2Z50wEz2xeD/p896/3hhFgZkQcgBwhg7HAP/2bVTdN4HU\n97Lez2H0uazBnO4z0OED4E/33PTeSOF+AF6zSoaQsYNzng6zX1h/25Ifh/n37fuc8/kwG26Dc/5T\nAN8HcAbAUwD+NvLREkJI9KIEDyGESHInL3hDU7Te25fFOa+j5A4ZbXas3xIAEABw+1476y0NZ8RQ\nV3QSCSM4knwBgP+GmbxsA/AZIcTdNMYOb0lGaK3nhRD9JTe/A+AlzvnjMJO5z4aufxHmdi0PgF+G\nKnoIIYT0gxI8hBBirZF4wUsIIYT0NhITGn8IYIMQ4hDnfDOApwH8zx0GUwdzm2Z/n3+6z+VmAB+9\nze2qASy5kxgIIWQsogQPIYRYZKRe8Pa5zdQRCI0QQsjocacTGtcJITpDHzfBbMBOCCEkilCChxBC\nCCGEkOh21xMaw8kdznkCgM8D+GQE4yWEEBIBlOAhhBBy14bbA0IIsSl0vywA5wE8BqAKwFu9HnYC\ngG1CiO9a81UQQkjUGomR5OHkzisA/kMIcc6KwAkhhIwcSvAQQggZKUPuAdHLZgCXQ3fWABSHP8E5\nfx3ALyIeNSGEjCJ3OpKcc+4AUA7gZSHENitjJoQQMjL6jg0lhBBCRsKAPSAAgHN+P4AumJU/fT/3\nIIB3hRBXIxMeIYSMTkOc0PiF0G3fG0kO4B8B7BZCvBjxIAkhhEQEVfAQQggZKUPuAcE5jwHwLQCl\nAL5/m5t8BcDfRyBGQgi5I3eyFZVz/jUAnwMQAPCsEOII5zwFwG8ApMNMwnxaCOG7+/DuekLjcwDq\nQgl2oNd2WkIIIdGBEjyEEEJGynB6QHwdwFYhRDvn/AOf4JznAkgQQlyKdMCEEDJMwxlHPhfApwAs\nBbAAZkL7CIBvANglhPhPzvlGAAsBHLqLgOowMiPJJ9xpDIQQQuyBEjyEEEJG3GA9IGBW96ic8+cB\nzACwnHP+SSHEGQBrAbxtXbSEEHJHBtuK+jEAO0JJ7qOhAwDWASgCAKqQIYQQMpIowUMIIWTEDdYD\nQgiR3+u222BOyzoTumoZzPG9hBBiN8MZRz4VgJtz/gcAyQC+KoQ4ASAbwGc55x8DcAHAV0ZgixYh\nhBBCCR5CCCEjZjg9IAaSA6BxxKK6Q8PttwGgDMBLMM/qdwN4Wghxi3O+AMB/A9ABtAH4jBCix9Iv\nhhAyUoazFZUBSIDZ1DgfwE9gJrBjARwIbdHaCuCvYT5HEEIIIXeFEjyEEELu2nB7QAz0OSHEupGK\nawQMp9/G/wZwSQjxCc55AYBNAP4GwA8BbBBCHOKcbwbwNID/sfoLIcTO7iCh+hMAP4WZLFH///bu\nJ8Suq44D+LdFKBgVVCzaLhSkHqlQF7WotNhGK4SqiKLiQqpiQUJAbVBUbCBU02xasi9ECkLdKKV2\nEa3YKAm0SqyIC/PzDxQUJVY3IrjQOi7ueZqEmc57ybw3cyafDwy8d8+9d35v7nuL9517fifJvVX1\n89ba3iRHk7yQpJLcU1X/WUbNc0xFPZfkbFWtJTndX2OS/LGqnu6Pn0yydxn1AXDlsUw6AMxns34b\nN6Q3Sq2qU0lu69s/UFWzBqrPJ3n10iqEsVVV3VFVezMt2X2oqt7TQ9bvJ/lqH78/ycEkj/V9v5Lk\nSD/Hw0k+0qeBvjzJvmUVO8dy5Cdmv7/f7TNbjvypHkQlyc2ZgigAuGzu4AGAjS3Sb+NXmRpEf7e1\ndnuS1ydJVf29n2hPkruTfHSZBcMusVmg+tf8Pyx9ZX+eJDfPPnNZTqA691TUqnqmtbavtXay73ug\nDx1K8s3W2uFe49e3uEYArlACHgDY2CL9No4nuam1djrJT3JeH6Ee7nwvyYNV9evll72+S5gG80KS\n9/bDr07y2qp603nnO5rknbO/ETvHote6qu5vrX0xySeS/CvJ/qo6s+IeUosEqseS/Ky1dnemBsa3\nJRcEqq/L9N49tFXFXcpU1Ko6vM625zOtpAUAW0rAAwBz2KzfRv8v/v4kaa29LMkH++OXJHk8yaNV\n9cjKCt7Y3H2FuiN97JNJrp1tbK3dmORdmcKAXWUrwpEkv0jyo/NOe12m1eIeWNHLSBbrIfWWJB9P\n8rYkN2V6/57JantILRKofinTEuRH+mpUD2ZqZpzW2rWZVuI7UFV/W1KtALDjCHgAYA6b9dtord2V\n6W6WQ5m+6J/oQ19O8uOqOr6SQhez2TSYJP8LqfbnwmawDyX5WpLDS6ls+11WOFJVZ5LcMTtZa+1E\nkm+tsP6LbXat358pMPl3kmf7TzL1kFrmlKd1zdHA+NYk9/XHP0wPnVprr8j02buvqp5cRa0AsFMI\neABgY4ss/X4yyYE+RetPST7dtx9I8lxr7c7+/KneJHa7LDINZubDSX5QVf/sJ/hUpmlozy2nxB3n\nUsORJEm/9r+pqj+sd/ASLXKt35DkH621xzJNeTpYVb/crh5SczQw/l2St2e6y+qWJL/t2x9Kcqyq\nTmxwHADsWgIeAFjHov02evjxvnX2u26ra7tMi0yDmflMks/2Y16VKby6M1NosFtddjhy3vjnk3xh\nSXW+mEWu9VVJ9mQK827NtAz5Lf3YVfWQWiRQfSDJ8dbax/rzz7XWXpophLqhtXZP3/5oVT28tIoB\nYAcR8ADAFWqOaTCzL/fX98ArSd6d5DVJTiW5JskbW2vHqureFZS8SlsVjlyfZE9V/X4lVW9gjmt9\nLsnZqlpLcrr3IVpZD6lLCFT/nGnVuotds6WFAcBArt7uAgCA7THHNJgkeWuSmj2pqu9U1Y1V9Y4k\nH0ry7C4Mdy5QVWeTzMKR9ZxLcqqq1qrqdKY7embuyrQi2baa41qfSLKv7/vmJLPpZDu5hxQAcB53\n8ADAlWWRaTDJFAr85UXGd705w5H9Sb59UTiSTHfyPLHcCjc097Wuqmdaa/taayf7vgf60E7rIQUA\nbOCqtbW17a4BAGDHuGiZ9GQKPI5W1eN9/JFctJx8a+1wktv7vger6um+/Ykk36iqn66qfgDgyiTg\nAQAAABicHjwAAAAAgxPwAAAAAAxOwAMAAAAwOAEPAAAAwOAEPAAAAACDE/AAAAAADE7AAwAAADA4\nAQ8AAADA4AQ8AAAAAIMT8AAAAAAMTsADAAAAMDgBDwAAAMDgBDwAAAAAgxPwAAAAAAxOwAMAAAAw\nOAEPAAAAwOAEPAAAAACDE/AAAAAADE7AAwAAADA4AQ8AAADA4AQ8AAAAAIMT8AAAAAAMTsADAAAA\nMDgBDwAAAMDgBDwAAAAAgxPwAAAAAAxOwAMAAAAwOAEPAAAAwOAEPAAAAACDE/AAAAAADE7AAwAA\nADA4AQ8AAADA4AQ8AAAAAIMT8AAAAAAMTsADAAAAMDgBDwAAAMDg/gtOInx9jiLjVgAAAABJRU5E\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f3994ef98>"
      ]
     },
     "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": 174,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:13.178301Z",
     "start_time": "2017-05-24T16:43:12.364643+01:00"
    },
    "nbpresent": {
     "id": "f0f3cc42-5aa4-4f22-a971-8b4759d50c3f"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHgAAAIuCAYAAADE9b+TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f3970c160>"
      ]
     },
     "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"
    },
    "nbpresent": {
     "id": "cb02ebec-1d52-480b-bb32-f29b0d9f3449"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Web Assets and Joins (AKA BeautifulSoup)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:13.405938Z",
     "start_time": "2017-05-24T16:43:13.179471+01:00"
    },
    "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": 176,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:13.425184Z",
     "start_time": "2017-05-24T16:43:13.407502+01:00"
    },
    "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": 177,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:14.299233Z",
     "start_time": "2017-05-24T16:43:13.426511+01:00"
    },
    "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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <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": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_excel(constituency_urls['North Antrim']).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:14.901805Z",
     "start_time": "2017-05-24T16:43:14.301970+01:00"
    },
    "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": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_excel(constituency_urls['North Antrim'], skiprows=3).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:15.411586Z",
     "start_time": "2017-05-24T16:43:14.903319+01:00"
    },
    "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",
       "    <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": 179,
     "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": 180,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:15.932197Z",
     "start_time": "2017-05-24T16:43:15.414155+01:00"
    },
    "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",
       "      <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",
       "    <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": 180,
     "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": 181,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:25.018018Z",
     "start_time": "2017-05-24T16:43:15.933956+01:00"
    },
    "collapsed": 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": 182,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:25.057765Z",
     "start_time": "2017-05-24T16:43:25.020431+01:00"
    },
    "nbpresent": {
     "id": "9a63bc9b-cfae-47b2-aa77-9119abc646ca"
    },
    "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",
       "    <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": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "constituency_frames['North Antrim'].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "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": 183,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:25.540958Z",
     "start_time": "2017-05-24T16:43:25.060097+01:00"
    },
    "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": 183,
     "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": 184,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:32.742484Z",
     "start_time": "2017-05-24T16:43:25.542347+01:00"
    },
    "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>1401</td>\n",
       "      <td>ANNAGORA ROAD</td>\n",
       "      <td>PORTADOWN</td>\n",
       "      <td>BT62 4JE</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1401</td>\n",
       "      <td>BALLYNARRY ROAD</td>\n",
       "      <td>PORTADOWN</td>\n",
       "      <td>BT62 1TX, BT62 1TY</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1401</td>\n",
       "      <td>BATTLEHILL ROAD</td>\n",
       "      <td>PORTADOWN</td>\n",
       "      <td>BT62 4ER</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1401</td>\n",
       "      <td>BELMONT ROAD</td>\n",
       "      <td>PORTADOWN</td>\n",
       "      <td>BT62 1RJ, BT62 1RL</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1401</td>\n",
       "      <td>BIRCHES ROAD</td>\n",
       "      <td>PORTADOWN</td>\n",
       "      <td>BT62 1LS, BT62 1TL</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Ward           Street Postal Address           Post Code Base Post Code  \\\n",
       "0  1401    ANNAGORA ROAD      PORTADOWN            BT62 4JE           BT62   \n",
       "1  1401  BALLYNARRY ROAD      PORTADOWN  BT62 1TX, BT62 1TY           BT62   \n",
       "2  1401  BATTLEHILL ROAD      PORTADOWN            BT62 4ER           BT62   \n",
       "3  1401     BELMONT ROAD      PORTADOWN  BT62 1RJ, BT62 1RL           BT62   \n",
       "4  1401     BIRCHES ROAD      PORTADOWN  BT62 1LS, BT62 1TL           BT62   \n",
       "\n",
       "  Constituency  \n",
       "0   Upper Bann  \n",
       "1   Upper Bann  \n",
       "2   Upper Bann  \n",
       "3   Upper Bann  \n",
       "4   Upper Bann  "
      ]
     },
     "execution_count": 184,
     "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": {
    "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": 185,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:32.776117Z",
     "start_time": "2017-05-24T16:43:32.744369+01:00"
    },
    "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>BT62</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BT62</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BT62</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BT62</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BT62</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Base Post Code Constituency\n",
       "0           BT62   Upper Bann\n",
       "1           BT62   Upper Bann\n",
       "2           BT62   Upper Bann\n",
       "3           BT62   Upper Bann\n",
       "4           BT62   Upper Bann"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "constituency_frame[['Base Post Code','Constituency']].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "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": 186,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:32.800808Z",
     "start_time": "2017-05-24T16:43:32.777301+01:00"
    },
    "nbpresent": {
     "id": "7487fdfe-2900-4598-845c-cbdd7c1ee102"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['East Londonderry', 'Mid Ulster', 'South Antrim', 'East Antrim',\n",
       "       'North Antrim'], dtype=object)"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "constituency_frame[constituency_frame['Base Post Code'] == 'BT41']\\\n",
    "    .Constituency.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:32.975454Z",
     "start_time": "2017-05-24T16:43:32.802276+01:00"
    },
    "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": 187,
     "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": 188,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:33.030021Z",
     "start_time": "2017-05-24T16:43:32.976939+01:00"
    },
    "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": 188,
     "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": {
    "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": 189,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:33.080668Z",
     "start_time": "2017-05-24T16:43:33.031358+01:00"
    },
    "nbpresent": {
     "id": "dbadca8a-1740-421a-ade9-720dba394a90"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1747, 6)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(1747, 7)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>Postcode</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Date</th>\n",
       "      <th>Cash</th>\n",
       "      <th>Constituency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aaron Newell</td>\n",
       "      <td>BT39</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2015-09-04</td>\n",
       "      <td>19084.69</td>\n",
       "      <td>South Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>27600.66</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>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>30507.19</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>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>34416.23</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>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>50543.44</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>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>52297.88</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>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>53369.70</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Acheson &amp; Glover Precast Ltd</td>\n",
       "      <td>BT75</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-07-13</td>\n",
       "      <td>53475.84</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ACL Developments Ltd</td>\n",
       "      <td>BT80</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>7209.13</td>\n",
       "      <td>Mid Ulster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Adam Cardwell OBO Cardwell Brothers Engineering</td>\n",
       "      <td>BT80</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-30</td>\n",
       "      <td>34181.14</td>\n",
       "      <td>Mid Ulster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Adam Cardwell OBO Cardwell Brothers Engineering</td>\n",
       "      <td>BT80</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-04</td>\n",
       "      <td>44012.45</td>\n",
       "      <td>Mid Ulster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Adam Cardwell OBO Cardwell Brothers Engineering</td>\n",
       "      <td>BT80</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2015-11-07</td>\n",
       "      <td>15282.64</td>\n",
       "      <td>Mid Ulster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Adrian &amp; Helen Morrison</td>\n",
       "      <td>BT80</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>2016-02-16</td>\n",
       "      <td>8216.57</td>\n",
       "      <td>Mid Ulster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Adrian Caldwell</td>\n",
       "      <td>BT81</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-02</td>\n",
       "      <td>30488.62</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Adrian Caldwell</td>\n",
       "      <td>BT81</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-02</td>\n",
       "      <td>34081.26</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Adrian Caldwell</td>\n",
       "      <td>BT81</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>198.0</td>\n",
       "      <td>2016-02-26</td>\n",
       "      <td>11741.57</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Adrian Wilson</td>\n",
       "      <td>BT42</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-13</td>\n",
       "      <td>21116.78</td>\n",
       "      <td>South Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Adrian Wilson</td>\n",
       "      <td>BT42</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-13</td>\n",
       "      <td>25555.41</td>\n",
       "      <td>South Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Agricultural and Industrial Services 2012 Limited</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>21627.16</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Aidan &amp; Julie McKillop</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-06-16</td>\n",
       "      <td>56927.74</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>AJ Plumbing Supplies</td>\n",
       "      <td>BT24</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2016-02-28</td>\n",
       "      <td>1186.51</td>\n",
       "      <td>Strangford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>AJ Plumbing Supplies</td>\n",
       "      <td>BT32</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2015-11-17</td>\n",
       "      <td>3872.90</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>AJ Plumbing Supplies</td>\n",
       "      <td>BT34</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2014-11-21</td>\n",
       "      <td>8955.58</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alan &amp; Ann Carson</td>\n",
       "      <td>BT53</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-25</td>\n",
       "      <td>29642.03</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Alan Campbell</td>\n",
       "      <td>BT53</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>120.0</td>\n",
       "      <td>2016-02-14</td>\n",
       "      <td>11277.69</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Alan Hall</td>\n",
       "      <td>BT76</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-10</td>\n",
       "      <td>23314.29</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Alan McCay OBO Castlewarren Dairy</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>9223.20</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Alan McConnell OBO W,C &amp; A McConnell</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-03-26</td>\n",
       "      <td>34858.36</td>\n",
       "      <td>Newry and Armagh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Alan McConnell OBO W,C &amp; A McConnell</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-03-26</td>\n",
       "      <td>35891.35</td>\n",
       "      <td>Newry and Armagh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Alan McConnell OBO W,C &amp; A McConnell</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-03-26</td>\n",
       "      <td>37910.84</td>\n",
       "      <td>Newry and Armagh</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>1717</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-05-21</td>\n",
       "      <td>38004.08</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1718</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-02</td>\n",
       "      <td>16978.91</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1719</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-02</td>\n",
       "      <td>17333.37</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1720</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-10-17</td>\n",
       "      <td>57834.02</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1721</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-10-17</td>\n",
       "      <td>71399.37</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1722</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-10-17</td>\n",
       "      <td>74397.57</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1723</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-25</td>\n",
       "      <td>22725.27</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1724</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-25</td>\n",
       "      <td>28355.31</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1725</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-25</td>\n",
       "      <td>41155.07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1726</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-25</td>\n",
       "      <td>44172.60</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1727</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-23</td>\n",
       "      <td>62523.73</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1728</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-23</td>\n",
       "      <td>63436.63</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1729</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-13</td>\n",
       "      <td>36724.48</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1730</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-13</td>\n",
       "      <td>38223.39</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1731</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-09</td>\n",
       "      <td>50708.91</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1732</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-09</td>\n",
       "      <td>51967.73</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1733</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-09</td>\n",
       "      <td>52295.96</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1734</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-09</td>\n",
       "      <td>53637.02</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1735</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>7579.23</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1736</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-28</td>\n",
       "      <td>46111.60</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1737</th>\n",
       "      <td>Woodland Kitchens (N.I.) Ltd</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>11811.21</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1738</th>\n",
       "      <td>Woodland Kitchens (N.I.) Ltd</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>16208.70</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1739</th>\n",
       "      <td>Woodland Kitchens (N.I.) Ltd</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>22270.75</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1740</th>\n",
       "      <td>Woodland Kitchens (N.I.) Ltd</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>24337.67</td>\n",
       "      <td>North Antrim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1741</th>\n",
       "      <td>Woodvale Construction Company Ltd</td>\n",
       "      <td>BT79</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2015-10-27</td>\n",
       "      <td>8805.18</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1742</th>\n",
       "      <td>Woodvale Construction Company Ltd</td>\n",
       "      <td>BT79</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>17016.91</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1743</th>\n",
       "      <td>Woodvale Construction Company Ltd</td>\n",
       "      <td>BT79</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>4138.04</td>\n",
       "      <td>West Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1744</th>\n",
       "      <td>Wrights Poultry Ltd</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>2016-02-22</td>\n",
       "      <td>13727.99</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1745</th>\n",
       "      <td>Wrights Poultry Ltd</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>2016-02-22</td>\n",
       "      <td>17171.61</td>\n",
       "      <td>Fermanagh and South Tyrone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1746</th>\n",
       "      <td>Youth With A Mission (NI) Ltd</td>\n",
       "      <td>BT34</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-20</td>\n",
       "      <td>10892.78</td>\n",
       "      <td>Upper Bann</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1747 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                Company  Postcode  \\\n",
       "0                                          Aaron Newell      BT39   \n",
       "1                          Acheson & Glover Precast Ltd      BT75   \n",
       "2                          Acheson & Glover Precast Ltd      BT75   \n",
       "3                          Acheson & Glover Precast Ltd      BT75   \n",
       "4                          Acheson & Glover Precast Ltd      BT75   \n",
       "5                          Acheson & Glover Precast Ltd      BT75   \n",
       "6                          Acheson & Glover Precast Ltd      BT75   \n",
       "7                          Acheson & Glover Precast Ltd      BT75   \n",
       "8                                  ACL Developments Ltd      BT80   \n",
       "9       Adam Cardwell OBO Cardwell Brothers Engineering      BT80   \n",
       "10      Adam Cardwell OBO Cardwell Brothers Engineering      BT80   \n",
       "11      Adam Cardwell OBO Cardwell Brothers Engineering      BT80   \n",
       "12                              Adrian & Helen Morrison      BT80   \n",
       "13                                      Adrian Caldwell      BT81   \n",
       "14                                      Adrian Caldwell      BT81   \n",
       "15                                      Adrian Caldwell      BT81   \n",
       "16                                        Adrian Wilson      BT42   \n",
       "17                                        Adrian Wilson      BT42   \n",
       "18    Agricultural and Industrial Services 2012 Limited      BT62   \n",
       "19                               Aidan & Julie McKillop      BT44   \n",
       "20                                 AJ Plumbing Supplies      BT24   \n",
       "21                                 AJ Plumbing Supplies      BT32   \n",
       "22                                 AJ Plumbing Supplies      BT34   \n",
       "23                                    Alan & Ann Carson      BT53   \n",
       "24                                        Alan Campbell      BT53   \n",
       "25                                            Alan Hall      BT76   \n",
       "26                    Alan McCay OBO Castlewarren Dairy      BT82   \n",
       "27                 Alan McConnell OBO W,C & A McConnell      BT60   \n",
       "28                 Alan McConnell OBO W,C & A McConnell      BT60   \n",
       "29                 Alan McConnell OBO W,C & A McConnell      BT60   \n",
       "...                                                 ...       ...   \n",
       "1717                                           Withheld  WITHHELD   \n",
       "1718                                           Withheld  WITHHELD   \n",
       "1719                                           Withheld  WITHHELD   \n",
       "1720                                           Withheld  WITHHELD   \n",
       "1721                                           Withheld  WITHHELD   \n",
       "1722                                           Withheld  WITHHELD   \n",
       "1723                                           Withheld  WITHHELD   \n",
       "1724                                           Withheld  WITHHELD   \n",
       "1725                                           Withheld  WITHHELD   \n",
       "1726                                           Withheld  WITHHELD   \n",
       "1727                                           Withheld  WITHHELD   \n",
       "1728                                           Withheld  WITHHELD   \n",
       "1729                                           Withheld  WITHHELD   \n",
       "1730                                           Withheld  WITHHELD   \n",
       "1731                                           Withheld  WITHHELD   \n",
       "1732                                           Withheld  WITHHELD   \n",
       "1733                                           Withheld  WITHHELD   \n",
       "1734                                           Withheld  WITHHELD   \n",
       "1735                                           Withheld  WITHHELD   \n",
       "1736                                           Withheld  WITHHELD   \n",
       "1737                       Woodland Kitchens (N.I.) Ltd      BT44   \n",
       "1738                       Woodland Kitchens (N.I.) Ltd      BT44   \n",
       "1739                       Woodland Kitchens (N.I.) Ltd      BT44   \n",
       "1740                       Woodland Kitchens (N.I.) Ltd      BT44   \n",
       "1741                  Woodvale Construction Company Ltd      BT79   \n",
       "1742                  Woodvale Construction Company Ltd      BT79   \n",
       "1743                  Woodvale Construction Company Ltd      BT79   \n",
       "1744                                Wrights Poultry Ltd      BT77   \n",
       "1745                                Wrights Poultry Ltd      BT77   \n",
       "1746                      Youth With A Mission (NI) Ltd      BT34   \n",
       "\n",
       "                      Type  Capacity (kWtH)       Date      Cash  \\\n",
       "0     Solid Biomass Boiler             60.0 2015-09-04  19084.69   \n",
       "1     Solid Biomass Boiler             99.0 2015-11-06  27600.66   \n",
       "2     Solid Biomass Boiler             99.0 2015-11-06  30507.19   \n",
       "3     Solid Biomass Boiler             99.0 2015-11-06  34416.23   \n",
       "4     Solid Biomass Boiler             99.0 2015-07-13  50543.44   \n",
       "5     Solid Biomass Boiler             99.0 2015-07-13  52297.88   \n",
       "6     Solid Biomass Boiler             99.0 2015-07-13  53369.70   \n",
       "7     Solid Biomass Boiler             99.0 2015-07-13  53475.84   \n",
       "8     Solid Biomass Boiler             43.0 2015-11-06   7209.13   \n",
       "9     Solid Biomass Boiler             99.0 2015-10-30  34181.14   \n",
       "10    Solid Biomass Boiler             99.0 2015-11-04  44012.45   \n",
       "11    Solid Biomass Boiler             60.0 2015-11-07  15282.64   \n",
       "12    Solid Biomass Boiler            199.0 2016-02-16   8216.57   \n",
       "13    Solid Biomass Boiler             99.0 2015-11-02  30488.62   \n",
       "14    Solid Biomass Boiler             99.0 2015-11-02  34081.26   \n",
       "15    Solid Biomass Boiler            198.0 2016-02-26  11741.57   \n",
       "16    Solid Biomass Boiler             99.0 2015-10-13  21116.78   \n",
       "17    Solid Biomass Boiler             99.0 2015-10-13  25555.41   \n",
       "18    Solid Biomass Boiler             99.0 2015-11-09  21627.16   \n",
       "19    Solid Biomass Boiler             99.0 2015-06-16  56927.74   \n",
       "20    Solid Biomass Boiler             43.0 2016-02-28   1186.51   \n",
       "21    Solid Biomass Boiler             43.0 2015-11-17   3872.90   \n",
       "22    Solid Biomass Boiler             43.0 2014-11-21   8955.58   \n",
       "23    Solid Biomass Boiler             99.0 2015-10-25  29642.03   \n",
       "24    Solid Biomass Boiler            120.0 2016-02-14  11277.69   \n",
       "25    Solid Biomass Boiler             99.0 2015-11-10  23314.29   \n",
       "26    Solid Biomass Boiler             40.0 2015-10-14   9223.20   \n",
       "27    Solid Biomass Boiler             99.0 2015-03-26  34858.36   \n",
       "28    Solid Biomass Boiler             99.0 2015-03-26  35891.35   \n",
       "29    Solid Biomass Boiler             99.0 2015-03-26  37910.84   \n",
       "...                    ...              ...        ...       ...   \n",
       "1717  Solid Biomass Boiler             99.0 2015-05-21  38004.08   \n",
       "1718  Solid Biomass Boiler             99.0 2015-11-02  16978.91   \n",
       "1719  Solid Biomass Boiler             99.0 2015-11-02  17333.37   \n",
       "1720  Solid Biomass Boiler             99.0 2014-10-17  57834.02   \n",
       "1721  Solid Biomass Boiler             99.0 2014-10-17  71399.37   \n",
       "1722  Solid Biomass Boiler             99.0 2014-10-17  74397.57   \n",
       "1723  Solid Biomass Boiler             99.0 2015-10-25  22725.27   \n",
       "1724  Solid Biomass Boiler             99.0 2015-10-25  28355.31   \n",
       "1725  Solid Biomass Boiler             99.0 2015-10-25  41155.07   \n",
       "1726  Solid Biomass Boiler             99.0 2015-10-25  44172.60   \n",
       "1727  Solid Biomass Boiler             99.0 2015-10-23  62523.73   \n",
       "1728  Solid Biomass Boiler             99.0 2015-10-23  63436.63   \n",
       "1729  Solid Biomass Boiler             99.0 2015-11-13  36724.48   \n",
       "1730  Solid Biomass Boiler             99.0 2015-11-13  38223.39   \n",
       "1731  Solid Biomass Boiler             99.0 2015-10-09  50708.91   \n",
       "1732  Solid Biomass Boiler             99.0 2015-10-09  51967.73   \n",
       "1733  Solid Biomass Boiler             99.0 2015-10-09  52295.96   \n",
       "1734  Solid Biomass Boiler             99.0 2015-10-09  53637.02   \n",
       "1735  Solid Biomass Boiler             45.0 2014-08-31   7579.23   \n",
       "1736  Solid Biomass Boiler             99.0 2015-10-28  46111.60   \n",
       "1737  Solid Biomass Boiler             95.0 2015-11-03  11811.21   \n",
       "1738  Solid Biomass Boiler             95.0 2015-11-03  16208.70   \n",
       "1739  Solid Biomass Boiler             95.0 2015-11-03  22270.75   \n",
       "1740  Solid Biomass Boiler             95.0 2015-11-03  24337.67   \n",
       "1741  Solid Biomass Boiler             50.0 2015-10-27   8805.18   \n",
       "1742  Solid Biomass Boiler             99.0 2015-11-09  17016.91   \n",
       "1743  Solid Biomass Boiler             49.0 2015-11-09   4138.04   \n",
       "1744  Solid Biomass Boiler            199.0 2016-02-22  13727.99   \n",
       "1745  Solid Biomass Boiler            199.0 2016-02-22  17171.61   \n",
       "1746  Solid Biomass Boiler             99.0 2015-10-20  10892.78   \n",
       "\n",
       "                    Constituency  \n",
       "0                   South Antrim  \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     Fermanagh and South Tyrone  \n",
       "8                     Mid Ulster  \n",
       "9                     Mid Ulster  \n",
       "10                    Mid Ulster  \n",
       "11                    Mid Ulster  \n",
       "12                    Mid Ulster  \n",
       "13                   West Tyrone  \n",
       "14                   West Tyrone  \n",
       "15                   West Tyrone  \n",
       "16                  South Antrim  \n",
       "17                  South Antrim  \n",
       "18                    Upper Bann  \n",
       "19                  North Antrim  \n",
       "20                    Strangford  \n",
       "21                    Upper Bann  \n",
       "22                    Upper Bann  \n",
       "23                  North Antrim  \n",
       "24                  North Antrim  \n",
       "25                   West Tyrone  \n",
       "26                   West Tyrone  \n",
       "27              Newry and Armagh  \n",
       "28              Newry and Armagh  \n",
       "29              Newry and Armagh  \n",
       "...                          ...  \n",
       "1717                         NaN  \n",
       "1718                         NaN  \n",
       "1719                         NaN  \n",
       "1720                         NaN  \n",
       "1721                         NaN  \n",
       "1722                         NaN  \n",
       "1723                         NaN  \n",
       "1724                         NaN  \n",
       "1725                         NaN  \n",
       "1726                         NaN  \n",
       "1727                         NaN  \n",
       "1728                         NaN  \n",
       "1729                         NaN  \n",
       "1730                         NaN  \n",
       "1731                         NaN  \n",
       "1732                         NaN  \n",
       "1733                         NaN  \n",
       "1734                         NaN  \n",
       "1735                         NaN  \n",
       "1736                         NaN  \n",
       "1737                North Antrim  \n",
       "1738                North Antrim  \n",
       "1739                North Antrim  \n",
       "1740                North Antrim  \n",
       "1741                 West Tyrone  \n",
       "1742                 West Tyrone  \n",
       "1743                 West Tyrone  \n",
       "1744  Fermanagh and South Tyrone  \n",
       "1745  Fermanagh and South Tyrone  \n",
       "1746                  Upper Bann  \n",
       "\n",
       "[1747 rows x 7 columns]"
      ]
     },
     "execution_count": 189,
     "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": {
    "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": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:40:59.883815Z",
     "start_time": "2017-05-24T16:40:59.848347+01:00"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:33.099149Z",
     "start_time": "2017-05-24T16:43:33.082307+01:00"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "con_df.loc[con_df.Postcode=='WITHHELD','Constituency'] = 'Withheld'\n",
    "con_df['Constituency']= con_df.Constituency.fillna('National Trust')\n",
