init_ingest_viz.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Initial Data Ingesting and Yearly Timeseries Visualizations"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notebook for visualization development of BEopt simulated HVAC data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\micha.DESKTOP-U2HVTMF\\AppData\\Local\\Temp\\ipykernel_8452\\2237904910.py:1: DtypeWarning: Columns (0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  atx_df = pd.read_csv('BEopt Viz\\\\atx_unmet_results_timeseries.csv')\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>My Design - Energy Use| Total</th>\n",
       "      <th>My Design - Fuel Use| Electricity: Total</th>\n",
       "      <th>My Design - Fuel Use| Natural Gas: Total</th>\n",
       "      <th>My Design - End Use| Electricity: Heating</th>\n",
       "      <th>My Design - End Use| Electricity: Heating Heat Pump Backup</th>\n",
       "      <th>My Design - End Use| Electricity: Heating Fans/Pumps</th>\n",
       "      <th>My Design - End Use| Electricity: Cooling</th>\n",
       "      <th>My Design - End Use| Electricity: Cooling Fans/Pumps</th>\n",
       "      <th>My Design - End Use| Electricity: Lighting Interior</th>\n",
       "      <th>My Design - End Use| Electricity: Lighting Exterior</th>\n",
       "      <th>...</th>\n",
       "      <th>My Design - Temperature| Cooling Setpoint</th>\n",
       "      <th>My Design - Airflow| Infiltration</th>\n",
       "      <th>My Design - Airflow| Mechanical Ventilation</th>\n",
       "      <th>My Design - Airflow| Natural Ventilation</th>\n",
       "      <th>My Design - Weather| Drybulb Temperature</th>\n",
       "      <th>My Design - Weather| Wetbulb Temperature</th>\n",
       "      <th>My Design - Weather| Relative Humidity</th>\n",
       "      <th>My Design - Weather| Wind Speed</th>\n",
       "      <th>My Design - Weather| Diffuse Solar Radiation</th>\n",
       "      <th>My Design - Weather| Direct Solar Radiation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>kBtu</td>\n",
       "      <td>kWh</td>\n",
       "      <td>kBtu</td>\n",
       "      <td>kWh</td>\n",
       "      <td>kWh</td>\n",
       "      <td>kWh</td>\n",
       "      <td>kWh</td>\n",
       "      <td>kWh</td>\n",
       "      <td>kWh</td>\n",
       "      <td>kWh</td>\n",
       "      <td>...</td>\n",
       "      <td>F</td>\n",
       "      <td>cfm</td>\n",
       "      <td>cfm</td>\n",
       "      <td>cfm</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>%</td>\n",
       "      <td>mph</td>\n",
       "      <td>Btu/(hr*ft^2)</td>\n",
       "      <td>Btu/(hr*ft^2)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.09</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.02</td>\n",
       "      <td>...</td>\n",
       "      <td>74</td>\n",
       "      <td>30.13</td>\n",
       "      <td>66.48</td>\n",
       "      <td>0</td>\n",
       "      <td>42.98</td>\n",
       "      <td>42.19</td>\n",
       "      <td>94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.12</td>\n",
       "      <td>1.21</td>\n",
       "      <td>0</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.02</td>\n",
       "      <td>...</td>\n",
       "      <td>74</td>\n",
       "      <td>29.14</td>\n",
       "      <td>66.07</td>\n",
       "      <td>0</td>\n",
       "      <td>44.06</td>\n",
       "      <td>43.38</td>\n",
       "      <td>95</td>\n",
       "      <td>1.34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.15</td>\n",
       "      <td>1.22</td>\n",
       "      <td>0</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.02</td>\n",
       "      <td>...</td>\n",
       "      <td>74</td>\n",
       "      <td>28.9</td>\n",
       "      <td>65.87</td>\n",
       "      <td>0</td>\n",
       "      <td>44.96</td>\n",
       "      <td>44.41</td>\n",
       "      <td>96</td>\n",
       "      <td>4.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.58</td>\n",
       "      <td>1.21</td>\n",
       "      <td>1.45</td>\n",
       "      <td>0.82</td>\n",
       "      <td>0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.01</td>\n",
       "      <td>...</td>\n",
       "      <td>74</td>\n",
       "      <td>29.88</td>\n",
       "      <td>65.67</td>\n",
       "      <td>0</td>\n",
       "      <td>46.04</td>\n",
       "      <td>44.62</td>\n",
       "      <td>90</td>\n",
       "      <td>8.05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 83 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  My Design - Energy Use| Total My Design - Fuel Use| Electricity: Total  \\\n",
       "0                          kBtu                                      kWh   \n",
       "1                          4.09                                      1.2   \n",
       "2                          4.12                                     1.21   \n",
       "3                          4.15                                     1.22   \n",
       "4                          5.58                                     1.21   \n",
       "\n",
       "  My Design - Fuel Use| Natural Gas: Total  \\\n",
       "0                                     kBtu   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                     1.45   \n",
       "\n",
       "  My Design - End Use| Electricity: Heating  \\\n",
       "0                                       kWh   \n",
       "1                                      0.74   \n",
       "2                                      0.79   \n",
       "3                                      0.81   \n",
       "4                                      0.82   \n",
       "\n",
       "  My Design - End Use| Electricity: Heating Heat Pump Backup  \\\n",
       "0                                                kWh           \n",
       "1                                                  0           \n",
       "2                                                  0           \n",
       "3                                                  0           \n",
       "4                                                  0           \n",
       "\n",
       "  My Design - End Use| Electricity: Heating Fans/Pumps  \\\n",
       "0                                                kWh     \n",
       "1                                               0.01     \n",
       "2                                               0.02     \n",
       "3                                               0.02     \n",
       "4                                               0.02     \n",
       "\n",
       "  My Design - End Use| Electricity: Cooling  \\\n",
       "0                                       kWh   \n",
       "1                                         0   \n",
       "2                                         0   \n",
       "3                                         0   \n",
       "4                                         0   \n",
       "\n",
       "  My Design - End Use| Electricity: Cooling Fans/Pumps  \\\n",
       "0                                                kWh     \n",
       "1                                                  0     \n",
       "2                                                  0     \n",
       "3                                                  0     \n",
       "4                                                  0     \n",
       "\n",
       "  My Design - End Use| Electricity: Lighting Interior  \\\n",
       "0                                                kWh    \n",
       "1                                               0.06    \n",
       "2                                               0.05    \n",
       "3                                               0.05    \n",
       "4                                               0.05    \n",
       "\n",
       "  My Design - End Use| Electricity: Lighting Exterior  ...  \\\n",
       "0                                                kWh   ...   \n",
       "1                                               0.02   ...   \n",
       "2                                               0.02   ...   \n",
       "3                                               0.02   ...   \n",
       "4                                               0.01   ...   \n",
       "\n",
       "  My Design - Temperature| Cooling Setpoint My Design - Airflow| Infiltration  \\\n",
       "0                                         F                               cfm   \n",
       "1                                        74                             30.13   \n",
       "2                                        74                             29.14   \n",
       "3                                        74                              28.9   \n",
       "4                                        74                             29.88   \n",
       "\n",
       "  My Design - Airflow| Mechanical Ventilation  \\\n",
       "0                                         cfm   \n",
       "1                                       66.48   \n",
       "2                                       66.07   \n",
       "3                                       65.87   \n",
       "4                                       65.67   \n",
       "\n",
       "  My Design - Airflow| Natural Ventilation  \\\n",
       "0                                      cfm   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "\n",
       "  My Design - Weather| Drybulb Temperature  \\\n",
       "0                                        F   \n",
       "1                                    42.98   \n",
       "2                                    44.06   \n",
       "3                                    44.96   \n",
       "4                                    46.04   \n",
       "\n",
       "  My Design - Weather| Wetbulb Temperature  \\\n",
       "0                                        F   \n",
       "1                                    42.19   \n",
       "2                                    43.38   \n",
       "3                                    44.41   \n",
       "4                                    44.62   \n",
       "\n",
       "  My Design - Weather| Relative Humidity My Design - Weather| Wind Speed  \\\n",
       "0                                      %                             mph   \n",
       "1                                     94                               0   \n",
       "2                                     95                            1.34   \n",
       "3                                     96                             4.7   \n",
       "4                                     90                            8.05   \n",
       "\n",
       "  My Design - Weather| Diffuse Solar Radiation  \\\n",
       "0                                Btu/(hr*ft^2)   \n",
       "1                                            0   \n",
       "2                                            0   \n",
       "3                                            0   \n",
       "4                                            0   \n",
       "\n",
       "  My Design - Weather| Direct Solar Radiation  \n",
       "0                               Btu/(hr*ft^2)  \n",
       "1                                           0  \n",
       "2                                           0  \n",
       "3                                           0  \n",
       "4                                           0  \n",
       "\n",
       "[5 rows x 83 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atx_df = pd.read_csv('BEopt Viz\\\\atx_unmet_results_timeseries.csv')\n",
    "atx_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cleaning off first row and units\n",
    "def clean_units(df):\n",
    "    units_list = df.iloc[0]\n",
    "    df = df.iloc[1:]\n",
    "\n",
    "    # Cleaning units\n",
    "    df = df.apply(pd.to_numeric)\n",
    "\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "atx_df = clean_units(atx_df)\n",
    "atx_df\n",
