I-94 Traffic Indicators.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Indicators of I-94 Traffic Dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The goal of our analysis is to determine a few indicators of heavy traffic on I-94. These indicators can be weather type, time of the day, time of the week, etc. For instance, we may find out that the traffic is usually heavier in the summer or when it snows.\n",
    "\n",
    "The **data dictionary** is given as follows:\n",
    " - **holiday**: Categorical US National holidays plus regional holiday, Minnesota State Fair\n",
    " - **temp**: Numeric Average temp in kelvin\n",
    " - **rain_1h**: Numeric Amount in mm of rain that occurred in the hour\n",
    " - **snow_1h**: Numeric Amount in mm of snow that occurred in the hour\n",
    " - **clouds_all**: Numeric Percentage of cloud cover\n",
    " - **weather_main**: Categorical Short textual description of the current weather\n",
    " - **weather_descriptio**:n Categorical Longer textual description of the current weather\n",
    " - **date_time**: DateTime Hour of the data collected in local CST time\n",
    " - **traffic_volume**: Numeric Hourly I-94 ATR 301 reported westbound traffic volume\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#importing all the essential libraries.\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.style as style\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>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",
       "  </tbody>\n",
       "</table>\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",
       "  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  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#reading our file into the dataframe\n",
    "data=pd.read_csv(\"Metro_Interstate_Traffic_Volume.csv\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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": [
    "#looking at the descriptive measures\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are no missing values in our data and only the **date_time** column is of the wrong datatype.\n",
    "Let us do some data cleaning."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1) Changing the data type of date_time column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0   2012-10-02 09:00:00\n",
       "1   2012-10-02 10:00:00\n",
       "2   2012-10-02 11:00:00\n",
       "3   2012-10-02 12:00:00\n",
       "4   2012-10-02 13:00:00\n",
       "Name: date_time, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"date_time\"]=pd.to_datetime(data[\"date_time\"])\n",
    "data[\"date_time\"].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2) Looking for duplicate entries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>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>5249</th>\n",
       "      <td>None</td>\n",
       "      <td>274.79</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>Mist</td>\n",
       "      <td>mist</td>\n",
       "      <td>2013-04-18 22:00:00</td>\n",
       "      <td>1532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5250</th>\n",
       "      <td>None</td>\n",
       "      <td>274.79</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>Drizzle</td>\n",
       "      <td>light intensity drizzle</td>\n",
       "      <td>2013-04-18 22:00:00</td>\n",
       "      <td>1532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5251</th>\n",
       "      <td>None</td>\n",
       "      <td>274.79</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>Rain</td>\n",
       "      <td>light rain</td>\n",
       "      <td>2013-04-18 22:00:00</td>\n",
       "      <td>1532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5252</th>\n",
       "      <td>None</td>\n",
       "      <td>274.79</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>Rain</td>\n",
       "      <td>moderate rain</td>\n",
       "      <td>2013-04-18 22:00:00</td>\n",
       "      <td>1532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5253</th>\n",
       "      <td>None</td>\n",
       "      <td>274.79</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>Snow</td>\n",
       "      <td>heavy snow</td>\n",
       "      <td>2013-04-18 22:00:00</td>\n",
       "      <td>1532</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     holiday    temp  rain_1h  snow_1h  clouds_all weather_main  \\\n",
       "5249    None  274.79      0.0      0.0          90         Mist   \n",
       "5250    None  274.79      0.0      0.0          90      Drizzle   \n",
       "5251    None  274.79      0.0      0.0          90         Rain   \n",
       "5252    None  274.79      0.0      0.0          90         Rain   \n",
       "5253    None  274.79      0.0      0.0          90         Snow   \n",
       "\n",
       "          weather_description           date_time  traffic_volume  \n",
       "5249                     mist 2013-04-18 22:00:00            1532  \n",
       "5250  light intensity drizzle 2013-04-18 22:00:00            1532  \n",
       "5251               light rain 2013-04-18 22:00:00            1532  \n",
       "5252            moderate rain 2013-04-18 22:00:00            1532  \n",
       "5253               heavy snow 2013-04-18 22:00:00            1532  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame()\n",
    "count=data[\"date_time\"].value_counts().reset_index()\n",
    "for dt in count.loc[count[\"date_time\"]>1,\"index\"]:\n",
    "    df=df.append(data[data[\"date_time\"]==dt])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is not possible to record different indicators of the traffic of the same place and the same time, multiple times.\n",
    "These seem to be duplicate records. The records have different weather at the same time which does not seem right.\n",
    "Therefore, we will remove duplicates and keep the first row."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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",
       "  </tbody>\n",
       "</table>\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",
       "  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  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#by default first row is kept\n",
    "data.drop_duplicates(subset=[\"date_time\"],inplace=True)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3) Outlier Detection."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we look for the values that like to break all the rules, popularly called **outliers**.\n",
    "We start with **temp** column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "sns.boxplot(x=\"temp\",data=data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most observations for the temp column are 200 and above. There is an outlier in temperature column where temp=0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0    10\n",
       "Name: temp, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"temp\"].value_counts().sort_index().head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "10 data points correspond to temp=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.024645717806531114"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "per_temp_0=((data[data[\"temp\"]==0].shape[0])*100)/data.shape[0]\n",
    "per_temp_0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The percentage of outliers in temp column is 0.02% of the whole data, so these observations can be removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#removal of temp outliers\n",
    "data=data[data[\"temp\"]>0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let us observe **rain_1h** column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"rain_1h\",data=data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9831.30    1\n",
       "55.63      1\n",
       "44.45      1\n",
       "31.75      1\n",
       "28.70      1\n",
       "Name: rain_1h, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"rain_1h\"].value_counts().sort_index(ascending=False).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The highest rainfall per hour in mm is recorded to be 9831 which seems impossible. If this observation is kept in our analysis, it will result in skewness. \n",
    "We will remove this as well and not consider other outliers (shown in the boxplot) for removal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data[data[\"rain_1h\"]!=9831.30]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us check for outliers in **snow_!h** column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"snow_1h\",data=data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "According to our boxplot, the observations greater than 0.0 are outliers. Let us observe the percentage of these \"outliers\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.07642244354600138"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "per_snow_0=((data[data[\"snow_1h\"]>0].shape[0])*100)/data.shape[0]\n",
    "per_snow_0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As the percentage of these outliers is quite low, we will remove these too."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data[data[\"snow_1h\"]==0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us proceed to check other columns quickly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"clouds_all\",data=data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"traffic_volume\",data=data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No outliers observed in the **clouds_all and traffic_volume** columns."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4) Adding date time columns in the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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",
       "      <th>date</th>\n",
       "      <th>hour</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "      <th>weekday</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",
       "      <td>2012-10-02</td>\n",
       "      <td>09:00:00</td>\n",
       "      <td>10</td>\n",
       "      <td>2012</td>\n",
       "      <td>Tuesday</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",
       "      <td>2012-10-02</td>\n",
       "      <td>10:00:00</td>\n",
       "      <td>10</td>\n",
       "      <td>2012</td>\n",
       "      <td>Tuesday</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",
       "      <td>2012-10-02</td>\n",
       "      <td>11:00:00</td>\n",
       "      <td>10</td>\n",
       "      <td>2012</td>\n",
       "      <td>Tuesday</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",
       "      <td>2012-10-02</td>\n",
       "      <td>12:00:00</td>\n",
       "      <td>10</td>\n",
       "      <td>2012</td>\n",
       "      <td>Tuesday</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",
       "      <td>2012-10-02</td>\n",
       "      <td>13:00:00</td>\n",
       "      <td>10</td>\n",
       "      <td>2012</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\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",
       "  weather_description           date_time  traffic_volume        date  \\\n",
       "0    scattered clouds 2012-10-02 09:00:00            5545  2012-10-02   \n",
       "1       broken clouds 2012-10-02 10:00:00            4516  2012-10-02   \n",
       "2     overcast clouds 2012-10-02 11:00:00            4767  2012-10-02   \n",
       "3     overcast clouds 2012-10-02 12:00:00            5026  2012-10-02   \n",
       "4       broken clouds 2012-10-02 13:00:00            4918  2012-10-02   \n",
       "\n",
       "       hour  month  year  weekday  \n",
       "0  09:00:00     10  2012  Tuesday  \n",
       "1  10:00:00     10  2012  Tuesday  \n",
       "2  11:00:00     10  2012  Tuesday  \n",
       "3  12:00:00     10  2012  Tuesday  \n",
       "4  13:00:00     10  2012  Tuesday  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import datetime as dt\n",
    "data[\"date\"]=data[\"date_time\"].dt.date\n",
    "data[\"hour\"]=data[\"date_time\"].dt.time\n",
    "data[\"month\"]=data[\"date_time\"].dt.month\n",
    "data[\"year\"]=data[\"date_time\"].dt.year\n",
    "data[\"weekday\"]=data[\"date_time\"].dt.day_name()\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Date-Time Factors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us see how for each year, traffic varies every month."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/huzWr18f06ZNw/jx47FkyRJwHAdnZ2cAuR/k8zpuYmXPW7JkCfr06YPPPvvMUBYQEFDkPTVp0gQvvvgiduzYgcmTJwMAduzYgRYtWsDb2xtA7lOkjz/+GH369AEAzJo1C0ePHkVERITJE5OS4HkeK1euhJ2dHby9vdG2bVskJCRgx44dYFkWDRs2RHh4OI4ePYoWLVogJiYG586dQ0JCAuRyOQDgiy++QGRkJH755Rez3o88z+PTTz/Fyy+/DD8/PwBAcnIyOI4zeoIEAC4uLibzgUti9+7dOHfuHJYtMx4ymPeeunv3LiVPSKXjyLFYG1IDPX5/jOeXObmZrseUk6n4up15HX5C8jRu3BhxcXFITU3Fzp07MXToUBw+fNjwAe2DDz7Au+++CyD3g9off/yB7777DvPnz7d4bA8ePIBeb5w85DiuQnxoKWkMd+7cgYuLi9Hr7O3tAQBOTk5wdHQ0nJfneXh5eRnWLMkrHzZsmOF7Nzc3TJ48GVOmTMG8efMAwHAOe3t7Qx9KrEyn0xndw+LFi/H6669jwoQJhvM3atSoyHv08fGBv78/tm3bhk8++QQAsG3bNjRr1gweHh7QaDRYuXIlxowZYxhl89lnn+HIkSNYtWoVFixYYLiGVquFRqMxiU0sXr1eD71ej6VLl8Le3h4+Pj5o06YNEhISsGnTJrAsi/r16yM8PByHDx9GYGAgYmNjce7cOVy6dMnQz5k+fToiIyPx008/YfDgwYXeqxie5zF16lS0bNkSvr6+0Gg0ePDgATiOg0KhMLoHZ2dnPHz40KRN9Xo9BEEosK1fffVVXLx4ETk5ORg8eDAmTJhgdGytWrUA5CZX8vej81Or1YaHWc9LSkoq0T2T/1DbARAEeG/7CozW9P2b5eaJBO8g4K7xiJS8dtO07Ay347+ZvI7bGoEbw8MAlh4O5VdW7zeJRGL4HFocJUqe5C2k1rBhQwiCgI0bN6J37944f/48/P39DcctX74cDGO6uJ9er0fPnj3h5uaGEydO4OHDhxgyZAhkMpnhD93NmzfRs2dPjBw5Eps3b8Yff/yB4cOHo06dOggNDS1JuJWaWq0uURYs/yiVPIcOHcLSpUuRkJCA9PR06HQ6qNVqZGVlwdbW1uzYLl68iCFDhpj12rfffhubNm3C5MmTIQgCdu7caRiWm5aWhocPH6JVq1ZGr2nVqhUuXbpkdrwA4OnpafQEy8XFBVKp1GiRv9q1a+PRo0cAgEuXLiEjI8Pkhyk7Oxs3b940K4aJEyfi8uXL2Ldvn5l3UTxHjhzB6NGjER4ejiZNmhjV5c3pzr8zBCGVycuuckwOcsCCuHSTui3XsvCKhxxveJn/+40QjuPg6+sLIHe03unTpxEeHm5Y5yQv+Z2nSZMmhhGabm5uJolvnU6Hp0+fGj7Iubm5mXT68r4v6MNeHnd3d5Oy1NTUYq3/YWkljSEnJwe2trZGr5PJZCZfGYYBy7IIDg42ucahQ4ewfPlyk36OTqczOrdMJjP8t1hZ3gO8vO/j4+MxdOhQs9q1b9++2Lx5M6ZOnQpBEPDzzz/jww8/BMdxSEtLQ2JiIlq3bm107pdffhnx8fHgOM4kvudjE4tXIpHA09MTNWvWhCAI0Gq1hn5O/r6ki4sLnj59Co7jcPXqVWRmZpq8n7Ozs3H37l2z7n3ChAm4evUqfvvttwLbNg/LspBIJCblEokEDMMUeP3vvvsOGRkZiI+PR1hYGNauXWuYxg4ASqUSQG7yqaBz2NjYmDwg1Gg0SEpKgqura4X4eapMqO3+w8WdgPKa6dQ3gWGg+d8E1Mv34PL5dmP6DgN/4TjYdOMFsxXJ9+F77ypy2nS1ePyVgbXfbyVKnhS1kBqQOw1hyZIlOHPmjNFCXEDuMMjLly/jwIEDcHV1RXBwMObMmYMpU6Zg5syZ4DgOq1evhpeXF5YsWQIgt1Ny7NgxLFu2rEyTJy/VlpXZuSyhVq1aJdpV5/lkyO3bt9GvXz+89957mD59OmrUqIGYmBiMHTsWGo2mVMmTkiR1ntenTx/MmDEDcXFxUKvVuH//vmHusjlYkSxs3hOZ/PKPbAIAhmFEy/KSK5mZmXBzc8PevXtNzpX31KokJk2ahKioKERGRqJu3bqG8rynbikpKUajT5KTk02GfhfHsWPHMGDAAMybNw8DBgwwqc+bT583woiQymhikAMOPcjByWTTJzsfn0hBi9oc6tnTrFRSNnieR05ODho0aAB3d3dcvXrVqP6ff/4xjMBVqVRISUnB2bNnDdMRDh48CJ7nDQ8GVCoVPv/8c2i1WkOSIDo6Go0bNy5yqoTY39/09HTRv4V6Hz+TMksSi6Ewzs7OSE1NNXpd3oO3/F/z6u3s7IyOvX37NgYMGCDaz9HpdGBZVvQ8hZXlfW9jY2NUXxJ9+/bFrFmzcOHCBUM/p0+fPmBZ1uh6YvctFnPeFO38x+eNPsp/PplMBpZlDf0YlmUNZfmvIwgCWJZFVlZWof2ckt77pEmTsH//fkRGRqJevXqGcldXV2g0GqSlpZn0c1xdXU2u8/z/i+flTcXx8/MDz/MYN24cxo4da2invJ2aXFxcCjwHy7IF9mU5jitVP7fayc6E9E4CpFqAq1everedOgu221aLVuk69IK0SZDoB2/De87GBpo33oXN98tNjrHb8z2Ytl0BeTVu3+dY62fV7N6lXq/Hjh07DAupAbkrp7/zzjtYtWqV6NOTmJgYBAQEGGV7Q0NDMWrUKMTHx6Np06aIiYlBly5djF4XGhqKcePGFSuu4s4HjupRvh8eSzoXOG96S/7X5X3Y1+l0RnNi877mP/b8+fPgeR5z5swx/PHIW0Dr+Xm0+V9bWFne9/7+/jh8+DDeeeedEt0TANSpUwdt2rTB9u3boVar0aFDB9SqVQs8z8Pe3h516tTByZMn0bp1a8NrYmNj0axZM9GYa9asifT0dKSnpxtWdb9w4YJRvPnjf77dnv//knfegIAAJCUlgWVZ0Tmzxf3/KQgCpkyZgsjISOzZsweenp5Grw0KCoJMJsOhQ4fw2muvAcjdju/evXto0aKFaHwFXT8vcTJjxgwMGTJE9Jj4+HjIZDI0atSowHsQmwsM0JxWc1G7ma+wtlvRyhad92mRrjWev5OmETDi0BPs6qSEhDUdAVkdWHs+cGX26aefonv37vD09ER6ejq2bNmCQ4cOISoqCgzDYNKkSZgxYwaCgoIQHByMjRs34u+//8bOnTsB5D7w6datG0aMGIHVq1dDq9VizJgx6N+/v2HUyDvvvINZs2Zh2LBhmDJlCi5duoTw8HCTaZalVdLdb8pbYGAgtm3bZlSW9xTx+alJYuLi4sDzPObOnWvo5+zevbtMYvP398eRI0cwaNCgEr+2bt26aNOmDXbs2AG1Wo2OHTuidu3aAHJHRdSpUwexsbFG2/GKrf2Rx9nZGenp6cjMzDT0c0q6qKuYoKAgJCUlQSKRlGoaryAImDx5Mvbu3Yu9e/eaLPgaHBwMmUyGw4cPo3fv3gD+6+e0bNmyNLcAnueh1WrB87wheXLlyhXIZDK88MILpTo3KYIgQBa1A9zu9WDU2VBKpMjqNwoI7WPtyKyG++UHsE9Np9zzyhrI6TuiWOfQtX8V/P5dYBONp/awKY8hi9oB7Wsln05HylaJkycFLaQGAOPHj0fr1q0Nvxyfl5iYaDJMLv8iaYUdk5aWhuzs7CK3kqvI84FLIiQkBHPmzEFycrIhU+/m5gaGYRAZGYnOnTtDoVDAzs7OkBzKf4/16tWDVqtFREQEunbtilOnTmH9+vUAcjvUef+A/+bV5tU9X/b83Nrx48ejb9++qFevHl5//XXo9XocOHAAY8eOLda9vfHGG1i0aBE0Gg1mz55tFPeoUaOwaNEieHh44MUXX8TWrVtx8eJFrFy5UjTmwMBAKBQKzJo1C8OHD8e5c+ewZcsWo3jF5s+KtVn+statW6NFixYYOHAgpk+fDm9vbyQlJeHAgQPo3r276DQpMVOmTMHu3buxYcMGyOVy3Lt3DwDg4OAAhUIBGxsbDBgwAJ9//jns7e3h4OCAzz//HC1atEBQUJAhvps3byIzMxOJiYnIzs7GuXPnAOTOweY4DseOHcPgwYMxYsQIdOvWzXAdmUxm9CTz2LFjaNWqFSQSSYE/E4XNBQZoTqu5qN3MJ9Z2DIDJXhJM/0duUnfykQ5fnEzEe/VMR6FVJ9aaD1yZJScnY8iQIXj48CEcHR0RGBiIqKgovPLKKwCAcePGQa1WY/z48Xj69CmCgoIQHR1ttKD55s2bMWbMGHTu3Bksy6JPnz5YsWKFod7R0RH79+/H6NGj0bx5czg7OyMsLKxMtymuDDp16oRZs2YZjbysV68eGIZBVFQU2rdvD6VSaZiG8Txvb29otVqsWbMG3bt3x8mTJw39nNKaMmUKevfujQYNGqBPnz7Q6XSIjo4u9oO8t99+G/Pnz4dGozFMS88zduxYLFiwAF5eXggICMDmzZtx8eJFfPPNN6LnatGiBWxtbTF79myMHDkSZ86cMfRzSqNDhw5o2bIlBg4ciNmzZ8PHxweJiYnYv38/Xn31VTRt2rRY55k4cSJ27NiBLVu2wN7e3vB7R6lUQqFQwNHREYMHD8bnn3+OGjVqQKlUYvLkyWjZsqXRovg3btxARkYGkpOToVarDQ/CXnjhBXAch+3bt0Mmk8HPzw9yuRznz5/H7Nmz8eabbxpGcAG5Gy6oVCraetqSsrMgX7cQstOHDEWsXgf7LV9BrXSCTmW641RVx967AVnUdtE6Tf9RgJ1D8U4klSLn7fehWDHdpIqL/BG6Dq9CUNLabtZU4uRJQQupXbt2DQcPHsT58+ctEWexVeT5wCURFBSEwMBA/Pbbb4bFSevXr4+pU6di3rx5GDduHPr27YuIiAjDUND899i0aVN88cUXWLlyJebNmweVSoWwsDCMGjXKMKfW3LnAHTt2xPr167F48WKsXLkSDg4OUKlUxW7jN998E5999hkkEglee+01o9d9+OGHyMzMxKxZs/D48WM0btwYmzdvNjxBeD4+V1dXrFmzBjNmzMDmzZsREhKCKVOmYPz48UZzgfPmz+bNBRZrs+fLtm/fjrlz52L8+PF4/PixYXtKd3d3cByHO3fuIDg4GHv27DF6gpTfxo0bDfec38qVKw0jdxYsWIDp06dj+PDh0Gg06NSpExYtWmQU28SJE3H8+HHD93mjs+Li4uDp6Yldu3YhOzsbK1asMOqkt2nTxmi74j179mDy5MmF/r8SmwsMWH+OYWVF7Wa+otpuRD3gL006dt4yTQSuvcOhVyNnNHOu2FM0LYHec+Zbt25dkcdMnTrVsP6JmJo1axb54TYwMBBHjx4tcXxVib+/P4KCgrB7927DArzu7u749NNPMXv2bCQnJ6N///6IiIgQfX1AQADmzp2L8PBwzJ49G61bt0ZYWBhGjhxZ6tjatWuHDRs2YNGiRVi+fDkcHByMRsQW5bXXXsOkSZMgkUjQs2dPo7qRI0ciLS0N06ZNw6NHj9C4cWP8+OOPBe4oWKNGDaxZswZhYWH4/vvvERISgqlTp+Ljjz8u1T0yDIPt27djzpw5GD16NB4/fgxXV1e0bt3aMFLm9u3bCAoKwq+//op27dqJnifvZ+bVV181Kl+1apVhe+d58+aBZVkMGTLE0M/Jm56fZ+zYsUb9nJCQEADAX3/9hfr160MqlWL58uW4fv06BEFAvXr1MGLECKPNEYDcUdaF/XyS0mEe3oFixXSwD26L1svXLQDvUgd8OU8btCpBgHzjcjAiI+b0LwRB1/qVEp1O36wt9I0CIPnHeIQZo86C7OeN0AwpXhKXWAYj5M0DMFOXLl3g4+MDhUKBFStWmMzJZFkW7dq1w6FDhxAWFoY9e/YY9n4Hcp+oe3t749y5c2jatClCQkLQrFkzLF/+33yv9evXY9y4cYZ5jHl4nkd6uumigc979OiR4Q9BZRIVFYWwsDDExMSYzNvMGyHBcZxZc3Krq7JstyNHjmDw4MH466+/THbLqYiio6Mxbdo0HD9+3GS9l/wK+nlRq9W4e/cu6lX3Oa0lRO1mvuK0XZqGR7tfknE7w7TT0sBBgqPVcDdumD0AACAASURBVPvi8njPOTg40N8eC6vqfRyg4H4O9XHMR/0c8/o59Le6aJIzR2DzzQIw6qxCj+MdayJ7xmoItUq+dl9lJD22DzbfLDApFyQSZM1ZB6FuA9HXFfaeY69fhu3sD01eI7AssuZtgFBHfBvu6sDafZxS/0XKW0ht6tSpuHDhAuLi4gz/AGDZsmWGYZQqlQoXL140Wok+OjoaSqXSMPVHpVLhjz/+MLpGdHS0YV2V6iQ0NBRDhw7FgwcPrB0KEREdHY0JEyZUig4FkLsm0apVqwrtUBBS2Sg5Ft+0rwGJyPImt9L1mBRT/IW3CSHli/o5FRv1cwgAQK8Dt30NFF+FFZk4AQA29Slswj8HcqrBzo4ZaeC2ii8Sq+32doGJk6LwPn7QtuxoUs7wPOTb15p1TlI2SvTbpbCF1Nzc3EQXifX09ISXlxcAoGvXrvDz88PgwYOxcOFCJCYmYtq0aRg9erRhj/mRI0di5cqVmDx5Mt577z0cPHgQ27dvR2RkZBncbuXz/HDEiuzEiRPo27dvgfX3798vx2gsb86cOdYOoUQKWouIkMqupYsck4MdMP+86VP6rdez8YpHFvp40/bFhFRE1M+puKifQ5CWApuI2ZBePleil0luJ8Bm7XyoR88EqvDoMfnOb8Cmmz6k4Wu5QtN7SKnOrek7AtKzR8Hojddvk547BvbqBfCNA0t1fmKeEiVPilpIrSgSiQR79+7FqFGjoFKpYGdnh6FDh2L27NmGY7y8vBAZGYnx48cjPDwcHh4e+Pbbb8t0m2JiGU2bNq32c7gJIdYxITB3++KYJNP1T8bHpOAlFw6etH0xIaQUqJ9DqhP2xt+w+SpMdAeZPPoGjaBX2IG7YrrmpfTMEXC710PTZ5glw7Qa9vplSA+ZbvUNADmDxgLy0i1aLLi4Q9v5dXD7d5rUybdFIHv61wBTPXcVtKYS9SSLs5BafmLLqdSvXx+//fZboa/r0KGD1ReeJSWnUCiqzY4MhJCKRcoyWBNSA21/SUaaxnT74g+OPMOv3ZwhrabbFxNCSo/6OaS6kB7aC/kP4WB02gKP0Yb0QM7gj5GTmQHbL8ZA8fihyTHcnh/Au9eHTtXFkuGWP70O8o3LwIh81tUFt4a+mfhGEiWl6T0YsmO/g8nKNCqXXL8C6alD0LUyndpDLKvqjqMihBBSrXjaS7FMJT43PyZJg6UXil58kxBCCKm2NDmQf7cINusXF5g4EaQyqN+diJxhkwFODkFhhxtvjwFvJ76tuHzdl2CvX7Zk1OVO9scvkNxOMCkXOHnuqJOyYu8ITa/BolXcjm8AreloW2JZ1SJ5wjAMeJ63dhiEVHil3HyLEKvr422L/j7iQ2W/jEvHqeScco6IEMuiPg4hxcfzPBia6iCKeZIExbyPIDtc8DqTfM3ayP5sBXQdjLem1tR0QdrI6RAkppMaGK0WNuGfg3lS8PSfyoRJeQJul/hsDM1rQyDUrlOm19N2eQO8s6tJOfvoAWQHfynTa5GiVYvkiVKpxJMnT6hzQUgR0tLSYGdnZ+0wCCmVRSonNHCQmJTrBWDE4WdI09DfAlJ1UB+HkOLheR5PnjyBUik+QqI6k8SfgW3YCEhuXi3wGJ1fM2TN+ga8TxPx+kYByBk6XrSOTX0Gm+WfVYkdeLgtq0R3HeLreELb/W0LXFAOTZ/h4lW//ABk0qja8lQtVs/jOA6Ojo54+vRplXmyzvM81Go1bGxsCtyHmpiidiucTCaDrS3tSkIqNwcZi2/b10Ro5CPon/uVfztDj0knU7AmpKZ1giOkjFEfh+RHbVcwhmHg6OgIjuOsHUrFIQiQRW4Bt3MdGKHgBKymxwBo3hoGiIwsyU/Xvic0D26D27fdpE5y5xps1syDesysSrsDjyT+DGSxB0XrcoaOB6Qyi1xX93Jn6PftgOT2P0blTGYauL2boek30iLXJaaqRfIEyO1cODs7WzuMMqNWq5GWlgZXV1fY2NhYO5xKg9qNkOqhRW0OU4MdMFdk++Jt17PRpW4W+vpQopBUDdTHIXmo7UixZWfC5psFkJ4teAcpwUYB9fCp0L/Uvtin1fT7AOzDO5D+ddKkTnr2KLifvoPmLfGRFBWaVgP59+HiVa1fgb5JU8tdm2WhGTAKigWmI3tk0bug7fw6BGc3y12fGFTOtB8hhBBShE8CHaByFX/COCEmBbfSdeUcESGEEGJ9zIPbsJ01stDECV/HE1kzVpcocQIAYCVQj5oOvXsD0Wru102Qnogu2TkrANlvW8Em3jUpF2ztoOk/yuLX1zdpCl3QyybljFYLbue3Fr8+yUXJE0IIIVWShGWwNqQGlJzp4oBp2tzti3V81ZjmQAghhBSH5PQh2M4aCfahaSIgj65FCLJmrIbgXt+8iyjsoB4/D4J9ATvwfLcQ7LV4885tBUzSfXC//iBal/PWCAiO5TMVOKffSAiM6cd3WcwBsIWsV0PKDiVPCCGEVFn17KUIby2+fXFssgaL/6KF1gghhFQDeh24bauhWDkTjFp84VaBYZHz9ge565IoSje1VXBxR/bYOQXvwLNiGpgnSaW6RrkQBMg3rQCjNd26We/VGLqOvcovlLoNoAvpIVrHbVsNVJF1ryoySp4QQgip0t7wssU7vuKdwIV/pSM2ibYvJoQQUnUxac9gs2gSuN+2FniM4OAI9aRF0PYcAJTRds78C0HI+d8nonWGHXhEdq6pSCRnj0J6IdakXGCY3EViWdPd/SxJ8+a7EOSm6xlJr5yHRGSdGVK2KHlCCCGkyvvyZUd4iWxfzAvAiCPPkErbFxNCCKmC2OuXoZjxPqRXzhd4jN7rBWTNWgu9f/Myv74upAc03cS38JXcuQ6bNfOAirrVujoL8s1fiVZpO/UG7/VCOQcECE61oO3eT7SO27YG0NN6bpZEyRNCCCFVXt72xVKRh2l3MvSYFJNS/kERQgghliIIkP65B4p5H4N9+qjAw7QdeiH7s3AItVwtFoqm3weii50CgPTcMXC71lns2qXB7d4g2na8sgY0fYZZIaJcmu79wIussyJ5cAvSo/usEFH1QckTQggh1ULz2hw+bSq+eN32G9nYfr1iDx0mhBBCikWTA/m6hbDZsBSMznStDgAQZDKoh01GzrsTAE5u2XjyduCp20C0mtu7GdLj+y0bQwmxd29Atn+naJ2m/yjAzqGcI8rHxhaaN94VreJ++q7CT4WqzCh5QgghpNoYF2CPNm60fTEhhJCqiXn0EIovxkJ29PcCj+FruSL7868KXHzUIhR2UI+fD8HBUbRa/t2iirMDD89DvnEpGJHpRLomTaFr/YoVgnoujpDu4EV2Q2JTn0L2+3YrRFQ9UPKEEEJItSFhGaxpVwOOItsXp2sFvH+Yti8mhBBSOUkunobtjA8guf1Pgcfo/Jsja9Ya66zXUbtOwTvw6LSwCZ8G5nFiucf1POmxKEgSLpmUCxIpcoaMK7MFdUtFIkVOvw9Eq7jft4JJeVLOAVUPlDwhhBBSrXjYS7GiTQ3RulOPNFhI2xcTQgipTHgesj0/wGbJZDCZaQUepnl1INQTFwIOTuUYnDG+cSBy/jdBtI5Newab5Z9bd9pJRirk2yJEq7Td+0EQGe1hLfogFXQvBJuUMzlqcLs3lH9A1QAlTwghhFQ7vRsoMKih+PbFi/9KRwxtX0wIIaQyyMqAzVfTId+1DowgPnJSsLFF9tg50PQdUe5b64rRhXSHpoAdYyR3r8NmzVyr7cAj3/4NmAzTBBTv7ArNa4OtEFEhGCZ3/RUR0sORYO7fKt94qgFKnhBCCKmWFrRyhI9SfPvi9488Q0pOBd06kRBCCAHA3rsB25kjIT13vMBj9O4NkDVzNfQt2pVjZEXTvP0+dMEq0TrpuePgdn5bzhEB7LV4yA7vFa3LGfQxILcp54iKxns1hlbVxaScEXjIt6+xQkRVGyVPCCGEVEv2MhbfhIhvX3w3Q4+JJ1MgFPAUjxBCCLEmaexBKGZ9CDbpXoHHaF/qgOwZX0Oo41mOkRUTK4F65DToPbxEq7nILZAeiyq/ePQ6yDcuFa3SNWsDfdPW5RdLCWn6DIMglZmUS+NiILly3goRVV2UPCGEEFJtNavN4fNm4tsX77yRjW3Xs8s5IkIIIaQQOh24Latg8/VsMBq16CECyyKn/yjkjJ4B2IhPUa0QFHZQj5tX8A486xeDFVm41RJkB3ZDcue6SbnA2SBn4NhyicFcQu060L7ypmgdtzXCalOgqiJKnhBCCKnWPnrRHm0L2L540knavpgQQkjFwKQ+hWLRBHBROwo8hndwgnryEmi796sYu8IUQahdB9kfWXcHHubpI3A/fSdap3l9CARnN4tevyxoeg2CYOdgUi659Q+ksQetEFHVRMkTQggh1ZqEZbAmpCacCti+eMThp9DS9sWEEEKsiL0WD0XY+5D8/VeBx+h9miB79lromzQtx8hKj28UiJx3C9iBJz0FNss+A7IttwMP9+PXYNSmI0317g2gDe1rseuWKTsHaF4bIlrF7fwG0NBC+GWBkieEEEKqvbp2EoQXsH3x6UdaLIyj7YsJIYRYgSBA+sfPUMz7GGzK4wIP03Z8DdmfhkOo6VKOwZUdXbvu0PToL1onuXfDYjvwSC6ehuzUn6J1OUPHASJriVRU2s69wdeuY1LOPk6C7MBuK0RU9VDyhBBCCEHu9sVDGonPDV9yIR0nEumpTVUXERGBwMBAKJVKKJVKqFQq/P777ybHCYKA7t27g2EY/Pzzz0Z1d+7cQc+ePWFrawsXFxdMmjQJOp3x1K9Dhw6hWbNmkMvl8PX1xYYNGyx5W4SQykinA3s7AfJvFsDm++Vg9OJTSAUZB/XwKcj53yeATHwKamWh6TsCumDxhVml54/njqAo0wvmQP7DctEqbeuu4F8ILtvrWZqMy92OWgT36yZAZAtmUjKUPCGEEEL+Nb+lI3yVpvOuafvi6sHDwwMLFizA2bNncebMGXTq1Am9e/dGfHy80XHLly8HI7KWgF6vR8+ePaHRaHDixAls3LgRGzZsQFhYmOGYmzdvomfPnujYsSPi4uIwbtw4DB8+HFFR5birBCGkYhEEMI8TIY39E9yPX0PxxRjYjeoJ27ARkB0v+HcD7+yG7OmroGvXvRyDtSDDDjzeotVc5I+QHttXZpeTRf4INum+Sblgaw/NgFFldp3ypGvZEXrvJiblTFYGuD0/WCGiqsW0h0gIIYRUU3YyFt+2r4FXIh9B+1ye5F6mHp/EpGBd+xqiH5xJ5derVy+j7+fOnYuIiAicPHkS/v7+AIC4uDgsWbIEZ86cQZ06xsOj9+/fj8uXL+PAgQNwdXVFcHAw5syZgylTpmDmzJngOA6rV6+Gl5cXlixZAgBo0qQJjh07hmXLliE0NLR8bpQQYl3ZmZDc+BvsjSuQXL8C9sZlsKnPSnQKXcBLUI+cBtiL71RTaSlsoR43F4pZo8Cmp5hUy9cvAe9SF3yjgFJdhkm6By5ys2hdTt8REJTiU3krPIZBTv9RsJ33kUmV7MBuaLu8AcHF3QqBVQ2UPCGEEELyCXbmMK2ZEjPOmA5v/elmNrrUleOdhnZWiIyUJ71ejx07diAzMxMqlQoAkJWVhXfeeQerVq2Cm5vp7gsxMTEICAiAq6uroSw0NBSjRo1CfHw8mjZtipiYGHTp0sXodaGhoRg3blyRManV4tuSVjUajcboKyk+ajvzWLTd9HpIHtyC7ObfkN68CunNvyFJvAtGMH8h8qweA5DVaxDASgAr/16wSNs51IB25HQ4LpsKRqc1qmJ0WtismIaUqeHgzd0FRxCg3LAMjFZrUqVt0AgZL3exeLta9D1XvxEkQSrI/4oxKmb0Oki3rUH6iE/L/prlxBLtZmNjU+xjKXlCCCGEPGfsi/b4434Ojjw0Xedk8slUvOwqh7fI9B5S+V28eBEqlQpqtRr29vbYvXs3/Pz8AADjx49H69at0bt3b9HXJiYmGiVOABi+T0xMLPSYtLQ0ZGdnQ6FQFBjbgwcPoNfrzb63yiYpKcnaIVQuggBpVgYYuQ21nZlK3W6CAFnaM9g9uAnb+zdgd/8mFIm3IdGWzQc9vVyBW73fQ1qjYOD+gzI5Z1kp8/ecXIma3Qeh/q/rTarY9FQowj/HP0OngpcX/4NvHqfLZ+B8+axJucAwuN75bWSXY9ta6mdV3roHmlyIBSMYD6OVnzmMWwFtkFXXyyLXLS9l1W4SiQTe3uLTxMRQz48QQgh5DsswWN2uBtr8koRnOcZPBzN0udsX7+tZGzKWpu9UNY0bN0ZcXBxSU1Oxc+dODB06FIcPH8a1a9dw8OBBnD9/3mqxubtXj6HWGo0GSUlJcHV1BcdV7gUwy4UggLtwErY/b4D0wW0IrARaD2/off2h9fWDztsPfA1na0dZoZn7nmPUWZDe+gfSW1f/G1WS+tQiMeYEtkLmW+/D0bUuKtJEHYv+vNbrh6ycDNju32FSpUi+jyb7NiHtw7DcETjFxKiz4HRwp2idun0vOLdsa3a4JWHx33P16kEd0gOKw3tNqryP7kHqxEVAJZyCbO2/D5Q8IYQQQkS420mwok0NDD5o2hE++1iLL8+nY1pzpRUiI5bEcRx8fX0BAM2bN8fp06cRHh4OhUKB69evw8nJyej4Pn36oF27djh06BDc3Nxw6tQpo/q8p2N503zc3NxMnpglJSVBqVQWOuoEKNnQ4qqA47hqd88lxTy4DfnmlZBeOv1fGa8HdycBuJMAxcHc3aD4Wq7Q+/qDb/gi9A1fBF/PG5DQx4DnFfqe0+vA3r8F9voVSG5cAXv9MtgHt0s1/aYggr0Seh8/6L2bgPdpAr3XC4C9EhU5lWipn1d+wEjoHj2A9Pxx02tejIXy1x+g6Tey2OfjfloHScoT0+s41oC+3/vl/jvHkr/n+D7vQYj9A4w626hcdu0S7K6chb5Z+SSKLMFafx/otyYhhBBSgF71FRjayBYb/8kyqVtyIR0d68rRxk1uhchIeeF5Hjk5OZg1axaGDx9uVBcQEIBly5YZFppVqVSYO3cukpOT4eLiAgCIjo6GUqk0TP1RqVT47bffjM4THR1tWFeFkGLJygD3y/eQRe8CU4ypXOyTJLBPkoDYgwAAQW4DvY8feF9/6H1fhN7XD7BzsHTUlQrzNNmQKJFcvwL25lUwmrJfB0OQysDX94Xe2y83UeLdJHdBz0o4KsAiWAnUH3wOxRdjILl3w6Sa+20rePf6xdpxiL1zDbLoXaJ1mgGjAVv7UodbkQiONaHpMQDyn74zqZNvX4OswJcBKaUDSoJaixBCCCnEvJaOOJGkQUKqzqhcAPDBkWc4/roLHDnWOsGRMvXpp5+ie/fu8PT0RHp6OrZs2YJDhw4hKioKbm5uoovEenp6wssrd+54165d4efnh8GDB2PhwoVITEzEtGnTMHr0aMjluUm2kSNHYuXKlZg8eTLee+89HDx4ENu3b0dkZGS53iuppHge0mNR4HasBZtWst1Z8mNy1JBePgdcPmco09dtAN73Regb+kPf8EUIrh7V5gM8k50J+1tXoYiPgfxOAtjrV8CmPLbItXhXD+h9moD3zk2U8J4+gKwijympABS2UI+fl7sDj8j7Xr5+CXjXuuAbBRZ8Dp6HfOMyMDxvUqXzawbdy53LMuIKQ9vtbcgO7jF5P7MP70J6OBK6zuJreBFxlDwhhBBCCpG3fXGXveLbF38dn4FPm9L0naogOTkZQ4YMwcOHD+Ho6IjAwEBERUXhlVdeKdbrJRIJ9u7di1GjRkGlUsHOzg5Dhw7F7NmzDcd4eXkhMjIS48ePR3h4ODw8PPDtt9/SNsWkSOz1y5D/sAKSm39b5PyS+7cguX8Lsn/XSBAcHHNHpTTMHZ3CezUGuEo60i47C+zjRDCPE0W/2mekoZYFLivYKaH/dzRJ3qgS2NPfC3MIzm5QfzQHigXjTXfg0eugWDEdWTNWQ6hdR/T10iO/QXIt3vS8EilyBn9cdROFchto+rwHm3ULTaq4nzdA1/oVQGFrhcAqJ0qeEEIIIUUIqsUhrJkS00W2L464nIEP/e1p9EkVsG7duhIdL4isdVC/fn2TaTnP69Chg1UXniWVC5PyBNyObyA7tq/IY3llDaS5eUL58DbY9JTSXTc9FdLzxw1rTQgSKfgGDQ0JFb5hAAQnS6QczFBQcuTRv18zTX93lzVBKgPv6fvfqBKfJhBc6lbdD+VWwDd8ETnvToTNN/NN6pj0VNgs/wzZ01aZJgPSUyDfvlb0nNoe/SG417dEuBWGrm0o9FE7TaY9sWnPwP32IzR9hlkpssqHkieEEEJIMYx+0R5R99Q4lmi85WSaRsDayxmYFExPEwkhZUinhSz6J3A/bwSjNl13KT9BIoG261tID30bdx4/RT0PDyjSnkKScAmSa5fAJsSDvX+zVIubMnodJNdz1/9AVO7uJ7yzG/R5i9D6+oP38LLMQrTZmWAf5UuKPEkq9+TI83jXurkjSv5NlPCevjT9phzo2oZC8+AWuMgfTeok927CZvUcqD/+wmgHHvn2taLvEb52HWheG2zReCsEVgJNvw+gWDLFpEq2bzu0HV+DULO2FQKrfCh5QgghhBQDyzAIa65E10jTefCr4jMw0t8eDjIafUIIKT3JhVjIt6wE+/BukcfqAl5CzjtjILjXh6BWA3gKMAwE17rQudaFru2/U8KyMiC5fhmShHiw1y5Bcv2yyS4cJcX+m8yQxRwAAAg2ityEQsOA3Ok+Pn7FW4Tz+eTI818z00sVZ2kJdg75pt74Qe/zAmBfkTYMrl40b40A+/AOpOdMd+CRxsWA274Wmv6jAADsPxchOyI+GjBn0EeVdypaCekDWkLn3xzS+LNG5YwmB9zu9cgZNtlKkVUulDwhhBBCiqmlixwd3eX480GOUXmKRsC3VzIxPpB2qyCEmI9Jugf5lq8hjTtR5LF8bXfkDBwDfbCqeFNDbO2hD2gJfUDL3O/1OrD3boK9Fp87QiXhEtjHiaWLX51ttBCtwDDg6zbI3SLZ90UItnb/jRh5klRhkiP5CRLpc9Nv/CC40vSbCoVl/92BZywkd6+bVHO/bwPv3gC61q9AvnGZ6Cl0zdvl/uxUFwwDTb+RkMx432QEmvTo79B2fSt3C3NSKEqeEEIIISUwJdjBJHkCAF9dysCIJnawp9EnhJCSUmeB+3UzZPu2myyG+TyBs4HmtcHQhr5VuqfmEin4+g3B128IXefXAQDMs8e5yZRr8ZAkXAR7KwGMXlfEiQrGCAIk925Ccu8mZH/+an6sFiDYKcE7u0Go7QatkzMeS23gEPQSpL5+1WY0QqVmYwv1uLkF78CzYQkkV86Lbm8scDbIGTimPKKsUPj6DaFr3RWy41FG5YwggNu2GuqJpovKEmOUPCGEEEJK4GVXOULqyHHkoXEC5WkOj+/+zsRHATT6hBBSTIIA6ck/wG1dXaytcbWqLtC8/T6Emi6WCaeGM/QvtYf+pfa5BZocsLeu/jsyJR6Sa5fApKda5NplTbD/Nzni7Pbf19r/fq3lZrSoqFqtxuO7d6GoVw9SSpxUGoKzG9QffwHF/HGiO/DITuwXfZ3mjf9BqOVaHiFWOJo+wyA99ScYrfH6bdKLpyCJPwO9fwsrRVY5UPKEEEIIKaHJwQ4myRMAWHEpA8Ob2MFWSqNPCCGFY28nQP5DOCQJl4o8Vu/pi5zBH4FvFFgOkeXDycE3CgTfKBBaABAEMEn3IUm4+N/aKfdvlW9M/ypJcoRUXbyvP3LemwSbtfOKdby+bgNou75l4agqLqGWC7Rd3wIXucWkjtu6Gtmz1gIs9WEKQskTQgghpITausnR2pXDiSTjJzeP1TzWX83CaP9iLJBICKme0lMg37UO0kN7i9z9RrBXIuet4dC172m0e4jVMAwENw/o3Dyga9c9tywzHZJrl3N39bkWn7sQbY661JcSHBxzkyK1XCk5Qgqla9MVmge3we3dXOSxOUM/AaTV+yOw5tV3IDsSaTKKTHLnGqQnov9bZJqYqN7vHEIIIcRMU4Id0DvqiUn5iovpeK+xHRRSWlyQEJKPXgfZwT3gfvoOTFZGoYcKLAtt59eheeNdwK6CTwW0c4A+qBX0Qa1yv9frwN69kbsA7b+L0bJPkkxeZkiO5B85YvjqCthQcoQUn6bPMLAPbkN67liBx2jbhoJvXM6jtyoiW3toeg+FfNMKkypu1zroWnagdX8KQMkTQgghxAwhdeR42YXDyWTj0SdJ2Tw2/pOJkX40+oQQkkty+Ry4zV9Bcu9mkcfqmjSFZuDYyrvzhUQKvkEj8A0aAa+8CQBgniaDvXsDEARKjhDLYFmoP/gMirljIbljugOPYOeAnH6jrBBYxaTt2Auy6F1gk+4blbNPkyHbvxPaVwdaKbKKjSY0EUIIIWZgGAaTg8WfCIdfTIdaV/hwfEJI1cc8ToTNyhlQfPlJkYkTvpYrssfMhHrK0sqbOCmAUNMF+qCXoQ9WgffwosQJsQwbW6jHzQPvWMOkKqfvCEDpZIWgKiipDDl93xet4vZuAdJSyjmgyoGSJ4QQQoiZOrrL0aK2zKT8YRaPTQmZVoiIEFIhaHIg270BtlOHQHr6cKGHCjIOmteHImv+Ruhf6gAwNOWPEHMJtVyhnrAQfO06hjJN1z7QdehlxagqJn2LEOh9XzQpZ7Izwe353goRVXw0bYcQQggxE8MwmBykxNsHTNc+WXYhA4Mb2UEuoQ9ChFQbggDJmSOQb/0a7GPTdT6ep2sRgpz+oyDk+6BHCCkdvn5DZM3fCPbBbQjKGhBqOFs7pIqJYZDTfyRsvxhjUiU7+Au0Xd6E4OZhhcAqLhp5QgghhJTCKx5yNHU2HX1yP0uPH69lWSEiQog1sPduwGbhBChWzigycaKv2wDZU5ZCPXY2JU4IsQQZB75+Q0qcFIFvQCctcAAAIABJREFU+CJ0LUJMyhm9HvIda60QUcVWouRJREQEAgMDoVQqoVQqoVKp8PvvvwMAnj59irFjx6Jx48ZQKBTw9PTERx99hNRU4y2Q7ty5g549e8LW1hYuLi6YNGkSdDqd0TGHDh1Cs2bNIJfL4evriw0bNpTuLgkhhBALyR19Ir72yZIL6dDytPYJIVVaZjq4TSugmD4c0svnCj1UsLVHzqCPkD3nW+j9mpVTgIQQUrCcvu9DkJhuhS49cwRswiUrRFRxlSh54uHhgQULFuDs2bM4c+YMOnXqhN69eyM+Ph4PHjzAgwcPsHjxYly6dAkbNmzAvn37MGzYMMPr9Xo9evbsCY1GgxMnTmDjxo3YsGEDwsLCDMfcvHkTPXv2RMeOHREXF4dx48Zh+PDhiIqKKru7JoQQQspQt3o2CKhpOvrkbgaNPiGkyuL1kP75K+wmDwQX/RMYni/wUIFhoO3QC5lfboL2lTcBCc2cJ4RUDIKbB7SdeovWyTevBHh9OUdUcZXoN3evXsYL7cydOxcRERE4efIkhg0bhl27dhnqfHx8MHfuXAwaNAg6nQ5SqRT79+/H5cuXceDAAbi6uiI4OBhz5szBlClTMHPmTHAch9WrV8PLywtLliwBADRp0gTHjh3DsmXLEBoaWga3TAghhJStvJ13Bh98alK35K90DPC1hYyltU8IqSrYfy5CvmkFJLcTijxW7/sicgZ/lLt1LyGEVECa3kMgOxYFJtt4sXvJzb8h/fNX6Dq/bqXIKhaz0956vR47duxAZmYmVCqV6DGpqalQKpWQSnMvExMTg4CAALi6uhqOCQ0NxahRoxAfH4+mTZsiJiYGXbp0MTpPaGgoxo0bV6y41Gq1mXdUuWg0GqOvpHio3cxHbWceajfzVba26+wCNHGU4Eqq8ROa2xl6bPk7Ff28bcolDku0m41N+cROSEXHPEkGt2MtZDEHijyWd6oFTb+R0Km60A46hJCKzcEJmlffgXzHNyZV8h3fQN+8HQSnWlYIrGIpcfLk4sWLUKlUUKvVsLe3x+7du+Hn52dy3OPHjzFnzhy8//5/+0cnJiYaJU4AGL5PTEws9Ji0tDRkZ2dDoVAUGt+DBw+g11efoUVJSUWv5E5MUbuZj9rOPNRu5qtMbTekjgSfpspNypf8lY6W0keQluPnp7JqN4lEAm9v7zI5FyGVgiYHbNJ9MIl3wSbdA5t4D2ziXTCJ98CmpxT5ckEqgza0LzS9BgEK23IImBBCSk/b9S3IjvwONumeUTmTnQluy0rkfDjDSpFVHCVOnjRu3BhxcXFITU3Fzp07MXToUBw+fNgogZKWloaePXvCz88PM2fOLMt4i+Tu7l6u17MWjUaDpKQkuLq6guM4a4dTaVC7mY/azjzUbuarjG031EPA+gep+CfNOIl/R83iHO+CPg1MEytlrTK2GyHlTqcD8zgRbL4ECZN4NzdR8jTZ/NMGq5AzYDRt70kIqXw4OXKGjoNi4USTKlnsn9C16w59QEsrBFZxlDh5wnEcfH19AQDNmzfH6dOnER4ejjVr1gAA0tPT0a1bNzg4OGD37t2Qyf5bQM/NzQ2nTp0yOl/ekzE3NzfD1+efliUlJUGpVBY56gSofkOLOY6rdvdcFqjdzEdtZx5qN/NVtrab0lTAsMPPTMqXX1ajfyMlJOW09kllazdCyhzPg3n2OHfUSL4RJGziPTCPH4Ipw5HKvFs95LwzBvqgVmV2TkIIKW96/xbQqrqITk2Ub1yOrHnrAc7yD4IqqlIv9c3zPHJycgDkjjgJDQ2FXC7Hnj17TDptKpUKc+fORXJyMlxcXAAA0dHRUCqVhpErKpUKv/32m9HroqOjC1xXhRBCCKlIXm+gwIK4dCSk6ozKE1J1+PlWNvp40zB+QsqMIOD/7N17XNPV/wfw1zYY9wGKgogXVERBQYXUWZmZikrmtywrL2hqXlJLrTS/P7PSLDMvX75pWN9MLbUSy0pRES+oKeIlUbylpuKNi4owBMZun98fxGpuDJiwMXg9H48eyjln23tvsB3en/M5BwX5BitI9LfY5NyESFVSsy/v7ALV4FFQ9xsCOBifuEVEZG9UL78Gh5OHISq6b9Auvn0L0l+/her5cTaKzPaqVDyZPXs2BgwYgObNm6OgoAAbNmxAcnIyEhMToVAo0K9fPxQVFWHdunVQKBRQKBQAgEaNGkEikaBfv34ICQnByJEjsWjRImRlZWHOnDmYPHkynJxKK1gTJ07E8uXLMXPmTIwZMwZ79uzBxo0bkZCQUP3vnoiIqJpJxCK8Fe6BCfuNV598erIAzwa6QMzNI4mqpriwtDCSfaO0MFJ2i032DaMJvrWoH4uC6oXx3ESRiOoUwbMBSoZOgPOaJUZ9jtu+h1reB0LTltYPrBaoUvEkJycHMTExyMzMhKenJ8LCwpCYmIi+ffsiOTkZqampAKC/rafMlStX0LJlS0gkEmzduhWTJk2CXC6Hm5sbRo0ahXnz5unHBgYGIiEhAdOnT0dsbCwCAgLw1Vdf8ZhiIiKyG0MCXfDJCQUuFxjeFnA+T4MtGUoMblnxbahE9ZJOB4cLp9D4RCrcS+7D8XZm6S03+cbHgFuLIBZDaOQPnV8AdL4B0Pk1g7ZDJATfpjaLiYioJmmeiIb2tx2QXDpj0C7SauC8ZimKZ/8HEIttFJ3tVKl4smrVqnL7evXqBUEQKnyOFi1aGN2WY+q5Tpw4UZXQiIiIag0HsQhvhntg8m/GJ3MsSlNgUAtnrj4heoD4fBqc1n8GybU/4WWD19c1aAydXwCEvwokOr+A0q99mgAOD32nOxGR/RCLUTJqBlzeexUinc6gS3LhFBx+2wFNz4E2Cs52+ElARERUA4a2dsWnJwtw9YHVJ2fuaZBwTYlBLbj6hAgARLcz4fR9HByO7a/x19J5eP1VHPm7QCL4BkDn2xRw4gbLRERldM1bQ91/KKTbvjfqc/p+JTSdegAyW5S6bYfFEyIiohrgKBZhRpgHXj9oavVJAZ5u7gwRV59QfaYsgnTrBjju+AEitbranlZwdv3r9poACGUrSP76Gm4e1fY6RER1nepfo+BwZC/EdwxPwxUVKuD0QxxKXp1to8hsg8UTIiKiGvLSX6tPrt83XH2SnqvGjutKDGjO1SdUD+l0cDiUBGn8lxDn3bXoKQQHR+gaN4VQtoLEtyl0fs0g+AVA8GwAsDBJRPTwnFxQMvINuCz7t1GX42+J0DzWH9r2nW0QmG3Uv11eiIiIrEQqEWFGR9NXuhedLKjUXmFkPXFxcQgLC4NMJoNMJoNcLsf27dsBALm5uZg6dSqCg4Ph4uKC5s2b4/XXX0d+fr7Bc1y7dg3R0dFwdXVF48aN8fbbb0OjMTy2Ojk5GV26dIGTkxPatGmDNWvWWOst2pz40hm4zJ8M5/99XGHhRBCJoWvkD03HrlD1HYKSEa+j+K1PUbj4OxT+bweKP14D5RsfQvXiBGh6PQ1du/DSk29YOCEiqjbaTj2giexpss9p7VJArbJyRLbDlSdEREQ1aFiQKxafLMDNIsPVJyfuqLHrZgn6BnCfhdoiICAACxcuRFBQEARBwNq1azF48GCcOHECgiDg1q1bWLx4MUJCQpCRkYGJEyfi1q1b2LRpEwBAq9UiOjoafn5+OHToEDIzMxETEwNHR0d89NFHAEpPIIyOjsbEiROxfv167N69G+PGjUOTJk3q9MmCotwcSDd+CceUXRWO1bm44dZj0XAePALOHjIrREdEROaUDJ8CyemjECmLDdrFmddLjy8eHGOjyKyLxRMiIqIa5CQRYXqYO946nG/U90maAn2aOnHvk1pi0KBBBl8vWLAAcXFxOHz4MMaOHYsff/xR39e6dWssWLAAI0aMgEajgYODA3bu3ImzZ89i165d8PX1RadOnTB//nzMmjUL77//PqRSKVauXInAwEAsWbIEANC+fXv89ttvWLZsWd0snqhK4Lj9B0i3boBIpTQ7VBCJoen1NBTRw3A7rwDNHKVWCpKIiMwRGjSGashYOK1fbtQn3fItNN16Q/ALsEFk1sXiCRERUQ0bEeSGJacKkFlkeNzfsdtq7L1Vgt5NufqkttFqtYiPj0dhYSHkcrnJMfn5+ZDJZHD46xjblJQUdOzYEb6+vvoxUVFRmDRpEs6cOYPOnTsjJSUFffr0MXieqKgoTJs2rcKYlErzxYdaRRAgPbYfbj+tgiQ3p8LhquBwFA6dAG1AK6hUKgAFf/1JVVGWM+auapg3yzF3lrHHvCkfGwDJgR1wuHbJoF2kVsNxzVIo3lhQ47dN1kTenJ0rPwdj8YSIiKiGOTuI8EZHD7yTamr1SQGe9Ofqk9oiPT0dcrkcSqUS7u7u2Lx5M0JCQozG3blzB/Pnz8f48eP1bVlZWQaFEwD6r7OyssyOUSgUKC4uhotL+ZsI37p1C1qtttz+2sIlMwMBO7+H+/VLFY4t8fLBzT4vID+4MyCIgOvX9X3Z2dlmHknmMHeWYd4sx9xZxt7ydqfPiwhe/RFED+zZJj33O+7v+BH3OnSzShzVlTeJRIJWrVpVejyLJ0RERFYwqq0blp4qQE6x4eqT1BwV9meq8IS/k40io38KDg5GWloa8vPzsWnTJowaNQr79u0zKKAoFApER0cjJCQE77//vtVi8/f3t9prWUKkuAe3n9fA6dBOo4n1g3ROLige+BKKn3oWMkcp/rmziUqlQnZ2Nnx9fSGV8tadqmDuLMO8WY65s4zd5q1ZMyivDILL3l+Nuprv+REeT/SH4OpeYy9v67yxeEJERGQFLg4ivN7BHXOOKoz6Fp1U4An/RjaIih4klUrRpk0bAEBERASOHj2K2NhYfPHFFwCAgoIC9O/fHx4eHti8eTMcHR31j/Xz88ORI0cMnq/s6pifn5/+zwevmGVnZ0Mmk5lddQJUbWmxValVcNz5I6S/fguRsqji4Y/1h+qFVyF4NYS5dySVSmvve67lmDvLMG+WY+4sY4950744AboThyDOu2PQLlbcg+zXb1AyekaNx2CrvPGoYiIiIit5JdgNPs7GH70Hs1T4LavEBhFRRXQ6HUpKSr83CoUC/fr1g1Qqxa+//mo0cZPL5UhPT0dOzt97fCQlJUEmk+lXrsjlcuzevdvgcUlJSeXuq1KrCQIkv/8G13+PhtPGLyosnGjbdEDR+ytR8uo7pUcKExGR/XFxQ8mIKSa7HJK3QHzpjJUDsh4WT4iIiKzEzVGM1zuYXs66KK3AytHQg2bPno39+/fj6tWrSE9Px+zZs5GcnIzhw4frCyeFhYVYtWoVFAoFsrKykJWVpd+HpF+/fggJCcHIkSNx8uRJJCYmYs6cOZg8eTKcnEpvy5o4cSIuX76MmTNn4vz58/j888+xceNGTJ8+3ZZvvcrENy7DedGbcImdA3HOLbNjdQ0aQTnxXRTP+Qy6wHZWipCIiGqKNvIJaMKM9zcRCQKc1iwFNBobRFXzeNsOERGRFY1p54b/pN9Hbonh3if7M0uQkl0CuS/3PrGVnJwcxMTEIDMzE56enggLC0NiYiL69u2L5ORkpKamAoD+tp4yV65cQcuWLSGRSLB161ZMmjQJcrkcbm5uGDVqFObNm6cfGxgYiISEBEyfPh2xsbEICAjAV199ZT/HFN/Ph/Sn1XDc8ytEgs7sUEHqBPXAl6Aa+DLgZF/L0omIyAyRCCUx0yD592iIVIYrZyXX/4Tjzk1QD3zJRsHVHBZPiIiIrMjdUYwpHdwx77jx3iefphXgpygWT2xl1apV5fb16tULQgWboAJAixYtsG3bNrNjevXqhRMnTlQ5PpvSaOC45xdIf14DUWHFq6TU3Z+CaugECA0bWyE4IiKyNqFRE6gGx8Ap/n9GfdLNa6Dp2guCj58NIqs5vG2HiIjIysa1c4OX1Pho4j23SnA0R2WDiIjKJ0k/Atd3x8Jp/WcVFk60Ldui6P8+Q8mkd1k4ISKq49T9X4S2aUujdpFKCadv/wtU4qKDPWHxhIiIyMpkUjFeCzW998mnJ41XpBDZgijrOpyXvgOXxTMhvpVhdqzOswGUY2eh+L2V0LXtaKUIiYjIphwcUDL6TdNdaYcgOf6blQOqWSyeEBER2cCEEHfITKw+2XmjBL/f5uoTsqHCAki/+xyu/x4Nh5OHzQ4VHByhih6Gok/WQdNzACDm1JKIqD7Rte0I9RPRJvuc1sUCxRUfYW8v+AlHRERkA55SMSaFlHPyzkmevEM2oNPCYe8WuM0aAemOjRD9dYpQeTQRj6Po47VQDR0PuLhaKUgiIqptSoZOgM7Dy6hdfO8OpD99bYOIagaLJ0RERDYyKcQdHo7Gq092XFfi5F2uPiHrkZw7AZf3xsN5zRKICvLNjtUGtELxrKVQvj4fQmN/K0VIRES1lrsMqpdfM9nlmPQTxFcvWDmgmsHiCRERkY14OYkxoX05e5+kcfUJ1TzR7Uw4fzYXLgunQ3LtT7NjBXcZlKOmo3jel9CGdLFShEREZA80PfpCY+KzQSTo4LRmCaAzv5rRHrB4QkREZEOvhbrBzcF49cnWa0qczlXbICKqF5RFkG76Cq6zY+BwbL/ZoYJEAlW/51G4aD00vQcDEgcrBUlERHZDJEJJzDQIDo5GXZIrf8Bx9y82CKp6sXhCRERkQw2cJXi1vZvJPp68QzVBlHkNrrNGQrplHURq8wU6TVg3FH34NVTDpwBuHlaKkIiI7JHQpDnUTw8z2Sfd9BVE9+5YOaLqxeIJERGRjU3p4A5XE6tPfrmqxNl7XH1C1Uto7A/BXWZ2jK5JMxTP+ATKNz+B4N/CSpEREZG9U0UPg843wKhdpCyCdMMKG0RUfVg8ISIisjEfZwnGtjO9+mQJT96h6iZxgGrYFJNdgqsbSoZNRtGHq6EN72blwIiIyO5JnVAyaprJLscjeyE5lWrlgKoPiydERES1wNQO7nCWGLf/dKUYF/K4+oSqlzY0Apouj+m/FkRiqJ98BoWfrIc66gXAgfuaEBGRZbShkVDL+5jsc/rmP0CJ0soRVQ8WT4iIiGqBxi4SvBJsvPpEALD4FFefUPUreWkSBAdHaEK6oHje/1AyegYg87J1WEREVAeoXn4NgqvxiYLi25mQ/vqtDSJ6eCyeEBER1RKvd/SAk4nVJ5suF+NSPlefUPUSfJuiaN7/oJy5BLrmrW0dDhER1SGCZwOUDJ1gss9x+/cQ37hi5YgeHosnREREtUQTVwlGtTVefaITgCWn7tsgIqrrhKYtAZHxZsVEREQPS/NENLRtOhi1i7RaOK1dCuh0NojKciyeEBER1SJvdPSA1MSn88Y/i3BFobF+QERERESWEItRMnoGBInxslrJhXQ4HNhug6Asx+IJERFRLdLUTYKRJlafaAVgKfc+ISIiIjuia9YK6qihJvucfvgCUORZOSLLsXhCRERUy0zr6A5HE5/Q310qQkYBV58QERGR/VD9KwY6H1+jdlGhAk7fx9kgIsuweEJERFTLNHN3wLA2rkbtGgH4TzpXnxAREZEdcXJBychpJrscDyZCcu6ElQOyDIsnREREtdCMMA84mNjHc93FIly/z9UnREREZD+0neTQRPY02ee0ZimgVlk5oqpj8YSIiKgWauHhgJdMrD5R64DYdJ68Q0RERPalZPhUCM7Gcxtx1nU4Jnxng4iqhsUTIiKiWurNMA9ITKw++eZCIW4Vaq0fEBEREZGFhAaNoBoy1mSfdOs6iLJuWDmiqmHxhIiIqJYKlDnghVYuRu0qHRDLvU+IiIjIzqj7/AvaFm2N2kVqNZzWLgUEwQZRVQ6LJ0RERLXYm+EeEJtYfbL2QiGyirj6hIiIiOyIWIKSV2ZAEBmXIhzO/g6HlF02CKpyWDwhIiKqxYI8HTEk0Hj1iVIL/Pc0V58QERGRfdEFtoO6z79M9km/+xworJ3zGxZPiIiIarm3wj1gYvEJVp8vQk4xV58QERGRfVENGQudl49Ru1hxD07xX9ogooqxeEJERFTLBXs54lkTq0+KtQKWn+bJO0RERGRnXNxQMmKKyS7HvVsgvnTGygFVjMUTIiIiO/BWuIfJ9q/OF+KOkqtPiIiIyL5oI5+AJry7yT6n1UsAjcbKEZnH4gkREZEdCPF2xDMtnI3aizQCPj/D1SfVIS4uDmFhYZDJZJDJZJDL5di+fbu+X6lUYvLkyWjYsCHc3d0xZMgQZGdnGzzHtWvXEB0dDVdXVzRu3Bhvv/02NA9M/pKTk9GlSxc4OTmhTZs2WLNmjTXeHhERUe0iEqFk5BsQpE5GXZIbl+G4c5MNgiofiydERER24u1OMpPtX54tRC5Xnzy0gIAALFy4EMePH8exY8fQu3dvDB48GGfOlC4dnj59OrZs2YL4+Hjs27cPt27dwnPPPad/vFarRXR0NFQqFQ4dOoS1a9dizZo1mDt3rn7MlStXEB0djSeffBJpaWmYNm0axo0bh8TERKu/XyIiIlsTGjWB6l+jTPZJN6+B6E6WlSMqH4snREREdqJjA0dENzdefXJfI+Dzs4U2iKhuGTRoEAYOHIigoCC0bdsWCxYsgLu7Ow4fPoz8/HysWrUKS5cuRe/evREREYHVq1fj0KFDOHz4MABg586dOHv2LNatW4dOnTphwIABmD9/PlasWAGVSgUAWLlyJQIDA7FkyRK0b98eU6ZMwfPPP49ly5bZ8q0TERHZjDpqKLQBgUbtIpUSTt/GAoJgg6iMOdg6ACIiIqq8t8M9kHBNadT+5dn7mBLqDuPSCllCq9UiPj4ehYWFkMvlOH78ONRqNfr06aMf065dOzRv3hwpKSno3r07UlJS0LFjR/j6+urHREVFYdKkSThz5gw6d+6MlJQUg+coGzNt2rQKY1Iqjb/vdVFZoansT6o85s4yzJvlmDvLMG/GNMOmwmvRDKN2h7QU6FJ2Q9XlsRrJm7Nz5WdOLJ4QERHZkU4+UkQ1c0bidcNfpBVqASvP3se09lIbRVY3pKenQy6XQ6lUwt3dHZs3b0ZISAjS0tIglUrh5eVlMN7X1xdZWaVLirOysgwKJ2X9ZX3mxigUChQXF8PFxfhUpTK3bt2CVlt/bs96cD8ZqjzmzjLMm+WYO8swb/8g9UCzzo/D58QBoy7nDctxReYLnVNpoaO68iaRSNCqVatKj69S8SQuLg5xcXG4evUqACA0NBRz587FgAEDAJReEXnzzTfx/fffo6SkBFFRUfj8888NJgnXrl3DpEmTsHfvXri7u2PUqFH4+OOP4eDwdyjJycmYMWMGzpw5g2bNmmHOnDkYPXp0VUIlIiKqs2aGexgVTwAg7ux9jGntZeIRVFnBwcFIS0tDfn4+Nm3ahFGjRmHfvn22DgsA4O/vb+sQrEKlUiE7Oxu+vr6QSlkMrArmzjLMm+WYO8swb6aJRr4O3aVTEBfkG7RLC/LQ9vhu3Ht2jE3zVqXiSdlGakFBQRAEAWvXrsXgwYNx4sQJhIaGYvr06UhISEB8fDw8PT0xZcoUPPfcczh48CCAvzdS8/Pzw6FDh5CZmYmYmBg4Ojrio48+AvD3RmoTJ07E+vXrsXv3bowbNw5NmjRBVFRU9WeAiIjIzkQ0kqJPUyfsulli0J6vEvD1RSWGmN5XlipBKpWiTZs2AICIiAgcPXoUsbGxePHFF6FSqZCXl2ew+iQ7Oxt+fn4AAD8/Pxw5csTg+cqujv1zzINXzLKzsyGTycyuOgGqtrS4LpBKpfXuPVcX5s4yzJvlmDvLMG8PcHaG6uXJcP7yI+Ouvb/CRf4UIHK2Wd6qtGEsN1IjIiKqHWZ28jDZ/sV5JQo1JrvIAjqdDiUlJYiIiICjoyN2796t7/vjjz9w7do1yOVyAIBcLkd6ejpycnL0Y5KSkiCTyRASEqIf88/nKBtT9hxERET1maZHX2hCuhi1iwQd3Nf9F9DpbBBVKYv3PKmNG6kB3EyNzGPeLMfcWYZ5sxxzZ16YDHjCzxH7stQG7fdUAuIzHTCrqW02U7Nns2fPxoABA9C8eXMUFBRgw4YNSE5ORmJiIjw9PTF27FjMmDEDDRo0gEwmw9SpUyGXy9G