    "con_df = con_df[~con_df.Cash.isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:33.522835Z",
     "start_time": "2017-05-24T16:43:33.100523+01:00"
    },
    "nbpresent": {
     "id": "6b5e5ad2-085b-4ff0-adea-933e9ae76007"
    },
    "scrolled": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHsAAAIuCAYAAAAvwgSQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmUXGdhp/+nqnrXau2WZe3SlWXJNt5tvNvYJEQUoaGB\nkBAI2ToJWUaZzEyWGcJMMr9MUj+SSUhISIBAArRZglIsIQvIS2OwZWuXfLXYkqx937t6qbrzR5Vt\n2ZZtSW71W1X9fM6p06J6e9qHY0tf3XpvKkkSJEmSJEmSVB/SoQMkSZIkSZI0eBx7JEmSJEmS6ohj\njyRJkiRJUh1x7JEkSZIkSaojjj2SJEmSJEl1xLFHkiRJkiSpjjj2SJIkSZIk1RHHHkmSJEmSpDri\n2CNJkiRJklRHHHskSZIkSZLqiGOPJEmSJElSHXHskSRJkiRJqiOOPZIkSZIkSXXEsUeSJEmSJKmO\nOPZIkiRJkiTVEcceSZIkSZKkOuLYI0mSJEmSVEcceyRJkiRJkuqIY48kSZIkSVIdceyRJEmSJEmq\nI449kiRJkiRJdcSxR5IkSZIkqY449kiSJEmSJNURxx5JkiRJkqQ64tgjSZIkSZJURxx7JEmSJEmS\n6ohjjyRJkiRJUh1x7JEkSZIkSaojjj2SJEmSJEl1xLFHkiRJkiSpjjj2SJIkSZIk1RHHHkmSJEmS\npDri2CNJkiRJklRHHHskSZIkSZLqiGOPJEmSJElSHXHskSRJkiRJqiOOPZIkSZIkSXXEsUeSJEmS\nJKmOOPZIkiRJkiTVEcceSZIkSZKkOuLYI0mSJEmSVEcceyRJkiRJkuqIY48kSZIkSVIdceyRJEmS\nJEmqI449kiRJkiRJdcSxR5IkSZIkqY449kiSJEmSJNURxx5JkiRJkqQ64tgjSZIkSZJURxx7JEmS\nJEmS6ohjjyRJkiRJUh1x7JEkSZIkSaojjj2SJEmSJEl1xLFHkiRJkiSpjjj2SJIkSZIk1ZGG0AGS\nVE2iKLoL+JU4jt91xnMfBQ7GcfwXF/n7fhlYDySU//38c3EcP32xvqckSZKk+uSVPZJUPR6K4/iu\nOI7vBj4F/EboIEmSJEm1xyt7JOkcRVE0k/LVNzEQAU/EcfxLURR9FjgJLAAmAB+K43hlFEW/BLwf\nKAFfj+M4V7lKaDYwC7grjuPiq3y7ycCuyve9D/ifQB9wBOgAbgV+pfK1rwC+Esfx70dRtBz4N+Ce\nSsuSOI53DOI/BkmSJElVzit7JOn8XA38N+BG4IYoiq6uPN8Qx/F9wO8B/z2KolnAu4HbgDuA9iiK\nplc+timO49vPMvTcGUXR8iiKngQ+DPxN5flLgJ+I4/hO4DjwQOX5G4EPArcAHznj6xyP4/he4NvA\nOwfjh5YkSZJUO7yyR5LOTVJ5uymO4+cAoij6IeUrfAD+vfL2MeCPKA8x84DvVZ4fBcys/PrxV/ke\nDz1/VlAURXcAD1Ieig4AfxtFUQPlq4K+C5wAnorj+HTl48/8Oo9U3u4Exp/nzylJkiSpxjn2SNJL\nHQDGvuy5icCayq/PvCIyxYsjUPplz/UB34zj+BfO/EJRFN1Ted9riuP44SiK5kdRlAE+DbwtjuON\nURSdeUj0wKt8+pnPp17ve0nVrKOrMwM0v86j6XXeB+WXPL78UbyIz5/5XD9w6vnHg+/5q8Ig/iOS\nJEl6BcceSXqpTcC0KIrmxnG8JYqiiZTPv/kY0ArMiaLoUmAfcBPwl8DbKL9c60HKL6naADwJ/FEU\nRW1AD/CnwH8914goiuYAR+M4LkZRNAbYEUXRWOBuXhyepKA6ujqbKL/McOxZHs8/P4LXH2te65EZ\nsh9oiHR0dRY5Y/yhfObXoPz6wff81audAyZJkoYRxx5JOkMcx/1RFL0f+JsoitKUr4z5SBzH+yoH\nNMfAHwILge/Hcby+8hKq1iiKvgFMA34qjuMdURT9KfAw5b/h/3ocxz0ve7nVy91ZOWAZoJHyuT0A\nnwC6KQ9R/wf4KPDbg/Qjaxjr6Ops4NVHmnN5vnXoq+tCBhhdeQyqjq7OXs4+CB0DDgEHK2/P+njw\nPX/1alcMSpKkGpJKkuT1P0qS9PzduL4Sx/H1L3v+s5XnvxGiS4IXXu40GZgKXFp5O4XyuU1nG2ou\noXzVjXSm45xlECqsuW1nUhh5AthP+eWu+4H9+Vz2SLBSSZL0qryyR5KkKlYZcabw4oDz/NupL3tu\nEt5lU2/c81cczX7+iSRJ7UoKI6ZyljPAlixd1k95HNpfeewDdgG7X/Z2Tz6X7b/o9ZIkCfDKHkmS\ngqi8hOpsI87L307EEUcBFY+Nf6gvvuHON/hlEsqj0NmGoDPfHsjnsv7mVJKkN8ixR5KkQdbR1dlC\n+cqI2cDlnP1qnAk44qgG9G68cWPpxLgrhujb9QN7KA8/zwHbgW2Vx7PAtnwue3qIWiRJqlmOPZIk\nXYCOrs6xwFxgzssecymPOd72XjUvKaW2F1Y8MCN0x8sc4Izx5+WPfC7bEyZLkqTq4dgjSdJZdHR1\npihfhfP8gPPyUWdcuDppaBSPTFret/nau0J3nIeE8tlB23jpFUHPAJuBHflcthSoTZKkIePYI0ka\ntirn5szklVfmzKH8EixvLa5hrbD+5k3JqbHzQ3cMogKwFdh0xiMGNuVz2QMhwyRJGkyOPZKkutbR\n1TmCV16V8/xjOt6ZUjqrpJR+prDi/tmv/5F14wjlq3/ONgR5TpAkqaY49kiS6kLlKp35wFXA4srj\nKqDazhuRakLx8OTlfVvedFfojiqQUD4w+vkBaCOwDliXz2X3hQyTJOnVOPZIkmpOR1fnZbx00FkM\nLACaQ3ZJ9aSw7tatyenRc0J3VLkDwHpgLZUBiPIIdDxolSRp2HPskSRVrY6uzpHAIl56tc5iPBxZ\nuqiSYnpT4cn76+msnqG2gzPGH8pj0MZ8LtsbtEqSNGw49kiSguvo6sxQfgnWy6/WmYm3MJeG3MDB\nqcv7n7nqrtAddaYIbOHF8WctsDKfyz4btEqSVJcceyRJQ6qjq/NSXjnqXAG0hOyS9KLCmtu2J4WR\nnnc1NI4AT1UeT1bebsnnsv4mXZJ0wRx7JEkXTUdX5zzgJuB6Xhx2JgSNkvSakmJmY+HJt1wRumOY\nOwas4qUDUJzPZUtBqyRJNcOxR5I0KDq6OidRHnZurDxuAC4JGiXpvA3sn7a8f9uiu0J36BVOAqt5\ncfx5kvI5QMWgVZKkquTYI0k6bx1dnSOA63hx2LkRb3Eu1YXC6jt2Jr1t00J36Jz0UB6Afgg8BjyW\nz2V3hE2SJFUDxx5J0mvq6OpMAVcCN1O+cucmYCGQCdklafAlAw3rCk/dtyh0h96Q3VSGn8rjSe8C\nJknDj2OPJOklOro6R1Eedm4FbqE87owNGiVpSAzsm/5Q//aFd4bu0KDqA1ZyxgCUz2WfC5skSbrY\nHHskaZjr6OqcQ3nYef6xCEgHjZI05JKEUu/qO/cnfa1TQrfootvFS6/+ecqrfySpvjj2SNIw0tHV\n2UL5zljPDzu3AJOCRkmqCslA4+rCU/deHbpDQfRRPvD5YWA58Gg+lz0ZtEiS9IY49khSHevo6sxQ\nPjz53srjFqA5aJSkqtS/Z+bDA88tuCN0h6rCAOU7fi3nxfHnRMggSdL5ceyRpDrT0dV5JeVh5z7g\nTmB02CJJ1S5JKBZW3X2Y/uaJoVtUlYq8cvw5HjJIkvTaHHskqcZ1dHVeTnnYuRe4B7g0bJGkWpP0\nN60srLznTaE7VDOKlA99Xl55POL4I0nVxbFHkmpMR1fnJZRHneev3pkXtkhSrevfNfuRgV3zbw/d\noZpVBFZRHn7+HXgon8v2BC2SpGHOsUeSqlxHV2crcBsvXr3zJrxblqRBkiT0F1bec5KBpktCt6hu\n9AKPAN8BvpPPZdcG7pGkYcexR5KqTOVQ5Rt48VDlW/FQZUkXSdLXvKKw6u7rQ3eoru0B/pXy+PNv\n+Vz2YOAeSap7jj2SVAU6ujoX8tJDlceELZI0XPTvnPfowO45t4Xu0LBRonzez3cqj8fyuWx/2CRJ\nqj+OPZIUQEdX5zjgbcD9lM/fmRq2SNJwlCT0Fp66t0Cx0YFZoZwAvseLL/naGrhHkuqCY48kDZGO\nrs6ZwDsqj9uATNAgScNeqbfl8d7Vd90YukM6w1bgW8A/Uz7o2at+JOkCOPZI0kXU0dX5JsrjTha4\nOnCOJL1E/47o+wN7Z90aukN6FceAb1Mefr6dz2WPBu6RpJrh2CNJg6ijq7MBuJ0XB54ZYYsk6eyS\nhJ7Ck/cVKTWMDN0inYN+ynf4+mfgn/O57LOBeySpqjn2SNIb1NHV2Qa8lfLA8zZgXNgiSXp9pULb\nY71r7rgldId0gdZRGX6Ax/O5rH+okaQzOPZI0gXo6OqcCLyd8sBzH9AStkiSzk/ftiseK+6f4dij\nerAX+Abl4eff87lsT+AeSQrOsUeSzlFHV+ccXjxg+VYgHbZIki5MknCysOItGZJMa+gWaZCdBv4V\n+DKQz+eyJwL3SFIQjj2S9Bo6ujqv58WB58rAOZI0KEo9I77fu/Z2D2ZWvSsA/wI8SHn4ORm4R5KG\njGOPJJ2ho6uzEbiL8rjzdmBa0CBJugj6nr3y8eKBy73luoaTHsp39noQ+EY+lz0VuEeSLirHHknD\nXkdXZ4rywPNTwI8DY4MGSdJFlCQcK6y4v5Uk3RS6RQrkNPAtysPPN/O57OnAPZI06Bx7JA1bHV2d\nV1AeeN4PTA+cI0lDonR61KO96958W+gOqUqcAr5Jefj5loc7S6oXjj2ShpXKXbR+gvLIc13gHEka\ncn1br1pRPDT1+tAdUhU6SfmuXl8Cvp3PZfsC90jSBXPskVT3Oro6W4As5YHnAaAhbJEkhZEkHCms\nuH8kSboxdItU5Q4BXcDf53PZx0PHSNL5cuyRVJcq5/DcQXngeRcwJmyRJIVXOjX6kd71t94eukOq\nMU8Dnwc+n89lnwsdI0nnwrFHUl3p6OqMgA9QPodnRuAcSaoqvZuveap0ZMq1oTukGlUClgOfA77q\nrdwlVTPHHkk1r6OrcwLwPspX8dwQOEeSqlKScKDwxAPjIJUJ3SLVgVPA1ygPP9/N57KlwD2S9BKO\nPZJqUkdXZzPwdsoDz1sBz5+QpNdQPDH24b6NN98RukOqQzuBf6R8vs/G0DGSBI49kmpI5Rye2ygP\nPO8GxoYtkqTa0bvp2tWlo5OuDt0h1bkVwKeBf8znssdDx0gavhx7JFW9jq7OWcCHgJ8EZgXOkaSa\nkyTsLTzxwCRIpUO3SMPEKeCLwF/nc9kVoWMkDT+OPZKqUuUqnvuBXwF+FPAPKJJ0gYrHxz3U9/SN\nd4bukIapp4C/Br7goc6Shopjj6Sq0tHVORr4IPDLwPywNZJUH3qfvn5t6fiExaE7pGHuBOWzff46\nn8uuCh0jqb459kiqCh1dnQspX8XzU8DIwDmSVDeSJLWz8MT9l0EqFbpF0gsep3y1z5fyuezp0DGS\n6o9jj6RgOro6M5TvqPUrwD2BcySpLhWPTljet+n6u0J3SDqrY8A/UL7aZ23oGEn1w7FH0pDr6Oqc\nAPwc8IvA9MA5klTXejfcuLF0ctwVoTskva7HgL8EuvK5bH/oGEm1zbFH0pDp6Oq8DvgI8B6gJXCO\nJNW9pJTaXljxwIzQHZLOy27Ko88n87nsodAxkmqTY4+ki6qjq7MJeDfll2rdHDhHkoaV4pFJy/s2\nX3tX6A5JF6QH+Dzwp/lcdmPoGEm1xbFH0kXR0dU5lfLLtH4emBw4R5KGpcL6mzclp8Z6Z0OptiXA\nvwIfz+ey3wkdI6k2OPZIGlQdXZ23U36p1o8DDYFzJGnYSkrprYUV988J3SFpUG0A/hT4fD6XLYSO\nkVS9HHskvWEdXZ1twPuBXwauDpwjSQIGDk1Z3r/1mrtCd0i6KA5SvnX7J/K57J7QMdUoiqJ1wNvj\nOH6m8r83AkvjOP5W5X//E/BXcRz/63l8zXfFcfyVlz33H0AGWAAcAA4B343j+GOD85NIF8a/dZd0\nwTq6Oi8Bfo3ylTzjAudIks4wsHu2dzuU6tcE4HeA/7xk6bIHKb/E66nATdXme8CdwDNRFE0A2oA7\ngG9V3n8j8JPn+sWiKGoE/hPwkrEnjuN7K+//LPCVOI6/8YbLpUHg2CPpvHV0dU6i/B+7XwJGBc6R\nJL1MUkxvSnpGe1aPVP+aKA8WP7lk6bJ/A/4gn8s+FLipWnwPWAJ8BriN8mHXtwNEUXQF8Gwcx6ei\nKLod+EOgH3gO+DmgFXgQaK48fhn4MLA4iqK/jOP4l17rG0dRlAFi4Jo4jk9GUXQb5d87rwFmA7OA\nu4D/DbyZ8p/L/yKO489HUbQc+DfgHsqj3pI4jndEUfQHlf5M5WO/+Ib/CamupUMHSKodHV2dl3V0\ndf4ZsA34Lzj0SFJVKh6Zsjt0g6Qh9xZg+ZKlyx5ZsnTZW0PHVIHllEceKI8k/w5koihqpXyFz/cq\n7/u/QDaO43uAfZTvInsvsDOO47soH1UwGfhjIH69oYfyBxWBrwNvrzz1duALlV83xXF8O+WRZ1Ec\nx2+mPOx8NIqi539vfbxyxdC3gXdWBqkZcRzfUfnY3638HNKrcuyR9Lo6ujpndXR1/jXwDPCrlP+2\nQ5JUpQZ2z54VukFSMLcB316ydNmKJUuXvXPJ0mWp0EEhxHF8GDgVRdFlwE3AD4HHgZspjz/fi6Jo\nMjAP+Frlipq7gcuAx4Bboij6JDA3juNvX0DC3wPvqfz6LuD5l3c9Xnl7PfBQpfUUsKnSAvBI5e1O\nYAxwK3BzpfE7lP8cf+kFNGkY8WVckl5VR1dnBPw28BP47wtJqglJMbMxKYy8InSHpOCuA74KbFiy\ndNn/Br6Yz2WLgZuG2veAB4AkjuOeKIoepTyc3ED55VotwK7KFTwvEUXR1ZTHn84oim4GPnc+3ziO\n47VRFE2JougGYH0cx4UoigD6Kh+SAGcOcWmgVPn1wBnPpyqf83dxHP/v82nQ8OaVPZJeoaOrc3FH\nV2cX5dt7fgCHHkmqGcVDl+4P3SCpqiykfF5NvGTpsp9bsnRZU+igIfQ94BcoX6kD8CjwY8CeOI57\n4jg+AhBF0cLK249EUXRVFEX3AfdV7tT1EcpX4ZQon99zPh4EPgH841ne9wTlK36IomgkMAfY/Cpf\n54fAkiiK0lEUtURR9Ofn2aFhyLFH0gs6ujpv6OjqXAasBjrw3xGSVFOShGRgz+y5oTskVaU5wN8A\nW5csXfZrS5YuawsdNAQeonyF06MAcRzvp3wH2eVnfMyHgc9EUfQI5ZfAxcAW4HcqL5v6HOXzevZQ\nPvPny+fx/buAabx4PtAL4jh+FHgyiqKHKR/I/F8rL+d6hTiOv1/5Go8BDwNPnkeDhqlUkiShGyQF\n1tHVeTvwu8D9oVskSRcuGWhYW3jqvsWhOyTVhAPAx4E/z+eyJ0PH1KMoij4EzIzj+H+EbtHw49gj\nDWMdXZ13Ab9P+Y4EkqQaN7Bv+kP92xfeGbpDUk3ZT/kW4H+Vz2V7Q8fUiyiKPkX5NuvviOP4ROge\nDT+OPdIw1NHVeR3wh3gljyTVjSSh1Lv6zv1JX+uU0C2SatIO4GPAZ4fhQc5S3XHskYaRjq7OBcD/\nAtpDt0iSBlcy0Li68NS9V4fukFTzYuD3gK/kc1n/sCjVKMceaRjo6OqcDnyU8p21MmFrJEkXQ/+e\nmQ8PPLfAl+VKGixPAb+Tz2X/JXSIpPPn2CPVsY6uzonA7wC/yPnfKlKSVCOShGJh1d2H6W+eGLpF\nUt15GPjtfC7bHTpE0rlz7JHqUEdX52jgN4HfAEYGzpEkXWRJf9NThZX3XBu6Q1Jd+xblK31WhQ6R\n9Poce6Q60tHV2Qj8CuWrecYHzpEkDZH+XbMfGdg1//bQHZLqXgI8CPxuPpfdEjpG0qtz7JHqREdX\n59uBPwHmhW6RJA2dJKG/sPKekww0XRK6RdKw0Qf8BfA/87ns0dAxkl7JsUeqcR1dnVcBHwfuCd0i\nSRp6SV/zisKqu68P3SFpWDpE+SYgn8znsgOBWySdwbFHqlEdXZ2TKd9G/WeAdOAcSVIg/TvnPTqw\ne85toTskDWsbgd/M57LfCh0iqcyxR6oxHV2dzZQPXv5tYFTgHElSQElCb+GpewsUG8eEbpEk4F+B\nX8/nshtDh0jDnWOPVEM6ujrfDfwRMCt0iyQpvFJvyw97V991U+gOSTrDAPAJ4H/kc9ljoWOk4cqx\nR6oBlXN5/gLwTiuSpBf074i+P7B31q2hOyTpLA5QvkPs3+Vz2VLoGGm4ceyRqlhHV+co4GPAR4BM\n4BxJUhVJEnoKT95XpNQwMnSLJL2Gp4Bfzeey3aFDpOHEsUeqUh1dnR3A/w9cFrpFklR9SoW2x3rX\n3HFL6A5JOkd/DyzN57KHQodIw4Fjj1RlOro651J+ydYDoVskSdWrb9sVjxX3z3DskVRLDlIefD4X\nOkSqd449UpXo6OpsAf4b8F+A5sA5kqQqliScLKx4S4Yk0xq6RZIuwH8Av5jPZbeEDpHqlWOPVAU6\nujofoHw1z9zQLZKk6lfqGdHdu/b2N4fukKQ3oAD8L+D/5HPZ/tAxUr1x7JEC6ujqvBT4v8C7QrdI\nkmpH3zOLHi8enHZj6A5JGgTrgZ/P57LfDx0i1RPHHimQjq7ODwIfB8YGTpEk1ZAk4Vhhxf2tJOmm\n0C2SNEgS4G+A/5LPZY+FjpHqgWOPNMQ6ujqnUf6P2Y+EbpEk1Z7S6VGP9q57822hOyTpItgL/Fo+\nl30wdIhU6xx7pCHU0dX5s0AOGB26RZJUm/q2XrWieGjq9aE7JOki+ibQmc9lnwsdItUqxx5pCHR0\ndc4APgW8JXSLJKl2JQmHCyvuH0WSbgzdIkkX2THgI/lc9vOhQ6Ra5NgjXUQdXZ0p4BeB/wOMDJwj\nSapxpZOjH+ndcOvtoTskaQh9lfJt2g+GDpFqSTp0gFSvOro6ZwP/AfwlDj2SpEHQv2f2iNANkjTE\n2oG1S5Yue1voEKmWeGWPdBFUzub5U8DflEuSBkWScKDwxAPjIJUJ3SJJgfwt8Bv5XPZk6BCp2jn2\nSIOoo6tzHOWzed4ZukWSVF+KJ8Y+3Lfx5jtCd0hSYM8AP53PZR8NHSJVM8ceaZB0dHXeC/w9cFno\nFkkXrmffSbZ9YQ0Tb53OhJumcXLbEfb8+zOk0inSTRmmty+kofWlZ+Puf3QHR9bsJZVOMW1JROul\no9j62ZUvvL//RC/jrrmUsVdOYsc/bSCVSTPzvYtpaGukWBhg25fWMvsD15BKp4b6x1UN6d107erS\n0UlXh+6QpCpQAv4E+L18LtsXOkaqRo490hvU0dXZBPwBsBTwT2pSDSv2FXn2H1bTPL6N1ikjmXDT\nNDZ98gmmv2shLRNGsO+hbZCCyXfMfOFzCvtPsuNrG5n3c9fRs+8Ux58+wJR7Zr/k6z7zuVVMyy7g\n0OO7GD1/PL1HekiKCeOvm8ruf93CqDnjGDVn3ND+sKopScLewhMPTIKU5y1K0ovWAD+Vz2XXhA6R\nqo2/YZDegI6uzgh4DPhNHHqkmpfOpJj9U1fTOKrpheca2hopnh4AoFgYoGFE00s+53h8iLFXTiKV\nSdM2ddQrhp4TWw/TPKGNpjEtDJzup2FUE40jmxk41Uff0R76jhQcevS6SifGbXLokaRXuAp4YsnS\nZb+5ZOkyfy8uncHfNEgXqKOr8xeAp4BrQ7dIGhypTJp040vPvp361nls++IaNv7ZY5zafpRx10x5\nyfv7jhYYON3Ps19cw9bPrKRn74mXvP/gY88x4eZpADSObqbvcA+9h07TNLaFvd99lom3XM7Of36a\nnf/8NAOn+y/uD6iaNbB7tougJJ1dE/DHwLIlS5ddEjpGqhaOPdJ56ujqHNfR1flPwCeBttA9ki6u\nXd/axMz3LuaKX7uFEdPHcPCJXS/9gCSh1Fdk5nsXM/meWTz39adfeFf/8V5K/UWax5X/VTH+uqkc\n+P5znHz2CI2jm8m0NnLy2SOMWTSJMVdO4tDLv7YEJElqZ+n4hEWhOySpyi0BVi5ZuuzG0CFSNXDs\nkc5DR1fnjZSv5nlH6BZJQ6Ow7yQjZowFYOSccfTseumVOw0jmxgxYwypVIqRM8bSd7TwwvuObzrI\nyFkv/iVj4+hmZn/gGma+dzEHHnuOyXfOpO9oD01jW2ga20Lf0Z6h+aFUU0rHxm8J3SBJNWIG8MiS\npct+NXSIFJpjj3SOOro6PwI8Qvk/IpKGiYaRTRT2nwKgZ9dxmse3vuT9o+aN58SWwwAUDpyiaUzz\nC+87vesELVNGveJrHtt4gJEzLqGhrZGGEU30H+2l71iBxlHNr/hYaWD37MmhGySphjQBf7Zk6bIv\nL1m6bHToGCkU78YlvY6Ors5RwN8CHaFbJF1cp3cfZ/e/bKHvaIFUOkXj6GYuvW8Ou7+zhVQmRUNr\nI5e/YwGZ1kae/cIaZv3EVQDs/e4znNx2lGSgxNS3zmPE9DEAPPsPq5l050xGXD7mhe+RFEts++Ja\nZr5vMalMmt5Dp9nxtQ1AiunvWkjzJa1nS9MwlZRS2wsrHvAvGSTpwmwG3p3PZVeHDpGGmmOP9Bq6\ns+1XlFJ8/sioTGHtvNb0htkti/ob06/8a3pJki6C4pFJD/VtvvbO0B2SVMMKwK/mc9lPhQ6RhpJj\nj/QqurPt7wI+A4x8/rkE+k63pNc8Pavl9Kr5rfNOjshcGq5QklTvCutv2ZycGjMvdIck1YHPA535\nXPZU6BBpKDj2SC/TnW3PAH8I/NbrfWxfQ2rjs1Ob9q9a0DZl74TG6OLXSZKGi6SU3lpYcf+c0B2S\nVEc2AD+ez2U3hQ6RLjbHHukM3dn2CcCXgHvP93NLKXbumdC4dVXUOmrrtOarknSqYfALJUnDxcCh\nKcv7t15zV+gOSaozR4F35XPZ/wgdIl1Mjj1SRXe2/Trga8D0N/q1Ejh2ZHRm/bq5ran1s1sW9jWl\nx7z+Z0mS9KLC2lufSXpGzw7dIUl1aAD4SD6X/WToEOliceyRgO5sezvwD0DLYH/tBPpPt6TWbprR\ncmJV1DYRnn8iAAAgAElEQVT3+MjMZYP9PSRJ9SUppjcVnrx/fugOSapzfw78Rj6XLYYOkQabY4+G\nve5s+38C/hhID8X3688Qb5vavGflgtYpeyY2LRiK7ylJqi0DB6cu73/mqrtCd0jSMPAd4D35XPZY\n6BBpMDn2aNjqzrangT8FPhKqoZRi994JjVtWzW8dufXy5sWldKoxVIskqXoU1ty2PSmMnBG6Q5KG\niY3Aj+Vz2WdCh0iDxbFHw1J3tr0N+AKQDd3yvASOHx2VWb9uTktp/dzWRb2e8yNJw1JSzGwoPPmW\nhaE7JGmYOQS8M5/LPhw6RBoMjj0adrqz7ZOAPHBj6JZXk0B/T3Nq3aYZLcdXRW1zjo3KTAvdJEka\nGgP7pz3Uv23RnaE7JGkY6gM687nsp0OHSG+UY4+Gle5s+3zg20BN3d2kP8Om7Zc27165oHXy7omN\nC0ilUqGbJEmDL0lIetfcsTvpbfMwf0kK50+A38rnsv5hWTXLsUfDRne2/TZgGTAudMsbUUqxZ9+4\nhi2ro7bWzZc3X1XKpJpCN0mSBkcy0LC28NR9i0N3SJL4AvDT+Vx2IHSIdCEcezQsdGfbO4DPAc2h\nWwZTAieOjcysXzenpbhubuuVvc3psaGbJEkXbmDf9If6ty/0JVySVB2+Cbw7n8v2hA6Rzpdjj+pe\nd7b9PwN/BNT1S58SGCg0p9Ztnt5ybGXUOuvo6IbpoZskSecuSSj1rr5zf9LXOiV0iyTpBY8AS7w1\nu2qNY4/qVne2PQP8X+CXQreEMJBh8/YpTbtXLWibsHNS40LP+ZGk6pb0N64qrLz3mtAdkqRXWAU8\nkM9l94cOkc6VY4/qUne2vRH4ItAeuqUalGDf/vENm1bPb23ZPL3lqmImVVcvZ5OketC/Z+bDA88t\nuCN0hyTprDYDb8nnsttDh0jnwrFHdacy9HQBPx66pRolcOr4iPTa9XNai2vntl5RaEnX9IHVklQP\nkoRiYdXdh+lvnhi6RZL0qnYC9+dz2Y2hQ6TX49ijulIZeh4E3hG6pRYkUOxtSq3fPL35yMqobeaR\nMQ0zQjdJ0nCU9Dc9VVh5z7WhOyRJr+sg8CP5XHZF6BDptTj2qG5Uhp4vA9nQLbVqIM3W56Y0Pbcy\napvw3JTGKz3nR5KGRv+u2Y8M7Jp/e+gOSdI5OQG8PZ/LLg8dIr0axx7Vhe5sexPloeftoVvqRQkO\nHBjXEK+Z19q0aUbL4oGGVGvoJkmqR0lCf2HlPScZaLokdIsk6Zz1Atl8Lvud0CHS2Tj2qOZVhp6v\nAEtCt9SrBE6fGJFet2F2a9+aua0LelrTE0I3SVK9SPqanyisuvuG0B2SpPPWA/yoV/ioGjn2qKZV\nhp6vAj8WumW4SKDU25hat2V68+GVUduMw2MbZoVukqRa1v/cvEcH9sy5LXSHJOmCnKR8W/bvhw6R\nzuTYo5rVnW1vpjz0vC10y3A2kObZnZObtq+KWsdvv7TpSlKpdOgmSaoVSUJv4al7eyk2jg7dIkm6\nYMeAe/O57JOhQ6TnOfaoJlWGnq8BPxq6RS9K4MCBSxriNfNaG+OZLYsHGlJtoZskqZqVelt+2Lv6\nrptCd0iS3rDDwN35XHZN6BAJHHtUgypDzz8BPxK6Ra8ugZ6Tbem1G2a39K6Z17rgdGtmYugmSao2\n/Tui7w/snXVr6A5J0qDYD9yZz2WfDh0iOfaoplTO6FkGvDV0i85dAqW+xtT6rdOaD69c0Drt4CWN\nc0I3SVJoSUJP4cn7ipQaRoZukSQNmt3AHflcdmvoEA1vjj2qKd3Z9s8DPxm6Q29MMc22nZOatq+K\nWsduv7RpUZJOZUI3SdJQKxXaftC75o6bQ3dIkgbdDuD2fC67I3SIhi/HHtWM7mz7/wR+N3SHBlcC\nhw6Obdi4dl5L48aZrYsGGlMjQjdJ0lDo27bwB8X90x17NOQObPgmPYefJUlKjJt7Ny1jL2ff6gdJ\nSkVS6QxTrnkfDS2jXvj4UrGPvasepNh7gqQ0wLh59zJy8kJOH3qGg0//C6l0mnSmiSnXvBdI2L3i\n8yRJkSlXd9A0ciJJqcjOH/4tl93wQdINzeF+cGlobaV8hc/u0CEanhx7VBO6s+0fBv42dIcurgQK\nJ1vTa5+e1VJYPb81OtWWmRS6SZIuhiThZGHFWzIkmdbQLRpeTh/cwuGtDzHtpg9T7DvF9of/jLYJ\ncxgxaQGjpl7N0W3fp//0ESYufPFmpyd2r6L/9FHGzb2L/tNH2PnDTzHr7t9i+yN/xqVveh9NIydx\naPN3SaVSpBtbSWeaaGgdy+mDm5kQPcDRbd8nlW5kzPQbAv7kUhCrKF/hczJ0iIafhtAB0uvpzrbf\nD3wydIcuvhS0jOop3XDDhtNcv+F00teQWv/MtKYDKxe0TTswrnFu6D5JGixJYcRqksybQ3do+Gkd\nP5upY6cDkG5spVTsY9KiHyeVKf+xINM0gsKxXS/5nFFTr3nh1wOFozS0jHnhY4t9pwEo9Z+maeRE\nBnpP0XTJeBqaR1HsPUlpoMDJfRu47MafGYofT6o21wBfWrJ0WTafyxZDx2h4cexRVevOtl8NfAX/\nvzrspCDVPJBcecW2Xq7Y1ksxxfZdkxq3rY7axj471XN+JNW2gT2zGkM3aHhKpdKkGpoAOLbjcUZM\nWkC68r+TpMTRbd9n/Pz7zvq5O7o/wUDPMS678UMATFy4hJ2PfZJ0YyuZxjYmLPgRTuxeRd+pQ5SK\nAzS0XsLhLcu5ZNZtHFifp1TsY/y8e2lsGzc0P6xUHd4GfBz41dAhGl58GZeqVne2fRrwA+Cy0C2q\nLgkcOTQms2Ht3Nb0xtkti/sb097JRlLNSBKOFVbc30qSbgrdouHr5N71HN7yXS676WfJNLaSJCX2\nrvwSTSMnMn7+W1718wrHdrN31ZeYccdvsOuHn2L8/PtpHTeTAxu+QUPrWMZcfgN7V3VRKvYzIXqA\nI888xIjJC0mKA7SOn82Rrd9j8lXvGsKfVKoav5rPZf88dISGj3ToAOlsurPto4Fv4tCjs0jBJROO\nFd9895Mnb+n88sHGD//TwRVvXnny4ZGnintDt0nS60l6Rq1z6FFIp/bHHNr8XS678cNkGsvHRu1d\n9SCNIyacdegpHN1Jf89RAFrGTIWkRLHvFL3H99A6biYAbRPmUTi6k3RDM1Ov/wDTbvowR7c/xvj5\n99N/+jCNbWNpbB1L/+kjQ/ZzSlXm40uWLvux0BEaPhx7VHW6s+0NlF+6dVXoFlW/FDSP7Cldf/3G\n03f8zLJDkzsfPLDhrd3HHpp8sH9T6DZJOpuBPbO8HZGCKfb3cGDjN7nsxg+RaWoD4PjOp0ilM0yI\n7j/r5/QcfoYjzzwMwEDvCUoDfWSa2sg0j6L3xD4ACsd20jRiwgufUzi2i3RDC00jJ9LQPJL+nqP0\n9xyloWX0Rf4JpaqVAb64ZOmya173I6VB4Mu4VHW6s+2fBj4UukO1r5jiuT0TG59dFbWOeuay5sVJ\nOuXZT5KCShIOF564fzSk/feRgji6/Qcc2vRvNI2Y+MJzA4WjpBtaSDe0ANA0ajKTF/84e576RyZf\n3QHAvtVfZqBwlFKxn/Hz38LIyQvpObyNAxu/SSqVIdPUxuSr3/3ClUK7n/w8kxe3k2lqo9h3mt0r\nPkdSGmDSoiwtYy8f+h9cqh67gJvyueyu1/1I6Q1w7FFV6c62/3fg90N3qP4kcOzw6My6dXNb0+vn\ntCzqb0yPCt0kafgpnRz9SO+GW28P3SFJCmolcIe3ZNfF5NijqtGdbX8P8KXQHap/CfSdbkmvfXpm\n86nVUdu8EyMyl4ZukjQ89G6+5qnSkSnXhu6QJAX3DeDt+VzWP5DronDsUVXozrbPBZ4CvNpCQ66v\nIbVx29Sm/SsXtE3ZO6ExCt0jqT4lCQcKTzwwDlKZ0C2SpKrwu/lc9g9CR6g+OfYouO5sezPwGPCm\n0C1SKcWuPRMat6yKWkc9M615cSmdagzdJKk+FE+Mfbhv4813hO6QJFWNInBfPpddHjpE9cexR8F1\nZ9v/Avjl0B3SyyVw7MiozPp1c1tZP6flyr6m9JjQTZJqV++ma9eUjk7yTpOSpDPtAa7J57L7Q4eo\nvjj2KKjubHs75dusS1Utgf6eltTaeEbLyVVR25zjIzOXhW6SVDuShD2FJx6YAqlU6BZJUtX5D+D+\nfC5bCh2i+uFtPxVMd7Z9NvB3oTukc5GCxrZCcu2b4h7eFPfQn2HTtqnNu1dFrVN2T2paELpPUnUr\nnRi3CVIeBi9JOpt7gd/DuxJrEHllj4LozrY3Ad3A9aFbpDeqlGLP3vGNm1fPbx2x5fLmxaVMqil0\nk6Tq0vv09etKxycsCt0hSapaJcpX9/xH6BDVB8ceBdGdbf848OuhO6TBlsDxo6My69fPaSmtm9N6\nZW9zemzoJklhJUlqZ+GJB6aF7pAkVb19lM/v2Rs6RLXPsUdDrjvbngW+HrpDutgSGOhpTq3bNKPl\n2Kqodc6xUQ3+YU8ahopHJyzv23T9XaE7JEk1YTnlO3QVQ4eotnlmj4ZUd7Z9BvCZ0B3SUEhBQ1tv\ncs01m3q4ZlMP/Rk277i0affKqG3irkmNV5DyoFZpOBjYPXtK6AZJUs24i/L5PR8Nm6Fa55U9GjLd\n2fZG4GHg5tAtUmilFHv3jWvYvHp+W+uW6c2Li5lUc+gmSYMvKaW2F1Y8MCN0hySppgwAN+Zz2ZWh\nQ1S7HHs0ZLqz7R+jvFJLOkMCJ4+NzKzbMLuluHZe68JCc/qS0E2SBkfxyKTlfZuvvSt0hySp5qwC\nbsjnsgOhQ1SbHHs0JLqz7VdQ/heWdymSXkMCxUJTau3m6c3HVkVtM4+MafCKAKmGFdbfsjk5NWZe\n6A5JUk36nXwu+4ehI1SbHHt00XVn21PAQ8DtoVukWjOQYcuOKU27VkZtE3ZOblzoOT9S7UhK6a2F\nFffPCd0hSapZvcCb8rnsxtAhqj2OPbrourPtPwP8XegOqdaVYP+BcQ3x6vmtLZtmtCwuZlItoZsk\nvbqBQ1OW92+95q7QHZKkmvYYcFs+ly2FDlFtcezRRdWdbZ8IPA2MC90i1ZMETh0fkV67YXZrce28\n1gU9LenxoZskvVRh7a3PJD2jZ4fukCTVvF/P57J/FjpCtcWxRxdVd7b974EPhO6Q6lkCxd6m1Pot\nlzcfWbmgbcbhMQ0zQzdJw11STMeFJ++PQndIkurCKWBxPpd9NnSIakdD6ADVr+5s+9049EgXXQoy\nLX3JVYu2Fli0tcBAmmeem9K0Y1XUOmHHlKaFpFLp0I3ScFM8MmUP4NgjSRoMI4BPAfeFDlHt8Moe\nXRTd2fZmYA0wP3SLNJyV4MCBSxqeXjO/tXnTjJbFAw2p1tBN0nBQWHP7jqQwYnroDklSXfnZfC7r\nWag6J449uii6s+0fBf5H6A5JL0rg9Im29LoNs1t6185rXXC6NTMxdJNUj5JiZkPhybcsDN0hSao7\n+4G5+Vz2ROgQVT9fxqVB151tj4D/GrpD0kuloG306dKNN687zU3rTpd6G1Nrt17efGhl1Dbj0CUN\ns0L3SfWieOjSA6EbJEl1aRLlP2f9TugQVT+v7NGg6862fw+4K3SHpHNXTPPszslNO1ZGrZdsv7Rp\nkef8SBcmSUh619yxO+ltuyx0iySpLvUA8/O57M7QIapuXtmjQdWdbX8fDj1SzcmUmDVjT9+sGXv6\nSODgwbENT6+Z39r49MyWxQMNqbbQfVLNKDasT3rbFoXOkCTVrVbgD4CfDh2i6uaVPRo03dn2DLAB\nD2WW6kYChZNt6TUbZ7X0rpnXGp1qy0wK3SRVs4G90x/q37HwztAdkqS6lgDX5XPZlaFDVL28skeD\n6f049Eh1JQUto06Xbrxx/WluWH866WtMrds6rfnQqqh12oFxjXNC90nVJEko9e+ZvSB0hySp7qWA\nHHBP6BBVL6/s0aDozrY3ABuBuaFbJA2NYprtuyY2blsVtY3dNrVpUZJOZUI3SSEl/Y2rCivvvSZ0\nhyRp2FiSz2W/ETpC1cmxR4OiO9v+IeDToTskhZHA4UNjMxvWzm1t2DirZVF/Y3pk6CZpqPXvmfnw\nwHML7gjdIUkaNjYCi/O5bDF0iKqPY4/esMpVPZsAb90siQR6T7Wm12yc1VJYPb91/qm2zOTQTdLF\nliQUC6vuPkx/88TQLZKkYaUzn8t+MnSEqo9jj96w7mz7zwKfCt0hqfokkPQ3pDY+M61p/8qo7bL9\n4xvnhW6SLoakv+mpwsp7rg3dIUkadnYAc/K57EDoEFUXD2jWG9KdbW8Efjd0h6TqlIJU00CycMG2\n3oULtvVSTLFj96TGZ1fNbxvz7GVNi5J0yv8OqS4M7L/8VOgGSdKwNB14L/APoUNUXfxNtt6onwFm\nhI6QVBsyCdMv39c//fJ9x0jgyOExmY1r57amNsxuWdTfmB4Vuk+6EElC/8DeGYtDd0iShq3/jGOP\nXsaXcemCdWfbm4AtwOWhWyTVtgT6TrWk18azWk6tmt867+SIzKWhm6RzlfQ1P1FYdfcNoTskScPa\nW/O57HdCR6h6eGWP3oifxaFH0iBIQdPIQum66zae5rqNp+lrSG189rKmfSujtqn7JjTOD90nvZaB\nfdN7QzdIkoa93wIce/QCr+zRBamc1fMMMC10i6T6Vkyxc8/ExmdWz28duXVa81We86NqkiT0Fp66\nt5di4+jQLZKkYe/6fC77ZOgIVQd/w6wL9Q4ceiQNgUzCtGn7+6dN299PAseOjM6sXzu3lQ2zWxb1\nNaX9A7aCSvpaVlFsvCl0hyRJlM/ueW/oCFUHr+zRBenOtn8HuD90h6ThK4H+0y3pNfGM5lOro7a5\nx0dmpoZu0vDTvyP6/sDeWbeG7pAkCSgC8/K57LOhQxSeY4/OW3e2fQbll3ClQ7dI0vP6Mzy97bLm\nfSuj1sl7JjYtCN2j+pcknC48eV9CqWFE6BZJkio+kc9lfyV0hMJz7NF56862/z7w30N3SNKrKaXY\nvXdC45ZV81tHbr28eXEpnWoM3aT6Uyq0Pda75o5bQndIknSGU8CUfC57MnSIwvLMHp2X7mx7GvhQ\n6A5Jei3phKlTD/RPnXqgnwSOHx2VeWLd3BbWz2m9srcpPSZ0n+rDwN6ZqdANkiS9zAigHfj70CEK\ny7FH5+t+vN26pBqSgtGXnCjeevvKU9y28lR/T3Nq5aYZLcdXRW1zjo3KeNC8LkiScLJ44LKrQ3dI\nknQWH8CxZ9jzZVw6L93Z9q9QXoolqeb1Z9i0/dLm3SsXtE7ePanpitA9qh2lnhHdvWtvf3PoDkmS\nzqIEzMjnsjtDhygcr+zROevOtk8E3h66Q5IGS2OR+XN39s6fu7OXUoo9+8Y3bF49v23E5subF5cy\nqabQfapeA3tmeQ6UJKlapYGfBP6/0CEKx7FH5+OnAX9zK6kupRMuvfTgwKWXHjzOA3Di2MjMU+vm\ntBTXzW29src5PTZ0n6pHknCseGjqNaE7JEl6DT+FY8+wVpW3zo6iaGYURcUoiq4647kPRlH0wfP4\nGu1nfN6fnMPHX1b5ntlz+Ni3R1H0ir/xjaLoS1EUtZ5rYw36cOgASRoKKRg19mTx5ttWn3rzL3z1\n4Mif/+qBVXc9ceKhsccHngvdpvCS06PWkqS98kuSVM0WLlm67PrQEQqnmq/s2UB5ifzR8/3EKIpm\nAu8Dvnoen/Y+YHPl7bLX+dj/BHwX6DvzyTiO33se36+mdGfbbwMWhO6QpKGWgobW3uSaqzf3cPXm\nHgYybN4+pWn3qgVtE3ZOalxIKuUdmYaZgb2zWkI3SJJ0Dj4ArAgdoTCq8oDmyljzUaAN+GQcx999\n/qqeOI4/G0XRrwHPDytfj+P4j6Io+izl8WU80ALcCPw5sIPyHaSagYXAH8dx/OmzfM+ngN8CvgTM\niOP4VBRFHwXGABEwB/h1YALwKeAJyle6fBo4CfxF5bGo8nY/cB0wEfgjyrcrnwDcGcfxsTf+T2lo\ndWfb/xLoDN0hSdWklGLv/nENm1fPb23ZPL3lqmIm1Ry6SRdXknC48MT9oyFdzX9hJkkSwAFgaj6X\nHQgdoqFXlS/jOsNvA38QRdELf2saRdEs4IPA7ZXHe6IomlN59+E4jtuBPwYeiuP4Y5XnZwMdwDuA\nX335N4miKALGxHH878ByXnoI8eVxHP8o8GvAL8Rx/HlgL/AjlMelNwHvj+P4Gy/7sgNxHN8LrAVu\njeP4vsqv776QfxBV4MdCB0hStUknTJlyaOD2Bx47ccMvdx3o/+Cygz+4Yd2pR1sKpcOh23RxJKdG\nr3fokSTViImUL3zQMFTVY08cx1uAp4D3nPH0m4AfxHE8EMfxAPBD4OrK+x5/lS/1gziOi8Auylfq\nvNz7gS9Wfv0FXrxqCODRytudr/K5W+M4PnSW559v2QOsrPx636t8jarWnW2/Crg8dIckVbMUjBxz\nqnTzrWtO3fbzXzs45ue/cmD1PY8ff+iSYwPbQ7dp8PTvmT0ydIMkSefhvI9FUX2ohb+Z+hjwHeAT\nQD+QAGeej5AGSpVf93F2Z162drazFd4LlKIo+jEgA8yOouj5O6+83ueey/d8va9R7d4WOkCSakkK\nMq19ydWLtxRYvKXAQJqtz01pem7lgrYJz01uvNJzfmpTknCgdGTyVa//kZIkVQ2v7BmmqvrKHoA4\njvcBXwd+ofLUSuCWKIoaoihqAG7ixStnnleifEbP64qi6EbgRBzHC+I4viaO48VAF/DO1/i0c/76\ndcKXcEnSG9BQYs6s3X13vfO7Rxd95IsHDr73Xw4/snBrzxOZYlII3aZzVzo5diOkMqE7JEk6D/OW\nLF02M3SEhl7Vjz0Vf0LlZURxHG8D/gZ4CHgE+Ns4jl9+ifxG4Oooij5+Dl/7fcBnXvbcZyrPv5rl\nle8/4Ry+fk3rzraPB24O3SFJ9SINEycfHrj9LT88ccMvdx0ofXDZwR/etPbUo609pYOh2/TaBnbP\nrrmXYkuShFf3DEtVeTcuVY/ubPt7KN+hTJJ0ESVQ6m1Krd9yefOhlVHbjMNjG2aFbtKLkoQ9hSce\nmAK+BE+SVHO+ms9l3xU6QkPLsUevqTvb/tfAz4fukKThZiDNszsnN21fFbWO335p05WkUrVyNW5d\nKh4f91Df0zfeGbpDkqQLcASYmM9li6FDNHRq4YBmhXVP6ABJGo4aSsyauadv1sw9fSRw4MAlDfGa\nea2N8cyWqwYaUq2h+4abgd2zx4dukCTpAl0C3AD8IHSIho5jj15Vd7Z9OjA3dIckDXcpmDjpyMDE\n+x4/wb2Pn+g50ZZ+fOPslt4181oXnG7NTAzdV++SJLWz9P/YO/MwuY7y3L9Vddbunn3TjEYjyVpK\nsixv8m5jG0yAQMAhJgkQclmSy00uBEIIhJsNstwsEJJLYgcIIRDWhLA7IezYWMJ4l2QtPpZkSaOR\nZp/pfTunqu4fdbo1kkbSSJqZHsn10zNPn65zqs7XZxb1efv9vi/beUWj4zAYDAaD4QJ4CYzY87zC\niD2GM2FcPQaDwbDEIIDfXJQ33LiriBt2FWXVJrv2r3AntnN/YKLNvqzR8V2KyEzHfgD9jY7DYDAY\nDIYL4CUA/rTRQRgWD1Ozx3Batt19z6cBvLHRcRgMBoNhbgiKQ0PdzuHt3G893OtcoahpEz4fVPbc\nuFfm2zY2Og6DwWAwGC6AKoDU/R++O2x0IIbFwTh7DGfimkYHYDAYDIa5wyRWrRyprlo5UoUCJida\nrWd2rvPZM6u8zZFNko2O72JESXLYCD0Gg8FguARwAGwA8HSjAzEsDkbsMczKtrvvYQB4o+MwGABg\nqFLGPwwdxkvaO3FXWwf2l4r40tgILEJgEYJf7+1Hs3Xin7OHM2n899QEGIBXd/XgylTTrPMSjOIf\nhgaRFwKv6+7F2kQCAPD3Q4fxhp4+tNt2A16xwXDhEKCjKx3detdjObzosVw579PHnlntlXes93kh\nwbobHd/Fgsx0HQSwstFxGAwGg8EwD1wFI/Y8bzBij+F0rAHgNjoIg6EiJb4wOoyNiVR97LtTE/j1\n3n50Ow6+MTGGH6en8HOdx+9d8yLCNyfG8Mer1qCiJL4+PoYrU02zzlvl+VjrJ3BLSyu+Oj6KtYkE\nduZzWOF6RugxXDIQwGsqyeuv31PEdXuKqmqT3c8tdyee2uAvH2+3TSH+MxAeW7O80TEYDAaDwTBP\nXAXgc40OwrA4GLHHcDoub3QABgMAWITgt/tX4luT4/Wx/718AACglMJ0GGJd7MapsadQwOXJFHzG\n4IPhTb3LTzsvLwRaLAstlo2cEJBK4XtTE3h7v/kg33BpQgDihmrTxkNlbDxUhiA4fLTbPrSdJ1oO\n9TmbTZ2f4yhJD6hCy7pGx2EwGAwGwzxxVaMDMCweRuwxnI5NjQ7AYAAARggYIaeMP53P4Qujw+h1\nXdzc3HrCvomwCgXgo0cHkY4i3N3ZjcuTqVnn7SsVsauQw2i1gnbLxo8z07ihuRX/NTmOdBTirrYO\nrPT8xXipBkNDYAorB0bDlQOjGShgerKF7Xl6nc/2rvauCG2aOvsKly5iuvsItNPVYDAYDIZLgSsb\nHYBh8aCNDsCwZDHOHsOSZnOqCX9x2Tr0Ou4Jrh8AUACmwxBv7VuBX+tdjn8ZPopa58GT563zE0iH\nET4/Oow7WtvxVC6LHscBAfArPX34+vjY4r84g6FBEKCtMyNufeHj+Zt+8z8m7F/72sTjtz6V/3Gq\nIEYaHVsjiI6tMRY/g8FgMFxK9Lzy3d/oaXQQhsXBOHsMp8M4ewxLlidyWWxpagYhBFuamvGNiRMF\nmWZmYW0iAUYIuh0XHqXICYF9peIp8ygh+LW+fgDA18dH8bL2TkyGITpsGy6lKEvRiJdoMDQcArip\nkrzuur1FbNlbVKFF9jy33BnbviGxfLTDvuRTm5SggSo1mUYFBoPBYLjUuArAdxsdhGHhMc4ewymY\nTqIGVGQAACAASURBVFyGpc43JsYwWC4BAJ4rlbDMObGW+BXJFPYW8pBKIRdFqEiJFGNnnDcdhhgL\nq9iYTKHZsjAVhqhICZuaP5MGAwGIE6nLNxyu3Pna70yve/sXx47c8/3pB9ccKW8nUkWNjm8hENPL\nhhsdg8FgMBgMC4BJ5XqeYJw9htm4DIDX6CAMBgA4VC7h30eHMRGGYITg8WwGb1rWh8+OHgMDgU0p\n/mevduZ87OgRvKV3OdpsG9c1teBDgwdRVQqv7+kFJQRvXrZ81nkAcP/kGO6OO3ptSCTxvakJfHDw\nIF7Z0dWQ120wLGWYwor+sXBF/1gIBaSnmtmeXWt9snuNd0Vo06ZGxzcfRMfWXNboGAwGg8FgWAA2\nNzoAw+JAanUsDIYa2+6+524AX290HAaDwWC4uFBAtejRp59Z5RZ28MS6XJL1Njqm80EJtqf8xM+Y\n2nUGg8FguBT5wf0fvvvFjQ7CsPAYZ49hNky9HoPBYDCcMwRwkmW5ZcszJWx5poSqRfYe6nNGn9qQ\n6BvptNc3Or65IiZ7x89+lMFgMBgMFyWmQPPzBCP2GGbDtJk1GAwGwwXjRGrj+sHKxvWDFUiCoeFO\n+7nt3E891+9ulpTYjY5vNpSCio5ddskXoDYYDAbD85ZljQ7AsDgYsccwG62NDsBgMBgMlxZUoX/5\neNi/fDyEAjLTzWz3rjU+dq/xNlUd2tLo+OoIa5eqJkw9A4PBYDBcqnS88t3fsO7/8N2XZIMFw3Hm\nJPZwzl8P4H0AWgCQ+EsFQTCwgLEZGkdzowMwGAwGw6ULAVras+KW25/K4wVP5cOSR54MVnr57Tyx\nJptiyxsZm5jom2rk+Q0Gg8FgWGAIgC4ApuvkJc5cnT3vB/AWAEMLGIth6WDEHoPBYDAsCgSwE2V1\n7TVBCdcEJYQMwaE+d+SpDX73cJezcTFjUQoyHL5sw2Ke02AwGAyGBtADI/Zc8sxV7NkfBMG2BY3E\nsJQwYo/BYDAYGoItwNcdqfB1RyqQBMMjHfa+Hev95P4V7mbJiLOgJ4/snQi9qxf0HAaDwWAwNB5T\nt+d5wBnFHs75i+LNHZzzvwDwAIB6bl8QBD9cuNAMDWTp1E4wGAwGw/MWqtDbNxH29k2EUEA23cSe\n2L3GU7vW+psqC1DnJ5roz833mgaDwWAwLEFMR67nAWdz9vzRSc9vnrGtABix59LEOHsMBoPBsKQg\nQHNbTtx82/YCbt1eiEou2f7sSi+znftrMk1W/4WurxRENLxqUdPGDAaDwWBoEEbseR5wRrEnCIIX\nzjbOOadBEMiFCcnQSLbdfQ8DkGx0HAaDwWAwnA4CWImKuvrqZ0u4+tkSQoZ9h3udo9t5ovtot70R\nhJBzXjRytiNytyxAuAaDYYkytvubKE8PAoSge9Or4LWuqO+TIsTozq+gmh/Fyhe884xzpp/bitzw\nDvhtK9F1+c8BALJDTyKq5NC+5o5Ff10Gwxxoa3QAhoVnrt243gQgAeDjAB4EsIJz/ldBEHx0AWMz\nNAbj6jEYDAbDRYUtsG7tUHXd2qEqJMHwaLu1f8f6hL9/wN0sGHHnskY0tqK40HEaDIalQ3HyAPIj\nu2G5TZCiipHtX8KqO99d3z++535U86Oo5sdOmFOafA5KKSglMPzUF7H6he9F+tBWMLcJueGd6OAv\nA6Awtf+HaOo3+rFhyWI3OoBzhXO+CsDTAJ6AzjLyALwnCIKtZ5gzEQRBJ+f8TgCfAPD7QRD8xzmc\n854gCL5y0tgHAPwKgKMzhh8NguC957BuM4CbgiD47lznnA9zLdD8vwDcCeDVAHYBuB06hcuIPZce\nRuwxGAwGw0ULVejtnYx6ex/OQj2MfCbFntq9xhO71vqXl1066yeZSiGMRlZuXuxYDQZD48gMPgZq\nuRi47e2o5EYx+NBHIMIymO3pA5RCsoufIPYURvciKmex+kXvhYyqOPTAhyDCMkS1iNUveh8OfO/P\nEFVyyA09AYCi/bIXNObFGQxnZ646wFIjCILgTgDgnN8OXXbmpXOYdzuA+85R6FkF4HUAvjLL7o8E\nQXDvXNeahWsBvATAkhB7SkEQVDjnLwfwuSAIJOdcLWRghoZhxB6DwWAwXBIQINWaFzfduqOAW3YU\nRNkh2/et9DJPcX91utkaqB8YutshnOsbGKrBYFhkqrkRAMDg1nsBQqCUQrUwAb9VlwDr4C/F8FNf\nhBL13jTIj+6FkgJHH/00AEBGVYhKDlKEOLz1XsioAhmWkDu2HdRJYeiRTyLVsxFtl92+6K/PYDgL\nF6PY0w9gC+f8yiAIdkLXHfLjLKTvAvhnAC4AAeDXgyAYBEA5568D8BYALZzzCMAUgHfEx+0OguCt\nnPMBAJ+LxywAbwBwH4AbOOd/HATBn54Uy18BqIs9nPOfAfAHcYyXAcgDmATwywBCAP8IoBJ//XK8\ndjPn/NkgCP5pthfLOX9NEARfPu+rBYDO9UDO+X0AbgXwIOf8ZmjblOHSo6nRARgMBoPBMN8QgPlV\ndfWV+0p3vPE/pwbe9u9j+1/5YPrB/pHq7mhkoNLo+AwGw+IiqgWEpWkAgBRVQEnI6vFsztGdX0El\ncwyAwsiOL0EpCWq58NpWgDlJlKYPgzALUmoxqJobhRIh0oe2gVoeKulBiLCM7NHtCEvpRrxEg+FM\nXIxiDwBIAD/inP8UwN8C+HY8/mcA/jYIgrsA/D8cbzRlA+gA8GkAfxS7cVIAXhYEwa0ANnDONwN4\nDYDvxTWL3wmgF8CHADw4i9BzCkEQfC92HH0UWkyqdQx9BsCbAfxjvP+vodvefwjAv59O6Il539nO\nezbm+k3+FWgF6u+DIBCxpel/XejJDUsS49gyGAwGwyWHBK0WnJYjWa9zMut2lXJuOxWe472i+9mR\nL+bXFJ3cvq92uelKs3DAlKsqvk8jx1awI0IglbQlDQVRQjBEkqhIUQqpCJECREhFlaBESQWiCFWS\nMCJBAEWpIhRSUSIJJUQRoiglCgSKEIAQEDAFRUAUVQSExI8AAKooAKIAAkIJiCIAIYqg9g8EhAAg\nihAQAkUJgV5dKUoAUAICpUh8RqpX1vtmHg/tbtBPES9ZW702TmbsQxwAIVAK+jAgnq5wfDueAUVq\nESvEh8Qr1J7URjBjYm1E4cTC2/XnhEBBoRbPCc9nrlhblZyyqh4gICBK1ReP3xCR+hsjpQMngH7B\nqr4koI7PIWeYPyP62kUg8Xr1Y0+aD4J6WMf3zzg3USee7zTr1c91QiwnvAZ1ynwy85jj8UDNXOuk\n9QhOXLt2fnJqfCcfq5/PeCNKZl4z1H4Vjn8fZl6vmc/rr+n4eevnjq8XyIHvVa+kFlG3v/9Pd2WG\nDnmPfPgDG7qvadnXuaG7CIAc3jq84bKX/dz4/vu/tNxOVTNe55G01+Z1VgtZ1rr2ilxhMuhQYUh7\nbujYN/RTa02yp6+SO3bEDYuDYWJZd7WcOdJ08x/8ybOP/c0frfR6pyeXbdlYmPGaawGeFPfMxxOP\nU8d/fmuvn8zYj+PPyVyOP8P8U/afbs5pnp9HgXxDI7gYv0/LoOMW0A6eCQC/DS2K3ALgZZzzFLSh\nZR/nvAta2HkngEEAL+CcO/G8/ZxzC7ox0U3QzqAnOeevgja1DAH4IIDVnPMfxee3AbwxPneCc56O\n4wkBvDMIgs8DKEILPT8C0AmgHcAvAPhVzvlbAGSgHUiI4/k0gD8H8Ch0uRwXwPsBbAZwFef8q0EQ\n/ML5XrA5iT1BEAxzzv8ZQHtscXoC2uZ0w/me2LBkyTY6AIPBYDAYzgcFyJLddDTrdo5lva5Czm1H\n0W5OhMzrUSB9IGQNgDUA0L985NHNl+/prxInQVpWtE6Vmn58ZDBzE+sefKK5bT/WjOXoqkOy4BZa\nEZEOO+t1RGhxlNVELTcZ2clUKXT8MJIOlaFjkchyWYU5VhmeKkROWAxtUQotWQqZqoQWKiElYURZ\nGBEmIkVVKJWMJJQMlUKoFCJCEBGFiIAICkQMVFAQQcEiQagQYJEiTEjQCIRFClQQUAFCJQUVlEAQ\nBgkmJbGUJFRKwpSiTEpKlaJMKkqFpJYCZUIJJiH1o5JMQFpCqXhcWUIpJqGYUIpJBUsAllCKSgUm\nASYUoQogkiiiCCAJCCiBIjXJCgAIFAUUIQT6Ud8IUqCmLBGtQClFiAIlIIQCREnClCJEKlCl5TOq\nFIhShCpFKGQ8rgiFAlGSUCh9DDl+TLwNCkUIUeS4zKZAiSJEiwl6nKpY9KqpcLVtLXIRAihFaLzn\nuHBFYj0tnhFLUBS1baL3kbq0pldTSn9BabGspsfF49DbM8ahNTv9HERhxnGI58UnU4jnIX6FteMR\nS3u1OfGtuZau4uNVTXKJzwUtE9XknePHxZICISRWiUhNclPx5alLQlRfA8TXKQ7j+PE1iZGQ+BrW\nj5l5PLT2SUhdYKj9cMXbMx8VPWm8tl37IttYSJUCeSP76saDNM0eAfAK9+G1l1v7CAD88u/fiJ17\n9y//B6JwTUe2ZZ38ScvR9QTbHsugaeQpr6fVxvhUiDc2P7huD5O4792b/De/+xAu64jcYmHQzVAA\nX/uT9V44jZc4j/bdaM2s5fr8QKnjWmcscNaEPoVZnqvjul9tuyZkxtt1YVHNWDNev74GOXW948fO\nMp+cNB8nnpfU1seJ+4+LtjguAJ/h+BP2x9emLm7OiE/Pm7F+Pb4Z4mdtuya81uLHSefD8Xjq15EA\nRDGIMV025qJDQAs7nwXwe9DOnnZoweWjQRD8OefcB3AgCIJxzjkAfATAPdBCyw8BbAXwd0EQ/BHn\n/CEAbwuC4BOx+PM56DrF66C1jhUAfjkIgh/FYs3/hr5wYRAErQDAOf9D6BSxlQB+B0AmCII7Oee7\n4pgjAL8GwI9jeQTAMID1APYC4ACsIAhu55y3Anh5EAQf4pz/3oUIPcDcu3G9F8DvQytN+TjQz1/I\niQ1LllyjAzAYDAaD4UyUWWI053aMZL3ObNbtFEWnJVFlfocktB+ErIB+czYrnlsZuemGHYeSifJN\nADAqO3cAaG1a23q7qIgHyyOr7pgeXYUn/NzBndfsHaRNU1e54TF62dGDAT9UKfQeCDtYRAfybvux\njNczmfa6w7zb5lWsRLcCXeE4UTaRKE30JfKZVKpYTiZLMtFUpq5bSdiWaKFUdgswuwQ3U4SXLSq/\nWIBfLqhEWIQvi2hWJeWRChxWhe2HiroiIraIFFWREjKUZRXKigxlVYYykqGQMpRSRVKIUJJIKKYi\naSmpbCWUq5TyoOBDIQX9CSfT7/tlBVRUQGWZMFEFFVVCoxBMVGELQVgUgglJaCTiRwkmCKhQhNVE\nJkG14CQZiGSESgtEWiDKBlE2oBwQ5UB/SuoC8GoiwJmMxEQqwSSqVKqQSkRMqojVHgUiKpWItyWT\nSjABYQlV29ailRawFJNKC1d6WzJRF6vABAjT4hWhUkkqQZhUhOrnlCoQKkGJUowqUKLA9Jey6tuA\nBQWL6PfUdu2LnOU9tgQRICRSIEKBCkWIVIRGCkQqQoUCEbHYJSWhUhEiFKhUhMr4GKkIkRKxKKbH\nTxHJxOwiGU4Uydg8iGSEKBAaSz61bRrfiFKlRTyqAArE26QmvBBL1UUYQqGvHdU/q2Dxc6aFwPlD\nyR+jVMnhje/6jqsgAQBfvt8m3e1tWNF7hXroic8gnRuFUiDf33oI2cxVlb7uteHk9N+mpqYrABQo\nZeqJ7bdPhNFDHW/+nW8TKYHJqaYKlIKUWXfrY8OQUmJ4+MYjD5W6QkIg6yKeFurkIol+NXFurqIf\nZoh+mEX0IzPExLmIfrFN6XxEv/jyLJDod9Lz+lct5gWj8b6aRxodwPkSBMF+zvmTAF4L/f2aBrAT\nwDs4578bjyVmTOkDcE089ioADoBXc85fBmATgDLn/G3QKWI/D92W3gLwqwBaAdzHOZ+Ix5+A/j+t\n/h0MguDPAYBzvgX6b1YL53wntGDkQKeELQ+C4B845/8HOq3rSWgH0Auh6/8wznkQn/cHAL4wH9dq\nrmlcrwHQDeA7QRC8MLY3rZyPAAxLDuPsMRgMBkPDCamTzrntR7NeVzrrdoYFp9WtWIk2QazlIKQH\nujDjOaDkxvUHt65eNXQ1IbipNnpU9WRq262bOu6YqsoHqlPlO1WpaXX1mRtWg4hy1Hvoib0rDrY8\ns9q/HgDsUOZXH6vk+aFnQz62u90N1QYC2JLQSs5pn8x43ZNpv7s66Ha4ZZbsVoQOgJD6ey7GRCHh\nl0uJRKmQShaLrals1OePEc+r+I4dNjEmOwF01m824ga5obIKsUiUKyqfFJBQBeWrAnxZhE/KymUV\nOE4Vti/AEgK0BUALQOotdpWQJRmpvIpkUUayHItHVRnKUIZCyFDK2HVEVFVRGUmmhHKVVA6kcpVU\nCSgkoK3vM99Mzw0iKqCyAirKhIoqmKgQKkJQEYJFEWEiAo0EYUKARpIwIcEigApFqCBgAsQWFFQS\nEMFAJSNEWqDKApF+LDK5+rEuMvkLfuN2MkopqhBRiZBKFTKJiAn9OEOsEnWxSioxw20lmVSx0yqK\nn9fdVmDagUWYhGLyuGg1Q6yiVI9roUqCUgVKlWJEatGKKsUIwKBgxaKVPUO0qgtXRN+4LBnmUyT7\nL1HeEAJWp+OWIiXpuAgTbcWjR9pJsbjWLk8+XBznqOYTAHyLUNlaGDkY7Hi6ucVNkny16FvMjqSU\ntG1yeLdLrRsoc1W+mncrxUx47cANh0cmBzc1ey35bCmTKI1OT8iopXiqSEbPJJKxCxDJLNTEsnkW\nyZ5fKEUIJKAkIZAESoLo7do+PaZFPIK6mCdrYp7WQpWM011lLKg1XPSLIja05SWNvr7nTBcAi3Oe\nhRZbktCi1c3QKV4+gO3QAg2fMe9YPH459L1uHrqOzzi0w2YltDATu8JQir849N/CXug6PA9A17d9\nDMBNnPNcPD4G4AiA90CnbgHacdQD4FPQItJvc85/Po5zD3Tq1i/Fc8vxed8DLUb9Smy2uWDmKvbk\ngiCoxjluCILgm5zz7wP4h/kIwrCkMGKPwWAwGBYFQVgx77QNZb3OqazbVc67bXbZSrVE1O4FIR3Q\nb9gumJbm3L4br9tZsW1xSkucEdV5wvP2a7runHh05KEoF+qeyYp50bE1t0bH1oAk04Gzcu9YNZm5\n+tmV3pZnV+peFVakiquOVZ7mhyrZ5WOTbSsyE9cOZPa4tTUlSJh32w5kvO7xtNdTzrkdbiFMdOVy\niU2jpNOZLWZCZOh7lbFkojSVTJbyqWSxmkyW4HkVp8PJJLvZVDchqptQ2LPNn0lV2bkS3GwRXrZI\n/VLBTpQLyo+0SOSRsvJYBY4bwm2OwJIStBlAK0DOeKOvlBLquHBUlKEsq0hWatKRDIWUkZQqlJCR\nIiqSTAlmKaFsJZWrQuWhCl8pdEC7jhauYCiRVVBRBhUVQkUVVFQIEyG04CRiV5OInUyKsEiAijhf\nLdJOJiYoiCSggoFKOkNksgFlg9SdTC5AXEHgSwv2UvgI/7xRSjEtWFVjl1XNbSWYqLuuYqFKC1ex\nUCWZgGBCSUunA0omtcPKEgq17VisgnZYKcIEYmkGhKmacAVCpXZXUaUokSp2W0kWu64sAjBI/UgU\nHMxwWUGLVqd8E5qIgqIE/3flQOpwuYQ/OZTHa1J0RZtdAtK78e7uNrxr/yjaLAvdtkNf6xQ2fLQy\ngSZEKEHBUcIpKwny3Lfu7GcKv7uiH+/a/wzWMtHUNPHUFQ4BPryit+k9+7PYOP7wtRuKTy/2d6/O\nCSJZXRSj4mSRTOqrXxfMZopkOpWSCq0wUKlAVSyoqVPTLRmkXgOzpFtCH09wGieZ9hCd5CRThNK6\n1+hUJxmrbePcnGQ199hpRDJClAIDCFOnNyNerPzo7IcsOcah07i2BkHwcs75vQDeCi2ebIAWaATi\n72esXRShRf8HoEWdlwP4DoC7oJ06KQA7oOvo/BaApwB8GcC7odOsRgD8D2hRaTeAwSAIbuWcvx7A\n66Hbvr8RujDzVdDZT78YBMF7OedNAL4H4DMAfi8Igi9zzr8BoDMIgl2c80q85iYAk7HG8t/QjqUW\n4Oz/v58Noubwk8s5/zKAr0H3p3cAPAfgdUEQXH6hARiWHtvuvicPrZQaDAaDwXBBSJCw6LQMZd3O\niazXWcy5HbRkNzWF1OkByLITi+7OL5SK0rVX7X2ku2vqVkJmf9P0L9E9u6pwrpg5ppSSEw+PPCJK\n0c2zLxzlrb7nnrJ6DncRJjacvJsJVR4Yrj6z4VA53T9abfEragPRnziegASJCk7rkYzXPZb2e0o5\nt90pW6lOSdhKEOKefPypKOU61YlEojyZShazqWSpnEwWpe9XbNep+pYdtVGiughB6uxrnbwyVBV2\nrgQvXYSfLyivWECiWlB+VIQvi8qjZbixSGT5AiwVi0QtscvgnFFClaWQeRXWXUel464jKWQoYteR\nIiqSREbSUkJZM1xH/gzX0dJ4H0NkqEUmWY5FpiqoCAmLqqBCO5l0TaYIug6TjOsx1dPlQAXRKXOS\n1p1MRDLQmSITHEC5OO5kWlKOnEZDpBJUneCyivb8286m/EjO8Vu8UIYCpWzZXn3V8vHmFr+8ak33\n1H/+6083QwFSSkoIUddfNXDgist6xkZHM8n/3vbsZgVFrhzoGrxrw8Dhz2zdc80VPW3DDz53bO0b\nNq/Z8cChkVXD+WIzAUAJUW/fsPbpXtcN43RAGqcJWqSeHqjqaYFEgQGwiTrFZXXBN36Gc2MxRDJJ\n4vpjs4tksR3oRJFMEkrqgtl5imROVP7Uu+5700cbfY3PBc75a6Br6nwTwMegixqnocWZTdDiTRN0\nWlcW2oHzq9D1fKbj/RVoPWM/tMumDbpF+h9CF2T+deiizwkAawEE0B88HQbwbwA+AV3T5/PQQk0I\noAr9+7kWwH9B1wdyoYs+fzaO70+hBSYfuubPMLS76EvQXcUegk5FE9Dt218M4JMAmoIgOO86yWcV\nezjnqwGMQqdxjcUv/nYA74372xsuMbbdfc8xaLuawWAwGAxnRQGqZDUdy7nto1mvK59zO1B0mhNV\n5nUp0OUzU5gWi96e8SeuvvKZTkrVadPOlYL6uHhtHiBNp+yTqjq+7dhOWZXXnek8tGlyjz3wzBRJ\n5LYQcqqgAwBUqOqK0eozGw6Vp1aMhE2JstxAziBGKBBRsJuHMn73SOwEsst2ql0QayUImfUcZ8Ky\nokzCL00kk6V0KlksJZOlKOmXmetVPNuOmhmVXYSg/VzXnTV2BVmBky3ByxSVny/AK8UiUViEj6Ly\nUIZrV08QiUgLgGbMYxcfpZRUQtWEo0LddaSFo0iGUqhQShkKIiMF7TqSNdeRoyQ8KOVDIQn9ye9F\ndqMtI1BZBhW1mkwVLTKJEDSK4kedLsciqUUmoUCjk0Sm2MlEJD2xJpO0TiMyXTTtnJ+59xGE2Qog\nFZx2/WvVurkbXkcSx35wANXxIqjL6uWllt11GQqH0ohKIZSQoJ6F8mgerVf0IBtMQFYE/N4muO0+\nlJDIBBNwWjxExRBr3nwNnBbvgmMm2kkVUqmqcUpgVBOvZritxAy3lYxrWqlaTSsmlLKOF19Xljhe\niL3msqI6XZAyCcyoY0WoFqoIVYjTA9WMWlagcT2rWmqgdVJqoIMlmBr4POatt37jK59odBDnAuf8\nNgBfh+6e9VkArwCwD8B7ocWR2wCsBnAntCjzYmhB5v9Bp0q1xfu3APgDAO+Arufz+wD+GMAvBUHw\naHyeXwLwiwCeCoLg5TNimIJ2Eg0AuDUIgiOc8+9Cpw1PAdgI7fT5K2jx5zZo0enD0ILSZ6EFn5cA\nSAZB0BJ3Ov9yEATXxed4HMBrgiA4dKHX7Ix/kDnnd8UBbaydjHP+TWjF6yL7T89wDmRhxB6DwWAw\nnESF+RM5t/1Y1uvKZt0OUXBavSrz2yVh/SBkOYDljY7RcaoTN12/M2hKFW8927FZpI4CpH+2fYQS\np+uW3svHth57WkVq8+nWkLmOyyu7bwVYmLGX73+MdR9ZTqhcc8IxjDiH+9wrD/dpsw6VKlw+Fu7i\nh8oTK4erqWRJcqI/jdTnhmKpMLMyFWZWLs/uq6+jAFm0mwczXvdo2u8p5twOq2Q3tcUi0GnFoyiy\nWrK5ppZs7hRNqw6louz7lbFkojSdShYLyWSpmkyUqOdVHMcOmyxLdADoOptjhBBQD9VWD9XWNjL3\nzHCpiKjAScdFq/MF+OUi/JqTCEXlES0S2U4IKynAUgqkZTahTsdBKLFIMyzaPB93lie5jkozimTX\nxCOpQjHTdcRqwlHsOvJi4WiRXEfUgqQpSCulohmvY8HPKwWoLMXpchXUi3+LEEyEcXpcFD9KsKgm\nMoFQoeIi4CTuMEdApEV0AXALRFkg0tFiExygXvzbO51z73TkD05DRRJ9P7MGyZWtOPK1vYiKVXTe\n0A/mWjj67X1wuxJgrgUZSVSnS8g8Mw6nxcPAy9eBEIIDn34KzLFQOpbDxnfejP2ffBLLf3YdRh44\nCFGK4HYksPYt12L4+wcQpsvzIvYoSqyIwgLOXfRdMiildC0rhEypiAqEOh2wLlyJuCC7oCcXX9dF\n1uVshdjj4uuKCQVLgjDdPZCcKFiBMKl0aqBSVBdgr9ezYrTmstLpgKwmVhEFG6fWs7rYayFNNzqA\n86QFOuVqADq16nPQbpjvA7gVutuWArANOq0K0A6gK+PtKnRq1R9Dp3h9ELpWjgPgXs55Pl7vHdDF\nmjdzzv8uCIJ3xfMZtPnlAQCf45xLaBfQTmhRpwhdXDmErhXUAuAnAP4ndO2eDLTYcwxAhXP+KLSw\ntCCcTX1/P4CXBEFQL14Y55e9EsDfAPjZhQrM0FBM3R6DwWB4nhJRO5tz2oeyXmc663WFeafVqljJ\nWmHkThwvPrjkWLfm8NZ1aw5vIgRnFXoAYFh1H4O2S88KYTTRdUvfwNjWY89CqvVnXEzYLeHgVjie\n+QAAIABJREFUxtvDwY2grWM77RVBnniF6wjBKTV5JCX2kWXOFUeW6V1EKtE3Hu7ZcKg8vnK46qeK\nkhP9BvHEeACaDLMDyTA70JfbXx+PnVVDGb9rJO31FLJeJytZTW2C2itASPNcroWUzCsUEgOFQmJg\nbLzjNEcp4XmVkWSiPJlMFvOpZLGSTJSk71cc16kmLEu0E6K6CcE539VSopiPSoePSkcHyZx9Qi1u\nRaIy3Om4aHW+AL9cgF8tqIQowoPubObaFdhuBCspQFMKpBU4vTg2G4QRjzHmwblw6ajuOtKOo5LS\nKWszOqzVXEcSMpJxrSPFlJC2kspTEu7SdR1RVheZZowuvMikxPGaTLIS12KqdZgL4zS5KE6TE1OP\nPTSQXNaPyUcnmlrXXLujOr39JpZwqyRq3ymlIBDYwt9+x9Mg0q5M5b0jX9+1su3Kvtzko0dax358\nWLRfv1xQhyXDXIX4fTpLklBg5IGDACFYdtdqHP2vfVBKIcxUYDfPISvz+QIhRDI4ksGJLu56VpId\nL8AeznRZUYnIEnEh9rrLCrLmtordVOKk4usqLr6O2HkFKuvdAwmTxwux07pgVU8JpFSquPj6CamB\n1ozUQCtODbQBWIpgosFX8EI5CN1hqxw/nwLwrSAIfgMAOOcfB+I2e1rgeQBaGDoSBMHNnPM3Abgi\nCIK/5Zz/E4BdJ6dLxULOHwRB8Pn4+Qbo9Ku/BzAUBMEdnPMboWsAPQzgQQB3QKeH9UCLPrdCp3G9\nE9q98754rccB/EoQBIc45wPQLd0BADWHz3xwVqtlEAS7ZhnbzTm/cHnasFQx7dcNBoPhEkYQVi44\nrUNZt3My63WW8047Ldmplog6fbGgc1HV5EulCgdvvn5HxnGi285l3lHVXTzbMdSmLV239FbHtx07\nDDW3TqQy3X1lJd0NWJUJe8Wzu1nHsVXkTOlklLCjPc7lR3tiXUgp2TsRPsMPVUZXHat4zQW5nmj7\n+awQgCSiXH8il+vvzT13wr6SlRrOeF3H0n5PPut20pLd1BpRZwCEnCImnR3CymVvWbnsLZucOn3t\nbNsOpxOJ0ngqUcqmUsVSMlESiUTZct2qZ1tRK9VpY+dx/lOhRFkJlLsSKHeBpOc8TyhaLcFNl46L\nRJWC8isFJGQRnirpotV2FbYXwUoI0KZYJLpgR8UJrqN5eDetpKrISOpC2WHddVRPWVORlDKUSoYS\nKpJUCslUdIrraGato4vwDpwwSCsJaSXnIjLJ7HYkuzcClcPY/68/uVNWge7LX+2Nfbt0G7U8iDLB\nwX8Zvj4sTcNt7oMqdSAh3uRPhv+EqScHMfn4MOxEB7o23C3Th7ah+PgdmerkrhRTfWUpKyr7REdO\n5A+37vnrxy2/qyeL7DX7w4IQcZqcBI2gHU06Ze54TSbBtJNJzUiZq3eYqzmZXEJg1KNGQwgVDK5g\nxA0bHcv5Mf6CRkdwfmSCILgTADjnnwLwG9BCylMAPsA5r+kbNwL4ixnzbgfwVeg0rrliQXcl/zzn\nPAkt8vxx/JiORZrboN0+R4MgCDjnmwCkgyDIcc5HoN1Bb8GZdZcXQQv3j55DbHN+AWfi9H5fXVDI\ncGlinD0Gg8FwkaNARNFuPpr1Osayblcx57ajZDenQub2KJBeELIWOp/8ooUQWb16c/CT3mXjNxNy\nTm/gAABjqmNON0zMZV2dNy0bmnh4ZBjnkuYcuZ3hwc13hAevUKx95Emr/9mQuKUtZ61rQggd7nI2\nDHc5G4AmQCnVPRXt23CoPLz6aNVpyYu1ZI4OKz/K9/r5fO+y/METxstWYjTjdh1L+z25rNdFinZz\ncywCnVZUmithaLdlMnZbJnN6UxFjouD75bFkopRJJYuFVLIYJhJl6nkV17GjZsbqaWMLIjwwIp0U\nSt0plLpB5p7NEClaLsGriUTFAvxSQSXCuLOZKinPqsCxqrD9CCwhQZtjkWjBbs4JJS5zmAuHXfB7\n81lcR6VZXUeRhAwlVZGkM1xH7oxaRwnom5dZu801mlrJ0q6NuhTH4LZ/hJPqhpPqAgCISg5Ny68B\nZTaOPvZptK6+FdmhJ+Ek2rHipreikj2GkR1fRlPvlTQqpTG09VNtHeteityxHXbnhldibNfXm1fe\n+h4MPfJJLNv0xi4xanXN+ysgsgwmKkQ7mnS6nO4wFxLtYqoV/xZgNZFJIC4AHotMkkILTbW6TDaI\nZHFnORuod5iriUzmw/5Lh9FGBzAP/BC6cxWg3TsMqDuWPhwEwWHOOaC7cL0F2unTzDn/FnRbdY9z\n3gzgd6C7d/0YOoXLAvAGAO0AXsE5PwTdleufgyD4Euf8DdDFl78A3QVsH46bJRwAz8bbfdBi0L9D\nF3cG5/wl0G3XOXTa2JsBfABAyDkfDILgm/N1cYCziz1PcM5/IwiCj80cjPu+PzKfgRiWFFONDsBg\nMBgMZ0cBqmwlR3Nux0jW68pl3Q5ZtFsSVcvrVKD9IGQAOq/9kqOrc3LHlqv3pBhTd57vGnkku+d6\nrJWw+ztu6Dkw+ejoFHCuxYwJEVO914qpXhCnNGKtCALWPrqOENU3x+lkrMNeN9Zhr/vxFj3UNRUe\n4IcrRy8bqlgtObGW6kYac8aLij1edLinp3D4hPEK8yeyXtfQtNeTzXqdKDotLSF1ayl884YQLJnP\nJ1fn88nT3nHU2s8nEqWpVNx+PpEowfcrtuOETRarp40tWhqTRaTXhOKyJhSXnYsMFSpWLMHLlOBl\nC8ovFeGX8ioRFeGLIjxSUi6rwLVDWH6cbtYMoBUgi5qiFbuOmmDRpnlyHVVlJHN115FOWavXOqqn\nq4VS1V1HQtlKKHtGhzUfWjiaN9dRJTeM4sQ+TB14AN2bXgVRycLy9GfcYSmN7NGnkDnyOLyWPqR6\nNiJ75HGUM0Ngto8jP/kYypkhUMvF2O77UU4PoqnvKjDbh5PqRvrwT6FEFQDAbB9RpQDbnxcj2wwI\ngWI+IuYvcrqcApEVXfBb1op/19LlqqBCEBaFYEISGon4UYIJzOwwp51MgsQiEzux+PepIhN0XaaL\n0HG2ZKl86Zc/ejGmcQ0BcDnnD0D/bCwHsCUIgj2c808C+O0gCL7POX85dMcsAMgHQXAf57wLwEQQ\nBPdyzt8K4EtBEKRjgWc1gL+DLpj8Z5zza6E/2Hk5gLcHQfCak+L4EbTb9gXQdXr+B3SR549B1+T5\nNc75CwBMB0GQ4Jy7AJ4EcB208PPuIAge4pz/ArRA9ek4tnkVeoCziz2/C+DbnPM3QtuKGHTeWRa6\n+rXh0mTf2Q8xGAwGw2JRZd5Uzmk/lvU601m3UxScVrdiJWqFkZdB54c/L7CsMHPjdU/vbGnO33Yh\nb/6FolUBOqe0rBp2k7Om/dquPVNPjts4s/v5tKiqvyw8cPWy8IASrPPoo3b/Pgq7ci0h51bsc7zd\nXjPebq/Zeo2uF9Kejg7yw+WhNUcqrC0nVlN1fo0WXFHq7CoMdnYVBk8YrzJvMut2Hk37PemM14WC\n3dIUMnc5CD0nkelcUIraxZK/vFjyl09Mnv6ouP38eDJZyqWSxXIyWVIJv8xcp5q07Kj1fNvPzyc2\nEQkbhUQzCr3n8lNbVVa+BC9dhJcvKr9UgF8unCISOW4I24vAUhK0CVokWhJdsQglDnNYxzy5jpQS\nKqciWYiLZGvXUSRDWZVRXTyKJFQoiRSSqkhZsevIURI+lPKL4/ubCUjKSXbSrk2vwvATnwNzm0Et\nrW6N7fo6lAgxcNvbMbb7myiMBWju3wK/4zKISh7Jng3IDD6G8vRhVPOjGLj1bRjc9o8oOvvQtelu\njD39VV3AB0BUycNyG/qjN88QAsU8COZBoEXF+UsLLzIBIKICXY+pTHRNpgqh2skEFkWEiajeYY5G\nkjAhwSItMlFBwOrpcgREMFDJCJEWqGIgcma6nI0TRaaLvRDzbAw1OoALIJiRxrUBwH9wzq8BcIse\n4n8IrVmMn2GNKQDfiF0/G6Ezlr4L4Guc81bo2joPc87vPM38HwH4UDx3b/x1OefcB9AdBMGBuE38\nTbEwBeiC3r0A/gPAxzjnnwfwxSAIRuI4FoQz/kcQBEE6DvIu6N71AloF+/GCRWRYCuxpdAAGg8Hw\nfCMiVj7vtg9l3c6prNcZ5p02q2wnWwWxl4OQdpyzm+TSY/XKoZ9s5M+tIwQXXGpgAm0HAXLO77Cc\nNu/y1s0dT6WfntwIXEhKA2Fiov8GMdEP4haG7IFnDtDW8csJwXmle0y1Wqsfbk2tfvgqfWPZlokO\nrz9cHlw7VCHtGbGKqtMXop4Ljih3dBaHOjqLJ94jhNRJZ73OwWlvWSbrdamC05qqMrcPhC6SAElI\npep2Vqpu53T69O4Jy4qyCb88nkwWM6lkqZhMFkXSL9O4/XwLo7KDkKVXosAhUcpBPtWC/Jw9LUpB\nVWFnS3AzRfh5nW6WqBSUHxXgqxI8UtYikaOdRCwljzuJluyNLSGE1F1HF7DOof/+KVa89KUojQ2L\nyf1fU2Fpkm2853eGCiM7CGFOpZw5PNBx+a1Dgz/5SBehTLoty3JtG649IEole+gnn+Hpx37aYifa\nwvb1L84URvc2A4hEWGxqGbgB0wceRCd/GXLDT2Nw231IdKwBoabT+LygmAvBXAi7uSYuLY7IJKvH\ni3+LKqioxOlyVTAhYleTiJ1MKu40p6sq00g7mZigIJKACgYqaSwyWSDSBpQdp8050AKTC8BfYJHp\n8NkPWfoEQfAM57wEYAV0GtcvBkEwfKY5nHMHwH0AroqFlv+M19rFOb8KuiX6X3LO/wXA4GmW2QFg\nHYAXAtgaBIHinA8BuAfA1viYKoBPBkHwlyfNfY5z/h3oWj73x6LQgjEn1T8Igh8A+MFCBmJYUhix\nx2AwGBYACVotOC1Hsl7nZNbtKuXcdlq2U00hdXpBaA907rfhJBKJ0tDN1+8Y8bzqLfO15jHVPQGd\nM3/OeN2Ja5o3ykeze6evxRzfS50JVUn2V/dt6QeRIesefNjuO+ATO7z6QtacbrFWPnJlauUjV2rx\npyUnhtYfLh9ae6SiOtLRSqbmJ73PltXWjuKx1o7isRPGI2pns27nYNrvSae9blFwWpMh83oVSB8I\nWfR0jCiymrO5VHM2d3qXBaWi7HuVsWSylE7qtLEwmSiRWvt5Zol2AnSfrf18oyEExEXY7CJsbj1H\nkagCJ12Cly0qL1+EXywgUS0oPyzAR0l5KOvOZk4I2xegTbFI1AIs/vf0fKlm00j1r0bvq17EAGD7\n338Aib5lKzqvvgbVXBqjj38HbntitZdpRfOq9Vj1itc2E0KWA0Bi1a/i2Nbvgr/+N5mMIu/pjz+N\n7jt7Mbq3A30v3lIc+uFRYnXk83S6aPfc8IJ015V3jMlQhiqUQsYpayqSREaSqahe68iZpdaRKcC8\nVFDUgaAOhI1FFplCLTLJciwyVeN6TFVQoZ1MuiZTBF2HScb1mOrpcqCCHC/+HTuZiGRKsicX4yUs\nNJzzdmi3zFHoEjM/D+CjnPMXAVgWBMEXZpnWBCCKhZ4V0KlVDuf8tQCeC4Lg65zzCeh26Icwy+9i\nLO48CZ2+9eZ4eCuAtwH4ePz8EQB/wzn/a+g6Ph8KguC3OOd/BODeIAj+iXPeDd0QQ852nvlgSVg8\nDUuO56Db2JkibAaDwXCOKECW7KajWbdzLOt1FXJuO4p2cyJkXk98o7sGwJpGx3kxQIiKrrh839YV\ny0duIOTCnCknc0x1RxcyP9GXukFW5bb8gcwtmK/uRYraYnTVzWJ0FYifO2gP7B2kzVNXEnL6Tlxz\nJdPE+h+7Itn/2BW643hTQQyvP1x+bt1gRXamo34mz73A9ZmwZNjcXhq+or104oesEbHyOa9zMO31\nTKe9rqjgtCWqlr9MgfQ3QgSaiZTMKxQTA4ViYuD0CQBKeG51JJEoTaVSRZ02pusIWa5TTVmWaI3r\nCF1w167FhhAQD9VWD9XWNjL3Xh1KQZbhTtdEogL8UgGJalE7iVBSHinDtSqwXd3ZjKUkSAtATl/B\ne0E59Va9/pOngEp6EstuvBOrfvYXsesTf42pPU+hY9O1AIDhn/4IPTfcAQCgloWOTVuw874/x/I7\nfhZDP/haYtUrXov9X/20v/mtv4enP/5XrSte/NJV1Dr32y0lVagimZeRLKhIlWQoyzIUlRnCkZCh\nVDKSROkvJoWyIJSjjndY86HrHKWASzIV6dJGURuC2hBoWoC6TF+cn2UaAp+RGuVB19Spcs4/AOBT\nnPPXQV+mN802OQiCSc759zjnj0E7dD4IXa/nLdAFk/PQ2UzvgC72fBXn/O+CIHjXSUv9CMD7oVO4\nAC32/DWA18Xn+Qnn/EfQLdkJgH+MjxsE8H3O+TSAaQB/C13c+V855yO1Nu/zBVFqUbRJw0XGtrvv\n2Q7gqkbHYTAYDEuVMkvEhZE7s1m3UxadFq/K/E5JaD/IwnXeeb7Q3pbec/2WXcxickGS2T8T/fzj\nRfjXXeg62WD6weJQ/o75iGlWiChbyw49YfUebCZWtHmhTpMsitF1g5UD6wfLUddUtNySiytICsKK\nObdjMO33TKa97qjgtPkVy+9RoCtAlm5q0emw7XA64ZcmUslSJpksllLJkkz4Zeq61YRtR82Uyu75\naj9/sSIVicpw0iX4uVgkKsfpZqIIX5WUx8pwrCocNwRLCLBU3NnsgorgHPr2l+E0t6LvlhcDAB79\ns3fi2vf8FSzPhxICT3zo93Dd+/4GAHDkh/cDSmHFXa8CADz2F7+DLe/9IE4WcNL7diN9YC96b3oR\nDv7nF7HhDW/D3s/ei8te+Xq4rY3NwI1rHRV0rSNVjItkV2QoqkoXypaxeFRzHcW1jpStpHSUhAul\nEsZ1dEnx6vs/fPfXGx3EucA5XwXgaQBPzBjeHgTBb89x/gPQwtCu+Y9u6WKcPYbTsQdG7DEYDM9z\nQuqkc2770azXlc66nVHBabUrVqJdEKsfhPQA6Gl0jJcaFoty1127+8n2tswLFrJmQQnu8vlYp5m3\n3SGr4oHyWOnO+VjvFBTzouE1t0bDa0CSmX32wN5hmkpfTQjm1RVRSLCe7RsSPds3JAAAfklOrDtS\n3r/+cKXSPRX2WQJryXw5mGaBKZFoLY9taC2PnTAuCCvnnfbBtN89kfa6w7zb7lasRI8CHQAhSzad\nKgzttkxot2WyZ2g/T0XRT5THkolSOm4/HyUSZeJ5Fc+xoxRjohNA5yVaIBaUKCuBSmcClc6Oc/jJ\nEopWy3AzJbjZgvILRS0SVU8ViWw/guUL0GalnUQJAGjjV+Lwt/8Dfbe8GPmhg3Ba2mB52ohFGIPX\n0Y3S+DD8rl7khw6i6xqdPVrJTIG53ilCj1IKQw9+Cxt/9bdAKEUlo5vahrk07KYGmZdmENc6SsGi\nqfn4hTnuOlIFFUntOopkVVZFqEIZzXAdQWnhiCkhY/FIecZ1tCS4WEt21IszG+aGEXsMp+Ni/SNg\nMBgM54QgrJh32oayXudU1u0q5902u2ylWiJq98WFkVsbHePzhRXLhx+5YtO+AUqwcE4ZAGXlpBXo\neXWrmo3WzZ13Tj0x9mA1XVnQuFWhZV11703rQKOC1fvcQ9ayw52EiY0Lca6STzt3rk907lyvxR+v\nLKfWDlX2rT9cLi+bCHssgfVkEW7SmBJeS2V8fUtlfP1K7K6PS9Bq3m17Lu31TKT97krebfcqLNkl\nCR0AWdx25eeLkCyRzydXna39vOdVhpOJ0nQqWcolk8VqnDbmOE6Ysphoi9PGnEUNvoEwIp0kSl1J\nlLo6SXrO8yJFy2W4mdJaL/uFbtXyzIfekVCEyjvveVUw9OAXm4nXJJbdeGd2wytf07L7ix9bKYWw\nk30DtGPTtQzQtX7s1KnizdjjW9F55Q1grq5+0LxyLbZ/5P1oWXc5KLv0brUIJTZxWBt1Ljy9tO46\nEqqgQlmUWjyqylBUYteRFo5Cqc7gOppZ68iUoDg7ZQD7Gx3EfME5/yB0t3ALwL0AHgfw8SAIbo/3\n/yF0J/Ha8U0APgXdOt0C8FtBEOxc7LgXC5PGZZiVbXff8wsAvtLoOAwGg2E+kCBh0WkZyrqdE1mv\ns5hzO2jJbmoKqdMDkGWNrhXyfMfzysM3X7/zcCJRvmkxzndY9u34b3nHvLpXlVJq8tHRbVE+vG0+\n1z0btGlqjz3wzBRJZK8lBInFOq9blZnLhioBP1Qp9U6EXXakOEHjCxdLkLDgtA2m/e7xtNdTzrnt\nbsVKdkrCVoKQS1QQUcp1wolEojSZTJayqWSxkkyURMIv265bTVhW1EKp6m50+/mlwJFjWXz4E4/i\nZ+9cg5fecWKZqmoo8M9f3IGjIzn83/dq3bZSjXDfZ7aLqWxVlKtSvuDF1x5bc+1VYz/41qNdz+58\ntqttYGXm6te+8VAZjvvctoeWVQqFxMBL7pFKdza7RH/eli5KqkgJmZehKqhIFmuuIxWKUM5wHalQ\nQp7qOnKVUh4kEgAS0IV8L0XX0RP3f/juC05hXmziNK4vB0Fw3Yyx2wG8LwiCl3POkwB2ArgaurHU\nLwRBMMQ5fxi6cPO/A3g7gFcDGA6C4J8555cD+EgQBD+zyC9n0bj05GbDfGGcPQaD4aJCAapkNR3L\neR2jWbczn3M7UHSaE1XmdSnQ5SBkNTC/RWgNF4qSG/lzD61eefQaQrAoQg8ADKmezHyvSQghHTf0\n3Dz+k+FHZFncON/rnw6Za7+8svsWgIUZe/n+H7PuI32EyrULfd6KQ1v2XubfsPcynf7iVGV29dHq\ns/xwOd83HnY6odpAGvA+k0LZTdWpNU3VqTUrMs/UxyVIVHRaDqa97tG031PJuR122Up1SsIGQMhF\n7gYgpFJ1uipVp2tO7ecTpXQqVSwlk0WR8MvE8yq+bUXNjMnOpdh+fr4oVyL865efxqb1XbPu/8LX\n92BVfwuOjuTqY08+PYp1q1rYK1+8jo1PFfGX9z582d3XJS776v7duO/3b8Nf3PuT5rvVt1YoAB/a\n+Qj+5DdvgmX9GwCgqqxCGW66CD9fVF4hrkcUFeCLInxSVi77/+zdd5wc6VUv/N9TudN0T8fJo5E0\nekaruJJW0q52V+u0ttcIgWVsMBgwBgz3YrBfB/waXwF+4V7jZQnG5mIbB4wTYGGvbcCBtTdIq81J\n0kqlODmHjtWV6/2jWmmtrJmpnpnn+/nsZ2eqq6tOjyZ0nTrPOQYkyYSoOOCjDrgYgEaAsOuzG0Q4\nIhCOT3Di7FTkurareY5XvqDqyHAt1/Qs52ziyL2o6sjxeM/xRM/xJLie4nmeAu/ccrV6+T3zQtAB\n3IQLmzMDwI8APAIAqqpWKKXH4Y9E/wqAt1JKvw6goKrqGKXn2v/dASBDKf2V2ufzdpMkCOyXCXM5\nJwGYwNIpC2YYZmEw+NBkSU4OF5VMsSinnIqUUEw+lHQJ3w5/PO6s9GJh5lY8Xjy+bfMhSxSdOV36\ndCmjXmZOKrkIIXzm9uaNE/uHn3ct99a5OMdlOWLc6l99t9W/Glx84iWx41iZKJXNhMxPM1VT4hrU\nLmWL2uVfzwiWV+kaNl6kvXqpdcJKyqbXQwJ8T8HBE6Jmvitq5rvaisfPbfcAVxPjfflQdiyv5Kol\nOSXoYjTlEKEDhCyqi4CLxs9fZt0Yx7lGSNHHI5HqzAXj56EohiyJVpTnnRQh9T9+/lJEgcOHfmc7\nvvPfJy75+Nt2rUa5YuLAM4Pntt2++fyfk6mZKpIJP7nJ837BR0NMRqVq4dEnBvC6u5ZBEM4XgkjE\njkiwIw2oXFe3K9MTS1XIBQ2hcsVPEpkVL2RpCHkaFOiewhuQZAuCYoOPuuAa4FcSLbh/k3rHCVwY\nAsKQb/5Le67qyPYqnuVW3VqjbH+5muPUKo8urDrialVH0ixXHT1z0y8mOBf17KGUvg8XNwzn4I8x\n/zr8FSoV/PTkMRP+0q2DcxtqfWDJHuaSdjy4zz6we88JAGuCjoVhmKXH5sRiSUoOFpV0vqhkrLKU\nEA0hknCI0ApC0gDSQcfI3BiOc6qbN778VCY9s4OQYN6HFBCbsz5MhCNy+o7m7on9w0c8xwvkb6hb\nyKw3DmUAwZgS2048waeHlhHO65zPGGyRRE50KptPdNaSP7ZX7Rwxnqe9RqFtzEwoprea1MFUHwJw\nEavQGbEKna3F80kAPwnUMFBQsqP5UFYryWmhKkYbHSJ2gNzcNKh65rqcXNHC7RUt3H6F8fOuIptj\n4XB1KhrRitFo1YyEq24opEuyZIYF4VwfoboaP8/zHPgrXLOHFAHlinnJx/74rx7DdF7HB9+9FQDg\nuB5sx8VMXofnAcfPTGNZexyf+erzaG9uwH2vvvFhdhKxYhKsWBzla04SeR48E2JBg1Ko+kki7YIk\nETRPgQ5FNCBKFsSQA+5skigOLLxpdwvRRVVHs/CT4TmuVmuSrbnWuaoj46KqI9v1PMslrp844j3H\nEwnBkzd/9rrxNICPAvg4pTQKYAWAE7Uqn2kA7wDwxlc850n4y7oO1pZxvUFV1b+az6DnE0v2MFfy\nFFiyh2GYOeIQXq9IiYGinJ4uKmm9LCW5qhiN25zUUkvo3BJ0jMzsam4af3bjOjXDcd68V/OcVbso\nWjaX5+AELpq5o7l5/MDwSbiY8yVVl2XLKat37U6rd43HJ0efE9qOm0SubgkiyWYLJHSqXbn1VLuf\n/OEdz+gYNV+kvfpM+6jZEDK8HlJH5fR+EqjYHrGK7S2l871Ma8tFh4pKZiQfylWKcprXxFjC4cQO\nEBL86KV5QTjdkHO6IeemZy6fNxVFKx8OVScikWoh6o+fd0IhXVBkUxFFO76Qxs//6f9zF3oHC/j0\nl5/Dxz98D1575zL82Scfx+2bWvGdH53Am99I8S/fPYo//N3t+MxXn8fUTBWpxvnLdRECIsOKy7Di\njShdT5LINSDNaFCKVS9UriBUrSBkVLywo0Hx/CSRLJqQJAtC2AEfdUESAGIA63UXJMLiuP8dAAAg\nAElEQVRzYZ6/7qojDf748kVBVdX9lNJnKaWPAhDh9++p1B7+JoBdqqqWXvG0vwPwJUrpY/D7zP3+\n/EU8/1iyh7mSHwJ4Z9BBMAyzcHkgjiY2DBWV1HhRzmglOYmq2BC1eDnngTSDkO6gY2TmniyZE9tu\ne+l4LKrtCDqWIqJDAGmb6/NwEp/M3N5sTjw+MggPc36+KyPEmW7e5Ew3A6I+Jnaox/jkaDchXktQ\nETk8kc+0yhvOtPrFPZzrWe2j5iHaq091jFqxsO72EH80c10hAAnbpdZwudTaVD590WNVITJaVDLD\neSVXLigZUhVjCZuTOkDIgkhozDbLEhMFS0xc4/j5mWhE0yKRqhUJV7l6GT9/uj+PeExGqjGEZW1x\nuK6HYtnEHZtbccfmVoyMl9E/VMDyjgQcxwXHESQTIUzOaPOa7LlRhIBTYDYqMBtBild/Qo3rEUeH\nlK9CKWp+kkjXakmiChSv6imcnyQSJQtCxAEf9UDiAInN4cthru6Zz923yQ46iBuhqmovgJ9qLK2q\n6h9d5imvA/APF+x3zwWP7ZnN2OoZS/YwV/Ij+OseWXknwzCX5QGeLkTGSnJqtKhkSkU55WpiPGwK\nStoD1wZCOgB0BB0nEwTPW7Wyb//K5f1rCUHgiR4AGPayw8D8JF94RWhKb2vqm3xidBxAdj7OeVWW\nkrNObchZp9Y7fHroabHtBCAam4O6mD7L5YjY1yKv62vxkz/E9ezWcetIT68+0TliRiJVlxKgritn\nQnalKVSuNOXKvRdt1/nweFHJDOVDuWJByXCa2BC3OakNhCSDibR+XDB+ftnlx897tqLoo5GwPhWJ\naJXatLGz4+cjAu8k52r8/LGTU5icqeJX96xFoahDNxzEIudPs++/VLx9t1+EatsuPM/ze/vE6z/R\nczM44vFhGKkwjFSKXHu/e8cjlg65UIVS0LyQVqskMs9WElU9hdchCyZExYYQdsDFakmiukv8LlCP\nBR3A9aKU/k/4y7F0+NWfH1FV9b+vsL8C4GEAT6uq+pPatvUAdFVVj9caPP+eqqqHL/P8ewD8G4Aj\n8K+B8wA+pKrqsUvtX+/Y6HXmig7s3vM0LpFFZRhm6TF5ZbokJYeLSqZQlFNWRUoohhBOuoRvW2yN\nTJmbF4uWT2+/7aWSJNmzOuL8Zj3k3P7wCW/ZPfN5Tqtonph6eiwDzM6EmNlGZG1Q7Dh2ikuMryak\nTpJSr0Bcz2metI7TXn182bAZimkuJVgYS4Aux+CVyaKSGcoruUJByUCT4g0WJ7fVlrEy18XzJMma\nioSrk5FItRSNaNVIuOqFQ7ogy2ZIEOzEmYHp3NcffDkyMa2B5zkk4wo2rWtCNhXGbRua8TeffxrT\neR2DI0V0tSfw6h2duG19Mz77tRcwNVOFaTl48xspNq9rAuAngo4cn8Se+/wpPz989Az2Pz2I1qYo\n3v3L89uffbFzPM6o+kmi4rkkkRe2KgjZGhRS9RTOgCRekCRqqCWJFnfW7fq97nP3bbpsoqTe1Mat\nfxvAbaqqWpTSbgD/qKrqdS0Fp5T+CYBnVFX93jUme35PVdW31D7fBOCrAG5XVTV/o68lKCzZw1zR\ngd17/hzAR4KOg2GY+WEToVyWk4O1PjpWWWoUdDGScIjYCkLq8kKVqS8c5xob1x072JSbvGMu7rTf\nrK/bb3q8gIY75vu8xpR+aOaFieWow6VJ5xDX4rMDz4otpyQI5q2EXM8MoXnmeW7TlH2C9uqjXUOG\n3FBxVxFgUVTKmJw8XVQyA7VKIK8ixmMWL7eAcLmgY1voBMEuhUL6eDRcLUSjmhYJa3Y4rPOKbMqi\naMV53k0BSNX19z5zzWyP16uQZ6pQyq9IEjkXJIkkP0nER1y/kigBkMCbx88BA0Dj5+7bVA06kGtF\nKd0A4F8AbL6gF8/Zx9YB+DT8VSglAL8GYD0uTtRMAngV/NUqEwDeBeATAB4FsANACsDPqqraf8Fx\n77nwGLVtfwzAUFX145TST9SeKwD4FIBRAG9WVfV3KaVvh983aD2ltBl+kuhR+DcmKPwG0u9VVfW/\nZu+rdGVsGRdzNT8AS/YwzKLigjMrUmKgqKQmi3JGL8lJripGG2xOaqpdTPQEHSOzMGUzUy9u2vBy\njOe9e4KO5XLKiARywSynlHXxtalnC4en1iHAEeRX5HGiM9a53RnrBFHKvWLn0T6uYWodIXWYRCGE\nG02LdDQt0ke2xADP87LT9gnap48sHzTFeNlZSYBM0GHeCMk1kmltMJnWBi/abnFSvqikB/JKLl9Q\nsm5FikdNXmkB4ZoDCnXBsW0hVipFY6VrGD8fDleno5FqJRrRrHC4SkIhQ5REK8bzTrI2fp5dR9U5\ngThKDFpzDNo1N60GAMvjtSqUvOYniSq1ptVmBSGvCgVVT+ENv2m1YkOIOP5kswRAxDl7MTfv4EJK\n9ACAqqovUkqfAnCGUvqfAP4TwL+rqmoD+FsAH1RV9UlK6QcA/AGAn1ziGIcopd8H8E1VVZ+ilALA\nuKqqr6GU/h8AbwbwN1cJ5QUAb6GU3g1graqqOyilEQAvAdgE4M9q++0AMEEpjdc+fhj+UrB2VVXv\no5S+AcDvAGDJHqZuHISfLWUN1RhmAamNDR4qyamxouI3RtbEhrDFKzkPpAWErIB/h4FhbpooWvlt\nmw8damgo31nPd8QdjzMdcPM6gvxCoVx4s2s6B0vH81vhTwGpW54eXWaqty0DcQyhqe9xofl0jAj2\nuqDjuixCyHhK7B5Pid2PbfI3pWesU7TXGFo+aAiJkrOCAxZ0ZYzomomUNpxIacMXbbc5sViU0wP5\nUG6moGScipSImHyoyQNpBWETk67XhePnJyYvt9dF4+dLkUhVj0aqCCm6IMtmRBCcRK2PEFvivACJ\nxAmLqIQbULmuJJHpCeULkkRaLUlkXZAkEgyIkuVXEkVdcDEAjQCZj78HP5qHc8w6VVV/lVK6GsAb\nAHwIwO9SSl8NYI2qqmfHyD8G4I9wiWTPZeyv/X8IfnXP1YgAHPitTR6pxVWhlB6H/17aqCV/OgF8\nC8A2+MmefwfwmgvON4h5Xn7Mkj3MFe14cJ91YPeehwHsCjoWhmF+ms6Ha42R08WinHY1Ka6YfCjt\nEq4NhLQDaA86RmZxW75s4EDPqjOrCMFdQcdyNRNo7AXIqiBjiLTHbndN97FKb7Huv14AAI+X7ZHl\nd9gjy0HChRNi59ERLprfSEh9N0sGgMlGccVko7jiwK1RAECyYPfSXn1gxaDBNRadLs5DYNPIZpPg\nWg3J6siaZHXkou02EcolOdXvJ4GydllqDJlCqNkDaVsKSaB8cQSPPPMl9HTdBdp157ntWrWAA89/\n9dznZW0aG1ffh+Z0Nx5/4RtwXRuO62DzLbuQbuzEcy9/FxMzvehs2YieLv/H9tCJh7h4NJvraF5/\nDePn9YlIRCtEI9VqNKK5oZDOKbIZqo2fzxBSn728mOsnETsqoRyNo3zNSSLPg2dC9PsRQSlVvFBV\nQ9ioeCH7fJJIFky/kihcW24WBxAHyPU01v+PG3lNQaKUEgCyqqpHARyllH4SwDH4Qz8u7EXDwV/O\n9cr+NJertLpwItm1/EttAfB87TwX7n/2vAcAvBp+gcQTAN4Ev+LnD+Ene673fLOGJXuYa/EDsGQP\nwwTG4qR8SU4OFZVMviin7YqUEA0hnHSI0AZCcljgd6uZhSkS1vq3b31pXJHNupiydS2GvdwEgECT\nPQAQWxG/yzWdR6rDletqMhk0T4t3m0e3d4OzK0Lzmf1CU2+K8M7qoOO6VtNxYdnBDdFlBzf4yZ9E\n0R6gfUbfigEDyYK9jPfmZ0rbfBE8O9qoj93SqF+8XskhvFaSU/15JTtdCOXMstQYNoRQzgPXDnJd\nF491y7YNPHPk22hKr/ypx8KhOF53x/8AALiug/8++H/RlluDk/1PoKttM7paN2Fs6hReVH+Anbe9\nE/nSKF6/4z340eN/j56uu6AbJUzO9GJd92uvGsf58fOXL5DnOUcLhfTxSKSaj0a0SiRStSPhKlEU\nQ5ZEO8bzTgpAJuiJeczcIAREhhWXYcUTKF1XksiAlPebVislf7JZ2Kh4IUdDyKt6CnTIogFJssFX\nP33f9hfn9pXMiXcBuJtS+muqqnrwq2I4AOMADlNKb1dV9SCAnQCeAVAE0Aycm8B19gfPBXBDfZgo\npVvgj2q/FcBGAB8F8HFKaRR+Vc8J+Mu1Pgg/ofYigI8B0FRVNWvLxgLDkj3Mtfhh0AEwzGLnEF4r\nS42DRSU9XVQyRllq5HUhmrA5saU2npfd+WPqAiGeve6W4wfaWse2EoKOoOO5HiNexgo6hrPiq5M7\nXdN52JjU7wk6luvmChF7qPtOe6gbXGz6qNhxbIqEi5sW2pKVfIPQ/uQ6of3JdX7P7IayM7SqT+9d\n2W+46YLdwbsIbMnfXOI9J5zQx3sS+jiQPz+QxiG8XpYa+/Oh3GRByZolORky+HDWI1w7CFlQ1wwc\nJ+Cerb+Jl0/++Ir7nR58Bu3N6yEKMlYvP5971ap5hENxmJYGWfK/P84WQ710/IdYv+oNsxar4/Lh\nciWyrFyJXK6NkD9+XjZGI5HqdCSslaLRqhUJa14oZIiSZEUF3mkkxMvVY1N8Zm4QAqLATCgwE42k\neLXdPwVsn4+wZtsX4feRfJJSWobf7+73VVWtUkp/H8CnKaUegBkA7wRQBlChlD4Ov9qmt3acxwD8\nNaX0Wqdp7axN7RIAVOA3cS4D2E8pfZZS+ij8qqEP15ZzHQDwHQAfrU0Ni6JOrp/ZNC7mmhzYvec0\ngK6g42CYhcwFsTQpPliU05NFJa2V5BRXFWMxi5OaAJJbCmX1zMKWSuaPbNl0WBB4N9hbVTfoy/bP\nPaMhtCXoOC409czYo1bBvDvoOG4abxXE1pMv8tmBZsK53UGHMxuiFWdkVb9xprtfd9IzdpvgLs33\nQS44syw39ueV7EQ+lDPLUlI2hHDGJXwHSF03pMVL6g8gS5GLlnFd6Pv7P4nXbPttiKICAKjqRTz8\n9Bdg2wZec/vvQJYi+MmTn8Ort/02fvzkZ3Hb2jfj6OlHkEutwNjUKeRSK9DVtnk+X9IV+OPnw+Hq\nVG3amBEJV91wSOdl2QwLgh3nOC9LCOvDuQS9dvO99z8UdBDM/GPJHuaaHNi959MA/kfQcTBMvfMA\nryrEhktKaqwop8slOQVNagibvJL1wLUstLujDAMAAm+Xbtt8+LnGRPGuhbyU4DP220Y81NfkIs/z\n3MknRp9wNHvex8HPFS4+cUhsV0skVN5MyI2VztejiOaMd/cbp7r7DSs7Y7XwDlaQee6/UE9cELsi\nJfryodxEQckaJTkl6UIkXUsC1cW/+5WSPRMzvTjZ9wRu3/iLP/XY0NhRHDvzGF6z/bdx9PSjGBg9\nhJ6uu9A3/CI29tyHZw5/C6/a9pv48ZOfw87b3gmeWzh/2gXeLoXC+kQ0XM1HIpoWjWhOOKwTv4+Q\nFeN5Nw02fn4xmQaQ23zv/fZV92QWnYXzm4kJ2j+DJXsY5hyDD02W5ORwUckUi3LKqUgJxeRDSZfw\n7SCkFUBr0DEyzGzoaBt+Yu0tJzsJwYLqL/NKuifN1FuiBwAIIVx6W9PWicdHnnYN57ag45kNbiGz\nzihkAMGcFtuOP8GnhzoJ5y0LOq6bVQnz2Rd6wtkXevzVaiHdnVo5oJ9Y1WcYuSmrSXCwaiklfzh4\nQsycWREzZ1a0F46d2+6BOBUpfiavZMcLoZxelFOiLkRSLhE6QYgSYMgXGRo7iqb0+SK0salTSMSa\nIUthtOZW4+ALXwcArF5+N1YvvxujkycRj2bBcwIkyf8ekMUwDKOCcGheB+zcFNu5YPz8ZXCcayiK\nPh4JV2eikWq5Nn4eIcWQJcmK8LyTYuPnF4zvskTP0sV+QJlrsuPBfU8c2L3nCIA1QcfCMPPF4sRC\nWUoOFZV0vqhkrLKUEA0hknCI0ApC0gDSQcfIMHMlpOgj27e+2B8OGQtyof8rjXrpPgCNQcdxKYQj\nQub2prXj+0de9Gx3Q9DxzBpbSlq9a3davWs8rnHsebFdNYhc3bJYLhCrCpc61B1OHer2L/wVw51Z\nMWAcX9Wn601Tdla0PUqwcCvhbhSBx0fNfFfUzHe1FY+f2+4BribG+wtKdjQfylaLclrQxWjS8ZNA\n897vaSo/gM6Wjec+Hxg5hJnCEHqW342Z4gjCofOt8jzPw7Ezj+LOW38ZhHCo6gUAQNUoQZEvnzRZ\nqFyXkzUt3K5d4/j5SKRaikbOLRsTJdkKi4LdyMbP14WvXn0XZrFaFH9smXnzeQB/FXQQDDObHMLr\nFSkxUJTT00UlrZfkJK8L0Qabk1pqCZ2Fc7uOYWaF597Sc+qxZR3DmwjBtqCjmS1DXq4QdAxXQngu\nlNnR3DXx2PAxz/V6go5ndhHizjTdasw0AaI+Jrarx/jU6EpCvEVVAanLXOORlaFtR1aGAACS6RZW\nDBrHV/UZleYJKyP5yZ8l+96bAFzEKnRErEJHS+nEue0e4FXF2GBByY7klZxWVNJ8VYwmHSJ2gJAb\nyqRM5Qfx3MvfQaU6A47w6B95CW1NaxANJdHevA4AUDWKFyVq1q56HQ6+8HX0jx6C69rYum7PucfO\nDD2H9qZ1EAR/dVoq0YkfHPgUcqkV4Dj+hr4eCx/hdEPO6YZ8jePnq4VoRNMjEc0Oh3SejZ+fF0MA\nWK+eJYz17GGu2YHde9Lwf2mwTv/MguKC2FWxYaiopCaKckYrySloYixq83LOA2lhjZEZxpeIF9Wt\nWw7ZouAsuirOffa9j00gdVfQcVyNYzqTE/uHS/AWezNgz+XTw88KrSdAJH3zQu4Fda1Eyy13DZnH\naK9eaZ2wkpLl9RB/ogtzCR7g6UJ0pKBkRvKhXLkop7mq2NBoc2I7CGE3YhYRjnOq4VBt2Vi0qkUi\nmhUJV6HIhiJJbPz8TfjE5nvv/8Ogg7hWlNJlAA4BePYVD71ZVdXp6zjOW1RV/eYrtt0D4PdUVX3L\nzcZZO95fAjisquqXbvD50drzl81GPJezZO8uMNdvx4P7Jg/s3vMdALPyQ8Iws8l/UxgZK8mp0aKS\nKRXllKuJ8bApKGkPXBsI6QQW5xhdhrlZPOdom259+alMaubOxbLE5pUKiC2IO8e8xKfTtzebk4+P\nDANoCTqeuUM4Z7L1NmeyFUTWhsSOYye5xPhqQpANOrK5Yolc9PgyZcvxZX7bGsH2tGXDxiHaqxfb\nxq1G2fRWE3ZD7RwCkJBdbgmVyy1N5TMXPaYLkdGCkhnOK7lSQUlzVbEhYXNSOwhZED/nzMVclw+V\nK5HOciXSOTZx6X1q4+fHwuHqVDSilaPRqhkJV72QoouSZEUEwUnWlo3VRXPwOvHloAO4Aaqqqvfc\n5DE+DOCbV91rCViUb+iYOfV5sGQPEyCTV6ZLUnK4qGQKRTllVaSEYgjhpEv4NhDSBKAp6BgZZiFp\naR5/ZsNatYnjvHuCjmWueB48E+KyoOO4VkJIaElty52ZenJsEkugN5hnhFvNE5taAdfms4NPiK0n\nJQjmrYt9GpAtkPDJDmXTyQ4/+cM7nt45Yr5Ae/V8+5gZVwxvNQHqpqFxPVHsSpNSrjTlyr0XbTf4\n0ERByQzmQ02lgpImmtjQYHNyGwhJBRMpM1s8jwhVXWmu6krz1PTl269JkjkVDlcnLxg/74RCuqDI\nZkgQ7MQSGj//xOZ77z8SdBCzhVK6AcCnAVgAXAC/AKAE4CsAmgHIAP4YwDoAGyil/66q6puv4bj3\nAPjfteMOAvgNAL8E4E4AGQAUwP2qqn6eUvorAD4E4AT8ZvyHKaUigM8CWF6LYa+qqj+klJ4E8BkA\nu2rbX1t7zr7aqZ+6IIa7LohhAMBvAbgDwAcARAG8H8A3ADwH4FEAb1NV9e7acz8KoKiq6icv9fpY\nsoe5Xj8E0A+gI+hAmMXLJkK5LCcHi3J6pqikjbLUKOpiJOEQsRWEJAEkg46RYRY6WTImtm996UQ0\nUl00I78vp4DoEEDago7jeohRqSu5OXts+tlxCUBD0PHMD05wxju2O+MdIEq5T+w41svFJ9cSgiVx\noe7wRDndJm883eYXJvCOZ7SPmi/SXn2mY8xsCOleDwFrdnslslPNZCv9mWyl/6LtJq9MFpTMUF7J\nFQpKBpoUb7A4uRWEZAIKlZkjpimlTFNK5fOXX+l3dvx8JFzNRyNaNRqpWuFwlVdkUxZFq2GRjJ//\nx6ADmGVZAO9RVfV5SunHAPwygAMA0qqq3k0pTQC4T1XV+ymlf3gtiZ6afwDwOlVVByilnwLwdgAe\n/KTRHQC6AXyDUvoF+AmZLQBmcH6p2S8B0FVV3UkpbQHwSO05AoBjtXi+AeA18Kt1D6uq+j5K6dtq\nrwEAPgngNaqqTlNKPwE/kTVUi2GVqqoGpXQ5gJ9TVfUIpfTXKKVtqqoOAngTgJ+73ItjyR7muux4\ncJ97YPeeLwHYG3QszMLmgjMrUmKgqKSninJaK8lJvipGG2xOagLhcgAWWYNShqkXnrdqZe/+lcsH\n1hGCRZ/oAYARLzsMYEElewBASsg9iQ3pF/MvTq4CEAo6nvnk6dFO8/iWThDHEHJ9jwstp6NEsNcH\nHdd8cngi97bKG3pb/eQP53pW65h1qKdXn+oYNaORqksJlkSFwk2THD2dqQykM5WBi7abnDxdVNKD\n+VCuUFCynibGoyYvt4BwrEp4EbuW8fOEuGYopI9Hwvp0NKJVIhHNjIR1hBRdkiQrxvNOso7Hz5cB\n/EvQQdwgSil9+ILPVVVV3w1gDMBfUErD8JMmXwVwDECMUvrPAL4Fv/rlek6UBOCpqnr2F8NjAHbA\nr6A5qKqqQykdhD+sJQWgpKrqeO25B2rP2QLg4Vqgw5RSu3bcs8cD/IqhOIBb4CeDcPY5lNIc/OTQ\nv1NKASACYBJ+sudFVVWN2v4VVVXPVmp9BcBbKaVfB1BQVXXscq+xHr85mfr3RQD/C1jQ2W5mHvhj\nVhuGSnJqrKhktJKchCY2RCxeydYaI68AsCLoOBlmqYjFyqe2b3mpLEl23Tcqnk3DXk4LOoYbpaRD\nG+K3JJ8uvDy9EUuxma/Hy/bo8jvs0eUg4cJJsfPYMBed2UDI0puU6HJEHGiW1g00+219iOs5rRPW\ny7RXH+8cNiPRqruKsAmS10VyjWRaG0qmtaGLtlucVCjK6YF8KJcvKBmnIiUiJq+0gnDNAYXKzDPP\n4yRNC7dpWrhtYvJyBeWeq8jmeDhcnYxEquVoRNMj4aoXCumCLFsRUbATAY2f/8rme+8vz/M5Z8vl\nevb8LYC/UFX1+5TSDwCIqqqqUUq3w6/A+XUAPwN/Gda18nDx9SwHf4kYANgXbCe1/9xX7Hszxzj7\nfBPA0Ctfc215mXnBpgs//jr85WCV2seXxZI9zHXb8eC+3gO79zwEf+0hw0AXwmMlKTVSVNKlopx2\nNSmumHwo7RKuDYS0A2gPOkaGWco4zjU2rjt2sCk3eQchS68B7LiXXNCvOdQcuc01ncdLJwvbgaU7\njcbT4ivNo9tWgnM0ofn0fqGpN0l455ag4wqKxxF+MCfdMpiT/K+B57nNk9bRnl5jfNmwocQqLiVg\nI61vhOia8VR1OJ6qDl+03SZiqaik+vNKbqYQytaSQKFmNtlzqSKcbshZ3ZCzVxk/XwiH9PFIpFqM\nRjQtEtbccFjnLhg/nyYEl29EdH08AH8zS8eqJ2kApyilMoD7ADxBKd0E4BZVVb9CKX0S5ytprunG\niKqqM5RSj1LaoapqP4CdAPbj0jmSKQDx2nKxCvwKoIMAngbwKvhLvdoBuKqq5mtVOj91SviVQPtq\nzzkbAyilt6iq+jKl9D04X/1zubgnKKXTAN4B4I1X2pcle5gb9Y9gyZ4lxeKkfElODhWVTL4op+2K\nlBANIZx0iNAGQnIAckHHyDDMT8tlJl+4dePROL+IGzBfTRmRBf/7KdLZcIdruo9V+ktLqirrklw+\nbA9132kPdYOLTh8VO45NkkhxEyGIBB1aoAjhRjLS6pGMtBqIAZ7n5abs4z29+mjXkCE1VNxugoXb\n/+hfx0dxQqvAAfCmVBqbY+eLmI5Wytg3MQaOEDRJEn69qRUcIThYyOO/pifBA/j5TA7rozH8aHoS\nT5UK6A5F8Nasv1rrYCGPgm3jDakr90MXPCuWrI6uSVZH/a4dNTYRKiU51Z8PZacLSs4qS40RU1By\ntWmgSzZBy/gsS4wXLDFeKF5+1aU/ft4Yj4S1fDRa9ZeNhaqcopiSKFkNAu8kAWSvYfz8f22+9351\nVl/A/HrlMi7Ab4r8dwC+DeBU7eO/A/ADAL9CKX03AAfA/bX9n6GUPqWq6tZXHGfnK479q/CbIX+N\nUmoDOA1/KdivvDIoVVVdSumfwE/E9AI4XHvoGwDuoZT+BP40xXdf4bV9GcC3KKUPwU8qebXt7wLw\nRUqpCWAYfsPn269wHMCfNrZLVdXSlXYinudd6XGGuaQDu/eIAE6CNWpeVBzCa2WpcbCopKeLSsYo\nS428LkQTNie21BojMwyzQIiiNbNty0tH4g2VO4OOJUiOxxmfc97KA2RR3ODKH5l6WB/V7gk6jrrD\nW0Wh5dQLQra/mfBud9Dh1CXP8zIz9inaqw8vHzLFeMlZyfnTZure0UoZ35+exPval6Hs2PiTM6fw\nlyvP3zn/8Knj+FBHF5KiiL8f6sed8UYsD4Xw572nsXfZChiei29PjOPXm1vx8b7T+HDncvxl/xn8\nQVsnAOBvBvvwvvZOCLOcl3EIXy3Jyf6CkpvMh7J2WUqGDCGU9cC1gxB+Vk/GLHq18fMT4XB1OhrR\nStFI1YhEqqiNn48KgpMgxPuNLa+//6GgY2XmFqX0nwB8SVXVn1xpP5bsYW7Ygd17fhv+SDlmAXFB\nLE2KDxbl9GStjw6pirEGi5OaAJJjZcgMs/Ct6Oo/QLt7KSGLf2z31Yx6KfXbzm/vpLgAACAASURB\nVL2XrKdeqKafn3jEnNZ3Bh1HveLiE4fEdrVIQuXNhLDR5VeSyttnaK8+uGLQ4BMlZznnoS4bE7ue\nB8vzIHMcXM/DH5w4hr/t7gFXe8tSdRyEeD938s+jw1gRCkEgHFStgnc0tVx0rPv7z+CDHV347PAA\n3pZtwv5CHk2SdFGl0Jy/HsIZJSnZlw/lJgtK1irLSVnnw1mPcB0giyMxzQTiub0P7NocdBDM3KGU\nKvCbOz+tqup7rrY/+2XC3IwvAvgIgM6gA2Eu5gFeVYgNl5TUWFFOl0tyCprUEDZ5JeuBawEhXQC6\ngo6TYZjZFQlr/bdvfXFClq0dQcdSL4a93CSARZXsSd6a2Tn51OhjdsliS7ouwS1k1hmFDCCY02Lb\niSf59GAH4Tz2N+8SphJC1+Mbo12Pb/SnEjUW7D7ap/evGDC4ZNFZxnloDThEAABHCORaYufRwgzW\nR6PnEj0AziV68raFI5Uyfj6TxaP5GXgA/u9QP/K2jd3pLG6JROF4HmzPw4xlwQNwqqqhU1HwhZFB\ntMkK7k3OfY6c81w5bkyuihuTq4Aj57a7IFZZbjxZUHIT+VDOLElJyRDCGZfwHSBkQfceY+bFx4MO\ngJlbqqrqALZf6/6ssoe5KQd27/kt+OsKmQAYfGiyJCeHi0qmUJRTbkVKKCYfSrmEbwMh7G4mwywR\nhHj2ujXH97e1jG0jZGmN6L6a/3B2PjzgtdwTdByzzfM8d/Lg6JNO1b7aun4Gnsc1jr0gth83iKxt\nJmQJTjW7QfGSPbiqz+hdOWAglbc7eS/YgQvPl4r43tQE3t++DGH+4lVQRdvGXw/2Yk8mh7WRGP5j\nagInNQ2/19aBKcvEJ/p7cf+KVXiqVMBDM9PY1hDHqGlgR7wR+8ZH8b72ZfjCyBDenMkhKdbXt4gL\nYlekRH9ByY7nQzmjJCdFXYimXcJ3ghA56PiYunAcwOq9D+xyr7ons2Swyh7mZn0JfnXPsmDDWLws\nTiyUpeRQUUnPFJWMXZYSoiFEEg4RWkFIGmDLNBhmKUslZw7ftumIzPPuPUHHUo+mvMZo0DHMBUII\nl97etHniwPCzrumysv0rIsSdabrVmGkCRH1cbFeP8qnRFYR4bUFHVu8KMaHt6bVC29Nr/d7XDWVn\nuLtPP9M9YLjpvN3Ou/P3/u9wuYTvTU3gfe2dP5XoqToO/nqgFz9fS/QAQAMvYGU4DJ4QZCUZCseh\n5DjY1pDAtoYERk0DA7qOZUoIDvzqoUZRxJRl1l2yh4MnxMyZ5TFzZnlb8XzvXQ/EqUjx3oKSHc8r\n2WpJTolVMZp0idAJQljif2n5C5boYV6JJXuYm7LjwX3Wgd17/hzA54KOZSFzCK9XpMRAUU5PF5W0\nXpKTvC5EG2xOaqkldOZvITnDMAuCINjF2zYdfqExUbzzGqZzLFlVyIv2gp5wRErf3twzcWD4kGd7\n64KOZ0GwlKx1ekPWOr3e5VPDTwttJzwi6ZsJAWuWew2KUb7l2TWRlmfX+MmfiOaMreozTnX363Zm\nxm4VXKyYi/NqjoN/nRjFB9q7EOV/+vLlX8ZHcW8yjfXR89OO1kai+PzIIN6YTKPiODBcF9ELkkTf\nmRzHL2T8FkW258HzPExbFhqF+kr0XAmBx0fN/LKomV/WWjx+brsHuJrY0F9QsmP5UE4ryileF2Mp\nhwgdIGRpT61bnAYB/HPQQTD1hy3jYm7agd17BPilg2w9/BW4IHZVbBgqKqmJopzRSnIKmhiL2ryc\n80BaWGNkhmGuVWf78BNrVp9cRkh9NlOtF7onzXzJ2dMYdBxzzbWc/Pj+kQm4HptCdQOIpA2LHeoJ\nrnGMsp+pmxOuOhPd/capVf2GmZ22mnkHKwlw0+9vHs5P48HJcTSJ59vWrI5E0SorWBuJ4j0njmKF\ncr6QZVs8gXsSSTw8M40ni3mYnoefSWVwa6wBAHBcq+CoVsHudBYA8NDMFJ4o5NEsy/iN5kWbH/Z7\nOoqx4YKSGckruUpRSfNVMdboELEDhFx+LjhT796794Fdfxt0EEz9YckeZlYc2L3nNwB8Pug4guYB\nni5ERktyaqyoZEpFOeVqYjxkCkrGA9cGQhbO7SKGYepOSNGHb9/64mAoZGwNOpaFoNdteeH77s6N\nQccxHxzDGZ84MFyFx4Ym3DjX5rODz4otJ0WI5q2E3HySYqlTdHd65YBxnPbpRm7KahIcdBOwSsR6\nVBWiIwUlM5wP5cpFOc1XxYaEzYntIIRVl9e3XgA9ex/YZQQdCFN/WLKHmRW16h4VwPKgY5kPJq9M\nlaTkSK0xslWREoohhJO1xsjhoONjGGax8dw1Pace6+wY3kwIFmUPmrlwwLn1kUNez5IZUW5r1uDk\nwVEBYNUpN4so5T6x41gvF59cSwhSQcezWMiGm18xaBxf1adXmyftrGh7qwjYErp6pgvhsYKcGcqH\nmspFJU00sSFuc1I7CFn0VZMLxNv3PrDr60EHwdQnluxhZs2B3XveCeALQccxW2wilMtycrAop2eK\nStooS42iLkYSDhFbQUgi6PgYhlkaGhOFY1s3H3YFwbkl6FgWmn32vY9NILWkxpNbJfPU1FNjjQCS\nQceyKBDHEHL9zwotp6NEsNYHHc5iI5lucfmQodJeo9I8aWUky6OE9RRdEAw+NFFQMkP5UK5YlDPQ\npIa4xclnh4cw8+NpANv2PrCLXdAzl8SSPcysqVX3HAPmpjnfXHDBmRUpMVBU0lNFOa2V5CRfFaMN\nNic1gXC5oONjGGbp4nmnsnnjkWfSqfydrHnsjfmCveewCWlt0HHMN2NaPzLz/EQnwKrAZhMJF0+J\nHUeHuNjMBkLY4IS5IFpuuWvYVGmvXmoZt5Ky5fUQQLr6M5l6YfLKVEHODOZD2WJRyXgVMR6zeKUV\nhGSDjm0R2rn3gV2PBh0EU79YsoeZVQd273k7gK8GHceFahMJhmp9dLSSnIQmNkQsXsnWGiOziyiG\nYepKa/PY0+vXHm/mODYa+kZ5HrzPOL9YAciSTHjo49rz+UNTtwCQg45l0eEcTWg+/ZzQ1JskPKu4\nm0uC7WnLho1jtNcoto6bjYrp9RD2Pb0gmZw8U1TSg3klly8qGa8iJSImL7eCcGzZ6Y35zt4Hdu0O\nOgimvrFkDzPrDuze8yiAeS+b14XwWElKjRSVdKkop11NiodMPpRyCdcGQtgbA4Zh6p4sG+Pbb3vp\nVDRSvT3oWBa6vBcd+Iazqz3oOIKkDZWfLB6b2QLWE2XOcNGZo2LHsUkSKWwiBGyk9RzjHU/vGDGP\n9fTq+bYxMx4yvB4ChK7+TKZeWZxYKMrpgUIol88rWaciJaIWrzR7hGsJOrY6ZgFYt/eBXWrQgTD1\njSV7mFl3YPeedQCewxysubY4KV+Sk0NFJZMvymm7LCUkQwg3ukRoA1mad28ZhlkMPI929z62omuA\nLQ+ZJUfd5U894m5b8lPLymcK+8unizswC+OvmSvgraLQcuoFIdvfRHh3VdDhLBWc45ntY+axnl59\npn3UioZ1t4eAJd0WA5uIpZKSGsgruem8knUqciJs8qFmD6QVhCz132d/ufeBXR8MOohrRSldBuCb\nqqpumefz/g6AW1RV/f0LtlEA/6qq6obLPKcXwFoAn4If8/fmIdQ5wxqgMbNux4P7Dh3YvedTAN57\nI893CK+VpcaBopKeKSoZoyw18roQTdic2AJCkgBYc2SGYRaNhlj51PbbXqqIon130LEsJsNeTgs6\nhnoQ7Yrf6ZruI9pgeclMJQuEIzbYAz132wM94BomD4sdxwokVN5MCJSgQ1vMXJ5IfS3y+r4Wv4Cb\ncz2rddw6THv1yc4RMxqpupQAsYDDZG6A4FmxxuroLY3V0Yu2O4TXSnKqPx/KTeWVrF2WGkOmEGry\nwLWBEC6gcOfTCICPBR3EAvFvAJ6jlL5XVVW3tu2tAJbM9DKW7GHmyh8DeBuA5ks96IJYmhQfLMrp\nyVofHVIVYw0WJzUBJAdC6PyGyzAMM784zjVuXX/0YC47dQchrAHpbBv3kmz5bk0DbdzpGM4jxkSV\nJXzmgVtMrzUO3wkI5ozYeuJJPjPYQTivK+i4lgKXI+JAk7R2oMn/lUpcz2mZtF6mvfrEsmEzHNXc\nVQSsenIh4z0nnNDHexL6+EXbHcLrZSnZV0sCWWW5UTGEcNYD17HI+nN+aO8Du0pBBzEbKKWvBfD/\nATABzMBPxHgAvgKgE8CPALxTVdW2y+x7B4DfA+ACWA2/EudPzx5fVdUpSukhAHcDeLi2+S0AfpZS\n2gDga/ArAcMA3qOq6lOXiJEH8FkAywGIAPbCT7h9RlXVu2v7fBRAUVXVT87OV2b2sGQPMyd2PLiv\neGD3ng9oQuwTJSU1VpTT5ZKcgiY1hE1eyXrgWkBIFwD25odhmCUnl518ftOGo40c590TdCyLVRkR\nNvnlAo3r0zunnh1/xMobLOEzX2yp0epbs9PqWwOucewFsV2tElnbQgjEoENbKjyO8ENZ6ZahbC2f\n7nlu86R1jPYaY8uGDaWh4q4iQGOwUTKzgfccJW5M0Lgxgc4LtruEM0pS8nRByU7mQ1mzLCdlg49k\nXMJ1gpCFdi382N4Hdn0l6CBmUSOAt6uqeoZS+mUAr69tV1RV3U4p/RkAf3SFfUsAtgLoAcAB6AXw\np7jY1+Anhh6mlPbAT8r0UUpXAfhHVVW/TSl9NYA/BLDnEjG+HcCIqqrvopSmAfxYVdX1lFKFUtqm\nquoggDcB+LnZ+ILMtoX2Dc4sIDse3Pe1j73/u+8E8NqgY2EYhqkHkmhNb7vtpZcbYpU7g45lMXM8\nznDAdV59z6UluSlz99STYwfsirUj6FiWGncmt9GYyQGiPiG2HX+ZT4+sIIRN25t3hHAjGalnJCP1\nADHA87zstH2ip1cf7hoypXjZ6SZAOugwmdnDea4cNya748Zkd0fh5XPbXRCrLDeeKijZibySM0py\nUjKESNolfCcIqcdqWwfAe4IOYpZNAPhHSqkAv3LmxwCyAPbXHv9PAPYV9i0BeE5VVQ0A/HY8P+VB\nAH9Wq9B5G84v4RoD8L8opR+AP+GvcpkY7wBwF6X07Pu2EKVUgl999FZK6dcBFFRVHbveFz8fWLKH\nmWu/A+AQ2KQEhmGWuBVd/Qdod28PIWCJnjk2gcZegC0HfiVCCEltzW2bODjylKs7S755dSAsJWOd\nWb/TOrPO5VMjzwhtx10i6ZsJYRPTAkEIGU+J3eMpsfvRzf6mzLR1ivYZQ8sHDSFeclZy/sUns8hw\n8MQGY3pFgzG9or1w7Nx2F8SuSIkzBSU7ng9l9ZKcEnUhejYJFOTy4L/Z+8CuFwM8/1z4AoA3qap6\nlFL6qdo2An9ZFuAv6fKusC9wPhl0SaqqViilTwDYCb/65t7aQ+8FMKSq6jsopVsA/OVlDmEC+HNV\nVS/q81NL8uyDnySq2x5ALNnDzKm9D+w69bH3f/dPAXw86FgYhmGCEI1ofdtve3FKllk1xXwZ9nKT\nAFiy5xIIR4TM7c0bxvcPP+9Z7q1Bx7N0Ec6ZatniTLWASNURsePYca5xjBKCpqAjW+omkuKKiaS4\nYv+t/pDXZN4+Q/v0wRUDBtdYcpZz3qX7UTKLAwdPiJkzXTFzpquteH6yuQfiVMSGvkIoO5ZXclpJ\nTkm6GE06ROgEIXN9U/sogI/O8TmCEAfQTylNAHgVgJcAnILfVwfwEzPCFfa9Vl+D39tnWFXVidq2\n9AXH+Hngsr0Tn4SfJPo6pTQL4L2qqn5EVdUJSuk0gHcAeON1xDKvWLKHmQ8PAPhFABuDDoRhGGa+\nEOJa69ceP9DaPL6dELAlRfNo2Mte8U7fUkc4ImfuaO6e2D/8sud4twQdz1LnmaFm8+StzYBr85nB\nJ8XWkwJEcxMhWOrjpevCdELoOpiIdh3c4Cd/Got2/6pevW/loEGSBWcZ54Etx1sCCDw+ahU6o1ah\ns7V44tx2D3A1sWGgoGRH8qFctSSnhKoYa6wlgSKzcGoHwK/vfWCXPgvHChKllD58wecfAvBpAAcA\nHAfwCQB/An/Z1G9QSvfDb6o8Vdv/Uvt+5BrP/QMAXwTwvgu2fRnAlymlvwB/zPovUUrfeYnn/iuA\nV1NKHwfA18571jcB7FJVtW4bZhPP866+F8PcpI+9/7sbADyFy2dNGYZhFo10avrQlltfVnje7Q46\nlqXoy/bPPaMhtCXoOOqdazrT4weGZ+BiRdCxMBcjSrlP7DjWy8Un1xCyMHrIuKaD/m8dhV024dku\ncvcsQwM9H7pZ0NH3b0fgOS7CzTG0/WwPAGDov05AGygABGi9bxXCrQ2YODiA/OExRDoSaHn9SgDA\nzIujsMomsjs6Anl9lxMvOYOr+vTelQOGl8rbHbzHkvsM4AFeVYgNF5TMSD6UqxSVNF8VYo0OJ7aD\nkIbrONTH9z6w6/+ds0DrDKU0BeAeVVX3UUpbATykqmpP0HFdCqX0nwB8SVXVnwQdy+Wwyh5mXux9\nYNeLH3v/dz+Cy6+HZBiGWfAEwS5s3XzopUS8dCe7Kx+cKmR2p/0acBKfzNzebEw8PjIIVp1QVzw9\n2mke39IJ4ppCru9xofl0hIjWhqDjupKCOolwSwzZuzph5qs49U8vXJTsGf7+SWTv6ED8lgwGv6fC\nzOswZ6owpjR0//YW6OMVDHzrKLrfvQWFl8fR/VtbcOpLz8O1XcDzMP3cCLreUX9fgkKMb3t6baTt\n6bV+EUes4ox09+mnu/sNN5O323iXTZ5dighAwnapNVwutTaXT1/0WFWIjBSU7HA+lCsX5TRXFWMJ\nm5M6QEj8FYc5DOCP5y3o+lCE3/j4g/AnbL3vKvvPO0qpAr/q6Ol6TvQALNnDzK+/AvAGsOlczBLi\neS6eOrQP+dIoOMJj6/q3IB493+tR7T2A3sHnQAhBMtGOLWt2n3usapTwvYc/gbs3/xpy6ZV47uXv\nYmKmF50tG9HTdRcA4NCJ/0Y8mkVH8/p5f23MxTrbhw6uWX1qOSG4K+hYljLdk2Y8cKzvyTXiFaE5\nva2pb/KJ0XGwRrT1x+Mke7TrDnu0CyRcPCV2HB3iYjMbCMErLwoD17gud+5js2BAajjfy9ZzPVT6\n8uj8hTUAgLaf8VtqTT87jPjqDABAyUZg6xYc3QbhOACAEJXgVC1MPz+C1LZWcAI3Xy/nhpUifPNz\nt0San7vFT/5ENGe8u984uapftzPTdqvAKumWvJBdaQ6VzzQ3lc9ctF3nw2MFJTOcD+VKBSXrlpT0\n+/c+sMsMKMxAqKpqwZ+aVbdUVdUBbA86jmvBkj3MvNn7wC7vY+//7q/Bn86VDDoehpkPg6NHYFo6\nXr/jPShVJvHMkQfxqq3vAgBYlo6jpx7Gz77qw+A4Hg898VlMzvQh3ehXgD//8vcQDfs/KrZjIV8a\nxet3vAc/evzv0dN1F3SjhMmZXqzrZvnTIIVC1aHbb3tpKBQybg86FgYY9dJ9ABqDjmMhESJiZ3JL\n9vj0M+MyUH9JBMbnaQ0rzGPbVoA4VaH5zH6h+Uwj4Z01Qcf1Sic+9wysooGuXz5fhWNrFnhFwOiP\nT6PSV0CkI46m1y6HVTYRaomd20+MSP4yMNeD57iwigYAQBsoItwSQ/+3jiKUiyBzR30t5bqSSpjP\nvtATzr7QEwYAhKruZPeAfnJVn2Fkp61mwUE3AasEZQDF0XJKpS+Xq/QBwB/teHDfc0HHxCxs9Z8e\nZxaVvQ/sGgbwW0HHwTDzpViZRDrRDgCIRdKoVGfgev5ESY7jwXE8bMeE6zpwHBOS6L8ZHJ08AUGQ\nkYj5Qz9MS4Ms+XcJCfHfE750/IdYv+oN8/2SmHM8Z+3qE4+86q6nE6GQwcZY14khr6kYdAwLkRSX\nVzVuzPQD0IKOhbkKjw/Zwyvv1J993Rrj5W3H3HL8Mc9DOeiwzur+rS3oevt69O87gnO9QT0PVtFA\nclMzVrzzVlRHSigdn8L5qcq13QCAAKmtrTj5xeeRWJPF+KN9yL1qGcYP9KN9dw+qo2WYhYXbq7Ya\n4tIvrQpv/+brGnf+/duyqz775vTMQ1tjTw7kxEcsHse882OnmaXrMbBJxswsYJU9zLzb+8Cuf//Y\n+7/7eQDvCjoWhplriYYmHDv9GOjyu1GuTKKsTcEwKwjJMfC8iHXd9+LBH/9v8LyEZS0b0RDNwHFt\nHDr+I+y87Z149siDAABZiqCqF+C6DgCgUBqD6zoolsdwou9x5FIr0NW2OciXuqQ0JgpHt24+RATB\n3Rl0LMzFRr00u0N+g+SUsi6+NvVs4fDUOrCBCguCW27sMV6+vQecXRJaTz0mZPtyhHdXBRGLNlyE\nEJEgxRWEmmPwXA92xYIYlSCERYhxGXLSv6ERXd4IfbwCMSbDLp9fpWKXDAhRCY3rcmhcl4MxqaE6\nWkK4pQGe44FwBGKDDCuvQ4orQbzMWacrXPLwytC2wyv96d2y6RaWDxoq7TWqzZNWRrQ9SvwpQMzS\nUADwKzse3MeSfsxNY8keJih/AOBuAGxSDbOotWZXY2K6Fz96/O/R2NCMeDQH1O50WpaOIycfwq5X\nfRiiIOOhg/+AmeIwBkcPY2XHNkhi6NxxeE5Aa24N/vuJf0BP11146fgPsbHnPjxz+Ft41bbfxI+f\n/Bw6WjaA59iv9bnE805ly61Hnkkl83cSwt5816MCYmwJ100I5cKbXdM5WDqe3wZWAb5wuELMHqB3\n2QMUXMPkYbFDzZNQaTMhCF39ybOj0puHmdfRet8qWGUTrulACIsAAMJzkBpDMKY0yKkwqsMlJNbl\nIEQkjP74NFK3tUIbKUGIyeDl83/HRh8+g5Z7/WlcnuPB+//Zu/P4uK7y/uOfO6PRLkuW5N2Wdx/v\n+75DYoclxpBAHNZCF6CF8mtRTaG0blGhlIJaKAETCIVACeBiiJkQiAnEjvdFdrzFPt5ly9oXS9Yy\n672/P+7YVhzvkXRmRs/79dJLozt37nxHY49mnnvOcxyHcHMQX6d+QMkmmOrJPT4qY+7xUe5T5wvb\nV0ZdCml1PtA2uC5ckBp2xlvyGS6ZfXTRpo0XTIcQyUFeKIQR60pXtZUU+98P7ET+HYokN338W69d\n3vTHL5Oelg1Ac2sN2Zn5pMemZ/XLH0Xj5Qoq607iODb6/A5a2xuov3yBJbM+xIRRS5kwainV9afJ\nze6P15NCaqp7ljTNl0kw2EZmhrTb6C5DBtfsmzrp5CCPx5HRPHHKcXBC+EaYzpHosoblLLBD9ra2\n8y3SbDwB2S2Fk4NHC8Ebuuwbenqft1/FUMtjj+ru+y2YM4SLz57g9FNl2BGbIW9XNB2qxpuWQu7E\nfgx561gq/Bo7YpPeP4s+qhDLY5ExOIdT39sPlsXQh68PSmo9f5m0gsxrhZ2+Uwdw+ntlpPXLIrVv\nj9WwjAv7PDl6RPpsPcIdyZQSdtpGVgYPqfOBK0PqwvlpIWe8JSPxksU3Fm3auMF0CJE85EO2MGZd\n6ap9JcX+vwO+bjqLEN2lqaWSE+e2sWDaGiprT5CfOwTLck+WZ2Xm09xaSyQaxutJobH5IkP6j+eh\nRZ+8dvtdr/yMUUNnk5fjLi7kOA4nzr3M4hnvx7I8dASaAXflrqtFJNG10tOCNfPnHDqblRWQBsxx\nrpnsCrCGmc6RDHJG5y6xQ9EtHZVty01nEfcpmpoXLp+4NFw+EU9ezSHfMN1upbfPsqzuKQx4fN5r\nq23dTFpBJqM/PON126+O3LlR9og8skfkXfu5cN5QCucNfeNBE1zEZ2WdGp4+69TwWPEn4nQUVYUO\njj8faB5aG8pLDzrjLUiOOW69yw5grekQIrlY1xqnCWFISbH/R8AHTecQojs4js3uQxtoaa3D50tn\n4fTHuVR7gtSUdIYNmsKp8l2cubgPj+WhsO8IZk58+DW3v1rsGVDovhk+W1GG49iMHjYHgIPHn6e2\n8SwDCka/ZgSR6AqOM37cuW2jRlTE5TLH4vWO26P2brXnSbPsLtT0St3WYENARrMlC1+wzjf05Kve\ngspRlseRwmgS8kadYFF16IQ6H2gaVh3qk+EWfzJN5xK3VQPMXLRpY6XpICK5SLFHGFdS7E/HrWbP\nNJ1FCCEA+uRcOT1/zuEOny86xXQWcfdejC7YetoZIYWJLtawr+blcEtoqekcois5jreg6kDK0JNR\nKzUwS3qQJS+P7YSH1oROjD8fbCiqCmVnBuzxFshQ4PgRAR5ctGnjVtNBRPKRYo+ICyXF/iJgP9DP\ndBYhRO/l8UQDM6cd392/X+Miy8JnOo+4Nz+NvH1XM31kul0XcxzHrt9dvTvaHlloOovoelZqR5Wv\nSJ/09K0eZ1kMMp1HdC/LdiJDasN6/PlA3fCqUFZWh60s6GM6Vy+2dtGmjV8zHUIkJyn2iLhRUuxf\nDvwe6SUlhDBg4IC6AzOmnijweJzhprOI+/O9yGNnonhHm86RjBzbCdftrHrFDkbnmM4iuosT9far\nKPMNOe3FF5xpWVimE4nuZ9lOdFB9+KQ6H6gdURnKyGm3x1mQd+dbii6wcdGmje82HUIkLyn2iLhS\nUuz/G+C/TOcQQvQeqamhhnmzD5/ok9O+yHQWcf+ijif4vehjXrDkhEE3caJ2R+32ylNOxJlqOovo\nXlZ62wVf0Ylznty6iZYlo657FcexBzZETqnzgZqRl4KpfdrscRbkm46VhE4Acxdt2njFdBCRvKTY\nI+JOSbH/x8AHTOcQQiS/MaPKt48bUz7RsuSNbKKrdgr0s9GVynSOZGeH7ea67ZVVju2MN51F9ADL\nDnn7XyjzDT6TafnC00zHEQY4jtO/MXJalQeqRlWEfLmt0TGWtF14o+qBeYs2bTxrOohIblLsEXGn\npNifAWxHGjYLIbpJdlbb+flzDzelpYZfvw6wSEgH7Ik79trTZHRWD4gGo3V1OypbcRhpOovoOVZG\ny1nf8BMVnpzGqZYl03x6s8KmyNlx5YGK0RXBlLyW6GgPDDCdKYGEgAcWEG3EuAAAIABJREFUbdq4\n3XQQkfyk2CPiUkmxfxCwC5DeGUKILmNZdnjaZL1j8KC6+ZZFuuk8ous8F12+tcIZJCtx9ZBIR+RS\n/c4qCxhsOovoYVa0I2XQuQMpA8/nWimRyabjCPPymyPn1fnAxdEVQU/fluhIjyOvC7fxoUWbNv7Y\ndAjRO0ixR8StkmL/eNwl2WV6hRDiDetX0Hh41oxjWV6vIw18k9CPIu/c307GbNM5epNwa+hcw56a\nHKDQdBZhhpV1WacOP15rZTVPtyxyTOcR8SGvJXJxXHmwfMzFIPnNkRFeh6GmM8WJf120aeM60yFE\n7yHFHhHXSor9C4EXgQzTWYQQiSklJdw8d9bRQ3m5V5bI6jLJ68nImmoHz0DTOXqb0OXg8cay2iHI\n0s29myfSmjL4zMGUARf6W96o9M4Sr9GnNXppXHng/JgLQbuwOVLktXvlyP2nF23a+GHTIUTvIsUe\nEfdKiv2rgY2A13QWIURiGVF0adfE8WdGWxb9TWcR3SfgpDb9MPpoX9M5eqtAfcehy4fqFcjUSAGe\nPg3HfMNONFmZV2ZZlpysE6+X3RatHncheHbshUCksCkyNMVmlOlM3exF4G2LNm0Mmw4iehcp9oiE\nUFLs/ziw3nQOIURiyMzoqJg/91BVRnpojuksovudt4cc+p29VFYKMqi9sm1vy/HGmUCK6SwiTnjD\nzb6hpw55+1UMsTy2TJ8Vt5TZEa0beyF4elx5MNy/KTzYG2W0RdKMxD0MLFm0aWOL6SCi95Fij0gY\nJcX+LwKfN51DCBHPnOjkiae2Fw2tnm1ZZJlOI3rGjujMrUccJc2ZDWsrb9lx5XTzQpLnQ5roIp68\n2kO+YbrNSm+bbVmkms4j4ltGwG4YczFwalx5MDigITwwJcq4BC3+nASWLtq0scZ0kHullPoE8EEg\nAGQC/wDUAgGt9cluuL8ngIXAcq31XRfGlFKTgSe01su7OlMykLMvImGsK131jyXF/iHAh01nEULE\nn755zcfnzjpCSootH/p7mWqn0GM6g4Cs4X0WRUP2y+0Xriw1nUXEF/ty/2nBy/0hJVjvG3bymLeg\ncqTlcYpM5xLxqSPdU3BkbGbBkbGZAKQF7ctjKoInx50PdAxsiAzwRZxxFsT76/4F4MEELfSMAP4C\nmKO1DiulxgJPAS8B+3GLWF3tbcDMeyn0iDuTYo9INH+Bu+rHw6aDCCHig9cbaZ0941hZQX7zYsuS\n3l69UTM50q8nTvQZm7fUDka3BmrapegqXi+SVhg+N2VZ+Nxkx5tfXZYy7GTESu2YLa/d4naCaZ68\nY6Mz5h4b7baASg3ZzaMrgifHlQfbBtWF+6VGHGXF1+faauCBRZs2XjQd5D7l4vZgSwXCWutTSqlP\nAr8H6pRStcBPgOdxR/s8B3wLCAM28B7cpv1PA2eAacBBrfWfK6WmxrZfBl4GhgPHgMGAXyn1MO5M\njkW4z+kTWusfK6W2AEdj+f4d+L/YMXQ3/h4SnkzjEgmnpNifBvwKeKvpLEIIs4YOqd47ZeLJoR4P\ng01nEWY4Ds6T0cfbwMo2nUVc13igdmuoKSgFH3FHVmpHVcowfdKbXz3OshhkOo9IPL6w3TryUuiE\nKg+0Dq4NF6SFnfEW+AzFaQCWL9q08egd94xjSqkfAW/BLeg8D/wSd3TPL7TWzymlzgMf11r/Tim1\nAqjXWh9USpUAdYAftzgzBrcgVAFMBL4P/K/W+ldKqQ1Au9b6w7HjTQZmAp/VWr9NKZWF2/Noeux4\nP9Naf0cp9R/AJa31N5RSfw+8VaZx3Vy8D38T4nXWla4KAu8CNpvOIoQwIz0tWL18yd7d0yafnCuF\nnt6tmZwKKfTEn/yZ/Zel5Pi2mc4h4p8TyhgUPjN9WWDfQ/1D5ybtdUJp+x0H23QukTjCPk/2yRHp\ns/3L8pY/+Z5+U779WL/wbxb3OXh6aOqWQKp1yIFgD0VpAd6S6IUeAK31h4BlwCHgM7ijem7sm7Q3\n9r0G+Del1FbgvUBBbPtprXW11toGKnFHDE0Atseu99/krmcDW2MZ2nCnjI294f4mAjtjl7fcx8Pr\nNeJpuJsQd21d6apgbEl2P/Cg6TxCiJ7i2BPGnds+ckTFdMtivuk0wrwqp38lMMx0DvF6BXMGLKzf\nVbU72hGV/6viLljeaN2wudG6YVhpbRd9RSfOevLqJloW/UwnE4klkmJlni5Kn3G6KB0Ab9QJDK8K\nvaLOBy4PqwnlpgedCZY7TakrtQMPL9q0cX8XH7fHKaUsIE1rfRw4rpT6b+DETXYNxb5/A/hKbJTP\n3wFXT8BEbtjfin1dnVp0s6Kuw2uLSp5O+129P6vTNhm8chvyyxEJa13pqgDwDuCPprMIIbpfbp8r\np1a+eeero0ZWLLUs+pjOI+LDJad/h+kM4uYsy/IWzh800+PzHDCdRSQWJ5g1LHRq1rLA/pV5ofLx\nu5yw7xXTmUTiinqt9LND06b/dnHu8u8+2m/GE2v6eZ5dnnv4xPC0re3p1gHHLdS8EUHgkUWbNibL\naMY/A74bK/qAOyLHA5wH0m6yfyFwRimVhtto+XYr7p3BHb0DN2/JsQ9YDqCUygZGA6du2Ed3Osab\nbnNfvZ6M7BEJbV3pqo6SYv8q4DfEXhiEEMnF44l2zJx2fE//fo2LLMvYHHwRp+qc/Ju98RRxwvJY\nqYULB6m67ZVHnagz2XQekWAcjy9aM2JBtGYEVsaVc77hxy94chqnWRZ5pqOJxGV7rdTywWlTywe7\nfz48thMeUhM+Mv58oKGoOpSd1WErC3Lu8nAB4J2LNm18odsC97wfAOOBPUqpVtzizaeA/sB/KaUu\n37D/N4FncQs534x9/fwWx/4i8JRS6m9xGzO/5uSd1nq7UqpMKfUybt+lz2qt25RSnXf7BrBBKfUI\nbk8fcQvSoFkkhZJifxZu8zBZ7lWIJDJoQF3Z9KknCj0eZ7jpLCI+fS/y2Jko3tGmc4jbs8PRy7Xb\nq+qwnbF33luI27CigZRB58tSBp7LtVIiUkAUXc6ynejgurAefz5QN7wqlJndbo+z3NEtN2oH3rFo\n08Y/9HTGRKWUmo/blPmwUupzAFrrLxuOlbSk2COSRkmxPxv4LbDYdBYhxBuTmhqqnz/n8Mmc7PaF\nprOI+BV1PMHvRR9LAUuWbU4A0WC0tm5HZQcOUrwVXcLKunzSV3Si2pN9eYZl3fVIDCHujePYg+rD\nevz5YO2IymB6Tps9Lrba19sXbdr4sul4iUQpNRN4EujALZa9T2vdaDZV8pJij0gqsYLPr5CmzUIk\nrLGjy7ePHV0+0bLIN51FxLdqp/DEs9EV403nEHcv0h6+WL+r2gcMNJ1FJBFPpDVl8NmDKQPK+1ne\nqLwmiO7lOI3qfPAt//rZH+wzHUWI25Fij0g6JcX+VOAnwLtNZxFC3L3s7LZzC+Ycak5NjUw3nUUk\nhgP2xO177WkymjPBhFtCpxv21RQAfU1n6S7NF/bSUnG9L3WguYKxb/3itZ+joXaqDj6Dx5vG4Nkf\nvLa98cxWrlw6AJaXAVPeRXreMOpefY6OpnJyBk+j70j3n3vDqT+Qmt2fnEFTeu5BJQhPTsOrvqIT\njVbmlVmWRYbpPCLp1AIrN6xZf8h0ECHuRFbjEklnXemqELAGd4igECLOWZYdmjH1+JalC8sGS6FH\n3ItKp3/UdAZx73x9Usf0ndGvEmg1naW75BbNZdjCjzNs4ccpUCvoM3TWa66vOfJLMvJHvmZb8Eo1\nVypfoWjxpxgw9RFaa45jR8MEr1RTtOgTtFYdASASbCXQVC6FnluwrxRMDB5btDhw4IFQpHr4y47t\nOWM6k0gaF4ElUugRiUJW4xJJaV3pKhv4eEmxvx74vOk8Qoib61fYeHjW9GNZXq+z3HQWkXganbws\n0xnE/UnLT5+UN6XgwOUjDZO4+VK+SaPh5B8YNOO9r9k2cNq7CVy+RLC58tq2tprj5AyahuXxkp47\nlPTcoUQCzXhTs90dLE/seL+nYNzKHsufsKK+3PCFCUvDFybgyas97BumW630ttmWddtloYW4lZPA\nig1r1l8wHUSIuyUje0RSW1e66h+BvwVkvqIQcSQlJdy8aP6BbXNmHp3i9TqykpK4Lx2kDTOdQdy/\n9P6ZM/uovgeBpB2hFbh8EV9GLinpr+0d7ElJf92+4Y4moqFWLu17mou7vkuwpRJvahaRQDOOHQUc\ngldqcOwIodZaqg/932umiolbsy/3nxo8smRh4OCbWiJ1Q7Y6tlVuOpNIKIdwR/RIoUckFCn2iKS3\nrnTV14E/ASKmswghYOTwip0r37wrlJfbusSysEznEYmpw0lrdPAMMJ1DvDGZQ7PnZ4/qs4skPSnT\nfGEvfYbOvrudHQc7Gmbw7A9RqFZQfegXWJ4UsgdMoGL3k+SNWETDyd+TP+bNtFw6yMBp76Hl0kEc\nW97e3LVIWmH43JRlgf0ri0Knpx2wAxl7HEfeH4rb2gks37Bmfa3pIELcKyn2iF5hXemqHwPvwl3m\nTwhhQGZmR8UDy3bvnzj+7ELLop/pPCKxVTuFcoY1SWSPzF2cOTQ7KZcvbm84Q0b+3a00703LISN/\nBJZlkZE/kkhHEwB9Ry1l2MK/wuvLIDW7P5YnBW+qO4PR68sgEmzrtvzJy7KijYNmBg8vmxc8tKw+\n0jBwq+NYlXe+nehlfgK8ecOa9ZdNBxHifkixR/Qa60pXPQesABpMZxGiN7EsJzJl0smtyxfvy09P\nD93lKW4hbq/SGdBsOoPoOn1U32Vp/TK2ms7RlSKBZjwpaVieu2uRmdVf0V53EoBQay0p6bnXrnMc\nh6Zz28gfvRxvaiaRgPvPPxJsJSUtu+vD9yJOKGNg+Mz0ZYF9KweEzk7e64TS9jsOtulcwigH+KcN\na9Z/YMOa9UHTYYS4X7L0uuh1Sor9owE/MMF0FiGSXX7fy6/OmXnUm5JiK9NZRHLZGFm5rY6CJaZz\niK7VUFa7NXw5uMx0jq4QuFxBvX6BofP+DIDG0y+RUTCK9LxhVOz6Lnakg0ighdTsARSMe5DMwjHU\n6810NJ7FiUboN2kVGX3dUUEtFWU4jkPuMLdeXnf8t3Q0niWzYDSF499i7DEmKyutrcJXdOKMJ69u\nooxE7XU6gD/ZsGb9/5kOIsQbJcUe0SuVFPtzgQ2ALGchRDdI8UauzJ557EB+3+YlliWjSEXX+5/I\no8dCpE4ynUN0LcdxnIY91TsjbZFFprMIgWWHvf0v7PcNPpNh+cLTTccR3a4KeMeGNev3mw4iRFeQ\nYo/otUqK/V7gG8AnTGcRIpkMG1K1Z/KkU0Uei0Gms4jk5Dg4T0YfbwNL5q8kIcd2InW7qg7Ygehc\n01mEuMrKuHLOV3TigqdPw1TLoq/pPKLLHQRWbViz/pLpIEJ0FSn2iF6vpNj/CeDrwN1NqhdC3FR6\neqBqwZzD5ZmZgfmms4jkdtnJufCz6MNFpnOI7uNEnUDtjsoTTtiW0RQivljRQMrA82Upg871sVIi\nU0zHEV3iV8AHN6xZL93ORVKRYo8QQEmxfwXwf0DunfYVQtzIsSeos9tGDr80w7LoYzqNSH7H7dF7\nttpz55nOIbqXHbGv1G2vvOhEnYmmswhxM1ZW8ylf0fEqT/bl6fL3L2F9BfjchjXr5UOxSDpS7BEi\npqTYPx54DhhtOosQiSI3t+XkvFlHwj5fVHqniB7zYnTBltPOiOWmc4juFw1FG+p2VF7Glr/NIo55\nIm0pg84eSBlYXmh5o7IASGIIAR/dsGb906aDCNFdpNgjRCclxf4C4BfAcsNRhIhrHk+0Y9b0V/f2\nK2xaZFkyBVL0rJ9G3r6rmT4LTOcQPSPaEamq21UVxWGo6SxC3Iknp/FVX9GJRiuzZaZlkWk6j7ip\neuCRDWvWbzMdRIjuJMUeIW4Qa9z8b8BnTGcRIh4NGlhbNn2K7ufxONIzRRjxvchjZ6N4R5nOIXpO\npDV8vn5PdRbIMtgiQXjDzb4hpw95+18cbHnsMabjiGtexW3EfNZ0ECG6mxR7hLiFkmL/O4EfIn18\nhAAgLTVUN2/O4ZM52e2yJLIwJuJ4Ak9FH/OB5TWdRfSsUHNQN+6vHYj8XRYJxpNbd9hXdKLVSm+b\nZVmkmc7Ti20C/mTDmvXNpoMI0ROk2CPEbZQU+8fgTuuaZjqLEOY4zrgx5dvHjLowWZabFaZVO4Un\nno2uGG86hzAj2NBxuOmV+jEg02NEAkoJNviGnjrqLbw0wvI4w03H6UUiwGc3rFlfajqIED1Jij1C\n3EFJsT8D+BbwEdNZhOhpOdmtZ+fPOXwlNTUiBU8RFw7YE7fvtactNp1DmNNR3ba/+VjjNMBnOosQ\n98dxvPnVB1OGngxZaR2zpfddt7oIrNmwZv0u00GE6GlS7BHiLpUU+/8MeAJIN51FiO5mWXZoxtQT\nuwYOqF9gWaSazpMIbNvh+z8/TEVVCyleD3+6ZipDBuZcuz4UjvLUTw9xqfoKX/rMsmvbn3n2GCfO\nNGLbDu9YMYa50wfz2y1n2X3gEuNG5fP+d7oLnW3fd5HmliBvf6B3t354Lrp8a4UzaNmd9xTJrO3C\nlV1XTl2eB3hMZxHiDfEFanxF+oQ3v3qsZTmDTcdJMr8FPrhhzfoG00GEMEH+QApxl9aVrvo+sBCQ\nhm4iqfXv13DooQd2VAwaWL9MCj13r+xINR0dYb7w6SV89H3TeebZV19z/TPPvsqIoa9tNXLsZD0X\nq65QUryEv/+r+fz4l8cA2PdKJV/49BLKK5oJh6OEwlG27r7IQ8ukJ3Gjk5dtOoMwL6soZ0HWiJwd\npnMI8YaF0weEz0xbFti3ckDo7OR9Tihtn+Ngm46V4KLAPwBvl0KP6M1kyKAQ92Bd6aqDJcX+WcDT\nwDtM5xGiK/l84cvzZh050qdP62LLwjKdJ9FU17UyengeAAP6ZVHf2I5tO3g87q9yzaoJtLaF2LG/\n4tptJowpuHabrAwfwWAE23bwet1zMX1y0mjrCPPy7ousWDKClBQ5R9NBuiy/LQDIGZ23xA7aWzuq\n2mSkl0gCljdaP3ROtH4oVlp7ha/oxBlPXu0Ey6K/6WQJ5hLwvg1r1r9sOogQpsm7RiHu0brSVZfX\nla5aDfw1EDCdR4iuMGrExR0r3rQrnJvbukQKPfdn2KA+HD5Rh207VNa0UtvQzpXW4LXrM9Jff37F\n47FIT3O3v7SrnOmTBuDxWERth0jUpulyAMeBk+caSU9L4cmfHOT5P57psccUbzqctEYHa4DpHCJ+\n5E7MX5ZakL7FdA4hupITzBwaOjVzWWD/yr6h8xN2O+HUg46D9N64s03ANCn0COGSYo8Q92ld6aon\ngDnAUdNZhLhfmZntFx9Yvnv/BHVukWXRz3SeRDZ90gBGD8+j5Ovb+e2WMwwekH3X78z3H65iy64L\nfPg9UwB4cPEIvvjfO5k7fTC//v0pHnmr4jd/PMNfvHc65ZeaaWjq6L4HEseqncILpjOI+JM/vd9y\nX5/UbaZzCNHlHI8vWjt8fuDgm2cEjywujzYXbHUcGk3HikMB4BMb1qx/p0zbEuI6mcYlxBuwrnTV\n0ZJi/xzga8AnTOcR4m5ZlhOZMvHk9qFDauZaFsNM50kWjz084drlv/nCi/TJTrvjbQ4dr+XZF07x\n2b+aT2aGu7jQwllDWDhrCFW1rVy41MyoojyiURuPxyI/L4P6pnYK+mZ02+OIV5XOgGbTGUR8yp/d\nf1H97uqd0fbIQtNZhOgOTiB7REjPGYEVDaYMLN+ZMuhsjpUSmWI6Vxw4Bjy+Yc16OfkqxA1kZI8Q\nb9C60lWBdaWrPgk8DNSYziPEnRTkXz628oEdZ4YNrVluWWSazpMsyiuaefInBwE49GotI4bmXuvX\ncyvtHWGeefYYaz8+j+ys1/fC3vhbzaNvUwBEIjaO49DQ1EF+bu8r9ABUO4XyvkXclGVZnsJ5A+d4\nUr37TWcRols53rRI1aiFgQMPTgkcXXAqeiXvZcehxXQsQ74DzJFCjxA3J0uvC9GFSor9/YDvAatN\nZxHiRineyJU5s44e6JvXssSypNjf1Wzb4bs/eYXK2layMnx8/IMzeOVYDZkZPuZMG8TXv7+PxssB\nKqpaGDksjzcvGk4gGGHj85pB/a8vMPWXH5xBYX4mJ043cOxk/bViz+aXz7F9XwVDBmbzsffPMPUw\njfp+5NFjYVInmc7R1aLBACd+8m0i7a040QhFDz1K/vhp164Pt7dy4kffxJuWzsSP/C0AdYf2cO65\nn5KWmw9AXzWFohXv4uyvf0LLOU2/GQsZsvQtAJRv/iWZA4bQb9q8nn9wPcyJ2u212ytPOxFnquks\nQvQYT6QtZdC5gykDzxdY3uiEO98g4dUDH92wZv2vTAcRIp5JsUeIblBS7P8z4OuALBEs4kLR0Mo9\nkyeeLrIsBpnOIsT9cBycJ6OPt4GVdK+rl7a9QKi5kZEPv5dgcyOHv/0l5nyu9Nr1x5/+BlmDi2it\nOH+t2FO9dyuRjjaGLnvbtf2ioRCv/qCUKR/7HIee+ALTPvnPhK40c/Kn32HyR/++xx+XKXbYbq7b\nXlnt2I4ynUWInubJaTzuKzrRYGW2zEzS0bs/B/56w5r1daaDCBHv5MyuEN1gXemq7wPTgB2ms4je\nLSM9UPWmpXv2TJl0ep4UekQiaybnYjIWegB8WTmE21oBiLS34cvKec31Y9d8lD4jX1u3iAZfvxhk\npKMVX1Yf9wfLfYtX/sIvGP7W93RD6vjl8XlyCxcOysfivOksQvQ0+0r+hOCxhYsDBx4IR6qHv+zY\nnlOmM3WRKuBdG9asfzxRCz1KqaNKqVGdfj6ulHpbp59/pZRqVEplKKWKlFJzY9t/qJR6+CbHq7+H\n+z6vlMq+YdvDSqkf3teDEQlBij1CdJN1pavOAkuB/we0GY4jeh3Hnjj+9NY3Ld2bnZkRTP65GyLp\nVTn9q0xn6C79Zy4keLmevV/6Gw49UcKod7z/NdenpL++R1M0GKD+8D4Or/83Dq//Eq2XyvFl9SHY\n3IgdjQDQXnMJOxKhveYSJ3/2XWr2954Fq7xp3n6F8wel4H5AFKL3ifpywxcmLA3sXzk2qGcdsduz\ndzoOQdOx7tPTwKQNa9Y/azrIG/QSsAxAKVUIZOJ+VrhqLjBMa90BvDn2sxD3TVbjEqIbrStdZQP/\nXVLs9wPfBR40HEn0Anm5LXru7CMRX0p0meksQnSVS07/1w9lSRI1+7eRllfIlI99jtZL5Zz8+XeZ\n+ekv3fY2eWMn0Wf4GPLGTqL5zAn0T77FrM/8BwWTZnH4W19kyLK3Uv67XzDi7Y9z+pc/ZMpH/54j\nT/47/aYvwJPSO97+pWSmDC2YO+Bsw96aBqDAdB4hTLGb+00JNveDlFCjb+jJ3d7CS8MtjzPCdK67\ncBG3N8/vTAfpIi8Bq4AfAIuBHwNLAJRSE4BzwDGl1BLgX4CwUupC7LZvUkp9EigC3q+1Phi7XQmw\nEmiIHTsrdvy+uJ/1/1prffhqAKXUFOBHwCWgsjsfrDBPRvYI0QPWla46t6501QrgzwFZOlh0C68n\n2j5n1pEtC+e9MtqXEk26Jraid6t1Cl6/XFmSaDl3kr7j3X7C2UOGE2puxIlGb3ubq4UegNzR4wm1\ntuDYNkOXv43pn/oXfJnZZAwYgifFhy/THbmfkplNuLV3Ldrjy0kdlT+rfy302tWKhLgukpofPj95\nWWD/yuHBU9MP2oHMXY5D2HSsm3CAJ3FH8yRLoQdgC26RB9wiz4uAVymVgTvC56XYdU3AD4FvaK1/\nHdvmaK3fAnwD+JPYtnzgF1rr+bHLU4G/AX6ntX4A+EvgegM41z8B/6K1fhi4/R8akfCk2CNED4r1\n8pkI/PpO+wpxLwYPqt2/8oGdDf0Lm5ZblozaFMmnjcwBpjN0l4zCAVwpPw1AoLEOb1o6ltd729uU\nb/4ldYf2ANBWdRFfdh8sj/u2znEcKrY+z7A3PYwvK5tgcyMA4SuX8eX06cZHEp9S89Im5E0tPAsk\n7egwIe6NZdlNA2cEDy9dEHhleVOkftBWx7EqTKeKOQs8sGHN+o9vWLP+iukwXUlr3Qi0KaWGAPOA\nPcBeYD5u8eel29x8e+z7JSA3drml06idq9sXAh9XSm0Bvt1p36smAjtjl7fc72MRiSFhPhAopUYA\nR4CyTptf0Vr/jZlEd0cpVa+1LuyG434SKNRa/8sN2/8VWIH7hsYHfEJr/co9HnspcEJrXauUOg9M\n1lq33mLfPwBeYDxQhzuE8I9a65J7ekC9yLrSVZXA6pJi/+PAN4Eu//cheo+01GDd/LmHT2VndSw0\nnUWI7hJxPIEonuGmc3SXQQsfRP/0Oxx64gs4UZsx7/kzLry4ibwxE8gpGsPhb3+RSEc7oeZGDj1R\nQtFDjzBg9hL0M+up3PY7nKjNuDUfvXa82v3bKZw6F29aOuCOAnrlG/9M7tiJeLwJ89avS6X3y5je\nZ0L+3pbjjTNJoPe/QnS7cHr/8Nlp/cNnp9rewsp9KUNOYaUGZllWjw8KsHHfF//DhjXr23v4vnvS\nS8BDuCN1OpRS23ELNHOAv7jN7SKdLls32XZ1ewh36tauWxzHwv1dgwz8SHqJ9sdOa62Xmw4Rr5RS\ny4AZwAKttaOUehPwGeB993ioPwW+BtTeacfYEEFindx/obV+7h7vq9daV7rqZyXF/heB/wbeazqP\nSDSOM27M+e1jRl2cYllIoUcktXryz4M13nSO7uJNS2fih1977qrv2MnXLk/75Lqb3u5W2wfMWfKa\nn0c+LH9iADIHZ821w9EdraebF3L9w5IQAgDLE60fMidaPwQrrf2Sb9iJ056+teMti54YVamBP92w\nZv3OO+6Z+F4CPg9sjf28HVgLVMWKP1f3s4G0+zj+HuCdwC6l1ETgLVrr/+x0vQZmAy8Ab7qP44sE\nkmjFnptSSn0Jd+ibF3hCa/3TWPEhhNuQz4/b+bwQmIT7H+y9uMPUmIbtAAAgAElEQVTY3q+13qOU\n+k/cjufpwHe01k/FjlEJzOJ6M6wDt9h3Km6n+MvAy8BwrfWHY/le0zhLa321mopS6kHgX2NZm4DH\ncKu7n8T9Tz4Bt4jyBaXUA8DXcYc3Nse+d5aH25TLC0S01i8RGw6olFoO/BsQBipwCzrvxR2183ex\npfiO4laU3wlMUko9GjvuJ2PLAqYAD2mtbzukUinlxX0hma61blVKLQY+DRwGRgEjgeXAl4FFseM+\nobX+cWzI4e9xO9AXxn5fF272HN8uQ6JYV7qqHnhfSbH/p7hnM5L2zLXoOjnZrWfnzzl8JTU1suTO\newuR+C45AxpMZxDJIXt4n0V2MPpy+8XWpXfeW4jeyQlmDgmdnjkE7Ii3f8Vu35DTqaSEZlhWlxdJ\no7gnmP9lw5r1vWWa5Vbgl8CXAGIzKfKBGz/b7AKeVkpV3+Pxvwn8UCm1Dfdz06duuP6LwP8opT6F\n2xA6afvhiSQo9sS6lQ/XWi9VSqUBB5RSV5fla9Raf1Qp9WFgLG6x4M+Bz+GOgPkw8F6l1CHgvNb6\n07EGWWeAp2LHSNNaP6SU+jjwIaXUq7fY95+BEq31r5RSG4Crww+vNs5ap5Tahds4q/O0qr7A+7TW\n55RSP8Id1ncFt5g0Hnd43XngC7jFkQ9orQ8ppZ7n9cWe3+EWic7Grt+E26DLAb4DrNBaX1RKPYE7\n2se58feptf69UuoV4JOxIgvAUa31vyulfgo8ANx22UOtdTT2HLwDeKbT98lAqtZ6SWyq2GSt9SKl\nVBZwuNPz1qK1fkAp9e/AI0qpMm7yHMeWJUwK60pX+UuK/X/ALUT+HfLCK27C47GD06ec2DVwQP1C\ny5J/I6L3qHL63ThUXYj71mdc36V2yN4aqGmXFQuFuC1PSrS2aH60tggrvbXcV3TivCe3frJldcnq\ndgeAj21Ys35/FxwrYWitm7nhM7jWWnW6PCJ28ffA4Njln3S6/jngudjlwk7b393pkI9yg07HPQBM\nv9/8IrEk2jw9pZTa0unr87ijYObHRoS8gPuYBsX239vptvtjRY8q4LDWOgrUALla6wCQr5TaCfwW\n6Nfpdtti3yvusO8ErjfO8ne6/c0aZ3VWBzyllNqKO5Tu6ovnAa11+w29ckZorQ/FLm/lBlrroNZ6\nBfAIUA78F25lNx93XujFTo9pxo23v42bNQS7k6eBNbHLy4m9KHH9OZl99TForduAk7gFuav5IPY7\n5/bPcdJYV7qqfV3pqs8DU4DNpvOI+DKgX/0rKx/YUTloYP1yKfSI3qbBycs2nUEkl7zJBctS+6a9\n7r2UEOLmnED28NDJ2csC+1dkhy+M2+lEUg7f+VY31Yi7StSc3lboEaKnJdrIntf17FFK/S3wfa31\nl2/YDu7UqKsit7hsxXrdvBlYprUOK6Wu3Me+FtdHyti3uP3V/Tr7H+DtWuvjsRE3t7rdjcd9XaEu\nNn3Ko7XeD+xXSv037jS0T99wv57YsTqP7PHd5P5uluWuhm9qrY8opQYqpeYAx7TWgRueE+cWmW52\nfyFu8hwnq3Wlq04CD5UU+x/FLdgNMxxJGOTzhZvmzT58LLdP2+I77y1EcgqQPtR0BpF8+s7ot7Rh\nb832SGtYXl+FuFuONy1SPWphpHoUVmbzad/wE5We7KZplnXHE8I27myIf9iwZr1MzRWiByTayJ6b\n2QOsUkp5lFLpSqlv3scxCoGLseLNO4AUpdStzpzfat8zuKNVAN56D/edC1xQSuXhjuy53Rn7S8pl\n4Y6WudEXcKeTXdUPt9lXA+AopYpi25cB+4EWro+Q6fxG534bgt1oA/AtOg097GQfsccQ6xc0Gjh1\ni+N0xXOccNaVrtqIO2LsK7i9lkQvM3rkxZ0r3rQrKoUe0Zt1OGmNDlbSLrsuzLEsyyqYO2CBN927\n23QWIRKR0547JnR83tJA2Qpf+NLo7U7U++otdt0DzNuwZv3HpNAjRM9J+GKP1nonbhPiXbiNkctu\nf4ubehEYG5tKNRp3ytH6e9z3i8DXlFIv4K5idbf9Bb4F7AC+C/wHbj+hW01R+jzwC9xpYhdvcv2/\nAYOVUrtjS6L/APiT2HV/ATwTmwqVCvwM+AOxqXG4/YGujqzZCvxcKTXpLh/DrfwcGEqsSXRnWuvt\nQJlS6mXcOamfjU3nep0ueo4T0rrSVW3rSld9FrfX04um84iekZXZfuGB5bvKxo87t9CyKLzzLYRI\nXtVO4QXTGUTysizLW7hg0AyPz3PAdBYhEpbtzYxcGrs4ULZiYvDVucft1j7bHIc23HYVfwYskClb\nQvQ8y3Fe16NX3Ael1HygXWt9WCn1OYDeMu3oVpRSH8HtM/TPd9xZ3JWSYv9jwH8CQ0xnEV3PspzI\nlEkntw8dXDPPssgwnUeIeLA9OnPrUUdJI13RreyI3Vq3vbLciTpv9ESXEAIi+AJfy5ix5Ssb1qy/\nbDqMEL2VFHu6iFJqJvAk0IG7Etf7tNaNZlOZo5T6Hu4y6++801Lt4t6UFPuzgLW4q3ZlGY4jukhB\nftPROTOPpXm99tg77y1E77ExsnJbHQVLTOcQyc8ORZtqd1TVYzvyOizE/XseKPaXrj5hOogQvZ0U\ne4RIUCXF/sHAvwIfJgmmZPZWKSmRljkzj77SN69lsWXJ8yjEjb4fefRYmFQZbSF6RDQQqanbWRXE\noejOewshOjkOfNpfuvp3poMIIVxS7BEiwZUU+6cCXwNWmM4i7k3RsMrdkyecHmFZDDSdRYh45Dg4\nT0YfbwNLll4XPSbSFr5Qv7s6DZDG4ELcWRPuAjHr/aWr77ZnqRCiB0ixR4gkUVLsfwtu0UfOgMe5\njPRA5YK5hyoyMoJzTWcRIp41OTkXfh59WEZYiB4XbgmdathXUwj0NZ1FiDgVAb4D/LO/dHWvbV0h\nRDyTYo8QSaSk2O8F/hQoARktEn8ce9L4M9uGF1XOsixkpIIQd/CqPXrPy/bceaZziN4p2Bg41nSw\nbgTSH0+IzhzcVX3X+UtXnzYdRghxa1LsESIJlRT7s4HPAMVApuE4AsjLbdHzZh+JpqREJ5rOIkSi\neDG6cMtpZ/hy0zlE7xWoaT9w+WjDJCDNdBYh4sCvgX/0l64+YjqIEOLOpNgjRBIrKfYPAdYBHwF8\nhuP0Sl5vtG3W9GP7CwsuL7YsvKbzCJFInok8vKuFnAWmc4jerb2idXeLbpoD8houeq0XcYs8e0wH\nEULcPSn2CNELlBT7R+E2z3s/8ma1xwwZVLNv6uSTgzweZ6jpLEIkou9FHjsbxTvKdA4hWs82b289\n17IIsExnEaIH7QI+7y9d/ZLpIEKIeyfFHiF6kZJi/3jgC8B7kDes3SYtLVg7f87hM9lZHTIiQYj7\nFHE8gaeij/nAkgK1iAvNJxq3dlxqW2Y6hxA94BDuSJ7nTAcRQtw/KfYI0QuVFPun4TZxfofpLMnF\ncdTY89tHj7w41bLINZ1GiERW5RQe3xRdMcF0DiE6azpcvyVY17HcdA4huslJ3On/G/ylq+VDohAJ\nToo9QvRiJcX+OcAXgZWmsyS6PjmtZ+bNOdyW6otMNZ1FiGRQZk/avs+euth0DiFu1LC/5uVwc2ip\n6RxCdKELuCO/n/aXro6aDiOE6BpS7BFCUFLsX4Jb9JE3r/fI47GDM6Ye3zWgf8NCyyLVdB4hksVz\n0eVbK5xBMmVGxB3HcZz6PdU7o22RRaazCPEG1QBfAp70l64OmQ4jhOhaUuwRQlxTUux/EHf47hLT\nWRLBgP71B2dOO97X43FGmM4iRLJ5OvLOsg4yZpnOIcTNOLYTqdtZdcAORueaziLEfWgEvgr8t790\ndbvpMEKI7iHFHiHE65QU+xcD/wC81XSWeJTqCzfOm334eJ8+bXJWV4hu8mTk8RoHa4DpHELcihN1\nArU7Kk84YXu66SxC3KWLwH8C3/OXrm4zHUYI0b2k2COEuKWSYv903KLPo4DHcJy4MHrkhR1q7Pnx\nlkWB6SxCJKsOJ63h6egj8n9MxD07YrfUba+85EQdaSYu4tmrwH8Az/hLV4dNhxFC9Awp9ggh7qik\n2D8O+CzwAcBnOI4R2Vnt5fPnHGpISwvPNJ1FiGR3zh5y8AV76QzTOYS4G9FQtKFue2UzDqNMZxHi\nBjuBrwB+WV1LiN5Hij1CiLtWUuwfBqwF/hzIMBynR1iWHZ46+eSOIYNq51sW6abzCNEbbI/O3HrU\nUdKcWSSMaEekqm5XlY3DENNZRK/nAM8DX/GXrt5mOowQwhwp9ggh7llJsb8f8LfAXwG5huN0m8KC\npiOzZxxL93rtsaazCNGbbIys3FZHgTSKFwkl0ho+X7+nOgvoZzqL6JUiwM9wizxHTYcRQpgnxR4h\nxH0rKfbnAh8D/hoYajhOl0lJiTTPnXXkUF7ulSWWhWU6jxC9zfcjjx4LkzrJdA4h7lWoOagb99cO\nJIlPhIi40w48Bfynv3R1uekwQoj4IcUeIcQbVlLsTwHejTvaJ6GXoR0+7NKuSRPOjLIsZBUgIQxw\nHJwno4+3g5VlOosQ9yNY33G46VD9WHrJdGdhTAPwBPBNf+nqBtNhhBDxR4o9QoguVVLsX4hb9HkX\n4DUc565lZHRcWjDn8KWMjGBCF6uESHRNTk75z6MPDzedQ4g3oqOqbX/zq43T6KWLGohudQF3+fSn\nZPl0IcTtSLFHCNEtSor9I3Cnd/050MdsmttxopMnnN5eNKxqtmUhIwmEMOxVe/Sel+2580znEOKN\nartwZeeVU5fnAx7TWURS2AV8C/i5v3R1xHQYIUT8k2KPEKJblRT7c4A/BT4F8bUsbd+85uNzZx0h\nJcWeYDqLEML1YnThltPO8OWmcwjRFa6cvrytrfyKNBsX96sdeAb4tr909UHTYYQQiUWKPUKIHlFS\n7PcAq3GneBl94+v1Rttmzzi2vyD/8mLLSpypZkL0Bs9EHt7VQs4C0zmE6CrNrzZs7ahqX2Y6h0go\np4BvAz/0l66+bDqMECIxSbFHCNHjSor904CPA+8HcnryvocMrtk3ddLJQR6PkzSrhwmRTL4beeyc\njXek6RxCdKXGV+q2hBoCy03nEHEtCjyHO1XrRX/pavmQJoR4Q6TYI4QwJjbF6/24hZ9p3XlfaWnB\n2gVzDp3JygrIiAEh4lTE8QSeij7mA0tG3ImkU7+3ZlvkSkimdIkb1eIunf6kv3T1BdNhhBDJQ4o9\nQoi4UFLsX4Bb9HkMSO+6IzvO+HHnto0aUTHNssjtuuMKIbpalVN4fFN0hfTQEknJcRy7flf1nmhH\nRE46CICduKN4fuEvXR0yHUYIkXyk2COEiCslxf584MO4hZ+xb+RYfXKunJ4/53CHzxed0hXZhBDd\nq8yetH2fPXWx6RxCdBfHdsJ1OyoP2SF7tukswog23IbL3/KXrj5kOowQIrlJsUcIEZdKiv0W8Gbg\nL3EbO6fc7W09nmhg5rTju/v3a1xkWfi6K6MQoms9F12+tcIZJI1sRVJzonZ77fbK007EmWo6i+gx\nGliP23C52XQYIUTvIMUeIUTcKyn2D8Jdvv0jwOjb7Tugf/3BmdOO53s8zvAeCSeE6DJPR955oIOM\nmaZzCNHd7LDdXLu9shrbUaaziG7TAfwS+B/gJWm4LIToaVLsEUIkjNhonyW4hZ93A1lXr0tNDTXM\nm33keJ+cNpkCIkSCejLyeK2D1d90DiF6QjQYravbUdmGwwjTWUSX2gX8APi5v3R1i+kwQojeS4o9\nQoiEFFvJaw3wkTGjyu1xY8onWhb5pnMJIe5Ph5PW8HT0kQLTOYToSZH2SEX9riovMMh0FvGGVAE/\nwp2mdcJ0GCGEACn2CCGSQNnmteOADwEfAGT6lhAJ6Jw95OAL9tIZpnMI0dPCV0JnGvbW5AFS7Ews\nIeDXuKN4XvCXro4aziOEEK8hxR4hRNIo27zWApbhFn7eDeSYTSSEuFvbozO3HnWUNGcWvVKoKfBq\n44G6YcjfrUSwE/gxsMFfurrRdBghhLgVKfYIIZJS2ea1GcC7cAs/DwJes4mEELfzi8hD2+vJl55b\notcK1HW8cvlw/Xgg3XQW8TpncAs8/+svXX3GdBghhLgbUuwRQiS9ss1rBwHvB/4EmGw4jhDiJr4f\nefexML5JpnMIYVJ7ZeveluNNM4EU01kEjcAG4Mf+0tU7TYcRQoh7JcUeIUSvUrZ57Qzgg8B7gKGG\n4wghAMfBeTL6eDtYWXfeW4jk1nq+ZUfrmeaFgGU6Sy/UAfwW+F/gN/7S1SHDeYQQ4r5JsUcI0SvF\n+vvMBR6NfY0ym0iI3qvJySn/efRhaa4uREzLyaat7RdbpYdVz2gHfgP8ArfA02Y4jxBCdAkp9ggh\nBFC2ee10rhd+JhiOI0Sv8qo9es/L9tx5pnMIEU8uH6nfEqjtWG46R5JqBZ7DLfD81l+6ut1wHiGE\n6HJS7BFCiBuUbV47AXgEt/AjS0EL0c1+H1249YwzXEYxCHGDxgO1W0NNQfm/0TVaAD9uged3/tLV\nAcN5hBCiW0mxRwghbqNs89pRXC/8zEN6KAjR5Z6JPLyrhZwFpnMIEW8cx3Ea9tbsiLSGZaW6+3MZ\n+DVugWezv3R10HAeIYToMVLsEUKIu1S2ee1Q3OXcHwWWAB6ziYRIDt+NPHbOxjvSdA4h4pHjONH6\nnVX7o4GoTHW8O43AJtwCz4vSZFkI0VtJsUcIIe5D2ea1/YF34hZ+3owskyvEfYk4nsBT0cd8YHlN\nZxEiXjm2E6zbXnnMDtszTWeJUw3Ar3ALPH/0l64OG84jhBDGSbFHCCHeoLLNa/sC78At/KwE0swm\nEiJxVDmFxzdFV0hTdCHuwI7YrXXbK8udqDPJdJY4cR54HrfIs8VfujpiNo4QQsQXKfYIIUQXKtu8\nNgd4O27h561AltlEQsS3MnvSjn321EWmcwiRCOxQtKl2R2UDNmNMZzEgDOzAXSb9eX/p6lcN5xFC\niLgmxR4hhOgmZZvXZgArgIdiX6PNJhIi/vijb9p6yRkoqw0JcZeigUh13c6qMA7DTGfpAdXAb3FH\n8Gz2l65uMZzHGKXUCOAMMENrfTi27cMAWusfGgt2B0qpeq114U22pwM1wDqt9Td6IMcW4JNa66Pd\nfV9CxAvpMSGEEN1k1sqvduCuAvJrgLLNa0fjTvN6CLfPT465dELEh0YnN9t0BiESiTc9ZWDhvIHl\n9bura4H+pvN0MRvYh1vc+Q1wwF+6Ws5MX/cq8O/A20wH6QIPA1XAe4FuL/YI0RtJsUcIIXrIrJVf\nPQOsB9aXbV7rAxZwvfgzE1ndS/RCAdJ7w+gEIbpUSpZveMGcAaca9tWkAnmm87xBTcBm3OLO7/yl\nq+sM54lnZUCmUurNWus/dr5CKfVXwPtxC2bP4r7f2KW1nqaUGgxcBAZqreuUUoeAzwB/DWQDvwfS\ntdb/FDvWi8CnO40gSgGeBobiTk//F631c7HRMr/HPYFVCKwCKoFngAGxvLfyPuCfga8ppUZqrc/F\nRiq9FRgMfBa3sHUG9/3Sd4CpwDzgW1rrbyml3gd8CogCx7TWH1VK5eI26s6Iff9/Wuurqz0+ppT6\nBlAAvENrfeGufutCJCgp9gghhAGzVn41DLwc+/rHss1rC4EHcQs/K3Hf6AiR1DqctAYHK9lGJgjR\nI3x9Usf2ndHvaNPBOh+J1x/uCLHeO8BOf+nqqOE8ieQfgB8rpRZe3aCUGgm8B1gc27QD+D/gilIq\nD1iE+35jvlJqN1APBIEpwDjcfz9bgX+KFUvyrxZ6YvKBzVrrp5VSo2LHfi52XYvW+gGl1L8DjwAn\nAZ/WeplSah7wtzc+gNh9LAE+AMwBHge+HLu6CFgIDAem4658mg8cA0YC6cBG4Fu4haq3aK0vK6Ve\nVkpNAZYDr2qt/1+sAGZ1uuvaWNYvx7J+/Q6/ayESmhR7hBAiDsxa+dV64GexL8o2r53M9cLPUtw3\nN0IklWqn8ALuGVYhxH1Iy0+fnDu5oKz5aMMUINV0nttoAbbgFnee95euvmg2TuLSWp9WSh0A1nTa\nPBcYC7wU+zkHGIFb4JmHW+z5Bu4IGQ/ucwFwSGsdBIJKqVNKqZmAwi3mdNYEzFFKfRR35FDn1+1t\nse8Vse0TgZ2xrHuUUh03eRiPAi9orduVUs8AP+B6sWef1tpRSgGc0Vo3KKWCuIWaS0qpbCA3tm8j\nsCm274TY/U/o9Hvw445gump77Psl5G+P6AWk2COEEHFo1sqvHgWOAqVlm9em4xZ8rjZ6lmV3RVK4\n5Ay8YjqDEIkuY0DmLCcc3d2iL88BvKbzxLThfrD+I+4H7wMyeqdLlQAv4I5uCQMh4Dda64913kkp\nlQHMxy0EfRr4CO7nPz/uv5VQp91/hDs6aDju6KHO3oc7umZJ7Pv+Ttd1XvLein3ZnbbdbIr6+4BR\nSqlXrkdVE2OXO2eK3OKypZRKxX3807TW1UqpqyONLOBqn6fOOW6WVYikJsUeIYSIc7NWfjWA289g\nM1BctnntEK73+nkQOTslElS1UyhvtoXoAplDc+ZHQ/a2tnMtSwxFCOCO5ngJt8Czz1+6OmwoS9LT\nWtcopZ4FPgY8gdsb5ytKqUygA3d60mdxC25/hzvVylZKObg9Av8Rd6pUZ88Da4FmrfX5G64rBM7F\njvEItx9FpnGbLhObapbW+Uql1EDc0T9FWutIbNs63KlcZ+/6l+COXorECj3DgNmxXGdil3+B2/9H\niF5Lij1CCJFgZq386iXcIc8/KNu81gPM4vqUrwXIa7tIEM3k5JvOIESyyBmVu8QORrd2VLYt64G7\nCwF7uF7c2e0vXR3sgfsV130N+EsArfUFpdTXcadtRYFntdYdAEqpLOAPsdscBeZqrUOxqU/XxLYd\n5+ZNlTcCv1ZKzQf+B6hQSv3TLXL9FvhTpdRW4BDulKnO1gDPXC30xDyNe0Lry9yl2PSu3yul9sXu\n5z+A/8Lt2fNsp+bRkVseRIgkZzmOrGYohBDJomzz2kzcufuLcefoL+D63HYh4obj4DwZfbwdrERr\nLCtEXGs6VL8lWN+xvIsPG8GdunO1uLPTX7q6vYvvQxiklErH7b/zoNa62XSe+6WUGg6M11q/oJRa\ngLty2EOmcwlhghR7hBAiicVG/kzievFnEW7TRiGManJy/n97dxukV13ecfy7SSAmksCIwQcCIRa5\nsNEEbyoCEQKK43SNosikoUwf1HGmTi1tx25tnWqp0zcdh3Hs1Bdh26l1WgYGOp2WFuvGaRNCAsQs\nEoWSCwzRKEZCCBAhIWT3vvvinCX3LpuHTXb33Hv2+5k5c57Pue59A/z4n+v/kzsGVy6qug6pjp7d\n8vS9h1545cqTeEQT+D5FuPO/wIa7b7nWHls1VY7YWQN8NTP/uep6TkY5+9gdFDN1dQE3ZeaWo98l\n1ZNhjyRNM2XPn+UcDoCW0TlNPTVN/F/zVx68t3nJe6uuQ6qjVqvV2vPALzYN7h9Yfpy3HAQeoui7\nswFYf/ct1z4/YQVKkiacYY8kTXP9fT2nUUzNOhT+XErR+FCaMGsHL1+3vbXoqqrrkOqq1WwNPLNp\n10PNg4OXjHL6aeB+YCNFwNNvzx1JqhfDHknSMP19PTOBpRz+7Ot9wMJKi1Lt3Daw8v59zLus6jqk\nOmsNNg/s3rjrsdah5iyKUGcTRb+d7RWXJkmaYIY9kqRj6u/rOZfhn369C5hRaVGa0m4dWLWjyczF\nVdch1dAuipmyhpYtvd0N++1I0jRj2CNJGrP+vp75FDN9Laf4BKwBvLHSojRlDLRmvPz3g6tOgS57\nRUknZz/FLFmbKcOd3u7GT6stSZLUCQx7JEnjohz90wAuLtcN4M2VFqWOtKu1YNu/D15zYdV1SFPM\nALCNtmAHeKS3uzFYaVWSpI5k2CNJmjD9fT1vZXgAdDFwdqVFqXJbmkvu29Jc+r6q65A62PPAVuDh\ncr0VeLS3u2ETZUnScTHskSRNqv6+nrM4HPwsK5fzsQfQtHH34NXrn2q9eUXVdUgdoAVs53Cg8zCw\ntbe7sbPSqiRJU55hjySpcv19Pa8H3snh8GcZxYxgTgFfQ/808LH+A8y5uOo6pEn2EvBDDgc7W4Ef\n9HY3Xqy0KklSLRn2SJI6Un9fTxewmOEB0DLgPKCrusp0stYMrN7douusquuQJtDPGP4J1lbgR73d\njWalVUmSpg3DHknSlFLOBLYUeAcQwAXl+m3ArApL03HY35q951uD1zlzm+piH/A48Cht4U5vd2Nv\npVVJkqY9wx5JUi309/XMogh8guEhUABvqrA0tXmyufD7fc0r3l11HdIYHAKeBJIi2Hl8aLu3u/GL\nKguTJOlIDHskSbXX39dzOofDn/YQ6O3A3ApLm3buG7x4/SOtC2zOrE7TAn7OKIEOsMPpzSVJU41h\njyRp2ir7Ai3ktSHQBcAinCFs3N018KENe3jDFVXXoWnrBYYHOkOhzhO93Y2XqixMkqTxZNgjSdIo\n+vt6XkcxJfzIEUFvB+w5c4L+YeD6Rw9xypKq61Ct/RLYCTzBaz+72l1lYZIkTRbDHkmSxqi/r2cO\nxYigc4Bzy/XIZX5lBXaoVovmmsHVB6Dr9VXXoilrgOJzq51ty0/b93u7G89XV54kSZ3BsEeSpAlQ\nzho2WgjUvsyprMAKPNea/5M7Bj+8qOo61NH2cpQgB9hl/xxJko7NsEeSpIr09/WcyZFHBp0DnA2c\nUlmB4+zR5vkPbGi+59Kq61BlDjI8vBkZ5Ozs7W7sr648SZLqw7BHkqQO1d/XM4Ni2vih8GchsICi\nZ9AbgTNHbHd0MLR28PJ121uLrqq6Do2rl4HdwNNty5H2n+3tbvgvnpIkTQLDHkmSaqKcYr49ABot\nFGo/diYwa7Lqu21g5f37mHfZZL1PJ+SXwJ5jLK+GOb3djX0V1SlJko7CsEeSpGmqnHr+dI4dCg1t\nnwGcVi5dY33frQOrdjSZuXhcitdoBijCmqFl3xG2h/b3MpSIl7YAAAcWSURBVCLI6e1uHJz8siVJ\n0ngz7JEkSWNShkRzORz8zGvbHnW/1WLumsHVc6BrHkVj6rnlun17aD1jUn/Q5GoBh9qWV8r1QY4/\npBn1XG9348Bk/hBJktS5DHskSVJH+cw9D53K8ABoNjCTIgSaOcr20c6d6D2DvDaQOen93u7GwHj+\nrSRJkkZj2CNJEyQifh/4LYoGpnOBL2bmd8f4jKXAy5n5eESsAz6XmY8c454vAn8MvCUzj/oflhHx\nicz81xHHLgI+npl/OZZaJUmSJHWGOg+TlqTKRMR5wGeAKzLzKuBG4Esn8KjrgAvGeM8NwLPANUe7\nqKzxhpHHM/Nhgx5JkiRp6pq0GTgkaZo5HXgdcCpwKDOfAFYARMS7gG8ATYpeG78DLKUYtXN9ec0e\n4Grg94BnImJ3+dxVEfF1iqa5H83Mne0vLZ89A7gFWA38d3n8R8Aa4CMUn8RcU9ZwSUR8ubznbcBi\n4Gbgs5l5fURsB/6jvP7b5XUfBL6dmX82Xn8sSZIkSePHkT2SNAEycyuwGdgREd+MiFURMRSwfx3o\nKUf8rAf+8AjP+CFFWPPnmbm5PLw7Mz9AEbxcN8ptNwK3A3cBH46I2eXxWcC2zLwS2AF8APgqsD4z\nv1Jec2pmXkHRq2TIYoqQ6L3ATcCdwKXAp477jyFJkiRpUhn2SNIEyczfphjNsxX4U2BtRHQBSzLz\nwfKyDcC7x/DY+8r1UxSjh15VPvs3gNsz8zngfqC77ZIN5fpnI+8tbR7l2L7M3JaZ+4EXgf7MPID/\n/JAkSZI6lp9xSdIEKIOX2Zn5GPBYRPwtsA04l2Lq5SEzKD7nGtkt/5QjPLq94XLXiHPLgTcBd0YE\nwBkUPXn+7TjuhWLGoKO9j2M1fJYkSZJUPf/PrCRNjE8Dt5ahDxQjaWYAu4FHIuKy8vgKYAuwD3gL\nvDoD17zyfJOix87x+E3gC5l5UWZeBCwBVkTEaUe4fizPliRJkjRFOLJHkibGPwIXAg9GxIsUjZpv\nyswDEXET8I2IaAHPAZ+k+ETqpYjYBGwEflw+ZwPwtYh4/mgvK/sBfZS2Gb8y86WI+E/g2iPc9hiw\nLCK+BrxwYj9TkiRJUqfparVGfjkgSZIkSZKkqcrPuCRJkiRJkmrEsEeSJEmSJKlGDHskSZIkSZJq\nxLBHkiRJkiSpRgx7JEmSNC4i4ryIaEXEpSOOb4mIb5bbt0fEnBHnVw6dbzt2VUTcNeLYzRHxufI9\nW45Sx5URcdbJ/h5JkqYqwx5JkiSNpyeBG4Z2IuJ84Iyh/cxcnZkHJriGTwGGPZKkaWtW1QVIkiSp\nVh4APhgRMzNzEFgN9AFzASLix8A7gcXAt4CngJ+f6Msi4gvAdUATuBv4HvAxYElEfAL4NeDzwACw\nJTM/HxG/C/w68FZgdWY+daLvlySpEzmyR5IkSePpEPAgcHW5fy1wzyjXfQm4OTNXAoMn8b4/AZYD\nlwPPZeZa4GHgk8Be4C+A92fmCuCciFhe3ncucKVBjySpjhzZI0mSpPF2J3BDROyiGLnz4ijX/Cqw\nqdxeRzHS5ni0RuzfBXwXuA34lxHnllCEOt+JCIDTgUXlue9l5shnSZJUC4Y9kiRJGm9rgb8DdlGE\nMaPpovj0CkYfbf4Mbb1+SguAH7QfyMzPRsSFwCpgfUS8p+30K0B/Zn6o/Z7yM65Xjv0zJEmamvyM\nS5IkSeMqMw8B9wKfpuijM+plFP104PAnX+0eBxaWDZ6JiAXA+4GNQxdExPyI+HJmbsvMrwDPAvMp\nQqTZ5TveMTQzV0T8VUScfbK/T5KkTmfYI0mSpIlwJ/BQZr5whPN/DfxNRPwXo4yyKQOjG4FbI2Id\nxQihP8jMp9uu2QcsiIjNEfE/wAOZuRdYD9xB0QT6j4B7ImIjcCYn0QxakqSpoqvV8lNlSZIkSZKk\nunBkjyRJkiRJUo0Y9kiSJEmSJNWIYY8kSZIkSVKNGPZIkiRJkiTViGGPJEmSJElSjRj2SJIkSZIk\n1YhhjyRJkiRJUo0Y9kiSJEmSJNWIYY8kSZIkSVKNGPZIkiRJkiTViGGPJEmSJElSjRj2SJIkSZIk\n1YhhjyRJkiRJUo0Y9kiSJEmSJNWIYY8kSZIkSVKNGPZIkiRJkiTViGGPJEmSJElSjRj2SJIkSZIk\n1YhhjyRJkiRJUo0Y9kiSJEmSJNWIYY8kSZIkSVKNGPZIkiRJkiTViGGPJEmSJElSjRj2SJIkSZIk\n1YhhjyRJkiRJUo0Y9kiSJEmSJNWIYY8kSZIkSVKNGPZIkiRJkiTViGGPJEmSJElSjRj2SJIkSZIk\n1YhhjyRJkiRJUo0Y9kiSJEmSJNWIYY8kSZIkSVKNGPZIkiRJkiTViGGPJEmSJElSjRj2SJIkSZIk\n1YhhjyRJkiRJUo0Y9kiSJEmSJNWIYY8kSZIkSVKN/D+ce5tjBTZ+UgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f38b3c080>"
      ]
     },
     "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": 192,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:33.991918Z",
     "start_time": "2017-05-24T16:43:33.524714+01:00"
    },
    "nbpresent": {
     "id": "0c19b5ab-ecef-4424-97da-d5b2fd3149aa"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHsAAAIuCAYAAAAvwgSQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERERkRTy/wGet8qnk9VokwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f382472e8>"
      ]
     },
     "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": 193,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:34.621878Z",
     "start_time": "2017-05-24T16:43:33.993552+01:00"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHsAAAIuCAYAAAAvwgSQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERERkRTy/wGet8qnk9VokwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f381225f8>"
      ]
     },
     "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": {
    "nbpresent": {
     "id": "bcdf3480-4598-4942-a5d5-9e6bab39d7f9"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## DateTime Formatting and Grouping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:34.646871Z",
     "start_time": "2017-05-24T16:43:34.623470+01:00"
    },
    "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      3\n",
       "2013-03-31      2\n",
       "2013-04-30      2\n",
       "2013-05-31      8\n",
       "2013-06-30      6\n",
       "2013-07-31      5\n",
       "2013-08-31      9\n",
       "2013-09-30      7\n",
       "2013-10-31     10\n",
       "2013-11-30      9\n",
       "2013-12-31     14\n",
       "2014-01-31     12\n",
       "2014-02-28     11\n",
       "2014-03-31     18\n",
       "2014-04-30     16\n",
       "2014-05-31     27\n",
       "2014-06-30     31\n",
       "2014-07-31     29\n",
       "2014-08-31     28\n",
       "2014-09-30     21\n",
       "2014-10-31     39\n",
       "2014-11-30     38\n",
       "2014-12-31     30\n",
       "2015-01-31     52\n",
       "2015-02-28     29\n",
       "2015-03-31     61\n",
       "2015-04-30     43\n",
       "2015-05-31     49\n",
       "2015-06-30     47\n",
       "2015-07-31     45\n",
       "2015-08-31     41\n",
       "2015-09-30     87\n",
       "2015-10-31    459\n",
       "2015-11-30    284\n",
       "2015-12-31      1\n",
       "2016-01-31      1\n",
       "2016-02-29    170\n",
       "Freq: M, dtype: int64"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "con_df.groupby(pd.TimeGrouper(key='Date',freq='M')).size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:35.152805Z",
     "start_time": "2017-05-24T16:43:34.648190+01:00"
    },
    "nbpresent": {
     "id": "0cd1975a-44f7-4b30-bbd3-d0880ff03066"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f38267b70>"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAAJjCAYAAACV771YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAGntQacbPPZDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f384d5588>"
      ]
     },
     "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": 196,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:35.170637Z",
     "start_time": "2017-05-24T16:43:35.155482+01:00"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32673975.080000013"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Cash.sum()-27621865.020000003"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:35.221821Z",
     "start_time": "2017-05-24T16:43:35.172196+01:00"
    },
    "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 East</th>\n",
       "      <th>Belfast South</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>National Trust</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",
       "      <th>Withheld</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",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64016.50</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>6995.34</td>\n",
       "      <td>NaN</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>71743.65</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",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-31</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\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>NaN</td>\n",
       "      <td>38638.25</td>\n",
       "      <td>NaN</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>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>30542.34</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>NaN</td>\n",
       "      <td>132964.34</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>31631.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84285.55</td>\n",
       "      <td>58044.85</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Constituency  Belfast East  Belfast South  Belfast West  East Londonderry  \\\n",
       "Date                                                                        \n",
       "2013-01-31             NaN            NaN           NaN               NaN   \n",
       "2013-02-28             NaN            NaN           NaN               NaN   \n",
       "2013-03-31             NaN            NaN      37234.47               NaN   \n",
       "2013-04-30             NaN            NaN           NaN               NaN   \n",
       "2013-05-31             NaN            NaN           NaN               NaN   \n",
       "\n",
       "Constituency  Fermanagh and South Tyrone     Foyle  Lagan Valley  Mid Ulster  \\\n",
       "Date                                                                           \n",
       "2013-01-31                      64016.50       NaN           NaN         NaN   \n",
       "2013-02-28                      71743.65       NaN           NaN         NaN   \n",
       "2013-03-31                           NaN       NaN           NaN         NaN   \n",
       "2013-04-30                           NaN       NaN           NaN         NaN   \n",
       "2013-05-31                     132964.34  51611.56           NaN   172751.55   \n",
       "\n",
       "Constituency  National Trust  Newry and Armagh  North Antrim  North Down  \\\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      26159.07         NaN   \n",
       "2013-05-31               NaN               NaN           NaN         NaN   \n",
       "\n",
       "Constituency  South Antrim  South Down  Strangford  Upper Bann  West Tyrone  \\\n",
       "Date                                                                          \n",
       "2013-01-31             NaN     6995.34         NaN         NaN          NaN   \n",
       "2013-02-28        27822.92         NaN         NaN         NaN     19873.24   \n",
       "2013-03-31             NaN         NaN         NaN         NaN     38638.25   \n",
       "2013-04-30             NaN         NaN         NaN    30542.34          NaN   \n",
       "2013-05-31        31631.25         NaN         NaN    84285.55     58044.85   \n",
       "\n",
       "Constituency  Withheld  \n",
       "Date                    \n",
       "2013-01-31         NaN  \n",
       "2013-02-28         NaN  \n",
       "2013-03-31         NaN  \n",
       "2013-04-30         NaN  \n",
       "2013-05-31         NaN  "
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "con_df[~con_df.Constituency.isnull()].groupby([pd.TimeGrouper(key='Date',freq='M'),'Constituency'])['Cash']\\\n",
    ".sum().unstack().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:37.277982Z",
     "start_time": "2017-05-24T16:43:35.223170+01:00"
    },
    "nbpresent": {
     "id": "a67f9870-91dc-4b42-a506-97811f61184a"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f8f3817fba8>"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABlwAAAJ+CAYAAADWoa0PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiQt0P8HEglTPg24jFwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f39471dd8>"
      ]
     },
     "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(x)))\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": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# `seaborn`\n",
    "Fancy plots and quick analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:37.707088Z",
     "start_time": "2017-05-24T16:43:37.279320+01:00"
    },
    "nbpresent": {
     "id": "488b7996-ac21-49c2-863e-6a5a094299b8"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f394d62b0>"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKEAAAJNCAYAAADpkWbkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ng0lVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f39928f28>"
      ]
     },
     "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": 200,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:37.745595Z",
     "start_time": "2017-05-24T16:43:37.708860+01:00"
    },
    "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>Postcode</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Date</th>\n",
       "      <th>Cash</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>Eglinton (Timber Products) Ltd</td>\n",
       "      <td>BT47</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>990.0</td>\n",
       "      <td>2013-10-05</td>\n",
       "      <td>252844.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1521</th>\n",
       "      <td>Stewart Law OBO Oatlands Farm</td>\n",
       "      <td>BT26</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-03-30</td>\n",
       "      <td>141430.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>McIlroy Farms Limited</td>\n",
       "      <td>BT51</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2013-05-09</td>\n",
       "      <td>127605.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1520</th>\n",
       "      <td>Stewart Law OBO Oatlands Farm</td>\n",
       "      <td>BT26</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-03-30</td>\n",
       "      <td>124776.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636</th>\n",
       "      <td>Green Biomass Ltd</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-04-11</td>\n",
       "      <td>119012.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1582</th>\n",
       "      <td>Tom Forgrave OBO Knockanloan</td>\n",
       "      <td>BT53</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-03-18</td>\n",
       "      <td>114769.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1581</th>\n",
       "      <td>Tom Forgrave OBO Knockanloan</td>\n",
       "      <td>BT53</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-03-09</td>\n",
       "      <td>113719.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1257</th>\n",
       "      <td>Paul Hobson Ltd</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2013-07-08</td>\n",
       "      <td>112267.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>McIlroy Farms Limited</td>\n",
       "      <td>BT51</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-03-11</td>\n",
       "      <td>109827.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1580</th>\n",
       "      <td>Tom Forgrave OBO Knockanloan</td>\n",
       "      <td>BT53</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-03-09</td>\n",
       "      <td>106048.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>John Gilliland OBO Brook Hall Estate</td>\n",
       "      <td>BT48</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2013-10-18</td>\n",
       "      <td>105223.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>Frederick Maxwell OBO Maxwell Farms</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2013-08-08</td>\n",
       "      <td>105186.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>Frederick Maxwell OBO Maxwell Farms</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-01-15</td>\n",
       "      <td>104605.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>Frederick Maxwell OBO Maxwell Farms</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-01-15</td>\n",
       "      <td>103779.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>Frederick Maxwell OBO Maxwell Farms</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-02-26</td>\n",
       "      <td>103381.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1665</th>\n",
       "      <td>William Calderwood</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-11-25</td>\n",
       "      <td>102904.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1585</th>\n",
       "      <td>Tom Forgrave OBO Knockanloan</td>\n",
       "      <td>BT53</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-07-30</td>\n",
       "      <td>101700.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1256</th>\n",
       "      <td>Paul Hobson Ltd</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-03-28</td>\n",
       "      <td>100857.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>Jeremy Hobson</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-05-05</td>\n",
       "      <td>99029.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Ben Fearon</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-06-02</td>\n",
       "      <td>98871.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Andrew McCrea</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-02-03</td>\n",
       "      <td>98765.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1584</th>\n",
       "      <td>Tom Forgrave OBO Knockanloan</td>\n",
       "      <td>BT53</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-07-30</td>\n",
       "      <td>98032.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>Phelim McGee</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-11-07</td>\n",
       "      <td>97639.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>Jeremy Hobson</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-05-05</td>\n",
       "      <td>97413.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>Jeremy Hobson</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-06-20</td>\n",
       "      <td>97285.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Conor Teague</td>\n",
       "      <td>BT78</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2013-09-16</td>\n",
       "      <td>97280.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Alastair Dale OBO Hillview Farm</td>\n",
       "      <td>BT43</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-01-10</td>\n",
       "      <td>96816.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>Frederick Maxwell OBO Maxwell Farms</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2013-08-08</td>\n",
       "      <td>96004.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>Phelim McGee</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-11-07</td>\n",
       "      <td>95665.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>Jeremy Hobson</td>\n",
       "      <td>BT70</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2014-05-06</td>\n",
       "      <td>95593.82</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>1624</th>\n",
       "      <td>Viscount Brookeborough</td>\n",
       "      <td>BT94</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2258.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Balcas Timber Ltd</td>\n",
       "      <td>BT94</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>2235.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>James Currie</td>\n",
       "      <td>BT42</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-05</td>\n",
