model-22-predict-lgb-wo-per-area-long-2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import time\n",
    "import pickle\n",
    "import itertools\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import lightgbm as lgb\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.metrics import mean_absolute_error\n",
    "from utilities import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_name = 'model-22-lgb-wo-per-area-long-2'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "is_log_target = True\n",
    "is_per_area_target = False\n",
    "\n",
    "map_target = {\n",
    "    (True, True):   'log_per_area_total_price',\n",
    "    (True, False):  'log_total_price',\n",
    "    (False, True):  'per_area_total_price',\n",
    "    (False, False): 'total_price'\n",
    "}\n",
    "col_target = map_target[(is_log_target, is_per_area_target)]\n",
    "\n",
    "#cols_feats_add = ['encoded_latlon', 'building_per_land_area'] # add feats into model\n",
    "cols_num_add = ['building_per_land_area']\n",
    "cols_cat_add = ['encoded_latlon']\n",
    "\n",
    "#cols_feats_rm = [] # TODO: implement before using it\n",
    "#['day_in_year_txn_dt', 'day_in_year_building_complete_dt', 'dt_diff_building_complete_dt_txn_dt'] # dt num feats\n",
    "#['dow_txn_dt', 'dow_building_complete_dt', 'month_txn_dt', 'month_building_complete_dt',\n",
    "# 'quarter_txn_dt', 'quarter_building_complete_dt', 'year_txn_dt', 'year_building_complete_dt'] # dt cat feats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def pre_processing(df, cols_num, cols_cat): #, cols_feats\n",
    "    # Convert types\n",
    "    df[cols_num] = df[cols_num].astype('float32')\n",
    "    \n",
    "    # generate target\n",
    "    if 'total_price' in df:\n",
    "        df['total_price'] = df['total_price'].astype('float32')\n",
    "        df['log_total_price'] = np.log1p(df['total_price'])\n",
    "        df['per_area_total_price'] = df['total_price'] / df['building_area']\n",
    "        df['log_per_area_total_price'] = np.log1p(df['per_area_total_price'])\n",
    "        df['target'] = df[col_target]\n",
    "\n",
    "    # generate lat/lon encoded\n",
    "    kmeans = pickle.load(open('./object_kmeans_k6_combined.pkl', 'rb'))\n",
    "    df['encoded_latlon'] = kmeans.predict(df[['lat','lon']])\n",
    "    \n",
    "    # generate dt feats\n",
    "    df = create_dt_feats(df, 'txn_dt')\n",
    "    df = create_dt_feats(df, 'building_complete_dt')\n",
    "    df['dt_diff_building_complete_dt_txn_dt'] = df['txn_dt'] - df['building_complete_dt']\n",
    "    \n",
    "    # generate building to land ratio\n",
    "    df['building_per_land_area'] = df['building_area'] / df['land_area']\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from feature_engineering import CategoricalColumnsEncoder\n",
    "from feature_engineering import TargetMeanEncoding\n",
    "from feature_engineering import MultiLabelEncoding\n",
    "\n",
    "class FeatureEngineering():\n",
    "    def __init__(self, cols_num, cols_cat, cols_feats, col_target, n_ran_encode=4):\n",
    "        # cols\n",
    "        self.cols_num = cols_num\n",
    "        self.cols_cat = cols_cat\n",
    "        self.cols_feats = cols_feats\n",
    "        self.col_target = col_target\n",
    "        \n",
    "        # Numbers\n",
    "        self.n_ran_encode = n_ran_encode\n",
    "        \n",
    "        # encoders\n",
    "        #self.tar_encoder = TargetMeanEncoding(col_target = self.col_target)\n",
    "        #self.ran_encoder = MultiLabelEncoding(self.n_ran_encode)\n",
    "        self.cat_astyper = CategoricalColumnsEncoder(mode='pandas')\n",
    "        \n",
    "    def fit_transform(self, df):\n",
    "        df = df.copy()\n",
    "#        encoded1 = self.tar_encoder.fit_transform(df[self.cols_cat], df[self.col_target])\n",
    "#        encoded2 = self.ran_encoder.fit_transform(df[self.cols_cat])\n",
    "        self.cat_astyper.fit_transform(df, self.cols_cat)    \n",
    "        return df\n",
    "#        return pd.concat([df, encoded1, encoded2], axis=1)\n",
    "    \n",
    "    def transform(self, df):\n",
    "        df = df.copy()\n",
    "#        encoded1 = self.tar_encoder.transform(df[self.cols_cat])\n",
    "#        encoded2 = self.ran_encoder.transform(df[self.cols_cat])     # TODO: add generated feats into cols_feats\n",
    "        self.cat_astyper.transform(df)\n",
    "        return df\n",
    "#        return pd.concat([df, encoded1, encoded2], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def post_processing(y_pred, df):\n",
    "    \"\"\"Args: \n",
    "          y_pred (1d np.array): raw prediction y\n",
    "          df (pd.Dataframe): input feature df\n",
    "       Return: np.array\n",
    "    \"\"\"\n",
    "    y_pred_final = y_pred.copy()\n",
    "    \n",
    "    if is_log_target:\n",
    "        y_pred_final = np.expm1(y_pred_final)\n",
    "        y_pred_final = np.clip(y_pred_final, 0, None)\n",
    "\n",
    "    if is_per_area_target:\n",
    "        y_pred_final = y_pred_final * df['building_area'].values\n",
    "        \n",
    "    return y_pred_final"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols_num = ['txn_dt', 'total_floor', 'building_complete_dt', 'parking_area', 'parking_price', 'txn_floor',\n",
    "            'land_area', 'building_area', 'lat', 'lon', 'village_income_median', 'town_population', 'town_area',\n",
    "            'town_population_density', 'doc_rate', 'master_rate', 'bachelor_rate', 'jobschool_rate',\n",
    "            'highschool_rate', 'junior_rate', 'elementary_rate', 'born_rate', 'death_rate', 'marriage_rate',\n",
    "            'divorce_rate', 'N_50', 'N_500', 'N_1000', 'N_5000', 'N_10000', 'I_10', 'I_50', 'I_100', 'I_250',\n",
    "            'I_500', 'I_1000', 'I_5000', 'I_10000', 'I_MIN', 'II_10', 'II_50', 'II_100', 'II_250', 'II_500',\n",
    "            'II_1000', 'II_5000', 'II_10000', 'II_MIN', 'III_10', 'III_50', 'III_100', 'III_250', 'III_500',\n",
    "            'III_1000', 'III_5000', 'III_10000', 'III_MIN', 'IV_10', 'IV_50', 'IV_100', 'IV_250', 'IV_500',\n",
    "            'IV_1000', 'IV_5000', 'IV_10000', 'IV_MIN', 'V_10', 'V_50', 'V_100', 'V_250', 'V_500', 'V_1000',\n",
    "            'V_5000', 'V_10000', 'V_MIN', 'VI_50', 'VI_100', 'VI_250', 'VI_500', 'VI_1000', 'VI_5000', 'VI_10000',\n",
    "            'VI_MIN', 'VII_10', 'VII_50', 'VII_100', 'VII_250', 'VII_500', 'VII_1000', 'VII_5000', 'VII_10000',\n",
    "            'VII_MIN', 'VIII_10', 'VIII_50', 'VIII_100', 'VIII_250', 'VIII_500', 'VIII_1000', 'VIII_5000',\n",
    "            'VIII_10000', 'VIII_MIN', 'IX_10', 'IX_50', 'IX_100', 'IX_250', 'IX_500', 'IX_1000', 'IX_5000',\n",
    "            'IX_10000', 'IX_MIN', 'X_10', 'X_50', 'X_100', 'X_250', 'X_500', 'X_1000', 'X_5000', 'X_10000', 'X_MIN',\n",
    "            'XI_10', 'XI_50', 'XI_100', 'XI_250', 'XI_500', 'XI_1000', 'XI_5000', 'XI_10000', 'XI_MIN', 'XII_10',\n",
    "            'XII_50', 'XII_100', 'XII_250', 'XII_500', 'XII_1000', 'XII_5000', 'XII_10000', 'XII_MIN', 'XIII_10',\n",
    "            'XIII_50', 'XIII_100', 'XIII_250', 'XIII_500', 'XIII_1000', 'XIII_5000', 'XIII_10000', 'XIII_MIN',\n",
    "            'XIV_10', 'XIV_50', 'XIV_100', 'XIV_250', 'XIV_500', 'XIV_1000', 'XIV_5000', 'XIV_10000', 'XIV_MIN']\n",
    "cols_cat = ['building_material', 'city', 'building_type', 'building_use', 'parking_way', 'town', 'village',\n",
    "            'I_index_50', 'I_index_500', 'I_index_1000', 'II_index_50', 'II_index_500', 'II_index_1000',\n",
    "            'III_index_50', 'III_index_500', 'III_index_1000', 'IV_index_50', 'IV_index_500', 'IV_index_1000',\n",
    "            'IV_index_5000', 'V_index_50', 'V_index_500', 'V_index_1000', 'VI_10', 'VI_index_50', 'VI_index_500',\n",
    "            'VI_index_1000', 'VII_index_50', 'VII_index_500', 'VII_index_1000', 'VIII_index_50', 'VIII_index_500',\n",
    "            'VIII_index_1000', 'IX_index_50', 'IX_index_500', 'IX_index_1000', 'IX_index_5000', 'X_index_50',\n",
    "            'X_index_500', 'X_index_1000', 'XI_index_50', 'XI_index_500', 'XI_index_1000', 'XI_index_5000',\n",
    "            'XI_index_10000', 'XII_index_50', 'XII_index_500', 'XII_index_1000', 'XIII_index_50', 'XIII_index_500',\n",
    "            'XIII_index_1000', 'XIII_index_5000', 'XIII_index_10000', 'XIV_index_50', 'XIV_index_500',\n",
    "            'XIV_index_1000']\n",
    "cols_feats = cols_num + cols_cat\n",
    "\n",
    "# informational cols\n",
    "cols_dt = ['txn_dt', 'building_complete_dt']\n",
    "cols_bin = ['I_index_50', 'I_index_500', 'I_index_1000', 'II_index_50', 'II_index_500', 'II_index_1000',\n",
    "            'III_index_50', 'III_index_500', 'III_index_1000', 'IV_index_50', 'IV_index_500', 'IV_index_1000',\n",
    "            'IV_index_5000', 'V_index_50', 'V_index_500', 'V_index_1000', 'VI_10', 'VI_index_50', 'VI_index_500',\n",
    "            'VI_index_1000', 'VII_index_50', 'VII_index_500', 'VII_index_1000', 'VIII_index_50', 'VIII_index_500',\n",
    "            'VIII_index_1000', 'IX_index_50', 'IX_index_500', 'IX_index_1000', 'IX_index_5000', 'X_index_50',\n",
    "            'X_index_500', 'X_index_1000', 'XI_index_50', 'XI_index_500', 'XI_index_1000', 'XI_index_5000',\n",
    "            'XI_index_10000', 'XII_index_50', 'XII_index_500', 'XII_index_1000', 'XIII_index_50', 'XIII_index_500',\n",
    "            'XIII_index_1000', 'XIII_index_5000', 'XIII_index_10000', 'XIV_index_50', 'XIV_index_500',\n",
    "            'XIV_index_1000']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv('dataset/train.csv', dtype=object)\n",
    "test = pd.read_csv('dataset/test.csv', dtype=object)\n",
    "train.head(5)\n",
    "test.head(5)\n",
    "\n",
    "id_cv = []\n",
    "for i in range(5):\n",
    "    id_one_fold = pd.read_csv(f'dataset/id_cv{i}.csv', dtype=object)['building_id']\n",
    "    id_cv.append(id_one_fold)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\python36\\lib\\site-packages\\sklearn\\base.py:306: UserWarning: Trying to unpickle estimator KMeans from version 0.20.3 when using version 0.21.2. This might lead to breaking code or invalid results. Use at your own risk.\n",
      "  UserWarning)\n",
      "c:\\python36\\lib\\site-packages\\sklearn\\base.py:306: UserWarning: Trying to unpickle estimator KMeans from version 0.20.3 when using version 0.21.2. This might lead to breaking code or invalid results. Use at your own risk.\n",
      "  UserWarning)\n"
     ]
    }
   ],
   "source": [
    "train = pre_processing(train, cols_num, cols_cat)\n",
    "test = pre_processing(test, cols_num, cols_cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols_num = cols_num + [c for c in cols_num_add if c not in cols_num]\n",
    "cols_cat = cols_cat + [c for c in cols_cat_add if c not in cols_cat]\n",
    "cols_feats = cols_num + cols_cat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 57 213\n"
     ]
    }
   ],
   "source": [
    "print(len(cols_num), len(cols_cat), len(cols_feats))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 'XIII_index_500' 5524.196631427719 1.6666614648256655]\n",
      " [1 'VI_500' 5524.196588360582 1.6666183976885804]\n",
      " [2 'IX_index_50' 5523.863284797632 1.3333148347392125]\n",
      " [3 'I_50' 5523.529966556772 0.9999965938786772]\n",
      " [4 'III_index_50' 5523.52993208159 0.9999621186971126]\n",
      " [5 'XIV_100' 5523.529795207054 0.999825244161002]\n",
      " [6 'X_50' 5523.196637563681 0.6666676007880596]\n",
      " [7 'VI_index_500' 5523.196626105514 0.6666561426209228]\n",
      " [8 'VIII_index_50' 5523.19662525478 0.6666552918868547]\n",
      " [9 'XI_index_1000' 5523.196624752728 0.6666547898348654]\n",
      " [10 'XIII_250' 5523.196536159863 0.6665661969700523]\n",
      " [11 'N_500' 5523.196516711289 0.6665467483962857]\n",
      " [12 'XIII_index_50' 5522.863304462509 0.33333449961628503]\n",
      " [13 'I_index_1000' 5522.863304129733 0.3333341668394496]\n",
      " [14 'I_10' 5522.8633036210485 0.33333365815542493]\n",
      " [15 'IV_index_1000' 5522.863299346049 0.3333293831556148]\n",
      " [16 'VIII_index_1000' 5522.863298332599 0.3333283697056686]\n",
      " [17 'IX_index_1000' 5522.863297587239 0.33332762434565666]\n",
      " [18 'I_index_50' 5522.863296850039 0.3333268871456312]\n",
      " [19 'XIII_10' 5522.863293132115 0.3333231692222398]\n",
      " [20 'X_index_50' 5522.863289174263 0.33331921136959863]\n",
      " [21 'IX_50' 5522.8632885673605 0.3333186044674221]\n",
      " [22 'VI_10' 5522.5299701993235 2.3643042368348688e-07]\n",
      " [25 'XI_index_10000' 5522.529969962893 0.0]\n",
      " [27 'XIV_index_1000' 5522.529969962893 0.0]\n",
      " [26 'XII_index_1000' 5522.529969962893 0.0]\n",
      " [24 'IX_index_5000' 5522.529969962893 0.0]\n",
      " [23 'none' 5522.529969962893 0.0]\n",
      " [28 'IV_index_5000' 5522.529969713655 -2.4923792807385325e-07]\n",
      " [29 'II_index_1000' 5522.529969428404 -5.344891178538091e-07]\n",
      " [30 'VII_index_1000' 5522.529969246851 -7.160424502217211e-07]\n",
      " [31 'XI_index_5000' 5522.529969110004 -8.528895705239847e-07]\n",
      " [32 'XIII_index_5000' 5522.529967465613 -2.497280547686387e-06]\n",
      " [33 'II_index_500' 5522.52996352 -6.4428932091686875e-06]\n",
      " [34 'X_100' 5522.529925219449 -4.4743444050254766e-05]\n",
      " [35 'IX_100' 5522.529877100985 -9.286190834245645e-05]\n",
      " [36 'XII_index_50' 5522.196640101767 -0.3333298611260034]\n",
      " [37 'XIV_index_500' 5522.19663693516 -0.33333302773280593]\n",
      " [38 'IV_index_50' 5522.196635545134 -0.3333344177590334]\n",
      " [39 'XII_index_500' 5522.1966355332515 -0.33333442964158166]\n",
      " [40 'VI_index_50' 5522.19663518628 -0.3333347766129009]\n",
      " [41 'N_5000' 5522.196635054791 -0.3333349081021879]\n",
      " [42 'XIII_100' 5522.196631722804 -0.33333824008877855]\n",
      " [43 'IX_10' 5522.196631510928 -0.33333845196557377]\n",
      " [44 'XIII_index_10000' 5522.196631409314 -0.3333385535788693]\n",
      " [45 'II_index_50' 5522.196631111378 -0.3333388515147817]\n",
      " [46 'XI_index_500' 5522.1966256670685 -0.3333442958246451]\n",
      " [47 'V_index_1000' 5522.196619494098 -0.3333504687952882]\n",
      " [48 'VII_index_50' 5522.196608637586 -0.3333613253071235]\n",
      " [49 'VIII_50' 5522.1962400424645 -0.3337299204285955]\n",
      " [50 'XIV_10' 5521.863307875432 -0.6666620874611908]\n",
      " [51 'X_10' 5521.863305614257 -0.6666643486360044]\n",
      " [52 'XI_10' 5521.863304578807 -0.666665384085718]\n",
      " [53 'VI_50' 5521.863302936289 -0.6666670266040455]\n",
      " [54 'III_index_1000' 5521.863302476126 -0.6666674867674374]\n",
      " [55 'XIII_index_1000' 5521.86330218192 -0.666667780973512]\n",
      " [56 'II_10' 5521.863301913683 -0.6666680492098749]\n",
      " [57 'V_index_500' 5521.86330186979 -0.6666680931029987]\n",
      " [58 'I_100' 5521.863296372215 -0.6666735906783288]\n",
      " [59 'IV_index_500' 5521.863295319191 -0.6666746437022084]\n",
      " [60 'VIII_index_500' 5521.863292030488 -0.6666779324050367]\n",
      " [61 'X_index_500' 5521.8632894102375 -0.6666805526556345]\n",
      " [62 'VI_1000' 5521.863197403248 -0.6667725596453238]\n",
      " [63 'VI_index_1000' 5521.529973479085 -0.9999964838079904]\n",
      " [64 'VII_index_500' 5521.529968867312 -1.0000010955809557]\n",
      " [65 'XIV_index_50' 5521.529966551246 -1.0000034116474126]\n",
      " [66 'III_index_500' 5521.529963700882 -1.000006262011084]\n",
      " [67 'IV_10' 5521.5299621700515 -1.000007792841643]\n",
      " [68 'V_index_50' 5521.529949157375 -1.0000208055180337]\n",
      " [69 'XI_50' 5521.529941194633 -1.000028768260563]\n",
      " [70 'III_10' 5521.529939145755 -1.000030817138395]\n",
      " [71 'VII_10' 5521.529929045052 -1.0000409178410337]\n",
      " [72 'XIII_500' 5521.529851161799 -1.0001188010937767]\n",
      " [73 'XIII_50' 5521.196626550015 -1.3333434128780937]\n",
      " [74 'XI_index_50' 5521.196623936928 -1.3333460259655112]\n",
      " [75 'I_index_500' 5521.196623854611 -1.3333461082820577]\n",
      " [76 'XI_100' 5521.196621428487 -1.3333485344064684]\n",
      " [77 'V_10' 5521.196620756658 -1.3333492062347432]\n",
      " [78 'N_10000' 5521.196596934765 -1.3333730281283351]\n",
      " [79 'XII_10' 5521.196565992771 -1.3334039701221627]\n",
      " [80 'I_1000' 5521.196425863832 -1.3335440990613279]\n",
      " [81 'X_index_1000' 5520.863301296759 -1.6666686661337735]\n",
      " [82 'IV_50' 5520.863295392827 -1.6666745700658794]\n",
      " [83 'IV_100' 5520.863267584395 -1.666702378498485]\n",
      " [84 'VI_100' 5520.529967137278 -2.000002825615411]\n",
      " [85 'IX_index_500' 5520.529961331916 -2.0000086309773906]\n",
      " [86 'VI_250' 5520.196617828001 -2.333352134892266]\n",
      " [87 'V_100' 5520.196611561685 -2.333358401207988]\n",
      " [88 'divorce_rate' 5520.196591111198 -2.3333788516947607]\n",
      " [89 'II_50' 5520.196575091545 -2.3333948713479913]\n",
      " [90 'junior_rate' 5520.196542693582 -2.3334272693109597]\n",
      " [91 'V_50' 5519.863255908932 -2.6667140539611864]\n",
      " [92 'VIII_10' 5519.863228909869 -2.6667410530244524]\n",
      " [93 'II_250' 5519.862980235664 -2.66698972722952]\n",
      " [94 'XII_50' 5519.52989625777 -3.0000737051232136]\n",
      " [95 'III_100' 5519.196548810447 -3.3334211524461352]\n",
      " [96 'I_250' 5518.863205793878 -3.6667641690155506]\n",
      " [97 'N_1000' 5518.529820148639 -4.000149814253746]\n",
      " [98 'IV_250' 5518.196519863105 -4.333450099788024]\n",
      " [99 'XI_500' 5518.196340877807 -4.333629085085704]\n",
      " [100 'XIV_50' 5517.863206514549 -4.666763448343772]\n",
      " [101 'IV_500' 5517.8631101948695 -4.666859768023642]\n",
      " [102 'XI_250' 5517.5297438676325 -5.000226095260587]\n",
      " [103 'II_100' 5516.863189699773 -5.6667802631200175]\n",
      " [104 'X_250' 5516.863069803909 -5.66690015898439]\n",
      " [105 'IX_250' 5516.529758558113 -6.000211404780202]\n",
      " [106 'III_50' 5516.5296921070985 -6.000277855794593]\n",
      " [107 'III_500' 5515.86301453787 -6.666955425022934]\n",
      " [108 'X_500' 5515.529689328762 -7.0002806341308315]\n",
      " [109 'VII_50' 5515.196364939745 -7.333605023148266]\n",
      " [110 'VIII_5000' 5515.196172682965 -7.333797279928149]\n",
      " [111 'III_250' 5514.863104919493 -7.666865043400321]\n",
      " [112 'VII_100' 5514.529586339161 -8.000383623731977]\n",
      " [113 'I_500' 5513.529771455549 -9.000198507344066]\n",
      " [114 'XII_100' 5513.529725078423 -9.000244884469794]\n",
      " [115 'II_10000' 5513.529379553805 -9.000590409088545]\n",
      " [116 'born_rate' 5512.862951008817 -9.667018954076411]\n",
      " [117 'XIV_250' 5511.862763626715 -10.667206336178424]\n",
      " [118 'IV_1000' 5510.196151749685 -12.33381821320836]\n",
      " [119 'III_5000' 5509.529583808203 -13.000386154690204]\n",
      " [120 'town_area' 5509.1963443859395 -13.333625576953636]\n",
      " [121 'XIII_1000' 5508.863003351661 -13.666966611232056]\n",
      " [122 'IV_5000' 5508.862859764026 -13.667110198866794]\n",
      " [123 'marriage_rate' 5508.862846801382 -13.667123161510972]\n",
      " [124 'XIII_MIN' 5507.862600178824 -14.667369784068796]\n",
      " [125 'VIII_100' 5507.529378474074 -15.000591488818827]\n",
      " [126 'X_10000' 5507.5291976499475 -15.000772312945628]\n",
      " [127 'V_250' 5507.1963331224915 -15.333636840401596]\n",
      " [128 'parking_area' 5506.862850610964 -15.667119351928704]\n",
      " [129 'N_50' 5506.862566306615 -15.667403656278111]\n",
      " [130 'XIV_500' 5505.529278384772 -17.000691578121405]\n",
      " [131 'IV_10000' 5504.195720553541 -18.334249409352196]\n",
      " [132 'death_rate' 5503.862606258983 -18.66736370391027]\n",
      " [133 'highschool_rate' 5503.52953019404 -19.00043976885354]\n",
      " [134 'VIII_250' 5503.529030710578 -19.00093925231522]\n",
      " [135 'VI_MIN' 5502.196144592913 -20.33382536998033]\n",
      " [136 'II_500' 5502.1959386927665 -20.334031270126616]\n",
      " [137 'XII_250' 5501.195995187307 -21.333974775586285]\n",
      " [138 'XI_5000' 5501.195689176759 -21.334280786134514]\n",
      " [139 'VIII_10000' 5500.862474028701 -21.66749593419172]\n",
      " [140 'I_5000' 5500.8623157324755 -21.66765423041761]\n",
      " [141 'V_1000' 5499.862450628591 -22.667519334301687]\n",
      " [142 'II_MIN' 5499.195619010948 -23.334350951945453]\n",
      " [143 'III_1000' 5498.862615253206 -23.66735470968706]\n",
      " [144 'XII_MIN' 5498.528831501894 -24.001138460998845]\n",
      " [145 'building_material' 5497.8617514739635 -24.668218488929597]\n",
      " [146 'V_MIN' 5497.529018099803 -25.00095186309045]\n",
      " [147 'XIV_10000' 5496.8621531337085 -25.66781682918463]\n",
      " [148 'X_5000' 5496.528824653236 -26.00114530965675]\n",
      " [149 'IX_MIN' 5496.195283458287 -26.334686504605997]\n",
      " [150 'XIV_1000' 5495.529194683116 -27.000775279777372]\n",
      " [151 'I_MIN' 5495.529160727234 -27.00080923565929]\n",
      " [152 'XIV_MIN' 5494.529209833131 -28.000760129762057]\n",
      " [153 'IX_500' 5493.529333325397 -29.000636637496427]\n",
      " [154 'XI_MIN' 5493.529009335286 -29.000960627607128]\n",
      " [155 'town_population_density' 5493.528755597598 -29.0012143652948]\n",
      " [156 'XII_5000' 5493.528406799526 -29.001563163366882]\n",
      " [157 'III_MIN' 5490.195304272561 -32.33466569033226]\n",
      " [158 'IX_5000' 5489.862363647608 -32.66760631528541]\n",
      " [159 'VIII_500' 5489.861355636395 -32.668614326497845]\n",
      " [160 'IV_MIN' 5488.529010670883 -34.00095929201052]\n",
      " [161 'VII_MIN' 5488.195200113928 -34.33476984896515]\n",
      " [162 'VI_5000' 5487.195755108417 -35.33421485447616]\n",
      " [163 'III_10000' 5487.195572281209 -35.334397681684095]\n",
      " [164 'X_MIN' 5485.862150633202 -36.667819329691156]\n",
      " [165 'X_1000' 5485.862012857899 -36.66795710499446]\n",
      " [166 'V_500' 5485.195741508617 -37.334228454275944]\n",
      " [167 'XII_500' 5485.194720671595 -37.33524929129817]\n",
      " [168 'XII_10000' 5481.861465751386 -40.66850421150684]\n",
      " [169 'II_5000' 5479.195691858838 -43.33427810405556]\n",
      " [170 'town_population' 5478.528949456668 -44.00102050622536]\n",
      " [171 'VIII_MIN' 5472.52810336338 -50.00186659951305]\n",
      " [172 'IX_10000' 5468.86131029467 -53.66865966822297]\n",
      " [173 'I_10000' 5466.8608608000295 -55.669109162863606]\n",
      " [174 'II_1000' 5466.195176350775 -56.33479361211812]\n",
      " [175 'VII_250' 5463.528298070906 -59.001671891986916]\n",
      " [176 'V_5000' 5458.5269233778345 -64.00304658505866]\n",
      " [177 'building_use' 5456.195003473088 -66.33496648980508]\n",
      " [178 'bachelor_rate' 5448.19463435045 -74.33533561244349]\n",
      " [179 'XI_1000' 5447.194655132183 -75.33531483071056]\n",
      " [180 'VII_5000' 5443.860635765991 -78.66933419690213]\n",
      " [181 'lat' 5441.193674682539 -81.33629528035453]\n",
      " [182 'VIII_1000' 5427.193854327512 -95.33611563538125]\n",
      " [183 'XII_1000' 5421.525900825788 -101.00406913710503]\n",
      " [184 'IX_1000' 5406.1934449878245 -116.33652497506864]\n",
      " [185 'VII_500' 5373.526154559401 -149.0038154034919]\n",
      " [186 'city' 5370.525750296026 -152.00421966686736]\n",
      " [187 'XI_10000' 5354.19186818373 -168.33810177916348]\n",
      " [188 'V_10000' 5343.523555535113 -179.00641442778033]\n",
      " [189 'parking_way' 5304.524745324527 -218.0052246383657]\n",
      " [190 'VII_1000' 5298.19099449481 -224.33897546808294]\n",
      " [191 'XIV_5000' 5251.523202293513 -271.00676766937977]\n",
      " [192 'elementary_rate' 5249.189363775367 -273.34060618752574]\n",
      " [193 'jobschool_rate' 5194.5211733382885 -328.00879662460466]\n",
      " [194 'XIII_5000' 5173.1893325854535 -349.34063737743963]\n",
      " [195 'master_rate' 5161.189015371594 -361.3409545912991]\n",
      " [196 'lon' 5128.186395446645 -394.3435745162478]\n",
      " [197 'VI_10000' 5079.849261740936 -442.6807082219575]\n",
      " [198 'parking_price' 5022.179550546789 -500.35041941610416]\n",
      " [199 'doc_rate' 4891.182100499384 -631.3478694635087]\n",
      " [200 'village' 4813.846985731166 -708.6829842317275]\n",
      " [201 'VII_10000' 4752.844194985086 -769.6857749778073]\n",
      " [202 'total_floor' 4628.176713508222 -894.3532564546713]\n",
      " [203 'village_income_median' 4551.503732485999 -971.0262374768945]\n",
      " [204 'building_type' 4155.825842100655 -1366.7041278622382]\n",
      " [205 'txn_floor' 3970.463551632482 -1552.0664183304111]\n",
      " [206 'txn_dt' 3924.7969915280514 -1597.7329784348417]\n",
      " [207 'building_complete_dt' 3430.7563648304563 -2091.773605132437]\n",
      " [208 'XIII_10000' 3205.413195996329 -2317.1167739665643]\n",
      " [209 'land_area' 2813.666130363418 -2708.8638395994753]\n",
      " [210 'town' 2321.344516435505 -3201.1854535273883]\n",
      " [211 'building_area' 1138.2273789010312 -4384.302591061862]]\n",
      "36\n",
      "['XIII_index_500', 'VI_500', 'IX_index_50', 'I_50', 'III_index_50', 'XIV_100', 'X_50', 'VI_index_500', 'VIII_index_50', 'XI_index_1000', 'XIII_250', 'N_500', 'XIII_index_50', 'I_index_1000', 'I_10', 'IV_index_1000', 'VIII_index_1000', 'IX_index_1000', 'I_index_50', 'XIII_10', 'X_index_50', 'IX_50', 'VI_10', 'XI_index_10000', 'XIV_index_1000', 'XII_index_1000', 'IX_index_5000', 'none', 'IV_index_5000', 'II_index_1000', 'VII_index_1000', 'XI_index_5000', 'XIII_index_5000', 'II_index_500', 'X_100', 'IX_100']\n",
      "N feats (before): 213\n",
      "N feats (after): 178\n",
      "['bachelor_rate', 'parking_area', 'XIV_250', 'VIII_10000', 'XIV_index_500', 'V_1000', 'IX_5000', 'III_50', 'XI_1000', 'II_500', 'XII_500', 'V_100', 'XIII_MIN', 'III_500', 'II_10', 'VI_index_50', 'total_floor', 'XII_1000', 'II_5000', 'VII_50', 'V_500', 'XI_index_500', 'X_index_500', 'XI_10', 'VII_index_500', 'XIV_index_50', 'VIII_10', 'town_area', 'I_10000', 'III_250', 'IX_index_500', 'death_rate', 'VIII_1000', 'IV_index_50', 'VII_250', 'V_10', 'XIII_10000', 'VIII_5000', 'junior_rate', 'XII_10', 'city', 'XII_index_50', 'I_index_500', 'V_MIN', 'XIII_500', 'VI_50', 'IV_MIN', 'XII_MIN', 'VI_100', 'jobschool_rate', 'IV_10', 'XI_index_50', 'building_complete_dt', 'VI_5000', 'XI_250', 'lon', 'IV_index_500', 'doc_rate', 'building_material', 'highschool_rate', 'I_250', 'XIV_1000', 'VI_MIN', 'txn_floor', 'III_index_500', 'XIV_10000', 'XII_100', 'VI_index_1000', 'VII_500', 'II_50', 'X_10000', 'III_1000', 'marriage_rate', 'elementary_rate', 'parking_way', 'VIII_MIN', 'V_index_50', 'IV_250', 'V_250', 'X_10', 'VII_index_50', 'III_10000', 'VII_10000', 'VIII_100', 'N_50', 'IV_500', 'IV_10000', 'building_type', 'X_1000', 'XII_250', 'II_index_50', 'X_index_1000', 'IV_50', 'building_per_land_area', 'X_5000', 'VIII_index_500', 'III_5000', 'XI_5000', 'V_10000', 'encoded_latlon', 'II_100', 'II_10000', 'XI_500', 'XI_MIN', 'XII_10000', 'XIV_MIN', 'building_area', 'txn_dt', 'III_MIN', 'V_5000', 'parking_price', 'XIII_1000', 'IX_MIN', 'XII_index_500', 'XI_50', 'III_10', 'N_1000', 'lat', 'VIII_500', 'VI_250', 'X_MIN', 'I_1000', 'XIV_5000', 'XIII_100', 'N_10000', 'divorce_rate', 'X_250', 'XIV_10', 'town', 'XI_10000', 'VII_5000', 'VII_10', 'VII_MIN', 'town_population', 'village', 'X_500', 'IX_10000', 'VIII_50', 'III_index_1000', 'XIV_500', 'VI_1000', 'IV_1000', 'XI_100', 'III_100', 'V_50', 'VII_100', 'XIII_5000', 'N_5000', 'II_250', 'town_population_density', 'I_100', 'born_rate', 'IV_100', 'XII_5000', 'V_index_500', 'land_area', 'VII_1000', 'IX_500', 'IX_250', 'XIII_50', 'I_500', 'XIV_50', 'XIII_index_10000', 'II_1000', 'IV_5000', 'XII_50', 'building_use', 'I_5000', 'IX_10', 'VI_10000', 'II_MIN', 'master_rate', 'I_MIN', 'VIII_250', 'IX_1000', 'village_income_median', 'XIII_index_1000', 'V_index_1000']\n"
     ]
    }
   ],
   "source": [
    "# PARS #\n",
    "N_feats_rm = 35\n",
    "# PARS #\n",
    "\n",
    "from vars_03 import score_base, shuffle_results\n",
    "\n",
    "feat_imp = pd.DataFrame({'feats': shuffle_results[:,0],\n",
    "                         'avg':shuffle_results[:,1]})\n",
    "feat_imp['diff'] = feat_imp['avg'] - score_base\n",
    "feat_imp = feat_imp.sort_values(by='diff', ascending=False)\n",
    "print(feat_imp.reset_index().values)\n",
    "\n",
    "feats_rm = list(feat_imp.iloc[:(N_feats_rm+1)]['feats'].values)\n",
    "print(len(feats_rm))\n",
    "print(feats_rm)\n",
    "\n",
    "print('N feats (before):', len(cols_feats))\n",
    "cols_feats = list(set(cols_feats) - set(feats_rm))\n",
    "print('N feats (after):', len(cols_feats))\n",
    "print(cols_feats)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Params\n",
    "Enter best params from `build`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# params\n",
    "params = dict((\n",
    "    ('task', 'train'), \n",
    "    ('boosting_type', 'gbdt'), \n",
    "    ('objective', 'mse'), \n",
    "    ('metric', 'mape'), \n",
    "    ('learning_rate', 0.0008), \n",
    "    ('max_depth', 22), \n",
    "    ('num_leaves', 255), \n",
    "    ('feature_fraction', 0.4), \n",
    "    ('min_data_in_leaf', 6), \n",
    "    ('lambda_l1', 0.04), \n",
    "    ('lambda_l2', 0.02),\n",
    "    ('max_bin', 511),\n",
    "    ('min_sum_hessian_in_leaf', 0.01),\n",
    "    ('seed', 777)\n",
    "))\n",
    "\n",
    "lgb_other_params = {'num_boost_round': 1000000,\n",
    "                    'verbose_eval': 2000,\n",
    "                    'early_stopping_rounds': 1000,\n",
    "                    'keep_training_booster': True,}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### kfold cross-predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0204285\n",
      "[4000]\tvalid_0's mape: 0.0123335\n",
