{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# I-94 Interstate Highway (Westbound): Analysis of heavy traffic factors\n",
    "\n",
    "![I-94](https://s3.amazonaws.com/dq-content/524/i94_figma.png)\n",
    "\n",
    "## Introduction\n",
    "\n",
    "In this project, we are going to analyse the dataset about the westbound traffic on the [I-94 Interstate highway](https://en.wikipedia.org/wiki/Interstate_94).\n",
    "\n",
    "Our goal is to determine few factors for heavy traffic, and the correlation between them.\n",
    "\n",
    "## Dataset\n",
    "\n",
    "Information about our dataset including CSV downloadable can be found at the [UCI Machine learning repository](https://archive.ics.uci.edu/ml/datasets/Metro+Interstate+Traffic+Volume).\n",
    "\n",
    "**Credits:** Thanks to John Hogue for compiling the dataset, and making it available for us.\n",
    "\n",
    "**Note:** As per the documentation\n",
    "- The traffic data was recorded by a station located approximately midway between Minneapolis and Saint Paul\n",
    "- The station only records westbound traffic (cars moving from east to west)\n",
    "\n",
    "Due to the above note on the dataset, we should avoid generalising our results for the entire I-94 highway.\n",
    "\n",
    "## Initial Exploration\n",
    "\n",
    "Let's now read the CSV file to examine few sample rows along with the broader information about the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>holiday</th>\n",
       "      <th>temp</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>weather_main</th>\n",
       "      <th>weather_description</th>\n",
       "      <th>date_time</th>\n",
       "      <th>traffic_volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>None</td>\n",
       "      <td>288.28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>scattered clouds</td>\n",
       "      <td>2012-10-02 09:00:00</td>\n",
       "      <td>5545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>None</td>\n",
       "      <td>289.36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>broken clouds</td>\n",
       "      <td>2012-10-02 10:00:00</td>\n",
       "      <td>4516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>None</td>\n",
       "      <td>289.58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>overcast clouds</td>\n",
       "      <td>2012-10-02 11:00:00</td>\n",
       "      <td>4767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>None</td>\n",
       "      <td>290.13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>overcast clouds</td>\n",
       "      <td>2012-10-02 12:00:00</td>\n",
       "      <td>5026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>None</td>\n",
       "      <td>291.14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>broken clouds</td>\n",
       "      <td>2012-10-02 13:00:00</td>\n",
       "      <td>4918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48199</th>\n",
       "      <td>None</td>\n",
       "      <td>283.45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>broken clouds</td>\n",
       "      <td>2018-09-30 19:00:00</td>\n",
       "      <td>3543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48200</th>\n",
       "      <td>None</td>\n",
       "      <td>282.76</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>overcast clouds</td>\n",
       "      <td>2018-09-30 20:00:00</td>\n",
       "      <td>2781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48201</th>\n",
       "      <td>None</td>\n",
       "      <td>282.73</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>Thunderstorm</td>\n",
       "      <td>proximity thunderstorm</td>\n",
       "      <td>2018-09-30 21:00:00</td>\n",
       "      <td>2159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48202</th>\n",
       "      <td>None</td>\n",
       "      <td>282.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>overcast clouds</td>\n",
       "      <td>2018-09-30 22:00:00</td>\n",
       "      <td>1450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48203</th>\n",
       "      <td>None</td>\n",
       "      <td>282.12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>overcast clouds</td>\n",
       "      <td>2018-09-30 23:00:00</td>\n",
       "      <td>954</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>48204 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      holiday    temp  rain_1h  snow_1h  clouds_all  weather_main  \\\n",
       "0        None  288.28      0.0      0.0          40        Clouds   \n",
       "1        None  289.36      0.0      0.0          75        Clouds   \n",
       "2        None  289.58      0.0      0.0          90        Clouds   \n",
       "3        None  290.13      0.0      0.0          90        Clouds   \n",
       "4        None  291.14      0.0      0.0          75        Clouds   \n",
       "...       ...     ...      ...      ...         ...           ...   \n",
       "48199    None  283.45      0.0      0.0          75        Clouds   \n",
       "48200    None  282.76      0.0      0.0          90        Clouds   \n",
       "48201    None  282.73      0.0      0.0          90  Thunderstorm   \n",
       "48202    None  282.09      0.0      0.0          90        Clouds   \n",
       "48203    None  282.12      0.0      0.0          90        Clouds   \n",
       "\n",
       "          weather_description            date_time  traffic_volume  \n",
       "0            scattered clouds  2012-10-02 09:00:00            5545  \n",
       "1               broken clouds  2012-10-02 10:00:00            4516  \n",
       "2             overcast clouds  2012-10-02 11:00:00            4767  \n",
       "3             overcast clouds  2012-10-02 12:00:00            5026  \n",
       "4               broken clouds  2012-10-02 13:00:00            4918  \n",
       "...                       ...                  ...             ...  \n",
       "48199           broken clouds  2018-09-30 19:00:00            3543  \n",
       "48200         overcast clouds  2018-09-30 20:00:00            2781  \n",
       "48201  proximity thunderstorm  2018-09-30 21:00:00            2159  \n",
       "48202         overcast clouds  2018-09-30 22:00:00            1450  \n",
       "48203         overcast clouds  2018-09-30 23:00:00             954  \n",
       "\n",
       "[48204 rows x 9 columns]"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "traffic = pd.read_csv(\"Metro_Interstate_Traffic_Volume.csv\")\n",
    "traffic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 48204 entries, 0 to 48203\n",
      "Data columns (total 9 columns):\n",
      " #   Column               Non-Null Count  Dtype  \n",
      "---  ------               --------------  -----  \n",
      " 0   holiday              48204 non-null  object \n",
      " 1   temp                 48204 non-null  float64\n",
      " 2   rain_1h              48204 non-null  float64\n",
      " 3   snow_1h              48204 non-null  float64\n",
      " 4   clouds_all           48204 non-null  int64  \n",
      " 5   weather_main         48204 non-null  object \n",
      " 6   weather_description  48204 non-null  object \n",
      " 7   date_time            48204 non-null  object \n",
      " 8   traffic_volume       48204 non-null  int64  \n",
      "dtypes: float64(3), int64(2), object(4)\n",
      "memory usage: 3.3+ MB\n"
     ]
    }
   ],
   "source": [
    "traffic.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis - Time factors\n",
    "\n",
    "### Traffic volume: Day time vs Night time\n",
    "\n",
    "Now that we understand a bit more about the dataset columns, we will see the distribution of the `traffic_volume` column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    48204.000000\n",
       "mean      3259.818355\n",
       "std       1986.860670\n",
       "min          0.000000\n",
       "25%       1193.000000\n",
       "50%       3380.000000\n",
       "75%       4933.000000\n",
       "max       7280.000000\n",
       "Name: traffic_volume, dtype: float64"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traffic[\"traffic_volume\"].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the distribution of the `traffic_volume` data, we can see that:\n",
    "- About 25% of the time, there are **1193** cars or fewer passing the station each hour\n",
    "- About 25% of the time, there is a 4 times as much traffic volume (**4933** cars or more)\n",
    "\n",
    "This signifies that potentially there are factors such as time of the day (Day or Night hours), holidays or road maintenance/construction in play here.\n",
    "\n",
    "Since we have the date and hourly window when the data was recorded, it would be interesting next to look at the variation based on hour window."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [],
   "source": [
    "traffic[\"date_time\"] = pd.to_datetime(traffic[\"date_time\"])\n",
    "# Extracting the hour and storing it as a seperate column\n",
    "traffic[\"hour\"] = traffic[\"date_time\"].dt.hour\n",
    "# Extracting the month and day of the week - Storing it as a seperate columns for later\n",
    "traffic[\"month\"] = traffic[\"date_time\"].dt.month\n",
    "traffic[\"day_of_week\"] = traffic[\"date_time\"].dt.dayofweek\n",
    "traffic[\"day\"] = traffic[\"date_time\"].dt.day\n",
    "traffic[\"year\"] = traffic[\"date_time\"].dt.year\n",
    "\n",
    "day_time_traffic = traffic[traffic[\"hour\"].between(6,19)]\n",
    "night_time_traffic = traffic[(traffic[\"hour\"] < 6) | (traffic[\"hour\"] > 19)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above, we have seperated the hour part from the `date_time` as a seperate column, and also divided the dataset into two parts:\n",
    "- Daytime data: hours from 6 am to 7 pm\n",
    "- Nightime data: hours from 7 pm to 6 am\n",
    "\n",
    "Now we will use the divided dataset to plot the traffic volume frequency side-by-side."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Statistics: Day time traffic\n",
      "============================\n",
      "count    27925.000000\n",
      "mean      4611.267574\n",
      "std       1294.808371\n",
      "min          0.000000\n",
      "25%       3992.000000\n",
      "50%       4761.000000\n",
      "75%       5521.000000\n",
      "max       7280.000000\n",
      "Name: traffic_volume, dtype: float64\n",
      "\n",
      "\n",
      "Statistics: Night time traffic\n",
      "==============================\n",
      "count    20279.000000\n",
      "mean      1398.818334\n",
      "std       1047.170978\n",
      "min          0.000000\n",
      "25%        441.000000\n",
      "50%        929.000000\n",
      "75%       2456.000000\n",
      "max       4939.000000\n",
      "Name: traffic_volume, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "sns.set(style = \"darkgrid\") #To have better theme for grid display\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "\n",
    "# Subplot for day time traffic (6 am to 7 pm)\n",
    "plt.subplot(1,2,1)\n",
    "plt.title(\"Day Time Traffic\")\n",
    "plt.ylim([0, 8000])\n",
    "plt.xlim([0, 7500])\n",
    "plt.xlabel(\"Traffic Volume\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.tight_layout() #To ensure labels don't overlap\n",
    "day_time_traffic[\"traffic_volume\"].plot.hist()\n",
    "\n",
    "# Subplot for night time traffic (7 pm to 6 am)\n",
    "plt.subplot(1,2,2)\n",
    "plt.title(\"Night Time Traffic\")\n",
    "plt.ylim([0, 8000])\n",
    "plt.xlim([0, 7500])\n",
    "plt.xlabel(\"Traffic Volume\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.tight_layout() #To ensure labels don't overlap\n",
    "night_time_traffic[\"traffic_volume\"].plot.hist()\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# Describe the two dataset traffic volume series\n",
    "print('Statistics: Day time traffic')\n",
    "print('='*len('Statistics: Day time traffic'))\n",
    "print(day_time_traffic[\"traffic_volume\"].describe())\n",
    "print('\\n')\n",
    "print('Statistics: Night time traffic')\n",
    "print('='*len('Statistics: Night time traffic'))\n",
    "print(night_time_traffic[\"traffic_volume\"].describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the histogram, and statistics on the *Day time vs Night time* traffic volume - We can infer:\n",
    "1. Histogram for the day time hours seem to have a slight skew from a symmetric distribution\n",
    "2. Histogram for the night time hours seem to have a random distribution\n",
    "3. Average day time traffic volume (**4611 cars**) is much higher (3 times) than night time (**1398 cars**)\n",
    "4. Oddly, during the night time hours, the maximum number of cars seem to have hit a high of 4939 cars at some point (But this might be an outlier)\n",
    "\n",
    "Considering our goal to find indicators of heavy traffic, going forward we will only proceed with our day time only dataset.\n",
    "\n",
    "Next, we will look at one such possible indicators - Time. There might be more people on the road in a certain month, on a certain day, or at a certain time of the day.\n",
    "\n",
    "We will start our analysis of traffic volume in relation to the certain month.\n",
    "\n",
    "**Note:** When we extracted the hour, we also extracted the month and day of the week part of the `date_time` and stored in `month` and `day_of_week` columns respectively."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Average Traffic volume: By Month\n",
    "\n",
    "We will use our `month` column that we had already created from `date_time` to group by and calculate averages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>temp</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>traffic_volume</th>\n",
       "      <th>hour</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>day</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>265.267536</td>\n",
       "      <td>0.014556</td>\n",
       "      <td>0.000545</td>\n",
       "      <td>57.604933</td>\n",
       "      <td>4354.506274</td>\n",
       "      <td>12.376893</td>\n",
       "      <td>2.877975</td>\n",
       "      <td>15.727823</td>\n",
       "      <td>2015.771095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>266.356072</td>\n",
       "      <td>0.003843</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>50.849654</td>\n",
       "      <td>4561.668150</td>\n",
       "      <td>12.384768</td>\n",
       "      <td>2.914936</td>\n",
       "      <td>14.489614</td>\n",
       "      <td>2015.671118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>273.438491</td>\n",
       "      <td>0.017853</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>56.565138</td>\n",
       "      <td>4697.060550</td>\n",
       "      <td>12.352294</td>\n",
       "      <td>3.061009</td>\n",
       "      <td>16.403211</td>\n",
       "      <td>2015.727523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>279.456943</td>\n",
       "      <td>0.098661</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>59.478029</td>\n",
       "      <td>4733.964271</td>\n",
       "      <td>12.501437</td>\n",
       "      <td>3.011910</td>\n",
       "      <td>15.446817</td>\n",
       "      <td>2015.673511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>289.065720</td>\n",
       "      <td>0.124830</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>55.594814</td>\n",
       "      <td>4754.816176</td>\n",
       "      <td>12.481424</td>\n",
       "      <td>2.869582</td>\n",
       "      <td>16.289087</td>\n",
       "      <td>2015.575077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>294.316698</td>\n",
       "      <td>0.288086</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>47.834234</td>\n",
       "      <td>4750.101802</td>\n",
       "      <td>12.381081</td>\n",
       "      <td>3.073874</td>\n",
       "      <td>15.303604</td>\n",
       "      <td>2015.854054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>296.482285</td>\n",
       "      <td>3.838574</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>40.813218</td>\n",
       "      <td>4466.139009</td>\n",
       "      <td>12.339080</td>\n",
       "      <td>3.028017</td>\n",
       "      <td>15.865661</td>\n",
       "      <td>2015.608477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>294.816310</td>\n",
       "      <td>0.229472</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>41.743297</td>\n",
       "      <td>4782.513801</td>\n",
       "      <td>12.332413</td>\n",
       "      <td>2.993691</td>\n",
       "      <td>15.768533</td>\n",
       "      <td>2015.966088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>292.261089</td>\n",
       "      <td>0.311384</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>45.024201</td>\n",
       "      <td>4719.379909</td>\n",
       "      <td>12.419178</td>\n",
       "      <td>2.915525</td>\n",
       "      <td>15.373059</td>\n",
       "      <td>2016.156164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>283.835078</td>\n",
       "      <td>0.020980</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>52.818719</td>\n",
       "      <td>4784.037931</td>\n",
       "      <td>12.524138</td>\n",
       "      <td>3.051232</td>\n",
       "      <td>15.750246</td>\n",
       "      <td>2014.757635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>276.438355</td>\n",
       "      <td>0.005304</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>56.159981</td>\n",
       "      <td>4552.144880</td>\n",
       "      <td>12.458707</td>\n",
       "      <td>2.982539</td>\n",
       "      <td>16.292591</td>\n",
       "      <td>2014.752714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>267.551172</td>\n",
       "      <td>0.039121</td>\n",
       "      <td>0.001945</td>\n",
       "      <td>66.363166</td>\n",
       "      <td>4227.925219</td>\n",
       "      <td>12.412490</td>\n",
       "      <td>3.036993</td>\n",
       "      <td>15.678202</td>\n",
       "      <td>2014.547733</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             temp   rain_1h   snow_1h  clouds_all  traffic_volume       hour  \\\n",
       "month                                                                          \n",
       "1      265.267536  0.014556  0.000545   57.604933     4354.506274  12.376893   \n",
       "2      266.356072  0.003843  0.000000   50.849654     4561.668150  12.384768   \n",
       "3      273.438491  0.017853  0.000000   56.565138     4697.060550  12.352294   \n",
       "4      279.456943  0.098661  0.000000   59.478029     4733.964271  12.501437   \n",
       "5      289.065720  0.124830  0.000000   55.594814     4754.816176  12.481424   \n",
       "6      294.316698  0.288086  0.000000   47.834234     4750.101802  12.381081   \n",
       "7      296.482285  3.838574  0.000000   40.813218     4466.139009  12.339080   \n",
       "8      294.816310  0.229472  0.000000   41.743297     4782.513801  12.332413   \n",
       "9      292.261089  0.311384  0.000000   45.024201     4719.379909  12.419178   \n",
       "10     283.835078  0.020980  0.000000   52.818719     4784.037931  12.524138   \n",
       "11     276.438355  0.005304  0.000000   56.159981     4552.144880  12.458707   \n",
       "12     267.551172  0.039121  0.001945   66.363166     4227.925219  12.412490   \n",
       "\n",
       "       day_of_week        day         year  \n",
       "month                                       \n",
       "1         2.877975  15.727823  2015.771095  \n",
       "2         2.914936  14.489614  2015.671118  \n",
       "3         3.061009  16.403211  2015.727523  \n",
       "4         3.011910  15.446817  2015.673511  \n",
       "5         2.869582  16.289087  2015.575077  \n",
       "6         3.073874  15.303604  2015.854054  \n",
       "7         3.028017  15.865661  2015.608477  \n",
       "8         2.993691  15.768533  2015.966088  \n",
       "9         2.915525  15.373059  2016.156164  \n",
       "10        3.051232  15.750246  2014.757635  \n",
       "11        2.982539  16.292591  2014.752714  \n",
       "12        3.036993  15.678202  2014.547733  "
      ]
     },
     "execution_count": 230,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Group by month and calculate averages for all numeric columns\n",
    "by_month = day_time_traffic.groupby('month').mean()\n",
    "# Show the averages grouped by month\n",
    "by_month"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having our averages grouped by month, let's now visualise how the average traffic volume changed each month."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "by_month['traffic_volume'].plot.line(x=\"month\", y=\"traffic_volume\")\n",
    "plt.title(\"Average traffic volume by month\")\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Avg. Traffic Volume')\n",
    "plt.xlim([1,12])\n",
    "# Setting ticks so we can clearly see the movement per month\n",
    "plt.xticks(np.arange(1,12,step=1))\n",
    "plt.ylim([4200,5000])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the line plot above - Few interesting patterns we can observe on the average traffic volume:\n",
    "1. It gradually raises from January till June and drops gradually from October to December\n",
    "2. Traffic volume seem higher during the warm months (March - October) compared to cold months (November - February)\n",
    "3. Only exception during warm months is a sharp drop in July - It is worth investigating if it's reoccurance in all years (such as summer school holidays) or a true outlier (some exception occuring in a particular year).\n",
    "\n",
    "It seems that warmer months have higher traffic volume than cold months, potentially, the effects of year-end holiday season (Thanksgiving and Christmas).\n",
    "\n",
    "### Exception Analysis: Huge Drop in July\n",
    "\n",
    "During the warmer months, there is an exception that the average traffic volume dropped significantly. We will pull data for July across years to see if there is a level of consistency or a true outlier.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Seperate only July data and then group by year to get the averages for that month across years\n",
    "by_july = day_time_traffic[day_time_traffic[\"month\"] == 7].groupby('year').mean()\n",
    "# Line plot by year for average traffiv volume\n",
    "by_july['traffic_volume'].plot.line(x=\"year\", y=\"traffic_volume\")\n",
    "plt.title(\"July: Average traffic volume over years\")\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Avg. Traffic Volume')\n",
    "plt.ylim([3000,5000])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From this analysis, it seems that July significant drop happened only in 2016, and seems like an outlier rather than sasonal reoccurance over years.\n",
    "\n",
    "A quick [google](https://www.google.com/search?q=July+2016+I-94+events&sxsrf=APq-WBvFs94PPmIMzD_1RmjcwyRuVrqYNA%3A1646245545704&source=hp&ei=qbYfYvzlJ9KsgQb-r6noCg&iflsig=AHkkrS4AAAAAYh_Euaph9jRom4Ei20l0nAqKeD6lyV1o&ved=0ahUKEwi83tjHhqj2AhVSVsAKHf5XCq0Q4dUDCAg&uact=5&oq=July+2016+I-94+events&gs_lcp=Cgdnd3Mtd2l6EAM6DgguEIAEELEDEMcBENEDOgsIABCABBCxAxCDAToLCC4QgAQQsQMQgwE6CAguEIAEELEDOhEILhCABBCxAxCDARDHARDRAzoFCC4QgAQ6CAgAEIAEELEDOgUIABCABDoICC4QgAQQ1AI6BQgAELEDOggIABCABBDJAzoGCAAQFhAeOgUIIRCgAVAAWIknYLwoaABwAHgAgAGDBIgB_B-SAQs1LjguMi4xLjIuMpgBAKABAQ&sclient=gws-wiz) using \"July 2016 I-94\" shows Black life matter protests - Resulting conflict with the police caused shut down of the free way for large part of the weekend.\n",
    "\n",
    "In particular, the protest for the [shooting](https://www.startribune.com/marchers-block-i-94-to-westbound-traffic/386158771/) of Philando Castile (July 6, 2016) happened on weekend (9-10th July, 2016)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "by_day_july_2016 = day_time_traffic[(day_time_traffic[\"month\"] == 7) & (day_time_traffic[\"year\"] == 2016)].groupby('day').mean()\n",
    "by_day_july_2016['traffic_volume'].plot.line(x=\"day\", y=\"traffic_volume\", figsize=(15,6))\n",
    "plt.title(\"July 2016: Average traffic volume by day\")\n",
    "plt.xlabel('Day')\n",
    "plt.ylabel('Avg. Traffic Volume')\n",
    "plt.xlim([1,31])\n",
