development-US-Basin-and-Range.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Geothermal Development in the US Basin and Range\n",
    "\n",
    "Data for this project was compiled during October 2020 from open sources. \n",
    "\n",
    "Data compilation and analysis below is work in progress by Irene Wallis.\n",
    "\n",
    "Send any corrections for plant or reservoir MWe, in particular publicly available MWe generation numbers, to irene@cubicearth.nz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installed MWe for each reservoir\n",
    "\n",
    "Reporting of installed capacity in the public space is somewhat varied, likely because of project variation through time and different conventions for these numbers (almost always without any statement about the convention used). Where the installed capacity of a reservoir as reported on a company website or presentation does not match the sum of the plant capacities complied from other open data sources, the company data are used. \n",
    "\n",
    "'development-byreservoir.csv' is all reservoirs that could be included inside the wider Basin and Range province (including the Walker Lane)\n",
    "\n",
    "'development-byreservoir-trimmed.csv' removes those reservoirs that are clearly associated with shallow crustal magma (eg Mammoth Mountain is associated with an active volcano) and the Walker Lane systems Cove Fort and Roosevelt may have shallow crustal magmatic sources (Faulds and Hinz, 2015), but have not yet been excluded from the trimmed list. Further refinement is likely required and suggestions are welcome. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reservior</th>\n",
       "      <th>State</th>\n",
       "      <th>Installed_MWe</th>\n",
       "      <th>FirstGen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Amedee</td>\n",
       "      <td>California</td>\n",
       "      <td>1.600</td>\n",
       "      <td>1988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Beowawe</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>19.900</td>\n",
       "      <td>1985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Blue Mountain</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>49.500</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bradys</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>26.100</td>\n",
       "      <td>1992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cove Fort</td>\n",
       "      <td>Utah</td>\n",
       "      <td>25.000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Desert Peak</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>23.000</td>\n",
       "      <td>1985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Dixie Valley</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>72.000</td>\n",
       "      <td>1988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Don Campbell</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>42.000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Florida Canyon</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>0.075</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Goodsprings</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>7.000</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hammersley Canyon</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>2.100</td>\n",
       "      <td>1984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Jersey Valley</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>22.500</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Klamath Falls</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>2.030</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Lightening Dock</td>\n",
       "      <td>New Mexico</td>\n",
       "      <td>4.000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>McGinness Hills</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>143.000</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Neal Hot Springs</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>30.100</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Paisley</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Patua</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>30.000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Raft River</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>15.800</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Rockford Ranch</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>0.040</td>\n",
       "      <td>1982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>Utah</td>\n",
       "      <td>36.000</td>\n",
       "      <td>1984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Salt Wells</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>23.600</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>San Emidio</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>15.400</td>\n",
       "      <td>1987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Soda Lake</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>23.100</td>\n",
       "      <td>1987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Stillwater</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>47.300</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Thermo</td>\n",
       "      <td>Utah</td>\n",
       "      <td>10.300</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Tungsten</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>24.000</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Tuscaroa</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>18.000</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Wabuska</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>2.200</td>\n",
       "      <td>1984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Wendel</td>\n",
       "      <td>California</td>\n",
       "      <td>0.700</td>\n",
       "      <td>1985</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Reservior       State  Installed_MWe  FirstGen\n",
       "0              Amedee  California          1.600      1988\n",
       "1             Beowawe      Nevada         19.900      1985\n",
       "2       Blue Mountain      Nevada         49.500      2009\n",
       "3              Bradys      Nevada         26.100      1992\n",
       "4           Cove Fort        Utah         25.000      2013\n",
       "5         Desert Peak      Nevada         23.000      1985\n",
       "6        Dixie Valley      Nevada         72.000      1988\n",
       "7        Don Campbell      Nevada         42.000      2013\n",
       "8      Florida Canyon      Nevada          0.075      2012\n",
       "9         Goodsprings      Nevada          7.000      2010\n",
       "10  Hammersley Canyon      Oregon          2.100      1984\n",
       "11      Jersey Valley      Nevada         22.500      2010\n",
       "12      Klamath Falls      Oregon          2.030      2010\n",
       "13    Lightening Dock  New Mexico          4.000      2013\n",
       "14    McGinness Hills      Nevada        143.000      2012\n",
       "15   Neal Hot Springs      Oregon         30.100      2012\n",
       "16            Paisley      Oregon          3.000      2014\n",
       "17              Patua      Nevada         30.000      2013\n",
       "18         Raft River       Idaho         15.800      2008\n",
       "19     Rockford Ranch      Oregon          0.040      1982\n",
       "20          Roosevelt        Utah         36.000      1984\n",
       "21         Salt Wells      Nevada         23.600      2009\n",
       "22         San Emidio      Nevada         15.400      1987\n",
       "23          Soda Lake      Nevada         23.100      1987\n",
       "24         Stillwater      Nevada         47.300      2009\n",
       "25             Thermo        Utah         10.300      2009\n",
       "26           Tungsten      Nevada         24.000      2017\n",
       "27           Tuscaroa      Nevada         18.000      2012\n",
       "28            Wabuska      Nevada          2.200      1984\n",
       "29             Wendel  California          0.700      1985"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#reserviors = pd.read_csv(r'development-byreservoir.csv')\n",
    "reserviors = pd.read_csv(r'development-byreservoir-trimmed.csv')\n",
    "reserviors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     30.000000\n",
       "mean      23.978167\n",
       "std       28.375155\n",
       "min        0.040000\n",
       "25%        3.250000\n",
       "50%       21.200000\n",
       "75%       29.025000\n",
       "max      143.000000\n",
       "Name: Installed_MWe, dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reserviors['Installed_MWe'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(\n",
    "    figsize=(12,5),\n",
    "    constrained_layout=True,\n",
    ")\n",
    "\n",
    "sortedbymw = reserviors.sort_values(\n",
    "    by = 'Installed_MWe',\n",
    "    ascending=False\n",
    ")\n",
    "\n",
    "sns.barplot(\n",
    "    x = 'Reservior',     \n",
    "    y = 'Installed_MWe', \n",
    "    data = sortedbymw,\n",
    "    color = '#cccccc'\n",
    ") \n",
    "\n",
    "plt.title('Installed capacity (MWe) for reservoirs in the US Basin and Range province, excluding the Walker Lane and Mammoth Mountain')\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Installed MWe')\n",
    "\n",
    "plt.savefig('MWe-Per-Reservoir.png',dpi=400,bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(\n",
    "    figsize=(12,4),\n",
    "    constrained_layout=True,\n",
    ")\n",
    "\n",
    "sns.distplot(\n",
    "    reserviors.Installed_MWe,\n",
    "    bins = 80, # change this value to view the underlying distribution in different ways\n",
    "    color = '#7a7a7a',\n",
    ") \n",
    "\n",
    "plt.vlines(3.5,0,0.08,linestyle='-.',alpha=0.3,label='25% 3.5 MWe')\n",
    "plt.vlines(22.5,0,0.08,linestyle='--',alpha=0.3,label='median 50% 22 MWe')\n",
    "plt.vlines(30,0,0.08,linestyle='-.',alpha=0.3,label='75% 30 MWe')\n",
    "\n",
    "plt.vlines(27,0,0.08,linestyle=':',alpha=0.6,label='mean 28 MWe')\n",
    "\n",
    "plt.title('Histogram with probability density function (kernel density estimation method) of installed capacity (MWe)')\n",
    "\n",
    "plt.xlabel('Installed capacity [MWe] -- reservoirs in the Basin and Range, excluding the Walker Lane and Mammoth Mountain')\n",
    "\n",
    "plt.ylim(0,0.08)\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.savefig('MWe-Per-Reservoir-PDF.png',dpi=400,bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data presented here is installed (nameplate) capacity. Many of the reservoirs have not sustained generation at that level (refer to Ayling, 2020 for generation with time in Nevada) or may be capable of supporting more generation. \n",
    "\n",
    "In some projects, the economic power plant size drives a minimum installed MWe rather than the results from subsurface resource definition. In other projects, reservoirs have evolved in unforeseen ways (eg greater pressure decline or cooling than forecasted). \n",
    "\n",
    "We normally expect natural phenomena to have a lognormal distribution. If Basin and Range reservoir capacity adheres to this axiom, then numerous resources between 3.5 and 22 MWe would be present. \n",
    "\n",
    "Given the results of recent exploration and development in the Basin and Range (eg McGinness Hills), a number of hidden (blind) systems above the median may also remain as-yet undiscovered. However, this is speculation beyond the capacity data plotted here. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Power plant MWe \n",
    "\n",
    "The geothermal power plant list below includes all reservoirs in the wider province, including the Walker Lane and magmatic systems. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reservior</th>\n",
       "      <th>Name</th>\n",
       "      <th>Comissioned</th>\n",
       "      <th>Type</th>\n",
       "      <th>Capacity_Mwe</th>\n",
       "      <th>NetGen_Mwe</th>\n",
       "      <th>Status</th>\n",
       "      <th>Owner</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Amedee</td>\n",
       "      <td>Amedee</td>\n",
       "      <td>1988</td>\n",
       "      <td>binary</td>\n",
       "      <td>1.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Beowawe</td>\n",
       "      <td>Beowawe</td>\n",
       "      <td>1985</td>\n",
       "      <td>double flash</td>\n",
       "      <td>18.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Beowawe Power LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Beowawe</td>\n",
       "      <td>Beowawe 2</td>\n",
       "      <td>2011</td>\n",
       "      <td>binary</td>\n",
       "      <td>1.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Terra-Gen Power</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Blue Mountain</td>\n",
       "      <td>Blue Mountain Faulkner</td>\n",
       "      <td>2009</td>\n",
       "      <td>binary</td>\n",