      "[6000]\tvalid_0's mape: 0.0104164\n",
      "[8000]\tvalid_0's mape: 0.00968693\n",
      "[10000]\tvalid_0's mape: 0.00929938\n",
      "[12000]\tvalid_0's mape: 0.00906268\n",
      "[14000]\tvalid_0's mape: 0.00889909\n",
      "[16000]\tvalid_0's mape: 0.00877783\n",
      "[18000]\tvalid_0's mape: 0.00868622\n",
      "[20000]\tvalid_0's mape: 0.00861381\n",
      "[22000]\tvalid_0's mape: 0.00855493\n",
      "[24000]\tvalid_0's mape: 0.00850643\n",
      "[26000]\tvalid_0's mape: 0.00846614\n",
      "[28000]\tvalid_0's mape: 0.00843263\n",
      "[30000]\tvalid_0's mape: 0.00840399\n",
      "[32000]\tvalid_0's mape: 0.00837863\n",
      "[34000]\tvalid_0's mape: 0.00835617\n",
      "[36000]\tvalid_0's mape: 0.00833643\n",
      "[38000]\tvalid_0's mape: 0.00831842\n",
      "[40000]\tvalid_0's mape: 0.00830211\n",
      "[42000]\tvalid_0's mape: 0.00828762\n",
      "[44000]\tvalid_0's mape: 0.0082745\n",
      "[46000]\tvalid_0's mape: 0.00826203\n",
      "[48000]\tvalid_0's mape: 0.00825031\n",
      "[50000]\tvalid_0's mape: 0.00823958\n",
      "[52000]\tvalid_0's mape: 0.00822997\n",
      "[54000]\tvalid_0's mape: 0.0082214\n",
      "[56000]\tvalid_0's mape: 0.00821337\n",
      "[58000]\tvalid_0's mape: 0.00820634\n",
      "[60000]\tvalid_0's mape: 0.00819989\n",
      "[62000]\tvalid_0's mape: 0.00819364\n",
      "[64000]\tvalid_0's mape: 0.00818746\n",
      "[66000]\tvalid_0's mape: 0.00818155\n",
      "[68000]\tvalid_0's mape: 0.00817645\n",
      "[70000]\tvalid_0's mape: 0.00817158\n",
      "[72000]\tvalid_0's mape: 0.00816725\n",
      "[74000]\tvalid_0's mape: 0.00816314\n",
      "[76000]\tvalid_0's mape: 0.00815947\n",
      "[78000]\tvalid_0's mape: 0.008156\n",
      "[80000]\tvalid_0's mape: 0.00815284\n",
      "[82000]\tvalid_0's mape: 0.00814991\n",
      "[84000]\tvalid_0's mape: 0.00814716\n",
      "[86000]\tvalid_0's mape: 0.00814447\n",
      "[88000]\tvalid_0's mape: 0.00814196\n",
      "[90000]\tvalid_0's mape: 0.00813965\n",
      "[92000]\tvalid_0's mape: 0.00813751\n",
      "[94000]\tvalid_0's mape: 0.00813548\n",
      "[96000]\tvalid_0's mape: 0.0081335\n",
      "[98000]\tvalid_0's mape: 0.0081317\n",
      "[100000]\tvalid_0's mape: 0.00813008\n",
      "[102000]\tvalid_0's mape: 0.00812847\n",
      "[104000]\tvalid_0's mape: 0.00812698\n",
      "[106000]\tvalid_0's mape: 0.00812551\n",
      "[108000]\tvalid_0's mape: 0.00812418\n",
      "[110000]\tvalid_0's mape: 0.00812286\n",
      "[112000]\tvalid_0's mape: 0.00812166\n",
      "[114000]\tvalid_0's mape: 0.00812049\n",
      "[116000]\tvalid_0's mape: 0.0081194\n",
      "[118000]\tvalid_0's mape: 0.0081183\n",
      "[120000]\tvalid_0's mape: 0.00811733\n",
      "[122000]\tvalid_0's mape: 0.0081163\n",
      "[124000]\tvalid_0's mape: 0.00811531\n",
      "[126000]\tvalid_0's mape: 0.00811422\n",
      "[128000]\tvalid_0's mape: 0.00811321\n",
      "[130000]\tvalid_0's mape: 0.00811222\n",
      "[132000]\tvalid_0's mape: 0.00811135\n",
      "[134000]\tvalid_0's mape: 0.00811054\n",
      "[136000]\tvalid_0's mape: 0.00810978\n",
      "[138000]\tvalid_0's mape: 0.00810901\n",
      "[140000]\tvalid_0's mape: 0.00810835\n",
      "[142000]\tvalid_0's mape: 0.00810769\n",
      "[144000]\tvalid_0's mape: 0.008107\n",
      "[146000]\tvalid_0's mape: 0.00810647\n",
      "[148000]\tvalid_0's mape: 0.008106\n",
      "[150000]\tvalid_0's mape: 0.00810553\n",
      "[152000]\tvalid_0's mape: 0.00810511\n",
      "[154000]\tvalid_0's mape: 0.00810459\n",
      "[156000]\tvalid_0's mape: 0.00810416\n",
      "[158000]\tvalid_0's mape: 0.00810373\n",
      "[160000]\tvalid_0's mape: 0.00810328\n",
      "[162000]\tvalid_0's mape: 0.00810284\n",
      "[164000]\tvalid_0's mape: 0.00810249\n",
      "[166000]\tvalid_0's mape: 0.00810213\n",
      "[168000]\tvalid_0's mape: 0.00810181\n",
      "[170000]\tvalid_0's mape: 0.00810153\n",
      "[172000]\tvalid_0's mape: 0.00810124\n",
      "[174000]\tvalid_0's mape: 0.00810094\n",
      "[176000]\tvalid_0's mape: 0.00810062\n",
      "[178000]\tvalid_0's mape: 0.0081003\n",
      "[180000]\tvalid_0's mape: 0.00810001\n",
      "[182000]\tvalid_0's mape: 0.00809974\n",
      "[184000]\tvalid_0's mape: 0.00809947\n",
      "[186000]\tvalid_0's mape: 0.00809921\n",
      "[188000]\tvalid_0's mape: 0.00809897\n",
      "[190000]\tvalid_0's mape: 0.00809875\n",
      "[192000]\tvalid_0's mape: 0.00809851\n",
      "[194000]\tvalid_0's mape: 0.00809827\n",
      "[196000]\tvalid_0's mape: 0.00809801\n",
      "[198000]\tvalid_0's mape: 0.00809778\n",
      "[200000]\tvalid_0's mape: 0.00809756\n",
      "[202000]\tvalid_0's mape: 0.00809732\n",
      "[204000]\tvalid_0's mape: 0.0080971\n",
      "[206000]\tvalid_0's mape: 0.00809692\n",
      "[208000]\tvalid_0's mape: 0.00809675\n",
      "[210000]\tvalid_0's mape: 0.00809653\n",
      "[212000]\tvalid_0's mape: 0.00809635\n",
      "[214000]\tvalid_0's mape: 0.00809616\n",
      "[216000]\tvalid_0's mape: 0.00809599\n",
      "[218000]\tvalid_0's mape: 0.00809581\n",
      "[220000]\tvalid_0's mape: 0.00809565\n",
      "[222000]\tvalid_0's mape: 0.00809549\n",
      "[224000]\tvalid_0's mape: 0.00809534\n",
      "[226000]\tvalid_0's mape: 0.00809521\n",
      "[228000]\tvalid_0's mape: 0.00809509\n",
      "[230000]\tvalid_0's mape: 0.00809494\n",
      "[232000]\tvalid_0's mape: 0.00809481\n",
      "[234000]\tvalid_0's mape: 0.00809472\n",
      "[236000]\tvalid_0's mape: 0.0080946\n",
      "[238000]\tvalid_0's mape: 0.00809446\n",
      "[240000]\tvalid_0's mape: 0.00809432\n",
      "[242000]\tvalid_0's mape: 0.00809422\n",
      "[244000]\tvalid_0's mape: 0.0080941\n",
      "[246000]\tvalid_0's mape: 0.00809399\n",
      "[248000]\tvalid_0's mape: 0.00809388\n",
      "[250000]\tvalid_0's mape: 0.00809378\n",
      "[252000]\tvalid_0's mape: 0.0080937\n",
      "[254000]\tvalid_0's mape: 0.0080936\n",
      "[256000]\tvalid_0's mape: 0.00809349\n",
      "[258000]\tvalid_0's mape: 0.00809339\n",
      "[260000]\tvalid_0's mape: 0.00809328\n",
      "[262000]\tvalid_0's mape: 0.00809318\n",
      "[264000]\tvalid_0's mape: 0.00809309\n",
      "[266000]\tvalid_0's mape: 0.008093\n",
      "[268000]\tvalid_0's mape: 0.00809291\n",
      "[270000]\tvalid_0's mape: 0.00809284\n",
      "[272000]\tvalid_0's mape: 0.00809277\n",
      "[274000]\tvalid_0's mape: 0.00809268\n",
      "[276000]\tvalid_0's mape: 0.00809261\n",
      "[278000]\tvalid_0's mape: 0.00809253\n",
      "[280000]\tvalid_0's mape: 0.00809245\n",
      "[282000]\tvalid_0's mape: 0.00809237\n",
      "[284000]\tvalid_0's mape: 0.00809231\n",
      "[286000]\tvalid_0's mape: 0.00809225\n",
      "[288000]\tvalid_0's mape: 0.00809216\n",
      "[290000]\tvalid_0's mape: 0.00809207\n",
      "[292000]\tvalid_0's mape: 0.00809201\n",
      "[294000]\tvalid_0's mape: 0.00809197\n",
      "[296000]\tvalid_0's mape: 0.00809193\n",
      "[298000]\tvalid_0's mape: 0.00809187\n",
      "[300000]\tvalid_0's mape: 0.00809182\n",
      "[302000]\tvalid_0's mape: 0.00809178\n",
      "[304000]\tvalid_0's mape: 0.00809173\n",
      "[306000]\tvalid_0's mape: 0.0080917\n",
      "[308000]\tvalid_0's mape: 0.00809167\n",
      "[310000]\tvalid_0's mape: 0.00809164\n",
      "[312000]\tvalid_0's mape: 0.00809159\n",
      "[314000]\tvalid_0's mape: 0.00809156\n",
      "[316000]\tvalid_0's mape: 0.00809154\n",
      "Early stopping, best iteration is:\n",
      "[315872]\tvalid_0's mape: 0.00809154\n",
      "(Fold 0) score, mse, mae, mape: 5691.87201, 0.03759, 0.12446, 0.00809.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0205701\n",
      "[4000]\tvalid_0's mape: 0.0124279\n",
      "[6000]\tvalid_0's mape: 0.010472\n",
      "[8000]\tvalid_0's mape: 0.00974184\n",
      "[10000]\tvalid_0's mape: 0.00936344\n",
      "[12000]\tvalid_0's mape: 0.00913236\n",
      "[14000]\tvalid_0's mape: 0.00897299\n",
      "[16000]\tvalid_0's mape: 0.00885437\n",
      "[18000]\tvalid_0's mape: 0.00876303\n",
      "[20000]\tvalid_0's mape: 0.00868923\n",
      "[22000]\tvalid_0's mape: 0.00863049\n",
      "[24000]\tvalid_0's mape: 0.00858196\n",
      "[26000]\tvalid_0's mape: 0.00854141\n",
      "[28000]\tvalid_0's mape: 0.00850572\n",
      "[30000]\tvalid_0's mape: 0.00847507\n",
      "[32000]\tvalid_0's mape: 0.00844823\n",
      "[34000]\tvalid_0's mape: 0.00842404\n",
      "[36000]\tvalid_0's mape: 0.00840214\n",
      "[38000]\tvalid_0's mape: 0.00838219\n",
      "[40000]\tvalid_0's mape: 0.00836465\n",
      "[42000]\tvalid_0's mape: 0.00834878\n",
      "[44000]\tvalid_0's mape: 0.00833403\n",
      "[46000]\tvalid_0's mape: 0.00832058\n",
      "[48000]\tvalid_0's mape: 0.00830871\n",
      "[50000]\tvalid_0's mape: 0.00829771\n",
      "[52000]\tvalid_0's mape: 0.00828753\n",
      "[54000]\tvalid_0's mape: 0.00827816\n",
      "[56000]\tvalid_0's mape: 0.00826981\n",
      "[58000]\tvalid_0's mape: 0.00826161\n",
      "[60000]\tvalid_0's mape: 0.0082541\n",
      "[62000]\tvalid_0's mape: 0.0082471\n",
      "[64000]\tvalid_0's mape: 0.00824056\n",
      "[66000]\tvalid_0's mape: 0.00823443\n",
      "[68000]\tvalid_0's mape: 0.00822884\n",
      "[70000]\tvalid_0's mape: 0.00822351\n",
      "[72000]\tvalid_0's mape: 0.00821833\n",
      "[74000]\tvalid_0's mape: 0.00821353\n",
      "[76000]\tvalid_0's mape: 0.0082092\n",
      "[78000]\tvalid_0's mape: 0.00820511\n",
      "[80000]\tvalid_0's mape: 0.00820136\n",
      "[82000]\tvalid_0's mape: 0.00819764\n",
      "[84000]\tvalid_0's mape: 0.00819408\n",
      "[86000]\tvalid_0's mape: 0.0081909\n",
      "[88000]\tvalid_0's mape: 0.00818775\n",
      "[90000]\tvalid_0's mape: 0.00818474\n",
      "[92000]\tvalid_0's mape: 0.0081819\n",
      "[94000]\tvalid_0's mape: 0.00817933\n",
      "[96000]\tvalid_0's mape: 0.0081768\n",
      "[98000]\tvalid_0's mape: 0.00817438\n",
      "[100000]\tvalid_0's mape: 0.00817211\n",
      "[102000]\tvalid_0's mape: 0.00816998\n",
      "[104000]\tvalid_0's mape: 0.00816805\n",
      "[106000]\tvalid_0's mape: 0.00816617\n",
      "[108000]\tvalid_0's mape: 0.00816444\n",
      "[110000]\tvalid_0's mape: 0.00816267\n",
      "[112000]\tvalid_0's mape: 0.00816096\n",
      "[114000]\tvalid_0's mape: 0.00815943\n",
      "[116000]\tvalid_0's mape: 0.00815786\n",
      "[118000]\tvalid_0's mape: 0.00815633\n",
      "[120000]\tvalid_0's mape: 0.00815494\n",
      "[122000]\tvalid_0's mape: 0.00815363\n",
      "[124000]\tvalid_0's mape: 0.00815238\n",
      "[126000]\tvalid_0's mape: 0.00815117\n",
      "[128000]\tvalid_0's mape: 0.00815004\n",
      "[130000]\tvalid_0's mape: 0.00814897\n",
      "[132000]\tvalid_0's mape: 0.00814787\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[134000]\tvalid_0's mape: 0.00814685\n",
      "[136000]\tvalid_0's mape: 0.0081458\n",
      "[138000]\tvalid_0's mape: 0.00814472\n",
      "[140000]\tvalid_0's mape: 0.00814375\n",
      "[142000]\tvalid_0's mape: 0.00814285\n",
      "[144000]\tvalid_0's mape: 0.00814197\n",
      "[146000]\tvalid_0's mape: 0.00814115\n",
      "[148000]\tvalid_0's mape: 0.00814036\n",
      "[150000]\tvalid_0's mape: 0.00813963\n",
      "[152000]\tvalid_0's mape: 0.00813893\n",
      "[154000]\tvalid_0's mape: 0.00813821\n",
      "[156000]\tvalid_0's mape: 0.00813756\n",
      "[158000]\tvalid_0's mape: 0.00813691\n",
      "[160000]\tvalid_0's mape: 0.00813635\n",
      "[162000]\tvalid_0's mape: 0.0081357\n",
      "[164000]\tvalid_0's mape: 0.00813517\n",
      "[166000]\tvalid_0's mape: 0.0081346\n",
      "[168000]\tvalid_0's mape: 0.00813411\n",
      "[170000]\tvalid_0's mape: 0.00813367\n",
      "[172000]\tvalid_0's mape: 0.00813318\n",
      "[174000]\tvalid_0's mape: 0.00813272\n",
      "[176000]\tvalid_0's mape: 0.00813225\n",
      "[178000]\tvalid_0's mape: 0.00813181\n",
      "[180000]\tvalid_0's mape: 0.00813136\n",
      "[182000]\tvalid_0's mape: 0.00813098\n",
      "[184000]\tvalid_0's mape: 0.00813058\n",
      "[186000]\tvalid_0's mape: 0.00813024\n",
      "[188000]\tvalid_0's mape: 0.00812985\n",
      "[190000]\tvalid_0's mape: 0.00812949\n",
      "[192000]\tvalid_0's mape: 0.00812918\n",
      "[194000]\tvalid_0's mape: 0.00812889\n",
      "[196000]\tvalid_0's mape: 0.00812855\n",
      "[198000]\tvalid_0's mape: 0.00812824\n",
      "[200000]\tvalid_0's mape: 0.00812795\n",
      "[202000]\tvalid_0's mape: 0.00812767\n",
      "[204000]\tvalid_0's mape: 0.00812738\n",
      "[206000]\tvalid_0's mape: 0.00812705\n",
      "[208000]\tvalid_0's mape: 0.00812675\n",
      "[210000]\tvalid_0's mape: 0.00812647\n",
      "[212000]\tvalid_0's mape: 0.00812619\n",
      "[214000]\tvalid_0's mape: 0.00812597\n",
      "[216000]\tvalid_0's mape: 0.00812574\n",
      "[218000]\tvalid_0's mape: 0.00812548\n",
      "[220000]\tvalid_0's mape: 0.00812526\n",
      "[222000]\tvalid_0's mape: 0.00812503\n",
      "[224000]\tvalid_0's mape: 0.00812482\n",
      "[226000]\tvalid_0's mape: 0.00812461\n",
      "[228000]\tvalid_0's mape: 0.00812441\n",
      "[230000]\tvalid_0's mape: 0.00812421\n",
      "[232000]\tvalid_0's mape: 0.008124\n",
      "[234000]\tvalid_0's mape: 0.00812382\n",
      "[236000]\tvalid_0's mape: 0.00812363\n",
      "[238000]\tvalid_0's mape: 0.00812345\n",
      "[240000]\tvalid_0's mape: 0.00812326\n",
      "[242000]\tvalid_0's mape: 0.00812308\n",
      "[244000]\tvalid_0's mape: 0.00812291\n",
      "[246000]\tvalid_0's mape: 0.00812276\n",
      "[248000]\tvalid_0's mape: 0.0081226\n",
      "[250000]\tvalid_0's mape: 0.00812245\n",
      "[252000]\tvalid_0's mape: 0.00812229\n",
      "[254000]\tvalid_0's mape: 0.00812216\n",
      "[256000]\tvalid_0's mape: 0.00812202\n",
      "[258000]\tvalid_0's mape: 0.00812189\n",
      "[260000]\tvalid_0's mape: 0.00812176\n",
      "[262000]\tvalid_0's mape: 0.00812162\n",
      "[264000]\tvalid_0's mape: 0.00812149\n",
      "[266000]\tvalid_0's mape: 0.00812137\n",
      "[268000]\tvalid_0's mape: 0.00812126\n",
      "[270000]\tvalid_0's mape: 0.00812115\n",
      "[272000]\tvalid_0's mape: 0.00812106\n",
      "[274000]\tvalid_0's mape: 0.00812094\n",
      "[276000]\tvalid_0's mape: 0.00812084\n",
      "[278000]\tvalid_0's mape: 0.00812073\n",
      "[280000]\tvalid_0's mape: 0.00812064\n",
      "[282000]\tvalid_0's mape: 0.00812057\n",
      "[284000]\tvalid_0's mape: 0.00812045\n",
      "[286000]\tvalid_0's mape: 0.00812037\n",
      "[288000]\tvalid_0's mape: 0.00812031\n",
      "[290000]\tvalid_0's mape: 0.00812023\n",
      "[292000]\tvalid_0's mape: 0.00812015\n",
      "[294000]\tvalid_0's mape: 0.00812007\n",
      "[296000]\tvalid_0's mape: 0.00811999\n",
      "[298000]\tvalid_0's mape: 0.00811992\n",
      "[300000]\tvalid_0's mape: 0.00811984\n",
      "[302000]\tvalid_0's mape: 0.00811978\n",
      "[304000]\tvalid_0's mape: 0.00811971\n",
      "[306000]\tvalid_0's mape: 0.00811963\n",
      "[308000]\tvalid_0's mape: 0.00811957\n",
      "[310000]\tvalid_0's mape: 0.00811949\n",
      "[312000]\tvalid_0's mape: 0.00811944\n",
      "[314000]\tvalid_0's mape: 0.00811937\n",
      "[316000]\tvalid_0's mape: 0.00811932\n",
      "[318000]\tvalid_0's mape: 0.0081193\n",
      "Early stopping, best iteration is:\n",
      "[317136]\tvalid_0's mape: 0.0081193\n",
      "(Fold 1) score, mse, mae, mape: 5774.87080, 0.03908, 0.12485, 0.00811.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0203201\n",
      "[4000]\tvalid_0's mape: 0.012221\n",
      "[6000]\tvalid_0's mape: 0.0103219\n",
      "[8000]\tvalid_0's mape: 0.00962604\n",
      "[10000]\tvalid_0's mape: 0.00926996\n",
      "[12000]\tvalid_0's mape: 0.00905446\n",
      "[14000]\tvalid_0's mape: 0.00890383\n",
      "[16000]\tvalid_0's mape: 0.00879364\n",
      "[18000]\tvalid_0's mape: 0.00870781\n",
      "[20000]\tvalid_0's mape: 0.00864064\n",
      "[22000]\tvalid_0's mape: 0.0085867\n",
      "[24000]\tvalid_0's mape: 0.0085413\n",
      "[26000]\tvalid_0's mape: 0.00850314\n",
      "[28000]\tvalid_0's mape: 0.00847186\n",
      "[30000]\tvalid_0's mape: 0.00844413\n",
      "[32000]\tvalid_0's mape: 0.00841982\n",
      "[34000]\tvalid_0's mape: 0.008398\n",
      "[36000]\tvalid_0's mape: 0.00837885\n",
      "[38000]\tvalid_0's mape: 0.00836155\n",
      "[40000]\tvalid_0's mape: 0.00834626\n",
      "[42000]\tvalid_0's mape: 0.00833264\n",
      "[44000]\tvalid_0's mape: 0.00832018\n",
      "[46000]\tvalid_0's mape: 0.00830915\n",
      "[48000]\tvalid_0's mape: 0.00829865\n",
      "[50000]\tvalid_0's mape: 0.00828932\n",
      "[52000]\tvalid_0's mape: 0.00828043\n",
      "[54000]\tvalid_0's mape: 0.00827248\n",
      "[56000]\tvalid_0's mape: 0.00826535\n",
      "[58000]\tvalid_0's mape: 0.00825855\n",
      "[60000]\tvalid_0's mape: 0.00825254\n",
      "[62000]\tvalid_0's mape: 0.00824645\n",
      "[64000]\tvalid_0's mape: 0.00824122\n",
      "[66000]\tvalid_0's mape: 0.00823631\n",
      "[68000]\tvalid_0's mape: 0.00823162\n",
      "[70000]\tvalid_0's mape: 0.00822739\n",
      "[72000]\tvalid_0's mape: 0.00822332\n",
      "[74000]\tvalid_0's mape: 0.00821968\n",
      "[76000]\tvalid_0's mape: 0.00821631\n",
      "[78000]\tvalid_0's mape: 0.00821315\n",
      "[80000]\tvalid_0's mape: 0.00821014\n",
      "[82000]\tvalid_0's mape: 0.00820723\n",
      "[84000]\tvalid_0's mape: 0.00820443\n",
      "[86000]\tvalid_0's mape: 0.00820174\n",
      "[88000]\tvalid_0's mape: 0.00819901\n",
      "[90000]\tvalid_0's mape: 0.00819659\n",
      "[92000]\tvalid_0's mape: 0.00819426\n",
      "[94000]\tvalid_0's mape: 0.00819196\n",
      "[96000]\tvalid_0's mape: 0.00818977\n",
      "[98000]\tvalid_0's mape: 0.00818771\n",
      "[100000]\tvalid_0's mape: 0.0081858\n",
      "[102000]\tvalid_0's mape: 0.00818395\n",
      "[104000]\tvalid_0's mape: 0.00818211\n",
      "[106000]\tvalid_0's mape: 0.00818038\n",
      "[108000]\tvalid_0's mape: 0.00817879\n",
      "[110000]\tvalid_0's mape: 0.00817725\n",
      "[112000]\tvalid_0's mape: 0.00817583\n",
      "[114000]\tvalid_0's mape: 0.00817451\n",
      "[116000]\tvalid_0's mape: 0.00817318\n",
      "[118000]\tvalid_0's mape: 0.00817197\n",
      "[120000]\tvalid_0's mape: 0.00817083\n",
      "[122000]\tvalid_0's mape: 0.00816971\n",
      "[124000]\tvalid_0's mape: 0.00816871\n",
      "[126000]\tvalid_0's mape: 0.00816768\n",
      "[128000]\tvalid_0's mape: 0.00816667\n",
      "[130000]\tvalid_0's mape: 0.00816579\n",
      "[132000]\tvalid_0's mape: 0.00816487\n",
      "[134000]\tvalid_0's mape: 0.00816389\n",
      "[136000]\tvalid_0's mape: 0.00816299\n",
      "[138000]\tvalid_0's mape: 0.00816214\n",
      "[140000]\tvalid_0's mape: 0.00816142\n",
      "[142000]\tvalid_0's mape: 0.00816076\n",
      "[144000]\tvalid_0's mape: 0.00816004\n",
      "[146000]\tvalid_0's mape: 0.00815928\n",
      "[148000]\tvalid_0's mape: 0.00815865\n",
      "[150000]\tvalid_0's mape: 0.00815801\n",
      "[152000]\tvalid_0's mape: 0.00815745\n",
      "[154000]\tvalid_0's mape: 0.0081569\n",
      "[156000]\tvalid_0's mape: 0.00815631\n",
      "[158000]\tvalid_0's mape: 0.00815575\n",
      "[160000]\tvalid_0's mape: 0.00815521\n",
      "[162000]\tvalid_0's mape: 0.00815477\n",
      "[164000]\tvalid_0's mape: 0.00815434\n",
      "[166000]\tvalid_0's mape: 0.00815395\n",
      "[168000]\tvalid_0's mape: 0.00815356\n",
      "[170000]\tvalid_0's mape: 0.00815315\n",
      "[172000]\tvalid_0's mape: 0.00815264\n",
      "[174000]\tvalid_0's mape: 0.00815221\n",
      "[176000]\tvalid_0's mape: 0.00815179\n",
      "[178000]\tvalid_0's mape: 0.00815138\n",
      "[180000]\tvalid_0's mape: 0.00815097\n",
      "[182000]\tvalid_0's mape: 0.00815051\n",
      "[184000]\tvalid_0's mape: 0.0081501\n",
      "[186000]\tvalid_0's mape: 0.00814976\n",
      "[188000]\tvalid_0's mape: 0.00814939\n",
      "[190000]\tvalid_0's mape: 0.008149\n",
      "[192000]\tvalid_0's mape: 0.00814863\n",
      "[194000]\tvalid_0's mape: 0.00814833\n",
      "[196000]\tvalid_0's mape: 0.00814802\n",
      "[198000]\tvalid_0's mape: 0.00814771\n",
      "[200000]\tvalid_0's mape: 0.00814738\n",
      "[202000]\tvalid_0's mape: 0.00814702\n",
      "[204000]\tvalid_0's mape: 0.00814669\n",
      "[206000]\tvalid_0's mape: 0.00814641\n",
      "[208000]\tvalid_0's mape: 0.00814615\n",
      "[210000]\tvalid_0's mape: 0.0081459\n",
      "[212000]\tvalid_0's mape: 0.00814565\n",
      "[214000]\tvalid_0's mape: 0.00814542\n",
      "[216000]\tvalid_0's mape: 0.0081452\n",
      "[218000]\tvalid_0's mape: 0.00814494\n",
      "[220000]\tvalid_0's mape: 0.00814471\n",
      "[222000]\tvalid_0's mape: 0.0081445\n",
      "[224000]\tvalid_0's mape: 0.00814431\n",
      "[226000]\tvalid_0's mape: 0.00814413\n",
      "[228000]\tvalid_0's mape: 0.00814395\n",
      "[230000]\tvalid_0's mape: 0.00814376\n",
      "[232000]\tvalid_0's mape: 0.00814357\n",
      "[234000]\tvalid_0's mape: 0.00814339\n",
      "[236000]\tvalid_0's mape: 0.00814322\n",
      "[238000]\tvalid_0's mape: 0.00814305\n",
      "[240000]\tvalid_0's mape: 0.00814291\n",
      "[242000]\tvalid_0's mape: 0.00814275\n",
      "[244000]\tvalid_0's mape: 0.00814262\n",
      "[246000]\tvalid_0's mape: 0.00814249\n",
      "[248000]\tvalid_0's mape: 0.00814236\n",
      "[250000]\tvalid_0's mape: 0.00814223\n",
      "[252000]\tvalid_0's mape: 0.00814209\n",
      "[254000]\tvalid_0's mape: 0.00814196\n",
      "[256000]\tvalid_0's mape: 0.00814184\n",
      "[258000]\tvalid_0's mape: 0.00814171\n",
      "[260000]\tvalid_0's mape: 0.0081416\n",
      "[262000]\tvalid_0's mape: 0.00814147\n",
      "[264000]\tvalid_0's mape: 0.00814136\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[266000]\tvalid_0's mape: 0.00814125\n",
      "[268000]\tvalid_0's mape: 0.00814114\n",
      "[270000]\tvalid_0's mape: 0.00814106\n",
      "[272000]\tvalid_0's mape: 0.00814097\n",
      "[274000]\tvalid_0's mape: 0.00814089\n",
      "[276000]\tvalid_0's mape: 0.0081408\n",
      "[278000]\tvalid_0's mape: 0.00814073\n",
      "[280000]\tvalid_0's mape: 0.00814064\n",
      "[282000]\tvalid_0's mape: 0.00814055\n",
      "[284000]\tvalid_0's mape: 0.00814047\n",
      "[286000]\tvalid_0's mape: 0.00814038\n",
      "[288000]\tvalid_0's mape: 0.00814029\n",
      "[290000]\tvalid_0's mape: 0.00814021\n",
      "[292000]\tvalid_0's mape: 0.00814012\n",
      "[294000]\tvalid_0's mape: 0.00814005\n",
      "[296000]\tvalid_0's mape: 0.00813996\n",
      "[298000]\tvalid_0's mape: 0.00813989\n",
      "[300000]\tvalid_0's mape: 0.00813982\n",
      "[302000]\tvalid_0's mape: 0.00813976\n",
      "[304000]\tvalid_0's mape: 0.00813969\n",
      "[306000]\tvalid_0's mape: 0.00813963\n",
      "[308000]\tvalid_0's mape: 0.00813957\n",
      "[310000]\tvalid_0's mape: 0.00813951\n",
      "[312000]\tvalid_0's mape: 0.00813945\n",
      "[314000]\tvalid_0's mape: 0.00813939\n",
      "[316000]\tvalid_0's mape: 0.00813935\n",
      "[318000]\tvalid_0's mape: 0.0081393\n",
      "[320000]\tvalid_0's mape: 0.00813927\n",
      "Early stopping, best iteration is:\n",
      "[320967]\tvalid_0's mape: 0.00813925\n",
      "(Fold 2) score, mse, mae, mape: 5808.86854, 0.04152, 0.12528, 0.00813.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0202681\n",
      "[4000]\tvalid_0's mape: 0.0122468\n",
      "[6000]\tvalid_0's mape: 0.0103965\n",
      "[8000]\tvalid_0's mape: 0.00971456\n",
      "[10000]\tvalid_0's mape: 0.00935961\n",
      "[12000]\tvalid_0's mape: 0.00913993\n",
      "[14000]\tvalid_0's mape: 0.00898556\n",
      "[16000]\tvalid_0's mape: 0.00887035\n",
      "[18000]\tvalid_0's mape: 0.00878056\n",
      "[20000]\tvalid_0's mape: 0.00870944\n",
      "[22000]\tvalid_0's mape: 0.0086513\n",
      "[24000]\tvalid_0's mape: 0.00860263\n",
      "[26000]\tvalid_0's mape: 0.0085623\n",
      "[28000]\tvalid_0's mape: 0.00852675\n",
      "[30000]\tvalid_0's mape: 0.00849537\n",
      "[32000]\tvalid_0's mape: 0.00846846\n",
      "[34000]\tvalid_0's mape: 0.00844368\n",
      "[36000]\tvalid_0's mape: 0.00842159\n",
      "[38000]\tvalid_0's mape: 0.00840173\n",
      "[40000]\tvalid_0's mape: 0.00838419\n",
      "[42000]\tvalid_0's mape: 0.00836793\n",
      "[44000]\tvalid_0's mape: 0.00835318\n",
      "[46000]\tvalid_0's mape: 0.00833963\n",
      "[48000]\tvalid_0's mape: 0.00832676\n",
      "[50000]\tvalid_0's mape: 0.00831535\n",
      "[52000]\tvalid_0's mape: 0.00830448\n",
      "[54000]\tvalid_0's mape: 0.00829466\n",
      "[56000]\tvalid_0's mape: 0.0082852\n",
      "[58000]\tvalid_0's mape: 0.00827668\n",
      "[60000]\tvalid_0's mape: 0.0082689\n",
      "[62000]\tvalid_0's mape: 0.00826159\n",
      "[64000]\tvalid_0's mape: 0.00825482\n",
      "[66000]\tvalid_0's mape: 0.00824848\n",
      "[68000]\tvalid_0's mape: 0.00824253\n",
      "[70000]\tvalid_0's mape: 0.00823693\n",
      "[72000]\tvalid_0's mape: 0.0082317\n",
      "[74000]\tvalid_0's mape: 0.00822707\n",
      "[76000]\tvalid_0's mape: 0.00822252\n",
      "[78000]\tvalid_0's mape: 0.00821841\n",
      "[80000]\tvalid_0's mape: 0.00821458\n",
      "[82000]\tvalid_0's mape: 0.00821097\n",
      "[84000]\tvalid_0's mape: 0.00820765\n",
      "[86000]\tvalid_0's mape: 0.00820442\n",
      "[88000]\tvalid_0's mape: 0.00820128\n",
      "[90000]\tvalid_0's mape: 0.00819828\n",
      "[92000]\tvalid_0's mape: 0.00819537\n",
      "[94000]\tvalid_0's mape: 0.00819275\n",
      "[96000]\tvalid_0's mape: 0.00819015\n",
      "[98000]\tvalid_0's mape: 0.00818772\n",
      "[100000]\tvalid_0's mape: 0.00818544\n",
      "[102000]\tvalid_0's mape: 0.00818318\n",
      "[104000]\tvalid_0's mape: 0.00818107\n",
      "[106000]\tvalid_0's mape: 0.00817914\n",
      "[108000]\tvalid_0's mape: 0.00817727\n",
      "[110000]\tvalid_0's mape: 0.00817553\n",
      "[112000]\tvalid_0's mape: 0.00817392\n",
      "[114000]\tvalid_0's mape: 0.00817233\n",
      "[116000]\tvalid_0's mape: 0.00817065\n",
      "[118000]\tvalid_0's mape: 0.00816922\n",
      "[120000]\tvalid_0's mape: 0.00816785\n",
      "[122000]\tvalid_0's mape: 0.00816659\n",
      "[124000]\tvalid_0's mape: 0.00816523\n",
      "[126000]\tvalid_0's mape: 0.00816399\n",
      "[128000]\tvalid_0's mape: 0.00816267\n",
      "[130000]\tvalid_0's mape: 0.00816147\n",
      "[132000]\tvalid_0's mape: 0.00816031\n",
      "[134000]\tvalid_0's mape: 0.0081593\n",
      "[136000]\tvalid_0's mape: 0.00815838\n",
      "[138000]\tvalid_0's mape: 0.00815736\n",
      "[140000]\tvalid_0's mape: 0.00815629\n",
      "[142000]\tvalid_0's mape: 0.00815536\n",
      "[144000]\tvalid_0's mape: 0.00815449\n",
      "[146000]\tvalid_0's mape: 0.00815356\n",
      "[148000]\tvalid_0's mape: 0.00815271\n",
      "[150000]\tvalid_0's mape: 0.00815196\n",
      "[152000]\tvalid_0's mape: 0.00815126\n",
      "[154000]\tvalid_0's mape: 0.00815059\n",
      "[156000]\tvalid_0's mape: 0.00814994\n",
      "[158000]\tvalid_0's mape: 0.00814928\n",
      "[160000]\tvalid_0's mape: 0.00814864\n",
      "[162000]\tvalid_0's mape: 0.00814801\n",
      "[164000]\tvalid_0's mape: 0.00814744\n",
      "[166000]\tvalid_0's mape: 0.00814685\n",
      "[168000]\tvalid_0's mape: 0.00814633\n",
      "[170000]\tvalid_0's mape: 0.00814586\n",
      "[172000]\tvalid_0's mape: 0.00814536\n",
      "[174000]\tvalid_0's mape: 0.0081449\n",
      "[176000]\tvalid_0's mape: 0.00814443\n",
      "[178000]\tvalid_0's mape: 0.00814396\n",
      "[180000]\tvalid_0's mape: 0.00814356\n",
      "[182000]\tvalid_0's mape: 0.00814314\n",
      "[184000]\tvalid_0's mape: 0.00814273\n",
      "[186000]\tvalid_0's mape: 0.00814236\n",
      "[188000]\tvalid_0's mape: 0.00814198\n",
      "[190000]\tvalid_0's mape: 0.0081416\n",
      "[192000]\tvalid_0's mape: 0.00814126\n",
      "[194000]\tvalid_0's mape: 0.00814092\n",
      "[196000]\tvalid_0's mape: 0.00814059\n",
      "[198000]\tvalid_0's mape: 0.00814027\n",
      "[200000]\tvalid_0's mape: 0.00813998\n",
      "[202000]\tvalid_0's mape: 0.00813967\n",
      "[204000]\tvalid_0's mape: 0.00813939\n",
      "[206000]\tvalid_0's mape: 0.00813911\n",
      "[208000]\tvalid_0's mape: 0.00813884\n",
      "[210000]\tvalid_0's mape: 0.00813861\n",
      "[212000]\tvalid_0's mape: 0.00813834\n",
      "[214000]\tvalid_0's mape: 0.00813809\n",
      "[216000]\tvalid_0's mape: 0.00813785\n",
      "[218000]\tvalid_0's mape: 0.00813758\n",
      "[220000]\tvalid_0's mape: 0.00813737\n",
      "[222000]\tvalid_0's mape: 0.00813716\n",
      "[224000]\tvalid_0's mape: 0.00813695\n",
      "[226000]\tvalid_0's mape: 0.00813675\n",
      "[228000]\tvalid_0's mape: 0.00813656\n",
      "[230000]\tvalid_0's mape: 0.00813638\n",
      "[232000]\tvalid_0's mape: 0.00813621\n",
      "[234000]\tvalid_0's mape: 0.00813603\n",
      "[236000]\tvalid_0's mape: 0.00813587\n",
      "[238000]\tvalid_0's mape: 0.00813569\n",
      "[240000]\tvalid_0's mape: 0.00813551\n",
      "[242000]\tvalid_0's mape: 0.00813538\n",
      "[244000]\tvalid_0's mape: 0.00813523\n",
      "[246000]\tvalid_0's mape: 0.00813509\n",
      "[248000]\tvalid_0's mape: 0.00813493\n",
      "[250000]\tvalid_0's mape: 0.00813478\n",
      "[252000]\tvalid_0's mape: 0.00813463\n",
      "[254000]\tvalid_0's mape: 0.00813448\n",
      "[256000]\tvalid_0's mape: 0.00813434\n",
      "[258000]\tvalid_0's mape: 0.0081342\n",
      "[260000]\tvalid_0's mape: 0.00813408\n",
      "[262000]\tvalid_0's mape: 0.00813394\n",
      "[264000]\tvalid_0's mape: 0.00813383\n",
      "[266000]\tvalid_0's mape: 0.00813372\n",
      "[268000]\tvalid_0's mape: 0.00813362\n",
      "[270000]\tvalid_0's mape: 0.00813352\n",
      "[272000]\tvalid_0's mape: 0.00813341\n",
      "[274000]\tvalid_0's mape: 0.00813332\n",
      "[276000]\tvalid_0's mape: 0.00813323\n",
      "[278000]\tvalid_0's mape: 0.00813313\n",
      "[280000]\tvalid_0's mape: 0.00813303\n",
      "[282000]\tvalid_0's mape: 0.00813294\n",
      "[284000]\tvalid_0's mape: 0.00813286\n",
      "[286000]\tvalid_0's mape: 0.00813276\n",