    "plt.xticks(np.arange(1,31,step=1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, when plotting the average traffic volume against each day for July, 2016 - We see a significant drop on the weekend of 23-24th July.\n",
    "\n",
    "This probably might be linked to the protest closure, but dataset might have an incorrect date?\n",
    "\n",
    "Either way we can assume that exception for July was an outlier due one particular year.\n",
    "\n",
    "Next, we will look at the average traffic volume for each day of the week."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Average Traffic volume: By day of the week\n",
    "\n",
    "We will use our `day_of_week` column that we had already created from `date_time` to group by and calculate averages.\n",
    "\n",
    "**Note:** Day of the week is a range from 0 (Monday) through 6 (Sunday)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>temp</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>traffic_volume</th>\n",
       "      <th>hour</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day_of_week</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>282.126012</td>\n",
       "      <td>2.536164</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>56.566723</td>\n",
       "      <td>4771.066360</td>\n",
       "      <td>12.482926</td>\n",
       "      <td>6.395495</td>\n",
       "      <td>15.337128</td>\n",
       "      <td>2015.528215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>282.068457</td>\n",
       "      <td>0.144639</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>52.259240</td>\n",
       "      <td>5071.712720</td>\n",
       "      <td>12.341066</td>\n",
       "      <td>6.466225</td>\n",
       "      <td>15.605149</td>\n",
       "      <td>2015.581188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>282.020898</td>\n",
       "      <td>0.061704</td>\n",
       "      <td>0.000935</td>\n",
       "      <td>52.758020</td>\n",
       "      <td>5171.716737</td>\n",
       "      <td>12.405123</td>\n",
       "      <td>6.622979</td>\n",
       "      <td>15.993534</td>\n",
       "      <td>2015.497140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>282.121619</td>\n",
       "      <td>0.181953</td>\n",
       "      <td>0.000127</td>\n",
       "      <td>53.279605</td>\n",
       "      <td>5187.552885</td>\n",
       "      <td>12.452429</td>\n",
       "      <td>6.514676</td>\n",
       "      <td>15.878289</td>\n",
       "      <td>2015.490385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>281.884306</td>\n",
       "      <td>0.093327</td>\n",
       "      <td>0.000192</td>\n",
       "      <td>50.770397</td>\n",
       "      <td>5164.136903</td>\n",
       "      <td>12.441526</td>\n",
       "      <td>6.562263</td>\n",
       "      <td>15.962364</td>\n",
       "      <td>2015.505431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>282.080936</td>\n",
       "      <td>0.102685</td>\n",
       "      <td>0.000081</td>\n",
       "      <td>49.643327</td>\n",
       "      <td>3697.681496</td>\n",
       "      <td>12.390546</td>\n",
       "      <td>6.502781</td>\n",
       "      <td>15.600101</td>\n",
       "      <td>2015.527300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>282.034226</td>\n",
       "      <td>0.151365</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.798243</td>\n",
       "      <td>3213.063237</td>\n",
       "      <td>12.367378</td>\n",
       "      <td>6.595232</td>\n",
       "      <td>15.634630</td>\n",
       "      <td>2015.447930</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   temp   rain_1h   snow_1h  clouds_all  traffic_volume  \\\n",
       "day_of_week                                                               \n",
       "0            282.126012  2.536164  0.000015   56.566723     4771.066360   \n",
       "1            282.068457  0.144639  0.000191   52.259240     5071.712720   \n",
       "2            282.020898  0.061704  0.000935   52.758020     5171.716737   \n",
       "3            282.121619  0.181953  0.000127   53.279605     5187.552885   \n",
       "4            281.884306  0.093327  0.000192   50.770397     5164.136903   \n",
       "5            282.080936  0.102685  0.000081   49.643327     3697.681496   \n",
       "6            282.034226  0.151365  0.000000   51.798243     3213.063237   \n",
       "\n",
       "                  hour     month        day         year  \n",
       "day_of_week                                               \n",
       "0            12.482926  6.395495  15.337128  2015.528215  \n",
       "1            12.341066  6.466225  15.605149  2015.581188  \n",
       "2            12.405123  6.622979  15.993534  2015.497140  \n",
       "3            12.452429  6.514676  15.878289  2015.490385  \n",
       "4            12.441526  6.562263  15.962364  2015.505431  \n",
       "5            12.390546  6.502781  15.600101  2015.527300  \n",
       "6            12.367378  6.595232  15.634630  2015.447930  "
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Group by day of the week and calculate averages for all numeric columns\n",
    "by_dayofweek = day_time_traffic.groupby('day_of_week').mean()\n",
    "# Show the averages grouped by day of the week\n",
    "by_dayofweek # 0 is Monday, 6 is Sunday"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having averages grouped by day of the week; let's now visualise how the average traffic volume by it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "by_dayofweek['traffic_volume'].plot.line(x=\"day_of_week\", y=\"traffic_volume\")\n",
    "plt.title(\"Average traffic volume by day of the week\")\n",
    "plt.xlabel('Day of Week')\n",
    "plt.ylabel('Avg. Traffic Volume')\n",
    "plt.xlim([0,6])\n",
    "# Setting ticks so we see the days rather than numbers\n",
    "day_of_week_labels = ['Monday','Tuesday','Wednesday','Thursday','Friday','Saturday','Sunday']\n",
    "plt.xticks(np.arange(0,7,step=1), labels=day_of_week_labels,rotation=90)\n",
    "plt.ylim([3000,5250])\n",
    "plt.yticks(np.arange(3000,5250,step=250))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As per the plot above, we can see that during the business days (Monday to Friday) the average traffic volume is significantly high, and sharply reducing during the weekends (Saturday and Sunday).\n",
    "\n",
    "Next, we will look at the average traffic volume based on time of the day. For this, we will seperate the business days (Monday to Friday) from weekends (Saturday and Sunday).\n",
    "\n",
    "### Average traffic volume: By time of the day\n",
    "\n",
    "We will use our `hour` column in combination with `day_of_week` column that we had already created from `date_time` to calculate averages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>temp</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>traffic_volume</th>\n",
       "      <th>month</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>day</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hour</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>278.432872</td>\n",
       "      <td>0.164433</td>\n",
       "      <td>0.000067</td>\n",
       "      <td>45.685695</td>\n",
       "      <td>5365.983210</td>\n",
       "      <td>6.573539</td>\n",
       "      <td>1.997314</td>\n",
       "      <td>16.005373</td>\n",
       "      <td>2015.558093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>278.662639</td>\n",
       "      <td>0.145105</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>50.538983</td>\n",
       "      <td>6030.413559</td>\n",
       "      <td>6.363390</td>\n",
       "      <td>1.984407</td>\n",
       "      <td>15.810847</td>\n",
       "      <td>2015.562712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>278.938443</td>\n",
       "      <td>0.144614</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>53.666441</td>\n",
       "      <td>5503.497970</td>\n",
       "      <td>6.567659</td>\n",
       "      <td>1.989175</td>\n",
       "      <td>15.889716</td>\n",
       "      <td>2015.493234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>279.628421</td>\n",
       "      <td>0.156829</td>\n",
       "      <td>0.000139</td>\n",
       "      <td>53.619709</td>\n",
       "      <td>4895.269257</td>\n",
       "      <td>6.484386</td>\n",
       "      <td>1.981263</td>\n",
       "      <td>15.701596</td>\n",
       "      <td>2015.548924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>280.664650</td>\n",
       "      <td>0.113984</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>54.781417</td>\n",
       "      <td>4378.419118</td>\n",
       "      <td>6.481283</td>\n",
       "      <td>1.957888</td>\n",
       "      <td>16.094251</td>\n",
       "      <td>2015.526738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>281.850231</td>\n",
       "      <td>0.151976</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>52.808876</td>\n",
       "      <td>4633.419470</td>\n",
       "      <td>6.448819</td>\n",
       "      <td>1.979957</td>\n",
       "      <td>15.682176</td>\n",
       "      <td>2015.528275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>282.832763</td>\n",
       "      <td>0.090271</td>\n",
       "      <td>0.001543</td>\n",
       "      <td>53.855714</td>\n",
       "      <td>4855.382143</td>\n",
       "      <td>6.569286</td>\n",
       "      <td>1.989286</td>\n",
       "      <td>15.764286</td>\n",
       "      <td>2015.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>283.292447</td>\n",
       "      <td>0.092433</td>\n",
       "      <td>0.000370</td>\n",
       "      <td>53.325444</td>\n",
       "      <td>4859.180473</td>\n",
       "      <td>6.465237</td>\n",
       "      <td>1.982988</td>\n",
       "      <td>15.656065</td>\n",
       "      <td>2015.514053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>284.091787</td>\n",
       "      <td>0.102991</td>\n",
       "      <td>0.000746</td>\n",
       "      <td>55.326531</td>\n",
       "      <td>5152.995778</td>\n",
       "      <td>6.588318</td>\n",
       "      <td>1.990852</td>\n",
       "      <td>15.683322</td>\n",
       "      <td>2015.501056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>284.450605</td>\n",
       "      <td>0.090036</td>\n",
       "      <td>0.000274</td>\n",
       "      <td>54.168467</td>\n",
       "      <td>5592.897768</td>\n",
       "      <td>6.541397</td>\n",
       "      <td>1.962563</td>\n",
       "      <td>15.635709</td>\n",
       "      <td>2015.509719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>284.399011</td>\n",
       "      <td>0.118180</td>\n",
       "      <td>0.000632</td>\n",
       "      <td>54.444132</td>\n",
       "      <td>6189.473647</td>\n",
       "      <td>6.580464</td>\n",
       "      <td>1.995081</td>\n",
       "      <td>15.635980</td>\n",
       "      <td>2015.483486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>284.263033</td>\n",
       "      <td>7.299358</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>55.204960</td>\n",
       "      <td>5784.827133</td>\n",
       "      <td>6.510576</td>\n",
       "      <td>1.994165</td>\n",
       "      <td>15.510576</td>\n",
       "      <td>2015.482859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>284.388061</td>\n",
       "      <td>0.121533</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>54.183079</td>\n",
       "      <td>4434.209431</td>\n",
       "      <td>6.529126</td>\n",
       "      <td>1.988211</td>\n",
       "      <td>15.708738</td>\n",
       "      <td>2015.529126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>283.439235</td>\n",
       "      <td>0.156652</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53.014184</td>\n",
       "      <td>3298.340426</td>\n",
       "      <td>6.460993</td>\n",
       "      <td>1.989362</td>\n",
       "      <td>15.705674</td>\n",
       "      <td>2015.492199</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            temp   rain_1h   snow_1h  clouds_all  traffic_volume     month  \\\n",
       "hour                                                                         \n",
       "6     278.432872  0.164433  0.000067   45.685695     5365.983210  6.573539   \n",
       "7     278.662639  0.145105  0.000068   50.538983     6030.413559  6.363390   \n",
       "8     278.938443  0.144614  0.000135   53.666441     5503.497970  6.567659   \n",
       "9     279.628421  0.156829  0.000139   53.619709     4895.269257  6.484386   \n",
       "10    280.664650  0.113984  0.000033   54.781417     4378.419118  6.481283   \n",
       "11    281.850231  0.151976  0.000000   52.808876     4633.419470  6.448819   \n",
       "12    282.832763  0.090271  0.001543   53.855714     4855.382143  6.569286   \n",
       "13    283.292447  0.092433  0.000370   53.325444     4859.180473  6.465237   \n",
       "14    284.091787  0.102991  0.000746   55.326531     5152.995778  6.588318   \n",
       "15    284.450605  0.090036  0.000274   54.168467     5592.897768  6.541397   \n",
       "16    284.399011  0.118180  0.000632   54.444132     6189.473647  6.580464   \n",
       "17    284.263033  7.299358  0.000000   55.204960     5784.827133  6.510576   \n",
       "18    284.388061  0.121533  0.000125   54.183079     4434.209431  6.529126   \n",
       "19    283.439235  0.156652  0.000000   53.014184     3298.340426  6.460993   \n",
       "\n",
       "      day_of_week        day         year  \n",
       "hour                                       \n",
       "6        1.997314  16.005373  2015.558093  \n",
       "7        1.984407  15.810847  2015.562712  \n",
       "8        1.989175  15.889716  2015.493234  \n",
       "9        1.981263  15.701596  2015.548924  \n",
       "10       1.957888  16.094251  2015.526738  \n",
       "11       1.979957  15.682176  2015.528275  \n",
       "12       1.989286  15.764286  2015.550000  \n",
       "13       1.982988  15.656065  2015.514053  \n",
       "14       1.990852  15.683322  2015.501056  \n",
       "15       1.962563  15.635709  2015.509719  \n",
       "16       1.995081  15.635980  2015.483486  \n",
       "17       1.994165  15.510576  2015.482859  \n",
       "18       1.988211  15.708738  2015.529126  \n",
       "19       1.989362  15.705674  2015.492199  "
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Seperate weekend and business days from overall day time traffic \n",
    "business_days = day_time_traffic.copy()[day_time_traffic[\"day_of_week\"] <= 4]\n",
    "weekend = day_time_traffic.copy()[day_time_traffic[\"day_of_week\"] >= 5]\n",
    "by_hour_business = business_days.groupby(\"hour\").mean()\n",
    "by_hour_weekend = weekend.groupby(\"hour\").mean()\n",
    "by_hour_business"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>temp</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>traffic_volume</th>\n",
       "      <th>month</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>day</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hour</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>278.115656</td>\n",
       "      <td>0.270134</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>44.491639</td>\n",
       "      <td>1089.100334</td>\n",
       "      <td>6.533445</td>\n",
       "      <td>5.521739</td>\n",
       "      <td>15.884615</td>\n",
       "      <td>2015.498328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>278.095331</td>\n",
       "      <td>0.291540</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>50.006623</td>\n",
       "      <td>1589.365894</td>\n",
       "      <td>6.518212</td>\n",
       "      <td>5.501656</td>\n",
       "      <td>15.970199</td>\n",
       "      <td>2015.442053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>277.981017</td>\n",
       "      <td>0.083870</td>\n",
       "      <td>0.000083</td>\n",
       "      <td>48.877076</td>\n",
       "      <td>2338.578073</td>\n",
       "      <td>6.523256</td>\n",
       "      <td>5.503322</td>\n",
       "      <td>15.734219</td>\n",
       "      <td>2015.471761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>279.785660</td>\n",
       "      <td>0.075234</td>\n",
       "      <td>0.000364</td>\n",
       "      <td>49.688042</td>\n",
       "      <td>3111.623917</td>\n",
       "      <td>6.603120</td>\n",
       "      <td>5.492201</td>\n",
       "      <td>15.519931</td>\n",
       "      <td>2015.495667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>280.403811</td>\n",
       "      <td>0.079674</td>\n",
       "      <td>0.000103</td>\n",
       "      <td>48.915808</td>\n",
       "      <td>3686.632302</td>\n",
       "      <td>6.491409</td>\n",
       "      <td>5.503436</td>\n",
       "      <td>16.039519</td>\n",
       "      <td>2015.458763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>282.129355</td>\n",
       "      <td>0.141387</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>52.372973</td>\n",
       "      <td>4044.154955</td>\n",
       "      <td>6.482883</td>\n",
       "      <td>5.491892</td>\n",
       "      <td>15.544144</td>\n",
       "      <td>2015.549550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>282.936119</td>\n",
       "      <td>0.095784</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.418018</td>\n",
       "      <td>4372.482883</td>\n",
       "      <td>6.500901</td>\n",
       "      <td>5.493694</td>\n",
       "      <td>15.353153</td>\n",
       "      <td>2015.495495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>283.784951</td>\n",
       "      <td>0.180452</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53.095841</td>\n",
       "      <td>4362.296564</td>\n",
       "      <td>6.580470</td>\n",
       "      <td>5.497288</td>\n",
       "      <td>15.493671</td>\n",
       "      <td>2015.508137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>284.663261</td>\n",
       "      <td>0.087847</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>52.735401</td>\n",
       "      <td>4358.543796</td>\n",
       "      <td>6.644161</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>15.594891</td>\n",
       "      <td>2015.474453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>284.854578</td>\n",
       "      <td>0.074771</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>52.148624</td>\n",
       "      <td>4342.456881</td>\n",
       "      <td>6.612844</td>\n",
       "      <td>5.506422</td>\n",
       "      <td>15.543119</td>\n",
       "      <td>2015.486239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>284.755487</td>\n",
       "      <td>0.145894</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53.630088</td>\n",
       "      <td>4339.693805</td>\n",
       "      <td>6.566372</td>\n",
       "      <td>5.507965</td>\n",
       "      <td>15.631858</td>\n",
       "      <td>2015.467257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>284.760020</td>\n",
       "      <td>0.135783</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53.064057</td>\n",
       "      <td>4151.919929</td>\n",
       "      <td>6.571174</td>\n",
       "      <td>5.508897</td>\n",
       "      <td>15.357651</td>\n",
       "      <td>2015.446619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>284.308607</td>\n",
       "      <td>0.040956</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>50.948529</td>\n",
       "      <td>3811.792279</td>\n",
       "      <td>6.531250</td>\n",
       "      <td>5.496324</td>\n",
       "      <td>15.332721</td>\n",
       "      <td>2015.545956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>283.463563</td>\n",
       "      <td>0.054773</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>49.558984</td>\n",
       "      <td>3220.234120</td>\n",
       "      <td>6.537205</td>\n",
       "      <td>5.499093</td>\n",
       "      <td>15.560799</td>\n",
       "      <td>2015.491833</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            temp   rain_1h   snow_1h  clouds_all  traffic_volume     month  \\\n",
       "hour                                                                         \n",
       "6     278.115656  0.270134  0.000000   44.491639     1089.100334  6.533445   \n",
       "7     278.095331  0.291540  0.000000   50.006623     1589.365894  6.518212   \n",
       "8     277.981017  0.083870  0.000083   48.877076     2338.578073  6.523256   \n",
       "9     279.785660  0.075234  0.000364   49.688042     3111.623917  6.603120   \n",
       "10    280.403811  0.079674  0.000103   48.915808     3686.632302  6.491409   \n",
       "11    282.129355  0.141387  0.000000   52.372973     4044.154955  6.482883   \n",
       "12    282.936119  0.095784  0.000000   51.418018     4372.482883  6.500901   \n",
       "13    283.784951  0.180452  0.000000   53.095841     4362.296564  6.580470   \n",
       "14    284.663261  0.087847  0.000000   52.735401     4358.543796  6.644161   \n",
       "15    284.854578  0.074771  0.000000   52.148624     4342.456881  6.612844   \n",
       "16    284.755487  0.145894  0.000000   53.630088     4339.693805  6.566372   \n",
       "17    284.760020  0.135783  0.000000   53.064057     4151.919929  6.571174   \n",
       "18    284.308607  0.040956  0.000000   50.948529     3811.792279  6.531250   \n",
       "19    283.463563  0.054773  0.000000   49.558984     3220.234120  6.537205   \n",
       "\n",
       "      day_of_week        day         year  \n",
       "hour                                       \n",
       "6        5.521739  15.884615  2015.498328  \n",
       "7        5.501656  15.970199  2015.442053  \n",
       "8        5.503322  15.734219  2015.471761  \n",
       "9        5.492201  15.519931  2015.495667  \n",
       "10       5.503436  16.039519  2015.458763  \n",
       "11       5.491892  15.544144  2015.549550  \n",
       "12       5.493694  15.353153  2015.495495  \n",
       "13       5.497288  15.493671  2015.508137  \n",
       "14       5.500000  15.594891  2015.474453  \n",
       "15       5.506422  15.543119  2015.486239  \n",
       "16       5.507965  15.631858  2015.467257  \n",
       "17       5.508897  15.357651  2015.446619  \n",
       "18       5.496324  15.332721  2015.545956  \n",
       "19       5.499093  15.560799  2015.491833  "
      ]
     },
     "execution_count": 237,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "by_hour_weekend"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will now visualise average traffic volume by time of the day comparing business days to weekends."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Line plot of weekend and busines days with the same x and y-axes scales for comparision\n",
    "by_hour_business['traffic_volume'].plot(x=\"hour\", y=\"traffic_volume\", label=\"Business Days\")\n",
    "by_hour_weekend['traffic_volume'].plot(x=\"hour\", y=\"traffic_volume\", label=\"Weekend\")\n",
    "\n",
    "# Graph visual context setting\n",
    "plt.title(\"Average Traffic Volume by time of the day\")\n",
    "plt.xlabel('Hour')\n",
    "plt.ylabel('Avg. Traffic Volume')\n",
    "\n",
    "# Ensure x and y axes ticks are spread for presentability\n",
    "plt.xlim([6,19])\n",
    "plt.xticks(np.arange(6,19,step=2))\n",
    "plt.ylim([1000,7000])\n",
    "plt.yticks(np.arange(1000,7000,step=1000))\n",
    "plt.legend() #Display legend for Business Days vs Weekend\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By comparing the average traffic volumes across time of the day for both business days and weekends side by side - We can note the following:\n",
    "\n",
    "During business days the average traffic volume across all hours seem higher compared to the weekends and this is significant during the peaks.\n",
    "\n",
    "**During Business Days**\n",
    "1. Traffic volume gradually increases from 6.00 am reaching peak at 7.00 am and then gradually reducing - So busy period seem to be between 6 am - 8 am with peak rush around **7.00 am**\n",
    "2. Similarly, we see during the evening, traffic volume gradually increases from 3.00 am reaching peak at 4.00 pm (16:00 hours) and then gradually reducing - So busy period seem to be between 3.00 pm - 5.00 pm with peak rush around **4.00 pm**\n",
    "\n",