       "      <td>2158.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>CRANN ENERGY LTD</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>2057.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>McGrane Nurseries Ltd</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>2016-02-19</td>\n",
       "      <td>1945.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>John Adams</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>1931.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>Green Energy Technology Ltd</td>\n",
       "      <td>BT66</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2015-08-25</td>\n",
       "      <td>1897.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Colin Kane</td>\n",
       "      <td>BT24</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-27</td>\n",
       "      <td>1730.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640</th>\n",
       "      <td>Green Energy Engineering Ltd</td>\n",
       "      <td>BT25</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>1662.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Andrew McCrea</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-09-08</td>\n",
       "      <td>1655.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Andrew McCrea</td>\n",
       "      <td>BT45</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-25</td>\n",
       "      <td>1631.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Colin Kane</td>\n",
       "      <td>BT24</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>1519.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>Joy Rollston OBO Streamside Poultry Farm</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2015-11-10</td>\n",
       "      <td>1492.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Colin Kane</td>\n",
       "      <td>BT24</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-27</td>\n",
       "      <td>1483.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>Shane Muckian OBO HS Heating</td>\n",
       "      <td>BT35</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>1468.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>AJ Plumbing Supplies</td>\n",
       "      <td>BT24</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2016-02-28</td>\n",
       "      <td>1186.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1129</th>\n",
       "      <td>Mosshill Services Ltd</td>\n",
       "      <td>BT41</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>1120.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>Heron Bros Ltd</td>\n",
       "      <td>BT45</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2014-06-04</td>\n",
       "      <td>825.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>O'Neill's Irish International Sportswear Ltd</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>650.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>McGrane Nurseries Ltd</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>2016-02-19</td>\n",
       "      <td>627.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639</th>\n",
       "      <td>Green Energy Engineering Ltd</td>\n",
       "      <td>BT25</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2016-02-29</td>\n",
       "      <td>603.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>Heron Bros Ltd</td>\n",
       "      <td>BT45</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>48.0</td>\n",
       "      <td>2014-02-27</td>\n",
       "      <td>566.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>Gerry Kingston OBO Happy Vale</td>\n",
       "      <td>BT34</td>\n",
       "      <td>Solar Thermal</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2015-04-03</td>\n",
       "      <td>434.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>Green Energy Engineering Ltd</td>\n",
       "      <td>BT25</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2014-03-24</td>\n",
       "      <td>288.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>Mary Hegan</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2016-02-29</td>\n",
       "      <td>262.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1565</th>\n",
       "      <td>Thomas Troughton</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>198.0</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>258.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>Green Energy Technology Ltd</td>\n",
       "      <td>BT66</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2015-08-24</td>\n",
       "      <td>134.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1566</th>\n",
       "      <td>Thomas Troughton</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>198.0</td>\n",
       "      <td>2016-02-29</td>\n",
       "      <td>84.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1596</th>\n",
       "      <td>Tri Met Engineering Ltd</td>\n",
       "      <td>BT80</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>73.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1157</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>(GSHP)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1747 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Company Postcode  \\\n",
       "518                 Eglinton (Timber Products) Ltd     BT47   \n",
       "1521                 Stewart Law OBO Oatlands Farm     BT26   \n",
       "1053                         McIlroy Farms Limited     BT51   \n",
       "1520                 Stewart Law OBO Oatlands Farm     BT26   \n",
       "636                              Green Biomass Ltd     BT82   \n",
       "1582                  Tom Forgrave OBO Knockanloan     BT53   \n",
       "1581                  Tom Forgrave OBO Knockanloan     BT53   \n",
       "1257                               Paul Hobson Ltd     BT71   \n",
       "1052                         McIlroy Farms Limited     BT51   \n",
       "1580                  Tom Forgrave OBO Knockanloan     BT53   \n",
       "824           John Gilliland OBO Brook Hall Estate     BT48   \n",
       "559            Frederick Maxwell OBO Maxwell Farms     BT77   \n",
       "561            Frederick Maxwell OBO Maxwell Farms     BT77   \n",
       "560            Frederick Maxwell OBO Maxwell Farms     BT77   \n",
       "563            Frederick Maxwell OBO Maxwell Farms     BT77   \n",
       "1665                            William Calderwood     BT44   \n",
       "1585                  Tom Forgrave OBO Knockanloan     BT53   \n",
       "1256                               Paul Hobson Ltd     BT71   \n",
       "798                                  Jeremy Hobson     BT70   \n",
       "159                                     Ben Fearon     BT62   \n",
       "68                                   Andrew McCrea     BT71   \n",
       "1584                  Tom Forgrave OBO Knockanloan     BT53   \n",
       "1281                                  Phelim McGee     BT70   \n",
       "797                                  Jeremy Hobson     BT70   \n",
       "801                                  Jeremy Hobson     BT70   \n",
       "321                                   Conor Teague     BT78   \n",
       "36                 Alastair Dale OBO Hillview Farm     BT43   \n",
       "558            Frederick Maxwell OBO Maxwell Farms     BT77   \n",
       "1280                                  Phelim McGee     BT70   \n",
       "800                                  Jeremy Hobson     BT70   \n",
       "...                                            ...      ...   \n",
       "1624                        Viscount Brookeborough     BT94   \n",
       "112                              Balcas Timber Ltd     BT94   \n",
       "756                                   James Currie     BT42   \n",
       "348                               CRANN ENERGY LTD     BT92   \n",
       "1046                         McGrane Nurseries Ltd     BT62   \n",
       "810                                     John Adams     BT44   \n",
       "643                    Green Energy Technology Ltd     BT66   \n",
       "291                                     Colin Kane     BT24   \n",
       "640                   Green Energy Engineering Ltd     BT25   \n",
       "66                                   Andrew McCrea     BT71   \n",
       "67                                   Andrew McCrea     BT45   \n",
       "288                                     Colin Kane     BT24   \n",
       "900       Joy Rollston OBO Streamside Poultry Farm     BT60   \n",
       "290                                     Colin Kane     BT24   \n",
       "1450                  Shane Muckian OBO HS Heating     BT35   \n",
       "20                            AJ Plumbing Supplies     BT24   \n",
       "1129                         Mosshill Services Ltd     BT41   \n",
       "700                                 Heron Bros Ltd     BT45   \n",
       "1213  O'Neill's Irish International Sportswear Ltd     BT82   \n",
       "1045                         McGrane Nurseries Ltd     BT62   \n",
       "639                   Green Energy Engineering Ltd     BT25   \n",
       "701                                 Heron Bros Ltd     BT45   \n",
       "610                  Gerry Kingston OBO Happy Vale     BT34   \n",
       "638                   Green Energy Engineering Ltd     BT25   \n",
       "1014                                    Mary Hegan     BT71   \n",
       "1565                              Thomas Troughton     BT71   \n",
       "642                    Green Energy Technology Ltd     BT66   \n",
       "1566                              Thomas Troughton     BT71   \n",
       "1596                       Tri Met Engineering Ltd     BT80   \n",
       "1157                                           NaN      NaN   \n",
       "\n",
       "                      Type  Capacity (kWtH)       Date       Cash  \n",
       "518   Solid Biomass Boiler            990.0 2013-10-05  252844.05  \n",
       "1521  Solid Biomass Boiler             99.0 2014-03-30  141430.53  \n",
       "1053  Solid Biomass Boiler             90.0 2013-05-09  127605.27  \n",
       "1520  Solid Biomass Boiler             99.0 2014-03-30  124776.63  \n",
       "636   Solid Biomass Boiler             99.0 2014-04-11  119012.29  \n",
       "1582  Solid Biomass Boiler             99.0 2014-03-18  114769.04  \n",
       "1581  Solid Biomass Boiler             99.0 2014-03-09  113719.79  \n",
       "1257  Solid Biomass Boiler             99.0 2013-07-08  112267.25  \n",
       "1052  Solid Biomass Boiler             99.0 2014-03-11  109827.91  \n",
       "1580  Solid Biomass Boiler             99.0 2014-03-09  106048.09  \n",
       "824   Solid Biomass Boiler             99.0 2013-10-18  105223.64  \n",
       "559   Solid Biomass Boiler             99.0 2013-08-08  105186.06  \n",
       "561   Solid Biomass Boiler             99.0 2014-01-15  104605.46  \n",
       "560   Solid Biomass Boiler             99.0 2014-01-15  103779.48  \n",
       "563   Solid Biomass Boiler             99.0 2014-02-26  103381.97  \n",
       "1665  Solid Biomass Boiler             99.0 2014-11-25  102904.65  \n",
       "1585  Solid Biomass Boiler             99.0 2014-07-30  101700.90  \n",
       "1256  Solid Biomass Boiler             99.0 2014-03-28  100857.06  \n",
       "798   Solid Biomass Boiler             99.0 2014-05-05   99029.34  \n",
       "159   Solid Biomass Boiler             99.0 2014-06-02   98871.76  \n",
       "68    Solid Biomass Boiler             99.0 2014-02-03   98765.39  \n",
       "1584  Solid Biomass Boiler             99.0 2014-07-30   98032.00  \n",
       "1281  Solid Biomass Boiler             99.0 2014-11-07   97639.41  \n",
       "797   Solid Biomass Boiler             99.0 2014-05-05   97413.67  \n",
       "801   Solid Biomass Boiler             99.0 2014-06-20   97285.54  \n",
       "321   Solid Biomass Boiler             99.0 2013-09-16   97280.85  \n",
       "36    Solid Biomass Boiler             99.0 2014-01-10   96816.09  \n",
       "558   Solid Biomass Boiler             99.0 2013-08-08   96004.01  \n",
       "1280  Solid Biomass Boiler             99.0 2014-11-07   95665.24  \n",
       "800   Solid Biomass Boiler             99.0 2014-05-06   95593.82  \n",
       "...                    ...              ...        ...        ...  \n",
       "1624  Solid Biomass Boiler             99.0 2015-11-09    2258.80  \n",
       "112   Solid Biomass Boiler             49.0 2016-02-27    2235.47  \n",
       "756   Solid Biomass Boiler             99.0 2015-11-05    2158.91  \n",
       "348   Solid Biomass Boiler             50.0 2016-02-27    2057.80  \n",
       "1046  Solid Biomass Boiler            199.0 2016-02-19    1945.81  \n",
       "810   Solid Biomass Boiler             43.0 2015-11-16    1931.14  \n",
       "643   Solid Biomass Boiler             40.0 2015-08-25    1897.92  \n",
       "291   Solid Biomass Boiler             99.0 2015-10-27    1730.08  \n",
       "640   Solid Biomass Boiler             25.0 2015-11-09    1662.33  \n",
       "66    Solid Biomass Boiler             99.0 2015-09-08    1655.86  \n",
       "67    Solid Biomass Boiler             99.0 2015-10-25    1631.68  \n",
       "288   Solid Biomass Boiler             99.0 2015-10-26    1519.34  \n",
       "900   Solid Biomass Boiler             40.0 2015-11-10    1492.30  \n",
       "290   Solid Biomass Boiler             99.0 2015-10-27    1483.71  \n",
       "1450  Solid Biomass Boiler             16.0 2016-02-27    1468.95  \n",
       "20    Solid Biomass Boiler             43.0 2016-02-28    1186.51  \n",
       "1129  Solid Biomass Boiler             99.0 2015-11-16    1120.00  \n",
       "700   Solid Biomass Boiler             95.0 2014-06-04     825.11  \n",
       "1213  Solid Biomass Boiler             95.0 2016-02-23     650.04  \n",
       "1045  Solid Biomass Boiler            199.0 2016-02-19     627.91  \n",
       "639   Solid Biomass Boiler             25.0 2016-02-29     603.65  \n",
       "701   Solid Biomass Boiler             48.0 2014-02-27     566.87  \n",
       "610          Solar Thermal              3.0 2015-04-03     434.14  \n",
       "638   Solid Biomass Boiler             25.0 2014-03-24     288.02  \n",
       "1014  Solid Biomass Boiler             60.0 2016-02-29     262.00  \n",
       "1565  Solid Biomass Boiler            198.0 2016-02-24     258.97  \n",
       "642   Solid Biomass Boiler             15.0 2015-08-24     134.09  \n",
       "1566  Solid Biomass Boiler            198.0 2016-02-29      84.04  \n",
       "1596  Solid Biomass Boiler             99.0 2015-11-09      73.22  \n",
       "1157                (GSHP)              NaN        NaT        NaN  \n",
       "\n",
       "[1747 rows x 6 columns]"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values('Cash', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:37.784622Z",
     "start_time": "2017-05-24T16:43:37.747299+01:00"
    },
    "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>Postcode</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity (kWtH)</th>\n",
       "      <th>Date</th>\n",
       "      <th>Cash</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>Crann Energy Ltd</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-12</td>\n",
       "      <td>65453.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>PM Processing Ltd</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>64595.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1728</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-23</td>\n",
       "      <td>63436.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1727</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-23</td>\n",
       "      <td>62523.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>PM Processing Ltd</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-02</td>\n",
       "      <td>59385.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1233</th>\n",
       "      <td>Patsy McGinley OBO McGinley Poultry</td>\n",
       "      <td>BT78</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-12</td>\n",
       "      <td>59104.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>Inish Glow Ltd</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>57683.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1264</th>\n",
       "      <td>Peacock Farms Poultry Ltd</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>56757.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1265</th>\n",
       "      <td>Peacock Farms Poultry Ltd</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>56489.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>John Adams</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-13</td>\n",
       "      <td>56457.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>Ecobiomass NI Ltd</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>56102.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>Inish Glow Ltd</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>55963.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Ben Fearon</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-20</td>\n",
       "      <td>55533.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>Inish Glow Ltd</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>55401.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>Ecobiomass NI Ltd</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>54811.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>Ecobiomass NI Ltd</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>54588.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1619</th>\n",
       "      <td>Valley Services (NI) Ltd</td>\n",
       "      <td>BT74</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>54528.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>Ecobiomass NI Ltd</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>54335.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>McAleer Farms Ltd</td>\n",
       "      <td>BT78</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>54198.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1262</th>\n",
       "      <td>Peacock Farms Poultry Ltd</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>54188.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1694</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-17</td>\n",
       "      <td>54175.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1263</th>\n",
       "      <td>Peacock Farms Poultry Ltd</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>54155.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>Eglinton (Timber Products) Ltd</td>\n",
       "      <td>BT47</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-29</td>\n",
       "      <td>54012.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>McAleer Farms Ltd</td>\n",
       "      <td>BT78</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-01</td>\n",
       "      <td>53886.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>Gareth Mutch</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-29</td>\n",
       "      <td>53862.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1693</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-17</td>\n",
       "      <td>53849.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1734</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-09</td>\n",
       "      <td>53637.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>Hegan Farms Ltd</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-14</td>\n",
       "      <td>53598.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1692</th>\n",
       "      <td>Withheld</td>\n",
       "      <td>WITHHELD</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-25</td>\n",
       "      <td>53241.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>Valley Services (NI) Ltd</td>\n",
       "      <td>BT74</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>53173.83</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>1358</th>\n",
       "      <td>Robert Hunter OBO Sweet Briar Farms</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>2016-02-25</td>\n",
       "      <td>2825.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1357</th>\n",
       "      <td>Robert Hunter OBO Sweet Briar Farms</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>2016-02-25</td>\n",
       "      <td>2773.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214</th>\n",
       "      <td>O'Neill's Irish International Sportswear Ltd</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>2613.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1490</th>\n",
       "      <td>Spark Enterprises Ltd</td>\n",
       "      <td>BT93</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2015-11-03</td>\n",
       "      <td>2537.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1485</th>\n",
       "      <td>Spa Nursing Homes Ltd</td>\n",
       "      <td>BT5</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>2016-02-28</td>\n",
       "      <td>2506.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Colin Kane</td>\n",
       "      <td>BT24</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>2369.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1166</th>\n",
       "      <td>Natural Waste Management Ltd</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>2363.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>John Crawford</td>\n",
       "      <td>BT77</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-17</td>\n",
       "      <td>2362.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1624</th>\n",
       "      <td>Viscount Brookeborough</td>\n",
       "      <td>BT94</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>2258.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Balcas Timber Ltd</td>\n",
       "      <td>BT94</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>2235.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>James Currie</td>\n",
       "      <td>BT42</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-05</td>\n",
       "      <td>2158.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>CRANN ENERGY LTD</td>\n",
       "      <td>BT92</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>2057.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>McGrane Nurseries Ltd</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>2016-02-19</td>\n",
       "      <td>1945.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>John Adams</td>\n",
       "      <td>BT44</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>1931.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Colin Kane</td>\n",
       "      <td>BT24</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-27</td>\n",
       "      <td>1730.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640</th>\n",
       "      <td>Green Energy Engineering Ltd</td>\n",
       "      <td>BT25</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>1662.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Andrew McCrea</td>\n",
       "      <td>BT45</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-25</td>\n",
       "      <td>1631.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Colin Kane</td>\n",
       "      <td>BT24</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>1519.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>Joy Rollston OBO Streamside Poultry Farm</td>\n",
       "      <td>BT60</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2015-11-10</td>\n",
       "      <td>1492.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Colin Kane</td>\n",
       "      <td>BT24</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-10-27</td>\n",
       "      <td>1483.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>Shane Muckian OBO HS Heating</td>\n",
       "      <td>BT35</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>1468.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>AJ Plumbing Supplies</td>\n",
       "      <td>BT24</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2016-02-28</td>\n",
       "      <td>1186.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1129</th>\n",
       "      <td>Mosshill Services Ltd</td>\n",
       "      <td>BT41</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>1120.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>O'Neill's Irish International Sportswear Ltd</td>\n",
       "      <td>BT82</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>650.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>McGrane Nurseries Ltd</td>\n",
       "      <td>BT62</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>199.0</td>\n",
       "      <td>2016-02-19</td>\n",
       "      <td>627.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639</th>\n",
       "      <td>Green Energy Engineering Ltd</td>\n",
       "      <td>BT25</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2016-02-29</td>\n",
       "      <td>603.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>Mary Hegan</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2016-02-29</td>\n",
       "      <td>262.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1565</th>\n",
       "      <td>Thomas Troughton</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>198.0</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>258.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1566</th>\n",
       "      <td>Thomas Troughton</td>\n",
       "      <td>BT71</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>198.0</td>\n",
       "      <td>2016-02-29</td>\n",
       "      <td>84.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1596</th>\n",
       "      <td>Tri Met Engineering Ltd</td>\n",
       "      <td>BT80</td>\n",
       "      <td>Solid Biomass Boiler</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2015-11-09</td>\n",
       "      <td>73.22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>915 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Company  Postcode  \\\n",
       "347                               Crann Energy Ltd      BT92   \n",
       "1288                             PM Processing Ltd      BT92   \n",
       "1728                                      Withheld  WITHHELD   \n",
       "1727                                      Withheld  WITHHELD   \n",
       "1287                             PM Processing Ltd      BT92   \n",
       "1233           Patsy McGinley OBO McGinley Poultry      BT78   \n",
       "734                                 Inish Glow Ltd      BT92   \n",
       "1264                     Peacock Farms Poultry Ltd      BT82   \n",
       "1265                     Peacock Farms Poultry Ltd      BT82   \n",
       "809                                     John Adams      BT44   \n",
       "503                              Ecobiomass NI Ltd      BT71   \n",
       "736                                 Inish Glow Ltd      BT92   \n",
       "161                                     Ben Fearon      BT62   \n",
       "735                                 Inish Glow Ltd      BT92   \n",
       "502                              Ecobiomass NI Ltd      BT71   \n",
       "501                              Ecobiomass NI Ltd      BT71   \n",
       "1619                      Valley Services (NI) Ltd      BT74   \n",
       "500                              Ecobiomass NI Ltd      BT71   \n",
       "1022                             McAleer Farms Ltd      BT78   \n",
       "1262                     Peacock Farms Poultry Ltd      BT82   \n",
       "1694                                      Withheld  WITHHELD   \n",
       "1263                     Peacock Farms Poultry Ltd      BT82   \n",
       "517                 Eglinton (Timber Products) Ltd      BT47   \n",
       "1025                             McAleer Farms Ltd      BT78   \n",
       "576                                   Gareth Mutch      BT82   \n",
       "1693                                      Withheld  WITHHELD   \n",
       "1734                                      Withheld  WITHHELD   \n",
       "686                                Hegan Farms Ltd      BT71   \n",
       "1692                                      Withheld  WITHHELD   \n",
       "1618                      Valley Services (NI) Ltd      BT74   \n",
       "...                                            ...       ...   \n",
       "1358           Robert Hunter OBO Sweet Briar Farms      BT60   \n",
       "1357           Robert Hunter OBO Sweet Briar Farms      BT60   \n",
       "1214  O'Neill's Irish International Sportswear Ltd      BT82   \n",
       "1490                         Spark Enterprises Ltd      BT93   \n",
       "1485                         Spa Nursing Homes Ltd       BT5   \n",
       "289                                     Colin Kane      BT24   \n",
       "1166                  Natural Waste Management Ltd      BT60   \n",
       "817                                  John Crawford      BT77   \n",
       "1624                        Viscount Brookeborough      BT94   \n",
       "112                              Balcas Timber Ltd      BT94   \n",
       "756                                   James Currie      BT42   \n",
       "348                               CRANN ENERGY LTD      BT92   \n",
       "1046                         McGrane Nurseries Ltd      BT62   \n",
       "810                                     John Adams      BT44   \n",
       "291                                     Colin Kane      BT24   \n",
       "640                   Green Energy Engineering Ltd      BT25   \n",
       "67                                   Andrew McCrea      BT45   \n",
       "288                                     Colin Kane      BT24   \n",
       "900       Joy Rollston OBO Streamside Poultry Farm      BT60   \n",
       "290                                     Colin Kane      BT24   \n",
       "1450                  Shane Muckian OBO HS Heating      BT35   \n",
       "20                            AJ Plumbing Supplies      BT24   \n",
       "1129                         Mosshill Services Ltd      BT41   \n",
       "1213  O'Neill's Irish International Sportswear Ltd      BT82   \n",
       "1045                         McGrane Nurseries Ltd      BT62   \n",
       "639                   Green Energy Engineering Ltd      BT25   \n",
       "1014                                    Mary Hegan      BT71   \n",
       "1565                              Thomas Troughton      BT71   \n",
       "1566                              Thomas Troughton      BT71   \n",
       "1596                       Tri Met Engineering Ltd      BT80   \n",
       "\n",
       "                      Type  Capacity (kWtH)       Date      Cash  \n",
       "347   Solid Biomass Boiler             99.0 2015-10-12  65453.82  \n",
       "1288  Solid Biomass Boiler             99.0 2015-10-14  64595.05  \n",
       "1728  Solid Biomass Boiler             99.0 2015-10-23  63436.63  \n",
       "1727  Solid Biomass Boiler             99.0 2015-10-23  62523.73  \n",
       "1287  Solid Biomass Boiler             99.0 2015-10-02  59385.45  \n",
       "1233  Solid Biomass Boiler             99.0 2015-10-12  59104.80  \n",
       "734   Solid Biomass Boiler             99.0 2015-10-26  57683.51  \n",
       "1264  Solid Biomass Boiler             99.0 2015-10-14  56757.26  \n",
       "1265  Solid Biomass Boiler             99.0 2015-10-14  56489.45  \n",
       "809   Solid Biomass Boiler             99.0 2015-10-13  56457.47  \n",
       "503   Solid Biomass Boiler             99.0 2015-10-26  56102.54  \n",
       "736   Solid Biomass Boiler             99.0 2015-10-26  55963.95  \n",
       "161   Solid Biomass Boiler             99.0 2015-10-20  55533.51  \n",
       "735   Solid Biomass Boiler             99.0 2015-10-26  55401.57  \n",
       "502   Solid Biomass Boiler             99.0 2015-10-26  54811.50  \n",
       "501   Solid Biomass Boiler             99.0 2015-10-26  54588.17  \n",
       "1619  Solid Biomass Boiler             99.0 2015-10-26  54528.59  \n",
       "500   Solid Biomass Boiler             99.0 2015-10-26  54335.46  \n",
       "1022  Solid Biomass Boiler             99.0 2015-10-01  54198.86  \n",
       "1262  Solid Biomass Boiler             99.0 2015-10-14  54188.21  \n",
       "1694  Solid Biomass Boiler             99.0 2015-10-17  54175.18  \n",
       "1263  Solid Biomass Boiler             99.0 2015-10-14  54155.28  \n",
       "517   Solid Biomass Boiler             99.0 2015-10-29  54012.23  \n",
       "1025  Solid Biomass Boiler             99.0 2015-10-01  53886.84  \n",
       "576   Solid Biomass Boiler             99.0 2015-10-29  53862.89  \n",
       "1693  Solid Biomass Boiler             99.0 2015-10-17  53849.29  \n",
       "1734  Solid Biomass Boiler             99.0 2015-10-09  53637.02  \n",
       "686   Solid Biomass Boiler             99.0 2015-10-14  53598.97  \n",
       "1692  Solid Biomass Boiler             99.0 2015-10-25  53241.81  \n",
       "1618  Solid Biomass Boiler             99.0 2015-10-26  53173.83  \n",
       "...                    ...              ...        ...       ...  \n",
       "1358  Solid Biomass Boiler            199.0 2016-02-25   2825.77  \n",
       "1357  Solid Biomass Boiler            199.0 2016-02-25   2773.92  \n",
       "1214  Solid Biomass Boiler             95.0 2016-02-23   2613.62  \n",
       "1490  Solid Biomass Boiler             80.0 2015-11-03   2537.86  \n",
       "1485  Solid Biomass Boiler            199.0 2016-02-28   2506.53  \n",
       "289   Solid Biomass Boiler             99.0 2015-10-26   2369.04  \n",
       "1166  Solid Biomass Boiler             60.0 2016-02-24   2363.93  \n",
       "817   Solid Biomass Boiler             99.0 2015-11-17   2362.60  \n",
       "1624  Solid Biomass Boiler             99.0 2015-11-09   2258.80  \n",
       "112   Solid Biomass Boiler             49.0 2016-02-27   2235.47  \n",
       "756   Solid Biomass Boiler             99.0 2015-11-05   2158.91  \n",
       "348   Solid Biomass Boiler             50.0 2016-02-27   2057.80  \n",
       "1046  Solid Biomass Boiler            199.0 2016-02-19   1945.81  \n",
       "810   Solid Biomass Boiler             43.0 2015-11-16   1931.14  \n",
       "291   Solid Biomass Boiler             99.0 2015-10-27   1730.08  \n",
       "640   Solid Biomass Boiler             25.0 2015-11-09   1662.33  \n",
       "67    Solid Biomass Boiler             99.0 2015-10-25   1631.68  \n",
       "288   Solid Biomass Boiler             99.0 2015-10-26   1519.34  \n",
       "900   Solid Biomass Boiler             40.0 2015-11-10   1492.30  \n",
       "290   Solid Biomass Boiler             99.0 2015-10-27   1483.71  \n",
       "1450  Solid Biomass Boiler             16.0 2016-02-27   1468.95  \n",
       "20    Solid Biomass Boiler             43.0 2016-02-28   1186.51  \n",
       "1129  Solid Biomass Boiler             99.0 2015-11-16   1120.00  \n",
       "1213  Solid Biomass Boiler             95.0 2016-02-23    650.04  \n",
       "1045  Solid Biomass Boiler            199.0 2016-02-19    627.91  \n",
       "639   Solid Biomass Boiler             25.0 2016-02-29    603.65  \n",
       "1014  Solid Biomass Boiler             60.0 2016-02-29    262.00  \n",
       "1565  Solid Biomass Boiler            198.0 2016-02-24    258.97  \n",
       "1566  Solid Biomass Boiler            198.0 2016-02-29     84.04  \n",
       "1596  Solid Biomass Boiler             99.0 2015-11-09     73.22  \n",
       "\n",
       "[915 rows x 6 columns]"
      ]
     },
     "execution_count": 201,
     "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": 202,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:38.170694Z",
     "start_time": "2017-05-24T16:43:37.786589+01:00"
    },
    "nbpresent": {