      "[288000]\tvalid_0's mape: 0.00813267\n",
      "[290000]\tvalid_0's mape: 0.00813259\n",
      "[292000]\tvalid_0's mape: 0.00813251\n",
      "[294000]\tvalid_0's mape: 0.00813243\n",
      "[296000]\tvalid_0's mape: 0.00813235\n",
      "[298000]\tvalid_0's mape: 0.00813227\n",
      "[300000]\tvalid_0's mape: 0.0081322\n",
      "[302000]\tvalid_0's mape: 0.00813213\n",
      "[304000]\tvalid_0's mape: 0.00813207\n",
      "[306000]\tvalid_0's mape: 0.008132\n",
      "[308000]\tvalid_0's mape: 0.00813195\n",
      "[310000]\tvalid_0's mape: 0.00813186\n",
      "[312000]\tvalid_0's mape: 0.0081318\n",
      "[314000]\tvalid_0's mape: 0.00813175\n",
      "[316000]\tvalid_0's mape: 0.00813171\n",
      "[318000]\tvalid_0's mape: 0.00813168\n",
      "Early stopping, best iteration is:\n",
      "[317456]\tvalid_0's mape: 0.00813168\n",
      "(Fold 3) score, mse, mae, mape: 5727.87206, 0.03773, 0.12500, 0.00813.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0204135\n",
      "[4000]\tvalid_0's mape: 0.0122241\n",
      "[6000]\tvalid_0's mape: 0.0103203\n",
      "[8000]\tvalid_0's mape: 0.009622\n",
      "[10000]\tvalid_0's mape: 0.00924672\n",
      "[12000]\tvalid_0's mape: 0.00901554\n",
      "[14000]\tvalid_0's mape: 0.00885257\n",
      "[16000]\tvalid_0's mape: 0.00873313\n",
      "[18000]\tvalid_0's mape: 0.00864104\n",
      "[20000]\tvalid_0's mape: 0.0085698\n",
      "[22000]\tvalid_0's mape: 0.00851378\n",
      "[24000]\tvalid_0's mape: 0.00846738\n",
      "[26000]\tvalid_0's mape: 0.00842828\n",
      "[28000]\tvalid_0's mape: 0.0083951\n",
      "[30000]\tvalid_0's mape: 0.00836498\n",
      "[32000]\tvalid_0's mape: 0.0083387\n",
      "[34000]\tvalid_0's mape: 0.00831498\n",
      "[36000]\tvalid_0's mape: 0.00829396\n",
      "[38000]\tvalid_0's mape: 0.00827527\n",
      "[40000]\tvalid_0's mape: 0.00825836\n",
      "[42000]\tvalid_0's mape: 0.00824298\n",
      "[44000]\tvalid_0's mape: 0.00822919\n",
      "[46000]\tvalid_0's mape: 0.00821645\n",
      "[48000]\tvalid_0's mape: 0.0082046\n",
      "[50000]\tvalid_0's mape: 0.00819395\n",
      "[52000]\tvalid_0's mape: 0.00818423\n",
      "[54000]\tvalid_0's mape: 0.00817513\n",
      "[56000]\tvalid_0's mape: 0.00816695\n",
      "[58000]\tvalid_0's mape: 0.00815932\n",
      "[60000]\tvalid_0's mape: 0.00815229\n",
      "[62000]\tvalid_0's mape: 0.00814552\n",
      "[64000]\tvalid_0's mape: 0.00813949\n",
      "[66000]\tvalid_0's mape: 0.00813365\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[68000]\tvalid_0's mape: 0.00812854\n",
      "[70000]\tvalid_0's mape: 0.00812351\n",
      "[72000]\tvalid_0's mape: 0.00811874\n",
      "[74000]\tvalid_0's mape: 0.00811435\n",
      "[76000]\tvalid_0's mape: 0.0081102\n",
      "[78000]\tvalid_0's mape: 0.00810601\n",
      "[80000]\tvalid_0's mape: 0.00810232\n",
      "[82000]\tvalid_0's mape: 0.00809898\n",
      "[84000]\tvalid_0's mape: 0.00809585\n",
      "[86000]\tvalid_0's mape: 0.00809277\n",
      "[88000]\tvalid_0's mape: 0.00808989\n",
      "[90000]\tvalid_0's mape: 0.00808721\n",
      "[92000]\tvalid_0's mape: 0.00808453\n",
      "[94000]\tvalid_0's mape: 0.00808195\n",
      "[96000]\tvalid_0's mape: 0.00807967\n",
      "[98000]\tvalid_0's mape: 0.0080775\n",
      "[100000]\tvalid_0's mape: 0.00807544\n",
      "[102000]\tvalid_0's mape: 0.00807359\n",
      "[104000]\tvalid_0's mape: 0.00807178\n",
      "[106000]\tvalid_0's mape: 0.00807008\n",
      "[108000]\tvalid_0's mape: 0.00806854\n",
      "[110000]\tvalid_0's mape: 0.00806711\n",
      "[112000]\tvalid_0's mape: 0.00806566\n",
      "[114000]\tvalid_0's mape: 0.00806438\n",
      "[116000]\tvalid_0's mape: 0.00806306\n",
      "[118000]\tvalid_0's mape: 0.00806181\n",
      "[120000]\tvalid_0's mape: 0.00806055\n",
      "[122000]\tvalid_0's mape: 0.00805938\n",
      "[124000]\tvalid_0's mape: 0.00805832\n",
      "[126000]\tvalid_0's mape: 0.00805728\n",
      "[128000]\tvalid_0's mape: 0.00805633\n",
      "[130000]\tvalid_0's mape: 0.00805541\n",
      "[132000]\tvalid_0's mape: 0.00805451\n",
      "[134000]\tvalid_0's mape: 0.00805364\n",
      "[136000]\tvalid_0's mape: 0.00805282\n",
      "[138000]\tvalid_0's mape: 0.00805202\n",
      "[140000]\tvalid_0's mape: 0.00805122\n",
      "[142000]\tvalid_0's mape: 0.00805053\n",
      "[144000]\tvalid_0's mape: 0.00804974\n",
      "[146000]\tvalid_0's mape: 0.00804905\n",
      "[148000]\tvalid_0's mape: 0.00804847\n",
      "[150000]\tvalid_0's mape: 0.00804789\n",
      "[152000]\tvalid_0's mape: 0.00804734\n",
      "[154000]\tvalid_0's mape: 0.00804682\n",
      "[156000]\tvalid_0's mape: 0.00804635\n",
      "[158000]\tvalid_0's mape: 0.0080459\n",
      "[160000]\tvalid_0's mape: 0.0080455\n",
      "[162000]\tvalid_0's mape: 0.00804513\n",
      "[164000]\tvalid_0's mape: 0.00804476\n",
      "[166000]\tvalid_0's mape: 0.00804431\n",
      "[168000]\tvalid_0's mape: 0.00804388\n",
      "[170000]\tvalid_0's mape: 0.00804353\n",
      "[172000]\tvalid_0's mape: 0.00804321\n",
      "[174000]\tvalid_0's mape: 0.00804285\n",
      "[176000]\tvalid_0's mape: 0.00804248\n",
      "[178000]\tvalid_0's mape: 0.00804211\n",
      "[180000]\tvalid_0's mape: 0.00804181\n",
      "[182000]\tvalid_0's mape: 0.00804151\n",
      "[184000]\tvalid_0's mape: 0.00804125\n",
      "[186000]\tvalid_0's mape: 0.00804093\n",
      "[188000]\tvalid_0's mape: 0.00804072\n",
      "[190000]\tvalid_0's mape: 0.0080405\n",
      "[192000]\tvalid_0's mape: 0.00804022\n",
      "[194000]\tvalid_0's mape: 0.00803996\n",
      "[196000]\tvalid_0's mape: 0.00803973\n",
      "[198000]\tvalid_0's mape: 0.00803951\n",
      "[200000]\tvalid_0's mape: 0.00803922\n",
      "[202000]\tvalid_0's mape: 0.00803894\n",
      "[204000]\tvalid_0's mape: 0.00803872\n",
      "[206000]\tvalid_0's mape: 0.00803847\n",
      "[208000]\tvalid_0's mape: 0.00803825\n",
      "[210000]\tvalid_0's mape: 0.00803812\n",
      "[212000]\tvalid_0's mape: 0.00803796\n",
      "[214000]\tvalid_0's mape: 0.00803781\n",
      "[216000]\tvalid_0's mape: 0.00803768\n",
      "[218000]\tvalid_0's mape: 0.0080375\n",
      "[220000]\tvalid_0's mape: 0.00803734\n",
      "[222000]\tvalid_0's mape: 0.00803719\n",
      "[224000]\tvalid_0's mape: 0.00803704\n",
      "[226000]\tvalid_0's mape: 0.00803689\n",
      "[228000]\tvalid_0's mape: 0.00803677\n",
      "[230000]\tvalid_0's mape: 0.00803666\n",
      "[232000]\tvalid_0's mape: 0.00803652\n",
      "[234000]\tvalid_0's mape: 0.00803642\n",
      "[236000]\tvalid_0's mape: 0.0080363\n",
      "[238000]\tvalid_0's mape: 0.00803614\n",
      "[240000]\tvalid_0's mape: 0.00803604\n",
      "[242000]\tvalid_0's mape: 0.00803592\n",
      "[244000]\tvalid_0's mape: 0.00803579\n",
      "[246000]\tvalid_0's mape: 0.00803568\n",
      "[248000]\tvalid_0's mape: 0.00803558\n",
      "[250000]\tvalid_0's mape: 0.00803549\n",
      "[252000]\tvalid_0's mape: 0.00803542\n",
      "[254000]\tvalid_0's mape: 0.00803532\n",
      "[256000]\tvalid_0's mape: 0.00803524\n",
      "[258000]\tvalid_0's mape: 0.00803515\n",
      "[260000]\tvalid_0's mape: 0.00803506\n",
      "[262000]\tvalid_0's mape: 0.00803497\n",
      "[264000]\tvalid_0's mape: 0.00803489\n",
      "[266000]\tvalid_0's mape: 0.00803481\n",
      "[268000]\tvalid_0's mape: 0.00803472\n",
      "[270000]\tvalid_0's mape: 0.00803465\n",
      "[272000]\tvalid_0's mape: 0.00803457\n",
      "[274000]\tvalid_0's mape: 0.00803448\n",
      "[276000]\tvalid_0's mape: 0.0080344\n",
      "[278000]\tvalid_0's mape: 0.00803431\n",
      "[280000]\tvalid_0's mape: 0.00803423\n",
      "[282000]\tvalid_0's mape: 0.00803416\n",
      "[284000]\tvalid_0's mape: 0.00803409\n",
      "[286000]\tvalid_0's mape: 0.00803404\n",
      "[288000]\tvalid_0's mape: 0.00803396\n",
      "[290000]\tvalid_0's mape: 0.00803391\n",
      "[292000]\tvalid_0's mape: 0.00803383\n",
      "[294000]\tvalid_0's mape: 0.00803377\n",
      "[296000]\tvalid_0's mape: 0.00803371\n",
      "[298000]\tvalid_0's mape: 0.00803365\n",
      "[300000]\tvalid_0's mape: 0.00803359\n",
      "[302000]\tvalid_0's mape: 0.00803354\n",
      "[304000]\tvalid_0's mape: 0.00803349\n",
      "[306000]\tvalid_0's mape: 0.00803346\n",
      "[308000]\tvalid_0's mape: 0.00803342\n",
      "[310000]\tvalid_0's mape: 0.00803337\n",
      "[312000]\tvalid_0's mape: 0.00803333\n",
      "[314000]\tvalid_0's mape: 0.00803331\n",
      "[316000]\tvalid_0's mape: 0.00803329\n",
      "[318000]\tvalid_0's mape: 0.00803326\n",
      "[320000]\tvalid_0's mape: 0.00803324\n",
      "[322000]\tvalid_0's mape: 0.00803321\n",
      "Early stopping, best iteration is:\n",
      "[322175]\tvalid_0's mape: 0.0080332\n",
      "(Fold 4) score, mse, mae, mape: 5761.86995, 0.03804, 0.12323, 0.00803.\n"
     ]
    }
   ],
   "source": [
    "t0 = time.time()\n",
    "\n",
    "predicts_val = []\n",
    "predicts_test = test[['building_id']].copy()\n",
    "best_iterations = []\n",
    "scores = []; mapes = []\n",
    "for i, id_fold in enumerate(id_cv):\n",
    "    #id_fold = id_fold['building_id']\n",
    "    # split train, val\n",
    "    df_train = train.loc[~train['building_id'].isin(id_fold)].copy()\n",
    "    df_val = train.loc[train['building_id'].isin(id_fold)].copy()\n",
    "    df_test = test.copy()\n",
    "    \n",
    "    # feat eng\n",
    "    feat_eng = FeatureEngineering(cols_num, cols_cat, cols_feats, col_target)\n",
    "    df_train = feat_eng.fit_transform(df_train)\n",
    "    df_val = feat_eng.transform(df_val)\n",
    "    df_test = feat_eng.transform(df_test)\n",
    "\n",
    "    # Construct lgb dataset\n",
    "    lgb_train = lgb.Dataset(df_train[cols_feats], df_train[col_target]).construct()\n",
    "    lgb_val = lgb.Dataset(df_val[cols_feats], df_val[col_target], reference=lgb_train).construct()\n",
    "        \n",
    "    # train model    \n",
    "    model = lgb.train(params, lgb_train, valid_sets=lgb_val, **lgb_other_params)\n",
    "    best_iterations.append(model.best_iteration)\n",
    "\n",
    "    # Predict on val set\n",
    "    y_pred = model.predict(df_val[cols_feats])\n",
    "    mse = mean_squared_error(df_val[col_target], y_pred)\n",
    "    mae = mean_absolute_error(df_val[col_target], y_pred)\n",
    "    mape = cal_mape(df_val[col_target], y_pred)\n",
    "    mapes.append(mape)\n",
    "    \n",
    "    y_pred_final = post_processing(y_pred, df_val)\n",
    "    score = cal_score(df_val['total_price'], y_pred_final)\n",
    "    scores.append(score)\n",
    "\n",
    "    print('(Fold %d) score, mse, mae, mape: %.5f, %.5f, %.5f, %.5f.' % (i, score, mse, mae, mape))\n",
    "    predicts_val.append(pd.DataFrame({'building_id': df_val['building_id'],\n",
    "                                      'total_price': df_val['total_price'],\n",
    "                                      'total_price_predict': y_pred_final}))\n",
    "\n",
    "    # Predict on test set\n",
    "    y_pred_test = model.predict(df_test[cols_feats])\n",
    "    predicts_test['target_{}'.format(i)] = y_pred_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total run time: 54983.40087080002\n"
     ]
    }
   ],
   "source": [
    "print('Total run time:', time.time() - t0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kfold cv score (mean, stdev, all): 5753.070671055953 40.11563423169209 [5691.872010636091, 5774.87080256527, 5808.868535004533, 5727.8720614819695, 5761.869945591903]\n",
      "Kfold cv mape (mean, stdev, all): 0.008097101466912338 3.831988464687258e-05 [0.008091110415205513, 0.008110740204891628, 0.00812773088981429, 0.008130161714188032, 0.008025764110462229]\n"
     ]
    }
   ],
   "source": [
    "print('Kfold cv score (mean, stdev, all):', np.mean(scores), np.std(scores), scores) # 5724.469598319313\n",
    "print('Kfold cv mape (mean, stdev, all):', np.mean(mapes), np.std(mapes), mapes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>building_id</th>\n",
       "      <th>target_0</th>\n",
       "      <th>target_1</th>\n",
       "      <th>target_2</th>\n",
       "      <th>target_3</th>\n",
       "      <th>target_4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>X5gsdTWGS3W7JJQB</td>\n",
       "      <td>16.325394</td>\n",
       "      <td>16.286099</td>\n",
       "      <td>16.370164</td>\n",
       "      <td>16.284143</td>\n",
       "      <td>16.324207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BTshNOJyKHnT2YIT</td>\n",
       "      <td>15.174076</td>\n",
       "      <td>15.179511</td>\n",
       "      <td>15.190255</td>\n",
       "      <td>15.186818</td>\n",
       "      <td>15.187469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dhdymr0lV8N5kZOT</td>\n",
       "      <td>16.239704</td>\n",
       "      <td>16.269658</td>\n",
       "      <td>16.262876</td>\n",
       "      <td>16.221672</td>\n",
       "      <td>16.296397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>VEwyGGMcD56w5BOc</td>\n",
       "      <td>15.574532</td>\n",
       "      <td>15.553992</td>\n",
       "      <td>15.541208</td>\n",
       "      <td>15.571521</td>\n",
       "      <td>15.591568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>wmUeMoJZfsqaSX9b</td>\n",
       "      <td>13.840971</td>\n",
       "      <td>13.775986</td>\n",
       "      <td>13.758290</td>\n",
       "      <td>13.822141</td>\n",
       "      <td>13.834506</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        building_id   target_0   target_1   target_2   target_3   target_4\n",
       "0  X5gsdTWGS3W7JJQB  16.325394  16.286099  16.370164  16.284143  16.324207\n",
       "1  BTshNOJyKHnT2YIT  15.174076  15.179511  15.190255  15.186818  15.187469\n",
       "2  dhdymr0lV8N5kZOT  16.239704  16.269658  16.262876  16.221672  16.296397\n",
       "3  VEwyGGMcD56w5BOc  15.574532  15.553992  15.541208  15.571521  15.591568\n",
       "4  wmUeMoJZfsqaSX9b  13.840971  13.775986  13.758290  13.822141  13.834506"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predicts_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.concat(predicts_val, axis=0).to_csv('output/'+model_name+'-cv.csv', index=False)\n",
    "\n",
    "predicts_test['target_mean'] = \\\n",
    "    predicts_test[['target_'+str(i) for i in range(len(id_cv))]].mean(axis=1)\n",
    "predicts_test['total_price'] = post_processing(predicts_test['target_mean'].values, df_test)\n",
    "predicts_test[['building_id', 'total_price']].to_csv('output/'+model_name+'-test-kfold.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best iterations: [315872, 317136, 320967, 317456, 322175]\n",
      "Mean best iterations: 318721\n"
     ]
    }
   ],
   "source": [
    "print('Best iterations:', best_iterations)\n",
    "print('Mean best iterations:', int(np.mean(best_iterations)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### One-fold test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'keep_training_booster': True,\n",
       " 'num_boost_round': 366529,\n",
       " 'verbose_eval': 2000}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lgb_other_params_one = {'num_boost_round': int(np.mean(best_iterations)*1.15),\n",
    "                        'verbose_eval': 2000,\n",
    "                        'keep_training_booster': True,}\n",
    "lgb_other_params_one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'boosting_type': 'gbdt',\n",
       " 'feature_fraction': 0.4,\n",
       " 'lambda_l1': 0.04,\n",
       " 'lambda_l2': 0.02,\n",
       " 'learning_rate': 0.0008,\n",
       " 'max_bin': 511,\n",
       " 'max_depth': 22,\n",
       " 'metric': 'mape',\n",
       " 'min_data_in_leaf': 6,\n",
       " 'min_sum_hessian_in_leaf': 0.01,\n",
       " 'num_leaves': 255,\n",
       " 'objective': 'mse',\n",
       " 'seed': 777,\n",
       " 'task': 'train'}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2000]\ttraining's mape: 0.019433\n",
      "[4000]\ttraining's mape: 0.0105684\n",
      "[6000]\ttraining's mape: 0.00815369\n",
      "[8000]\ttraining's mape: 0.00704078\n",
      "[10000]\ttraining's mape: 0.00632005\n",
      "[12000]\ttraining's mape: 0.00578487\n",
      "[14000]\ttraining's mape: 0.00535821\n",
      "[16000]\ttraining's mape: 0.00500138\n",
      "[18000]\ttraining's mape: 0.00469448\n",
      "[20000]\ttraining's mape: 0.00442795\n",
      "[22000]\ttraining's mape: 0.00419449\n",
      "[24000]\ttraining's mape: 0.00398648\n",
      "[26000]\ttraining's mape: 0.00379777\n",
      "[28000]\ttraining's mape: 0.00362587\n",
      "[30000]\ttraining's mape: 0.0034679\n",
      "[32000]\ttraining's mape: 0.00332143\n",
      "[34000]\ttraining's mape: 0.00318468\n",
      "[36000]\ttraining's mape: 0.00305578\n",
      "[38000]\ttraining's mape: 0.00293638\n",
      "[40000]\ttraining's mape: 0.00282291\n",
      "[42000]\ttraining's mape: 0.00271619\n",
      "[44000]\ttraining's mape: 0.00261578\n",
      "[46000]\ttraining's mape: 0.00252071\n",
      "[48000]\ttraining's mape: 0.00243081\n",
      "[50000]\ttraining's mape: 0.00234528\n",
      "[52000]\ttraining's mape: 0.00226425\n",
      "[54000]\ttraining's mape: 0.00218717\n",
      "[56000]\ttraining's mape: 0.00211357\n",
      "[58000]\ttraining's mape: 0.00204352\n",
      "[60000]\ttraining's mape: 0.00197629\n",
      "[62000]\ttraining's mape: 0.00191293\n",
      "[64000]\ttraining's mape: 0.0018523\n",
      "[66000]\ttraining's mape: 0.00179398\n",
      "[68000]\ttraining's mape: 0.00173843\n",
      "[70000]\ttraining's mape: 0.00168494\n",
      "[72000]\ttraining's mape: 0.00163413\n",
      "[74000]\ttraining's mape: 0.00158495\n",
      "[76000]\ttraining's mape: 0.00153786\n",
      "[78000]\ttraining's mape: 0.00149316\n",
      "[80000]\ttraining's mape: 0.00144907\n",
      "[82000]\ttraining's mape: 0.00140646\n",
      "[84000]\ttraining's mape: 0.00136638\n",
      "[86000]\ttraining's mape: 0.00132824\n",
      "[88000]\ttraining's mape: 0.00129086\n",
      "[90000]\ttraining's mape: 0.00125533\n",
      "[92000]\ttraining's mape: 0.00122079\n",
      "[94000]\ttraining's mape: 0.00118776\n",
      "[96000]\ttraining's mape: 0.00115569\n",
      "[98000]\ttraining's mape: 0.00112498\n",
      "[100000]\ttraining's mape: 0.00109572\n",
      "[102000]\ttraining's mape: 0.00106689\n",
      "[104000]\ttraining's mape: 0.00103984\n",
      "[106000]\ttraining's mape: 0.00101412\n",
      "[108000]\ttraining's mape: 0.000988713\n",
      "[110000]\ttraining's mape: 0.000963747\n",
      "[112000]\ttraining's mape: 0.000939932\n",
      "[114000]\ttraining's mape: 0.000916856\n",
      "[116000]\ttraining's mape: 0.000894263\n",
      "[118000]\ttraining's mape: 0.000872344\n",
      "[120000]\ttraining's mape: 0.000851069\n",
      "[122000]\ttraining's mape: 0.000830729\n",
      "[124000]\ttraining's mape: 0.000810736\n",
      "[126000]\ttraining's mape: 0.000791289\n",
      "[128000]\ttraining's mape: 0.000772733\n",
      "[130000]\ttraining's mape: 0.000754816\n",
      "[132000]\ttraining's mape: 0.00073773\n",
      "[134000]\ttraining's mape: 0.000721204\n",
      "[136000]\ttraining's mape: 0.000705245\n",
      "[138000]\ttraining's mape: 0.000689812\n",
      "[140000]\ttraining's mape: 0.000675365\n",
      "[142000]\ttraining's mape: 0.000661317\n",
      "[144000]\ttraining's mape: 0.000647539\n",
      "[146000]\ttraining's mape: 0.000634059\n",
      "[148000]\ttraining's mape: 0.00062087\n",
      "[150000]\ttraining's mape: 0.000608289\n",
      "[152000]\ttraining's mape: 0.000596193\n",
      "[154000]\ttraining's mape: 0.000583775\n",
      "[156000]\ttraining's mape: 0.000571833\n",
      "[158000]\ttraining's mape: 0.000560315\n",
      "[160000]\ttraining's mape: 0.000549098\n",
      "[162000]\ttraining's mape: 0.000538145\n",
      "[164000]\ttraining's mape: 0.000527767\n",
      "[166000]\ttraining's mape: 0.000517203\n",
      "[168000]\ttraining's mape: 0.000506882\n",
      "[170000]\ttraining's mape: 0.000497132\n",
      "[172000]\ttraining's mape: 0.000487436\n",
      "[174000]\ttraining's mape: 0.00047826\n",
      "[176000]\ttraining's mape: 0.000468784\n",
      "[178000]\ttraining's mape: 0.000459767\n",
      "[180000]\ttraining's mape: 0.000451269\n",
      "[182000]\ttraining's mape: 0.000442834\n",
      "[184000]\ttraining's mape: 0.000434291\n",
      "[186000]\ttraining's mape: 0.000426442\n",
      "[188000]\ttraining's mape: 0.000419088\n",
      "[190000]\ttraining's mape: 0.000411983\n",
      "[192000]\ttraining's mape: 0.000404805\n",
      "[194000]\ttraining's mape: 0.000397923\n",
      "[196000]\ttraining's mape: 0.000391161\n",
      "[198000]\ttraining's mape: 0.000384391\n",
      "[200000]\ttraining's mape: 0.000377716\n",
      "[202000]\ttraining's mape: 0.000371401\n",
      "[204000]\ttraining's mape: 0.000365217\n",
      "[206000]\ttraining's mape: 0.000359032\n",
      "[208000]\ttraining's mape: 0.000353071\n",
      "[210000]\ttraining's mape: 0.000347185\n",
      "[212000]\ttraining's mape: 0.000341474\n",
      "[214000]\ttraining's mape: 0.000335879\n",
      "[216000]\ttraining's mape: 0.000330565\n",
      "[218000]\ttraining's mape: 0.000325281\n",
      "[220000]\ttraining's mape: 0.000320256\n",
      "[222000]\ttraining's mape: 0.000315324\n",
      "[224000]\ttraining's mape: 0.000310409\n",
      "[226000]\ttraining's mape: 0.000305647\n",
      "[228000]\ttraining's mape: 0.000300961\n",
      "[230000]\ttraining's mape: 0.000296407\n",
      "[232000]\ttraining's mape: 0.000291942\n",
      "[234000]\ttraining's mape: 0.000287627\n",
      "[236000]\ttraining's mape: 0.000283302\n",
      "[238000]\ttraining's mape: 0.000279117\n",
      "[240000]\ttraining's mape: 0.000275063\n",
      "[242000]\ttraining's mape: 0.000271075\n",
      "[244000]\ttraining's mape: 0.000267186\n",
      "[246000]\ttraining's mape: 0.000263436\n",
      "[248000]\ttraining's mape: 0.000259607\n",
      "[250000]\ttraining's mape: 0.000255964\n",
      "[252000]\ttraining's mape: 0.000252295\n",
      "[254000]\ttraining's mape: 0.000248832\n",
      "[256000]\ttraining's mape: 0.000245443\n",
      "[258000]\ttraining's mape: 0.000242082\n",
      "[260000]\ttraining's mape: 0.000238874\n",
      "[262000]\ttraining's mape: 0.000235646\n",
      "[264000]\ttraining's mape: 0.000232558\n",
      "[266000]\ttraining's mape: 0.000229575\n",
      "[268000]\ttraining's mape: 0.00022658\n",
      "[270000]\ttraining's mape: 0.000223766\n",
      "[272000]\ttraining's mape: 0.000220961\n",
      "[274000]\ttraining's mape: 0.000218216\n",
      "[276000]\ttraining's mape: 0.000215511\n",
      "[278000]\ttraining's mape: 0.000212881\n",
      "[280000]\ttraining's mape: 0.000210225\n",
      "[282000]\ttraining's mape: 0.000207693\n",
      "[284000]\ttraining's mape: 0.000205172\n",
      "[286000]\ttraining's mape: 0.000202619\n",
      "[288000]\ttraining's mape: 0.000200223\n",
      "[290000]\ttraining's mape: 0.000197776\n",
      "[292000]\ttraining's mape: 0.000195351\n",
      "[294000]\ttraining's mape: 0.000193053\n",
      "[296000]\ttraining's mape: 0.000190893\n",
      "[298000]\ttraining's mape: 0.000188752\n",
      "[300000]\ttraining's mape: 0.000186654\n",
      "[302000]\ttraining's mape: 0.000184541\n",
      "[304000]\ttraining's mape: 0.000182486\n",
      "[306000]\ttraining's mape: 0.000180493\n",
      "[308000]\ttraining's mape: 0.00017845\n",
      "[310000]\ttraining's mape: 0.000176434\n",
      "[312000]\ttraining's mape: 0.00017448\n",
      "[314000]\ttraining's mape: 0.00017255\n",
      "[316000]\ttraining's mape: 0.000170738\n",
      "[318000]\ttraining's mape: 0.000168884\n",
      "[320000]\ttraining's mape: 0.000167122\n",
      "[322000]\ttraining's mape: 0.000165351\n",
      "[324000]\ttraining's mape: 0.00016366\n",
      "[326000]\ttraining's mape: 0.000161953\n",
      "[328000]\ttraining's mape: 0.000160322\n",
      "[330000]\ttraining's mape: 0.000158757\n",
      "[332000]\ttraining's mape: 0.000157176\n",
      "[334000]\ttraining's mape: 0.000155601\n",
      "[336000]\ttraining's mape: 0.000154109\n",
      "[338000]\ttraining's mape: 0.00015263\n",
      "[340000]\ttraining's mape: 0.000151133\n",
      "[342000]\ttraining's mape: 0.00014969\n",
      "[344000]\ttraining's mape: 0.000148257\n",
      "[346000]\ttraining's mape: 0.00014694\n",
      "[348000]\ttraining's mape: 0.000145606\n",
      "[350000]\ttraining's mape: 0.00014428\n",
      "[352000]\ttraining's mape: 0.00014297\n",
      "[354000]\ttraining's mape: 0.000141734\n",
      "[356000]\ttraining's mape: 0.000140466\n",
      "[358000]\ttraining's mape: 0.000139252\n",
      "[360000]\ttraining's mape: 0.00013805\n",
      "[362000]\ttraining's mape: 0.000136836\n",
      "[364000]\ttraining's mape: 0.000135664\n",
      "[366000]\ttraining's mape: 0.000134525\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>building_id</th>\n",
       "      <th>total_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>X5gsdTWGS3W7JJQB</td>\n",
       "      <td>1.201060e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BTshNOJyKHnT2YIT</td>\n",
       "      <td>3.933533e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dhdymr0lV8N5kZOT</td>\n",
       "      <td>1.146014e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>VEwyGGMcD56w5BOc</td>\n",
       "      <td>5.778982e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>wmUeMoJZfsqaSX9b</td>\n",
       "      <td>9.995482e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>EtBjGAHmHCe9t7TZ</td>\n",
       "      <td>2.768558e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>hPNH34vmaZtvBtqc</td>\n",
       "      <td>1.213603e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>wXjeI38bYDMJJwZC</td>\n",
       "      <td>6.330192e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>fxZSGX6aPAFKU8W4</td>\n",
       "      <td>1.669445e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ewr0Fx6ign87OwaV</td>\n",
       "      <td>4.145853e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>gHKurnEP4AowzsLg</td>\n",
       "      <td>8.919911e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>PmLfTgY2FElLrTl0</td>\n",
       "      <td>5.294350e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>eM2NppIOwzW0o8iy</td>\n",
       "      <td>9.600842e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>dxxwNun97NH4WTrZ</td>\n",
       "      <td>2.891697e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>jykBfhh3vdeFUi3H</td>\n",
       "      <td>4.131916e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NlXbvdFfmJZf3L18</td>\n",
       "      <td>2.275824e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>D7jaFWHCzSqLBwdt</td>\n",
       "      <td>9.876090e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>L10dBBdqGmemweSl</td>\n",
       "      <td>6.364453e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>OgB0AdiPKlElakKN</td>\n",
       "      <td>1.124837e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>StiWNN1GQrpPBOYt</td>\n",
       "      <td>2.575708e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         building_id   total_price\n",
       "0   X5gsdTWGS3W7JJQB  1.201060e+07\n",
       "1   BTshNOJyKHnT2YIT  3.933533e+06\n",
       "2   dhdymr0lV8N5kZOT  1.146014e+07\n",
       "3   VEwyGGMcD56w5BOc  5.778982e+06\n",
       "4   wmUeMoJZfsqaSX9b  9.995482e+05\n",
       "5   EtBjGAHmHCe9t7TZ  2.768558e+06\n",
       "6   hPNH34vmaZtvBtqc  1.213603e+07\n",
       "7   wXjeI38bYDMJJwZC  6.330192e+06\n",
       "8   fxZSGX6aPAFKU8W4  1.669445e+06\n",
       "9   ewr0Fx6ign87OwaV  4.145853e+06\n",
       "10  gHKurnEP4AowzsLg  8.919911e+05\n",
       "11  PmLfTgY2FElLrTl0  5.294350e+06\n",
       "12  eM2NppIOwzW0o8iy  9.600842e+06\n",
       "13  dxxwNun97NH4WTrZ  2.891697e+06\n",
       "14  jykBfhh3vdeFUi3H  4.131916e+06\n",
       "15  NlXbvdFfmJZf3L18  2.275824e+07\n",
       "16  D7jaFWHCzSqLBwdt  9.876090e+05\n",
       "17  L10dBBdqGmemweSl  6.364453e+06\n",
       "18  OgB0AdiPKlElakKN  1.124837e+06\n",
       "19  StiWNN1GQrpPBOYt  2.575708e+06"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_train = train.copy()\n",
    "df_test = test.copy()\n",
    "\n",
    "# feat eng\n",
    "feat_eng = FeatureEngineering(cols_num, cols_cat, cols_feats, col_target)\n",
    "df_train = feat_eng.fit_transform(df_train)\n",
    "df_test = feat_eng.transform(df_test)\n",
    "\n",
    "# Construct lgb dataset\n",
    "lgb_train = lgb.Dataset(df_train[cols_feats], df_train[col_target]).construct()\n",
    "\n",
    "# train model    \n",
    "model = lgb.train(params, lgb_train, valid_sets=lgb_train, **lgb_other_params_one)\n",
    "\n",
    "y_pred = model.predict(df_test[cols_feats])\n",
    "y_pred_final = post_processing(y_pred, df_test)\n",
    "\n",
    "df_test_pred = pd.DataFrame({'building_id': df_test['building_id'], \n",
    "                             'total_price': y_pred_final})\n",