       "      <td>50.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Altarock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bradys</td>\n",
       "      <td>Brady Hot Springs</td>\n",
       "      <td>1992</td>\n",
       "      <td>double flash</td>\n",
       "      <td>26.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Coso</td>\n",
       "      <td>Coso Finance Partners Geothermal Plant</td>\n",
       "      <td>1987</td>\n",
       "      <td>flash</td>\n",
       "      <td>90.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Coso</td>\n",
       "      <td>Coso Energy Developers Geothermal Plant</td>\n",
       "      <td>1988</td>\n",
       "      <td>flash</td>\n",
       "      <td>90.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Coso</td>\n",
       "      <td>Coso Power Developers Geothermal Plant</td>\n",
       "      <td>1989</td>\n",
       "      <td>flash</td>\n",
       "      <td>90.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Cove Fort</td>\n",
       "      <td>Cove Fort</td>\n",
       "      <td>2013</td>\n",
       "      <td>binary</td>\n",
       "      <td>25.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENEL Green Power (Oski Energy phase 2?)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Desert Peak</td>\n",
       "      <td>Desert Peak (decommissioned)</td>\n",
       "      <td>1985</td>\n",
       "      <td>flash</td>\n",
       "      <td>9.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>decommissioned 1985</td>\n",
       "      <td>Unknown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Desert Peak</td>\n",
       "      <td>Desert Peak</td>\n",
       "      <td>2006</td>\n",
       "      <td>binary</td>\n",
       "      <td>11.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Dixie Valley</td>\n",
       "      <td>Dixie Valley</td>\n",
       "      <td>1988</td>\n",
       "      <td>double flash</td>\n",
       "      <td>64.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Terra-Gen Operating Co.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Dixie Valley</td>\n",
       "      <td>Dixie Valley 2</td>\n",
       "      <td>2012</td>\n",
       "      <td>binary</td>\n",
       "      <td>6.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>operating</td>\n",
       "      <td>Terra-Gen Power</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Don Campbell</td>\n",
       "      <td>Don Campbell 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>binary</td>\n",
       "      <td>26.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>operating</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Don Campbell</td>\n",
       "      <td>Don Campbell 2</td>\n",
       "      <td>2015</td>\n",
       "      <td>binary</td>\n",
       "      <td>16.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>operating</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Florida Canyon</td>\n",
       "      <td>Florida Canyon Mine</td>\n",
       "      <td>2012</td>\n",
       "      <td>binary</td>\n",
       "      <td>0.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>operating</td>\n",
       "      <td>ElectraTherm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Goodsprings</td>\n",
       "      <td>Goodsprings</td>\n",
       "      <td>2010</td>\n",
       "      <td>binary</td>\n",
       "      <td>7.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NV Energy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Hammersley Canyon</td>\n",
       "      <td>Hammersley Canyon</td>\n",
       "      <td>1984</td>\n",
       "      <td>binary</td>\n",
       "      <td>2.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>failed</td>\n",
       "      <td>Unknown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Jersey Valley</td>\n",
       "      <td>Jersey Valley</td>\n",
       "      <td>2010</td>\n",
       "      <td>binary</td>\n",
       "      <td>22.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Klamath Falls</td>\n",
       "      <td>Klamath Falls 1</td>\n",
       "      <td>2010</td>\n",
       "      <td>binary</td>\n",
       "      <td>0.28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Oregon Institute of Technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Klamath Falls</td>\n",
       "      <td>Klamath Falls 2</td>\n",
       "      <td>2014</td>\n",
       "      <td>binary</td>\n",
       "      <td>1.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Oregon Institute of Technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Lightening Dock</td>\n",
       "      <td>Lightening Dock</td>\n",
       "      <td>2013</td>\n",
       "      <td>binary</td>\n",
       "      <td>4.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Mammoth</td>\n",
       "      <td>Casa Diablo 1</td>\n",
       "      <td>1984</td>\n",
       "      <td>binary</td>\n",
       "      <td>10.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Mammoth</td>\n",
       "      <td>Casa Diablo 2</td>\n",
       "      <td>1990</td>\n",
       "      <td>binary</td>\n",
       "      <td>10.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Mammoth</td>\n",
       "      <td>Casa Diablo 3</td>\n",
       "      <td>1990</td>\n",
       "      <td>binary</td>\n",
       "      <td>10.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>McGinness Hills</td>\n",
       "      <td>McGinness Hills 1</td>\n",
       "      <td>2012</td>\n",
       "      <td>binary</td>\n",
       "      <td>45.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>McGinness Hills</td>\n",
       "      <td>McGinness Hills 2</td>\n",
       "      <td>2015</td>\n",
       "      <td>binary</td>\n",
       "      <td>45.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>McGinness Hills</td>\n",
       "      <td>McGinness Hills 3</td>\n",
       "      <td>2018</td>\n",
       "      <td>binary</td>\n",
       "      <td>48.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Neal Hot Springs</td>\n",
       "      <td>Neal Hot Springs</td>\n",
       "      <td>2012</td>\n",
       "      <td>binary</td>\n",
       "      <td>33.00</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>U.S. Geothermal Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Paisley</td>\n",
       "      <td>Paisley</td>\n",
       "      <td>2014</td>\n",
       "      <td>binary</td>\n",
       "      <td>3.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Surprise Valley Eletric Corp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Patua</td>\n",
       "      <td>Patua</td>\n",
       "      <td>2013</td>\n",
       "      <td>binary</td>\n",
       "      <td>30.00</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cyrq</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Raft River</td>\n",
       "      <td>Raft River</td>\n",
       "      <td>2008</td>\n",
       "      <td>binary</td>\n",
       "      <td>15.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>U.S. Geothermal Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Rockford Ranch</td>\n",
       "      <td>Rockford Ranch</td>\n",
       "      <td>1982</td>\n",
       "      <td>binary</td>\n",
       "      <td>0.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>Blundell Geothermal Power Plant</td>\n",
       "      <td>1984</td>\n",
       "      <td>flash</td>\n",
       "      <td>26.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pacific Corp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>Blundell Unit 2</td>\n",
       "      <td>2007</td>\n",
       "      <td>binary</td>\n",
       "      <td>11.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pacific Corp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Salt Wells</td>\n",
       "      <td>Salt Wells</td>\n",
       "      <td>2009</td>\n",
       "      <td>binary</td>\n",
       "      <td>23.60</td>\n",
       "      <td>20.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Enel Green Power</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>San Emidio</td>\n",
       "      <td>San Emidio (Empire)</td>\n",
       "      <td>1987</td>\n",
       "      <td>binary</td>\n",
       "      <td>3.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>U.S. Geothermal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>San Emidio</td>\n",
       "      <td>San Emidio Repower</td>\n",
       "      <td>2012</td>\n",
       "      <td>binary</td>\n",
       "      <td>11.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>U.S. Geothermal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Soda Lake</td>\n",
       "      <td>Soda Lake</td>\n",
       "      <td>1987</td>\n",
       "      <td>binary</td>\n",
       "      <td>5.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cyrq</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Soda Lake</td>\n",
       "      <td>Soda Lake II</td>\n",
       "      <td>1991</td>\n",
       "      <td>binary</td>\n",
       "      <td>18.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cyrq</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Steamboat</td>\n",
       "      <td>Steamboat 1</td>\n",
       "      <td>1986</td>\n",
       "      <td>binary</td>\n",
       "      <td>8.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Steamboat</td>\n",
       "      <td>Steamboat 1A</td>\n",
       "      <td>1988</td>\n",
       "      <td>binary</td>\n",
       "      <td>2.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Steamboat</td>\n",
       "      <td>Steamboat Hills</td>\n",
       "      <td>1988</td>\n",
       "      <td>binary</td>\n",
       "      <td>14.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Steamboat</td>\n",
       "      <td>Steamboat 2</td>\n",
       "      <td>1992</td>\n",
       "      <td>binary</td>\n",
       "      <td>13.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Steamboat</td>\n",
       "      <td>Steamboat 3</td>\n",
       "      <td>1992</td>\n",
       "      <td>binary</td>\n",
       "      <td>13.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Steamboat</td>\n",
       "      <td>Richard Burdett (Galena I)</td>\n",
       "      <td>2005</td>\n",
       "      <td>binary</td>\n",
       "      <td>26.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Operating</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Steamboat</td>\n",
       "      <td>Galena II</td>\n",
       "      <td>2007</td>\n",
       "      <td>binary</td>\n",
       "      <td>13.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Steamboat</td>\n",
       "      <td>Galena III</td>\n",
       "      <td>2008</td>\n",
       "      <td>binary</td>\n",
       "      <td>26.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Stillwater</td>\n",
       "      <td>Stillwater</td>\n",
       "      <td>2009</td>\n",
       "      <td>binary</td>\n",
       "      <td>47.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Enel NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Thermo</td>\n",
       "      <td>Thermo</td>\n",
       "      <td>2009</td>\n",
       "      <td>binary</td>\n",
       "      <td>10.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cirq</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Tungsten</td>\n",
       "      <td>Tungsten</td>\n",
       "      <td>2017</td>\n",
       "      <td>binary</td>\n",
       "      <td>24.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Tuscaroa</td>\n",
       "      <td>Tuscaroa 1</td>\n",
       "      <td>2012</td>\n",
       "      <td>binary</td>\n",
       "      <td>18.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ormat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Wabuska</td>\n",
       "      <td>Wabuska 1</td>\n",
       "      <td>1984</td>\n",
       "      <td>binary</td>\n",
       "      <td>0.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Homestretch Geothermal / Sierra Pacific Power</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Wabuska</td>\n",
       "      <td>Wabuska 2</td>\n",
       "      <td>1987</td>\n",
       "      <td>binary</td>\n",
       "      <td>0.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Homestretch Geothermal / Sierra Pacific Power</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Wabuska</td>\n",
       "      <td>Wabuska 3 (plus)</td>\n",
       "      <td>2003</td>\n",
       "      <td>binary</td>\n",
       "      <td>4.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Homestretch Geothermal / Sierra Pacific Power</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Wendel</td>\n",
       "      <td>Wendel</td>\n",
       "      <td>1985</td>\n",
       "      <td>binary</td>\n",
       "      <td>0.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Reservior                                     Name  Comissioned  \\\n",
       "0              Amedee                                   Amedee         1988   \n",
       "1             Beowawe                                  Beowawe         1985   \n",
       "2             Beowawe                                Beowawe 2         2011   \n",