     "id": "ee46c99c-6e43-4b6d-baa0-c250520766d9"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f38279c50>"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKYAAAJNCAYAAAALTX2dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3X2QnVdh5/lfS62WW2rZkp2OBQwJGrI6efGsM+OiMilM\nAiGJh5BsIIYMZeIdwmQ3o9pN4uxOCFVTSwpqd/NC5T1ZL5sZQlYZJmTCGqgaCCpCAk6qYLUJOHZA\nRzFYQAyy25ZkS2q59db7R3fL3dfdt190r87t7s+nylU6j55+7rnGT1H9rfOcZ2h6ejoAAAAAcK1t\naT0BAAAAADYnYQoAAACAJoQpAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAmhltPYNBMTJyebj2H\ntdqzZ0dOnpxsPQ1glnsSBot7EgaLexIGi3uSfhsf3zW02HErpjaQ4eGtracAzOOehMHinoTB4p6E\nweKepBVhCgAAAIAmhCkAAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAAAACaEKYAAAAAaEKY\nAgAAAKAJYQoAAACAJoQpAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAmhCkAAAAAmhCmAAAAAGhC\nmAIAAACgCWEKAAAAgCaEKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoAAACAJoZbTwAAAACAZ52ZPJ+D\nh45m4tS5jO8ezd137M/Y6EjrafWFMAUAAAAwQA4eOprDRx5Pkhw7fjpJcuA1t7ScUt94lA8AAABg\ngEycOtd1vJEIUwAAAAADZHz3aNfxRuJRPgAAAIABcvcd+5NkwR5TG5UwBQAAADBAxkZHNuyeUp08\nygcAAABAE8IUAAAAAE0IUwAAAAA0IUwBAAAA0IQwBQAAAEATwhQAAAAATQhTAAAAADQhTAEAAADQ\nhDAFAAAAQBPCFAAAAABNCFMAAAAANCFMAQAAANCEMAUAAABAE8IUAAAAAE0IUwAAAAA0IUwBAAAA\n0IQwBQAAAEATwhQAAAAATQhTAAAAADQhTAEAAADQhDAFAAAAQBPCFAAAAABNCFMAAAAANCFMAQAA\nANCEMAUAAABAE8IUAAAAAE0IUwAAAAA0IUwBAAAA0IQwBQAAAEATwhQAAAAATQhTAAAAADQx3M+L\nl1J+JcnLZj/nF5McTnIwydYkX0tyd611qpTyxiT3JLmc5F211neXUrYleU+Sb0xyKcmP11q/WEq5\nNcm9SaaT/G2t9cDsZ/1cktfPHn97rfXDpZQbkrw3yQ1JziS5q9Z6op/fGQAAAICV6duKqVLKK5Lc\nUmv9ziT/IslvJHlHkt+ttb4sybEkby6l7EzytiTfm+TlSd5SSrkxyV1JTtVab0/yy5kJW5m9zs/U\nWl+a5KZSyqtKKfuSvCHJ7Ul+MMlvllK2ZiZ2/cXsNT6U5Of79X0BAAAAWJ1+Psr3ycysYEqSk0l2\nZiY8fWj22AczE6O+I8nhWutTtdZzSe5P8tIkr0xy3+y5H01yeyllJMm+Wuvhjmu8IslHaq3na60T\nmYle39pxjblzAQAAABgAfQtTtdZLtdazs8OfSPLhJDtrrVOzx44neV6SvUkm5v3oc47XWi9l5jG/\nvZmJXEue2+X43DEAAAAABkBf95hKklLKDyf510m+P8nReX81lJn9oIY6fqTb8dWc23l87lhXe/bs\nyPDw1uVOG1jj47taTwGYxz0Jg8U9CYPFPQmDxT1JC/3e/PyOJP8uyb+otT5VSjlbShmdfWTvBZnZ\nAP3RzOwLNecFST41e3xvkgdmN0IfSvLVJDd1nDt3jbLE8b1Jnpp3rKuTJyfX8E0Hw/j4rkxMnG49\nDWCWexIGi3sSBot7EgaLe5J+Wyp89nPz8xuSvDPJD857E97Hktw5++c7k/xpkk8neUkpZXcpZSwz\n+0vdn+RQnt2j6oeS/Hmt9UKSI6WU22eP/8jsNT6e5NWllJFSyvMzE6E+13GNuc8DAAAAYAD0c8XU\nv0zydUn+uJQri5n+VZJ/X0r5ySRfSvIHtdYLpZS3ZmaD8+kkb59dXfW+JN9XSvnLJFNJ3jR7jXuS\nvKuUsiXJp2utH0uSUsrvZWbD9ekkB2qtl0spv5XkD0sp9yc5leTH+vh9AQAAAFiFoenpZbdd2lQm\nJk6v238hll7CYHFPwmBxT8JgcU/CYHFP0m/j47s69wdP0sdH+QAAAACgG2EKAAAAgCaEKQAAAACa\nEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQpAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAmhCkAAAAA\nmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQpAAAA\nAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAmhCkAAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAA\nAACaEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQpAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAmhCkA\nAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQp\nAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAmhCkAAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaE\nKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQpAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAm\nhCkAAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoAAACA\nJoQpAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAmhCkAAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAA\ngCaEKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQpAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAA\nAIAmhCkAAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoA\nAACAJoQpAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAmhCkAAAAAmhCmAAAAAGhCmAIAAACgCWEK\nAAAAgCaEKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQpAAAAAJoQpgAAAABoQpgCAAAAoInh\nfl68lHJLkg8m+fVa6++UUn47yXcmOTN7yjtrrf+llPLGJPckuZzkXbXWd5dStiV5T5JvTHIpyY/X\nWr9YSrk1yb1JppP8ba31wOxn/VyS188ef3ut9cOllBuSvDfJDbOfeVet9UQ/vzMAAAAAK9O3FVOl\nlJ1JfjvJn807PJbkJ2qtL5/957/Mnve2JN+b5OVJ3lJKuTHJXUlO1VpvT/LLSX5x9hq/keRnaq0v\nTXJTKeVVpZR9Sd6Q5PYkP5jkN0spWzMTu/5i9hofSvLz/fq+AAAAAKxOPx/lm0ryA0m+Ou/YrkXO\n+44kh2utT9VazyW5P8lLk7wyyX2z53w0ye2llJEk+2qth2ePfzAzQesVST5Saz1fa51IcizJt3Zc\nY+5cAAAAAAZA3x7lq7VeTHKxlDL/8FiSXyil7EnyD0l+OsneJBPzzjme5Hnzj9daL5VSLs8eO7nI\nuU8ud415xwAAAAAYAH3dY2oR70ryd7XWo6WUf5fk7Uk+1XHOUGb2iRpa5Phix5Y6t/P43LGu9uzZ\nkeHhrcudNrDGxxdblAa04p6EweKehMHinoTB4p6khWsapmqt980b3peZTczfn5l9oea8IDOx6tHM\nrHh6YHYj9KHMPBZ4U8e5X5s9tyxxfG+Sp+Yd6+rkyclVfadBMj6+KxMTp1tPA5jlnoTB4p6EweKe\nhMHinqTflgqf/dxj6jlKKR8qpXzD7PDlSR5K8ukkLyml7C6ljGVmf6n7kxzKzFv2kuSHkvx5rfVC\nkiOllNtnj/9Ikj9N8vEkry6ljJRSnp+ZCPW5jmvcOXsuAAAAAAOgbyumSim3JfnVJC9KcqGU8rok\n/0eS95dSziY5m+THa63nSilvzcwG59NJ3l5rfaqU8r4k31dK+cvMbKT+ptlL35PkXaWULUk+XWv9\n2Ozn/V6ST85e40Ct9XIp5beS/GEp5f4kp5L8WL++LwAAAACrMzQ9vey2S5vKxMTpdfsvxNJLGCzu\nSRgs7kkYLO5JGCzuSfptfHxX5/7gSa7xo3wAAAAAMEeYAgAAAKAJYQoAAACAJoQpAAAAAJoQpgAA\nAABoQpgCAAAAoAlhCgAAAIAmhCkAAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAAAACaEKYA\nAAAAaEKYAgAAAKAJYQoAAACAJoQpAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAmhCkAAAAAmhCm\nAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQpAAAAAJoQ\npgAAAABoQpgCAAAAoAlhCgAAAIAmhCkAAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAAAACa\nEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQpAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAmhCkAAAAA\nmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQpAAAA\nAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAmhCkAAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAA\nAACaEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQpAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAmhCkA\nAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQp\nAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAAAIAmhldyUinlriRvTXJDkqHZf6Zrrd/Qx7kBAAAAsIGt\nKEwl+YUkb07yD32cCwAAAACbyErD1MO11r/q60wAAAAA2FS6hqlSyvfM/vGBUsr/nuQvklyc+/ta\n68f7NzUAAAAANrLlVkz9Lx3j75z35+kkwhQAAAAAa9I1TNVaX7HY8VLKllrr5f5MCQAAAIDNYKVv\n5XtTkh1J3pXkE0leWEr5pVrrvX2cGwAAAAAb2JYVnveTSf5DktcmeSjJviT/sl+TAgAAAGDjW2mY\nOldrnUryA0n+ePYxvun+TQsAAACAjW6lYSqllN9N8tIknyilfGeS6/o2KwAAAAA2vJWGqTcm+fsk\n/02t9VKSF2Xm8T4AAAAAWJMVhala69eS/Psk50op35Dkr2fHAAAAALAmKwpTpZS3JPmHJDUzUepv\nknymj/MCAAAAYINb6aN8r0vy9Uk+VWsdT3JXZt7OBwAAAABrstIwdbrWej7JSJLUWj+U5If7NisA\nAAAANrzhFZ53spTyxiQPlVJ+P8kXkzy/f9MCAAAAYKNbdsVUKWVfkv82yV8l+dnMvJ3vpUne0N+p\nAQAAALCRdQ1TpZRXZiZIbau1Hqu1Tib5UJL9SbZdg/kBAAAAsEEtt2LqF5J8f631qbkDtdaHkvxQ\nkv+1nxMDAAAAYGNb9lG+2RDVeezvklzXlxkBAAAAsCksF6Z2dfm7m3o5EQAAAAA2l+XC1F+XUv5N\n58FSyluSfLo/UwIAAABgMxhe5u//bZI/LaX8qyT/b5KtmXkj39NJXt3nuQEAAACwgXUNU7XWU0n+\n+ezb+b4tyaUkf1xr/eS1mBwAAAAAG9dyK6aSJLXWP0vyZ32eCwAAAACbyLJv5QMAAACAfljRiqm1\nKqXckuSDSX691vo7pZQXJjmYmb2qvpbk7lrrVCnljUnuSXI5ybtqre8upWxL8p4k35iZRwh/vNb6\nxVLKrUnuTTKd5G9rrQdmP+vnkrx+9vjba60fLqXckOS9SW5IcibJXbXWE/38zgAAAACsTN9WTJVS\ndib57Sx8BPAdSX631vqyJMeSvHn2vLcl+d4kL0/yllLKjUnuSnKq1np7kl9O8ouz1/iNJD9Ta31p\nkptKKa8qpexL8oYktyf5wSS/WUrZmpnY9Rez1/hQkp/v1/cFAAAAYHX6+SjfVJIfSPLVecdenplA\nlMyspPreJN+R5HCt9ala67kk92fmzX+vTHLf7LkfTXJ7KWUkyb5a6+GOa7wiyUdqredrrROZiV7f\n2nGNuXMBAAAAGAB9C1O11ouzoWm+nbXWqdk/H0/yvCR7k0zMO+c5x2utlzLzmN/eJCe7ndvl+Nwx\nAAAAAAZAX/eYWsT0vD8PzY6HOs7pdnw153YenzvW1Z49OzI8vHW50wbW+Piu1lMA5nFPwmBxT8Jg\ncU/CYHFP0sK1DlNnSymjsyupXpCZDdAfzcy+UHNekORTs8f3JnlgdiP0ocw8FnhTx7lz1yhLHN+b\n5Kl5x7o6eXJyTV9sEIyP78rExOnW0wBmuSdhsLgnYbC4J2GwuCfpt6XCZz/3mFrMx5LcOfvnO5P8\naZJPJ3lJKWV3KWUsM/tL3Z/kUGbespckP5Tkz2utF5IcKaXcPnv8R2av8fEkry6ljJRSnp+ZCPW5\njmvMfR4AAAAAA6BvK6ZKKbcl+dUkL0pyoZTyuiRvTPKeUspPJvlSkj+otV4opbw1MxucTyd5e631\nqVLK+5J8XynlLzOzkfqbZi99T5J3lVK2JPl0rfVjs5/3e0k+OXuNA7XWy6WU30ryh6WU+5OcSvJj\n/fq+AAAAAKzO0PT0stsubSoTE6fX7b8QSy9hsLgnYbC4J2GwuCdhsLgn6bfx8V2d+4MnufaP8gEA\nAABAEmEKAAAAgEaEKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQpAAAAAJoQpgAAAABoQpgC\nAAAAoAlhCgAAAIAmhCkAAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaGW08AYKM4M3k+Bw8dzcSp\ncxnfPZp77rqt9ZQAAAAGmhVTAD1y8NDRHD7yeI4dP53DRx7Pve9/oPWUAAAABpowBdAjE6fOLRg/\ndmKy0UwAAADWB2EKoEfGd48uGN98445GMwEAAFgf7DEF0CN337E/Sa7sMXXgzlszNTnVeFYAAACD\nS5gC6JGx0ZEceM0tV8bX7xzJhDAFAACwJI/yAQAAANCEMAUAAABAE8IUAAAAAE0IUwAAAAA0IUwB\nAAAA0IQwBQAAAEATwhQAAAAATQhTAAAAADQhTAEAAADQhDAFAAAAQBPCFAAAAABNCFMAAAAANCFM\nAQAAANCEMAUAAABAE8IUAAAAAE0IUwAAAAA0IUwBAAAA0IQwBQAAAEATwhQAAAAATQhTAAAAADQh\nTAEAAADQhDAFAAAAQBPCFAAAAABNCFMAAAAANCFMAQAAANCEMAUAAABAE8IUAAAAAE0IUwAAAAA0\nIUwBAAAA0IQwBQAAAEATw60nALBRnJk8n4OHjmbi1LmM7x7NPXfd1npKAAAAA82KKYAeOXjoaA4f\neTzHjp/O4SOP5973P9B6SgAAAANNmALokYlT5xaMHzsx2WgmAAAA64MwBdAj47tHF4xvvnFHo5kA\nAACsD/aYAuiRu+/YnyRX9pg6cOetmZqcajwrAACAwSVMAfTI2OhIDrzmlivj63eOZEKYAgAAWJJH\n+QAAAABoQpgCAAAAoAlhCgAAAIAmhCkAAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAAAACa\nEKYAAAAAaEKYAgAAAKCJ4dYTANgozkyez8FDRzNx6lzGd4/mnrtuaz0lAACAgWbFFECPHDx0NIeP\nPJ5jx0/n8JHHc+/7H2g9JQAAgIEmTAH0yMSpcwvGj52YbDQTAACA9cGjfEDfdT7idvcd+zM2OtJ6\nWj03vns0x46fvjK++cYdDWcDAAAw+IQpoO/mHnFLciXcHHjNLS2ndFWWCm1337E/Sa4cP3DnrZma\nnGo8WwAAgMElTAF91/mIW+d4vVkqtI2NjiwIbtfvHMmEMAUAALAke0wBfTe+e7TreL3ZaKENAACg\nFSumgL7rfMRtbrxede4ltd5DGwAAQCvCFNB3nY+4rXcbLbQBAAC0IkwBrNJGC20AAACt2GMKAAAA\ngCaEKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoAAACAJoQpAAAAAJoQpgAAAABoQpgCAAAAoAlhCgAA\nAIAmhCkAAAAAmhCmAAAAAGhCmAIAAACgCWEKAAAAgCaEKQAAAACaEKYAAAAAaEKYAgAAAKAJYQoA\nAACAJoQpAAAAAJoQpgAAAABoQpgCAAAAoInh1hMA2CjOTJ7PwUNHM3HqXMZ3j+aeu25rPSUAAICB\nZsUUQI8cPHQ0h488nmPHT+fwkcdz7/sfaD0lAACAgWbFFECPTJw6t2D82InJRjNhEHWuqLv7jv0Z\nGx1pPS0AAGhKmALokfHdozl2/PSV8c037mg4GwbN3Iq6JFf+OznwmltaTgkAAJoTpgB65O479ifJ\nlRUxB+68NVOTU41nxaDoXFHXOQYAgM1ImALokbHRkQUrYK7fOZIJYYpZnSvqxnePNpwNAAAMBmEK\nAK6BzhV1c2MAANjMhCkAuAY6V9QBAADCFGxY3gAGAADAoLumYaqUcluSDyZ5ePbQg0l+JcnBJFuT\nfC3J3bXWqVLKG5Pck+RyknfVWt9dStmW5D1JvjHJpSQ/Xmv9Yinl1iT3JplO8re11gOzn/dzSV4/\ne/zttdYPX5tvCu15AxgAAACDbss1/ryxJH9Sa3357D8/leQdSX631vqyJMeSvLmUsjPJ25J8b5KX\nJ3lLKeXGJHclOVVrvT3JLyf5xdnr/kaSn6m1vjTJTaWUV5VS9iV5Q5Lbk/xgkt8spWy9Vl8UWvMG\nMAAAAAbdtQ5TuxY59vIkH5r98wczE6O+I8nhWutTtdZzSe5P8tIkr0xy3+y5H01yeyllJMm+Wuvh\njmu8IslHaq3na60TmYle39rzbwQDqvONX94ABgAAwKC51ntMjWUmJn0kyc4kv5BkZ6117n3qx5M8\nL8neJBPzfu45x2utl0opl2ePnVzk3CeXuMaDPf5OMJC8AQwAAIBBd63D1ANJ3lFr/VApZX+SjyXZ\nNu/vhzKzH9RQx891O76ac6eXm+CePTsyPLx+n/gbH19sURqb0XiSt/1339l6GpueexIGi3sSBot7\nEgaLe5IWrmmYqrV+PsnnZ/98tJRyPMkLSymjs4/svSAzG6A/mpl9oea8IMmnZo/vTfLA7EboQ0m+\nmuSmjnPnrlEWOd7VyZOTa/tyA2B8fFcmJk63ngYwyz0Jg8U9CYPFPQmDxT1Jvy0VPq/pHlOllDeX\nUn569s97k9yc5PeT3Dl7yp1J/jTJp5O8pJSyu5Qylpn9pe5Pcigzb9lLkh9K8ue11gtJjpRSbp89\n/iOz1/h4kleXUkZKKc/PTJj6XL+/IwAAAAArc60f5bsvyX8spbwuyfYkB5J8Jsn/XUr5ySRfSvIH\ntdYLpZS3ZmaD8+kkb6+1PlVKeV+S7yul/GWSqSRvmr3uPUneVUrZkuTTtdaPJUkp5feSfHL2Ggdq\nrZev1RcFNp8zk+dz8NDRK/t63XPXba2nBAAAMNCGpqeX3XZpU5mYOL1u/4VYesm11hli7r5jf8ZG\nR1pPq5l7P/BQDh95/Mr49lufnze/6psbzgiYz/9PwmBxT8JgcU/Sb+Pjuzr3Ak9y7VdMARvIwUNH\nr4SYY8dn/k/swGtuaTmlpiZOnVswfuzE+t2zDgAA4Fq4pntMARvL8SfPdh1vNuO7RxeMb75xR6OZ\nAAAArA9WTAFrduaZi13Hm83dd+xPkiuPNh6489ZMTU41nhUAAMDgEqaANdu1YzgnT08tGG9mY6Mj\nCx5lvH7nSCaEKQAAgCV5lA9Ys5v37Ow6BgAAgG429/IG4Kp0Pro2NwYAAICVEKaANet8dA0AAABW\nw6N8AAAAADQhTAEAAADQhDAFAAAAQBPCFAAAAABNCFMAAAAANCFMAQAAANCEMAUAAABAE8IUAAAA\nAE0IUwAAAAA0Mdx6AgAbxZnJ8zl46GgmTp3L+O7R3HPXba2nBAAAMNCsmALokYOHjubwkcdz7Pjp\nHD7yeO59/wOtpwQAADDQhCmAHpk4dW7B+LETk41mAgAAsD4IUwA9Mr57dMH45ht3NJoJAADA+mCP\nKYAeufuO/UlyZY+pA3femqnJqcazAgAAGFzCFAyAzk2z775jf8ZGR1pPi1UaGx3JgdfccmV8/c6R\nTAhTAAAASxKmYADMbZqdJMeOn06SBYEDAAAANiJhCgZA56bZnWM2NyvqAACAjUqYggEwvnv0ykqp\nuTHMsaIOAADYqIQpGACdm2bPjem/9bAayYo6AABgoxKmYBX6FTE6N83m2lkPq5GsqAMAADYqYQpW\nYT1EDFZnPaxGsqIOAADYqIQpWIX1EDHornPV256x7TmWAV+NNN16AgAAAP0hTMEqeKRq/etc9fbt\n33RTXvLNXz/Qq5Gs1AMAADYqYQpWwSNV61/nKrdTZ87nbW96SaPZrIyVegAAwEYlTMEq2KR8/VuP\nq97W45wBAABWQpgCNpX1uOptPc4ZAABgJYQpYFNZj6ve1uOcAQAAVmJL6wkAAAAAsDlZMQWs2ZnJ\n8zl46OiCR8zGRkdaTwsAAIB1QpgC1uzgoaM5fOTxJLmyObdHzgAAAFgpYQo2uH6uapo4da7rGAAA\nALoRpmCD6+eqpj1j23Msp58d79rek+sCAACwOQhTsArrcU+lx06cXTg+eXaJM1dvOtMLx9PTS5wJ\nAAAAzyVMwSq8+8Ofz2cffjLJzOqjCxcv5adfd2vjWXV3evJi1/HVOHXmfNcxAAAAdCNMwSoc/cqp\nruNBtGP7lpw8s3DcK+O7R688Hjg33sw6V9Tdc9dtracEAAAw0IQpNpz+Pm43tMx4bfo558mpy13H\nV+PuO/YnyYJ5b2ad+3nd+/4H8uZXfXPjWQEAAAwuYYoNp5+bfb/4BdfnwS+eWDDuhX7OeWx0OCfP\nTD07vq7zUqJVAAAcoklEQVR3t/3Y6EjP5rkRdL6V8LETk41mAgAAsD707pkeGBCdcaBzfDWmL1/u\nOl6r40+e7Tq+GjfdcF3XMb3T+SjjzTfuaDQTAACA9cGKKTacfu579MWvne46Xqszz1zsOr4aQ0ND\nXcf0TuejjQfuvDVTk1PL/BQAAMDmJUyx4fRz36PLl6e7jtdqx/YtOXl64bhXnnxq4YqxJ5/u3Qqy\nfunvPmH90/lo4/U7RzIhTAEAACxJmGLD6ee+R9eNDOeZC+efHW/vzS3Uzw3KT09e7DoeRP3ccwsA\nAIDBIUzBCsyt4Dn7zIUFx3det60n19+1YzgnT08tGPdKPzc/75d+7hO2Wut19RYAAMB6YPNzWIG5\nFTwXLi18dG9yqjerj27es7Pr+GrsvWln1/Eg6twXrJf7hK3W3P/2x46fzuEjj+fgR482mwsAAMBG\nM/hLJ2AALLViZ6RHabef+2L189r9MkhzHqTVWwAAABuNMAUr0PmmvzlPnjm/yNlr0Js91BfVzz23\n+mWQ5tzPtzwCAABsdsIUrMDcip25DbnnXOp4K99a9yN694c/n88+/GSSmc2+L1y8lJ9+3a09mftm\n2yOp1993kFZvAQAAbDTCFBtOP0LM3Aqev/7lj2d+ixrqOG+tb5OrXz7VdXw1Ntsb7nr9fQdp9RYA\nAMBGI0yx4fQzxOy4bmvOnLu0YDzfWvcjOn/xctfx1dhseyRttu8LAACwnnkrHxtOP8PEpUvdx2t9\nm9zIti1dx1djkN5wdy1stu8LAACwnlkxxYbTz82qh4a6j9e6H9GLn7crDx07tWDcK5ttj6TXfte+\nPPzoUzl77kJ2jm7La797X+spAQAAsARhig3n9n9yc/6/I49nOjN7QL3s22/u2bX3v3D3lU3K58bz\nrXU/oqEtW7qOr8Zm2yPpvk8+kpOnp5Ik509P5b5PPLKpvj8AAMB64lE+Npzf+X8eytz+5NNJfvs/\nP9Sza//o93xT9uzanpHhLdkztj0/+spv6sl1v/Do013HrJw9pgAAANYPYYoN58Kl6a7jq/HeQzUn\nT0/l/MXLOXlmKu/9aO3Jdacz3XW82ZyZPJ97P/BQ3vGew7n3Aw/lzLnzK/5Ze0wBAACsHx7lY8PZ\ntnVoQYzatnWoy9mr8/kvneo6XqttW7fkXJ7dSX3b8NU34zOT53Pw0NEFe0uNjY5c9XWvxXyu5s2K\nm21PLQAAgPVMmKKJfkaTFz9/V4585ekF417pXHzVq8VYN+wcydOTF54d77j6fxdXE3f6YTXzuZrH\n8TbbnloAAADrmTBFE7//kSP5zN8/kWQmUly8dDk/ded/3ZNrP3Nhuuu4m+WC2VCy4CG7Xq3F2nvT\nznxl4uyC8dUatL2WVjOffr5ZEQAAgMEhTNHE54+d6Dq+GmPXbe067ma5VT1bhhauktrSozLVj8fP\nBi3urGY+HscDAADYHIQpmjh/8XLX8dX48ryVR4uNu1luVc+WLUO5NK9MbelRmerH42eDFndWMx+P\n4wEAAGwOwhRt9OuZuCSn5+3VtNi4m+VW9Xz9nuvy6BPnFowH1aDFnUGbDwAAAO0JUzSxfXhrzp2/\ntGB8teb2h5ru2FJqNe+3W25Vz/juHQvC1PjuHWudLgAAAGx6whRNbBvesiBMbdu2mny0uPn7Q833\nX/2j61d8jeVW9QwNDXUdJ/194+BmcfzJs3nnH302Z89dyM7rtuXn3vjt2bvn6jeEBwAAYLAIUzQx\ndt1wnp73iN3Y9qv/T3Gpt7wN92A11pyTp6e6jpPlN1DfSPoV4X7lvX+TU2dn/vs4f2Yqv/KHf5Nf\n+6mXXfV1AQAAGCzCFE1MTl3sOl6Lzv2h5nzhq0+v6OdXEllW8ma55TZQ30j6FeGe6tgXrHMMAADA\nxiBM0cTkMxe6jtdibj+ozsf5zp9f2Rv/VhJZVvJmuZXEq42iXxFuS4Zyad7u+Ft6uTs+AAAAA0OY\nool520stOl6Luf2hHvzVP88zF56NGttW+F/5iiLL9HMPdVpJvNoo+hXhvuUbd+ehYyefHb9od0+u\nO8c+YAAAAINBmGLD+aYX3JCHjp1aMF6JlUSWlayqWm4D9cWs11DSrwj33//wt+XgR4/2Le5tpn3A\nAAAABpkwxYZzrmP51bkLK1uOtZLI8tiJswvHJ88+55y1WK+hZC0RruV152ymfcAAAAAGmTDFhvOF\nry7cAP0Ljz53Q/TFrCSGnHj6ma7jtRJKrq3NtA8YAADAIBOmYBUmpxauvpp8pgebY0UoudY20z5g\nAAAAg0yYoomRrQs3PB/Zem0+92r3cro83X28VkLJtdXvRwUBAABYGWGKJr5t39flMw8/8ez4H3/d\nVV1vfnDqZlD3chJKAAAA2Iy2tJ4Am9Mr/unzMjT756Ekr7jteVd1vbngNP9xuMVc7eblw0PdxwAA\nAMDKCVM08Wv/+cHMPQU3neTX/ujBq7reSjcLPz15set4OWM7tnUdAwAAACvnUT42hM7Nw5cyNjqc\nk2emnh1ft7pb4PqxkZw6e2HBeKO42v23AAAAYLWEKTaE+ZuHdwtUe2/ama9MnF0wXo2b9+zMlx87\nu2C8UQzq/lsAAABsXMIUG8L8zcP/x1//RCannn3l347tz77yb7Vvv+tcRfTa7963qp9fTzofh1zp\n45EAAACwVsIUG878KNU5Xu3b7zpXEV24eCnbhrcu81P91a9H7jofh3z85GTu/cBDHukDAACgb4Qp\nuuplBJl/rUGaVzedc61fOplzFy4nmQlVz5y/mJ/90W/v+ed2069H7uZWf/3dIycyOXUxk1OXrnyO\nR/oAAADoB2GKrnoZQeZfa63mgtTfPfLklZVQx46fzjNTF/MPT5zN2XMXlrnC6nSuIpqLUnP+7pET\nPf28lejXI3dzq8ne8Z7DC76zR/oAAADoF2GKrrpFkNWuWupF4Fgqbn3uSydz6fL0VV+/U+eeVJ2f\nvdxH9mNlV2csG989elXXu9bXh17wFkkAANgYhCm66hYpVruaqvNai3nOZuPftS/3ffKRK+NHH1/8\n5y9Pry5KrfSX2s49qQ7/0sdX9Tn9eOxutRu4D9r1oRe8RRIAADYGYYquukWKzhVQj504m3s/8NCS\nsWfuZz/78BO5cHHhI3FzOn/ZfPjRp3Ly9NSV8batQwvO37plKP9s/3jql0/m6cmVP8a31l9qx7Zv\nyZmpZ+c+dt2Wruev9LG71az+WO0G7qvV7+tDL3iLJAAAbAzCFF11ixSdK6C+9uRkvvz42SSLx565\na/3Pv/NXOXlmatFrdv5y+Zw9o4aGkjy7OuoF4zty4DW35PjJs3nnez+bs+cu5HxH9BruiFmLfc5K\nf6l94d7r8/kvnXp2fPP1Xc9f6WNxVn/A6njkFAAANgZhiq4efHgiv/EnD2Y6yVCSn33DP8ktLxpP\nMrMCav6KpguXFj5Ot1TsGRsdXjJMdf6yuXN0W86ffvbcsdFtVz4vSW7eszNJsnfPzvzq//DSJMm/\n/qWPZ/5MLl167mN+K/2ltnMl0xcffWrB3x/7WvdHE1f6WJzVH7A6HjkFAICNQZiiq7kolcysU/r1\nP3ow/+Gt35NkZgXUDTtHFoSi+ZaKPXtv2pmvTJxd9O86f9l87Xfvy32feGTJ8WK/jHZmqMV2n1rp\nL7WLrWSab+rCpUV/bs5KH4uz+gNWxyOnAACwMQhTdLVc5OkMKnt2bc8NO0e6xp6779i/6Jv1ksV/\n2Vxu3LmqaSVW+kvtciuXVrnn+pKs/gAAAGAzEqZY0vEnF1/VNN9cQHnsxNmcPncxY9cNZ/fYSJ45\nfzFv/T8/lWQ6+1+4O29+9bc8u5l3j2LOnOVWNV2NzvC2ZSi5PG/+123fuuD8tb7CfjWrP9b6GQAA\nADBohCmW9M4/+uyy58wFld/6kwfy5cefzMnTU895TO+zDz+Z/+uDD+V/esM/SzITknrpavdj6hZ6\nOlcynXvmQh46dvLKz37zN+xZcK1rsYn5Sj6j8zu99rv25b5PPiJmAQAAMFCEKa7ojBlnOt+I18XR\nr5zq+vef+9Kp3PuBhzJx6lweP9nbjb07VzWtVrfQ07mS6fiJs3nnf5p5+9/O0W15/fe8eMG1er2J\n+WLRbCWf0fmd5m9S761/AAAADAphiis6Y8bwlsXPWyyWzLyzb2mXp7PkvlJXq3NV02o/Z7HQs9Qq\nqvs++ciVwHP+9FTu+8QjCwJPrzcx//2PHMln/v6JJDP/m1y8dHlFn9H5nc52RMb5f+/RQAAAAFoR\npriic0+pi5cXP2+xFUblhbvzmYefuHLOUHq+ldSSxkZHcvf3778SV7ZuSS7Nm/uu0e7/mS8WepZa\nRbXcaqVeb2Jev3zqOeNf+jf/fNnP6PxOO0e35fy8tyfOj1nX4vHDtRDMAAAANj5hiiQzEeCrTyy/\n2Xkys9H5gvHJs/m3b/inyYePpH75VKYzna25nDNT1yZNnZk8n1/4/cNXVjJ1uni5+zwWi0m/9r4H\nFpwzF6D2jG3PsSx8C+F8vX+F/XPfi7iSz+j8Tq/97n257xOPLBqzev34Ya8MajBbzvyg9o9u3pUf\nffk/FtQAAACWIExtMmcmz+fdH/787J5QQykv3J3Xf8+L80v/8W9yaYUd6fTkxQXjrz0xmTPnLuTY\n8dOZnLq4xE8lO7YP5+v3XN1+UIs5eOjoklEqWfwhw+VW4yz1uNy5qfMLrnPumYXjlVx7Nfa/cHc+\n+/CTC8YrsVi8Wirq9Prxw14Z1GC2nM6gNjV1cV0ENQAAgBaEqU3m4KGjC0LHZx5+In/7hSdWHKWS\nZMd1W3LyzLPjC5em887/9NmucShJvm3fjTnwmlvyE7/y8Vxe4jHBpXSLPcsFi8ViznKrce6+Y38u\nXro8+yjddC5cvJQz586nfuXpBdfpHK/k2st9n/ne/OpvycGPdu7n1Vu9fvywVwY1mC1nvQY1AACA\nFoSpTWaxX5JXE6WSZPKZ51alzs2159uxfTjftu/GK8FjbHRbnj678jf+Jc+NPRcuXsq24a2ZOHUu\nT51ZuGpp99hIXrR3V06dOb9kaFkuHoyNjmR465YrK8A++/CTOfjRo4s8WPdca3lrXrL4iqa1Phq4\nmlVbvX/8sDcGNZgtZ70GNQAAgBaEqU3i+JNn884/Wn5V00qMjmzJma1DuTCvaHVurr11KBnZtjVD\nQ0N58Quuz4WLl/Jr73sg47tHs2t0uGuYWiyqdMado185lcmpS1fGe3Ztzw07R1b86Nxa3my30pUv\n/bz2Sq3X/ZnmG9Rgtpz5QW1ujykAAAAWJ0xtAl/4h1P53/7wb3p2vXMXLi+IUluHkpt3b8/09HQm\nn7mYnaPbsvfG0Xz+SzNvlHvwiyeunHvs+OnsGdv+nGsmyeH6tbykPG/RqLJ7bGFoutyxofkNO0fy\ntje9ZMXfYSWrcRYLTCvZH2ut1+4lj5O1M/8tkY+dmMzBjx71RkEAAIAlCFMb3IMPT+TX/+TBnl7z\nmY4Nzi9NJ0fm7bV0/vRU15VZY6PDOXnmuX9/732fz0ve+rznRJQHHn4iO7Yv/E/1upHhPHPh2Uf4\nOsPOco+yreXNdnffsf9KMOtmJdd+7Xfty8OPPpWz5y5k5+i2vPa79y173dXwOFlb8+PqnPW4+gsA\nAKDfNnyYKv9/e/cfZFdd3nH8vdkkJNkkEiBZKGyhQvqkERspTUWSNKGgKII4BsWWYoM6dhhsoaVS\nq9aGaEfR8mMGqY2CZBAYO44TcCol1EAhlFoDDhERn7TyUyAYCUISIJtNbv8458LNZm92A9k9Nzfv\n18wO93zvufc8d4dn9vLh+/2eiMuB4yi2Azo/M1dXXNKwagxkxo3p2CEw2lNe6t02+Em7cPCBXTyx\nfnPT5/uHKr192+nt23EfqckTxzC9Z/+ms5L2xFK24VxKtvyuR14J73o3bmH5nY/s0WvtrfsztQtn\nrEmSJEnS0LR1MBUR84Hpmfm2iJgJXAu8teKyhtVAMzVaQWcH9HRPGtLMo3qIsub/fkVv38C37+ue\n0rXLIKfVg4Hhrm9v3Z+pXThjTZIkSZKGZlTVBQyzE4GbADLzp8CUiJhcbUnDq9UCmLpDp3Xx2UWz\nOfe9Rw+61049VJl11EE7jE+ZtB9HHDyJ2TOmDToDqH8Q0GrBQKvXp9fn7JN/m9kzpjG9Z/8h/fsq\nSZIkSfuqtp4xBRwM3Ndw/Ew5tufXt7WIoW7Q/XocM/0garUaT6/fxC+f30IN6ABGj4KtA09wontK\n125fZ6DlaEPdQHq4lrLN6Jm8w/LIGT2vLed0qV17q4erU6dOYv364e1HSZIkSdqbddRqtcHP2ktF\nxNeBf8vMm8vju4FzMvN/m72mr29bbfTozpEqcY97YXMvX/3OGp7Z8CLjx47ixz/fMPiLmugcBdv6\nBU2HHjSOf/m7kwe99oGTx1GjxoYXttB9wATOXTiLyV2vhkrfXvkQ192ydofXH3nIflzxN+98zfWO\nhMbPONDnkiRJkiRJA+oYcLDNg6nFwNOZubQ8fhiYlZlNpzCsX79xr/2FDDQ7Y9NLvVx7y8946NEN\nbO3bztgxnRx12BvoHNXBs8+/zKaX+5g0YTTdU7oGnJG06aVevrmi+d3tJDXnjCmptdiTUmuxJ6XW\nYk9quE2dOmnAYKrdl/LdBlwMLI2IY4CndhVKtaOJ48fyFwt/93W93k20JUmSJEnScGjrzc8z8x7g\nvoi4B7gSOK/ikiRJkiRJklRq9xlTZOYnq65BkiRJkiRJO2vrGVOSJEmSJElqXQZTkiRJkiRJqoTB\nlCRJkiRJkiphMCVJkiRJkqRKGExJkiRJkiSpEgZTkiRJkiRJqoTBlCRJkiRJkiphMCVJkiRJkqRK\nGExJkiRJkiSpEgZTkiRJkiRJqoTBlCRJkiRJkiphMCVJkiRJkqRKGExJkiRJkiSpEgZTkiRJkiRJ\nqoTBlCRJkiRJkiphMCVJkiRJkqRKGExJkiRJkiSpEgZTkiRJkiRJqoTBlCRJkiRJkirRUavVqq5B\nkiRJkiRJ+yBnTEmSJEmSJKkSBlOSJEmSJEmqhMGUJEmSJEmSKmEwJUmSJEmSpEoYTEmSJEmSJKkS\nBlOSJEmSJEmqxOiqC9CeERGXA8cBNeD8zFxdcUlSW4uIo4Gbgcsz8ysR0QN8E+gEngbOzswtEXEW\ncAGwHViamd+IiDHAMuBwYBtwTmY+XMXnkNpBRHwJmEfxveYLwGrsR6kSETGBoqe6gXHA54A12JNS\npSJiPPAgsARYiT2pFuKMqTYQEfOB6Zn5NuCjwFcqLklqaxHRBVxJ8Ue9bglwVWbOAx4FPlye91ng\nJGABcFFEHAD8CfDrzJwLXELxH9KSXoOIOAE4uvwb+E7gCuxHqUqnAfdm5nzgA8Bl2JNSK/gM8Gz5\n2J5USzGYag8nAjcBZOZPgSkRMbnakqS2tgU4BXiqYWwB8N3y8c0Uf9TfCqzOzOcz8yVgFTCHomeX\nl+euAOaOQM1Su7oLeH/5+DmgC/tRqkxm/mtmfqk87AF+gT0pVSoiZgAzge+VQwuwJ9VCDKbaw8HA\n+objZ8oxScMgM/vKP9iNujJzS/l4HXAIO/fmTuOZuQ3YHhFjh7dqqT1l5rbM3FwefhS4BftRqlxE\n3APcSLEsyJ6UqnUp8NcNx/akWorBVHvoGOC4VkUh0j6ssefqPdisN+1ZaQ+LiNOBjwAfx36UKpeZ\nxwPvAa7HnpQqExEfAv47Mx9pGLYn1VIMptrDk+w4Q+o3KBJuSSNnc7mpJMChFBtJ9u/NncbLDSU7\nMnPrCNYqtZWIOBn4NPCuzHwe+1GqTEQcW94QhMy8n+KmBPakVJ13A6dHxA8oZhb/PfakWozBVHu4\nDTgDICKOAZ7KzI3VliTtc74PLCwfLwRuBf4HmB0R+0fERIp1+qsoera+J85pwB0jXKvUNiLiDcCX\ngVMzc0M5bD9K1flD4EKAiOgGJmJPSpXJzDMzc3ZmHgdcTXGnTHtSLaWjVnMWXjuIiC9SfBHYDpyX\nmWsqLklqWxFxLMVa/SOArRT/J+ksilvpjgMeo7iV7taIOAP4BMWU5ysz84aI6KT4YjCdYiP1RZn5\nxEh/DqkdRMTHgMXA2obhP6PoMftRGmHlLIxrKDY+Hw9cDNwLXIc9KVUqIhZT3IVvBfakWojBlCRJ\nkiRJkirhUj5JkiRJkiRVwmBKkiRJkiRJlTCYkiRJkiRJUiUMpiRJkiRJklQJgylJkiRJkiRVYnTV\nBUiSJLWyiJgC/BPw+8DGcnhxZn5/BK69COjMzGsi4hTgB5m5YYivnQj8O7AIuAb4fGPNEbEGuCAz\n7yiPzwM+lpmzGs5ZC/wxsB+wLjMfjohlwN2ZeXXDeYspvld+F1gCnJqZfa/1c0uSpH2HM6YkSZKa\niIgO4FbgR5k5KzPnAucC10fEkcN9/cxclpnXlId/BRywGy+/BLg+M3/e5Plbgbc3HJ8ETI6IboCI\n6AH2B34EnAO8cQj1/rA8/8LdqFOSJO3DnDElSZLU3IkAmXlVfSAzH4iI38nM5yKiC7iOIjCaBHw7\nMy+JiAXA54HHgN8Cfg18MDNfiIgl9fcFfgH8aWZujYhTgX8AXgbWAn8OfIbi+9qTwDzghoi4EXhL\nZp4DEBFnAu/LzDPrNUbENGAhRZi1g4i4FngEWAF8EfhURHQCbwa+VdZ2I0VQdRvwXuD9wB9ExE7v\nN4DLgAcj4lJnTUmSpME4Y0qSJKm5NwE/7D+Ymc+VD6cBN2XmCcAcipBncvncscBFmXk88CywKCJG\nAy8C8zJzDsWMpJMjYgJwNXBKZs4DNpXvV7/eV4F1wFkUy/LeUYZiAB8oxxqdCKzKzN7GwYi4GNic\nmUuAu4uhmEKxTPF+4A6KQIrynysyc3n53IWZeftgv7DM/BXwePmekiRJu2QwJUmS1Nw2oHMXz/8S\nmBcR91DMQBrHq8vtHszMJ8vH/wXMLGcQbQNWRcSdwFuAg4CZwBOZuR4gM8/PzDsHumBmbqLYy+mM\nch+pmUD//a56gCf6jS0CTgX+snyfXuAu4I8oQqiVFGHVvPL8EyhmTA3kExHxn/Wf8r0bPQYc0eS1\nkiRJrzCYkiRJau4B4Pj+gxHx5nLG0gUUG4PPycwFvLo5Ouz4PasDqEXEHODDwDsycz6wqny+xu59\nL1sKfAg4DfhWZm7v93xH+Z6N9gPGUARRdbcC88uxlZn5IvB0udH6usx8psn1v5yZC+o/wLLdqF2S\nJOkVBlOSJElNlLOWNkbEJ+tjEfEmihlLPUA38HBm1iLiPcAEigAIYEZEHFI+ngv8uDx/XWZujojD\ngePK8x8CDo2Iw8prXBYRp/crZzswvqzr/vLxx4FrByj9ceA3+40tpVgK+LWImFqO1YOpQzJzbTl2\nO3BR+dxO1x6iw4FHd+N8SZK0jzKYkiRJ2rV3A0dFxE/K5XeXAWdm5s+AbwAfjIjbKTY5v6H8AXgQ\n+EJErKLYGP06iqVxYyPibuBTwGLg08BhwEeA70TEXcCBwPf61bECWB4R9Rlc1wMbM/PxAWpeCcyN\niDGNg5n5QFn/sojoKO/YNwFY3e+188vr1f0H8M8R8b5d/6ogIg6kCMXuHexcSZKkjlqt/yxvSZIk\nvR71u/Jl5txhev8OillbV2bmgPtARcRVwJrM/Npw1LCL2v4ReCEzLxnJ60qSpL2TM6YkSZL2IhHx\ne8B9wE+ahVKlvwXOjogjR6YyiIjZFHfju3SkrilJkvZuzpiSJEmSJElSJZwxJUmSJEmSpEoYTEmS\nJEmSJKkSBlOSJEmSJEmqhMGUJEmSJEmSKmEwJUmSJEmSpEoYTEmSJEmSJKkS/w+Xw13FY4xD/wAA\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f390dfb00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "con_df.groupby('Company').sum().plot.scatter(x=\"Capacity (kWtH)\",y=\"Cash\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:38.901157Z",
     "start_time": "2017-05-24T16:43:38.172152+01:00"
    },
    "nbpresent": {
     "id": "6a25acbf-9052-4bba-9962-6446ffaede72"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f3829d3c8>"
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKYAAAJNCAYAAAALTX2dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2wHpXf8QAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f382901d0>"
      ]
     },
     "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": 204,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:39.621291Z",
     "start_time": "2017-05-24T16:43:38.903115+01:00"
    },
    "nbpresent": {
     "id": "e64be18d-699e-42e8-9592-3ded613ee8c6"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f8f38db1550>"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcIAAAGoCAYAAADVd+V5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhHC1/w/eMYCW3zmhHgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f38db1470>"
      ]
     },
     "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": 205,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:39.659861Z",
     "start_time": "2017-05-24T16:43:39.622577+01:00"
    },
    "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>John Gilliland OBO Brook Hall Estate</th>\n",
       "      <td>198.0</td>\n",
       "      <td>199546.82</td>\n",
       "      <td>2</td>\n",
       "      <td>1007.812222</td>\n",
       "    </tr>\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>Conor Teague</th>\n",
       "      <td>99.0</td>\n",
       "      <td>97280.85</td>\n",
       "      <td>1</td>\n",
       "      <td>982.634848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Phelim McGee</th>\n",
       "      <td>198.0</td>\n",
       "      <td>193304.65</td>\n",
       "      <td>2</td>\n",
       "      <td>976.286111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>James Hagan and Siobhan Hagan</th>\n",
       "      <td>297.0</td>\n",
       "      <td>281593.06</td>\n",
       "      <td>3</td>\n",
       "      <td>948.124781</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>Frederick Maxwell OBO Maxwell Farms</th>\n",
       "      <td>990.0</td>\n",
       "      <td>906415.26</td>\n",
       "      <td>10</td>\n",
       "      <td>915.570970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jeremy Hobson</th>\n",
       "      <td>738.0</td>\n",
       "      <td>665204.04</td>\n",
       "      <td>8</td>\n",
       "      <td>901.360488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Newell</th>\n",
       "      <td>198.0</td>\n",
       "      <td>176478.53</td>\n",
       "      <td>2</td>\n",
       "      <td>891.305707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bruce McAlister</th>\n",
       "      <td>396.0</td>\n",
       "      <td>352682.15</td>\n",
       "      <td>4</td>\n",
       "      <td>890.611490</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>Jeff Wray</th>\n",
       "      <td>198.0</td>\n",
       "      <td>171390.71</td>\n",
       "      <td>2</td>\n",
       "      <td>865.609646</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>William McNaugher</th>\n",
       "      <td>198.0</td>\n",
       "      <td>162308.70</td>\n",
       "      <td>2</td>\n",
       "      <td>819.740909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Harry Nelson</th>\n",
       "      <td>198.0</td>\n",
       "      <td>159773.26</td>\n",
       "      <td>2</td>\n",
       "      <td>806.935657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charles McAllister</th>\n",
       "      <td>198.0</td>\n",
       "      <td>159016.51</td>\n",
       "      <td>2</td>\n",
       "      <td>803.113687</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>Wesley Caldwell OBO W&amp;I Caldwell</th>\n",
       "      <td>198.0</td>\n",
       "      <td>151573.75</td>\n",
       "      <td>2</td>\n",
       "      <td>765.523990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ballindarragh Poultry Farm Ltd</th>\n",
       "      <td>495.0</td>\n",
       "      <td>377145.55</td>\n",
       "      <td>5</td>\n",
       "      <td>761.910202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>William Montgomery</th>\n",
       "      <td>198.0</td>\n",
       "      <td>150089.18</td>\n",
       "      <td>2</td>\n",
       "      <td>758.026162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Forgrave OBO Knockanloan</th>\n",
       "      <td>990.0</td>\n",
       "      <td>748120.98</td>\n",
       "      <td>10</td>\n",
       "      <td>755.677758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ben Fearon</th>\n",
       "      <td>396.0</td>\n",
       "      <td>298521.53</td>\n",
       "      <td>4</td>\n",
       "      <td>753.842247</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>Seamus &amp; Jacqueline Mullin</th>\n",
       "      <td>198.0</td>\n",
       "      <td>145718.26</td>\n",
       "      <td>2</td>\n",
       "      <td>735.950808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Steven Wilson OBO Deerfin Farm</th>\n",
       "      <td>297.0</td>\n",
       "      <td>218137.21</td>\n",
       "      <td>3</td>\n",
       "      <td>734.468721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dermott Tiffney OBO James Tiffney and Sons</th>\n",
       "      <td>99.0</td>\n",
       "      <td>72640.99</td>\n",
       "      <td>1</td>\n",
       "      <td>733.747374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Simon Campbell</th>\n",
       "      <td>297.0</td>\n",
       "      <td>217797.70</td>\n",
       "      <td>3</td>\n",
       "      <td>733.325589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Down Grain Ltd</th>\n",
       "      <td>99.0</td>\n",
       "      <td>72275.46</td>\n",
       "      <td>1</td>\n",
       "      <td>730.055152</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>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stanley Gordon &amp; Andrew Gordon</th>\n",
       "      <td>398.0</td>\n",
       "      <td>15992.25</td>\n",
       "      <td>2</td>\n",
       "      <td>40.181533</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>Alan McFarland</th>\n",
       "      <td>199.0</td>\n",
       "      <td>7427.52</td>\n",
       "      <td>1</td>\n",
       "      <td>37.324221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peter Alexander OBO P&amp;S Alexander Poultry</th>\n",
       "      <td>398.0</td>\n",
       "      <td>14821.17</td>\n",
       "      <td>2</td>\n",
       "      <td>37.239121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>John Wallace OBO JC&amp;L Wallace</th>\n",
       "      <td>198.0</td>\n",
       "      <td>7324.57</td>\n",
       "      <td>1</td>\n",
       "      <td>36.992778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gareth Millar OBO Millar SJ &amp; Others</th>\n",
       "      <td>398.0</td>\n",
       "      <td>14566.95</td>\n",
       "      <td>2</td>\n",
       "      <td>36.600377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Derek McKeown OBO Todds Leap Poultry</th>\n",
       "      <td>199.0</td>\n",
       "      <td>7274.04</td>\n",
       "      <td>1</td>\n",
       "      <td>36.552965</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>John Mulligan OBO Mulligan Poultry</th>\n",
       "      <td>198.0</td>\n",
       "      <td>6811.96</td>\n",
       "      <td>1</td>\n",
       "      <td>34.403838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thomas Hill</th>\n",
       "      <td>398.0</td>\n",
       "      <td>13659.62</td>\n",
       "      <td>2</td>\n",
       "      <td>34.320653</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>David &amp; Linda Irvine</th>\n",
       "      <td>199.0</td>\n",
       "      <td>6661.04</td>\n",
       "      <td>1</td>\n",
       "      <td>33.472563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Timothy Kernaghan</th>\n",
       "      <td>398.0</td>\n",
       "      <td>13164.85</td>\n",
       "      <td>2</td>\n",
       "      <td>33.077513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thomas Newell</th>\n",
       "      <td>199.0</td>\n",
       "      <td>6542.70</td>\n",
       "      <td>1</td>\n",
       "      <td>32.877889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Robin Wells</th>\n",
       "      <td>199.0</td>\n",
       "      <td>6107.36</td>\n",
       "      <td>1</td>\n",
       "      <td>30.690251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clive &amp; Rachael Allen</th>\n",
       "      <td>199.0</td>\n",
       "      <td>6017.87</td>\n",
       "      <td>1</td>\n",
       "      <td>30.240553</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>John McCullough OBO JR, RA &amp; ME McCullough</th>\n",
       "      <td>398.0</td>\n",
       "      <td>11629.99</td>\n",
       "      <td>2</td>\n",
       "      <td>29.221080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Maxwell</th>\n",
       "      <td>198.0</td>\n",
       "      <td>5720.98</td>\n",
       "      <td>1</td>\n",
       "      <td>28.893838</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>Gregory Berry</th>\n",
       "      <td>199.0</td>\n",
       "      <td>5221.99</td>\n",
       "      <td>1</td>\n",
       "      <td>26.241156</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>Derek Compton</th>\n",
       "      <td>398.0</td>\n",
       "      <td>8155.81</td>\n",
       "      <td>2</td>\n",
       "      <td>20.491985</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>859 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Capacity (kWtH)  \\\n",
       "Company                                                               \n",
       "John Gilliland OBO Brook Hall Estate                          198.0   \n",
       "Green Biomass Ltd                                             198.0   \n",
       "Conor Teague                                                   99.0   \n",
       "Phelim McGee                                                  198.0   \n",
       "James Hagan and Siobhan Hagan                                 297.0   \n",
       "Noel Smith Ltd                                                198.0   \n",
       "Frederick Maxwell OBO Maxwell Farms                           990.0   \n",
       "Jeremy Hobson                                                 738.0   \n",
       "Colin Newell                                                  198.0   \n",
       "Bruce McAlister                                               396.0   \n",
       "McIlroy Farms Limited                                         585.0   \n",
       "Jeff Wray                                                     198.0   \n",
       "Glenavon House Hotel (1982) Ltd                               198.0   \n",
       "William McNaugher                                             198.0   \n",
       "Harry Nelson                                                  198.0   \n",
       "Charles McAllister                                            198.0   \n",
       "MP Poultry Ltd                                                297.0   \n",
       "Wesley Caldwell OBO W&I Caldwell                              198.0   \n",
       "Ballindarragh Poultry Farm Ltd                                495.0   \n",
       "William Montgomery                                            198.0   \n",
       "Tom Forgrave OBO Knockanloan                                  990.0   \n",
       "Ben Fearon                                                    396.0   \n",
       "Legmore Farms Ltd                                             396.0   \n",
       "GSM Farms Ltd                                                 297.0   \n",
       "Seamus & Jacqueline Mullin                                    198.0   \n",
       "Steven Wilson OBO Deerfin Farm                                297.0   \n",
       "Dermott Tiffney OBO James Tiffney and Sons                     99.0   \n",
       "Simon Campbell                                                297.0   \n",
       "North Down Grain Ltd                                           99.0   \n",
       "Moore (Unidrill) Ltd                                           99.0   \n",
       "...                                                             ...   \n",
       "Stanley Gordon & Andrew Gordon                                398.0   \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",
       "Alan McFarland                                                199.0   \n",
       "Peter Alexander OBO P&S Alexander Poultry                     398.0   \n",
       "John Wallace OBO JC&L Wallace                                 198.0   \n",
       "Gareth Millar OBO Millar SJ & Others                          398.0   \n",
       "Derek McKeown OBO Todds Leap Poultry                          199.0   \n",
       "McGrane Nurseries Ltd                                         997.0   \n",
       "John Mulligan OBO Mulligan Poultry                            198.0   \n",
       "Thomas Hill                                                   398.0   \n",
       "Norhil Poultry Ltd                                            199.0   \n",
       "David & Linda Irvine                                          199.0   \n",
       "Timothy Kernaghan                                             398.0   \n",
       "Thomas Newell                                                 199.0   \n",
       "Robin Wells                                                   199.0   \n",
       "Clive & Rachael Allen                                         199.0   \n",
       "Rowan Renewables Ltd                                          199.0   \n",
       "John McCullough OBO JR, RA & ME McCullough                    398.0   \n",
       "Colin Maxwell                                                 198.0   \n",