    "display(df_test_pred.head(20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test_pred.to_csv('output/'+model_name+'-test-one.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x28d7160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lgb.plot_importance(model, figsize=(12, 30), height=0.5) # 050, 051, 052\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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v2LBh+Pj4OLtip0+fpkiRIhw+fJht27axadMmChYsyIkTJyhWrBjR0dH8/PPPREREEBkZyZkzZ/D19cXT05NffvmFM2fO0LZtW3x9fWnVqhUAkZGRzJw5k4cffpjIyEi6dOnC7t276dOnD3PnzqVx48bUr18/w5zPnDmDt7c3BQsWJCEhgSFDhvDqq68SGRnJM888w6hRo+6zq9YD9oHzefuqql4DegDr0nfFRKSIqp4WkdJYoZU17fJiqnrC7utJrBBLgMPA/wGfikh+u/542ymcBvygqmOvM8VirA2YNSLiD+QCzoqIH3De3jgpB1TEdiqzw/w1/D40k/cp/BqOmucOjpXkcp3K7dluJvCEqu4UkS5ApMu9eJdrAVqr6k+ujUVkGHAKCMNaY+LNBszr7clPvzHm2vDnEx0d7fwjb8i5GDu5B8ZO7oGxk3tg7PT76NChA9HR0Zw9e5aSJUsyfPhwfH19efHFFzlz5gzNmzcnPDycr776Ktt+Wrduzblz5/D29mbSpEkULFgQgEGDBrFjxw6uXr1KUFAQH330EQDr1q3jrbfewtvbGw8PDz788EMnccqoUaPo1KkT/fr1w8/PjxkzZgDQvXt3OnXqRIUKFfD19WXu3LkAHD9+nB49erBs2TJOnDhB586dSU1NJS0tjXbt2tGiRQsABg8ezKhRowqJyG4gDstRAysxySwRUWAPVuRZOgvtM2/JQB9VvWiXv2tvVigQC6Sn5pwEzBCRPVifl2eo6i4RqQ10Anbb4ZkAr6vqMqzwzel2UsJrQGdVVRGpC7wtIslAGtD7+vNzmWGct99HaRF5RFU3Ym2jfoMV1lgN+B9WSGOWqOpFEbkoIrVV9Rug428cfwPwkYiMwLJlc6wY36y4Dzhhb+t2BI5lUe8r4EURedH+5aqiqtuBAsBRO/1qZ8DzN87XYDAYDAaDwfAnERUVlWn5k08+mW27YcOGZXi/fn3meTQ+/fRTwHKyXXf2WrduTevWmX8MLlOmDOvWrbuhPE+ePCxYsOCG8uLFizv6caGhoWzfvj3Tfm2Hcr995s3B/pyeVbRYnSzKO2VRHoclF3B9+TdYzlxmba4Bz2ZSvhArzPI3YRKW/D5+BDqLyC6gENbhxuHA+yKynl8PPWZHV2CSnbAk4bcMbmeqWYqVRWchVozspWyaDMHKfPO1Pfes+AfWGbpd9jcL/7DLJ2OtdxPWH0F8Fu0NBoPBkEO5ePEibdq0oVKlSgQGBrJx40bat2/viOmWLVuW8HBLdmjz5s1OeVhYGIsWLXL6Wb58OQEBAVSoUIGRI0c65arKG2+8gb+/P4GBgUyYYKneXLp0iccff9wR103/th2sBATp47Rs2TLLuc+fP5/KlSsTFBTEM888k+He5cuXKVmyJH379nXKIiMjCQgIcPo+fdrK0D1z5kyeeOIJp/yTTz5x2hw+fJhGjRoRGBhI5cqVHaHg7t27ExYWRmhoKG3atHHOCaWzcOFCRMQRPf7ss8+c/sPDw/Hw8HA0r6KioggJCSE0NJQmTZpw9uzZm1jNYDAYbFTVvNz4BfjYP/NhOW9VM6lTEPjb3Zifv7+/GnI+a9asudtTMNwCxk7uQU6303PPPadTp05VVdWkpCS9cOFChvsDBgzQ4cOHq6pqfHy8Jicnq6rq8ePH1c/PT5OTkzUlJUXLlSunBw4c0KSkJA0NDdU9e/aoqur06dO1U6dOmpqaqqqqp06dUlXVd955RwcNGqSqqqdPn9ZChQppUlKSqqrmz5//pvPet2+fhoeH6/nz5zP0m85LL72kHTp00D59+jhl9erV0y1bttzQ14wZM/SJJ57IdJx69erpihUrVFX1ypUrGh8fr6qqly5dcur0799fR4wY4by/fPmy1qlTRyMiIjIdb9euXVquXDlVVU1OTlY/Pz89c+aMqqoOHDhQhw4detP1/1XJ6X9PBoucYidgq+aAz+d/5MvsvLk/H9uxtTHAQrUFAq+jILeXCdNgMBgM9xCXLl1i3bp1dO9uHfnIlSuXc3YFrC9058+fT4cOHQAcUV6AxMREJ+vb5s2bqVChAuXKlSNXrlw8/fTTLFmyBLCEct966y08PKyPGEWKFAEscd0rV66gqsTFxeHr6+v0fStMnTqVPn36OBpS6f0CbNu2jVOnTtGoUaPbei7p7N27l5SUFBo2bAiAj48P+fLlA+D++60M3qpKQkJChgx46UkT8uTJ/Kh7VFQUTz/9tNNeVYmPj0dVuXz5MsWLF/9d8zYYDH8dzJk3N0dVn7m+TEQmYWWiTKcMlhr8DqyQSbCyWirwT1WdZ7f5SlWXisgi4IJaUgHdsHQupmKd4/sGeBTrvFwrVc021NOIdLsHRgTVPTB2cg9ysp0WP10CPz8/unbtys6dO6lWrRrvv/8++fPnB6xzLUWLFqVixYpOm++++45u3bpx6NAhPv30U7y8vDKI6QKULFmS776z9GgPHDjAvHnzWLRoEX5+fkyYMIGKFSvSt29fWrZsSfHixbly5Qrz5s1zHLzExESqV6+Ol5cXgwcP5oknnrhh7vv27QOgVq1apKamMmzYMJo0aUJaWhovv/wys2fPZuXKlTe069q1K56enrRu3Zo333zTcbrWrVtHaGgo/v7+jBs3jlKlSrFv3z4KFizIU089xcGDB3nssccYOXKko2nVtWtXli1bRuXKlZ206TExMRw5coTmzZvz3nuZK/7MmzfPcW69vb2ZMmUKISEh5M+fn4oVKzJp0qTfYEWDwfBXxuy83YOoah9VDU9/Yam877OvN2HpwoUBjwHviUgxYD2QfmizBFDZvq4DpJ8qrQhMUtUg4CI3SchiMBgMhpxFSkoKMTExvPDCC2zfvp38+fNnOK8WFRXl7LqlExERwZ49e9iyZQsjRowgMTH7RMNJSUnkyZOHrVu30rNnT7p16wbAV199RXh4OMePH2fHjh307duXy5ctDdtDhw6xdetW5syZQ79+/Thw4ECmc//555+Jjo4mKiqKnj17cvHiRSZPnkyzZs0oWbLkDW0+++wzdu/ezfr161m/fr2TXOHxxx8nKiqKXbt20bBhQzp37uyMsX79ekaPHs2WLVv45ZdfmDlzptPfjBkzOH78OIGBgcybN4+0tDQGDBjgOHKZ8d1335EvXz6Cg4MBSE5OZsqUKWzfvp3jx48TGhrKiBEjsn2mBoPBkI7ZefvrURuIUkvT7ZSIrAUexnLe+olIZWAvUMh26h7B0q97ADioqunpT7cBZTMbwIh0ux9GBNU9MHZyD3KynQ4fPkzhwoVJSEggOjqa8uXLM2fOHBo0aEBqairz5s3jo48+ylRkFyznZtasWaSkpLBz506nXnrmuOjoaHx9fSlevDjR0dEUKlSI7du3Ex0dzejRo3nmmWdYu3YtAIUKFeKzzz4jMDAQgJ9//hmASpUqMXv2bOrVq5dhbA8PD/z9/dmwwZJX9fPzY+7cuSxevJjdu3czduxYEhISSElJ4fz58/Tq1StDv1WrVmXRokWULl0agGvXrhEdHU2FChXYvHkz0dHRnD59mrJly3L48GEOHz5MQEAA//nPfyhfvnyGuQQEBPDxxx/j5+fH9u3bqVmzJgDnz5+nSZMmvPPOOwQEBAAwadIkIiIinGf1448/cuHCBY4cOcKRI0eoWLEiUVFR1K5d+7cb9C9AXFxclr+PhpyDsdOfh3HeDACo6jFbxLAJ1k6bL9AOiFPVK7YGxvVac3mz6MuIdLsZRgTVPTB2cg9ysp1iR7Zi3LhxFCtWjICAAKKjo6lTpw6RkZEsX76ckJAQ2rb9NQv2wYMHKVWqFF5eXhw6dIiTJ0/SunVrChYsyJgxYyhTpgwlSpTg73//O3PmzHGyQCYkJBAZGUl0dDSBgYFERkZSpUoVzp8/T2RkJKdOneLUqVO0bdsWT09P8uXLR+7cuTl79iwHDhxg7NixVK5cOcPcExMTiYqKIjIykrNnzzqiv71793bqzJw5k61btzJx4kRSUlK4ePEihQsXJjk5mYkTJ9K4cWMiIyM5ceIEP/30E5GRkSxatIjg4GAiIyOpU6cOH330EUFBQfj5+TFr1iwaNmxIvXr1OHDgABUqVEBV+fLLL6lVqxYtWrTg0qVfkzxHRkYyevRoR/Q4LS2Njh07sn79esqVKweAv78/w4cPd8ZYtWoVtWrVukFA2WBxfQp6Q87E2OnPI2f+72K401zB0ngDa4fteRGZheWg1QUG2vc2Af2wlOMfAD63X7eNEel2D4wIqntg7OQe5HQ7ffDBB3Ts2JFr165Rrlw5J2X/3LlzbwiZ/Oabbxg5cqQjtDt58mQKFy4M4DhDqampdOvWjaCgIMASyu3YsSPjxo3Dx8fHScM/ZMgQunTpQkhICKrKqFGjKFy4MN9++y3PP/88Hh4epKWlMXjwYMdxe+utt6hevTotW7akcePGrFixgsqVK+Pp6cl7773HAw88kOU6k5KSaNy4McnJyaSmpvLYY4/Rs2dPACZMmEBUVBQFChTA19fXCY309PRk9OjRNGjQAFWlWrVq9OzZE1Wlc+fOXL58GVUlLCyMKVOm3PRZr1u3jlKlSjmOG1iaVUOHDqVu3bp4e3tTpkyZDKGZBoPBkB1iZdU03OuIyBwgFCvpCFyXsMSu0x34h6oWt4W8LwKdVPULESkLfKmqwXbdV7BkCoZlN25AQID+9NNPf8CKDHcS842Ze2Ds5B4YO7kHxk7ugbGTe5BT7CQi2/Q6ke57DbPz9hchk6yUAzOpMw2YZl8nA/ld7sUCwS7vR/8hEzUYDAaDwWAwGAyZYrJNGgwGw59MYmIiNWrUICwsjKCgIIYOHQpAnTp1CA8PJzw8nOLFizvp0j/77DNCQ0Pp1q0bjz76KDt37nT6unjxIm3atKFSpUoEBgayceNGwEqc0LBhQypWrEjDhg25cOECAO+9954zRnBwMJ6enpw/fx6AcePGERQURHBwMB06dMg0q+ChQ4do0KABoaGhREZGcvToUQDWrFnj9BseHk6ePHlYvHgxAN27dycsLIzQ0FDatGlDXFwcgHOuKTQ0lAYNGnDo0CFnHE9PT6evli1b3jCPl156CR8fH+d9//79nfr+/v4ZtMuaNGlCwYIFadGiRYY+Jk6cSIUKFRARzp49e8MYW7ZswcvLi88//13R4waDwWAw3Dnutkq4eSlYSUHuRD9lge/v9npcX/7+/mrI+axZs+ZuT+EvRVpaml65ckVVVa9du6Y1atTQjRs3Zqjz1FNP6axZs1RVdcOGDXr+/Hlds2aNLlu2TGvUqOHUe+6553Tq1KmqqpqUlKQXLlxQVdWBAwfqiBEjVFV1xIgROmjQoBvmsXTpUq1fv76qqh49elTLli2rV69eVVXVtm3b6owZM25o06ZNG505c6aqqq5atUqfffbZG+qcO3dOCxUqpPHx8aqqeunSJede//79nXmtXr3aqTN58mRt166dUy9//vyZPDmLLVu26LPPPptlnQkTJmjXrl2d9ytXrtSlS5dq8+bNM9SLiYnRgwcPapkyZfTMmTMZ7qWkpGj9+vW1adOmumDBgiznkhnm78k9MHZyD4yd3IOcYidgq+aAz79/5MuETRoyICJeqnrHclwbkW73ICeLCt+LxI5s7uwaJScnk5yc7AgHA1y+fJnVq1c7iSQeffRR517NmjWd3a5Lly6xbt06J9lBrly5yJUrFwBLlixx0jZ37tyZyMhIRo0alWEe12t6paSkkJCQgLe3N1evXqV48eI3zH3v3r2MHTsWgPr162cqpvz555/TtGlT8uXLB8D9998PWF8WJiQkOGutX79+hnXNnj072+cGkJqaysCBA5kzZw6LFi3KtE5UVBTDhw933jdo0CDTFNZVqlTJcpwPPviA1q1bs2XLlpvOyWAwGAyGPwsTNpmDEBEfEVklIjEisltEWtnlZUXkBxGZKiJ7RGSFiOS171UTkZ0ishHoc5P+y4rIerv/GBF51C6PFJE1dlKTXXbZsyKyWUR2iMhHIuJpl08Rka32PIZnM5zBYMj7VmjGAAAgAElEQVSG1NRUwsPDKVKkCA0bNiQiIsK5t3jxYho0aOA4Pa5MmzaNpk2bAlYadz8/P7p27UqVKlXo0aMH8fHxAJw6dYpixYoB8OCDD3Lq1KkM/Vy9epXly5fTunVrAEqUKMErr7xC6dKlKVasGAUKFKBRo0Y3jB8WFsYXX3wBwKJFi7hy5Qrnzp3LUCezrIVdu3blwQcf5Mcff+TFF1/Mdl1ghZZWr16dmjVrOuGXYIU6tmzZ0lnb9Rw6dIiDBw/yf//3f5nevxWOHTvGokWLeOGFF267D4PBYDAY/gjMzlvOIhF4UlUvi0hhYJOILLXvVQQ6qGpPEZkPtAZmAzOAvqq6TkTeu0n/p4GGqpooIhWBKCA9I08NIFhVD4pIINAeqKWqySIyGegI/Bt4Q1XP287cKhEJVdVdroMYkW73IyeLCt+LpO8CjR8/nri4OIYMGUKlSpV46KGHAEvUt1mzZjfsFn377bd89NFHTJgwgejoaH766Se2bdtGly5d6NKlCx988AEvvPAC3bp1IyUlJUP71NTUDO9Xr15NpUqV2LXL+vO9cuUKs2bNYvbs2fj4+DBs2DDeeOMNGjZsmGEOTz31FBMmTGDixImEhoZSuHBhNm7c6Owknjt3jpiYGPLkyZNhvM6dO/Pss88yYcIEhg8fnsFR+/rrr1m9ejXjx4932kRFReHn58fx48fp3bs38fHx5M6dm08++cSpd/2a0ts98sgjrF+/PkP5jh07OHfuXKY7cImJiWzYsIECBQoAMGzYMNq3b8+6des4efIke/bscdLj3wpGrNY9MHZyD4yd3ANjpz8P47zlLAT4l4jUBdKAEkBR+95BVd1hX28Dytqi2gVVdZ1d/imWBEBWeAMTRSQcS2Tb3+XeZlU9aF83AKoBW+zwprxYjh9AO9s58wKKAZWxd+vSUSPS7XbkZFHhe5HrNcBiYmI4d+4cXbt25ezZs+zfv59XX32VPHnyOHV27drFpEmTWLNmDf7+1p9upUqVGDFiBH/7298AK8nHyJEjiYyMpESJEgQEBFCsWDFOnDhB8eLFM6Rxfv/99+nbt69TtmDBAqpUqeKEQR4/fpxNmzZlmvq5TZs2gPWfdaVKlTIkAnn//fdp164djz32WKZr9/b25t1333VCOFeuXMkXX3zB2rVrKVKkSKZtVqxYQe7cucmbNy9nzpyhe/fugKXj1aNHD/bv3+/U7d+/P5MmTcoQaprOypUrM11Pnjx5qFWrluOgHTp0iHfffReAs2fPEhMTQ1hYWKYhopmRU1JmG7LH2Mk9MHZyD4yd/jxM2GTOoiPgB1RT1XDgFJD+6S3JpV4qt+d497f7DMPaccvlci/e5VqAWaoabr8CVHWYiDwEvAI0UNVQ4L8u8zMYDLfImTNnuHjxIgAJCQl8/fXXVKpUCbDOi7Vo0SKD43b48GGeeuopXnvtNcdxAyscslSpUqRrKa5atcoRN27ZsiWzZs0CYNasWbRq1cppd+nSJdauXZuhrHTp0mzatImrV6+iqqxatYrAwMAb5n727FnS0tIAGDFiBN26dctw//pzdKrqOFeqytKlS521bt++neeff56lS5dmcNwuXLhAUlKSM96GDRuoXLkyzZs35+TJk8TGxhIbG0u+fPkyOG4//vgjFy5c4JFHHsnu8d+UgwcPOmO0adOGyZMn37LjZjAYDAbDH4n5qj1nUQA4bYcq1gfKZFdZVS+KyEURqa2q32A5fzfr/6iqpolIZ8Azi3qrgCUiMk5VT4uIL3AfcD+Wk3dJRIpi7fJFZzdgXm9PfhrZ/CbTMtxtoqOjb9gNMvxx7Nq1i86dO5OamkpaWhrt2rVzdq/mzp3L4MGDM9R/++23OXfuHOPHj+eTTz7By8uLrVu3AlZijY4dO3Lt2jXKlSvnJDkZPHgw7dq1Y9q0aZQpU4b58+c7/S1atIhGjRqRP78j5UhERARt2rShatWqeHl5UaVKFXr16gXAW2+9RfXq1WnZsiXR0dG89tpriAh169Zl0qRJTh+xsbEcOXKEevXqOWWqSufOnbl8+TKqSlhYGFOmTAFg4MCBxMXF0bZtW8ByIJcuXcoPP/zA888/j4eHB2lpaQwePNhxSrNj7ty5PP300xmSv4AlwfDjjz8SFxdHyZIlmTZtGo0bN2bChAm8++67nDx5ktDQUJo1a8Ynn3xy03EMBoPBYLhbiJVV03A3EZE4VfWxz7n9Byu8cQdQi1/DIL9U1WC7/iuAj70bVg2YDlwFvgLapNfLZJyKwEK77hrgRXvcSOAVVW3hUrc98BrW7mwy0EdVN4nITCAC+AVrN3Cpqs7Mam0BAQGavitgyLmYcAf3wNjJPTB2cg+MndwDYyf3IKfYSUS2qWr1m9d0X0zYZA5AVX3sn2dV9RFVra6qPVQ1UFVj7VewS/3RqjrMvt6mqmF2u2FZOW523Z9VNVRVa6rqay7jRrs6bnbZPDtkMlRVq6nqJru8iz2v5qr6VHaOm8GQk8hKGPvgwYNERERQoUIF2rdvz7Vr1wCYOXMmfn5+jvCz645MVgLSqsobb7yBv78/gYGBTJgwAbD+UytQoIDT5u2333badOvWjSJFihAcnOWfLkuWLCE0NJQePXpQvXp1vvnmG+deVgLUWQljf/jhh4SEhBAeHk7t2rXZu3cvYCUNqVatGiEhIVSrVo3Vq1c7fV27do1evXrh7+9PpUqVWLhwIWCFc9avX58qVaoQGhrKsmXLAEtU3FWw28PDgx07rCO7kZGRBAQEOPdOn7aO02Ynsm0wGAwGg8HmbgvNmde9/TIi3e5BThHX/CPJShi7bdu2GhUVpaqqzz//vE6ePFlVVWfMmKF9+vTJtK+sxKGnT5+unTp10tTUVFVVPXXqlKpaz/d6geh01q5dq9u2bdOgoKAs537lyhVNS0vTNWvW6M6dOzUgIMC5l5UAdVbC2K7lS5Ys0caNG6uqJVh97NgxVVXdvXu3Fi9e3Kn31ltv6RtvvKGqqqmpqY6gdc+ePZ3ntWfPHi1TpswNc9+1a5eWK1fOeV+vXj3dsmVLlmtVvVFk2934K/w93QsYO7kHxk7uQU6xE0ak2/BHISKlgHVYyUnOi0ghIAaojx0i6RrOKCJdgOqq2jeL/uoC44FQYATwuMvtQsADwAngn6o6y25TDZiJlU1yGfB3VVX7jNs8oCwQC7RT1QtiHSR5H2iGFXrZRVVjslunEel2D+51ke7Ykc0RkUyFsVevXs2cOXMAK539sGHDblvfa8qUKcyZMwcPDyuoIavsia7UrVuX2NjYbOukzxsgPj4+w5murASosxLGdtWOc+3LVbA6KCiIhIQEkpKSyJ07N9OnT+fHH38EwMPDw8nKKCJcvnwZsJKgZCbqHRUVxdNPP53t+jJr4yqybTAYDAaDwcKETd4lVPUIMAUYaReNxE6vf5scBroAc4CdameKBP4PKztlaSwtt6G2o4g9fk8sDbmKQBO7fDCwSlUrYiUvSc+e0NSlbi+7vcHgNlwvjF2+fHkKFiyIl5f1PVbJkiU5duyYU3/hwoVO2OGRI0ec8qwEpA8cOMC8efOoXr06TZs25eeff3bubdy4kbCwMJo2bcqePXt+89wXLVrEc889R/PmzZk+ffottclKGHvSpEmUL1+eQYMGOaGdrixcuJCqVauSO3duJyvmkCFDqFq1Km3btnUEv4cNG8bs2bMpWbIkzZo144MPPrihr3nz5mUq2B0eHs4//vEPrC9Kf+VOiGwbDAaDwXCvYnbe7i7jgG0i0g+oDfTF0nb7zahqLICIpF13qzHwtaqet+9/DTQRkWjgfrXPsonIv4EngP8BrYBIu/0srIySr9rl/7a3pTeJSEERKaaqJ1wHNCLd7se9LtLtujPlKoxdsmRJEhISnPunT58mPj6e6OhoChUqxKxZs8iVKxdLly6lVatWjB07FshcQLpEiRJcvXqVY8eOMXr0aNatW0fr1q2ZMGEC8fHxzJ49m7x587Jp0yYaN27M7NmznTmdPHnSGTcrChUqxOTJkzlw4AB9+/ZlzJgxzr2sBKizEsYOCgpi2rRprFy5kr59+/Laa685bQ4ePMibb77Ju+++S3R0NJcuXeLo0aMUKFCAsWPHMn/+fDp16sTrr7/O/PnzqVOnDu3atWPPnj20bt2a6dOnOzuPe/fuRVU5e/asM7c+ffrg5+fH1atXGTp0KFevXqVx48bO+FmJbLsTRqzWPTB2cg+MndwDY6c/D+O83UXUkgQYCCwHGtnv7/QwJYAjLu+P2mUl7OvrywGKujhkJ/lVKDyrvjI4b2pEut2Oe12kOzMZhJiYGBITE0lKSqJ27dp4eXmxceNG/P39b8iYVadOHXx9fTPNpJUuIB0ZGUmZMmUYOHAgDz30EPXq1WPMmDE3tImMjOTDDz8kODjYCT+MjY0lf/78N83UFR0dzd///nfef//9DO0hawFquFEYO526detSqFAhp93Ro0fp1asX8+fPp1atWoAVdpkvXz6GDBmCh4cH5cuXp0mTJkRGRtKnTx+WL19OqVKliIyMZMyYMQQHBzvhokuWLKFHjx5Zzuv06dNs3bo1w/3sRLbdhZySdc2QPcZO7oGxk3tg7PTnYcIm7z5NsZyfrFPN3UXsXTajJ2FwezITxg4MDKR+/fp8/vnnQEYx6xMnfv1OYunSpY5gdVYC0gBPPPEEa9asAWDt2rWOoPbJkyed8MDNmzeTlpbGAw88cMtz379/v9M+JiaGpKSkbNurZi2M7RrK+d///peKFSsCcPHiRZo3b87IkSMdxw2sc22PP/64842qqxB46dKlWbVqFQA//PADiYmJ+Pn5AZCWlsb8+fMznHdLSUnh7NmzgHXu8Msvv8yQZfNOiWwbDAaDwXCvcu9+1e4GiEg40BCoCXwjInP/gGGO8WsIJEBJrDDIY/a1a3n6YZ9T6eGQIlIMOO3SV6ks2mSKEel2D/4KIt0nTpzIVBi7cuXKPP3007z55ptUqVKF7t27AzBhwgSWLl2Kl5cXvr6+zJw5EyBbAenBgwfTsWNHxo0bh4+PjyMv8PnnnzNlyhS8vLzImzcvc+fOdRKFdOjQgejoaM6ePUvJkiUZPnw43bt358MPPwSgd+/eLFy4kH//+98kJSXh5+fHvHnznPaZCVA3bNgwS2HsiRMnsnLlSry9vZ3Q0PTy/fv38/bbbztSBitWrKBIkSKMGjWKTp060a9fP/z8/Bwh8DFjxtCzZ0/GjRuHiDBz5kxnXuvWraNUqVKUK1fOsUFSUhKNGzcmOTmZ1NRUHnvsMXr27Oncz0pk22AwGAwGg4UR6b5L2JkbvwXeUtWvReRFLCfuDW4j26RLvzPt9p/b732BbUBVu0oMv2a43Ay8BHyHlW3yA1VdJiLvAedUdaSIDAZ8VXWQiDTHOpfXDEuoe4Kq1shuPkak2z0w4Q7ugbGTe2Ds5B4YO7kHxk7uQU6xkxHpNvyR9AQOq+rX9vvJQCBQ5nY6E5GHReQo0Bb4SET2ANiJSv4BbLFfb6cnLwH+BnwC7AcOYCUrASvzZUMR+Rl4jF8zYi4DfrHrT7XbG/7iHDlyhPr161O5cmWCgoJ4//33ARg4cCCVKlUiNDSUJ5980glZBNi1axePPPIIQUFBhISEkJiYCFiC0+ki2r179yY1NRWA9u3bOwLOZcuWJTw8HLDEo7t27UpISAhhYWEZDktHRUUREhJCaGgoTZo0ccL1XMlOPHvcuHEEBQURHBxMhw4dnDmuWrWKqlWrOiLX6eGJ6SxcuBARYevWrTddbzotW7a8QaT7gw8+oFKlSgQFBTFo0CCnfMSIEVSoUIGAgAC++uorp7xs2bKO+Hb16vf0/1sGg8FgMPx1udtCc+Z1b7+MSLd78HvENY8fP67btm1TVdXLly9rxYoVdc+ePfrVV19pcnKyqqoOGjRIBw0apKqqycnJGhISojt27FBV1bNnz2pKSoqq/iognZaWpk899ZQjnu3KgAEDdPjw4aqqOnHiRO3SpYuqWoLYVatW1dTUVE1OTlY/Pz9HTHrgwIE6dOjQTNedmXj20aNHtWzZsnr16lVVVW3btq3OmDFDVVUrVqyoe/fuVVXVSZMmaefOnZ12ly9f1jp16mhERIQjRJ3delVVFy5cqB06dMgg0r169Wpt0KCBJiYmOmtTtYTDQ0NDNTExUX/55RctV66c01eZMmWc9RruLjlFrNaQPcZO7oGxk3uQU+yEEem+u4hIWewQwlus3xKorFa43zAgTlVHZ9WniFQHnlPVl+7kvP8sXMMqs6kTDhRX1WV3YLxoe7ytIvK6qv7rZm2MSLd7cLsi3bEjm1OsWDGKFSsGwH333UdgYCDHjh2jUaNGTr2aNWs6SUFWrFhBaGgoYWFhABkSb6QLSKekpHDt2rUbzj6pKvPnz2f16tWAlYo+XQ+sSJEiFCxYkK1bt1KlShVUlfj4eB544AEuX75MhQoVftPaUlJSSEhIwNvbm6tXrzoC1NkJUw8ZMoRXX32V9957zynLbr1xcXGMHTuWjz/+mHbt2jnlU6ZMYfDgweTOndtZG8CGDRt4+umnyZ07Nw899BAVKlRg8+bNJsGHwWAwGAx/Ee6psElVXaqqI29e06m/1d0cNxF5Q0R2iMgOrJDHOiLyRjZNwrHOqN1pXv8D+jS4ObGxsWzfvp2IiIgM5dOnT3c0xvbt24eI0LhxY6pWrcq7776boW7jxo0pUqQI9913H23atMlwb/369RQtWtTJkBgWFsbSpUtJSUnh4MGDbNu2jSNHjuDt7c2UKVMICQmhePHi7N2710lEcj2ZiWeXKFGCV155hdKlS1OsWDEKFCjgOKOffPIJzZo1o2TJknz66acMHmxp2MfExHDkyBGaN8+YoCe79Q4ZMoSXX36ZfPny3dBm/fr1REREUK9ePbZs2QJY2S1Llfo1Z5CrqLiI0KhRI6pVq8bHH3+c6VoNBoPBYDC4N+7gvHmJyCwR2SUin4tIPhGJFZHCACJS3d4RQkS6iMjE6zsQkWoislNENgJ9XMojReRL+3qYiEwXkWgR+UVEXnKpN0REfhSRr0UkSkReyWqyIlJBRFba48WISHmxeE9EvheR3SLS3mX8tSIyX0T2ichIEekoIpvteuXtejNF5EMRWQ90Bt5U1XCgB7BeVd8Rkfz2/DeLyHYRaSUiuYC3gfa2w9c+s3rZrCWviMy1n/08IK9dPhLIa/f52a2Z0XCvExcXR+vWrRk/fryzgwbwzjvv4OXlRceOHQFrR+ubb77hs88+45tvvmHRokVOunmAr776ihMnTpCUlOTssKUTFRVFhw4dnPfdunWjZMmSVK9enX79+vHoo4/i6elJcnIyU6ZMYfv27Rw/fpzQ0FBGjBhxw5yrVq3KoUOH2LlzJy+++CJPPPEEYMkBLFmyhIMHD3L8+HFHZBuss3DLli3j6NGjdO3alQEDBpCWlsaAAQMyCGenk9V6d+zYwYEDB3jyySczbXP+/Hk2bdrEe++9R7t27bCiQbLmm2++ISYmhv/9739MmjSJdevWZVvfYDAYDAaD+5GjwyZtAoDuqrpBRKZze0kyZgB9VXWdnUkxKyoB9YH7gJ9EZArWzlVr+6c3VrbGbdn08RkwUlUXiUgeLAf5Kbt9GFAY2CIi6Z+swrASlZzHSgbyiarWEJG/Ay8C/ex6ZYF6QHlgjYhcHwP2BrBaVbuJSEFgM7ASeAuXLJUi8q/r64nISlWNz2QtLwBXVTVURELttaOqg0Wkr+1A3oCI9AJ6ARQu7MdbISnZPC5DTqBoXit08reSniAkJSWF1157jYiICHx9fZ3y5cuX85///IcxY8awdu1aAC5fvoy/vz/ff/89AIGBgSxYsABPT88Mffv7+zN58mS8vb0BSE1NZd68eXz00UcZEpO0atXK0Wbr27cvFy9eZNq0aVy4cIEjR45w5MgRKlasSFRUFLVr185yLfny5ePKlSssWbKE7du3kydPHmcnLn2OPj4+fPfddyQkJBAdHU3p0qWZNGkSy5YtY/v27dSsWROA8+fP06RJE955550s15s3b16+/fZbHnzwQVJTU7l48SLh4eGMHz+efPnyUa5cOeeZXbt2jSVLlnD//fezdu1aSpa0VD527dpF1apVneeRruFWpUoVoqKiSEtL+20GNdwR4uLiMvyOGnImxk7ugbGTe2Ds9OfhDs7bEVXdYF/Pxkptf8vYDkpBVU13lj7FEsbOjP+qahKQJCKngaJALWCJqiYCiSLyn2zGug8ooaqLAOw2iEhtIEpVU7E01NYCDwOXgS2qesKudwBYYXe3G8uRTGe+qqYBP4vIL1iOpiuNgJYuu4J5gNKZTDOrej9kUrcuMMFeyy4R2ZXV2l1R1Y+BjwFKl6ugY3a7w6/ZX5uXQ1K4HTvFdoxEVencuTO1atVi/Pjxzr3ly5ezdOlS1q5d6wg3gxXq2KBBA2rUqEGuXLn45z//Sf/+/alevTpXrlyhWLFipKSkMGXKFBo0aOCkHl6+fDkhISG0bdvW6evq1auoKvnz5+frr7/G19eXLl26cPz4cYYPH05QUBB+fn6sWrWKWrVq3ZDG+OTJkxQtWhQRYfPmzeTKlYuWLVvy4IMPsmDBAmrUqEHevHmZMWMGjz32GC1atKBHjx4UL14cf39/pk2bRrVq1WjRogWXLl1y+o2MjGT06NFUr16dCxcuZLre5s2bM27cOOs5xsbSokULduzYAVg7isePHycyMpJ9+/bh4eFBq1atuHDhAuPHj2fixIkcP36cc+fO0bt3bxITE0lLS+O+++4jPj6e119/nbfeeitHpG3+K5JTUmYbssfYyT0wdnIPjJ3+PNzhU/X1sUIKpPBryGeeOzhWkst1Kn/O83EdM83lfdp142f2HFwRoLWqZhBVE5GIW6n3R2FEut2D3yPSvWHDBj799FMnTT3Av/71L1566SWSkpJo2LAhYCUt+fDDDylUqBADBgzg4YcfRkRo1qwZzZs359SpU7Rs2ZKkpCTS0tKoX78+vXv3dsaZO3duhpBJgNOnT9O4cWM8PDwoUaIEn376KQDFixdn6NCh1K1bF29vb8qUKeOIbLuKX2clnh0REUGbNm2oWrUqXl5eVKlShV69euHl5cXUqVNp3bo1Hh4eFCpUiOnTp2f7fLJab3Z069aNbt26ERwcTK5cuZg1axYiwkMPPUS7du2oXLkyXl5eTJo0CU9PT06dOuWEX6akpPDMM8/QpEmTW7SgwWAwGAwGt+Fup7vM7oUVKqjAI/b7T4CXscIBm9pl44Bo+7oLMNG+HoaVGRFgF1Dbvh4FfG9fR2JlnsxQ337/vT3+w1jhgnkAH+An13qZzHkT8IR9nRvIhxU2+RXgCfgBh4AHXce360djhTheP7eZWBprHlhhk0ft+bjW+RcwkV+F16vYP1sDs1zGyLReFmsZgBXGCRCM5TSnz+8C4H0zGxqpAPcgp6T4NWSPsZN7YOzkHhg7uQfGTu5BTrETfwGpAHdIWPIj0NkO2SsETAGGA+/bCTxSb6GPrsAkO2FJwm8ZXFW3AEuBncBCYCtwKZsmnYCX7Pl+i+WkLcJyIHcCq4FBqnryt8wDy2lciyWk3VvtkEwX/oF1Jm+XWALd/7DL1wCV0xOWZFMvM6YAPvZaBmGdo0vnY7sPk7Akh9KtWzeKFCmSQfw5K7FryFxI+sqVK0798PBwChcuTL9+1jHMdevWOTtT6TIAAGvWrMnQJk+ePCxevBiAgwcPEhERQYUKFWjfvj3Xrl3Lcv6HDx/Gx8eH0aN/VfvIbE2QtSD4uXPnqF+/Pj4+PvTt2zdDm8jISAICApx5nj59GoD+/fs7Zf7+/hQsWDDDnBo1akRgYCCVK1cmNjYWgO7duxMWFkZoaCht2rQhLi7utp+RwWAwGAwGQ5bcbe/RHV6Aj/0zH5bzVvVPHn8m0OZuP4fbeZmdt7vH2rVrddu2bRnEn11xFbteuXJltkLS6VStWlXXrl2rqqoHDx7UnTt3aqdOnXTBggWZjnHu3DktVKiQxsfHq6oldp0uvP3888/r5MmTs5x/69attU2bNvree+/ddE1ZCYLHxcXp+vXrdcqUKdqnT58MberVq+cIaWfFhAkTtGvXrhnarFixQlVVr1y54qwrXVxcVbV///46YsQIVb29Z5QdOeWbTUP2GDu5B8ZO7oGxk3uQU+zEX2DnzR3OvOUEPhaRylihirNUNQb+PBHxO7UIu/8uwApVPX4n+80KI9J9d4gd2Zy6des6O0PXo5pR7HrLli1ZCkmns2/fPk6fPk2dOnUAKFu2LAAeHllv4H/++ec0bdqUfPnyoaqsXr2aOXPmANC5c2eGDRvGCy+8cEO7xYsX89BDD5E/f/4M5VmtKStB8Pz581O7dm3279+f5RyzIyoqiuHDhwOWIHhKSopzhs/Hx8eply6NoKokJCQ44uK/9RkZDAaDwWAwZIc7hE3edVT1GVUNV9VKqjoCQEQmYZ1DK2+HJO4Qka436ee2RMRVtYuqfn7zFrdEF6C4a4GINHZZQ/pr0R0az5ADuV7s+v/ZO+/wqor08X/eECNNpAsIgrQQbhoQaQpcNhAQlC5FVinqb3VBBam7IqKuX4iAINJUUFEgFBFiYQUFIqAoHSJI78WAIUASICTk/f1xTg43pNAUctf5PM99OHfOzJw55xUf5s6c93PkyJFcxdlgJQzp0qWLMzG5FjyTjMTHx1O0aFF8fa3fjDwF054kJSURGRnJq6++eiO3lkkIfjV69epFaGgob7zxRsYqt8PBgwfZv38/f/vb3wBr8lq0aFE6dOhArVq1GDRoEJcuXcrUV5kyZdixYwfPP//8NY83u0QsBoPBYDAYDNlhJm83iKr2AVphJR/ZgvUsW0seloiLSCcgDJhlT9Bai8giVV2ilrNtELDfPm4uImPFEo0vE5FSdh9VROQbEdkgIqtE5G7p+hQAACAASURBVEplgcELuFJ2fenSpVzF2XD9k4zjx48TGxtLixYtrmtsI0aMoH///plWtq6VK4XguTFr1ixiY2NZtWoVq1atcjJVZjBnzhw6derk+OfS0tJYtWoVY8aMYd26dezbt8/JYAnw0UcfcezYMQICApg7d+41jfdGn5HBYDAYDIa/Jmbb5M3jNRJxVf1MRPpiZctcL9YSylgRKaWqJ7ESu2TkPS8EbFTVASIyHHgV6IuVqORZVd1tawgmA3/zvI6RdN9+MkSZv/32G8nJyZnEmdnJru+6665cxdl79uwhMTGRxMTELBLO3377jW3btlGyZMlM5Z999hn16tXjhx8sTaOqcvLkSZYtW0a+fPnYtm0bBQoUyNLf0qVLmTlzJi+88AJJSUn4+Phw+PBhJxV+dvcE2QvBM9ixYwdHjx7N0iZDal27dm0WLlzIffddViNOmzaNF1980Wlz4sQJKlWqxKFDhzh06BD+/v58+eWXVKlSJVOf/v7+vP/++9x///3X/YyuhpGgegcmTt6BiZN3YOLkHZg43TrM5O3m8RqJ+JWoqorIp8DfReQjoAGX37FLBzKWD2YCn4tIYaAhMN9j69yd2fRrJN23mQxn24EDByhUqFAmcWZ2suvExES+++67LCJpT0F27969sxVwfvzxx7hcriznhg4dysiRIzOVR0REcPLkSbp27cqcOXPo1atXlnZbt152wY8YMYLChQszcODlxeSc7ik7Ibhnm6SkJKdNWloap0+fpmTJkqSmpjJx4kRatGjhnN+xYwepqan06dPH2SbaqFEj3nvvPUf8PWPGDJo3b06TJk3Yu3cvVatWRVX56quvsgjBr+cZ5YaRoHoHJk7egYmTd2Di5B2YON06zL+qbx5vl4h/BHwJXADmq2pOy2SKdU+n7W2V14SRdN8+unXrRkxMDL///jvly5fntdde46mnnsp2++Ndd92Vq0h63rx5LF68OFObdevW0b59exISEvjyyy959dVX2bZtG2BNlg4fPkyTJk0ytYmMjKRr164MGzaMWrVq8dRTTwHwxRdfsH79el5//fUbuqe+fftmKwQHK2nI2bNnuXjxIosWLWLp0qVUrFiRFi1akJqayqVLl2jWrBnPPPOMc505c+bQtWvXTO/35cuXjzFjxhAeHo6qUqdOHZ555hlUlR49enD27FlUlZCQEKZMmXLDz8hgMBgMBoMhJ8zk7ea5T0QaqOoa4HFgNda2xjpYTraOuTVW1dMiclpEHlLV1cDVX9bJzA/AeyIyEiuerYEPcqmfaI8v4/rHROQYMAxo5lHPB+gEzMm4L1U9KyL7ReQxVZ1vb7sMVtUt1zlmwy0gKioq23LP97Q8+fvf/87f//73bM/t27cvS9kDDzzAkSNHsq1fqVKlbJORVK5cmbVr12Ypb9OmDW3atMlSPmLEiEzfc7qn3LJJ5pRxc8OGbHcXZ3vdDJo3b55pZTCDnLY93sgzMhgMBoPBYMgJk7Dk5vE2ifjHwFQ7YUkBu2wW1vbPXz3qJQMuEdmA9U5bxpJId+ApEdkCbAPaXs94DX8+1yPn/vbbb6lTpw69e/emTp06jjoAYO7cuQQHB+NyuRgyZIhTnpKSQpcuXahatSr16tVzJkc5CbFzE317snbtWqdOSEgICxdeTniak5z71KlTNG/enGrVqtG8eXMSEhIAKxlJcHAwQUFBNGzYkC1bLv++8M477xAYGIjL5WL8+PFO+fz583G5XPj4+LB+/XqnPDU1lR49ehAUFERAQAAjR450zp0+fZpOnTpRo0YNAgICWLNmDWBN/u69917nfq5ctTQYDAaDwWC4IW63aM58bv7DTUrEgYlYSVc8y5L+iLEZSfet53rk3Bs3btSjR4/qihUrNDY2VsuVK6eqlqS7QoUKeuLECVVVffLJJ/W7775TVdVJkybpP/7xD1VVjYqK0s6dO6tq7kJsTzxF354kJyc7ou1jx45pqVKlnO853dOgQYMcIfbIkSMdOfcPP/ygp06dUlXVxYsXa926dVVVNTY2Vl0ul3Ot8PBw3b17t6qqbt++XXfs2JFF3j1r1izt0qWLM8aKFSvq/v37nefywQcfqKpqSkqKJiQkqKrqq6++mkku/keRVySohtwxcfIOTJy8AxMn7yCvxAkj6f7zuFWCa1W9rgQit5rrfQ45kCERLw4kqy0Rv8brb8BaZRtwE9fPESPpvrVcr5y7Vq1agOUwc7lcnD9/npSUFPbt20e1atWc5B/NmjVjwYIFhIeHEx0d7Wwr7NSpE3379kVVr0mIfaXo2xNPSfWFCxcyvW+W0z1FR0c72a169OiB2+0mMjKShg0bOnXq16/vbF389ddfqVevnnOtJk2a8PnnnzN48GACAgKyHbOIkJycTFpaGufPn8fPz48iRYpw5swZVq5c6WxD9fPzw8/PL8d7NxgMBoPBYLhZvGbbpN6g4PrPHNP1ICJ/2kRZbYk4VqbIvfb1JmUj3s4iEVfVOqraWK0sls44VfX6JVuGPM+Vcm5PFixYQO3atbnzzjupWrUqO3fu5MCBA6SlpbFo0SIOHz4MwNGjR6lQoQIAvr6+3H333cTHx1/T9a8m+v75559xuVwEBQUxdepUR+idE3FxcZQtWxaAMmXKEBcXl6XO9OnTHWl3YGAgq1atIj4+nnPnzrF48WLnvnKiU6dOFCpUiLJly3LfffcxcOBAihcvzv79+ylVqhS9evWiVq1aPP300yQnJzvtJk6cSHBwML1793a2cxoMBoPBYDDcDLd78uYrIjNEZKuIfJaXBdd23RgRGS8iP4rILyJS1y4vZPe/VkQ2iUhbjzHPt9P3L73awxCRSrb4eqP9aehxLzH2M9ohIrPsZCGISEu7bDXQIaMvVe2jqqGeH2CbiKyxx/ijiPjnNE4RGSQi6+zYvOYxxkW2oHub7XMzeBFXyrkz2L9/P0OGDOG9994DoFixYkyZMoUuXbrQqFEjKlWq5Djfboarib7r1avHtm3bWLduHSNHjuTChQvX3LeIZJkUrlixgunTpxMZGQlY/rohQ4YQERFBy5YtCQ0Nvep9rV27lnz58nHs2DH279/P2LFj2bdvH2lpaWzcuJHnnnuOTZs2UahQIUaNsn5feu6559i7dy+bN2+mbNmyDBjwpyxsGwwGg8Fg+Itxu7NNeo3g2oNCqtpQRBpjCa0DgZeB5ara2/a2rRWR7+z6DbAyMp66hns5ATRX1QsiUg2IAsLsc7UAF3AMK8PkgyKyHiuz5N+APVz2suXEDqCRqqaJSDPg/7icDdMZp4hEANWAuoAAX4hIY7VcdL3tOgWAdSKyQFUzLbuIkXTfNq5Xzg1w8uRJhg0bxtChQzl8+LCzEnXXXXc5k54vv/yS/PnzExMTQ4ECBYiOjsblcnHp0iV+//13YmNjnYlTTkLs3ETf2ZGWlsaMGTPw9/fP8Z6KFCnCggULKFGiBPHx8dx1113O+b179zJ8+HBGjRpFbGys06ZKlSqMHTsWgA8++IBSpUpl6vP06dNs2LCBpKQkAMaPH0/NmjWdjJKVK1dmxowZhISEULJkSc6fP09MTAxVqlRh9uzZhIeHZ7qPoKAgZs+e/YfIS40E1TswcfIOTJy8AxMn78DE6dZxuydv3ii4jgKwJ4tF7DFEAG08Vu3yA/fZx99e48QNrAnkRBEJxcpSWd3j3FpVPQIgIpuBSkASsF9Vd9vlM7EnTTlwNzDDnhiqfb0MPMcZYX822d8LY03mVgIviEh7u7yCXZ5p8qZG0n3buF459+nTp2nSpAn/+Mc/eP755zP1deLECUqXLk1CQgL9+vVj3rx5VK9enZ49exIbG0ufPn2YM2cOLVq0oGnTppfHcIUQ2/P6OYm+wVr9q1ChAr6+vhw8eJDffvuNjh07UrJkyRzvqUuXLuzevZuOHTsyatQounbtitvt5tChQzz99NPMnz8/0/tvnvd16NAhNmzYwE8//UTRokWd80WLFqVOnTqEhVm/m/z888/s2LEDt9tNcnIyBw8eJDIykuDgYMaNG0fZsmXx9/cnJiaGRo0a4Xa7OX78uLOdc9y4cdSrV+8PkZcaCap3YOLkHZg4eQcmTt6BidOt43b/q9obBdfZjVmAjqq60/OEiNTDSgZyrfQH4oAQrGfguWfsjxj/G8AKVW1vJ0qJ8TjnOU4BRqrqe56NRcSN5YJroKrn7C2tucbISLpvPdcj5544cSJ79uzhk08+4fPPPwdg6dKllC5dmhdffNFJsT98+HCqV7d+S3jqqad44oknqFq1KsWLF2fOnDlOf9kJsWvWrAlkL/r2lHOvXr2aUaNGcccdd+Dj48PkyZOdiVtO9zR06FA6d+7M9OnTqVixIvPmzQPg9ddfJz4+nn/+01rM9/X1ddL/d+zYkfj4eO644w4mTZrkTNwWLlzI888/z8mTJ2ndujWhoaEsWbKEPn360KtXL1wuF6pKr169CA4OBuDdd9+le/fuXLx4kcqVK/PRRx8BMHjwYDZv3oyIUKlSJWc7qsFgMBgMBsPNcLsnb94muAboAqwQkYeAM6p6RkSWAM+LyPOqqiJSS1U3XaWf7LgbOKKq6SLSA7jaS0Y7gEoiUkVV9wI5v0x0uf8MK3DPXOotAd4QkVmqmiQi9wKpdvsEe+JWA6h/lesZbgPXI+ceNmwYw4YNy/YXs5z6yZ8/P/Pnz8/2XE5ZLiF70bennPuJJ57giSeeyLZtTmMpUaIEy5Yty1I+bdo0pk2blm2bVatWZVvevn172rdvn6W8cOHCOd5vaGhoJidcBp9++mm29Q0Gg8FgMBhuhtudsMTbBNcACSLyIzAVeMouewNrC+JWEdlmf78RJmM9j5+wtkzmumpnb/f8f8DXdsKSg1fp/y1gpIj8QC4TQ1VdCswG1ohILPAZ1qT6G6wkM1ux7vGna7orwzWRnYj6lVdeITg4mNDQUCIiIjh27BgAZ86c4dFHHyUkJASXy+Ws+AAMGTKEwMBAAgMDmTv38muQjRo1cqTR5cqVo127doClD5gwYQJVq1YlODiYjRst08TBgwepXbs2oaGhuFwupk6dmu24t2zZQoMGDQgKCuLRRx/l7NmzzrmtW7fSoEEDJ4NkRgKSnATgGSxYsAARcSZGs2bNyiT69vHxYfPmzQBcvHiR//f//h/Vq1enRo0aLFiwAIC3336bmjVrEhwcTHh4OAcPXv7rcejQISIiIggICKBmzZrOpHPixIlUrVoVEeH333/PNKaYmBjnWTRp0iTHOBoMBoPBYDD8adxu0dzt/nAdgmusbYZht3vM3vQxku5rJzsR9ZkzZ5zjd955x5Fjv/nmm46Q+sSJE1qsWDFNSUnRr776Sps1a6apqamalJSkYWFhmfrIoEOHDjpjxgxVVf3666+1bt26mp6ermvWrHGE1ikpKXrhwgVVVU1MTNSKFSvq0aNHs/QVFhamMTExqqo6ffp0HTZsmKqqpqamalBQkG7evFlVLfF3WlpargJwVdWzZ89qo0aNtF69eplk2Rls3bpVK1eu7HwfPny4vvzyy6qqeunSJT158qSqqi5fvlyTk5NVVXXy5MmOTFxVtUmTJrp06VLn3jLqbdy4Uffv368VK1Z0+lFVTUhI0ICAAD148KCqqsbFxWUZ160gr0hQDblj4uQdmDh5ByZO3kFeiRN/AUn37V55ywu8bycA2Qgs0OsQXP8RiMgKEWlxRVk/EfmviPxif3e0Bzn0UcNWAKRcqTqwVQI7RWSPiAz1KL9fRH62y+eKiJ9dfqf9fY99vpJHm3/Z5TuvHLPh5mncuDHFixfPVFakSBHnODk52cnoKCIkJiaiqiQlJVG8eHF8fX3Zvn07jRs3xtfXl0KFChEcHMw333yTqc+zZ8+yfPlyZ+UtOjqaiIgIRIT69etz+vRpjh8/jp+fH3feeScAKSkppKenZzvuXbt20bhxYwCaN2/urHwtXbqU4OBgQkJCAGuLY758+XIUgGfwyiuvMGTIEPLnz/51yqioKLp27ep8//DDD/nXv/4FgI+Pj/OeXNOmTR0Zt6eoe/v27aSlpdG8eXPA2haZUa9WrVpUqlQpyzVnz55Nhw4duO8+Kw9R6dKlsx2bwWAwGAwGw5/J7X7n7bajqo9fWSYik7AyUXryjqq6b/Q6IhKElQ3TkxRgOtAV6z2zDLoCg7G2UV4Lp7Aydbazr9ULeNE+F4Al7l4OdBORL1R1OxAJjFPVOSKSsQV0iv1ngqpWFZGudr0uIlLTHpcLKAd8JyLVVTXXra3nUy9RaejX13gbf10O5JLU5eWXX+aTTz7h7rvvZsWKFQD07duXNm3aUK5cORITE5k7dy4+Pj6EhITw2muvMWDAAM6dO8eKFSuchCEZLFq0iPDwcGdiePTo0UxbNcuXL8/Ro0cpW7Yshw8fpnXr1uzZs4fRo0dTrly5LONzuVxER0fTrl075s+f76gGdu3ahYjQokULTp48SdeuXRk8eHAmAXj58uVZtGgRFy9eBGDjxo3ONUePzt78MXfuXKKjowErWyZYE76MdP0TJ07knnvuydTGU9S9a9cuihYtSocOHdi/fz/NmjVj1KhRufredu3aRWpqKm63m8TERF588UWefPLJHOsbDAaDwWAw/BmYlbds0GwE16r60dVb5tpnbDZ91sN6n6y1x8pXJazJ0eHr6PuEWu/vpdrfP1JLyv0cEKOqNVX1OWAO0NYWfP/NvjbADOyJH9DW/o59Ptyu3xaYo6opqrofyytX94YehuG6ePPNNzl8+DDdu3dn4kTLU79kyRJCQ0M5duwYmzdvpm/fvpw9e5aIiAhatWpFw4YN6datGw0aNMgyKclJ1J0dFSpUYOvWrezZs4cZM2YQFxeXpc6HH37I5MmTqVOnDomJifj5+QGWp2316tXMmjWL1atXs3DhQpYtW5ajADw9PZ2XXnrJcbBlx88//0zBggWdyWZaWhpHjhyhYcOGbNy4kQYNGjBwYKbFZ2bOnMn69esZNGiQ02bVqlWMGTOGdevWsW/fvmyTuXiSlpbGhg0b+Prrr1myZAlvvPEGu3btuqZnaDAYDAaDwfBH8ZdfebvdqCW8Xovlp4vGWt2aR1YlwY1wL5kngUeAekAJ4LSqpnmU33tlG7Vk3mfs+veSOUGJZ5tMGEn39ZObXDuDypUrM3ToUJo2bcqYMWN4/PHH+f777wEoVqwYs2bNIiAggAcffJAHH7QWjt944w0uXLjg9HfmzBl+/PFH+vfv75SJCIcOHXK+7969m4MHDzqS6gxKlCjB1KlTs03W8e9//xuAw4cPU7p0aWJiYjh79izVq1fnl19+ASAgIID58+eTL1++bAXgixcvZtOmTdSvbyUxPXXqFC1btuTNN990RN2TJk2iXr16zlhVlfz581O8eHFiYmIoX748EyZMcM5v2LCBCRMmMH78eNasWQNYnrdKlSpx6NAhDh06hL+/P19++SVVqlRx7ufChQv88MMP3H333YCVFMXf359169YBUK1aNWbPnn3LnTZGguodmDh5ByZO3oGJk3dg4nTrMJO3vEEU1qQtY/L2VO7V8zZqJN3XTU5y7d27d1OtWjXAcorVqVMHt9tNrVq1OHXqFG63m7i4OOLi4njssccoVqwYp0+fpkSJEmzdupW4uDgGDhyIr68Vg6lTp9KuXTsiIiKcaycnJ/P666/z1ltv8fPPP1OmTBk6duzIkSNHKFGiBAUKFCAhIYG9e/fy1ltvERQUlGnsGdLr9PR0evbsyaBBg3C73YSEhBAeHk7dunXx8/PjP//5D/3798ftducoAD9z5nKyV7fbzZgxYxxZdnp6Ot27d2fVqlVUrlzZqde2bVun/scff8wDDzyA2+1m06ZNTJ48me+++855hmBl3XzvvfdwuVyUKlWKGTNm0Lx580wTsfz58/Pggw8678/dc8899O3bl4ceeoiLFy9y6NAh3nrrrUzbTW8FRoLqHZg4eQcmTt6BiZN3YOJ06zD/qs4bRAPjRKQ2UFBVN3gmCrkJjgIVPL6Xt8vigaIi4muvvmWUe7Y5IiK+WG63+Fz6yhUj6b52shNRL168mJ07d+Lj40PFihWddP2vvPIKPXv2JCgoCFUlMjKSkiVLcuHCBRo1agRYyU5mzpzpTNwA5syZw9ChQzNdt1WrVnzwwQdUrVqVggULOtqBX3/9lQEDBiAiqCoDBw50Jm5PP/00zz77LGFhYURFRTFp0iQAOnToQK9evQBrNfCll17igQceQERo1aoVrVtb/y3kJADPjZUrV1KhQoVMEzeAyMhInnjiCfr160epUqWc8Q8aNIikpCQee+wxAO677z6++OIL8uXLx5gxYwgPD0dVqVOnDs888wwAEyZM4K233uK3334jODiYVq1aMW3aNAICAmjZsiXBwcH4+Pjw9NNP3/KJm8FgMBgMBoNYWTUNtxsRmQv4A9Gq+qo9eftKVQNFxA0MVNVHrtLHCCBJVcfY332BXUA41kRrHfC4qm4TkflY2TUzEpZsVdXJItIHCFLVZ+2EJR1UtbOIuLDcb3Wx3slbBlS7WsISf39/3blz5w09E8Otw/xi5h2YOHkHJk7egYmTd2Di5B3klTiJyAZVDbvd4/gzMQlL8g5RQIj953UhImVE5AjwEjBMRI6ISBF7Va0vVibLX4F5qrrNbjYEeElE9mC90zbdLp8OlLDLXwKGAtjt5gHbsWTdfa42cTPkzvVIuVWVF154IYtIG2Dw4MG4XC4CAgJ44YUXuPIHmTZt2mS6xqBBg6hRowbBwcG0b9/eydgIMHLkSKpWrYq/vz9LliwhO5566ilCQkIIDg6mU6dOWd6Nu1KwnZqaSo8ePQgKCiIgIICRI0c6dU+fPk2nTp2oUaMGAQEBzntpI0aM4N5773Wk3IsXL850jUOHDlG4cGHGjBmT6/PM4N1336VGjRq4XC4GDx4M5Cz+TkxMzFResmRJ+vXrl+2zMBgMBoPBYLil3G7RnPn8b3+MpDtnrkfK/fXXX2vLli2ziLR/+OEHbdiwoaalpWlaWprWr18/kyhzwYIF2q1bt0zXWLJkiaampqqq6uDBg3Xw4MG6YsUK3bZtmwYHB+uFCxd03759WrlyZU1LS8sybs8x9u/fX0eOHOl8z06wPWvWLO3SpYuqqiYnJ2vFihV1//79qmoJuj/44ANVtaTgCQkJqqr66quv6ujRo3N8dh07dtROnTplqpPd81S1ZN3h4eGOcDw7wfaV4m9Pateurd9//32OY7mV5BUJqiF3TJy8AxMn78DEyTvIK3HCSLoNfxYi8rGIdMqmfJrtVLsdY7pt1/4rcj1S7ujoaJ588sksIm0R4cKFC1y8eJGUlBRSU1Mdx1lSUhJvv/02w4YNy3SNiIgI5z04T3l1dHQ0Xbt25c477+T++++natWqrF27Nsu4M8aoqpw/f94ZI2Qv2BYRkpOTSUtL4/z58/j5+VGkSBHOnDnDypUreeopKz+Pn58fRYsWvepzW7RoEffffz8ul+uqzxNgypQpDB061BGOZyfYvlL8ncGuXbs4ceKE8x6hwWAwGAwGw+3EJCy5DdjvomWLqj6dSztP+XYGP6hqnz9gTPlyu/aNYiTd2XO9Uu6jR49SocLlfDEZIu0GDRrQtGlTypYti6rSt29fAgICAGsiNWDAAAoWLJjjtT788EO6dOniXCMjTb/nNbKjV69eLF68mJo1azpetpwE2506dSI6OpqyZcty7tw5xo0bR/Hixdm8eTOlSpWiV69ebNmyhTp16vDOO+9QqFAhACZOnMgnn3xCWFgYY8eOpVixYiQlJREZGcm3336bactkbuzatYtVq1bx8ssvkz9/fsaMGcMDDzyQqY6n+NuTOXPm0KVLl0wTVIPBYDAYDIbbhVl5u0FEpJKI7BCRGSKyVUQ+E5GCIjJcRNaJyC8i8r4tuEZEYkTk/0Tke66YgInIG/ZKXD67XphdniQib4rIFhH5CVislny7I3ABS8odLyKZXzrK3LdbRFaKyEIR2S4iU0XEx6P/10XkZ6DBFdduKSIb7Wsvs8sKiciHIrJWRDaJSNs//MEaspVy58SePXv49ddfOXLkCEePHmX58uWsWrWKzZs3s3fvXtq3b5/rdXx9fenevft1j/Gjjz7i2LFjBAQEMHfu3FwF22vXriVfvnwcO3aM/fv3M3bsWPbt20daWhobN27kueeeY9OmTRQqVIhRo0YB8Nxzz7F37142b95M2bJlGTBgAGC9C9e/f38KFy58zWNNS0vj1KlT/PTTT4wePZrOnTtj7aywuFL87cmcOXOuWWhuMBgMBoPB8GdjVt5uDn/gKVX9QUQ+BP4JTFTV1wFE5FPgEeBLu35RVW1in/vY/nM0cBfQS1X1il/4CwE/qerLIvIW8AzwH+Ad4B1VjRKRZ69hnHWBmsBBrGQjHYDP7P5/UdXh9liw/ywFfAA0VtX9IpKxF+1lYLmq9haRosBaEflOVZM9L2Yk3VfneqXcIsKSJUtIS7OeZYZIe9q0adxzzz1OcpAaNWowc+ZMChYsyI8//kiZMmW4dOkSp0+fJjQ0lPHjxwPwzTff8OWXXzJ27Fi+//57kpKSSElJ4fvvv6d8+fIAbN26ldq1a+cq3fT39+f999+nVKlSOQq2//vf/1KzZk1++OEH575mzJhBSEgIJUuW5Pz588TExFClShVmz55NeHh4pmsEBQUxe/ZsYmJiWLp0KTNnzuSFF14gKSkJHx8fDh8+7ExSs3ueBQsWpHLlyo7Q/OLFi0RHRztbNK8Uf2ewZ88eEhMTSUxMzDPiUSNB9Q5MnLwDEyfvwMTJOzBxunWYydvNcVhVf7CPZwIvAPtFZDBQECgObOPy5G3uFe1fAX5W1f+XQ/8Xga/s4w1Ac/u4AdDOPp4NXG3/2FpV3QcgIlHAQ1iTt0vAgmzq1wdWqup+AFU9ZZdHAG1EZKD9PT9wH1YmYGiJ7AAAIABJREFUSwc1ku6rcr1S7uTkZCZOnMjrr7+eSaSdlpbGBx98wEMPPYSq8sYbb9CvXz8effRRxo0b51zjkUceYfPmzYA1cfviiy/4/vvvKVWqFGBNJvv168fjjz/OxIkTOXbsGPHx8Tz77LPky5fPGbeqsnfvXqpWrYqq8tVXX/Hggw/yyCOP5CjYPn36NDt27HDu4+DBg0RGRhIcHMy4ceMoW7Ys/v7+xMTE0KhRI9xuN8ePH6ds2bIAjBs3jnr16uF2u9m6datzjREjRlC4cGEGDhzolF35PMHKQnns2DHcbje7du3Cx8eHtm3bIiI5ir8znlPv3r3zROrjDPJKKmZD7pg4eQcmTt6BiZN3YOJ06zD/qr45rpTkKTAZCFPVw7Z3Lb/H+eQr6q8D6ohIcY8Jkiepenl/1yVuPF7ZjRPggl5fun8BOqrqNYvbjKQ7Z65Hyt2qVSsWL16cRaTdqVMnli9fTlBQECJCy5YtefTRR3O9bt++fUlJSaF5c+u3gPr169O1a1dcLhedO3emZs2a+Pr6MmnSJGfiliGrLlOmDD169ODs2bOoKiEhIUyZMiXX6/Xp04devXrhcrlQVXr16kVwcDBgTVC7d+/OxYsXqVy5snNfgwcPZvPmzYgIlSpV4r333ruh5/nUU0/Ru3dvevfuTWBgIH5+fsyYMcNZZc5J/A0wb968LIoCg8FgMBgMhtuJkXTfILZEez/QUFXXiMg0rBWowUAlIB/wE/CZqo4QkRgs0fZ6u/3HWKtqguVTi1DVRM96IpKkqoXt+p2AR1S1p4h8DXyiqnPtLYpvZ9TLZpxu4L9c3jb5X+B9VV3g2b9dNwYYaNfbiMe2SVU9JSL/BxQBnre3eNZS1U25PScj6fYOzC9m3oGJk3dg4uQdmDh5ByZO3kFeiZORdBuuxg6gh4hsBYoBU7DeFYsFFmGtrOWKqs6323whIgWu8br9sATba4GywJmr1F8DjAJ+wZpwLrzKmE5ivbP2uYhs4fJ2zzeAO4CtIrLN/m64CtnJo29ElJ2ThPrUqVM0b96catWq0bx5cxISEgDrf6R33323I5t+/fXXnTbffPMN/v7+VK1a1UkSciWHDh2iadOm1KpVi+Dg4EyrUFu3bqVBgwa4XC6CgoK4cOEC586do3Xr1o4Me+jQoZn6mzdvHjVr1sTlcvH4448DcPDgQWrXrk1oaCgul8tZafTkSsn45s2bqV+/PqGhoYSFhTk6g+joaEdwHhYWxurVqwFYsWJFJul2/vz5WbRoEQDLly+ndu3aBAYG0qNHD+edQoPBYDAYDIY8ye0WzXnrB2t17ZfbdO2CXF417QpE51LXDXx1u56TkXRnL4/OTpStqrmKsnOSUA8aNMgRZY8cOdLpa8WKFdq6dess40lLS9PKlSvr3r17NSUlRYODg/Wjjz7KUu+ZZ57RyZMnO+OqWLGiqqqmpqZqUFCQbt68WVVVf//9d01LS9Pk5GRdvny5qlrC7YceekgXL16sqqq7du3S0NBQPXXqlKpeFmWnpKQ48uzExEStWLGiHj161BlDdpLx5s2bO/1+/fXX2qRJE6d9enq6qqpu2bJF/f39s9xTfHy8FitWTJOTk/XSpUtavnx53blzp6qqvvLKKzpt2rQsbfISeUWCasgdEyfvwMTJOzBx8g7ySpwwku5bg4iUE5HP7GO3iHxlH/cUkdxzpf9xY1hsZ1D0BuoAm+0Vv38CA663A1t18It9HCYiE/7gMRpsspNH34goOycJdXR0ND169ACgR48ezqpSTqxdu5aqVatSuXJl/Pz86Nq1q5MJ0hMR4ezZswCcOXOGcuXKAbB06VKCg4MJCQkBoESJEuTLl4+CBQvStGlTwBJu165d27mvDz74gD59+lCsWDHgsijbz8/PkWenpKSQnp7uXD8nyXhO4ypcuLDzLpun4NyTzz77jIcffpiCBQsSHx+Pn58f1atXB6B58+YsWJBd/h6DwWAwGAyGvEGeSFiiqseATrd5DK2us/4BIKsY6hagqquAEM8yEQkCPr2iaoqq1gNirtLfemD9HznGDP7qku7cZNwZ3KgoO4O4uDgnM2OZMmWIi4tzzq1Zs4aQkBDKlSvHmDFjcLlc2Qq/MyaInowYMYKIiAjeffddkpOT+e677wBLei0itGjRgpMnT9K1a1cGDx6cqe3p06f58ssvefHFF502AA8++CCXLl1ixIgRtGzZEsARe+/Zs4fRo0c7k7GcJOPjx4+nRYsWDBw4kPT0dH788Ufn3MKFC/nXv/7FiRMn+PrrrP/dzZkzh5deegmAkiVLkpaWxvr16wkLC+Ozzz7j8OHDuT5rg8FgMBgMhtvJLV95E5FRItLH4/sIERmYsQqUS7tHReRnWw79nYjcY5eXEpFvbaH0eyJyUERK2uf+bgulN9vn8uXS/wERKWmvSP0qIh+IyDYRWZrxLpqIVLWvvcW+XhWxGC2WlDtWRLrYdd0i8r2IzBORXfZ9d7fHEysiVTzGv0Assfc6EXkwlzGOEEsKvtQebwcReUtEYoHRwANqSbyfwnoPzldElohIWbt9HXvsawDPGHiudtYVkTX2c/5RRPzt8p4i8rmIfCMiu8XyzhlukpsRZWeHiDgrTrVr1+bgwYNs2bKF559/nnbt2l2ldWaioqLo2bMnR44cYfHixTzxxBOkp6eTlpbG6tWrmTVrFqtXr2bhwoUsW7bMaZeWlka3bt144YUXnCyOaWlp7N69m5iYGKKionjmmWec9/wqVKjA1q1b2bNnDzNmzCAuLi5XyfiUKVMYN24chw8fZty4cTz11FPOufbt27Njxw4WLVrEK6+8kqnd8ePHiY2NpUWLFs6zmjNnDv3796du3brcddddmbQIBoPBYDAYDHmN27HyNhcYD0yyv3cG/gH0vEq71UB9VVUReRorq+MA4FUscfRIEWmJLYcWkQCgC/CgqqaKyGSgO/DJNYyxGtBNVZ8RkXlARyyP2yxglKouFJH8WJPfDkAo1kpYSWCdiKy0+wkBAoBTwD5gmqrWFZEXgeexEo+8A4xT1dUich+wxG6TE1WApljZI9dgpe4fLCILgdZiZaJ8F2irqiftyeSbQG/gI6Cvqq4USw6eHTuARqqaJiLNgP+z7x/7PmsBKcBOEXlXVbMsVYiRdDvkJuO+UpQNXFWUnV0/RYoUYcGCBZQoUYL4+HjuuuuuLKLMggULkpiYSHR0NHFxcWzZssWps3LlSooUKZKlzYQJE3jrrbec8tOnTxMdHc3Zs2epXr06v/xi/d4SEBDA/PnznYlPZGQkBQoUIDQ01Gnr4+ND9erVne2ZpUqVYs6cOdSoUSPTNUuUKMHUqVM5ffp0jpLxDz/8kPbt2xMTE0OpUqVYs2ZNtmLQ7du3Ex0dzd133w1YWybr1auXZYvoG29YeXfWrVtH0aJF87Rk1EhQvQMTJ+/AxMk7MHHyDkycbh23fPKmqptEpLSIlANKAQnAtexVKg/MtVeR/LCyJoIlnG5v9/2NiCTY5eFY74ats1ciCgAnrnGY+1V1s328AagkIncB96rqQvtaFwBE5CEgSi1fWpyIfA88AJwF1qnqcbveXmCp3Wcs1gQMoBlQ0+P9nCIiUlhVk3IY23/tyWgslo7gG48+KwH+WNs5v7X7zAcct9/nK6qqGRPLT4GHs+n/bmCGiFTD8sHd4XFumaqese9nO1CRbGKnRtLtkJOMOztRNliTmtxE2dlJqLt06cLu3bvp2LEjo0aNomvXrrjdbn777TfuueceRIS1a9fi5+dHmzZtuHTpEmPHjqVixYrce++9vPjii/Tr1y9Lit+AgADOnTuH2+3m118tD3u7du1wu92Eh4dTt25d/Pz8+M9//kP//v1xu90MGzaMggULMn/+fHx8Li/sX7hwgaioKNxuN7///jsnT57kscce4/z585QoUYICBQqQkJDA3r17eeuttwgKCspRMl6hQgVEBLfbzbJly6hRowZut5s9e/ZQpUoVRISNGzciIrRp08ZZiRw6dCgjR47MdJ8nTpygdOnSpKSk8MYbbzB8+PA8keo4J/JKKmZD7pg4eQcmTt6BiZN3YOJ067hd/6qej/WOWxkup6G/Gu9i+cy+EMtdNuIq9QWYoar/uoHxpXgcX8Ka+N0Inv2ke3xP5/Kz98FaUbxwPX2qarqIeEq8M/oUYJuqNvBsJNeejOUNYIWqthfLZRdz5bVtrkkabiTd2cujR44cmUWUPXXq1FxF2TlJqIcOHUrnzp2ZPn06FStWZN68eYC10jRlyhR8fX0pUKAAc+bMQUTw9fVl4sSJtGjRgkuXLtG7d2/uv/9+AIYPH05YWBht2rRh7NixPPPMM4wbNw4R4eOPP0ZEKFasGC+99BIPPPAAIkKrVq1o3bo1R44c4c0336RGjRrUrl0bsITgTz/9NC1atGDp0qXUrFmTfPnyMXr0aEqUKMG3337LgAEDEBFUlYEDBxIUFJTr8/zggw948cUXSUtLI3/+/Lz//vsALFiwgE8++YQ77riDAgUKMHfuXGfiduDAAQ4fPkyTJk0y9TV69Gi++uor0tPTee655/jb3/72B0XdYDAYDAaD4U/gdqS4BFzAj8AuLE9ZJey0+3iktsfaSjnRPt4E1LGPPwJi7ONJwBD7OAJrtagk1rbC3UBp+1xxoGIuYzpgt3PGYpcPBEbYxz8B7ezjO7FS9nfA2uqYD2sl8SDWpNS5D7t+DBCWzT3OBgZ51AvNZYwjsATeGd+TrjyHtSq5B2hgl98BuOzjrcBD9nFkDs98IdZWzIw+D1wZC/v7V4D7arE2qgDvIK+k+DXkjomTd2Di5B2YOHkHJk7eQV6JE0YV8OegqtuAu4Cjam8rvAZGAPNFZBXwu0f5a0CEiGzE2gZ4HEhU1e3AMGCpWCn1v8WaKN4MTwAv2P39iDVJW4g1KdoCLAcGq+pv19HnC0CYiGy1tyI+ezMDVNWLWKuakWIJtjcDDe3TvYBJdsKS8zl08RYwUkR+wJqQGq6T7GTa8+fPx+Vy4ePjw/r1lxN7xsfH07RpUwoXLkzfvn0z9eN2u/H393fk0idOWLt+3377bWrWrElwcDDh4eEcPHjQaTNkyBACAwMJDAxk7tzLi9o9e/bk/vvvd/rK2IJ4JTm1b9SokdO2XLlyTvKTnMTYGZw9e5by5ctnurcNGzYQFBRE1apVeeGFFzJ+DGDLli00aNCAoKAgHn30UUcHADmLy9955x0CAwNxuVyMHz/eKc+prwMHDjjv44WGhvLsszf1181gMBgMBoPh1nK7Z483+8FaAfO1jxsAm2/3mG73BygHfGYfu8lmJfNWff6KK2/ZybS3b9+uO3bs0CZNmui6deuc8qSkJF21apVOmTJF+/Tpk6mfK+tmsHz5ck1OTlZV1cmTJ2vnzp1VVfWrr77SZs2aaWpqqiYlJWlYWJieOXNGVVV79Oih8+fPz3HMK1asyLW9Jx06dNAZM2ao6tXF2C+88IJ269Yt07098MADumbNGk1PT9eWLVs6wu2wsDCNiYlRVdXp06frsGHDVDVncXlsbKy6XC5NTk7W1NRUDQ8P1927d+fa1/79+7NIzr2JvPLLpiF3TJy8AxMn78DEyTvIK3HCrLx5BfdhJSXZAkwAnrnN47ntqOoxVb2t3ry/MtnJtAMCAvD3989St1ChQjz00EPkz5//mvtv2rSp4z7zFHxv376dxo0b4+vrS6FChQgODuabb77JratMXEv7s2fPsnz5cmflLTcx9oYNG4iLiyMiIsIpO378OGfPnqV+/fqICE8++aQjFd+1axeNGzcGMguzcxKX//rrr9SrV4+CBQvi6+tLkyZN+Pzzz3Pty2AwGAwGg8Gb8fo0gKq6Gyt9/TUhIj9jrdZ58oSqxv6hA7sJRKQX8OIVxT+oap9s6o4CDqvqJPv7CCAJ6KmqOUrEReRRrG2lfkA80F1V40SkFNZ7eCWAdUBLrHcNfxeRv2Nt8/QDfgb+qVaWzRz5K0m6r0XIfb306tWLfPny0bFjR4YNG5ZpcgQwffp0Hn7YShoaEhLCa6+9xoABAzh37hwrVqygZs2aTt2XX36Z119/nfDwcEaNGsWdd2b+a3C19gCLFi0iPDycIkWKOGXZibHT09MZMGAAM2fOdOTeYEnIMzQIkFlC7nK5iI6Opl27dsyfP98RZuckLg8MDOTll18mPj6eAgUKsHjxYsLCwnLtC2D//v3UqlWLIkWK8J///IdGjRpdazgMBoPBYDAYbiv/Cytv14Wq1lPV0Cs+eWbiBqCqH2UzxiwTN5u5WK68DDpjTayuRoY3rxYwB8ubB5e9ebWx3ue7D7J480Kxsk3+MWZpQ7bMmjWL2NhYVq1axapVq/j0008znZ85cybr169n0KBBAERERNCqVSsaNmxIt27daNCggZOpcuTIkezYsYN169Zx6tQpIiMjs1wvt/YZREVF0a1bt0xl2YmxJ0+eTKtWrTJN1K7Ghx9+yOTJk6lTpw6JiYn4+fnlWj8gIIAhQ4YQERFBy5YtCQ0NdcabU19ly5bl0KFDbNq0ibfffpvHH38807t1BoPBYDAYDHkZr195+6ujedCb91eVdHvKKbOTaYMlut6wYQNJSZk1fjt27ODo0aNZ6u/evRuA2rVrs3DhQu677z7A2pI4YcIExo8fz5o1a5z6Dz74IA8++CBgyacvXLjg9Llz504AatWqxdy5c51thXBZrplb+zNnzvDjjz/Sv3//HEWcGWLsRYsWERsby9tvv8358+dJS0vj1KlTdOzYkV27djntly1bhog43//9738DcPjwYUqXLk1MTEyu4vIqVaowduxYwFIIlCpVKte+rqREiRJERUVlu6U1L2IkqN6BiZN3YOLkHZg4eQcmTrcOM3n73yBPefP0LyrpzhByQ/YybYCiRYtSp04dZ3ufZ/2kpCSnflpaGqdPn6ZkyZKkpqY6Xja3282mTZuYPHky3333HdWqVXP6uHTpEqdPn6ZEiRJs3bqVuLg4Bg4ciK+vL8ePH6ds2bKoKosWLaJJkyaZxhYTE0OjRo1ybA8wdepU2rVrl+kdtpzE2G3btnXqfPzxx6xfv56JEycCEBkZSf78+alXrx6RkZE8//zzuN1uR5idnp5Oz549GTRoEG63O1dxeUabQ4cOsWHDBn766SeKFi2aY18nT56kePHi5MuXj3379jmy8CvfUcyrGAmqd2Di5B2YOHkHJk7egYnTreOv8a/q/33mAh9geeqakPWdvuy4GzhqH/fwKP8Ba+tlpIhEAMXs8mVAtIiMU9UTIlIcuEtVD5ILf0VJd3Yy7eLFi/P8889z8uRJWrduTWhoqJPyvlKlSpw9e5aLFy+yaNEili5dSsWKFWnRogWpqalcunSJZs2a8cwzVi6eQYMGkZSUxGOPPQbAfffdxxdffEFqaqrz/laRIkWYOXOmM/Hq3r07J0+eRFUJDQ1l6tSpAKxfv56pU6fy97//Pdf2AHPmzGHo0KGZ7jU3MXZOTJ48mZ49e3L+/Hkefvhh5529qKgoJk2aBECHDh3o1asXQK7i8o4dOxIfH88dd9zBpEmTKFq0aK59rVy5kuHDh3PHHXfg4+PD1KlTvWbiZjAYDAaDwSBWVk2DtyMiscDvqtpURCph6QEC7VW1gar6iIj0xBKF9xWRtsA4rAncT8ADquoWkdJAFNak7Xus99zuV9UUEekC/AvrXclUoI+q/pTbuPz9/TVju54h72J+MfMOTJy8AxMn78DEyTswcfIO8kqcRGSDqoZdvab3Ylbe/kdQ1SCP4wNAoH0cA8TYxx8DH9vH0UB0Nl2dAVqoapqINACaqmqK3WYu174t02AwGAwGg8FgMPyB/OWyTRquivHmXQe9e/emdOnSBAZetjKcOnWK5s2bU61aNZo3b05CgpXzJTo6muDgYEJDQwkLC2P16tVOmyFDhhAYGEhgYCBz516eH3fv3h1/f38CAwPp3bs3qampgJU85NFHHyUkJASXy8VHH30EwIoVKwgNDXU++fPndzxqnvTv39+pU716dR555BEANm/eTIMGDXC5XAQHB2caS8+ePbn//vuddps3bwasrJjBwcEEBQXRsGFDtmzZ4rSpVKkSQUFBzj1f7RmB9etdaGgoLpeLJk2aOOXvvPMOgYGBuFwuxo8fn+l+3n33XWrUqIHL5WLw4MGZzh06dIjChQszZsyY7INoMBgMBoPB4C3cbku4+Vz+ABWwsj4Wt78Xs79XAn7JpV0JYAWW323iFefqALHAHqzJWMZW2eLAt8Bu+89idrnY9fYAW4HaHn31sOvvBnpcyz1Vr15d/5f5/vvvdcOGDepyuZyyQYMG6ciRI1VVdeTIkTp48GBVVU1MTNT09HRVVd2yZYv6+/urqupXX32lzZo109TUVE1KStKwsDA9c+aMqqp+/fXXmp6erunp6dq1a1edPHmyqqq++eabTr8nTpzQYsWKaUpKSqaxxcfHa7FixTQ5OTnXe5gwYYK2bNlSVVV37typu3btUlXVo0ePapkyZTQhIUFVVXv06KHz58/P0v6HH37QU6dOqarq4sWLtW7dus65ihUr6smTJ7O0yekZJSQkaEBAgB48eFBVVePi4lRVNTY2Vl0ulyYnJ2tqaqqGh4fr7t27VVV1+fLlGh4erhcuXMjUJoOOHTtqp06ddPTo0bk+B29gxYoVt3sIhmvAxMk7MHHyDkycvIO8EidgveaBf9P/mR+zbTIPoaqHRWQKMAor1f4o7KyNV+EC8ArWVskrxdxTsFbPfgYWY0m3/wsMBZap6igRGWp/HwI8DFSzP/Xs9vXsBCWvAmGAAhtE5AtVTSAX/pcl3QdGtaZx48YcOHAgU3l0dLSTLrdHjx643W4iIyMpXLiwUyc5OdlJ7LF9+3YaN26Mr68vvr6+BAcH880339C5c2datWrltKlbty5HjhwBQERITExEVUlKSqJ48eKZkosAfPbZZzz88MMULFgw1/uIioqiQ4cOAFSvXt0pL1euHKVLl+bkyZNOIpDsaNiwoXNcv359Z4y5kdMzmj17Nh06dHCUCKVLlwbg119/pV69es69NGnShM8//5zBgwczZcoUhg4d6kjHM9qAJRW///77KVSo0FXHZDAYDAaDwZDXMdsm8x7jgPoi0g/LuXbVvV6qmqyqq7EmcQ62w62Iqv5k/xrxCdDOPt0WmGEfz7ii/BP7B4yfgKJ2Py2Ab1X1lD1h+xZrImi4gri4OMqWLQtAmTJliIuLc84tXLiQGjVq0Lp1az788EMAQkJC+Oabbzh37hy///47K1as4PDhzKq+1NRUPv30U1q2tB553759+fXXXylXrhxBQUG88847+Phk/us8Z86cLELtKzl48CD79++nVq1aWc6tXbuWixcvUqVKFafs5ZdfJjg4mP79+5OSkpKlzfTp053skWBNMiMiIqhTpw7vv3/5d4icntGuXbtISEjA7XZTp04dPvnkEwACAwNZtWoV8fHxnDt3jsWLFzvPaNeuXaxatYp69erRpEkT1q1bB1jOmcjISF599dVcn4HBYDAYDAaDt2BW3vIYqpoqIoOAb4AI+/uNdncv4LkMcsQuA7hHVY/bx78B93i0OZxNm5zKs/BXkXRnrBxdKeROS0vLJKq8dOmS871YsWJMnTqVLVu20LdvX8aOHYufnx8BAQEEBwdTtGhRKleuzP79+zP1MWbMGCpXruz09f3331OyZElmz57NsWPHePrpp5k2bZqzwhQfH8/GjRvJnz9/rtLMqKgoGjRowPnz5zPVi4+Pp3///gwdOpSVK1cC8Oijj9KjRw9SU1MZO3Yszz77LD16XLZMbNq0iXfffZcJEyY4fb311luUKlWKhIQEBg4cyPnz5wkJCcnxGR08eJCdO3cyduxYLl68SJ8+fRARKlSoQNu2bWnQoAEFChSgUqVKHD9+nJiYGM6cOUNsbCyjRo1ix44dtGnThtmzZzN16lQiIiJYv349Bw4coECBAl4vEDUSVO/AxMk7MHHyDkycvAMTp1uHmbzlTR4GjmNtgfz2z76YqqqI/GHOCP2LSLozpNxXCrnvvfde/P39KVu2LMePH6dcuXJZ0ue63W4nAUfJkiUznX/88cdp1aqVU/baa6/h6+vLvHnznNW10aNHM3ToUMfLNn36dEqVKkXdunUBK7lH586dadasWa730L9/fyZNmsTFixed6509exa3283bb79Np06dsm3n5+fHmDFjnDZbt25l4sSJfPvtt5m2XnqyZcsWUlNTcbvdOT6jn376ieDgYGf17osvviB//vy43W7cbjejR48G4N///jfly5fH7Xbj7+/P888/T9OmTWnatCljxowhMDCQY8eO8fPPPzNjxgxOnz6Nj48PLpeLvn375vpM8jJ5JRWzIXdMnLwDEyfvwMTJOzBxunWYbZN5DBEJBZoD9YH+9pbFG+UoUN7je3kui7njMvq2/zzh0aZCNm1yKjdcQZs2bZgxw9qROmPGDNq2bQvAnj17MhK/sHHjRlJSUihRogSXLl0iPj4esCZBW7duJSIiAoBp06axZMkSoqKiMm2LvO+++1i2bBlgbUHcuXMnlStXds5HRUVddcvkjh07SEhIoEGDBk7ZxYsXad++PU8++WSWidvx49ZCraqyaNEiJ8PmoUOH6NChA59++mmmiVtycjKJiYnO8dKlS502OT2jtm3bsnr1atLS0jh37hw///wzAQEBAJw4ccK53ueff87jjz8OQLt27VixYgVgbaG8ePEiJUuWZNWqVRw4cIADBw7Qr18//v3vf3v1xM1gMBgMBoPhf3NJxEsRa3/kFKCfqh4SkdFY77y9fCP9qepxETkrIvWxEpY8Cbxrn/4CK3vkKPvPaI/yviIyBythyRm7nyXA/4lIMbteBJawO1cK3JGPnaNa38jwvYJu3boRExPD77//Tvny5XnttdcYOnSWI5IKAAAgAElEQVQonTt3Zvr06VSsWJF58+YBsGDBAj755BPuuOMOChQowNy5cxERUlNTnRW0IkWKMHPmTCf5yLPPPkvFihWdCVaHDh0YPnw4r7zyCj179iQoKAhVJTIykpIlSwLWSuDhw4czpdkHGD58OGFhYbRp0waw3onr2rUrntty582bx8qVK4mPj+fjjz8G4OOPPyY0NJTu3btz8uRJVJXQ0FCmTp0KwOuvv058fDz//Oc/AfD19WX9+vXExcXRvn17wNpK+vjjjzvv7OX0jAICAmjZsiXBwcH4+Pjw9NNPOxO+jh3/P3tnHlZV1TbueyEO4EziiIkJKh4EnLU0IUNJyzIsp89wKi3NoZx6fTU/e815yrE0hTJxTNH0036ppJalqJjzCCrgiFNOjM/vj3POjgMcHHpLjq37uvYVZ5211372fqqLxVr7uUNJTk6mYMGCzJ492yii0qNHD3r06IGvry+FChUiIiKCP7HVWKPRaDQajSbfYi0br8kHWN4VayEiHSyfCwC7gUHAbBHJXkky67nxQAmgEHAd8/tyh5VS9TGLuV0wV5l837JN8ilgOWav2xngTRG5aplAzsJcjOQO0F1EYizX6AH8y3LJsSKy6H73VKNGDTl27NjDPQjN347e7uAY6Dw5BjpPjoHOk2Og8+QY5Jc8KaX2iEj9+/d0XPS2yXyEiHxhnbhZPmeISF0R+TGviZulr6eIuIlIMRHxEJHDlvYYEfEVkWoi0s9SdRIRSRaRFiLiLSIvishVS7uISF9L/9rWiZvlu4Ui4mU57jtx+yfwMJLuvGTWGzdupEaNGnh5eTF+/HijfcuWLdStWxdfX1/CwsJITzcXf3kU4XdWtm3bRt26dXF2dmblypVGe16Sbiv9+/e30R6cPXuWoKAg6tSpg5+fHxs2bAAwioRYpd59+vQxzlm2bBl+fn6YTCaGDRtmtIeHh+Pu7m6cs2DBAiBv+bg9ebiV3bt357hPjUaj0Wg0GofkcYvm9PFkH1rS/YeA2p7MOj09XZ555hk5deqUpKSkiJ+fnxw6dEgyMjLEw8NDjh07JiIiI0eOlAULFojIowm/sxIXFyf79++Xrl27yooVKwy5Zl6SbhGR3bt3y//8z/9I0aJFjba3337bkIcfOnRIqlSpYlwj63OxcuXKFalcubJcunRJRETeeust+eGHH0REZNGiRdK3b988n3l2+bg9ebj12QYFBclLL71kt48jkV8kqJq80XlyDHSeHAOdJ8cgv+QJLenW/J0opbYC40VkU5a2gZgda5WBD4EJ2U6LA3oBK4EGQLiI9Mtyfj3+2Da5ARggImKRbi8DPIF4zNsmr1m2Tc4AWmPeNtlNRPZaxgoD/m0Z+j8iYvXE2eVJlXTHW97jexhJtz2Z9a5du/Dy8jIKjnTs2JGoqCjc3d0pVKiQUQQkODiYcePG0bNnz0cSfmfF09MTIIcbLi9Jd0ZGBkOGDGHJkiWsXr3a6KeU4ubNmwDcuHGDihUr5vnsTp8+jbe3N+7u7gC8+OKLrFq1ihYtWuR5npUHlY8DzJw5k9DQUMP9ptFoNBqNRuPI6G2T+YtIoGO2to7AOAAR2SQiAdmOdpjl3COBwbmMORd4G/C2HFax9nBgs4h4A5stn8GsKbD2fcdyPpbJ3seYi5g0BD7OUrxEk4W8JN1WssqsExMTqVz5j0KeHh4eJCYmUqZMGdLT04mJMe9cXblypY28+1GF3w9Kdkn3rFmzaNu2rXFvVkaPHs3ixYvx8PCgdevWzJw50/jOKgBv3rw527dvB8DLy4tjx44RHx9Peno6a9assYlx1apV+Pn50b59+1xjz00+nps8PDExkdWrV/Puu+8+0v1rNBqNRqPR5Df0ylv+YiXwH6VUIRFJVUp5AhWxlWPnQERuAzuUUl5Z2y0KgBIi8ovl81fAa5gLl7wKBFq6RgDRwDBL+1eWpedflFKlLOMEAv9PLO/GKaX+H+aJYGT2eP4Jku6sIsqHkXRDTpn1oUOHDOE0wJEjR0hMTOTHH39k6NCh9OjRg7S0NOrXr28j035U4XdWLly4wKFDh6hXr16eku4rV66wYMECpk+fTnR0tM09LV++nGbNmvHmm29y6NAhQkNDWbhwIenp6SxZsoSSJUty7NgxQkNDWbRoEUWLFuW9997jpZdeMtxr165dIzo6mtKlSxMREUGhQoVYu3Ytr776KlOnTrWJK7t83J48fPTo0XTo0IFt27YZ92mtyOmoaAmqY6Dz5BjoPDkGOk+Ogc7T34eevOUjxFztcRfm1a8ozKtuy4FHLQlaCUjI8jnB0gZQTkTOW36+AJTLcs65XM6x157bfTzxkm6roBseTtKdm8y6cOHC/Pzzz0afnTt30rBhQ0NM3bdvXwC+//57UlJS/pTwOzvh4eGYTCaKFSuWp6R7/fr1XL58mZ49ewKQkpJCr169OHnyJH379mXjxo1UrlyZwMBApkyZgq+vL2XLlrWJMTIyknLlylG/fn0CAwP517/MhUu/+OILTp48mSPGZs2a4ebmZtN+P/l4Vnn4mTNnmDhxIgBXrlxh7969+Pv789prr+V6riOQX6p5afJG58kx0HlyDHSeHAOdp78PvW0y/5F162RHclnZ+m9jWWXTzoj/EvYE1PZk1g0aNODEiRPExcWRmprK0qVLDRebVUydkpLChAkTjIqNjyL8fhDsSbrbtGnDhQsXDOm1q6srJ0+eBGyF4UeOHOHevXu4u7tz+fJlMjIyAPN7bidOnDDe67Pe17Vr15gzZw69evUC/hCBA6xdu9YQdFvJTT5uTx4eFxdnxNu+fXvmzJnj0BM3jUaj0Wg0midvScTxiQKmKaXqAq4isseyffJRSAQ8snz2sLQBXFRKVRCzgLsCcCnLOZVzOSeRP7ZZWtuj7xeAlnT/IaC2J7N2dnZm1qxZtGrVioyMDHr06IHJZAJg0qRJfPfdd2RmZvLuu+/ywgsvAI8m/M4q6d69ezft2rXj2rVrrFu3juLFixMfH5+npNseU6ZM4e2332batGkopQgPD0cpxbZt2xg1ahQFCxbEycmJefPm4ebmBsCAAQMMVcKoUaOMyexnn33G2rVrcXZ2xs3NzYgB7MvH7cnDNRqNRqPRaJ40tKQ7H6KUWgbUAKJE5GPL5O07uY/rTSnVDaifrdrkLqA/8CvmapMzRWSDUmoSkCwi45VSwwE3ERmqlGoD9MNcbbIR8JmINLQULNkD1LUMvReoZ30Hzh5a0u0Y6O0OjoHOk2Og8+QY6Dw5BjpPjkF+yZOWdGseF5GAPw+xZVIpFQ9MBboppRKUUrUsX70HLABOAqcwFysBGA8EK6VOAC9aPoN5gnfa0n++5Xwsk7RPgN2WY8z9Jm5PItZ3y0wmE9OnT7f5bsqUKSiluHLlCpC3SBvM75Z5eHjQr58x17Yrr546dSq1atXCz8+PFi1acObMmVzjS01N5Z133qF69erUrFmTVatWAfZF2qmpqXTv3p0ePXrg7+9v87JxSEgI/v7+mEwm+vTpY2yBHDlypHFfLVu2JCkpCTD/j7tkyZKGLHvMmDEAnDt3jqCgIGrVqoXJZGLGjBnGNYYMGULNmjXx8/OjXbt2XL9+3eZ+zp49S7FixZg8efJ9x9JoNBqNRqN54nncojl9PNnHkyTpPnDggJhMJrl9+7akpaVJixYt5MSJEyIicvbsWWnZsqU8/fTTcvnyZRGxL9K20r9/f+nUqZMhpc5LXr1lyxZDSj1nzhx58803c41x1KhRMmLECBERycjIMGKxJ9KeNWuWdOvWTbZu3SoXL16UunXrSkZGhoiIIffOzMyU119/XSIjI23aRURmzJghvXv3FhGzoLNNmzY5YkpKSpI9e/aIiMjNmzfF29tbDh06JCIimzZtkrS0NBERGTp0qCE0txIaGirt27eXSZMm3XesfwL5RYKqyRudJ8dA58kx0HlyDPJLntCSbo09HnQr433GCAQGi8jLD3FOuOW6Kx/1ug+DJcZUEfn5Uc5/UiTd8ePbcOTIERo1amTIoZs3b863337L0KFDGTRoEBMnTjSKkwB2RdoAe/bs4eLFi4SEhBget7zk1UFBQca5jRs3ZvHixbnGuXDhQo4ePQqYBdzW0vj2RNqHDx823qMrW7YspUqVIiYmhoYNG1KiRAnArD5ITU014re253ZfuVGhQgXDDVe8eHF8fHxITEykVq1aNsVUGjduzMqVf/xrvWbNGqpWrUrRokUfaCyNRqPRaDSaJx29bdKBUEq1AtoCk5RSsZZj9X3OKfAA4+Y1iQ8Enn2oQJ9QfH192b59O8nJydy5c4cNGzZw7tw5oqKiqFSpEv7+/jnOyU2knZmZyYcffmhsBbRyP3m1layC76xYtxyOHDmSunXr8sYbbxiCcHsibX9/f9auXUtGRgZxcXHs2bPH5pqtWrWibNmyFC9e3Kb65IgRI6hcuTLffPONsT0SzJoDf39/XnrpJQ4dOpQjxvj4ePbt20ejRo1yfLdw4ULjvm7dusWECRP4+OOPc/R7kLE0Go1Go9FonkT05O3P4ayUilBK/aaUWqmUclVKjVJK7VZKHVRKfaEsyxJKKS+l1A9Kqf1Kqb1KqWqWMYpZzj2qlPomS/96SqkflVJ7lFKbLJUhNwFrgSEiEgB8CHgqpQ4opRYqpQpbzo23xLEDeCO3wJVS0UqpT5VSPwIDlFKvKKV+VUrts8RZzrK62AcYZJkoNlNKuSulVlnucbdS6rm/8PnmK3x8fBg2bBgtW7YkJCSEgIAAUlJS+PTTT20mMFlp164dR48eZc2aNYwcORKAOXPm0Lp1azw8PGz6li5dmrlz59KhQweaNWuGp6cnBQrYzr0XL15MTEwMQ4YMyXGt9PR0EhISePbZZ9m7dy9NmjRh8ODBgLnEfrdu3UhISGDDhg107dqVzMxMevTogYeHB71792bgwIE8++yzNtfctGkT58+fJyUlhS1bthjtY8eO5dy5c3Tp0oVZs2YBULduXc6cOcP+/ft5//33c5Tlv3XrFqGhoUyfPt1m9c46nrOzM126dAHMk81BgwbZrF4+6FgajUaj0Wg0Tyq62uQjYpnYxAFNReQnpdRC4DCwUCyFPJRSXwPLRWSdUupXYLyIrFZKFcE8cW6IWQ1gApKAn4AhmCtD/gi8KiKXlVIdgFYi0sO6bdJynABaiMhxpdRXwF4RmW4pXjJHRCbmEX80cFhE3rN8Lg1cFxFRSvUCfETkQ6XUaOCWiEy29FtiGXuHUuppYJOI+GQb+x3gHYAyZdzrjZo+/9Eecj6idqWSOdrmz59P6dKl+eabbyhcuDAAly9fpkyZMsydO9coi2+lc+fOzJ07l5kzZ3LgwAGUUty9e5f09HReffVV3nnnHZv+69atIzEx0XC77dmzh88++4zp06dTunTpHPGICK1bt2b9+vU4OTlx6dIlhg4dSnh4ON26dWPixImGOLtz587Mnj3bGOfWrVsUK1aMfv36MXjwYDw9PW3G3rRpE0ePHmXAgAE27RcvXmT48OEsWrQoRzwdO3bk888/p2TJkqSnp/PRRx/RoEED3nzzTZt+GzduZN26dUyZMoUiRYoA0L9/f8MFd+vWLZycnOjevTvt2rXLc6wnHWueNPkbnSfHQOfJMdB5cgzyS56CgoKe+GqT+p23P8c5EfnJ8vNizCX545RSQwFXwA04ZJkoVRKR1QAicg+wviu0S0QSLJ9jAU/gOuAL/D9LnwLAH/ZiMzWAOBE5bvkcAfQFrCUQlz1A/Fn7eADLLM63QpgnprnxIlAry3tOJZRSxUTklrVBRL4AvgB4+hkvmXLA8f81i+8SCJjl0mXLluXs2bPs2bOHX375xVh5AvD09CQmJoYyZcpw8uRJqlWrhlKKvXv3opSibdu2Nu/FhYeHExMTY4xhHf/atWsMHDiQ5cuXU716dfbt28ecOXP44Ycf8Pb2thundezAwEDCw8Np0KABgYGB+Pj4cOfOHQIDAzly5AgAr732Gnfv3kVE2L17N2lpabi5udGtWzdu3brF77//ToUKFUhPT2fu3Lm0aNGCwMBATpw4YcQwc+ZM6tWrR2BgIBcuXKBcuXIopdi1axeFChUyZONhYWE899xzOSp0bty4kbVr1/Ljjz8a7/qBWTBuZfTo0RQrVozBgwcjInbH+ieQX0oxa/JG58kx0HlyDHSeHAOdp78Px/+t+vGSfdlSgDmYXWvnLKtWRe4zRkqWnzMw50QBh0SkyZ+I7fZD9pkJTBWRtZYiJaPtnOMENLZOQO/HkybpDg0NJTk5mYIFCzJ79mxKlSplt689kXZe2JNXDxkyhFu3bvHGG+ZdsE8//TRr164FICAggNjYWAAmTJhA165dGThwIO7u7saKmD2R9qVLl2jVqhX37t3D29ubr7/+GjAXImnbti0pKSlkZmYSFBRkrAAOHz6cY8eO4eTkRJUqVQwp9sqVK5k7dy7Ozs64uLiwdOlSlFLs2LGDr7/+mtq1axuy708//ZTWrVvTr18/UlJSCA4OBsxFS/KSbP/00092x9JoNBqNRqN50tHbJh+RLNsmnxWRnUqpBcARYCjm1bMCwC/AShEZrZT6BfO2yTWWd9MKYN42aVSbVErNAmKAJZi3YHa1jF0QqC4ih7JtmzwOvCAiJy3t+0RkhmXbZH0RuZJH/NGWa8dYPu8DeonIHqXUIqCqiAQqpT4ESojIx5Z+SyzXmWT5HCAisfauoyXdjoH+i5ljoPPkGOg8OQY6T46BzpNjkF/ypCXdmvtxFAhTSv0GlAbmYhZbHwDWYJZZW+kK9Lf0/Rkob29QEUkF2gMTlFL7gViyVXy0rHx1B1YopQ4AmYD9JYv7M9oy1nYg66RvHdDOWrAE89bQ+pYiLYcxFzR5Ipk2bRomkwlfX186derEvXv36NatG1WrVjVE1NYVrxs3bvDKK68YUmvritfWrVuNvgEBARQpUoQ1a9bYXKd///42+8QHDRpk9K9evbrd1T17Qu6UlBQ6dOiAl5cXjRo1Ij4+HjBXZ3RxcTHGtq6kAWzevJnatWvj5+dHSEiIIRofPXo0lSpVMs6xyr3zGstK27Zt8fX9w6TRoUMHo7+np6excmYlu5AbzBU027dvT82aNfHx8WHnzp15ZEyj0Wg0Go3myUZvm3xERCQe8Mnlq39bjuz9TwAvZGs+DURn6dMvy8+xwPO5jNMty8+bgTq59PHMO3oQkcBsn6MwF0/J3u844JetucP9xnd0EhMT+eyzzzh8+DAuLi68+eabLF26FIBJkybZlM0HmD17NrVq1WLdunVcvnyZGjVq0KVLF4KCgowJ3tWrV/Hy8rJxm8XExHDt2jWbsaZNm2b8PHPmTPbt25drjGPHjqVs2bIcP36czMxMrl69CphVAqVLl+bkyZMsXbqUYcOGsWyZ+fXGatWqGfFYSU9PZ9asWZw4cYIyZcowdOhQZs2axejRowHzZNJatTIruY1l5dtvv83x4rI1BoAPP/yQkiVti8B88MEHORQIAwYMICQkhJUrV5KamsqdO3dyvZ5Go9FoNBrNPwE9eXsIlFI/i0iuzrNHEW7/FWNkGSuaLNsi/8Q43YDvRSTpUc53VEn3T+8HkJ6ezt27dylYsCB37twxxNa5oZTi999/R0S4desWbm5uODvb/ue1cuVKXnrpJUPynZGRwZAhQ1iyZAmrV+eu64uMjOR///d/c/3OnpA7KirKmHi1b9+efv36kdf2aBFBRLh9+zZPPfUUN2/exMvLy27/+3Hr1i2mTp3KF198kWs1SBFh+fLlNuqB3ITcN27cYNu2bYSHhwNQqFAhChUq9MhxaTQajUaj0Tg6etvkQ2Bv4pafUUrNziL0th7ds/XJS+TdDbA/a3lCqVSpEoMHD+bpp5+mQoUKlCxZ0lgxGzFiBH5+fgwaNIiUFHO9mX79+nHkyBEqVqxI7dq1mTFjBk5Otv95LV26lE6dOhmfZ82aRdu2balQoUKuMZw5c4a4uDheeCH7gm3eQu7ExEQqV64MgLOzMyVLliQ5ORmAuLg46tSpQ/Pmzdm+fTsABQsWZNCgQdSuXZuKFSty+PBhevbsaROnn58fPXr0sFklzG0sa0wffvihMUnNzvbt2ylXrpxRsdKekDsuLg53d3e6d+9OnTp16NWrF7dvP0gdHo1Go9FoNJonEz15ewiUUreUmUkWCfcBi4PNSgml1Gql1GGl1DyllJNSqoBSKjxL/0GWsR5W2t3CItDOLuTOtd2KiPQVkYBsxyLLvYyx+OeaqFzk4kqp9kB94BvLpM9F5SIP/8sf/GPg2rVrREVFERcXR1JSErdv32bx4sWMGzeOo0ePsnv3bq5evcqECRMAswctICCApKQkYmNj6devHzdv3jTGO3/+PAcOHKBVq1YAJCUlsWLFCt5//327MSxdupT27dvnEHVD3kJue1SoUIGzZ8+yb98+pk6dSufOnbl58yZpaWlERUWxb98+kpKS8PPzY9y4cQC8++67nDp1itjYWCpUqMCHH36Y51ixsbGcOnWKdu3a2Y0jMjLSZhJrT8idnp7O3r17effdd9m3bx9FixZl/Pjxed6jRqPRaDQazZOM3jb58LwOBAD+QBlgt1Jqm+W7hkAt4Ayw0dI3DrPjzRdAKWWtPvENOaXdlTG/w5ZV2v2cUioGCMdWyP2uUmpebu384XrLi6LAQREZZYnrsIiMsfz8NfCyiKxUSvXDsv3SUvVyJrby8LFAj6wDZ5N0M6p2+gOEk7+YMWMGRYoU4dChQwD4+PiwYsUKPDw8sFbPrFOnDsuWLeP5559n8uTJdO7cmR9//BHAkHf7+Jhfi1y5ciWNGjXip5/MWsCdO3dy+PBhPDw8ALhz5w6VKlXim2++MWJYsGABAwYMIDo6Okd8IkKRIkVwc3MjOjoaDw8PPvvsM6Kjo3FxcSEqKgqTyURGRgZXrlwxpOBZeeqpp4iMjEREyMjI4Ny5c5w7dw5vb28iIyNp2rSpTf/atWuzZMmSXOOxjnX06FF+/vlnypcvT0ZGBtevXycgIMBwsmVkZLBs2TI+//xzY5zvv/+exYsX079/f0PIfe7cOZo3b06ZMmW4e/cu0dHRVKtWjSVLltCiRYuHSeUTxa1bt3J9/pr8hc6TY6Dz5BjoPDkGOk9/H3ry9vA0BSJFJAO4qJT6EWgA3MQs3D4NoJSKtPTdDDyjlJoJrAe+V0oV5+Gk3b+Tu5B7q532B5m8ZQCrsnwOUtnk4pgrTWalBveXhz8Rku5l7V5ixYoVNGzYEBcXFxYtWsSLL75IjRo1qFChAiLCmjVraN68OYGBgdSpU4erV68SGBjIxYsXuXjxIm+88YbxHtrw4cMZN26cUUY3MDCQjz76yLhesWLFSExMND4fPXqUtLQ0+vbta9cNZ0/I3a1bNw4cOEDfvn1ZunQprVq1IigoiMuXL+Pm5kaBAgU4ffo0ly9f5o033uDevXuMGDECk8mEu7s7mzdv5rnnniMwMJDz588b2zqnTZtGo0aNCAwMtDuWm5ubUXAlPj6el19+2aaoycaNG6ldu7bhqwP7Qm7rNStUqECNGjWIjo6mWbNm+aIU8eMiv5Ri1uSNzpNjoPPkGOg8OQY6T38fjvdbdf4mh7RbRK4ppfyBVpgnVm8CA/IYIzdp91/BPcsEFMvK34PIxR9aHu7Iku727dtTt25dnJ2dqVOnDu+88w4vvfQSly9fRkQICAgwhNIjR46kW7du1K5dGxFhwoQJxsQtPj7eWEl6UJYuXUrHjh1zTNweRMjds2dPunbtipeXF25ubkaVzG3btjFq1CgKFiyIk5MT8+bNw83NDYCwsDCef/55ChYsSJUqVYwiIUOHDiU2NhalFJ6ennz++ef3Het+95V1y+T9mDlzJl26dCE1NZVnnnnGuEeNRqPRaDSafyJa0v0QKKVuAW8BvYHWmFeoYoBGQE3g//hj2+T/YV59+hFIFZGbSqkAIFxEAh5S2r2UXITcwOe5tVtE3dHkUW1SKXVLRIpZfi4FHCN3ufg6YKqIbFVKFcKOPNzeM9OSbsdA/8XMMdB5cgx0nhwDnSfHQOfJMcgvedKSbk12BFgN/AbsB7YAQ0XkguX7ncB44CDmd91WA5WAaMsWyHDAulfuYaTduQq5/1uibhG5jn25eDgwzxJ/Ae4jD39SyE3Q3aVLF2rUqIGvry89evQgLS3N6B8dHU1AQAAmk8lYYTt37hxBQUHUqlULk8nEjBkzjP779++nSZMm1K5dm1deecUobvLNN9/YSL2dnJxydaldvXqV4OBgvL29CQ4OtqkCmVssVjIyMqhTpw4vv/yHjaJZs2b06tWLgIAAKlasyGuvvQbYF48DFChQwIixbdu2RnvPnj3x9/fHz8+P9u3bc+vWLeO75cuXG8+ic+fORvvQoUMxmUz4+PjQv39/RIQ7d+7Qpk0batasiclkYvjw4Q+YOY1Go9FoNJonGKvjSR95H8BTwJnHHYejHdWrVxdHIyEhQTw9PeXOnTsiIvLGG2/IokWLZP369ZKZmSmZmZnSsWNHmTNnjoiIXLt2TXx8fOTMmTMiInLx4kUREUlKSpI9e/aIiMjNmzfF29tbDh06JCIi9evXl+joaBER+fLLL+Xf//53jjh+++03eeaZZ3KNcciQITJu3DgRERk3bpwMHTo0z1isTJkyRTp16iRt2rSxad+6dauIiLz++usSEREhIiJjx441xr106ZKULl1aUlJSRESkaNGiucZ148YN4+dBgwYZMR4/flwCAgLk6tWrNnH99NNP8uyzz0p6erqkp6dL48aNZevWrXL79m3ZsmWLiIikpKRI06ZNZcOGDble85+ENU+a/I3Ok2Og8+QY6Dw5BvklT0CM5IPff//KQ7/z9gAopSoC0cDkv/GapYDOIjLnvzjmG8AY4ALwv/yXhOB54WiS7njL+3m5CbqtnjeAhufa2zkAACAASURBVA0bkpCQAMCSJUt4/fXXefrppwEoW7YsYC6nby32Ubx4cXx8fEhMTKRWrVocP36c559/HoDg4GBatWrFJ598YhNLZGQkHTt2zDXOqKgoo6pTWFgYgYGBTJgwwW4sAAkJCaxfv54RI0YwderUHGPevHmTLVu2GCtsDyIez06JEiUA8x+F7t69a7yzN3/+fPr27Uvp0qVt4lJKce/ePVJTUxER0tLSKFeuHK6urgQFBQFmOXfdunWN563RaDQajUbzT0Vvm3wARCRJRKqLyMy/8bKlgPf+7CBKqV+tcm7gS6Ag0P/Pjptl/CfuDwB5CboB0tLS+PrrrwkJCQHg+PHjXLt2jcDAQOrVq8dXX32VY8z4+Hj27dtHo0aNADCZTERFRQGwYsUKzp07l+OcZcuW2S3ucfHiRWNiWL58eUPQnVcsAwcOZOLEiTnk4VbWrFlDixYtjAlYXuLxe/fuUb9+fRo3bsyaNWtsxunevTvly5fn6NGjhsfu+PHjHD9+nOeee47GjRuzceNGAJo0aUJQUJAx0W3VqpWhV7By/fp11q1b949WBGg0Go1Go9GAnrzlZ8YD1SwTrxNKqc0WcXYFpdRxpVR5pVQ3pdS3SqmNlj4Tsw8iIo1EJAD4FnO+MzAXXTFQSrkppdYopX5TSv2ilPK7T/toi8j7eyDnTMXBsSfotvLee+/x/PPP06xZM8C8Srdnzx7Wr1/Ppk2b+OSTTzh+/LjR/9atW4SGhjJ9+nRjYrRw4ULmzJlDvXr1+P333ylUqJBNDL/++iuurq74+vreN16llLHCZS+W7777jrJly1KvXj2742SXZ+clHj9z5gwxMTEsWbKEgQMHcurUKeO8RYsWkZSUhI+PD8uWLTPiOnHiBNHR0URGRvL2229z/fp1Tp48yZEjR0hISCAxMZEtW7awfft2Y6z09HQ6depE//79eeaZZ+77LDQajUaj0WieZJ64VZMniOGAr2XihVJqMWbVQAjwsYhcsPzCHoBZ7J0CHFNKzRSRHMs4IjJGKfUCfwi3A7N8/b+Yq1S+ZunzlWVce+0A9YCmInI3+7UcWdIdHR1NdHS0XUF3REQEJ06cYMyYMca2xdTUVGrUqMHu3eY6L97e3ixZsoTAwEDS09P56KOPaNSokSHUtvKvf/0LMBc2KVu2rM13s2fPplGjRnaFlyVKlGDVqlU89dRTJCcnU7x4caKjo+3GcuLECb7//nu+/fZbUlNTuXPnDsHBwYwYMQKAxMREfv75ZwYNGmRc837i8RMnTgBQs2ZNFi9enKM4So0aNfjiiy+oWrUqTk5OVK9e3ZCUu7u7s3TpUmJjYylXrhwxMTE2Y2VkZABmHYKLiwsBAQFa/omWoDoKOk+Ogc6TY6Dz5BjoPP196Mmb4/A+5iqWv4hIZJb2zSJyA0ApdRioAuTcg5c3TYFQABHZopR6SilVIo92gLW5TdwsfR1W0h3fJRAXF5dcBd0nT57k2LFjbN68GRcXF+OccuXK0a9fP5o2bUpqaipnz55l4sSJmEwmwsLCeO6555g+3dabfunSJcqWLUtmZibdunVjyJAhRondzMxMunTpwvbt2+2uNnXo0IETJ04QGhrK+PHj6dixI4GBgXZjybqCFx0dzeTJk/nuu++Mtg8++IDXXnvNZnuoPfF4gQIFcHV1pXDhwly5coVTp04xdepUfHx8OHXqFF5eXogI3333nSH7vnfvHpGRkQQGBnLlyhVD6l26dGnmz59P06ZNERE++eQTBg4cSGBgIP/+979xdXVlxYoVdrd6/tPIL6WYNXmj8+QY6Dw5BjpPjoHO09+H4/xWrfHArAIop5RyEpFMS/vfJfXOzu0H6eSIku5GjRrlKuguWrQoVapUoUkTs6P89ddfZ9SoUfj4+BASEoKfnx9OTk706tULX19fduzYwddff03t2rUJCDAvWH766ae0bt2ayMhIZs+ebYzTvXt34/rbtm2jcuXKOSZuvXr1ok+fPtSvX5/hw4fz5ptv8uWXX1KlShWWL18OYDeW+7FlyxbGjx9v02ZPPP7zzz/Tu3dvnJycyMzMZPjw4dSqVYvMzEzCwsK4efMmIoK/vz9z584FoFWrVnz//ffUqlWLAgUKMGnSJJ566inat2/Pli1bqF27NkopQkJCeOWVV0hISGDs2LHUrFmTunXrAuZ38Hr16vUoKdVoNBqNRqN5ItCS7nyKUuopYK+IVLEUBdkJDALCgGMiMlkp1Q2oLyL9LOd8B0wWkWg7Y0Zju21ysIi8rJT6DLgsIp9Y2qeJSJ082kcDt0TkvtU3taTbMdB/MXMMdJ4cA50nx0DnyTHQeXIM8kuetKRb89gQkWTgJ6XUQSAN2C4iO4APgF5KKZ88B3g4RgP1LMLw8ZgniHm1OyzXr1+nffv21KxZEx8fH3bu3MnIkSPx8/MjICCAli1bkpSUBJgLl7Rr1w4/Pz8aNmzIwYMHbcbKTXi9efNm6tatS0BAAE2bNuXkyZMAzJs3z1iBa9q0KYcPH84RW15Sb3tSbhGhf//+eHl54efnx969e23GvHnzJh4eHvTr189oW7ZsGX5+fphMJoYNG2a0b9u2zVhtXLlypc04EREReHt74+3tTURERI7Y27Zta7PCFxsbS+PGjQkICKB+/frs2rULMCsOrM+6fv367NixI7c0aTQajUaj0Why43GL5vTxZB/5TdL91ltvyfz580XELH++du2ajVh6xowZ0rt3bxERGTx4sIwePVpERI4cOSIvvPCCzVi5Ca+9vb3l8OHDIiIye/ZsCQsLExFbeXVUVJS0atUqR2x5Sb3tSbnXr18vISEhkpmZKTt37pSGDRvajNm/f3/p1KmT9O3bV0RErly5IpUrV5ZLly4Zz+OHH36QrVu3SlxcnOzfv1+6du0qK1asMMZITk6WqlWrSnJysly9elWqVq1qyLZFRFatWiWdOnUSk8lktAUHBxtS7fXr10vz5s1FROT333+XzMxMERHZv3+/1KhRI8dz0Ngnv0hQNXmj8+QY6Dw5BjpPjkF+yRP/AEm3XnnLpyiltiqlWmVrG6iUmmun/0al1HXL1sms7VUtrreTSqllSqlClvbCls8nLd97ZjnnI0v7sawxKKVCLG0nlVLD/5v3+3dw48YNtm3bRs+ePQGz/LlUqVJG+X6A27dvG2X3Dx8+zAsvvACYqyDGx8cbPjWr8Dr7O1hKKaOc/o0bN6hYsSKA3WtkpUKFCsb7XVml3mBesQoLMy98hoWFGW61qKgo3nrrLZRSNG7cmOvXr3P+/HkA9uzZw8WLF22KkJw+fRpvb2/c3d0BePHFF1m1ahUAnp6exrtyWdm0aRPBwcG4ublRunRpgoODDU/brVu3mDp1Kv/+978f6DkUK1bMuHd7z0Gj0Wg0Go1Gkzu6YEn+JRLoCGzK0tYRGGqn/yTAFeitlPoVKGxprwLcAF7BrBroCcy1/POaiHgppToCE4AOSqlaluuYgIrAD0qp6paxZgPBQAKwWym1VkRy7v/Lwt20DDyHr3/wu/6LiB/fhri4ONzd3enevTv79++nXr16zJgxg6JFizJixAi++uorSpYsydatWwHw9/fn22+/pVmzZuzatYszZ86QkJBAuXLlDOH177//bnOdBQsW0Lp1a1xcXChRogS//PKL8d3s2bOZOnUqqampbNmyJe94s0m97Um5ExMTqVy5snGeh4cHiYmJlCtXjg8//JDFixfzww8/GN97eXlx7Ngx4uPj8fDwYM2aNaSmpuYZi71rgLmoyYcffoirq6vNOdOnT6dVq1YMHjyYzMxMfv75Z+O71atX89FHH3Hp0iXWr3/8/25oNBqNRqPROAp65S3/shJok2WlzBPzZGp7bp1FZDPwu+Vnq5i7DuYKlF4icgCIAF6znPKq5bP1Wi2UeRnkVWCpiKSISBxwEmhoOU6KyGkRSQWWWvo6DOnp6ezdu5d3332Xffv2UbRoUaPC4tixYzl37hxdunRh1qxZAAwfPpzr168TEBDAzJkzqVOnDgUKFMhTeD1t2jQ2bNhAQkIC3bt354MPPjC+69u3L6dOnWLChAn85z//sRtnblLvrGSVcttjzpw5tG7dGg8PD5v20qVLM3fuXDp06ECzZs3w9PSkQIECeY5lj9jYWE6dOkW7du1yfDd37lymTZvGuXPnmDZtmrHaCdCuXTuOHj3KmjVrGDly5CNdW6PRaDQajeafiF55y6eIyFWl1C7gJSAK82rYcst+3gflKeC6iFgt2QlAJcvPlbD44EQkXSl1w9K/EvBLljGynnMuW3uj3C6aHyXd0dHRXL16lTJlynD37l2io6OpVq0aS5YsoUWLFka/Z555huHDhxMUFASYtyiGhYUhInTq1InExEQiIyNzFV737duXX3/91Rj/6aefZvbs2TmkleXLl2fVqlU2egAr9qTe9qTcSik2bdpEerr5GZ84cYIzZ86wZs0aDhw4wNSpU7l79y7p6elcvXqVd955h+LFizNhwgQA1q1bR5EiRWzkmhcuXODQoUOUKVMGMG97jI2NNb7ftWsXAQEBRERE8PPPP1O+fHkyMjKMie706dNZuHAh7dq1Izo6Gnd3d3bu3JmrvPPw4cNERUVRsmTJR03tPwotQXUMdJ4cA50nx0DnyTHQefr70JO3/I1166R18tYz7+75A8mHku74LoGAeWWsQoUK1KhRg+joaJo1a0alSpXw9vYGYObMmdSrV4/AwECuX7+Oq6srhQoVYv78+bRs2ZI2bdrQps0f3rqswuv09HR69epFxYoVqV69Ol9++aUx1okTJ4xrrFu3jpo1a+YoqSsidqXe9qTct2/fZtasWYwZM4Zff/2V8uXLExoaSmhoqHFueHg4MTExxoqiVRB+7do1Bg4cyPLly0lKSjLiCQ8Px2QyGZ/9/PyoV68e/v7+ABw8eJCIiAjc3NyYNm2a+fnGx/Pyyy8TGxsLQOXKlVFKERgYyObNm437PXnyJNWqVUMpxd69e1FK0bZtW/3u2wOSX0oxa/JG58kx0HlyDHSeHAOdp7+Px/9btSYvooBpSqm6gKuI7HnI85OBUkopZ8vqmweQaPkuEagMJFg8ciUt/a3tVrKeY6/dLvlN0j1z5ky6dOlCamoqzzzzDIsWLaJXr14cO3YMJycnqlSpwrx58wA4cuQIYWFhKKUwmUx8+eWXeY7t7OzM/PnzCQ0NxcnJidKlS7Nw4UIAZs2axQ8//EDBggUpXbq0UW4/KSmJXr16sWHDBn766Se7Um97Uu7WrVuzYcMGvLy8cHV1ZdGiRfd9BgMGDGD//v0AjBo1iurVq5OUlMTu3btp164d165dY926dXz88cccOnQINzc3Ro4cSYMGDYxz3Nzc8rzG/PnzGTBgAOnp6RQpUoQvvvgCgFWrVvHVV19RsGBBXFxcWLZsmZ64aTQajUaj0TwgWtKdz1FKLQNqAFEi8vF9+gZiEW9naVsBrBKRpUqpecBvIjJHKdUXqC0ifSwFS14XkTeVUiZgCeZ33CoCmwFvQAHHgRaYJ227gc4iciivmLSk2zHQfzFzDHSeHAOdJ8dA58kx0HlyDPJLnrSkW5MfiAT8Lf+0i1JqO7ACc+GRhCwl/ocBHyilTmJ+p826fPQl8JSl/QNgOIBlMrYcOAxsBPqKSIZl5a4f5uqXRzC/f5fnxC0/kZuc25742sru3btzCKsLFChAQEAAAQEBtG3b1mjfsmULdevWxdfXl7CwMOMdtKNHj9KkSRMKFy7M5MmT7cbXrVs3qlataoxt3X5oL5bY2FiaNGmCyWTCz8+PZcuW5Rizf//+FCtWzPickpJChw4d8PLyolGjRsTHxwPmd9h69epFQEAA/v7+rF69GoB79+7RsGFD/P39MZlMfPzxH387sBdvdHQ0JUuWNNrHjBljnDNjxgx8fX0xmUw5toVqNBqNRqPRaO6P3jaZzxGRNZhXve7Xr5md9tOYV9Gyt98D3rBzzlhgbC7tG4AN94slPzJgwABCQkJYuXKlUWTk008/pUWLFgwfPpzx48czfvx4o5BHRkYGw4YNs3GkAbi4uOSYWGVmZhIWFsbmzZupXr06o0aNIiIigp49e+Lm5sZnn31meNnyYtKkSbRv3z5He26xuLq68tVXX+Ht7U1SUhL16tWjVatWlCpVCoCYmJgck9Evv/yS0qVLc/LkSZYuXcqwYcNYtmwZvr6+fP7557Ro0YLz58/j7+/PK6+8QuHChdmyZQvFihUjLS2Npk2b8tJLL9G4ceM8423WrBnffWejG+TgwYPMnz+fXbt2UahQIUJCQnj55Zfx8vK673PRaDQajUaj0ZjRK29PCEqpUkqp9/7C8bsppWZZfn7N4oNzCOzJue2Jr8H8blxoaChly5a97/jJyckUKlSI6tXNOrzg4GBDfF22bFkaNGhAwYIFHzn+3GKpXr26UQClYsWKlC1blsuXLwPmyd6QIUOYOHGizThZ77d9+/Zs3rwZEcHV1dXQBdy7d894B00pZazcpaWlkZaW9sjvpx05coRGjRrh6uqKs7MzzZs359tvv32ksTQajUaj0Wj+qeiVNwdCKVUb+Dpbc4qINAJKAe8Bc/6GUF4DvsO8tTJPHrekOy85d17i69WrV7N161Z2795tM969e/eoX78+zs7ODB8+nNdee40yZcqQnp5OTEwM9evXZ+XKlZw7dy5HLPdjxIgRjBkzhhYtWjB+/HgKFy6cZyxWdu3aRWpqKtWqVQPMxVHatm1r3JuVrLJtZ2dnSpYsSXJyMmXKlOHw4cP07duXM2fO8PXXX+PsbP5fQ0ZGBvXq1ePkyZP07dvXkIbbixdg586d+Pv7U7FiRSZPnozJZMLX15cRI0aQnJyMi4sLGzZsoH79J3pLukaj0Wg0Gs1/Hb3y5kCIyAERCch2WH+bHg9UU0rFKqVOKKU2KzMVlFLHlVLlLatn3yqlNlr6TMzrekqp7pZzfwSes7Q9C7QFJlmuVe0vven/AnnJua1kFV8PHDiQCRMm4OSU8z+PM2fOEBMTw5IlSxg4cCCnTp1CKcXSpUsZNGgQDRs2pHjx4g8tvh43bhxHjx5l9+7dXL161di+mVcsAOfPn6dr164sWrQIJycnkpKSWLFiBe+///5DXb9WrVocOnSI3bt3M27cOO7duweY3/GLjY0lISGBXbt2cfDgwTzjrVu3LmfOnGH//v28//77vPaa2Qnv4+NjbP0MCQkhICDgkeXgGo1Go9FoNP9U9Mrbk8NwwFdEAgCUUouBvkAI8LGIXLBMTgKAOkAKcEwpNVNEciwTKaUqAP8L1ANuAFuBfSLys1JqLfCdiKzMfp7l3Hwj6c5Lzm1PfL1jxw62b98OmLdcRkVFcfToUZo2bQqYRdgANWvWZPHixTRv3hyATz75BDAXFylVqpSNrDI+Ph4XF5c8BZbWqpx16tRh2bJlPP/883nGcvv2bQYNGkSXLl24d+8e0dHR7Ny5k8OHD+Ph4QHAnTt3qFSpEt988w0uLi5ERUVhMpnIyMjgypUrHDhwAKWUjVwzPT2diIgIatSoYROfp6cns2fPpkOHDnbjzYqrqyu///67IeGuVq0aU6ZMAcwqAXd3dy30fEi0BNUx0HlyDHSeHAOdJ8dA5+nvQ0/enlzeBw4Cv4hI1kqVm0XkBoBS6jBQBchtj18jIFpELlv6LgOqP8iF85OkOy85N5Cr+Pr8+fPG+d26dePll1+mffv2XLt2DVdXVwoXLsyVK1c4deoUU6dOpVatWob4OiUlhU8++YRRo0bZlMyNjo6mWLFidsvonj9/ngoVKiAirFmzhubNm+cZS2pqKi+99BLvvfceAwcONPoEBgby0UcfGZ+LFStGYmKicf6BAwfo27cvS5cupVWrVgQFBREXF8fp06cJDAzkzJkzXLhwgdDQUESEggULUqpUKe7evcvIkSMZNmyYEVdu8V64cIFy5cqhlDKKk1gl3NZndPbsWfbs2cMvv/xiFFjRPBj5pRSzJm90nhwDnSfHQOfJMdB5+vvQk7cnFw8gEyinlHISkUxLe0qWPhn8xf8O5BdJd25y7szMzFzF1/Y4cuQIvXv3xsnJiczMTIYPH06tWua6LZMmTeK7774jMzOTd999lxdeeAGACxcuUL9+fW7evImTkxPTp0/n8OHDlChRgtatW7NgwQIqVqxIly5duHz5MiJCQECAIQq3x/Lly9m2bRvJycmEh4cDEB4ebsi9c6Nnz5507doVLy8v3NzcWLp0KQA7duxg5MiRlCpVCicnJ+bMmUOZMmX47bffCAsLIyMjw3hWL79sVgjai3flypXMnTsXZ2dnXFxcWLp0qbEdNTQ0lOTkZAoWLMjs2bP1xE2j0Wg0Go3mIdGS7icEpdRTwF4RqaKUcgZ2AoOAMOCYiExWSnUD6otIP8s53wGTRSQ6l/EqAL8AdYGbwBZgv4j0U0rNtFxr0f3i0pJux0D/xcwx0HlyDHSeHAOdJ8dA58kxyC950pJujcMgIsnAT0qpg0AasF1EdmAWcPdSSvk85HjngdGYJ4E/AHuzfL0UGKKU2pdfC5Z4enpSu3ZtAgICjKqGI0eOxM/Pj4CAAFq2bElSUhKQt1g6t3EAhgwZQs2aNfHz86Ndu3Zcv34d+OPdNutYffr0yTPOKVOmoJTiypUrAIgI/fv3x8vLCz8/P/bu/eOxR0RE4O3tjbe3NxEREUZ7amoq77zzDtWrV6dmzZqGpiA8PBx3d3cjlgULFhjn2JONd+nShRo1auDr60uPHj1IS0u7b1xnz56lZcuW+Pj4UKtWLUP+rdFoNBqNRqP5LyMi+tDHX3ZUr15dHgdVqlSRy5cv27TduHHD+HnGjBnSu3dvERHZunWrtGnT5oHHERHZtGmTpKWliYjI0KFDZejQoSIiEhcXJyaT6YFiPHv2rLRs2VKefvpp4xrr16+XkJAQyczMlJ07d0rDhg1FRCQ5OVmqVq0qycnJcvXqValatapcvXpVRERGjRolI0aMEBGRjIwMY6xFixZJ3759c7120aJFbT5v3brVuH5mZqZkZmZKx44dZc6cOXnGJSLSvHlz+f7770VE5Pfff5fbt28/0P1rHh5rnjT5G50nx0DnyTHQeXIM8kuegBjJB7///pWHXnl7jDyIWFsp5amU6vwAY3laVt3y6hOplPpNKTVIKRWulGr/sDE7MiVKlDB+vn379iMLpwFatmxpuNAaN25MQkLCQ48xaNAgJk6caBNHVFQUb731FkopGjduzPXr1zl//jybNm0iODgYNzc3SpcuTXBwMBs3bgRg4cKFRpESJycnypQp88j31bp1a0Ob0LBhQ+O+7MV1+PBh0tPTCQ4OBswFUlxdXR/5+hqNRqPRaDQa++iCJY+XBxFrewKdgSV/5kJKqfLAsyJSxfI5PMt3vwKFs53SVUQOPMC4BUQkw973j0PSHT++DUopWrZsiVKK3r1788477wBmsfRXX31FyZIl2bp1q3FObmJpwO44WVm4cKFRPh8gLi6OOnXqUKJECf7zn/8YlS2zEhUVRaVKlfD397dpzyrSBvDw8CAxMdFuu3W75siRIw0NwqxZsyhXrhwAq1atYtu2bVSvXp1p06YZY2SXjWcvHpKWlsbXX3/NjBkz8owrISGBUqVK8frrrxMXF8eLL77I+PHjtcNNo9FoNBqN5i9Ar7w9XrKKtSdZjoNKqQNKqQ5Z+jSz9BlkWWHbrpTaazmefcBrfQ+UtYyTfTbxL0CAApjfbWskIgeUUi0s77UdUEotVEoVBlBKxSulRimldgBv/Omn8BewY8cO9u7dy//93/8xe/Zstm3bBsDYsWM5d+4cXbp0YdasWYB9sXRe41gZO3Yszs7OdOnSBYAKFSpw9uxZ9u3bx9SpU+ncuTM3b960OefOnTt8+umnNu/WPSrp6ekkJCTw7LPPsnfvXpo0acLgwYMBeOWVV4iPj+e3334jODiYsLAw47zssnGrTsDKe++9x/PPP5/rxDP79bdv387kyZPZvXs3p0+fNqpfajQajUaj0Wj+u+iVt8eLIdZWSoUCfQB/oAywWym1zdJnsIi8DKCUcgWCReSeUsobiAQepKpOW8xibavEu6fln0WAcKCFiBxXSn0FvKuUmpdbOzDdMt49EWma24Uet6TbKom0yrTr1KlDZGQkmZmZRp9nnnmG4cOHExQUZHNudrF0XuNs3LiRdevWMWXKFH788cdcY3nqqaeIjIy0EV6fPn2a48ePG22XL1/GZDIxd+5clFJs2rSJ9PR049pnzpzhxo0bxMbGGve2a9cuAgICOHDgAEWKFMHNzY3o6Gg8PDz47LPPcogyvby82LVrl017Vtn4wYMHje8iIiI4ceIEY8aMMdrsxXXp0iU8PT05e/YsZ8+epUaNGqxbt45q1fJlHRuHR0tQHQOdJ8dA58kx0HlyDHSe/j705C3/0BSItGxBvKiU+hFogLlMf1YKArOUUgGYPW0PJM7OgxpAnIgct3yOAPoCW+20Wydvy+wNKI9Z0n3otQZkZmZSvHhxbt++zb/+9S9GjRpFpUqV8Pb2Bszet3r16uUplr5z506u4wQGBrJx40bWrl3Ljz/+iLu7u3Hty5cv4+bmRoECBTh9+jSXL1/mjTfewM3NzegTGBhIjx49jM+enp7ExMRQpkwZChcuzKxZsxgzZgy//vor5cuXJzQ0lKCgIOrVq2dsszx48CARERG4ubnx6quvGuOGh4fToEEDG5E2wOrVq/H19SUwMDBX2bhVUL