       "3       Blue Mountain                   Blue Mountain Faulkner         2009   \n",
       "4              Bradys                        Brady Hot Springs         1992   \n",
       "5                Coso   Coso Finance Partners Geothermal Plant         1987   \n",
       "6                Coso  Coso Energy Developers Geothermal Plant         1988   \n",
       "7                Coso   Coso Power Developers Geothermal Plant         1989   \n",
       "8           Cove Fort                                Cove Fort         2013   \n",
       "9         Desert Peak             Desert Peak (decommissioned)         1985   \n",
       "10        Desert Peak                              Desert Peak         2006   \n",
       "11       Dixie Valley                             Dixie Valley         1988   \n",
       "12       Dixie Valley                           Dixie Valley 2         2012   \n",
       "13       Don Campbell                           Don Campbell 1         2013   \n",
       "14       Don Campbell                           Don Campbell 2         2015   \n",
       "15     Florida Canyon                      Florida Canyon Mine         2012   \n",
       "16        Goodsprings                              Goodsprings         2010   \n",
       "17  Hammersley Canyon                        Hammersley Canyon         1984   \n",
       "18      Jersey Valley                            Jersey Valley         2010   \n",
       "19      Klamath Falls                          Klamath Falls 1         2010   \n",
       "20      Klamath Falls                          Klamath Falls 2         2014   \n",
       "21    Lightening Dock                          Lightening Dock         2013   \n",
       "22            Mammoth                            Casa Diablo 1         1984   \n",
       "23            Mammoth                            Casa Diablo 2         1990   \n",
       "24            Mammoth                            Casa Diablo 3         1990   \n",
       "25    McGinness Hills                        McGinness Hills 1         2012   \n",
       "26    McGinness Hills                        McGinness Hills 2         2015   \n",
       "27    McGinness Hills                        McGinness Hills 3         2018   \n",
       "28   Neal Hot Springs                         Neal Hot Springs         2012   \n",
       "29            Paisley                                  Paisley         2014   \n",
       "30             Patua                                     Patua         2013   \n",
       "31         Raft River                               Raft River         2008   \n",
       "32     Rockford Ranch                           Rockford Ranch         1982   \n",
       "33          Roosevelt          Blundell Geothermal Power Plant         1984   \n",
       "34          Roosevelt                          Blundell Unit 2         2007   \n",
       "35         Salt Wells                               Salt Wells         2009   \n",
       "36         San Emidio                      San Emidio (Empire)         1987   \n",
       "37         San Emidio                       San Emidio Repower         2012   \n",
       "38          Soda Lake                                Soda Lake         1987   \n",
       "39          Soda Lake                             Soda Lake II         1991   \n",
       "40          Steamboat                              Steamboat 1         1986   \n",
       "41          Steamboat                             Steamboat 1A         1988   \n",
       "42          Steamboat                         Steamboat Hills          1988   \n",
       "43          Steamboat                              Steamboat 2         1992   \n",
       "44          Steamboat                              Steamboat 3         1992   \n",
       "45          Steamboat               Richard Burdett (Galena I)         2005   \n",
       "46          Steamboat                                Galena II         2007   \n",
       "47          Steamboat                               Galena III         2008   \n",
       "48         Stillwater                               Stillwater         2009   \n",
       "49             Thermo                                   Thermo         2009   \n",
       "50           Tungsten                                 Tungsten         2017   \n",
       "51           Tuscaroa                               Tuscaroa 1         2012   \n",
       "52            Wabuska                                Wabuska 1         1984   \n",
       "53            Wabuska                                Wabuska 2         1987   \n",
       "54            Wabuska                         Wabuska 3 (plus)         2003   \n",
       "55             Wendel                                   Wendel         1985   \n",
       "\n",
       "            Type  Capacity_Mwe  NetGen_Mwe               Status  \\\n",
       "0         binary          1.60         NaN                  NaN   \n",
       "1   double flash         18.00         NaN                  NaN   \n",
       "2         binary          1.90         NaN                  NaN   \n",
       "3         binary         50.00         NaN                  NaN   \n",
       "4   double flash         26.10         NaN                  NaN   \n",
       "5          flash         90.20         NaN                  NaN   \n",
       "6          flash         90.00         NaN                  NaN   \n",
       "7          flash         90.00         NaN                  NaN   \n",
       "8         binary         25.00         NaN                  NaN   \n",
       "9          flash          9.90         NaN  decommissioned 1985   \n",
       "10        binary         11.00         NaN                  NaN   \n",
       "11  double flash         64.00         NaN                  NaN   \n",
       "12        binary          6.20         NaN            operating   \n",
       "13        binary         26.00         NaN            operating   \n",
       "14        binary         16.00         NaN            operating   \n",
       "15        binary          0.10         NaN            operating   \n",
       "16        binary          7.00         NaN                  NaN   \n",
       "17        binary          2.10         NaN               failed   \n",
       "18        binary         22.50         NaN                  NaN   \n",
       "19        binary          0.28         NaN                  NaN   \n",
       "20        binary          1.75         NaN                  NaN   \n",
       "21        binary          4.00         NaN                  NaN   \n",
       "22        binary         10.00         NaN                  NaN   \n",
       "23        binary         10.00         NaN                  NaN   \n",
       "24        binary         10.00         NaN                  NaN   \n",
       "25        binary         45.00         NaN                  NaN   \n",
       "26        binary         45.00         NaN                  NaN   \n",
       "27        binary         48.00         NaN                  NaN   \n",
       "28        binary         33.00        22.0                  NaN   \n",
       "29        binary          3.00         NaN                  NaN   \n",
       "30        binary         30.00        15.0                  NaN   \n",
       "31        binary         15.80         NaN                  NaN   \n",
       "32        binary          0.04         NaN                  NaN   \n",
       "33         flash         26.00         NaN                  NaN   \n",
       "34        binary         11.00         NaN                  NaN   \n",
       "35        binary         23.60        20.2                  NaN   \n",
       "36        binary          3.60         NaN                  NaN   \n",
       "37        binary         11.80         NaN                  NaN   \n",
       "38        binary          5.10         NaN                  NaN   \n",
       "39        binary         18.00         NaN                  NaN   \n",
       "40        binary          8.40         NaN                  NaN   \n",
       "41        binary          2.40         NaN                  NaN   \n",
       "42        binary         14.60         NaN                  NaN   \n",
       "43        binary         13.40         NaN                  NaN   \n",
       "44        binary         13.40         NaN                  NaN   \n",
       "45        binary         26.00         NaN            Operating   \n",
       "46        binary         13.00         NaN                  NaN   \n",
       "47        binary         26.50         NaN                  NaN   \n",
       "48        binary         47.30         NaN                  NaN   \n",
       "49        binary         10.30         NaN                  NaN   \n",
       "50        binary         24.00         NaN                  NaN   \n",
       "51        binary         18.00         NaN                  NaN   \n",
       "52        binary          0.80         NaN                  NaN   \n",
       "53        binary          0.80         NaN                  NaN   \n",
       "54        binary          4.00         NaN                  NaN   \n",
       "55        binary          0.70         NaN                  NaN   \n",
       "\n",
       "                                            Owner  \n",
       "0                                             NaN  \n",
       "1                               Beowawe Power LLC  \n",
       "2                                 Terra-Gen Power  \n",
       "3                                        Altarock  \n",
       "4                                           Ormat  \n",
       "5                                             NaN  \n",
       "6                                             NaN  \n",
       "7                                             NaN  \n",
       "8         ENEL Green Power (Oski Energy phase 2?)  \n",
       "9                                         Unknown  \n",
       "10                                          Ormat  \n",
       "11                        Terra-Gen Operating Co.  \n",
       "12                                Terra-Gen Power  \n",
       "13                                          Ormat  \n",
       "14                                          Ormat  \n",
       "15                                   ElectraTherm  \n",
       "16                                      NV Energy  \n",
       "17                                        Unknown  \n",
       "18                                          Ormat  \n",
       "19                 Oregon Institute of Technology  \n",
       "20                 Oregon Institute of Technology  \n",
       "21                                        Unknown  \n",
       "22                                          Ormat  \n",
       "23                                          Ormat  \n",
       "24                                          Ormat  \n",
       "25                                          Ormat  \n",
       "26                                          Ormat  \n",
       "27                                          Ormat  \n",
       "28                           U.S. Geothermal Inc.  \n",
       "29                   Surprise Valley Eletric Corp  \n",
       "30                                           Cyrq  \n",
       "31                           U.S. Geothermal Inc.  \n",
       "32                                        Unknown  \n",
       "33                                   Pacific Corp  \n",
       "34                                   Pacific Corp  \n",
       "35                               Enel Green Power  \n",
       "36                                U.S. Geothermal  \n",
       "37                                U.S. Geothermal  \n",
       "38                                           Cyrq  \n",
       "39                                           Cyrq  \n",
       "40                                          Ormat  \n",
       "41                                          Ormat  \n",
       "42                                          Ormat  \n",
       "43                                          Ormat  \n",
       "44                                          Ormat  \n",
       "45                                          Ormat  \n",
       "46                                          Ormat  \n",
       "47                                          Ormat  \n",
       "48                                        Enel NA  \n",
       "49                                           Cirq  \n",
       "50                                          Ormat  \n",
       "51                                          Ormat  \n",
       "52  Homestretch Geothermal / Sierra Pacific Power  \n",
       "53  Homestretch Geothermal / Sierra Pacific Power  \n",
       "54  Homestretch Geothermal / Sierra Pacific Power  \n",
       "55                                        Unknown  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plants = pd.read_csv(r'development-byplant.csv')\n",
