{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How Do Playlists Impact Streams?\n",
    "\n",
    "\n",
    "This notebook examines the relationship between streams and several variables related to playlists. Because we only receive playlist information from Spotify, Apple Music, and Amazon, only streams from those stores are considered.\n",
    "\n",
    "Predictors can be divided into three categories.\n",
    "\n",
    "1. Metrics for all playlists a track has been streamed on each day\n",
    "2. Metrics for all playlists a track has ever been added to\n",
    "3. Metrics for all playlists a track is currently on\n",
    "\n",
    "Because tracks are placed and taken off playlists often, especially more popular playlists, (2) probably won't correlate well with streams. However, metrics only for playlists a track gets placed on each day might be valuable. Number (3) would be hard to calculate without a complete history of the playlists a track was added to and removed from. Ultimately it's not important how many playlists a track is on, but whether a track receives streams from those playlists. This is captured by (1). Therefore the most important predictors are metrics for playlists a track has been streamed on each day, and only those will be explored in this preliminary analysis.\n",
    "\n",
    "Many playlist metrics can be used:\n",
    "\n",
    "1. Number of playlists a track has been streamed on each day\n",
    "2. Total daily streams per track\n",
    "3. Total followers\n",
    "4. Total track position changes\n",
    "5. Total unique listeners\n",
    "6. Total popularity\n",
    "7. Total playlist streams a track has received\n",
    "\n",
    "These metrics correspond to totals instead of averages because the effect of being on multiple playlists is additive. Each of the metrics can be broken down further into multiple variables corresponding to playlists within different groups. For example, instead of using a single count of the number of playlists streamed on, the count can be broken down by playlist group, capturing the differing impact of different playlists on streams.\n",
    "\n",
    "Because the predictors generally accumulate over time as a track matures, they should be differenced before comparing them to the difference in streams from day to day. Because they are also continuous in time, correlations between streams and lagged predictors don't need to be considered.\n",
    "\n",
    "Due to availability and ease of obtaining the data, the following analysis looks at metrics (1) and (2) only. Although the true value of daily streams per track for each playlist is unavailable, a surrogate was obtained using the set of Orchard tracks."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preliminaries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section imports packages, defines utility functions, establishes a database connection, and fetches the training dataset. The dataset corresponds to 10K randomly chosen tracks from the Orchard catalog. A track is defined by the combination of labelid, subaccountid, and ISRC. Only tracks from frontline labels (subaccountid is NULL) and that have appeared on at least one playlist have been selected. The metrics correspond to all playlists a track gets streamed on, including user-generated playlists. Correlations might be strengthened by considering only editorial playlists, or playlists with high follower counts. Additionally, a different set of 10K tracks can be generated, and the analysis repeated. However, the results here should be fairly representative."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import packages\n",
    "from snowflake.sqlalchemy import URL\n",
    "from sqlalchemy import create_engine, Table, MetaData\n",
    "from sqlalchemy.sql import select\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.sandbox.stats import multicomp\n",
    "from statsmodels.stats import weightstats\n",
    "\n",
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define utility functions\n",
    "def sample_to_daily(df, keys):\n",
    "    \"\"\"Sample to daily time step.\"\"\"\n",
    "    return df.groupby(keys).resample('D').\\\n",
    "        asfreq().fillna(0).drop(keys, axis=1).reset_index()\n",
    "\n",
    "def diff_vars(df, var_names, keys):\n",
    "    \"\"\"Difference variables.\"\"\"\n",
    "    df_grouped = df.groupby(keys)\n",
    "    for var in var_names:\n",
    "        df['diff_' + var] = df_grouped[var].diff()\n",
    "    return df\n",
    "\n",
    "def remove_outliers(df, var_names, std_threshold=100):\n",
    "    \"\"\"Remove outliers based on several variables.\"\"\"\n",
    "    for i in range(len(var_names)):\n",
    "        mean_var = df[var_names[i]].mean()\n",
    "        std_var = df[var_names[i]].std()\n",
    "        \n",
    "        outlier_filter_var = (df[var_names[i]] > mean_var - std_threshold * std_var) & \\\n",
    "            (df[var_names[i]] < mean_var + std_threshold * std_var)\n",
    "        \n",
    "        if i == 0:\n",
    "            outlier_filter = outlier_filter_var\n",
    "        else:\n",
    "            outlier_filter &= outlier_filter_var \n",
    "            \n",
    "    return df[outlier_filter]\n",
    "\n",
    "def load_data(engine, table_name, keys, vars_to_diff, date_col='date'):\n",
    "    \"\"\"Load time-series data.\"\"\"\n",
    "    table = Table(table_name, MetaData(), autoload=True, autoload_with=engine)\n",
    "    df = pd.read_sql(select([table]), engine, parse_dates=[date_col], index_col=date_col)\n",
    "    \n",
    "    # convert NaN/None to 0 (e.g., subaccountid)\n",
    "    df.fillna(value=0, inplace=True)\n",
    "    \n",
    "    # sample to daily and fill missing with 0 (e.g., streams)\n",
    "    df = sample_to_daily(df, keys)\n",
    "    \n",
    "    # compute differences\n",
    "    df = diff_vars(df, vars_to_diff, keys)\n",
    "    df.dropna(inplace=True)\n",
    "    \n",
    "    # remove outliers\n",
    "    return remove_outliers(df, ['diff_' + var for var in vars_to_diff])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "# establish Snowflake connection\n",
    "user = 'jamesc'\n",
    "password = ''\n",
    "\n",
    "engine = create_engine(URL(\n",
    "    user=user,\n",
    "    password=password,\n",
    "    account='orchard',\n",
    "    database='dev_engineering',\n",
    "    schema='events_streams',\n",
    "    role='dev_engineering',\n",
    "    warehouse='dev_performance_warehouse'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load training dataset of playlist metrics\n",
    "playlists_data = load_data(\n",
    "    engine, 'playlists_data', ['labelid', 'subaccountid', 'isrc'],\n",
    "    vars_to_diff=[\n",
    "        'streams', 'num_playlists', 'daily_streams_per_track', 'num_playlists_1', 'num_playlists_2',\n",
    "        'num_playlists_3', 'num_playlists_4', 'num_playlists_5'])\n",
    "\n",
    "# load dataset of playlist performance used for clustering\n",
    "playlists_performance_table = Table(\n",
    "    'playlists_sample_total_performance', MetaData(), autoload=True, autoload_with=engine)\n",
    "playlists_performance_data = pd.read_sql(select([playlists_performance_table]), engine)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example Track"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before diving into an analysis, it's instructive to look at a concrete example of how a change in the number of playlists a track gets streamed on is correlated with an increase in overall streams. Below is an example for ISRC ITG271700735 (Walls Come Down by Pink Cream 69). Of course, streams can be broken down into the number of streams from playlists and the number from other sources, to see how appearing on playlists might be related to getting streams off the artist's or album's page, but this anecdotally points to a relationship between playlists and streams that's worth exploring."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
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7Lz4+Pvj7+/Piiy+ydu1aZsyYQffu3Vm1alWV4wMCAnj33Xe56667yM7OpqysjLvvvpsRI0bw2GOPMWHCBDp37syECRNcfjGoyaFDh5g7dy4VFRUAPPHEE259nUopVV1USBTk2R2FckWsZdA91tixY0319dR3797NsGHDGlVea50WtbFae3005L2ia0RXpfVxitZFVVofVTXDeuqbjTFjG/Nc7X5XSimlWglN6koppertyQ1PsjKzxtW1lQfQa+pKKaXqbU/mHrJKdE4MT6UtdaWUUqqV0KSulFJKtRKa1JVSSqlWQpO6G82ZM4d3333X7jAAOPvss91Szuuvv85vf/vbRj334Ycf5m9/+xsADz30EF9//bXLYz/44AN27dpV77IzMjKYNm0aoaGhjY5PKdVwfdr3oYt/F7vDUC7oQLlW6vvvv7c7hCoeffTRWvd/8MEHXHzxxQwfPrxe5QUFBfHYY4+xY8eOkwvaKKWa38NnP1xlOmvlWbSl3kjLli0jJiaGUaNGcf3115/cHh8fz9lnn03//v1Pttrz8vI477zzOOOMM4iOjubDDz8EICUlhWHDhnHLLbcwYsQILrjgAgoLCwHYuHEjMTExxMbGcu+99zJy5EjAscrcvffey7hx44iJieE///lPjfGFhoYCpyZFuOKKKxg6dCjXXXcdNU04NHXqVH73u98RGxvLyJEj2bBhw2nHfPzxx0yYMIHRo0dz/vnnc+zYMSoqKhg0aBBpaWkAVFRUMHDgwJO/V3LuxVi4cCHDhw8nJiaGP/7xj3z//fd89NFH3HvvvcTGxrJ3716ef/75k8dcc801p8USEhLCxIkTCQoKquWvpJRSbUvraKm/dtHp20ZcBuNvgZICWH7lyc3tysvA1w9ifw2jr4P8DHj7hqrPnftJrafbuXMnjz/+ON9//z2RkZFkZmae3HfkyBFWr17Nnj17mDlzJldccQVBQUG8//77tG/fnvT0dM4880xmzpwJQFJSEm+++SavvPIKV111FStXrmT27NnMnTuXV155hbPOOouFCxeeLH/x4sWEh4ezceNGiouLOeecc7jgggvo16+fy3h/+OEHdu7cSffu3TnnnHNYs2YNEydOPO24goICtm7dSnx8PDfddNNpLeCJEyeybt06RIRXX32Vp556ir///e/Mnj2b5cuXc/fdd/P1118zatQoOnfuXGMsGRkZvP/+++zZswcRISsri4iICGbOnMnFF1/MFVdcAcCiRYvYv38/gYGBuqSsUh7k4e8f5kjGEV3QxUNpS70Rvv32W6688sqTa6d37Njx5L7LLrsMHx8fhg8fzrFjxwDHKm1/+tOfiImJ4fzzz+fQoUMn9/Xr14/Y2FgAxowZQ0pKCllZWeTm5nLWWWcB8Otf//pk+V9++SXLli0jNjaWCRMmkJGRQVJSUq3xjh8/np49e+Lj40NsbCwpKSk1HnfttdcCMHnyZHJyck5LpqmpqUyfPp3o6Giefvrpk4vS3HTTTSxbtgyAJUuWMHfuXJexhIeHExQUxLx583jvvfcIDg6u8biYmBiuu+463njjDfz8Wsd3T6VagwM5BzheetzuMJQLrePTsraWdUBwlf2F1ec6D+lUZ8u8IZyXSK3s5l6+fDlpaWls3rwZf39/+vbtS1FR0WnH+/r6nux+d8UYwz//+U+mT5/eqJh8fX0pKyur8TgRqfX3O++8k3vuuYeZM2cSFxfHww8/DECvXr2Iiori22+/ZcOGDbWuNufn58eGDRv45ptvePfdd/nXv/7Ft99+e9pxn3zyCfHx8Xz88cf85S9/Yfv27c2b3N+azYi0dND5rJVSXkxb6o1w7rnn8s4775CRkQFQpfu9JtnZ2XTp0gV/f39WrVrFgQMHaj0+IiKCsLAw1q9fD8CKFStO7ps+fTovvvgipaWlACQmJpKfn9+Ul3PSW2+9BcDq1asJDw8nPDz8tNfRo0cPAJYuXVpl380338zs2bO58sorT64jX5O8vDyys7O58MILefbZZ/nxxx8BqixdW1FRwcGDB5k2bRpPPvkk2dnZ5OU187JQBSfwL63/CnlKKeWJWkdLvYWNGDGCBx54gClTpuDr68vo0aN5/fXXXR5/3XXXcckllxAdHc3YsWMZOnRonedYvHgxt9xyCz4+PkyZMuVkgr355ptJSUnhjDPOwBhD586d+eCDD9zyuoKCghg9ejSlpaUsWbLktP0PP/wwV155JR06dODcc89l//79J/fNnDmTuXPn1tr1Do5V4S699FKKioowxvDMM88AcM0113DLLbfw/PPPs2LFCubNm0d2djbGGO666y4iIiJOK6tv377k5ORQUlLCBx98wJdfflnv0fNKKdUqGWM8+jFmzBhT3a5du07bVl85OTmNfm5Lys3NPfnzE088Ye66665mOU9lfUyZMsVs3Lix0eVs3LjRTJw40V1huU293ytLLjQnnjm7eYPxMqtWrbI7BI+hdXHKovWLzG9X/tbuMDyKu98fwCbTyJxZZ/e7iPQSkVUisktEdorI76ztHUXkKxFJsv7tYG0XEXleRJJFZJuInOFU1o3W8UkicmOzfVNpBT755JOTt5clJCTw4IMP2h2SS4sWLWLWrFk88cQTdoeilGpmC8YvYFbHWXaHoVyoT/d7GfAHY8wWEQkDNovIV8Ac4BtjzCIRWQgsBBYAvwQGWY8JwIvABBHpCPwZGAsYq5yPjDEn3P2iWoOrr76aq6++usXO15TJJBYuXFjltjuv1H8KJ/bv5/ROfqWU8h51ttSNMUeMMVusn3OB3UAP4FKgcrTUUuAy6+dLgWVWL8I6IEJEugHTga+MMZlWIv8KmOHWV6NUY025jwN9W+5LlFLeamHCQpamL637QGWLBg2UE5G+wGhgPRBljDli7ToKRFk/9wAOOj0t1drmantN57kVuBUgKirqtFZkeHj4yZHSDVVeXt7o57ZGrb0+ioqK6t0LkZeXp9NfOtH6OEXr4pSfjv5EeXm51ocTT3p/1Dupi0gosBK42xiT43wPszHGiMjpc482kjHmZeBlgLFjx5qp1e4d3r17d9V7zRsgt/p96m1ca6+PyhH9dXpjFhmZmXS6a1XzB+UlKqcYVloXzpZ+vpSsrCytDyee9P6o133qIuKPI6EvN8a8Z20+ZnWrY/1bOcXQIaCX09N7WttcbVfKfqVF+JaX2B2FUko1SX1GvwuwGNhtjHnGaddHQOUI9huBD52232CNgj8TyLa66b8ALhCRDtZI+Qusba2GLr1aVXMuvfrVV18xZswYoqOjGTNmTI2z0jVEfkkZOSVu62xSSilb1Kf7/RzgemC7iGy1tv0JWAS8LSLzgAPAVda+T4ELgWSgAJgLYIzJFJHHgI3WcY8aY2qfik01WmtfejUyMpKPP/6Y7t27s2PHDqZPn86hQ43v+Pk5s4DswgqO7s9kfL+OdT9BqTZqVOdR/Fz4s91hKBfqM/p9tTFGjDExxphY6/GpMSbDGHOeMWaQMeb8ygRtjXq/wxgzwBgTbYzZ5FTWEmPMQOvxWnO+sOamS6/au/Tq6NGj6d69O+CY4a+wsJDi4mJXf65aFZaUk1PkmHZ3wcptFJWWN6ocpdqCu8fczcwOM+0OQ7nQKqaJnfv56VOTTu87nWuGXkNhWSG3f337ye3l5eX4+vpy6cBLuWzgZZwoOsE9cfdUee5rM2r/vqFLr3rW0qsrV67kjDPOqLJwTUOs35/BmrLRDO3oy/60fJ79KpH7LxzWqLKUUspOuqBLI+jSq56z9OrOnTtZsGCByx6L+khISmepzCQ0dhbXju/FKwn7+PGgruGuVE1+v+r3vJr2qt1hKBdaRUu9tpZ1O792VfZXv4WrQ1CHOlvmDaFLr7bc0qupqan86le/YtmyZQwYMKDWOqhNfGIaE/p1JNC3kPsvHMaqPWnc9+42Pr5zIgF++r1XKWdZxVnkl7tnZUjlfvqJ1Qi69Kr9S69mZWVx0UUXsWjRIs4555xGv+bDWYUkHc/jydz7if3hAdoH+fOXX43kp2O5/HtVcqPLVUopO2hSbwTnpVdHjRrFPffcU+vx1113HZs2bSI6Opply5Y1aOnV2NhY8vPzqyy9Onz4cM444wxGjhzJb37zG5ct74aqnKhl/vz5LF68+LT9lUuvjhkz5uSlh0ozZ84kLy+vXkuvXnzxxcTExDBx4sQqS68+/fTTjB49mqSkJGbPnk10dDSjR4+ucenVf/3rXyQnJ/Poo48SGxtLbGwsx48fr+mUtVqdlA5ARDv/k9vOGxbFpbHd+feqZPYczWlwmUopZZvGLu/WUg9delWXXm2Kut4rty/fbMb/5StTseSXVZZezcgrNmc8+qW55J8JprSsvLnD9Ei63OgpWhenzPlsjrnszcvsDsOjeNXSq8oeuvRq8yuvMKxOSmfSoM4IVccPdAwJ4JFLR7AtNZtXV++3KUKlPM+EbhMYEjTE7jCUC61ioFxrpEuvNr/th7LJLixl0qBI+OH0/RdFd+Oj4Yd59qtELhgeRf/OoS0fpFIeZv6o+cSdiLM7DOWCttRVmxWfmIYITBrUGUZcxvEuVQfciQiPXzaSQD8fFqzcRkWFTiOrlPJsXpvUTQ2zoinlrK73SHxiGtE9wukYEgDjb+FwjwtPO6ZL+yD+7+LhbEw5wRvra79rQam2YP7X83nh2At2h6Fc8MqkHhQUREZGhiZ25ZIxhoyMDIKCgmrcn1NUyg8Hsxxd7wAlBfiU1zzN7BVjejJ5cGcWfbaHg5kFzRWyUl6huKyYUlNqdxjKBa+8pt6zZ09SU1NPm1+8PoqKilx+0LdFrbk+goKC6NmzZ437vk/OoLzCMHmQNZ3t8iuJycqC806f1EdE+OuvRjL92Xj+9P52lt00/rSJeZRSyhN4ZVL39/evda7z2sTFxTF69Gg3R+S92mp9xCelERLgyxl9OtTr+J4dgln4y6H834c7eWdzKleN7dXMESqlVMN5Zfe7Uk1hjCE+MY2zBkTi71v//wLXTejD+H4defx/uziWU9SMESqlVONoUldtTkpGAaknCpkyOLLug534+AhPzoqhuKyCBz/YoWM6VJs0pecURrYbaXcYygVN6qrNiU90jMWYPLjm5WFr0y8yhHt+MZivdh3jf9uOuDs0pTzenJFzOC/8PLvDUC5oUldtTkJSGr07BtOnU8ipjbG/5mjXc+v1/HkT+zGqZzgPf7STzPySZopSKaUaTpO6alNKyipYuzeDydW73kdfx9Fu9Wt9+Pn68NQVo8gpKuWRj3c2Q5RKea65n8/lH0f/YXcYygVN6qpN2XzgBPkl5aduZauUn4F/Sf1XZBvSNYw7pg3kw62H+XrXMTdHqZRSjaNJXbUpCUlp+PkIZw3oVHXH2zcwYueTDSrr9qkDGdo1jAc+2E52oU7GoZSynyZ11abEJ6VxRu8OhAX5131wHQL8fHjqihjScot54tPdbohOKaWaRpO6ajPS84rZcSjn9OvpTRDTM4JbJvdnxcaDrE5Kd1u5SinVGJrUVZuxJtmRdCdVv57eRL8/fzD9IkNY+N428ovL3Fq2Up5met/pjA5pe7NQegtN6qrN+C4xjQ7B/ozsEe7WcoP8fXnqihgOZRXy9Bc/ubVspTzNNUOvYXLYZLvDUC5oUldtgjGGhKR0Jg7qjK9PDYuxjLuJQz1mNLr8cX07csOZfVi6NoVNKZmND1QpD1dYVkhJhc7P4Kk0qas2Yc/RXNJyi08ttVrdyFmkdZnUpHPcN2Mo3cPbcd/KbRSVljepLKU81e1f386Lx1+0OwzlgiZ11SacnBrW1fX07FQCixq+lK+zkEA/nrg8mn1p+fzjm6QmlaWUUo2hSV21CQlJ6QyOCqVruIu149/7DcN2P9fk80we3Jmrxvbk5fh97DiU3eTylFKqIepM6iKyRESOi8gOp21vichW65EiIlut7X1FpNBp30tOzxkjIttFJFlEnheRGi5sKuV+hSXlbEjJdN1Kd7MHLhpOp5AA/vjOj5SUVbTIOZVSCurXUn8dqDKCyBhztTEm1hgTC6wE3nPavbdynzFmvtP2F4FbgEHWo/GjkpRqgHX7Mygpq2jUqmyNEd7On8cvG8meo7m89N3eFjmnUkoqyBoeAAAgAElEQVRBPZK6MSYeqHE4r9Xavgp4s7YyRKQb0N4Ys844FqFeBlzW8HCVariExHQC/XwY369ji53zghFduTimG//8NonEY7ktdl6lmtulAy9lQugEu8NQLvg18fmTgGPGGOdRQf1E5AcgB3jQGJMA9ABSnY5JtbbVSERuBW4FiIqKIi4urolhnpKXl+fW8rxdW6iPz7cWMCjch3VrElweE5uVRXl5uVvr4oJIw3c+hvlLVvPgmUH4eNkVp7bw3qgvrYtTIohgJCO1Ppx40vujqUn9Wqq20o8AvY0xGSIyBvhAREY0tFBjzMvAywBjx441U6dObWKYp8TFxeHO8rxda6+Pw1mFHP78W26aOpipk/q7PrDbg2zfvt3tdWG6HOJ3K7ayz68PN9d2fg/U2t8bDaF1ccqJohOsWbNG68OJJ70/Gj36XUT8gMuBtyq3GWOKjTEZ1s+bgb3AYOAQ0NPp6T2tbUo1q4Qkx21qdU4NO+SXZESOd/v5Z47qzvnDuvD0Fz+Rkp7v9vKVamn3xN3D4rTFdoehXGjKLW3nA3uMMSe71UWks4j4Wj/3xzEgbp8x5giQIyJnWtfhbwA+bMK5laqX+MR0urYPYnBUaO0HpifRriC19mMaQUR4/LJoAvx8WLByGxUVxu3nUEqpSvW5pe1NYC0wRERSRWSetesaTh8gNxnYZt3i9i4w3xhTOcjuduBVIBlHC/4zN8SvlEvlFYbVyelMGhRJnXdQfnw3Q35qnlmyuoYH8eBFw1i/P5P/t+HnZjmHUkpBPa6pG2OudbF9Tg3bVuK4xa2m4zcBIxsYn1KNti01i+zCUia10K1stblqbC8+/vEIiz7bw7ShXegR0c7ukJRSrZDOKKdarfjEdERg0kD3rZ/eWCLCE5dHU15h+NN723Hc2amUUu6lSV21WvFJacT0CKdDSIDdoQDQq2MwC2YM4bvENN7bouNElXe6esjVTAybaHcYygVN6qpVyi4sZevBrLpHvbewG87qy9g+HXj0f7s4nltkdzhKNdiMfjMYEzLG7jCUC5rUVau0dm865RWm/lPDTv4jB/pc2bxBAT4+wpNXxFBYWs5DH+xs9vMp5W5H849youyE3WEoFzSpq1bpu8R0QgP9GN07on5PGDCNEx1jmzeoylN1DuXu8wfx+c6jfLr9SIucUyl3uT/hfpalL7M7DOWCJnXV6hhjiE9M46wBnfD3redb/Mg2QnP3NW9gTm6d1J/oHuE89OEOTuSXtNh5lVKtmyZ11ersT8/nUFZhw1Zl+/x+Bia33CxZfr4+PDkrhqyCUh77364WO69SqnXTpK5anfhEx9SwUzxskFx1w7u35/apA3jvh0Os2nPc7nCUUq2AJnXV6iQkpdOnUzC9OwXbHUqd7jh3IIOjQvnT+9vJLSq1OxyllJfTpK5alZKyCtbuy2Cyh7fSKwX6+fLUFaM4llPEE5/tsTscpep044gbObf9uXaHoVzQpK5alU0HMikoKW/Y9XSbxfaKYN7Efvy/9T/z/d50u8NRqlZTe00lOjja7jCUC5rUVauSkJSOn49wZv+ODXvieQ+xr//s5gmqHu75xRD6dgpm4crtFJSU2RaHUnXZn72fY6XH7A5DuaBJXbUq8YlpnNGnA2FB/g17Yu8J5IQPa56g6qFdgC+LZsXwc2YBf/8y0bY4lKrLo2sfZUXGCrvDUC5oUletRlpuMTsP5zClMV3vP6+nffZu9wfVAGf278TsM3uzZM1+tvysM3YppRpOk7pqNdYkO65HTxrUiFXZvnmU/vvecHNEDbdgxlC6tQ/ivne3UVxWbnc4Sikvo0ldtRrxiWl0DAlgZPdwu0NptLAgf/56eTTJx/P45zfJdoejlPIymtRVq1BRYYhPSmfiwEh8fMTucJpk6pAuzDqjJy9+t5edh7PtDkcp5UU0qatWYc/RXNLzihvX9e6B/u/iYXQIDuC+d7dRWl5hdzhKnXRrzK1MD59udxjKBU3qqlWIT3JMDetN96fXJiI4gMcvG8HOwzm8HN9yC80oVZezup/F0HZD7Q5DuaBJXbUK8YlpDIkKI6p9UOMKmPEEyQPnuTeoJpoxshsXRnflH18nkXw81+5wlAJgT+YeUktS7Q5DuaBJXXm9gpIyNqWcYPLgJnS9d4shL6y/+4Jyk0dmjiQ40Jf73t1GeYWxOxyleHLDk6zMXGl3GMoFTerK663fl0lJeUXTut73rqJD5lb3BeUmncMC+fMlw9nycxZLv0+xOxyllIfTpK68XnxSGoF+Pozr28CpYasU8jf6HHjHfUG50WWxPZg2pDNPf/ETP2cU2B2OUsqDaVJXXi8+MY0J/TsR5O9rdyjNQkT46+XR+PkIC9/bhjHaDa+UqpkmdeXVDmUVsjctn8mt5FY2V7qFt+P+C4fx/d4MVmw8aHc4SikPpUldebWExNZ1K1ttrh3fi7P6d+Kvn+zmSHah3eGoNup3Z/yOSyIusTsM5YImdeXV4pPS6No+iEFdQu0OpdmJCItmRVNaUcED7+/Qbnhli9gusfQP8rw7RZSDJnXltcrKK1idlM7kwZGINHFq2Eue46cht7knsGbUp1MI904fyrd7jvPh1sN2h6PaoK3Ht7KvSCdE8lR1JnURWSIix0Vkh9O2h0XkkIhstR4XOu27X0SSReQnEZnutH2GtS1ZRBa6/6WotmbboWxyisqYNMgNXe+RgygM7tn0clrAnLP7ckbvCB75eCfpecV2h6PamH9s+QcfZ31sdxjKhfq01F8HZtSw/VljTKz1+BRARIYD1wAjrOe8ICK+IuIL/Bv4JTAcuNY6VqlGi09MQwQmDnTDILmfPqNT+oaml9MCfH2Ep66IIb+4nD9/tNPucJRSHqTOpG6MiQcy61nepcAKY0yxMWY/kAyMtx7Jxph9xpgSYIV1rFKNFp+YRkzPCDqEBDS9sO//Ra+DHza9nBYysEsYd503kE+2HeHzHUftDkcp5SH8mvDc34rIDcAm4A/GmBNAD2Cd0zGp1jaAg9W2T3BVsIjcCtwKEBUVRVxcXBPCrCovL8+t5Xk7b62P/FLDDz8XcPEAf7fEH5uVRXl5uVfVxVAMvcN8WPDOFsqPtCPE371Lznrre6M5aF2ckuWF/1eamye9Pxqb1F8EHgOM9e/fgZvcFZQx5mXgZYCxY8eaqVOnuqto4uLicGd53s5b6+Oz7UcwbOGGX4xt2kxylfZHkJWV5XV10XVINpf+ew2rsjrytytHubVsb31vNAeti1OWfr7UK/+vNCdPen80avS7MeaYMabcGFMBvIKjex3gENDL6dCe1jZX25VqlPikNMIC/YjtFWF3KLYa2SOc+VP68+7mVL6z7tlXqjktGL+AWR1n2R2GcqFRSV1Eujn9+iugcmT8R8A1IhIoIv2AQcAGYCMwSET6iUgAjsF0HzU+bNWWGWOIT0znrAGd8PfVuzLvPHcQA7uE8qf3tpNXXGZ3OKqVG9pxKD0DvONOkbaoPre0vQmsBYaISKqIzAOeEpHtIrINmAb8HsAYsxN4G9gFfA7cYbXoy4DfAl8Au4G3rWOVarB96fkcyip07yxyl/+H3cPudl95LSjI35cnZ8VwOLuQJz/bY3c4qpVbe3gtewr1feap6rymboy5tobNi2s5/i/AX2rY/inwaYOiU6oG8VY38xR3JvXwnhQHee9Us2P6dGDu2f1YsmY/F8d0Y0L/TnaHpFqpl7e9TFZ2FvOZb3coqgbad6m8TkJSOn07BdOrY7D7Ct2xks7HE9xXng3+OH0wvTsGs2DlNgpLyu0ORyllA03qyqsUl5Wzdm+G+xdw2biEHoc+d2+ZLSw4wI9Fl0eTklHAs18n2h2OUsoGmtSVV9mccoLC0nImu2Nq2Fbo7IGRXDu+N68m7OPHg1l2h6OUamGa1JVXiU9Kx89HOHOAXjN25f4Lh9IlLIh73/2R4jLthleqLdGkrrxKfGIaY/p0IDSwKZMhtm7tg/z56+UjSTyWx79X7bU7HNXKPHTWQ1zT6Rq7w1AuaFJXXiMtt5hdR3Lcfz29FTp3aBS/Gt2DF1Yls/tIjt3hqFakX3g/ovyj7A5DuaBJXXmN1cmOW9ma5Xr6VcvYOWKB+8u10UMXDyci2J/73t1GWXmF3eGoViLuYBzbC7bbHYZyQZO68hrxiel0CglgRPf27i88pBOlAc1Qro06hATwyMyRbD+Uzaur99sdjmollu5cyrc539odhnJBk7ryChUVhoSkNCYOisTHx72rkQHww3K6HvnG/eXa7MLorkwfEcUzXyWyNy3P7nCUUs1Mk7ryCruP5pCeV8Kk5rqVbev/o+vR1tf6EBEeu3Qk7fx9WbhyGxUVxu6QlFLNSJO68grxiekATB4UaXMk3qdL+yD+7+LhbEw5wX/XHbA7HKVUM9KkrrxCfGIaQ7uG0aV9kN2heKVZZ/RgyuDOPPn5Hg5mFtgdjlKqmWhSVx6voKSMTQcy9Va2JhAR/np5NALc/952jNFueNU4T0x6ghsib7A7DOWCJnXl8dbty6C03OjUsE3UI6IdCy8cxurkdN7ZlGp3OMpLdQ3pSge/DnaHoVzQpK48XnxiOkH+Pozt24wfJNe9w7aYh5qvfA9x3fjejO/Xkcc+2cWxnCK7w1Fe6PP9n7M5f7PdYSgXNKkrjxeflMaEfp0I8vdtvpMEBFPhG9h85XsIHx/hyVkxlJRV8MD7O7QbXjXYWz+9xerc1XaHoVzQpK48WuqJAval5Tf/9fQNr9D90KfNew4P0S8yhD9eMISvdx/j421H7A5HKeVGmtSVR0tIaqFb2XZ+QJfja5r3HB7kpon9GNUrgoc/2klGXrHd4Sil3ESTuvJo8YlpdAsPYmCXULtDaVV8fYSnr4ght6iURz7eZXc4Sik30aSuPFZZeQWrk9OZPKgzIs0wNWwbNzgqjN9OG8RHPx7mq13H7A5HKeUGmtSVx/oxNZvcojImDdZZ5JrLbVMHMLRrGA+8v53swlK7w1Fe4JmpzzCv8zy7w1AuaFJXHis+MQ0fgYkDNak3lwA/H56+YhQZ+SX89ZPddoejvECHoA6E+urlME+lSV15rPikNGJ6RhARHND8J5v7CVtH/6X5z+OBonuGc8uk/ry16SAJSWl2h6M83AfJH7Aub53dYSgXNKkrj5RdUMqPB7N0AZcWcvf5g+jfOYSFK7eTX1xmdzjKg32Y/CHr89bbHYZyQZO68khr9qZTYWi5+d7XPE+vn99vmXN5oCB/X56aFcPh7EKe/uInu8NRSjWSJnXlkeIT0wgL9CO2V0TLnDDxCzplbGqZc3mosX07cuNZfVm6NoVNKZl2h6OUagRN6srjGGNISErn7IGd8PPVt2hLunf6EHpEtOO+d7dRUq5TyCrlbfQTU3mcvWn5HMoq1KVWbRAS6Meiy2PYl57Pf3eV6NzwSnmZOpO6iCwRkeMissNp29MiskdEtonI+yISYW3vKyKFIrLVerzk9JwxIrJdRJJF5HnR2USUC/GJjhHYutSqPSYOiuTOcweScKiMv3yyWxO7quKF81/gti632R2GcqE+LfXXgRnVtn0FjDTGxACJwP1O+/YaY2Ktx3yn7S8CtwCDrEf1MpUCICEpjX6RIfTqGNxyJ/UPoty3BW6d8xL3/GIw5/f249XV+/nHN0l2h6M8SDu/dgT46P8VT1VnUjfGxAOZ1bZ9aYypvO9lHdCztjJEpBvQ3hizzji+9i8DLmtcyKo1Ky4rZ92+zJa/lW32SrbH/Lllz+nBRIRfDwvgijE9ee7rJF5N2Gd3SMpDrNizgvjceLvDUC74uaGMm4C3nH7vJyI/ADnAg8aYBKAHkOp0TKq1rUYicitwK0BUVBRxcXFuCNMhLy/PreV5O0+rj10Z5RSWltOh+Chxcektem5Pqwu7FeTnc2EkHOjqy+Of7CY1ZS9Te/nbHZYt9L1xyltH36K8vFzrw4knvT+alNRF5AGgDFhubToC9DbGZIjIGOADERnR0HKNMS8DLwOMHTvWTJ06tSlhVhEXF4c7y/N2nlYfaz/bjb/vfm65dCohge74zllP3z3F/vT99Lv4xZY7p4erfG9MnFTBb/67iaW70hgdPZxLY11+H2+1PO3/iZ2Wfr6UrKwsrQ8nnvT+aPTodxGZA1wMXGd1qWOMKTbGZFg/bwb2AoOBQ1Ttou9pbVOqivjEdMb06dCyCR1g33d0OLGtZc/pJQL8fHhx9hjG9+3IPW//qCu6KeXBGpXURWQGcB8w0xhT4LS9s4j4Wj/3xzEgbp8x5giQIyJnWqPebwA+bHL0qlU5nlvE7iM5eiubBwry92XxnHGM7BHOHcu3sDqpZS+NKKXqpz63tL0JrAWGiEiqiMwD/gWEAV9Vu3VtMrBNRLYC7wLzjTGVg+xuB14FknG04D9z70tR3q4yUeitbJ4pNNCPpXPH0b9zCLcs28TmAzrrnFKeps4+TmPMtTVsXuzi2JXAShf7NgEjGxSdalPiE9PoFBLA8G7t7Q5FuRARHMCyeeO5+j/rmPPaRt685UxG9gi3OyzVgl6b8ZrHDApTp9MZ5ZRHqKhwTA07aVAkPj42zEsU3IFS/7CWP68X6hIWxBs3T6B9kD83LNlA8vFcu0NSSlk0qSuPsOtIDhn5JUyyq+v96jfYOXKhPef2Qj0i2vHGzRPwEWH2qxs4mFlQ95NUq/D6jtf5Jvsbu8NQLmhSVx4hPskxNewkXT/da/SLDOGNm8dTVFbOr19dx9HsIrtDUi3gu9Tv2FG4o+4DlS00qSuPEJ+YxtCuYXRpH2RPAF8/TL99y+w5txcb2rU9S+eOJzOvhNmL15ORV2x3SEq1aZrUle3yi8vYfOAEU+y8le3gRsKzf7Lv/F5sVK8IFs8Zx8HMAm5YsoGcolK7Q1KqzdKkrmy3bl8GpeVG70/3Ymf278RL148h8VguN722kYKSsrqfpJRyO03qynbxiWkE+fswpk8Hu0NRTTBtSBf+cc1otvx8gt/8dzNFpeV2h6SaQaBfIP7SNtcA8Aaa1JXtEpLSObN/J4L8fe0ORTXRhdHdeOqKUSQkpXPnmz9QWl5hd0jKzV46/yVuj7rd7jCUC5rUla0OZhawLz3f/lnk2nenOLCTvTG0EleM6ckjM0fw1a5j3PvOj1RUGLtDUqrNaOFVM5SqqvJWtsmDbb6VbdYr7I6LI8reKFqNG8/uS15xGU9/8RPBgX785bKROJZ9UN7upR9fIiUrhalMtTsUVQNN6spWCYnpdA8PYkDnULtDUW52x7SB5BWX8WLcXkID/bj/l0M1sbcC64+sJ6soy+4wlAua1JVtysorWLM3nYuiu9n/Yf/ZQgampoKHrIncWtw3fQj5xWW8HL+P0EA/7jpvkN0hKdWqaVJXtvkxNYvcojL7poZ1dnQ7oXna+nA3EeHhS0aQX1zOM18lEhLox7yJ/ewOS6lWS5O6ss13ien4CEwcqFPDtmY+PsKTs6IpKCnjsf/tIjTQl6vH9bY7LKVaJR39rmwTn5jGqF4RhAfrPa+tnZ+vD89dE8uUwZ1Z+N52Pv7xsN0hqUaKCIwgxDfE7jCUC5rUlS2yCkrYlprlGV3vqkUE+vny0uwxjOvbkd+/tZVvdh+zOyTVCM9Oe5abO99sdxjKBU3qyhZrkjOoMDDF7lvZKnUaQEFwd7ujaPXaBfiy+MaxDO/entuWb+H75HS7Q1KqVdGkrmwRn5hGWJAfo3pG2B2Kw8znSRxyh91RtAlhQf4snTuefp1CuHnZJrb8fMLukFQDPLf5OT468ZHdYSgXNKmrFmeMISEpjXMGROLnq2/BtqhDSAD/nTeeLmGBzFmygZ2Hs+0OSdXTj2k/sr94v91hKBf0E1W1uL1peRzOLvKsVdk+uovBP/3b7ijalC7tg3jj5gmEBPpxw+IN7E3LszskpbyeJnXV4r5LdFxHnTTIQ66nA2TsJbhAR2S3tJ4dgll+8wREYPar6zmYWWB3SEp5NU3qqsUlJKXRPzKEXh2D7Q5FeYD+nUP577wJ5BeXMXvxeo7nFNkdklJeS5O6alFFpeWs25fhWV3vynbDurVn6U3jSc8t5rpX15OZX2J3SMqFqJAoIvw8ZICrOo0mddWiNqWcoKi0wv5V2ZTHGd27A6/eOI6fMwu4cckGcopK7Q5J1WDRpEXcGHmj3WEoFzSpqxaVkJSGv68woZ+HrV3eNZq8UJ2T3G5nDejEi7PPYPeRHOa9vpHCknK7Q1LKq2hSVy3qu8Q0xvbpSEighy078MtFJA/SWbI8wblDo3jumlg2HzjBrf/dRHGZJnZP8uSGJ1mZudLuMJQLmtRVizmeU8Seo7l6PV3V6eKY7iy6PIaEpHTuevMHysor7A5JWfZk7iG1JNXuMJQLmtRVi0lI8sBb2SqtvIVhu56xOwrl5KpxvfjzJcP5Yucx7nt3GxUVxu6QFFBeYSitQP8eHqpefaAisgS4GDhujBlpbesIvAX0BVKAq4wxJ0REgH8AFwIFwBxjzBbrOTcCD1rFPm6MWeq+l6I8XXxSGpGhAQzv1t7uUE6Xc5jAYl1P3dPMPacf+cVl/O3LRIIDfXns0pE4PmJUS8suLGXJ6v388PMJyioMQx/6nD4dg+kbGUK/yBD6dgqhbyfH713bB+Hjo38nO9T3wubrwL+AZU7bFgLfGGMWichC6/cFwC+BQdZjAvAiMMH6EvBnYCxggM0i8pExRid+bgMqKgwJSelMGdxZ/7OrBrlj2kByi8v4z3f7CAn0Y+GMoZrYW1B2QSmLV+/jtTUp5BaX0WOYPwGU8Yuz+7I/PZ+U9Hy+S0yjpOzUJZIgfx/6dAyhb6SV9DuFnEz+XcIC9e/XjOqV1I0x8SLSt9rmS4Gp1s9LgTgcSf1SYJkxxgDrRCRCRLpZx35ljMkEEJGvgBnAm016Bcor7DqSQ2Z+iWd2vSuPJiIsnDGUfCuxtw/y545pA+0Oq9XLKihh8er9vG4l8xkjunLneQN5J2UjR44c4U8XDjt5bHmF4Uh2ISnpBezPcCT6lPR8ko7n8e2e45SWn+qqDw7wpU+nEPpFBjta904t/cjQAE34TSSO3FuPAx1J/X9O3e9ZxpgI62cBThhjIkTkf8AiY8xqa983OJL9VCDIGPO4tf3/gEJjzN9qONetwK0AUVFRY1asWNGU11hFXl4eoaGhbivP27VUffxvbwnvJpXy3LR2RAR63lCO2B8eoLy8nO1jF9kdisfwtP8rFcbw6vYSvj9cxnVDA/hFX/8WO7en1UVzyisxfJ5SytcHSikqh7FRvlw6MIBeYaf+3zakPsorDBlFhmP5FRwrMBwrsP7NryC90OCU7wnyhagQH6KChahgH6JCKv/1Icwfj0347n5/TJs2bbMxZmxjnuuW+4qMMUZE3DZqwhjzMvAywNixY83UqVPdVTRxcXG4szxv11L18eJPaxnWrYzLpk9q9nM1StkvOPDzz/recOKJ/1cmT67gjv+3heU7jzFq5FCuGturRc7riXXhbpn5JbySsI9l36dQUFrOhdHduOvcQQzpGnbase6qj9LyCg6dKKzSut+fUUBKej6bjhXgPBYvLMjv1LX7yFMt/X6RIUQEBzQ5lqbwpPdHU5L6MRHpZow5YnWvH7e2HwKc/6f1tLYd4lR3feX2uCacX3mJvOIytvx8gpsmevDkLuc/zP64OPrYHYeqlZ+vD89fO5qbl25i4cpthAT4cVFMN7vD8moZecW8nLCP/649QGFpORdFd+Ou8wYxOOr0ZA7w8PcPcyTjCFOrfJw3jr+vD30jHUmaIVX3lZRVcPCEI8HvT88nJSOflPQCNh84wcfbDuPcyRwR7H8ywffpFFwl+Ye3a7keHU/QlKT+EXAjsMj690On7b8VkRU4BsplW4n/C+CvItLBOu4C4P4mnF95iXV7MygtN0wZpPenq6YL9PPl5evHcsOS9fxuxQ8EB/gybWgXu8PyOul5xbwc70jmRWXlXBLTnTvPHcggF8m80oGcA2SVNv+dIgF+PgzoHMqAzqd3axeVlnMws4AUq1Vf2dJfvy+D9384VOXYjiEBJ0flOw/Y6xsZQqinTYLlBvW9pe1NHK3sSBFJxTGKfRHwtojMAw4AV1mHf4rjdrZkHLe0zQUwxmSKyGPARuu4RysHzanWLT4pjXb+vozp26Hug+3y1mxGpKWDh3Shqdq1C/Bl8ZxxXPfKeua/sZnX547nrAEeNvWwhzqeW8TL3+3jjfUHKCmrYOao7vz23EEM7OI9YwaC/H0ZFBVW4xeQotJyDmQUOLXuHS39NcnpvLelasKPDA2sccBe38hgggO8M+HXd/T7tS52nVfDsQa4w0U5S4Al9Y5OtQoJSemc2b8jgX6+dofiWsEJ/Etz7Y5CNUD7IH+W3jSeq/+zlpuXbuSNmycwurcHf3G02fGcIl76bh/L1x+gtLyCy2J78NtzB9K/hpawNwvy92VI17AaxwIUlJSRkl5ASkb+ydvxDmQUEJeYRtrmqrPkdQkLrNa6d7T2+3YKIcjfcz/LvPOriPIaBzMd35hvOEuvViv36xgSwBs3T+Cq/6xlzmsbWXHrmQzzxMmNbHQsp4gX4/by5oafKaswJ5N5v8gQu0NrccEBfgzv3p7h3U9/j+QVlzkG651s3TuS/9e7j5FRbSngbuFBVQbstcv1nGmMNamrZvVdYhoAk/R6umomUe2DeGPeBK58aS3XL17P2785q9W1PhvjaHYRL8Yl8+bGg5RXGC4f3YM7pg10DEprgqEdh5Ja0Prmfg8N9GNkj3BG9gg/bV92YSkHTrbuT7X0P9txhKyCUmYPs3f0vTNN6qpZJSSl0SOiHQM6t71WgWo5vToG88bNE7j6P2uZ/ep63p5/Fj07BNsdli2OZBfyYtxeVmw4SIUxzDqjJ3dMG0jvTu6pjwXjFxBXEOeWsrxFeDt/YnpGENMz4rR9WQUlfL9mjQ1R1UyTuugYTYkAAB3rSURBVGo2peUVfJ+cwcWjunnspBEn9Z/Cif37Of2/rPIWA7uE8t95E7jmZSux/+YsurQPsjusFnMoq5AX45J5e2MqFcZw5die3D51IL06ts0vNy0lIjiAYH/P+XzTpK6azdaDWeQWl3lH1/uU+zhg4vDgO+lVPQzv3p7X5o7n+sXruX7xBlbceiYdQjyna7Q5pJ4o4IW4vbyz6SAAV47txe1TBzRbT8XChIUcSz/mlvvUlftpUlfNJiExDR+BcwbofO+q5Yzp04FXbxjLnNc3Mue1Dbxx8wTCglrfBCQHMwt4IS6Zd61R21eP68VtUwfSI6Jds573WP4xssp0RUNPpUldNZvvktKJ7RVBeLAXfKC+MYvozEy9T72VOHtgJC/8+gzmv7GZeUs3sXTueNoFeO5tSA3xc0YB/16VzMotqfiIcM243tw2dQDdmzmZK++gSV01i6yCEralZnHXuYPsDqV+SovwLS+p+zjlNc4fHsUzV8fyuxU/MP+Nzbxyw1gC/DxvMaH6OpCRz7++Tea9Hw7h6yNcN6E386cOoFu4JnN1iiZ11SxWJ6djDEwe7AXX01WrNXNUdwpLyliwcju/W/ED/7x2NH6+3pXYU9Lz+ee3yXyw9RB+PsL1Z/bhtqkDiGpDgwBV/WlSV80iPjGN9kF+jOp5+j2fSrWkq8f1Jq+4nMf+t4sFK7fz9BUx+Ph4zmhlV/al5fEvK5n7+/pw41l9mT+lv+0j+kd1HsXPhT/bGoNyTZO6cjtjDAlJ6ZwzMNLrWkWqdZo3sR95RWU8+3UioYG+PDxzhMfeZrnXSuYfbj1EgJ8PN53Tj1un9KdLmGe0zO8eczdxuXF2h6Fc0KSu3C75eB5Hsou46zwv6nofPJ2MvXv1PvVW7K7zBpJfUsbL8fsICfTjvhlD7Q6piuTjufzz22Q+/vEwgX6+3DypP7dM6k/nsEC7Q1NeRJO6crtTU8N60a1s59zFwdI4Btgdh2o2IsL9vxxKXnEZL8TtJSTQjzumDbQ7LJKO5fL8t8n8b9th2vn7cstkRzKPDPXMZP77Vb8nLT1N71P3UJrUldslJKXTv3NIm52mU3kuEeHxS0dSUFzG01/8RGigHzee3deWWH46msvz3ybx6fYjBPv7Mn/KAG6e2I9OHprMK2UVZ5Ffnm93GMoFTerKrYpKy1m/P4NrxvW2O5SGee0iYrOyYKrnzOGsmoePj/D0laPILynnzx/tJCTQjyvG9Gyx8+85msPz3yTx6fajhAT4ctuUAdw8qT8dW/nMd6plaFJXbrUxJZOi0gqm6K1syoP5+/rwz2tH///27jxOqvrM9/jnoXdodgRRkEVAVFRUBFcCGtdrRr3ZXFExo2ZiRqMZjZN5JU7m+spyM5OQ8ZoEowlJTIiJMZo7CYxy7XSjLCKCgCyNsoks3Q0FNNBNL8/9o07T1dhFL1Vwqk99369Xv7rqV6d+5+mnT/dzzq/O+R2+MGsJj/5hOT3yc7j2rMHHdJ3vfRQv5nNWbae4IJcHpo7inktHRH4aWzm+VNQlrcrKK8nP6cakkf3CDkXkqArzcpg57XzueHYx/zj7HWbm5zD1tIFpX8/KrXv40bxy/vu9HfQsyOUfLx/F9EtH0Ke7irmkn4q6pFXpugomDO9L93xtWpL5uufn8txdF3DrMwu5/1dvM2v6RC4c2T8tfa/cuocfvlbOa6t30LMwlwevGM30S0Z0jWmTj2LS4ElsrNkYdhiShC4ilrTZsbeGNdv3aRY56VJ6F+Xxy+kTGdqvO1+YtYTlW1K7Wcm7H8a45xdvcf1/zmfxhiq+8skxzH/scr5y5ZguX9AB7j/nfq7pc03YYUgSOpyStCkrrwS62KVsTc68kZ3l5bpOPUv1Ly7g1/dM4rM/fZNpzy3md/ddyNgTe3Woj2VbYsx4bR2vr62gd1Eej1w5hjsvGU6vCN4hTjKXirqkTem6CgYUF3B6B/8ZZoSJf89HB0oYE3YcEpoTexfymy9cyGd+8ia3/2wxv7//IkYM6NHm+97ZvJsZ88opWVtBn+55fPWqMdx58fBI3u4V4P7X7mdX1S5dp56hNPwuadHY6MxfX8nk0QO6xLzaH3PoAN0aasOOQkI2tF93nv/CJBrduf1ni9gaO5h02bc37Wbac4u56ek3Wb4lxj9dfRrzH7ucBy4fHdmCDlBbX0ud14UdhiShI3VJi1Uf7WXX/kNcNqYLDr0DPP9Zzo7F4Iqrw45EQjZqYE9+OX0itzyzkNt/togX7ruoxetLNu5ixrxyysor6dcjn8euGcu0i4bRo0D/TiV82golLUrLm6aG1Uly0vWNO7k3v7j7Am7/2WLueHYRD5zhLN6wixnz1vHG+ir698jn8WvHcvuFKuaSWbQ1Slr8bV0FZ57UK2PnqxbpqPOH9eOZaROY/ou3eKyskf3/bwEDivP5+nWnc9uFp+iyTclI+kxdUlZdW8/STbt1lC6Rc+noATx923n0K+zGv/yP0yl79HL+fvLIrC7onxjyCcYVjQs7DEkie7dMSZsF71dR3+hM7qqfp4scxSfPGETuziKmXDYy7FAywl3j7qKksiTsMCQJHalLykrXVVCUl8P5w/qGHUrnjb+V7SdeHnYUIiIp6XRRN7PTzGxZwtdeM3vIzJ4ws60J7dclvOdxM1tvZmvNTKcZR0RZeQUXndqfgtycsEPpvHNvY/vgK8KOQiTj3T3nbmZsnxF2GJJEp4ff3X0tMB7AzHKArcBLwN3AD9z9+4nLm9kZwM3AmcBJwGtmNsbdGzobg4Rvc9UBNlYd4K6Q7kmdNvuryDu0N+woRERSkq7h9yuA991901GWuQGY7e617r4BWA9MTNP6JSR/a7qUravP9/7CNM5c9d2woxARSUm6TpS7GfhtwvMHzGwasAR4xN13AycDCxOW+TBo+xgzuxe4F2DQoEGUlJSkKUyorq5Oa39dXar5eGlpDf0Ljc0r32KLdcGZ5ALjYzEaGhq0bSTQ30oz5aJZTH8rH5NJ20fKRd3M8oG/Ax4Pmn4M/Bvgwfd/B6Z3pE93nwnMBJgwYYJPmTIl1TAPKykpIZ39dXWp5KOuoZEHXn+VT50zlKlTz0pvYMfbhj7EYjFtGwn0t9JMuWg2a84s/a0cIZO2j3QMv18LLHX3HQDuvsPdG9y9EXiG5iH2rcDQhPcNCdqki3pnc4zq2nomd8W7solIp1w9/GrO7XFu2GFIEuko6reQMPRuZoMTXrsJWBk8fgW42cwKzGwEMBpYnIb1S0jKyivI6WZcPEpFXSRb3Dz2Zib3nBx2GJJESsPvZtYDuBK4L6H5e2Y2nvjw+8am19x9lZm9ALwH1ANf0pnvXVvpugrGD+1D76II3JHqgulsfe893U9dpA0H6w9yqPFQ2GFIEikVdXffD/Q/ou2Ooyz/JPBkKuuUzLBr/yHe3bqHB68YHXYo6THu01RU9m97OZEs9w+v/QOxWIyruCrsUKQVmlFOOuWN9ZW4w+Sufilbkz0fUlBTEXYUIiIpUVGXTildV0GvwlzOGRKRAes/3sfpq38YdhQiIilRUZcOc3fKyiu5dPQAcrp13WvTRUSiRkVdOqx8ZzXb99YwWbdaFRHJKLr1qnRY6bqITA0rIh12w6gbWLNmTdhhSBI6UpcOKy2v5NQTenByn6KwQxGR4+zGUTdyYfGFYYchSaioS4fU1DWw6IOq6Jz13uTiB9gy9IawoxDJeLtrdlPdUB12GJKEht+lQxZv2EVtfWP0ivpp11K1TSMPIm15uORhYrEY13N92KFIK3SkLh1SVl5Bfk43Jo3oF3Yo6VVZTtGBD8OOQkQkJSrq0iGl6yq5YERfuudHbJDnzw9x2tofhx2FiEhKVNSl3bbvqWHtjn26lE1EJEOpqEu7lZUHl7KpqIuIZKSIjaHKsVRaXskJPQs4fXDPsEMRkZB8/rTPs+q9VWGHIUmoqEu7NDQ688srmDp2IGaaGlYkW10z4hoKNxWGHYYkoaIu7bLqoz3sPlAX3c/TJ3+VTcuX637qIm3Yvn87u+t3hx2GJKGiLu3SNDXspaMHhBzJMXLqVHZv0QiESFseL3ucWCzGTdwUdijSCp0oJ+1Suq6ScSf3YkBxQdihHBvb3qV43wdhRyEikhIVdWnTvpo6lm7eHe2z3uc8zqj1z4YdhYhISlTUpU0L3q+ivtGj+3m6iEhEqKhLm0rLK+ien8P5w/qGHYqIiByFTpSTNpWVV3LRyP7k52ofUCTb3XnmnaxYsSLsMCQJ/ZeWo9pUtZ9NVQeid1c2EemUKUOncFb3s8IOQ5JQUZejarqU7bKoXsrW5Ipv8MHI28OOQiTjbdizgR11O8IOQ5JQUZejKi2vZEjfIkYM6BF2KMfWKZPY2/v0sKMQyXjfWvAtZlfNDjsMSUJFXZKqa2hkwftVTB5zQvSnht28iF57VocdhYhISlTUJamlm3ZTXVvP5KgPvQPM+xYjP/h12FGIiKRERV2SKiuvJKebcfGoLCjqIiIRoKIuSZWWV3Du0D70KswLOxQREWmHlIu6mW00sxVmtszMlgRt/czsVTMrD773DdrNzH5kZuvN7F0zOy/V9cuxsWv/IVZs3RPtqWFFpMPuPfteru59ddhhSBLpOlKf6u7j3X1C8PxrwDx3Hw3MC54DXAuMDr7uBX6cpvVLms1fX4k7TB6joXcRaXbRSRcxtmhs2GFIEsdq+P0GYFbweBZwY0L7Lz1uIdDHzAYfoxgkBaXrKuhdlMfZQ7LkDuPXfJv1o+4JOwqRjLdm1xo+PPRh2GFIEubuqXVgtgHYDTjwU3efaWYxd+8TvG7AbnfvY2b/F/iOu88PXpsHPObuS47o817iR/IMGjTo/Nmz03dNZHV1NcXFxWnrr6trLR/uzldKDjK6bze+NL4wpMiOP20bLSkfzZSLZjO2z6ChoYGHT3447FAyRrq3j6lTp76dMPLdIemY+/1Sd99qZgOBV81sTeKL7u5m1qE9B3efCcwEmDBhgk+ZMiUNYcaVlJSQzv66utbysXb7PmJzS/nMJWcw5YJTwgnseHv/dZYvX885Ux4KO5KMob+VZspFs1lzZhGLxZSPBJm0faQ8/O7uW4PvO4GXgInAjqZh9eD7zmDxrcDQhLcPCdokgzRPDZtFJ8mVfp9hm34fdhQiIilJqaibWQ8z69n0GLgKWAm8AtwZLHYn8HLw+BVgWnAW/IXAHnfflkoMkn6l5RWMGljMSX2Kwg5FREQ6INXh90HAS8EUornAb9x9jpm9BbxgZvcAm4DPBcv/BbgOWA8cAO5Ocf2SZjV1DSzesIvbJg0LOxQREemglIq6u38AnNNKexVwRSvtDnwplXXKsbVowy5q6xt1KZuItOrB8x5k6dKlYYchSaTjRDmJkLJ1FeTndmPSiP5hhyIiGWj8wPHECmNhhyFJaJpYaaG0vIKJw/tRlJ8TdijH16d+yNrTvhh2FCIZb9nOZXxQ80HYYUgSKupy2LY9B1m3ozo7h94HjOZg9yFhRyGS8WYsncGfY38OOwxJQkVdDisrrwSy7FK2Jmv/Sv/KxWFHISKSEhV1Oax0XQUDexYw9sSeYYdy/L35FEO3vNz2ciIiGUxFXQBoaHTmr6/kstEnEFyiKCIiXYyKugCwcuseYgfqsvPzdBGRiNAlbQLEh97N4NJRKuoiktxjEx9jyZIlbS8ooVBRFyB+Kdu4k3rTv7gg7FBEJION7TeW7fnbww5DktDwu7Cvpo6lm2NcNjqLj9L/509Zfbru0CbSlgUfLWDNwTVtLyihUFEX3ny/ioZGZ/KYLLyUrUnvIdQWZvHPL9JOM9+dydw9c8MOQ5JQURdK11XQIz+H807pG3Yo4Vn5IifsLAs7ChGRlKioC2XllVx0an/yc7N4c3jrOU7eOifsKEREUpLF/8UFYMf+RjbvOpDdQ+8iIhGhop7lVlQ2AFk6NayISMTokrYst6qqgaH9ihjev3vYoYhIF/CNi77B4sW6T0KmyqqiPmfldlbtqCdvfSU9C3MpLsilZ2EePQtzKcjtlnXTox6qb2R1VQOfnqCpYUWkfUb0HsGmvE1hhyFJZFVR/+YrK9mxt5b/fGfRx17LyzF6FuYFhb5lwU98XlyYS6/DbXmHX+tVmEePghxyc7rOJxpLN++mpkFD7wB87peseuMNLgk7DpEMV7KlhBUHVjCFKWGHIq3IqqL+4hcvZl7ZAsaOG8++mnqqa+vZV1PHvtr6+POa+PPq2nr21tSzNXaQ6to69tXEX29o9DbX0T0/p3nHoDAvYQcgt8VOQ/wr8XnzDkRRXs5xOXIuK6+gm8HFo/of83VlvB79qcvvFXYUIhlv1qpZxPbG+DJfDjsUaUVWFfUhfbszrFcOk0Z2vIi5OzV1jewLinx1UOiT7RTsq6kP2uvYvqfm8LL7DzW0ua6cbkZxQW67dgCOtrPQ1iVqpesqGdWnG70K8zqcj8h553lO3LYGdPQhIl1YVhX1VJgZRfk5FOXnMDCF2403NDrVtc2jBId3DppGDRJ2DhJ3Fnbuq+GDivrDowaHGhrbXFdBbrdWdgDiHxsUF+Sw8qM93HiqCjoAy37DibEY8G9hRyIi0mkq6sdZTjejd1EevYvygKJO91Nb39ByxKC2rtXRgr01LXcgNlYeCD5eqKNHfi4TBmkTEBGJCv1H76IKcnMoKM5hQIp3VSspKUlPQCIiEjoVdRERabdvX/ZtFixYEHYYkkTXuf5KRERCd2KPE+mbm8U3f8pwKuoiALf9nnfP/kbYUYhkvDkb5vD2/rfDDkOSUFEXAcjvTmNOaucniGSD3639HfP3zQ87DElCRV0EYPEznLT1L2FHISKSkk4XdTMbamavm9l7ZrbKzB4M2p8ws61mtiz4ui7hPY+b2XozW2tmV6fjBxBJi1V/YuDON8KOQkQkJamc/V4PPOLuS82sJ/C2mb0avPYDd/9+4sJmdgZwM3AmcBLwmpmNcfe2p1gTERGRNnX6SN3dt7n70uDxPmA1cPJR3nIDMNvda919A7AemNjZ9YuIiEhL5t72TUra7MRsOFAKjAMeBu4C9gJLiB/N7zazp4CF7v7r4D3PAn919z+00t+9wL0AgwYNOn/27Nkpx9ikurqa4uLitPXX1SkfcePf+ToNDQ2smPCdsEPJGNo2mikXzaobqtm/fz+Deg0KO5SMke7tY+rUqW+7+4TOvDflyWfMrBh4EXjI3fea2Y+JT6Dtwfd/B6Z3pE93nwnMBJgwYYJPmTIl1TAPKykpIZ39dXXKR2BDH2KxmHKRQNtGM+WiJeWjpUzKR0pnv5tZHvGC/ry7/xHA3Xe4e4O7NwLP0DzEvhUYmvD2IUGbSPju/i+Wnftk2FGIZLw/rf8TC6sXhh2GJJHK2e8GPAusdvf/SGgfnLDYTcDK4PErwM1mVmBmI4DRwOLOrl9ERI6/l9e/zKLqRWGHIUmkMvx+CXAHsMLMlgVt/wzcYmbjiQ+/bwTuA3D3VWb2AvAe8TPnv6Qz30VERNKn00Xd3ecD1spLSWfwcPcnAY1xioiIHAOaUU5ERCQiVNRFREQiQvdTFxGRdnv6k09TVloWdhiShI7URUSk3Ypyi8jvlh92GJKEirqIiLTb7DWzKd1XGnYYkoSG30VEpN3mbpxLbH8s7DAkCR2pi4iIRISKuoiISESoqIuIiESEirqIiEhE6EQ5ERFpt59f83NKSkrCDkOS0JG6iIhIRKioi4iIRISKuoiISESoqIuIiESEirqIiEhEqKiLiIhEhIq6iIhIRKioi4iIRISKuoiISESoqIuIiESEirqIiEhEqKiLiIhEhIq6iIhIRKioi4iIRIS5e9gxHJWZVQCb0tjlAKAyjf11dcpHM+WiJeWjmXLRkvLRUrrzMczdT+jMGzO+qKebmS1x9wlhx5EplI9mykVLykcz5aIl5aOlTMqHht9FREQiQkVdREQkIrKxqM8MO4AMo3w0Uy5aUj6aKRctKR8tZUw+su4zdRERkajKxiN1ERGRaHL3UL+AocDrwHvAKuDBoL0f8CpQHnzvG7SPBRYAtcBXE/o5DViW8LUXeCjJOp8DdgIrj2j/bBBDIzDhKDH/b2AN8C7wEtAnaL8SeBtYEXy/PItzMTFh/cuBm7J520h4/RSgOjG+bMsFMBw4mBDDT7J92wDODuJbRfz/R2G25gO47YgYGoHxWZqLPGBWsE2sBh5v8+fv6B9Tur+AwcB5weOewDrgDOB7wNeC9q8B3w0eDwQuAJ4kyT9GIAfYTvxav9Zenwyc18ov4PTgF1nSxi/gKiA3ePzdhNjOBU4KHo8DtmZxLrontA8ONvjcbM1Hwut/AH6fLL5syAXxor7yaD9vluUjl/g/83OC5/2BnGzNxxHLnAW8n625AG4FZgePuwMbgeFH+/lDH353923uvjR4vI/43sjJwA3E91AIvt8YLLPT3d8C6o7S7RXEN4RWJ61x91JgVyvtq919bTti/m93rw+eLgSGBO3vuPtHQfsqoMjMCtrqL6HfKOXiQEJ7IeBt9dVK35HJB4CZ3QhsIL5tdEjUcpGqiOXjKuBdd18eLFfl7g1t9XdE31HKR6JbgNlt9XVEv1HKhQM9zCwXKAIOER8xSCr0op7IzIYTP9pdBAxy923BS9uBQR3o6mbgt2kNLrnpwF9baf80sNTdazvTaRRyYWaTzKxpOPH+hI22w7p6PsysGHgM+NdUO+3quQiMMLN3zOxvZnZZKh1HIB9jADezuWa21MweTaXjCOQj0edTiSECufgDsB/YBmwGvu/uH9t5SJQxRT34p/ci8c8sWuyJeHzsoV1HemaWD/wd8SHOY8rMvg7UA88f0X4m8SGU+zrZbyRy4e6L3P1M4kNbj5tZYSf7jkI+ngB+4O7VKfYbhVxsA05x93OBh4HfmFmvTvYdhXzkApcS/yz5UuAmM7uik31HIR9N7ZOAA+6+spP9RiEXE4EG4CRgBPCImY08Wh8ZUdTNLI948p939z8GzTvMbHDwetNnsu1xLfEj5B3Be4ea2bLg6/5Oxvfz4P1/SWi7C7geuC3YQJrahxA/0WGau7/fiXVFJhdN3H018ZPDxnVifVHJxyTge2a2EXgI+Gcze6CD64pELty91t2rgsdvA+8TP1rt6PoikQ/gQ6DU3Svd/QDwF+Kfz3Z0fVHJR5NOHx1HKBe3AnPcvc7ddwJvAEedjja3MwGlk5kZ8Cyw2t3/I+GlV4A7ge8E319uZ5e3kLAhuPsWYHwqMbr73UfEfA3wKPCJ4I+wqb0P8F/ET8Z4o6PriVguRgBb3L3ezIYRP8N0Y0fWFaV8uPtlCcs8AVS7+1PtXU+UcmFmJwC73L0hOOoYDXzQkXVFKR/AXOBRM+tO/DPTTwA/6Mi6IpYPzKwb8Dmgwx/NRCwXm4HLgV+ZWQ/gQuCHbXUe6hfx4SYnfvZn06UD1xE/A3Qe8csPXgP6BcufSHzPdi8QCx73Cl7rAVQBvdtY52+JDwHWBe+/J2i/KXheC+wA5iZ5/3pgC0dckgP8C/HPPxIvgxiYpbm4g/gJYcuApcCN2bxtHLHME3T87PfI5IL4+SaJ28ansn3bAG4PcrIS+J7ywRRgYUfzELVcAMXEh/1XEb9E75/a+vk1o5yIiEhEZMRn6iIiIpI6FXUREZGIUFEXERGJCBV1ERGRiFBRFxERiQgVdZEsYmYNwaQXq8xsuZk9ElwTfLT3DDezW49XjCLSeSrqItnloLuP9/j0vVcSny3rm228Zzjxma1EJMPpOnWRLGJm1e5enPB8JPAWMAAYBvyK+IQbAA+4+5tmtpD4LSQ3EL+71Y+Iz8o1BSgA/o+7//S4/RAikpSKukgWObKoB20x4vd83gc0unuNmY0GfuvuE8xsCvEZ8K4Plr+X+EyJ/8vitxZ+A/isu284rj+MiHxM6HO/i0jGyAOeMrPxxO8MlewmK1cBZ5vZZ4LnvYnP366iLhIyFXWRLBYMvzcQv2PVN4nPT30O8fNtapK9Dfiyu889LkGKSLvpRDmRLBXcLe0nwFMe/xyuN7DN3RuJ35AnJ1h0H9Az4a1zgS8Gt7fEzMYEd5ASkZDpSF0kuxSZ2TLiQ+31xE+Ma7o95dPAi2Y2DZhD/I6DEL/bVYOZLQd+Acwgfkb80uA2lxXAjcfrBxCR5HSinIiISERo+F1ERCQiVNRFREQiQkVdREQkIlTURUREIkJFXUREJCJU1EVERCJCRV1ERCQiVNRFREQi4v8DPCbalEOEy9oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# look at track where placements likely greatly influenced streams\n",
    "ex_isrc = playlists_data[playlists_data['isrc'] == 'ITG271700735']\n",
    "ex_isrc.set_index('date', inplace=True)\n",
    "ex_isrc = ex_isrc.loc['2017-11-22':'2017-11-28']\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(ex_isrc.index, ex_isrc.streams)\n",
    "for idx, placement_date in enumerate(ex_isrc.index[ex_isrc.diff_num_playlists > 0].values):\n",
    "    plt.plot([placement_date, placement_date], plt.ylim(), '--', label='change in playlists {}'.format(idx + 1))\n",
    "plt.xlabel('Date')\n",
    "plt.title('Streams for ISRC ITG271700735')\n",
    "plt.legend(loc='best')\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictor One: Number of Playlists Streamed On"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first step is to plot average streams against time alongside an analogous plot of the average number of playlists streamed on over time. In general, as the number of playlists goes up, so do streams. The trend in streams can be removed through differencing, and the difference in streams is shown alongside the difference in playlists."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generate time-series plots\n",
    "grouped_playlists_data = playlists_data.groupby('date')\n",
    "\n",
    "dates = [date for date in grouped_playlists_data.groups.keys()]\n",
    "\n",
    "fig, ax = plt.subplots(2, 2, figsize=(18, 12), sharex=True)\n",
    "\n",
    "ax[0, 0].plot(dates, grouped_playlists_data['streams'].mean())\n",
    "ax[0, 0].set_title('Streams')\n",
    "ax[1, 0].plot(dates, grouped_playlists_data['num_playlists'].mean())\n",
    "ax[1, 0].set_title('Number of playlists')\n",
    "ax[1, 0].set_xlabel('Stream date')\n",
    "ax[1, 0].tick_params(labelrotation=90)\n",
    "ax[0, 1].plot(dates, grouped_playlists_data['diff_streams'].mean())\n",
    "ax[0, 1].set_title('Difference in streams')\n",
    "ax[1, 1].plot(dates, grouped_playlists_data['diff_num_playlists'].mean())\n",
    "ax[1, 1].set_title('Difference in number of playlists')\n",
    "ax[1, 1].set_xlabel('Stream date')\n",
    "ax[1, 1].tick_params(labelrotation=90)\n",
    "\n",
    "for axis in ax.flat:\n",
    "    axis.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To confirm that differencing has made the series stationary, the autocorrelation can be plotted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot autocorrelations\n",
    "fig, ax = plt.subplots(2, 2, figsize=(18, 12))\n",
    "\n",
    "ax[0, 0].acorr(grouped_playlists_data['streams'].mean())\n",
    "ax[0, 0].set_title('Autocorrelation in streams')\n",
    "ax[1, 0].acorr(grouped_playlists_data['num_playlists'].mean())\n",
    "ax[1, 0].set_title('Autocorrelation in number of playlists')\n",
    "ax[1, 0].set_xlabel('Lag')\n",
    "ax[0, 1].acorr(grouped_playlists_data['diff_streams'].mean())\n",
    "ax[0, 1].set_title('Autocorrelation in difference in streams')\n",
    "ax[1, 1].acorr(grouped_playlists_data['diff_num_playlists'].mean())\n",
    "ax[1, 1].set_title('Autocorrelation in difference in number of playlists')\n",
    "ax[1, 1].set_xlabel('Lag');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More importantly, a scatterplot of the difference in streams against the difference in playlists provides a glimpse into the relationship between the two variables. The relationship is not linear, but in general, when a track appears on more playlists, streams go up. The cross-correlation is 0.22, which is not very high. The streams often go up and down a lot even when the number of playlists remains constant, and the streams remain constant even when a track gets streamed on many more playlists. This indicates that there are other factors influencing streams which are not captured by the number of playlists a track gets streamed on, and points the way to including other variables that might show the relationship between playlists and streams more clearly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generate scatterplot\n",
    "cross_corr = playlists_data[\n",
    "    ['diff_num_playlists', 'diff_streams']].corr()['diff_streams']['diff_num_playlists']\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(playlists_data['diff_num_playlists'], playlists_data['diff_streams'], '.')\n",
    "plt.xlabel('Difference in number of playlists at time t')\n",
    "plt.ylabel('Difference in streams at time t')\n",
    "plt.title('Cross-correlation = {:.5f}'.format(cross_corr))\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hypothesis testing can help determine whether variation in the number of playlists leads to a meaningful change in the difference in streams. Here the difference in playlists is grouped into four bins, and the average difference in streams between each group is compared. Accounting for multiple comparisons, all groups have statistically different means with 95% confidence. Therefore, although the cross-correlation is not high, the number of playlists is important for understanding streams."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Multiple Comparison ttest_ind \n",
      "FWER=0.05 method=bonf\n",
      "alphacSidak=0.01, alphacBonf=0.008\n",
      "=============================================\n",
      "group1 group2    stat   pval pval_corr reject\n",
      "---------------------------------------------\n",
      "  0      1    -624.2515 0.0     0.0     True \n",
      "  0      2    -145.8809 0.0     0.0     True \n",
      "  0      3     -12.4916 0.0     0.0     True \n",
      "  1      2     -72.1217 0.0     0.0     True \n",
      "  1      3    -502.6786 0.0     0.0     True \n",
      "  2      3    -117.1056 0.0     0.0     True \n",
      "---------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# perform hypothesis testing, taking into account multiple comparisons\n",
    "alpha = 0.05\n",
    "\n",
    "bin_labels = pd.cut(playlists_data['diff_num_playlists'], bins=4, labels=range(4))\n",
    "\n",
    "sumtab = multicomp.MultiComparison(\n",
    "    playlists_data['diff_streams'], bin_labels).allpairtest(weightstats.ttest_ind, alpha=alpha)[0]\n",
    "\n",
    "print(sumtab)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Although the results must be interpreted cautiously, linear regresion can still be performed, even though the relationship is not exactly linear. Here the adjusted R-squared is 0.049, which is low, but AIC and BIC can be compared with other, more complicated models to be explored later. As expected, the error in the intercept is high due to the large variance in streams when the difference in playlists is zero. The model values are plotted against the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:           diff_streams   R-squared:                       0.049\n",
      "Model:                            OLS   Adj. R-squared:                  0.049\n",
      "Method:                 Least Squares   F-statistic:                 3.554e+05\n",
      "Date:                Wed, 14 Nov 2018   Prob (F-statistic):               0.00\n",
      "Time:                        12:18:30   Log-Likelihood:            -3.9304e+07\n",
      "No. Observations:             6890709   AIC:                         7.861e+07\n",
      "Df Residuals:                 6890707   BIC:                         7.861e+07\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "======================================================================================\n",
      "                         coef    std err          t      P>|t|      [0.025      0.975]\n",
      "--------------------------------------------------------------------------------------\n",
      "const                  0.0138      0.028      0.499      0.618      -0.040       0.068\n",
      "diff_num_playlists    29.3424      0.049    596.135      0.000      29.246      29.439\n",
      "==============================================================================\n",
      "Omnibus:                 10586838.736   Durbin-Watson:                   1.965\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):   27406883564546.809\n",
      "Skew:                          -7.422   Prob(JB):                         0.00\n",
      "Kurtosis:                    9773.190   Cond. No.                         1.78\n",
      "==============================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# perform linear regression\n",
    "diff_num_playlists_model = sm.add_constant(playlists_data['diff_num_playlists'])\n",
    "\n",
    "linear_model = sm.OLS(playlists_data['diff_streams'], diff_num_playlists_model)\n",
    "\n",
    "res = linear_model.fit()\n",
    "\n",
    "print(res.summary())\n",
    "\n",
    "# generate scatterplot with fitted values\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(playlists_data['diff_num_playlists'], playlists_data['diff_streams'], '.', label='raw')\n",
    "plt.plot(playlists_data['diff_num_playlists'], res.fittedvalues, label='pred')\n",
    "plt.xlabel('Difference in number of playlists at time t')\n",
    "plt.ylabel('Difference in streams at time t')\n",
    "plt.title('Comparison to fitted values')\n",
    "plt.legend(loc='best')\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For illustration purposes only, the modeled streams for particular tracks can be plotted against actual streams. Below are examples for a very popular track, and another less popular one. Although this simple model only includes playlists data, it gives a sense of the practical value of the model and how it can be used to estimate stream changes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot predicted streams for some tracks\n",
    "popular_track_data = playlists_data[playlists_data['isrc'] == 'US2BR9700006']\n",
    "\n",
    "popular_track_dates = popular_track_data['date']\n",
    "popular_track_diff_num_playlists = popular_track_data['diff_num_playlists']\n",
    "popular_track_diff_streams = popular_track_data['diff_streams']\n",
    "popular_track_diff_streams_pred = res.predict(\n",
    "    exog=sm.add_constant(popular_track_diff_num_playlists))\n",
    "\n",
    "middling_track_data = playlists_data[playlists_data['isrc'] == 'USCHR1304757']\n",
    "\n",
    "middling_track_dates = middling_track_data['date']\n",
    "middling_track_diff_num_playlists = middling_track_data['diff_num_playlists']\n",
    "middling_track_diff_streams = middling_track_data['diff_streams']\n",
    "middling_track_diff_streams_pred = res.predict(\n",
    "    exog=sm.add_constant(middling_track_diff_num_playlists))\n",
    "\n",
    "fig, ax = plt.subplots(2, 2, figsize=(18, 12), sharex='col')\n",
    "ax[0, 0].plot(popular_track_dates, popular_track_diff_streams, label='raw')\n",
    "ax[0, 0].plot(popular_track_dates, popular_track_diff_streams_pred, '-.', label='pred')\n",
    "ax[0, 0].set_title('Difference in streams for ISRC US2BR9700006')\n",
    "ax[0, 0].legend(loc='best')\n",
    "ax[1, 0].plot(popular_track_dates, popular_track_diff_num_playlists)\n",
    "ax[1, 0].set_xlabel('Stream date')\n",
    "ax[1, 0].set_title('Difference in number of playlists for ISRC US2BR9700006')\n",
    "ax[0, 1].plot(middling_track_dates, middling_track_diff_streams, label='raw')\n",
    "ax[0, 1].plot(middling_track_dates, middling_track_diff_streams_pred, '-.', label='pred')\n",
    "ax[0, 1].set_title('Difference in streams for ISRC USCHR1304757')\n",
    "ax[0, 1].legend(loc='best')\n",
    "ax[1, 1].plot(middling_track_dates, middling_track_diff_num_playlists)\n",
    "ax[1, 1].set_xlabel('Stream date')\n",
    "ax[1, 1].set_title('Difference in number of playlists for ISRC USCHR1304757')\n",
    "\n",
    "for axis in ax.flat:\n",
    "    axis.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictor Two: Daily Streams per Track"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The same analysis can be repeated using the daily streams per track as the predictor. As explained earlier, because the true value of daily streams for playlists is unavailable, this value was estimated using streams on those playlists from Orchard tracks. If listeners usually shuffle play or listen to a playlist all the way through, this approximation should be pretty close to the actual value. Below are the time-series plots. As playlist daily streams, which reflect popularity, go up, so do streams."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generate time-series plots\n",
    "fig, ax = plt.subplots(2, 2, figsize=(18, 12), sharex=True)\n",
    "\n",
    "ax[0, 0].plot(dates, grouped_playlists_data['streams'].mean())\n",
    "ax[0, 0].set_title('Streams')\n",
    "ax[1, 0].plot(dates, grouped_playlists_data['daily_streams_per_track'].mean())\n",
    "ax[1, 0].set_title('Daily streams per track')\n",
    "ax[1, 0].set_xlabel('Stream date')\n",
    "ax[1, 0].tick_params(labelrotation=90)\n",
    "ax[0, 1].plot(dates, grouped_playlists_data['diff_streams'].mean())\n",
    "ax[0, 1].set_title('Difference in streams')\n",
    "ax[1, 1].plot(dates, grouped_playlists_data['diff_daily_streams_per_track'].mean())\n",
    "ax[1, 1].set_title('Difference in daily streams per track')\n",
    "ax[1, 1].set_xlabel('Stream date')\n",
    "ax[1, 1].tick_params(labelrotation=90)\n",
    "\n",
    "for axis in ax.flat:\n",
    "    axis.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below is the scatterplot. It is very similar to the one for the number of playlists, and the correlations are about the same. This may indicate that using more detailed information about playlist popularity doesn't lead to improved performance over simply keeping track of the number of playlists a track is on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generate scatterplot\n",
    "cross_corr = playlists_data[\n",
    "    ['diff_daily_streams_per_track', 'diff_streams']].corr()['diff_streams']['diff_daily_streams_per_track']\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(playlists_data['diff_daily_streams_per_track'], playlists_data['diff_streams'], '.')\n",
    "plt.xlabel('Difference in total daily streams per track at time t')\n",
    "plt.ylabel('Difference in streams at time t')\n",
    "plt.title('Cross-correlation = {:.5f}'.format(cross_corr))\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below are the hypothesis testing and regression results. The same conclusions as before can be drawn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Multiple Comparison ttest_ind \n",
      "FWER=0.05 method=bonf\n",
      "alphacSidak=0.01, alphacBonf=0.008\n",
      "=============================================\n",
      "group1 group2    stat   pval pval_corr reject\n",
      "---------------------------------------------\n",
      "  0      1     -12.5279 0.0     0.0     True \n",
      "  0      2    -213.7743 0.0     0.0     True \n",
      "  0      3     -4.2778  0.0    0.0003   True \n",
      "  1      2    -240.9779 0.0     0.0     True \n",
      "  1      3     -11.0958 0.0     0.0     True \n",
      "  2      3    -160.7757 0.0     0.0     True \n",
      "---------------------------------------------\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:           diff_streams   R-squared:                       0.055\n",
      "Model:                            OLS   Adj. R-squared:                  0.055\n",
      "Method:                 Least Squares   F-statistic:                 4.033e+05\n",
      "Date:                Wed, 14 Nov 2018   Prob (F-statistic):               0.00\n",
      "Time:                        12:20:50   Log-Likelihood:            -3.9281e+07\n",
      "No. Observations:             6890709   AIC:                         7.856e+07\n",
      "Df Residuals:                 6890707   BIC:                         7.856e+07\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "================================================================================================\n",