    "assert atx_df.shape[0] == 365*24"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#TODO: Assign Timestamp : Month/day/hour. check pandas timeseries libraries -> transform into timeseries. can transform hourly -> daily etc.\n",
    "#Clean out columns in new dataframe have both long and abbreviated labels\n",
    "#Weather, system capacity -> indoor temperature/comfort\n",
    "#Outlier/most problematic days hour by hour\n",
    "\n",
    "#Isolate days that exceed capacity\n",
    "\n",
    "#Smoothing data: 24 hour high/low, can restrict to heating/cooling? \n",
    "#Average based on time of day\n",
    "#Document challenges i.e. breaking down temperature between and inside days\n",
    "\n",
    "- Drop or hide months with high volatility. Show just heating and cooling season\n",
    "- Day by day period? Temperature within a day in a season\n",
    "- Fill space between high/low. \n",
    "- Is there ever a day where temperature is out of range on both ends? New column for in high/low temp range. # of hours outside of range within a day.  Regular vs problematic days. Most extreme day in each month?\n",
    "- Within day: point color coding failed too hot/too cold, size based on # of hours\n",
    "- Roll for every hour in each day? Can create synthetic day in january \n",
    "- Heatmap/tile visualization (think calendar), color code/intensity based on how long out of range/on what end\n",
    "\n",
    "Make new labels for rows -> can query later\n",
    "- Week/day num from timestamp for calendar\n",
    "- Timestamp, middle of each hour. Enables condensed axis etc. \n",
    "\n",
    "Look into larger time series i.e. several years\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['My Design - Energy Use| Total',\n",
       "       'My Design - Fuel Use| Electricity: Total',\n",
       "       'My Design - Fuel Use| Natural Gas: Total',\n",
       "       'My Design - End Use| Electricity: Heating',\n",
       "       'My Design - End Use| Electricity: Heating Heat Pump Backup',\n",
       "       'My Design - End Use| Electricity: Heating Fans/Pumps',\n",
       "       'My Design - End Use| Electricity: Cooling',\n",
       "       'My Design - End Use| Electricity: Cooling Fans/Pumps',\n",
       "       'My Design - End Use| Electricity: Lighting Interior',\n",
       "       'My Design - End Use| Electricity: Lighting Exterior',\n",
       "       'My Design - End Use| Electricity: Mech Vent',\n",
       "       'My Design - End Use| Electricity: Refrigerator',\n",
       "       'My Design - End Use| Electricity: Dishwasher',\n",
       "       'My Design - End Use| Electricity: Clothes Washer',\n",
       "       'My Design - End Use| Electricity: Clothes Dryer',\n",
       "       'My Design - End Use| Electricity: Range/Oven',\n",
       "       'My Design - End Use| Electricity: Television',\n",
       "       'My Design - End Use| Electricity: Plug Loads',\n",
       "       'My Design - End Use| Natural Gas: Hot Water',\n",
       "       'My Design - Emissions| CO2e: BEopt: Total',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Total',\n",
       "       'My Design - Emissions| CO2e: BEopt: Natural Gas: Total',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Heating',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Heating Heat Pump Backup',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Heating Fans/Pumps',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Cooling',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Cooling Fans/Pumps',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Lighting Interior',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Lighting Exterior',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Mech Vent',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Refrigerator',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Dishwasher',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Clothes Washer',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Clothes Dryer',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Range/Oven',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Television',\n",
       "       'My Design - Emissions| CO2e: BEopt: Electricity: Plug Loads',\n",
       "       'My Design - Emissions| CO2e: BEopt: Natural Gas: Hot Water',\n",
       "       'My Design - Hot Water| Clothes Washer',\n",
       "       'My Design - Hot Water| Dishwasher', 'My Design - Hot Water| Fixtures',\n",
       "       'My Design - Hot Water| Distribution Waste',\n",
       "       'My Design - Load| Heating: Delivered',\n",
       "       'My Design - Load| Cooling: Delivered',\n",
       "       'My Design - Load| Hot Water: Delivered',\n",
       "       'My Design - Component Load| Heating: Roofs',\n",
       "       'My Design - Component Load| Heating: Ceilings',\n",
       "       'My Design - Component Load| Heating: Walls',\n",
       "       'My Design - Component Load| Heating: Doors',\n",
       "       'My Design - Component Load| Heating: Windows',\n",
       "       'My Design - Component Load| Heating: Slabs',\n",
       "       'My Design - Component Load| Heating: Internal Mass',\n",
       "       'My Design - Component Load| Heating: Infiltration',\n",
       "       'My Design - Component Load| Heating: Mechanical Ventilation',\n",
       "       'My Design - Component Load| Heating: Ducts',\n",
       "       'My Design - Component Load| Heating: Internal Gains',\n",
       "       'My Design - Component Load| Cooling: Roofs',\n",
       "       'My Design - Component Load| Cooling: Ceilings',\n",
       "       'My Design - Component Load| Cooling: Walls',\n",
       "       'My Design - Component Load| Cooling: Doors',\n",
       "       'My Design - Component Load| Cooling: Windows',\n",
       "       'My Design - Component Load| Cooling: Slabs',\n",
       "       'My Design - Component Load| Cooling: Internal Mass',\n",
       "       'My Design - Component Load| Cooling: Infiltration',\n",
       "       'My Design - Component Load| Cooling: Natural Ventilation',\n",
       "       'My Design - Component Load| Cooling: Mechanical Ventilation',\n",
       "       'My Design - Component Load| Cooling: Ducts',\n",
       "       'My Design - Component Load| Cooling: Internal Gains',\n",
       "       'My Design - Unmet Hours| Heating', 'My Design - Unmet Hours| Cooling',\n",
       "       'My Design - Temperature| Attic - Unvented',\n",
       "       'My Design - Temperature| Living Space',\n",
       "       'My Design - Temperature| Heating Setpoint',\n",
       "       'My Design - Temperature| Cooling Setpoint',\n",
       "       'My Design - Airflow| Infiltration',\n",
       "       'My Design - Airflow| Mechanical Ventilation',\n",
       "       'My Design - Airflow| Natural Ventilation',\n",
       "       'My Design - Weather| Drybulb Temperature',\n",
       "       'My Design - Weather| Wetbulb Temperature',\n",
       "       'My Design - Weather| Relative Humidity',\n",
       "       'My Design - Weather| Wind Speed',\n",
       "       'My Design - Weather| Diffuse Solar Radiation',\n",
       "       'My Design - Weather| Direct Solar Radiation'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atx_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Inital Plot\n",
    "atx_df['My Design - Temperature| Living Space'].plot(label = \"Living Space Temperature\")\n",
    "atx_df['My Design - Temperature| Heating Setpoint'].plot(label=\"Heating Setpoint\")\n",
    "atx_df['My Design - Temperature| Cooling Setpoint'].plot(label=\"Cooling Setpoint\")\n",
    "plt.legend()\n",
    "plt.ylim(70,77.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating a plotting function for notebook\"\n",
    "def plot_hvac(df, plt_title=\"Temperature and HVAC Loads Over Time\", plt_ylabel = \"Temperature\", plt_xlabel = \"Time\", fill = False):\n",
    "    living_temp = df['My Design - Temperature| Living Space']\n",
    "    heating_set = df['My Design - Temperature| Heating Setpoint']\n",
    "    cooling_set = df['My Design - Temperature| Cooling Setpoint']\n",
    "\n",
    "    living_temp.plot(label = \"Living Space Temperature\")\n",
    "    heating_set.plot(label=\"Heating Setpoint\")\n",
    "    cooling_set.plot(label=\"Cooling Setpoint\")\n",
    "\n",
    "    # Adding fill Option\n",
    "    if fill:\n",
    "        plt.fill_between(df.index, living_temp, cooling_set, where=living_temp>cooling_set, color='pink', label=\"Supplment Needed\")\n",
    "\n",
    "        # Doing the same for where temp is lower than heating set\n",
    "        plt.fill_between(df.index, living_temp, heating_set, where=living_temp<heating_set, color='pink')\n",
    "    \n",
    "    plt.ylabel(plt_ylabel)\n",
    "    plt.xlabel(\"Hours\")\n",
    "\n",
    "    #TODO: Set X ticks to intuitive time \n",
    "    \n",
    "    plt.title(plt_title)\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Smoothing the graph by using into 24hour moving average. A more intuitive method may be to break the plot into 24 hour chunks and average those rather than a moving average, which we can try next."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "atx_daily_df = atx_df.rolling(24).mean()\n",
    "\n",
    "# Re-plotting\n",
    "plot_hvac(atx_daily_df)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Want to highlight the time where the the loads are not being met - highlighting zones where supplemental heating/cooling would be needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mzBm3+3SGJ598EqGhoVi1ahX8/PyQkZGhaPJq0KABJk2aJLv+iy++wKpVqzB58mQAQM+ePfHll1/i77//FplhPUm1atUAWD+bzp07i86dOXOGP5+RkYFt27Zh8uTJmDhxIt/m3LlzomuioqIQGBgoO871J0Wj0eDRRx/Fo48+ik8//RQfffQR3n//fWzfvl31+/T4449Dq9Xi22+/xUsvvaTYZsWKFdDpdCLBpnr16mjZsiVWr16NN998E2vWrEGfPn0QEBDAtynptaIkKIvvqTRCfX4oJU7fvn1hNpsxdepU2TmTyYTMzEyP33PBggX8c5ZlsWDBAvj5+eHRRx/12Ji4HR+5y8vKykJKSoqsbXBwsGKfSUlJACDyy8nNzcXy5csd3p+jb9+++Pvvv7F582bZuczMTJhMJpfeg8FgwKJFi5y+v5QnnngCN2/exM8//8wfy8vLK/ZkgIGBgXjqqaewceNGLF68GMHBwejduzd//tq1a9i5cyf69u2L//3vf7K/l19+GefPn8f+/fsBWDNABwcHY8iQIbh9+7bsfhcuXMBnn31WpDE3b94c0dHRWLJkiSgVwB9//IFTp06hR48eAJT/nwBg3rx5otdarRbdunXDunXrcPXqVf74qVOnZN+P+/fvy8bDaXLspSWIj4/Hyy+/jK1bt8rSOgDAkiVL8Ndff2Hw4MGoWrWq6Fy/fv2wb98+fPPNN7h3754su7Y31oripiy+p9II1fxQSpwOHTpg6NChmDFjBo4cOYKuXbvCz88P586dw08//YTPPvtM5BxbVPR6PTZt2oSBAweiVatW+OOPP7Bhwwa89957vIrZE2Pq2rUr/P390atXLwwdOhQ5OTn46quvEB0djbS0NFHbZs2aYfHixZg2bRpq1qyJ6OhodO7cGV27dkVCQgIGDx6MMWPGQKvV4ptvvkFUVJTox8seY8aMwfr16/lMu82aNUNubi6OHz+On3/+GZcvX0alSpUUr23bti0iIyMxcOBAvPXWW2AYBt9++22RzFivvvoqFixYgJdeegn//vsvYmNj8e233yIoKMjtPp3lhRdewIoVK7B582YMGDBAlGF41apVYFkWTz75pOK1TzzxBHQ6HVauXIlWrVohKSkJq1atQr9+/VC3bl1Rhue9e/fip59+cipjt9FoVMw+XaFCBQwbNgyzZs3Cyy+/jA4dOuD555/H7du38dlnnyExMRFvv/02ACAsLAyPPPIIZs+eDaPRiCpVquDPP/9U1NBNnjwZmzZtQvv27TFs2DCYTCZ8/vnnqF+/vsg3a8qUKdi5cyd69OiBatWq4c6dO1i0aBGqVq2Khx9+2O57mjt3Lk6fPo1hw4Zh06ZNvIZn8+bN+PXXX9GhQwdFs2Lfvn0xevRojB49GhUqVJBpl0p6rSgJyuJ7KpV4KcqMUo5Qy/D85Zdfss2aNWMDAwPZ0NBQtmHDhuzYsWNF2XOrVavG9ujRQ3YtAPaNN94QHbt06RILgP3444/5Y1xo8YULF9iuXbuyQUFBbOXKldlJkyaJ8gF5Ykwsy7Lr169nGzVqxOr1ejYxMZGdNWsW+80338jC1G/dusX26NGDDQ0NZQGIQmH//fdftlWrVqy/vz+bkJDAfvrpp6qh7mrjePDgAfvuu++yNWvWZP39/dlKlSqxbdu2ZT/55BOHeUT27NnDtm7dmg0MDGTj4uLYsWPH8ukFyLB0aWZljoEDB7LVqlUTHbty5Qr75JNPskFBQWylSpXYESNG8KG9ns7wTGIymdjY2FhZ7iGWZdmGDRuyCQkJdu/dsWNHNjo6mjUajfyxs2fPsq+++iqbmJjI+vv7s6GhoWy7du3Yzz//XJQKQAku9YLSX1JSEt9u9erVbJMmTdiAgAC2QoUK7IABA9jr16+L+rp+/Tr71FNPsREREWx4eDj77LPPsjdv3mQBsJMmTRK13bFjB9usWTPW39+frVGjBrtkyRJZWoVt27axvXv3ZuPi4lh/f382Li6Off7552UpE9QoLCxk586dyzZr1owNDg5mg4KC2KZNm7Lz5s2z+51r164dC4AdMmSIapuizktHuBPqLv0+cp+nNFWAWnoDZ94TpfhgWNYHPBMplGJi0KBB+Pnnn5GTk+PtoVAoFArFR6A+PxQKhUKhUMoVVPihUCgUCoVSrqDCD4VCoVAolHIF9fmhUCgUCoVSrqCaHwqFQqFQKOUKKvxQKBQKhUIpV9AkhwpYLBbcvHkToaGhqmUIKBQKhUKh+BYsy+LBgweIi4uzW5CXCj8K3Lx5U1aZl0KhUCgUSung2rVrsnIqJFT4USA0NBSA9cMLCwvz8mgoFAqFQqE4Q3Z2NuLj4/nfcTWo8KMAZ+oKCwujwg+FQqFQKKUMRy4r1OGZQqFQKBRKuYIKPxQKhUKhUMoVVPihUCgUCoVSrqDCD4VCoVAolHIFFX4oFAqFQqGUK