5gwQKOHTvG5s2bcXFxMWK8fft2rnFlZGTw+eefYzKZcHd3JyIiguDg4HxRLvhJJL+UYtbkjc6TY6Dz5BjoPDkGOk9/H3ry5ngMAi5iXqFzAu49pjhuP0inxyHpPn36NO3atQPM2/o6d+5MSEgIoaGhHDt2DCcnJ6pUqXJfsfTFixdzHQegX79+pKSkGIU6O4/N2QAAIABJREFUGjduzLx589i2bRujRo2iYMGCODk5MW/ePGPi1qtXL/r06WOjHMhO69at2bBhA15eXri6urJokVml5+bmxsiRI2nQoAEAo0aNMsadMGECXbt2ZeDAgbi7uxvnfPbZZ6xduxZnZ2fc3NyM7Yy5ycY9PT0B6NOnD1WqVKFJkyYAvP7664waNcpuXAUKFGDy5Mm0aNECEaFevXq8/fbbfzKDGo1Go9FoNJrc0JLux0g2sfbrQG+gNeAGxACNgErAVBFpbjlnGpAgIlOUUt2BhSKilFKemLdF+tq5ls33loIl31mO48ALInLS0r4P+Dy3dhGZoZSKxyz7vnK/e9SSbsdA/8XMMdB5cgx0nhwDnSfHQOfJMcgvedKSbs1fitiKtZsAvwH7gS3AUBG5YGnLUErtV0oNwlyZMkwp9QvmLZMPtAKWRwz3gO7ACqXUASATmGev/c9c67/FvXv3aNiwIf7+/phMJj7++GMAmjVrZoinK1asaBQemTRpktHu6+tLgQIFuHr1KmBfwr1//36aNGlC7dq1eeWVV4yiI9Z3zQICAvD392f16tW5xtitWzeqVq1q9I2NjQXMVSatovD69euzY8cO45xhw4bh6+uLr68vy5bl3JXav39/ihUrZnweNGiQMX716tVtKkYOHToUk8mEj48P/fv3x/pHmpCQEOO59enTh4wMc6HQ6OhoTCYTTk5OxMTEGOMkJycTFBREsWLF6Nevn008gYGB1KhRw4jh0qVLQN5ycI1Go9FoNBrNn+D/s3fmYVkV7R//DJJpkiku5Ja4CwjikmsKqIhLlgtqViYurVJqaZqmadYvLUtzrdwwU1Azl7LXrBSXNnEBTUSyVxTREBAUFGW7f388hyOPLC6R8rzN57rOxTkzc8/MObfve3U/M3N/77bQnL7+t69/QqQ7JydHUlNTRUQkIyNDWrVqJb/88otVm759+8qKFSvy2W7evFl8fHzM58JEuFu2bCmhoaEiIrJ06VJ58803RUTk0qVLpjj3mTNnpEqVKuZzXoYMGSLr1q3LV56amio5OTkiIhIRESGNGjUSEZFvvvlGunTpIpmZmZKWliYtW7a0EhUPCwuTp59+Op+4di5z586VoUOHiojITz/9JO3atZOsrCzJysqSNm3amOKZuX3m5ORI3759JTg4WEREgoKCJCoqSry8vCQsLMzsNy0tTXbv3i2LFi3KJ/h9fdtcihIH1/w9SooIqqZotJ9sA+0n20D7yTYoKX5Ci3Rr7jRKqVpKqRNKKUfjuaLxbIpwK6W8lVLfGPcBSqn5RfQXoJRKMCQCwpVSI/LUDVFK/WFcQ/KUtzDkAY4rpeYqQ0VaKeWolPreaP+9UqriP/UdikIpZa5AZWZmkpmZaSV0ffHiRbZv326V8j+X4OBgBg0adMMxoqOj6dixIwC+vr6sX78esGSjzBXnvnLlyi0LfTs4OJg2eYXCIyMj6dixI/b29pQrVw4PDw9ThDs7O5tx48bx/vvvF9pv3vdSSnHlyhUyMjK4evUqmZmZpu5brlB5VlYWGRkZ5vi1a9e2yoiZS7ly5XjkkUcoU6bMLb2nRqPRaDQajab40QlLShgiEquUWoRF3+054+9nN2uvlPIDZuYpcgQuiiERkKedI/AWFpkBAfYrpTaLSDKwCHgW+A34FugG/AeLbMGPIjJDKTXBeB5f1HyKW6Q7xkh+kp2dTYsWLTh+/DgjR46kdevWZpuNGzfSuXNnM1DJ5fLly2zdutXUd4PCRbjd3NzYtGkTvXv3Zt26dcTGxpo2v/32G8OGDePkyZOsXLnSDOauZ9KkSbz99tt07tyZGTNmcO+9Fh30DRs28MYbb3Du3Dm2bLF8m6ZNmzJt2jRee+01Ll++zI4dO3B1dQVg/vz5PPbYY2bmyOs5efIkJ06coFOnTgC0bdsWHx8fqlWrhogQGBiIi4uL2d7Pz4+9e/fSvXt3/P39b+KrF87QoUMpVaoU/fr148033zSDwcLEwTUajUaj0Wg0t49eeSuZzAbaKKVGY5EQmHWzhiLynYh45l7AFCyB1/X4Ad+LyHkjYPse6KaUqgaUF5FfjeXnz4HcJazHsUgGYPzNv7R1hyhVqhTh4eGcPn2avXv38vvvv5t1ha2uff3117Rv394qbX9hItzLli1j4cKFtGjRgtTUVEqXLm3atG7dmiNHjhAWFsZ7773HlSv5E36+9957REVFERYWxvnz55k581o83adPH6Kioti4cSOTJ08GoGvXrvTo0YN27doxaNAg2rZtS6lSpThz5gzr1q3j5ZdfLvRbhISE4O/vT6lSpQA4fvw4R48e5fTp08TFxbF9+3Z2795ttv/uu+84e/YsV69eZfv27Tf81oWxatUqDh8+zO7du9m9ezcrV64EihYH12g0Go1Go9HcPnrlrQQiIplKqXHAVqCr8fx3uuynlOqIJXvkGBGJxZLFMjZPm9NGWQ3j/vpyACcROWvc/wU4FTTYPynSXZAApLOzMwsWLGDgwIFcuHCBn3/+mTFjxuRrO3/+fLy8vPKVFybCPXHiRABiY2OpWrVqgWNnZWWxYsWKArcc5mbZbNasGWvWrDG3YeYlMjLSFARv37497du3B2D69OlcuXKFFStWEBkZSc2aNQHL6mGNGjVYtWqV2ceSJUsYNWqUOb+QkBCcnJzMxCONGzfmiy++MJOT5NKwYUMWLlzIPffcY4prpqSksH//ftLS0qzaRkVFERcXV+i3a968ORs2bOChhx6yqi9IHFxz+2gRVNtA+8k20H6yDbSfbAPtpzuHDt5KLt2Bs0ATLKtit8vXWMS/ryqlnseyYtbp705OREQpVaDOhPyDIt0xT3mTkJDAPffcQ4UKFUhPT2fy5MmMHz8eb29vPvnkE3r37k3Xrl2t7C5cuMCRI0fYunUr5cqVAyxnzgoT4T537hxVq1YlJyeHgIAAxo0bh7e3NydOnKBWrVrY29tz8uRJ/vrrL/r160flypWtxssVyBYRNm7ciJeXF97e3hw/fpx69eqhlOLAgQMopXjsscfIyckhJSWFSpUqcejQIeLj4xk7diz29va88cYbZr8ODg7ExcWZz1FRUWRmZjJy5Ehzy2J8fDyLFy/mkUceQUSYPn06o0ePpmXLlqSmplKtWjWysrJYtGgRnTt3xtvb20zxW6FCBVq0aJFPiy4mJoa0tDQzDXBWVhYpKSlUrlyZzMxM5s+fj5+fX5Hi4Jq/T0lJxawpGu0n20D7yTbQfrINtJ/uHDp4K4EopTwBX6ANsEcpFXK7fYlFjiCXJUBu1os4wDtPXU0g1CiveV15brQQr5SqJiJnje2V5240/j8h0n327FmGDBlCdnY2OTk5DBgwgEcffRSwrDpNmDAhn82GDRvo2rWrGbgBRYpwBwcHs2DBAsAiVD106FDAss1yxowZpgj3woULzcCtR48eLFmyhOrVq/PUU0+RkJCAiODp6WkKgq9fv57PP/+ce+65h7Jly7JmzRqUUmRmZtKhQwfAklTkiy++KPQsXV5CQkJ44oknrBKn+Pv7s337dtzd3VFK0a1bN3r16kV8fDyPPfYYV69eJScnBx8fH1544QUAdu/ezdNPP01CQgI9e/bE09OT7777DrCsbF68eJGMjAw2btzItm3bqF27Nn5+fmRmZpKdnU2XLl1Mce7CxME1Go1Go9FoNH8PLdJdwjAyO/4MTBGR75VSL2MJ4iZhiGwrpbyBsSLyqFIqAItgdmAh/VXL3eqolOoDjBeRNkbCkv1Ac6PpAaCFiJxXSu0FXuFawpJ5IvKtUuoDIClPwhJHEXm9qPfRIt22gf7FzDbQfrINtJ9sA+0n20D7yTYoKX76N4h065W3ksezwCkRyd0quRCLWHbt2+zvFaXUY0AWcB4IADCCtOlAmNHubRE5b9y/BAQBZbEkO8lNeDIDWKuUGg6cBAbc5pw0Go1Go9FoNBrNLaKzTZYwROQzERmY5zlbRJqLyE4RaWKUhYrIo8Z9UGGrbkb9GyLiJiJNRcRHRKLy1C0TkfrGtTxP+T4RaSIi9UQk0Mg6iYgkiUhnEWkgIl3yBHt3jCtXrtCqVSuaNm2Km5sbb731llX9K6+8YmrAAZw6dQofHx+aNWuGh4cH3377rVX7U6dO4eDgwKxZloSesbGx+Pj44OrqipubGx9//LHZNiIigrZt2+Lu7k6vXr24ePFivvndjn1MTAxly5bF09MTT09PcysjQEZGBs899xwNGzakcePGpt5cUFAQVapUMW2WLFkCWGQDmjdvjqenJ25ubuZ2zcuXL9OzZ08aN26Mm5tbgVtL169fj1LKTHSSlJSEj48PDg4OBAZa/xPr1q2b6YMXXnghXzIUjUaj0Wg0Gk3xo4O3EoRSKkgplU94Sym1RCnlejfmVNK499572b59OxEREYSHh7N161Z+/fVXAPbt20dycrJV+3feeYcBAwZw8OBBQkJCeOmll6zqX331Vbp3724+29vb8+GHHxIZGcmvv/7KggULiIyMBGDEiBHMmDGDw4cP06dPHz744IN887td+3r16hEeHk54eLgZcAG8++67VK1alejoaCIjI/Hy8jLrBg4caNqMGGHRXq9WrRq//PIL4eHh/Pbbb8yYMYMzZ84AMHbsWKKiojh48CA//fQT//nPNQWJy5cv8/HHH1vp5ZUpU4bp06ebgW1e1q5dS0REBL///jsJCQmsW7euQH9pNBqNRqPRaIoPvW2yhKCUKtQXIjLiJuwnAf2vK14nIu/+3bn9HYpTpDtmRk+UUubKWmZmJpmZmSilyM7OZty4caxevZoNGzaYNkopc4XrwoULVK9e3azbuHEjderUsUpiUq1aNTNT4v3334+LiwtxcXG4uroSHR1tpvv39fXFz8+P6dOnW83x79pfz7Jly4iKsiyW2tnZ5ctqeT159ehyE5MA3Hffffj4+JhtmjdvzunT1xQhli1bxvjx460CynLlyvHII49w/PjxfOPkCqBnZWWRkZFhlTBFo9FoNBqNRvPPoFfeihGllLNSKkoptUIpdUgp9aVS6j6l1BSlVJhS6nel1GdGUhKUUqFKqf9TSu0ERl3X13RjJa6U0a6lUZ6mlHpXKRWhlPpVKZWrtRYCXAEygc1A/cICN6XUAuMcHEqpDUqpZcb9MKXUu8b9RqXUfqXUEUO3Lbd+Tp5+nlVKzS6+L3hzZGdn4+npSdWqVfH19aV169bMnz+fxx57zAyccpk6dSpffPEFNWvWpEePHsybNw+w6JHMnDkz37bLvMTExHDw4EFzNcrNzY1NmzYBsG7dOmJjYwu1vVX7EydO0KxZM7y8vExB7ZSUFAAmT55M8+bN6d+/P/Hx8abN+vXr8fDwwN/f36qv2NhYPDw8qFWrFuPHj7cKWHP7/frrr+ncuTMABw4c4Ny5c/TseWtZQf38/KhatSr3338//v75Fow1Go1Go9FoNMWMzjZZjCilnIETwCMi8pMRFEUCy3LPhymlVgJrReRrpVQoECkiLxl1QcA3QGvgfuBFQ08tFEt2yX2Gttpjhv37wEUReUcp9Q2wSkSClVIvALNE5NrhL+t5PoEls+Q4I7NkjpGBcjkQIiLfKaUcjaQmZbEkNfECrgIRQGNDOPxn4HkROXxd/3lFultMmbP4739cwL3GA1bPaWlpTJ48mYCAAJYsWcKcOXMoVaoU3bt3N7cErl27FoABAwZw5MgRPvjgA5YtW8ann35K48aN8fHxISgoiLJlyzJwoHnUkPT0dEaNGsXTTz9trpadOnWKefPmceHCBdq3b89XX31lBmPXcyv2GRkZpKen88ADD3Ds2DEmT57M8uXLycrKonfv3kydOhUvLy/Wrl3L8ePHmThxIhcuXKBs2bKULl2azZs3ExoaykcffWQ1h8TERCZPnsy7776Lo6MjYAl8J06cyMMPP4y/vz85OTm8+uqrvPzyy9SrV4/Ro0fz4osvWomOb926lWPHjjFqlNXvC4DlTN4777zDY489lk8bTlP8pKWlWZ3p1JRMtJ9sA+0n20D7yTYoKX7y8fH5n882qYO3YsQI3naJyEPGcycsKfdXAq8D9wGOWFLvzzCCsrdEZKfRPghoBvwmIs/l6TeUa8HbVaCMEdQNBHxFZIRSKglwEpEspVR54EwRwVsNYD0wzJhXReAFYAfwsIikKqWmAn0ME2fAT0R+VUotxiIfcBRYKSIPF/VNHqpbX+wGfFxUk5smpgC9uLfffhsRYdGiRZQpUwawBEl169bl+PHjuLm5sXXrVmrVqgVA3bp1+fXXX+nXr5+5WpWSkoKdnR1vv/02gYGBZGZm8uijj+Ln58err75a4Fyio6N5+umn2bt3b766v2vv7e3NrFmzaNGiBQ4ODqSmpmJnZ0dsbCzdunXjyJEjVu2zs7NxdHTkwoUL+foaNmwYPXr0MFfGhg0bhoODA3PnzgUsW0nr1auHvb09ZcqU4a+//sLR0ZHNmzebwVhQUBD79u1j/vz5Bb7L559/zt69ewut1xQfJSUVs6ZotJ9sA+0n20D7yTYoKX76N0gF6G2Txc/10bBgSffvLyLuwGKgTJ76S9e1DwNaGDpsBZEp1yLubG7j3KKIxAEVgG7ALmA3lrT/aUbg5g10AdqKSFPgYJ45L8EiNzAUWM4dJiEhwdxOmJ6ezvfff0+LFi3466+/iImJISYmhvvuu888p/XQQw/x448/AnD06FGuXLlClSpV2L17t9l+9OjRTJw4kcDAQESE4cOH4+Liki/wOnfOokmek5PDO++8Y5UVMpfbsU9ISDCzNf73v//ljz/+oG7duiil6NWrF6GhoQD8+OOPuLpa8tacPXvW7Hfz5s24uLgAcPr0adLT0wFITk5mz5495iram2++yYULF5gzx9z5ygMPPEBiYiIhISHExMTQpk0bq8CtINLS0szxs7Ky2LJlC40bNy60vUaj0Wg0Go2meNAJS4qfh5RSbUXkF+BJYA/QDkhUSjkA/sCXRdhvBb4DtiiluopI6k2O+yvQD1gDPHGT7UcDnYBKxpxy5/UAkCwil5VSjbGIhAMgIr8ppWphEff2uNEgZe8pxbECVsxul7NnzzJkyBCys7PJyclhwIABPProo4W2//DDD3n22WeZPXs2SimCgoKKTK7x008/sXLlStzd3fH09ATg//7v/+jRowfBwcEsWLAAgL59+zJ06FAAzpw5w4gRI/j2229vy37Xrl1MmTKFe+65Bzs7Oz755BNzm+PMmTMZPHgwo0ePpkqVKixfbomX586dy+bNm7G3t8fR0ZGgoCDAEqC+9tprKKUQEcaOHYu7uzunT5/m3XffpXHjxjRvbtFlDwwMNLNUFoazszMXL14kIyODjRs3sm3bNipVqsRjjz1mJkTx8fEpMJDVaDQajUaj0RQvettkMWJsm/wPsBNLwPYHMBiYiCWgigFigZMiMjXvdkjDPgj4RkS+VEoNM2x7GH3mbptMy90OacgKPCoiAUqpBsAXgAK2AM+JSI0i5jocmC4i1ZVS9wApwGAR+UopdS+wEagBHAOqAFNFJNSwnQB4isgNg8RGjRrJsWPHbubzae4iJWW7g6ZotJ9sA+0n20D7yTbQfrINSoqf9LZJze2QLSIviIiHiPQTkcsi8qYhhN1FRIaKyFQAEfHODdyM5wAR+dK4X2aIaqfnbZf3HJuIfCkiAcZjHNBGRFphCbjMfgtCRJaKSHXjPlNEyonIV8bzVRHpbrxDf2P80Dzmj2DZ/nlHuVWB7o8++ghXV1c8PDzo3LkzJ0+eBGDHjh2muLWnpydlypRh48aNgGVrYq7Idd40+bt27aJ58+bY29vz5ZeFL5yuWbMGDw8P3NzcGD9+vFXd2rVrTfHuJ5980ix//fXXcXNzw8XFhVdeeYXcH1T279+Pu7s79evXtyoPDw+nTZs2eHp60rJlS/PcXHJyMn369MHDw4NWrVrx+++/m2MMGzaMqlWr0qRJE6s5DRw4EE9PT0aMGIGzs7O5WliUcLhGo9FoNBqN5i4hIvoqpgtLYo/f79LYHbBkgjyE5Rxb/X9gjApANBb9uJuyadiwoRQXOTk5kpqaKiIiGRkZ0qpVK/nll19ERCQsLEyefvppKVeunNl++/btcunSJRERWbhwoQwYMCBfn0lJSVKxYkWzXYMGDSQyMlJERBYsWCBDhgwREZETJ05IRESEDB48WNatW1fg/BITE6VWrVpy7tw5ERF55pln5IcffhARkejoaPH09JTz58+LiEh8fLyIiPz000/Srl07ycrKkqysLGnTpo3s2LFDREQefvhh+eWXXyQnJ0e6desm3377rYiI+Pr6mvdbtmwRLy8vEREZO3asTJ06VUREjh49Kp06dTLntnPnTtm/f7+4ubkVOPcdO3bIq6++KtOmTTPft7C2mrtH7r8NTclG+8k20H6yDbSfbIOS4idgn5SAmOCfvPSZt2JERGKAJjdqp5T6WUTa3Wr/hjabq4jMKGDs3UDT69q7Y8l0mZerItL6JsdzBtqJyGpjjBSg4a3MubhEum9HoDtXlBqgTZs2fPHFF/n6/fLLL+nevTv33XcfULiot7OzM2ARyi6M//73vzRo0IAqVaoA0KVLF9avX0/nzp1ZvHgxI0eOpGLFigBUrVrVHO/KlStkZGQgImRmZuLk5MTZs2e5ePEibdpYjhs+88wzbNy4ke7duxc6x8jISCZMmABA48aNiYmJIT4+HicnJzp27EhMTEyhcxcR1q5dy/bt2wtto9FoNBqNRqO5u+jg7S5wO4GbYbcZiwD3zXJURDyLaqCUsheRrEKqnbEkXVl9C2P+o2RnZ9OiRQuOHz/OyJEjad26NR9//HGBAt15Wbp0Kd27d89XHhISYpUVcsmSJfTo0YOyZctSvnx5fv3115ueW/369Tl27BgxMTHUrFmTjRs3kpGRAVikAQDat29PdnY2U6dOpVu3brRt2xYfHx+qVauGiBAYGIiLiwv79u2jZs2aZt81a9YkLi4OgDlz5uDn58fYsWPJycnh559/BqBp06Z89dVXdOjQgb1793Ly5ElOnz6Nk5MTN+LQoUM4OTnRoEEDsyxXOLx8+fK88847dOjQ4aa/hUaj0Wg0Go2m+NHB211AKZUGPIolCcmjRtl8LEu9QUqpGGAF0Au4B+gvIlFKqQCgpYgEGqtiy4DKQAIwVEROGUlPzmPRizsAvFbA+FOB6liCs0Sl1EQsK3TljCaBIvIzMANwUUqFG/OZa5R5A/cCC0Tk0wL6zyvSzRT3wmLDmyc3XT5Ygpdcge7q1aubAt2hoaFkZ2dbtQX4/vvv2b59u9kml6SkJA4cOECZMmXM8ilTpjB9+nRcXV0JCQlh0KBBjBs3zrT566+/OHLkCJUrVy5wni+99BLdu3fHzs4ONzc3kpOTCQ0NJT4+nqSkJKZNm0ZCQgLPPPMMy5Yt48KFC+zZs4fg4GAAxo4di5OTE/fee69pC5bgKikpidDQUObOncvw4cPx8vJix44d9O3blw8//JD27dszf/586tevT926dalfvz4HDx4kNTXVnPulS5fyfR+A7777jlatWpl1GRkZrF692hQO79evH8uXL6dcuXL5bDV3jrS0tAL9pylZaD/ZBtpPtoH2k22g/XTn0MFbySVRRJorpV4CxgLX53SfB6wQkRVGZsq5QG+jriHQRUSyi+i/BfCIiKQrpe7DIvZ9xchaGQy0BCZgHWA+B1wQkYeNjJQ/KaW2iciJvB2LyGfAZ2AR6f7w8N//ZxbzlHe+sgMHDpCSkkJCQgLDhw8H4OrVq4wYMcJMNPLDDz/w1VdfsXPnTnOrYi4ff/wxAwYMoEuXLoBFby0uLo6XXnoJsAh6d+vWzSp7UlBQEG5uboVmVPL29mbixIkAfPbZZxw/fhxvb2+aNm1K69atzbGWLFmCk5MTR48epWfPnuaqYFhYGFeuXKF///7Mnj3bHOfs2bN4eHjg7e3N448/zvr161FK4eXlZdWuZ0+LLIOIUKdOHQYMGED58uUt3zAmhnLlyuWbe1ZWFn379uWzzz6zWu3L+07BwcE4OTkVqf+m+ecpKdm8NEWj/WQbaD/ZBtpPtoH2051DZ5ssuXxl/N2PZYXsetpybTvjSiwZIHNZd4PADWCziKQb9/cAi5VSh4F1gGshNl2BZ4yVuN+w6MM1KKRtsXOrAt0HDx7k+eefZ/PmzfkCN4Dg4GAGDRpkPlesWJELFy6YWxy///57U/z6ZskV4k5OTmbhwoWmjlrv3r3NX6QSExOJjo6mbt26PPTQQ+zcuZOsrCwyMzPZuXMnLi4uVKtWzdy2KSJ8/vnnPP744wBUr16dnTt3ArB9+3Zzq2NKSoq5TXPJkiV07NjRDNyK4ocffqBWrVpWgVthwuEajUaj0Wg0mruHXnm7e2RhHTyXua7+qvE3m1v306VbbDMGiMeS8MQOuFKIjQJeFpHvbnYixSnSfasC3ePGjSMtLY3+/fsD8NBDD7F5s+XIYExMDLGxsXh5eZnt7e3tWbx4Mf369cPOzo6KFSuybNkywLIi1qdPH5KTk/n666956623OHLkCACenp6Eh4cDMGrUKCIiIgDLFsyGDS35Xfz8/Ni2bRuurq6UKlWKDz74gEqVKuHv78/27dtxd3dHKUW3bt3o1asXAAsXLiQgIID09HS6d+9urs4tXryYUaNGkZWVRZkyZfjss88Ai0D3kCFDUErh5ubG0qVLzXcbNGgQoaGhJCYmUrNmTaZNm2auVoaEhNC5c2erb1eUcLhGo9FoNBqN5u6gRbrvAsaZNxdgN9AIKAscBKblOfPWUkQSlVItgVki4n3dmbfNWFbYVhrlj4tIn7xC30WMPxVIE5FZxvNs4LSIfKiUGgosExGllGoBfCQiXka757CIhvcXkUylVEMgTkQKDRa1SLdtoLc72AbaT7aB9pNtoP1kG2g/2QYlxU9apFu9R+lBAAAgAElEQVTzTyEiEgusxaLLthJL8HYrvAwMVUodAgYDo/7GfBYCQ5RSv2I5L5cbjB0CspVSEUqpMcASIBI4oJT6HfiUO7h6e6si3VevXmXgwIHUr1+f1q1b50uVf+rUKRwcHJg1a5ZZlpKSgr+/P40bN8bFxYVffvkFgMmTJ+Ph4YGnpyddu3blzJkzBc6xW7duVKhQId+KoIgwadIkGjZsiIuLC3PnzgUgKiqKtm3bcu+991rNAyzyBO7u7qYYdy4RERG0bdsWd3d3evXqZcoGZGRkMHToUNzd3WnatKnVweGMjAyee+45GjZsSOPGjVm/fj0AY8aMMUW6GzZsSIUKFazmcPHiRWrWrElgYKBZNmnSJGrVqmX1rcFyHrBKlSqmsPeSJUsK/EYajUaj0Wg0mttDb5u8wyilKmHJBomIvA68fn0bEXHOc78PS3ZHRCQICDLuTwKdCrANuNEcRGTqdc9/AB55it4wyjMLGGOicd1x7r33XrZv346DgwOZmZk88sgjdO/enTZt2rBv3z6Sk5Ot2i9dupSKFSty/PhxQkJCGD9+PGvWrDHrX3311XzyAaNGjaJbt258+eWXZGRkcPnyZcCyBXP69OkAzJ07l7fffptPPvkk3xzHjRvH5cuX+fRT6yScQUFBxMbGEhUVhZ2dnXk2ztHRkblz57Jx48YC33nHjh35MluOGDGCWbNm4eXlxbJly/jggw+YPn06ixcvBuDw4cOcO3eO7t27ExYWhp2dHe+++y5Vq1YlOjqanJwczp8/D8Ds2bMByy9mhw8f5uBB698QJk+eTMeOHa3KevXqRWBgoJWsQC4DBw5k/vz5Bb6LRqPRaDQajebvoYO3Asi7bbGY+60OhAKzimgzGvhMRC4X59i3g1KqNxAtIpG328fdFOnetGkTU6dOBcDf35/AwEBEBKUUGzdupE6dOlap7y9cuMCuXbsICgoCoHTp0pQuXRrAKvHHpUuXUEoVOM/OnTsXmCp30aJFrF692hT5zk2gUrVqVapWrcqWLTf/jaKjo82AytfXFz8/P6ZPn05kZCSdOnUy+61QoQL79u2jVatWLFu2jKioKMAiNF6Q1EFwcDDTpk0zn/fv3098fDzdunVj3759ZnmucLhGo9FoNBqN5s6it03eQUTkjIg0FJF5RTQbDdx3K/0qpUoVUj5UKRV+3bXgZmwNelN45sm7QnZ2Np6enlStWhVfX19at27N/PnzCxTpjouLo1atWoAlGckDDzxAUlISaWlpzJw5M9+2yxMnTlClShWGDh1Ks2bNGDFiBJcuXTvOl7tdcNWqVbz99tu3NO8///yTNWvW0LJlS7p3784ff/xxQxulFF27dqVFixZmUhIANzc3Nm3aBMC6deuIjY0FLCLdmzdvJisrixMnTrB//35iY2PNDJ2TJ0+mefPm9O/fn/j4eKux/vrrL06cOGEGfzk5Obz22mv5tnLeiPXr1+Ph4YG/v785L41Go9FoNBpN8fCvD96UUk8rpfYagc2n1wczhdUrpdKUUjOVUvuVUj8opVoppUKVUv9VSj1mtCmllPpAKRWmlDqklHreKPc22n6plIpSSq1SFl7BIp69Qym1w2i7SCm1Tyl1RCk1Lc+8YpRSU5RSe4AJSqkDeeoaKKUOiMhyEfG87hp5nW1/pdSzxhwjlFLrlVL3KaXaAY8BHxjvXs+4thrvvFsp1fif9U5+SpUqRXh4OKdPn2bv3r3s2rWLdevW8fLLL990H1OnTmXMmDH5zmxlZWVx4MABXnzxRQ4ePEi5cuWYMWOGWf/uu+8SGxvLU089dctbA69evUqZMmXYt28fzz77LMOGDbuhzZ49ezhw4AD/+c9/WLBgAbt27QJg2bJlLFy4kBYtWpCammquDg4bNoyaNWvSsmVLRo8eTbt27ShVqhRZWVmcPn2adu3aceDAAdq2bcvYsWOtxtqxYwf+/v6UKmX5579w4UJ69OhRoO5bYfTq1YuYmBgOHTqEr68vQ4YMuWlbjUaj0Wg0Gs2N+Vdvm1RKuQADgfZG9sSFwFM3Uf85UA4IFZHxSqkNwDuAL5aVqhXAZmA4BYhaG903A9yAM8BPxhhzlVKvAj55tmxOEpHzRtD4o1LKQ0QOGXVXROQRY65dlFKeIhIODAWW3+D189pWEpHFxv07wHARmWdktDQzVyqlfgReEJE/lFKtsSQ6yXfuzshK+RxA5cpVmOKedYOp3JiCtiI6OzuzfPlyIiMjzSDj8uXL1KhRg1WrVlG2bFk2bdqEm5sb2dnZJCYmcvjwYbZt28YXX3zBK6+8QlpaGnZ2dqZsQOXKlUlPTyc0NJR69eqxevXqfGn069aty4QJE/Dx8SlwruHh4SQlJVnN2dHRkerVqxMaGkrFihU5ePCgVX1MTAxly5bN9565K3TNmjUjODiYnJwcAFMIPDY2lqpVq5p2jz/+uKkHFxgYSEpKCocPH6ZMmTI4OjoSGhpKzZo1mTt3rtVYP/zwA2PGjDHLNm7cyOHDh/noo49IT08nKyuL8+fP89xzz5k22dnZBfoFoH79+uzdu7fQes3tkZaWpr+pDaD9ZBtoP9kG2k+2gfbTneNfHbwBnYEWQJhxhqkscO4m6zOArcb9YeCqEeAd5pqodlfAQynlbzw/gEXUOgPYKyKnAQzRa2dgTwFzHGAEQ/ZANSzBYW7wtiZPuyVYsk++iiXgbHWDd89r28QI2ioADkA+HTellAPQDliX57zXvQV1LCKfAZ8BPFS3vnx4+O//M4t5ypuEhATuueceKlSoQHp6OpMnT2b8+PEsX34tTnVwcCAuLg6AgIAADh8+zMiRIwkJCcHPzw8fHx8OHTpktp86dSoODg7mStTs2bOpVq0ajRo1IjQ0lA4dOuDt7c0ff/xhJuiYN28eLVq0KDIl7g8//GBV/+STT5Keno63tzehoaG4uLhY1YeGhuLg4GCWXbp0iZycHO6//34uXbrExIkTmTJlCt7e3pw7d46qVauSk5NDQEAA48aNw9vbm8uXLyMilCtXju+//x5HR0cCAgIAzIDO29uboKAgHn74YXOsqKgoLl26xMiRI82zfHnnFhQUxL59+/KtNpYqVcqq3dmzZ82tqxs2bKBJkyYlIm3w/xIlJRWzpmi0n2wD7SfbQPvJNtB+unP824M3BawQkTesCi26aYXWG2TKNZG8HAxRbRHJUUrZ57HPJ2qtlPLmmgg3FCLErZSqA4wFHhaRZEPDLa+Yd159tfXAW8B2YL+IJBX0woXYBgG9RSTCeHfvAtrbASki4nmDfq24myLdw4cPZ/DgwdSvXx9HR0dCQkJuOMa8efN46qmnyMjIoG7dumZgOGHCBI4dO4adnR21a9c2M03u27ePTz75xEyL36FDB6KiokhLS6NmzZosXboUPz8/JkyYwFNPPcXs2bNxcHAw2//111+0bNmSixcvYmdnx5w5c4iMjCQxMZE+ffoAlu2cTz75JN26dQMsiUUWLLAcXezbty9Dhw4F4Ny5c/j5+WFnZ0eNGjVYuXKl+V4zZ85k8ODBjB49mipVqlgFvCEhIXTq1KnQJCzX8/rrr7N69WouX75MzZo1GTFiBFOnTmXu3Lls3rwZe3t7HB0dzcQvGo1Go9FoNJri4V8t0q2UcgU2YdmyeE4p5QjcD+wEWgJVC6oXkZNKqTQRcTD6mYq16HWaiDioQkStgYeBsSLyqNF+PrDPEOg+DDwmIieUUk2xbNFsBlTBsuI2/noh7zzvMw/oh2Xb43+KeG8rW6VUIpYVvWTgWyzC2wFGfwdEZLnR7mdgtoisU5b/0vcQkYiivrEW6bYN9C9mtoH2k22g/WQbaD/ZBtpPtkFJ8ZPSIt3/2xgp8N8EtimL2PX3WLYm3lT9TXA7otafAVuVUjuMwOggcARYhuVsXFGswrIKuO0G7a5nMvAblveLylMeAoxTSh1UStXDct5vuFIqwpjT47c4zm1RmDj3iRMnaN26NfXr12fgwIFkZGSYNmvXrsXV1RU3NzeefPJJAE6ePEnz5s3x9PTEzc3NSqfN29ubRo0amQLTuTpsu3btonnz5tjb2/Pll18WOsfChKtPnjxJ586d8fDwwNvbm9OnT5t148ePp0mTJjRp0sRKfy4gIIA6deqYcwkPDwdg1apVeHh44O7uTrt27YiIuBY3FyboPXDgQLMfZ2dnPD0tC6fXC3rnjgGwZs0aPDw8cHNzY/z48Wb5zX4LjUaj0Wg0Gs0/hIjo63/kwrLFcnox9PMC8IxxHwBUv92+GjZsKH+XnJwcSU1NFRGRjIwMadWqlfzyyy/Sv39/CQ4OFhGR559/XhYuXCgiItHR0eLp6Snnz58XEZH4+HgREbl69apcuXJFRERSU1Oldu3aEhcXJyIiXl5eEhYWlm/sEydOSEREhAwePFjWrVtX6Bx/+eUXOXPmjJQrV86q3N/fX4KCgkRE5Mcff5Snn35aRES++eYb6dKli2RmZkpaWpq0bNlSLly4ICIiQ4YMKXCsn376yXynb7/9Vlq1amXW1a5dWxISEgr/iCLy6quvyrRp00REZP78+RIQEGB+nwYNGkh2drYkJiZKrVq15Ny5cyIi8swzz8gPP/xwS99C88+xY8eOuz0FzU2g/WQbaD/ZBtpPtkFJ8ROWnWx3/b/J/8nr337m7X8GI+NlPQrI/niriMgneR4DgN+xZMW8ZYpDpDtmRs8Cxbm3b9/O6tWrARgyZAhTp07lxRdfZPHixYwcOZKKFSsC1wSxc1PqgyV1f27mxqJwdnYGMMW1C6Mw4erIyEg++ugjAHx8fOjdu7dZ3rFjR+zt7bG3t8fDw4OtW7cyYMCAQsdo166d1Xh5V/FuhIiwdu1atm/fbo6fV9DbwcGBffv2oZSiQYMGVKlSBYAuXbqwfv16OnfufNPfQqPRaDQajUbzz6D/K+x/BBHpIyIeYn0GboPKL9Ltd72tUuoZQ4cuQim1Uik1VSk11siS2RJYZdj2VEptzGPnawSN/zjXi3PXq1ePChUqYG9v+f2hZs2aZpbJ6OhooqOjad++PW3atGHr1q1mP7GxsXh4eFCrVi3Gjx9P9erVzbqhQ4fi6enJ9OnTc1cg/zZNmzblq6++AiwZGFNTU0lKSqJp06Zs3bqVy5cvk5iYyI4dO6xErSdNmoSHhwdjxozh6tWr+fpdunQp3bt3N59VIYLeuezevRsnJyczY+b1gt7R0dHExsZSv359jh07RkxMDFlZWWzcuFGLbWs0Go1Go9GUEPTK2/8wItLnRm2UUm5YzvW1E5FEIynLK4b9l0qpQCzJVfYZSUo+VEpVEZEELHpyy/7BVzDJFedOSUmhT58+REVFFdo2KyuLP/74g9DQUE6fPk3Hjh05fPgwFSpUoFatWhw6dIgzZ87Qu3dv/P39cXJyYtWqVdSoUYPU1FT69evHypUreeaZZ/72vGfNmkVgYCBBQUF07NiRGjVqUKpUKbp27UpYWBjt2rWjSpUqtG3b1hTIfu+993jwwQfJyMjgueeeY+bMmUyZMsXsc8eOHSxdupQ9e64pS+zZs4caNWpw7tw5fH19ady4MR07djTrg4ODGTRokPk8bNgwjh49SsuWLalduzZNmjShVKlSVKxYkUWLFjFw4EDs7Oxo164df/7559/+DhqNRqPRaDSav48O3jSdgHW5K3ZiEQQvsKGIiFJqJfC0Umo50BbIF+EUt0j39aKPzs7OfPHFFyQkJPDjjz9SqlQpjhw5Yopc29nZ0bBhQ376yZLfpUqVKoSEhNC4cWOrfipVqsQnn3yCl5cXcE0Qu3nz5mzYsIGHHnrIbPvXX39x5MgRKleuXORcCxKufuWVVwBIT09n9erVZnKQ9u3b0759ewCmT5/OlStXTNvcDJ3NmjVjzZo1ZiD2559/MmXKFGbMmMHhw4etxilM0Ds7O5s1a9bw6aefWs0tr6D3iy++SEpKCqGhodx///3MnDkTgK+//poyZcpY2d3st9AUP1oE1TbQfrINtJ9sA+0n20D76c6hgzfNrbIc+Bq4giXoyxeZSTGLdId1dStQnDspKYmEhASeeOIJQkJCGDp0KN7e3ly5coXg4GC8vb1JTEwkISGB/v37k56eTqVKlShbtizJycn8+eefvP/++7i4uJCSkkLlypXJzMxk/vz5+Pn55ROqdnNzu2Ea3OuFqxMTE3F0dMTOzo5Jkybx4osv4u3tTXZ2NikpKVSqVIlDhw4RHx/P2LFjsbe3N8WuRYSNGzfi5eWFt7c3p06dYsSIEaxbt87q/FtRgt4AW7duxd3dnf79+5s21wt6ly5d2hT0zhUBT05OZvTo0axdu5aGDRve8rfQFD8lJRWzpmi0n2wD7SfbQPvJNtB+unPo4E2zHdiglPpIRJKMbZN5ScWifQeAiJxRSp3BstWyy406Lw6R7kOHDhUozu3q6soTTzzBm2++SbNmzRg+fDgAfn5+bNu2DVdXV0qVKsUHH3xApUqV+P7773nttddQSiEijB07Fnd3dy5duoSfnx+ZmZlkZ2fTpUsXnn32WQDCwsLo06cPycnJfP3117z11lscOXIEwCqNf2HC1aGhobzxxhsopejYsaMprp2ZmUmHDh0AKF++PF988YV5fu+pp54iISEBEcHT09OUNHj77bdJSkripZdeAsDe3p59+/YRHx9fqKA3WES4826ZhPyC3m+8cU2HftSoUaYMwZQpU8zArahvodFoNBqNRqP55/lXi3RrLCilhgDjgGwsunIxGKLjSql+wP8B6UBbEUlXSj0BjBaRglMs5kGLdNsG+hcz20D7yTbQfrINtJ9sA+0n26Ck+EmLdGv+FYjIChFpIiJNRSRARKaKyCyjbr2INBIRTxFJN0weARbfqfnFxsbi4+Njim5//PHHAERERNC2bVvc3d3p1asXFy9eNG0OHTpE27ZtcXNzw93dnStXrgCFi2lfvXqVgQMHUr9+fVq3bk1MTAwASUlJ+Pj44ODgQGBgYKFzPH/+PL6+vjRo0ABfX1+Sk5MBSE5Opk+fPnh4eNCqVSt+//13wHKmLVc829PTk/LlyzNnzpwi+7pw4QK9evUyxcqXL19ujn/q1Cm6du2Ki4sLrq6u5vwLE/wGy//R5gqWjxo1CihcEB1g+PDhNG3aFA8PD/z9/UlLSzPrChJF12g0Go1Go9EUM3dbaE5ftnUB+4FdwL030744RLrPnDkj+/fvFxGRixcvSoMGDeTIkSPSsmVLCQ0NFRGRpUuXyptvvikiIpmZmeLu7i7h4eEiIpKYmChZWVkiUriY9oIFC+T5558XEZHg4GAZMGCAiIikpaXJ7t27ZdGiRTJy5MhC5zhu3Dh57733RETkvffek9dff11ERMaOHStTp04VEZGjR49Kp06d8tlmZWWJk5OTxMTEFNnXu+++a96fO3dOKlasKFevXhURi8j4tm3bRMQiQH7p0iURKVzwOzk5WVxcXOTkyZMiIvLVV1+JSOGC6CJiioiLiIwZM8acY2Gi6Jrip6SIoGqKRvvJNtB+sg20n2yDkuIntEi35k6jlEoTEQelVEtgBdBMRDKUUvWA7wFPEblYgF0l4EvgYSBIRALz1LUAgoCywLfAKBER43zbGsAZy1bJASKSbEgCfAz0AC4DASJywOhuLpbzbr8rpd4RkRVFvc/fFemOmdGTatWqUa1aNQDuv/9+XFxciIuLIzo62szC6Ovri5+fH9OnT2fbtm14eHjQtGlTwJJVMpfCxLQ3bdrE1KlTAfD39ycwMBARS0KPRx55hOPHjxc5z02bNplZloYMGYK3tzczZ84kMjKSCRMmANC4cWNiYmKIj4/HycnJtP3xxx+pV68etWvXLrIvpRSpqamICGlpaTg6OmJvb09kZCRZWVn4+voC5FtVLIjVq1fTt29fM6NmrqC5UqpAQXSwnM0Dyw8+6enpZnlhougajUaj0Wg0muJFb5ssoYjIPmAnMNYoWgBMKihwM7gCTM7TPi+LgGeBBsaVm81iAvCjiDQAfjSeAbrnafucYY8R7L0FtAZaAW8ppSre5iveFjExMRw8eJDWrVvj5ubGpk2bAFi3bp0pJh0dHY1SCj8/P5o3b877779/w37j4uKoVasWYEkE8sADD5CUlHTT84qPjzcDzAcffJD4+HjAWqR77969nDx5ktOnT1vZXp9QpLC+AgMDOXr0KNWrV8fd3Z2PP/4YOzs7oqOjqVChAn379qVZs2aMGzeO7Oxss7+CBL+jo6NJTk7G29ubFi1a8N1335ntrxdEb926tVk3dOhQHnzwQaKionj55ZfNvgoTRddoNBqNRqPRFB86eCvZTASeVUq9DtiLSHBhDUXkkojswRLEmSilqgHlReRXYzn5c6C3Uf04ltU9jL95yz83VqB/BSoY/fgB34vIeRFJxrISeC2t4T9MWloa/fr1Y86cOZQvX55ly5axcOFCWrRoQWpqKqVLlwYsGRf37NnDqlWr2LNnDxs2bODHH3+8U9NEKWWuSk2YMIGUlBQ8PT2ZN28ezZo1M8W4ATIyMti8ebNVGv/C+vruu+/w9PTkzJkzhIeHExgYyMWLF8nKymL37t3MmjWLsLAw/vvf/xIUFARYBL+joqIICwvj/Pnzpn5bVlYW+/fvZ8uWLXz33XesXLmS6Oho4Jog+unTp9m7d695Tg9g+fLlnDlzBhcXF9asWWP2lSuKHhwczLPPPktKSkrxflSNRqPRaDQajd42WZIRkRSl1AxgIeB6m93UAPIu9Zw2ygCcROSscf8X4JTHJrYAm8LKrShOke7c7YNZWVm88cYbtG7dGkdHR7N84sSJgCWpSdWqVQkNDeXixYs0bNjQDDpcXFxYt26dVdB0vZh22bJl2bRpE25ubmRnZ5OYmMjhw4fNwCkqKoq4uLhCBSjLly/P+vXrqVSpEklJSdx///1WWx+HDBmCiDBo0CDi4uLM4GbPnj3UqVOHo0ePcvTo0SL7mjVrFk8++SQ7d+4ELFsdV61ahYjg7OzMqVOnOHXqFI0aNeLrr7+mXr16QMGC3xkZGTRq1IiwsDAAXF1dWb16db5MUc7OzixYsICBAwdalTdq1IjPPvuMOnXq3LQouubvo0VQbQPtJ9tA+8k20H6yDbSf7hw6eCv5dAfisQRv/1jOfeMMXLHoRkgxinTHPOWNiDBkyBDat29vZmSEa2LSOTk5BAQEMG7cOLy9vWnatCmdO3emVatWlC5dmnfeeYcxY8ZYBSbXi2kHBARw+PBhRo4cSUhICH5+fvj4+FybR0wMaWlphabBHThwIH/88Qf9+vVjxowZPPHEE3h7e5OSksJ9991H6dKlWbx4MV27dqVnz2u6d5988gkvvfSSVb+F9dWsWTPOnz+Pt7c38fHxxMfH079/fypWrMinn36Km5sbVapUYcWKFfj6+uLt7V2o4LeTkxOBgYE88sgjZGRk8Mcff/DRRx/h5ORUoCC6l5cXf/75J/Xr10dE+Oabb2jfvn2Rouh5zxpqioeSkopZUzTaT7aB9pNtoP1kG2g/3UHudsYUfVlfWPTVcu8fBXYA7sBx4L6bsA8A5ud5rgZE5XkeBHxq3B8DquVpd8y4/xQYlMfmmFFv2hbUrqCrOLJN7t69WwBxd3eXpk2bStOmTWXLli0yZ84cadCggTRo0EDGjx8vOTk5ps3KlSvF1dVV3NzcZNy4cWb5uHHjpEaNGqKUkho1ashbb70lIiLp6eni7+8v9erVk4cfflj+/PNP06Z27dpSsWJFKVeunNSoUUOOHDkiIiLDhw+XsLAwEbFktOzUqZPUr19fOnfuLElJSSIi8vPPP0uDBg2kYcOG0qdPHzMjo4glk6Wjo6OkpKRYvW9hfcXFxYmvr680adJE3NzcZOXKlabNtm3bxN3dXZo0aSJDhgwxs1D6+PiY7Z966ikzk6SIyPvvvy8uLi7i5uZmZtKMiIgQT09PcXd3Fzc3N5k2bZqIiGRnZ0u7du3Mvp588kkz+2ROTo6MGTNGXFxcpEmTJhIcHHzLPtbcHCUlm5emaLSfbAPtJ9tA+8k2KCl+4l+QbVKLdJcw8mSbLAtEAL1FJFIp9SFwRUQm3cA+AGgp1tkm9wKvAL9hyTY5T0S+VUp9ACSJyAyl1ATAUUReV0r1BAKxZJtsDcwVkVZGwpL9QHOj6wNACxE5X9h8tEi3baB/MbMNtJ9sA+0n20D7yTbQfrINSoqftEi35m4yGdggIpHG81RgkFKqQWEGSqkY4CMgQCl1WimVe07uJWAJltW7P4H/GOUzAF+l1B9AF+MZLAHef432iw17jCBtOhBmXG8XFbgVB4UJdIeHh9OmTRs8PT1p2bIle/futbILCwvD3t6eL7/80iwbP348TZo0oUmTJmayDYD58+dTv359lFIkJiZa9ZNXyNrLy6vAORYmXr1r1y6aN2+ebx7h4eGmgLiHh4fVXESESZMm0bBhQ1xcXJg7dy5gkQ/w8PAw33fPnj2mzYoVK2jQoAENGjRgxQpL/pnU1FQrEfDKlSszevRoq3mvX78epRT79u0DLMlThg4diru7O02bNrXau96tWzdTuPuFF14ws1kOHDjQHMPZ2RlPT88Cv5FGo9FoNBqNphi420t/+vrfvv7utsnCBLp9fX3l22+/FRGRLVu2iJeXl2mTlZUlPj4+0r17d1Og+ptvvpEuXbpIZmampKWlScuWLc1tfwcOHJATJ05I7dq1JSEhwezneiHrwsSnCxOvPnHihERERMjgwYOthLKPHTsm0dHRImLZCvnggw9KcnKyiIgsW7ZMBg8eLNnZ2VZjpqammttCIyIipFGjRiIikpSUJHXq1JGkpCQ5f/681KlTx2prZi7NmzeXnTt3ms8XL16UDh06SOvWrSUsLEx27Ngh8+fPl4CAAHPc5s2bm/PIu0Wyb9++BW6NfPXVV81tlpp/hpKyLUVTNNpPtoH2k22g/WQblBQ/8eV1xJAAACAASURBVC/YNqlX3u4ySqmpSqmCtNluZOetlGqX5zlIKeVfvLMDpdTE4u7zVqhWrRrNm1t2aeYV6FZKcfGiRfLuwoULVK9e3bSZN28e/fr1sxKLjoyMpGPHjtjb21OuXDk8PDxMPbJmzZrh7Oycb+zrhawLE58uTLza2dkZDw8P7Oys/2fWsGFDGjSwLKBWr16dqlWrkpCQAMCiRYuYMmWKaZM7poODg9nvpUuXrOQDfH19cXR0pGLFivj6+ubTWYuOjubcuXN06NDBLMtNRFKmTBmrb9SpUydz3AoVKpircrnvmJWVRUZGhjl+LiLC2rVrrfTqNBqNRqPRaDTFi842aWMopfyAmcCDQLZSKgE4AVy4zf7sRaSoXP4Tgf+7nb4B0jOzcZ6w5bZsY2b0tH7OI9A9Z84c/Pz8GDt2LDk5Ofz888+ARWx7w4YN7Nixw0yDDxax7GnTpvHaa69x+fJlduzYgatr0eoL0dHRZGZm4u3tTWpqKqNGjeKZZ54psO3QoUP59ttvcXV15cMPP7zpd9y7dy8ZGRlmWv8///yTNWvWsGHDBqpUqcLcuXPNQG/Dhg288cYbnDt3ji1btpjvmysuDlCzZk3i4uKsxggJCWHgwIFmwHXgwAFiY2Pp2bMnH3zwgdU32rx5M4MGDSI2Npb9+/cTGxtLq1atAPDz82Pv3r10794df3/r3wl2796Nk5OTOVeNRqPRaDQaTfGjV97uAkqpSUqpY0qpH4BGRlk9pdRWpdR+pdRupVRjo7yXUuo3pdRBo30418S0c/nI+NtRKfWzUuq/Ra3CGat2O5RSq4FDRtlGY+wjhk4bhsZcWaVUuFJqlVH2tFJqr1H2qVKqVGHjFCfXC3QvWrSI2bNnExsby+zZsxk+fDgAo0ePZubMmflWu7p27UqPHj34f/bOO7qqYn3Yz4QeUHpLQDoknDRCByHBfITQpUiVGwwWVERAmtJE5QLSFGkqKCBXuhD8iSACQVCUGtRQAtJ7SAESTH+/P84523NSDgEBc+6dZ629kj17Zvbs/XLvcjKz36dFixb07duX5s2b23nfciKryPrdd981RNZZyUlefTeuXLnCgAED+Pzzz43xpqSkULRoUQ4cOMALL7xAWFiYUb9bt24cP36cjRs3MmHChDzdA8yTN+uKWGZmJiNGjMhxghkWFkaVKlVo1KgRw4YNo0WLFnbvaOvWrVy5coWUlBR27Nhh13blypV61U2j0Wg0Go3mIaNX3h4xSqmGQB+gAeb3fwhzBsdPgMEiclIp1RSzmPspYA/QTEREKfU8MFpE3lBKLcKsFZhp6XcQ5nT+TwIewCZgHbnTBPASkTOW8zARibNkudyvlFovImOVUkNExM9yD0+gN9BSRNKUUguA/sDyLM/4QCTdjgTdn332Gd26dSMiIoLy5cuzd+9eIiIi2LNnD7t37wbM2ynDw8M5fvw4Tz75JC1btqRly5YAvPvuuyQnJ9sl5UhOTubHH3+kZMmSANlE1nXq1MlRZG2LrbzaytWrV4mKiqJcuXJGWVJSEsOHD6d///524yhTpgxubm5ERERQunRpDh8+nKP08ujRo4SHh3Pz5k0iIyONOvv27cPPz884P3XqFLdv3+b27dtERESQmJjI4cOHadasGQBxcXGEhIQwbpw5iWnXrl3p2rUrAEOGDCEhISHb/evWrcuCBQsoVKgQYBaer169mo8//lgLOh8yWoLqHOg4OQc6Ts6BjpNzoOP06NCTt0dPK8xZJO8AKKU2AUWBFsBam2+Jilh+VgFWK6UqA4Uxb5HMjY0ikgkcVUpVvMs49tlM3ACGKqW6WX6vCtQBYrO0CQIaYp7cARQDrmftWB6QpNuRoLtq1aoopQgMDGT79u14eHgYUmorAwcOpFOnTvTs2ZOMjAwSEhIoW7Ysv/76K9euXWPkyJEULPjX2IoWLUrLli2NSVZWkfX58+d5//338fLysn3WXOXVVpYuXYrJZDLKUlNTad++Pa+88kq2DJD9+vXjzz//JDAwkIiICDw9PQkMDOTUqVPUqlULpRSHDh1CKUWXLl1o1aoVDRs2xNfXF4Dff/+dZcuWUaZMGQC2bNlCWFiY3Xhu3vxrh21gYCAzZ84kMTGRJk2aICIUL16cbdu2UaZMGQYOHEhiYiK3b9+mcuXKpKens3DhQoKCgow+t2zZgre3N88888x9RFlzL+SXVMwax+g4OQc6Ts6BjpNzoOP06NCTt/yBC5BgXeHKwkfAbBHZpJQKxKwMyI0Um99VrrXMJBkVzf3+P6C5iNxRSkVgnlBmRQHLROTNu/RtUKxQAU5k+XbtXvjxxx/54osv8Pb2NtLQ//vf/+bTTz/l9ddfJz09naJFi/LJJ5847CctLc1I2PH444+zYsUKY+I2d+5c3n//fa5evYqPjw8dOnRg8eLFeHp6EhISYiQdef75542Jm7VOpUqVCA0N5datW4gIvr6+LFy4EDDrCrp160Z8fDxff/01kyZNIioqijVr1vDDDz8QGxvL0qVLAfMEz8/Pj7Fjx9K/f3/mzJlDiRIlWLx4MWBO6798+XIKFSpEsWLFWL16NUopypQpw4QJE2jcuDEAEydONCZuAGvWrGHz5s15etfXr1+nXbt2uLi44O7uzhdffAGYVwm7dOlCSkoKmZmZtGnThsGDBxvtbLdlajQajUaj0WgeHlrS/YhRSvkDSzHLr63bJj8GugNzRGStMi9r+YjIEaXUYeB5ETmolPocqCEigUqpN4DHRWSSpd+lwP+JyDrLeaKIlMhlDIHASBHpZDnvarlHZ8u3dpFAiIhEKKXigQqWbZL1gXDM2yavW6Tdj4nIudyeV0u6nQP9FzPnQMfJOdBxcg50nJwDHSfnIL/ESUu6NQ8cETkErMY8QVoP7LZc6g8MUkodAaKArpbytzFvp9wN2Bqkvwa6WRKHtOLvsQUoqJT6FbOE+2eba58Avyql/iNmYfh44DtL3W2Yv7N7KOQm6AazDsDDwwOTycTo0aON8l9//dUQYHt7e5OcnOxQWH3+/HnatGlDgwYN8PHxybZKdf78eUqUKMHMmTNzHOOZM2do2rQptWvXpnfv3qSmptpdvxcRdmpqKi+++CJ169bFw8OD9evXA7nLviFnQfedO3fo2LGj8X7Gjh1r1J89ezb169fHx8eHoKAgzp2zn3ffunWLKlWqMGTIkGzP2qVLF7sto1ZmzZqVo+Bco9FoNBqNRvNg0dsm/wFEZAowJYdLITnUDce82pW1PBrwsSnaneV6jqtulmsRQITNeQrQ3rJa55Ol7hhgjM35asyTz4dOwYIFmTVrFv7+/ty+fZuGDRvStm1brl27Rnh4OEeOHKFIkSJcv27+7C49PZ1nn32WL774Al9fX2JjYylUqBBFixYlMjLS6Ldhw4Z0794dgPfee49evXrx8ssvc/ToUTp06MDZs2eNuiNGjKB9+/a5jnHMmDEMHz6cPn36MHjwYJYsWcLLL78MwO3bt/nwww9p2rSpUf/TTz8F4LfffuP69eu0b9+e/fv34+LiwpQpU6hQoQLR0dFkZmYSFxcHwBNPPMHSpUuzTSDj4uKYPHkyBw4cQClFw4YN6dKlC0WKFGHkyJG0adOG1NRUgoKC+Pbbb2nfvj0NGjTgwIEDuLq6snDhQkaPHm2XHXPChAm0bt0623N+9dVXlCiR/Z/UhQsX+O677wwXnkaj0Wg0Go3m4aFX3jT5ltwE3QsXLmTs2LEUKWLO6WIVWX/33Xf4+PgYyTvKli2bTQeQVVjtSPa9ceNGatSogclkynF8IsKOHTsM51loaCgbN240rt+rCPuzzz7jzTfNnxO6uLgYiVNyk33nJuh2dXWlTZs2ABQuXBh/f38uXrwIQJs2bXB1dQWgWbNmRjnAwYMHuXbtGsHBwXb3SUxMZPbs2YwfPz7bOxg+fDjvv/9+Nmm3RqPRaDQajebBo1fe/otRSnkDX2QpThGRpjnVt2mngPeB9oAA74nIapuEKTcAL8yKg2fFwYeT9yvpdiToHjVqFLt372bcuHEULVqUmTNn0rhxY6Kjo1FK0a5dO2JiYujTp4/dlkrILqx+++23CQ4O5qOPPiIpKYnvv/8eME9Ypk+fzrZt23LdMhkbG0upUqWMxCe2gux7FWHXrVsXME/4IiIiqFWrFvPmzaNixdyThuZF0J2QkMDXX3/N66+/nq39kiVLjFXFzMxM3njjDVasWGG8AysTJkzgjTfeMCZ9VsLDw3F3dzcmyxqNRqPRaDSah4teefsvRkR+ExG/LIfDiZuF7oAf4Is5C+UMi6oAzH66YUB9oCbQ8mGM3Zasgu709HTi4uL4+eefmTFjBr169UJESE9PZ8+ePfznP/9hz549bNiwge3bt9v1lTUz4sqVKxk4cCAXL15k8+bNDBgwgMzMTN5++22GDx+e41bBu3E/Iuz09HQuXrxIixYtOHToEM2bN2fkyJH3/rJsSE9Pp2/fvgwdOpSaNWvaXVuxYgUHDhxg1KhRgHki1qFDB6pUqWJXLzIykj/++INu3brZld+5c4d///vfvPPOO39rjBqNRqPRaDSavKNX3jQ58SSwUkQygGtKqV1AY+AWZj/cRQClVCRQHbNI3OBBSLodCbpdXV2pWbMmu3btAsyJPsLDw7l16xZ169bl999/B8DT05O1a9caWyezCqvhL02A9TwhIYHw8HC+++47VqxYwdChQ0lMTMTFxYULFy7YTWJEhJiYGLZv306BAgWIioqiWLFibN68OUcR9pQpU6hXr16OIuzffvuNokWLGs9YpUoV5s6da5fQJKvs+26C7unTp1OsWDG7MjBvj5w7dy4ffPABe/fuBeDIkSOsWrWK2bNn8+effxoT5IoVK/LTTz9RqVIlw5Xn5+fH0KFDiY6Opl69egDExMRgMplYuHChnapA82DRElTnQMfJOdBxcg50nJwDHadHh568ae4VW5dcBjn8G3oQkm5Hgu6wsDAuX75MYGAg0dHRuLi40LVrVwICAggKCqJJkyYULlyY9957j+HDh9vJpLMKqz09Pblz5w6BgYEcO3YMgKefftpukvb2229TokSJHFfCgoODjS2aq1at4rnnnqNTp045irAbNWrEnTt3chRhA8aELjAwkKVLl9K4cWOHsm8fH59cBd3jx4/H1dWVtWvX2n0rd/jwYRYsWMD3339PnTp17J7R2u/SpUs5cOAA8+bNA2DOnDnmmJw9S6dOnYzkL2FhYUb76tWrc+DAAWNiqXk45JdUzBrH6Dg5BzpOzoGOk3Og4/To0JM3TU7sBl5SSi0DygCtgVGAx7129Hck3bkJusPCwggLC8PLy4vChQuzbNkylFKULl2aESNG0LhxY5RSdOjQgY4d/7p3TsLqWbNm8cILLzBnzhyUUixduvSuyTesgm43NzemT59Onz59GD9+PA0aNGDQoEEO2+YmwgbzStmAAQMYNmwY5cuX5/PPPwdyl33nJui+ePEiU6ZMwcPDw0j4MmTIEJ5//nlGjRpFYmIizzzzDGDOZLlp06a8hEOj0Wg0Go1G8w+jJd0aA6vY+y4JS2zl3vOAAyKyNLc+taTbOdB/MXMOdJycAx0n50DHyTnQcXIO8kuctKRb8z+F1Q0nZkaJiJeIeFvcbohIhHXiZjkf4mji9nfITdA9YcIEfHx88PPzIzg4mMuXLwMwY8YMQ8Lt5eVFgQIFiIuL48SJE3aC7scff9zYgtm7d2+jvHr16sbqHsDUqVOpXbs29erVY+vWrTmOsX///tSrVw8vLy/CwsJIS0sDID4+nm7duuHj40OTJk2Mb/DAvL3QupLYqNFf/9+ydu1aTCYTLi4uhjoAYNu2bTRs2BBvb28aNmzIjh07jGu5Sb0dicdze64+ffrc07is3E1irtFoNBqNRqN5gIiIPvTx0I66devK/XD58mU5ePCgiIjcunVL6tSpI1FRUXLz5k2jzocffigvvfRStrabNm2SNm3aZCtPT0+XihUrytmzZ7NdGzFihEyePFlERKKiosTHx0eSk5Pl9OnTUrNmTUlPT8/W5ptvvpHMzEzJzMyUPn36yIIFC0REZOTIkfL222+LiMixY8fkqaeeMtpUq1ZNYmJisvV19OhROX78uAQEBMj+/fuN8kOHDsmlS5dEROS3334TNzc349rEiRNl3LhxIiKSkZFh9PvCCy8YY4mKipJq1ard9bkqVqx4T+Oy0qNHD+nZs6fMmDEj2zXNg2fnzp3/9BA0eUDHyTnQcXIOdJycg/wSJ8w7wv7x//59mIdeecvHKKV2KqXaZSkbppT6Vin1u+U8UCn1fw768FBK7VVKpSilRma5FqKUOqGUOqWUGmtTXkMp9YulfLVSqrClvIjl/JTlevUH+by25Cbofvzxx406SUlJOX6ftnLlSjsdgJXt27dTq1YtqlWrZlcuIqxZs8ZoEx4eTp8+fShSpAg1atSgdu3a7Nu3L1t/HTp0QCmFUoomTZoYwmtbEbeHhwdnz57l2rVrDp/X09PTyNxoS4MGDQxxuMlk4s8//yQlxZwzJjepd27i8bw+V17GBXeXmGs0Go1Go9FoHiw6YUn+ZiXQB7Ddt9cHGA0syGMfccBQ4GnbQqVUAWA+0Ba4COxXSm0SkaPAdGCOiKxSSi0CBgELLT/jRaS2UqqPpV5vRze/H0m3I0E3wLhx41i+fDklS5Zk586ddnXv3LnDli1bjEyJtmR1vFnZvXs3FStWNLIvXrp0yUjzDznLr21JS0vjiy++MLZ2+vr68tVXX9GqVSv27dvHuXPnuHjxIhUrVkQpRXBwMEopXnrpJV588cU8vhVYv349/v7+FClShISEBCBnqXdu4nFHz3Wv48qLxFyj0Wg0Go1G82DRK2/5m3VAR5uVr+qAG3Ahrx2IyHUR2Q+kZbnUBDglIqdFJBVYBXS1JCt5ynJvgGX8NfHrajm3ji1I3S01498kq6AbYMqUKVy4cIH+/ftnm6R9/fXXtGzZMptrLDU1lU2bNhlZFm3JbaUur7zyyiu0bt2aVq1aATB27FjDh/bRRx/RoEEDwzW3Z88eDh06xLfffsv8+fP54Ycf8nSPqKgoxowZw8cffwzgUOqdm3jcEXPnzr2ncf0diblGo9FoNBqN5v7QK2/5GBGJU0rtw5z1MRzzqtsazBkg/y7u2E8CLwJNgbJAgoik25S7Z20jIulKqZuW+jdsO/67km5Hgm5batasydixY2nTpo1RNm/ePAICArLV3bNnDzVq1ODYsWOGzw0gIyOD1atX8/HHHxttUlJS2LVrF1WqVAHg119/xd/fP0f55LJlyzh58iTvvPOO3fXQ0FBCQ0MREfr27culS5eM1bKTJ08C5i2RK1eutJtYJSQkcPDgQRITE42ymJgYRowYwejRo7lw4QIXLlxARHKVeucmHnf0XMWKFTPq52VceZGYax48WoLqHOg4OQc6Ts6BjpNzoOP06NCTt/yPdeukdfLmWCSWD5C/Kel2JOg+efKksb3xo48+omHDhkZq2ps3bxIVFcWWLVsoXry4XZ+LFi3ilVdeyZbGdsuWLXh7e9utyJUvX55+/foxb948Ll++TGxsLIMHDzZWz6wsXryYEydOsH37dooVK2aUJyQk4OrqSuHChfn0008JDg6mY8eOJCUlkZmZyWOPPUZSUhJvvfUWEydOtBtTqVKlaNiwoZHxMSEhgYCAAD788EO6d+9ud//cpN65icfr1q2b43MlJyeza9cuAgMD8zyuX3/91bjmSGKuebDkl1TMGsfoODkHOk7OgY6Tc6Dj9OjQk7f8TzgwRynlD7iKyMEHlCjkElDV5ryKpSwWKKWUKmhZfbOW27a5qJQqCJS01M+V+5V05yboXrJkCSdOnMDFxYVq1aqxaNEio82GDRsIDg7ONnFLSkpi27ZtxpZDW3L6Ds5kMtGrVy/q169PwYIFmT9/vjFxsxV0