    "plants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    56.000000\n",
       "mean     20.288750\n",
       "std      22.360689\n",
       "min       0.040000\n",
       "25%       4.000000\n",
       "50%      13.200000\n",
       "75%      26.000000\n",
       "max      90.200000\n",
       "Name: Capacity_Mwe, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plants['Capacity_Mwe'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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r4XLn8HbaOP11VJs74ISqmqsV/Eu0ycpOG7ymG/N7GXBpVX2nW3Y6bRz+f9H+Rt8FnjVUzqOBE7vhBZM2SJZ+muSMhV5cVRfQJkM8gLYfF9AqX+a6xziQdhxOoe3bQcBTq+qcbv2VXVnn04YgHAT8Vc0/p8KxSX7Rbfta4JlV9Y1u3QtpXfyvoiW+Rw5td3NaInslrULgJFqFxaJ1rctvoj0W8RLa/ApfHKOIp9Am4fsZLSGfs8JpDu+m9WbZmzaHxQ1o16VTaRNfjqQ7fn9DS6ovpn1mL6VVXgL8O+26cVx3bE/t4p7Lj2l/74toQ2BeUFXfmuO9f0c7x/fsYn8L8IwZr/8ArWLsc1X1k3UKGc2baefDcbRz4F20ithJXY8ladll7nsQSdL6JMmJwOFV9c6VjmWxkhSt+/53F3zx5N/7n4Bdq+ppC7zu+rSeFw+pqouXJbh1YzgN2G8oKZamKskWtAqXXarqB2Nu+yDatWmuXh2SpAlZ7FhFSZJ6o+u+vB9ztMwP68Y677bQ66apquZrKZUmousFcAKta/7BwNnAD1cyJknS/OyiL0naoCV5Lq1b+aeqPZZMUvMYWhf1i4BdgL+YZ/iJJGkVsIu+JEmSJEk9YAu+JEmSJEk9YIIvSZIkSVIPrBeT7G277ba18847r3QYkiRJkiStqLVr1/6kqrabbd16keDvvPPOnH766SsdhiRJkiRJKyrJeXOts4u+JEmSJEk9YIIvSZIkSVIPmOBLkiRJktQDJviSJEmSJPWACb4kSZIkST1ggi9JkiRJUg+Y4EuSJEmS1AMm+JIkSZIk9YAJviRJkiRJPWCCL0mSJElSD5jgS5IkSZLUAyb4kiRJkiT1gAm+JEmSJEk9YIIvSZIkSVIPbLLSAYxj7dq1i9puzZo1q64MSZIkSZImyRZ8SZIkSZJ6wARfkiRJkqQeMMGXJEmSJKkHTPAlSZIkSeoBE3xJkiRJknrABF+SJEmSpB4wwZckSZIkqQdM8CVJkiRJ6gETfEmSJEmSesAEX5IkSZKkHjDBlyRJkiSpB0zwJUmSJEnqARN8SZIkSZJ6wARfkiRJkqQeMMGXJEmSJKkHTPAlSZIkSeoBE3xJkiRJknrABF+SJEmSpB4wwZckSZIkqQdM8CVJkiRJ6gETfEmSJEmSesAEX5IkSZKkHjDBlyRJkiSpB0zwJUmSJEnqARN8SZIkSZJ6wARfkiRJkqQeMMGXJEmSJKkHTPAlSZIkSeoBE3xJkiRJknrABF+SJEmSpB4wwZckSZIkqQemmuAn+bsk30hyTpIPJNksyY2THJ/kO933baYZgyRJkiRJG4KpJfhJbgG8GNi9qu4EbAz8BbA/cEJV7QKc0P0uSZIkSZKWYNpd9DcBbpBkE+CGwEXAY4BDu/WHAvtMOQZJkiRJknpvagl+Vf0IOBg4H7gYuKKqjgNuVlUXd6+5GLjptGKQJEmSJGlDMc0u+tvQWutvDewAbJ7kaWNs/7wkpyc5/bLLLptWmJIkSZIk9cI0u+g/FPhBVV1WVVcDHwXuB1ySZHuA7vuls21cVYdU1e5Vtft22203xTAlSZIkSVr/TTPBPx+4T5IbJgnwEOBc4Bjgmd1rngkcPcUYJEmSJEnaIGwyrYKr6rQkRwFnANcAZwKHAFsARybZj1YJ8MRpxSBJkiRJ0oZiagk+QFW9CnjVjMW/pbXmS5IkSZKkCZn2Y/IkSZIkSdIyMMGXJEmSJKkHTPAlSZIkSeoBE3xJkiRJknrABF+SJEmSpB4wwZckSZIkqQdM8CVJkiRJ6gETfEmSJEmSesAEX5IkSZKkHjDBlyRJkiSpB0zwJUmSJEnqARN8SZIkSZJ6wARfkiRJkqQeMMGXJEmSJKkHTPAlSZIkSeoBE3xJkiRJknrABF+SJEmSpB4wwZckSZIkqQdM8CVJkiRJ6gETfEmSJEmSesAEX5IkSZKkHjDBlyRJkiSpB0zwJUmSJEnqARN8SZIkSZJ6wARfkiRJkqQeMMGXJEmSJKkHTPAlSZIkSeoBE3xJkiRJknrABF+SJEmSpB4wwZckSZIkqQdM8CVJkiRJ6gETfEmSJEmSesAEX5IkSZKkHjDBlyRJkiSpB0zwJUmSJEnqARN8SZIkSZJ6wARfkiRJkqQeMMGXJEmSJKkHTPAlSZIkSeoBE3xJkiRJknrABF+SJEmSpB4wwZckSZIkqQdM8CVJkiRJ6gETfEmSJEmSesAEX5IkSZKkHjDBlyRJkiSpB0zwJUmSJEnqARN8SZIkSZJ6wARfkiRJkqQeMMGXJEmSJKkHTPAlSZIkSeqBTVY6gA3Z2rVrx95mzZo1U4hEkiRJkrS+swVfkiRJkqQeMMGXJEmSJKkHTPAlSZIkSeoBE3xJkiRJknrABF+SJEmSpB4wwZckSZIkqQdM8CVJkiRJ6gETfEmSJEmSesAEX5IkSZKkHjDBlyRJkiSpB6aa4CfZOslRSb6V5Nwk901y4yTHJ/lO932bacYgSZIkSdKGYNot+P8OfLqq7gDcFTgX2B84oap2AU7ofpckSZIkSUswtQQ/yZbAA4F3AVTV76rqcuAxwKHdyw4F9plWDJIkSZIkbSim2YJ/G+Ay4D1JzkzyziSbAzerqosBuu83nW3jJM9LcnqS0y+77LIphilJkiRJ0vpvmgn+JsA9gLdW1d2BXzJGd/yqOqSqdq+q3bfbbrtpxShJkiRJUi9MM8G/ELiwqk7rfj+KlvBfkmR7gO77pVOMQZIkSZKkDcLUEvyq+jFwQZLbd4seAnwTOAZ4ZrfsmcDR04pBkiRJkqQNxSZTLv9vgPcnuR7wfWBfWqXCkUn2A84HnjjlGCRJkiRJ6r2pJvhV9TVg91lWPWSa7ytJkiRJ0oZmmmPwJUmSJEnSMjHBlyRJkiSpB0zwJUmSJEnqARN8SZIkSZJ6wARfkiRJkqQeMMGXJEmSJKkHRkrwk+yU5KHdzzdIcqPphiVJkiRJksaxYIKf5LnAUcDbu0W3BD42zaAkSZIkSdJ4RmnBfxGwB3AlQFV9B7jpNIOSJEmSJEnjGSXB/21V/W7wS5JNgJpeSJIkSZIkaVyjJPgnJTkAuEGShwEfBo6dbliSJEmSJGkcoyT4+wOXAWcDzwc+CbximkFJkiRJkqTxbDLXiiQ/BU4FvgR8EXh/Vf1quQKTJEmSJEmjm68F/9bAvwObAgcAFyT5apJ/T/KkZYlOkiRJkiSNZM4W/Kq6Ejiu+yLJ5sC+wN8Cfw0cuRwBSpIkSZKkhc3XRX8H4H7d1z27xWtp4++/PP3QJEmSJEnSqOZM8IELgTOA/wfsP/yoPEmSJEmStLrMl+DvAdwXeCzw0iQ/pLXcfxk4vap+O/3wJEmSJEnSKOYbgz9I5t8MkGRnYG/gUOCWwGbTD0+SJEmSJI1ivhZ8ktyBP47D3wPYhpb0v236oUmSJEmSpFHNN8neT4CLgS8BXwDeUFXfXa7AJEmSJEnS6OZrwb9tVV2xbJFIkiRJkqRFmy/B/+ckc66sqhdPPhxJkiRJkrQY8yX4LwDOAY4ELgLmzvYlSZIkSdKKmi/B3x54IvBk4BrgQ8BHqurnyxGYJEmSJEka3UZzraiqn1bV26rqwcCzgK2BbyR5+nIFJ0mSJEmSRjPvY/IAktwD+EvgYcCngLXTDkqSJEmSJI1nvsfkvQZ4FHAu8EHgH6rqmuUKTJIkSZIkjW6+FvxXAt8H7tp9va6bVT9AVdVdph+eJEmSJEkaxXwJ/q2XLQpJkiRJkrQkcyb4VXXecgaixVm7dnFTIqxZs2bCkUiSJEmSVtKcs+hLkiRJkqT1hwm+JEmSJEk9YIIvSZIkSVIPzPeYvLOBmmu9s+hLkiRJkrR6zDeL/qO67y/qvh/WfX8q8KupRSRJkiRJksa24Cz6Sfaoqj2GVu2f5IvAgdMOTpIkSZIkjWa+FvyBzZPcv6pOAUhyP2Dz6Yal5eSj9iRJkiRp/TdKgr8f8O4kW9HG5F8BPHuqUUmSJEmSpLEsmOBX1Vrgrkm2BFJVV0w/LK1v7AUgSZIkSStrwcfkJblZkncBH6qqK5LslmS/ZYhNkiRJkiSNaMEEH3gv8Blgh+73/wX+dloBSZIkSZKk8Y2S4G9bVUcCfwCoqmuA3081KkmSJEmSNJZREvxfJrkJbYI9ktyHNtGeJEmSJElaJUaZRf+lwDHAbZN8EdgOeMJUo5IkSZIkSWMZZRb9M5L8KXB7IMC3q+rqqUcmSZIkSZJGNmeCn+Rxc6zaNQlV9dEpxSRJkiRJksY0Xwv+3vOsK8AEXxO3du3aRW23Zs2aiZYhSZIkSeubORP8qtp3OQORJEmSJEmLN18X/ZfOt2FVvXny4UiSJEmSpMWYr4v+jZYtCkmSJEmStCTzddF/zXIGIkmSJEmSFm/Bx+Ql2QzYD/gTYLPB8qp69hTjkiRJkiRJY9hohNccBtwceDhwEnBL4KppBiVJkiRJksYzSoJ/u6p6JfDLqjoU2Au483TDkiRJkiRJ4xglwb+6+355kjsBWwE7Ty0iSZIkSZI0tgXH4AOHJNkGeAVwDLAF8MqpRiVJkiRJksYySoJ/QlX9HDgZuA1AkltPNSpJkiRJkjSWUbrof2SWZUdNOhBJkiRJkrR4c7bgJ7kD7dF4WyV53NCqLRl6XJ4kSZIkSVp583XRvz3wKGBrYO+h5VcBz51mUJIkSZIkaTxzJvhVdTRwdJL7VtWXlzEmSZIkSZI0plHG4D82yZZJNk1yQpKfJHnaqG+QZOMkZyb5ePf7jZMcn+Q73fdtFh29JEmSJEkCRkvw/7yqrqR1178Q2BV4+Rjv8RLg3KHf96fNzL8LcEL3uyRJkiRJWoJREvxNu++PBD5QVT8btfAktwT2At45tPgxwKHdz4cC+4xaniRJkiRJmt0oCf6xSb4F7A6ckGQ74Dcjlv9vwP8F/jC07GZVdTFA9/2ms22Y5HlJTk9y+mWXXTbi20mSJEmStGFaMMGvqv2B+wK7V9XVwC9prfDzSvIo4NKqWruYwKrqkKravap232677RZThCRJkiRJG4z5HpM37I7AzkmGX/++BbbZA3h0kkcCmwFbJjkcuCTJ9lV1cZLtgUvHjlqSJEmSJF3Hgi34SQ4DDgbuD9yz+9p9oe2q6h+q6pZVtTPwF8DnquppwDHAM7uXPRM4enGhS5IkSZKkgVFa8HcHdquqmtB7vgE4Msl+wPnAEydUriRJkiRJG6xREvxzgJsDFy/2TarqRODE7uefAg9ZbFmSJEmSJGldoyT42wLfTPIV4LeDhVX16KlFJUmSJEmSxjJKgv/qaQchSZIkSZKWZsEEv6pOWo5AJEmSJEnS4s2Z4Ce5CphtYr0AVVVbTi0qSZIkSZI0ljkT/Kq60XIGIkmSJEmSFm+jlQ5AkiRJkiQtnQm+JEmSJEk9YIIvSZIkSVIPmOBLkiRJktQDJviSJEmSJPWACb4kSZIkST1ggi9JkiRJUg+Y4EuSJEmS1AMm+JIkSZIk9YAJviRJkiRJPWCCL0mSJElSD5jgS5IkSZLUAyb4kiRJkiT1gAm+JEmSJEk9sMlKByCtRmvXrl3UdmvWrJlwJJIkSZI0GlvwJUmSJEnqARN8SZIkSZJ6wARfkiRJkqQeMMGXJEmSJKkHTPAlSZIkSeoBE3xJkiRJknrABF+SJEmSpB4wwZckSZIkqQdM8CVJkiRJ6gETfEmSJEmSemCTlQ5A6rO1a9eOvc2aNWumEIkkSZKkvrMFX5IkSZKkHjDBlyRJkiSpB0zwJUmSJEnqARN8SZIkSZJ6wARfkiRJkqQeMMGXJEmSJKkHTPAlSZIkSeoBE3xJkiRJknrABF+SJEmSpB4wwZckSZIkqQdM8CVJkiRJ6oFNVjoASfNbu3btorZbs2bNhCORJEmStJqZ4EsbACsJJEmSpP4zwZc0kklVEkyiHCssJEmSpHU5Bl+SJEmSpB4wwZckSZIkqQfsoi9pg2Q3f0mSJPWNLfiSJEmSJPWACb4kSZIkST1ggi9JkiRJUg84Bl+SlmAxY/kdxy9JkqRpMMGXpBXmhH+SJEmaBLvoS5IkSZLUAyb4kiRJkiT1gAm+JEmSJEk94Bh8SeoBx/FLkiTJFnxJkiRJknrABF+SJEmSpObyPW4AACAASURBVB4wwZckSZIkqQdM8CVJkiRJ6oGpJfhJdkzy+STnJvlGkpd0y2+c5Pgk3+m+bzOtGCRJkiRJ2lBMswX/GuBlVXVH4D7Ai5LsBuwPnFBVuwAndL9LkiRJkqQlmFqCX1UXV9UZ3c9XAecCtwAeAxzavexQYJ9pxSBJkiRJ0oZiWcbgJ9kZuDtwGnCzqroYWiUAcNPliEGSJEmSpD6beoKfZAvgI8DfVtWVY2z3vCSnJzn9sssum16AkiRJkiT1wFQT/CSb0pL791fVR7vFlyTZvlu/PXDpbNtW1SFVtXtV7b7ddttNM0xJkiRJktZ705xFP8C7gHOr6s1Dq44Bntn9/Ezg6GnFIEmSJEnShmKTKZa9B/B04OwkX+uWHQC8ATgyyX7A+cATpxiDJEmSJEkbhKkl+FV1CpA5Vj9kWu8rSZIkSdKGaFlm0ZckSZIkSdNlgi9JkiRJUg9Mcwy+JGk9snbt2kVtt2bNmomXM6lYJEmSNiS24EuSJEmS1AMm+JIkSZIk9YAJviRJkiRJPWCCL0mSJElSD5jgS5IkSZLUAyb4kiRJkiT1gI/JkyT1ko/akyRJGxoTfEmS5rGYigIrCSRJ0kqwi74kSZIkST1ggi9JkiRJUg+Y4EuSJEmS1AOOwZckacqc8E+SJC0HW/AlSZIkSeoBE3xJkiRJknrABF+SJEmSpB5wDL4kSeuBSY3jX0w5zgUgSdL6wRZ8SZIkSZJ6wBZ8SZI0Fp8KIEnS6mQLviRJkiRJPWCCL0mSJElSD5jgS5IkSZLUA47BlyRJy85x/JIkTZ4t+JIkSZIk9YAJviRJkiRJPWAXfUmStF6aVDd/hwtIkvrCFnxJkiRJknrAFnxJkqQlsheAJGk1MMGXJElaBVZyyIHDFiSpH0zwJUmSNHFWEkjS8nMMviRJkiRJPWCCL0mSJElSD5jgS5IkSZLUAyb4kiRJkiT1gJPsSZIkaVVyoj5JGo8t+JIkSZIk9YAJviRJkiRJPWCCL0mSJElSD5jgS5IkSZLUA06yJ0mSpF5zsj5JGwpb8CVJkiRJ6gETfEmSJEmSesAu+pIkSdIC7OYvaX1gC74kSZIkST1ggi9JkiRJUg+Y4EuSJEmS1AOOwZckSZKWgeP4JU2bLfiSJEmSJPWACb4kSZIkST1gF31JkiRpPbKYrv4zu/k7XEDqJ1vwJUmSJEnqAVvwJUmSJI3NXgDS6mMLviRJkiRJPWALviRJkqQVYS8AabJswZckSZIkqQdswZckSZK0XrMngNSY4EuSJEna4FlJoD4wwZckSZKkCZhUJcFiyrGiQWCCL0mSJEm9Y4+EDZOT7EmSJEmS1AMrkuAneUSSbyf5bpL9VyIGSZIkSZL6ZNm76CfZGPhv4GHAhcBXkxxTVd9c7lgkSZIkSbObRDf/lZyXYLZy+m4lWvDvBXy3qr5fVb8DPgg8ZgXikCRJkiSpN1Zikr1bABcM/X4hcO8ViEOSJEmStIFY33skjNIbYSUS/MyyrNZ5UfI84Hndr79I8u0Fyt0W+MkSY+tTGaspFvdnOmWspljcn9Udy2opYzXF4v5Mp4zVFIv7M50yVlMs7s90ylhNsbg/qzuW1VLGaoplufZnpznXVNWyfgH3BT4z9Ps/AP8wgXJPt4zVGYv74zFZ32Jxfzwm61ssq6WM1RSL++MxWd9iWS1lrKZY3J/VHctqKWM1xbIa9mclxuB/Fdglya2TXA/4C+CYFYhDkiRJkqTeWPYu+lV1TZK/Bj4DbAy8u6q+sdxxSJIkSZLUJysxBp+q+iTwyQkXe4hlTKWc1VLGpMrpUxmTKme1lDGpclZLGZMqp09lTKqc1VLGpMrpUxmTKme1lDGpcvpUxqTKWS1lTKqcPpUxqXJWSxmTKme1lDGpcvpUxqTKWS1lLKmcdH38JUmSJEnSemwlxuBLkiRJkqQJ26AT/CTXH2XZtMuQtHgT+hzfepRl64skN17pGPoozY4rHUffeFylyfI+VNqwrbcJfpInjrJsAV8ecdlUy0hypzHfc7YyNk5y+BLL2CjJRt3P10tyj8UkCpO6WUuy6SzLtp1AuXdYwrbbJLnLUmNYxPveY76vMcs6KMmWSTZNckKSnyR52rRiHyGebZL8SZLbDM6/MU3ic/yRWZYdNW4gSe6X5ClJnjH4GreMGeVtlGTLRWx6WpIPJ3lkkiwlhhnxPGxSZa2Pqo1p+9hKx7FaJHncfF+jlrPajmuS/WZZ9oZFlPPoJAd3X3tPJrr1W5KbJnlskhcleXaSey3yur/iJnWPkuT+Sfbtft5u3MrlJO+e8fsWLGKeq+7/zd2T7JXkz5LcbNwyVrMkmy0iTxjcX++Q5FaDr2nEN0IcU7knnoQk/zTGax+eZL8kO89Y/uxJx7VYi8kTlvo5nrT18qLa+YcRl60jyc2TrAFu0F3MBonSg4AbLlcZQ96W5CtJXphk6zG3BaCqfg9sl/bowbEl2Qe4GPhRkscAXwAOBr4+7o3JUm/Wkjw4yYXARUmOm3EROG6x5S62jCQndgnxjYGzgPckefNi37y7wRn3H8Wb5vk6eMwQ/ryqrgQeBVwI7Aq8fMwy1pHkU2O8dqskByQ5GzgVeDtwJHBel5g+eIQyJvE5vkOSxwNbzUhOngVsNur+dGUdRvtb3B+4Z/e1+zhldOUc0Z1vmwPfBL6dZNy/z660yVmeDnw3yeuS7DpuLLN412I2SrJrWmXSOd3vd0nyihG2uyrJlbN8XZXkyhHfe8skr09yWJKnzFj3lkXszqlJ7rmI7SZiEvvTfXbemuS/k9wkyauTnJ3kyCTbjxHO3vN8PWqMcmAJxzXJjkk+mOQL3XVl06F1i/lf9IQkTx0q4y3AdmPG9HrgJbTP8DeBF3fLRtn2Dkk+leQTSW6b5L1JLu/uE+44YhmTPiazvcfZY7z2wUk+A3wC2BPYHtgNeAVwdpLXZHGVmWP975lj+7EqUid5j5LkVcDf88f7102BcRtrfpTkrV1523QxjFxGd44dAnwXeAPwl8ALgeOTnJpk34xQCZPkvt015etJLktyfpJPplXmbDXODmUCDV9dORsn2TPJ+4DzgCePuf3fAJcAx9PO3U8AHx9x2zt3x++CJId0f5vBuq+MEcMkz7cbJnllknd0v++SZNxr9WyeM+L7vw74R+DOwAnd8R3461HfLBNs9JrDSnyOSbJHkuOT/G+S7yf5QZLvj1sOrNAs+kuRZE/gkcAtkvzH0KotgWtGLObhwLOAWwLDidpVwAHLWAYAVXX/JLsAzwZO7z7476mq48cpB/gh8MUkxwC/HCp/lGT0VcBdgRvQkth7VtW3k+xEa908dsxYTk1yz6r66pjbARwEPLyqvpHkCbR/Mk+vqlOBkVojZ5wb11kFjFuJslVVXZnkObS/y6uSfH3MMkjyaFpCvgNwKbATcC7wJwttW1ULJrxjGNzoPRL4QFX9LCM28s5z4QxwtzFiOAp4H/CAqrp8xnusAZ6e5DZVNV9COYnP4O1picjWtKRkuIznjljGwO7AbrX0mUt36863p9JaYf4eWAv866gFdDEcT/vsPJj2j+aFSc4C9q+qOXs4dNePWVcBNxk1hhneQatEensX39eTHAH8y3wbVdWNFvl+w94DfId2HXt2WoXOU6rqt8B9FlHeg4EXJPkh7TqbFmotV8+eSezPe2k3qpsDnwfeD+wFPAZ4W/d9QVW171iRz28px/XdtONxKrAfcFKSvavqp7Tr7LgeBxyT5A+0ZPRnVfXCMcvYC7hbVf0BIMmhwJmM1hBxCO3zvgXwOdo1YF/ateq/gIeMUMZEjknm7okR4OajlkP7f/Pcqjp/lvfYhLZvD2P23lST/N8zKO8I4AXA72nX162SvLmqRrnOLvkeZchjgbsDZwBU1UVJxrruVdUrk7wxyduANcAbqmrW4ziHfwHeCjx/5v+vJDcFnkKrLD50rgK6SpaLgKOB19LucTajVTY/GDi6O75z/X+Z6W1pDVbvBY6YeZ+wkCQP7OLeC/gKsAdw66r61Tjl0Crpbt99bsb1VuDVtM/gc4BTkjy6qr7HH+/DRjHJ8+09tPP9vt3vFwIfZoRKi8xdqR5a7jCKvYG7d49MfzVwRHev93eMty9vmmddAX+2UAETzhOW/DnuvAv4O9rf6PeL2P5a612CT7uAnA48mnYABq6iHZQFVdWhwKFJHj/mRXCiZcwo7ztpLVqnA/8B3D0t6zqgqj46YjEXdV8bAWOfWFX1Y4Ak51fVt7tl541SczuLpdysXa+qvtG9/1FJzgU+mmR/2gd3FPsCLwN+O8u6vxyxjIFN0lq1nkSreVysf6bdgH+2qu7eJV4jxTLPTRYAY5wjAMcm+Rbwa1rStx3wmxG3/SpwErNfiEe+IFbVnF29q2ot1/1sz/W6SXyOj07yceDvq+p1iyljyDm0G96Ll1jOpmmtbfsA/1VVVycZq9IgyU2Ap9Fuyi4B/gY4hnYj/GFgvq5jD+i2/cXMYoF7jRPHkBtW1VdmVCQtWCGbBYYIVdXPRnjv21bV47ufP5bkH4HPdRVui7HnIrebVdeqs2NVjVppOIn9uVlV/Wf3/i+sqjd2y/8zs3RPn0uSl863fsTK5YGlHNftqupt3c9/kzbk6OTumIz82Zlxvj2H1hPti8CBSW484vk2bGtgsM04LZg3qqpju5j+uao+2C0/NslrRixjIscE+BCtAmi2bUbu5VRVc/ZCqqprWLjX30T+9wxZSkXqJO5RBn5XVTW4xqf13BrJjPuCrwCv7L5XkseNel9QVXPeh1TVpcC/jVDM06vqJzOW/YKW8JwBvCljdCdfSsNXWmv3+bQE++VVdVWSHywiuQe4ALhiEdsBbFFVn+5+PjjJWuDTSZ7OeOfJJM+321bVk5P8ZVferzNqCw9cTmv8u2TmiiQXjFjGJt3nnaq6PK2H8CFJPgyM3AN5Qo1ek8wTFv05nuGKqlpSj6SB9S7Br6qzgLOSHFFVVy+xuI+ndXHcmaFjUVUHLmcZaWO696XVNB4P7F1VZyTZgTaWeNSL9Gu68javql8u9PpZ4tioa2149tCyjRnjQzdkKTdrVye5+aDCoau1fAithvG2I5bxVeCcqvrSzBVdreE4DgQ+A5xSVV9NchtaC9q4rq6qn6ab66CqPp/kjQtvBly3dXmmYsRzBKCq9u/e98qq+n2SXzFiix2tx8Hzq2qd/R/jAj9fa8wgxjNGLYslfga7Y/AwYKkJ/rbAN7sbkWv/YVTVuInk22m9cc6i3ZDvBIzUHX3Il4HDgH2q6sKh5ad3rTzzORX4VVWdNHNFkm+PGcfAT5Lclu5mpGuFGKUiZG23zWw3IAXcZoQyrj90baOqXtvdAJ5MayEdS1fpeX9gl6p6T1dBNlY5SU6kVVJvAnwNuCzJSVU1b8LcmcT+DFfavm+edQuZRA8LYMnHddMkm1XVb7qyDk/yY9p1e5wbreHzbfB9r+5r1PNt4PXAmUk+35XzQEYcRghsPPTzzEqSUf8fT+qYfB04uKrOmbkiyUNHLWQClUET+d8zZCkVqZO4Rxk4Msnbga2TPJd2//XOEbedeV9wJq1leG/GvC8ASBuf/ukuIX4FcA/gX0b5fzyc3Hf/s3apqs8muQEtqbtqlgqAhcpcbMPXR2h/1ycDv09yNOMnwgPfB05M8gmu+399lMrLJNmqqq7otvl8Wo+rjwDjzG81yfPtd93fZPC/+LbMnuDO5n203j/rJPjAESOW8b0kfzq4v6g2vHi/JP8CPH7+TdeV5IbAS4FbVdXzukqh21fVKMMoJpknzPY5fseoGw/dE38+yb/SPrvD59s498StzFpyb9KVkWQPWteXnWg3SYMW4pH/ASf5NK1m7jpdIapqvq4f0yjjZNqJcFRV/XrGuqdX1WEjlnNfWveOLarqVknuSvuHuGDXwrSxj2cPbgaGlu8M3L+qFjOWZJ2btar6wQjbPRS4rKvMGV6+FfDXVfXaEcq4MfCbRdbYTkWSz9L+6byelgxeSqsNvd8yxzFbb4AraH//SxfY9gnd69ZJ9JLsU1Ujje3sbnrnUlW1YPeqobIm8Rl8La2F7UNcd3jLyBfVJH862/LZEuVxJbm21nvE16erTV5UZd+kdZVihwD3A34O/AB4alWdtwzvfRBwXFV9dsbyRwD/WVW7jFneq2jDMW5fVbt2FbEfrqo9xijjzGq9eJ5Da71/VZKv1wg9nCaxP0kOBA6qql/MWH47WvfeJ4y6L5OylOOa5O+AM2Z+1pLcnbafKzI5ZFrPr3vS7k9OG9ygj7Dd84H3z/H3+euq+tsRypjIMUnyAOC8mr1r/e5VdfqI5byq+/H2tGMy6Kq9N3ByVc07hndS/3uGtnkxrdX+LFoFzq2Aw6vqASNsu+R7lBnbPQz4c9p58hna8Rg16ZqYwTWou3d7PW1OmQOq6t5jlPFc4HnAjavqtl3C9baqGmVYyXA5Mxu+3jXc8FVV8w4z6SoCBr0kH0kbxrsf8MmZn6sFynnVbMsHDWoLbPsU4PvVutIPL78V8MqqGmkY4CTPt+5cewVt/ovjaEMXnlVVJ45axlJ0lQvMzHW6dbeoqh+NWd6HaPd+z6iqO3Xlf7mqFhy2M+k8YebnuMYYZj3Je+Jry1yPE/xvMcs4hRpjnEySc6pqSRN5TKKMrpwb0GqgFttCRpLTgCcAx1TV3ScZ3yJiWfJN8GqR2cfpXAGcXlVHj1HO5rSu8AGeSkso3z/KOTuB1o/hsj5BG381uKA8iNZquytw4KgVSqvFhD7Hs11cx76ozmi5uCGwcVVdNeK2k/wbL7qyb5q6z8BGox6T1SjJ1+jG2g1dZ0dKzofKOJt2I3Ao8I/VegaNVUbfTOK4TjieO9Fugq/thl5VM3s7LFTGXVi3Z9FYrap9k+Q44PGDa0DaONUPV9UjVjay8StSJ/Se766q4V6TWwBHj5MQp83v8JLqxqmnDft503C5I5YzqHh8Pa0y5YjBsjHK+BptKNdpQ5/js6vqzmPGMpGGr+71mwKPoCX7f15Vi3nSwY1o9wQjVw6sVmlD+O5Duxc9tcbsWbGaJDm9qnYfPk+TnFVVd13p2FbaetdFf8gkxil8Kcmdq2rkmWCnUUbaGJSDaV3vbp3kbrREa+wxolV1Qa47nGZJkzQswaQmnFgNNgPuQBu7DK0b0Tdo3YoePEprCsCMltQ5J6uZwySP3R+AO1Y3jirtUThvBe5N6+a7XiX4TOAzWBMYzzXcckHrNncL2oRlo96oTfJv/G+0SQiPgTa0KW3SoRWR5Hu0SqQv0M6xb65ULBMwibF2kxr20yeTGsO4ZF0F9YNoCf4naUPOTmHd4QzzlfFu4C60/xV/6BaP3W26h24F/G7o99/RKkGW1RwVqlckWVtVX1vGUH6U5K1V9VddYv4Jxuja27lLDU1CV1U/73pqLCaWtwMPBd6Y5PqM/7St31bV7wb3oWkTKI7dklhVDxw0fAHfnrFurHuUasN5j6XNYTHqZHDAtRV9h9F1qU/yE1pr8TfGKWe16Ho27AncpqoOTHua072qauRZ/VeZpQw5mJi0nrFvBG5KqzgZ9Cof68kgaU8ZOGhGZd3LqmrBpw7NtD4n+JMYp3B/4FlJftCVsZjZkCdRxqtpNZ4n0jb+WmY8H3JEFyS5H22ClesBL6aNW1sJq+ZmbQJuB/zZoGY/7XE0x9Fm/B3nMUFX8cd/dNejjZX75SgXgFG6g41h57ruJCmXArtWm01/qfNarIQlfwa7rm6voo2ThTaZ04HVjZ0b0YvoWi7g2vGDNx114wn/jVdTZR+0ROnetAn8Dk57xuxZVfXYFYxpsZY01g6gqj7MHysMqarvs4jxhz2z5OM6QU+gPVXmzKrat6sEHXVc9MB9qmq3yYe23jsM+EqS/6H9P3wsY1ScTNDu3dfgCUF70cbkviDJh6vqoOUIopY+Az7ARkm2qaqfw7Vdjxdzf/8kWkv3wdUmQNue8R+he1KSA2iPr30Y7XF74z6FaaINXzN8lPHmiDoEeGlVfb6L60G069KyDq2coLfQKhz/jFbRfBVtToAVe/TrEr0K+DSwY5L30w05WIE4DqLNn7bUnGvPqrr2KVBdZd0jacMqxrI+J/iDMUHDz5ke6dEIQyYxG/Ikyrimqq7IyBNZzukFwL/TWg4vpCWhL1psYWmz529R7Znp41rKxDGTjmWpZdyCNinRINnbHNih2uRsI9cU1oxHfiXZh8XPSr4UX0ibOX64R8LJXSXMWI+iWSUm8Rl8N20W/Cd1vz+d9jiZeZ9eMMOSWi4y9yNbAKiqF48Ry2qq7INWuXB19/0PtEl65p3vYaYsck6PSauqg7sb1ytp44n/qUYca5fkP5nnnBjnb5zk+jVjnO5sy6ZdxtB2e9Ee+TncpX3kyWaXclyHYrj1zHNitmUj+HVV/SHJNWnPR7+U8SbYA/hykt2qan3urTJx1SaF/BStsg9g36o6c9TtJ3jO3gS4x6DLdddr4yhaJe9a2g37QrHcqWaZfHAUmdAM+J030XqyHdX9/kTao+rGtS1tQrvBOHGAb41Zxt/TnkBxNvB8Wg+Yxdz7vZpFNnxlso9U3HyQ3HdxnLgaGqyWcD9776q6R5Iz4doEcjETadM1YAxf79eZp2PaZVTV8UnO4I9DDl6ylCEHSziul0wguQfYePh61vVOuP5iClpvE/xJdKmtboKnmSfYcpcBnJM2GcfGaROSvBhYZ1bHEWL5CW1s96Jlac+GHY5lEjdrS45lQvtzEPC1tJmvB7Mhv667yH92vg3nU1UfS3vMyXJ7ES2p34O2P+8DPlJVRZuUZk6Z7OP6BmVuA+zy/9k783jbxvqPvz/3mgkVoWTMUIkyRIZKqGjSIEQJiRSXX+qXSkj90CSUWVdlKqREyMw132tWlClSkkoUQn1+f3yfdc86++5zznrWeu4Z5PN6ndc5e++zvvvZaz/rWc93+nwYvMhf3vT4QtdgXXoMYH9FL2EOumYuRpQGzEDnYF9aiw5k1j7kXEcHYh24lWAEP9aZmsKqcXoQgZc5gROJOTzSsUXnrIK87LTc9SyhESFZQ1xNsFyP9NzstkHKPs5HrB/HERnwrJJPSTsAV3gYObUGOINZx346kRnNwXRJCxOZuhmE3FduCev3CSf/IbpVFu3HgDOcXVlUwkZJOwnzESouUyUtmhmEKTJnmbVV4BlgaYdsWNNgQRet9mIM+LZ/IGk6Awmu97UMLJ3DgHrEPMCyRHn8q5scnJyjWxycOF2rb7okvkpKKt4jaR8GWhe3JUhiG0PSikQb5GIOIrhVgXfb/kqmnRL72WcU6lhVde2iDLQQNR3Hu4mg0kuJ4OfSRAKh0TwpYaNPEKdS5VlK0lI51dyFzut0BeHfTxlcVZ67Jz4RuEjSVOI72oH8ll5gAjv40D1jMB4macJuhL76v4BTiN7MAzKOr8ayKLATs5L65BCtdNGGrY/lYNv/S7Cf9j43mmPpbMP28ZJ+QUSTK4mWP6SXG29GexyNSYTDMuosl8mRPz395KKYXB+AgkV8CrAkIRe2DrFZy2HRL3ENPilpfdvTks31gFlYXkfA5wiW3pmZC9uNNzm2By3i6sCAXyLYRzjS+wKHEI7b9vTfMDXB1kQrxa7AxyRdRTBFX9Tw+C6cHkXnLMHGfL6kvwKnEiRQ/WSDZn2znu+4DSQtTgRu5lX02VbfyYKE4zQqNnqwroN9+xbb+0v6JvnndRlgWwVR5QyCr+EKN+iHVrR8vJrYmNXX2QVpEfTzABnlUQqVjgVt35Jp5ntEJdCtZG6ge2x0rSwqYaOYnbbButkwZ08GrlFIqEGsE6ekwH0j59gdtNptb99izMNhTpgp7zhnGwPuIcJLTtTOGcf/R9LNycHKzub2oEviq6Sk4g7A/gysZ5cT98IcHEvsFY8GsH1LciqzHHzK7IkPA84EXqJQD/oA+eXfBxB7tQsdpIyVWsFo2qhUkuYh1pObifm/KtEmuX6GrRLndUHgCYI8t0L2/sL21xQkvBsRn+cA2+fn2KgwYR38EhkDxsckxSHR8IX00wU/IzZFF9K+37aLNmwdmxAXSR2b9nludo+l1OeZBPyZuGZeIekVOVnmhLqj8Syhdd5Uf34mCgS2WpOBzIZNyRSi9+sa2xumjXpuL3qJ63gX4AcpSwUh5bZdpo3dbB9KLXMhaUp6rjFUY8AnotE5cpfFSsCBeW1fJEmpSmI/SVcQTn8WHGoTP0vf76bAHsBngaaER605PUrPWQdXwv4pC7MlUbnxe9sjaoJL+jnDfz9N+kvfRvQYLslgjfTHgc/3O2A22aijCoY9oVBM+QuR/WsM21+CmSWJOxEb4m8zWBN+KKwEvJPIztXX2ceTrSwo0obb0I2I6n7bZ438b8OiRGVRCRsl7bQN1hWds7YPULQKVJVsu3hA8q9xcNTttdoBkDQPERjuvac3TsxImkLM8zPSZzlR0jG2D29qox8csnS5vdlLALenYEddcja3d75L4ms/hiYH3C1zHC/LvG/2w3y2r+upRmij1tB5P2v7JEkzGHAgN3d+afkztv8iaZKkSbYvkXTwaNpwquKWdCrwcSeSZQUp4l6ZYylxXovtMxwE8l1J5Ceug0+ZjMGYTtJCm7065svMkPfD0YTjeTPRl700UV7bCJI+QWTplpNUz3i8ALhyNMdSykb6PrdkVjbkXAf/ONuDzkHKFDfuRS4U2GpNBqKCUm4JT9l+SlLVR3mHpJUybXS5Bpeyfb9DX3Y1Rb8tbsf1sB1RFl/HR/s8NxK6MOCXLAF/SlFy+VtJnwIeJIJC2ZB0BtH7eBcRhPwIiYywIVpzesyGOVvhYeAhwpltel6+0fK9ZiJVAXxf0vudT8ZVzEYPzlaUtH+dcNxMZt9tcpLWIwJbNxKbtCuaHFsLIL3B9tU57zsEShBR3ZGydD+nfclmicqiEjZK2mkVrJsNvvxG0AAAIABJREFUcxZinv2BtBdWZuZZs2q1v8s1rXaa7Ul/SPS5v42Ya9uQz5eyI9Fb/c80roPT+2c5+D1r5SSi7eHPmWMpQhbbJfFle8jqRNs/zTRXtWFMBU5xXhtGhUcU7O7VnP8AAyXlOWi9n1UQL1Z4mAiazHzN9l8zxvGoQs7xcuAkSQ+TH7AoYQNgZdcUlGzfpiBkzEGX8/rZlHXvm1zJDQ51ScDNYsse9QrhIpB0re21JV1DlIj9BbjN9goZNi4kIjYHEuQiDwNr2W7MjtnFhqQ3Dfe67cuajiPZ+wpwle1f5BzXwG5jbVhFBvSFxPmo95c/nrmAdB5LKRuS7iRkaDpJb0i6wfbqIz03go1baoGtVdMC+RPbbx3x4AEbV9oesXd5iGOHzd46kwlewaS8PZHRfQuROZ/T9mYZNrpcgzPPv6QzejJUTd9/a+BDRElY3SFZkOgjHDGz22OvWtvGVNc1ZW5+TWRFDwAWIuRbrmlp6wbbrZn8FbwGbyVueOcTJf4jXpOzYc5+ggj4LUq0ufzIY0Skpo7VPKVs9NibG5jH+T3eNxAbvHOI/tlrbD/V8NjSm6wbnIio2l6Dih7KPkPJysy+lui/XIiY938FPpoCkqNmo7CdvQjOlU2INXsHon+9sTNaaN7vRlQj/YmoeGzDkdBZq10D2vPVPX1O4HzbOW1qtxL3vKfS43mA652vPV9fK6sqwzOaXoclMBsSX52h6KHfniAvbNyGUTt+OYKNf11ij3MvsI0Tf1DHsTXazypUhip+haXSOETc3++33bjiKgXlnkrHb0OsCSfm7PFL2Eh2TiEqRU4kPt+2BElebhVnr92m5/Vdtn8uqW/FpzPb8iTdRRk2/gnt4O9DRCc3Ar5LyhjY3ifDRr8JdpIzCKBK2CgFhQzb/ES24BkyIj+zK8ulFgyZJcZS8vMoyvi2cGLbzYWi5Hpdwok9pPbSgsB7MzeNJQJbhwKL050MpChSwGsh4DzbT4/0/7XjWl+DPRv4mX9njntpohx5lqAWQTiUFZBSMCF/C/gO0XqwO7Cm7a0aHFt8c6Qon3Xb+V+zswqzEvY1kseS9L26Y5QCWz+zvVGXMbWBpIOAU91CK1vSj21/MG3I+zmiOc5F32oe2zuOpo2arXWZlf8lS/4szbX1088HCWbiEXspZ8Mm61pizb4+OfqLAr9suj4oSKwOcjfCwLq9LpVFxWwUHMugYF2ms1RkzqaN9Npd92pKWu227xzxn/sff53t16dgwa5EVdB1ziAzTfud7YjeaoiA9wm2v91mTG0gaZqDk6AuBwyZGcjSia9SSNf05kQbxmMwk4+p8b4p7VUm2X48871L7mePAs6qEoGSNgU2tv3pDBs72j6+57mDbDcmjS5hIx0zD/AJBiSOLweObBKUml1+Txd0ScD1YsKW6NuuenHOUEh+ZWcMPJjAqhX5URcbQ23yarYbb/bS/8/SxyY1piBtSljVCAoN02/RjvisxFhKfp4nCBb9ixjsEDfNCs1FlJ3O0TOux4jNSQ46l8JSgAxEhVhhk63JwGIMMNMuDjQuk+x4HXuIv5sbiCj87yRtzIC81orAygTBVi66MOB3LgGvIOk1hMLCi9LjR4Dt3EIWKmWG3kw4+L8g+vCn0Vz/+kFJR9r+hEJ14RwyWZq7zllJCyan5mvpcb3kkYaZhynp9zubj3xIlGhTK2EDST8ElieIMqsqDZOhb54CQBsAbyJIkx6geYn+z9PvziSGCZ2IqBwSqrms7jMx1Mazup13CXLn2Chpp47k0LdRoYBCc5aYX20UAGZCZbTaj0lr2heJtqwFCMm8xrD9LYXKz/qE45krPdg5MFwF4vrtQ3PQz4FP5+flziS6VBkp0c5tGJLuBq4h1rPLaUjiWEPJ/exatnepHtg+V1IuqfcHJD1l+yQASd8ln8y0hA2SI38Ig5NnTdH5vEoalmelRVKlFBv/xMvgq4DkUS3CWDm/1UnIyXiXsLH0cK87s3xH0pediIrS40nAD213ZdPOhqSbiZLrQcRntj8+2mPpioJZoaVzv9MR7LUqhS303peRWGFrGfDbHPI4OXbqZZIz+Q2aBLcKXYP/Jsq7RBC+PZFro2ZrBuGgvJC4mU8Hnmh6/SnYnKcRTMHX51QxzA4omO6/4KQBLOnNwP85o4WpZutWYDXgRturSVqMqLgajuG+18bBRHXGGkR2NKsPt+uclXS27XdqcKljBedk3EpAZap5OttIdn5NMBG33lBIOofY/F5BzP9nWthYkejdX4bBlQSNy51rtlZmgIjqImeWTCbHcwXgNAaTjTXZo3RuKylho6Sdmr1OPaYF5+zxBDnjOQzeSOdkQ2cQ+5xLa2vKLbnJmT52s3gGUjB25fTw17lB2NJZ8xTcWp9YJ6flBBtqNi4F3k1cxzcRXACX2R4269pjo0Rb5OVEEuU0t2/DmBtYm9gfrEd8Vzfbfm/TcZSCpPOJNbZe0v5G22/LsDEvEYz6HhGs/6vtPTLH0dlGsrMeQaq4NIPX/FG5H0v6MxEsPIXgFRqUVG1x7XRu7aowETP4nSWPukYYC9oo5uwlLCVpb9sHpgXlNBJT7UiQdNhwr2dkqyt0IT7rPJaSn6dgVugJSV9n1t7BrM2nekphJTUqhVXZPtVSrLBTgJXcokyy0DXYhKG7KWT7CUk7Aoenc52zsTmWKAv+KvAaBffDlYTDf5UbSrEBqIyG/fyVc5+OvVQZ7PU9qCobnlWU+D4MjDiWnoDudURm6zrAkt6XGdXuNGdtvzP9zmKHr0Ozlq/OfIl8Ip1+1Ty52tMlbEDIpy1OO+IoAGy/Q0FmtSKwkqQ7Wzj5pwFHERvybL4HSWsTvbLLE9U3O7o9v8KLCOezvr433aN0JiorYaOknRpak7wmlJqz96efudJPG3TRah8OhxCkjsNCwXn0M+DlwC3EOvIaSfcD73HDNoq6E5KuwZWJ83pnbqBZ0peIXvVqnp8g6TTnV/ct5JAu+xjR876vBhM3DzeGYpKKtockuG3i3Cf8m2ib/TeRyPgTeeTKJffnWxNJlTNhJll0o351Da5a+xiRZb4S+LIaEvWVsNGD44E9CVm7rDW/0HldnOATqbiYziHIGG/PGUvtPYux8U84B7/Eh1f0bOwCvIJYFL/n/D7ZzjZqttYh+AReSdxoJgP/zNzsQZQRnSRpb6I/7VzbTctWZmS+10jowpBZYiydbahgv2zCScCPiPLcXYieuSyGWnUrha02VCWY1kuxwrYukyx5DRaCFHwL2xCsxpCxxto+Gzg7GZpMSEm9mdjILkszubAKJTTs71FwnVSbmG0ZaKPIxfS0KT+WuDb/QTP1h96A7o2ExvO7yGwrodycHQSF6sNetkeUY6sHpdSS86Fmq0SbWmcbCYsAv1JIY9WzoY3LE1MW8QcEsZeAl0vaznlypM/aPjLj/3vxXaIC4HIie3gIwW6ejUJ7leWIdp11iHl7NbCn7XtG00ZJOwSvQmsCqVJztlDgootW+3BoulYfQNzP32L7PzDz3nEgESjOkoRTkBceBdydxrCspJ0dsl1NsTXwOg8Q/h1EBGJyHfw5JC1BcHHkMukXk1TskyGugrE5wfLHiIDht4BjWyQ0iu3PkwM9RdICzufVmcFA9Vr1+x3pxzQI2heyUcffM+dn71g6wUEcfB5wXkqsbg1cqqiozpapVAHZzJm2OlTUjQn6RNh3aFE69yMimnYFURryO9tThj+qvI2arenAVkT2YU1CQuoVthstahrc6zcnIflwJRHZwnajLH5JpEzfk4TUypiSD7aFpCVs/1FDtFLkVmBImmF7jXoJn6TLbA9bHtdjo1MprAqRP6kQK2yXMsmS12AJJAfl08CVtg9O52iPnOi6pEWIc7ousZGehwjmXJ1TSVKba7c6MSlLusL2Bhk2XkhIHlUkZ5cD+9v+W1MbQ9hdBljQmf2UXdF1zip6Mb9B8Ir8lAjKHkGUXn4zI5ha2csqFe1z/JwMJhe6lGg/aJz1LmEj2em7huWUJyrKnT/kRFamKLc/xfYaGTb2IzJjZzJ4PWmUFer9Trp8RyrAU6IoQ/8uA5JWWwG72V57NG0UttOJ5LXrnJX0bdt7aIi+88yg1HyE81lX9zjAHVnnJd1ve6kG//crQuHn2Z7n5wButf3KzPe9A3in7bvS4+WBc2yvPPyRg2ycS7RjPpoeL0ywo2fxjkjagqjYmmZ717R+f90ZSjcqIKmYzsksGeKcvayk9xD30dcDTxNBoMttX9RlbG2gqAA9jmCaX0rSasDOtncd7bGUQAogTSaC/fX1ZNT8nuTYv4Nw7pchtR7YfrCFrdMI2cwPUZPNbLO3nYgO/nRgbwYi7B9zRu9IslHf9M5BMJZm3cRL2KjZmm57zR7H7yo37HWVdMkwL9sNSsBL3vSSvR2AK2z/Nue4UmMp9XmSQ3y+M6XOhrB1je11FD1QhxH6u6fbXj7DxmnA7rZbZx4lXdxkTjS01YoVtnZ83/7OJtmVktfgeICk3xLVDGcQPfzXt4iwV7auJPr9TgcuJjTsD7K9UsPji837ZO8HRCDmCtt3tDi+XFS7PZPxtYTDdjXwduCzwMnAPm029AUc/OOIgG4V+Pkw8G/bHxtNGzVbSwMr2L4wOT6Tc86x+vQu93tuBBv9KkwaZ9sk3UNk8Ct8o/64qROabHXmKVHqN+957hrb64ymjcJ2OvWYdp2zktawPaNEUKoLNDTJsoAVbc/dwMZNtvtqfg/32jD2LnetJF2SiL73IcvU+9j4KbAWQUhnonx5GqkkPSfgXQLqKKnYb953GMvKRDJiD+AltufNPH5R4H+ZtfUuR1LxWoI09KwO69IWhNrR45K+CKxOBLZyiB0720h2+vk/jfyemo3W51XS94FVgHMJdZ1sEuIee51lMytMuBJ9YmNWsa+epihHz8XMSK/tZ9Wuf6qEjQpPKPqebpL0NaJstHGvq+0Nu7x5QlWGW4qFexlg25Stm87A5r6JtFSJsRT5PA425CckLeTuZHZfUfTMfZrI/i1IRIZz0LkUFrhRwfyZTf5UQdKLiRLw9Yl+6GkEe3BWhUblyEua34PZ8Jug5DXY66DMC8yR6aD0Cyb9nZj/RzdwAr9HZO3fD7wGWEXS1QQxXaPeMkmLOXr19yB6DXcnyjg3JFpCGqHwvAc4gZgrh6dMzE1EBuPQhsf/kIhqv41aVDtnAAXm7Ny2T0h/36nQ8/5c0+8mjaHOKbBwz+Ncpty1PFhi82IFuWkOSthA0k7Ax4m+8+WJ/tejCJK6ppiuqOip1u5tyCyhdAd+hITLGNwWUn+c2xLSmvNBA32ql0j6HHBqev8tiWqnUbFR0k4Fd29d6DRnk3M/GdjJ9rZtBjBU4qD2Hk3uxyWUNObR4B7zCgJGDBD0we2SfgH8mPh8WwDXV+tUw/XpTAbk+iAqLBpDBbmCNISkYs54iHn/dTpkiCWdAbwWuIvYC3+EIGTLRdXm+Q5atnkC2H6gZ13K5SvZx/ZpktYn7snfINb7nEBICRul/J8u5/XDxD56RWD32nltw6sDA/vaRxXKMg8R/lQ2JmIGv3OEXQPM2cAg9uw27NtdbKxpe3pyLP5E9N/vSZSzH+FUJtXAzrjTcqyQHKWdiO/oZS5LajYqkPRjwvG6gMEOcaMbjQb3it8KHO/2fA0lSmE7s3RKuoCoojkxPbUN8ObcjK+iZ/14WpSLlbgGa7ZmOii2l1f0Ux7lDJ11RenpogyUsG5JLM7zEiXpH86wtSJRSv4GIhP/Zzdo5ZD0EDHHTgHO6OKcd533fexNJjI7GxLXw5NuWPpZIqrddc4qSjW3ZmAzfRJRRidotuEb4tqrkHsN3gBsYfvu9Hg5oiIohyG6s4103E1E+em1tazQzAqbhjbmJuQgK6mvy4n74IiSVr2BEsIxeAS4KSdIVxKKUuVPEezbqys4H3a0vWmDY/spNVRoVJFQwkZJOzV7SxIB7vWS3WnAFNu/b3h8qTl7PkH2l61WMtR9uMIoVgEMV72Z7fyUXJ/aQtK7bP9cBdSLaveL6vcCwE9sv3XEgwdslMgQrwXckBMMHsJOiTbP0wkugO8Q9/fdgTVtb5Vho7ofH0i0gpysTE6ZEjaSncWA/wNeantTSa8C3mD7+Awbnc9rKShIJc8gkjwnkGQzbR+dbWsCOvhjvgCVgoJhewFiM36qW7L1qoykzlDlYpWNLEI5RcnNesTnu5G4iV/hBqXlJcZS8vN0vdGocK+4OpbClkC1IPY8N932mpl2OpeLlUAhB2VQeWP9OUm32351QzvLEc79eun3S9O4Rsz4JCd6Y6I/djOinPwU4vw+OdyxfWwVkYdMti4iqpKuJq6DabZzWISvs/16hWTRrkTg5Loc56LrnB1hM5214SsBSRsRZIr3EM7X0oT+9bCb/tI2kp1KuqzatM1BbGhz7xtzEWSz/yGDwXuIfcGLgFUJp/rinHGUgPpzPmxr+77RHst4Qgq0ncxg8s5tbG/S8PhSc/Zooiz4LAYHMMcsIfJcgKR3ElVjvaR0uZnMEmMpIqlYaCyrMGsJeBNy5LqNEm2eixBkmRsT380viQBbDqfA2UTb38aEbO2TxP14tWEPLGwj2TmXWA++4JDgnYOoeszZu3U+r7MTaimxPeFK9F1QQmCskTZCKxGb8dMlPc2As9/4y2ziwDdA5TyIKLvbrKO99xHliOcQZY7XuHmfaomxFPs8tr+vbtIxr/JAr/jx5JeIzYQKlMKqPxvyHrZzGNIvkbQVUcoH4aRnl2tCkXKxEviX7aercaSbRG70c1FJS9m+P9lYimipgCDWGRaSziS+k78T38mVhNxe48BfyhCcD5yf5uymxPpyqKSLbG+TYauUPCSEysEaRK/a34nys6szgg7HKEj/vkhsyBcgCJhy0GnO5mbDZjdsX5QqTVYi1rk7mmS7S9tIuEzS5wlZqk2IIMzPcwyoA4P3UPuCFAz9MZllnyXgYJffWN15Sko4Bp1tFLSzqO16QOYESY31rwvO2T+kn0lAluRq6YTIWCMlZI7wEGSUkt5CtJyc3cDct4n9363ukEFUgX5zCkkqqnsf/76EIs6rgF8Q9+VpNFM/qqNzm6ftR4jqtS74IMFD8w3bjyrUDnKJm0vYAFjE9o+V2rUd7Zq5e8gS7bOdoahofRnRvviwgpj1c0QV58uz7U20DP5zGYry5K2Iif+Q7fUyj59K/56lrKoGdSR/qtl5AVFuuT7xmf5ke/3hjyo/lq42JG1GKBPM3HgSZeSNpDl637/LeAplmluzIWtAx1tERvY/6aVJwD9yo/QqUC5WAgrui0eJ3rjdCAflV26oZJFsbEaPg5LsXEr0e357hOPfTejdP9LmMwxhcwWirHxbQnozp4RuBUJuqXeDlStjU7e5ACHZtxewuBsQSQ1jqxFDcuk5O16gaP3ZlcQpQFRGHJURSC1iI9mZRJAg1tnEj8vZ4KsAg/cQdrPXW0lz9zqN/Z4byQbBp7EMtWRKCcfA9gdG00ZhOxcSpafV/WdrIgPfKEhdas7W7C1IZJhz+Fb6KutUaJNtG0soWN4/CzxFOMJ/Jtb8FYje8QuB/7M9Yl9yqnTayEm2r8OYfkn0Re9FrS/a9v+2tDc3LSQVNUQfv+0dhz1wsI1bgdWIzPJqirLy42z3ysAOdfwJtj+a/t6uS/Bd0rLEHmcZBq9LOeoRfRUequTGaNlIdi4l1tkLHK1Q6wAHu1lLY7Hz2hUKnod3EvxEryAkk3cl2g+acDjNavN5B398IG2QNiJudpsRGe/NM23U5UPmAd4L/MGZPbOFnOpViKjTmwjpvweIEv0vjcFYujr4nTaeKtsr3rkUVoXYkEugRLlYoXF0dlCSnbmJSo8qs9RJLqkN0o1zS2ItmZ8gxTrV+XKi0whSukMIorHtiXvGsC1BQ9j6FLEerAH8juivvsIdSqfVUEpqPKKQA/ljQte54hTYGnih7S1G00YpqACDdx+bKwEn2H5D5nGz3DNy7yOSziOqVXrltb6ZYaOTY1DKRmE7SxEB3TcQDvpVxJrfVK6yyJyVtCZR2ltl7/9OyC4X0xxvOI7igdSOY1kPWIIomf41kU1s3N6l6Dc/gKjczJK+7bFTot+8hJRoiT7+qsVsBhEoeJxoFWjatjezN73AfvZmgvfoVgaC3bk8TlUFi4g5uyxR2dro85Swoaj6uTId/y2iOvB2ggdpC9sjEm+WPK9doZC8XN32U4pqxT8QEpjZSmQVJlyJ/nMNkjYgblCbA7cRm/E9c6OMAL3ZLEmnEJHXJuOoT+x51cPM6nxNyYOJTfxhhNxXzoLaeSyFP8/DHkx4eA9J8qUJXJZY8DJ1LIVlCDZkJbZkN9eMfh+1LIrtn2aOo3O5mMrJub0H+IHt7PK9HqzBQGR8VUmtSmHbQtJVRInXacDHbU/vYG5eRzms0uZ7P0lXEE5/ti3iJjzDLQkm+yBbNqHEnC2Eq4n+35GeGw4reXC/4iXKZ8DvZENlS5VbM3irP6v5iwhHpTFTuqTFieun956xIJHFy8GStt+eeUwvnrT9H0nPpkzzw0Cu41fCRjE7KUOXJbvbgxLzHkK1ZFfbVwAo2LynErwNjZCyhYcTvBFzEXrc/8wJ2qf3rAKpG5ICqRnH9+53Kvyd4PtpvN4mZ6K1Q5HwVeAfhNM2Vwc71Z7xj4oS+T8AS2baOJKQVDwiPf5wei5HBrQKbjwh6aVEH3+uWsd0RavAsUTA7x/ktWqWzMQ+ZfuwLgbcUzGa5t/Oo2xjSSI5tDKhsHMBEcD5kZtXQRY7r+k+dTDwEuL6zU3gPVklhGz/TdKdXZx7mIAOvmZlyx2E4TYBNRtVyeYsL9GcAb+EjQeA+wlHa3+HvFVJrAA0zXDVswoPEZvxCgayCKRsvyPn/2fDWEp+nhLSMaXwOSLTfCuxGP6CKBvLwZbpd+9iugPx+ZowNB9BlBFVZZa7SNrE9iebDEBDSOBUaFp14nJybu8Gvq0gcTuVCBpkOaKSfkjwItzEQMbO5PfZdcHeRMalxI3rqVTZ8NuUgX+QuHllw/bXFS1Iu0RiliuaRNhHMpvzz13nbM3ORe4pJ+733BDHlnQgb5S0ju1rku21iYzGaNooIfVVYR5CTabK0P2ZcNLfBSNK1PXKoZrYiP/WeXwpbwM+Smwev8nA9/MY8PkMOwBXSXqN7Vszj6ujq2NQykZnOyonf1Zi3gM8Xjn36f2npX1dDr5DtLidRlQqfoRYY3JQIpB6BBEcvIWYs6ukv18saRfbv8wcUxe8KCe7PQxK9EWXkAHt18eftefygCrQUamyZ0Hbt2SYWFLSYcR3W/1dt59TpXuoot3ml7SU/euF7RtS5UZr5NqwvReAgmtoTYLM9C3AFyQ9avtVDcyUPK9fI1Q5siola1heIV9dYZn6Y+dJYQMTsERfzy0W/aWblqU1tFfvNTXh2O7dm9mfnRgmo1MFPiYU+Qw8t+ZcKUi6HVilciSTI3hrRnnVsJrszpPCKSLnlsr5NiUCIOsTPV2NI/2Sfk0QKnZaVLs4kCWRbra/BhYmSi4XBL5ebawzbe1OkENWTtp7gWNsHz7CccOtJys6o4e/wJydh3DCLyF6kevO+bm2X9nAxnaEA7kmUK+ueJwoJW8SoK7OyZwE0VjVs7gUwRsxogJFCRvPVaR5sbXtk1oefxtR+joHEWS/h9hId7oHSlqGfMeguI22dtRR/qz0nJV0CHE9n8JAJdvfCImqppWC022vqcFl5FfZXjdjHFcS7UunAxcTgdSDbK+UYeNU4ADbt6fHryIIyw4gyslf29RWV0g6CLi4bVBBZWWFi0gq1uy17eP/AcEVcYXtO1q8b8n90oFEJcPdDJTo23myf3Vp7klEcOnFtt82mjaSnYWIdp/10u+Fifv6iITshc/rlc7kTes5vrj05oRz8GcHJL2Ewb1PWSQPpWw8F6DnGPnMeMEwjg7QrBQ2OWwP2H4oPf4IQU7yO2A/NyzNT8f+hGgl+V16vDSxKdm6qY1SaLthHMLWnASz6/bABrYXzTj2NGB3N5CCHOL4zg7keIWkWwht2n+mx/MDV480b0uuJ13nrKQpwB6EbOGDDM7uHmv7OxljaUQQOMSxnc9J6XVaBUqVJa1IlM8uZnsVBYPwu21/JWcsJaA+kpcZx/6NICbri4bfz8q271D/0uumzmdnGyXtDGF7ErCA7cca/G/pOdtZ9lJR8bUxkdF9CPgj8FHnyYX1BlIXAr6WE0iVdFOvE1891++12YmUaJqfCGo9Q2apsgrKCquDpKKkbQkf6Yc9z+9ErG0nZ4zjLUTSYAOiQvImotLu0KY2SkHBKbWq8yqbem3Uq0ueBe4DznAewWsnG5KOIZQNHgeuBa4huMv+1nQMJSHpUGBx4KcMrowYzQrfwWOayA6+uktXvJsow3sp0U+2NPDrphmdUjZKQkHOsAKDz8nlYzGWiY60kF9q+7eSRBCTVA7xdrZvHMWxlNjU3wBsbPuvkt5IlKLvRmxGX+k8ZubLgLUYKNFci+ghfiKNp1E5kcpI4SBpXmAp23fmHFc7/u1EqeWGpD4u4Jc5mYO0YXwtcU7qC3zTc1F3IP9Qe6mNAznZIZnXGgq96i1sP5oev5Ag68uKsKdjbyXKJZ9Kj+chuDkaqz90Rdc5K2mK7UMlfSnnPjOMvU73r2TjhYR8Tp0NOcvhKmRjOn1KlZ2nQnEZkXU82gPER7eNRTWBpH2I3tsfMbgqaMQgqMoQwx5j++NDOKFNnc/ONkraqdk7mcjQ/pso9V8I+Jbtr2fY6Dxnu0DSmranp/vyn4ig1p7EZznCgzl7RmM8PwL+StzTIaoRFiEytdNsD1v6nPY3WxBJhNOJUuf3EL3NR7kjI34OVFMFUpAIX9flekpZ92xJRUk3Am90j7qCQh3qUttrZI5jMnHP2ZCY/0+6o0JIG6S5spvtxjxSw9gnnrj5AAAgAElEQVTKVqAoZUPR6rAIwV12FXEvv81j5NSqf6WvPYYVvhPWwVcZ6YqbiYXsQgcj+YZEad7HR9NGKUj6GDCF6B+8iShbvjr3BtxxDJ25CcYLFKWWr7P9jKQPEb1gbwVeB+xre4MxHWAmJN1cZRYkfZeQnNkvPc6K8pcqJ1IBKRxJ7yJ6cOeyvayk1wJfbupYJxunEpujc5tuAPrY6HtOmp6Lmp3dPELpegMb9xIbtam2f9XSxkyG2eGea2jrf4jv9sz01OZESfqw0oEl0XXO1jJiJRy4EvevA4hy/7sZWHOzHK4SNpKdEqXK19teS4OZjUc1+1gby719nrYbMJtL+j2DOV96jWSxiT/XULuOtiFISf+XIN9s1LpQcM5OIbK7jxO8AqsDn3OD0vLk/C1AlPef2maNVX9iyJnIvH/Ny4B0oAiN9SMI2bv5bP9jhOOPIPhV5iICynMT5L2bEfLGI2bQJW1r+8T093q2r6y99qmmAere9bXLeqsOkor1tSzntSH+/yKiquHqNIZpJRzsNlDIyq0KXM9AIsK235Nho7MCRSEbIoLk66afVYhA19VuofbzXMOEI9mrYV0PSFfsL+mbDE/C0w/P2P6LpEmSJtm+RNLBo21D5UoTpxARwmtsbyhpZWD/zLGsB9xk+5+KEqXVgUPdsPzN9gtG/q/RGUsBG896gP3/nQTL+l+ACxW66aMOdSuFnSxpDkdWeiOiJ7pC1lpQOUMp+lrPojQu8094se3jU3b0MkIlILfXaD/g9UTmHds3KbReG8P2VgrZp03insF1uTfgXEe+FxogEH1QfchEnVfqtSqRUT1OUQb7PWIjOmIpbA3/kbSUU7tRyla1igjb/lbaWFQb0O09ihUwaQxd5+yvJd0HLKpoOajQpre6xP3rg8Dy7lBqWcgGBMP0XMBNaW38I7GhzcEjCgnSiiPhA8nOiFBh7hfbuSzZdUwmnL9slYc6JL0Y+BDBEg1Rxn1yzhpbwkZJOwlzKlqhNge+kwLoOetKqTm7g6Mi522Ec7s94XCM6OCnZM5KxBp7uqSnGXD2m+5PKmLI9xGlvXXZv/saf4oYz5NEJWk/CcZhnfuEDWy/Jn0vDwFL2H5aUW3RdJ3+HwY+w+EMVgTZgSAkbILVJFX3KRGEpI/RLkn0AyKAUwXMtwZ+SFQrjIQ5Jc3v1FZWIWXwc9UBbiGCWasQjuyjkq52hvxgQdQdXxH35NzWys4KFCVs2DZwm6RHifP6d2Kv/nraqf20hqQliXm2HnEvmkbIf/5+NMdRx0R28EtIVzyq0LS8HDhJ0sNEL8ho2ziWVJoIYPuWtLDmOvhPOTQUUWgq35FuQjk4klhgVwM+S5Sl/4ABZuNhIWlB248pSa71InND0GksBWz8R9ISBPHORoT8S4V5M8ZQEl1Ye08hHOhHiOunWlhfQSyMjSHp40S/4JMEUUtF7Jgrm1RCCudZ239PjnmFXIb1LYgN16XEZzlc0mdsn55ho169MhdBBpXThzycnvRILOKD/znK3Y4FjlW0Y5wCHCLpdIKMqUkJ6ReAabWAyxsZHBTKxXwEc/VUSYtKWtZ2v0zpbEHXOWt7awUL/vl0k/mCMvev24i+3S6ZoBI2IEqBJwGfIkqVX060M+Xgk8AxwMqSHgTupbmEZkk2fyTNRzgsSznK01cg5NnObnD4H92xhUPSKwnCtfMJB0tE8P7zkt7iBkRdJWyUtFPD0YQDezNweQoc5gQeS83Z6oaxGVHpdLN6biLDwdEOtj+wf9pfbEWwtD/kBmRbtYDjAR7M9/BzRW9/Y6RExn5Ei2g9eNn0fvxs+v9nFJU0T6fHz0pq2uqlIf7u93hIuKyscBdJxeOJ4M0nbN8HoCCX/G56rTFs75mOX4CBQNLiRKVEYyhaGndiQIq3st+4DNz2ZYoqxw8RwbJ7gaNyxkEZBYpONhTEvesSDvUzhJLG1UTgIEu5pMR5Jb7TkxkIHm2bntuk4RiKVfRUmMgOfmfpCqLH6CliQ7IN0T+Ve2MuYWM+29f13FvasIb+Pp2TnwIXKMh+/jDCMb141rYlvYfIdB+vEZgme3AysdmawQCjf4VcB7DrWLra+BLBdD0ZOMsDDLVvIkhbxgS279JAj/VUhfZ5k+O+qigVW4LoL68Wk0lEL34OPgO82s31RodCCSmc2xQtFJPTRnx3oicrB18kesQfhpkL/oVEmXsj9FavSNqciCQ3PX5E1temUPT7vYPYTCxDZHZOIkh+fgGs2GA85ymItdYhruM9237fCkKdNYleyKlE8ONE4ubc5PgVgAOZlashZz3pPGcdBJWNCbSGQb/717GZNg4kJMNuowXnQ0EbdQ6Qp8isGqvZuAfYWEHAOIkIgmxJcJ40ff9SmErcw6oWg98TQdUmDn6nzH3CAUT258eDDEvvJwLNTYInJWyUtAOAQ4O7Lkf1O0VrY1MUmbPADEWL2LLA3ikzm91rrqiQegmwGFG18udME4tKWi7NfxTVZ43JXROOJ+6bMxiQaM3BQ5IWsP0P22+vnkwBzaaVEh7i736PRwutJRVtf0PSP4ikyALEZ/gnQcx6ZM4gFDKzGxBZ/N8RTugVwx7UHz9Lx11I5vesqBTeisjW/4VojZTtxteeBog2r5N0NIMVKC4dLRsJyxD7sz3dkti4htbntYZFbdf78E+QtEfG8cUqeipM2B78OtRSuqJ2fNcy4042JJ1LZD5Os726ojRxR9ubNjx+5gJWe+5NRLDhvJxStpStO49wDN5I3Kxu8iiSYZUcS1cbCpKXF7jGzJk2oPIIfW2zAyrA2ltoHOcB77P9xGi+7xBjmY/INr+V2FyfB3zFeYyut9bnRNq03dxknmig7aHfa9fYXqfpOGrHdSUQvYdg4z/e9lU9rx3mBhKCKtAiU7N1E8FdcYMH+qsb9zFKmkaU3B1CVDpsT1yDjcvwSs3ZQsGGur220ku3E9nQW6k5Js5oFelqIwVOl7T93fT4Wgack882qYBJ985PAi8jNloXpsd7EdfgiL2hPdUzlYM9UzI2o4qmsldxCtT5AG5uss5KelGbPUSPjTs9hEzacK+VtlHSTu2Yeu/7ccS60Kj3PR3fed4nO5MIUtR7bD+qaEN4mRtK/0nagNh8b05UFZxKsIDnXsdvJypXqqTBMsDHm56PZONa22vnvG9Du/MD87tBu5qkJ4C7iGtu+fQ36fFytnNbdlpD5SUVFyDuN63I5CR9hqjynTHUXqGhndacJJL+QzixOzpV8Em6J+e+pTLKE51tlEaX81qzcSFwAhGwgFgbtnemvLH6KLj0e64JJmwGv5ahWob0OSRlEdhI2pnItrcuMy5hg/6lidtmHH8Eqd9J0dfzhtybXQ1bEqU7O9p+SNJSRJYpCyqj5V1iLJ1spMX4bz3P/XOIfx8NlCiFLYG9gavShr6eRWmkPS/p1UQf5Vnp8SFEQAqiLzOHEXlxB1t3Y8buPjhP0vkMLM5bAuc2PPY6YHUN7pufRGSssyOoGoKALdPMqkMFoJp+Rwxub/kMkXXIbZGp8HSqpKn6q3M3e/PavkiSUoBhP0lXkNdn12nO1jCVgWDDhqRgQ44BRa/rJ4igI8Clko72AOdHEzySsqFd0NXGZ4msUIW5ifLt+Ynz1KQC5ofEGns1USb5WaLFZXPbNzUZRG/1TAE8rSAuq+br8tTmzAhj6eTcJwx3j2l6/ylho6SdCvXe90XJ6H1P6DRnNavc33JqXplf2XiAcBpPBfa3/ae240mVUiswwG/QmOm9hkskfZ1o46qvbZ2UBdJep+l3PJ5kXIu27HRN5tj+erqP7pLm2hW2m7YK1HG2pM1s/6LFse8n1upLUrD7VDLvWznZ/tlpYzagy3mtUPFMHELcN65Kz+WiREUPMIEdfILh8yl6oriZ2IvuZcadbbinNLFFlLB+kc4z5H81w+NElu7fqaRnZQacnpEHMqDlvYhCyqau5f3S0RxLQRvjBi5QClsIRxN9mW2vv4OILGiFtwH7EHPnS0RWpClOkPQyghX2cuLmmdWDZfszyUGvSOCOsX3mCIf14l0MOPSVrmubXu0SBGwvldSVuLPe3nKY27XIVPhxKsdbWCE/uQN5JelPpYzbbxXljg8SZbE56DpnK5QINhxJZJeOSI8/nJ77WIaNGZIOBM6i/aa+q425bD9QezzNQUT6l4wgznIekMU6DniE6H1vmy1bH1jBwfWwCFGBlcv1sC9RCfRySScRrSQfbTOelniJQnmiF6L5Zq+EjZJ26sdBy953us/ZiohuHqJk+pY0plUJPe31G9hYv00lUz+kYN/OdAv2Vdn7NWvPmVB4Gi3cbw9fEpzWzNleNlz/btRHUpEGbT8loegX/zgD9/ETFfKTjdRyahVKIrgv/kX0nTeuUEr7mTPTurw5kSBaLO0TzsypGEljKiHz2tlGF5Q4rzX8wy365PtgD2INGFTR08bQhC3RV6ZMxRA2OpdsdrGhJCsyxM2zcTWCgjTkzUTW8OL098wbZk5GQdIMolfohcA1RA/6E7YbkR1psJb3g7WXHidfy7vTWErZGA9QgVLYmq2D3SND1++5EWxkSWD1OX667TVrj2eWskuaZrvJJqtuby4ic/hmYrO0gO2+RI89x72CcIKv7Hn+jcCDtu9uYKOSxerdpBryZbGUyi0lXUP0Y/2F0HddIcNGZ01xFW7XkbQJA20U59u+IOPYtQjm7oWJnuCFgK+5pzVpBBud5mzNzpXEmnI6sd4+SPRlNi5VVp9y737PjWCjsy55VxuS7rLdl+RT0t22l29go6Qs1kyuB9srKggMT3MD0rM+tl7MAP/ENR0TAbnvPWywyPaIwd0SNkraqdmbSrRjLEvwWUwmQ1e8xLxPdk4FvloFgyWtAuxl+6M5droiBbXmBL6fnvow8G/bOcG+MYdCJeUM4GdOyivp+bmIoMl2wCW2TxjFMRWRVCwwjluAN6SKiKqC7equPkyBcb2IIIXbMvO+UULmtbON8QRJvyXkyb9HtEa3qd6cRJyHn9GtoifsTWAH/2DgotyoU4+N1xGlYa1LNrvYkLSz7aOHuoFm3IDvY6A9oI+ZrB6bGxw8ALsRmaqvKaM/JW3Efw98wPbhKeP3fiKbuV9msKHTWAraKNFu0AnJqdiqypYpepo3IpXC5oyl3wY6N2Am6atEFPznDJ73jb5fDd/X+RvbI5LA1f5/fcLh2oBwAG8isvgjVmpIOhv4vHv6LhUarfvaHo7ZvvrfPxLZ175ZqBYb4H0IwsGNCMZeE8GxL2XY6KwpriBY+hBwve0rFO0tb7b9g5zP08fuIsBfRiOT0/O+neZszU6/YMPBtq/NsHEDsEUVQJK0HHB6W8d2rJCy25faPrbn+Z2JuTKi/JKCpbsqAxahUPIELbIo6sj1ULNTjH/ieQyGOva+FxzHLOth7hpZaBytg32lkkR97L6EwVnV+4f59+qYeYjKrG2I4M2jycZkov3iu27YclMKku4EXuMOkoqSppMY0l3jYsq0cStB4vtUejwPcV/NCpaPh71oes9bPFBluKqCo+Antt86mjZKocR5lSSCH2sHglz5R8AJtn+TOZZW/fb9MJFL9K8hyk0m0b6kokTJZmsbtitZvFkcgBT1bGpnmZz3HQGS9AZika4iaTmyJUcDGyfn/o1EGfZuxA39GCI6NVpj6WRDZdsNuqJzKaykTwC7Ej2H9c3UC2jILFvDh9LvvWvP5XBP/EHS2r1OkaR1yFd+uIyozDgQ+EXmzXyZfhtL29MVkjhN0FkWq+e9D0h/npECEG0IRFtritfG8RBRmVA9vp/owW+M9H0eBPyVcIZ/CCwCTJL0EdvnjXB8SemYrnO2es/r05//ALZXEHFuSQR5m+IzRC/kPcS6sjRRKZEFjX2Z5J7ATxUqFlWJ9BpEL36jNhuXlcXqyvVQoST/xPMAJK3skNSrHOjs3vearRKlvb9O2fMTiXVgWyJwN9r4t6Tle4J9TZm8q/ldhINC0ruJFoaXEjKESxPn5NUjHZuc1yOAIxRtB4sAT9p+tMTYWqKEpOJWxNp8fc3Zr6sQNcFU4FpJVdvf5mRI7aW96PyMj70olJF5LWGjE0qe1zQfLiAUzDYk1pVdFRXWn7N9dUNTF0jaiwgQzOS/yE1EVAdNyB+CcXRVUhVCSxtXFRhHCRuXEo5G9Xgtgj14LM7rm4jetv9Nj5cj+m+bHn9z7e/vEln76vFNozmWrjaAKQTh4b/S7+rnZuBTo/y93DXMa3c3tLEQ0c9zCnHjrn5eNAbz7PXpXO5L9K6/i9DxvRd4faathQnCzYOJYNuFhNZ71/M65Gs9/3djoXOyFkEYWD3+CFGqdVjud5Tm+YVEJvRBYFp9jWlo43FCn/oxgvPh38DfM21MJ8rytyCI1NZJz6/c5Lyl6/dNwKHEDa+aKycD/zfKc3ZBIjjwHQZaDT5FVCf9rIW9uYl72GrA3C2OP4pwOh9I19GthGrCqNpIdt5CBHJ3A94ymt9Lzzj2IoLM9xCEfVcDu7Wwc0P6/SWCoHXmc8//tP5ujkm/L+nzc3GGnVJzdh4iQHVm+tmTCKbm2FgRuIhooSJdz1/MtLERQdh3KRGsvg/YcIy+o5uBF1drM1E+fcxYz50On2fNdP87n9gHnkVIHrexNYng1Hkwzb39ybgvE1VAuxP7ytdlvnd9L3oPY7gXTePZh9h3vZ8BNacvj7aNAp+j2HlN180UYs9zDtFeOUeag/dm2Lm3z889bT7fRC7RPx/Y1HZrsqQSJZuFbLyN2MAeRvSmbQp8zB0ZULtA0vxuwRav0KZ9re1nJd1ByL1cXr3mTHmSLmMpZUPSbm5IhjK7UKIUtue41YiSdmjJ6KroWeyVCmuc4U1lgJ9iIDtwO1HGl81ILOmVhCO4AaFdfb/tEbNtkk4hNpe953VH4K22t2xgo7MsVrJzA1H98tdU/XIqA9Uvr7SdU/1S2WxL3NnP1uZE8OXzGcfMLHmV9Gvbr6y9NrN9oIGdItIxXeaspJ8xwPa+EcHrMRehEZ5VepoyB7sSvakm5IuOcp6043OqTLIU1IHroWaj4p/YgVhTxkwu9nkMRsk5myolVyKuwTudR2xXzZNOXCfpmLnTOESLnltJixIBrWUYLNecxeKtAXnImwkn9D+SrrP9+hw74wUqJ6m4KpHF34wIFpxErN0fdvP21Tr556IET9C9meMY072oQtf9SiIA9Gx6LkvmtYSN0ihxXiX9hqhQnGr79z2v/a/tg7vYb4OJXKL/R4Jp8FwGO9Y5PUclSjY727B9vqRdiPKOR4iF9aGMMRRDKmc/HlgAWCo5gjvb3rWhiVOAyyQ9QpTgXJHsvgLI1YftOpYiNoCjFSyoM1luiRt61magIzqXwlZQR0bXZGNfgtDuVcAviKDUNDJKuB3auo37yocZy93Anen9jyK0R5uW6e9BtPpsA8xIz61JOG7vbWKghHOfMLlma0sic3IGUaqf60DWtaaPVUhDNdKaljSH+2j12v6ppM/ljIPBbUtP9ryWE13uLB1TYM6WZHv/AfHdVNfc1sTmYIsMG8+JMsnSSA59tlPfg0pedQd3kIstgXHQhlF6LLNIHCc7TfduReaspDcTxHb3EY71yyVtVyUkGmI+29f1tBo00jlXcHk8YPsh2/+S9Foim/k7Sftl3ld+Ruy1LqR5eX8/PJoCJpcDJ0l6mIafZ5yis5Sogqj5UWIf+bla8OVaBVdHExv7ksg/ifvynEQJdxb5p6P1tVNipSOWJJKRKyvaPK8inPWm5eelbBRFofO6kofImOc49+ojoUtLf2MiO/hV6cJc6ScLit79z9n+UdsBlLCR7OwDfJD4QlclAheftn1OC1uTgcUYfOMckSClhm8TkmVnpWNvTtnERrD9VUkXAUswuE9pEpGNzEGnsRS0cQTdJa06ITnD60p6CwMZ73NsX9zC3MeAtT3A6HowsbjmRDA/QJQW32h7e0mLEUyojaDorT6GYBt9pue15Qjm2/tsf6+BuRXaVvKkaoF1FT1TVdal7Xntisk153ojBkuj5K7Vda3pl5CnNX0dsLpCNrDCJGKDklvytZqkx4gN9Lzpb9LjHEnPPekuHdNpzhJcLwA4ZDfv7VAZsZIHk2hdkrJmOThb0sKE43kD8d3kfJ5SNoohfSdrpYfXpXWvyXGV3FFfOI+bh+TUnwFUyhWPEGXcowoNwTQ92jZK2qG7xHGpOftNokrrTgCFjO4pROC8KbpwnRxNkHKR9iQH0Z6vaD5nqOAMg/cQ382eBG/RQrSQ4217Hc8GlJAS3aIKLPfC9vv6Pd8H7yWRf6bj/iApmzehRGKlC2zvlcYxF7EfWJckeSvpUduvGg0bpVHovK6g6J1fhsH+V65iQwkJ3ZlvPuF+CJK0EwvYuXyc2DiUYHivHi8NXNDCzm7ERuR24uZ5K3BLpo1r0+8ba8+NFR9A57EUsjHL/4/VOSl0Xm+l1mtIOFq3Ztq4Lv2eQfQmC7g94/jFga8R8jXXE4vqxUQf1AXAezJsLUlsvh8G/kRI9Sw51ue5xffyBSKS/TPgRpjZQvUK4MpMW7ek34cC701/N+IKYKD/eCpBLvY9YsP5eWDRMTw/cxMOetue9a5z9t8McBI8TmS2qr8fyxzLCSQ+gvR4beCIjudmoQLnt5ONju//QaLd7fvExupeQo0lx8aXidaHF6Tv+BOEjGjuWHZK69Ld6fEKhGrPaJ+TW3p+L0AEzkfVxuywU+j8tJ6z/caROzY6cJ1Qlq/oK8BmBc7njn2eOyjTRufruOD86MT3kGwsRmTvz02PX9XvPI1go7r3VPfW+dtcB8TebVI1d9LYfj4G53Uh4O0Ece6FRN/51NG2UfDzdD6vRN/+Jwh+qTWqnxZjKeZvTMgMviN7sqikudxB/oIybIWdbdie0vP4d8AmGWOoMIXIDP2lxbEVHpC0LuAUYdudsWGWLTWWEja6sNyOR0ylA6NrwvSURTmWcJj+QUY2x9GC8lngswq2+iWI0svf2H4icyxTCdK1qrx52/Rcm2tozOCy1S8zJP2SKF3dO2ULmmbLXqKQXbqtd4hENLmV9FIXpLK1namVrUnKLVvrOmc7s70r5JJMROg/IqmqrloK+FWmrfmATxNtAjtJWkrSBrbPHk0bBfEFQkrq4TS2RYmN3+kZNt5me+3a4yMlXUsEE3PwSWKjdi2A7d8qOENGG+OpDaOUnXMlvdUtJY4Lztnpko4nWmMgMtYzhvn/WeDI7G6sdlwnJSu2pgCfl/Q08DS0UpUC+ICkp2yfBCDpu+RVWkGZ67gIbG9YwMwJxH7iC+nxb4j9fs6e6ceSjgYWlrQTKWPdYixPOngRnpW0IJHUyFKB6QJJxxAVpI8Ta+NVwLecIR9YwsZsQInz+qztIwuMpZi/MSEd/IT7gCslncVgxzpn81kRkHyy9lxuD35rG5K+bXsPDSEF5TwJKAhmz64kFbsQWb+XEXr2v2TwZxtNlBhLCRtFJK3GC2x/S9KlBEmMiJ71GzNtVBwGR0k6D1jQLXWMbd9HXM9tsajtqbXHJyiIXCYcbF/T57lcHVUR3AaLEuyrTyi0ppvO2clEdq6dhtXsQeeytZJztgPeWdDWVMIheUN6/HvgNCDH0SlhoxQmeXAp71+I4FYO/q3g0ziVuKduTbvN0b9sP63UW62QQsxtTymB8dSGUcpOV4njUnP2E8ReYPc0hssZWF+GhYbQn6/mS8N9aDG+IttFZPII5u+zJP2HKFP+q+3c/VKJ67gY1J03YhHbP5a0dzr2WUlZa4rtbyjIPx8j+vC/5Bbkn3QMUhfAUkTVzG+JipXfE/wEo22jNEqc159L2pWoJm1FuJ5QzN+YyCz6+/Z73n005ccrJK1he4akN/V73flMn8cTi8c5tCcefB59oI4st+MBkl403OtNFqLU0/0C26f3PL8N8HDLm1YnSLqQiLKfkp7amghabDTaYxkvkDTDdk4vaf3YG2yvXnpMXSDpZg/uWe/73BDHjrs5m97/hcDLGdyv17g3VAOM1zPVCJqek5I2SkHS1wkOmuo63pIoY23cW5yqgQ4lyKtMtLzskYKIOWP5GrHp/AhRPbMr8CvbXxj2wNkIFWCaLmGjq520cd2caAvL3oCWnLNqyaIvaWfbR3fdh0pah4GKrYoTZ0WCYT1nLRBRgbCs7QMkvRxYwnYjJ6Vnb/AC4KfEtfOl9HlyVKE6X8eloCF4I2zvmGHjUoL88ALbq6fv7GA3UOkZwt4iwF/azP0eO8swBkHqNNdeTfTOr0twF/0VuNp23+thdtiYXWh7XiXd2+dp226UMJa0he3TFATCf6CAvzFhHfwK6iZ/Nh/wP0Sp18clrUCUuOeWOHaykewsCmD7zznH9djoHPRQIbmVEigxli42NJhkbBbY/slwr483pAXIxKKxBLGIwEAGpUnVyTXAu3rnqaTFgTNtv6H/kbMPCobr7xAZHRMlX1McrS7/lUillSfYvr7FsY3l60YLCgnBLXrK1k5vEogYp3P2AIJI8m4GMsN2BiGPpKuI0t4r08ZzeeAUZ0halbBREpLeTzjnIvhtRp3YLo1jErAjNbk94Lium/IW49iCICJ9XNIXCS3tA3IqrkrYKGynk8RxqTmrPiz6wHbOY9HvZ7dr62ib9zySaMF6i+1XpuDhL22vNcKh1fH1vUH1u0JjJ6Vmb7xcxyWkRFcnCIhXIdrWFiU4BUZ0AFMw4CDCeT2AaAdZhKho+Ijt81p8plWZdT876ntRSUsS3/G6RGXai20vPNo2SmGsz2uVWCmZYJmwDr5q8me220qo/Ygox/iI7VUkzUtEkBrpWna1kaJY+xJa4CIu+meBw91CwqYE0s3zCuIzzSxDcsh1TbixdLEhqV72/S6C/bdmYvSDHqXQ1omrbpS5rw1jb4rtQ0d6bpjjNydI6G61fX7Oez+XIelXRAT4PqKFqQrijMJFh5MAACAASURBVPj9SHpRTsZmNCBpI6I0d1DZmu1LGhxbdM6WgKQ7gdd0cQQkvZXoC30V0Xq0Hg3PSUkb4wklA9Qlgu5dUXNM1gcOBL4BfN6DeQZmu43Cdk4gWhhbSRyXmrMK+bMPuYdF3xmVTym7+1GnChGF9N1xbaoJuqDmHIx5Jc54gqRrba+dgrzvI9oFbrO9wgiH9tqZg4GMak6lx3SCnHYhgqh2U9vXSFqZmGtZezBJ3yOqI25ngFNn1PaiConldYlr7hkG5O2uJPZgIwbtStgojVLnVR2k9iRdQNyzXktq16nD+S3bE7oHv4T82fK2t5S0dbLxZHK6R8vGHsQkX8v2vTAzM3WkpD1tH9LEiMr28peSWymBEmNpbcP2zL6XdOOcsH33fdA2sjeP+uikK0jQ5m1hbzuipLaOj/Z5bhZIOoIo87oKOEDS620f0GIMz0Vs2vbA8ebcA9i+qKqOIr9srfScLYHbgIUJMp9WsP3L5KSsQ5yTKbYfGW0bXSFpmu31NavUXRuisE564H2C7lL0245V0L36DO8AjrT9M0n7jYGNknbupYPEccE5O2fl3Ce7v0lrQg4OBM6TdBjB87MpY8PP84xCItkwMziV7Sh1qdIofB2XQmveCA1dwbmipKbZ3TmcyCQlfdmJY8f2HfmuBhDKK6MuI1fDMgRZ4p62m8pBzg4bpdH5vKq71N47iOvth4SEZ2dMZAcf2w/0XCS5N/SnU8a9WhSXpxZRHgUbHwE2qd+cbN8jaVsiMt3IwWeABfYbDf9/OJwtaTPbvyhgqytKjKXU55mYpS7l8RNCr/RTHugZnB84LL3WCCkg9iFgWQVRZoUXEFH2JngjsJpDVWM+YmP/vINPKHGkTNsKtqemDd8CYz2uXKSM2AO2H7L9L0mvJfohfydpv4bBiCJztjAOBG6UdBuDs5iNg7GSLnLwTJzT57lRs9EVttdPv0sQhXUNChcJuhfEgwr27Y2BgxW977mEZSVsFLPjjjxJBedsL4v+tuSz6J8vaRdC2vUR4HUOhZjRxmEEuddLJH2V6DXfp4WdfRx9wOsTCbRvAEcRMp7DovB1XAS1gP8Zks4mjzfiXcOZptm9ox5kebLntTZ7yqslvcp2luJKKdj+n5H/a/bbmA0ocV4/QEj43mh7e0mLkUFCmqr5rpG0te3p9dfSPigbE7lE/3RCruk7RCR3d2BN21tl2NgE+CKDS70+avvS0bAh6Tbbq+S+NjuRoq/zE5vONgy342ospT6PxiHxWC40mPH3f+iRO2tSIplK1b5CsJdXPe5LEe0y+2SUri0NLEs4Op+rvfQ4QcjzbN8DB9sY9J08F76jUkjR5DUJPpAVFbJWp9leb4yHlgVF7/3Gtv+aKrROJUjPXgu80vYHGtgoMmdLQtLtwNGE/u7MTaAbEKtKmocgjrqEyBhUUe4FCa3mV46GjVJQAfLPmq2vAFe1DehKupGeoHt6flGip3lUuSlS4PLtROnqbyUtQbR2NJaYK2GjsJ01iRL7pRncRjFsq0zpOZsCFJ+k1isOHOGMthlJ+xC67x8nSnz3BD5t+5xhD5wNUJR9b0R8lotsZ8sbp0rF10k6kPieT1bDdr6S13EpaFZJxVYcWR3e/98MtMjNC1QSwCKCDVkVI+ke+HPgIWJP27j17nkMjRLnVdJ1tl+fqos2JPayt9l+deZYZgDvtv1gevwm4Du2X5NjBya2g78IUca7MfFl/JIo1crSgFfIR1WlXte0KfVqa2M4h6SNs5IWrwOZtQdk1HQyn0vQ4JaHNxIbgJnIybaNB2gIEsYKOZmVVLXyivTwLtu90emmdg7uzbj1e26IY58A7qoeAsunx//1Nz1JNwGvA27wQE/mmPSbd4FqfaQK4sA/294vPb7JeXwpReZsCUi6zO1ZmKcQmeaXEjJDlaPzGHCs7e+Mho1S0GCCr6WAv6W/Fwbut91Ya71rQHc8Bt3Te7+Ewff0+8fCRgk7Cv6JzzBrcGtYUtRSc1bSe4AlbX83Pb6OIE4z8Fn3qG2MYOtQ4HPVWpIC18fZ3qSpjRKQ9EPbHx7puQZ2zibO7cbAGkTW+To3Uyspdh2XgsrwbE0h+F8eJ2TUVie+86zAVglIuotIzmRdO89jeJQ4r4qW0c8DWxFBpX8ANzmztTdl648gKkhWB/6PIAl+IMcOTGAHvxQkvYxZI8lZLKptbdSie7O8RLvo3jSif/AQYnJsT3zHWbITJc5JKYzx9zPsBrxJtu15DI9+gaymjmjaTA2J/+abXi2aXJEvzU9sbCaag38b8FqH9vAdwMera3csHa6ukPQtwgk9i8El+jnSWLvZPrzjODrbKAWFpNVZVfZd0qZE9canR3EMRYPuBcbzbqIf86UEX8NSBP9E46xQCRuF7UxzKudug65zVtKVwFbVhjkFQ99CtDBN9QSUV+1TzTaZyMBn9RUXqhgZ8+u4NpYSUqI3215NIbf6SaL1YeporwVpLBc7Q2nleTRD6fOqjhKGChL5o4GngHe4JdHrhO3BVxkJtYMJjc5BzIn0ZGpnlw3bk5u+T0PM6yCjUnJu9pN0BeH0N0Lt8/yKAU6DrHNSCiXG0sXG8w787IOkTxDa0stLqi+CLyDYVEfEf7MD3wA/VvTLLixpJ0Lyq3E/2DjCKcBlkh4hsklXAEh6BdBJy3uMUZW8rlN7zoSjMSw0wEtweHr8ERIvAdCIl6CEjdmAtWzvUj2wfa5CTrAxNATRbkZQeDVJj/UzTS1rPYo4gJgjF6bS6Q2BrcfARkk7+0o6DriIwcGtYXuaC87ZuXqyYdPSsX9NgdARobLExq0haW8iazhvmrdVVcPTBGt7LhYBpifbS6Xn7si00fk6LogSPFvVOd2McOxvltox5BXAHZJOJsrJG187z2NEtD6vKfDzgnrlj+37JG0jaTHbFzQZQJ+1ZD5ij3O8gtQxe02ZsBl8lZFQuxNY1c3ZmGeLjVJIkekNCIbKi4lSq4Nsr5RhYzx9nufU9/M8BiBpIeCF9OnBHyPn4jkHBT9Ipfd7vu0Lx3I8baHQEl6C6IGuSPJWJCRSG2e8nytQGV6CzjZKQ6GPfgVwIrHR2RZ4o+23ZdioS5nOA7wemDFRs161DOTNBIHbf6rqnNG0UdjOicDKZEpSlZqzku6y/YohXrvb9vINbKxhe8ZQVX6jnRyQdKDtvQvYuZWBMvt5gGUJWbicipHO13EpqIyU6FRCIWFZgkRtMnCpM+QUS0GDpZsrjHjtPI/h0eW8KiQY39WbZZe0OHCm7Tc0HEPxiuEJm8GnjITaPcCc5Ef0StsohT2IqM/uRLR9Q4KpPwfj6fM8176fcQFJk21nS0j1sdO6fcLBZPt3YGsNZntfRNKyTgzWzyMPGixRVM8y7CLpKeBu4Au2Lxr1wbWEk7RQz3O/aWOry5wtDUnvIGQe6/3MTaTYJteCYFsCx6TA9hmp3LgJStgoja2JarMz0+PLycwQ2x7EfC3p5cDXioxubPCopAWIc3GSpIeBEQlIZ4ONknZWcwvCKMrN2Wsl7WT72PqTknYGrmtiwPaM9PuyVE1K2zLaErC9d4m1rfd7kbQ6sHPmcDpfx6XgjpKKKVP/JYKj4R7bTyg4t8ZEMtnPLanmcYOO53W+fte+7YeaVgSl/78MQNKywB9tP5Uezwss1mZgE9nBby1/JulwYhP8BHCTpN5Ssd1Hw8ZswDK2ryfIHbZP49wCuDbDxnj6PCXGMp4+z3jBXQoViqluKQtSqpVDNbZ3gshmLiLyP6HY3scLPIxEkaIvcxXgpPT7vwql5myhsRxFBGM3JFonPkBD5wKYLGkOh9LERgSDd4Wm9/QSNooiOW9TCpv9PRN7rr+HaE3ZE9gGWAhoEgQqbaOknWvUTpKq1JzdE/ippA8R2ugQhHJzA5s3MZAcv32BTxGO4yRJzwKHNwzSFYWkgwhyr6Jrm+0blCnRNZuu41ZQR0lF25b003q23kHknUXmXQoKJYkdmTUw/HwGvwM6ntd5autS3eachHJCLk4D1q09/nd6Llsqb8I5+LUMlYDPS2rDlltpDM4gSI7qaNqzUMJGaexNTISRnhsOZzHr5xkrlBhLaxtD9ddVGK0+u9mAVYnNwHGSJgHfA0613a/3dChsTsjNdK2MeC+J7R3A9h8kNdLRrZUTzvIS/+Us+v2QqjZuTsHJ/0aUmrMlsK7tVRWEkvtL+ibNdJWhDC/BuOE2UMF+5lrgHUKj/bXAzUUGOopI38Nitis+kv8A30+l6QvTwMEoYaOknRrWB7ZTsK7nSFIVmbO2HwbWlfQWYkMPcI7tizM+wx5EEHqtqtpM0nLAkZL2tH1Ihq0SeC8F1jYNltKdRLB4N6pMKHkdd4UGJBUXkfRCBqrZFiRIInNwjaS1UvJsrPFDghPhbURwbRsgWw7xecyCLuf1J8Cxkj5VayGcHziM5vf0OuZwTarT9tOS5mphZ+L24JeApCm2Dx3pudltoysULKWbEXqsP6q9tCDwqtweuecRmB09MeMNaZN2CrFROx04wPZdwx8Fks4FtrD9j47v35rtXc+z6D+PDJSas4XGcq3ttVP/3vsIJ+k22ys0PL4zL0EJGyWggv3MkrarPXwWuK/mmE4YKOTKPu8eFmaFhvy+va0Is8tGSTu14/qu203W63E0Z28ENukt907l+r90A934wuMpdT+uEzI/C9wHnFGVC49w7LjhJVBBGVBJvyIqDO9jQNN+TBIISmoAKTC8asoSn+8JyjEyXtDlvEqaA/gK8DGC8BNCYeR4YB/bz2SO5QKiEuis9Pg9wO5Nq04G2ZqoDn6/Mpuc0pv0//0kum7MWZxL2OgKSasRmYovE/1CFR4HLrH9twY2fmz7g0NlRUdzMSsxlvH0ecYbUqn2O4g2jmWI6OVJBEHj/9lesYGNMwjCmU6tD5L2AlYANiEI93YATvY4ke56Hs8dlJqzhcayD3A4UWr8XWKNOs72PqM9lucx/qBhJCAl3eoGPewlbJS003PcasT9BuAK2xOqymKEczJq8p21ipWXUXBtk7RgHO7HS4xzrKAyUqKtA1KlUUuIXE6oED0EXGd7udEey3MJJc6role+Iu+8y/aTLceyPLEff1l66gHgw7bvzrU1EUv05wHmp0PpjaStgQ8By0qql28vSPOytc42SiHdHG+WdHJutKiGqmfqnYWG1QUlxlLs80hagXA+X8Xg/pyJuqj+FrgE+Lrtq2rPn64hZKb6oEgrh+1vKNjeHyOi5F9yQ1mRCimrczjwSqKHfzLwz4btOs/jvwfjpv3IdiUbdUbKkM7jIJ78r4WkdxLksBVRWOO2u6ECuTUbEy2gO5wkX9O+zhI2StoBZmZXd2KgfPVEScdMsKDu0y1fK43hWkWzkaoyphJytUj6O7CDE6lgQxutr+NSUEEZUNu/+//27j3etnre//jrvbd0lYrkVigppJtSKZGUWzokknJNdA4KiSOXCCdH4uBHiiQkiSJFttLNpduu3U5yO5H7LaRTKdX798d3zPbcq7X3nmPNseeYY6738/HYjz3HmHt8+qzVmnPN7/h+v5+PFi8EvDaw2vLIewDHVuOet1P+f6/G4pN6MTNDf1+rAf1VwyZSDeS3VSloqmFusnVuBn/K0pvf9T018NKb6o7cw5imRRew0FOKJSyvGE2TtD3wTu7+xtrVgehYkPRdSkGdDwHPosx8y/ZhS71wTElarYllytW+oN5s/0+GuLk0bB6XUWoKnEIp2Pdi4OG239pGPjG+xuhndhXgYGA92/tXNxE3sn1GG/mMA0k/p2xXuMo1P5hM2nYdSScB3/HdK73vB+xqe69RxGgyTt91C4HtvPh+1YG2ZY0LSXdQlmvf7SnKzboVRpxSI6r/N6+23atvsAPw8Tr/b4Z5HTdFDbYBVV8hYNuPkPRA4BTbKQQcjVNpIX0Y0JtsOx84fCYTAJ0b4Pc0sfSmirMOi6oTXuJSgGXkMZog6ceUCrHzWVRJtVf1c1nX7gesZfvI6vi3lLu4At5k++jlkvRyyqXJr0fSfNuP7V+OKOlC209Y1rXjRIsXoLqbOsv5JD0JOIGyL03AusBLPGBbHi3ezm26XAa+269F/ZkX9j6ISPq+7ccv69qYPYb9mW04l5Mp79Mvtr1JtbzvB7Y3H3Uu40LSucDOtu9c5j8eLN59gevbGmQMo/pMcRplNrg3e7oVZYXSc2z/YRQxmozTF+8qSnG6XhuolYBLZ7LUP4olrGC5gTLD/55BPgNWcb43deA63bllxGj0dTwTkq60vVn1+GPAn22/szpeUOd9VqUF4xbA5a623vZ/1hgFLV788G5sf3BUuUyScfy+VlsJf0j5rALwIkpr0T3qxurcEv0+x0g6kEV3Oc4DjqkzI6PSQu4D1bUCPirpENtfHmWMBt1g+5szvPYA4Gl9x3+y/aDql+88YGQD/IZyafLr+adKtfmfSXoNpWjL/WpcPy56y/m2p2w36BVkfB6LPrgN6ijK7M1PAFQKHZ1EaTe0TK7auUk6nLLf6XOU188+VMsDa7i5mpldIOn9wO8p23gi+g31M9uwDWzvVW31wvYtkrSsiybcm4BvSDqfxfcRL/NDVrVN533AXynLgz8H3JfSvuzFts9aPikvH7b/SKn0vhOL2vzVqvTeRIwm4/Q5ntKLvtcn/dmUglQxc9+kTOp8oTp+AeX36Q3AZygrD5dIpd89wCWSjqG8L5rSVvS8mrnM+HXcoCbbgN5m25IMd604GbWlfSbq3A3MMdLo97Va5r8hi2/lrTuBsIHt5/Ydv6u6yVRblwf4HwdWqP6GcpfjaEolw0G9jXIn+U8A1d6asynVxEcZoynnSjqSsret/411kOqyc6bc5T2luvaf1ezSKDWRS5Nfz+soLVcOpHx43Al4yVKvGEO2TwCQ9FJgp97NMJWe3PNqhluhN1CqYv9UpfJoXU+1vU3f8dGSLgbeXyPGiyj77l9DWcGyLmW/XUS/pn5mm3Bb9T7U+9C4AX3v2bPUe4H/o3w4qtsW6P8Bh1J6s38HeLrtiyRtTBmsdGqA32P7XEq9lFZjNBzng5LOo7TLE/Ay21cMG3eW237KLPtVvZl3SfsOcP1RU477tx/WHegM8zpuSpNtQL9U3fRYQ9L+lELAn1zGNU07zvZvpntCUq0uFrGYxr6vkl5Bqf31YGABsC3wA6Buh4NbJO1g+7tV3O0pP8O1dXmAv3VvCU7lO5LqVmKdM2U5/fWU3p+jjtGU3kBpq75zZrAfsHv3H9j+L4Bq5vo+jWQ3uCZyaezrcdX/VJJtv6zOtWPqgZQ7l71CM6tRvzfsZZKOo8yUQZl5r7sKAOAOSftQ9sgZ2Ju+7SWD6NtfewvwrhnkELNDUz+zTXgnZdC5rqQTKatqJuG9ZRhr2d51htfew/Y8KKuCbF8EYPvHWRgxXqrVFlf3Jh4k3UvSNrYvbjm1Llut/3so6XEsKgS3zHpQtndqMJdhXseNsP1eSeewqKVi7ybFHMpe/Dqxhi4E3IBzJD3V9i/7T0p6GWWS8esjzmdSNPl9PYiyVfsi2ztVN5dn8nn034ETqr34onxOn9GEYpcH+HdI2sBV6wBJ61NzYACcJelblLt9UJYj1V3i3kSMRgz5Jj1P0ntsv23K+cOpP7s7rCZyaezrkbQdZQnhasB6Ki1+XmX7P+rEGSPvA66o9soBPJEy4Kjj34FXU1Y1CLiARatp6ngh8OHqj4HvVecGpjGo2hud0NTP7NBsz5M0n3KXX8BBntJTexY6W9KuvYF6Tf37fafOdmQJ63g5GuhvLXzTNOeinlcAn1ZVeZsyGH1FtZz8iDqBJD0TeDSLLzM+vEaIYV7Hjend5Jty7qczjPXtamXhPQAkreUalfgb8Hrg25KeYftnVQ5voXxWeuII85g0TX5f/1mtEEbSitXN5Y3qJmR7AbCZSqtKgJsp48qFdWN1ucjezpS9XNdS3tAeQlnqVWsJmaQ9WLRU7ALbpy3jkuUSowmSpm3rMMibc/WL4FOUO1C9lRCbUfZtv8INVF0fVBO5NPn1VG/sewKn9xVZGVmv2+VB0v1ZtOLj4rqFkqoYawPY/vMMc5gLvM/2ITO5vi9O61V7oxuG/ZltMI9zbO+8rHOziUrhzVUpWxX+RY0bdVpU1VyU1m03956iw1XNJ5GmKXKmERctm1S9WT/bf5/h9Z+gbEfcifL5aU9K4ej9asSY8et4HEl6FWVi6BbKjcRWulNVY55jKDUrXkH5bLub7b+NMo9J09T3taop8jLKlt4nA3+jbAt8xoDXr06ZgHgQ8DXKVu9XA28ErrT9b3XygQ4P8AEkrUhZMiPgx7Zr72FUaa+zoe2zVVoXzXXNvoNNxGiCpIP7Dlei9IC/xvbLa8RYn3L3FuBHvRUSbWgil4ZiXGx7G0lX9A3w76rS2kUzLQaist71MMp+d1V/7gA+WvMufy/ed2zX3aM0NUbrVXtjfDX9MztkLitRPkCfCzypygVgdeCbth85ynwiRk3SqZTCbb1Ct/9BqQnz7NaS6ihJ+9r+vJZQDdw1C9v1brT0/b0acGrbS+7bJOlnlLaOra+wUmlb+FXg+8DzXXWiiOE0/X2V9ETKNuGzbN824DVfo9wU+AGlMOSalBoWB1Wz+rV1dol+NZB+A/AQV32EJdXqI1wVzHglsBawAeXOySco39yRxWiK7cUKpUj6AHB6zTCbUXre3lDFWAN4ku2vNpPlyHNpIsavJT0esEq19gOBa2pcP1aGLAbyOsp+4a1t/6KKtz6lON7rbX+oZjpXSDqdUgTxrr7Ctk+tEWMcqvbG+Gr6Z3YYr6ryeSBl/39vgP8P4GMjzGNs9AYp1ePtbX+v77nX2P5/7WUXy8EBwEcoe1wNnMPiVc5jcL2K7tNVA5/J7F1ve8vNKv3erwceNsiFE/w6/l8WrQhqhRa1FRawImV88afq5nVnV0e0rYnvq6S1pjl9VfX3aiyqdbUs63tRG+5PAX8B1htmsrizM/hqoI+wSuuBx1GWKPdmZu/qdT6qGMtLNUt7ie0Na1wz3fK5u2auR6mJXBqKcV/KHvGnUN4I5lHuqg3UW3bcqOpDTCkGsrmqYiC29xrg2iuAXabeza6WPs+r+3Mi6fhpTrvmqpN5lKq9V9G3F9d2Cu5F4z+zDeX0WtsfHfV/dxxJutz2llMfT3ccEYOR9Drb/1PzmrcDH6UMdD5GGfx80va02z+nXDuRr2NJW1C1dmTxCYQDW0sqxoakX7DoJsF6lFl4AWsAv7I96A2yxl8znZ3Bp5k+wrfavq13maR7UP+uZxMxGlEN3Hr/7bnA2pS9Q3VM1wGgrZ+TJnIZOkY1MNin5n93nA1TDGSF6Zaq2f6zZtByzM10JWi9am+MtUZ/ZochaWvg173BvaQXU1o6Xge806Mt3DQutITH0x1Hx0l6BGV5/jrV5MymwO6239NyapPmDcBAA3xJr6MUuD3CpXf8VySdQalfMWhbuUl9HR9Dab252ARCBEBvAF/Vrzjd9jeq46dTJgUHtZmkf1SPBaxcHc94lUaXB/hN9BE+X9KhlG/kLpS9YHXbTTQRoym79T2+Hfhj9WZdx2WSPsiiu7evpb1WUk3kMuMYWkLRwoptv7tmLuPiN9VWha9SKoj+DfjdgNcubT/RQHuN+lUz+He7IVZnBp8xqdobY6vRn9khHUP1S1/SjpSOFq8FNgeOpRS1mm28hMfTHUf3fRI4hPJawPZCSV8AMsBvVp1B9YMpqxQ3lrSQshf5e5Ste4Oa1Nfx7banrXEQ0Wdr2wf0Dmx/U9LAYwTbc5tOqMtL9Heh7OF6FGXJ9PbAS22fVyPGHGA/YFfKm+G3gE+5xjeliRhNUmnh9oTq8ALbtVorqFSffzuLL0d/j+2blnrhctBELsPE0OJFC3tWpfz/vo/t1aZ5vlPqFgPRomrVd3uKGVSrlvTcvsOVgOcAv6uz/E0TVrU3mtX0z+yQudxVnFPSx4A/235ndXy37USzgaSbgZ9T/n9sUD2mOl7f9qpLuja6R9KltrfW4kVrZ+XP/vIk6Ve216t5zT2BrYDHA9tVf/5u+1EDXDuRr2NJ76WssPo6iy/Rn42rrWIJVNqlXwh8nnJDa19gR9tPbS2nrg7wASTdh0V9hC+abhnmbCLpIGB/oFeg7DnAsdnrOTxJ96IUptsP+BJwlO0/tZtVfdUNqYUe0xZ/VX5ne8DK+tW/366/oE/EuJL0Q2Bz27dL+jHwSlfdK9Tx1pszpdKFZolsXzeqXGL5k/RNSkeLU2xvKWlPYD/bT285tc7pKxJ2t6eAlW3XWqWr0mZvO8qE2XaUfcRXDbKVblJfx9Ue66nsEbfJi/FWFds7DNixOnUBpbZVazeCOjfAV+mdvbKrPuaStqW0EgC4YpCKg5L+DXiw7Y9VxxdT9qsDvNn2KaOI0bRqadV2vdnpavb6Bx6gv6xKJfMlsr17M1kuWxO5NPX1VC/aN1D24J8AfNgd7zsq6UTgLbZ/1XYuU1W1AM60/fAa1/zA9nbLMa2IRkh6K/AMqgq5wJa2LenhwAm2t281wYjlTKWDxbGUWeK/Ab8A9rX9yzbzms0kHUtpJ3wjpZjcRZRJs05/1omYzbq4B/+/gT8B76+OvwD8EFgZuBx48wAx3gS8oO94RUpV8VUp1TIHGZw3EaNpvf7OPXcw+D6s7YBfAydR3uDbLIrSRC5Dx5B0JLAH5cPIY3o3lSbAA4CrJV3C4q3pRnYTp2eaGYg/MNhruN+8aqn/qW1tjYkYhO33SjqH8hqc1/fzOoeyFz9iotm+FnhKNQExZ5BJmVju1qN8hv0Z8FvgN8DfW81oTFSTis8EHkrfmMlpwxuApP+x/TpJX2f6elIj/1zd08UB/s6UgXTPDbZ3ryroXzhgjHva/nXf8XddWp5dX/3SGVWMph0PXCzptOr42cBxA157f2AXYG/ghcCZwEm2r248NHShqwAAIABJREFUy9Hk0kSMgyl7rt4GvLWvSUPX93iPTfs429P1763rDZQba3dIuoXu//+JCWb7omnO/bSNXCJGRdK0hcp6v1czYGqP7adVn6EfTVlZcTCwiaS/UlaBHtZqgu36OvBPUkU/pve56u8PtJrFNLq4RP+uIkXV8V3Vswct1CLp50taAizpf21vMIoYy4OkLYEdKIOcC2xfMYMYK1IGxkcCh7e5h7+JXMbp6xk3ku4LXN/GzLdKS8k7qiXK6wLbAD+3vWDUuURExPIjqTdI3IgySdPbRvcsymeVV7SSWCxG0oMpe/AfT+nMdB/ba7SbVXskLRxkm2vMXtUqjxNs79t2Lv2m6xE+7u5ZFTwDoG9wf29KFe5BXCxp/6knJb0KuGSEMRohaa3eH+CXlCqOnwOuq84NGmdFSXtU178a+AiLCvaNVBO5jNPXMw4kbSvpPEmnStqiKvj1Q+CPkp424lz2p2y1ua56fA6lRdjJkmot0Vexr6S3V8frSnpc40lHxHIjaXtJ35b0U0nXSvqFpGvbziuaYftdtt8F3JdSe+Jg2wcDj6W0aYuWSDpQ0hcl/ZpSHGw34CeULYoDf4asYk3a6/ibknZtO4kYX7bvANZW6UIxNro4g/8GSsuzA3pFwqrqnUcD59g+aoAY96P0AL+Vsm8fyi+ZFYFn2/7jKGI0RdKdlD1TvZ73/fvNB6r2KekEYBPgm8AXbf+w8UQH1EQu4/T1jAtJlwGHUtriHQs83fZFkjambF/YYoS5XE1ZaXIv4BrgIbb/ImkV4FLbj64R62jK0rkn236kpDUp+5u3XsalETEmVLoKvB6YT18tmWrrW0yI6v/zZrZvrY5XBK60vXG7mc1ekj4IfB/4nu3fDxlrol7Hkp5DmSSaQ9rwxhJIOgbYkrIyqb+2VWtbjzo3wAeQdABloLIqpajBTcD7bB9dM86TKXuOAK62/Z0Z5DJ0jGFJ+jDwJOB7lKJy36275Lq6SdD7oey/duRvZk3kMk5fz7jo38Ii6Rrbj+x77ooRD/D7eyBP3XZTKxdJl7u0W1pizIgYb5Iutr1N23nE8qXSSeL5wGmU383PAU62fUSriUUjJu11XK0+eDalXWD3BkwxEn1bkBZTrVpqRScH+D2SVqN8DbO+CmtVIOVJlL3mjwPmAUfbnq6HZ8xCvYHw1MfTHY8glx9TflbnUO6Ov5By80XA5/tvPgwQ62LKfsFLq4H+2pQZ/JHdsIiI4Uh6HzCXso3q1t5525cv8aLopKpW0BOqwxnVCorxNGmvY0nfoqx2TIG9WKZqC7nHoetWpwf4cXeS1qC073s3cKjtT7acUowJSXdQVjWI0lby5t5TwEq2VxhhLucu7XnbO9WItQ+wF2V51AmUvfxvs91Gq8qImIElvCfY9pNHnkw0TtJqy/rQO8i/ifE2aa9jSZ8B1qds9+y/YZGuD3EXSZtQap/1alb8BXhxS53ISk4Z4HefSlu+f6MMctam3Dk9eUobv4iJVdUR2Jlys+Ic29e0nFJERFQknQMsAL4GzLd9U3V+fWAnyrL9T9r+cntZRixuHJdex/iR9H3grbbPrY6fBPyX7ce3ltNsHuBXA+NbbN8p6RHAxsA3bf9rlDGGJekm4GeU/fc/Z/E959ietZXjY3ZQaVOyDnCP3rleEc6I6AZJz6TUtLmrI47tw9vLKJok6RnAPpQ2bGtRipb9BDgTOM72H1pMLxqS13HMNtPVfWq7FlRnB/iSngecZftGSW+jLM99T519PpLmU/aBrQlcBFwG3Gx7n1HGGFa1hGhJ/yNt++WjyiVi1CS9FjgM+COlam+vkGJ610Z0hKRPAKtQZnM/Rdlqc4nt/VpNLCIGNmmv46qmz5u4+w2LTm45iOVD0mmUjmqfq07tC2xl+9mt5dThAf5C25tK2gE4AvgAZc/5wNU7+6pvvxZY2fb7h6jgPeMYETFzkn4ObNPVNjwRsdjv9N7fqwGn2k4P6oiOmLTXsaR5wMnAG4EDgJcAf7b95lYTi7FStWd+F6X9s4ALgHfa/ltbOd1j2f9kbPX6az6TUi3+a5LeWTOGJG1HWTLWu7tY93vSRIyIWaWqorxENSvu/hq4YbiMIqJlt1R/3yzpgcD