6jwQ6FQKBQKpVxBhR8KhUKhUCjlCir8UCgUCoVCKVdQ4YdCoVAoFEq5ggo/FAqFQqFQyhVU+KFQKBQKhVKuoMIPhUKhUCiUcgUVfigUCqWMk5FrwIMCo7eHQaH4DFT4oVAolDLM1hM30XTqFjSfugUX7+Z4ezgUik9AhR8KhUIpwxy6cA8sgEIzi/9uZnl7OBSKT0CFHwqFQinD5BSY+Od5xHMKpTxDhR8KhUIpw+QUCgJPLvX7oVAAUOGHQqFQvEaB0Ywf91/B7az8YrvHA0L4yS+kmh8KBQB03h4AhUKhlFe+Tj2Pj7edBwCkvNQMnerFePweOYVm/rnJbPF4/xRKaYRqfigUCsVDXLmXgw9WH8Jnf5yE2cI6bH/+zgP++Z9Hb3h0LCzLou/nO/H39Wz+GBV+KBQrVPNDoVAoHmLpltP47uhtAMDD9WLQrFoFu+0TIvT8c1cFk0KTGXN+O4H7OYV4vWtd1KwcKjq/fPdF/HPjgeiYUeEeFgsLjYZx6d4USmmHan4oFArFQ2TmCQ7FD5yIrCowEiYpJzRFJJuO3sCX+6/j5//u4pvtZ2Xnp/9xWnbMZBbfY/6fp1HjvY2Ysf6ES/emUEo7VPihUCgUD5FPCDNGs2NhpsBAtndN85OeXcg/f5AvjuIymS0wKnRHCj+3s/Lx6V8XAABf7L3i0r0plNIOFX4oFArFQ+QRwo/B5FiYKSAkFKlWxhEGk3CvfImkU6Byb5NFOH7vgSA8UasXpbxBfX4oFArFQ+QRQoiREE7UyC+C2YsUrrZezMAbKfsRERaIVx6pgTC9H3+uZaQf/smwaobMrHAPMuy9dqTge0ShlAeo5odCoVA8BKmBIbUsapxPz+OfW1jXhB+pmWzDmXtYeeAaHp2zA6dvWSO8ArXAj60r4J1awQAA8hZ5BsFUZnBR60ShlHao8EOhUCgeIo/Q9pgdCBS/HryKk3cF4cfsovBjz6z2zo9HAQB6mz1Lw1gfyfD7PCL/TyENgaeUM6jwQ6FQKB7CFc3PscvpotdOKIpEFNoRfu7Y/HlCddYlXmvz6eEELJZlkW8ghR9lwev4tQy88sUevPvDIZojiFKmoMIPhUKheIg8QiAhNT83MvLQ9/OdeHb+Dly+mwMAyLaFwieHWF0vi2r2UiLMzyr1cMLPlnPpSBy/AS8t2YM8g+Dzo6b5+XbHOfx1KRPfH0nD0eu0Ijyl7ECFHwqFQvEALMsi3yQIMKQD81/HbuCfGw9w4GYO/jx+EwCQZQtPj/C3SibuCj/1w3R4KykYOx6piIvdo/FCQiDfpoK/dYnnFvoHNlPXritZ/P0Bdc1PIaHJIjVFFEpph0Z7USgUigdYe/AqSBGCNBMVEJFVBluEV5ZN8xPhZxVNXLUqcT4/T8XpMaR6MH98fHII/rlvwM18C3rHWaO4tIw8lv3vS/eFvswsWJYFI2lH+ggVGmlRVErZgQo/FAqF4gEWbBVnWSY1P2ROHoPRjIxcA/bbSk9UsmlnXNf8WNv7S5L0hOg0+LN9JdExrUIen10XM0SvDWYLAnRa0TGx8EM1P5SyAzV7USgUiov8+u9VpJ66JTrGOTuH2CQN0ueHdE42mC1474d/+dexeveEH65PPydWcWeSGH78+3+yY6TwY6DCD6UMQYUfCoVCcYFr9/Mw4qfjGLT8X9HxApuwUz/cqlAno70MhC+Q0WTBjcx8AEDjcD8kh1rbu5pqh/P58VMwaUlR0vwAAHl4/bE02XlSIKOaH0pZggo/FAqF4gK3sgv45wMW70GdD/5ARq4B+TZNTKhOnlPHYBaXveAcj9+rE8L747Cu5vmxCT9Ss5cSGhUBaVGTcGxsZ608X2iS398kMnvRUHdK2YEKPxQKheICR69l8s/3XMlEgcmCpannec1PsNa6rJrMLMwWFtfu54ny/xjNFjzgTGQ6Bgyfg8e1cRhNnPDjuK2a5idEx/C5gJTC3cnEiwZJuY7MPAO+/Osc7hDCIIVSWqAOzxQKheIkFguLaRtOyY7/e0WInArmNT8WvLB4N/6+li1qazBZ8MAWNh6q0+BeoVXocMXn515OIQ6mWfMFOaP50aocrx2i44WvQoWIL1J7VSAxe41dfRh/nrmH34/dxPqRHZweO4XiC1Dhh0KhUJzkXk6h4vF9V4UEgCE24cdkYWWCDwA8MJj5vDphfgyvlXEmw7PJbMHAL/ZiD3E/LpGhPUizV0yABhvaVUSBhUVlvRZZNi0UC+DItUw0SYjk25LKILL+14MCI/48cw8AcOxWjuOBUyg+BjV7USgUipNwjspq6BihnpZJxY711wWrloiB1T+I07Q4o/k5ci1TJPgkBWvRNMLPzhVWSLOXVgNUDNCgSqBVHxRAaI6eWrQXh64KIfDkmIxExNoPey46vCeF4stQ4YdCoVCc5HpGnuxY18oB/HO9hoHNhQaFJuXoKE4mivRjoGEYWd0te1y8myt6/VbNYFVnZhJS+NFJ2kt9hjafEEL4TaTwQ6iB7j8Qa8BuKHwuFIovQ4UfCoVS6ikwmpFTWLwZiG9l5mP490cAAD1jBYEnJkBYRoN1DB+9lecgNHxq/TAAwiJscSD7/H3hHsb+ckx0TCrIqEG6BUmdnzUMA9Jy9sXOi7ygQ5riSOEnX/LePt0gzxFEofgyVPihUCilmgt3HqDZ5D/R6MPN+GFv8Zljdp6+zT/vEh2AuY3C8Hx8IPrFC7W0Ivw0sLn8IM9OLayqgRr0iLWWnuAEE0dmr3WHbsiOmZx0kibLWyhFfgVInKYP2EpfqGl+pO+NRnxRShvU4ZlCoZRqjl5OR67NH+WfC/fwXNsaxXIfrlZXh0r+6B1nFXieqhIIC8vi/2oE4ewDE56PD8LlPKsGKteO8BNBpGXmzFaOQt2rRQbKjjmT4NB6D+G5Up0vfw0AYricFo2M9tp1MQMGkwX+Og1v0msa4YdDmUbVwqgUiq9ChR8KhVKqySfMXWYV29HV9FyMWX0YAQzw2UstERns7/J9zDbhhwtl59AwDMYlh/Kvl122Cgb2ND+k8MNpYhwlOTxx0+ro/HjlACSF6HAww4DHCH8je5Ch7kqaH62GASDX8pAf57WsAqzedwkvPpzE1xXjItsMJpoAkVK6oGYvCoVSqikghAy1CKvpa49i/9Us7LyShcfmpCLfjmCiBte3o7Q6nHCRnmtQbdMoXNh3couwPeXJsSsZ2HjyDgAgNlCL0bVD8EOrCk7l+CHHBAD/Zct9o/rHByKCcPzhhBmTRJj86eB1WCwsLxxxwo9SgkQKxZehwg+FQinVkMn3TCrJcjLyjPzz9DwjVuw67/J9OK2SIydjLtrrZrY8J9Cy5hHY1r4ixtQO4Y854/Nz6VYm//zZKnonRyxQN8x+OPzbtUJw5LFodI6yasS4IqbcmIYkBgGw5vSZ8NNhXigKsklVhVTzQyllUOGHQqGUakjhR83sJf1xvueCg+6JG5mYuf44fj56E4B6qQgOJZ+aJhF+6BUbgIcr+iMpRCfKosy1t5fkMKfAqq3pEh3gUJBRooK/Bs/Hy32GpHCaJKnmp0OUYCY8lZYtM3tRnx9KaYP6/FAoFK9y4c4DvLXiAMwWFp++0Bz14sJdur6AqJulZvbizDIPhetwNMskilyScvHOA4z/4TAYBvi4fzOMWXUIp9KF5IY6B8KP9PzUeqF4sVqQans+1B3qAkSuza8pxNHN7fB69SDsuFuI16oHq7YRhB9O82M9Hu6nwTfNIvDKv5kwmQWzV7BNzXXzgQFmC2vzHaJQfB+q+aFQKF5l29Hr+O9ePk7fL8DGQ9dcvl5s9rKv+QnRCUVH1dh44Ar+ufkA+288wG8HryGdMJkBypodEtIs9kwVvV3BBxDMXvbcZnJsVeCLIvxUC9Zhb6coDEpUHw+X8JDT/HCJFzUQhDqDxcJ/zlyOIxbAU5/tcLkyPYXiLajwQ6FQvEpBoSC8SItnOkO+U8KPreI6V3fLjvCTnSc4Kn+59zLu5IsdhF3R/IT7OV5itU74/OQarGOQRpp5GqnmhzMjahnAjyvbYRE+v7hALVpXsJrhjt3OlSU/pFB8FSr8UCgUr0KWgTAYXXOcNZot2HU5k3/N/Vg/KDBi9Pf/ouvsv7D/wj0YbMeDbZKGPbPXAyISLKtQ/mPuSPNTkcj4XDVQrZ66gODwrHz+Wnouvj5gTXDo72ReH3eRa36sr3UMA06OM5ktMNg+Px0DrGopFEItcPH/zx0MJgvWH76OTcdv2v1/pFDsQX1+KBSKVyF/MAtNFny78zwW7riIyiH+WDG0HcKDlB18D11Ox9NL9omOcULO+oPX8PNRa42q11Yc5M0xXHSSWlQYIJiY1NA52DK2iPTDosbhyDWz6BnrODJLSHKoLP0s+OMk/zyjmIULmcMzZ/ZihISKN3ONMJit2jE/jbU+mY4BTKx6PTNP8sXWM5iTas3k/ekzDfF0i4Rivyel7EE1PxQKxauIND9mC77ffwW3co04ejsXB6/cV71u3OrDsmOcUHM/W3BQzio0I9sgTlBotGP2yrGZmPqrREc5WjQ1DIMnYvV4tmogAh2FhhH9qVm9Mggz3JtJ6s7KnkAq/HAyopYRhD4D8dlx7y9Acl1xkpYhFHe9np5rpyWFog4VfigUSolxN7sA41YdxIjl+3H+9gMA4jD0Kxn5OJkuhKHb+zG9ZysjUT1Ii6+aWiPEOF8UNd+TSja7jtHCYtyqg2jy4WZcuy+uSM5pfuJVTFY6D0c0Sau6Z+UZ8d7qQ3hr2X78dz2T14zNaRSGynrHZrSiwJu9zGKHZy3DyEppNInww0O2ZI1Sc1lxUkhov3ILjHZaUijqULMXhUJxC4uFRZ7RjGB/rShvjT3WH7yK1cesBUID/M5gdv/mKCB+MA/dfCBqby95Xq7tR/C7lpG4nm8VWIw2s5dSaYnvWkQgrcB6zZbzgkap/ezt2DO+M6pEBOJeTiEOpOUAAGqF6BAVoMHdQvEYPC1+SH1+fj90DasOpwGwRlFxn4+0+GhxwGl+Ck1S4QeQ+m6/lxzCm+wCbOUxiprs0Gxh8emG/3D9fi7+1zoR7ZMry9oYzGIzKYXiDlTzQ6FQXKbQZMZjs7ehwaTNeOmLvU5fl5UrZD3+8dhtHL6SYfcHrFBFg2MwWXj/nhAdA64yAyf85BvEEVr+DPBwpQBeQyHl4l2rwDP0a8GHKFqvwY5HKmHLwxXRIlLwO3Lk8+MqGlgHz8Ja34v8jG4/KORzFOlLUPiROjxrGXlma9KkJxWa3OXI1Qws3HMFv566hxm//afYhrxHSfgYUcomXhV+EhMTwTCM7O+NN94QtWNZFo8//jgYhsG6devs9smyLCZOnIjY2FgEBgbisccew7lz54rxXVAo5Y/rGfm4mGn9kd51OdPpEHVpu6cW78V1hTIQHErCz98X0lFv4ib+dZCW4X98jWYWZguLvVezRNcE2Xx91EpTcLW+rmVaTW7NI/3QIEyHIB2DWqE60Q+9o/IWrkK6BVlYII8Q3P658QDXs60+P8Vs8QIAXog0mCwwW1heG+WnYWSCo14k/AjXFYVMwr8ps0BegwyQCD8lEF1GKZt4Vfg5cOAA0tLS+L8tW7YAAJ599llRu3nz5jmtVp89ezbmz5+PJUuWYP/+/QgODka3bt1QUOB8OnsKhWKfPElEVJvpW5FTaMKaA1cxe/1x7L9wT/k6BXPUybtin5tgLYOn4qxRUgbJzn7H6Vt4/qt9fD6fpGAt/DQMr425lWtEj7mpuJYlFqg44UVquuFy1HCaonzbD+vshmG8SQeA6Iff06l2yKXNbGGRK/ls021CQEmYvbh77L50XySo6hQ0P+R4Amyf7383xUKnq+TkCz48uSqCjUj4oaHuFDfxqs9PVFSU6PXMmTORlJSEDh068MeOHDmCOXPm4ODBg4iNjbXbH8uymDdvHj744AP07t0bALBixQpUrlwZ69atw3PPPef5N0GhlCP+vWg1Rxy0+cVwZBSY0GDSZv71j4dv4uCkbrLrOeFnfHII0g0WfHUpT9YmzI/hf1gLjWITx9c7L/Gv+1bV8wVCKxDSyem78j45zRDptBusZRBqk5pyC01gWRZ5th/WIEmUFnldcTk8A9ZEh2paNL0TkWNFhbtHntGChVvO8Mf9bT49JKQgyQmX0zacQuc60agRFQJ34Mp4AECuwQyWZWUbX7HZiwo/FPfwGYdng8GA7777DqNGjeK/7Hl5eejfvz8WLlyImJgYh31cunQJt27dwmOPPcYfCw8PR6tWrfD33397Xfg5cOsAzme6Xk2aUjSupOchPacQ9auEI8CBw8b9XAPO38lBdGgAEis5F1ZsYYFTN7ORbzTjoarh8LNzj3yDGYUmCxgAfloNTqVl87lUpPhrNWhQJQw5BSacu5OjWvlJyzBIrBiEOw8KEaLX4U52oSxnTPWKwbidXYA8lR9WBkDFYH/cyzUonufYcMzqiOtny2sXq9cgz8QiyyS+XxaALw7fhtnCisa+IS0NfpHAaU0AWsX5o3phLq7nSxyKAzS47q+FX6QRG64ew7k/wgAAm0/cgsnCwi8S6FDJH02iA7C1EIBNyfNiQyN+uC5oeDtH+eOvu9b3Ywxg8H12CC6YTPCLtIbB63UMMoK08Is0YfXZE/j7XhA0EbehAbAxPwSBBuFH97Y+H36R1h/mYwjA99lCoc+iYrCw8Iu0CpPvbLqI/zIz4RdZiK7R/thyx8B/dtsNwTiRXbzK+vxAYSzrLh2EX6RVE/NLTgjMLPhzALAhPwRBts+oTlUjjsL62b+/7RQqhwtpAhgANaNDUCFY+MwKTRZcuZeLrHwjLLAmTswtNGP/pXT4RQrfpZEbL4GRCJtXcRt+kdbvzMFsDb4/fRlX0vNwy06x2pgwPapVtF9mJDvfiDO3HkAqTsWG6XH3QSGCArSoGxOGuzmFuHhPOcS+akQgqkQK7z2v0Cyb4xoGqBMTilC94EeWU2jC6bQH/LwN0+tQNyYMKOOl0lpUboGakTW9cm+G9ZFiLD/++CP69++Pq1evIi4uDgAwdOhQmM1mLF26FADAMAzWrl2LPn36KPaxd+9etGvXDjdv3hRpifr27QuGYbB69WrF6woLC1FYKKjJs7OzER8fj6ysLISFhXnoHQJT/p6Cn87+5LH+KBQKhUIprUxsMxHP1n7WcUMXyM7ORnh4uMPfb5/R/Hz99dd4/PHHecFn/fr1+Ouvv3D4sDyRmaeZMWMGJk+eXOz3qVexHrpW61rs96EI5BrMSD1zBwCQUCEIDavYrxi+7dRtPrS4Q+0ohASoT5Gtp27L1O7JlUNRM1pZ5X/pXi5OpmXLjkcE+iHQX+zNmpZl3cUmVgzGHZvGplKwv0yrlFdoRpZCrhOuT5OZxd0cQbAP9NMiQpIxOd9gRibhaxEVEgCdHROLDiwYMDCxLBIj9NAyDC5m5EPLMKhdKRAn7+Ti5gOxBokcewAD1IkKgpYh3wuLs+l5yDVaUC1cD71Og/P38yF1eQ3SMkiuFARGZUt8I7sAt/OMCPPXomaFQEi3zixYXErPQ67BjCoRegToNDh/vwC8PoxlERXoh/hwcWbmXIMJ523vMblSEPw0ntXAXMsqwN18I+8A5M8AyRWDkJ5vxM0cA8L9tUiqYF9z4SksLIvT93JRYAHAAtFBOlQNs34e17ILcDfXiIqBOlSLECeBfGAw4WIG8VkC/PdPr9Pg0bpC2PofJ27BwrII0Gl4jZDWbK1rz2g1CNAyyDOxqpqPQA1wMcM6R/w0DIwWFhoGqBwmz6jNzaX2taIQplefz7vP30NWvhEVgvwR4KeBhQVuS7RJTeIjcPR6Fiwsi8qhAdAQWinuPo/WrQy97bv+75UM3MouQHigH4L8tSgwmpGRZ71Hm6SK/LX/XLqPuzmFiAj0Q57BDIPZgmYJkYgJd5whnINlgbs5BdBqGFQMDnD6Om9SNaSq1+7tE8LPlStXsHXrVqxZs4Y/9tdff+HChQuIiIgQtX3mmWfQvn17pKamyvrhTGO3b98WaX5u376Nxo0bq97/3XffxahRo/jXnObH0/yv9v/wv9r/83i/FDH3cw14UGBEtYrBOH0rG5v+2gUAeCimKj7u+JDdaxvv/BMFtirebz3zMOrHqQtLZFuOTnVrYWTH2ortl+66iEMHT6FpQgQOXc3kj7//fBP0eihO1Hbh9vP4ePMZNIqtit0Z93A/qwAL32iHh+IjZP2azBYcvZ6JZxb/zR+b0L8pejSKxZX0XHT4OJU/3uWhOHz+fBNZHxuPp+F0WjaaJ1bAI7WjZOddodBkxuOf7cLFu4JpYMnwh9HAgeBJKXucu/0AXebuRGCQH+b8n3XjZ7aw+GXTRgDA3gldBHNYoU1gDnDOpDj5t/+QsucyOPEkKjQA2998TNau7YxtuJlVgOFPtUOjqhGq/XU/shO3bz3A7MGt8HCtSsgzmFBv4mZRm54tG+DvfScAAL9O7IKIIGGstT/4AwaTBe+9aM0ZBQCvrjiIyzduY+JTDdG/VQK2nLyNV1ccRFR8BOZ0bMdfO+D8Ply7kY53n2uMVfuvYv/V+3i+QxP0bCReF+zx+7GbeHOzVVnwuw/Ptwt3czB42QGYWRadKyQCzr9Fj+ITeX5SUlIQHR2NHj168MfGjx+PY8eO4ciRI/wfAMydOxcpKSmK/VSvXh0xMTHYtm0bfyw7Oxv79+9HmzZtVO8fEBCAsLAw0R+l9NJy+lZ0+DgVaVn5otBbs1rlSALSwdZe5W817F3DVe0O0Ys1L0H+8hhm7tiPB6/jpm1HqVVxtNVpNagbK/7O+tk0NzqteIqrKXSeaBiLUV2Tiyz4AECATosJPetJjvnEUkMpYfxt/+8Gldw8etJrOsDfacEHAIY+kiR6rfYd4+aAvZImAPgIQm6eBfppZX1mED5xUm0tV/XeTNyH8yrhfLY5japJEqXGrU0ahuHv78x6RXKbSBlBant9jR1n7uJyeh6u3c9HVr73MnR7fUWyWCxISUnBwIEDodMJiqiYmBg0aNBA9AcACQkJqF69Ot+uTp06WLt2LQCrT9DIkSMxbdo0rF+/HsePH8dLL72EuLg4VT8hStmDW8T+uXRftOgaHSwmLMuKFmZ3KkYb7RTM5G4fKlG9B/rJhZ+4CHldKY2ddA9+EiGHMzH5SQQmTQmESwNAgGQ8/lT4KZdw30syKzNZyDZA537yophwPXo2EjT8at8xNYFDCidscO0ZhkGCxNT4wJZ2QMNYAxJIOKGFLJrLedRy0467RrpJ4muoaQThx+KiOy75/nzElVcRbhmrFBKAR+tGe20cXl+Rtm7diqtXr+KVV15x6/ozZ84gK0vILTF27FgMHz4cr732Glq0aIGcnBxs2rQJer3ztlNK2eCzreckmh/7i5+JSOoGKOekcYQzmp8gPy1IGUS6gwSAx+pWRgeJFkZN8wPIw6+5RVau+Skh4cePCj8U4f/daGb5H2QulN9Py9j9TjsDKfSrCVKcf5bJweaHE1rIMS0c0BTvPVEHkTY/uRxbKH6ATl7ShZtrpMaGe8b5qHHzVLpJ4qK8NAzDb3Jc3XuR78+HZR/+82lfq5Kij1ZJ4XWfn65duzotpSq1kx5jGAZTpkzBlClTPDI+SunlXk6hKAmaI7W31Hn5lWUHcHJKd5d+uO2pqrmvqlbDINhfhwe2hVRJ+NFqGHRvEIMdZ+8Sx9TvyzAM/LUafofN/ShIf1yK+mPjLNIfIukumVI+IOfOvov3ER0WwPsw64ug9eEgv8+OND+ONLmcuYp0Zq9dORS1K4fi4t1c/HDgGlbuvwpALtyTYzEqmL24N821kf6UmQmTm443e7km/ZAbLxctZiWK1LzoLeiKRClTkMKwhRX7GjiSsaWlFEwWFsdvqGesVerPniBvsXD2fwbBRBRZkJ/yHkSqpbFn9gIgiuLiI2gkC4yzmdKLip5qfigQC73Pf7UPj87ZgaPXMwEAAQrmXlfxI5zYHPn8OPLhs/ejLI1+rBQij6bSKfjqcE+5uctNP6lJi1s3tBrBNO2q5sdsKR1mL9686GXhx+uaHwrFk5CqX4YR7/YcLQgGhdXGkZ+AFHs7Lu4cwwANqoThVnYBIoP8EB2mHJYq9c9xtFNa0L8p9py/h+QYIdxeKkCVlAJGpvmhwk+5REnjt+ustfSJVEB2B3JOqAk/fgq+OEqYJD4/JDpJaoMF/eURk7y5ilhnBLOX7ZFR0fywwsZIq9APyeoDV7E49QK+HdwK8YRPklFB6PJFOCHU25ofKvxQyhTkrkvDMGLhx8G1XKRXSIAOseF6nLuTo7oAASpmWDt34c5pGGDJC81w9nYOqlYIhF5lByz93XCk+WlZvQJaVq8gvkbSR0n5/EjfEzV7lU80NjMOuSlZc/gGAGVHf1chhRK175hg9nKg+THLfX44SA1TtYpBqBMjjwjm7iPy+ZFEe3FzWKr54ZYpLcPwc1Ztszbul+MAgPazt+PyTCFCWmxy913ph9NQUc0PheJByEVWq2FgNJG7Ied8fgJ0GiHiws5mUak7pR3XjrN38evhG7iUbs17o2EY6LQa1Iuzn1JBKuy4s1OS9lFS0V6VQvzxWN3K+OdSOro3iCkxcxvF96gY4i8Kw+Z4oXW1Ivct0vyoaJI4/7f7Dkq32DPH6ESO1cr34TU2CouAIPxYH6Vrh4UwualphxxR+nx+vLshosIPpUxB5tjQMGJTlkOfH1uYe4BOwy9A9gQmpXNKzd9cdYgPkbWOyzlBQCa4uCFAyMxeJSSEMAyDpQObl8i9KL7Nly82x8CUf5BJJARtm1QRA9smFrnvvy+k88+D/JV/zjjhZ9L6/zCgVYIsApJDMHvJz/s54VitUfT5EaK4ACHqS6b5IdoxkmudRSnE3heRphTwFlQXTSlTiENIXTN7cflHAvy0vMnJrtlL6ZhCe1LwAYRdoCOkmh53NkpSTU9JaX4oFI6H4iNwZGJXvNpeyM8WHeqZ8guvPVKDf96/VYJim6ebVuGf59pJX+Gs5kfVvKaQn0e6HDBqmh9W0Pxo3NX8KAhdvoivRHtRzQ+lTCEOZ2VFqmBHDs/bTt0GYM2uzGlILHb0x0rqbWcWHXc1P+5qbbQaRpRBlkLxBmROl3gP1Snr06QKOtSOQkSQn6pptXv9GOGFyvRkWdbpaC+1fELc3FLKt8ONTc3nx8LPT/WIMEeYXNjoeRNunNTnh0LxIPeIgposC3y774rotRpZ+UZ8sfMiACAyyJ9PZmbPdq4c6u54jM5OeU/l6NEw4ItNUr9jird4tnk8CoxmmCwsXvSAvw9HZLD9khikwK8mUJAbGaUfZTL3j5rZS/ATVDJ7WV8Lgo3k/lw7QvPjKiYFR2tfhGp+KJRi4OVlB/jn6bkGpBNOjvZ2UpywAwCjuyVj6u8nAdhPWqjUnzOOhs6anqTN3DVZWRdT24JDNT8ULxEe6Ic3O9cq8fuSX3m1NUAaKCGF1Pw4En7sZXgWBBup5sfWRxF8fswKGidfxFfy/NB9IKVMYS+Xh70FgdutBfpp0Tg+QjB7uerw7ITC2Vn5Q+avUwSzl1qfFEpZhzSHqc1OseZH/rPoVLQXn0+IuAuR2wsQNjQyzQ+pDVHxC3KEONrLd6UfX4n2osIPpUxhz0fHnmBilqhinbG7K93KmTXHWSHGU5Fa5HXU54dSHnE0n0nBQSkKiYz2Us3LpbBh4tYcaZJDe9Fegl+Q4m1UKXXRXlTzQ6F4DrvaHbvnxMnIOCHo7O0c7L+YLsv0rGZTd87h2WET0Rg43JVbSG2Pt+3sFIo34IV+lelJRok6ivZSy0ytZPYSsrpLNlWSxUgobyGYvZzRIpOUPs0PFX4oFI9hd8o7IfxwE5J7nL/tHPp9uQ+LUi9I2qvcwpOaHw+ZvchuqOaHUh5RMzdxcIKDjkgySBJDRKrFhgcq9qHo86OS4Vk6DCEaEx4Jdfdd0YfI8OzlPD/U4ZlSpnDVR4eDTC8PyAuA3sjIF71W8y1yZsfl7JSX7kDd3SlpRZoft