9e3cAQL9+/RASEoKRI0di0aJFyMrKwpw5czB58mQ4OTkBACZOnIjly5dj5syZGDNmDPbs2YONGzciISHBlm+diIiodhCJUBIzDZI5YyHSGM5xHDMuwuf4XqDFaJuEVuXiSW3eSA3gZmpUOcyb5Zg7yzBvlmPuyjeikRj7sowLG+tvOmKofzZcJQ//GlXdTM2e5eTkICYmBpmZmfD09ERYWBgSExPRt29fAMCyZcsgFosxZMgQg73dykgkEmzduhWTJk2CXC6Hm5sbRo0ahXnz5unHBAYGIiEhAdOnT0dsbCwCAgLw1Vdf8dZkIiKivwhNmkP99DBIf15r1Oe/92fkP/k00CTA6nFVuXhSmzdSA7iZGpnHvFmOubMM82Y55q5izZoBj2bn42CO4X06eRoRdt73xtQO7jaKzD6tWrXKbL+zszNWrFiBFStWlDumRYsW2LZtm9nn6dWrF06cOGFRjERERPWBKnoYHFJ2Q5x9w6BdolLCbeNKqN/40OoxVbl4Ups3UgPqz9LiMtxkyDLMm+WYO8swb5Zj7sx7p4sIg3bcMWr/4oIKkztJ4epQpe3NiIiIiGxP6oSS0TPg8skMoy6n33+D7uRhaMO7WzWkh55RcSM1IiIi23nMTwq5r/HKHJUOOJ2rNvEIIiIiotpPG9IF6h59jdoFRyeI8u5aPZ4qrTzhRmpERES1i0gkwjudPDA4sXQS4SUV4SW/Esx4xBeNZU42jo6IiIjIcqqXX4PDycMQFRYAAPKDwqAdPQPSgJZWj6VKxRNupEZERFT79GzihIHNnfFIIylGBEqQl3UTMilv1yEiIiL7Jsi8UTJ0AqQ/r8H9oRNx2ac5mvn42SSWKhVPuJEaERFR7SMSibDhqYYAAKVSiTwbx0Mdjt18AAAgAElEQVRERERUXTQ9B0LTrTdUIjFw/brN4uBlKSIiIiIiIiKqncRiwMXV1lHYd/FEEARbh2BTEonE1iHYJebNcsydZZg3yzF3lqnpvNX3z19rqO855r99yzF3lmHeLMfcWYZ5s4wt5zgiwY4/nTUaDQoLC20dBhERUb3i5uYGB4cq3flLVcQ5DhERkfWZm+PY9coTIiIiIiIiIqKaxuIJEREREREREZEZLJ4QEREREREREZlh13ue6HQ66HQ6gzaRSASRSGSjiIiIiOoWQRCMNk8Ti8UQi3n9pSZxjkNERFSzqjrHseviCRERERERERFRTeNlIyIiIiIiIiIiM1g8ISIiIiIiIiIyg8UTIiIiIiIiIiIzWDwhIiIiIiIiIjKDxRMiIiIiIiIiIjNYPCEiIiIiIiIiMoPFEyIiIiIiIiIiM1g8ISIiIiIiIiIyg8UTIiIiIiIiIiIzWDwhIiIiIiIiIjKDxRMiIiIiIiIiIjNYPCEiIiIiIiIiMoPFEyIiIiIiIiIiM1g8ISIiIiIiIiIyg8UTIiIiIiIiIiIzWDwhIiIiIiIiIjKDxRMiIiIiIiIiIjNYPCEiIiIiIiIiMoPFEyIiIiIiIiIiM1g8ISIiIiIiIiIyg8UTIiIiIiIiIiIzWDwhIiIiIiIiIjKDxRMiIiIiIiIiIjMcbB3Aw9DpdNDpdAZtIpEIIpHIRhERERHVLYIgQBAEgzaxWAyxmNdfahLnOERERDWrqnMcuy+eFBYW2joMIiKiesXNzY3FkxrGOQ4REZH1mZvjcOZDRERERERERGQGiydERERERERERGaweEJEREREREREZIZdF0/q86ZpSqUSly9fhlKptHUodoV5sxxzZxnmzXLMnWWskbf6/PlrLfU5x/y3bznmzjLMm+WYO8swb5ax9RyHxRM7ptVqbR2CXWLeLMfcWYZ5sxxzZ5mazlt9//y1hvqeY/7btxxzZxnmzXLMnWWYN8vYco5TpeJJXFwcwsLCIJPJIJPJIJfLsX37dn1/VlYWRo4cCT8/P7i5uaFLly748ccfDZ4jNzcXw4cPh0wmg5eXF8aOHYv79+8bjDl16hQef/xxODs7o1mzZli0aFFVwiQiIiIiIqIakpN3E19tW4CFGydj45Fl+Hb3Yvxy6GscPL0df1xPw11FNrQ6FgeobqnSUcUBAQFYuHAhgoKCIAgC1q5di8GDB+PEiRMIDQ1FTEwM8vLy8Ouvv8LHxwcbNmzA0KFDcezYMXTu3BkAMHz4cGRmZiIpKQlqtRqvvPIKxo8fjw0bNgAAFAoF+vXrhz59+mDlypVIT0/HmDFj4OXlhfHjx1d/BoiIaoD6+s8AAMEnysaREBEREVWfErUS3yYtRV7hHQCAVqfBtdsXce32RYNxErEDGsgaw0fWBI08m8DHswl8ZH7w8WwCFyc3W4RO9FCqVDwZNGiQwdcLFixAXFwcDh8+jNDQUBw6dAhxcXHo2rUrAGDOnDlYtmwZjh8/js6dO+PcuXPYsWMHjh49isjISADAZ599hoEDB2Lx4sXw9/fH+vXroVKp8PXXX0MqlSI0NBRpaWlYunQpiydEZBe0+eeguvQ/QNACd09A5PKcrUMiIiIiqha/nd6mL5yYo9VpcDvvFm7n3cK5B/rcnGV/FVT84CP7q7Di2QRe7j6QiCU1EzjRQ6pS8eSftFot4uPjUVhYCLlcDgDo0aMHfvjhB0RHR8PLywsbN26EUqlEr169AAApKSnw8vLSF04AoE+fPhCLxUhNTcWzzz6LlJQU9OzZE1KpVD8mKioKn3zyCe7duwdvb2+zcZW3eYxarUZRUZGlb7fW0el0kEqluHfvHsRiu966xqqYN/MkEgnc3d1N9qlUKoM/yTRBXQBd+kelhRMAyE1FI8lFqGRvAd4htg3OzvBnzjI1kTdnZ+dqey6qfiqVCgqFAoIg2DqUalH2WZ2fn4+CggJbh2NXmLvyiUQiyGQyg98xqOryC+/i4OntFQ+sQKFSgUKlAlez/zBol4glaCDz/aug4odGnv5crUK1RpWLJ+np6ZDL5VAqlXB3d8fmzZsRElL6C8HGjRvx4osvomHDhnBwcICrqys2b96MNm3aACjdE6Vx48aGATg4oEGDBsjKytKPCQwMNBjj6+ur76uoeHLr1i2Tm8g4OzujYcOG/IWZyAyFQoEbN26YnYBnZ2dbMSI7IwhocOdLOKtuGzQ7aHMhnH8PN5u8B53E00bB2S/+zFmmuvImkUjQqlWrankuqn4qlQr5+fl1ao6j0+mgUqkglUrrzHuyFuaufDqdDnfv3oWnpycLKA8h6fgmqLU1d1FDq9PqV6s8yM1Z9ldBpQlXq5BNVLl4EhwcjLS0NOTn52PTpk0YNWoU9u3bh5CQELz77rvIy8vDrl274OPjg59//hlDhw7FgQMH0LFjx5qI34i/v79RW12bVACAIAhQq9VwdHSs9zvyVwXzZl7Dhg0hCAI8PY1/wVepVMjOzoavry8nHeXQ3fwZgvK0yT7BbzCatuxg5YjsG3/mLMO81S8KhaLOzXGIaoJYLEbDhg2Rm5sLHx8fW4djl27cuYyTlw+Z7PNy80F+4V0IqLkVcGWrVTKyLxi0c7UKWUuViydSqVS/kiQiIgJHjx5FbGwsZs6cieXLl+P06dMIDQ0FAISHh+PAgQNYsWIFVq5cCT8/P+Tk5Bg8n0ajQW5uLvz8/AAAfn5+RlfLyr4uG2OOqaXFBQUFcHCw+A6lWkmn0wEoXYLICVPlMW8VE4vFZpfoS6VSLuE3QZt/Fspr35rsK3EKgkvLl5k3C/FnzjLMW/0gCAI/z4gqSSwW15nb26xNEARsP7LBZF/rxuF4qfdrkDiIcbcgG3fys3An/1bpn4pM3MnPRIna9NYK1cHcahUfWRPIQ/oiom0vrk6hh/bQFQWdToeSkhL9fiIPfoBLJBL9L6xyuRx5eXk4fvw4IiIiAAB79uyBTqdDt27d9GP+7//+T786AACSkpIQHBxc4S07RES2IKgLUHL647/3OfknRy/cazgariJ+YBMREZF9OpNxDNdyLhq1Ozo4oXPzXn/9XQo/72bw825mMEYQBNwvzsft/NJCSllB5U5+FvLu36nR1Sp3FJnYcvgbHPljL6K7Dkdgk/Y19lpU91WpeDJ79mwMGDAAzZs3R0FBATZs2IDk5GQkJiaiXbt2aNOmDSZMmIDFixejYcOG+Pnnn5GUlIStW7cCANq3b4/+/fvj1VdfxcqVK6FWqzFlyhS89NJL+ttthg0bhg8++ABjx47FrFmzcPr0acTGxmLZsmXV/+6JiB6SIAgoObsYQsltE70iiIOmQ1cgs3pcRERERNVBrVFh57EfTPbJ20XB1cnD7ONFIhE8XL3g4eqFVg8UL9QalfFqlb8KLNW5WiX73nV8nbgQoS0eQf9HXoKXO2/doqqr0jrPnJwcxMTEIDg4GE899RSOHj2KxMRE9O3bF46Ojti2bRsaNWqEQYMGISwsDN988w3Wrl2LgQMH6p9j/fr1aNeuHZ566ikMHDgQjz32GL788kt9v6enJ3bu3IkrV64gIiICb775JubOnVsvjynOzc1FmzZtkJGRUWOvsXXrVnTu3BkNGjTAO++8Y7Jt/fr1aN68eY3FUBUZGRnw8vLCqVOnbB2K3Xn//ffx9ttv2zqMOkdz/Sdo76aa7HNsOQwir3ArR0REZB84zzHGeY7lOM+pOannd+HefeOLRDLXBujeru9DPXfZapUOLR9Br/DBeL7nBEwc9D7+b9hKzBwai1ei3sGg7qMgb98PQU07wtu9EUSwfN/CMxlHEbv5Hew5sRkqTclDxU71T5VWnqxatcpsf1BQEH788UezYxo0aIANG0zfL1cmLCwMBw4cqEpoddLixYsxcOBAtGjRAgBw4MABDBo0CFevXoVMVj1XsqdPn47hw4djwoQJ+iNqH2xzcHBAv379quX16pulS5diy5YtuHjxIpydndG1a1d88MEHCAoK0o9RKpWYM2cOfvzxR6hUKvTu3RtLliwxOJlq5syZSE1Nxblz59C2bVv89ttv5b7m5cuX0bNnT4jFYly7dk3fPnXqVHTq1AmTJ09Gy5Yta+T91jfa/LNQ/fm1yT6xVzgcA4ehpERt5aiIiOxDefOcK1euwMXFpVpeg/OcmmWteU5GRgbCw40vRiQlJeGRRx4BwHlOTblfrEDyyV9N9vWNeB6ODjWzMXnlVqv8fftPVVaraLRq7D35M36/dABRkS+iQ8uuPEiCKqVu7aJahxQVFWHdunUVFqNMKTuiriL379/H7du30bt3bzRp0qTcNgDVNompbw4ePIhx48ahS5cu0Gg0mD9/Pp599lmkpqbCza109+9///vf2LlzJ9asWQNPT0+8/fbbGDlyJBITEw2ea8SIETh27BjOnDlT7uup1WqMHTsWcrkcqamGqyEaNmyI3r17Y9WqVZg/f371v9l6xtw+JyKpN5xCZ0EkkgBg8YSI6EGc59QN1p7n/PLLL2jXrp3+6wYNGuj/znlOzdibthkl6mKj9qY+gQhrJYeqpOaOLS6Pub1VCorzcCc/C7fzbuLw+V24k59Z7vPkF97Fxn2f48j5PRjYbTiaNKgdK9Co9qq3xZPiY9Os+noukf+p0vikpCRIpVJ9NT0jIwODBg0CAH01fejQoVi5ciWio6MREhICiUSCjRs3IiQkBFu3bsXy5cuxYcMGXL16Fd7e3ujfvz8++OADuLu766/uAMAzzzwDANiyZYvJtmvXrmH27NkGqxi2b9+ORYsW4ezZs3Bzc4NcLsf69evNvqd58+Zh37592L17t0H7o48+imeeeQazZs2CTqfDp59+irVr1+LOnTto27Yt3n//ffTp08fkc65fv94otq1bt2LEiBHIy8sDAHz88cdISEjAhAkTsHDhQty7dw8vvfQSPv30UyxfvhwrVqyATqfDxIkT8dZbb+mfJy8vD++++y62bdsGlUqFTp064aOPPqrSsdsPTgo///xztGnTBmlpaXj00UeRn5+Pb7/9Fl999RWeeOIJAMCKFSvQtWtXHD16VP/9X7RoEQDgzp07ZicVH374IYKCgvDEE08YFU8AoH///vjwww85qXhIFe1z4hQyE2KnBib6iIis48uEeVZ9vfHRc6s03tw8JzAwEADw8ssvIy4ujvMcznP0vL294evrW24/5znVK/veDRy9sNdk34BHhkEsql0nfYlEIshcvSFz9UarJu0RGdwLqed2Y2/az1Cqi8p93NXs84jbMhePtH0SvTs/Bzdn83u4UP1Vb4snOsV5W4dg1qFDh9CpUyf91wEBAfjmm28QExODY8eOwc3NDRLJ36d3fPfddxgzZoxBFV8sFmPhwoVo0aIFrl69irfeegvvvfcelixZgm7duuHYsWOIjIzEN998g27dusHb29tk2z8/sAEgMTERI0aMwJtvvomVK1dCpVIhKSmpwvf0wgsvYOnSpbhy5Yp+YnTu3DmcOXMG335besRrXFwcVqxYgWXLliEsLAzr1q3Dyy+/jMOHD6N169YW5/Pq1avYtWsX4uPjcenSJYwbNw4ZGRlo3bo1EhISkJqaiilTpqBXr16IjIwEAIwePRrOzs7YtGkTZDIZVq9ejcGDB+P48eMWn/ykUCgAQP/4tLQ0qNVq/YQCANq2bYuAgAAcOXJEP6mojH379uHnn3/GgQMHsGXLFpNjIiIicPPmTWRkZOiXSVPVmd3nJHA4JA06WzkiIiJD12//aesQzDI3zzly5AicnZ0NblHmPMe8+jDPAUoPllAqlWjTpg1ef/11g30VAc5zqlvise9NHu0c2vIRtPBta4OIqkYidkCP0CiEtZJj94lNOH5hf7kn+wiCgCN/7EH6lVT07vwsHgnuzaONyUi9LZ7UdtevX4efn5/+a4lEov8g8vHxgUwmg0r19zK5Vq1aYd48w6tMr732mv7vLVq0wJw5czB9+nQsWbIEUqkUPj6lu0z/s4pvqu1BS5YswZAhQ/Dvf/9b31aZqxTt27dHhw4dEB8fj5kzZwIA4uPjERkZiVatWgEAli9fjjfeeANDhgwBAHzwwQc4cOAA4uLisHjx4gpfozw6nQ7Lly+Hm5sbWrVqhcceewwXL15EfHw8xGIxgoKCEBsbiwMHDiAyMhIpKSn4/fffcfHiRTg5OQEoXdWRkJCAX375BaNHj7YohtmzZ6N79+4ICQkBULoJs1QqhZeXl8HYxo0bIycnp9LPnZubi8mTJ+OLL74wux9O2c/U9evXOamwkNl9Trw7wbHly1aOiIjI/pib5zRq1AguLi4Gt+ZwnmNeXZ/nuLu748MPP0T37t0hFovx66+/Yvjw4Vi/fr1BAYXznOpz8cYpXLyZbtQuETugX8RQG0RkOXcXGQb3GIPItk9i25F1uJZzqdyxxapCJKSuw9E/khHdbThaNQmxYqRU27F4UksplUo4OztXevw/r96USU5OxtKlS3Hx4kUUFBRAo9FAqVSiqKgIrq6uFseWnp6OmJgYix47dOhQrFu3DjNnzoQgCNi0aRMmT54MoPRqRWZmJrp162bwmG7duuH06dMWxwsAzZs3h4eHB3Q6HYDSD20HBweIxX8vN2zUqBFu3y69DeP06dO4f/++frJTpri4GFeuXLEohrfeegtnz57Fjh07LHwX5Xv99dfx/PPP49FHHzU7ruye7uJi43tXqWIV7nMSMvOvfU6IiMgcznP+xnlOxRo2bIgpU6bov+7SpQsyMzPx2WefGRRPOM+pHlqdFtuPfWeyTx7SDw08Gpvsq+2a+gRi3IA5OHXlMHYe+wGKonvljs3Ju4HViZ8gpEUk+ke+BG+PRlaMlGorFk9qqYYNG+rvZa2MBycJGRkZePHFFzFmzBi8++678Pb2RkpKCqZOnQqVSvVQk4qqTHYeNGTIELz33ntIS0uDUqnEzZs38dxzz1n8fP+cFJTRaDRGbQ4Ohj/qIpHIZFvZpKOwsBB+fn7YunWr0XN5enpWOc63334biYmJSEhIQNOmTfXtjRs3hkqlQl5ensFVmZycHINd6Cuyf/9+bN++HZ999hmA0qWHOp0ODRs2xH/+8x+MHDkSAHDvXumHRNmVN6q8ivc5mcV9ToiIKonznMrhPKd8kZGRSE5ONmjjPKd6HL+QjNt5t4za3Zw98ETYIBtEVH1EIhHCW8nRrllnHEjfioOnd0CjK39z/7MZx3Dh+kk81nEgHu8QDamjkxWjpdqm3hZPxLJ2FQ+yobCwMPzwww8GbWXLV8s++MxJS0uDTqfDggUL9B+8mzdvrpbYQkNDsX//fowYMaLKj23atCkeffRRxMfHQ6lU4sknn0SjRqWVXJlMhiZNmiA1NRWPPfaY/jGpqamIiIgw+Xw+Pj4oKChAYWGhflf39HTjJYZVFR4ejuzsbEgkkoda9ikIAmbOnImtW7di69atRkfnderUCY6Ojti3bx8GDx4MALh48SJu3LiBrl27Vvp1kpKSoNX+vRpi27ZtiI2NRWJiIvz9/fXt586dg6Ojo8FO9VQ5mus/VrDPifFVUSIiW2nWyPL9M6zB3Dznn59n5eE85+HY2zzHlPT0dKNbrzjPeXhKVRF2nzD9b6l3p+fgLLW8MFmbODk6o0+X59ElqCd2HP0O5679Xu5YjU6N5JO/4PeLpUcbdwzsxqON66l6Wzyp6uk31ta7d2988MEHBpX6Zs2aQSQSYceOHejTpw8kEkm5R/W1atUKarUaX3zxBQYMGIDDhw9j9erV1RLbrFmzMHjwYLRs2RJDhgyBRqNBUlISpk2r3AlGQ4cOxccffwyVSoWPPvrIoG/q1KlYuHAhAgMD0bFjR6xfvx7p6en43//+Z/K5IiMj4erqinnz5mHixIk4duwYNmzY8NDvsVevXujatSuGDx+OefPmoXXr1sjKysLOnTvx9NNPo3Pnym0I+tZbbyE+Ph4bNmyAu7s7srOzAZROoFxcXODp6YmRI0fi//7v/+Dt7Q2ZTIaZM2eia9euBpuoXb58Gffv30dOTg6USiVOnToFAGjXrh2kUimCg4MNXvfEiRMQiUT6e47LHDp0CHK5nEcyVhH3OSEie1PV02+szdw8JzExEU888QRkMlm5+3hxnvNw7G2es2HDBkilUoSFhQEoPSVp3bp1+O9//2sQD+c5D2/fqS0oKikwam/s1RQRbZ8w8Qj71sCjMYb1fgN/3jqDhCPrTK64KaMoykX8/jgc+WM3BnYdAf+G3Fenvqld50uRXmhoKMLDww2uovj7+2P27Nn44IMPEBwcjNmzZ5f7+I4dO2LBggWIjY2FXC5HfHw85s6tnonU448/jjVr1mD79u14/PHH8cwzz+D48eOVfvwzzzyD3NxcFBcXIzo62qBv4sSJeO211zBnzhz06NEDu3btwnfffVfuDvTe3t744osvkJSUhB49emDTpk145513Hur9AaVL+jZu3IgePXpg8uTJiIyMxNixY3H9+nX9FaSMjAx4eXnhwIED5T7PqlWroFAo8PTTTyM4OFj/308//aQf89FHH6F///6IiYnBwIED0bhxY/2u/GWmTp2Knj17YvXq1bh06RJ69uyJnj17IjOz/LPrTfnpp58watSoKj2mvhPUir/2OTFe8cV9ToiILGNunjNv3jx07NgRs2bNKvfxnOc8HHuc53z66afo1asX+vTpg23btmH16tVGq4M4z3k4uQU5SDm702Rf/0dertOnz7T2D8XkZ+ZjYNfhFa6uyci+gJVb3sOvh9agUGlcaKK6SySYOn/KTuh0OhQUVPwDe/v2bf0HgT1JTEzE3LlzkZKSYnTPq06ng0qlglQqNXk/LJlWnXnbv38/Ro4ciZMnTxrtIl8bJSUlYc6cOTh48KDRfdD/VN6/F6VSievXr6NZs2YPdT+4PREEHUpOvQ/t3SMmekVw7vRxhbfr1Me8VRfmzjLWyJuHhwc/e2pYXZ/jAOXPczjHsRznOZbNc/h5U+r7vctxJuOoUXtQ046I6fuWycfUxdwVKhXY/ftPOHYhudyjjcs4S13Ru9Oz6NquNyTiyt/UURfzZg22nuPU29t27EFUVBT+/PNP3Lp1CwEBAbYOhx6QlJSEN9980y4mFABQVFSEFStWmJ1QkCHN9Z/KKZxwnxMioofFeU7txnlO/ZKRfcFk4UQsEqP/I/Xr9mQ3Zxme6TEakcFPYlvqOmTkXCh3rFJVhG1H1uPohb2I7joCrf1DrRgpWRv/71LLvfbaa7YOodIOHTqEF154odz+mzdvWjGamjd//nxbh1AlZRu1UeVwnxMioprHeU7txXlO/aETdNh+xPReOpFte6GxV1OTfXWdf8MWGDvg30i/korEYz9AUZRb7tjbebewZucitG/eBf0fedluj3Mm81g8oWrTuXNns/fFEtmLivY5cQ6dxX1OiIjqGc5zqK46dTkFN+9eMWp3cnRB787P2iCi2kMkEiGsVffSo41PJ+C39G1mjzY+d+13XLyRjkc79MfjHZ+GkyNvyalLWDyhauPi4oJWrVrZOgyihyIIOpScXQyh5LaJXjGcQt+BSOpt9biIiMi2OM+hukilKUHS8U0m+3qFPwM3Z9MnXtU3UkcnPNX5OXRp8zh2HPseZzOOlTtWo1Nj36ktOHHpN/SLfBFhgd15tHEdwV24iIj+ocJ9TrzDrRwRERERUc04eGaHydtRvN0boXv7vjaIqHbz9miEl5+cileiZqGxl/m9mhRF97Bp/0p8tX0Bbt29ap0AqUbVi+KJSCSCTme8/J6IDNnx4VvVouJ9Tl6yckREROZxjkNUeTqdjisA/kFRdA8H0rea7OsX+SIcJI5Wjsh+tGoSgteemYfobiPgInUzO/ZazkWs3PI+fj74Ne4XK6wUIdWEelE8kclkuHv3LicXRBVQKBRwczP/AVBXcZ8TIrJHnOMQVY5Op8Pdu3chk/E2lDK7f/8Rao3KqL1F47YIbRFpg4jsi0QsQff2ffHGc5+ga3Bvs4U5AQKOX9yH2J9m4dCZRGh1WitGStWlXux5IpVK4enpidzc3DpzZV2n00GpVMLZ2bncc6jJGPNmnqOjI1xdXW0dhtVxnxMislec49A/MXflE4lE8PT0hFQqtXUotcKtuxk4cek3k339u77MFTpV4ObsgUHyUX8dbbweV7PPlztWqS7C9qMbcPSPvegU0AvNmjWzYqT0sOpF8QQonVz4+PjYOoxqo1QqoVAo4OvrC2dn7uJcWcwbmcJ9TogIAOLi4hAXF4erV68CAEJDQzF37lwMGDAAADBhwgTs2rULt27dgru7O3r06IFPPvkE7dq10z/HtWvXMGnSJOzduxfu7u4YNWoUPv74Yzg4/D3lSk5OxowZM3DmzBk0a9YMc+bMwejRoy2Om3McKsPcUWUIgoAdRzdAgHHBNbxVDwT4cGNkSzRp0Bxj+r+D01ePIPHY98gvLP9o4zuKTOw6+x0yC//E8z3H8xYpO8GSNBHVa9znhIjKBAQEYOHChTh+/DiOHTuG3r17Y/DgwThz5gwAICIiAqtXr8a5c+eQmJgIQRDQr18/aLWly6+1Wi2io6OhUqlw6NAhrF27FmvWrMHcuXP1r3HlyhVER0fjySefRFpaGqZNm4Zx48YhMTHRJu+ZiP527vpx7E9PsHUYNe789RO4kmW8OsJRIkXfiOdtEFHdIRKJ0DGwG15/diGeDP9XhUWRMxlH8Nvp7VaKjh5WlYoncXFxCAsLg0wmg0wmg1wux/btht/slJQU9O7dG25ubpDJZOjZsyeKi4v1/bm5uRg+fDhkMhm8vLwwduxY3L9/3+A5Tp06hccffxzOzs5o1qwZFi1a9BBvkYjItNJ9Tj7iPidEBAAYNGgQBg4ciKCgILRt2xYLFiyAu7s7Dh8+DAAYP348evbsiZYtW6JLly748MMPcf36df1KlZ07d+Ls2bNYt24dOnXqhEv3Sn8AACAASURBVAEDBmD+/PlYsWIFVKrSfQVWrlyJwMBALFmyBO3bt8eUKVPw/PPPY9myZbZ620QE4PLt09h86CskHd+Ig3X4l1mNVoMdR7832fdohwHwdGto5YjqJqmDE3p3fhZvPLsQoS0fMTv28LkkaLRqK0VGD6NKt+2UXZEJCgqCIAhYu3YtBg8ejBMnTiA0NBQpKSno378/Zs+ejc8++wwODg44efKkwT2Xw4cPR2ZmJpKSkqBWq/HKK69g/Pjx2LBhA4DSDSv79euHPn36YOXKlUhPT8eYMWPg5eWF8ePHV++7J6J66+99Tu6Y6OU+J0T1nVarRXx8PAoLCyGXy436CwsLsXr1agQGBurvWU9JSUHHjh3h6+urHxcVFYVJkybhzJkz6Ny5M1JSUtCnTx+D54qKisK0adMqjEmpVD7ku7IPZYWmsj+p8pg7y/x+8QAOXvhFfxvLjmPfQ6cT8Ejb3jaOrPod+WMXcguyjdrdnT3xSJveVf7/DH/mzHN2cMe/uo9D58DHsfPERuTk3TAaU6hUIO1iCjq07GqDCO1LTfy8VeUWxyoVTwYNGmTw9YIFCxAXF4fDhw8jNDQU06dPx+uvv4533nlHPyY4OFj/93PnzmHHjh04evQoIiNLd3D+7LPPMHDgQCxevBj+/v5Yv349VCoVvv76a0ilUoSGhiItLQ1Lly5l8YSIqo362o/c54SIjKSnp0Mul0OpVMLd3R2bN29GSEiIvv/zzz/HzJkzUVhYiODgYCQlJek3oMzKyjIonADQf52VlWV2jEKhQHFxMVxcXMqN7datW/pbhOqD7GzjX/Cocpi7yruYdQIpfxrfqrPz9x+gyFegrV+EDaKqGUp1Efad2mKyLyzgcWRnmdo4v3L4M2eeGK7oFxKDszdT8XvGbqP+Q2cS4SlpYoPI7FN1/bxJJBK0alX5PX4s3jD2wSsyOTk5SE1NxfDhw9GjRw/8+eefaNeuHRYsWIDHHnsMQOkVGS8vL33hBAD69OkDsViM1NRUPPvss0hJSUHPnj0NdsKOiorCJ598gnv37sHb2/yVYF6VIXOYN8vVpdwJivPQ/bnadKdnOLR+/6q2/5fUpbxZG3NnGVtflbF3wcHBSEtLQ35+PjZt2oRRo0Zh3759+gLK8OHD0bdvX2RmZmLx4sUYOnQoDh48aJUc+fv71/hr1AYqlQrZ2dnw9fXlyShVxNxV3e2SK+X2Hf5zOxo2bIROrR61YkQ1Z+fvP0ClNZ7f+Ho3Q6+IaIhEVd8Okz9zVdO8WXNk3DuDu4osg/bbBTcgdS/9XlD5bP3zVuXiSXlXZMruB37//fexePFidOrUCd988w2eeuopnD59GkFBQcjKykLjxo0NA3BwQIMGDQyuyAQGBhqM+edVm4qKJ7wqQ5XBvFnO3nMn0haicfZCSGC8z4lWLMNtt6HQ3bhV7a9r73mzJebOMra6KmPvpFIp2rRpA6B0g9ijR48iNjYWX3zxBQDA09MTnp6eCAoKQvfu3eHt7Y3Nmzfj5Zdfhp+fH44cMVzRVvZ98PPz0//54PcmOzsbMpnM7KoToH4VsYDS70V9e8/VhbmrvB4d+kEnaJF43PQ+INuOfAtnJ2d0am3fBZTb+Zk4fnGfyb7orsPh4uL6UM/Pn7nK696+DxJS1xm1p105gMFNxtggIvtjq5+3KhdPyrsio9OV/iIyYcIEvPLKKwCAzp07Y/fu3fj666/x8ccfV2/k5eBVGTKHebNcXcidIOigO/8RoM0z0SuGY/u30dQztFpfsy7kzVaYO8swb9VLp9OhpKTEZJ8gCBAEQd8vl8uxYMEC5OTk6C8WJSUlQSaT6VeuyOVybNu2zeB5kpKSTO6rQkTWERn0JO7evYtjV5OM+gQI+Om3/0EidkDHwG42iK56JB77HjrB+AJz++ZdENikvQ0iqr86tX4UO4/HQ60x/Gw5eTkF/SJehIuTm40io4pUuXhS3hWZsn1O/nlfMAC0b98e165dA1B6tSUnJ8egX6PRIDc3t8IrMmV9FalvFU9WeS3DvFnOnnOnyoiH7t4xk32OgcMh9TW/G/rDsOe82RpzZxnmrepmz56NAQMGoHnz5igoKMCGDRuQnJyMxMREXL58GT/88AP69euHRo0a4caNG1i4cCFcXFwwcOBAAEC/fv0QEhKCkSNHYtGiRcjKysKcOXMwefJkODk5AQAmTpyI5cuXY+bMmRgzZgz27NmDjRs3IiGh7h+PSlSbhTTtBpmnB/ac/MmoTxAEbNq/EmKxBKEtIk08unb789YZ/HE9zahdIpYgKvJFG0RUvzlLXdGxZTf8fmm/Qbtao8KJS7+hR2iUjSKjilT9xrYHlF2RadmyJfz9/fHHH38Y9F+4cAEtWrQAUHq1JS8vD8ePH9f379mzBzqdDt26ddOP2b9/P9Tqv49rSkpKQnBwcIW37BARlUebfxbqy6b3ORF7d4Zjy5esHBER1TY5OTmIiYlBcHAwnnrqKRw9ehSJiYno27cvnJ2dceDAAQwcOBBt2rTBiy++CA8PDxw6dEi/ykQikWDr1q2QSCSQy+UYMWIEYmJiMG/ePP1rBAYGIiEhAUlJSQgPD8eSJUvw1VdfISqKk2UiW5O3j0Lvzs+Z7NMJOsTv+xznr5+wclQPR6fTYfvR70z2dWvXBw1lFV+cpuoX0aaXyfYjf+yGTjC+tZxqhyqtPDF3RUYkEuHtt9/Ge++9h/DwcHTq1Alr167F+fPnsWnTJgClq1D69++PV199FStXroRarcaUKVPw0ksv6W+3GTZsGD744AOMHTsWs2bNwunTpxEbG4tly5ZV/7snonpBUCtQcvojwMSHkUjqDefQmRCJJDaIjIhqk1WrVpXb5+/vb3S7jSktWrSocFyvXr1w4oR9/QJGVF88GT4YWq0G+079atSn1Wnx/d7lGN77DQQFhNkguqr7/dJ+ZN+7btTu4uSGXuGDbRARAUBjr6bwlTVHtuKaQftdRTYuZ55FG/8ONoqMzKlS8aTsikxmZiY8PT0RFhamvyIDANOmTYNSqcT06dORm5uL8PBwJCUloXXr1vrnWL9+PaZMmYKnnnoKYrEYQ4YMwX//+199v6enJ3bu3InJkycjIiICPj4+mDt3Lo8pJiKLCIIOJWcXQyi5Y6JXDKfQd/6fvTsPi+q8+wb+PbOyOSAqMyCCKIhAxAWXTGKMcUNDrU+WNs2mSUysviZ9Ylpj7JP2MvE1tWmMtU2q6RMTfRNtqyamrcYgYtAYEYgBRXFDkUVWRRi22c/7h5FmMsPIjDDDwPdzXV6E+77Pmd/5ZbgYfuc+9w1BwVltREREdMP0sQ/CYjXjyCn7QqjFasb2g3/CEzOWYXhE166T1tUMpjZkfmv/GBIATBvzANfW8LL48PF2xRMAyDmTyeJJD+VS8cTZHZmbXnnllfb1TxwJDQ3F9u3bnZ4jOTkZX331lSuhERE5ZCr7BJZruQ775DGPQ9p/tIcjIiIiop5MEATMSvkpLFYzsov22/WbrSZsy/wjnpz5S8RoRnohws45XLgXzfpGu/aBqnBMiL/PCxHR9w0JjUegnwotep1N+7mKfDQ0X0NI0AAvRUYdue01T4iIeipLw2muc0JEREQuEwQBcyY8hokjpzvsN1mM+PjA2yitOe/hyDqnofkqjp76wmHf7Ak/g1Ti8r4h1MWkEinGDr/Hrl0UReSdO+iFiOhWWDwhol5JNDbCcPp3XOeEiIiI3CIIAtImPYGUuHsd9hvNBnx0YB0q6i56OLJb2398J8xWk137sPBEjIjkrNueYuzweyAR7P8kP37hEMwW+/9/5F0snhBRryOKVhjOcJ0TIiIiuj0SQYIf3/UUxg6f7LDfYNJj6/63UHntsmcDc6K8thiFJcfs2gUImDPhUQiC4IWoyBFVQH8kRKXYtbfom3DqsuPHzsl7WDwhol7nxjoneQ775DFPcJ0TIiIi6jSJIMF/3b0QycO0Dvv1plZs2f8mqurtF//0NFEUO9yaeFzcFGhCozwcEd3KpA4eDcs9y0d3ehoWT4ioV3G+zsk4yIc+4uGIiIiIyNdJJBI8OPk5JEVPcNjfZmjBlvQ3UXO9wsOR2Tp1ORfldcV27QqZH6aPfdALEdGtDNWMxKCQCLv28rpiVF4r9UJE1BEWT4io13C+zkko1zkhIiIit0klUvzk3sUYOWScw/5WQxO2pL+JusYqD0d2g8lsxP5vdjjsm5L8I/QLCPFwRNQZgiBgUnxHs08OeDgacobFEyLqFW69zskKCAp+aCAiIiL3SSUyPDL1/3S46GqzvhEfpq/FNV2NhyMDsov2o6HF/nNQcOAA3JWY6vF4qPNGD78bCpmfXfvJS8fQZmjxQkTkCIsnRNQrcJ0TIiIi8gSZVI6fTX0esRF3OOxvam3Ah+lrcb2pzmMxNbc14nDhvx32zUr5CeQyhcdiIdf5KfwxJvZuu3aTxYhvi7/yQkTkCIsnROTzuM4JEREReZJcpsCj036BGE2Cw/7Glnp8kL4WDc3XPBJPZv6nMJj0du2RA4djVMydHomBbs/E+GkO23PPZsLq4JF08jwWT4jIp3GdEyIiIvIGhUyJJ6YvQ7R6hMP+huar+DB9LXQt9d0aR/X1chy/cMhh35yJj3FrYh+h7h+JGM1Iu/b6plpcrDzthYjoh1g8ISKfJJqaYL6WB/2pN7jOCREREXmFQq7EkzNewpBBsQ7765tq8WH6m2hqbeiW1xdFEV/k/Q2iKNr13TF0EqLCHMdFPdPEkTMctudw4dgegcUTIurxRFGEtfUKTFX7YTi7Aa05i9D61U9gOPEbWBtOODyG65wQERGRJyjl/pg/85cYPCDGYf9VXRU+3P97tOh1Xf7aF66cdDgrQSaRY1bKT7r89ah7JUSNdbgr0vnyEx5dQ4ccY/GEiHoc0WKEpeEUjKU7oT+5Cq1Hfoa2YwthPPM2zJX7ILaUOT2e65wQERGRJ/kpArBg1nJoQqMc9tc1VOLD9DfRqm/uste0WM3Yl/c3h33apFno329Ql70WeYZUIsP4EVPt2kWIyDv3pecDIhssnhCR11kN9TDXHoHhwl/R9s2LaD38IPTf/gqmi5thuXoMMDV2+lxc54SIiIi8wV8ZiKdmvYywkEiH/TXXy7E1480u23r2m3NZuNpYZdce6KfClFFzu+Q1yPMmjLgPEgefY49fOAST2eiFiOgmFk+IyKNE0QJr8yWYKvZAf/pNtB59Gm1fPwbDqf8Lc/mnsOrOAqLZvZMLciiTXuE6J0REROQVgX798HTqCgwKjnDYX3mtFP8v4y3ojW239TpthhYcLNjtsG/62Afhp/C/rfOT9/QLCEFidIpde6uhGacu53ohIrqJxRMi6laiuRWW+m9hLPkY+oJfo/XwT9CW+39gPP8OLDUHIert75i4TOoP6YAJ8Bv7O0j7J9/++YiIiIjcFOSvwtOpKzBApXbYX3H1Ej468JbDrYU769DJf6HVYP8IkLp/JFLi7nX7vNQzTBo53WF77tlMD0dC3yfzdgBE1HuIoghRXwNrYxEsjUWwNp6BtbkEQNfuTS/4qSEJToQ0OBGS4ERIgobyMR0iIiLqMfoFhODp1Few+Ys3HC70WVZbjI8PrMeTM1+CQqZ06dzXdDU4dibDYd/sCY9CIuH9cV8XrY5HWEgkahsqbNorrl7ClaslGDzQ8eLE1L1YPCHyMlG0wFJ3FObKL2BtvgwIEkAWAEEaAEEW0P7fNm0/6LNpkwZAkHimkCBaTbA2XfxesaQIorG+a19EkEHSLxaS4IT/FEuUA7r2NYiIiIi6WHBgKJ5JfQXv73sDjS3X7Pov15zF9swNeHz6i5DLFJ0+7/7jO2CxWuzaR0SORmzEHbcVM/UMgiBg0sjp+PexrXZ9uWcz8cDkZ70QFbF4QuQlosUAc/UBmMp2QWz7waMrBkC8nZNLlLaFl+8KK3ZFllu0QaKAIAj/Oa2lGWJ9LoxtxbA0FMHadB6wdvHCVXIVpMEJkKgSIQ1JgqRfHASpa3dkiIiIiHqCkKCBeGb2K9i87w3oWq/b9V+sOo2/ffknPDbtvyGTym95vpLqsygq/cauXSJIkDr+Z10SM/UMo4ffhf3H/2H3eNfJkmNIHf8zBPgFeSmyvovFEyIPE01NMF3ZA1P5PwFTQ/e8iNUA0WgAjNdvrwgjSNsLKqIIaAw1sFZ27UM4QkDUjWJJcBKkwQkQAiJtCjZEREREviy0X9h3BZTfoanN/rPfhSuF+HvWO/jZ1Bcgk3b855lVtOKLvO0O+ybET0NYiONFask3KeV+GDN8MnLOHrBpN1tM+Lb4MCbfcb+XIuu7XHogbuPGjUhOToZKpYJKpYJWq8W+ffvsxomiiDlz5kAQBHz22Wc2fWVlZUhLS0NAQADCwsKwfPlymM22O2tkZWVh3LhxUCqViI2NxZYtW1y/MqIexqqvheHCe2g9+iRMl7Z2X+GkK4kWwNwEUV8DGGpu/3wSJSQhoyCPfgTK5NcQcM8OBNz5VygTlkEeMQuSwCEsnBAREVGvM0ClwVOpKxDop3LYf668ADsO/QUWa8c7Dp64eBSV10rt2v3kAbhvzH91WazUc0zsaOHYcwdhFbt2TUG6NZdmnkRGRmLt2rWIi4uDKIrYunUr5s2bh/z8fCQlJbWP++Mf/+jwDyCLxYK0tDRoNBocPXoUVVVVmD9/PuRyOd544w0AQElJCdLS0rB48WJs27YNmZmZePbZZxEeHo7U1NTbvFwiz7M2l8BUtgvmmqwbxYg+RFAMgCQkEdLgJEiCEyAJGg5BwglvRERE1PeEhUTg6dQV+OCL3zncKedM2XHsOvxXPDzl55D+YP06o8mAjG93Ojzv1DHzEOjXr1tiJu8KC4nAsPBEXKoqsmm/3lSH4iuFGBE52kuR9U0u/RUzd+5cm+/XrFmDjRs34tixY+3Fk4KCAqxbtw7ffPMNwsPDbcbv378fRUVFOHDgANRqNcaMGYPVq1djxYoVWLVqFRQKBTZt2oSYmBisW7cOAJCQkIAjR45g/fr1LJ6QzxBFEdaGQpjKdsJyLa/Txwn+4ZAExUA0twLmVoiW7321uL+dnWdIIAmKgSQkCVJVAiTBiRD8wjiThIiIiOg76v6ReGrWy/gw/fdoM7bY9Z+6nAOpVIoH737OZtecI6c+R1Or/azl0H5hHW5rS73DxJHT7YonAJBzNpPFEw9z+xawxWLBzp070dLSAq1WCwBobW3FY489hnfffRcajcbumOzsbIwaNQpq9X/2PE9NTcWSJUtw+vRpjB07FtnZ2ZgxY4bNcampqXjxxRc7FZde39P/wOwaRqPR5it1TnfnTRQtQH0OrFd2A80XOn9gYCwkgx8EBkwCBClulhu+X3YQRQtgafvev1bAfOPrjeLKzbb//Ld4s+3mWGvbjf6uWLVEGgD0GwmhXzyEfiOBfiMgSP0hAmifcGow3P7r+Dj+rLqPuXNPd+TNz8+vy85FRNTXhQ+IxoJZy/Fh+u9hMLXZ9Z+4eBRSiQzz7noaEkECXUs9jpz63OG5Usc/0qmFZsl3jRwyFqqAUOhabXe0vFBxEteb6tC/3yAvRdb3uFw8KSwshFarhV6vR1BQEHbv3o3ExEQAwLJly3DXXXdh3rx5Do+trq62KZwAaP++urra6RidToe2tjb4+/s7ja+yshIWS995NKKmpgvWoeiDujxvogkBLbkIasqEzFzX6cP0fglo7jcDRmUc0CYAFZWdPFIAEPjdvx+QwflPtihCEE0QRD0Eqx4SUQ/B2gaJVf+DNn17242vRlikITAqY2BUDINZrrmxrTIANAFoutrp6+6L+LPqPubOPV2VN6lUimHDhnXJuYiI6IbBA2OwYOavsGX/H2A029/8/fbCYUgFKeZqFyDj210wWewL4kPVI5EQleKJcMmLpBIpJsRPRWb+pzbtIkTknjuI1PGPeCmyvsfl4kl8fDwKCgrQ2NiIXbt2YcGCBTh06BCKi4tx8OBB5Ofnd0ecnRYR0TdWmTYajaipqYFarYZC0fl94fu6rs6baG6GWL0PYvUewNTYyaMkEAbdAyHivxAYGOOo/NEjGY1GXON7zmX8WXUfc+ce5o2IyDcMCYvF/Jm/xNaMP8Bkti+O5J3/Es16Hc6UHbfrEyBgzsRH+Xh0H5ESdy+yTvwTFqvtJIHjFw5h2pgHIJfx970nuFw8USgUiI2NBQCkpKQgLy8PGzZsgL+/Py5evIiQkBCb8Q899BDuueceZGVlQaPRIDc316b/5p2xm4/5aDQau7tlNTU1UKlUt5x1AvS9qcUKhaLPXXNXuN28WfV1MJV/Ckvlvs6vRSJRQhYxB/IhD0Dir771+B6K7zn3MG/uY+7cw7wREfV80eoReHL6S/jowNsOZ5c4KpwAwJjhdyNiwNBujo56in4BIUiMHo/Ckhyb9jZDCwpLcjAu7h4vRda3uLRVsSNWqxUGgwGvvPIKTp48iYKCgvZ/ALB+/Xp8+OGHAACtVovCwkLU1ta2H5+RkQGVStX+6I9Wq0VmZqbNa2RkZLSvq0LkTdbmyzAUvYW27KdgLt/ducKJPBjymPkIuPsjKEcs9unCCRERERF1rZjwBDw2/b8hk3Ru7RK5TIEZ4x7q5qiop5k0cobD9tyzmQ7bqeu5NPNk5cqVmDNnDqKiotDU1ITt27cjKysL6enp0Gg0DheJjYqKQkxMDABg1qxZSExMxJNPPok333wT1dXVePXVV7F06VIolUoAwOLFi/HOO+/g5ZdfxjPPPIODBw9ix44d2Lt3bxdcLpHrbuycc+q7nXNyb33AdwS/cMijHoIsfCYEqbIbIyQiIiIiXxYbcQcenfYCth/cYPdoxg9NvuN+qAJDPRQZ9RRRYXFQ9x+CmuvlNu1XrpWg4uolRA7k+mTdzaWZJ7W1tZg/fz7i4+Mxffp05OXlIT09HTNnzuzU8VKpFHv27IFUKoVWq8UTTzyB+fPn4/XXX28fExMTg7179yIjIwOjR4/GunXr8P7773ObYvI4UbTAXHsE+uPLoM9f3unCiaRfHJRJv4a/9n3II3/EwgkRERER3dKIyNF4ZOrzkAjSDseoAvpjctL9HoyKegpBEDrcljr3DGefeIJLM082b97s0slFUbRri46OxuefO95q66apU6d6feFZ6rtEixHm6kyYyndBbL3S6eOkoSmQR/0Ekv6juXgXEREREbksIWocfnrvEuw49BdYRatd/4xxD0Mh5425vmr0sLuw/5sd0JtabdoLS3KQOuFnCPTr56XI+obbXvOEqLcQTc0wXv472rIXwHhuQ+cKJ4IEUvV98JvwLvzGrIE0dAwLJ0RERETktqShE/DQPYvsPlNGhcVi9PC7vBQV9QQKuRJjYyfbtZutJnx74bAXIupbXN5th6i3ubFzzmcwV34OWNo6d5BECVlEKuRDHoTE336tHyIiIiIidyUP08JfEYh9eX9DQ8tVxEbcgXl3PQOJwHvffd2EkdOQfWa/XXvuuYO4O2kOJBK+R7oLiyfUZ1mbL8NUtgvmmi8B0fnCXO3kwZBH/hjywT+CoAju3gCJiIiIqM+Ki0xGXGSyt8OgHmZQcDiGhyfhYtVpm/aG5qu4cOUk4oeM8VJkvR+LJ9SniKIIhaEYljNb0Xb9m04fJ/hpvrdzjl83RkhERERERNSxiSOn2xVPACDnbCaLJ92IxRPqVUSrGaKpAaLhOkRjPUTjdYiG774ar8PaUoGBrZc7fT5J0HDIo38K6aDJECQdr3xORERERETkCfFDxiA4MBSNLfU27cVXClGvq0GoSu2lyHo3Fk+oxxNFETA3txdAbhRDvlcQ+V6hBKbGLnlNSf9xUEQ/DEn/sVwAloiIiIiIegypRIoJ8dNw4NtdNu0iROSeO4jZEx71UmS9G1eTIa8RLUZY22pgaTwLc102TFf2wnjpIxjO/gn6k6+h7ZsX0fr1fLRm/RitX/0EbTmLoM9fAUPR72Es/t8b65VUZ8J6/VuILZe7oHAigVQ9FX4T3oH/2DcgDR3HwgkRUR+yceNGJCcnQ6VSQaVSQavVYt++fQCA+vp6vPDCC4iPj4e/vz+ioqLwi1/8Ao2Ntr97ysrKkJaWhoCAAISFhWH58uUwm802Y7KysjBu3DgolUrExsZiy5YtnrpEIiLqJVLi7oVUYj8X4tsLX8FoNnghot6PM0+oy4nmNoj66u9mhdycIXLzEZrvzRIxN3s71Bu4cw4REQGIjIzE2rVrERcXB1EUsXXrVsybNw/5+fkQRRGVlZV46623kJiYiNLSUixevBiVlZXYtevGnT+LxYK0tDRoNBocPXoUVVVVmD9/PuRyOd544w0AQElJCdLS0rB48WJs27YNmZmZePbZZxEeHo7U1FRvXj4REfmQIH8VkoZOwMlL2TbtbcYWFJbkICVuipci671YPKEuI5qaYCx+H+aaLMDqA9VOuQrywXMhj/wxd84hIiLMnTvX5vs1a9Zg48aNOHbsGBYuXIhPPvmkvW/48OFYs2YNnnjiCZjNZshkMuzfvx9FRUU4cOAA1Go1xowZg9WrV2PFihVYtWoVFAoFNm3ahJiYGKxbtw4AkJCQgCNHjmD9+vUsnhARkUsmjZxuVzwBgNyzBzAu9h7Oou9iLJ5Ql7A0FsFwai1EQ623Q+mAAEERAlEWDL01CP4Rd8N/yBzunENERA5ZLBbs3LkTLS0t0Gq1Dsc0NjZCpVJBJrvxcSo7OxujRo2CWv2fhfpSU1OxZMkSnD59GmPHjkV2djZmzJhhc57U1FS8+OKLt4xJr9ffxhX5DqPRaPOVOo+5cw/z5j7mzj1dlbdB/SKhDhmCmoZym/bKa6W4dOUMBg8cdlvn72m64/3m59f5vwdZPKHbIopWmMo+genSFkC0eD4AaQAERf8b/5TffVWE3vjX/n1/CPIQCBIp9Ho96svLMUQzhIUTIiKyU1hYNawttwAAIABJREFUCK1WC71ej6CgIOzevRuJiYl2465evYrVq1dj0aJF7W3V1dU2hRMA7d9XV1c7HaPT6dDW1gZ/f/8OY6usrITF4oXftV5SU1Pj7RB8FnPnHubNfcyde7oib8MGJNsVTwDg8InPMXnEvNs+f0/UVe83qVSKYcM6X2Bi8YTcJhobYTizDpZruV17YkH6n6LH9/8pvyuKfP97FkCIiKgLxcfHo6CgAI2Njdi1axcWLFiAQ4cO2RRQdDod0tLSkJiYiFWrVnkstoiICI+9ljcZjUbU1NRArVZDoVB4Oxyfwty5h3lzH3Pnnq7MmyZcjfyyL6E3tdq0l147gx8PWoBAv363df6exNvvNxZPyC2WhlMwnF4L0XC18wfJgv5T/LCZJdIfEuV/iiKQqyAI3AiKiIg8T6FQIDY2FgCQkpKCvLw8bNiwAe+99x4AoKmpCbNnz0a/fv2we/duyOXy9mM1Gg1yc21vKNy8O6bRaNq//vCOWU1NDVQqldNZJ4BrU4t7A4VC0eeuuaswd+5h3tzH3LmnK/LmBz+Mi7sHR4vSbdotVjNOl+VgSvKPbuv8PZG33m8snpBLRNEKU+kOmEr+HyBaOxwnCRkN+ZB5tjNFpKxGExGRb7FarTAYbiyCrtPpkJqaCqVSiX/96192H9y0Wi3WrFmD2tpahIWFAQAyMjKgUqnaZ65otVp8/vnnNsdlZGR0uK4KERHRrUwcOc2ueAIAeee+xOQ77odEwhvTXYHFE+o00dgAQ9EfYKk/7mSUAHnM45APfRSCIPVYbERERLdr5cqVmDNnDqKiotDU1ITt27cjKysL6enp0Ol0mDVrFlpbW/Hxxx9Dp9NBp9MBAAYNGgSpVIpZs2YhMTERTz75JN58801UV1fj1VdfxdKlS6FUKgEAixcvxjvvvIOXX34ZzzzzDA4ePIgdO3Zg79693rx0IiLyYQNUGsRGjEJxZaFNe0PLVZyrKEBC1DgvRda7sHhCnWK5fvLGYzrG+g7HCIr+UCa9Amn/0R6MjIiIqGvU1tZi/vz5qKqqQnBwMJKTk5Geno6ZM2ciKysLOTk5AND+WM9NJSUlGDp0KKRSKfbs2YMlS5ZAq9UiMDAQCxYswOuvv94+NiYmBnv37sWyZcuwYcMGREZG4v333+c2xUREdFsmjpxmVzwBgNyzmSyedBEWT8gpUbTAdPnvMJVsA+DkMZ3+4+CXtPzGmiVEREQ+aPPmzR32TZ06FaIo3vIc0dHRdo/lODpXfn6+y/ERERF1JD5yDEICB6KhxXZNyuLKU7imq8YAlcZLkfUefPiJOmQ11ENf8D8wlXyEjgsnEsiHLYDfmP/LwgkREREREZEXSCQSTIi/z2Ff7tmDHo6md2LxhByy1OdDn7cU1usFHY4RFAPgN/b3UAx9lLvjEBEREREReVHKiCmQSuwfLvm2+CsYzQYvRNS7uPQX78aNG5GcnAyVSgWVSgWtVot9+/YBAOrr6/HCCy8gPj4e/v7+iIqKwi9+8Qs0NjbanKOsrAxpaWkICAhAWFgYli9fDrPZbDMmKysL48aNg1KpRGxsLLZs2XJ7V0mdJooWGC99BH3BryEar3c4Tho6Hv4T34W0/ygPRkdERERERESOBPqpcEfMRLt2vbEVJy9leyGi3sWlNU8iIyOxdu1axMXFQRRFbN26FfPmzUN+fj5EUURlZSXeeustJCYmorS0FIsXL0ZlZSV27doFALBYLEhLS4NGo8HRo0dRVVWF+fPnQy6X44033gBwY9G1tLQ0LF68GNu2bUNmZiaeffZZhIeHczG1bmY1XIPh9O9hbTjZ8SBBAvmwpyCPepizTYiIiIiIiHqQSSNn4MTFo3btOWczkRJ3LwRB8EJUvYNLxZO5c+fafL9mzRps3LgRx44dw8KFC/HJJ5+09w0fPhxr1qzBE088AbPZDJlMhv3796OoqAgHDhyAWq3GmDFjsHr1aqxYsQKrVq2CQqHApk2bEBMTg3Xr1gEAEhIScOTIEaxfv57Fk25kvnYchqI3AVNjh2ME5UAok1ZCGpLkwciIiIiIiIioMyIHDkPEgGhUXiu1aa+uL0N5XTGiwuK8FJnvc3vqgMViwd///ne0tLRAq9U6HNPY2AiVSgWZ7EaNJjs7G6NGjYJarW4fk5qaCp1Oh9OnT7ePmTFjhs15UlNTkZ3NaUbdQbRaYLy4BYYTrzotnEgHTIL/xL+wcEJERERERNRDCYKAiSNnOOzLOZvp4Wh6F5e3Ki4sLIRWq4Ver0dQUBB2796NxMREu3FXr17F6tWrsWjRova26upqm8IJgPbvq6urnY7R6XRoa2uDv7+/0/j0er2rl+STjEajzVd3iIarsJ5fBzSd6XiQIIUQPR9i+I9hsAiAxbfz2xV566uYO/cwb+5j7tzTHXnz8/PrsnMRERFR9xoVMwnpeX9Hm7HFpv305TzMmfAYgvxVXorMt7lcPImPj0dBQQEaGxuxa9cuLFiwAIcOHbIpoOh0OqSlpSExMRGrVq3qynhvqbKyEhaLxaOv6U01NTVuHadsO42Q+o8gtbZ0OMYsDcX1AU/DZBkKVFS4GWHP5G7eiLlzF/PmPubOPV2VN6lUimHDhnXJuYiIiKj7KWRKjIu7B1+f/sKm3WI14/iFQ7g3eW4HR5IzLhdPFAoFYmNjAQApKSnIy8vDhg0b8N577wEAmpqaMHv2bPTr1w+7d++GXC5vP1aj0SA3N9fmfDc/3Gk0mvavP/zAV1NTA5VKdctZJwAQERHh6iX5JKPRiJqaGqjVaigUik4fJ1rNEMs+hnj1M+cDQydBEfsCNLKg24y0Z3E3b8TcuYt5cx9z5x7mjYiIiCbGT8PR0+kQIdq05507iMl33A+pROqlyHyXy8WTH7JarTAYbuwZrdPpkJqaCqVSiX/9619203y1Wi3WrFmD2tpahIWFAQAyMjKgUqnaZ65otVp8/vnnNsdlZGR0uK7KD/W1qcUKhaLT12zV18JQ9DuIOmeP6cigiH0Wssh5vXolZlfyRraYO/cwb+5j7tzDvBEREfVdoSo1YgePwoUrtjupNrbU41x5ARKjU7wUme9yacHYlStX4vDhw7h8+TIKCwuxcuVKZGVl4fHHH4dOp8OsWbPQ0tKCzZs3Q6fTobq6GtXV1e2P0cyaNQuJiYl48sknceLECaSnp+PVV1/F0qVLoVQqAQCLFy/GpUuX8PLLL+Ps2bP4y1/+gh07dmDZsmVdf/V9iLkuG225/wdWJ4UTwS8cfilvQz7kv3p14YSIiIiIiKi3mzRyusP2XC4c6xaXZp7U1tZi/vz5qKqqQnBwMJKTk5Geno6ZM2ciKysLOTk5AND+WM9NJSUlGDp0KKRSKfbs2YMlS5ZAq9UiMDAQCxYswOuvv94+NiYmBnv37sWyZcuwYcMGREZG4v333+c2xW4SrSYYL34Ac/lup+OkgyZDmbAMgizQQ5ERERERERFRd4kbnIyQoIFoaL5q036x6jTqGqswKDjcS5H5JpeKJ5s3b+6wb+rUqRBFscP+m6Kjo+0ey3F0rvz8fFdCIwesbdUwnP4drLpzHQ8S5FDELYJs8I8424SIiIiIiKiXkEgkmBg/DfuP77Dryzt7EPdPetwLUfkulx7bId9hrvsabXlLnRZOBP8I+I1fD3nkXBZOiIiIiIiIeplxcVMgk8jt2vOLj8BoMnghIt/F4kkvI1qNMJz/CwyFqwFzx9sQS8Puhf+EP0PaL7bDMUREREREROS7Av36YVTMJLt2vakVJy4d9UJEvovFk17E2loJ/fFfwlzxr44HSRRQxP83lEmvcH0TIiIiIiKiXm5iguOFY3POZnZq6Q26gcWTXsJcexhtec/D2nShwzFCQCT8x/8R8sFz+JgOERERERFRHxA5cBgGD4yxa6+5Xo6y2o7/fiRbLJ74ONFqhOHcOzCcegOwtHY4TqqeBv/xf4YkaJgHoyMiIiIiIiJvmzRyhsP2nLMHPByJ72LxxIdJTbWwFq6A+cqejgdJlFCMXAZl4nIIMn/PBUdEREREREQ9wh1DJ8Jfab9sQ1HpN2hqbfBCRL6HxRMfZa07jEE1bwItJR2OEQKj4D9+A+QRqXxMh4iIiIiIqI+SyxRIibvXrt1iteD4hUNeiMj3sHjiY0RzCwxn/gjxwtuQiB1vLSULnwX/8X+CJGio54IjIiIiIiKiHmli/DQIsL+pnncuCxarxQsR+RYWT3yEKIow136FtmOLYK76ouOBEiUUCb+CMuElCFI/zwVIREREREREPVb/foMQF5ls165rrcfZ8nwvRORbWDzxAda2KhhO/haGU2sgGq91OE4IHAr/Ce9AHu54MSAiIiIiIiLquyaNdLxtce7ZTA9H4ntk3g6AOiZaTTCVfQLT5e2A1eh0rCxiDhRxiyFIlR6KjoiIiIiIiHxJ7OBR6N9vEK431dm0X6oqQm1DJcJCIrwUWc/HmSc9lOX6SbTlLoXp0hbnhROJH5SJK6Ac+d8snBAREREREVGHJIIEE+OnOezLO3fQw9H4FhZPehjR2ABD0VvQ578MsbXM6ViDMh6S0esh09znoeiIiIiIiIjIl42LmwKZVG7Xnl98BAaT3gsR+QYWT3oIUbTCVPkFWo89B3P1AadjBUV/CHEv4dqgpRD8wz0UIREREREREfm6AGUQkmPutGs3mNpw4uJRL0TkG1g86QGszZeh//ZXMJ79I2BucjJSgGzwj+A/6X8hGTQFEOy3mSIiIiIiIiJyZmIHC8fmnM2EKIoejsY3cMFYLxItephKtsFU/ikgOt9XWxI0HIr4FyANHnmjwcLpVEREREREROS6wQNjEDlwOCquXrRpr22oQGnNOQzVjPRSZD0XiydeYr6aA+P5dyHqa50PlPpDMWw+ZIN/DEEi9UxwRERERERE1KtNSpiOiq8u2rXnnM1k8cQBFk88zKqvg/HCRljqbv0smXTQZCjifg6J3yAPREZERERERER9RVL0BOzL/RtaDbZLRxSVHkdTawP6BYR4KbKeiWueeIhotcBU9gnacp67ZeFE8FNDmfwa/Ea9ysIJERERERERdTm5TIGUuCl27VbRgm/OZ3k+oB6OxRMPsDSegf6bF2As/l/na5UIUsijfwr/Se9BNnCS5wIkIiIiIiKiPmdC/H0QYL8RSd75L2Gxmr0QUc/lUvFk48aNSE5Ohkqlgkqlglarxb59+9r79Xo9li5digEDBiAoKAgPPfQQampqbM5RVlaGtLQ0BAQEICwsDMuXL4fZbPs/JSsrC+PGjYNSqURsbCy2bNni/hV6kWhqguHsn6A//hKszZecjpUEJ8F/wrtQDH8GgtTPQxESERERERFRX9W/3yCMGDLarr2ptQE7D2/C6ct50BvbvBBZz+PSmieRkZFYu3Yt4uLiIIoitm7dinnz5iE/Px9JSUlYtmwZ9u7di507dyI4OBjPP/88HnzwQXz99dcAAIvFgrS0NGg0Ghw9ehRVVVWYP38+5HI53njjDQBASUkJ0tLSsHjxYmzbtg2ZmZl49tlnER4ejtTU1K7PQDcQRRGWmi9huPBXwNTgfLBcBcXwZyELnwFB4EQgIiIiIiIi8pxJI2fgXHmBXfvpy3k4fTkPUokU0ep4xEeOQfyQ0Rig0nghSu9zqXgyd+5cm+/XrFmDjRs34tixY4iMjMTmzZuxfft2TJs2DQDw4YcfIiEhAceOHcOdd96J/fv3o6ioCAcOHIBarcaYMWOwevVqrFixAqtWrYJCocCmTZsQExODdevWAQASEhJw5MgRrF+/3ieKJ9aWchjOvwvrdfs33w/JwmdBMXwhBEWwByIjIiIiIiIisjU8Igmh/dSob6px2G+xWnCpqgiXqoqwL287BqjUiI8cgxGRoxGtjodM2jf2oXH7Ki0WC3bu3ImWlhZotVocP34cJpMJM2bMaB8zcuRIREVFITs7G3feeSeys7MxatQoqNXq9jGpqalYsmQJTp8+jbFjxyI7O9vmHDfHvPjii52KS693sqZINxKtRogVn0C88gkg3uLZMP8hkAxbDDE4CQYrADdiNhqNNl+pc5g39zF37mHe3Mfcuac78ubnx8dJiYiIeiuJIIE2cSb25nzcqfHXdDU4WpSOo0XpUMr9MDziDsRHjsaIyNEI8u+9EwNcLp4UFhZCq9VCr9cjKCgIu3fvRmJiIgoKCqBQKBASYrudkVqtRnV1NQCgurrapnBys/9mn7MxOp0ObW1t8Pf3dxpfZWUlLBaLq5d1W5T6swi+vgMyc53TcVZBjmbVbDT3mwboZICu/LZf+4drylDnMG/uY+7cw7y5j7lzT1flTSqVYtiwYV1yLiIiIuqZJsRPw/mKk7hw5aRLxxlMehSVfoOi0m8AAIMHxmBE5GjER45B+IBoSHrR0hQuF0/i4+NRUFCAxsZG7Nq1CwsWLMChQ4e6Iza3REREeOy1RON1iJc/gHj1q1sPDkmBbNgi9PdTo38XvLbRaERNTQ3UajUUCkUXnLFvYN7cx9y5h3lzH3PnHuaNiIiIXCWVSPHkjJdwseo0zpQex7mKE2hsuebyea5cLcGVqyX4suAzBPkHY8R3M1JiI5KglDufCNHTuVw8USgUiI2NBQCkpKQgLy8PGzZswCOPPAKj0YiGhgab2Sc1NTXQaG4sKKPRaJCbm2tzvpt3xr4/5od3y2pqaqBSqW456wTwzNRiUbTAfOVzGC9tAcwtTscKigFQjFgC6aC7IQj2W0DdLoVCwenUbmDe3MfcuYd5cx9z5x7mjYiIiFwhCAJiI+5AbMQd+JEooqahAufLT+B8xQmU1V2AKIouna+5rRHfXjiMby8chlQixVD1yBuzUoaMwQCV+tYn6GFuew6N1WqFwWBASkoK5HI5MjMz2/vOnTuHsrIyaLVaAIBWq0VhYSFqa2vbx2RkZEClUiExMbF9zPfPcXPMzXN4m6WpGPrjL8F4/t1bFE4kkA15AP53/i9kYZO7pXBCREREXWfjxo1ITk6GSqWCSqWCVqvFvn372vv/+te/YurUqVCpVBAEAQ0N9jvq1dfX4/HHH4dKpUJISAgWLlyI5uZmmzEnT57EPffcAz8/PwwZMgRvvvlmt18bERGRKwRBgKb/EExJ/hGevf9/8Moj7+DhKYuRPEwLf0Wgy+ezWC24WHUa+/K244+fvow/froC+3K341JVEcyWW6wZ2kO4NPNk5cqVmDNnDqKiotDU1ITt27cjKysL6enpCA4OxsKFC/HSSy8hNDQUKpUKL7zwArRaLe68804AwKxZs5CYmIgnn3wSb775Jqqrq/Hqq69i6dKlUCqVAIDFixfjnXfewcsvv4xnnnkGBw8exI4dO7B3796uv3oXiOZWGEs+grn8nwCsTsdK+o2AYuQvIO0X65ngiIiI6LZFRkZi7dq1iIuLgyiK2Lp1K+bNm4f8/HwkJSWhtbUVs2fPxuzZs7Fy5UqH53j88cdRVVWFjIwMmEwmPP3001i0aBG2b98OANDpdJg1axZmzJiBTZs2obCwEM888wxCQkKwaNEiT14uERFRpwX4BWH0MC1GD9PCYrWgou4izlUU4Fz5CdQ2VLh8vmu6ahwtqv7BorNjMCIyuccuOutS8aS2thbz589HVVUVgoODkZycjPT0dMycORMAsH79ekgkEjz00EMwGAxITU3FX/7yl/bjpVIp9uzZgyVLlkCr1SIwMBALFizA66+/3j4mJiYGe/fuxbJly7BhwwZERkbi/fff99o2xaIowlL3NYwXNkE0XHU+WBYIxbCnIRs8B4Ig9UyARERE1CXmzp1r8/2aNWuwceNGHDt2DElJSe07/2VlZTk8/syZM/jiiy+Ql5eH8ePHAwD+/Oc/4/7778dbb72FiIgIbNu2DUajER988AEUCgWSkpJQUFCAt99+m8UTIiLyCVKJFNHqEYhWj8CslJ+iofkqzlecwLmKE9/NJDG5dD5Hi87e3Aq5Jy0661LxZPPmzU77/fz88O677+Ldd9/tcEx0dDQ+//xzp+eZOnUq8vPzXQmtW1jbqmE8/y4s1/JuOVaqvg+K2OcgUYZ6IDIiIiLqThaLBTt37kRLS0unHx3Ozs5GSEhIe+EEAGbMmAGJRIKcnBw88MADyM7OxpQpU2wW801NTcXvf/97XL9+Hf37d7ysvF6vd/+CfAi3KXcfc+ce5s19zJ17elve/GRBSB56N5KH3g2T2YjLtedQXHkSxZWF0LVed/l8NxedPViwG4F+KsRGjEJsxChE9h8OoGvz5sr6cC4vGNtXmMp3w3hxC2A1OB0n+EdAGf88pKHjPBMYERERdZvCwkJotVro9XoEBQVh9+7d7euy3Up1dTXCwsJs2mQyGUJDQ1FdXd0+JiYmxmaMWq1u73NWPKmsrITFYnHlcnwatyl3H3PnHubNfcyde3pr3vwQgjvUU5AUdg8aWutQcf0CKuov4GrTFYhwbdHZFr0OJy59jROXvoZEkECtisYU04NdsnOPVCrFsGHDOj2exZMOiFaz88KJIIc8+qeQRz8CQcqtIImIiHqD+Ph4FBQUoLGxEbt27cKCBQtw6NChThdQulNERIS3Q/AIbrftPubOPcyb+5g79/SlvEUhCslIAQC0Gppxqeo0iisLcbH6NPTGVpfOZRWtaGi7iiGDo9vXTPUkFk86IB/yAMzVByC2lNr1SfqPgTL+eUgCIr0QGREREXUXhUKB2NgbC76npKQgLy8PGzZswHvvvXfLYzUajc2OggBgNptRX18PjUbTPuaHdxpvfn9zTEf62tbT3G7bfcyde5g39zF37ulrefPz80No8L0YP/JeWKwWlNcV43z5jbVSOrvo7OD+w6FUKr2SNxZPOiBIZFDGvwD9t7/6T6M8BMq4n0Oqnsqth4mIiPoAq9UKg8H5I7w3abVaNDQ04Pjx40hJuXGX7eDBg7BarZg0aVL7mP/5n/+ByWSCXC4HAGRkZCA+Pt7pIztERES9iVQixVB1PIaq4zFr/I1FZ89VnMC58gKUVJ2B2ep40dnI/nEejvQ/WDxxQhpyB2ThqTBX7Yds8P1QDHsKgryft8MiIiKibrBy5UrMmTMHUVFRaGpqwvbt25GVlYX09HQAN9Ykqa6uRnFxMYAb66P069cPUVFRCA0NRUJCAmbPno3nnnsOmzZtgslkwvPPP4+f/exn7Y/cPPbYY3jttdewcOFCrFixAqdOncKGDRuwfv16r103ERGRt4UEDcSkkdMxaeR0GM0GlFSdwbnyApyrOAFdaz0AQCqRITwk5hZn6j4sntyCInYhZBGzIQ1O8HYoRERE1I1qa2sxf/58VFVVITg4GMnJyUhPT8fMmTMBAJs2bcJrr73WPn7KlCkAgA8//BBPPfUUAGDbtm14/vnnMX36dEgkEjz00EP405/+1H5McHAw9u/fj6VLlyIlJQUDBw7Eb3/7W25TTERE9B2FTIn4IWMQP2QMRFFEzfVynKs4gaaWBsi9uN4oiye3IMhVkAarvB0GERERdbPNmzc77V+1ahVWrVrldExoaCi2b9/udExycjK++uorV8MjIiLqcwRBgCY0CprQKOj1epSXl3stFonXXrkLiKJr2xz1NlKp1Nsh+CTmzX3MnXuYN/cxd+7p7rz19d+/ntDXc8yfffcxd+5h3tzH3LmHeXOPNz/jCKIP/3Y2m81oaWnxdhhERER9SmBgIGQyTl7tTvyMQ0RE5HnOPuP49MwTIiIiIiIiIqLuxuIJEREREREREZETLJ4QERERERERETnh02ueWK1WWK1WmzZBECAIgpciIiIi6l1EUbRbPE0ikUAi4f2X7sTPOERERN3L1c84Pl08ISIiIiIiIiLqbrxtRERERERERETkBIsnREREREREREROsHhCREREREREROQEiydERERERERERE6weEJERERERERE5ASLJ0RERERERERETrB4QkRERERERETkBIsnREREREREREROsHhCREREREREROQEiydERERERERERE6weEJERERERERE5ASLJ0RERERERERETrB4QkRERERERETkBIsnREREREREREROsHhCREREREREROQEiydERERERERERE6weEJERERERERE5ASLJ0RERERERERETrB4QkRERERERETkBIsnREREREREREROsHhCREREREREROQEiydERERERERERE7IvB3A7bBarbBarTZtgiBAEAQvRURERNS7iKIIURRt2iQSCSQS3n/pTvyMQ0RE1L1c/Yzj88WTlpYWb4dBRETUpwQGBrJ40s34GYeIiMjznH3G4ScfIiIiIiIiIiInWDwhIiIiIiIiInKCxRMiIiIiIiIiIid8unjSlxdN0+v1uHTpEvR6vbdD8SnMm/uYO/cwb+5j7tzjibz15d+/ntKXc8yfffcxd+5h3tzH3LmHeXOPtz/jsHjiwywWi7dD8EnMm/uYO/cwb+5j7tzT3Xnr679/PaGv55g/++5j7tzDvLmPuXMP8+Yeb37G8enddohcYTAYcPnyZVRVVSE0NBR+fn7eDskniKKI8vJylJaWwmw2IyIiwtshEREREZEXWS1WFH9+HuU5ZRDCJFA/puZna+r1WDyhXq+urg5FRUW4ePFie6Xy4sWLGD9+PEaPHt3n7+45YzAYkJWVhbKysva2hoYGzJs3j9uUEhEREfVRWb/NROHHJ9q/v/DhOUx84U6Menw0ZEr+iUm9E9/Z1CuZzWZcunQJRUVFqKurs+sXRRF5eXmoq6vDvffeC4VC4YUoe7b6+npkZGRAp9PZtF+9ehUlJSUYPny4lyIjIiIiIm8pO1JqUzgBAH19Gw6/9iXy3/8Gdy67GyMfTIREyhtt1LuweEK9ik6nw5kzZ3Du3DkYDIZbjr98+TKuX7+OmTNnon///h6I0DdcvHgRhw8fhtlsdthfWlrqU8UTo9EInU4HURQ9/tpWqxUKhQKNjY1oamry+OvZexVgAAAgAElEQVT7MubOPe7mTRAEqFQqFpOJiKhDoiji698f7rC/6UoTMn71BY5vyoV2+T0YnhrLWd7Ua7B4Qj7ParWioqICRUVFKC8vd/n4xsZGfPbZZ5gyZYpPFQS6g9VqRU5ODk6dOuV0XEVFBaxWq088umM0GtHY2IgBAwZ4JV6r1Qqj0QiFQuET+epJmDv3uJs3q9WKa9euITg4mAUUIgfMehMKPvwW9ReuQTM2Aok/SYLMT+7tsIg8qnjfBdSerLnluPrieuz9+T+hHqPB3S9PwZC7ozwQHVH34qdR8lltbW0oKCjAP/7xD6Snp7tVOLnJbDbj4MGDyM7OhtVq7cIofUdrayv27t17y8IJcGMtlNraWg9Edft0Op3XCidEvkQikWDAgAF2j+r1JRs3bkRycjJUKhVUKhW0Wi327dvX3j916lQIgmDzb/HixTbnKCsrQ1paGgICAhAWFobly5fbzeLLysrCuHHjoFQqERsbiy1btnji8ug2tF5rxd/nbcPXa7/CmU+K8OWrB/CPB7ajobTB26EReYzVbEX2W0dcOqamoBqfPrYDnz6+E9UnqropMiLP4MwT8imiKKK2thZFRUW4dOmSS4UOuVyO6OholJaWwmQyORxz6tQpXL16FdOnT0dAQEBXhd3j1dTU4MCBA2htbe30MeXl5dBoNN0YVdcQRZGFE6JOkkgkXnm8raeIjIzE2rVrERcXB1EUsXXrVsybNw/5+flISkoCADz33HN4/fXX24/5/u8Ki8WCtLQ0aDQaHD16FFVVVZg/fz7kcjneeOMNAEBJSQnS0tKwePFibNu2DZmZmXj22WcRHh6O1NRUz14wdUrrtVZ8+tgOXDt71ab9alEd/vajj5C6/n4Mm9G3Z65S31C08xSuX6y375AAuMVH8vIjpfjHkVLEzomD9leTERo7oFtiJOpOLJ6QTzCZTLh48SKKiopw7do1l44NDQ1FYmIiYmNjYbFYMHDgQFy4cKHD81RXV2P37t2YPn26TxQHbocoiigqKsKxY8ecFqIEQbD7g6qsrAwTJkzo7hCJiDxm7ty5Nt+vWbMGGzduxLFjx9qLJwEBAR3+bti/fz+Kiopw4MABqNVqjBkzBqtXr8aKFSuwatUqKBQKbNq0CTExMVi3bh0AICEhAUeOHMH69etZPOmB2upbsfvxnXaFk5uMOgP+vXA3JiydhDt/eTcXyKRey6w3IeePRx32Jf9yLNRD1PhmQ67j4sr3FO+7gIvpxUh4KAmTlt0F1WBVd4RL1C1YPKEeraGhAWfOnMH58+dhNBo7fZxEIkFMTAwSExOhVqvbF6qyWCzw8/NDamoq8vPzcebMGYfHt7a2Ys+ePbjzzjuRlJTUKxe6MpvN+Oqrr1BcXNzhGKlUismTJ+Py5csoLS216auvr0dzczOCgoK6O1QiIo+zWCzYuXMnWlpaoNVq29u3bduGjz/+GBqNBnPnzsVvfvOb9tkn2dnZGDVqFNRqdfv41NRULFmyBKdPn8bYsWORnZ2NGTNm2LxWamoqXnzxxVvGpNfru+jqerabv+9d+b3fHfTX27DnqX92WDj5vrx3c1CZX4np62bBP9TfA9E51lNy52uYt1s7sflbNFc327WHxPbH4BlDoInQYOj0YTj/2Vl88+dctDgYe5NoFVG08xTOflaEpMdGYezi8V79ufEGvufc0x158/Pz6/RYFk+ox7FarSgtLcWZM2dw5coVl44NDAxEQkIC4uPjnT52c7MoEBYWhiNHjsBisdiNEUUR2dnZqKurw+TJkyGX955F4XQ6HTIyMlBf3/HdgaCgIMycORMDBw5s/3/yQxUVFRg5cmR3htpn1dfXY+LEicjMzER0dHS3vMaePXvwm9/8BqWlpVi0aBHWrl1r1zZq1CisXLkSZWVl3RKDK0pLSzF69GgcPnwYycnJ3g7Hp3zwwQdIT0/HP/7xD2+H0uMVFhZCq9VCr9cjKCgIu3fvRmJiIgDgscceQ3R0NCIiInDy5EmsWLEC586dw6effgrgxszF7xdOALR/X11d7XSMTqdDW1sb/P07/gOisrLS4e+r3qqm5taLUnYXY6MRuS8fhe5iY6ePuXK0HDt+vA3jfjsBIQmh3RjdrXkzd76MeXPM1GzC8Y15DvuGz4+DIBXacxc4qR8mj52Ksn9dxsW/nYexseM/cq0mKwq3nkDRjlOIeTgWMQ8Phzyw93ze7gy+59zTVXmTSqUYNmxYp8ezeEI9RmtrK86ePYuzZ8+ipaXFpWMHDx6MpKQkDBkyxKX1LUaMGIHQ0FBkZGSgudlxhby4uBj19fWYMWMGgoODXYqrJyovL8eXX37pdCvnyMhI3Hfffe2V2CFDhjgcV1ZWxuJJN3nrrbdw//33txdOvvrqK8ydOxeXL19GSEhIl7zGsmXL8Pjjj+PnP/95+wyiH7bJZDLMmjWrS16vr3n77bfx73//GxcuXICfnx8mTpyI1157DXFxce1j9Ho9Xn31VXzyyScwGo2YNm0a1q1bh7CwsPYxL7/8MnJycnDmzBmMGDECR47YL9YniiLeeecdbNmyBeXl5QgNDcXChQuxfPlyAMATTzyBP/zhDzh69Cjuuuuu7r94HxYfH4+CggI0NjZi165dWLBgAQ4dOoTExEQsWrSofdyoUaMQHh6O6dOn4+LFix7ZrS0iIqLbX6MnMBqNqKmpgVqt9srOT/oGPfb+4p8dFk7kgXKYWhyvnaav0+PYS1/jrpX3IPGxOzw+c9XbufNVzJtzueuzYWqyf8+rx2ow6r9Go7a21i53Q5cNxZ3P3YWTH+bj5AcFMLU6/pkBAEubBcUfnUPFv0sxdsl4JD56B2TK3v1nKt9z7vF23nr3u5J6PFEUUV1djaKiIpSUlLi0UKFSqcSIESOQkJBwW0WNgQMH4oEHHsCXX36JiooKh2Pq6+vx2WefYerUqd02C6C7iaKI/Px8HD9+3Om4sWPHYty4cTZFqMDAQPTv3x/Xr1+3GXvlyhVYLBZIpdJuibmvam1txccff4xPPvnE5WNvblF7K83Nzairq8O0adMQHh7eYRsAp3fCqWNff/01nn32WYwbNw5msxmrV6/GAw88gJycHAQGBgIAfv3rX2P//v3YsmULgoODsXz5cjz55JNIT0+3OdcTTzyBb775BqdPn3b4WitWrMCXX36J1atXIyEhAbW1tTYFYYVCgYcffhjvvfceiye3oFAoEBsbCwBISUlBXl4eNmzYgPfee89u7KRJkwDcKLIPHz4cGo0Gubm5NmNu3h27uU6KRqOxu2NWU1MDlUp1y581V6YW9wYKhcLj16xvaMO+hf/G1aI6h/3B0SF46B+PoOTARRx67SCsJvv1wqwmK468fghXC+sw7XczIff3/J10b+SuN2De7LXUNKNw6wmHffesvBdKpRKA49z5+flh8vJ7Me6ZCfjm3Ryc/KgAFmPHs+f0DXpk/+4ICreewKT/vguJDydBIuvd6wjxPeceb+WNxRPyCqPRiOLiYhQVFdn9QX4rAwcORGJiIoYPHw6ZrGvewt9fB+Xbb791OMZoNGL//v0Oiws9ncFgQFZWltNHLxQKhdPi0ODBg+3+X5nNZlRVVSEyMrJL4/WEf/7znx55HVEUMXv2bJeOycjIgEKhaF+Qt7S0tH0hy6FDhwIAHn30UWzcuBFpaWlITEyEVCrFjh07kJiYiD179uCdd97B9u3bcfnyZfTv3x+zZ8/Ga/+fvTMPa+rK//87hEDCEnYSEKIsgoAg4Bq3UhUQUalStVrF6fK1OrbTOm11nLHT1tbWsbXWX7Xa6Wqt2irurAKKG6CioIgrCIIIhH0PWX9/UDLGe4OsSYDzeh4e5Jxzbz73eJPc8z6f5eOPYWZmpvJiAYC5c+cCAE6ePEnbVlRURAnbiY+Px5YtW3Dr1i2YmppCKBRi3759HV7Txo0bcfbsWaSkpKi1T5o0CXPnzsW6deugUCjwxRdfYM+ePaisrISHhwf++c9/apy/ffv2UWyLiYnB0qVLUVvbVj70888/R2xsLN544w385z//QU1NDV566SVs2bIFO3bswM6dO6FQKLBy5Uq89957qvPU1tbigw8+QFxcHCQSCfz9/fHZZ5/B19e3w+t8kqfFr2+//Rbu7u7Izs7GpEmTUFdXh7179+KHH37Ac889BwDYuXMnxo0bhytXrqj+/7ds2QIAqKyspBVP7t69i59++gnp6ekYPnw4FAoFHBwcKCLazJkzMW/evGeGhhDUUSgUGj31srOzAUAlNgqFQmzatAkikUjlPZSUlAQul6sK/REKhYiLi1M7T1JSklpeFYJuENeJcXRpNEQ36d3BLQQWiPx9IcwdzOG3zB/2I3mIXXUCjaUNtOPvHL2FitsihO+OgJWLVV+aTiD0GZe/yYCsRUZpHxrkgiHjnTuVi8nExgRT//08/F8bjUtfp+F2dC6UCs0bpo2PG5CyLhHX/nsFwncnwX2Wx4DMP0jofxDxhKBVqqurcevWLeTl5WksF0xHezyat7e3mjt7b2JgYIDRo0fDzs4OZ86c0ZiIKCsrCyKRCNOmTesXSnFVVRWSk5NRX1+vcYyVlRWCg4M79OAZMmQIbt68SWkvLi7ul+KJSCTStQkaSUtLg7+/v+pvJycn/Prrr4iKikJmZibMzc3V7r0DBw7g1VdfVfNWMDAwwObNmzF06FAUFhbivffew4cffoitW7di/PjxyMzMxJgxY/Drr79i/PjxsLKyom17WnBLTEzE0qVL8e6772L37t2QSCRISkp65jUtWLAAX331FQoKCuDi4gIAuH37NnJzc7F3714AwK5du7Bz505s27YNfn5+2Lt3L5YvX460tDS1UJeuUlhYiOTkZERHR6OgoADLly9HYWEh3NzcEBsbi0uXLuHNN99EUFAQxowZAwD4y1/+AjabjejoaHC5XPz888+IiIjA1atXYWXVvUVQ+3uw/fjs7GxIpVKVcAK0hRI6OTnh8uXLna5mlZCQgGHDhiEhIQGRkZFQKpWYMmUKPvnkE9jY/K8UZEBAAGQyGTIzMzFlypRuXcNAZ/369QgLC4NAIEBDQwP279+P1NRUJCYmIj8/H/v378esWbNgY2ODGzduYM2aNZg6daoqB09ISAi8vb2xbNkybNmyBWVlZdiwYQNWr16t2p1duXIlduzYgbVr1+LVV1/F6dOncfDgQcTGxury0gc9rXViHF16CKIceuGE62yB+b8vgrnj/yqD8AMcsDh2GRL+FoviC9S8YABQdacSv8/Zi5CvZsEtxL1PbCcQ+orah7W4eeAGbd+kdV3/HuEO4SL4i5kYvWIs0rdeQF78/Q7H1+RXI+6vJ2Hvx8PEtVMgmDyUiCgEndJ/ts4J/Ra5XI78/HycPHkShw8fxu3btzstnJibm2P8+PFYsmQJgoKC+kw4eRKBQIB58+bB2lpzsreSkhIcPXoUFRX0br36Ql5eHo4fP96hcOLm5oaIiIhnhj7Z2trSevroQyLRgUZxcbFaKVQmk6lacNva2oLH46n9f7m6umLjxo0YPny4SmT461//iqlTp2Lo0KF47rnnsGHDBhw9ehRAm5eRra0tgLaFfHvcKF3b02zduhWRkZH45z//CU9PT/j6+uLvf//7M6/Jy8sLI0eOxKFDh1Rthw4dwpgxY1SJunbs2IG3334bkZGRGD58OD766CP4+Phg9+7dXZq/p1EoFNixYwdGjBiBsLAwTJkyBffv38fmzZsxfPhwLF26FMOHD8f58+cBtFVMuXbtGvbs2YOAgAC4ubnh008/hYWFRbc9lhQKBdavX48JEyaoPBBEIhGMjIwoOWzs7e27JO4VFhaiuLgYx48fx+7du7Fz507cuHEDf/nLX9TGmZiYgMvlori4uFvXMBgQiUSIioqCp6cnpk+fjitXriAxMRHBwcEwMjJCcnIyQkJCMGLECLz77ruIjIzEyZMnVcczmUzExMSAyWRCKBRi6dKliIqKwsaNG1VjXFxcEBsbi6SkJIwaNQpbt27FDz/8QMoU65DWOjGOLouG6IYG4cSJi8jfF9KWVDWxMcELv0Zi7JsTNJ5f0iBBzP8dw4XN56CQUcN8CAR9Jf3LC7T3rGeEF+y8u/9Mbj3cBuG7I7DoxMtwnvzscHjRjXIcWxqNI4sPoiyrtNuvSyD0lC55nuzatQu7du1CYWEhAMDHxwf//ve/ERYWpjZOqVRi1qxZSEhIwNGjR/HCCy+o+oqKirBq1SqcOXMGZmZmWL58OT7//HO1RVlqair+/ve/Izc3F87OztiwYQPlIZCg/zQ2NqoSwLa0tHTpWIFAAG9vbzg5OelEYeZyuYiIiOiwlG9jYyNOnjyJiRMn6l3SVIVCgYyMDI35EQCAwWB0qRSzgYEBrK2tKYu6+vp61NbW9loSU0JbEtGueDU96aXSTmpqKr766ivcv38fDQ0NkMlkEIvFaG5u7rAS1bPIyclBVFRUt45duHAhfvvtN6xduxZKpRLR0dFYvXo1gLb7qLS0VJVDop1x48ZpLCneWQQCAczNzVV/29nZgclkqoXe2dnZqcTQmzdvorGxkZJ9vaWlBQUFBd2y4b333sOtW7eQkJDQreM7oj2sZPfu3XB3d4dCocBXX32FkJAQ3L9/X81rh8PhdPnzeDDx448/auxzdnbG2bNnn3mOoUOHUsJyniYoKAhZWVldto/Q+7TWt+JoVDTKr5fR9nOduIj8YxG4Tpo3GAyYBpj4/mTwAxyQuCYOknr6MK+ruy6j/HoZwr4Jh4mtaa/YTyD0FRW5Itw7cYfSbmBogAnvTuqV1+CPcsD8fQtQfLEIF7ecQ3k2/fuwnUfpxfjjhX1wC3WH8L3JsPGw7RU7tIm4tgW1D2tR9aAKdS11cOQ7AvrvyE74ky6JJ05OTqqdOqVSiT179iAiIgJZWVnw8fFRjfv6669pF2NyuRzh4eHg8/lIS0tDaWkpoqKiwGKx8NlnnwEACgoKEB4ejpUrV2Lfvn1ISUnB66+/DgcHB7Ir0w9QKpV4/Pgxbt26hYcPH3YpASybzYanpye8vLzUFjq6wtDQEEFBQeDxeEhPT4dCQVXe5XI5zp8/j4qKCgiFwl7LwdITmpubkZyc3GEJLw6Hg+nTp6slBe0MNjY2tDvixcXFRDzpRWxsbFQ5OzrD02LIw4cPsWjRIrz66qv44IMPYGVlhfT0dLz11luQSCQ9Ek96EqoWGRmJDz/8ENnZ2RCLxSgpKcH8+fO7fT66vEMyGTUu++n3JYPBoG1rf483NTWBz+cjJiaGcq7uJKd+//33kZiYiNjYWAwZMkTVbm9vD4lEQhEfn8yX0Rl4PB4MDQ1VSU4BqASTR48eqYknNTU1Kg8jAmGw01rfimNR0RoXbOZOXET+3rFw8iSuM9ywOGYZYlce15hw9lFaEQ6E78Wsb+fCYfTgqJ5E6J9c3HKetn3kYj9YDu3dZz7nSQIsOvYy8hPzkP7FeVTnVXc4Pj8xDw+S8jFivjcmvDMRXGf9qYapVCrRUtWM2sJa1D2sRW1hzRP/rkVrnXqOmPvf38Gc71+AtbuNhjMS9IkurfTakwm2s2nTJuzatQsZGRkq8SQ7Oxtbt25FZmYmZWF26tQp3Lp1C8nJyeDxePD398cnn3yCdevW4aOPPoKRkRF2794NFxcXbN26FUCbq/eFCxewbds2Ip7oOWKxGKdPn0ZJSUmXjrO3t4ePjw9cXFz0rmoLg8GAt7c3bGxskJycjObmZtpxd+7cQWVlJWbMmKFT4aesrAwpKSka7QTa5nvGjBmqah9dwdraGgwGgyKKFRcXdymRpj6gjRAwAF0SENvx8/PDH3/8odbWHkJDJ+I9TXZ2NhQKBTZt2qQSGNpDdnqKj48Pzp07h6VLl3b52CFDhmDSpEk4dOgQxGIxnn/+edjZ2QFo8/ZycHDApUuXMHnyZNUxly9fVuUheRpbW1s0NDSgqalJdT/n5OR046rUGTVqFMrLy8FkMntUXUupVGLt2rWIiYlBTEyMKtlvO/7+/mCxWDh79iwiIiIAAPfv38ejR48wbty4Tr/OhAkTIJPJ1PLJPHjwAIB6mfGCggKIxWJVfg4CYTDT2tAmnGgKATAfYo7IAwu7vCizHGqJRUeX4PS/knE7mt77s7GsEdGLfsfUDUHwWx5AcjgQ9I5HGcV4mEr1tDTkGGLc3/omuTWDwYD7zOFwDXbDnaO3kPHVRTSU0CdjBgClQonb0bm4e/w2fF8ehbFvToCpnXY8upQKJZpEjagtrP1TGPlTICmsRe3DGo2lzOmofVCDQ5EHMPen+URQ7Qd0e5tcLpfj0KFDaGpqUmWIb25uxpIlS7Bz5061eP120tPT4evrCx6Pp2oLDQ3FqlWrkJubi4CAAKSnp2PGjBlqx4WGhuKdd97prqkELSCRSBAfH4/KyspOjW/fJfXy8uoXu6A8Hg/z5s3D6dOnUVpK/6BVWVmJo0ePYtq0aVpPoKpUKpGbm4uMjIwOF+ve3t6YMGFCt0UqFosFW1tbSq6X0tLSTpfI1RfaF6t9jUKh0Jh8WBPTpk3Dxx9/rOaR4OzsDAaDgYSEBISEhIDNZsPMzIz2eFdXV0ilUnz33XcICwtDRkYGfv755x5fC9BWEjciIgLDhg1DZGQkZDIZkpKSOv0ZvXDhQnz++eeQSCQqj8N23nrrLWzevBkuLi7w9fXFb7/9htzcXHz//fe05xozZgxMTEywceNGrFy5EpmZmdi/f3+PrzEoKAjjxo3Dyy+/jI0bN8LNzQ1lZWU4deoUZs+ejYCAgE6d57333sOhQ4ewf/9+mJmZqbzB2kvSWlhYYNmyZfjXv/4FKysrcLlcrF27FuPGjVNLFvvgwQM0NjZCJBJBLBbjxo225H0jRoxQVckaNWoUVq9ejc8//xxyuRzvv/8+goKC1LxR0tLSMGzYMJXAQiAMVlobWnE86rBG4cTM0RyRvy+ChaB7u+uGbBaCv5wJh9GOOPvhadrSrAqpAqkfnkbptVJM3xwMlkn/+f4kDGyUSiUubj5H2xfw2hiY2vetQGHANID3iyPhMWcEbu6/gcvfpKOlSnO4qUKqwPVfsnDr4E0EvDYagSvGwphr3GM7FHIFGh83oPZP75E2YaQWdYU1qCuqg0xM9XTtLuJaMY4sOYiwHbPhGkwSS+szXRZPcnJyIBQKIRaLYWZmhqNHj6qS361ZswYTJ07UuCgpKytTE04AqP4uKyvrcEx9fX2nyit2plzWQKB9MdbVRVlfIJVKcfr06U4JJ1wuFx4eHnBzc1MttLX5f9aTeTMwMMC0adOQlZWFW7du0Y5pbW1FQkICRo0ahZEjR2plN0kmkyEjI6PDXAxMJhMTJkxQLaq7UumonfY54/P5FPFEoVCgsLAQAoGgy+ftaxQKRae8NfqKdjFLqVR22g4vLy/4+fnhyJEjqnxPfD4f//jHP/Dxxx9j9erVeOmll7Bz507ac/v4+ODTTz/F9u3bsXHjRgiFQnzwwQdYtWqVaiydXR21tf89adIk/Pzzz/jyyy/x9ddfw9zcHEKhsNPXNmfOHLz//vtgMpkICwtTO27FihWoq6vDv/71L1RWVsLT0xN79uyBq6srrc0WFhbYvXs3PvzwQ/z666+YOnUq1q5dizVr1mi0/0mebnvyun///Xds2rQJq1evRmVlJezt7TFx4kTY2NhAoVCgqKgI/v7+OHHihJqnzJO058+YPXu2WvuOHTuwZMkSAMCnn34KBoOBqKgoSCQSTJs2DV988YWabW+99RYuXryo+nvq1KkA2jyM2t9z+/fvx7p16xAeHg4TExM8//zz2LRpk9p5oqOjERUV9cz/K4VCQflc7g+VxQiEziBplOD48sMovfaYtt/MwRwv/tF94aQdBoMB3yWjYOdjj7hVJzTuoN89fhuVt0UI/y4CVq6aE9UTCNriQVI+rbDItmRj9BudqwLXGxgaG8L/lUB4LxiJrB+v4tr3VyBp0Pz8Lm2W4vI3GbixNxtj/joeo5b7w5DN6vA15FI56h/Vo+7J0JqHbb/rimqhkGrv+VEmliFmxXE8v2kGfJeM0trrEroGQ9lFn3KJRIKioiLU1dUhOjoaP/zwA86ePYu8vDy8++67yMrKUu2GMhgMtYSxK1aswMOHD9XKaTY3N8PU1BRxcXEICwuDh4cHXnnlFaxfv141Ji4uDuHh4WhublYTTxQKBRoa1L+MHjx4ALmcqvAT+gaFQoGcnBzU1NR0OM7W1hZDhgyBpaXlgHBPFYlEuHv3bof3mo2NDby8vPo0D0pLSwtu3ryJpqYmjWPYbDZ8fHx6LZyosbERmZmZlHYHBwd4enr2ymv0JkZGRhRBtj+QlJSEjRs34uzZs7S5PQi65cKFC3jttddw6dKlfpHv586dO3jxxReRlpYGLpdaMeRJysvL1QTm9lLxT2Jubk7uyz6G7hlnsCAWi1FcXAxnZ+deFe4kjRIcW34YpZn04cVmDuaI/GNRr+dzaKluRsLbcSg6V6hxjJGZEYK/nAn3MI8evVZfzd1Ah8xbGwq5AvtC96D6fhWlb/I/n6MVT7Q1dy01Lcj89hKu78mCvPXZaz0zvhnGvzMRHnNHoKGkXpVzpPZPz5G6whrUl9RDKe96eHVfM+5tISasmTgg1ky9jTbut46ecbq8qjMyMlK5AY8ePRpXrlzB9u3bweFwkJ+fT3mIjIyMxJQpU5Camgo+n4/Lly+r9be7MbeH+fD5fEqiy/LycpWb87NwdBwcsWISiQTl5eUay4lqA4VCgXPnzmkUToyNjeHp6Ql3d/du5dfoC3pr3pydneHu7o7U1FSNZYCrqqpw/fp1PPfcc6oys71JSUkJsrKyOvSicXR0xOTJk2Fs3HP3xfa5c3V1xa1btyh5VWpra3VWHakj6urqdBpOpFQqIZVKwWKxujQ34eHhKCoqQmVlpdbDwPSF7s6dNkhNTcWaNURk6e8AACAASURBVGu0ljunK9DNW3V1NXbt2tWpMEk2m90vBUcCoSMkTRIc/0sHwgnfDJG/L+x14QQAONYmiPhlPi5tT8fl7en09jVKELvyBEa/MRYT106BgSERJwna587RW7TCiZmDOUYtp1b20yYcKw6m/CsI/q+OxuXt6cg9mNOh8NFY1oiUf5xCyj9OadFKegzZhrAYagnLYZawGNr28yAlHw9P03uNX96ejqbyRkzbFEw+C/SMHm+Jt5dI/Pjjj/H666+r9fn6+mLbtm2qRLNCoRCbNm1SqySQlJQELperCv0RCoWUEn9JSUmqvCrPYrCpxUZGRjq5ZqVSidTUVBQXF9P2m5qaYs6cOXpRNYeO3pg3NpuNefPm4dy5cxpDZhoaGpCQkIApU6ao5R7oCUqlEteuXcO1a9c6HBcYGIjAwMBeX3QaGxtDIBDgzh318nUtLS1oamrSuxw2DQ0NOt0hbw+RYDAYXbajvYxvfyAtLQ0LFizQ2N/VRNJAz+aur/n00091bYJG6OZt2rRpnT7ewMBg0H2XEgY2bcLJETy+Qv85ZMozw/zfF8FyWO9vdLRjwDSA8O+TwPd3QOI7cZSKG+1c/e4Kyq+XYeaO2VpLfkkgAICsVYaMry7S9o1/Z+IzQ2C0hbmDOaZvDkHgijFI33oR92Pu6tokAG3eYyqBZJgVLP8USSyHWcLU3gwMA/Xncfd5HkhcG4eimELa8+X+noPmiiaE7ZwDFkc/5p7QRfFk/fr1CAsLg0AgQENDA/bv34/U1FQkJiaCz+fTJokVCASq5HQhISHw9vbGsmXLsGXLFpSVlWHDhg1YvXq1amd85cqV2LFjB9auXYtXX30Vp0+fxsGDBxEbG9sLl0voDZRKJS5cuIC8vDzafg6Hg1mzZumtcNKbGBkZYfr06cjJycHly5dpk7XKZDKcOXMGFRUVGD9+fI8Wga2trThz5oxG0ardpqCgoB5VCXkWzs7OFPEEaKu6o2/iCUE7BAQE4Px5+rKGBAKBoCukzRKceOUIHl9+RNtvam+KyD8Wwcql74STJ3GZ5orFMUsRu/IEKnJFtGMeZRTjwKxfMevbuXAcO4R2DIHQ2+T8dp02N4+VmzW8X/TRgUUdY+VqjVk750C0chzSvjiPh2cL+/w12ZZsWAyzhOVQq7bfwyxhIWj7zbEx6dKGpQHTAD5v+4HnxsOV7ZdoxxSkPMCRxQcx96d54Fib9NZlEHpAl8QTkUiEqKgolJaWwsLCAn5+fkhMTERwcHCnjmcymYiJicGqVasgFAphamqK5cuXY+PGjaoxLi4uiI2NxZo1a7B9+3Y4OTnhhx9+IGWK9QSlUolLly7RLpyBtoV7WFhYv8gB0FswGAz4+fnB1tYWKSkpGhPg3rx5ExUVFZgxYwZMTLr+AVhVVYWkpKQOY+Ctra0xY8YMWFj0bb37IUOGwMDAgJJ4sqioqNOVSAgDCw6HQ8mLQSAQCLpE2izB8VeOoORSB8LJ79oTTtqxEFhi4ZHFOPNBCm4dvEk7pknUhMMv/YHJ/3oO/q/0vhcpoe2ZtiJXhPxTeSi6+BAt9c3wWeCLMf83btDNd2tDK67syKDtE743Wa9DR+x9eXjh1xfxKKMYaf85rzEZdGcxsTOBxVArWA6zbPMeGWalCrdhW/SuVyaDwUDgX8fCYoglUtafog1DKssqxcHIA3hhT2SPE1kTek6XxJP2ygGdhW4XfujQoZSwnKcJCgpCVlZWl16LoB2ysrKQk5ND22doaIiZM2fCxsZGy1bpB46Ojpg3bx5SUlIgEtHvJpWXl+PIkSOYPn06HBwcOn3uvLw8nDt3rsMEtW5ubpgyZQpYrL537WOxWHBwcKCEYrSXUiUu/wQCgUDQJdIWKU68chQlGfTCiYndn8KJm24q3BiyWQj+YiYcRg9B6r+TaRNgKmQKnPv4DMqySjF9cwiMTEk5456ikClQcvkRHpzKQ/6p+xRPi7RN5yGplWDS2ik6slA3ZP2QiZZqajlg3ig+3MOG68CiruM0wRkLjixGQXI+0r64gKq7mquAmjmY/ymMtOchsVJ5kRiZaf995rPIFya2JohbfRKyFmoJ5NoHNTg4/wAifpkP+5EkJ5ku6bsyIIQBR05ODq5evUrbx2QyERoaOuiTDJqZmWH27NnIyMjQWM64paUFsbGxmDBhAnx8fDrc3ZDL5bh06RJyc3M1jmEwGJ06V28jEAho81gUFxdj+PD+8UVLIBAIhIFHm3ByBI8y6ENcTexMEPn7Qp0JJ08y8iVf2PnYIW7lCdQ/ok9Af+/EHVTerkD47rmwdh+cG1Q9QdoswcOzhcg/lYeClAca8820k7nzEni+vB5XPuovNFc24dr31CqKADBp3dR+5YXDYDDgGuyOYdNckRd/Dw/PFoJpxITlE94jFgILvcnf8iQu090Q+fsinHjlCK2Q1VzRhMOL/kD4dxEQTO670HxCxxDxhNAp7ty5g4wMenc+BoOBGTNmDJpKR8+CyWRi0qRJsLOzw4ULF2i9RZRKJdLT0yESiTR6izQ3NyM5OZlSfepJOBwOZsyYQZtvqK9xdnZGejq1aoC+iScMBgMKhULvEo4SCPqIQqHoVw/KBMLTSFukOPHqUTxK70A4ObBIr0QIni8fi2OXIeHtODxMpU9AX32/Cr/P/Q3BX8zE8HBPLVvY/2iubMKD5Ad4kJSHovMPIW+l7uZ3xKl342E93Eav7pO+4sqOS5A2SSntgilD4TxJoAOLeo4B0wAes0fAY/YIXZvSJfj+DlhweDGORR1GfXEdpV/S2FY1LPiLmRgxz1sHFhLIaoLwTPLy8jQmgmQwGJg2bRoEgv754dqXeHh4ICIiosPEufn5+Th+/Dhqa2vV2svKynDkyJEOhRMej4f58+frRDgBAAsLC3C5XEr7o0ePKLlQdAmXy0VVVZVe2UQg6CMKhQJVVVW072sCoT8gE0tx8vVjeJRWRNvPsTXB/P0LYT1c/xbEbEsOIn6ejwl/nwho0C+lTVLE/fUkzn+aCrlUcxjvYKW2sAbX/nsFh148gO/H7ELKukQUJOd3WTgB2uY6ZsVxSBolfWCp/lBfXIcbv2XT9k0cZKFL+oKVqzUWHlmiMTxHIVUg8Z04XP3uCm2KDELfQjxPCB1SWFiI1NRUjf1Tp04lSSI7wMbGBvPmzeuwQk5NTQ2OHTumqpCTm5uLjIyMDj8QfXx8MH78eDCZzL4yvVMIBALcvKme7K61tRUikUhnos7TGBkZwcLCAtXV1Tr5klEoFKo8MMT7pWuQuese3Z03BoMBCwsLGBmRvAqE/ke7cFJ84SFtP8eGg8gDC2Hjob8V4RgGDIx/eyJ4oxyQ+HYsxLX04SXXvs9E2fUyzNo5B6b2g7ecsVKphCinHPmJeXhw6j6q7lX16vlr8quR9F48Zu2aO2A98jK2XYRCSt1cGh7uAZ6ffjzHDUbaq4DFrjyOovP0n2kXPjuLxvJGTN0QRCmDTOg7iHhC0MijR4+QkpKiccE5ceJEeHgMjnjQnmBsbIzQ0FBkZWVpzBkjlUqRlJQEOzs7VFRUaDwXk8nElClT9CYshk48AdpCd/RFPAHaBBRdlVAWi8Wor68Hj8cjiXS7CJm77kHmjTDYkIllOPl/mhcZHBsO5uu5cPIkw4JcsDhmGWJXnYAoh94D9fHlR9g/61fM+nYOhoxz0rKFukMukePRpWI8OJWHB0n5aCzVXIHwWbAt2XCZ4QbXYHfkJd7D3SO3KWPy4u/j2ndXMHrluJ6YrZdU3q3A7SPU/HwMJgPC9ybrwCLCkxiZGWHuT/ORvDYRd47S51HM/vEqmkWNCN4aBkNjsqzXBmSWCbSUlZUhKSlJY6jD2LFj4eOjfzXf9RUGg4HAwEDY2dnhzJkzaG1tpR3XkXBibm6O4OBgvapmxOfzwWKxIJWqx8oWFRVh7NixOrKKQCAQCIMFmViGmBXHUHSukLafY90mnNh62mnXsB7CdbbAgujFOPvRadw8cIN2THPFn+WM//kcAl4bPWC9IySNEjw8W4D8xDwUnHkAST39M1RnMHfiwi3EHW4h7nAc66QqwcsXOqDsZinq7tVSjrn4n/Ow9+X32/wfmkj/4gJAsz/qs8gXVq66T6ZMAJhGTIR8FQZTvhmu7rpMO+beybtormjG7O9fgDHXWMsWDj6IeEKgUFlZiYSEBMhk9DGi/v7+8Pf317JVAwNnZ2e88MILSE5ORlVV591LnZ2d8fzzz8PYWL8+FJlMJhwdHfHwofpuX3V1NRobG2FmZqYjywgEAoEw0GkXTh6eLaTtZ1v1T+GkHUO2IaZvDgE/0AFnNqTQ5u5QypU4/0kqyq49xowtMwfMk32TqAkPkvOQn5iHR2lFkEu6n+PFztserqFtgomtlx2tyGRobIjAD8ciffV5SriUUqFE/JsnsTh2GcwdB0ZOqMdXSvAgKZ/SzjQ2xPi3hTqwiKAJhgEDk/8xFWY8M5z9+DSt4PUooxiHFhzAC3siYcbXnGuR0HMGyEcsobeoqalBXFwcxZOgHW9vb4wZM0bLVg0suFwu5s6di4sXL+LevXvPHB8YGIjAwEC93VESCAQU8QRoC93x8vLSgUUEAoFAGOjIWmWIXXm8Y+Fk/wLYjuifwsmT+Cz0hZ23PWJXnqCtwAEA92PvofJOJYK/mQn007RFNfnVyE/Kw4PEPJRmPaZdJHYGBpOBIeOc4BriDrdgd3CdLTp1HIdngunbQhH32gkoFeov3lLdgthVJ/DiwZf6fXiEUqnExf+co+3zfyWALL71FP9XAmFqb4rEd+JoxcSqO5U4OH8/Xtjzol4mxR4o9O93P6FXqa+vR1xcnMaQEg8PD0ycOFFvF/H9CUNDQ0ydOhX29vZIS0ujDY8yMjLC888/r/eVjJydnWnbiXhCIBAIhL6gTTg5gcIz9GV92ZZszN+/AHbe9lq2rO+wH8nD4thlSHwnDoWnH9COqcmvxpEXD8F79UiYTjWBqaUpDDkssDgsGHIMYcDUr8TbSoUS5dfLkH/qPvIT81CTX93tcxlyDDF0qgvcQt0xbJorOFacbp3HaaIzhO9PRtp/qFUmy7PLcPaj05j+eUi37dQHCs8U4PGVEkq7MdcYY1YNvNwuA4nh4Z7gWHNwcsVx2vC1hpIGHIw8gLk/zYPjmCE6sHDgQ8QTAgCgsbERsbGxaG5upu13cXHBlClTiHDSizAYDHh5ecHGxgbJycloampS9VlbWyM4OLhflAw1NTWFjY0NJQyppKQEMpkMhobkY4ZAIBAIvYOsVYa4VSc0CgjGFmzM379wQAkn7bAt2Jj74zxc2ZGB9K8u0npmyJqluPFFFm58kUXpYxoz/xRS2sSU9n+zTFhgcQz/J7SYsMBiG6r6nh5ryDEEi/3Ev01YMGSzwDRmPvM5UdYqw6P0YuSfykNBUh6aRE0dju8IjjUHLjPc4BY6HILJAhiyWd0+15OMWTUO5dllyE+8T+m7uf8G+P4O8Fnk2yuvpW2UCiXStlCFIQAYvWoc2JbdE50I2sNJKMCCQy/h+PLDaCxrpPS31olxZMkhhH0TDrdQ/SgwMZAgqxoCWlpaEBcXh8ZG6hsQ+F++DVIqtG+wt7fH/PnzkZubi9raWtjb28PLy6tfiQ7Ozs4U8UQmk6G0tFSjZwqBQCAQCF1BLpEj7q8nUZDSkXCyAHY+A084aYdhwMC4vwnB83dAwt9iIa5p6fSx8lY55K1yQEMJ5N6wzfAJEYbFMfxTiGkTZIC2KkGSRkm3X8NCYNEWjhM6HA6jHfvEm4bBYCB460xU51XResOc+SAZtl52/bKU793jt1F5m1qcwNTeFP6vBOrAIkJ3sB1hh4VHl+BY1GFU36fmUJT/6Z0X9Ml0+C0leSp7k/6zOiP0Ca2trYiLi0NdHX0MrYODA2bMmAEmk6llywYXbDYbo0eP1rUZ3UYgECA7O5vSXlxcTMQTAoFAIPSYNuHkBAqSqUkugbaQg/n7FsB+JE/LlumGoVOHYXHsMsStOoHy62W6NgdAm1eDtEkKaZMUnZd0no29Lw9uIe5wDXWHjYetVrygjc2NEb57Lv6I2Adps3oeQHmrHLErj2NxzDJwrE363JbeQi6RI33rRdq+cW8LweL0jucOQTuYO3KxIPolnHz9GG0YllKhxJl/JaOprBET3p1Eogd6CeJKMIiRSCRISEhAdTV9jKm9vT1CQkL6lQcEQTfY2dnRVgIqLi6GUtnNjG8EAoFAIOBP4WT1SdrqIECbcDJv/wLY+w4O4aQd7hAuXjz0EnyXjtK1Kb2KgaEBnCcPRdDG6Xg1fQUWxyzDuL8JYetJXymnr7DxsEXwlzNp+xpKGhD/ViwUcmrOOn3l5oEbtAmHLYZa9tswpMEO25KDeb+92GF4zuVvMpC8NhEKWf+5V/UZIp4MUmQyGU6dOgWRSETbb21tjdDQUBgZ9dOU7QStYmBgQOthUl9fr9GriUAgEPSNXbt2wc/PD1wuF1wuF0KhEPHx8ZRxSqUSYWFhYDAYOHbsmFpfUVERwsPDYWJiAnt7e7z//vuQydRLzKampiIwMBDGxsZwd3fHL7/80peX1a+RS+WIfzMGD07l0fYbcY0xb98C8Hz7XwhFb2BobIhpm4IR8lUYjMz67zMby5QF91keCP16Fv7v2l8xf98CjFoeoPPSwMPDPRG4gr7KZPGFhxo9OfQNSZMEl79Jp+0TvjcZTBbxMO+vGLJZmLVrDvyWaQ7PuXXwJk6+fhTS5u6HzBHaIC4FgxC5XI7k5GSUlpbS9ltYWCAsLAxsNlvLlhH6M87OzsjLoz7cFhcXw9LSUgcWEQgEQtdwcnLC5s2bMXz4cCiVSuzZswcRERHIysqCj4+PatzXX39NuwMul8sRHh4OPp+PtLQ0lJaWIioqCiwWC5999hkAoKCgAOHh4Vi5ciX27duHlJQUvP7663BwcEBoaKjWrrU/IJfKkfx2Im3iTuBP4eS3F/tl7onexivSBy7TXVF0qQilhY9hYWIByABpixSyFimkzVLIxLK233R/t0gha5GpfmsDjq0J3ILd4RriDueJAhiy9XNZMmndVIhyyvEovZjSl7nzEnh+fLjP1O/EnNk/XUNzBbUohJ2PPTxme+rAIkJvYsA0QNAn02HKN0P6FxdoxxSeKcDhxQcx96f5MLHpP+Fm+oZ+fkoR+gyFQoHU1FQUF1O/AADAzMwMs2bNgokJeVMRuoaTkxMYDAYlTKeoqAi+vsQdlEAg6D9z5sxR+3vTpk3YtWsXMjIyVOJJdnY2tm7diszMTDg4OKiNP3XqFG7duoXk5GTweDz4+/vjk08+wbp16/DRRx/ByMgIu3fvhouLC7Zu3QoA8PLywoULF7Bt2zYinjyBQqZAyrunUJBIH6pjZG6EeXtfBH+UA23/YIRtyYHguaFguLZ5g3Z3E0ypUELW2oHQ0v53ixSyZimkKtHlGWNbZDCxMYFgylC4hriDH+Cgd+WT6TAwNEDYjtk4MPs3NJY2UPqT3o2Htbs1rN1tdGDds2mpacHV7y7T9k1aNwUMA5ILYyDAYDAw7s0JMOOZIXldIpRyath8eXYZDkUewAu/RsJCQDY2uwMRTwYRSqUS58+fx4MH9FnqORwOZs2aBTMzMy1bRhgIsNls2Nvbo7y8XK29rKwMEomEhIARCIR+hVwux6FDh9DU1AShUAgAaG5uxpIlS7Bz507w+VRvh/T0dPj6+oLH+1/ujdDQUKxatQq5ubkICAhAeno6ZsyYoXZcaGgo3nnnnWfaJBb3TZUUfUPcJEb2Z1dRdu4xbT/LlIVZP86F5QirQTMnnUUikaj97jYMwMDUAEamxjACNadZbyCRSgDps8dpg2fNm4EZEzO2h+LEy0egkKrnjpA0SnByxTHMO7hAL0OnMv7fRUgaqNflOG4I7Mfxe/we6rV7bpDRV/PmOscdM7ksJL0dT+tFVltQgz/m7UfYf2f3y8pkfTFvXRGaiXgySFAqlUhPT8e9e/do+42NjTFr1ixYWFho2TLCQEIgEFDEE4VCgZKSEri4uOjIKgKBQOg8OTk5EAqFEIvFMDMzw9GjR+Ht7Q0AWLNmDSZOnIiIiAjaY8vKytSEEwCqv8vKyjocU19fj5aWFnA4HI22PX78GHK5vNvX1h9QyBW43oFwYmhiiDGfT4DEWqrRi5YAyncxoXN0OG/WgPdqX9z8+jqlqza/BvFrYhDwwRi9qmrSImrBzb03aPuGLnXFo0ePeu21yD3XPfpi3hiuBhj3xURkbsiApJYqMrRUNuP4y4cR+OE42I3pfwIK0HvzxmQy4erq2unxRDwZJGRmZiI3N5e2j8ViISwsDNbW1lq2ijDQcHZ2xpUrVyjtxcXFRDwhEAj9Ak9PT2RnZ6Ourg7R0dFYvnw5zp49i7y8PJw+fRpZWVk6s83R0VFnr60NlEolzqxNRulZDR4nJizM+mku+AEkVEcTEokE5eXl4PF4xOOzC3R23pxWOkFaJMHdI7cpfWXnHqMmqRKjXgvsS1O7xNndpymeMgAwLNgVfqG9U6WJ3HPdo6/nzdnZGQIPAeJeO4H64npKv7xFjqsbLuG5z6bDI6L/5L3R9f1GxJNBQHZ2NrKzs2n7mEwmZs6cCTs7Oy1bRRiIWFtbw9TUFE1NTWrt7SWL9Wk3hkAgEOgwMjKCu7s7AGD06NG4cuUKtm/fDg6Hg/z8fEoC7MjISEyZMgWpqang8/m4fFk9t0D77lh7mA+fz6fsmJWXl4PL5XbodQJ0zbW4P3I/9i7un7hL28cyZeGFX1+E45ghWraqf2JkZDTg75e+oDPzNuPzENTcq4boJnXn+9KX6XAMcILzREFfmdhpqu9X0Yo8DAMGJq+d2uv3B7nnukdfzhvbk4+FR1/GiVeOQJRDvV8VMgXOrE2CpKYVo98Y26+e03V1v+l/liZCj8jNzaX1BADaysuGhITQxm0TCN2BwWDQlixubm5GVVWVDiwiEAiEnqFQKNDa2op//OMfuHHjhmpDon1TYtu2bfj5558BAEKhEDk5ORCJRKrjk5KSwOVyVaE/QqEQKSkpaq+RlJSkyqsymLn2fSZtO8uEhRf2EOGEoB8YslkI3z0XbEvqwk2pUCL+zZNoeEzd6dc2aV9egFJBTRrqFekDGw9bHVhE0AWmdqaI/GMRhj43TOOYi5+fw7mPz9DeLwR1iHgygLl37x7S0tJo+xgMBqZPnw4nJyctW0UY6AgE9LstRUVFWraEQCAQusb69etx7tw5FBYWIicnB+vXr0dqaipefvll8Pl8jBw5Uu0HaPvMaw9LDAkJgbe3N5YtW4br168jMTERGzZswOrVq2Fs3JZ0c+XKlXjw4AHWrl2LO3fu4Ntvv8XBgwexZs0anV23PlCWVYqyrFJKO8uEhYhfI+E4lggnBP2B62yBmd/MBmg26luqWhC76gRkrdop+UxHWXYp8hOoJb6ZxkyMXzNRBxYRdImRqRHm/DgPXpHeGsdk/3wN8W+ehEysu/u2P0DEkwHKgwcPcO7cOY39QUFBGDZsmPYMIgwaHB0dYWBA/Wghif0IBIK+IxKJEBUVBU9PT0yfPh1XrlxBYmIigoODO3U8k8lETEwMmEwmhEIhli5diqioKGzcuFE1xsXFBbGxsUhKSsKoUaOwdetW/PDDD4O+THH2z9do2yetn4ohY8lGD0H/GDp1GITvTabtK88uw9mPz2jZojaUSiUubqZfA/gt8wd3CFfLFhH0ASaLieCtYRizerzGMfdj7+HY8mi01pEqZpogOU8GIEVFRThz5gyUSnrXq8mTJ6viuQmE3obFYsHBwQElJSVq7SKR6JmVJAgEAkGX/Pjjj10aT/c9O3ToUMTFxXV4XFBQkE4Tz+objeWNuB9LzXVixDWG94s+OrCIQOgcY/86HuXXy/DgVB6l7+a+6+D78+Gz0FerNhVdeIhH6dQNKyMzI4ztYOFMGPgwGAxMWjsFZvamSP3oNECzVCzJeIRDC37HC79Gwoxvrn0j9RzieTLAePz4MZKTk6FQUDNrA8D48ePh5eWlZasIgw1NoTu9WRKPQCAQCAODnH3XoZBRn1tGvOgNlgmp3kHQXxgGDIRsDYOlqxVt/5kNySjPKdOaPUqFEmmbz9P2Ba4YC461idZsIegvo/4SiFk754BpzKTtr7pbiT/m7UfVvUotW6b/EPFkACESiXDq1CnI5XLa/sDAQPj5+WnZKsJgRJN4QkJ3CAQCgfAkslYZcvZdp3YYACNf1u6OPYHQHYy5xpj9XQRYJixKn7xVjtiVJ9BS06IVW+7H3aWtAsSx4SDg9dFasYHQPxge7ol5e1+EMdeYtr/xcQMORR4gAspTEPFkgFBVVYWEhARIpVLafl9fXwQG6k/decLAhsvlwsLCgtJeXFys0StqIJKTk4Po6GicP38eCQkJyMjIQEFBAZqbm3VtGoFAIOgF92PuoqWS+pnIE/Jh7kRyMxD6BzYetpjxBX3eooZH9Uh4KwYKed8+/8ilcqR/eZG2b9xbQhiZEi8ugjpDxjtjweHFMHOgD89prW9F4jtxGlNBDEaIeDIAqK2tRXx8PFpbW2n7R4wYgfHjx/er2t2E/g9dyWKJRILycuqOyEAkPz8fGRkZaGlpgVwuR0VFBXJycpCcnIx9+/bhwIEDOH36NHJzc1FZWTmoRCUCgUAA2nLGaEoUO2yem5atIRB6hsfsERq9O4rOP0TGVnpho7e4degmagtqKO1cJy58Xx7Vp69N6L/YeNhi4ZHFsPGwoe2vyBWh8EyBlq3SX0jC2H5OY2MjTp06hZYWendANzc3TJo0iQgnBK0jEAhw8+ZNSntxcTEcHBx0YJH2UCgUyMzM7HBMY2MjGhsbkZ+fDwAwNDSEnZ0deDweeDwe7O3twWaztWEugUAg6ITSzMcQ5VAFdWsPG1iPon+QJxD0mcnrn4PoZjlKMqg53q7svASe/Itz2AAAIABJREFUvwPcQnq/aIO0RYpL29Jo+4TvTgbTiD63BYEAAOaOXLwYvRgnXz+Gx5dp7t0dGRj2vAtZT4J4nvRrWltbkZycjKamJtr+oUOHIigoiLZsLIHQ1/D5fLBY1PjfwZD3pKCgAPX19V06RiaTobS0FNnZ2UhMTMTevXtx6NAhnD17Fnfu3EFNTQ1xmyQQCAOK7F/ovU5GRvmRh3RCv8TA0ABhO+bAjG9G23/q73GoeVDd6697/ZdraBJR1wM2I2zhETGi11+PMPBgW7Axb28k7b1bevUxragyGOnSqnrXrl3w8/MDl8sFl8uFUChEfHw8AKC6uhpvvfUWPD09weFwIBAI8Le//Q11dXVq5ygqKkJ4eDhMTExgb2+P999/HzKZTG1MamoqAgMDYWxsDHd3d/zyyy89u8oBiFgsxvXr19HQ0EDbP2TIEEybNo0IJwSdwWQyMWTIEEp7dXU1GhsbdWCRdlAqlcjOzu6Vc9XW1uLevXs4f/48oqOjsXfvXiQkJCArKwslJSUacxwRCASCvtNQ2oC8+HuUdrYlG8PneOrAIgKhdzC1M8WsXXNhwKI+g0saJIhZcRySJkmvvZ64TozMby/T9k1cOwUGTLIWIHQOQzYLgSvG0vZd2XlJy9boJ10K23FycsLmzZsxfPhwKJVK7NmzBxEREcjKyoJSqcTjx4/x5ZdfwtvbGw8fPsTKlSvx+PFjREdHAwDkcjnCw8PB5/ORlpaG0tJSREVFgcVi4bPPPgPQtmMbHh6OlStXYt++fUhJScHrr78OBwcHhIbSJ2IabEgkEqSkpGhMOsnj8RAcHAxDQxKVRdAtzs7OKCwspLQXFRXB29tb+wZpgUePHqG6uvd3lYA2b7Pi4mKV9w6DwYC1tbVaqI+5uTnZsSUQCHrPjb3ZUMqp3nQjl/jBkE2eXwj9G4dARzz34TSc2ZBM6au+X4XktYkI2zG7V76vr+6+jNZ6at5Dx7FD4DLNtcfnJwwuRi72xeVvMiB+qkLUw7OFKM8pA8+XryPL9IMufTvNmTNH7e9NmzZh165dyMjIwGuvvYbDhw+r+tzc3LBp0yYsXboUMpkMhoaGOHXqFG7duoXk5GTweDz4+/vjk08+wbp16/DRRx/ByMgIu3fvhouLC7Zu3QoA8PLywoULF7Bt2zYingCQSqVISEjQuDiztbXFzJkzacMlCARt01HJ4oEqnmRlZdG2T5gwAc7OzhCJRCgvL0d5eTlqaqiJ3bqCUqlEVVUVqqqqcOvWLQAAh8NRiSk8Hg+2trZgMkmsM4FA0B9kYilu7r9BaWcwGfBb5q8DiwiE3sd36SiUZZfidnQupe9+zF3w/R0Q+H9jevQajeWNyP6JPvxt4ropZDOF0GVYJkYIeDUQ6TQJjjO/vYzwXXN1YJX+0G1pXy6X49ChQ2hqaoJQKKQdU1dXBy6Xq/KASE9Ph6+vL3g8nmpMaGgoVq1ahdzcXAQEBCA9PR0zZsxQO09oaCjeeeedTtklFou7eUX6j1QqxZkzZzRWK7GwsMDzzz8PhUIxoOehJ0gkErXfhM7TnbkzMDCAtbU1RewrKSlBU1PTgFvUtwsjT2NkZAQnJyew2WwIBAKVqCSRSFBZWYmKigqIRCJUVlZSwhi7SktLCwoLC1UePwYGBrCxsYGdnR3s7Oxga2sLExOTHr2GtiDv1+7RF/NGkhcTepO7x+9QdjUBwH3mcJg7cskzDGFAwGAwMG3TDFTerkBFrojSf+Hzs7AfaQ8nIf1GU2e4tD0dMjH1ucFluiuGjHXq9nkJgxu/5QHI3H0Z0ib18PC8+HuozquCtfvgTejdZfEkJycHQqEQYrEYZmZmOHr0KO0OcmVlJT755BOsWLFC1VZWVqYmnABQ/V1WVtbhmPr6erS0tIDD4XRo3+PHjyGXy7t6WXqPTCZDTk4OJYdMO2w2G97e3qioqNCyZf2TwVIuty/o6tyZm5tTxBO5XI6cnBzY2AysD98bN6g7qUBb+FJlZaXG46ytrWFtbQ2lUommpibU1dWhvr4edXV1PV5EKBQKVFRUqH02sNlscLlcWFhYgMvlgsPh6HWYH3m/do/emjcmkwlXV+L6TegdOipPPOqVQC1bQyD0LYZsFsJ3z8WB2b+htU79+1wpVyLuzRgsjlkGcwfzLp+7pqAGub/TPHcwAOH7U7prMoEAtgUbfsv8cXX3FfUOJZC5+zJCvgzTjWF6QJeflj09PZGdnY26ujpER0dj+fLlOHv2rJqAUl9fj/DwcHh7e+Ojjz7qTXufiaOjo1ZfTxtIpVKcPn1ao3BiYmKC0NBQmJnRZ/Ym/A+JRILy8nLweDwYGRnp2px+RXfnjs1m4+HDh7Tnc3Z27k0TdUp1dTVtOJ2RkREcHR27fc+1tLSgoqJC5aFSWVkJhULRI1vFYjHEYjFEov/thLFYLJiYmMDU1BQmJiaqnyf/ZrFYWnUBJu/X7kHmjaDPlFx6hMrb1I0eOx97OI6hJhknEPo7FgJLhH0TjmPLDwNPpflpqWxG3KoTiPxjEQyNu7Ysy9h6gTZv0IgXvGHnZdcTkwkEBLw2Btk/X4O8Vd0p4e7R25jwzkRwnSx0ZJlu6bJ4YmRkBHf3tvrko0ePxpUrV7B9+3Z89913AICGhgbMnDkT5ubmOHr0qFruDT6fj8uX1bNBt++M8fl81e+nd8vKy8tVu6PPYqC5FkskEpw5c0ZtkfMkxsbGCA8Ph6WlpZYt698YGRkNuHtFW3R17oYMGQI2m03xoHj8+DGMjY0HTDzu7du3adu9vLzAZDK7fc+x2WxYWVnBw8MDQJvXTlVVlSpvSnl5ucbk0V1BKpWirq5Oo0gLtAkspqamlB8zMzPVv42MjHr9/5S8X7sHmTeCPqLJ68T/1cAB831AIDzN0OdcIPz7JNo8EmVZpTi38QymbQru9PlEOeW4d/Iupd2AZYAJf5/YI1sJBAAwtTeFz0Jf3NirXkFSIVPg2n8zEbRxuo4s0y099tNWKBRobW3L8FxfX4/Q0FAYGxvjxIkTlIc2oVCITZs2QSQSwd7eHgCQlJQELper8lwRCoWIi4tTOy4pKUljXpWBjEQiQXx8vEbhhMViISQkhAgnBL3GwMAATk5OyMvLU2tvaGhAXV3dgLh/6+rqUFBQQGlnsVjw9PTU+B7uDkwmE/b29rC3t4evr68q1OdJMaWqqgpKJXU3qqdIpVLU1taitrZW4xhDQ0NageVJkWUgiWYEAqHz1D+qw4NTeZR2jg0HHrNH6MAiAkF7jH1zAsqul6EgOZ/Sl/PbdfADHOD94shOnevilvO07b4vj4KFoP8/VxH0g9FvjEXO/usUD6ebv+dg7FsTYGpnqiPLdEeXxJP169cjLCwMAoEADQ0N2L9/P1JTU5GYmIj6+nqEhISgubkZv/32G+rr61FfXw8AsLOzA5PJREhICLy9vbFs2TJs2bIFZWVl2LBhA1avXg1jY2MAwMqVK7Fjxw6sXbsWr776Kk6fPo2DBw8iNja2969ej2ltbUV8fLzGHCYcDgcjR44cEAtPwsBHIBBQxBOgrWTxQLiHr1+/TitWeHl5qT7b+goGgwEzMzOYmZnBzc0NQJvIUVlZqSaotIvcfY1MJnumBwuTydToudL+QzwmCISBx41fs6FUUD8rfZeMIuWJCQMehgEDoV+F4cDc31BXSN2EOP3PZNiOsIP9SB7N0f+j+GIRis4VUtpZJiyMfXNCb5lLIIDrbIERL3jh9uFbau3yVhmyf7qKSeum6sgy3dGlbyqRSISoqCiUlpbCwsICfn5+SExMRHBwMFJTU3Hp0iUAUIX1tFNQUIBhw4aByWQiJiYGq1atglAohKmpKZYvX46NGzeqxrq4uCA2NhZr1qzB9u3b4eTkhB9++GFQlSlubW1FXFycxgSTJiYmmDFjhkqcIhD0HScnJzAYDIrAUFxcDD8/Px1Z1Ts0NTXh/v37lHYDAwOMHNm5HaTehsViwcHBAQ4ODgDaEjTW1dX1apnkniCXy9UEdjqYTCZMTEzA5XJhZWVFxBQCoZ8jbZbg5gFqcksDQwP4kvLEhEGCsQUbs/8bgT8i9kHWol4lR94qQ+wbx/FSzDJwrOhTFSiVSlzcco62L+D10YPSE4DQt4xZNR63j9yi5Ou58Ws2xqwcB2OLwfV81iXx5Mcff9TYFxQU1Ck38aFDh1LCcujOlZWV1RXTBgxisRjx8fEdCifh4eFgs9lEPCH0G4yNjcHj8VRVtdopLS2FRCLp10ktc3JyaBO4enh4wNTUVC9KbjIYDFhaWsLS0lKVO6W1tRUikQh1dXVoampCU1MTGhsbVf/ui7CfriCXy9HQ0ICGhgbExMRg6tSppOILgdCPuXPsNlrrqR5w7rM8YMYjCe8JgwdbTzvM2DITCW/FUPrqH9Uj8e1YzP15PgyYBpT+/MQ8lGeXUdrZVhwErhjbJ/YSBjfWw23gFjoc+QnqG4WSRgmu783GuEHm7UR8JPUIsViMuLg4VFVV0fabmpoiPDwcFhYWerEgIxC6grOzM0U8USqVKCkpgYuLi46s6hlisZg2USyDwcCoUaN0YFHnMTY2hrOzM23FI6VSiZaWFpWQ8rSw0v7T06o/nUUqlSIlJQUlJSUQCoV6XVaZQCBQUSqVuK4pUSwpT0wYhHjOHYGy7FJk/3iV0vfwbCEubUuD8L3Jau0KmQLpX9DnOhn75ngYm/dtmDBh8DJ29XiKeAIA2T9eRcBro8HisGiOGpiQJ1A9QSwWIzY2lrbUKdAmnMyePRtcLlfLlhEIvYNAIMCVK1co7UVFRf1WPMnNzYVMJqO0u7q69uv3KoPBUJUntrOjL3eoVCohFospgsrTIotcLqc9vjvcuXMHZWVlmD59OqytrXvtvAQCoW8pvliEqnvUjSGePx8OgY46sIhA0D2T109Fxc1ylFx6ROm7/E0GeKP4cA3+XyqE24dzUZ1HXSeYOZrDbykJfSP0HTw/PgRThqLo/EO19pbqFuT+njOoRHAinugBLS0tiIuL0yicmJmZITw8vF8vxggEKysrmJqaoqmpSa29uLgYSqWy31VfkUqlyM3Npe3Td6+T3oDBYIDD4YDD4cDW1pZ2jFKpRGtrq0bPlfb2rggstbW1OHbsGCZMmAAvL69+d98QCIOR679o8Dr5y+B54CYQnobJYiJsxxwcmL0XTeWNlP7ENXF46eQyWLlYQSaWIWNbGu15JqyZSBIuE/qcsavHU8QTALj63RX4vjwKTCOmDqzSPuSdpmOam5sRFxenMXmjmZkZZs+eDXNzcy1bRiD0LgwGA87Ozrhz545ae0tLCyorKzV6OOgrt2/fpq1g4+zsDBsbGx1YpH8wGAyw2Wyw2WyNc6JUKiGRSCieK5WVlSguLqY9Ri6X4+LFi3j8+DGmTJnS5xWNCARC96l9WIsHNKVZTexMMTzcUwcWEQj6g6m9KWZ9OweHX/oDCql6KKykQYLYN45j0bElyNl3A42lDZTjrd2t4TXfR1vmEgYxQyY4wyHQEaXXHqu1N5Y24M7RW/BZ5Ksjy7QLNRMRQWs0NzcjNjZWo3Bibm6OOXPmEOGEMGAQCAS07ZoWyfqKXC5HTk4ObV9AQICWrenfMBgMGBsbw9raGs7OzvDy8sKYMWMwc+ZMTJo0CUym5p2MgoICHDlyhJJLh0Ag6A839mRRqjQAgN+ywbNTSSB0hOOYIZj67+dp+6ruViLxnXhc2XmJtn/i2ikwMCTLOULfw2AwMObN8bR9mbsuQyHXTh48XUPebTqiXTipraXWeQcALpeL2bNnw8yMZKAnDBwcHR1pF8P9TTy5f/8+mpubKe18Ph88Hk8HFg1MXF1dMXr06A7zmzQ2NiImJgZZWVlaS2BLIBA6h6RJgtyDVKHZgGWAkUsGfngjgdBZ/Jb5wyvSm7YvP/E+xDUtlHZ+gANcQ9xpjiAQ+gaXaa6w9aJ6itcW1CAv/p4OLNI+RDzRAU1NTYiJiSHCCWHQwWKx4ODgQGkXiURoaaE+GOgjCoUC169fp+3z9ycJ23obExMTzJw5EyNHjtQ4RqlUIjMzE3FxcZScOgRCV9i1axf8/PzA5XLB5XIhFAoRHx+v6n/jjTfg5uYGDocDOzs7REREUEIRi4qKEB4eDhMTE9jb2+P999+nJJZOTU1FYGAgjI2N4e7ujl9++UUbl6d1bkfnQtIgobR7zBkBUztTHVhEIPx/9u47rqmz/x//KwmEvWTKCEO2sgTF6O3CgQWrVbqsW3s7qvauHVpb24+jVutd9ed919XWOuqoYrW3gkpprRNUQEFAUZS9RfYIAZLvH/xIjUkQwjgJvJ+Ph4+W65yc8z6XmOS8z3W9L9XEYrEQ9PUEmHtatPs1I1aPpLpfpEexWCwEvCd/9EncrlsQi+UMM+xlKHnSw1qfklZWVsrdbmRkhMmTJ0NPj75UkN5J3tK4gPqMPsnMzERVVZVMu6mpKWxtbRmIqPfjcDjg8/kIDg6Gtra2wv0KCwtx+vRp5OTk9GB0pDextbXFli1bkJCQgPj4eAQFBWHq1KmS4tD+/v44cOAAHjx4gKioKIjFYkycOFFS9Li5uRmhoaEQCoWIiYnBoUOHcPDgQXz55ZeSc2RmZiI0NBRjx45FYmIiPvjgA7z77ruIiopi5Jq7i1gkRtKhu3K3+S6gQrGEvEhDWxOh+6ZAy0jx51wr+9EOsOXLnwpNSHdyCXWFkYOxTHvp/afIvpzJQEQ9i5InPaimpgaRkZFyb7wAwNjYmBInpNdT57onYrEYiYmJcrf5+vrSE6BuxuPxMH36dFhbK17aVCAQICoqCrGxsV26TDLpG1599VWEhITAxcUFrq6u2LRpE/T19XHz5k0AwKJFizBq1Cg4ODhg8ODB+Oqrr5Cbm4usrCwAwO+//4779+/jyJEj8PX1xSuvvIKNGzdi165dEApbRmDs3bsXjo6O2LZtGzw8PLB8+XK8/vrr2LFjB1OX3S1yrmWh/InsKoL9/a1h6WXFQESEqD4jnjEm/ScUeMnXieGrRvZMQIS8gM1hI2DJULnbFNXm6U1otZ0eUl1djcjISFRXy1bKBloSJ63DfAnpzQwNDWFsbCwzbS0vLw8ikQhsturmdHNzc+UuKW5kZAQHB4eeD6gP0tPTwyuvvIKkpCQkJCQoHCKakpKCoqIiBAUFwcjIqIejJL1Bc3MzwsPDUVtbCz6fL7O9trYWBw4cgKOjo2REXWxsLLy8vKRqHwUHB2Pp0qVITU2Fn58fYmNjMX78eKljBQcH44MPPnhpTAKBoJNX1XMSfoyX2+45y+ul19GaaGr9L2k/6jvlqFK/WQ3rj4AVgYj/j/wb0QGhLjB0NlKZ9wNV6jt1os795hg6ALrb9VBXIj1VuiAuH5nXM9A/QPFDrs7qjn5ra1Tziyh50gOqq6sRERGBmhrZNdwBwMTEBKGhodDR0enhyAhhhp2dnUzyRCgUori4WG5NFFWhaNSJt7e3Sid9ehs2mw0/Pz9YW1vj0qVLCt9bS0tLcebMGYwYMQIuLi49HCVRV8nJyeDz+RAIBNDX18eZM2fg6fl3Icfdu3dj1apVqK2thZubG6Kjo8HlcgEARUVFMkWjW39uXRVK0T5VVVWor69v87tAQUGBWoyoqsmrQe7VbJl2bTNtaHpw2z3SsLi4uKtD6zOo75SjKv1mPtkSFnFWKImVXk2OxWHB9k2eSo7WVZW+Uzfq2m/20x3xYG+KTHvs/3cdQzbLPnDoal3VbxwOB05OTu3en5In3ayqqgqRkZEKv9z369cPISEhlDghfYqdnZ3cpX5zcnJUNnlSWFgo941aT0+PbswZYmlpienTp+PatWvIzJQ/z7axsRGXL19GXl4eRowYIbnJJUQRNzc3JCYmorKyEqdOncLcuXNx5coVSQJl5syZmDBhAgoLC/Htt9/izTffxI0bNzr05EpZbU1ZUyU3Dl2V2+412xf2jvYvfX1rMt3S0pL+zXYQ9Z1yVLHfLP9jiXNzzuDZg1JJ29AP+XAf5sFgVLJUse/Ugbr3m9UiS2T+8hiCCukRUE/jSqBdpQXzge0vftwRTPcbJU+6UVVVFSIiIhSu/mBqaoqQkJAe+cJFiCqxsrKCpqYmGhsbpdpzc3MRGCi/ijfTFK2w4+XlJXf5ZdIztLS0MG7cOKSlpbVZ5+Tx48coKSlBUFAQzM1ll9kjpBWXy4Wzc8vyn/7+/oiLi8POnTuxb98+AC3T9IyMjODi4oJhw4bBxMQEZ86cwYwZM2BlZYXbt29LHa816WplZSX574uJ2OLiYhgaGr70QYo6fF9oqGrAw9MPZNo5Whz4zh7coWvgcrlqcc2qiPpOOarUb9ra2nj7t5lIOZ6MytxK2I9ygP1oB5Wtr6ZKfadO1LXftLW14bvAHze335DZdu/HRITumdKt52eq32iceTeprKykxAkhCnA4HLkr05SXlyscpcWkZ8+eyR0iq6WlBXd3dwYiIs9jsVjw8PDAa6+9BmNj2QrwraqqqnD27FkkJyf3ieX0SNcQiURoaGiQu00sFkMsFku28/l8JCcno6SkRLJPdHQ0DA0NJSNX+Hw+/vzzT6njREdHy62roo7un0pBY22jTLvbFA/omlJdN0I6QkNbE77zB2P0l2PhMMZRZRMnpG/ymecHTT1NmfbHFx6h7PEzBiLqfpQ86QYVFRVtJk7MzMwQGhpKiRPSpylaslgVl5lVVOtk0KBB0NSU/dAgzOjXrx+mTZvWZkJLJBLh5s2biIqKQn19fQ9GR9TBmjVrcPXqVWRlZSE5ORlr1qzB5cuXMXPmTGRkZGDz5s1ISEhATk4OYmJi8MYbb0BHRwchISEAgIkTJ8LT0xOzZ89GUlISoqKisHbtWixbtgxaWloAgCVLliAjIwOrVq1CWloadu/ejZMnT2LlypVMXnqXEIvESDqoYHni+bQ8MSGE9CbaRtrwnu0ru0EMxO+9LdveC1DypIu1Jk7q6urkbjc3N0dISIjkSxQhfZWi5ImqFUGrrKyUW09DU1MTAwcOZCAi0hYNDQ2MHDkS48aNa3MubG5uLk6fPo38/PwejK77iEQiFBQUIDY2FqWlpS9/AZGrpKQEc+bMgZubG8aNG4e4uDhERUVhwoQJ0NbWxrVr1xASEgJnZ2e89dZbMDAwQExMDCwsWuZ2czgcREREgMPhgM/nY9asWZgzZw42bNggOYejoyMiIyMRHR0NHx8fbNu2DT/++COCg4OZuuwuk/lXBiqzK2TabQJtu23+OyGEEOb4LQwAR0t2+vrDMw9QlV/FQETdi2qedKHy8nJERkYqfJppYWGBV155RS2LAhHS1XR1dWFmZiZzo5efn4+mpiZoaKjG21NSUpLcKR4eHh6UBFVhTk5OMDc3x6VLl6SmUDyvrq4O58+fh6+vL/z9/dVuxSSBQIDc3Fzk5OQgNzdXUkNIJBJJbuZJx+zfv1/hNmtra5w/f/6lx7C3t3/pfmPGjMHdu/JHaKizpAN35Lb7zKNRJ4QQ0hvpWejB841BSD4iXRtQ1CTCne/jMGb9OIYi6x7q9U1RhZWVlVHihJAO4vF4Mm3Nzc0oLCxkIBpZtbW1SE9Pl2lns9kYNGgQAxGRjjAwMMCrr74KX185Q0qfk5iYiIiICFRXV/dQZMoRi8UoKytDYmIizp49iyNHjuDy5cvIyMiQKr7cW0bTEPXy7FEpcq7JLk9sYGOAAROdGYiIEEJIT/BfPAQsjmw9npTjyagrlV/GQl1R8qQLvCxxYmlpSYkTQuRQ9bon9+7dg0gkkml3dXWFnp4eAxGRjmKz2RgyZMhLl4QvLi7G6dOnFS55zJTm5mbk5eUhJiYGJ06cwK+//oq4uDgUFxcrLHpbWVlJ9VxIj0s6JH8kjfccP7A16OsmIYT0VkY8Y7hNlV1Cu7mhCXd/kj8iUV2pxrh4Nfbs2TNERkYqrMRvZWWF4OBgSpwQIoe5uTm0tbUhEEivEZ+bmwuxWMxoVXmBQIC0tDSZdhaLBR8fHwYiIp1hY2ODsLAwXLlyRWFdHaFQiD/++APu7u7g8/mMTR2rq6uTTMfJz8+XWdK7PZ49651V7olqElQK8ODXVJl2DW0NDHrbi4GICCGE9KSApUORdvq+TPu9w3cRsHgItIx6x0IplDzphNLSUpw/f15h4qR///4IDg6m1TgIUYDFYsHOzk5makx1dTUqKipgYmLCUGRAamoqmpqaZNqdnJxgaGjIQESks3R0dBAcHIyUlBTcvn1b7qgiAEhLS0NxcTGCgoLQr1+/bo+rdTpOdnY2cnNzFdZoaS8ul4vm5uYuio6Ql7t/IhlN9bLvl+7TPaFtrHjEFyGEkN7B1NUMA4Jd8CRK+ju9sFqIpJ8TMXT5MIYi61qUPFHS06dPceHCBUqcENJJ8pInQMvoE6aSJ0KhEKmpsk9RAdCoEzXHYrHg5eUFKysrXLp0CVVV8ivBl5eX47fffgOfz4e7u3uXj4JqampCQUEBcnJykJOTo3Bp+/YyNjYGj8cDj8eDkZER1T0hPUbULFI4Zcdnnl8PR0MIIYQpAcuGyiRPACBxfwL8FvpDU0f974speaKEp0+f4vz58xAKhXK329jYYOLEiSqzWgghqszW1hYsFkumfkNOTg68vb0ZiSktLU1uYpTH48HU1JSBiEhXMzc3x7Rp03Djxg08fvxY7j7Nzc24fv068vPzMXLkyE6vrlRbWytJluTn53dqdAiLxUL//v2lEiatXpwGR0h3yvzjCaryZJOQtsN5MHMzZyAiQgghTLDy6Q/eSHuZ4uH1ZfVI/SUZvvPVf+U1urvvoJKSEly4cIESJ4R0ES0tLVhaWqKoqEiqvaioCEKhsMfrBTU3NyM5OVnutpet2kLUC5fLxdixY2FjY4MbN27InaYFAJmZmXj69CmCgoJgaWnZ7uOLxWKUlpZKEiYvLsvdUVpaWpJkia2tLdXSIirP7lK8AAAgAElEQVQhUcHyxH4L1P9LMiGEkI4ZsixQ7sprCd/HwWumDzhcDgNRdR26w++A4uJiXLhwQWHxPltbW0yYMIESJ4R0EI/Hk0meiMVi5OXlwcnJqUdjSU9PR11dnUy7lZVVh26cifpwdXWFhYUFLl26pLDQak1NDc6dOwd/f3/4+PiAzZa/ekhjYyPy8/MlCZPOrnpjYmICe3t78Hg8mJubKzwvIUx4+uAp8mJlCzAb2hnBIahn37sJIYQwz2aYHaz8+qPobqFUe01BNdJ+u4+Bb6p3EXG6y2+nlyVO7OzsMH78eEqcEKIEOzs73L59W6Y9Nze3R5MnIpEISUlJcrfRqJPezdjYGFOnTsXt27eRkpIidx+xWIz4+HgUFBRgzJgxkuWqq6urkZubi+zsbBQWFnZqOg6bzYa1tbVkhImBgYHSxyKkuyUdlD/qxGeuH9gcSvQRQkhfw2KxMGT5MJxbeEZmW/ye2/AIG6jWnw90p98ORUVFuHjxosLECY/Hw/jx48HhqPcwJEKYYmJiAn19fdTU1Ei19/SSxZmZmXILiJqamsLW1rZHYiDM4XA44PP5sLa2xpUrVxQWBC8oKMDp06fh7OyMgoIClJWVdeq8Ojo6sLOzg729PWxsbKjQOFEL9eX1SDvzQKZdU1cTA98cxEBEhBBCVIFjkBNM3c3wLE16unJFRjmeXEyHS6gbQ5F1nvqmfXpIYWFhmyNO7O3tKXFCSCe1Lln8ovr6+k7XiWgvsViMxMREudt8fX17LIFDmGdvb4+wsDD0799f4T4CgQApKSlKJ05MTU3h5+eH1157DTNnzsTo0aPh4OBAiROiNlKO30Nzg2ydII+wgdAy0mYgIkIIIaqAxWZhyHuBcrfFfXdLZpEIdUIjT9pQUFCAqKgohUUEHRwcMG7cOJqDTkgXsLOzw4MHsk8xc3JyYG7e/Ss25Obmyr0RNjIygoODQ7efn6gWPT09hISEIDExEXfu3On0Bz2Hw4GNjQ14PB7s7Oygr6/fRZES0vNETSLcOyw/2UzLExNCCHEJdUPsthuozK6Qan96vwTZlzPhMFY962JR8kSB/Px8REVFKZy77ujoiKCgIEqcENJFbGxswOFwZP7N5ebmwt/fv9vPr2jUSVvFQUnvxmazMXjwYFhbW+PSpUuora3t0Ov19PRgZ2cHHo8HGxsbqolFeo0nUemoKayWabcf7YB+zrScOyGE9HVsDTYClg7Fn5/+LrMtbtcttU2edOiOYM+ePfD29oahoSEMDQ3B5/Nx4cIFyXaBQIBly5bB1NQU+vr6CAsLQ3FxsdQxcnJyEBoaCl1dXVhYWOCTTz6RGdlx+fJlDB48GFpaWnB2dsbBgweVv0IlVFRUtJk4cXJyosQJIV1MQ0MD1tbWMu1Pnz7t9IolL1NYWCjzXgW03Pw6Ozt367mJ6rOyssL06dPbNQLJ3Nwc/v7+mDZtGmbMmIGRI0fC3t6eEiekV1G0PLHPPFqemBBCSAv36Z7Qs5QdaVsQl4/823kMRNR5Hbr7t7W1xZYtW5CQkID4+HgEBQVh6tSpSE1NBQCsXLkS586dQ3h4OK5cuYKCggJMnz5d8vrm5maEhoZCKBQiJiYGhw4dwsGDB/Hll19K9snMzERoaCjGjh2LxMREfPDBB3j33XcRFRXVRZf8ckZGRnB3d5e7bcCAARg7diwlTgjpBvLqngAto0+6k6IVdry8vKieEQEAaGtrY/z48RgxYoRUIkRDQwP29vYYNWoUZs6ciddeew2DBw+GmZkZ1ckhvVJJcjEK4vJl2o0dTeAwxpGBiAghhKgiDS0NDF4UIHdb3K5bPRxN1+jQo7BXX31V6udNmzZhz549uHnzJmxtbbF//34cO3YMQUFBAIADBw7Aw8MDN2/exLBhw/D777/j/v37+OOPP2BpaQlfX19s3LgRq1evxrp168DlcrF37144Ojpi27ZtAAAPDw9cv34dO3bsQHBwcBdddttYLBb4fD7EYjHu378vaXd2dsbo0aMpcUJIN2kreeLq6tot5ywtLZWbnNHS0lKYRCV9E4vFgqenJwYMGIDCwkJoaWnB3NycRpWQPiXxkOLliVlsShgSQgj526AZ3oj7700IKgRS7dmXM1GSUgyLQZYMRaYcpb/xNTc3Izw8HLW1teDz+UhISEBjYyPGjx8v2cfd3R08Hg+xsbEYNmwYYmNj4eXlBUvLvzspODgYS5cuRWpqKvz8/BAbGyt1jNZ9Pvjgg3bFJRAIXr5TOw0ePBiNjY1IT0+Hk5MTAgMDIRQKu+z4ndEah6rEoy6o35TXE33H5XJhZGSEyspKqfbc3FzU1dV1S+Lyzh35NwLu7u5obm5WOH2vveh3Tnmq3HdWVlYAgKamJoVFxZnSHf2mrU2rpxCgrrQWj/6XJtPO1efC4/WBDERECCFElXH1uPBdMBg3t8fIbIvffQshu6cwEJXyOpw8SU5OBp/Ph0AggL6+Ps6cOQNPT08kJiaCy+XC2NhYan9LS0sUFRUBAIqKiqQSJ63bW7e1tU9VVRXq6+uho6PTZnwFBQWdvtl5nrW1NTgcDiwtLZGfLztMlWny6jSQl6N+U153952hoaFM8qSxsRGpqaky7y+dVVdXh+zsbJl2DocDfX39Lp0uRL9zyqO+U05X9RuHw4GTk3oWdiNdK+XYPTQLZb9jeb4xCFoGWgxERAghRNX5zPVDwr44NNY2SrWnn3+E8idlMBnQj6HIOq7DyRM3NzckJiaisrISp06dwty5c3HlypXuiE0p8gpOdhaPx+vyY3aWUChEcXExLC0tweVymQ5HbVC/Ka+n+k5TU1Nu0kIoFCqc1qOs2NhYue1ubm5ddrNIv3PKo75TDvUb6Q7Njc2497OcVclYtDwxIYQQxbSNdeA9yxcJ++KkN4iB+D23MeHbScwEpoQOJ0+4XK5k9Ql/f3/ExcVh586deOuttyAUClFRUSH1dLi4uFgyvNnKygq3b9+WOl7rk7Hn93nxaVlxcTEMDQ1fOuoE6HtDi7lcbp+75q5A/aa87u47Ho8HTU1NNDZKZ6cLCwu79Lw1NTXIyMiQaWez2fDz8+vya6TfOeVR3ymH+o10pcfnH6G2RHa5boexTjB2MGEgIkIIIerCb6E/Eg/eQXOD9OjFtDP3EbhyOAxtDBmKrGM6XUBAJBKhoaEB/v7+0NTUxJ9//inZ9vDhQ+Tk5IDP5wMA+Hw+kpOTUVJSItknOjoahoaG8PT0lOzz/DFa92k9BiGkd2Oz2bC1tZVpLy8vR3V1dZedJzk5GSKRSKbd1dUVurq6XXYeQgjpDRQtT+w7n5YnJoQQ0jY9S314vjFIpl3UJMKd7+PkvEI1dSh5smbNGly9ehVZWVlITk7GmjVrcPnyZcycORNGRkZYuHAhPvzwQ/z1119ISEjA/PnzwefzMWzYMADAxIkT4enpidmzZyMpKQlRUVFYu3Ytli1bBi2tlrmyS5YsQUZGBlatWoW0tDTs3r0bJ0+exMqVK7v+6gkhKknRVLmuqkEiEAiQliZb9JDFYsHHx6dLzkEIIb1FUWIhiu4WyrT3c+4H3kh7BiIihBCibvwXDwGLI7sqW8rxZNSVyo5sVEUdSp6UlJRgzpw5cHNzw7hx4xAXF4eoqChMmDABALBjxw5MnjwZYWFhGDVqFKysrHD69GnJ6zkcDiIiIsDhcMDn8zFr1izMmTMHGzZskOzj6OiIyMhIREdHw8fHB9u2bcOPP/7YY8sUE0KYJ2/kCQDk5OR0yfFTU1PlrpDi5OQEQ0P1GDZICOl6e/bsgbe3NwwNDWFoaAg+n48LFy4AAMrKyrBixQq4ublBR0cHPB4P77//vkyB65ycHISGhkJXVxcWFhb45JNPZN5vLl++jMGDB0NLSwvOzs44ePBgT12iUhSNOvGZNxgsFi1PTAgh5OWMeMZwm+oh097c0ITEn+R/zqiaDtU82b9/f5vbtbW1sWvXLuzatUvhPvb29jh//nybxxkzZgzu3r3bkdAIIb2Irq4uzMzMUFpaKtVeUFCApqYmaGgovco6hEIhUlNT5W7z9fVV+riEEPVna2uLLVu2wMXFBWKxGIcOHcLUqVNx9+5diMViFBQU4Ntvv4Wnpyeys7OxZMkSFBQU4NSpUwCA5uZmhIaGwsrKCjExMSgsLMScOXOgqamJr7/+GgCQmZmJ0NBQLFmyBEePHsWff/6Jd999F/3791fJB0W1xTVIj3wo08411IL7dE8GIiKEEKKuApYORdrp+zLtSYfvwn/JUGgZqvbKbZ2ueUIIId1B3tSd5uZmFBQUdOq4aWlpaGhokHu+fv3UZ6k0QkjXe/XVVxESEgIXFxe4urpi06ZN0NfXx82bNzFo0CD8+uuvePXVVzFgwAAEBQVh06ZNOHfunGRkye+//4779+/jyJEj8PX1xSuvvIKNGzdi165dEAqFAIC9e/fC0dER27Ztg4eHB5YvX47XX38dO3bsYPLSFUo+lgRRo2x9qEFveYGrR6s5EUIIaT9TVzMMCHaWaRdWC+Wv6KZiKHlCCFFJipYl7kzdk+bmZiQnJ8vdRqNOCCHPa25uxi+//ILa2lqFResrKythaGgoGQ0XGxsLLy8vWFpaSvYJDg5GVVWVZMRbbGwsxo8fL3Wc4OBghUunM6mpoQn3jiTJbmAB3nPoPZMQQkjHBbwXKLf97v54NNY3yt2mKpQf+04IId3I3NwcOjo6qK+vl2rPycnB8OHDlZpn/+jRI9TV1cm09+/fX+pmhxDSdyUnJ4PP50MgEEBfXx9nzpyRrAj4vNLSUmzcuBGLFi2StBUVFcm8l7T+XFRU1OY+VVVVqK+vh46OjsLYBAKB0teljEe/paG+VPY90yHIEVoW2t0WT+sondb/kvajvlMO9ZvyqO+U05f7zdjdBDbD7ZAfI/1AtP5ZPZKO3MGg2YoXb+iOftPW1m73vpQ8IYSoJBaLBVtbW6Snp0u119TUoKKiAiYmJh06nkgkwr179+RuoxV2CCGt3NzckJiYiMrKSpw6dQpz587FlStXpBIoVVVVCA0NhaenJ9atW9djsRUUFKC5ublHziUWi5GwX/7ykZav9O+y1c/aUlxc3O3n6K2o75RD/aY86jvl9NV+s50umzwBgIR98TAYYQy2ZtsTZLqq3zgcDpycnNq9PyVPCCEqi8fjySRPgJbRJx1NnmRkZKCqqkqm3dTUVOHqPoSQvofL5cLZuWU+tr+/P+Li4rBz507s27cPAFBdXY1JkybBwMAAZ86cgaampuS1VlZWuH37ttTxWr/gWVlZSf774pe+4uJiGBoatjnqBACsra07d3EdUHSnEFWPKmXa+7n2g89kv25dZUcoFKK4uBiWlpbgcqmuyss0NjZKRlWKRCIIhUJwuVyw2TQ7v72o35SnTn2nq6sr9Z7NpL7+Pmdra4vMI09Qkij9eSh4Wo/6u7VwD5NfkJzpfqPkCSFEZdnY2IDFYkEsFku15+bmdmi0iFgsRlKSnHn7aKl1QkttEkIUEYlEkiLTVVVVCA4OhpaWFs6ePSsz1JfP52PTpk0oKSmBhYUFACA6OhqGhoaSkSt8Pl9m1cHo6GiFdVWe15GhxZ314FiK3Ha/BQEvTfJ0FS6X26PXrI6EQiEEAgHMzc3BZrPV6kZWlVC/KU9d+k4kEuHZs2fQ0tJSqWRFX36fC1wxHOcWnpFpT/rxLrzf9gWbo/j3ial+U93fcEJIn6elpSV5Wvu8oqKiDs11zM3NRVlZmUy7kZERHBwcOhMiIaQXWbNmDa5evYqsrCwkJydjzZo1uHz5MmbOnImqqipMnDgRtbW12L9/P6qqqlBUVISioiLJVJqJEyfC09MTs2fPRlJSEqKiorB27VosW7YMWlotyy8uWbIEGRkZWLVqFdLS0rB7926cPHkSK1euZPLSpVQXViP9/COZdm1jbbi95sFARESRqqoqmJqaqvRNKyGqgM1mw9TUVO4oZMIMxyAnmLqZybRXZJTjyUXZkeeqgN5pCSEqTd6qO2KxGHl5ee16vVgsRmKi/KXPfHx86AsnIUSipKQEc+bMgZubG8aNG4e4uDhERUVhwoQJuHPnDm7duoXk5GQ4Ozujf//+kj+t9T84HA4iIiLA4XDA5/Mxa9YszJkzBxs2bJCcw9HREZGRkYiOjoaPjw+2bduGH3/8EcHBwUxdtozknxMhbhbLtA+c4Q1NHdUY8k5aiMVi+hwjpJ3YbLbMaGbCHBabpXDlnbhdt1Ty74qm7RBCVJqdnZ1MDQGgpe5Jewo8FRUVyS0qpaenJ6lrQAghALB//36F28aMGdOuL3L29vYy03LkHevu3bsdjq8nNAkakXxMtrg2i82C92xanpgQQkjXcZ3shpvbrqMyR7rG1tPUEmRfyYLDGEeGIpOPUtWEEJVmYmICfX19mfa8vLx23cgoGnXi7e0NDofT6fgIIaQ3eXg2DYLyepn2AcHOMLQxZCAiQgghvRVbgw3/pUPlbovbdauHo3k5Sp4QQlQai8UCj8eTaa+vr0dpaWmbry0tLZU7vUdLSwtubm5dFiMhhPQGYrEYiQfuyN3mu8C/h6MhvV1ZWRmcnZ2RnZ3dbeeIiIiAn58f+vXrh08//VRu29GjR1Wm/ll2djaMjY1x757s6C/StnXr1uGTTz5hOgyiBI+wgdCz0JNpL7idh/zb7Zum31MoeUIIUXny6p4ALVN32qJo1MmgQYNUZqk6QghRFQW381B6/6lMu7mnBayH2DAQEenNvv32W4SEhMDe3h4AcO3aNRgbG6OioqLLzrFy5UpMnToVqamp+Pzzz+W2TZ8+HXFxcV12zr5k+/btGDduHAYMGABXV1e88847SE+XLvQpEAjw8ccfw9HRETY2Npg9ezZKSkqk9lm1ahVGjx4NCwsL/OMf/5A5z+bNm2FsbCzz5/nl21esWIFffvkFWVlZ3XKtpPtoaGlg8KIhcrep2ugTSp4QQlSetbW13Ck2rUUa5amoqEBmZqZMu6amJgYOHNil8RFCSG+gaNSJz3w/WtKddKm6ujocOXIEs2fP7vBr27vaXk1NDZ4+fYqgoCD0798fBgYGctt0dHRgbm7e4TgIcOPGDSxcuBCRkZE4ffo0mpqaMG3aNNTW1kr2+eyzz3Dx4kUcPHgQkZGRKCoqkvv3PmvWLEybNk3ueVasWIGHDx9K/XF3d8fUqVMl+5iamiIoKKjN2lVEdQ16xxvaxrJLD2dfzkRJimztQqZQwVhCiMrT0NCAtbW1TLLk6dOnqKurg66ursxrFA159fDwkCwZSgghpEVVXiWeRD2WadfppwO3KbQ8sboJn368R8/31m8zO7R/dHQ0uFwuhgxpedqcnZ2NV199FQAkU2hmzJiBPXv2IDQ0FJ6enuBwODh58iQ8PT0RERGB7777DseOHUNWVhZMTEwwadIkrF+/Hvr6+rh27ZrkeFOmTAEAnDt3Tm5bTk4O1qxZg0eP/l6e+8KFC9i6dSvu378PPT098Pl8HD16tM1r2rBhA65cuYI///xTqn3EiBGYMmUKVq9eDZFIhH//+984dOgQSktL4erqinXr1mH8+PFyj3n06FGsWbNGaqRtREQEZs2aJRmhs3nzZkRGRmLx4sX45ptvUF5ejrfffhtbt27Fd999h127dkEkEmHJkiX4+OOPJcepqKjAF198gfPnz0MoFMLX1xdff/01vLy82rzO5/36668QiUQQCoXgcrnYvXs3nJ2dkZiYiBEjRqCyshI///wzfvzxR4wePRoAsGvXLgwdOhRxcXGSv/+tW7cCaJlunZqaKnMefX19qfp3ycnJSEtLw/bt26X2mzRpEr766its3Lix3ddAVANXjwvfBYNxc3uMzLb43bcQsnsKA1HJouQJIUQt8Hg8uSNN8vLy4OrqKtVWU1MjM2wUaFlGtCNfCgghpK+493MixCLZItyD3vGBhjZ9XVQ3RXcLmQ6hTTExMfD1/Xv1JltbWxw+fBhz5sxBfHw8DAwMoK3991Po48ePY8GCBYiKipK0sdlsbNmyBfb29sjKysLHH3+M//u//8O2bdsQGBiI+Ph4BAQE4PDhwwgMDISJiYncthenAEdFRWHWrFn46KOPsHfvXgiFQkRHR7/0mt544w1s374dmZmZcHRsWSHkwYMHSE1Nxc8//wwA2LNnD3bt2oUdO3bA29sbR44cwYwZM3Dz5k0MGDBA6f7MysrCH3/8gVOnTiEzMxNz585FVlYWBgwYgMjISNy6dQvLly/HmDFjEBAQAACYN28etLW1cerUKRgaGuLAgQOYOnUqEhISYGJiolQcVVVVACB5fWJiIhobGyWJEwBwdXWFra0tbt++LUmedNThw4fh7OyM4cOHS7X7+/sjPz8f2dnZkulgRH34zPVDwr44NNY2SrWnn3+E8owymDj1Yyiyv9G0HUKIWuhI3ZPk5GSIRCKZdhcXF7mjVAghpC9rrG9EyvFkmXa2Bhves30YiIj0drm5ubCyspL8zOFwJDfcZmZmsLS0hJGRkWS7k5MTNmzYABcXF7i4uAAA3nvvPYwaNQr29vYYPXo01q5dizNnzgAAuFwuzMzMALTcyFtaWipse9G2bdsQFhaGzz77DG5ubvDy8sKHH3740mvy8PDAoEGDEB4eLmkLDw9HQEAAnJycAADfffcd/vWvfyEsLAwuLi5Yv349vLy8sGfPng7134tEIhG+++47uLu745VXXsHIkSORnp6OLVu2wMXFBbNmzYKLiwuuXbsGAIiNjcWdO3dw6NAh+Pn5YcCAAfjqq69gZGSE//3vf0rHsGbNGgwbNgyenp4AgJKSEnC5XBgbG0vta2FhIVP3pL0EAgHCw8PlTv1p/Z1qa1o3UV3axjrwminnM0cMxO+53fMByUHJE0KIWjAwMJD58AVaRp48nygRCARIS0uT2Y/FYsHHh24CCCHkRWln7qOhUiDT7hziCn0rAwYiIr2dQCCQGlnyMs+PUml1+fJlTJkyBR4eHrC1tcXixYtRVlaGurq6TsWWnJyMUaNGKfXaN998E6dOnQLQsnrVqVOn8MYbbwBoGZVRWFiIwMBAqdcEBgbi4cOHnYqZx+PBwODvf6vm5uZwd3cHm82Wanv6tKUgdEpKCmpqauDk5AQbGxvJn+zsbLn14trjk08+wf3797u95khERARqamowY8YMmW06OjoAWlZkJOpp8LsB4HBl6xymnb6PqvwqBiKSRskTQojakLdkcWNjI4qKiiQ/p6amoqmpSWY/JycnGBoadmt8hBCibsRiMZIULU88b3APR0P6ClNT0w6tqvPiqNHs7Gy89dZbGDhwIA4fPozLly/j3//+N4D2F5RVpCNJnReFhYUhPT0diYmJuHXrFvLz8zF9+nSlj/d88qOVvO84GhrSU+tYLJbcttaHTbW1tbCyssK1a9ek/sTHx+P999/vcJxr1qxBVFQUzp07Bxubv1fmsrCwgFAolPm7LikpgYWFRYfPA7RM2QkODpb7+vLycgCQjDAi6kfPUh+ebw6SaRc1iXD3h3gGIpJGk1gJIWqDx+PJLQSbm5sLa2trCIVCpKSkyH2tvKdWhBDS1+XF5OLZo2cy7RbelrAa3J+BiEhXsPJT7b87b29vnDhxQqqtdQqNvGm3L0pMTIRIJMKmTZskCYbWKTudNXDgQFy9ehWzZs3q8GttbGwwYsQIhIeHQyAQYOzYsZKVfAwNDdG/f3/cunVLajneW7duwd/fX+7xzMzMUF1djdraWujp6QFoGRnTWT4+PiguLgaHw+lUbRCxWIxVq1bhwoULOHfunKTYbytfX19oamriypUrkpVx0tPTkZeXh6FDh3b4fFlZWbh27RqOH5dfEPnBgwfQ1NSEu7t7h49NVIf/4iFIOX4P4mbpOlwpx+/B+5/Mfp+n5AkhRG20zk9+8alSTk4OAgMDkZaWJveJE4/HQ79+zBeZIoQQVZN4IEFuu998f1qeWI29cXqG3FELqiIoKAjr169HRUWFZEqunZ0dWCwWLl68iIkTJ0JbW1tqhZXnOTk5obGxEfv27cMrr7yCmzdv4sCBA10S2+rVqzF16lQ4ODggLCwMTU1NiI6OxgcffNCu17/55pvYvHkzhEIhvv76a6ltK1aswJYtW+Do6AgvLy8cPXoUycnJ+OGHH+QeKyAgALq6utiwYQOWLFmC+Ph4HDt2rNPXOGbMGAwdOhQzZ87Ehg0bMGDAABQVFeH333/H5MmT4efn167jfPzxxwgPD8fBgwehr6+P4uKWJWUNDQ2ho6MDIyMjzJ49G59//jlMTExgaGiIVatWYejQoVLFYjMyMlBTU4OSkhIIBALJgzJ3d3epujRHjhyBlZUVJkyYIDeemJgY8Pl8yfQdop6MeMZwm+KBtDP3pdqbBE1IPpyE/q/bMhQZTdshhKgRNpstNRy0VUVFBSoqKhQ+jaFRJ4QQIqsypwIZfzyRadc114VzqKucVxDSNQYOHAgfHx+p0SLW1tZYs2YN1q9fDxcXF3zyyScKX+/l5YVNmzZh586d4PP5CA8Px5dfftklsY0cORIHDx7EhQsXMHLkSEyZMgUJCfKTjPJMmTIFZWVlqK+vR2hoqNS2JUuW4L333sPatWsxfPhw/PHHHzh+/LjClXZMTEywb98+REdHY/jw4Th16hQ+/fTTTl0f0DKF5+TJkxg+fDiWLVuGgIAALFy4ELm5uZKRMtnZ2TA2NpYUmZVn//79qKqqwvTp0+Hh4QE3Nze4ubnh9OnTkn2+/vprTJo0CXPmzEFISAgsLCwkqw+1WrFiBUaNGoUDBw7g8ePHGDVqFEaNGoXCwr9XjRKJRDh+/DjeeecdcDiyNTEA4PTp05g7d25nuoaoiID35I9MSj2SjMaaRrnbegJLLBbLrkunJkQiEaqrq5kOgxECgQC5ubmws7Pr1NzMvob6TXmq0nePHj3ClStXZNqfL4T2vP79+2Py5MsJKDwAACAASURBVMk9EZpcqtJv6oj6Tjk90W8GBgYq/VS7N+iJ7zhXN/6Fuz/K3hQGfsDHsJUjuvXcbaF/++339OlTyc0u0PJ7IxQKweVyVf7faFRUFL788kvExsYyHqs69VtPuXr1KmbPno2kpCS5BftbqUrfRUdHY+3atbhx44ZMvZfnvfhvhin0PvdyEYt+w5OoxzLtrgs8MHb1OEa+49C7AyFErdjayh+qJy9xAoBW2CGEEDmEtUKknpStEcXWZMNrJo3WI90vODgYc+fORUFBAdOhEDmio6Px0UcftZk4USV1dXXYtWtXm4kTol4C3guU2551+gka65kZfUK/XYQQtaKrq6twlMmLzMzMFCZbCCGkL3vwayqEVQ0y7a6T3aFnocdARKQveu+995gOod1iYmIkyw7Lk5+f34PRdL+NGzcyHUKHtBakJb2HlW9/2I3gIfdGjlS7sEKIh78+QMC7HS863FmUPCGEqB07O7t2JU98fHyo4CEhhLxALBIj6eBdudt85revUCQhfY2fn1+b9T8IIV1vyLJhMskTAEj68Q785viDw5Vf/6a7UPKEEKJ2eDwe7ty50+Y+RkZGMkvmEUIIAXKuZaH8SZlMe//B1rDyUe0lbglhio6ODpycnJgOg5A+xXa4Haz8+qPobqFUe01hDR7+7wE83xjUo/FQzRNCiNoxMzN76TJ0Pj4+VPSNEELkSDwgP/nsM39wD0dCCCGEKMZisTBkmfzaJ48vPOrhaCh5QghRQywWC3Z2dgq36+npwdnZuQcjIoQQ9VCeWY6svzJl2vUs9eH8igsDERFCCCGKOY4bAFM3M8nPhs5GmLBzEib/8FqPx0LTdgghasnOzg6PHsnPOHt7e4PD6dk5kIQQog5qCqphYGuI6rwqqXbv2b7gaNL7prrR1NREZWUlDA0NqcYXIW0Qi8WoqqqCpqYm06GQDmKxWQh4LxApx5Lg808/iO1Z4PF4YHN6fhxIh5InmzdvxunTp5GWlgYdHR0MHz4c33zzDdzc3CT7FBUV4ZNPPkF0dDSqq6vh5uaGzz//HGFhYZJ9ysrKsGLFCpw7dw5sNhthYWHYuXMn9PX1Jfvcu3cPy5YtQ1xcHMzNzbFixQqsWrWqCy6ZENIb2NragsViQSwWS7VraWlJvScRQgj5m90IHuZdfRcZ0U+QdOAO8m7mgqPFwaB3vJkOjSjB2NgYdXV1KC0tBQCIRCIIBAJoa2vT1NUOoH5Tnjr1nZ6eHnR1dZkOgyjBbao73F/zgEAgQG5uLmNxdCh5cuXKFSxbtgxDhgxBU1MTPvvsM0ycOBH379+Hnl7LsnZz5sxBRUUFzp49CzMzMxw7dgxvvvkm4uPj4efXUsF95syZKCwsRHR0NBobGzF//nwsWrQIx44dAwBUVVVh4sSJGD9+PPbu3Yvk5GQsWLAAxsbGWLRoURd3ASFEHXG5XNjb2yMrK0uq3cvLi54qEEJIG9gcNpwnucB5kgue3i9BSUoxdE3phkJd6erqSm4IBQIBqqqqYGlpCW1tbYYjUx/Ub8qjviM9QVVG1nUoeXLx4kWpnw8ePAgLCwskJCRg1KhRAFrWQN+zZw+GDm1Zd3nt2rXYsWMHEhIS4OfnhwcPHuDixYuIi