1wMNazCci6pu01/F9bB8n6SDb5wPnSzq/7aRivFQD+QPbzqNflweiv5V0DPAU4L8lrUhpuVXHQcBbgNNsX10Ve1lqde/lFCNitjmq+nslYCvgSspdz02Biyl3QZdK0huqh9cC50k6k1S5jeiqM6ouMEdSljoaSBeYiG6ZtNdxr57W76vaAr8DHtxiPjFGJH2dJW+RxvbuI0xnMV1eor8K8DTgKts/k/QA4DG25w14/VzgfbYPGSKHoWNEzGaSvgi81/ZV1fEmwBttv3SAa6etbltxivpEdFN1w34l21mZM2Ek7Wf7uCnn3mf7P9vKKZaPSXgdS9oNuBBYF/gosDrwLtunt5pYjAVJT1za89Wqj1Z0cgZf0hxK0Y5Neuds/x74/aAxbN8h6bHD5NFEjCZVNz0OBtazvb+kDYGNbJ/RcmoRS7Jxb3APYPuHkjYf5MJemxpJz5va874qwhkRY07S1sCvexXUJb0YeC5wnaR32v5rqwlG0/aU9E/bJwJI+jiwYss5xZAm9XXc9/n5BkrhwIh+vxjXjk1dnsE/EXjLMN9YSUcBGwKnADf1ztdpK9dEjKZIOhmYD7zY9iaSVgZ+YHugAVPEqFUz+P8HfJ6yzGlfYDXbe9eIcbntLZd1LiLGj6TLgafY/qukHYEvAq8FNgceaXvPVhOMRlWfS04HPg08Hfir7de1m1UMa9Jex5I+ytKXXo/VfutoR/9nTUlfsf3ctnPq6eQMfuUBwNWSLmHxgXWd/Q5rUQqA9Le7MFBncN5EjKZsYHsvSXsD2L5FklrII2JQLwX+nVLLAkrl0aMHuVDS04FnAA+S9JG+p1YHbm8wx4hYfub2ze7tBRxr+yvAVyQtaDGvaJCktfoOXwF8FfgecLiktbo6wxt3mbTX8WV9j99FacUbMVX/GGv91rKYRpcH+O8aNoDtl41DjAbdVt0dN4CkDegrOhYxTqoaFmfYfgrwoRmE+B3ll/DulJUrPTcCrx8+w4gYgbmS7mH7dmBn4JV9z3X5M0osbj7ls4n6/n5m9ceM2YfjqG2iXse2T+g9lvS6/uOIPl7C49Z17kXXY/t8SQ8BNrR9drX/fG6dGJIeQZktXKda0r4psLvt94wyRoMOA84C1q22MGxPmSGNGDtVDYubJd17JkV4bF8JXCnpC5QPi4+onvqJ7X8t+cqIGCMnUVpP/YXSYutCAEkPJ+0vJ4btLrdKi2Wb5NfxWA3cYqxsJukflM+gK1ePqY5te/W2EuvyHvz9KXcI17K9QVVQ7hO2d64R43zgEOAY21tU537YX7xvFDGaJOk+wLaUH66LbP+ljTwiBiHpS5Sf12+z+Fabgfe3VVVMPwv8kvJzvy7wEtsXNJpsRCwXkralbLubZ/um6twjKPU4Lm81uWhc1S3lUZQ2qQDY/mx7GUUTJvV1nJo+0UWdncEHXg08jtIzm6pV3v1qxljF9iVTtqnX3bvbRIxGVIVNoCxRBniUJDLQiTF2ZvVnGB8EdrX9E7jrA8VJwNh0uIiIJbN90TTnftpGLrF8Ve1Nn0QZ4H+DUmjvu5SbtNFhk/Q6lnQji2buVxmnmdmIQXR5gH+r7dt6A2tJ96D+Mpq/VPvUe3vW96RGq70GYzTlkL7HK1FugMxn8QKAEWOjoX1tK/QG91XMn0paoYG4ERHRrD2BzYArbL9M0jrAp1rOKWIxtu/Vdg4Rw+jyAP98SYdS9jzsAvwH8PWaMV4NHAtsLOm3wC+AfVqI0Qjbz+o/lrQu8P42cokYRLW15gjuvlyzTsGlyyQdB3yuOt6HxYvuRUTEeLjF9p2Sbpe0OvAnUmAvIqJRXd6DPwfYD9iVsmTmW8CnPIMvSNKqwBzbNy7zHy/HGE2rWuQttP2YtnOJmI6k71KKQ34IeBbwMsr70sAtaSStSLnRtgPlveAC4OO200EiImKMSPo4cCjwAuBg4P+ABWPWkSgiotM6O8BvQlWQ7jDKwMCUfWCH275+lDGaIumjLNqmMAfYHPil7X1HnUvEICTNt/1YSVf1bkRJutD2E2rGWRlYr3+pfkREjC9JDwVWt72w5VQiIibKnLYTmClJ20v6tqSfSrpW0i8kXVszzBeBPwPPpewL+zNwcgsxmnIZZWnyfOAHwJszuI8x989qNc7PJL1G0nOAWsUyJe0OLKC0iETS5pJObz7ViIgYhop9Jb3D9i+Bv0t6XNt5RURMks7O4Ev6MfB6ymD2jt75mrPv820/dsq5y2xvNcoYEbOVpK2Ba4A1gHcD9wbeP1013qXE6BWSPK+vVeVC25suh5QjImKGJB0N3Ak82fYjJa1Jaau2dcupRURMjC4X2bvB9jeHjHGupBcAX6qO96R+y64mYgxF0lVM30Gg184jA50YS7YvrR7+H2X//UzcbvuGKa0qIyJi/Gxje0tJVwDY/puke7adVETEJOnyDP77gLnAqcBdxbRsX14jxo3AqpS7yVC2LNy0KNSy+1w2EWNYkh6ytOdtX7e8c4iYiapn/SHAQ+i74Wh74NaOVQX9c4D/pGyVOZDSOu+AZrONiIhhSLoYeDxwaTXQX5syg79Fy6lFREyMLg/wz53mtOsMDCaZpPsC18+kq0DEqEi6EvgEd99qM3CbO0mrAG9l8Y4a77b9z2azjYiIYUjaB9gL2BI4gbLq8W22T2k1sYiICdLlAf76tq9d1rkB4uwO7Fgdnmf7jBnkMnSMYUjaFngf8FfKPubPAfelrCZ4se2zRplPxKCmq2ERERGTS9LGwM6UG7Ln2L6m5ZQiIiZKlwf4l9vecsq5WoOFapn/1sCJ1am9gfm2/3OUMYYl6TJKX9l7A8cCT7d9UfVL9KQsfYtxI2mt6uGBwJ+A01h8q81fB4ixA7C+7c9Wx18GenHfY/s7jSYdEREzImkbyueTDYCrgP1s/6jdrCIiJlPnBvjVoPXRwPspe3d7VgcOsf3oGrEWApvbvrM6ngtcUacoXRMxhiVpge3Nq8fX2H5k33NXZIAf40bSLyiFIaerjGfb6w8Q4xzgtb0PiVWxyZdSamIcavtpzWUcEREzVU1EvAW4ANgdeIXtp7abVUTEZOpiFf2NgN0obbWe1Xf+RmD/GcRbg7K0HcoM+Ew0EWMYd/Y9vmXKc926gxOzgu2HNRBm9SkzQD/r7d2XdEQD8SMiohlzbH+7enyKpLe0mk1ExATr3ADf9tcknQG82fZ/DRnuCOCKqmCfKPvo6/7SaSLGsDaT9I/qv79y9ZjqeKUR5xIxMEmvBk60/ffqeE1gb9sfH+DyNfoPbO/Rd7hOc1lGRMSQ1pC0x5KObZ/aQk4REROpc0v0eySda3unBuI8gLKHXsDFtv/QRoyI2ah/e0nfuYG2lUj6OvAJ22dOOb8b8O+2n9lsthERMROSjl/K07b98pElExEx4bo8wH8vZTn8ySzqO4/tywe4dsulPT+qGBGzXVXDYrNeO8eqhsXCQWppSHo4cCbwfaD3ensspcfybrZ/unyyjoiIiIgYT10e4J87zWnbfvIMrx15jIjZTtKRwEOBT1DqRRwA/Nr2wQNevyKwD6XwJsDVwBds/7P5bCMiIiIixltnB/gR0X2S5gCvYlFP5HnAp2zf0WpiEREREREd1OkBvqRnUmbu7iokZ/vwGtevArwBWM/2KyVtCGxk+4xRxoiIiIiYdJJWtH3rss5FRMTMzWk7gZmS9AlgL+C1lJm/5wEPqRnmeOA2yp5dgN8A72khRsSsIulL1d9XSVo49U/b+UVExHLxgwHPRUTEDHWuTV6fx9veVNJC2++SdBRQt83KBrb3krQ3gO1bJKmFGBGzzUHV37u1mkVERCx3ku4PPIjSyncLysQMwOrAKq0lFhExgbo8wO8V0bpZ0gOB64GH1Yxxm6SVKcW9kLQBUHeZWBMxImYV27+v/r6u/3xVRf8FwHXTXTfl315F9bqb+lQJ7U0bSDUiIob3VOClwIOBo1g0wP8HcGhLOUVETKQuD/C/LmkN4EhKiywDn6wZ453AWcC6kk4Etqf8Ahp1jIhZRdLqwKspMzqnA98GXgO8EVgAnDhAmMz+R0R0gO0TJH0O2Nv2IO/vERExQ50sslct79oAuNr2NVWrrJVs3zCDWPcBtqXcTb7I9l/aiBExm0j6GvA3yt7LnYE1gXsCB9le0GZuERGxfEi6wPaObecRETHJOjfAl/QOYF9gPrANcITtujP3vVinAycBp9u+qa0YEbONpKtsP6Z6PBf4C6UTxY01YtzIoiX6veWeZtES/dUbTDkiIoYk6e3ALcDJwF2fmWz/tbWkIiImTBcH+FcDW9u+uZo5P8v21jOM9URKJf5nApdQfuGcYfufS72w4RgRs42ky21vuaTjiIiYPJJ+Mc1p215/5MlEREyoLg7w59t+7JKOZxhzLvBkYH/gaTOZ+WsiRsRsIekOFs3eCFgZuJkZzr5L2gHY0Pbxku4L3Mv2dB8kIyIiIiImVheL7G1QLYuHMhjoP8b27nWCVRXwn0WZhd8SOKFuQk3EiJhNbM9tKpakw4CtgI2A4yl7+T9PKXgZERFjQtIqwBsoW7JeKWlDYCPbZ7ScWkTExOjiDP4Tl/a87fNrxDqZso//LOBLwHm276yZz9AxImLmJC0AtgAut71FdW5h2uRFRIyX6jPTfODFtjepJkh+YHvzllOLiJgYnZvBrzOAH8DxwAtt39FyjIiYudtsW5IBJK3adkIRETGtDWzvJWlvANu3SNKyLoqIiMHNaTuBll0AvEXSsQCSNpRUt7d2EzEiYua+JOkYYA1J+wNnAzPqrBEREcvVbdWsfe+G7AbAre2mFBExWTq3RL9JTSwVy3KziPZJ2gXYlVKX41u2v91yShERMUX1Xv024FHAPEqtlJfaPq/NvCIiJknnB/iSVh2ih/1ltreSdEXf3t0rbW82yhgRERERs0HV4nhbyg3Zi2z/peWUIiImSmeX6Et6vKQfAddUx5tJ+njNME0sFctys4gWSLpR0j+W9Kft/CIiYnGStgf+aftMYA3gUEkPaTmtiIiJ0rkie30+BDwVOB3A9pWSdqwZ4zBK9ft1JZ1ItVSshRgRUZPtewFIOhz4A/A5yozQPsC9WkwtIiKmdzSwmaTNgEOATwOfBZbaISkiIgbX2SX6ki62vc2wS+ObWCqW5WYR7em9FyzrXEREtEvS5ba3lPQO4Le2j+udazu3iIhJ0eUZ/F9LejxgSfcEDqRarj8ISfcAng5sXJ26Bvh7nQSaiBERQ7tD0j7AFylbZfYG0rYyImL83CjpLcCLgCdImgus0HJOERETpcsz+PcFPgw8hTJzPg84yPb1A1z7QOBc4PfAFdX1WwD3B3ay/btRxIiI4Ul6KOW9YHvKAP97wOts/7K9rCIiYipJ9wdeCFxq+0JJ6wFPsv3ZllOLiJgYnR3gD0PSZ4AFtv9nyvkDgcfafskoYkRERETMJlVRvQ1tny1pFWCu7RvbzisiYlJ0doAv6QTKjP3fq+M1gaNsv3yAa39se+MlPPcT2xuNIkZEDE/S2sD+wEPp23Y0yHtBRESMjqT9gVcCa9neQNKGwCds79xyahERE6PLe/A37Q3uAWz/TdIWA157y1Keu3mEMSJieF8DLgTOJnvvIyLG2auBxwEXA9j+maT7tZtSRMRk6fIAf46kNW3/DUDSWgz+9dxb0h7TnBew+ghjRMTwVrH95raTiIiIZbrV9m2SgLuKFXdzKWlExJjq8gD/KOD7kr5cHT8PeO+A154PPGsJz10wwhgRMbwzJD3D9jfaTiQiIpbqfEmHAitL2gX4D+DrLecUETFROrsHH0DSo4GdKLPm59j+UcspRcSISboRWBW4FfgX5f3AtrOSJiJijEiaA+wH7Ep5r/4W8Cl3+cNoRMSY6foAfy6wDosX1vpVexlFRERExJJUhVGx/ee2c4mImESdXaIv6bXAYcAfKYW1RNnHtWmbeUXEaEnacbrztrNVJiJiDKhsuj8MeA3l85ok3QF81PbhrSYXETFhOjuDL+nnwDa2r28xhznAtra/31YOEbOdpP79mytRKjTPt/3kllKKiIg+kl4PPAN4pe1fVOfWB44GzrL9oTbzi4iYJF0e4J8L7GL79iFiXAYcD3yhV41/BjF+YHu7meYQEc2StC7wftt7t51LRESApCson9n+MuX82sA824O2OY6IiGXo7BJ94FrgPElnUoprAWD7gzVivAB4GXBp32B/Xs1iL/MkPRc4NUViIsbCb4BN2k4iIiLussLUwT2UffiSVmgjoYiISdXlAf6vqj/3rP7UZvvnwFslvR3YDfg0cKekTwMftv3XAcK8gVLB+w5Jt5AK3hEjJemjLOqjPAfYHLiyvYwiImKK22b4XERE1NTZJfpNkbQpZRb/GZR2LScCOwAvsr15m7lFxLJJeknf4e3AL21/r618IiJicVVBvZumewpYyXZm8SMiGtLZAX61b+tNwKMphbUAqFNYS9J84O/AccBXbN/a99yptvcYIIaAfYCH2X53tf/3AbYvGfiLiYiIiIiIiBhSlwf484CTgTcCBwAvAf5s+801Yqxv+9oh8zgauBN4su1HSlqTso9/62HiRsTSSbqKRUvzF3uKsk0mLTMjIiIiYlbp8h78+9g+TtJBts8Hzpd0fs0Yzy4T8Iu5gdJia8GAMbaxvWVVIRbbf5M0o5oAEVHLbm0nEBERERExTro8wP9X9ffvJT0T+B3w4Joxtqr+9PpoPxO4FDhA0im23z9IHpLmUs0kVlsH7qyZR0TUZPu6qeck3Re4Ph0tIiIiImI2mtN2AkN4j6R7AwdTlul/Cnh9zRj3Aba0fbDtgymD/bWBHYGXDhjjI8BpwP0kvRf4LvBfNfOIiJokbSvpPEmnStpC0g+BHwJ/lPS0tvOLiIiIiBi1zu7Bb4Kka4DNbN9WHa8ILKj20l9he4sB42wM7EzZ+3uO7WuWW9IRAYCky4BDgXsDxwJPt31R9Xo8adDXb0RERETEpOjsEv1qKfz+wEPp+zpsv7xGmC8AF0n6WnX8LOAkSasCPxowj8OBC4HP2J6uBUxELB/3sD0PyuvQ9kUAtn88TW2NiIiIiIiJ19kBPvA1ysD6bOCOuhdX7e0+A3yD0vdewAG2L6v+yT4DhvolsDfwEUk3VjldYPtrS70qIobVX+vilinPzd6lSRERERExa3V2ib6kBbY3HzLGfNuPbSif+wPPp9QDWNP2vZqIGxHTk3QHcBPl5tzKwM29p4CVbK/QVm4REREREW3ocpG9MyQ9Y8gYF0kaql+9pE9J+j5wNGVFxJ7AmkPmFRHLYHuu7dVt38v2ParHveMM7iMiIiJi1unyDP6NwKrArZSWeQJse/UaMX4EbERZZt+bCbTtTWvEOA14IGXP/vmU5fnXDnp9RERERERERBM6O8BvgqSHTHd+uv7aA8R6JPBUSqu+ubYfPGR6EREREREREQPrXJE9SRtXVbK3nO5525cPGsv2dZJ2ADa0fXxVmX+1mvnsBjwB2JGyNP87lEJ7ERERERERESPTuRl8ScfafqWkc6d52rafXCPWYcBWwEa2HyHpgcAptrevEeNjwAXAhbZ/N+h1EREREREREU3q4gB/D9unVo/Xsv3XIWItALYALre9RXVuYZ09+NU16wC9Yn2X2P7TTHOKiIiIiIiImIkuVtF/W9/js4eMdZvLHQ4DSFq1bgBJzwMuAZ5HaZN3saQ9h8wrIiIiIiIiopbO7cGnVLqf7vFMfEnSMcAakvYHXg58smaMtwFb92btq338ZwNfHjK3iIiIiIiIiIF1cYC/sqQtKKsPVqoe3zXQr1lk7wOSdgH+QWmX9w7b366Zz5wpS/Kvp5srIyIiIiIiIqLDurgHf7riej21iuw1QdKRwKbASdWpvYCFtt88yjwiIiIiIiJiduvcAL9JkvYA/hu4H2UVgCg3CVafQZwdqusvsH1a07lGRERERERELM1sH+D/HHiW7WtmcO2GwAeADYCrgDfa/m3DKUZEREREREQMZLbvFf/jTAb3lU8DZwDPBeYDH20sq4iIiIiIiIiaZvsM/oeB+wNfBW7tnbd96gDXLrC9ed/x5ba3XC6JRkRERERERCxDF6vo30XS7sCO1eH5tr9eM8TqwM3Arn3nDCxzgM/dK/iv3H9cp5p/RERERERExLA6O4Mv6QjgccCJ1am9gctsv2VE//2xquYfERERERERs1uXB/gLgc1t31kdzwWusL3pANd+yfbzq8f/3d/STtI827su+eqIiIiIiIiI8dP1Intr9D2+d43rNux7vMuU59aeeToRERERERER7ejyHvwjgCuqpfKi7MUfdHn+0pYtdHNJQ0RERERERMxqnR3g2z5J0nnA1pQB/ptt/2HAy1epCuLNYfHieAJWXh75RkRERERERCxPXd6Dvz2wwPZNkvYFtgQ+bPu6Aa5dWoE8bO9UM5dhq/lHREREREREDKXLA/yFwGbApsBngU8De9h+4ojzaLWaf0RERERERAR0e4B/ue0tJb0D+K3t43rnRpzHjKv5R0RERERERDSly1X0b5T0FuBFwJnVwHqFlnKZaTX/iIiIiIiIiEZ0tsgesBfwQuDltv8gaT3gyBbyGKaaf0REREREREQjOrtEH0DSOpQq+gCX2P7TDGIMXSBP0gNYVM3/4hrV/CMiIiIiIiIa0dkl+pKeD1wCPA94PnCxpD1rxjgCOAj4UfXnwOpcnRjbA/+wfTpwL+BNkh5SJ0ZERERERETEsDo7gy/pSmCX3qy9pLWBs21vViPG0AXyxqWaf0RERERERMxunZ3BB+ZMWZJ/PTP7eoYtkHe7y12SfwM+YvvDlJn8iIiIiIjcx2s0AAACzklEQVSIiJHpcpG9syR9CzipOt4L+GbNGE0UyOuv5v+Elqv5R0RERERExCzV2SX6AJL2AHagDM4vsH3aDGIMVSBP0v0p1fwvtX1hVc3/SbY/WzeXiIiIiIiIiJnq3ABf0sOBdWx/b8r5HYHf2v7fGrG2BxbYvknSvsCWwIdtX1czp6Gr+UdEREREREQMo4t78P8HuHGa8zdXz9VxNHCzpM2AQ4DrKIXyBtZENf+IiIiIiIiIYXVxD/5DbS+cetL2ZZIeWjPW7bYtqVcg7zhJL6kZ463A1lOr+QNfrhknIiIiIiIiYsa6OMBfaSnPrVwzVhMF8pqq5h8RERERERExY10ciF4qaf+pJyXtB8yvGWsv4Fbg5VVxvQcBR9aMcZakb0l6qaSXAmdSv5p/RERERERExFC6WGRvHeA04DYWDei3Au4JPGcGVfCHLpDXRDX/iIiIiIiIiGF0boDfI2knYJPq8Grb35lBjOdTZuzPowzOnwAcYnuZ++ebrOYfERERERERMazODvCbIOlKYJepBfJsbzbAtWcAh04t+CdpK+Aw289aHjlHRERERERETKeLe/CbNEyBvCVW8wce2kBuEREREREREQPrYhX9Jp0l6VvASdXxXgxeIK/Jav4RERERERERQ5nVS/Rh5gXyJJ0EfMf2J6ec3w/Y1fZejScbERERERERsQSzcoDfRIG8pqv5R0RERERERAxjtg7wGyuQ10Q1/4iIiIiIiIhhzdYB/g9tb7KE566y/ZhR5xQRERERERExjNlaRT8F8iIiIiIiImKizNYB/qWS9p96siqQN3+afx8REREREREx1mbrEv0UyIuIiIiIiIiJMisH+D0pkBcRERERERGTYlYP8CMiIiIiIiImxWzdgx8RERERERExUTLAj4iIiIiIiJgAGeBHRERERERETIAM8CMiIiIiIiImQAb4ERERERERERPg/wN8wheCk13DBAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(\n",
    "    figsize=(14,8),\n",
    "    constrained_layout=True,\n",
    ")\n",
    "\n",
    "sortedbymw = plants.sort_values(\n",
    "    by = 'Capacity_Mwe',\n",
    "    ascending=False\n",
    ")\n",
    "\n",
    "sns.barplot(\n",
    "    x = 'Name',     \n",
    "    y = 'Capacity_Mwe', \n",
    "    data = sortedbymw,\n",
    "    color = '#cccccc'\n",
    ") \n",
    "\n",
    "plt.title('Power plant capacity (MWe) in the US Basin and Range province')\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Installed MWe')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sortedbymw = plants.sort_values(\n",
    "    by = 'Capacity_Mwe',\n",
    "    ascending=False\n",
    ")\n",
    "\n",
    "x = sortedbymw.Name\n",
    "y = sortedbymw.Capacity_Mwe\n",
    "\n",
    "planttype = sortedbymw.Type\n",
    "col = []\n",
    "for val in planttype:\n",
    "    if val == 'binary':\n",
    "        col.append('#cccccc')\n",
    "    elif val == 'flash':\n",
    "        col.append('#7a7a7a')\n",
    "    else:\n",
    "        col.append('#7a7a7a')\n",
    "\n",
    "plt.figure(\n",
    "    figsize=(14,7),\n",
    "    constrained_layout=True,\n",
    ")\n",
    "\n",
    "plt.bar(x,y, color = col)\n",
    "\n",
    "plt.title('Power plant capacity (MWe) in the US Basin and Range province (flash = dark grey, binary = light grey)')\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Installed MWe')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(\n",
    "    figsize=(14,4),\n",
    "    constrained_layout=True,\n",
    ")\n",
    "\n",
    "sns.distplot(\n",
    "    plants.Capacity_Mwe,\n",
    "    bins = 80,\n",
    "    color = '#7a7a7a',\n",
    ") \n",
    "\n",
    "plt.title('Histogram with probability density function (kernel density estimation method) of individual plant capacity (MWe)')\n",
    "\n",
    "plt.xlabel('Plant capacity [MWe]')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Sources\n",
    "\n",
    "The major collated sources of plant data:\n",
    "\n",
    "- https://openei.org/wiki/Main_Page\n",
    "\n",
    "- https://www.thinkgeoenergy.com/map/\n",
    "\n",
    "\n",
    "Company web pages were also used:\n",
    "\n",
    "- https://www.ormat.com/en/projects/all/main/\n",
    "\n",
    "- https://cosoenergy.com/\n",
    "\n",
    "\n",
    "Data was cross-checked from other sources like blogs and wikipedia pages, such as those linked below:\n",
    "\n",
    "- https://en.wikipedia.org/wiki/List_of_geothermal_power_stations_in_the_United_States\n",
    "\n",
    "- https://urbanecologycmu.wordpress.com/2016/11/01/geothermal-energy-oregon-institute-of-technology/\n",
    "\n",
    "- https://en.wikipedia.org/wiki/Mammoth_Geothermal_Complex\n",
    "\n",
    "- https://www.ouranosdatum.com/raftrivergeothermalresource-7-11-2019-edited\n",
    "\n",
    "Paper on geothermal generation in Nevada:\n",
    "\n",
    "- Ayling, B. F., 2020, 35 years of geothermal power generation in Nevada, USA: A review of field development, generation, and production histories Proceedings, 45th Workshop on Geothermal Reservoir Engineering: Stanford, CA. https://www.geothermal-energy.org/explore/our-databases/conference-paper-database/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}