Dx48mGrVqtG8eXMAunfvzsSJEzl27BihoaEopTCZTCxZsgSAa9euGStT6enp9OvXj5CQEGPsr732GjExMXTs2BE/Pz+2bt3KvHnzOHXqFO+88w7vvPMOYF71qlChQq5S79zE47k917Vr13jttdd488038zwujUaj0Wg0Gs2jR0u6nQCl1GqgHhAuIpMsk7f/ExGvrOJsB328DSSKyEzLeUEgGgjCPCnbD/QTkSil1FpgvU3Ckl9FZIFS6lXAW0QGWxKWdBeRXo7uqyXdzoH+i5lzoOPkHOg4OQc6Ts6BjpNzkF/ipCXdmvzCSsDX8vOeUEpVUkpdBEYA45VSF5VSj1tW1YZgzmR5DFgjIlGWZmOAEUqpU5i/aVtiKV8ClLWUjwDG8hC4V0F3eHi4Ud6oUSP27Nlj9DV69GhMJhOenp4MHTqUrH+s6NKlC15eXsZ5bvewZefOnXbi76JFi7Jx40YABg4cSI0aNYxrkZGRQO4ScYAPP/wQLy8vTCaT3RbRI0eO0Lx5c7y9vencubOR/v9+xN1W1q9fj1LKEG5b+woLC8vWV0hICL6+vphMJgYPHkxGRgZg3ibp7u5uPI+tBFyj0Wg0Go1G8xD5p0Vz+vjvPu5H0n2vgu7bt29LZmamiIgcOXJE6tWrJyIiP/74o7Ro0ULS09MlPT1dmjVrZieRXL9+vfTt21dMJpNRlhcJuC2xsbFSunRpSUpKEhGR0NBQWbt2rcM2thLx3377TUwmkyQlJUlaWpoEBQXJyZMnRUSkUaNGEhERISIiS5YskfHjx4vI/Ym7re+yVatW0rRpU0O4be1r586d2fqyvovMzEzp3r27rFy5UkREJk2apKXc/xD5RYKqcYyOk3Og4+Qc6Dg5B/klTmhJt+ZRopSqqpQ6o5QqYzkvbTmvrpT6XSnlqpSKVUo9nqXdRqVUjr41i8T7plIq0nJMtLmWLyXd9yroLlGihPG7bblSiuTkZFJTU0lJSSEtLY2KFSsC5qxIs2fPZvz48Xb3zosE3JZ169bRvn17XF1d8/x8tmqCY8eO0bRpU1xdXSlYsCABAQF89dVXAERHR9O6dWsA2rZta6yi3Y+4G8yrimPGjKFo0aJGmaO+rO8iPT2d1NTUu74LjUaj0Wg0Gs3DRScsyUeIyAWl1EJgGuZU+9OwZG20XL+jlNoKdMPiW1NKlQSeBL5VSkVm6fJHYC2wW7J8E+csku68Cro3bNjAm2++yfXr1/nmG/P9mjdvTps2bahcuTIiwpAhQ/D09ATME5k33ngjx0mXIwl4VlatWsWIESOytX/nnXcICgpi2rRpFClSxLiWVSLu5eXFuHHjiI2NpVixYmzevNnI6GgymQgPD+fpp59m7dq1XLiQXe+XV3H3oUOHuHDhAh07dmTGjBk5PottX1batWvHvn37aN++PT179jTK582bx/Lly2nUqBGzZs2idOnSDt+TRqPRaDQajebvo1fe8h9zgGZKqWGYJ2Uzs1y3qgOsdAO2isjHIuKX5XjVwX3yvaT7XgTd3bp14/jx42zcuJEJEyYAcOrUKY4dO8bFixe5dOkSO3bsYPfu3URGRvLHH3/k6iRzJAG35cqVK/z222+0a9fOKJs6dSrHjx9n//79xMXFMX36dLs2WSXinp6ejBkzhuDgYEJCQvDz8zMyW3722WcsWLCAhg0bcvv2bQoXLmzXV17F3ZmZmYwYMYJZs2bl+ixnzpyx68vK1q1buXLlCikpKcb3cC+//DJ//PEHkZGRVK5cmTfeeCPXfjUajUaj0Wg0Dw698pbPEJE0pdQoYAsQbDm3rbIVWKyUKisisZgncrnPMMw0V0odAS5jzkwZRT6XdN+PoNvK0aNHCQ8P59tvv6VixYpGcg4PDw9WrFiBq6srP/30E5UqVSIjI4OEhAT8/PzskoXc7R5g3jLZtGlTfvzxR7tya3bNBg0asHr1amPrI+QsEa9Vq5Yxsfr0008pX768cf2tt94CzElcKlSoYJTfi7h78+bNHD58mGbNmgEQFxdHSEgIU6ZMoV69esTExDB+/HjGjh1r9JWVunXrsmDBAgoVKmRX7u3tzZdffqnFnI8ILUF1DnScnAMdJ+dAx8k50HF6hPzTH93pI/sBfIB5ojXccl4d+N3m+qfAS0A54BpQyEFfjwMlLL93AE5afu8JLLapNwDzJLAc5hU5a3lV672B34EqNtf+AMo5epaqNWpJtTH/d09HZmamDBgwQF5//XWxJTo62vh97ty50qNHDxEROXnypJGw5ODBg+Lm5iaZmZmyatUqCQoKkrS0NElNTZWnnnpKNm3aZNfnmTNn7BKW5HaPnGjatKns2LHDruzy5csiYk7y8frrr8uYMWOMawkJCVK6dGlJTEy0a3Pt2jURETl37pzUq1dP4uPj7cozMjJkwIABsmTJEhERiY+PFx8fH1m/fn22MfXu3Vu2b98uIiKff/659OzZM1udgIAAI2GJta/Jkyfb1bl9+7bxLGlpadKrVy/56KOP7J5RRGT27NnSu3fvXN+R5sGSXz4I1zhGx8k50HFyDnScnIP8Eif+BxKW6JW3fIZSyg/zd2jNgD1KqVU5VFsJTAAUZvdbWm79icgtm983K6UWKKXKkY8l3Xv27LknQff69etZvnw5hQoVolixYqxevRqlFD179mTHjh14e3ujlCIkJITOnTs7vPfYsWNzvMeBAwdYtGgRixcvBszf4l24cIGAgAC79v379ycmJgYRwc/PL08S8R49ehAbG0uhQoWYP38+pUqVAsyJTebPnw+YBeDPPfccwH2Ju3PD2tfy5cuNRCnfffcdIkKXLl1ISUkhMzOTNm3aMHjwYMCsX4iMjEQpRfXq1XOUn2s0Go1Go9FoHjxa0p2PsHw/9hMwUUS2KaVewzyJG4dFym2p5wKcB+KBoSKSa1YNpVQl4JqIiFKqCeZv1aoBBdCSbo2F/CLX1DhGx8k50HFyDnScnAMdJ+cgv8RJS7o1j5oXMByBOQAAIABJREFUgPMiss1yvgDwxDzZMhCRTMyTsLLArrv02RP43fLN21ygj2VlOd9KujUajUaj0Wg0Gk129OQtHyEin4hIb5vzDBHxF5Fd1lU3m2vDRMTNMpFz1Oc8ETGJiK+INBORn2yubRaRuiJSS0Sm2JSfFpEmIlJbRJ4RkRRLebLlvLbl+ukH9/RmLly4QJs2bahfvz4mk4kPP/wQMCfZaNu2LXXq1KFt27bEx8cDcPz4cZo3b06RIkWYOfOvxJzJyck0adIEX19fTCYTkyZNMq5t374df39//Pz8ePLJJzl16hQAw4cPx8/PDz8/P+rWrWtsX7Tl9u3bRh0/Pz/KlSvHsGHDAPjhhx/w9/enYMGCrFu3zq7d+fPnCQ4OxtPTk/r163P27FnAvG2xdu3aKKW4ceOvvC8RERGULFnSuI91eyTAli1bqFevHrVr12batGl3fa7Zs2dTv359fHx8CAoK4ty5c0abkJAQSpUqZbjhsjJ06FBKlChh9xxt2rShQYMG+Pj4sHnz5hzbaTQajUaj0WgeAv/0R3f6uLcD2Am0y1I2DFiYS/0MINJybLIprwH8ApwCVgOFLeVFLOenLNer27R501J+IusYcjvq1q0r98Lly5fl4MGDIiJy69YtqVOnjkRFRcmoUaNk6tSpIiIydepUGT16tIiYk3rs27dP3nrrLZkxY4bRT2Zmpty+fVtERFJTU6VJkyayd+9eERGpU6eOHD16VERE5s+fL6GhodnGMXfuXHnuuefuOl5/f3/ZtWuXiJiTnxw5ckQGDBgga9eutasXEBAg3333nYiYk4EkJSWJiMihQ4fkzJkzUq1aNYmJiTHq79y5Uzp27Jjtfunp6VKzZk35448/JCUlRXx8fCQqKsrhc+3YscO434IFC6RXr15Gf99//71s2rRJmjVrlu1e+/fvl2effVaKFy9ulL3wwguyYMECERGJioqSatWq3fUdaR4c+eWDcI1jdJycAx0n50DHyTnIL3FCJyzR5EOsnretNmV9gJ25SLr/FBG/HPq5JxG3Uqq+5T4mwA34XilVV0QyHA32XiTdZ6d1pHLlylSuXBmAxx57DE9PTy5dukR4eLiRgjY0NJTAwECmT59OhQoVqFChgiHmtqKUMlaM0tLSSEtLw6pcUEpx65Y5j8vNmzdxc3PLNpaVK1cyefJkh+ONjo7m+vXrtGrVCoDq1asD4OJiv6B99OhR0tPTadu2LYDdSlaDBg3u+l5s2bdvH7Vr16ZmzZoA9OnTh/DwcOrXr5/rc9mqDpo1a8aKFSuM86CgoBxT+2ZkZDBq1Ci+/PJLNmzYYJTn5d1pNBqNRqPRaB4OevLmfKwD3lNKFRaRVKVUdcyTqbdEJNveN6VUaA5lVhF3P0vRMuBtzJO3rpbfrfeaZ6nfFVgl5i2UZyzfvTUB9j6wJ8vC2bNnOXz4ME2bNuXatWvGpK5SpUpcu3btru0zMjJo2LAhp06d4tVXX6Vp06YALF68mA4dOlCsWDEef/xxfv75Z7t2586d48yZMzz11FMO+1+1ahW9e/c2JoW5ER0dTalSpejevTtnzpzh//2//8e0adMMGXdu7N27F19fX9zc3Jg5cyYmk4lLly5RtepfSUKrVKnCL7/8kqfnAliyZAnt27d3eF8wb+fs0qWL8c6tvP322wQHB/PRRx+RlJTE999/f9e+NBqNRqPRaDQPBj15czJEJE4ptQ9oD4RjXg1bY1kqzomiSqkDQDowTUQ2cn8ibnfAdjZg28aO+5V0264A/fnnn7z++us8//zzHDp0iPT0dLvrGRkZdudnz56lWLFi2VaRPvjgAxITE5kwYQIeHh7UqFGDiRMn8u6771K/fn1WrVpF3759GTVqlNFm5cqVNG/enN27dzsc72effcabb76Z7Z5Xr14lKiqKcuXKAXDkyBEiIiL45JNPqFixIpMnT2bs2LF07PiXQiE5OZkff/yRkiVLApCUlMSKFSsoVqwYP//8M+3atWPFihVERUVx5coV457Hjh3j0qVLRERE3PW5tm3bxo4dO/jggw/sxhwZGWn3fm/cuMHixYuNerbves2aNbRq1YpevXoRFRVFjx49+Oyzz7KtNmoeDlqC6hzoODkHOk7OgY6Tc6Dj9OjQkzfnxLp10jp5G+SgbjURuaSUqgnsUEr9Btx8mIMTkU+ATwCeqFlbZv2Wt39mZ/sHAuZtjp06dWLw4MGMGDECAHd3d+rVq0flypW5cuUKbm5udilpIyIiKFGiRK5pag8dOkRsbCydOnXi0qVLvPLKKwDUrFmTkJAQu3bDhw9n/vz5tGjRItexHjlyhMKFC/PSSy9lu7Z06VJMJpPRZ9GiRdmxYwf9+pkXOi9fvszPP/9sd8+iRYvSsmVLY8JnS2BgIIsWLcLLy4siRYrw008/GW337t1LkyZNjFW53J7r+++/56uvvmLXrl1UqFAh2z1Wr15t1P3mm2+IiYlh0CDzP6uUlBSef/55YwVzy5YtVK1alcDAQGbNmoWXl1eOfWoePPklFbPGMTpOzoGOk3Og4+Qc6Dg9OvSfy52TcCBIKeUPuIrIwdwqisgly8/TQATQABsRt6VaTiJusoi4c5N6P1BEhEGDBuHp6WlM3AC6dOnCsmXLAFi2bBldu3Z12E9MTAwJCQmAeRVv27ZteHh4ULp0aW7evEl0dDRgXo3y9PQ02h0/fpz4+HiaN2/usP+VK1fSt2/fPD1T48aNSUhIICYmBoAdO3ZQv359h22uXr1qTRLDvn37yMzMpGzZsjRu3JiTJ09y5swZUlNTWbVqFV26dHH4XIcPH+all15i06ZNeZpkdezYkatXr3L27FnOnj2Lq6urkbnyiSeeYPv27YB51S85OZny5cvn6T1oNBqNRqPRaP4m/3TGFH3c34E5I2QkMNlBndJAEcvv5YCTQH3L+VrMzjeARcArlt9fBRZZfrduyQRzopIjmLNR1gBOAwXuNs57zTa5e/duAcTb21t8fX3F19dXvvnmG7lx44Y89dRTUrt2bQkKCpLY2FgREbly5Yq4u7vLY489JiVLlhR3d3e5efOmHDlyRPz8/MTb21tMJpNMnjzZuMdXX30lXl5e4uPjIwEBAfLHH38Y1yZNmiRjxozJNi5fX1+78xo1asixY8fsyvbt2yfu7u7i6uoqZcqUkfr16xvXvvvuO/H29hYvLy8JDQ2VlJQUERH58MMPxd3dXQoUKCCVK1eWQYMGiYjIRx99JPXr1xcfHx9p2rSp/Pjjj0Zf33zzjdSpU0dq1qwp77333l2fKygoSCpUqGC8z86dOxttnnzySSlXrpwULlxY3N3dZcuWLdme3TbbZFRUlLRo0UJ8fHzE19dXtm7dmq2+5uGRX7J5aRyj4+Qc6Dg5BzpOzkF+iRP/A9kmlfk5Nc6GUuppYAPgKSLHc6nTAvgYyMS8yvqBiCyxXKsJrALKAIeBZ0UkRSlVFPgC8wpdHOYJ3mlLm3FAGObv54aJyLd3G2e9evXkxIkTf+tZNQ8fvd3BOdBxcg50nJwDHSfnQMfJOcgvcVJKHRSRRv/0OB4metukkyIiG0VE5TZxs9T5SUS8xSzo9rZO3CzX7lnELSJTxCz0rpeXidu9EhYWRoUKFfDy+stHHhkZSbNmzfDz86NRo0bs27fPuBYREYGfnx8mk4mAgAAATpw4YSfRfvzxx/nggw8A83dqzZs3x9vbm86dOxsp762cP3+eEiVK2Mm+bRk4cCA1atQw+o6M/MvMkNNYIHehdqtWrYx+3NzcePrppwHzSvjQoUOpXbs2Pj4+HDp0yG58OYm+Bw0ahK+vLz4+PvTs2ZPExEQAFi1ahLe3tyHtPnr0KPBXchfr/QcPHmzcIzU1lRdffJG6devi4eHB+vXrAccCco1Go9FoNBrNI+KfXvrTx3/3cS/bJnft2iUHDx4Uk8lklLVt21Y2b94sIubtggEBASIiEh8fL56ennLu3DkRMcu6s5Keni4VK1aUs2fPiohIo0aNJCIiQkRElixZIuPHj7er36NHD+nZs6ed7NuW0NDQbPJtR2NxJNS2pXv37rJs2TLjGUNCQiQzM1P27t0rTZo0MerlJvq+efOmUWf48OGGzNy2PDw8XNq1ayciZpm47TsW+Wu7w8SJE2XcuHEiIpKRkWGIwx0JyDWPjvyyLUXjGB0n50DHyTnQcXIO8kuc+B/YNqmzTeZjlFJVgR+AhmJWBJQGDgFtgP8TES+lVCAwGXNiEVtSRKSpUsoD+BzwB8aJyEyb/kOAD4ECwGIRmWYpr4F5S2VZ4CAwQMxOuSLAcqAh5iQmvUXkrKNnyKuk++y0jrRu3dpYTbIZY45S6C+//JLu3bvzxBNPAOSYiGP79u3UqlWLatWqAWbfWuvWrQFo27Yt7dq149133wVg48aN1KhRg+LFi991rFnJbSyOhNpWbt26xY4dO/j8888BCA8P51//+hdKKZo1a0ZCQgJXrlwhPj4+V9H3448/Dpj/EPPnn38a3jlrOZjVA3fz0YFZf3D8uHkx18XFxch+mZuAXKPRaDQajUbz6ND/JZaPEZELmMXZ1v1207Ck4M/CbRHxy3I0tVyLA4YCdnsBlVIFgPmYfXH1gb5KKeusYjowR0RqA/H8pSIYBMRbyudY6j1UPvjgA0aNGkXVqlUZOXIkU6dOBcwTsfj4eAIDA2nYsCHLly/P1tbqOrNiMpkIDw8HYO3atVy4cAEwu0mmT5/OpEmT7jqecePG4ePjw/Dhw0lJSXE4lpyE2pcu2Sfo3LhxI0FBQcZEK7c2tqLvBg0aMGrUKDIyMox6zz33HJUqVeL48eO89tprRvn8+fOpVasWo0ePZu7cuUb5mTNnaNCgAQEBAYbPzpqdc8KECfj7+/PMM8/kSYau0Wg0Go1Go3k06JW3/M8c4KBSahjwJDCEXOTYOSEi14HrSqmOWS41AU7JX8lIVgFdlVLHgKeAfpZ6y4C3MU8iu1p+B1gHzFNKKcsytcH9SLqtYserV6+SlJRknM+dO5dBgwYREBDAzp076d69O7NmzeLcuXOcOHGCWbNmkZqayquvvopSypj4pKWlsX79ejp16mT0NXjwYKZMmcLo0aNp2bIlLi4uREREsHDhQoKDgzlw4ECusm+Azp07ExoaSlpaGrNmzWLw4MGEhobmOpbTp0/nKtS2Mn/+fDp06GCUxcbGcvjwYdLTze8sPj6egwcPcvXqVYei79DQUJ599lnmzp3L5MmTad++PWCesC5ZsoTvv/+eIUOG8Oabb5KamsqXX35JyZIlOXHiBD169GDevHns2rWLixcvUrJkSWbPns2aNWsYMGAAb731ljHerAJyzaNFS1CdAx0n50DHyTnQcXIOdJweHXryls8RkTSl1ChgCxBsOX8QXbsDF2zOLwJNMW+VTBCRdJty96xtRCRdKXXTUv9GljHfs6TbKug+e/YsxYsXNzIWde3alfXr16OUIiAggDlz5hAYGMjPP/+Mj4+PMUnZtGkTRYsWNdqFh4fTtGlTunfvbneff/3rX4B5tSwqKorAwEAmTJjAL7/8wrJly0hISMDFxQWTycSQIUNyHW/hwoWZOXOmw7EEBwfnKNS2nt+4cYNTp04xZswYihYtCoCPjw/lypUz6iQlJdGlSxfOnTt3V9E3QKFChXj//feZPt1+UbR169aULl06W/3AwEBWrlxJfHw8L774Iq6urkyYMAEXFxdq1aqVTWCeVUCuebTkl2xeGsfoODkHOk7OgY6Tc6Dj9OjQ2yadg/bAFcDrbhX/23Bzc2PXrl2AWW5dp04dwDyp27NnD+np6dy5c4dffvnFTradk0T7+vXrAGRmZvLee+8ZWRZ3795tCKmHDRvGW2+9lePE7cqVK4D527KNGzcaWTFzG0tuQm0r69ato1OnTsbEDcwy8uXLlyMi/Pzzz5QsWZLKlSvnKvoWEUOgLSJs2rQJDw8PAE6ePGn0+8033xjvLiYmxthyefr0aU6ePEnlypVRStG5c2fjL2fbt2+/q0xco9FoNBqNRvPo0Ctv+RyllB/QFmgG7LFsb3wQXAKq2pxXsZTFAqWUUgUtq2/Wcts2F5VSBTEnSYl1dJNihQpwYlrWHZs507dvXyIiIrhx4wZVqlRh8uTJfPrpp7z++uukp6dTtGhRPvnE/Mmfp6cnISEh+Pj44OLiwvPPP29MppKSkti2bRsff/yxXf8rV65k/vz5AHTv3p3nnnvurmPq0KEDixcvxs3Njf79+xMTE4OI4Ofnx6JFi+46lnnz5tGuXTsyMjIICwvDZDIZfa9atYqxY8dmu9/mzZupXbs2rq6uRiKTAgUKMHPmTIKCghARGjZsyAsvvICIEBoayq1btxARfH19WbhwoXHv77//nkKFClG6dGmWLVsGmNP+T5w4kUKFCuHi4sKiRYt47LHHAJg+fToDBgxg2LBhlC9f3rj//v376datG/Hx8Xz99ddMmjSJqKioPMVVo9FoNBqNRvNg0JLufIwy74/8CZgoItuUUq9hnsSNwz7b5EgR6XSXvt4GEq3ZJi2Tr2ggCPOkbD/QT0SilFJrgfUiskoptQj4VUQWKKVeBbxFZLBSqg/QXUR6ObqvlnQ7B3q7g3Og4+Qc6Dg5BzpOzoGOk3OQX+KkJd2af5oXgPMiss1yvgDwBKrltQOlVCWl1EVgBDBeKXVRKfW4ZVVtCLAVOAasERHrUsoYYIRS6hTmb9qscu8lQFlL+QjAftnob5CToBvgo48+wsPDA5PJxOjRo43yqVOnUrt2berVq8fWrVsBx4LutWvXYjKZcHFx4cCBA0Y/sbGxtGnThhIlSjj8xs3KrFmzUEpx44b5M7/jx4/TvHlzihQpkk3unZCQQM+ePfHw8MDT05O9e/cC8Pbbb+Pu7m6Mc/PmzYBZLWAt8/X1ZcOGDXfta9SoUXh4eODj40O3bt2MjJGORNwrV67E29sbHx8fQkJCjGeJi4ujbdu21KlTh7Zt2xIfHw/AjBkzjH68vLwoUKAAcXFxd31XGo1Go9FoNJoHzD8tmtPHf/eRV0l3ToLuHTt2SFBQkCQnJ4vIX/LrqKgo8fHxkeTkZDl9+rTUrFlT0tPT7frLKug+evSoHD9+XAICAmT//v1GvcTERNm9e7csXLhQXn31VYdjPH/+vAQHB8sTTzxhyKuvXbsm+/btk7feeiub3Ptf//qXfPrppyIikpKSIvHx8SIiMmnSpBxF4ElJSZKWliYiIpcvX5by5csb57n1tXXrVqPO6NGjZfTo0SKSs4hbRCQtLU3Kly9vjH/UqFEyadIk2blzp4waNcoQfE+dOtXoy5ZNmzZJmzZtHL4nzcMjv0hQNY7RcXIOdJycAx0n5yC/xIn/AUm3XnlzQpRSO5VS7bKUDVNKfauU+t1yHqiU+j8HfQQqpW4qpSItx0SbayFKqRNKqVNKqbE25TWUUr9YylcrpQrfbaxWSbejA8zZEMuUKWPXduHChYwdO5YiRYoAf8mvw8PD6dOnD0WKFKFGjRrUrl2bffv22bXNKuj29PSkXr162cZXvHhxnnzySbukIbkxfPhw3n//fTvZdYUKFWjcuDGFChWyq3vz5k1++OEHBg0yK/IKFy5MqVKlHPbv6upKwYLmz1CTk5ON+zjqKzg42GjTrFkzLl686PAe1v/hJyUlISLcunXLEJ+Hh4cTGhoKmNUDGzduzNY+p0QwGo1Go9FoNJpHg568OScrgT5Zyl4DagO1lFKRwGLunp1yt/wl9X4H7lve/VCIjo5m9+7dNG3alICAAPbv3w/kTX6dVdD9dwkPD8fd3R1fX9881T9z5gzly5fnueeeo0GDBjz//PMkJSUZ1+fNm4ePjw9hYWHG9kSAX375BZPJhLe3N4sWLaJgwYJ37cvKZ599ZugKrGPIKuIuVKgQCxcuxNvbGzc3N44ePWpMCq9du0blypUBqFSpUjZB9507d9iyZQs9evTI41vTaDQajUaj0TxI9OTNOVkHdLSufCmlqgOFgGDgDxHxA54Hfr+Pvg15t4ikAlZ5t8Is715nqbcMePrvPMTdSE9PJy4ujp9//pkZM2bQq1cvzCvijklNTWXTpk0888wzD2Qcd+7c4d///jfvvPNOntukp6dz6NAhXn75ZQ4fPkzx4sWZNm0aAC+//DJ//PEHkZGRVK5cmTfeeMNo17RpU6Kioti/fz9Tp04lOTnZYV9WpkyZQsGCBenfvz8AlStX5vz58xw+fJjZs2fTr18/bt26RVpaGgsXLuTw4cNcvnwZHx8fpk6dmm38Sim7FUaAr7/+mpYtW2ZbIdVoNBqNRqPRPBq0KsAJEZE4pdQ+zKtj4ZhX4dYA95o6tLlS6ghwGXPGyijuT95th1LqReBFgHLlyjPROz2nagZWr9jVq1dJSkoyzl1dXalZs6bheUtNTSU8PJyUlBR27dpFlSpVAPj111/x9/c32u3Zs4caNWpw7Ngxjh07ZnevhIQEDh48SGJiol358ePHuXTpktGHLadPnyY6OtrYdhkTE4PJZGLhwoXGRMaaIMTaPi4ujnLlyvHnn38SERFBrVq1+PLLLwkKCrLr29vbmy+//DLH+6anp7Ns2TLKly/vsK8tW7bw9ddfM2vWLONdZaVs2bKsXLkSESE+Pp4LFy5w4cIF6tSpw8qVK40EL+vXr6ds2bLExsby2GOP2Y1r3rx5BAQE5DhWzaMhMTFRv38nQMfJOdBxcg50nJwDHadHh568OS/WrZPWydu9bmE8BFQTkUSlVAdgI1DnQQxMRD4BPgF4omZtmfWb439mZ/sHmn+ePUvx4sWNVLNhYWFcvnyZwMBAoqOjcXFxoWvXrtSpU4d+/foxb948Ll++TGxsLIMHD6ZAgQIALFq0iFdeeSXHlLWlSpWiYcOGNGpkn0X27NmzJCYm5tgmMDCQsLAw47x69eocOHCAcuXKGWURERGUKFHCrv2cOXOoXLky9erVIyIiglatWhEYGMiVK1eM7Ylz5syhadOmBAYGcubMGapWrUrBggU5d+4cV69epUePHpQrVy7XvrZs2cKmTZvYtWsX5cuXN+4dExNDmTJlKFCgAKdPnyYmJoZnnnmG5ORkJk+ejMlkonz58mzfvp2WLVtSokQJevfuzcmTJ+nRowfTpk2jT58+xvPcvHmTqKgotmzZQvHixR3GU/PwyC+pmDWO0XFyDnScnAMdJ+dAx+kR8k9nTNHH/R1ACeA64A9EW8qqA79bfg/E7ILLa39ngXJAc2CrTfmblkMBN4CClnK7erkdec022adPH6lUqZIULFhQ3N3dZfHixZKSkiL9+/cXk8kkDRo0kO3btxv133vvPalZs6bUrVtXNm/ebJQnJiZKmTJlJCEhwa7/r776Stzd3aVw4cJSoUIFCQ4ONq5Vq1ZNSpcuLcWLFxd3d3eJiooSEZFBgwbZZaa0rW/N1njlyhVxd3eXxx57TEqWLCnu7u5y8+ZNERE5fPiwNGzYULy9vaVr164SFxcnIiLPPvuseHl5ibe3t3Tu3FkuX74sIiLLly+X+vXri6+vrzRo0EA2bNhg3DO3vmrVqiVVqlQRX19f8fX1lZdeeklERNatW2fX16ZNm4y+Fi5cKB4eHuLt7S2dOnWSGzduyM6dO+XGjRvy1FNPSe3atSUoKEhiY2ONNp9//rn07t07T7HUPDzySzYvjWN0nJwDHSfnQMfJOcgvceJ/INuklnQ7MUqp1UA9IFxEJlm+fcuTvFspVQm4JiKilGqC+Vu2akAB7lHe7WiMWtLtHOi/mDkHOk7OgY6Tc6Dj5BzoODkH+SVOWtKtye+sBHwtP++VnsDvlm/e5gJ9LH+0uB95998iJ0F3biJrR1LtgwcP4u3tTe3atRk6dCi2f5i4F9l3VgYOHEiNGjWMsURGRtpd379/PwULFmTdunVG2ejRozGZTHh6ehpjuX37tp1EvFy5cgwbNgyAH374AX9//2z9nDt3Dn9/f/z8/DCZTCxatMi4lpqayosvvkjdunXx8PBg/fr1DvuKjIykefPmmEwmfHx8WL16tXHt0KFD+Pv74+XlRWhoKOnp5u8Ub968SefOnfH19cVkMvH555/n+I40Go1Go9FoNI+Af3rpTx//3Udetk3mJOjOTWTtSKrduHFj2bt3r2RmZkpISIixnfLvyL5FREJDQ2Xt2rU5jj09PV3atGkj7du3N+r8+OOP0qJFC0lPT5f09HRp1qxZjtsJ/P39ZdeuXSJilmofOXJEBgwYYHevlJQUY9y3b9+WatWqyaVLl0REZOLEiTJu3DgREcnIyDC2cubW14kTJyQ6OlpERC5duiSVKlWS+Ph4ycjIkPLly8uJEydERGTChAmyePFiERGZMmWKIeu+fv26lC5dWlJSUnJ8F5qHT37ZlqJxjI6Tc6Dj5BzoODkH+SVO/A9sm9QJS/IZSqmdwDQR2WpTNgxoB1SVLFsilVIDgUYiMiSX/loDHwA+mFfX1tlcCwXGW07fE5FllvKGwFKgGLAZeF1ERClVBliN+du6s0AvEflLUpYDVkl3bpyd1pHWrVtz9uxZR90YWKXap06dsiu/cuUKt27dolmzZgD861//YuPGjbRv3/6eZd/NmzfP01jAvKLXo0cPw0EH5jT7ycnJpKamIiKkpaVRsWJFu3bR0dFcv36dVq1aAeYkKAAuLvaL4YUL/+VBT0lJITMz0zj/7LPPOH78uNHOmkAlt77q1q1r/O7m5kaFChWIiYkhLS2NQoUKGdfbtm3L1KlTGTRoEEopbt++jYiQmJhImTJlDCm4RqPRaDQajebRordN5j9yEnD3AbLLuPJGE8AVuAXMUEpFKqXmWyZikzBrAJoAk5RSpS1tFgIvYM4+WQcIsZSPBbaLSB1gu+X8oZGbyDonLl26ZKgDwF7c/Xdk31bGjRuHj48Pw4cPJyUlxWi/YcMGXn75Zbu6zZs3p02bNlSuXJmrF89CAAAgAElEQVTKlSvTrl07PD097eqsWrWK3r17Z3Op5cSFCxfw8fGhatWqjBkzBjc3NxISEgCYMGEC/v7+PPPMM9mk2o7Yt28fqamp1KpVi3LlypGRkcGBAwcAWLduHRcumG0RQ4YM4dixY7i5ueHt7c2HH36YbVKo0Wg0Go1Go3k06P8Ky3/kJOB2w969lmdEZKaIeACbgFEi4icir2JeydsmInGW1bNtQIhSqjLwuIj8bFl+Xs5fMu6umOXc8JAl3Y5E1vfK/cq+rUydOpXjx4+zf/9+4uLimD59OgDDhg1j+vTp2SYzp06d4tixY1y8eJFLly6xY8cOdu/ebVdn1apV9O3bN0/3r1q1Kr/++iunTp1i2bJlXLt2jfT0dC5evEiLFi04dOgQzZs3Z+TIkXnq78qVKwwYMIDPP/8cFxcXlFJMmDCB4cOH06RJEx577DFDu7B161b8/Py4fPkykZGRDBkyhFu3buXpPhqNRqPRaDSaB4ve/5TPkAcn4L4bOcm43S3HxRzKASqKyBXL71cB+72AFu5F0p2boNuWnETWWaXasbGxREdHG+fbt29HKUVERMR9y75tsWbMbNCgAatXr6Z169bs2bPHmJTdvHmT8PBwjh8/zsWLF6lYsaKxkuXh4cGKFSvIyMgAzJO727dvc/v27Wz3unr1KlFRUXYOOVvKli3LokWLaN26NUWLFqVMmTJERERQpUoV5s6da9dfTn0lJSUxfPhw+vfvT3JyslG/WrVqvPvuu4A5AUupUqWIiIhg5syZ9OvXz3h3pUuX5j//+U+2lUTNo0FLUJ0DHSfnQMfJOdBxcg50nB4devKWP/m7Au6HjuUbuBwnlHIPku7cBN25iayNdjlItadPn07RokVp2rQp06dP57XXXjME2/cj+7ZiHYuIsHHjRgICAgzZtpWBAwfSqVMnevbsyerVq/n000958sknERHeffddhg0bZox1y5YthIWF5ZhSd+nSpZhMJuPaxYsXKVu2LMWKFSM+Pp4//viD999/H29vb7p27QqYJeJLly6lcePGdn1m7Ss1NZX27dvzyiuvGFkurWzYsIHAwEBSUlJ49913mThxIoGBgTRo0IC4uDgCAwO5du0a165d45lnnsl1cql5uOSXVMwax+g4OQc6Ts6BjpNzoOP06NCTt/xJODBHKeUPuIrIQcv2yQfJJcwibytVgAhLeZUs5dYPwa4ppSqLyBXL9srrd7tJsUIFODGto8M6ffv2JSIighs3blClShUmT55MREQEkZGRKKWoXr06H3/8sVG/evXq3Lp1i9TUVDZu3Mh3331H/fr1WbBgAQMHDuTPP/+kffv2tG/fHjCrCMLCwvDy8qJw4cIsW7YMpRQmk4levXpRv359ChYsyPz5842JW4cOHVi8eDFubm7079+fmJgYRAQ/Pz+7dP050bNnT3bs2IG3tzdKKUJCQujcubNxfc2aNYb6wMr+/fvp1q0b8fHxfP3110yaNImoqCiOHTvGG2+8gVIKEWHkyJF4e3sD5snqgAEDGDZsGOXLlzfS+OfW15o1a/jhhx+IjY1l6dKlgHmC5+fnx+rVq3nrrbfIzMzk5Zdf5qmnngLM39QNHDgQb29vRITp06friZtGo9FoNBrNP4SWdOdT8irgvlu2SZv+llrar7OclwEOAv6WKoeAhjbbNocCv2DONvmRiGxWSs0AYv8/e2ceVlW1N+B3Kc7mQE6ACiqjRw6IA1pOSJo2eTMKzZwt723UHBvMbn2lDaY5YaWpZWKac4OWY1rmlDiAs6AC5oCYCSIc+H1/nMOOA5yjWQnntt7n2Q9nr2mvvX9993uWe6/fKyITlVJjAXcRGV34WgXRkm7XQP+LmWug4+Qa6Di5BjpOroGOk2tQWuKkJd2akuTPCLgNlFKtlFLJwMPAB0qpeLDurQNeB3bajtdsZQBPArOBY8Bx4Btb+USgi1LqKHCX7fxPU5ykO59JkyahlOLChQsApKen8+CDD2I2m2ndujUHDhww2k6ePBmTyUSzZs3o3bs3WVlZAGzYsKFYAXU+xUm288nMzOTee+81BN9jx/6eYHPevHnUrl3bkG7Pnj3bqJs/fz5+fn74+fkxf/58ozw2Npbg4GDMZjPdunUz7mvUqFEEBgZiNpt58MEHjWySSUlJVKpUybjGv//9b2MsR5Lu4cOHG+39/f2pUaOG0WfMmDE0a9aMZs2a2Um63377bUJCQjCbzURFRXHlypXrjqXRaDQajUajucWUtGhOH//bx81KukVETp06JV27dpWGDRsaAuqRI0fKq6++KiIiBw8elM6dO4uISHJysvj4+EhmZqaIiDz88MMyd+5cyc3Nlfr16xcroBYpXrJdkIyMDNmwYYOIWIXZ7dq1M+Tfc+fOLSIKFxFJS0uTRo0aSVpamly8eFEaNWokFy9elJycHKldu7ZxL6NGjZLx48eLiMjatWslJydHRERGjx5tiLETExOLPJd8HEm6CzJ16lQZOHCgiIh8+eWXctddd0lOTo5cuXJFWrZsKb/++qtRl8/w4cNlwoQJTsfSlAylRYKqcY6Ok2ug4+Qa6Di5BqUlTvwDJN36zZuLoJS6YvvbUikVX0Al0EQpdUIpVc1Bv9uVUhuVUleUUtML1bVQSu1XSh1TSk1VNumYUspdKfWdUuqo7W9NW7mytTumlNpn25PnlHxJt6MDoEOHDri7uxfpO3z4cN5++207F1pCQoKxHyswMJCkpCTDb2axWLh69SoWi4XMzEw8PT1JS0ujfPnydgLq/DdU8LtkO1/cXZjKlSsTEREBWIXZYWFhJCcnF9s2n7Vr19KlSxfc3d2pWbMmXbp0Yc2aNcb/0WVkZCAiXL58GU9PTwC6du1qyK/btGlz3WuAVdL9wgsvAPaS7oLExsYaSoKEhAQ6dOiAm5sbVapUwWw2s2bNGsAqPwfrP+ZcvXq1WP9cwbE0Go1Go9FoNLcevXhzMURkF7AZyJd6zQBeAp6xCbgLHi8BWcC4Au0L8kdl3N0LtH3C1v9vYeXKlXh5eRESEmJXHhISwrJlywCraPrkyZMkJyfj5eXFyJEjadiwIR4eHlSvXp2uXbtSq1YtLBZLsQJqR5JtR1y6dInVq1cTGRlplC1dutT41LDguMXJv8uVK0dMTAzBwcF4enqSkJDA4MFFE4l+/PHHRrIVgMTERJo3b07Hjh0NNcGNSLpPnjxJYmKisdgNCQlhzZo1ZGZmcuHCBTZu3GjMGWDgwIHUq1ePQ4cO8cwzzzgdS6PRaDQajUZz69GLN9fkReBxpdRowE1EYkXkDbEKuAseb4hIhohsxbqIM7hJGXcP4BPbm+mfgBq2cf5SMjMzefPNN3nttdeK1I0dO5ZLly4RGhrKtGnTaN68OWXLliU9PZ2VK1eSmJhIamoqGRkZLFiwAKUUixYtKlZA7UiyXRwWi4XevXvz7LPP0rhxYwDuv/9+kpKS2LdvH126dKF///5Ox8jJySEmJoY9e/aQmpqK2WxmwoQJdm3eeOMN3Nzc6NOnDwAeHh6cOnWKPXv28N577/Hoo49y+fLlG5J0L1q0iKioKON+u3btyj333MMdd9xB7969adu2rZ0WYe7cuaSmphIUFGS3H664sTQajUaj0Wg0tx6tCnBBROSSUmoiMBNoepPD3IyM25HY+0yBsj8t6T5x4gRHjhwhICAAgPPnz2MymYiJicHd3Z3+/fvTv39/RITevXuTkpLCihUrqFixIvHx8QAEBQWxZMkSQ8BdnIDakWS7Xbt2Reb51ltvGYlDipNQ+vr6smPHDjZt2sSvv/5KXFyc0W7Hjh2EhoYyZ84c0tPTOX36NKdPn8bPz4/Y2FjjemvWrGH16tVMmjTJkGIX5vbbbyc2NhZ/f//rSrpnz57Nc889Z1d25513cueddxrPJF/UXVCuGRAQwIcffkijRo2cjqW59WgJqmug4+Qa6Di5BjpOroGO0y2kpDfd6ePGDuBKofMVQCrw4A32HwBML3DeElhX4Lw9VpUAwKVCfdNtf78E2hUoX49VU+Dwug0aNRHvMV86PPJxlpjD29vbSMaRnp4u165dExGRDz/8UPr27SsiIj/99JM0bdpUMjIyJC8vT/r16ydTp04VEZGzZ8+KiEhWVpZ07txZ1q9fX+Qa/fv3LzZhiYjISy+9JD179pTc3Fy78tTUVOP3smXLJDw8XESsCUt8fHzk4sWLcvHiRfHx8ZG0tDRJSUmRevXqyblz50RE5OWXX5bnn39eRES++eYbCQoKMuryOXfunFgsFhEROX78uHh6ekpaWpqIiERHRxv3MnfuXImKijL6HTx4ULy9vSUvL88os1gscuHCBRER2bt3r5hMJsnJyZG8vDxZsGCBiIjk5eXJiBEjZMSIEU7H0pQMpWVDuMY5Ok6ugY6Ta6Dj5BqUljjxD0hYot+8uSBKqfuA6sDdwHKl1FoRyfyDw9yMjDsFaOCgT7HcrKS7uL1gAAcPHqR///6GZHvOnDkAhIeHExUVRVhYGG5ubjRv3pwnnngCgHfeeYcvv/yyiIDaGaGhocTFxZGcnMwbb7xBYGAgYWHW/CxPP/00Q4YMYerUqaxatQo3Nzfc3d0N8bW7uzvjxo2jVatWALzyyitGQpbx48fToUMHypUrh7e3t9Hn6aef5tq1a3Tp0gWwJi2ZNWsW33//Pa+88grlypWjTJkyzJo1yxjLkaQbrJ859urVyy7xSE5ODu3btwegWrVqLFiwADc3N/Ly8pgwYQITJ05ERAgJCSEmJsbpWBqNRqPRaDSaW4+WdLsISqkrIlJVKVUJ2Av8S0QSlFKTgCwReek6/QdQSOb9R2XcSql7gaeBe4BwYKqItHZ2XS3pdg1Ki1xT4xwdJ9dAx8k10HFyDXScXIPSEict6daURsYBy0UkwXb+KtBbKeXnqINSKgl4DxiglEpWSuXvk/ujMu6vgRO29h/Z+v8pihN0jxs3DrPZTGhoKF27diU1NRWwfuL77LPP4uvri9ls5ueffzb6lC1b1pBJP/DAA0a5I0H3pk2bqF69utGnuOQoN9vfkSx88ODBxYqwT506RUREBM2bN8dsNvP1118D8N1339GiRQuCg4Np0aIFGzZsMK6xe/dugoOD8fX15dlnn83/jJW4uDjatGlDaGgoLVu2ZMeOHUafTZs2ERoaislkomPHjkb5mjVr6NevH76+vkyc+Lt3/Xpyc41Go9FoNBrNLaakv9vUx//2cT1Jd3GC7nxxtIjI+++/L0OHDhURka+++kq6desmeXl5sm3bNmndurXRrkqVKkXGdibo3rhxo9x7771O53Yz/R3JwgvfV0ER9uOPPy4zZ84UEZH4+Hjx9vYWEZGff/5ZUlJSRERk//794unpafRv1aqVbNu2TfLy8qRbt26GOLxLly7G76+++ko6duwoIta9gkFBQXLy5EkR+X0foMVikcaNG8tnn30m165dE7PZLPHx8deVm2tKhtKyp0DjHB0n10DHyTXQcXINSkuc+AfsedNv3koImzj77kJlw5RS3yilDtjOOymlvrT9HlBYsl2obwel1M9KKYtSKqpQXX+bcPuoUqp/gfK/XdJ9PYoTdFer9rtvPCMjw9hrtXLlSvr164dSijZt2nDp0iXOnLFLdGnH9QTd1+Nm+xcnCy94XyL2ImylFJcvXwasWS/z2zdv3tz4bTKZuHr1KteuXePMmTNcvnyZNm3aoJSiX79+rFixwulYCxcupGfPnjRs2BDAkJLv2LEDX19fPD09KV++PL169WLlypV/+tlpNBqNRqPRaP569OKt5IgFehUq6wVMKKbtjeADVAYuA+/YJN3LlVLuwHise9RaA+PzF2PcAkn31ZxcfMZ+VezhjJdeeokGDRrw2WefGZ8kOpJfA2RlZdGyZUvatGljLGScCboBtm3bRkhICN27dzcUAwW5mf6OZOH5FCfCfvXVV1mwYAH169fnnnvuYdq0aUXmsnTpUsLCwqhQoQIpKSmGAqHwc5gyZQqjRo2iQYMGjBw50vDIHTlyhPT0dDp16kSLFi345JNPnD7T6927RqPRaDQajebWoxdvJccXwL1KqfIASikfwBN7j9oNIyKfiEggsAoYJVZJ94NYM1J+JyIXRSQd+A7oVpol3WCVVZ8+fZo+ffowfbrDF44GJ0+eZNeuXSxcuJBhw4Zx/Phxp4LusLAwTp48yd69e3nmmWf417/+VWTMm+nvSBaeT3Ei7NjYWAYMGEBycjJff/01ffv2JS8vz+gTHx/PmDFj+OCDD677HGJiYpg8eTKnT59m8uTJRtZOi8XC7t27+eqrr1i7di2vv/46R44ccTiOs3vXaDQajUaj0ZQMWhVQQojIRVu2x+7ASqxv3RYDf3X6T0di7RKXdBcn6C5M48aNGTt2LBERESilWLt2rZE44+jRo5w8edJI/HH06FEAAgMDWbBggZGUozhBd0EqV67Mb7/9xsqVK6levXqROfyR/nv27HEqC8+noAh76tSpvP3228a4ly5dYuXKldSsWZPz58/z/PPPM3r0aEPunZaWxpEjR4z269evRynFpk2b+Pjjj3nwwQfZtGkTtWvXZtu2bWzatIns7GwCAgLYuXMnAH5+fixcuJDatWuzd+9e/vWvf7Fp0ya+//57u9hc7941txYtQXUNdJxcAx0n10DHyTXQcbqFlPSmu3/yAfQBYm2/44AWWD9/PGAr68Tv4uwBFJBsOxlzHhBV4Hwk8HKB83G2shKXdOdTWNB95MgR4/fUqVPloYceEhGRL7/80i5hSatWrURE5OLFi5KVlSUiIufPnxdfX1+Jj48XEceC7jNnzhjS6e3bt0uDBg2KlVD/0f6OZOF5eXly9OhRESkqwu7WrZuR1CQhIUE8PDwkLy9P0tPTxWw2y9KlS4vMq3DCkq+++kpERAIDA41Nw+vWrZOwsDBj3M6dO0tOTo5kZGSIyWSS/fv3S05OjjRq1EgWLlxoJCw5cOCA03vXlBylZUO4xjk6Tq6BjpNroOPkGpSWOPEPSFii37yVLCuBybbEH5VFZLft88m/khSsi8B86gObKCWS7uIE3V9//TWHDx+mTJkyeHt7M2vWLADuuecevv76a3x9falcubIhpT548CBDhw6lTJky5OXlMXbsWJo2tdoQHAm6v/jiC2JiYnBzc6NSpUosWrTISCByzz33MHv2bDw9Pf9wf0eycBGhf//+XL58GRF7EfakSZN4/PHHmTx5Mkop5s2bh1KK6dOnc+zYMV577TVj39+3335LnTp1mDlzJgMGDODq1at0796d7t27A/DRRx/x3HPPYbFYqFixIh9++CFgfQPYrVs3zGYzZcqUYciQIYaeYfr06QwdOpSXX36ZQYMGYTKZnD47jUaj0Wg0Gk3JoCXdJYxS6nMgAFgpIuNti7cvRaSZUqoTMFJE7itOsu1gvHm2/l/Yzt2B3UB+ZsifgRby+2ebWtKtKTVyTY1zdJxcAx0n10DHyTXQcXINSkuctKRbcyuIBUJsf28apVQrpVQy8DDwgVIqHqx764DXgZ224zVbGZRSSfeoUaMIDAzEbDbz4IMPcunSJQA+++wzQ4odGhpKmTJliIuLA6xJP4KDgzGbzXTr1o0LFy4AsGTJEkwmE2XKlDEyJ15vrMJMmzaNwMBATCYTo0ePBiAnJ4f+/fsTHBxMUFCQkdXx9OnTRERE0LRpU0wmE++///51x9qxY4cxj5CQEJYvXw7A4cOH7eZYrVo1pkyZAjiWcR86dIi2bdtSoUIF3n33XeO6WVlZtG7dmpCQEEwmE+PHjzfq2rdvz5AhQwgNDcXT09MueYsjsbdGo9FoNBqNpgQo6e829VH6DuDKdeprAE/eyFg3I+leu3at5OTkiIjI6NGjZfTo0UX67du3Txo3biwiIjk5OVK7dm05f/68iIiMGjVKxo8fLyLWvV6HDh2Sjh07ys6dO4udQ8GxCrNhwwaJjIw09tTl7wP77LPPJDo6WkREMjIyxNvbWxITEyU1NVV2794tIiKXL18WPz8/Y/+do7EyMjKM+01NTZXatWsb5/lYLBapW7euJCUliYhjGffZs2dlx44d8uKLL8o777xj9M/Ly5PffvtNRESys7OldevWsm3bNqM+/1v1nj17yvz580XEsdhbU3KUlj0FGufoOLkGOk6ugY6Ta1Ba4sQ/YM+bfvOmuRlq8Be8dYPiJd1du3bFzc26HbNNmzYkJycX6RcbG0uvXlZNXv5/zBkZGYgIly9fNuTUQUFBBAQEOJ1DwbEKExMTw9ixY6lQoQLwu9xaKUVGRoYh5C5fvjzVqlXDw8ODsDDrF6q33XYbQUFBhoPN0ViVK1c27jcrK8vYe1eQ9evX06RJE7y9vY3rFyfjrlOnDq1ataJcuXJ2/ZVSVK1aFbC+NczJySlyncuXL7NhwwbjzZsjsbdGo9FoNBqNpmTQizcXQyn1kk3AXfB46W+6VlWl1Hql1M9Kqf1KqR62qolAE9u133E2xs1KuvP5+OOPjWQcBfn888/p3bs3AOXKlSMmJobg4GA8PT1JSEgw/GY3QsGxCnPkyBG2bNlCeHg4HTt2NFLtR0VFUaVKFTw8PGjYsCEjR44ssghNSkpiz549hIeHOx0LYPv27ZhMJoKDg5k1a5axmMtn0aJFdnN0JON2Rm5uLqGhodSpU4cuXboY88pnxYoVREZGUq1aNWO+xYm9NRqNRqPRaDQlg168uRgi8oZYBdwFjzf+pstlAQ+KSBgQAUxS1tc1Y4HjtmuP+puuzRtvvIGbmxt9+vSxK9++fTuVK1c29snl5OQQExPDnj17SE1NxWw239BiprixCmOxWLh48SI//fQT77zzDo888ggiwo4dOyhbtiypqakkJiYyadIkTpw4YfS7cuUKDz30EFOmTDEWQ47GAggPDyc+Pp6dO3cyYcIEsrKyjLGys7NZtWoVDz/8sFHmSMbtjLJlyxIXF0dycjI7duzgwIEDdvWxsbF2C8Q/KvbWaDQajUaj0fy9aFWAxhkKeFMp1QHIwyrkruu8y18j6V6zZg2rV69m0qRJbN682a7fjBkzCA8PN9ofOnSI9PR0Q2Lt5+dHbGws7dq1M/pcunSJ3bt3G0JvR2MVpnLlyjRu3NiYQ3Z2NitXrmTevHk0bdqUH374AbDKxOfPn09ERAQWi4UXXniB8PBw3N3djbEdjVWjRg27a1osFubPn2987rl161YaNWrEwYMHOXjwIIBDGXc+SUlJVKpUyeF9+fj4MGPGDKKjowFISUnhxx9/ZPjw4UYfR2Lv0pBN6p+KlqC6BjpOroGOk2ug4+Qa6DjdQkp6050+St+BLWEJVjH450A523kSVom4DzaR+PWOm5F0f/PNNxIUFCTnzp2TwuTm5oqnp6ccP37cKEtJSZF69eoZ7V9++WV5/vnn7foVl7CkuLEKExMTI+PGjRMRkcOHD0v9+vUlLy9PJk6cKAMGDBARkStXrkhQUJDs3btX8vLypG/fvvLcc8/d8FgnTpwwEpQkJSWJh4eHkXxFRCQ6Olo+/vhju7EcybjzGT9+vF3CknPnzkl6erqIiGRmZkq7du1k9erVRv3w4cOlX79+dmM4EntrSo7SsiFc4xwdJ9dAx8k10HFyDUpLnPgHJCzRb940zqgOnBORHKVUBOBtK/8NuO1GBrgZSfeECRO4du0aXbp0AaxJS/JF3d9//z0NGjSgcePGxhienp6MHz+eDh06UK5cOby9vZk3bx4Ay5cv55lnnuH8+fPce++9hIaGsnbtWodjAQwZMoR///vftGzZkkGDBjFo0CCaNWtG+fLlmT9/PkopnnrqKQYOHIjJZEJEGDhwIGazma1bt/Lpp58SHBxMaGgoAG+++Sb33HOPw7G2bt3KxIkTKVeuHGXKlGHmzJnUqlULgIyMDL777js++OADuzk6knH/8ssvtGzZksuXL1OmTBmmTJlCQkICZ86coX///uTm5pKXl8cjjzzCfffdZ4y3YcMGJk6caHcNZ2JvjUaj0Wg0Gs2tR0u6NUVQSl0RkapKqVrAaqAcEAfcCXQXkSSl1ELADHwjTva9aUm3a1Ba5Joa5+g4uQY6Tq6BjpNroOPkGpSWOGlJt+YfiYhUtf29ICJtRaSliAwRkSARSbLVPSoizZwt3G6EPyLpTktLIyIigqpVq/L000/bjfP5559jNpsxmUyMGTPGrm7x4sWGNPvRRx81ykePHo3JZCIoKIhnn32W4v4hIzo62pBk+/j4GG/TnM0lOzubJ554An9/fwIDA1m6dClgfdMXFhaGm5sbX3zxhV2fbt26UaNGDbu3YQCDBw8mJCQEs9lMVFSUsWfvvffeo2nTppjNZiIjIzl58iRglXe3bdsWk8mE2Wzm888/N8aaPn06vr6+KKUMiTlAeno648aNw2w207p1a7tEJj4+PsZbxJYt/6f/t1Cj0Wg0Go2m1KMXby6CUqqGUuovcav9wesOUEp5/l3jDxgwgDVr1tiVdenShQMHDrBv3z78/f2NzJEVK1bk9ddf591337Vrn5aWxqhRo1i/fj3x8fH88ssvrF+/HoCjR48yYcIEfvjhB+Lj45kyZQoAP/74Iz/88AP79u3jwIED7Ny5s0hiFLAuCuPi4oiLi+Ohhx6iZ8+eTucC1iyZderU4ciRIyQkJNCxY0cAGjZsyLx58+wWkPmMGjWKTz/9tEj55MmT2bt3L/v27aNhw4ZMnz4dgObNm7Nr1y727dtHVFQUo0ePBqxJUT755BPi4+NZs2YNw4YNMxa/d955J+vWrTNccfm8+eab+Pr6sm/fPj755BOee+45u/qNGzcSFxfHrl27isxPo9FoNBqNRnPr0Is31+EPi7GVlevGWClV1kn1AOBvW7z9EUl3lSpVaNeuHRUrVrRrf+LECfz8/KhduzYAd911l/G266OPPuKpp56iZs2agL1kOysri+zsbEb98W8AACAASURBVK5du0ZOTg516zpOpCkiLF682Eil72guYM0E+cILLwBQpkwZY/+aj4+PsX+sMJGRkdx2W9FthPmaARHh6tWrhlg7IiKCypUrF3lG/v7++Pn5Ada9gHXq1OH8+fOAdcHn4+NT5BoJCQk0b94cgMDAQJKSkjh79qzDZ6HRaDQajUajKRn04u1vQinlo5Q6pJSarZQ6oJT6TCl1l1LqB6XUUaVUa9uxTSm1Ryn1o1IqwNbXpJTaYZNg71NK+VGMGFspNUoptdPW5r8FrntQKTUT+Blo4GB+V5RSrymltgNtlVKv2MY6oJT60LbwiwJaAp/ZrltJKdVCKbVZKbVbKbVWKeXh7Dn8XZLugvj6+nL48GGSkpKwWCysWLGC06dPA1bR9JEjR7jzzjtp06aN8Zavbdu2RERE4OHhgYeHB3fffTdBQUEOr7Flyxbq1q1rLIwckf+Wa9y4cYSFhfHwww//6YXQwIEDqVevHocOHeKZZ54pUj9nzpxin9GOHTvIzs6mSZMmTscPCQlhy5YtRp+TJ08ai0GlFF27dqVFixZGUhSNRqPRaDQaTcmgF29/L77A+1gTewQCjwLtgJHAi8AhoL2INAdeAd609fs38L6IhGJdPCVTSIytlOoK+AGtgVCghc3HBhAAfCIizUXkpIO5VcGa7j9cRLYC00WklYg0AyoB94nIF8AuoI9tLhZgGhAlIi2Aj4G/SxDuUNJdmJo1axITE0N0dDTt27fHx8eHsmWtLxMtFgtHjx5l06ZNxMbG8vjjj3Pp0iWOHTvGwYMHSU5OJiUlhQ0bNhgLmOIoLLB2hMViITk5mTvuuIOff/6Ztm3bMnLkyD9244WYO3cuqampBAUF2e1hA1iwYAG7du1i1Cj7rYdnzpyhb9++zJ07t9g3fQUZO3YsV65cITQ0lGnTptG8eXPj+W3dupWff/6Zb775hhkzZvD999//qXvRaDQajUaj0dw8WhXw95IoIvsBlFLxwHoREaXUfqyutOrAfNubNcGa1RFgG/CSUqo+sExEjuZ/LleArrZjj+28KtbF3CngpIj8dJ255QJLC5xHKKVGA5UBdyAea6bJggQAzYDvbPMpC5wpPPDfLek+dOgQKSkpdu1vu+023nrrLQBWr15NxYoV2bRpE2XKlMHf39+QadeuXZtFixYRFxdH3bp1jX1cgYGBLFiwgNzc3KIPKjeXzz//nA8++KCIgLLwXESEihUrGnLu+vXrM3XqVLt+v/zyC/Hx8cbnlPnExcWRlpbmUHIZEBDAhx9+SKNGjQDYvXs3U6dOZcqUKWzbts1ol5GRwfDhw+nTpw9ZWVlFxsvKyuKHH36gevXqRtlTTz1F1apVERF69+5NSkqK8Rbx6NGjgPWzy9jYWPLy8oqdn+bvR0tQXQMdJ9dAx8k10HFyDXScbh168fb3cq3A77wC53lYn/3rwEYReVAp5QNsAhCRhbbPGe8F1iqlhgAnCo2tgAkiYicAs42TcQNzyxKRXFufisBMoKWInFZKvQoU3cxlvWa8iLR1NrCIfAh8CNCwsa9M2l/8f2ZJfTpZ/yYlUaVKFSPF7Jo1a1i1ahWbN2829rHZ9UtK4sqVK3Ypac+dO0edOnVIT09n2LBhLF68GH9/f7KysoiNjaVTp05cuHCB8+fP8/DDD1OzZk0++ugj2rVrh4jw+uuvM2zYsGLT3K5Zs4bg4GAefvjhG5pLjx49AOjUqRPz5s2jVatWdvXz5s3DZDIVe61169YZ5SLC8ePH8fX1RUT48ssvufPOO+nUqRN79uxh5syZrFu3zu5TzuzsbLp3786TTz7JsGHDin3uFStW5M477zQWj5cuXWLnzp106tSJjz76iK5du3LvvfeSkZFBXl4et912GxkZGbz44ou88sorpSIV8D+V0pKKWeMcHSfXQMfJNdBxcg10nG4hJW0J/189sL5ZO1DgfB7Wzw2NOmA58JCt7FUgyfa7Mb87+KYAw4Dbsb5Ryx+vK7AdqGo79wLqFL6uk/ldKfC7BnAW6+eSVW1ze9VWtxqIsP0uDxwD2trOywEmZ9fx9/cXZ/Tq1Uvq1asnbm5u4uXlJbNnz5YmTZpI/fr1JSQkREJCQmTo0KFGe29vb6lZs6ZUqVJFvLy8JD4+3hgnKChIgoKCJDY21mifl5cnw4cPl6CgIGnWrJlRZ7FY5IknnpDAwEAJCgqS4cOHG30GDx4sO3fuNM779+8vMTExRebuaC5JSUnSvn17CQ4Ols6dO8vJkydFRGTHjh3i5eUllStXFnd3d2natKkxVrt27aRWrVpSsWJF8fLykjVr1khubq7ccccd0qxZMzGZTPLoo4/Kr7/+KiIikZGRUqdOHeMZ3X///SIi8umnn4qbm5tRHhISInv27BERkffff1+8vLykbNmy4uHhIYMHDxYRkR9//FHq168v/v7+8uCDD8rFixdFROT48eNiNpvFbDZL06ZN5f/+7/+cxlLz97Nx48aSnoLmBtBxcg10nFwDHSfXoLTECdglpWAd8HceWtL9N2F7A/alWPeQoZSaZzv/Ir8OeByYD5wHNgB9RcRHKTUW6AvkAL8Aj4rIxcJibKXUc8AQ2yWvAI9h/RzSuK6T+V0Rm8/Ndv5/QC8gCTiNdaH4qlLqIax78a4CbbF+OjkV6yefbsAUEfnI0XW0pNs10P9i5hroOLkGOk6ugY6Ta6Dj5BqUljhpSbfmphGRpIILKBEZINYEIEadiGwTEX8RuVNExomIj61+ooiYxJqcpJuIXLSV24mxReR9EQm2HW1F5Hjh6zqZX9VC5y+LiK+I3CUiA0XkVVv5UhEJsM3lqojEiUgHEQmxzdHhwu16FCfoXrJkCSaTiTJlyth5xXbs2GHIskNCQli+fDlg3b/VunVrQkJCMJlMjB8/3ujjSEoN1v+RCQ0NxWQyGR62wiQmJhIeHo6vry/R0dFkZ2cDzmXbjsTfsbGxBAcHYzab6datmzGfV199FS8vL+Pevv76a6f3e/jwYaM8NDSUatWqGe66fCZNmmR3z4cOHaJt27ZUqFChiJdu8uTJmEwmBg4cSO/evcnKygIcy8E1Go1Go9FoNCWHXrxpSoziBN3NmjVj2bJldOjQoUj5rl27iIuLY82aNQwdOhSLxUKFChXYsGEDe/fuNep++smaq8WRlPrSpUs8+eSTrFq1ivj4eJYsWVLs/MaMGcPw4cM5duwYNWvWZM6cOYBj2bYj8bfFYuG5555j48aN7Nu3D7PZbMi2AYYPH26IwO+55x6n9xsQEGC03b17N5UrV+bBBx80xjp9+jTffvstDRs2NMrc3d2ZOnVqkayXKSkpTJ06lV27djF37lxyc3NZtGgR4FgOrtFoNBqNRqMpOfTizQVRSjVQSiUqpdxt5zVt5z7FtN2ulBKl1FXb8atSKthW18hWf0wp9blSqrytvILt/Jit3qfAeC/Yyg8rpe7+M/dRnKA7KCiIgICAIm0rV65siLuzsrIMWbVSiqpVrS8Rc3JyyMnJMeocSakXLlxIz549jQVOvri7ICLChg0biIqKAqB///6sWLECcCzbdiT+zv9GOSMjAxHh8uXLeHo69547ut+CrF+/niZNmtgtTocPH87bb79t175OnTq0atWKcuXKFRnDYrFw9epVcnNzyczMNOblSA6u0Wg0Go1Goyk59OLNBRGR00AMVnE3tr8fikhSMW3DgQwRqWQ7qotNXwC8BUwWEV8gHRhsKx8MpNvKJ9vaoZRqinVfnAnoBsxUSpV1NldHku6bYfv27ZhMJoKDg5k1a5axuMnNzSU0NJQ6derQpUsXwsPDnY5z5MgR0tPT6dSpEy1atOCTTz4p0iYtLY0aNWoY16hfvz4pKSlOx3Uk/i5XrhwxMTEEBwfj6elJQkICgwcPNvpNnz4ds9nMoEGDSE9Pv+795rNo0SI799zKlSvx8vIiJCTE6Tzz8fLyYuTIkTRs2JCHHnqI6tWr07VrV6P+enJwjUaj0Wg0Gs2tRS/eXJfJQBul1DCs4u93r9PeDmV9ldIZyN+0NR/4l+13D9s5tvpIW/sewCIRuSYiiVgzT7b+U3fxBwgPDyc+Pp6dO3cyYcIEY39W2bJliYuLIzk5mR07dnDgwAGn41gsFnbv3s1XX33F2rVref311zly5Mifnp8j8XdOTg4xMTHs2bOH1NRUzGYzEyZMAOA///kPx48fJy4uDg8PD0aMGHHd+wWrEmDVqlWGviAzM5M333yT11577Ybnm56ezsqVK0lMTOSLL74gIyODBQsWGPXO5OAajUaj0Wg0mluP9ry5KCKSo5QaBawBuopIjpPmFZVSuwALMFFEVmBVD1wSkXyDdjJW3QC2v6dt17EopX61tfcCCsq/C/YxuBFJtzNBN1j3pe3evdthogyLxcL8+fOLfGLp4+PDjBkziI6ONsoKS6mzs7MJCAhg586dAPj5+bFw4UK7LEkiwvnz51m/fj1ly5YlPj6eSpUqOZVtL1q0qFjxd3x8POnp6Zw+fZrTp0/j5+dHbGws7dq1s5t7cHAwCxcuLFZyWfh+t27dSqNGjTh48CAHDx7kxIkTHDlyxKg/f/48JpOJmJgY49PUpKQku3vYtGkTFStWJD4+nqysLIKCgliyZAn169e3u3ZhObim5NASVNdAx8k10HFyDXScXAMdp1tISbsK9HHzB1YHXCow/DrtvGx/G2NVATQBagHHCrRpgM0Ph9XzVr9A3XFb++nAYwXK52Bz1zk6GjRqIt5jvixy5JOYmCgmk0kK07FjRzvX2okTJyQnJ0dErB41Dw8POX/+vJw7d07S09NFRCQzM1PatWsnq1evthvL29tbzp8/b5wnJCRI586dJScnRzIyMsRkMsn+/fuLzCEqKsrwwg0dOlRmzJhhV9+/f39ZsmSJcb5o0SKJjIyUnJwcyc7Ols6dO8uqVaskJSVF6tWrJ+fOnRMRkZdfflmef/55ERFJTU01+r/33nsSHR3t9H7ziY6Olo8//rjInB3ds4jI+PHj5Z133jHOf/rpJ2natKlkZGTIhg0bpF+/fjJ16lTJy8uTo0ePiojVkzdixAgZMWKEw2tpbh2lxaOjcY6Ok2ug4+Qa6Di5BqUlTvwDPG8lPgF93GTgIBSIBxoCpwCPG+w3D4