7qgUEo1Vn0Kqzo/T6VlA1D/QW6bVBEpg1og12DCY3UrK7ZRSnIoODzb2qj48/DCj4YhcgEVxeHZd8UfWtuLQikG7Akf9pYDwexl0/xI5qU02aGaX7X0HkqLkLOlHuSaH6cuk6GhPj+Uco49q5fJbMHg5dYoUbUs0RoNg051ou3eg6/qrpDkkDd7qWR45uQWLeN+eQujC9nsvQknpPlRh2cKxXPYz8vjjMMzbI9iIUHNQdHRPZTG46wAQkadMIzzQpMUUbQXFX4o5RDeiVhhQmblG/l5OqlXvSLfY+zPx/h1gHuU5vlR0/xoCc2Pqw7PSr5GvoiJ0HJ5Eyr8UMoU9gQcZxyeObOXTPiRXGxWqRAt1Qgp5Qlyx+G5KEILea23Vc0UijdQEzoAsTaod+Mq8gZOkhwTwj/n6pjxZi/O50ehBAb52prkkBuXaxKMUWRu813ph6yh6E2o8EMpU9jV/DhxHaMm/Eh3amqaH2nyMoV2zu54SP+DosgspHbZ27stCsUbCI7G1vlosbA4eTMbGbkGWaSnu7zTJZl/buE1P9bXQpJDiI5L21vT/LgX6m4mdl6+qvkxmS3Yd/E+APWUASUF9fmhlCnsaX6cM3txwo94XyAze6msLtLDJoV2zi6yOg9pfsg8PzTDM6U8ImRNtj5OXH8C3+27igCdBr8PfxhA0U3C4kzS3KNYsFKt6s6tP4yg+XHVcYcMdfdVp59ley/zz4MDvCv8UM0PpUzhai0u4Tqxbd5osiie51ATftRs+STu+PwUyexFo70o5RxpBNX5OzkAgEKTBTcyrZGcRd0WMAwRqQWJ5oeRaH6I61iW5dctDRFq73qSQ9/3+bmVVcA/b16tghdHQoUfShnCUXinPTu4ReKEt+m/W5Lz4vbOOjwrCT/OLrJaLSm0eEbz467TNIVSmhF8bayvyflssG10PBEMIFXaSEPdlTI8k0uEVkGAcpbSEOrODXFYxyTVGmklBRV+KGUGR7udzDwjZm06jXWHb8jOmSUOz/K+paHuamYvx8KP85ofUmhx6hJFNNTsRSnnCEKJzeeHmKdGzlzkgakhTVAoTXKo5HhNrhEaDeO2zw8Z6u6rmh9Bw+79dYj6/FDKDI4SDF7PyMdiW6bmLvUqIzhA+PpzO0FuUsaF63GTUNFK+1by5QHkTtVKY3J23pPanqIsFbS8BaW8I82sTM5Lg9lsa+Op+7Ayh2cNb/YSbsKyLBiGEY2FDHV3VXmjlFzR15CG/nsTqvmhlBlcqWeTU2hSvJYTFFYPbSM5L76+KA7Pzu56yCRgRVnMtDTai1LOkRY2JX2DjSabdsYTqh/JfaSFTcnpJ3WK5s4LEWEuhroTb8rXzV6+YH6nwg+lzODKfJcKJWbJjiS+QhDiKwg1fNTycsjH4Ng85qz8QdrEw/R+zl2kAI32opR3pFmTWZHmh/P5Kfp9pKHs/G14s5dwE14QI81eZIZnF+9tLgVV3X3J7EWFH0qZwZUJryakkGahlYNbIzLIKnRINT3ORnspan6cXGUD/bWY1qcBejaKxZTe9Z26RglywaWKH0p5RCPRyIh9fqxCgye0EZz2SO7wbCtvIdL8cDmHhGOiDM8uOu6UhqrufFSbD6xDVPihlBlcmfDyJGPWR3JHklAxCJN61Vds/8u/15X7hWMhyZV5/0LraljQvykeVSmm6AyiTNG+sOpQKCWMVChRivbyhDJCmp1ZmkJD7PNjfSQjR7WM4PDsqvhSGqq68z4/PrAOUeGHUmYoivDDV1WWzEmldPT/3czC0t2XnOpX2eG5ZCc+NXtRyjtSc5Si5scj95FEaqnk+SHHIo32kmqpnMUkyvDsm+KPp7JpewIq/FDKDK5oiaUaGlbFFs0tROQClZZZADVkUWEKNcBK2t5NJqum0V6U8og0v4442suD2giZwzN3f+603OfH2eKnSpDme5HmxzdlH0UNu7egwg+lzOBKhIO0KfdSOim1jFzzExao7nzsjOanpOUPavailHek0V7kRok3e3ngPtI8P1Kzl5LPD59jTCMPh3cEqT0ilxrfjfaioe4UisdRm+9K2g616C3puiONEgGAQDsF+aRDKEqou6fQUIdnSjlHlueHmJdGswczPEvC1IV1QyHPj+1RMLkzREvnTFdcm5wCceoOH5V9ZHmPvAkVfihlBrXFQsnPRdpSTR0r3TEC6qUtACfLW5TwvKcZninlHalQIjJ7edThWSxk8Xl+eIdnoS1rc9HhXHW4TZrShksNrglZMBTw/QzPNM8PheJB1Ca8RuFbLjN78VEIkmsVigxyAk18hUBUCgmw26+y8FPCDs/EiqujlU0p5RC5OUo458lQd6mzMl/YVDIOso20tI7ShksNrslNW3FW/riPxnvRUHcKpRhQS52upGKV5flx4PBMtmaJxUp6L+mSo1zbS2HwxQj5nnRaH1h1KJQSRhAorI/kvDR4MNqL64XT5kjNPIp5fiTh31LtkT04IedBoVF03Nc1P9TsRaF4EG7CS318nDJ72RYr6e5P2DESZi/CRi/t2plM0CXv8yM891NSg1EoZRypHw05n7myEJ6Yl9I8P/LCpoxMELNI0mxwo3DGaZlrkltorU8W7K8Vn/AxaG0vCqUY4O3JEAslShFOalFZ0qb2fH7ICsxq/So5PJf0pocUBmmoO6U8Ys/sZTB5urCpeoZncRuVaC+N8z4/HBZJHz6r+VHZZHoDKvxQygxkTg1yaiktalKNjFoUAu/zY5G31SpofuQaJe9rfkiBx4+avSjlEKnDs1lB8+OR8hZqPj/kZkyi+eFygUk3Jq74/HBwffiuzw81e1EoHsciMkfZ13Y4q/kRHJ4VzF4aRjaJpapqXwh1f7xBLCqFBKBlYgUkVgou0XtTKL6ALApLsbaXB+/Da5jkKTSkCRe59URnM0nbS3IoXV+kZTR8XvPjQw7POm8PgELxFCwxsTQMYAb3WsnnR+qbY32U7v6UFiJBTa0+Br6tD5i9ejSKRY9GsSV7UwrFh5BneBbOFXow1J1DluFZZPYSt+HKUnDBCEoRphxqNQk5zbRU+PI11DLpewOq+aGUGUiVKrnYFEXzo+TzY7Hj8OxMYVNf2PVQKOUJweHZ+kjOS08mOeTiCQQNk+3+IrOXWEAxSsxevMOzgulKbq5nRW11vL+Qb0o/tLYXhVIMkBNLabEhcba8hZLZi0yIKIv2sohfm6QH4BvOfhRKeYIXShSSHBZHYVMhw7Nc0yFdUwqMVh01F4lpT3sj3UuxkuO8s3QR3kNxYibWTm9DhR9KmYE0XYmjveRtnS9sKl9MuF2jVsnnR3Ifow8UNqVQyjucJpiPwiKmpdHkOVOMVMNEBmFA8pxrM/6X49b78xmeuTHK1w75usWfsPahkJrDl1BLJusNfGAIFIqnEExXIrOXwqIm3UHxUVkyh2dbz0R73rmQkQa6Kzg8m+WaH2r2olBKFmn+HdLsdeb2A+uT4gh159NvyNtw60hGngEA0Kp6BWtbF3x+OKFH6vDso7IPjfaiUIoD0hylEWl+lMxeyg7P8tpe6tFeVvOa/Tw/u87fk93bB+Y9hVKu4OcxV0+ruJKPSkPd+fuT97E+cmsQFxH6eocksgtF05XM50cS7SUNo/c1pI7Z3oQKP5QyA1k0TxTq7lRhU7VQd/F58rlWo6D5kfR86EqG7N6+MPEplPKEWv4dURsP3EcW6m4R1iRpGwtrFYD4UHc+2ks8VhJ5TULbo+01zfPjPFT4oZQZhF2FMw7PyrZzVc0PYb0SCT/SaC/JmqP308ru7QsTn0IpT0jDx7l0FZFBfrI2RbuP9ZGVan6INqQ2mTS/6XifH95GJ0Ou+eGOc/f3bbMXmY7E21Dhh1JmEEV7EceV1jS1UHdpW+liBgBmQnUrXTB9sbYXhVLeEWac2EykI5J1ecbqJfHXIYIwpPexWMRJUPnyFhL/JBJZtJckqszXy9eQ2nlvQ4UfSpmB1N6Qfj6KeX4kr9V8fpQSjpGFCB2Wt1AUfpTHT6FQigdSI8KyLL9W+GlIocQD0V4SwUVIoUGOxfpoYVmR8OPHCWIK2mYe2abNdtj2KGR49k3Vj5p7gTegwg+lzMDy0V5iXxwl4Udac8ulJIfELkumxZFFkcnHqeSATaFQihHCEZic+lqi1p0nZqU0UosstsxBCmJmIhWGc5ofRw7Pvm32UttkegMq/FDKDEKeH2UHQxJZxKgreX7sOO2pZWBV6pNCoZQMpEBBzlE/IuGMJ3LPyHx+iDVJaCNoZ8gkqLzPj9R0RmCWricSzY89wckXoHl+KJRigNz9kMoVZ8pbCIuUivCjUN7CmSSHSgsYVfxQKCULKVCQwg+5NshjN11HludHQQghtclkwlRu7bFX2NQkSZoqODyLfX58XfNDfX4oFA/CikxXDkLdVfP8iNsp5c0gq7o7ivZS9Pmh0g+FUqKQ5S1IUzTp8OyJaSk1k0vLTljvIwhiRotYaCHHoaQ1NkqSpkozVtsriuoL0FB3CqUYIHcV5EKmGO0lu1Z5Uir7/IBv6zjay/qoU1j8KBRKyUCWtxCZvbQOFgpX7yP1ueHWJKINKdxwPj86BQ2UkvwiE354x2qpEOWb0o/aJtMbUOGHUmYQEoqJ1zFFh2cV3xy5wzMXeaHg8MzI28vNaeo7OwqFUjKQUVhqZi9PzEtpgkJOKFH2+REKH4uEH4UNF8ecP8+KXvPJFCXRXr5q9lLzrfQGVPihlBmEsFKxRsYZnx81W7RS9ARp9nK0W+TziVDND4XiNchkpSKzl0jj4oH72B6lIeikP5Gaz490rEoCzIbjaaLXUp8fad0wX0Mtn5o3oMIPpcxAhquTc0vJuc5Zs5dyeQvro1ZiXpO2E7Wlwg+F4jWEKCjxHNWR0V4eyfAsNjsppdDg2izcfp6P3lLSQDkjwPAa6VKi+aGh7hRKMUA6/Ylre8nbqgkp8gzPcgdCUlCSdq3m8CxyrKSzjkIpUQSNjNjspdN6dlMiaHWsj/ydiK65kjf/XslQLPRpbxhqGZylQpaPyj7U4ZlCKQ7EhU2F44oLhopvjjNJDjmnQ51WKdRd6kskH4MvTHwKpTzBzzlWyJXDMJK56JFoL0mou4LZa26/hwCIBTFyHPZMV2aL8vrCHfV1zQ+t7UWhFAO89gbi3ZOS2UutBpdTSQ5tN/LTamS7NGmIKfX5oVC8D7mJEZXBEZmjin4fjeg+rOw4AITqrcVUjWZlnx8OteAJ0TGJeU0QfnxT+qG1vSiUYoAXYDRiAUM5z4/0WuujdFIKCcdIzY+w0Ejbq5m9aLQXheI9GGITwwscksAITyQ5FJIpsqK1gFwn/G0mcLOFRaHJqkUmTeFqmh+p1gcgor0s4vv4puhDa3tRKMUD6fNDHHYm1F1tUir5/JgtpNlLZRB8v9ZHqvmhULwH6fNDaltEyQc9Ud6C6INcCcgZH+iv5Z+fvpVtvU7B50e6kZKVtoBcyNEyPq75UfBx8hZU+KGUGcQ+P+SipiT8iF9LM6RySH1+zBYWX+26BMAq0Eh3i/J+5ZofNadFCoVSPIiKiYrK0whtPK/5ERYDclnhHJ6t7a2Q2mm14qRkiL7UvCUze7n/FooVmufHRmJiIv9DRf698cYbAIChQ4ciKSkJgYGBiIqKQu/evXH69Gm7fQ4aNEjWX/fu3Uvi7VC8DJk9VJxUTKm11HHQvuaHZa1trqTn8udqRofIdovSHRe30JK7vZAAnYN3QqFQPAlpvjYTc93ZKCvX7yPeCEnN41UiAgEA+UazdSwK+YakwRNKyRnV8/y4/RaKFbWoWm/gVeHnwIEDSEtL4/+2bNkCAHj22WcBAM2aNUNKSgpOnTqFzZs3g2VZdO3aFWaz2W6/3bt3F/X7/fffF/t7oXgftRB0JZ8fuWOy9VEtySFgXdAMRHr5p5pUle0W5fmDrI9vdqqJ7vVjMK57HUQG+zt+MxQKxWOQgQtcbhydViMWOjyY58fCioUXadf+OutPb77Bup5oFYQwe2YvqXlLiCqF6Liv4Uuh7l7dgkZFRYlez5w5E0lJSejQoQMA4LXXXuPPJSYmYtq0aXjooYdw+fJlJCUlqfYbEBCAmJiY4hk0xWfhJjwDSeioUxme1aK9xG2MJmu72HC99V7SaC9CqiIXoJbVK6J7g1jn3giFQvEsnPnawsJkEea6OMTcA7dRiCojbs8TwAk/Ns2PUnSq1C/xTnYhAKvDdICfBvlGs6y8hVJ0qi9BNT8KGAwGfPfdd3jllVcUJfDc3FykpKSgevXqiI+Pt9tXamoqoqOjkZycjP/7v/9Denq63faFhYXIzs4W/ZUV8gwmrDl0HRm5Bm8PBQBQYDRj83+3cOFujsf7JhcAR2YvtSSHarW9uDYGIseP9DwgXnRI7RJ186FQvAcpFGz+7xYAq5ZE7PPjuftIpQ/pOsFpfpbsuGAbi5LZSwxXByws0E9ByJH4Fvqo9EN9fhRYt24dMjMzMWjQINHxRYsWISQkBCEhIfjjjz+wZcsW+Purmw26d++OFStWYNu2bZg1axZ27NiBxx9/3K6pbMaMGQgPD+f/HAlXpYmPNp7CqB+PosnULbiXU+jt4WDprosY+u2/ePyzXTBJKhQXFZbYVTis7SW7lguTV3Z4tl7D8mP2s+mXZV0THZMCli/ktaBQyivc7Cs0WTBv6zkA1jms5GjsiftIM0lL1wl/rfinVykJqsw0z4ezEwKSRPPD9eOrtb24UfnCZtBnhJ+vv/4ajz/+OOLi4kTHBwwYgMOHD2PHjh2oXbs2+vbti4KCAtV+nnvuOTz55JNo2LAh+vTpg99//x0HDhxAamqq6jXvvvsusrKy+L9r16556m15nUNXMvnnR65mqrYrKS7etToMG0wWPseFp3CUqJBEahNXK7gn9fnhcvxwi5e0Z3ENMPXFj0KhlBzc/Dt7+wF/bELPeqJNiWccngmfH5HZS9w5GfFFXicah510HIKCiZWcU44U8xVokkMJV65cwdatWzFkyBDZufDwcNSqVQuPPPIIfv75Z5w+fRpr1651uu8aNWqgUqVKOH/+vGqbgIAAhIWFif7KCi0SI/nnadnqQmNJUUhoezy9OyGTHDKOND9qDs+QCk7i/o0yzY+62Yu8hy+oeSmU8gq3HmTmGflj3erHiM1eHnF4tj6yklgtadfBAWLhh6w/6Chiy3peLORIU3VII8V8Bc4n0heWQ58QflJSUhAdHY0ePXrYbcfacicUFjpvvrl+/TrS09MRG1s+nU2NxAzK9AG/nxM3svjnng7HVE9brxTtpRySrtNIhR+xz4/Rkc+PitmLCj8Uivfgpp/Bpm2uG2vd4Cr52njiPhZWrF2WCz/iWCOtgvORWqg76dMomL04nx/xcV9DMHt5fz30esIRi8WClJQUDBw4EDqdMJyLFy9i9erV6Nq1K6KionD9+nXMnDkTgYGBeOKJJ/h2derUwYwZM/DUU08hJycHkydPxjPPPIOYmBhcuHABY8eORc2aNdGtWzdvvD2vYzYLs+B+nveFn/QcYQwWD0s/FpXFRln4Eb8WNDrqPj/WaC8LYkO0qBysQUFBASIDgCqhwi7OX6vhzbL5BhN/zlBYAMYi3u1RKBT38fPzg1br3JziNLoGyTwXJUP1YKg7WFac50ciWgX7i396FQubSrwCyEgpwSlaHOqu4X1+3HwDxYwvFTb1uvCzdetWXL16Fa+88orouF6vx65duzBv3jxkZGSgcuXKeOSRR7B3715ER0fz7c6cOYOsLKs2QavV4tixY1i+fDkyMzMRFxeHrl27YurUqQgICCjR9+UrGIkZVGD0rI+NO4TpdcgpNAEoDrOX9VEawqpV0G9KfX4EjY64MdmPsdCAiuZ0TOkcBb1Oi0uXLqF3kg5dE4TvI8MAly5dso2HxYedrOduXLviE3ZuCqUsERERgZiYGIdzi/ux5ee57QA53T0xPUUmK1GSQ3G7OFuSQ+l1gHq0lz3ND59JnlG72jfgfX48omcrGm4JPyaTCampqbhw4QL69++P0NBQ3Lx5E2FhYQgJCXGpr65duyomZIqLi8PGjRsdXk9eGxgYiM2bN7t0/7KOidD8eDq6yh3IRF1KtWqKApmlmZxayg7P4tdX0vMAyDU/3LUMgPS7txES6I/AyGgE6/1QNTII/hl5vDAHWHeS1SuHArB+3qYga0h/9cqhVPihUDwEy7LIy8vDnTt3AMChWwMjFX4UfPY8YorhzV5irx9pzwPbVsMfJ9Jw7Lpt464Q7SX9XeTzmDGC8KCa58c3ZR/VwBJv4LLwc+XKFXTv3h1Xr15FYWEhunTpgtDQUMyaNQuFhYVYsmRJcYyT4iYmQvOjVBW4pDGLkgB6tm+R05+jJIfEwnQvpxCnb1mjQLj8GxzclaEBGhgKCxBRKRr3jTro/Pyg1+uh8zeDMWuI9gz0emsCRJPZAkZnNfPp9Xoq/FAoHiQw0Ko9uXPnDqKjo+2awDihgPP54TY5IoHHg5ofaXkLqWAV5K/Ds83jeeFHnGkafB8kYs22rQ1n9pLk+fH+Sq+M1DznTVx2eB4xYgSaN2+OjIwM/ssHAE899RS2bdvm0cFRig6p+TH6mPBTXNFejMTh2VF5i5uZ+fzz9rXEWce5S4P9bIulzk90nEKheI+goCAAgNFotNtO0PxwgQ3Fo/nherBX2JRDJ9L2yMcqXR/JPGaMRMNTavL88FG13sdlzc+uXbuwd+9eWaLBxMRE3Lhxw2MDo3gGE/Er7xNmL2I8ntZEiQqbEseVNhnk2sAtiAkVglApROwbxtjs60IfDACWX3yUdEryZ76R14JCKWs4O68YVc0P0cYD4yH7czT/yU2ZqLYXZ9KStFfKY8a1kRZm9lHZx6dqe7ms+bFYLIrZkq9fv47Q0FCPDIriOYyEwGM0e39GFJfZ62p6Ht5bexyAPMMzJOUuAPHOyCQJX5cicnqWOExKl0ylt+QLzn0USnmGm4GcGwA3p0nzi1I+MFcRHJ5ZkaZGsS2p+VEwe8lL8CgkOZQUNtX4utnL9ugDVi/XhZ+uXbti3rx5/GuGYZCTk4NJkyaJQtApvoHI4VkaO+kFSCdnT6pmZ246xT9Xqu0lnWvknTntmJ9GeTqQ5XKEitC2g/YmMXcTH5joajAMg3Xr1jndPjExUTT/KZTSALcecJsvXvjxcIZnweFZXGhZCdLspVhmQ7I8kj6N0iZ8nh8VZ2lfweJDdi+XhZ9PPvkEe/bsQb169VBQUID+/fvzJq9Zs2YVxxgpRcAsMnt5f0KQ8pcnzV5Hr2Xxz62Lg1iNLE9GSPhCOdD8cJqbB/lG4pj4Ualv73/awKBBg9CnTx/V82lpaXj88ced7u/AgQN47bXXPDAy+xw9ehRPPvkkoqOjodfrkZiYiH79+vHRPb7Ihx9+aDOTqv+VNZYtW4aIiAhvD8MhnEDBbXQ4LY+jZKju3odlib2PSr9izY9w3JHmB1CP9uIdnn1h8VFAmonam7js8xMfH4+jR49i9erVOHr0KHJycjB48GAMGDBA5ABN8Q3IPD++oPkhx+DJ+SmxcomEEulrQJxg0cQ7QSpPyIoh/oDFKAnNd2by2t/5+QIxMTEutY+KinLcqIjcvXsXjz76KHr27InNmzcjIiICly9fxvr165Gbm1vs93eX0aNH4/XXX+dft2jRAq+99hpeffVVL47KPQwGg90C0sWB0WiEn59fsfTNzUFuw8WtF1oV7UtR7yMye6m0FTs8y52f5T4/QlvS7EVu5Hy5vIXSOL2JS5ofo9GIpKQknDt3DgMGDMDs2bOxaNEiDBkyhAo+Poo4z493JwQryXrqSdWsWH0tN3vZq8HFCWTSBIcc4x+vw1/kqzsqdyHNXm3btsW4ceNE5+/evQs/Pz/s3LkTgNzsxTAMli5diqeeegpBQUGoVasW1q9fL+pj/fr1qFWrFvR6PTp16oTly5eDYRhkZmYqjmnPnj3IysrC0qVL0aRJE1SvXh2dOnXC3LlzUb16dQBAamoqGIbBhg0b0KhRI+j1erRu3RonTpzg+0lPT8fzzz+PKlWqICgoCA0bNsT3338vupfFYsHs2bNRs2ZNBAQEICEhAdOnT+fPX7t2DX379kVERAQqVKiA3r174/Lly4rjDgkJQUxMDP+n1WoRGhrKvzYajXb74rR0H330ESpXroyIiAhMmTIFJpMJY8aMQYUKFVC1alWkpKTw11y+fBkMw+CHH35A27Ztodfr0aBBA+zYsUM0thMnTuDxxx9HSEgIKleujBdffBH37t3jz3fs2BFvvvkmRo4ciUqVKvEZ8T/99FM0bNgQwcHBiI+Px7Bhw5CTk8P/H7z88svIysriNVsffvgh/72QmlMjIiKwbNky0bhXr16NDh06QK/XY+XKlQCApUuXom7dutDr9ahTpw4WLVqk+Hm7Al9wVGL2EmV49kCxJ7Ezsn3nXnEiVtF2zXq9zOzF8uMUhBxpDUEoXusLiDNeex+X/rv9/PzsVlSn+B4ih2cvh7pLb+/JCSoObZcLQ9LZRo6FU4WraX7EuTP4+ArkGUzIN5hRYBT/5RpMyDOYkGswocBoRqHRjDzbMU/8FZc9f8CAAfjhhx9E/a9evRpxcXFo37696nWTJ09G3759cezYMTzxxBMYMGAA7t+/D8Ca7fp///sf+vTpg6NHj2Lo0KF4//337Y4jJiYGJpMJa9eudfhex4wZgzlz5uDAgQOIiopCr169+LDngoICNGvWDBs2bMCJEyfw2muv4cUXX8Q///zDX//uu+9i5syZmDBhAk6ePIlVq1ahcuXKAKybvW7duiE0NBS7du3Cnj17EBISgu7du8NgcK1UjLN9/fXXX7h58yZ27tyJTz/9FJMmTULPnj0RGRmJ/fv34/XXX8fQoUNx/fp12efwzjvv4PDhw2jTpg169eqF9PR0AEBmZiY6d+6MJk2a4ODBg9i0aRNu376Nvn37ivpYvnw5/P39sWfPHj5fm0ajwfz58/Hff/9h+fLl+OuvvzB27FgAVmF53rx5CAsLQ1paGtLS0jB69GiXPpfx48djxIgROHXqFLp164aVK1di4sSJmD59Ok6dOoWPPvoIEyZMwPLly13qVwq3HJh44QeiR2sbD5i9bL+oFgux0VPpVimxITkmtVB3DSOEUJDmNbJP3xR+fEvz47LZ64033sCsWbOwdOlSUS0uim8ijq7y7oyQ+vh4UhYTLR4axq4ZDBB/FpxGzE9F86MUWlpgtKDFdO9kEz85pRuC/D0/9/r27YuRI0di9+7dvLCzatUqPP/883Z/GAYNGoTnn38eAPDRRx9h/vz5+Oeff9C9e3d88cUXSE5OxscffwwASE5OxokTJ0TaFSmtW7fGe++9h/79++P1119Hy5Yt0blzZ7z00ku8YMIxadIkdOnSBYD1x7tq1apYu3Yt+vbtiypVqoh+jIcPH47Nmzfjxx9/RMuWLfHgwQN89tlnWLBgAQYOHAgASEpKwsMPPwzAKvhZLBYsXbqUf/8pKSmIiIhAamoqunbt6vRn62xfFSpUwPz586HRaJCcnIzZs2cjLy8P7733HgBBWNu9ezeee+45vv8333wTzzzzDABg8eLF2LRpE77++muMHTsWCxYsQJMmTfDRRx/x7b/55hvEx8fj7NmzqF27NgCgVq1amD17tmjcI0eO5J8nJiZi2rRpeP3117Fo0SL4+/sjPDwcDMO4bD4l+3/66af515MmTcKcOXP4Y9WrV8fJkyfxxRdf8P9H7sDNYd7hmStvoSB0FA0u2ss1h2fZZg1KSQ6FPGZ88VOWFQsVPpznhxwS4wMl1V1eQQ8cOIBt27bhzz//5NWhJGvWrPHY4ChFx1RMoeXuIBd+PDcg8rdZy4hrezFg5GYvUZ4f50PdhT7LHlFRUejatStWrlyJ9u3b49KlS/j777/xxRdf2L2uUaNG/PPg4GCEhYXxjslnzpxBixYtRO1btmzpcCzTp0/HqFGj8Ndff2H//v1YsmQJPvroI+zcuRMNGzbk27Vp04Z/XqFCBSQnJ+PUKWvkn9lsxkcffYQff/wRN27cgMFgQGFhIZ8Y79SpUygsLMSjjz6qOIajR4/i/PnzshQeBQUFuHDhgsP34E5f9evXh4awv1SuXBkNGjTgX2u1WlSsWFHm+E1+DjqdDs2bN+c/h6NHj2L79u2KpYcuXLjACz/NmjWTnd+6dStmzJiB06dPIzs7GyaTCQUFBcjLy+M/x6LQvHlz/nlubi4uXLiAwYMHi/ykTCYTwsPDi3Qfbr6apNFeHvb5ITMvuxLqTu67NIRgQ6KUx4yFeB3VEuYwX0PssO19XBZ+IiIi+B0GxfchzV7e3A18s/sSdpy9KzrmWbOXMJ2kQgyZF4O/N7E8uGb2sqL30+DklG64kZGPjDyxCaRebBg0GgYFRjPO38mBTsOgTmyYq29JlUC/4qsOP2DAALz11lv4/PPPsWrVKjRs2FAkbCghdVJlGAYWDzjXV6xYEc8++yyeffZZfPTRR2jSpAk++eQTp00gH3/8MT777DPMmzeP36iNHDmSNzM58lPMyclBs2bNeF8UElcdv53tS+mzLOrnm5OTg169eilG45I1saQb2cuXL6Nnz574v//7P0yfPh0VKlTA7t27MXjwYBgMBrvCD8Mw8uLBClmYyXtyvkRfffUVWrVqJWrnbPV2NaTlFLiXGbnC3PWE2UuI1HIc2aSq+XGQ5JCBWDsk8vlR85b2AcS+Sd4Xf1wWfkhnO4rvQzo5e0v2KTCaMeX3k7LjnhTGpGnqRaHuStFepM8Pn7hQWRcr7MrE6uUgfx0C/bXIN4oX5kB/HbQaq7ZJ76eFTqMpFjNVcdC7d2+89tpr2LRpE1atWoWXXnqpSP0lJyfLChQfOHDA5X78/f2RlJQki/bat28fEhISAAAZGRk4e/Ys6tatC8DqON27d2+88MILAKzOzWfPnkW9evUAWM08gYGB2LZtG4YMGSK7Z9OmTbF69WpER0cjLKxowqsn+1Ji3759eOSRRwBYNSX//vsv3nzzTf7ev/zyCxITE11yVfj3339hsVgwZ84cXhv1448/itr4+/srJr2NiopCWloa//rcuXPIy8uze7/KlSsjLi4OFy9exIABA5wepzNI5z+3XtSuHCo7VhTIoqSsg2hPqameH6srPj+EhgkgNT++J/2QY/IF4ccHLG+U4oQ0e3lL81NoUt6lenI4IrOXRlzby7HZy6b5cWT2Eo2XIf5Vhr+Hl+d5VlYWjhw5Ivq7du2aYtvg4GD06dMHEyZMwKlTp3hfHncZOnQoTp8+jXHjxuHs2bP48ccf+YgftZ3277//jhdeeAG///47zp49izNnzuCTTz7Bxo0b0bt3b1HbKVOmYNu2bThx4gQGDRqESpUq8XmNatWqhS1btmDv3r04deoUhg4ditu3b/PX6vV6jBs3DmPHjsWKFStw4cIF7Nu3D19//TUAqxasUqVK6N27N3bt2oVLly4hNTUVb731lszh2BGe7EuJhQsXYu3atTh9+jTeeOMNZGRk4JVXXgFg9dO8f/8+nn/+eRw4cAAXLlzA5s2b8fLLLysKLhw1a9aE0WjE559/josXL+Lbb7+VFa5OTExETk4Otm3bhnv37vECTufOnbFgwQIcPnwYBw8exOuvv+5UGPvkyZMxY8YMzJ8/H2fPnsXx48eRkpKCTz/9tAifjvy7xgkbAX7CT6AnfH40ChoZte85ud5oGbnwoxrtRUazshKzF+/z4+47KD5E0V7el31cF36qV6+OGjVqqP5RfAufyO2jUlPMk7sTmeaHOMcwUIj2Is1eXL0f+w7PLOTa5AC7JijfyPOTmpqKJk2aiP4mT56s2n7AgAE4evQo2rdvz2tV3KV69er4+eefsWbNGjRq1AiLFy/mo70CAgIUr6lXrx6CgoLwzjvvoHHjxmjdujV+/PFHLF26FC+++KKo7cyZMzFixAg0a9YMt27dwm+//cbnp/nggw/QtGlTdOvWDR07dkRMTIws4eOECRPwzjvvYOLEiahbt64okWJQUBB27tyJhIQEPP3006hbty4GDx6MgoICl7U3nuxLiZkzZ2LmzJl46KGHsHv3bqxfvx6VKlUCAMTFxWHPnj0wm83o2rUrGjZsiJEjRyIiIkLkXyTloYcewqeffopZs2ahQYMGWLlyJWbMmCFq07ZtW7z++uvo168foqKieIfpOXPmID4+Hu3bt0f//v0xevRop3yEhgwZgqVLlyIlJQUNGzZEhw4dsGzZMj7FgbtIf2w5QcefmPOerDRuYYXVTdXnRyXUXSiRIe1T6I8hHavJPvloL9+TfkQ+P95eFOGG2Yv0/gesdtzDhw9j06ZNGDNmjKfGRfEQpNnLW5ofk8o2xJO7E3IyXbibI1rUGMZ+dS1p1lcp5HFpBEelkACEBuig0TA4lZbNtYL3RR4ry5Yt4zUtSigtko8//rjq4inNcaPUTpq/58knn8STTz7Jv54+fTqqVq0KvV6veI8aNWrgyy+/VB0zycMPPyzK7UNSoUIFh6U7NBoN3n//fdXw+5iYGLfDrKWflaO+lP6fUlNTHfYLAHXr1sX+/ftV+65Vq5bdYBSl+wDA22+/jbffflt0TCqALl68GIsXLxYdi4uLw+bN4mhI8nuRmJio+h3r378/+vfvrzpWd5BObU7A8NdpZMeKdh9ho2Rh7W9+tAqmLvFz5QARcXkLSbSX77r8lH6fnxEjRigeX7hwIQ4ePFjkAVE8C+nw7K3NgFFF8+NJYaxqZCD+u2kVPp5qUgUbjwv+BlaHZ/FkU8rw7OdCtBe5ogX4aUXvhZU8en+ae5dFixahRYsWqFixIvbs2YOPP/6Y90ehUEoC6fZHWfgp+n3IHD0OzV4OanvJNT9cmL66w7OWOO5rkMKuL6yJHvP5efzxx/HLL794qjuKhzD7gM+PWmZpTw6HM1m92akmnm5aVVLbS76wkQsLJ5ypmb2UNELSI6LXPrjweJNz586hd+/eqFevHqZOnYp33nmHzwRMoZQE0WFiEysv/Gg9q/kR++uwomNS1MxevDuPisMzA9LhWVI2wqfNXsLzUqn5UePnn39GhQoVPNUdxQOwLCvO8+Olcaj5HXlygnJdcYuc2OdHobAp8WnkG6xOn4H+yv473Poozabq7Jh8YpvjRebOnYu5c+d6tM+OHTv65AJf0tgzH1EEnm0Wj4m//se/5n1+PK75IaK9HIW6E5pmaXQqoJARnxCmBCFLXDKo1OT58YE10WXhp0mTJqL/KJZlcevWLdy9e9cjNVgonkPqa+OtNTIrX57fA/DsBBUKFtqisIjJRSYF4yA/mnyjVfjR65SFH5HgxO++nMcH5jmFUq4J9NeiTkwoTt96AEDQkIiEH09IP4TgYnGwVog1P0QXjLL2httDin1+xO18ubyFKMOzD0g/Lgs/vXv3lhSD0yAqKgodO3ZEnTp1PDo4StGQmpu8tUO8eFe5ErfFgx7P3K6C2/mIdlsKmh9yJnJmL3IhJFHM/OrS3PX+RKdQyjuk7yG3PsSECU73seHKDviuIAp1d2D2CiDWGzIPmGD2ErcXHJ4JHyZWOYTcJ/P8EOP3BVwWfqitvvQgNTf5Wu4HT47HIplYMs2PHZ8fbk10FO0lDnUXtxVpQyWPFArF+5D+j9xUrxgSgM0jH8GdBwVoU6Nike+h5PCstvmpGhmIwQ9Xx9X7eejdOI7oQ9l0JUpySAg5fAQqEdjhAxlOZFiI8fsCLgs/Wq0WaWlpiI6OFh1PT09HdHS03aRZlJJFpvnx0s+xWqi7J8cjLVgodniWTzby3pzgpFbewu3aXm6YyCgUSvFwPSOff07O6eSYUCTHhCpd4jJ8aQqi4KiapoNhGEzoWU/huPVRGqBCFjYlhRyulTjzs+/hSBNW0rgc7aVmOiksLOSTi1F8A6NU8+Ol3YBaqLsnrXCcfMWZqMQOz+rtAXmxQyl8HjjWvrgmF7Ko9EOh+Ap9mlThnxeX6YXMs+OosKl6H8p+O+Ikh8J9ROYwwhHa1xDG7xsLotOan/nz5wOwDnzp0qWiCsFmsxk7d+6kPj8+hlqIeUljUClv4cnQezIHBiDN+CyXP8hbWxwlOVRweLZf10LclEKheB+9X/FkcxbB5+ghDeTu3Uu61eJeS4UcMgTeV0xKSlgswvh9AaeFHy5UlWVZLFmyRFRl19/fH4mJibK6LxTvYpaYm7yV58dYAnl+yOyngCRjKhgF+7lwRGoyk6JR8PlRbMlYG0jv5SNz3Wt07NgRjRs3xrx587w9FK9CPwfvQiqgi0tI4DU/LOmj42IfKvW5SJ8ZJc0PqRHy1lrvDO4Kg57GaeHn0qVLAIBOnTphzZo1iIyMLLZBUTwDF9bJUZYzPJslpivHZi/h3pzZS83nRzHaq5QwaNAgZGZmyso8pKamolOnTsjIyEBERIRH7qXW55o1a5wqallULl26hPfffx+pqam4f/8+KlWqhGbNmmHWrFlOa6XVPi9P4OrncPnyZVSvXh2HDx9G48aNPT6e8kYgUYfPUz4+UsjszKSPjivwraV5fkTlLYioMtKRmBC+fA1HPlAljcsOz9u3by+OcVCKgT3n74lee0/zU7w+P2duPcC+i/cBCKYrcmentPiIzF6SMHkpInMYC0DBjAbwih/hX2dMZOWAkkh+ajQa0aVLFyQnJ2PNmjWIjY3F9evX8ccff8hqjXkLmgTWu0zoWReVQv1RNyYMnepEO77ADYQwdffDOTQKpjNAMBsxovWHFfkW8Q7Xbt67OPG1aC+3yltcv34dixYtwvjx4zFq1CjRH8V34ISORlXDAXhvQhhs44gN16NpQgR/3BPRXmYLiyfm7+Jf83KKJNRdijjU3b7Zi0woJjvoBL6i5nXE7t270b59ewQGBiI+Ph5vvfUWcnOFHE3ffvstmjdvjtDQUMTExKB///58BfTLly+jU6dOAIDIyEgwDINBgwYBsJp7yILIiYmJ+Oijj/DKK68gNDQUCQkJskKme/fuRePGjaHX69G8eXOsW7cODMPgyJEjimP/77//cOHCBSxatAitW7dGtWrV0K5dO0ybNg2tW7fm2127dg19+/ZFREQEKlSogN69e/OFQj/88EMsX74cv/76Kx9Rk5qaisuXL4NhGPzwww9o27Yt9Ho9GjRogB07dojGsGPHDrRs2RIBAQGIjY3F+PHjYTKZ+POufg5cJXMusWzHjh3V//MoDmEYBsM61iw2wQcgy0tAFILuCorrDSRmL0LDQ5r8yVB7X4MVnJN8ApeFn23btiE5ORmLFy/GnDlzsH37dqSkpOCbb75RXZgo3oH7UU+oEATAexEARpP1vk81qYI1w9qhcXwEAOeiz6R+S1JyCkyS/B1Kmh+5lsmVUHetRr4aMSwLGHJFf4wxD4wxz+GxIv8Vw//jhQsX0L17dzzzzDM4duwYVq9ejd27d4sKkBqNRkydOhVHjx7FunXrcPnyZV7AiY+P52v7nTlzBmlpafjss89U7zdnzhw0b94chw8fxrBhw/B///d/OHPmDAAgOzsbvXr1QsOGDXHo0CFMnToV48aNszv+qKgoaDQa/Pzzz6rpNoxGI7p164bQ0FDs2rULe/bsQUhICLp37w6DwYDRo0ejb9++6N69O9LS0pCWloa2bdvy148ZMwbvvPMODh8+jDZt2qBXr15IT08HANy4cQNPPPEEWrRogaNHj2Lx4sX4+uuvMW3aNLvjtvc5/PPPPwCArVu3Ii0tzW5VdopvQIapkyHo7vZBIvbtETQ8ZPV4Rk1y8gF8TfPjstnr3XffxejRozF58mSEhobil19+QXR0NAYMGIDu3bsXxxgpbsI5GnPF+7zt88MVDlWb3FJ+PXID4345hqm9G+DZ5vGKba5l5Ilec4KKyOdHKc8PGeputq/5Ic1hBrMZjE4LGPOAOQmidvUl14UBaKjYYxF57ybgH+x0899//10UnQlAJiDMmDEDAwYM4DUTtWrVwvz589GhQwcsXrwYer0er7zyCt++Ro0amD9/Plq0aIGcnByEhITwZp3o6GiHfkRPPPEEhg0bBgAYN24c5s6di+3btyM5ORmrVq0CwzD46quvoNfrUa9ePdy4cQOvvvqqan9VqlTB/PnzMXbsWEyePBnNmzdHp06dMGDAANSoUQMAsHr1algsFixdupT/kUhJSUFERARSU1PRtWtXBAYGorCwEDExMbJ7vPnmm3jmmWcAAIsXL8amTZvw9ddfY+zYsVi0aBHi4+OxYMECMAyDOnXq4ObNmxg3bhwmTpwIjUZ5n2nvc4iKigIAVKxYUXE8FN+DW2ssRdH8QNAeKSHV/PDWdUZda+QL+FqGZ5c1P6dOncJLL70EANDpdMjPz0dISAimTJmCWbNmeXyAFPcxW8RCh7d9frjyEWoZTKWM+OEICowWfLnzomqbGX+cEr1WjPZy4PBsduDzQ0Z72evTV+nUqROOHDki+lu6dKmozdGjR7Fs2TKEhITwf926dYPFYuGDHf7991/06tULCQkJCA0NRYcOHQAAV69edXlMjRo14p8zDIOYmBjehHbmzBk0atQIer1QbqBly5YO+3zjjTdw69YtrFy5Em3atMFPP/2E+vXrY8uWLfx7PH/+PEJDQ/n3WKFCBRQUFODChQsO+2/Tpg3/XKfToXnz5jh1yvr9O3XqFNq0aSPyL2vXrh1ycnJw/fp1tz4HSulDUBKTIeiuIcqswco11KSQY80kLWzehGgz3xN/BCHNNxZPlzU/wcHBMBgMAIDY2FhcuHAB9etb97z37t2zdymlhDHa9Ix+Ou86wRl4zY9YK+PsBD13J0f1HGdS49C44/DM5/lRvoeSUKQPCrVqYAhOpmXDbGFROzoEAX5aZOYZcC0jH8EBOtSo5LymxiF+QS41Dw4ORs2aNUXHpD/IOTk5GDp0KN566y3Z9QkJCcjNzUW3bt3QrVs3rFy5ElFRUbh69Sq6devGrwcuvQVJ1BPDMLB4IAtnaGgoevXqhV69emHatGno1q0bpk2bhi5duiAnJwfNmjXDypUrZddxWpaSprg+B4p3UNLIuGrmIduzrLzKuzXUnUi/IRKylMPkfYFSH+3VunVr7N69G3Xr1sUTTzyBd955B8ePH8eaNWtEjoUU72O2mXP8vG724nxqxJofT0xQaRZrtdpeUkifH17zo2KakC5eFYP9rWYMiemJ9TOBtbC4W6hD7gMzwgMDwfoxYP10LpmpvEHTpk1x8uRJmZDEcfz4caSnp2PmzJmIj7eaIA8ePChqw2V4L2qJm+TkZHz33XcoLCxEQEAAAODAgQMu98OZn/bu3QvA+h5Xr16N6OhohIWFKV7j7++vOv59+/bhkUceAQCYTCb8+++/vE9U3bp18csvv4BlWV7Y3rNnD0JDQ1G1alWXx86NBSj650kpOYTszKxQuNlls5eAhWWh4QUaQXggkxwqOkL7oOGLW6p9RfPjstnr008/RatWrQAAkydPxqOPPorVq1cjMTERX3/9tccHSHEfrrCpv5fNXgVG6+LtpxP7/HhiONIs1nx5C0e1vRSivdQ0P1KZyNHkvZ9nQKHJjLsPCm33933GjRuHvXv34s0338SRI0dw7tw5/Prrr/yPe0JCAvz9/fH555/j4sWLWL9+PaZOnSrqo1q1amAYBr///jvu3r2LnBx1jZ09+vfvD4vFgtdeew2nTp3C5s2b8cknnwBQ/+yPHDmC3r174+eff8bJkydx/vx5fP311/jmm2/Qu3dvAMCAAQNQqVIl9O7dG7t27cKlS5eQmpqKt956i9eEJSYm4tixYzhz5gzu3bsHo9HI32PhwoVYu3YtTp8+jTfeeAMZGRm8H9SwYcNw7do1DB8+HKdPn8avv/6KSZMmYdSoUar+Po6Ijo5GYGAgNm3ahNu3byMrK8utfiglB0Ns7NzNdCHS/BDHyXw+ZBulJIc+aPUSant5eRwcLs1Ks9mM69evIyHB6ugZHByMJUuW4NixY/jll19QrVq1YhkkxT245H2c5scbm4GsfCO2nLwNAPDnzF4eDMeU5hDiFh+RwzMDSN+8Yqi7yg+rTvLjpdZOetQXd19qNGrUCDt27MDZs2fRvn17NGnSBBMnTkRcnLXadFRUFJYtW4affvoJ9erVw8yZM3mBhKNKlSqYPHkyxo8fj8qVK4sixVwhLCwMv/32G44cOYLGjRvj/fffx8SJEwFA5AdEUrVqVSQmJmLy5Mlo1aoVmjZtis8++wyTJ0/G+++/DwAICgrCzp07kZCQgKeffhp169bF4MGDUVBQwGuCXn31VSQnJ6N58+aIiorCnj17+HvMnDkTM2fOxEMPPYTdu3dj/fr1qFSpEv/eN27ciH/++QcPPfQQXn/9dQwePBgffPCBW58BYPUrmj9/Pr744gvExcXxQhzFd+HWALKqu8vRTURzco0U5fkR+fzYLiOEIp8UfkpztJdWq0XXrl1x6tQpj2WFpRQfZonw4w3Nz7nbQpbpJgmRANQdni/ezcG3+66gZ6M4NKsW6VT/0lB4pSSHyjZmwuzFZ3hW3gsE+mtFr9Vt1gyUJExvqnmXLVumeLxjx44yn6sWLVrgzz//VO3r+eefx/PPPy86Ju1jwoQJmDBhguhYamqq6DWXV4dEmiajbdu2OHr0KP965cqV8PPz4zdeUipVqmQ3tJ4jJiYGy5cvVz0fFRUl+wy48datWxf79+9XvbZDhw58eLoS7nwOQ4YMwZAhQ1T7pPgW4sKm9jdVjvoAxEIM6TBMZnguPYVNS7nPT4MGDXDx4kU+ARfFd+FDzL3o8MzJJtUqBqF2ZWtKedIuTvLumuPYf+k+tp66jV1jOzvVv0km/FgfxeuNc2Yve9aJ6hUJnx0fmbxlmRUrVqBGjRqoUqUKjh49inHjxqFv374IDAz09tAoFFUYYm0zE+Yod/qw9iMcFwk5/DHS4VnsCO1rlNqq7hzTpk3D6NGjMXXqVDRr1gzBwWJHTjVHQkrJw/2oe9Pnh7unH+FQo2T2MltY7L9kLVFx7X6+0/1n5xtFr5XMXsoZnp0PdQeAOw8KAVi/66EBrk0b35jqpYtbt25h4sSJuHXrFmJjY/Hss89i+vTp3h4WhWIXsrCpu0n9xNV0yFB3oT8ypF252rvLQy92fE0b5bLw88QTTwAAnnzySYmEao1yoJEJvoMQZeU9O7DFIld1Mgp26cNXM1zuOyPXgPRccZi1osOz06Hu6otUoUn4XuvUPKOplOMxxo4di7Fjx3p7GACsTtC+tnBTfBPB4ZkVaga6aOchAzRIxbZaYVNSo+LL0V6CG4ZvLJS0sGkZhv+y6bwX6q60+xHqzwjtcgqFGkh1nKy4fDk9V/Q6VK9DtYrWHDiiJIcK15IfhTPq2D6NqwCwClpqi5lvTGkKheItyJw87mY0dibJoTiZIhntpZ5G5OLdHAT4aVElwjumY5MTm8ySxGXhh8vqSvF9pGUlvLEbIIvucTCSc4DYcdlZIY27JrFiENYOa4cAPw2C/HWy+yn58lgUFhV7k/L/OtXEmXMXUCMqxO1aPRQKpWxDRlu5m9dGJPwQx4W0QQzIZIZqBU9JsvKM6DxnBwDg8sweLo3HU5gkeee8jVuj2LVrF1544QW0bdsWN27cAGCt+Lx7926PDo5SNLjMygE6zuen5MfA+dOQAohG0M3ykI7LzvomkTuJyGB/XvAB5LW9ZF2K1MncuOzfz1+n8ZmJS6FQfA8hzw7rdnSTKM8PkcmDzERP+haJND/8peIF78p9QUvuLRMul3fOVzQ/Lq/kv/zyC7p164bAwEAcOnQIhYXWRG5ZWVn46KOPPD5AivvkFFhNSWGB1hT63vjSK4V7knZxDrMbwg+3GCiFqDuq7SXeUbkXkkqhUCgkZBoPdx2eydZih2duI8mIgka4FmTyQ+kSajQrr7UlCe+D6iMbSJdHMW3aNCxZsgRfffWVqC5Nu3btcOjQIY8OjlI0OD+aML31/8kb33lO9SsWfqyPXHQXIE5W6Oww7dmQHdf2UralFwW1y6lIRaGUDxQLjrps9lJ2eDYTa6lIyCKTH/LXiVdRUuAxF/Mm+MLdHHy9+xLu5RSKjv/53y0ApTjPz5kzZ/j6NiTh4eHIzMz0xJgoHsBsYZFnsEYohemF/2ay9lCJjENB9ZuWZQ1lJ4WWovj8KKpRiUPKoe7y58Wn+fGR2U6hUIoVsryFEEjhWh/iJIcKvoki3x6W8AUiQt0lfZqIGojFXTd3+KrDOJmWjUNXMrBwQFP+uN7PmiyWc8PwNi6PIiYmBufPn5cd3717N2rUqOGRQVGKDhk9xZm9gJKP+FLa/fRqZC2ZQO5OiurzI0XsYK2g+XEwRrco56ofhmGwbt06ANbsxQzDyDIWlzfo51C+IPPv7Dx713bMM5ofkdmLS2bIgsjzIzhCS5dQsgZicWt+TqZlAwA2HE/DjI2nkGXLxcbdt02NSsV6f2dxWfh59dVXMWLECOzfvx8Mw+DmzZtYuXIlRo8ejf/7v/8rjjFS3IDLS8MwQpJDoOQzfyppVThhxUKqYt3S/Fi3MDoF4Ufk8Kzk8yPaUXFjdO6+ruJt2efWrVsYPnw4atSogYCAAMTHx6NXr17Ytm1bsd0zPj4eaWlpaNCgQbHdg2Pt2rVo3bo1wsPDERoaivr162PkyJEu9UEKbp7Enc/hww8/ROPGjT0+FkrxQ/rc/HPZatbPM7qe+04pX49Qg1CttpdY+CIhNT8l6fPzxc6LWH/khmhMPuLy47rZa/z48bBYLHj00UeRl5eHRx55BAEBARg9ejSGDx9eHGOkuIG9CsDaEvw5ViodwQkrpLanWDU/jFzoU0obX1RzoLeFHCUuX76Mdu3aISIiAh9//DEaNmwIo9GIzZs344033sDp06eL5b5arRYxMTHF0jfJtm3b0K9fP0yfPp1PvHry5Els2bKl2O/tDCX1OVB8A24JSc818Mn8Bj9c3fV+wNUHE46JzV6E5kcU6u6E5qeEnT8Ntnu7G/pfXLgsgzEMg/fffx/379/HiRMnsG/fPty9exdTp04tjvFR3IT3hyG94FDyZi+lSCpOWBE54ZEOzy76/OgUMoaS80tJ7SyKolDIQu0evjGpSYYNGwaGYfDPP//gmWeeQe3atVG/fn2MGjUK+/bt49tdvXoVvXv3RkhICMLCwtC3b1/cvn1b1NfixYuRlJQEf39/JCcn49tvv1W9r9Tck5qaCoZhsG3bNjRv3hxBQUFo27Ytzpw5I7pu2rRpiI6ORmhoKIYMGYLx48fb1YL89ttvaNeuHcaMGYPk5GTUrl0bffr0wcKFC0Xtfv31VzRt2hR6vR41atTA5MmTYTJZTcOJiYkAgKeeegoMw/CvOQ3MF198gfj4eAQFBaFv377Iysri+7VYLJgyZQqqVq2KgIAANG7cGJs2bXL7c1i2bBkmT56Mo0eP8gUs1YrTUnwPbq05lZaNjDyruScmTO92P8o1CIXyFmQmaYYRDPzSJdSb0V6cxsfsKfcCD+G2Asrf3x+hoaGIjY1FSEiIJ8dE8QCkxoX8US/p+l7kroRDa1MDmVU0P86G5AtqYPtmLw3DyCa8qFqyGw7PLMsiz5gn+isw5aPALP8rNOXL2hblz9nP5/79+9i0aRPeeOMNWQ0+AIiIiABg/QHv3bs37t+/jx07dmDLli24ePEi+vXrx7ddu3YtRowYgXfeeQcnTpzA0KFD8fLLL7uc8f3999/HnDlzcPDgQeh0Orzyyiv8uZUrV2L69OmYNWsW/v33XyQkJGDx4sV2+4uJicF///2HEydOqLbZtWsXXnrpJYwYMQInT57EF198gWXLlvG1wg4cOAAASElJQVpaGv8aAM6fP48ff/wRv/32GzZt2oTDhw9j2LBh/PnPPvsMc+bMwSeffIJjx46hW7duePLJJ3Hu3Dm3Pod+/frhnXfeQf369ZGWloa0tDTR/wPFt2ldoyL//O4Da7STO3ltlOofipIZEm154Ye4TrpGGIiyU6bi9niWwA2l1Fd1N5lMmDx5MubPn4+cnBwAQEhICIYPH