    "**During Weekends**\n",
    "1. Traffic volume gradually increases from 9 AM reaching maximum about mid-day\n",
    "2. Between **mid-day and 4 pm** - Traffic volume pretty much stays consistently at the maximum\n",
    "3. A slow decline in traffic volume starts from 5 PM\n",
    "\n",
    "### Summary: Time indicators for heavy traffic\n",
    "\n",
    "- Traffic usually heavier during warm months (March-Oct) compared to cold months (Nov - Feb)\n",
    "- Traffic is heavier during business days than weekends\n",
    "- On business days, the peak rush are around 7 am and 4 pm\n",
    "- On weekends, the peak rush is between mid-day and 4 pm\n",
    "\n",
    "## Exploratory Analysis - Weather Factors\n",
    "\n",
    "Another possible indicator of heavy traffic is weather. In our dataset, we have the related columns:\n",
    "- `temp`\n",
    "- `rain_1h`\n",
    "- `snow_1h`\n",
    "- `clouds_all`\n",
    "- `weather_main`\n",
    "- `weather_description`.\n",
    "\n",
    "### Traffic Volume Correlation: Numeric columns\n",
    "\n",
    "We will look at the numeric columns among the above and it's correlation to `traffic_volume`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "temp          0.117139\n",
       "rain_1h       0.003612\n",
       "snow_1h       0.003786\n",
       "clouds_all   -0.024714\n",
       "day          -0.009218\n",
       "Name: traffic_volume, dtype: float64"
      ]
     },
     "execution_count": 239,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get Persons R for traffic volume against numeric columns, but ignore all time related numeric columns\n",
    "day_time_traffic.corr()[\"traffic_volume\"].drop([\"traffic_volume\",\"hour\",\"month\",\"day_of_week\", \"year\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see `temp` column most coorelated to `traffic_volume` amongst other numeric weather columns. So, let's visualise the correlation through a scatter plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Temperature vs Traffic Volume')"
      ]
     },
     "execution_count": 240,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=day_time_traffic, x=\"traffic_volume\", y=\"temp\")\n",
    "plt.title(\"Temperature vs Traffic Volume\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above analysis, it's clear that none of the numeric weather columns have any clear relation to the traffic volume.\n",
    "\n",
    "### Traffic Volume correlation: Categorical columns\n",
    "\n",
    "We will now at the categorical weather columns `weather_main` and `weather_description` and it's relationship with `traffic_volume` (if any).\n",
    "\n",
    "Since these are categorical columns, we will first calculate the averages by grouping with these columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {},
   "outputs": [],
   "source": [
    "by_weather_main = day_time_traffic.groupby(\"weather_main\").mean()\n",
    "by_weather_desc = day_time_traffic.groupby(\"weather_description\").mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort and plot so that we can clearly see the top indicator for heavy traffic\n",
    "by_weather_main['traffic_volume'].sort_values().plot.barh(x=\"weather_main\", y=\"traffic_volume\", figsize=(6,6))\n",
    "plt.xlabel(\"Traffic Volume\")\n",
    "plt.ylabel(\"Weather Type\")\n",
    "plt.xlim([0,6000])\n",
    "plt.xticks(np.arange(0,6000,step=1000))\n",
    "plt.title('Weather Type vs Traffic Volume')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the analysis and plot above, we see that none of the weather main types have any siginificant impact on the traffic volumes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ldXbuThcuXDC4LetBGfudFU8mWbMhhBDiseTu7k6FChXYvHkzKSkpBjMbFhYWuLm58eWXX5Kbm2vwfI2OHTtiamrK0qVLC/0KrSgKGRkZwP//2npnGUVRWL16daG+WFpaAhR54WWMKlWq4O/vT2xsLKmpqYXy77dF7INITk4mIiICc3NzBg0apKaHhISQmJjIr7/+WqhOdna2ei99wVgVMDExUbduLdi6tGPHjpw4cYLt27cXasuYWYDOnTtz+PBhvv/+ezIyMgxuoTK2Dw9bUb+uf/HFF+h0uod6nOeffx4TExOWLVtWaCbN2BmU0NBQ8vPzmTJlCunp6QbP1jA1NaVVq1bs3LnTYNvey5cvs2XLFnx8fNTZrqLUqlWLI0eOGIzzL7/88tC3ozX2OyueTDKzIYQQ4rFkYWGBh4cH8fHxWFhY4O7ubpDv7e3NZ599BlDoqdBvvfUWCxYsIDk5meeffx5ra2uSkpLYsWMHL7/8MoMGDaJ+/frUrl2buXPnkpKSgo2NDdu2bSsyoHBzcwNg5syZBAYGlupWlalTp9K3b19CQ0N5+eWXqVWrFpcvX+bw4cNcunSJTZs2lXSIDPz5559s3LgRRVHIzs7m2LFj/Pzzz2g0GubNm2fwQL9Bgwaxa9cuhg0bRo8ePXBzcyMvL4+///6bbdu2sXPnThwcHJg8eTJZWVkEBARQrVo1Lly4wJo1a3B1dVXXGQwaNIht27YxZswYevXqhZubG1lZWezatYvp06cX+yDBkJAQ5s6dy9y5c7G3ty8022JMHx62Nm3asHHjRmxsbGjYsCGHDx/m999/x97e/qEep06dOgwbNoyPP/6Yvn370rFjRywsLDh27BhOTk68/fbbxbbh7++Ps7MzO3fupGLFioUW6r/11lv8/vvv9O3bl759+2JqakpsbCw3b95kwoQJ9227d+/ebNu2jfDwcEJCQjh//jybN29+4Cev383Y76x4MkmwIYQQ4rHl4+NDfHw8bm5uhW6tadasGZ999hnW1taFLmiHDBlC3bp1+fzzz1m2bBkAzs7OtGrVinbt2gG3b2lavnw5M2fOJCoqigoVKtChQwfCwsIKPWW6Y8eO9OvXjx9++IFNmzahKEqJg42GDRvy/fffs3TpUtavX09mZiYODg40adJEfSbCg9iyZQtbtmzBzMwMGxsb6tSpw4ABA+jTp0+hhbuWlpZ88cUXREVFsXXrVjZs2ICNjQ1169Zl1KhR6sLeF198kW+++YYvv/yS7OxsHB0dCQkJYdSoUerMkLW1NWvXriUyMpLt27ezfv16qlSpQosWLQwWvN+Ls7OzurtY7969DXYzMrYPD9ukSZMwMTFh8+bN3Lhxg2bNmrFy5cp7rnF5EGPGjKFmzZqsWbOGRYsWYWlpiVarve+Tzu9kYmJCly5diImJoW3btoVmKho1asTatWtZsGABUVFRKIqCp6cn8+fPL/YZG0FBQURERLBy5Uo++OAD3N3dWb58+UNZK3M3Y76z4smkUR6nlU5CCCGEEEKIp4as2RBCCCGEEEKUCQk2hBBCCCGEEGVCgg0hhBBCCCFEmZBgQwghhBBCCFEmJNgQQgghhBBClAkJNoQQQgghhBBlQoINIYQQQgghRJmQh/oJIZ5piqKg18vjhkrCxEQjY1YKMm4lJ2NWOjJuJSdjVnImJho0Gk2x5STYEEI80zQaDdnZudy6pS/vrjwRzMxMqFzZWsashGTcSk7GrHRk3EpOxqx0HBysMTUtPtiQ26iEEEIIIYQQZUKCDSGEEEIIIUSZkGBDCCGEEEIIUSZkzYYQ4plnaiq/uxirYKxkzEpGxq3kZMxKR8at5J7GMdPrH5/NTzSKojwePRHiKRUREcHx48fZsmVLeXdFFEFRFKN20xBCCCGeFDqdnszM3DINOG4vEC8+QJOZDSHEM02j0fDh2gSSUnLKuytCCCHEA6tZzZbxYT6PzXa+EmwIIQpRFIX8/HwsLCzKuyuPRFJKDqeTs8q7G0IIIcRT5+m5OU2IcnLq1CkGDx5M8+bNadq0KZ06dSI6OrpQuQMHDtC9e3e8vLx46aWXOH78uEH+jRs3mD17NoGBgXh4eNCtWze2b9+u5sfHx6PVajl//ryaNmzYMLRaLadOnVLTxo0bx5AhQ9TXN2/eZOHChbRt2xZ3d3dCQkLYvHmzwbEjIiLo2rUre/bs4cUXX8TDw4Ndu3YVeb7Z2dlMnjyZoKAgPDw8CA4OZuzYsWr+unXr0Gq1/Pnnn4SHh+Pl5UXHjh3ZsGFDoba+/vprOnXqhLu7O+3atePjjz9Gr9er/W7atCnffvutWv6zzz5Dq9Wydu1agzZ8fHzQ6XRF9lcIIYQQ5UeCDSEe0LBhw8jOzmbWrFlERUUxaNAg8vLyDMqkpaUxc+ZMBg0axOLFi7lx4wYjR44kPz9fLTN+/HhiY2MJDw9n2bJlNGzYkFGjRrFz504APD09qVChAnFxcQDo9XoSEhIM0gDi4uLw9fVVX48ZM4bY2Fhef/11oqKiCAoKYsKECezZs8egj6mpqcycOZOBAwcSHR2Nq6trkec7e/Zsdu/ezbhx44iJieGdd94pcgZk/PjxBAYGsmzZMlxdXYmIiOD06dNq/hdffMHUqVMJCgpi+fLl9OjRg6VLlzJ//nwALCws8PT0JD4+Xq1z8ODBIs/X29sbU1PTe7xDQgghhCgvchuVEA8gPT2dpKQkJk2aRLt27QAICAgoVC4rK4s1a9bQqFEjACwtLenfvz9HjhzB19eXEydO8PPPPzN9+nT69OkDQOvWrUlOTmbZsmW0b9/e4OK7V69enDx5kry8PHr27ElcXBx9+/bl3LlzpKam4ufnB8D+/fvZtWsXMTExBAYGAtCqVSvS0tKIjIwkODjYoI/R0dE0bdr0vud87NgxunbtSo8ePdS0Ll26FCoXFhZGWFgYAN7e3uzZs4dt27YxfPhwdDody5Yto0uXLkyePBmAwMBA8vPz+eyzzxgyZAiVK1fGz89PnRFRFIVDhw7Ru3dvtm3bph4nPj6evn373rfPQgghxLPmcdld6/HohRBPqMqVK1OjRg0WLlzI+vXruXTpUpHlnJyc1EADoGHDhgCkpKQAkJCQAMALL7xgUC8kJIQ///yT3NxcAHx9fdVf9ePi4nB3d6d169YGaZaWlri7uwOwb98+7O3tCQgI4NatW+pfy5Yt+euvvwxuPbK3ty820ABo0qQJ69evJyYmhr///vue5QqCGwArKyuee+45dXz++ecfMjIyCp1v586dyc/P5+jRowD4+fmRnJzMpUuXOHnyJNeuXSM8PJwrV67wzz//8O+//3Lp0iWDmRwhhBBCgJ2dJZUrW5fZn7HBjMxsCPEANBoNMTExLFq0iBkzZpCbm4ubmxsTJ05UZxcA7OzsDOqZm5sDt9dpwO1ZBXNzc+zt7Q3KVa1aFUVRyMnJwcrKCn9/fz755BNSUlKIj4/H19cXX19fLl++zNmzZ4mPj6dp06Zq+xkZGWRmZuLm5lZk/9PS0nB2dlaPZYz33nuPSpUqsXLlSubNm0f16tUZMmRIodkFW1vbQud88+ZN9XwBqlSpYlCm4HVBvpeXF+bm5hw8eJDs7Gzc3NyoXr06jRo1Ij4+HjMzMypUqICHh4dRfRdCCCGeFdnZeeh0+jJr387OUra+FeJRqFevHkuWLCE/P5/ExEQWLlzIsGHD2Lt3L9bW1ka1UalSJfLz88nKyqJSpUpq+uXLl9FoNOqFe8HFd1xcnHo7lb29PY0aNSIuLo64uDi6d+9u0K6DgwMrVqwo8rgODg7qv4191oStrS2TJk1i0qRJnDx5ktWrVzN9+nRcXFyMnmEoCKrS09MN0q9cuaL2G1BnaeLj48nKylLb9/Pz4+DBg5ibm9O0adNnZtcsIYQQwlg6nZ5bt8ou2DCW3EYlxENibm6Ov78/Q4YM4erVq6Smphpd18fHB4CtW7capG/dupUmTZpgZWUF3L4dqUmTJsTGxpKZmanW8/PzY9OmTSQlJRlc8Lds2ZL09HTMzc3x8PAo9PegF+larZaJEycCGCz+Lk69evVwcHAodL4//fQT5ubmeHp6qmm+vr4cPHiQhIQE/P39gdvnWxBwyS1UQgghxONLZjaEeAAnTpxg7ty5dO7cmVq1anH16lWioqKoUaMGtWvXNrqdxo0b07FjR+bMmcP169epV68emzZtIjExkY8//tigrK+vLzExMbi5uWFjY6OmrV27FnNzc7y9vdWyrVq1om3btoSHhxMeHo5WqyUvL4///e9/nDt3jlmzZpX4nPv06UOHDh1o1KgRpqambNiwAXNz8xJd9JuamjJ8+HBmzpyJg4MDwcHBHD58mOjoaAYMGEDlypXVsn5+fkRHR2NiYmIQXBWs/7jzdjUhhBBCPF4k2BDiATg6OlK1alWioqJISUnB1tYWX19f5s+fX+KtWOfPn8/ChQuJjo4mMzOT+vXrs2TJEnWXqwL+/v7ExMQYXNwXXHC7u7tTsWJFg/JLlixhxYoVfPXVVyQnJ2Nra0ujRo3o2bNnqc65WbNmbNiwgaSkJExMTHBxcWH58uU0aNCgRO3069cPMzMzPv/8c7766iscHR0ZOXIkw4YNMyjn4+ODqakpLi4u6u1kVapUoX79+pw/fx4vL69SncedalazLb6QEEII8QR43P6fplEUpfyfYy6EEOVEURSj16sIIYQQTwKdTk9mZi56fdld5js4GLcjlcxsCCGeaRqNpsx37HiamJqaYGdnKWNWQjJuJSdjVjoybiX3NI6ZXq+UaaBREhJsCCGeeY/Ljh1PEhmz0pFxKzkZs9KRcSs5GbOyIbtRCSGEEEIIIcqEBBtCCCGEEEKIMiHBhhBCCCGEEKJMSLAhhBBCCCGEKBMSbAghhBBCCCHKhAQbQgghhBBCiDIhwYYQQgghhBCiTEiwIYQQQgghhCgT8lA/IcQzz9RUfncxVsFYyZiVjIxbycmYlY6MW8k9qWP2OD0l/H40iqI8/r0UT72IiAiOHz/Oli1bAFi3bh0TJ07kjz/+wMHBweh2jK23bt06zM3NCQ0NfeC+309SUhLt27fno48+4oUXXijTYz0M3bp1w9XVlTlz5pR3Vx4ZRVHQaDTl3Q0hhBCiRHQ6PZmZueUWcDg4WBsVoMnMhngstWnThtjYWOzs7Mqk/fXr12NlZVXmwYaTkxOxsbHUrVu3TI8jSk+j0fDh2gSSUnLKuytCCCGEUWpWs2V8mA8mJprHfnZDgg3xWHJwcCjRjMajdPPmTczMzDAxKT6at7CwwMvL6xH0SjyIpJQcTidnlXc3hBBCiKfOk3VzmnhmrFu3Dq1WS3p6upp26dIlhg4dStOmTQkODubzzz9n1qxZtGvXrlD9S5cuER4ejpeXFx07dmTDhg1qXr9+/Th48CC7d+9Gq9Wi1WqJjIy8Z1/atWvHjBkziI6Opm3btnh6epKZmcnp06cZO3YswcHBNG3alM6dO/PZZ5+h1+vVuklJSWi1WrZu3VqovbVr19K2bVt8fHwYPny4wbkWJTU1lYkTJ9K+fXs8PT3p2LEjCxcu5ObNmwbltFot0dHRREZG0rJlS5o3b87EiRPJzc01KHfo0CF69uyJh4cHXbt2Zc+ePfc9foGEhATCwsLw8fHB29ub0NBQ1q9fbzC+Q4cOZevWrXTq1Alvb2/69+/P+fPnDdrJzMxk4sSJNG/eHE9PT/r06UNcXJyav2HDBtzd3bl+/bqaFhoaSpMmTbh69aqa9sorrzB9+nSj+i6EEEKIR0tmNsQTQVEUhg8fzuXLl5k+fTq2trbExMRw4cKFImcYxo8fz8svv8zrr7/ON998Q0REBB4eHjRo0ICpU6cyYcIEKlasyLvvvguAs7PzfY//888/U6dOHSZNmoSJiQlWVlacPHmSevXqERoairW1NX/99ReRkZHk5uYycuTI+7a3a9cuzp07x5QpU8jIyGD27Nm8//77LFq06J51MjIysLe3Z+LEidjZ2XH27FkiIyNJS0tj9uzZBmXXrl2Lj48Pc+bM4ezZs8ybN48qVaowfvx4ANLS0hg0aBBarZbFixeTnZ3N9OnTyc3NxdXV9Z59uHr1KkOHDsXHx4eFCxdiYXiDljEAACAASURBVGHB//73P7Kzsw3K/fXXX6SnpzN+/Hh0Oh1z5sxhwoQJxMbGAqDT6Rg8eDD//vsv48ePp2rVqnzxxRe8/vrrfP3117i7u+Pn50d+fj6HDx8mICCAjIwMTp06hYWFBQkJCQQHB5OXl8d///tfBgwYcN/xFkIIIUT5kGBDPBH27t3Lf//7X9auXYuvry8AAQEBBAcHF7muIywsjLCwMAC8vb3Zs2cP27ZtY/jw4TRs2BAbGxusrKyMvsUpPz+f6OhorKys1LQWLVrQokUL4HYw5OPjw/Xr11mzZk2xwYaiKHzyySdYWFgAkJycTFRUFHq9/p63Z2m1WjU4AmjWrBmWlpZEREQwZcoULC0t1TxHR0cWLFgAQOvWrfnzzz/Ztm2bGmysWrUKjUZDdHQ0tra2wO2Aa+DAgfft95kzZ8jJyWHcuHFotVp1HO6Wk5PDhg0b1FvhcnNzmThxIpcuXcLZ2Zndu3dz9OhRPv30U4KCggAIDAykY8eOREVFERkZSY0aNXjuueeIj48nICCAhIQEnJyc8PT0JC4ujuDgYBITE8nPz1c/E0IIIcSz5EnYQUuCDfFEOHbsGHZ2dgYXldbW1rRo0YL//ve/hcoHBgaq/7aysuK5557j0qVLpT5+8+bNDQINgBs3bhAVFcXmzZu5ePEi+fn5at61a9ewtra+Z3t+fn5qoAHQoEED8vPzuXLlCo6OjkXWURSFVatW8c0335CUlMSNGzfUvH///RcXFxf1dcuWLQ3qNmjQgB9++EF9feTIEZo3b64GGnA7aLC3t79nnwFq166NjY0N06ZNo1+/fgQEBBS5tqZx48YG6Q0bNgRQg434+HhsbGzUQAPA3NycDh06qDuSAfj6+qq3VsXFxeHn54enpyc//vijmlanTh2cnJzu228hhBDiaWRnZ1l8oXImwYZ4IqSmphZ5UXuvReR3XkTD7QvZu9c2lESVKlUKpc2fP59vv/2WESNG4O7ujq2tLTt37uSTTz7hxo0b9w027p6NKQg87gwg7rZq1Srmzp1LeHg4zZs3x87OjmPHjjFjxoxC9e5u/+7zT0tLo06dOoWOUdyi/EqVKrFy5UqWLFnCO++8g06nw9fXl8mTJ6szHfc6/p3nl52dXeSYVq1alays/1+o7e/vz6xZs8jPzycuLo7evXvTtGlT5s+fT15eHvHx8TKrIYQQ4pmVnZ2HTqcvvmAZsLOzlK1vxdPDycmpyAXUxS2qfliKeg7D1q1beeWVVxgyZIiaZuwi69LYunUr7dq14+2331bTTp8+Xaq2HB0duXLlSqF0Y8bT09OTTz/9lOvXr3PgwAHmzp3LiBEj2LFjh9HHr1SpUpHHv3z5MpUqVVJf+/r6kpeXx4EDBzhx4gR+fn7Ur1+fihUrcuDAAY4cOUKPHj2MPq4QQgjxNNHp9Ny6VT7BhrEe/xu9hAA8PDzIzs422K3o2rVr/PHHH6Vqz9zc/L6zCMa4ceOG+os93F70fOetSg/b9evXDY4HsHnz5lK15enpyYEDB8jJ+f9nS/zxxx9kZmYa3UbFihUJDg7m1VdfLXRbV3F8fHy4evUqv/32m5p269YtduzYgY+Pj5pWr149HB0diYqKolKlSjRs2BATExN8fHyIiYnhxo0b+Pn5GX1cIYQQQjxaMrMhngitW7fGzc2Nt99+m3HjxmFnZ8enn36KtbV1qZ7+XL9+fTZs2MCuXbtwdHTEycmJatWqlaiNli1b8u2339KwYUMqV67Ml19++UC3ahlzvNWrV7NmzRrq1q3Lpk2bOHfuXKnaGjBgAF9++SWDBw9m8ODBZGdnExkZWeyajd27d/Pdd9/x/PPP89xzz3H58mXWrFlDs2bNqFChgtHHb9OmDZ6enkyYMIG3335b3Y0qNTWVJUuWGJT18fFh69atdOzYUU3z9fXlww8/xNnZmVq1apXs5IUQQgjxyEiwIZ4IGo2Gjz/+mClTpjBlyhTs7Ozo378/Z86c4a+//ipxe4MHD+b8+fO8++67ZGdnM3LkSEaNGlWiNt577z2mTp3K+++/j6WlJT169KBDhw5Mnjy5xP0xxogRI8jIyFAvxjt16sTkyZMZNmxYidtycnIiOjqamTNnMmbMGGrXrs2UKVPuu/Uu3F4gbmJiwuLFi7ly5Qr29vYEBgYybty4Eh3f1NSUFStWMG/ePObPn09ubi5ubm589tlnuLu7G5T19/dn69atBmsz/P39AR7aeo2a1WyLLySEEEI8Jp6k/29pFEV5vJ9xLsQ93Lx5ky5duuDr61voORNCGEtRlFLNjgkhhBDlSafTk5mZi15fPpfyDg7WskBcPF1iY2PR6/XUq1eP7OxsvvrqK5KTk1m4cGF5d008wTQaTbnu5vGkMTU1wc7OUsashGTcSk7GrHRk3EruSR0zvV4pt0CjJCTYEE+MChUqsGLFCpKTk4Hbz3KIiorCw8OjnHsmnnRPwm4ejxsZs9KRcSs5GbPSkXErORmzsiHBhnhidO/ene7du5d3N4QQQgghhJFk61shhBBCCCFEmZBgQwghhBBCCFEmJNgQQgghhBBClAkJNoQQQgghhBBlQoINIYQQQgghRJmQYEMIIYQQQghRJiTYEEIIIYQQQpQJec6GEOKZZ2oqv7sYq2CsZMxKRsat5GTMSkfGrXhPypO3nxYaRVFktIUooYiICI4fP86WLVvKuytlqlu3bri6ujJnzpz7ljtw4AD9+/fnu+++e2hPdNdqtbzzzjsMGjToobR3L4qioNFoyvQYQgghHh86nZ7MzFw14DAzM6FyZWsyMq7JE8RLwMHB2qigVmY2hBAPzM3NjdjYWBo0aFDeXSkxjUbDh2sTSErJKe+uCCGEKGM1q9kyPswHExONzG48IhJsCPGMUBSF/Px8LCwsHnqbNjY2eHl5PbR2H7WklBxOJ2eVdzeEEEKIp47c0CdEEU6dOsXgwYNp3rw5TZs2pVOnTkRHRxcqd+DAAbp3746XlxcvvfQSx48fN8i/ceMGs2fPJjAwEA8PD7p168b27dvV/Pj4eLRaLefPn1fThg0bhlar5dSpU2rauHHjGDJkiPr65s2bLFy4kLZt2+Lu7k5ISAibN282OHZERARdu3Zlz549vPjii3h4eLBr1657nvOhQ4fo2bMnHh4ear273avNAwcOoNVqOXbsGACRkZFotdoi/4zJv5fdu3fTu3dvPD09CQgIYOrUqeTm5t63jhBCCCHKj8xsCFGEYcOGUbVqVWbNmoWNjQ3nz5/n0qVLBmXS0tKYOXMmQ4YMwdbWlgULFjBy5Ei2b9+Oubk5AOPHj+fXX3/lrbfeon79+mzcuJFRo0axbNky2rdvj6enJxUqVCAuLo7atWuj1+tJSEhQ0xo1agRAXFwc/fr1U489ZswYDh06xIgRI2jQoAF79uxhwoQJ2NnZERwcrJZLTU1l5syZvPnmm1SvXp3nnnuuyPNNS0tj0KBBaLVaFi9eTHZ2NtOnTyc3NxdXV1eDskW1effY9O7dm6CgIPX1rVu3iIiIwNTU1Kj8omzdupWxY8fSs2dPRo0aRVpaGgsWLCA7O5tFixbds54QQgghyo8EG0LcJT09naSkJCZNmkS7du0ACAgIKFQuKyuLNWvWqAGBpaUl/fv358iRI/j6+nLixAl+/vlnpk+fTp8+fQBo3bo1ycnJarBhYWGBp6cn8fHx9OrVi5MnT5KXl0fPnj2Ji4ujb9++nDt3jtTUVPz8/ADYv38/u3btIiYmhsDAQABatWpFWloakZGRBsFGVlYW0dHRNG3a9L7nvGrVKjQaDdHR0dja2gLg7OzMwIEDizzvu9u8O9hwdnbG2dlZfT1jxgzS09P59ttvjcq/m6IozJs3j86dOzNr1iw13dHRkSFDhjB8+HD1fRBCCCGKc+fCZtnBq2xJsCHEXSpXrkyNGjVYuHAhWVlZtGjRwuDCuICTk5PBBW7Dhg0BSElJASAhIQGAF154waBeSEgIs2fPJjc3FysrK3x9fdVdreLi4nB3d6d169ZMmzZNTbO0tMTd3R2Affv2YW9vT0BAALdu3VLbbdmyJdOmTUOn06kzBPb29sUGGgBHjhyhefPmaqAB0KJFC+zt7QuVNbbNAt988w1ffvkly5YtK3IBeXH5AGfOnCE5OZn//Oc/Bufs7++PiYkJx48fl2BDCCGE0ezsLI1KEw9Ogg0h7qLRaIiJiWHRokXMmDGD3Nxc3NzcmDhxojq7AGBnZ2dQr+DWqRs3bgC3ZwDMzc0LXbBXrVoVRVHIycnBysoKf39/PvnkE1JSUoiPj8fX1xdfX18uX77M2bNniY+Pp2nTpmr7GRkZZGZm4ubmVmT/09LS1OCoatWqRp1zWloaderUKZTu4OBQKM3YNuH2mpQZM2YwcuRI2rdvX+L8AhkZGQCMGDGiyPyLFy8a3SchhBAiOzsPne72NrempibY2VkapIni2dlZyta3QpRWvXr1WLJkCfn5+SQmJrJw4UKGDRvG3r17sba2NqqNSpUqkZ+fT1ZWFpUqVVLTL1++jEajUWcRvLy8MDc3Jy4uTr2dyt7enkaNGhEXF0dcXBzdu3c3aNfBwYEVK1YUedw7AwRjnx/h6OjIlStXCqWnp6cXSjO2zYsXLzJ69GiCg4OLDBKKy79TQcA2ZcoUPD09C+U7OTkZ1SchhBACbj9r4+5nahSVJh6cBBtC3Ie5uTn+/v4MGTKEN998k9TUVOrVq2dUXR8fH+D2wuZXXnlFTd+6dStNmjTBysoKACsrK5o0aUJsbCyZmZlqPT8/PzZt2kRSUhK+vr5q/ZYtW/Lpp59ibm5O48aNH8p5enp68tVXX5GTk6MGQX/88QeZmZmlai8vL4/hw4dTuXJl5s6dWyhAKS7/bvXr18fZ2Zl///2XsLCwUvVJCCGEEI+eBBtC3OXEiRPMnTuXzp07U6tWLa5evUpUVBQ1atSgdu3aRrfTuHFjOnbsyJw5c7h+/Tr16tVj06ZNJCYm8vHHHxuU9fX1JSYmBjc3N2xsbNS0tWvXYm5ujre3t1q2VatWtG3blvDwcMLDw9FqteTl5fG///2Pc+fOGSygNtaAAQP48ssvGTx4MIMHDyY7O5vIyMgi12wYY/bs2Zw8eZIPPviA//3vfwZ5Xl5exebfTaPREBERwfjx48nNzaVNmzZYWlpy4cIF9uzZw9ixY40OAoUQQgjx6EiwIcRdHB0dqVq1KlFRUaSkpGBra4uvry/z58+/79asRZk/fz4LFy4kOjqazMxM6tevz5IlS9Rdrgr4+/sTExNjMINRsD7E3d2dihUrGpRfsmQJK1as4KuvviI5ORlbW1saNWpEz549S3XOTk5OREdHM3PmTMaMGUPt2rWZMmVKqbeUPXPmDDqdjnfffbdQ3smTJ4vNL0pISAh2dnYsX75cfaZIjRo1CAoKKtE6kqLUrGZbfCEhhBBPPPnv/aOnURRFntUuhHhmKYpi9DoUIYQQTz6dTk9mZi56/e1LYDMzEypXtiYj45qs2SgBBwdrWSAuhBDF0Wg0sgNJCciuLaUj41ZyMmalI+NWPL1eUQMNUfYk2BBCPPNkB5KSkzErHRm3kpMxKx0ZN/G4kEclCiGEEEIIIcqEBBtCCCGEEEKIMiHBhhBCCCGEEKJMSLAhhBBCCCGEKBMSbAghhBBCCCHKhAQbQgghhBBCiDIhwYYQQgghhBCiTEiwIYQQQgghhCgT8lA/IcQzz9RUfncxVsFYyZiVjIxbycmYlc6zOm7yVPDHl0ZRFHlnhHhENm3axOrVqzlz5gyKolCtWjWaNWvGuHHjqFKlCgDt2rWjTZs2TJky5aEeOyIiguPHj7Nly5YHbis+Pp6YmBgOHz5MTk4ODg4O+Pv7M2DAADw8PICyO4+HTVEUNBpNeXdDCCHEA9Dp9GRm5pYq4DAzM6FyZWsyMq7JU9dLwMHB2qigVmY2hHhEoqOjWbBgAQMHDmT06NEoisKpU6fYvHkzqamparBRVoYPH05ubu4Dt7N27Vref/99AgICmDRpEtWqVSMlJYXNmzfzxhtvEBcX9xB6++hoNBo+XJtAUkpOeXdFCCFEKdSsZsv4MB9MTDQyu/EYkmBDiEfkiy++oEePHkRERKhpwcHBhIeHo9eX/S8ptWvXfuA2Tpw4wQcffEC3bt2YM2eOwYxA165d+eWXXx74GKWh0+nQ6/WYm5uXqn5SSg6nk7Mecq+EEEII8Wzd0CdEOcrOzsbJyanIPBOTe38VMzIy6NWrFz179iQ+Ph6tVsu+ffsMyuh0OoKCgpg3b94924mIiKBr164G/Zk8eTJBQUF4eHgQHBzM2LFj73sOq1evRqPR8O677xZ561Hbtm3vWz8xMZH+/fvj5eWFj48Pb7/9NleuXDEo8+GHHxIaGoq3tzdBQUGMGzeO1NRUgzL9+vVj6NChrF+/nk6dOuHh4cGJEyfue2whhBBCPHoysyHEI+Lm5sbXX39NzZo1adOmDY6OjsXWSUtL44033sDGxoYVK1Zga2tL06ZN+f7772nVqpVa7tdffyU1NZVevXoZ3Z/Zs2fz66+/8vbbb1OjRg3S0tLYu3fvfevExcXh7u6Og4OD0ccpkJiYSL9+/QgODmbRokXk5eWxePFihg8fTmxsrFruypUrDB06FCcnJ9LT01m5ciX9+vXjhx9+wMzs//+Tdfz4cZKTkxkzZgx2dnZUr169xH0SQgghRNmSYEOIR2Tq1KmMHDmSyZMnA1CzZk3atm3LwIEDqVmzZqHyFy5cYODAgdSoUYNly5ZhZWUFQO/evXn//ffJysqiUqVKAHz//fd4e3vToEEDo/tz7NgxunbtSo8ePdS0Ll263LdOSkqKugC8pBYsWIC7uztLly5VZ0VcXFzo2rUre/bsITg4GLgdBBXQ6XR4e3vTunVr9u/fT2BgoJqXlZXFd999J0GGEEIIoPQ7cD2rO3g9KhJsCPGIuLi4sGXLFv744w9+++034uLi+OKLL1i3bh1r167F1dVVLXv+/HnCwsJo3LgxH330ERYWFmpely5dmD17Nlu2bCEsLIz09HR++eUXpk2bVqL+NGnShPXr1+Po6EhQUBAuLi5G1SvNzk15eXkcOnSId955B51Op6bXrVuX6tWrc+zYMTXY2LNnD5988gmnTp3i6tWratmzZ88aBBsuLi4SaAghhFDZ2VmWa31RNAk2hHiELCwsCA4OVi+sf/31V4YOHcqyZctYunSpWu7YsWNkZmYyadIkg0ADwMrKiq5du/Ldd98RFhbGpk2bMDc3JyQkpER9ee+996hUqRIrV65k3rx5VK9enSFDhtC3b9971qlWrRoXLlwo0XHg9voQnU7H7NmzDWYuCly8eBGAo0ePMnz4cNq3b8/gwYOpUqUKGo2Gl19+mRs3bhjUqVq1aon7IYQQ4umVnZ2HTlfyDVdMTU2ws7Msdf1nlZ2dpWx9K8TjLigoiMaNG3P69GmD9C5dumBqasq4ceOIioqiRYsWBvm9e/cmNjaWEydOsG7dOkJCQrC2ti7RsW1tbZk0aRKTJk3i5MmTrF69munTp+Pi4oKvr2+Rdfz9/dm0aROZmZnY29uX6FgajYahQ4fy/PPPF8qvXLkyADt27MDGxobFixeri+aTk5OLbFOejSGEEOJOOp3+gZ6T8aD1RdHk5jQhHpHLly8XSrt+/ToXL14s8lf6SZMm0b17d4YPH05CQoJBnoeHB66ursycOZOTJ0+WaGF4UbRaLRMnTgQoFPjcqV+/fuj1eubOnVtk/u7du4tMt7KywsvLi3/++QcPD49CfwVrVq5fv465ublBILF58+ZSnpUQQgghypvMbAjxiISGhtK2bVsCAwNxcnIiJSWFNWvWkJGRwYABA4qsM336dG7cuMGQIUNYuXIlnp6eal7v3r2ZMWMG9erVw8fHp8T96dOnDx06dKBRo0aYmpqyYcMGzM3N7zmrAdC4cWP+85//8P7775OSkkKvXr3Uh/r98MMPxMfHc/DgwSLrvvPOOwwYMIC33nqLLl26YGdnx6VLl/j999/p2bMnzZs3p1WrVqxatYr333+fDh06kJiYyMaNG0t8bkIIIYR4PEiwIcQjMnLkSH755RfmzJlDeno6lStXRqvV8vnnnxMQEFBkHY1GwwcffMDNmzcJDw9n9erVNG7cGIAOHTowY8aMUs9qNGvWjA0bNpCUlISJiQkuLi4sX7682B2twsLC0Gq1xMTEMGPGDK5evYqDgwMBAQGsXLnyvsf78ssviYyMZOLEieTn5+Ps7ExAQAB16tQBbj/kcPz48axZs4Z169bRrFkzoqKi6NSpU6nO0Vg1q9mWaftCCCHKjvw3/PGmURRFnusuxBPou+++Y+rUqezevduoZ3aIoimKIus/hBDiCafT6cnMzEWvL/llrZmZCZUrW5ORcU3WbJSAg4O1LBAX4mmUlJTEuXPn+PjjjwkJCZFA4wFpNBrZgaQEZNeW0pFxKzkZs9J5VsdNr1dKFWiIsifBhhBPmKVLl7Jlyxa8vb2JiIgo7+48FWQHkpKTMSsdGbeSkzErHRk38biQ26iEEM88mTo3ntxuUDoybiUnY1Y6Mm4lJ2NWOsbeRiVb3wohhBBCCCHKhAQbQgghhBBCiDIhwYYQQgghhBCiTEiwIYQQQgghhCgTEmwIIYQQQgghyoQEG0IIIYQQQogyIcGGEEIIIYQQokzIQ/2EEM88Y/YJF7cVjJWMWcnIuJWcjFnpPKvjJk8Qf3zJQ/2EeADr1q3D3Nyc0NBQo9LLy19//UX37t1ZvXo1zZs3L3U7ERERHD9+nC1btjzE3t1ft27dcHV1Zc6cOWXSvqIoaDSaMmlbCCHEo6HT6cnMzC1VwCEP9SsdYx/qJzMbQjyA9evXY2VlVSiouFe6ePxoNBo+XJtAUkpOeXdFCCFEKdSsZsv4MB9MTDQyu/EYkmBDiCfA9evXqVixYnl346mVlJLD6eSs8u6GEEII8dR5tm7oE8+MU6dOMXjwYJo3b07Tpk3p1KkT0dHRBmUSExN54403aNasGd7e3vTu3Zt9+/ap+R9++CGhoaF4e3sTFBTEuHHjSE1NVfP79evHwYMH2b17N1qtFq1WS2Rk5D3TC+zevZvevXvj6elJQEAAU6dOJTc3V80/cOAAWq2W3bt3M3r0aJo1a8aYMWMAyM7OZtq0aQQGBuLu7k7Pnj357bffCp3/xx9/TKtWrfD29mbkyJFcuXLFqHG7efMmixYton379ri7u9O6dWsiIiLuW+fkyZMMGjQILy8vfHx8GD16NBcuXFDzk5KS0Gq1bN261aDerFmzaNeunUHaoUOH6NmzJx4eHnTt2pU9e/YUOp4x760QQgghHg8ysyGeSsOGDaNq1arMmjULGxsbzp8/z6VLl9T8hIQEBgwYgJeXFzNnzsTOzo7jx48bXCRfuXKFoUOH4uTkRHp6OitXrqRfv3788MMPmJmZMXXqVCZMmEDFihV59913AXB2diYkJKTIdICtW7cyduxYevbsyahRo0hLS2PBggVkZ2ezaNEig3N47733ePHFF1m2bBkmJibcvHmT119/nStXrvDWW29RrVo1Nm3axNChQ1m3bh1arRaANWvW8NFHH/HGG2/QsmVLfv/9dyZNmmTUuI0aNYr9+/czdOhQvLy8SE9P5+eff75n+YsXL/Laa69Rq1Yt5s+fz40bN1i0aBGvvfYamzZtwsbGxqjjAqSlpTFo0CC0Wi2LFy8mOzub6dOnk5ubi6urq1quuPdWCCGEEI8PCTbEUyc9PZ2kpCQmTZqk/nIeEBBgUGb+/PnUqVOHVatWYWpqCkBgYKBBmdmzZ6v/1ul0eHt707p1a/bv309gYCANGzbExsYGKysrvLy8DOoWla4oCvPmzaNz587MmjVLTXd0dGTIkCEMHz6cRo0aqent2rVjwoQJ6uvvv/+eEydOsHHjRho2bAhAUFAQ586d4+OPP+ajjz5Cp9MRFRVFt27d1EAnKCiIK1eusHHjxvuO2759+9i9ezcLFiyga9euavqd/77b559/zq1bt/jss8+wt7cHwNXVlS5durB+/Xr69et332PeadWqVWg0GqKjo7G1tQVuB2kDBw5Uyxjz3gohhHg2lXYHrmd1B69HRYIN8dSpXLkyNWrUYOHChWRlZdGiRQt1ZgEgLy+PI0eOMG7cODXQKMqePXv45JNPOHXqFFevXlXTz549WygwMcaZM2dITk7mP//5D7du3VLT/f39MTEx4fjx4wbBRps2bQzq79u3DxcXF+rWrWtQv2XLlmzatAmAS5cukZqaSocOHQzqdurUqdhg448//sDS0pIuXboYfU7x8fE0b95cDTQAGjRoQOPGjUlISChRsHHkyBGaN2+uBhoALVq0MGi7uPdWCCHEs8vOzrJc64uiSbAhnjoajYaYmBgWLVrEjBkzyM3Nxc3NjYkTJ+Ln50d2djZ6vR4nJ6d7tnH06FGGDx9O+/btGTx4MFWqVEGj0fDyyy9z48aNUvUrIyMDgBEjRhSZf/HiRYPXVapUKVT/zz//xM3NrVDdgqApLS0NAAcHB4P8qlWrFtu/zMxMHB0dS7QNbHZ2tsEtTnf2PSurZAuu09LSqFOnTqH0O8+luPdWCCHEsys7Ow+druRb15qammBnZ1nq+s8qOztL2fpWPLvq1avHkiVLyM/PJzExkYULFzJs2DD27t2Lra0tJiYmBou977Zjxw5sbGxYvHgxJia3v0jJyckP1KeCX+inTJmCp6dnofy7g5+7L/orVaqEVqs1uAXrbo6OjsDt243udPnyZaP6l5aWVqLnTlSqVKnIxedXrlyhbt26AFSoUAGA/Px8gzLZ2dmF+l5UW3efy/3eW2tra6P6LYQQ4umj0+kf6DkZD1pfFE1uThNPNXNzc/z9/RkyZAhXr14lNTVVXUuxceNGdDpdkfWuX7+Oubm5wUX35s2bi2y/ecJAzgAAIABJREFUqJmOotLr16+Ps7Mz//77Lx4eHoX+qlWrdt9zadmyJf/++y9OTk5F1ofbaxwcHR3Zvn27Qd1t27bdt+2C9vPy8vjpp5+KLVvAx8eH/fv3G8xi/PPPP5w8eRIfHx/g9iyHubk5p0+fVsvcvHmTuLg4g7Y8PT05cOAAOTn//7yLP/74g8zMzCKPXdR7K4QQQojHi+m0adOmlXcnhHiYTpw4wYQJE8jPzycnJ4cTJ06wfPlyzMzMGDVqFCYmJtStW5fPP/+cAwcOYGlpSVpaGlu3buXMmTM0adIEvV5PbGwsGRkZWFhYsHnzZjZs2EBmZiatWrWiWbNmABw7doy9e/fSsGFDdV2HjY3NPdOdnZ358MMPSUlJQVEULl26xMGDB1m+fDmNGzemcuXKJCcns379el5++WWDAKRRo0bs3LmTb775BgsLC65du8aJEyfYsmULv/32Gy1btsTExAQzMzOio6PV7XS/+uordu/ezdWrV+nRowc1a9Ysctxq/R97dx4VVf0/fvw5wyLbDJuAC6mkNoUgKpCyK+aSyycjFdOwzEzDLRUVfylqZpjaYuCChrmgSQbmVlZqaqmZWWYu+PHjmqa4sIsgwvz+8DBfRxYZAkF5Pc7xnObe932/X/c9Hc59zXu5TzzBX3/9xapVq4C7IxFHjx5l4cKFdO/eHbg74nP16lUGDhwIQIsWLUhMTGTXrl3Y29tz4sQJpk6diqWlJe+++y6mpqYoFApOnTrF1q1bcXBwIDU1lejoaNLS0lAoFLz66qu6+1u9ejX79u3D1taWP//8k+joaIyMjHBxceG5556r0HdbGdv2nyM9u3LT44QQQtQsO7UZ3X2akZdXUKmX+imVCszNTSt9fV1lbm6KUvngmRAyjUo8dhwcHKhfvz5xcXGkpqaiUqnw8vJi3rx5urUNXl5erFq1ik8++YQpU6agVCpp2bIlb7/9NgBBQUFERESQkJBAcnIy7dq1Iy4ujm7duum1NWzYMC5cuMDkyZPJyspi1KhRjB49uszjzz//PGq1miVLluhGSho3bkxAQMAD11WYmpqyatUqYmJiWLJkCdeuXcPGxgZXV1fdwz/cff9HVlYWa9eu5YsvvsDHx4f33nuPN95444F9FxMTQ2xsLImJicTGxmJvb4+fn1+Z5Rs2bMjq1auZO3cuERERKJVK/Pz8iIyM1Nv2dtq0aUybNo333nsPS0tLhg4diouLCzt27NCVcXR0ZNmyZbz33nuMHTuWJk2aEBUVpbclcEW+28pwdlI9uJAQQohaSf6G124KrVYrKZwQos4yZI2KEEKI2qmwsIiMjNxKjUwYGyuxtbUkPf2mrNkwgJ2dpSwQF0KIB1EoFLIDiQFk15bKkX4znPRZ5dTVfisq0soUqFpKkg0hRJ0nO5AYTvqscqTfDCd9VjnSb6K2kN2ohBBCCCGEENVCkg0hhBBCCCFEtZBkQwghhBBCCFEtJNkQQgghhBBCVAtJNoQQQgghhBDVQpINIYQQQgghRLWQZEMIIYQQQghRLeQ9G0KIOq8ib0AVdxX3lfSZYaTfDCd9Vjl1rd/kZX61n0Kr1co3JB5ZGo2GSZMmMXTo0H9dV3BwMB07diQqKgqA7du3k5qayqBBg/513RURFhaGhYUFcXFxD6W92u5h9YdWq0WhUFRrG0IIIapHYWERGRm5/yrhMDZWYmtrSXr6TXkRogHs7CwrlNTKyIZ4pCUmJtKoUaMqqSs2Nha1Wq37vH37do4ePfrQkg2hb/r06SiV1f/LnEKhYP6aQ1xMza72toQQQlQdZycVEYM8USoVMrpRi0myIR6q27dvY2xsXGUPkW3atKmSegBcXV2rrK66orCwkKKiIkxMTCpUPi8vDzMzswqVbdGixb8JzSAXU7M5fSnzobUnhBBC1BV1Y0KfqHKRkZH06tWL3bt306tXL9zd3QkJCeHw4cN65YKDg3n33XdZtmwZnTp1onXr1mRkZFBUVMSiRYsIDg7Gzc2N7t27s27dOt1127dvR6PR8OOPP+qOZWRkEBAQwPjx43XHNBoN8fHxus9hYWEMHz6cLVu20LVrVzw8PBgxYgSZmZlcunSJoUOH0rZtW3r27MmBAwdKjbX4/jZs2MCpU6fQaDRoNBoiIyPZuXMnGo2Gc+fO6V2bmZlJ69atWbNmTZl9dujQIQYNGoSnpydt27ald+/ebNiwoUS5bdu20a1bN9q2bcvgwYO5cOGC3vmMjAymTJlC+/btad26NQMGDODgwYO6819//TVubm7k5eXpjvXu3RtXV1dycnJ0x0JDQ5k5c6buc1ZWFjNmzMDf3x83NzdCQkL4+eef9dou7t8NGzbQrVs33N3dSUlJKfV+Y2JiaNu2LUeOHCE0NBR3d3dd/8yfP5/evXvTtm1b3Xd69erVUtu6v76TJ0/y8ssv4+HhQa9evfjpp5/K7HMhhBBC1CwZ2RCVdu3aNWbOnMno0aNRq9UsW7aMoUOH8v3332Nvb68r9/3339O0aVPeeecdlEolFhYWzJ07l1WrVvHWW2/Rtm1bdu3axfTp07lz5w6vvPIKzz33HH369GHq1Kls3rwZOzs73YPx9OnTy43r+PHjpKenM2nSJHJycnjvvfeYNm0aly5dok+fPgwZMoS4uDhGjx7Njz/+iKWlZYk6wsPDSUtL48yZM8yfPx8AOzs7GjdujJOTE0lJSUyYMEFXfsuWLcDdh/rS5OTkMHz4cDw9Pfnoo48wNTXlf//7H1lZWXrlTpw4QVpaGhERERQWFjJnzhwmTpxIYmIicHckYdiwYfz9999ERERQv359Vq9ezZAhQ1i3bh1ubm54e3tTUFDA4cOH6dChA+np6Zw6dQpTU1MOHTpEUFAQt27d4tixY7z66qvA3RGnIUOGcOPGDd5++22cnJzYtGkTw4cPJzk5GY1Go4vx6NGjXLp0ibFjx6JWq2nYsGGZ30VBQQETJkzgtddeY9y4cdjY2ABw48YNhg8fjqOjI2lpaXz++eeEhYWxdetWjI3L/rNUUFBAREQEgwcPJjw8nGXLljFmzBh27tyJra1tmdcJIYQQomZIsiEqLSMjg08++QQfHx8Ann32WYKCglixYoXeg3hBQQHLli3DwsICgLS0NBISEhg6dCijR48GwN/fn/T0dBYuXMjLL7+MkZERU6dOpXfv3kRFRdG9e3e++eYbPvvsM6ytrcuNKycnhyVLlmBnZwfAyZMnWb58OTNmzODll18GwNHRkd69e7N//36ee+65EnU0adIEOzs7/vnnnxJTtUJCQkhKSuLtt9/GyMgIgKSkJLp06aK35uNeZ8+eJTs7m/Hjx+se3Iv77V7Z2dl8/fXXuthzc3OZMmUKV65coUGDBuzatYsjR47w2WefERAQoOu7rl27EhcXR0xMDI0bN6ZRo0b89ttvdOjQgUOHDuHo6Ejr1q05ePAgQUFB/PHHHxQUFODl5QXA5s2bSUlJYePGjbrpSwEBAZw/f55FixaxYMECXYyZmZl89dVX5SYZxQoKChg3bhw9evTQOx4dHa3778LCQtq2bUtgYCC//PIL/v7+5dYXERFBUFAQAC4uLnTu3Jk9e/bwwgsvPDAeIYQQj59/u/NWXdvB62GTZENUmkql0ntgVqlU+Pr68ueff+qVa9++vS7RADhy5AgFBQV0795dr9zzzz/Pli1bOHfuHM2bN0elUhEdHc2QIUPYvXs3L7/8su4BuzxPP/207mEdoFmzZgD4+vqWOHblypUK32+xvn37smTJEn766Sc6duxISkoKx44dY+LEiWVe06RJE6ysrJgxYwZhYWF06NBBL8ayYi9+8C9ONn777TesrKz0+sHExIQuXbroRlcAvLy8dFOrDh48iLe3N61bt+abb77RHWvatCmOjo4A7N27l6eeeopmzZpx584dXT2+vr5s2rRJL8annnqqQolGseLE4F67d+9m8eLFnDp1Sm9q17lz58pNNpRKpd7/c87OzpiZmZGamlrheIQQQjxe1GrzWlWP0CfJhqi00h6W7e3tOX36dIlj98rMvLsQt379+nrHiz9nZGTojnl6etKoUSMuXbrEK6+8UqG47h9dKF68rFKpdMdMTU0ByM/Pr1Cd93J2dsbPz4+vvvqKjh07kpSUhLOzMx06dCjzGmtraz7//HM+/fRTJk2aRGFhIV5eXkydOlVvilJZsRfHmZWVVaI/4W7fFfcr3B1lmj17NgUFBRw8eJB+/frh4eHBvHnzuHXrFr/99ptuVAMgPT2d48eP06pVqxJ1F4/e3NtWRZmbm5eYpnbkyBHCw8Pp3Lkzw4YNw97eHoVCQf/+/R/4fZiZmem+u2ImJiaV+h6FEEI8HrKyblFYWPkta42MlKjV5v+6nrpGrTaXrW9F9UpLSytx7MaNGzg4OOgdu/8dBvfO23dyctIdv379ut55gE8//ZT09HSaNWvGzJkzWbVqVa14J0K/fv2IiIggNTWVzZs3ExYW9sC4WrduzWeffUZeXh4HDhzggw8+YOTIkWzfvr3C7VpbW3Pjxo0Sx69fv643vczLy4tbt25x4MABUlJS8Pb25sknn8TMzIwDBw7w559/8uKLL+rVq9FomD179gNjMKT/Syu7fft2rKys+OSTT3S7kl26dKnCdQohhBD3KiwsqpL3Y1RVPUKfTE4TlZadnc3+/fv1Pu/btw8PD49yr3N3d8fExIRt27bpHf/222+xt7fXTXH6/fffiY+PJzIykvnz5/P777+zcuXKKr+PspT3i3nnzp1Rq9VMmDCBzMxMQkJCKlyvmZkZQUFBvPzyy1y8eNGgX+U9PT3JycnR2yXqzp07bN++HU9PT90xFxcXHBwciIuLw9ramhYtWqBUKvH09CQ+Pp78/Hy8vb115X19ffn7779xdHTE3d29xL+qlJeXh4mJiV4isnnz5iptQwghhBC1g4xsiEqzsbHhnXfeYcyYMahUKpYtW4ZWq9XtcFQWOzs7XnnlFeLj4zE1NaVNmzbs3r2bLVu2MG3aNIyMjMjNzWXy5Mn4+/sTGhoKwIgRI/joo48ICAigefPm1X5/zZs3JykpiS1bttC0aVNsbW1xdnYG7iYiffr0IT4+Hn9//weuYdi1axdfffUVzz33HI0aNeL69eskJCTQrl076tWrV+GYOnbsSOvWrZk4cSITJkzQ7UZ19epVPv30U72ynp6ebNu2ja5du+qOeXl5MX/+fBo0aMATTzyhO96nTx/WrVvH4MGDef3112nWrBnZ2dkcP35ct6NUVfHz82PlypXMmjWLLl268Mcff7Bx48Yqq18IIYQQtYckG6LSHBwciIiIYO7cuVy4cIGWLVsSHx9foTn9kyZNQqVS8dVXX7FkyRIaN27MzJkzGTBgAABz5swhKytLb1rPW2+9xa5du5g0aRKJiYnlbpFaFfr27cuRI0eYNWsWGRkZvPjii8yZM0d3vkuXLsTHx/PSSy89sK4mTZqgVCr55JNPuHHjBjY2Nvj7++u9M6QijIyMWLp0KXPnzmXevHnk5ubSqlUrli9fjpubm17ZZ599lm3btumtzXj22WcB9I7B3TUsq1atIiYmhiVLlnDt2jVsbGxwdXVl4MCBBsX4IEFBQURERJCQkEBycjLt2rUjLi6Obt26VWk7hnB2Uj24kBBCiFpF/nY/GhRarVbe7y4MFhkZydGjR/V2QKprFixYwNq1a/npp59KLFoWjw6tVlsr1gEJIYQwXGFhERkZuRQVVf5x1thYia2tJenpN2XNhgHs7CxlgbgQ1eHMmTOcPXuWhIQEBg4cKInGI06hUMgOJAaQXVsqR/rNcNJnlVPX+q2oSPuvEg1R/STZEMJA06dP5/DhwwQEBDB8+PCaDkdUAdmBxHDSZ5Uj/WY46bPKkX4TtYUkG6JS7l27UNesXr26pkMQQgghhHgkyNa3QgghhBBCiGohyYYQQgghhBCiWkiyIYQQQgghhKgWkmwIIYQQQgghqoUkG0IIIYQQQohqIcmGEEIIIYQQolpIsiGEEEIIIYSoFvKeDSFEnWdkJL+7VFRxX0mfGUb6zXDSZ5VTV/pN3hz+6FBotVr5pkSVioyM5OjRo2zZsgWA5ORkpkyZwv79+7Gzs6twPRW9Ljk5GRMTE3r37v3AOoODg+nYsSNRUVEVjgMgJiYGPz8/2rVrZ9B1Ven+2Ldv305qaiqDBg2qtjZPnDhBnz59WLVqFe3bty+37P3f+79V2f9vDKXValEoFNVWvxBCiKpXWFhERkZulSQcxsZKbG0tSU+/KW9dN4CdnWWFkloZ2RDVrmPHjiQmJqJWq6ul/g0bNmBhYVGhZCM2NrZSccTGxmJhYVGjycb9sW/fvp2jR49Wa7JhiPDwcHJzc2s6DIMpFArmrznExdTsmg5FCCFEBTg7qYgY5IlSqZDRjUeAJBui2tnZ2VXrL9OGcHV1rekQKq22xp6Xl4eZmRlNmjSp6VAq7WJqNqcvZdZ0GEIIIcRj5/Ge0CdqheTkZDQaDWlpabpjV65cYfjw4Xh4eBAUFMSKFSuYPXs2wcHBJa6/cuUKb7zxBm3atKFr1658/fXXunNhYWH8+uuv7Nq1C41Gg0ajISYmpsxYgoODeffdd3WfIyMj6dWrFwcOHKBPnz60adOGvn37cvToUV0ZjUYDwNy5c3VtHDhwALg7BSc+Pp5u3brh5uZG586dWbFihV6bMTExtG3blpMnT/Lyyy/j4eFBr169+Omnn/TK7dixg5CQENq2bYuXlxchISHs3r271NgjIyPZsGEDp06d0sUUGRnJzp070Wg0nDt3Tq/uzMxMWrduzZo1a8rsG4BFixbh5+dH27ZtGTVqFDdu3ChRRqPRsHTpUubNm4efnx8+Pj56fXlvvMWx3fsvMjKyQudLc/v2bT766CM6deqEm5sbzz//PJs3by73noQQQghRc2RkQzx0Wq2W8PBwrl+/zsyZM1GpVMTHx/PPP/+gVJbMfyMiIujfvz9Dhgzhyy+/JDIyEnd3d5o3b8706dOZOHEiZmZmTJ48GYAGDRoYFM+1a9d47733ePPNN1GpVHz44YeMGjWKH374ARMTExITEwkNDSUsLEz3MN2iRQsAZs+ezfr16xkxYgQeHh78/vvvzJ8/n3r16vHyyy/r2igoKCAiIoLBgwcTHh7OsmXLGDNmDDt37sTW1pYLFy4wduxYevbsyYQJEygqKiIlJYXMzNJ/bQ8PDyctLY0zZ84wf/584O4IUuPGjXFyciIpKYkJEyboyhevoyhvqllCQgILFizg9ddfx9fXl3379vHOO++UWnbVqlV4eHgwe/Zs7ty5U2qZ2NhYbt++rft88uRJpk+fjouLS4XOl2bs2LH8/vvvjBw5kubNm7N7924mTpyIWq0mKCiozOuEEEIIUTMk2RAP3Z49ezh27Bhr1qzBy8sLgA4dOhAUFFTqeopBgwbp1iW0bduW3bt389133xEeHk6LFi2wsrLCwsKCNm3aVCqezMxMEhISaNmyJQDm5uYMHjyYP//8Ey8vL129DRs21GvjwoULJCQkMHPmTEJDQwHw9fUlLy+PhQsXEhoaqkueipON4gdiFxcXOnfuzJ49e3jhhRc4fvw4BQUFTJs2DSsrKwACAgLKjLlJkybY2dnxzz//lLjvkJAQkpKSePvttzEyMgIgKSmJLl26lLlepbCwkLi4OF544QVd0hYQEMCNGzfYuHFjifLW1tbExsaWu7D63mlfaWlpjB8/Hj8/P4YNG1ah8/f75Zdf2LlzJ/Hx8fj7+wPg5+fHtWvXiImJkWRDCCHqmKracauu7OBVUyTZEA/dX3/9hVqt1iUaAJaWlvj4+HDs2LES5YsfLAEsLCxo1KgRV65cqbJ4HB0ddYkG/N+oRWpqarnX7du3D4CuXbvq/brv6+vLsmXLuHz5Mo0bNwZAqVTqphsBODs7Y2ZmpmtDo9FgZGSkG8Xx9vZGpVJV6n769u3LkiVL+Omnn+jYsSMpKSkcO3aMiRMnlnnNlStXuHr1Kl26dNE73q1bt1KTjcDAwArv4FRQUMDYsWMxMjLio48+KjF69aDzxfbu3YuNjQ0dOnQo0d8zZsygsLBQl1wJIYR4/KnV5rW6PnGXJBviobt69WqpC8bLWkR+/0O3iYmJ3vSbf+v+X/tNTEwAyM/PL/e69PR0tFotHTp0KPX8vcmGmZkZpqamJdopbsPFxYUlS5YQFxfHqFGjUCqV+Pv7ExUVRaNGjQy6H2dnZ/z8/Pjqq6/o2LEjSUlJODs7lxkn3J1KBiW/g/r165da3t7evsLxzJ49m6NHj/Lll19ibW1t8Pli6enpZGRk0KpVq1LPX7t2zeApdEIIIR5dWVm3KCz891vVGhkpUavNq6y+ukKtNpetb0Xt5OjoqLdYvFhpx2oza2trFAoFa9eu1SUo9ypv7UFpAgMDCQwMJCcnhz179hAdHc2UKVNYuXKlwbH169ePiIgIUlNT2bx5M2FhYeWORDg4OAAlv4Pr16+XWr6ioxrr1q1j3bp1fPrpp3qjRxU9fy9ra2vs7OxYunRpqedry45nQgghHo7CwqIqfS9GVdcn7pJkQzx07u7uZGVlcfDgQby9vQG4efMm+/fvr9Q7MO4dIagupbVRPC0qIyOj1F20KsvKyooePXpw5MiRcl+QV959d+7cGbVazYQJE8jMzCQkJKTcNhs0aICDgwM//PCD3lSq7777rnI3Afz222+89957jBgxgq5duxp8/n6+vr589tlnmJiY8PTTT1c6LiGEEEI8PJJsiIcuMDCQVq1aMWHCBMaPH49areazzz7D0tKyUm9yfvLJJ/n666/ZuXMnDg4OODo64uTkVKUxP/nkk+zYsQMvLy/Mzc1xcXHBxcWFQYMGMWnSJIYOHYqHhwcFBQWcO3eOAwcOsGjRogrXv27dOg4fPkxAQAAODg5cvHiRTZs24efnV+Y1zZs3JykpiS1bttC0aVNsbW1xdnYG7iYiffr00S2mbtiwYbntGxkZ8eabbzJ79mzs7e3x8/Nj7969ui1+DZWTk8Po0aNp2rQpQUFBHD58WHeu+L0r5Z0v7Z0dfn5+dOrUiTfeeIM33ngDjUbDrVu3+N///sf58+eZPXt2pWIVQgghRPWRZEM8dAqFgkWLFhEVFUVUVBRqtZrBgwdz9uxZTpw4YXB9w4YN48KFC0yePJmsrCxGjRrF6NGjqzTmqKgo3n//fYYNG0ZeXh6rVq2iffv2TJ06FRcXFxITE1m4cCGWlpa4uLjQvXt3g+rXaDT8+OOPREdHk5GRgYODAz179mTs2LFlXtO3b1+OHDnCrFmzyMjI4MUXX2TOnDm68126dCE+Pp6XXnqpQjGEhYWRlZXF2rVr+eKLL/Dx8eG9997jjTfeMOhe4O5oT1paGmlpaQwYMEDv3IsvvsioUaPKPX/vfdzr008/ZenSpXzxxRdcunQJlUpFy5YtHzhy8yDOTpVbjC+EEOLhk7/ZjxaFVquV97yLGnf79m169uyJl5cX0dHRNR3OY2HBggWsXbuWn376qcTidPF/tFptpUbUhBBC1JzCwiIyMnIpKvr3j7HGxkpsbS1JT78pazYMYGdnKQvERe2VmJhIUVERLi4uZGVl6X6p/uijj2o6tEfemTNnOHv2LAkJCQwcOFASjQdQKBSyA4kBZNeWypF+M5z0WeXUlX4rKtJWSaIhqp8kG6JG1KtXj6VLl3Lp0iUAnn76aeLi4nB3d6/hyB5906dP163/GD58eE2H80iQHUgMJ31WOdJvhpM+qxzpN1FbyDQqIUSdJ0PnFSfTDSpH+s1w0meVI/1mOOmzyqnoNCp5L7sQQgghhBCiWkiyIYQQQgghhKgWkmwIIYQQQgghqoUkG0IIIYQQQohqIcmGEEIIIYQQolpIsiGEEEIIIYSoFpJsCCGEEEIIIaqFvNRPCFHnVWSfcHFXcV9JnxlG+s1w0meVUxf6Td4e/miRl/qJckVGRnL06FG2bNlS06H8awcOHGDw4MF89dVXBr2p/MSJE2zfvp033ngDc3PzaoywbKXFHhMTg5+fH+3atau2dmfPns2OHTvYuXPnA8tqNBomTZrE0KFDq6TtsLAwLCwsiIuLq5L6yqLValEoFNXahhBCiKpTWFhERkZulSUc8lK/yqnoS/1kZEPUGa1atSIxMZHmzZsbdN2JEyeIjY1l0KBBNZZslBZ7bGwsFhYW1ZpsGCIxMZFGjRrVdBgGUygUzF9ziIup2TUdihBCiAdwdlIRMcgTpVIhoxuPCEk2RJ1hZWVFmzZtajqMSqnNsefl5WFmZlZr46uIi6nZnL6UWdNhCCGEEI+dx3dCn6hSBw4coE+fPrRp04a+ffty9OhRvfNarZb4+Hi6deuGm5sbnTt3ZsWKFXplTp8+zbhx4wgKCsLDw4MePXqwfPlyior+b8gyODiYd999t0T7H3zwAYGBgRQVFRESEsKECRNKlJk3bx7+/v4UFhaWeQ8ajYa//vpLd0yj0bBs2TJiYmLw9fWlffv2TJkyhdzcXACSk5OZMmUKAD4+Pmg0GoKDg3XXX7lyhYiICNq3b0/r1q0ZNGhQib4pvqc1a9bQqVMnPD09CQ8PJy0tTVemoKCADz74gI4dO+Lm5oa/vz8jRowgOzu71Ng1Gg0Ac+fORaPRoNFoOHDgAKNHj2bAgAEl7n3t2rW4u7uTkZFRat8ApKamMmLECDw8PAgICGDZsmUlyiQnJ6PRaPjjjz8YMmQIbdq0Ye7cubqY4uPj9eIt7d+BAwceeL4sp0+f5q233sLT05M2bdrw5ptvcuHChTLLCyGEEKJmyciGeKBr167x3nvv8eabb6JSqfjwww8ZNWoUP/zwAyYmJsDduf3r16/XPaz+/vvvzJ8/n3r16vHyyy8DcPXqVVxcXOjduzeWlpacOHGCmJgYcnNzGTVqFAA9e/YkOTmZd955ByMjI+BuIvMx39+1AAAgAElEQVTNN9/Qo0cPlEol/fr1Y86cOWRnZ6NSqQAoLCxk48aNvPjii7rrKmrNmjV4enoyZ84czp07x9y5c7G3tyciIoKOHTvy1ltvsXjxYj777DNUKhWmpqYAZGZmMnDgQCwsLJg2bRoqlYrVq1fz6quv8v3332Nvb69rY+fOnZw/f56oqCjS09OJjo5m1qxZfPzxxwDExcWxbt06IiIiaNmyJenp6ezdu5fbt2+XGnNiYiKhoaGEhYXRq1cvAFq0aEG/fv0YNmwYZ86c4cknn9SVT0pKokuXLtjY2JTZD+Hh4aSmpjJjxgxUKhXLli3j8uXLGBuX/DMxYcIEQkNDGT58eKlTy4qnfd1r6dKl7N27l4YNG2JnZ1fu+dL8/fffDBgwgJYtWzJnzhwUCgVLlizhtddeY9u2bbrvRQghhBC1hyQb4oEyMzNJSEigZcuWAJibmzN48GD+/PNPvLy8uHDhAgkJCcycOZPQ0FAAfH19ycvLY+HChYSGhqJUKvHx8cHHxwe4m0B4enqSl5dHQkKCXrKxdOlSfvnlF/z8/AD47bffuHLlCj179gSgd+/efPDBB2zevJmBAwcCsHv3bq5du8ZLL71k8P05ODjw4YcfAhAYGMjx48f57rvviIiIwM7OjiZNmgB3H6Dt7Ox0161cuZKsrCzWr1+vSyx8fHzo1q0b8fHxTJo0SVdWq9WyePFi3QPxpUuXiIuLo6ioCKVSyV9//YW/vz+DBg3SXdOtW7cyYy6estSwYUO96Uv+/v40atSIpKQkJk6cCMB///tfjh49yvjx48usb8+ePRw9epQVK1bovqP27dsTFBRUaoIyYMAA3nzzzTLru3/a17fffsvOnTuZO3eurj8fdP5+sbGxWFtb8/nnn1OvXj0A2rVrR+fOnVm/fr1e3wkhhHi8VeVuW3VhB6+aJMmGeCBHR0ddogF3f0GHu9NuAPbt2wdA165duXPnjq6cr6+v7tfxxo0bk5+fT1xcHJs3b+by5csUFBToyt68eRNLS0uefvppWrRowdatW3XJxtatW2nWrJluFyYrKyuef/55kpKSdMlGcnIyXl5eNGvWzOD78/X11fvcvHlztm7d+sDr9u7dS/v27bG2ttbdt1KpxNvbW2+qFoC3t7feL+/NmzenoKCAGzdu4ODggKurK/Hx8cTExBAUFISbmxtKpeF/9JRKJS+99BLr1q1j3LhxGBsbk5SUROPGjXVJRGmOHDmCSqXSK6NSqfD19eX48eMlynfs2LHCMaWkpDBlyhRee+01/vOf/xh8vtjevXvp0aMHRkZGuv5Wq9W4urqWmLomhBDi8aZWV/2GLdVRp5BkQ1SAWq3W+1w8dSo/Px+A9PR0tFotHTp0KPX64mRj3rx5rF+/npEjR+Lm5oZKpWLHjh0sXryY/Px8LC0tgbujG59//jkzZsxAqVTy3Xff6aZiFevfvz8DBgwgJSUFR0dHdu3aVepaj8reX1nTl+6Vnp7O4cOHadWqVYlz9/86f38bxYlHcR++9dZbKJVKNmzYQGxsLHZ2dgwaNIiRI0cavC1r3759WbRoEbt37yYwMJBNmzYxcODAcpOXq1ev6o3aFLt3Kti96tevX6FY0tLSCA8Pp23btrqRFkPO3ys9PZ2VK1eycuXKEueK/58UQghRN2Rl3aKwsGq2qTUyUqJWm1dpnXWBWm0uW9+Kh8Pa2hqFQsHatWtLfehzcXEBYNu2bYSGhupNv9m9e3eJ8j179mTBggX89NNPmJqakpaWpptCVaxt27a0bNmSpKQkGjVqhKmpKd27d6/iOyuftbU1AQEBjB07tsQ5Q9cPmJqaMnr0aEaPHs358+dJSkoiJiYGZ2dn+vTpY1BdDRo0ICAggKSkJAoLC0lPTyckJKTcaxwdHfUWrBe7ceOGQW3fq6CggDFjxqBQKPj4449LrKV50Pn7WVtbExQUpBvNuldxoiqEEKJuKCwsqvJ3YlRHnUKSDVEFiqfeZGRk6O3UdL/8/Hy9ZKSwsLDU6UpNmzbF3d2drVu3YmpqyjPPPFPquzH69evH4sWLsbe3p0ePHlhYWFTB3ZRUHPP9ox2+vr5s2rSJ5s2bV2nbTZs2Zfz48SQmJnLmzJly4yoeGblfv379GDt2LGlpafj4+NC4ceNy23R3dyc7O5v9+/frvs/s7Gz27dtX7qLy8syaNYtjx47xxRdflFrHg87fz8fHh1OnTuHq6mrwJgBCCCGEqBmSbIh/zcXFhUGDBuneHu3h4UFBQQHnzp3jwIEDLFq0CLj7cL5+/XpatGiBra0ta9euLXO6Uq9evViwYAFGRkaMGDGi1DIvvPAC8+fPJz09ndmzZ1fb/RUnOmvWrOG5557DzMwMjUbDa6+9xubNm3nllVcYPHgwjRo1Ii0tjT///BMnJydee+21CrcRHh5Oq1atcHV1xdzcnB9//JHMzMwyp6YBPPnkk+zYsQMvLy/Mzc1xcXHBysoKuLumwtbWlj/++IOPPvroge0HBgbSqlUrJk6cSEREBCqViqVLl+rqM9SWLVtITEzk9ddfJy8vj8OHD+vOtWjRgl27dpV7vrR2x4wZQ9++fRk6dCj9+/enfv36XL9+nV9//RUvLy/drlxCCCGEqD0k2RBVYurUqbi4uJCYmMjChQuxtLTExcVFb2rTtGnTmD59OrNmzcLc3JwXX3yRLl26MHXq1BL1Pf/883zwwQdotdoSU6iK2djY8Oyzz3LlypVqfaGcq6sro0ePZv369Xz22Wc0bNiQnTt3YmtrS2JiIp988gnz588nIyMDe3t7PDw86NKli0FttGvXjm+//ZbPP/+cwsJCXFxcmD9/fonF6/eKiori/fffZ9iwYeTl5bFq1Srat28PgLGxMcHBwWzbtq1CsSgUChYtWsT06dOJiopCrVYTFhbG9evX2bFjh0H3AnD27FkAli9fzvLly/XOrVq16oHni+/jXk2bNmX9+vV88sknzJw5k9zcXBwcHPD29ta9d6SynJ1U/+p6IYQQD4f8vX70KLRarbzrXTyScnJyCAgIYPTo0bz++us1HU6tUlRUxHPPPUenTp2YNm1aTYdTq2m1WoMX4QshhKg5hYVFZGTkUlRUNY+wxsZKbG0tSU+/KWs2DGBnZykLxMXjKScnh9OnT7N27VoUCsUDFz/XJbdv3yYlJYXvvvuOK1euyLsnKkChUMgOJAaQXVsqR/rNcNJnlVMX+q2oSFtliYaofpJsiEfOsWPHGDx4MA0bNuSDDz6o9ALmx9HVq1fp168fdnZ2TJs2Te8t4qJssgOJ4aTPKkf6zXDSZ5Uj/SZqC0k2xCOnffv2nDx5sqbDqJWcnZ2lb4QQQghRa8h72YUQQgghhBDVQpINIYQQQgghRLWQZEMIIYQQQghRLSTZEEIIIYQQQlQLSTaEEEIIIYQQ1UKSDSGEEEIIIUS1kGRDCCGEEEIIUS3kPRtCiDrPyEh+d6mo4r6SPjOM9JvhpM8q53HuN3lz+KNJodVq5VsT4hEVGRnJ0aNH2bJlCwDJyclMmTKF/fv3Y2dnV+F6KnpdcnIyJiYm9O7d+1/HXp6LFy/SuXNnFixYQPfu3au1La1Wi0KhqNY2hBBC/HuFhUVkZORWecJhbKzE1taS9PSb8tZ1A9jZWVYoqZWRDSEeIx07diQxMRG1Wl0t9W/YsAELC4tqTzYcHR1JTEykWbNm1doOgEKhYP6aQ1xMza72toQQQlSOs5OKiEGeKJUKGd14xEiyIcRjxM7OzqARjYfp9u3bGBsbo1Q++FcQU1NT2rRp8xCiuutiajanL2U+tPaEEEKIuuLxm9AnRB2WnJyMRqMhLS1Nd+zKlSsMHz4cDw8PgoKCWLFiBbNnzyY4OLjE9VeuXOGNN96gTZs2dO3ala+//lp3LiwsjF9//ZVdu3ah0WjQaDTExMSUGUtwcDDvvvsuy5Yto1OnTrRu3ZqMjAxOnz7NuHHjCAoKwsPDgx49erB8+XKKiv5v6PrixYtoNBq2bdtWor41a9bQqVMnPD09CQ8P17tXIYQQQtQuMrIhxGNMq9USHh7O9evXmTlzJiqVivj4eP75559SRxgiIiLo378/Q4YM4csvvyQyMhJ3d3eaN2/O9OnTmThxImZmZkyePBmABg0alNv+999/T9OmTXnnnXdQKpVYWFhw8uRJXFxc6N27N5aWlpw4cYKYmBhyc3MZNWpUufXt3LmT8+fPExUVRXp6OtHR0cyaNYuPP/648p0khBBCiGojyYYQj7E9e/Zw7Ngx1qxZg5eXFwAdOnQgKCio1HUdgwYNYtCgQQC0bduW3bt389133xEeHk6LFi2wsrLCwsKiwlOcCgoKWLZsGRYWFrpjPj4++Pj4AHeTIU9PT/Ly8khISHhgsqHValm8eDGmpqYAXLp0ibi4OIqKiio0PUsIIcSjrTp22Xqcd/CqDSTZEOIx9tdff6FWq3WJBoClpSU+Pj4cO3asRHl/f3/df1tYWNCoUSOuXLlS6fbbt2+vl2gA5OfnExcXx+bNm7l8+TIFBQW6czdv3sTS0rLM+ry9vXWJBkDz5s0pKCjgxo0bODg4VDpOIYQQjwa12vyRrLsuk2RDiMfY1atXS10wXtYicpVKpffZxMSE27dvV7p9e3v7EsfmzZvH+vXrGTlyJG5ubqhUKnbs2MHixYvJz88vN9m4fzSmOPHIz8+vdIxCCCEeHVlZtygsrNrtaY2MlKjV5tVS9+NMrTaXrW+FqOscHR1LXUD9sBZVl/b+im3bthEaGsqbb76pO7Z79+6HEo8QQohHW2FhUbW9C6M6667LZHKaEI8xd3d3srKyOHjwoO7YzZs32b9/f6XqMzEx+dejCPn5+ZiYmOg+FxYWsnXr1n9VpxBCCCFqJxnZEOIxFhgYSKtWrZgwYQLjx49HrVbz2WefYWlpWam3Zj/55JN8/fXX7Ny5EwcHBxwdHXFycjKoDl9fX9avX0+LFi2wtbVl7dq1/2qqlhBCCCFqL0k2hHiMKRQKFi1aRFRUFFFRUajVagYPHszZs2c5ceKEwfUNGzaMCxcuMHnyZLKyshg1ahSjR482qI5p06Yxffp0Zs2ahbm5OS+++CJdunRh6tSpBsdTVZydVA8uJIQQosbI3+lHl0Kr1co734WoQ27fvk3Pnj3x8vIiOjq6psOpcVqttlKjPEIIIR6uwsIiMjJyKSqq2kdXY2MltraWpKfflDUbBrCzs5QF4kIISExMpKioCBcXF7Kysvjiiy+4dOkSH330UU2HVisoFArZgcQAsmtL5Ui/GU76rHIe534rKtJWeaIhqp8kG0I85urVq8fSpUu5dOkSAE8//TRxcXG4u7vXcGS1h+xAYjjps8qRfjOc9FnlSL+J2kKSDSEec3369KFPnz41HYYQQggh6iDZ+lYIIYQQQghRLSTZEEIIIYQQQlQLSTaEEEIIIYQQ1UKSDSGEEEIIIUS1kGRDCCGEEEIIUS0k2RBCCCGEEEJUC0k2hBBCCCGEENVC3rMhhKjzjIzkd5eKKu4r6TPDSL8ZTvqsch7nfpM3iD+aFFqtVr41IR5TK1aswMXFhaCgoH9dV0xMDMuXL+ePP/6ogsgqJjw8nOzsbFavXl1tbWi1WhQKRbXVL4QQomoUFhaRkZFb5QmHsbESW1tL0tNvylvXDWBnZ1mhpFZGNoR4jK1atYqOHTtWSbLxuFIoFMxfc4iLqdk1HYoQQogyODupiBjkiVKpkNGNR4wkG0I8RIWFhRQVFWFiYlLToYh7XEzN5vSlzJoOQwghhHjsPH4T+oR4gO+//54XXngBd3d3/P39iY6OJj8/H4Dc3FzatGlDfHx8ievGjBlDaGio7nNWVhYzZszA398fNzc3QkJC+Pnnn/WuCQsLY/jw4WzYsIFu3brh7u5OSkoKALt27WLAgAF4eHjg7e1NWFgYx48f18Xx7rvv0q1bNzw8PAgODiYqKorsbP1f33fs2EFISAht27bFy8uLkJAQdu/eDUBwcDCXLl1izZo1aDQaNBoNycnJZfZLUVERn3/+Oc8//zxubm74+fkxZsyYEm3e69KlS4wZMwZPT0/atGnD0KFDOXnypF4ZjUZToj9XrFiBRqPRO3b69GleeeUV3N3dee6559iwYUOJ9q5cucLYsWPx9fXF3d2d4OBg3n///TLjE0IIIUTNkpENUafs2LGDMWPG0LNnTyZMmMCZM2f4+OOPuXz5Mp9++ikWFhYEBwezdetWhg4dqrsuJyeHXbt2MXHiRABu377NkCFDuHHjBm+//TZOTk5s2rSJ4cOHk5ycrPcgffToUS5dusTYsWNRq9U0bNiQb775hvHjx9O5c2c+/PBDTExM+P3330lNTcXV1ZW8vDwKCwsZN24cdnZ2XL58mSVLlhAeHq5bv3DhwgXGjh2ru5eioiJSUlLIzLz7C31sbCxvvvkm7dq14/XXXwegSZMmZfbNrFmzSExM5NVXX8XPz4+bN2+ya9cucnNzUalUJcrn5OQQFhaGUqlk5syZ1KtXj8WLF/PKK6+wadMmGjZsWOHvJT8/n9dffx1zc3Pmzp0LwKeffkpOTg7NmjXTlZs0aRJXr15l6tSp2Nvbc/nyZY4ePVrhdoQQQgjxcEmyIeqU2NhY2rRpw4cffghAYGAg5ubmREVFcfLkSTQaDT179iQ8PJxz587pHnS3b9/OnTt3eP755wHYvHkzKSkpbNy4kRYtWgAQEBDA+fPnWbRoEQsWLNC1mZmZyVdffaV7+NZqtXzwwQf4+fmxcOFCXbl711XY2dkxc+ZM3ec7d+7g7OzMwIEDOXv2LC4uLhw/fpyCggKmTZuGlZWVLoZirq6umJqaUr9+fdq0aVNuv5w9e5YvvviCcePGMXz4cN3xbt26lXlNcnIy//zzD1u3bqV58+YAeHt706lTJ1auXElkZGS5bd5f19WrV/n22291fe7q6kr37t31ko2//vqL8ePH06NHD92xPn36VLgdIYQQj7bq2GXrcd7BqzaQZEPUGTdv3uTEiRNMnjxZ73iPHj2Iiori0KFDaDQaAgICUKvVbN26lZEjRwKwdetW2rdvT/369QHYu3cvTz31FM2aNePOnTu6unx9fdm0aZNe/U899ZTer/xnzpzhypUrJeK439dff82KFSs4f/48ubm5uuPnzp3DxcUFjUaDkZERERER9O/fH29v71JHICril19+QavV0rdv3wpf89tvv9GyZUtdogFgY2ODr68vhw4dMqj9I0eO0LJlS73EomnTpjz99NN65VxdXVm+fDlGRkb4+fnRtGlTg9oRQgjxaFOrzR/JuusySTZEnZGdnY1Wq8Xe3l7vuEqlwtTUVDf9yNTUlK5du/LNN98wcuRI0tPT2bdvH++++67umvT0dI4fP06rVq1KtGNkZKT3uThBKZaRkQGAo6NjmbH+8MMPTJ48mdDQUMaNG4eNjQ3Xrl1j5MiRuvUlLi4uLFmyhLi4OEaNGoVSqcTf35+oqCgaNWpkQM/cjcnY2LhE35QnKyurxL0B2Nvbc+rUKYPav3r1aqlt29vb6+4X4OOPP+bjjz/mk08+YebMmbi4uDB+/Hi6du1qUHtCCCEeTVlZtygsrNrtaY2MlKjV5tVS9+NMrTaXrW+FuJdKpUKhUJCWlqZ3PDs7m9u3b2Ntba071qtXL7766itSUlI4fPgwSqVS74HW2toajUbD7NmzH9ju/e9wsLGxAe4+YJdl27ZtPPPMM3oJzq+//lqiXGBgIIGBgeTk5LBnzx6io6OZMmUKK1eufGBc98d0584dbty4UeGEw9ramrNnz5Y4fuPGDb2+NDU1paCgQK9MVlaW3mdHR0eOHTtWal3FU8SKy0VHR1NUVMTRo0dZvHgx48aNY9u2bTzxxBMVilsIIcSjq7CwqNrehVGddddlMjlN1BmWlpY888wzbNu2Te/4t99+C4Cnp6fu2LPPPouDgwNbt25l69atBAYG6k1R8vX15e+//8bR0RF3d/cS/8rz5JNP0qBBg3J3hsrLyyuxPe7mzZvLLG9lZUWPHj3o2bMnp0+f1h03MTHRGxkoS4cOHVAoFCQlJT2wbDFPT0/++9//cubMGd2xzMxM9u3bp9eXDRo00IsJYN++fXqf3d3dOXXqFOfPn9cdO3/+vG7nrvsplUpat27N22+/zZ07d/SuE0IIIUTtYTRjxowZNR2EEA+Lg4MDy5cv59y5c5iZmbFr1y7mzZtH586dCQsL05VTKpX8888/bNmyhdOnTzN69GhatmypO9+yZUt27NjBl19+iampKTdv3iQlJYUtW7bw888/4+vrC8CGDRswMTGhd+/eumsVCgVOTk4sW7aMkydPYmpqysWLF9m4cSO5ubm4uLiQkZHBl19+iVKp5M6dOyQkJLBnzx6ysrJ4/vnnadGiBevWrSMhIYH8/HwyMjI4cOAAn3/+Ob6+vrpRmH379vHnn3/SokULMjMzMTU1xdy85JxUW1tbrl+/zvLly8nNzUWr1fLf//6X5cuX06pVK6ysrPj111/5448/GDFiBADNmzdny5YtbN26FXt7ey5cuMC0adPIzs7mgw8+0CVnV69eJSkpCSsrK7KysoiNjeXUqVNkZ2czevRoXX8mJSXx3XffYW9vz//+9z+mTZuGsbExNjY2hISEkJ2dTVhYGLdv3yYnJ4czZ86wePFiMjIyGD9+fKn3VVHb9p8jPfvBSZkQQoiaYac2o7tPM/LyCqr8pX5KpQJzc9NqqftxZm5uilKpeGA5mUYl6pTOnTuzYMECFi5cSHh4ODY2NvTv358JEyaUKNurVy9Wr16NhYUFnTp10jtnamrKqlWriImJYcmSJVy7dg0bGxtcXV0ZOHDgA+Po0aMHZmZmLFmyhPHjx1OvXj1cXV3p0qULAAMGDODixYskJCQQHx+Pv78/H374If3799fVodFo+PHHH4mOjiYjIwMHBwd69uzJ2LFjdWXGjx/PjBkzGD16NDdv3iQ6OpqQkJBSY4qKisLZ2Zn169ezcuVKbGxs8Pb2xtLSstTyVlZWrF69mjlz5jBt2jSKiopo164dCQkJegviw8PDuXHjBgsXLkShUBAaGsrgwYOZM2eOroyZmRnLly9nxowZTJw4EScnJ8LDw9mxY4fuPR/16tXjqaeeYvXq1Vy+fBkzMzPc3NyIj4/Hzs7ugX1eHmenyi2sF0II8XDI3+lHl0Kr1UoKJ4Sos7RabYl1NUIIIWqfwsIiMjJyq3z0wdhYia2tJenpN2XNhgHs7CxlgbgQQjyIQqGQHUgMILu2VI70m+Gkzyrnce63oiKtTHN6BEmyIYSo82QHEsNJn1WO9JvhpM8qR/pN1BayG5UQQgghhBCiWkiyIYQQQgghhKgWkmwIIYQQQgghqoUkG0IIIYQQQohqIcmGEEIIIYQQolpIsiGEEEIIIYSoFpJsCCGEEEIIIaqFJBtCCCGEEEKIaiEv9RNC1HlGRvK7S0UV95X0mWGk3wwnfVY5j2u/ydvDH10KrVYr35wQtcSKFStYsWIFqampdOrUiUWLFtV0SHqCg4Pp2LEjUVFRD6W9rKwsvL29iY6OJiQkpFra0Gq1KBSKaqlbCCFE1SgsLCIjI7daEg5jYyW2tpakp9+Ut64bwM7OskJJrYxsCFFLnDt3jjlz5jBs2DA6deqEra1tTYdUJygUCuavOcTF1OyaDkUIIUQpnJ1URAzyRKlUyOjGI0iSDSFqibNnz6LVaunfvz9PPPFETYdTp1xMzeb0pcyaDkMIIYR47DxeE/qEeERFRkYyYsQIAJ577jk0Gg3JycnA3alEM2bMwN/fHzc3N0JCQvj5559113799de4ubmRl5enO9a7d29cXV3JycnRHQsNDWXmzJnlxpGamsqkSZPw9fWldevWdO/enZUrV5Z7zffff88LL7yAu7s7/v7+REdHk5+frzufnJyMRqMhLS1N77oXXniByMhIvWNffvklwcHBeHh48Oqrr3L+/PkS7e3YsYOQkBDatm2Ll5cXISEh7N69u9wYhRBCCFEzZGRDiFogPDyc5s2bM3/+fGJjY3FwcKBJkybcvn2bIUOGcOPGDd5++22cnJzYtGkTw4cP1z3Ee3t7U1BQwOHDh+nQoQPp6emcOnUKU1NTDh06RFBQELdu3eLYsWO8+uqrZcaQnp5OaGgoAOPGjcPZ2Znz589z4cKFMq/ZsWMHY8aMoWfPnkyYMIEzZ87w8ccfc/nyZT799FOD+uDHH39k2rRphISE0KNHD44dO8bYsWP1yly4cIGxY8fq2isqKiIlJYXMTBmVEEIIIWojSTaEqAWaNGmCi4sLAM888wzOzs4AJCUlkZKSwsaNG2nRogUAAQEBnD9/nkWLFrFgwQIaN25Mo0aN+O233+jQoQOHDh3C0dGR1q1bc/DgQYKCgvjjjz8oKCjAy8urzBhWrFjBjRs3+Pbbb3Xt+/j4lBt3bGwsbdq04cMPPwQgMDAQc3NzoqKiOHnyJBqNpsJ9sHjxYry8vIiOjtbdZ35+vt4i+ePHj1NQUMC0adOwsrLSlRNCCPH4q64dth7XHbxqC0k2hKjF9u7dy1NPPUWzZs24c+eO7rivry+bNm3Sffby8uLgwYMAHDx4EG9vb1q3bs0333yjO9a0aVMcHR3LbGv//v106NBBl2g8yM2bNzlx4gSTJ0/WO96jRw+ioqI4dOhQhZONwsJCjh07xsSJE/WOd+vWTS/Z0Gg0GBkZERERQf/+/fH29kalUlWoDSGEEI82tdr8ka6/rpJkQ4haLD09nePHj9OqVasS54yMjHT//eyzzzJ79mwKCgo4ePAg/fr1w8PDg3nz5nHr1i1+++23ckc1ADIyMmjZsmWFY8vOzkar1WJvb693XKVSYWpqatDUprS0NO7cuYOdnZ3e8fr16+t9dnFxYcmSJcTFxTFq1CiUSiX+/v5ERUXRqFGjCrcnhBDi0ZOVdYvCwnrXN/oAACAASURBVKrfmtbISIlabV5t9T+u1Gpz2fpWiEedtbU1Go2G2bNnl1vOy8uLW7duceDAAVJSUvD29ubJJ5/EzMyMAwcO8Oeff/Liiy+WW4eNjQ1Xr16tcGwqlQqFQlFi4Xd2dja3b9/G2toagHr16gFQUFCgVy4rK0v333Z2dhgbG5eo6/r16yXaDQwMJDAwkJycHPbs2UN0dDRTpkx54EJ2IYQQj7bCwqJqfQ9GdddfV8nkNCFqMV9fX/7++28cHR1xd3cv8a+Yi4sLDg4OxMXFYW1tTYsWLVAqlXh6ehIfH09+fj7e3t7ltuXj48Mvv/zCP//8U6HYLC0teeaZZ9i2bZve8W+//RYAT09PAJycnAA4c+aMrszp06e5fPmy7rORkRGurq788MMPenV99913ZbZvZWVFjx496NmzJ6dPn65QzEIIIYR4uGRkQ4harE+fPqxbt47Bgwfz+uuv06xZM7Kzs3ULpSdMmKAr6+npybZt2+jatavumJeXF/Pnz6dBgwYPfHfHa6+9xsaNG3nllVd46623eOKJJ/j77785d+5cibUUxUaNGsXIkSOJiIjgP//5D2fPnuXjjz+mW7duuvUaHh4eNGzYkPfff58JEyaQk5PD0qVLsbGx0atrxIgRhIeHM2XKFN1uVBs3btQrs27dOg4fPkxAQAAODg5cvHiRTZs24efnZ1C/CiGEEOLhkGRDiFrM1NSUVatWERMTw5IlS7h27Ro2Nja4uroycOBAvbLPPvss27Zt01ub8eyzzwI8cL0GgK2tLV988QUffvgh8+fP59atWzRu3LhEO/fq3LkzCxYsYOHChYSHh2NjY0P//v31kiATExNiY2OZMWMGY8eOpUmTJvy///f/mDNnTom6Zs6cyZIlS9i6dSseHh588skn9OvXT1dGo9Hw448/Eh0dTUZGBg4ODvTs2bPEFrmGcnaSReZCCFFbyd/oR5tCq9XKe9+FEHWWVqtFoVDUdBhCCCHKUVhYREZGLkVFVf/YamysxNbWkvT0m7JmwwB2dv+fvTsPi7LqHz/+nmFRtmETxT1EGzcEBERARXEt7dEoTVNcIveFnkSF3HL7abkmaiHho+ZumZVmrqk9aop75vL41XwMDERhQEVZ5/eHX+6vI6gMCQh+XtfVdTnnPvc55/7MxDWfOfc5t5UsEBdCiGdRqVSyA4kRZNeW4pG4GU9iVjwVNW55efoSSTREyZNkQwjx0pMdSIwnMSseiZvxJGbFI3ETLwrZjUoIIYQQQghRIiTZEEIIIYQQQpQISTaEEEIIIYQQJUKSDSGEEEIIIUSJkGRDCCGEEEIIUSIk2RBCCCGEEEKUCEk2hBBCCCGEECVCnrMhhHjpFeUJqOKh/FhJzIwjcTOexKx4Kmrc5KF+5ZdKr9fLOyeEeGnp9XpUKlVZD0MIIcRT5ObmodNllEjCYWqqxt7eitTUe/IgRCM4OFgVKamVmQ0hiiAiIoJz586xbdu2EusjKiqKFStWcOrUqRLr4+8qjTg8rnv37jRq1Ig5c+aUSPsqlYp5a08Qn3SnRNoXQgjx99SqZkN4Xy/UapXMbpRDkmwIIV568Ul3uJKQVtbDEEIIISqcinVDnxAvmKysLPLyZEpWCCGEEC8nSTaEMMKBAwfo1q0bbm5uBAcHc/r0aYPjQUFBTJ8+nZiYGNq1a0ezZs3Q6XTk5eWxbNkygoKCaNq0KV26dGHDhg3P7G/JkiW4u7tz4MAB4GHysmDBAtq1a0fTpk157bXX+OGHHwzOiYiIoFu3bhw9epQePXrg4eHB22+/zblz557ZX1ZWFgsXLqR9+/Y0bdqUNm3aEBER8dRzLl26RGhoKB4eHnh5eTFmzBhu3LihHI+Pj0er1fLTTz8ZnDdr1iyCgoIMyk6ePElwcDBubm5069ZNue5HXb58mcGDB+Pr64u7uzudO3cmJibmmdcmhBBCiNInt1EJUUTJyclMmzaN0aNHo9FoiImJITQ0lF27duHo6KjU27VrF3Xr1mXixImo1WosLS359NNPWb16NcOHD8fT05P9+/czdepUcnJy6NevX6H9ffLJJ2zYsIHly5fj6+sLQFhYGCdPnmTkyJG4urpy4MABxo0bh0ajITAw0GCsM2fOZMiQIdjY2DB//nxGjRrF7t27MTMze+I1jh49ml9//ZWhQ4fi4eFBSkoKu3btemL9v/76i379+lG7dm3mzp1LZmYmCxcupF+/fnz//fdYW1sbFd/Q0FC0Wi2LFi0iPT2dadOmkZGRQaNGjZR6w4YNo0qVKsyaNQtra2uuX79OYmJikfsRQghRPpXUDlsVdQevF4UkG0IUkU6nY9GiRfj5+QHQokULAgMDWblyJWPHjlXqZWdnExMTg6WlJQApKSmsWbOG0NBQRo8eDUCrVq1ITU1l6dKl9OnTBxMTE+V8vV7Pxx9/zI4dO1i5ciXu7u4A/Prrr+zbt4/Y2FhatWoFQEBAAMnJyURFRRkkG2lpaaxZs4YGDRoAYGFhQf/+/Tlz5gze3t6FXt+hQ4fYv38/8+fPp1u3bkr5o/9+3MqVK8nJyWHFihXY2dkB0KhRI7p27cq3335LSEhIEaMLq1atQqVSERMTg42NDQDOzs4MHDhQqZOSkkJ8fDwTJ05UZkVatmxZ5D6EEEKUXxqNRblu/2UlyYYQRWRjY6MkGvmv/f39OXPmjEE9X19fJdEAOHv2LNnZ2XTp0sWg3muvvca2bdu4du0arq6uwMNEY/z48Rw6dIjVq1fTsGFDpf6hQ4ews7OjZcuW5OTkKOX+/v58/PHH5ObmKklL1apVlUQDoH79+gAkJSU98fqOHDmChYUFXbt2LXJMjh8/jq+vr5JoALi6utKwYUNOnDhhVLJx5swZfH19lUQDwM/Pz6Bte3t7atasyYIFC0hLS8PPzw9nZ+ci9yGEEKL8Sk+/T27u818HaWKiRqOxKLH2KyqNxkK2vhXieXJwcChQ5ujoyJUrVwqUPSot7eEuR1WqVDEoz3+t0+mUsuzsbPbt24e/vz+vvvqqQf3U1FR0Oh1NmjQpdHzJycnKF2+NRmNwLP/WqczMzMIv7n/H4eTkZNQzJ9LT0w1uccrn6OioXHdRJScnU7du3QLlj8ZdpVIRGxvLwoULmT59OhkZGTRp0oTIyEh8fHyM6k8IIUT5kpubV6LPwSjp9l9WkmwIUUQpKSkFym7fvo2Tk5NB2eNf1vN/mb99+zbVqlVTym/dumVwHMDc3Jzo6GgGDx7Mxx9/zPTp05Vjtra2ODg4sHz58kLHV1gyZAw7OzuSk5ONesidra0tt2/fLlB++/ZtXnnlFQAqVaoEPEykHpWenm7w2snJqdC2Ho+7i4sLixcvJjs7m1OnTrFgwQKGDRvGwYMHsbKyKtK4hRBCCFE6ZCWMEEV0584djhw5YvD68OHDypqKJ3Fzc8PMzKzAbkw7duzA0dFR+VKez9vbm2XLlrF161ZmzZqllPv7+5OSkoKZmRlubm4F/jM3N/9b1+fv78/9+/fZsWNHkc/x8vLi119/NZjFuHr1KpcuXcLLywt4OMthZmZmMAOUlZVFXFycQVvNmjXj6NGj3Lnzfw/XO3LkiMHMz6PMzMxo0aIFQ4YM4e7du9y8ebPI4xZCCCFE6ZCZDSGKyM7OjokTJzJmzBhsbGyIiYlBr9czYMCAp57n4OBAv379iI2NxdzcHA8PDw4cOMC2bduYPHmyweLwfH5+fkRFRTFy5EgsLCz48MMPCQgIoF27drz//vu8//77aLVa7t+/z//8z//w3//+1yAxKQ5/f38CAwP56KOPuH79Ou7u7uh0Onbu3MmiRYsKPWfgwIFs2bKF9957j+HDh5OZmcmiRYuoXr06b775JgBqtZqOHTuydu1a6tati729PWvWrCkwgzJgwADWrVvH4MGDGTx4MOnp6URFRRnM/Fy8eJFPPvmE119/ndq1a3P37l2io6OpWbMmderUKfa116pm8+xKQgghyoT8jS7fJNkQooicnJwIDw/n008/5fr16zRo0IDY2NgCazEKM378eGxsbPj666/54osvqFmzJtOmTaN3795PPCcwMJBFixYRFhZGpUqVGDlyJIsXL2b58uWsX7+ehIQEbGxsaNCgAcHBwc/lGqOioliyZAkbN25kyZIlODo6EhAQ8MT61atX56uvvuLTTz8lPDwctVpNQEAAERERBtveTp48mcmTJzNz5kysrKwIDQ3FxcWFvXv3KnWqVq1KTEwMM2fOJCwsjDp16jBlyhQWLlyo1HFycqJKlSpER0eTlJSEjY0N3t7ezJ07t9CkrSj0ej3hfb2Kda4QQojSkZubR16evqyHIYpBpdfr5Z0TQrzUZAeSopNdW4pH4mY8iVnxVNS45eXpSyzZMDVVY29vRWrqPVkgbgQHByvZjUoIIYpCdiAxnsSseCRuxpOYFY/ETbwoZIG4EEIIIYQQokRIsiGEEEIIIYQoEZJsCCGEEEIIIUqEJBtCCCGEEEKIEiHJhhBCCCGEEKJESLIhhBBCCCGEKBGSbAghhBBCCCFKhCQbQgghhBBCiBIhD/UTQrz0ivIEVPFQfqwkZsaRuBlPYlY8FSFuJfm0cFH6VHq9Xt5NIYpoz549JCUl0bdvX6UsIiKCc+fOsW3btjIcGVy4cIEePXqwevVqfH19S7y/9PR0Vq1axWuvvUb9+vVLvL+SotfrUalUZT0MIYQQ/ys3Nw+dLqPUEg5TUzX29lakpt6Tp64bwcHBqkhJrcxsCGGEPXv2cO7cOYNk42WVnp7OkiVLaNCgQblONlQqFfPWniA+6U5ZD0UIIV56tarZEN7XC7VaJbMbFYQkG0KIAh48eEDlypVLtc/c3Fzy8vIwMzMr1X4B4pPucCUhrdT7FUIIISq68ntDnxClLCIigm+//ZbLly+j1WrRarVEREQox48ePUqPHj3w8PDg7bff5ty5c8qx+Ph4tFotP/30k0Gbs2bNIigoSHm9ZcsWtFot58+f5/3338fDw4NOnTqxdevWAuNZtmwZAQEBeHp6MmrUKG7fvl2gjl6vJzY2ls6dO9O0aVPat2/PypUrDepERUXh6enJ2bNneeedd3Bzc2Pt2rUALF++nI4dO+Lm5kbLli0ZOHAgf/75J/Hx8bRv3x6AsLAwJR7x8fEA6HQ6IiMj8fX1pVmzZvTu3Zu4uDiDfkNCQhg6dCjffvstnTt3xs3NjYsXLxIREUG3bt04fPgwb7zxBs2aNaNfv37Ex8ej0+kICwujefPmdOjQgR9//LEob50QQgghyojMbAhRRCNGjCAlJYWrV68yb948ABwcHFi2bBnJycnMnDmTIUOGYGNjw/z58xk1ahS7d+8u1i/14eHh9OrVi0GDBrFp0yYiIiJwc3PD1dUVgDVr1vDZZ5/x3nvv4e/vz+HDh5k4cWKBdmbNmsXmzZsZNmwY7u7unDx5knnz5lGpUiX69Omj1MvOzmbs2LEMHDiQf/7zn9jZ2bF161Y+++wzxowZg4eHB3fu3OHEiRPcu3ePevXqsWTJEkaNGsWHH36orBGpWrUqubm5DB48mD///JPw8HCqVKnCV199xaBBg9iwYQNNmzZV+j137hwJCQmEhYWh0WioXr06AMnJycyZM4fhw4djamrKzJkzCQ8Px8LCAm9vb3r16sWmTZsYN24c7u7u1KxZ0+gYCyGEEKLkSbIhRBHVqVMHBwcHbty4gYeHh8GxtLQ01qxZQ4MGDQCwsLCgf//+nDlzBm9vb6P76tu3r7IuxNPTkwMHDrBz505GjBhBbm4u0dHRdO/enQkTJgDQunVrbt++zXfffae0cf36ddasWcO0adN45513APD39+fBgwcsXbqUd955B7X64eRmdnY2//znP3n99deV8zdt2oRWq2Xo0KFKWYcOHZR/N2rUCIC6desaxGPv3r2cPXuWL7/8ktatWwPQqlUrOnXqRHR0NFFRUQZx+/rrr5Uk40nxvHnzJjNmzGDw4MGMHDkSADc3N3bv3s2ePXsYMGCA0TEWQgjx4irN3bQqwg5eLzJJNoR4DqpWrap8MQaUBdNJSUnFaq9Vq1bKvy0tLalRowaJiYkAJCYmcvPmTTp27GhwTufOnQ2SjcOHDwPQqVMncnJylHJ/f39iYmL466+/DGYEAgMDDdpr3Lgx69atY/bs2XTs2BF3d/cizdIcP34ca2trJdEAMDMzo2PHjgV27Hr11VcLJBpQMJ6vvPKKMvZ8Go0GBwcHJS5CCCEqDo3G4qXo82UgyYYQz4FGozF4nf+lPDMzs1jt2djYFGgvKysLeHiLETy8hetRVapUMXidmpqKXq+nZcuWhfbxaLJhYWGBlZWVwfHg4GDu3bvHpk2bWLlyJTY2NvTo0YPw8PCnLh5PT0/H0dGxQHmVKlVIS0srUFaYJ8Xz8biYm5sXO8ZCCCFeXOnp98nNLZ1taE1M1Gg0FqXaZ0Wg0VjI1rdCvCgqVaoEPLxd6VHp6elGt+Xk5ARASkqKQfmtW7cMXtva2qJSqVi3bl2hMxIuLi7Kvwt7zoRarWbAgAEMGDCApKQktm/fzvz587G3t1duZSqMra1toYvVb926ha2trUGZPN9CCCFEYXJz80r9mRdl0efLQG5OE8IIZmZmxfol3dHRETMzM65cuaKUZWVlFdihqSicnZ1xcnJi9+7dBuU7d+40eO3n5wc83BnKzc2twH/W1tZF7rNatWq89957aLVarl69Cjx59sbLy4u7d+/y73//WynLyclhz549eHl5Ff1ChRBCCFHuycyGEEZwdXXlm2++Ydu2bdStWxd7e/sinadWq+nYsSNr165VzluzZk2xnl5tYmLCkCFDmDVrFo6OjgQEBHDo0CGOHj1qUM/FxYW+ffsyfvx4QkNDcXd3Jzs7m2vXrnH06FGWLVv21H6mTJmCRqPBw8MDjUbDyZMnuXjxorKLlZOTExqNhu3bt1OrVi3Mzc3RarW0bduWZs2aMW7cOMaOHavsRnXz5k0WL15s1LUKIYQQonyTZEMII7z99tucPXuWGTNmoNPpePPNN4t87uTJk5k8eTIzZ87EysqK0NBQXFxc2Lt3r9HjCAkJIT09nXXr1rF+/Xr8/PyYOXMm77//vkG9SZMm4eLiwsaNG1m6dClWVla4uLjQpUuXZ/bh6enJpk2b2Lx5M/fv36d27dpERkbSs2dP4GECNXv2bBYsWMDAgQPJyspi79691KpVi+XLl/Ppp58yd+5cMjIyaNKkCStWrDDY9vZFUquazbMrCSGEKHHy97jiUen1enkWvBDipVWc2SUhhBAlJzc3D50ug7y80vmKamqqxt7eitTUe7JmwwgODlayQFwIIZ5FpVLJDiRGkF1bikfiZjyJWfFUhLjl5elLLdEQJU+SDSHES092IDGexKx4JG7Gk5gVj8RNvChkNyohhBBCCCFEiZBkQwghhBBCCFEiJNkQQgghhBBClAhJNoQQQgghhBAlQpINIYQQQgghRImQZEMIIYQQQghRIiTZEEIIIYQQQpQISTaEEEIIIYQQJUIe6ieEeOmZmMjvLkWVHyuJmXEkbsaTmBVPRYibPEG8YlHp9Xp5N8ULLyIignPnzrFt2zYAtmzZQmRkJEeOHMHBwaHI7RT1vC1btmBmZsYbb7zxt8ceFBRE27ZtmTJlyt9uSzx/er0elUpV1sMQQgjxv3Jz89DpMkot4TA1VWNvb0Vq6j156roRHBysipTUysyGKJfatm3Lxo0b0Wg0JdL+t99+i6Wl5XNJNsSLTaVSMW/tCeKT7pT1UIQQ4qVXq5oN4X29UKtVMrtRQUiyIcolBwcHo2Y0hHGysrIwNTVFrS6/0/DGiE+6w5WEtLIehhBCCFHhvBzfJESFs2XLFrRaLSkpKUpZYmIiQ4cOxd3dncDAQFauXMmsWbMICgoqcH5iYiLvv/8+Hh4edOrUia1btyrHQkJCOHbsGPv370er1aLVaomKinriWPbu3UtwcDCenp54e3sTHBzMgQMHCtRbu3Yt7dq1w8vLixEjRhiMHSAhIYExY8bg5eWFh4cHoaGhXLp0STm+dOlS2rZtq7zOy8vD29sbPz8/g3ZatWrFl19+aXCt4eHh+Pr60qxZM/r27cu5c+cMzgkKCmL69OnExMTQrl07mjVrhk6nK/R6L1++zODBg/H19cXd3Z3OnTsTExOjHI+IiKBbt24cPXqUHj164OHhwdtvv12gz8zMTGbPnk2rVq1wc3Oje/fu7N69Wzl+/PhxtFot169fV8qGDRuGVqvl8uXLStmHH37IkCFDCh2rEEIIIcqWzGyICkGv1zNixAhu3brFtGnTsLGxITY2lhs3bhT663x4eDi9evVi0KBBbNq0iYiICNzc3HB1dWXq1KmMGzeOypUrM2HCBACcnZ0L7ff69euEhYXRtWtXxo4dS15eHhcvXiQtzfBX8n379vHf//6XKVOmkJqayuzZs5kxYwYLFy4E4O7du4SEhKBWq5k2bRqVKlXi888/p1+/fnz//fdUr14dHx8fFi9ezJ9//knt2rW5cOECDx484N69e1y5cgVXV1f++OMPkpOT8fHxASAtLY13330XS0tLJk+ejI2NDV999RUDBgxg165dODo6KmPctWsXdevWZeLEiajVaiwtLQu95mHDhlGlShVmzZqFtbU1169fJzEx0aBOcnIyM2fOZMiQIdjY2DB//nxGjRrF7t27MTMzU96DX375hQ8++IB69erx3XffMXr0aJYuXUr79u1p1qwZlSpVIi4ujjp16pCXl8eJEyeUsgYNGgAQFxdHSEjIMz8jQgghhCh9kmyICuHgwYP8/vvvrF27Fm9vbwBatmxJYGBgoes6+vbtS9++fQHw9PTkwIED7Ny5kxEjRlC/fn2sra2xtLTEw8Pjqf2eP3+e7OxsJk+ejLW1NQCtW7cuUE+v1/P5559jbm4OPJzFiI6OJi8vD7VazZYtW7hx4wbbt2/H1dUVAB8fH9q1a8eqVauIiIjA3d0dc3Nzjh8/Tu3atYmLi6Np06ZkZmZy7NgxXF1dOX78OJaWljRp0gSAVatWkZ6ezubNm5XEws/Pj86dOxMbG8v48eOVMWZnZxMTE/PEJAMgJSWF+Ph4Jk6cqMwYtWzZskC9tLQ01qxZoyQEFhYW9O/fnzNnzuDt7c3FixfZtWsX06ZNo3fv3gC0adOGhIQEJdkwNzenWbNmHD9+nLfeeotLly5x//59goODiYuL49133+W///0vN2/eVJIrIYQQFUNp7qZVEXbwepFJsiEqhN9++w2NRqMkGgBWVlb4+fnx+++/F6jfqlUr5d+WlpbUqFGjwK/zRaHVajExMVFmSnx8fLCxsSlQz8fHR0k0AFxdXcnOzub27ds4OTlx/PhxGjRooCQaAHZ2dvj7+3PixAkAKlWqhJubG3Fxcbz55pscP36cFi1a8ODBA+Li4ujTpw9xcXF4eHhgavrwf+1Dhw7h6+uLra0tOTk5AKjVanx8fPjtt98Mxujr6/vURAPA3t6emjVrsmDBAtLS0vDz8yt01qdq1apKogFQv359AJKSkgCUa+rSpYvBea+99hqzZ88mIyMDS0tLvL29lR3I8pOrNm3a8PHHHytlFhYWNG3a9KnjFkIIUb5oNBYvRZ8vA0k2RIVw8+bNQheMP2kR+eMJgZmZGVlZWUb36+LiwhdffEF0dDSjRo1CrVbTqlUrpkyZQo0aNZR6j8+u5CcemZmZAKSnp1OlSpUC7Ts6OhqsT/Dx8WHHjh3Awy/svXr1IjMzk+nTpwMoswD5UlNTOX36tDLT8ag6deoU6OtZVCoVsbGxLFy4kOnTp5ORkUGTJk2IjIw0mF14/Hrzb53Kv960tDTMzMyws7MzqFelShX0ej137tzB0tKSFi1a8Pnnn5OUlMTx48fx9vbG29ubW7duce3aNY4fP467u7vSvhBCiIohPf0+ubmlsw2tiYkajcaiVPusCDQaC9n6Vrw8qlatWmDBNVBo2fPWpk0b2rRpw927dzl48CCzZ88mMjKSVatWFbkNW1tb/vjjjwLlt2/fxtbWVnnt4+PDF198wZEjR0hLS6N58+ZkZWWRnJzMkSNHSEhIMJjdsbW1pXXr1oSFhRVo+9GZFqDIz5pwcXFh8eLFZGdnc+rUKRYsWMCwYcM4ePAgVlZWRb7e7Oxs0tLSDK7v1q1bqFQqJRn08PDAzMyMuLg4JZGys7OjQYMGxMXFERcXR48ePYrUpxBCiPIjNzev1J95URZ9vgzk5jRRIbi5uZGenk5cXJxSdu/ePY4cOVKs9szMzJRf4YvK2tqa119/na5du3LlyhWjzvXy8uI///kPV69eVcrS0tI4fPgwXl5eSpmnpyempqYsW7aMRo0aYW1tjYODA/Xr12fZsmWYmZkZrDPx9/dXFo+7ubkZ/KfVao0a4+PMzMxo0aIFQ4YM4e7du9y8edOo6wX46aefDMp/+uknGjdurNzOZWlpSePGjdm4cSM6nU45z8fHh++//574+HiD5EoIIYQQLxaZ2RAVQps2bWjSpAljx47lww8/RKPR8OWXX2JlZVWsp0PXq1ePrVu3sm/fPpycnKhatSrVqlUrUG/Dhg2cPn2a1q1b4+TkRHx8PN9//z0BAQFG9RccHMzKlSsZOnQoH3zwgbIblampKQMGDFDqWVlZ0ahRI44dO8agQYOUcm9vb9avX0/z5s2pVKmSUj5w4EB++OEH+vXrR//+/alRowYpKSmcOXOGatWqMXDgQKPGefHiRT755BNef/11ateuzd27d4mOjqZmzZoFbst6moYNG9KpUyfmzJnDgwcPcHFx4fvvv+fUqVMsW7bMoK63tzexsbE0adJEWYTv7e3N2rVrMTMzw9PT06hrEEIIIUTpkWRDVAgqlYply5YxZcoUpkyZgkajoX///vzxxx9cuHDB6PYGDx7M9evXmTBhAunp6YwaNYrRo0cXF7hvbgAAIABJREFUqKfVavn555+ZPXs2Op0OJycnunbtWuhtS09jbW3NV199xZw5c5g8eTJ5eXk0b96cNWvWUL16dYO6+Yu7H/1Fv0WLFqxfv77Arkz29vZs3LiRRYsWMW/ePHQ6HY6Ojri7u9OxY0ejxgjg5ORElSpViI6OJikpCRsbG7y9vZk7dy4mJiZGtTV37lwWLFhATEwMOp2OevXqsXjx4gLPRWnRogWxsbEG15t/nU2bNqVy5cpGX8fjalUruKhfCCFE6ZO/xxWPSq/Xy7PgRYWUlZVF165d8fb2Zvbs2WU9HPGC0uv1xZr9EkIIUTJyc/PQ6TLIyyudr6impmrs7a1ITb0nazaM4OBgJQvExctl48aN5OXl4eLiQnp6OuvXrychIYEFCxaU9dDEC0ylUskOJEaQXVuKR+JmPIlZ8VSEuOXl6Ust0RAlT5INUWFUqlSJ5cuXk5CQADxcFxAdHY2bm1sZj0y86GQHEuNJzIpH4mY8iVnxSNzEi0KSDVFh9OjRQ7ZBFUIIIYR4gcjWt0IIIYQQQogSIcmGEEIIIYQQokRIsiGEEEIIIYQoEZJsCCGEEEIIIUqEJBtCCCGEEEKIEiHJhhBCCCGEEKJESLIhhBBCCCGEKBHynA0hxEvPxER+dymq/FhJzIwjcTOexKx4ynvc5OnhFY9Kr9fLOyrEC6R79+40atSIOXPmlFqfFy5cYM+ePbz//vtYWFiUWr9PcvToUfr378/XX39d4k+A1+v1qFSqEu1DCCFE0eTm5qHTZZRqwmFqqsbe3orU1Hvy1HUjODhYFSmplZkNIQQXLlxgyZIl9O3b94VINpo0acLGjRtxdXUt8b5UKhXz1p4gPulOifclhBDiyWpVsyG8rxdqtUpmNyoQSTaEqKAePHhA5cqVy3oYCmPGY21tjYeHRwmP6P/EJ93hSkJaqfUnhBBCvCzK5w19QpSCiIgIunXrxuHDh3njjTdo1qwZ/fr1Iz4+Hp1OR1hYGM2bN6dDhw78+OOPBc7fsGEDnTt3pmnTpgQFBbFs2TLy8gynZ0+ePElwcDBubm5069aNAwcOFDqWU6dO0b9/fzw8PPDy8mLs2LHcvn1bOR4fH49Wq2XLli1MmjQJX19fevbsCcD+/fsZNGgQfn5+NG/enJ49e3Lw4EHl3C1bthAZGQmAn58fWq2WoKAg5XhiYiLh4eH4+vrSrFkz+vbty7lz554ZP61Wy/Lly5k7dy4BAQH4+fkp1zJs2DBatWqFh4cH3bt3Z+vWrQbnHj16FK1Wy2+//WbQXkxMDFFRUfj7++Pr60tkZCQZGRnPHIsQQgghyobMbAjxFMnJycyZM4fhw4djamrKzJkzCQ8Px8LCAm9vb3r16sWmTZsYN24c7u7u1KxZE4CvvvqKmTNnEhISQtu2bTl16hRLlizhzp07TJgwQWk7NDQUrVbLokWLSE9PZ9q0aWRkZNCoUSNlDKdOnSIkJITAwEAWLlzI/fv3WbRoESNGjGDjxo0G412wYAGBgYHMnz9fSWzi4+Np164d7733Hmq1moMHDzJkyBBWrVqFr68vbdu2Zfjw4Xz++ed8+eWX2NjYYG5uDkBaWhrvvvsulpaWTJ48GRsbG7766isGDBjArl27cHR0fGr8Vq9ejbu7O7NmzSInJweAGzdu0Lx5c/r06YO5uTknT55k0qRJ6PV63nzzzae2t3btWry8vJgzZw7Xrl3j008/xdHRkfDwcCPeVSGEEEKUFkk2hHiKtLQ01qxZQ4MGDQC4efMmM2bMYPDgwYwcORIANzc3du/ezZ49exgwYAC5ubksXbqUrl27MmnSJABatWpFdnY2K1asYMiQIdjb27Nq1SpUKhUxMTHY2NgA4OzszMCBAw3GMH/+fJo2bcqSJUuUhcyvvvqqMhMSGBio1G3YsCGzZs0yOL9fv37Kv/Py8vD19eV//ud/2LRpE76+vjg4OFCnTh3g4VoJBwcHpf6qVatIT09n8+bNSmLh5+dH586diY2NZfz48U+Nn62trcG4Abp27ar8W6/X4+PjQ1JSEhs3bnxmsuHk5MT8+fMBaNOmDefPn2fnzp2SbAghRAVS2jtplfcdvF50kmwI8RRVq1ZVEg2AV155BQB/f3+lTKPR4ODgQGJiIgBXr14lNTWVLl26GLT1+uuvEx0dzdmzZwkMDOTMmTP4+voqiQY8/CJvZ2envL5//z4nT55k/Pjx5ObmGoyjevXq/PbbbwbJRtu2bQtcQ2JiIgsXLuTw4cMkJyeTvwFdkyZNnnn9hw4dwtfXF1tbW2VmQq1W4+PjY3CL05O0adOmwE5PaWlpREVFsXfvXpKSkpTrevS6n+TRuAO4urqyffv2Z54nhBCi/NBoymajkrLqt6KTZEOIp9BoNAavzczMAAwSBABzc3MyMzOBh1+mgQK3GOW/zj+enJxM3bp1C/T56MxCeno6ubm5zJ49m9mzZxeo+9dffxXaR768vDyGDx/OnTt3GDNmDHXr1sXCwoLFixcXOLcwqampnD59utDEJH825GkKu80qIiKCU6dOMXLkSOrXr4+1tTXr169nx44dz2yvsPcjKyvrmecJIYQoP9LT75ObW3pb0JqYqNFoLEq93/JOo7GQrW+FKAv5v9CnpKQYlOcv6La1tQUe3hL06CLvfI+eZ2Njg0qlYujQoXTo0KFAXXt7e4PXj88i/Pe//+X8+fMsXbrU4PwHDx4U6VpsbW1p3bo1YWFhBY7lr+t4msfHk5mZyf79+4mIiCAkJEQpX7duXZHGI4QQouLLzc0rk+ddlFW/FZ0kG0I8Zy4uLjg4OPDTTz/RsWNHpXzHjh2YmZnRrFkzAJo1a8b69eu5c+eOMlNy5MgRdDqdco6lpSUeHh5cvXq1WA+3y59tyZ+RAUhISODUqVPKLWGPHn98lsDf35/vv/8eV1dXLC0tje7/cVlZWeTl5RmM5+7du+zbt+9vty2EEEKIF48kG0I8ZyYmJowYMYKZM2fi4OBAYGAgp0+fJiYmhgEDBiizEQMGDGDdunUMHjyYwYMHk56eTlRUVIG1C+PHj2fAgAF88MEHdO3aFY1GQ2JiIocPHyY4OBhfX98njqVevXo4Ozsru1NlZGSwePFiqlatalAv/+F5a9eupUOHDlSuXBmtVsvAgQP54Ycf6NevH/3796dGjRqkpKRw5swZqlWrVmAx+7PY2Njg5uZGTEwMDg4OmJqasnz5cqytrQvMBAkhhBCi/JNkQ4gSEBISgqmpKStXrmT9+vU4OTkxatQohg0bptSpWrUqMTExzJw5k7CwMOrUqcOUKVNYuHChQVvNmzdn3bp1REVFERkZSXZ2Ns7OzrRs2bLQNR+PMjc3JyoqiunTpxMWFkb16tUZPnw4v/76q8GzMho3bszo0aPZvHkzX375JdWrV2ffvn3Y29uzceNGFi1axLx589DpdDg6OuLu7m4wa2OM+fPnM2XKFCIiIrCzsyMkJISMjAxWrFhRrPaeh1rVbJ5dSQghRImSv8UVk0qfvzWNEEK8hPR6fYG1JUIIIcpGbm4eOl0GeXml9/XU1FSNvb0Vqan3ZM2GERwcrGSBuBBCPItKpZIdSIwgu7YUj8TNeBKz4invccvL05dqoiFKniQbQoiXnuxAYjyJWfFI3IwnMSseiZt4UcijEoUQQgghhBAlQpINIYQQQgghRImQZEMIIYQQQghRIiTZEEIIIYQQQpQISTaEEEIIIYQQJUKSDSGEEEIIIUSJkGRDCCGEEEIIUSIk2RBCCCGEEEKUCHmonxDipWdiIr+7FFV+rCRmxpG4GU9iVjzlOW7y9PCKSaXX6+VdFeIFFBERwblz59i2bdtzbXfLli1ERkZy5MgRHBwcnmvbjwoJCcHS0pLo6OgS6+N50Ov1qFSqsh6GEEK89HJz89DpMko94TA1VWNvb0Vq6j156roRHBysipTUysyGEC+Ztm3bsnHjRjQaTVkP5YWgUqmYt/YE8Ul3ynooQgjx0qpVzYbwvl6o1SqZ3ahgJNkQ4iXj4OBQojMaZUGv15OdnY25uXmxzo9PusOVhLTnPCohhBBClL8b+oSoIC5fvszgwYPx9fXF3d2dzp07ExMT88T6eXl5TJw4EV9fX86ePUtAQAALFy4sUO+DDz7g7bfffmI7W7ZsQavVkpKSopQtX76cjh074ubmRsuWLRk4cCB//vnnU8efnp7OjBkzaNOmDU2bNiUoKIj58+c/9ZwrV64wfPhwvLy88PDwYMiQIVy/ft2gzooVK3jrrbfw8vLCz8+PoUOH8scffxjUiYiIoFu3bhw4cIB//OMfuLm5sW/fvqf2LYQQQojSJzMbQpSRYcOGUaVKFWbNmoW1tTXXr18nMTGx0Lo5OTmMHz+eY8eO8dVXX/Hqq6/y5ptvsnXrVsLCwlCrH/5uoNPp2Lt3LxMnTizyOLZu3cpnn33GmDFj8PDw4M6dO5w4cYJ79+498ZysrCwGDBhAQkICI0eO5NVXXyUxMZETJ0488Zw///yT3r1706BBA+bMmYNKpeKLL75g4MCB/PTTT8qsRGJiIv369aNGjRrcvXuXDRs20Lt3b3bu3ImdnZ3S3s2bN5k5cybDhw+nevXq1KhRo8jXLIQQQojSIcmGEGUgJSWF+Ph4Jk6cSFBQEAAtW7YstG5WVhZhYWFcvHiRNWvW8MorrwDQs2dPvvzyS3755RcCAwMB+OGHH1Cr1XTr1q3IYzl79ixarZahQ4cqZR06dHjqOVu3buX8+fNs2LABT09PpfzNN9984jlLlizB1taWf/3rX1SqVAmA5s2b0759ezZv3kzfvn0B+Oijj5RzcnNzCQgIwM/Pj507d/LOO+8ox9LS0oiJicHd3b3I1yqEEOLFVha7aJXnHbzKA0k2hCgD9vb21KxZkwULFpCWloafnx/Ozs4F6j148IChQ4dy48YN1q5da/Drfd26dWnRogXffPONkmxs2bKFzp07Y21tXeSxNG7cmHXr1jF79mw6duyIu7s7ZmZmTz3nyJEjuLq6GiQaz3Lo0CFef/11TExMyMnJAUCj0dC4cWPOnTun1Dt9+jSfffYZ58+fR6fTKeXXrl0zaM/Ozk4SDSGEqGA0GouXsu+KTJINIcqASqUiNjaWhQsXMn36dDIyMmjSpAmRkZH4+Pgo9VJSUkhMTOTdd98t9DahXr16ERERQUpKCjdv3uT8+fNEREQYNZbg4GDu3bvHpk2bWLlyJTY2NvTo0YPw8HAqV65c6Dk6nY6qVasa1U9qaiqrVq1i1apVBY7lJzc3btzgvffeo2nTpkybNo2qVatiZmbG0KFDyczMNDinSpUqRvUvhBDixZeefp/c3NLdftbERI1GY1EmfZdnGo2FbH0rxIvMxcWFxYsXk52dzalTp1iwYAHDhg3j4MGDWFlZAVCjRg1GjRrFhx9+iL29PcOHDzdoo1OnTsyYMYPvv/+e+Ph46tSpQ4sWLYwah1qtZsCAAQwYMICkpCS2b9/O/Pnzsbe3Z+TIkYWeY2dnx6VLl4zqx9bWlsDAQN59990Cx/Kv95dffiEjI4MlS5YoW/Pm5OSQllZwpyh5NoYQQlQ8ubl5Zfasi7LsuyKTZEOIMmZmZkaLFi0YMmQIw4cP5+bNm7i4uCjHu3TpQlZWFhMmTMDCwoKBAwcqx8zNzenevTubN2/m1q1bDBw48G99Ca9WrRrvvfce27Zt4+rVq0+s5+/vz48//siZM2eKfCuTn58fly9fpnHjxpiYmBRa58GDB6hUKkxN/+9P044dO5TbroQQQghRvkiyIUQZuHjxIp988gmvv/46tWvX5u7du0RHR1OzZk3q1KlToP4//vEPMjMzmTJlCpUrV6Z3797KsV69erFq1SpMTEwIDg42eixTpkxBo9Hg4eGBRqPh5MmTXLx4kT59+jzxnO7du7Nu3TqGDBnCqFGjaNCgAUlJSRw/fpwZM2YUes6YMWN4++23CQ0NpVevXlSpUoVbt25x7NgxvL296datm7JIPjIykt69e3P58mX+9a9/yQMIhRBCiHJKkg0hyoCTkxNVqlQhOjqapKQkbGxs8Pb2Zu7cuU/81b9nz55kZmYybdo0KleuTI8ePQCoX78+r7zyCnXq1KFatWpGj8XT05NNmzaxefNm7t+/T+3atYmMjKRnz55PPMfc3JyVK1eycOFCoqOj0el0ODs707Vr1yeeU7duXTZv3syiRYuYNm0aGRkZODk54ePjg1arBUCr1TJ79myWLFnC0KFDadSoEZ999hkffPCB0ddljFrVbEq0fSGEEE8nf4crLpVer5dnwgtRjl2/fp1OnTrx2Wef0blz57IeTrmj1+tl/YcQQrwAcnPz0OkyyMsr3a+mpqZq7O2tSE29J2s2jODgYCULxIWoyFJTU/njjz9YunQpNWrUoH379mU9pHJJpVLJDiRGkF1bikfiZjyJWfGU57jl5elLPdEQJU+SDSHKqZ9//pmPPvqIunXrMnfuXINF1cI4sgOJ8SRmxSNxM57ErHgkbuJFId9OhCingoODi7UgXAghhBCitMhz2YUQQgghhBAlQpINIYQQQgghRImQZEMIIYQQQghRIiTZEEIIIYQQQpQISTaEEEIIIYQQJUKSDSGEEEIIIUSJkGRDCCGEEEIIUSLkORtCiJeeiYn87lJU+bGSmBlH4mY8iVnxlLe4yVPDKz6VXq+Xd1gIUaj09HR8fHyYPXv2Ux8gGBUVxYoVKzh16tRz6ffo0aP079+fr7/+Gjc3t+fS5pPo9XpUKlWJ9iGEEKJwubl56HQZZZpwmJqqsbe3IjX1njx13QgODlZFSmplZkMI8bf17NmTwMDAsh5GsahUKuatPUF80p2yHooQQrxUalWzIbyvF2q1SmY3KjBJNoQQxZaVlYWpqSnOzs44OzuX9XCKLT7pDlcS0sp6GEIIIUSFI8mGEEKxadMmvvjiC27fvo2Hhwfh4eEGx4OCgmjbti3Vq1dn3bp1/PXXXxw+fJi1a9ca3EYVEhLCsWPHCrTfokULvvrqq2ceL4xer2fFihVs2rSJhIQEqlWrRkhICAMHDvz7Fy6EEEKIEiHJhhACgJ9//pnJkycTHBzM66+/zu+//05YWFiBert27aJu3bpMnDgRtVqNpaVlgTpTp07l7t27yuukpCTCw8NxcXEp0vHCzJo1i82bNzNs2DDc3d05efIk8+bNo1KlSvTp0+fvXLoQQgghSogkG0IIAD7//HO8vb2ZPXs2AK1btyYzM5Nly5YZ1MvOziYmJqbQJCNf/fr1lX9nZmYyY8YM6tWrR2RkZJGOP+769eusWbOGadOm8c477wDg7+/PgwcPWLp0Ke+88w5qdfnYeUUIIYShst45q7zt4FXeSLIhhCA3N5fff/+dcePGGZR37ty5QLLh6+v71ETjcRMnTiQ+Pp5vvvkGCwsLo48DHD58GIBOnTqRk5OjlPv7+xMTE8Nff/1FzZo1izwmIYQQLw6NpvC//aXtRRlHRfPck42//vqLCRMmoFKpWLVq1fNuXghRAlJSUsjJycHBwcGgvEqVKgXqOjo6FrndmJgYfvzxR2JjY6lVq5bRx/Olpqai1+tp2bJloccl2RBCiPIrPf0+ubllt+WsiYkajcaizMdR3mg0FmWz9e39+/c5duyY7FsvRDni4OCAqakpKSkpBuW3bt0qULeo/28fOHCABQsWMGHCBPz8/Iw+/ihbW1tUKhXr1q3DzMyswPGnrfUQQgjxYsvNzXshnm/xooyjonnuyUa9evW4ePHi825WCFGCTExMaNy4Mbt37zbY3Wnnzp3Fau/q1auMHTuWN954o9Ddop51/HH5yYhOpyMoKKhYYxJCCCFE6ZM1G0IIAIYNG8aIESOIjIxUdqP67rvvitXW8OHDqVy5Mm+99RanT59Wyq2tralfv/4zjz/OxcWFvn37Mn78eEJDQ3F3dyc7O5tr165x9OjRAutKhBBCCPFiKFayodPpSExMpGHDhoUev3TpEs7Oztja2v6twQkhSk/79u2ZNm0aX3zxBdu3b8fd3Z1FixbRs2dPo9u6du0aAP379zcoz3+OxrOOF2bSpEm4uLiwceNGli5dipWVFS4uLnTp0sXo8T2uVjWbv92GEEII48jf3peDSq/XG/18+AkTJvDHH3+wadOmQo/37t2bevXq8f/+3//72wMUQoiSpNfrZY2ZEEKUkdzcPHS6DPLyjP46+tyYmqqxt7ciNfWerNkwgoODVcktEP/111+f+hCtdu3asWHDhuI0LYQQpUqlUskOJEaQXVuKR+JmPIlZ8ZS3uOXl6cs00RAlr1jJRkpKCvb29k88bmdnx+3bt4s9KCGEKE2yA4nxJGbFI3EznsSseCRu4kVRrEclOjk5cf78+Sce//333wvs1y+EEEIIIYR4uRQr2ejQoQPffPMNe/fuLXBsz549bNmyhQ4dOvztwQkhhBBCCCHKr2LdRjV69GiOHDnCqFGjaNiwIQ0aNADg8uXLXLx4EVdXV8aMGfNcByqEEEIIIYQoX4o1s2FjY8PGjRsZPnw4OTk57Ny5k507d5KTk8OIESPYtGkTGo3meY9VCCGEEEIIUY4Ua+tbIYSoSGS7w6KTLSKLR+JmPIlZ8UjcjCcxK56ibn1brJmNJ/nzzz+5cuXK82xSCCGEEEIIUU4VK9lYvXo1//znPw3KIiIi6NSpE926dSM4OFi2vhVCCCGEEOIlV6xkY/PmzTg6Oiqvf/nlF7Zu3UqvXr2YNGkS8fHxLFmy5LkNUgghhBBCCFH+FGs3qhs3buDq6qq83rFjB7Vq1WLatGkA3Lp1i+++++75jFAIIUpYUe45FQ/lx0piZhyJm/EkZsVT3uImTxCv+IqVbDy+pvzQoUO0b99eeV2zZk1u3br190ZWhrRaLePHjyc0NPRvtxUUFETbtm2ZMmUK8PA5JElJSfTt2/dvtw2wZcsWzMzMeOONNwzKQ0JCsLS0JDo6+rn0U1x79uxh5MiR7N27l1q1apV4f/Hx8Xz77bf06tWLatWqlXh/pSUqKooVK1Zw6tQp4MnXefToUfr378/XX3+Nm5vb3+73woUL9OjRg9WrV+Pr6/vUuhEREZw7d45t27b97X7h4Wc7MjKSI0eOlOhDQvV6PRqNRYm1X1FJzIpH4mY8iVnxlJe45ebmodNlSMJRgRUr2XjllVfYs2cPffr04ZdffuHmzZu0adNGOZ6YmFiut77duHEjNWrUeC5tLVmyxCAWe/bs4dy5c88t2fj222+xtLQskGy8rBISEliyZAlt27atUMlGz549CQwMVF6/iNc5YsQIMjIyynoYRlOpVMxbe4L4pDtlPRQhhHip1KpmQ3hfL9RqlSQbFVixko3Q0FDGjh2Lj48P9+/fx9XVlVatWinHjx49SsOGDZ/bIJ8lKysLU1NT1OrnM2Xo4eHxXNoBaNy48XNr62Wm1+vJzs7G3Ny8VPt93p+t4nJ2dsbZ2blMx/AkDx48oHLlytSpU6esh1Js8Ul3uJKQVtbDEEIIISqcYn2D6tq1K7Gxsbz55psMGzaM1atXY2r6MG/R6XTY2tryzjvvGN1uREQE3bp148CBA3Tr1g03NzeCg4M5ffq0Qb2goCCmT59OTEwM7dq1o1mzZuh0OvLy8li2bBlBQUE0bdqULl26sGHDBuW8PXv2oNVq+fnnn5UynU5H69at+fDDD5UyrVZLbGys8jokJIShQ4eybds2OnXqhLu7O8OGDSMtLY2EhARCQ0Px9PSka9euHD16tNCx5l/ft99+y+XLl9FqtWi1WiIiIti3bx9arZZr164ZnJuWlkazZs1Yu3ZtofEKCQnh2LFj7N+/X2kvKirKoM5PP/1E586d8fT0pH///ly/fl05dvToUbRaLb/99pvBOSNGjCAkJER5HRUVhaenJ5cuXaJPnz64u7vTrVs3fvnlF4PzsrOzmTVrFi1atMDLy4uPPvqIe/fuFRh3VlYWCxYsoF27djRt2pTXXnuNH374waDOo5+Ff/zjH7i5ubFv3z6ys7P55JNPaNu2LU2bNqVVq1YMGzaMO3fuKLcQAbz99ttKTPIlJCQwZswYvLy88PDwIDQ0lEuXLhX6fj3+2fo7n4HHffTRR7z77rvK65SUFBo2bMhbb72llN27d48mTZqwY8cOg/cg/3172nUCpKenM3bsWDw9PWnXrh0xMTFPHVO+ZcuWERAQgKenJ6NGjSp0VzmtVsvy5cuZO3cuAQEB+Pn5Af/3nj0ay/yxPfpfREREkY4XpiifHSGEEEK8OIo1swEQEBBAQEBAgXI7O7u/tRNVcnIy06ZNY/To0Wg0GmJiYggNDWXXrl0GO2Dt2rWLunXrMnHiRNRqNZaWlnz66aesXr2a4cOH4+npyf79+5k6dSo5OTn069ePDh060KNHDyZNmsQPP/yAg4ODsqh96tSpTx3X+fPnSU1NZfz48dy9e5eZM2cyefJkEhIS6NGjB4MGDSI6OprRo0fz888/Y2VlVaCNESNGkJKSwtWrV5k3bx4ADg4O1KxZk2rVqvHNN98wduxYpX7+ve9PukVq6tSpjBs3jsqVKzNhwgQAg1+/L1y4QEpKCuHh4eTm5jJnzhzGjRvHxo0bi/JWGMjOziY8PJz+/fszYsQIYmJiGDNmDPv27cPe3h6ABQsWsH79ekaPHk3jxo3Zvn078+fPL9BWWFgYJ0+eZOTIkbi6unLgwAHGjRuHRqMxuFXo5s2bzJw5k+HDh1O9enVq1KhBdHQ0GzZsIDw8nAYNGpCamsqhQ4fIysqiSZMmTJkyhenTpzN79mzq1auntHX37l1CQkJQq9VMmzaNSpUq8fnnn9OvXz++//57qlevrtQt7LMFz+czAODj48MPP/xAZmYmlSpV4vjx45ibm3PhwgXu3r2LtbU1p06dIicnBx8fnwLnP+06802dOpXu3buzdOlS9uzZw7x589BqtQa3Oz5uzZqUpcUlAAAgAElEQVQ1fPbZZ7z33nv4+/tz+PBhJk6cWGjd1atX4+7uzqxZs8jJySm0zpIlS8jKylJeX7p0ialTp+Li4lKk44Up6mdHCCFE+VHWi9nL26L68qbYyQZAUlIScXFx3L59m86dO+Ps7Exubi537tzBxsYGExMTo9vU6XQsWrRI+bW0RYsWBAYGsnLlSoMv4tnZ2cTExChfBFNSUlizZg2hoaGMHj0agFatWpGamsrSpUvp06cPJiYmTJo0iTfeeIMpU6bQpUsXfvzxR7788ktsbW2fOq67d+/yxRdfKAtVL126xIoVK/j444/p06cPAFWrVuWNN97gyJEjdOjQoUAbderUwcHBgRs3bhS4VSs4OJhvvvmGDz74QInbN998Q8eOHZ+4/qV+/fpYW1tjaWlZ6K1fd+7cYevWrcqYMzIyiIyMJDEx0ehbcvKTjfwvdC4uLrRv356DBw/SvXt3dDod69atY/DgwQwdOhSA1q1b069fP5KSkpR2fv31V/bt20dsbKxy611AQADJyclERUUZfGFMS0sjJiYGd3d3pey3336jVatWBmteOnfubBATgAYNGhgskN6yZQs3btxg+/btyk5qPj4+tGvXjlWrVhn8mv74Zyvf8/gMAHh7e5OVlcWZM2do0aIFcXFxdOzYkX//+9+cPHmSNm3aEBcXxyuvvEKVKlUKnG9tbf3E68zXqVMn5f8DPz8/9u/fz86dO5+YbOTm5hIdHU337t2VxLV169bcvn270J3lbG1tWbJkCSqVqtD2wPAWwpSUFD788EMCAgIYPHhwkY4/zpjPjhBCiPLjRVnM/qKMo6Ip9m5Uc+bMYe3ateTk5KBSqXj11VdxdnYmIyODoKAgxowZw8CBA41u28bGRkk08l/7+/tz5swZg3q+vr4GXwbPnj1LdnY2Xbp0Maj32muvsW3bNq5du4arqys2NjbMnj2bQYMGceDAAfr06UPr1q2fOa6GDRsa7IjzyiuvAODv71+gLDExscjXm+/tt9/miy++4JdffqFt27ZcvHiR33//nXHjxhnd1pPGnP8FtTjJhlqtNnhfatWqReXKlZVE4j//+Q8PHjygY8eOBud16tSJuLg45fWhQ4ews7OjZcuWBr+I+/v78/HHH5Obm6skW3Z2dgaJBjz8ghobG6t8uWzatGmR1lMcP36cBg0aGGzZbGdnh7+/PydOnDCo+/hnK9/z+gzUrl0bZ2dn4uLiaNGiBcePH6d37948ePCAuLg42rRpw/Hjxwud1SiqR9dQqVQqXF1dnzqmxMREbt68WeD969y5c6HJRps2bZ6aaDwqOzubsLAwTExMWLBgQYH361nH8xnz2RFCCFF+pKffJzc3r8z6NzFRo9FYlPk4yhuNxqJIs0HFSja+/PJLVq9ezeDBg/Hz82PQoEHKMRsbGzp16sSuXbuKlWwUtsWlo6MjV65cKVD2qLS0h4s7H/8lOP+1TqdTyry8vKhRowYJCQn069evSON6fHbBzMwMeHi9+fIXL2dmZhapzUfVqlWLgIAAvv76a9q2bcs333xDrVq1aNmypdFtPWvMxRlf5cqVCyzONjMzU9pKTk4GCr4vj78fqamp6HQ6mjRpUmg/ycn/n707D4/pbB84/s1kISKRTIgtRUQ6RSJ7VcRrjaWlDbVHLLUvsQbx2kp5hYYioSWiVKilwasUtbS60BRBm1ZXSxsV8souQjKZ3x+uzM9IQmZklftzXbkuc85znnOfZ05i7jnPkqRNhAr7Vn/8+PEoFAr27dtHREQESqWSgIAAJk6c+MQPv+np6YXWZ2try++//15gW2FK8h7w9vbm3LlzZGZm8ssvv+Dl5cW9e/c4cuQIDx484IcffqBfv35PrONJHo0pP9aMjKJnW8p//x7//SuszaDoNirM0qVLiY+PZ/fu3YU+QXza/nz63DtCCCEqD7U6j9zc8v+QX1HieN4YlGzs2bMHf39/pk+fTkpKSoH9KpWKr776yqCAkpOTC2y7c+cOderU0dn2+AdLa2trbdlHpwLNX+8jfz/A2rVrSUlJoUmTJixatIiPPvqo2N/SlqZ+/foRHBzMrVu3+PTTTwkMDCzVuKpVqwY8/Gb5Uenp6XqfN//9Kar989WqVQulUsnGjRsLrefRD7uFxWBmZkZQUBBBQUFcv36dmJgYwsPDsbe3x9/fv8j4atWqxdWrVwtsv3PnToEPuGVxL3h7exMaGkpsbCw2NjY4Ojpy7949wsLC+O6773jw4AFeXl6lHke+/Pfv8d+/otbLKW4b7dy5k507d7J27VqcnJz03v8ofe4dIYQQQlQMBo2EuXnzpnZmnMKYm5uTmZlpUEAZGRmcOXNG5/Xp06cLdKd5nIuLC6amphw5ckRn++HDh7G1tdV2b4mLiyMqKoqQkBDCwsKIi4tj69atBsVqiEefBjyuc+fOWFlZMWPGDNLS0ujTp88z1fc0+d8CP/rUKDk5mZ9++knvul588UWqV6/OsWPHdLZ//vnnOq99fHxITk7G1NQUFxeXAj/6TG3buHFjpk+fjrW1NVeuXAGKfnrj6enJb7/9pi0HD5+GnT59Gk9PT72utSR4eXmRlZXFli1btElF8+bNqVatGpGRkdSvX/+JiyA+y1OqwtSrV486deoUeP+OHj1qcJ3nzp1jyZIljBs3jq5du+q9/3Elee8IIYQQomwY9GTD1taWmzdvFrn/p59+0pndRx/W1tbMnTuXyZMnY2lpSWRkJBqNhmHDhj3xOKVSyZAhQ4iKisLMzAw3NzdOnTrFwYMHmT9/PsbGxmRlZTF79mx8fX21U/OOGzeOVatW0a5dO53+/KXF0dGRmJgYDh48SOPGjbGxsdF+qDQ1NcXf3187ALY4bdi0aVP279/PyZMnqVOnDnZ2dsVe5K1evXq4urqybt06LC0tMTExITIyskAXnOKwtrZm4MCBREZGUr16de1sVI9OtQsPB/R27NiRUaNGMWrUKFQqFffu3eOPP/7g+vXrLF269InnmTBhAi1btqRFixaYm5vzxRdfkJaWpu1u1qRJE4yNjYmJicHExARjY2PtFMpbtmxh7NixTJ06VTsblYmJyVPvrdLg6OiIra0t33//PfPmzQPA2NgYDw8Pvvrqq6cu0ljUdRrK2NiYMWPGsHTpUmxtbWnbti3ffvvtU6fxLUpmZiZBQUE0btyY9u3b60xfrVQqUSqVT9xf2Jodz3rvPIl9Xf3veSGEEM9G/vZWDQYlG35+fuzcuZM+ffpQs2ZN4P+7VXzzzTfs27ePkSNHGhRQnTp1CA4OZsWKFfz11184OTkRFRVVZN/xR82aNQtLS0s++eQTPvjgAxo2bMiiRYsYOHAgAKGhoaSnp+t8KBk/fjxffvkls2bNYteuXdr1QkpL3759+eGHH3jnnXdITU2ld+/ehIaGavf7+fkRFRWls+bCk4wePZq//vqL2bNnk56ezqRJk7SzEBVHWFgY8+bNY86cOdSuXZupU6dy6NChJ/bvL8qMGTNQq9Vs2rSJvLw8/Pz8mDFjBrNmzdIpt3btWjZu3MjHH3/MjRs3sLS0xMnJqVhPcjw8PDh8+DAffvgharUaBwcHwsLCtIO0lUolCxYsYNOmTRw4cIDc3Fx+/fVXatasybZt2wgNDWX+/Pnk5eXh4eFBdHS0wYnxs/Ly8uLo0aM6A8G9vb356quvnjo4vKjrfBaBgYGkp6ezY8cOPv74Y9q0acOSJUsYNWqU3nWlpqaSnJxMcnKy9vcvX+/evZk0adIT9z/6O/GoZ7l3iqLRaAgOKPunW0IIIR6Ok5DVw59vRhqNRu93OCMjg4CAABISEvDy8uLrr7/Gx8eHrKwsLl68SPPmzdm+fTvm5vpNIRYSEkJ8fLx2fYmqaM2aNezYsYOvv/5auoUIUUZkBpLik1lbDCPtpj9pM8NUtnbLy9OUe7JhYqLAxsaClJS7MkBcD0qlRenNRmVpacnu3bvZvHkzR48epVq1apw9e5ZGjRoxceJERo0aRfXq1Q2pusq6cuUKV69eJTo6msGDB0uiIUQZkhlI9CdtZhhpN/1JmxlG2k1UFAb3GapevToTJkxgwoQJJRlPlbVw4UIuXrxIu3bttIviCSGEEEIIUZk90wCFu3fvcvfuXSwsLLCwsHjmYIrqp10VbNu2rbxDEEIIIYQQokTpnWz8+uuvbNq0idOnT+vMyW9ra4uvry9vvfUWL774YokGKYQQQgghhKh89Eo2PvvsM0JCQnjw4AGNGjXCzc2NGjVqkJWVxe+//87+/fv57LPPePfdd+nWrVtpxSyEEEIIIYSoBIqdbNy8eZO5c+fSoEEDQkNDcXNzK1DmwoULhISEEBISgqurq3bROCGEEEIIIUTVU+wVxHfu3AnAhx9+WGiiAeDu7s7mzZvRaDTa8kIIIYQQQoiqqdjJRmxsLH5+fk9dAK1hw4Z07dqV77777pmDE0IIIYQQQlRexU42rl27houLS7HKuri4cO3aNUNjEkIIIYQQQjwHij1mIzMzEysrq2KVtbS0JDMz0+CghBCiLBVnBVTxUH5bSZvpR9pNf9JmhqlM7VYRVg8Xpa/YyUZubi4KRfFuXIVCgVqtNjgoUX6OHz/OrVu3CAgI0NkeEhJCfHw8Bw8eLKfIHrp8+TL+/v589NFHtG7dutTPl56eztatW+nRowfNmjUr9fOVlb179zJnzhzOnDmDUqks8joTEhLo3Lkza9asoXv37mUaY6dOnejQoQMLFiwo1fNoNBqsrMxL9RzPI2kzw0i76U/azDCVod3U6jxSU7Mk4XjO6TX17alTp/jf//731HLx8fEGByTK1/Hjx4mPjy+QbFRV6enpRERE4OTk9FwlGx06dGDXrl3ap5UV8TojIiKK/TT1WRgZGRG2/TwJtzJK/VxCCCEesq9rSXCAJwqFkSQbzzm9ko2DBw8W+5ttIyMjgwISoqxkZ2dTvXr1Mj2nWq0mLy8PU1PTMj3v45RKJUqlskzPqdFoyMnJwczMrFjlW7RoUcoR/b+EWxn8eSOtzM4nhBBCVBXF7tB34sQJvX6OHz9emnGLUhASEsK+ffv4/fffUalUqFQqQkJCdMrExsbi7++Pm5sbffv21XmKlZCQgEql4siRIzrHLF26lE6dOmlf7927F5VKxc8//8yoUaNwc3Oja9eu7N+/v0BM69evp23btri7uzNp0iTu3LlToIxGoyEqKopu3brh7OxM586d2bJli06Z8PBw3N3d+eGHHxgwYAAuLi5s374dgI0bN+Ln54eLiwuvvPIKw4cP5++//9Z2IQKYMmWKtk0SEhIASE1NZc6cObRu3ZpWrVoxcOBAzp49q3PewMBAxo4dy759++jWrRsuLi788ssvhISE0LNnT06fPk2vXr1o1aoVQ4YMISEhgdTUVKZMmYKHhwddunThs88+e+L7tm7dOjp06KB9nZeXh5eXF23atNEp5+vry6ZNm3Teg+Tk5KdeJ8D9+/dZvHgx3t7e+Pr6snz5cnJzc58YV/41njp1itdffx0XFxdOnjxJVlYWixcvplu3bri6utKpUycWLFhARobuk4VOnTqxePHiAvU96R4UQgghRMVS7CcbDRs2LM04RAUwYcIEkpOTuXLlCmFhYQA6334nJSWxZMkSxowZg6WlJStXrmTSpEkcO3bMoG/qg4OD6d+/PyNGjGD37t2EhITg4uKCo6MjANHR0axZs4a33noLHx8fTp8+zdy5cwvUs3TpUvbs2cO4ceNwdXUlLi6OsLAwqlWrxqBBg7TlcnJymDFjBsOHD2fatGlYW1uzf/9+1qxZw+TJk3FzcyMjI4Pz589z9+5dmjZtSkREBJMmTWL69OnaMSJ2dnao1WpGjx7N33//TXBwMLVr12bbtm2MGDGCnTt34uzsrD1vfHw8N27cYMqUKVhZWWmnj05KSiI0NJTx48djYmLCkiVLCA4OxtzcHC8vL/r378/u3buZOXMmrq6uRf4Oent7s3btWv7++29eeOEFLl++THZ2Nnfv3uXPP//E0dGRq1evkpSUhLe3d4Hj7ezsirzO27dvA7B69Wo6d+7M6tWruXDhAuHh4TRq1EinfQtz+/ZtlixZwvjx46lfvz4NGjQgOzsbtVrNtGnTUCqV3Lx5kw8++IAJEyawbdu2J9ZX0vegEEIIIUqXXt2oxPOtUaNGKJVK/vnnn0IXbkxLSyM6OhonJycAzM3NGTp0KJcuXcLLy0vv8wUEBGjHhri7u3Pq1CmOHj3KhAkTUKvVbNiwgTfeeIPZs2cD0K5dO+7cucN///tfbR1//fUX0dHRLFq0iAEDBgDg4+NDdnY269atY8CAAdqJDXJycpg2bRqvvvqq9vjdu3ejUqkYO3asdluXLl20/27evDkAjRs31mmTEydO8MMPP7Bp0ybatWsHPHxy0LVrVzZs2EB4eLhOu33yyScF1qh5vD1v377NO++8w+jRo5k4cSLwcBrpY8eOcfz4cYYNG1ZoO7q6umJmZsa5c+d44YUXOHv2LM7Ozty/f5/vv/8eR0dHzp07R40aNWjZsmWB483MzIq8znytWrVi3rx5ALRt25bY2FiOHj361GQjLS2NyMhIXF1ddbYvWrRI++/c3Fzs7e0ZPHgwV69excHB4Yn1leQ9KIQQonxVhFmzKtMMXpWRJBui2Ozs7LQf8gDtQOJbt24ZVJ+vr6/23zVq1KBBgwYkJiYCkJiYyO3bt/Hz89M5plu3bjrJxunTpwHo2rWrTrceHx8fIiMjuXnzps4Tgfbt2+vU16JFC3bs2MGyZcvw8/PD1dW1WN+Qnzt3jpo1a2oTDQBTU1P8/PwKjGt68cUXC10M8/H2bNKkiTb2fFZWViiVSm27FKZatWq4uLhw9uxZevfuzblz53j55ZfJzs7m7NmzDBo0iLNnz+Lm5oaJiWG/8o++VwCOjo7FWrjT2tq6QKIBsH//frZs2cL169fJysrSbr927doTk42SvgeFEEKUr4o0a1ZFiuV5IsmGKLbHZwbK/1B+//59g+qztLQsUN+DBw+Ah91lgAKDmGvXrq3zOiUlBY1GwyuvvFLoOR5NNszNzbGwsNDZ36dPH+7evcvu3bvZsmULlpaW+Pv7Exwc/MTB4+np6dja2hbYXrt2bdLS0gpsK0xR7fl4u5iZmT21jb29vTl8+DAA58+fp3///tpxFvAwOXrzzTefWMeTPOm9epLCrv3YsWPMnj2bAQMGaLuzJSUlMXHixKdeZ0nfg0IIIcpXevo91Oq8co3B2FiBlZV5hYilMrGyMi/W0yBJNkSJqVatGvCwu9Kj0tPT9a6rTp06ACQnJ+tsf3zq5Vq1amFkZMSOHTsKfSLx6Lfkhc2QplAoGDZsGMOGDePWrVscOnSIlStXYmNjo+3KVJhatWoVOlj9f//7H7Vq1dLZVhYzs3l7e/PBBx9w5swZ0tLS8PDw4MGDByQlJXHmzBlu3LhRLt2MCrv2I0eO0Lx5c53B399//31ZhiWEEKKCUKvzyM2tGB/wK1IszxPpnCZ0mJqaGvwtsa2tLaampvz555/abQ8ePCgwQ1Nx1KtXjzp16nDs2DGd7UePHtV5nT/jUmpqKi4uLgV+atasWexz1q1bl7feeguVSsWVK1eAor859/T0JDMzk2+++Ua7LTc3l+PHj+Pp6Vn8Cy0h7u7umJiYsH79epo3b07NmjVRKpU0a9aM9evXY2pqWuhYjHxl+YQgOzu7QGL46aeflvp5hRBCCFH29H6yce/ePTp06MDo0aMZNWpUacQkypGjoyMxMTEcPHiQxo0bY2Njg729fbGOVSgU+Pn5sX37du2x0dHRaDQavb/dNzY2ZsyYMSxduhRbW1vatm3Lt99+S2xsrE45BwcHAgICmDVrFiNHjsTV1ZWcnByuXbtGbGws69evf+J5FixYgJWVFW5ublhZWREXF8cvv/yiHfhcp04drKysOHToEPb29piZmaFSqejQoQOtWrVi5syZzJgxQzsb1e3bt1m7dq1e11oSLCwsaN68Od9//z0jRozQbvfy8uLjjz/Gw8ND++SpMEVdZ2nw8fFh8eLFrFu3TjsxwJkzZ0rlXEIIIYQoX3onG+bm5hgbG2NuLoNonkd9+/blhx9+4J133iE1NZXevXsTGhpa7OPnz5/P/PnzWbJkCRYWFowcORIHBwdOnDihdyyBgYGkp6ezY8cOPv74Y9q0acOSJUsKJLnz5s3DwcGBXbt2sW7dOiwsLHBwcKB79+5PPYe7uzu7d+9mz5493Lt3jxdeeIE5c+bQr18/4GECtWzZMlatWsXw4cN58OABJ06cwN7eno0bN7JixQreffddsrKyaNmyJZs3b9aZ9rYseXt78+OPP+p0l3r55Zf5+OOPC53y9lFFXWdpGDhwIAkJCURHRxMVFYWvry8rV66kf//+pXK+4rCva/n0QkIIIUqM/N2tOow0Go3ea8S//fbbXLlyha1bt8pK4UKISs2QJ29CCCGenVqdR2pqFnl5en8ULVEmJgpsbCxISbkrYzb0oFRaFGuAuEHJxtmzZ1m0aBE2Njb069ePhg0bFjpzT2Fz+gshREUjM5AUn8zaYhhpN/1JmxmmMrVbXp6m3BMNkGTDUMVNNgyajSowMFD773PnzhXYn/9N4eXLlw2pXgghypTMQKI/aTPDSLvpT9rMMNJuoqIwKNlYtmxZScchhBBCCCGEeM4YlGz07t27pOMQQgghhBBCPGeeeZ2N27dv88svv5CVlVUS8QghhBBCCCGeEwYnG8ePH6d79+60b9+e3r17c+nSJeDhis/+/v4FFmMTQgghhBBCVC0GJRsnT54kKCgIGxsbJk6cyKMTWimVSurWrcvevXtLLEghhBBCCCFE5WNQsrFu3TrtysQBAQEF9ru5uclMVEIIIYQQQlRxBiUbv//+Oz169Chyf+3atblz547BQQkhhBBCCCEqP4OSDXNzc+7du1fk/r///htra2uDgxJCCCGEEEJUfgZNfdu6dWv279/PsGHDCuxLSkpi9+7ddOzY8ZmDE0KIslCcFVDFQ/ltJW2mH2k3/UmbGaaytFtFWT1clD4jzaOju4vpypUrDBgwgIYNG9K9e3fWrFnDW2+9hYmJCbt27UKj0RATE4O9vX1pxCyEqCBCQkKIj4/n4MGD5R2KwTQaDUZGRuUdhhBCVClqdR6pqVkVIuEwMVFgY2NBSspdWXVdD0qlRbGSWoOebDRt2pQdO3awdOlS1qxZg0ajISoqCoCXX36ZhQsXSqIhhKgUjIyMCNt+noRbGeUdihBCVAn2dS0JDvBEoTCqEMmGKF0GJRsATk5ObNmyhbS0NK5fv45Go+GFF15AqVSWZHxCCFHqEm5l8OeNtPIOQwghhHjuPHOHvlq1atGqVStcXV0l0RCiioqNjcXf3x83Nzf69u1LfHy8dt/mzZt588038fT0pE2bNowdO5arV69q9yckJKBSqQr9eXS9ngsXLjB06FDc3Nzw9PRkxowZMuudEEIIUcEZ/GRDrVbzzTff8Pfff5OWlsbjQz+MjIyYOHHiMwcohKjYkpKSWLJkCWPGjMHS0pKVK1cyadIkjh07hqmpKYmJiQwZMoQGDRqQmZnJzp07GThwIEePHsXa2ho7Ozt27dqlU+e+ffvYvXs3jRs3Bh4mGoGBgbRv35733nuPe/fusXr1aiZMmFDgWCGEEEJUHAYlGz/++COTJ08mMTGxQJKRT5INIaqGtLQ0oqOjcXJyAh5OjT106FAuXbqEl5cX//73v7Vl1Wo1bdu2pU2bNhw9epQBAwZgZmaGm5ubtkxcXBwxMTFMnjwZT09PAFauXImzszMRERHawdwvvvgiPXv25NSpU7Rv374Mr1gIIURJqCgzZlWWGbwqK4OSjUWLFpGdna1dSdzKyqqk4xJCVBJ2dnbaRAOgWbNmANy6dQuAixcvsmbNGn7++WdSU1O15a5du1agrsTERIKCgujUqRPjx48H4N69e8TFxTFr1izUarW2bJMmTahfvz4//vijJBtCCFEJWVmZl3cIOipaPM8Lg5KNX3/9lWnTptGpU6eSjkcIUck8/mWDqakpAPfv3+eff/7hrbfewtnZmUWLFmFnZ4epqSljx47l/v37OsdlZ2czYcIElEoloaGh2u3p6emo1WqWLVvGsmXLCpz/5s2bpXBVQgghSlt6+j3U6vKfatbYWIGVlXmFiaeysLIyL72pb+vVq1dk9ykhhMj39ddfk5WVRUREhDYpyc3NJS2t4MxPc+fOJSEhgU8++YQaNWpot1taWmJkZMTYsWPp0qVLgeNsbGxK7wKEEEKUGrU6r0Kta1HR4nleGJRsjB49mqioKAYMGEDNmjVLOiYhxHMiOzsbIyMjTEz+/0/N4cOHyc3N1Sm3ceNGDh8+zMaNG2nUqJHOvho1auDm5saVK1dwcXEpk7iFEEIIUTKKlWx8+OGHBbZZWFjg5+fHa6+9Rr169TA2NtbZb2RkxPDhw0skSCFE5fTKK68AMGfOHAYOHMjvv//Ohx9+qNP16vz587z33nu8+uqr1KxZk4sXL2r3NWrUCKVSyaxZsxg2bBhTp07ltddew8rKisTERE6fPk2fPn1o3bp1mV+bEEIIIZ6uWMnG8uXLi9wXHR1d6HZJNoQQKpWKZcuWERERwdixY2nevDlr1qxh6tSp2jLXr18nLy+PgwcPcvDgQZ3jly1bRp8+ffDw8GDHjh2Eh4czZ84ccnJyqFevHq+88op2etxnYV/X8pnrEEIIUTzyN7dqMdIUY/DFjRs3DKq8YcOGBh0nhBBlRaPRaKfTFUIIUTbU6jxSU7PIyyv/McAmJgpsbCxISbkrYzb0oFRalNwAcUkahBDPKyMjI5mBRA8ya4thpN30J21mmMrSbnl5mgqRaIjSZ9AA8ebNm7NixQp69epV6P7PPvuMGTNmcPny5WcKTgghyoLMQKI/aTPDSLvpT9aO8CAAACAASURBVNrMMNJuoqIwaKnEp/W8UqvV0i1BCCGEEEKIKs7gddmLSiYyMzP55ptvZO57IYQQQgghqrhid6OKiIhg3bp1wMNEY+bMmcycObPQshqNhsDAwJKJUAghhBBCCFEpFTvZcHFxYfDgwWg0Gnbs2EHbtm1p0qSJThkjIyPMzc1p2bIlXbt2LelYhRBCCCGEEJVIsZON9u3b0759ewDu3bvHwIEDcXV1LbXAhBBCCCGEEJWbQbNRLVu2rKTjEEIIIYQQQjxnDEo28iUmJvLzzz+TkZFR6AxV/v7+z1K9EEIIIYQQohIzKNm4f/8+s2fP5vPPPycvLw8jIyNtsvHoLFWSbAghhBBCCFF1GZRsrFq1imPHjjF16lTc3d0JDAwkNDQUOzs7tm7dyu3bt1m+fHlJxyqEEKXC2NjgWcCrnPy2kjbTj7Sb/qTNDFNR201WDK+6DEo2jh49Sp8+fRgzZgwpKSkA1K1blzZt2uDj48PQoUPZvn07ixYtKtFghRDPp8DAQGrUqMGGDRuKVT42NpYLFy4wbty4Zz63RqPBysr8meupaqTNDCPtpj9pM8NUtHZTq/NITc2ShKMKMijZuHPnDq1atQKgevXqwMMZqvJ169aNdevWSbIhhCiWhQsXolAU/1u477//ns2bN5dIsmFkZETY9vMk3Mp45rqEEEIUZF/XkuAATxQKI0k2qiCDko3atWtrn2iYm5tTq1Ytrl69qt2fmZnJ/fv3SyZCIcRzr1mzZuV6/oRbGfx5I61cYxBCCCGeRwZ16GvVqhVxcXHa1x07diQqKooDBw6wf/9+tmzZgpubW4kFKYSoHEJCQujZsyenT5+mV69etGrViiFDhpCQkEBqaipTpkzBw8ODLl268Nlnn2mPCwwMZOzYsdrXiYmJTJkyBR8fH1xcXOjUqRP/+c9/AAgPDyciIoKsrCxUKhUqlYrAwMAyv1YhhBBCPJ1BTzYCAwM5cuQIDx48wMzMjClTpnDhwgVmzZoFQKNGjZg7d26JBiqEqBySkpIIDQ1l/PjxmJiYsGTJEoKDgzE3N8fLy4v+/fuze/duZs6ciaurKw0bNixQx6xZs7h9+zbz5s3D1taWmzdvEh8fD0C/fv1ITEzk4MGDbN26FYCaNWuW6TUKIYQQongMSja8vLzw8vLSvq5fvz6HDx/mt99+Q6FQ0LRpU0xMnmkJDyFEJZWWlkZ0dDROTk4A3L59m3feeYfRo0czceJEAFxcXDh27BjHjx9n2LBhBer48ccfmT59Oq+++qp2W/5U2vXq1aNevXooFAp5giqEEJVIRZshK19FncHreVFiGYFCoeCll14qqeqEEJWUnZ2dNtEAaNKkCQA+Pj7abVZWViiVShITEwuto0WLFmzevBljY2Patm1L48aNSzVmIYQQpa+izZD1uIoeX2VlcLKRmZnJjh07iI2N5c6dOyxevJhWrVqRmprKvn376NSpk3xAEKIKsrKy0nltamoKgKWlpc52MzOzIieSeO+993jvvfdYvXo1ixYtwsHBgenTp9O1a9fSCVoIIUSpS0+/h1qdV95hFGBsrMDKyrzCxldRWVmZF+tpkEHJRmJiIkOGDCExMZHGjRtz5coV7t69C4C1tTU7d+7kxo0bzJs3z5DqhRBVnJ2dHcuWLSMvL4/4+Hjef/99pk2bxpEjR3jhhRfKOzwhhBAGUKvzyM2tuB/mK3p8lZVBndNWrFjB3bt32b9/P9u2bUOj0Z0zuUuXLpw5c6ZEAhRCVF0KhYJWrVoxdepUcnNzuX79OvDwacmDBw/KOTohhBBCPI1BTza+/fZbhg0bRrNmzbTrbTzqhRde4ObNm88cnBCi6snIyGDkyJG88cYbODg4kJOTw7Zt27CysqJFixYAODo6kpuby9atW3F3d6dmzZo0bdq0nCMXQgghxOMMSjays7NRKpVF7s/vUiWEEPqqVq0aL774Itu2bePmzZtUr14dZ2dnoqKitH93OnbsyODBg9m4cSN37tzB29ubbdu2GXxO+7qWTy8khBDCIPI3tmoz0jzeB6oY+vTpg4ODAytXriQlJYU2bdrw4Ycf0qZNGwAGDRqEsbEx0dHRJR6wEEKUJI1Gg5GRUXmHIYQQzzW1Oo/U1Czy8vT+2FnqTEwU2NhYkJJyV8Zs6EGptCi9AeLDhg0jJCQElUpFjx49gIf/YV+/fp2IiAguXrxIeHi4IVULIUSZMjIykhlI9CCzthhG2k1/0maGqajtlpenqZCJhih9BiUbb7zxBv/88w9r1qxh9erVAIwaNQqNRoNCoWDatGl06dKlRAMVQojSIjOQ6E/azDDSbvqTNjOMtJuoKAxeZ2P8+PG8/vrrHDt2jOvXr5OXl0ejRo3o2rWrTE0phBBCCCGEKH6yMWjQILy8vPDw8MDDw4NatWrRsGFDhg8fXorhCSGEEEIIISqrYicbN2/eJDIyEiMjI4yMjGjatCkeHh7aBMTe3r404xRCCCGEEEJUMsVONr788ksSExM5f/4858+f58KFC8TExLB7926MjIyws7PDw8MDT09PPD09eemll2SGFyGEEEIIIaowg6a+zXf37l0uXLhAXFwccXFxXLp0iezsbABq1qzJ2bNnSyxQIYQoLTLdYfHJFJGGkXbTn7SZYaTd9CdtZphSnfo2n4WFBb6+vvj6+nL79m1iY2PZvn07Fy9eJDMz81mqFkIIIYQQQlRyBicbv/32G+fPn9c+1fjnn38wMzOjefPmjBgxAk9Pz5KMUwghhBBCCFHJFDvZ+P7774mLi+P8+fNcunSJ9PR0ateujbu7OwEBAbi7u9OyZUvMzMxKM14hhBBCCCFEJVHsZGPo0KGYmJjQvXt35s2bh7u7u6ynIYR4LhSnz6l4KL+tpM30I+2mP2kzw1TUdpMVxKuuYg8Qf/311/njjz/QaDQ4OTnh7u6Op6enJB3imalUKmbNmsXIkSOfua5OnTrRoUMHFixYAMDx48e5desWAQEBz1w3wN69ezE1NaVXr1462wMDA6lRowYbNmwokfMY6vjx40ycOJETJ06UyXTUCQkJ7Nu3j/79+1O3bt1SP19p0Gg0MnOeEEKUMrU6j9TUrAqZcMgAccOU+ADxAwcOkJmZycWLF7XjNA4cOEB2dja2tra4u7vj4eGh7U5lamr6TBcgqo5du3bRoEGDEqkrIiICKysr7evjx48THx9fYsnGvn37qFGjRoFko6q6ceMGERERdOjQodImG0ZGRoRtP0/CrYzyDkUIIZ5L9nUtCQ7wRKEwqpDJhihdeg0Qr1mzpnb2KQC1Ws3ly5eJi4vjwoULbNmyhRUrVmBmZoazszPbt28vlaBF+Xrw4AEmJiYoFCXziNbNza1E6gFo0aJFidVVlWk0GnJycsp8DFZJ31vFlXArgz9vpJXpOYUQQoiq4Jn+Rzc2NsbZ2ZmhQ4cybtw4xowZg6urK/fv3ycuLq6kYhSlJCQkhJ49e3Lq1Cl69uyJi4sLffr04eLFizrlOnXqxOLFi4mMjKRjx460atWK1NRU8vLyWL9+PZ06dcLZ2Znu3buzc+dO7XHHjx9HpVLxxRdfaLelpqbSrl07pk+frt2mUqmIiorSvg4MDGTs2LEcPHiQrl274urqyrhx40hLS+PGjRuMHDkSd3d3XnvtNWJjYwuNNf/69u3bx++//45KpUKlUhESEsLJkydRqVRcu3ZN59i0tDRatWpVZJIcGBjI999/z5dffqmtLzw8XKfMkSNH6NatG+7u7gwdOpS//vpLuy82NhaVSsWPP/6oc8yECRMIDAzUvg4PD8fd3Z1ff/2VQYMG4erqSs+ePfn66691jsvJyWHp0qW8/PLLeHp68u9//5u7d+8WiPvBgwesWrWKjh074uzsTI8ePfj00091yjx6L7z++uu4uLhw8uRJcnJyWL58OR06dMDZ2RlfX1/GjRtHRkYGsbGxDB06FIC+fftq2yTfjRs3mDx5Mp6enri5uTFy5Eh+/fXXQt+vx++tZ7kHhBBCCFFxGDT17YMHD7h06ZJ2NfFLly6RkfGwC4KZmRleXl4y9W0lkZSUxKJFiwgKCsLKyorIyEhGjhzJ559/jq2trbbc559/TuPGjZk7dy4KhYIaNWqwYsUKPvroI8aPH4+7uztffvklCxcuJDc3lyFDhtClSxf8/f2ZN28en376KUqlkkWLFgGwcOHCJ8b1888/k5KSwqxZs8jMzGTJkiXMnz+fGzdu4O/vz4gRI9iwYQNBQUF88cUXWFhYFKhjwoQJJCcnc+XKFcLCwgBQKpU0bNiQunXrEhMTw4wZM7TlDx48CFBkF6mFCxcyc+ZMqlevzuzZswGoV6+edv/ly5dJTk4mODgYtVpNaGgoM2fOZNeuXcV5K3Tk5OQQHBzM0KFDmTBhApGRkUyePJmTJ09iY2MDwKpVq/j4448JCgqiRYsWHDp0iJUrVxaoa8qUKcTFxTFx4kQcHR05deoUM2fOxMrKivbt22vL3b59myVLljB+/Hjq169PgwYN2LBhAzt37iQ4OBgnJydSUlL49ttvefDgAS1btmTBggUsXryYZcuW0bRpU21dmZmZBAYGolAoWLRoEdWqVeP9999nyJAhHDhwgPr162vLFnZvQcncA0IIIYQoX8VONo4fP65dV+Pnn38mNzcXjUaDtbU1np6e2h9nZ2cZr1GJpKamsnr1atq0aQPAyy+/TPv27dmyZYvOB/GcnBwiIyO1HwSTk5OJjo5m5MiRBAUFAeDr60tKSgrr1q1j0KBBGBsbM2/ePHr16sWCBQvo3r07n332GZs2baJWrVpPjCszM5MPPvgApVIJwK+//srmzZt5++23GTRoEAB2dnb06tWLM2fO0KVLlwJ1NGrUCKVSyT///FOgq1afPn2IiYlh6tSpGBsbAxATE4Ofn5/OmI9HNWvWjJo1a1KjRo1Cu35lZGSwf/9+bcxZWVnMmTOHxMREnaSkOPKTjfxkwMHBgc6dO/PVV1/xxhtvkJqayo4dOxg9ejRjx44FoF27dgwZMoRbt25p6/nuu+84efIkUVFR2u6Pbdu2JSkpifDwcJ1kIy0tjcjISFxdXbXbfvzxR3x9fXXGvHTr1k2nTQCcnJxwcXHRbt+7dy///PMPhw4dwtHREQBvb286duzI1q1bCQkJ0bnWR++tfCVxDwghhKg4KtoMWfkq6gxez4tiJxuTJk0CwN7enldffVWbXOR/kBCVk6WlpTbRyH/t4+PDpUuXdMq1bt1a58PgDz/8QE5ODt27d9cp16NHDw4ePMi1a9dwdHTE0tKSZcuWMWLECE6dOsWgQYNo167dU+N66aWXtB8yAZo0aQKAj49PgW2JiYnFvt58ffv25YMPPuDrr7+mQ4cO/PLLL/z000/MnDlT77qKijn/g7ghyYZCodB5X+zt7alevbo2kfjtt9/Izs7Gz89P57iuXbty9uxZ7etvv/0Wa2trXnnlFXJzc7XbfXx8ePvtt1Gr1dpky9raWifRgIdjYKKiorSJibOzc7HGU5w7dw4nJyedvw/W1tb4+Phw/vx5nbKP31v5SvseEEIIUbasrMzLO4QnqujxVVbFTjbee+89PD09sbOzK814RBl79MNcPltbW/78888C2x6VlvZwMG3t2rV1tue/Tk1N1W7z9PSkQYMG3LhxgyFDhhQrrsefLuQ/LbO0tNRuyx+8fP/+/WLV+Sh7e3vatm3LJ598QocOHYiJicHe3p5XXnlF77qeFrMh8VWvXr3A4GxTU1NtXUlJSUDB9+Xx9yMlJYXU1FRatmxZ6HmSkpK0idDjxwKMHz8ehULBvn37iIiIQKlUEhAQwMSJE584XWz+op+Ps7W15ffffy+wrTClfQ8IIYQoW+np91CrK97UssbGCqyszCtsfBWVlZV5yU5926NHj2cKSFRMycnJBbbduXOHOnXq6Gx7/IOltbW1tuyjU57+73//09kPsHbtWlJSUmjSpAmLFi3io48+qhDrGvTr14/g4GBu3brFp59+SmBgYKnGVa1aNeBht6FHpaen633e/PenqPbPV6tWLZRKJRs3biy0nkeTzcJiMDMzIygoiKCgIK5fv05MTAzh4eHY29vj7+9fZHy1atXi6tWrBbbfuXOnQBe6inAvCCGEKH1qdV6FXseiosdXWUnntCouIyODM2fO6Lw+ffp0ge40j3NxccHU1JQjR47obD98+DC2trba7i1xcXFERUUREhJCWFgYcXFxbN26tcSvoyiPPg14XOfOnbGysmLGjBmkpaXRp0+fZ6rvafKfIDz61Cg5OZmffvpJ77pefPFFqlevzrFjx3S2f/755zqvfXx8SE5OxtTUFBcXlwI/+kxt27hxY6ZPn461tTVXrlwBin564+npyW+//aYtBw+fhp0+fVomjxBCCCGqEINmoxLPD2tra+bOncvkyZOxtLQkMjISjUbDsGHDnnicUqlkyJAhREVFYWZmhpubG6dOneLgwYPMnz8fY2NjsrKymD17Nr6+vgwYMACAcePGsWrVKtq1a1cm430cHR2JiYnh4MGDNG7cGBsbG+3K2qampvj7+2sHTz86Q1JRmjZtyv79+zl58iR16tTBzs6u2IvZ1atXD1dXV9atW4elpSUmJiZERkbqdAsqLmtrawYOHEhkZCTVq1fXzkb16FS78HAweMeOHRk1ahSjRo1CpVJx7949/vjjD65fv87SpUufeJ4JEybQsmVLWrRogbm5OV988QVpaWna7mZNmjTB2NiYmJgYTExMMDY21k6hvGXLFsaOHcvUqVO1s1GZmJg89d4SQgghxPNDko0qrk6dOgQHB7NixQr++usvnJyciIqKKrS//eNmzZqFpaUln3zyCR988AENGzZk0aJFDBw4EIDQ0FDS09N1PtCOHz+eL7/8klmzZrFr1y5MTEr3Fuzbty8//PAD77zzDqmpqfTu3ZvQ0FDtfj8/P6KionjzzTeLVd/o0aP566+/mD17Nunp6UyaNEk7G1dxhIWFMW/ePObMmUPt2rWZOnUqhw4d0k4drY8ZM2agVqvZtGkTeXl5+Pn5MWPGDGbNmqVTbu3atWzcuJGPP/6YGzduYGlpiZOTU7Ge5Hh4eHD48GE+/PBD1Go1Dg4OhIWFaQdpK5VKFixYwKZNmzhw4AC5ubn8+uuv1KxZk23bthEaGsr8+fPJy8vDw8OD6OjoYiV1Zc2+rv4JnxBCiOKRv7FVm5FGo5F146uokJAQ4uPjtetLVEVr1qxhx44dfP3112W+WraoGDQajYwbEUKIUqZW55GamkVeXsX72GliosDGxoKUlLsyZkMPSqVFyQ4QF+J5cuXKFa5evUp0dDSDBw+WRKMKMzIykhlI9CCzthhG2k1/0maGqajtlpenqZCJhih9kmyIKmnhwoVcvHiRdu3aaRfFE1WXzECiP2kzw0i76U/azDDSbqKikGSjCnt07EJVs23btvIOQQghhBDiuSdT3wohhBBCCCFKhSQbQgghhBBCiFIhyYYQQgghhBCiVEiyIYQQQgghhCgVkmwIIYQQQgghSoUkG0IIIYQQQohSIcmGEEIIIYQQolTIOhtCiCrP2Fi+dymu/LaSNtOPtJv+pM0MUxHbTVYPr9qMNBqNvPuizISEhBAfH8/BgwfLO5RnFhsby9ChQ/nkk09wcXEp9nGXL1/m+PHjjBo1CnNz81KMsGiFxR4eHk7btm3x8PAol5getXfvXubMmcOZM2dQKpWlei6NRoORkVGpnkMIIaoytTqP1NSsCptwmJgosLGxICXlrqy6rgel0qJYSa082RDCQC1btmTXrl04Ojrqddzly5eJiIggICCg3JKNwmKPiIigRo0aFSLZ6NChA7t27cLKyqrUz2VkZETY9vMk3Moo9XMJIURVY1/XkuAATxQKowqbbIjSJcmGEAaqWbMmbm5u5R2GQcoj9uzsbKpXr16sskqlstSfaDwq4VYGf95IK7PzCSGEEFVFxenQJ6qU2NhY/P39cXNzo2/fvsTHx+vs12g0REVF0a1bN5ydnencuTNbtmzRKfPnn38ybdo02rdvj6urK6+++iqbN28mL+//H4F26tSJxYsXFzj/8uXL+de//kVeXh59+vRhxowZBcq8++67+Pr6olari7wGlUrFjz/+qN2mUqmIjIwkPDwcHx8fWrduzZw5c8jKygL+v3sQQJs2bVCpVHTq1El7fGJiIsHBwbRu3ZpWrVoREBBQoG3yr2n79u107NgRT09PJkyYQHJysrZMTk4Oy5cvp0OHDjg7O+Pr68u4cePIyMgoNHaVSgXAihUrUKlUqFQqYmNjCQoKYuDAgQWufceOHbi4uJCamlpo2yQkJKBSqdi7dy/z5s2jdevW9OvXD4Avv/ySESNG0KZNGzw8POjXrx9fffWVzvF79+5FpVJprym/vv/+978sXrwYb29vfH19Wb58Obm5uYXGIIQQQojyJ082RJlLSkpiyZIljBkzBktLS1auXMmkSZM4duwYpqamACxdupQ9e/Ywbtw4XF1diYuLIywsjGrVqjFo0CAAbt++jYODA7169cLCwoLLly8THh5OVlYWkyZNAuC1115j7969zJ07F2NjY+BhIvPZZ5/x6quvolAo6NevH6GhoWRkZGBpaQmAWq3mv//9L71799YeV1zbt2/H09OT0NBQrl27xooVK7C1tSU4OJgOHTowfvx43n//fTZt2oSlpSVmZmYApKWlMXjwYGrUqMH8+fOxtLRk27ZtDBs2jM8//xxbW1vtOU6ePMn169dZsGABKSkpLFu2jHfeeYf33nsPgA0bNrBz506Cg4NxcnIiJSWFb7/9lgcPHhQa865duxgwYACBgYH07NkTgGbNmtGvXz9Gjx7NlStXaNq0qbZ8TEwMfn5+WFtbP7EtVq1aRfv27Vm5cqU2CUxISKBjx4689dZbKBQKvvrqK8aMGcPWrVtp3br1E+tbvXo1nTt3ZvXq1Vy4cIHw8HAaNWqkvSeEEEIIUbFIsiHKXFpaGtHR0Tg5OQFgbm7O0KFDuXTpEl5eXvz1119ER0ezaNEiBgwYAICPjw/Z2dmsW7eOAQMGoFAoaNOmDW3atAEeJhCenp5kZ2cTHR2tk2xs3LiR7777jrZt2wJw7tw5EhMTee211wDo1asXy5cv59NPP2Xw4MEAnDp1iqSkJN588029r69OnTqsXLkSgH/961/8/PPPHD16lODgYJRKJY0aNQIejpt4tKvQ1q1bSU9PZ8+ePdrEok2bNnTr1o2oqChmzZqlLavRaHj//fe1icqNGzfYsGEDeXl5KBQKfvzxR3x9fQkICNAe061btyJjzu9SVb9+fZ3uVb6+vjRo0ICYmBhmzpwJwG+//UZ8fDzTp09/alu89NJLLF26VGfbkCFDtP/Oy8ujdevW/PHHH+zevfupyUarVq2YN28eAG3btiU2NpajR49KsiGEEBVcRZod63EVcQav54kkG6LM2dnZaRMNePgNOsCtW7cAOH36NABdu3bV6SLj4+NDZGQkN2/epGHDhty/f58NGzbw6aefcvPmTXJycrRl7969i4WFBS+99BLNmjXj0KFD2mTj0KFDNGnSRDsLU82aNenRowcxMTHaZGPv3r14eXnRpEkTva/Px8dH57WjoyOHDh166nHffvstrVu3platWtrrVigUeHt763TVAvD29tYmGvnnyMnJ4c6dO9SpU4cWLVoQFRVFeHg47du3x9nZGYVC/z+iCoWCN998k507dzJt2jRMTEyIiYmhYcOG2kTvSTp06FBgW2JiIu+99x6nT58mKSmJ/AnxWrZs+dT6fH19dV47Ojry3XffFe9ihBBClBsrq/KZEEUflSHGykiSDVHmHp9hKL/r1P379wFISUlBo9HwyiuvFHp8frLx7rvvsmfPHiZOnIizszOWlpacOHGC999/n/v372NhYQE8fLrx4Ycf8vbbb6NQKAr9Jrx///4MHDiQX375BTs7O7788stCx3oYen1FdV96VEpKChcvXiz0Q3f+05CizpGfeOS34fjx41EoFOzbt4+IiAiUSiUBAQFMnDhR72le+/bty/r16zl16hT/+te/OHDgAIMHDy5W8vJo1y94+CRj/PjxZGRkMHnyZBo3boy5uTlr167l5s2bT60vv5tbvuK2rRBCiPKVnn4PtbpiTitrbKzAysq8QsdYEVlZmcvUt6JyqlWrFkZGRuzYsUObiDzKwcEBgCNHjjBgwADGjBmj3Xfq1KkC5V977TXWrFnD119/jZmZGcnJydouVPnc3d1xcnIiJiaGBg0aYGZmRvfu3Uv4yp6sVq1atGvXjilTphTY9+hTjOIwMzMjKCiIoKAgrl+/TkxMDOHh4djb2+Pv769XXfXq1aNdu3bExMSgVqtJSUmhT58+xTr28cTm+vXr/Pzzz6xbt44uXbpot2dnZ+sVkxBCiMpFrc6r8GtYVIYYKyNJNkSFk989JzU1VWempsfdv39fJxlRq9WFdldq3LgxLi4uHDp0CDMzM5o3b17o2hj9+vXj/fffx9bWlldffZUaNWqUwNUUlB/z49/I+/j4cODAARwdHUv03I0bN2b69Ons2rWLK1euPDGu/Ccjj+vXrx9TpkwhOTmZNm3a0LBhQ4Niya//0fftxo0bXLhwwaAua0IIIYSo2CTZEBWOg4MDAQEBzJo1i5EjR+Lq6kpOTg7Xrl0jNjaW9evXAw8/nO/Zs4dmzZphY2PDjh07iuxS07NnT9asWYOxsTHjxo0rtMwbb7xBWFgYKSkpBQY1l6T8RGf79u106dKF6tWro1KpGD58OJ9++ilDhgxh6NChNGjQgOTkZC5dukTdunUZPnx4sc8xYcIEWrZsSYsWLTA3N+eLL74gLS2tyK5pAE2bNuXEiRN4eXlhbm6Og4MDNWvWBB6OvbCxseHChQusWrXK4Gtv2rQp9erV085OlZWVxdq1a7GzszO4TiGEUpxFtAAAIABJREFUEEJUXJJsiApp3rx5ODg4sGvXLtatW4eFhQUODg46XZvmz5/PwoULeeeddzA3N6d37974+flpZyt6VI8ePVi+fDkajaZAF6p81tbWvPzyyyQmJpbqgnctWrQgKCiIPXv2sGnTJurXr8/JkyexsbFh165drF69mrCwMFJTU7G1tcXV1RU/Pz+9zuHh4cHhw4f58MMPUavVODg4EBYWVmDw+qMWLFjAf/7zH0aPHk12djYfffSRdnYoExMTOnXqxJEjR/SO5VFmZmaEh4ezePFipkyZQv369Rk/fjzfffddgfVEypJ9XcunFxJCCKE3+fsqjDT5U8EIUcVlZmbSrl07goKCeOutt8o7nAolLy+PLl260LFjR+bPn1/e4ZQojUaj96B5IYQQxadW55GamkVeXsX8yGliosDGxoKUlLsyZkMPSqWFDBAXojgyMzP5888/2bFjB0ZGRsUe/FwVPHjwgF9++YWjR4+SmJios27H88LIyEhmINGDzNpiGGk3/UmbGaYitltenqbCJhqi9EmyIaq8n376iaFDh1K/fn2WL1/+1FWxq5Lbt2/Tr18/lEol8+fP11lF/HkiM5DoT9rMMNJu+pM2M4y0m6goJNkQVV7r1q359ddfyzuMCsne3l7aRgghhBAGk3XZhRBCCCGEEKVCkg0hhBBCCCFEqZBkQwghhBBCCFEqJNkQQgghhBBClApJNoQQQgghhBClQpINIYQQQgghRKmQZEMIIYQQQghRKmSdDSFElWdsLN+7FFd+W0mb6UfaTX/SZoapaO0mq4cLI41GI3fAUxw/fpxbt24REBCgsz0kJIT4+HgOHjxYTpE9dPnyZfz9/fnoo49o3bp1qZ8vPT2drVu30qNHD5o1a1bq5ysre/fuZc6cOZw5cwalUlnkdSYkJNC5c2fWrFlD9+7d9TrH4/fM4+c0NNYnlTM1NaVXr156xZnv+PHjTJw4kRMnTmBvb//EsoGBgdSoUYMNGzYYdK7HhYeHs3nzZi5cuFAi9RVFo9FgZGRUqucQQoiqSq3OIzU1q0InHCYmCmxsLEhJuSurrutBqbQoVlIrTzaK4fjx48THxxdINqqq9PR0IiIicHJyeq6SjQ4dOrBr1y6srKyAsrnOx89Z0vbt20eNGjUMTjb0sXDhQhSKivFNmj6MjIwI236ehFsZ5R2KEEI8V+zrWhIc4IlCYVShkw1RuiTZEDqys7OpXr16mZ5TrVaTl5eHqalpmZ73cUqlUq+nC5X1nCUt/56pzIlnwq0M/ryRVt5hCCGEEM+dyvc1ZBkLCQlh3759/P7776hUKlQqFSEhITplYmNj8ff3x83Njb59+xIfH6/dl5CQgEql4siRIzrHLF26lE6dOmlf7927F5VKxc8//8yoUaNwc3Oja9eu7N+/v0BM69evp23btri7uzNp0iTu3LlToIxGoyEqKopu3brh7OxM586d2bJli06Z8PBw3N3d+eGHHxgwYAAuLi5s374dgI0bN+Ln54eLiwuvvPIKw4cP5++//9Z2IQKYMmWKtk0SEhIASE1NZc6cObRu3ZpWrVoxcOBAzp49q3PewMBAxo4dy759++jWrRsuLi788ssvhISE0LNnT06fPk2vXr1o1aoVQ4YMISEhgdTUVKZMmYKHhwddunThs88+e+L7tm7dOjp06KB9nZeXh5eXF23atNEp5+vry6ZNm3Teg+Tk5KdeJ8D9+/dZvHgx3t7e+Pr6snz5cnJzc58Y1+MePWe+xMRExo4di6urK+3bt2fLli0F7pdHyxZ1vwQGBvL999/z5ZdfauMPDw8vMpacnByWLl3Kyy+/jKenJ//+97+5e/euTpn8+3nv3r3MmzeP1q1b069fP+35xo4dqy2bf87Hf/JjeNr+wqSnp/P222/j6+uLs7Mzffr04ZtvvnlKKwshhBCivMiTjaeYMGECycnJXLlyhbCwMACdb6KTkpJYsmQJY8aMwdLSkpUrVzJp0iSOHTtm0Df1wcHB9O/fnxEjRrB7925CQkJwcXHB0dERgOjoaNasWcNbb72Fj48Pp0+fZu7cuQXqWbp0KXv27GHcuHG4uroSFxdHWFgY1apVY9CgQdpyOTk5zJgxg+HDhzNt2jSsra3Zv38/a9asYfLkybi5uZGRkcH58+e5e/cuTZs2JSIigkmTJjF9+nTtGBE7OzvUajWjR4/m77//Jjg4mNq1a7Nt2zZGjBjBzp07cXZ21p43Pj6eGzduMGXKFKysrKhfv762PUNDQxk/fjwmJiYsWbKE4OBgzM3N8fLyon///uzevZuZM2fi6upKw4YNC21Hb29v1q5dy99//80LL7zA5cuXyc7O5u7du/z55584Ojpy9epVkpKS8Pb2LnC8nZ1dkdd5+/ZtAFavXk3nzp1ZvXo1Fy5cIDw8nEaNGum0r740Gg0TJkzgf//7H4sWLcLS0pKoqCj++eefQrsoPel+WbhwITNnzqR69erMnj0bgHr16hV57lWrVvHxxx8TFBREixYtOHToECtXriyybPv27Vm5ciV5eYX3b921a5fO62+++Ybw8HAcHByKtf9xDx48YMSIEdy5c4epU6dSt25dDhw4wNixY7VJmxBCCCEqFkk2nqJRo0YolUr++ecf3NzcCuxPS0sjOjoap/9j787Dqqr2x4+/meeDoOAQpoh6cmAGBwRxCO1m3tBMM0MzNQs1S1DhppjTDyuzkiQR6WqhhjnlUFpqapkh2OBcXYdUTEAFjhODnPP7w4f99cgghwABP6/n8XnY6+y91tprb3B/zhp2u3YAWFlZMXLkSH777Tf8/PwMLm/EiBHK3BBvb2/27t3Ljh07CA8Pp7i4mISEBJ5++mnl4TEoKIgrV67w5ZdfKnmcO3eO5ORkZs+ezbBhwwAICAggPz+fJUuWMGzYMOXBtaioiDfeeIMnn3xSOX7t2rWo1Wq9b6kff/xx5ecOHToA0KpVK7022bVrF4cPH2b58uUEBQUBd3oO+vXrR0JCgt431nl5eaxbt04JMsprz6ysLObOncu4ceOYMGECAO7u7nz77bfs3LmTUaNGldmOnp6emJubk56eTsuWLUlLS6Nz584UFBRw8OBB3NzcSE9Px9ramk6dOpU63tzcvNzzLOHh4cGMGTMA6NGjB6mpqezYseMfBRv79u3j2LFjrFq1Srl/unXrRnBwcJnzOiq6X9q2bYutrS3W1tZl1v9uubm5rF69mnHjxinXPSgoiBdeeIHMzMxS+z/22GPMnz+/wjzvLvPs2bOsXLmSZ599lqeeeqpSn99ry5YtnDx5ki+//FIZshUUFMRff/1FfHw8H374YYX1EUII8WDUlZWxylPXVvBqaCTY+IecnZ2VB2NAeQgq6wGtMgIDA5Wfra2tadGiBZcuXQLuDJnJysoiJCRE75j+/fvrBRs//vgjAP369dMb1hMQEEBiYiJ///23Xo9AcHCwXn4dO3Zk9erVxMbGEhISgqenZ6V6adLT07G1tVUCDQAzMzNCQkJKrdjVvn37UoEGlG7P1q1bK3UvoVKpcHR0VNqlLBYWFri7u5OWlsagQYNIT0+nS5cu5Ofnk5aWxvDhw0lLS8PLywtT06r9Gtx9rQDc3Nz46aefqpRXiSNHjqBSqfQCVRsbG7p3786xY8cqrMO994sh/vjjD/Lz80vdW/369Ss1DA7QG6J2P9evXyc8PBw3NzdiYmIM/rzE/v37ad++Pa1bty51X2/evLnS9RFCCFG7VCqrB12FSqkv9axvJNj4h+79trnkobygoKBK+dnZ2ZXKr7CwELgzxAgoNaG4SZMmets5OTnodDq6detWZhl3BxtWVlbY2NjofT548GBu3LjB2rVrWbFiBXZ2doSGhhIZGVnh5HGNRkPjxo1LpTdp0oS8vLxSaWUprz3vbRdzc/P7trG/vz9ff/01AIcOHWLo0KHKPAu4Exw988wzFeZRkYquVVVlZWWVOWG8vEnk1VWHknvr3utX3nUq6zqXRavVEhkZybVr11ixYgXm5uYGfX63nJwcjh8/XmZPlImJSaXqI4QQovZpNLcoLq67S8qamBijUlnV+XrWNSqVlSx9WxdYWFgAd4Yr3U2j0Ricl5OTE4DeZGKAy5cv623b29tjZGTE6tWry+yRuHtMfFnvFzA2NmbUqFGMGjWKzMxMZey+g4ODMpSpLPb29mVOVr98+TL29vZ6abXxXgN/f3+WLl3KgQMHyMvLw8fHh8LCQrKzszlw4AAZGRlVGupWk5ydnUtdXyh9zatbyb115coVmjZtqqTfe2+VqOz1e//999m/fz+fffYZzs7OBn9+N3t7e9Rq9X2HbwkhhKhbiou19eL9FfWlnvWNDE6rBDMzsyr3VDRu3BgzMzNOnTqlpBUWFpY5NOV+mjVrhpOTE99++61e+o4dO/S2S1Zcys3Nxd3dvdQ/W1vbSpfZtGlTXnrpJdRqNadPnwbK773x9fXl+vXreqsD3b59m507d+Lr61v5E60m3t7emJqaEh8fT4cOHbC1tcXR0ZG2bdsSHx+PmZlZhXMZ/mkvVVW4u7uj0Wj07o8bN25w4MCBKuVX2Xu3ffv2WFpalrq3vvnmmyqVC7Bt2zaWLVtGTExMme18v8/vFRAQwPnz53F2di7zvhZCCCFE3SM9G5Xg5ubG+vXr2bp1K61atcLBweG+b1MuYWxsTEhICKtWrVKOTU5OrtJbi01MTHj55ZeZP38+jRs3pkePHuzfv5/U1FS9/VxdXRkxYgTTpk1jzJgxeHp6UlRUxNmzZ0lNTSU+Pr7CcmJiYlCpVHh5eaFSqfj55585efKkMvHZyckJlUrFtm3bcHFxwdzcHLVaTa9evfDw8GDq1KlEREQoq1FlZWWxePFig861OtjY2NChQwcOHjzI6NGjlXQ/Pz/WrFmDj4+P0vNUlvLOsyb17NmTTp06ERERwZQpU1CpVCxfvhwbG5sq9Qa1adOGTZs2sXv3bpycnHB2dtbruSjRqFEjnnvuORITE7G0tFRWozp37lyVzuP8+fP85z//oWvXrrRr145ff/1V+axZs2YUFRVV+HlZq2aFhoby+eefM3LkSF566SVat27NtWvXOH78uLKqmhBCCCHqFgk2KmHIkCEcPnyYuXPnkpuby6BBg1iwYEGlj585cyYzZ85k3rx52NjYMGbMGFxdXdm1a5fBdQkLC0Oj0bB69WrWrFlD9+7dmTdvHmPHjtXbb8aMGbi6upKSksKSJUuwsbHB1dWVJ5544r5leHt7s3btWr744gtu3bpFy5YtiY6OVt6nYGxsTGxsLIsWLeLFF1+ksLCQXbt24eLiwrJly3jnnXd49913uXnzJp06deKTTz7RW/a2Nvn7+3PkyBG94VJdunRhzZo1ZS55e7fyzrMmGRkZER8fT0xMjBL0jRw5kjNnznDixAmD8xs3bhznzp1j+vTpaDQaJk6cyKRJk8rcNyIiguLiYpYvX45WqyUkJISIiAimTZtmcLkXL14kPz+f1NRUZUW0EhMnTlQm65f3eVl1NDc359NPPyUuLo6lS5eSnZ1No0aN6NixI88//7zBdbybS1O7++8khBDCIPK3VQAY6XQ6eX+8EHVYYWEhAwYMwM/Pj9jY2AddnQanKr2MQgghKqe4WEtu7k202rr7uGlqaoyDgw05OTdkzoYBHB1tZIK4EPVRSkoKWq0WV1dXNBoNa9asISMjg0WLFj3oqjVIRkZGsgKJAWTVlqqRdjOctFnV1LV202p1dTrQEDVPgg0h6hgLCwuWLVtGRkYGcOcFegkJCTIJugbJCiSGkzarGmk3w0mbVY20m6grJNgQoo4JDQ0lNDT0QVdDCCGEEOIfk6VvhRBCCCGEEDVCgg0hhBBCCCFEjZBgQwghhBBCCFEjJNgQQgghhBBC1AgJNoQQQgghhBA1QoINIYQQQgghRI2QpW+FEA+9yrwBVdxR0lbSZoaRdjOctFnV1KV2kxf6CQAjnU4nd0E9ExUVxdGjR9m6dSsAGzZsIDo6mgMHDuDo6FjpfCp73IYNGzAzM2PgwIH3zbNPnz706tWLmJiYStcDIC4ujh49euDj42PQcdXp3rrv3LmTzMxMRowYUSvlh4WFYW1tTUJCQq2UV9fVVnvodDqMjIxqtAwhhHgYFRdryc29WecDDlNTYxwcbMjJuSEvQjSAo6NNpYJa6dloAHr16kVKSgoqlapG8t+4cSPW1taVCjY++uijKtXjo48+wtra+oEGG/fWfefOnRw9erTWgg2hb9asWRgb1/w3c0ZGRixcdYgLmddqvCwhhHhYuDS1I3KEL8bGRnU+2BA1S4KNBsDR0dGgHo2a1LFjxwddhSqrz3V/UIqLi9FqtZiZmVVq//z8fCwtLSu1b9u2bf9J1QxyIfMapzLyaq08IYQQ4mHx4Af0iX9sw4YNqNVqrl69qqRdunSJ8ePH4+npSXBwMCtWrGD+/Pn06dOn1PGXLl1i7NixeHl50a9fPzZt2qR8FhYWxsGDB9mzZw9qtRq1Wk1cXFy5denTpw9z5sxRtqOionjqqadITU0lNDQULy8vhgwZwtGjR5V91Go1AO+8845SRmpqKnBniEtSUhL9+/enc+fO9O3blxUrVuiVGRcXh7e3N7///jvDhw/H09OTp556iu+//15vv127djF48GC8vb3x8/Nj8ODB7N27t8y6R0VFsXHjRv7880+lTlFRUezevRu1Ws3Zs2f18s7Ly8PDw4NVq1aV2zaHDh1ixIgR+Pr64u3tzcCBA9m4cWOp/bZv307//v3x9vZm5MiRnDt3Tu/z3NxcoqOj6dq1Kx4eHjz33HOkpaUpn2/atInOnTuTn5+vpA0cOJCOHTty/fp1JW3YsGHMnj1b2dZoNLz11lsEBgbSuXNnBg8ezA8//KBXdlhYGOPHj2fjxo30798fd3d3Tp48Web5llyXw4cPM2zYMNzd3ZX2WbhwIQMHDsTb25ugoCCmTJlCVlZWmWXdm9/9rrMQQggh6g7p2WiAdDod4eHhXL58mdmzZ2NnZ0dSUhIXL14sc1hKZGQkQ4cOZfTo0axdu5aoqCjc3d1xc3Nj1qxZTJ06FUtLS6ZPnw5As2bNDKpPdnY28+bN4+WXX8bOzo733nuPiRMn8u2332JmZkZKSgrDhg0jLCyMp556Cvi/b7Xnz5/PF198wSuvvIKnpyc///wzCxcuxMLCguHDhytlFBUVERkZyciRIwkPDycxMZHXXnuN3bt34+DgwLlz55g8eTIDBgwgIiICrVbLyZMnycsr+9vs8PBwrl69yunTp1m4cCFwpwfpkUceoWnTpqxfv56IiAhl/5L5M+UNNbt+/Trjx4/H19eXRYsWYW5uzv/+9z80Go3efidOnODq1atERkZSXFzMggULmDp1KikpKcCdnoRx48Zx/vx5IiMjadKkCZ999hmjR4/m888/p3Pnzvj7+1NUVMSvv/5Kt27dyMnJ4c8//8Tc3JxDhw4RHBzMrVu3OHbsGKNGjQKgsLCQ0aNHc+XKFV5//XWaNm3K5s2bGT9+vBLMljh69CgZGRlMnjwZlUpF8+bNy732RUVFRERE8OKLL/LGG2/QqFEjAK5cucL48eNxdnbm6tWr/Pe//yUsLIxt27Zhalr+n6X7XWchhBBC1C0SbDRA+/bt49ixY6xatQo/Pz8AunXrRnBwcJnzKUaMGKHMS/D29mbv3r3s2LGD8PBw2rZti62tLdbW1nh5eVWpPnl5eSQnJ9OuXTsArKysGDlyJL/99ht+fn5Kvs2bN9cr49y5cyQnJzN79myGDRsGQEBAAPn5+SxZsoRhw4YpwVPJQ2hwcDAArq6u9O3bl3379vH0009z/PhxioqKmDlzJra2tgAEBQWVW+dHH30UR0dHLl68WOq8Bw8ezPr163n99dcxMTEBYP369YSEhJQ7X+XMmTNcu3aNKVOmKA/u3bt3L7XftWvX2LRpkzIs7ubNm0RHR3Pp0iWaNWvGnj17OHz4MMuXL1fqHxgYSL9+/UhISCAuLo5HHnmEFi1akJ6eTrdu3Th06BDOzs54eHiQlpZGcHAwv/zyC0VFRcr9sWXLFk6ePMmXX36pBHpBQUH89ddfxMfH8+GHH+pdz3Xr1lUYZJQoKirijTfe4Mknn9RLj42NVX4uLi7G29ubnj178tNPPxEYGFhhfhVdZyGEEHVLXVgV637q0gpeDZEEGw3QkSNHUKlUyoMkgI2NDd27d+fYsWOl9r/74c7a2poWLVpw6dKlaquPs7OzEmjA//VaZGZmVnjcjz/+CEC/fv24ffu2kh4QEEBiYiJ///03jzzyCADGxsZ6D+8uLi5YWloqZajVakxMTJReHH9/f+zs7Kp0PkOGDGHp0qV8//339OrVi5MnT3Ls2DGmTp1a7jGPPvootra2vPXWW4SFhdGtW7cy59k89thjeuklbVUSbKSnp2Nra6sXKJmZmRESEqL0rgD4+fkpQ6vS0tLw9/fHw8ODr776Sklr1aoVzs7OAOzfv5/27dvTunXrUm29efNmvTq2b9++UoFGiZLA4G579+7l448/5s8//9Qb2nX27NkKg437XWchhBB1i0pl9aCrUGn1qa71iQQbDVBWVlaZD7LlTSK/96HbzMyMwsLCaqvPvd/2l0wmLigoqPC4nJwcdDod3bp1K/Pzu4MNS0tLzM3NS5VTUoarqytLly4lISGBiRMnYmxsTGBgIDExMbRo0cKg83FxcaFHjx6sW7eOXr16sX79elxcXMqtJ4C9vT3//e9/Wbx4MdOmTaO4uBg/Pz9mzJihN0Tpfm2l0Who3LhxqfybNGmiNySsS5cuzJ8/n6KiItLS0nj22Wfx9PTk3Xff5datW6Snp+sFozk5ORw/fpxOnTqVyruk9+busirLysoKGxsbvbTDhw8THh5O3759GTduHI0bN8bIyIihQ4fe956433UWQghRt2g0tygurtvLyZqYGKNSWdWLutYlKpWVLH37sCoZB3+vstLqMnt7e4yMjFi9enWZqx25uroalF/Pnj3p2bMn169fZ9++fcTGxhIdHc3KlSsNrtuzzz5LZGQkmZmZbNmyhbCwsPu+q8HDw4Ply5eTn59Pamoqb7/9NhMmTGDnzp2VLtfe3p4rV66USr98+TL29vbKtp+fH7du3SI1NZWTJ0/i7+9PmzZtsLS0JDU1ld9++41Bgwbp5atWq5k/f/5962DIOynK2nfnzp3Y2trywQcfKMPgMjIyKp2nEEKI+qO4WFtv3l1Rn+pan0iw0QC5u7uj0WiU4TMAN27c4MCBA1V6B0ZtfHNcVhklw2Vyc3PLXEWrqmxtbXnyySc5fPiw3tCjytSpRN++fVGpVERERJCXl8fgwYMrXb6lpSXBwcGcO3eO+fPnU1BQgIWFRaWO9fX1JSkpiR9++EEZbnT79m127tyJr6+vsp+rqytOTk4kJCRgb2+vDMcqOb6goEC5N+DOcKm9e/fi7OxM06ZNK30uVZGfn4+ZmZleILJly5YaLVMIIYQQD4YEGw1Qz5496dSpExEREUyZMgWVSsXy5cuxsbGp0puS27Rpw6ZNm9i9ezdOTk418kDapk0bdu3ahZ+fH1ZWVri6uuLq6sqIESOYNm0aY8aMwdPTk6KiIs6ePUtqairx8fGVzv/zzz/n119/JSgoCCcnJy5cuMDmzZvp0aNHuce4ubmxfv16tm7dSqtWrXBwcMDFxQW4E4iEhoaSlJREYGDgfecw7Nmzh3Xr1vH444/TokULLl++THJyMj4+PpUONODOCxw9PDyYOnUqERERympUWVlZLF68WG9fX19ftm/fTr9+/ZQ0Pz8/Fi5cSLNmzWjZsqWSHhoayueff87IkSN56aWXaN26NdeuXVMm1t+98tY/1aNHD1auXMncuXMJCQnhl19+4csvv6y2/IUQQghRd0iw0QAZGRkRHx9PTEwMMTExqFQqRo4cyZkzZzhx4oTB+Y0bN45z584xffp0NBoNEydOZNKkSdVa55iYGP7f//t/jBs3jvz8fD799FO6du3KjBkzcHV1JSUlhSVLlmBjY4OrqytPPPGEQfmr1Wq+++47YmNjyc3NxcnJiQEDBjB58uRyjxkyZAiHDx9m7ty55ObmMmjQIBYsWKB8HhISQlJSEs8888x9y3/00UcxNjbmgw8+4MqVKzRq1IjAwECmTJli0HmYmJiwbNky3nnnHd59911u3rxJp06d+OSTT+jcubPevl26dGH79u16czO6dOkCoJcGYG5uzqeffkpcXBxLly4lOzubRo0a0bFjR55//nmD6ng/wcHBREZGkpyczIYNG/Dx8SEhIYH+/ftXazmGcGlatcUChBBClE3+rooSRjqdTt4h/xAoLCxkwIAB+Pn56S07Kqruww8/ZPXq1Xz//felJi2L+kOn01Wpx08IIUTFiou15ObeRKut24+apqbGODjYkJNzQ+ZsGMDR0UYmiD/MUlJS0Gq1uLq6otFoWLNmDRkZGSxatOhBV63eO336NGfOnCE5OZnnn39eAo16zsjISFYgMYCs2lI10m6GkzarmrrUblqtrs4HGqLmSbDRQFlYWLBs2TJllZ/HHnuMhIQE3N3dH3DN6r9Zs2Yp8z/Gjx//oKsjqoGsQGI4abOqkXYznLRZ1Ui7ibpChlEJIR560nVeeTLcoGqk3QwnbVY10m6GkzarmsoOo5L3sgshhBBCCCFqhAQbQgghhBBCiBohwYYQQgghhBCiRkiwIYQQQgghhKgREmwIIYQQQgghaoQEG0IIIYQQQogaIcGGEEIIIYQQokbIS/2EEA+9yqwTLu4oaStpM8NIuxlO2qxqarPd5A3hojLkpX4PwM6dO8nMzGTEiBF66VFRURw9epStW7c+oJrdceLECUJDQ/n000/p2rVrjZen0WhYuXIl//rXv2jbtm2Nl1dbNmzYQHR0NAcOHMDR0bHc87xw4QJ9+/a1drnDAAAgAElEQVTlww8/5IknnjCojHvvmXvLrGpdK9rPzMyMgQMHGlRPQ/2TNjGUTqfDyMioRssQQoiGqLhYS27uzXofcMhL/aqmsi/1k56NB2Dnzp0cPXq0VLDxsNJoNHz00Ue0a9euQQUbvXr1IiUlBZVKBdTOed5bZnXbuHEj1tbWNR5sODs7k5KSQuvWrWu0HAAjIyMWrjrEhcxrNV6WEEI0FC5N7Ygc4YuxsVG9DzZEzZJgQ9So/Px8LC0ta7XM4uJitFotZmZmtVruvRwdHQ3qXaivZVZWYWEhpqamGBvf/1sQc3NzvLy8aqFWd1zIvMapjLxaK08IIYR4WMhAyFoWFRXFxo0b+fPPP1Gr1ajVaqKiovT2SU1NJTQ0FC8vL4YMGcLRo0eVzy5cuIBarWb79u16x8yfP58+ffoo2xs2bECtVnP8+HHGjh2Ll5cX/fr1Y9OmTaXqFB8fT48ePfD29mbixIlcuXKl1D46nY6kpCT69+9P586d6