4tDQEAAAOC///0vQkJC8O2338La2hpHjx6FUCjETz/9BC6Xi4EDByIxMRHbt2+n5AkhRCIwMBAVFRWoqKgAANjb28PHx4fhqAghRH2Ye1rA3NOC6TAIIYQQldepmieVlZUAgH79+knahg8fjhMnTiA0NBTGxsY4efIkBAIBxowZAwCIjY2FsbGxJHECAOPHjwebzcatW7cwbdo0xMbGYtSoUeByuZJ9goOD8c0336C8vBwmJiYKYxIIBJ25JLUhFAql/kvah/pNearYd1wuFyEhISgvLweHw4GJiYlKxQeoZr+pC+o75XRHv9HTREIIIYT0dUonT0QiET744AOMGDECgwb9vb7yyZMn8dZbb8HU1BQaGhrQ1dXFmTNnJCtfFBUVwcJC+gmHhoYG+vXrh6KiIsk+jo6OUvtYWlpKtrUmT16sddC6XSQSKXtZaoXD4UjmuJL2o35Tnqr3XX19PdMhyKXq/abKqO+U05X9xmaz4eDgINUm7/OXdK2+3sdU9Ft51HfKoX5THvWdcqjflNPd/dbW56/SyZNly5YhJSUF169fl2r/4osvUFFRgT/++ANmZmb47bff8Oabb+LatWvw8vJS9nRyybuwF7/gEUIIIaRr9fUb+57Ql/tYW1sbTk5OTIehlqjvlEP9pjzqO+VQvymnJ/qty5Mny5cvR0REBK5evQpbW1tJ+5MnT/Ddd98hJSUFAwcOBAD4+Pjg2rVr2LVrF/bu3QsrKyuUlJRIHa+pqQllZWWwsrICAFhZWaG4uFhqn9afW/chhBBCCCGEEEII6QkdWk9KLBZj+fLlOHPmDC5duiQztaaurq7loC8sU8XhcCRTafh8PioqKpCQkCDZfunSJYhEIgQGBkr2uXr1KhobGyX7REdHw83Nrc16J4QQQgghhBBCCCFdrUPJk2XLluHIkSM4duwYDAwMUFRUhKKiIkmdAXd3dzg7O2Px4sW4ffs2njx5gm3btiE6OhqvvfYaAMDDwwOTJk3CP//5T9y+fRs3btzA8uXL8fbbb8Pa2hoA8M4774DL5WLhwoVITU3FiRMnsHPnTnz44YddfPmEEEIIIYQQQgghbWOJOzCpVtH6ygcOHMC8efMAAOnp6fj0009x/fp11NTUwNnZGR9//DFmz54t2b+srAzLly/HuXPnwGazERYWhv/85z/Q19eX7HPv3j0sW7YMcXFxMDMzw4oVK7B69Wqp84pEIpnisCwWS2XWgSaEEELUnVgslpn/y2azZUaZkq5F33EIIYSQ7tXR7zgdSp4QQgghhBBCCCGE9DX02IgQQgghhBBCCCGkDZQ8IYQQQgghhBBCCGkDJU8IIYQQQghRIzTrnhBCeh4lTwghhBBCCFFxe/bswb59+wAoXsSByBcZGYnc3Fymw1A7ZWVlTIdAiErhrFu3bh3TQRBCCCGEkN4tOjoaO3fuxMOHD8Fms2FjY8N0SGrjt99+w9y5c9HY2AgXFxfY2tpCLBZTEuUlLly4gEmTJuGvv/7C0KFDYW1tDQ0NDabDUnkRERFYuHAhTp8+jaSkJFhaWsLKyorpsAhhHI08IYQQQggh3aawsBCvvvoqZs2ahbKyMvz000+YOHEibt++zXRoaqOkpAROTk6or6/Hb7/9hsbGRkqcvMT58+exfPlyLFiwALGxsRg9ejS0tbWZDktlicViCAQCvP/++5g/fz4mTZqEcePG4a+//sLevXvR1NTEdIhqITw8HAsXLsR//vMfPHjwQNJOU+3aFhERgS+++AI///wzsrOzmQ5HIUq9EkIIIYSQblFXV4c1a9ZAT08PN2/ehKOjIwAgMDAQ+/btw9ChQyESicBm0/O8tqSmpmLr1q1ITk7GxYsXcf78eUydOhXNzc3gcDhMh6eSTp48iddeew2ff/45Ghsbcfv2bZibm8Pe3h5cLpfp8FQOi8VCZmYm/vjjD5w9exZ8Ph8AkJWVhadPn0JDQ4NGOykgFotRW1uLpUuX4sKFCwgODsa+ffuwceNGfP/995g2bRr1mwJPnjzBggULkJGRgYCAABw8eBAGBgaIi4uDnp4e0+HJoE8qQgghhBDSLXR1daGlpYV58+bB0dFR8vQ6JCQEqampAECJkzY0NzcDAKqrq1FZWYnFixeDzWbj0qVLaGxsRH5+PsMRqq6EhAQMHToU169fh6OjIz766CMMGTIEK1asQGZmJtPhqaSMjAw0NDRAJBJJ2pqbmzFixAgUFRXR6BMFWCwWHj58iNjYWFy6dAlHjx5FamoqRo4ciZ07d+Ls2bMAINWvBMjMzMSyZcvg4uKC+Ph4hIeH49atW3j69Cl++OEHAKo3Yoc+rQghhBBCSLf57rvvMGnSJAB/J0oePXoEb29vAKr35ViVtI4qycjIkNSdWLRoEaKiomBiYoKwsDCGI1RNDQ0NsLa2RkpKCjZs2IBPP/0Uv/76K7755hs8fPgQ77//PtMhqiQ+nw8LCwusXLkS+/btg5ubG06ePIljx45h7Nix+Pjjj5kOUeW0vn+1JoONjY0l27Zs2QJdXV0cOnQIZWVllCh+gbGxMcRiMRYvXgxLS0twOBz0798fo0ePxv379wGoXnFs+hskhBBCCCHdRlNTU/L/rTcP2dnZGDFiBFMhqY3WGzNzc3N4enqipKQEx48fx+PHj2FnZ4ft27dL7UdaaGlpITAwEDt27IBAIMDChQthbW2NxYsXY/HixUhJScH169eZDlPl9OvXD3v27MGcOXPw/fffY/To0Xj8+DEiIiKwatUqnDx5EhcvXmQ6TMZdvXoVUVFRaGpqktzca2lpobq6WvKzWCyGq6srpk2bhry8PJw7d47JkFXC8/0GACYmJjhx4gSGDBki2YfFYiE3NxceHh5MhdkmSp4QQgghhJAek5GRgcePH2PQoEEAWr4sNzY2MhyVamKxWCgvL0dMTAw+/PBD8Hg8GBgYYMeOHTAwMEBMTIxkPyLts88+Q319PWpqaqTaPT09weFw0NDQwFBkqs3X1xdTp05FaWkpli5dKhnxNHr0aPTr1w9paWlMh8iY0tJSzJ07F2PGjMHq1auRl5cn2fbaa69BJBLh+PHjAP6ecvfGG2+Aw+EgOTm5z057erHfnl82vHX0CdDyPvbs2TM8e/YMQ4cOZSrcNlHyhBBCCCGEdLvWL8jXr1+Hvr4+/P39AQDr16/H+++/j5KSEibDU1mGhoYIDAxEdnY2wsPDER4ejhUrVsDBwQFnzpzp0zezbdHW1sbhw4eRl5eHY8eOSdobGhrAZrNha2vLYHSqrby8HGZmZjA1NZW0VVdXQyAQSI0S6EuampoQHh6O4uJi/PLLL0hPT8cvv/wCoVAIoGXkyYoVK7BlyxZJgV2RSARjY2MMGzYMly9f7pPLZMvrtxMnTkj6DZBO/t69exeNjY1wdnaWtLUmolQBZ926deuYDoIQQgghhPRurV+Qf/jhB/j4+AAAxo8fj5iYGHz22WeSGihEGpvNxj/+8Q8sXrwYXl5eEIlEYLFY8PLyQnBwMLy8vJgOUWV5eXkhLi4OR48eRUZGBjIyMrB69WqMHTsWb7/9dp+8mW0PCwsLbNy4ERkZGWhsbMT9+/fx3nvvwd/fH/Pnz4eOjg7TIfY4NpsNkUiEgQMHYvr06WhubsbOnTsxadIkWFlZAQBcXFzw66+/4s6dO5g0aRK0tLQAtCxfrKOjg7CwsD5X96Q9/Qa0JEjYbDZ+/PFHNDQ0YOnSpRAKhVi9ejVSUlIwZMgQlVhZjCWmSZKEEEIIIaQHCAQCeHl54cmTJ+ByuVi/fj1Wr17NdFikF6utrcUPP/yAy5cvIy8vD++88w4+/PBDpsNSeQ8fPsQ///lPlJeXo6GhAUuWLOnz/fbiUs02NjaYPHky/v3vf8PQ0BAAEBMTg4kTJyIkJATTp09HQ0MDPv30U2zduhWzZ89mKnRGKeq3b7/9FgYGBlL7Tpo0Ca+//josLCywdOlSiMVinDlzBoGBgT0dtlyUPCGEEEIIIT1mwoQJcHFxwfbt26Gtrc10OKSPaC3uqQpPr9VFc3MzHj9+DCcnJ6nCz32dUCgEl8tFeHg43nnnHZw/fx4TJkyQbD979iwOHz6Mx48fo6KiAp999hkWLVrEYMSqoa1+E4vFSE9Ph7e3N0QiETQ1NbF161YsW7aM4ailUfKEEEIIIYT0mObmZrqBJYT0CsOHD4eenh6OHj0KCwsLPH36FObm5gBaVhWzt7dnOELV9GK/lZaWQiQSwdvbG/Pnz8fmzZuZDlEuSp4QQgghhBBCCCHt1NTUBA0NDaSmpsLHxwfbt2/HkydPEBsbi927dyMgIIDpEFWSon67ceMG9u/fD2dnZ+jp6TEdpkKUPCGEEEIIIYQQQpQwdOhQxMfHg8fjYd++fQgODmY6JLXQ2m92dnb4/vvv1aLf+la5X0IIIYQQQgghpJOePHkCLy8vpKam4ocffkBWVpZaJACY9mK/ZWdnq02/UfKEEEIIIYQQQgjpAA6Hg7CwMJSWlmLhwoVMh6M21LnfaNoOIYQQQgghhBBCSBto5AkhhBBCCCGEEEJIGyh5QgghhBBCCCGEENIGDaYD6AyRSASRSCTVxmKxwGKxGIqIEEII6V3EYjFenOHLZrPBZtPzF0IIIYT0HWqfPKmtrWU6DEIIIaRP0dPTo+QJIYQQQvoU+uZDCCGEEEIIIYQQ0gZKnhBCCCGEEEIIIYS0gZInhBBCCCGEEEIIIW1Q6+RJXy4MKxAIkJGRAYFAwHQoaoX6TXnUd8qhflMe9Z1yeqLf+vLnLyGE9ISsrCywWCx8++23TIdCCPn/UfJEjTU3NzMdgly5NU0orFPN2ADV7Td1QH2nHOo35VHfKae7+62vf/4SQkhXOX/+PNatW8d0GISQdlDr5AlRLYImMd74vRRe4cXwOFGEt/94htpG0ctfSAghhBBCSB90/vx5rF+/nukwCCHtQMkT0mU+u12J6PwGyc8XcwVYGVvBYESEEEIIIYQQQkjnUfKEdInHlY049KhWpv3kk3r8nkv1CgghhBBCCPPWrVsHFouFR48eYdasWTAyMoK5uTm++OILiMVi5ObmYurUqTA0NISVlRW2bdsm9fqSkhIsXLgQlpaW0NbWho+PDw4dOiS1z/P1Sr7//nsMGDAAWlpaGDJkCOLi4iT7zZs3D7t27QLQMh2y9c+L2joGIaTnaDAdAOkdvr5bjWax/G0rYyoQO80ChlzK1ZG+RywWQ6zg3wYhhBBCmPHWW2/Bw8MDW7ZsQWRkJL766iv069cP+/btQ1BQEL755hscPXoUH3/8MYYMGYJRo0ahvr4eY8aMwePHj7F8+XI4OjoiPDwc8+bNQ0VFBf71r39JnePYsWOorq7G4sWLwWKxsHXrVkyfPh0ZGRnQ1NTE4sWLUVBQgOjoaPz8889y43zZMQghPYeSJ6TTkp4JcTqzXuH2/Lpm/F98JXYMN+nBqAhh3t77NfhvcjXqG3XwRmktvh6mBQ6bCm0SQgghTBs6dCj27dsHAFi0aBEcHBzw0UcfYfPmzVi9ejUAYMaMGbC2tsZPP/2EUaNG4fvvv8eDBw9w5MgRzJw5EwCwZMkSjB49GmvXrsWCBQtgYGAgOUdOTg7S09NhYtLyHdjNzQ1Tp05FVFQUJk+eDD6fD1dXV0RHR2PWrFly43zZMQghPYeGApBO+yqh6qX7HHhYh6uFDS/dj5De4pfHdfj0ViXy60Qoa2Rh30MBPr1VyXRYhBBCCAHw7rvvSv6fw+EgICAAYrEYCxculLQbGxvDzc0NGRkZAFqKu1pZWWHGjBmSfTQ1NfH++++jpqYGV65ckTrHW2+9JUl6AMDIkSMBQHK89uiKYxBCugYlT0inxBQ1SBWJbcv7N8pp9R3SJ9Q1ibA+QTZR8kNaLa4UUBKREEIIYRqPx5P62cjICNra2jAzM5NpLy8vBwBkZ2fDxcUFbLb0LZSHh4dke1vnaE2CtB5PmTiVOQYhpGtQ8oQoTSwWY+Odl486aZVV3YxNd9u/PyHq6ocHtSisk58oXHGjHDWURCSEEEIYxeFw2tUGtHzn7apzdPR4XR0TIUR5lDwhSovOa0BssVCm3ZjLwqe+BnJeAexJrUVciexrCOktKhpE2H6vWuH2nJpmrIunJCIhhBCibuzt7ZGeng6RSPohSFpammR7R8lbXYcQopooeUKUIhKLsUHBqJMPvAzwiY8BhppzZbaJASy/Xo4GRUvzEJXTKBIjpqgBx54IEFfBpicdL/GflGpUCtvuox/TaqkGECGEEKJmQkJCUFRUhBMnTkjampqa8N///hf6+voYPXp0h4+pp6cHAKioqOiyOAkh3YNW2yFKOZNZj5SyRpl2Sx02FnnqgcNm4b//MMbI/5VA+MIMhYeVTfh3YjXW+hv2ULSkowr/H3t3HhdVvf4B/DMzMCzCsKiACCqIoaCgYhbmUrmgmdrVtptr2i1NMa1cKC3TNEutuLneLDWrW2raoqk/1HAlRRRBNFNzQZHFWGZYhoGZ8/vDC4XnDDIss8Dn/Xr5Ms45c+Z7vszYnGee5/kW67Hvhhb7bmrxS0Yp1JXBAEfEaQrx2SOOkPObEpFbxXqsSSuq0bHRR/Jw9AkvuNgzhk1ERGQLXnzxRaxbtw4TJkxAUlIS2rVrh23btuHo0aP4+OOPq6y0U1MREREAgOnTpyMqKgoKhQLPPvtsfQ+diOoBgydksjKDgMVGsk5mhbvC2e7OzWCwuz3mdlNhocRqPB+lajC8nSPCmouzU8j8yg0CTmTrsO+mFnE3SpEqERirsOOaDo9eLMbY+5qZcYS2YVmyBiU1zKq6VqjHO0lqLHvQvYFHRURERPXByckJ8fHxmDt3LjZt2gS1Wo3g4GBs2LABEyZMqNU5R44ciejoaHzzzTf48ssvIQgCgydEVkom2HAOvsFggEZjvLdAY6bVapGeng5/f384Ojqa9bk3XSjCK8fEqYVtXRRIHOkNpeKvjIQyg4D+P+UgReJmPMzTHvuHtYS93HwZDJacN2uTWazHvpta7LtRigMZ2r9ll9ybl5McJ0d6Q6Vk1kSFywXl6LkjC3fHTmQA/uFThu2Z9pKP2zmkBXr7ODT8AG0Q36+1Y455c3V1Fa02QURERNSY8ZMPmaSkXMD7ydJZJ290V1UJnACAvVyGlb3dYScRH0nJLcO/UwsbYpgkodwgICGrFIuSCtDnh2x0/DYT047k4/urJSYFTgAgu6T6pqhN0ZLTalHgBABGtlViTvsyPNhSOtFv2hEu4U1EREREZO0YPCGTrP+tEBkSS7CGuNvhyQAnyceENVdiRph0Dej7yWpcyDdeIkJ1k1Wsx1cXizDhl1y0/+8tDPn5NlakFFZbllNTq9MKcUVdXg+jtH1n/tThuyslou12MmB2mDPkMuDDB1zgpBBHEa9q7pTvEBERERGR9WLwhGpMrTPgoxTpTJF5ESooqim/mRXuio7u4m/edQYg+kg+9AabrR6zKuUGAb/+L7uk7w/ZCP42E1P/l11yrxVgjAlxt0Owm/Tvbl5iQV2H3CgsMhL8eD64Gdq6KAAAga4KzDfSJPk/54twJJOr7xARERERWSs2jKUaW5lWiNxScdbJ/S3tMcS/+rp6B4UMnzzkgUG7cnD3LfyJHB3+c74IU0Jd6nG0TUfWXb1LahskqeBiJ0M/XwcM9HPEgNYO8HOxw7m8MvT+IRt3x7h2XdfiYEYp+vk23Z4dh2+VYt9NceDD2U6G18NdAfyV5TM5pBl+ulaChCyd6PjoI3k4MsILzbj6DhERERGR1THpU/qaNWsQFhYGlUoFlUqFyMhI7N69W3ScIAgYMmQIZDIZvv/++yr7rl+/jqFDh8LZ2RleXl6YNWsWysurpv7Hx8eje/fucHBwQFBQEDZu3Gj6lVG9uq3VY/VZ6ayT+RFukNVg2dr7vZSYEiq9QsuiU2pc1bAEpCb0BgHHs0rxbpIa/X78K7tkRx2ySzq52yG6swt+HNwCfzzXCl/1b44Jwc3g53InvhriYY9xQdIBkpgT+ShvoplDgiBgYZJ09s3LIS7wdlZU2SaXybDyIQ84KsTHX9HoscjIKlZERERERGRZJmWe+Pn5YenSpejQoQMEQcCmTZswYsQInD59GqGhoZXHffzxx5I303q9HkOHDoWPjw+OHTuGW7duYdy4cbC3t8eSJUsAAFeuXMHQoUMxefJkfPXVV9i/fz9eeOEFtGrVClFRUXW8XKqtFWc0KCwX3yA/4uuAvq1qnnUwr7sKu69rcUWjr7K9uFzA9KP5+CGqeY0CMU1Ndoke+25ose9mKQ7c1CK/HrJL+vo6YGBrRwzwc4C/y73/KZjdxRnbr2ihLq/6+zmXV44vfi/GxI5Nb+nin69rkZgj7h/j4SBDdBfpTKr2bnaYH+GGN0+Igy7rzhVheFsn9OLqO0REREREVqXOSxV7enpi2bJlmDRpEgAgOTkZjz/+OE6ePIlWrVphx44deOKJJwAAu3fvxuOPP46MjAx4e3sDANauXYs5c+YgJycHSqUSc+bMwa5du3D27NnK53j22WeRn5+PPXv2VHluLlVsniU80wvLEfFdFnQSC4L8MqwlurVQmnS+w7dKMWzPbcl9sb3cMT644W7CbWXpU71BwMkcHeJulmLfDS2S/6x7g9eO7nYY0NoRA/0cEemtFK2MdC9arRbLjt/Cij/Ev29PBzlOjfKGu0PTKTnRGwQ89EM2fssXZ0wt6qFCdJc7TZKlXnN6g4DHdt/G8Wxx+U6gqwJHnvCCs13TmUtjbOX9am24VDERERFR/at1zxO9Xo+tW7eiqKgIkZGRAIDi4mI899xzWLVqFXx8fESPSUhIQJcuXSoDJwAQFRWFKVOmIC0tDd26dUNCQgIGDBhQ5XFRUVGYMWNGjcal1Wpre0k2RafTVfm7Ib2XVCgZOBnqr0QnF4PJc36/BzAuyAFfXBL3iZiXWIA+LQFfZ4m6hnpgznkzVW6pAfsyynAgQ4f4zLI6Z5c42wF9vO3R31eJR1rZw79ZxZwKMJSVQmtiPEan0+FJn3L8kOOIS5qqL4jcUgOWJOVhYfemk33yzR9aycCJr7McYwLsKt8Xxl5zK+53xoA9OmirJmHhD40eC040rbk0xprfr9asIeaNwSsiIiJq6kwOnqSmpiIyMhJarRYuLi7YsWMHQkJCAAAzZ85Er169MGLECMnHZmZmVgmcAKj8OTMzs9pj1Go1SkpK4OQkvRxuhYyMDOj1+mqPaUyysrIa9PxXi2X45g9HAFWzFOQQML5lAdLT82t13udbAHuuOyJbV/WbS02ZgOmH/sSHIaVoyOqdhp43VPk9twAAIABJREFUU23PVODfV5Qo0tftogOcDOjlqUcvDz26qgxQVkxvLpCeW/dx2smB6DbFeCVNfCP12e8lGNgsD+2cG3//k1IDsDTZEVJtoyb6luD2LXF/oLtfcw4AXvK3Q+xVcSbPpxdKcL8yH13dJKKWTZC1vV9tRX3Nm0KhQGBgYL2ci4iIiMhWmRw8CQ4ORnJyMgoKCrBt2zaMHz8eBw8exKVLl3DgwAGcPn26IcZZY76+vhZ9fnPR6XTIysqCt7c3lErTymZMsfCIBgaIv718OsARfYNb1OncHznoMPqguOzqSJ4CiQYvjGpX/30fzDVvplh5rgTvXSqu1WOdFEAfH3v0b3Unu6SNS8Nk7AB/zd0/OrbET3la7MuomrqiF2RYm6nCV/2kl+NtTP7zWwkyS8W/syBXOSZHtILd35btru41N7u1gKOFapy8XTWDRYAM7111xr7B7nC2a7o9gKzx/WoLOG9ERERE9c/k4IlSqURQUBAAICIiAomJiYiNjYWTkxMuX74Md3f3KsePGjUKffr0QXx8PHx8fHDixIkq+yu+Gaso8/Hx8RF9W5aVlQWVSnXPrBOg6aUWK5XKBrvm5Ns6/JQuDpwo5cAbPdzh6Fi3la6HBjrimRvl+PZyiWjfvFNFGNjWBV5ODRMMaMh5M8XHKRq8e8a0wMl9bnYY6OeIgX4OiPR2gIOJvUvqSqlU4r0HnRC/Ixt39xDen1GGw7eBgX6Wn9uGotYZEHsuT3Lf/B7ucHGW/nfK2GtuTV879P4hG6Wi8h0DVpzTYXFPtzqP2dZZy/vV1nDeiIiIiOpPnbu9GQwGlJaWYu7cuUhJSUFycnLlHwD46KOPsGHDBgBAZGQkUlNTkZ2dXfn4uLg4qFSqytKfyMhI7N+/v8pzxMXFVfZVIfMxtmzq88HN0KYGq7PUxHs93dDSUfwyzCsVMPtX6SVgG4sPUzRYkHTvpWmd7WQY7O+IFZFuOPOkN06M9Mbinm542NfR7IGTCh3c7PFiiHRPjjdPFKCsES9dvCqtEH+WistpurWwx/C2pt+odnCzx7xu0tk6q9MKcTxL3BuIiIiIiIjMy6Q74JiYGAwZMgRt2rSBRqPB119/jfj4eOzduxc+Pj6STWLbtGmDgIAAAMCgQYMQEhKCsWPH4oMPPkBmZibmzZuHqVOnwsHhTonG5MmTsXLlSsyePRsTJ07EgQMHsGXLFuzataseLpdq6khmKfbfFN+0NbOT4fVw13p7Hk9HBZZHumP8L+KGHN9fLcFP10owrO29M45szYozGqPBKeBOdskAvztLCUd6O8DRCks3Zoer8O2lElEg4feCcqw/X4QpodJL9dqynBI9Vp0V9zMBgAURqlovs/1yqAt+vFYiWvZYADD1SD4Oj/CCkxW+BoiIiIiImgqTMk+ys7Mxbtw4BAcHo3///khMTMTevXsxcODAGj1eoVBg586dUCgUiIyMxJgxYzBu3DgsXLiw8piAgADs2rULcXFxCA8Px4oVK7B+/XpERUWZdmVUa4IgYJGRjIgpoS5oWc+lNCPaORn9xv71hHzkS3zLb8uWJaurDZx8GOmOEyO9saSnOx5p7WiVgRMAcHeQY1536YyJpclq/Hn3MjKNwIoUDQrvrlUC8LCvA/r51r48QiGXYWVvDzhIvLUuqcuxuJrXCxERERERNTyTMk8+++wzk04uCOKbjLZt2+Lnn3+u9nEPP/ywxRvPNmV7b2hxPFvc68TDQYbozg2TTbDsQXccupUlWp43q8SAN04UYHUfjwZ5XnP7IFmNJafFTXIrfNzLHROCbWeJ2nH3OWP9b4VIy6va8LRAJ+C90xosj3Q38kjbc01Tjs9/K5Lc93ZE3ZvkBrvb441uKrx9UhwoWZVWiGFtHfGAd/03USYiIiIionurc88TalwM1WSdzOziCjdlw7xkvJ0VeO8B6Rvtry8VY98NbYM8rzm9f4/ASayNBU6AOxkTxn5vn18oQlpumeQ+W7Q0WQOdRBLUE+2c0K1F/axoMjXUBREt7EXbBQDTjuajRCLrhYiIiIiIGh6DJ1TFd3+UiLIIAKCVsxz/6tSwPSyebe+Ega2lv1mfcSwfmjLbLd9577Qa71UTOPn3Q+4Yb2OBkwp9Wzng8TbikhWDALxxokAyA83WnMsrwzcSy0krZMCb3euvB5CdXIbVfaTLdy4WlOO90yzfISIiIiKyBAZPqFKZQcASIzdns8JVDd6wUiaT4aNe7nC1Fz/PjSI93pEoZ7AF751W4/1k6cCJDHcCJ+Pus83ASYV3e7pBKinp4K1S/Hzd9rOGFiWpIRUCGtPBGR3cxJkidRHsbo+YrtJlQCvTCpEoUVJHREREREQNi8ETqrT592Jc0YibfAa4KjD2PmezjMHPxQ7v9HCT3Lf+tyIczbSdZVsF4U4wqrEHTgCgnasdphpZXWdeYgFK9babfXI8qxS708UBIEcFMNtIkKOupnV2QXeJ8h2DAEw9kgcty3eIiIiIiMyKwRMCAJSUC/ggWTqz441uKtjLzbfiy4RgZ/T2ke4hEX0kD8Xl1l++IwgCFp/W4INqAicre7tjbCMInFR4NdwV3k7if1KuaPRYe056eV9rJwgCFhjpAfRiJxe0bla/K09VsJPLsKq3h2Q2z+8s3yEiIiIiMjsGTwgA8On5QmSWiIMSoR52GBXoZNaxyGUyfPKQB5wU4oDNHxp9tb1DrIEgCFh8SoPlZ4wHTlb1dsfoDo0ncAIArvZyzDey6szyMxpkl9je0sX7bpYiIUtcJqNSyjAzrP56nUjp5GGPud2k5/OTtEKczGH5DhERERGRuTB4QijQGfBRqvSN/vwIFeQy82WdVAhQ2RltxLkqrRBJVnrjKAgC3j2lxvIU44GT1X088FwjC5xUeC7IGV2bi8tNNGXGV3GyVgZBwDtGxvxKZ1d4ODT8P5/TO7ugm7HyncMs3yEiIiIiMhcGTwifnC1EXqn4JuwBLyWi/MSrqJjLlBAX9GgpfeM47Uie1fXREAQBC5PUWJEiXaIiA7Cmjwf+GWSe/jGWIJfJsPQB6Z41X14sRvJt6wx6Sdl+pQRnJZZa9naSY3KIeYJf1ZXvXCgox/tGSu2IiIiIiKh+MXjSxGWX6LEmTfpmf36ECjILZJ1UUMjvlO9I3Tiezy/HCiPZHZYg/C9L4aNU6bmUy4C1fT3wbCMOnFR40NsBowLEpV4CgBgbWbpYp7+TQSRldldXNLM33z+dIR72mGOkMW3s2UKcstIsLCIiIiKixoTBkyZuxRkNiiRS//u3dkBvHwcLjKiqTh72mBUuXb7z4RmNZGaAuQmCgLdPqvFxdYGTPh54pn3jD5xUWNBDJdmzJiFLh++vllhgRKbZfLEIV42sPGWJ1ZFe6eIiWQ5lEICXufoOEREREVGDY/CkCbteWI4NF4ok983v3jBLsNbGjDBXdPYU3ziW/698p9xguRtHQRDw1kk1/n3WeOBkXR8PPN2EAicA4O9ih+ldpJcunp+oRokV3+wXlRmMrpL0ZnfzrjxVoaJ8Ryrh5bf8cnxwhuU7REREREQNicGTJuz9ZA10Eqv+PtHOCV1bSC8VbAn2chlWPuQOiUQGJP9ZhpVGAhcNTRAEzE9U45NqAif/6euBp5pY4KTCK11c0NpZvJTvjSI9Vp61npKru609V4QsiZWnOnvaY6REOZK5hHraY7aRLKyPU1m+Q0RERETUkBg8aaIu5Jfhv5eKRdsVMhhd5caSurZQ4hUjmQzvJatxscC85TuCIODNxAKsNNIvRiED1vf1wJOBTTNwAgDOdnIs6CGdwfRRaiEyiqxv6eJcrR6xRlaeettCK0/93YwwV4QbKd+ZaoVNlImIiIiIGgsGT5qoxafUkKp2eS7IGR3cxDdn1mB2uAr3udmJtpfqgelH82EwUyNSQRDwxokCrE6TLnlSyID1/TwwsgkHTio8GeiEni3FWUzF5QIWJBVYYETV+zi1EOoy8euol7cSA1pbvgeQfTXlO+fzy7HMSLkRERERERHVDYMnTdDp2zr8eE0r2q6U31lJxFo52snwyUPukPruPyFLh/XnpYMZ9UkQBMScKMCac8YDJ5/188Q/Ahg4AQBZNUsXb7lcgsRs6yk1uVmkx3/OS2cSvW3hlaf+rrOn8SbKH6VqbGo5aCIiIiIiW8HgSRO0MEm6ueSkjs3g7yLO7LAmD3g74KUQ6dVO3klS45qmvMGeWxAEzD1egLXVBE4+f9gTT1iwL4Y16t5SiX8aWaI55oT5Mobu5YNkNbQSlURD/B3xgLfls07+bmaYK7pINFHWC8DLh1m+Q0RERERU3xg8aWIO3SrFLxmlou0udjK8ZuTbbGszv7sKbV3EjUiLygW8ciwfQgPcjAuCgDnHC7DOSHaL3f8CJyPaMXAi5a0IFZrZiTM3TuaUYctlyy9dfLGgDF9eFPcAkgGYH2E9K09VsJfLsLqPBySmFOfyy7HsDMt3iIiIiIjqE4MnTYggCFhkpM/Ey51d0MJRHJCwRs3s5fj3Q+6S++IzSiVvgutCEATM/rUA/2HgpNZaOSvwaph0cO6dpAIUlkks+2RGi09pIJWs8WyQM0I8rLMHUBdPe7xurHwnheU7RERERET1icGTJmR3uhaJOeJVaTwd5JgWKr2SjbXq5+uI8fdJl4K8mViAW8X1s5KLIAiY9WsBPv3NeOBkwyOeGM7AyT1NDXVBG4mMoVvFBnycapnlpoE7PYC+vyrOflHKgblW3AMIAF4Nc0VnY+U7R/KgY/kOEREREVG9YPCkidAbBLxrpNfJzDAXqJS291JYeL8bfJ3F41brBLxaD+U7BkHA678WYH01gZONj3hiWFsGTmrC0U6GRfdLN49deVaD64UN16+mOsZ6AE3s2AxtXa27B5BSIcPq3u7S5Tt55ViewvIdIiIiIqL6YHt3zFQr266U4Fy++ObU11mOFzraVtZJBTelHB/2ki7f2Z2uxfYrte+lYRAEvJaQj8+MBE7s5cCmRzzxOAMnJhne1hEP+YiXLtbqgbcTpYMYDelghtZ4DyAjZUbWJqy50mi/og/PaHDmT5bvEBERERHVFYMnTYBOL2DJKekb09ldVXCS+traRgz2d8JTgdIBjNm/FuC21PIp92AQ7mSubLgg3TvFXg588YgnhjJwYjKZTIb3erpJLje942oJjmaKAxkNRRAELDCSdTK1swtaOtlGDyAAeC3MFaEe4iyZ8v+tvsPyHSIiIiKiumHwpAn44vciXCsUBxECXRUY3UG6b4gtWfqAG1o4il/Kf5YaMOdX6Qa5xhgEATOP5WPj79UHToa0YeCktsKaKzHOSL+amOMF0BvMc6P/4zUtTt8W9wBq7iDHVBvrAaRU3Fl9RyERlUrLK8cKlu8QEREREdUJgyeNXFGZweiypW92V8FebrtZJxWaOyqw7EHpXhrfXSnBz9drVr5jEATMOJaPTUYCJ0o5sPlRBk7qw7zuKqjsxa+9lNwyfHWpfldLklJuEPCukWys18JdbbIHUHhzpdEVjVac0SCF5TtERERERLVme3cIZJJPzxchq0S8DGwXT3v8I6DxBAGeaOeEoW0cJfe9eiwf+aXVL4VrEAS8cjQfX1QTOPny0eYY7N945sySWjopMMvISjaLktRQ6xp26eKvLxXjYoG4B5BfMwUmBjdr0OduSLPCXRFirHznSD7KzJTVQ0RERETU2DB40ojllxrwcap01sn87irIZbafdVJBJpNhRaQ73JTia8osMWB+ovHyHYMgIPpoPjZfrD5wMshfOjhDtfNSJxe0V4n7iuRoDVhuJFuqPpSUC3j/tPT53+jmCkcb7gF0Z/Ud6fKds7ll+JDlO0REREREtcLgSSP2yVkN8nXib5of9FJioJ+DBUbUsHycFVjSU7p8Z/PFYvxyUyvarjcImHYkH18ZCZw4KICv+zNw0hCUChneNbJ08ZpzhfhD3TBLF6//rRA3i8U9gDq62+GZ9rbfA6hrCyVmGinfWZasQWquuM8LERERERFVj8GTRiqrWI8156SX2X0rQgVZI8o6+bvngpzRv7V0YGj6sXwUlf0VTNIbBEw7mo+vjfTYqAicDPBj4KShDPZ3xKO+4t9XmQGYV022UG0V6AxGsy/md1dB0Qh6AAH/K99xly7fmXo4j+U7REREREQmYvCkkVqeokFxufgGaWBrB/TyaXxZJxVkMhk+6uUOF4nSi/RCPZak3AmU6A0CXj6Sh//eI3DSvzUDJw1JJpNhyQNukmUmP1/XIj5DnC1UF5+cLUReqfh9cX9LezxmpGeOLXJQyLDKyOo7Kbll+IjlO0REREREJjEpeLJmzRqEhYVBpVJBpVIhMjISu3fvrtz/0ksvoX379nByckLLli0xYsQI/Pbbb1XOcf36dQwdOhTOzs7w8vLCrFmzUF5eNT0/Pj4e3bt3h4ODA4KCgrBx48baX2ETdFVTjo0XpLNO5kWozDwa82vjYocFPaSv87PftUgqkOOV44X49rL0KjyOCuC/DJyYTUd3e0zsKN2kNeZ4AcrrKUsiq1iP1WmFkvve7uHW6LKxurVQYkYX6SWXl53R4CzLd4iIiIiIasyk4Imfnx+WLl2KpKQknDx5Eo8++ihGjBiBtLQ0AEBERAQ2bNiA8+fPY+/evRAEAYMGDYJef6e/gF6vx9ChQ6HT6XDs2DFs2rQJGzduxFtvvVX5HFeuXMHQoUPxyCOPIDk5GTNmzMALL7yAvXv31uNlN27vJ2tQJrFYycgAJ4Q3V5p/QBYwsWMz9PKWvtbosw7YdlV62VZHBfDNgOZ4lIETs4rp6gp3iWa/5/ONBwJNtfyMdDbWgNYO6N1Is7Fmd1Who0T5TpkBmHqE5TtERERERDUlEwShTp+ePT09sWzZMkyaNEm0LyUlBeHh4bh06RLat2+P3bt34/HHH0dGRga8vb0BAGvXrsWcOXOQk5MDpVKJOXPmYNeuXTh79mzleZ599lnk5+djz549Vc5vMBig0TTN9HOtVov09HT4+/vD0fGvG/3f8svQ6/ts3H1PpJABx//hhSA3ezOP1HIuF5TjoR+yoBX3BpVUETh52JeBEynGXnP15T/nCjH7uLjPiaeDHKdGecPdofZVhlc15ejxXRYkYic4OLxlgwYVG3re7uVUjg4Dd+VAL3Ht87qr8Hq4dHNZa2DpubNV5pg3V1dXyOWs/CUiIqKmQ/yVZA3p9Xps3boVRUVFiIyMFO0vKirChg0bEBAQAH9/fwBAQkICunTpUhk4AYCoqChMmTIFaWlp6NatGxISEjBgwIAq54qKisKMGTNqNC6ttn57JFgrnU5X5e8KCxM1osAJADwb6AA/Bz20NY0kNAKtHYDZXZyxMFm6r8nfOSmAL/qq8KBn03kNmcrYa66+PNdOgfXnFfhdXfU1mltqwOKTeVgUIV3aUxOLEjWSgZMn2igR3MzQoL/zhp63ewlxBaZ2csK/z4nL1N5PVqO/twydJLJTrIGl585WNcS8MXhFRERETZ3Jn5hTU1MRGRkJrVYLFxcX7NixAyEhIZX7V69ejdmzZ6OoqAjBwcGIi4uDUnnnW93MzMwqgRMAlT9nZmZWe4xarUZJSQmcnJyqHV9GRkZlmVBTkJWVVfnfaRo5fr4h/oCrlAn4p2c+0tPzzDk0qzCkGbDNxQHnChVGj3GQC1jRqRTtyoqRnm7Gwdmov7/m6lu0vxzRaeLX8Oe/l2CgSx4CnE1PlPu9UIbt1xwBVC0LUsgEjGtZgPT0/NoO1yQNOW/38ow78JOzI64UV80UKDMALx/OxedhpbCz4iQCS86dLauveVMoFAgMDKyXcxERERHZKpODJ8HBwUhOTkZBQQG2bduG8ePH4+DBg5UBlNGjR2PgwIG4desWli9fjqeffhpHjx4127dWvr6+ZnkeS9PpdMjKyoK3t3dlcOrVA2oA4iaQz9/nhB5BLcw8QuuxSlWOQXsLJPvAOCmAzf3c0Nu76ZQz1ZbUa66++fsDP+apEZdR9XWshwxrbqnw34dNb3gcc1ANQeJ9Maa9I3rd1/DvC3PMW02scinD43FqUWba+UIFfixsjldCnS0zsGpYy9zZGs4bERERUf0zOXiiVCoRFBQE4E6D2MTERMTGxmLdunUAADc3N7i5uaFDhw548MEH4eHhgR07duCf//wnfHx8cOLEiSrnq/hmzMfHp/Lvu78ty8rKgkqlumfWCdD0UouVSiUcHR1xMEOLw1niG0RXexlmd3eHo6PxzIvGrpsP8FqYAUuTq/bHcbaT4dsBzdGnVeNsFtpQKl5zDeW9BxWI/z5bFOz65VYZDuUAg/xr/tzHMkuxL0P8vnBSyBAT4WHW90VDz9u99GrtiOmdDfg4Vbzi0PKzJRgW6IoQD+sMIlp67mwV542IiIio/tQ5UdtgMKC0tFRynyAIEAShcn9kZCRSU1ORnZ1deUxcXBxUKlVl5kpkZCT2799f5TxxcXGSfVXoDkEQsDBJLblvaqgLmjfhwEmF18JdMTLgr+Cbj5MMWwcycGKNgtzs8VIn6SV230wsqPEKMdW9L6aENoOPc9N7X8ztqsJ9buKYeQtHOXJLJVKziIiIiIgIgInBk5iYGBw6dAhXr15FamoqYmJiEB8fj9GjR+OPP/7Ae++9h6SkJFy/fh3Hjh3DU089BScnJzz22GMAgEGDBiEkJARjx47FmTNnsHfvXsybNw9Tp06Fg8Odm9jJkyfjjz/+wOzZs/Hbb79h9erV2LJlC2bOnFn/V99I7LquRdJt8bfrzR3kmNpZ+ia0qbGXy/BZPw8cGOyGtZ21ODLUAw810uVpG4NZXV3RwlH8z9PFgnJ8er5mSxfvvaHFr9nihpnuShmmd7beFWYakqOdDKt6e0D+t/YvzwU5I+EJ70a7XDMRERERUX0wKXiSnZ2NcePGITg4GP3790diYiL27t2LgQMHwtHREYcPH8Zjjz2GoKAgPPPMM3B1dcWxY8fg5eUF4E7TuZ07d0KhUCAyMhJjxozBuHHjsHDhwsrnCAgIwK5duxAXF4fw8HCsWLEC69evR1RUVP1eeSOhNwh495T0t+szw1zgam/FXSDNTCaTIcTDDhHuBrjYy+79ALIYN6Uc87pL9zdZmqzG7XusGqU3CFh40tj7wrVOyx7buvu9lJgW6oJWznJsGdAcq/t4NOn5ICIiIiKqCZkgCKYvX2ElDAYDNBrNvQ9shLRaLdLT05FQ7oXpv4p7GLR2ViBplDcc7Rgk+LuKefP392cvABOZe+70BgH9fsrB2VxxVtXE4Gb4sJe70cd+c6kYkw+LV5dq5SxH0ihvOJtxaRlrfM1pywVo9YLVB02sce5sgTnmzdXVFXK5db9+iIiIiOoTP/nYsDIDsCy1WHLfnG6uDJyQTVPIZVj6gJvkvo2/F0kGVQCgVC9gyWnprJM5XVVmDZxYK0c7mdUHToiIiIiIrAk/PduwHZl2SC8SN3kMUtnhuSDrW3aUyFS9fRwwvK34m3ODAMQcz4dU4tzGC0W4Xigu62mvUmB0B74viIiIiIjIdAye2KiicgGfpUsvK/pmd1fYyZl1Qo3Dwvvd4CCxMM7hTB12XtdW2aYpM2DZGelSvvnd3WDP9wUREREREdUCgyc26rMLWuSWiW8EwzztMaKdk8QjiGxTO1c7TAuVXjVqfmIBSvV/ZZ+sSSvEba04G6trc3sMb8eeGUREREREVDsMntig/FIDVp0vkdz3VoQKchm/XafGZWaYK3ycxP9cXdXosSbtTsPkP7V6fHJW3DwZAN7m+4KIiIiIiOqAwRMbFJuqQUGZuNdDpLcS/Vs7WGBERA3LxV6OtyKkly5efkaDrGI9PkwphEbifdG3lQMe9uX7goiIiIiIao/BExuTWazH2nNFkvvejlBBxm/XqZF6NsgZ3VuI+/wUlguYfjQP638znnXC9wUREREREdUFgyc25v1kNUr04m/Xo/wc8KA3v12nxksuM7508d4bpSgVL7CDYW0dEdFS2cAjIyIiIiKixo7BExuSkFWKDReKJffNi5C+qSRqTHp6OeCpwJo1RJbLgHndpUt9iIiIiIiITMHgiY0oKRcQfSRfct+TgU7o4im9bDFRY/N2hApOinuX4TwX5Ixgd74viIiIiIio7hg8sRFLT6txSV0u2u6oAN7sxm/Xqenwc7HDK12kly6u4KAA5nZ1NdOIiIiIiIiosWPwxAacytHhkzTpZpizuzgjQGVn5hERWdb0Li7wa6Ywuv9fHV3g58L3BRERERER1Q8GT6ycTi9g2tE8GMQ9YhHqosdLwY7mHxSRhTnbyfFOD+mMK5W9DK+GVZ+ZQkREREREZAoGT6zchykanMsTl+vYy4H5HXRQyLkEKzVNIwOcEOktXklnehdXeDoaz0ohIiIiIiIyFYMnViwttwzLz2gk980MdUL7ZhLpKERNhEwmw8aHPdHR/a/ynCcDnTDzHv1QiIiIiIiITMWmAFaq3HCnXKdcqlzHww7RIU7IvGn+cRFZE29nBY494YW0vHK4KWVowz4nRERERETUAHinYaVWpRXi9O0y0XaFDFjV2wP2coMFRkVkfeQyGZfqJiIiIiKiBsWyHSt0saAMS06rJfdN7+yCri3EfR6IiIiIiIiIqGEweGJlDIKA6UfzUaoX7+vgZoc5XaVXGCEiIiIiIiKihsHgiZVZf74ICVk60XYZgJUPucPRjqvrEBEREREREZkTgydW5JqmHO8kSZfrvBTSDA94O5h5RERERERERETE4ImVEAQBrxzLR5HE8jptXRSY353lOkRERERERESWwOCJldh8sRjxGaWS+/79kDua2fNXRURERERERGQJvCO3AhlFesxLLJDcN/4+Z/TzdTTziIiIiIiIiIioAoMnFiYIAl5NyIdaJy7X8XWWY+H9bhYYFRERERERERFVYPDEwr67UoI96VrJfR/18oCbkr8iIiIiIiIiIkvinblUF9ojAAAgAElEQVQF5ZToMftX6XKdp9s7Icqf5TpERERERERElsbgiQXNOV6A3FKDaHtLRzmW9mS5DhEREREREZE1YPDEQn66VoLtV0ok9y2PdIeno8LMIyIiIiIiIiIiKSYFT9asWYOwsDCoVCqoVCpERkZi9+7dAIDc3FxER0cjODgYTk5OaNOmDaZPn46CgqplKdevX8fQoUPh7OwMLy8vzJo1C+Xl5VWOiY+PR/fu3eHg4ICgoCBs3LixbldpZfJLDXg9IV9y37C2jhjRzsnMIyIiIiIiIiIiY+xMOdjPzw9Lly5Fhw4dIAgCNm3ahBEjRuD06dMQBAEZGRlYvnw5QkJCcO3aNUyePBkZGRnYtm0bAECv12Po0KHw8fHBsWPHcOvWLYwbNw729vZYsmQJAODKlSsYOnQoJk+ejK+++gr79+/HCy+8gFatWiEqKqr+Z8AC3jhRgKwScbmOu1KG5Q+6W2BERERERERERGSMTBAE8Rq5JvD09MSyZcswadIk0b6tW7dizJgxKCoqgp2dHXbv3o3HH38cGRkZ8Pb2BgCsXbsWc+bMQU5ODpRKJebMmYNdu3bh7Nmzled59tlnkZ+fjz179lQ5v8FggEajqcvwzW7fDS2ejPtTct/aPh54Nsi5RufRarVIT0+Hv78/HB3ZWLamOG+1x7mrHc5b7XHuascc8+bq6gq5nJW/RERE1HTU+pOPXq/HN998g6KiIkRGRkoeU1BQAJVKBTu7OwkuCQkJ6NKlS2XgBACioqKgVquRlpZWecyAAQOqnCcqKgoJCQm1HarVUOsMmHFMulxnYGsHPNOe5TpERERERERE1saksh0ASE1NRWRkJLRaLVxcXLBjxw6EhISIjrt9+zYWLVqEF198sXJbZmZmlcAJgMqfMzMzqz1GrVajpKQETk7VBxi0Wq2pl2Q28xMLcaNIL9ruYifD0ggnlJaW1vhcOp2uyt9UM5y32uPc1Q7nrfY4d7XTEPPGzB8iIiJq6kwOngQHByM5ORkFBQXYtm0bxo8fj4MHD1YJoKjVagwdOhQhISFYsGBBfY73njIyMqDXiwMUlpZUIMemS9IfPqPblsKQm4H0XNPPm5WVVceRNU2ct9rj3NUO5632OHe1U1/zplAoEBgYWC/nIiIiIrJVJgdPlEolgoKCAAARERFITExEbGws1q1bBwDQaDQYPHgwXF1dsWPHDtjb21c+1sfHBydOnKhyvooPdz4+PpV/3/2BLysrCyqV6p5ZJwDg6+tr6iU1uOJyAUuT8wGIm8Q+5GWH6Ps9IZfJTDqnTqdDVlYWvL29oVQq62mkjR/nrfY4d7XDeas9zl3tcN6IiIiI6p/JwZO7GQyGynITtVqNqKgoODg44McffxSl+UZGRmLx4sXIzs6Gl5cXACAuLg4qlaoycyUyMhI///xzlcfFxcUZ7atyN2tMLX73RAGuFooDJ04KGVb2aQ5np9r/GpRKpVVes7XjvNUe5652OG+1x7mrHc4bERERUf0x6a49JiYGQ4YMQZs2baDRaPD1118jPj4ee/fuhVqtxqBBg1BcXIwvv/wSarUaarUaANCyZUsoFAoMGjQIISEhGDt2LD744ANkZmZi3rx5mDp1KhwcHAAAkydPxsqVKzF79mxMnDgRBw4cwJYtW7Br1676v3ozOJmjw+pzhZL75keoEKCqc/yKiIiIiIiIiBqQSXfu2dnZGDduHG7dugU3NzeEhYVh7969GDhwIOLj43H8+HEAqCzrqXDlyhW0a9cOCoUCO3fuxJQpUxAZGYlmzZph/PjxWLhwYeWxAQEB2LVrF2bOnInY2Fj4+flh/fr1iIqKqofLNa9SvYBpR/JgkFgMumdLJV7q1Mz8gyIiIiIiIiIik5gUPPnss8+M7nv44YchCBJRgru0bdtWVJYjda7Tp0+bMjSrtOyMBr/ll4u2K+XAJ73doZCb1ueEiIiIiIiIiMxPbukBNFYpf+rwcYpGct+crioEu9tL7iMiIiIiIiIi68LgSQMoMwiYdiQf5RKJOGGe9pjexcX8gyIiIiIiIiKiWmHwpAF8crYQKbllou12MmBlb3fYs1yHiIiIiIiIyGZwqZd6diG/DEtPqyX3zQhzRVhzpZlHREQ6nQ5qtbpGfZnqm8FggFKpREFBATQa6VI+ksa5q53azptMJoNKpYJSyf9PEREREd2NwZN6pDcIiD6SD51BvK+jux1mhbuaf1BETZxOp0NBQQGaN28Oudz8yXYGgwE6nQ5KpdIiz2/LOHe1U9t5MxgM+PPPP+Hm5sYAChEREdFd+Gm0Hq07X4QTOTrRdrkMWNnbAw4KlusQmZtarbZY4ITIlsjlcjRv3hxqtXT2JBEREVFTxruJenJFXY5FSdIfOKeEuKBHS36LR2QJgiAwcEJUQ3K53CLlbURERETWjncU9UAQBEw/mocSvfgDZ4CrAm92Z7kOERERERERka1i8KQebPq9GIczxeU6APBJbw8423GaiYiIiIiIiGwV7+rr6EZhOeYnFkjum9SxGXr7OJh5RERERERERERUnxg8qQNBEDDzWD40ZeJyHb9mCrwdobLAqIioMcjNzUVQUBCuXbvWYM+xc+dOdOvWDZ6enpg7d67ktq+++gpt2rRpsDGY4tq1a3B3d0dKSoqlh2JzPv/8czzzzDOWHgYRERGRzWLwpA6+vVyCuJulkvs+7uUOlZLTS0S1s3z5cjz22GNo27YtAODw4cNwd3dHfn5+vT3HzJkzMWLECKSlpeHNN9+U3DZy5EgkJSXV23M2JR9++CEeeeQR+Pn5ISgoCM899xwuXrxY5RitVovXX38dAQEBaN26NcaOHYvs7Owqx8yePRv9+vWDl5cXevfuLflc+/fvx4ABA+Dn54cOHTpg0qRJuH79euX+MWPGICUlBceOHav/CyUiIiJqAuwsPQBblVWsx9zj0jcx/wxyxgA/RzOPiIhMMXBn9r0PqgcCgJ0DTMtCKy4uxpdffonvvvvO5OfT6XRQKu+9uldhYSFycnLw6KOPolWrVka3AYCTk5PJ4yDg6NGjeOGFF9C9e3eUl5dj0aJF+Mc//oHjx4+jWbNmAIA33ngD//d//4eNGzfCzc0Ns2bNwtixY7F3794q5xozZgxOnjyJtLQ00fNcvXoVzz33HKZOnYpPP/0U+fn5iImJwbhx43Do0CEAgFKpxJNPPol169ahV69eDX/xRERERI0MUyNqadav+cjXict1vJ3kWNLTzQIjIiJTJOaUmeXPyZwyk8cWFxcHpVKJ+++/H8CdcpVhw4YBANq1awd3d3dMmTIFADB06FDMmjULc+fORWBgIEaOHAkAWLlyJXr16gVfX1+EhobitddeQ2FhIYA7WSx+fn4AgOHDh8Pd3d3oNqmynd27d+ORRx6Bt7c3AgMDMXr06Hte08KFC9G/f3/R9oceegjvv/8+AMBgMOD9999HSEgIvLy80LdvXxw4cMDoOaXGtnPnTri7u1f+/N5776F3797YvHkzOnfujNatW+O1116DXq9HbGws7rvvPgQFBWH58uVVzpOfn4/o6Gi0b98e/v7+GDZsGFJTU+95nX/33XffYfTo0ejUqRO6dOmC1atX48aNG0hOTgYAFBQUYPPmzVi8eDH69euHrl27YtWqVTh+/DgSExMrz/PBBx/gX//6F9q1ayf5PGfOnIFer8e8efMQEBCA8PBwvPzyy0hNTUVZ2V+vv8GDB2P37t0oKSkx6TqIiIiIiMGTWvnhagl+vKaV3Lc80h0eDpxWIqq9Y8eOoWvXrpU/+/n54YsvvgAAnDx5EhcuXMDSpUsr9//3v/+FUqnE3r178dFHHwEA5HI5li5dioSEBKxevRqHDh3C22+/DQB44IEHcPLkSQDAF198gQsXLhjddre9e/dizJgxGDhwIA4dOoQffvgBERER97ymp556CklJSbhy5UrltvPnzyMtLQ1PPfUUAGDNmjVYtWoVFi1ahKNHj+LRRx/F+PHjcfnyZZPm725Xr17Fvn37sG3bNqxfvx6bN2/G008/jZs3b2LXrl1YsGAB3n333crrB4AJEyYgJycH27ZtQ3x8PMLDwzFixAjk5eXVehxqtRoA4OHhAQBITk5GWVkZ+vXrV3nMfffdBz8/P5w4caLG5w0PD4dcLseXX34JvV4PtVqNrVu3ol+/frC3t688rlu3bigvL69ynURERERUMyzbMVGuVo/XE6TLdf7RzgnD2jK9nYjqJj09HT4+PpU/KxSKyhvuFi1aVMmsAIDAwEAsXLiwyraXX3658r/btm2LefPmYebMmVixYgWUSiVatGgB4M6NvLe3d+W57952txUrVmDUqFF44403Krd16dLlntfUqVMndO7cGVu3bsXs2bMBAFu3bkWPHj0QGBgI4E62zCuvvIJRo0YBABYsWIBDhw5h7dq1WLFixT2fwxiDwYCVK1fC1dUVHTt2RJ8+fXDx4kVs3boVcrkcHTp0QGxsLA4fPowePXogISEBp06dwsWLF+HgcGfFtHfffRe7du3CDz/8gAkTJtRqDDExMXjwwQcREhICAMjOzoZSqRT9Pr28vER9T6rTrl07bN++Hc8//zxmzpwJvV6PHj16YOvWrVWOc3Z2hkqlQnp6usnjJyIiImrqmCJhorknCpCjNYi2ezrI8cGDLNchorrTarVwdKx536S/Z6lUiI+Px/Dhw9GpUyf4+fnhpZdeQm5uLoqLi+s0ttTUVPTt27dWj3366aexbds2AHdWK9u2bVtl1olarcatW7dE2S49e/bE77//Xqcxt2nTBq6urpU/t2zZEh07doRcLq+yLScnBwBw9uxZFBYWIjAwEK1bt678c+3atSqZM6Z4/fXXce7cOXz22Wd1uhYpWVlZeOWVV/DPf/4TBw4cwM6dO2Fvb48JEyZAEKqWlzo5ObFsh4iIiKgWmHligr3pWmy5LP2h8/0H3NDSSWHmERFRbd3f0v7eB9UDcWeke2vevLlJq+o4OztX+fnatWt45plnMHHiRMyfPx8eHh5ISEhAdHQ0dDqd6HhTmBLUuduoUaPw9ttvIzk5GVqtFjdv3qzs0VIbfw9+VCgvLxdts7Or+r86mUwmuc1guBMYLyoqgo+PD3bu3Ck6l5ub6UHyWbNmYe/evdi1axdat25dud3Lyws6nQ75+flVsk+ys7Ph5eVV4/N/+umnUKlUldlHBoMBq1atQvfu3XHy5MnK3jkAkJeXV5lhREREREQ1x+BJDRXoDJh5TLrWfbC/I54MZLkOkS2Je7zmN6d1YTAYoNPpTHpMWFgYvv322yrbKlbQqbjBr05ycjIMBgMWL15cGWDYsWOHSWMwJjQ0FIcOHcKYMWNMfmzr1q3x0EMPYevWrdBqtXjkkUfQsmVLAIBKpUKrVq1w/PjxKsvxnjhxAj169JA8X4sWLaDRaFBUVFS5eo2pTV2lhIeHIysrCwqFonKp6NoQBAGzZ8/Gzp07sXPnTlHD165du8Le3h4HDx7EiBEjAAAXL17EjRs30LNnzxo/T0lJiSiQpFDcCeb//fVy5coVaLVahIWF1fKKiIiIiJoulu3U0NuJBcgoFt+0qOxl+DDSHTKZzAKjIqLG6NFHH8Vvv/1WJfvE398fMpkMe/bswe3btytXzpESGBiIsrIyrFu3DlevXsU333yDDRs21MvY5syZg23btmHJkiW4cOEC0tLS8PHHH9f48U8//TS2b9+O77//vrJkp0J0dDRiY2Oxfft2XLx4Ee+88w7S0tLw0ksvSZ6rR48ecHZ2xsKFC3HlyhVs3boVX3/9dZ2uDwAefvhh9OzZE6NHj8aBAwdw7do1HD9+HIsWLcLp06drfJ7XX38d3377LT799FO4uLggKysLWVlZlWUzbm5uGDt2LN58800cOnQIycnJmDp1Knr27FklW+SPP/5ASkoKsrOzodVqkZKSgpSUlMqg3KBBg3Dq1Cm8//77uHz5Ms6cOYMZM2bA39+/SqDk2LFjaNeuHQICAuo8R0RERERNDYMnNXAwoxQbf5fuE/BuTzf4NmO5DhHVn9DQUISHh1fJFvH19UVMTAzeeecddOjQAbNmzTL6+C5dumDx4sWIjY1FZGQktm7dirfeeqtextanTx9s3LgRu3fvRp8+fTB8+HAkJSXV+PHDhw9Hbm4uSkpKMHTo0Cr7Jk+ejJdffhnz5s1Dr169sH//fmzatAnt27eXPJeHhwfWrVuHuLg49OrVC9u2bcPcuXPrdH3AnRKeLVu2oFevXpg6dSp69OiBSZMmIT09vTJT5tq1a5XLORvz2WefQa1W4/HHH0dwcHDln+3bt1ces2TJEgwePBjjxo3DY489Bi8vL2zevLnKeaKjo9G3b19s2LABly5dQt++fdG3b1/cunULANCvXz+sX78eu3btQt++ffHUU09BqVRi69atcHL6Kyvyu+++w/jx4+s8P0RERERNkUy4u5ucDTEYDNBoNA36HEVlBvT6PhvXCvWifQ/7OmDHoOYWyTrRarVIT0+Hv79/nXoQNDWct9qz1bnLycmpvOG1hIqyHaVSKdmjw5i9e/firbfeQkJCgkmPa0xqO3fmcOjQIYwdOxZnzpwRrZZjaVLzdv78eQwfPhwnT568Z9+WmrxnXF1dre53QkRERNSQ2PPkHhadUksGTprZyfBxL5brEFHDiIqKwuXLl5GRkQE/Pz9LD4fuEhcXh9dee83qAifGZGVlYe3atbVqeEtEREREDJ5U63hWKdadK5Lc91aECu1cOX1E1HBefvllSw+hxo4dOybqYfJ3N2/eNONoGt6iRYssPQSTPPzww5YeAhEREZFN492/EdpyAdOO5ksuM/qglxL/6tTM7GMiIrJW3bp1q7b/BxERERGRLWPwxIgPzqhxsaBctN1BAXzS2x1ylusQEVVycnJCYGCgpYdBRERERNQg2O1NQvJtHWJTpZcBfaObCh3c7M08IiIiIiIiIiKyFAZPJBy+VQq9RL1O1+b2mBrqYv4BEVGtyWQyGAwGSw+DyCYYDAY2QiciIiKSwOCJhOgurtg5pAUCXRWV2+zlwKreHrCT80MlkS1RqVT4888/GUAhugeDwYA///wTKpXK0kMhIiIisjom9TxZs2YN1qxZg6tXrwIAQkND8dZbb2HIkCEAgP/85z/4+uuvcerUKWg0GuTl5YmWcczNzUV0dDR++uknyOVyjBo1CrGxsXBx+SujIyUlBVOnTkViYiJatmyJ6OhozJ49u46XaprePg448oQXlpzSYPW5Qrwa5opQT5brENkapVIJNzc35ObmQhCkWkA3LIPBAK1WC0dHR8jljFebgnNXO7WdN5lMBjc3NyiVygYcHREREZFtMil44ufnh6VLl6JDhw4QBAGbNm3CiBEjcPr0aYSGhqK4uBiDBw/G4MGDERMTI3mO0aNH49atW4iLi0NZWRmef/55vPjii/j6668BAGq1GoMGDcKAAQOwdu1apKamYuLEiXB3d8eLL75Y9ys2gbOdHO/2dMOTgU4I8WDghMhWKZVKtGjRwiLPrdVqoVar4e3tDUdHR4uMwVZx7mqH80ZERERU/0wKngwbNqzKz4sXL8aaNWvw66+/IjQ0FDNmzAAAxMfHSz7+/Pnz2LNnDxITE9GjRw8AwCeffILHHnsMy5cvh6+vL7766ivodDp8/vnnUCqVCA0NRXJyMj788EOzB08qdG3Bb+GIiIiIiIiImqpa50Hr9Xp88803KCoqQmRkZI0ek5CQAHd398rACQAMGDAAcrkcx48frzymb9++VdKGo6KicOHCBeTl5dV2uEREREREREREtWJS5gkApKamIjIyElqtFi4uLtixYwdCQkJq9NjMzEx4eXlVHYCdHTw9PZGZmVl5TEBAQJVjvL29K/d5eHhUbpfqX6DVak26HltVVlYGhUKBsrIySw/FpnDeao9zVzuct9rj3NVOQ8zb3eU/lugfRERERGRJJgdPgoODkZycjIKCAmzbtg3jx4/HwYMHaxxAqU9SH96aSn23o6MjXF1dLT0Mm8N5qz3OXe1w3mqPc1c75pg3Bk+IiIioqTE5eKJUKhEUFAQAiIiIQGJiImJjY7Fu3bp7PtbHxwfZ2dlVtpWXlyM3Nxc+Pj6Vx2RlZVU5puLnimOIiIiIiIiIiMylzms/GgwGlJaW1ujYyMhI5OfnIykpqXLbgQMHYDAY8MADD1Qec+jQoSrpxnFxcQgODq5SskNEREREREREZA4mBU9iYmJw6NAhXL16FampqYiJiUF8fDxGjx4N4E5PkuTkZFy6dAnAnf4oycnJyM3NBQB06tQJgwcPxr/+9S+cOHECR48exbRp0/Dss8/C19cXAPDcc89BqVRi0qRJSEtLw7fffovY2Fi8+uqr9XndREREREREREQ1IhNMKFyeNGkS9u/fj1u3bsHNzQ1hYWGYM2cOBg4cCABYsGAB3nnnHdHjNmzYgAkTJgAAcnNzMW3aNPz000+Qy+UYNWoU/v3vf8PFxaXy+JSUFEydOhWJiYlo0aIFoqOjMWfOHNF5DQYDDAZD1QuSySCTyWp6SURERFQNQRBEPU7kcjnk8jonrxIRERHZDJOCJ0RERERERERETQ2/NiIiIiIiIiIiqgaDJ0RERERERERE1WDwhBotVqQRERERERFRfWDwhBqVNWvWYN26dQDAxsEm2LVrF9LT0y09DJtUsZoYERERERE1XooFCxYssPQg6C9xcXGIjY3FhQsXIJfL0bp1a0sPyWZ8//33GD9+PMrKytChQwf4+flBEAQGUaqxe/duDB48GL/88gt69uwJX19f2NnZWXpYNmHnzp2YNGkStm/fjjNnzsDb2xs+Pj6WHpbV27p1Kz788ENcu3YNKpUKLVu2BAC+V2tg586d2Lx5M27evAl3d3e4u7tbekhERERETQYzT6zErVu3MGzYMIwZMwa5ubn4/PPPMWjQIJw4ccLSQ7MZ2dnZCAwMRElJCb7//nuUlZXxZqwaP//8M6ZNm4aJEyciISEB/fr1g6Ojo6WHZdUEQYBWq8X06dPx/PPPY/Dgwejfvz9++eUXrF27FuXl5ZYeolUSBAGFhYUYO3YspkyZAq1Wi3Xr1qFv377YsWMHAGaKVefy5cvo168fpkyZgrNnz+KNN97AkCFDUFRUZOmhERERETUZ/IrZChQXFyMmJgbNmjXDr7/+ioCAAADAAw88gHXr1qFnz54wGAyQyxnrqk5aWho++OADpKamYs+ePfj5558xYsQI6PV6KBQKSw/P6mzZsgVPPPEE3nzzTZSVleHEiRNo2bIl2rZtC6VSaenhWSWZTIYrV65g3759+PHHHxEZGQkAuHr1KnJycmBnZ8cMCgkymQwXLlxAQkICDhw4gLCwMADAyJEjERsbC4VCgeHDh/PfOQlXrlzB1KlT0aFDB2zZsgXNmzdHdnY2wsPD8emnn2LGjBl8zRERERGZAT+lWgFnZ2c4ODhgwoQJCAgIqPz2+rHHHkNaWhoA8IaiGnq9HgCg0WhQUFCAl156CXK5HAcOHEBZWRlu3rxp4RFap6SkJPTs2RP/3979x1RVPnAc/1yvKIUgkIBRIJRyh0vNFMhcIi1/zLFRWJpmRWEXnUJLWTCXm7Q2kQz67cBVwx8I3ppbP1jMrVFDWqvWH2mhXEiSmhEGEwouwj3fPxxX8Ss3K/Rc4/3a3OC5x3M+e/64437uOc9TV1en2NhYbd68WQkJCcrOztaPP/5odjyf1dzcLJfLJbfb7RkbGBjQ/Pnzdfr0ae4+ucTgws2D72UXP2pSWFioG2+8UeXl5fr99995n7uM4OBgGYahrKwsRUREyGq16uabb1ZycrK+//57Sdy1AwAAcC3wl6qPeOONN7R06VJJF4qSEydOeL6hZeeY4Q3eVdLc3OxZd8Jut6umpkYhISFavny5yQl9j8vlUmRkpI4ePaoXXnhB+fn5ev/997Vjxw4dP35cOTk5Zkf0WfPmzVN4eLieffZZlZaWymaz6eDBg6qoqFBKSopyc3PNjmi6zz//XDU1Nerv7/d8sB8/fry6uro8vxuGobi4OD344INqbW3Vhx9+aGZkn3Hx3ElSSEiIqqqqlJCQ4DnGYrHo1KlTio+PNysmAADAqEN54iP8/Pw8Pw+WJy0tLZo/f75Zka4bg8VSWFiYpk+frra2Nh04cEBOp1NRUVEqLi4echzOf5BNSkpSSUmJent7lZmZqcjISGVlZSkrK0tHjx5VXV2d2TF9UmhoqHbt2qXHH39cZWVlSk5OltPp1EcffaTnnntOBw8e1CeffGJ2TFO0t7friSee0MKFC5WXl6fW1lbPaw888IDcbrcOHDgg6cIdYw8//LCsVqu+++67UX3XzqVzd/HuV4N3n0jni5MzZ87ozJkzSkxMNCsuAADAqEN54qOam5vldDp1xx13SDr/B/O5c+dMTuWbLBaLOjo6VF9fr02bNik6OlqBgYEqKSlRYGCg6uvrPcfhgi1btqinp0fd3d1DxqdPny6r1SqXy2VSMt935513Ki0tTe3t7Vq/fr3njqfk5GSFhoaqoaHB7IjXXH9/vxwOh3799VdVVlaqsbFRlZWV6uvrk3S+sMvOzlZhYaFnfRi3263g4GDdfffdqq2tHbU7PV1u7qqqqjxzJw19//r222917tw5TZ061TM2WEYBAADg6qA88TGD3y7W1dVpwoQJmjNnjiSpoKBAOTk5amtrMzOezwoKClJSUpJaWlrkcDjkcDiUnZ2tmJgYHTp0aFR+mP0r/v7+2rNnj1pbW1VRUeEZd7lcGjNmjG699VYT0/m+jo4OTZo0STfddJNnrKurS729vUMesRgtxo4dq7vuuksbNmzQihUrlJeXp+LiYs+6HJK0du1aRUREKDs7W93d3Z677M6ePavY2NhRWwBcydxJFwqSTz/9VHFxcYqIiFBfX59yc3NVUlJCwQ4AAHAVWQyeZfBJGw5iXloAAAbLSURBVDduVEBAgO6//37Z7Xb9+eef2rt3rxYvXmx2NJ/1888/KygoSIGBgZ5dOxoaGtTT06PZs2ebHc8nGYahFStW6Msvv1RaWppsNptee+01paSk6NVXX2XrYi8Mw1BUVJRSUlKUmpoqi8WirVu3avbs2dq1a5dCQkLMjnjNXbrryy233KLU1FS99NJLCgoKkiTV19dr8eLFWrZsmdLT0+VyuZSfn6+ioiI99thjZkU33XBzt3PnTgUGBg45dunSpXrooYcUHh6u9evXyzAMHTp0SElJSdc6NgAAwKhBeeKDent7NWPGDDU1NWncuHEqKChQXl6e2bHwH/XHH39o9+7dqq2tVWtrq1avXq1NmzaZHeu6cPz4cT399NPq6OiQy+XSunXrmDtJfX19GjdunBwOh1avXq3q6motWrTI8/oHH3ygPXv2yOl0qrOzU1u2bJHdbjcxse/wNneGYaixsVEzZ86U2+2Wn5+fioqKtGHDBpNTAwAA/PdRnvioRYsWadq0aSouLubbf1wTgzujDO5ehCszMDAgp9Op2267bcjCzzjvnnvuUUBAgPbv36/w8HD99ttvCgsLk3R+UewpU6aYnNB3XTp37e3tcrvdmjlzpp588klt377d7IgAAACjBuWJjxoYGOBDLIDrVn9/v8aOHatjx45p1qxZKi4uVlNTk7744gu99dZbmjt3rtkRfdZwc3fkyBG9/fbbmjp1qgICAsyOCQAAMKpQngAArqrExER9/fXXio6OVmlpqZYsWWJ2pOvG4NxFRUWprKyMuQMAADAJu+0AAK6KpqYmzZgxQ8eOHdPu3bt18uRJPvxfoUvnrqWlhbkDAAAwEeUJAOCqsFqtWr58udrb25WZmWl2nOsKcwcAAOBbeGwHAAAAAADAC+48AQAAAAAA8ILyBAAAAAAAwAvKEwAAAAAAAC8oTwAAAAAAALygPAEAAAAAAPCC8gQAAAAAAMALyhMAAAAAAAAvKE8AXLdOnjwpi8WinTt3mh0FAAAAwH8Y5QkAn1ddXa1t27aZHQMAAADAKEV5AsDnVVdXq6CgwOwYAAAAAEYpyhMAAAAAAAAvKE8A/J9t27bJYrHoxIkTWrNmjSZOnKiwsDBt3bpVhmHo1KlTSktLU1BQkCZPnqyXX355yP9va2tTZmamIiIi5O/vr1mzZqm8vHzIMRevV1JWVqbbb79d48ePV0JCgr766ivPcRkZGXrzzTclSRaLxfPvUt7OAQAAAAD/xlizAwDwXStXrlR8fLwKCwv18ccf68UXX1RoaKhKS0t13333aceOHdq/f79yc3OVkJCgBQsWqKenRwsXLpTT6dTGjRsVGxsrh8OhjIwMdXZ26plnnhlyjYqKCnV1dSkrK0sWi0VFRUVKT09Xc3Oz/Pz8lJWVpV9++UWHDx/W3r17L5vzr84BAAAAAP8G5QmAYSUmJqq0tFSSZLfbFRMTo82bN2v79u3Ky8uTJK1atUqRkZF65513tGDBApWVlemHH37Qvn379Oijj0qS1q1bp+TkZD3//PN66qmnFBgY6LnGTz/9pMbGRoWEhEiSbDab0tLSVFNTo9TUVM2bN09xcXE6fPiw1qxZc9mcf3UOAAAAAPg3eGwHwLDWrl3r+dlqtWru3LkyDEOZmZme8eDgYNlsNjU3N0s6v7jr5MmTtWrVKs8xfn5+ysnJUXd3tz777LMh11i5cqWn9JCke++9V5I857sSI3EOAAAAABgO5QmAYUVHRw/5feLEifL399ekSZP+b7yjo0OS1NLSomnTpmnMmKFvL/Hx8Z7XvV1jsAQZPN8/yflPzgEAAAAAw6E8ATAsq9V6RWOSZBjGiF3j755vpDMBAAAAwMUoTwCMqClTpqixsVFut3vIeENDg+f1v+tyu+sAAAAAwLVCeQJgRC1btkynT59WVVWVZ6y/v1+vv/66JkyYoOTk5L99zoCAAElSZ2fniOUEAAAAgCvFbjsARpTdbldpaakyMjL0zTffKCYmRu+9956OHDmiV155ZchOO1dqzpw5kqScnBwtWbJEVqtVjzzyyEhHBwAAAIDLojwBMKJuuOEG1dbWKj8/X+Xl5Tp79qxsNpveffddZWRk/KNzpqenKzs7W5WVldq3b58Mw6A8AQAAAHDNWAxWVAQAAAAAABgWa54AAAAAAAB4QXkCAAAAAADgBeUJAAAAAACAF5QnAAAAAAAAXlCeAAAAAAAAeEF5AgAAAAAA4AXlCQAAAAAAgBeUJwAAAAAAAF5QngAAAAAAAHhBeQIAAAAAAOAF5QkAAAAAAIAXlCcAAAAAAABeUJ4AAAAAAAB48T+/YgzaHuOT+gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1200x1000 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a=data.groupby([\"year\",\"month\"])[\"traffic_volume\"].mean().reset_index()\n",
    "a.set_index([\"year\",\"month\"],inplace=True)\n",
    "a.unstack(level=0).plot(figsize=(12,10),subplots=True,layout=(4,2),legend=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the plots are made for different years and in each year, there are some common trends that one can observe.\n",
    "1. In years 2015 onwards, there is always a drop in July-August.\n",
    "2. During months November-February steep decline in traffic is observed. This happens maybe due to cold weather.\n",
    "3. July months sees a sudden decline in most years.\n",
    "4. In year 2016, we see the lowest traffic of all years, in July. This was due to protests against the police shooting of Philando Castile, which led to shutdown of the freeway.\n",
    "5. Higher average traffic is observed for August, which usually has warm weather.\n",
    "\n",
    "Let us breakdown our data in days of the week and see which days usually have the higher average traffic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "day_order=[\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"]\n",
    "data.groupby(\"weekday\")[\"traffic_volume\"].mean().loc[day_order].plot.bar()\n",
    "plt.ylabel(\"Traffic Volume\")\n",
    "plt.xlabel(\"Weekday\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, higher traffic is observed on weekdays than weekends."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us now group this data into **Business days** and **Weekdays**. We will see how traffic varies in these two types of days, for **every hour of the day**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"day_type\"]=np.where((data[\"weekday\"]==\"Sunday\")|(data[\"weekday\"]==\"Saturday\"),\"Weekend\",\"Business Day\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a=data.groupby([\"day_type\",\"hour\"])[\"traffic_volume\"].mean().reset_index()\n",
    "a.set_index([\"day_type\",\"hour\"],inplace=True)                     \n",
    "a.unstack(level=0).plot(figsize=(12,10))\n",
    "plt.legend([\"Business Day\",\"Weekend\"],loc=\"best\")\n",
    "plt.ylabel(\"Traffic Volume\")\n",
    "plt.xlabel(\"Hour of the day\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As already observed in the previous bar plot, the traffic on weekends is lower than that on weekdays, for most hours of a day. However, it is interesting to note that during 8.00 p.m.-4.00 a.m. , traffic is lighter on weekdays than weekends. Maybe, because most people are catching some sleep during nighttime.\n",
    "\n",
    "Now let's check if public holidays affect traffic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.groupby(\"holiday\")[\"traffic_volume\"].mean().sort_values().plot.barh()\n",
    "plt.xlabel(\"Traffic Volume\")\n",
    "plt.xlabel(\"Holiday\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This was also one of our apriori expectations. On public holidays, the volume of traffic is much lower than that on the other days.\n",
    "\n",
    "Let us now see whether **weather** has any significant effect on traffic."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Weather Factors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.groupby(\"weather_main\")[\"traffic_volume\"].mean().sort_values().plot.barh()\n",
    "plt.xlabel(\"Traffic Volume\")\n",
    "plt.ylabel(\"Weather Main\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Overall, it is interesting to see here some weather patterns exhibit higher traffic than **clear** weather.\n",
    "Fog, squall and smoke result in lower traffic as expected.\n",
    "\n",
    "Now we will look at a more descriptive column, **weather description**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,10))\n",
    "data.groupby(\"weather_description\")[\"traffic_volume\"].mean().sort_values().plot.barh()\n",
    "plt.xlabel(\"Traffic Volume\")\n",
    "plt.ylabel(\"Weather Description\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Squalls,Proximity thunderstorm with drizzle and light rain and snow** are linked to lowest average traffic on I94.\n",
    "Now let us see if there is any link between temperature and traffic volume."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.groupby(pd.cut(data[\"temp\"],range(288,305)))[\"traffic_volume\"].mean().plot.bar()\n",
    "plt.ylim(0,5000)\n",
    "plt.ylabel(\"Traffic Volume\")\n",
    "plt.xlabel(\"Temperature\")\n",
    "plt.show()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Warmer weather** is linked to higher traffic."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. In years 2015 onwards, there is always a drop in July-August.\n",
    "2. During cold months November-February steep decline in traffic is observed.\n",
    "3. July months sees a sudden decline in most years.\n",
    "4. In year 2016, we see the lowest traffic of all years, in July. This was due to protests against the police shooting of Philando Castile, which led to shutdown of the freeway.\n",
    "5. Higher average traffic is observed for August, which usually has warm weather.\n",
    "6. The traffic on weekends is lower than that on weekdays, for most hours of a day, but during nighttime, traffic is lighter on weekdays than weekends. The peaks of traffic are observed at 7.00 am and 4.00 p.m. on weekdays and around 12.00 p.m. on weekends.\n",
    "7. On public holidays, the volume of traffic is much lower than that on the other days.\n",
    "8. some weather patterns exhibit higher traffic than **clear** weather.\n",
    "Fog, squall and smoke are linked with lower traffic as expected.\n",
    "9. Squalls,Proximity thunderstorm with drizzle and light rain and snow are linked to lowest average traffic on I94.\n",
    "10. Warmer weather is linked to higher traffic."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
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