45JkyaJwt8p3kNJFeoNOKGDHIJOSfNjkU9yR3ACk6LPj6SchkXSqVKGZ1eEn3xTPlqtauV0e0+yv/9+BPkFOWx3/vx5sCyLOnXq2G23bds2HD9+HJcuXUJ8fDwAa1X1+vXr48CBA2jRogU++eQTDBo0iP/h5zRHn3zyCTp16uT02KdPn85niR8/fjx69OiBgoIC6PV6fP755xg8eDBefvllAMDEiRPx559/8uuMEsOHD8euXbvQsGFDVKtWDa1bt0bXrl0xYMAABAQEAAAmT56M8ePHY+DAgQCAGjVqYOrUqRg7diwmTZqEqKgoAFZhUGqiKigowIoVK1ClShUAwOeff44ePXpgzpw5iImJwSeffIJx48bhueeeAwDMmjUL27dvx7x582TaJ2c+h8DAQISEhECn01FzWSkkKjQAUaEBvOADKK9PjrCuX+Kc/OIkh0KuNJa/RpxniKTQaFF8XhJwI+SW3FKb5HD48OH48ssvMXv2bBw+fBiHDx/G7Nmz8fXXX+Ott94qjjFS3ICsVO5NzY9S6QiNh3x+hFB3R0kOGVmEg9iWLr+mLOCshujUqVOIj4/nBR8AqFevHiIiInDq1Cm+Tbt27UTXtWvXjj/vLI0aNeKfx8bGAgDu3LkDwJpGo2XLlqL20tdSgoODsWHDBpw/fx4ffPABQkJC8M4776Bly5bIy8sDABw9ehRTpkxBSEgI//fqq68iLS2Nb6NGQkICL/gAQJs2bWCxWHDmzBlkZ2fj5s2bbn0u9j4HSunGT/Lj7pbmx/YoCgohN2m8hod0JBb7dpIUmgSBx2AuXuGHqx1Wu3KIbSzW48JG2DcWWpc1P6tWrcIPP/yAxx9/nD/WqFEjxMfH4/nnn3eopqaUDKR9mFSS+oLPD7cTEoW6m0nhx7m+TcROSIrU4dkkNXspjdGFRSpQF4j9/feLjp2/k4MCkzyyo2KQP2I9WEwwUOdcX7Vq1QLDMMXm1OwOpGaYz4niATV8UlISkpKSMGTIELz//vuoXbs2Vq9ejZdffhk5OTmYPHkynn76adl1er3r/hieoLg+B4r30Up8EJV8Eh2hpIUmzV6C5kfsSKxW26uQWJcMpuL9ngkbXo3ota+ZvVzW/AQEBPAOgSTVq1eHv7+/J8ZE8QDkF42xo/n5/p+r+ON4WrGNY+fZewDE4fbcDoWsyn7oagZxlXPSj93yFsRzDcPIzF7KPj9O3dbaP8MgyC9I9KfXBUKvVfiTtCvqn7M7pwoVKqBbt25YuHAhcnNzZee5pKR169bFtWvXcO3aNf7cyZMnkZmZiXr16vFt9uzZI7p+z549/HlPkJycLPK3ASB77QyJiYkICgri33PTpk1x5swZ1KxZU/ansX13/Pz8YDbLBderV6/i5s2b/Ot9+/ZBo9EgOTkZYWFhiIuL8/jn4u/vrzgWSulAuh5p3dB0KPr8ENGtgmMzK1nrlc1epMDD5d0pLgThxzZGVvzoKw7PLmt+3nzzTUydOhUpKSm8Tb2wsBDTp0/Hm2++6fEBUtyDNDepVQm+dj8P7645DgC4NOOJYlFH3souAADkGoSki1wI6LX7+biRmY8qEYG4mZkvjNHFaC8ljQ15TMMAD8VH4N8rgoCllDm1uCalN6f6woUL0a5dO7Rs2RJTpkxBo0aNYDKZsGXLFixevBinTp3CY489hoYNG2LAgAGYN28eTCYThg0bhg4dOqB58+YAgDFjxqBv375o0qQJHnvsMfz2229Ys2YNtm7d6rGxDh8+HK+++iqaN2+Otm3bYvXq1Th27Jjd5Kkffvgh8vLy8MQTT6BatWrIzMzE/PnzYTQa0aVLFwBW36GePXsiISEB//vf/6DRaHD06FGcOHEC06ZNA2AVmLZt24Z27dohICAAkZGRAKyaoYEDB+KTTz5BdnY23nrrLfTt25f3xxkzZgwmTZqEpKQkNG7cGCkpKThy5AhWrlzp9ueQmJiIS5cu4ciRI6hatSpCQ0P5tZbi+0jNXO6YvexGezHi82KNkK2xZA0lhZ8TN7LQrmbxJRrkxsNpfvhoLzvrtTdwWfg5fPgwtm3bhqpVq+Khhx4CYLWpGwwGPProoyLV8po1azw3UopLkJFQIrMXofE8ZcvECVhtwlz6cU/C3fmpJoTfBJHh88q9XFSJCESgv3BvZy1zQt4L++00DIN5/Rrjp3+vIzvfiGV7LyuavXxkQ+JRatSogUOHDmH69Ol45513kJaWhqioKDRr1ow3UTMMg19//RXDhw/HI488Ao1Gg+7du+Pzzz/n++nTpw8+++wzfPLJJxgxYgSqV6+OlJQUdOzY0WNjHTBgAC5evIjRo0ejoKAAffv2xaBBg/DPP/+oXtOhQwcsXLgQL730Em7fvo3IyEg0adIEf/75J5KTkwEA3bp1w++//44pU6Zg1qxZ8PPzQ506dTBkyBC+nzlz5mDUqFH46quvUKVKFVy+fBkAULNmTTz99NN44okncP/+ffTs2ROLFi3ir3vrrbeQlZWFd955B3fu3EG9evWwfv161KpVy+3P4ZlnnsGaNWvQqVMnZGZmIiUlBYMGDXK7P0rJInVwVtJMO4L3+VHapGnE5S1YUvMDuUsBIMlo7/JoXIPXUElMcL5m9nJZ+ImIiMAzzzwjOkY6SlJ8A4uoCJ5wnIwfIDUh93IKUTXScQSRq3AFS8OJEhvhQX5oUCUMJ25k84547lR1t7eTkFZ1j68QhFFdauPHg1bTDrdg5BSaPFbby0fmtIzY2FgsWLAACxYsUG2TkJCAX3/91W4///d//2c3izupTUtMTBS97tixo8wBu3HjxrJjEyZMwIQJE/jXXbp0Qc2aNVXv2alTJ6eizbp164Zu3bqpnu/Vqxd69eqleM7e+9ZoNJg0aRImTZqkeN6dzyEgIAA///yz6lgpvo3Ux0fqA+QUnOBAHFJNcshdQvr8SLoj19Ti9vvk7qXjfX4geiy1Zq+UlJTiGAfFw4jNXioOz8R3cO2hGxj+qPu7VTW45Fo6iVcyNzE44cit8hbEYiCFnGDiOl9WLKzVCfCR2dsV23kSH5nrPk9eXh6WLFmCbt26QavV4vvvv8fWrVt9JlszheIM0uhTd0Ld7Zu9GMInSJLnx9ZWKmArZYouLrilnBMCpQ7P7vhAFQcuCz+U0gEfFmknySEZYWUspqyfXEItafinNNePeGfimsOzkk2dPKKU7ZkFcD/XgPu5BuKcU7elFBMMw2Djxo2YPn06CgoKkJycjF9++QWPPfaYt4dGoTiNVNgpSpJDci3klmsyw7PV4dl2nNQISforySBfaXoTVnLcR2Qf14Wf9PR0TJw4Edu3b8edO3dk4Zn379/32OAo7iPYXSWaH6KNWNtSTMKPbcb66SS7IduugBO6RGNxsm8uXYWiw7Oa5odYVKRZn4vs8O0jk7q0EhgY6FEH6qLy4Ycf4sMPP/T2MCilDLnPTxE0P8QxsjCo4NsjHNdooBrqLtL8FHN5C2kyQ5bX/FiPl1qz14svvojz589j8ODBqFy5cpF+MBITE3HlyhXZ8WHDhmHhwoUYOnQotm7dips3byIkJARt27bFrFmz7GasZVkWkyZNwldffYXMzEy0a9cOixcvLpIDYmlE+kVjGC4ygND8EIJrcalCuYRa0gXAz2YGM9nOk/PR2aHsOGtNCqekRhVre+THyYKASu3cQe1y35jqFAqlJJD6/JD+js6i5PCsZPYCS4a6i8tesCxL+AaRPpUuD8clpOYt3uylUOTam7gs/OzatQu7d+/mI72KwoEDB0T5LE6cOIEuXbrg2WefBQA0a9YMAwYMQEJCAu7fv48PP/wQXbt2xaVLl6DVKkcmzZ49G/Pnz8fy5ctRvXp1TJgwAd26dcPJkye9ltDMG0idgRnYdhEKNmTr8+IZB6/5kfn8WMdlKoLZ6+K9XFEfapACOrc8sJBrfoq+I6HiD4VS3iF9ftrXquSWgkCpOjsp/KgnORT7dyo5QLPFbASTmb1k0V6+sR66LPzUqVMH+fn5jhs6AVdTh2PmzJlISkria9689tpr/LnExERMmzYNDz30EC5fvoykpCRZfyzLYt68efjggw/Qu3dvANYaRZUrV8a6dev4+jvlAan0rWEYWwVgoQ3p81NcZi+1Sr46XvPjvtlLr9MCMKJXo1jZOcdmL8hKXhTbpPSNuU6hUEoA0r9RuulzFm4puno/D3VjwwAo18aSJjkUR/YSz0tU82N95MbJveaG4CvlLVz+n1m0aBHef/997NixA+np6cjOzhb9uYvBYMB3332HV155RfHDyc3NRUpKCqpXr64aWn/p0iXcunVL5CAZHh6OVq1a4e+//1a9d2Fhocfeh68gLSgq7ABIs5dcpepphC+8+DiX6PDPk7cAiO3QToe629qFB8nVyqJQd9FxQRUrtX1T2YdCoRQVUjhxx98HECrC3yEKpJpFQg7h82M7L83pplQRHkCxx7pLa40JPj9CVJov4LLwExERgezsbHTu3BnR0dGIjIxEZGQkIiIi+Kyo7rBu3TpkZmbKknktWrSIL0b4xx9/YMuWLaplNG7dsv6QVq5cWXS8cuXK/DklZsyYgfDwcP6vLOQtkqoeGUYshQPSYqJFv+fvx26i48fb+Vw6VpQ1P9x4TtzIAiDWwjg7N+1FezkKdS8OzY+vTGoKheI9SJ8fdzU/nZKtVhFyTVHy+SELm2oY8QVKJXyAktP86CTRXqSQ5gu4bPYaMGAA/Pz8sGrVqiI7PJN8/fXXePzxxxEXFye7X5cuXZCWloZPPvkEffv2xZ49ezzqv/Puu+9i1KhR/Ovs7OxSLwDJhB/bcVHopIcdnj9YdwKZeUaM/fkY+jaPt/VrPSf9mrzUuho2HEvjR0b6HDkd7WUnb4Q0ySEHGUUhrSPpTkiqM/jGVKdQKCUB6fPjTlFTAHy2fVa0KSR9foRjwhorLWXEKj4v/jw/Yn9TbpPKjd9HZB/XhZ8TJ07g8OHDfOp4T3DlyhVs3bpVsRwGp42pVasWWrdujcjISKxduxbPP/+8rC1Xb+f27duIjRX8QG7fvo3GjRur3j8gIKDM1c4xE05wgHLSLHEl9aJPiMw8ecE8VkXVGRHkL7qv6P5ODsV+hmdC80OcF6IkxPfs0zjOPeGnoBAwWuuW+ecXwGIyyZro8liA8VChSj8doC+d39UPP/wQ69atw5EjR7w9lFLDoEGDkJmZiXXr1rndR2pqKjp16oSMjAxERER4bGwUZTzh86NR0NTzEbwacQFT0pxEalXUND/FKfpYy21Yn8s0P9z4S6vw07x5c1y7ds2jwk9KSgqio6PRo0cPu+24OiaFhYWK56tXr46YmBhs27aNF3ays7Oxf/9+u2n5yyLSuldK+R/cKSnhKlyvUg0htyZwY3BnLGQuIynkEVGoO3EP7p7RoQGY91wTp+4poqAQOHCCX5VKRFeoYYAWDZwWgO7evYuJEydiw4YNfO2rhx56CBMnTkS7du2KebC+S2JiIkaOHImRI0c6bHflyhX8/fffaN26NX985MiROHLkCFJTU4t3oJRSh1Yk/Lj3S89t2MSBIJzmhMjwbJEkOST6EAs/JaP5IYU1LqhFvsH1DenHZeFn+PDhGDFiBMaMGYOGDRvCz0/sbNqoUSOX+rNYLEhJScHAgQOh0wnDuXjxIlavXo2uXbsiKioK169fx8yZMxEYGIgnnniCb1enTh3MmDEDTz31FBiGwciRIzFt2jTUqlWLD3WPi4tDnz59XH2rpRqpP4ywkxC+nUYP+/zYG4dUPuHHw4W6u5PkUGLaI1EydZHHWeL6AD83E08YTcVvQJdiYa33dVL4eeaZZ2AwGLB8+XLUqFEDt2/fxrZt25Cenl7MAy076PV6jBs3Djt27PD2UCilANLU5U5RU0DYsImcljltPsiUHcpJDq3nVNbUYlyyyPFqJdYGween+O7vCi7/z/Tr1w+nTp3CK6+8ghYtWqBx48Zo0qQJ/+gqW7duxdWrV/HKK6+Ijuv1euzatQtPPPEEatasiX79+iE0NBR79+5FdHQ03+7MmTPIysriX48dOxbDhw/Ha6+9hhYtWiAnJwebNm0qVzl+AOGHndO4ENYeoQ3p81Nc0V62R+n3XQiDtGl+3CpvYX1UNHsRd7SGxNuOE0m/7GmOygKZmZnYtWsXZs2ahU6dOqFatWpo2bIl3n33XTz55JMAgMuXL4NhGJEpKjMzEwzD8FqN1NRUMAyDDRs2oFGjRtDr9WjdujVOnDjBX7Ns2TJERERg3bp1qFWrFvR6Pbp164Zr10jndzGDBg1Cnz598NFHH6Fy5cqIiIjAlClTYDKZMGbMGFSoUAFVq1aV1RO8du0a+vbti4iICFSoUAG9e/fmq7CT/X7yySeIjY1FxYoV8cYbb8BotJplO3bsiCtXruDtt9+W5UZR4rXXXsO+ffuwceNGu+2WLl2KunXrQq/Xo06dOqLq786M22w2Y9SoUYiIiEDFihUxduxY2VywWCyYMWMGqlevjsDAQDz00EOyIqgbN25E7dq1ERgYiE6dOonuQSl+RNFe7mp+FNwUSIdhUjgiQ8jJdU/d4dn9tf52dgEu3M1RPS8SflQyPJfaUPdLly7J/i5evMg/ukrXrl3Bsixq164tOh4XF4eNGzfi9u3bMBgMuHbtGlauXCkzt7EsK4oQYxgGU6ZMwa1bt1BQUICtW7fK+i4PmCU/7IzCToL0+SmuUHduxko9/LnXZplK1DMOz53qRKFFYiSebxkvCoUXzF6+l27d03BRkuvWrVM1FbvCmDFjMGfOHBw4cABRUVHo1asXL1AA1sKk06dPx4oVK7Bnzx5kZmY6zK31119/4ebNm9i5cyc+/fRTTJo0CT179kRkZCT279+P119/HUOHDsX169cBAEajEd26dUNoaCh27dqFPXv2ICQkBN27d4fBINRp2759Oy5cuIDt27dj+fLlWLZsGZYtWwYAWLNmDapWrYopU6YgLS0NaWlpdsdYvXp1vP7663j33Xdl5Xw4Vq5ciYkTJ2L69Ok4deoUPvroI0yYMAHLly93etxz5szBsmXL8M0332D37t24f/8+1q5dK7rPjBkzsGLFCixZsgT//fcf3n77bbzwwgu8VuratWt4+umn0atXLxw5cgRDhgzB+PHj7b4/imchtT1FzfOjlPxVGu1lUTguu1bk8OzWkJCZZ0C7mX/h0Tk7sPfCPcU2pFwlzfMDfpzu3d/TuGz2qlatWnGMg+JhpAmxlDKG7r8k1GGThn17CrVidvzEsP2WkL8pzg5FcHiWn4sND8RPr7eVHScdBe05TJcFdDodli1bhldffRVLlixB06ZN0aFDBzz33HMum6cBYNKkSejSpQsAYPny5ahatSrWrl2Lvn37ArD+wC9YsACtWrXi29StWxf//PMPWrZsqdhnhQoVMH/+fGg0GiQnJ2P27NnIy8vDe++9B8AaiTlz5kzs3r0bzz33HFavXg2LxYKlS5fy/5cpKSmIiIhAamoqunbtCgCIjIzEggULoNVqUadOHfTo0QPbtm3Dq6++igoVKkCr1SI0NJQPknDEBx98gJSUFKxcuRIvvvii4mczZ84cPP300wCsAtPJkyfxxRdfYODAgU6Ne968eXj33Xf5PpYsWYLNmzfz9ygsLMRHH32ErVu3ok2bNgCAGjVqYPfu3fjiiy/QoUMHLF68GElJSZgzZw4AIDk5GcePH8esWbOcep+UoqPzhM+PosOzsJZqCA32yZvZ/H3FZi/yWnk/rpKWVcCnR7manoe28jzDor4Fh2ep5set23sct8TSb7/9Fu3atUNcXBxfm2vevHn49ddfPTo4ivtIkxySoZEAcD0jT7G9pxHMXlKHZ7HmRyp8OTJ9kWY6V8xWfEuiJk5ZNXsBVp+fmzdvYv369ejevTtSU1PRtGlTXgviCtwPLmAVWpKTk3Hq1Cn+mE6nQ4sWLfjXderUQUREhKiNlPr160NDSK+VK1dGw4YN+ddarRYVK1bEnTvWOm5Hjx7F+fPnERoaymu2KlSogIKCAly4cEHUL1kCJzY2lu/DHaKiojB69GhMnDhRpGECrAlYL1y4gMGDB/NjCgkJwbRp0/gxORp3VlYW0tLSeMERsH6ezZs351+fP38eeXl56NKli+g+K1as4O9z6tQpUR+A+P+NUvxoi8nnh0wYS7ox5BRaI0wfFBidMnu5u881O+EjSh6XZXgmHLZ9AZc1P4sXL8bEiRMxcuRITJ8+na/NFRERgXnz5vFlJSjeReoMTGo8ACGDKN++hDM882YvhWgv8jo1SGHJlRB1bi2ysGVf88Oh1+vRpUsXdOnSBRMmTMCQIUMwadIkDBo0iBc8SGGTNGUVN9KACYZhFI9x5qacnBw0a9YMK1eulPVFlsux14e7jBo1CosWLZL58uTkWH0gvvrqK5ngwQlgzo7bHtx9NmzYgCpVqojOlbVUHaUZT2p+lKK0GAh+ahaW5devJgmRYpOSipezu6WMjGbHeeHs+fzwvwVu3d3zuCyWfv755/jqq6/w/vvvi3ZWzZs3x/Hjxz06OIr7sBKthnQnYTCJfwiKK/zRkdkLUBa8HI2HvMYV4UVU2JQXEJ2+vExQr1495OZai8JyP7yk34taHp59+/bxzzMyMnD27FnUrVuXP2YymXDw4EH+9ZkzZ5CZmSlqU1SaNm2Kc+fOITo6GjVr1hT9hYeHO92Pv7+/qKiyM4SEhGDChAmYPn06Hjx4wB+vXLky4uLicPHiRdmYqlev7tS4w8PDERsbi/379/P9mkwm/Pvvv/zrevXqISAgAFevXpX1wSVl5cyMJOT/G6X40YmSHLrr8yM3e5HRUiKfH1ujsEA/kVZFSWsk7dMVnKm/yBI/K/LCptz4fUP8ccvhWSmqKyAggF9QKd5HmuSQk7e5L6JBUsa92M1e0jw/xGujQkl5R6NRCql0CmLRkAqIZY309HR07twZ3333HY4dO4ZLly7hp59+wuzZs3kNbWBgIFq3bo2ZM2fi1KlT2LFjBz744APF/qZMmYJt27bhxIkTGDRoECpVqiRKIeHn54fhw4dj//79+PfffzFo0CC0bt1a1d/HHQYMGIBKlSqhd+/e2LVrFy5duoTU1FS89dZbvFO0MyQmJmLnzp24ceMG7t1Tdt5U4rXXXkN4eDhWrVolOj558mTMmDED8+fPx9mzZ3H8+HGkpKTg008/dXrcI0aMwMyZM7Fu3TqcPn0aw4YNQ2ZmJn+P0NBQjB49Gm+//TaWL1+OCxcu4NChQ/j88895x+rXX38d586dw5gxY3DmzBmsWrXKLRMnxX1IzY+7tb20vIZayewlrurO+eFopXl+iOdqzs+uQJZDUtMeKfn8WHjNj+CY7Qu4LPxUr15dcWe4adMmj+7wKEVDqtVwpPlRkD88Ay/tiw+TpnCpIAY4YfYifX5cMXsRjt9yAdFF/HQlH7qgYaz3dYKQkBC0atUKc+fOxSOPPIIGDRpgwoQJePXVV7FgwQK+3TfffAOTyYRmzZrxebKUmDlzJkaMGIFmzZrh1q1b+O2330R19oKCgjBu3Dj0798f7dq1Q0hICFavXl209yshKCgIO3fuREJCAp5++mnUrVsXgwcPRkFBAcLCwpzuZ8qUKbh8+TKSkpKcNjsBVgFv6tSpKCgoEB0fMmQIli5dipSUFDRs2BAdOnTAsmXLeM2PM+N+55138OKLL2LgwIFo06YNQkND8dRTT4nuM3XqVEyYMAEzZsxA3bp10b17d2zYsIG/T0JCAn755ResW7cODz30EJYsWYKPPvrI6fdHKTqkJtpf57kMz2QNL8Kzh9f8yByePaz5EVUEUOmEdEfQSH1+fMzh2WmfnylTpmD06NEYNWoU3njjDRQUFIBlWfzzzz/4/vvvMWPGDCxdurQ4x0pxAWllXWmG57lbz4raF7vZS8XhGQCMJiXNjyOHZ+G5KzsJIdRdyPDsdk0vfYA127KtvMW9HAMy8uQh5dGheoQHyivPu4UL5S0CAgIwY8YMzJgxw267unXrYu/evaJjSju7hx9+WJTbR4mnn36aj1aS8uGHH+LDDz/kXytpJJQyJkvz1MTExPCaDiWU+p03b57odevWrXH06FHVPtTuDQDPP/+8Ynmd/v37o3///qp9ORq3TqfDvHnzZGMlYRgGI0aMwIgRI1Tb9OzZEz179hQde/nll1XbUzxL5TAhp5z7Ds9KPj/WRzLDM0tofjQacc4qcgaLnru51ptEtSCV25gJQUyaq0hweHbr9h7HaeFn8uTJeP311zFkyBAEBgbigw8+QF5eHvr374+4uDh89tlnDnN6UEoOIdqL8/kRfxGz8o2K7T0BKUwIZi9xG43I7CW/t6P5efGekGjLFdlFKQ9Gkcxe+gBeGDFZtMg3y/syBwcBwf6y4xQKpewRQwg/neo4r1UkUcrzQ/pPkg7P3HEdsdEl8//I+nFTy+9MLUgu7N5kYWXFtHnhzUdcnp0WfkhpccCAARgwYADy8vKQk5MjyrhM8Q1kSQ5txznpm/siv9wuESl7LntU80MKE2qVfEWaHzfMXtaK8PK+HMEQvk/28gS5hcowfGOqUyiUkqBiiLDRiQ0PdKsPZbOXcE6k+TGLo1YZ2DadKqofz/j8KLf5cqeQ6JjfcPPXCGY7X8ClZV/qGxEUFEQFHx/FIjN7iTU/3Bc5wFb6wZOaH1KYUJP2SQFJ0efHwQTlxt+tfmWXfHb4fEdgZZ9RUVHtxUcmu7t07NgRLMvarQjOVR+nUMo7dWPDMPPphvhucCvHjVVQzvPDuRCIhSPS1ATI05pIn7u71DtTHDWxUjAAoGViBZn2inTY9gVcyvNTu3ZthwO/f/++3fOUkoGTJ7hJIv0immwNAmwOeXsvpMNotridjp1EyQdHZvYiBA6TgtnL0QTlJnydGOedXK0DEfrnNT/FPBl9Y6pTKJSS4rmWCUW63lFtL1KTb2bF65iGAczSa50QXBzhjADF/Z60rF5BFq4vjN+t23scl4SfyZMnu5RLg+I9pHZgqQqSEzjqxgrCw/k7OaLXrkBOLqGaL+H5ryBgaDUMzBYWu87dVR2/GpzznauhpILZi+UL9Pm7IPC56yxIoVA8T1mdj5zgIM6qLLgQkMKRSar5sRm+xD4/Qt/ufmT2wuVP3MjCybRsZNt8STUaofiq4PNTSh2eAeC5556jZq5SgswOLPkichOmflwY9H4aFBgtir43Tt9PIekgOeGUvu/cxL6cLs8PxToYCvf+XE0ixn8OAC7fs5b4kDp/K8El9DQYDAgMVLbj+8icplDKDXl51jkszehd2rGf50e8nnNh57z5nljj+GvJ5+5qflQEKJPZgp6f7xa11TBy7VWpNXv5yoApzmFW0/zwPj82zYmWQXSoHlfv5ylGXTl9P0LS4QvaETNE6evzQusEfLfvKgqN1rFwmiBy/GpIdzvOoiGkH72fVaBpVDXC4XU6nQ5BQUG4e/cu/Pz8RPWoOIyGQrAmg/x4oQYFmuJKpEShlD9YlkVeXh7u3LmDiIgIUbWBsoCS2YvMkEyalEwS4UcaZSV97ozPT77BjMc/24nb2YX4+f/aoH5cuEgQI9d7rrYYiZZwyrZINT+Ob18iuBXtRfF9pLsBIb+N9f+SE3R0Gg0hmLj/f6yk+SF7UxKeOf+iApOC8COr9cWK+uCFHxdr55ATkvtOx4br7VwhjD82NhaXLl3ii/lKeVBgRFa+fCEwZ/kj0L9sLc4Uii8QERGBmJgYbw/D45Ch7Bxk5Kzg8yNf6+35C0n7VONkWhYup1u1auuP3kT9OLG7C9lFrkFeJobMOSTV/PhKhmenhZ+iFgWklCxSJziRmpT44iolo3IHE2Ey0ypMXKXvOyf87Lb5/PhpGHB6E+kEtbAAKedw93Pd58cKC9dt0P7+/qhVq5asqjfH9/9cxdJdF2XHP+xVH+2ru5fvg0KhKOPn51fmND4c3LKmVE9LwzCiaDBOi6+W0Nb6XN6PPcgglOhQvbw/opdcBc0P6ZQtLW/hI7KP61XdKaWDGxn5AATNCKkmlRYFJbVC7kJqfqQF7QBlVafeFhmQkSc4yXFIhR/rxFHS/Ljp88O6V2hPo9FAr1fWFBlYLW48kO+CGJ2/6jUUCoUiRUus1xyk2YghzPdcG53U7CWq5A7iueOFXiR0ScxW0v6kpZIAic+P7ZjUPOdtylk96/IDp/kpNFp/jJXy2wDWL6LUGdodyJ2CUj9KAkbvJlVEr0ktjszsJbufbbfj4jZCyIEhfA6emotqQpSvTHYKhVI60Cj4TZIOw0qaHyG4RcHsRQpRThhxSJ9LaZ4e6biUAmW0CtFeBkl6FW/jG6OgeBzODlwjKgSAOLOxtCK6NB+DO5B1X7huHJm9kqJCEF9BiJwihQTpBJXKU5ys5bLPD9E/b4P2VJJDlW481T+FQikfcGuJWqg7CAGHWyt1UrMX0Z9aqQs1xJof+XVkDyaFHw6y/hh3mqvh6Ilccp7AN0ZB8TjcF5KrKkyae8gvtth5zjOaH6Wdglo9F7Lwn4aRRwhI++QwS+zczkI6TQuLiaeEHxXNj68YuSkUSqlAyezFLc9qPj+8fyeEc5JLZc/VUMoRJOqDeFFglJv6tQypgRJrftytdO9pfGMUFI8jrVguLoQntNMSDs9FkH0U676Io72UryOFF3+dhp+4DkPdze7Zj8kwUCHDs0tdOOxbCjV7USgUV1Cu6i6sV7wmH0I2f6l/p5rZyzmfH+G5RWFBJ4Wjzf/dkl1P/q5YWGs4PBdhHKb3jZxMVPgpo0jz4GgI+cZCOjwrqCfdQWmX4cjsRY4PAK5n5AsTRhbqrnw/V7UqpBMedwtPaWZIGYcUeKjwQ6FQXEG5qrvtHMR+mrwWXBLZq6bvcWadNys4BqlpkvQ6ecQdI4n24hLJ+ms1CA7wjTgrKvyUUaRmIXIykVoVDameLILqR2mX4YzZixQMnmlaVVUQk47N3cgBpTw/nso7QZq9akWH8M99xMRNoVBKCdyaROad5dZAa3kL2zFWvhbaS5Bofe6i5sd2sZrZS8nnR6thRAWu8225gHwp3xldlssoJiKJISDObCxSnzKeCXVXSsZFzhY1GUUn0pAIQpI8yaH4usNXM63Xu+jwTPbn6Voz5HskIxp0CtmgKRQKRQ1OkFHU/BBmL4tCeQul9VwpasweZoX7qtX2MiloiUjTXFpWAS/8BFHhh1LcqKU8t4h8XSTRAUUIdXds9nKs+dEQ3tf2HJ4zcoUkg8H+rqlQSfcmd/L8ONU5gDwi62lChSDP9E+hUMoF0jBx6wvuHCNax2RrPZHWRHIpAOc0P6TbAdePmg+RSaEskoZh+BD4q/fzkG9zig708x3hxzeMbxSPI6v0S6hC/7l0H4A8C3QRFD+KDnUih2eV60jhR5q/QtQ/8TzXIGQUbZ5YwaVxkiphXgPmoS0AqfnJJIqlRgb7e+YGFAqlXOCoqjuZnoT3f+QXIEcOz47vL76v7TrivDjPj7LwUyk0AAAQF65Hnm3NpmYvSrHD+/xoxbsBC8sit9AqhQtJs2B77SGfH/6YY4dnsebHObMX9zzQT+u2zw/Lsh6vNUP6NRXho6RQKOUcMlKKgyXOccueyWzhhQ/B58fWXsXPx/U8P6zoUdq3knO0VsMgVG/VrZhZopakDzlA+s5IKB6FU0X62dQaQi4fwGCyCj89GsVaz3mgtpdoctkmDjlx1cxe6nl+JA0VJrI7QVRkiKin8/yQ43m+ZTyiQwPwQusEj/RNoVDKD5yMsO9iOn9MrPmxHtt7QTgfYKtzppYrjcNVnx+lABZyfTYqJjkkchVZBMHJTRfNYoGavcoo0jw/ZN6IQlumzQCtWDAqisMzq/CcjE5QQ2z2Inc86j4/RfHVERd4dV+Istc3AFQI9se+dx+l2Z0pFIrL6G2+MQ8KTLidXYDKYXpBUw9Gce0LD/Ljz0tR0wKpoWRuU3N4NiuYvbQahl/bzRbW8/6VHoBqfsoo3JdXJzF7saxQiC7Aj4sE4855xuGZkH6s97ZznU7i8My9slfbqyhRWuJ8R8J9PQGpQdIwDBV8KBSKW3SqE80/T88xiNZmpWVlyMPV+eeKVd1VipyqoZjhWc3hWcHspdNoiHB9z6cV8QRU+CmjyCMABBsyn2ac0/x4oLaXyB5se3RG2pdqfvhoL5nPj3zyumeu4lSxxaD5IZ5TuYdCobhLmN4PlcOsDsPSrPzWwBDxAiOLmoVY4LEoZWy2QzYRsKEUwEKilOcnOEDwx7QQmh8fkn2o8FNWMUujvWzHWbB8GDZf94u/yjMOz3xtLyfMXmSeHlLzI09ySN6rCD4/olB3z+5GyH485UdEoVDKJ5zPjNnCyjQ/0uVFab0RO0vLN6f2+GLnRVl7pVIbDwqMSD1zV3Z94/gI3m/JLHIx8J11kQo/ZRQux4LU58dotuDr3ZcACMKPUkZQVxEn1BI/qmV3to6PdHgWKqBLa3t5zOeHH6Tn8/yQ3fjSJKdQKKUPci0UaX4UfH7IjaBS9K6rPj/RtjB1sh8ls5eS4AMAATotv7abzWyRXBWKCyr8lFEEzY+4qvu9B0KCwHY1K1mfqEVYAfj1yA2M/+UYzt5+YPd+Ss5w3BG7mh8Vnx+p2Usp2ssd7QqZ04jXIHksz484bJ9CoVDcRUeYjUjNDaOR+1GKtc7WR7G2XHjujHuDHxGSzl2rtMZzwTPy68U52zydVsQTUOGnFHH0WiZeWLof0zeclAsHEtTqvXDH/bQM2iZVsp2zXiOtn2WxsBjxwxH8cOAaZm86Y/d+SrsCbozOR3sxourzov7JcXnA7EXa0T1loqKaHwqF4ik0RLQUuRxqiHVS2pY7D9hzeHY12ovrg+hPIhB1qB0lup70S2KJ+/vSskiFn1LE8r8vY/f5e/hq1yWcTMu221bm8yPJ/SDaKfB1YsR9kFL9gwIj7GGvdow9s5dY8wP1aC8F4co9s5ewMHjaDi1akHxoklMolNIH7/ND+MwA1qVFumRpFJYetTXZ1QzPnOCi5HoglNyQ9yHaaHo4stYTUOGnlELWjlKCCz8UQt1tmh9JNlDrOeujdEfA1WMBBP8gNZSc61g7E4ODTI1O7mikEQQWhYnszjwi695YnBifS30Tz31pklMolNKHEC0FueZH0lYp2EKkqSGeO5Xnx0GSQ/CuDeobSKUSHL7kDkCFn1KEH+Gcwjk0qyHz+eGPW68T+6cofyMLCOHHkWlIKY+EM7454YF+xD0E4UT6/pTNXm5ofnhBTxD27GmmXIH6/FAoFE+hUdP8MPK1T7SZtT2qOTlLtepSCoxmXEnP418rmcmENV4Yk3z8XOOiaeuLCyr8lCJEeRscSO9ynx/xcaXoAGmfpPDjyE5sUZhovMOznesSKwkVzxliRyMtlqcUZume5kfB7OWhWUCWrfGlSU6hUEofojqEkuPyUHfl6zjEtbjsr+Xf7Lkkes21tljka7DQL4MAiXVAcKdgndoIlzRU+ClFOGu3JR3kpEkOeeFH4mis1GeBUdC+OBK2xJEA3Bhdc3jWEDsak1TzIzKrce3dD3UXm7087/PjQ3OcQqGUQkQOw8RyqBzqLl/PlYqiAuoRWhx3sgtFr3mzl+IxYTM9qktthATo8HqHJP6YdRy+meSQ1vYqRThrt914PI1/HuRvrREjVAG2aYREDs9cn+J+cg0m4d6OzMRK0V5ORFPJQt3VzF6i/ose7VUcDs/kZ0o1PxQKpSiINT+kbyRk6nRFh2elRRlAocm+v6hUy69c24s7J4x1aIckDLUJPtZj8mgvX3IHoJqfUoSS9kOJM7eEnDxcgTwQKkhAWUthz+zliubHOlaWH6V9zY84yaGq2Utk8uPauz6TxHl+hPt6AqUU8xQKheIOpO8OuTHVKJS3UMrzI86NJjw3OND8qKVYU7Q82PGbFG00eXcL31kXqfBTimCdlH6ybHVZ3nq0Fn9M8PmxiF5bn/MhUCKUcj2oIZswTjq5kX4yZJ4fabE8kfMev92wPyYlBC2X57OOivP8eKZPCoXy/+2deZgU1b33v73MCswMsgwMi2wCshhR1CAakkBYLjfR6Gs0QQMx0deIUaJXg/dejbmGC1nME2MWc3MN3jyaEHNdol4vEVFMVEBEERBEfNkSh4GwDD2sM9N93j+6q+qcU6eqq3t6emG+n+eZp7urTp06PdV16nd+a9fE5J+Y3O6f5FBe4FnIi8d0Zi+rrbWYM5u9VL9Ok9+kPKY4hR/SEYKavawwxYhhNRDXHKEBDzUptFwPaTQ/+n4BSSXqc5yq+ZHNXu7+LDrkq2Mwe+XKCU9P2EgIIdkia+Tl6dVU2NS02DKlBwHSCz/W/BqxhS+hvAJuJ2iT5kcekzWdF9O0SOGnhPBLJGhqZ9LuWD4/xrwQWp/tiWDnA0yaH8dO7feDdyU59PD5MaVWz8rnR7pJc514i6HuhJBcIVuv9OARfcoyLbzUUHfnfTwhXAElMnoeNVOeH1eld8N8J8+1phQrhYbCTwkhPN7r2A91QyJDW/2omJtSx/mavTLX/Dg3kZ/ZS3N4Tt0wfhme//hOo90+U2ShJNeJt4LkTiKEkCCEJc2L0La5Q91NmnwHfX720/5YbW2zl0+GZz/XhpD0jDGlWCk0FH5KCK+kVTrGEhZ6qLvxZlH7bM/A50ffrfjU+BwX1QQ0L7OXfIYVW/cBSJ+vwoQ8SZj+Fx1BEeR4ZxFCOoCakDW1zdqnzarKwis19/g9I/yFn+RrRNMgmRbffnO8PCanzmPxSD+coksIVZL3bhc3aDSst7bPj8lBTuszkYHPjzvay60+NaGra4Pk+bEEpns/O8Z3TCbkoQTJQ5QJ6v+7eG5yQkjpIYeK68EZugbFOPeYorNS+EV8OclfQ6nP7j7054FpDpU3WdN5Eck+FH5KCVXA8BZG9ASHgFzVPfkrTJcRNNnW7eDmPTbvfX6alahnqLvu8+N+36dHRZpRuZGHkusIBJOZkRBCskGOTLWmP0sg8qvq7gTverst+OX6sVrqZi+Tw7Of2UuN9qLPD+kIPpK8jF8uH9MD3yPS3f7Byn16Ds2g+Qli9pIFtGgkbDdu031+lNph2QstIeWGzK3mh0kOCSG5QjV7qXOpW/Pj7/Csz95+Zi+X24TJ7KUlPjTNdspCM8f+lbmAwk8BOHKiDUdPtadvqGFK9GfCVK3c0fyozmyAlA49IXCyLY51uw7h8LFW1efHPzrSbTKTwjODOjyXhYOZvTriqCwPJXayPdVPZ0R7FdFdTggpOUwJWb2mFZOLg1LeQpugT7T6ZHnWnh92hmdD9K9vtJe0Ldf+lbmA5S3yzPrdh3D1L9cgEg7hxW9+Amf26hb4WFWS93F49nFqjhscz+TogFt++w5e2roPvbqV45ZPj5DO54/L50c6xu/33lBXab8f2LPap7CpfC6r3yw0P4ZtZZHcrAHCSmHTnHRJCOmiKOUtbIfn5Mb6mkqlrVGTbzBTWew6eAwfG1RnPK81lztmL3cfevh7WrNXvPgcnin85JktjTG0JwTaEwJb98ayF34CmL1MxUvt2l6GCuRCAB/sS5bGOHisFcdbg1d113eLgBmUB/asxovf/ASOt8bxsYG1gfL8dKQml+nmG9Kr2tAyc5jkkBCSK+R5Wc9t1q1CfXQrc33q1S9AJuKzOrOa6oEwJu170GiveIBnQb6h8JNn5PDsdJk2dUwCgF87RRUawOdH77Nd0r6kT3Jo0PxoqxUvRtb3cMYCVUgz4aw2/MdkQj9mxtj6nAkqTHJICMk1alX05MRSFlEnmHTRu9bitTwSRms8kWbxnOrTjvZSBR3ArUlKH+1Fn58uj2qHBY63tmPFln3YeeBY2mPTmZ70c5gexu0Gr3uv36OsffEzswEGzU8ieZR87iCEtHGa+u+Q5kf7trkMSVdzbRTRXU4IKTlkx2Xd4Vk31UcMSWtNZi+v4BYZd5JDUxu1rTHJYSdG1uYCan7yjF6m4bv/sxW/XbsH5ZEwNt43XarC7iaw2csgZduZk32cofU+ZeEnfZJDd3RWNr45Vlu/qu4didLSj8llMkL1f5q7fgkhXY+wJKjowosu/KiLWbfQoqc/8XNjcGnWU59NqVacOd7dT7JQtRr5W0zCDzU/eSauecz/7fAJAEBrPIGDx1rTHJ2p2UvWRFjnN+Rb8DB7tSlmL3/px6+qeyY/d6utrvnRNWZAbm6kXPrmqHb04rnJCSGlhxO15Y6cjYRDxjxu8oEmbbmetdmE41+kmr1MQSfONvN8Z8/ntsOz93nzDYWfPKMn62uVkk0l0qhXgjs8J19V4UD1pVEd5MzqTVkASWdyM/v8ZP6D9ypvIQtfejRCJugCUy7vxZ7dym1b/MCeVTnsmRDS1ZDz7JjmUtnvRxWErMPcPpumBIg61rTvaIlM/al+QF5TsfUdaPYiqtlLCMXpOROnYr+mTrSXs836cZocz+R8DvJvsy0Dh2dTnp9szF6eeX60vpP9Bu7WxmX2yuHNWFNZhuULPoH2uHCFohJCSCbIgSjW/CfPV2WRME62pTT5hsWsaS1tOzH7xNromh+hmbiS29RX7/xDIQCiKJMcUvjJM3qiKLnGSlqnYrmfDM1eerSXGpbtjEfuVnF4ziLDs/V9MjJ7eWp+nPdmzVbA/rXPub4Zh/fpntsOCSFdFEcjb3IhKJf8fiKGud5PW+7v8Jx8dQqkqtvlbTA8awxfwU5yWEwpQGj2yjNxRXujan7SOhW7/c2MWFK9KeOwKdOm/F4WwNozcHh2+fxASJlCM3B4Tr3qeX6sG1m+obMRfvRjikkNSwghFmFpUWrSdstOz6a0JjK6z5DfYtYOdXfl+TGZvVL9pvkOiQ4EqXQWBRV+hgwZkvIIV//mz5+PQ4cO4Rvf+AZGjRqFqqoqDB48GLfeeiuOHDni2+e8efNc/c2cOTNP3yg9uuNua3sG9bOU9xlqflKvvnl+EkLV/CRUQc13bK5Yd/9IAC9CmpAmdZcco7S5o+Utkhsy74MQQjobxexlcCEoi8oBLe7FrOIjiuAOz3aKEi3cy3SMrd33mOTtKGP6/KisW7cO8bjj8Lt582Z85jOfwVVXXYXGxkY0Njbihz/8IcaMGYPdu3fjpptuQmNjI/77v//bt9+ZM2di6dKl9ueKisyrf3cWstkrIYA9h47bnzMxLfl669saF2ebI1QkXPtM6lVA1fyk90dyf04nMJnwyvBsnV8WELMqb0HNDyGkBFBqexlcCGTNjyn4I2F4Xpicod3Hpfq0o73cx+hZn719fpKvxZjksKDCT58+fZTPS5YswfDhwzFlyhSEQiE8+eST9r7hw4dj0aJFuPbaa9He3o5o1HvoFRUV6NevX6eNuyPIZi+/RH4mjDZXn3MEreouq1dlASsTh2d3tJeQbrjMzV56hmc9ukAed0coppuREEIsZN8dk5BRrpi95Lnerd2x/STD7n06duJCLSeQGqmsm73ME6mfu0WhKRqfn9bWVjz22GO4/vrrPVf0R44cQU1Nja/gAwCrVq1C3759MWrUKHz961/HwYMHfdufOnUKsVhM+ess5If3ca2ybiaJBIOYvUx5IOwfocHhWY4qAIDXPzzgnC+d9KOP1cNOnQ5dQ2VhcrrL9kYyJXgkhJBiwk5BIsy5zcqjZs2PaqyC8skpWeF9XpfPj9WD5rKR3JdmjpeeLcl2xTPfFo3w88wzz6C5uRnz5s0z7j9w4ADuv/9+3Hjjjb79zJw5E7/5zW+wcuVKfO9738Orr76KWbNmKeY1ncWLF6O2ttb+GzRoUEe+ii+y2cst/KQze5nfu85hcEKzfX6sPD+ySczD7KWE4fuOzD12WZDK5Pdul+HwyPCsan6yu5FMGjFCCCkmFM1PGrNX1JTnx2j2UsPXTVh73NFehsW3wcVCxkldQrOXJ4888ghmzZqFhoYG175YLIbZs2djzJgxuO+++3z7ueaaa+z348ePxznnnIPhw4dj1apVmDp1qvGYu+++G7fffrtyvs4SgGSJ+0Rru7YvE+HH58dr0vyEVc2PMSmWEJ5jSDc2U4bn7KK9km1dRV9tnx+pbZY3kiIUUvohhBQh1tyUkDQ/XvOVnFTVZPayBRrJxcELvV6XHWkrtUnY87G/Rsf2+bHaFVGESVFofnbv3o2XXnoJX/va11z7WlpaMHPmTPTo0QNPP/00ysrKMup72LBh6N27Nz788EPPNhUVFaipqVH+Oou4j+Ynrc+PYvbyxmRu0qO9Qh42Yr3fM7qVBxubYb89Dv9DVVKNT7Zp/xutT6Ajmh/nfTGtRAghxEKu7WWa04+dchbPNZXOc9ExezlzpSvPj+/iGUpbZ7tbmjLlH5KxBbgidHguCuFn6dKl6Nu3L2bPnq1sj8VimD59OsrLy/Hss8+isjLzrLl/+9vfcPDgQfTv3z9Xw+0Q8g/o8bV7tH3pjg3W1pTnR/elMSbFgnDdFGHN7ut5TlOSwyzsXrbDs6ZKsuvLSAqhbG8kWfCjzw8hpBixhRgPF4JPj+4LADhvcJ3Rh9P0vAgyn+t1wHTn5uTxqjYoneanzeBrWmgKLvwkEgksXboUc+fOVRyZLcHn2LFjeOSRRxCLxdDU1ISmpibFf2f06NF4+umnAQBHjx7FnXfeiTVr1mDXrl1YuXIlLrvsMowYMQIzZszI+3czEfeRWjIxe2Wb4dnJjuy0l9Oh692a7MdBUFOyBz/OSxgxhbpnrfnxeE8IIcWCopG3NSzOjHXnjFH4y12fwu//7yTzcdI2pzZYkGiv5KseGSYMbdIFtdiL7rihoHaBKbjPz0svvYQ9e/bg+uuvV7a//fbbWLt2LQBgxIgRyr6dO3diyJAhAIBt27bZiQ8jkQg2btyI//qv/0JzczMaGhowffp03H///UWT6yfuW1PFH1OeBWM7g4CjCyAmwchk9tKL23mhF2VVVLX+hyro98bofj3wflOLPS5ZeMza50cW/IroZiSEEAtZI28nHtTmrkFnVLuPS72aakFGwu59Ol4V4OVj9ErvaYK9pLJKnqfNOwUXfqZPn27UKnzyk58MpG2Q21RVVeFPf/pTTseXa/zTimfg8OzTzuSEpjuahU0Oz3A7PAc1e+n71dwUGZi9pKbjB9Q66lUtz08olL3gIv8vimklQgghFrJGPpMi0X5mryAZnm2NvS4o+Tx/vOZRa3tbEWp+ikgO6xrEDQkW5JBGP0xqTBOO2cvZ5tb8yOd3q1ftdgFWCqb9skU4E7OXKpiouS7k10gHbiK//wshhBQDavLZ5Psg05WcusTCZfbyOd4V7WVtN1ge0pm97NQlhijjQkPhJ8+YkkvpacS9yLi8hU+1O2NSLOF2eA5WC8a9Pxk2b/WfneYnWZst1Z+W56cjKwjm+SGEFDty8tlT7XFlmx/WglWelB2zVxbRXpagk5DbBDR7aXl+KPx0YUwalMB+NQZve79z+Gk4TKHuRodnOyNoOpOcpvmR+8pE86MJJo5gBnuM1r5skQ8tJjUsIYRYyIvGFzY1AVATG6Y7zlSOIshi1ivay5RqJW1hU1vzQ7NXl8ckRESDChjye98fb/LVz+fHGOpucHgOh1TpP8jYrM8iK7OXem49OsHJF5Eb6YcOz4SQYsTS4AghEDvZBgAY2rtb+gMNbhRCWzQGy/CcbPzW7sP4znPv4cUt+1z9pVuMWvP0vtgpAMWl+Sm4w3NXw+TzEwko/MgSj39tFreA4OfzIzs8e5q9/EdmzPOTjdlLH1dCUv1a/ertMsXv/0IIIcWB5PCcmkwvHtE74FHaYjn1mk1tLwBY+voupY0TiGKd01/zY3HoWKv3ifMMNT95piNmL/XHnN5m6+PyY9QKyQKLRXCzl/o5IfkPZVPY1Hqv38i58fkxvyeEkGJBdniOZ5AhOWwybQmffTrWHOsjHTj+P/7j0ufp4X0CaK7yBIWfPJMw5PkJLPwI83vXOYxJDn0cniU1qS5URWzVq//YjLW9UmRW20s+zp2UK5tK8f7noPRDCCk+ZIfnhCa8BD3Own4mWM+aIGYvn3PZi9GEek6vsQDAJ0b2wdSz6z37zDcUfvKMKcNzULOXkrQqQKi7n4bDGOoOt5DjmL3S+SMJ1+dsBBW17pasTLWivVL7OmCvMjl7E0JIMSGHrNvFqoMIP4ZtttlL0iZ5odcBM+EUO03j8Cy9/9KFgwI5bOeL4hlJF8EktERT+sXMqrp7tzOtEnQpXqkFYx8nXP3KkWBBx2Z9DpCj0oVedyusnV/PQZENzPNDCCl27LlJZLaQNFZ113P3BAh199X8CPXVq6ks7JRHi0vcKK7RdAFMDs/hgKYlefevX9+Ju5/ahLf3HHa3M5m99HN6RnvpZq+A0V4+oe7Zmr1CIWeDHl3QMaHFOwqOEEKKAXnhGc/C7GUKTQ9n4PDsb/ZSNfFe8+iUkX3s9+WRiM+o8w+Fnzzjl+QwrWlJEjAOH2/D797cgyUvvO95DlXDoWl+DPvkNOqZjs3l85Njs5ee5LAj5ir1HFl3QwghnYYsxNgL2gBPbFOeHz0zvn+SXMvs5dfGGZs8Vp0rzx9ovy+LFNdkS+Enz/hFe5mcodNxvK3d8xx+mYxDivbDwh3q7pS38B+H0ezl6j89rvIWLs1P8KgH73M4dMR3iBBCOgu1tldwc78+Z8pzum1lCBIt7Ofzo73xalpOsxexMJm9svH58duWMIRF6poSUxi8X5LD9HXHdIdn2J1loqWRVzaqz4+wxyiPKxtMJj9CCCkm5HnZWhgHEn5Sr3ounmSf6c1e1nF+ztXWfGwvtD2WuGVRCj8khUnACWKH9TrWdIxJQHD9NI3lLdwOz4GSYiWEKwlWQnLSy7awqVzbS+432WduzF70+SGEFCNy8tl4BvOenstHfm5EdLWQATvJod/ELZQXz0WkovkpokgvgMJP3jGZtqKOW7/vsaa9Jo1MkAzPLsdimO+HIDfbgaOnDOOSx5uR9COd213VPfe1vbLvhxBCOgs5aktksJCU87YB6nPDzinnc7xeAd7Yxm4L37aytqfYtOwUfvJMRzQ/foKOui35qub50c1e7jB4vxxEXucHgDZp4Gf2qrZapw2DNKGPS49cyHVVdyY5JIQUI06ku5Dm9Gx8fpx9uhuBCd052oTb7GWmoshMXTLFO7LTFJOAkU1hUwuTwKRn8wRMVd2l99ZxpjB8qaGXcNYeT6qzupVHlCrsHS5sGpZMcgmr3xw4PBv8nQghpJiQ/XOCJB6UjgQgaWekJ0eQjP3WrmDRXtZYze1kU1d1eXGVEi2u0XQB/ELd02l+TNKPSWByfH6kjQEcnuOG/uV2ScHD/StvTzg3pnrDpvrPwOyla6t0g2Amad6DnoMQQooNxeE5TVSVjFwTTH4FghY2dS+edYTm9OM1H4fDIXzvyvFoOdmOhrqq9IPPIxR+8oxJu+LU9vKXfoyaIT/Nj5/Pj8H04zc2j1MBANpTUlNZJKzam7PJ8yO9V8xelpo1kXmf7nN4/18IIaQYkB2enQje4GYvPUI2uc/SCnXM7KU7U/sN6+oLBqcZcWGg2SvP5Kqqu19/xtpeAbQvfv5IXvsBoC1l9opGVE2N1ToTLY0usHW25oc+P4SQYkQO9siovIWP2UvXCpkIVttLfS3FWZTCT57R8/zIifyyyfNj9vmx+vbWcJgqvptyEMnSv9fwLLNXNBxWwuYTiSzuDE0w0fMM5aa2l/zds+6GEEI6DVnrHSj8XDsOBs1PRJtPTaRbhMvHpytsWsxQ+MkzuoCTzGUTMNrLoPvR+1OyefpleNZCyk19AcFutnjKG7lM0vxAdDzDcyik2r2TY3T2ZYvqClV6Ny0h5PTHMVFltujTi0HL83o4oJUBkFOwuNE18aU4jVL4yTO6gBMO+QsfMkEyPMv9+2V4Dhnem4Qv+TBvs5ejJg0rN6w1juwcnpPHqSrcXIS667mECCGk2HDmZWFr5TOZ9uwMz9K2IME1Qcxeuj9RKSaLpcNzntGdikOhkPODTKP6MZu9hOdnpbaXdpxiEgt30OwlOTzLbbMpbBrWBBO35seKRAjep