       "W & A Nixon & Sons Ltd                                        199.0   \n",
       "Cash Hill Farm Ltd                                            198.0   \n",
       "Gregory Berry                                                 199.0   \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",
       "Derek Compton                                                 398.0   \n",
       "Daly Poultry Ltd.                                             999.0   \n",
       "\n",
       "                                                         Cash   N  \\\n",
       "Company                                                             \n",
       "John Gilliland OBO Brook Hall Estate                199546.82   2   \n",
       "Green Biomass Ltd                                   196804.93   2   \n",
       "Conor Teague                                         97280.85   1   \n",
       "Phelim McGee                                        193304.65   2   \n",
       "James Hagan and Siobhan Hagan                       281593.06   3   \n",
       "Noel Smith Ltd                                      187532.13   2   \n",
       "Frederick Maxwell OBO Maxwell Farms                 906415.26  10   \n",
       "Jeremy Hobson                                       665204.04   8   \n",
       "Colin Newell                                        176478.53   2   \n",
       "Bruce McAlister                                     352682.15   4   \n",
       "McIlroy Farms Limited                               513312.78   6   \n",
       "Jeff Wray                                           171390.71   2   \n",
       "Glenavon House Hotel (1982) Ltd                     167110.13   2   \n",
       "William McNaugher                                   162308.70   2   \n",
       "Harry Nelson                                        159773.26   2   \n",
       "Charles McAllister                                  159016.51   2   \n",
       "MP Poultry Ltd                                      234159.54   3   \n",
       "Wesley Caldwell OBO W&I Caldwell                    151573.75   2   \n",
       "Ballindarragh Poultry Farm Ltd                      377145.55   5   \n",
       "William Montgomery                                  150089.18   2   \n",
       "Tom Forgrave OBO Knockanloan                        748120.98  10   \n",
       "Ben Fearon                                          298521.53   4   \n",
       "Legmore Farms Ltd                                   293496.26   4   \n",
       "GSM Farms Ltd                                       219257.87   3   \n",
       "Seamus & Jacqueline Mullin                          145718.26   2   \n",
       "Steven Wilson OBO Deerfin Farm                      218137.21   3   \n",
       "Dermott Tiffney OBO James Tiffney and Sons           72640.99   1   \n",
       "Simon Campbell                                      217797.70   3   \n",
       "North Down Grain Ltd                                 72275.46   1   \n",
       "Moore (Unidrill) Ltd                                 71804.01   1   \n",
       "...                                                       ...  ..   \n",
       "Stanley Gordon & Andrew Gordon                       15992.25   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",
       "Alan McFarland                                        7427.52   1   \n",
       "Peter Alexander OBO P&S Alexander Poultry            14821.17   2   \n",
       "John Wallace OBO JC&L Wallace                         7324.57   1   \n",
       "Gareth Millar OBO Millar SJ & Others                 14566.95   2   \n",
       "Derek McKeown OBO Todds Leap Poultry                  7274.04   1   \n",
       "McGrane Nurseries Ltd                                35789.74   4   \n",
       "John Mulligan OBO Mulligan Poultry                    6811.96   1   \n",
       "Thomas Hill                                          13659.62   2   \n",
       "Norhil Poultry Ltd                                    6750.79   1   \n",
       "David & Linda Irvine                                  6661.04   1   \n",
       "Timothy Kernaghan                                    13164.85   2   \n",
       "Thomas Newell                                         6542.70   1   \n",
       "Robin Wells                                           6107.36   1   \n",
       "Clive & Rachael Allen                                 6017.87   1   \n",
       "Rowan Renewables Ltd                                  5959.55   1   \n",
       "John McCullough OBO JR, RA & ME McCullough           11629.99   2   \n",
       "Colin Maxwell                                         5720.98   1   \n",
       "W & A Nixon & Sons Ltd                                5682.95   1   \n",
       "Cash Hill Farm Ltd                                    5561.82   1   \n",
       "Gregory Berry                                         5221.99   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",
       "Derek Compton                                         8155.81   2   \n",
       "Daly Poultry Ltd.                                    15795.00   1   \n",
       "\n",
       "                                                    Cash Per Cap.  \n",
       "Company                                                            \n",
       "John Gilliland OBO Brook Hall Estate                  1007.812222  \n",
       "Green Biomass Ltd                                      993.964293  \n",
       "Conor Teague                                           982.634848  \n",
       "Phelim McGee                                           976.286111  \n",
       "James Hagan and Siobhan Hagan                          948.124781  \n",
       "Noel Smith Ltd                                         947.131970  \n",
       "Frederick Maxwell OBO Maxwell Farms                    915.570970  \n",
       "Jeremy Hobson                                          901.360488  \n",
       "Colin Newell                                           891.305707  \n",
       "Bruce McAlister                                        890.611490  \n",
       "McIlroy Farms Limited                                  877.457744  \n",
       "Jeff Wray                                              865.609646  \n",
       "Glenavon House Hotel (1982) Ltd                        843.990556  \n",
       "William McNaugher                                      819.740909  \n",
       "Harry Nelson                                           806.935657  \n",
       "Charles McAllister                                     803.113687  \n",
       "MP Poultry Ltd                                         788.415960  \n",
       "Wesley Caldwell OBO W&I Caldwell                       765.523990  \n",
       "Ballindarragh Poultry Farm Ltd                         761.910202  \n",
       "William Montgomery                                     758.026162  \n",
       "Tom Forgrave OBO Knockanloan                           755.677758  \n",
       "Ben Fearon                                             753.842247  \n",
       "Legmore Farms Ltd                                      741.152172  \n",
       "GSM Farms Ltd                                          738.241987  \n",
       "Seamus & Jacqueline Mullin                             735.950808  \n",
       "Steven Wilson OBO Deerfin Farm                         734.468721  \n",
       "Dermott Tiffney OBO James Tiffney and Sons             733.747374  \n",
       "Simon Campbell                                         733.325589  \n",
       "North Down Grain Ltd                                   730.055152  \n",
       "Moore (Unidrill) Ltd                                   725.293030  \n",
       "...                                                           ...  \n",
       "Stanley Gordon & Andrew Gordon                          40.181533  \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",
       "Alan McFarland                                          37.324221  \n",
       "Peter Alexander OBO P&S Alexander Poultry               37.239121  \n",
       "John Wallace OBO JC&L Wallace                           36.992778  \n",
       "Gareth Millar OBO Millar SJ & Others                    36.600377  \n",
       "Derek McKeown OBO Todds Leap Poultry                    36.552965  \n",
       "McGrane Nurseries Ltd                                   35.897432  \n",
       "John Mulligan OBO Mulligan Poultry                      34.403838  \n",
       "Thomas Hill                                             34.320653  \n",
       "Norhil Poultry Ltd                                      33.923568  \n",
       "David & Linda Irvine                                    33.472563  \n",
       "Timothy Kernaghan                                       33.077513  \n",
       "Thomas Newell                                           32.877889  \n",
       "Robin Wells                                             30.690251  \n",
       "Clive & Rachael Allen                                   30.240553  \n",
       "Rowan Renewables Ltd                                    29.947487  \n",
       "John McCullough OBO JR, RA & ME McCullough              29.221080  \n",
       "Colin Maxwell                                           28.893838  \n",
       "W & A Nixon & Sons Ltd                                  28.557538  \n",
       "Cash Hill Farm Ltd                                      28.090000  \n",
       "Gregory Berry                                           26.241156  \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",
       "Derek Compton                                           20.491985  \n",
       "Daly Poultry Ltd.                                       15.810811  \n",
       "\n",
       "[859 rows x 4 columns]"
      ]
     },
     "execution_count": 205,
     "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": "code",
   "execution_count": 219,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:47:37.109698Z",
     "start_time": "2017-05-24T16:47:37.054588+01:00"
    }
   },
   "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>Withheld</th>\n",
       "      <td>4445.0</td>\n",
       "      <td>2173362.99</td>\n",
       "      <td>46</td>\n",
       "      <td>488.945555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Frederick Maxwell OBO Maxwell Farms</th>\n",
       "      <td>990.0</td>\n",
       "      <td>906415.26</td>\n",
       "      <td>10</td>\n",
       "      <td>915.570970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Forgrave OBO Knockanloan</th>\n",
       "      <td>990.0</td>\n",
       "      <td>748120.98</td>\n",
       "      <td>10</td>\n",
       "      <td>755.677758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gareth Nelson</th>\n",
       "      <td>990.0</td>\n",
       "      <td>679634.84</td>\n",
       "      <td>10</td>\n",
       "      <td>686.499838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jeremy Hobson</th>\n",
       "      <td>738.0</td>\n",
       "      <td>665204.04</td>\n",
       "      <td>8</td>\n",
       "      <td>901.360488</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>Colin Newell OBO Ballyboyland Biomass</th>\n",
       "      <td>990.0</td>\n",
       "      <td>545595.34</td>\n",
       "      <td>10</td>\n",
       "      <td>551.106404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Eglinton (Timber Products) Ltd</th>\n",
       "      <td>1584.0</td>\n",
       "      <td>538885.63</td>\n",
       "      <td>7</td>\n",
       "      <td>340.205574</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>Ecobiomass NI Ltd</th>\n",
       "      <td>990.0</td>\n",
       "      <td>476383.18</td>\n",
       "      <td>10</td>\n",
       "      <td>481.195131</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>Stewart Law OBO Oatlands Farm</th>\n",
       "      <td>693.0</td>\n",
       "      <td>465542.59</td>\n",
       "      <td>7</td>\n",
       "      <td>671.778629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>McCaffrey Aggregates Ltd</th>\n",
       "      <td>990.0</td>\n",
       "      <td>396647.94</td>\n",
       "      <td>10</td>\n",
       "      <td>400.654485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ballindarragh Poultry Farm Ltd</th>\n",
       "      <td>495.0</td>\n",
       "      <td>377145.55</td>\n",
       "      <td>5</td>\n",
       "      <td>761.910202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>John Hogg &amp; Co Ltd</th>\n",
       "      <td>1089.0</td>\n",
       "      <td>368113.69</td>\n",
       "      <td>11</td>\n",
       "      <td>338.029100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L.W. Surphlis &amp; Son Ltd.</th>\n",
       "      <td>908.0</td>\n",
       "      <td>358236.27</td>\n",
       "      <td>10</td>\n",
       "      <td>394.533337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bruce McAlister</th>\n",
       "      <td>396.0</td>\n",
       "      <td>352682.15</td>\n",
       "      <td>4</td>\n",
       "      <td>890.611490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ballybrocky Poultry Farms Ltd</th>\n",
       "      <td>891.0</td>\n",
       "      <td>346633.01</td>\n",
       "      <td>9</td>\n",
       "      <td>389.038171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dennison Commercials Ltd</th>\n",
       "      <td>1089.0</td>\n",
       "      <td>343734.72</td>\n",
       "      <td>11</td>\n",
       "      <td>315.642534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hegan Farms Ltd</th>\n",
       "      <td>693.0</td>\n",
       "      <td>315511.64</td>\n",
       "      <td>7</td>\n",
       "      <td>455.283752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valley Services (NI) Ltd</th>\n",
       "      <td>594.0</td>\n",
       "      <td>305629.59</td>\n",
       "      <td>6</td>\n",
       "      <td>514.527929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acheson &amp; Glover Precast Ltd</th>\n",
       "      <td>693.0</td>\n",
       "      <td>302210.94</td>\n",
       "      <td>7</td>\n",
       "      <td>436.090823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ben Fearon</th>\n",
       "      <td>396.0</td>\n",
       "      <td>298521.53</td>\n",
       "      <td>4</td>\n",
       "      <td>753.842247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tullysaran Farms Ltd</th>\n",
       "      <td>594.0</td>\n",
       "      <td>294956.31</td>\n",
       "      <td>6</td>\n",
       "      <td>496.559444</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>Wendsley Arnold OBO WT &amp; SD Arnold</th>\n",
       "      <td>990.0</td>\n",
       "      <td>290192.50</td>\n",
       "      <td>10</td>\n",
       "      <td>293.123737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ewing Farms Ltd</th>\n",
       "      <td>594.0</td>\n",
       "      <td>289177.88</td>\n",
       "      <td>6</td>\n",
       "      <td>486.831448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>James Hagan and Siobhan Hagan</th>\n",
       "      <td>297.0</td>\n",
       "      <td>281593.06</td>\n",
       "      <td>3</td>\n",
       "      <td>948.124781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Janice Black OBO E&amp;J Black</th>\n",
       "      <td>495.0</td>\n",
       "      <td>281527.29</td>\n",
       "      <td>5</td>\n",
       "      <td>568.742000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Denver McLean</th>\n",
       "      <td>396.0</td>\n",
       "      <td>280009.80</td>\n",
       "      <td>4</td>\n",
       "      <td>707.095455</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>Mayobridge Golf Club</th>\n",
       "      <td>32.0</td>\n",
       "      <td>5894.37</td>\n",
       "      <td>1</td>\n",
       "      <td>184.199062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Phillips Heating and Stoves Limited</th>\n",
       "      <td>29.0</td>\n",
       "      <td>5859.01</td>\n",
       "      <td>1</td>\n",
       "      <td>202.034828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mark McKenna OBO KJ Aviation</th>\n",
       "      <td>35.0</td>\n",
       "      <td>5844.75</td>\n",
       "      <td>1</td>\n",
       "      <td>166.992857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Korwind Ltd</th>\n",
       "      <td>46.0</td>\n",
       "      <td>5765.19</td>\n",
       "      <td>1</td>\n",
       "      <td>125.330217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>St James of Jerusalem Mullaghbrack</th>\n",
       "      <td>80.0</td>\n",
       "      <td>5748.38</td>\n",
       "      <td>1</td>\n",
       "      <td>71.854750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Maxwell</th>\n",
       "      <td>198.0</td>\n",
       "      <td>5720.98</td>\n",
       "      <td>1</td>\n",
       "      <td>28.893838</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>The Irish Landmark Trust Ltd</th>\n",
       "      <td>60.0</td>\n",
       "      <td>5547.74</td>\n",
       "      <td>1</td>\n",
       "      <td>92.462333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MCM Electrical Contracts Ltd</th>\n",
       "      <td>43.0</td>\n",
       "      <td>5495.24</td>\n",
       "      <td>1</td>\n",
       "      <td>127.796279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colloide Engineering Systems Ltd</th>\n",
       "      <td>49.0</td>\n",
       "      <td>5438.71</td>\n",
       "      <td>1</td>\n",
       "      <td>110.994082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stanley Simpson OBO TS &amp; MY Simpson</th>\n",
       "      <td>60.0</td>\n",
       "      <td>5422.96</td>\n",
       "      <td>1</td>\n",
       "      <td>90.382667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Bolton OBO CR Bolton Sole Trader</th>\n",
       "      <td>60.0</td>\n",
       "      <td>5332.69</td>\n",
       "      <td>1</td>\n",
       "      <td>88.878167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Madeline Quinn OBO Caulfield House</th>\n",
       "      <td>43.0</td>\n",
       "      <td>5322.51</td>\n",
       "      <td>1</td>\n",
       "      <td>123.779302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Solmatix Ltd</th>\n",
       "      <td>28.0</td>\n",
       "      <td>5227.45</td>\n",
       "      <td>1</td>\n",
       "      <td>186.694643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gregory Berry</th>\n",
       "      <td>199.0</td>\n",
       "      <td>5221.99</td>\n",
       "      <td>1</td>\n",
       "      <td>26.241156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Connor Ward OBO Camera Guest House</th>\n",
       "      <td>32.0</td>\n",
       "      <td>5177.01</td>\n",
       "      <td>1</td>\n",
       "      <td>161.781563</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>Manfreight Ltd</th>\n",
       "      <td>25.0</td>\n",
       "      <td>5168.61</td>\n",
       "      <td>1</td>\n",
       "      <td>206.744400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Robert Greer</th>\n",
       "      <td>36.0</td>\n",
       "      <td>5136.26</td>\n",
       "      <td>1</td>\n",
       "      <td>142.673889</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>Shane McKenna OBO McKenna Haulage</th>\n",
       "      <td>49.0</td>\n",
       "      <td>5108.76</td>\n",
       "      <td>1</td>\n",
       "      <td>104.260408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oakra Hardwood Flooring Ltd</th>\n",
       "      <td>40.0</td>\n",
       "      <td>5012.98</td>\n",
       "      <td>1</td>\n",
       "      <td>125.324500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Department of Agriculture and Rural Affairs (Greenmount College)</th>\n",
       "      <td>60.0</td>\n",
       "      <td>4895.07</td>\n",
       "      <td>1</td>\n",
       "      <td>81.584500</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>National Trust (Springhill)</th>\n",
       "      <td>30.0</td>\n",
       "      <td>4133.90</td>\n",
       "      <td>1</td>\n",
       "      <td>137.796667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oakgrove Cabins ltd</th>\n",
       "      <td>40.0</td>\n",
       "      <td>3538.21</td>\n",
       "      <td>1</td>\n",
       "      <td>88.455250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>National Trust (Florence Court)</th>\n",
       "      <td>36.0</td>\n",
       "      <td>3148.25</td>\n",
       "      <td>1</td>\n",
       "      <td>87.451389</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>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",
       "  </tbody>\n",
       "</table>\n",
       "<p>859 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Capacity (kWtH)  \\\n",
       "Company                                                               \n",
       "Withheld                                                     4445.0   \n",
       "Frederick Maxwell OBO Maxwell Farms                           990.0   \n",
       "Tom Forgrave OBO Knockanloan                                  990.0   \n",
       "Gareth Nelson                                                 990.0   \n",
       "Jeremy Hobson                                                 738.0   \n",
       "Paul Hobson Ltd                                               963.0   \n",
       "Colin Newell OBO Ballyboyland Biomass                         990.0   \n",
       "Eglinton (Timber Products) Ltd                               1584.0   \n",
       "McIlroy Farms Limited                                         585.0   \n",
       "Ecobiomass NI Ltd                                             990.0   \n",
       "Mountain View Farm Ltd                                        693.0   \n",
       "Stewart Law OBO Oatlands Farm                                 693.0   \n",
       "McCaffrey Aggregates Ltd                                      990.0   \n",
       "Ballindarragh Poultry Farm Ltd                                495.0   \n",
       "John Hogg & Co Ltd                                           1089.0   \n",
       "L.W. Surphlis & Son Ltd.                                      908.0   \n",
       "Bruce McAlister                                               396.0   \n",
       "Ballybrocky Poultry Farms Ltd                                 891.0   \n",
       "Dennison Commercials Ltd                                     1089.0   \n",
       "Hegan Farms Ltd                                               693.0   \n",
       "Valley Services (NI) Ltd                                      594.0   \n",
       "Acheson & Glover Precast Ltd                                  693.0   \n",
       "Ben Fearon                                                    396.0   \n",
       "Tullysaran Farms Ltd                                          594.0   \n",
       "Legmore Farms Ltd                                             396.0   \n",
       "Wendsley Arnold OBO WT & SD Arnold                            990.0   \n",
       "Ewing Farms Ltd                                               594.0   \n",
       "James Hagan and Siobhan Hagan                                 297.0   \n",
       "Janice Black OBO E&J Black                                    495.0   \n",
       "Denver McLean                                                 396.0   \n",
       "...                                                             ...   \n",
       "Mayobridge Golf Club                                           32.0   \n",
       "Phillips Heating and Stoves Limited                            29.0   \n",
       "Mark McKenna OBO KJ Aviation                                   35.0   \n",
       "Korwind Ltd                                                    46.0   \n",
       "St James of Jerusalem Mullaghbrack                             80.0   \n",
       "Colin Maxwell                                                 198.0   \n",
       "W & A Nixon & Sons Ltd                                        199.0   \n",
       "Cash Hill Farm Ltd                                            198.0   \n",
       "The Irish Landmark Trust Ltd                                   60.0   \n",
       "MCM Electrical Contracts Ltd                                   43.0   \n",
       "Colloide Engineering Systems Ltd                               49.0   \n",
       "Stanley Simpson OBO TS & MY Simpson                            60.0   \n",
       "Colin Bolton OBO CR Bolton Sole Trader                         60.0   \n",
       "Madeline Quinn OBO Caulfield House                             43.0   \n",
       "Solmatix Ltd                                                   28.0   \n",
       "Gregory Berry                                                 199.0   \n",
       "Connor Ward OBO Camera Guest House                             32.0   \n",
       "Curtis Developments Ltd T/A Curtis Toyota                     198.0   \n",
       "Manfreight Ltd                                                 25.0   \n",
       "Robert Greer                                                   36.0   \n",
       "Cloughbane Farm Foods Ltd                                      99.0   \n",
       "Shane McKenna OBO McKenna Haulage                              49.0   \n",
       "Oakra Hardwood Flooring Ltd                                    40.0   \n",
       "Department of Agriculture and Rural Affairs (Gr...             60.0   \n",
       "Culmore Energy                                                 99.0   \n",
       "National Trust (Springhill)                                    30.0   \n",
       "Oakgrove Cabins ltd                                            40.0   \n",
       "National Trust (Florence Court)                                36.0   \n",
       "Oakra Hardwood Flooring ltd                                    60.0   \n",
       "CRANN ENERGY LTD                                               50.0   \n",
       "\n",
       "                                                          Cash   N  \\\n",
       "Company                                                              \n",
       "Withheld                                            2173362.99  46   \n",
       "Frederick Maxwell OBO Maxwell Farms                  906415.26  10   \n",
       "Tom Forgrave OBO Knockanloan                         748120.98  10   \n",
       "Gareth Nelson                                        679634.84  10   \n",
       "Jeremy Hobson                                        665204.04   8   \n",
       "Paul Hobson Ltd                                      659540.81  13   \n",
       "Colin Newell OBO Ballyboyland Biomass                545595.34  10   \n",
       "Eglinton (Timber Products) Ltd                       538885.63   7   \n",
       "McIlroy Farms Limited                                513312.78   6   \n",
       "Ecobiomass NI Ltd                                    476383.18  10   \n",
       "Mountain View Farm Ltd                               471971.94   7   \n",
       "Stewart Law OBO Oatlands Farm                        465542.59   7   \n",
       "McCaffrey Aggregates Ltd                             396647.94  10   \n",
       "Ballindarragh Poultry Farm Ltd                       377145.55   5   \n",
       "John Hogg & Co Ltd                                   368113.69  11   \n",
       "L.W. Surphlis & Son Ltd.                             358236.27  10   \n",
       "Bruce McAlister                                      352682.15   4   \n",
       "Ballybrocky Poultry Farms Ltd                        346633.01   9   \n",
       "Dennison Commercials Ltd                             343734.72  11   \n",
       "Hegan Farms Ltd                                      315511.64   7   \n",
       "Valley Services (NI) Ltd                             305629.59   6   \n",
       "Acheson & Glover Precast Ltd                         302210.94   7   \n",
       "Ben Fearon                                           298521.53   4   \n",
       "Tullysaran Farms Ltd                                 294956.31   6   \n",
       "Legmore Farms Ltd                                    293496.26   4   \n",
       "Wendsley Arnold OBO WT & SD Arnold                   290192.50  10   \n",
       "Ewing Farms Ltd                                      289177.88   6   \n",
       "James Hagan and Siobhan Hagan                        281593.06   3   \n",
       "Janice Black OBO E&J Black                           281527.29   5   \n",
       "Denver McLean                                        280009.80   4   \n",
       "...                                                        ...  ..   \n",
       "Mayobridge Golf Club                                   5894.37   1   \n",
       "Phillips Heating and Stoves Limited                    5859.01   1   \n",
       "Mark McKenna OBO KJ Aviation                           5844.75   1   \n",
       "Korwind Ltd                                            5765.19   1   \n",
       "St James of Jerusalem Mullaghbrack                     5748.38   1   \n",
       "Colin Maxwell                                          5720.98   1   \n",
       "W & A Nixon & Sons Ltd                                 5682.95   1   \n",
       "Cash Hill Farm Ltd                                     5561.82   1   \n",
       "The Irish Landmark Trust Ltd                           5547.74   1   \n",
       "MCM Electrical Contracts Ltd                           5495.24   1   \n",
       "Colloide Engineering Systems Ltd                       5438.71   1   \n",
       "Stanley Simpson OBO TS & MY Simpson                    5422.96   1   \n",
       "Colin Bolton OBO CR Bolton Sole Trader                 5332.69   1   \n",
       "Madeline Quinn OBO Caulfield House                     5322.51   1   \n",
       "Solmatix Ltd                                           5227.45   1   \n",
       "Gregory Berry                                          5221.99   1   \n",
       "Connor Ward OBO Camera Guest House                     5177.01   1   \n",
       "Curtis Developments Ltd T/A Curtis Toyota              5170.90   1   \n",
       "Manfreight Ltd                                         5168.61   1   \n",
       "Robert Greer                                           5136.26   1   \n",
       "Cloughbane Farm Foods Ltd                              5123.75   1   \n",
       "Shane McKenna OBO McKenna Haulage                      5108.76   1   \n",
       "Oakra Hardwood Flooring Ltd                            5012.98   1   \n",
       "Department of Agriculture and Rural Affairs (Gr...     4895.07   1   \n",
       "Culmore Energy                                         4332.12   1   \n",
       "National Trust (Springhill)                            4133.90   1   \n",
       "Oakgrove Cabins ltd                                    3538.21   1   \n",
       "National Trust (Florence Court)                        3148.25   1   \n",
       "Oakra Hardwood Flooring ltd                            3045.65   1   \n",
       "CRANN ENERGY LTD                                       2057.80   1   \n",
       "\n",
       "                                                    Cash Per Cap.  \n",
       "Company                                                            \n",
       "Withheld                                               488.945555  \n",
       "Frederick Maxwell OBO Maxwell Farms                    915.570970  \n",
       "Tom Forgrave OBO Knockanloan                           755.677758  \n",
       "Gareth Nelson                                          686.499838  \n",
       "Jeremy Hobson                                          901.360488  \n",
       "Paul Hobson Ltd                                        684.881423  \n",
       "Colin Newell OBO Ballyboyland Biomass                  551.106404  \n",
       "Eglinton (Timber Products) Ltd                         340.205574  \n",
       "McIlroy Farms Limited                                  877.457744  \n",
       "Ecobiomass NI Ltd                                      481.195131  \n",
       "Mountain View Farm Ltd                                 681.056190  \n",
       "Stewart Law OBO Oatlands Farm                          671.778629  \n",
       "McCaffrey Aggregates Ltd                               400.654485  \n",
       "Ballindarragh Poultry Farm Ltd                         761.910202  \n",
       "John Hogg & Co Ltd                                     338.029100  \n",
       "L.W. Surphlis & Son Ltd.                               394.533337  \n",
       "Bruce McAlister                                        890.611490  \n",
       "Ballybrocky Poultry Farms Ltd                          389.038171  \n",
       "Dennison Commercials Ltd                               315.642534  \n",
       "Hegan Farms Ltd                                        455.283752  \n",
       "Valley Services (NI) Ltd                               514.527929  \n",
       "Acheson & Glover Precast Ltd                           436.090823  \n",
       "Ben Fearon                                             753.842247  \n",
       "Tullysaran Farms Ltd                                   496.559444  \n",
       "Legmore Farms Ltd                                      741.152172  \n",
       "Wendsley Arnold OBO WT & SD Arnold                     293.123737  \n",
       "Ewing Farms Ltd                                        486.831448  \n",
       "James Hagan and Siobhan Hagan                          948.124781  \n",
       "Janice Black OBO E&J Black                             568.742000  \n",
       "Denver McLean                                          707.095455  \n",
       "...                                                           ...  \n",
       "Mayobridge Golf Club                                   184.199062  \n",
       "Phillips Heating and Stoves Limited                    202.034828  \n",
       "Mark McKenna OBO KJ Aviation                           166.992857  \n",
       "Korwind Ltd                                            125.330217  \n",
       "St James of Jerusalem Mullaghbrack                      71.854750  \n",
       "Colin Maxwell                                           28.893838  \n",
       "W & A Nixon & Sons Ltd                                  28.557538  \n",
       "Cash Hill Farm Ltd                                      28.090000  \n",
       "The Irish Landmark Trust Ltd                            92.462333  \n",
       "MCM Electrical Contracts Ltd                           127.796279  \n",
       "Colloide Engineering Systems Ltd                       110.994082  \n",
       "Stanley Simpson OBO TS & MY Simpson                     90.382667  \n",
       "Colin Bolton OBO CR Bolton Sole Trader                  88.878167  \n",
       "Madeline Quinn OBO Caulfield House                     123.779302  \n",
       "Solmatix Ltd                                           186.694643  \n",
       "Gregory Berry                                           26.241156  \n",
       "Connor Ward OBO Camera Guest House                     161.781563  \n",
       "Curtis Developments Ltd T/A Curtis Toyota               26.115657  \n",
       "Manfreight Ltd                                         206.744400  \n",
       "Robert Greer                                           142.673889  \n",
       "Cloughbane Farm Foods Ltd                               51.755051  \n",
       "Shane McKenna OBO McKenna Haulage                      104.260408  \n",
       "Oakra Hardwood Flooring Ltd                            125.324500  \n",
       "Department of Agriculture and Rural Affairs (Gr...      81.584500  \n",
       "Culmore Energy                                          43.758788  \n",
       "National Trust (Springhill)                            137.796667  \n",
       "Oakgrove Cabins ltd                                     88.455250  \n",
       "National Trust (Florence Court)                         87.451389  \n",
       "Oakra Hardwood Flooring ltd                             50.760833  \n",