du3LytWrNDbJy4uDm9vbw4fPsywYcNwd3dn1apVACxbtoyQkBDc3d3p1q0bL774IufPn1eGywBMnjxZaZMLFy4AkJubS3R0NF27dsXDw4PnnnuOtLQ0vXLDwsIYP348GzdupH///ri7u3Py5EmioqJ46qmn+PHHHxk4cCAeHh688MILXLhwgdzcXCZPnoyPjw+PP/44X331VYXXbcmSJfTq1UvZ1mq1+Pn50b17d739AgMDWb58ud41uHr16n3PE6CgoIA5c+bg7+9PYGAgb7/9Nrdv366wXve6u8wSly5dYvz48Xh6ehIcHMyKFStK3S9371ve/RIWFsbBgwfZs2ePUv+4uLhy69KnTx/mzJlDYmIivXv3xsPDg9zcXE6dOsUbb7xBcHAwnp6ePPnkk3zyySdotf/XdV3WfV6S36pVq+jduze+vr6Eh4frnasQQggh6hbp2ahlJQ9Hp0+fZuHChQB630RnZ2czb948Xn75Zezs7HjvvfeYOHEi3377bZW+qY+MjGTo0KGMHj2atWvXEhUVhbu7O25ubgAkJyfz4Ycf8tJLLxEQEMCPP/7Im2++WSqf+fPn88UXX/DKK6/g6enJzz//zMKFC7GwsGD48OHKfkVFRURERPDiiy/yxhtv0KhRIzZt2sSHH37Ia6+9hpeXF9euXePQoUPcuHGDNm3a8NFHHzFx4kSmTJmizBFxdnamuLiYcePGcf78eSIjI2nSpAmfffYZo0eP5vPPP6dz585KuUePHiUjI4PJkyejUqlo3ry50p4LFizg1VdfxdTUlHnz5hEZGYmVlRV+fn4MHTqUtWvXMnXqVDw9PXnkkUfKbEd/f38WL17M+fPnadmyJSdOnCA/P58bN25w6tQp3NzcOHPmDNnZ2fj7+5c63tnZudzzzMrKAuCDDz6gb9++fPDBB/zyyy/ExcXx6KOP6rWvoXQ6HeHh4Vy+fJnZs2djZ2dHUlISFy9eLLOHoaL7ZdasWUydOhVLS0umT58OQLNmzSos/5tvvqFVq1a8+eabGBsbY21tze+//46rqysDBw7ExsaGEydOEBcXx82bN5k4cWKF+e3evZu//vqLmJgYcnJyiI2NZe7cubz//vtVbiMhhBBC1BwJNmrZo48+iqOjIxcvXixzmEheXh7Jycm0a9cOACsrK0aOHMlvv/2Gn5+fweWNGDFCmRvi7e3N3r172bFjB+Hh4RQXF5OQkMDTTz+tPDwGBQVx5coVvvzySyWPc+fOkZyczOzZsxk2bBgAAQEB5Ofns2TJEoYNG6Y8uBYVFfHGG2/w5JNPKsevXbsWtVrN+PHjlbTHH39c+blDhw4AtGrVSq9Ndu3axeHDh1m+fDlBQUHAnZ6Dfv36kZCQoPetel5eHuvWrVOCjPLaMysri7lz5zJu3DgmTJgAgLu7O99++y07d+5k1KhRZbajp6cn5ubmpKen07JlS9LS0ujcuTMFBQUcPHgQNzc30tPTsba2plOnTqWONzc3L/c8S3h4eDBjxgwAevToQWpqKjt27PhHwca+ffs4duwYq1atUu6fbt26ERwcXOa8jorul7Zt22Jra4u1tXWlhzgVFRWRmJiItbW1kta9e3elR0in0+Hr60t+fj7Jycn3DTZ0Oh0ff/wx5ubmAGRkZJCQkIBWq63U8CwhhBDVqyGsFiYrn9UsCTbqGGdnZ+XBGFAmEmdmZlYpv8DAQOVna2trWrRowaVLl4A7Q2aysrIICQnRO6Z///56wcaPP/4IQL9+/fSG9QQEBJCYmMjff/+t1yMQHBysl1/Hjh1ZvXo1sbGxhISE4OnpWalemvT0dGxtbZVAA8DMzIyQkJBSK3a1b9++VKABpduzZMJxQECAkqZSqXB0dFTapSwWFha4u7uTlpbGoEGDSE9Pp0uXLuTn55OWlsbw4cNJS0vDy8sLU9Oq/Vrdfa0A3Nzc+Omnn6qUV4kjR46gUqn0AlUbGxu6d+/OsWPHKqzDvfdLVXTt2lUv0IA7w8USEhLYsmULf//9N0VFRcpnN27cwMbGptz8/P39lUAD7rRRUVERV65cwcnJqcr1FEIIUTUqldWDrkK1aUjnUpdIsFHH3Pttc8lDeUFBQZXys7OzK5VfYWEhcGeIEVBqQnGTJk30tnNyctDpdHTr1q3MMu4ONqysrEo9LA4ePJgbN26wdu1aVqxYgZ2dHaGhoURGRlY4eVyj0dC4ceNS6U2aNCEvL69UWlnKa89728Xc3Py+bezv78/XX38NwKFDhxg6dKgyzwLuBEfPPPNMhXlUpKJrVVVZWVllThgvbxJ5ddehrOv37rvv8sUXXzBhwgQ6d+6MnZ0du3bt4uOPP6agoKDCYOPe61kSeFT190MIIcQ/o9Hcori4fi8Xa2JijEpl1SDOpTapVFay9G1DZGFhAaD3bTDceTA3VMk3wfdOsL18+bLetr29PUZGRqxevbrMHglXV1fl57LeV2BsbMyoUaMYNWoUmZmZbNu2jffeew8HBwdlKFNZ7O3ty5ysfvnyZezt7fXSauM9Cf7+/ixdupQDBw6Ql5eHj48PhYWFZGdnc+DAATIyMqo01K0mOTs7lzmBurYmVZd1XbZv386wYcN4+eWXlbS9e/fWSn2EEEJUr+JibYN5N0VDOpe6RAanPQBmZmZV/ia2cePGmJmZcerUKSWtsLCw1ApNldGsWTOcnJz49ttv9dJ37Niht10yvj43Nxd3d/dS/2xtbStdZtOmTXnppZdQq9WcPn0aKL/3xtfXl+vXr/PDDz8oabdv32bnzp34+vpW/kSribe3N6ampsTHx9OhQwdsbW1xdHSkbdu2xMfHY2ZmVuFchn/aS1UV7u7uaDQavfvjxo0bHDhwoEr5/ZN7t0RBQYFe0FpcXMy2bdv+UZ5CCCGEqJukZ+MBcHNzY/369WzdupVWrVrh4OCAi4tLpY41NjYmJCSEVatWKccmJydX6S3IJiYmvPzyy8yfP5/GjRvTo0cP9u/fT2pqqt5+rq6ujBgxgmnTpjFmzBg8PT0pKiri7NmzpKamEh8fX2E5MTExqFQqvLy8UKlU/Pzzz5w8eVKZ+Ozk5IRKpWLbtm24uLhgbm6OWq2mV69eeHh4MHXqVCIiIpTVqLKysli8eLFB51odbGxs6NChAwcPHmT06NFKup+fH2vWrMHHx0fpeSpLeedZk3r27EmnTp2IiIhgypQpqFQqli9fjo2NTZV6g9q0acOmTZvYvXs3Tk5OODs707RpU4PyCAgI4IsvvqBt27Y4ODiwevXqfzxcTAghhBB1kwQbD8CQIUM4fPgwc+fOJTc3l0GDBrFgwYJKHz9z5kxmzpzJvHnzsLGxYcyYMbi6urJr1y6D6xIWFoZGo2H16tWsWbOG7t27M2/ePMaOHau334wZM3B1dSUlJYUlS5ZgY2ODq6srTzzxxH3L8Pb2Zu3atXzxxRfcunWLli1bEh0dzbPPPgvcCaBiY2NZtGgRL774IoWFhezatQsXFxeWLVvGO++8w7vvvsvNmzfp1KkTn3zyid6yt7XJ39+fI0eO6A2X6tKlC2vWrClzydu7lXeeNcnIyIj4+HhiYmKUoG/kyJGcOXOGEydOGJzfuHHjOHfuHNOnT0ej0TBx4kQmTZpkUB4zZ85k1qxZzJ07FysrKwYNGkRISIiyEteD4NLU7v47CSGEUMjfTVFZRjqdTt4xL8RDpLCwkAEDBuDn50dsbOyDrs4DV5VeQSGEEHfmOOTm3kSrrd+Pkqamxjg42JCTc0PmbBjA0dFGJogLISAlJQWtVourqysajYY1a9aQkZHBokWLHnTV6gQjIyNZgcQAsmpL1Ui7GU7arGpqs920Wl29DzREzZNgQ4gGzsLCgmXLlpGRkQHAY489RkJCAu7u7g+4ZnWHrEBiOGmzqpF2M5y0WdVIu4m6QoINIRq40NBQQkNDH3Q1hBBCCPEQkqVvhRBCCCGEEDVCgg0hhBBCCCFEjZBgQwghhBBCCFEjJNgQQgghhBBC1AgJNoQQQgghhBA1QoINIYQQQgghRI2QYEMIIYQQQghRI+Q9G0KIh56JiXzvUlklbSVtZhhpN8NJm1VNbbabvEFcVIaRTqeTu0SIOiYqKoqjR4+ydetWADZs2EB0dDQHDhzA0dGx0vlU9rgNGzZgZmbGwIED/3Hd6xudToeRkdGDroYQQtQ7xcVacnNv1vuAw9TUGAcHG3Jybshb1w3g6GhTqaBWejaEqAd69epFSkoKKpWqRvLfuHEj1tbWD2WwYWRkxMJVh7iQee1BV0UIIeoNl6Z2RI7wxdjYqN4HG6JmSbAhRD3g6OhoUI+GMMyFzGucysh70NUQQgghGhwZCClEPbBhwwbUajVXr15V0i5dusT48ePx9PQkODiYFStWMH/+fPr06VPq+EuXLjF27Fi8vLzo168fmzZtUj4LCwvj4MGD7NmzB7VajVqtJi4urty67Nq1i8GDB+Pt7Y2fnx+DBw9m7969yud9+vRhzpw5rFq1it69e+Pr60t4eLhe3QEyMjJ47bXX8PX1xcvLizFjxvD7778rny9ZsoRevXop21qtFj8/P7p3766XT2BgIMuXL79/IwohhBCi1knPhhD1kE6nIzw8nMuXLzN79mzs7OxISkri4sWLGBuX/g4hMjKSoUOHMnr0aNauXUtUVBTu7u64ubkxa9Yspk6diqWlJdOnTwegWbNmZZZ77tw5Jk+ezIABA4iIiECr1XLy5Eny8vR7BXbv3s1ff/1FTEwMOTk5xMbGMnfuXN5//30Arl+/TlhYGMbGxsyePRsLCws+/vhjXnjhBTZv3kzz5s3x9/dn8eLFnD9/npYtW3LixAny8/O5ceMGp06dws3NjTNnzpCdnY2/v381t7AQQgghqoMEG0LUQ/v27ePYsWOsWrUKPz8/ALp160ZwcHCZ8zpGjBjBiBEjAPD29mbv3r3s2LGD8PBw2rZti62tLdbW1nh5eVVY7vHjxykqKmLmzJnY2toCEBQUVGo/nU7Hxx9/jLm5OXCnFyMhIQGtVouxsTEbNmzg4sWLbNu2DTc3NwD8/f3p3bs3K1euJCoqCk9PT8zNzUlPT6dly5akpaXRuXNnCgoKOHjwIG5ubqSnp2NtbU2nTp2q3phCCCGqrCGsFiYrn9UsCTaEqIeOHDmCSqVSAg0AGxsbunfvzrFjx0rtHxgYqPxsbW1NixYtuHTpksHlqtVqTExMlJ4Sf39/7OzsSu3n7++vBBoAbm5uFBUVceXKFZycnEhPT6ddu3ZKoAHQqFEjAgICOHToEAAWFha4u7uTlpbGoEGDSE9Pp0uXLuTn55OWlsbw4cNJS0vDy8sLU1P5UyaEEA+CSmX1oKtQbRrSudQl8j+0EPVQVlZWmRPGy5tEfm9AYGZmRmFhocHlurq6snTpUhISEpg4cSLGxsYEBgYSExNDixYtlP3u7V0pCTwKCgoA0Gg0NGnSpFT+jRs35s8//1S2/f39+frrrwE4dOgQQ4cOpaCggDlz5gCQnp7OM888Y/B5CCGEqB4azS2Ki+v3crEmJsaoVFYN4lxqk0plJUvfCtFQOTs7l5pwDZSZVt169uxJz549uX79Ovv27SM2Npbo6GhWrlxZ6Tzs7e05c+ZMqfQrV65gb2+vbPv7+7N06VIOHDhAXl4ePj4+FBYWkp2dzYEDB8jIyNDr3RFCCFG7iou1DebdFA3pXOoSGZwmRD3k7u6ORqMhLS1NSbtx4wYHDhyoUn5mZmZKr0Nl2dra8uSTTzJgwABOnTpl0LG+vr788ccfnD59WknLy8vjxx9/xNfXV0nz9vbG1NSU+Ph4OnTogK2tLY6OjrRt25b4+HjMzMzuO89ECCGEEA+O9GwIUQ/17NmTTp06ERERwZQpU1CpVCxfvhwbG5sqvQ27TZs2bNq0id27d+Pk5ISzszNNmzYttd/nn3/Or7/+SlBQEE5OTly4cIHNmzfTo0cPg8obPHgwK1asYPz48bz++uvKalSmpqaMGjVK2c/GxoYOHTpw8OBBRo8eraT7+fmxZs0afHx8sLCwMPh8hRBCCFE7JNgQoh4yMjIiPj6emJgYYmJiUKlUjBw5kjNnznDixAmD8xs3bhznzp1j+vTpaDQaJk6cyKRJk0rtp1ar+e6774iNjSU3NxcnJycGDBjA5MmTDSrP1taWzz77jAULFjBz5ky0Wi0+Pj4kJyfTvHlzvX39/f05cuSI3nCpLl26sGbNmmpb8talaelJ7kIIIconfzdFZRnpdDp5x7wQDUBhYSEDBgzAz8+P2NjYB12dekOn01WpN0gIIR52xcVacnNvotXW70dJU1NjHBxsyMm5IXM2DODoaCMTxIVoyFJSUtBqtbi6uqLRaFizZg0ZGRksWrToQVetXjEyMpIVSAwgq7ZUjbSb4aTNqqY2202r1dX7QEPUPAk2hKinLCwsWLZsGRkZGQA89thjJCQk4O7u/oBrVv/ICiSGkzarGmk3w0mbVY20m6grJNgQop4KDQ0lNDT0QVdDCCGEEKJcsvStEEIIIYQQokZIsCGEEEIIIYSoERJsCCGEEEIIIWqEBBtCCCGEEEKIGiHBhhBCCCGEEKJGSLAhhBBCCCGEqBESbAghhBBCCCFqhLxnQwjx0DMxke9dKqukraTNDCPtZjhps6qpzXaTN4iLyjDS6XRyl9QwtVrNtGnTGDNmzD/Oq0+fPvTq1YuYmBgAdu7cSWZmJiNGjPjHeQNs2LABMzMzBg4cqJceFhaGtbU1CQkJ1VJOVe3cuZMJEyawa9cuXFxcary8CxcusHHjRoYOHUrTpk1rvLzaEhcXxyeffMIvv/wClH+eqampjBw5knXr1tX6m8mr8/emIjqdDiMjoxotQwghGqLiYi25uTfrfcBhamqMg4MNOTk35K3rBnB0tKlUUCs9G7UgJSWFFi1aVEteH330ESqVStneuXMnR48erbZgY+PGjVhbW5cKNh5WGRkZfPTRR/Tq1atBBRvPPvsswcHBynZdPM/q/L2piJGREQtXHeJC5rUaL0sIIRoKl6Z2RI7wxdjYqN4HG6JmSbBRhsLCQkxNTTE2rp4uSC8vr2rJB6Bjx47VltfDTKfTUVRUhLm5ea2WW933VlU1a9aMZs2a1WqZxcXFaLVazMzMKrV/df7e3M+FzGucysirtfKEEEKIh0WDHggZFRXFU089xd69e3nqqadwd3dn8ODB/Prrr3r79enThzlz5pCYmEjv3r3x8PAgNzcXrVZLfHw8ffr0oXPnzjzxxBN8/vnnynE7d+5ErVbz3XffKWm5ubkEBQUxZcoUJU2tVpOUlKRsh4WFMX78eLZu3Uq/fv3w9PTklVdeIS8vj4yMDMaMGYO3tzcDBgwgNTW1zLqWnN/GjRv5888/UavVqNVqoqKi2L17N2q1mrNnz+odm5eXh4eHB6tWrSqzvcLCwjh48CB79uxR8ouLi9PbZ/v27fTv3x9vb29GjhzJuXPnlM9SU1NRq9UcOXJE75jw8HDCwsKU7bi4OLy9vfn9998ZPnw4np6ePPXUU3z//fd6xxUVFTF//ny6dOmCr68v//nPf7hx40apehcWFrJo0SJ69+5N586d+de//sWWLVv09rn7Xvj3v/+Nu7s7u3fvpqioiLfffptevXrRuXNnAgMDeeWVV7h27ZoyhAhgyJAhSpuUyMjI4LXXXsPX1xcvLy/GjBnD77//Xub1uvfe+if3wL3+85//8PzzzyvbV69e5bHHHuOZZ55R0m7cuEGnTp34+uuv9a5ByXWr6DwBNBoNEREReHt707t3bxITEyusE/zffb5x40b69++Pu7s7J0+eJCsri+joaPr27YuHhwf9+vVj0aJFFBYW6h1f3u9NRfegEEIIIeqWBt+zkZ2dzezZs5k0aRIqlYrExETGjBnDN998Q+PGjZX9vvnmG1q1asWbb76JsbEx1tbWvPPOO3z66ae8+uqreHt7s2fPHmbNmsXt27d54YUXePzxxwkNDWXGjBls2bIFR0dHZs+eDcCsWbMqrNfx48fJyclh2rRpXL9+nXnz5jFz5kwyMjIIDQ1l9OjRJCQkMGnSJL777jtsbGxK5REeHs7Vq1c5ffo0CxcuBMDR0ZFHHnmEpk2bsn79eiIiIpT9t27dClDuEKlZs2YxdepULC0tmT59OoDet98nTpzg6tWrREZGUlxczIIFC5g6dSopKSmVuRR6ioqKiIyMZOTIkYSHh5OYmMhrr73G7t27cXBwAGDRokWsWbOGSZMm0bFjR7Zt28Z7771XKq/Jkyfz888/M2HCBNzc3Ni7dy9Tp05FpVLpDRXKyspi3rx5vPrqqzRv3pwWLVqQkJDA559/TmRkJO3atSMnJ4f9+/dTWFhIp06diImJYc6cOcTGxtKmTRslr+vXrxMWFoaxsTGzZ8/GwsKCjz/+mBdeeIHNmzfTvHlzZd+y7i2onnsAwN/fny1btlBQUICFhQXp6emYm5tz4sQJrl+/jq2tLb/88gu3b9/G39+/1PEVnWeJWbNm8fTTT7NkyRJ27tzJwoULUavV9OzZs8LrfPToUTIyMpg8eTIqlYrmzZtz5coVGjVqRHR0NCqVirNnzxIXF0d2djaxsbEV5led96AQQgghal6DDzZyc3P54IMP6N69OwBdunQhODiYFStW6D2IFxUVkZiYqDwIXr16leTkZMaMGcOkSZMACAwMJCcnhyVLljB8+HBMTEyYMWMGAwcOJCYmhieeeIKvvvqK5cuXY29vX2G9rl+/ztKlS3F0dATg999/55NPPuGtt95i+PDhADg7OzNw4EAOHDjA448/XiqPRx99FEdHRy5evFhqyMngwYNZv349r7/+OiYmJgCsX7+ekJAQvTkfd2vbti22trZYW1uXOYTl2rVrbNq0SanzzZs3iY6O5tKlSwYPySkJNkqCAVdXV/r27cu+fft4+umnyc3NZfXq1YwbN47x48cDEBQUxAsvvEBmZqaSz08//cTu3btJSkoiMDAQgB49epCdnU1cXJxesJGXl0diYiKenp5K2pEjRwgMDNSb89K/f3+9NgFo166d3gTpDRs2cPHiRbZt24abmxtw56G/d+/erFy5kqioKL1zvfveKlEd9wCAn58fhYWF/Pbbb3Tp0oW0tDRCQkL44Ycf+Pnnn+nZsydpaWm0bt2aJk2alDre1ta23PMs0a9fP+X3oHv37uzZs4cdO3bcN9jIy8tj3bp1esFXkyZNlGAWwMfHBysrK6KiooiJicHKyqrc/KrzHhRCCPHPNYTVwmTls5rV4IMNOzs7JdAo2Q4ICOC3337T269r1656D4OHDx+mqKiIJ554Qm+/f/3rX2zdupWzZ8/i5uaGnZ0dsbGxjB49mr179zJ8+HCCgoLuW6/HHntMeWACaN26NQABAQGl0i5dulTp8y0xZMgQli5dyvfff0+vXr04efIkx44dY+rUqQbnVV6dSx5Qq/KgZ2xsrHddXFxcsLS0VAKJP/74g/z8fEJCQvSO69evH2lpacr2/v37adSoEd26deP27dtKekBAAG+99RbFxcVKsNWoUSO9QAPuzIFJSkpSApPOnTtXaj5Feno67dq1UwKNkvwDAgI4dOiQ3r733lslquseaNmyJc2aNSMtLY0uXbqQnp7Oc889R35+PmlpafTs2ZP09PQyezUqqySQgzsTqt3c3Cp1X7Zv314v0IA782VWrlzJ2rVruXDhAgUFBcpn58+fp3379uXmV533oBBCiH9OpSr/C6L6piGdS13S4IONux9MSjRu3JhTp06VSrtbXt6dyaL3fhNcsp2bm6uk+fr60qJFCzIyMnjhhRcqVa97exdKJs3a2dkpaSWTl+9+GKssFxcXevTowbp16+jVqxfr16/HxcWFbt26GZzX/epclfpZWlqWmpxtZmam5JWdnQ2Uvi73Xo+cnBxyc3Pp1KlTmeVkZ2crD6Flfav/6quvYmxszMaNG/noo49wdHRkxIgRTJgwocLlUDUaTZn5NW7cmD///LNUWlmq8x7w9/cnPT2d69evc/LkSfz8/Lh16xbbt2+nsLCQw4cP8+yzz1aYR0XurlNJXa9du//qTWW10cqVK3n77bcZO3YsXbt2RaVSceTIEebMmXPf86zOe1AIIcQ/p9Hcori4fi8Xa2JijEpl1SDOpTapVFay9C3cGQ51rytXruDk5KSXdu+DZaNGjZR9714K9PLly3qfAyxevJicnBxat27N7Nmz+fTTT+vEuv3PPvsskZGRZGZmsmXLFsLCwmq0XhYWFsCdYUN302g0Bpdbcn3Ka/8S9vb2ODo6smzZsjLzuTvYLKsO5ubmTJo0iUmTJvHXX3+xfv164uLicHFxITQ0tNz62dvbc+bMmVLpV65cKTWErjbuBX9/fxYsWEBqaioODg64ublx69YtFi5cyE8//URhYSF+fn41Xo97lXXu27dvp0+fPnrDGO8N/lIU1kcAACAASURBVIUQQtQPxcXaBvNuioZ0LnVJgx+cdu3aNQ4cOKC3/eOPP5YaTnMvd3d3zMzM2L59u176119/TePGjZXhLT///DNJSUlERUWxcOFCfv75Z1auXFnt51Geu3sD7tW3b19UKhURERHk5eUxePDgf5Tf/ZT0INz94Hj16lWOHTtmcF7t27fH0tKSb7/9Vi/9m2++0dsOCAjg6tWrmJmZ4e7uXuqfIUvbtmrViilTptCoUSNOnz4NlP/Nua+vL3/88YeyH9zpDfvxxx/x9fU16Fyrg5+fHzdv3mTFihVKUNGhQwcsLCxITEykefPmFb4EsTZ7CPLz80stf3vv6mFCCCGEaBgafM9Go0aNePPNN3nttdews7MjMTERnU7HqFGjKjzO0dGRF154gaSkJMzNzfHy8mLv3r1s3bqVmTNnYmJiws2bN5k+fTqBgYEMGzYMgFdeeYVFixYRFBSkN56/pri5ubF+/Xq2bt1Kq1atcHBwUB4qzczMCA0NVSZP3zt2vixt2rRh06ZN7N69GycnJ5ydnSv9krdmzZrh6enJkiVLsLOzw9TUlMTExFJDcCqjUaNGPPfccyQmJmJpaamsRnXvMqc9evSgd+/ejB07lrFjx6JWq7l16xb/+9//+Ouvv5g/f36F5YSHh9OpUyc6duyIlZUV3333HXl5ecpws9atW2NiYsL69esxNTXFxMREWUJ5xYoVjB8/ntdff11ZjcrU1PS+91ZNcHNzo3Hjxhw8eJAZM2YAYGJigo+PD/v27bvvSxrLO8+aEBAQwKeffkpycjKtW7dm8+bN/PXXXzVSlhBCCCEerAYfbDg5OREZGck777zDuXPnaNeuHUlJSWWOJb/XtGnTsLOzY926dSxdupRHHnmE2bNn89xzzwGwYMECNBqN3gPtq6++yp49e5g2bRopKSmYmtZsEw8ZMoTDhw8zd+5ccnNzGTRoEAsWLFA+DwkJISkpSe+dCxUZN24c586dY/r06Wg0GiZOnKisQlQZCxcuZMaMGURHR9OkSRNef/11tm3bVqnx/feKiIiguLiY5cuXo9VqCQkJISIigmnTpuntt3jxYpYtW8aaNWvIyMjAzs6Odu3aVaonx8fHh6+//pr//ve/FBcX4+rqysKFC5VJ2o6OjsTExLB8+XI2b97M7du3+f3337G1teWzzz5jwYIFzJw5E61Wi4+PD8nJyZUK6mqCn58fO3bs0JsI7u/vz759++47Oby886wJEyZMICcnh8WLFwN3Vv+aMWMGr7zySo2UVxkuTQ0PiIUQ4mEmfzdFZRnpdLoG+475qKgojh49qrxf4mH04Ycfsnr1ar7//vtaf1u2EPWBTqerE3OshBCiviku1pKbexOttn4/SpqaGuPgYENOzg2Zs2EAR0cbmSD+MDt9+jRnzpwhOTmZ559/XgINIcphZGQkK5AYQFZtqRppN8NJm1VNbbabVqur94GGqHkSbDRQs2bN4tdffyUoKEh5KZ4QomyyAonhpM2qRtrNcNJmVSPtJuqKBh1s3D134WHz2WefPegqCCGEEEKIh1yDX/pWCCGEEEII8WBIsCGEEEIIIYSoERJsCCGEEEIIIWqEBBtCCCGEEEKIGiHBhhBCCCGEEKJGSLAhhBBCCCGEqBESbAghhBBCCCFqRIN+z4YQQlSGiYl871JZJW0lbWYYaTfDSZtVTW20m7w5XBjCSKfTyd0iRDVasWIFK1asIDMzk969exMfH/+gq0RqaiojR45k3bp1uLu7P+jqVIparWbatGmMGTOmRsvR6XQYGRnVaBlCCNGQFBdryc292WACDlNTYxwcbMjJuSFvXTeAo6NNpYJaCTaEqEZnz57liSeeYNy4cfTu3RsHBwdcXV0fdLW4fv06//vf/2jfvj3W1tYPujqV8uuvv9KiRQucnZ1rvKyFqw5xIfNajZcjhBD1nUtTOyJH+DaoB3MJNqqmssGGDKMSohqdOXMGnU7H0KFDadmyZbn75efnY2lpWWv1srW1xcvLq9bKK0txcTFarRYzM7NK7V+b9b2QeY1TGXm1Vp4QQgjxsJCBkEJUk6ioKF555RUAHn/8cdRqNRs2bCA1NRW1Ws2ePXt47bXX8PHxYfLkyQBoNBreeustAgMD6dy5M4MHD+aHH34olfeePXt49tln8fDwoFu3bsyaNYubN28qn4eFhaFWq0v9CwsLA1DqcOTIEeUYtVpNYmIicXFxBAQE0LVrV6Kjo/XyBUhPTyc0NBR3d3cGDhzI/v37efrpp4mKiqqwPcLCwhg/fjwbN26kf//+uLu7c/LkSbKysoiOjqZv3754eHjQr18/Fi1aRGFhod7xarWapKSkUvlt376d/v374+3tzciRIzl37lxlLo8QQgghHgDp2RCimoSHh+Pm5sbChQv56KOPcHJy4tFHH+XPP/8EYObMmfz73/9myZIlGBsbU1hYyOjRo7ly5Qqvv/46TZs2ZfPmzYwfP54NGzagVqsB2L59O2+88QaDBw9m0qRJZGdn895776HRaHj//fcBmDVrFtevX1fqkpmZSWRk5H2HcK1atQpfX18WLFjA2bNneeedd2jcuDGRkZEAZGVlMW7cODp27MgHH3zAtWvXeOutt7h27RodOnS4b5scPXqUjIwMJk+ejEqlonnz5ly5coVGjRoRHR2NSqXi7NmzxMXFkZ2dTWxsbIX5nThxgqtXrxIZGUlxcTELFixg6tSppKSk3LcuQgghhKh9EmwIUU0effRR5eG+Q4cOuLi46H3ep08fpk6dqmyvX7+ekydP8uWXX9K2bVsAgoKC+Ouvv4iPj+fDDz9Ep9Pxzjvv8OSTTzJ//nzlWCcnJ15++WXCw8Np166dcjxAQUEBc+fOpU2bNkRHR1dYZycnJ9577z0AevbsyfHjx9mxY4cSbKxYsQITExMSEhKwtbUFwMXFhREjRlSqTfLy8li3bh3NmzdX0po0acL06dOVbR8fH6ysrIiKiiImJgYrK6ty87t27RqbNm3C0dERgJs3bxIdHc2lS5do1qxZpeokhBDin2tIq4TJymc1S4INIWpJr1699Lb3799P+/btad26Nbdv31bSAwIC2Lx5M3BnDkhGRgb/+c9/9Pbp0qULxsbGHD16lHbt2unl++abb3LhwgXWr19f4YN7SVl3c3NzY9u2bcr2kSNH6Nq1qxJoAPj5+dGoUaNKnXP79u31Ag24s/rTypUrWbt2LRcuXKCgoED57Pz587Rv377c/B577DEl0ACUIEuCDSGEqF0qVcX/v9RHDfGc6gIJNoSoJY0bN9bbzsnJ4fjx43Tq1KnUviYmJso+ABMmTCgzz7///ltvOzExka+++oqkpKRSPStlUalUettmZmZ6cyeys7Np3bp1qePufuCvSJMmTUqlrVy5krfffpuxY8fStWtXVCoVR44cYc6cOXqBR2XrC9z3OCGEENVLo7lFcXHDWLnJxMQYlcqqQZ1TbVCprGQ1KiHqknvf5WBvb49ardYbHnWvkh6EmJgYPDw8Sn1+97Kwe/fuZdGiRUyfPp3u3btXS52dnJy4evVqqfSy0spS1vsrtm/fTp8+fYiIiFDSTp06VfVKCiGEqHXFxdoGt0xsQzynukCCDSEekICAAPbu3YuzszNNmzYtc582bdrQrFkz/j97dx5XdZn///9x2BQQBFTMXJLUSAVRBBTc99xKLbU0d8Ullymt8JvZuI2SqLmgkVmWaC5pk4LpqI3mZBmoZU7qODZmOIImoCiBeM75/eGP8+kMLnDkiMLzfrt1u8X7XO/rfV2vc6Lz4tp+/fXXO66T+Pnnn5k8eTI9e/Zk6NChxdbGwMBANmzYwNWrVy1TqZKTk8nMzLS5zpycnALb327btu2e2ikiIiIPJiUbIiWkV69erF+/nsGDBzN8+HBq165NVlYWP/30E3l5eUyePBmDwUBUVBRTpkwhOzubtm3b4urqyn//+1/27dvHyy+/jJ+fH2PHjqV8+fI8++yzfP/995ZnVKhQwWrxeFENHTqUTz75hNGjRzNixAiuXLlCbGws3t7eNp+6HRERwccff0x8fDy1a9dm69at/PLLLza3UURERB5cSjZESoiLiwsff/wxS5cu5d133+XixYt4eXnRoEEDBgwYYCnXtWtXPD09effddy0jANWrV6dVq1aWNRFnzpwBYPDgwVbPCAsLY82aNTa30dfXl5UrVzJ79mwmTpxIrVq1eOONN5g5cyYeHh421fnSSy+RkZHBkiVLAOjSpQvTpk2znFFSEmpUta0vIiJljX5fSlEZzGazuaQbISIPjzNnztC1a1f+8pe/0Lt375Juzj0zm802j9KIiJRFRqOJzMxsTKbS8RXSyckBb293MjKuac1GEfj4uGuBuIjcuwULFuDv74+vry+//vorcXFxVKlShc6dO5d004qFwWDQDiRFoF1bbKO4FZ1iZpv7ETeTyVxqEg2xPyUbInJHeXl5xMTE8Ntvv1G+fHnCwsJ47bXXcHd3L+mmFRvtQFJ0ipltFLeiU8xso7jJg0LTqESkzNPQeeFpuoFtFLeiU8xso7gVnWJmm8JOo9K57CIiIiIiYhdKNkRERERExC6UbIiIiIiIiF0o2RAREREREbtQsiEiIiIiInahZENEREREROxCyYaIiIiIiNiFDvUTkTKvMPuEy035sVLMikZxKzrFzDb3I246QVyKQof6iYhdREVFcezYMRISEoq97uPHj7N7925GjhyJq6vrPdVlNpsxGAzF1DIRkdLPaDSRmZldahIOHepnm8Ie6qeRDRF56Bw/fpxly5YxcODAe042DAYDMWsPkZKWVUytExEpvWpU9WDKwKY4OBhKTbIh9qVkQ0TKvJS0LE6fu1zSzRARESl1NBFSRGx26tQpRo0aRbNmzQgKCqJLly6sXLnytuVTU1OZMmUKzZo1o1GjRgwcOJBjx44VKLdlyxZ69uxJYGAgrVq1YtGiRRiNRstrU6dOBSA8PBx/f3/at29vnw6KiIjIPdHIhojYbMyYMVSuXJk5c+ZQoUIFzp49S2pq6i3LXr58mQEDBuDm5sabb76Jh4cHa9asYciQIfztb3+jUqVKAHz44YfMnz+fIUOGEBUVxenTpy3JxpQpU2jbti1jx45lxYoVvP/++3h4eODi4nI/uy0iIiKFpGRDRGySnp5OSkoKb7zxhmVkoXnz5rct/9FHH3HlyhU2bdpkSSzCw8Pp0qULq1at4rXXXuPq1assWbKEkSNH8sorrwDQokULnJ2dmTdvHiNGjMDHx4datWoB0LBhQ3x8fOzcUxER+V+laZcw7XxmX0o2RMQm3t7eVK9enYULF3L58mXCw8N55JFHblv+66+/plmzZlSsWJEbN24A4ODgQGhoKD/++CMAR44cITs7m6eeespSBiAiIoKcnBxOnTpFWFiYfTsmIiJ35el5b5tzPIhKY58eBEo2RMQmBoOBVatWsWjRImbOnEl2djYNGzZk6tSphIaGFiifkZHB999/T8OGDQu8lj9SkZGRAUDv3r1v+czz588XYw9ERMRWV678jtFYOraJdXR0wNPTtVT16X7w9HTV1rciYl9+fn4sWbKEvLw8jhw5wsKFCxkzZgxfffVVgbIVK1akVatWTJo0qcBr+WsuKlasCMCyZctuOUpSo0aNYu6BiIjYwmg0lbozKUpjnx4ESjZE5J45OzsTFhZGZGQkY8eO5cKFCwXKREREsHXrVurUqYObm9st62nSpAmurq6kpqbSqVOnOz4P4Pr168XTAREREbELJRsiYpMTJ04QHR1Nt27dqFmzJlevXiUuLo7q1atbpkX90dChQ9m2bRsvvvgigwcP5tFHHyU9PZ0ffviBqlWrMnToUDw9PZk4cSLz588nNTWVsLAwHB0d+fXXX9mzZw9Lly7F1dWVOnXqALB27Vo6duxI+fLl8ff3v98hEBERkbtQsiEiNqlSpQqVK1cmLi6OtLQ0PDw8CAkJYf78+Tg6OhYo7+3tzYYNG3jnnXeIiYkhMzOTSpUqERQUZDWKMXz4cKpWrcqHH35IfHw8Tk5O1KpVi7Zt21pGNBo0aMCECRPYtGkT77//PtWqVePLL7+0uS81qnrYfK+ISFmi35dSVAaz2ayz5kWkzDKbzRgMhpJuhojIQ8NoNJGZmY3JVDq+Qjo5OeDt7U5GxjWt2SgCHx93LRAXEbkbg8GgHUiKQLu22EZxKzrFzDb3I24mk7nUJBpif0o2RKTM0w4kRaeY2UZxKzrFzDaKmzwodFSiiIiIiIjYhZINERERERGxCyUbIiIiIiJiF0o2RERERETELpRsiIiIiIiIXSjZEBERERERu1CyISIiIiIidqFzNkSkzCvMCahyU36sFLOiUdyKTjGzjb3ipoP8xFYGs9msT46IlFlmsxmDwVDSzRAReaAZjSYyM7NLZcLh5OSAt7c7GRnXdBBiEfj4uBcqqdXIhojcV6tXr2b16tWkpaXRrl07li9fXqLtMRgMxKw9REpaVom2Q0TkQVWjqgdTBjbFwcFQKpMNsS8lGyJy35w5c4Z58+YxatQo2rVrh7e3d0k3CYCUtCxOn7tc0s0QEREpdZRsiMh985///Aez2Uy/fv2oWbNmSTdHRERE7EyrrkTkvoiKimLMmDEAdOzYEX9/f7Zs2cK5c+eYOHEiTZs2pXHjxowYMYKTJ09a3Xv9+nVmz55NWFgYISEhTJ8+nW3btuHv709KSkpJdEdEREQKQSMbInJfjBs3jjp16hATE8OyZcuoUqUKVatWZeDAgTg4ODBjxgzKlSvHihUrePHFF9m6dSvVqlUDYMGCBaxfv56JEydSv359du7cyYIFC0q4RyIiZUtp3RlMO5/Zl5INEbkvatWqhZ+fHwD169enRo0afPzxx/z3v/8lMTGROnXqABAaGkq7du346KOPiIqKIjMzk08++YSxY8cSGRkJQKtWrRg6dCjnz58vsf6IiJQ1np6uJd0Euyrt/SspSjZEpMQkJydTr149S6IB4OXlRUREBIcOHQLgX//6F7m5uXTo0MHq3g4dOvDNN9/c1/aKiJRlV678jtFY+raGdXR0wNPTtdT2z148PV219a2IPNiuXLlC5cqVC1yvVKkSp06dAuDixYsABXauqlSpkv0bKCIiFkajqVSfQ1Ha+1dSNDlNREpMxYoVuXTpUoHrly5domLFigBUqVIFgIyMjAJlRERE5MGmZENESkzTpk3517/+xc8//2y5dvnyZQ4cOEDTpk0BqFevHuXKlWP37t1W9/7vzyIiIvLg0TQqESkxffr0YfXq1YwePZo//elPlt2onJycGDJkCHBz+tQLL7zAu+++S7ly5ahfvz47duzgzJkzADg43PvfTGpU9bjnOkRESiv9jpR7oWRDREpMhQoVWLNmDfPmzePNN9/EZDIRHBxMfHy8ZdtbgMmTJ3Pjxg3ee+89TCYTnTp1IjIykpkzZ+LhcW//EzSbzUwZ2PReuyIiUqoZjSZMJnNJN0MeQgaz2axPjog8dF599VUOHTrEl19+ec91aQeSwtOuLbZR3IpOMbONveJmMplLbbLh5OSAt7c7GRnXtEC8CHx83LUblYiUDt999x2HDx+mYcOGmEwm9u7dy7Zt24iKiiqW+rUDSdEpZrZR3IpOMbON4iYPCiUbIvLAc3NzY+/evaxcuZLc3FyqV69OVFQUQ4cOLemmiYiIyB0o2RCRB15AQADr168v6WaIiIhIEWnrWxERERERsQslGyIiIiIiYhdKNkRERERExC6UbIiIiIiIiF0o2RAREREREbtQsiEiIiIiInahrW9FpMwrzAmoclN+rBSzolHcik4xs01xxq00nxou94/BbDbrU3SPdu/eTVpaGgMHDrS6HhUVxbFjx0hISCihlt10/PhxevXqxccff0yzZs3s/rwrV67w0Ucf0bVrV+rWrWv3590vW7ZsYerUqXzzzTf4+Pjctp8pKSl06NCBxYsX89RTTxXpGQ/KZ+ZBsHTpUj744AOOHDli1+eYzWYMBoNdnyEi8jAyGk1kZmaX+oTDyckBb293MjKu6dT1IvDxcS9UUquRjWKwe/dujh07ViDZKKuuXLnCsmXLqFevXqlKNtq2bcuGDRvw9PQESm8/HxR9+/alTZs2dn+OwWAgZu0hUtKy7P4sEZGHRY2qHkwZ2BQHB0OpTzbEvpRsSJHk5ORQvnz5+/pMo9GIyWTC2dn5vj73f/n4+ODj41OibXjYFeXz88gjj/DII4/YuUU3paRlcfrc5fvyLBERkbJEEyHvUVRUFJ999hmnTp3C398ff39/oqKirMocPHiQXr160bhxY5577jmOHTtmeS0lJQV/f3927Nhhdc+cOXNo37695ectW7bg7+/PTz/9xMiRI2ncuDGdO3fmr3/9a4E2LV++nBYtWtCkSRPGjx/PpUuXCpQxm82sWrWKLl26EBAQQIcOHVi9erVVmaVLl9KkSROOHj1K//79CQwMZO3atQC89957dOrUicDAQJo3b87QoUP59ddfLVOIACZNmmSJSUpKCgCZmZlMnTqVZs2a0ahRI55//nmSkpKsnjto0CBGjx7NZ599RpcuXQgMDOTEiRNERUXRo0cPDhw4QM+ePWnUqBEvvvgiKSkpZGZmMmnSJIKDg+nYsSPbt2+/4/sWGxtL27ZtLT+bTCZCQkIIDw+3KteyZUvef/99q/cgPT39rv0EyM3NZebMmYSGhtKyZUuio6O5cePGHduV706fGSjc+3f69Glefvll2rRpQ1BQEN26deODDz7AZPq/IeL27dszc+bMAs+Pjo6mdevWmEwm+vTpw+TJkwuUmT9/Pi1btsRoNN62D/7+/uzdu5eJEycSHBzMpEmTAPjrX//KCy+8QFhYGKGhoQwaNIijR49a3Z//+fvf+r7++msmT55MkyZNaNeuHStXrrxzMEVERKTEaGTjHo0bN4709HR+/vlnYmJiAKz++n3x4kVmz55NZGQkHh4eLFiwgPHjx7Nr1y6b/lI/ZcoU+vXrx7Bhw9i4cSNRUVEEBgZSp04dAOLj41m8eDHDhw8nIiKCAwcO8MYbbxSoZ86cOWzatIkxY8YQFBTE4cOHiYmJoVy5crzwwguWcnl5eUyePJmhQ4fy8ssv4+XlxV//+lcWL17MxIkTady4MVlZWRw6dIhr167x+OOPs2zZMsaPH88rr7xiWSPi6+uL0Whk1KhR/Prrr0yZMoXKlSuzZs0ahg0bxvr16wkICLA899ixY5w7d45Jkybh6elJtWrVLPGcN28eY8eOxcnJidmzZzNlyhRcXV0JCQmhX79+bNy4kVdffZWgoCCqV69+yziGhoayZMkSfv31V2rWrMnx48fJycnh2rVrnD59mjp16vCf//yHixcvEhoaWuB+X1/f2/bzwoULALzzzjt06NCBd955hyNHjrB06VJq1aplFd9bKcxnpjDv34ULF/Dz86Nnz564u7tz/Phxli5dSnZ2NuPHjwege/fubNmyhTfeeANHR0fgZiKzfft2unXrhoODA3379mXevHlkZWXh4eEB3Bxt+vzzz+ndu7flvtt58803efrpp4mNjcXB4ebfN1JSUujVqxe1atXi+vXrJCYmMnDgQLZu3Yqfn98d63vrrbd45plniI2NZffu3cTExODv70/r1q3veJ+IiIjcf0o27lGtWrXw8fHhv//9L40bNy7w+uXLl4mPj6devXoAuLq6MnjwYH744QdCQkKK/LyBAwda1oY0adKEffv2sXPnTsaNG4fRaCQuLo5nnnmG119/HYBWrVpx6dIlPv/8c0sdZ8+eJT4+nhkzZtC/f38AIiIiyMnJITY2lv79+1u+FObl5fHyyy/TrVs3y/0bN27E39+f0aNHW6517NjR8u/169cH4LHHHrOKyZ49ezh69Cjvv/8+rVq1Am6OHHTu3Jm4uDiWLl1qFbdPP/3UkmTcLp4XLlxg1qxZjBo1ipdeegmAwMBAdu3axe7duxkyZMgt4xgUFISLiwvJycnUrFmTpKQkAgICyM3N5bvvvqNOnTokJyfj5uZGw4YNC9zv4uJy237ma9SoEdOmTQOgRYsWHDx4kJ07d9412bjbZ6aw7194eLhlpMZsNtO0aVNycnKIj4+3Sjbee+89vv32W1q0aAFAcnIyqampdO/eHYCePXsSHR3Ntm3bGDBgAAD79u3j4sWLPPvss3fsC9wcPXn11VetruU/H26OKrVo0YKjR4/y2Wef8corr9yxvs6dOzNhwgQAwsPD2bt3Lzt37lSyISJiB2VhNzDtfGZfSjbszNfX1/KlEbAsJE5LS7OpvpYtW1r+3c3NjUcffZTU1FQAUlNTuXDhAp06dbK6p0uXLlbJxoEDB4CbX9r+OK0nIiKClStXcv78easRgf9dpNugQQPWrVvH3Llz6dSpE0FBQYUapUlOTqZChQqWRAPA2dmZTp06Fdh96YknniiQaEDBeNauXdvS9nyenp74+PhY4nIr5cqVIzAwkKSkJHr37k1ycjJhYWHk5OSQlJTECy+8QFJSEo0bN8bJybb/TP74XgHUqVOHb7/99q733e0zU9j3Lzc3l7i4OLZt28b58+fJy8uzlL127Rru7u48+eST1K1bl8TEREuykZiYSO3atQkMDASgQoUKdO3alc2bN1uSjS1bthASEmKJ/538cbpavtOnT7Nw4UKOHDliNc3vzJkzd63vj3E1GAzUqVPnju+1iIjYztPTtaSbcN+Upb7eT0o27Cx/56J8+V/Kc3NzbaovfxrLH+u7fv06cHP6DVBgEXPlypWtfs7IyMBsNtO8efNbPuOPyYarqyvu7u5Wr/fp04dr166xceNGVq9ejYeHB7169WLKlCl3XPx75coVKlWqVOB65cqVuXz5coFrt3K7eP5vXFxcXO4a49DQUL744gsADh06RL9+/SzrLOBmclSYv9zfzp3eqzu522emsO/f08e8UQAAIABJREFU/Pnz2bRpEy+99BIBAQF4eHiwZ88eVqxYQW5uruV97d69Ox9++CF//vOfcXBwuOXoS79+/Xj++ec5ceIEvr6+7N2795ZrPW7lf9/zq1evMnz4cHx8fIiKiuLRRx+lXLlyTJs2rVD/XdwqrllZ2klKRMQerlz5HaOxdG8H6+jogKena5noa3Hy9HTV1rcPg3LlygFY/dUZbn4xL6oqVaoAkJ6ebnX9t99+s/q5YsWKGAwG1q1bd8sRiT/Omb/V+QMODg4MGTKEIUOGkJaWRmJiIgsWLMDb29sylelWKlaseMvF6r/99hsVK1a0unY/zj0IDQ3l3Xff5ZtvvuHy5csEBwdz/fp1Ll68yDfffMO5c+dsmupmb4V9/3bs2EH//v2JjIy0vLZv374C5bt3787ixYvZv38/Li4upKenW6ZQ5WvSpAn16tVj8+bNPProo7i4uBT6DJH/fS+///57UlNTiYuL48knn7Rcz8rKum+7T4mISOEYjaYyc/ZEWerr/aRkoxg4OzvbPFJRqVIlnJ2dOX36tOXa9evXC+zQVBiPPPIIVapUYdeuXVZTqXbu3GlVLn8ef2ZmptWOV7aoWrUqw4cPJyEhgZ9//hm4/ehN06ZNWbVqFf/4xz8sU2Fu3LjB7t27adq06T21wxZNmjTBycmJ5cuXU79+fSpUqADcnLa0fPlynJ2db7kWI9+9jlLZqrDvX25urlUyYjQaSUxMLFDuscceIzAwkMTERMtalPwNB/6ob9++rFixgkqVKtGtWzfc3Nxsan9OTg6AVdsOHz7MuXPnrKaPiYiIyMNPyUYxqFOnDps3byYhIYHHHnsMb29vatSoUah7HRwc6NSpE2vXrrXcGx8fb9Opxo6OjkRGRjJnzhwqVapEixYt+Prrrzl48KBVOT8/PwYOHMhrr73GiBEjCAoKIi8vjzNnznDw4EGWL19+x+dMnz4dT09PGjdujKenJ4cPH+bEiROWqTdVqlTB09OTxMREatSogYuLC/7+/rRt25ZGjRrx6quvMnnyZMtuVBcuXGDJkiVF6mtxcHd3p379+nz33XcMGzbMcj0kJIRPPvmE4OBgy8jTrdyun/ZW2PcvIiKCTZs2UbduXby9vVm3bt1tp3H16NGDxYsX4+joyJgxY25Z5plnniEmJoaMjAzmzJljc/sbN26Mm5sbM2bMIDIykrS0NJYuXUrVqlVtrlNEREQeTEo2isFzzz3H0aNHmTVrFpmZmfTu3Zt58+YV+v4333yTN998k9mzZ+Pu7s6IESPw8/Njz549RW7LoEGDuHLlCuvWreOTTz4hPDyc2bNnM3LkSKty06ZNw8/Pjw0bNhAbG4u7uzt+fn6FmhrTpEkTNm7cyKZNm/j999+pWbMmU6dOpW/fvsDNBGru3LksXLiQoUOHcv36dfbs2UONGjV47733ePvtt5k/fz7Z2dk0bNiQDz74wGrb2/spNDSUH3/80Wq6VFhYGJ988sktt7z9o9v1834ozPv35ptv8tZbbzFr1ixcXV3p3bs3nTp1suyQ9Uddu3YlOjoas9lcYApVPi8vL8LCwkhNTb3jiM/dVK5cmcWLF/P2228zbtw4ateuzYwZMyznmZSEGlU97l5IRKQM0e9FKS4Gs9msM+hF5K6uXr1Kq1atmDBhAsOHDy/p5hQbW0YRRUTKAqPRRGZmNiZT6f6q6OTkgLe3OxkZ17Rmowh8fNy1QFxE7t3Vq1c5ffo069atw2Aw0KdPn5JuUrEyGAzagaQItGuLbRS3olPMbFOccTOZzKU+0RD7U7IhInf0z3/+k8GDB1OtWjWio6Px8vIq6SYVO+1AUnSKmW0Ut6JTzGyjuMmDQsmGiNxRs2bNOHnyZEk3Q0RERB5COpddRERERETsQsmGiIiIiIjYhZINERERERGxCyUbIiIiIiJiF0o2RERERETELpRsiIiIiIiIXSjZEBERERERu9A5GyJS5jk66u8uhZUfK8WsaBS3olPMbFOccdMJ4lIcDGazWZ8iETuLiori2LFjJCQklHRT5H+YzWYMBkNJN0NE5IFjNJrIzMwu9QmHk5MD3t7uZGRc06nrReDj416opFYjGyJSphkMBmLWHiIlLaukmyIi8sCoUdWDKQOb4uBgKPXJhtiXkg0RKfNS0rI4fe5ySTdDRESk1NFESJH76ODBg/Tq1YvGjRvz3HPPcezYMavXzWYzq1atokuXLgQEBNChQwdWr15tVeb06dO8/PLLtGnThqCgILp168YHH3yAyfR/Q7/t27dn5syZBZ4fHR1N69atMZlM9OnTh8mTJxcoM3/+fFq2bInRaLxlH/Ly8oiOjqZt27YEBATQsmVLxowZQ1ZWlqWP/v7+fP3110yePJkmTZrQrl07Vq5cWaCuv/3tbzzzzDMEBgbSsmVL5s6dS25uruX1jh078s4771h+3rlzJ/7+/kRHR1uu7d+/H39/f9LT02/ZXhERESk5SjZE7pOLFy8ye/ZsRowYwTvvvENubi7jx48nLy/PUmbOnDksWbKEXr168d5779G7d29iYmL45JNPLGUuXLiAn58fb731Fu+99x79+vUjNjaW5cuXW8p0796dnTt3WiUMZrOZ7du3061bNxwcHOjbty+7d++2JAkARqORzz//nN69e+Po6HjLfsTFxbF+/XpGjRrFBx98wJtvvomvry/Xr1+3KvfWW29Ru3ZtYmNjadeuHTExMXz11VeW1/fs2cPEiROpW7cusbGxjBw5kvXr1/Pqq69ayoSGhpKcnGz5OSkpiXLlyhW49vjjj+Pj41Oo90FERETuH02jErlPLl++THx8PPXq1QPA1dWVwYMH88MPPxASEsLZs2eJj49nxowZ9O/fH4CIiAhycnKIjY2lf//+ODg4EB4eTnh4OHAzgWjatCk5OTnEx8czfvx44Gay8d577/Htt9/SokULAJKTk0lNTaV79+4A9OzZk+joaLZt28aAAQMA2LdvHxcvXuTZZ5+9bT9+/PFHWrZsycCBAy3XunTpUqBc586dmTBhAgDh4eHs3buXnTt30rp1awCWLVtG48aNWbBgAQCtW7fG1dWV6dOnc/LkSfz9/QkJCSExMZHr16/j4uJCUlISffv2Zf369Vy7dg13d3eSkpIIDQ218V0REZE7KQu7gWnnM/tSsiFyn/j6+loSDYC6desCkJaWBsCBAweAm1/Sb9y4YSkXERHBypUrOX/+PNWrVyc3N5e4uDi2bdvG+fPnrUZG8r+AP/nkk9StW5fExERLspGYmEjt2rUJDAwEoEKFCnTt2pXNmzdbko0tW7YQEhJC7dq1b9uPBg0asGrVKpYuXUqbNm0ICAjAwaHgL+iWLVta/t1gMFCnTh1SU1Mt7Tx+/Divv/661T3dunVj+vTpHDp0CH9/f0JDQ8nNzeXo0aM88cQT/Otf/2LhwoUkJCRw+PBhwsLC+PHHH3nhhRfuEn0REbGFp6drSTfhvilLfb2flGyI3Ceenp5WPzs7OwNY1ihkZGRgNptp3rz5Le/PTzbmz5/Ppk2beOmllwgICMDDw4M9e/awYsUKcnNzcXd3B26Obnz44Yf8+c9/xsHBgZ07dxb4Ut6vXz+ef/55Tpw4ga+vL3v37r3lWo8/Gjt2LA4ODnz22WcsW7YMHx8fBg4cyEsvvWS1hayHh0eB/uZP2crKysJsNlOpUiWrMh4eHri4uHD58s3F2rVq1aJq1aokJSWRlZVFpUqVqFOnDsHBwSQnJ+Pi4kJeXp5GNkRE7OTKld8xGkv3drCOjg54erqWib4WJ09PV219K/IwqVixIgaDgXXr1lkSkT/y8/MDYMeOHfTv35/IyEjLa/v27StQvnv37ixevJj9+/fj4uJCenq6ZQpVviZNmlCvXj02b97Mo48+iouLC0899dQd2+ni4sKECROYMGECv/zyC5s3b2bp0qXUqFGDXr16FaqvHh4eGAyGAou6s7KyuH79OhUrVrRcy1+3kZWVRdOmTS3Xdu3ahbOzM9WrV6datWqFeq6IiBSN0WgqM2dPlKW+3k9KNkQeEPnrMDIzM2nfvv1ty+Xm5lolI0ajkcTExALlHnvsMQIDA0lMTMTFxYX69etTp06dAuX69u3LihUrqFSpEt26dcPNza3QbX7sscd45ZVX2LBhAz///HOh73N3d6d+/frs2LGDoUOHWq5/8cUXAJakAiAkJIS3336bjIwMy1qS0NBQFi5ciNlsJiQkpNDPFRERkftLyYbIA8LPz4+BAwfy2muvMWLECIKCgsjLy+PMmTMcPHjQsttUREQEmzZtom7dunh7e7Nu3boCO0Hl69GjB4sXL8bR0ZExY8bcsswzzzxDTEwMGRkZzJkz567tHDduHA0bNqRBgwa4urry97//ncuXL992+tftjB8/npdeeokpU6bw9NNP85///IdFixbRpUsX/P39LeVCQ0PJzs7mn//8J3PnzgVurhtxcXHhyJEjd1zMLiIiIiVLyYbIA2TatGn4+fmxYcMGYmNjcXd3x8/Pz2pq05tvvslbb73FrFmzcHV1pXfv3nTq1Ilp06YVqK9r165ER0djNpsLTKHK5+XlRVhYGKmpqTRu3PiubQwODuaLL77gww8/xGg04ufnR0xMDBEREUXqa4cOHVi8eDGxsbGMGzcOLy8v+vXrV+Dsj7p16+Lj44PJZOKJJ54AwNHRkeDgYPbv318sIxs1qnrcvZCISBmi34tSXAxms1ln0IuUYVevXqVVq1ZMmDCB4cOHl3Rz7juz2Wy1sF1ERG4yGk1kZmZjMpXur4pOTg54e7uTkXFNazaKwMfHXQvEReT2rl69yunTp1m3bh0Gg4E+ffqUdJNKhMFg0A4kRaBdW2yjuBWdYmab4oybyWQu9YmG2J+SDZEy6p///CeDBw+mWrVqREdH4+XlVdJNKjHagaToFDPbKG5Fp5jZRnGTB4WSDZEyqlmzZpw8ebKkmyEiIiKlmM5lFxERERERu1CyISIiIiIidqFkQ0RERERE7ELJhoiIiIiI2IWSDRERERERsQslGyIiIiIiYhdKNkRERERExC50zoaIlHmOjvq7S2Hlx0oxKxrFregUM9sUV9x0ergUF4PZbNYnSURK1JYtW5g6dSrffPMNPj4+9/XZZrMZg8FwX58pIvKgMxpNZGZml4mEw8nJAW9vdzIyrunU9SLw8XEvVFKrkQ0RKdMMBgMxaw+RkpZV0k0REXkg1KjqwZSBTXFwMJSJZEPsS8mGiJR5KWlZnD53uaSbISIiUupoIqSIAHDq1ClGjRpFs2bNCAoKokuXLqxcuRKAqKgoevTowYEDB+jZsyeNGjXixRdfJCUlhczMTCZNmkRwcDAdO3Zk+/btBepev349Xbp0ISAggPbt27N8+XJMpjsPVW/evJmAgAA2bdoE3JzutGrVKks9HTp0YPXq1cUeBxERESk+GtkQEQDGjBlD5cqVmTNnDhUqVODs2bOkpqZaXr948SLz5s1j7NixODk5MXv2bKZMmYKrqyshISH069ePjRs38uqrrxIUFET16tUBWLNmDbNnz2bQoEG0bduWI0eOsGzZMrKysnj99ddv2ZY1a9YQHR1NdHQ03bt3B2DOnDls2rSJMWPGEBQUxOHDh4mJiaFcuXK88MIL9g+QiIiIFJmSDREhPT2dlJQU3njjDdq3bw9A8+bNrcpcvnyZ+Ph46tWrB8CFCxeYNWsWo0aN4qWXXgIgMDCQXbt2sXv3boYMGYLRaCQ2Npbu3bszbdo0AFq2bEleXh4ffPABkZGReHt7Wz0nLi6OZcuWsXjxYjp06ADA2bNniY+PZ8aMGfTv3x+AiIgIcnJyiI2NpX///jg4aKBWRKQ4lZWdwLTzmX0p2RARvL29qV69OgsXLuTy5cuEh4fzyCOPWJXx9fW1JBoAtWvXBm5+6c/n6emJj4+PZUTk559/JiMjg6eeesqqrm7duhEXF8fRo0dp06aN5fo777zDtm3biIuLs6r3wIEDAHTu3JkbN25YrkdERLBy5UrOnz9vGUkREZHi4enpWtJNuK/KWn/vFyUbIoLBYGDVqlUsWrSImTNnkp2dTcOGDZk6dSqhoaHAzUTij5ydnQHw8PCwuu7i4kJubi5wczQEoFKlSlZl8n/Ofz3fzp07eeKJJ2jatKnV9YyMDMxmc4HRlnxKNkREit+VK79jNJb+rWAdHR3w9HQtM/0tLp6ertr6VkQKz8/PjyVLlpCXl8eRI0dYuHAhY8aM4auvvrK5Ti8vL+DmNK0/unTpEgAVK1a0ur58+XImTJjAhAkTiI2NtSQ0FStWxGAwsG7dOsu1/227iIgUL6PRVKbOnShr/b1fNDlNRKw4OzsTFhZGZGQkV69e5cKFCzbX5efnh4+PDzt27LC6/sUXX+Ds7EyjRo0KlP/www/54YcfmDx5MkajEYDw8HAAMjMzCQwMLPBPhQoVbG6jiIiI2I9GNkSEEydOEB0dTbdu3ahZsyZXr14lLi6O6tWrU6tWLZvrdXR0ZNy4ccyePRsfHx/atGnD999/z8qVKxkyZEiBxeEA/v7+fPDBBwwZMoTXX3+dt99+Gz8/PwYOHMhrr73GiBEjCAoKIi8vjzNnznDw4EGWL19+L90XERERO1GyISJUqVKFypUrExcXR1paGh4eHoSEhDB//nwcHR3vqe5Bgwbh5OTE6tWr+eSTT6hSpQrjx49nzJgxt72nYcOGvP/++wwbNozp06cza9Yspk2bhp+fHxs2bCA2NhZ3d3f8/PwKLD63RY2qHncvJCJSRuh3ohQng9ls1jn0IlJmmc1mDAZDSTdDROSBYjSayMzMxmQq/V8TnZwc8PZ2JyPjmtZsFIGPj7sWiIuI3I3BYNAOJEWgXVtso7gVnWJmm+KKm8lkLhOJhtifkg0RKfO0A0nRKWa2UdyKTjGzjeImDwrtRiUiIiIiInahZENEREREROxCyYaIiIiIiNiFkg0REREREbELJRsiIiIiImIXSjZERERERMQulGyIiIiIiIhdKNkQERERERG70KF+IlLmOTrq7y6FlR8rxaxoFLeiU8xsUxxx0+nhUpwMZrNZnyaRh9DWrVv5+OOP+c9//oPZbKZq1aoEBwfzyiuvUKlSJUu5nJwcPvjgAxISEvj1119xc3MjODiYsWPH0qhRI6s627dvT9u2bZk+fXqB5z3zzDPUr1+fefPmFXjt6aef5uTJk6xdu5aQkBCr11JSUujQoQOLFy/mqaeeumVfoqKiOHbsGAkJCbft77///W+WLFnC999/T0ZGBt7e3tSvX58BAwbQpk2bO8bqTsxmMwaDweb7RURKG6PRRGZmdplJOJycHPD2dicj45pOXS8CHx/3QiW1GtkQeQitXLmSBQsWMHToUCZOnIjZbObUqVNs27aNCxcuWJKN7Oxshg4dyqlTpxg5ciQhISFkZmYSHx/PgAEDWLRoEZ06dbqntpw6dYqTJ08CsG3btgLJRnE4e/Ysffv2xd/fn6ioKHx8fDh37hz79u3ju+++u6dkw2AwELP2EClpWcXYYhGRh1ONqh5MGdgUBwdDmUk2xL6UbIg8hNasWUPv3r2JioqyXGvTpg0jR47EZPq/v8osXryYH374gY8++ojmzZtbrnfs2JHhw4czdepUgoODrUZCimrbtm04ODgQGhrKjh07mDZtGs7OzjbXdyubN28G4MMPP8TV1dVy/dlnn7Xqr61S0rI4fe7yPdcjIiIi1jQRUuQhdOXKFXx9fW/5moPDzf+sc3Jy2LhxIy1atLBKNAAcHR2ZOHEiWVlZfPrppza3w2w2k5CQQPPmzRk2bBiZmZns37/f5vpu58qVK1SoUMEq0ciX318RERF58Oj/0iIPoYYNG7J+/Xo2bdrExYsXb1nm2LFjZGdn065du1u+3rRpU7y8vPjuu+9sbsfhw4c5d+4cPXr0oGXLlnh5ed1x3YWtGjZsyIULF5g+fTrHjx8vltEMERERsT9NoxJ5CL311luMHz+eadOmAVCjRg3atWvH0KFDqVGjBgBpaWkAVKtW7bb1VKtWjdTUVJvbkZCQQLly5ejcuTPOzs506dKFrVu3cu3aNdzd3W2u93/17t2bb775hg0bNrBhwwbc3d1p3rw5zz77LB06dCi254iIyE1laRcw7XxmX0o2RB5CTzzxBAkJCXzzzTf84x//ICkpiTVr1rBlyxbWrl1L/fr1C12XrTsx3bhxgx07dtCmTRs8PDwA6NmzJxs2bGDXrl306tXLpnpvxdHRkQULFjBmzBj+/ve/k5yczNdff82ePXsYN24ckyZNKrZniYgIeHoWnLZa2pXFPt8PSjZEHlIuLi60adPGshPT/v37GT16NLGxsSxbtoyqVasCcP78+dvWcf78eQICAiw/Ozo6YjQab1nWZDLh5PR/vzK+/vpr0tPTadeuHVeuXAFuJkFVqlQhISGhWJONfPXq1aNevXpERkaSnp7OiBEjeO+99xgyZAheXl7F/jwRkbLqypXfMRrLxpRVR0cHPD1dy1Sfi4Onp6u2vhUpS1q1asWTTz7J6dOnAQgICMDNzY29e/cyaNCgAuWPHDlCZmam1Va1Pj4+/Pbbb7es/49b6sLNXagApk6dytSpU63KZmRkcOnSpXva5epufHx86NOnD7Nnz+aXX35RsiEiUoyMRlOZO3OiLPb5ftDkNJGH0K0SgpycHM6fP0/lypUBKF++PP3797dMs/ojk8nEkiVLKF++vNUIRGhoKN999x1ZWdZnTiQnJ1slJr///jt79uyhY8eOfPzxx1b/LFy4kBs3brB9+3a79hfgzJkzAJY+i4iIyINFIxsiD6GePXvSrl07WrZsia+vL2lpacTHx5ORkcGQIUMs5SZOnMjhw4eJjIxk1KhRlkP91q5dy8GDB5kzZ47VAvLBgwfz6aefMmDAAEaOHImvry+nTp0iNjaWkJAQWrRoAcCePXvIzs5m0KBBNGvWrED73n//fRISEqxGVH744YcC5SpXrmxJYK5evcqOHTsKlGnWrBnLly/n+PHj9OjRg7p165Kbm8vXX3/NunXr6NixI9WrV7c9mCIiImI3BrPZrOMhRR4ya9eu5e9//zv/+te/SE9Px9vbG39/f0aOHFngTI2cnBxWrVpFQkICv/76K3l5eZQrV464uDjCw8ML1H3mzBkWLVrEt99+y9WrV/H19aVTp05MnDiRChUqADBmzBhOnjzJl19+ecsF5h999BF/+ctf2LVrFw4ODrfdMSo8PJzVq1cTFRXFZ599dtu+Ojk5sWnTJg4dOkRaWhqOjo5Ur16dXr16MWDAAMqVK1fUEFrRCeIiIjflnyCekXGtzEwpcnJywNvbvUz1uTj4+LgXas2Gkg2RMiYpKYlhw4YxduxYXnrppZJuTokzm80278glIlIaGY0mMjOzMZnKxldEJRu2KWyyoWlUImVMaGgoU6dOZebMmZbRgbLMYDBoB5Ii0K4ttlHcik4xs01xxM1kMpeZREPsT8mGSBk0cOBABg4cWNLNeGBoB5KiU8xso7gVnWJmG8VNHhTajUpEREREROxCyYaIiIiIiNiFkg0REREREbELJRsiIiIiImIXSjZERERERMQulGyIiIiIiIhdKNkQERERERG7ULIhIiIiIiJ2oUP9RKTMc3TU310KKz9WilnRKG5Fp5jZpihx00nhcj8YzGazPmUiD4j27dvTtm1bpk+fXtJNKXGDBg3Czc2NuLg4uz7HbDZjMBjs+gwRkQeR0WgiMzO7zCccTk4OeHu7k5FxTaeuF4GPj3uhklqNbIjIA+mtt97CwcH+f9E0GAzErD1ESlqW3Z8lIvKgqFHVgykDm+LgYCjzyYbYl5INkWKUk5ND+fLlS7oZD6yixKdu3bp2bs3/SUnL4vS5y/fteSIiImWFJkJKmbJlyxYaNGjAb7/9ZnU9MzOTgIAA1q9fb7l25MgRBg8eTOPGjWnatCmTJ0/m0qVLltdTUlLw9/dny5YtTJs2jWbNmtG3b1/WrFlDUFAQV69etXrG6dOn8ff3Z9++fXdt59q1a2nXrh1NmzZl3LhxpKenW71+5coV/vznP9OyZUsCAgLo06cP//jHP6zK7N27l2HDhhEeHk5wcDB9+/blq6++KtD+HTt2FHh+nz59eOWVV0hPTycgIICNGzcWKNO3b18mTZp02z4sXbqUJk2acPToUfr3709gYCBr164FICYmhp49e9KkSRNatWrFK6+8woULF6zuHzRoEKNHjy5Q38mTJ3nhhRcICgqiR48e7N+//w6RFBERkZKkZEPKlE6dOuHo6FjgC/bf/vY3AJ566ingZqIxaNAgPDw8WLRoEbNmzeLHH39k3LhxBepcuHAhZrOZBQsW8Oqrr/L0009jNptJSEiwKvfpp59StWpVWrZsecc2fvnll3z55ZdMnz6dN954g6SkJGbNmmV5/fr16wwbNoy9e/fypz/9iRUrVlCnTh1Gjx7NyZMnLeVSUlJo164db7/9NkuXLiU4OJjIyEgOHjwIQI0aNWjcuDHbt2+3ev6ZM2f45z//SY8ePfDx8aFTp05s3rzZqsypU6c4evQozz333B37kpeXx+TJk3n66adZuXIlLVq0AODSpUuMHj2auLg43njjDc6dO8egQYO4cePGXeubMmUKffr0YdmyZfj4+DBx4kQyMjLueJ+IiIiUDE2jkjLFw8ODNm3akJCQwIsvvmi5npCQQIsWLfDy8gJgwYIFBAQEsGzZMsvi4SeeeIIePXqwb98+2rRpY7n3ySefZM6cOVbP6dKlC5s3b+b5558H4MaNG2zdupXnnnsOR0fHO7bRbDazYsUKXFxcADh37hxxcXGYTCYcHBzYtm0bJ06c4PPPP7dMNWrVqhW//PILy5cvZ/HixQBW/TOZTDRr1ox///vfbNy4kWbNmgHQvXt3YmJiuHr1KhUqVLDEomLFipakqF+/fgwdOpRxIjwZAAAgAElEQVTTp09Tp04dADZv3ky1atUsycPt5OXl8fLLL9OtWzer63PnzrX8u9FopEmTJrRu3Zpvv/32jslYfrKRH38/Pz86dOjAV199xTPPPHPHtoiISEHa7Us7n9mbkg0pc7p3787LL7/Mf//7Xx599FEuXLhAUlIS0dHRAPz+++8cPnyY1157DaPRaLmvdu3aVKtWjR9//NEq2Wjbtm2BZ/Tr148XX3yRU6dOUa9ePfbt28elS5d49tln79q+0NBQS6IBUKdOHfLy8rh06RJVqlTh66+/5oknnqB27dpWIwERERFs3brV8nNqaiqLFi3iwIEDXLx4kfyN5xo2bGgp07VrV+bOncvu3bvp1asXANu3b6dz586WNjRv3pyaNWvy6aef8vrrr1sSp/79+xdqAfcfY5Vv3759rFixglOnTllNNztz5swdkw0HBwfCw8MtP9eoUYPy5cuTlpZ213aIiEhBnp6uJd2EB4ZiYR9KNqTMadeuHa6uriQmJjJq1Ci++OILypUrR8eOHYGb6yGMRiNz5861+gt8vvPnz1v9XKlSpQJlQkND8fPz49NPP2Xq1Kls3ryZ0NBQatWqddf2eXp6Wv2c/6U/NzcXgIyMDH766SerpCFf/qiJyWRi7NixZGVlMXHiRB577DFcXV1ZsmSJVfurVKlCs2bNSExMpFevXpw4cYLTp09bbb1rMBjo27cvH3/8MZMnT2bv3r2kp6fTp0+fu/bF1dUVd3d3q2tHjx5l3LhxdOjQgVGjRlGpUiUMBgP9+vWz9PF2ypcvb5WIATg7O9/1PhERubUrV37HaCzb2706Ojrg6emqWBSRp6ertr4VuZXy5cvTsWNHtm/fzqhRo9i+fTvt2rXDzc0NuDnVymAwMHr0aEsC8kfe3t5WP9/ujIa+ffvy/vvvM2zYMPbt21dgqpWtKlasiL+//x3r++WXX/jpp5+IjY216kNOTk6Bst27d2fGjBlkZGSQmJhIlSpVCAsLsyrTp08flixZwt69e/n0009p1qwZNWvWvGtbbxWb3bt3U6FCBd555x3LyMi5c+fuWpeIiBQ/o9GksyX+f4qFfSjZkDKpR48eREZGsn//fr7//ntGjRplec3NzY3GjRvz888/ExgYaPMzevfuzaJFi5gyZQrly5e3LD6/VxEREezbtw9fX1+qVq16yzL5f+l3dna2XDt37hxHjhyhdu3aVmU7d+7MjBkz2LlzJ4mJiXTr1q3A9KgqVarQtm1b3n//fX788cdbjvgUVk5ODs7OzlaJyLZt22yuT0RERB5cSjakTIqIiMDLy4v/9//+H56enrRu3drq9ddee40hQ4bwpz/9ie7du+Pp6UlqaioHDhygT58+lgXWd+Lj40OHDh3YsWMH/fv3L7bzN3r16sX69esZPHgww4cPp3bt2mRlZfHTTz9Zdn96/PHHeeSRR1iwYAEmk4ns7GyWLFmCr69vgfoqVqxIq1atiI2N5cKFC/To0eOWz+3Xrx+RkZF4enrSpUsXm9vfokULPvroI2bNmkWnTp04cuQIn3/+uc31iYiIyINLyYaUSc7OznTp0oUNGzbw3HPPFVgHEBwczLp161i6dClTp04lLy+PRx55hObNm/PYY48V+jmdOnVix44dd90itihcXFz4+OOPWbp0Ke+++y4XL17Ey8uLBg0aMGDAAEuZpUuXMnPmTCZNmkS1atUYO3Ys3377LceOHStQZ48ePfjyyy+pVasWjRo1uuVzW7ZsiaurK927d6dcuXI2t79NmzZMmTKF+Ph4tmzZQnBwMHFxcfeUwNyrGlU9SuzZIiIlQb/35H4xmPO3qBGRYvfaa69x/PjxUjFN6JtvvmHo0KFs3ryZgICAkm5OsTGbzbdddyMiUpoZjSYyM7Mxmcr2V0EnJwe8vd3JyLimNRtF4OPjrgXiIiXl5MmTHD9+nO3bt/PWW2+VdHPuSVpaGmfPnmX+/PkEBweXqkQDbi5i1w4khaddW2yjuBWdYmabosTNZDKX+URD7E/JhogdjB07lvT0dHr16lWoszUeZBs3bmT58uXUr1+f2bNnl3Rz7EI7kBSdYmYbxa3oFDPbKG7yoNA0KhEp8zR0XniabmAbxa3oFDPbKG5Fp5jZprDTqHQuu4iIiIiI2IWSDRERERERsQslGyIiIiIiYhdKNkRERERExC6UbIiIiIiIiF0o2RAREREREbtQsiEiIiIiInahQ/1EpMwrzD7hclN+rBSzolHciq6sx0yne0tpoWRDRMo0s9mMp6drSTfjoaOY2UZxK7qyGjOj0URmZrYSDnnoKdkQkTLNYDAQs/YQKWlZJd0UEREAalT1YMrApjg4GJRsyENPyYaIlHkpaVmcPne5pJshIiJS6pTNiZAick9OnTrFqFGjaNasGUFBQXTp0oWVK1cCEBUVRY8ePTh48CC9evWicePGPPfccxw7dsyqjtzcXObOnUvLli0JDAzkmWeeYdeuXZbXk5OT8ff35+zZs5ZrY8aMwd/fn1OnTlmuvfLKK0RGRtq5xyIiImILjWyISJGNGTOGypUrM2fOHCpUqMDZs2dJTU21vH7x4kVmz55NZGQkHh4eLFiwgPHjx7Nr1y6cnZ0BmDJlCvv37+dPf/oTjz/+OJ9//jkTJkwgNjaWDh060KhRI8qVK0dSUhK1atXCZDJx6NAhy7V69eoBkJSUxKBBg0okDiIi9mTL4viyvrDeFoqZfSnZEJEiSU9PJyUlhTfeeIP27dsD0Lx5c6syly9fJj4+3pIQuLq6MnjwYH744QdCQkI4ceIEf/vb35gxYwbPP/88AK1bt+bcuXOWZMPFxYVGjRqRnJzMs88+y8mTJ/n999/p06cPSUlJDBgwgF9++YULFy4QGhp6f4MgInIf3Mvi+LK6sP5eKGb2oWRDRIrE29ub6tWrs3DhQi5fvkx4eDiPPPKIVRlfX19LogFQt25dANLS0gA4dOgQAE899ZTVfV27dmXu3LlkZ2fj5uZGSEgICQkJwM0RjICAAFq3bs2f//xnyzVXV1cCAgLs0lcRkZJ05crvGI2mIt3j6OiAp6erTfeWVYqZbTw9XQs1GqRkQ0SKxGAwsGrVKhYtWsTMmTPJzs6mYcOGTJ061TLC4OnpaXVP/tSp3Nxc4ObIh7OzM15eXlblKleujNlsJisrCzc3N8LCwlixYgVpaWkkJycTEhJCSEgIv/32G2fOnCE5OZmgoCBL/SIipYnRaOLGDdu+/N7LvWWVYmYfmpwmIkXm5+fHkiVL+O6771izZg0uLi6MGTOGa9euFer+ihUrkpeXx+XL1jtA/fbbbxgMBjw8PABo3Lgxzs7OJCUlkZycTGhoKF5eXtSrV4+kpCSSkpIICQkp9v6JiIhI8VCyISI2c3Z2JiwsjMjISK5evcqFCxcKdV/Tpk0B2LFjh9X1HTt20KBBA9zc3ABwc3OjQYMGbNiwgczMTMt9oaGhbN26lZSUFCUbIiIiDzBNoxKRIjlx4gTR0dF069aNmjVrcvXqVeLi4qhevTq1atUqVB1PPvkknTt3Zt68eeTk5ODn58fWrVs5cuQIy5cvtyobEhLCqlWraNiwIRUqVLBcW7t2Lc7OzjRp0uSe+1Sjqsc91yEiUlz0O0lKEyUbIlIkVapUoXLlysTFxZGWloaHhwchISHMnz8fR0fHQtczf/58Fi5cyMqVK8nMzOTxxx9nyZIllh2u8oWFhbFq1SqrEYz8tSEBAQGUL1/+nvpjNpuZMrDpPdUhIlLcjEaTTg+XUsFgNpv1SRaRMk07kBSedm2xjeJWdGU9ZiaT2aZkw8nJAW9vdzIyrmmxcyEpZrbx8XHXblQiIoWhHUiKTjGzjeJWdIqZyMNNC8RFRERERMQulGyIiIiIiIhdKNkQERERERG7ULIhIiIiIiJ2oWRDRERERETsQsmGiIiIiIjYhZINEfn/2rvzsKiq/w/gb0BAtkEhtwQVSEcEZFBQWUsQERcsze2rorhnLmGW4BouX9RcA/etcsFc8ZvgguhPUxAxKdO0ElBBE1GEQUXW+/vDhxvDgAIygfB+PQ/P45xz7j3nfubems/cc+4QERERqQSTDSIiIiIiUgn+qB8R1XsV+QVUeqk4VoxZ5ag6blX9tWkiIlVjsvEWO3XqFNLS0jB8+HCF8oCAAFy7dg1Hjx6toZG9dOPGDXz44Yf4/vvv0bVrV5X3J5fL8d1338Hb2xvvvfeeyvv7txw6dAiBgYGIjY2FkZFRuceZmpoKDw8PrF27Fr169XrjfuVyORwcHBAcHIwBAwa8sm1ISAi2b9+OhISEN+4XAOLi4uDr64sDBw7AxsamWvZZHkEQIJHoqLSPuogxqxpVxa2wsAiZmc+ZcBBRrcNk4y126tQpXLt2TSnZqK/kcjlCQ0PRtm3bOpVsfPDBB/jhhx8gkUgA1M7jHDRoEN5///2aHkaVqKmpYcXun5Gall3TQyGqEpNmBpg5vDPU1dWYbBBRrcNkg94KL168QMOGDf/VPgsLC1FUVARNTc1/td/SjIyMYGRkVKNjKE9eXh4aNGiA5s2bo3nz5jU9nCpLTctG4r2smh4GERFRncNJt2+pgIAAHD58GH/99RekUimkUikCAgIU2sTFxeHDDz+ETCbDxx9/jGvXrol1qampkEqlOH78uMI2S5Ysgbu7u/j60KFDkEql+P333zFu3DjIZDL07NkT4eHhSmNav349nJ2dYWdnhylTpuDx48dKbQRBwLZt2+Dl5QVra2t4eHjg22+/VWgTEhICOzs7XL16FUOGDIGNjQ12794NANi8eTM8PT1hY2ODbt26YfTo0UhJSRGnEAHA9OnTxZikpqYCADIzMxEYGIiuXbuiY8eOGDp0KOLj4xX6HTlyJCZOnIjDhw/Dy8sLNjY2uHnzJgICAtC3b1/ExMSgX79+6NixI0aMGIHU1FRkZmZi+vTp6NSpE3r06IHIyMhXvm/r1q3DBx98IL4uKiqCvb09HB0dFdq5uLhg69atCu9BRkbGa48TAHJzc7Fw4UI4ODjAxcUFy5YtQ0FBwSvHBQD79u2Du7s7bG1tMWrUKNy5c0epjbu7OxYuXIgtW7age/fu6NixIzIzM8X3rGQsi8dW8m/kyJEVqi9LRc4dIiIiql14Z+MtNXnyZGRkZCApKQkrVqwAAIVvv9PT07F48WJMmDABBgYGWLlyJaZMmYKoqKgqfVM/c+ZMDB48GH5+fti3bx8CAgJgY2MDCwsLAMCuXbuwdu1ajBkzBk5OToiJicGcOXOU9rNkyRLs378fkyZNgq2tLa5cuYIVK1ZAW1sbw4YNE9vl5+fj888/x+jRo+Hv749GjRohPDwca9euxbRp0yCTyZCdnY2ff/4Zz549g7m5OUJDQzFlyhTMmDFDXCPStGlTFBYWYvz48UhJScHMmTPxzjvvYOfOnfDz88PevXthbW0t9nvt2jXcu3cP06dPh0QiQYsWLcR4Ll26FJ988gkaNGiAxYsXY+bMmdDR0YG9vT0GDx6Mffv24YsvvoCtrS1atmxZZhwdHBzwzTffICUlBaamprhx4wZevHiBZ8+eITExERYWFkhOTkZ6ejocHByUtm/atGm5x/nw4UMAwJo1a+Dh4YE1a9YgISEBISEhaNWqlUJ8Sztz5gzmzZuHAQMGoHfv3rh+/TqmT59eZtuTJ0+idevWmDNnDtTV1aGrq6vUZsGCBXj69Kn4Oi0tDTNnzoSZmVmF6stS0XOHiIiIag8mG2+pVq1awcjICPfv34dMJlOqz8rKwq5du9C2bVsAgI6ODnx9ffHrr7/C3t6+0v0NHz5cXBtiZ2eHs2fP4sSJE5g8eTIKCwuxadMm9O/fH7NmzQIAuLq64vHjxzhy5Ii4j7t372LXrl0ICgrCkCFDAABOTk548eIF1q1bhyFDhkBd/eXNtvz8fPj7+6N3797i9vv27YNUKsXEiRPFsh49eoj/trS0BAC0bt1aISbR0dG4evUqtm7dCldXVwAv7xz07NkTmzZtQkhIiELcDhw4ICYZ5cXz4cOHWLRoEcaPH49PP/0UAGBjY4OoqCicOnUKo0aNKjOOtra20NLSwuXLl2Fqaor4+HhYW1sjNzcXly5dgoWFBS5fvgxdXV1YWVkpba+lpVXucRbr2LEj5s6dCwBwdnZGXFwcTpw48coP5Bs2bIC9vT2Cg4MBvHz/cnNzsX79eqW2+fn52LJlS5lJRrGSa0lyc3OxaNEimJubIzAwsEL1pVXm3CGqr+raE8L45LOqYdwqjzFTLSYbdVTTpk3FD8bAPx/u0tLSqrQ/FxcX8d+6urp499138eDBAwDAgwcP8PDhQ3h6eips4+XlpZBsxMTEAAB69uypMK3HyckJW7Zswd9//61wR6D0guMOHTpgz549CA4OhqenJ2xtbSt0l+by5cvQ19cXEw0A0NTUhKenp9ITu9q1a6eUaADK8WzTpo049mISiQRGRkZiXMqira0NGxsbxMfH46OPPsLly5fRpUsXvHjxAvHx8Rg2bBji4+Mhk8nQoEHVLs+S7xUAWFhY4OLFi+W2LywsxPXr1/HFF18olHt5eZWZbHTt2vWViUZpc+bMQWpqKg4ePAgdHeUn8byuHqj8uUNUH9XVJ4TV1eNSNcat8hgz1WCyUUcVP7moWPGH8tzc3Crtz8DAQGl/eXl5AF5OMQKgtIj5nXfeUXj95MkTCIKAbt26ldlHyQ+MOjo60NPTU6gfMGAAnj17hn379uHbb7+FgYEBPvzwQ8ycOfOVi8flcjmMjY2Vyt955x1kZWUplZWlvHiWjouWltZrY+zg4IBjx44BAH7++WcMHjxYXGcBvEyOBg4c+Mp9vMqr3quyZGRkoKCg4LXvX7GyYlmeLVu2IDIyEtu2bYOJiUml64tV5twhqq/k8hwUFhbV9DCqjYaGOiQSnTp3XKrGuFUeY1Y1EolOhe4GMdmop7S1tQG8nBJTklwur/S+mjRpAuDlh9aSHj16pPDa0NAQampq2LNnT5l3JErO11dTU1OqV1dXx6hRozBq1CikpaUhIiICK1euROPGjcWpTGUxNDQsc7H6o0ePYGhoqFBWVr/VzcHBARs3bkRsbCyysrLQqVMn5OXlIT09HbGxsbh3716VprpVlZGRERo0aPDa969YRWN09uxZrFq1CrNmzVJaAF+R+pIqc+4Q1VeFhUUoKKh7H5Tq6nGpGuNWeYyZajDZeItpampW+U6FsbExNDU1kZiYKJbl5eUpPaGpIpo3b44mTZogKipKYSrViRMnFNoVf6DMzMxUeOJVVTRr1gxjxozB0aNHkZSUBKD8uzedO3fGtm3bcP78eXGKUUFBAU6dOoXOnTu/0Tiqws7ODg0aNMD69ethaWkJfX19AC+nuq1fvx6ampplrsUo9qZ3qUrT0NBAhw4dEBUVhdGjR4vlpd+/ykhKSsLnn3+Ofv36KeyzovWlVee5Q0RERP8eJhtvMQsLCxw8eBBHjx5F69at0bhx41dORSlJXV0dnp6e2L17t7jtrl27IAhCpb/d19DQwIQJE7BkyRIYGxvD2dkZFy5cQFxcnEI7MzMzDB8+HF9++SXGjh0LW1tb5Ofn4/bt24iLiytzfUBJ8+fPh0QigUwmg0QiwZUrV3Dz5k1x4XOTJk0gkUgQEREBExMTaGlpQSqV4oMPPkDHjh3xxRdf4PPPPxefRvXw4UN88803lTrW6qCnpwdLS0tcunQJfn5+Yrm9vT3CwsLQqVMn8c5TWco7zjcxadIkTJ48GYGBgeLTqEqut6msTz75BA0bNsTAgQPxyy+/iOX6+vp47733Xltf2pueO0RERFQzmGy8xT7++GNcvXoVixYtQmZmJj766CMsXbq0wtvPmzcP8+bNw+LFi6Gnp4exY8fCzMwM0dHRlR7LyJEjIZfLsWfPHoSFhcHR0RGLFy/GuHHjFNrNnTsXZmZm+OGHH7Bu3Tro6enBzMwMvXr1em0fdnZ22LdvH/bv34+cnByYmpoiMDAQgwYNAvAygQoODsaqVaswevRo5OXlITo6GiYmJti8eTOWL1+Or7/+Gs+fP4eVlRW2b9+u8Njbf5ODgwN+++03helSXbp0QVhYWJmPvC2pvON8Ex4eHggKCsLGjRsREREBW1tbrFmzRoxtZd2+fRsA4Ovrq1DepUsX7Ny587X1ZXmTc+d1TJoZvL4RUS3F85eIajM1QRCEmh4EEVFNqcrdPKLaprCwCJmZz1FUVHf+l96ggToaN9bDkyfPOI++Ehi3ymPMqsbISI8LxImIXkdNTY1PIKkEPrWlalQdt6IioU4lGkRUdzDZIKJ6j08gqTzGrGoYNyKqb/hTiUREREREpBJMNoiIiIiISCW4QJyI6j2uPagcDQ11xqwKGLfKY8yqhnGrPMas8tTV1Sr0gBUmG0REREREpBKcRkVERERERCrBZIOIiIiIiFSCyQYREREREakEkw0iIiIiIlIJJhtERERERKQSTDaIiIiIiEglmGwQEREREZFKMNkgIiIiIiKVYLJBREREREQqwWSDiIiIiIhUgskGERERERGpBJMNIiIiIiJSCSYbRERERESkEkw2iKjeSUxMhJ+fH2QyGZydnbF8+XLk5eXV9LD+FXfu3MH8+fPRv39/dOjQAX379i2z3f79++Hl5QUbGxv4+PjgzJkzSm2ys7Mxe/ZsdOnSBXZ2dpg2bRoePnyo1O7KlSsYMmQIOnbsiO7du2Pz5s0QBKHaj01Vjh07hk8++QRubm6QyWTo378/Dhw4oHQMjNk/zp49ixEjRqBbt26wtraGh4cHgoODkZ2drdDu9OnT8PHxgY2NDby8vHDw4EGlfeXl5WHZsmVwdnaGTCaDn58fkpKSlNrVtev62bNncHNzg1QqxW+//aZQx3PtH4cOHYJUKlX6W7FihUI7xqwGCURE9UhmZqbg7OwsDB8+XDh37pywf/9+oXPnzkJQUFBND+1fERUVJbi5uQlTp04V+vbtK/Tp00epzdGjRwWpVCqsXr1aiI2NFebNmyd06NBBSEhIUGg3ZswYwc3NTYiIiBBOnTol9O3bV/Dx8RHy8/PFNrdv3xZkMpnw6aefCjExMcKOHTsEKysrYevWrSo/1uoyePBgwd/fX4iIiBBiYmKEFStWCO3btxdCQkLENoyZovDwcGHZsmXC8ePHhYsXLwo7d+4UunTpIvj5+Ylt4uPjBUtLS2HevHlCbGyssHr1akEqlQrHjh1T2Ne8efOEzp07C/v37xfOnTsn/Oc//xFcXV0FuVwutqmL1/Xy5csFJycnoV27dsLVq1fFcp5rig4ePCi0a9dOOHfunJCQkCD+3b9/X2zDmNUsJhtEVK9s3LhRkMlkwpMnT8SyvXv3CpaWlsKDBw9qcGT/jsLCQvHfs2bNKjPZ6NmzpzBjxgyFsiFDhgjjxo0TX1+5ckVo166d8NNPP4lliYmJglQqFSIiIsSyefPmCd27dxdyc3PFspUrVwr29vYKZbXZ48ePlcrmzp0rdOrUSYwnY/Z6P/zwg9CuXTvxOhszZowwZMgQhTYzZswQvL29xdd///23YGlpKezdu1cse/LkiSCTyYTNmzeLZXXtur5165Ygk8mEsLAwpWSD55qi4mSjrOu0GGNWsziNiojqlXPnzsHR0RGNGjUSy7y9vVFUVIQLFy7U4Mj+Herqr/7PfkpKCm7fvg1vb2+F8t69eyM2NlaclnLu3DlIJBI4OzuLbczNzWFpaYlz586JZefOnYOHhwe0tLQU9iWXy5GQkFAdh6RyRkZGSmWWlpZ4+vQpnj9/zphVUPE1l5+fj7y8PMTFxaFXr14KbXr37o3ExESkpqYCAM6fP4+ioiKFdo0aNYKzs7NSzOrSdb148WIMHToUZmZmCuU81yqPMat5TDaIqF5JSkqCubm5QplEIkGTJk3KnAde3xTHoPSHHAsLC+Tn5yMlJUVsZ2ZmBjU1NYV25ubm4j6eP3+Ov//+Wyne5ubmUFNTe6vj/fPPP6NZs2bQ19dnzF6hsLAQubm5uH79OtatWwd3d3eYmJjg7t27yM/PVzpOCwsLAP+ch0lJSTA2NoahoaFSu5KxqEvX9fHjx/Hnn3/i008/VarjuVa+vn37wtLSEh4eHti0aRMKCwsBMGa1QYOaHgAR0b9JLpdDIpEolRsaGiIrK6sGRlS7FMegdIyKXxfXy+VyGBgYKG1vaGiIa9euAYC4GLj0vrS0tKCjo/PWxvvy5cuIjIzErFmzADBmr9K9e3ekpaUBAFxdXbFy5UoAbx4ziUSiEIu6cl3n5ORg6dKl8Pf3h76+vlI9zzVlTZo0wdSpU2Fraws1NTWcPn0aa9asQVpaGubPn8+Y1QJMNoiIiCrowYMH8Pf3R9euXeHr61vTw6n1Nm/ejJycHNy6dQsbNmzApEmTsGPHjpoeVq21YcMGGBsbY+DAgTU9lLeGq6srXF1dxdcuLi7Q1tbGd999h0mTJtXgyKgYp1ERUb0ikUiUHr8JvPx2q/RUjfqoOAalYySXyxXqJRIJnj59qrR9yTgWf0tYel95eXnIycl56+Itl8sxfvx4NGrUCCEhIeL6F8asfO3bt4ednR0GDRqE9evXIy4uDlFRUW8cM7lcrhCLunBd37t3D9u3b8e0adOQnZ0NuVyO58+fA3g5fefZs2c81yrI29sbhYWFuHHjBmNWCzDZIKJ6peT822LZ2dlIT09XmodbHxXHoHSMkpKSoKmpCVNTU7FdcnKy0rPlk5OTxX3o6uqiRYsWSvsq3u5tiveLFy8wceJEZGdnY+vWrQrTLRizipFKpdDU1MTdu3fRqlUraGpqlhkz4J+Ympub49GjR0rTU0qv0agL13Vqairy8/MxYcIEODg4wMHBQfxm3tfXF35+fjzXqoAxq3lMNoioXnFzc0NMTIz4rRbwckGmurq6wlNI6itTU1O0adMGx48fVyiPjIyEo6Oj+ImQb/kAAAxDSURBVAQWNzc3ZGVlITY2VmyTnJyM33//HW5ubmKZm5sboqOjkZ+fr7AviUQCOzs7FR9N9SgoKMBnn32GpKQkbN26Fc2aNVOoZ8wq5tdff0V+fj5MTEygpaWFrl274sSJEwptIiMjYWFhARMTEwAvp8Soq6vj5MmTYpusrCycP39eKWZv+3VtaWmJ77//XuEvMDAQABAUFIQFCxbwXKugyMhIaGhooEOHDoxZLaDx1VdffVXTgyAi+re0bdsW+/fvR0xMDJo2bYr4+HgsW7YMAwcORJ8+fWp6eCqXk5OD6Oho3Lp1CxcuXMCjR4/QvHlz3Lp1C0ZGRtDR0UHjxo0RGhqKoqIiAMCWLVtw5swZBAcHo0WLFgCAFi1a4JdffsGBAwfQrFkzpKSkYMGCBWjSpAlmz54tTjEyNzfHjh07cPPmTTRq1AinT59GaGgopk6dCgcHhxqLQ2UsWLAAERER+Oyzz2BsbIwHDx6If0ZGRtDQ0GDMSpkyZQru3r2L7OxsPHjwAKdOncKSJUtgamqKgIAAaGhooGXLltiwYQPS09Oho6ODQ4cOYffu3Zg/fz7atm0LANDX10daWhq+++47GBsbIyMjA4sWLUJOTg6Cg4Ohra0NoG5c19ra2jAxMVH4y83NxeHDhzFlyhRYW1sDAM+1UsaOHYu0tDQ8ffoUd+7cwfbt27F7926MHDlSfGQyY1az1ITS94uIiOq4xMRELFq0CAkJCdDT00P//v3h7++v8Nz0uio1NRUeHh5l1n3//ffo2rUrAGD//v3YsmUL7t+/DzMzM8yYMQPdu3dXaJ+dnY3g4GBERUWhoKAALi4umDt3rtI3/1euXMHSpUtx48YNGBkZYfjw4Rg/frzSIyZrK3d3d9y7d6/MuujoaPFbeMbsH5s3b0ZkZCTu3r0LQRDQsmVLeHp6YuzYsQpPWYqOjsaaNWuQnJyMd999FxMmTMDHH3+ssK+8vDysXr0aR44cwbNnz9CpUyfMnTtXfExusbp4XcfFxcHX1xcHDhyAjY2NWM5z7R+LFy/GTz/9hAcPHqCoqAht2rTBoEGDMHLkSIVjYMxqDpMNIiIiIiJSCa7ZICIiIiIilWCyQUREREREKsFkg4iIiIiIVILJBhERERERqQSTDSIiIiIiUgkmG0REREREpBJMNoiIiIiISCWYbBAREVG5wsPD0atXL1hZWcHe3l4s37p1Kzw8PGBpaYn+/fsDePkDiAEBATU11FcKCAiAu7t7TQ+DqN5pUNMDICIiosqRSqUValfyV+GrIjExEYGBgXB1dcWECRPQsGFDAMD58+fx9ddfw8fHB1OnTkXjxo2r3Edp169fx4ABAzBp0iT4+/uX2eb27dvw8vLC6NGjERgYWG19E1H1Y7JBRET0llm+fLnC6yNHjuDChQtK5RYWFm/Uz6VLl1BUVIQ5c+agdevWYvnFixehrq6OJUuWQEtLSyw/fvw41NTU3qhPKysrmJubIyIiotxk4+jRowAAHx+fN+qLiFSPyQYREdFbpnjaUrFff/0VFy5cUCovLScnBzo6OhXu5/HjxwAAAwMDpfKGDRsqJBoAlF5XVb9+/bB27Vr88ssvkMlkSvVHjx6Fubk5rKysqqU/IlIdrtkgIiKqg0aOHIm+ffvi2rVrGD58OGxtbbFq1SoAwKlTpzBhwgS4uLjA2toaPXr0wLp161BYWChu7+7ujpCQEACAo6MjpFIpQkJCIJVKcejQITx//hxSqVR8XbxN6TUbcrkc//3vf+Hu7g5ra2u4ubnhyy+/REZGRrlj79evH4B/7mCUdO3aNSQnJ4ttAGD37t3o06cPrK2t4eLigqCgIMjl8lfGJy4uDlKpFHFxcQrlqampCscEvFzvYWdnh/v372PixImws7ODq6srdu/eDQD4448/4OvrC5lMhu7du+PHH39U6k8ul2PJkiV4//33YW1tDU9PT2zevBlFRUWvHCfR2453NoiIiOqozMxMjB8/Hn369IGPjw+MjY0BAIcPH4auri78/Pygq6uLixcv4ptvvsHTp08xa9YsAMDs2bMRHh6OqKgofPXVV9DV1YVUKkWrVq2wb98+XL16FYsXLwYAdOrUqcz+nz17huHDhyMxMREDBw5Ehw4d8OTJE5w+fRppaWkwMjIqcztTU1PY2dnh2LFjCAwMhIaGhlhXnIAUJxshISEIDQ2Fk5MThg0bhuTkZISFheG3335DWFgYNDU1qyWWhYWFGD9+POzt7TFz5kz8+OOPWLhwIXR0dLB69Wr069cPPXv2xN69ezFr1izIZDKYmpoCeHlHacSIEUhLS8PQoUPRokULJCQkYNWqVUhPT8ecOXOqZYxEtRGTDSIiojoqPT0dQUFBGDp0qEL5ypUrxcXeADBs2DDMnz8fYWFh8Pf3h5aWFnr06IEbN24gKioKXl5eYmLQvn17xMbG4vfff3/ttK1t27bhzz//RGhoKDw9PcXyyZMnQxCEV27br18/LFy4ELGxsXBxcQEAFBUVITIyEnZ2djA1NUVGRgY2bdoEFxcXbNmyBerqLydsmJubY+HChfjf//6HgQMHVjxgr5CbmwsfHx9MnDhRHJ+rqytmz56NVatWoXfv3gAAJycneHt7Izw8HFOnTgUA7NixAykpKTh8+DDatGkDABg6dCiaNm2Kbdu2YcyYMWjRokW1jJOotuE0KiIiojpKS0sLAwYMUCovmWg8ffoUGRkZsLe3R05ODpKSkqqt/5MnT6J9+/YKiUax1y0k7927NzQ1NRWmUl26dAlpaWniXY2YmBjk5+fD19dXTDQAYNCgQdDX18fZs2er6Uj+2W8xiUQCMzMz6OjowNvbWyw3NzeHRCJBSkqKWHb8+HF07twZEokEGRkZ4p+TkxMKCwsRHx9freMkqk14Z4OIiKiOatasWZmLtv/66y+sWbMGFy9exNOnTxXqsrOzq63/u3fvomfPnlXatnHjxnBxcUFUVBSCgoKgra2No0ePokGDBuKH+/v37wN4+QG/JC0tLZiamuLevXtvdgAlaGtrK037MjAwQPPmzZUSJwMDA4U1I3fu3MEff/wBR0fHMvf9qvUrRG87JhtERER1VMk7GMXkcjlGjBgBfX19TJs2Da1atYK2tjauX7+OFStW1KoFyz4+Pjhz5gzOnDkDd3d3nDx5Es7OzuWu9aiM8u6slHf8JdeNVKS85DSxoqIiODs7Y9y4cWW2LZ5aRVQXMdkgIiKqRy5duoTMzEyEhobCwcFBLE9NTa32vlq1aoW//vqrytu7u7tDT09PvKORlZWl8BSqd999FwCQlJQkLsYGgLy8PKSmpsLJyancfUskEgDKd3Kq825IsVatWuH58+evHA9RXcU1G0RERPVI8dqGkt+85+XlYc+ePdXeV8+ePXHz5k1ERUUp1b1ugTjw8s6Mp6cnzp49i7CwMOjq6sLDw0Osd3JygqamJnbu3KmwvwMHDiA7Oxvvv/9+uftu2bIlNDQ0lNZLhIWFVeTQKsXb2xsJCQn46aeflOrkcjkKCgqqvU+i2oJ3NoiIiOoROzs7GBoaIiAgACNHjoSamhqOHDlSoQ//lTV27FicOHEC06dPx8CBA2FlZYWsrCycPn0aQUFBaN++/Wv34ePjg/DwcJw/fx79+vWDrq6uWGdkZISJEyciNDQU48aNg7u7O5KTk7Fnzx7Y2Ni88hfGDQwM0KtXL+zatQtqamowNTXF//3f/4k/ZFidxo4di9OnT2PSpEn46KOPYGVlhZycHPz55584ceIEoqOjq2VqGFFtxGSDiIioHmncuDE2btyIZcuWYc2aNZBIJPDx8YGjoyPGjh1brX3p6elh9+7dCAkJQVRUFA4fPgxjY2M4OjqiWbNmFdpHt27d0KRJE6SnpytMoSo2depUGBkZYdeuXQgODoahoSEGDx6MGTNmvPY3NubOnYuCggLs3bsXWlpa6NWrF7788kv07du3SsdbHh0dHezcuRObNm3C8ePHER4eDn19fbRp0wZTp05V+oV2orpETVDFVxlERERERFTvcc0GERERERGpBJMNIiIiIiJSCSYbRERERESkEkw2iIiIiIhIJZhsEBERERGRSjDZICIiIiIilWCyQUREREREKsFkg4iIiIiIVILJBhERERERqQSTDSIiIiIiUgkmG0REREREpBJMNoiIiIiISCWYbBARERERkUr8PzZms79XuCZoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort and plot so that we can clearly see the top indicator for heavy traffic\n",
    "by_weather_desc['traffic_volume'].sort_values().plot.barh(x=\"by_weather_desc\", y=\"traffic_volume\", figsize=(6,12))\n",
    "plt.xlabel(\"Traffic Volume\")\n",
    "plt.ylabel(\"Weather Desc.\")\n",
    "plt.title('Weather Desc vs Traffic Volume')\n",
    "plt.xlim([0,6000])\n",
    "plt.xticks(np.arange(0,6000,step=1000))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the plot above, we can see <mark>shower snow</mark>, <mark>light rain and snow</mark>, and <mark>shower drizzle</mark> seem to be the conditions that cause traffic of more than 5000 vehicles."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "\n",
    "In this project, we tried to find a few indicators of heavy traffic on the I-94 Interstate highway. We managed to find two types of indicators:\n",
    "\n",
    "- Time indicators\n",
    "    - The traffic is usually heavier during warm months (March–October) compared to cold months (November–February)\n",
    "    - The traffic is usually heavier on business days compared to the weekends\n",
    "    - On business days, the rush hours are around 7 am and 4 pm\n",
    "    \n",
    "    \n",
    "- Weather indicators\n",
    "    - Shower snow\n",
    "    - Light rain and snow\n",
    "    - Shower drizzle"
   ]
  }
 ],
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