47uVE0IIcWGnKm5Y7W9pD7tJIfpzV6+SQ7tw61xpR1W0UHNT57RhZVwSBI+0mp+3Pvdmh+3cxvgluKNeX7SJTn0GFdbwnF4No0ja7MXQi6tWDbaJB3fsh+EEFIEOL6gUgRWAClD1r6rb9ylL0zYtb1o9iK5RBdwwplofgL0Z8rmCahaGUCT6n0cnoNEe8Vts1c4t2avsDtywVSxPlMY7UUIKXbkZWcmdRL1xaxS28tOcphe8+Nb2svWKqXm4xJcRlL4yTN6ba8QHAnbJHzIBPP5MTs86xV1VdMPPM8fxOxlCWARxUzl3LAZlfbSotD0yIVMkn15nkNzqiaEkGJDdk6OZ7Doc+ZM5SXZZyCfH7WtCb1uWCnOoxR+8ozb7BUKXtvLoPvRJXi5D/kHqVfUNeUAMgk37gzPbiyNVTLDszVWOdorW4dnKP0Bua/qTs0PIaSYSaYNSb4P5vOjastNEcB+Pj/IyuxVevMohZ88o2tXQh2N9tI+e2l+dLOXKQze5HMkm73SaX7CoZAkSGVX2FR3RnZqe1k+Px13sAsZvjshhBQTsn+OsLXrmTg8q9pyvU8vgrgr6HnXSnEapfCTZ1yh7mHH5yed2cuviKmFkMxqsoBQFlF/nqY8P2nNXh7jikuaHzmDaCZ2avO4vGt7dcjnR3pPzQ8hpBiRHZ4zcSy2Zk3rGCcRodqnF0FMWe7nWPpxFRslOOTSxs/slS7ayyR+5MLnR9bW6ARxeFbyQhhWK9mWt0jerOpKJRuBSsfg600IIUWFs/ATGZn79VB367ERApB+KStpmXzLW6jO1HR4JmlxZXgGOjHPj7PdL9rLz+wl9+Fp9ko4fcqampyYvaT+ANb2IoR0Dey5SdaiB3hiy0JT6nC7P9u/NOE+zsIupeFn9rJes5jjiwUKP3nG7fMjaX58fpCAWVb3yvAsa00Ag+ZH0X54nz8E2Yk5jcOzolYVWZmo1GrzciE+3ecn+7uNtb0IIcWOaS4N4vOj+/WYks36JzkMEFlmh7ojfdsihcJPntGFlXDIyb2Q3uE5fbSXlwNaZTSinVcSAFKvJs2TUlk9Xai7XN5CSLZm82FpkR2e/W7kTKHPDyGk2JGjtjLJb+aVGDaZNFb1BzJh7QpS3iLh8bwpBSj85Bl3VXf5B5mNw7P5s/5Qryz3yfOT2uVl9koXIWB9J9lMlUzMZR6LH3q1eV2Fm0nIpyeadokQQooNe1EqnIVpkPkqkprQ260IWalDlz+QCXveTtuEeX5IcNwZnp0Hefokh+79Xj4/unBQVaZqfkx5fkzCVyCzl6T5UW6uDkd7wZ4BrKHFs+jTdQ7lfCV41xJCTnvUhLHJ90EWfVaZIVN6kHCauRyQ/Yv8HJ6tN8HHVWxQ+Mkj7/61Ga3tqmNNKBRyMjynM3sF2OZlFqp0CT9uvxdPs1caVamt+QmHIIdZZuXzo5zbrabNjc+P+XyEEFIsyKWCglRat7Da2Jofyezll9DWwjZ7+cyxNHuRjFi2bo9rWyjk/FjTRXuZpB+3z0/yVRcOyiJhRKUbx6T9MApfsunJM9Q9+RoJqVqirKq6S2NU/I1SX94SHv1WJelQnapL8bYlhJzuqJqf4HNp1A6g0YSfkNqnF4GSHGqvpTiNUvjJI8P7dMfFw3uhd/dye5us3chNtJe3WUjW/iiaH+tYw/mVEhMe94uxvIXIsryF/D6k9nfsVDvu+eN7rnaZYvJ3IoSQYkIO9sjE7GW1cXx+HO1MOi2+3N53fekKQCk96YdTfx752qXD8NsbPo5bp55lb8sk2su0X9/2nee2pPp1/xgry5zLLf+w/Ryu5QiBjMpbwF8Q80Qblyw47Tp4zH7/6dF9M+hUO4Vs9irBm5YQcvrjODwLyeE5c58fWXByNOne2Jof39peukmt9KDwUwC8/VrSOTy7t+kS/Pt7YwCA2uoyV1s50aEpy7HJ4TpkMD3pOOUtHE2KkFQ/mSU5VM1eVn+JhFPcr39tJa65cHDwTvVzGLRehBBSTMha70ySHDo+P4nU8Y6EEqSOpLXLP9Q91Tb1uRTdByj8FADd2ThwtJeH8CHbb9tSfTx87fmudtGILFgYzF6m8hYBHJ4Vs5fkUJdNBXZFIyWFewk4N3MQpz8/dOGTEEKKDdXhWd3mh8vnJ7VdNnv5qX6CmL1chU1LcBql8FMAdLOL7fCcheZH32794PWMzgBQ5rFs8BNuVL8bD82PbPaSHJ6FfNcFRNdImVY/0Y4KPwaTHyGEFBOOL6Yz72bi8/Py+/sBqGasIKHuGTk8Z6HdLxYo/BQA+UcVlqK90mt+zMhCU1vcWzuimr1U7ZPX+VWzl8f5Jc2PPdYMnfTs8ylmLzXJYXs8ff6JILC8BSGk2NEdl5Pb0h/XozIKIDn/xk62qVn/rYWuT3BNEFOW9chxKsaX3kRK4acAePn8PPHW37C/5aTncV6aF3mrJSCYtDyq2cs9HlOofTLJoWXKSq/5sb7LoWOt+PXrO5X+g6AnOZTz/MQ7QfNTgvcsIaQrYFiUBhEyPjnKCQZpPtYmhaO7M+abCFLV3WpnCVGlOI1S+CkAutmroa7S/vzSlv2ex3mGmks7rBtFFnQsorLmR9Ow6P3IY3WKi5rPH5dKTljf7bUPD9j7B51RbT7QgOqM7PQHIZQyGh3B9N0JIaSYsGYmWfgJ4u9YWRZBTUr705ZIKBFZQWp7mTT2oRBwxYQBuOHSofY2JZ1JCc6jFH4KgF65/LPnNKBPjwoAwMm2uOdxXr9XWShpS4niJu1IWVj9MevvTUkOZYfndGa3SNi5Ya1khLVVZbjmgkEeR7qRR62b3PwEu0ygzw8hpNixA2GkeTmo0tta6MYTQjFNpcvZppxfkg7G9K/Bj64+Fzd/coS9TUAtnVFqUPgpAPoDPhwO4dKzegNwIppMeJq9UpvjCcfJWNbyWHiavazwR8Opk3l+Uvu9zF5yeQvLTp0yv00YXJdZeQtNMJETfdkh9R3V/NDnhxBS5Jh8MYMu1sLSPGybphQtfvrIYdlH1KQNSgghaZVKbyKl8FMAVIfn5HvLR6ct7mOL9dhuCSWy4GTSjqzZccg4Br/yFsldjgBiQhZKrJvLTwPlh+4MHpIEr7jBsTobVJ+rDnVFCCGdgsnhOehiLSpFECsZnqXUISbkOb5bedR+f8qySITUto5WKdi4igkKPwXAlGG4LJp81QufyniGuqde2yXBKZ3Qcd6ZPZ0xpF7N0V7pVaVq0T01ci1Ts5IimITVjNE5E34M/39CCCkmHM2P80wIqvWWi5sq4ehpND+ydl+uCGC5Y8inl9OZlOIsSuGnAOjaDQCIhh0brQm/QnS25kcRftyX9ldfnoiLh/fCmrunonf3CuN4dELSGNOavSRBydJgZeqfowsmsuAVF52h+SnF25YQ0lWQaz4GXaxZ864sOKnVBMzHyZtlU1ZNVZndh91Wyr1WiovIaPomJNeYHG6jkqRuws9BTaR+34rZyyAgfGZMPT4zpt53PDrJyureDbbva8Hja5PV6pMZnlNjSd2xGWt+dLNX6r1A7sxepuzWhBBSTDiZ/2UBJtixtuYnLlAWkc1eSYKYvRACHrzmXLy4ZR+uvehMuw+5rZMTKNi4igkKPwVAf8ADQCRi/VjNZi8/53zL7tpua2AySwToJ9yEpUrtJs3P8s1N9vsze1VjS2NMGUumPj+6YGh9D8XhuYOl2BntRQgpdqypSZ7XA2t+rMS5slNyKKTWXjQg5/8JhYDLzh2Ay84d4BqT1TZIEdRihWavAqBEeyGo5sfP7JV8tbI7myK9/PD73YZC/lXdW1PnvGjoGfjcxxqkGzal+clU+NEKm9orFSHs/00HI90hXwHKPoSQYkSO2AIy03jL9SKdXDySw7OX2UvabloYyvOzEFJtr8AjKx4o/BQAU46dtD4/Pv1ZP0Dr2LJMpXA/4SfNGCzfnnEDahUfHeuG7YjmJyQl+hFCLqNBzQ8h5PRGD0TJZK6yfH7aE0Lyy4GvFh9QhR/T2eQhJISwF96l6PND4acAmELd02l+/IqeOpqf7HxifM1ekqrUNIZ2W9sUUvrKfizquZVoLymZYkcw5TgihJBiQs/zk4nwYy0Q43E1F0/IR4sPuM1eXmNKtnWeCSVo9aLPTyFQHvCpB7mXz4+l1fF1eNby/JTl0OwlOzybxtBua5uS59TDMzPVrOiRcHKkmZ3huaOaH5a3IIQUOXbC2IR3sWov1MW0pPlJ7feq7aVqfoKYvdSxlhIUfgpAyEfzI5u91u8+jHlL30RrewKLrxhvb586ui9qq8vw1NsfAXDn+ck8vNxf8+Psdt8wls+PJXA5N2yWmh/NJKWEukuZpDuCeo4OdUUIIZ2CHTmbyFy7Ys27smkq41B3w/mUMUg+P6U4j1L4KQCmH5WlzZDNXm98eAAtJ9sBAK9s+7u9/cEvTkD3iiiee7cRbXEhZXjOTjPi+8MN+RfDc5u9rO3ZJTlUTh1SVxrxLCPITP0670vwriWEnPZYc1Pz8TYAmS36ZM1PXIkWSzVIk7A2eX7vMVltnVD30ptH6fNTAIw+P7aDmmP2OtnuFDk90RqXjkm+WoKBJZTogkhQ/PP8OOKH0eyVEnLKUue0xpZtTh755oqGw5LmJ4dV3ZXSHh3qihBCOgV9Hs+kpmHEtiQkpECR9HUa05u9pLY+/ZQCFH4KgOrUm3yVk1JZnGyTBCGp2rv1o5QFAyD73Dp+4V5SxQpjuH2bpm3qiJ3aPl+KiFQoVaAj309Fd6omhJBi43ypBBGQmeZHfp60K4tGZz41Igs/6RyepRxCpTiPFlT4GTJkSCo8Wv2bP38+Dh06hG984xsYNWoUqqqqMHjwYNx66604cuSIb59CCNx7773o378/qqqqMG3aNGzfvj1P3ygYfhmeZZ8fWeA5IQs/IfVYYWt+cm/2CgU0e5VpZi9TFeAgyK3ljNEJIewVTMd9flSnakIIKTZqKsvw/f9zjv05E82PXNhULguUVvMjR3sZ9qtmL2meL0E1SkGHvG7dOuzdu9f+W7FiBQDgqquuQmNjIxobG/HDH/4QmzdvxqOPPorly5fjq1/9qm+f3//+9/GTn/wEDz/8MNauXYtu3bphxowZOHnyZD6+UiDCBrOLyedH1vx8uP+oqx/ZGRiQKqnn2uE59d4UIdCmOTzrd0ymYemq2Ut1eKbmhxDSlehR4bjlZuPw3J4Qitkrbah7miSHgPTcgZCSHJbePFpQh+c+ffoon5csWYLhw4djypQpCIVCePLJJ+19w4cPx6JFi3Dttdeivb0d0ah76EII/PjHP8a//uu/4rLLLgMA/OY3v0F9fT2eeeYZXHPNNZ37hYKimXYAs8/PKcnn58iJNvu99aN0NDKpJId2tFdmEoevv7MWcaVjCWgVqQrA+g2TyWolebx0rFbVXa0enz3U9hBCSoHulZLwk5HDs5M0Vyk8ndrvZfZK5/AMJJ8XItWJ4/AceGhFQ9FEe7W2tuKxxx7D7bff7qmJOHLkCGpqaoyCDwDs3LkTTU1NmDZtmr2ttrYWF110EVavXl144WfLs8Df1mHE4RNYGN0LABh+qBvw4h8x7u9HsTC6H933RrHm4d8AACYfPIZx0XZXN2UvrwEA3B7ahdZoAruWPYemaBjxE21YGD2OfscqgReXBx5WQ8spLIx+ZNw3dvNLuOFkMw5GW3H8f/6INRXq/37m34/hkmg7PrZ1JfD3bvjHpr9jRLTF3j9xd0/gxZ56t56ctzeGhdEDAIDhG15Bt9hJVEQPA+uB+h4VWBg9hXM+qgVe7BW4T53P7d+P0dGkJu2MN14HyiNZ90UIIZ3FSGlurm2PAi++Eui4zx/Yj/HRo+j5ehV2NJ/AwijQ71glztpYh4XRJlQfiGDNw4+7jmtLCCyMxpKRYSvWGPteGN2BhAA2Ln0WN7cdQ3tUoPfqvwDVZZl/wTGXAQMnZn5cDggJv6JReeSJJ57Al770JezZswcNDQ2u/QcOHMD555+Pa6+9FosWLTL28cYbb2Dy5MlobGxE//797e1f+MIXEAqF8Pvf/9543KlTp3Dq1Cn7cywWw6BBg2xhK2c8twBYvzR3/RFCCCGlyj/+GJj4lZx2GYvFUFtbm/b5XTSan0ceeQSzZs0yCj6xWAyzZ8/GmDFjcN999+X83IsXL8Z3vvOdnPfrYvingIruEAJ4rzGGE21xjO7fAz0qokgIgc2NMRw/FVcOqSqPYGxDDf52+ASajpzEwJ5VGNizCgDQ2HwSew4dV9qHQsDI+u7oWV2e0dDeb2pB8/E2hEJAQ10V9h05ifKyMMY21ODwsTZ8+PejnrrSbhURjG2oRTgEHDsVx9a9MbQnBMqjyeMrosHNcG1xgfcaj6AsEsaY/jUQENj00RGcaHV8i8b074GqDmhrjp5qx/t7W9CrezmG9u6WdT+EENLZfLDvKA4db8WIPt3Ru3uwef3oqXZs3duC1vYE3ms8gjCAfxxag74De2NL4xEc1Z4zOoPOqMKAuirjvr+3nML/O3DMfh6c0a0cI+u7Z/KVHOrHZXdcDigKzc/u3bsxbNgwPPXUU7avjkVLSwtmzJiB6upqPP/886isrPTsZ8eOHRg+fDjeeecdnHvuufb2KVOm4Nxzz8WDDz5oPC5vmh9CCCEk3yQSpRmSlQVBNT9F8d9YunQp+vbti9mzZyvbY7EYpk+fjvLycjz77LO+gg8ADB06FP369cPKlSuVPtauXYtJkyZ5HldRUYGamhrljxBCCDkt6CKCTyYU/D+SSCSwdOlSzJ07V3FktgSfY8eO4ZFHHkEsFkNTUxOampoQjzsqu9GjR+Ppp58GkIxMWrBgAb773e/i2WefxaZNm/DlL38ZDQ0NuPzyy/P91QghhBBShBTc5+ell17Cnj17cP311yvb3377baxduxYAMGLECGXfzp07MWTIEADAtm3blMSHd911F44dO4Ybb7wRzc3NuOSSS7B8+fK0WiNCCCGEdA2Kwuen2AhqMySEEEJI8VBSPj+EEEIIIfmCwg8hhBBCuhQUfgghhBDSpaDwQwghhJAuBYUfQgghhHQpKPwQQgghpEtB4YcQQgghXQoKP4QQQgjpUlD4IYQQQkiXgsIPIYQQQroUBa/tVYxYFT9isViBR0IIIYSQoFjP7XSVuyj8GGhpaQEADBo0qMAjIYQQQkimtLS0oLa21nM/C5saSCQSaGxsRI8ePRAKhXLSZywWw6BBg/DXv/6VxVKLDF6b4obXp3jhtSleuuq1EUKgpaUFDQ0NCIe9PXuo+TEQDocxcODATum7pqamS/0QSwlem+KG16d44bUpXrritfHT+FjQ4ZkQQgghXQoKP4QQQgjpUlD4yRMVFRX49re/jYqKikIPhWjw2hQ3vD7FC69N8cJr4w8dngkhhBDSpaDmhxBCCCFdCgo/hBBCCOlSUPghhBBCSJeCwg8hhBBCuhQUfvLEz372MwwZMgSVlZW46KKL8OabbxZ6SKcVixcvxgUXXIAePXqgb9++uPzyy7Ft2zalzcmTJzF//nz06tUL3bt3x5VXXol9+/Ypbfbs2YPZs2ejuroaffv2xZ133on29nalzapVq3DeeeehoqICI0aMwKOPPtrZX++0YsmSJQiFQliwYIG9jdemcHz00Ue49tpr0atXL1RVVWH8+PF466237P1CCNx7773o378/qqqqMG3aNGzfvl3p49ChQ5gzZw5qampQV1eHr371qzh69KjSZuPGjbj00ktRWVmJQYMG4fvf/35evl8pE4/Hcc8992Do0KGoqqrC8OHDcf/99yt1q3h9skSQTmfZsmWivLxc/PrXvxbvvfeeuOGGG0RdXZ3Yt29foYd22jBjxgyxdOlSsXnzZrFhwwbxD//wD2Lw4MHi6NGjdpubbrpJDBo0SKxcuVK89dZb4uMf/7i4+OKL7f3t7e1i3LhxYtq0aeKdd94RL7zwgujdu7e4++677TY7duwQ1dXV4vbbbxdbtmwRDz30kIhEImL58uV5/b6lyptvvimGDBkizjnnHHHbbbfZ23ltCsOhQ4fEmWeeKebNmyfWrl0rduzYIf70pz+JDz/80G6zZMkSUVtbK5555hnx7rvvis997nNi6NCh4sSJE3abmTNnio997GNizZo14i9/+YsYMWKE+OIXv2jvP3LkiKivrxdz5swRmzdvFr/73e9EVVWV+OUvf5nX71tqLFq0SPTq1Us8//zzYufOneIPf/iD6N69u3jwwQftNrw+2UHhJw9ceOGFYv78+fbneDwuGhoaxOLFiws4qtOb/fv3CwDi1VdfFUII0dzcLMrKysQf/vAHu83WrVsFALF69WohhBAvvPCCCIfDoqmpyW7zi1/8QtTU1IhTp04JIYS46667xNixY5VzXX311WLGjBmd/ZVKnpaWFnHWWWeJFStWiClTptjCD69N4fjWt74lLrnkEs/9iURC9OvXT/zgBz+wtzU3N4uKigrxu9/9TgghxJYtWwQAsW7dOrvN//7v/4pQKCQ++ugjIYQQP//5z0XPnj3ta2Wde9SoUbn+SqcVs2fPFtdff72y7YorrhBz5swRQvD6dASavTqZ1tZWrF+/HtOmTbO3hcNhTJs2DatXry7gyE5vjhw5AgA444wzAADr169HW1ubch1Gjx6NwYMH29dh9erVGD9+POrr6+02M2bMQCwWw3vvvWe3kfuw2vBapmf+/PmYPXu26//Ha1M4nn32WUycOBFXXXUV+vbtiwkTJuBXv/qVvX/nzp1oampS/q+1tbW46KKLlGtTV1eHiRMn2m2mTZuGcDiMtWvX2m0+8YlPoLy83G4zY8YMbNu2DYcPH+7sr1myXHzxxVi5ciU++OADAMC7776L1157DbNmzQLA69MRWNi0kzlw4ADi8bgyaQNAfX093n///QKN6vQmkUhgwYIFmDx5MsaNGwcAaGpqQnl5Oerq6pS29fX1aGpqstuYrpO1z69NLBbDiRMnUFVV1RlfqeRZtmwZ3n77baxbt861j9emcOzYsQO/+MUvcPvtt+Of//mfsW7dOtx6660oLy/H3Llz7f+t6f8q/9/79u2r7I9GozjjjDOUNkOHDnX1Ye3r2bNnp3y/UmfhwoWIxWIYPXo0IpEI4vE4Fi1ahDlz5gAAr08HoPBDTjvmz5+PzZs347XXXiv0UAiAv/71r7jtttuwYsUKVFZWFno4RCKRSGDixIn493//dwDAhAkTsHnzZjz88MOYO3dugUdHnnjiCTz++OP47W9/i7Fjx2LDhg1YsGABGhoaeH06CM1enUzv3r0RiURckSv79u1Dv379CjSq05dbbrkFzz//PF555RUMHDjQ3t6vXz+0traiublZaS9fh379+hmvk7XPr01NTQ01Cx6sX78e+/fvx3nnnYdoNIpoNIpXX30VP/nJTxCNRlFfX89rUyD69++PMWPGKNvOPvts7NmzB4Dzv/Wbv/r164f9+/cr+9vb23Ho0KGMrh9xc+edd2LhwoW45pprMH78eFx33XX45je/icWLFwPg9ekIFH46mfLycpx//vlYuXKlvS2RSGDlypWYNGlSAUd2eiGEwC233IKnn34aL7/8skuFe/7556OsrEy5Dtu2bcOePXvs6zBp0iRs2rRJmShWrFiBmpoa+wExadIkpQ+rDa+lN1OnTsWmTZuwYcMG+2/ixImYM2eO/Z7XpjBMnjzZlRLigw8+wJlnngkAGDp0KPr166f8X2OxGNauXatcm+bmZqxfv95u8/LLLyORSOCiiy6y2/z5z39GW1ub3WbFihUYNWrUaWlSyRXHjx9HOKw+piORCBKJBABenw5RaI/rrsCyZctERUWFePTRR8WWLVvEjTfeKOrq6pTIFdIxvv71r4va2lqxatUqsXfvXvvv+PHjdpubbrpJDB48WLz88svirbfeEpMmTRKTJk2y91vh1NOnTxcbNmwQy5cvF3369DGGU995551i69at4mc/+xnDqbNAjvYSgtemULz55psiGo2KRYsWie3bt4vHH39cVFdXi8cee8xus2TJElFXVyf++Mc/io0bN4rLLrvMGEo9YcIEsXbtWvHaa6+Js846Swmlbm5uFvX19eK6664TmzdvFsuWLRPV1dWndSh1Lpg7d64YMGCAHer+1FNPid69e4u77rrLbsPrkx0UfvLEQw89JAYPHizKy8vFhRdeKNasWVPoIZ1WADD+LV261G5z4sQJcfPNN4uePXuK6upq8fnPf17s3btX6WfXrl1i1qxZoqqqSvTu3Vvccccdoq2tTWnzyiuviHPPPVeUl5eLYcOGKecgwdCFH16bwvHcc8+JcePGiYqKCjF69GjxH//xH8r+RCIh7rnnHlFfXy8qKirE1KlTxbZt25Q2Bw8eFF/84hdF9+7dRU1NjfjKV74iWlpalDbvvvuuuOSSS0RFRYUYMGCAWLJkSad/t1InFouJ2267TQwePFhUVlaKYcOGiX/5l39RQtJ5fbIjJISUKpIQQggh5DSHPj+EEEII6VJQ+CGEEEJIl4LCDyGEEEK6FBR+CCGEENKloPBDCCGEkC4FhR9CCCGEdCko/BBCCCGkS0HhhxBCCCFdCgo/hJCSYN68ebj88std21etWoVQKOQqjEoIIV5Q+CGEkDTIBR8JIaUPhR9CyGnFk08+ibFjx6KiogJDhgzBAw88oOwPhUJ45plnlG11dXV49NFHAQC7du1CKBTC73//e0yZMgWVlZV4/PHHsXv3bnz2s59Fz5490a1bN4wdOxYvvPBCnr4VISSXRAs9AEIIyRXr16/HF77wBdx33324+uqr8cYbb+Dmm29Gr169MG/evIz6WrhwIR544AFMmDABlZWVuOGGG9Da2oo///nP6NatG7Zs2YLu3bt3zhchhHQqFH4IISXD888/7xI44vG4/f5HP/oRpk6dinvuuQcAMHLkSGzZsgU/+MEPMhZ+FixYgCuuuML+vGfPHlx55ZUYP348AGDYsGFZfgtCSKGh2YsQUjJ86lOfwoYNG5S///zP/7T3b926FZMnT1aOmTx5MrZv364ISUGYOHGi8vnWW2/Fd7/7XUyePBnf/va3sXHjxuy/CCGkoFD4IYSUDN26dcOIESOUvwEDBmTURygUghBC2WZyaO7WrZvy+Wtf+xp27NiB6667Dps2bcLEiRPx0EMPZf4lCCEFh8IPIeS04eyzz8brr7+ubHv99dcxcuRIRCIRAECfPn2wd+9ee//27dtx/PjxQP0PGjQIN910E5566inccccd+NWvfpW7wRNC8gZ9fgghpw133HEHLrjgAtx///24+uqrsXr1avz0pz/Fz3/+c7vNpz/9afz0pz/FpEmTEI/H8a1vfQtlZWVp+16wYAFmzZqFkSNH4vDhw3jllVdw9tlnd+bXIYR0EtT8EEJOG8477zw88cQTWLZsGcaNG4d7770X//Zv/6Y4Oz/wwAMYNGgQLr30UnzpS1/CP/3TP6G6ujpt3/F4HPPnz8fZZ5+NmTNnYuTIkYpQRQgpHUJCN34TQgghhJzGUPNDCCGEkC4FhR9CCCGEdCko/BBCCCGkS0HhhxBCCCFdCgo/hBBCCOlSUPghhBBCSJeCwg8hhBBCuhQUfgghhBDSpaDwQwghhJAuBYUfQgghhHQpKPwQQgghpEtB4YcQQgghXYr/D0Fi9TSsu0rHAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_hvac(atx_daily_df, fill=True)"
   ]
  },
  {
   "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": "3.10.5"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "26de051ba29f2982a8de78e945f0abaf191376122a1563185a90213a26c5da77"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}