       "CRANN ENERGY LTD                                        41.156000  \n",
       "\n",
       "[859 rows x 4 columns]"
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "company_df.sort_values('Cash', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# `cufflinks`\n",
    "\n",
    "Fancy interactive plotting with `plotly`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:48:24.648863Z",
     "start_time": "2017-05-24T16:48:22.367772+01:00"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~bolster/257.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 220,
     "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": 221,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:48:31.099632Z",
     "start_time": "2017-05-24T16:48:27.052784+01:00"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~bolster/259.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 221,
     "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": 222,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:48:44.101870Z",
     "start_time": "2017-05-24T16:48:40.499646+01:00"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~bolster/261.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 222,
     "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-may-17',\n",
    "                        world_readable=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:48:46.936012Z",
     "start_time": "2017-05-24T16:48:44.105297+01:00"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~bolster/263.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_con_df_month_con.iplot(kind='heatmap',colorscale='spectral')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:50.513624Z",
     "start_time": "2017-05-24T16:43:50.456586+01:00"
    },
    "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 East</th>\n",
       "      <th>Belfast South</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>National Trust</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",
       "      <th>Withheld</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",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64016.50</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>6995.34</td>\n",
       "      <td>NaN</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>71743.65</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",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-31</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\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>NaN</td>\n",
       "      <td>38638.25</td>\n",
       "      <td>NaN</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>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>30542.34</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>NaN</td>\n",
       "      <td>132964.34</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>31631.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84285.55</td>\n",
       "      <td>58044.85</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Constituency  Belfast East  Belfast South  Belfast West  East Londonderry  \\\n",
       "Date                                                                        \n",
       "2013-01-31             NaN            NaN           NaN               NaN   \n",
       "2013-02-28             NaN            NaN           NaN               NaN   \n",
       "2013-03-31             NaN            NaN      37234.47               NaN   \n",
       "2013-04-30             NaN            NaN           NaN               NaN   \n",
       "2013-05-31             NaN            NaN           NaN               NaN   \n",
       "\n",
       "Constituency  Fermanagh and South Tyrone     Foyle  Lagan Valley  Mid Ulster  \\\n",
       "Date                                                                           \n",
       "2013-01-31                      64016.50       NaN           NaN         NaN   \n",
       "2013-02-28                      71743.65       NaN           NaN         NaN   \n",
       "2013-03-31                           NaN       NaN           NaN         NaN   \n",
       "2013-04-30                           NaN       NaN           NaN         NaN   \n",
       "2013-05-31                     132964.34  51611.56           NaN   172751.55   \n",
       "\n",
       "Constituency  National Trust  Newry and Armagh  North Antrim  North Down  \\\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      26159.07         NaN   \n",
       "2013-05-31               NaN               NaN           NaN         NaN   \n",
       "\n",
       "Constituency  South Antrim  South Down  Strangford  Upper Bann  West Tyrone  \\\n",
       "Date                                                                          \n",
       "2013-01-31             NaN     6995.34         NaN         NaN          NaN   \n",
       "2013-02-28        27822.92         NaN         NaN         NaN     19873.24   \n",
       "2013-03-31             NaN         NaN         NaN         NaN     38638.25   \n",
       "2013-04-30             NaN         NaN         NaN    30542.34          NaN   \n",
       "2013-05-31        31631.25         NaN         NaN    84285.55     58044.85   \n",
       "\n",
       "Constituency  Withheld  \n",
       "Date                    \n",
       "2013-01-31         NaN  \n",
       "2013-02-28         NaN  \n",
       "2013-03-31         NaN  \n",
       "2013-04-30         NaN  \n",
       "2013-05-31         NaN  "
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_con_df_month_con.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:50.552668Z",
     "start_time": "2017-05-24T16:43:50.516175+01:00"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Constituency\n",
       "West Tyrone                   13496893.09\n",
       "Upper Bann                    11254545.39\n",
       "North Antrim                   8215759.26\n",
       "Fermanagh and South Tyrone     5933986.94\n",
       "South Antrim                   5497459.97\n",
       "Mid Ulster                     4911558.45\n",
       "Newry and Armagh               4316339.85\n",
       "Withheld                       2173362.99\n",
       "Strangford                     1365137.15\n",
       "Lagan Valley                   1043198.32\n",
       "East Londonderry                678555.61\n",
       "South Down                      403570.20\n",
       "Foyle                           352278.21\n",
       "Belfast West                    257127.67\n",
       "North Down                      143551.82\n",
       "Belfast South                   101001.24\n",
       "National Trust                   93785.72\n",
       "Belfast East                     57728.22\n",
       "dtype: float64"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_con_df_month_con.sum().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:49:04.579161Z",
     "start_time": "2017-05-24T16:49:02.424038+01:00"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~bolster/265.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 224,
     "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-may-17',world_readable=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Extra Fun Bits\n",
    "## TQDM Notebook\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:54.477056Z",
     "start_time": "2017-05-24T16:43:53.328263+01:00"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cbb3794323884a25a3aa82841a91d439"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "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": 214,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:55.166650Z",
     "start_time": "2017-05-24T16:43:54.478693+01:00"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8beeec054200409786f6f4d074113f88"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "793a58f8351a4184aabddd46ecfaf651"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0    4958893\n",
       "1    4954431\n",
       "2    4964293\n",
       "3    4939769\n",
       "4    4954198\n",
       "5    4940869\n",
       "dtype: int64"
      ]
     },
     "execution_count": 214,
     "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": 215,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:43:55.906398Z",
     "start_time": "2017-05-24T16:43:55.169759+01:00"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "940d0b714ebb46bd9b841f753f1d894f"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "063afcbef1614247a19dd9bf3a2ebfad"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0    4961046\n",
       "1    4942012\n",
       "2    4952551\n",
       "3    4969861\n",
       "4    4950967\n",
       "5    4951012\n",
       "dtype: int64"
      ]
     },
     "execution_count": 215,
     "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": {},
   "source": [
    "# Extra Toys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:49:15.754655Z",
     "start_time": "2017-05-24T16:49:15.717187+01:00"
    }
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "cannot index with vector containing NA / NaN values",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-225-1ac991022ec2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCompany\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'urch'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/home/bolster/anaconda3/lib/python3.5/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2051\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2052\u001b[0m             \u001b[0;31m# either boolean or fancy integer index\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2053\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2054\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2055\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/bolster/anaconda3/lib/python3.5/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_array\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2078\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2079\u001b[0m         \u001b[0;31m# also raises Exception if object array with NA values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2080\u001b[0;31m         \u001b[0;32mif\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_bool_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2081\u001b[0m             \u001b[0;31m# warning here just in case -- previously __setitem__ was\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2082\u001b[0m             \u001b[0;31m# reindexing but __getitem__ was not; it seems more reasonable to\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/bolster/anaconda3/lib/python3.5/site-packages/pandas/core/common.py\u001b[0m in \u001b[0;36mis_bool_indexer\u001b[0;34m(key)\u001b[0m\n\u001b[1;32m    199\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_bool_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    200\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0misnull\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 201\u001b[0;31m                     raise ValueError('cannot index with vector containing '\n\u001b[0m\u001b[1;32m    202\u001b[0m                                      'NA / NaN values')\n\u001b[1;32m    203\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: cannot index with vector containing NA / NaN values"
     ]
    }
   ],
   "source": [
    "df[df.Company.str.contains('urch')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:49:22.269109Z",
     "start_time": "2017-05-24T16:49:22.237138+01:00"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Company\n",
       "Withheld                          4445.0\n",
       "Eglinton (Timber Products) Ltd    1584.0\n",
       "Jason Browne OBO EJ&MJ Browne     1387.0\n",
       "John Hogg & Co Ltd                1089.0\n",
       "Dennison Commercials Ltd          1089.0\n",
       "Name: Capacity (kWtH), dtype: float64"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('Company')['Capacity (kWtH)'].sum().sort_values(ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:49:40.461605Z",
     "start_time": "2017-05-24T16:49:40.429101+01:00"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Company\n",
       "Withheld                    46\n",
       "Paul Hobson Ltd             13\n",
       "John Hogg & Co Ltd          11\n",
       "Dennison Commercials Ltd    11\n",
       "Ecobiomass NI Ltd           10\n",
       "dtype: int64"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('Company').size().sort_values(ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:49:45.589558Z",
     "start_time": "2017-05-24T16:49:45.059031+01:00"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f5d1967b8>"
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABQQAAAI/CAYAAAAhhNR7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f5d173940>"
      ]
     },
     "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": 229,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:49:53.581757Z",
     "start_time": "2017-05-24T16:49:53.078043+01:00"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f5d0c2128>"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABPYAAAI/CAYAAAD0s1cfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSJHWQwZ4kSZIkSZLUQf8fZE8C+4DjKksAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f5d1737f0>"
      ]
     },
     "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": 234,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:51:51.228533Z",
     "start_time": "2017-05-24T16:51:51.177300+01:00"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "con_df.to_hdf('datastore.h5','may')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:51:56.750141Z",
     "start_time": "2017-05-24T16:51:56.703678+01:00"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "old_con_df = pd.read_hdf('datastore.h5','original')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:52:35.450562Z",
     "start_time": "2017-05-24T16:52:35.424608+01:00"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def ratio(con_df):\n",
    "    return con_df.groupby('Constituency')['Cash'].sum()/con_df['Cash'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:55:01.528213Z",
     "start_time": "2017-05-24T16:55:01.018739+01:00"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f3956cc50>"
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABPYAAAI/CAYAAAD0s1cfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfT+cYLxvg+cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f39572588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.concat(map(ratio, [old_con_df, con_df]),keys=['old','new'], axis=1).diff(axis=1)['new'].plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:54:35.501564Z",
     "start_time": "2017-05-24T16:54:35.475693+01:00"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>new</th>\n",
       "      <th>old</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Belfast East</th>\n",
       "      <td>0.000957</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belfast South</th>\n",
       "      <td>0.001675</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belfast West</th>\n",
       "      <td>0.004264</td>\n",
       "      <td>0.009309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>East Londonderry</th>\n",
       "      <td>0.011254</td>\n",
       "      <td>0.010527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fermanagh and South Tyrone</th>\n",
       "      <td>0.098415</td>\n",
       "      <td>0.133955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Foyle</th>\n",
       "      <td>0.005842</td>\n",
       "      <td>0.004451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lagan Valley</th>\n",
       "      <td>0.017301</td>\n",
       "      <td>0.009091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mid Ulster</th>\n",
       "      <td>0.081458</td>\n",
       "      <td>0.106291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>National Trust</th>\n",
       "      <td>0.001555</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Newry and Armagh</th>\n",
       "      <td>0.071586</td>\n",
       "      <td>0.095074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Antrim</th>\n",
       "      <td>0.136257</td>\n",
       "      <td>0.034311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Down</th>\n",
       "      <td>0.002381</td>\n",
       "      <td>0.002522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Antrim</th>\n",
       "      <td>0.091175</td>\n",
       "      <td>0.081656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Down</th>\n",
       "      <td>0.006693</td>\n",
       "      <td>0.013669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strangford</th>\n",
       "      <td>0.022641</td>\n",
       "      <td>0.015583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Upper Bann</th>\n",
       "      <td>0.186655</td>\n",
       "      <td>0.210182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Tyrone</th>\n",
       "      <td>0.223845</td>\n",
       "      <td>0.250086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Withheld</th>\n",
       "      <td>0.036045</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 new       old\n",
       "Belfast East                0.000957       NaN\n",
       "Belfast South               0.001675       NaN\n",
       "Belfast West                0.004264  0.009309\n",
       "East Londonderry            0.011254  0.010527\n",
       "Fermanagh and South Tyrone  0.098415  0.133955\n",
       "Foyle                       0.005842  0.004451\n",
       "Lagan Valley                0.017301  0.009091\n",
       "Mid Ulster                  0.081458  0.106291\n",
       "National Trust              0.001555       NaN\n",
       "Newry and Armagh            0.071586  0.095074\n",
       "North Antrim                0.136257  0.034311\n",
       "North Down                  0.002381  0.002522\n",
       "South Antrim                0.091175  0.081656\n",
       "South Down                  0.006693  0.013669\n",
       "Strangford                  0.022641  0.015583\n",
       "Upper Bann                  0.186655  0.210182\n",
       "West Tyrone                 0.223845  0.250086\n",
       "Withheld                    0.036045       NaN"
      ]
     },
     "execution_count": 245,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat(map(ratio, [con_df, old_con_df]),keys=['new','old'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-24T15:56:48.663361Z",
     "start_time": "2017-05-24T16:56:48.624775+01:00"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Constituency\n",
       "Belfast East                  0.000957\n",
       "Belfast South                 0.001675\n",
       "Belfast West                  0.004264\n",
       "East Londonderry              0.011254\n",
       "Fermanagh and South Tyrone    0.098415\n",
       "Foyle                         0.005842\n",
       "Lagan Valley                  0.017301\n",
       "Mid Ulster                    0.081458\n",
       "National Trust                0.001555\n",
       "Newry and Armagh              0.071586\n",
       "North Antrim                  0.136257\n",
       "North Down                    0.002381\n",
       "South Antrim                  0.091175\n",
       "South Down                    0.006693\n",
       "Strangford                    0.022641\n",
       "Upper Bann                    0.186655\n",
       "West Tyrone                   0.223845\n",
       "Withheld                      0.036045\n",
       "Name: Cash, dtype: float64"
      ]
     },
     "execution_count": 247,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratio(con_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "latex_envs": {
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 0
  },
  "nav_menu": {},
  "nbpresent": {
   "slides": {
    "5360a337-9b6a-43c5-89cf-fb31df4396b3": {
     "id": "5360a337-9b6a-43c5-89cf-fb31df4396b3",
     "prev": "8ecedb82-cba3-4285-90b7-fc5cedea761c",
     "regions": {
      "8fb8aae8-fdb1-4b14-8bd9-28d8dc230a64": {
       "attrs": {
        "height": 0.8,
        "width": 0.8,
        "x": 0.1,
        "y": 0.1
       },
       "content": {
        "cell": "b1c290d9-5d32-4646-ad5a-998456a919ef",
        "part": "whole"
       },
       "id": "8fb8aae8-fdb1-4b14-8bd9-28d8dc230a64"
      }
     }
    },
    "732809a6-25f2-4cc8-bd71-e348a70f9134": {
     "id": "732809a6-25f2-4cc8-bd71-e348a70f9134",
     "prev": "dd633e8f-e086-4052-8711-89ea5c4e3ee0",
     "regions": {
      "6f2cfc8f-0baa-42fd-ba57-69ed32deb717": {
       "attrs": {
        "height": 0.8,
        "width": 0.8,
        "x": 0.1,
        "y": 0.1
       },
       "content": {
        "cell": "32f0e728-ed7a-4bc9-9333-14ce685ccc93",
        "part": "whole"
       },
       "id": "6f2cfc8f-0baa-42fd-ba57-69ed32deb717"
      }
     }
    },
    "7b15a0f0-8358-48c8-97cb-c35b14b828e7": {
     "id": "7b15a0f0-8358-48c8-97cb-c35b14b828e7",
     "prev": null,
     "regions": {
      "5de81fe9-8b76-4135-bc27-19351792aa42": {
       "attrs": {
        "height": 0.8,
        "width": 0.8,
        "x": 0.1,
        "y": 0.1
       },
       "content": {
        "cell": "5f46c547-d70c-48c4-b3c5-ae1ccb39fb35",
        "part": "whole"
       },
       "id": "5de81fe9-8b76-4135-bc27-19351792aa42"
      }
     }
    },
    "8ecedb82-cba3-4285-90b7-fc5cedea761c": {
     "id": "8ecedb82-cba3-4285-90b7-fc5cedea761c",
     "prev": "7b15a0f0-8358-48c8-97cb-c35b14b828e7",
     "regions": {
      "b3794a70-2d15-4969-9dc1-fa0850451a78": {
       "attrs": {
        "height": 0.8,
        "width": 0.8,
        "x": 0.1,
        "y": 0.1
       },
       "content": {
        "cell": "2911673d-c881-48bd-a0df-dc6bd264e82b",
        "part": "whole"
       },
       "id": "b3794a70-2d15-4969-9dc1-fa0850451a78"
      }
     }
    },
    "9ea0a0c0-d4e6-402d-b8f1-cfe6a04404e6": {
     "id": "9ea0a0c0-d4e6-402d-b8f1-cfe6a04404e6",
     "prev": "5360a337-9b6a-43c5-89cf-fb31df4396b3",
     "regions": {
      "618a8917-befe-4e23-aa99-7fe1d769d31b": {
       "attrs": {
        "height": 0.8,
        "width": 0.8,
        "x": 0.1,
        "y": 0.1
       },
       "content": {
        "cell": "d58d147b-a927-4dfd-8f78-2f612ac4aa69",
        "part": "whole"
       },
       "id": "618a8917-befe-4e23-aa99-7fe1d769d31b"
      }
     }
    },
    "c28049f4-c8ab-4f78-8efc-9319310e991a": {
     "id": "c28049f4-c8ab-4f78-8efc-9319310e991a",
     "prev": "732809a6-25f2-4cc8-bd71-e348a70f9134",
     "regions": {
      "54545ac0-f6c3-4214-aa85-b7b116401b2f": {
       "attrs": {
        "height": 0.8,
        "width": 0.8,
        "x": 0.1,
        "y": 0.1
       },
       "content": {
        "cell": "070ab7af-ee92-4a66-916a-37b99dc41ab9",
        "part": "whole"
       },
       "id": "54545ac0-f6c3-4214-aa85-b7b116401b2f"
      }
     }
    },
    "dd633e8f-e086-4052-8711-89ea5c4e3ee0": {
     "id": "dd633e8f-e086-4052-8711-89ea5c4e3ee0",
     "prev": "faed3742-fdf4-4afb-99bf-af52e505bb27",
     "regions": {
      "dcc6a7ee-f9c9-4cfc-9693-b57a1e87e98b": {
       "attrs": {
        "height": 0.8,
        "width": 0.8,
        "x": 0.1,
        "y": 0.1
       },
       "content": {
        "cell": "eeb7f245-9fbf-45eb-b34f-160b76ed1f9f",
        "part": "whole"
       },
       "id": "dcc6a7ee-f9c9-4cfc-9693-b57a1e87e98b"
      }
     }
    },
    "edbc5184-9038-42bf-97da-112be3d55fd4": {
     "id": "edbc5184-9038-42bf-97da-112be3d55fd4",
     "prev": "c28049f4-c8ab-4f78-8efc-9319310e991a",
     "regions": {
      "11238428-9a61-4bdb-82f4-31d17c5d1595": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "7323c7fa-2c1d-4980-b47d-ef07932c8632",
        "part": "whole"
       },
       "id": "11238428-9a61-4bdb-82f4-31d17c5d1595"
      },
      "1752b2de-105d-4633-8747-995073446192": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "815eeefd-d40d-4ea9-b699-321e5eb96909",
        "part": "whole"
       },
       "id": "1752b2de-105d-4633-8747-995073446192"
      },
      "1f803fc2-f295-45ee-b10e-f12e3b201dec": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "0c19b5ab-ecef-4424-97da-d5b2fd3149aa",
        "part": "whole"
       },
       "id": "1f803fc2-f295-45ee-b10e-f12e3b201dec"
      },
      "20099dd7-2b7e-4256-afbc-d7858ef34d33": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "f27ffe3f-a257-487a-a695-bb0fd7a609ae",
        "part": "whole"
       },
       "id": "20099dd7-2b7e-4256-afbc-d7858ef34d33"
      },
      "21ab9338-1a60-4b64-9214-fe223051ed34": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "b7c44487-8cf9-4124-abb4-45d187226f79",
        "part": "whole"
       },
       "id": "21ab9338-1a60-4b64-9214-fe223051ed34"
      },
      "282a1bd3-4eb6-4f0e-9b61-e9194efc2a42": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "2339919f-83bd-4428-a02b-138a4ac83ab7",
        "part": "whole"
       },
       "id": "282a1bd3-4eb6-4f0e-9b61-e9194efc2a42"
      },
      "29790411-4461-4db4-a1e4-3b8799d6eb04": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "3cb71bbc-4b57-43e8-9409-a1ebbe6560f4",
        "part": "whole"
       },
       "id": "29790411-4461-4db4-a1e4-3b8799d6eb04"
      },
      "2fad2af2-0b82-43f8-8444-f18976d8677d": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "fad3f5a8-33b0-4318-af34-f50b92d59487",
        "part": "whole"
       },
       "id": "2fad2af2-0b82-43f8-8444-f18976d8677d"
      },
      "33cd8d25-fcb7-418f-8155-f6726d6e6582": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "e64be18d-699e-42e8-9592-3ded613ee8c6",
        "part": "whole"
       },
       "id": "33cd8d25-fcb7-418f-8155-f6726d6e6582"
      },
      "390dd529-09a3-4988-a445-76e2fdfca247": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "197e41e4-ebd7-4cb3-a305-7624e92c9c1b",
        "part": "whole"
       },
       "id": "390dd529-09a3-4988-a445-76e2fdfca247"
      },
      "3b713b02-ca6a-4ad7-857b-6a444772ba0a": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "c3b44319-964a-476a-9d10-35a8ae32e054",
        "part": "whole"
       },
       "id": "3b713b02-ca6a-4ad7-857b-6a444772ba0a"
      },
      "3fb8ba35-4049-4588-95af-a0c746a43e54": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "29122148-1e1a-4073-963e-097e53e2d104",
        "part": "whole"
       },
       "id": "3fb8ba35-4049-4588-95af-a0c746a43e54"
      },
      "43a589b5-a47f-4993-a743-09595d4ab7fc": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "bcdf3480-4598-4942-a5d5-9e6bab39d7f9",
        "part": "whole"
       },
       "id": "43a589b5-a47f-4993-a743-09595d4ab7fc"
      },
      "5155a124-6b43-485c-895b-abe814983cda": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "ee46c99c-6e43-4b6d-baa0-c250520766d9",
        "part": "whole"
       },
       "id": "5155a124-6b43-485c-895b-abe814983cda"
      },
      "571add52-6bde-47bd-a4e1-7a045fb1dbf5": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "a67f9870-91dc-4b42-a506-97811f61184a",
        "part": "whole"
       },
       "id": "571add52-6bde-47bd-a4e1-7a045fb1dbf5"
      },
      "59ac3f16-60f1-4e93-b64c-c7ebc27d7a4e": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "30e4b658-ef96-4d68-8cc2-743c63b23cf6",
        "part": "whole"
       },
       "id": "59ac3f16-60f1-4e93-b64c-c7ebc27d7a4e"
      },
      "5be44d7f-4720-4a6a-931b-f2e17d603745": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "31355348-91ce-4abf-aad6-c76e079f64e0",
        "part": "whole"
       },
       "id": "5be44d7f-4720-4a6a-931b-f2e17d603745"
      },
      "664313f7-b554-485b-b265-b4f2332dff76": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "117d6c24-7a83-4426-9d9a-f98b9abec796",
        "part": "whole"
       },
       "id": "664313f7-b554-485b-b265-b4f2332dff76"
      },
      "76eb3782-4629-4717-bd5e-69359c098f5d": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "c4950ded-300a-41dc-853a-e38fd9baa973",
        "part": "whole"
       },
       "id": "76eb3782-4629-4717-bd5e-69359c098f5d"
      },
      "77dbcdf1-e6e3-4e6f-887b-fe51d5e1ee9c": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "b2ee4444-24ad-4c0c-9f61-9db5e3cc02ea",
        "part": "whole"
       },
       "id": "77dbcdf1-e6e3-4e6f-887b-fe51d5e1ee9c"
      },
      "793097a6-806a-41bc-a7cf-0f3eb121997f": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "f0f3cc42-5aa4-4f22-a971-8b4759d50c3f",
        "part": "whole"
       },
       "id": "793097a6-806a-41bc-a7cf-0f3eb121997f"
      },
      "79d427bd-1c76-4500-867b-8d85f53b82aa": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "6a25acbf-9052-4bba-9962-6446ffaede72",
        "part": "whole"
       },
       "id": "79d427bd-1c76-4500-867b-8d85f53b82aa"
      },
      "7b3f0f32-8332-4602-9f05-20ae08386883": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "ed0da876-bfc2-4de9-9fe1-c8314e69cfa6",
        "part": "whole"
       },
       "id": "7b3f0f32-8332-4602-9f05-20ae08386883"
      },
      "8ddaa437-360f-4d03-99f7-5c70606bf0b7": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "488b7996-ac21-49c2-863e-6a5a094299b8",
        "part": "whole"
       },
       "id": "8ddaa437-360f-4d03-99f7-5c70606bf0b7"
      },
      "995e92e9-f84d-4f01-967b-99447cda8b94": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "9a63bc9b-cfae-47b2-aa77-9119abc646ca",
        "part": "whole"
       },
       "id": "995e92e9-f84d-4f01-967b-99447cda8b94"
      },
      "9e6d1c2f-ee9e-4cc1-98b7-c823010f4bc3": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "06dd0bec-79f6-4d5d-8dd0-143ee0c63766",
        "part": "whole"
       },
       "id": "9e6d1c2f-ee9e-4cc1-98b7-c823010f4bc3"
      },
      "a4e17d92-9f56-4a65-82d9-026f5c9b91ee": {
       "attrs": {
        "height": 0.8,
        "width": 0.8,
        "x": 0.1,
        "y": 0.1
       },
       "content": {
        "cell": "7c78d73a-f50e-4241-a53a-2a0464be3eda",
        "part": "whole"
       },
       "id": "a4e17d92-9f56-4a65-82d9-026f5c9b91ee"
      },
      "a7493579-4a18-43d8-a113-c226014d1b61": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "cb02ebec-1d52-480b-bb32-f29b0d9f3449",
        "part": "whole"
       },
       "id": "a7493579-4a18-43d8-a113-c226014d1b61"
      },
      "a8216437-25b4-487b-8e61-b5a0dbff19ca": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "b6bf2fa0-726b-4fcb-a5b2-92e8f43b947e",
        "part": "whole"
       },
       "id": "a8216437-25b4-487b-8e61-b5a0dbff19ca"
      },
      "a8239b2a-364a-4df0-8f76-2c574e7f1a0d": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "dbadca8a-1740-421a-ade9-720dba394a90",
        "part": "whole"
       },
       "id": "a8239b2a-364a-4df0-8f76-2c574e7f1a0d"
      },
      "a93ad833-cab7-45a7-9fe7-7e5044057a36": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "c6d70aa8-c59c-4659-b456-507e92ada5b0",
        "part": "whole"
       },
       "id": "a93ad833-cab7-45a7-9fe7-7e5044057a36"
      },
      "b06450cf-3b8c-4305-be59-6601754dd533": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "6f8a913c-4fbd-43b7-b977-0572d9474699",
        "part": "whole"
       },
       "id": "b06450cf-3b8c-4305-be59-6601754dd533"
      },
      "b0a34f42-493f-4e0b-b826-bf6b78ff9654": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "10afa81a-4e95-4812-b996-e09fdd2e72e0",
        "part": "whole"
       },
       "id": "b0a34f42-493f-4e0b-b826-bf6b78ff9654"
      },
      "c3f68ead-48cc-4dcf-8254-a4a0e5d09e48": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "9934506c-86d4-4cbb-aabe-16f7d0460267",
        "part": "whole"
       },
       "id": "c3f68ead-48cc-4dcf-8254-a4a0e5d09e48"
      },
      "c6b50c06-9ab1-45e2-8e51-f3da278ef895": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "5c448e56-5484-4cdc-a723-135a03584f12",
        "part": "whole"
       },
       "id": "c6b50c06-9ab1-45e2-8e51-f3da278ef895"
      },
      "d4e15395-ed47-4a80-9843-bd99f3e2b07d": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "57d605de-e79f-44ba-98af-2e7f4c04f764",
        "part": "whole"
       },
       "id": "d4e15395-ed47-4a80-9843-bd99f3e2b07d"
      },
      "dd0cd68e-4356-4904-a0bf-a2ec4b85158a": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "0cd1975a-44f7-4b30-bbd3-d0880ff03066",
        "part": "whole"
       },
       "id": "dd0cd68e-4356-4904-a0bf-a2ec4b85158a"
      },
      "e045916e-0eb5-4d3f-b68c-31684fb2cc95": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "7487fdfe-2900-4598-845c-cbdd7c1ee102",
        "part": "whole"
       },
       "id": "e045916e-0eb5-4d3f-b68c-31684fb2cc95"
      },
      "e26f6c6a-ecbe-4779-81fa-e2535a5848c8": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "6b5e5ad2-085b-4ff0-adea-933e9ae76007",
        "part": "whole"
       },
       "id": "e26f6c6a-ecbe-4779-81fa-e2535a5848c8"
      },
      "e540ae6e-44bd-4e74-a235-8e7e678dd7f3": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "02356a68-1e53-478f-ab1b-23d18bc9e063",
        "part": "whole"
       },
       "id": "e540ae6e-44bd-4e74-a235-8e7e678dd7f3"
      },
      "e997fa2c-eb0a-44de-b74c-450dfc977363": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "dd6223c6-5291-4ea1-b3b7-721228595030",
        "part": "whole"
       },
       "id": "e997fa2c-eb0a-44de-b74c-450dfc977363"
      },
      "eb0088c1-5e4b-4b08-9e3b-77c98af850e3": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "36d6ea2d-e989-4b56-964f-820bb2709186",
        "part": "whole"
       },
       "id": "eb0088c1-5e4b-4b08-9e3b-77c98af850e3"
      },
      "ec20f507-1e1d-4ff2-90c4-a7edbfdc3a8d": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "5ad4c4d2-9219-4dee-a50b-21781117e380",
        "part": "whole"
       },
       "id": "ec20f507-1e1d-4ff2-90c4-a7edbfdc3a8d"
      },
      "ed794ec1-20d7-4ed1-91f3-62f4c5a3e3ce": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "4537a447-ef09-475d-a71b-125f88451827",
        "part": "whole"
       },
       "id": "ed794ec1-20d7-4ed1-91f3-62f4c5a3e3ce"
      },
      "f1b5bb9e-7a69-460d-b911-d228d8b1b0ce": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "78498b59-0455-444d-9f67-2bd7fb719bc2",
        "part": "whole"
       },
       "id": "f1b5bb9e-7a69-460d-b911-d228d8b1b0ce"
      },
      "f7390d65-d693-44f1-93d9-73720a67d9ab": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "df1bce48-2be7-4cb1-87ff-6e1db90c50c3",
        "part": "whole"
       },
       "id": "f7390d65-d693-44f1-93d9-73720a67d9ab"
      },
      "f925eb43-fb95-49c4-b4e6-2b31f6a74c47": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "ad93ecfa-6273-407a-98e1-8f7e7840f048",
        "part": "whole"
       },
       "id": "f925eb43-fb95-49c4-b4e6-2b31f6a74c47"
      },
      "fbfa6a4e-e4ca-4bc2-8471-e5b524e0ac22": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "b15ac6c5-ae35-425a-8411-758cf6d0a644",
        "part": "whole"
       },
       "id": "fbfa6a4e-e4ca-4bc2-8471-e5b524e0ac22"
      },
      "fc9d2909-ace3-4193-9d51-ffd8a33132b6": {
       "attrs": {
        "height": 0.4,
        "width": 0.8,
        "x": 0.1,
        "y": 0.5
       },
       "content": {
        "cell": "d8ecba4f-0311-4521-97e4-1e0f50c1c246",
        "part": "whole"
       },
       "id": "fc9d2909-ace3-4193-9d51-ffd8a33132b6"
      }
     }
    },
    "faed3742-fdf4-4afb-99bf-af52e505bb27": {
     "id": "faed3742-fdf4-4afb-99bf-af52e505bb27",
     "prev": "9ea0a0c0-d4e6-402d-b8f1-cfe6a04404e6",
     "regions": {
      "0efdc35a-d8ca-4578-857b-c7fa400a1190": {
       "attrs": {
        "height": 0.8,
        "width": 0.8,
        "x": 0.1,
        "y": 0.1
       },
       "content": {
        "cell": "2ab29449-bfbf-4a55-892c-a1af055833be",
        "part": "whole"
       },
       "id": "0efdc35a-d8ca-4578-857b-c7fa400a1190"
      }
     }
    }
   },
   "themes": {
    "default": "7640172d-2967-4b7f-9659-f5b040c159d8",
    "theme": {}
   }
  },
  "toc": {
   "navigate_menu": true,
   "number_sections": false,
   "sideBar": false,
   "threshold": 6,
   "toc_cell": false,
   "toc_section_display": "none",
   "toc_window_display": false
  },
  "toc_position": {
   "height": "40px",
   "left": "1665px",
   "right": "20px",
   "top": "145px",
   "width": "156px"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}