      "                                   coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------------------------\n",
      "const                            0.0244      0.028      0.886      0.375      -0.030       0.078\n",
      "diff_daily_streams_per_track     0.2594      0.000    635.094      0.000       0.259       0.260\n",
      "==============================================================================\n",
      "Omnibus:                  9702168.284   Durbin-Watson:                   1.971\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):   25515634835098.438\n",
      "Skew:                          -6.037   Prob(JB):                         0.00\n",
      "Kurtosis:                    9430.065   Cond. No.                         67.5\n",
      "==============================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "# perform hypothesis testing, taking into account multiple comparisons\n",
    "bin_labels = pd.cut(playlists_data['diff_daily_streams_per_track'], bins=4, labels=range(4))\n",
    "\n",
    "sumtab = multicomp.MultiComparison(\n",
    "    playlists_data['diff_streams'], bin_labels).allpairtest(weightstats.ttest_ind, alpha=alpha)[0]\n",
    "\n",
    "print(sumtab)\n",
    "\n",
    "# perform linear regression\n",
    "diff_daily_streams_per_track_model = sm.add_constant(\n",
    "    playlists_data['diff_daily_streams_per_track'])\n",
    "\n",
    "linear_model = sm.OLS(\n",
    "    playlists_data['diff_streams'], diff_daily_streams_per_track_model)\n",
    "\n",
    "res = linear_model.fit()\n",
    "\n",
    "print(res.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictor Three: Number of Different Types of Playlists Streamed On"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The previous sections showed that there's a lot of variability not captured by a single variable representing the number of playlists a track gets streamed on. To summarize, when the number of playlists remains constant, streams can vary wildly, and conversely when a track gets streamed on many more playlists, streams often remain constant. This leads to the obvious conclusion that not all playlists are created equal. If a track gets added or removed from big playlists, the streams can change dramatically, even if the number of playlists remains the same. Similarly, if a tracks gets added to a lot of playlists, if they're small playlists, streams will not change much. So breaking up the number of playlists into different groups corresponding to playlists of different popularity may lead to better performance. The analysis involving daily streams which already capture popularity leads us to believe that this extra granularity might not make a difference, but this question is still worth exploring."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a first cut, the playlists will be clustered based on the average streams per track over a two-year period. This metric was calculated for all playlists the tracks in the sample set appeared on based only on Orchard data. This approximation should be good to first order. Below is a histogram of the average streams per track for all playlists, on a log scale."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot average streams per track\n",
    "log_avg_streams_per_track = np.log(playlists_performance_data['average_streams_per_track'])\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.hist(log_avg_streams_per_track)\n",
    "plt.xlabel('Log average streams per track');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, the playlists were clustered using k-means clustering with five clusters. Below is a plot of the number of playlists in each cluster, as well as the log average streams per track for each cluster. Clusters 1 and 3 correspond to more unpopular playlists, which comprise most of the dataset, and 2 and 4 to popular, less-common playlists."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# cluster\n",
    "n_clusters = 5\n",
    "kmeans = KMeans(n_clusters=n_clusters, random_state=0).fit(log_avg_streams_per_track[:, None])\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(18, 6))\n",
    "ax[0].hist(kmeans.labels_, bins=range(0, n_clusters + 1))\n",
    "ax[0].set_xticks(np.arange(0.5, n_clusters + 0.5))\n",
    "ax[0].set_xticklabels(range(1, n_clusters + 1))\n",
    "ax[0].set_xlabel('Clusters')\n",
    "ax[0].set_title('Cluster counts')\n",
    "ax[1].stem(range(1, n_clusters + 1), kmeans.cluster_centers_)\n",
    "ax[1].set_xticks(range(1, n_clusters + 1))\n",
    "ax[1].set_xlabel('Clusters')\n",
    "ax[1].set_title('Cluster log average streams per track');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, these playlist groups can be written back to the database with the following commands. These groups can then be used to break up the number of playlists into the number of playlists within each group, and these values are already present in the training dataset loaded at the beginning of the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "# write cluster groups back to Snowflake\n",
    "playlists_performance_data['playlist_group'] = kmeans.labels_\n",
    "\n",
    "playlists_performance_data.to_sql(\n",
    "    'playlists_sample_total_performance', \n",
    "    engine, \n",
    "    if_exists='replace',\n",
    "    index=False,\n",
    "    index_label=None, \n",
    "    chunksize=20000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first step again is to plot the time series. As expected, the variability in the number of playlists in more popular groups is higher than that for playlists in less popular groups."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6STjKzIdjiRDCAz0A8ZKU8nXj4UNCiCHG80MAVPRW+4iIiPoCBiGIiIi6SSQuCMHRGL1H6CkPzwDYJqX8g+OptwF807j9TQBv9XTbiIiI+hIOxyAiIuomnB3jmHIWgGsAbBJCbDAe+xWA+QBeEULcAKAUwFd7qX0dxtoiRESUzhiEICIi6gYllY34ySsbXY9Jzo/Ra6SUHwMQKZ6e15NtOVqMQRARUTrjcAwiIqJusLuqKeExdh6pK3A3IiKidMYgBBERAQBWllSjuKKht5tx3EgWcGDnkbpCjNEsIiJKYxyOQUREAICrn1oJANgz/9Jebsnxgd1E6i4MQhARUTpjJgQREbkK3e2vbenFlhw/khUPZN+RugL3IyIiSmcMQhAREepawtbtx5YU92JLjh+xpMMx2Huko8cgBBERpTMGIYiICJUNrdbthmC4jSWpo8LRmHX7W2eN7sWW0PGGwzGIiCidMQhBRESuIAQ7OF0jGI5at783ZywAXsGmrsHdiIiI0hmDEEREhKqmEABACCAWa2dh6pDWiP1BelQebqnrMFBIRETpjGdFRESEsNFhzvCoiLKDc8RiMYm/LCvB5+UNcUEI0YutouONdAQKkxVAJSIiOpYxCEFERNaVVU1VEEtWUbGPi8Ukoh34XHZWNOI3723DhQ8vcw3H0BT9cMsOI3UFZ4FT7lJERJRuGIQgIiKrI+NRBTMhkrjqz59gwv+93+5yja12UU9nJoQwEiH40VJXcMbDuEsREVG60Xq7AURE1PvMTAhVEUmnluzrNuyt7dByDcGIdbs1YmdCcDAGdSVnTYiYlFC5hxERURphJgQREVmBB03hcIzO+vbza3DKXYsAAI2tjiBEOLHCJz9Z6grOjBoWqSQionTDTAgiIrI6Mh5VdKj2QV/VEooi4FVdj/1n2yHrdlNrikwIYzwG+4vUFZy1RbhPERFRumEQgoiIrE6Npiq8stqGmuYQGloFWkJRjOyfmfC8aziGIxPCTJaXzIWgLuCqCcFdioiI0gyDEERE5BiOIRiEaENNcwhXPL4c4ajEnvmXup4LRWJoarWzH5pDzkyIHmsi9QHOYBa/r0RElG5YE4KIiBxTdPbd4RgLNh/EPz8ta3OZw00hhKP65+OcghMA6oNh1+wYDY7bJvYXqSvEjqImBKeJJSKi3sYgBBERWZ0aVVEQ7aN9lJteXIdf/GtTm8ts2l9n3d5d1eR6rq4ljEZHJkRjMIIhuX6898Nz7JoQXdhe6hwhxF+FEBVCiM2Ox/KFEIuFEDuN//v1Zhs7ylk8trP7FGMQRETU2xiEICIi6+qoRxG8UgqgurEVp96zGGtLa1yP7zzUaN1OFoRoCDoyIYIRjB6QiRNPyOnexlJHPQfgorjHbgXwgZRyPIAPjPtpRSZOwtImDt8gIqLexiAEERFZV0dVpe8Ox3DatL8Oh5tC+M27W11BmeIKOwhR0xxyrVPXEkZlQ6t1vz4Yht/jnkmDl6F7j5RyGYDDcQ9fDuB54/bzAK7o0UYdIWcgobNBBX69iYiot7EwJREROaboVPpMEKIhGMZPX9mIe6+YgkE5ftdzXlWP0W872IDIJJ/1eHFFIzK8KppDUdQ261kPQuixhYZgBBWOIERdSxg+zY71C8HhGMegAinlQeN2OYCCVAsKIW4EcCMAFBQUoKioCADQ2Nho3e4p5U12+sPHy5cj29vxyqchx3irpUuXWkOF0kVvfN5HKx3bDLDdPS0d252ObQbY7mMBgxBERGTPjqG2PztGdWMrnlpWgp9fOBGamr4Jda+v249FWw+hIMePe66YYj0upUQwotd2aAlH4ZjkAi3hKCYPycGeqibUNoewp6rJSm4IhqMorwticI4f5fVBhKPSHYTokXdFR0pKKYUQKXd+KeVTAJ4CgBkzZsjCwkIAQFFREczbPaWkshH46EMAwBlnnokBWb521rC1hKLA4gUAgPPOK4SipNee2Ruf99FKxzYDbHdPS8d2p2ObAbb7WJC+Z49ERNRlrNkxFKXddO1bX9+EJ5eVYPXu+Mz29BIx3qga1wkLRWNoCcUc990fSLZPQ16GB7XNYRQ+UGQ9XtnQipZwFMP6BazH4odjcDTGMeeQEGIIABj/V/RyezrkaGbHiB7FUA4iIqKu0CNBCCFEnhDiNSHEdiHENiHEGelakZqI6HgkrSCEcFXeN1U0BFHXog8/2GXURbjuuU9dhRjTjfk+NUWgNWKnOwRDMbQ4pt8MxxX+y/CpyA14UNvifu/7apoBwBWEcA/HEJAckHGseRvAN43b3wTwVi+2pcOcdUo6G0dw15PoqhYRERF1XE9lQjwCYIGUchKAUwBsw3FQkZqI6HjhHI4RTdKrmfWbD3DRw8sAAPtqWgAAoUgMH+6o7LE2djUrE0IVaHJMrdkcjriCEH9c3+paL9PKhHAXpjxYFwQADM61gxCq4h6OwQvPvUcI8XcAKwBMFELsE0LcAGA+gC8IIXYCON+4f8xz7kad3aecs2kwE4KIiHpDt9eEEELkAjgXwHUAIKUMAQgJIS4HUGgs9jyAIgC/6O72EBFRorYKU5oZA2YnOxS1ezGKEHh/00H0y/Ri9pj+PdTarhGN6e9DUwSaWiPW4y2hKIKOQhB7G9ypEFleDZFADOvLal2PH6zVP5+CHHt8ftjxWaVZ/b/jjpTy6ymemtejDekCRzc7xpFnURAREXWFnihMORpAJYBnhRCnAFgL4EfoYEXqY6kadVdgu3tOOrYZYLt7Wjq2uzvavHu3flW/suIQWlqiru3Xttod6fjX3bplCx7boGcKPHdRZtJtv1UcQrZXYFZ+6zH1WReX6O95b1kZikIHrMc/WrEKWyuiqVZDTeVB1LZKVDS4l9lb3QAAqCjbZT1Wum8/ioqqAOjBnNLSMhQVlXfZe6C+KXYU2QxHE8AgIiLqCj0RhNAAnArgB1LKVUKIRxA39KKtitTHUjXqrsB295x0bDPAdve0dGx3d7R5behzKCXFOGHIYBQ3VLm2v66sBlj6CQDojy9413puypQpwIa19nNJXGcsP/eirGPqs14b+hwoLsbY0aMxemQ/YPkqAMCJJ0/Hg899mnK9iWNHobS6GSg/4Hq82UimOO2UqcDGNQCAAQMLUFg4DQCgLn4fw0eMQGHhpG54N9SXOGuLdL4mhPM2gxBERNTzeqImxD4A+6SUq4z7r0EPSqRlRWoiouNRTEooQkBVEmtClBvDMPIyPAnrdefsfqXVTdh7uLnbtm/WhNBUgQO1Ldbj7206iPpgxLXs+ZMHWbczfRq0FG/cqyoY6ihM2eoYjsE5OqmrOL+iR1OYkiEIIiLqDd0ehJBSlgPYK4SYaDw0D8BWpGlFaiKi41FM6vUdFJE4O0YoYtZOSDxkiG4sdHDe/UU45/dLu2x7dc1hHG6yi0l+Xq4Pn1AVgX2OIERLKHEoxs2F46zbmT4NSoogRL9MDyYPycEP540HAIQj7noSnB2DukKX1YSItbEgERFRN+mp2TF+AOAlIcRnAKYB+C3StCI1EdHxKCYlhNADEWYnZdvBelz08DJrak5zWkDV0QFvDkUSN+YQinSul/Pb97bhT0XFnVqno065exFOvWcxAGDhlnIs2a4n4GmKOxOiriVx2lG/xz5cZvlUqCmCL9l+PVvkazOHAwCuOnWo9ZwAeOmZuoQ8iiEVHI5BRES9rUeCEFLKDVLKGVLKk6WUV0gpa6SU1VLKeVLK8VLK86WUh3uiLURElEgamRCqIqzZMR5ctAPbyxvwcbFRWDFJEKI+SYf9UH0QP/rHejS1RtAQTHy+LU8tK8HvF3x+pG8DzaEIbn9zc7uv++b6/dbtSExixa5qjB+UBQCoaGhNWN6nqdbtgEeFqqYejgEAQ/MC2DP/Ulw0ZYj1HGfHoK5yNEMqnJlODEIQ0fGoPhjG6t3sWh7LeioTgoiIjmGxmIRiZUKYj+o3zAwI83GPIwhR25zY2X9g4ed4a8MBLNhcjoZg25kSTrILOkQvrSzDCytL8eSHJW0uV1LZZN1eV1qD/bUtuPaMkQCAiga9BsZXThtmLWMGFwB9GtNUmRAere3DKrt81BWc2Qyd/d64syi6qEFERMeQH7y8Hl99cgXqkpyjpJsdhxpwySMfob6TF3WOdQxCEBERYlKv76Aq9tVRs7NiZkaYj2uODnltkkyIkFGMMRqTbQYhNuytxahb30VxhV6boaHVXvZIAxJhY+7CSDu9q9oWuzbEzopGAMCs0f0BABX1eibERVMGW8t4HcEFTVVc2SBOPjX1YVVAdEmghUi6akJ0bl1XFgX3RyI6DhUbx/XjoeP+wMLPsfVgPT4xslKPFwxCEBGRqyZENK5XY941+yvOJIBk9RPM5aubQm2eALy/6SAAYOGWQwCAQ8YsHADQ2slaEskEw1EEw4lFJkORmGvIxe6qJmiKwNiBmVCE/toBj4oMrz2Ltccx/MKj6AU8k/FoqcdccDgGdRXnN7SzcYToUQQwAL1WzIa9tZ1fkYiohwS8+hDK5iSFptNN2Liw42njIkd77l+4Hc8u391VTeoSDEIQEREAY3YMxS5MafZPYtKdCeEMUjiDENGYhJQSJZX6FYhD9UE0OrIb4sefZ/r0Tr4ZqDhUbwcGnOsBwK3/+gw/f3Vjp97PmfOX4KQ7FuKlVaWuApn7a1sSOm4j8jOgqQoCHv3EJduvuYpROodZeDQFWjs1IVLhhWfqCkdT18GdRdH5HfLiRz7CFY8v7/R6REQ9xTyWd7YuVSovrCzF2tKaLtlWh15vxR58sE2/QBOOJmahAsCDiz7HP1aXAQBqmkJtvtfHl+7CXe9s7Z7GHiEGIYiICDGp14RQk2RCRKLuIEQsRRAiGI7ik13V2HKgHgBQXhd0ZTSEY/oJwf0LtyMYjqI1ol+hqG3St1HdpAchsnwamuKCEP/4dC9eXbsvod2P/GcnfvXGpqTv6XBTCNGYxG1vbMZfPipxPJ5YeHJgtg+AffUky6/B77GLUTqDC1pcJsT4QVk4a5w+lMPbRk0IAdaEoK5xNDNccHaMoxM/hTFRb1my/VDSbL++priiAY8t2el6zDyWx2dj1jSF2py1q645jAWbyxMev/3NzfjSnz9Jus57mw5iq3He01Vuf2sLbnh+DQB7iKsnbhjoH5cU49bX9fOf6fcsxuzffuB6vqqxFT97dWPSacePBQxCEBGREYQwMyH0x8wrpmawwHzceQ5eHxeEMO97NQVNoQhaHSdIoSjw8qoyPL50F575eDcON+l1GQ7W68MwzPu5AU9CJkS8g3UtOFjXgof+swMvryrDnqomo83Jl3cGS1rDiScguQF9ak3zxCXDqyLL5xyOEVeY0nH0/Mu1MzB2YFbCcvGEEMyEoC4hHeGszu5T7poQXdOej3dW4T1jeNXx7K53tmDMr95jLQ3qdWtLa/Ct59Yc1WxS3eXRD3Zi+t2Luv11pJS45plVOP8Py/DAoh2u84YMr5kJoT/21SdX4NnluzH9nsW44+0tKbf5s9c24qYX16Ksutl6rL3A4/deWodLHv2o3fbGYhL7apqTPtcQDOO55bshpXT9voy69V3sr9GnEF+/txblTTHc9MJa3PfetoRtNMUFG+57bzteW7sPr61LvIBzLNDaX4SIiI53ZmFKM9Aei9ndnKDRaTcPjM4x5c6D/hvr92Nwrh+A3qlvDkURdFxxCEUl8jO9AIDP9tVaHSAzUGEGIbL9Gppak0fupZQQQuCM+5YAAPweBcFwDNvL6zFqQKZ1hSO+k+DMXDAP1P970UTrBM4KQhjZD35NRbbfPkQ6C1HqQQhnoUphZU20lwlB1BWcu3engxCOGFxX9aW/8cwqAMCe+Zd2zQaPUc8u3wMAqGxsxaBsf+82Jg3UNYfh1RQruNtR9cEwPErn1zta89/fjmy/hlvmjOvR1z0Sh4zg/f7a5J3arrC8uArrSmsQisbwldOGY0T/DOw41IBtB+tx+bShCcuXVDZi84F6/GHxjpTb3HmoAav3HMaMkfkYnh9w1V4KhqOoamzFsH4ZKdf/eGcVnvtkN566ZgYqGlrx0U67WGMoEgP0pEYrCGFeGFm9+7A1ZeeKXVVYuzOITdGd+MG88a7tlxu1qWqaQxjRPwMXfUviAAAgAElEQVTn3b8UcyYOcn0mZ40bYN036zUAQEV9EINykv8uNATD+MuyEjy6pBjPXj8Tr3y6Fw99bZp17nD7m5vx5oYDeHFVGc6fXOBad3+tHoS4f6EZcGpJ+fk4mdmlQWZCEBHRsUo6hmMA7kCDme4Zk3qgwJnK6Bw2ce+726yhHNk+DS2hqCsTIhyzgwG7q5qsoIOZalht3N9e3oCPU1SBrm+JYHeVPb1mfoYe1DhQG0Q4GrPaGj91qJnNAQDf+Zue4jhn4iBkG9kOeRlmJoR+36spVs2KeJoqXFN0aooCvxF88CjtTdHJK6h09GJHUdfhaNZ16qlsgGA4ihv/tsaaRac3Dc0LAACKDzUe8TaklPj6Uyutwryd8as3NmHp9oojfu2j8daG/Rh167uoqA8mPBeLSRysS+wYnXL3Ilz5p/brh1zx+HL8zFHz5+Q7F+H8P3x4RO0srmjE9/7ThL2HO9c5j8Uknvhwl6Oj1332Hm7G5+Vt78/NobazAc1jmldzB2oO1LZg0766dttQXNGYcl+KxiSC4Sj+++lVeHDxDvxxSTGue241AOC/HvsYP/rHhqTZAV9+YgV++Pf11v1wNJbwO/GFh5bhtjc248KHl+GWl9bhjx/sxLqyGuw41ICbXlyLs3+3FFJK1DSFEIkmZi3e+MIa/GdbBfbXtmBbuXsIRIvjfCPgMWtORRLaUN0Ywo6aGB5cvMPKklxXVoMbnvvUmlnr/c3luPJPy1Fa3YznPtljrfvfT69y/e1qmuyZtmb99gNs3FvrCkzc8tI6vLSqFFPvXIRHlxQDAL7z/Bq8v7kck25fgPve1zMayoz9tbiiEU98uCvhfXfU6+v24b1NB/Hccjvb9FHHUJWtB+rx2JKd7e5fPYFBCCIiQixmF6YEzCKT+nN2EELi1HsWu9ZzZixk+zRrnUyfhpZw1FUTIhSV1v1IVFpjNc3hEc6D+aMfuMd3miobWzHngSLrfo6RwXD3v7di/G3vY2VJNQDgQNwJsXkF08mnKVawxc6EUKznUg2t8Cju4RiaKuDzdOCKnWBhSuoazv0onOREvS0dCUKUVDZi5yH7RDtZwCHZDDavrtmLJ40T6KrGVky+fQGWJwkohqMx3P3OVlQas9TsrmrC+rLkRd+2HKjHoq2H8JNXEgvTNociqG5MrPECAE98uAtn3vcBpJQIRWK49q+rXVPcFX1ekVB7pj3D+ulBiF1G8d265rDVGVtfVpPyd8upNRLDipJq3PzSuqTPbz1Qn3Q4mpQSL68qw/XPfdrm9ksqG7usGF9NMGZ1Vt7ecACA3lmLH1P/3Cd7cMZ9S5LuM9vLG5Luo2v2HEZxRSMqGoLYsLcWr8XV/DGv/prWGx1VQD8+fbSzEgCsfcj09ob9aI4A97671SqSbApHY3jl070JdY8AoKSqY4Elc+pHUzAcxf0Lt6PK2A//+vFu/Obd5AUAF24px8urynDO75fiwoeXIRSJ4fY3N+POt7dYneEXVuzBT1/ZiFPuWmQVJvzdgu348p8/QWOrvr83tkas46bPCIAv2X4IT39UgjPnL8Flj32Mp5btwt9W7MGdKYYeXPmn5bj+uU+tv00wHEVzKIKz5i/B9LsXYdLtC1zLHzD+HmZmpHOGqYVbyjHq1netTq9pf00LRv/yPby98UDSNiz9vBIPLt6Bq/70CS54aBmKPtf/pvUtEUy/Z3HSQoo5fv1YvbOiISEY6KyPYSYv1jaHEmbIcE4Hbg6PeHvDAXywvQLbDuqBjSc+3IX1ZclnAdruCH5Ux73nyx9fjvG3vY+65jAi0Rje3XQQt72x2bWMcwrxJz8sSdrGznB+v37yykZ876V1uPOdrfjMCEY5p0q/5NGP8MCiHfjl68lrafUkDscgIiK7MKVx5Hb2OYLWEAf7sR/OG4+/rdhjZRycObY/qhtD1sldpk9FZUOruyZEDIgZV28kgEbjwGhe0aludB/MTc4Tm/iTnHgbjYNu/AlsMn6Pah3444djtDWswqPZwRpAL1Rpngi2dWWZwzGoqzj3s/a+E4nr2rf/97XP8NrNZ1r3N++vwxf/+LF1f8/8S7GrshHzHvwQL9wwC0Ny7VTjTfv179oLK0qtx37+2mcAgO+eNxY7DjWgJRzFL/71GT7+xVz872sbsWZPDZb8rBCrdx/GX5fvxp7qJvz1upmY+2ARpNRfLxaTeHJZCb506lBk+DSrc1del3gF/st/XoGtB+tx1fSh+Li4Cm9//2wU5PgghMD897cDAD7bV4f+WV4s21GJZTsqsWf+pSirbsZ1z36KK6adgIevnt7hz84Met7+1hbcv/Bz1Acj+MbsEbj9iyfimmdWo7E1gm+dPRqZXhU/eWUjvjpjOM4Y29+1jVTTDy/YfBBTh+Xhkkc/wolDcvDej86xnmtsjbiublc2tCInoMGn6b+zq3ZXI9OrYfSATMx98EPMHNUPr95k/12XbD+ElSWHcetFk1y/XU5fe3IFLj15CK49Y5T12P8UtWDohmVYfutcnGBkgfxuwee46cV1+NN/n4qTTshBMBzD0s/1K+qvrd2Hw00h/ObKqa7ss/G3vY8PfnoeTsgNWEMsvvzEioQ23PvvrVi41V0UsDkUgaYouPJPelHAWaPysflAHZpDUZw/uQD/2XYIT15zGjyqwF+W7cYKIxC9cMshLNxyyDVE6OVVZbjj7S1oDkUwINsHTVEgBNAvw4tPdtkBqsbWCA7UtuD6Zz/F09+cgdEDMrGrshHldUHc8PwajMjPgE9T8PJ3ZmN3VRMeX7oLb64/gOW3zsXd/9Y7zteeMQrD8zOsIYQA8N0X1rre27qyGrywUv/+9MvwIrsxirtX2kGD19buw7zJBfhzkR7YO//BD1FuZKKMGZipb6O0Bi+tKk3o6P72ve3W7UumDkHZ4WZ86VR9CMXr6/ZbHdOnlpWgsTWCPxftwnkTBqY8dgbDMXz/5XUYkOVFVWMIVzy+HO//6BwU10Tx9ubipOuYV/R/+Pf1GDswE4/8p/0gHQD81ZhK8v3N5bjniik4WNeCvIAXAa8+TLK8Hvi8vDGhKKfzvnku8pePduMvH6WemvJAbRD/WL0X7ycpRpnKv9btx+vr9uOUYbmoDyYPZC7fVYVBRsHr9ky7e3H7C7WhPslU6e15a8MB3HvFFGQbQZ3ewCAEEREl1ISISnvgQLLKyqoQrkyB/lk+lFY3W5kFWT4PmkMR9+wYUSBq3I9JaV3tM5cpcQyzcHJmX8RfUUt1Fbi0uv1UXJ8j0JBrDOswx6f6tNSZDZqiQHMGIVTFGtfJRAfqCeaMNcCRBCHsddeU1qAhGEZTaxRffXIFJhRkJSxvXt2+5pnVrse/kqQTaQqGo9bvxr6aFrSEonhljX6lOxSJWUE+M6PAbFJFfRB1LWH8bsF2PLDoc9cVa/PK65KyMBa+/hnuu+pkbDWuWr6+fj8AYPZ9H+DmwrH42ozhOHVEHtaV1eLTPYdR6BjTHQxHscu46r3ZqGgfDEet7/Anu6qwvLgKoUgMeRleVDW2YsoJuTh3wkBXBoDZ+XhxZRleXFlmPf7CilLsrmrEG+v34431+7Fn/qU4HIzhuy+swRXThlrDzwDgn5+W4crpw7C/tgU3vWhnRmw9WI/fvrcNF55UgNyAN2Fowszf/AdzJw3CN88chbvf2YJdle7fzk/31OCmF9biB/PG4cQhOfjWc/oQtKlDc+HTFDy2tBi3zBmHC08abP1NVu0+jFW7D6OqoRVXTB+KBVv0Ttn+2hY0tUYwIEvvUJnD4b6XJJPjyWX6LESLtx2yljd967lPUVrdjI9/MSfhOdPTH7s7i82hCE789UJcOnWI9djqPYet2/8xMgXiO/dOr6zZCwG9OLFZP+DOdqYqnHLHQgzrF8D+2hZc/EhiwUEzdf6djQcwdpD+ndlf24KGYBhZPg2NrRGsKT0MVRG44KFl+P7ccUk7pM5aQxleFXevdAfalmyvwAsr9lj3yx1DYUqMv3lJVVNCACLeV5/Uv6u/X7AdYwdmWYEaAK7hJx/uqGxzO//+7CAKcnxWW15cWYoHVwUBJAYIAT3YYbry8U9c+35bHjEyigpyfCivC2LOA0UIhmPI9mlWIHBFSTWmnJDjWu+1tfuwvLgKN547FuEOzmJzoLbFCgR11DLjc2rr80r2/eguVSku4LRnZ0UjTh3Rr4tb03EMQhARkV4TQrFrNujDMfSDeDCSGIRQhHvayvwMD+qDdmpylk9NHI4Rk1CM+9GYOwhR3dhqXfFsS/xJTLK02rYed3IOoTBrQ3SkwKRHdU/R6cqEaON19dkxGKY4FgkhLgLwCAAVwNNSyvm93KQ2Ocffx6cDtyd+H7zyT59AQO9YlcWNoy+rbm5zxpdULnhomWtbSxxjz+e/vx3nTNALu5nLqIo+NfDa0hr0Nzqoyb7DwXAUf9saArAX500YmPS1/1y0y7pyDOhDu5zpyHsPN1tp3AJ2R3dk/wwMzvFj1e7D8Zu0eNT285l+t2C76/6v39qM9TtD2FSlX5l3+sW/NmF7eUPS4WJPLSvBy6vKXLP0OC3ZXuH6XOMt2FJuBRJMP3CM1//uC2sxPD+ART8+D390jBl/dEmxNXbddNIdC1O+TjK1zeGEujxmYPj3Cz53pbO35cRf66/77qaD1j7SWf9rZOd01r6a9rPplhdXWRkiADD1TntGiBdWlCIW07MqzKyceM4Af+nhxCB8aySG299KPZNDZ1U0tLqGURyJQ/X2+qXt1N1wHq87GoBw6p/lwxvr91tDQBpaI9ZQipUl1RjeL+Ba3vweXXXqsKT1JJxUAaiKgj3VyS9+pJMLH152ROu9umYfpg3LS5kd1d1YE4KI6Di3vbwe1zyzqs35xM0pOs0rM49+sNO6apSs36wowjoh96gCOca0mhFrOIaGcFS6xjYv2B3GP9fsBaCPUTTPJ1vDUWucbXvpi84rwIB7bGVnOTMhnFNzxj8XT58dwz5oq4r9ubU5HIPjMY5JQggVwOMALgZwIoCvCyFO7N1WtW1PdTP8HgVZxnCFXZWN2F3VhIr6IPYebsa+mmZ8vLPKKvBW1xy2xpzHf2WKKxqxsyL5ePhz7196RGOH44MZm/bXWVdQ/7p8N65/Vq9rICXwh0WfW7UWbn5pnXXVFgDGD3JnZlz91Err9t3tXM021Qcj1pVVALj4kY+weKseDNhZ0Yg/LdUDFqXVzW0GIAAgHO38783fVpRiU1Xq395VJalfs7E14rr63dX2Hm7Br9/ajD8VHXkhvM56e+MB7Igby//s9TOR4099XXR4fgCZXhWnjsjDKcPzuruJHba9vAEt4eTp+OvKavHTVxPrmDjVO2p3bDvY+4VXO2rq0FxkelVrho5Zo/NdwTJzFqyj1RKKoLYlMcg6e0w+QpEYlu1Mnolw5vwl7Q6v8CjAgCxvh7ImnQIeFfd/+WTrfqZXxazR+UmXPWVYbspgaWfMmWhv4+SBKs4aZw/xGtk/9Uwi7fn76jK8vLqs/QW7CYMQRETHgY17a3H1Uyuscbjn3b8Ud72jX0G5/c3N+GhnlVWkKJmYhCsI8czHqcdQAvqyVtaAqiDbrxelNIMOWcYJpfNq2LbDMevqktkhyvZpCEVj1nr9U6TpmuILoplXSJJp66QWgGtIhVkLwgxGmJkQw/MDieupwj0cQ7EzI9rrozAP4pg0C0CxlLJEShkC8A8Al/d0I4orGvGTVzbgn5+W4YkPd+G1tfvw0OIdeGjxDlz/7Gr89JWNuPffW/HdF9bgmY93Y2heAP2zvFhbWoN5D36IOQ8UYdZvP8A5v1+Ks3+3FN94ZhX+558bMP2exTjl7kW46k/Lcdc7W9ocRpGMeeX0yumJU/Kl4uwo5gY82HKgDpleDacMy01Y9tElxUk7Am/echa+dfZo12Mb9uqF4iYUZOHQEV7RjcSkK6X/saXJx7N31F+unWEFUdpztmNqP1NWkt8pZ/DFqyp49aYzOt2utrK5AOCm88YCAF6NKwh5NKYdYYBg0uBsV0ZBvKqGEIKRGGaOzsf0FK9x9czh+O/TRyQ8rrZzlfdrM4bjghMLkj4XHwSLt7+2pUOd2H4Z9rj7K6cPxR2X6TFOZ+HFtaWJhVmvO3NUym3+KG5qyY66+/KTcELu0U0v61EFMn2aFYT4XuFYayjXtOF5ePhr05KuJwTw9LUzOvw6G/bW4nBjCLkBD851dObPnTAQXlXB3sPJs1XM84TBKabLBABVAfplelGaIhPije+dmfRxjyowakCmdf/mwrGYNSp5EOLMcQPg93Ssq/3yd0533XcGdR79ul23ZkS2gjED7P3S3JeSmT6i/e9je7O0dCcOxyAiOg78/LWN2HGoESWVTRg/KAul1c14dvke3HHZSdYybQ0FiEkJIWAV0GqPqgAnDsnB9vIGeDXFKm7kDC4A+lzb2T7NVY3aqX+WF6WHm62ThvYO2I2t7hTfhmAYJw/LTRpgGV+QnfTEzuR8r2bwwRlYAYAPflKIog/d47E9iuJKXxRCWFkO7RWm5GiMY9JQAHsd9/cBOD1+ISHEjQBuBICCggIUFRUBABobG63bR2rxnjBe2q5f8XOOo46nCSBi7EMj/a3Y1xjDZ/tSd4LeNGY00BRgV2UTdlU2YeoAtc0r834VCEaBC0ZqyPIKvL5T/84V5tVgqU+gtrXtnbhwmIaBgSaY14DH5cSwZncVPIrAML+Ki0Z5sGCPvs0vjvHg3yX67RkFKkrrY6hs0be/ZcM6lDfbQcbfnxvA/y7TOx3ZaEE0JuFV9IK335nqxV826Z/fDVO8eLM4jOqgvp2ABrQYPz93nOHHvSuDiEpgeLb+Hd/bkBjIHJ+n4ItjPXhobWKgY/ogFbOHaPjzRv25HVs3Q4norz06V8H5IzSrLd+f5sM7JWGU1sdQkCFwVr9GfOzYzvqKKFbvPoxhWQKXjvHiyc/0bV5wQhiZUsWGyii8Sgw7N2+wXv8bk714cVvI9bcyXTBSw6FmiY2VUWSoEjef7MMj6/Rtnj5YxapyfeEsDzAe9owFl4/1YENlFKX1Mev976yNWct6VYHDQYlsD/CzmX7c8UlidkamB/juxBBuNr5Jk/MV+DWB9RVReBXgrjMD+OXH+t/v4tEeBDRY+9a61SsRatG3OTxbcf1NLh/rwVu79OUO7d/ryuQRsAO7NZUH4TV+lwUkbpnmx2MbWhGNScwboUEVwKJSfUf4xUw/7l8T1KedrjyIgJb8uFfgCWLqeI/VTidz33vYKLb4rSle/HWz/ncZnCEQigGHjX3w/2ZquGdlBLWtEjWVh7AvnHxmDwC4bIwH75jfCX8F/uUBGsLACZkC5c3Sev8Dgvusz2pyvoKTB2r45+f6699xhh9/XN9qvb5T88FdyFVDOADglIEqzh6q4fENie04IVPgtALNaotrG431UGIS+6r19XZu3YSwccGhpbEe2zbbQ2AuGKlZn7tfBUp3uOtXqEIP3g/NEtjf6G5vOCrx6tp96OcTmJZZD3PQQXnZbuR6JSpbEr8DTpkihFMGqthYqS8wMCCs3xcVEqK1CaWH7ZXN5/P9AqVb1yfdJmJRbP3Mfm5f6R5EUhzYD+wtQ53jN2xCPwU7avT7F43SsKs2Zn3PKovtjLMrx3nQEpFYsEcf+rryE7tYcDQcQkW5fYzYtc39eY7JVVBSp2/zpgn697GthNFNu/ahqCj5lOjdjZkQRETHAXN+bJ+mHFH6rjQzIToYhFCEwPSRekGjmuawFbU3Mx8yrfshq5BUMvmZXkgJa5YKfxsFIQE7yGFqjcQwbXgevj7LvgIWiAskdISVCRFXYNKrKfDGjQNXlMTPyZ5VpJ2aEMyFSFtSyqeklDOklDOGDRuGwsJCFBYWIisry7p9JP9mn3WOFYC44MQC3HfVVHx62/n4542zseWuC7HqV/Ow+rZ52HjHBdh278XY8Osv4LM7L8Bfb7kQ08fq2QkXnTQYG++4wGrrpjsvwP+cPwEA8PsvnYydv7kEM0f1w9njBuDtn15oXY08e9wA11XLzXddiMumDQMATBgzCnNnTrGem1d4Dgbk2lcAUxk9chhmTp1s3f/aOSehJQLUhyTGjBiGqRPHWM/97ptzMdao8j9p9FDc95XTrOfOPWs2Cmefat3/ry+cZ92eNXkUAL0T+I3ZI3DBWfZ6Xz1/Ni6eNly/PWMYXvyOfUXz7NmzkG9kW50wIA//+uEc67nBOX5MGpwNABgyqD/Om21fsX3526dbV2LHDBuCy86bZT03e+Z0DBmgX3Ec2C8P37vCbudp00/GqMF66nT/3GzMO9te75yp9ufQLzcH/1U4015v2lRMGKkXY8zNDOCiOWfb682Yioun6AUlh+ZnYvmtc63nLj1jCqYa+0ReVgAXn2u/3tXnTcEP544DAGQF/Lj8gkLrueknjsdZk/W/+4AsLxbferH13G2XTcXNcycBAKSi4drL7Ne77ZLJ1hX5gM+Li+bZ27xy9gScP11/PY+m4utfnGsFmSePG43pJ06wlv3CnPMwMF//DK+aNRY/dFzlP/dU+0rvpPFjcfKkcdb97fdeZM3YMmHMKEyZqGd3SAjMOcPed8aNHoGTxtuf93evnGvNiDRu9EhMnWhv02nMiKGY5mjnizfYsclzJgxyLfvLr8+zMmK+fPpY6zMDgPPPOwfDBuj71piRw3HaKVOQyuknT7TXm3MuBubp34/ZE0/Ak9fY++Q5Z5yOAf30woxjhhVgjuO7eubps9AvO3ma/hkzT8O44fr+M2zIIMx1fE5fPHkIxhhX+U8aOQjXXmC/3tKfFeJU48r6wP75GNQvB80Rsy0zMfIE/fMYNCAfZ8yyv49fPvcUK9MkO+DD2bPtfRIAphuFEQf2y8WHPy9M2ua87AzMPs3+nZp64iSMHqyvNyg39XCE/v3y8MfrzrXu333VdCsbyaMqGDe8wArq3njuGJw1Uf/OZWcGcP4ce71Zo/OtLK7sDD/OO3O29dxJkydg6iR7H3GaOH4MRg49AYB+PvLP78+znhs7eiTOmDzcem5eoT0bzrixYzB29Ej9OU3BvMJC67mA34vxo0dZ9+ecZe+TP79wIuZMHWndnzfnPOucJpWQlnlUx69k/zqKQQgiouNAS8icdQKuFMVkdSB+/dZm/CsuBdeeorNjr6cI4UpBNlN/zeEgmY6gRF5G6iCEOfzCHI7RXiaEGYQ40zHtneqoT3HJ1MH4gnHC42knHdnJzIAw3397BdDiCzmZwzFina+9Rb1vP4DhjvvDjMd6xGqjDsF9V03FU9fOwNdnjcDAbB9OH9MfmT4NBTl+DMr2IzfggUdVkJfhRY6ReWR+704ZnofcgAc/v3AifnXJJGT7PfjhvHH49w/OxldmDIMQAi9/Zzaeu34mhBBWxo7fo2Co43uc6VWtrKCAV8WIfPsE368pKYskLv1ZoTV0KeBR0c8xJtycgQHQp+7tl2E/F/CoGG2kFmd4NVdbMrwqBmbZ6dR+x8n06P52MCTTp1kdSnM9c/YFj6pgqCPN3+9RkW+8frZfw4BMe/jXs9fPxPmTC4x2KejveA9+r4qBxjZ9HgW5jt80v0e1MsF8HsXVFr+mon+Wvp2AV3Vtc2CWfbupNYI8x+fi11TkG23L9Kmubfo0ffib+d6HOFLOA462BLwa8gLuz3qgsWxLOArN8WOfl+G1tmn+/c3fVL9Hsd5DUyjiyiDLzfBggPFcSyjqes7vUa0aO+bPqdkhyvCq1oxEgL4fm4Fcn0dxdZzGO2Zs8WuKK6jt0+zXcP4dALhm4MjwaMgJ2PuuoghrGIz+mSXfrwMe92c/a3Q+TjJmZBhfkI33HdOoelTF+l4GvKqrLkKGz95/Al4loWP4ldOGWbed0+D6NMX6vvg0dzv9HtXajl9TrWOu/pxi3Z80OBvfKxxrvyevinxj//Vp7v31ljnjMKEg23rO2c5Mx/fKF/dbkOnVrM/e65gtymyn+TfL8Np/L5P5eXo1xZqdCgC+P8cODPk0BRk+93s3PyevpuCzO+0ArJOmCtdwJ01VoBn7taa4h0JdOnWIte9rikCG4z38v1kjcKpx0cWrKe7PWlNc72n3fZdYt72q4hri6fxcPKr9+fo0xVWHyqMKa4YuRcRPCe6uWeU8v+qX4bXOoYQx5bq/nSBEd9acaQ+DEEREx4GWkN6JD0djeHKZXWQsWeX8v60odRXMmvtAEd7fXA4B0YnhGMJ18mJ2ws3CbVmO4Rg5bcxDbW7DDkK0fcA0My2cJ3iaIqApivW4eZLhVQWKflbYofdjnig4ZwdpixYXhDBPzkYOSH1VhsMxjlmfAhgvhBgthPACuBrA2z314gU5fnzzjJG4YlrHay6YLp+mX2WbO0m/CnnLnHG48Vy9wyGEwJShudZ32qMqVsfTnLXGp6mucdPCMfWupgj390y1O7+/vHgSFv7YvlI4ekCm9V0OeFTkZ9rf+dyAB9efNcp6zjk+XlGE1Znwe9xtyfBqKWstnOiYms+rKq52BhydpZZQ1PWcz6Ogn9G2TJ/mOrnP8mnWspGodHcivSoG5xqBDUW46s0EPKp136eprm36PIrd+fSorkCDs/5NY2vEHWjwqFbnPhqTrroGXs3u7GZ43a8X8KrWcwLuDorf8dmbwWlzu7kZHms987fU/N/ZwTV/v8z1/I731Gxs0+wE+T32eubvqfn7nuXTkBeXIWf+9npVu1MnBDB5iP23DnjdQQHnNv1xwQRnECLgVRLWMzPlAnHBC6eAV3UFPTyqsI5tfo+SUEg52xHY6O8IMnlUO5gQ8KhoCrmHJ87/kl3o0AwC6O9fWH8zZ/DJ3I753gNedwfep9kBimnD8/AlR5DDr9mfoR6EcAS/HH8zv8cOSALGPpltB/ecFziyfJr1HfDGBS/8jkBOwKu5tnnHZSdawTZVCFdnvnDiQIwyii4GvCqyfO5tDjZ+NzRFuLulM5MAACAASURBVDIo502yM1Q0VUGmz9nxt3/fVEXP4rTeg19DwKNZ78/5vfKoihXw1ethuNviDEo4z6F8mgKf8X3wJgQa7KCER3NP++18vfghnqoQ1jYBd+0Ir6ZYn4Uw2tJWkW2g81M8dyUGIYiI0tT28nprWktzOEY4GsNKxxzgUUelxKiUCCeZtqrEmPddCHRiOAZcwQXzopo5LZZ5UI5J/WQt1YEw0zjpWGBUsm7vgGlmQjhPMFVFgUczr24o1smlR1VcBaTa4tfME5P2Z7lwLmeaNTofz14/Ez/9wsQUa+ifL2MQxx4pZQTA9wEsBLANwCtSyq6bF68dEwdn467Lp7hOzjtqxqh87Jl/KSYOzm5/YQc7CKFgUI67I2WepEdiEv0zk3eysvxaQlV2sxPk96gJRQbNTl5rJObKIgAcRfukjOs0KymnjhvWL4DbLtGHfFTUt1rZDXo77GyLplDEVaBRD4Loz8VndWT6NKvj2BKOIsOrWr9HAY+dFVLdFHKt6+yo+uIyufyaHRCJDyYMiAtCZDr+/nogR29LfPFdn6MGjy9u+Jrfo1od48bWiCuom+HVrPdu/v3Nq725AY/ViTTr85jBXJ9HsWr82O/L/lzMdpo/mWabAh4788OcntFsT4ZPS8iQMw89PscVfsUIipn7nd+jJgS1zb+R36O4tpnp+htpCUEIq7PtVV1ZEv936WSrI5sRl70iHB1lv8ed1QPA6qTrfwd3UcQsR6AqvpChc7+ID7xZmRAexRXE8nkUO+Cjqa590pkJ4cym0N+vnU0SisiELBtngMIZTPA5gl9eTcGuSrugY6ZPs/5GQri/B35HdpA3Lmtgxsh8a71ILJYQvDDfQyCuo+/8HsekdE2d++XThll/P336bHubXtU+P9CEwE+/YA+jyPRqVtu0uCGYHlXA5zivcAY94oM15megf2aqtaxHdWc0ODNGpJSu4IXmaGf89RBVuL/38RkU5jbN9dq7sGO+fm9gEIKIKE1d9PBHuOjhjwDYB5zqxhCC4RimDtXHL0Yc4wMiUYma5tRRb0WIhINvymU7mAkB6FdpUx0IzRTLTfv1wpLxJ9Xx9tfqQ02cJ2oeVcCj2FcbrHTLTtSE0NTOBSGUJMGaORMHtVORnnN0HquklO9JKSdIKcdKKX/T2+3pbuawKZ9HSfjO2UOrYgkn15lGoEEgMc3XvHLv9ygJVenNDm5DMJJw9djsENUH3an+5u03vncmnvjGqa51Mrwaphi/cfHBCv3Kvd42s9aM9ZzjCnVmQhDCkUER1ocWmB3QgFfFsH56EKKivtVd1NZxpTc+Q8o5lKE5bmjcAMeV8i+dOixuKINiZUrED6nzaao1bKW6yV1QMOBIU4+vnxNI0mk2/765AQ8GGX8zc9pIsxPk19SEGTysK/AeNSGY4MyEKIjbD8wOU5ZPdQ0VAey/t0+zU9jNzpHdMU7MhHAGPVLNhpDhUTGwjawF5+fy7XPGuJ6Lfw8Zjo5xfJBsoDW8MIyxg9wBcPOY2BqJYlCOH5tSDCGIz0bMy7Dfu3Of8WkKsn328A/n38in2R1jn0d1ZZ0499dgJOo6Zjm/HxLuTBpnJoaUcAUMnMWpW8Mx12+DM1MoEnUHGjyaPVwiFIm5v8ce1fq90Yf2uIMs5nYiUXcH3ucIwMR/Hz2aezjGmIFZePa6mThleB76Z3kd+x0S1vN57OwcdzsVq53W8qp9PmIHGuK2qQoEPMkDDR7FznaIDxBoinvYqvO964EN9zmI2Za2pgqtb0leOLy7cXYMIqI0ZHYizEwI074avVL+0LwANu2vQ8RxdAtHY6hubCMIobhPLNqiCOEeY2scCM2ghzMIMWfSIDy2tBh1SWbTyoh7vfZqQqwvq4WmCFx40mDc++42AO6rSIqwh2Z4UgRUbpkzFpenSH23h2O02YyEk5uO4nAMOha0hu3hGPHMQqzJsqbMDkNTktluzCu/ZgfeyXnVf+zALMybNMg6yTaDEPGdZpNZuM7VRk3B7DH5eOTqadZQFJOiCCuDI/6quUdVrHT3+DRkZwe3xQhe5Gd5caAu6Orch+MKv/gdaerxn4vfYwc24p/LCXhwzeyRmDt5EM4dPzBhvf5WJoQ7COHVFGs6xAO1wYT1zA5YQhDCqyQEXr548gn46/LdyAt4rPfXENTbaXZefHFXoc3XMbfpHLbies6jJmTZWPVGPImZCeZPqk9TrCCzefjKDXiwr6bFyDqJb4sd9BgSl4GTG/CgriWMDG+S7ByjA+9RhWv/dLbTGYgyZRkdzmQB+xPy9M+wsTWa8N0yvzvmTFGphoAAwNvfP8saKmAPhZGubQohrICBIkRCgCLHb2c0xHfu7YBBfIDLHj7U1BpxdfyFsIeihCIxvPSd0/Hc8j2orzxgvB8zyBKzPiPz9czsp3A05vpt0Oto2Os56dkc9r7kzBRyZh9E4nrwXtUOQnrUxA65PdxMf2zOpEGY48h8Mdvp3qadmRB/DHfW5nAuH4rEjCBEikCDpliZp/EXPTyqAtV4rL1MiPj14p8zz49mjc7HvMmD8Ou3EpP89te2JGSo9QQGIYiI0pBzai9npHxvjd7TN6+URaLOIIS0TrwVAcRi0sos0B8TCSebqajCneZoHujM13OOmczyaSkzIeKvtHYkdXB8QTaG9Qsgx6+hPhiBprhrWZhXdsyThhW/nIvHlhTjpVVlOH9yAX52wcSUtS+sTIhOFqbsCP0lGYWg3hd0ZEIAwPyrplon8/MmF+CBRTusivZOZuelMVkQwuhwHqrXf5seuXqa9Xtz6clDUFLZiBvOGQMhBJ65zp4J4owxepHZL548pFPvQQiRMpg4ZWgO7rtqKi5yFMU0TTSCEGZQYNLgbGwvbwBgX/kdbgy9MMer6wU0M/HzCycmtFPvuOkdwPpg6iBEc5IAxT1XJJ8lwe8Y5tASH4RwFNs0f4WEMK5Oe1XX0JT4bcZnQvzqkkn41tmj0D/Lh2j8FVdHYcr44RjmfuPTErfpHB4RP5zHTE2PxmRCMUjzvfg0xVUXAbAzIQSQMNuSeRySMnGIzcj+GfhsX50rqGMygwLNcXVDnNsMxhXwBPQik4AdqCqcONDal66ZPQr7alpww1mjAQAvfft067lcawhE+9WLTx6WZ7+eN3lWD2DXRqprCbuOx4oirH0y/kjlcVwtj+/4+zR7SEujsS8PzvFbxQud2RxjB2bhniumWNM72kOuogl1UcyAiPN8BND35Sxf8s/FOQTD51Fcfwd3JkTce/DY9THiA0Wao4h1smsU5vuLHwLlUe3aDvGnBvFFQfXl7awee3hEYqDBfA/xQQ9NFRBCf734+lSqkrrOg8dRg8K5LUB/78lmDJs8JCdhnZ7CIAQRURqqcAQhnNWNnZkQALCzogGf7qkBoB/ozMyJLJ+Gx5cW48HFO6x1RSeCEPGdcLNPbx5MXZWzfVrKqTfjgxDt1YQA9DRmIQRGDcjEZ/vqoCqKdYAXQh/rCdhXQYbkBqzx66MHZLRZfPOyU07AB9sO4cdfGJ9yGaDjtTOcOBiDjhXTh+vZBWeN1aeru9oxxe3kITnYM/9S6/7oAZmoN66qmx058/u29v/Ot4IXV0wbiqeWleArM/QieM4AgUdV8JMLktdLGZ6f4Xq9f9w4G+V1na/Y/tQ1p2HbQT2YIIRwTdvrVRWrLsHMUfn4+YUTcdWpevteu/lM1BrD1Ib1y8DT187AzNH51vv1Ogp63uKo2H/ehIH4cEclhLCvpDfEBSF8mmJdoW6KHxrSxm9dwDGzRPzQLzPd/J4rpli1BQIeFc2hKPzGUIaB2T7ccLbeER7w/9m77/A4qrNvwL+zs129d0uWJfeGe8PIBptiwCEBwkcPARJaQoAQEkIKgYRAeNNDwksCIYGXkArBNIMtjHHB4IK7LVtykWWrl1XZer4/Zs7Zmd1VW1tayXru6+Lyamd39mgltDPPPCXeinqXJ2xqAaCWoYkyk/S4yL1BrIopvBwjpCbesM0iJg2xsN45543LwMbDDchKtHU7YUgfDBcBZXES29rlNVxlF+8HEMwO1CvWPiNau7xhf/dFL5JOjz+sjE58LkWaLiVS79vd6rYXvjTH8LxHVwYDSwu1cZCAWnKz/2QbvrY08mfLP++Yj3Wbt4bd77AGgyWhRAAoUnNBMaFG33xRED+j0O/PrPtZi4yNd76xOHjcIEonImRJJXSb0RDMMAp9ntUcfL1IzxPvdWimgX4qSngmRDDjJ/Rz2mrWZ0KEfyKLQIp4X0Rwz6IEm/S63Or7qZgY/AGulWMY16cvx0gM2af4W2RVgqVaIugh9qkPFIUym2CYFKK+HoPXz7USj8iZEGYlPEABAP9z9TSMyYgPu38wUBCCEEKGodrWYBBi65Fmefu4lgkhUk+//sp2uc3rD8gPO5tFwWZtNKBgYgj7MO2O/vPbojD5Ye/1B2BixuCCRTcWCwDGZMTJplahH5h9yTAQH/D6hk9uX/BARJww6F+zVLuyNi472Gk9knibGc/dNDvitoUladhzohVAeGPKvqJyDDIUzB+ThmcucGJxD3XCwnv3nSdvXzOnAKdau/CV89QJHPoJD7nJDmz/XuQ69/6YV5zW7bZVX1uE1eu3RNy2fFI2lkfIfACADx4skxkaJhMzBBPibWZD0PQCXQbI+OwE7D7REnGfz944U56Ipul6AejZLYo8wb1pQREA4GtLS/CrNRURe9ZcP28U/rrpqEyh//r5pWHlJuJq5g3zCuV9l0/LxStbjsm/u1sevkBue+nWeXh58xEZKPmfq6cZposIJhPD8olZckypuJrrC/Cwv9NLx2diT02roaRivNYc1S6zCNTPmr/dPk++P19ZXIyLJ2ejMC28YbAIEog/kWvuP09+P9+6eDwaOzxYPDYj7DNCfNaJTIB/3rEAu3aoJ/MPr5gIDjW7BwA+Nz1XNne8e0kpWjt9uHp2AUItm5iFZ8oPYYEWRHj6qmnyinRJpnrCFlpq0hu7xRigAID37lssA1czC1PRVhl+WiZKFju0iRolmfGoqHUBgOyLMr0gOex54qS5MUIfKFHusmBMetg28TMVP/8kh0XeJzJi3N4eghAh2/TTOEKv+OubjooARfDk3tiY0rBPXQlEWBDCHCzxCJ1CEqkcQ088T2QfWbSyCotikr1BmtpFc2wrTrW61YyG7oIQusk9IohkNatBCIsSPl3FZjahw+PX3pfI5RFKhOO0/BQnKuvbwyYFqY8XF2VYxDKOKK6nnDEUhCCEkGGori14pfDjyuA0jONNnUhxWgzlEIIahNBGs4XMnhb6XI6hPXfDQ0thtyg4VKceFPm0DvChaX/6qw7njc3EobpKAH0rvwglDo7ERIzQgICoaWe63IMl4zLx9r3nylRs4ZfXTJdXeXvz0q3z5G3xmv0JRoirKoQMBQ5z33539b/jNrOCBy8aP1BL6tWk3CTUZfb/0DUnyYGcpMjjPnty++Ji3HZuccRtNrMiD+rFFc3pWobJ5LxE7KpuVbMBwPD8hU4sWaJ24r9v+bhus0IevXwyHr5kovzb/A1d936zicEX4BGb3/7oc5Nx7wVjDTX8gpi+Inx+Rn7YY4Rnb5wlb393xUR8/aUtKEwLzx67b9lYXDUrX5atbH1kmTwpfPRzk/Dof/fgnFHqifFcXVCJMWYIQLxz72J5Eip+zUR5YbHu6uzo9Di8+pX5Edd87wWlyE124OLJagBqZmEK2irVtWQk2PDLa86Rj/2F7naS04KfXjkVkcwYlWLIztGPuFw5PRcpcVacWxJ+At9fJZm9T7URE57E1eo37lkkAyLjshPw0UNLkROhIafIhhSBg3/duQCVWvA/P8WJDQ8tDWu6CQATcxLx4EXjcMU54aVO4mQ7UiaE+N0LzUixKEyeUIeVY5iDpT6iHOONexZh3YE6KKZg3ylnyEm3wxrsCREa2ND3FDnVauyZZVGCzbcjlmOEBFJsuiBE6DjxG+cX4al39iPRYQn7/078P2rTZTTp1yD+zYg3vv92LaPJrLCwfjZxVgXtHr+aCRHyennJDlTWt6Otyxc2EUx/rBIp05TFMEeTghCEEDIM6csx1u6vk7cb2z0Yn50Q8eTY4+eyFlwxMYQ+pMsbCOvy3B1xUCquQlXWB6djMMbCDlrFei6dmoMVU7Pxp49EEKL/tYjiKkN3aZXdTcUYHyELorua8t6I7ye0sWZPYvlhTwjpP/VvWe+PS7Rb8M69i+UYz5dunYcTun47PZWA6ZlMrNtRrTfML8TzH1VFvJppUUzIToo8GSJai8dm4OdLnPKEJ8FmxmXTc+U69cEE/dXX8dmJePm2eegL/WhZ8Rb10o4HgFpKIU7KbWbFkBUSrS0PX9CnnzVjrMdJA2fazMIU/OvOBZgqp8EYf/55uoabm79zPpq18ouZhSn4xRen4/wJaibNjFEpmKFr8qpv1Pnhg0vk7ytjDHeWBTOF9MTvXqRMCHF1PknLNLlu7ii8tPkoGAtO0loR0k/FogRLb8Tn+YScREzISdT2UQi7RcGKKerzZhelYEtVkyw7AsJ7JljNwRIjUdZlYurvlWFEZ4TDBBEsEUEWi9kEuLWAQUjWwp1lY3DD/MKwYIH4vsS/oZkJ8vjFbApvsqotymIyhfVMibOZ0e7xQ2Es7CLTPUtLsL6iHhNzE8P+foigi8VkCuuZAlAmBCGEkH7SN6Y82tiBSbmJ2K2VCmQn2cO6QgOA1xdAl66uNLTWuMPjk023QtktJkOzptBaSxEH8PkDEfsliIkVs4tSoZiCaws9oO5LpkDwIEKM1TQZmnOK1x/ID1fx3tn7WL4icGpMSchZSX9CrU9hP1MeWTER37xwXC9jgAfOzh9eOKD7n1WYind2nzKMX+7OtjNQ9hMq9CRzKJkRYUJMJFmJdpndwBjD5yJkM0RSkOqUWS09EVf1I108yEy046dfmIKycWrQ47HPTcbjV0wBoGYubHtkWdiJtcVkgs3M8M0Lx0VshJuRYMNXtdIvAHj+S3NQWdcOs2KC0yLGfgb7QXGuHlPkp6jbRL8sm1lBp1ctcxDHDZHGbIeepFt1FzxE8EcESBgLz1aQ35cSbCoZ2rhVX6oRGpwUr6FmjxjXEm8zo7bNrZZjhKxzbnGazNwJHekpjrfMCos4ASOWl0YoCEEIIX3EOcedL23FVbPysXR8+Afmhop6lGYl9HowwzmHP8C7vWLfnTX7TuF3aw/h9rEctW1u2YwIUGs8RRAiI94WMRPC6w+gS0t5FL0b9Dq1WsRIbGbFGIQIeZh4Pa8/EPG1g82RmCFzIfRgpi+n6MGmT8F9RjKQH67iNfs60hSgcgxCSPRMJhax3OJsceu5o7FkfEafShRIbBSmOfHgReNw+bTciNu/ODvYDDasEaguI2BOUSo+rmqUZUf6Hi09ibeZMSVfywixqscBYiy46N+g7wlx1xI1gFGQ6sCBUy6YGJNlnJGOD8KCJGYxslv94P7wwSXdjrJ8dOUkOdUlK9GO3SdawRDenFWURIjjmFe/Ml9mS4gAo1kxhWWlisCD2YQeM1ZD33ezPPYyIdkRPjknlpkQsQmnEkLIIHtrZw1uf/GT09qH2xfAW7tO4pYX1P38Z1s1zntqLQIBDp8/gGuf24xr/3dTr/v5+XsHUfLwWxE7b/fklhc+wSdHmlDTHkBtWxeKdOmw+si4w6pE7Pz80uaj8jU9/kDYlYBIdZ5CaC1h6Aed2FdVQ0fE8X36lEB90CCsJ0QfztLFgYH4ENdnXgzW56n4fvsVhAAN6CSEkEgYYxSAGOJEqYYod4jWC7fMRvkDZae1DxGQE9UYojGqyDCoemIFvnmh2r/mxVvm4qdfmIIkp0VmL5xsDz/eCT0eEWU+IoBSkOrsNvvhxvlFsqnuz66ahkcunYjJeWrWxLcuGo8/3qT2WwmWk6rHEHNGp8pmp8HX52E9u0QWijfQtzLWMRnq8aG8AGRi3WRnUU8IQggZUHe8pHbLbnf7emy+6PMHMPF77+B7l03E9SF1pq1dxgaG9726HQGudp8WzZEOal2re/Kr9w8CUEc29daY8UhDO1K0MXHCCRfHyZYunDMqRb6ePo3QopgiZiMcbezAtqPqJA2vLzxjwdvD/PLQ0U7h5Rjhr/fqV+bL2kWx3WJmMh0SiK4xpVURKYtaymNI4GIwSx66q9+OpK914YQQQsjZymk1oyj99E5BQy8APH/zbGw/1hzxMzk7yS6zNC6fnovv/mcXpmVG/uxOcVpw3Vz12O+2c4txy8LR/c5aTY2zyhG5AHBHWbCkRGQ7RDpmEhd7IvXcEMd4XT7e67HE/scukvvvKfMUoEwIQggZNGKEZXcq69vh8Qfw+Kq9ANROz6K5UegMeHGqW9vq7nWu/R1//RSvba823Ce6QRc9tAo/eH132HO8/gDOe6oct/75E8O6dzf4Ue/yYGZhsE40LiQI0V1ZhRhZ1VMmxPNfmo3CNOOVjtDeDaZuyjH05oxOxaRcNXVSpgSaTCEfiiE9ISKu2iiYCREsAYlkID9c3VpGSX8yIQAqxyCEEEJOl2JimFaQjF98cToAdUyuGMXak0S7BfsfuwiXFUfOaNj2veV44EJ1eg1jrN8BiN6IIIQoI9ETZRniwsrti4vxxOfVvhpf1QIZY5J7P+awmRV5DCgyKvyByMGLWF4aoSAEIWREEOe9xxo7enzcnhq1r4KIpj/w988w7yfvw+cPhAUhhFNtXTjVGuzCHKq1y4u3dp3E11/ZbrjfoxuZ+cKGKvU+XwCV9eoYrc+Oq/PpP65sxPGm4Lo/PqmuY75u9Jk+E8JqjpwJAQAtWudsr5+HffqI/hJLxmViQsgkidAIemgAo7dJlfqUQP3aQkd5Bvpwlh7amDJ07NdgnOiLOeL9yYQAqDElIYQQcia8dtfCPjff1LOZlZhlJoqLJx5f+LHA41dMwT1LS7BgjDr+9TuXTMA1c9QMjtlFqah6YgWSbP1bt1kXhBhqKAhBCBkRxBV3/cl8JB8erAcQ/MP93x0nAAA1LV1o05VjcM7lyW6dLhMiUtRcH/gQQQBADTjop1wAwGOr9mDJz8pR73Jj29EmAGpQ4ZiWCZGVaIMYcDFK181aP4vaGtL8Ua+pwyNvB3r4UAoNBoRNsQh5fGj9YigRePBzbsjSsIQ0lexLACF0RKfXH5CdvQvTnHJtA3mQIcbhLezHrHiqxiCEEEJGrh+tnIxzS9NxzqjksG2pcVbcv3xctxeR9B5YPhZPXzWt18eJffm0470rzsnD3NGpcnssy0SpJwQhZEQQV8u7y2YA1H4R/9mmlkzUudwIBLicL320scPwXH3zxdq2LpxqVYMJanDCmPamD0L8e9txedvjDxiCAgCwvkINgtS2umUJhscXwKFaF6xmEybkJOJUax0AY58GfZCgu54QgHEGu9ff/Rm/2CImcIQ2pgwdAxWpvlFP0UXj9WuLJtUxtLGTxx/A5dNykRFvw/wxafjDusP93md/TcpNwrpvLkFBau/j5AyG3sUIQgghhAyC0qwE/OXLc097P3cvLe3T44KZEGr5x8+/OB07j7fgst+sB0DlGIQQMqCa2j2y34G7h+aLe2ta4QtwzBmdCs7VlHuR8n+sscOQCbGlqlHebun0YsdxreGjn8tU/aKHVuGnb+/Dobp2+dhH39gjb1fVt+Mnb+6TX7vcPllqUOdyo7pZ1wfiRAvykx3I1I3/tCrB/gr6IIHV3H1PCD1/hJpEQcQYxPcfOps+NGMhtFFlKP3cbH32g/725dNy+zii0zgdw6s1alpQkj6oUf1Rac5+vR5jFIMghBBCyOAQWcD6Yzb9YQs1piSEkAEkAgQAZA+Gf3x6HDUtxiaVu6rVHgzztFS1t3edlMGLk61dhkyIf34abDK5/5QLe060IkHry9Du9svXeab8EMr318rHBjgwJU9t1vin9VX45EiT3ObxBWQwoaq+Hav3nJLbDpxyIT/VifR4NQhhYmoWgRh3qQ8ShGZC3L9sLO5fNjbsffH1UI5hCdlvaFAjNAjR2weZyJTwhWRCWHQdLn/1/87pUzmGWNPnZ+TBbGK4bFpOxLUNteoHNuRWRAghhJCz1f3LxuGm+YXd9s6I5XEJBSEIIWetDRX1+Mmbe7HtaDNMTM0WcPsCaOnw4oG/78DVf9gIQM1q+Mmbe1FR50Ki3YzR2nzl+/++Q/Zd8PqDDSMBYNXOGlw4KQtFaU6sO1AHX4DjK+cVAwAO1bkw/pG35WM/PdKEOboavAS7GqwQJ+NiEoXPH5An+z97dz8AIFfrPdDS6UVBigNpWhBCxA/ESbwhE0IxTqC45/xSfPnc4LgoIbSho96jKyfjy4tGY+n4THWtIVGG0Gf2VsOob46kH9EZ2kuiL40bxXtUnBGPih9fguKMeMN2UWs5tzg17LmxFlrGQgghhBAyEJKcFvxw5WTDJDLKhCCEkAF27XOb8Yd1h7H1aBPGZiUgLc6KLq8fJ7VJFsca1UyIG//4Mf6w7jB2HGtBYVoc4qzBdjlPXz0NDouCTk8Ab+6sQXaiXW67Z2mpHI2pmBhKMtWT4Wue3WRYR4ADn5sejEKLSRYutw+KieFObfSSNxAs5RBZFw9dMkE+rzQzXmZbCCITwqb7gIk0HcNuVuSHTbJTHU3l6Wa0JQBkJNjwyKUTZXlI6P762xPitsWjkWZnuGBCllxztHorNZlXnIYd31uOpeN7H9c1mKgcI3YYY1cxxnYzxgKMsVkh277NGKtgjO1njF0YqzUSQgghA22oZGVSEIIQAgCoa3P3OjliuNp4qAHnjEqBzaLA7QvIcZqCOCneWd2CUalOw7jLcwqSYVYYNlc2oKnDi6tnF8htk3ITZRDCqpjk7VBOq4J5xfpMCDUI0Nblhc1sgiJHTQbQrJuecenUHEPQY2x2QthISPFcq2Isxwg9UTeZGJxaoCLVqc6i7hRjNnogZ7/XpAAAIABJREFUMhVCAwehlRymXj5NSjIT8HSZExkJtm4ndwAIO0v/5x0LDKNI1dfu/VQ+yRl5BngsDY2P/RFrF4DPA1inv5MxNhHANQAmAbgIwO8YY/2bu0oIIYQME5QJQQgZUub95H0s+unaiNte3nwUj6/aE3HbPz49jifeUpsr7qpuwft7T0V8XCz5AhxjMuJgM5sMmRCAekKbFmeVX+enOgzBBLN2Qr/7RCssCsMlU7LlNsaYDFjYLN0HIUoz45HoCJ4Ui3KMqoYOrYmk+inQ7vYbRnZmJdrh0GU4lGTGG74Ggr0bbBaTrmEji1ge4dTWl6J9v12+3oMQIpYRnn3Qv0wIvZ6aOYaGF2YWpmBagXGUlaeH5qJDHVVjxAbnfC/nfH+ETSsBvMI5d3POKwFUAJgzuKsjhBBCBocxCEEjOgkhMebvoUnhd/69U/33kglhf7Ae+PsOAMC8i+Jw6a/VkT9VT6wYoFVGz25RYLMo6PIFUKsLQnj8xlGVuUmOsGCCOLmfMzrVkJkAwJgJYY38J7UkM8GQXSGCEADg9QVkj4SPKxsMJRIWxWTIfEiLs0XIhGDy9S2KCV6/Xy3HiPDBEmdVUAd1FjUAuL29n8yL/ZzudIy+itQzYdnELPz+g0OYWZiCT480DdsgBGOMyjGGnjwA+vqp49p9YRhjtwO4HQCysrJQXl4OAHC5XPL2cELrHjzDcc0ArXuwDcd1D8c1AyN73cfbgsdQmzZuRJojNjkJgxaE0NIbPwFQzTm/lDE2GsArANIAfArgBs65Z7DWQwiJzKtrjhiqurkT+SnOiNvavWfu9Mof4PAFArCZz1xWtN2iwG42we3140hDsOzE7Ych+yAjwYY4W8iJvnaCPbMwVQYdkrTMhnjtsWomRPB5ionJwE5pVryhcaQ+COHnXJY6/OStfbCZTUiwW1DvcsOqMEPQQTGxsCCE+FnZzMFmlFbFFNbwEQCcWpBEZH7oR4B2J1K5BxCesRDp9c6UmYUpqHpiBR5ftUcNQvTQy2IoY6DGlAOJMfYegOwImx7mnL92uvvnnD8L4FkAmDVrFi8rKwMAlJeXQ9weTmjdg2c4rhmgdQ+24bju4bhmYGSv+8CpNuAjtTJxwYL5yElynIGV9d9ghj6+DmCv7uufAvg557wEQBOALw/iWggh3WhwedDgCvaHCOgyJA6ecuFUaxeKHlqFtftrDSdUdR39OzHcVd2CNz47EXHbXS9txbjvqtMlvP4A7np5qxyf2ZNjjR1Yq43DbOvyGrbZLSaZCXGw1iXvLz/mNZzUqkEIY3xWvAVOqwKLYsJTV07F63cvBACZ/RCaCaHPDCjNjDdkkIieEAAQCAQzLdy+AK6cmS8bR1oUk+zjIISWY4jAQ4DrxmmaI/9pd2oBjBRd+Ynwiy9OxwffLAu7P1iOYQwyJDmMPRfOVAwidNKFXmGaOrUkLcL6hwVqCjGgOOcXcM4nR/ivpwBENYAC3df52n2EEELIWe2sH9HJGMsHsALAc9rXDMBSAP/QHvJnAJ8bjLUQQsL5dCfhdW1uXPrr9Vj007XgnKPeFcwSaGj3YPcJNRjw7AeHDU0UT7QHAxIiOLH+YD3+srEq4mte+uv1uPvlbQCALq8fX/zDRmw92gQAeHv3SXn/4bp2rPqsBne9vDVsH/4Ax2Nv7EFFbRsAoOxn5fjS81sQCHA10qtjNwczISpq1VGcAFDVGoDdEvxTmBFvk8GEG+cXAgg2QhTZAFfNKpAnxCJgYQlpTKmvTgg9sdZnQvgCAcPIyvR4m3z/LGZTWOaDM+TrsVkJANRMCJEVEZq1IJ9rM2ZC6J03NkN+T3oiw0FfjnFn2RgsLEk3PK63EZ19dc3sAvzzjvkRt107ZxSevWEmrpyZf0ZeKxYoD2LIeR3ANYwxm5ahWQrg4xiviRBCCBkQ+qO1kdCY8hcAHgQgznTSADRzzn3a193WYBJCBs6fN1Th6Xf3o0kXTKhzdaGmRe2ZcOCUC0cag6ULnR6fDDy0e3zYfaJVbttZ75O33VrN/vV/3IxHXtsNf4CjweVG0UOr8NbOGsMaXG4fdhxrxubKRnzrH58Zth1v6pBBkEiTHPadbMVz6ytx/6s74PEFZPlDvcuNPTUhQQitJ0Rjuwcut08GBtq93JBdkJFgg2Ji2PPohfjBZZMABDMhQvsiAMFxm/4Al9svmZItT8rPG5uBUanOiM8R+9ZPntDPcrYoJkMZBxCeCfHklVPxp5tnoSg9TgYhuiunidMCGMnO8CBEoiPyNAnRcNKimOR40Eum5HT7uNPFGMPMwtSI20wmhuWTsmPaSOl0MICiEDHCGLuCMXYcwHwAqxhj7wAA53w3gFcB7AHwNoC7OOe9d2wlhBBChiFDY8rYLWPge0Iwxi4FUMs5/5QxVhbF86kR1BAwHNc9HNcMDO66v/92OwBg3c5Ked+GT4OBgFfe22RoQLhz7wGIHo61Ta14eU0wO2HjieBx+zP/XovpGcGT5VffXIsmt/rEJ9/YDkdDsEn9xT9bjWNak5xWVzveei84oWPVB5vR5lGf5+p0h70vq4+oAZH65lb8/t9r5P2vr/kI71Z5YVeALm1Ze3ftQHO9D83tarDE36kGKVxuP+Dn+PJkK9494sOWjevD3ie3Rw2EVFYcQHlXpWFb9TGvXHt5eTl+s9QJu7kVHc0M5ceA6wrb8eG6DwzPqdiz0/D1rs92yNvHjxxGhxboqTpcgQ98R+S28vJydOh6b4j3wwSg/OReeNxqj4dtWz9B7QFT2ONaG9Xv40jFvrDvMXSNQtURj7auKiRbA2hzAx9v+QT1B43BEF9IY9NIv8ORfrf1X+tvXzfeCrMp8n4G25n6f7KzowO1dV1D4nsaaTjn/wbw7262PQ7g8cFdESGEEBILQyMKMRiNKRcCuJwxdgkAO4BEAL8EkMwYM2vZEN3WYFIjqKFhOK57OK4ZGOR1v70KAOBWnAC0zIGkPADqiXZcxih0ev2wmY/A7QsgO78QDe0eAEfBzDZUdVkxvzgRW482yewHAPjlVjc2f+d84J33AQAJo8bD7PEDWz6DMy4e02bPBd5eDQAyAAEAJosNh5UCAGqQIi67GD9fpbWSMSlIKp6GJ97aB6vZhN9eNwN3rVH3zyx2PL83mIlhyxqDzz7diytnj8JfNx0FAMyfMwtH2FF8WK1+PTovCzvrT6ArYEJivAOPXL8Ej3TzNlk+XA14PJg6eSLKphuTtlq2V+OF3dthttoNP7ey8wJo7fLJSRT693vhvNnA5g/l3bNmzgA2bwAATJkwDhvrDwPt7Zg0fhzK5ozCOXs+wiWTc1C2uBhefwB4/y31NUJ+T5K3r8PJ9jbMmDkLE3IS5euJx61p2YWPThzBrHOmAduMGefd/c6td+0BKisxtnQMRhdzPPXOfiyaP0eWgQg+fwB4960e92f43davLWSdABB5NbFxpv6fdG79ABkZ8Sgrm3n6iyKEEEII6SdjJsRZ3BOCc/5tznk+57wIwDUA1nDOrwOwFsCV2sNuAnDanasJIdGpburE/5szCgCwpapR3n+sqQP7T7ahJDMecVYF7R4/GtvVK+M1LV3YU9OKRaXpYU0KAWCPrlSjqd2Do1pZh9sXwIcV9RHX4ery4c2dNZianwQAeHfPKbnN4wvgit9twObKRnx4sB5//+Q42j1+FKQ6cLypE00dXlw9S+0V8OQ7++H2BXDT/CL5fLvFBLtu2kaiQ43Btnu54f5IQntC6InSCm/IxAazYjIGIHRCyzosup4Q+h4Qoqzi33cuxG2Liw33RTImMz5s/wtL0uRtMR3D3k3jykj82vduYgx3lo3B+/efFxaAAE6vJ8Qn370A2x5ZFvXzhwt1OkasV0EIIYSQkWqk9YSI5FsA7mOMVUDtEfHHGK6FkBGtze3DmIw42C0m7DjeAsaAaQXJqGrowI5jzZhekAyzYsIf11firV0nDc+dlp8spzno6adZtHb5sO1oMwA1ILF2X62c6hC6jt0nWnHhpGxYFIaPK9WAyLVzR4Wl+/9ubQWsiglXzQw2tp9VmAqLwtDW5UNpZjxKdSfLNrNimAqRqE2ocPvV8Zo9ERNCIj0urpsgRCRiwoTNbMITn58i79f3hLCZFdk3oLspF9158gtT8YcbZmKM1u/i4OMX48Vb5gbXqgU47BYFtywc3ad9iu/dbGJgjMl9hzqdPg3p8baIEzvONsO0lQUhhBBCzhL647VYHpYMahCCc17OOb9Uu32Ycz6Hc17COb+Kc+7u7fmEkIEzKtUpT8zHZMSjKM2JHcea0eb2YVpBMlo6vRGfV5jmlJkQ+qvhr+04geKMOFgVEz490oSPDqnZD21dPnxc2Ygl4zMN+1k8NkPeHpuVIMdYTs5LxMScxLDXbWj3INlpQVaiTd5ns5iQojVdLMk0nizbLQpyk+3ya30jxtDmj6HE1WurEp4xITIhfP7eL3GLLAabWcElU3N09wffN30mhFWJ/PFwRYkFL94yJ+z+OJsZF07KNrye/mcipmPYLQoumBB8/394+aRu1ywyIc7U9IuRjjIhCCGEEBIrxkyIs7gcgxAyNPGQs6HCtDg0dailFp+fkWcYIzkuQvq9kJNkl0GIFN3UhYpaF25ZOBqMAWv21SLVacWXFhbB4w+gurkT84rTZNnAbeeOxsWTgyfPeckO+fpjMuINa9GzWUyGSQ92iyIzE0oyQoMQJuQkOeTXSYYgRM/lGOKdijQdQ7yepw+ZECLYoZgYnLopF/oRnfpSie5KL1aWWA1Bm74S76PTqhiCCjctKOr2OeLbGq4TKYYSBgZO4zEIIYQQEiMjZjoGIWRo6ggZeVmQ6oBXu5q/bEIW/rUt2Cu2OCOu2/2YFZPMKoizKah3BbetmJKD7/5nFwDgoYvHo9MbfM3ZRSmwKiZ4fAEkO62GQENeikOeJJf0EISwmxVD3wWb2SQzNkpCAid2i4JcXRBCZH2I5/VE9oSIGIRQgwmh5SKRvHTrPLz6yTGkOC2Gk3pzSCaE2FNP/R+icfHkbCiMoSDVidq2rj49R1+OcSa9+pX5sPdSBnO2YYwyIQghhBASO/pmlLG8vkRBCEJGKJc7OE0iPd4mmxYCQLHuxD/BbpalEUKSw4KWTi9StF4Qshwj5K+Zvs5/XHYCDtUFIxQTchJlH4Ukh0WWNQBAot2Muja1QmtMZjzibeE9JwA1sJCi60dhtyiycWZoJoRFMSFTV7ohGlOK5/WkL40p/X0IQkzMTcQPdKUPD140DnNHpxmCDfq1nOkgRILdgi/MVJt3Kqa+7VsEV0z9CELcuqj3fhNzRqf2eX+EEEIIIeT0jZjpGISQoelIQ4e8XZjmBAD87KppuH/ZWCgmJgMPkZpOihPvtHj1pF4EIeaPSZOlG+nxxkaD2Ul2JOiCCRbFJMd6ZibYDIEOxtTmkoDa26HbTAhdDwhAzWgQ/RVE9sY9S0vkffoT/GSH8Xk9EfGFSJkQDm2f0wuSe9xHJHeWlWBmYYohy8BhUWSpjNU8cB8Ofc1sEGsJDTD15LuXToxqTSMBJUIQQgghZEigTAhC+u/gqTakxFmRHm/r/cEkzF83HZG3R6WqQYgrtavkAJCgBRritAyJDQ8txbPrDuOFDVUyeJCmZTqIIAQH8NMrp+Jzv/0Io9ONJRzpcTYZTAgd6ZmZaIdTa8gYZzVmJRSmOVHbGrlvrc2sGBpM2i0K/nXHQnx6pFEGHO5fPg73Lx8X9tw4mwKnVUGHx9/rdAxxIh4pWMEYwxv3LEKB9h5Gw6zLeNCv5UxnQuj1tdEkNaY8cxhjVI5BCCGEkJgxZEJQEIKQ/lv283XISbJj47fPj/VShqXjTR2yRj3SCbQIGIjGi7nJDkwrSAIAnDMqGQxqnwcgGKhwewOYnJuIm+YX4ivnjQGgBhGONHTAZGJyX6kh4xj1Ey4umJgFAHjmuhlYX1GvBhrs3ZVjmAwn6jazCRNy4jElP6nX799mUZDksKhBiN4aU/Lg/iOZnNf76/VEn5UQpyuLGcggRF8zIaIpxyCR0TtICCGEkFgaKo3GKQhBhqVmbYpDTUvfmuuRcE0dXhSmOlHV0CEzISJx6jITRB8Bq2LCb6+bIe8XZQpunx9mxYQfrpwst/33nkXocKsNKUUw4byQyQ7p8TZYFBNeuX2eLGu4eEoOLp6ijrEUzR9D2UJ6OfTW20HPqpiQ5LCgpqWr10yInhpTngn6xpTOAWxMqdfXoIJoTNmfcgzSE0qFIIQQQkhssG5uDzYKQpBhwx/gONXahdxkByrr2w3bWjq9eGfXSVw1K3/IRPhi5VCdCz4/x7js8LGa/gCHP8BhNZvQ4HLjsmm5uHKmHRdOygp7rMhWmFMUbCAozlsDITnlIkPA4wsfU5lot8jgw6g0J/579yJMyFHXlpVow6lWtzzZnlecFvF7MndzMm4PyWDorbeD4bGW4FSP3jIheuoJcSZYdE0i9b+/A1kC0ddMCNFwcwDjISMGTccghBBCSCwZyzGoMSUhvfrNmgoseGINqps7UVHrMmx78u19ePCfn2HDoYYYrW7oOP/pD3DhL9YBALz+AH7/wSF0eNQmj9c/txkzfrQaXn8ArV0+ZCTYcPfS0rDpFwBwzqgU/OeuhbhrSYm8z6T9sQoNQmQl2QEEG1z2ZEp+kgwqvPm1c/HefYuj+C5VoRkM/cmEsJlN8uq+09q350WajnEmhGYliLd3ID8a+hrg+OLsAgDA1Pz+N94kRiM8PkoIIYSQGDOM6IzhOigIQYaNNftrAQBV9e3YeDgYbGjr8qJJK8/YpN3/g9d3Y32194y+/mvbq7H+YH3Ebc0dHrR1BV+P9/Fy50ubj+DVT46d1rr8AY6/bTkaloXAOcebO2vwxFv78Mv3DgIANh5ugMvtk5kkaSG9GUJNL0g2nCCLZpNzRxszFmaMSsEDs2x44MLwBpA9SYu3oSQzPGOjr04nE8KqmHC0UZ0QMjEnscfH/vOOBbh5QVG3GRkDZSBPWs19HNF5/oQsVD2xArnJjoFbzAhCiRCEEEIIiZWh0piSghBk2BAnmJX17fioIhgMaGr3yt4QRxs70NrlxQsbqvDcTk/YPgIBjgOn2vr0escaO3DXS1vhcqtZBF9/ZTuu/+PmiI+d/uhqnPvkWgDABwfqMPrbb+JQnSvscSdbunD7i5+gwaVOe3j437vw4D8+63UtB0+1oeihVfjseHPYtlU7a/Ctf+7EM+WHDPfXtbnR3KEGRqoajOUr7+9VAzopvQQhQk3IScSHDy7BlxYWhW2bnG7utazhTGAMuGFeIQC1MaVeX4IE07SeE4wxpMSpGSDnjOr5Kv/MwhT84PJJ0Sy3X8Tv+N1L1eyTjISBm/xC0y4GHwPrc4CSEEIIIWQgsRjmQlAQop+a2j043tQR62WMSKI2feOhBpxqdWO+1j/g/X2nsO2oenLe7vZhUw8lGb94/yCW/3ydLOc41tiBr/3fNnR51caJLR1eWbrwy/cPYtXOGrz5WQ06PX7Dflq7vPj1+wfh9QezD8QJ/4sbqgAAu6pb5JrEPp/fUIl395zCXzYd6dfJyDotA+PlzUcBAN9/bRfue3W7upZO9XX31LQY9llZ344jDervar3LY1jrp0caAQBFacYxmn1RkOqMaQ3ZoccvkSUC/Sm/EF66dS7W3H8eAODZG2bh3hm2iOUog+2vX56LNQ+UAQCunlWAqidWwGkduLY9fe0JQc4cKscghBBCSCwZGlNSJsTwseina7Dop2tjvYwR6URzJwDgvb2nAAALxqhBiL9sOoIEmxlT8pLQ1uXDb9ZWyOd4/QHsrWnF1b/fiD98cAjv7DoJAKjXMhG+//puvL7jhMysmPbou7j8Nx8BCJ6k1bR04UijMZPgt2sr8PTqA3h9+wkZwAAAnz+A403qOkVwYN5P3sey/1F7NFRr2/bVtKGxPZip0enxo6XTix+8vhsujxpION7UgWrte/YH1ABCXZu67j9vPIJ/ba0G52qzTgBocHnQoQuWnGjplO9VU7sHtdpzAWDT4UZYFIaxWdGXQsSKycSQJBtKqn/C1tx/Hn5//cw+PT/eZkZxRjwAdezo9Myh0Z93UWk68gax5EFR6Iw4FigPghBCCCExM0QO/4bG0fcw0h5yRZwMjuYOjyy5cPsCsComzNKmNhyua8elU3PgcvtQvr8OADCvOBWbDjeiuqkTF//yQwDAx1WNSI9Xyw+atACAyFBo6/LB7VN/tiJLot6lPuZAbRsaNqsn8OKkt0v7Pahp6cRJ3ZjQ17afwH6t3ONESxd8/gDaunxo6/LB4wtg65Em+Tx9icSJlk58WtWEFzZUYXe2gkuXQwa7qp5YgRPNWqCh3SNHJgLAkYYOGfRo6/IZAhurPjuJo40dSI2zorXLi0+qGuU2l9uH8dkJAzbtYaBlJNgwPjsBE3PVXg7FGfEysED6hjIhBh8DTceIFcbYUwAuA+ABcAjAlzjnzdq2bwP4MgA/gK9xzt+J2UIJIYSQAWRoTEmZEIT0bM+JVsPXE3IT5QhJADh/QibibGpMzWFRcMO8IgDAuoN1hueJwILIhPD61TOC6uZOw9jP2rYuVNarwYj9J9vwklYGIRozNmgn+xW1LpmhAQD/+PQ4TAxIcVpQ09yJT7SgAwCs3V+LEy3BYMIz5YeDr9fqltkW9R3c0GSypqVTZkS43D7UtAaDHpX17bJPhMvtk48DgA8O1MKqmLByei5aO314/qMqjE6Pk2M281N6n2QxlDz/pdm4W5vUYbcoePvexTi3NCPGqxq+qCdEDDBGmRCxsxrAZM75VAAHAHwbABhjEwFcA2ASgIsA/I4xNvDNbQghhJAYMDSmpJ4QZCj5y8YqlD78pqGHQKy9sKEKVsUkSzAm5SYaxiouGJOOeK1+flpBEpKdarr+S5uORtyfCEaILIZjjR3YfDiYKXDwlAuH6tSgQEWtC/4Ax/jsBHj8Aby2vRpvfFYDQA0mvLP7pHzexsMNmJSbhNHpcdhb04a7Xtoqt722vVpbaxpqWrqw7mAd5oxWsznaurzYf1LNoOjyczzyn13yeWv21WLdgTq5loVPrJHbtlQ14lBdO0xM7VPxTPkhma3h9XOUZsUjI8EGjz+A7ceacfOCIiRqpQy5yfae3/QhZsm4zH5P3yDd6+t0DHLmUNgndjjn73LOfdqXmwDka7dXAniFc+7mnFcCqAAwJxZrJIQQQgYa9YQgQ9bjb+6F18/lSfGZ8Nr26ojTIvqCc451B+twzZwCpMer0wLykh2ItwWriTLibXDa1KDEhJxEJNjVbfu7mYRR73Kjy+uXmQP1Lg/+98NgZoLIoIjTAh02s0kNQvgC+OX7B+XjPq5sxF82HcFcLZgAAFPyk5Bgt2D/qTY0tHvwo5XqVIU3d57E6PQ4LCxJhz+gZjtcNCkbAFBR58J72sSKmnaOv+nGdj78712wmk24eHK2vG/FlBwAwO/KD8FuMeGLs0ehrcuHDw7U4c6yEvneJNjNSNQ1XbxwUjZM2l+c7KThFYQgZ9ZAJEJcPSsf37hg7Jnf8VmEpmMMCbcAeEu7nQdAPyf5uHYfIYQQctbRN5eP5cUR6glBwqQ6rTjR0oVtR5swOS/ptPd38FQbvv7KdkzLT8Jrdy/q8bGcc3R5A3Doshza3D50eQPIT3HI0ofcZLssvwDUZoU+rbQiL9nR47SDaflJWLuvFtfMHiXve3/fKXAO3FE2Bs+UH8LHlWpWxOzRqSjfX4fR6XFwWM1obFebP96/bCz2nWzDqp1qRsT3LpuIFb9aDwAYmxkvm1ICMJQMzB2dijRdGcnFU7Lx6Bt78OTb+wGo5R76shDhoknZyE124K1dJ+G0Knj66mnytafmJ6MgNdjQ8OYFRXhly1G43D44LIrMfADUwINYW27S4DVBJEPPQEw4efLKaWd8n2cTmo4xsBhj7wHIjrDpYc75a9pjHgbgA/BSFPu/HcDtAJCVlYXy8nIAgMvlkreHE1r34BmOawZo3YNtOK57OK4ZGNnrFg3wAWDdug/kxcnBRkEIEsajncyfanX38sjubTzUgD+uP4xnrp8pMwds5t7LbJ//qAqPvrEHWx9ZJns+iIkQmQl2uNxqNm1anC2sqWJTh1pikRZvNWRJhLpxfhHu//sO/N+Wo9p+bahtc4Mx4PJpuXim/BC2HW1GTpIdOVq2wOj0ONjMJjl9YlJeomwI6bAohikTY7MTsP+UmvWRnWhHeoJNbivJjJfBk4snZyMtLrhtwZg0TM1Pxu8/OBS25rFZCfIEJi/ZAbtFgdVsgscXgNOqyO/XaVWQ5LQgwW5GTYvaOyFB21aaqTZu9GmNLSdpTR0JIYODYhADi3N+QU/bGWM3A7gUwPk8mJJSDaBA97B87b5I+38WwLMAMGvWLF5WVgYAKC8vh7g9nNC6B89wXDNA6x5sw3Hdw3HNwMhed3OHB1izGgBQdl4ZTDHqEUblGMSgqd0TbNoYiL4nxE1/+hjv7a3FPz49LvsnePrQY+KlzUcABBtR3v7iJ/i1FsTITLAhL1ltppiZaAt7bot2hT/ZaZXlGECwmaRQmKbu4+XNRzGzMAWztVKKMRnxMugAqCf+Tq3PREaCTfZaAIBJuUmI116jMM0Ji2IyPC9R21aQ6pAlHYAahFg6PhPfuGAsnrpqmiGQcsU5eYi3RQ7UlGTFy0CDKEkRZRZ2s4I4bZ1ixKPIBHFYFLm2pRMy5X1iLYSQwUXVGLHBGLsIwIMALuecd+g2vQ7gGsaYjTE2GkApgI9jsUZCCCFkoA2V6RiUCXEWCgQ47nt1OxxWBT/5/FQAwI5jzVhfUY+7tOkC3dmtm0Ihyhv6yx/gMuDw9LsHAADLJmbJwMLqPafwm7UVePnWuYizmWWNNGNMnjDvPtGCibmJeHfPKbnfzEQbfrhyEpZPysL4bPUq/vKJWZitjer8/mUT8fS7BzB7SxLtAAAgAElEQVS/OM0QMMhOtBtKHDITgoGGu5eWYLX2GhNzEg0ZFHNGp8rMixSnVa4zPd6KzASbDHSIoIaQHh/clp3kMKS9l2YlIM5mxtcvKA173ybmJqLd7Qu7HwCyEuxo1JpppmpjRhMdZtS73HBYFdmkUwRnxOvbLAoWlqThd9fNwPKJWQCA1fcthtsXGJB0fEJI9xhj4DQfI1Z+A8AGYLX2t28T5/yrnPPdjLFXAeyBWqZxF+ecZnETQgg5O+mnY8TwXIAyIc4iLR1e7DnRisqGdvxn+wn838fHcLRBveCz8rcf4al39htGP0ay+0SLvO3zB3CssQP/3nY84mPburz4VDeCUnhrV428Xe9yIz3eiuKMONS1ubGrugW3vfgJdhxrxn+2V4Nzjmk/fBc//O8eAMHSi6qGDuw41mzYb2qcDfE2My6cFCz5ffbGWbhtcTEAoCQzAc9cPxN2i2JsuhLy/5c+i2LBmDSZqZCb7IBZl9Fwbmk63F71/YqzKbDpMggYYzKjQGQm6InSkxSnsTdFbg/NIEsy42HtpmQlLd6KZi3TI9WpBSFEJoTFhNYudVuWFmDRb2OM4ZIpOfJ7y09xYkwGZUEQMtgo7Bc7nPMSznkB53y69t9Xddse55yP4ZyP45y/1dN+CCGEkOFsqFyDpCDEMFBZ397tuMy3dtagsV29Qn7tc5twya8+NJy8r6+ox67qYGChoV09yf/0SKMsX2hs92DDoXoAaiZEXrID6fHqWMdzn1yLb/xth+wjoHffqzvwhWc2qLVFGs45Hvj7DgDByRLZSXZkaPv7n9UHZAnCrupWVNa3o7XLhxc2VKHB5UaD9r243D5sO2oMcCTa+5e4kx/P8P/mFITdb7cET/RtZkUGZtLjrYbHTcpNQqdXvSDmsCiwaifxIpNCnPinaUGI1+9eiNXfWAxADdAAQLLDGIToKeJoMytwub0RtyU7LbhocjYyEmy4eWERAMiGk3aLgkWlGXBaFdx6rhqQEZkQDguNuydkKKFyDEIIIYTEyhCJQVA5xlDX1O7Bkp+Vy6+rnlghbx9paMcdL23F0vGZ+NPNs2Upxdu7TsKqmJDosOCjinpsPxY8ma9rc+MfnxzH06sP4Nq5o/DjK6bgmmc34sApF3b+YLksg9hV3YI3d56Uz3P7od1Xg29eOA6MMRnsOFjrwuyiVPz6/YMozYpHlzeAWxeNxkeHGrC3phXZiQ4kaSfMa/bV4gsz8vHZ8Wa0dHrkFAoA+OhQg7x9qqULb+4MZlQAMGQp9MVji5woK5uKd3afxAbdvgFgxqhkjM9RSzpcbjXQIE7cE+1m5Kc4oZgY3FoQwmZR4NaCFcladoPZpK6nSCvHmJqfLPcvAhNjs9WGlb+9doahRETvTzfPkp1pu5vqYTMryEt2YMvDwb5ribpAQ16yA3sevUhuE+UZdgpCEDJkMEZBCEIIIYTEzlApx6YgxBDEOZe/IIfrXd1u26idWB+uc6HTEyxhfX9fLYrT4zA1Pxlr99fCbjYhJ8mOmpYu/GtrNV7YUAUA2FfTih3HmnFAm+Sw4VADDte3Y+X0POw72SozJQDA7ed47sPD+M/2E7hhfiFykhyIt5tR2+bG/pNtGJuZgKdXH5CPX1iSjs+0DIzsJJsMQgBAaVY8jja24729tYZAxzu71NslmfH4uEoNTnQ3srI/LpyUjbUPlBmCOf+6c6G8bda6wiZrZQ6ffHeZTFW6aHI2/rWtGjMLU/Da9hPq47Tv5avnjUFqnBUrp4ePlL9+XiEKUh1YMk5tBrliak6361s6PkvevnpWAY4eOoBndvQ+mUQ0o4wUaBC9NYbGnxlCCGBsBkUIIYQQMtiGypEIlWMMstqOABY/uRZX/X4DvvzCloiPeWzVXpQ9tRaccxyuM56Ad+iCDftOtgEAurwBbDocvNLvD3AUpjlRnBGHxnYPTrR0yRPlFzZUITXOiitn5uNgrQv3/m27LI947sPD4ByYV5wGi8n4q9HlA9YdVEs29muvK67oHW3sMPSSANSpEOLKf06SQ57gq1/bkeSwhvWnWLWzBhdMyMKYjOA0i6eunBrxPeqvnko5vnXxeHxtaQnOH68GDKxmkzyJXz4pG4d/fAnGZMSjVQvKJGnfi8Oq4KYFRVAijLZRTAxLx2f1O9qomBjm5vQtNih+bpFKLkTWiDdCGQ0hwrM3zMQb9yyK9TJGFGpMSQghhJBYGSKJEBSEGGyv7vfgaGMHtlQ14f19tejS0v3/srEKz314GF1eP/64vhJVDR042tiBQyFBiAaXR/ZgEP/WtnXh3T0nDSejhWlxsmwAAFZOz5W35xWnojgjDm1dPlTWt+OxlZNht5iwpaoJVsWE6QXJ8iQ8S2vieKDJL3tP7D/ZBrfPj+rmTgBqQ8x/bTOOVc9LdspJD1mJdkMmROjXT3x+irx92bQcxNvUbeeWpiMrsftGjv3RXZkDAKTGWXHf8nHdlnuI+bli/OXYrMFr6vjybXPx8m1zI26T2Q4R/phYFfXO7nqJEAKoQbbJeUmxXsbIQeUYhBBCCImhoZKVSeUYUdKXRfRVY7sH22r9SLSb0dqlnqAfaehAgt2MR17bDQCGjIEtVU34qKLesI9b/rwFFbUuHP7xJXIfAQ68suUYrpieh/9+dgJeP0deskNOUQCA8VpvAgCYlp9sOCmfWZSCJIcFXV43RqU5YTWb5IltYWocTrW6saNODZYk2s3Yf7IN6w/Wy0yGv31yDIA64nJPjdqXwmFVZNaGmvkQfL2cJLsMvvzw8kmYPyZNbptVlConbozNSkBqnLFZZLSs3fRj6I9bFo3G1PwkzC1O6/3BZ8iCMendbrOY1R+SJ0KgQQRUfBSEIGTIYADlQRBCCCEkZigTYpiLJst9fUU9/Bz48y1zZAr04ToXjjV2yMf85M29GJ2uliNsOtyAndUtGJXqlNsratX+DceaOgw9GzgHbl5YBK9fXVhWoh0puhN4fcAkO8luGB1ZnB4ngwRFaepr+7VvUGRTNHZxmE0M00elYN/JNnx4sB4Oi4JpBWozxsI0J36sy2gAgHaPyIQw9oTITrLjSKOa4TEhJ9GwLTfJLjMuxmUlyAaLQ4FiYoMWgPjlNdPxy2um9/gYmxZoiDR2NUk3OYMQMjQMlQ9+QgghhJBYoiBElPxRRCE+rWqEXVGnKOSnqKn9J1q6cLypUz6mod2Dn39xOqyKCf/49DisZhNu0UYy6u0+0YrWTq/hoFY/nSEz0YYUZ+QsgqxEO5J0QQjGGBK1zIjR6WrAw6/lDIt9uDwcDouC8dkJqKhzYXNlI6bmJyFV28/S8ZlIC8laWDlN7UORneSA3RL8VbOZFXz/skmYMSoZU/OTDFkZjDGc0Mo88lMdYIwhwWbGzQvC34P+emD5WDxz3YzT3s9gWDk9L2LDSz1RjhGp5OKqmfl48KJxuLOsZEDWRwiJEqVCEEIIIWSEo3KMKAWiKOzt9PrhMDMoJoYEuwWMqX0dXFpZBaBeKZtekIxEhxn1Lg/mFKWiKD0ubF+H61yoaelCQYoTR3WZFEJmgk32iDCHNE7MTrQbGlyKtQGQrxUIyYRo83IkORXkpzjg8QWwt6YV37hgrCwXGZ8dXjpx37Kx+GrZGMTb1F+zp66cKuvPZxelGiZUAOpUDAB4eMVE/OiNPTinIAUAsPOHF0Z4N/vv7qWlZ2Q/Q8W5YzPw9OoDOLc0I2ybWTFRAIKQIYaBgYNKpAghhBASG0MlK5OCEFGKJggR4ICIBygmNfvg12sqDI9xaoEDk/YbMqsoJWJTxZ+9q47DnJCTgKONHQgd0JCZYIdZa074nUsmGLcl2gylHADQpJVAjBblGFwEIdTAgsevTmHIiLfJ59xRNgb//UwdW1mYFidLJ2YVqsEDk4nJAAQAXDWrIMK7olr3zSVIiVO/z5mFKfjPXQu7fSxRTS9IxuEfXyIbZxJChrah8sFPCCGEkJFpqDSmpHKMKEXTEyLAueEgVD+94lsXjQcAOKzqSbsIEpRkxhvGSz72ucnISAgGAkRGg6j9v/eCUpiY2hjSophQ9cQK3LJoNAB10sKN8wvhtJqR7FCDC8XaOMymDvX1CmUmhLp/fe8Iu8WEdN1r65s9FqY5wRjDB98sw59vmdO/NwbAqDRnjxMsSGQUgCBkeKHpGIQQQgiJlaFyQYSCEFGKpidEIMANsadOLYDwvUsnYtnETACQ2QRurdlgXrJD1v6PSnXi+nmFMuuBMeDRlZMBqFfFAeDeC8bi8E9WRHz9BWPS5eMdVgW/vXYGXr51HgC1dAIAcrSRmIGQTAggPBMCAJ65bga+fn4psrXnFabFIc5GCTaEEBKKMWoJQQghhJDYGSIxCCrHiBY/zXIMAKhtcwMApuYnYVRqHBaMSZPBACEvxYEUpxWLx2bga0vVGv/WTrWHxO+vn4mZhSl48ZY5ckpFf6yYmiNv37a4GLctLpZfiyBLnE2B1WyCxxeA3aIYsjAAoDQrAd9YlgBCCCE9GyopkIQQQggZmdgQSYWgIESUosqECCnHEMZmJ8BqNuHl2+aFbUuPs8FkYnhRV+IgmkiKCRuLx4Y3JjxdIhPCZlaQaLeg3uWGw6ogzmZGcXqcLPEghBDSd50eP9747ATOGZWCvGRHrJdDCCGEkBFkaIQgqBwjatH2hNC/4fctG4vCNKccj6n3xj2L8OQXpvZY85+f4uz/IvpIBFlsZpPsSSGmbax5oAzXzyscsNcmhJCzEWPAydYu3P3yNmw+3BDr5RBCCCFkhBkiiRAUhIhWVNMxAsYf/NfOL8UH31wS8bGT85Jw9ezI0yS+MCMfAJDkGLhGjjIIYTEhISQIQQghJDpNHeokIn1jYkIIIYSQwTBUyjEoCBGl6EZ0cjl683Q8deVU7H/sotPeT0/Et2czK3JqhY2CEIQQEjXGmPzbmuSw9vxgQgghhJCzFPWEiFJ0PSHOTB2OycRgMw1sQMDPg+UYlAlBCCFn1kBmshFCCCGEDGWUCRGlaGa9d9eYcijS94Swa8GHOBsFIQghJFr6P/9UjjG4GGM/Yox9xhjbzhh7lzGWq93PGGO/YoxVaNtnxHqthBBCyNmOghBRinY6Rg99JocUOR3DouBQnQsAMDW//2NACSGEqPRBaMqEGHRPcc6ncs6nA3gDwPe0+y8GUKr9dzuAZ2K0PkIIIWTEGPAgBGOsgDG2ljG2hzG2mzH2de3+VMbYasbYQe3flIFey5kUXU+IoTMWpTepcWq9slUxYWp+EgBgbnFqLJdECCFnhXibGRaFrgEMJs55q+7LOADiQ3wlgBe5ahOAZMZYzqAvkBBCCBlBBqMnhA/A/ZzzrYyxBACfMsZWA7gZwPuc8ycYYw8BeAjAtwZhPWdEdNMxhk8mxKtfmY8NhxpgNZvw3RUTMd1WF3GUKCGEkL4Rf/4pCyI2GGOPA7gRQAsAMZoqD8Ax3cOOa/fVRHj+7VCzJZCVlYXy8nIAgMvlkreHE1r34BmOawZo3YNtOK57OK4ZoHULsXwPBjwIwTmvgfZhzjlvY4zthfoBvxJAmfawPwMox7AKQkTzHD5sMiEK0+JQmBYHALBbFKQ76KodIYScDjEWKy/ZEeOVnJ0YY+8ByI6w6WHO+Wuc84cBPMwY+zaAuwF8vz/755w/C+BZAJg1axYvKysDoB7EidvDCa178AzHNQO07sE2HNc9HNcM0Lrx9ioAiOl7MKjTMRhjRQDOAbAZQJYWoACAkwCyunnOkLzysPnjLTiR0L8T88amTvCAnyJvg2Q4rhmgdQ+24bju4bhmgNbd0NAFALB6W4fl+zDUcc4v6ONDXwLwJtQgRDWAAt22fO0+QgghhAyQQQtCMMbiAfwTwL2c81am69DFOeeMsYi5BUPuyoMWOZoxcyYm5Sb166m/27cRra3NIzvyNoiG45oBWvdgG47rHo5rBmjdz1VsBurqMWdiMcrKSk9/YaTPGGOlnPOD2pcrAezTbr8O4G7G2CsA5gJo0V0gIYQQQsgAGJQgBGPMAjUA8RLn/F/a3acYYzmc8xqtCVTtYKzlTIl6ROeZXwohhJBhoLZNzYTIpXKMWHiCMTYOQADAEQBf1e5/E8AlACoAdAD4UmyWRwghhIwcAx6EYGrKwx8B7OWc/49u0+sAbgLwhPbvawO9ljPpbB/RSQgh5Mzy+AIAALuFeuwMNs75F7q5nwO4a5CXQwghhIxog5EJsRDADQB2Msa2a/d9B2rw4VXG2JehXpW4ehDWcsZEPaKTURSCEEJGIq9f/dyg8ZyEEEIIGckGYzrGeqDbKoTzB/r1B0p0QQgOOvQkhJCRyetXMyGsFIQghBBCyAhGR0JRinpEJyVCEELIiOQLUCYEIYQQQggdCUUpqp4QAVBPCEIIGaG8Wk8Iq5k+egkhhBAyctGRUJSiLcegGAQhhIxM3oAahLAo9ElACCGEkJGLghBR0o4l+/ccKscghJARixpTEkIIIYRQECJq0U7HoHIMQggZmUQZH5VjEEIIIWQkoyOhKPmpHIMQQkgUKBOCEEIIISMZHQlFiUcThAhwyoQghJARjnpCEEIIIWQkoyBElPxR9YQA9YQghJARjsoxCCGEEDKS0ZFQlKKdjmGiggxCCBnRrFSOQQghhJARjI6EohQIRFeOQZkQhBAyslFPCEIIIYSMZHQkFKUoYhA0HYMQQggFIQghhBAyotGRUJRoOgYhhJBoUGNKQgghhIxkFISIUlTTMTiVYxBCyEjH6IOAEEIIISMYBSGi5PNHE4SgN5wQQgghhBBCyMhF58RRau3y9vs5lAlBCCGEEEIIIWQkoyBEP4kgQlNHFEGIAKfGlIQQQkiMMMbuZ4xxxli69jVjjP2KMVbBGPuMMTYj1mskhBBCznYUhOgnEUNoavf0+7kBDmpMSQghhMQAY6wAwHIAR3V3XwygVPvvdgDPxGBphBBCyIhCQYh+EqM5mzqiCUJQJgQhhIxUd5aNweyilFgvYyT7OYAHAeibOq0E8CJXbQKQzBjLicnqCCGEkBHCHOsFDCf6iRjN0ZRjcA7GKO5DCCEj0YMXjY/1EkYsxthKANWc8x0h00nyABzTfX1cu68mwj5uh5otgaysLJSXlwMAXC6XvD2c0LoHz3BcM0DrHmzDcd3Dcc0ArVuI5XtAQYh+0E/ljCoTIkDlGIQQQshAYIy9ByA7wqaHAXwHailG1DjnzwJ4FgBmzZrFy8rKAKgHceL2cELrHjzDcc0ArXuwDcd1D8c1A7RuvL0KAGL6HlAQoh/0+ZvR9YSgcgxCCCFkIHDOL4h0P2NsCoDRAEQWRD6ArYyxOQCqARToHp6v3UcIIYSQAUK1Af0Q0KVCRDUdg0Z0EkIIIYOKc76Tc57JOS/inBdBLbmYwTk/CeB1ADdqUzLmAWjhnIeVYhBCCCHkzKFMiH4QQYg4q4J2jx9dXj/sFqUfz6eoDyGEEDKEvAngEgAVADoAfCm2yyGEEELOfhSE6AeRCJEab0V7YyeaOjzISXL06bkBbawGZUIQQgghsaNlQ4jbHMBdsVsNIYQQMvLQhfl+kEGIOBsAoKm97yUZIouCekIQQgghhBBCCBmpKAjRD1xrTZkWZwUANPdjQoaWCEHTMQghhBBCCCGEjFgUhOiHgMyEUIMQDf2YkCEyIagcgxBCCCGEEELISEVBiH4QgYSiNCccFgWbKxv6/VwqxyCEEEIIIYQQMlJREKIfRE8Ih9WMJeMz8NdNR7Ghor5Pzw2WY1AUghBCCCGEEELIyERBiH7goqQCwC0LRwMArn1uM5b8rBzbjzX3+Fx/gDIhCCGEEEIIIYSMbBSE6AeRzWBiwKyiVPzly3MwOS8RlfXteHNnTY/PFQEMesMJIYQQQgghhIxU5lgvYDiRgQQtneHc0gycW5qBLzyzAc+uO4x3dp9EgHM8/rkpWDw2w/BcWY5BmRCEEEIIIYQQQkYoujDfD92N2bxmdgEA4EhDB441duIbf9uOQIBj38lWvLa9GoEAp+kYhBBCCCGEEEJGPMqE6AcOEUgwRhKumlWApeMzYTWb8Lctx/DYqr2Y/8T7aHB54AtwNLV7MC47UX3uoK+aEEIIIYQQQggZGigI0Q+8h5KKtHgbAODauaPw/EdVqG7uxBXn5OHDg3X4wX/3yMel2CkMQQghhBBCCCFkZKIgRD+IkgpTDzUVTqsZr9+9EA3tHozNSsDBU2343w8PY2xWAi6ekoP/z96dx0lS1/cff31mZg9ZDjl05ZI1gho8UFlA45H1QowHOUDBRNGoRH8h0cTEYBIvREU0EhFUlksEyaJ4sMpyCsO5u+wu7AILe9/3MXvN7M7R3Z/fH1XVU91T1cf0TPf0zPv5eMB2V1dXffqYrvp+6vv9fJcvnFuvcEVERERERERGFCUhquCx2TFKOfLgCfmeESdNPoTLzzkl/9jy4QpOREREREREZIRTYcoq5ItLqrKDiIiIiIiISNWUhKhCqZoQIiIiIiIiIlKakhBV6E9CKAshIiIiIiIiUi0lIarQX5iywYGIiIiIiIiINCElIarQ1ZsBYOK41gZHIiIiIpUys6+b2UYzWxj+9xexx75sZivMbKmZvbeRcYqIiIwFDU1CmNlZ4UF/hZld3MhYKrFmx34ATjjyoAZHIiIiIlW6wt1fH/43C8DMTgbOA14NnAX82Mx0pUFERGQYNSwJER7krwbeB5wMnB+eDNSVu7Ntbze5nLN2Zxfb9/XQk8lyoDfL2p1d7OzsoS+bY0dnD6t3dAIw5chJ9Q5TREREht7ZwAx373H31cAK4PQGxyQiIjKqtTVw36cDK9x9FYCZzSA4GXiuHjtfumUfZ/3w4XyxyUpNPnQCkyY08m0TERGRQbjIzD4OzAe+6O67gGOBObF1NoTLBjCzC4ELASZPnkx7ezsAnZ2d+dvNRHHXTzPGDIq73pox7maMGRR3pJHvgXm1rfCh2rHZOcBZ7v7p8P7HgDPc/aKi9eIH/VNnzJgBBB/CwQcfPOj97+lx/riuD4BxLdCXg0PHG+5wIOu0GOQcxrUYvbH7Jx3eyslHDr6nZq1xN0ozxt2MMYPirrdmjLsZYwbFPZze8Y53LHD3qY2Oo5HM7H7gJQkP/RdBomEH4MA3gaPd/e/N7CpgjrvfEm7jeuAud7+91L6mTp3q8+fPB4KTuGnTpg3Z66gXxV0/zRgzKO56a8a4mzFmUNxPrdvF+LYWXn3MYbUHVcTMKjofGfGX9N19OjAdgoN+9MYPxYdwdo2xDcZY/9LXUzPGDIq73pox7maMGRS3DC93f3cl65nZtcAfwrsbgeNjDx8XLhMRERmV3vDSwxsdQkMLU+rALyIiIsPOzI6O3f0r4Nnw9kzgPDObYGYvA04Cnqh3fCIiImNJI3tCzANOCg/6GwmqU3+0gfGIiIjI6HS5mb2eYDjGGuAfANx9sZn9kqAeVQb4R3fPNixKERGRMaBhSQh3z5jZRcA9QCtwg7svblQ8IiIiMjq5+8dKPPYt4Ft1DEdERGRMa2hNiHCe7lmNjEFERERERERE6qORNSFEREREREREZAxREkJERERERERE6kJJCBERERERERGpCyUhRERERERERKQuzN0bHUPFzGw7sDa8exSwo4HhDJbirp9mjBkUd701Y9zNGDMo7uF0gru/qNFBjBU6H2moZoy7GWMGxV1vzRh3M8YMins4VXQ+0lRJiDgzm+/uUxsdR7UUd/00Y8yguOutGeNuxphBccvo1KzfD8VdP80YMyjuemvGuJsxZlDcI4GGY4iIiIiIiIhIXSgJISIiIiIiIiJ10cxJiOmNDmCQFHf9NGPMoLjrrRnjbsaYQXHL6NSs3w/FXT/NGDMo7nprxribMWZQ3A3XtDUhRERERERERKS5NHNPCBERERERERFpIkpCiIiIiIiIiEhdKAkhIiIiIiIiInWhJISIiIiIiIiI1IWSECIiIiIiIiJSF0pCiIiIiIiIiEhdKAkhIiIiIiIiInWhJISIiIiIiIiI1IWSECIiIiIiIiJSF0pCiIiIiIiIiEhdKAkhIiIiIiIiInWhJISIiIiIiIiI1IWSECIiIiIiIiJSF0pCiIiIiIiIiEhdKAkhIiIiIiIiInWhJISIiIiIiIiI1IWSECIiIiIiIiJSF0pCiIiIiIiIiEhdKAkhIiIiIiIiInWhJISIiIiIiIiI1IWSECIiIiIiIiJSF0pCiIiIiIiIiEhdKAkhIiIiIiIiInWhJISIiIiIiIiI1IWSECIiIiIiIiJSF0pCiIiIiIiIiEhdKAkhMghm9jMzu7RB+zYzu9HMdpnZE4N4fruZfXoI4shvx8z+1szurXWbZfb3UzP7yhBvc5qZbRjKbYqISGMVHy/M7HNmttXMOs3sSDN7i5ktD+//ZSNjHazhOCYOh6E65xjkvl9gZr83sz1m9qtBPH+Nmb17COLIb8fM/tPMrqt1m2X2d5eZXTDE2/yEmT06lNuUsU1JCBkVwh/4bWY2Kbbs02bW3sCwhstbgfcAx7n76Y0OBsDdf+HuZ5Zbr5bkjbt/1t2/OZjnDrehOlEp2uZFZjbfzHrM7GdDuW0RkWYV/t4eMLN9ZrbbzB43s8+aWf6cNn68MLNxwA+AM939YHffCVwCXBXe/11jXkltRvIxcQQ5B5gMHOnu5zY6GAB3/7a7l03K1JK8cff3uftNg3nucDMzN7MTh3ib3zSzZ8wsY2ZfH8pty/BREkJGk1bg840Oolpm1lrlU04A1rh713DEI/UV9mxJ+i3eBFwK3FDnkERERroPuvshBMfDy4D/AK5PWXcyMBFYHFt2QtH9iplZ22CeJ7Upcaws5QRgmbtnhiMmqa8Sf3srgC8Bd9YxHKmRkhAymnwP+Dcze2HxA2Y2Jcy+tsWWxYcTfMLMHjOzK8IrK6vM7M/C5evDXhbFXduOMrP7wqsxD5nZCbFtvyp8rMPMlprZh2OP/czMfrnXxAQAACAASURBVGJms8ysC3hHQrzHmNnM8PkrzOwz4fJPAdcBbw67kX4j4bnRa7kq7IK4xMzelfSGmdnLzewBM9tpZjvM7BfR+2dm/25mvy5a/0oz+2HKPh8Nb1v4Pm4zs71hdvo1ZnYh8LfAl8LYfx+u/x9mtjF8H5eWiDXfi8LCYRRm9sVwP5vN7JNJzwvXP8KCISybLBjGknjlqzhDX7TPo8zsD+H3o8PMHjGzFjO7GXgp8PvwdX0pXP9N4RW63Wa2yMymxbbbbmbfMrPHgP3AnxTH4u6/Ca/Q7Ux7XSIiY5m773H3mcBHgAvM7DXQ/9ttZq8Aloar7w6PdysJfnOj3+wJZnaYmV0fHks2hs9tDbcVPz/YCXw9XP73ZvZ8eEy5p+gcwC3onbE8PAZcbWYWe/wz4XP3mdlzZvbGcPkxZvZrM9tuZqvN7J/TXnuNx8R2C64ePxbGcK+ZHRXfVtH68eEEXzezX5nZLeFznzGzV5jZl8N9rzez4p6RLzezJ8JzgjvM7IjYtms6VprZn4br7TazxWb2oXD5N4CvAh8JP+dPJTz362Z2u5ndFr6WJ83slJT37HQzmx3uZ7MF51jjw8euNrP/KVp/ppn9S8o+bwlvTwzfx53hdueZ2WQz+xbwNuCqMParLDDg3Col1uLz20fN7Pvhd3W1mb0v6Xnh+seb2W/C7+BOM7sqYZ1y59QnWnBevMeCc8vbwuUPh6svCl/XR8LlHzCzhdbfs+l1se2useA88WmgyxISEe5+k7vfBexLe10y8igJIaPJfKAd+LdBPv8M4GngSOBWYAZwGnAi8HcEB4ODY+v/LfBN4ChgIfALAAuGhNwXbuPFwHnAj83s5NhzPwp8CzgESBpjNwPYABxD0J3w22b2Tne/HvgsMDvsRvq1Eq9lZRjb14DfxA/6MQZ8J9zPnwLHE55gAbcAZ1l/UqItfC0/T9ln5Ezg7cArgMOADwM73X06wXt0eRj7B83slcBFwGnhVa33AmvKbD/yknD7xwKfAq42s8NT1r0ZOAh4NcFnckWF+4j7IsFn8iKCK2v/Cbi7fwxYR3Bl7mB3v9zMjiXIyF8KHEHwnfy1mb0otr2PARcSfAfWDiIeEREB3P0Jgt/ntxUtX0bwuw/wQnd/p7u/nMLf7B7gZ0CG4Hj/BoLjWLwr/BnAKoLf/m+Z2dkEx4C/JjgmPAL8X1FYHyA4h3gdwXHwvQBmdi7BcfbjwKHAh4CdFlzl/z2wiOC49i7gC2b23grfhmqOiRCch3yS4Jg4nurOnT5IcFw9HHgKuIegTXEswVCXa4rW/zjw98DRBO/zlQC1HistGGrze+De8HX8E/ALM3tleH70beC28HNO6ylzNvCrcP+3Ar8Lt1ssC/wLwXnVmwk+n/8XPnYTcH74GWJBQufd4fZKuYDgMzue4Nzzs8ABd/8vgu/URWHsF5FyblVm+5EzCJJxRwGXA9eb9SfFIhYk3v5A8D5PIfg8Z1S4j7hvEnwmhwPHAT8CcPe3h4+fEr6u28zsDQQ9Pv+B4D24BphpZhNi2zsfeD/B37B6tYwSSkLIaPNV4J+KDmCVWu3uN7p7FriN4KBwibv3uPu9QC/BCUrkTnd/ODyB+S+C3gnHE5x4rAm3lXH3p4BfA/HxiHe4+2PunnP37ngQ4TbeAvyHu3e7+0KC3g8fr+K1bAP+19373P02goPP+4tXcvcV7n5f+Bq3E4yb/fPwsc3Aw7G4zwJ2uPuCMvvuIzhZeBVg7v58uK0kWWACcLKZjXP3Ne6+ssLX2Efw+fS5+yygE3hl8UpmdjTwPuCz7r4rXP+hCvdRvL+jgRPCbTzi7p6y7t8Bs9x9VvgZ30eQJPuL2Do/c/fF4XekbxDxiIhIv00EDcmqmNlkgt/mL7h7l7tvI0hUnxfftrv/KPy9PkDQWPxOeHzLEDR2X2+x3hDAZe6+293XAQ8Crw+Xf5ogGT/PAyvcfS1BwuJF7n6Ju/e6+yrg2qI4SqnomBhzo7svC1/PL2PxVeIRd78nfO2/IkjEXBYey2YAU6ywV+rN7v5sOIz0K8CHwwZvrcfKNwEHh/vudfcHCBrR51fxWha4++3htn9AMHTnTcUrufsCd58TxrGGoLEcnS89AewhSExA8Jm1u/vWMvvuI2h4n+ju2XAfe0usW+m5VbG17n5teH57E8G5zOSE9U4nuCj17+HfQre7D6YYZR/BUJhjKtjGhcA17j43fA9uAnoo/AyudPf14XdVRgklIWRUcfdnCQ5AFw/i6fGDxYFwe8XL4j0h1sf22wl0EPx4nwCcEXYr221muwl6Tbwk6bkJjgE63D3erWwtQUa6UhuLGshrw+0WCLv9zbCg++legt4PR8VWuYngJIHw35vL7Tg8CbgKuBrYZmbTzezQlHVXAF8guCq0LYxlQJwpdhZlxPdT+PlEjid4P3dVuN003yMYd3ivBcN1Sn3HTgDOLfoOvJXgwB8p9R0QEZHqHEtwHK7WCcA4YHPs9/oagivrkeLf6xOAH8bW7yDoWRg/Tm+J3Y4fn44n6KmYFMcxRceN/yS5sZik0mNiufgqUXxutCNs4Eb3IeV8ieB8ZBzBuUatx8pjgPXunivafjXnS/FzuRz9vVALWDDk5A9mtiU8X/o2NZ4vhevcA8ywYLjo5Sm9MKo6t0qQ/6zdfX94M+18ae0Q9Db4EsHfwxMWDJH5+xLrngB8seg7cDyFn4HOl0YhJSFkNPoa8BkKD0JREceDYsviSYHBOD66EQ7TOILgSsx64CF3f2Hsv4Pd/XOx56ZdQSfcxhFmdkhs2UuBjVXEdmxRV7uXhtst9u0wlte6+6EEB874834HvC4cd/gBwiEn5bj7le5+KnAyQdfBf48eSlj3Vnd/K8GByIHvVrKPKqwneD8H1ApJsJ+U74i773P3L7r7nxB0n/1X669fUfy61hNc+Yl/Bya5+2WxdUp9B0REpEJmdhrBMX8wV23XE1x5PSr2e32ou786tk7Sb/w/FP3Gv8DdH69wfy9PWb66aJuHuPtfJKw7nLqIHQfDHguD6V0ad3zs9ksJrpTvoPZj5SbgeCssWFnt+VL8XK6FYPhA0vnST4AlwEnh+dJ/Uni+dAtwtgU1Jf6U4PyppLDXyjfc/WTgzwjOs6Jer0nnS2nnVkNlPfDSpLoLRUqeU7v7Fnf/jLsfQzDM4seWPiPGeuBbRd+Bg9w9PrxJ50ujkJIQMuqEV9dvA/45tmw7wUHp78ysNczKJp0EVOMvzOytFhQm+iYwx93XE/TEeIWZfczMxoX/nWZmf1ph/OuBx4HvWFC06HUE4ztvqSK2FwP/HO77XIID4qyE9Q4h6LK5JxybWXBA82CoyO0E4xqfCLuVlhS+1jPCbH4X0A1EVym2EissZWavNLN3hmP/ugmuoOSKt1mLsLviXQQHwcPD9+TtKasvBD4afkfOIuxqGcb6AQuKLRlBt8ts2usi+Kw+aGbvDbc10YJiX8dVGreZtZnZRIJZX6JtqCq7iEjIzA41sw8QDAG4xd2fqXYb4THiXuB/wu21WFC0+c9LPO2nwJfN7NVhHIeFx9pKXEdQRPtUC5wYDuN4AthnQRG+F4THjteECZZ6WgZMNLP3h8fx/yYYNlmLvzOzk83sIIKaEbeHPSdqPVbOJbh48KXw2D6NoF5FNXUMTjWzvw6Pr18gSEjNSVjvEGAv0GlmrwLiF5Zw9w3APILeDb+uZOiAmb3DzF4bJnr2EiRn0s6XSp1bDZUngM3AZWY2Kfw83lK8UrlzajM7N/YZ7iJIIqSdL10LfDZ8bRbu9/1FF+JKCj/7iQTt2rYw7mpnnpM6UxJCRqtLgElFyz5D0MjeSVCoqpIrFqXcStDrogM4lbAbXjiM4kyCMYGbCLrBfZfqDuLnExQF2gT8Fviau99fxfPnAicRXGn4FnCOB3OjF/sG8EaCRvWdwG8S1rkJeC2VdS2EoNDWtQQHnrUE7/f3wseuJ6j/sNuCGSomEEyvtoPgfXox8OUK91ONjxEc3JcQ1Mv4Qsp6nyc4gYmG0MSvZJwE3E+QtJkN/NjdHwwf+w7w3+Hr+rcwkRQVLttOkOn/d6r7zf1vgqTMxQTfrQPhMhGRse73ZraP4Lf1vwjG8qfOBlGBjxMUZ3yO4Nh1O4VDAgq4+28JjuszLOia/yxB7aGy3P1XBMflWwmq+f8OOCJslH+AoDbDaoLj4nUERQjrxt33EBRcvI6godlFMEShFjcTFP/cQlBz4Z/DfdV0rHT3XoJj9vsI3q8fAx939yVVxHYHwewquwjOFf46ofYEBEUzP0rwmV1LcLGrWLXnSy8h+K7tBZ4HHoo994fAORbMaHElpc+thkT4HfwgQf2zdQSf+0dSVi91Tn0aMNfMOoGZwOc9qHECwfDbm8LzpQ+7+/xwW1cRvLYVwCeqDP1agnOk8wl+Dw4QfJYygpmn1lUTkWZkZp8APh0OcRiK7b2UoPH+khIFk0RERESahpl9naAo5N+VW7fC7b2doHfHCa4GlkhJ6gkhIqnC8ZH/CsxQAkJERERkoHCYxOeB65SAEClP44tFJJGZTSIYu7eWYHpOEREREYkJa37NBxZR27AgkTFDwzFEREREREREpC40HENERERERERE6qKphmMcddRRPmXKFAC6urqYNKl48oORT3HXTzPGDIq73pox7maMGRT3cFqwYMEOd39Ro+MYK3Q+0jjNGHczxgyKu96aMe5mjBkU93Cq9HykqZIQU6ZMYf78+QC0t7czbdq0xgY0CIq7fpoxZlDc9daMcTdjzKC4h5OZrW10DGOJzkcapxnjbsaYQXHXWzPG3Ywxg+IeTpWej2g4hoiIiIiIiIjUhZIQIiIiIiIiIlIXSkKIiIiIiIiISF0oCSEiIiIiIiIidaEkhIiIiIiIiIjUhZIQIiIiIiIiIlIXSkKIiIiIiIiISF0oCSEiIlIn3X1ZFqzdxc7OnkaHIiIiImPU1r3dDd2/khAiIiJ1sm1vD3/zk8dpX7q90aGIiIjIGPSHpzdxxrf/yOyVOxsWg5IQIiIidZLJ5QBoa7UGRyIiIiJj0fw1uwB4fvPehsWgJISIiEidZHMOQGuLkhAiIiIyNikJISIiUieZKAlhSkKIiIjI2KQkhIiISJ2oJ4SIiIiMBN7AfdeUhDCzs8xsqZmtMLOLEx5/u5k9aWYZMzsntvz1ZjbbzBab2dNm9pFa4hAREWkGURJCNSFERESkEUZCZ8xBJyHMrBW4GngfcDJwvpmdXLTaOuATwK1Fy/cDH3f3VwNnAf9rZi8cbCwiIiLNID8co0UdEUVERGRsaqvhuacDK9x9FYCZzQDOBp6LVnD3NeFjufgT3X1Z7PYmM9sGvAjYXUM8IiIiI1pWNSFERERkBHBv3ICMWpIQxwLrY/c3AGdUuxEzOx0YD6xMefxC4EKAyZMn097eDkBnZ2f+djNR3PXTjDGD4q63Zoy7GWMGxQ3w/M4sAM88vYjMxtYh2aaIiIhIpYzGXwipJQlRMzM7GrgZuMDdc0nruPt0YDrA1KlTfdq0aQC0t7cT3W4mirt+mjFmUNz11oxxN2PMoLgB2pbvgHlzmXrqGzhtyhFDsk0RERFpbg8u3caLDp7Aa449rNGh1EUtg1I3AsfH7h8XLquImR0K3An8l7vPqSEOERGRppDJBfl2zY4xOBUUxJ5gZreFj881synh8iPN7EEz6zSzq4qe0x5uc2H434vr82pEREQCn7xxHh/40aN12Zc3dF6MQC1JiHnASWb2MjMbD5wHzKzkieH6vwV+7u631xCDiIhI01BNiMGrsCD2p4Bd7n4icAXw3XB5N/AV4N9SNv+37v768L9tQx+9iIiIRAadhHD3DHARcA/wPPBLd19sZpeY2YcAzOw0M9sAnAtcY2aLw6d/GHg78InYlYfX1/RKRERERrh8EkI9IQYjXxDb3XuBqCB23NnATeHt24F3mZm5e5e7P0qQjBARERmzmr4mhLvPAmYVLftq7PY8gmEaxc+7Bbilln2LiIg0mygJ0dba+BOAJlRJQez8Ou6eMbM9wJHAjjLbvtHMssCvgUs9oWS4CmWPDM0YdzPGDIq73pox7maMGUZ23KXiGqq4N2zoAWDlypW0Z9fVvL3BaGhhShERkbEkEyUh1BNiJPlbd99oZocQJCE+Bvy8eCUVyh4ZmjHuZowZFHe9NWPczRgzjNC4774ToGRcQxX3w/ueg7WrefnLX860t/1JzdsbjFpqQoiIiEgVop4QLaoJMRiVFMTOr2NmbcBhwM5SG3X3jeG/+4BbCYZ9iIiIyDBREkJERKRO+ntC6PA7CJUUxJ4JXBDePgd4IGloRcTM2szsqPD2OOADwLNDHrmIiMgIMRKug2g4hoiISJ3kosKUqglRtbDGQ1QQuxW4ISqIDcx395nA9cDNZrYC6CBIVABgZmuAQ4HxZvaXwJnAWuCeMAHRCtwPXFvHlyWjTE8mS2d3hiMPntDoUERERiwlIUREROpENSFqU0FB7G6CGbmSnjslZbOnDlV8Ip+75UkeWLKNNZe9v9GhiIiMWOoPKiIiUifZXA5QTQiR0eqBJdsaHYKISEXSBysOPyUhRERE6kQ9IURERKSRRsIZiJIQIiIidZJVTQgRERFpoKgDRCM7ZSoJISIiUidZ9YQQERGREUDDMURERMaAaDiGakKIiIhII4yEMxAlIUREROpEPSFERERkrFMSQkREpE7yNSGUhBAREZExSkkIERGROsnmnNYWwzQcQ2RU80YOthaREau7L8uDS0fGVL5O436nlIQQERGpk0yYhBCR0S2nHISIJPjWnc/zyRvn8fSG3Q2LYSRcB1ESQkREpE6yuRytI+HoLyLDSj0hRCTJmp1dAOza39fgSBpLSQgREZE6yeZUlFJkLFAKQkQknZIQIiIidZLN5WhtVRJCZLRTRwgRkXRKQoiIiNRJJufqCSEyBjSy4JuIjHw/aV/B3c9ubsi+R0JxbCUhRERE6iSbc1pGwMFfRIaXekKISJIoATBnVQefveXJhsQQ1axp5O+UkhAiIiJ1klVPCBERkTFrJJ0BNDJXqiSEiIhInWRzTouSECKjnnpCiMhIl2vgD5WSECIiInXSm80xvlWHXpHRTjUhRCTJSBiRGQ0J0XAMERGRMSCTdcYpCSEy6qknhIiMdLmcekKIiIiMen3ZHOPaRsBlEBEZVspBiEiSkXQG0MAchJIQIiIi9dKbzdHWokOvyGjn6gohIglGwvSYkaatCWFmZ5nZUjNbYWYXJzz+djN70swyZnZO0WMXmNny8L8LaolDRESkGfSpJoTImKAUhIiMVP1TdDZhEsLMWoGrgfcBJwPnm9nJRautAz4B3Fr03COArwFnAKcDXzOzwwcbi4iISDPIZF3DMUTGAHWEEJEkI+EMIBqG0azDMU4HVrj7KnfvBWYAZ8dXcPc17v40kCt67nuB+9y9w913AfcBZ9UQi4iIyIjXl82pMKXIGKDhGCKSZCSMxoiGYTRyFp+2Gp57LLA+dn8DQc+GwT732KQVzexC4EKAyZMn097eDkBnZ2f+djNR3PXTjDGD4q63Zoy7GWMGxQ3QsecALb3WlO+DiFROOQgRGal8BPSEqCUJURfuPh2YDjB16lSfNm0aAO3t7US3m4nirp9mjBkUd701Y9zNGDMoboAJTz7E0ZMPZtq0U4dkeyIyMikHISLJGt8VIuqp1ayFKTcCx8fuHxcuG+7nioiINKWMhmOIjAkajiEiI1XUA6KRP1O1nAnNA04ys5eZ2XjgPGBmhc+9BzjTzA4PC1KeGS4TEREZtfqyriSEyBigFISIJBlJNSFyDRyPMegzIXfPABcRJA+eB37p7ovN7BIz+xCAmZ1mZhuAc4FrzGxx+NwO4JsEiYx5wCXhMhERkVGrN5tjXOsIOANpUhVMDT7BzG4LH59rZlPC5Uea2YNm1mlmVxU951QzeyZ8zpU2kiZxl6aljhAikmQkHGCin6emrQnh7rOAWUXLvhq7PY9gqEXSc28Abqhl/yIiIs1Es2MMXmxq8PcQFLSeZ2Yz3f252GqfAna5+4lmdh7wXeAjQDfwFeA14X9xPwE+A8wlOKc5C7hrOF+LjH6NrDovIiNXPdPcq3d0Mb6thWNf+IKC5c1eE0JERESqkNFwjFqUnRo8vH9TePt24F1mZu7e5e6PEiQj8szsaOBQd5/jwVnZz4G/HNZXIWODchAi0mDv+H47b7nsgQHLc7ng30bWrtGZkIiISJ30qidELSqZ3ju/TjhsdA9wZJltbiizTZGqKQch0pzcnb5srtFhDKt8TYhmHY4hIiIiletTTYimZWYXAhcCTJ48mfb2dgA6Ozvzt5uJ4h5ejz/+OIdPDBKOzRJzMcVdX80YdzPGDKXjvnNVL79a1sfV7zqISeMKj9d7e5wntmR49wnjBr3vHTsKOuQNiKPU+znY97v4OZu39ACwYeNG2tt3VL29oaAkhIiISB1kc4476gkxeJVM7x2ts8HM2oDDgJ1lthmvXZU6Zbi7TwemA0ydOtWnTZsGBCd30e1moriHyd13AvCmN7+Zow8LxmGP+JhTKO76asa4mzFmKB33JQvagT5eecppnPjigwse++i1c3h85U4+ftabeMXkQwa179s2LICtW/L3p02bFgyLuHtW/v5g4k4U/h4VP2fmtoWwcSNHH3MM06a9tvLtDSGdCYmIiNRB1L1TSYhBq2Rq8JnABeHtc4AHvMSgV3ffDOw1szeFs2J8HLhj6EOXsUazY4g0p5awcmTSoWPX/j6AmoZrNHL+pf29GaD/90k1IUREREa53nwSQsMxBqOSqcGB64EjzWwF8K9AfhpPM1sD/AD4hJltMLOTw4f+H3AdsAJYiWbGkCGgHIRIc4qO0KXqJQx1270euYB7F2/h5K/ew8L1u/trQjSw9IWGY4iIiNRBX0Y9IWpVwdTg3cC5Kc+dkrJ8PgOn7RSpSSOvMIoMlX+5bSG/fWojay57f6NDqZt8T4iEVOJwXUKox6/FI8uD2g9Pb9idT3poik4REZFRLhNeVlESQmT0Uw5CRoPfPpVYImdUi4ZLDFcvAUtIZdQ7aTkSZsfQmZCIiEgd9IY9Ido0HENk1FMSQqQ5WZiFGLZeAgmnAPX8uXBXTQgREZExI5vvCaEkhMhol9SVW0RGvpZhPkQnbb7euYDo90nDMUREREa5bHiwb2lkaWwRqQv1hBBpTvnhGAl/xENx+LaEjdQzaWnWP9REwzFERERGOVcSQmTMUA5CpLE27j6Qn5KyGv1TdKav04yzY8T114RQTwgREZFRLZpWXEkIkdFPs2OIDJ8te7qZuWhTyXXectkDXHDDE1Vvu1RNiNFy+M7la0I0LgZN0SkiIlIH0QmNJscQGf2UghAZPudfO4fVO7o48+TJTBzXmrrevDW7qt52lGcYrqEKjagJ8cTqDp7euCe+x/D/jfulUhJCRESkDqLClEnjQUVkdFFHCJHhs2VPNzA8wwn6C1Mm9IQIUwi1NN6TTgGGOxnw4Wtm9+/L+xMswzUNaSV0PUZERKQO8j0hlIQQGQOUhRAZLv3FI4dj29FwjPR1hnq/qgkhIiIiwyI6aWnRkVdk1FNPCBlNRlqNkyiVPxxxRT0hkjYdJT+yNWQhEodjDHprg9i/xXpCaHYMERGR0S06aVFhSpHRb2Q12aTRnt6wm8dX7mh0GIPWyMaqu5MrCiDqrTAcYZUqTBmPqdbtD9X24t5y2QN89No5ZdeL9tfI5JKSECIiInXg+cKUSkKIjHYj7MKxNNiHrnqMj147t9FhDFoju+1/e9bz/Ml/zipIRETteE+paVBTkiD8N3F2jPDfWnpCJBmqrW3cfYDHV+4EGJC4KdhfvieEkhAiIiKjmnpCiIwdjaw6LzLUGtlY/dnjawDoi1VRbCnTW6GWcPOH6GGqCVGvM4BsiTehvyZEnYJJoCSEiIhIHeRrQigJITLqqSeEjCaN/D63hYWUMlnnG79fzLw1HbHClClJiDLbnLs5w6u+chc9meyAx/pnwEg31EmZ4Xh/03prBLNjqDCliIjImBAd7DUaQ2T0UxJCRpOhHn5QjbbW4KDZl81x42NrOPens2NDJpKfU65xPWNJL919OXZ29g54LCoeXWobNTXe61SZsnRNi8J/G0FJCBERkTrIqSaEyJih4RgymjTyinlbS5SEiNeECHsrpMRVabxJHROj3oqJiZdSj1XIErIQw/F7kRajmWpCiIiIjBnRCUFSZWwRGV3UE0JGk0bWDmhrDZqrfdl4TYjg37S6B+X+/ip5OaW2MSQ1J4Zoe2lKfWYajiEiIjJGRMd69YQQGf2UhJDRpB5TOfZmcuzs7BmwfFxL/3CMflFhyuRtVRpuUq+EUj0hRvrsGHElZ8eI/m3W4RhmdpaZLTWzFWZ2ccLjE8zstvDxuWY2JVw+zsxuMrNnzOx5M/tyLXGIiIiMdP2zYzQ4EBEZdhqOIaNJPXpC/NuvFnHqpfcPSHi0hjUhejMDe0KkNbRr+fsr18sChqMw5TAMxyjRSySKvymTEGbWClwNvA84GTjfzE4uWu1TwC53PxG4AvhuuPxcYIK7vxY4FfiHKEEhIiIyGkUnBJodQ2T0U08IGU3q0W3/7sVbANjfWzhjxbiwUmRPLAkRHUbTwqppCs0S9SbKzcpR0fYTllWytaSZPEop1RMieqxZh2OcDqxw91Xu3gvMAM4uWuds4Kbw9u3Auyz4ZB2YZGZtwAuAXmBvDbGIiIiMaK4khMiYoRyEjCalGrRD5ZAJbQDs684ULG9NGI6RHzKRerW/lsKUwb8Foz+K3PrEep5ct6uifVSyz3Lh3rFwI6/877vZ1FkiqCKlenJECZ2GFhyt4bnHAutj9zcAZ6St4+4ZM9sDHEmQkDgb2AwcBPyLu3ck7cTMLgQuBJg8eTLt7e0AdHZ25m83E8VdP80YMyjuemvGuJsxKpJnYgAAIABJREFUZlDcT28JTqyeXDCfbctUkklkNKvHGHqReqnHcIxJE9rY2dXL3u4+XnLYxPzyqDBlfDhG/xSdabNjlN5X6YejehPpNSEeXradh5dtZ81l7y+9o8StVz87xr2LtwKwfl8VSYgSs2P05pMQFW9uyNWShKjF6UAWOAY4HHjEzO5391XFK7r7dGA6wNSpU33atGkAtLe3E91uJoq7fpoxZlDc9daMcTdjzKC49y3aBAuf4k1nnMaJLz6k9sBEZMRSCkJK6cvmuOyuJVz0jhM5fNL4RodTVj2umB+c7wnRV7B8XFQTIhsfjlF6is5yScDo4aTVWoZgyEXVyiZNwtm1qthkrkS+IuoJ0chkaS2XYjYCx8fuHxcuS1wnHHpxGLAT+Chwt7v3ufs24DFgag2xiIiIjGjRCY2m6BQZ/dQRojHe+M37+MpjBwb13GzOa571YPnWfUy5+E4eX7mj5Hp/eHoT1z+6mu/evaSm/dVLXZIQE4MkxN4KhmP0x5W8rUrDTeqBUHJ2jGE6flf87lax+8qGY1S+vaFWSxJiHnCSmb3MzMYD5wEzi9aZCVwQ3j4HeMCDlMs64J0AZjYJeBPQHH+FIiIigxCdxLUqCSEyBigL0QgdXb1VdVmPO/XS+5h66X017X/2qp0A3PXMlpLr9fRFV6Jr2l3d1CPOtJoQUWHK3kx/EOGi1KRR+aRJVJhx4CP9xSfLbGKQBlMTYjDvf9p7495f5LIpa0KENR4uAu4BWoEb3H2xmV0CzHf3mcD1wM1mtgLoIEhUQDCrxo1mtpggp3Ojuz9dywsREREZyaKLOCpMKTL6NUvjUvrt3t9XfqUyKv3cM2EDMZp+cqSrR2N1UspwjKSeEFaibgNUngJMGo4QHaOTinEOxaeVFHKlU4pWNRyjxGfW9DUh3H0WMKto2Vdjt7sJpuMsfl5n0nIREZHRKjohaFFNSpFRTzkIKSUTNqjbWpojCVHrMJVKRMMxintCtEU1ITLx2TGCf9On6Ex+4If3L+fNLz8yfz9xtWh2jGFKvCQlHOrZEwJGRk2IRhWmFBERGVOiqyrqCSEy+qknRGX2dfcxrrWFieNaGx1KXUU9IdqaJCtdjyvmE9qC96K7L1uwPErUJBWmTO0JkRLvFfcv44r74ZDx6eu1lNl2rQaz2Up7SsSlxR/vUdLI36nm+OaLiIg0uegkrrVJrnyNRGZ2lpktNbMVZnZxwuMTzOy28PG5ZjYl9tiXw+VLzey9seVrzOwZM1toZvPr80pktNMUnZV57dfv5V3/81Cjw6hJbybH9+9ZSldP/xX8crnmvmzw/RjXJMMx6vF9joZYFO+qNUzUFAzHiHorlKh7UInkwpTBv0nDMYZC0lbLVrAIVxiK2TF6Yj1KmrImhIiIiFQu6tqpjhCDY2atBDWl3gNsAOaZ2Ux3fy622qeAXe5+opmdB3wX+IiZnUxQl+rVBNOD329mr3D36JLbO9y9dDl7kSooBVG5jbsHN5vFSPHL+eu56sEV9OVyHHPYC4DyjeBs2EJslqR0PXpCRAmB4oTHuIThGKu2d5WMq2zj2qP1Bj4UfSJfuWMxe7sz/OM7Tux/bAg+rqTYKk3yVLP/tOEkIyUJoZ4QIiIidRBdVdHsGIN2OrDC3Ve5ey8wAzi7aJ2zgZvC27cD77Kg3+7ZwAx373H31cCKcHsiw0IdIcaOqFEXzXhRiagnRFtrczTF6tFY9ZTEQPQexRvP/c+pvDBlUs+GUoUpAb53z9KUaGuQVJhyGN7etF4i0cwYw7XfSqknhIiISB3kC1MqCTFYxwLrY/c3AGekrRPO4rUHODJcPqfouceGtx2418wcuMbdpyft3MwuBC4EmDx5Mu3t7QB0dnbmbzcTxT28nlq4kJ71QZ2DZom5WD3jHur91LK9ap+7Yk0wm8PGjRvI7AoazJs2baS9fWDnqmjbK1f3ArBh3Rra2zcB5d/v/X3ON+cc4LOnTOCEQ+tbQ+OJefPYmrDPofyOrN/QA8CatWtpb9+cX75jezcAy1euGvCcBU8+ReeagXFt39+fsIjiy8Qa5cHx2Jgz9wnWHVyYCNq6tafgfvz17dlzIPWxSm3e2j1gG0nxxm3fETyn+0B36j7jCZX29naW7comrrdqzbr87a79+xv226QkhIiISB1EVyVamqT77RjyVnffaGYvBu4zsyXu/nDxSmFyYjrA1KlTfdq0aUBwshfdbiaKe5jcfScAp5xyCm858SigCWJOMZxxP7h0G5+8cV7+/pDtJ3z/K93e+o79ABx/xEFVPzey4pFVsOR5jjvuOE444iB4/jmOPfZYpk17TWpcs/c/D6tWcdLLX860aS8Hyr/f9z23lc1d83lk16Fc8KHTqopx0MK43/jGqbz2uMMGPByPed6aDh5dvoN/ec8rBrWrB/Y8C+vWctzxL2XatFfll9+5fRFs2sCxx78UVqwseM7rTnl9wWwXkfUd++HhB4H+97y7Lwv33h2sEF4MOP300zjxxYcUPPcP4f4i8c/kx0tmw66OxMcq9bstT8GmTQXbWLdzYLxxv1g3H7ZtZeILJqbuM5tzuGdWfhsTV+2EuXMGrPeilxwDa9cxoa2FCRPTtzfcmqMPkIiISJOLLlI0yxjgEWgjcHzs/nHhssR1zKwNOAzYWeq57h79uw34LRqmIUNAwzFK+8WctY0OAYC3Xf4gb7v8wYrW/ZufPM6ZV6QX0bQqygb2z45R+XP6h0TU/xgS7Xv6wyt5zw+S34NzfzqbH/5x+aD3Eb284iES0XCMaAhL4XMKly3Zspfv3PV84lCETOJwjP7bMxdt4mVfvrOg9gTAim2d/XeG4K1PLkxZ+gejksKUxUNm0gprRq9v4rhW1YQQEREZ7bL54RgNDqR5zQNOMrOXmdl4gkKTM4vWmQlcEN4+B3jAg7PUmcB54ewZLwNOAp4ws0lmdgiAmU0CzgSercNrkVGuVKPi8ruXMOXiO+sYzciTNl59JFuwdhfLtnaWX7ECmXCmh7YqZsfIN0QbcAyJGqvfnrWE5duG5j0oFv3NFDeMo2NmcXIgWLfw/vnT53DNQ6vYfaBvwLrZhCRG/PnfvWsJ7tDR1Vuwzrt/8BBb93YzVJLa/eVzAeULWxf/TaUVpuxPQrSoJoSIiMhop5oQtQlrPFwE3AO0Aje4+2IzuwSY7+4zgeuBm81sBdBBkKggXO+XwHNABvhHd8+a2WTgt+Gc823Are5+d91fnIw67kGj9aTJBw947MftQZfyXM7H7PCspKvSzS7+017uU+2LekJUVZjSK9r2cCj3cT27cU/N+0grTBndTSpMWZywiBriSVf4MwlzVsaThdEUoOPbBn4m+7r7mHzoxCF57xNnxyjznEqSBcXrlCtM+YJxrYnvab0oCSEiIlIHUddIJSEGz91nAbOKln01drsbODflud8CvlW0bBVwytBHKmNdTybHx294nDf9yRF8NmWIfCbnjB/mJMSurl4OmtDKhLb6FjIsp5HdwIfaYF5KdFV+XBWff7SfRhxDioc9uDsWi+MDP3q05n3k8kmI4n0F/0ZJgri0q/1Js14kNcrjeYkoMTYuoXeKDeF7njgcYwj+HgYMx0jZ5v7eIAlx0Pg2DvT1JK5TDxqOISIiUgfR+Y9qQoiMflF3+4Xrdw94LGrP1GNIwhu+eR+fuGFe+RVLyOacjbsPlF+xym2ONtX8sveFrd9qesJEb1ljhmMU3h+enizBNge2nYMFScMx0hrvCfmKgpjz9SfiPSHC7SdtMnrLh+S9TxqOUf1TBihOyGQShp8A7OwMhpscdciEhg7HUBJCRESkDvKzYygHITLqZfLdwgc+Fl3J7kvoHj4cZq/aWdPzr7hvGW+57IEhTUQMVRKiePx+IyTV/7hp9trEIpY9mSwHerP9DcQq3gavoC7AcCm+qp7UKyEy2Kv6/cMxkntCJNaESAkjk9RrokxhyujvsdTfbC2N9lyYzEv6vqRtt6Orlx/ev5wDYe+FUh+9F73kA33JU3Tu7Ap6Pxx18Piyw2yGk5IQIiIidRB0Xx3abp0iMjJFDZ6kBlmUiEwqlFfK/DUdfH7GU0PSdbsaDy/fDsD2fUPXdXsokhB3LNzIG795X763Sb3flyTxCJKKWE77Xjt/+tW78/UJys2KULDt/AwJDZgdo+jz6sukxz3Yj6FcEiIp8VG8bnR8TeqpEX9+9GhBEiKbXk8iSkLEH6v2gsLVD67gLZc9wOod+xMeTX7T7n9uK1fcv6wgkejuLN+6b8C6X7mjsKZyNOyiWEdXL5PGtzJpfFtD/2aUhBAREamDrLvqQYiMEVGDp9RV1Wq7tH/ixnncsXAT+3oyNcdXjeH41RqKK7CzVwYNs+c27QWaY4jH5j3BLAtRT4hq2oDRqsWHkTmrdib2Eii2s7OncLpJYM+BPqZcfCe3L9hQ8rnFb21PNmjg9mZ9wEwvaXUayumfHSN5eW8FSYhIUhHKxJ4QscZ/9HjS3+XG3QfY291XEFu1x/P2ZVEyb+BMG2lvWVKRzOsfXc17rniYRUVDvWYu2lRw/0BKEqIv6xx58ARarLG1WZSEEBERqYNsDlqVhBAZE5Kq9O/Z38ei9bvzjZdqG83RVctm+xVZtb2TT974BN2x7uFpjZ+fz17D3c9uSd3WL+et597FwePFP6fDNePG0xt2F1wxTrt6XM3PexRrNRHnP//Yjp7duIfzps/hsruWpD7nxsdWs6url3f94CHe/YPCISLrO4Kr8tc/urrkvvtndwruR70G9vYmFHscZMM2+vgGFsEM/q1kis5IUj2EpO9H0vOTPt/zr53DB658tLAnRJVdIaL4xyXMiJL2jiX9RsxZ1QHAljLThqYNxwA48uDxmJmGY4iIiIx20XAMERn9+vLDMfqXffS6OZx99WP5hlzS1dpSvOjfsuuPgOEJAF///XM8uHQ7c2JdytOK5n31jsV89pYFqdv60q+f5sKbkx8fjqu6dz2zmQ9d9Ri/eXJjflnxtIaD2e0DS7ZV/dz+4Rj9doY1MZZvG9g9H+DZjXv5xu+f44u/WsTu/X0ltu384L5lqXU/ovc2akCXKuJY83CMoj+LaHOVDMeIJCUckhr0dz27mZXbO8uuB7CuY39Bo73aiwrR1JiJSYiU92zA0JTYdiaOa8XdWbxp4PSoPZksew+kf96HThxHi5l6QoiIiIx22ZxrZgyRMSJb1GC6+sEVLA6HDVhCT4hV2zu56fE1JbfZ30irrOEw1MMTBl9wMLqK3v/7NxyNn/jrrfQ9SnL1gyu4+sEVAKza0QXAilhDtTgJEXGHW+euq2pfpWpCzF21s6DAYlJhyuhm8dv5pdsXMfXS+/Lvc7l6Hsu27uPKPy7nolufTI4z3H4+CVGiMOVgP9v+4RgpPSESkxDJ20pKQiQtu+ahVbzrfwp7h5SKP/43UO3xPOoJ0ZYwBWiapPci6lE0sa2F6x9dzfuvfJQFazsK1nvlf9/NNQ+vSt1ua4thVluhzVopCSEiIlIHOddwDJGxIt7g6c0637tnaf5+1JCJr/NXP36cr81cnFjVP/+8lDHzaQY7Nn+AGn+3cglJiEoSJNmc88TqjrLrRe9LfJvVDs3Y2dnfSP/ePUsLPq9ixcMCoj39buFGlm8bWIyylLSPaMHaDj4yfQ6f/vl8HizqNRF/H9M+ml/O38COzt6ySYPo+dHblVZHIPoMowZ0lBBICn/Qya8oyZZSEyKpGGZasil5doxgWbnGd6kOSrUUpsx/b5J6j6Qko4pfhgPdfVEyo4UFa3cBsGVPdUVjWwzVhBARERkLchqOITJm9MWGGxSPPIjuxock7Am7ThcnDu5dvIUP/uhRcjnPN5wqbeQN9Qygg22uRHHEG22VvIaftK/gw9fM5vGVOyraT3yb1TaET730/orXjbrDF9vRWf10oWm9S7buDRqV7Uu388mfzQP6G+dJh5G0Ruz4tnA62FhrdsHaDmY8UV2Pjej9bGuJkhrp7+9gcxBRg3jAe1KyJ0RaEiKhJ0R2YDKsVByJj8VCqLYnRNSDJmn7abss/j2I94TIuff3ihhXXZPezDQcQ0REZCzIuYZjiIwV2VhrZcCV3fB+Uk2I4kVfuG0hz2zcw/6+bL6ZWarh8PiKHXzkmtlksrmh6wmRj22wBQejYQSxnhAVxBb1KthapgBffpvxJMQQvfakYqBDURMi/9yU5YmJhoSiENF0nfEYkj6neNLgb34ym4t/80zB88uJNjmutTCpkfSVyOacf//VooLZG9ydi3/9dH461ch1j6xiVTjUJe37Hd2rqjBliZoQ5V5xqe9OYU+IwQ3HSNp+ak2I3MD3Iio4mct5vlfExHGtVcXSEk4XrsKUIiIio1w2pyk6RUaz+BXc0j0hBg4fiBQnJlrj9SMq6Anx9MY9zF3dQWdPhmyJq9XluDu9Rc8vdfW79LaCf6vpCXH1gytS6x30K/w9jTfuannt5VQyHWal0l5b0uJoWbnEwd9dPzd/O+o8UKqGQ5ylHKOi73aUSO/LN6gHrrujs4dfLdjA34c9OHoyWVbv6GLGvPV8LBZbbybHpXc+z1/9+PFwH8HygUm7YEGtU3RGiYkWs5K9ekp9NeO7q3Z2jHxPiOIhFu4FPVnivyPFr+/qhT1s2BUUD8265xMS1SbCWsyCv0clIUREREa3nFd/0iIizSPeECg1NKC/J0TSGPfC+/kx+7n+hsqjy9OHJ0T76skM7AmxbOs+dnVVNmTg+kdXc+F9+9nR2ZNv8pZKHORyzrqd+5Mfi2pCxH7/yiUhvnfP0gEN4rR6GUnDVKqdeaQaA3pClGjJHejN8h+3P536eDXFPvsLfPYvi96i+GYeX9k/C0n03qclkCrtjv/Qsu109mTyNSZ6S/SEyA+rCO//w80LeGdU/DHhbyQaipTWEyLaR1LyJ+39SxqOke8JUeYwXKrHTzy2KEF41zObeS4sOnvHwo0FPUDi+t+zgb8H8UVpvyMD4+z/LlaaZIq0aDiGiIjI2JDLedWFrESkecRP5/tKDccI/62kJ0TUcM/EakJ86ddP09WTSYwhanz19OUGbP/MKx7mg1c9mhr/3FU72bArSCT89qlgSsrNu7vzjbbi2J7ZsIdN4ZSOVz6wnLd/70FWh7NJxCU1dJJee1qDMlqcNitF0ja/+KtFJdetVH4EROy3u6cvuSZEktuf3MBt89enb7/MfsvFEt2cvWpnyfc+rZFa/NmkHaJmzFvPF2Y8RVv4fcwPLUj6DoffwejzbF+6vf81xNYbWO8gel7h9qK7Sa8hre1dqieEWekOACVrQiTMjvG5XzzJX1z5CACfn7GQs69+rMTWB25/1/5e9scKgm7cfSCfLCwVS9Y9/12sNglhKkwpIiIyNuTcNTuGyCgWP6HPlhqOEc2OUeJqbST6zcjkcoVJjoRGx4ptnVxx/zIAerPZxAZG1JW72C/nr+cj0+fw599rB2JX2GN7LY7tg1c9yp9d9gAAj60IemdsS6jfED2tYArNhNiKe4YU/1pWk4SIN3yH2lPrd/PUul35+6XacQd6k5NFlTx3wLrhv2nDMf7rt88MWJYrMRxjb3cfH7qqdIM57tmNe2kLe0LcFg6tSLpQH31O5V5aWg+hgT0FwuEYiTUhkvcS7/nxpdsXkct5vk5LuWGRpXofxHc32MN58eZPvfR+PnzN7Pz9t13+IGd8549hLCW2k+svTFntbDAtZqoJISIiMhZk3VPH24pI84s3UDIFQwMK14saSElXa4uvDke/GZmsF/QUSGooXXDDE/nb3Qk9IeK+dsez3Lt4S/7+l8IhA9FzooZaLuE1/aR9JQ8u3VawveixaArHuCjueDf3pNjKXc0tnpWi+Oe03BCPHZ3VTWOY5rK7luTrGJQTFQ5Mk3Pn57PXpE6NGZevrRFvvcXeg8ThPSV6QizeuLfsPuO6M1nGh5/vH5ds45HlO1i7d+B2n9u0pyDeuFLf4f4paIPv+pSL7+Sah1b2zyZTRe+Z+LZ/OX8Dew709feESFh/ysV3xraZuMl8bJFoaEq1KhmC01tiJo1INud0D3o4Rv/feDVDgoZSTUkIMzvLzJaa2Qozuzjh8Qlmdlv4+FwzmxJ77HVmNtvMFpvZM2Y2sZZYRERERrJcTrNjiIxm8QZDpsRwjP510ruyR1qsf92khEBcvCHSkylMQhQ3NG6avZYLb16QGNdVDyzPJz+SGo3fvXsJn7xxXsFzosdaWwY2LaLEyj/931P89KGVJeIvWpbvjRG+ppQGfX54S4nG1J1Pb2bqpfezYO2u1HWKdfdl6Q4TH6WKQZZKfnSXGbrxx+e38dU7FvOdu55n3pYMNzy6OnXd/u9XfyzxuJLiyOaTEAMf29vdVzK24u9MT18u3xMictNzA2uMfOWOxYnPh6LhGKk9Ifp7U1x+z9KSXSpS/7aKGuVZ98IpOktss9T3KOvOh045hsmHTuDISeMLH4sF01k0XGplOANI8XrllKpP8fzmvXSEwzaqLRqbL0zJ4KdUrdWgkxBm1gpcDbwPOBk438xOLlrtU8Audz8RuAL4bvjcNuAW4LPu/mpgGlD6L0FERKSJ9WU9P72ZiIw+Bb0fCoZjpFytTWg4FF/5jBKXxY2qpCuf8W7mPZlsQWOnmkbK9+9dlm/aFiZW0rfR38Ab+FiUj9nZ1ctldy0Jl5XvCRFvYHf1ZKoajlHs94s2AeRrWFTiDZfcx9UPrkx9fMmWvWX3e6BMEiJ6fEdnD1cv7OGSPzyXuF4wg0IgPiwh3hukmjobAHv2D2x6xbdX/NTuTDZfE6ISpepaQHKBxuBfz/cMyeac5zan99i48o/LWbR+Nz9uX8EzG/bklxd/V3szufyyfT0ZeksNcyhVEyIX9IA46cWHMH/tLt75/fb8Y/GE0/qOwiKtNz2+Jn+70iTE/DUdJRMi/3PfsvzttKKtacwsX2+mUXUhaukJcTqwwt1XuXsvMAM4u2ids4Gbwtu3A++yILV6JvC0uy8CcPed7l55lRcREZEm05PJMb6turm8RaR59MUah/FGUHrxvPS6CHc/u4VNuw/kEwvF6yYlFQqKJxbNjhFv4BcnAJIaqvkeGFmPzY6R3tApNQtDYmHKhGVpXcoXrO3glG/cm1h4sWCbRa8r/jrXhwU3D5nYVnIbceUSCGf9b1CMsFQjrtxwjP4kU/LQhEhQmDRY9usnN3DbvHVA4dCCpzfsHtAYjb8lxcNXOvanz5TS3Zdle9HwFXeYMK7yY1jSuxJ/XcXf6eixfd2Zgp4EpT73nV29nH31Y1x+99KCoqv7ugt7IvRmciW/v3Gleh+4BwWmo/dyVSy2eBKiuPbK0Ye9ILaNisLgnJ/OTp1po1hf1TUh+m83KglR+V/iQMcC8XKvG4Az0tZx94yZ7QGOBF4BuJndA7wImOHulyftxMwuBC4EmDx5Mu3t7QB0dnbmbzcTxV0/zRgzKO56a8a4mzFmUNxbtnfT0+dN+R6ISHnxRnS8MZjWCSHpiuiSzfu4+9ktfO+epRx18AQmjmsJt1echAi2f+vcdbzxhBfyqpccWvB4byZX0JiKP7+3uKt6QhzRcIx4UiGpkCZA+9JtLNmyL1ynsoZe8T7nrelgX8rwgFXbu8jkfMDV5agdFTXOi7fZ2Zvh0InjgP5G4edueZL3v+5ovn/uKRXFmd9XiQ4AtQzHiAqPzl61s+R6C9bu4t7FW/P3/+PXz/DOV00uaOjnHD6RMkwGYFxLS8FnX2q61o9cM5tFsZ4FkWqSOInDMTx4LSdNPrjo+5nLJ0zmru7gi7+sbXaTm+esLbjfm81VXLyx1Go57y/qWKw7loSMvqu/e2ojU46aVFCgtJpGf/GwjjR9ZXoJFYum6ITqiqMOpVqSELXu963AacB+4I9mtsDd/1i8ortPB6YDTJ061adNmwZAe3s70e1morjrpxljBsVdb80YdzPGDIr7p8tmc1AOpk17c+1BidTgsRU7WLwjy7RGBzLKxBt4BT0hUk7y//HWJ5k4birv+tPJBcsiOzp7OOHIg4DCKT+hPwnxn+GMCGsue3/BVfHinhDx2IprKyT1XoiulPZm+xvR8avxcfGGb7zRe9u8dRx/+EEVTdF57k9nD1gnsudAkJxIq2EQbat4m3sP9OWTEFGC40BfltsXbKg6CfGjB1YMWDahrQV3L9loTZtKNRKV0Ci+cl/svOlzBiw77Vv387aTjipY9mg4S0kk/p60thjEciI7SyQhkhIQQPkpL4pWLf5MejI5/uYnj/O2k47im2e/Jr98f1+2oDH8xJqOyndUgZ/PXlNx7YNSSaWcOy0tycUt48VFH16+nfZl23l42XbaWoyPv3lKbBuVxQEwscKeJ8WJxXKiKTqDeJqvJ8RG4PjY/ePCZUnrbAjrQBwG7CToNfGwu+8AMLNZwBuBAUkIERGR0aAv6/mrmiKN9LfXzQXgH89pcCBDaFdXL3sO9DHlqEkNiyGt10Cp9sGnbprPlee/IfXxtTuDK6rFVzr7sj6gsRS/OtvTV1wTIl60sr+x9LlbFiR2+Y621Zsp7D5fbjz7R6+by8yL3sK3Zz3PnFVBQ/LEFx9csM7XZy6uqCEWvZwoCZHWUE9LQsTXH47iez2ZHJ09mZKNuPUpU6JG0gpeVtoufGT5jpKPxz/3tlYrqMDXmfB+lvt873xmc2WBEbyGtBlJntu0tyBRFzTgh68xfMucdRWvW6qORtDYt8SeMbtiw1viU8S2thidPf1vfDWN/krrR6QVbW2x5O++jYCeELWcDc0DTjKzl5nZeOA8YGbROjOBC8Lb5wAPePDJ3gO81swOCpMTfw4kV2IREREZBXozOcYPckovkWLLtu7jNV+7J19ob39vpqJp/kar91zxENNiReIaoS+1J0Tps/ylW8pPlfiRoivhm3cfYO+Bwp4BA2pCpAzHiBd4vOvZLWza0z1gf9Gm+rK5fELBNOV8AAAgAElEQVQim81VVODyo9fOzScgYGCj62exIn2l3L5gAwC7wwKKy7YGQz5eUHR1OHqdF/3fUwC8/2VB74fzps9hzY4u/vW2hQO2fekfnhuSv5cdnb0lG4rPlyiqCMmNzDsWbmRhhbUAynk0lqQoLiqZVPOi2ivqpTgDh9BE+rI5VmzrnzHijG//kfuf35a4LsCrXnJIRfvcc6D2eQ5K/b3u3t/H+FYrKAIbmb8meeaVow+bWDCsopokRLmpN//6jccCA6evjYxvSz7niNe1aLqeEGGNh4sIEgqtwA3uvtjMLgHmu/tM4HrgZjNbAXQQJCpw911m9gOCRIYDs9z9zsQdiYiIjAK9mVzqCYFItW6evZbOngz3P7+Vj795Cid/9R4mjW9l8SVnNTq0htjRmd61fDDWd+xn1Y4u/vwVLyq53ta93azc3smfvfyoglkL4lN0lmu391Y5nhvgc794klOOOyx//8l1u/KNdRiYhIg3Lp9O62ofEzVQejO5fEIik/OKGqmHTxpX0OiqtY0TNZaj6TWPCKdGjGKMEj7b9wVX3ceHOYo9B/pSE1PXPbqa4484aNAxTRrfSldvlu37eqqacrFY8TAbgM/PGJg0GazrYlN+Fk+vmZiEGMR3MY17f0HQYnu7M3z2luQpYpMk1WAYLuU+zrbWlsT+K1Gx0GLdfTk6e/rf62q+L71lfjwOmdCGWXoB1PGtLYmPxWtCNGqKzppqQrj7LGBW0bKvxm53A+emPPcWgmk6RURERr3erGbHkKETNbxazPjpQ8E0gl3D2BNiR2cPRx08IX8/Sqp97pYFbNp9gDsuemtN2//NkxtY17GfL7z7FQMe683k+PJvnuEL7z6ppn1U48wrHuZAX5Y1l72/5HrnTZ/D6h1drPr2XxQVpuw/s+/sLX2WP9iGX3zc/l//+PGCxzbvPsBvd/ZX7o/HFq87kaYlX5gylkzJeUWFJw+ZMA7oH4YwVFdaox4cxd3lczkviLPMhBR5tbRrjzh4PF0dQW+UWl5fuSvdQ2lccU+IhN+LctOgVsOB9R2VT4laSj0nty41OwYEU3QmfXfShgt1dPXS2R0fjlF5LNv2DuylFNfW2sK41pbUnhCtKVOqtsRqQpQafjKcdElGRESkDjQcQ4ZSNN1cV0+Gy+5aMqhtxE+2cznn94s2cd9zWwuWd3T1MnPRJqZeej8PLAmq8z+/eS+v+O+7+OPzW7nr2S0s2rCHKRffySPLt4exla8dAEFi47Vfu4en1u3iX3+5iP+9f3nievPXdvDrJzfwpdufLrvNShr0mWyOL8x4iuc2BV3lH1yyje/eXfgeRleJyzW6o+kDd3T1FAxViDcu95RLQgxDQ/S6R/8/e+cdHkd19f/vnS1araolW91ylXu3LNuAsYwrLZhiekkgEAgQIAFCC72FQCA/wpu8JuQNkBBwCCQUg20Mwti4gnHvVXJVsXrbMr8/Zu7MnZk7s6tqyb6f5/Hj3Zk7996ZnV3NOfec79mHt1bqFQJe/2Zvi46nTq4XFu3QjOxgWI4qHaOu2WiMtXe4d0iWUdMY0PL8g2EZR5mUkpz46H5n2zKtOK+yjttg0t5oKYFg5xmA6Uk+w3teJER5bZOtQdtSZFlGhYP4ZUtorcPopRYKkAKR06e8Ln51DHrfmyMem0NhHKtuQnxMy9f+j3BSpVjcEoFHIrbOIzsnBCEEknRyIyHE05BAIBAIBJ2AEgnRmes5glMZutL+nMkBEakkIGsc16oPzWv3V+CBDzbizn+ux81vrcNbK/drbcY9tQS/UHPttx1RcvI3HVJW4D/daBSpW6iK1l3w6nKMfmKxYV9lfTMOVzZoVQp++uZa5D/9BWqagpi/TDeQ+z7wKZZsPWY4ljrvzMZRMBS2rOI1NOtGoSwrzhBzmyNVjfjPD4dxzV8UnYWf/G0t/lS0BzwilchLUA2LY1VNlqgBSnWT81N+e64+2/HB92bteGfW7FM0HSrqmjV9gt8t2oGrXrdWaTDDpoUAACfjoE0cq27CyMf1+yssy5o2yts3FSAzPrrf2bYYyLRU5fJdZVix21kc0gleOkZnwYuECMvA/jJ+CkX/Xoroa7RphbIcuTpItLTWCRFtdQmWqCIhONtp2kMCx9lwqLIBfm/7REKyKWIuicDtkmx/9+3SWNgyoydLE0I4IQQCgUAg6AREJISgPbGreT/puaU4XNmAua+tMKwOU1ij4NCJBjy3cBvm/XklFqwr0bbvLq1FKCxjwbpiw7HU8KIP0/UmI4Y+1G47Uo3apiAq6ppxpKoBm0qqMObJJTjj+S8x7cUiHK9uNIjQfbb5qKGfJz/ZguM1jahtCqK0pklbqWsKhtEUlFFyoh6bD1Vh4MOf4cP1RuP6UGUDBjy0EH9fdQA3/m0tBjy0EP0eXIi+D3yKBWuLtX4A4ER9AOWMen9lvdUopSHWVfUBhMIynv5kK/o+8Cn6PqBImSXGKiKIR6oaDEYt+/lUd1A6RmfB3mo08sMJszhgR4d7B8MyKtUxe/i9cEVpsfI+72ihq9rvrSvG/nK+0R4NnZmOETRFsfAiIQBg1/Ea7nYqbGlO67BDhjUqprXYVRGJREwrdJgiRQZ43BJXmJLij9GdDX++drz2ur00ofKYajNKOoZ9JITdR8WmYwgnhEAgEAgEpzBCmLLtEELmEEJ2EEJ2E0Ie4OyPIYS8p+5fTQjpy+x7UN2+gxAyO9o+uyp2IeCV9QG8vGQnfiiuxD9WH0BNYwDBUFiLCGBX9n/65jr87zJrmH5dUwgPfrDRkv7wzuqDaAqGtIiHepMRIxFoKRuAEkUx+bkv8cZyfYyy2mYUPOtckb24ogEFzyzFnFeWYcIzX6BeNWSagmE8vboRZ/32K1zw6nIA1mgMWkHhkf9sxldMmTwAeHPlfgDGFeDxT3+hvR7z5BJ8vOGwlqYBACv3lqO0pgmjn1yMP3yx0yD0V1xRr5XlO1hRjzvViBEABuX/qgiREKwTwi58ujvT0eHe4bCsrQT7PC5E+zNb3oZIiHifp9XHsnRmOoY5kqje5CCgTsayGt0xl5ag68C4JOXC9k7x45Kx2bh4bLbjeMrvTfukdnRqJEQEo9xOE4Li9+iREHnpusPA006LEB7mBndLRNWEsEnHsIuEkE5+ic42CVMKBAKBQCCIDiUdQzghWgshxAXgNQAzAZQAWEsI+UiWZbbE900ATsiyPJAQciWA3wK4ghAyDEqFruEAsgB8QQihCoiR+uySOIXw/0stbbh4yzG8+uVuAEB+nx6I9bo0Ix1QogZ4mKMLKNuP1mDkY4s1DYN6U6j131cd1PL0Wf7zw2GHM7Gn5IQyv2cXbgOgGFHFNcbzLq9r1rQoAL2sIw+3S8JHGw5j9zH+Si8A3PnP9egZ79Xe3//+RozunQwAeHetMTJkygtfaa9pqgqFdfZE0oSoaghAIoqx3hZ9ga5KR6+0BsMymtRQeJ9HgsvGQEyN8xocD5+YHFgtwe9xgZC2G3CtjYSYOqgXvt5ZGrkhgznixlw1IcbtQg2Chige1ilGbWi3i+D3V4zBX5fvs/2tAJRICPNvRGtprWvO52n539xI30FFE8J+fyyTdpGdHAuXRBAKy5YSqU4k+z2WtCYKG4nidhG4XQRNNlEtkq0mhH5Nu12JToFAIBAIBNFBhfq8LlEdow0UANgty/JeACCEvAvgIgCsw+AiAI+rr98H8Eei5AhcBOBdWZabAOxTS4cXqO0i9dmhbD5UhX+sPhC5oYlNhyojttnBGNvrDvBr2LcUVkSxvfqMxM5jSlRBE6fswQ/FlbjujTXa++UO+fkbiis1fQs7rpvUB2+vMn4eG1RNBDv1ewD49/f2zo8Tjc4P+RtLquD3uiPqT3RXOtqvEgrLaAxGjoRoTWi+HZJE4Pe42lyRprWipK05l0jaI7RPth2bdkAjIWhqRCSbWpYVZ5zPwy8T2SJaGQoR04qKVGFZxpCMBNQ1B7nVPdwuybFkaCwTfRHjlpCWEIMjVY2WEqlOXDMxF699xdepYSMqFGFKCY3qZzY6J8lQNce+OkY3L9EpEAgEAoEgMnQFyiOEKdtCNgB2KboEwES7NrIsBwkhVQBS1e2rTMfSWOJIfQIACCG3ALgFANLT01FUVAQAqK2t1V63hg2lQXy2uX0U5FtCgkdGTaDj78ekGBIxHcGOiRkuXD88BrcvVXLujzNh4q2FRhwAgEcylnOM9wDBSuvqOIGyqmuXQ+9ErBtoiOBbaAiEkOjtOr8N9Hzbi7Latn9uThwsKUF9uXL91q76Fo0N9eCtnYcC+jyGpUrYWt56w/jYkcNwoe2pBk2t1Eyoqmi5GGZtfaPlnmcJBxQNma079fSpxkZdV6auRklTqq2pQVFREfYc5K/Us5RX1cInAc41HiJTU10duRGHjeu/i6rd8FQJF/T34rdrGxEMyWhuqEO6j6CY03bPrh0oLbX/7OtrFKclAfD1119r911jXa3tMWaOlFgjyijFB/WUsH1796K5MYBy9QLX1Rojshob+NFuxQcPorlM+Y6sXLkSPWM7P0pTOCEEAoFAIOhg6GqXEKbsvsiyPB/AfADIz8+XCwsLAQBFRUWgr1tDIYC75rXuWCqOGC2PXTgMT3ysBHkMTXVjzdH2ydd2YsFtU/Dbz7fjy+3HIzdmmDksHa9fn6+IGi5dCAC2K6rpiTE4Vh2doTt7eIYmhPnlvdMMKRW+GC/GjRiCf243amE8fP5QPP3pthbNn9KvVyK2HolsQCXHx6K6ovUCh+1JanxMmx0HHheJqpxne5CekYWMRB+wYydmTpuKRV9+DcB4LZ+7ZCT+b8U+HKtXDMFHLpmAq19f3eoxe+dkY0fNcVQ38428aAmrLp+fnNkX/7dif/TjZ2di9VH76BsesuRGnIfYhvknJcTjaH0NktIygX2KEez3+1DeqJxjSo9koLICiYkJKCw8CyWrDgBbNzuOWdogIy8tHpXHozfAuXNLSgSqIkd/mZk8qQBY8XXEdum9eqIgfwCwdiVkAImJiUhPjgWOWZ2SI4cPw7Ftx4GjepoZe7/nZKZhQ+kRuCSCwsJCJHxXhOP1deiRnIh91dGdw9C8gcAu/m/OkLw8YIf6Oz44D1vrDqkCuw3aZ0SJj/PjWL1VTLZf3z7omxoHbN6AiRMnoXeKP6p5tSfiaUggEAgEgg6GRkK0ZzjwacghAL2Z9znqNm4bQogbQBKAcodjo+mz21HQLwVv3ViAh88bit9eOhKf3z0F//eTCbhhcl98c/80LP/1NMR5WrbyHs29OyWvp+H9zGHpGJyRgL/+eIKlbWaSz7EvqsvAhj2ve2QmzuvnweMXDjO0veOcPMN7cwTyiOxE/P7y0QCUHG1KnKmUHiEESWq1C7bM3lUFudz5mc+XR26UD/exHAG9qwp6c1p2PKwmRjRCmT3jYyzb+qTGca9bR/DPNQexsaQSbrVcIe9WnTsmWwvNv25SH6TEea2NWoBTOH40XDI2G4ToVVRaqhfEaz8sM9HxmKZgyPF+dKkih4cZrRi2KoWmaaCee7QiqvQ71RacqlFEe9xd0/Pwo9FZ3HZuiRg+U0LsM0C8LsnyG0PvLZdEtMUGqsfgVtNYWpKOEeOgZeFhRE9cEkGiz63p53hMgihpCfzfWUII1GmJ6hgCgUAgEJyqaJEQwgnRFtYCyCOE9COEeKEITX5kavMRgBvU15cB+FJW6gN+BOBKtXpGPwB5ANZE2WeX5Yp8vpF6dUEuzh7UCzef3R9XTMjFkIxETBucBkki6J3iR04PP7wOt+ILl41Cfp8eGJKRoG27bHyOpd2d5wzUXp89qBfevmki3rl5Is4flQkAtkJshADPXjzSsO316/O1109eNBwPnTfUclx8jBuXD/ZicIbR2Lp2Yi5euGwULlDH5T14zx2Tjd9dNgq3T9Pn7PcaDX+J6CU3PW5Jc1jExbgxoW8PAMDDzLzumalom/IcCJTeKbG2+1hivdY+oo2cchq/NfRSKyKk+AhGZic5tv2fa8bhzIGplu1etXQgAAxkSgq2FTvDd9muUq0SAi/rze0i2nxYQ9GJ0TlJtka7SyJtM94YYUBC7L8rdvCcggX9UgDo5UPNBEIyeqf4NYecGXpdipmIHNYQp9eebop2yont4IRorcuHnf9ZeT1tnZ8et2QYg8De0eRxSZb5UAFMj4ton6XL5KwxOwic8DloWbBik26JIJGp1EIdHoDiFJ41PJ3fB8FJ14QQT0MCgUAgEHQgn2w8jCo1/FU4IVqPLMtBAHcAWARgG4AFsixvIYQ8SQj5kdrsDQCpqvDkLwE8oB67BcACKIKTnwO4XZblkF2fnXlebeG3l43CDZP7GLaN7p2Mi8bwV/tY7FTTAeDy/N54/7Yz8J/bz9SMHZ7x5/fqxs6ILMUxcMaAnpg9PMN2jKfnjsD2p+agcHAvvHb1OM1gykjUjYPrJ/dFgkMJRLf6MJ+Z5MMnd54FQgguz++tOS7mmkoHFg5SHDDz8nujB7MCbjbkXEwkhFsiWPiLKVh099kAgL9cPwFL7jlbc7AA+gpvSpzXsJ0lJc4aJcDD7BABgJgonAvXTerjuGraGmhkQ31AjmisnzMkjVtNwOuWNAG9oRFW6KOB3n8+m9/QQEjWDEHerU2jJJT9JKpr65IIvrq3EJP6p3D3BdtovVEj1yNJtqUU7eAJLtK/L6nxXvzhyjHc4yRCbEPvJaJUWig+wUZC6GhOCKK3j4bUNkadsGO2FHaOHgdBSQ9TslIZj9g6WTxuyXLu9PPwSJJ2n9HrRf0CrIMgEk7PCuy94pYkJMbqv8Oso2P28Axb541E9MgPUR1DIBAIBIJTgP8p2o0th6vx2tXjsP7gCdzxznptNTHWI/7stgVZlhcCWGja9ijzuhEAV2FBluVnADwTTZ/dCfND9axh6VGFirOPuJfn52DBOmt+uc/jwnOXjMQvF2xAWkIM/nP7mWgMhHDlfEXjc0CvOADAmN7JWlQAAITCSuQPb3X3svE52gP7+aMyMaFfD9Q3hTRD+idn9o049yw1QuFnZ/fHCGalPis5FkX3FiI3xY8/f60oyy//9TRkJvGjEczXiRCiOQM8LglJfg+S/Iqjgb5uVMUpbysciDjVCdMUDOOVK8bgU07Jx2hD0XnRDNGkwIzITsQnG1tXAtUOajQ2hiKL6bptIgK8LklzFvXwt30lvIffg7LaZsQ4VKSg95X5c3Wpofb0fpRIdFEmbpekpSiYkQjBjKFp+OcannRhdNBZuiTi6BTkwbs3qAFK4FQVwX4fPdfmoK4ZQQwGr/G4aJ0QOT3arjdAWh0LoeNxEdh97IqDgh3P/vw8LmIJzaCfBxtxY77MLYmEcLq0hkgIF9F+hwDjZ8s6Gix9EH1+snBCCAQCgUDQ/Xnh8x0AgNeu1kudbT6slMzirXYKBG0hp4fRwI7WMKCLcndNz8M9MwdhYr9UfLzxMC42RRHMHZON5mAYl47P0Yyxr+4tRHMwjEHp8Xj7pgKcMaCn4eF3YC8ljePMgVbNBLPxlJbgA9Ssj5UPnmOIiKDMHJaOb3aVau+zk2Ox8fFZBt0GSt+ecYb3PAPorul5+Gyz1WHgkgjSE33oGR+D31wwzLIfUBwz+58/HwAQDCnX4L7ZQ7iGKtACJwQvEoK5Vsl+j0FQcGR2EjYdqkKsN7pH+Svye+OqibmY+9qKiG17JujRG3bnRXFJhBsJASirwoB9ekC0eF0S4mPcihPCwTHDu4Z0jub/o4lKo0Y3b0yXBDx50Qis3luBvWVW4b9IEBDN0HS7SMsjITjRL/SzIoTY/g5IxH4sF7GmqfDSMezesyz91VRMf0kRhDT/RrUKh8tT0C8Fa/ZVcPexBrvHZY1goLhN+4jVz2Dox+wUSVYdbR6XpEU86OkrRm2IaHCKTjBHQoSYtqzuhEsC7CrAsveISMcQCAQCgeAUg+Yo02cE4YQQtDc/ObMf/ve68Vr49ZDMhAhHKPRPUh4Bh6lpFJeOz8HfflKAi8YYnRCSRHBlQa7BGO3XMw6DMxJACMGUvF4WY2RkThJWPzQd8zg6Ek5RGplJsdz9r1+fj+1PnWvYlujzOPb1/CUjLQ4Vyj0zB2HxPVMBAH++dpwmMOn3uuDzuLDukRmYMyLDtm+K2yVh8T1TMXOYknf9/q2Tce0kXYzxX7dOjuiEoKfAi4SghrLXJWHWMGNuN00F8EepB9ErIQZjeidbtp/FOIpo2gQbuWB2QvzmgmEGQU5CCNfQaQqFNUOqrb97ibFubR5OTgifTVpKWL1WWiSERKKKMqH3Nc9h4SJK1IDdPRYN1Dj1uCTNWHZyjkwb3Et7zYvkYI+1M7aJQySEJFlX69l31Iimf8+chBsH9NJ1QLJNTojzR2Vqjjwn7p2lR1c5uWjump6n6cGYYY9zTMewnLd9FIGHEaac0LcHNj8xWxM69TBaKOb0FXcLIiGCDpVl2M/PJRFN+BpQ0kookoO6psSkmwhhSoFAIBAITiFo2DaL3UqdQNBaXBLB7OEZ+NHoLCz91VRMG5wW1XFj09wourdQ029ob9ITfW2uINAWrizIxctX8PPiWeaMyMRbNxbgznMGYv51+RHbO5HfNwX3zR6ivZ/QN8WQr82DOhG4mhBM3n9pjbFkZlC1/P1eV1TXma14wXL3jDy8eWMBiu4t1LZRYzPdb82Lz0724e4ZxmokPCOmuiGglVPl6ReYcTK+E2M9jBPCvi+7qA3qsHHRFWrTiv9vLx2J/D49LMfp6RvW60udBp5W6PzMGZ6B++cM1ixkl2QfucDyNCPmymtPz8k5HYPYGsMuRjeDMig9wbDf3J6LurmfGpWUlmDURYm2StSs4Rk4Z4jye+aYnsCk2vD2UTwOESd+r9t4TYk1nYKiVNKgr5UoHXqsko5hjoSg40d/r0weYBV7pZiFKVknBPv5ScQ+iUUiukM4bBMt0dEIJ4RAIBAIBB1AVUMAAdMSoT/K0GmBoKUQQgyrj9FgTl04XSGE4FezBiM3tR1y101P/ZEiIajx7XNIx5Aho6y22bCPGtbROjZTOWU0AcVomTqol+FekCTg6/sK8ejkWEuUg8claca8eS4AkJ6ojLOvrA5NQcURy6YOUNFLc7qLk2Ga6PNoq8tOIpzrD1ba7gNg0IRgDTmfx8U16qlBxzNwqTHb0qoWAPDn68YrTjr1vUey1ypg8ZhWwC37tXQMewNaIvZzlohuQGcl+fD2TQV4cZ5eSSNaTQi69b2fTcKCn022GN/ROKUAxaliTmng4ZKI5Z7U56jPm1dak5Lgc0etCaEY97rTgf3fw2ihmOccrSbEXdPzHIV5DekYLoIfMzo6btM9Yue8YR0UIhJCIBAIBIJTiMp6qxMiTkRCCASnNOZn/kQHYwLQV+f9HNFa6qCQZU4kRJhGQkTn2Ey1iYTgGaQSIeiTGoc4j1V00u2SLMfQdIfXr8/Hil+fgwG94nD3jDwtEoItN0jLvuaZynY66QskMZEQvNKF+547D7OGpeOeGYMs+wznJdH/rSv6rLFG0zrY9A1rX5HTJyKhh+nbaxWwGFe5rfsNmhAOjga7sZQSnTSFQEm1iovhix7SvnjQzWkJPhT0S7FEXtilzZjxuvWqIU6XxyUZ7+OCvkw1E8KKRkq21yXRZ4yEcMhkAKDfS1oFDMYpRT8HGdbvTjSwZT55sN24JQnDs5K0EsIGYUqHCBvFUXXyItUA4YQQCAQCgaBDUCIhjA8hIh1DIDi1MadGJEaIhKAGRazX+kjOrhg/eN4QQwoBzRn3e122a8SszkRPm0gIu8oPFLMTQqkwYByRClP6vS64XRKW/qoQd88YxI2EoF2b+3Uyhy4em60ZsrxICEII5l+fj7tMaSK8dgAsIflmw5zu14QsOcYa3dcSsUHLfKAbrto1dViUZo15njFNHSJOq/iE6GP1MqVJKKka9iV5zc4E+2gL57SNqCMh3BJcmlPEvp1L0itb3DU9zxAZIBGi6d44pb0k+DymSAh7TQjaAtCdH/QcPYyTTgsQUvvxODgWWNxMBAgPNuqDtqPXlP1eScT+eyURojlSRIlOgUAgEAhOISrrmy0PEiIdQ3C6svAXU1DVEIjcsJtjfuh3SQR/mxOHz8pS8N46azlHauA6leiUAVw0JhvTh6ZjxGOLAEBzcDqlMRQO7oV7Zg7CO6sPYqBNqg7PzmJ/t8yVL7ycSAiagmGugsHThKBGoNnucVqVnTs2G//+XikhyzpN3rghv0WVN+gIZgNeSc/Q39NTNhuYLPRza0nZRct81EM9EYxOikdiIyE4TgJGCNFO+0Ai0CL0EnxuQ4SNko5BtHbWY52dCxTLd8B0XLSaEIZICKd0DELQoGowJfjchpYESoTO+oOVSIr12DpO/F6XYR8vpSXOq5SHTfC5tX3myitul+7IMZe+jDYSwh1BI4TtRktTUq9pE6MP4SJO6RiMJoSojiEQCAQCwalDdWMQi7Yc1d573dE9aAoEpyLDshIdxdZOFWwf+jnffVbg0euWcN/swfj0F2dpfejpGKqwItN5X1W/IobjvLhrutLvocoGDEpPwOM/Gq6Nb/4NYt/Rcdgm1kgI6+/Y0xePxEvzRmO0qfrGULVSC1uiUV/wN0VCRPhpNEdsSASYPjQdE/tHf09pkRCctALW6KMlD+mKs1M6hpPYIM9BwY5NX/XrGafNrY+DLomhKoKDWCaBVVCUJdmvpObMG9/b1L9+Prxzpk4O+sk5RVsYjzNeI1+UFV1Yhxfb5YWjswztJAmob1acEImxxqo5EiFI9nsxTRW4tPsbrKSdMJ8Nsd6Tz1w8Ev++7Qz0TvEbUmkA1imlV8egxj3tJlr9ELfknI5hiNoxpQWxIpWSRGydN2yqhtCEEAgEAoHgFIA+PHy84TAWrCvRtovynALBqQ996DfbEGZbNcHnxt0zBmmGitct4fZpAzE8K0kzDjHiJhsAACAASURBVMwrxqwtN//6fLxxQz6SYj0W584l45SykduP1ljmZ7dCbhiHNcjD5tVcYjEq42PcuJRTjvWu6Xn46I4zMSI7Sds2fahSarRPqlEUNS/NWFr29mkDjOOqF5TOJ1I++3WT+mD2cGNZUy0SwnSoRIyh91TjQiu1yEvHMDlTCvqlYNl900xz6Gs5jv1M61TDeXTvZG2M4VmJ+Pq+Qu45sU6NUb2TLPtZ/QSzE+HmKf2Uc5OV1JzNT8zGrVP7G49n9Ax419cs/minr2CJhDA5Y8xirW/eWMDtx2uj4WCutuGSCBqoE8IkMGk+DzsNj7gYtzESAtZoBJ/HhfFqFRVim46hfz+ocd/SEp1O2hXsWMp4ylg0koot7Sk5REIQQjCmdzI++PkZhgoonYlwQggEAoFA0I7QB42vd5YatvujXP0RCATdF2qUmlfILYasaitQQ8Xr0n8fLhyVCUCPcqBmBdtHSpxXM+hfnDcaC342WduXm6Kspl8yNtsyP7OEAc9IMWhCmKpjyLLVqLTD7ZIwKscYHXHNxFz88OhMQyWXV68ai369jE6JwRmJhvf0epoNOzuemjsCT80dYdhGbTezcSlJulMBYCMh7NMxqJFIjb6cHrGW6irU4GVXtXlRAH1T/QYnVZ/UODxtmjtgjDBIS/Bh//PnG/bTPljdB0qPOCpMqsw3PsYNYjJSCZOOwXO8RKsJYT7UvKpvLlt7xoBU3DFtoGHbw+cNhcREBBijG6z91zcHASjaDuZSmyxem8iVOK+xQgpPuJEd1zYdQ5K0zz2k3hv0sGhLdEZK8WE/G9rnQ+cPxeX5OZjLfOddkjUqhZ1/UqwH43J7tCilqT0RTgiBQCAQCNoRu/BH/0n6Qy8QCDoPugp6VUGuYbvZGKCOBTYSgvLCZaOx5uHpmjFCo6XtVv99HpeW+kDH2vbkHDx78UhLW2rA3D5tAGI9LmQnW8P/DZoQplDtsCy3qiwlOzeaDkBJjPVoBhvLL6bn4flLRqptlN9Peg2cRQPVfk2VSeixkdIx6Ck7aUJQqFOEd03o53fx2GyMUVNVeHoIrGAivQrXTupjO6YyZ942mo5h3U/1JMxOpeW/PgfTBvcCHZwt88mbp9LOmh7EYk3HcI6EcBFrNY+LxigpF3qKiY7VOUC0dAxWr0HZZ5wbPb84k15sepLPcs5mTQejk8IuEkLSPuOA6WJH64SwKzeqzYM5qb49le9vz/gYvHDZaKQl6lEibBlOSx8nuTIGIIQpBQKBQCBoV5pNZTkpdiswAoHg1MHrlrDlidkWoUm6UjtvfA7+9V2JZuDQ/1knhNctIS3Bh4q6ZkMfTiHa5hQJu0o8tI/zRmbivtlDuG1Y+4SmPyT63KhuDELirLJHw7MXjzRoQxjmRICgOk5SrAdVDQEk+tz45Uy95OaD5w1FalwMclP9+HpnqaPmAcUSdWBavU7wuVGjnhPPqUGNQd750utC581rQ41Oj1vCQ+cNxeX/u5IbCdGaa8q7F2gfvFV8us+c/5+dHIuCfqn4akcpZMiIUSNyuNUxzHoiURqyZkFGsxNCkoi1YolkNPLNERssLol1QnhQVttk25Z+z9gso81PzEZ8jBtV9QHDcWYHHO903ab0FY+L6JEQ5lSmKD/jiJEQTD/mSiPstTWXnmU5+S4IEQkhEAgEAkG7EQyFLQ8elGjzQQUCQfcmLsZtMRKLKxoAAEMyjWkGIS0dg7NC3oLVymh/X6IpLckaOdRo/cOVY/HYhcMwPCuxVZEQV0/MxdmDenH3ERCE1FXjB88dgpevGI2ppraJPg/unT1YW2V2qpZgBz2GGqZZSYpTRImEsLbXK0XYOyHCUTghlD6U/3mREJKkG7hsL9dOytUiKCzHOAlTcpwQbpNYonGe6r6w3o7bv41jgxDgnzdPYtpxp6xBI1QGM1oE5tuf3mNsdIdd/2wkRFyMyzF1Qxd71bfFcRx2TYEQzOsJkqFfo5NE+5+JhKAOKi1qIurqGMZ2Zm0TiRA8c/EI/OmacZZjWSeEkyZEV4iEaJMTghAyhxCygxCymxDyAGd/DCHkPXX/akJIX9P+XEJILSHk3rbMQyAQCASCroBdFATgHNIrEAhObQ5W1AMABqjaB1o6RtgaCUGxi3zonWKNKIjWMUAdG06/R6yBMlmtPjEoIwE/ObMfV2+grUgECKjXwR/jxsVjc2xX2en21kyBdkmvQVayD4ASpcIXYqTXytoXdc7Qz5EXas+uaNPuedVM2HNlfQRPzx2J/9x+Jvdc+GKZuuFu/ozoe3OKAaDfO2FZbmF1DHX+cI5UMEMN5fd+Ngkf/vwM7nguk3FvrnhhmJeLYK6avpHo85hKdJoiIai2CNuGXjdmDseqG7Xvpt7O+tqsCeFxES06wXypoy3nanYoZiYZv+8uieCaiX1w7shMy7FmJ4R9BZOoptKhtNoJQQhxAXgNwLkAhgG4ihAyzNTsJgAnZFkeCOBlAL817f89gM9aOweBQCAQCLoC9MGOLY9lpi151AKBoHuTraYi9O+pCDJSA4X+z9UK4FgKC342GR/cZjVMow2NN4e5c9swfd03ezCK7i1EdrJuCDlFUbQGQgiunKCUi6TVB+xgDe2WoosJKv9nqed0tLrRINg5c1g64mPcuEyt+MH7HKh9Om98b1xVkIu7pw+ytGGvcXNQOcDHczYR+1KKdjhpNpidAuxceOUYXeoFkZk+eLeHWZBUkvTPwqCXEGHuCT5FDSDZ78XYXOXzNl9js3HvFAnhIgQPnTcUW56YDZ/HKDBpvlV5kRC8eRNCtEgGfVxrhIUWsUGdEJKEGI9xUHpUNN+bsbnJmDY4zbCNpnJRnCKkWGdYtI7Gk0VbNCEKAOyWZXkvABBC3gVwEYCtTJuLADyuvn4fwB8JIUSWZZkQMhfAPgB1bZiDQCAQCAQnlZ++uRbf7CrDjqfPjeCEEBmQAsHpyp+vHY99ZbXweanBp4bzczQhKDwjoqBfSpvmYVb1d2oDKCHkfXsaK1d0RCTElLxelmoPPDQbK8oprHpwOmPI0mgAZd9d0/NwtKoRPxqdhdX7KrRjclP8eP36fH1+DpoQsV4XnrvEKgAKMMa9DDQGlXQBXiREay4nt2KHltPBi4SwaiFQPNRBEZYZJ4R9JIR5PHM6i5N9OywzkZuWYBe5waZ82A0gSYqwZZwq/szutivRybsOZkeK2WHDi/ag15VeG3+My5JapUdNWMc088Kloyy/BfExZg2NyP0Ayn1lWx2jCzyOtMUJkQ2gmHlfAmCiXRtZloOEkCoAqYSQRgC/BjATgGMqBiHkFgC3AEB6ejqKiooAALW1tdrr7oSYd+fRHecMiHl3Nt1x3t1xzsCpO+8vtim+9K+++gplDXw9CABwN1V1y/MXCARtJyXOi5S4FJSronlaJIS6n6cJ0dLFytwUP66f7FxVga6iOvUdycnQ3lFd0UZxAIyhaP9TayAjyceMo/xPDdC0RB/e+PEEY7/gr7SbMYfq82CPagooTgi7SAgKb4WeBzcdg4kaMO93ioSgToGwLOvpOg5CnbQL9l5imw/PSrKd999unMDdbkmxMBn37NXklei068t8HnqpV+sczOkWZn0nXrQHTbGg93Cc1w2fJRLC6ARrKffOHoQBaXF4+MPNAKJ3AkqSqI7B43EAL8uyXBvph0eW5fkA5gNAfn6+XFhYCAAoKioCfd2dEPPuPLrjnAEx786mO867O84ZOIXn/fmnAIAR+WegqqEZWLYMXrdkiIp4ad5onDsyA36vKEolEJzOmA2IlkZCOLHs/mkR20jaqrd9m0jP5k5VOlpDS7rrk6pEZdQ0BSO0tKL7L6wWqHEl3zihWcMz8NKSnYZt5soJkcZtUv8e8DUhnI//582TcKy60fGY//vxBG2l3ewUAFhNCGv/uoPCJvLA1M48B2JacX+NI5iozcPmZM06CHQo/V6TmX38tBBtXpw5UrxM6okZc6SDY3UMU0RRQNWDivW6LBUruBOzgXd5/F43rpnYR3NC+Oz6V0lLiMHxmibIsr2zoSWOv46iLcEYhwD0Zt7nqNu4bQghbgBJAMqhREy8QAjZD+BuAA8RQu5ow1wEAoFAIDipHKyoR6Va4mtAr3jDvkvH5wgHhEAg0AwmXZhS+Z/rhOgAQ2GYWp3DnLfO0tnyNS0xiKiwZytHAsA3xF2cVW7K4IwE3DU9z7AtikAI3ekhA+mJSkTG6BxrlIBhhZ1zKSYPSMXcsdmmvo0Npw1J085LIkTToKDYlegEdAeADP3+5KZ72KRMKJoWChmJPsTH2P+tszOK2e2XjdeFSXnfgUiRKsRwPc3pGPb3Ghs3EA7LlmgXdo50H3XMNKqRLjFuiavvEj2Rvwu8Mq8sPy8cAACIj3E7VMdo8cTanbY8Ea0FkEcI6QfF2XAlgKtNbT4CcAOAlQAuA/ClrKh3TaENCCGPA6iVZfmPbZiLQCAQCAQnhUSfG9WNQZScqEes+nDQv1ccth2pPskzEwgEXQ3NYFLtG6dIiPaOOACAl68Ygw0llZpRzJ1jJ1soLRnO7ZIwMjsJI7ITIze2GYe/Cs4ug/P26//LcnTpGKy9P6l/Kj6+4yzuvFuTjsGDTokAaFI1KPQxaBtedQyaZiFbSmMa2/HTHohNex527eg9N6l/Cl6cN1pvz4ngMDsWzF06TcXrsjfg2dMLy7IlHYPtlhbCoikqjQFlg8/jsn6XieE/R6K5jLERnBA/PrMfZo/IQGZSLPaW1nLbdOt0DFXj4Q4AiwC4APxVluUthJAnAayTZfkjAG8AeJsQshtABRRHhUAgEAgEpwxJfg+qG4MorWnSVL9zelhL6AkEAoFtOgZPrK8DDIW4GDfOGNDTsU1nGygtHe/jO89q1TjaMBxDnP1YePOhq+SSGqbf0nQMABjJiYIAFMHC9rjktEoTIdBEGvU56CkXZqiuQViWdccCZz6WCASJbidRz5/YBAm4bOYnEX1u5m0Uc3lUp/uJ5+zT5sZGOshWhw3rFKT76LWjkRCxHvt0jGgifswtesbHWNo4RTFRaFnPUzUSArIsLwSw0LTtUeZ1I4B5Efp4vC1zEAgEAoHgZEIfOEprm7SSXjk9/CdzSgKBoIti1iW4cHQW/vvDYa4ToiMiIaKhsxdJO2s86kiIpjKC5ViqAUAIQpCjilhg0zGc25E2RUBQaBcEBIPSE/DmjQW44a9rAOjnJ3MGYvUinKJgzDKHmlFNonck2TnW9IgHcxqJ8j/7mbFT3P3MuZZqG05fG4/Lfid7XCgsc0p06q+pE8JlSsfgRUIQ0/9OsNd//W9mcp0mLUn3sHN8dHdNCIFAIBAITnuoIFVZTTNO1DUjxi0hO9k+1FkgEJy+eNTw7RvP7AcAeHHeaHz3yAyuw6Gz0yIorVXxby2dFXmhOwU4kRCStZ3hWPX/aybl4or83rhNzbt3IlrHQnudv6x7IQAAUwf1wnWT+iAryafNnx8JwVTHcHJCmBxo1KHQkkgI+3QM/vycIiEIAbfcp2M6hlMkBKsJwUvHYDoO2WhC+DyS5RqeNVCJPMrkPBf0TTUuWLDXp0ec1xLRYp5HJOxadut0DIFAIBAIBNCqYJTWNkEiSim+qYPS8MuZg1BZH0DJifqTPEOBQNBVkCSC/c+fr733uCSkckKugY5Jx4iGUzcSQiGSJgQ3HUPdFOtx4bELh7frvCTSTukY6pmxNvBTc0fgqbkj8OX2YwD4mhC6oe9cRcNs/LLOgGgdV/bpAVZnA8CfT6QIEycj3dEJwewKy7JlLmyvdB91HjYw6Rhmbp82EBePy+Y6eB44dygOVTbgqU+2Amh/x6PdtegK6RgiEkIgEAgEghYQCst47avdmvAkLb1WVtOE4zVN6BkfA5dE8IvpeXj0wmGYf33+yZyuQCDopkhd/Cl9ZDZf4yBaqIZO50VC2BvYhhKdTsdGGOPKCXrhwLZGB7QUel48h4CTJgRbBdOlnae1oblXidGEiPZetTOy9eoddttlyzY7nPZ6HCbKHhcKwxIJITlEQvRVS8f2TLA6FCWJIKeHn/u5xLglTB2ka7S093ehK0dCdPGfN4FAIBAIuhabD1Xhd4t24Nw/fANAj4Soaw7icGUDspOFKKVAIGg7JysSIho2PT4L7982uU19pMR5AXRiJIQ6jlM0gN2EotV3eP7SUdrraNMx2OHaIg3Rr6diCF84Osuyz0kTQmIMfV41Cr0dDPton1ILIiFs0zFsLjAvQiLSSE4GtpPOiqEEpyxr5XP5+43bHrtwON66sQCD0hO0NvTz0OZtOzQThdPOlrnbRgOjK/y0iHQMgUAgEAhaQGlNk+E9dUIcKFfSLqbk9er0OQkEglOPztaEaIk4YoLP0+bxevi9OFBej7qmYJv7igYnQzmSMOX1k/ti59Ea3Dq1f7vPq71WpbOSY7Hj6Tl8kVMHJwodPcSU6OS3s0vHIFGH99u1k2wiISROBEckwdZoLmd2PMGhWrPmg/46FLZWQGH30xKtdH6xXhfOHqT/7V/z8HTEec0VSniTNV6T9nY8xnM0JQARCSEQCAQCQZeFpl00BI0PImW1uhMiEAqjOWRcLon3Cf9+e0MISSGELCGE7FL/72HT7ga1zS5CyA3M9vGEkE2EkN2EkP9H1NhkQsjjhJBDhJAf1H/nddY5CQSR6AoK9h3J8KzETh0v2kiIG87oa9kfH+PGK1eORbLf2+LxItGeBmGM28W9b+w0FwBjqoYWCcHEZIzunay2449JHPbZjWXGZTM/zZ9i0IRwHizS9fzil2fjoYnWiEVzJIRVmFJ/TR0Udo7CtASftUwqL03GNG57Owd4wpYdMU5rEE4IgUAgEAg4fLrpCH63aAf+vbPZsJ11Qlz6p28tx52d19OyTdBmHgCwVJblPABL1fcGCCEpAB4DMBFAAYDHGGfFnwDcDCBP/TeHOfRlWZbHqP8MZccFgpNNst+DRy8YdrKn0SH85oJh+OPVYzEul+tTbHfcjqH4yv8PnzdUSxPpLCSi62P0jO+YsZ0cMC4mTIK3Ev/uzZOw7pEZFk0NXQiTtNlh5nJFioRgq2O0aSgMTEtAnMc+5QZQIh2i0YRoyWlzq64QYnRCtHP0k30kRLsO0yrEco1AIDiteGP5Pswcmo5cU1kkgcBMbaMSItxsygstq9WdEhtLqgAAfq8L9c0h5Pfpgfy+KZ02x9OIiwAUqq/fBFAE4NemNrMBLJFluQIACCFLAMwhhBQBSJRleZW6/S0AcwF81uGzFgjayA+PzjrZU+gwfB4XLhhl1S/oKH4+bSCqGgK4dlIfyz6JI4DYWRBCMG1wGm4c4cX9c4Z0yBi8tAZ9H7R9vHSMWK8LsV6XZR2f9kUIoznRSlULTRDTpjoGr0SnHa1d5WcjFUKcSAhzpAQAuFsg4mA3K3a67Z2CZRcJ0RWirIQTQiAQnDZU1DXjqU+24h+rDuDLewtP9nQEXZj5y/bgd4t2AABcBCiuqMeUF77COzdPtGhCKG2UP+h2IlCCNpMuy/IR9fVRAOmcNtkAipn3Jeq2bPW1eTvlDkLI9QDWAfiVLMsneBMghNwC4BYASE9PR1FREQCgtrZWe92dEPPuPLrLnOvqFF2bdevW4ViC1G3mbcZp3nNSgTXfLrdsLylWnMu79uxBkVxs2d8adu7YCQA4cvgwiorKbdutW7sGJXESxiU3YdWKb6Lq23x+kT6nHRVKCcnKykpL2/1Vyr7qmhrs3Lndtt22I4pjnl7fmmbFEM/yBbBm9WoAQFNTM3cuVIPBbp5by0OGvrV5H1bGrKyq1rbt3LlDe83rr7gm7LifjkPdArQN63QIBsOorqkxHLNu3VociVecDseONwIAtm3dgriKHYgGer1YNm3cgNI43ZGx4ptvEOPmP0ckeoEsv/015BHgeZ0AbNzwA5qKreVEOxPhhBAIBKcNjWod55pOEsESdC9CYRnvrj2IS8fl4NmF27XtEgGW7y4DAHz4/SEcrKi3HFvXrNxT0SqEC6wQQr4AkMHZ9TD7RpZlmRDSXsuVfwLwFJSM46cAvATgRl5DWZbnA5gPAPn5+XJhYSEA5QGWvu5OiHl3Ht1lzr9KKsE9723A3JlTkODzdJt5m2nNvFc3bgf27UG/fv1RWDiwbRP4/FMAwKDBg4Ctm5GZlYXCwpG27SZNnIi+PeOim7d6jNbO/N6G+P0VwJqVSEhMQmHhGYZ9x6sb8fjKpZg7YQD69vQDmzYgKSkZhYXG6if1m44AG75HXHw8CgunAABK65fiyvOmoqymGfjmK8TEeLlz+bSgGSUnGjDCpqxrzJ5yYO0qxPrjUFg4Vdtes+EwsHE9EhISgCol8nDokCHA5o22573jaA2wYpnjdVEM+TpDm1BYBharGXmEINYfB9TWasdMLJiAgWlK9Yt/HFwHHDuGkSNHoHA478+WlRN1zcCXSwzbRo8ejQG94oGvvwQATJ16NnwevnNgY2Erf0sWf2rZNG7cWEw4yVGbwgkhEAhOG+qbFScETzlacOqy+3gtBvSKixh++MH3JXj4w82orA8YtruJ7sDyeVzYX1aHrCQfDlc1am20cl3i1mo1sizPsNtHCDlGCMmUZfkIISQTwHFOs0PQUzYAIAdK2sYh9TW7/ZA65jFmjNcBfNLa+QsE3Z2Lx+bg4rE5kRueguiyCG33bz41dwQq65ojN9TGjt55TVP/WkpuipKCesGoTMu+tEQfvntkBnr4vfhkkxJwxkur4M2yf7ILfq8bhDifb7Lf6yjqyUu7MG7Xt0VOx3DcHdVxIVnGzWf3x/3vb9S2sc8QtDpGS6pZ8OZNYNSE6KyKOF1BE0I8LgkEgtOGenW1WoTMd12mv1TEFXtsLV9tP44Zv/8aH204HLHt7uPKigctuUmRJIIG1QnREAihpimIYVnG1Zwfq2rqIhKiw/gIAK12cQOA/3LaLAIwixDSQxWknAVgkZrGUU0ImaRWxbieHq86NCgXA9jcUScgEAi6LtQQNBU7ahXXTeqDO6fnaYb/4PR4x/YtSc//9oFzsOKBc7T310zMxYBecRGPS0v0YftTc7S/VWZS42MgSYTRZmjZPNsqMUDXhszj6noV0QtTRjuXP187HkVMai7rZJBl4PL83ljz8HRmXKNmhDLvlihT8jd3ZIlO26kITQiBQCDoPOqaFEPSIyIhuix7SutAQyTbg82HlPDNncdqIrQESiobAMCy/uMiQIO68nSwXEnFGJWThC+2KYvoL1w6Cj6vC3/7dn+bH8QEtjwPYAEh5CYABwBcDgCEkHwAt8qy/FNZlisIIU8BWKse8yQVqQTwcwB/AxALRZCSilK+QAgZA+Vj3w/gZ51wLgKBoIsxe3gGXv1yN6YPTWu3Pqfk9cJ/bz8To3L4KQiUllREUCIK9PfPXMxJ87DBLsyfxenxiNiIR7L7WotdCVGJ4xSJNFS0c5kzInIaBbuwYIiUUCMhWvLZ8atjGOfbWc8QiV2glPjJn4FAIBB0EnWqFoRTmS5B92H5rjIQApw5sCeWbjuGUFjGLFNuZmNQcR7EuJWHr+ZgGNe9sRq9U/x4cd5orV1VfQDLdpQCAEpMmg+yDC1FY+OhSgDAjKHp+P0SRXRsWFYiDqkOjK6wunAqIstyOYDpnO3rAPyUef9XAH+1aTeCs/269p2pQCDojozITsL+589v935H906O2KYrPZLoVS6sOE2zrefAS7swbo++OkZ7Xk52KNYhQafTksgFXksC47XriGeIFy4bhUSfG7f+/XsAwPmjMjVti5OJcEIIBILTBioe6HWLSIjuyFsr9yPGLeGKCbkAgGvfUNS49z9/Pm56c532mqUpoMTW+jzKZ76hpBKr91Vg9b4KgxPiyU+2aoKlu47XGvoIhGWU1SoVMRoDYWQm+TAsKxGvXDEGx2saMSI7CceqFX2IrvQwKRAIBIKuT2tLSnYENF3VKdqBZyi3NRXRNhKCUzI0kqHenteT7YntVouEaEk2BjcUouMXLy7P7w0AWPHAOfBIBGmJvg4dL1qEE0IgEJyyLFhXjAVri/H+bYoSNBVzEpEQncuhyoaoxEDZ8ljfHTiB8X16aO9rGgN49L9bAABXTMjllslkoaJRTaq+A42EqG7QRSerGgJIivUAALYeqcbZg3qhORjCD8WVhr6CYeCoGukAAMNVPYi5Y/Uqj/QBqSs9TAoEAoGg69OV/mw4RUK0p3inGRfH2QDokQYdoQkRDayDgE29oJoQLUrHsNneWY+k2cmxnTNQlIjlQIFAcMpy//sbse7ACQRCYew+XouXFiu1nIUmROdy5vNfYsIzX0RsV9uol0699E/fYslWrXAB1uyrMLT97oDxPcumkir0f2ghznj+S62qhdct4VBlAzYf0muNj35iMWqbgnjtq93YdqQafVL8SI2PQWPAqEwWCAMHyvUUjRHZiZYx6QNSF3qWFAgEAkE3oCs5r52EFjtymm5O2gU7n5akY7Tn9TSkSjDbteoYLfAg8KpgEJDTNo1TPIkLBIJTghW7y1DTGODuO1HXjLdX7kdZrVJCqjtXx3hr5X78+PM61DYFI7btqtz//gY8/clWy/Zq0+dHUxwAYF+ZIlZJIxfW7DsBAEhPjLH0c+EflwMAjlY3apEQElGcIS9/sdPQ9h+rDuB3ixTnVFpCDFLj9BJiD583FABQ1SSjiomgGMmpc06DOE7XhwmBQCAQtI6u6ITgVsdwcLPzSnq2BF7aBcAXpuzMYFajMCUnEqIlmhBsFQzqhCCnbxqncEIIBIJuzze7SnHNX1bjrnd/MGynKQCltU0oY2p2B0PtH0rYWbyoGsysUdyRNAfDCIVlyLKMigh1z+siOEYagsp1X7CuBH9Zvs+yv6bReHxcjK7kTSMRYlQ9j02qQKRZxMrsyPh4o1KaM2Dzme9gqmbEeCSkxulOjcvG52BQejx2VRprso/gOCEK+qUgIcaNLeKzNgAAIABJREFU2woHcMcRCAQCgYBHVzJC9RKdPE2Ijh/XLhKC3RpRE6I9LyjTFdttayIhWDwS37lxOiGcEAKBoFtzvKYR172xBgDw5fbjeIVZ6farRmx5bTPKapowNjcZQzIS0NwehcBPEtWqoR4IhvHVjuMY99QS1Ddbjf+q+gDeWX0wqtzNcFjW/qCaGfTIZ7jkT9/iH6sPYtxTS/Dh+hItKkEbqyGAaS8WYfhji7C3tJbbDwAU14Tx+rK9tvvN/fq9umzR/nJl3/GaJlz9+iqs3a9EQjQGQli5p1xrt/6gUc+Bnn7Q5jMvOaFoPdwxbSCun9wXqfF6JERirAdet4SGIJAQ48aUvJ7oGR+DtARr9EVKnBebnpht0LEQCAQCgSASXSmCzjkdo+PmaVcdg6dDETkdo/3mZaiOwbzppT4H+L2Ry57y+tLTMbqWJkhnIoQpBQJBt+Z4tVGg8JUvdmHJ1mP49BdTEOd1o7I+gMVbj2L1vgqcOyIDTcGwIcy/qxMKyzhc2YDeKX7D9qZgGM98ug0Vdc0ormjA4AxjuaV7FvyAL7cfx4S+PZCX7lyKqf9DCzG5fyr+ecsk7v4NxZVaTel73tsAQKlC8fCHmzAwLR4n6gOaA6Gsthn9e+nHNgd14/+97c3YU7VNe1/bFMT+sjos3HQEd83Iwz9WHzCMy5a+YiM/vmWcDk2BMK56fRWzr4x7DkEbJ0tJRT0kAtwzcxBcEkFPxgnhkogWTTMiOwl3TBuI8rrmLvXAKBAIBILuTZeKhOBEHlB0h0D7j6unY/CrY4RbkI7R1kodxr6Y18ybF+eNxuKtxzAowvOV3bzc6rMFIUREQggEAkFHsLe01naVvTUEQ2HUNAbQ0BxC3wc+xf9yVta3HK6GLMuah/rvqw4CAAKhMLwuyWAYR0KWZTz9yVZLxQQeG4or8Zv/bI4q+uCD70sw5snFCITCeP+7Euw+XsNt9/CHmzDlha9Q3RhAU1BPC2gOhrXz4P392qmmGdgZ32ZW7i133N/QbExJaAyE8I/VB/HEx1sNKwEek94Gm6JR0WicS8mJelzw6nL8T9EebCypwiGmAoV57ubxAUXDwRzVsmjzUe782b4Gpcfjv7efCQA4XNWIXgkx2oNXarwxyoFW1chM9mFi/1ScNzKT279AIBAIBK2hKxmhPA0GipNx31bD3zYdg7M90uVq30gIvTOPpJvNyX6vVvoy+r7016wmRBf6+DsV4YQQCAQdxqHKBpzz0te49/0Nln3vf1eCe977ocWlnh7/eAtGPr4YF7z6DQDg4w2Hue1Ka5ssYYV1TSF43VKL0jEaA2H8Zfk+XP6/K7VtFXXNCKh9LN12DLe8tQ6yLOPq11fh7VUHuHoN6/ZX4Of/+E4rQ/nLBRtQWR/Af384jHv/tQFPfGwUavzg+xJsO1KNd9cWA1CM8J1H9VSHpmBImwPPQKelKHmpGtHCfjb1pjE2H6rSXrOlNYNhGTuP1WDOK8vwQ3GlQUCz2eQQqazXr1N9c8iiOcH2ax4fAIZlWatU7C+v56ZLsOkYfq8bWUypqp6M42FEVhIuHpuN5y8ZCUAXMe1qpa0EAoFAcGrQlZwQdCo8oUmnacZ6FId9a1MSqX1vHpUnlBkxGrEdLyf7GOlqo6i5ZHBoCE0I4YQQCATtQlWTjIEPLcRHGw5jvxqav/2IUg7xg+8PWdrf+68N+HD9IazZV2GJTGgOhnHDX9dg3f4KNAZCmPPKMnyy8TBCYRn/WlcCANhTWmfpk6XgmaXYftQYXfDsJSMVJ0QwjMr6Zltxx6ZgCMfVlA1accNFCA5XNuC9tYo2wnMLtwMAbnpzHRZvPYaGQEgTPyznCDje8c56LNx0FPvL67D7uO5M+CtHoBFQnBTn/uEbwzXZclg3/D/acBhHqpQ58gx0qh1R26TsC4Vl7DrGj7Yw88H3JVi1t1yrLAEADQHjGHuZ619hEv1cvbcc24/W4NfvbzQ4IUy6k4b5VDcEUNMYNFSnCIaN43tVUcohGQn49oFzMHUQk/fBMGdEhvb6kfOVChesMKXXLWlpFgDg8+iRHLFeF16+YgyuLMhVj1PmkMLMSyAQCASC9qIr2aA0ooEbCeHgoEjye7DwF1Pw0rwxrRpXi3gwLVZInEiIzizRaUihaGOIBXs0dWgQCCeEQCAQtIkdJ0IIhmX84p/rUfhiEQBgD0eksFE1ZodmKqvYV8xfhUGPfGZoU3KiHl/vLMVlf16JvaV12H60Bne8sx73vb/BYBjzoIaqmRlD09GvZxy8bglHqhox5sklOOO5pdxIjN99vgMFzy5FWW2TVm3B65Zw1eur8Ot/bwJgTV9oDIS1kk28KhK00sOuY7WY8fuvte1bVUdNaY2ubdEYsDoVmkNh7FcrRADAWyt1/YSGgG7dH6lqMBj+NB3ixcU7MPPlZRbxRxZZlnHvvzbglws24Mr5qwypFObj7v/3Ru01KwwZCss4rDpHyuuaDXMxF6j4zX+3GOYNABlJPm0bW8WkoTmEFL/iCMhKjkVWcqzBecBywxl9AQBv3JCPn07pD4kY00K8LgkeN7Mi4bC68fTcEeiTKOHMgT1t2wgEAoFA0Fq6khGqORpamI4BKNGJsS0QamSxKw2qC1ayTgjnvtpyNXc+fa6xL04KRWth+6KpHYS0a+BGt6JNTghCyBxCyA5CyG5CyAOc/TGEkPfU/asJIX3V7TMJId8RQjap/5/TlnkIBIKTz9E6o3PgRF0z9hzXDddAKIxnF27DkN98jiVbj6G81igoWVbbpOkYsJEExSd0w5sXUWGmdw9+2HxKnAcAsIVJI6hrDqGBk62woUTRf/jP+kNaRIHXLWllIgFgaEaCIcS/IRDS0gfKa5X5P//Zds1Aj/cp4xftOM6d31FGLJNNU6AEQmEUV9RbtgPGSIjJz32Jgme+0N5/vOEwdhytwWrVabLlcBXeWL5Pe8+eQ3VjEO9/V6K9f/pTXUTSCepIAYBAWJ9nWW0TSk7w50wZpjqjDqlVKjISdScEvZ7hsIyGQEiLxqCOCp9H+RPm97pw61SlNGZWkg8DesVj//PnY/rQdACKABQb9eJ2EXiYSAj2tZmBaQl44ozYFolPCQQCgUAQLV1JmNKJjvSVSBxnAwDQP89GYcqOi4TwuiXcN3sw/nmzVai7zZEQzLxYh0YX8kF1Kq12QhBCXABeA3AugGEAriKEDDM1uwnACVmWBwJ4GcBv1e1lAC6UZXkkgBsAvN3aeQgEgq7B4VqjE2LbkWpDJMSK3WWYr4pI3vzWOhyvMTohZr28DLNeXgYABgfFzqPRpRBQ+vWM427voYbTj++TYti+aL/V4E9QHQY7j9VoTguX6a/EB+sP4e73ftDeL1C1GwAlEqIxEMKfv96Dq15fhZrGADaowpbf7LJWbxiYFo/K+oAWAVHZYI2kCARlFJ+oRw7HydLQHMLjH23BB98rDgTWKfHZ5qOY/coyLQrhjnfW46lPtuKK+UpFCTayZIfpWn+4PrLTx0woJOMg4yyh1TRomoXXLeHft03W9j+spkscqlScMPE+vWhTQE3HaFQFOc8YkAoAmDsmGwDgU0Ujh2Um4oJRimDkr88dYpmTRyJaRAugOB3YhwmvgxNCIBAIBIKOpCtFQlD41THsUzXaii5AadxOOGNGlIRo4+W8fdpATFafN+xKdLYVN/PccbpW3GrLk1cBgN2yLO+VZbkZwLsALjK1uQjAm+rr9wFMJ4QQWZbXy7JM1eS2AIglhFiVxAQCQbehutn4l2NvWR32lNZqYkUf/aB85e0MPprCUN0YMGgmvLRkp6XtbYUDtNd9U/XSlZP7p2qh+GaoEfzgeUYj9b97AthxtAbvrD6obaOpEQvWlWgpA0c5ZT0/2XhEe/3Bej2CoKKuyVAG9OEPN2uvzRUgAKC/6jihzoMTdbrBTEWe9pXXYcfRGgzJsIoxltY24W/f7scvF1gFQCl2FUpYJ8R3B07YHh8tpbVN2HyoClPyjOkLtITomJxkDEzTowqoQGR5nXLN2VQUGglBr8vkAanY8+x5KOinOJLq1O2ZybEYkZ2EDY/NwkWqg4LFJRFUNxjTMQjRy286RUIIBAKBQNCRSF0oFEJPx2iZMGVb4aVdALpzQm6BJkR7GvXtWe6Tpa1RFacC7shNbMkGUMy8LwEw0a6NLMtBQkgVgFQokRCUSwF8L8tyEzgQQm4BcAsApKeno6ioCABQW1urve5OiHl3Ht1xzkD3nXdlQwguQrQV98XrtuNEfRBDUyRsq1AiBwb3kCAD2KnaumdkufHtYWM+xI1/Wop1x6yaCJSfj4lBTI1u8D84FviZmn1wbb8GHN65iXtc3dF9KCpSfrJ+MTYGH+4OoLhGMcBnv6JEYDQf3YWtFSFsOsQXrASAO8fG4M0tTag2BStU1TYg3qN48Zes3wO5XNdsoBU8XETXRfBIQEC1/+U6JTXi62+Wo4dPwtqj+jXxBZTohPlLNqIpGMYZSVXQky0UPl+32zLPM7PcWMFc201MGop23BdfoT6o/2F/Z4Xi8Jme68bSg85VNeI8wO1jfChvCGNjWQgDklx4d0czPlq5FWEZGBpbAyqreevoGOypVMYPNVRh7crlWj9b16+BiwBHypX9vsYKbd/2HbtQ1LQfpfXKhTqwZxe+adqv7d9zRJljYlOZ43dGDgdxuEx3sJSXHUdRUREkKP1WVpQ6Ht9dv5MCgUAgELQE5zKcHYddlAVfEyKSE6L95tVRjpe26kucCrTFCdFmCCHDoaRozLJrI8vyfADzASA/P18uLCwEABQVFYG+7k6IeXceRUVFCKQNRWaSDyOyk072dKKmO17rf60rxuH6jbgivzfG5CbjwQ82YVmJYiBeN3U4HvpQcQy8/tOp+P2SHdh54jCmDe6Fc0dm4tv3Nxr6cnJAAMC0SeMgy8DL3yklM2dNLwS+WAgAmF54Nmoag8A3ipn+0R1n4kd/XAEAuHT6GchVoyYKAfy4rhnjnlpi6PvxldZoB5bs5FjcM28a3tu9FNXNit/0+sl98NbKA6huBqbk9URVQwAbSqqwoVQ/DxnAS/NG48P1h7B8dxnOHtQLj14wTBOonDgiD0sObMP4CZOQm+rHkTUHgR+UazZpeH+sOLwThxtcyE724rI5U/DkqsUAgEV3n43ZryzDxjLjNfv7TRNR0C/FIvhpZnF5D9w0pR9QpDgFimvCOG9kBqYPScfSg8aoitE5SdhQojsyfnzWAPx8th5Vsre0Fu/u+Bru+B4AynBR4QTM36j0e/8V0zH/m71YcmA7zpswGDPO6gcs/hQAcO70QoSWLsTROuUB444fTcatYRnn/uEb9O3fH4VnD1C0QpYtw9hRw1E4Kksb8+ywjPwxxzFtcJrjSpL/2y9APC4ASppIVmYGCgvHwLdsMRrrA8jOzERh4Wjb47vjd1IgEAgEgpbiZHR3ZNoAjQy4d/Ygw3ZdK4LZFmEa7Zne0lGpMnZCnKcTbYlBPQSgN/M+R93GbUMIcQNIAlCuvs8B8CGA62VZ3tOGeQgEBpqDYfz56z3YeSKEm99ahwteXR75IIEjX20/bkhXMHOf6khI8ntwlVraEAAuGJWJUTmKA6h3SixyU/3ISFLC7xN8HsTH8P2gk/qn4NWrxmrv2RSOtIQYrdIEYPyjGOOWkBLnxfkjM/H+rZMxKicZ541UyjWatRR6+D22+hEstIoHAFwzKReSRAwpDOz+zCQfymq4QV2YPjQNSbGK1kReWrxBQbpXgpKN1hxSnAk1jH4BFWGsqGvG4IwExDDVP+hxFFrlYVB6vG2VEJYP1h/C+f/P+P24d9ZgbtUJv9f4WcWZPju3qvRMRTVZgUlJIrh+ch9cMdiL6yb1MRxndh54XJL2uQRN6Rh+k+q2JBFMH5oeMZTVLUla6gagr/TQNAyvW6xICAQCgUBA/3ZfMs6a2tjRwpT7nz8ft5w9wLBd14rQrfVIzpD2DDLoqFOm/Z7GPog2OSHWAsgjhPQjhHgBXAngI1Obj6AITwLAZQC+lGVZJoQkA/gUwAOyLK9owxwEAgtvrzqA5z/bjle+01e1qxsD+PuqA5Yct+1HqzHnlWWorLcKAZ6KFFfUo+8Dn+K7AxWRGzP85G9rtWgGJ8ylKV+cNxrZas7/vbMGAwDSExXDOSzLtk6IKXm9cOHoLPxqpuIR7xnv1falJfhsjyOEwCURvHbNOOT3VXQDXr5iDNY9MsNiqBJC8NRFI2zP5b7Zg/HTs/rh0zvPwohsxdHQM051FjBOiIFp8drrnB5+PHPxSO19f8bJkez3IpFxQvgYJwF1LFDnBjW6b5jcx+DkGJSeYHDI9PB7DHNe/dAM/Of2M5GmPkR88cupSPBZr9WVE3obnEUs/XvFw80pWWl2AMS4je/pMbQKRbxpXL/XjXP7eSI6RzxuXTQypOauNKjXw64kZyTcLqL1AegPUkITQiAQCAQCnR5xXux65lzcPKW/Zd/JcNer6xstE6Zsx5meppqRnUKrn7xkWQ4CuAPAIgDbACyQZXkLIeRJQsiP1GZvAEglhOwG8EsAtIznHQAGAniUEPKD+i+t1WchEDB8vbMUAFDPpLTf/6+NeOQ/m/G7RTuwqaQKPxRXIhAK49Wlu7H9aA2+3M4vm9gS/rH6AD7bdCRyw5PIit2KHMu7a4ojtOTDEyoCdAN1dO9kAMD868bjvtnKinqPOC/2P3++JhiYlqAYyI2BkMGwHZKRgK/uLcRd0/Mwb3wOAGC4avwnxno0wzTW69KqV1CBwv/7yQT89Kx+3LnFuF3oGc/XvU2MVQxliQD7nz/fsO/isdl45IJhkCSiOQVohY0+alrHvPE5mrAiPf9pQ9KQorabNsT4s6ZFQqQbIyGoYd7MOCF8HglPXDTCYHgPzog3rAAQQvDOTxUpHp9HiQIZo34GgOIg+ePV4yznff+cIYaICso1ExXHBE881Fz722tyVNDPp7K+GV6XZHFSRIvHRbQwxYAaCdEQUL7M5miMaHFLBLVN+g8CnTmNHBFOCIFAIBAIFDyqeLMZTbehE+fCi4ToXE0I4YXoKNqkCSHL8kIAC03bHmVeNwKYxznuaQBPt2VsgYBl9/FavLxkJ166fDS2HanG1EG9NGcEAKwvVkTp/qdoD/6nSMn+uWFyHySrK8nsCn5zMIyvdhzH7OEZlnEaAyFIhMDrlvDNrlIk+jwYlJ6A+uagVgFh//PnY84ry5Do82DBrZOx+VAVPC5Jqw5wMqElgYI2lRIiUdMURKLPY9mem+JHU30drlWN2FnDMzBrOL8PukLeEAhpP+4js5Pw8Z1nAQDumannA1KjXZaB1Q9Nx5EqJbolJc6LN27I15wQ0wanYdrglvsx6bnQVAIWNp2gkToh1PvlrRsL8ENxJWYNzzDcO2NyFAcA/WOZnWxMAclK9sHrljAwLUErLwkAXpfyWndCBDWDm3UWDEq33kNnDOyJv1yfj749/ZZ9AJDi91q3xXlx01n9sHT7MRRXKNU63rtlEib2V0pSsUZ5jFtCUzBsiYQwG+703qpuDGrXadl90xDjiWzgT8nrqZUupZUr3BJBKGyMDDHPIVrMny99pvCISAiBQCAQCKLiZNjjEscJYS6ZbqY7+A30KiQndx4nE/HkJTgleHbhNny66QhW7C5DVX0AQzKNxtqxamue/v7yeu1HjS0J+eQnW/Czt7/DhuJKAMrqf3mtcvyIxxbhR39cjsZACNe9sQYXvbYCQx/9HO+u1SMLZFnG9qM1WLNfSXm44NXlmP3KMtsogm92leLbPWWW7Y2BEP7yzV5UN9pXamgpdA6BUNiyr+REPXYdqzFsW7G7DEGmbVlNE2RZxtsr9xt0C2qbgsiM53vOzfRWtRnG9u6hlc0cm5vMbRvrUQxxGTJS42MMAqPTh6ZrERGthaYqUBv1ojGK6OGeZ88zpG/Uq2Ujk1WDPi3Rh1mqkyqWiVRI8utOE8CqQ3F5fm98ftcUJMV6DP1rkRAh3eim/bIGcm6K4mhI9xP87Gw9VHLGsHRD2UuWHnH6Nbp92gD84coxAIDeKX789pJR2r4Y5jzYdAya+mKOQjAb7qzSM9WLyE31I51x5rBcMzFXK7X62IXDLP26JIKgKR0jtg3pGCw0VJM6TsxRHQKBQCAQCIx0VLlKJySOgGOkR82OEpNsT+i1tLMNTgdOanUMwf9n777j5KqrPo5/zsxszaaXDSkkpAEJJUjoEAJIU5qFJgI+goiKDVCwI4KgPnYQQVARReqjBEGprhSBFAgtQBLSe99s352Z3/PHvTN7dzK7O9tmdna/79eLV2bu3HvnzOww986553d+0l1G+Q36lm+poTEWZ0hJIQeXh1nYxkwLO2obkz94Xli2lSsfWMTkkWX8+WWvAWO9/8Pz/15dx1UPvs6kEQOIxr0Ew99ea9mD9SdPvJe8HbwyHiwBf3v9rrSzdFx41zygeTjAzvo4X/rra5yw7yhueMxLrvzt80fx7sZd3FbxPt89bTrDy4p4ZNE6ojHHx/yhCwn/fHMDdU0xZk8byYV3zeM3F3wg2eivqt6LJ+ZXQlQ3RInG4nxv7ts8ssibRvL1751EQzTGpsoGLrjzFT72geb9b61upLKuie888jYvL9/OrRd4pf41DVGKMyz0mDSyjKe+Opu9RgwgEg7xyBeOatH3ICgxrOFw/wp9d0v0aPj8nCmA18Pi+2fM2G3qpMSP4EQ8QemGNSQrIVKSEMUFYSaNbO4h8Z3TpnPwhKHJ+4lKiLrG5qEqBWkSAj+aXcqcOftm8hJbxPy1wGwWQIv+DMHXEUwwJIaDpA7HSG1MmS7OtgR7ZwSfL3E7ErJkxU6d//9iagyZiqQkTBJJp1BKRYSIiIik13z1Pns/nNPNItHucIyeDEi6jZIQ0ickZhC4d56XQBhSWsDnDixia9lkrv2/lg0Vy4oiHLTnEFZsrUl+ka3dUcfaHS0TC397bR2H7jWMF/w+Csu31iQf+91zy1uNJVhV8atnliZv//21dbslIVK/yNdsr+UrFXVAHTv8ZpmL/IqM8+54mZ21TZw5cwzH71POl+9bBMDHDh7Hxsp6HI49Bpfwub+8CsANZ+3HOxt2ceNji7nhrP0ZPbg4WVXxz7c28v1H32buovVsS2kmeeD3vekfEz+OH351bfKxrdUNDPF/uL+8fFtyeU1jjOJw5j8QpwaGFRw4Pn0VBHh/1ye/OpuJw9ufxaIzCsIh/njKAObMmZq8PyTN8IVjp43kycWbksNDgkIh49sf3pcjJ49oXuj/WRO9KK44bkra57/E72OxeP0uoGVPiGQSIpAc6MzYxLaqB4JJiBa3w7snJ0oD+7n06L04cXp5i30FEzeZJCFaiyORzIiEQ8lkWVeHYxTs1iq75f1MZhIRERHpz3JRYJC2J0Q7h+x8qIQQJSGkj0hcrV3hJwqGlBQQqTVOP3DMbkmIt75/Mtc/upiFq3ZQ0xBlv7GDeGvdruTjU0eVsXRzNffNX9NimEXQ8q01jB1Swrqddbs9du4dLydv3xFIVryxtpJb/72MkoIwFx0xgacWb0omTcDrAxD8Yf/uRm9ohHPwhb+8mpz6cGdtE7WNzRUWk7/5OLG4Y1p5Gd/6cHNZe+Lr+ul3NvP0O8+w8uYPJyshAP7w4sq0ry1h4aoduy3bWt2QPBBsq2nkvY1VTBo5gMZovEWPg+6Urg9Ctv3q/IPYUtWwW4VEwqUpXaSPmTaCx9/cyOCSgt0aXqaz+3CM5p4Q6ZpEdkQicTFp5O6JnGDzyGCyoiCy+1CRYBXC1Sfvvdt7Eey7kFol0Z7ga0zEGwlZcthQcnaMTn7GWvu7JagSQkREpG25GY7h/ZurxpQ9JlFVktsockpJCOkToik9DgaXFtC4rfUfQ8MGFFDbGKO2McZVJ+3Nt9e9lXzsYweP4+Z/vtvuc153xgwGlxRwzu0vpX28pCCcLCOfMLyUbTUNyWEbdU2xFkM4AM7+7Uu87V8RH1gUYUtVcx+LxwKzbtxW8X6L5EjiavGSTdV8+o/zk8sXrd7ZYv+/fmYpu+q61l9ia3Vji0PQ429u4NNHeVfzi/rwuPrigjDjh6Vv/JjOz86ZyZUn1mY8pWRRmtkxRg/yqi664wfyvG+ekHYoQ7ACIFhlEEwoJCshAj0h0g1BCYcMMy9pNqCoY8mCdJUI4ZAlP9t1Td5sIanTrHZ2/6knKAWqhBAREWlTcrrMLD5ncyVEII72pujMgyxEIsJ+3BJCjSmlb2iKtfy/OFg2/7WT9+YX585s8fjQwDj5wycN4/JjJzNjzCD/ftv9B75z2nTOmjmGIyYPT87OAPCzcw5ssd4vzpvJy984gRevPZ5jp41MzuwA7JaAAJIJCICDAn0CUi3dXM28FdvTPhaLu+Q0i8FhFAA/fWoJj7czhejsaSNb3E80jBxYHGH4gEK2VjewvcZLZOwzeiDzVmyn2q/KKFZKM6m4INxqo8h0Uish6hpjyaRBe1fxMzFqUHHaJp4tkxDNf8CWwzG8OILNHVs7wCem6exoxUK6JERBOJTsCRGsDOmMkQNbTtGaeEsTw0bUmFJERKRtuaiESJwDBU878iHJIO1TEkL6hGg8TjhkXHOK13gv2JH/C8dNSc56kDA50Bxw0ogyrj11H/7xxaP5z9fmMDPQo+CUwDSdn509iRvO2o//OXIivzjvoOQPmHsuOZS/ff5IPvqBcTxz1bGcO2s8AAMKI4weXMzYISUMH1CUHNeeKtE0snxQ8w+lswLxnn/oeJ6+8ljOO2R88kt4YFGEOXs3Jwy+cWpzw8Evf3Aqx0wN9CcIqEmJ4aMHjU3eHlpawK/PPyh5/44LD+ZbH/KaH55+4BiGDSjk3ldW8/OnlwBw5OQRvLp6B/P9hMioEn2ddFai2iFdT4ieFEw2tOjLEBiOkZhis70psaC5gqK4g7EXpBng6c2OkUjKxDs9MwZsd45FAAAgAElEQVSwW0+RxIlUomdHuL0BpiIiIv1cLn77mxlXHDeFR75wVPOy7IchPUBnXtInNMUcBWHjc3Mm8+Z1JyV/XCSkZk1n+ZUGZUWRZIm3mTEh5cfKz85trm74xof25ZOHT9itJPyYqSM5aE9vf5NHlvHDj+7P3Z8+lKOmNFdUDCvbvdnhZf4UiweO85pV7j92MJ89dhIfmVLAqfvtkVzvpo8ewJRRZdz8sQMY6jdN/OIJUzh1Py9BMqAwzGePnZxcf9TAYqb6V+GnlZfx7Q/vy3WBKRATLjpiAledvHeL5wlWkJw0YzQHTxjKHRcezHWnz2BpoOFmSUGYwyYNoyEa56Z/vsOogUXsPUxfJ51VGBiOsa26gR21jQzq4vSjmUgkGFKlG46Rye/0zlZCpBtm0XJ2jGinZ8YAbzhUOsP9/y8ruzhMSUREpK9LHqqzPITg6pP35oBxzRcI+1LjSdePu0KogFr6hKZYPHk1NV3ZeapIOMSjVxzNkNL0644aWMT0MYMoLYxww1n7MTpQWdGecMg4NmVYQ8JHDhrLyTPKOXnGaMyMTx42gYolm/n7ovWMKCviG6fuS0XFJkoKw/zi3JktSuATrxNg/NDS5NdWYmaQv33+yOSV9HH+1JBjh5Rw6TGTeHdj81CPCw7bk7+8shrnvMcvOXovlm6uTlZWPP/146jxh1iYGSf51SBXHDeFx9/cwO0XHkxjLJ58TzbtauBjHxhHyHZvZCmZSVQk3PHccm7y+5GcfmBzNcwNZ+2XdnrX7nretpYnEiSZHPTD/ue1uJXkRkdEwsY/3tjAP954DIADxnX+9acmFxMvJZGs3FbdkLqJ9DJmNgy4H5gIrATOcc7t9qVjZhcD3/bv3uCcu9tffiNwETDUOVcWWL8I+BNwMLANONc5t7LHXoiISN7qHT/++0ISwnKU0OlNlISQPiEac7v9YE81eeQADgv0e9i/jR818771weTtTx4+ocvxffSgseyoaeSy2ZNaNCvcc3hpMnGQ2vjwrMBQiYTPzp7EKyu2c/TUETz77mYAPuBXYSSqMaD5h2Niusl9Rg/inetPoaQwzD0vrwIg5nfD+c5pLaskWmvAePXJe3N1oHIi6Oipw6FSSYjOSkxLGZwuNTh1aXd8BtNpLQkRHI6RONh3ZAxmV4ZOJKQOkci0yWc6E1I+04nXdPKM0fzsqSUct8+oTu9bsuZa4Bnn3M1mdq1//5rgCn6i4nvALLxTu4VmNtdPVjwK3AIsbblbLgF2OOemmNl5wI+Ac3v2pYiISGdlejrSDS21ekwu+mv0NkpCSJ/QFIu3O4vAM1fNyU4waQwoivClE6amfewTh+3JjtpGLjl6r3b3c8XxU7nCv33i9HIuOmICV544bbf1TppRzt3/XckXjmseppEoZ2/uyNv19OsH9y3n6Xc2cep+e/Dyi8u6vL/+yswojISSCakpo8ra2aJ7tDbbRHA4RuJjksnBPOY3iO1KwqA5hpZPuGcHZidJlVrxlGi4uvfogRlNoSq9wpnAHP/23UAFKUkI4GTgKefcdgAzewo4Bfirc+5lf1m6/V7n334IuMXMzHXHF6SIiHS7TGbK+unZB7a4mCO9j5IQ0id4PSHysydBaWGEr528T/srptnu+jP3S/vYqIHFPHXlsWkfS1z9jnRDM75bPnEQDdF4t/zo7O8SjR+PnDycXwUahOZCQaCqKDE3dyblj01xL4nSHcMxUk8y9hic+ZCoVMEfni9eezxjh5R0el+SM+XOucT0PhuB8jTrjAXWBO6v9Ze1JbmNcy5qZpXAcGBr6opmdhlwGUB5eTkVFRUAVFdXJ2/nE8WdPfkYMyjubMmX75IN1X7z7NranMb8yssvJW+39tzDgbWLvf/S6Uzc3fk6d+70qocXvf46jWubz6Hbe47e/hnpCCUhpE+IxuPtDscQzxkzx/DW+kq++sHdKyg6qrggrAREN5k+ZhALV+3gayfvvVtj1WwL/mhvTkK0v13Ur4Qo6obPRKIh5peOn8KKbbV8+qj2K4Xa8otzZ1LfFFMCohczs6eB0Wke+lbwjnPOmVnWKxWcc3cAdwDMmjXLzZkzB/BOGhO384nizp58jBkUd4/7l9fzKF++S97fUg0v/IfS0tLcxOy/X0cdeSRUPAPQ6efuUNwpf6cu8fc1dOhQ2L6NAw88kKOmjOAHRSsZN6yUOXu3PTy0t39GOkJJCOkTojG3W/m2pFdcEG61gkJy59fnH8STb29sMUVsb+BPUJFRT4jEbBbd0RNihD9zxfhhpVx5UvpeJB2RrseK9C7OuQ+29piZbTKzPZxzG8xsD2BzmtXW0TxkA2Ac3rCNtqwDxgNrzSwCDMZrUCkiImnkeqxaH+hLmXwNiYF/Fx4xMWex5Ep+1q+LpGjMoCeESG82ZkgJnzpqrw41gOwuR04e3upj3z9jBh/9wFjm7D2Sp6+czUvfOL7d/XVHdcy0cm+a2bCSi+KZC1zs374YeCTNOk8AJ5nZUDMbCpzkL8t0vx8HnlU/CBGR3fWWo3FfmB1DVAkhfURUSQiRTln+ww+1eVVhzJASfnbOTACmjBrY5r6GDShke01jp3pC3PuZw5JDMAA+P2cKwwcUckZgqlLp124GHjCzS4BVwDkAZjYLuNw5d6lzbruZ/QCY729zfaBJ5Y+BTwClZrYWuNM5dx1wF3CPmS0DtgPnZfNFiYhIx/SlFITLeV1J7igJIX1CNN7+FJ0isrtMukxnasyQYrbXNHYqIXjk5BEt7hdGQv2yPFHSc85tA05Is3wBcGng/u+B36dZ7+vA19MsrwfO7tZgRUQy8L3Tp7Ohsj7XYXRYrorFzLzhC32hEkJTdCoJIX1EUyxOQTfM9iAinTdjj8G8tW4XDf5UoyIiIpLe/3Sx4XK25WK4aDrZTkLcdsEHmNxDU6f358F/SkJIn9AUc90yLaCIeGZPG8mMMYM6tM13T5/O1PIyjpkyov2VRURERDrIsny6f+r+e3T7PpONKbt9z/lDSQjpE6KxOJEifZxFusufPn1oh7cZUBTh0mMm9UA0IiIi0hvk+odzvg/HGD6gMNch9Ar61SZ9QlPMUaCeECIiIiIi3a63nGXn86RZL3/jBEqLwvzrzY08v3Qrk0cOyHVIOaMkhPQJ0XiciHpCiIiIiIj0OYZXhZHPlRCjBxcDcM4h4/nIB8b265n9+u8rlz6lKeYoiOjjLCIiIiLSU/pzM8Xu1J8TEKAkhLRiZ20jsXj+fMt4s2Pkb2ZURERERKS36i0FCL0lDukaJSGyyDnHW1ujbKis69A2XZmPd+Gq7VTVN7X6+K76Jt5aV9li2e+eW87M65/ic39eyGurd7BplzeHcX1TjPe3VLdYt64xxrsbdyXvx+Mt4129rZbqhmiLbSprm/j5U0t4bfUO4n6iY2NlPU+8vZHV22q58bHF7KhppKYhyvNLt7Bmey3Qcl5i5xx3Pr+cZ97ZhHOO6oYoJYXhjrw1IiIiIiKSR6zXdKeQruhSTwgzOwX4JRAG7nTO3ZzyeBHwJ+BgYBtwrnNupf/YN4BLgBjwJefcE12JJZteWLqVQ/YaSmE4RH1TnPqmGEMz6HT64IK1/O+CBv747gt8fs4UppaX8drqnRw1ZTgzxw8l7F/Jj8Ud72+pZtW2Wq56YBG76qP88CP7s7OukbU76thzWCknTS+ntjGGczB0QAFDSwvZUFnH62sqOeugsTy4YA0Pv7qW+St3cN4h47ls9iTGDS1la3UD81Zs54//Xcn5h47n1n+/z+rttfzp04eyYNUOnlq8iXc2eEmFJxdv4snFmwDYa1CIFf/6FwCTRw7gC8dN4YR9y7njufe59d/vs+8eg7jqxGl89YFF7LvHINbtqGPMkGLmr9zByIFFfPqovXh7fSU7a5t4YdlWAH75zFIA7rp4Ftc8/AZbqxs5YNxg3lhbye+eX5F838qKIlxw2J7c/txyjp4ygpXbali7Y/dEzl4j+m9zFxERERGRnjJ+aCkXHLYnFx0xMSfPb2bgnCoh+ohOJyHMLAzcCpwIrAXmm9lc59ziwGqXADucc1PM7DzgR8C5ZjYdOA+YAYwBnjazac65WGfjyZY311byybte2W35vG+ewKhBxWysrKcwEmJYmqTEI6+vA2BrdSPX/6P5bfrZU96/0/cYxF4jBrB4wy5WbK1pse03//Zmi/s3//PdVmO86sHXW9y/b/4a7pu/BoCSgjB1Td7bvGjNzuQ6F/1+HuCVOH3t5L05eUY5H/zZcwCMKCtixa6G5Lrvb6nhygdaPsc7G3Zx6Z8WeO/Fiu0ArNvpJQq2VDXwo381x3v4pGFsqWrg/S3ea7zk7gVMHF7Krroob6z1qjKGlBZw/qF78sLSrSzesIvbn1sOkExgJOy7x6Bk0mTicCUhRERERES6Wyhk3PiR/XP2/MHcw6ETh/HJIybkLBbpuq5UQhwKLHPOLQcws/uAM4FgEuJM4Dr/9kPALWZm/vL7nHMNwAozW+bv76UuxNMhO2oaeWTRug5vt2DVjrTLD/3hM8nb4ZAxeeQA9h87hKZYnFEDi3hjbSXzVm5nVnmYFdVhttU0UhgO0RiLJ7dbvGEXizfsarHfaeVl/PK8g/j7onU8vHAdW6sbuOK4Kdzy72XJdQ6ZOJT5K1vG9aUTpvLlE6by4V89z7sbq5LLEwmIcUNLqG6IUhAOUd8Uo6o+ypkzx/DZ2ZOZPmYQAE99dTb/fm8znzlmErc+/Aznn3IMb6yrpLK2ifc2VWHAbyre55Kj96K+KcbT72ziM8dM4vbnlnPKjNGcM2s8+48bzIbKOirrmnhwwVruemEFP/7YgQwZUMAvn17KXS+sYOTAIh654mheW72DZZurOWn6aMYPK8HMuOYUWLKpigfmr6GkMMxhew3n8EnDOPpH/+bU/Udz1Ul7s9/3vCKaiSNKO/z3FBERERGR/PHA5UfkOgTpoq4kIcYCawL31wKHtbaOcy5qZpXAcH/5yynbjk33JGZ2GXAZQHl5ORUVFQBUV1cnb3fG2qo4172YeW+GoJElxqGjIzy2omWvhUGFRshgcJGxZFM1SzY1908oK/D+nTk0yudnFgERonGobXIs2BQjZHDQqDAvrY9SEDYOGR1mY41jwqA4m957lSNKYNaRYeqipZQVrOesKQWMLQtRVmDsO7wR9hlA3Dl2NToGFhjh0Hqef249J+4RpSQe5gsziwgZxB1E/GEfzhVgZuysD7GqKsyBIyvZvORVNi9pfk3TgP/8Zw0Ti+t5c8FLGDAEOMybYYZJx5YwqHAThWXGCUeECcVW8+Mjw5htZduyrVQ050o4otQx7ZgSlr/pVV0cUwb7zC5hUKHx2isvAjAFWP7mapanvOdHl3n/Rtdt4IV1cNMRIcy2sOClLdz2wVLe3BJj7eKFrA2kwLr6GckVxZ1d+Rh3PsYMiltEREQ653NzJvPrZ5cR1niMPqFLPSGywTl3B3AHwKxZs9ycOXMAqKioIHG7M6KxOB8+Ptr+immUFUcoCIf4td9UMdEuMRwyYnFHyCAad9Q3xYiEQjTF4wwsilDdEGXhyy/uFvdZgdsfyTCG44/LbL05wFUZ7rMtXX2/e9qpaZb19phbo7izKx/jzseYQXGLiIhI51x10t5cddLeuQ5DuklXkhDrgPGB++P8ZenWWWtmEWAwXoPKTLbtUZFwKKNmkm0JpZkSMtFcsiBsyflfS/BmbRhYXNCl5xMRERERERHJZ12ZonM+MNXM9jKzQrxGk3NT1pkLXOzf/jjwrPPmWZwLnGdmRWa2FzAVmNeFWERERERERESkl+t0JYTf4+EK4Am8KTp/75x728yuBxY45+YCdwH3+I0nt+MlKvDXewCviWUU+EI+zIwhIiIiIiIiIp3XpZ4QzrnHgcdTln03cLseOLuVbW8EbuzK84uIiIiIiIhI/ujKcAwRERERERERkYwpCSEiIiIiIiIiWaEkhIiIiIiIiIhkhZIQIiIiIiIiIpIVSkKIiIiIiIiISFaYcy7XMWTMzLYAq/y7I4CtOQynsxR39uRjzKC4sy0f487HmEFx96QJzrmRuQ6iv9D5SE7lY9z5GDMo7mzLx7jzMWZQ3D0po/ORvEpCBJnZAufcrFzH0VGKO3vyMWZQ3NmWj3HnY8yguKVvytfPh+LOnnyMGRR3tuVj3PkYMyju3kDDMUREREREREQkK5SEEBEREREREZGsyOckxB25DqCTFHf25GPMoLizLR/jzseYQXFL35Svnw/FnT35GDMo7mzLx7jzMWZQ3DmXtz0hRERERERERCS/5HMlhIiIiIiIiIjkESUhRERERERERCQrlIQQERERERERkaxQEkJEREREREREskJJCBERERERERHJCiUhRERERERERCQrlIQQERERERERkaxQEkJEREREREREskJJCBERERERERHJCiUhRERERERERCQrlIQQERERERERkaxQEkJEREREREREskJJCBERERERERHJCiUhRERERERERCQrlIQQERERERERkaxQEkJEREREREREskJJCBERERERERHJCiUhRERERERERCQrlIQQERERERERkaxQEkJEREREREREskJJCBERERERERHJCiUhRERERERERCQrlIQQERERERERkaxQEkJEREREREREskJJCBERERERERHJCiUhRDrBzP5oZjfk6LnNzP5gZjvMbF4ntq8ws0u7IY7kfszsAjN7sqv7bOf5fmtm3+nmfc4xs7XduU8REcmt1OOFmX3OzDaZWbWZDTezo8xsqX//rFzG2lk9cUzsCd11ztHJ5y4xs0fNrNLMHuzE9ivN7IPdEEdyP2b2TTO7s6v7bOf5/mlmF3fzPj9lZi905z6lf1MSQvoE/wt+s5kNCCy71MwqchhWTzkaOBEY55w7NNfBADjn/uKcO6m99bqSvHHOXe6c+0Fntu1p3XWiEthfkZndZWarzKzKzBaZ2andtX8RkXzlf9/W+d+NO83sv2Z2uZklz2mDxwszKwB+BpzknCtzzm0Drgdu8e//PTevpGt68zGxF/k4UA4Md86dnetgAJxzP3TOtZuU6Uryxjl3qnPu7s5s29PMzJnZlG7c3ygz+6uZrfeTTS+a2WHdtX/pOUpCSF8SBr6c6yA6yszCHdxkArDSOVfTE/FIdvmVLanfxRFgDXAsMBj4NvCAmU3MbnQiIr3S6c65gXjHw5uBa4C7Wlm3HCgG3g4sm5ByP2NmFunMdtI1rRwr2zMBWOKci/ZETJJdrfy/VwbMBw4GhgF3A4+ZWVk2Y5OOUxJC+pKfAFeb2ZDUB8xsop99jQSWBYcTfMrPnv7cv7Ky3MyO9Jev8assUkvbRpjZU/7VmP+Y2YTAvvfxH9tuZu+Z2TmBx/5oZreZ2eNmVgMclybeMWY2199+mZl9xl9+CXAncIRfRvr9NNsmXsstflb4XTM7Id0bZmaTzexZM9tmZlvN7C+J98/MvmZmD6es/ysz+2Urz/mCf9v893Gzme0yszfNbD8zuwy4APi6H/uj/vrXmNk6/318r41Yk1UU5g+jMLOr/OfZYGb/k247f/1h5g1hWW/eMJa0V75SM/QpzznCzP7hfz62m9nzZhYys3uAPYFH/df1dX/9w827QrfTzF43szmB/VaY2Y1m9iJQC0wKxuGcq3HOXeecW+mcizvn/gGswDvIiogI4JyrdM7NBc4FLjaz/aD5u9vMpgHv+avv9I937+N95ya+s4vMbLB51Wcb/OPRDeZfIEg5P9gGXOcv/7SZveMfU55IOQdw5lVnLPWPAbeamQUe/4y/bZWZLTazD/jLx5jZw2a2xcxWmNmXWnvtXTwmVpjZD/zXVWVmT5rZiOC+UtYPDie4zsweNLM/+9u+aWbTzOwb/nOvMbPUysjJZjbPPyd4xMyGBfbd6WOlv86+/no7zextMzvDX/594LvAuf7f+ZI0215nZg+Z2f3+a3nVzA5s5T071Mxe8p9ng3nnWIX+Y7ea2U9T1p9rZl9t5Tn/7N8u9t/Hbf5+55tZuZndCBwD3OLHfot5dju3aiXW1PPbF8zsf/3P6gpro7LSzMab2f/5n8FtZnZLmnXaO6eeYt55caV555b3+8uf81d/3X9d5/rLTzOv4jNR2XRAYL8rzTtPfAOosZREhHNuuXPuZ865Dc65mHPuDqAQ2Lu11yi9g5IQ0pcsACqAqzu5/WHAG8Bw4F7gPuAQYArwSbyDQTCzegHwA2AEsAj4C4B5Q0Ke8vcxCjgP+I2ZTQ9s+wngRmAgkG6M3X3AWmAMXjnhD83seOfcXcDlwEt+Gen32ngt7/uxfQ/4v+BBP8CAm/zn2RcYj3+CBfwZOMWakxIR/7X8qZXnTDgJmA1Mw7uKfw6wzT8w/AX4sR/76Wa2N3AFcIh/VetkYGU7+08Y7e9/LHAJcKuZDW1l3XuAUmAG3t/k5xk+R9BVeH+TkXhX1r4JOOfchcBqvCtzZc65H5vZWOAx4Aa8zPzVwMNmNjKwvwuBy/A+A6vaemIzK8d7Pzt15U5EpC9zzs3D+34+JmX5ErzvfYAhzrnjnXOTafmd3QD8EYjiHe8PwjuOBUvhDwOW433332hmZ+IdAz6Kd0x4HvhrSlin4Z1DHIB3HDwZwMzOxjvOXgQMAs4Atpl3lf9R4HW849oJwFfM7OQM34aOHBPBOw/5H7xjYiEdO3c6He+4OhR4DXgC7zfFWLyhLrenrH8R8GlgD7z3+VcAXT1WmjfU5lHgSf91fBH4i5nt7Z8f/RC43/87t1YpcybwoP/89wJ/9/ebKgZ8Fe+86gi8v8/n/cfuBs73/4aYl9D5oL+/tlyM9zcbj3fueTlQ55z7Ft5n6go/9ito5dyqnf0nHIaXjBsB/Bi4y6w5KZZgXuLtH3jv80S8v+d9GT5H0A/w/iZDgXHArwGcc7P9xw/0X9f9ZnYQ8Hvgs3jvwe3AXDMrCuzvfODDeP8Pt1nVYmYz8T7PyzoRt2SRkhDS13wX+GLKASxTK5xzf3DOxYD78Q4K1zvnGpxzTwKNeCcoCY85557zT2C+hVedMB7vxGOlv6+oc+414GEgOB7xEefci/5V7vpgEP4+jgKucc7VO+cW4VU/XNSB17IZ+IVzrsk5dz/ewefDqSs555Y5557yX+MWvHGzx/qPbQCeC8R9CrDVObewneduwjtZ2Acw59w7/r7SiQFFwHQzK/Cv/L+f4Wtswvv7NDnnHgeqSZP5NrM9gFOBy51zO/z1/5Phc6Q+3x7ABH8fzzvnXCvrfhJ43Dn3uP83fgovSfahwDp/dM697X9Gmlp7Uv9k6C/A3c65dzsRt4hIf7Ae74dkh/hJ3g8BX/Gr0DbjJarPC+7bOfdr//u6Du/H4k3+8S2K92N3pgWqIYCbnXM7nXOrgX8DM/3ll+Il4+c7zzLn3Cq8hMVI59z1zrlG59xy4HcpcbQlo2NiwB+cc0v81/NAIL5MPO+ce8J/7Q/iJWJu9o9l9wETrWVV6j3Oubf8YaTfAc7xf/B29Vh5OF45/s3+e/Ys3o/o8zvwWhY65x7y9/0zvKE7h6eu5Jxb6Jx72Y9jJd6P5cT50jygEi8xAd7frMI5t6md527C++E9xb+Kv9A5t6uNdTM9t0q1yjn3O//89m68c5nyNOsdindR6mv+/wv1zrnONKNswhsKMyaDfVwG3O6ce8V/D+4GGmj5N/iVc26N/1ltlZkNwkuOfd85V9mJuCWLlISQPsU59xbeAejaTmwePFjU+ftLXRashFgTeN5qYDvel/cE4DC/rGynme3Eq5oYnW7bNMYA251zVYFlq/Ay0plal/IDeZW/3xb8sr/7zCs/3YVX/TAisMrdeCcJ+P/e094T+ycBtwC3ApvN7A7/wJBu3WXAV/CuCm32Y9ktzlZsS8mI19Ly75MwHu/93JHhflvzE7zM+pPmDddp6zM2ATg75TNwNN6BP6GtzwAA/lWVe/ASYFd0PnQRkT5vLN5xuKMmAAXAhsD39e14V9YTUr+vJwC/DKy/Ha+yMHic3hi4HTw+jcerVEwXx5iU48Y3Sf9jMZ1Mj4ntxZeJ1HOjrf4P3MR9aOV8Ce98pADvXKOrx8oxwBrnXDxl/x05Xwqey8VprkJtwbwhJ/8ws43++dIP6eL5kr/OE8B95g0X/XErVRgdOrdKI/m3ds7V+jdbO19a1V61QQa+jvf/wzzzhsh8uo11JwBXpXwGxtPyb5DJ+VIJXlXMy865m7oQu2SJkhDSF30P+AwtD0KJJo6lgWXBpEBnjE/c8IdpDMO7ErMG+I9zbkjgvzLn3OcC27Z2BR1/H8PMbGBg2Z7Aug7ENjal1G5Pf7+pfujHsr9zbhDegTO43d+BA/xxh6fhDzlpj3PuV865g4HpeKWDX0s8lGbde51zR+MdiBzwo0yeowPW4L2fu/UKSaOWVj4jzrkq59xVzrlJeOWzV1pz/4rU17UG78pP8DMwwDl3c2Cdtj4D+H+/u/BOQD/WVrWEiEh/ZmaH4B3zO3PVdg3eldcRge/rQc65GYF10n3HfzblO77EOfffDJ9vcivLV6Tsc6Bz7kNp1u1JNQSOg37FQmeqS4PGB27viXelfCtdP1auB8Zby4aVHT1fCp7LhfCGD6Q7X7oNeBeY6p8vfZOW50t/Bs40r6fEvnjnT23yq1a+75ybDhyJd56VqHpNd77U2rlVd1kD7JnadyGNNs+pnXMbnXOfcc6NwRtm8RtrfUaMNcCNKZ+BUudccHhTe+dLRXjv91r/+SQPKAkhfY5/df1+4EuBZVvwDkqfNLOwn5VNdxLQER8ys6PNa0z0A7zs6xq8SoxpZnahmRX4/x1iZvtmGP8a4L/ATeY1LToAb3znnzsQ2yjgS/5zn413QHw8zXoD8Uo2K/2xmS0OaM4bKvIQ3rjGec4rK22T/1oP87P5NUA9kLhKsYlAYykz29vMjvcPIPV4V1DiqYmaUtIAACAASURBVPvsCr9c8Z94B8Gh/nsyu5XVFwGf8D8jp+CXWvqxnmZesyXDK7uMtfa68P5Wp5vZyf6+is1r9jWuA6Hfhvd3O729EkQRkf7IzAaZ2Wl4QwD+7Jx7s6P78I8RTwI/9fcXMq9p87FtbPZb4BtmNsOPY7B/rM3EnXhNtA82zxR/GMc8oMq8Jnwl/rFjPz/Bkk1LgGIz+7B/HP823rDJrvikmU03s1K8nhEP+ZUTXT1WvoJ38eDr/rF9Dl6/io70MTjYzD7q//D+Cl5C6uU06w0EdgHVZrYPELywhHNuLd4sDfcAD2dy3Daz48xsfz/RswsvOdPa+VJb51bdZR6wAbjZzAb4f4+jUldq75zazM4O/A134CURWjtf+h1wuf/azH/eD6dciGuV/348hHf+eHFKVYz0YkpCSF91PTAgZdln8H5kb8NrVJXJFYu23ItXdbEdb9aCT4J3xRyvgdB5eNn0jXhX9ztyED8frynQeuBvwPecc093YPtXgKl4VxpuBD7uvLnRU30f+ADej+rHgP9Ls87dwP5kVloIXqOt3+EdeFbhvd8/8R+7C6//w07zZqgowptebSve+zQK+EaGz9MRF+Id3N/F65fxlVbW+zLeCUxiCE3wSsZU4Gm8pM1LwG+cc//2H7sJ+Lb/uq72E0mJxmVb8DL9XyPD71z/hPSzeGN0N5rXRbrazC7I8PWKiPRlj5pZFd5367fwxvK3OhtEBi7Ca2a3GO/Y9RAthwS04Jz7G95x/T7zSvPfwus91C7n3IN4x+V7gSq848ww/0f5aXjf+yvwjot34jUhzBp/LP3n/edeh/eDd22bG7XvHrzmnxvxei58yX+uLh0rnXONeMfsU/Her98AF7mO9U96BG92lR145wofbaXy8Gq8Zp5VeOc496dZp6PnS6PxPmu7gHeA/wS2/SXwcfNmtPgVbZ9bdQv/M3g6Xv+z1Xh/93NbWb2tc+pDgFfMrBqYC3zZeT1OwBt+e7d/vnSOc26Bv69b8F7bMuBTHQg7UUFyEt4MOInzpWPa2U5yzFyrfdVEJB+Z2aeAS/0hDt2xvz3xfryPbqNhkoiIiEjeMLPr8JpCfrK9dTPc32y86o4JTj+wRNqkSggRaZU/PvJK4D4lIERERER25w8L+DJwpxIQIu1rr/GIiPRTZjYAb+zeKrzpOUVEREQkwO/5tQB4na4NCxLpNzQcQ0RERERERESyQsMxRERERERERCQrlIQQERERERERkazIq54QI0aMcBMnTgSgpqaGAQNSZ2Ds/RR39uRjzKC4sy0f487HmEFx96SFCxdudc6NzHUc/YXOR3InH+POx5hBcWdbPsadjzGD4u5JmZ6P5FUSYuLEiSxYsACAiooK5syZk9uAOkFxZ08+xgyKO9vyMe58jBkUd08ys1W5jqE/0flI7uRj3PkYMyjubMvHuPMxZlDcPSnT8xENxxARERERERGRrFASQkRERPKCmZ1iZu+Z2TIzuzbN40Vmdr//+CtmNtFffoGZLQr8Fzezmf5jFf4+E4+Nyu6rEhER6V+UhBAREZFez8zCwK3AqcB04Hwzm56y2iXADufcFODnwI8AnHN/cc7NdM7NBC4EVjjnFgW2uyDxuHNuc4+/GBERkX5MSQgRERHJB4cCy5xzy51zjcB9wJkp65wJ3O3ffgg4wcwsZZ3z/W1FREQkB/KqMaWIiIj0W2OBNYH7a4HDWlvHORc1s0pgOLA1sM657J68+IOZxYCHgRuccy71yc3sMuAygPLycioqKgCorq5O3s4nijt78jFmUNzZlo9x52PMoLh7AyUhREREpF8ws8OAWufcW4HFFzjn1pnZQLwkxIXAn1K3dc7dAdwBMGvWLJfoUJ4P3crTUdzZk48xg+LOtnyMOx9jBsXdG2g4hoiIiOSDdcD4wP1x/rK065hZBBgMbAs8fh7w1+AGzrl1/r9VwL14wz5ERESkhygJISIi0sOisTg/ffI9tlQ15DqUfDYfmGpme5lZIV5CYW7KOnOBi/3bHweeTQytMLMQcA6BfhBmFjGzEf7tAuA04C36uGfe2cRrm6O5DkNERPopJSFERER62NPvbOLXzy7jx/96N9eh5C3nXBS4AngCeAd4wDn3tpldb2Zn+KvdBQw3s2XAlUBwGs/ZwBrn3PLAsiLgCTN7A1iEV0nxux5+KTl3yd0L+OWrSoiJiEhuqCeEiIhID1u1rRaAsmIddrvCOfc48HjKsu8GbtcDZ7eybQVweMqyGuDgbg9UREREWqVKCBERkR62fmcdAGOHlOQ4EhEREZHcUhJCRESkh63zkxCDSwpyHImIiIhIbikJISIi0sO2VDcC4HIch4iIiEiuKQkhIiLSw2oa/JkIlIUQERGRfk5JCBERkR6WSEI4ZSFERESkn1MSQkREpIdVJ5IQykGIiIhIP6ckhIiISA9LDscQERER6eeUhBAREelhcb8CQoUQIiIi0t8pCSEiItKDXGAMhoZjiIiISH+nJISIiEgPqm+KJ2+rMaWIiIj0d0pCiIiI9KCqhqbkbVVCiIiISH+nJISIiEgPqmmIJW8rByEiIiL9nZIQIiIiPagx2jwcQ6UQIiIi0t8pCSEiItKDmmLBnhAiIiIi/ZuSECIiIj2oIVgJISIiItLPZZSEMLNTzOw9M1tmZtemeXy2mb1qZlEz+3jKYzEzW+T/NzewfC8ze8Xf5/1mVtj1lyMiItK7BIdjaDSGiIiI9HftJiHMLAzcCpwKTAfON7PpKautBj4F3JtmF3XOuZn+f2cElv8I+LlzbgqwA7ikE/GLiIj0ao3B4RjKQoiIiEg/l0klxKHAMufccudcI3AfcGZwBefcSufcG0BGNadmZsDxwEP+oruBszKOWkREJE80RdUTQkRERCQhksE6Y4E1gftrgcM68BzFZrYAiAI3O+f+DgwHdjrnooF9jk23sZldBlwGUF5eTkVFBQDV1dXJ2/lEcWdPPsYMijvb8jHufIwZ+m/cr22MJm8vXbqMiqZV3RCViIiISH7KJAnRVROcc+vMbBLwrJm9CVRmurFz7g7gDoBZs2a5OXPmAFBRUUHidj5R3NmTjzGD4s62fIw7H2OG/hv3ztfWwaJFAEyeMoU5R+/VTZGJiIiI5J9MhmOsA8YH7o/zl2XEObfO/3c5UAEcBGwDhphZIgnSoX2KiIjkC/WEEBEREWmWSRJiPjDVn82iEDgPmNvONgCY2VAzK/JvjwCOAhY77yzs30BiJo2LgUc6GryIiEhv16gpOkVERESS2k1C+H0brgCeAN4BHnDOvW1m15vZGQBmdoiZrQXOBm43s7f9zfcFFpjZ63hJh5udc4v9x64BrjSzZXg9Iu7qzhcmIiKSa8u3VNOgKTq7TQZThhf5034v86cBn+gvn2hmdYEpw38b2OZgM3vT3+ZXfvNsERER6SEZ9YRwzj0OPJ6y7LuB2/PxhlSkbvdfYP9W9rkcb+YNERGRPmfJpipO+vlzDCrORvulvi8wZfiJeA2t55vZ3MDFDfCm+97hnJtiZufhTQd+rv/Y+865mWl2fRvwGeAVvHOdU4B/9tDLEBER6fcyGY4hIiIiHbR+Zx0Au+qbZ8dwmqSzK9qdMty/f7d/+yHghLYqG8xsD2CQc+5lf6jon9CU4SIiIj1KSQgREZEeEAntfojVcIwuSTdleOr03sl1/OGklXhDPgH2MrPXzOw/ZnZMYP217exTREREupFqREVERHpAmhyE6iByZwOwp3Num5kdDPzdzGZ0ZAdmdhlwGUB5eTkVFRUAVFdXJ2/nm3yMOx/f73yMGRR3tuVj3PkYMyju3kBJCBERkSxRJUSXZDJleGKdtf404IOBbf5QiwYA59xCM3sfmOavH+xp1eqU4c65O4A7AGbNmuXmzJkDeD/kE7fzxr8eA8i/uMnP9zsfYwbFnW35GHd3xbx6Wy2jBhVRXBDuelAZyMf3GvI37nQ0HENERKQHNMV2zzioJ0SXZDJl+Fy8ab/Bmwb8WeecM7ORfmNLzGwSMBVY7pzbAOwys8P93hEXoSnDRUSyJhqLM/sn/+aLf30t16FIFqkSQkREpBss21zFtupGDpvktSBoCkzNmaBKiM5zzkXNLDFleBj4fWLKcGCBc24u3nTf9/jTf2/HS1QAzAauN7MmIA5c7pzb7j/2eeCPQAnerBiaGUNEJEti/oGx4r3NOY5EsklJCBERkW5w9m9fYkdtE099dTZTywfSGNs9CSFdk8GU4fXA2Wm2exh4uJV9LgD2695IRUREpDUajiEiItINEjNBXnDnKwA0BZIQD15+BABOpRAiIiJJOiz2T0pCiIiIdNLFv5/HxGsf4++vreOg8UMA2FzVQFV9Ew2B4RgzxgzKVYgiIiK9VlxZiH5JSQgREZFO+s+SLQB85f5FbKisTy5/d2MVjYEkREHYO9zqXEtERKRZXMfFfklJCBERkQ745dNLOeKmZ1i6qarF8sUbdjGirBCANdtrWwzHMP9fnWuJiIg0UyVE/6QkhIiISAc8uHANGyrreWNt5W6PDS4pAGDVtlqWbq5OLk/0i9C5loiISDOnHs79kmbHEBER6YDEMItd9U27PTaktBCo4ZfPLE0uu+aUfQKVEMpCiIiIJCQqIZSk719UCSEiItIBiak3t1U37vZYWVEEs5bLLj92UnKZTrJERESaaThG/6QkhIiISIbicceuOq8CYtX22t0eLwgbAwpbFhmaWfNwjJ4PUUREJG/ouNg/KQkhIiKSoUffWJ/s5L0mTRIiEgoxoCjc+g50xUdERCRJlRD9k5IQIiIiGbr+0cXJ21urG3Z7PJKmEiLBTFd8REREgpSD6J+UhBAREWlHQzRGfVOMqeVlABw4bnDanhCRkDGgqJUkRI9GKCIikn9UCdE/aXYMERERYOXWGuqjMfYZPYit1Q00RuOMGVICwEk/f46ahihjh5Yye9pICkLG62mm6IyEQ5QWtj4cQ+daIiIizeI6LvZLSkKIiIgA35v7NjtqG5l7xdEc95MKqhqirLjpQ9RHHau2ef0fhg0oZI9BxYTD6esaCsJGmV8JMX5YCRcfMTH5mJlpik7JOadMmIj0InFlIfolJSFERESA5VurCZmxobKOqoYoAO9urGJ5ZTy5Tm1jjNKicKsnTeGQMbDYO7SeeeBYLj1mUvIxQ5UQknv6DIpIb5L4TtJXU/+inhAiItLvNUbjrNtRR01DLFn1ALBkUxVrqlKSEIVhCsLpD5+RUIjhZUUAFEVarqPGlNIbaPy1iPQmqhDsn1QJISIi/d66nXXEHdQ0RNlZ29xwcmdtE2v9JEQ4ZNQ0RBlQGCEWj6bdT0HYGFJaCJCspkgwTFehJef0ERSR3kSjMfqnjCohzOwUM3vPzJaZ2bVpHp9tZq+aWdTMPh5YPtPMXjKzt83sDTM7N/DYH81shZkt8v+b2T0vSUREpGNWbqsBoK4pxtbArBc7ahvZ1eidIcXijoZonJLCMAWt9IQIh0IMH+AlIXabPcN0xUdyT4kwEelNVJ3VP7VbCWFmYeBW4ERgLTDfzOY65xYHVlsNfAq4OmXzWuAi59xSMxsDLDSzJ5xzO/3Hv+ace6irL0JERKQrVm2tSd5ev7MO8KoadtY20RhreYJUWhimqj59Dr8gbOw/bjAAB44f3OIxA12GlpwLnvA75zDT5LEikjtqlts/ZTIc41BgmXNuOYCZ3QecCSSTEM65lf5j8eCGzrklgdvrzWwzMBLYiYiISC+xantzH4i1O+ooKQgzYmAhO2sbaYy1XLe0MEIknFLl4AuHjBljBvPCNccx1p/eM0G/9aS3cU6fSxHJLQ3H6J8ySUKMBdYE7q8FDuvoE5nZoUAh8H5g8Y1m9l3gGeBa51xDmu0uAy4DKC8vp6KiAoDq6urk7XyiuLMnH2MGxZ1t+Rh3PsYMvSvuZTtj3LaogatmFTOmLMSrS+qTjy1etZGSsCMSbWD52k3UR2P4dQwArHp/CRtrms+aPja1gNoo/HNFE8tXrKSiYr33HCnPGY/FWbV6DRUVm3rypYm0qUUlRA7jEBEBDcfor7LSmNLM9gDuAS52ziWqJb4BbMRLTNwBXANcn7qtc+4O/3FmzZrl5syZA0BFRQWJ2/lEcWdPPsYMijvb8jHufIwZchN3YzTObRXvc9nsSZQUhpPLr77habbVO4ZM2Jc5++/BDxZWUBipozEap8YVUj60kJEDi6isayJaW0lxgVHf5B2+PnDAfizZVA3LvWK/Gy48gd+/uIJ/rniPMeP2ZM6cfdLGEn7mX4wfP445c6b3/AsXaUXwfN8rg1YphIjkTjze/jrS92TSmHIdMD5wf5y/LCNmNgh4DPiWc+7lxHLn3AbnaQD+gDfsQ0REpNMqa5vYUdM8VOKv81bz86eX8Nv/NBfhNUbjbK32Cu8MqHhvM+9vqWHv8oEAbK5qoKwozMCiCDUNUZriMMyf8QKgMBIiEmhMWRA2Cv0pOxujrZ9NmakpoORe8KqjyqBFJNcS30nqDdG/ZJKEmA9MNbO9zKwQOA+Ym8nO/fX/BvwptQGlXx2BeR2RzgLe6kjgIiIiqQ68/kmO+2lF8n5VfRMAjbHm5MCSTVXJ29G441N/mA/AnsNKAW8WjJLCCEUFIeqbYjTGHEMHtExCJJIOAJFwiMKId78p1kYSApW/S/d55p1N/HfZ1g5v51rc1idSRESyr90khHMuClwBPAG8AzzgnHvbzK43szMAzOwQM1sLnA3cbmZv+5ufA8wGPpVmKs6/mNmbwJvACOCGbn1lIiLSr6zwZ7jYWduUvKLS5M9sURAyrnnoDS6/ZyE1DdHkNtF4nPJBRQCcMXNMcnlpQZiSgrCXhIjDsEASoiDcshIiscx7vrYqIUyVEF2UwZThRWZ2v//4K2Y20V9+opktNLM3/X+PD2xT4e8zcZ4yKnuvqPMuuXsBn7jzlQ5v13I4RjcGJCLSCeoJ0T9l1BPCOfc48HjKsu8Gbs/HG6aRut2fgT+3ss/j0y0XERHpjJeXb0ve3lLVwKhBxTT4wyMKwiHuX+D1WL7g8D2T60VjjqGlhRw4bgj7jW2eUrO0MExxQZjaxhiNMRhUUpB8zBuO0TKHX+AnJdocjoGuPHdFhlOGXwLscM5NMbPzgB8B5wJbgdP9mbr2w7uwMjaw3QXOuQVZeSE5ppJnEelNNCysf8pkOIaIiEiv99rqHcnbFe9tYd6K7cleEAWR5sNdMFEQjTtqGqOUFUUYEGhcWVrkVULU+vNzDg4mIcIhClMqIRLDMRrbqIRAPSG6KjlluHOuEUhMGR50JnC3f/sh4AQzM+fca8659f7yt4ESMyvKStS9TPAzqCuQIpJr+h7qn7IyO4aIiEhPW7O9joP2HEJ1fZQHF65hcEnzEIpIqDlp0JCahGiIUVoUprSw+ZBYWhihuKA5cTE4tRIi1DKHP6LM+z07cmDrv2s1B0GXZTJleHId51zUzCqB4XiVEAkfA15NmRb8D2YWAx4GbnBpygV665ThHX3uXY3NL+25556nOJJfn8xcv9+dkY8xg+LOtnyMuztiXrrDS/Y71/Hvs87Kx/ca8jfudJSEEBGRPiEaj1NSEGZwSQHbaxp5ZUXz8IyCcCuVELE4NQ1RBhRGKIyECJlXGlpS4A3HSAgmIdL1hDhy8nB+ed5MTp4xutX4vD7MkktmNgNviMZJgcUXOOfWmdlAvCTEhcCfUrftdVOG/+sxgA4/99bqBnj2aQCOPuYYyory61QwH6cozseYQXFnWz7G3R0xD1i5HV55CbOOf591Vj6+15C/caej4RgiItInROOOcMiIhEJsqKynqr65AWUwCfGV+xclb9c3xWmIxhng/xAL+xUTiZ4QCamVEIUpPSHMjDNnjm2xTToaj98lmUwZnlzHzCLAYGCbf38c3oxdFznnknO2OufW+f9WAffSx6cMD5Y+6/MoIrmwcNUOfvyvdwGIqylEv6QkhIiI9AmxuPOqFELGlqqGFo+lVi4k7PKn8Cz1+0GYP2iitChCSSChMKg4WAlhycaU4VDm1Q1mmqKzizKZMnwucLF/++PAs845Z2ZDgMeAa51zLyZWNrOImY3wbxcAp9HXpwxv0RMid2GISP/1sdv+y28qvFxw4nuov3wdxeMuOZtXf6YkhIiI5LUXl23lhaVbaYr5lRCtJBzSqazzkhCpJemlKcMx9hhSnLxdFA4nnyPYzLI9hhpTdkUmU4YDdwHDzWwZcCWQmMbzCmAK8N2UqTiLgCfM7A1gEV4lxe+y96qyz7V6R0Qku5xz/W7WqFv+vYzj/reCZZurch1KTuXXQEAREZEUF9z5CgDTysuIhKzF0IuE1so9E0mIUj8JkShVLy0MUxRoTLnX8AHJ2wURSw7HGNCB8fRm1u9OtrpbBlOG1wNnp9nuBuCGVnZ7cHfG2Nu1GI6hz6OI5FAs7vpdcn7eiu0ArN9Zz5RRA3McTe6oEkJERPJOorlkZW1Tclk05oj4wzFSxdKc5ZjBrkQSwq96iPrJiv3GDm5RCTGktOUUnYnn6FASAlVCSO4FP4P6PIpILkXjLq+m6Kysa+Ifb6xvf8U2qEe1R0kIERHJK39+eRXTvv1P3t24i5eWN8+8GI07IqHmfg1B6QohCsMhahu9qcESVQ9z9h5JYSTE+GGlLZpPBme2CIcs2QuiY5UQqn6X3Aue8OfTyb+I9D2xuGuzN82P/vUuE699rNc00b36wde54t7XeH9LdZf31TteUe5oOIaIiOSNrdUNfPvvXt/AN9ZW8tySLQAMLIoQ82fHKPD7NRRGQsmKiXTDMSIhSyYhEgmH3198SLJqYvywUgAuO6CoxXZmzduVFWXeEwJMV54l51pUQuQuDBGRdishbvObV8birkP9nnrK+p11ANQ2xLq8r96SWMkVVUKIiEjeeGtdZfL26m21rPNPCOqaYjTF4t7MFSHv0DYwUKUQS5eECIeobfSm8SyMeNuEAj0lygcV8/4PP8SRY3bP1ycSFeUDi3d7rDVeMUX/PumQ3NNwDBHpLbyeEO1/EaUbUpkLIb8qsjuqyFLPS+av3M6yzV2vsMgXqoQQEZG8Ud0QTd5esa2GOr8iIRp31DbGWlRCDCyOsK2mEUh/wtCiEiKSPiff2hScs6eO5KoTp3HxURMzjj3313BEWjajVGNKEcmlaDxOPN7+epmskw0h/5ygK0mRxPDOhmjLF3X2b18CYOXNH+70vvOJKiFERCRvVNd7SYhJIwawsbKemsbmpER1Q5RIKJQs2SwrjvC/Zx8ItFYJYdT6SY2iVpIQrQmHjC+eMJVBxQXtrxzQSy7mSJ7rShmvKiFEJNcSbZZiGTamjGYxC7Fyaw03Pf5O2mGciesSTdGux9MQ7fqQjnymJISIiPR6727cxXsbq6jykxDlg4qpaYhS2xCjJDCLRSTUPByjtCDCaQfsAaRvTBkJhahJ9oToSG+HzjHTjz7pHm01cmt/20AlhD6PIpIDicrAaCyzeqzO5CB++uR7yekwO+IL977K7c8tZ1ma5pPhVqoYOiLx2huaekl5R44oCSEiIr3eKb94npN/8RxVDVHMYNSgIqobotQ2xhg1qLlxZDjcPBwjErY2x28Gm1y1NhyjOxmm8nfpFl25Kuha3NbnUUSyL3Fs7smeEL9+dhnn3P5Sh7dLPFVjmkRDIu76prarGJ5avIl3Nuxqc52uJDL6AiUhRESkV3DOsXRTVZvrVNdHKSuMMLA4QlV9lLqmGMMHFCYfLwiFklN0BqfSbIq1PNjPGDOoRb+HTJIQlx69F//P3nWHR3Fd3zOzfbXqHSEkikB0DFggejMGE/fea9xCHJfELW5xwz22f66J7TjuvRBjg00RpoPoTUISakig3qXt8/tj9r19U3a1QkICe8738bHaqTs7O+/dc889d97whJA/jxyaEkJDT0GtvChUCJIWnT1xNho0aNDQNZByDDfTolMQgPT7l6mu39VnXndK1sh8QI0k8AktYZctW77vKNLvX4amdhcA4I8f5GLhK+tU908++6NL92PxJzuO+zxPdWgkhAYNGjRo6Ba+31WBDYW13d7PF7nlOOOfv2JjkH212F2wmfUIM+nR1CEO9tOGxNHlOp6D3kcu6HmO1m+yGQ2bSY9ld0yHgfcPgYYQWn899IcReOfa07v0mVhw0HpjaOgZdI+EYF9rd6QGDRp6HxyjhJArFeVJA7JeV+DydJ+E6IoS4q21hwEARbVd627xw56jWFdQE/L6+fUe5B0LrrA4VaCREBo0aNCgoVO8kVOIpbsrVZf95bNduPKdLQG3rW62o97XpSIY1h4SB+KDx1pw1+e70GJ3KdZp7HDBZtLDZvQ3d0qIMGP+iEQAxBNCnCToeA4cx4HjpBkNPVOuQdAr5RgcpykhNPQIukNCeCUkRA+cjAYNGjR0EdQTwutVKLLUSh26Wo6hRmSECmJU7VTZByEhHLJzJAmPkEpLZB/46ne3YmdZQ0jntmSrHQteVldYhILGdifu/Wo3bU/el9BICA0aNGjQ0CmeW56POz7dqXhfLVMgR9bTq5D11MpO16tqdgAAlvx4EN/urMD6AqUiory+HTazHjazn4SwGnUMsSAtxwBEIyl2QsIqJQiMut4ZDrUafA09ATcziVVzcA8G7R7UoEFDV7C7vJG2w+4psN0x5IH7l7lHUNnYIXmvq8+5niAh1MgQ0qJTXqrBUf+pzvevZkhZ0+JQvLe/sgnTn1uNxvbOkzih4tVVhfgi9wg+21reY/s8XmgkhAYNGjRoCAr5YF5Y3YqjTeIEQT5RCAR3CCNzVbNdsm6U1ahYp6KhA1ajDmEmloTQQ+crrdDzrDGl+B7PcxKyhJATZLlRx9MJxIkEp9VjaOghsJm0rmYI2dVDaY2nQYOG3y8O17Ti3Nc34NnleT26X6IocKuUYzz+wwFc/JbUUJLMCzxeAdW+uUIwqKkYQgVRRqoRrjWvFwAAIABJREFUL0RAKScoSE4jFLLEoXJuanOk19cUory+AxsK6wAAjy3d3+m+CQ5VtaCsrl3xPm0x2o3r01PQSAgNGjRo0BAUcoZ+3ktrkb1kNe76fBcKq4PXP3YmTfwitxzL9x0DADR3SMsv1AKkFocbZr0ONpNMCcH7Syz0DCEBiEoISTkGL1VK9EYpBuDP/GjQ0F1ISIguZgi1Fp0aNGgIFTvLGgH4kwRf5pbjuv9s7XQ7QRDw2NL92F/ZpLqcDIcer6DafpMkOsCsBwB/+ngHsp5ehfUFtbjto+2SOcaPe4+ivF4MvLvlCeFLULSrkBBkr3aXuhJCQOfPZHkpB6BOCpDkCiGa399YIll+tKkjYKnr/H/+ihnPrwEA7D3ShB/2VMLrFaDT+cmfvoa+81U0aNCgQcPvGccCZB2+3VmBNoe/rtDt8VJ1AUFHkDZWrQ437v1qDwCg5JlFChljoIHcbJAqIWJtRr+6gefoJIG8x3PSshFSukEUE71FQgCaEEJDz4D9bXR1MikxpuypE9KgQcNvEoeqxY5Vg+LDAAB/843ZnaGh3YX3N5bg+10V2PnIfMVySYvOEPZHyNPl+8WkxVXvij5U7U4PnQ/c/vEOhBl12P/4Ari60f6SzAnUfBMIWRBICeHxCp2qDNTKWFnS5FBVC4YmhlPVhSdAS+bsJasRbtZj72NnBj3e9e9vRW2rE8vuCKOG3F0tbzkR0JQQGjRo0KAhKIJJH9k2VY0dSiPJYIaUm4vqJH+7ZQNtIBLCpOcRZ/OXaiRFmKHzTWh4nqMDNlFC8DwHh9s/YaBeEby/HKM3wIHTuhFo6BG4u6GECKU7xqVvb8KCl389rnPT8PtDq8ON73dV9PVp/G7RYnehuqXzEoXjAWk5KX/MsGOqGsizxe0V8NSyAzh4VNbRgQna1VSP8hJJUTGhXG/koyvg8njpsjafekFOBMx8fg3eWSd2sGi2u7CvNvD5s+UYX2wrx94jfjWHyy0ex+72wOMVaMkD5/tATrdXQQwLgiCZC6mVirCkxvx/is9eMkdxq6g6yHO/xd65wWRtq3jsNofH37b8VCEhOI5bwHFcPsdxhRzH3a+yfAbHcTs4jnNzHHeRbNm1HMcV+P5dy7w/geO4vb59vsr1RkGuBg0aNGjoMoKpGeyMXFHNWKmhTUpMCIJAXaCJ3LJ/tAUAFJLMgCSEQYf02DD6d0yYkUoMvYI/QNMxZRfScgxxXatBB6B3yzH6ftjX8FsAmxnrMgnB3IWBNt1SXI+8Yy3HdW6nAgRBwIebS1WfWXJUN9vhPgnqp09mPPzdPvzls13Yc6TxhB3jWFNoXZZ+yzhc04rtpfWK98/856/IemrVCTkmGf/lZoqtnQS/JNBusbvx73XFuOY9aQkH6wkRCjm/8kAVXAEUAc0dLkVgL/+7tK4dTy47CAC487NdeCHXjtpW8ff//Io8iRE2Obd2lwf3fr0HZ7+2ni5zUCWEF8+vyMeM59egsrGDlls6PV6FCuPd9cUY/8QvlLBQe2bLjS4BgORH1NaXl6uwCDQmONweqgANpK7oTXQ68+I4TgfgdQALAYwAcDnHcSNkq5UBuA7AJ7JtYwA8CmASgCwAj3IcF+1b/CaAPwLI8P1bcNyfQoMGDRq6iV8P1fzuJziBQJh/QCkjtDPZkK3F4uSoqKYVl7y1CU0dLtS1SSf5H20pw/lvbMSavGocbRIzN+FmAwRBUEwwAhnumfS8pByD4zgYfMSC2+OlAzDrCSE1phSHPtJho9dICGg1+Bp6Buz8Wq4g6gzS+Wnv3pDL9x3Ff2V1zSyONdl7RS1UUteOh7/bp9rxh0Wz3YWsp1fhiR8OBFxHEAQ88YNKpvcUxrqCGkxZsgoOlQysIAg0O05Q0SAGRK+sLMDqvKoeO4+qZjvtDDB5ySqMf+KXHtt3KCiubcOwh37C4RrR+8jrFfBlbrkqKVXXqk5o2V0ePPzdPjSEML9we4WgCoM5L67FhW9uUrxf6RtLRz+2otNjsHjou70Yo7KNw+3Bea9vwNbiemrOKD+vVkdwEoKdNwD+cgUCjik1CIVHffGXQwHnaE0qJARb3iD/voiX1efbylFU04rX1xTR8g7An8hok31Gu8uD3eUi0eZwe7HqoHivN7a7KHHhdHsVKgzSfry4rk2yf/m+5ZB7QrAoVTGdJAhEEDnd3qDqit5GKDOvLACFgiAcFgTBCeAzAOeyKwiCUCIIwh4A8l/lmQB+EQShXhCEBgC/AFjAcVwygAhBEDYL4mjzAYDzuvthNGjQoOF40Gx34Zr3tuL2j7f39amclGDJAbVBGRDVDISEePKHA9haUo9NRbUob5Cy9UW+wb+ophXHfBMnj9eLDpdHEaAH84QARIWDkbbj5Ok2ZHDVMeUYTpUWncTcstfKMThOU0Jo6BGwxENXE1pskP/8ivxun0t1sx1HGgJPiFnc+tEOPBrA4f1QVQsmL1mlMF9zebx44Ju91HCuJ0ACq7L6dsUzTW29H/YcDbhOfZsT764vxrXvdW7WFwru/Wo31hXUdHs/6wpqUBFC96KS2jY0yUrpHlu6H5VNdtS2K59Yb/96GGMf/5k+vwG/umZVXjVueD9Xsc0vB6qw50ijao19MEx6ehXGPa5OPGworKWqOoKNvvfqOrwQBAF5x7pGDK0vqMWGQjEj/trqAsx+IQcOtxff76rEmvxqfJFbjr99tUdxj24vbcCEJ1fix73K++Sr7Ufw4eZS/N/qwoDHbWhzYv4/1+LWle0Y9tDyLp0zixa7G88uz8PFb22UvF9c24bcEqWC4qPNZWhWCVhLatuxq7wRD367lyohiBEjGT87KwNweqRBNTGEJqBKCE+AcgyVfR6oVP8+mzpcigQJSwSw9/eLP+ejzPcseX5FPua+uFaxP49vDlEiC/SfW+5/XtpdHjqvcHq8fiWE2yuZbwiCQOcYxJBSraxE7bdBrrXaXEhefvP0jweRfv8yvL6mEM12ZWksIBInhAw6VYwpUwCwzUSPQFQ2hAK1bVN8/46ovK8Ax3E3A7gZABITE5GTkwMAaG1tpa9PJWjn3Xs4Fc8Z0M67t9Ha2orvf1kHADhU2XBKfIbevtYHSv0D2i9r10uWVTe2wagDzIIDxZVVyMnJQUGFOHDnHdiP/XXioGsziOd9rFLMFuUXFOKgryazqaUNv6xZpzju3n37Ya3LV2RGjx4pQ07OMfzfbLGMIycnB5UVYobkUGEhrc08WnkEOTk1cDmdqGvwf4a21hbk5OSgvkrcxm0Pfj176np3tLejqsp+StxjGk5uSI0pu8ZCsL+mFfv9WesL39wIl8eLpYun+fftM5tdk1+NXw5UYUZGPBaMSgIAlNW1IzXGgqynRRl4yTOLJMepb3Pi8n9txuPnjsSkQbGK8/B6Bfx3UwkunpiKMKOOEpTrC2px/dSBdL38Yy34dGsZdpU34qe/TAcgZp1b7G6kx4Up9svilwNVyB4cK+mmA/iDkorGDox8dIXi3AurW3GoqgWjUyIBKKXSdpcHrQ43NhTWYkCMNeg5yCEIAma/kIPbZw3BJaenSpY53V58kXsEX+QeUTmnFiRGmBFuNoR0jKvf3YpIiwG7H1WaAjrdXpTVt2FIQjhmvZCDgXFhWPPXWcznEz8vy8+W17fj3fXF2OTz8qlpcSAp0uw7XvDz+eMHfmLi69uysXRXJf6+aISqCk0QBJTWtUu+W7UA7cp3xMw1e52ueMefzc7t2IdPt5bhgxuyMGNoPH1/5vNrEGbU40ffvcSCZMNLnlmEF34+RN9febAKr6wqQGKECQDQ0C7NyOf7SpfW5tegqcOFpg4Xbp05GIA/WCeGyGpYnVeNQ1XBO03J8fqaQuQda8H/XX6a5P03c4oAAKV1bahucWB4cgRmv5BDP5caOpwePLs8D9dOScdA5rpzgEIJYdLzcDs92FneiIxEG1027KHlWDAyCc12F+6Ym4EI2X0q/65ZI8dQ4+H9AUiIxg4XkmSBP1sSUcoQmMHIIAISoOfLSKyy+jb62u7y0GO02t3Uw8Lp8UpUGC/9cgi/+khFh9ur6hkBiH4NcpBEys6yRlyTLV1W2+K/B+/7ag8+zxXD7edX5GMmc7+zYI99MpSYnfTdMQRB+BeAfwHAxIkThVmzZgEQJ53k9akE7bx7D6fiOQPaefc2cnJyYEkcDmzIRXykDbNmzejrU+oUoVzr0ro2RFoMiLIag64XCgrXHQYOirWUo8ZNBH71EwbtHg42swEpCZFobHdi1qxpaFn7MwAX0jOGY0drBYAagNfDZjNhUHoSUFKEAWkDsaGqDIAdOoMJYydkAWtyJMfNHD4cs8aliIPlip/872cMxqxZgyXrbu7IA0qKkJY+CFOHxOHz/A24dt4ETBkSB+umVTCa9ECLOMmLiYrErFlTcIgvwtKiPCTHx2LWrKyAn7+n7m3r9hzEJ0Rg1qzx3d6Xht83umdMqb7+9tIGxXstdjeiw4y4/j/bAACfbClDyTOLsOVwHS7912a8ePHYgMc5eLQZ+VUtuOzfm1G8RBr8dDg9yHpqJVocbhyqaoXFoMN7G4rF85Pth3xWttxh1gs5aLG7UfLMInyypQy7yxvx7EVjsPZQDbLSY2Ax6rCzrAF//CAX12an4R/njpLss6kjuDT+3NfWo83pwfI7xUBVLkW/+cPt+PWQVK2g5zm4PF6sza/B5sN16BdlwbCkcEwdEidZr93pQUldO+79eo+ChOhQaQkIiAHPvJd+xZzMBLx33en0/dK6NsSHm2A1SqfzJHstVzhsLa7HgBgrXltTgI82l2Hr3+cCEDPlBD/uPUoVFGyc8revdmPzYX82XSfX18vQ1OHC0l0VuHJSmuT9Wz7cjtpWJ6ZnxGPeiETFdh9uLsUj3+/H0sVT6XtF1f7zEwRBYlro9QrgVc5lqc8os1SmoGFl7Mv2HIXd5cGFE/orrhULopapahZJdB3HobrZDo8goM3hwYPf7gUgXvcHvhFfp8daMW94IiVQrEZRwed0e/HzgWNIiwnDqJQIcBynkO+/v6EYF01MVZBnBE/+cADvrBd/L2eoXEMAmPl8DgBgxZ2dz2l2lDXg/Y0l2Fpcjx//Ml3yTCH3UkFVK9bkVcNs0KHNKZaY7D3SiBkRAjYWisQU6VyxsagOX90qjZprWhxYdbAKc4eT8+2aJwSAgC3Bi2vacLjGf48caeiQqBGKOmklTnDp25vw3xuyqF8C+b4J+kVZ6GuHy694aHW4KKlSXt+OYUnhdD2W9Hj71yL8OUAJmFxZ8tLP+VQh8u3OClw8sb9keS1T/kMICLV9sdfW4fbQe83pEctJ5mQmKExAewuhkBAVANinZH/fe6GgAsAs2bY5vvf7y97XbHU1aNDQJyATrnDzSc/LhoyZz+cgMcKELQ/O6/K2lY0d+Ocvh/DU+aNh1POSwVxuUul0e2Gx6WAz61He0A6vV6CTuWa7iw7+To8Xmyrd2FAnTtwbO1y0jtXpEVTrS8lESJ41MKlkz1jZ4rjUKBQ9fZakHKOd2b+OlmOImZre9ITQ6jE09ARYOe/M53Ow/M7pSImy4NVVBbhn/jBasqQG+XxfHtSxaGh3IjpMSmRWNHbg5wOiguL73ZUB91Pnq98WBPF3yQatq/Kq0OL7TVY322mmEBCzwlsO16Gh3YkFo5IV5RK7qt2SSTYJAO+ePxTXvrcVY/pHYuniaZRUIV17NhbVoqimDVdPTkOjzNOADWSb7S7qsE8y3C6PgDV51Vi6uxJXTU5TEBCAWJef8fefFO8XLzkLgBjcf7uzAk+d5ydEvsgtx+SBsRgQK6op2piM/43vb8OVkwdgTmYiNQldnVeN0Y+uwNa/z4PZwGPm8zmYmBaNr26bAkAMMow6Hg3tyoC6vL4dl7y9CZlJ4XR/bDb14y2lmDQwBrd/vIO+F8xBnxAz1S12tMvIkyU/HsRn28rR1OFSECRENn/TB7k48PiZMOp4vLq6EK+uKkDWwBha1scSIw99t5e+XvzJThrQA8B5b2zA0sXTFJld8h2+uaYQNS0O3H3GUMVnWPzpDggCMDQxXKK2YJUbAEQynyEvvt5RgVd9weVd8/z7ZcfHWz/agUfPHkGvjdWogyAIuPjtTdRX4LGzR2BaRhy2ykolHvvfAdS0OvC3MzMV5wyAEhAAOvU1OZPpcmN3eVSfDYd91/pwbSuG/v0n3DDNr0Qinym/qgXXv78NKUwgvq2kAStbO1C/eptin3Jj21aHGzf+N5eOzRIlhMp9pvZICtQu/HGZZ8uqg1VIifYrlIJ5urDYUlyPXeWNULNLsLs8kjmi3e2h93KL3U3LS97IKcKba4tU97+vInB5UKtD+pt9dXUhUmP815r8LghqAniQhBl1aGHKMVhVhsPtpeWqn24tx6dby/HKZeNw7jjVYoQTjlBm3NsAZHAcNxAiUXAZgCtC3P8KAE8zZpTzATwgCEI9x3HNHMdNBrAFwDUA/q9rp65BgwYN3UdFqxePLBdrlNWC0TaHG5WNHchIDFcs+zK3HM+tyMeWB+aqZmJ6AoGyPKFAzuKHige/3Yuc/BosGJWEucMTJQZGF765UbG+xahDuEmPVrsbRxgPiKpmOyp8rtFOtxdv73EAEM+JuKgnRZjR7nQrJrGAn3yQZ4nUJlFE6komomzAo+M5iZEaWWYxit+3GqlxIsBxHFocbry3vhgzhsZhSILyntIQHBzHLQDwCgAdgHcEQXhGttwE0WdqAoA6AJcKglDiW/YAgBsBeADcIQjCilD2eTJCTswteHkdRqdEYm9FE/pHW3HtlHQA4gRfEATodTzyjjUjMylCIX1uc3pgYX5Tmw/7W+fOeXEtvpRlNKc+s5q+ZrtLtDjciDAbsK6gBjn5NQhjAsXi2lb0Z4KCL3P9FbkeQYBBx8PF1JBf+q/NAICPb5okISH+s6EYL+/wH5NVDhCPgj2+dnoHfMoJu8uDNocbV/xblNpfmTVA0U64w+VBSV0bDlW14PNt/qziHqY13/Xvi4HWtzu7ljP7aEsZ+gsCDe5vY1Rc9361BwBweVYqThsQjfEDouiyVXnVyK9qwZD4cIlKpcXhxvBHluPBs8QANbe0AavzqjBlcBwyH16O22YNxqLRyZJzKK1rwz/+JwZibHBYxdSV//3bfYpzf3+/E+H9j+C801Jg0kufu3aXFzn51bjuP8oA9O1fD9PXJDvObkcw4pEVeOr8UXh1VQEAaaDFkmW7me9hmcx3gXxHasQLIJJDr64qQPagWEweFEPfz8mvRnKEGZVNdny1vRzZg/2KlV8OSM015X4DrNfGT/v85yM3FyTXHBANYXeUNVICAhDJhkDQ8zyONdmh4znUtTlw3XvK69xV/Lj3KP6zoQQPLMxE9mB/iRT5zZPv5i1fEO0RhIDqHPEcOdTb1YmqfRVNqu/XtTqQEGGmJIPbK6hy8y6PIPEdAaD4OxBK69uREGGmf6v5XgTC9tIG1VKFZruLXp+JadFosbtpgqapwyUx3jweb121REx5vf8+K5CpOapl87swo6hQsRh1kucbax7+yPf7MU2mzApmcHmi0SkJIQiCm+O4xRAJBR2A9wRB2M9x3OMAcgVBWMpx3OkAvgUQDeBsjuP+IQjCSB/Z8AREIgMAHhcEgTxhbgfwPgALgJ98/zRo0KChR7CrvBFDE22KLIwcKxm/A7VB4OYPc7GhsE6SWSd48Nu9cHkEtDjciLR0XqdLsCa/Gv/dWILHzxmFxZ/uQPagWNw2a7CidOLTrWV44Ju92PnwGYpsZDCoZRVCQbvTjZUHq+kASlye5SSAHBaDDjaTHq0ON4pq/APlLt9kKzMpQuEcTzKM6XFW7C5vUq359dLaRennMRuUpMHYVHHyPspXw81C5wv+6d+kT7bPvbu3lBCAOAF7/IcDeOmSsRoJ0UUw3brOgOgltY3juKWCILAz+RsBNAiCMITjuMsAPAvgUl9Xr8sAjATQD8BKjuNICrOzfZ50UCvB2Oub9He4PCivb8drqwvxeW450mKt6BdpwabDdbhl5iDEyJ4z93yxCw8t8jc9u8xHABD8mwko5WB/108vO4jhyRGqxpOHqlolQexaRkng8QqqJCQAPLciH9dN8cv5/yEL2tjafDZ7fcenO+mzaMX+Kry+xi+J3lneqOhU0OpwY9Grot8Nm4F9l8k4Hy8e/m4fnprmz2jmHVW2PiVZySsmDZC8f6ShAzOeX6O636d/zKOv7/p8N546X1RYvJlTpAiiiDRfjoqG4MaVJc1e3PPlbtzz5W7Fsls+zA0puJO37ZR3Mfhpr5SkIAhkrqcGh9sjkaer4cFv9+KzmyfTv6/7zzY6Fvx3U2lQSbq8yxMLltQJFrC/mVOEVz0FQc+Rhd3tweQlq5AaY5EEo93B3V+I3+MV72zB+vtm0/eXBTBeZUsc6HkxREtdkI4fewOQEP9ceQgAR5UDwbpjTF4ibTsaKgnR5nDTeUtarLVLgXYgs9531hVjQ2EtYsOMSIm24PtdfhXYk8sO4vT0aNXtQkV+Jy2RS+uk34X8+hLlT22rk5KbgNi+lMX6wlrJ32vyq3H91PSQvGZ6GiFpjwVB+BHAj7L3HmFeb4O0vIJd7z0A76m8nwtglHILDRo0aOgemtpdOO/1DVgwMglvXT0h6Loknp2bmSAJoAk2+GodWx1umPQ8alocSI2xYntpPZW5NXe4QiYhBEGg9dVf5JZjz5Em7DnShF8LaqnpGsFnvozctpJ6zB+ZFNL+Aamktyu449NdWHmwippv3fbxDoxIjpCYeqnBYhDLMdqdHgmRQ6SHQxNtChKCTF4jLQZ0uDw0m6bjORpgkbZU8tad8owcAMweloAN98+RSEUJ5EoSUrpB1BPyoOxEgYNf1aHvpY4cvzHQbl0AwHEc6dbFRqbnAnjM9/orAK9xYnRxLoDPBEFwACjmOK7Qtz+EsM8TisLqVqzYrx6IBQIrVZfjmZ/y8MxP/gC1tK6dTsLfXqskFFbsr5IYVMrx84HQWi5+tq1c8R75Pde1OgK25pRn9FjsLm/Ez/vNAZeTDDoAVDOqjKVMmQgAfLyljL5WU3PtLPMHyjzHBWwPfLzIKfcHAnKzOxafMOfZFTR1uHDnZ7vo3/9e5ydPbv0wcNcnuYy9Kwg1u9yZIu9okxhgTx4UI/GceOR79S4qahj+8PKg5oY2kx7FtW045zWpsbLHK9AgNVDmHkDI7bvl3RRYkDLFUIPir7eLipueIiDkuOvzXZ2vpAKWeFC7LmmxVjjd3oAmkp9uFZ8TyT5T0654QhACy6DjJGUGcrQ63FS9csnE1B7pAvQvHxmbEmWBWWUOEuy7DwW1rcHvsTLZ/oN5mLBo7gj+O91Z1ohDVa2YkNY9EuV48NspgNagQYMGH8jDeXuZ0mhNDrcARFsNSIo0Y5tKCyuCFrsL9y87iJ/2HUPBUwtx1Tv+dmyN7S6kxojtwT7aUorXrxgPjuNQXt+OOJsJFkaWzMqQ2bo9tR7z8TYT/RxdISE669+tBkEQsNLX85qdNB442owpg5XO9iwsRh010CLXnuf8r4mDuhrkDtoWg46evyeAEiJQ+YQaAUHOhQVp53n22H4oq2/HH6cPCnh+PQmO89dnGk5Q+c5vHKF066Lr+JScTQBife9vlm1LCmFD6gB2orp15R5z47Vdx1c6dSKh5wF3cBFUp0gL53C4ScDDQQLK/Cr1DOCUfnpsqnTjp31KgubSYUZ8nu9UJT5YRJs4NDiETifsb//sD8g8XgFRJg5XDTf22PfyS6n/mbzhoPKcyXkS3J9lxhu77GhWiUvmDtBjVZl/f3pOHMcCtdyTl0OwkJcZHA+GRfPIbzj+/RTVtMGsAxytgUmAziD/6LP7CVhT6X/GnpHK4dtCdUIkXu9AKYD8o4HnC8EC3sGRPIqaxM/fmRoDAEze0LL5oezreBFl4rCtpAFGHnD6vrowA9AWuvgkIEZGuFDU6EHgprYimtvF63Aw7xBcXbx9IgxAXWDRCcoqa7DfK87nqsqlaiaeU94vXYHHaUdVlfLTsaVpahgazeNQN34noZB+Jh0gb7Lx7DebOt0uf+9OtBT3fmJEIyE0aNDwm0OoDDEgTrINOh4xYUY02934fleFqklPc4ebTuaqWxww6DiQw5DjXfXuFngFf2309OfWIGtgDL64JRsbi2oxON5G+1MDwftsuz1e1PjqdY82hjZpAYDGdifqOmHU1XAkiCy3s3KMMJOOGjaRaxEfbqITvoTwICSETEFiDoGE6OrkjOfUlRAGHY875ynNyk4UOHBw+uozNSXEqYcT1a1rhlfAHRd1fVa8t6JJNasPAGeNTsKPPpk7KZUCgKyBMWi1u1Fe3y4pUVLD3fOH4bnl3csgTh2eisObS+nfE9KiVbtwqGFMRhosES1YlVetWDZ9wkh8nu835BsUF0bN9S6e0B+/FtSgqtmBSyYPxJiUKPzpkx2KfbDZ1J3V/vaDDrcXEwbG49L5I/HaLrEU4q/zh0paNgZCpMVAn4F3zsvAyyuV8vvCRuXzdMqwJIkkft60SXh730bA6cKAGKtk3MgenQEurA4rD4rXJT3eRrsGRFkNEtPNuZkJ9Pqlxlhg4Hl6neRgTSEnpkUj1/c9nTeuH3iOwzcqXhhvXDkeGwprkd9FBcf8EYkShY3dA/RLSsDO6s5C19AQZzMC8F+HC2eOR2RCFd5XUeOMzRiA3KpitDiBCLMeN00fhJd+6fy7vm5KOt7fWIKJGSkoylUSS/2jLTjS0AGLQScxrOyfGIdDDdJ7mg2MLxifgm92+K91nM2E2lax1eYNU9PxN5/UXr5eV3D2aQPw4eZSjEiJwgXjU/DI9/sRFWZBW2P3VRenDR+C82KtuDmIAgfwEx6DBg8RFQ75eUHXZ5EaH4m68kbVZeFmPfbVuZGekgDgKLLGjcQHB/zPigEx1m6pFqIjwxETFw5jaczUAAAgAElEQVSUi9f++qnp+M+Gkk63S46PRdYwCz7aHPy3MjTRhkNVrRiS4P9dXzKxP75gElgE/SLN1OAbAMLMRjhk6pS1RzonL+bNnBJ0nnaioM2CNGjQ8JuDGglR3WzHkp8O4lBVCwTBnxnz+EiIG31u0HuPqGdjWuwuGrxe8MYGiTlio6/dG5lEtDnctCZ3a3E9jjS044p/b8FFb22UnJuc2WYliUP+/hM14yJB9x2f7sQ3O5QDEYtxj/+CP/zf+qDrqGFXgAEdCO6QDgD9Ii0I8ykhGn012kk+UyijnkdEkK4jCiWE0T8sERKClGM8sDATs4bFd0kVAihbyemC9Gs/kRCVEKQcQ1NCHAdC6dZF1+E4Tg8gEqJBZaBtu9MBrEfA8xyMer7L/zKTAnuKjOwneqOYDTy2PDgXmx6Yg80PzMUXt2Tjx79MxyuXj+v0vIw6HpsfmKu67Jyx/XDLTL+C6Oe7Zki6BJj0PMb2j8TV2dL2jGzrukHxYSh6+izcMnMQff6yiAkz4JXLT1M9/oS0aKpwSomyYPVfZ9FlD5w1HGP6ix4xkRYDzhrtf148f9EY+jp7cBwSwk307+umpCMzOQIAYDPrJQqu806TEtPsZ/0XU/I3sp+4/SUT++OKLKm/AwAsnj1E9fMIgoD3rptI/w4z6eh4cuF4abVzhNkAi8/raNqQOLxzjX+7/y2ehuunptO/757vP88nzxuNRWOkhpUsrp7s/67+OMP/3b582Wm4iVGLPcdcw6RIM6KPo5wtJdqC164I/N3eu2BYl/cJAGP7i/c9z3FYdsc0+n5ihAmJEdIgi3DTNpOellOGmw24Y25GSMeK9907asbRr1w2jrbO/PNc6XceptJ284GFw+nr22ZK20+fMSIBAHB6erREVXnBaapV8J1idEokhvp+h0YdT8dg/jgjwjiL9PMvGpMccIxW803weAXaijJURFkDl7+G+X4bP/hIvSiL//785I+Tgvprsc+DQDAbeEnJ62WnK3/narAYdDhrVODfH8Ff5w/DoScXYoTvWTQsMRxnjFC/nqP7R2IN8+w73llFVzzNehIaCaFBg4bfHBplPeDbHG5kPb0Kb689jMWf7MA764ox9h8/45WVBfAIAox6HlFWI/pHW7AqrxqPLd2vaAvHtmCqanZIjOEa210S06BWuxvtTObjQ18msLy+Q5LRIi2ZSJDeFsDUqrbVgf/trsTS3ZXUWKqnQdyU1QYjNbOtP832T5QGxFph8GX2ScYn3seqR1sNQY0fIyzSCRnr0i9XQvSPtuL967MQ0wWTTkBJQuj7sBSCkBCG453x/b5Bu3VxHGeEaDS5VLbOUgDX+l5fBGC1ILJ7SwFcxnGcydftKwPA1hD3eVKCDWaMeh6bHpiDt6+egP8tnoYbpw3Eg2dlYs+jZyLMpEdypEUSVJPflE0lICK/QZNBF7CUKntwLO45wx8o9ouyID1O7H5x5shE5D+5EN8vnoahsq5Cf2KCcLNeBx3P4YGFw/HwH0ZAjmirUfX8ADGwePmy03znKf0tWY063HvmMJw2IAqTBsZKDAfnj0ii5ElsmBHvXXc6XfbQouF04h9u1tNnGiD1oXnkDyNww7R0ybW4ZKIYEMbaTNj0wBw8ed5oRPoCJfZ5df3UdMUz9txx/XD7rCESYzirUU+NeacPlbrZh5v1KPONN9dkpyE9Lgz7/3Emvrl9ClJjrDifIUySmMA72mqQHDtrYAwtbXvrqvE4jenMES8LxtjWhGznjeRIs+IZDkiJCjXEWI34w5h+OPj4AsWy809Lwe2zhijK6DrDo2ePoAbFOs5PxAFAQoSZPnuvm5KO968/HRdPEL8zs0FHkwOk6wU59iuXBSbryO+E54APb8zCvxkyKN5mQpyvnLJepkyUjz9XT06TkHDpcWGS5YPjbQDE8ZC9D4Ndn+cuGqP4Dgk+u3ky0n0tYR0eL/1udQGMOX+8Yzp+vmsGXr9iPP1MLOIZEuKLW7LRT1YWef3UdAzzPQfSYqWfDSCeEIE/ixrUiBwCh1s6X2EJi9Roq+R3zSJ7UCwlEYPBrNdRI90rJw3AsKRwegybSY+3rhpP12VLR61GnWIuoga9TiSlyf2l13GICVMnCcJM+oDPyK5AzWerN6DNgjRo0PCbwUebS1HZ2EEnFGRgYwN/q1FPe3K/ubYQbq+YDQBE2WNxbRve31iiMDJq7HDBwdTPsuZMb6wplLiPtzjcaGcK81gzuAOM90OL3Y3kSDPu8vUvd6nU5w5JsKGy0Y4/d9ILvLto9akyRBmrFCtVjOmmMO3MUqOtdALj8BV3EnNLm0mv8HAgEyAAkn7vAGiGD2CMKbupHpCXY4QyETgR4Di//FtTQnQdgiC4AZBuXQcBfEG6dXEcd45vtXcBxPqMJ+8GcL9v2/0AvoBoOLkcwJ8EQfAE2mdvfq7u4MWLx+LZC0cj96F5SI604MyRSRjdPxJmgw43zxgckAAk9+GMoXHY/tA8+n7JM4swwxf0mmST9Usn+gUjkRYpuWjW83QCf9GEVMl284aLGeG3rpqAlCgLXr1cnTxgcf/CTJpNJcExq8owG3jE+oJ7+QTapOeRkRiOb2+fqjBbs5n1GOgLhNocbvr8CTfpodfxGJEsBks2k3TSz57rxRP7KwgDEjDYTDokR1pg1PMw6XVYd+9sfHhjFl03JsyIa7PT6LkDwOPnjsKolEiJKsxq1NHnX1yYCYeeXIj+0WJwF2ExUKUH+XxhJj3GDxBfk6CVHI8gymKkpBLHAR/ckEWfzf2jrRLCIpVpp0qOScCqAONtJmSodPkh6gjW1Jh91pNsNMnsm/Q8SJ9Gsp6crFk8ewhW3j1TkvkF/IRJcqQZV01OQ7hZjwmJ0nsiwqzHH8YkIzbMiGunpGPWsATqDWQ28BjuI5/G+JQUpFxO3g76dqa9KhlGdDyH6RnxVPkAABPTY3B51gBMGxKH62UqHw7At7dPwQc3ZGH5ndPxj3NGguc5TM+Ig46DIkgm90WHyyMZS4N187hkYiqWnD9adZnVqKOf99rsNPrd6ngOl2elKtZPibZgaGI4Fo1JpmM3UZwAQLzVf04jVIL4u84YSomBtBirYrnb4+1yRy9bkK5nbAtYjpOSECY9D4Nv7M3up8Nlp/s/76c3Tw55bkCSVEQhRYi/QfFhEuKVfU6EmfQhjfvkviS/DYOOV6iNyHnaTHoJQdhfdn1fuHhsSJ+nr6B5QmjQoOGURVFNKw4da8HC0cmoarbjoe/2Icyow+2+bFttqwO3f7wd5zEeDwnhJmqEZnd5YXfrYDCLD3T2Yf7ZtjI8wmTn/hmkRrRS1jbq0y1lOEsme70mOw0fbCqVmBcVVLWiX5SZTnjUjMVmD4uXOJ0HwsPf7cNolfaUoaLN4QbPkcmjtGZYrXbc7RXw/EVjcN/XezA82d+Ck7hXkwmtADE7yCIp0kxrMuUTLjMzySITE6KIMBw3CSH9u6+UEByk7t4auo4QunXZAVwcYNunADwVyj5PFVw44fgk2ZTY43nF75ME4AKkz6NnLxqDz32170MTbZJleh2PIQnhOPTkQgXx8c61EyV/20zi5FrNYR4AZg2Lx62MJP2LW7LhFaRZYI7j6HHCZERmsOBMx3NI8QXzje0u+vyJ95GmJIgKl5WQscEfkXuTbg46nqNBtTyjmxpjpaS4jufAcRzunDcUN80YhFs+2I5Nh+toJpNVFBh0PJWoR1j0MOp5ql4JN+vx90XDceO0gYrvDhCDnXvOGIrJg0UVyIKRSVi+/xjiwo3UvNfA8zAbdDDqdQDcsBh10Ot4XDV5ACamxSgIIjbbygZqeh2P2ZkJyH9yAYpr21Df5sS764oxbUgcipecBY7jsPZQDRLCTRieHIHpz61GeX2HhIRZefdM2Ex6POHr1EG+k3CzAQ3tLvzz0rGYPyKJZr/ZgPWLW7IxLDEcb6wtxOzMBJj0Oux97EyFUSzHcRgUb8P2h89gPof/83x9WzZaHW76OacMjkVOfo3kXv7kpkmYMiQOb+QUAQCIVRFLcn9z+xS0Ozww6nnE6I346CZVj1ucNkBZlvDBDVlYvSZH8b7Zd3/bGRLCatRh0sAYnDYgCjvLGqlvhGQ7g/rvi+M4xNlMKHlmEQDQriB6nseSC8YgwmKQJE7Y7z49Lgy5pQ0YlxqF6DAjcvJrJEoIi8oxjTqeGqAOiFWSEMv2HsWkgTGq52rU86rmqeReGBBjxYXj+/vafoqwM0oIk56nv1dAVHeR32hyGI97F2RKzG3tIThk1rc5cfHE/thR1og03+eZOTQe/9lQgqNNdsn1evvqCdS3x2bWU4IhGMj8xE9CcAoSghh4y5M8d87LwL4jTXjRN18NRdnRl9CUEBo0aDhlcf7rG3DbxztQXt+OIw1iUNvm9CCX6XLx495jEiVEpMWAsvp2yo63ugQ66SE9sadnxMHu8kra5hGZ5pPn+TsLh5v1SI1RdmT4cvsR2oaTYMEof00fyU45PV443V466Lh93gdkknXnvAz0j1YO2nLUtTrw4eZS3Pu1aFh16cRUmk0KNcPQ6nAjzKSX1JwGg8vtxcUTU1H41FlIijTTuliihCAZt6EJ4chIkAYs8YwBkjxgYY9P/DDJddEfZwmDwhOiD0sh3J7ufRYNGnoCfjJMvA+3PjiXKg1IAE6Mc9ffNxtr/zYLgJiNnpuZgCEq2W9A+XtWA+m4q1ZGAQDvX58led+g4ykBMT3Dr8Aa0z8S54ztR6X/fxiTHDCTeeWkAbTsLd2nhBiVEomUKAtumjYQ714rlmUMT47AkASbYvJu1PGY6FMdkGfdBzdMQq5PRTIxTQyi9lUqPYUiLQZcPNSAFXdOp9tHmA3497UTseLOGfSc5f44f54jehOQbCp5DkaYDTAbdArZvmTbuRk4PV08pzevGo+9j82H1ainJAT5/kkAQ8rDnjxvNM47LYWqAwk6yxCb9DpkJkVgyuA4vHvd6bAYdZQMmjk0nmbeSX0+q3IYkmBDUqRZQXqR+zDeZpbI71kPhqyBMYi0GvDAwuFdlpQT9Z7bI8Bq1CMh3AyrL2B9/YrxeGBhJrIH+TtDTRkiLYshXaMWMmP7+AHRmJYhXU+BAJeS4zjFdf7X1RMwa1g8xg+Iwl3zhsLkC/JjwozgeQ5PnCvORy4cn4L7F2YC8Le+NMt+X8vvnC4pGSEgv7tB8eL9ZDVICTj2nIjCUcfzlERklRBq94lRx1MVabzNhOculJbq5B1rwX83lSq2A4C3r5qAuZkJivcJkenxCvjLvAwUPX0WXcaqG0x6HawmHbOd3p/U4DmFX5XdFaTlhg/FdW24cdpA7P/HmdTMkfyualocsDL36vgBUbhy0gB67FASIITUIoQOB05h4E12E2bSS0jXcJMeF030E9Py7U42aEoIDRo0nJJoandRY8cV+49JahXX5NdgbGoUdvvMFvOO+VvAtTndEARx0Ghsd6HVJSDBN+GaNzwB/91Uij+MSca6glq8s74Y4WY9nYxfk52GacxExKDjkRYT1mkf77mZCchKj6GsfmyYkfbXdrAkhEdqxGjQ8SGRAluKpa1FkyLNuGNuBp75KQ+ZDy/HtIw4vH31hIC1kEebOlDZ2IFwkz5g9sRs4CVZApKlIxNCWo7hy0LMG56Ily8dh4WjkxSTQ9b8ST7ZtUpICPF43S1hCNQdo7fBMQ7oWjmGhr4EUUIQ0iCBkeKTTB7pqMESoX898/gMA1mQQCVJZhS44b45Ei8dNfz3+izkrM0BIAYYrzLGla9dMT7AVsBT54/GUz55emqMFT/9ZToGxYeB5zk8xCjerEY9Vt49U7E9x3H44MYsSecJo56n486EtGiYDTxumTFYsS0ALBpkVBA3NpNeYtRJnn3EWPJPs4dIPDRIRliu0ugMHMdRIkNe03/h+BS8urpQ4eug1gY5NswY1NgyFIwfEIW9FU1Ba/oJyH0YRNjSKV69/DSJuo4FIaPVTBHDTHrc4lPjsN1lWAxPjqBqgs4wsl8E9leKakH5eBQMpCTpm9unAgBtI04UMKNSIvH5zZMxPi0ada1OPPNTHr1/5IaZmUkRyExSZsYHxdvw5pXjKXkSxgTtck+MmDDxuB0uNyU5EiwcXrx4rGorXXIehISwmfWdkjTDkyNwqKoFHq+AmUPjMaJfBCY9vUqyDrl/CKHAkh8PnDUcTR0u/Lj3GMwGXjLH0PEc/b6NOn/ZTZaPsLO7OychnG4vOI6T3MPJjA+G1SBVbLG/21A9IQD/88Dt9Sq2I/MIuR9EmEkvIZFYsm/Lg3ORk1+N+77eK9lm1rB49BU0EkKDBg2nJOrb/Z4MR5vsCgb7vWsnYtneo3jk+/3YX9mM4ckRaO5woblDnEyQQbzVKdBB6qE/jMCd84bSycL20gZMGxKHTYfr4PEKSIyQOoF3OD004x9lNeCrW7Mx76VfJefx9W1TaN2u1agTSQibEQW+Dl0eQaCDjtyIUc9zkqCcSC6dspaVJXXS8gnW1Mjp8WJ1XjUqGztUTaEAIHvJagBARoItCAmhoySEzaTHHFl2ggySJMNmM+sljvKD48NQ5FOasHXK8uOxEm1SE00GcbWJcSgg50au38yhfTPosnPPQISQBg29AeI/Y1Qhw2YNi8drawrpxLynMXNoPB48KxNXTJJ2zogOM0IpUpeC57kuBXGBQDLzneGy01OpXNtq1NNMuRwWow55Tyzs1jlxHIeip88KaDh4TXY6XltTKKkz7yp4nsOzF46mpo13zhuKG6cPUvgvqJW0sKUMDyzMpB0WuoIHFw3HtIx4aiDJgnAB5NByRc7x4Jyx/QIuI49gtTJIFlv/PrfLxoly/G/xNGwoqsXV724N6d5j2zOyIMTdJUy2e5JPrZEUacbOh8+gKk8ynxiVEoEvbskOeryFjNkoucdjwoyKduWkjKbZ7ka4LwCOs/I4Z0J/RWnY1ZPTqCk3GcNtJr2kPEINNpMOux45A+X1HQF/75SEYL6YC8f3x9c7jsBq0NFOKGaDqMi5bdZgTPclkPxKCHG7rX+fS1VInZVjTM+Iw+2zlB1ubAGUOoB/ThRmDE0JQeYrZG6kdn/G2YxodfiJoCmDY1He0I5hieGS9dlStcQIM2YPU6pK2M4svQ1tFqRBg4aTDl/mltNWjwCwJq9akYlglx9rttN2loA4IMTaTDTYPXi0GQNiLDAZeFqfG+dbZvf46/MNOh7RYUbEMuaMoxifBZOel2ShPropi04KzHqdapDPkgiE7GAnfE63l2ZkiNyWkhA6XrL9Pb52ay1O6aBU3SytBdXznKI287XVhZIWoGoIM+lhCWAWx5IDj5w9gmYQCCgJ4ZtsyJ22P2cmQSzxQOqzCVhnbVKO0e5rhxUoAOgM5NyyB8fiwONnYh5jINab4Bgdbl926NCggaiL1MiwiekxyHtigUJ+3lPgeQ43zxjcI67uJxrPXDgm5Gx3T4D4RqjhnvlDUfiU0nOjq7j09AF0XON57rja890yc7BqQNMZTHqdxMCRxZ3zhmJYYjimDxFJ4humioaOY/ofv9dRMBBDzf7RypJKFlajXpL1HhgXJvG0CAW8z7zy29un4Pop6Z2uv+yOaTjw+JmK91NjrNj3jzNxpYzAI4gOM9L7h5Rl/GFMvy6NnWTOoZa1J/dKi92NOJsJcTYjwgPcPk+cN4r+dmhywqSHrRMlj9MjINxsoP4saudhkykhAOCFi8dg72PzoWfajpJx9r4FmfR5RnI4Bt+yhHAznZPI26PKccfcDGQPjlVd9u61E/HzXTMU77OqM/m8SQ3UE4KQELKk0wUZBkzwlX8RguaDG7KQ89fZtN0zgfxZkhBhxmNnj8AFTIKoBzjd44ZGQmjQoOGkQFFNK9weLwqrW/G3r/bQVpRlde24/v1tuM/nd0BAyASjnkd5fTvWFdTg8qwByBoYgzeuFGW5bMYoNdoKk15H23fGMSUB8ok4O8FgByWjngfPcyhechaKl5yFCWkxVMbqFURvidkyaRtLIpCHPVv763R76WBIGGx/OQYHCyOtIyqMVpeMhGiRGmPqdTw1syL4cvsR7DmirFdmEW4OXo5BIC+hAPxZJYfbC55TZgPibCbcM0G85pMH+TOsKbJ2XovnDMFT54+CUc/Tcow2X6eRzjIogUDKQcKMuuMmMnoCmhJCw8kC6gkRIKAN9ByQ44wRiScsSNQgBcdxIQUxpyqGJYVjxV0zaGvTKUPiUPLMIkXLRwD47w1Z+Pq2Kd063sUT++PLW7MlLUdDwep7ZlIvkK7itAHRirFRDSZ94LEqVPKuf7QV2x+ah1tmDOrSOVISQiU6JfOdFrsLt80ajO8XTwtqBCuHzVeSEKz1qbxLWKgkBFt2RLwQ1FQExCdLrdL1wgn9sfuR+QHPLZgac+7wRNoZ46MbJ2HVPWJZl9PtJ3y7ooQYmyp61pztU/OQpNrwGB1NKBESQq/jQ+7scd3UgTiXJSFC2urE4OSnoTVo0PCbRGO7E5EWAziOQ2ldG+a+uBaLZw/Bmb4ayEqfEWSzXSQbiGkkASEhMpPCkXesBU63FyP7RWDJBf62VKxqITHCDJOeR0WDuB1LNMgn4sTp/PzTUhBpNdAHPhmA2EGXsNWkzvA/12dh4pMrqVO12kSCNQtyewU6eBDG21+OIVVCkEFIroSoanYgwqynHhlGnVIJwZ5jIIQxrebkYIMStQCaDIZOtzfgRHl0vB5FT8+VDJbyYMek53HlpDQs+TFPqYQwhRYYyUGyN31JQADSwV7zhNDQlyBZxvEqLv1dgZrRnYbfBpZcMBptFQV9fRqq6ImSOo7jqHlnV7c7VaDWPaUzENWHWlBLEihuj4Awk6gQ6codQuYXanOIcJMeLQ43VQ4QqJ2HWqcU6XmKy9U6a7hl5RhyBGsdHCo5y/pesCawgYgCk95v3knWGZIQjg33z6HrxPi8xHjOX4YSir/1hLRoxMvuA/Ys+vJ21kgIDRo09DqKa9sw+4UcPHX+KFw5KQ2Ha0WCIbe0HlNlEuCdZQ0ARInal7nl2FRUh4sm9McLP+cDAEYkR9AMf5gsSGUVByYDD5Oep4E6a9Alz+wbdDy2PzRPIVNVk8GaKQnhf48N9lljSfK23AWdBKRUCUE6KOg4yfZ+EkJ6DtUtdgyMC6MlKXodr0omyDsyNHW48O2OI/TvWJsx4CBrkpAQylGLLccIxvaT9b68NZuWeIxLjcIun4komeDxnP86tjm7p4Qg36P8/uh1MKO91h1DQ19i9rAEvDTLElAar0HD5VkDkJNzuPMVNfymYAlSjjEkwYY/zR6MiyekKpYFw/d/mooNRbV0fFcjIdLjwrC3oklJQqhEyUQJEcjPgyR6HCokhJfpjqEGNaUnQaC2wsFA5kMmg7oS4uVLx2HSoBjqzRVo/hTjU8I6PMAfpw/C+oJaTM/onIxTUwxJfTb6joXQZkEaNGg4YdhYWItvd/qD3INHm7G+oBZr80VXxg2Ftahvc9J2ljaTgSocALFrw8Pf7wcgBuR/+2oPvtlZgSve2UI7Upw2wG9wJQ9S2fZLJj0vCaRZ3we1oDrWZqIZfTLMqbUAIwM2KwskbRhvnjFIIp0ka0TKnMhJQErKDyhTL1M0EBKiwe7FniON9P2mdpfEW0HsqtH54/3Bb/bisf8doH8PjAsLXI7BEDBqEm4yqDncSidnNZyeHoPRPhn3p3+crFiu1/H0mrY73OA4ZcuxUEEyG8EmF70B9qr09blo0BBj1u5BDRo0SEHUl2rDOMdx+NuZmUHbw6phbGqUxNBRTQlIOsW4ZB4I7HziVl95LEkoeAKoO0miR00JQbYJJGqQl8uw88PjmYMsuWA0bpk5CJMGxqrOjRLCTbR1rXg89WMQLwqzTvQq2/7wGYpuNyyCeZ2wHERf2lNpSggNGjScELy1tgjP/JQHAJg/IgmHa9pw9mvrAYitMAHxYfvGmkK6DccBzQwJUdHgb32pxg6bDbyk5ZS87ZdNQkLoJPV8cTYTdDwHj1cIuT5fLXC0qpAQVqNYGvEnmYsyVULIFBbks7loOYZPCSErxxDLV4DlJS588doGPHneKFw1OQ0dLg9iw1iPC06VTHDKMgxyL4mkSDNqW6QmlwYdB5dHkOzPpOoJ4Schuup3oDYw8xxHyZg2pwdhRv1xy2Dlnht9Bfb0tXIMDRo0aNBwsoEkFEL1GDgekLlUSpQFN00fiAOVzbhp+iB8tf2IYp7Cnsd9C4bh/oWZtFw3YDmGJXA5hreTcgwWn/xxEgbEWDHt2TUApJ29QkVihJl2oFBTQAqQEh2But/8ZW4GZgyNR0vx7k6PmffEgqBlFtJyjL6bi2gkhAYNGk4Ilu6qpK/Pe30DCph2UxuL6gAA5fXtktaavxyowi8Hqujf5Q3t9DWrkCDQ87yEkbfKnIZY6ZxJz0tICJtJj6QIMyoaO0IOmtVqBUlwzpIQH96YhWV7jyp6rxOw5Rjnn5ZCFRceWo7hV0KwPgY6nkNsmBG1rWI9xmurCzFrWDxcHkEyOBoClGPIZY7yoHze8ER8t7NC8p7FoIPL45bsT00J4S/H8EgUJ6FAjWDS8cCWw3XYWdaAdqdb8d12af86afeRkwEaCaFBgwYNGk42kPaWN0wbeMKOQeZcYSYdrvd1QanxJUDk8xQyPVg0OpkGzGQuF7AcgyghPEGUEEFIlsfPHYkx/aMwjmklq+e7bwyrUxn3BUFKtIQH6B7C8xwmpEUjp7jz43TqXcGpvux1aCSEBg0aehytDjfyjjUjPdaKkrp2CQEBAO1ODywGHcobOqDjOUweFIN+kRZ8wwTAbq+Asjq/EuJQlbJnNs9JSy7krtGsrE70hPA/mC1GHVKiLKho7Oi05RlRMKgpIeTGlACQkRiOOxPVeqiL67BKiBcvHoudPj8EMqCSYFnP8wo35sHxNtS21gMQW5MShp797Hpe6iVBIB/cWdvS+9IAACAASURBVOLkqfNHwWzQwSq7hhajDs12t0SGGNSY0uNVKFI6g5pbuFcADte24fw3NuKcsf26vE8W1HPD08dKCOa1QfOE0KBBgwYNJxkiLYYT3pZW7oMF+Esd5N0xOI7D9ofmSRQCnc3Z5GpTFmTeE2wX12SnS/7+4c/TkORredodsAkXosQFpGqE3uicxbYL11p0/o7wQ5ETF765sa9PQ4OGE4qdZQ3wCsA541ICrjN1SBxqWhyobLQjNsyE+HBpbVtlYwc+2Voa9DjynuryAJqFUaeTDFxmvY76KKh5QqhBLcNPgv3OOk+wYLP6PM/RgYmUYRAlhF7HKQJ0UjcZ6DwAUakQkhKCCcoJQZMo+x6IEoMlcIIZUzrc3h7J8tcwZSFtju4pIYYniyU7mcnq1663wJpuhtKmTYMGDRo0aPitgSR02HIKMmeZp2KWG2szSeZvav5cLMKDzAVJ4N+VIXhUSmRQ/4VQwZIQobTrPFHgJEoIzZjyd4OvClzYXtqANoe7r09Fg4ZO4fUK+HxbGcrr23He6xtQWN0ScN26Di8ufXsT9lU0YVtJA3hOLDVgcU12Gn09xWeyU9HYgZgwo4SEOHtsP7Q7PahqduDxc0cGPKZOlk0OCxKoku4Y7N8DfaUc9W3OQJtJEEwJ4QnBb4DwFEQqlxZrBaDMChAygjDig+PDcM8ZQ32vbar7ZoN0A8+re0K4AyshyACfHCk1MyL7YZUQateBOFgLQs93fmjrZjnG7GEJ+PmuGTgvCCnWGyBDfXclnRo0aNCgQcOpCjK3YY0l9ToeWx6ci+cvGhvC9uJoKu9gRsDzHG6fNRif36w0vc4aKLZlNfdBSaROhYQQ0PsKzZOlRac2E+oj/LTvWF+fwm8SpXVtuO+rPapmNN3Fz/uPIbekvsf325eob3PiWJMdDrcHjy3drzAqXJ1Xjfu+3ovpz63BrvJGfLq1POC+vit0YUtxPT7eUoYDlU0YHG/DwLgwDEkQg+bbZg3GhDR/T/qxqZH0dTRDQkxMi8bj5/iJhwExVroPOeSxnDVIC0eTnpeULJj0PP4wJhlA6EGzmieERaVFZyCQVSxGHX748zR8d/tUyfE9tByDyAXF0WHVPbPw57kZAIAoq/qgywbpeh2nKOMAAKesHMHFeCSQ9RMipGx/lG+QZ7MQaqUe7CXsaUOr+jbncRlCsRiaGN7n/d3J4YPVomrQoEGDBg2/ZRASQW7TlBhh7rTUAhBVhS9dMhZLF08NuM69CzIxaVCs4v1nLxyDFXfOgM3Y++MwOwfpy2REX8+FCDQSohfR1O431vvrl527m2roOh7+fj8+zy3H0Id+wmd5oWW3WXy9/Qg2FNbSv19fU4hvdhyBIAi4+cPtuOitTQDE1pEke/7XL3cj/f5leHVVAQDA4fYod3ySYsKTv2DyklXYVtyA9zeWIOupVZLzL6tvl6yv13EorFZ6MwBAi1MMcD/dWoaVB6tpxn7yIJF19noFCQmQGm2lr2PDjFTq5hEESaAdZzOpstmAsn90sMHLpNdhQKz/mBzHYVC8DY9MNuPeBcMCbifdhwoJcRwZeqOOx6iUSET7AmsStLtoOYbPE0JlkApkWmRhCBiDjlcdZOS1lmpKCLmCwl+y4j8XNbJHjeHvKRxtslOzrFMZRPaoKSE0aNCgQcPvFQaZGffx4ILx/ZEW27VWoYA4xwlU1tqboEqIPrCqYqdomhLid4ICmZSd7Qrwe4LD7UH+scCy/u7Aw9Cqy0tctI1PqLjny9248p0t9O/nV+Tj7i92o6pZ2rYwe8lqTHt2NQRBwFfbjwAAXvrlEJ5dnodhDy3HxW9tpCU3b+QU4oNNJcf3gU4wyMOvscNP2Ly7vhjp9y/DxsJaHKqSfk9vrz2MeS+tRd6xZgiyJ6ddlmUnRMIdczMwpn8kzhqdTEkIq1Enqa9LjjRLWl2yAXRMmBGxAWrxSF39X+cPpaUNgWDU8xik0tt6UJQuYEsktX3I0akLMYOzfcoL0uOawMAYJwqCQL0a1LwXbKbASgiyfiCPi+CeEP7Pdv/CTObcxPfZwFnNb0InYfh7dlRrsbt/EyQE0UCG6kGiQYMGDRo0/NagVo7xe4OOlmP40Z2y065A4gnRhyyERkL0Ioi7/92+2u6jTfZgq/9m8fB3+3Dmy7+GXIffFcg9AuTXuKrZjma7stUjAMX7LEP7496jAMQMNlmv3enBvV/tkWzzZk4RAGBbSQN2+zoePLc8H498vz+k8w+kMthd3oj0+5dhe2lDp/twebxdLkd5bXUhff1lrkiqXPHOFvq55Vjw8josky3rkNmcjOgnmgEmhJuxdPE0jE2Noh0Ooq1GiTHfgFgrhiaGIyXKgvsWZEr2oybDTwg3ITXGQv0iFs/JwNq/zQ76GU16vwcE23apK1AzQyKD6c0zBnW6/SNnj8TOh89QKAnIYHTPl7txz5e7aXcMtbIGVglxx9wM6s9gMegoIULO6cLx/bHkgtF0/f9bXSghj9wq5RgAcOvMwcwRxfWNTOBsVilL4SWuzz0/tCSEd98Uqq9BPSG0zhgaNGjQoOF3CpKo6I4S4lTHoHhxPko6vG24fw423Denl47OqbzqfYQ0E+I4bgHHcfkcxxVyHHe/ynITx3Gf+5Zv4Tgu3ff+lRzH7WL+eTmOG+dbluPbJ1mW0JMf7GREYXUrjDqx5h0AjnYxS/9bwfoCsdyhvs3RyZrBsfJAlSJTX90skg6pMaKEvK7VfwxBEDDp6VW4xFdS0djuxEs/5+ODTSUQBAEltW103bs+34WHvttH/377V5FcGJ4cjm3Ffl+IL30qiL+fNZy+Nz0jDgBQ1WKXPGDlygE5fthTiXkvrcWuaqVp6eq8agBATn61Yll1sx1Hm/z30rmvbcDsF3Lo38dCILvyfMqU1BgLipnr0GwPbKCaWyIlROxuAfOGJ2DR6GS8e+1EXDkpTbENCaoHyhQJqdFWhJn02HD/HEwdEidZpqY0MBl4rLt3DuZkKl2UA8Gk5xFrM+HNK8fjnWsnhrydfB9qKHlmER5k7oFA0PEcLcFgwZY6fLOjgnbHUGvVxJIQd58xlCpOLEYdVSiQTPuLl4zF5VkDsPqemQBEE9CPtohGo4B0AiAnWD6+aRKW3zmd1myySgg15lyihDgBngcJvwElBPWE0GtKCA0aNGjQ8PsEmSP8nkmIx84ZiX9dPQGnDRBjwpQoi+r88ERAqoTolUOqolMSguM4HYDXASwEMALA5RzHjZCtdiOABkEQhgD4J4BnAUAQhI8FQRgnCMI4AFcDKBYEYRez3ZVkuSAIyujqN4Y2hxtWPUdrrD/eUtbHZ9S3qG3tnhLipg9yMf+fv9K/BUFARUMHrslOw2c3ZwMAqlsctCTjSIP4Pwm431xbhFdXF+KR7/cjv6oFRTV+FcK3Oyvw6Vb/90PKMZweAe+sK0ZypBl/njOELl8wKom+HuFrB1jV7EBVs58AYFsOqoEoJyrblCoG0v6R9z0t2p1uWu6R9fQqZC9ZLa7nFXDgaDMqGjvg9nixvbQBk5eswve7KhT7dHuUx0lXqa8b6VM0yLGvogkA8KdPdiD9/mWoahcQZzPh9SvHY+7wRNUsfmZSOO5bkImXLxsHQHzoAqAKCRZf35aNJwJ0xjielkKkvebC0cldbrVEWjyqdYXoCcivlUdmTMlCXjpCzD6NOp76U8hJArbjxcPf7cMsH0nl8ig9IQimDolDZlIEvfc6613Nn+DWUzHW3hmcewPyDiQaNGjQoEHD7wVkvuD9HZMQqdFWzB+Z1PmKJwCS7hgneYvOLACFgiAcFgTBCeAzAOfK1jkXwH99r78CMJdTpsou9237u4UAARxEt/+5mQn4ad9RNLYrA/EjDe2nNDsoCAKuemcLPtpcqljW6nCj0peZr+sGCaGmKmjucKPF4UZqtBVxNjFg+XBTKaY8sxrf76rA7iONdN2nfzyIomp/xr+p3YXd5U1BjzkwLgwOtwcHjzVjTmYCzhyZhEiLATfPGIR+Uf6gon+MFTaTHlXNdkp8AEB5Q3DlCwkI5WaLgJKE+Mtnu7D4kx2SdYpr2zDowR/p34dr21DgU4qsPVSj2GdTh7T85JXLxqkG56NTIlHyzCJkyDpUlNSJ2fRle/xlGbYgvZkBMTi+bdZgepwf/jyNZunlmJAWg6uz04PurysIpGIIBR/fNAmf/nGyJNDuSciD9kqfskUt8Jdf4xcvGYv3rpuI1BgrVUI4XFKCSe5BQJ4vUiWE+vUha3TmYyDpf90DngfvXDORlq4BgC2AIeepBDLYq3mTaNCgQYMGDb8H2Ix6zMlMwFtXT+jrU+kzqCXfegtsiN6XSohQrkAKALYv3xEAkwKtIwiCm+O4JgCxAGqZdS6Fkrz4D8dxHgBfA3hSUIksOY67GcDNAJCYmIicnBwAQGtrK319qqDyqAOAF2vXrsXkSA9WCcC/l/6K05P8X0Ojw4s713RgQqIOt401geeAHw67kJ2sR7y17+qIu3K9ixo9WF9ox/rCWkQ0H0YE0wbn7d1+ZcCmnfsQVp8v2bbZIWBnjRszUvTgOA7fFjgxOIrHmHg9nB4Bpc1eZETr0OH23yo5OTkQBAEFjWLg1Vh5GJvWl8GiE5DvC8L/8tkuDIzwX79//XoYNgMwIJxHWYsX67ftxK+H/UF5jJlDvV16O8bq7MitEs1EXQ1HUVtQh1dmGgFUYd2vVXS9YyUFsOk92FdUDqGxkr6/fut2tBQH/smVlYtKCbfTobjWxSUiYVNUXIw1a45gY0E7DDwnWe/ZrzZItnnp241ocoifobzyGF23oMGDwVE8jrb6P59ZB0Q2FqCpTqnWaKw5hpycerS0Sjtl1LX+P3v3HSdXXe5x/PNsTy8bsqQXEkoCoYUA0pYWOlhoUgQFERXLtYJ4QWmiXq8XBe+VpohKVwmChLoKKCUgJQFCQkhID+k9m80+94/fmd2zs7O7s7O7Mzu73/frlVdmzpxz5pmyc37nOb/f89vGU88822DZokWLqKpqfaemdPoE9SqGTdFHtHXrllb//T//j7+nHEbQmu92VdMzlLZJ/PsMoY4IwCsvv8j7ZU3/3SfiLgCqlr3DubvU8hcvZMm7r7LivfrXmippV1VVRfX2+uE2r77yEh+keK6lS8N3Yt7cOY2eNy4+/ee6tWtTrpPOe514vAgYvLU+mfLWqy+zoDQ3R8v2Ot4sWxmSS7Xrwt+UiIhId1NQYNx54QG5DqPbsiZuZ1tW0jBmdiCw2d1nxhaf6+6LzawPIQlxPvC75G3d/VbgVoDJkyd7ZWUlEBqqidv54pEVb/DOqsVUVlZywLYarn9pOrO39Wen4nI+sd9w+pYV8eTby4FXeXX5Dpb3GsvgPmX8afoMvPdgfn7iPu0e08LVm/njyx9yyqShdYUEU6mqqmLsXlP4+5yPOO/Akc1WU/3Rz/8BhGTDk6v6069HEV85ajwVfcu46uVngXAyO3DoKCord22w7bm3v8gLc1dx2hEHsMeQPlz4+OMAzL/xGK56eCa/e2kBT3/ziHDV9qlwAlxZWcmjby7lhumhZ8Dxhx7AXsP70f+5x9iyqf7E6IP1Da8Ob9wOFx2+Czc9PYd+Q8cy//V3mDJ6IC/PX82DXz6co37297p1S4oK2HX0MGYsD6fLh0/ek8pJQxvsr9czj7OpegeHHrAvr62fw5rN1fx2Vn3NipHjdqdHvx5MGTOw7v27+uGZbK7ewU/P2JvHV70JCxdSUlJKZWUl1TW1/OXfi/nkfsP4/YLXgOUMrBjGbvuOZdP0ZwDn4EMPg+g92lTcj3je7/H59SeYffuXc9jhk7nsj6/xt5nLuPLEPehTUQS8BcDQgb2orKzkpa3v8syH77P3iP4cNGYgv/7HPHbbZTSVlbuy7unHgfoZXRzYY7+D4Iln6pb1G7QzlZWT6AjP7LeV5+es5JsPvEHPHj3S/vsfM6OKD1Zu4sgjUxeu7Ay/JVu374CnHm+0/LBDDmGnFAUZT5vzBJ84fB8qd2tcSuf8pp5k+qMN7lZWVlL7xGMk+jpUHnZoyiKg05a/DksWM3GP3WHWm3XbJquuqYUn/wZAxaByKisbNzCafa8ff7TRvldu3AbPPQXA1KMOb9VMJO2pvb4jV774DLCFg/edQOW+w9u8PxEREckfj341dVsrm6yTZCHSSUIsBkbE7g+PlqVaZ5GZFQH9gFWxx88G7olv4O6Lo/83mNkfCcM+GiUhuhLH6z74niWFlBQV8NQ7y3nqneX84JG3ueKE3fnR396tW3/O8o11RRBb6uaeiW01OzjsJ+FE/nf/nM+sa45vdv1vPfAGL89fzSG7lDN2p94p19lSvYPZyzdw4cdG8/jMZTzyRugJ8PQ7K/jzlw5hc3X9ifFrSTM91NY6L80Lr/ezv3m50XPMWrIegA9XbWbFhvoeFVu37+CV+WG7wgJjXDRsYFCPApZuan4a1GMnVHDT03O475WF1Dp85/jdmDx6IACVu+3EqwvWsGFrDQN7ljTorj6sf+Mx3dO+cig/e2I2ew7rS0XfUv41b1WDx+97ZSEvzlvNtadNrBtmcNe/wpCVSw4fS3VUo2HbDmf91u388uk53PbcB3ywahNPvRN6Wqzfsp23o/cBqCswCPDcnPoERGlRAdtiM2Ss3lzN399bwd9mLgPgX/NW1dUPANg5KvpXN4VmcWHdj+SGqDjlqPKedfU06l7z60sa3I9P9dneKvqWMXl0qH/Qmh/wh774MRa3MBQm11LVz4Cm/+4/Mb4kZQKiteL9I1JNPxpfp6kYSfF4S/UjUvnxp/ZqlGSIF+Fsy3CazqK+1kf+v5ZsM7OBwH3AaGA+cKa7N5ouyMwuAL4f3b3O3e8ys57AA8AuhEzqI+5+ebT+hcBPqW/X3Ozut3fcKxERke5q4tB+uQ6hbmg3dP6aEK8A481sjJmVEBIK05LWmQZcEN0+HXgmMbTCzAqAM4nVgzCzIjMbFN0uBk4GZtLFudcnnMyM8qQTqUQC4nOHjGFQ71J++8/5/CU6yUsev9+cmh21fOWef9edmDclPmvCpuodzFqyjjnLN3D0z6p4MJr1oYEo+Kk//0fKYjKvLljDO8vCCfKew/o1OFFcum4r3/vzW6zaVM1XjxrH148Zz/NzV/KHlxZw4A1P8cHKTbz/0UZqov2u2by9wXSUB93wdN39q6bN5LsPvVX32B9e+pDf/nM+ADOuPKbu5LpfE123Lzi4ftaGiUP7UlhgzFmxkYlD+7JfVKUW4LefncL9XziYYf17cOkRY+tmD9hvZP+6arZxu+zUm1+duz99yoqpiFXy/7/z9gPgxSjB8p8Pz+Kelz+sm8kDwswpz0YzYDy/pIZJP3iC2577AKif9hPCNKJvL61PQpx6c8MhGAlD+jWcSWDt5u0sW1c/1OLNRWuZuXhd3Swip+0TenUkTvqKCo2do30k6lHc9bkpfKkyTN2YSML8+PHwnZ0wpC9lhelNU9kWo8p7cfUpE/jf89IfRziwVwl7Dc/9j35zkmtC3HLOfvz1K4c2SBS1p0TtiHj9kaZO8hOff0vjBuMvIZOxjmcdMJLT9hnWYFl8xo5czmXdXhK/by3V15CULgeedvfxwNPR/QaiRMXVhCGjU4CrzSzxY/1f7r47sC9wiJmdENv0vliRbCUgRESkW+jUs2O4ew1wGTAdeAe4391nmdk1ZnZqtNodQLmZzQW+QcPGweHAQnefF1tWCkw3szeB1wlXIG5r86vp5JLHZae6mjugZzH/efIedYUVE1qaWSHujUVreeSNJXz/z83ndRYnTRF6wZ0vc9PTc3j/o03c9PR7rN+6nTdjxRwTJyk1tc6apIKai9Zs5lP/+0/Ou/0lAAb3KaU8eg2Do+7ks5dtwD1U9z80mobx+3+ZyfL127jtuXm89mFIMiQa6MdOqJ9+cVnshH3h6oZx//KZ+rHq8eltNlY3TpQUFRg/PG1PIMzUYGb06xFmG9hv5IBGhQf3GNKXFy4/igsPGUPi4u4Ru7Z8BTrx2o+fuDPH7zmk0ePX/fVtptzwdN39+2csZM3mkGhatqlx3IlYVm+qZubidfSJTvI2Vzfs6bH38H7cdPY+DZIgEJJYj74VElqf2m84KzdWs2DVZk6eNJSXrzyasw4YCdRfeS8qME7cawhfiRJGEHoiJIbs7FrRm0PGldft/4KPjeL/ju3F/qMGtvjetNVnDxnT6PXlu/gJ9v+ctQ8nTRrCnsM6LnHiNE4sNDWjReJnq8CM4QN6cNzE1NOimlldIqJPFygi2RESCR31hMhIvAD2XcDHU6xzHPCku6+Oekk8CRzv7pvd/VmAqMD2a4RenSIiIt1Kgyk6cxdGWj0hcPfH3H1Xd9/F3a+Pll3l7tOi21vd/Qx3H+fuU+IJB3evcveDkva3yd33d/dJ7j7R3b/m7s33m+8Car3h1cJUSYj+PUsws0azFKzcmH4S4l/vh2EAibHkj721lDN//a9GSZCla7c2uL9yYzVPvbOcniWFLFy9hUk/eIJTb36BuSvC1JXx6SZXbapPQsyYv5pDfxyGdSROiiv6ltEzuop79gEjuPBjo+uSHn17FLHnsH4UFljdCc7sZRtYvGYLZmH2EICDxpZzzB4tn/CnqLkHwHGji+lVUsiew+prXSSuRL5+1bH8+UuHhHiiE6aW5uetiQrvNdVtPVVMe4/o3+ix4yfuzKak5MGzsxvPXpFs7+H9eO3DtTzx9nJO3GtIg6upH9slJAQuOXwXTttnGP171k/jeMDoAazeVM0Lc1dR3quE756wW91j43bqzeA+9Sf0ie7wRYUFFBcW8M2pu9E/NjViYopKM+P6j+8FQL8exRzZDkMDJOiIoVdA3d8j1H+XG3TJayIdXhv7A3v+u0fx6/MnN/kcif111GvId4lpcQvVEyITFe6emIpnGZAqG5aqkHaD7jVm1h84hdCbIuFTZvammT1oZvHhpyIiIl1KfAhGLnuZqqWYRcnnyn2jK/AnTRrC6PKe3PLs+3UnCsk9IVqThPgwqhOwKaq/8KU/hIKNY654jPk3nsQTs5YxpF8PlqxtPE5+6/Zafn7W3nzrgTfrxi8f899/546pPVm2bhvjB/dmzoqN/OHFBfxt5jJ227kPr3+4ttF+BvcpZUXUe2PisH4NEhh9y4opKy5kaP8yFq7eQu/SIt5btoFxO/WmvFdp3djyfj2KWbu5fhhK4rkBvjV1V3bu14NvPfBG3VCV331uSoMY9igvZNY1R3P+HS81ii9+Yp048R4YO3FPJVGzIZ2u1OccOJJN22r47CGjUzx3/fNceeIe3PnCByxdt5XR5T1Zu2V7g9eccPtnJjNv5ca6+6dPHs7zc1eyeO0WSosKuPPCA3j/o41MGBISLr1Kwp/2p6eMZHR5T16ZH3qZ/OfJExjUqz7BNS5p2s36MevNv0YDRg/qxXPfOZKd+pRSVlzI281uIekqLe6Yq+R3XngAZ9/6IlCfjEtnxtHE71ZBGgeqxH67wnSaHSHx91WsnhApmdlTQKqJ06+M33F3N7NWz2Md1ay6B/hF7GLJI8A97r7NzL5A6GVxVBPbd5nZukBxZ1M+xgyKO9vyMe58jBm6d9wLN9TXjPvnCy/QuyQ3iQi1FLPI3Rt0gTlu4s48+uZSTt17KB+uComDREM/0RsgYc3m7WzfUcvfZi7j0HGDmi3Mt3x9OPlfsGoztbXOoN6ldUmMtZurueTuVwE4ca9UbT3Yc2g/SgoL2FJbf7V+xvIdrN9aw6enDGbOio11BRUTiYaSogK+c9xuXPfoO0A40e5bFk62Jwzpy/Yd9V/4PtHym87elzue/4C9h/fjhsfe5Z1l6xncp5Sa2rBu37IiTt1nKDMWrOEPFx/IIeMGcfIvn2Pm4vUM6deDQ8cPqtvnOQeO5PBdd2ryPWlOaZSEaKknROI1pNMTok9ZMd+YWt/j4D+O2ZWfP/UeR+y6U93wD4BxFb0Z3LeMpeu2Mm5wn7oClMmOmVDBn/8dkhNn7D+cA0YPrOvyftUpEygrLmxQ7CYxJr+suKDB8x04dmCDISdjd+rV4HkSr628d+r3ItHqT3yPRyR9T6XtSjIo6piOVIUl00kseJo1IeLasyfEQ1/8WItFMfNFIklTpJ4QKbn7MU09ZmbLzWyIuy81syFAqrmAFwOVsfvDgarY/VuBOe7+P7HnjFcQvh34STPxdZnZukBxZ1M+xgyKO9vyMe58jBm6d9zvLlsPLzwHwKGHHtLgwmw26XJMFsULUwKcuvdQZl93PFMnVNSdUCa6Ph+5e+jefvDYcq4+ZQIA/3jvI756z7/Z79onWdVMz4hEr4PVm6p58LVFDab4SwytAHjsrWV1t689bSIQToDGDOrV6Gr/zJUhIfHZQ8akfM5TJg1lv1H1xRrNjJ+eMYn/OWsfRgzsycDYF7xvj/Ba9xs5gFvO2Y+hUZHDd5duYHDf0rqhDH17FHP+QaN499rjOSSqIZF4bHDf0gYn11edPKHJ96Op4RoJZdGJd98ezfeESHRhz2Q899eOGc/8G0/irs9NqZs54LiJFRy522BGDAivf/iAHkydUEHvJsI4ca8hXHHC7lwT1bQ4KvqOlBU1Ll7YszQsKysubPA+lfdqOMwnkRBKOGaPCi4/YXcuP2GPlDHUv5c6ieoopR00DWXyiXxtraeVWEh85q2poNyeNSH2HzWAfVIMa8pH6fY0kpTiBbAvAB5Osc50YKqZDYgKUk6NlmFm1xFm7vp6fIMooZFwKqH2lYiISJfUYDhGDtvz6gmRRY43+qgT1d8TJ4OJSSf2HTmAW8/fnwPHlPOveWHqxYvumlG33X89MZupE3dmxIAezF62kZMm1bejVmzYxjkHjmTa60uYuXhdg6r3c2JJCIAxg3pxzpSRjK/oA8D4it4UFRZQUlQI1E+nub7aKSsuYKc+pRRYiPOw8YNYJ08MagAAIABJREFUs7mamYvXM3anXuwW7SNxFXRwnzI+vm8YjhvvZZB84pvo1VG9o5bBfUpZFE2n2KesCDNrMG1f4oSoTzSkIyF5ar/WqLtq20KyojXDMZqTuBq6V1R4MPH6B/ct5epTJvDMs1Vc9EToGTOod2ndlejSokK+cMQudfv52jHjGdynlJP3blz4MvG9KiqwBkmIRE+HW87Zr1FxUQgnqpfGniPZ7juHz/jkSY2fU9pHR/WESD7xjU/h2pxEYrQ1582qCZFafU8I5f8zcCNwv5ldBCwgzLqFmU0GLnX3i919tZldS5jVC+CaaNlwwpCOd4HXojGwiak4vxoV2a4BVgMXZvNFiYiIZFODC1A5vCailmIW1dY23aU5ceUwXjxy6sQwXCK5SCXAPS8v5J6X6+tvHb/niRQWGNU1tazeVM3OfcsYPagnC1ZtZv2W7fQuLWLjthrueD5M+zhhSF/eXrqeI3bdic8fPrau98QeQ/o2eJ79RvbntQ/Xsn6b06O4kMICY9+RA3h1wRqG9a+vKzF8QA96lRZx4yf3atAjImFggyREw69d/Or8KXsP5c1F6wDqegzEXXnSHnz7gTcYH6tlMHFo30brxX1832E8P3dlk49f8/E96ffEbA7epbzJdQAuOHg0f31jacbDPhJ2RMNNCqMeFYkr1O6hB0n8ivU/L085NBkIiYYLm+iZkjjhrHVn7E69Gz1+UoZJhNGDejH7uuMbTJ0o7aujakIkD73Ysn1Hi72EINYTQkmIdqOeEK0XDZs4OsXyGcDFsft3AncmrbOIJppa7n4FcEW7BisiItJJxZsgnXqKTmk/qXpCJNQnIRo/Vp4iCZEsMYXnR9EwjcF9Shk5sCcLV29m3ZbtdWP3E8MxrjplAgePLeeYPSrq1j9mj8GctNeQKI4QyMAoQbCu2ukZFTv85H7DMAv1BbZEszwMHxD2f/aUkewa9YiIixdjHJg09iieoDh03CBuPmc/zj1wJLukOHk+ZNwg/nnF0XU1D16/6lge+uLHmn1vTt9/OO/fcCJ9Sos4Ze+hjR4f1r8H/33mPi32pth7RH/eu/6ENk8PmYghMfPHOVNG0ru0KGXvgpKigrRqUCRLJDJ21MLO/cq475KDuPuiKS1slR4lIDpG4sS0w3pCFDZOQuxIIwuRGC7Vr0f6YwZ7KQnRLNWEEBERkdywFLeyTy3FLEpc6U4lcQLsKcYEDOlXRmGB1Y0nLu9VUjdF5qTh/Xhz0Tpe+3ANQ/v3YHM0I0ZF3zJGl/fiiVnLqal1Jo8ewDtL19ft88AxA7nnkvqZU82M2y84oD7W6P+BvULyYH21M6BPODk698BRnH3ASAoLjP9+8j0gnMg3J3HiuseQvg0KIwIMiCUozIxxg3tz/Sf2anZ/CekWUyksMN764XFprdvRJg3vz/wbT6q7P76iDzPbObbCWE8IgAPHNt/LQ3KvZ0kh67fWNBg+1Z6Sr76v27y9wfSbTbn8hN2ZPHpAiz2F4vq3MNNMd5dJXRkRERGRtrIGPSFUE6JbqG2mvZ8oihif4SChrLiQ9284kWdnr+DFeat4YtZyVm2q5riJFXzj2N047n/+UTcNZ8LgvqXsO3JA3RjkScP7M31WmHnh1+fv3+KXLrknRE0t9CipvwKeOMm99fzJPPz6Eir6ttxb4/nvHplyVo/E+Ogjd2vbMAepVxh9volimtL5Ve42mGlvLOmwniaFSSe+qzdVN/ublFBWXMjJkxr3IGpOriot54u21pURERERyUQnKQmhJER2NT0cY1j/Htz/hYPrihWmcuRugzlyt8E8PyfUNyjvXcqwAal7IFT0LavrndC3rIgLPzaan06fDcCezTxHQuLkpDyWNOhZ3PjrsseQvo3qSDQlMWQjlVk/PC6jYQeSWkFSTwjp/H5y+iS+dOQu9OugXgSFSYnHVZu2NahB0556lWjITnNUmFJERERyIX4hOpc1IZSEyKJab/7DnjJmYFr76REN3SjvVULv0iLOnDyc+2csarDOwJ4lFBQYz3zzCHbuV0bPkiL69Shm3ZbtVPRpuddCfU+I+iREWQeeWGgMeUO/v+jANv0wfGLfYfz1zSVcfFjqwpXS+ZQVF7L7zukl9DJRmHT1Pd2eEJnIZfe+fKDClCIiIpILDXtCaDhGt+DedE+I1tgUFYMcHCUTfvypSXz5yHHMX7WZ4kJj87YddVfC4zMjPPPNI3hv+ca0rsIlLpAO6FV/VbZHB1Xtl8YOHT+oTdsP7FXCn790SDtFI11B/MS3wEISYkdHZSGkWUpCiIiISC40rAmRuziUhMgip30+7BXRdJqJBIOZMaq8F6PKezW7XXnvUg5OY6YNqC9MWVZcWNeDIjE7hojkn/gUnQN6lrByYyhue9JeQ7jqlAm5Cqtb0nAMERERyYXkKdtzRS2hLKr19ikAkpgZY8yg5pMObZGoJVBaVFg3JKOlKSxFpPOKX33vXVbExm1hJp3ddu7T5mlnpXXUE0JERERyTT0huon2KgJ38Nhy/jVvFTt34IlDItSy4gIG9CzmA+prUYhI/onXhCguLGDr9jCsqz3Ph5/55hENZtGR1Io0O4aIiIjkQIPhGKoJ0X20R4P/tgsms2ZTdV3dh47g1PeE6FMW6kL0KtXJhUi+is+OUVxYwLaaWqB9i0jGa9BI04oL1AlRREREsk+zY3RD7TVdYu/SInp38GwSiXp1pUUFrNy4DQjdtkUkPxXGkpYlRfGeELoqn20dmUAWERERaYo1cTvbdDkmi9zbt+tzR0oMHSktLmDt5u0A7DWsXy5DEpE2iNchKCk0tnXAcAwRERER6bwazo6Ru0agkhBZ1F49IbLB63pCFPLLc/blqJFFjBzYM7dBiUjG4j0h4sMxCpWFEBEREekW4nUg1BOim/B2mh0jGxIJk7LiAvYbOYDPTCjNabZMRNom/vcbH46hv2sRERGR7qFhT4jcxaEkRBY5uf2wW+PGT01icJ9SSjSfvUiXE+8JoY4QIiIiIt1DZxmOocKUWeTuedMT4szJIzhz8ohchyEiHaCkKJ6EyJdfJRERERFpi1xOyxmny9xZ5J4/PSFEpOsqKYzPjpHjYEREREQkKzrLuaiSEFlUm0c9IUSk6youtPokhLIQWTOod2muQxAREZFurLO0+tJKQpjZ8WY228zmmtnlKR4vNbP7osdfMrPR0fLRZrbFzF6P/v1fbJv9zeytaJtfWDeojpY/c2OISFdWUlRAbfSDpOEY2fPMt47gpe8dneswREREpJvqLKfcLSYhzKwQuAU4AZgAfNrMJiStdhGwxt3HAT8Hfhx77H133yf6d2ls+f8CnwfGR/+Oz/xlZM+X//Aak34wPaNtw3CMzvHBi0j3VRwrOKuOENnTt6yYir5luQ5DREREuqnO0uxLpyfEFGCuu89z92rgXuC0pHVOA+6Kbj8IHN1czwYzGwL0dfcX3d2B3wEfb3X0OfDoW0tZv7Umo23zqTCliHRdJUX1P/1KjIqIiIh0D52l2ZfO7BjDgIWx+4uAA5tax91rzGwdUB49NsbM/g2sB77v7s9F6y9K2uewVE9uZpcAlwBUVFRQVVUFwMaNG+tu50Imz71+/RZ6Fu7IadyZyvX7nYl8jBkUd7blY9yZxjy2XwETygtZsqj+J/292e9StfH9doyuafn4XkP+xi0iIiIS11lmx+joKTqXAiPdfZWZ7Q/8xcwmtmYH7n4rcCvA5MmTvbKyEghJgMTtrHr8UYCMnvu/3nqOwupNuYm7jXL2frdBPsYMijvb8jHuTGNObPKLp+fA++8BMHHCHlTuO7z9gmtGPr7XkL9xi4iIiMRZJ5mWIp0wFgMjYveHR8tSrmNmRUA/YJW7b3P3VQDu/irwPrBrtH681Ztqn12OqzKliHQC8eEYKkwp+cDMBprZk2Y2J/p/QBPrXRCtM8fMLogtr4oKbCcKZQ+OlqcsrC0iItIVdZZWXzpJiFeA8WY2xsxKgLOBaUnrTAMSB/vTgWfc3c1sp6iwJWY2llCAcp67LwXWm9lBUe2IzwAPt8Pr6dTcVQRORHIvXphSNSEkT1wOPO3u44Gno/sNmNlA4GrCkNEpwNVJyYpzY4WyV0TLmiusLSIi0qV0lnZfi0kId68BLgOmA+8A97v7LDO7xsxOjVa7Ayg3s7nAN6hvHBwOvGlmrxMKVl7q7qujx74E3A7MJfSQ+Fs7vaZOq1ZdIUSkEygprD8AKTEqeSJeAPsuUhezPg540t1Xu/sa4ElannmrVYW1RURE8llnOcClVRPC3R8DHktadlXs9lbgjBTbPQQ81MQ+ZwB7tibYrkANfhHJNQ3HkDxUEfWiBFgGVKRYJ1Uh7XjR69+Y2Q5Cu+S6aHaupgprr0zeeWctlJ0pxZ09+RgzKO5sy8e48zFm6N5xb6upvyiey/egowtTSox6QohIZ1BaVFh3W0kI6SzM7Clg5xQPXRm/Ew33bO0B9Vx3X2xmfQhJiPMJ04OnrdMVym4jxZ09+RgzKO5sy8e48zFm6N5xb6neAU89DmQ20UJ7URIii9w7z9ysItJ9lRXHe0LkMBCRGHc/pqnHzGy5mQ1x96VmNgRYkWK1xUBl7P5woCra9+Lo/w1m9kdCzYjfUV9Ye1G8sHbbX42IiEjn01nORTvJJB3dg9N5PngR6b7KitUTQvJOvAD2BaQuZj0dmGpmA6KClFOB6WZWZGaDAMysGDgZmJliv3WFtTvoNYiIiAjqCZFVte6dphiIiHRfDZIQSkVLfrgRuN/MLgIWAGcCmNlkQtHri919tZldS5jVC+CaaFkvQjKiGCgEngJui9a5A7g7Kqy9mjADmIiISJfUWS4+KQmRTd55KpKKSPfVI5aE0EQAkg/cfRVwdIrlM4CLY/fvBO5MWmcTsH8T+01ZWFtERKQr6izNPl0Dy1Btbet7a9a6d5oPXkS6rx4l9UmIQv0oiYiIiHQLnaXVpyREhnZkMGRUg0xFpDMo0+wYIiIiIt1OZ+kBqyREhnZk0BNCs2OISGdQVqLZMURERES6m87S7FMSIkO1GfSECIUpO8tHLyLdVZlqQoiIiIh0O52l2ackRIYy7gnRAbGIiLRGjwZTdOYwEBERERHJms5y8UlJiAzV1rZ+G1dhShHpBIoL63/6C5WFEBEREZEsUhIiQ5kWplRzX0Q6k86SERcRERGR7kFJiAypMKWIdAXqCCEiIiIi2aQkRIYyLUwpItKZaIpOEREREckmJSEylFFPCDQcQ0Q6FyUhRERERCSblITIUGbDMVSYUkQ6F/0miYiIiEg2KQmRoUyGVmiKThHpbDQ7hoiIiIhkk5IQGcp4OIba+yLSCZRE03RqOIaIiIiIZJOSEBnKtDClmvsi0hn0Ki0ENDuGiIiIiGSXkhAZ2lHb+m00OYaIdBY9S4oAMPWEEBEREZEsUhIiQ5kWptRVRxHpDBI9IWpqM8ioioiIiIhkSEmIDGVamFJEpDNI9ITYtG1HjiMRERERke5ESYgMZVqYUm+4iHQGFx82BoBR5T1zHImIiIiIdCdpnROb2fFmNtvM5prZ5SkeLzWz+6LHXzKz0dHyY83sVTN7K/r/qNg2VdE+X4/+DW6vF5UNOzIsTKnKlCLSGZw8aSjzbzyJQb1Lcx2KiIiIiHQjRS2tYGaFwC3AscAi4BUzm+bub8dWuwhY4+7jzOxs4MfAWcBK4BR3X2JmewLTgWGx7c519xnt9FqyqjajmhDKQYiIiIiIiEj3lU5PiCnAXHef5+7VwL3AaUnrnAbcFd1+EDjazMzd/+3uS6Lls4AeZtYlLrtlNhzDVYleREREREREuq0We0IQei4sjN1fBBzY1DruXmNm64ByQk+IhE8Br7n7ttiy35jZDuAh4Dr3xmMczOwS4BKAiooKqqqqANi4cWPd7Vx47d+vs+XDwlZtU7Ojlu3VO3Iad6Zy/X5nIh9jBsWdbfkYdz7GDIpbRERERNJLQrSZmU0kDNGYGlt8rrsvNrM+hCTE+cDvkrd191uBWwEmT57slZWVAFRVVZG4nVWPPwrAXpP25tDxg1q1acGTf6O0pDA3cbdRzt7vNsjHmEFxZ1s+xp2PMYPilsyZ2UDgPmA0MB84093XpFjvAuD70d3r3P2uqJ3xXGy14cDv3f3rZnYh8FNgcfTYze5+e4e8CBEREQHSG46xGBgRuz+c+oN1o3XMrAjoB6yK7g8H/gx8xt3fT2zg7ouj/zcAfyQM+8gbmRam1GgMERGRVrsceNrdxwNPR/cbiBIVVxN6a04BrjazAe6+wd33SfwDFgB/im16X+xxJSBEREQ6WDpJiFeA8WY2xsxKgLOBaUnrTAMuiG6fDjzj7m5m/YFHgcvd/YXEymZWZGaDotvFwMnAzLa9lOzKqDBlB8QhIiLSDcRrT90FfDzFOscBT7r76qiXxJPA8fEVzGxXYDANe0aIiIhIFrU4HCOq8XAZYWaLQuBOd59lZtcAM9x9GnAHcLeZzQVWExIVAJcB44CrzOyqaNlUYBMwPUpAFAJPAbe14+vqcBkVplRPCBERkUxUuPvS6PYyoCLFOqlqWA1LWudsQs+H+EH8U2Z2OPAe8B/uvpAUOmuNqkwp7uzJx5hBcWdbPsadjzGD4k7I5XuQVk0Id38MeCxp2VWx21uBM1Jsdx1wXRO73T/9MDufzIZjaIpOERGRVMzsKWDnFA9dGb8T9bTMtHPh2YQaVAmPAPe4+zYz+wKhl8VRqTbsdDWq2khxZ08+xgyKO9vyMe58jBkUd6LGYS7fg6wUpuyKWjscI3HRRUkIERGRxtz9mKYeM7PlZjbE3Zea2RBgRYrVFgOVsfvDgarYPvYGitz91dhzroqtfzvwk8yiFxERkXSlUxNCUmhtT4jE6hqOISIi0mrx2lMXAA+nWGc6MNXMBpjZAMLwz+mxxz8N3BPfIEpoJJwKvNNuEYuIiEhK6gmRodbWhEisrRyEiIhIq90I3G9mFxFmtzgTwMwmA5e6+8XuvtrMriUU1Aa4xt1Xx/ZxJnBi0n6/amanAjWEmlYXduBrEBEREZSEyFhtq3tCRMMxlIUQERFplWjYxNEpls8ALo7dvxO4s4l9jE2x7ArgivaLVERERFqi4RgZ2lJd26r1M5hMQ0RERERERKRLURIiQxu2bm/V+h4NyNAbLiIiIiIiIt2VzokztGFrTavWdxWFEBERERERkW5OSYhW8FgdiFb3hEjMjtGeAYmIiIiIiIjkESUhWiFei7LVPSFQYUoRERERERHp3pSEaIX4jBhL1m1p0DOi5W3D/6a+ECIiIiIiItJNKQnRCvEZLl6ct5q/vL447W3rpuhs76BERERERERE8oSSEK1Qm9Tz4Z9zV7Vi2/C/hmOIiIiIiIhId6UkRCskj754+PUlrE+3QGX6IzdEREREREREuiQlIVoh0RPiK0eNA6B6Ry0fv+UFbn9uHus2N5+MSBSm1BsuIiIiIiIi3ZXOiVshkYTo16O4btm8jzZx3aPvcPW0mS1sG93QcAwRERERERHpppSEaIX6ug7GF44Y2+CxhWu2NLutClOKiIiIiIhId6ckRCskEgkFBlecsAfPfefIuscWrNrEZ3/zMl/8/aspt1VhShEREREREenuinIdQD5JJBIKokzCiIE9+fZxu/HT6bNZubGaZ2d/BMBvX/iAXQb3ZvuOWu57ZSGXHTmenfqUAuoJISIiIiIiIt2XkhCtUBvrCZHw5SPH8fnDxnLnCx/w7w/XMH3Wcn7wyNsNtps+a3ndbSUhREREREREpLtSEqIVPFYTIq6kqIBLj9iFD1dtbpBwSKW0SGkIERERERER6Z6UhGiF+poQqRMJI8t78vCXD+HuFxfwhcPHsql6Bys3bKNXaRHL1m/hlflrmNx3ZTZDFhEREREREek0lIRohfqaEE2vs/eI/uw9on/Kxz6x73CqqqraPzARERERERGRPKDZMVqhtoWeECIiIiIiIiLStLSSEGZ2vJnNNrO5ZnZ5isdLzey+6PGXzGx07LErouWzzey4dPfZGSWSEMpBiIiIiIiIiLRei0kIMysEbgFOACYAnzazCUmrXQSscfdxwM+BH0fbTgDOBiYCxwO/MrPCNPfZ6XjSFJ0iIiIiIiIikr50akJMAea6+zwAM7sXOA2Iz0N5GvCD6PaDwM0WppA4DbjX3bcBH5jZ3Gh/pLHPDjXvo41c+JtXWrVNzY5aAAo0iEVERERERESk1dJJQgwDFsbuLwIObGodd68xs3VAebT8xaRth0W3W9onAGZ2CXAJQEVFRV1hx40bN7apyOOqLbUMK6tu9Xbj+hTB8veoqpqb0fO2Ne5cyce48zFmUNzZlo9x52PMoLhFREREcu22z0ymrDi3V9U7/ewY7n4rcCvA5MmTvbKyEoCqqioStzP1qRPaGFwG2iPuXMjHuPMxZlDc2ZaPcedjzKC4JXNmNhC4DxgNzAfOdPc1KdZ7HDgIeN7dT44tHwPcS7hA8ipwvrtXm1kp8Dtgf2AVcJa7z+/QFyMiIpJDx06oyHUIaRWmXAyMiN0fHi1LuY6ZFQH9CAfzprZNZ58iIiIiAJcDT7v7eODp6H4qPwXOT7H8x8DPo9pVawi1rKCJmlYiIiLScdJJQrwCjDezMWZWQig0OS1pnWnABdHt04Fn3N2j5WdHs2eMAcYDL6e5TxEREREIdaPuim7fBXw81Uru/jSwIb4sqlF1FKFmVfL28f0+CBwdrS8iIiIdpMXhGFGNh8uA6UAhcKe7zzKza4AZ7j4NuAO4Oyo8uZqQVCBa735Cwcka4MvuvgMg1T7b/+WJiIhIF1Dh7kuj28uA1vQlLQfWuntNdD9en6qpmlYrk3fSUTWqckVxZ08+xgyKO9vyMe58jBkUd2eQVk0Id38MeCxp2VWx21uBM5rY9nrg+nT2KSIiIt2TmT0F7JzioSvjd9zdzcyzE1WD5+2wGlW5oLizJx9jBsWdbfkYdz7GDIq7M+j0hSlFRESk63P3Y5p6zMyWm9kQd19qZkOAFa3Y9Sqgv5kVRb0h4nWoEjWqFiXVtBIREZEOktu5OURERERaFq89dQHwcLobRjWqniXUrErevqmaViIiItJBlIQQERGRzu5G4FgzmwMcE93HzCab2e2JlczsOeABQoHJRWZ2XPTQd4FvRLWrygm1rIj+L4+Wf4OmZ90QERGRdqLhGCIiItKpufsq4OgUy2cAF8fuH9bE9vOAKSmWN1nTSkRERDqG5VOvQzP7CFgQ3R1EiurVeUBxZ08+xgyKO9vyMe58jBkUd0ca5e475TqI7kLtkZzKx7jzMWZQ3NmWj3HnY8yguDtSWu2RvEpCxJnZDHefnOs4WktxZ08+xgyKO9vyMe58jBkUt3RN+fr9UNzZk48xg+LOtnyMOx9jBsXdGagmhIiIiIiIiIhkhZIQIiIiIiIiIpIV+ZyEuDXXAWRIcWdPPsYMijvb8jHufIwZFLd0Tfn6/VDc2ZOPMYPizrZ8jDsfYwbFnXN5WxNCRERERERERPJLPveEEBEREREREZE8oiSEiIiIiIiIiGSFkhAiIiIiIiIikhVKQoiIiIiIiIhIVigJISIiIiIiIiJZoSSEiIiIiIiIiGSFkhAiIiIiIiIikhVKQoiIiIiIiIhIVigJISIiIiIiIiJZoSSEiIiIiIiIiGSFkhAiIiIiIiIikhVKQoiIiIiIiIhIVigJISIiIiIiIiJZoSSEiIiIiIiIiGSFkhAiIiIiIiIikhVKQoiIiIiIiIhIVigJISIiIiIiIiJZoSSEiIiIiIiIiGSFkhAiIiIiIiIikhVKQoiIiIiIiIhIVigJISIiIiIiIiJZoSSEiIiIiIiIiGSFkhAiIiIiIiIikhVKQoiIiIiIiIhIVigJISIiIiIiIiJZoSSEiIiIiIiIiGSFkhAiGTCz35rZdTl6bjOz35jZGjN7OYPtq8zs4naIo24/ZnaumT3R1n228Hz/Z2b/2c77rDSzRe25TxERya3k44WZfdHMlpvZRjMrN7NDzGxOdP/juYw1Ux1xTOwI7dXmyPC5e5jZI2a2zsweyGD7+WZ2TDvEUbcfM/uemd3e1n228Hx/M7ML2nmfF5rZ8+25T+nelISQLiH6gV9hZr1iyy42s6ochtVRDgWOBYa7+5RcBwPg7n9w96ktrdeW5I27X+ru12aybUdrr4ZK0j5/b2ZLzWy9mb2Xq0aciEhnEv3ebjGzDWa21sz+aWaXmlldmzZ+vDCzYuC/ganu3tvdVwHXADdH9/+Sm1fSNp35mNiJnA5UAOXufkaugwFw9xvcvcXjeVuSN+5+grvflcm2Hc3M3MzGtfM+nzWzj6L20htmdlp77l86hpIQ0pUUAl/LdRCtZWaFrdxkFDDf3Td1RDySXVHPllS/xT8CRrt7X+BU4Doz2z+70YmIdEqnuHsfwvHwRuC7wB1NrFsBlAGzYstGJd1Pm5kVZbKdtE0zx8rmjALec/eajohJsquZv72vAUOi9tIlwO/NbEj2IpNMKAkhXclPgW+ZWf/kB8xsdJR9LYotiw8nuNDMXjCzn0dXVuaZ2cei5QujXhbJXdsGmdmT0dWYv5vZqNi+d48eW21ms83szNhjvzWz/zWzx8xsE3BkiniHmtm0aPu5Zvb5aPlFwO3AwVE30h+m2DbxWm6OuiC+a2ZHp3rDzGwXM3vGzFaZ2Uoz+0Pi/TOzb5vZQ0nr/8LMbmriOZ+Pblv0Pq6IstJvmdmeZnYJcC7wnSj2R6L1v2tmi6P3cXYzsdb1orBoGIWZfTN6nqVm9tlU20XrD7QwhGWJhWEsKa98JWfok55zkJn9Nfp+rDaz58yswMzuBkYCj0Sv6zvR+gdFV+jWRpn5yth+q8zsejN7AdgMjE2Oxd1nufu2xN3o3y5NvUYRke7G3de5+zTgLOACM9sT6n+7zWxXYHa0+troePc+4Tc38Ztdamb9zOyO6FiyONoZIsrrAAAgAElEQVS2MNpXvH2wCvhBtPxzZvZOdEyZntQGcAu9M+ZEx4BbzMxij38+2naDmb1tZvtFy4ea2UMWrup+YGZfbeq1t/GYWGVm10ava4OZPWFmg+L7Slo/PpzgB2b2gIXeehuiY/yuZnZF9NwLzSy5Z+QuZvZy1CZ42MwGxvbdpmOlme0RrbfWzGaZ2anR8h8CVwFnRZ/zRSm2/YGZPWhm90Wv5TUz27uJ92yKmf0rep6lFtpYJdFjt5jZz5LWn2Zm/9HEc/4+ul0WvY+rov2+YmYVZnY9cBhwcxT7zRY0als1EWty+/Z5M/uv6Lv6gZmdkGq7aP0RZvan6Du4ysxuTrFOS23qcRbaxesstC3vi5b/I1r9jeh1nRUtP9nMXrf6nk2TYvudb6Gd+CawyVIkItz9zViiyYFiYERTr1E6ByUhpCuZAVQB38pw+wOBN4Fy4I/AvcABwDjgPMLBoHds/XOBa4FBwOvAHwAsDAl5MtrHYOBs4FdmNiG27TnA9UAfINUYu3uBRcBQQnfCG8zsKHe/A7gU+FfUjfTqZl7L+1FsVwN/ih/0Y4xwxX0osAfhR/sH0WO/B463+qREUfRaftfEcyZMBQ4HdgX6AWcCq9z9VsJ79JMo9lPMbDfgMuCA6KrWccD8FvafsHO0/2HARcAtZjagiXXvBnoCEwmfyc/TfI64bxI+k50IV9a+B7i7nw98SLgy19vdf2Jmw4BHgeuAgYTv5ENmtlNsf+cTMvZ9gAWpntDMfmVmm4F3gaXAYxnELSLSpbn7y4Tf58OSlr9H+N0H6O/uR7n7LjT8zd4G/BaoIRzv9yUcx+Jd4Q8E5hF++6+30N37e8AnCceE54B7ksI6mdCGmEQ4Dh4HYGZnEI6znwESPd1WWbjK/wjwBuG4djTwdTM7Ls23oTXHRAjtkM8SjokltK7tdArhuDoA+DcwnXBOMYww1OXXSet/BvgcMITwPv8CoK3HSgtDbR4Bnohex1eAP5jZblH76AbgvuhzbqqnzGnAA9Hz/xH4S7TfZDuA/yC0qw4mfD5fih67C/h09BliIaFzTLS/5lxA+MxGENqelwJb3P1Kwnfqsij2y2iibdXC/hMOJCTjBgE/Ae4wq0+KJVhIvP2V8D6PJnye96b5HHHXEj6TAcBw4JcA7n549Pje0eu6z8z2Be4EvkB4D34NTDOz0tj+Pg2cRPgbTtmrxcJFoq3AS4RzgRkZxC1ZpCSEdDVXAV9JOoCl6wN3/4277wDuIxwUrnH3be7+BFBNaKAkPOru/4gaMFcSeieMIDQ85kf7qnH3fwMPAfHxiA+7+wvuXuvuW+NBRPs4BPiuu29199cJvR8+04rXsgL4H3ff7u73EQ4+JyWv5O5z3f3J6DV+RBg3e0T02FLgH7G4jwdWuvurLTz3dkJjYXfA3P2daF+p7ABKgQlmVuzu8939/TRf43bC57Pd3R8DNgK7Ja9koUveCcCl7r4mWv/vaT5H8vMNAUZF+3jO3b2Jdc8DHnP3x6LP+EnCAfHE2Dq/jXo71Lj79lQ7cfcvEd7Lw4A/AdtSrSciIiwhnEi2iplVEH6bv+7um9x9BSFRfXZ83+7+y+j3egvhZPFH0fGthnCyu4/FekMAN7r7Wnf/EHgW2CdafjEhGf+KB3PdfQEhYbGTu1/j7tXuPg+4LSmO5qR1TIz5jbu/F72e+2PxpeM5d58evfYHCImYG6Nj2b3AaGvYK/Vud58ZDSP9T+DM6IS3rcfKg4De0XNXu/szhJPoT7fitbzq7g9G+/5vwtCdg5JXcvdX3f3FKI75hJPlRHvpZWAdITEB4TOrcvflLTz3dsKJ9zh33xE9x/pm1k23bZVsgbvfFrVv7yK0ZSpSrDeFcFHq29HfwlZ3z6QY5XbCUJihaezjEuDX7v5S9B7cRWjrxD+DX7j7wui7mpK7n0x4f04EnnD32gzilixSEkK6FHefSTgAXZ7B5vGDxZZof8nL4j0hFsaedyOwmvDjPQo4MOpWttbM1hJ6TeycatsUhgKr3X1DbNkCQkY6XYuTTpAXRPttIOr2d6+F7qfrCb0fBsVWuYvQSCD6/+6WnjhqBNwM3AKsMLNbzaxvE+vOBb5OuCq0IoqlUZxNWJWUEd9Mw88nYQTh/VyT5n6b8lNgLvCEheE6zX3HRgFnJH0HDiUc+BOa+w7UiQ7KzxOuJnwxw9hFRLq6YYTjcGuNInTfXhr7vf414cp6QvLv9Sjgptj6qwk9C+PH6WWx2/Hj0whCT8VUcQxNOm58j9Qni6mke0xsKb50JLeNVkYnuIn70ER7idAeKSa0Ndp6rBwKLEw64WxteynelqulvhdqAxaGnPzVzJZF7aUbaGN7KVpnOnCvheGiP2miF0ar2lYp1H3W7r45utlUe2mBt72GxncIfw8vWxgi87lm1h0FfDPpOzCChp9Buu2l7e7+N2CqRcNypPNSEkK6oquBz9PwIJQo4tgztiyeFMhE3XizaJjGQMKVmIXA3929f+xfb3ePn0A2dQWdaB8DzaxPbNlIYHErYhuW1NVuZLTfZDdEsezloaDPeYQDR8JfgEnRuMOTiYactMTdf+Hu+wMTCF0Hv514KMW6f3T3QwkHIgd+nM5ztMJCwvvZqFZICptp4jvi7hvc/ZvuPpbQffYbVl+/Ivl1LSRc+Yl/B3q5+42xdZr7DqRShGpCiIg0YmYHEI75mVy1XUi48joo9nvd190nxtZJ9Rv/haTf+B7u/s80ny/Vb/lCQo/M+D77uPuJKdbtSJuIHQejHguZ9C6Ni4/PH0m4Ur6Sth8rlwAjrGHByta2l+JtuQJCwj9Ve+l/CUMjx0ftpe/RsL30e+A0CzUl9iC0n5oVnTT/0N0nAB8jtLMSvV5TtZeaalu1l4XAyFR1F5I026Z292Xu/nl3H0oYZvEra3pGjIXA9UnfgZ7uHh/epPZSF6QkhHQ50dX1+4CvxpZ9RDgonWdmhVFWtq0/UCea2aEWChNdC7zo7gsJPTF2NbPzzaw4+neAme2RZvwLgX8CP7JQtGgSYXzn71sR22Dgq9Fzn0E4IKaqJ9CH0GVzXTQ2s8EBzcNQkQcJ4xpf9tCttFnRaz0wyuZvArYCiasUy4kVljKz3czsqGjs31bCFZR27UIXdVf8G+EgOCB6Tw5vYvXXgXOi78jxRF0to1hPtlBsyQjdLnc09boIn9UpZnZctK8yC8W+hqcTs5kNNrOzzax3tP1xhO6lT7fmtYuIdGVm1tfMTiYMAfi9u7/V2n1Ex4gngJ9F+yuwULT5iGY2+z/gCjObGMXRLzrWpuN2QhHt/S0YFw3jeBnYYKEIX4/ot3/PKMGSTe8BZWZ2UnQc/z5h2GRbnGdmE8ysJ6FmxINRz4k2HSsJ4/83EwpeF1soankKratjsL+ZfTI68f46ISH1Yor1+gDrgY1mtjtJPRPdfRHwCqF3w0PNDR1IMLMjzWyvKNGznpCcaaq91Fzbqr28TKg/daOZ9Yo+j0OSV2qpTW1mZ8Q+wzWEJEJT7aXbgEuj12bR856UdCGuSRYKwZ8Q/c0Um9l5hNoZmQy7lSxSEkK6qmuAXknLPk84yV5FKFSVzhWL5vyR0OtiNbA/UTe8aBjFVMKYwCWEbnA/pnUH8U8TigItAf4MXO3uT7Vi+5eA8YQrDdcDp3uYGz3ZD4H9CCfVjxLqDiS7C9iL9LoWQii0dRvhwLOA8H7/NHrsDkL9h7UWZqgoJUyvtpLwPg0GrkjzeVrjfMLB/V1CvYyvN7He1wgNmMQQmviVjPHAU4Skzb+AX7n7s9FjPwK+H72ub0WJpEThso8Imf5vk/5vrhMaOIsI7+N/EcYrT0tzexGRruwRM9tA+G29kjCWv8nZINLwGUJxxrcJv7kP0nBIQAPu/mfCcf1eC13zZxJqD7XI3R8gHJf/CGwgHGcGRiflJxNqM3xAOC7eTihCmDXuvo5QcPF2wonmJsKxqC3uJhT/XEaoufDV6LnadKx092rCMfsEwvv1K+Az7v5uK2J7mDC7yhpCW+GTnrpO07cIxTw3ENo496VYp7XtpZ0J37X1wDuEE+fEtjcBp1uY0eIXNN+2ahfRd/AUQv2zDwmf+1lNrN5cm/oA4CUz2whMA77mocYJhOG3d0XtpTPdfUa0r5sJr20ucGErwrZonysI36GvAWe5+2ut2IfkgHmTddVEJB+Z2YXAxdEQh/bY30jCyfvOzRRMEhEREckbZvYDQlHI81paN839HU7o3THKdYIl0iz1hBCRJkXjI78B3KsEhIiIiEhj0TCJrwG3KwEh0rKWCo+ISDdlZr0IY/cWEKbnFBEREZGYqObXDOAN2jYsSKTb0HAMEREREREREckKDccQERERERERkazIq+EYgwYN8tGjRwOwadMmevVKnvyg81Pc2ZOPMYPizrZ8jDsfYwbF3ZFeffXVle6+U67j6C7UHsmdfIw7H2MGxZ1t+Rh3PsYMirsjpdseyaskxOjRo5kxYwYAVVVVVFZW5jagDCju7MnHmEFxZ1s+xp2PMYPi7khmtiDXMXQnao/kTj7GnY8xg+LOtnyMOx9jBsXdkdJtj2g4hoiIiIiIiIhkhZIQIiIiIiIiIpIVSkKIiIiIiIiISFYoCSEiIiIiIiIiWaEkhIiIiIiIiIhkhZIQIiIiIiIiIpIVSkKIiIiIiIiISFYoCSEiIpIlNTtqWbF+K9tqduQ6FBEREZGcUBJCREQkS5au28qUG57m4deX5DoUERERybI/vbaI0Zc/ytJ1W3IdSk4pCSEiIpIlG7fVANC7tCjHkYiIiEi2/em1xQDMWb4xx5HklpIQIiIiWbIpSkL0UhJCRESk2zHLdQSdQ5uSEGZ2vJnNNrO5ZnZ5iscPN7PXzKzGzE5P8XhfM1tkZje3JQ4REZF8UN8TojDHkYiIiEiueK4DyLGMkxBmVgjcApwATAA+bWYTklb7ELgQ+GMTu7kW+EemMYiIiOSTTdtCQUr1hBAREem+3Lt3GqItPSGmAHPdfZ67VwP3AqfFV3D3+e7+JlCbvLGZ7Q9UAE+0IQYREZG8UTcco0RJCBERke7GNB4DgLa0goYBC2P3FwEHprOhmRUAPwPOA45pYd1LgEsAKioqqKqqAmDjxo11t/OJ4s6efIwZFHe25WPc+RgzKG6A1+dvB+CNGS/xfokaIiIiIgJfuHsGE4b042vHjM91KFmRq0sxXwIec/dFLWWD3P1W4FaAyZMne2VlJQBVVVUkbucTxZ09+RgzKO5sy8e48zFmUNwAbz09B959j6lHHUFJkWpDi4iIdEfJgzGmz1rO9FnLlYRIw2JgROz+8GhZOg4GDjOzLwG9gRIz2+jujYpbioiIdBUbq2soKSxQAkJERES6rbYkIV4BxpvZGELy4WzgnHQ2dPdzE7fN7EJgshIQIiLS1W3aVkMvzYwhIiLSLdWNAejedSkzL0zp7jXAZcB04B3gfnefZWbXmNmpAGZ2gJktAs4Afm1ms9ojaBERkXy0edsOeqoopYiISLekupRBm1pC7v4Y8FjSsqtit18hDNNobh+/BX7bljhERETywbaaWsqKNRSjvZnZ8cBNQCFwu7vfmPR4KfA7YH9gFXCWu883s2OBG4ESoBr4trs/k9XgRUSk2/Fu3hVCLSEREZEs2VZTS0mRhmO0JzMrBG4BTgAmAJ82swlJq10ErHH3ccDPgR9Hy1cCp7j7XsAFwN3ZiVpERLqjREcI7945CCUhREREsqV6R62KUra/KcBcd5/n7tXAvcBpSeucBtwV3X4QONrMzN3/7e5LouWzgB5RrwkREZF219LMkN2FWkIiIiJZUl2zg9JCHXrb2TBgYez+omhZynWimlbrgPKkdT4FvObu2zooThEREaGNNSFEREQkfdtqaumlwpSdjplNJAzRmNrMOpcAlwBUVFRQVVUFwMaNG+tu5xPFnT35GDMo7mzLx7jzMWbIbdyrVm0F4M233qJw+TuNHm8urnx9v1NRS0hERCRLqmtqGdhTPSHa2WJgROz+8GhZqnUWmVkR0I9QoBIzGw78GfiMu7/f1JO4+63ArQCTJ0/2yspKIDQYE7fzieLOnnyMGRR3tuVj3PkYM+Q27rvnvwIfreCm17Zx2j7l3HT2vuGBxx8FaDaufH2/U1FLSEREJEuqa1QTogO8Aow3szFmVgKcDUxLWmcaofAkwOnAM+7uZtYfeBS43N1fyFrEIiLS7T38+pKWV+qi1BISERHJEhWmbH9RjYfLgOnAO8D97j7LzK4xs1Oj1e4Ays1sLvAN4PJo+WXAOOAqM3s9+jc4yy9BRES6CdWlDDQcQ0REJEuqa2opUWHKdufujwGPJS27KnZ7K3BGiu2uA67r8ABFRESA+kk6uze1hERERLJEwzFERESku1NLSEREJEuUhBAREem+NBwjUEtIROT/2TvzMCmqq42/t7unZ58BBmZYZd8FFBAUBBFxN5q4xP1TYzTGmC8xMQmJ0Rj3JEbzGY174r5rlAQUWRxU9kWQZRCGfYZlYPatp7f7/VF9q6uqb1VXr7Nwfs/DQ3ctt05VV0/XOfec9xBEmmijIARBEARBEMc59CREEARBEGmAcw5vIIhMl7O9TSEIgiAIoh2gRAgFCkIQBEEQRBrwBoIAgEzKhCAIgiAI4jiGnoQIgiAIIg14/UoQgrpjEARBEARxPENPQgRBEASRBtQgBGVCEARBEMRxCQlTKtCTEEEQBEGkAVGOQUEIgiAIgjg+YaQKAYCCEARBEASRFnx+DgDIoHIMgiAIguiQeHwBfFNRJ133+qp9GDR3PupavGm2qutBT0IEQRAEkQb8QSUTwuWgWRCCIAiC6Ij89sPNuPip5TjS4IlY9/qqfQCAg3WR6+xC5RgKFIQgCIIgiDQQVBIh6AGEIAiCIDoom0JZEI0eX0rGp2cABQpCEARBEEQaCHIlCuGkTAiCIAiC6JA4QlGC0E+2FA6LlYQtEgpCMMbOY4x9yxgrZ4zNlayfyRjbwBjzM8Yu1yw/iTG2kjG2lTH2DWPsykTsIAiCIIiOjhqEoGkQgiAIguiQiHmCoCTOwJLw+03ClApxByEYY04ATwM4H8AYAFczxsYYNtsP4EYAbxqWtwD4H875WADnAfgbY6xbvLYQBEEQREcnEHqiScZDDEEQBEEcDxyoacG7aw+k7XgiEyJolQpBJIwrgX2nACjnnO8GAMbY2wAuAbBNbMA53xtaF9TuyDnfoXl9kDFWBaAXALkUKUEQBEF0ckK6lFSOQRAEQRA2ueyZFahqbMOlE/vBlcbuUlZBCIpPJE4iQYh+ALRhqQoAU2MdhDE2BYAbwC6T9bcCuBUASkpKUFpaCgBoampSX3cmyO700RltBsjudNMZ7e6MNgNk9+76AABg65bNyKgqS3g8giAIgujq1DQr7TDT5ffb0YRICJqHAJBYECJhGGN9ALwG4AbOeVC2Def8eQDPA8DkyZP5rFmzAAClpaUQrzsTZHf66Iw2A2R3uumMdndGmwGyu2B/LbByBSZMGI9ZI4sTN4wgCIIgujhM1WhITxhCHI+yHVJLIjktlQAGaN73Dy2zBWOsAMB8AHdzzlclYAdBEARBdHg4CVMSBEEQREwIIcdgENh0oA71LalpnSlQMyEkuRfJ+PWmJwCFRIIQawEMZ4wNZoy5AVwFYJ6dHUPb/xvAq5zz9xOwgSAIgiA6BYFQvp+DghAEQRAEYQttJsQlTy/H1S+kdu7aqjtGMiBxaoW4gxCccz+AOwAsBFAG4F3O+VbG2P2MsYsBgDF2CmOsAsAVAJ5jjG0N7f59ADMB3MgY2xj6d1JCZ0IQBEEQHRjRHcORPl0tgiAIgujUGMsxth1qwBOLdmDQ3PnwB6TV/Ek5IAlTppaENCE45wsALDAsu1fzei2UMg3jfq8DeD2RYxMEQRBEZ4LKMQiCIAgiNrTlGILnvlD6GfgCHC5nco/nsKEJEUggCkFPAAo0H0MQBEEQaUA8tDioRSdBEARB2EL8ZGodfzUwkYKUBPELzS3GTuS4snkIq2N1VSgIQRAEQRBpQC3HoEwIgiAIgrCF0FAIaEQa1A4WFvvd/e/NKP22KubjhYUpzQkmWTDiOIxBUBCCIAiCINKBeMigRAiCIAiC0PPO2v2Y/ujSiOWyFp1qoMDCe39j9X7c+K+1MdshxpYFGoQtgSQHIdLVfrQjQUEIgiAIgkgD4qHFSVEIguiy3DdvKwbNnd/eZhCESkVtS9Jn7lPBbz7YjMq61ojAgvjFlGVCpOK07Iyd7ON2/E8n+VAQgiAIgiDSgJjpoHIMgui6vLxib3ubQBAqB2pacPqfPsffluxsb1Ns4wsYghCycozQ/6nQUlBLPVKlCSFZdhwmQlAQgiAIgiDSAQUhCOL4oTPMPBNdnyMNHgDAVzuPtrMl0XGFsgT9QX3bTYekHIOpbTSTb4eVJoSsNCRWmOQZgB+HuRAUhCAIgiCINCDamVM5BkF0ffwUhCA6AKIbU2e4HV1OxVafX2+sCApov1OOFGkzAPYCDck+LmVCEARBEASREsQDjZN+eQmiy2OczSWI9sCOgGNHweVQfhx9hu+OGhQIRmZCmJ1XIucr2n9aDZHI5aRpCAV6FCIIgiCINCCCELJUTIIguhbGunaCaA/UjIFOEIQQWYJ+M00IHqkJYZaQkFCQINWZEJJHgE7w8SQdCkIQBEEQRBpQu2NQEIIgujypSBMniFgJt5tsZ0NsIDQhfAFDJkTof21wQhaY0JKIZkM4e8R8m4Raakp2pRadBEEQBEGkBOGTkDAlQXR9/IFO4PURXZ5kCCmmCzUTImjMhFD+1wtThpaZBPsSOVuRPWIlFpnI9ZTt2fE/neRDQQiCIAiCSAPiYclBv7wE0WURzpGPMiGIDoBw7OP1mY80eLBhf20SLTJH7Y4RMHbHsGrRKR8rGd0rZNkjQi8ikRijUa/io68rO4VmR7KhRyGCIAiCSANhYUrKhCCIrorqMJEmBNEBUMsx4nRy5/x1GS79x4pkmmSKU3THMGpChP6XZkKYClPGb4esJaiRRIIcxvjkz9/ZiLV7a+Ier7NCQQiCIAiCSAOidpXKMQii6+JQMyGoHINofxIVpmxs8+veP7KgDCPu/iRRs6SI7hjGzjKq/oNmsSOFmhBqJkSKNCFkezZ6/JKlXRsKQhAEQRBEGlDLMSgIkXQYY+cxxr5ljJUzxuZK1mcyxt4JrV/NGBsUWl7EGPucMdbEGHsq3XYTXQ/x/TYq/BNEeyB85WRl+z/3xW54U6R34nSYZEKIQIomKhCt9WiqMiGSobEh2/c4rMagIARBEARBpAPx/ETlGMmFMeYE8DSA8wGMAXA1Y2yMYbObAdRyzocBeALAn0LLPQDuAXBXmswlujjCSTHO5hJEeyB8287QrcVME0IWhBCYnVZCmRCIXsKSUBxGMqyVCGZXhYIQBEEQBJEGAmomRDsb0vWYAqCcc76bc+4F8DaASwzbXALgldDr9wGcxRhjnPNmzvlXUIIRBJEwlAlBdCSEH51od4x0BDFcTpPuGIgsvRACz2Z2JWKuVdAjPH4i5RiR+x6PzXRc7W0AQRAEQRwPiIcWB0Uhkk0/AAc07ysATDXbhnPuZ4zVAygCcMzuQRhjtwK4FQBKSkpQWloKAGhqalJfdybI7tTAgwEAwJp161G7ywmg49tsBtmdXlJh94FGxbttbfUkNPaSz0vhdoZ/u1Lx96+lqRUAsP7rjfBVhF3UNo+yfOOmTeoyT6sSN16zdi2OFDgjxmr2hR19mX1Wdh87poy9dVsZCut26tY1Nii2lJVtR2nTrminJOVIVWTMu6yszNJeQWe9t2VQEIIgCIIg0kCQhCk7NZzz5wE8DwCTJ0/ms2bNAqA8MIrXnQmyOzVklC5Eq9+P8RNOwtQhRQA6vs1mkN3pJRV2lx1qAJZ/iQx3ZnxjfzofADDt9BnIy3Sp78844wwwxpJq89/LVgD1tRgzdhxmjSlRl+esKwVamjFm7Dhg/TplWU420NqCSZMm48R+hRFj1TZ7gSWLAEBqn5Xd7x3cABw+hFGjRmHWxP66dY9v+QpoqMfwESMxa+oJcZ3nWwfWAUeO6JaNHDkK2PKNqb127LbLj19fj245GXjk0vEJjZMoVI5BEARBEGlApFs6KQiRbCoBDNC87x9aJt2GMeYCUAigOi3WEccVItPJmFJOEO1BssoxfH59vUAqbm+n+t0xaEKox4wUpjQvx4jfwGhjA/F3GwHkIpSJfj5WBIIci7YdUUU8P9lyGG+tORBlr9RDQQiCIAiCSAPhcox2NqTrsRbAcMbYYMaYG8BVAOYZtpkH4IbQ68sBLOVmsuoEkQDCgfEdj0XeRIdD/O4kGjQwtpxNhfCqK0p3jKDmJGSBCS2JnK+omJQNLY6byM+HzLZU/hi9+OVu3PLqOnyy5XAKjxI7CT0K2WiJNZMxtoEx5meMXW5YdwNjbGfo3w3GfQmCIAiiK0EtOlMD59wP4A4ACwGUAXiXc76VMXY/Y+zi0GYvAShijJUD+AUA9ZmFMbYXwOMAbmSMVUg6axCEbYQDQ8KUREci0ZirMTCQiuYvZpkQqtir1ntXW2XKx0qk24SaCWHZHSOR6ynr8pG6vxeHGxQNioN1rSk7RjzErQmhaYl1NhQRqLWMsXmc822azfYDuBGG1leMsR4A/gBgMpRPYn1o39p47SEIgiCIjox4oKFyjOTDOV8AYIFh2b2a1x4AV5jsOyilxhHHFUzmMBFEO5Gscgxj20wlUBApCJkIUTMhuP1MiERON9rYQGJBCNmwqczLc7uUnANvB8vOSiQTImpLLM75Xs75NwCMZ30ugEWc85pQ4GERgPMSsIUgCIIgOjTimYViEATRdXEy+WwukR4+3XIIm4/629uMDoPICEi0xWZ6MiEUt9SYRSTTaBDLginQhGBWY4fWJRI0kNmWyurATGcoCOHvWH+TEsKnDtUAACAASURBVOmOYaclViz79pNtSC2xOgad0e7OaDNAdqebzmh3Z7QZILv37PGCAVi2bFnCYxEE0TGhcoz25bbXNwAAfirNezr+EL5toj6uUeMkFUG2DKd1AM8vC0KYlWMkQRPCKm6TkDClZFkqE6cyM5SMlbYuFIRIC9QSq2PQGe3ujDYDZHe66Yx2d0abAbJ7jWc7XPt2d8prQBCEPagcg+hIiLswEacZiAyqJTqeDKdpOUZkZgJTxSPbpztGIuOnuzuGu4NmQiRSjmGnJVYq9iUIgiCITkeAc/VhiiCIronofmOsobdiefkx/PStr1Oakk0cn4h7KlEn16gnkGh5hwyhCWH87ojMBG3gg0URj0xIE0KiQWHErAzEDvJyjLiHi4qqCdGFghB2WmKZsRDAOYyx7oyx7gDOCS0jCIIgiC5JMMhJlJIgujjiO+6LwUm59sXV+M+mgyl1RIjjE3FLJRozMAYGUhGEUDUhgsZMCOV/eYtO+ViJaUIo/1sNkezTT2kmRCgI0dHaBscdhLDTEosxdgpjrAKKIvVzjLGtoX1rADwAJZCxFsD9oWUEQRAE0SUJ8nC6KUEQXRM1lTuOB/5UOiLHG4nMVHcl1O4YCV4PERgQDnpqghDK/0ZnmSGyPCJatkJimRCpbdGZ7u+5WTlGU1v7CrgmpAlhoyXWWiilFrJ9/wngn4kcnyAIgiA6C4Egp84YBNHFEd/xeDQhyG9OHo1tfhRmZ7S3GR2A5JZjOBhDgPOUBCFEsMFoargcQ7sshd0xrMYILdOWTi0vP4a+3bIxuGeurfHTrQkh/ia1GYI7E+9fhB0PnZ+y40YjkXIMgiAIgiBswjmnTAiC6OII58gormcHyoRIHg2tvvY2oUMgfPTEyzGUAZw2RBvjRbQTjdBGUY8ZNC6yKMeI3w6rAIfIjtBmSVz74mqc+Vip7fHlQYjYbIwFMbYxE8Ko85FuKAhBEARBEGkgwLn6cEMQRNfEjqidGRSDSB71KQpC1LV4UzJuqkjWPSVKJJhEJDJZcJOAifjV1PrMltkKMO+aYQerFp0iDmLmvx+u9+AvC7dblr/IbLb6e7H3WDOqGjym66Mhxu5KwpQEQRAEQdgkEAQFIQjiOCGeGnzKhEgebSlwuFbtrsZJ9y/CkrIjSR87VSSr44oIQjjVDhapyIRQMH4P1HKMoDYKYV2OkYh1zCLbIygpx9Dys7e/xtOf78LHmyrxv299LXX8ZXtafUyzHivFlIeXRDfcBE5BCIIgCII4flHKMdrbCoIgUonZbK4dUjG7fLySjHIBzjnW7KlRnbiNB+oAAGv2dmwt/a92HsOrK/cCSMwZ1yKCDmqpQjozIdSgQHiZVbaCsjw5n7/ZuGb3V6svAAD4zfubMW/TQXy9v1YysL1jJcqcx5fh2hdXhcsxukp3DIIgCIIg7BMIUjkGQXR1zGZzbe3bsXyETo0/mPjFnLfpIL7/3Ep8sKESQOcpl7nupdW49+OtABK3WTj7xnKMeIRXo2GmCeGQlIBEK8dI5OMXx5cFBaNpbIjghMPCw5aXY8Rmox3Kq5qwvLyayjEIgiAI4niGNCEIousjHvjjCULEs89pjyzBC1/sjnm/rk4yMiH2HGsGAOyvbk54rPaCJ5gLoQqtCuc6ShmEljZ/ADXNMWhoqA6+fmyRCbFo25GIZaaaEEnIAZFqQlh8v2/45xpsPdgAIHydmOQ3P9ZyjEQRYweCvEO1rqUgBEEQBEGkgWCQW86OEATR+eEmjpQd4tnnUL0HDy0oi3m/zkK8jlMyZurFcZ2hP9zCsWXoOMHkxz/7Fte8sMp8g4QzIUJBCL9BE8LG9f3Ra+sx8YFFto8VziLSLxdXu+xQg8Yusa2ZMGX49Wur9tm2QWeHTBMiqA9CaLdZtuOoxj7ze0RWepGMoEm043FEfm7tGZSgxyGCIAiCSAPeQBBZLmd7m0EQRAoJqE5K7Pt2oEnKtPHR15VYseuY6fqhv1uAC578MuZxA0kQTvSrQYiEh0oZTy4tx4pd1abrE70K4fILJQgRFomMPnLpt0ejbqOFm2QZyPx5NRPCpMJAO8Y9H21Bg8d+txSrQKI4bXH+vjjqPuQZFjEPE/PxOOcR55QKAVe7dOCvFUEQBEF0HVq9AWS7KQhBEF2ZRMoxYhWnS4WYXbr5+Tsbcc0Lqy232X64MWLZuD8sxIUWwYlYMiGa2/xobvNHLBeaAA6H3gvuTFV1iWtChDIhDMKUsZS7rNpdbSsIIEY02izLKoiqCWFYLDZ79JPtWFGuD3q1egP4pqJOY4d5INEoTGl2Hay6aMj2CNgIZqzcVY3P9/t0ZSl20F4j4/dCCGm2BxSEIAiCIIg00OoLICuDghAE0ZUR6c3xOH9THl4SU2Ah1ZkTVS1B/OHjLThc70ntgRC7hkNjm1+tv5cRSxBo7B8WYuwfFuqWtfkDaPUqDpozwajDy8v34K+ffZvQGPGSuCaE8r8QpownCHHV86vww1fWRSxv8Piw/XD4MzTLQJBd/mhdOozfI2Hvs8t24ZoX9UGvuR9+g4ufWo6qRo/ODmmLzqBe5NFnknFjdX1k33E7jSuufmEVXtnmxS2vRl5LAHhq6U68tnKvpS1GuygIQRAEQRBdnFZfENkUhCCILo0xXTtWYpnBT0YHCCue3tiGV1buw6mPLDENRHDOUd9iP9XdjIuf+irhMbjFjG+sTLx/EV5dqWgJCB0EMXysIYn7/rMNf19anpA9Mr7cGb3cIdFAldhdtOgU1yLW+3vDvshWlTf8cw3O+9uXEU65MbAgzYQILapt8WGloRxl8bYj+N4/VuiW+QNB+E08/S2V9QCg3sfi6G3+QMR5ircev+K8m10H6yBE5DLtOceb4fTYZztwT6gripZGj189rlEDotUbmQGULigIQRAEQRBpwOMNUBCCILo4gQTKMYDYnLtkdICwQjvLe7SxTbrN599WYcrDi1HXEkMXBAlWWQ1WDJo7H+VVSrmGfsY37HAuLz+GNXtqYhq32RueIY63q9Hheg9G/v6TuPa1w/UvrYm6TaIlOyKYo2ZChDzHZoPz+uKXu1FR2xJ1HC1f768LjR0WTgTsBU7ER/LoJ9tx9Qur4NHM6N/x1gbp8T0m+geZIa0moz7CW2sO4LbX1+uWie91m0/Z1iywEf47EF62bm8N9h5rlmanaO9dux/Zyl3V2HqwPup2ohSGg0eWY3hJE4IgCIIgujQtPj9pQhBEF0c4ff9avhdvrI5NlR+ILbBgNdu/pbIed723KSH1e79mV7O0/oraVrT5g6hLQjZEvKzZo8yyB7SZEJoAyrUvrsb3n1upvg8GORZuPWzbQXfGqQmxZPuRtAn/mZ2L2Rn6A0H84t2N2HkkUm9DS1ANQug1IX729kZ1m6pGDx6cX4Yb/7U2RqsVRNkLN9FRkLW5XF6uz37Qfhc8vshrHghytJjM+rtdijvc5hd2hNcZ9RfUIEToczX7Dooxlm4P73/5sysx67FSqZim9ntvN4B59QurcOGT0TOIdJkQhrGpHIMgCIIgujit3iBpQhBEF0frTNw3LzI1OhqxlBFYBRhufmUt3l9fgYP1rThU3xqzHYot4dd/Wfit9HjCgYynNMRsFlnGsh1HsWF/ZEo/oBES1AxnFsz5/rMrMeR3C/Cj19bj7bUHbB3bGISwS6p0Q/dXt2DTgTrdMpk2Qas3gJtMAgP7alrw4YZK3CzRatBizISQ6WOI82xojS0Q5Q61HRGOsJoJYbgt7Fz+aPeSP8jh8eo7fAgy1SCEGMP8gxP3lQhY+KN0YXnhyz3YZsjyke2hK8ewHDGS+lafLsBiDOII0dUg56QJQRAEQRDHGx4flWMQRFdH+4xvJlpnRbIyIcQ4D80vw2mPLI1Lt0EbhPhy5zFsCaV+v7v2ANbvU8obhBNjJdAnC158vLESw+62X6pwwz/X4FJDnb9A+FzaQIjZtVmzN1yWsSNKFoAgWhDC4wvgvnlbY2oDefXzqzD5wcW2t9cy8y+f45Knl+uW+SRO+KaKuohlAlfonKwCVNrPTVxbbQxCiDOGO1VYmg0AWL+vVhXpzHAqe6qOsJkwZfRh4Y0ShAgEg2jxKc64yHwQZIZ+l0WJhVXwyK8GIYL4fHsVZv7l86i21RuCM9JOLHGUYwgm/PEznPXXZeHxvfrAgvicOCTClKQJQRAEQRBdF845Wn0BZLvpZ5cgujKJlD8AsWUUGB2KxxftULUPxLrFZUo6eGNb7EGIgMEbEof79Qff4LJnlPIGNRPCJAgx9HcLcNXzq/TjBDk++royZnvMkM2g2wnm2C0hEbP/YoaZgaG6qU3tpvD2mv14ecVe/PbDzeo+Xn8QjywoMx1z5e5qHGuS62xo2XigzlZLRlkQwnjdtTPkImhkFSgLSLbXBmTE7LvY6lhTG9bvq4EvEMSZj5VKx7zsmRX4+9JyBIIcGaFggFqOYdIaU1aOYSRawM8f5OpxMpz632GRkdHijSzHMKJmQviC+MtCex1PjKVMMn0VfSZE7H9DDmmEY48ZxteWBFEmBEEQBEEcR/gCShokZUIQRNcmXkFKgXAS7pu3FSt3VaPNH8CBGrngn3G2/8klO1Xtg3AavfJ/c1tAnRE1g3N93bxxc5nugHBirGai1+ytQX2LD8+U7gLnHEN+twCffxu9s4NtQnbpNCFsBCFqmu2JaQY5x/LyYzrndNKDizHloSUAlM5HADD/m0P4cEMFAOCjrysjZqQBoKnNj4N1+uyDqgZPxLX1B4L406fb8d2nl+OWV9fh443WQZtony2gd9RlQQsjWofV2KITCM+4a7e77JmVONLgwZ5jzZZjN3v9ajCg1RfWLFD+118LO+UYvijn7w+EgxBupzETQgQhomcF+DXlGLa/64bNZPtpg3ja1WZBzc0V5oKUL3y5G88t26W+F6Uj4JHfCxKmJAiCIIgujHhQJ00IgujaGLMHdh9titimxevHziON8PgC2F+tDzD4Axycc7y8Yi+ufmEVfvHOJsz48+fwBYI42tgWdiigd1C0rx9b+G3EjOe5f/sCN79iLRz44pd7MObeheoMf0QQQrJPi5oJYe3M3P3RZvzp0+0R7RSNlH5bFaF3YMTopIp3Zt0xzPiq/BgGzZ2vWxYIcry7Tq8VsXDrYVz74mr8a8Ve6Tjac18fakVpFpQ5+f7PMO3Rper7zRX1mPLwEry3rkK33WfbjuCZ0rAjqRWClBGtHAFQ2kp+vb8WH6yviKplAOivp98gTAkALaGyAuO91txmPrsuMikaPf6wJoRXXwYRTyAvWlDlor9/pZbLGMsxskLdMcLaFObHF9+zmmavrcAPEJnZITs/7d8N7Wrj3xPBdyQtbfOzXACAN1bvxyOfbFeXa8sxOpIwpavdjkwQBEEQxwmifRh1xyCIro3R953912X417k5umUvfLEHTyzeAcYiU78DQa6bsZ6/+RAAxQk85aHFmDO6GC/ecIqyTOPdaJ3Qpz4vl9r25c5j6uvKulb8e0MFfnLmMDDGcLjeg4dC5QMryqtxuMEDmZ9qls4dLfOguknJOojmXooOC3sfvdB0G6MN4hrqgxBRDiQZBwDeXLMf93y0RbdMdBcQmRNGR84n6WwgO89jTW0RZQNlhxTRwtV7avCd4vByo45ANOzoj3h8AXwvpKvxwY+nRd3eeH81t/l1mhCyTAjAOsMk0+VAizeAJo9fpwnxxKId+HTrYQDAgdpWfLyxEpec1A+APY0EO0GYIw1KmUKG0wFvKNjHGFODElblGK+t2ocxfQrUa9Lg8aPBY09PwXi/yL4q2iCiNgiSjJa9ohxDKkxJmhAEQRAE0XURDzdUjkEQXRvZLKc3oMyQPxxy8muaFWdI5uz4g1zqUIkMiMVlVeoy7Wx/m6QtoRW3vLIOj322AwdqlNKA299Yr677+Tsb8ahmJlVQ3eTFU0v1AQ6PVwhTWh9frDfW45tR+m1VRJaCwBjw4JJyDDuZEEZW7DqGT0JBHy1ihjk8dmTpRPi1udMoK6sRn7Xbpa85kIkXWmGnvEJ7j9jpTKJ1jGubvRj7h4XYqun0oGZCGG7k6ma51gXnXHX4Gz0+TTlGAP+3ZKe63fp9tfjZ2xtjcsCfWLQzogsFAPzq3JHqa/Edcrsc+N1XrTj7iS8Um0LBEDUIodlfBF3u+WgLLntGLowaDeNnIzsv7W2jK8eIISvELBAoghCBYBfqjsEYO48x9i1jrJwxNleyPpMx9k5o/WrG2KDQ8gzG2CuMsc2MsTLG2G8TsYMgCIIgOjLigTI3kxIQCaIrI0ufbvFzXPbMCjz/xW54/UE4LIrc/7Z4B76WtKJslMy6an0bjz82Z0LMVgsny86s7i/e2YgnFu9Q33+65TDWhcoPoqX3C0fM5bTX7vKDDXINBI8vgFdMyiL03Rwi7YnmqF/zwmqskJSLGLMMtGN7fAHduNsPN+KbijpphOl7ku4eZsGZFomehBWrdldHPT+PxuHcXKnXFFhSdgSPf6YXWtQ6qNWS7AaRCbHjsL7LiFEYURAIcrUdZqNHowlhMhu/8UAt/m/xTlsyjYvLjuD11fsilmdo7jdRJuJ2OnCslaO8qgn1rT41M0HYof3oMhyJz9d7/cGogrX6TAiFRo8Pz3+x29YxJvQvNA3aiHKMoCYIMbw4D26Xo3NqQjDGnACeBnA+gDEArmaMjTFsdjOAWs75MABPAPhTaPkVADI55+MATALwIxGgIAiCIIiuRlMoCJFPQQiC6LJwzqXZDdomDA0en2Ut+X+/OYTrX1oTsbxJMjPuTyATQszAC4fazoxro8GG215fr5YNROvq4Q058na7h8hEMAHgr599q6t3B8w0ISL398Q562vcT5tF0Ojx64IUmyvrcfFTy6XBDBniXjCKJcaaCXHvx1ul2StatF0SHpyv79xx8yvr8KQhy6W2JRx40N4fBaHMkBavH01ejh+/sUG3X5VJEMIX4MgM6S80tmnKMUwCLpc9sxJPLN5hK8sDAHLdzoiOI9rgjvgOaQMT3kBQ/Q6Ie1lbDpFhM2hmhTcQNNV2EOhbdCqvH1v4Lf62eKfZLjqcDmZRjhEqm+FcPde7LxyNwuwMVRS0PUgkvDMFQDnnfDfn3AvgbQCXGLa5BMArodfvAziLKX1WOIBcxpgLQDYAL4DIHBqCIAiC6AI0eSgTgug4/GfTQaw62H4Pn10VM/+6xc9VZ6a+1WfbqdIinFJti0St0xFrJoRwfs98rBT1rT5bdfdWvL++AoPmzsegufMjuj8A4Rl/O9oFgLl2RKVkbHEZtBkKi8uqwA018J4YAzWCNkPQSJuV0uDxSQMwn2w5bGtsNRPCIJZot32olmiCnmZBGG3AR/u6PmSDy8F0gYK80O9Yc1sADd7IT0rWghJQnHF5OYb152I3KyQQBDbu118DlzYIIcn20WYpHG1sw9LtR/ChJgunzR/EkrLoLVKtaPMFo5aWaIMU4lr7YihHsdLEEAHKIA8Hk5wOhuwMp2kAKB0k8jTUD4BWPrYCwFSzbTjnfsZYPYAiKAGJSwAcApAD4E7OeY3sIIyxWwHcCgAlJSUoLS0FADQ1NamvOxNkd/rojDYDZHe66Yx2d0abgePb7rUhh2/bpg2o3UVyTET78tO3vgYAzL2mnQ3pYphlE7T4OdxOB3yBABparTMhzGjUdCJ4ZcVe3DBtkM7ptpsJMW/TQYzqna+z4VhTW8KtRbVaFcvLj+GKyQN0631q5oXNczcxR+Y0CcdZew5lhxqwcOthzBoZVnu004JRRpshwKMVjWz0+G11mjBDONjG+faD9ZHBlp+8sQFr90rdJQDAun21WLzN3GE2C8Joz6fZG4CDAWPuXYgLxvUGAORluXTZDd1y3DjS2IbKuhb0kpy7eSZEUM342HO0WS3liaZLYDcrJBAMYvth/Zy2W5PJ0BT6/LXH8wW4GgA41uTFvR9v1e3vD3Lc/Mo6W8c3oy0QjBp41AYppjy8BEt+eQYKsjJsH8Pqb0pbILIcQw1CHIfdMaYACADoC6A7gC8ZY4s55xGFL5zz5wE8DwCTJ0/ms2bNAgCUlpZCvO5MkN3pozPaDJDd6aYz2t0ZbQaOb7srVu0DvtmC2TOnoaQgKzmGEUSCCHX4dHO0sQ0eXwADeuRE3zhJeP1BePyBmB7sY8VstrPFJ2ZkA6hv9dlS8jeincX9w7ytuHRiP11pg91MiP8NBaC0MMTXFtEMIcA44Y+fqcv2hVqRWjnsy8vD3TvM7JG1fxTBGOP1v+31DVjyyzPU9w2t8QYh9J9XnS4I4UNFbWTAwC6i5EEco80fQCDIsd2gswCEO6VY8eaa/abrzDIhRNcIQAl0LNtxFACwYLOSzdFg6NSR7XZiQv9CLC+vxgV9I8czC0LsONKIbaFuIC9+tUddHq1Dg91MCH+QR2RhZEgyIbTjef3hLAW7wbjZo4qxdHtV1O1kxzDDuP7Sf6zAsOI828fYcSSyFbD2+ICSbaEGIRhDltsZNQsllSQyHVMJQBvm7B9aJt0mVHpRCKAawDUAPuWc+zjnVQCWA5icgC0EQRAE0WERMzl5VI5BJIktlfUYNHc+9lU3xz2GWdp0qjn1kSWY8efPY9qnuc2PX7+/CVUtsT80r9tbgxG//wTj7/ss+sYx8u3hRrwVcvwaPPIU+lY/V52h+jgzIYyaEF5/MK5MCBmBII9oLZoIB2pbMf3RpdI2k1a6DNe+uFp9beYL1rVGCiQKjQaZo/efTQfV139eaK2ZYIbx2tZptBLW7a3FV5rgSawIgdA2fwAeP8eZfynFmHsXxv3dtCr5MwtUnfu3L9TXIgChxW0oFWEATh/eC99U1KGiMfLGMbP9mhdWS5c3SQJLWuxmsLyxej9eWakXp9TaLr5D2iCELxAOEFQ3eW19N88aXYwT+xXYsgmI/K7KMAY/6lt9WL8vUqAWiOzWYpeAIRPCwcy1V9JBIkGItQCGM8YGM8bcAK4CMM+wzTwAN4ReXw5gKVfOdj+A2QDAGMsFcCqA+P4yEARBEEQHR/RXz3FTi04iObyzVqmIXWRIv1bEEc0fLLWO2n5Jy0A7VDe14UiDBwBQXtUoPd7HGyvxkma208wGI75AEPfN24pD9a3w+oP49fub8NJXe/Dk0p14d10FllcqjoQ/EITHF8BfFm5XbQEUJzcY5DrxwMufXam+Nrs2Wyrr8d66A9J1Vlzw5Jf47YebEQhytYbeSJMv3AawweNXRRpj4bcfbta99/iDuOr5VeH3CaRVG2f6E6XVG5BqNwD2WwJuPVQvXS7TSliztxZlhxqk95X24/5yZ3zBAmM5xq6j4cCf9t6Lh9rQ+Xh8Qcz9shUH6xMbLy/T/DemMo6MjawMR0RAiDFgxvCeCHLg1W2RQSGjOGQ0aiWdN7TIsl/s4nLIMiHCQY02f1g00hsIqp+H9ZgMzhi6ZojsFitiaUc6siTf9rZagsFw6YnTwcBgHuxLB3FPyYQ0Hu4AsBCAE8A/OedbGWP3A1jHOZ8H4CUArzHGygHUQAlUAEpXjX8xxrZCCaj9i3P+TSInQhAEQRAdlcY2P3LdrnZJfSe6Nq+t2oduOW5cPqk/AGDWY6XoluPGxz+ZLt1eV88emhmsrGtFMMgxoEcOqpvaEORKmvmQXnnYX92CAT2ydffu1IeXwB/kePa6Sbjt9fUAgPW/n4OivEx1m5+9vREAcO3UE5CVEXaMtDX9Hl8AWRlOBIIc1c1teG3lPozv3w0vr9iLbYca8NvzR+HddRUAgNOGFAEAhI91w7/WYHm50oFgc2UDXv3BFBxp8GDqw0vU8bf88VzsPabPFGlo9aMwJ7Ik46K/fwUAuHxSf3x7pBHbDjag1RfA2aNLUGwooXp7zX7MGlmM3oVZmlnUNl2avu6at3FVIK+u2QtvjCKSMoxtEBMJJIhzTxZGp11L6beRM+0yDtTIHWbZNf5ix1F8seMoHrl0nD0DY8RK0DJRJy6cCRFEXVviHmGO29y1M3YVscOw4jxsqdTrLDAwjOwdnyMsoyZKECIR3QK3S6MJEfp7p/08vf4gApKgoMvB0CPXLS0tcTCGWJpm2MmEiCUIUZAdX0lZgHP1XJ0OBsaYrhNIukkoL5RzvgDAAsOyezWvPVDacRr3a5ItJwiCIIiuSHObn0oxUghj7DwA/wdlUuRFzvmjhvWZAF6F0ha8GsCVnPO9oXW/hdJSPADgfznnC9NoetyI9N191S24671NmD2qGD1y3dhX3YJ91S2Y/ddS/OPaiRjVO5w2XN/iw22vrVfflx9pwpkjizH90aUAgB0Pno9JDy5W1589pgSLth3BU9ecjA376vCTM4eiKC9TfaAWAQgAeHLJTvzuwtF4cslOXHfqQHX5uPsWYudDF4RsbcYZfylV142651O8dMNkfLb1CN4xZCFsrazHXk2pSVWjMkNcVhPEk0t2qgEIQAmsbNhfizdX6+vhT/xD5EdZ0+JFYU4G6lq8OOn+RfjL5eMxcWB3dX1tiw/ff3YlGkKzpnf/ewsA4MHvnojrTh2IqkYP5n64GWP7FmD+/87Q2Ndm2tGgri2cBl1Z1xpXOYaRvYYyHCvHP900W9Twz9OUR8SD1bUzZosA5l02YkF2bXvmZeJYU5sqdhgvIgtAlsmSn+XSdeKww0dfGyvjI7nqlAF4e629rJ8LxvWJCEKARbYUTYTq5uSWhWVlONRAg1YTQpad4wu1zxxRkodDdR41MJvhdGB0nwJUNUYGzVxOpsuwiIbXH9RlZsmIRZOlIM5yjGAQXSMTgiAIgiAIe7R4A8imUoyUwBhzQsmwPBtKp661jLF5nPNtms1uBlDLOR/GGLsKwJ8AXMkYGwMlS3MsFLHsxYyxEZzzjuPRmWB0eCc+sAhPXXOy+n730Wb8z0trUNvihS/AkZfpgtcf1IkiPrSgDDma9O05jy/TjSlKPX7z/jdo9gZQ3dyG8f27ky20AAAAIABJREFUSe15ZeU+ZDgdePGrPXj6813qcl+Ao8Hjw56jzVLH56Wv9mDFruqI5c3eAPZo0t5FCvzmYwFsXrRDt+2mA3W49B8rpHYZWbunBgfrWtWH7+e/2K0rS3l4QZkagNDy+4+24OUVe1FepQjAbT3YgB+8vFZ3HmZCcrUejtaQI/v22gPolZ8JBzNv6WmHPYYMD7PSl/Yg2sx2Wgl90BlOZrs9qBHZ55TtVpzQ+d9EF4u0QghTGsuqAKBPYRYaPeaCgzKqo1z7Ub3zYxI8HNA9UjyWQckUSBZ27pfC7AypxojZth6fEtiIFiwQLTrdLgeGleTha02LT6fJOTodDtN10mMEgli3V67vINBmQlw0vg/+a3Ff5VhMaFjd50Gu14RgjIIQBEEQBNGl8fqDyHQlb+aI0DEFQLnosMUYextKG3BtEOISAPeFXr8P4Cmm1BdcAuBtznkbgD2h8tEpAFYiTXy65TDueHNDzPvJ0nvveFPf+UCbSmwUNhSImX7AXCNCzGx/vPEgPt5oPpP9ookjPP2RpeoMoxFZAELw5NJy03Xx8usP9NW/O6v0Tt776ytM9y03bKtVyP+3xQx0XRtHSyB8/kcb2+Ka5dZiLDPZerDBZMv0I9ME6J6TYavePtmImd/8rIykBkdyMhJzofoUZuFQvccyENUrP9Oy60E8ZLudMQUQeuS6sfDnM3XilQ7GYnLCo2HnvhhRkoe1URx5QaYrHFjVlmPI8AWUUgknYxjSMxyE4OBwmJRPuhwMrhjqMdp8QfzyvU2W22zQBD965mXiF2ePwOOGYKsg12JCI9PlhC8g/7viD3Lc/obyW+NknbwcgyAIgiCI6HgDwQiFcSJp9AOgnWKvADDVbJuQplU9gKLQ8lWGffvJDsIYuxXArQBQUlKC0tJSAEBTU5P6Oh6qG4M4b1B8j2P/3Z0+p+60vk70zXXgg53KMYcWOrCr3l5ZgVkAIlaKcxiqWlL/0Nwji6HGk7zj1HqC4GC6cTOQWLLNxt2Hk2FaSpCVpczuB3ywM/22lO9WuiVk8OR+V3ye+LvSXD3KjbyMIF6IrB7R0VRfp3vfL4+hsimx+9LT1IDdu+wL0pZv2wRfgd7praurxbJly6Tbux2ANwVdH+vr5UKlMvzecNnF5o2RLWm1PPPZJuxvCKIoi4Flh69LMBBEbY1cyLRs21bU19r/m/afjbEJ3h4+WAF/tvnzQtVB80Cpg9uza/26taivU4KFifx+JQIFIQiCIAgixXj9waTW0BLph3P+PIDnAWDy5Ml81qxZAJQHOPE6Xq6Nc7+rdh7DdS8pbe8uGt8HA3rkYGCPHMz9cDO+e1JffLTxINxOh64EAwA++dkMnP9/XwIA/nPH6Xhj9T58seMoDtZ7MKIkTzr7Om3sUPz0rOH4YO58AMAbt5+JUx9Zotvm+5P7Y/qwnrj346261OmiXDeWz52Nvy3eiZW7q7HpgN65kiFq7nvkulHT7MWgohwM6JGDKpMOB6N652P74caI5VdM6o/3NNkNv79wNB5ftAM98zLx7HWT8K/le9T1mS4H2vxBDOvdHWv21kiPk+N2Ij/LhdW/m4Nx9y1Eo8ePD2+fhqVlVXjq83LVbi0cyqzp7WeNwrPLdivnVZCLmhhT7bUclPjAPfPcONbUgUohNIwZORwf7NwWfcMk06OkL7BvP4q7F+BIi31HNhrFRd2wu15+j0Tjvutm4/PtR/HC5vWW2w3qV4JNR8OZR0XdCsAyvKiIo8uFoHevIpw4ug+wzV4/gHPOmIY+hdnAp/PVZT16dMesWafqlgn6F+Vi99H4AzRmdOvWDai1d717FObjYJOSGXTq1FOAlV+abvvNUSUYOLxPN0we1x/v71QiQ8zhQElxL+BIZLBvwrhxKPPsB45VRayT0RJjDHbo4IEYVpyH18vk2RNjRgzFx7vkIqP5Odlo8Ea/P047dSo+qvwGwSAwa9ZpsRmYJCgIQRAEQRApps0fRFYGBSFSRCWAAZr3/UPLZNtUMMZcAAqhCFTa2bfDcvrwnrhzzgg8sXgH+nfPwW/OGwWPL4CmNj+uO3UgfjxrGJwOhhy3E4wpYmsMQPcctzpG/+7ZePSy8ahq9GB/dQsmDeyOl1fsxfNf7Maheg8uHNcH8zcfwglFSm34E1dOQG2zD70Lwx0j/nblSfD4ArhqygmhMXNw2TMr8OB3T8SVpwxAIMiRleHE3PNHYUtlvdqNIcftxN0XjkZlbSv+UaroSIzpU4BthxrwyKXjcMur65Ad6qzRv3uOTmRufP9CfFMRdiqnDe2J7YcbMWN4T7UV45g+Bbhh2iA1yDC2bwF+OGMIrp06EA6Hkrr82wtG4731FbjvO2Nww7RBeOmrPbhwfB+c9ogi1vnZnTNxzhNKKvrOh86Hy8HUOup/3z4NGw/UY+IJ3XHygG4oynNj9qhinfimltxMF/IynTjWpLyOlQvG9caCzYpTZAwsAcrn2lGDENkZ9jVxxvYtSFp5yVtrFLHSZGeixXI+RjIcDl2ZwI/OGIJtBxt0LURvnDYIxmoAB2N465ZT8eGGSjyxWJ6qH41stzOmUgLt3woBg/n+/bplpyQIYWXxoKIc7K0OZzFoyzHsCkg6GEOeRvCRh5bJcDqZ6bpkkOF0IC/TvAOGsdW3VgfCbtmnIkzJwJGCtBWbUBCCIAiCIFKM1x+MW9GaiMpaAMMZY4OhBBCuAnCNYZt5AG6AovVwOYClnHPOGJsH4E3G2ONQhCmHA1iTNsuTgFBVd4cci6wMJ344YwgA2GqjJwRTi/OzUJyvBBZumj4YN04bhFW7azB1cA/cPGMwTh6gCFJ+7+T+EWN892R9Bcukgd2xfO5s9C3MAmMMWn/txH6FWDF3Nv6+dCd+dtYINZgxeVB3VNa24vuhoIXTwXDDaQPxwxlD8M/le3DrzCH4aucxVYfhovF91CDETdMH4abpg/DLc0ZgS2W96sx9Z0JfjOlTgDmji7G4rEoNHmhFYnvkuvHtg+fB7XSAMaZeu//+9HRsqazHiJJ8LPjfGfimok4Nggj/Y1hxPoYV54eWMdw0fbDltc7LdKnBh/wUdMuROYwdhViCsDdOG4RfvW9vpl7LD08fjN9fNAaD5kbO0CdTwwCwboV5+rCe+KpcnrEDAA6HvrvCmD4FcDsduvv2vovH4qml+voVBwMG9MjBSSfIxWHtkOVyqu1ibW0vCbZY+d99C7PjMSuCm6YPgj/A8dqqfVG3/eDH03DR37/CoXqlg47WETdmIF45eUBEJx5AuT+MHazM7plYNSFiJcPpsNR9MH5+Tkc4CGE32EbClARBEARxHOD1kyZEqghpPNwBYCGUFp3/5JxvZYzdD2Ad53wegJcAvBYSnqyBEqhAaLt3oYhY+gH8pDN0xtDiC0S2oosFs5kzxhhOG1oEAJh4QnfpNlb062bujPTtlo1HLh2vWzZ7VEnEdn+85EQAwB++MxYAcMXkAXAc3Ynp06ahpCATw4rzUF7VhFtnDlX3mTSwO34wfTAundgPY/sWgDGGn88ZgcVlVaaOg3bmVHBiv0Kc2K8QADCmbwHG9C2I2CZW8rJcyA05r7mZsc+kt/msZy275ZjPnrYH2g4gsmtsxpTBPeI6XkboXr731Czcv8qjW1eUqwRoBhblYF+1fU0EM2TOueCKyf0tgxAAdPdipsspHa9HbqbuvZh9TySekuV2IsNkgDd/OBU3vbwWbaE2qGeNKo55/B55bqyYOxvT/7RU6uB2z8lAo8cvFdbVMrRXHq47dSAWlx3BoXqPaeDj53OGo0euW3cs7d8043e+0OQ74nQw5GsnCrgi3ijdljE4Y2jRGStup8OyA4YxE0IJaCmfGbOZoaEIUyanhW280BMRQRAEQaQYbyAY00M4ERuc8wWc8xGc86Gc84dCy+4NBSDAOfdwzq/gnA/jnE8RnTRC6x4K7TeSc/5Je51DvIggRCyzm1rsPrTKOGtUMcb0Sdw5j4WibAd6hzIsZo8q0QUgAOU63PudMTixX6F6bqP7FOCG0wbiyatOlg2ZUrprnJ78TJcafIinHEM4h+bH6liZEH00s+IZNmeO37xlKgYW5eqW2b1Fxaz3kG6Rf2uL8zNDdiTH9REtOo0s/eUZuHhC34jlr/xgiu69dobe5WC68g4e8qgnDdQH/xyh4EEis9dWmRDThvXEbWeEv08/njVUup3V34wMB0PfbtmWHTiCNk5A7C+ui6wEpCjXjZ/PGRHR5UH7W2vMZjAro2j0+CO+kw7TFp3MdoeReP68ZjgZ8kyClIMLHRFBYW2ghdu8OdRyjHZMhaAgBEEQBEGkmDZfgDIhiJRwztjeAIAzRvRK+7FfuvEULPjZjLQfN1acDoY/XnIiBvXMjb5xktE6PXlZLtUpKsiKPWvB49Mn6RgdnG656c+E+Ogn06WlZq/8YAp65Ydn8u0GXWQZAdrAwYzhPU33tfobK8ZNWhDCJBNiSK88qZMuMjEE2kCA08GQqSlXEW7hyN75eOCSsepy4ffG4zaKoEe222EZENLer2blCFZ+tbi+Vr5tlCQI3bFF6ZT2kl42MbIkTJcJobmWRltF8MC4vM0fjCjHMAs0uJz2WpRePWUAThtSFHU7Ixkuh2m5z8juTt19PqgoB2dJssiioZZjxLxn8qAnIoIgCIJIMdSik0gVpwzqgb2PXpiUcgEi+Wgf8vMyXTjcoJQJRNPr+O9PT49Yps2EuGBc7wiHukeMmRC7Hr4gpu0FszVp+hlOhrnnj9atv/uC0ZgxrKfqNM8eVYxpQ/XO2Ms3nSIdO0uSMSbKBx69dBxeu9nYfRe4/tSBqi0C4/UTn4M7SbX8sWa2GT8rrYPrdDBd6v93TwprrBTlhQM5IkAQz+y1qB7IcjmlgRhRPqX1rc1EHa1m90VJjFm2g3FpXqYLM4b3xMCQ8K167NDnlCMJQkQLxmjLMYwBIRE8KM7RL2/zB5CvEYPk4BaZEA7TUg0t8XbEUjQh9EGIE3oo18fl0I9b+qsz4yrDSkZWTaLQExFBEARBpJDF246g0eOnFp0EcRyidRjzMzNwqE4JQliVsVw5eYCu+4igza9kQrx+81Q8edXJEbX92nIMO7oKwiGbM9p+7f/uhy/Ai/8zWRWadDsduGbqCdj18AV45tqJmHfHdNwycwgcDqY6gLfOHGKZwv+vG8MBCVGXr3WsRNZAtNlnrXM91hCUu2XGEJw1qhjXTD3BzmlGJdaMCqM2QYYhE0I4hZdN7I+zx4RntmWZCXb9xgn9C9XXQY0oq2yGf/nc2QAMzr7JKVp9Ct1jdIg553jt5qn4kaGsSmguZIeccW05hqykQntNtNk0DgYs/PlM9b049355+pNr8wV1Oi08miaEjWBWZpwdVNxOh048FwD6dlP+HjhYONCjtTVWXKHvJ2VCEARBEEQXZMP+Wvzw1XVo8wd1KaIEQRwfaB/yczOdmDZMKScYUWKeCfGr80ZKM6dEJkRJQSZcTge+N1HflaQgO+wAvnD9ZFv2ffvgeXjO5raAMoPqcDC1k4rw05wOhvPH9cH4/uHODcLXjeauaYX2xDlsvPccdZnIcDALQgg9AK1zqg16lN41C73yM/HSjaegyCD2KIg1SKwNKhTny8e0Gt9pyIQwy3LQ+sHqOdn1HDU7i3EzMyI1IaTHgFUmhPknKj5/OyZeOK4P3rjl1AgblGOHMiEyJJkQIbO018pMmJIxfelEdbPSwnZggQOf/GwGnrt+EgDluyXrOiHDriaE2+mIK0CQ4XREfP+9oe++g0XeS1o9DLtleQ7GlO8naUIQBEEQRNejrsWrvs6kTAiiA/HkmTlY9/s57W1Gl4dzYO6ULNxw2kC4nA785fLx+Oo3ZyIrw4HLJ0XWtgMhJ0Ty90JoQgh9hfu+MxYlBWEHuEdId8DpYBFOzEyNc3LT9EH48PZpAJSyAqeDxXwv3DR9EACgMNu8BEQ4qzI3Rx+cCaeey1qXCmfY6BT2zMvEKYPCIn1mvrFIZQeAGs3fZC1njopNU0V7rKV3zYq6vTFzIjIIoby2Em0UcQ+htWHVgQbQB39EC8e8TGeEJoT2XktUE0IE14yn8cL/RAa6/nT5eJwUav1rPJQ4trETBGB9XwH6UhkH059HRW0rAGBMkROj+xSgd4ESTBNZRkNCujEc5iKWLiczXacl3hLM7hJtlzZNEML4+Ylrfc9FY9A3yj0hcDmU3BI7+hypgp6ICIIgCCJJBIMcLy/fg6pGJeVa+yBGmhBER6Igk6FnXvQZXCIxOOcY1cOpthvNynCif/ccMMbw0PdOlO6T4WTSdH8xGypEEV1Ohyqm9/rNU9VU+ECQ6xyvzfedgxc1TuAPZwyJUNg31qBH46bpg7H9gfN04pNGrBxrrROnbY0oq8Pv3z07Yh8AWPf7OXjvtmlRbdWOKQISz1w7ET+eNRSnhzJTpg3tiS1/PBd3nTMCN5w2MGIM499v7Sm5HAyL7pwp1fFQtzE4jtqZdIdmtt7KKRTbnNivEB//ZDp+ec4I840hD8p0z3FH3FvazAG9JkRs+hlf/OpM08CFOIZpxgLk1ydL1YTQBEekAQBtdwxDJoRm+3suGo27zhmBod2UbUSQQ7S//dW5I8PHMfnJdjoY/EHrTjVAfL/5t88aKhWz1GZCGDNRREYIQ2TgaEAPeVDCqZZjUCYEQRAEQXR6dlQ14r7/bMPsx5ahvtWHm19Zp66jFp0Ecfxh9YifYZLunuF0qM7EeE1d/6s/mIr/OW2gTi8hEPJa+3TL0v2N0TqQ+VkZcLscapaBUUsCiK63IEPWyUJLuMQgvGxwz1zcOWcEZgwLd7kw1r8bEecbj41GTh1ShI33no3zx/XBb84bpeoAOJgiknjH7OGqDoEWMWMuCGiiBRlOB4aX5OPEfoXG3XTb3PedMfjJmUMjzsXlYJgzugQTejl1TjCgv3b3XRzulDFhQDdTXQpxz8iulhKE0K/J1GkoRM+EMLunZTom6jE0Dnnf0HZa+yPKMULr1HIMzTqZWWbdMRwMOv2GgUW5uGP2cPU8c0LfCW+o1bGaZcHNhSkBwOeP7ry7nY6YnfyLT+qr2qDVjREBDem5h/5nLPy9H1GSh7V3z8EpA+XaMIwpYZ/2FKaMvUkxQRAEQRBSqpuUVN+mNj/W76vRraNMCII4DrF4yHc4GHrlZ+JoY5u67Hsn91MdiWW/moWCrAyc/MAiAMC4/oUY11/v6Io0e7fToXPqZA7UpRP74ZWV+6SCebHOettBOJYiE2LnQ+frZv0FZu0Ii/Mz0bswS3XKoqXA2z2DbhoBTzGm9nrJfPveBVnYX9OivtcGIewER9xOB26cPlh9b+yOkZvpwp2TsjCgR45sd5w9pgT9u+vXieNOH1aE566fjBP/sBCAkpZ/xbMrpdoNPXLdamo/Y4oTqs8ciBzfiFl3DqvroL3nPrx9OrYfbtCtN9qqakJIumMwSXBLdyxNMM6YCWEkx/Bd0MpumO0XDHL4AvYyIbQ2/vmy8fj1B99Y7qO9xxf8bAY8vgAWbD6ELZUN2HqwAQ7JXS6Oof1uMSh/W6wEVMXn317QExFBEARBJIljTWFnwpheSkEIgjj+iPaM//lds3T18k9ceZLqZA0sytWVKsgQzrDLyXTOpIx7vzMWK387G4XZkTXnVrO+gnd/dFrUbbSI4IJwrLQZHlqyTTIqVv/uLHx0+3TNX1KTto8JOFIOSYDDKclQMZadxNom01iO4TAEIaIh20LslqEpy1FsM9+nW06Gqn8gnGx9OYY+Q0O7XzSsTkN7jN6FWZg1Ut+RxUwTQnwW2sstu17aT8NYXmLW5QMAcjINQQjNa7PAXJCHMyes0Nrx1ysm4IQieYDJ7PiAkm106cT+aiBPngkRKsdg4ftMfMeN953xaNQdgyAIgiC6ADXNYdGzWoMAWjQHgSCIrkc0ZzUv04WTT+hmuj6agypq050OFrUDj9PB0KcwunDdPReNkS630/ZTyyOXjsMdZw6T1rgb7ZLBGAu1+lTep2LWVu3uoXG+B0qyEQqy9cGgQKxBCMM5GjMhoiE7mjEz5PpTB2JQUU5YI0AybF6mS9XF+PV5SunHaE3av9YUrV2f/Xym2jrU7MytumZE+/0z644h0xWRl2OE17sMQptmXT6AyE4TshIiQc88JYMmK8MBf8D88xfaLNqJhz7dsmxl6phdQhFstCpFYYBqV59ukSUvsmPFGkxLJlSOQRAEQRBJQhuEECrcAmNNMUEQXZ97LhoDtOy23MaqzEA4dqN6y1t6/uPaSXhu2S4U5WYmzaG4+fTBeG/dAWw/3JjQOD3zMnGXQePAjKeuORm9TIRSVccw2iA2OhYYUdPXNbteOrEf3l13AKv3hEvq8rP0mQDRJsJfu3kKrn9pjcY0vW1aB9/68zc/hnG/B76rCJ1+G/rcRpTkY+3eWsN4DPlZGdj76IUAgJG9C3QdRswyNIoLsjBpYHcs2nYk7raTgLnTa8wcFMeWZejI2plqRzV21LAqxxCfi7gG2k2bvQHdtn/9/kngnGNgUa6pMOXeRy/EnMeXobbFh0yXI6zXAGYZpNFYJF0asMyEUE8GRxoUUWwRbLTKwEx+AVZsUBCCIAiCIJJEtSYIoa0fBmArFZMgiK7D2rvnoFd+JkpLowUhrMf5zx2n69pMapkyuIcmQ0E/0NVTBkSkvXdULhrf13SdUVvipRsm64IC54ztjTdW78fkgd1lu1siK8dgjOEf107ET9/6Git2VQMItw4VdfTRNDRmDLdu+amdnbcay8rhN5vgH9k7H2/eMhWTBnbHG6v3AwAW/2Kmqh+i5YwReju1lhgzNBJxWq3LAmSZEEKIMTIzwcqZ/+9PT1cdcbG/M8qx19x9FvIzMyLsaPL4ddvlZ7nUrjJei0wIEfRwuxwY0D0Ha/bUID/LhVZfwHQfgdmpBQ2ZEP26ZWNESR4AfSaEuDbDipV1VvdWe2tCUBCCIAiCIBIgEOQIBDncLgfqWsyDEHbSoAmC6DrY1XqMpsdgFKOMhnBOHrl0fEz7abE3a5sehC1CC/Ks0SW69WeM6KXO7Mc+NkJj672xorxMvHnLqRg0dz6A8Izy9acORKbLgdtmDcVTn5fHdUxA7+DHqwlhzB7QMm1oT9374oIsFGRF13XQfu7GMgazjJQ5o4uxuKxKOt7w4jzsrGqyLIkwHhfQZELYLsdQ/u+e61ZbZIttrTIhAKA4P5ylqLWjqU0fhNCO4/Obp8KIzdxOJx747ljMHlWME/sVYt3eGtN91H1NlhvLMZbPna1ZGy6/ufn0weiZ58alJ/cDEKUcA+3bojOhIARj7DwA/wfACeBFzvmjhvWZAF4FMAlANYArOed7Q+vGA3gOQAGAIIBTOOceEARBEEQn4vvPrcT6fbXY++iFaNTMnOyvbkF2hhPdcjJwqN6TlPZyBEF0Hux+56N1fYiFz+6ciZL8+Eu/xAyqkVd+MCXuMRNFln6f/LGtt5s8SMk2mTO6BDNHWGc52EFXjmFxn5w+vCcm9C+0LGuxc1ns3mFWLTrD2hz6Az573SS144aRp66ZiAE9stHms65fMV4CkTnhUANQ2iBEZDBE2ORy6MseHIzB4bB/32jNaPD4dOu018OqO4ZDkwmR43bhwvF9lLFtfM/N/hZYlmOomRAMWRlOXHnKCeo60Y51UFEOst0ulB0KdyXptJkQjDEngKcBnA2gAsBaxtg8zvk2zWY3A6jlnA9jjF0F4E8ArmSMuQC8DuB6zvkmxlgRAB8IgiAIohOwr7oZjR4/TuxXiPX7wjW3TW1+5LqdaPYGcLjBg8kDu+O9205DsB1/6AmCaB/sdJwA7GdM2GFEiVw7wg4rfztbLXN4+pqTcf87yzFh5GCcdEK3iLT9dCIuT6wO05NXn2zaeUPglDi5MiYN7I7tD5yHrCjjabntjKF4dtku6TrtZ26VMp+X6cLHd5xu+5hm2M1sMROmlI2Rn+lCY5sfLqdDJwapRTjiXr9Xul4dO4omhPbjUb9Xko/M6dCPxFhkRoelHRaZENoAgc/iR10cLsNpvH7Rj28ahFAzISLXq0EIya4iEyIvy4W/XnESzv3bF7pjRbvvU0kiUt1TAJRzzndzzr0A3gZwiWGbSwC8Enr9PoCzmPLpngPgG875JgDgnFdzzqMXyhAEQRBEB+DhBWW4671NumVefxDNbX70LgzPQnbPdSt9yikLgiCOO6KlgQuSmQmRCH0Ks9VWj0N65eHGEzNx59kjcGY760qoM/Axpo5fPKGv2tHBDOEwmnW7GFmSj76hv+mxBCAAYO75o0zXGWfrU008mRDGny3j+4V3zsSvT7HOuhHfgbxMF9xOB35/obzzSkQmhKEcg1tsqyXD4dBdW8ZYTEE+7bbFhras2t/xyyf1txhDfkBbspQmG4ljy3Qm1Radkv1EECIQlIhUMhtirykkkXKMfgAOaN5XAJhqtg3n3M8YqwdQBGAEAM4YWwigF4C3Oed/lh2EMXYrgFsBoKSkBKWlpQCApqYm9XVnguxOH53RZoDsTjed0e7OaDPQtewu298KT4Drlv9nUSmO1XvQJzf8KNDWUN0pz5kgiMSx61x2kBhEhyXeTAg7hNP95esX3jkz+Qc1EE3k0pQYdrN7j2m3M2Y+GEtX+nbLxpiiKJkmoWwAl9OBHQ+db9u+sCZEZBRCWo4h1jkiL0ss+ibaPIo/Xz4Bg4rK8dwXu3U2AYo2yHVTT8Dg3y6IGMNMO8NWOYbJvfD7C8ege44bE3OORKyzzoRQFgaCwYg2qUxmZBppL2FKF4DTAZwCoAXAEsbYes75EuOGnPPnATwPAJMnT+azZs0CAJSWlkK87kyQ3emjM9oMkN3ppjPa3RltBrqW3U1fLkJWhkNZ/qkiXLbP2Q81nnKcNbYftlZXAADGDB2IWbPMZ8MIgui62M0C7yiZEOnm4e+NQ59u0fUrst3a2udaAAAgAElEQVSKu5KKjDI1CNGONXN2y3YSwUrEUku87ULNsBtgMTro4e4Yyntt2YDsPuiZl4lGjx8OxhIK6mmHLszOwPnj+kiDEDKbBX27ZWHjAcDtlDj9UTDbpkeuG/dcNAalpZECoNo2oEZEJoQ/yCODEIx12kyISgADNO/7h5bJtqkI6UAUQhGorADwBef8GAAwxhYAmAggIghBEARBEB0Jjy+AmmYvehp62j+5VFFKLykIP1T3yI2uRk4QRNeks5VjpJtrpp4QfSMoZQ09cjNw4bg+SbdB5uTaZcXc2Wqtvhn9u2ejorbVcptEgyt2LLd7i1kFzpg6w2//WtnOBjK8j9CE0NkRuf/rP5yKL3ccRW6my/SYWRk2ooIWJSh2v8+PXjYeZ45UOmLohk5AE8IKHo5CRCCCEMFQBy+dPUiN2KtdEglCrAUwnDE2GEqw4SoA1xi2mQfgBgArAVwOYCnnXJRh/JoxlgPAC+AMAE8kYAtBEARBpIXD9UojJyt1bEG3HHeqzSEIooNivztGig3p5BRmZ+BX56Ymo8zY/jMW+naL3nb587tmRQ1wxF2OkQKsnGBVnyGGaxV/JoS+HIPLumNolvXrlo2rpihBLdkRn79+Ekb1Lohuh2Fv7ftomU0FWa7Q/xm4YvKAiPV2slHiuRWsNCFElxElE0JfOsM6qyZESOPhDgALobTo/CfnfCtj7H4A6zjn8wC8BOA1xlg5gBoogQpwzmsZY49DCWRwAAs45/MTPBeCIAiCSDmHDEEIoRAuONbUpr7uZRC2Igji+MFuLbrYzkrsjkgNIlCUqhnhDJOuEVrSIkxpWxPCohwjFhGKEE5nfIE4p9qiU3lvV5gSgNQbP2ds77js0F4OWZeNm08fjJNP6IZRvfPRPcqkg53PIBb9CsHsUcX4cEMlxvYtjFjnVoUpeWS3DnTSFp0AwDlfAGCBYdm9mtceAFeY7Ps6lDadBEEQBNFpONygpNb6AkE88N9tugAEoG+RV5Ifvd6ZIAhi2/3nRsxUEqlHOJ3RyipSSbyZELHsFW9ZhH6MGA4Ywm4Jg3EzcU1kmSrRziWeYEnYDrkYJyDPhLjnInm3j/iPH/s+F43vi9mjipHjjnTrxWU7Y0SviHNTNCE6Z4tOgiAIgjhuEA+p4UwIjpe+2qPbpk9hFm6cNkh9X1JAmRAEcbxxyqDuMe+T43ZRK992QGgOtGMMIk3ClPawLsfQd8ewg9172uggi/3UIIbmoGFtCrOx7NsXbV/te7sBFbtjy4g3K0YWgACULIlHLh2H+y85MdIedOJMCIIgCII4Hli6/Qh+8PI6fHj7NByq85huN6ZPge6BMlp6JkEQXY+Xb5qCo41t0Tck2p1wi872rI5PPXbT/K1iBuFumfavlW1NiIj9Qt0xHOKYYaJVeCQSKjCaqw0KJBokTJUmhBVZGU5cPcVEAJa1bxCCMiEIgiAIQsKWynqs3FUNAHjwv2UAgN1Hm9VMCBlG9el0zHARBNGxyM10YVDP3PY2g7DBZRMVHY4LUtB5oyNh95fIUhMijll6++KsxjII/XKtsxztdzWx3125HYmPmzpNiHhp7648lAlBEARBEBIu+vtXAICXz8vF0ZDYJENYE0KGECH79OczcKzRm3IbCYIgiPgZVpyHvY9e2N5mJIQdUU3bLTottounO4Z9cdbw679ffbK6H5NkqrAoZSHJzITQ2p9oFxN7QYiEDhETDO2bAURBCIIgCIKIQqNHEZ98bdU+bKlsgIPJa4hFJsSo3gWAPTFugiAIgoiZWGbN7Zdj2NCEsH1U+4hShZKCTHxnQl91uVMScFCXmViSmCaEUbwx/DrRzAFtOYbTwaRiqOnMTmBUjkEQBEEQqaO8qjFipqjR47O9v1/zoLDxQB0AoChPLzh5+rCeACLLMQiCIAgiFRSHWkDLWjPGi6wDhCAW/zjW30KzLAuxXJ8JEW20BLpjRNiVRE0IGyKXqa7gdDCgX7dsxR5QdwyCIAiCSAmfb6/CnMe/wEcbK9Vl31TUYdx9n+HTLYdsjXGsNfJHWvuc8NcrJmBySA0/0XRNgiAIgrDD6D4F+Pgn03HXOSOSNqYtTQgbfuuiO2fimWsnxnBg+/ZEKwtJJJnATJsCSEJ3DO24Jh54Iu1F7bD9gfOx7FezlGNRJgRBEARBpIayww0AgO2HG9Vl4vVnW4+Y7rd+X436elddIGL9HbOHqa+752YgO8MJoH17zRMEQRDHFxMGdIPLmTx3zrocQ/nfzuz5wKJcnB+D2KdZqYcs4BCtZCEhWUqjJoRmtMSFKbX6EvLPLNXVGG6XQ71fGEtNaY1dKAhBEARBdHqCQY6gJADgDyjLMjQ/+AVZGQCABouSjMueWam+3nRUH4T40cwhKCnIUt/3zMtEtlsJQnT1Nm8EQRBE18XKB07lLL3ZyKIEQvvbGk2bIpm6CskMCuj1JeTbpLdjBaNMCIIgCIJIhOl/WoqpjyyJWC70HFyhxuKBIMcbq/cBABpCYpOC57/Yhbve2wRfIKhbXlYTwJBe4XZ73XPdcGtmnnrmZapdMSgTgiAIguis2MqESMHPnMgyiNSEiAw4WOlWAEkux0hiiaW+HKN9NCG0KKdK3TEIgiAIIm4O1Xuky/2hgILQavh4YyW+3HkMQLjjBaC0OHt4wXYAwLlj9W0tGr3A2PxM7D7aDADoketWgw7ivZit8VMQgiAIguikCCdY5gyzKBkIiWDme6syFJJMCPOxEhCm/H/27jtOrrJ6/PjnzMz2mt1NNj2bRgkpEEISAoQgISAdBQVUUFFBRX92/FoAFRDRrxUsfEGRKghKESTUpYYUUoD0tkl20zbJ9j4zz++Pe+/MnbZtdney4bxfL16ZuXPn3mdml733nnuec2KmY/Qd93QMd32JY4bnhaaJ9qTjSdLjQWtCKKWUUj0WbzpFuz/In8q30tphTaFwggJe+9ZJU3t4asX6PfW0+a3nr9uBCYAdB5sYW5QdUQm7ICst4nGaN/xaZpo3dEIRb0qIUkopNRg4F8HxLvT78/o40bbjZkJ0USCzbwtT9k8mhPM9P3DNbP786RNd++uz3XU9Hq0JoZRSSvXMf97bzfSbX+D9yrqI5U+uquIXz2/gj69uAVw1IeygQXR163e2WQUo//jqFsYWZSMC6/c0sPNQMx85ZlhovcKs9NDj3AwfaVHtx5yARUBjEANKRIpE5EUR2Wz/OyTBelfb62wWkatdy28VkV0i0jhwo1ZKqcOTcxEc79o7FBDoh9vn4QyAyG1740zTSLZVZufjiHzel7uKaNHpib98IDMhPCL98rPs9v5TtmellFJHjL11rXz9kVW02JkGrR0BHnxnR48zA/bUtbC/Pv7UCrdfPG9NndhV0xyx3CleteOQtTwQDE/HeHT5Th54Z0fE+m0dAdr8AVbvquWsKaVMGprLEysrASjNzwitV5gdzoTITg9nPuRlWrMaQ0GIYGQ9CdXvvg+8bIyZDLxsP48gIkXATcAcYDZwkytY8Yy9TCmlPvScWgWdtsbsh/32bDpG59tKJnsh5p19GYRwbcw5hxBkgItRuscDqUze1JoQSimlknbz02t5fu1ezpk6nHOnjeDnz63n70t2MLIwk/zMtFD3iK6c/PNXAKi4/bxO12u06zm0tEd2rmi2nz+1eje7DjVzzIh8ALxeDzc88X7MdoLG8EFVPW3+ICeVDWHL/kY277duig/NDXfAyHdNx8jJ8IVqQnx5wUQgXHNCC1MOuIuABfbjvwPlwA1R65wNvGiMOQQgIi8C5wCPGGPesZcNxFiVUirk8etOprY5cZemVOi8JoT1b78UppTYjIeI5RHjcJbFH0gyf86jjwX91WnD2U8qDz2S4kwIDUIopZTqlfcqa8nLTGN8SU6oPkN+Zhr1rR38fYmVceDzeLj0z1a7y/vOyUm4rZ4IBE0o86C+tSMi2+K/H+wJPV65s5ZJw3IBSEtw6yQQhHd3WFMyThxXxAtr94Ve87nqPrgzIbLSvIwpyubNG85gVGEWAKcfPZT5Rw3l+x89NtmPp3qm1Bjj/ND3AqVx1hkF7HI9r7SX9YiIfAn4EkBpaSnl5eUANDY2hh4PJjrugTMYxww67oHgA8r3rwf6d9zd3e6WWiuQb4LBmPd8UG0F/+vr6/v879/2Omu/7R3tEdvbeMha3tzcElq2bu0HgFWDKd6+dzWEMxITjS3RuPc0Rr63od1EPE9GdXN42+1tVsbnmjVr2JsdPtfoah99+TtSVdVGh9+fsv9XNAihlFKqx9r9QS688y3yMny8/5OzqWuxghA5GV7ueWN7aL10X9/O+lu2/RCf+MuS0POfPLOO+5eEp1gsr6iJWN+pCeHzxh9HwBiWV9RQVpzN0LwMCrPDtR/qW8J3qAqiMiEARg/JDi3LTvdx/+c1q78/iMhLwPA4L/3Q/cQYY0Sk327rGGPuBu4GmDVrllmwYAFgnTQ6jwcTHffAGYxjBh33QOuXcT//LEC3t1u4qxbeeQuf1xvzHtlUDe8uIy8/nwULTgH6bswlVXWw5E3S0tIjtpe34xAsW0JGZia0WIGI6dOmwcoViEjcfW/c2wBvvQ4k/tyJxr2tuhHefC303trmdnjlxU631V2VNc3w+qsA5GRnUd3SzPEzZlBWkgOvvdKtffTl78hrDWvx7a1M2f8rGoRQSqkPuZU7ayjJyWBscXbMazc+9QGThuVy1cllEcvf2XYQgIY2+86InQlhgBzX1IuOQDjy39ZF1cbmdn/C1w41tfOz/6wjPU4wYfuBpoTvq25ss8aVIOUwEAzy7o6aUBHKIa6MB3cmxPD88NSM7G5OLVF9wxizMNFrIrJPREYYY/aIyAhgf5zVqghP2QAYjTVtQymllItz1Is3DSGUUDiAKfwSZ5pGvCkake/p/f6iP3cy7T6juad6hB5L6qZkCKLdMZRSSqXOx/74NvN/+Wrc1+5fsoMbn1obs/xQUzsQPnjW2fNajYmcpenUbgDY39z54e5gY3vC1365eCP/XlXFv1ZVdrqNaG/YrTcTnTNtq27iUFM7s8ZZdQqdQpMAXz1jUujxSHvaBUBGH2d3qKQ8DTjdLq4GnoqzzmJgkYgMsQtSLrKXKaWUcvF0UqugLy/IE+03+oZB3GBIF5Upkxll9O6kDw/3kS06nWUpLEwp/dPppLv0TEoppT5kDjW1d5p10B1tfnveqH38qreDDYEgoakZAAfsTASAvU3xO0fsOtTMOb993UqhTGDzPuu17pwEnTUltixAMMGBdn+9NT4nyODUmrhyzliy08MBiWF54U4ZWsTwsHI7cJaIbAYW2s8RkVkicg+AXZDyZ8By+7+fuopU3iEilUC2iFSKyM0p+AxKKXVYcA5v8dpg9mt3jASHVWefwR50x0jmGB0dEOivwpTuYE+qziiE/vlZdldSQQgROUdENorIFhGJ1xYrQ0QetV9fKiJlUa+PFZFGEflOMuNQSinVPcYYZv7sRa66d1lS22n3hwMK7o4QQWMiailUu7Ib9sUJQqzcWcO3H1vDhr0N/HLxxoT7czIv2gNdt8Asyc2IWRZIEIRotIMxmWnWFAvnDkt0a9FENSVUahljDhpjzjTGTDbGLHSCC8aYFcaYL7jW+6sxZpL9399cy79njBltjPHY/96cgo+hlFKHhfDFceylcbypEX1FEgQ4nPFEBiHiZ01Eb6tPxtV3m4rbohNSd2PDyoRIya6BJIIQIuIF7gI+CkwBrhCRKVGrXQPUGGMmAb8BfhH1+q+B//Z2DEoppXqmqtYq7LRiR00Xa3auzRWEqG0OBxqCQUN9qz90p8KdCbGv2dDuD/LQ0h3UNLWzv6GVj/3xbZZVWN0pNtrZDkU54eKQDidI0BWvRyKKSIbGleBA29zmBCGsw+HssiIAzplq1UG888oT+NQxseNRSimljjQe+8qwsxad/bLfrlp0xqkJkUhfTsfovxad9r9x9jlQRCRhm9OBkMytndnAFmPMNmNMO/APrH7dbhdh9e0GeBw4U+xwj4hcDGwHYicbK6VUH2vtCHDTUx+wdnddqoeSlF2Hmmnu6P1BY/WuWsDKFvjXykrKvv9sr7bjDkJ849HVocdBY3WVKLazEfbXt4Zeq20zvL6pmh/++wM+fe9Snni3Ku623VkW4e12/pm/eNp4wGqf6QQUxpeEW4ImumPS1B4IvQ9gcmkeFbefx4KjrUKV508fyVllVlDj/66axW2XTOt0HEoppdRg1VkmRLggZN9fuCa6DneCIu49dnXR3pfTMforq8L9Pad0OkYKMyGS6Y4Rr+/2nETrGGP8IlIHFItIK3ADcBbQ6VQM7ct9eBiM4x6MYwYdd395Zms7T2zuoLKqis9MCafrD9S4a1uDrDsUZN7I3v/ZbfUbrnupmalDDNlp5Z2uu60uwKMb2vn2rEzSXV0ellRYUyUyaecvL74f8Z7o78F94e9+LWgMi98NZzg4xR8BVq1eTeW+DpxeEh/sqAZgZI7w/oEAX3t4BQBrd9fT2tQY/3N2xPatrq1vjlkv2wfNfjhrnI+6fVbBSo/xs2tHBQD5Eg6AbNy0OeK9xxR52HAoyL6DVlBm9bvLqcqOH5d3fkfSgJFAefm2uOsppZRSg5mTAREvEyJUE6JfpmN0XpiyR90xkhpH58+T4Q6OODU3RPo226Kn4xmsQYhk3Az8xhjT2FW0SvtyHx4G47gH45hBx91fnty7CtjNsOEjWLBgemj5QI37o797g/V76vnyRfMZEme6QXc88W4lsIY9LZ4ux3zLr19jS00rY6acyLEj8kPLV7+0CTZsJj8vj4w0D9TUhl4beeyJ3Pd2BRUHmrjzyplWK8rFzwNQevRMvvf4e9x6yVQef7eS9w7sAOCSE0bx71XhjIap06fzRMVayoqy2dVwgL3Nhux0L5NHFbF7UzUtrnqYW+vi13fwB+Gkk08lJyN8iPItfQWaWyLWO270EJZX1DChbCxDczNg03rysrOYMGEsbN7I3CnjWPOaFTCYMHESrF8HQEFWGo9+7Qxm/OQFvOlZQBOnnzaPYXmZxHO4/24rpZRSfcG5Lot3f74/r5UTF6aMDU50VaIpmXFGf+5+K0zpivKkbjpG/2S1dFcy0zGqgDGu56PtZXHXEREfUAAcxMqYuENEKoBvAD8QkeuTGItSSnVqd511V7y6IXEbyL72oyffp3zjfgDW76kH4Of/XU/Z95+ltSMQWq+1I8B7lbVxt+G2bLtVO2FETtd/up1CjtEH0Fq7lWabP0BHVJHHRb95nYeX7uTtrQf582tbea8yPHXlJ8+s5f2qOi688y3uX7IjtHxEQeSFezBoONDYzihXS8vm9kBoukNXfPaB+bibFvNBVXj/8aZoHDPcCq5keD2k2WclWenh/QjCFbPHApEnMGleT2g/jW2RhSmVUkqpDyvnnCF+TYgBaNEZs5yY5V2NI5nAQfTn7tMgRJz9GJPCwpQM0sKUWG2uJovIeBFJBy7H6tft5u7ffSnwirGcZowpM8aUAb8FbjPG3JnEWJRSqlN7nSCEq1Bib+xvaOXl9fu6XC8YNDz4zk4++7flEcsfW2FNG6husMbhDwT54v0ruPDOt2hq67xt5qpdVjHJZr9hf30rOw82x7TabGkPsGTrwVAQwh3sAEKdK1o7gnT4Ex991u+p5xN/WRJ6viFB+8wh2VZWR7odBGhuD9DY5g+1vAQ4+7jSUJ2GaGOLsiOeF+eGs0ScIppARMDkshNHs+yHZ4bSGTPSvPjsKSeZaR5XlW3Dj847FoicWpLh84Te22zXhMj0aRBCKaXUh5tzcdxpTYj+mI6RcDyxmRD9OY7ogfRpdwzXd+oObqQ2EyJ1eh2EMMb4geuBxcB64DFjzFoR+amIXGivdi9WDYgtwLeAmDaeSinl1toR4KI732SF3TGhu4wx3L+kgj11LTGvvV9Zx85DVk2BAw1dByHa/AH2uQoqul1+9ztc8/cV+O2L4l2HmmlpD8Ss1+oPL6uOs88DjW2s2VXL1JsXh2oqRN/t/+ajq/nPe7sBqG/tYPN+q4ZCc4dh9m0vM/+Xr3LZn5dEvOeuV7dwxf+9Ex6HHYRo7QjwxuZq6uwgRHO7n45gbHbBG987g0VTSkNBG4eTQRHtpPFFZKV5ufECqznSfvuzDs8PZ0jcesm0iAwFt3HFUUGInHC9jrzM8HQM93dTVpLDsLzM0EE8zSuhTIiMqGCCs4476SPNK6HlTe1WJ480b4rOApRSSqnDjCfOFWJ/HiW7nI7hWubt4qq9L6dj9F9hSutfY0wKC1NKwqLdAyGpmhDGmOeA56KW3eh63Apc1sU2bk5mDEqpI8vW6kbWVNbxoyc/4PlvzO/2+7YdaOLGp9Zy41NrmTaqgHuvnsWw/Ew+qKrjb29vB2DaqAI27m3AHwji62RS4dcfWcXitfvYdtu5EfP2ALZVNwHQ1BYgI81w2h2vcv70Edx55cyI9ZrawkGI597fE7OPD6rquPuNbbR2hK+O/a4+kgcb2/j3qir+vaqKjXsbmD2+CGOszIFdh8JFGtfuro/YbktU5sPe+lb21bcy57aXAci3L+yb2wPkZcYefEpyMxhZmMWSrQfjfDOxjh9TyLqfnh3KlHC6YZTkhTMacjN8McEBh5NJ4XBnQgRc30e7K4rgTO1wfoTGhIMI0dM+nBMIdyZFmjecCWGMNYUjVemQSiml1OHCOezGm4bQVUHIZHjCKYyRy+3jfNB1PtC/3TH6blvRIlp0Ej8rYiAN2kwIpZTqqfcqa0N39hNxgrLuC/LONLf7McaweV94usD7VXVc/bflrN5Vy/l/eJN/raxiyoh8PndKGe2BINsPNHW6zcVrrekWK3bU0Nzu5+0tB2KmNcz46Qvc8MR7ALy55UDMNtzTJLYfaLIvxMN/cn/81Fp2HYrM2nBfdL++uTr0+A+vbOGdbVZQYN7E4oQHjWDQkBOVcfD//rGaq/+6LPS8vtUaV5s/GPOZwJqqMKIgk4Yupoa4iUjoot7J+nBnNLg/d7TC7LSI58U5sUEIYwwdgfCndh45B+6gAZ99phI97cMZV5srMyXd54k40dB6EEoppVR42kO8C2ORyHUGQrzAR1cX7cl1x+i/gECiZpwpm47B4G3RqZRSPXLhnW8BcN60EQn/0DuFAoPdCEI0tfk58ZYXOW5kAadMLI54bf2eei6+663Q85GFmaEuEev21PPU6t2cNaU0ZpuPLQ93Hv7EX5bw5QUT+VP5Vq6dP4HRUfULnlptBVRGFmSFLpTTfR6qG9qocU1f2F3bwqjCLKob22jzxxbGvOPS6Xzv8ffwu6ZH/O6lyJaS++rb8HqEccU5Me+vONDET/+zjlc27OdjM0fFvL4tQdCloTU20ODxCEPzMuKs3Tnnor7JDr5kuwtESuKUv8KsyCCEuyOGU8ehPaqApjMVRkJBCBNaNyPNywljhgAwu6wodLLS5so48Xk9iAgesQIYmZ0ESZRSSqkPC+fUK94pWn9eLDtZp7GFKWMzJLzxqmbGe09vxtGvc04S7TOFRSFSSIMQSqkBd/Ef3+ZnFx3H9NGFMa812hfGgS7Cs41tfqbetBiAd3fUhN6XyIiCLMaXWBfwq3fV8re3Krjz1S3cd074or6+tYPv2dkNjsUf7AXgL69v63T7v3phI3e9upW/fOZErn3gXUpywxfy2w80MXpIFvWt8esqOJ0a3JkQe6NqUuyrb2VIdjoFURftAAt+VR56vC5qegbEzp/MTvfS3B6ImbrhSOuq/1UczkHUmV4SvY1EMaWCqOkY7uKcfjv7wakHkeYVOgImNLXCPafSCTJk+rycPLGYVT8+iyE56aHghzuQkWa/0esRggGjmRBKKaUUXWRC9GP1gsSFKa1/I7tjdLGtPqwJ0ZfijSuV0yGc4RhjUjIlVW//KKX63ca9Dby6YX/o+ZpdtVzyx7dj1vugqo7737HaP7pT8W//7wa2Vjeyv76VVTutDhF7owpQbtwXv3uDY3hBJhk+q3NChSszwN01IboYIyTOInCMK86murEt1Lby2gfeBazCk47N+xsjukVEc6L6ftdnji5Sub++jeKc+EEIt01xvgd3kUyAMUOyY9Zx88W5FZCdoLCkIxyEsPaVHpVd4PSi/n9nTuaFb4ZrfURnQrizM5yfjTMV4wunTWDm2EI+cdKYiH0GguHpFs50jCH2tA6JmwkRDkKAlT2hlFJKHWle+tZ87v/87G6vH8qEiPNaeDpG8uOKFq8LBoQzJIIR3TE631ZSl9P9eC0uCZ6kOhEiVVMyNBNCKdXvzv7t6zHLAlG3xtv9Qc7/w5uh5850jL31rfz5ta38+bWtFOekc7Cpnamj8jl7yvAu9zt6SBaVNVawIj8rDREh0+eNqAnhqh8ZNwjRlZMnFPPYil0URt3RjzZ3QjEvr7cCMccMz4toeenUM3C+E3/QEDRWK8qVO2vYWt3EvoZWjh2enzAIsfDYYby0fn/cjIPoA8zcCUWdBm2ii3GCVUCyuT2284jDuaB3ghDRmRDOGEpy0yPqPpS6umgAfP7U8azbU8+eutZQRwsnIDNmSDY3fOWY8DjtYQaNCWVgxMtq8HokoiaE8307GSLRAROllFLqSDBpWB6ThuV1e/3hBdYx+aqTx8W85m5/3de67I5hYpcl3ljvx9Gf0zESZRukajpGfxYa7db+U7RfpZSK8PE/RWZGONMx3On5B5usegofVNXz6IpdRLvJbhPpmD66IHRgy82wLk4z0jxUHAx3l2jzx2ZCPPLFuaFlowqzmDQsN+6Yr50/gYlDcwma2KBKtHOnjQgduEdHZSJ4o6ZjOBfdk4bl8t2zjwasFplFuenkZ4Vjx7ddMo08u4bCvIklXWYrOGaOG9LpuvEyIeIVl1x4bLimhvM9O8GA2EyI8Ipprteiv9vS/EweuGYOQKhGhvN9RG/z1MlDAatY58l2TXZ1OKYAACAASURBVJBzp8UGpzwSOR3DCbI4/6b16yRQpZRSanAoyEqj4vbz+MzJZTGvpXI6RmQmRFeFKXs/zv4tTBn72Jj+bX3aGWe/wRSlQmgQQinVb/bUtbB2d13C1+97azt761ppavPzflXkes1tAX770iYW/jo2iwIIZTi4HV2axzHDwxH/wuz0UPQ8J926WM+MahXZ6sqE2G1P8Zg5rpArZo/l2tMn8ORXT4m4YP/DFSeEHv/PuceGCinWtcSv93DpiaN56Atz8HokNJbRQyKnZkTXhHBfdHtdzbqjp2NcOWds6IK+ICstpt1lIkOy05k6qiDh6/GKPkUHAH503rHcc/WsmPc4Uz8yfB5mlxVx8fEjATjKDjaMLcom3ZUlUZofWQTT5wl32oguTOm04XTMHl/Epls+ypwJxUwdVUDF7edx4riimLGLSMR0DGcrzn56UwNDKaWU+jDqj2tWSXBXPt7yLoMQSdWE6D/xa0KYlLboBJ2OoZQ6AlQcaGJsUXboDvPJP3+l0/VvfmYdNz+zLu5rDW1+fhvVISKaCHxw89kcZxeoHJafwaNfOpmr/raMNbtqI+oN5NrBgugWjm2u1o8b9zYwrjibDJ+Xn39sWmi5k+J/3ekTmTM+8iI3J6Pz7INbLp4aer+zp+ggRHRNiDZXEMLnuvAeW5QdMx3DuTDPz0oLBUs+NnMUP7nwOKbd/ELcMRVkpTFjdAHLth+K+3p3ghDRmRHRNSHSvB4eu+7k0OtXzyvDv38bpx81NCJrJPqug3vf0dMx4mVjdGcqhVck9J1aYw0vByK+Y6WUUkrFitOoos+3Hc05J3DXivB0cdhPrjvGwLTodO8mdTUhnACPZkIopQaxqsYgC35VHuoiUdMU24oS4KVvnc53Fh3VJ/scmpsR0dJxWH4mBdlpzJ1gBQrc9Qac9ZzrX2edfU2Gt7YcAOD9qrq4GQJON4aheRlkRU1jcDIsws/Dr58/fUREjYJwJkR4Osa3zzrKNR0jcvpBhs9LmutoO644h7zM6CCE9Xp+pi8UhMjL8MWs51aQlcYZxwxL+Lo7EOAEbdKjsgV83kRBiCBeVzaDQ0SYNMQbs32Af7qCFT6vhIJYzvfhfP+9rd3gESIKfToHXo9mQiillFLd0p/XyvFqP1jLiVne9XSM3uvPgECibaeiM4VbqjIh9MxLKdUndtRbF3kvrNsb8W+0UYVZjBqSuFNETzgX3SW51jQEpz7C1z4ymYe+MIdP2l0UAHIzrdeci9GxRVYg4I9r2vjUPUu5/O4lVNa0MGN0bBCi2a5eWZKbTrYddMizt5ftyoQoyU3ng5+czSi7E8a0mICG9Zd+lKtTxtfOnByajhFqSRkId5hw36UfV5wdcwHvBAdyM32hAInzWX928VRuvWRqzOcZNSSLeRNLWPyN+TGvQbhwI0CWHUSJDgBEj8N52toRiJk20ZWjSsNTaLweCWUohDIhQtMxehuEiCxM6YzV+d7j1cBQSimlVKzoDhZ9IVQjIequfLziif06HeNDdDqQ6s+qQQilVJ/YaQch1u2u590dNSzZepCsNC/FOemMKQpfdGele2OyB6I9/IU5nb4+ZUR+xPOnrz+Vh784JxRNzs3wccqkkogsBGc6hnNBOzyqK8M726ypCWe6ii06Gu3imEPzMvB6hFsvmcpTXz0lYrsA9a1+RCRUyyBRh4i8TB9nHjOM311+PBBbmDI0HcPribigH5Zn1U+4Zmo6T19v7d9p/Znh84S242R9fGbuOBbF6SLijCvRNb17uRN0iZ4KER1ocPbd5g/GZE10xR3Q8HnCn8MpTtru+j56Q4SI6RjO6Y5zIqOZEEoppVTn+nM6RqJMiHDdgp606EyiMGU/5nukqvZDIs5n1ZoQSqlBrbrFushr8wf5+J/e5vgxhRw9PI8n7Yv1z9y7lDc2W9MenIvkIdlp1DRbBR1njC5g7oRiPj13HEU5iQss/u1zJ9HcFuCrD68MLRtZmBW6GE/E2adzQVtakBmzztc/MomJQ2M7YTS120GIXCsI8Kk54dZV2a6AymS7+KLzBz1Rh4isdC/3fvak0HIn2yG6JkRGmiciK8EJqpw2Oo3powsB+O3lx/Pse3uYODQ3FMTIcwVG3N00fnLhcZSV5ISeRx8QLz1xNEBEMczQdIyoz1KUE1lQ0p1OmO7rXpcOh9f13oiaEHbAqD3J6Rhej0RMxwjVhHAyIbQmhFJKKdWF/pyrEH+xc37gbkDW5fSFPs6EuPTE0Zw6qaT3G+1k2ynrj0n/tlztDg1CKKX6RH1b5B+x1btqOdNVd+C+z80OZQg40yhK8zNZdeMituxvYFxxTrfuSOdl+Hp1RzzbvoBPlAnx8rdPjxuAgHCb0JLcjJjX3IUp//752RGvRY/zuJH5vLH5QESGBoQv+qO7Y2R4I6djxPvcJbkZXD2vDAgfpN11MjJcAQFnvfB+w9t+/hunccxwK8PEPT3BmeLh/tl8Zu445k+OPCC7t5Xew4t6d5Epn0dCB2WnZqjzfSQ3HSMY8RxcQYiuqlwppZRSytIP16yeBFkW8bIHusyESCIIEW9/v7psRu836BLZojP1Nz/cbUJTQc+8lFJ9oqE99q/YEFdGg9cjoYvI6DT4ScPyOr3AdE8FyMtMozA7cdHFaB+bOcrap33Uci5oRxSEMydOmVScMAAB8J1FRwPEdKaAyAt+J0jhRJXTfJEHmbs+NZOHvzgnZjuhmhBxWnS6vxdPF0deJ13RPSZHvACGO3AQsR/XQdipCeEOZnxs5qiYOxHuofU0YyE6E8LrTVSos7fTMSKDEM7unDGn+1J/MqCUUkodzvq3O0b847CzeNa4IaFl8Tp4uSUz7aF/W3QeXuca/fnz7A4NQiil+kR9u2G8K9UfoDjBtApnusUpnaS3TbKnNrz0rfk8Zdc/AKueQnQmQWd+dekMNt3y0ZjlJXnpXDHbKlzZ2hGMed3t2tMnUnH7eXGDANlxxuJElaMDK/mZacybGPuZo7tjtLm6Y/SkaKKTCZEXFYT4z9dO5bXvLUi4XyCiC4c7+yIzTmHKeEEG90G/pxkLkTUhYgtTdiRdmJKIwpTOUDUTQimllOqefr1AT7RchOe+fhp/+9xJoWN3Vxfzh213jP7bdK+E63DodAyl1CDV7g/S7LemG2w/0BRanuiO+JiibF7+9umUFefEfR3gX1+ZR11zB2OKsiOW52b6GJaXwXnTR3Dd/Ildjs3jEdLjXMjnZ6ax6LjhPLJsFw2tHV1uJxGf18MXTh3P2VPDBSCDCYIQCbfRzUyIrjjTXTLSIt8Tr+0oRGYguH9W8TIk3FkI8TISPAm21R0SlQnhFKQMRhem7KOaEBKajmFtT2tCKKWUUt3THxetnk5uy08ZmR+1bufbSq47Rv+dD7g3neosBLegTsdQamDtrm3hhsffi7hDqnrnUFM7APMmlvCfr53KXz87C4jsHBFt4tDcTlPq8jPTYgIQALnpPnxeD3ddOZNpcdppdsXprJHh84RaZTa0+nu8HbcfnT+Fk8qKXEusv+jdvWiO7o6RqEVnV4L2+7t7EPVEBBtcgYA4hSLdnyVeYCSiJkQ3P7dTG8RNREKZCeGWpckFITwioW04z60xW8+1O4ZSSinVOefcon+mY3R/3a6mYxwO9RbicZ+bhbt+pGgwuMaj3TGUGlg3P72WF9bt46wppSycEtuWsTOVNc1k+LwMzYstVPhhtGV/IwBjirLsu+4FPHbtycwY0/MgQVe6qovQlYe/OIeq2hZEJNRRY3ovghnd0d0CmtEX3W0d4RoIPZkqsPDYUtZU1jGyoPNOIY7uZULYQQhvV9Mxwo+7c1H//s2LEs7bdLYV3aKzt8ECkcgDvbNX5/P3ZMqLUkop9WHUn4UMe9KpoauaD4dZ6YXDVujnmaIohN7+UR9azv9yX7h/Raj7QXed+otXOenWl/p+UEBTh+G7/1yT1BSBgbamshaA6aMKQ8tmjy+KKGaYrGeuP5U7Lp2e9HYKs9M5bqQVdMjN8PGTeZn8+hPHJ71dt0Q1IRIJF2KMvfOf1oNMiK+eMYnlP1zI8DjtRzvbb/RY3UEIZ8pCRE2IOJ9LREIH/u4UkMzLTItbQNPZlkfCmR3O99HbwpTRd01ChSlDLTr1UKiUUkp1pn/rJXS9cY0t9K1UZ2PomZc6YtS3dtDa0fXUinW76/nS/Ssi5oi/smF/xDqBoGF5xaE+H2N3PLetg3++W8nDS3cmXGfHwSbKvv8sK3fWDODIEtu8r4HiTKGgB10remra6AI+MWtMn293XL434cVwbzl/z7sbQIiuCdHSbv0eZ6Z5e3SB7PFIj7JzIjIhXPvxRRWKhKjpGAmCAdFdT5Lh83hiamQk06LTzXkWqt2hmRBKKaVUp4YXZFKSm8GPzju23/bR2QVxt6eaDqJUiFRlIYA7EyI1NAihjhjTb36By/68pNN1Hn+3knN//wYvrNvHsu3hIIOTCbG1upHP3LuUO57fwGV/XsK7O2rYV99KbXN7r8a0amcNM37yAlW1LV2uu7+hlcqaZnY3dT3/fUWFFXz4w8ubezUuR0+LC9U2t7O3rjVmeVN7gOy0wfNHv785BRW7nQkR1R2jsc2PCOSk96w7Rk+5MwQ8EdkPsY8zusiEgHBQo7vTUDrj8YS/x45A0Grd2cvvIvp8JLoidKKgilJKKaUsGT4vK360kEXHDe965R5yju/dqfXVVYxhMMQgDoe6FRJ1LjTQkrr9JyLnAL8DvMA9xpjbo17PAO4HTgQOAp80xlSIyFnA7UA60A581xjzSjJjUQrg/ao6jrvxeaaOKkBaWzn1tCA+r4fnP9jDiIIsnlpdFVrXHwxnQhyygww//Pf7vLPtEG9uOQBAdUMbH//T2xRkpbHmpkVAOEUcrP9xdx6y6kO4U+CNMWytbuKO5zdS19LB65uquWL22ITjXrx2L9c+8G7Ess7aUDoj2GzXYnh46U7a/AE+d8r4zr4egkHDg0t38IlZY/jV4o28tH4fi785P+60iS37G2lo7eCEsVZv5kDQMP+OV6lv9VNx+3kR67Z2BMjou5kXg57z97y70wd8UYUpG1r95Gb4EJF+LZqY6G5BRHDCftjVdAwIH/j74qLeKxKenuIPJhXYiMmEsJ87QQ6tCaGUUkqljtcj/Osr85g4NLfLdQXhtMklXJngvFqP6N2T6g4dvQ5CiIgXuAs4C6gElovI08aYda7VrgFqjDGTRORy4BfAJ4EDwAXGmN0iMhVYDIzq7ViUckfxmtoDLLWzHN7dUUNNcwfXPbgSgNOPGhparyMQfs9uO1OhpqnD3p613JneUdcSrs9Q3dgWetzQ5uf0X5YDsP3n57J2dz0X3/UW31g4mV+9sCm0XmVNc6fj/+/7e2KWvbhuH5+cNSZ0h3rj3gb8wSDHjSygxu5GEQwagkHDD/79PgCfnVdGZU0Luw41M2pIFkPzMrj12fV8e9HRFOWk88x7u7nxqbVUN7Rxz5vbAXhtY3VEVNsfsAI3C3/9GgAVt5/HtupGPvK/r4XWOee3r3Pbx6Yx0w5QNLcHiNPo4EPL9DITwpl+0NjmJ8+eItLbu/892W9ny52Ymy9B1kS89/VFJoTXEw5CdARMj2pjxGwrJghh/evEIbU7hlJKKZVazjllV0TggWvmdPK6hiG6oz8LjXZHMmdes4Etxphtxph24B/ARVHrXAT83X78OHCmiIgxZpUxZre9fC2QZWdNKNUrba76Dm6PrajkugfDGQbOXPtoD76zk2fW7KY+qhjk5v0N4W0t30UwaJhz28uhZT95OhxzW7ennoeW7sAfNNz16taI7Wza1xh6bIxhzS6rkKM/EOTJVVXsjjPF4ZUN+znlF6+EAiEX3Pkm5/3+TepaOkKZG7vrWpnwg+dC79lb38ppd7zKlfcs5fRflvPkqt08tHQnv7enbRxotN5X39JBSW46AHtc+35x3T4m/fC/fOefa0LLAkHDO9si62Ns2NvA9x5/L/S8pT1ARhIXiUeq7mYEOB0wnIvuxlY/uZn937woUXzD3ZHDOTh1Z46ls05vW2m6uYMQbf4g6UkUOY0eevQ8yJ60QVVKKaXU4WswHdFT2aLTOTlKVV2KZM5yRwG7XM8rgeiwVGgdY4xfROqAYqxMCMfHgZXGmDbiEJEvAV8CKC0tpby8HIDGxsbQ48FEx90/6ttj/wcakW14YmVlxLINuxMXcvzaI6ti7ubf/Vo4mPC9J97jf/71XsTrSzaGp3c88coydtdawRAvkcGOTZXVlJeXU9Ma5JvlVtbFFcek88iGzmtN7Klr5cYHX+bc8emh4nx/evI11h+MH0z5+WNvRDxft2EjANt2VlJeXs2Gbdb+9u2pot0OyCz/YBNj27bz0k4/D623Xn/83fD3NvEHz3FccexF5Zb9jfz3pVfJ8gkH65oZnR08rH9HEumP3+0Ov1VjZPnSJWzO6PqC3MmA2LxlK+VmF7v2thAMEDOu/vz7595eh2vK0Z69ewHYuHFD3HXdggHrc+/fu5vy8oMxr3dn3M7rAX8Hu6qqKC8/wM7KNow/0OvP3NwUWZNl3769lJfX0NFiLd+6eRPlLdsTvv9w//unlFJKHemOKs1j/Z76LoMMgyER4nAYY2gIKQqE9P+ttk6IyHFYUzQWJVrHGHM3cDfArFmzzIIFCwDrRNV5PJjouPvHzoPN8MqrEctG5vnY0xx5sV7fbvjmwqNYsu1AzN19gOhEiY6oBAvXDA7GFWez42B4msVfP2jn6NI8oIFGV0JFdrqXHfUBXqwptrswbAPoMgDhKB4xlvQxJaR7l9MeCOLPG0mmvxkq90Wsd8LYQp7eWhuxbPiYMli/iaKSYezKGMK/t1iZG6sOealvty4Ys4aU8kKN8Mj6XSSy9mD8TJMvv9RMxe3nIW+/THaG/7D+HUmkP363va8uBr+fBaedSmF2epfrB4MGXniOsWXjWbBgMr9Z+xbFWWksWDDbWuH5ZwHol79/UdsGOyPjBSvDZnhpKeyu4thjjoX318Ss65b++gs0+zuYMG4MCxZMiXm903FHjSPr7ZcoLR3GggXT+deeVeS11fb6M+e//wY01Ieejxo5ggULpvPQzhVsqd3H1CnHsmDm6ITvP9z//imllFJHugevmc26PfVddg0bTNMxUpkIESrSnar9J/HeKsDdL2+0vSzuOiLiAwqwClQiIqOBfwNXGWO2olQSmuwLarfS7Pi/3mOLsxhZkJVwW9fOn8C8icVMtyv0Xnf6xLjrjSqM3cbGfQ0xy44fUwjAQ0t3sqIXbT+fXr2bK/9vKe0BKxBwz5vbWbw2MgCRn+njtEklMe91plo8uXo3P35qbeiO+776cOLR/oY2HlmWOADRHS1amDKCUxOiu/UcPB5BxFUTorUjVBMC4FtnHcVDX0g8/7GvuYftHJy6c0x3ai/0RY0FrwgB4ypMmcQUj+iaEE78vzjHChA1J5impZRSSqnDQ3FuBqdNHtr1ioOAc4OqL2po9VaoPlaK5oQk88mXA5NFZLyIpAOXA09HrfM0cLX9+FLgFWOMEZFC4Fng+8aYt5IYg1JAuMWmY+GxpYzOSxCEKMoJdbI485hhPHDN7IjX500q4eEvzuWxa0/msWtP5vsfPYYVP1rIhKE5AFx7+gS+sXAy139kUpfjuumCKRGFdlbuDGcqHDM8L2Ldf39lHl8/c3LMNtztPd0Xtc4F1DHD81j6g4VcMGMkAOdNGxFax2nl2ZmVO611Pj5zNNNGhVsjuS/6br1kKseOyI9430j7O+wIBGlpD5Cu8+pDvnv20QBkddLhJJrPI6EWnU53DMfXz5zMKXGCTP3FfRfBOTj15MZCX9SE8LhqQrQHkgtCRN8VcZ4W2f8PHWrqXQtelXoiUiQiL4rIZvvfuJXNRORqe53NInK1vSxbRJ4VkQ0islZEbo/3XqWUUqov3XLxVG66YApzJxSlbAyDtjClMcYPXI/V2WI98JgxZq2I/FRELrRXuxcoFpEtwLeA79vLrwcmATeKyGr7v2G9/hTqQ6/RFYS456pZ/N9VJzJ7uJcfnHsMX48KFgwvyGRYnlUH1ecVTps8lIrbz+OZ60/luJH5nDDWylzITPMye7z1x6EkN4OhudZ7xhXl8I2FRzFvYglrblzEmhvjzyb6wxUn8LlTxnP60ZFR2xPGFrLttnP5z9dO5bzp4YDBcSMLuMD1PJ7ZZeE/VqOGWJkYZcU5ZKV7mVyaR8Xt5/GpOeGWRRv3NfDbTx7PJSfEbz4zLC+DhlbruxtTlMW/vjKPj8201nUyPU4/aiifmjMuVMjS8ZUzrO+1uqGN9kBQMyFcPnvKeCpuP6/LlEE3r0fwBw2BoKG2uYPCnLR+HGH3OQen7vS0djI5+iII4YvojhFMKrsiOiHFeT6+xAosaneMQe37wMvGmMnAy4TPM0JEpAi4Catu1WzgJlew4lfGmGOAE4BTROSjAzNspZRSh6OjS/O44Zxj+nUfBVlpfO6U8SmdOjJoW3QCGGOeA56LWnaj63ErcFmc990C3JLMvpVya2oLp1NnpXsREXwe4UvzrakU588YyaLfvA5AYVYaZx5byro99Xz37PAfmWmjC3j266cl3EemfVe7MDt8cViQHXmheN3pExlTlMX8yUMZU5QNwEllRWy77VwuuPNN1u6uZ+GxpXg8ggfhritn8ux71lz4dJ+HyaV53HdODp99vilm/99ZdBRBA0u2WQX/rjl1PP/vH6tDQRPHvEklfO6UMv72VgVHl+Zx8QmjONTUzr9XVfGZueOoONjEG5sPMHdCEZecMIobnrDaewpCmtfDmCHWuJ0LNeeC8jefPJ5fv7iJ1TtrKcxOC2ViOJkamgmRHJ/Hgz9g2FPXQnsgyLiinFQPCehZJoQTNOiL9EKPJzwdo80fTGqb0Z09nOcfnzkaY+DiBEE6NShcBCywH/8dKAduiFrnbOBFY8whABF5ETjHGPMI8CqAMaZdRFZiTS1VSin1IbX4m/NTPYQB4dxcMilKhUhpYUql+oq7JsTRUdMcwCoO6X6ck5HNHZfO6NE+MtOsi6B4c6f+9tmTyM30cVJZ/LQqj0f446dm8taWg1x6YvfPcR+79mS2VjfiFeETJ42hsqaZx1bs4oFr5lBWnE1WmpeFx5bGvG+KPXViqJ3xUZpvTZ0YXpAZ+q5OKiviVHtu3bRRBXx6rpVBkWe3hizJzWBrdRML7EyOktwMbrtkGsYYRIRl2636Fpf9eQmAZkIkKcPnobUjYBVZBcqKs1M8Iku4JkR3MiGs6SR90qJThEDA8KX7V7Bs+yHOPKb3yXKeqFQIcS3/xEljYt+gBpNSY8we+/FeIPYPYvxuXhGRJ3ua6AXA7xLtSLt1HR4G47gH45hBxz3QBuO4D/cxJxpbqsedaN9djakvx72x0qqiv2TJOwxNUEevP2kQQh0R2uz2lct+eCYl9rQJN/f8+t6mPn185mgWr90XusB3O6MbF0jjinMYVxx7d/t/L5uBL0EWwezxRaEpIQCjh2Tz5g0fCT1fdNzwuO/LsoMuzr/nThvO7y4/nnOnjeCO561Wi5lpXkYVZlFx+3kR7y3IsrI7JgzN5fdXnBCauuJwvr+RhZkRywPxG2iobsrJ8LF+T30og2bsYRKEIDQdo2tOJkSfFKb0CM+v3Rt67tRv6I3o6RhHxQlUqsOXiLwExPtj90P3E7vmVI9v6diFsx8Bfm+M2ZZoPe3WdXgYjOMejGMGHfdAG4zjPmzHHKfzl1vKxp1oXF2M19GX465esQs+eI+5c+eGzj0HkgYh1BGhww5CJErZzk5P/ld90XHD2XbbuTF3VZP18R5kRnRXq91bNMcOQogIFx1v3fhzKvLWt3TEfe8FM0ayvOIQ31w4mWH5mXHXASsg8tK35rN5XyMf7K7jaNmTcF3VtZwMHyt31rJyZy1lxdlxu6+kgqH70zH8fTgdI7qzSFFuMkEIa1vTRhVwy8VTQ51v1OBgjFmY6DUR2SciI4wxe0RkBLA/zmpVhKdsgDXlotz1/G5gszHmt30wXKWUUoeB6ALwKpJzUzFVhSk1CKGOCE77ykRp4H2RHg6xad2HqzSvk60QeyE7eVguEJ6qES0zzdvtqSqThuUxaVgeH502gvLyvV2/QSXkTPcB+Oy8ssOmz3VPClM66/bm/7fTJpeQnxmusRIdhCjM6n0QwtlWQVYaM8YUdrG2GmScLly32/8+FWedxcBtrmKUi4D/ARCRW7Dah3+h/4eqlFJqICz+xvxQJzwVX6g7RopKU2oQQh0R2rvIhBhs5k0s7lFLxGjnTx/JoaZ2rpg9Nua1s6aU8vfPz+bUAWz5qLoWtLMICrLS+PTccQO23xvPnxLqEhGPE1hwYgIju3FQ7810jAeumRPxvM7O1PEIBE3slIqeGG0XW51cmtv7jajD1e3AYyJyDbAD+ASAiMwCrjPGfMEYc0hEfobVWhzgp/ay0VhTOjYAK+3A353GmHsG/FMopZTqM/Hqw6lIoe4YmgmhVO91BIKIxN49Hawe/uLcpN7v9QifO2V83NdEhNOPGhr3NZU6HQHrKHDzhVN61NozWZ8/Nf7vicPdHeO9mxeR5ul6bBl9kHlUmpfJjoPNjCjIoqq2JdQpozfmTijikWU7ObpUT0qONMaYg8CZcZavwJXdYIz5K/DXqHUq6V65E6WUUqrf3P/52QkzlPuLM1V1ULboVOpw0W638Osshf2JL59Mcc7A/g+uVHc5RR2TmXbQH9zdMdzTJTrTF4Upf3v58fzsP+u49vSJXPvACi6cMbLX27pwxkiG5mYwd0Jx0uNSSimllOpL81Nwc9C5ZIrX9W8gaBBCHRHa7CBEZ04cF799plKHgw67vWV+Vvcu9PvbPVfNYlh+Bo8sszobujvMJFKUk86hpvY+qcEysjCLP336RACW/iBhXcJuERHm6fQjpZRSSqkIrNXTTgAAIABJREFUOh1DqSR0BIJ9VnxSqVQIhGpCHB5/lhdOKQVg0rBcjh9TwLyJXWcRjB6SxaGmdkyqjmhKKaWUUqpL4ezx1Jyz6VWbOiK0+zUIoQY3Z6pDZpo3xSOJlJ3u45Mnje1Wt455E61sg8HSRUYppZRS6sMoFILQTAileq89EOyTeehKpcqfP3Miz723h1Fx2qoOFt9ZdBRzJhRxUplOfVJKKaWUOlyFumOkaP8ahFBHBJ2OoQa7UYVZfHH+hFQPIyk+r4czjh6W6mEopZRSSqlOiJ0LkapMCL1qU0eE9m4UplRKKaWUUkqpD7twJoTWhFCq19oDhjTNhFBKKaWUUkqpTqW6JoRetakjQrs/QIZmQiillFJKKaVUp0KZEBqEUKr32v1B0nxakV8ppZRSSimlOuN0PdPpGEoloSNgtCaEUkoppZRSSnVBp2N8yGw8FKC1I5DqYfTIc+/v4UBLMNXD6FS7X7tjKKWUUkoppVRXQpkQKQpCaIvOAbRudz0/X9bK/vSN/Pj8KakeTrdsq27kKw+t5OghHkZOPsDcCcXUNLdTnJuR6qFFaA8ESdNMCKWUUkoppdRh6Lmvn0ZhdlqqhwG4MiFSNB1DgxADaOn2gwBsP9CU4pHE98bmap7/YC/XnT6RqtoWtlU3sf1AIwAba4Jcec/S0Lr/e9kMFh1XSl5m4v+R2vwBtuxvxOfxcPTwvD4dayBo2Li3gaOH5+H1iGZCKKWUUkoppQ5bU0bmp3oIIakuTJlUEEJEzgF+B3iBe4wxt0e9ngHcD5wIHAQ+aYypsF/7H+AaIAB83RizOJmxDJSmNj/XPfguM0YXMrwgk0/PHdft966oqAHglQ37ue+t7Ty1ZjcHGtv44bnHUpCVzuubqzlmeB4Ljh5GfqYvlCbj1toR4Gf/WceVc8biEWF8SQ6ZaV4CQUNTu58DDW38Y/ku9tW3cvW8MmaOHQJYF+33vV3Bn8q3MH10IZefNIbZ44v48VNr2XWomV2HmjnY1A7AQ0t3RuzzpLIhLLfH7vj2P9cwc2kh/3fVLNbvaWD9nnoa2/x8fOZoKmub2VvXyrceWxNa/5RJxQzJTufWi6fR6g+Qn5lGVrqXYNCwp76V4fmZVNW08I1HV7F6Vy1B+3+Ib511FFfPK6Mgywp2HGpqZ39DK69vqua25zaQ7vVwwthCqmpbGF2Y1e2fhVJKKaWUUkp9GIWCECnaf6+DECLiBe4CzgIqgeUi8rQxZp1rtWuAGmPMJBG5HPgF8EkRmQJcDhwHjAReEpGjjDGHfbGElTtreGPzAd7YfACAy08ag8/roa65g4NNbRRmp1PX0sH4kpyY967dXRd6fPMz4a/pugdXRqyXl+kjN8PHhTNGMmFoDssrathX30pZcQ6vbtxPZU1LRKDgtMklrNxRQ1N75Nf31OrdlOSmk5eZFpF98cqG/byyYX/cz3fLxVP50ZMfAPDVMybiFeHjJ46m/K13mDrjBDoChv99YSPLK2pYubOWE295KeL9v3t5c9ztrt/TwKGmdl7bVE1Dq5/MNA9D8zJoagtwyA5+DMvLYH9DW8T7fv3iJn794iZGFWZRVdsSs92TJxbz2qZqAE4aXxR330oppZRSSimlLIJTE2LwTceYDWwxxmwDEJF/ABcB7iDERcDN9uPHgTvFur1/EfAPY0wbsF1EttjbW5LEeHqkobWDZdsP9fh9L67bB0C610N7IMiFd77FqZNLeGHtXioONofWmzA0B2Ogpd26yG4PWIUdPzLGx9VnzWTysFy2VjdSVpzDTU+vJd3rYeKwHO56dSsNrX4aWv385fVtAJTkpnOgsT0U+Ij2zraDdAQMuRk+Gtv8iMATX57HaxurWb+nPnSR7vjlpdNZu7ue+96uYNqoAo4qzePC40dScaCJT88dx+ghVkbBgqOHhd4zLt/LieOsi/y7PzOLt7Ye4Man1mKMoaa5IzRGx+dPGc/S7QdZu7ueWy6eyqfnjuOVDfv47Uubea+yjtnji3k9alytHQG+fdZRtHQEuPiEUVQ3tPHS+n0s2XqQDXsbACvgkuHzsGpnLTdfeBwXzBjJU6ureGHdPk4q0yCEUkoppZRSSnVqsGZCAKOAXa7nlcCcROsYY/wiUgcU28vfiXrvqHg7EZEvAV8CKC0tpby8HIDGxsbQ496obAjyo7di76x3x8gc4ZsnZvC911tYt6eedXvqQ69leiE3Xdhe3YQBfALZadAegMmFHs4Y3oHZvZZNu631t1bBVWXOuxv469nZ/GdbB5MLvTxf0UFZvoeLJ/nY1+zl4Q3tnD8hDa/A5pogZ43z4fUILX5DXZtheI6H3Y1plGQJ9dvWcEIanDAWLhmZSW2rVXakJEtIb9zKgnyYd1Y26V4/UIPZXcM4oLy8IvRZyveE40nR33cucNvJPtI84PWkA1DV4KWyMcjEQg8lWfuZPx2YngOt2ykv344H+NZUYGoO0MwJuRnsbgwye7iP3HTB54E0TxV4Yff6vQCcngenHw/tgWz2NAUZl2/9zD49Lg1qNlFevokC4LKR8M5bb0T8nJL9HUkVHffAGozjHoxjBh23UkoppdThINUtOg/7wpTGmLuBuwFmzZplFixYAEB5eTnO495o7Qgw/YSGXr13VGEWxbkZzJ7TFMo+aGoLUFaSTVtHkKx0L01tfnLs1/Iz02hu91OYnd6tcX/kDOvfL0ctv/y8Xg23TyT7fcfTt1uL1R9jHgg67oE1GMc9GMcMOm6llFJKqcPBzHFDePr6U5g4NDcl+08mCFEFjHE9H20vi7dOpYj4gAKsApXdeW+/ykzzMn10YVLbGFds1X1wt6vMTg9v3/1vui89qX0ppZRSSimllFLJys9MS/paOBnJ9DRcDkwWkfEiko5VaPLpqHWeBq62H18KvGKs6hdPA5eLSIaIjAcmA8uSGItSSimllFJKKaUOc73OhLBrPFwPLMZq0flXY8xaEfkpsMIY8zRwL/CAXXjyEFagAnu9x7CKWPqBrw6GzhhKKaWUUkoppZTqvaRqQhhjngOei1p2o+txK3BZgvfeCtyazP6VUkoppZRSSik1eCQzHUMppZRSSimllFKq2zQIoZRSSimllFJKqQGhQQillFJKKaWUUkoNCA1CKKWUUkoppZRSakBoEEIppZRSSimllFIDQowxqR5Dt4lINbDDfloCHEjhcHpLxz1wBuOYQcc90AbjuAfjmEHH3Z/GGWOGpnoQHxZ6PpJSg3Hcg3HMoOMeaINx3INxzKDj7k/dOh8ZVEEINxFZYYyZlepx9JSOe+AMxjGDjnugDcZxD8Yxg45bHZkG6++HjnvgDMYxg457oA3GcQ/GMYOO+3Cg0zGUUkoppZRSSik1IDQIoZRSSimllFJKqQExmIMQd6d6AL2k4x44g3HMoOMeaINx3INxzKDjVkemwfr7oeMeOINxzKDjHmiDcdyDccyg4065QVsTQimllFJKKaWUUoPLYM6EUEoppZRSSiml1CCiQQillFJKKaWUUkoNCA1CKKWUUkoppZRSakBoEEIppZRSSimllFIDQoMQSimllFJKKaWUGhAahFBKKaWUUkoppdSA0CCEUkoppZRSSimlBoQGIZRSSimllFJKKTUgNAihlFJKKaWUUkqpAaFBCKWUUkoppZRSSg0IDUIopZRSSimllFJqQGgQQimllFJKKaWUUgNCgxBKKaWUUkoppZQaEBqEUEoppZRSSiml1IDQIIRSSimllFJKKaUGhAYhlFJKKaWUUkopNSA0CKGUUkoppZRSSqkBoUEIpZRSSimllFJKDQgNQiillFJKKaWUUmpAaBBCKaWUUkoppZRSA0KDEEoppZRSSimllBoQGoRQSimllFJKKaXUgNAghFJKKaWUUkoppQaEBiGUUkoppZRSSik1IDQIoZRSSimllFJKqQGhQQilekFE7hORW1K0bxGRv4lIjYgs68X7y0XkC30wjtB2RORTIvJCstvsYn9/FpEf9/E2F4hIZV9uUymlVGpFHy9E5Msisk9EGkWkWEROEZHN9vOLUznW3uqPY2J/6Ktzjl7uO0tEnhGROhH5Zy/eXyEiC/tgHKHtiMgPROSeZLfZxf7+KyJX9/E2Pysib/blNtWHmwYh1BHB/gO/X0RyXMu+ICLlKRxWfzkVOAsYbYyZnerBABhjHjLGLOpqvWSCN8aY64wxP+vNe/tbX52oJNj2ZBFpFZEH+2P7Sik1mNh/b1tEpEFEakXkbRG5TkRC57Tu44WIpAG/BhYZY3KNMQeBnwJ32s+fTM0nSc7hfEw8jFwKlALFxpjLUj0YAGPMbcaYLoMyyQRvjDEfNcb8vTfv7W8iYkRkUj9t+3R7+ym5Sah6RoMQ6kjiBf5fqgfRUyLi7eFbxgEVxpim/hiPGlh2Zktnf4vvApYP1HiUUmoQuMAYk4d1PLwduAG4N8G6pUAmsNa1bFzU824TEV9v3qeS041jZTzjgE3GGH9/jEkNrM7+37ODjb8Dlg7ciFQyNAihjiS/BL4jIoXRL4hImR0d9bmWuacTfFZE3hKR39h3VraJyDx7+S47yyI6ta1ERF6078a8JiLjXNs+xn7tkIhsFJFPuF67T0T+JCLPiUgTcEac8Y4Ukaft928RkS/ay68B7gFOttNIfxLnvc5nudNOQdwgImfG+8JEZKKIvCIiB0XkgIg85Hx/IvJdEXkiav3fi8jvEuzzTfux2N/jfhGpF5H3RWSqiHwJ+BTwPXvsz9jr3yAiVfb3uLGTsYayKMSeRiEi37b3s0dEPhfvffb6RWJNYdkt1jSWuHe+oiP0UfssEZH/2L8fh0TkDRHxiMgDwFjgGftzfc9ef659h65WRNaIyALXdstF5FYReQtoBiYkGM/lQC3wcqLPppRSH1bGmDpjzNPAJ4GrRWQqhP92i8hRwEZ79Vr7eLcV62+u8zc7Q0QKRORe+1hSZb/Xa2/LfX5wELjZXv55EVlvH1MWR50DGLGyMzbbx4C7RERcr3/Rfm+DiKwTkZn28pEi8oSIVIvIdhH5eqLPnuQxsVxEfmZ/rgYReUFEStzbilrfPZ3gZhH5p4g8aL/3fRE5SkT+x973LhGJzoycKCLL7HOCp0SkyLXtpI6VInKsvV6tiKwVkQvt5T8BbgQ+af+cr4nz3ptF5HERedT+LCtFZEaC72y2iCyx97NHrHOsdPu1u0Tkf6PWf1pEvplgnw/ajzPt7/Ggvd3lIlIqIrcCpwF32mO/Uywx51YJxhp9fvumiPzK/l3dLiIfjfc+e/0xIvIv+3fwoIjcGWedrs6pJ4l1Xlwn1rnlo/by1+3V19if65P28vNFZLWEM5umu7ZbIdZ54ntAkyQORHwbeAHYkOizqcOLBiHUkWQFUA58p5fvnwO8BxQDDwP/AE4CJgGfxjoY5LrW/xTwM6AEWA08BCDWlJAX7W0MAy4H/igiU1zvvRK4FcgD4s2x+wdQCYzESie8TUQ+Yoy5F7gOWGKnkd7UyWfZao/tJuBf7oO+iwA/t/dzLDAG+wQLeBA4R8JBCZ/9We5PsE/HImA+cBRQAHwCOGiMuRvrO7rDHvsFInI0cD1wkn1X62ygoovtO4bb2x8FXAPcJSJDEqz7AJANHIf1M/lNN/fh9m2sn8lQrDtrPwCMMeYzwE6sO3O5xpg7RGQU8CxwC1CE9Tv5hIgMdW3vM8CXsH4HdkTvTETysVKGv9WLsSql1IeGMWYZ1t/n06KWb8L6uw9QaIz5iDFmIpF/s9uA+wA/1vH+BKzjmDsVfg6wDetv/60ichHWMeBjWMeEN4BHooZ1PtY5xHSs4+DZACJyGdZx9iogH7gQOCjWXf5ngDVYx7UzgW+IyNnd/Bp6ckwE6zzkc1jHxHR6du50AdZxdQiwCliMdU0xCuu49Zeo9a8CPg+MwPqefw+Q7LFSrLvfz2BdfA4DvgY8JCJH2+dHtwGP2j/nRJkyFwH/tPf/MPCkvd1oAeCbWOdVJ2P9fL5iv/Z34Ar7Z4hYAZ2F9vY6czXWz2wM1rnndUCLMeaHWL9T19tjv54E51ZdbN8xBysYVwLcAdwrEg6KOcQKvP0H63suw/p5/qOb+3D7GdbPZAgwGvgDgDFmvv36DPtzPSoiJwB/Ba7F+g7+AjwtIhmu7V0BnIf1/3BMVotYAcDPY/3uqUFCgxDqSHMj8LWoA1h3bTfG/M0YEwAexToo/NQY02aMeQFoxzpBcTxrjHndPoH5IVZ2whisE48Ke1t+Y8wq4AnAPR/xKWPMW8aYoDGm1T0IexunADcYY1qNMauxsh+u6sFn2Q/81hjT8f/Zu+/wqKr0gePfM5NGCj2hE3oVRYggSomiAvbee3d11bXs4lpXRVF/9rJ2Ze1dVJr0Jr1ILyGUUBNISO9zfn/cMncmMymEJIa8n+fhYcq9c8+U3Hvue9/zHq31NxgHn3P8F9JaJ2mtp5vvMQ1j3OwI87l9wDxHu0cDB7XWKyrYdjFGZ6EXoLTWG83XCqQUCAf6KKVCtdY7tNbbKvkeizG+n2Kt9WQgB+jpv5BSqg0wBrhTa51hLj+3ktvw314bIN58jflaax1k2WuByVrryeZ3PB0jSHa2Y5lPtdbrzd9IcYDXeAb4SGsthTOFEKJiezFOJKtEKdUKY998v9Y6V2udihGovtL52lrrN839dT7GyeLz5vGtBONkt79yZEMA47XWh7XWu4DZQH/z8VsxgvHLtCFJa70TI2ARq7V+WmtdpLVOBj7wa0d5KnVMdPhEa73FfD/fOtpXGfO11tPM9/4dRiBmvHks+xropHyzUj/TWq8zh5E+DlxunvBW91h5MhBtbrtIaz0L4yT6qiq8lxVa6+/N134FY+jOyf4Laa1XaK0Xm+3YgXGybPWXlgKZGIEJML6zOVrrAxVsuxjjxLub1rrU3EZWOctWtm/lb6fW+gOzfzsBoy/TKsBygzAuSj1s/i0UaK2PpBhlMcZQmLaVeI3bgfe01kvMz2ACUIjvd/CG1jrF/K0G8gbwuNY65wjaKuqIBCHEMUVrvQ7jADT2CFZ3Hizyzdfzf8yZCZHi2G4OkI6x844HBptpZYeVUocxsiZaB1o3gLZAutY62/HYToyIdGXt8TtB3mm+rg8z7e9rZaSfZmFkP7R0LDIBo5OA+f9nFW3Y7AS8hVHLIFUp9b55VT/QsknA/RhXhVLNtpRpZxCH/CLiefh+P5YOGJ9nRiVfN5iXgCTgd2UM1ynvNxYPXOb3GxiKceC3BP0NKKX6Y1xFOZKMDSGEaIjaYRyHqyoeCAX2OfbX72FcWbf476/jgdcdy6djZBY6j9P7Hbedx6cOGJmKgdrR1u+48W8CnywGUtljYkXtqwz/vtFB8wTXug9B+ksY/ZFQjL5GtY6VGP2aFK21x+/1q9JfcvblPHizUH0oY8jJb0qp/WZ/6Tmq2V8yl5kGfK2M4aIvBsnCqFLfKgD7u9Za55k3g/WXdgbKNqiif2L8PSxVxhCZm8tZNh540O830AHf76C8/tJ5QIx5wU3UIxKEEMeiJ4Hb8D0IWUUcIx2POYMCR6KDdcMcptEc40pMCjBXa93U8S9aa32XY91gV9AxX6O5UirG8VhHYE8V2tbOL9Wuo/m6/p4z29JPa90Y48DpXO9n4Hhz3OG5mENOKqK1fkNrPRDog5E6+LD1VIBlv9RaD8U4EGnghcpsowpSMD7PMrVCAsgjyG9Ea52ttX5Qa90FI332AeWtX+H/vlIwrvw4fwNRWuvxjmXK+w0kYqRC7lJK7cdIUb1EKbWyEu9BCCEaFKXUSRjH/CO5apuCceW1pWN/3Vhr3dexTKB9/B1++/hGWus/Krm9rkEe3+73mjFa67MDLFuTcnEcB82MhSPJLnXq4LjdEeNK+UGqf6zcC3RQvgUrq9pfcvblXBjDBwL1l/6LUW+gu9lf+je+/aXPgQuUUVOiN0b/qVxm1sp/tNZ9gFMw+llW1mug/lKwvtXRkgJ0LKfugqXcPrXWer/W+jatdVuMYRbvqOAzYqQA4/x+A5Faa+fwpvJ+AyOBBDM4tB+jPsz9SqmJFbwHUcckCCGOOebV9W+Aex2PpWEclK5VSrnNqGygTkBVnK2UGqqMwkTPAIu11ikYmRg9lFLXKaVCzX8nKaV6V7L9KcAfwPPKKFp0PMb4zqpM0RgH3Gtu+zKMA+LkAMvFYKRsZppjM30OaNoYKvI9xrjGpdpIKy2X+V4Hm9H8XKAAsK5SHMBRWEop1VMpdbo59q8A4wqKx/81q8NMV5yCcRBsZn4mw4Msvhq42vyNjMZMtTTbeq4yii0pjLTL0mDvC+O7Ok8pNcp8rQhlFPtqX8lmv4/x++xv/nsXY9xsZccGCyHEMU8p1VgpdS7GEIDPtdZrq/oa5jHid+Bl8/VcyijaPKKc1d4FHlFK9TXb0cQ81lbGhxhFtAcqQzdzGMdSIFsZRfgamceO48wAS23aAkQopc4xj+OPYQybrI5rlVJ9lFKRGOP2vzczJ6p7rFyCcfHgn+axPRGjXkVV6hgMVEpdbJ54348RkFocYLkYIAvIUUr1ApwXltDG0MllGNkNP5QzdMCmlDpNKdXPDPRkYQRngvWXyutbHS1LgX3AeKVUlPl9nOq/UEV9aqXUZY7vMAMjiBCsv/QBcKf53pS53XP8LsSV53GMgIzVX/rFfM2ghVnFX4MEIcSx6mkgyu+x2zBOsg9hFKqqzBWL8nyJkXWRDgzETMMzh1GchTEmcC9GGtwLVO0gfhXGlfC9wE/Ak1rrGVVYfwnQHeNKwzjgUm3Mje7vP8AAjJPqScCPAZaZAPSjcqmFYBTa+gDjwLMT4/N+yXzuI4z6D4eVMUNFOMb0agcxPqc44JFKbqcqrsM4uG/CqJdxf5Dl7sPowFhDaJxXMroDMzCCNouAd7TWs83nngceM9/XQ2YgySpcloYR6X+YSu5ztdZ55pWE/Vrr/eY2C8wDvxBCNHS/KqWyMfatj2KM5a/OScf1GMUZN2Acu77Hd0iAD631TxjH9a/N1Px1GLWHKqS1/g7juPwlkI1xnGlunpSfi3EitR3juPghRhHCWqO1zsQouPghxolmLsYQher4DKP4536Mmgv3mtuq7rGyCOOYPQbj83oHuF5rXZUZEiZiXD3PwOgrXKwD12l6CKOYZzZGHydQ+n9V+0utMX5rWcBGYK5j3deBS5Uxo8UblN+3OirM3+B5GPXPdmF871cEWby8PvVJwBKlVA5GUOA+bdQ4AWP47QSzv3S51nq5+VpvYby3JODGKrQ526+/lA/kaq2PZGiWqEVKB62rJoSoj5RSNwK3mkMcjsbrdcQ4eW9dTsEkIYQQQoh6Qyn1FEZRyGsrWraSrzccI7sjXssJlhDlkkwIIURQ5vjIB4CvJQAhhBBCCFGWOUziPuBDCUAIUbGKCo8IIRoopVQUxti9nRjTcwohhBBCCAez5tdy4E+kFoEQlSLDMYQQQgghhBBCCFErZDiGEEIIIYQQQgghaoUEIYQQQgghhBBCCFEr6lVNiJYtW+pOnToBkJubS1SU/wyMf33S7tpTH9sM0u7aVh/bXR/bDNLumrRixYqDWuvYum5HQyH9kbpTH9tdH9sM0u7aVh/bXR/bDNLumlTZ/ki9CkJ06tSJ5cuXAzBnzhwSExPrtkFHQNpde+pjm0HaXdvqY7vrY5tB2l2TlFI767oNDYn0R+pOfWx3fWwzSLtrW31sd31sM0i7a1Jl+yMyHEMIIYQQQgghhBC1QoIQQgghhBBCCCGEqBUShBBCCCGEEEIIIUStkCCEEEIIIYQQQgghaoUEIYQQQgghhBBCCFErJAghhBBCCCGEEEKIWiFBCCGEEEIIIYQQQtQKCUIIIYQQNUxrzXfLU8gpLKnrpgjB6pTDJB8uretmCCGEaKAkCCGEEELUsKXb03n4+zU8/ev6um6KEFz49kKeXlxQ180QQgjRQEkQQgghhKhhGXnFABw2/xdCCCGEaKgkCCGEEELUsMISI/U9PNRdxy0RQgghhKhbEoQQQgghalhhsQeA8BA57AohhBCiYZPekBBCCFHDCkslCCGEEEIIARKEEEIIIWpcYbE5HCNEhmMIIYQQomGTIIQQQghRwwpLzEyIUDnsCiGEEKJhk96QEEIIUcPsIIQMxxBCCCFEAye9ISGEEKKG2bNjyHCMGqGUGq2U2qyUSlJKjQ3w/HCl1EqlVIlS6lK/525QSm01/91Qe60WQgghGiYJQgghhBA1TGbHqDlKKTfwNjAG6ANcpZTq47fYLuBG4Eu/dZsDTwKDgUHAk0qpZjXdZiGEEKIhk96QEEIIUcOs4RhhEoSoCYOAJK11sta6CPgauMC5gNZ6h9Z6DeDxW3cUMF1rna61zgCmA6Nro9FCCCFEQxVS1w0QQgghjnXWcAy3S9VxS45J7YAUx/3dGJkNR7puu0ALKqVuB24HaNWqFXPmzAEgJyfHvl3f1Md218fPuz62GaTdta0+trs+thmk3X8FEoQQQgghapiVCSHqL631+8D7AAkJCToxMREwTuSt2/XG1EkA9a/d1M/Puz62GaTdta0+trs+thmk3X8FkhcqhBBC1DCrJoTWddyQY9MeoIPjfnvzsZpeVwghhBBHQIIQQgghRA2zhmNoJApRA5YB3ZVSnZVSYcCVwC+VXHcacJZSqplZkPIs8zEhhBBC1BAJQgghhBA1LLewpK6bcMzSWpcA92AEDzYC32qt1yulnlZKnQ+glDpJKbUbuAx4Tym13lw3HXgGI5CxDHjafEwIIUQt2Z2RZwfrRcMgNSGEEEKIGpZVYAQhZDhGzdBaTwYm+z32hOP2MoyhFoHW/Rj4uEYbKIQQIqCSUg9DX5jN6L6tefe6gXXdHFFLJBNCCCGEqGFZ+cUAMhhDHDWH84rILiiu62YIIUS1eMwD48xNB+q2IaJWSRBCCCGEqGGZZhBCUiHE0dL/6elc8PbCum6GEEJ+jphaAAAgAElEQVRUi1UrSQ6PDUu1ghBKqdFKqc1KqSSl1NgAzz+glNqglFqjlJqplIp3PFeqlFpt/qtsASkhhBCi3pEpOsXRlJSaDUByWm4dt0QIIapHgg8N0xHXhFBKuYG3gTOB3cAypdQvWusNjsVWAQla6zyl1F3Ai8AV5nP5Wuv+R7p9IYQQoj4oKfUGIKSvJY6GXel5AESHS2kvIUT9ZgUh5PjYsFQnE2IQkKS1TtZaFwFfAxc4F9Baz9Za55l3FxOkKJQQQghxrLKKUoJc8RFHh8eMa6m6bYYQQlSbTF3dMFUnhN4OSHHc3w0MLmf5W4ApjvsRSqnlQAkwXmv9c6CVlFK3A7cDtGrVijlz5gCQk5Nj365PpN21pz62GaTdta0+trs+thkabrv353ozIbZu3cqcoh3Vb5Ro0DxWNEuiEEKIes4qTKklSt+g1Eoen1LqWiABGOF4OF5rvUcp1QWYpZRaq7Xe5r+u1vp94H2AhIQEnZiYCMCcOXOwbtcn0u7aUx/bDNLu2lYf210f2wwNt91Lkg/B/MUAdOvWjcRTOx+llomGyuq0ywVEIUR9J8GHhqk6wzH2AB0c99ubj/lQSp0BPAqcr7UutB7XWu8x/08G5gAnVqMtQgghxF9SarZ96JNzRnFUeKTTLoQ4RnikJkSDVJ0gxDKgu1Kqs1IqDLgS8JnlQil1IvAeRgAi1fF4M6VUuHm7JXAq4CxoKYQQQhwT0hxBCCGOBglCCCGOGfZwjLpthqhdRzwcQ2tdopS6B5gGuIGPtdbrlVJPA8u11r8ALwHRwHdKKYBdWuvzgd7Ae0opD0YgZLzfrBpCCCHEMSEtx5EJIZ0scRTYwzGkJoQQop6TwpQNU7VqQmitJwOT/R57wnH7jCDr/QH0q862hRBCiPrgQGYBUWFucotKpasljgoZQy2EOFZ4ZHfWIFVnOIYQQgghKrBubya92jQG5ORRHB2lMohaCHGMkONiwyRBCCGEEKKGZBcUszU1hwEdm9Z1U8QxRK4cCiGOFbI/a5gkCCGEEELUkANZhWgN8S2i6rop4hhiF6aUmhBCiHpOakI0TBKEEEIIIWpIUYkHgIhQNyCFKcXRIenLQohjhezOGiYJQgghhBA1pLjUCEKEhcjhVpRvf2YBd362gryikgqXNX9WQghR70kQomGSXpEQQghRQ4qsIITbONxK2qkI5sWpm5i6fj+T1+6vcFmP9NqFEMcI2Z81TBKEEEIIIWqINRwjPNQMQkhfSwRh/TQqU+ZBhmMIIY4VsjdrmCQIIYQQQtQQKxMi3C2HW1E+K7CgKhGFkGryQohjhUd2aA2S9IqEEEKIGuDxaN6YuRXw1oSQrpYIxs6EqEQQolQ67UIIIeoxCUIIIYQQNWBR8iFW7ToMQHiIzI4hyueddbPiKISMoRZCHCtkf9YwSRBCCCGEqAHFjikMZHYMUZGqZEJIn10IcayQ/VnDJL0iIYQQoga4Xd6zSe9wDOlticCqUmyyOlcOnduRApdCiLommRANkwQhhBBCiBrgclzSDg+R2TFE+byZEJUZjlGN7TjWldISQoi6JruhhkmCEEIIIUQNkOEYtUcpNVoptVkplaSUGhvg+XCl1Dfm80uUUp3MxzsppfKVUqvNf+/Wdtttdk2IilXnyqFHMiGEEH8hshtqmELqugFCCCHEseaV3zfz9pxt9n0JQtQcpZQbeBs4E9gNLFNK/aK13uBY7BYgQ2vdTSl1JfACcIX53Datdf9abXQA1lCdSk3RaaYwVCZgUWZdyYQQQvyFSDC0YZJekRBCCHEUzd2SxhuzknymUQxzW8MxpLNVAwYBSVrrZK11EfA1cIHfMhcAE8zb3wMjVWXGPdSiqs2OYa5zJNtxrCVjsYUQdU32Qg2TZEIIIYQQ1bAvM5/cwhK6xcWwdncmN3y8tMwyVpFKOeerEe2AFMf93cDgYMtorUuUUplAC/O5zkqpVUAW8JjWen6gjSilbgduB2jVqhVz5swBICcnx75dHalpBQBs2LCeqPTN5S6bvL0IgJKSkipvu6jU+yOcN28eYe6/VCymQkfr865N9bHNIO2ubfWx3UejzSnZ3qGLtfX+6+NnDfW33YFIEEIIIYSohqEvzKbUo9kx/hwWJx8KuEz9Os1rUPYBHbXWh5RSA4GflVJ9tdZZ/gtqrd8H3gdISEjQiYmJgNFptm5Xx1cpy+HAAfod15fE49qUu+yKos2wLQm3O6TK284rKoHp0wAYOmwYkWH1qyt4tD7v2lQf2wzS7tpWH9t9NNq8cV8WLDRiv7X1/uvjZw31t92ByHAMIYQQohqsYRdFJR5+WrWn3GUlEaJG7AE6OO63Nx8LuIxSKgRoAhzSWhdqrQ8BaK1XANuAHjXe4gCqkiVjDaM4kuEUzlUkM0cIUddkWFjDJEEIIYQQ4iiYvzWNDfuyGHNc6zLPWeUHpK9VI5YB3ZVSnZVSYcCVwC9+y/wC3GDevhSYpbXWSqlYs7AlSqkuQHcguZba7cP706h8TYgj6bw715HOvxCirsluqGGSIIQQQghRBev2ZNqzEzgt35kBwK3DOtO3bWOf52Q4Rs3RWpcA9wDTgI3At1rr9Uqpp5VS55uLfQS0UEolAQ8A1jSew4E1SqnVGAUr79Rap9fuOzDYhSkrMzuGnQlR9e3I7BhCiL8SCUI0TBKEEEIIISpp/d5Mzn1zAa/O2GI/1rZJBABfLN4JQFxMBFcO6hhwfS0DMmqE1nqy1rqH1rqr1nqc+dgTWutfzNsFWuvLtNbdtNaDtNbJ5uM/aK37aq37a60HaK1/rcN3AVQuYGUFwQIFwyq5mbK3hRCiDshxsWGSIIQQQghRSVsP5ADwv0U7ySsq4dYJy0nLKQQgq6AEgLjG4USEeA+vm58dbV/dlis+IhhvJoQMxxBCNBySkdUw1a+SyEIIIcRRoLVm/taDnNqtpT195p8ph8kvLuXkLi3KLP/tshS2pmbzwfztgHEFevvBXGZsPOCzXLPIUMJD3ESEuu3HwkO8t6WvJYKpym+jesMxJAghhPjr0LIfapAkE0IIIUSDM3ntfq7/eClfLNlpP3bB2wu58v3FAZf/5w9r7AAEQHZhCXlFpWWWaxYVBuAThBCiMqyOeGU65L4zXFStAy+jMYQQfyWSCdEwSRBCCCHEMSkpNYdN+7MCPrfZfPxgtjGUIjktx+f5fZn5AKRmF3DLtFyf5wZ0bArArkN5ZV63kRl8iAgNcniVKz4iCO33f3lKPc5shqptRzIhhBB/LbIfaogkCCGEEOKYsTsjj8HPzWDHwVzOeGUuo1+bbz/386o9fLlkF1prflq9B4AmkUbmwgpzZguAtbszGfL8LJ6fvJF3Zm+j1K9/NLRbSwB2ppcNQlgZEFYwwjm8XynpaongrHhAZTIbnMGD0ipGIXyzKKq0qhBCHHWSCdEwSU0IIYQQx4S7v1jJpLX7APh2eUqZ5+//ZjUA3VtFk5JuZDq4FPy2Zi9PTFxvL7dhXyYA781LDridrnHRAGzZn13muXCzIKVVB6Jd00b2czJNpyiPnQlRiQ657zSbEoQQQtQv6/dmsmDrQe4Y0VX2Qw2UBCGEEEIcE6wABECI25vop7X2mXEg31HLIa+olKd+2UB+cSnhIS4KSzx2gCKYrrHRNI0MZVVKRpnnrCKX1olh/w5NfZ6XzpYIRleh2KQzW6KqvykZjiGEqGvnvLEAwAxCyH6oIarWcAyl1Gil1GalVJJSamyA5x9QSm1QSq1RSs1USsU7nrtBKbXV/HdDddohhBBCOL09O8m+nVNY4vNcruP++r2ZHMwp5PmL+/HONQMA2HygbIaDU0Soi37tmnAgqzDoMse3b8K4i45j/CXH248ppWQ+dFGhyvxGqhNIcC4vv0YhRF0q9WgZjtFAHXEQQinlBt4GxgB9gKuUUn38FlsFJGitjwe+B140120OPAkMBgYBTyqlmh1pW4QQQjRMmXnF/Ov7NRzOK/J53DlOfluab2FJZ1BiT4aR9dCuaSN7ZotN+7MIdSt+/NspAbcZHuKmubmsPyvjQinFNYPjiQ73JhzKcAxRHis2UJkOeanHe7s6wzE80vsXQtSh4lKPBOcbqOpkQgwCkrTWyVrrIuBr4ALnAlrr2Vprq3LXYqC9eXsUMF1rna61zgCmA6Or0RYhhBAN0EcLkvlmeQpfLt0VdJkL317IzI0H7PtWJkSIS3E4vxgwajl0aBYJQEp6Ph2bR3Jc2yb2OosfGWnfDg9xEeYOfPisKNAgWaciGKsjXrkpOh2ZEJ5yFgy4buDbQghR20o8WvZDDVR1akK0A5yVv3ZjZDYEcwswpZx12wVaSSl1O3A7QKtWrZgzZw4AOTk59u36RNpde+pjm0HaXdvqY7vrY5uhZtq9YpMxJGLd5mSahSsyCr29mcZhiqwi4/5P8/+0H1+zaav5PKRlGnHydWtWk9fERWQI5JWALsrnjwXz7HWWL1lk3166eBEHU30zL9wKSjVkpKcHfY9aa3bu3MWcOfur8Y7Fsco7O0bFyx694RjS+xdC1J2SUo8EIRqoWilMqZS6FkgARlR1Xa31+8D7AAkJCToxMRGAOXPmYN2uT6Tdtac+thmk3bWtPra7PrYZaqbd72xeBKSTH9YUd2gWFHrrNLRpFk2WWd+he5fOkLwFgB+3GtkPcU2j2WTOcDFk0En0aduYnhsXsmrXYVq1aEZi4skwdRIAZ5w2HGZNBWBk4nBWFm5mdsp2e1tut4vSEg/NWzQnMXFQwLa6p0+hY3xHEhN7HdXPQBwbvMMxfHvkeUUlfLJwB3cM72IXXK3W7BiO2zIaQwhRl4pLtRTIbaCqMxxjD9DBcb+9+ZgPpdQZwKPA+VrrwqqsK4QQQgDsPZzP/swCADbvz2azGTwoLDZmulixM4ODOYXceEonTuxozEjRItpbtyE8tOzhrlGY274dZk6t2bpxRJnnwDv1prVsWIjv67nNWhAuVf6ADOlriWC8wzF8H3/l9y28NG0zv67Zaz9W6pMJUbXtyOwYQoi6Zk4kRYnHI/lYDVR1MiGWAd2VUp0xAghXAlc7F1BKnQi8B4zWWqc6npoGPOcoRnkW8Eg12iKEEOIYsS8zH5dStDIDAgCnjJ8FwI7x5zDqNWOYxISbB1FYYgyIzyow6jyEh7jsYpDO4pERIWWDEFv2e2fBsIIMkWHGuo1CfYMQzik+3S5VJgjRLDKU/MzS8mtCKEl/F8EFy4Sw6pYUl2pSswp47Od15BeXOtY78sKUEoMQQtQFl1J4tKa4RDIhGqojzoTQWpcA92AEFDYC32qt1yulnlZKnW8u9hIQDXynlFqtlPrFXDcdeAYjkLEMeNp8TAghxFGQmlXgMxXlX0VRiYfvlqeUW5V/yPOzGPzczIDPZRUU27dv+HipHYSwhIe47ICCM5DgDlBI8pahnX3WA4gKN9aJ8AtC+HNmRjx2Tm/+NabiIRYKZE5EEZT2+99izfQS4lK8NnMrv284wPytB73PVzkIoQPeFkKI2uIyUyGKPR45LjZQ1aoJobWeDEz2e+wJx+0zyln3Y+Dj6mxfCCFEYIOem0nvNo2Zct+wo/7ad3+5EoC3rx5QqeUP5hQS6jJO2j/9YzvPTd6EBi4b2J7kg7l0jY22l/1hxe5yX8v/+bwi30BLWIiL8BAjgBDqCBQ8/vM6n+VuOrUTl5/UgTdmJQHY61iZEJFhlQ9C3HhKJ2ZuMpL9VDnDMSoYqSEaOrswpW+PvMQMQrhdipLSslNhVH04xpGvK4QQR4M1hLFEakI0WNWpCSGEEOIvKDPPyBbYuC+rRl5/0pp9TFqzjwNZRo2GzxbvZOq6ffbzfyQdpNPYSSSn5QCQ8OwMzn5jPmBkQgBsS83h2UkbGfnyXNbtyQSMk68Hv/POYlFY4k05t3yxxHcqzgNZhT73w0PcdoAg2DSaAP8+uzdRYd44vDW8ItrMhHC7yo8YOIdjuF3KTmuvKNAgXS0RjDVUxz8wYAUeQlwuSkrL/oLKyyoqbzv+t4UQorZYh9himR2jwZIghBBCHGOS0ry1DlKzC2psO+e/tYDsgmIe/3kdd35uZEfsOJjL1R8uAeCPbYdISTemwNxzOJ8Sj6ZJo1AA0rIL+WiBMbtEUmoOmfnF3Dphuc/r787IL7PNpNQcusdF07F5ZMA2hYW47CKUoe7gEYFQtytgYcpGZmDCuhrdo1V02ZXxDXAopTilWwt6torhgTN7BN2mQkn6uwgq2BSdzkyI4gABh6r+pDyewLeFEKK2WEWci0s9kgnRQEkQQgghjjGbHAUX8wrLZhNUR4GjIN6BrEJ+Xr3X5/lvl6fYt9Nzi1iVcti+f+vveTw+cT0Au8zgBEBKeh6Lth2yhzRYDmb7ZjlYOjaPZN4/T2NIlxYBn7eHY7hdXHRiu6DvJdwvmwGMcffgvRo9+d5hfHhWpM8yUHa2jcYRoUz7x3B6t2kcdHsyHEOUx+qG+3fIrZoQShFkOEbVOvDO5SUTQghRF5Q9O4bshRoqCUIIIcQx5k/HiX9RgJOW6uj1+FSf+5scQz7u+3qVT32HV6ZvYb051MLf8p0Z9m1nQMLpm+UpTF67r8zjVtHI5uYUnFee5J3xubjUY2c1hLpdvHpF/zLrW1kMgeo3WHEG60QtxO2yAxPLHz2DxY+MNF+j/JoRwcgFHxGMlSXj/xOxMiE8Hm3fdqpqYUrfbR7xqkIIccSsoL4xHKNh7Yj+SDpIj8emkJFbVNdNqVMShBBCiGOA1pq07ELSc4uYudGbUZBXVHpUDvCvzdjCz6v2lHl83V5vEGLi6r2U+OV3L0g6iEsFHxoR4lLsyyyw6z/0ah1jP/fjyj387YuVPOSoEwHeIIQVTOjcMoo7RnQBjKCLleYZbJuR4cEDCFZgItAw+2ZRYbRuYkwb6j9FZ2UopCaECM6eHcO/MKUZSCz26ICZEFX9+3ZmQkgatBCiLrgchSnr027oYE4hny7cXq1+1eszt1JU4mFDDdXtqi8kCCGEEMeAl3/fwknjZvDevG0cyi3itmHG9JMXvr2Qe75aVenXmbh6DyscWQoA2w/m8tqMrdz/zeoyy1tZF9edHA/Axn3GUJCXLzsBMGo49GnbOOgwhZbR4SxIOsh9XxuvHR1edtKm7/1mxIjwq/kQEeq2AxLFJdrOZgg2U0WzyLCAj4O3Y1RRByP8SIIQMh5DlKOimhClHk/ATIjqzI5Rnzr/Qhxr9mXm02nsJJZuT6/rptQ663hY4vHUWHB+2vr9dl2qqvhtzV46jZ0UcJrze79axVO/biD5YO4Rt6vYDCb778+/W57CwqSDgVY5JkkQQgghjgGf/rEDgCXJ6bRuHMHpvVrZz01aU3ZIQyAPf/cn9329mhs+Xurz+KpdGUHWMPRoFc2IHrEA5BcZGQ3REUYwobDEQ9fYaJ+ZKJxaRPsGBKz1ymNlQoSagQeX8k6t6VLeQEKwWQOs4piBdI2NAuC4dk3KbcORZEKAnPSJ4CqqCVFSqu3Oq1NVsxl0LWZCZOQWsT+z5orjimNLTmEJH8xLrvKML3UtOS2HzY5aTJVlBR9unbAsYJZTcamHcZM2kJZdSGZecZWuvk9Zu49Xpm+pcpuqQ2vNB/OSK3Xib10sKCopf4rOvKISklKz7dfvNHYSb87cWuHrezyaOz5bwajX5lWu8Q5vmK+/81DZ97HdDD7kFPgGKDwezd7DZYtpW96encTv6/cDUGzOcnQ4r8heNyk1h4e/X8M1ZmHvI1Wf/nYkCCGEEEfJzkO5fLyg6ml6ew7n2yfv/jwezR7zwHYgq4BPFm4PeMDOMSP2q1MO07tNTJnCiRXJKSzhOzPjoHmUERgoKC6luNQT8GqA04gesYSYWQn5ZuHKGEcw4dzj2/rMROHUIjrc535UgEwIf95MCDP7oVRz4ymduG1YZ24Z1tlR1yHw+s0igwchBndpwe//GM41gzuW24YjH45RfzoIopbpIFN02pkQ2g5IOFV1hgvnSzhvO0+CSko9AafIraqEcTM4+fmZZR7XWjN13b6g29hyIJs//qJXBIONYdda8/bsJD5btIPHfl5b+w07QlPX7afHY1PILigud7mfVu2m09hJpDvGsc/enEqvx6eQmW+sO2XtPjqNnUSqOX2z1rrCGZqKzd/a8h3pvDh1E+Mmb2TGxgPVfFe+UrMLuOvzFfy+fj+dxk5i9qZUHvt5rf2etdYsTDpof6/W4x6PZtr6/WVO7GZvSvWpV3T6y3OP6GTXOoZlFZTw5qwkij2aN2du5Z/fG0MQp284wAfzt3PVB4s54enfy2QFlueuL1byxsytZOYX02nspID1lQLZlpbjE+wsKC7l1gnLWO2oNZWSnsfszb6FpEs9mt0Z+YybvJFL/vuHz74qNbuAklIPh3IK7f2My5kJUc5h8e4vVnLGK/PM34mx7suVCK5kmd9hXlEpH5szcQVzOK/IZ19kXejICvA3YfWH0v3qObw1O4lTxs9id4YRuHjkx7V8vnin/fxL0zZz+2crAG8mxH1fr+apX9bzzpwkznhlboXvqTIGPTejzExjV7y3iDvNbf+VSBBCCCHKUVzq8QkQpKTnkVdkHIQ+W7yTPk9M5TtzRoixP6zl6d82+MxOYUnNKmDZjrIpl1prTh0/i6s/XOzz+O3/W87Zr8/noncWcur4WczadIDBz83kP79uYFO6p8xrOLVvFukzhWRMJbILrLZFhrmJNAMGvR6fygVvLSQ3SIDEcuWgjnZnypo9o3GE90S/S2yUHTjw1zLKNxMiIqTigo8R9uwX3sJWjcLcPHpOHyMjwq7r4Pu5dI8zimaWNxwDoEermAqHTljPtm4cUWF7y6wkjjql1Gil1GalVJJSamyA58OVUt+Yzy9RSnVyPPeI+fhmpdSo2my3U7CaEKUeb00I6wqaU3lXETNyi+yrbfZ2HMvf/Oky0rILmfDHDro9OoW7Pl/BB/OSue6jpQwa5w0eXP3BYs56da69/sKkgz4nGfszC9i0P4vM/GKu/3gpE1fvweMImvjXk1mdcpg7P1/JM79tYNamA3zm6KwDnPXqPHuqXytgYe2HtdZlPqOVuzKYuNq7jUM5hRSVeHjkxzU88O1qzntzAWt3Z1JknsTsy8znnTlJfLrQe3Kiteb1GVvZ5Xf1c92eTPsEJa+ohO6PTuHK9xfbJ9qWpNQcXpq2mccnrufzxbsYP2UTncZO8tmG8/P/ceVuznljftCgdXZBMSt2GvvlfL/aPn9sO8jew/kMGjeD9+dtA2D+1jQufHuhfXxKzSqgqMTD+r2ZZU6YnF6bsYWiEo/PlfySUo999Tkzr5j35m7jH98YJ8YDnpnOB/OSAXhu0kYKij1sS8sB4MuluwBYb9YKem9eMoPGzeS6j5bw2aIdnPnKXN6du81n+0Oen0nPx6Zy6buLmGXOkLR0ezrb0nLKZAekpOdxy6fLmLXpAIUlpWw5kO0t6Gr+v35vJntzPKSk59nf0WeLdjJl3X77JPCmT5fx+eJdzNtiBLo+X7KLaz5cwrT1+1m+I51+T/3OvC1pfLM8hTs+W8GpL8zy6Qfc9Oky/vbFyoDBCes3bz23OyOPTfuzeHPmVlLS89BaM2XtPjbuy/I5JLw+cyt3z8zj5elb+Hb5bpJSc/jbF8bU10mpxuf78Pdr7PeUkVvEqeNnsTxAv8Ip2fxunpu8ETCO0Y/8uNb+ztJzi1i/N9NeduTLc3lrVhLbD+by6597+XHlHmZsTOXCtxcya9MBCopLGfbibG76ZJnP+//n92sY9uJsAFKzCznr1blMXL2H7o9OZtC4mbw3L5mBz87gqV+NGbKswpQlpb6ZEJ3GTqKk1MPBnEKKSz3M3pwGwDUfLPEJpDz1y3q+XZ7CK79vtrM1lyQf4mCOMavWwRzvb/7p3zbYj/vTWtP/6encbX7W4O1jHMwpZOLqPfbnA9j9oRenbUZrjcejOf+tBXbWyc+rjH3fV0t38djP6wDKZLA5Zxn79I8dvD3b928iM6+YjxZsZ+o6I2jmv08CY/9w+/+W0+OxKRzIKmDRtkN0GjuJgzlFzNh4wP77BViyPZ2pZhaG9Z6Xbk+v84KgFfdMhRDiGLd8Rzpvzkri/BPacsnA9oCxk35+yiben5dM08hQ5v3zNMLcLvsge2afVkzfYFyt+XHlHi5L6GBnH8zceMCnBoLHoxn0nNGhX/zISLu44aQ1+7j7S+PAt2rXYYpLPfbJ/O8bfK8EvT4zydve/d7MhOJSDwnPzvBZNio8xOekv1FoxSf2aVnGAfqE9k1ZlGwczAA27MtiZO+4oOvtGH+Osb45naaVCeGs7RATHmJf9fDX3C8IERZS8Zm6/3AM/wO8lQnhf4B98+oTGf3afC50TNs55b5hPh2CyurZOobTesbyyNm9q7SeDMc4+pRSbuBt4ExgN7BMKfWL1nqDY7FbgAytdTel1JXAC8AVSqk+wJVAX6AtMEMp1UNrfXTntq2EoDUhzMBDaamnTOFXgAl/7OD24V3o3spb1HXN7sOc/9ZCAAZ3bs5/rx3Is79t4LFz+/jk4mTmF3PSOO/+Y8q6/UxZ5+2sXvD2QsaO7sUf2w4BRgc7LMTF375Yyb0ju/PAmT0AeOzntczYmMrVgzsyb0sa87aksTvDm5p8/zerGd4jlge+Xc2JHZphxUg/X7yLzxcbJ66RoW4WJR/isXO8f1PHPTmNU7u1YNr6A9x4SieeOr8vEzYU8cD86USEuvng+gS6xUVz8Tt/AEbW1fcrUvjXD2u5alAHvlrqnTL4vLcWcPXgjoy78Dge+XEtc8yTm0sTOhAdHsL6vVm8OmMLP63azYNn9WTeljSuHNSBS/67iGHdW7JxXzaXDDT2HUu2pzPouZm8e+0APlu8k+S0XLqYQ7ks1sn2U79u4ONRkVzx3iKWbE+nY/NI7hvZnQfNgruH84opKvXwzuwkLhrQnk9GMuAAACAASURBVH7tmvDzqj3287/eM5RrPlzMZQkdGNKlBc9N3ugzHv25yZu4dGAH3pi5ldUph/ltzT4uG9ieYS/Oxu1S5BWVcnKX5oy7qB8HsgqIbxFFu6aNWLs7k/lJaXZ9m08W7mBgfDOu/WgJC5OM7/vGvmE8tGBumRO4cZM3cllCe7aaJ8cPfLOaUq1JSTe+84mr97D5QLadNj9/60HmbzVO+MdP2cQ5/dpwzYdLcLuUz8mi9Zv5cMF2PlywnYHxzfj+ziEALE5O5z+/rmfT/myf6ZwfPLMHp/WK4/qPlzKse0smWtNGL5hN55ZR3D68C2/O8h4/nXYcyuWBb1fz40ojgLViZwYfzN9ut9PKeNuXWUDvJ6bSMjqMXq29x/YvluykT1vv/Zs+XUaIS1Hi0bhdiuuHxPPJwh328y9P38I1gzvyxZJdAdvjjPcvTj4UcJl//rCGT28axJLth9hzOJ/Hfl5HVn4xx7dvyoNn9SC+RRRP/rLeXv4i829jnzks6qdVe/hq6S4y84t49Yr+/OfX9UxcvZcJNw9i1yHjd7V+byavBxjycPOnvlfY03IKySjwsOdwPj+s9M3S2JaWa9d6Alhgfv+fL95FRl6xPUWnc0Yry2eLd/KfXzcQ3yLSfmzpjnS7fwHeIagAb5j9t1/+NL77b+8YYgccLcu2pzNjYyo/rNzNfSO788OSPLptX8pNpxr1s2ZsTOVwXhFNI8Psvtz+zAKenWQEbz656SRaN46wg0wb92Xxv0U7+WnVHtbs9gYp/u/3LXZtLIBf/9xLQqdmPm3J8csuzffrgyT+32wy8rxZGMNfms09p3Vj7pY0ojwFNOp4iHfmbGPuFmMf9se2g7w/zzfYecYr83j1ihOYvSnNfmzky3P4+MaTmLh6L69M38LfErtywymdaFWViylHkarrKEhVJCQk6OXLjT+AOXPmkJiYWLcNOgLS7tpTH9sM0u7a9s2kWTy9pIjcolKUgoX/Op1Xpm9h5a4MktO8Hb17R3ZHQZkD8+i+rZm56QCbnhnDjZ8stTta3eOiOZBVQExEKB/ekMCY1+cD8NoV/enXvgkv/76ZyWv3+7zWysfPtE/KrSCAJS4mnNTsQpo0CiU2vJQZY8cwZe0+7nJE7y0PntmDC/q3Y/hLRsCkZXQ4yx87o9zP4bPFO3n853Vc2L8tP1uduEqwghArdqZzyX8XcVKnZizbkcGKx85goBkcWf+fUfz7p7XezqHDv0b34oWpm+z7NwyJZ8KinWWWc3rmwuO47uR4PlqwnWd+28CT5/WxOxJgjOd8ZfoW/n56Nx48q6f9We4Yfw5a6yoXiDxav+3jn5rGxQPa89T5fav9Wv6UUiu01glH/YXrAaXUEOAprfUo8/4jAFrr5x3LTDOXWaSUCgH2A7HAWOeyzuXK2+bR7I9sPZDNr3/u5Q3zRKlpZCjXnxxPZHgIeYUlfLxwBzmFJZzRO44ZG1ODvk58i0g6NItk5a4M8vyyl/p3aOqTTl0d1kkWwFWDOpCWXRQwfb5RqNunc+08SShPr9YxAbPJALq0jPI5AR/arSWhbmVfLe0SG+Wz3w4kJjyEbL+TgKgwd4UZX9VxVnwIv+8MPKztkgHt7RO4zi2jaN+skX0cOVJXDerIV0sDn+i2iArj/P5tfU6OLd3iou2r7jXJOk5URu82jdlYwSwCo/q2Ytr6qg/hqOrxrqqq87uqibbdldiVr5caQYAOzRtxKKfIZ1/hUsYQrcGdm7OkEsUyP74xoUxgIpjOLaPsegpgZEKUejTPX9yPiFCXnWlztPjvK+rSZQPb28Ndz+gdx8xNqUf1gsS/Rvfi3bnb7GFRVdGrdQxT7x9+9BpD5fsjkgkhhGiQ8opKKCz28OqKAnKLtH1AnPDHjoDjLt9wBB+sTvjDo3oS5nYxdf1+nvplvU/H0bpClFVQwhdLvCfV87akBZxlArBTfp0pjlanMDW7kMSesXRsHsl3y3aitWbe1rSArxMZHuJzZaGoEmO7rasGRxoRD3EZ27NOOpy1HSLD3EFHIrTwy4SoTIAgwnxvNwyJJ8SluNqvfoO3JkTZo3xdzlChlKrz9MdjVDsgxXF/NzA42DJa6xKlVCbQwnx8sd+67QhAKXU7cDtAq1atmDNnDgA5OTn27SOxfH8Jb632Xmk+nFdsBySc/AMQHWJcpGR7r/YdzMoLWEgNOGoBCPCt6O7MNPDnf3UvUAAixAV+FyyDBiCAMicVC8y6Eae0DeGPvSUkp+VyQqybP9OC7/OsAETjMMgyL8JX9UQxJgzyisEaHeNW3tuBBAtAAPywcjchCvq2dLPtcC7bD+aigDGdQ5m8vbhSr+8vWAAC4FBuEZ8s3MGJcW52ZnlIL9CEuqDYQ5UDENZ6ALGNFGn5lWukfwDipr5hTNlRzP7csutXFIAAmLb+AI1CYEBcCEPauvm/5YV0iHGRXaQ5XBi4TTGh1GgAwqWq/rtyqom2/XeOkZ2jwM5acbL+tCs7W8cT3wevM3BcSzfrDhrvPy5S+QQgwFtwd/3GzTSq4tnooNZulu4v/7OtKADRLkozqnM4H68LPlQpmOhQyKnC+f53jj5leYHkI+W8kFNVm/ZnV+v4VR1SE0II0eAUl3ro88Q0znhlrt2xaxEVRnR4CO+ZY10t0eEhPvUVRvaKo2drI+15VN9WRJj1E/zHNDt9vngXEaEuYsJD+NFvbLRTgdmbKzKHF8REhPC/mwfZz3ePi6ZLyyjyS+CJiet9TgAudgwxiA53+0whmes3ntjfH0kHWb/HSCeMq2QQ4ozerfjqtpPt+1ZhyoJiDyEu5bN9pZTPcAxnHKCx30wVlYkRWMMxQtwubjilkz0sw7k9qPrUhTVNZuis37TW72utE7TWCe3btycxMZHExESio6Pt20fy76Erz6CP3xS21nCqUX1bsfnZ0fbjZ/drbd/+5LahPHOBkVXz1tUnsvzx0Tx5Xh9euKQfjf3qwIS4FLEx4VwyoD0rHz+TFy85vkrv/bZhnUkaN8aePaZzS+P/ZpGh9DL3h+ed0NZeftaDI3jgzB6c3st3KNe5x7fhx7+dYt/v38GbptyuaSNev7K/ff/Nq04ksWcsd5/WlZWPn8nchxMZf3E/xnQOZdaDI+jQvBEACfHN+OLvZ/HwqJ48cGYPJj44mifO7UPrxhHcfVpXn+23a9rInk64S6umXNi/bZllrJl+zjm+TZnP4ZrBHfn32b1Y+/Q59n7muYv68fzFlfs8p//De8XxMnPoH8DW585m4oOjefZi4/2HuBUv3Xi693Pq2KxMwNZpWPeWdpv/fXYv+/ErEjrYn9M5/dow/5+n0bF5JP3aNeGLe86gexvj839wVC8+vtF74fKzW7zHHevzCuShUd5tTfrH6WWed9Yj6t+hKQCPjOlVZrnbzhtKQlfjtx0XE067pkabm0Ya37Vl/MX92P782T7r3nt6NwBeuvxEvrh3FPdcegYvj2jEj/eezuBuwYcSPny2NyPNWdtn3EXHcUJ7Y3akW4d29lnng+sTaGnO6BQdHsJVg4IXMHYO+wMjo+ONq04EjOGc/u4/o7t9Oy4mvMzz/q4a1JGf7z7Vvr/pmdHlLO3r45tOAoz9ySuXn1DmeeehM9C+wtq/7M4xloyNCed8x98/wMUn9wRgUOfmjDyuQ9C2dO7ajZ69vEOw+rZtTLPIUNY+dZZd9wmwa1UBnHeyd/mvbjvZZyjU7/8Yzh3DuwTc1rT7h3Ou+Xfdo3koY4YODNquYJpHhbHumXO49uSOPvu8o+nRs3v7fO7OYtofnhXJ17efHGi1Mu5K7GrvN24d2pltz50dcLlThg6v1jHM/19lSSaEEKLBsaaMO5RbxHEt3KTllxITEcLhAKlscx5O5JTnZwHwxLl9uHloZ7al5TBvSxrd4mJYneIdCziqbysS4pszziwABUaK9K70PG48pTMTV+8pkwYM8M/RPXlx6mY7E8KqAH3fyO4+NRNG9IhjX6Zx9cI/6OE8mY8M882EKPVoxrw+n5/+dmrAWSqudkwJZXW+/CnlO1b94gHtGNK1hX3fCgTkF5US4lZlMg6c97u0jGKbmTJd3nSZwURUUOOiY/NIn/8/vekk+zOta3+xuMixYg/g7OW2Nx8LtMxuczhGE+BQJdetcVaRNkuo20VBsQe3SxHqctZ38XbbIkLdXDM4ng7NIxnRIxallD0s6bKBHbjoHaMmxLnHt+W6IfE+fzeXn9QBT+pWHl1YYOz7zPHHr15xAqFuF/d8uYpv7xhCVn4xJR4Po48zOu6vXXEi787bRr92TRg/ZROXJ3QgvkUU//5pLW2bRvDutQPJKyqhS2w0947szowNB5i1KZUeraIp9WjuSuxK37befcyLlx7P2B/W8syFx9nB3W+Xp3A4r5jzTmjr08lvHhVGfIsoWucl0yU2mkfG9OZvX6ykY/NIlFLcfVo3e9mbh3bmZvME8uFRvbh1wnJmbDzAwrGns25PJp8t3knTyFBeu9I4KbQKw6147AwaNwolr7CUyHA355/QlvV7Mtl+KI+bTu3EgI7eoIkRWNUM79GSdk0bkV9c6jMWH+Dvp3cjsWcs/520jIcvPoVOZvDmrsSuPHhmD75bsZtLBrS394/tmxkn38WlmqjwEJ48rw/5xaVcfGJ7dmfk8fWyFNo1bUSfto25wyyymDRuDD+u3MP8rQfp2jKKW4d24fKEDuQUltC+WSQTV+/hvq9Xc90Q47cy+6FEXMrYJ1sndoM7N6dLbLTd7mHdYznvhLb8+ude7hjRhVuGdibx/+YA8O+ze/HLn3tZtyeL+BaRPHNBX7rERtPSMdPR57cMpkPzRnRsHknnRyYD3n19t7hoXr+yP22aNOLy94xRT22bNrL/Bu4c0ZX84lJemraZ/14zkC6x0Vye0J5vl+8mOiKkzLHlgbN68rfTuvn8vls0chEbE+5TINnp9Sv7c3a/Nny6cAfJB3MZO6aXnaF4eUIHiko8/Lk7067fZDmzTys27O3EqzO2cM/p3bhzRNegWSdPntuXe0/vzlUfLKZNkwjeuWYgrZtEMKBjU1o3juCjBdt5fopxBfuTG0+yZ1UAuH14F7sWgZNVFyW7oJgYv/cWEerml3tOtWvBbH/+bPuzBzirTyvW783iv9cOoHebxlw/JJ4bTulE19ho5m5Js4dLDuve0s7qnHTvUPq2bcI/f1gDGBc7fly1h/BQNzimqFw09nRC3C5uG9aFeVvTOKtPK/aa/azMvGLOO76Nz+fUqnE4B8w6VCWO2WZeuKQflyd0sL/jqwZ15H+LdvLlbYPp164J/Z76HYD45t5aEUO6tmDi3afaz7Vv1oj4Fr71WSw9W8fYBUYHxLl9ak68dfWJ9Godw6xNqTw32fheZj04giXb03nkx7X2Z3ibGeB49sJ+gFHzwTnUJNStKC7VRIa5ee+6gUz4YwczNqby1Hl9GNEzjtPMv6Oh3VramVxOdwzvwq3DOtufD8Dif4+k52NTiQpzE+JSnNylBS9c0o+2TRvRs3UMI1+eS3ZBCTMeGMH0DQd4Yeomrh8Sz79G92LFjgwO5aYzqHNz3C7F0kdHsjg5nXu/WmW//u6MPJ+//9oiQQghxFFTVOKxC+40jwqjoLiUolIPjSNCKSgu5fbPVtAjLprHzu1T7uus35tJ97gY+0Q6u6CYqLAQXC7Fsh3p3P/1ap67uJ99xaoy/th2kDmb0/j32b3536Id9uNWv+X96xMY+bJ3iqTj2zehsNhDi6gwe1pFq8PWNTaaruYO21n08b3rjCtJ//f7Zvuk957TujH6uNZEhoXw25q99ms7CxlZVxILi42D8Wdm+8JDXD4dq0Gdm/P7Bm8diZG94pi3NY3iUk1TR6Q8yi8TAoyUu3V7MzmpU3P7Ma21T/EjgIHxzQKOC24WGeZTYT3E76TJ6kAWFJf6nDRZnIs/d1E/rnjfyIBvFlX1IERF02Oee3wbWkSHMaSLESRJ7Bn8alhtUkhhyhqyDOiulOqMEUC4Erjab5lfgBuARcClwCyttVZK/QJ8qZR6BaMwZXdgaa213OT352RnX7mUwuVSdhDQv+Csy6UC/r5dLsXEe4aWu83WUS7W/8eYDKTX41MBuOhE4+r8mOPalAmMAPRr34S3rx5AUYmH4hIPNw3tTIhLkZyWw10jutLUb+aZ03vF8cwFfbl0YAefAOgbV53I/sx8usRG861ZeNDyv5v9R9IEdmafVtxzWjeuLedKveXdawfYw0j6tm3MI2N6cUF/75XqT286ieU7Muwpg5tEWpkorRnVt3XZFwQm3DyIuVvSaN/MOJG54ZRO/LByN2t2Z7Jw7OnsPZxv72+v7RNuB1mSxo3B7TICtX8+cRbRjmwB67Uszlo3rZtEkGC+njVkr2PzSELcLi5LaE9Cp2a0bdoIl0vRNDLM/i4u6N+Os/u1sQPFzu/12Yv6MXH1Hk5o3xSX+fgZvY2r9C9dejx9wtJ92tQsMpTbh3dlxc4M1u3JIjYm3A5QgZGtN7xHLEPNzAwnK6AeHuJmpLmNiFCXXejxkgHtmbh6L6f3iqND80gGxjfjZHMfPnZMb2IiQu22fXRDArdMWM5wsw8QLDAdah4r7hjRhVtO7WwXiLa++2n/GM5PK/dw3glt7SBEqNvFNYPjKfVorhsST/dWMXy9dBendDPe063DOpORV2QPA3z32oFkFRRzILOA805oy9+/WsXbVw+gSWQoTSJDWfTISJ82WZ/nHSO62kGI03rFkZFbxIS5G3no3P6c1ae1HYR47JzebEvL5e+nd6OtmSHiDEDMeGA4qWZh6OPbN2XTM6MpLPaglOLFS463AwjvX+87RP/pC46zb79yeX9evPR4vl+xm9F9W9v1nKyZpCbdO5QNe7PoEhvFj6v24FaKVy4/gY8XbmdU60JCzN9Wv/ZN6GdeyLCO00WlHvuzs3RsHmmfZBeWeKfoPLVbS58g06Pn9ObOEV3t9+1c3ykmIpSLB7Tj5M4tiAwLIdaRSZI0bgyvztjCsO7Gb+WRs3vTs3UMfcP3EWv+vR/XrjHnHm8EPLvFxfDc5E3cMrQzXWKjjYCnGYR49JzeZQIcf4w9nZiIEDsIMvfh08gpLKFZZBixMeEMjG/G/K0HOatPK5/hOdee3JHPbhnEf+duo3OLKLu+18VmULJ1kwjOO6Et/Ts0JTzEzZyHEokMc7NhpdF3uuIkbxbO5HuHkV9cSre4aL5ZZgR72jQxPrNLBrZj6Y50O6AWFxNBc7/9tH+hzNoiQQghRLVtS8thS0Yp499aYI/n3TH+HG6ZsIyFSYfY/vzZbN6fbVdNv/u0brhcilPHz+KdawYwvEcsOYUlZJgnuee8sQCAJf8eyQ8rd/Pi1M2M6BFL7zaNWbUrgz2H83lj5laS03JoHhVGXEwEQ7q2oKjEQ15RiU9HeM/hfGKjw7n6A+Nq/+UJHezq1wC5xZqusVF0jY1mYHwzVuw0xqp+f+cp9kHUOkAGyiJoFFb2hNh5oSYqPMTuMFiv4z8jRLg5HVRuUQlvzUqy58C2tv/W1SfSLS6asBCXzxSW/712IKNfn0dyWq5PRkFUWIjdKfBpl9/9Txbu4OnfNvguoxTvXDOAs171nfO8aaPQcqd5swIP+cWlZQIgxusa/z9/cT9OMNNygTIHQ1XOPJaXDWxPSkYevVvHBF3Geg+ndC3bCa5rdVmP4lhm1ni4B5gGuIGPtdbrlVJPA8u11r8AHwGfKaWSgHSMQAXmct8CG4AS4O66mBnD/7dh/e1bJ4whLuPqmvNkKzKs+l046/UWPzLSp4ZKoACEf/v+PtKbPh4ssOxyKa4b0qnM4/6p204VbdsS6nbx0KielVo2xO3C2nUqpbhjhO8QjMSecVUOVg7p2sInGwzgwxsS2JaaS7umjewhBYHaYmkS6RuEtdLwb3YEHwJxuRQ/3DWETuYJkVKq3CuZ/kPWLO2aNuJvid4Mkg1Pj7KXjQh107uF9/c25b5htDCHIjx7YT+Ob9+UEzv4Vv2f/sAI/D0yphedWkYxuHNzusVFc4rjM/vzybPsoXrDe8TahY4BOwABxjHzccdvbGTvVj7LBnPJgPZ8uWQXlw1sH3CoYajbxeUnlR0qEBbi4tZhxhXvET1ifS54RIWH+BQXHn2cb5Dq17+XH/wLpllUGI+d3IhEM6gz56FEsgqMWS/K0y0uhm5x3mNiRKjb/ru+/KQOjOnXmtzC8ndpbpfC7TIyq3zaZB6f+7ZtQt+2TexpH90uxcUD2nPxgPZB6wl0aBbJ9UPiuTyh7OfbIsobJNiVnkerxsZ9/1m0wkPcZQIQAC2iw7j7tK52MAuMQIrFGjIDxt/bw45hQ93iovnn6F7MmbMfpRSzHhxBS7/hL/6/rd//MZyvlu4qEyQE7PZNvPtUYmPCy7Q3MizEDmRGOfqQ0eGhKKV8/v4A2jXzrv+mOXwHsLOofHtshg6OoMzNQzuzKz2Pa042ghRXnNSRod1jffZHzo/513uG2oGj2iZBCCFEtXkzCLzzphtzyRtTTG1Ly2HHIW+RoN/W7iO+eSQ5hSW8NTuJU7u1ZMAz0ykp9TDBUQPh3DcX2FM/zt2SZk9HBMZUWlbAACD5ubP5v983893yFGY/lEjTyDBSswo4dfws7kr0djhn+lVxzynSNI0wDgwf3ZDA4uR03C4V8Gp7oE5/oCswn940iCvNK/3OcYxWyqH/ibd10v7ajK0+BaGs4IQVoQffQEhYiMs+ZQ93BCecRSHLM3tz4AJJgYII/rUb/C/oe2tClAbcvnViobXv6/tfOfU34eZBvDBlExv2ZdGjVQwvXVZ2/Gp9omVARo3QWk8GJvs99oTjdgFwWZB1xwHjarSBFfA/77avWisrCOGiuNQ3wBfo7/RI+aediyMTFxNBXMyRf5Yul2Lzs6MDZpP5GxjfvMJlqqq8wJZz2unYmHCf4S/lcQZ8/NdxHrdqwsD4Zj4nlD/cNcQuouxv9RNn1mhbAvnt70PJLgh8Fdo66ayumIjQMkM3Ksv/wov1Oj0ruBAAxm/ZN9viBB741pgBo7kjSJCUmsPAeCOYVVGc/u+nd+PNWUlEhYX4BBb8xVaipoalMsMQerSK4cnzyp/VynlxJRhnsDk6IvDfWnQl+2/BtGnSyM7KtfgHRJ0fc11eG5HClEKIavEEqf73k6MA45Lt6ew4aIx37NeuCe/MTrLrMkSHh7B5fzZFJR48Gj50ZClYAQjnWNNg9mUVMHntPjLyinl3bjJ5RSX2uMbpG7yBB+fc9QA5xdqeE7ppZBijj2tdpmjU/7N333FylWX/xz/X7mzJ7qaXTe8JIRVIowkrSSCIFJEuCgoi+mDFR0H8iSBNfZTHAiICggKCgI8GQTpLL6GFEggphPSE9Gzalrl/f5wzs2dmZzY7W6bsfN+vV16Zcs6Za2Z355xzneu+7sg7LEtUCZEgCXHwyN509XckwYO6yHZ6xlVCRBIZ8R2pEyVCguXY0LhTC56QJIoT4JSbXmJXbeMBT7IrjokODON3jPGNLiNJiLCDIn+7RYXG2EpvB3/x0ftx2MAQJx04MGZHHP8e43eIR47tG2261pDjYxk0HEOSif9bjPxdFMQ9Hkx6xj8nnUNJqFA/2w4ydVivpCeLwSEs6TJxUPcm1TTZ4Kazp3Le4U2rcSq7lXLrOdO4/vQDEqzVvJMPamzE2qc8NglR7zfjjq+EiPe9OWNZft1x+/z7aMkxY6ZE+r7EH8tByxqStoss+XpRJYSItMmryxNP5RTJeANc9n/vAl429vgpA7jm4Q+i4xRDBcbtLzYmHoLVDuA17/nJ8eObDA+I9+i761i1ZTfduxRx0zNLuemZpdGuwMH+BpF5lCNz1u+o3fcVxcgJd+LhGM1fyYmthPD+bzoco/H1B3QvZa2foClOUEKbbOxrcaiAWeO8+aeDpY7xPli3I9pcrTDJDj/RzjE+sRF/Mh28uhQpN37/yrnRhEOfihK+OrlknyXkXRNcHYg81p5XfjNBozEkmfjhGPGVEPVh7yA90d+miEh7mjuxf5NhJhHBIRCtFTwGqtlbH522cl+7yJYOaSwtKmTasJ6cnmCoTab97asHc9MzS6N9xSJe//HsfTbdbi/BYa+qhBCRrPfGii3ReZ2DbnpmaYu3sf+AroypjC3je2HJRv7+WuMcykeO7cuvT5sSrUb47OQBzZYK/+IUbxqjW5/3EhnfCAy92BTXw6C8uDCahIhMeeTYd0loqpUQQTFJCH9LyXpCAJxwwMDotFSJKyFiX69xOEYBt5wzjdd+PDs6zvi3Zx7I1Z+bGLt+4LVaUgkRWaRJJUTcOqHAVFqR26HCghaP74648MhR/GBu7Djv8z81kovnjG0yXjUXqRBCEmnSmDKuEiLSVDFdB6kiIu3tc/60pWX+8cQBQ3pQVlzIS0u9obvteYX+/q8fyqkJ+lFk2pBeZVz9uUlN+rT0rihp8VDa9tRcH66OpiSEiOzTy8s2cfKNL/LrxxexYfueaHOiP1QvpXrRJzHNdpozrn83JvjjSr9RNYrPHzQ42i34uEkDeO3Hs7n9y9M5+aDB/O7MA3ny4iM5ffoQypNcPR8/oFu0wdnqrbs5YEiPpNn7i+eMpbwkFE1CdA+UXe67EsL7v6yoaRzJkhCRk83gTiWynZ5l8cMxYjveR07cEyUh4l8vksUuDhVgZjFliCdMGcjMEbHjhotDjTuc5EmIxteNxB+/c4yfmSQ4hrkl45mDqr9fFb1dWlTYpFFTaVEh35w1Zp+zYmQ/03AMSajJcAw/kRc5To383pR28Bh6EZGO8stTJvPeFcfEVHmO6VdBbQuHY0j7CH7MmfzINRxDRAAvobB++56Yrs8Rryzzhlzc8PTS6HzqX5g5lAcXrOHgkb349H79olNNAUwf3pPpw3vx5oqtvLTMy3AfPLIXJxwwkH7dSllw+dF0Kw2xbONO29ZOpgAAIABJREFU1m7bzbj+3fjJ8bHd1UuLCqPlaoVJviS9KobGndncif0Z1rucX582heUbd7Jhx17umb8S8DoOdykuZLufhOgRaLRY0sKri60ZjhE8aYicfzZXCdGlqNAf2hBuYSVEpCdE4jjilw8WsyRLQgTHW1aUhNixpz4mCfGXr8xokpRIVAnRUsP7lDOyT3mTTvGdjbezVxZCmoo/+I7OjhHfLV7DMUQkR3mz1BREqwDCzjG2sisL/CnLlYJIj2z5nJWEEMljdQ1hws5R1+D4+SNeEmH5pp2cPXMYSz+p4dRpQ6gPh7mxekmTde96xZuL+BtVo1m9NbbZY2lRIT+Y63UuHnPZw9Q1OO65oHEu+Mh0kqP6VnD3Vw9udfzOuZgxgpGT+2ADpEgSoqw4RJeiwuh82j3LA0mIFl5hTzQcI1l59F3nz+Te11bSrUvTSoj4vgfBE4vSQCVEoriSVV4kqxKI78EQHFLTkqESkSRLsFojUZIhVBBMQrTs8xwYGGbzVKAaorPKlh2/ZJ8mU3RGekLEVRVpOIaI5LrIkNOGsGNIYNpLVUKkR3B/o0oIEcmIk254gffWbI95rHrRJ1Qv8ppD/uutNVx01Gj21odjlhnaq4wVm73ZLmaO7MV/3lmX9DWe/n4Vm2pqkz7fnpqb2qi8xJs7e1u0EqLlwzEmD+7O26u2JUwARDL658d1kp4ypEeCLtx+g8uiQo4Y25dn/Sacwdf3KiGSJyHiH4vsQJK9h/iYU01CRE6GgkmORA0zgzu191Zv2+d2F101t9kDjvMOH9Epm/BpOIYkEp/Xi1ZCxP0J5HpzVhGRIv97rCHs6B64UKMcRHrEDMfI4OURJSFE8lh8AgJgVN9yjps0gD88s5SFa7cz7601FBYYCy4/mi/86WUWrNrGiD7lXHfyJDburKUkVNjskITBPcsYHMh0t6f4E7rmmvqUFYcoKy6MnoT3KCtiVN9yln6ykz114aTrgTf8YMmGmqTTQgXnIW9JvKVFhdzx5emMuPRhIPYEvrQ40BOisOnnmiyGZDvv+BP5mCREC/b4kZOhYOIhvqFSvPok07YG7asZ6P/77Phmn89FZkpCSGLxCbnI31iiKTrvv/AQVUSISM4qDgzH6BYYGtvS2S+kbYKfsiohRCTtNmzfE3P/hUuOYs3W3Uwd2pOCAmNE33K+e+8CHnlvHVOH9aSiJMSovhUsWLWNsuJCDh3dJ7pupg6IXdz4+oqS5HGUlxTGVAWUhAq59Nj9Of8vr7EmbjhJvB5lxUwb3qvZZVoiEm1hgSXd2ZaGCqKVEKn0d0x2chv/Og2uZZUQc8ZX8tHGnQztVcbbq7bFXIFNteeDeDJ5xUGy276m6IzoWhpiwsDuaYtLRKS9Rb7fGsKObqXBJESmIsovsZUQmaMkhEieijQCiujXtYRBPbpE74/p502leerUwfzsJG+ax0gvg/gS/8iB8uTB3dlbF+YHx4zrsLiD4i+4N1cJUV4cojRQsVEcKmB4H69CI76nRUf55SmT+Z/HPoxOD3r58eOZOqxnzDJdigsZ2beCNdv2+A0qm7pgcgknVk0HYFjvMj5Yt2OfDTIjbnv+I2qm1XPE2L4xSYjJg7vzxYMbp8D805emAfDde98CYqsf9lXFIMnFJ85EoOmwi0hlRORv9JrPTeKTHXsZ788uJCKSqyI9IcKOmIbU6gmRLuoJISIdYOuuWr5/3wKuOmkS/QON/yI2bN9Dv26lvL1qa8zj8SX2Ewd15+9fO4Spw3pGD4QjZXOlcSe8kavr3UqLuPOime32XvbFxV3+TzaVJ3hNJYMzVZSECqjs5n0+36ga1TEBxpm1fyWz9q+M3v/yYSOaLNOlqJAbzjqIl5ZtSvjzAzh0YOPV0F+eOoUTpmyMziSS8HXH9ePJDzYA8O+31/Lvt9ey/LrjYpIQPz1hAgcN7dlk3bD/GQd7Qgzr3fzwmhF9ypt9Pl9pOIYkE3/wHfnTjDx+1syh6Q5JRKRDJK2EyFRAeSZ2d5O5T10djkQ6gfqGxp4Gf3t1JU+8v4Fbn1/G9j11bN3V2BRy/vLNzLjmSR5+Zy1PvL+BCQO7ccyESo4eX5los8wY0SvmRDVSCRF/IhV5fOg+Tk7by1f8k/f487nmG1OGWPpJTfR+caiA4lABt88t54wZ2XOAX1pUSPeyIuZO7N+i5buVFnHc5AHNLnPrudOjn1lQ8MQnWcO7SLVJ8PdgXz0h/vPtTzX7fL7SAZYkE5+EiNxtSfNYEZFcUhzTmFKVEOnWKXpCmNlc4DdAIXCLc+66uOePAP4XmAyc4Zy7P/BcA/COf3eFc+6EtsQiki/CYcd/3l3H3In9cc7x68c/5MbqpYzr35Xfn3Ug2/d4sz+UhAo55Jon2VnbwH8fsx9TBvfgxaUbAbj6ofdZvXU3158+hc8dOLi5l4tRUeLtLIJJD4CDhvbkvw4o4Zsd2Ezwga8fwturtvHlw0awZEMNt73wUUqNKUtCBfSpKIneTzTDQyYVFRp1Da7D+mt8ZlJ/bnvho5jHwoEPMFkSIlhtctVJE+nXtSThckFqmpecCiEkkWQNZ5WEEJHOJqYSQrNjpF3MFJ0ZjKPVSQgzKwRuAOYAq4D5ZjbPObcwsNgK4Fzg+wk2sds5d0BrX18kn9w7fwXrtu3lrJlDefWjzfzX3W80WeaDdTuY/etno/e37KplZ20DAL98dFHMsqu37mZEn3JOnDIopTgi2etEsx9M7x/q0JPPqcN6MXWY1xwy8v0ZPxyjOMGJ9IVHjuKmZ5ZiZvzylMkc+LPHky6bSaWhQuoa6jtsWsr4k5y99Q0xP8dgSWRQZIkCM84O9IyQ1JmZhmNIQslyDboyKCKdTaQnRH3YxfQY09ddesRWQuTmcIwZwBLn3DLnXC1wD3BicAHn3HLn3NtA8/PfiUizfvjAO1z/xIfM/d9n2RIYXtGcu15ZEb29X2XXJs8f5M+CkYrIrA11DZn9kx7Y3Wug+d05YwG48sQJHDi0R8JlLzl2XHQKzZ7lxdHHsy0JUebP7JGsGWVbxXfZ37B9Lw0NjWfEfZNUOEQSPToZEuk48X9fLjoMKgPBiIh0oOAUnbFX5XWckQ6dYXaMQcDKwP1VQCod6UrN7DWgHrjOOffPRAuZ2QXABQCVlZVUV1cDUFNTE72dSxR3+uRCzLUNjuK46Q7j495V13iiuGlnLS+/HVvVEHHpjFK21zo+2NzAkq1hPt7emCioYBclhbC3AaZWFvL6+gZqt65P+fP5cG09AOvWb2iybro/79vnlsPWxVRXL2Yo8O3xpPT6zz/7DGaWNb8nF00q4OkVIRa+8RIf7OOEvzUxf7y9Ieb+08+/xKo19dH7zzzzTML11m/wpnJduPA9yjcn/t2LGNuzgN5dLGls2fJZp6q94t6zZw/r1q2junpL24OSTiXZn7ySfyLS2YQCwzGCNPosPUyzYzDMObfazEYCT5nZO865pfELOeduBm4GmDZtmquqqgK8k43I7VyiuNMnkzH/441VVJSEOHpC8uaCzy3+hAtve5WRfSu46/yZVHYrZfXW3Sx+6xWqqqp49aPNnPbHl6LLj+xTzvJNO3HlfRjSayuHjuzDva815gG/dvKs6O2L7n6Dj99eG70/68DR/P7AQdTWh9myq46TbniBc4+ZFh3e0FKjNu/ixgVPc8HRB1AV995y5Xfk5PVv8Y83V/PpT38ayK64v9jC5VoT8/trt8OLz0Xvj5t0IG/s+hjWrOF7c8ZSVTUm4Xp3r3gN1q9n0sQJVE1svgHmvkLKps86Fe0Vd5dXnqKyshdVVRqJKLHiK5UiQjoqF5FOJtLrJhyXhMjk0IB8ElsJkbnPvC1JiNXAkMD9wf5jLeKcW+3/v8zMqoEDgSZJCJFss3LzLkqLCpstX//e3xcARIcBBC1ev4O6BscVDy4k7GDJhhreXLGF7l2KOfNPL3PmuGK6r9gSk4AAOOnAQfz68Q956J21HDuxf7R8f+Kgblz7uckxy0Zmqzhu8gBOPnAQVfv1i37pD+sNS6/5TKsang3pVZbwPeWS/zl1Ctd+flKmw0i7+J93zd466sOOkX3L+dasxAkICDZS1MFBW5mpMaUkptkxRCRfRHpffWZS7IUNfdulX65WQswHxpjZCLzkwxnAWS1Z0cx6Arucc3vNrA9wGPCLNsQi0i7CYceHG3Ywrn839tQ18PjC9Ry5X1+6lRbx9/kr6du1hC/fPh+Aw0b3ZuKg7lx4xCie+mADYyu70q9bCd+8+83o9rbtquP9ddtZt20PJx4wkKWf7GTO9Y3NI689eRKX/uMdnv7gk2hVw32Larnvw9gEBMC04T2jt684YQJ/eeljAKYO7cmkwd1jli0v9v60K4pDzNq/6fSb+XxgW1BglBTk3+wN8T/zHXvqaQi7pFdgI046YBCPL1zPhIHdOjK8vKDxrpJM0uEYefxdLSKdU0mokNd/PJtuXWIbYqsQIr+0OgnhnKs3s4uAR/Gm6LzNOfeemV0JvOacm2dm04H/A3oCx5vZFc65CcD+wB/NLIzXHPO6uFk1RDrE/OWb+fqdb/DYd4+gV3kxLy7ZyMPvrmW/yq6cffAwbnvhI6566H3+8Y1DeXDBGv78wnImDerO4J5d+M+762K29cKSTbywZBPPLPqED9btoHuXIj534CBeXb45usypf3yRD9fXxLx+0LET+/PzRz6IGVZR7yC+hf4dX5nBzBG9+fnnJzGkVxn9upXSpdhvZJigc1lkqsrIMiLxyYZoEmIfJznHTR7AcZNzu/olm8TP6CLSnH0lCUVEclHviqbVxBqOkR4xwzFytBIC59zDwMNxj/0kcHs+3jCN+PVeBPKvHloy7pePLGJjzV5eWrqJT43tw/l/eY1d/jSW00f04qWlmwC48emlvLzMu/3O6m28s3pbzHZ6lRcTdo6tu+r4YN0OALbtruP2F5cD8KtTp3DxfQtiEhDfufetJuN7u3cpoltpEVt31XH6tCFUdi/lt08ubhL3kWP7AnD69KHRx4qbaZteXqLkg8RqOhzDS0KECrXTTxcNx5BkkuWmdEwuIp3dwO6lrNm2J9Nh5I3YxpS5OUWnSM64sXoJp930UrRK4cP1O7jluY/YVdvA5cePB+DlpZt45SPv+SfeX0/N3nqOnZi4seRD3zqc35xxYPT+cz/4NCP7lANw6bHj+PzUwRw4tAej+1Ww9JrPcPXnJgIwuGcXbjr7oOh6ZsaVJ06gT0UJXz1iJOcdPoJJfRoTCHd/dSaPfueIhDE4/3Qm0deHOqpLvKbDMbyeEIUdNCWoNKW/ShERkVj/vOgw7vjKjEyHkTc6wxSdeemuVz5m0bodXHnixEyHIr55C9YwvHcZkwf3ALxZJ/7fP99lzsB6qoD6hjC/eCR2asHf+NUGBwzpwZzxlVzx4EJ++uBCSosKeODrh/L5P7wIeD0bTp8+hJeWbuLm55bhHHxr1hgGdO9CSagxWTC4ZxeuOXkSX7jlFeb6iYt7LzgE8E7+zpw+lGG9ypk2vCcloQI+M6k/Q3t5SYuq/frx2o9nR7d1/qQSvv30rmh8ZcXN/5kmyjeopE3iBZMQ5cWF1PjDMdR9P700GkNERKRRv66l9Otamukw8ka2nCIoCZGiy/7vXQAlIbKEc45v/c1rBPnfx+zHmH4V/OyhhazcvJsn6wv4kXOMvuw/Mevced5MHlywhiG9unD8lIExX3yfP2gwU4f15GtHjmRAt1J6lBVTtV8/qvbrx+adtdz3+ip6lnmNdHqVF0fXMzMOHtmbpdd8JvpYcajxCnNBgXH4mD7R+zd+YWrS91QaGElRGko+rCJyMpMo4WDRZXTGI55gdUyPsmJq9jZQHw7ndZPSdDMzDceQhJx+M0REJA1ih2NkLg4lIdLIOcfTK+qYsrOWnoETWGmZtdt284fqpRw/ZSDTh/fiH2+somtpY2fdXz4aW+2wbFs4WtEQdMio3jEJgaAvHzYCgEuP3b/Jc5HpjMsDlQkPfP3Qdu+/UBTYXHOd0Qf26ALA0F5lTZ7TeaXEC1Y8FBUadQ1hGsKOomZ6i0j70p9l+zOzXsC9wHBgOXCac25LguXOAX7s373KOXeH/3g1MADY7T93tHNuQ8dGLSIikhmxwzEyd2SiJEQafbBuB3csrGW1W8At50zPdDg5588vLOcvL33M+u17GNe/K9/7+4Kky/74uP256qH3eWPF1ibPJbry+705Y+lTUcLofhVJtxmpKgj+8U4d1jPJ0q3X0n4On508gG5divjU6KYJlVOmDeGNFVv55qwx7R2e5KhgQitUWEBdQ5j6sKO0SKfG6aTqpHZ3CfCkc+46M7vEv//D4AJ+ouJyYBpeb9DXzWxeIFnxBefca+kMWkREJBOCR32ZrITQJbA02rm3HoD12/dmOJLc9PjC9QAs+2Rnk+ky4x09vj+fHtLyHNu3Zo3hrJlDm10mMrwiOMwik8yMI8f2TVgtUVES4rdnHkifBFMgSX4qjKmEKKCuwRFuwRSd0o40O0ZHOBG4w799B3BSgmWOAR53zm32Ew+PA3PTFF+rKFclIiIdQY0p89DmnbVA9jQEySUba/by0cadFBYYizfUcOk/3mF47zKWb9oVs9x5h4/gzBlDGNq7jDPGFXNG1RRurF7KgpVNKyJS9YO54ygtKow2nhTJJfHDMerDXiWEGlOmj4GyEO2v0jm31r+9DqhMsMwgYGXg/ir/sYg/m1kD8ADeUI2EPyUzuwC4AKCyspLq6moAampqordba+3a2IsT69Z5ifYPFi2ieueyNm07mfaIOxNyMe5cjBkUd7rlYty5GDPkd9xrasLR2y++9CI9SjJzcVVJiDTaWOMnITIcRyZt2L6Hh9/xjhcPHtWbcf27xTz/5ootDOrRhT4VJezYW0/3Ll7Phx/7DUG/ePAwbn9xOQ1hx/1fP5S7Xl7BuAFdeWLhemaO7M0pUwdHt1VSaFRN6M+fnm2fA7he5cX89IQJ7bItkXQLDvMJFRj1DY4GVUKklWataR0zewJIlP29LHjHOefMLNU0zxecc6vNrCteEuKLwF8SLeicuxm4GWDatGmuqqoKgOrqaiK3W+vhjQtg9aro/QED+sPqVYzbbz+qpjdfpdda7RF3JuRi3LkYMyjudMvFuHMxZsjvuJd+UgPPPwPAYYceRt+umamaVhIijTbVaBjGLx5dxP2vNx5oXXvyJM6c4R1grd66m8/d2NhIsjhUwPmHj2B0vwoeXehdFfr+Mfvxf2+u5oQpA+lTUcK3Z3s9D46ZkLw6QSdZIrF/B8GeEKGC7BhelC80C0LqnHOzkz1nZuvNbIBzbq2ZDQASNZVcDVQF7g8Gqv1tr/b/32FmdwMzSJKE6EgafiEiIumQLT0hlIRIo03+cIxVW3Z3+iuQLy7ZyE/mvcchI3tz0VGjqezmTYO5btseAGbvX8kT76/n4XfWsqu2gT89u4x+3WIzcbX1YW6sXhq9f/3pU6goCTH/stkplZDPGV/JKx9tbod3lT6v/GhWpkOQTib4J1NUaOyubej030PZxtDJZgeYB5wDXOf//68EyzwKXGNmkU7CRwOXmlkI6OGc22hmRcBngSfSELOIiEhGBKsyM3kEqEtgabS7tgHwkhHzFqzOcDTtzzmHc466hjA3PbuMJRtq+OvLHzP7V8/w4fod/P6pxbyzehunTRvMLedMY+6E/jy3eCM/+/dC1m3fw9urtjF5cPek2x9b2RXwKiSam7oy3nmHj+DVy3LrpL6yW2k0cSPSHoI7naLCAurDjvpwWEmINNJojA5xHTDHzBYDs/37mNk0M7sFwDm3GfgZMN//d6X/WAnwqJm9DbyFVzHxp/S/hVjfPGp0pkMQEZFOKrYSQlN05gWHo0eJsa3WsXh9TabDaVcNYccRv3iakw8axBsrtvDCkk3R53bsrefo65+N3p8z3hs60adrcfSxA4b04K2VW7n8+Al0Kw1xx0vLmTO+P+u372H8gG789aWPo0mIVJkZ/brqhF4kIlQQmR2j5VPCSvtQJUT7cs5tAppkmf0pN88P3L8NuC1umZ3A1I6OsSUivxa/+PxkTps+hB/cn3wKahERkdbS7Bh5KOy8kuhBPbqwZuvuTIeTMucc37n3LU6YMpBZ+8c2IF+4Zjurt+7md08tabJeRUmIGn96UoAjx/YF4KwZw7jz5RUA/PaMAykpKohe/b/qpEkx2/j5KZPbHP/D3/oUPcuL2rwdkVxXVGjUN4RxzqFCiPQxTD0hpHn6exQRkQ5kgR2NekLkCee844uBPbrw3prtOOdyplt6Q9gx5YrH2L6nnn+9tYbl1x3HB+u286+31nDxnLH85aXlMct/o2oU5x42nB5digk7x67aBg762eOAN5wCYPzAbrz906OZ/9FmhvYu6/D3MH5gt30vJJIHQv5wDC8xmhvfQZ2BPmoRERHJFpbBzLd6QqSRl3SAgd1LWbyhhkOve4qVm3dlOqwWeWdjA9v3NFYzbN1Vy++eWsIfqpcy+9fPcN/rq/jakSPpUeZVGpx72HD6dS2lOFRAaVEhvcqL+fR+fbn25NgKh26lRU2qKkSkYxUVGrX1YcLOockx0kvDMaQlIkMIu5Wqek9ERNpPzAURVULkB4f3s77oqDH88601rN22hxurlzY5Mc+0/7yzFoAP1u3gt08tZkjPMg7oGQbgV6dO4eL7FrBkQ000gbJ80y4mD+7Od2eP5WtHjOKNj7ck7MHw5y/PSN+bEJGkigoKqA+HCbvMNiXKR8pBSCLxyalvzRrDiD7lzJ2YfPppERGRttBwjDwRqYQY3a+C78wew/8+sZiFa7axt76BklBhu73Ob55YzPVPfMhvzjiAOeMrKStu/DHXNYQ557ZXOffQ4Rw9wTu4ueHpJbz+8RbOPXQ41zz8Ph+s2xGzvRWbdzG8LER5cSEzRvQC4MkPNvDemu186ZBhfGpMX44a14/CAqO0qJDZ41XZIJLNQoVGfYN31qOeEOmjhI/sS+Q3pDhUwOenDs5oLCIi0vlkS2NKFeKmUdg1/rC/M3ssRYXGglXbmHLFY3zrb28C8PrHW9hT1xBdp7Y+zOX/epdFcYmB5lz/xIcAfPuet/jTsx/FPPfi0k28uHQTF/z1da55+H3eXrWVXz66iKc+2MDl895rkoCI2LLHUVYSYlCPLvSpKOEP1UspLizgvz49mjnjKzXNn0gOKSosoK4hjEM9IdJNwzFEREQkU4IXRDRFZ56IDMeIqPOvRO6pCzNvwRo+O3kAF/z1dQD+8pUZdC0Ncd1/PuCVjzazeuserjl5Iis372bqsJ4tfs2Xl23i24zhzpc/5s6XP4557uZnl3Hzs8ui9z/auJPiwgIuOmo0v37cS2TMHNGLVz7azJY9YSpKQxQUGDedfRC/euxDzpo5NDqbhYjkhsICI1Rg1DU4CgqckhBp5H3SykJIU5o1RURE0iFLWkIoCZFOYediftoDu5eyZtue6P1IAgLgS7e9yqfG9OGVjzYD8OH6Hcy85kmcg6XXfKbZyoPy4kJ21nrVFG+u3MLf56/kx/98N/r89OE9mb98S/T+pEHdKSgwFqzcyvFTBvKtWWOiSYh+fpJhy17HiO7ekJFpw3vxtwsObu3HICIZ8sh3PkXPsmJuf3E59eEwRWHTjA1pZKZKCBEREcmcbDnuUxIinVzs+JcHvnEoLyzZxCPvrmPttt28t2Z7zOLPLd7I7P37cfDI3lz10PvRx1dv2d1kSsu99Q0cff2zfLzJaxY5eXB3zpwxlEv/8Q4/eODtmGXPPngY85dv4cwZQxk/sBuHj+7DjU8vYcHKrUwZ0j1m2X5dSwDYWQflxfp1Ecll4/p709QW+ZUQJSENx0gnfdQiIiKSScFpOTN5XKKeEGkUXwkxoHsXTpk6mFvOmcYP544DYFjvMu7+6szoMsN6l3NQ3PCLy/75Djv21OGc45bnlnHLc8t4/eMt0QQEwKXH7s/swNSXV500MXp70qDuvHzpLK44YQJfPHgYI/qUc/HR+/E/p07h7JnDYl6rr5+EAKgoURJCpDMIFXpf/XUN4YyW4uUjFUJIQv4vhpqXiohIR4ptTKmeEHnBueRZnwkDvSuUZ88cxqGj+vDeFcfwi0c+4IzpQxjWu5zjJg9gxvBeXPuf93lu8UamXfUEg3p2YdknO2O28+cvT2frrloOGdUbgFvPmUZ92HHMhP488u46nl+ykSG9yigqjI2kf/dSTknQibtfIAlRriSESKcQKvR2OrUNYQrUVDZtDMNpPIaIiIhkSExPCE3RmXu86TZT+8mFmzn47F1RwrtXHEN5sdd3obwkxBUnNlYv3HDWQQAcN3kADy5YwxUPLmySgPjMpP58er9+MY/NClRD/PGLU1m7bU+TBERz+nVtbDypJIRI51BU4H0HOKchAumkz1pEREQyKkuORTQco5VaczHL0XypZUVJaJ+JjT4VJXz5sBHces60Js/9+Ljxza5bXhJidL+KFsUa0a9bcDhGYUrrikh2Kips/J5RT4j0Uh2ENEd/jSIi0pHUEyLHNVfVkIxzrt0OMCLJhH5dS7jk2HGM6FPOgO7tP11mRUkoOiRjP7+pnYjktlCgGkqjMdLH0OwYIiIikjnqCZHjWnMc2Z6lz0N6lnHBESM5ZepgxlZ25cIjR7XPhn2RqeTKigu5/csz+ONDL/O5Awe162uISGaoEiJD9FmLiIhIBqknRI5rTSVEuB0rIQoKjB99Zv922lpTxYUF7K0PU1pUyPiB3fjcmGIKdclUpFMIFTRWQqgbf3qpEEIS0e+FiIikQ/C4L5NHgBqO0Uqt7gnR7pF0jAe+figXfXo0JSH9ioh0NqGYSogMBpJnvOEYOt2UpvYf0BWAwT27ZDgSERHpzGIrITJ3ENimM0wzm2tmi8xsiZldkuD5I8zsDTOrN7NT4p47x8wW+//OaUscmdCa48hwDnXqMu/AAAAgAElEQVSinzioO98/Zj9dJRXphIpjekLobzxd9FFLMucfPpJ5Fx3GzJG9Mx2KiIjkiZyshDCzQuAG4FhgPHCmmcVPz7ACOBe4O27dXsDlwExgBnC5mfVsbSyZ0NrGlCIimabGlJmhj1qSKSgwJg/ukekwRESkk4tpTJmjs2PMAJY455Y552qBe4ATgws455Y7594GwnHrHgM87pzb7JzbAjwOzG1DLGkRDjcmEVqThAAd8ItI5gWHY6jaKb2UixYREZFMiZ2iMzdnxxgErAzcX4VX2dDadRNOvWBmFwAXAFRWVlJdXQ1ATU1N9Ha61AeSEM899zxlRan94DZt3k24oSHtcbeHTHzebZWLMYPiTrdcjLutMS/c2BC9vfyjZVTbqnaIat9y8bOG9ot7+/bd7CkkJz8DERER6QSy5NpT1s+O4Zy7GbgZYNq0aa6qqgrwDuIit9NlT10DPPYIAIcddjjdy4pSWv/mxS+zcfOWtMfdHjLxebdVLsYMijvdcjHutsbcZdkmeO1lAEaPGkVVO0/xm0wuftbQfnH//v0XKSkqoKrq4LYHJSIiIpKibCmAbctwjNXAkMD9wf5jHb1uxjS0cThGa4dwiIi0p5AaU2aMdgMiIiKSKdly1NeWJMR8YIyZjTCzYuAMYF4L130UONrMevoNKY/2H8tqDYGjx9YcRzqXPT94EclfRTE9ITIYSJ4xUxJCREREMidbeoG1OgnhnKsHLsJLHrwP/N05956ZXWlmJwCY2XQzWwWcCvzRzN7z190M/AwvkTEfuNJ/LKu1tTGly6EpOkWk8woVqBIiE0xp6HZnZr3M7HF/uu/Hk820ZWaPmNlWM/t33OMjzOwVf6rxe/2LKiIiIp1SthyJtKUSAufcw865sc65Uc65q/3HfuKcm+ffnu+cG+ycK3fO9XbOTQise5tzbrT/789texvp0dbhGA6XNT94EclfwUoIzdiTXq5VdXTSjEuAJ51zY4An/fuJ/BL4YoLHfw5c75wbDWwBzuuQKEVERLJAtlx7alMSIt8EkxCtOY4MqxJCRLJAUbAnhLIQ6aPhGB3hROAO//YdwEmJFnLOPQnsCD5mXk3qUcD9+1pfRESkM8iWqkwlIVIQ7AkRbsWBpHOqhBCRzAsVZscc0flGn3SHqHTOrfVvrwMqU1i3N7DVH14KzUwXLiIi0hlky2Ff1k/RmU3aPjtG9mSfRCR/xVRC6CsprVQIkTozewLon+Cpy4J3nHPOzDrsIzazC4ALACorK6murgagpqYmejuXKO70ycWYQXGnWy7GnYsxQ37HXdvQuJvM5GegJEQKwuHA7Vb1hMie7JOI5K9QIPOgxGj6mIEL73s5ieWcm53sOTNbb2YDnHNrzWwAsCGFTW8CephZyK+GaHa6cOfczcDNANOmTXNVVVWAdxAXuZ1LFHf65GLMoLjTLRfjzsWYIb/j3lvfAI8/ApDRz0DDMVIQM0WnhmOISI4KqRIiIwxTY8r2Nw84x799DvCvlq7onHPA08AprVlfREQk12TLxSclIVIQbnMSAg0KFpGMKy7UFJ2ZoI+6Q1wHzDGzxcBs/z5mNs3MboksZGbPAfcBs8xslZkd4z/1Q+B7ZrYEr0fErWmNXkREJI2y5VhEwzFS4Fxbe0I4feAiknGxjSkzGEge0uwY7cs5twmYleDx14DzA/c/lWT9ZcCMDgtQREQki2TLYZ8qIVLQxhk6cS57fvAikr+CPSFUCZE+ZmpMKSIiIqIkRAqCV7DUmFJEcpWZRRMRBdoLpE22jMMUERGR/JQtU7Pr8DMFsT0hWpGEUGNKEckSkWk6VQmRXq3Zd4iIiIi0h2w56lMSIgXt0ZhSx/sikg0ifSGyJSOeDzQcQ0RERDIpWw77lIRIQexwjNTXD6sSQkSyRGMlRIYDEREREZG0yJaLT0pCpCDcxtkx1BNCRLJFtCeEvpTSSqMxREREJN8pCZGCmNkxVAkhIjlMlRDpZ2YajiEiIiJ5T0mIFLS1EgJN0SkiWaJIPSHSzvAaU4ZbM55PREREpJNQEiIFro2NKcPOaTiGiGSFkGbHSDszWLN1NyN/9DD3v74q0+GIiIiIZISSECmIGY7RiqJahyohRCQ7NPaEyHAgeWb7nnoAyooLMxyJiIiISGYoCZGCYAlta2fHUBZCRLJBkSoh0s6A2vowABUlocwGIyIiIpIhSkIAj7y7Lnpg2JxwzBSdraiEcFCgLISIZIFQtCdEhgPJI8H+GxWlSkKIiIhIfsr7JMTzizdy4Z2v86vHFu1z2dieEK1LQoiIZANVQmRWV1VCiIiISJ7K+yTEll21AKzaunufy7Z1ik6nxpQikiUis2MoCZE+wU9alRAiIiKSr/I+CZGK2Ck6W7O+WkKISHYIFUQqITIcSB4J5nvUE0JERETylZIQKYhNQrRmdgxVQohIdiiK9oTQl1ImlBcrCSEiIiL5SUmIFLg2D8dQJYSIZIdIJYRyEOnkfdgVJSEKVIIiIiIieUpJiBSE29iYUsMxRCRbFIXUmDLdIh91eUlhZgMRERERySAlIVIQO0Vna7ag4Rgikh2KCiKNKTMcSB7q0aU40yGIiIiIZIySECmIqYRAlRAikrtC6gmRdpFPuneFkhAiIiKSv5SESIFr4+wYmqJTRLJFqFCzY6Rb5Pu/V7mSECIiIpK/lIRIQexwjNZVQoiIZIPiQvWESDfzayH6VJRkOBIRERGRzGlTEsLM5prZIjNbYmaXJHi+xMzu9Z9/xcyG+48PN7PdZvaW/++mtsTRFq7JjWaWDS7TykoIXXUUkWwQivaE0JdSutSHw4AqIURERCS/tXqicjMrBG4A5gCrgPlmNs85tzCw2HnAFufcaDM7A/g5cLr/3FLn3AGtff1MCMcMx0g9C9GaaT1FRDpCZDiGchDps3lnLaAkhIiIiOS3tlRCzACWOOeWOedqgXuAE+OWORG4w799PzDLsqwLmjW5kVy4rT0h0PgXEckORYWqhEi3HXvqAejepSjDkYiIiIhkTqsrIYBBwMrA/VXAzGTLOOfqzWwb0Nt/boSZvQlsB37snHsu0YuY2QXABQCVlZVUV1cDUFNTE73dFgvXegeFn2zYsM/tvbemPnr77XfeoWjD+ym9Vl19PXV1rl3iTrf2+rzTKRdjBsWdbrkYd3vEvGqFd1X+9ddfY8OH6UmP5uJnDe0X95YduwBYumgh1Vs+bPP2BMysF3AvMBxYDpzmnNuSYLlHgIOB551znw08fjtwJLDNf+hc59xbHRu1iIhIfmtLEqIt1gJDnXObzGwq8E8zm+Cc2x6/oHPuZuBmgGnTprmqqioAqquridxuix0L1sCCN+nbrx9VVQc1u+zmN1bB2wsAmDBhIlUT+6f0WgVPPkJxcUG7xJ1u7fV5p1MuxgyKO91yMe72iHkhS2DJImbOmM7Yyq7tE9g+5OJnDe0Y9/OPA7XMmHoAh47q0/btCcAlwJPOuev83lSXAD9MsNwvgTLgawme+2/n3P0dGKOIiIgEtOXy12pgSOD+YP+xhMuYWQjoDmxyzu11zm0CcM69DiwFxrYhlrQIDsFwrZodQ1N0ikh2KCrQFJ3ptqu2AYDy4kzl/zul4LDPO4CTEi3knHsS2JGuoERERCS5thwJzQfGmNkIvGTDGcBZccvMA84BXgJOAZ5yzjkz6wtsds41mNlIYAywrA2xpEV79ITQ8b6IZIOQ3xMiy9r0dGqRJERZcWGGI+lUKp1za/3b64DKVmzjajP7CfAkcIlzbm+ihTp6eGi6Ke70ycWYQXGnWy7GnYsxg+KOyORn0OokhN/j4SLgUaAQuM05956ZXQm85pybB9wK/NXMlgCb8RIVAEcAV5pZHRAGLnTObW7LG2mtVHIJweoH14o5Op1zSkKISFaIzI6hxpTp10VJiJSY2RNAovGPlwXv+Bc5Ut05X4qXvCjGG/r5Q+DKRAt29PDQdFPc6ZOLMYPiTrdcjDsXYwbFzSMPAWT0M2hTTahz7mHg4bjHfhK4vQc4NcF6DwAPtOW120sqwyqC1Q+tqoRwmg5PRLJDUUFkdowMB5KHNBwjNc652cmeM7P1ZjbAObfWzAYAG1LcdqSKYq+Z/Rn4fhtCFRERkRbI+xkjwyklIQKVEK3oCaHhGCKSLYb0KqNLUSE9uhRnOpS8o0qIdhUZ9on//79SWdlPXOBPH34S8G67RiciIiJN5H0SoiHc8mVjG1Om/lph55SFEJGscOio3rx1+Ry6lxVlOpS8UxLK+11ve7oOmGNmi4HZ/n3MbJqZ3RJZyMyeA+4DZpnZKjM7xn/qLjN7B3gH6ANcldboRURE8lDe14SmUgkRrH7YW9+Q8ms5p6yPiGQHM6MkpCvymaBmoO3Hn2lrVoLHXwPOD9z/VJL1j+q46ERERCSRvD8nDqfQ3CG47Maa2pRepzXDN0REREREREQ6EyUhUsgNBJf9ZEfCGbySiuQg1ARORCQ/HT9lIBUleV+AKCIiInku74+GGlrRmLJPRTEba1JLQqQy7ENERDqf3515YKZDEBEREcm4vK+ESGWYRGTRvl1LU6+E8P/XUGARERERERHJV3mfhGhIpSeEn4Wo7FbS6koI5SBEREREREQkX+V9EqI1PSH6dS1pdU8IVUKIiIiIiIhIvlISohWVEP26lrJ9T31K03RGkxApRSciIiIiIiLSeSgJkVJPCD8J0a0EgE0pTNPp/K4QqoQQERERERGRfJX3SYhUZsdwgeEYkNo0neFoJYSyECIiIiIiIpKf8j4JkcrMmdGeEN1KAVizdXcKr6PGlCIiIiIiIpLf8j4J0ZrZMUb2KaesuJCv3/UGj7y7toXrev9rOIaIiIiIiIjkq7xPQiTrCbFu2x6GX/IQT32wPvqYcw4z6FFWzN+/dgjdSkNcPu89Fq3bse8XSqHiQkRERERERKQzUhLCL1FwccmIBau2AnD3Kysal3VQ4JcyTBzUnXsuOIQ9dWHO+tPL7Kqtb/Z1Io0p8/4DFxERERERkbyV9+fEkcaUzQ3L2LyzljGXPcxLyzZREBhOMX5gN245Zxqbdtby9Tvf4HdPLgZg1ZZdvLliS8w2opvXcAwRERERERHJU6FMB5BpkeRAc60h3lyxhboGx+sfb6E4FJu3mT68F4eM7M0zH37CMx9+wu+eWkJtQxiAJVcfS6jQW16NKUVERERERCTf5X0lRGQ4RjguC2EJbgExlRARN3zhIH575oEA0QQEwL/fXkvNXm+YhhpTioiIiIiISL5TJYRfoRDfoDJZYURBgixCr/JiTpgykBeXbOSe+Sujj3/n3rcAuOKECQzs0QVQJYSIiIiIiIjkr7xPQkQKFxrisg7xlRERiZIQEdeePImiwgIeeGMVT158JIdc+xQAl897r11iFREREREREclleZ+EiFRAxM+OERxWEcxHNDecwsy48sQJXH78eEKFBdx27jTueXUlSz+pYcqQHry3ejtDuta1a/wiIiIiIiIiuUJJiCSzY+yta0xC7K1viN5urhICvEREqNBb5qhxlRw1rjLm+erq6raEKyIiIiIiIpKz1JgySU+IvYFKiGBCIlFjShERERERERHZt7xPQkRyDeFw7ON76xqrH/akUAkhIiIiIiIiIonlfRLCJamEqE1SCWFKQoiIiIiIiIi0St4nISK9IBrikxD1kcSDi6uESFdkIiIiIiIiIp1L3ichIv0o42fk3OsnIWobXFxPCGUhREREsoGZ9TKzx81ssf9/zwTLHGBmL5nZe2b2tpmdHnhuhJm9YmZLzOxeMytO7zsQERHJP0pCRIZjhBNXQtTWN0QTEqBKCBERkSxyCfCkc24M8KR/P94u4EvOuQnAXOB/zayH/9zPgeudc6OBLcB5aYhZREQkr7UpCWFmc81skX8FocmO38xK/CsLS/wrDcMDz13qP77IzI5pSxxtkXR2DH8Ixt76MHsCTSrVE0JERCRrnAjc4d++AzgpfgHn3IfOucX+7TXABqCveTv0o4D7m1tfRERE2leotSuaWSFwAzAHWAXMN7N5zrmFgcXOA7Y450ab2Rl4VxxON7PxwBnABGAg8ISZjXXONZBm0Z4QSSshwjGVEMpBiIiIZI1K59xa//Y6oLK5hc1sBlAMLAV6A1udc/X+06uAQc2sewFwAUBlZSXV1dUA1NTURG/nEsWdPrkYMyjudMvFuHMxZlDcEZn8DFqdhABmAEucc8sAzOwevCsSwSTEicBP/dv3A7/3rzycCNzjnNsLfGRmS/ztvdSGeFKycvMuLv3HO3ywbjsAKzbv4uxbXok+v2j9DgA+2riTT3bsTVdYIiIiEmBmTwD9Ezx1WfCOc86ZmUuwXGQ7A4C/Auc458KpVjY6524GbgaYNm2aq6qqAryDuMjtXKK40ycXYwbFnW65GHcuxgyKm0ceAsjoZ9CWJMQgYGXg/ipgZrJlnHP1ZrYN78rDIODluHUTXn3oqCsPG3aFWbdxLz1CUFJhdAk51m3cHH2+eyEUVRhlIQfUEaowykLGhF71bXpdZd7SJxdjBsWdbrkYdy7GDIpbWsc5NzvZc2a23swGOOfW+kmGDUmW6wY8BFzmnIscf2wCephZyK+GGAysbufwRUREssrPTpxAl+K2pAHaLrOv3gIdeeXhtM+0MbhWyPvMWxrlYsyguNMtF+POxZhBcUuHmAecA1zn//+v+AX8GS/+D/iLcy7S/yFSOfE0cApwT7L1RUREOpMvHjI80yG0qTHlamBI4H6iKwjRZcwsBHTHu/LQknVFREREmnMdMMfMFgOz/fuY2TQzu8Vf5jTgCOBcM3vL/3eA/9wPge/5w0J7A7emN3wREZH805ZKiPnAGDMbgZdAOAM4K26ZyBWKl/CuNDzlX3mYB9xtZr/Ga0w5Bni1DbGIiIhInnHObQJmJXj8NeB8//adwJ1J1l+G15NKRERE0qTVSQi/x8NFwKNAIXCbc+49M7sSeM05Nw/visJf/SsMm/ESFfjL/R2viWU98F+ZmBlDRERERERERNKnTT0hnHMPAw/HPfaTwO09wKlJ1r0auLotry8iIiIiIiIiuaMtPSFERERERERERFpMSQgRERERERERSQslIUREREREREQkLZSEEBEREREREZG0UBJCRERERERERNLCnHOZjqHFzOwT4GP/bh9gYwbDaS3FnT65GDMo7nTLxbhzMWZQ3B1pmHOub6aDyBc6HsmoXIw7F2MGxZ1uuRh3LsYMirsjteh4JKeSEEFm9ppzblqm40iV4k6fXIwZFHe65WLcuRgzKG7pnHL190Nxp08uxgyKO91yMe5cjBkUdzbQcAwRERERERERSQslIUREREREREQkLXI5CXFzpgNoJcWdPrkYMyjudMvFuHMxZlDc0jnl6u+H4k6fXIwZFHe65WLcuRgzKO6My9meECIiIiIiIiKSW3K5EkJEREREREREcoiSECIiIiIiIiKSFkpCiIiIiIiIiEhaKAkhIiIiIiIiImmhJISIiIiIiIiIpIWSECIiIiIiIiKSFkpCiIiIiIiIiEhaKAkhIiIiIiIiImmhJISIiIiIiIiIpIWSECIiIiIiIiKSFkpCiIiIiIiIiEhaKAkhIiIiIiIiImmhJISIiIiIiIiIpIWSECIiIiIiIiKSFkpCiIiIiIiIiEhaKAkhIiIiIiIiImmhJISIiIiIiIiIpIWSECIiIiIiIiKSFkpCiIiIiIiIiEhaKAkhIiIiIiIiImmhJISIiIiIiIiIpIWSECIiIiIiIiKSFkpCiIiIiIiIiEhaKAkhIiIiIiIiImmhJISIiIiIiIiIpIWSECKtYGa3m9lVGXptM7M/m9kWM3u1FetXm9n57RBHdDtm9gUze6yt29zH691kZv+vnbdZZWar2nObIiKSWfH7CzP7upmtN7MaM+ttZoeZ2WL//kmZjLW1OmKf2BHa65ijla/dxcweNLNtZnZfK9Zfbmaz2yGO6HbM7Edmdktbt7mP1/uPmZ3Tzts818yeb89tSn4LZToAkfZgZsuBMmCEc26n/9j5wNnOuaoMhtYRDgfmAIMj7zXTnHN3AXftazkzux1Y5Zz7cSte48JWhJYW/u/f+c65J9pxm9XAwUC9/9Bq59x+7bV9EZFc5H/fVuJ9NzYAC4G/ADc758IQu78wsyLg18DBzrkF/mNXAr93zv0mvdG3n2zeJ2aRU/B+V3o75+r3tXA6OOeuacly/jHAnc65lBMWzrljU10nXczMAWOcc0vacZvL8X7ODf5DLzrnjm6v7UvHUCWEdCaFwLczHUSqzKwwxVWGAcuzJQEhbeNXtiT7Lr7IOVfh/1MCQkTEc7xzrive/vA64IfArUmWrQRKgfcCjw2Lu99iZqYLeBmwj31lMsOAD7MlASFts4+/veMDx0tKQOQAJSGkM/kl8H0z6xH/hJkNNzMX/AKLG05wrpm9YGbXm9lWM1tmZof6j680sw0JStv6mNnjZrbDzJ4xs2GBbY/zn9tsZovM7LTAc7eb2R/M7GEz2wl8OkG8A81snr/+EjP7qv/4ecAtwCF+GekVCdaNvJff+yWIH5jZrEQfmJmNMrOnzGyTmW00s7sin5+Z/beZPRC3/G/NrMmVo2CZnn+gcL3/mW03s3fMbKKZXQB8AfiBH/uD/vI/NLPV/ue4qJlYo0NgzB9GYWYX+6+z1sy+nGg9f/le5g1hWWPeMJZ/JlnOmdnoJK/Zx8z+7f9+bDaz58yswMz+CgwFHvTf1w/85Q82sxf95ReYWVVgu9VmdrWZvQDsAkYmi11ERBJzzm1zzs0DTgfOMbOJ0PjdbWZjgUX+4lv9/d1SvO/cyHd2iZl1N7Nb/X3Jan/dQn9bweODTcBP/ce/Ymbv+/uUR+OOAZyZXWjekI+tZnaDmVng+a/66+4ws4VmdpD/+EAze8DMPjGzj8zsW8neexv3idVm9jP/fe0ws8fMrE9wW3HLB4cT/NTM7jOzO/113zGzsWZ2qf/aK80s/iRwlJm96h8T/MvMegW23aZ9pZnt7y+31czeM7MT/MevAH4CnO7/nM9LsO5Pzex+M7vXfy9vmNmUJJ/ZDDN7yX+dteYdYxX7z91gZr+KW36emX03yWve6d8u9T/HTf5255tZpZldDXwK+L0f++/N0+TYKkms8ce3z5vZ//i/qx+ZWdJKCTMbYmb/8H8HN5nZ7xMss69j6tHmHRdvM+/Y8l7/8Wf9xRf47+t0//HPmtlb/mfwoplNDmx3uXnHiW8DO01JwE5DSQjpTF4DqoHvt3L9mcDbQG/gbuAeYDowGjgbb2dQEVj+C8DPgD7AW/jDEcysHHjc30Y/4AzgRjMbH1j3LOBqoCuQaIzdPcAqYCBeOeE1ZnaUc+5W4ELgJT/be3kz72WpH9vlwD+CO/0AA671X2d/YAj+ARZwJzDXGpMSIf+9/CXJa0YcDRwBjAW6A6cBm5xzN+N9Rr/wYz/ezPYDLgKm+1e1jgGW72P7Ef397Q8CzgNuMLOeSZb9K95wnQl4P5PrW/gaQRfj/Uz64l1Z+xHgnHNfBFbQmIX/hZkNAh4CrgJ64f1OPmBmfQPb+yJwAd7vwMdJXvNafwf+QvDATEREGjnnXsX7fv5U3OMf4n3vA/Rwzh3lnBtF7Hf2XuB2vOEdo4ED8fZjwT4GM4FleN/9V5vZiXj7gJPx9gnPAX+LC+uzeMcQk/H2g8cAmNmpePvZLwHdgBOATeZd5X8QWIC3X5sFfMfMjmnhx5DKPhG845Av4+0Ti0nt2Ol4vP1qT+BN4FG8c4pBwJXAH+OW/xLwFWAA3uf8W4C27ivNG2rzIPCY/z6+CdxlZvv5x0fXAPf6P+dklTInAvf5r3838E9/u/EagO/iHVcdgvfz+Yb/3B3Amf7PEPMSOrP97TXnHLyf2RC8Y88Lgd3Oucvwfqci1ZAXkeTYah/bj5iJl4zrA/wCuNWsMSkWYV7i7d94n/NwvJ/nPS18jaCf4f1MegKDgd8BOOeO8J+f4r+ve83sQOA24Gt4n8EfgXlmVhLY3pnAcXh/w8mqWu7yEyePJUskSXZREkI6m58A34zbgbXUR865PzvnGoB78XYKVzrn9jrnHgNq8Q5QIh5yzj3rH8BchledMATvwGO5v61659ybwAPAqYF1/+Wce8E5F3bO7QkG4W/jMOCHzrk9zrm38KofvpTCe9kA/K9zrs45dy/ezue4+IWcc0ucc4/77/ETvHGzR/rPrQWeDcQ9F9jonHt9H69dh3ewMA4w59z7/rYSaQBKgPFmVuScW+6cW9rC91iH9/Opc849DNQATYYsmNkA4FjgQufcFn/5Z1r4GvGvNwAY5m/jOeecS7Ls2cDDzrmH/Z/x43hJss8ElrndOfee/ztSl2AbP8S76jMIuBnvqt2oVsQtIpIP1uCdSKbEzCrxvpu/45zb6ZzbgJeoPiO4befc7/zv6914J4vX+vu3eryT3QMsUA0BXOec2+qcWwE8DRzgP34+XjJ+vvMscc59jJew6Oucu9I5V+ucWwb8KS6O5rRonxjwZ+fch/77+XsgvpZ4zjn3qP/e78NLxFzn78vuAYZbbFXqX51z7/rDSP8fcJp/wtvWfeXBQIX/2rXOuafwTqLPTOG9vO6cu9/f9q/xhu4cHL+Qc+5159zLfhzL8U6WI8dLrwLb8BIT4P3Mqp1z6/fx2nV4J96jnXMN/mtsb2bZlh5bxfvYOfcn//j2DrxjmcoEy83Auyj13/7fwh7nXGuaUdbhDYUZ2IJtXAD80Tn3iv8Z3AHsJfZn8Fvn3Er/dzWRL+AlTYbh/a09agmqoiW7KAkhnYpz7l28HdAlrVg9uLPY7W8v/rFgJcTKwOvWAJvxvryHATP9srKtZrYV7wuyf6J1ExgIbHbO7Qg89jHeyWhLrY47Qf7Y324Mv+zvHvPKT7fjVT/0CSxyB95BAv7/f93XC/sHAb8HbgA2mNnNZtYtybJLgO/gXaLrwiMAACAASURBVBXa4MfSJM4kNsVlxHcR+/OJGIL3eW5p4XaT+SWwBHjMvOE6zf2ODQNOjfsdOBxvxx/R3O8A/g55h58gugN4gdgDMxERaTQIbz+cqmFAEbA28H39R7wr6xHx39fDgN8Elt+MV1kY3E+vC9wO7p+G4FUqJopjYNx+40ckPllMpKX7xH3F1xLxx0Yb/RPcyH1IcryEdzxShHes0dZ95UBgpfMbkga2n8rxUvBYLkxjFWoM84ac/NvM1vnHS9fQxuMlf5lHgXvMGy76iyRVGCkdWyUQ/Vk753b5N5MdL33cTLVBS/0A7+/hVfOGyHylmWWHARfH/Q4MIfZnsK/jpRecc7udc7ucc9cCW4mripLsoySEdEaXA18ldicUaeJYFngsmBRojSGRG/4wjV54V2JWAs8453oE/lU4574eWDfZFXT8bfQys66Bx4YCq1OIbVBcqd1Qf7vxrvFjmeSc64a34wyu909gsj/u8LO0YAYMAOfcb51zU4HxeKWD/x15KsGydzvnDsfbETng5y15jRSsxPs8W5IV30WS3xE/IXCxc24kXvns96yxf0X8+1qJd+Un+DtQ7tz/Z+++46Qo7z+Af54tV7mj93Z0EEREil2w19hjrLFriiXFiD9NUDGKGjWaBI0ldoPGxIoiFg5FioCAFOn1qMfB9bbl+f0xZWdmZ/Z2b/dmr3zerxevu5vZnX12b7md5zvf7/eR0w23ifUesCNh/t0QEREAIcR4KJ/5jblquxPKldcuhr/X+VLKkYbb2P2Nv8XyNz5bSrkgzsezy2rbCSUj03jMPCml28HnKhg+B9WMhcZklxr1NXzfD8qV8gNI/rNyN4C+wtywMtHzJeO5nAdK+YDd+dKzANZBWdkhH0qAyPiZ/AaA89VSgBFQzp9iUrNWHpBSHgbgWCjnWVrWq935ktO5VarsBNAvjr4LMc+ppZR7pZQ3SSl7QSmzmCEM/bZsHvPPlvdAjpTSWN7E86VWiEEIanXUq+tvA7jdsK0YyofSVUIIrxqVTTa1/WwhxPFCaUw0DcAiKeVOKJkYQ4UQVwsh/Oq/8UKIEXGOfyeABVD6AWSpDXpugPIBF69uAG5XH/tSKB+In9jcLg9KymaZWptp+kCTSqnIu1DqGr+TSlppTOpznahG86sA1ALQrlLsg6GxlBBimBDiZLX2rxbKFZSw9ZjJUNMVP4XyIdhRfU1OdLj5CgBXqO+RM6GmWqpjPVcozZYElLTLkNPzgvK7Ok8IcYZ6rCyhNPvqE8+YhRAd1PtmCSF8QogrodSCzk7kuRMRtWZCiHwhxLlQSgDekFKuSvQY6mfEHABPqMfzCKVp80kx7vYcgHuEECPVcbRXP2vj8SKUJtpHCcVgtYzjOwAVQmnCl61+doxSAyxu2gAgSwhxjvo5fh+UsslkXCWEOEwIkQOlZ8S7auZEUp+VABZDuXjwB/WzfRKUfhWJ9DE4SghxkTrxvhNKQGqRze3yAJQDqBRCDAdgvLAEKWURgCVQshv+G6N0QCeEmCyEOFwN9JRDCc44nS/FOrdKle8A7AEwXQiRq/4+jrPeqKFzaiHEpYbf4SEoQQGn86UXANyqPjehPu45lgtxjoQQ/YQQxwkhMtTx3gUlQ+XbxJ46uY1BCGqtHgSQa9l2E5RJdgmURlXxXLGI5S0oWRcHARwFNQ1PLaM4HUpN4G4oaXCPIrEP8cuh1LftBvAegKlSyi8SuP9iAEOgXGn4M4BLpJR2DYweADAWyqR6FoD/2dzmVQCHI77UQkBptPUClA+e7VBe78fVfS9B6f9QKpQVKjKhLK92AMrr1A3APXE+TiKuhvLhvg5Kv4w7HW53B5QTGK2ExnglYwiAL6AEbRYCmCGlnKvuewTAferz+r0aSNIalxVDifTfhfj/5vqhNOoqhvLa3AbgAqk0WSMiaus+EkJUQPnbei+UWn7H1SDicA2U5oxroXx2vQtzSYCJlPI9KJ/rM4WSmr8aSu+hBkkp/wPlc/ktABVQPmc6qZPyc6H0ZtgK5W//i1CaELpGSlkGpeHii1AmmlVQShSS8TqU5p97ofRcuF19rKQ+K6WU9VA+s8+C8nrNAHCNlHJdAmP7AMrqKoegnCtcJO37NP0eSjPPCijnOG/b3CbR86UeUN5r5QB+BDDPcN+nAVwilBUtnkHsc6uUUN+D50Hpf7YDyu/9MoebxzqnHg9gsRCiEsCHAO6QSo8TQCm/fVU9X/qplHKpeqy/Q3lumwBcm8Cw86BkqRyC8n49E8BZDue81IwI6dhXjYhaIiHEtQBuVEscUnG8flAm7z1iNEwiIiIiajGEEPdDaQp5VUO3jfN4J0LJ7ugvOcEiiomZEETkSK2P/C2AmQxAEBEREUVTyyTuAPAiAxBEDWuo8QgRtVFCiFwotXvboaS3EREREZGB2vNrKYCVSK4siKjNYDkGEREREREREbmC5RhERERERERE5IoWVY7RpUsXWVBQAACoqqpCbq518YPmj+N2T0scM8Bxu60ljrsljhnguJvSsmXLDkgpu6Z7HG0Fz0fSpyWOuyWOGeC43dYSx90Sxwxw3E0p3vORFhWEKCgowNKlSwEAhYWFmDRpUnoH1Agct3ta4pgBjtttLXHcLXHMAMfdlIQQ29M9hraE5yPp0xLH3RLHDHDcbmuJ426JYwY47qYU7/lIiwpCEBERETWWECIDQEDrXi+EmAxgLIC1UspP0zo4IiKiNoJBCCIiImorlgCYBOCQEOIuABcC+ATAb4UQJ0op73G6oxDiZgA3A0D37t1RWFgIAKisrNS/b0k4bve0xDEDHLfbWuK4W+KYAY67OWAQgoiIiNoKr5TykPr9ZQBOkFLWCCGmA/gegGMQQkr5PIDnAWDcuHFSS4ltCemxdjhu97TEMQMct9ta4rhb4pgBjrs54OoYRERE1FaUCyFGqd8fAJClfu8Dz4mIiIhcwUwIIiIiaituBfCmEGIlgP0AlgohvgZwOICH0zoyIiKiNoJBCCIiImoTpJQ/CCHGAjgdwFAAKwEUAfiNlLI0rYMjIiJqIxiEICIiojZDShkC8KkQYrH688E0D4mIiKhNYf0jERERtQlCiH5CiJlCiP0AFgP4TgixX91WkN7RERERtQ0MQhAREbmk6FA1ht33Kd5fvivdQ2mr3gbwHoCeUsohUsrBAHoCeB/AzLSOjIiIWr35Gw+gYMosHKqqT/dQ0opBCCIiIpdU14dQFwzD7+XHb5p0kVK+rZZkAFDKM6SUMwF0TuO4iIioDXhu3mYAwOrdZWkeSXqxJwQREZFLKuuCAICcTG+aR9JmLRNCzADwKoCd6ra+AH4OYHnaRkVERG2KlOkeQXoxCEFEROSS6jrlAny7TH78psk1AG4A8ACA3uq2IgAfAXgpXYMiIqK2QQjlaxuPQTAIQURE5BY9EyKDmRDpIKWsB/Cs+o+IiIjSgEWpRERELqmuV4IQzIRofoQQ56Z7DERE1DZISz1GWU0ANfUhh1u3PgxCEBERuaRKz4RgEKIZGp/uARARUdt0xANzcOqT89I9DNfwLIiIiMglVepVjlw2pkwbIcRwAOcj0hNiF4APpZRT0zcqIiJq63aV1qR7CK5hJgQREZFLquuCEALI9jMIkQ5CiLsBzAQgAHyn/hMA/i2EmJLOsRERUesn1M6UbExJRERErqisCyE3w6efhJDrbgAwUkoZMG4UQjwJYA2A6WkZFRERtQn89FcwE4KIiMgl1fVBlmKkVxhAL5vtPdV9RERETa+Np0IwE4KIiMgllXVB5LIpZTrdCeBLIcRGADvVbf0ADAbw67SNioiImj0pJWoCoaSaSzMRUsEzISIiIpdU14eQy+U500ZKOVsIMRTABJgbUy6RUradtdGIiChhz87bjMdmr8fS+05Fl3aZ6R5Oi8YzISIiIpdU1gWRk8FyjHSSUoYBLEr3OIiIqGX5cMVuAMC+8tqkgxCyjddjsCcEERGRS5SeEIz/ExERNUfvLS9CwZRZqKoLRu1LRVNpVmMoGIQgIiJySVUdyzGIiIiaq799tQkAsKestkkfR7btRAgGIYiIiNxSVRdELssxiIiImqVIpoJzlCCZAIKWTbFyZyl2lFQ3/kAtHIMQRERELmFjSiIiouavqTMVnvlqE058fG7TPkgzxiAEERGRC6SUqKpnJgQREVFzpWUq2MUgUtHPgT0hFAxCEBERuaAmEIKUQA4zIYiIiJoljxolaOs9G5oagxBEREQuqFQ7bbMcg4iIqHkSaq5CmFGIJsUgBBERkQtq68MAgGw/yzGIiIiao1ircIoUZEmkYJXPVoFBCCIiIhcEw0oQwufhGQgREVFzZhdoSE0AgecAAIMQRERErgirJzQeBiGIiIiaJa0xJcsxmhaDEERERC7QTmgYgyAiImqe4vmIlrZrZ8R5fJ4DAGAQgoiIyBUhNRXCyzMQIiKiZilmTwiWUqQMgxBEREQu0DIhBIMQREREzVI8zSeTakzZ+Lu2KgxCEBERuUDtSwkv6zGIiIiaJS7R6Q7XFisXQrQHcCaA3uqmXQA+k1KWujUGIiKidNFOaLwM/xMRETWp57/ejKMHdsboPh0Sup+eCdEEY6IIV4IQQohrAEwFMAdK8AEAJgN4WAjxgJTytRj3vRnAzQDQvXt3FBYWAgAqKyv171sSjts9LXHMAMfttpY47pY4ZoDj3lQaAgCsXrUKnr0/Jn08IiIisvfwJ+sAANumn5PQ/bRcRWmTCZGKAAUrMhVuZULcC+Aoa9aDEKIjgMUAHIMQUsrnATwPAOPGjZOTJk0CABQWFkL7viXhuN3TEscMcNxua4njboljBjjudtsOAosWYswRR+DEoV2THxilhBDil1LKGekeBxERNQNqlMAu0BArQEGJcSsIIWD/uwyD/TmIiKgNUBfHYE+INBJC/Na6CcA9QogsAJBSPhnjvszMbAZa4rhb4pgBjtttLXHcLWHMduOLNe6K8hoAwPfLvkf5Fq9pX3mFsm/Zsu9RZtkXrwMHamOOL9br2RJe73i5FYT4M4DvhRBzAOxUt/UDcBqAaS6NgYiIKG20JTqZiplWDwD4BMAaRC6CeAHkNXRHZmY2Dy1x3C1xzADH7baWOG43xvzVun14+dtteO36CYmtLjV7FgDYji/WuJ9e+y1QVoojxx6Jo/p3Mu17avV8oKzMdl+8Zu5cBuzbq/+sjyPGeOMZd0vjSnssKeWrAMYBmAegTv1XCGCclPIVN8ZARESUTlr6ppdRiHQaCeXcJxfA41LKBwAcklI+oH5PRERp8J+lO3HyE4VR2296bRm+2XhAD+Q3tUjJhd1ObeUMV4bSqrm2OoaU8hCAmW49HhERUXMSUs9oPCzHSBsp5Q4AlwohzgfwuRDiqXSPiYiIgLve/cF2u/aJ6dbEX8ToCaEJJzEYXodQuJIJIYToK4SYKYT4Rgjxf0IIv2Hf+26MgYiIKJ20qzgenoGknZTyAwCnA5gIoCjNwyEiIpW16WNkRYr0Z0K4HRBpzdxarfxfUMovbgPQE8A8IURndV9/l8ZARESUNpKNKZubTACPSClPTPdAiIhIYZ38C3Xqn8iCFMmsXqFdKIh1jGQCIrwOoXArCNFVSvmclHKFlPI2ADMAfC2EGITkllolIiJqESKZEGkeSBsmhOinZmYWQ1ki/DshxH51W0F6R0dEROHoKIT99hiSWkFTf7ymOb7gwpAA3OsJ4RdCZEkpawFASvmGEGIvgM+gNIciIiJq1bQTKJZjpNXbAP4K4EopZQgAhBBeAJdC6Vt1dBrHRkTU5lkn/40pgUgkYNEYTX38tsCtTIgXodRd6qSUX0D50F/t0hiIiIjShkGIZqGLlPJtLQABAFLKkJRyJoDOMe5HREQusE7wPfqKFAlkQiTx+HpPiBhHYU+I5LmSCSGltO0+LaVcDuA0N8ZARESUTqGw8pU9IdJqmRBiBoBXAexUt/UF8HMAy9M2KiIisqU3pgzHf59kMhU8kU6YzmNhJkTSXFui04kQ4lwp5cfpHgcREVFT0k6KvG7lIJKdawDcAOABAL3VbUUAPgLwUroGRUTU1gmh9FqwBhAi5Rju9IQQMXpCxFo5I/4HSOK+rUjagxAAxgNgEIKIiFo17QRKsBwjbaSU9QCeVf8REVEzIaAkH0T1hGhEOUZS44hjSdBkxsIzAIVrQQghxHAA5yNy5WEXgA+llFPdGgMREVG6aKtjeBmEaJaYmUlElD5CTYVwzoSI/1jJBQkaXhKU1RjJcyUpVAhxN5Su0wLAd+o/AeDfQogpboyBiIgonbQTKDambLbGp3sARERtXdQEvxF9GFJTjhF9kFRkZTAbUuFWJsQNAEZKKQPGjUKIJwGsATDdpXEQERGlRViNQnjYEyKtmJlJRNT8eAQQQnSwIbI6RvzHSkXpRqxDcHWM5Ll1KhQG0Mtme091HxERUasWaUzJqyDpwsxMIqLGm/bxWhRMmdUkx9bKIKJ7QihfQ24t0Rkj2yHSmJJRiGS5lQlxJ4AvhRAbEVkSqx+AwQB+7dIYiIiI0kY7gWI5RloxM5OIqJFemr+16Q7uUAahZ0IkkH6QVDlGHMdI9eIYbTGo4UoQQko5WwgxFMAEmNMfl0gpQ26MgYiIKJ30cgwGIdJJy8zcbtnOzEwiapUqagNol+lrMb0IrPNxY1Dg1QXbcOygzmif48fyHaU4Y2QPh2Mk07NB+RqrpCPVK3W0wRiEe6tjSCnDABa59XhERETNiXYRh+UYacXMTCJqM3aX1uDY6V/h3rNH4KYTB6Z7ODE5lToYgwJTP1yDDK8HBV1ysGFfJdZNOxNZfm/UsVKRCWGXeBEZSxLHtzkFaIMxCPeCEERERG1ZSM+ESPNA2jBmZhJRW7K7tAYAMHvN3uYfhHCc4Jt7NNSHwthxsNq0zSoVPSFiZVOkunyC5RhERETUJLSTJQ+jEGnFzEwiaiviKS2I5esNxVi67SB+e/ow03YpZcrLOwTsG0LaBSc8eqDA/lhJLaGpfo11hFRkWpiO1/jDtVhcKIyIiMgFYTamJCIiF4kGJusNueZf3+GZrzZFbW+KJSqdAiYem+2RkgmHTIgUlEvYr47hvHJGMtpgIgSDEERERG4IqW0PvQxCEBGRCzxxlBY0RqgJohBOq1JoE3/jY+rBFYdjJfd87ZcKNUr105dtMBeCQQgiIiIXRMox0jwQIiJqEzwpaKRop0mCEA5ZG1rc3hSEUL86xRqS6wmhHduuM6XyJalyD5sLEcyEICIioibBJTqJiMhN2udNsuUD1gl5qAlmzU4lFnbb9ZIJh2BIKno2xDxGGwwapBqDEERERC7Ql+hkEIKIiFyQiiUlgejMh1CoKZpCKF+iG1M6l2M4BVeSy1Ro+BipaHxpxEwIIiIiahLalSPGIIiIyA1aP4Vke0IEQu5lQjgd2TYToinKMWL0hIhkZST1AFHYE4KIiIiaRDgs4RH29aBERESppvUgSrYcIxAOm34OWn5OBeHQRFN7DiHDQ0ZKJhwyIZKIEsTzmnF1jOQxCEFEROSCsJTwehiAICIid3iSXKJTEwiagw5NEINwzG6wWx1De15Nk5HRcPZIqh+1DcYgGIQgIiJyQ0hKZkEQEZFrnJo9JipoiQw0SSaE+jW6J0T09gbLMVIwq7ddHCPWyhlJHDfVS6i2BAxCEBERuSAclmxKSURErtGmtsnOcevVTIjIqhTJHS+WqCU61a/m5phq3waHKERqGlPa7GvgceNhF3BoeyEIBiGIiIhcEZaRNduJiIiamjbfTVUmhBZIb4pMCKflRIVN6UUkI8H+WEn1jYxjWdNkGlPa3bUNJkIwCEFEROSGUFjCwygEERG5RFt1IdklOgNqV0inQEEqOAUW9DINU08I5atTT4hkyhsaanoJJBfksD0sgxBERETUFCQbUxIRkYtSlQmhByHUmaO1R0RqOGVCKF+N5RjC4baaVAwv1iGS6gnR6Hu2LgxCEBERuSAkpX4ViYiIqKlpc+WkV8cImcsxQk0ShFBYx+qxecyGG0QmsUSn3vci+hh2TTITZd8Tou2FJnzpHgAREVFrd6iqHm8s2pHuYRARURuiTW4be+VeCCUoENQzIZouCOE0wRc2pReRlTTsj5XM8CI9IZxvk1RPCNvVMRp/vJaKmRBERERNbP2+inQPgYiI2phIOUbj7u9Tgw5aJoRdVkKqeBxWpdBKL8yZELHHkcykPp5lTZM5vl3Wg1sxCCklftxT7tKjxcYgBBERURNri1c5mjMhhN9mW5d0jIWIqKk1tnxACzpEGlMq25skE0Kd/luzNuwyJBoqi0iqvCFG1WRqyjHstrlzkvD2kp046+lvULh+vyuPFwvLMYiIiJpYeW0g3UMgAEKIyQBeB5AlhPgewM1Sym3q7jkAxsa4780AbgaA7t27o7CwEABQWVmpf9+ScNzuaYljBjhutzXFuLeVhQAAtXX1jTu2VIIP369YifBuH0JB5bNs2ffLUbnNm9Ix19XVmY6tqaqqAQCsWftj5La1tQCAJUuWori9F1Y7ykP693bjizXufXuVcWzctBmFIXMZ5aFDylg2b9mCQlHU0FOytb+41vRzYWEhyuuk6WdACXTsqpTomxfJGUj29f5irfLcPl+4EtgTFYt3FYMQRERETay8hkGIZuIxAGdIKdcIIS4B8LkQ4mop5SLEvP4FSCmfB/A8AIwbN05OmjQJgHLCqH3fknDc7mmJYwY4brc1xbh/KCoFFn4Lv9/fqGNnzP0MdaEghh82CpNG9UDmt18A9XU4/IgjcOygLikdc9bCL4G6WowZMwYTB3bWt+et/AaoKMfQocOBVT8AALKzs4Gaaow96iiM7tMh6lhrdpcBC+YDgO34Yo374+KVwO4iDBg4EJNOGmTa98KmRUBJCQoKBmDSpCGNep7/3rkU2LdP/3nSpEkorqgD5n5hGu+Mwk147Nv1eP9Xx2FM3w4NjjseheVrgB3bMHDwYEw6fkCjj5MKLMcgIiJqYhW1QQDAE5cekeaRtHkZUso1ACClfBfABQBeFUJcAK6cRkStTLJLdGrlB8GwkhHRlKtjODWbtGtM2VBZSFP1hIiUjDT++LblGDYfP2t2Kb0bdh6sbvyDWTSnBbqYCUFERNTEtHKM88f0SvNI2ryAEKKHlHIvAKgZEacA+BjAoNh3JSJqWaTla6K8Hhd7QojYPSHsGlM6DSOpIIS+/KfzbZLqCRHnRm8TrETi1HcjHZgJQURE1MTKa4Jol+mDz8uP3TSbAqC7cYOUsgjAJADT0zEgIqKmok02w42cyHqtq2M04RKdGqfVMcI2S3Q6TaaTaUwZa6LemCVPq+uD+HTVnsgxbI8bzdcUQYg4AixuScvZkBBigBDiIiHE8HQ8PhERkZvKagLIy2LyYbpJKb+QUq4EACFEJyFEJ3V7qZTyz+kdHRFRaumZEI2cdEZnQjRhOYY2QUbDmRDQV6mwP1YywxMxjt2YJU+nfrAGv3jze6U/BxzKMWy2NUXApxlVY7hTjiGEeF9KeYH6/fkA/gqgEMAjQohHpJSvxLgvu1E3Ay1x3C1xzADH7baWOO6WOGagbY97/fZaZEG2yOffmggh+kFpTnkKgFJlk8gH8BWAKYaVMoiIWrxke0JoPSCCaiZEU5QIaJwm/9rE2fiYDQVDkik3iLUMp7YtkUyLInVFjUq1N5T1nlJK2+Pp/TeaIG0hqSVMU8StyzL9Dd/fDeBkKeVWdU3uLwG84nRHdqNuHlriuFvimAGO220tcdwtccxA2x73Q9/Pw7Ae7TBp0lGpGRQ11ttQLoRcKaUMAYAQwgvgUgAzARydxrEREaWYWo7RyDmnx5IJYdckMlXsyi6MD5pYOUZyI1Eez+a4jciEiGR4aMcw31lK+0wIr1cNACUZ8CmrCcDrEWiX6dN/n01YTRM3t8oxjE/VJ6XcCgBSygMAwi6NgYiIyHVSSuwurUGvDtnpHgoBXaSUb2sBCACQUoaklDMBdI5xP6K4lFUHlOUBiZqBpDMhLD0hmnR1DL1fgfnYkWaY0bd1bkyZzPikdhCnPQm9ntbMiqhMCJttQOS1TrSfR3ltANM/XYf6oPKCHfHAHBw17XNlLAkdqWm5FYQ4QghRLoSoADBGCNETAIQQGQC8Lo2BiIjIdeU1QVTXh9CrQ1a6h0LAMiHEDCHERCFEL/XfRCHEDADL0z04avl+9sIinPPM/HQPgwhACnpC6OUYLvSEUL9GJUKoX82ZEA5ZEw7HSESsbAc9uJFIJoRlWU/r2MJSmoIm2mvd2NKXpz7fgOfmbcZ7y4v0bXVB8zX/NtOYUkrplVLmSynzpJQZUkqtRWgOgFvcGAMREVE6HKiqAwB0aZeZ5pEQgGsArALwAIDP1H/3A1gN4Or0DYtaix/3lANoHkvgtUW1gRACzSHXvJmIzJkb+ZqoEQC9MaUnNSUCtg/lsOymsAl8NFQWkorh2QU4GpNZElWOYfM4xsOd/49vAUQHITbtr0BJTcMFBFrmRE19KGqfvgxqG+oJYUtKWQpgYTrHQERE1JS0k7cMH5fnTDcpZT2AZ9V/RE0mGJbwe5tT8nPbMOJPs5GfIbDy5HSPpHnQl+hs5JxTmxxrgR1tlenGLvkZi13Gg3G7OQjhvIxmrO3xiJkJAed9DR/XfnlP61DX7FYCmXoQQr3BqU9+DQC4+KzYj6MtBa6V0Bi1+SU6jYQQq9I9BiIioqYSCCqf9n5v2j9yKQYhxLnpHgO1HoEQW56lg5RAWV0zmGE1E43pYWCk3S+gpvPr5RlNkW3i0BPCbrUKPWDh8N8suY4QzitghPWgTiKZEFr2gXp8y12r60P2jSkbWY6hnWvUN/O/QW4t0XmR0y4APdwYAxERUTpoJwK8KtrsjQfwcboHQa2D3VVIIrc59SGIlzYB1oIOwmalilSL7gkRHfiItYxmrO2JjuOf8zbjiL4dcPTAzqaxP+viIwAAIABJREFUJXJ4/ZPfoTRm7LTP8foNE6Lu59NKX+L4W/K3Lzeic7tMXDGxHzK8zvfzOAR60sGtcoy3AbwJ+8AUO3UREVGrxXKM5kUIMRzA+QB6q5t2AfhQSjk1faOi1oaZENQcJFv7r81V6y3NEuOZGCfK49gTQvkatg1COBwsFY0pwxKPfLoOALBt+jmmwyYyiY/0hNDKMaJvs3FfZdS2SCZE9N8SKSX+9e02DOySi8nDu+GJzzcAAK6Y2M9QjhF9PxFj+VG3uRWE+AHAX6SUq607hBCnujQGIiIi1+lBCJZjpJ0Q4m4AlwOYCeA7dXMfAP8WQsyUUk5P2+CoVWEQgpqFJCebeiZEyFyO0ZSrY1izGOxW5ND+ezmujpHEOGL1fWhMjw3rqh92Q7Z7PfXX2uYOCzeXYNrHa9G/cw4mD+9m2uePEYRoTtwKQtwJoNxh34UujYGIiMh1Ab0cg0GIZuAGACOllAHjRiHEkwDWAGgTQYjn5m3G5i31mDQp3SNpvZriSjHFT0qplw60Zcm+C7VJvvZ+1q7OB5yaMTTC2t3l+HpjsWOJhd1KGPXBkO1treMGEn8vxFpRpHGrY1iW6LQ5rl2PDa9XC75EH/Ngdb1yP5u/M1rpp11PiEg5RsPjbmquBCGklN/E2LfUjTEQERGlQz0bUzYnYQC9AGy3bO+p7msTpqspxo+neRytWXNvCtfa1QRCyMlI6yKAzUKyk01tsm0txwilMMh2wYxvUR8MY0i3drb77coxagNhdXz2xzQ+77AErC2ZPtlSj7wBh3BU/46O47J77RrVmFI7nmE8VnYlF5EMkOh92jHsMii0cw3bQKgLPT3ilfYzInajJiKi1qxe7wnBq3LNwJ0AvhRCfCqEeF79NxvAlwDuSPPYqBVp7qnQrV1FbdCVxwmFJV6avxW1gZArj5eoZHtCaHNcbULr0TMhUjeJrVdX3tA+K6OX6IwuS6hTMyGcejMYj2E34X5nQwAXP7vA9r7aaxa07cWgfK2si//3rQVRdhys1h4git2fCymd92kBGbvnFqscozmdhaQ9CAGlGzUREVGrpC1txkyI9JNSzgYwFMADAD5T/90PYJi6jyglWI6RXqkMQtQHw/jblxttAw3vLd+FaR+vxT/mbkrZ46VSsrECfYlOdUIr9fKM1AXZtH5JdVp2g+XQejmGYbt2W6feFMatCV/115pxBm2CEOrX8ppA1D5nyhOY9vFabCmutA0M2Wc7SMd9oRhBCO34sbKxmsNfJ9fylNiNmoiI2iL2hGhepJRhAIvSPQ5q3ViOkV4VtYlMEmN7c/F2PPH5BkgAt58yxLSvRg1MlFTVN3ic3aU1WLC5BJ3bZWDysG4N3j4Vkl2KUZvsWjMfEm1MWVEbwL7yWgzulhe1z+8VqA9Fshuie0KoJQTGcgz9tg4PaNi+YFMJ9pTV4sh+HTCiZ77pOFF3kxJ1avBBK/mw7geA8gTeXx5D+sGeslr7xpR2wQQtCGGzL6QHKKL3WbNXzGNpPk0hXAlCsBs1ERG1VVyik6jtCdhcRaWmZZxw16SwPEKbjFbVRWdX+PQlKxv+fR87/Sv9e23Jx6Z2MI7giNH7y3dh0rCu6JCTASAyV9Xez/rPCWb6XPXiYqwsKrN93n6fB6gP6ZN/4/y4rDqA5dsPATBPxrXHD0uJg1X1aJfpM33GGgMZ172yRP9+2/RzYjbV/NtXmzBr1R4AQHV99HtIO2wimRDGnphS2mch2DWmjNX3QcYKQmiBo2aeCeHWGdENAMZLKadLKd9Q/00HMEHdR0RE1OoUHarWT6yYCUHUdiQ6SaPkGV/zGpsJZGPpKwrY7IsEIVL3+95eUoWCKbMw64c9Ufv2ldeiYMosfLIqep/Vyp2l+O07K+N+3K0HqnDn2ytwx8wV+jZ9iU514q6l+tuVCMQcS1GZcv8YPQy0chdjucJVLy1GhRr8sctgkFJi7LTP8eu3vrdsdx6LXZmF5j/Ldurf25XfaGMrT6DcRxg6MYSltH0N7J+b8tXuvRVZotS8PRAKG0ponEs1mkEihGtBCK0btVWb6kZNRERtx9YDVTj+0bl45suNACJ1r0TU+qVyCUOKj/HKb0lVPZ7+YmNKGoTarc6g8anLLthdyW6stbvLAQAfrtwVtW9zcSUA4JUF2xo8zkvzt8b9mJv2V+iZHnvLavXtkdUxzJPXxjamtJsYa5+N2iHv/u8qvPjNFgDAql1l+u3syhIOVCqZHnPW7jNtj9UHIlaA0Ljqh102jTbGhjIhPlixCyt3lgKwZEIgkUwI+2yHRVtK9NfC+jxrAyF9jNaSMCmlvq85rI7hVk8IrRv1RgBaiKkfgMEAfu3SGIiIiJrcws0lGFfQEWXqSYp2xcRvXSOMiFotlmO4z3jF+NFP16Gkqh492mfisvH9kjquR1/WUPn53WVFqAmEcPXR/eHzqMshqkGnOWv2orIuiIvG9mn842nLYNq8hfKz/ADia7xZXFEX1+PtLq3BqU9+jYkDOkXt0yarwZC5VKKxS3QGQuGo0kS7UsWHZv2IG08YaNpmV3rw+GfrbR8n1uicAlNvLt6O3YYAjH05hnLkumAYtYEQsvxe22Np2STrpp0ZdX/7JTqdSy6sAZ+fPb8I1x5bYHu/mkAoUo5h+RsUCEl9X6I9PZqCK5dl2I2aiIjagkVbSnD5C4vwbOHmqA95r4dBCKK2guUYZgs2HUDBlFkoqYxvYtwY9ZZMCCD26hDHTf8KJ/+lsMHjao0RtVT23/9nJf74/mr1+ObU95tfX4bfvrMSFbUBlFU33DcgFJb4+1cbUVEbwIZDIXy2Zi+8etDDubGgtfHmoap67NSWgDQc22j93grb3hVawHzx1oPq843sc2pyaJfp88BHa1AwZVbUdiO7Uoh4A/TxXr0/8sE5+Oe8zQmNAQDufW+16Wf7coyIeAJBFz+7INIMEupzsHke1sDIXf9ZiVp1nHalRdrvzPqa1AUi5RgLt5Tg8c/W6ft+3FOOrQeqADSPIIRrq2OwGzUREbV2Whrt3vLaqBMYIRiEoPRLtls+xSfIcgyTF9T0+hU7S3HKiO5N8hh2r3mm5Sr7Ax+tQabPiylnDceu0hp9u5QSi7YcxNEDO0EIoU/WfV6PXtFv919Hm9BaJ/fj//wFagPhBhtQfrZmL/4yZwP2lNXizcW1wOJlePna8QAiE8X7P1yDlUWleO+Xx+nbrBPgkx6fi/LaIEb3aY8rJ/bDZeP7RZUvnPHXr3HdcQWYet5I03ZfjAB51BKd0DIjol+Ml7/dptxGSsfPOy1QtGTbQXyxdh/uOXuEY7+k95YXmX4ujSOoI6XEoeoADu0odbyN3co1dqU2dpN/40saT6nPmt3lKOiSq//89BcbbQNjdZbAyH+WFeGwnvkAlICTdXza+YVdJoTx9/6PuZFgzPn/+Fb/3q60xW0sUCUiIkqBT1btwYMfrwUAvLV4B658cXGaR0QUzXjSyoBE04nV/K4lmL16D4oqUvcc9GyCJnzL2U2Mran+L3+7Dc/ZXCV/f8UuXP7CIvzve6UPw3GPfoVxf/4CgKExpc3gtVp+a02/3fKOVvvKa/HLN5WGisbUf60cQwsAvLJgG5ark2pt8mjNhNDK/n4oKsPd/10FKaVtn4GvNxRHbXP6lUgpDT0gzOUYH67cjT1lNfrttB4OgPLc64NhFEyZhZe/NfelmL/xAMpqArj0uYX459dbEA5L+ByCEL9529xUU+uHEUs8GUjW4MHYaZ/jr2rvJiO7nhDG94BdNkEoLLFpf4VpmzEcs7KozNTnQmP39yLTr7wuFbXBqKCBNjbrEKrqgnH9H9tdWoMrXliE0urEVk9JJQYhiIiIUkA7mSRqzoxXAZtDSm5rZZ0Mfb2hGL+Lc6WCYCicUIDo87X7olLxk3XrG9/jvm9rGrzdH95didcXbW/wdno2gfq1PhjGlz+amwke9qfZuOyfCxMcaYTdFW6/1xNXCcjuUqUXwCZ1oruvvE6/8h4JCkTfT5vQJro6RjgssWDzgcjPht/3sm1KWYT1/+em/ZX64zX0X3fofZ/aXt0vrw3imS83Yl95pPeB0xV9490DQYlXF2zDfkOfiZteWwoAKDpUg4dm/ahvr6oPorpeCYo88kmkHAAAfveflfjFG8v0n6sDIWTEWY6xr7zh32NtsOFVUQLByBPbX1GLg1X1egNpI7tMiLCMlKsEQmHcOXM53lkaWVHj0dnrcOqTX5vuE08WpF0QQntPVdQFojMeDGMzZl1W1YVsf+9Wn63ZhwWbS/SgWzowCEFERETURhhPwFPZ0Z/MKusCplUGrvnXd/jv90UNThCklBh876d6VlVDpJS46bWlOO/v803bf/fOSnwaxzKOdhoKTj3+2Tp8tmYvquuDeGdpkd4fIRZ9hQl1sv34Z+tww6tLsUSdcANKNoDWl6Ax7AIB/1lahKMe+gKrba4+G2krNOw8WI0rXzRXjwuHHg3hsNSDTYmW31h7KhjfK898tQlA9O/h1Cfn4aVvzJkFVXVBXPOv76KPH5LYYzimpriiDk9+vgGXPLcAj81eh33ltY4BFOPj7y2vxdQP1+g9BYBIecT+CvPjVNUF9YCQ9tXYE2nd3kimQHVd0LYxZWPVxZGBYgxWaSWUdnECu6CWhIRfb0Yq8f6K3fjDuz8gFJbYXVpjm2liPbTd87V7LG21kvKaoO0qGJpTn5ynf19ZF2gWpRbxYBCCiIiIqIXZU1YTd/d7o7pQ5OTV7sSXUuPhT9bh6Ee+jNr+w64yVNY5N7Qrr1H2xbMEIxCpJTfWy4fDEv/9vgi/aGR2VlkDyw/+Y+5m3PL6MqzeVa5vO9BgtoG5HGPrASVz41BV6tLB7a7of6FmW2wurjSlnj/5+QbT7bSJ4cc/7MG3m0pM+7RJpDU2Ux0I6Y8ZCEls3GdOwweAhz5ea5vyXh8Mm9Lm7V5zu0aM6w2PUTBlFh7/bL3txBeI/TvZebAGMwo34+Mf9ti+bhv3VeDT1bGDWNrEXVsmU1NVF4q6sm9sO2FsRFlVH3LsCdEYds0kjcJhaRrb5mIlqNK1XWZcx5cyMn7je/e1hdtw7PSvTAEWjTXA4bWJeNhlQlSp2SSVdcGogJSx3KfoUCRjqbIu1GCWTHPBIAQREVETuues4bjh+AHpHga1Msc88hXGqzXriTCWCbSEZSR3l9boVytT5ZuNxbbp14kIhMI44bGvGsw2sE7wLvjHt7j938sdb19SpUwcczPi6x1fZRPQKK9tuIFfLIcMk+Y/z1qL2YbJqLEB49YDkRr98gYCF3V6mrw0fXVKVV+67SAKpswylZksUbcZG0oaxWoUeMfMFRg77XP9Z+vvP9bV+MgE0Dy7q6oL6q/Hip2lOO2pr2H14vytGPPg5/hghTnt3TrptJs822WkdM7NMP0cb7DKyYHKOttg5GlPfa0vM5kRI0hQH5K45fVlpm3V9UHT89tdWmNaIUJb1hRQXkPjz8myNni0+s07K0zvk0q1l0a8E3cpAb/6XtldFnkfbi9xLof6YMVu0892wSW7IER1XaT5ZFWd+f1h168CACptmlg2VwxCEBERNaHrjx+AP557WLqHQQTAfLIbCEnsK6/VG8wdTOFV6VQ59cl5OPuZb1J6zKtf+i7qSnhlXdC2D8Pna/dh6gfR5QaHquux82AN/u+9Vfo2u/vbTS5X7nTu3K/9DrIzvM5PQPXEnPWYuz76KvghyyoCf/tyo6n/QCy3vr4MD34UKQV54ZutuPWNSEaF8Yq98WrsNxsP6Kn6byzajvkbI4/3xqLt+Eb9WZv/aS+VU7X8/5Yrk/av1u3Xt72qTriXbrMv2WioKWGsuZnT1fiCKbPwnfp41l9vZV0Q9XH2gvjN2ytMP89es9c0HrtJ5fc7SrHNUP4ARJoVpsr+8rqocgxrYKhdln1ATEBg/cHocVcayjEAYPqn60xBCGPAp6ouutSgseau34+fNtBT5IMVu01BCK13hbXRpxMppf5e0fqIAECvDllxj9N2lRW7coz6SIDxkCWbxikIUVUfSuj1TOeiXQxCEBERJeDrDcWY+d0O/ef3l++KeVU1lammRMkynoAHQmFMfPhLHPPIVyhcvx9jp32OBZvim6wmam9ZLbYeqGowXVqzelcZ5q7br68aEE9zwXgs2hJJtdeaux2qqseoqZ9hRqGyaoKUEo/OXoctxZW46bWleHXh9qgAg3Zl0rjV7sq13WShfY7fcXwlahCiuKION7+2VF06skRPrX/xmy1Yu7sc4bDE377ahN//J9LssmDKLPz9q41RwaQnPt+AK15YjPLaQNRSklaz1+zFPIf0fsA8GaozNAGc+uEanP7UPJTXBnDf+6tx1UuLUVUXxIZ9FbjP0DMiEAojGArjO7X3gzZhMk4Cb319mb605tQP1+BmtQGi9l4QQuDZws14e8kOU08J7bllNhy/MfnrFxsQitHT4Rv19Zi5ZCe2GFZoMGZCNMSaaXHve6tN7w2n1TQueW6B6WfrFfFkLd5agjlr98a8TbtMhyCEANYdjB73tS8vwZc/RoJHdcGQYznGur0VKWuQe/0rS+IKpBozhbSJfkMZFNsOVKGsJgCJSGbI8h2H9P0PWxpwxhJvJoTxZbGWLdXaNM0E7FfSiCWd7SN4ZkRERJSAG19diin/W4X1eysgpcSdb6+IuqpK1JTincjvKasxNbwDrJkQke+1Lul2y+DN/G6HaQk+q3V7y/Hpqj0Y8cfZWFUUaQD41OcbcM//fgAAHP3Il5j8l0IM/+NsfLJqT1RQYd6GYtPYzv3bfFz3yhLDYyi11qW1ytJ/H640pzgDwP7yWqzZrTy+tmzghn0VWL+3AjtKqvFs4Wb87PlI00Gt9OETtdzg/eW7IKXEU19sxLOFm02PXxcMIxAK457//YDVu8r08gPjSfy/DcFJjV2H/Q7ZfpRVB/C7d1bi6w3F2FxciY9W7sau0hqUGOrr56xVOtj/7PlFOOmxufj4h914aNaPuPu/P6DCoa/EX+ZswHpDXbrxvTL6/jl6w8t/zN2EhZvNvQ/sxqrZXlKFqR+sNq2OYJ14BUISo++fo/88cupnON1SolAfDOPpLzfq468NhvHusiIcbrjf7DV7sXhLJLgwZ+0+vLNkp54Vcfu/l+PR2etw939X4dLnFuqrbATUWVt+RmKXd//6xcaYGQ3GrJQLZ0SCApV1wZglIEaZvujISK3DCgdG0f0WnPuJNEbRoRq8scj8vrW+enmOmRBAWb1Ez/ZZyLfc5vHP1gNQekHsKq3RVxgBzH+Dpn64JmVBiHgn1Fo/EiBS8tCQSX8pxOlPzUNYSj2I8oUh0JKIhoIQj1x0eNT+YsvfS6dMiPV7y9MaWEhEfAVnREREBADweACEgKXbD+KJOev17YO65mJzcRUuOrK3nkpM1BRKLen2obDEvA37MXlYN3yyai8yfB6cdlh3HPPIVwCAbdPP0W9rTPs1ds/XJvXGFTNCYQmPAKb8Tyk5OH9Mb+wrr0Wn3Az06pANAPhxTznOejpSLvHS/C146rIxEELgaTVD6JGLRpvG+/AnP6LoUA0ev2Q0fF6BTrmZ+Lna4f/sw3tgxpVHRT3n1bvKsK+8FlvLlPG/tXg7fnJELwDK5LmiNoAJD3+pP9/NxZXKsoGGpQOt3llahKq6IF6ar6w4kOHzYHNxlZ7ZZFzGsLiiDic8NhcA8O2mEjx8oTJRCIbCSpDjYDX++MGaqMdwSrM/4kFl0v3f74v07QO75OLCI3ubbnuXmulQVR/Cr99Seklk+70xezBsK4mk8FtXSPhm4wEUTJml//zurcdgXEEn/PH91TF7SZz65DwEQtI2+JOI6vogXjAEtBZvKcGbi6ODNxV15rH84b8/OB7zxz3lOGVEd30FjL55HhTXJJYx8M6SnY77jFkMxnKUooM1+KEo9qobmur66OCB8b3R0JX4yHGin1e/TjnYkeIlWo265jk3bawKSLTP9kddyc/L8qGiNohhPfKxpbjK1IzROtb5TZR95WS74f9Hlc3vxcm+8jp0y8uEL8nsRruYS3ltZBw+j0CW32PKjrE2IXZa2Wju+mIkEoNIZzkGgxBERERxklLqJxALNpdgztrIOveVdUH85Ihe6NMxO02jo7bCmHL8r/lbken34N73VuP2kwfry/ut/NPp+m22HajCwi0leObLjTh/TGSSe+WLix2PHQiFcdk/F5pOuI2NMD+94wSEwhLn/s28NOT7K3ZjW0k1Xr9hgr7t4x/ME1etm/td7yoTy4FdcvV9n6zai8dmR6c2P/KpeduiLQfxizeWoUf7LLz87TbTvo9W7tavjsdi15xwt6HpoXESYAw4ej1Cn4xW1Ydwxl/NV/vbZ/v1/W8t3oEewfgmxFsOVGHnIfMEbbfNMosHq+v1gIgd4yoNuy1NHAs655iWWbzkuYVY/H+n4PVF22OOTeu3YO03kaj7PzIvPVpo09MCUFZviNfBKmVMn63ZizF9O6CXvwrf708sCLEqxhKeNfX2AYIZhZuwLUZDQiO7fhVOV7NjsVtZpXO7jCYNQlw2rq/t70kIgeqARIcO/qgyCC1Ycuygzvhxj7mxbLKJD9l+b6NeO43xd5ZoeYtE05RYallZgPL3JSfDh9pAPTxCeb32J7AS0v7y1JSuNTUGIYiIiOK09UCVfsXHuu78vvI6+L0e5GUp9d498rPw+zOGuT5Gik0oXdcmANBm47sAfCftugq64OsNxbj/w+gr6LEYU7e19HoAegACACb9Za7h+0L9++fmbY557DW7yzHmwTlR2RZWF81YgGuO6W+7b8XOUlN6vXYF38kWS/M9rTdDQz5dbV/LfluM1SdiKa0O4C+GYIPR+4YO91sPVOFXbzkvf9m/c45+hfy1hbEn90Zej4hrUrtpf3TJjJGxWaU10GTXyHLiw9FLibplV2kN2mX60DUv0xQcScTWA5VYv7cCq3aV4c5ThmLjlq0pHWNlnf3/hXgDED8/pj9etXkfPBvn+1yTl+mzzajIz3LuMdIY1qvjXRwyIQSUTIj+2X59Yn7O6J6oqA3qy4aePLybnmmUKjkZ8Qchrj22IGoFEWOzz0QyIQAlI2FQ11zH/XaPFw/jp4/XI5DtV8p3OuVmoqSqLmYzW82o3vlYvas8KououWIQgoiI2ryy6gBufWMZzhzVAz8/tsDxdsYJit2SXH6v0OuHJw/vikuO6pPysVLjCSFOBzADwEYowQcA6ANgsBDil1LKOTHuezOAmwGge/fuKCwsBABUVlbq3zfGltIQuvoSPGn0AfvKgViN+T3hIDpnCZTUKjfK9QNVcTyMcTUCJ2O6erGyOIR/fu3cJwIA+rQTKKpMb4Fyz1yBPVXxjcFuEjyikwc/2jTfi+XS/vUYmu3HuxsT+72GwlJv2Oikf74H28ub/9KqiaisCyLP1/gr23PXF+vBldyKHaitq4fzuhuJc2oa6cQngKDhLVdenFwJCwAc18uHrWUhVNQpB+6VK7BbfV/XVcR+zySqsjIS5PIKYO0P9kG96upq1AbDqCkrQUBr8nqg2PTKb1v3A47v7cP8XebJfrYPuP3ILDy6JDrTpyEirPy/Ksj3oKgibHqtrfJqopfQNZbUrNvd8OTe6riOVVjksG+Ip+EMrIb8+OOPCAeUzJJwsB5SAosb+LsAAF2Eck5SUh5/FtGmjZtQGIg/UJpKDEIQEVGbt2ZPGRZuKcHCLSVRQYiDaiO8V64bj4raIAZ0ycVhvfIx64fokxu/16PXD9fHOjOidHkawKlSym3GjUKIAQA+ATDC6Y5SyucBPA8A48aNk5MmTQIAFBYWQvu+MSYBuL4R95tRuAmPzVaCYl3aZeAXkwbjYFUdqupCeGXBNlw4rgB9O+Vg6odrcNGRvfHET4/AS/O3YuO+Slw0tjemvvsdunbupC+daHRU/4547JLRaJfpwy2vL8N954zAFS8s1vtJjBrUGzed1iVmNgAAzPrtaXhj8Xb06pCF37y90rTvkqP64OELD8fJTxSi6FANDuuZj7Vq2vb4go74+bEF+PVby+H3iqhU9qHd22HDvshEKS/Th4q6IHq1z4oqX/jL5RNsy06MfB6B/zt7BB6atRa/OXUonlAbzf7vl8ci0+fBOc/Mj3l/qyvPmYyJxZV419KU0eiln4/Du8uK9GyO5646Cre+sazBY08e1S/qSmvn3Ax9VY1EvXnjRAztnoe3l+zA64u2Y1+MVO4e+VnYWx7/pLF3h2zsKq1Bps8Ts+fBryYPwhdr92NPlVJGMqZvB6ywufJ73zkjlD4fqpwMb1SPhGt/MhmLn/8cgP0V7oZeq8cuHo3H56xHcUUdfnva0Kimwxlej+1yikZ52X5T2crYUcPw3qboZV4T0bd3T6wv3w9A+f3M/OUknPi4ku00pH8fLNqTuolku3btgHLl/2Jeth8nHXs0sKAw6nZ7qyUAgWED+mJ3/X7sr65C31490SHHj293KwHK44+ZiMq8vZi/y1xOlZuViWvOPQmPLvks4fF1ys/FgZpK5OfnwVNdAcR4b40ZfTiwfKn+s/XvSU2CfT6vPro/zjq2P55Ypvzfvv64AShcv1/P5jr26InA/MLEDmpx+MiRmLd/E/ZUlSM7KwuotQ8qdMzx44HzR+F2NfNr2KB+KCzaguoEntPgIYMx6bgBSY23sbg6BhERtXkllg7kS7cd1JdeK6pQvv71i42org+hV4cs+D32V9n8Xo++fFdDJ6qUFj4ARTbbdwFIbU5zE7voyD44cWhXLLn3VCy97zTccPwA3HXGcNxy0kBMKOiEG08YqKdIH9YrH0II3HjCQDx6yWhMHNgZUyZk46nLxpiOOa5/R4zqnY9HLjocg7q2Q/f8LLz/q+MwrqATBhpSkD1C4JzRPfWf7z07EruZf/dk/fv2OX78avJgXHhkHzx/tdJs8rjBnfHQBaNw/09GKTWCAAAgAElEQVRGIsPnwXNXHYV/XTsOn9xxAv517TgAykoCWllTp9yMqOf+2vUTser+SM+Le88ZgWuO6Y+ZNx+Dr++ajK9+dxKOHdQZANClnXNTvTNGdgcA5Gb6cP3xA7Dpz2fjtlOG6Pv7dcpBXqb5baGlSU87fyROHNoV7/3yWH3fXy8bg3/fdDQ8hnRqJx1yMtAhR3lupx3WHWeO6hEzzVszYUAn08+/mDQIY/t3bPB+TjrmZKBrXiZ+ffIQLJxyCmbefLTjbRP9m9ajfRYAJVgQy11nDDetnjBxYCfb21nLDtY+eCZuP3mw/vNph3WHz+vBOQP8OHVEN9tjxFoeFQB+Or4vsvzK/xu72n+79yMAXHV0P/37XMuSlp1y7O/TkPvPO0z/PPF5hb5MKwB4DctcOq1e0ZD22Q3/ycvN8CGngTVPO+REyjH8PoF8w3EzfB59uVWjLL8HuZk+TB7WNcFRA9kZ8T9faxPJ7vlZCT+e5o5ThuCBn4yEzxM55oCuubj3nMjfP+Pyo0D00qzx8HrM93v52vEOtxOmVUlileU8dvFoXD6hb9R2LtFJRESURsblAr/fcQiXPLcQ172yBKGwhHahbUtxJarrQ8jJ8Dk2pvL7hL4vEGe3c3LVvwAsEULcLYS4Qv13N4DFAF5K89gS0qN9Fl67fkJU5/qe7bPxzq3HoEf7LFw6rg8euehwXOtQYtSlXSbuM5xATxzYCR/fdgKGds+Luu3lE/rhlhMH4rTDuuNXk5WJ3/u/Og5v3TQRN504EBeM6YWjB3ZCn445+PSOE/DurceY7q8tS5ft9+Gqo/ujnTpRG9W7PU4ergQDBndVHvfCI3sjV524dszJiFr+r322Xw9SaMd48PxR6Nc5B/0652Bg13Z49foJWPvgGejdMVvJZjAETQBgZK983HXGcADQx+KxBBfbZfqQn21+7I9uOw5PXXYErj6mAK9dPwEje7UHoAQlLjiyN45Rgx/Zlon3HYbgBgDkZ/nQKdevvibKbV++dgIevfjwmJP2fp1ycN1xBXji0iPw5E+PwN1nDndc3nHGlWP171+9fgKGdGun/6y9J7RAgfb8e3cwN9Yd0CVXf4/EWsLTjvVYsWh/UscXdMRl46InSwDQzmay7VUnhNMuGIUXrlGCWB2yPHjx5/YTt4YCIgD0SaZ1QgkoE247D11wuN5L4YqJ/UwT/FirS9g9huaaYwqQqQZEjBNf5efI/eJ5TnacAipSQg9+PHLR4ejYQBClfbYfPvV5ZHi95iCE14NMQ0Du5OFKcChL3Xb6yB6mY00c0Cnqb4dVpjq2sJRRRTc3nWC+qm98fcf264DhPfJN+887opfj7zTqcf0eeDwCXsNrn+nzmJZfzbCcG4zqZX68eHiEQIY6bo/H/n2v3c74O8zN8MLh+gg8HgGPzVIYdsuFuoXlGERE1OZp6blCQK/J/mbjAczbsB+VAeVDurw2iI71QeRmeE1XV168ZhxufE1J98zwejCom3I1c/wA+6t5lD5SykeEEB8A+AkA7Ux3F4ArpZRrne/ZMvm9Hlw+oV/M2xiXeot1PmrXK2VM3w7693/92ZH69yN6Rp94D1NP/i8e2ztqn6Zf5xysm3YmsvxeLN9xSD/W6zdMRGVdEJPVBpvalWrNYMPkWuP3evSA4NoHz4TXI3DK8CIs2FyCd5cVQUplkpyX5cMfz7Wvwsn0eZDl92LGlWNxZL8OEBDo0T4Lg7tFgjQZPo9pCVSNNRNi8vBu+pKlAJCX5cfoPsrrt1FtNKkEUfqhfXYG/j53I1bvMq8qACgTvqnnjTRtM5YkGFcOOPvwnsjweVAfDCPb78X4AZ2wcX8lZt95AoZ2y8PtpwyJmohmWcbds30WbjxhIPKyfBjaPQ+Du7XDnTNX4MsGeodMGtYVv5g0CB+u3B21okbHHH/UNi2YcMXEfnpQyMou+HvjCQPg9cAxcGGV42946qNNMq1XsUf0zEc7NStAKwEy8giBkFSWrPzb5UfiGnXZ2b6dzMGYB88fiT+py7mO698JEhKLtkTX/Hs8Apk+LyoQjApWGCeU1syAL393Eq57eUmDK2Z0ys2w7YMSDIchIfGLSYNw4tCGMxXys/2RwI1PmAIwxkyIsf06oFcHJejllG0i0XD2gPbU7f5ejeiZj4vH9tGXvjUe/3enD8P76vLZHgE8c/mROHd0L1zxwiIs2FxiWtXG5xFRy2BqgR/jMTN9HtN4jecG7/3yWPxjbqRZcDw8Ajh+SBe8unCb+rNAls8+yGQNQni9SnZJRW10PYZHRMZvfG52q7a4hZkQRETUapVVB3Ddy99FrbFtdUAtx5BSCUJoH9b7y+tQWR/5kC6prEdOps90QjjCcKXD7/VgeI98fPOHybj+uIIUPhNKFSnlWinldABTAUyVUk5vjQGIeBmvqFqvSqbSgC652Pzw2Tjr8J4xb6dNgsf07YDHLh6Nhy4Yha55mRhgWMZTqLOQe84ajuMHd4maOFtpk8qLxvbBder/y7CUyM7wYtX9Z+DMUeYxaRNa7XHOPrwnerbPNmUNNCQnw4tLjuqDE4Z0ARCdkp+X5dNLRsb262Dad+aoHvj4thNsj2uXcq0FIZ649Ah8dNvxpn3a7zfT58HU8w7D5785EcN75MPjEbZXwq0ZHNqE67Lx/XBkv47Iy/Ij1rTl2mMLkJflw9M/OxIjeubjhCFd8KdzDzPdZvmfTtcDN1rASvuT6vd6kGMJQmhXl+1WhsjN9OHXJw+JO+3d6aqykRZAsk6QP73jBP2qt1bWUdA5B5/deSIA6FehjQEwAKZMgmkXjDKVCOVkeJGhHvPIbl4UdM4xPaY2gbeWFRj/31oDXrkZPj0zIZaODhkAdcEwAiHpOPkdYgn6tc/26+PJ8HpsghDKcUJhqX+vHTsqE0Q2HITQ/j9LGb2Sh8/rQYYvstH4e/B6hJ710DlL4NzRvQBEVhvq7JAZErm/x/T4gFI6Ziw3MT4fv9ejB2eG98gzZSY5eeOGiaZsS48QUUFX4/Mx/h/2CCU45nRbLdPL+PcyFE5fxiaDEERE1Gq99d0OzF1fjBe/id3F3xik2HWoBoO6KidZZTUBPRMCULq45/i9phMb41U77cSvb6ccfQJDzYcQop8QYqYQYj+UEozvhBD71W0F6R1delx1dH/cctJArH3wDFNmQ1PwOuUK2xBC4Kfj+5rq69+55RjceHjkpPuWkwbhjRsnJjSGruoE8KQYteiPXjLaNrshEUII/OXSI/D6DRPxypm5UROrnAyl78XCe07Gn847zPYYz6oZGM9dNRaZPg9+e9rQqPIQAKhRJ+dj+nWIKoHwGiYemT4vhtiU2hhlWcZpl33gVP4BKK/rqvvP0Ceir98wEdcfH0mRP2tUJNC1/qEz8eGvjwNgLIHwIMcwSfq/s4fjq9+fhLNG9cCpI7pjeA9l/Fo/j3jcdvJg/GLSIADR/RoeuehwfGwJ3GjlDT6b96s2ydSe38he7TFMHZOA0G+TYZqYevTyIr9HIGDordExN0MPsnTJFnjHUooQKccQ+PJ3J+nbjaVD2RmWAIVXxLU2iNNkv1K9km6c/P7utKH69/075+KtmyL/7zrkZOjBAL81COGNZEIEw1IPmGQ5BHqcthnpQQgAj148Gn06Rt7zGV5hKl0x/g6VIER0oEFb/SS/gR4Z2u/eGGjI9HuiftfG77XeHflZftveGFGE9jyU2woRnZ2k/V48HiDHkAXjFSJm6YZP/1sQGYc128NNDEIQEVGrVa/2ZWjoysrWA5FO+wcq69AlLwNej0BZTQAVlkbqOZnmq0zGD3RrPSg1O28DeA9ATynlECnlYAA9AbwPYGZaR5YmWX4v7jlrhOlktrmaMKATju+dXP/QbvlZWDDlZPxB7QfhFuPEZd20M/UgZc/22aaacqOzDu+J9355HM4c1RPrHzoLt58yxDa4qU182mX6oq6aavucrqZaWa+42wVr7HqGaLwNBF+fveoo/ftMXySgq80b/V5hmmDffOIg9OmYg2evOgq5mT7MvvNEbJt+Dv559bgGn4vmsJ756KUGZ9pl+rDq/tNxwRjlKngwLNEt39yzQQss231uaOPVSgGME0TjRNyYneD1CL0vhM/r0SfNGV4P7j17BLrmKRPjdn4RlemiN6b0eFDQOdd0TM2Qbubfh88jHIPg084fiZ5qRk/IMgHVmp5qZSbGSfNtpwzRs4iEAI4d1EXf1z7br78eGT6PqYeLEEIPpITCUg+iBdUr8NHlGLLBz1GtFEVKifPH9Mb8u082PHeP6fPZ+L3XI/SsFOOqq7VBJahmvKAgEd3UVnvNrT0hnIMQkYm/ENFZG3a08JF2TI/h9dNo74NDljWXPUI4Nhv1iMj/K+PfmyDLMYiIiFKvPqScXFhPamoDIT21tz4YxvaSagztrmQ/lFTVI9vv0+tDKwPSdJKRm+E1XaXI8HoMV0j4sdrMdZFSvi2l1C/lSilDUsqZADqncVzkol4dshPKykgF49+QhspHEvXCNeNw1xnD0C0vE0IITDt/pH5136m/QTz+MD4LV02M7ilyz9nDTc0DbzlpoP59YxPAfHqqe+r/hmb6PahSJ9Z5WT7kZfn1yVowFI6auGnZEmEp8aYl00Z7HbVsBmNTSG1y7Pd6olas0IIgPo/AUf07Yc5vTsT6h85Ex9wMPXulMiCjrpZrx/R5zQ0RjVf4h/fIw2vXT9B/9nqcMyHOP7I3Fkw5GS9fOx6PXjxabxQJKKUAF4zppQfvMy3vU20s1mO3z/YjoAY0snyeqNdTm/QGwxIdspUggLZkq13ZSLzlGHb8Pk9UNoJ+PxEpxwgYAjC/OXUoPALobyiFkVLqq/Vo7HtCmMsxjGMzlmN4hEA8+Sna/x/tHMNjkwmhlYVVau9pQ2NdpyaiXg+YCUFEROQWYybExn0VWLO7DABw4YwFOOnxQgDAtpIqBMPSlIqeneGNBCHqJbrlmWt4janDQgjTz9SsLRNCzBBCTBRC9FL/TRRCzACwPN2Do9ZL+9vQmGBAQwq65OJXkwfrV7+vPqYAo3orq3aMVr8m+rfphCFdcFhnr+0V9UyfF+MKOuG4wZ1x1xnDcM9ZI3C0uqymXQd+zbgYS4lqV2nDTTApyvB69RID7Wq3lvERDMmoTJRctflkVV0Ixw3uYtqnTQ4vHdcHk4d11VeKAaA3BM3P8kcFIfp1Uia4FbXK1euh3fP013ayGggY3in69fbqE1/nxpQ+r0c/PqAEdJx+DVqWxOTh3dAhJwP/unY8nv7ZGFxzTH9k+DymVWes7xltfm09dn6WD7VqX5K8LD865mTgvCN66cu9apN0JRNCOb5WAmG9QGBcmcNJJBMiep/fK8x9GTzmAIEWhDAu9HLeEb2w5ZFzokoZRvfpgIcuGGW4v11PCI/j/+n2OZFeGV6PiI7e2NBuYsyEsPbmsPYA0QI5HgF0bmcfhBBC6FlKzaUnRPPPvSMiImokYxDitKe+BgAsufdU/LhH6Tq/pbgSK3eWAgAmDuiMd5YqHbWz/R7kGzIhenfJRNGhGgBKDWa5ekLrNVylQiD2cmvULFwD4AYADwDQlmkoAvARWtgSndSyZPo8uPWkQTingcacqfb05UdiVVFZVGp5LOumnQmfR2D+N1/HvN2bNx6tf//whYfjiTkbMK7APtCw6c9nxQxQaH86tRKBcf07Ykj36FVPGiPD58EVE/th7vr9uGy80nRUC0bYXVXPVUuT7BphRkpf/Hj5ugmmfdcdV4CvNxRj4oBOCFlmyH3VIIH2OWI0sld7rHngDCxZOD9qnxacibVEJ2CeWMbKFLDbd/6Y3jh/TO+o/U6BD+2K/vGDu2D+pgPweT2oDkQyTTwegb9dHlktRxtbMBzWgwB1asDGGugIS9lgoC5WEpMx+wCIrxxDv63NgY3vWe31MN4uy+9xLKfKz4osXSpE7ACdRgtCaa+BECLq92DNjDAGRxwzIYTQb2d8zdOZCcEgBBERtUr7K2rx6sLtAMxXH7eVRJYk23qgCst3liIvy4eRvSOrXGT71UyI6npUBiS65UW64mcbyjGs6ZnMhGjepJT1AJ5V/xG5RgiBKWe524cCUCbbxwxKrNKoMeUiA7u2wz9idP+39pqw0iZI2qTo3V8cm/AYrO46YxjmbSjGkG7t0DE3A7Nuj6w4cutJgxCWElceHV1uoi35ajehs5ZjGE09bySklBBCwGO57H3VxP5YvqMU1zqsmmRtmKnxOWVCWCbMOZneqPvYHy++5S8Bm4wESybEiz8fhzlzlUBVTb3yeuTZrN6iZ0KEZCQIEaMcI/7GlNETaL+hPNJ6LK9HRGWoGBlfG+3IxpdSe1xjtoq1HCP6mJFMiHguURj7imiPb82OsfZ38RnGZbfijfb4di9rOntCMAhBREStkrYeOGA+Eakx5GGGpXJlamCXXNP68VlqOcaKHYdQFcD/s3fe4XFU5/7/nG2qVrNsufeGbTC40QzINJsSIA1SbkgICZCE5OYmJJQUAgRCLoTcX3JJIYGEJDchlYTQm2VsMLYxzb33ItuSbHVpy/n9MTuzM7uz0sqr3bWs9/M8fjR7ZubM2ZW8Z8533vf7OozL8nwx4yvzRrC+xXCvHBbnTC/0HZRSl2utn871OAShP2J+RUfcYuyPkS/Nn+BIl7BTEPDy9YsnW6/HVhZZi8lr5oykqiSfahdTzq5ECEhcMJqUFvr59adTN9M0MT0nuvPKKLIZy3o8ioNJylJ3Z4XiVe4LeOPc2FN9MMSqkoDxwqyY4rbINz+zUERbfhHm8QnpGBiCi9ej0FpjPqj3eZQlUJnzbrJ0DPtn5U8SCeGGXbwx+3akvbh8eHl+T5fpI167J8QxpGO4nRMfeWEZZqrk708p2+dma+8XkRBKqVJgIbHwx73AC1rrI9kagyAIgtA3aQ+G+dVr27jhvHFJQx8BHnppE+/sauCRT8123KDYn1S0OkQITUcwbJSvsz1dMCIhYmkXg2yhzH6vx3qqF39TMmNk6bG9QeF4YA4gIoQg5IBvLJjCwaYOzplY2f3BGWDRLdXWtumZYPKtS0+y0ivMhbn5JD8TmH5EEPOSaOuiLCokplkcaQ26Htdd6Wh7hIU/wSQz2ofLM327H0Y85mcWjmhr/9RhJY598WPcet+lfO7xt3h5fS1gREyYC2ZTKHFbPvu9HofQYo/A8SplRflUFiS+h04XYcn+cblFkVQW5SVEpXzl/AlMHmK+v5hfw7EYU7oRH6lk94QwI03i8XpilTrsN0cnvCeEUupa4E7gRQzxAWA+cJ9S6i6t9e+6OPcG4AaAqqoqampqAGhubra2+xIy7uzRF8cMMu5s0xfH3RfHDKmPe1VtCK+CUwfHpqgnN3fyr61BDu3dwfmjkpfo+8krRqrFz55cRG1rbHLdsH69tf3Cm+9b26tXr+FQfZBCv+Kt5cus9n27d9Bmu4fbvmO7tb1uzftW35FQkJqaGr5yWh6H2jTLli7p9v0JuUUpNQW4EudDkae01nfmblSC0L+ZMLiYJ794dq6H4crnz41V/whEF3ydGRQhlt463+p/bKVRjnGnLY3Q5M3bL6Cx3V1sOFbsi+6kZpgua2nTy8MtEsJc/Ho8iqI8H3+76UwmDTHKisanY9gfHtS3xKI57BEaVjqGSyiEIUKoLs/7+xfOYveGRB/itfsaE9ocfbmkjsQLEABfs0XYmNdMNRKCuBKdbgE38caUXtvnWxBwf0jjUSpm6Glr7w/pGN8CZsVHPSilyoHlQFIRQmv9CPAIwOzZs3V1dTUANTU1mNt9CRl39uiLYwYZd7bpi+PuC2PuDEUSzKVSHfdnbnsGgB33X2i1PXv4PWAPJ02ZTPXcxBxek8JXn6e1M0z58PEUhyOwcQMAJ02dCu8ZNx1PbondtE2dNo2XD2xmWEUhF1SfBq88D8D0KZPoCEb49zZDvPjOx6r5xz0vATBn1kx2HG6BNe9RXJRPdXU13b8r4XhAKXUr8HHgCWBFtHkE8Cel1BNa6/tzNjhBEI57zCf3ydIxegO7r8L5Uwbz/WfWc+7ExNSQIaX5VrnGeH7xHzNZvfcoDy/a2qNr2xft8U/jzSiKrtbS8RUmwHg6f/P8CVxx6jAAZo+pSHoN+5L4wY/O4LZ/rGbF9npHpIfbYlopQ8Awqn842633Fu1j1uhymrYnRhrMnzyIVzccdLTZgx+68tpIhs8uQiQ5przQT0M0ciU+EiLk8ndWEHD3hPAoRWHAfWnvUbFICLt20x9KdCrco2YipFSwRBAEQegrvLD2AJO+/Rybapt6dN6Owy1sOeh+jhma6hbqaaK1tp7G7D3SZpUAM/e5EdGajlCEfL/XcTOUHzWmBJhV5XWEONo9Ifzd5OkKxx3XA3O01vdrrf8Q/Xc/MDe6TxAEISlnRUt2njW++7SR//7IKXzn8qlpXW/coGK2/+BSLpxa1aPzFk4fyjcW9NwI1VkNIk6E6OK8k4Z2nV5xy4LJTKoakLAvwZjSNlePG1TMp88ck9CvW6aCKZ4EfM5ICI9LJEQyPnXmGB77jNO3wy4d2NMxHrp6Bk/d7IzcuWLGsIQ+HYasLpf/8TUzeOiaUxMOsftoxPed6AlhVseIeYgA7Lj/MtsxytXQM9wPPCHuBd5WSr0I7I62jQIuAu7J0hgEQRCEXmLJ5kN86tEVLPnmfKv0mMkLaw4A8P6eo643Hcm46Q+r2HAgJkKEwhFrAjfzW93csCMRQ0hYvOmglae7p6HVUTc9mddZRBt+E3k+jyOssjDgtSbneHdqvzdmRCXVMPocEWAYsDOufWh0nyAIQlJmjS5n4/cXdulNZHL17JG9cs3ufBx6E4cnRBJjSrfp9IkbzuBQU3uPr9fdHGoOxy0Swj4Qj0dBRCd4QrhVt+iKgNf5e3V4QtgEkw/NHOE4zr7gt2NeM6x1Uk8Iu1Bi/q7NzyUU9Wz474+cwlPv7QMS0zHs1TEKk6ZjxMQK+wOXTEb0dEdWRAit9eNKqaeABcRyMGuA27XWDdkYgyAIgtB7/HmloSe/vauBkRWFNLR04vd5KM7zWe7mqUQunv9gDUNK8/nj589wCBAAB5s6rGoTZiSEmSd7w+/eQim47ZKTuOKnS2nqcNZzX7mjgRfW1lqvkzmua61pjxpT2ikMeC3hI/5BTcAXM6b0+ySYr4/xVeAVpdRmnA9FJgA352xUgiD0GVIRIPoq9nk7EDe/WftcptPSAr8VPdgT4kWI+K6VmwjhUuXB3O3zKoeQkswfIhnxh/QkksIN01fDKN3qcr04aSIhEiLq2ZDv93LFjGE89d6+hFRXe3WMpOkYthKd9mP6QyQEUbHhiWxdTxAEQcgc8U9mTrvnJSqL83jr2xfSkzlt2+EWth02DLdGVhSwu77N2lfb2G6JEM1RkaEzFOHRpdt5cZ0hMAwrK0gQICBWMtMk2Zhi6RjOSb20wG9de+Zg51Tp9yrriUh3NdeF4wut9fNKqUkY6Rd2Y8qVWuuu7ecFQRD6KF+aP57Ntc3dHtdliU6XcP50ifdZSHxekLhyt6pj2A4uLfDTHuzAq5Tj/sThCeFiLNnd1bor0dkdZvSB1u7pLErh6mERKwUbe4867hiTWAWOxEiIhdOG8PzaA3SGItZYCgJenv3KOVz9y2UE+4MIkQyl1Gqt9cm5HocgCIIAa/cdpawwwPDoArw77BPk4WbDydqMOuiupFg84TiXZrthkjnpdoYj3PP0Oqv93+/tT+jnvEmDWLzpkKMtmSdEOGKmYzgn7tICPxMGD2DtXQtYuWypY1/A57G8ILoqoyUcn2itI8CbuR6HIAhCb/LVCyfy9q4jrvs+N28c5UWBbvvoKh3DyoLoxXVrYiSEs3OXqpI2b4MYf/r8Gby0rpaiPJ8jmkMpxeWnDOXp9/enNF/HP2BxlPs8hocOPls6hlslDeMaNtEkKlWYKRcdodh9VLL7GK+VjuEsRw7wo6tnMGt5ObNHl7PvSJvV99RhJUyqKk7aZzbIVonODyXbBQzJxhgEQRCE7rnsJ0spDHhZd/fCpMeccd8rHGg0cj+PtgWJxCnp5pzW3J4YoWDHPrkCtMeVPLOHCZoTc2coQsDrsep5m8KHNf5ThjqeNpw1fiBvbK1LetPUGYoQ0SREQpREw0qL8hKnSfuNjKRjCIIgCMcDX71wUtJ9qdpKdG1MmVhdIV0CPg9LvjmfRRsP8t1/rU3o280Pw/KmsB07blAxN55X7Nhv8tDVp3LLxZMT0i7diL+c/foJJpopYN7nDB6Ql9TY05GOEX1hRjR02Ay2zfuSRE8Is5ynTvi8ivJ8VolZ06zb7NujVL9Ix/gz8H+4e5m415YRBEEQskZbZ5i/rjJS5Fs7u45gMAUIgKOtnRxpc9YpNwWCpvYQB5vaufvf61g4fQjFcf00tDjP64iLnLD7OJgPEJo7QnSGI3xk1gj+tmpPwtjyfB7HTPOl+RN4Y2tdUk+I1k5DKIm/OekqtzXg81hmTpKOIQiCIGSLC08azJvb6nt8XvICkU4cnhAJxpQ9vmxKjKwoJD+Jz4bbJbsLaIgfZ8DnYUxlUUpjSUzHsF+35x/A1oNGuums0eXunhBx6SMm5j1Jp8048luXnkTkyAEuPMlZKcUyv+xGUDCjUwtMEcKjkt4bZYNsiRDvAw9qrdfE71BKXehyvCAIgpBF7n9uPY8viy8YEGNPQysFfi8Di/Mc7Q2tQc6+/1XrdWcoQlO7IS40d4R4Yc0Bnn5/P+v2NfJdZ+Ur6lqcUQzxkRD2udGcpPc0GOGEU6PlwABmjCzjvd1GCGqez+sILzQn8vi5+QvV4/l5zVbaooJLfAhjV8ZjflskhlTHEARBELLFrz8959hOPJZIiARjyt73hDBJluph6vz2a3Y3jnSqiSSmY9g+j2N46PCF6vFEtObKU4ezdl9jkmsmbrtVuSjK87FwrD8hrcNM+bIQz0AAACAASURBVAh1J0JEH7rEIiEgksOaUNm6e/oq4P7JwwezNAZBEAQhCYdtRo5VJXkJ++f9cBHVD9YktL++9bDD+2FnXQtbDhrmV03tId6JigO1je0JuYfv2HJXQ+FIgopvV+jNMlU764ynCuMGFVnGTScPL+H6eWMBQ0ywCwNm2GL8zcrH5hil01qjY89LIUzTxOdRljFWWWHP3cAFQRAEIZuknI6RZU+IWN/uA3SL4LAMMpOMIz4do2fjiL9WbDsVY8t4xlQW8cBHZ5Dv9yapjhGXjhF9lazUpslPPn4af7j+dCCWJhLuRlEwo1zN6hge1Q8iIbTWS7rY91Y2xiAIgiAkp9hWsineB8EUD5qiHg9KxSb/bYdaHMc+t+YAh5sNQaO5I8j2aOWLls4w+1uMcpgNrZ1c+b+vc7ApFgkx4VvPJYzJrkkEQ8aLlTuMqs5Th5VQWRRg39F2Cvxe62Ypz++xjoVY2GH8AwIzQsKMhEglV9REKcX8KYP5+kWTuPasMSmfJwiCIAi5INXls9OIMVkkRO9jGVDGtbsJH14XTwjHOb0wjtj106uO4ejLrU05hR/zcvG+D/FcMWOYbVzOShovf+28hOhOiAkbg6IRrd5+ko6RFKXU5Vrrp3M9DkEQhP6MXXgw/Q6Otgb557t7ufTkoY5j/V4P1501hu2HW6xSmfdcNZ3v/HONFRVRku+jodUQIaYPL2HN3kbuWNrG/3t/EWeMG2gJEIMH5DnECDtukRAAEwcXM3hAPhXFMRHCnMR9HuWY2cyJ3G6e6fUo62YiPh3jqZvPtsqBdoXXo/jyBRO7PU4QBEEQck2qKQpex4LYvVJEZiIhzL51XHui8JGsykRsf1ojcfZl+wyOxRPC0XPSaA/7McbPgm4iIezEe0JMGBzvwGXw+XPHUVrg58OzRljjCedOg8i9CAHMAUSEEARByCFFebEJz1yYf+H/VvHG1jrHcVprOkMR8nweBg2IpW0MjJb+CkUFjLLCAGv3HiUY1swdM5A1e42MvNrGDv717j7rvDPHD3S8jr+Wib0U6LBo+dCiaPRGfsBrlfdUKALeWLkqM2XDnisZ8HqsGwszHcOMhDhlRJn7ByQIgiAIfZRUl89diRXpeC10R7IUCldjyuixyZ7i92Y6hv2lN8337xoJgXJ6QljpGKkv0cdGTTe7K8Ga5/PyqTPHWK+9KnnZz2yQNRFCKTUFuBIYHm3aCzyltb4zW2MQBEEQ3LH7MZh5g29FUx8WbTyYsC/P76XSFtJnlrg0xYKyQj+76lsBwxX6sde3u163Im7SDPg8dEYNKu3pjUGbQ7QZUmhGbxT4vTSHY9ELpqO33bvBfn7AFxMhTKOmfJfQRUEQBEE4EUh1/dzVQjsWCJAJY0r3FAu3cpymVUXSdIx0RIi413ZBo7sIjG77dq2O4RyvudmTqIsvnz+BU0aUct6kQT0aT65LdGblrkspdSvwBMbvdkX0nwL+pJS6LRtjEARBOF452ha0Ft65osN2/bZgGK01lcWGQGCKEQD7jxrlOQPeWCSEvTa1WTXCXuJyUpV7aCBAeaFThLCbMTnSMcKJPg/Wz7jcSX9UUFBKWXcUwZBThFCe2HuFnhlTCoIgCEJf4lhKdCb00Y0XQzoku2yyspZdkY5WEB9FYe8r3RKlyX4H6caX+LweLogr25nSeJRK8MvKJtl69HM9MEdrfb/W+g/Rf/cDc6P7BEEQ+i0z7nqRG3+ffY/eN7YeZsp3nuNoW5COUJiKogC3LpyC1tAejBCMzk52j4TDzYZ/Q8Dnoaok32o3J25zsW8XF4aWFVhpEfGYERQmhX67CGH81FoTjCRGQhRalS+cmCaVHhW7aXBEQtjTMSxjSomEEARBEE5MUq6O0WUkRCaNKd3LbrqmY3jcj43v61hISMfoVU+I2LbpS6XirpG5hJdEvJ7cpmNk664rAgxzaR8a3ScIgtAvMT0UFm081ONzV+1sYP/RtmO+9v+8vJn2YIT1+xvpCBo+D+YC/7rfrqC5PdGgsT0aORDweRg3qMhqj1/sm6UrlYKigJeKQvdcxUBcCTC7GZM5OYYj2vHkxcyVNNMxWmwiiUZbnhAepaybkU5bJEWez2ON16qO4es+EuLSk4cw3vaeBUEQBOFEoquUA3NXJioqJCv/GVug28ylu4nISEcriI9WcEZC9KIIYfOusl8j/hJmRGomyHU6RrY8Ib4KvKKU2gzsjraNAiYAN2dpDIIgCFlh26FmBpfkU5zX/Vdso8tCPxkXPbSYhdOHMCs6J334529QWuDnvTsv7tH4tDbSJ8wUkIDPQ0fUbNIUAd7cVu967md+s9I4x+thdEWh1W5FQkQX+2Y6ht/jQSlFWaGfA41GKkde9HqQmAZhL5UZjt5hhOImSTP9whyrKSSYmFEXdhEimSdEzOOie03+Z5+c1e0xgiAIgnC8kXokRPp9HAs9KdHpsSIh3EnLEyLuVLsok7YIYRM4vI7oB0d9DGvrrW9f6Fpqs7fw5LhEZ1YiIbTWzwOTgLuAF6L/vgdMju4TBEHo82it0Vpz/o8W87nHV6Z0zuq9R1M6LhSOsPlgMz99dQsArVFDxaNtwR6N8dUNtUz5zvNsOdhsiRAvravlja2HyfN5KclPTZsO+Dz4olEMU4YMsCbuYJwnhBm+aBcX7PN4fCSEPW3D1B7sAgLE0jE+c9YYThtVxjVzRlr7tI6lYxiGT4l9BHweq721B5EQgiAIgtAXSdUTwpyzu/JiyMy6tSfVMehyHL2ZjmEXZXozHSMmbsRVx7BtVxbnMSA/5q/V23hy7AmRteoYWusI8Ga2ricIgpBp1uw9yjOr9/PNBZPRGsbd8SyfPnM0AMu3u0cS2GkPhvn0Yyscr83F+paDTfxx+W4WTKtiTGURr21ypmsciBpEpkLNxoPc8LtVvPWdC/ntGzvpCEV47PXt1sL85zVbARhaWpBgFJkMUyxYc9cCfB7Fu7uPALHFvln1wjR+9HvdnybEe0X4bJO8mY4RjCtkbUZAVJXk8+QXzwbg9HEDATh7QiX1LZ1WX+al7MafXlvVDKs6hhhTCoIgCCcoqa7LTaHB7fDMekIYP+M9CtyiHmJiQDJPiGMfR7xYY4+qSNuY0iW1w/6wxLh+9vCozKTWpErWRAhBEIQTjf94dDlHWoPceO44a7H9+LKdACmlYsQLFR3BiLUYvu/ZDby64SCPvb6d8kI/Da2xiIe9zRECjU4R4k8rdjF+UDFzx1YAhpnke7uPcPaESh58cSOd4Qg7Drew9WAzAHXNHVYlC5M9Da0MTDH/0BQPzPcZn45xzkSjVNRlpwwFYtEJYIgtT395Hvl+D9sOtTj6/fw549hU+z5H24LW5BiKG6dbeOLcsRWsv3shBQEvz685ABg1s2OeEDYRwpamYVXHkBKdgiAIwglKqotbU6B3iyZIJhT0BiqJwOEqhnSjBvRuJIQtbaIX0zEcPhD2NI10lY4e4FW5TccQEUIQBOEYWLWzgSNRYeBgU4dVNcKkJEkI3eNv7ODhRVtYeuv5rNvX6NgXtk0G9moNdgECYMmeIAXDYiJEa2eI2/+xGoD1dy9k39E2LvjRYgAGD8izFuB5Pq+VvtHcEaIj6FzcN7QGU46EiF+0m/Omea3yQj9r71pgmS/5bCLEuEHFTB9eCsC+I04xZUR5If++eR7nPrAIsyCGWaXD71UEwzppOVMzQsKMuqgsyksQR8C4gTHvJSI6Wi0jixO/IAiCIGSTVBfQ5lTodni6ngipXDeersaRbP2czjC7SsdIF9dIiCTt2UApRSSH5SFEhBAEQTgG/uPXy63t2sZ2dtW3OvYPSOKtcOdTawEj6qC5wykuhGyzQW2jU9QwKS/0c6gtYkUQFOf5WLWzwdp/uLmDB57faL0+2BTrpy0YtsptNreHErwWIObl0B3euIlSWYt9o0+vR1nVKwD80Zn8S/PHc83sUbb34xQ9vA6BIJqOERUdBuT7qW/ptKIXkmG+x8oBgVjVjpAzEkIp4zpap2ZKKQiCIAh9lVSXth7LEyLxjGQVLHoDa/GdpDqGPfrCmyRqIqGvYyAhHaMXEyQc9pMq9jk7oy167XLd4vVIOoYgCMJxxaGmDsoK/Y4UgnjsC+Haxg521ztLZRbn+dhysJmqkjw6QhEufGgxN5473tr/X39+lxkjyxzn2BXp3XGiBsAHTxvOwaZ2ag83sG6/EUXREQrz+2gKCBgL8Fc3HqSqJC9ByKizRWs0dYRcIwp8XbxnO/FCgL1EpyEkOGdS87M8aWgJowbGqmqUFzlFD4+y5YBG50ZTnDlr/ECefn8/k6oGdDk2s4zoiPLCBHEEwOMxr6UIa02emFL2O5RSC4ARwCta6x229s9qrR9Lcs4NwA0AVVVV1NTUANDc3Gxt9yVk3NmjL44ZZNzZJpPjXry4JqVoiHUHoxW7IpGEsazfb+xraKjv9e+/1YeMvltaWx39bT1izOedwdhDm02bNhhtnZ2u1157OHZ/kmxsyca9tzl2r1BTU8POxu77SpV9tr5DQcO7as2a1RwsiN13LX/zTbYUJL8P682/kQMHOmhrD+fs/4qIEIIgCDaOtgWZc+/L3HDuOO649KSUzqltbGf/0TgRIt/HhQ8tZurQEksw+OHzG6z97+05ysDiPIaXFfCVCyZw699XO9IxWjoSS3eePraC5dvr2bBH07TPqKoRDGtqNh2isjiPw80drN5zlM5QhDPGDeRf7+5znG+mjHg9ipaOEB1xkRAzRpSm9H4BSgrixYPoYj+kE6IkIFYTO74mtWlgafXjUQm1yM1UistPGcqtC6cw0lYa1I2rThvO7vo2vjjfEH2UcnpCmGP1KAjjTH0RTnyUUvcB84C3gTuUUv+jtf5pdPfNgKsIobV+BHgEYPbs2bq6uhowbkzN7b6EjDt79MUxg4w722Rk3M8/A8D8+fNTOjy8vhbefguv15swlub398F771BWXk519RlA741ZbToEq1ZQUFDg6K9s9xF483X8fj9EhYhpU0+C1e/h8/tdrx3YchjeMqJVk40t2bi3HGyCpa9Z567b1whvLOmyr1TZcrAZlhqpsvl5edDRzsnTT2ZMZSG8blzz7LPOYkhpftI+evNv5IX61aw7Upuz/yty5yUIQr9g7b6j/H7Zjm6Pq9l4EIDl2+rQWnP7P1azImogqbXmB8+tZ9VOp6Hks6v3Jyz4TUwBwo0V2+sZkO+zFsUR2wI9GNZ8bt5YPjdvrNVWEPAyeEAede2a2sYOJgwuBozKD0Ojk9bKHcbYZo0uT7jei2trARhamk9zuzMS4hsLJvPnG88E4DfXzUk6ZoDzJg1i5ihn/5YIEYm4GiuZkRAJlS7iqlJ4bKGJ8SU6fR5PtwIEGN4XtyyYTGEgZpoZdBEhzKdCUhmj3/EB4Hyt9VeBWcAlSqkfR/eJOYggCP0WMxLRzQuhOy+GdEj2xRszw+zBONL6Fnee7OnFlbL9M3V6b/ReBY6e4PVkxmQ0VUSEEAThhKG5I8SuusQ0hi0Hm7nsJ0v5zr/WWqH6L62rtdIT6po7rMX7i+uMhfqIikLqWzr504pdXP3LZYBh3PjLxdv48M+N1584fRR+r2LtvkShobEtmNBmYpahbO4IEYpoa9FuRglorQlGIhQGvI7Ug6KAj0ED8qzXF02tsrbN9rd2NjAgz8fEwbHzhpcVAPDKBkNgGVZWQEunM52isjhgLcYD3aRknDOxMqHNDH4IhiOOMpvx7znehyI+PNSrXDwhosKFz3tss7NHOSMwzOGZP6UyRr/Dp7UOAWitj2CIEiVKqb8CqTmzCoIgnIDEi/TOfcbPTHpCJFbHSBxHdxUkMlUdI10c5T5t78FRojOLphBmSmqukDsvQRBOGK77zQrOfWBRgrL7jb+9Z23vaWijqT3I53/3Ftf9diUA1z/+Fh/9xTKa2oMs3ngIgIaWTvYecaZYbD/sLCd51anDGRZd4Mfz9q4jScf5wdOGW9uNbUFrQg1FF8rhiEZrw5/BPtkWBryONIj5kwdb25XR0prbD7cwbXiJI8Xg99fPdVx/mEuon90Xobs50M0rw5GO4SIWfHH+BEYO8LBg2pAu+1bK/pTDFCEM4aI7cSR5n8r6bM3X9jG7iSbCCc1WpdR55gutdVhrfT2wEUgtB0sQBOEExGuJEIn7YmU0M1Gi0/gZvybuujqG+zjSEQ7iz+3V6hgu17Hf8/T29brDo5QjAjfbiAghCEKfJRLR/OjFjZY4sHKHUSXiUFMHb26r48EXjCoR9ooPu+tbOdxsGAK9v+coG+vDvLvbEAyuevh1q7JCfUsnexpiIkRLR4gfPhfzdAAYM7CQYlsFiP/3sVNdx3n+lMGMsZkxDi6JRTMcsYkQ8U/+/XEiREHAS1Egdr0pQ2PRDpXFsT7HDSomYHu6nxeXbjDURTixixbdTeABl8gBM2QxWSTE2Moi7jm7IMEDAuD+D51sbXs9sXQMM3ohFP08jrV+trL1Yb4GWz10ESH6Gx8FVsQ3aq2/DYzM/nAEQRCOD6w0AZd9mZwpY8UxtHu7tkczdlcdI41xJIyrNyMhYtuxz1m5ihPZwKMUOdQgRIQQBKHvsvVQMz99dQtf/8u7jvbth1v49GMr+N9FW9hV14rf66EoYCzEd9a1WAaNAD95p93WnyFmnDV+IIebO9lrEyE++evlrNgR84IYkG+kRphlKIeXFVhpD/FUTx7Eo5+J+SwMsgkGnaGItRg2F93BaDUIv1c5FshFeT4K82KCwgCbAGIXIYoCXkdkQ3y6gV0QiR0TO96+2DejD+wiRVeREJ1hd0+IrphnS+8wPCGMbXNyNMMFjz0dQ7mWIzXnejcjTeHERWvdBgSUUtcopb4W/XeNUqpMa7031+MTBEHIFZYnhMs8nllPCPe+rXZbm3WPkWQc6QgHGU3HcHg/uKdjZFeEyG2JThEhBEHok2w80MRVD78OGGkMje0xD4YddbG0iUUbD9LYFmTqsBLAiDx4dvV+a395XuIX/mmjyqhv6WDNvqNUFufh9Sje3X2E4jwfZ08YCMD0YaUopaxIiHy/h3KXp/xgCAQjy+2RELF0iPMmDbIme0uECJkihMcRVVDgd0ZC2CfaSptXREHA5xAe4kWIqhKXdAxHJERiu9280e8iBpjn2EWVVLGLFh5P7ObHnBzNcMFjnZzjPSHMbrq62RJOXJRS12JUxqgGCqP/5gOrovsEQRD6JVaagNu+6G1CJpatyaZht2nf28040ouEyGA6hnLZjkvHUFlcmXs9KqcihJToFAShT/KHN3da5orFeT6++Ie3rX17G9osD4Cth5ppbA8xvKyAfL+H+pZOfrdsp3XskCIPe5pjJo0//+RM9jS0EdHw6vqDnD2hksWbDtEWCTNhcDHlhYbQcEq0nKUZCVEQ8FJRmFyEsKcwDLYJBr/81CyWbj4MuKdj2CengoCXwoAztaIw4KW1M2x5Qpht9uvFp08MyE/86reLDPZr5vm8NBEi3+cFgtG2xFnSFESC4YirJ0RXOPMhVcLTFlNAONZ0DI9ScaVBnZ4QEgnR7/gWMCtqSmmhlCoHlgO/y8moBEEQckzMuDlxXrQ8ITKwcDUfBsR3bY3DtTpG73tCZDISwq3f+N6zGQmhlCKSGCSaNSQSQhCEPkmTLfKhpSPE0i2HrderdjVYi86dda00tgUpKfBRFPA5UjEAwtpZJrK00G95SDR1hLh4WpW1iB9VUWhNEB+caZhLFkfTIwr8hmmkmx+CXSAALHPJMQMLyfd7rUW7KZxYJSm9ytGf3+uxRA8TUxSxey0U+L0OoSDe0LE4z0889uOdIkTP0jEi2iil2RPsc67XkY4RNerU6YkQqFiKi/16ZnfH3K/QV1G4P0SLICU6BUHox5higHt1jEymYyRpd42E6M4TovdEiN7UBBz3OkmqY2S7RKekYwiC0O9ZtbOejlC4+wOjNHeEOWloCR+dNYI9DW2OL/QV2w3vhilDBrCzroXG9iAl+X6K8nyWKaVJS1AzprLIel1a4HdUoPjQzBFW+sHw8gK+c/lUfnPdHKYMMdI7YukYXrwexSPXznKIGgADbX4NYIgET918Nv/44tlA7El8JE6ECMQZU/q9iqI8Z983VY8HYGhJzI+iIC4SIv5moribSAj7NfNd0zHcRIjYdk8X9Y5ICJsxZaQXIyHcjCmtKhkiQvQ37gXeVkr9XCl1R/TfLzBSNO7N8dgEQRByhr1qQzyZNaZ0j25wu2Z30YvpCAfx90u9a0zpHl0SHw2aLaREpyAI/QatNW/tqOdXr21jV12r1b67vpUP/3wZd/5rLcFwhG//czVbDzVb+3fVtRKKMxZs7ggyIM/HkNJ86lo6CUc0P/jQyUwcXEwwrMn3ezhnYiW7G9poag9RUuCnMOClLhoJcca4CqOfoHY85S8rDFBWmBgpAIbgMGhAnqM0phlVYEYsnD+liiHREpj/deEkfnPdHEd1DjAW9KeMKLOiF8zFtVUNIuJeHcPrUQ5PCIBPnTGa7T+4lFLbmAsD3qTlLP9y45mOih4m9uPtc6ApOHSV3gHOibOnJS+9jgk4dn0rEsIUIdLwhAi5eUKYkRCiQfQrtNaPA7OBxUBH9F8NMFtr/dvcjUwQBCG3WFWjXObF7qpSpEOy6V25XDMmWLifk1YkREJfx9xVl33b0zFcvSKygFIKrTOTXpMKIkIIgpA1/vOJd/nIL5Zx77PrOfeBRdYX3+4GQ5B4cV0t7+0+wh/e3MW3n1wDGFEN5z6wiN++scPRV0tHmKI8r8NksaIoYH2BXzN7JENKC6wFbHmhEQlR12JEQpQVGAJASzAuHaPAnyAamOvX/LgIB4iV22xqD9mON06IFyxmjS4HjEgFO1ZJyuh5naFYOoYjEsLjSYiygER1vTDgxZdEhJg7tsJVhIgXO0zMdAx79INrJESS81PBfsNgL9Fp/n2Yn+exRizEe0KoeE8IiYTod2itG7TWT2itfxT994TWuiHX4xIEQcgl5nQcb9AIsQV5RjwhkggcXadjJPGESGN1Gy9g9Gp1jGTpGEmqZmQabzdiTqYRY0pBEDJOXXMHs77/ckL7w4u2cPP5E9ldb4gQ9S2d/PWtPYCx8Kxv6eTXS7YBsHjTId7e1UBpQYAffOhkmjtCjKksShAhzHSLeRMH0RaMpXeMKC+kKM/HkVbDS8KMdmgJavL9Xi6eWsWL62opCnhdRAjjG9rNkHFYtCxnfWsszcP8Qo+PCHj007N5J1plw445GZm2BfZ0jPhUhVQo8Cd+tY8bVMS5Ewc5rmfHPlb7NU3BwV4Rwy3Kwt5lTyMh7G7QdmPKhHSMY5yclVJ02lJ9YpEQTjFCEJRSj2itb8j1OARBEHKBeX/gNo27RSX0Fkk9IaI/7cKHVR0jE5EQGfSEcCvLqZTzs852iU4wHoB5cmCHJCKEIAgZY/vhFg41dbD9cLPr/gdf3MSN541nV30sNePPb+0G4GhbkJn3vGS1L9kcM578wYdOpqk9RHGelyE2EaK8MEB9NNJh3KAiDjbGTChHlBdQZItAKIsaOoYihu/Bj685laOtQZRSlghhVqLQXURCDI+KEA0tNhECdw+DssKAIzLCxDwuFFUh7OkYviS5ApdMH+Labh+3nVe/Xp30eHAKHPZhx0QIWySEz+0JSc/FEtdz3Ywp0/SEUAqnJ4Ry/pRICMHGL3M9AEEQhFwR84ToKhIic9dNVh1Dd9PmPOfYx5GYjtGLkRAu2wrl2JHN25H4cujZRkQIQRAyxvwHawD42JyRjvaqkjxqowLBhv1NbDnYnLB/w4Em6/WkqmI21caO0VrT0hGiOM9HVUnM9HFgUYDKYiMaYlRFoWMyG1FeQKHNT8Hu+5Dv95Ln8zK4xFi8Fwa8fPn8CSyYZiz0u46EMEQQ+1e4FQmRotmAN24iCNrSMdwmwEcvLmR+9cyE9ooiQ4SJT/dw445Lp6BQ3PvseuNaySIhou850E06hn2Y6XtCOCMh0k/HwDUdw3riIyKEEEVrvSrXYxAEQcgV5vTuakyZwaf0sUqc2rXdjvXgIMnaOa1xxp3aq5EJDhXC/Z4rk59xPFbUaY7KdIonhCAIGWHN3qPW9p6GNse+0RVFLP5GNQA/eXUzL6yttfaNqyziO5dPdRy/cJrzqf/fVu2hLRimKGoUaVJa4OdvN53FL/5jFn6vx/JrABiQ73dUliiPEyHsKKX4+sWTmT68FOg6EqIw4OP2S6bwx8+dYbXF0jFS+4o1F+Gm92ZndMPv9bgu6L0e5bpwHllRaIw/+vrnn5zJM1+Z53rNG84dz4VTq6zXniQiRCAqpDgiIVzeV7yvQ09wy5P0qFi1EPNzOXZjSmVFmRgXjLWn06/QN1FKlSql7ldKbVBK1Sul6pRS66NtZbkenyAIQq6wqkZ1FQmRketG+47r3HxoYG/vThhIz5gy3hPimLvqtm8w3neu7kDio06zjURCCILQ62yubeLyny61Xq/f30h5oZ+Lplbxl7f2ENHa8nJ4aZ0hQMyfPIhFGw/h9SjOnxJLWfjmwsmU5Ds9Gr7xt/cBo1qFUorvXj6VN7bW4fEoxlQWWSU3S/L9PPnFsxgz0HhdZvN6KI0aUwLk+7qOHOgqEgLgxvPGu7anuhg31/RWdYxo6kDA6+lRPuLPPzmTPy7fxfhBxQBccvLQrq+bJHrBPm5TSPHb3rvXJcLDWR2jZ/q221MAj1KxdAydfolOWyCErUQnafUr9Fn+ArwKVGutDwAopYYAn47uuziHYxMEQcgZXZboTKYU9OJ1UzGmjB2bxJgyjSk9/tzeLdHp0tbL1+gJ8VG42UZECEEQepWWjhDv7D7iaKtr6eTjc0fyvSum0dIZ5r8unOiIKvjMWWP4wIyhlghhT5uonjTYUa7TzsnRSIXPzhvLZ+eNdT3mtFHl1vboqBgBzkiIgkDXi2bz+zmZCJF4Fp91RwAAIABJREFUvOnpcIzpGOFYOkZPGFZWwC0LJqd8fLLoBUeJTl+iMaXfZYa3N/W8OoZLmycmHETS9ISIJ/5JjxhT9jvGaK1/aG+IihE/VEp9NkdjEgRByDnm/UuuIiFSabeqYyRLx0gjtiBeEMhUiU77dq6eg1iprzlKxxARQhCEXuW8BxZZFSrsDCrOI8/n5eFPJHoZfGTWCKvKxCdPH+XYNyDfR0lctQqTmaPLXduTMXZQTIQwjSkh9UgIt3QMN8x5MdVFsxmFYBpS2tMxMqlQO8pqJhEkTC8IuyeE2/tSjkiIHnpCJBE1zJuhUJrVMeIDM8xezMsmqWYqnLjsVEp9E3hca10LoJSqAj4D7M7lwARBEHKJKf67zbbJzCN7g+6NKbWtjWibO71oCdHLJTrdQyHSEU3SwXy2lKtICLn1EgSh13h5Xa1DgDh30iBr2+7dEM/gkjwqigJsufcS/uOM0Y59Jfn+hJKZAEtvne9qkNgV4yrtIkSsz67GBrZICH9q14tYkRCpHR8zB0pMx8hkqkCy6AVniU5jO2CLAvF1U6Kz554Q7ukd5udofi7HWvs7/iZCSnT2e64BBgKLo54Q9UANUAFcncuBCYIg5BZjvnVPxzCP6P1Fa+xy7saUDk8IKxIiSTpGGvdNmSzR6dZVfHWMbGJ+TuH+JEIopYqVUjPFAEoQThzW14X53O/esl4PLyvgd5+da72eMTL5f/eBRYYI4PN6Ehakxfk+SvKdQVsD8nyMKC/s8Rjt0Q9FebE+TUPHZJgTbncRE/Gkuhg3jzM9IezpGJk0TbT3rRzbsWNcS3R24wnRG8KJ3cehNzwh7MQ8IaIihHhC9Cu01g1a61u11lO01hXAZ7TWJ0Xb6nM9PkEQhFxhRUK43Hu4mUT2FipJJIRblIDXio5wJ60SnQnpGJnxhLBv5zwd40T2hFBK/Uxr/cXo9jzgj8BWYIJS6kat9bNdnHsDcANAVVUVNTU1ADQ3N1vbfQkZd/boi2OGvjvu//d2G6DI80JHGCLBdmpqajhjqJeVB8LUbX6Hmi3Ob9qxpR62H42w5LXFSftd8tpiWoPOL0gdCR3zZ3T3WflsPhJhxRtLrLa9m96nZk9yTdYUB95+azk78rvXbjs6jGiQ1e+9S/uu7oWLQ62G6LBu/XoGNm1h7a4gACuXv0lnOPbee/v772hHYt8AjZ2x9n379gKwf+8eq+31pUsSfCE6bOOsO3zIdXypjNvcHw6H2LV7NzU1B9my1fg8ly5ZYlXr6Altba2O17W1tdTU1NDaYlRtObB/HzU1dUnP76v/J4WU+T7wVK4HIQiCkGvM9ajbwjiDvpRJIw7cUi+6eyCRVnWMjEZCuKWy5tCYMoPpNamQLU+IM2zb9wBXaa3fVkqNw3CiTipCaK0fAR4BmD17tq6urgaMG1Vzuy8h484efXHM0HfHPfSN59jeGOGOy6Zx51NrqSwrobp6HuecqwlFIuS5RBGcflaYtmCYiqJAwr4fFu1iyebDVFcbHhLL5rZR29jBVQ+/TmF+Xq98RkPffIX9R9v54ILqLlMn9AvPAFB9zjzXscbjW/oydHQwZ/YsTu0iAsRk35E2eO1VJk6aTPXcUWxbuh3WraP6nHm0dIbgtVeN6/fy919dcwcsetnRN0BDSye8+hIAw4YNh107mTB2NGzfAsAF1dUJ0QPtwTC89LxxzpAqqqtPS7hel+N+/hnHOAKLX2T48OFUV09jdXgzbN7E/OrzepyCA1C0qgZaWqzXQ4YMobr6VEpWL4XGo4waMYLq6mlJz++r/yeFlJFQGEEQBGBURSGlBX5uXTgl6TGZWLMmq47h9u3cnRhy3HpCuNy+KJdrZgvzNi4cOYEjIeIo0Vq/DaC13qaU269EEIS+hsYoszl9eAkAw8qMEpxej8LrcY8GKAh4KQi477tmziiumRMzqRxaWkBbZxhI3WuhO/795Xn87cWl3fZnTnT5KXpCmKRq0BhvTOlIx8hgnF6yvu0Cg5mKYv+M3NIXnOkY6f9+PIrEEp3HakyZzBPCI54QApCZe2pBEIQ+R0HAy3t3ulcpji3+M1Gi071v13SMjEZCZDAdI8n1cnUPYt4DndDpGMAUpdT7GJ//GKVUuda6ISpAdP9YURCE457WkKakwM9pI8v55sLJfGzOqO5P6iHm5NDT0pXJqCzOY0pF9+kSgwfkcbCpwzWaw52eeRjETwRBW3WMTIoQyUIA7Zc056ZAN+VJ7ef0tDqGe39uxpS95Qlhig/Ga6mOIQiCIAhdk8kqDsn6tqZ92zq5uwcS6Szq428zerVEp917y9Hee9foCTFT9NxcP1sixElxr8242Argu1kagyAIGaQ1qCnJ9+PxKL5YPSEj1xhamk9VSR7fvXxqRvpPxt9uOosVO+pTFgTMyDY3A0c3zAk1ZkxpRh9k2Jgyyfuxt5vvxa0ihh1HJEQviEQqzpgyHWEjWY6nVR1DjCkFQRAEoUsyuViOVd6IbzfTNGwlOruNhEhjHHFiSG/6NbhHQvRa9z3G/JxO6EgIrfVOc1spVQEUA/Va68PAP7IxBkEQMofWmtYQrqU0e5N8v5fld1yY0Wu4MWpgIaMGpl6NQ1vVHFIs0elSHcPnUSilemVBn/S6SY2g7DuMMXUnAthP6Z1IiFgERDiSnlCQrDqGFQkh6Rj9ndpcD0AQBKGvkEljysTqGIl0N2enIxxkQ2hxtJG7lFBvjtMxshKEqpQapZR6Qil1CFgOrFBKHYy2jcnGGARByBwtnWEiGkoKcmEzc/xhfp2nuhiPnwiC4YjlwZDJBXKyic/ebjlldytCqIQIg3THZnlCRCJpfQ7JTjVvVDKZ8iIc/2itL8r1GARBEI53YtEKmfCEMCs16CTttrYMRkJkEnuURbKy6Nkk1yU6s5UJ+2fgSWCI1nqi1noCMBT4J/BElsYgCEKGaGwzSkqW5Gc2EqKvoK0Uhp4ZU0atIAiGtZXKkckFcnIRIrZtvpdURACzv96IhPB6bOkYkfQ+h2TGlCrJfkEQBEEQnJiL6GyW6HQLhchmic7eJOkDkcxdsku8lgiRm+tnS4So1Fr/WWsdNhu01mGt9RPAwCyNQRCEDLH/aDsAg0vycjyS44NYOkaKxpSWJ4ShQjgiITIqQnQ9Hog98UhlGFZ6Q694QsTU+YjWaT3ZiD/XupGKvpZICEEQBEHommS+Db1BshKdbgv37qbs9Iwps3s/oHNwTZN+4QkBrFJK/Qx4HNgdbRsJfBp4J0tjEAQhQ+w4bHjNjhlYlOORHB+YX+f+FD0hvAmRENlJx0ilRKepkKcySRqhfemZSFpjUMp62hKO6LSEgoSSW+avxYzyEBFCEARBOAFZdvv51DV39kpfmZwprb7j1sNu4kR39yPp3DZl9D3aOldJ2rOJsh6AndgixLXA9cBdwPBo2x7g38CjWRqDIAgZYkddCwoYUZ66eeMJTYo+CibmYeHoqjsU1vh9ma/ckIp5kyWQpzAM85BUDTm7wmOLhAjrdEWIhBbAHuUhIoQgCIJw4jG0tIChpQW92me8b0NvoJJFQtiuqZRxT5LZdIwM3nMluZHK5DW7wvwccxQIkbXqGJ3Az6P/BEE4wdjT0EZFviLgy1aG1/GN+X2e6rpZKeWoBtEZjqQcRZFpzIV6T6bI3oqEMMX5SERnNLyym+qjgiAIgtDvyWw6RrTvuBWxffr2KGU9rOmK4zUSwu3WKFcCANgegOUoEiLnt15KqctzPQZBENKjpSNEoV+eJpt8dPYIAPJ83pTP8Xk8zkiI42Vl3IN0jN70WLB7QoQj6aV4JHhCxFXxkEgIQRAEQeiOzKkQyaIB7OkYty2cAnSfpnr8GlPmviKGHTPS9kSvjtEVc3I9AEHoawTDEX69ZBvtwXD3B2eBtmCYwPHwbXKc8J3LprL+7oU9igzxeGJqdDAcsdIxco2VjZHCcHpqyNkVhidELB0jnbSU+Jsb85X5+xFPCEEQBEHomqxEQnRxzOfPHceO+y/D41HccvEknv7yvC77OhYym45xfGGKNbmqjpEtTwiUUlOAK4l5QuwFntJa35mtMQjCicITK3fz/WfWEwxrvlA9PtfDoT0YJpD6Q/8THo9HUdDDD8SrlCVCdIYj+I6XdIyoEJCaCGH87LV0jKhRZ7rGlMkiIQJZqEAiCIIgCCcCVlRCJjwhkvoluB9/8/kTk/d1PIQZuOA0pszcZ5kq50yoZOt9l6Yl2qRDVu5ylVK3Ak9giEArov8U8Cel1G3ZGIPQP2hqD/L3VXuy8p/66l8s42t/frdX+/zt69t5ZVew2+OOtBhOxw2tveN4nC5twTCBXijL2J8J+Dx0hoxVdyisrQWyyfhBuak80pPqGJFejISIT8dIp0pI/M2N+TrP74leS/52BUEQBKErLJPITPQdveWJv32PCR8ZuGiKeBR88vRRafejnCpEzvF4FF6Pytk9ULYiIa4HpmmtHasrpdRDwFrg/iyNQzjBufeZ9TyxcjejBma+SsOKHfWs2AEPXXOq1dYZivD82gNcfvLQHoWPa615Z/cRvvfvdQDc083xzR0hADqOl3SMzjADJRIiLfL9Xiu9JhiOWAtkgCXfnE9poT8n4+rJvB/p7UiI6F1HJM10jPigkoRICBEh+j1KqVe11ud3c8wNwA0AVVVV1NTUANDc3Gxt9yVk3NmjL44ZZNzZ5ngfd22L8aCktbWt17//2kLRhw7hsKM/u2nisVwn2TmpjNvc/9iCIqCuV383R48cAeDdd9+lbVfsBrq7axzvfyM9IVsiRAQYBuyMax8a3ScIvUJtYzsAK3fUMz6saQ+GeXNbHTNHlxPwesj3e/nl4q2MrSzi4mlDEs7f09DK/7y8me9dMY09Da0UBXyMrEgUNOxeDP/9/AY+PncUIysK+eXirfzopU2EwhE+NHNEyuNevOkQn/nNSut1JJK46GpqD6KBknw/exraAHh82U7e3nWEf9vy4nbVtRKMRBg/qJhdda2c+8Ai/nbTmcweU5Fw3ZaOEMFwhLLCQMpjdaM9GCEQkIVcOuT7vbRHIyGC4QhFebGvZ7e/wWwRS8dI/ffbKyU6PTFRI91IiPgojnhPCMnG6F8opd6PbwImme1a61PcztNaPwI8AjB79mxdXV0NGDeN5nZfQsadPfrimEHGnW2O93G3B8Pcs+Jl7v7QKVSfPBTovTG3dITg5RdQHo+jv3BEw4vPAvTsOs8/0+U5XY67m3PTItp3aVkZNNQz49RTOWPcwJSvebz/jfSEbIkQXwVeUUptBnZH20YBE4CbszQGoR9g6qX//fxG5o/08Xrzen63zNC+JlcN4LefncMPntsAwI77L3Oc+51/ruH3bxrHjq0s4oEXNlLg97L+noU89d4+Dja289mzx+LxKLYdarHO+1nNVn5Ws5WvXTSJZVvrAHjktW2cM3EQgwbk8cSKXRTl+fjAjGFJx71ie73j9cGmDoaU5jva5t77Cp3hCFvvu5Q9Da1W++q9Rx3HnfvAIqP9exdz3oPG9uPLdjJ7TAWRiOavq3Zz5anDCUU00+98gZOHl/LvL8+jIxRmZ10rEwcX9zg0q008IdIm3++lrdOMhDh+qmOYIZDZLtHptUVChCOkFQkR/1maf99mezAsWng/YwfQCHwfaMP4814CfCCHYxIEQTiuyfd7WXPXgoz0ncz0Mp3bibIcRZCmgjz7yJIIobV+Xik1CZiL05hypdb6+IgnF/o8K7bXs2pnA36vIhjWrD4cptnbaO3fWNvE1//ynvW6vqWTiqJYBIApQAD8ask2wFhcv7K+lq/86R0AxgwsojDg5RO/Xp5w/Yde2mRtbzjQxB1Prubbl53Ebf9YDdClCLFqZ4Pj9Y66lgQRos0WfbE7GglhcvMf36a8MMDM0WVW249e3GQtIBuiHhIvr6/l1r+vZtvhFiYNHgAYIsaGA4188lfLqWvp5PHPzuW8SYOsaIwjrZ184lfL+dHVMzhpaInr+Ns6wwSOEyPFvkq+30NHKJaOEThuqmOkbkxpko5gYKKUsiIhIlqTjiYzMPr/POD1gIKPzzVyO81IiI6QiBD9Ca31FUqpD2JENTyotX5KKRXUWsdHawqCIAhZIJnvlPnQ4JyJlT3q7zfXzWFy1YC0xyVkjqxVx9BaR4A3s3U9oX+hteYLf1hFU3uIv950Jq9tOsRPX93C4R3Oxf0b0UgFgMeWbmf9/kby/V7uunKa47gjrTH7kusff8va/s6/1rD/aLv1+vJThvL0+/st4QPgaxdN4rk1B3hpXS0vrau1jn1+zQHOHD8Qr0dRHA21P9jYznNrDrA8LhJiZ10LL62rxedRfO3iSfzznb3WvjG3GSFbHhULV3/6/f2AU0h5+v191vbSLYf5yM/fsJ74rt/fxNq9MYFm4f8ssbY//dgKpg4t4UBjO3dcehJeD6zb38iV//s6a+5akFB2MhLRtAXD5B0nT+77Kvk+pyfE8VMdw/iZzLnajd7xhDD+tsCsjnHsn8fA4jwARpQX8Oot1Va7+bds/t8V+g9a6yeVUi8C9yilrgfSy0kTBEEQjhlLg3CZjmtuqaaqJD9xRxfMnzw4/UFlgVwabuaarIkQgpBJDjV3UNfSybcvO4k5YyrI93n56atbXI/955fO5qqHX+d/F8X2t3QaRo8jygtYMG0Ijy7djlKxL4d8v4exlcWs3x9buL9x2/kMKyvgx9dEaAuGOeV7LwIwqqKQWaPLHMcC3PSHVdb2jBGlBHweVsaJJCa3/n21tf3+nqMs21aXcMzEwQPYWNuU0F5VkkdDS5DDzc7KGW/Zoi1e23QIMJ4Q17UkVthYFx37fc+u58ZzxwFG2chJ336Os8YPZEhJPiUFfr53xTTrKXKepGOkRb7fw+Fm4+/weErHMFMiPAqe/vI8SvK7D2/sjeoYJQV+Djd3WGNIp/hKZbGxvjT/n5uYxpSdEgnRL9FatwBfU0rNAM7M9XgEQRD6K1bJShcVYkxlbqqDZRLxw85SiU5ByDSbDjQDMDWaLnDyiFJumZ3neuypI2MpCxdNreKciZXUbDQW5Q9/YiZXnTqcMQMLeeVr5/HVC406xOdNGsQ4W4nEv950JsPKCgAjr9y+MBs1sJDBAwzFduLgYp75yjy+sWCyYwzv7TnKviNGRMWI8gKumT2S2y+Zwj1XTU8Yr5sAATDaVgFkrO0L+pFPzWbyEGcI2t9uct5fexQU+L3W+wO494OJ165v6eSBFzY62t7YWsc/3tnLb9/YQVN70EoTkRKd6RFfHeO4SccwIyEUTB9emlLlmd6IhBhSks+Bo4YIYURCHHufldFIiIYWZ/nbgHhC9FuUUqVKqWuUUl8DLgAalFJl3Z0nCIIgZI7+HBnQ35BICOGEYHfUqNG+QJpe6eNvN83kI79YlnB8zS3VFOf7qCzOY/GmQyzZfBiAKUMHkOfzUvON+QB8ZNYIdta18p3Lp/L9Z4zymQumVTHHpdLEJdOHUNfSyakjynhh7QGrbdqwUoaXFbDlYDObapvYdqiFJ244gxkjy2hqDzIg7snyqjUb+ecW52Lpu5dPpTMc4fPnjGP8HYZL8GWnDOXFdbV8fO5I7r3qZFbuqGfu2AqUUkwYXOwwrJw9poL7Pngydzy5mmGl+Tz3n+fSEQpbaSALplXxydNH860n11jnjK0sYvvhFkIRzcfmjOSJlbuJ5+X1tcwdOxBAjCnTJN/vpbUzzNHW4PGVjmFt9aQ6Rs8Fg5OHl1JaEPu/UFWSz+HmDh55bSuhiE6aL5oKpgjRGSc2mOkY8e3CiY1S6lrgTuBFDH8qgPnAfUqpu7TWv8vZ4ARBEPoh5n3DwumJletOZNwiP/oLIkIIJwRmVYGigPNPevaYCiqKAtTHpRzYQ7vOmzSI7181nTEDi8jzOVfSI8oL+fE1pwIxdfaCk6pcx/CzT84EDBOda2aP5LnVB7gmaoBXVhiw+rETL0AAXDUhYIkQD109g4g2xJB4rjx1OBMGFzN1aAlKKU4fN9DaN6zMiMT4yKwR/NdFkwD4xOmj+Ohsox8j1N9vLewqioxF2rDSfPYdbec3181h4uBi5v1wEb+6djYXTa2iIxThyag3xfCyAkoL/Nz699V8/pyxAJTnHR9P7vsq+X4ve4+0MeNuI60n3pg0U5w6sow5Y8qT7p9cNYCX1tUyuMQ9ssgN3zFExdjLzEIsheK+Z41qNhdMOfb8zlFJSpxaIoSkY/Q3vgXM0lofsTcqpcqB5YCIEIIgCFnE61GsuOOCtEvG9xUsn63+q0GICCGcGLRHqwrk+xMfx1eV5CeIEPH8xxmju72G2bfbNQBHWctxg4p57Zvzu+0zGX+58UyUwjXi4rKTh9LcYeS2TxtW6np+YVSMqSgKMDyaNgKJpQovmlrFF6rHc9O54wF4/r/OJRiKWEZ+239wqfW+fvjhU7jgpMHc/Md3GDQgj0c+NYsF//MaDy/aysCiACcNlFCIdMj3O383bsJTJvjnl852bf/tdXOoLM5jypABnDd5EDNHJRcq4knHRNLELtB5PYrPzht7zH2NrChwbb9oahV3/Xtd1j5r4bhB4X7rF0EqpwmCIOSEwT00nxT6NiJCCCcE7cGoOaIvcfHzwEdO4e6n1/GZs8YwZuCxm9t8Y8FkigJeFk7LfKjY3LGJ4oPJw9GIi64wPSKGdvM0PeDzcOvCKdbreNNBu7AS8HmYMLgYgIunVTG4JJ9vXzaV+5/fwJ0fmIqvfhPCsWMXt+6+clqPnaB7m2qbs7SbGNYV3l5wXPrAjGHk+72cPraC9lCYoaXuQkIqqCTjGVFeyI77LzvmfoU+y73A29HqGGae2SjgIuCenI1KEARB6Ff040AIESGEE4OOYJg8nwePSy769OGl/OXG9I3PK4oCfPvyqWn3kw0umT6Exz4zm/Mm9W6JoilDSnj5a+cyfpAhRnx41gg+HH2KXFMjIkQ6mFEqHzptONeeOSa3g0mT3qiO4fWoXs0Nfe/Oi62Sn0L/Rmv9uFLqKWABMDzaXAPcrrV2L1kkCIIg9BtOihrdZwqpjiEihHCC0BYMJ02T6I8opTh/irt3RbpMGDyg+4OEHnOoyaiWcs6kyhyPJH2OxRMi09hNLwUhKjY8ketxCIIgCMcXy24/P6Vy5EJ6iAghnBC0B8MUiAgh9GG+cN4EhpYWcMWM4d0ffJxSVujnSGuwVyIhBCEXKKUe0VrfkOtxCIIgCLkhnfTPntKfS5IeHzXgBCFN2oORBGM/QehLjBpYyFcumNinF/DDohN3f55UhT7PL3M9AEEQBOHERtIxRIQQThAkHUMQco9piHq0retqNIJwvKK1XpXrMQiCIAjCiY6kY2SZUESzes9R3t3dwPt7jvLAR2fkekgnBO0iQghCzrnnqulUleQzb8KgXA9FEJKilCoFbgeuAgZjGJQfBP4F3K+1PpLD4QmCIAj9BN2P62OICJFFth5q5pbFbRx5canVds9V01EK8nyygE6HDknHEIScU1EU4Lsf6BsVZIR+zV+AV4FqrfUBAKXUEODT0X0X53BsgiAIwgmOQvIxZNWWRR5bup2mTs3Vs0dYbTf/8R1m3v0Sv1+2I2fjciMS0Zz/YA2/XrKNLQebcj2cbpF0DEEQBCFFxmitf2gKEABa6wNa6x8Co3M4LkEQBEHoF4gIkUWOtAUZVKi494Mnc+FJgwF4eX0tLZ1hHnxxE0daE/OoQ+FItocJwM76VrYdbuH7z6znwodeY2N9mC/+3yrG3PYM9z27nqNtwYxef3d9Kw+9uJFwJLUwJamOIQiCIKTITqXUN5VSVh1jpVSVUupWYHcOxyUIgiD0I/qzkbeIEFmkpSNEvlfh93p45FOzLRM3gKb2IF/+0zvsrGth0YaDPLp0Oz99ZTOTvv0cT7+/r9fHsvdIm6vAsW5fI//76mbW7Wt0tP9xQyfPrjYeGj3y2jZ++srmLvvfeqiZn7yyGd3N/64/r9zFu7sT02/veHI1P3l1C2/vakjYt+1QM1sONvN/y3da/beHJBJCEARBSIlrgIHAYqVUvVKqHqgBKoCrczkwQRAE4cRHqmOIJ0RWaekIkR/9xD0exa+unc2FDy1mctUA5k2s5NGl2znvgZqE827+4zvsrGvlnImVvLbpEFeeOpyRFYUpXTMUjtDSEaa00I/WmqaOEC+treXrf32Pq04dxrhBxXgU7Kpv5YcfPoWrf7mM5o4QV8wYBsCzXzmHO59aw8odDXgU/OH60/nEr5c7hIO1+47y91V7+ey8MYwoN8Z17aMr2HukjeaOEP94ey/Xnjma4WUFnDl+IJ2hCM+s3s+1Z47m1r+vBqDmlmrueXod8yZW8snTR9MQjQq56fer+P31p/Ovd/dy2qgyFkwbwvk/Wmxd+y8rd9MWDLO7vo0Pnpq9ur6CIAhC30Rr3QDcGv2HUuoKrfVTuR2VIAiC0J8pye9fy/L+9W57gX1H2jjSGmTqsJIen9vSESbfG5O+xg8q4gcfOpmLplZRWZzHZacM5Z1dRwj4PNQebWfJ5kMUBnws21bHAy9s5IEXNgLw6NLt/Pa6uXSEIjz00kbqmju5deEU1u9v5KrThrNm71HueXodp40u58DRdlbtbGDumAre3XOEzlAs+uGf7zojLN7ZdYTmjhAAT723j7PGD2TqsBKGlBYADXzy9NGcNaGSa88czd9X7WFzbRO76lt56KVNrN3XyGOvb+eqU4fx7u4j7D3SBhhREwAPvbQp4fN4bdMha7v6wRoAXtlwkPuf20BHdJx1LZ1c+pMl1nFfqB7v6OO9PUet7fMmD07tFyEIgiAIMb4PiAghCIIgZBUzXnz5HRf0u4huESF6SPUDNXSGI+y4/7Ien9vSGaIkEHutlOLjc0dZr2eOKmfmqHLr9S0LJhOOaB54YSO/WLyVCYOLeejqGVzxv69z5cOvO/r+3O/eAuC1zYc40NjOvqPt7Hv8sykUAAAai0lEQVR/v7V/xY56a/sTp4/i9kumcMtf3+OFtbWcOW4gy7bVsflgMzNGlvFeNMrhkulDALj2zNHUHzrIbZdMAeCciYP43bKdXPTj16w+PQoiOiZszBhZRkm+jyWbDyf9PJZvr8ej4Nn/PId/vrOPXyzeCkBHKMKHZ47gjkun8NFfLmPboRbrnJ/XGMf83+dOZ09DKzvqWvn7qj18dt5YZo4qS3otQRAEQUiCBMYKgiAIOaOqJD/XQ8g6IkL0kM6oj0L7MVRjaOkIkV/Qs3sdr0dx2yVTOH/KYKYNK6Eoz8fVs0fwl7f2OI67aGoV2w41s3KH4aHw/aumUz15EOc9UGOZOz72mdl0hjQLo+LCLz81G601SilW7axnRHkhVSX5LNp4kFfW1/KxqEAyZ0wFnz8lj6I8489l/uRBVE8exLp9jRxs6mDasBL+fOOZ+DyKR5du59dLtvH76+eydm8jAa+H688Zy93/XseGA0aVjT9cfzo/fH4Dm2qbePWWaoaXFXDbJSUMyPfxwAsbefP2CxhSavxnfOzTc/jjil185YKJNLeH+PPK3fz45U1MHVrC2RMqAbh14ZQefaaCIAiCYKMfW4MJgiAI2Wb8oGKWbD5MeaE/10PJGSJCHCO76luZVDWgR+e0dITJ9x3bA5e5Yyus7buvnM7XLppMZyhCWZGfxrYgI8oLaWwPsnJ7PWMqixg/qBiArfddyotrDzBqYCFThiSmkKioM8qs0bH+508ezPwuUht8Xg+/vW4ugCVimHxp/gS+NH8CAGeOH8iZ4wcC8Nx/nsPY25/lAzOGMW9iJaePO4ujbUEqi/Osc79w3niunj2SQQNibWMqi7jj0pMAKM7z8Z8XTuSGc8dREOhfIUuCIAiCIAiCIPR9br/UeMB8yoj+G8UtIsQx8vbOhqQiRGcoQmc4QnFe7OMNRzRtwTB53vQVr3y/lyGlsUV4Sb7f+nnBSVUJx188bUja10yGStHeVSnFmrsWkO8zCrL4vR6HAAGGWaddgEiGCBCCIAiCIAiCIPRF8nxezp00KNfDyCkiQvQAe7nJ2/6xms0HmwlHNAUBL7WN7bQHwzz8iZl88f9W8fqWOtbctQAF/Pv9fcyIKl3HGglxImAXZQRBEAThOKE21wMQBEEQhP5E1laFynhkPhcYHm3aC6zQ9pV9FmkPhtld39qjc1o7wwBcd/YYlm2t49Gl2xOO+f/t3XuQZnV95/H3B2YMThAQxAkEcXS5qQmCjLLEMjVEECQG1MRFkiyYdSXZrLpsdhMw1m40eMEkWqtJuZupMkLihoFERWISmHgZFF0ucnUZGMkiV+U2g+CIGpj57B/PGWia7n665/I759v9eVU9Rfc5T/e8+fWvzjl1nvOc5xc/djlrv/sIACd89Kv8+PFN3L7+yX9n959YuCchIiIihsb2sX03RERELCRNTkJIeg3wceBWRicfAPYDDpD027ZXt+iY6I71j3Lc//jK+CdO4fD9n83vn/Aivnjz/Ty2aTOLdxb3Pvwjrvz2Bn742CYOXLovd254lIcffQyAVx34HHbbZTG7PXMRr9hj/fb834iIiIiIiIgCluRt5UC7KyE+Chxj+/aJCyW9APgH4EXT/aCk04HTAZYuXcqaNWsA2Lhx4xNfb41HHzO//dLx9x+YbNFOsGT9Or721W+xC7DlA1WWAcv2m/DEJ27DIOCH3QM2bvzBNnX3ZVvHuw8VmyHdrVXsrtgM6Y6IiIiF6yu/ezS77pK3p0O7kxCLgLunWH4PMOOdGm2vBFYCLF++3CtWrABgzZo1bPl6a52wTT+9dbZHdx8qdldshnS3VrG7YjOkOyIiIhau/fda0nfCYLQ6CfEXwNWSVgF3dcueB7wZ+ESjhoiIiIiIiIjoUZOTELY/KOlzwInAUd3ie4Bfs722RUNERERERERE9KvZm1K6kw1rJe3Zfb+h1b8dEREREREREf3bqcU/Iml/Sask3Q9cCVwl6f5u2bIWDRERERERERHRryYnIYALgM8C+9g+0PYBwD7ARcCqRg0RERERERER0aNWJyGeY/sC25u2LLC9yfYqYK9GDRERERERERHRo1b3hLhG0seB83jqp2OcBlzXqCEiIiIWOElvAC6zvUHS3sCHgcOBtcB/sT3VR4oj6XTgdIClS5eyZs0aADZu3PjE15Wku52KzZDu1ip2V2yGdA9Bq5MQpwJvBd4L/HS37G7g78hHdEZEREQ777f94u7rPwOuAH4fOAb4JHDsVD9keyWwEmD58uVesWIFAGvWrGHL15Wku52KzZDu1ip2V2yGdA+BbPfdMGuSHgDu6L59DvBgjzlbK93tVGyGdLdWsbtiM6R7R3q+7b37jqhA0jrbB3dfX2P7iAnrrrd92Cx+R45H+lOxu2IzpLu1it0VmyHdO9KsjkeafUTndCS9zvbnZ/Pcif9Dkr5he/mOK9sx0t1OxWZId2sVuys2Q7pjMNZI+kPgg93Xb7D9WUlHAw/P5hfkeKQ/FbsrNkO6W6vYXbEZ0j0ErW5MOZOX9x0QERERC8bbgc3AOuBNwKclfR94G/Bv+wyLiIhYCJpdCSHpEOAknrwnxD3Axbb/oFVDRERELGy2HwPeA7xH0u7AItvr+62KiIhYOJqchJB0JnAKsAq4qlu8H3C+pFW2z9mKX7tye/U1lu52KjZDulur2F2xGdIdA9GdfDie7oURSfcAl9r+3lb8uqrzI93tVGyGdLdWsbtiM6S7d01uTCnpW8BLulcfJi5/BnCT7QN3eEREREQseJJOBf4AWM3oqkwYvTByLPBe23/ZV1tERMRC0OrtGJuBfXnyTtJb7NOti4iIiGjh3cARk696kPRs4EogJyEiIiJ2oFYnIc4AvijpVuCubtn+wAGMbhAVERER0YKAqS4D3dyti4iIiB2oyUkI25dIOgh4BU+9MeXVtje1aIiIiIgA3g9cK2k1T31h5Fjg7N6qIiIiFogm94SIiIiIGIrurRfH8dQXRi61/VB/VREREQvDTn0HROwo3Q1RI2ZF0n/vu2G2JH2p74ZxJH1E0iv77pgrSYsk/aakSyTd2D3+UdJvSVrcd19sH7Yfsr3K9oe7x6qcgIgdJccjMRc5Htm+cjwyTCWuhJD0GeAzwEW2N/bdM1vdR4C9C3g98FxG70G9H/gccM5WfhRYrySttH163x2TSfo+T77Hd8t7epcAjwK2vVsvYWNkbg+HpDtt7993x2SSbpy8CDgIWAdg+9DmUbMg6QFGNyPeG7gAON/2df1WjSfpfOB7wHnA3d3i/YDTgD1tn9xXW+x44/Zx2WYPR45Htq/M7eHI8cj2leORYWp1Y8ptdSSjG0Z9TNIXgPOBv7f9L/1mjXUh8CVghe17AST9FKPJcyHwmh7bpiVpz+lWASe0bJmDTwJ7AL9r+z4ASd+2/YJ+s8bK3G5I0iPTrQKe2bJlDm4HHgHeB/yQUetXgV/qsWk27ra9vLsf0MnApyTtzGiOn297qK8MHmH7oEnL7gauyKuZC8Kfj1mfbXZDOR5pKnO7oRyPNJXjkQGqciXEdbYPl7QbcBJwCvBy4POMJs/qXgOnIWmd7YPnuq5vkjYxOmM48S7h7r7/advP6CVsDElHAH8MXAT8GfDPtl/Yb9XMMrfbknQn8PItB4aT1t1l+3k9ZI0l6Q3Afwb+xPbFkm4rMLevtf2yScsOZTTH32T7gH7KZibpCuDDwKdtb+6W7QS8Cfgd20f22Rf9yja7rRyPtJO53VaOR9rJ8cgwVbknhAFsP2L7r2yfABzC6PO8z+q1bGZ3SPo9SUu3LJC0VNKZPHlH7iG6jdEZ5RdMeLywO4v/tI3lUNi+Bjim+/YyYJcec2Yrc7utvwSeP826v24ZMhe2Pwu8Flgh6XPAIA+8J3naRx3avtH2u4a6w++8GfgV4D5J3+pebbgXeGO3LoqTtLukcyTdImmDpPWSbu6W7THmx7PNbivHI+1kbreV45F2cjwyQFWuhPiK7Z/vu2OuNLr79lmMzig/t1t8H3Ax8CHbG/pqm4mk/whcbvuGKda9w/af9pA1J5L2AQ63/Q99t8wkczvmStJLgaNs/6++W2YiaddK7yueiqS9AGyv77slth9JlzK6fPu8KS7ffrXtaS/fzja7rRyPtJO5HXOV45F25uPxSImTEBGzIekQRjuhiR+5drHtm/uriqHpbmJ1PE//aL7B3ryqYjPU7Z6OpGNt/1PfHbFtql6+HXXkeCRmo+I+smIz1O2eznw4HqnydgwkHSLpTEkf6x5nSnpR311bS9Jv9N0wk2rj3V12t4rRJVdXdQ8B50sa8mWE5cZ6nCHPbUmnAtcCKxjdrXwJcDRwTbducCo2Q93uMT7Rd0BsF9t0+Xa22W1VG+8cjwzHkOd2xX1kxWao2z1G+eOREldCdBv0Uxht1Cd+RMmbgVW2z+mrbWtpoB+/AzXHu3uf1EtsPzZp+TOAm2wf2E/ZzCqO9TgDn9vrgCMnn/nuLue8coq7EPeuYjOU7r54ulXAL9j+yZY9sf1ty+Xb2Wa3VXG8czwyHAOf2+X2kRWboXT3vD4eqfIRnW9l6g36R4CbgEFuGPX0z9N9YhWwdJp1Q1BxvDcD+zK6i/ZE+3TrhqriWFee2+LJz2+faDNT3LhoICo2Q93uVwG/Dkx+/6iAV7TPie3N9kPAmd0DSSfanu5gb7Jss9uqON45Hmmo8NyuuI+s2Ax1u+f18UiVkxBVN+hLgeOAhyYtF/D19jmzVnG8zwC+KOlWnrycdn/gAODtvVWNV3Gsoe7cfj9wraTVPHWeHAuc3VvVzCo2Q93uK4BHbV82eUX3akrMP+9jdBXEbGSb3VbF8c7xSFtV53bFfWTFZqjbPa+PR6q8HeN4Rp+zPOUG3fYlfbXNRNIngE/avnyKdX9t+1d7yBqr8HjvxOjM4MSbzlxte1N/VTMrPNYl5zY8cfndcTz95kSTD2AGo2Iz1O2OhUXSN23/7Cyfm212Q4XHO8cjjVSd21BzH1mxGep2z2clTkJAzQ16ZfNhvCWdbntl3x3jzIexrkzS62x/vu+OuajYDOmOYZJ0o+1D5/D8bLMbmg/jneORmI2K+5qKzZDuIShzEmKyKhv0ydLdjqRrbb+s7465qjjWULq73Dyp2AzpjmGa60mIKX6+6rYv3Y1U3YZUHGso3V1unlRshnQPQZmP6JzCb/UdsJXS3c6QbzYzk4pjDXW7K86Tis2Q7pifqm770t1O1W1IxbGGut0V50nFZkh37yqfhKj6R0h3O7/Ud8BWqjjWULf7N/sO2AoVmyHdMUz3bePPV932pbudHI+0VbW74r6mYjOku3eV346xn+27xz9zWNK9Y0h6J/BZ23eNffLADX2sp1Ohu/uc9jcD37H9BUm/CvwccDOwcvJHkw1BxWZIdywcFbZ9U0n3jpHjkf5V6K64r6nYDOkeqhInISQdCdxs+xFJzwTOAl4GrAU+YPvhXgOnUbi73A5U0sPAD4D/B5wP/I3tB/qtGq/iWEPp7v/N6KOJlwDfA3YFPgO8mtH28LQe86ZUsRnSHfNT4f161e5y+5ocj7RVuLvcvqZiM6R7qKqchLgJeKntxyWtBB4F/pbRH+Gltt/Ya+A0CneX24FKug44AjgGOBk4EbiGUf9nbH+/x7xpVRxrKN19o+1DJS1idNfvfW1vkiTghm25Od2OUrEZ0h3zU+H9etXucvuaHI+0Vbi73L6mYjOke6iq3BNiJ9uPd18vt32G7cttvxd4YZ9hY1Ttvg3YDzib0Y50raRLJJ0m6Vn9pk3LtjfbXm37rcC+wMeB4xn9/wxVxbGGut07dZe3PYvRmeXdu+U/ASzurWpmFZsh3TE/Vd2vV+2uuK/J8UhbVbsr7msqNkO6B2lR3wGz9H8l/YbtTwI3SFpu+xuSDgKG/H6Yqt22vRlYDayWtBh4LXAK8CfA3n3GTeMpNyHq3id1MXCxpCX9JM1KxbGGut2fAG4BdgbeDfyNpNuAfw2s6jNsBhWbId0xP1Xdr1ftrrivyfFIW1W7K+5rKjZDugepytsxdgc+CrwKeJDR+xjv6h7vtH1Dj3nTKtx9ne3Dp1m3xPajrZvGkXSQ7W/13TFXFcca6nYDSNoXwPZ3JO3B6JLZO21f1W/Z9Co2Q7pj/im8X6/aXW5fk+ORtqp2Q819TcVmSPcQlTgJsYWk3YAXMLqC427b2/qxWk1U6666A52OpF1tb+y7YypVx7pq90yGPE+mU7EZ0h31Vduvb1Gte77ta4a8Dak61lW7ZzLkeTKdis2Q7j6VOgkxlap/hHS3I+lO2/v33TFXFccaSneXmycVmyHdMT8V3valu5Gq25CKYw2lu8vNk4rNkO4+VbknxEzWAhX/COnejiT9znSrGH2kTUWDHOtZGGx3xXlSsRnSHQvSYLd9Y6R7O5qn25BBjvUsDLa74jyp2AzpHqoSJyGq/hHS3dQHgD8GHp9i3WA/BaboWJftpuY8qdgM6Y55qOq2L91NldyGFB3rst3UnCcVmyHdg1TiJAR1/wjpbuda4CLb10xeIenf99AzWxXHGup2V5wnFZsh3TE/Vd32pbudqtuQimMNdbsrzpOKzZDuQSpxTwhJXwfeMc0f4S7bz+sha6x0tyPpYGCD7QemWLd0qDffqjjWULq73Dyp2Azpjvmp8LYv3Y1U3YZUHGso3V1unlRshnQPVZWTECX/COmOcaqOddXuiIhtUXXbl+4Yp+pYV+2OWOhKnISIGEejz0B/F/B64LmAgfuBzwHn2P5ej3kxEBXnScVmSHdELEzZhsRsVJwnFZsh3UM15PdKPUHS7pLOkXSLpA2S1ku6uVu2R99900l3UxcCDwErbO9pey/g6G7Zhb2WzaDoWJftpuY8qdgM6Y55qOq2L91NldyGFB3rst3UnCcVmyHdg1TiSghJlwJfAs6zfW+37KeA04BX235Nn33TSXc7ktbZPniu6/pWcayhdHe5eVKxGdId81PhbV+6G6m6Dak41lC6u9w8qdgM6R6qKichSv4R0t2OpNXAFxjthO7rli0F3gIca/uYHvOmVXGsoXR3uXlSsRnSHfNT4W1fuhupug2pONZQurvcPKnYDOkeqhJvxwDukPR73cADoz+CpDOBu3rsGifd7ZwM7AVcJukhSRuANcCewL/pM2yMimMNdbsrzpOKzZDumJ+qbvvS3U7VbUjFsYa63RXnScVmSPcgVbkS4tnAWcBJwFJGN+a4D7gY+JDtDT3mTSvdbUk6BNgPuML2xgnLj7d9SX9l0ys81iW7oew8KdcM6Y75p+q2L91tVdyGFB7rkt1Qdp6Ua4Z0D5LtEg/gEOAYYNdJy4/vuy3d/T+AdwLrgIuA24GTJqy7tu+++TTWlbsrzpOKzenOYz4/Km770t20t+w2pNpYV+6uOE8qNqd7uI/eA+bzHyHdTZu/uWXnAywDvgH8p+776/rum09jXby73Dyp2JzuPObro/C2L93tmktuQyqOdfHucvOkYnO6h/tYRA1vA46wvVHSMuBvJS2z/VFAvZbNLN3t7OTuMiXbt0tawaj7+Qy3GWqONdTtrjhPKjZDumN+qrrtS3c7VbchFcca6nZXnCcVmyHdg1TlxpRP+SMAK4DXSvoIw/4jpLud+yQdtuWbrv91wHOAn+2taryKYw11uyvOk4rNkO6Yn6pu+9LdTtVtSMWxhrrdFedJxWZI9yBVOQlR9Y+Q7nZOBe6duMD247ZPBX6+n6RZqTjWULe74jyp2Azpjvmp6rYv3e1U3YZUHGuo211xnlRshnQPUpVPx9gPeNz2vVOse6Xtr/WQNVa6Y5yqY121OyJiW1Td9qU7xqk61lW7Ixa6EichIiIiIiIiIqK+Km/HiIiIiIiIiIjichIiIiIiIiIiIprISYiI4iS9W9JNkm6UdL2kI7vlZ0ha0nffFpJWSPr8mOccJumEVk0RERGxfeR4JCJmKychIgqTdBSju0C/zPahwDHAXd3qM4Apd/qSdm5TOGeHAdnpR0REFJLjkYiYi5yEiKhtH+BB2z8GsP2g7e9IeiewL/BlSV8GkLRR0ocl3QAcJekISZdJukbSpZL26Z73NklXS7pB0qe3vHoh6VxJ/1PSFZJu615J+AtJN0s6d6o4ScdLukXStcAbJyx/haT/I+k6SV+XdLCkZwB/CJzcvYJysqSf7P6Nq7rnnrTjhjIiIiK2Uo5HImLW8ukYEYVJ2hW4nNErDF8ALrB9WbfudmC57Qe77w2cbPtCSYuBy4CTbD8g6WTgONv/TtJettd3P/M+4D7bf9rt2HcBTgFOBP4KeCVwE3A18Fbb109o2wW4FfgF4J+BC4Altl8naTfgUduPSzoG+A+2f1nSW7rmt3e/4wPAWtufkrQHcBVwuO0f7IjxjIiIiLnL8UhEzMWivgMiYuvZ3ijpCOBVwNHABZLOsn3uFE/fBHy6+/pg4GeAf5IEsDPw3W7dz3Q7+z2AXYFLJ/yOv7NtSd9kdDDwTQBJNwHLgOsnPPcQ4Nu2b+2e8yng9G7d7sB5kg4EDCye5n/xNcCJkv5r9/0uwP7AzdMOSkRERDSV45GImIuchIgozvYmYA2wptsZnwacO8VTf9Q9F0DATbaPmuJ55wKvt31D90rAignrftz9d/OEr7d8P5ftydnAl22/QdKyrn8qAn7Z9ro5/O6IiIhoLMcjETFbuSdERGHdexcPnLDoMOCO7uvvA8+a5kfXAXtrdCMpJC2W9JJu3bOA73aXSP7aNuTdAiyT9K+670+ZsG534J7u67dMWD65+VLgHepeHpF0+Db0RERExA6Q45GImIuchIiobVdGlxGulXQj8GLgPd26lcAlW24ENZHtfwF+BfhQd2Oo64Gf61b/N+BK4GuMdtxbxfaPGF3u+PfdjaDun7D6j4APSrqOp75i8WXgxVtuBMXoFYrFwI3dJZZnb21PRERE7DA5HomIWcuNKSMiIiIiIiKiiVwJERERERERERFN5CRERERERERERDSRkxARERERERER0UROQkREREREREREEzkJERERERERERFN5CRERERERERERDSRkxARERERERER0cT/Bz4ZYlZBc3EoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x2160 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generate time-series plots\n",
    "fig, ax = plt.subplots(n_clusters + 1, 2, figsize=(18, 30), sharex=True)\n",
    "\n",
    "ax[0, 0].plot(dates, grouped_playlists_data['streams'].mean())\n",
    "ax[0, 0].set_title('Streams')\n",
    "for i in range(1, n_clusters + 1):\n",
    "    ax[i, 0].plot(dates, grouped_playlists_data['num_playlists_{}'.format(i)].mean())\n",
    "    ax[i, 0].set_title('Number of playlists in cluster {}'.format(i))\n",
    "ax[n_clusters, 0].set_xlabel('Stream date')\n",
    "ax[n_clusters, 0].tick_params(labelrotation=90)\n",
    "\n",
    "ax[0, 1].plot(dates, grouped_playlists_data['diff_streams'].mean())\n",
    "ax[0, 1].set_title('Difference in streams')\n",
    "for i in range(1, n_clusters + 1):\n",
    "    ax[i, 1].plot(dates, grouped_playlists_data['diff_num_playlists_{}'.format(i)].mean())\n",
    "    ax[i, 1].set_title('Difference in number of playlists in cluster {}'.format(i))\n",
    "ax[n_clusters, 1].set_xlabel('Stream date')\n",
    "ax[n_clusters, 1].tick_params(labelrotation=90)\n",
    "\n",
    "for axis in ax.flat:\n",
    "    axis.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below are the scatterplots. As expected, the correlations with groups of more popular playlists are higher than those with groups of less popular playlists, and the most popular group has the highest correlation of all. However, it's still not greater than the correlation of streams with the overall number of playlists computed above. Notice that clusters 2 and 4 reduce the extent of the vertical and horizontal bands observed in previous scatterplots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1728 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generate scatterplots\n",
    "fig, ax = plt.subplots(int(np.ceil(n_clusters/2)), 2, figsize=(18, 24))\n",
    "\n",
    "diff_streams = playlists_data['diff_streams']\n",
    "\n",
    "for idx, axis in enumerate(ax.flat):\n",
    "    if idx < n_clusters:\n",
    "        diff_num_playlists = playlists_data['diff_num_playlists_{}'.format(idx + 1)]\n",
    "        \n",
    "        cross_corr = pd.concat(\n",
    "            [diff_num_playlists, diff_streams], axis=1).corr()['diff_streams']['diff_num_playlists_{}'.format(idx + 1)]\n",
    "        \n",
    "        axis.plot(diff_num_playlists, diff_streams, '.')\n",
    "        axis.set_xlabel('Difference in number of playlists in cluster {} at time t'.format(idx + 1))\n",
    "        axis.set_ylabel('Difference in streams at time t')\n",
    "        axis.set_title('Cross-correlation = {:.5f}'.format(cross_corr))\n",
    "        axis.set_xlim([-20, 20])\n",
    "        axis.set_ylim([-15000, 15000])\n",
    "        axis.grid(True)\n",
    "    else:\n",
    "        axis.set_axis_off()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below are the results of hypothesis testing on the individual variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results for cluster 1\n",
      "\n",
      "Test Multiple Comparison ttest_ind \n",
      "FWER=0.05 method=bonf\n",
      "alphacSidak=0.01, alphacBonf=0.008\n",
      "=============================================\n",
      "group1 group2    stat   pval pval_corr reject\n",
      "---------------------------------------------\n",
      "  0      1    -423.5092 0.0     0.0     True \n",
      "  0      2     -61.0828 0.0     0.0     True \n",
      "  0      3     -8.2601  0.0     0.0     True \n",
      "  1      2     -29.0861 0.0     0.0     True \n",
      "  1      3    -305.9494 0.0     0.0     True \n",
      "  2      3     -45.0732 0.0     0.0     True \n",
      "---------------------------------------------\n",
      "\n",
      "\n",
      "Results for cluster 2\n",
      "\n",
      "Test Multiple Comparison ttest_ind \n",
      "FWER=0.05 method=bonf\n",
      "alphacSidak=0.01, alphacBonf=0.008\n",
      "=============================================\n",
      "group1 group2    stat   pval pval_corr reject\n",
      "---------------------------------------------\n",
      "  0      1     -15.5048 0.0     0.0     True \n",
      "  0      2    -251.8588 0.0     0.0     True \n",
      "  0      3      -6.522  0.0     0.0     True \n",
      "  1      2     -105.358 0.0     0.0     True \n",
      "  1      3     -22.2069 0.0     0.0     True \n",
      "  2      3    -349.2704 0.0     0.0     True \n",
      "---------------------------------------------\n",
      "\n",
      "\n",
      "Results for cluster 3\n",
      "\n",
      "Test Multiple Comparison ttest_ind \n",
      "FWER=0.05 method=bonf\n",
      "alphacSidak=0.01, alphacBonf=0.008\n",
      "============================================\n",
      "group1 group2   stat   pval pval_corr reject\n",
      "--------------------------------------------\n",
      "  0      1    -368.94  0.0     0.0     True \n",
      "  0      2    -50.5415 0.0     0.0     True \n",
      "  0      3    -7.9598  0.0     0.0     True \n",
      "  1      2    -35.2157 0.0     0.0     True \n",
      "  1      3    -328.482 0.0     0.0     True \n",
      "  2      3    -45.2606 0.0     0.0     True \n",
      "--------------------------------------------\n",
      "\n",
      "\n",
      "Results for cluster 4\n",
      "\n",
      "Test Multiple Comparison ttest_ind \n",
      "FWER=0.05 method=bonf\n",
      "alphacSidak=0.01, alphacBonf=0.008\n",
      "=============================================\n",
      "group1 group2    stat   pval pval_corr reject\n",
      "---------------------------------------------\n",
      "  0      1    -582.6305 0.0     0.0     True \n",
      "  0      2     -74.118  0.0     0.0     True \n",
      "  0      3     -11.0774 0.0     0.0     True \n",
      "  1      2     -75.7367 0.0     0.0     True \n",
      "  1      3    -413.2913 0.0     0.0     True \n",
      "  2      3     -52.2503 0.0     0.0     True \n",
      "---------------------------------------------\n",
      "\n",
      "\n",
      "Results for cluster 5\n",
      "\n",
      "Test Multiple Comparison ttest_ind \n",
      "FWER=0.05 method=bonf\n",
      "alphacSidak=0.01, alphacBonf=0.008\n",
      "=============================================\n",
      "group1 group2    stat   pval pval_corr reject\n",
      "---------------------------------------------\n",
      "  0      1    -304.3307 0.0     0.0     True \n",
      "  0      2     -48.9748 0.0     0.0     True \n",
      "  0      3     -7.4368  0.0     0.0     True \n",
      "  1      2     -43.5982 0.0     0.0     True \n",
      "  1      3    -262.0327 0.0     0.0     True \n",
      "  2      3     -41.9771 0.0     0.0     True \n",
      "---------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# perform hypothesis testing, taking into account multiple comparisons\n",
    "for i in range(n_clusters):\n",
    "    bin_labels = pd.cut(playlists_data['diff_num_playlists_{}'.format(i + 1)], bins=4, labels=range(4))\n",
    "\n",
    "    sumtab = multicomp.MultiComparison(\n",
    "        playlists_data['diff_streams'], bin_labels).allpairtest(weightstats.ttest_ind, alpha=alpha)[0]\n",
    "\n",
    "    print('Results for cluster {}\\n'.format(i + 1))\n",
    "    print(sumtab)\n",
    "    \n",
    "    if i != n_clusters - 1:\n",
    "        print('\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, these are the results of linear regression. As a sanity check, the size of the regression coefficients roughly corresponds to how popular the group of playlists is. However, there is no improvement in adjusted R-squared, AIC, and BIC compared to the simpler models above. Of course, clustering on other, more detailed metrics (for example, ones that vary by time or by user) might lead to better performance, but this preliminary analysis shows it might not make much of a difference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:           diff_streams   R-squared:                       0.054\n",
      "Model:                            OLS   Adj. R-squared:                  0.054\n",
      "Method:                 Least Squares   F-statistic:                 7.886e+04\n",
      "Date:                Wed, 14 Nov 2018   Prob (F-statistic):               0.00\n",
      "Time:                        12:23:57   Log-Likelihood:            -3.9286e+07\n",
      "No. Observations:             6890709   AIC:                         7.857e+07\n",
      "Df Residuals:                 6890703   BIC:                         7.857e+07\n",
      "Df Model:                           5                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "========================================================================================\n",
      "                           coef    std err          t      P>|t|      [0.025      0.975]\n",
      "----------------------------------------------------------------------------------------\n",
      "const                    0.0148      0.028      0.537      0.591      -0.039       0.069\n",
      "diff_num_playlists_1    28.1548      0.155    181.363      0.000      27.851      28.459\n",
      "diff_num_playlists_2    24.9906      0.112    223.874      0.000      24.772      25.209\n",
      "diff_num_playlists_3    26.5062      0.129    205.386      0.000      26.253      26.759\n",
      "diff_num_playlists_4    52.2193      0.131    398.817      0.000      51.963      52.476\n",
      "diff_num_playlists_5    21.9875      0.100    220.201      0.000      21.792      22.183\n",
      "==============================================================================\n",
      "Omnibus:                 10517262.324   Durbin-Watson:                   1.975\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):   27278306659813.840\n",
      "Skew:                          -7.306   Prob(JB):                         0.00\n",
      "Kurtosis:                    9750.245   Cond. No.                         5.67\n",
      "==============================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "# perform linear regression\n",
    "Y = playlists_data['diff_streams']\n",
    "X = playlists_data[\n",
    "        ['diff_num_playlists_1', 'diff_num_playlists_2', 'diff_num_playlists_3', 'diff_num_playlists_4',\n",
    "         'diff_num_playlists_5']]\n",
    "\n",
    "diff_num_playlists_groups_model = sm.add_constant(X)\n",
    "\n",
    "linear_model_groups = sm.OLS(Y, diff_num_playlists_groups_model)\n",
    "\n",
    "res = linear_model_groups.fit()\n",
    "\n",
    "print(res.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. The number of playlists a track gets streamed on is as good a predictor of streams as metrics based on popularity. Therefore it might only be necessary to keep track of that number and not worry about other metrics like daily streams or followers.\n",
    "\n",
    "2. Breaking up the playlists into different groups doesn't improve the model, although other, more elaborate clustering schemes can be explored.\n",
    "\n",
    "3. Position on a playlist might help to resolve some of the behavior seen in the scatterplots (i.e., the vertical band when difference in playlists is zero). This data will be analyzed once available."
   ]
  }
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