gCFHABcLOVtwXW2n6v5XcRt5utnQJeAF4oMJbRztHhTNJdnKB72bJl4uXlJeXLl5c6depI165dRUTkk08+kaZNm0pISIg0b95cli9fLiIie/fuldDQUAkODhaTyST//e9/jfEdSalFRN5++20JCgoSk8kkkydPNsq7d+8uKSkpImKVVLdq1UqaNGkiUVFRkpWVJSKOZdvOxN8xMTESGBgowcHBct9998mFCxdEROSxxx6TZs2aSXBwsNx///3GYs7R/YqIXLlyRdzd3eXSpUsOn23BxduZM2fEy8tLbrvtNqlevbp4eXkZsu9XXnlFAgICxMfHRx577DHJyspyKgfXlCyl5f85apyj4+Qa6Di5BjpOrkFpidM/YfGmJd0uiG3/2Y/AKyLynVLqGaCNiPQppm1NIFNErimlagHbgB4ikqCUWgIsFZFFSqlZwD4RmamUegoIFpF/K6V6AT1F5BGllAlYiHWfmyewHvATkVxHc9WSbtegtMg1Nc7RcXINdJxcAx0n10DHyTUoLXHSkm5NaeVx4JSIfGc7nwkEKaWKs00HAbuUUnuBjVj3vCXY6sYAzyuljmHd0zbHVj4HuN1W/jwwFkBE4oHFQALWvXZPOVu4aTQajUaj0Wg0mr8OvXhzQUTkQxGJLnCeKyJhIrK5mLY/ikiwiITY/s4pUHdCRFqLiK+IPCwi12zlWbZzX1v9iQJ93hCRJiISICLf/Jn7GDRoEHXq1KFZs2ZG2cWLF+nSpQt+fn506dLFSJ3/zjvvEBoaSmhoKM2aNaNs2bJcvHgRgPfff59mzZphMpmYMmWK3TWmTZtGYGAgJpOJ0aNHG+X79u2jbdu2Rir+gpkc84mOjjau6ePjQ2hoKAA7duwwykNCQli+fLnR59KlS0RFRREYGEhQUBDbtm0DYMmSJZhMJsqUKWMkNHE2l99++824RmhoKLVq1WLYsGEAXLt2jejoaHx9fQkPDycpKelPz6tz585288rOzmbgwIEEBwcTEhKiNyFrNBqNRqPRlAZK+rtNfdz4AVy5Tv0a4BLwZaHyRsB2rKn9PwfK28or2M6P2ep9CvR5wVZ+GLi7QHk3W9kxYOz15uxsz9vmzZtl9+7ddglLRo0aJRMmTBARkQkTJsjo0aOL9Fu1apVERESIiMj+/fvFZDJJRkaG5OTkSGRkpJFsY8OGDRIZGWnsVTt79qyIiOTk5EhwcLDExcWJiMiFCxfEYrE4nKeIyPPPP2/sp8u/log14Ujt2rWN8379+slHH30kIiLXrl0zkqkkJCTIoUOHiiRiudG5hIWFyebNm0VEZMaMGTJ06FAREYmNjZVHHnnkT88rJCTEbl7Tp0+XAQMGGM8tLCxMcnNznT4jzd9PadlToHGOjpNroOPkGug4uQalJU78A/a86Tdv/yMopYIBX+Ai0F4pFaeU2m6r/ktk3DYh9wygO9AU6G1r6xBnku4OHToYaezzWblyJf379wegf//+rFixosiYsbGxhpz64MGDhIeHU7lyZdzc3OjYsSPLli0DICYmhrFjx1KhQgUA6tSpA8C3336L2Ww2ZNa33347Zcs6do2LCIsXLzaumX8tsGoIrFsQ4ddff+X77783BNzly5enRo0aAAQFBRXRGtzoXI4cOcK5c+do3759kWcUFRXF+vXrEZG/dF4JCQl07tzZeG41atQo8sZQo9FoNBqNRnNr0Yu3/xFEZL9tETYI2CIioSIS/hfLuFtj1QucEJFsYJGt7V/G2bNn8fDwAKBevXqcPXvWrj4zM5M1a9bw0EMPAdCsWTO2bNlCWloamZmZfP3115w+fRqwLnq2bNlCeHg4HTt2NLxuR44cQSnF3XffTVhYGG+//bbTOW3ZsoW6devi5+dnlG3fvt34zHHWrFm4ubmRmJhI7dq1GThwIM2bN2fIkCFkZGQ4HftG5rJo0SKio6ONxVhKSgoNGjQAwM3NjerVq5OWlvaXziskJIRVq1ZhsVhITExk9+7dxnPVaDQajUaj0ZQMWtL9v89fLeM+Xag8vPAF/4yk22Kx2O2vys3NtTvfsGEDgYGB7Nu3zyjr0aMHbdu2pVKlSvj4+HDmzBk2bdrEr7/+yv79+5k4cSKHDh3igQceYOHChRw+fJh169Yxa9YsKlSowIgRIyhbtiwtWrQo9gFOnjyZ1q1bF9n3NWPGDE6ePMmLL75IlSpVjEXOgAEDGDBgANOmTeM///kPgwYNMvoUlo/fyFw+/vhjXnjhBeP6GRkZbNu2jdq1awNFJeQ3M6/c3Fy7eTVp0oTvvvuOwMBA6tatS2BgIAcPHtR730oYLUF1DXScXAMdJ9dAx8k10HG6dejFm+YvR0Q+BD4EaNjYVybtL/qfWVKfTta/SUlUqVLFSC/r5eVFQEAAHh4enDlzBk9PT7vUs++//z5PP/20XVmnTp145513AHjxxRepX78+nTp1IiAggGeeeYaIiAgiIiJ49913adasGWfPniUzM5MePawvDXfu3EleXl6xKW4tFgvR0dHs3r2b+vXrF3u/8+fPx93dHbPZzIQJE3jyyScBKFu2LBMnTrQbt0aNGrRo0YKWLa1ZbH/55Renc9m7dy/ly5dn6NChxhj+/v7Ur1+ftm3bYrFYuHbtGg888IDxZu5m5pW/YMyfF0BkZKTx+4477qBnz540ber0K1nN30xpScWscY6Ok2ug4+Qa6Di5BjpOtw792eT/PmlADaVU/gqqPpBi+50CNACw1Ve3tTfKC/VxVP6X8cADDzB/vvVLzvnz5xuLGrDu3dq8ebNdGcC5c+cAOHXqFMuWLePRRx8F4F//+hcbN24ErJ8nZmdnU6tWLe6++272799PZmYmFouFzZs3O1yUrFu3jsDAQLuFW2JiIhaL9W3iyZMnOXToED4+PtSrV48GDRqQ77Vbv379dRc715tLwf19xT2jL774gs6dO6OU+kvnlZmZaXxa+d133+Hm5qYXbhqNRqPRaDQlTUlnTNHHjR9cJ9ukrU0nimabXAL0sv2eBTxp+/0UMMv2uxew2PbbBOzFmo2yEXACKIv1Te0JW1l5WxuTs/k4yzbZq1cvqVevnri5uYmXl5fMnj1bLly4IJ07dxZfX1+JjIyUtLQ0o/3cuXMlOjq6yDjt2rWToKAgMZvNsm7dOqP82rVr0qdPHzGZTNK8eXNZv369Uffpp59K06ZNxWQyyahRo4zywYMH22Vd7N+/v8TExNhd75NPPpGmTZtKSEiING/eXJYvX27U7dmzR1q0aCHBwcHSo0cPuXjxooiILFu2TLy8vKR8+fJSp04d6dq163XnIiLSqFEjOXjwoF3Z1atXJSoqSpo0aSKtWrWS48eP/+l5lStXzm5eiYmJ4u/vL4GBgRIZGSlJSUlFnrvm1lNasnlpnKPj5BroOLkGOk6uQWmJE/+AbJPKep8aV0ApdUVEqjqp3wIEAlWxvkEbLCJrlVKNsSYXcQf2AI+JyDWlVEXgU6A51iyVvcTmdFNKvYQ1+YkFGCY2p5tS6h5gCtbF3Mci8oazOQcEBEj+Gx9N6UV/7uAa6Di5BjpOroGOk2ug4+QalJY4KaV2i0jL67d0XfRnky6Es4Wbrb69iNQWkUoiUl9E1trK/zIZt4h8LSL+tjqnC7fr8Uck3WD9H4bQ0FBMJhMdO3a0Gys3N5fmzZtz3333GWV9+vQhICCAZs2aMWjQIHJycgD47LPPMJvNBAcHc8cdd7B3795i55eYmEh4eDi+vr5ER0eTnZ0NwLx586hdu7YhxJ49ezZg/VQxLCzMmOOsWbOMsT7//HPMZjMmk4kxY8YY5cOHDzfG8ff3N1L453P58mXq16/P008/bZRlZ2fzxBNP4O/vT2BgIEuXLgVg1qxZBAcHExoaSrt27UhISACsnz22aNGC4OBgWrRowYYNG4rc60svvWQXB41Go9FoNBpN6UMv3jQlxoABA1izZo1d2cSJE4mMjOTo0aNERkYyceJEwJql8cknn2TVqlXEx8ezZMkSu37vv/8+QUFBdmV9+vTh0KFD7N+/n6tXrxqLrEaNGrF582b279/PuHHjeOKJJ4qd35gxYxg+fDjHjh2jZs2azJkzx6iLjo4mLi6OuLg4hgwZAoCHhwfbtm0jLi6O7du3M3HiRFJTU0lLS2PUqFGsX7+e+Ph4fvnlF9avXw9YM1nmj/PMM8/Qs2dPuzmMGzeODh062JW98cYb1KlThyNHjpCQkGAsZB999FH2799PXFwco0eP5vnnnwegVq1arF69mv379zN//nz69u1rN96yZcuoWLFisc9Ao9FoNBqNRlN60Is3F0Ip9apS6l2bgLvgsf36vW/6mi/+mf5/laR74cKF9OzZk4YNGwK/C7cBkpOT+eqrr4xFVD733HMPSimUUrRu3Zrk5GTAmjmxZs2aALRp08YoL4iIsGHDBqKioorMxRHly5c3hODXrl0jLy8PgBMnTuDn52ek9r/rrruMt2UFKZycZPfu3Zw9e5auXbvatctXBwCUKVOGWrVqAVCtWjWjTUZGhpF9snnz5nh6egJgMpm4evUq165dA6ypfd97770iCzqNRqPRaDQaTelDL95cj1/EKuAueBRxrd0oBbJQOuJPLd7+KI4k3UeOHCE9PZ1OnTrRokULPvnkE6PPsGHDePvttylTpvj/nHNycvj000/p1q1bkbo5c+bQvXv3IuVpaWnUqFEDNzfr46lfvz4pKb8n1ly6dClms5moqCg7efXp06cxm800aNCAMWPG4Onpia+vL4cPHyYpKQmLxcKKFSuKCK9PnjxJYmIinTt3BiAvL48RI0bw7rvv2rW7dOkSYH0jFxYWxsMPP2wnMp8xYwZNmjRh9OjRTJ06tch9LV26lLCwMGOROW7cOEaMGKHfvGk0Go1Go9G4ANrzVsqxJQ7ph1WOfR7YrZQKxZo1sjJwHBgkIulKKV9beW0gF3hYRI4XM2YnYDxwBggFmiqlVmDVAFQE3heRD5VSE4FKSqk4IF5E+iilHgOexZptcjvWzJW5hcb/yyXdJ0+e5PDhw0yaNIns7GyeeuoplFIkJyeTk5PDb7/9RlxcHGlpaUUkke+++y6NGzcuIvzes2cP06ZNY+rUqUX6/Prrr1y9etUoP3funDHPmjVrMn/+fMqXL8+qVavo0aMH7733ntF36tSpXLhwgXHjxuHh4YG7uztPPvkk3bt3p0yZMphMJtLT0+2uGRsbS9u2bdmyZQsAy5cvJyAggGPHjnHo0CFSUlIM8XhycjLVq1fnvffeY/HixfTt25cXX7SusU0mE3PmzGHdunU8/fTTxhs6sO7he/nll3n77bfZtGkTx44dY8eOHfTo0YPjx4/bxUFTOtESVNdAx8k10HFyDXScXAMdp1tISae71IfjA2gB7Me6SKsGHANGAvuAjrY2rwFTbL+3Aw/aflcEKjsYtxOQATQqUOZu+1sJOADcbju/UqBNELAaKGc7nwn0c3YPDRo1Ee8xXxY58klMTBSTyWSc+/v7S2pqqoiIpKamSr5qYMKECfLKK68Y7QYNGiSLFy+WsWPHipeXl3h7e0vdunWlUqVK0qdPH6Pdq6++Kj169JDc3FwpyN69e6Vx48Zy+PBhKY68vDy5/fbbJScnR0REfvzxR7v0/vlYLBapVq1asWMMHDhQlixZUqT8gw8+KKIECA0NlR9++ME4f/TRR6VBgwbi7e0tt99+u9x2220yZswYycvLk8qVKxv3c+rUKWnatGmRa+Tm5trN6/Tp0+Ln5ydbt241ymbOnCkeHh7i7e0ttWrVknLlyknHjh2LvRdN6aC01vetqgAAIABJREFUpGLWOEfHyTXQcXINdJxcg9ISJ/4BqgD92WTppj2wXEQyReQysAqoAtQQkc22NvOBDkqp2wAvEVkORibJTCdj7xCRxALnzyql9gI/YX0D51dMn0isC8qdtrdxkUDjP3F/RXAk6e7Rowdbt27FYrGQmZnJ9u3bCQoKYsKECSQnJ5OUlMSiRYvo3LkzCxYsAGD27NmsXbuW2NhYu08qT506Rc+ePfn000/x9/cvdh5KKSIiIvjiiy+KzOXMmTNGu1WrVhmJUpKTk7l69SoA6enpbN26lYCAAOB3kXh6ejozZ86025936NAh0tPTadu2rVH22WefcerUKZKSknj33Xfp168fEydORCnF/fffb/zrVkHh9tGjR43+X331FX5+1hBeunSJe++9l4kTJ3LnnXcabf7zn/+QmppKUlIS06ZNw9/fX/+rmUaj0Wg0Gk0pRn82+c8lI/+H7TPKu4C2IpKplNqE9c1dYRQwX0ReKKauWCqVK8vhifcWW9e7d282bdrEhQsXqF+/Pv/9738ZO3YsjzzyCHPmzMHb25vFixcDEBQURLdu3TCbzZQpU4YhQ4ZcN7X9v//9b7y9vY1FUc+ePXnllVd47bXXSEtL48knnwTAzc2NXbt2AdYkJ7Nnz8bT05O33nqLXr168fLLL9O8eXMGDx4MWD+LXLVqFW5ubri7uzNv3jwADh48yIgRI1BKISKMHDmS4OBgAJ577jlDSfDKK6/YLRoXLVpEr169jAQj1+Ott96ib9++DBs2jNq1azN37lwApk+fzrp16yhXrpzxaWd++bFjx3jttdd47bXXAPj222/tkr5oNBqNRqPRaEo/WtJdilFKhQHzgHCsC+2fgQ+AvsDTIrJFKfUqUF1EhiulfgImisgKpVQFoGxxb99si7WRInKf7bwHMERE7ldKBQJxQDcR2aSUSgfqiEiOUqopsBK4U0TOKaXcgdtE5KSje9CSbtegtMg1Nc7RcXINdJxcAx0n10DHyTUoLXHSkm5NiSIiPwOfY11MLQW22Kr6A+8opfZhTTjymq28L9bPH/cBPwL1bvBSawA3W7/XsX46mc+HwD6l1GcikgC8DHxra/sd4HGz9/dHJd0AO3fuxM3NzficEWD06NGYTCaCgoJ49tln8/fn0alTJwICAgwJdv6ni++99x5NmzbFbDYTGRnJyZPFrz1feuklGjRoQNWqxbvRly5dilLKeGuXlpZGREQEVatWtZNqg2NJ98mTJ4mMjMRsNtOpUyc7bcH8+fPx8/PDz8/PeIvm7L6uXbtGdHQ0vr6+hIeHk5SUBFil3gMHDiQ4OJiQkBDj08jffvvNGGPIkCHUqlWLYcOGAdeXh2s0Go1Go9FoSoCS3nSnj//tIz/hSHFs3rxZdu/ebZewZNSoUTJhwgQRsSYpGT16tFFnsVgkIiJCunfvbiQC+eGHH+SOO+4Qi8UiFotF2rRpY2ya7dixo+zcubPIdTds2CAZGRkiYk3a8cgjjxQ7v23btklqaqpUqVKlSN3ly5elffv2Eh4eblzjypUrsmXLFomJiZGnnnrKaHvhwgVp0KCBnDt3TkRE+vXrJ+vWrRMRkaioKJk3b56IiKxfv14ee+wxERFJS0uTRo0aSVpamly8eFEaNWokFy9edHpfM2bMkKFDh4qISGxsrHFf06dPlwEDBoiIyNmzZyUsLKxIApeNGzdKWFiYbN68uci4U6dOlYEDBxb7jDS3ltKyIVzjHB0n10DHyTXQcXINSkuc0AlLNKUFpVQDpVSi7VNFlFI1bec+SqkDTvrdrpTaqJS6opSaXqiuhVJqv1LqmFJqqrJtulJKuSulvlNKHbX9rWkrV7Z2x5RS+2yfdTrlr5J0A0ybNo2HHnrIbq+WUoqsrCyys7O5du0aOTk51K1b1+mcIiIiqFy5MuBY0p1fl++cK8y4ceMYM2aMnR+tSpUqtGvXrogzzZmkOyEhwXC7RUREsHLlSgDWrl1Lly5dcHd3p2bNmnTp0oU1a9Y4va+Czy4qKor169cjInbXqFOnDjVq1DDeFuZz+vRpzp07R/v27YuMW1gertFoNBqNRqMpGfTizUUQkdNADDDRVjQR6yeNDlFKBQMbgfpAOhCtlNpeoEkM8DjWzJJ+QL7FeiywXkT8gPW2c4DuBdo+Yev/l+JI0p2SksLy5cv5z3/+Y9e+bdu2RERE4OHhgYeHB3fffbeR/RFg4MCBhIb+P3tnHh1VkTbup0JAQNYIKCFA2AlNFhI04I8lgAmboOwug2F1dEQEhk2Q5XM+P0FAFsMyDquyL0JAUfYgOCBrANnCFggECSYsWYCkk/f3R3euadLdEByle6znnHvSt25V3br35cyZsm69TxD/+Mc/sPwHGVscSbqdcejQIRISEmjf3n4ilvtxJukODAzkq6++Aixut9TUVJKTk7ly5QqVK1c2+rhfEm7vufK28fT0pHTp0iQnJxMYGMj69esxm81cuHCBgwcP5pOEb9++nR49euRLmnK/PFyj0Wg0Go1G8/jQkzf3YirQSCk1CGgCTHZWWUSOiUiAdRI2BlghIqEASqmKQCkR2WtdZv4CeNna9CUsCgKsf/OWf2Fdmd4LlLH287uglDImE4MGDWLixIk2Kf8Bzp49y8mTJ7l8+TJXrlxh+/bthuh6yZIlHDt2jF27drFr1y6+/PJLm7aLFy/mwIEDDBs27KHHlJOTw5AhQ5gyZcpDtylbtiyzZ8+mR48eNG3aFF9fXwoVKgRYBOI7d+6kQYMG7Ny5k0qVKhnXHPGg57qfPn364OPjQ8OGDRk0aBDPP/98vnvs2LHD7ura8uXL6dq16wPHpNFoNBqNRqP5/dGqADdCLBkfh2FJMBJhPX/U7ioBeb8XvGwtA3haRHJlZj8DT+dpk2CnzdU8ZSil3sSyMke5cuUZ62/Od/PcpBk///wz6enpxnmpUqVYs2YNTz31FMnJyZQsWZKYmBh2795tTMpu3bpFdHQ0p06d4vLlyzz99NPGZ4B169Zl8eLFZGdnA7+6z4KDg1m7di1VqlQB4ODBg8yYMYNp06axZ88epy8qOzvbGF9aWhqHDx+mUaNGgCXBSps2bfjoo48Mp9upU6e4cuWKjTOtZMmSTJw4EYANGzZQtGhR4/rAgQMBuHPnDkuXLiU2NpZbt24RGxtr1Nm3bx9BQUHGub3nKlasGNHR0ZhMJrKzs/nll184duwYSileeuklw1M3YMAAbt68afR19uxZsrKySE1Nzed5mzt3Lu+99572v7kIaWlpOhZugI6Te6Dj5B7oOLkHOk5/II97050+CnYA04BEYLD13Bf46SHa9QKi8pw3BLbmOW8KfG39ffO+tjesf78GmuQp3wY0dHbfytVqSNURX+c7crlw4YJNwpKhQ4faJCwZNmyY3E9kZKSRsGT58uXSqlUrycrKkszMTGnZsqWsX79esrKy5Pr16yIikpmZKV26dJHZs2eLiMihQ4ekevXqEhcXl69ve9hLWJKLveQhCxYssElYImJJFCIikpKSIoGBgXL69GkREbl+/bqRPGTUqFEyZswYEbEkLPH19ZWUlBRJSUkRX19fSU5OdvpcUVFRNglLunXrJiIi6enpkpaWJiIimzdvlqZNm9qMbcSIEfLGG2/ke7aTJ09K1apVJScn50GvSPMH4SobwjXO0XFyD3Sc3AMdJ/fAVeLEnyBhiV55cyOUUkFAONAI2K2UWv4buruCZS9cLj7WMoBrSqmKInLV+llkUp42lR20sct/StLtiK5du7J9+3b8/f1RStGmTRs6dOhAeno6rVu3Jisri+zsbF544QX69+8PwLBhw0hLS6Nbt24AVKlShfXr1wMQFBREbGwsYFEQLF26lIyMDHx8fOjXrx/jx493Oh5fX19u375NZmYm69atY/PmzdSrV8+hpDsmJob3338fpRTNmjVj5syZAHh5eTFmzBieffZZo42Xl5fT5+rbty89e/akZs2aeHl5sXy55Z9HUlISrVu3xsPDg0qVKuX7zHLlypV2n6ug8nCNRqPRaDQaze+LlnS7CdZMkP8GxorIFqXUu1gmcaOxrJjVf0D7XlhWyQbkKdsHDAR+BDYCn4nIRqXUJCBZRCYopUYCXiIyXCnVHhgAtMMiDp8hIs85u6+WdLsHriLX1DhHx8k90HFyD3Sc3AMdJ/fAVeKkJd0aV6I/cElEtljPZwF+QNUHNVRKxQOfAr2UUpeVUvWsl/4GzAXOAueAb63lE4BwpdQZ4AV+zXC5EThvrf8va/tHZvr06dSvXx+TycS0adOM8s8++4y6detiMpkYPnw48Ouer6CgIAIDA1m7di0Ad+/e5bnnniMwMBCTycS4ceOMfrZt20ZwcDBBQUE0adKEs2fPOhzLpUuXKFGiBJMn/5oDxtH4YmNjadSoEUFBQTRs2JB9+/YBlr1ujRs35oknnrDpB+wLyQGOHDlC48aN8ff3p0OHDty+fRuALVu2EBISgr+/PyEhIWzfvj3fmDt27PhQgvPo6GgCAgKM8e7evdtokys4j4yMtBGcazQajUaj0WhckMf93aY+/rsPR5LuY8eOiclkkvT0dMnKypJWrVrJmTNnZPv27dKqVSu5e/euiPy6Vyy3nohIYmKilC9fXrKysiQnJ0dSU1NFxLIH7LnnnpM9e/aIiEitWrXkxIkTImIRWEdGRtodi4hIly5dpGvXrjJp0iSn4xMRCQ8Pl40bN4qIyDfffCPNmzc3xrpv3z4ZNWqU0U8u9oTkIiINGzaUmJgYERGZN2+efPDBByJi2Zd35coVYyze3t427dasWSOvvvrqQwnOU1NTjX1rR44ckTp16oiIreB869atNoJzjWui4+Me6Di5BzpO7oGOk3vgKnHiT7DnTa+8uTBWuXbr+8oGKaW+zRVzK6XClFJfO+kjTCl1SykVaz3G5rnWRil12irdHpmnvJpS6kdr+QqlVBFr+RPW87PW674PegZ7km6AkydPEhoaSvHixfH09KR58+Z89dVXzJ49m5EjR/LEE08AGELu3HpgWW3L3YellKJEiRIAZGVlkZWVZXMtdyXr1q1beHt72x3junXrqFatGiaTyShzND5n/VaoUIFnn32WwoUL57uHPSE5QFxcHM2aNQMgPDzckHc3aNDA6NdkMnHnzh3u3bsHWDI6ffrpp3zwwQc2fTkSnJcoUcJ4J+np6TbvJ1dwnvvuHiQ412g0Go1Go9E8PvTkzbVZBrxyX9krwMf3V1RKtc4zQcs91lov7xKRIOvxobV+IWAmFvF2PeDVPJ9TTgSmikhNLHLvvtbyvlgyT9bE4pyb+KgPVr9+fXbt2kVycjIZGRls3LiRhIQE4uLi2LVrF6GhoTRv3pz9+/cbbX788UdMJhP+/v7MmTPHmMxlZ2cTFBREhQoVCA8PJzQ0FLCkuW/Xrh0+Pj58+eWXjBw5Mt840tLSmDhxos3nls7GBzBt2jSGDRtG5cqVGTp0KB9/nC8cD43JZCI6OhqAVatW5ZNnA6xZs4bg4GBjQjtmzBj+/ve/U7x4cZt6jgTnYBGA161bl/bt2zN//nzAVnDetWvXfIJzjUaj0Wg0Go1roSdvrs1qoH2elS9fwBtb1xoAIrIpzwQt9+jkpO/ngLMicl5EMoHlwEvWxCgtrfeG/JLuXHn3aqCVesRUhH5+fowYMYKIiAjatGlDUFAQhQoVwmw2k5KSwt69e5k0aRLdu3fHsgoOoaGhHD9+nP379/Pxxx9z9+5dAAoVKkRsbCyXL19m3759/PTTTwBMnTqVjRs3cvnyZXr37s2QIUPyjWP8+PEMHjzYWL170PgAZs+ezdSpU0lISGDq1Kn07ds3X78Py/z585k1axYhISGkpqZSpEgRm+vHjx9nxIgR/POf/wQs++3OnTtHp07OQmsrOAfo1KkTp06dYt26dYwZMwawFZyvWrXKRnCu0Wg0Go1Go3E9tCrAhRGRFGtGyLZANJZVt5VAQbNKNFZKHcHihxsqIsexL9wOBZ7C4nkz5ynPlXcbbUTErJS6Za3/S96bPUjSnStxrFGjBlOmTAHgX//6F+XLl6d48eJUr16dnTt3ApCZmUl0dDRlypSx6cNsNrNo0SJDjJ2Lr68vM2fOpHXr1vz444/cuXOHmJgYqlSpwsyZM/MJJDdv3szixYsZOHAgaWlpeHh4kJCQQKdOneyOLyYmhvnz59OpUydiYmIoX748e/bssek3Pj6eYsWK5bvX/ULyXEaNGgVAQkICFSpUMK5fv36dIUOGMHz4cBISEkhISCA6Opp///vfPPPMM2RnZ3Pz5k2CgoKYNm2aQ8H5/Zw4cYLo6Gi+/fZbQ3CenZ2dT3CucT20BNU90HFyD3Sc3AMdJ/dAx+kP5HFvutOH8wN4HVhm/R0LhJBHzA2EYZVrO2hfCihh/d0OOGP93RWYm6deTyAKKIdlRS63vHKee/0E+OS5dg4o52z89iTdueQmI7l48aLUqVNHbty4IbNnzzZE1adPnxYfHx/JycmR8+fPGwlL4uPjpWLFinL9+nVJSkqSGzduiIhIRkaGNGnSRDZs2CBZWVny1FNPGTLsuXPnSufOncUZ48aNs0k0Ym98IiJ169Y1NuZu3bpVgoODnfaTy/1C8rz3yM7Olp49e8q8efNEROTGjRsSEBAga9ascTjehxWcnzlzxkhYcvDgQfH29pacnBwbwfmWLVsMwbnGdXGVDeEa5+g4uQc6Tu6BjpN74Cpx4k+QsESvvLk+0cBUpVQwUFxEDj5MopBcROR2nt8blVKzlFLlcCzcTgbKKKU8xbL6llfEndvmslLKEyhtre8QZ5LuLl26kJycTOHChZk5cyZlypShT58+9OnTh/r161OkSBEWLVqEUordu3czYcIEChcujIeHB7NmzaJcuXIcPXqUyMhIsrOzycnJoXv37rz44ouAZbWsS5cueHh4ULZsWWOv1/r16zlw4AAffvih03dnb3y5/b733nuYzWaKFi3K559/DlhW1ho2bMjt27fx8PBg2rRpnDhxglKlStkVkvft25dly5YZYu7OnTvTu3dvAKKiojh79iwffvihMc7NmzcbCVzs4UhwvmbNGr744gsKFy5MsWLFWLFiBUopG8H5nTt36Ny5Mx06dHD6TjQajUaj0Wg0jw8t6XYDlFIrgDpAtIiMs07evhaR+kqpMCyfQr7ooO0zwDUREaXUc1j2qlUFCgFxQCssk7L9wGsiclwptQpYIyLLlVJzgKMiMksp9Q7gLyJvKaVeATqLSHdnY9eSbvfAVeSaGufoOLkHOk7ugY6Te6Dj5B64Spy0pFvjKiwDAq1/C0pX4CfrnrcZwCvWlWUzMADYBJwEVoplLxzACGCIUuoslj1t86zl84CnrOVDgPzpGwuAPQn2mDFjDKF0REQEiYmJRv2YmBiCgoIwmUw0b97cKHckwHYk076fXFG1n5+fIapOTU01pOBBQUGUK1eOQYMGATBnzhz8/f0N+feJEycAxyJxgJs3b9K1a1fq1q2Ln58fe/bsMa4VREoOlkQsJpOJ+vXr8+qrrxqJWxxJyS9evEirVq0ICAggLCyMy5cvG31dunSJiIgIIiMjqVevHvHx8Q8ZPY1Go9FoNBrNH87j/m5TH//dR0El3bdu3TLqTJ8+Xf7617+KiGUPmJ+fn1y8eFFEft0rJuJYgO1Ipp2XvKJqs9nsUFQdHBwsO3fuFBGxGWN0dLS0bt1aRByLxEVE3njjDfnXv/4lIiL37t0z9s8VVEp++fJl8fX1lYyMDBER6datmyxYsEBEHEvJu3btKgsXLhQRkW3btslf/vIXY/zNmzeXzZs3y44dOyQ1NVXS09PzPbvGdXCVPQUa5+g4uQc6Tu6BjpN74Cpx4k+w502vvLkwSqnKSqkLSikv63lZ67nvf6uku1SpUkbbvELppUuX0rlzZ6pUqQJgs/fLkQD7YSTdeUXV9+7dsyuqjouLIykpiaZNmwI4HKMjkfitW7f4/vvvDaVAkSJFjP1zBZWSgyXT5p07dzCbzWRkZBjP5eh5T5w4QcuWLQFo0aKF4ZU7ceIEZrOZ8PBwwCLzvt8dp9FoNBqNRqNxHfTkzYURkQRgNjDBWjQB+NxeXaVUbzuS7pnWy24j6QYYPXo0lStXZsmSJUayjri4OG7cuEFYWBghISF88cUXD7zHw8i084qqK1asaFdUvXz5cnr06GEzgZo5cyY1atRg+PDhzJgxwyi3JxK/cOEC5cuXp3fv3jRo0IB+/fqRnp5uPFdBpOSVKlVi6NChVKlShYoVK1K6dGkiIiIAx1LywMBAvvrqK8Ai605NTSU5OZm4uDjKlClD586d6d+/P8OGDdOaAI1Go9FoNBoXRk/eXJ+pQCOl1CCgCTDZXiURWSD5Jd3vOOnXJSXdAB999BEJCQm8/vrrREVFAZbVpoMHD/LNN9+wadMm/vGPfxAXF+f0Hg8j084rqr5y5YpdUfXy5ct59dVXbcreeecdzp07x8SJE/nf//1fo9yeSNxsNnPo0CHefvttDh8+zJNPPsmECROM5yqIlPzGjRtER0dz4cIFEhMTSU9PZ/HixYBjKfnkyZPZuXMnDRo0YOfOnVSqVMkQou/atYvJkyczZ84czp8/z8KFCx82hBqNRqPRaDSaPxitCnBxRCRLKTUM+A6IsJ4XtBu3kXTnFTxWr16dkSNH0qJFCzIzM6lTp46xMlWrVi2WLl1qZDayJ8B+kEwbLBOzXFE1kE9UffbsWVJTU0lNTbUrn3zmmWdYs2aNkeI/L7ki8fLly1OuXDlDGF6jRg2WLl1Kq1atCiwlv3r1KkWLFuX4cUtuGT8/P1atWkWJEiWcSskHDhwIwJ07d1i6dCmxsbEkJSXh6+vLpUuXuHPnDnXq1GHDhg3UqFEj37NoXAMtQXUPdJzcAx0n90DHyT3QcfoDedyb7vTx4AOYhmXiNdh67st/qaQ7Li7OuD5jxgzp0qWLiIicOHFCWrZsKVlZWZKeni4mk0mOHTtm1LUnwH6QTFtEbETVmZmZ+UTVI0aMkLFjx9q0yTvG9evXS0hIiIiIQ5G4iEiTJk3k1KlTImKReA8dOlREpMBS8r1790q9evUkPT1dcnJy5I033pAZM2Y4lZJfv35dsrOzRURk1KhRxv3MZrMEBARIUlKS7NixQ3r16iVRUVH53pHGdXCVDeEa5+g4uQc6Tu6BjpN74Cpx4k+QsESvvLk4SqkgIBxoBOxWSi0vSHtxM0l33759OX36NB4eHlStWpU5c+YAlhWmNm3aEBAQgIeHB/369TPUAI4E2I5k2gcOHGDOnDnMnTvXRlStlKJNmzY2ouqVK1eyceNGm3FHRUWxdetWChcuTNmyZVm0yPIlqSOROFh0AK+//jqZmZlUr16dBQsWABRYSl6uXDm6du1KcHAwnp6eNGjQgDfffBNPT0+HUvKYmBjef/99lFI0a9bMkIIXKlSIyZMn06pVK9LS0mjWrBn9+/d3Fk6NRqPRaDQazWNES7pdGOt+sn8DY0Vki1LqXSyTuNFoSbfmP4iryDU1ztFxcg90nNwDHSf3QMfJPXCVOGlJt+Zx0x+4JCJbrOezAD8sk6+Hxa0k3cOGDaNu3boEBATQqVMnbt68adPm0qVLlChRgsmTLXlbEhISaNGiBfXq1cNkMjF9+nSj7pEjR2jcuDH+/v506NDBSKN/P44k3z169DBE2b6+vgQFBT3yWFatWoXJZMLDw8PYXwcQHx9PsWLFjPu89dZbxrUVK1YQEBCAyWRixIgRRrkjSfij9DV48GCCgoLo168ftWvXzrfXTqPRaDQajUbjQjzu7zb18d99FFTSvWnTJmOv1/Dhw2X48OE27bp06SJdu3aVSZMmiYhFYH3w4EEREbl9+7bUqlVLjh8/LiIiDRs2lJiYGBERmTdvnnzwwQd2x+JI8p2XIUOGyP/8z/888lhOnDghp06dkubNm8v+/fuNPuzt1RMR+eWXX6Ry5cqSlJQkIhbJ99atW0XEsST8UfrKZceOHTJjxgzp3bu3w3egefy4yp4CjXN0nNwDHSf3QMfJPXCVOPEn2POmV95cFGeCbgf1v1NK3bxf2P0owm2l1PvW8tNKqdZ5yu1KvR8FR5LuiIgIQ07dqFEjLl++bLRZt24d1apVw2QyGWUVK1YkODgYgJIlS+Ln58eVK5YtenFxcTRr1gyA8PBw1qxZY3csjiTfuYgIK1eutNEFFHQsfn5+1KlT56Hfz/nz56lVqxbly5cH4IUXXjDG70gS/ih95WXZsmX5lAgajUaj0Wg0GtdBT95cFHEg6BaReAdNjgIpQNP7JN0FEm5bRd2vACagDTBLKVXoAVJvh9zJysZ35Dc2BziXdOcyf/582rZtC1hS0E6cOJFx48Y5vFd8fDyHDx8mNDQUAJPJRHR0NGD5bPH+/h+WXbt28fTTT1OrVq1HHoszLly4QIMGDWjevLnhmKtZsyanT58mPj4es9nMunXrbMbvSBL+KH2BRbVw4cIFWrZs+fAvRqPRaDQajUbzh6Inb67NQwm6AURkONAH2CVWSTeWPW0FFW6/BCwXkXsicgE4i0XobVfq/agP5kzSDRZRt6enJ6+//joA48ePZ/DgwZQoUcJuf2lpaXTp0oVp06YZK1Pz589n1qxZhISEkJqaSpEiRR5prPevSD3KWBxRsWJFLl26xOHDh/n000957bXXuH37NmXLlmX27Nn06NGDpk2b4uvra/N+7EnCH7UvgB07dtC1a9d85RqNRqPRaDQa10GrAlwYsSPoLmAXjyLcrgTszdNH3jb2pN75+K2S7u+++44NGzYwZcoUQ169efNmFi9ezMCBA0lLS8PDw4OEhAQ6deqE2Wzm/fffJzQ0FC8vLxtJ5KhRoywDT0igQoUKDgWS9iTfANnZ2axYsYJ//vOfxrVHHQvAzZs3OXjwIGlpaXbH8dRTT7Fs2TLaBlbmAAAgAElEQVTq1KlDyZIlmThxIgAbNmygaNGi+fpzJgkvSF9bt25l8ODBWrDp4mgJqnug4+Qe6Di5BzpO7oGO0x/I4950pw/nB/cJuh9QN4w8wm4eQbiNRdT9lzzl87BkrLQr9X7QmAoq6f7222/Fz8/PSK5hj3HjxhlJQnJycqRnz57y3nvv5auX2392drb07NlT5s2b57BPR8k+vv32W2nWrNlvHksu9ycsSUpKErPZLCIi586dE29vb0lOTrYZf0pKigQGBhoCbkeS8EfpS0Tk5MmT8vTTT0tOTo7DcWtcA1fZEK5xjo6Te6Dj5B7oOLkHrhIn/gQJS/TKmwtjT9AtIlcL0MWjCLcdybtxUu6Qgkq6BwwYwL179wgPDwcsSUtyRd32+OGHH/jyyy+N1PkA//d//0e7du1YtmyZIaTu3LmzsTqVmJhIv379DPm2I8k3wPLlyx86iYezsaxdu5Z3332X69ev0759e4KCgti0aRPff/89Y8eONWTcc+bMMZKnvPfeexw5cgSAsWPHUrt2bcCxJPxR+sp9xpYtWz4w8YlGo9FoNBqN5vGiJd0uiiNBt4i87qRNGPcJuwsq3FZKmYClWPa4eQPbgFqAwoHU29lzaEm3e+Aqck2Nc3Sc3AMdJ/dAx8k90HFyD1wlTlrSrXmc2BV0K6Wa26uslNoFrMKSeORynhT/BRJuWydjK4ETWPbavSMi2eJc6v1ITJ06FZPJRP369Xn11Ve5e/cu27ZtIzg42BBQnz17FoBPP/2UevXqERAQQKtWrbh48SIAsbGxNG7cGJPJREBAACtWrDD6d9RXXjIzM+nduzf+/v4EBgbafK/tSGztaCwAixYtolatWtSqVctYEUtNTTXE2UFBQZQrV45BgwYBsHDhQsqXL29cmzt3LmBJIJK3TdGiRVm3bh1gWXmrWbMmSil++eWXfM+0f/9+PD09Wb16tVF26dIlIiIi8PPzo169esTHxwOwfft2goOD6d27N5GRkZjN5nz9aTQajUaj0WhchMf93aY+/rsPR5Luy5cvi6+vr2RkZIiISLdu3WTBggVSq1YtOXHihIiIzJw5UyIjI0VEZPv27ZKeni4iIrNmzZLu3buLiMjp06eNPWBXrlyRZ555Rm7cuCEi4rCvvERFRUmvXr1ExLIvLDg4WLKzs52KrR2NJTk5WapVqybJycmSkpIi1apVk5SUlHz3DA4Olp07d4qIyIIFC+Sdd96x+45ySU5OlrJlyxr3PHTokFy4cEGqVq0q169ft6lrNpulRYsW0rZtW1m1apVR3rx5c9m8ebOIiKSmpkp6erpkZ2eLj4+PnD59Wnbs2CFjxoyRuXPnOh2L5vHiKnsKNM7RcXIPdJzcAx0n98BV4sSfYM+bXnlzM5RSO/KKs61lg5RSsx3U/93l3Y+K2Wzmzp07mM1mMjIy8Pb2RinF7du3Abh16xbe3t4AtGjRguLFiwO28u7atWsb/jVvb28qVKjA9evXc8drt6+8nDhxwnCbVahQgTJlynDgwAGnYmtHY9m0aRPh4eF4eXlRtmxZwsPD+e6772zuFxcXR1JSEk2bNn3o97R69Wratm1r3LNBgwb4+vrarfvZZ5/RpUsXKlSoYPOMZrPZ2EdYokQJihcvTnJyMkWKFDH2vzkTmWs0Go1Go9FoHj86YYkboZTyB2oCS5VSuWn77wECDHfQbBJQHPjrfeW58u7cvXB9sUjBDXm3dS/cRKDHffJub2CrUqq2iGQ7G3OupDsv8RPaU6lSJYYOHUqVKlUoVqwYERERREREMHfuXNq1a0exYsUoVaoUe/fuzdfnvHnzDHl3Xvbt20dmZiY1atQAeKi+AgMDWb9+Pa+++ioJCQkcPHiQhIQEWrZsaYitfXx8WLduHZmZmU7HcuXKFSpX/jWni4+PD1eu2OZ0Wb58OT169LBJDrJmzRq+//57ateuzdSpU236yG0zZMiQfPe+nytXrrB27Vp27NjB/v37jfK4uDjKlClD586duXDhAi+88AITJkygXLlymM1mDhw4AFgmiY8qMtdoNBqNRqPR/P7olTc3QkSOAYFANvCcWETcPbBMpnY5aLMNSM1bZk2G8p+Sdz8SN27cIDo6mgsXLpCYmEh6ejqLFy9m6tSpbNy4kcuXL9O7d+98k5bFixdz4MABhg0bZlN+9epVevbsyYIFC/DwsPyzflBfAH369MHHx4eGDRsyaNAgnn/+eQoVKvRQYmtHY3HG/dkrO3ToQHx8PEePHiU8PJzIyMh8z3Xs2DFat37wQuegQYOYOHGi8fy5mM1mdu3axeTJk9m/fz/nz59n4cKFKKVYvnw5gwcP5u2336ZkyZJa0q3RaDQajUbjwuiVNzdDRFKUUvuAtkA0ltWwldbvfB+W/7S824aHkXTHxMRQtGhRjh+35Dzx8/Nj1apVHDhwgDt37hATE0OVKlWYOXOmkUTk4MGDzJgxg2nTprFnzx6jv/T0dAYPHszrr7/O3bt3iYmJ4ebNm/z4448O+8rLSy+9xEsvvQTAgAEDuHnzJjExMU7F1vbGcuvWLWJjY406+/btIygoyDg/e/YsqamppKam2h1HzZo12bdvn8211atXExoayg8//JCv/t27d/nhhx8oXbo0ALt372bXrl3GWKKjozl16hReXl74+vpy6dIlLl26RJ06ddiwYYOxQvmPf/yDtLQ0Tp48SZkyZbRk04XRElT3QMfJPdBxcg90nNwDHac/kMe96U4fBT+A14Fl1t+xQMgD6ofxO8m7HzRWR5LuvXv3Sr169SQ9PV1ycnLkjTfekBkzZshTTz1lCKTnzp0rnTt3FhFLko7q1avbCKpFRO7duyctW7aUqVOn2pRnZWU57Csv6enpkpaWJiIimzdvlqZNmxrXHImtHY0lOTlZfH19JSUlRVJSUsTX19eQZIuIjBgxQsaOHWvTJjEx0fj91VdfSWhoqM310NBQ2b59e75xi4jdhCW5REZGGglLzGazBAQEGMlXevXqJVFRUTbPuGnTJmnZsqVs27bNbn8a18BVNoRrnKPj5B7oOLkHOk7ugavEiT9BwhK98uaeRANTlVLBQHEROVjA9v9pebdDHEm6Q0ND6dq1K8HBwXh6etKgQQPefPNNfHx86NKlCx4eHpQtW5b58+cDMGzYMNLS0ujWrRsAVapUYf369axcuZLvv/+e5ORkFi5cCFjS7wcFBfGvf/3Lbl/r16/nwIEDfPjhhyQlJdG6dWs8PDyoVKkSX375pTFGR2JrR2Px8vJizJgxPPvss0abXEk2wMqVKw0xeC4zZsxg/fr1eHp64uXlZTwDQHx8PAkJCTRv3jxfm08++YSff/6ZgIAA2rVrZygG7FGoUCEmT55Mq1atEBFCQkLo378/AJMmTeLrr78mPT2dIUOGGMlbNBqNRqPRaDSuh5Z0uylKqRVAHSBaRMY9oG4Yv5O8Wx6QsERLut0DV5Frapyj4+Qe6Di5BzpO7oGOk3vgKnHSkm6NK7MMS/KSZc4q/d7y7t/yAPYk3U2bNjXE1N7e3rz8siWPSnR0NAEBAQQFBdGwYUN2795t9GNPjA0wevRoKleuTIkSJZyO4+OPP6ZmzZrUqVOHTZs2GeW+vr74+/sb98xl/PjxVKpUyRhn7mpafHw8xYoVM8rfeustwLmk+9KlS7Ro0YIGDRoQEBBg9JWVlUVkZCT+/v74+fnx8ccfA3D69GmbvkqVKsW0adMASElJITw8nFq1ahEeHs6NGzcAy/+gli5d2mjz4Ycf5nvGfv362TyjRqPRaDQajcYFedzfberjv/soqKQ7L507d5ZFixaJiEUsnZOTIyIiR44ckTp16oiIczH2nj17JDExUZ588km7YxAROX78uAQEBMjdu3fl/PnzUr16dTGbzSLieE/ZuHHjZNKkSfnKL1y4ICaTyeG9cskr6e7fv7/MmjXLGEvVqlVFRGTJkiXSo0cPEbHsy6tatapcuHDBph+z2SxPP/20xMfHi4jIsGHD5OOPPxYRkY8//liGDx8uIpbv0Nu3b293LLnP6Crfqmuco+PkHug4uQc6Tu6BjpN74Cpx4k+w5+1PtfKmlPJVSv1UgPodlVIjrb/HK6WGOutTKdVQKTXjPzfi345SatQjtptrdbs5qxOjlHrk5Rp7ku5cbt++zfbt242VtxIlShhutPT0dOO3MzF2o0aNqFixotMxREdH88orr/DEE09QrVo1I+Pj78X9km5HInGlFOnp6cY7KlKkCKVKlbLpa9u2bdSoUYOqVasaz5KrGoiMjGTdunW/23NoNBqNRqPRaP54/lSTt4IiIutFZEIB6h8QkYG/55jsoZTyV0rF3nf8aL1c4MmbUqqQiPQTkRO/dWy5ku68B2Aj6a5YsSKlS5cmIiLCaLdu3TpatWplM2FZu3YtdevWpX379kbykYcRYzvDWXulFBEREYSEhPD555/btIuKiiIgIIA+ffoYnycCXLhwgQYNGtC8eXMjbX9e7pd0jx8/nsWLF+Pj40O7du347LPPAOjatStPPvkkFStWpEqVKgwdOtQm+UluX3mdcdeuXTMmq8888wzXrl0zru3Zs4fAwEDatm1r6BnyPuObb76Z7xk1Go1Go9FoNK7Fn3Hy5qmUWqSUOqqUWq2UKq6UildKlQNj9SzG+ruXUirq/g6UUiFKqSNKqT3AO3nKw5RSX1t/j1dKzbeuTp1XSg3MU2+MUuqUUmqLUmqZvRW9PHVjlFJTlVLfK6VOKqWeVUp9pZQ6o5T6XzDk3fFY5N2FgVkiEqqUmgAUs07mllj7+4tSap+17J9KqULW8jSl1IfWSV/jvKtqSqnZSqkDSqnjSqn/+Q3v3sCRpDuXZcuW2UxMADp16sSpU6dYt24dY8aM+U8Mwym7d+/m0KFDfPvtt8ycOZPvv/8egLfffptz584RGxtLxYoV+fvf/w5AxYoVuXTpEocPH+bTTz/ltddeM1bVcrl/wrVs2TJ69erF5cuX2bhxIz179iQnJ4d9+/ZRqFAhEhMTuXDhAlOmTOH8+fNGu8zMTNavX29kvLwfpZQxQQwODubixYscOXKEd99911jNzPuMEydOtHlGjUaj0Wg0Go3r8WdUBdQB+orID0qp+cDfHqGPBcAAEfleKTXJSb26QAugJHBaKTUbCAK6WP8WBg4BD0r1nykizZRS72HRBIQAKcA5pdRUEUkG+ohF4F0M2K+UWiMiI5VSA0QkCEAp5Qf0AP6fiGQppWZhccZ9ATyJxfU21lo37/1HW/suBGxTSgWIyFFHg/0tkm4fHx9u3brFv//9bwYPHuxQ+HjixAmio6MfKMYGyM7OdtjPvXv32LlzJz4+PgAcPXqU4OBgo/6ZM2cAaNCgAcuWLSMnJ8emvb+/P0uXLrXb/1NPPcWyZcuoU6cOYF/SnZv2P/f85s2bREdHs2jRIurVq2fIuatXr86iRYto0aIFYJl0VatWjZMnT3Ly5EkASpUqxZo1a3jqqadITk6mZMmS+cZVvHhxUlNTiY6ONuTeZ86coXDhwg6fUeM6aAmqe6Dj5B7oOLkHOk7ugY7TH8efcfKWICI/WH8vBgr0maNSqgxQRkRylyi+BNo6qP6NiNwD7imlkoCngf+HJb3/XeCuUmrDQ9x2vfXvMeC4iFy1juU8FvdaMjBQKdXJWq8yUMtanpdWWCZ++62Ts2JAkvVaNrDGwf27WydknkBFoB7gcPImIp8DnwNUqV5Tphyz/WcW/3oYxYoVY9WqVTz33HMUK1aMBQsW8MILLxAWFsacOXN4+eWXbT6jPHv2LDVq1EApxaFDh1BK0bFjR5o2bUpISAiBgYEA/PTTTyxatMjmE8NChQo5TF9bvnx5XnvtNaKiokhMTCQ5OZm33nqLu3fvkpOTQ8mSJUlPT2fUqFGMHTuWsLAwrl69anyeOHXqVEJDQwkLC+P69et4eXlRqFAhzp8/z/Xr1+nWrZsxlu+++44+ffrYjMXPz4+MjAzCwsKMSdjLL79MXFwcp06dIiwsjPT0dC5evMjEiRMJCAgAYM6cOfztb3+z6atHjx6cOXOGLl26MGHCBF555RXCwsL4+eefefrpp1FKsW/fPooUKULHjh3JyMgwnvHbb78lLi7OeEaNa+IqqZg1ztFxcg90nNwDHSf3QMfpj+PPOHm7X2wngJlfPyEt+h+81708v7N59Ped20/OfX3mYPkMNAx4AWgsIhnWzz7tPYcCFonI+3au3RU7qf+VUtWAocCzInJDKbXQQd92KaikGyyfFo4cOdKm/po1a/jiiy8oXLgwxYoVY8WKFSilnIqxhw8fztKlS8nIyMDHx4d+/foxfvx4G0m3yWSie/fu1KtXD09PT2bOnEmhQoW4du0anTpZ5sJms5nXXnuNNm3aGP3GxsailMLX15d//vOfAHz//feMHTuWwoUL4+HhwZw5cx4o6Z4yZQr9+/dn6tSpKKVYuHAhSineeecdevfujclkQkTo3bu3MXFLT09ny5Ytxn1zGTlyJN27d2fevHlUrVqVlStXArB69Wpmz56Np6cnxYoVY/ny5SilbJ7x1q1b9O/f33hGjUaj0Wg0Go0L8rjTXf6RB+CLZbLW2Ho+F/g7sBVoay2bCsRYf/cCoqy/x2MRXYNl1amJ9fdELJ8bAoQBX99f33r+k/X+z2L5VLIoUAI4nbeenTHHAA3v7z/vNeAlYIO1rC5wFwiznt8AClt/1wPOABWs515AVevvNHv3xeKSO4Jlcvs0cA3odf/YHB2OVAEa18JVUvxqnKPj5B7oOLkHOk7ugY6Te+AqcUKrAv4rOQVEKqWOAmWB2cD/ANOtQuuHEU/3BmZaE5bcKcjNRWQ/ls8gj2D5TPEAcKsgfdjhOywrcEeBfwB781z7HDiqlFoiluyRHwCbrXW3YPkM0tl4jwCHgePAfOAHZ/ULgj1Jt4gwevRoateujZ+fHzNmWMwLt27dokOHDgQGBmIymViwYIHRz6VLl4iIiMDPz4969eoRHx9vc5+BAwc6FHU7EmuDJSnIm2++Se3atalbty5r1th+VbpmzRqUUhw4cACAJUuW2Ai0PTw8iI2NBSyJSfz9/QkICKBNmzb88ssvAAwbNoy6desSEBBAp06duHnzptG/I3m4vfcGOBSc57J//348PT1ZvXq1Tfnt27fp1q0bAwYMcBApjUaj0Wg0Go1L8Lhnj3/GAyhh/Vscy+Qt+HGP6fc6Cirpnj9/vvTs2VOys7NFROTatWsiIvLRRx8Z0umkpCQpW7as3Lt3T0REmjdvLps3bxYRi8w7PT3duM/+/fvlL3/5i0NRtzOx9tixY2X06NEiIpKdnW0j7L59+7Y0bdpUQkNDZf/+/fnaHj16VKpXry4iIllZWVK+fHmj/bBhw2TcuHEiIrJp0ybJysoSEZHhw4cbz+hIHv4wcnMRW8G5iEXo3aJFC2nbtq2sWrXKpu7AgQOlZcuW8s4779h9DxrXwVX+y6bGOTpO7oGOk3ug4+QeuEqc0Ctvmt+Jz5VSsVg+n1wjIoce1EApVVkpdUEp5WU9L2s9dyoet16/k8f/NifPtRCl1DGl1Fml1AxlzWKilPKyagzOWP+WtZYra72zVtVC8G95CfYk3bNnz2bs2LF4eFj+aVaoUCF3rKSmpiIipKWl4eXlhaenJydOnMBsNhMeHg5YZN7FixcHLFkmhw0bxieffPJI45s/fz7vv2/ZHujh4UG5cuWMa2PGjGHEiBEULWp/+9+yZct45ZVXgF//A0l6ejoiwu3btw0Zd0REBJ6elq2QjRo14vLly4BzebgzuTnkF5wDfPbZZ3Tp0sV4n7kcPHiQa9euGXsGNRqNRqPRaDSui568PQZE5DURCRKRuiLyMYBSaqbKL9runadNApZPPHOl4ROwZnR8CM5Z7xckIm/lKZ8N9MeSmbIWkJutYiSwTURqAdus52DJqplb901re6cUVNJ97tw5VqxYQcOGDWnbtq2Rqn/AgAGcPHkSb29v/P39mT59Oh4eHsTFxVGmTBk6d+5MgwYNGDZsGNnZli9fo6Ki6Nixo5EZ0hH2xNq5ny+OGTOG4OBgunXrZkivDx06REJCAu3b50/EksuKFSsMn1vhwoWZPXs2/v7+eHt7c+LECfr27Zuvzfz582nb1pK41JE8/EFyc8gvOL9y5Qpr167l7bfftqmXk5PD3//+dyZPnuz0/Wg0Go1Go9FoXAM9eXMRROSdPBOs3GPBfdWmAo2UUoOAJsAj/79upVRFoJSI7LUuM38B5C7VvAQssv5edF/5F9aV6b1AGWs/BcaRpPvevXsULVqUAwcO0L9/f/r06QPApk2bCAoKIjExkdjYWAYMGMDt27cxm83s2rWLyZMns3//fs6fP8/ChQtJTExk1apVvPvuu07H4UisbTabuXz5Ms8//zyHDh2icePGDB06lJycHIYMGcKUKVMc9vnjjz9SvHhx6tevD0BWVhazZ8/m8OHDJCYmEhAQwMcff2zT5qOPPsLT05PXX3/9kd5bXu4XnA8aNIiJEycaq5m5zJo1i3bt2hmOO41Go9FoNBqNa/NnVAW4LWIRaw/DkqAkwnr+ME2rKaUOA7eBD0RkF1AJuJynzmVrGcDTYnXJAT9jyTKJ9XqCnTZX85T9Jkm3l5cX3t7exMTEULZsWQ4fPkxMTAyTJ0/mtddeY+fOnQCULVuWJUuWICL4+vpy6dIlLl26RJ06ddiwYQNJSUmcOHHCmJhkZGRQqVIllixZ4vRF5Yq1a9euTdGiRfHy8iImJgYfHx9mzJjBxo0bOXz4MI0aNQIgJSWFNm3a8NFHHxky7pkzZxIaGmrIKk+dOsWNGzdISEggISGBWrVqsWzZMpo0aQJY/G8bNmxgypQpxvM5kodPnz7dodwcsCs43717t7GieOvWLaKjozl16hQxMTEcO3aMTz/9lIyMDLKzs0lJSTGUDRrXQ0tQ3QMdJ/dAx8k90HFyD3Sc/kAe96Y7fRTsAKYBicBg67kvVlWBg/pPAE9Zf4dgmXyVwqIB2JqnXlN+1RzcvK+PG9a/X2NVJFjPt/EAVUDlajWk6oivbQ4Rkb1790q9evUkPT1dcnJy5I033pAZM2bIiBEjZN68eSJi2fzasGFDERF56623jCQfP//8s3h7e8v169fFbDZLQECAJCUliYhIr169JCoqSu7HUcKSpKQkMZvNIiJy7tw58fb2luTkZBER6dGjh2zbtk1ERBYsWCBdu3bN17558+Y2CUuys7PF29tbzp07Z5RduXJFnnnmGWOMH3zwgQwZMkRERL799lvx8/MzruXy008/2SQsqVatmpjNZofvLZfZs2fLG2+8YfdZRUQiIyPzJSwRERkxYoROWOIGuMqGcI1zdJzcAx0n90DHyT1wlTjxJ0hYolfe3AilVBAQDjQCdiullj+ojYjcwyr2FpGDSqlzQG3gCpD3ezkfaxnANaVURRG5av0sMslafgWo7KCNXQoq6b5z5w6vv/46U6dOpUSJEsydOxew7D3r1asX/v7+iAgTJ040EohMnjyZVq1aISKEhITQv39/p+8kr6TbmVh74sSJ9OzZk0GDBlG+fHkbPYEjvv/+eypXrkz16tWNMm9vb8aNG0ezZs0oXLgwVatWZeHChYBlL9+9e/eMhCuNGjVizpw5DuXhzuTmYF9wrtFoNBqNRqP570BZJqkaV8eaCfLfwFgR2aKUehfLJG40lhWz+g7alQdSRCRbKVUd2AX4i0iKUmofMBD4EdgIfCYiG5VSk4BkEZmglBoJeInIcKVUe2AA0A4IBWaIyHPOxl2nTh05ffr0f+IVaH5HYmJiCAsLe9zD0DwAHSf3QMfJPdBxcg90nNwDV4mTUuqgiDR83OP4PdErb+5Df+CSiGyxns/CIguv+oB2zYAPlVJZQA7wloikWK/9DVgIFAO+tR5gyWS5UinVF7gIdLeWb8QycTsLZFjvr9FoNBqNRqPRaP4AdLZJN0FEPheRHnnOs0UkWER2Olp1s9ZbIyImsWSvDBaRDXmuHRCR+iJSQ0QGWL8VRkSSRaSViNQSkRdyJ3vWz4nfsdb3F5EDj/o8U6dOxWQyUb9+fV599VXu3r1Lr169qFatGkFBQQQFBREbGwvApEmTjLL69etTqFAhUlIs809fX1/8/f0JCgqiYUPb/9Dy2WefUbduXUwmE8OHD883hrt37/Lcc88RGBiIyWRi3Lhx+eoMHDiQEiVKGOdz5swx7tekSRNOnDgBQHJyMi1atKBEiRIMGDDAqJ+ammqMPSgoiHLlyjFo0CDAkpSkR48e1KxZk9DQUOLj4wHYt2+fUT8wMJC1a9ca/U2fPp369etjMpmYNm2aUT5mzBgCAgIICgoiIiKCxMRE41pMTAxBQUGYTCaaN28OQEJCAi1atKBevXqYTCZWr179EFHTaDQajUaj0TxWHvemO3083AHsAFrfVzYIy2rZT9bzMH5NOtILiHLSXy/gOhBrPfrluRYJnLEekXnKQ4BjWFbeZmD97NbZUbt2bbmfy5cvi6+vr2RkZIiISLdu3WTBggUOk2nkZf369dKiRQvjvGrVqnL9+vV89bZv3y6tWrWSu3fviojItWvX8tXJycmR1NRUERHJzMyU5557Tvbs2WNc379/v/zlL3+xSXZy69Yt43d0dLS0bt1aRETS0tJk165dMnv2bKeJP4KDg2Xnzp0iIjJz5kz561//KiIiy5Ytk+7du4uISHp6umRlZYmISGJiopQvX16ysrLk2LFjYjKZjOutWrWSM2fO5BvX9OnTjX5v3Lghfn5+cvHiRZv3kJiYKAcPHhQRkdu3b4uPj48cP37c4bg1roGrbAjXOEfHyT3QcXIPdJzcA1eJE3+ChCV65c19WAa8cl/ZK0Cu5Ls1MBdoqpSKBT7EItV2xgr51Sk319qPFzAOy56254BxSqmy1vqOpN4OcSTpNpvN3LlzB7PZTPelkvMAACAASURBVEZGBt7e3g/qCsjvMHPE7NmzGTlyJE888QQAFSpUyFdHKWWsqmVlZZGVlUWueiE7O5thw4bxySef2LTJFV8DpKenG/WffPJJmjRpQtGiRR2OKS4ujqSkJJo2bQpAdHQ0kZGRAHTt2pVt27YhIhQvXhxPT8sXzXfv3jXucfLkSUJDQ43rzZs356uvvnI6rqVLl9K5c2eqVKli8x4qVqxIcHAwACVLlqRKlSpcueI094xGo9FoNBqN5jGjJ2/uw2qgvVKqCIBSyhfwxupdE5FNQD9gl4gEAWP5dQ9bQWgNbBGRFBG5AWwB2jxA6l0gKlWqxNChQ6lSpQoVK1akdOnSREREADB69GgCAgIYPHgw9+7ds2mXkZHBd999R5cuXYwypRQRERGEhITw+eefG+VxcXHs2rWL0NBQmjdvzv79++2OJTs7m6CgICpUqEB4eDihoaEAREVF0bFjRypWzO8gnzlzJjVq1GD48OHMmDHjoZ97+fLl9OjRw5hYXblyhcqVLck7PT09KV26NMnJyYBF9G0ymfD392fOnDl4enpSv359du3aRXJyMhkZGWzcuJGEhF+1e6NHj6Zy5cosWbKEDz/80HgPN27cICwsjJCQEL744ot844qPj+fs2bPGs2s0Go1Go9FoXBOdsMRNkF+zQ7YForGsuq0Efku60C5KqWZAHBZvXAKORdzOpN42PEjSvWHDBhYtWsTixYspUaIE48ePZ/To0XTo0IHIyEiysrKYMmUKb731lrEyBbB9+3bq1q3L0aNHjbJPPvmE8uXLc+PGDYYOHcqdO3cIDAzk1q1bHDt2jAkTJnDq1Ck6duzI0qVLjYlTXqZNm0ZaWhpjxoyhbt26lCxZkrlz5zJt2jRiYmLIzs62EU+aTCbmzZvH1q1bGTBgAO+//75x7dSpU1y5csWuqHL+/Pm8//77xrX09HT27NlD+fLlAcsq2w8//EDp0qUByyTx4sWLjBo1iieffJIiRYrw0ksv0bhxY4oVK4avry9Xr141+gsPDyc8PJwlS5YwdOhQevfuzcWLFzl9+jRTpkwhMzOTd955B6WUMWm8c+cO7733Hn379uXQoUP2wqlxIbQE1T3QcXIPdJzcAx0n90DH6Y9DT97ci9xPJ3Mnb31/Q18bgGUick8p9VdgEdDytw/RklwF+BygSvWaMuWY7T+zSSEZNGjQgJdftizcJSYmsnfvXpsVtSJFijB58mSbtLPTp09nwIABDlPRHjlyhKysLMLCwqhTpw7vvvsuLVq0oEWLFkyePJn69esbEyV7HDp0iOTkZCpUqMD169fp29fyeu/du0e/fv04e/asTf1mzZpRtmxZm/HEx8eTlpaWb4xHjhyhSJEi/PWvfzXKateujY+PD40bN8ZsNnPv3j06duyYb4K5aNEivLy8aNiwIWFhYUyaNAmAUaNG4ePjk+9e1atXp127dixatIi9e/cSEBBA27aWL2jXr19P0aJFCQsLIysrixdffJG33nqL4OBgl0jxq3GOq6Ri1jhHx8k90HFyD3Sc3AMdpz8O/dmkexENtFJKBQPFReTgo3YkloySud8lzsWSjAQci7idSb0LRJUqVdi7dy8ZGRmICNu2bcPPz4+rV6/mjo1169ZRv/6vSTRv3brFzp07eemll4yy9PR0UlNTjd+bN2822rz88svs2LEDsHw6mJmZaUi9c7l+/To3b94ELCtQW7ZsoW7durRv356ff/6Z+Ph44uPjKV68uDFxO3PmjNH+m2++oVatWg/1zPb26nXs2JFFixYBsHr1alq2bIlSigsXLmA2W1YrL168yKlTp/D19QUgKcniS7906RJfffUVr732Wr5xRUdHU7duXQBeeukldu/ebewt/PHHH/Hz80NE6Nu3L35+fgwZMuShnkGj0Wg0Go1G83jRK29uhIikKaV2APOxrMI9MkqpiiJy1XraEThp/b0J+L88SUoigPetn23eVko1wiL1fgP47EH3KVa4EKcntM9X3rVrV4KDg/H09KRBgwa8+eabtG3bluvXryMiBAUFMWfOHKP+2rVriYiI4MknnzTKrl27RqdOnQBLApTXXnuNNm0sOVT69OlDnz59qF+/PkWKFGHRokUopUhMTKRfv35s3LiRq1evEhkZSXZ2Njk5OXTv3p0XX3zR6fNERUWxdetWChcuTNmyZY3JF1i0Bbdv3yYzM5N169axefNm6tWrB8DKlSvZuHGjTV99+/alZ8+e1KxZEy8vL5YvXw7A7t27mTBhAoULF8bDw4NZs2YZE88uXbqQnJxM4cKFmTlzJmXKlAFg5MiRnD59Gg8PD6pWrWq8Oz8/P9q0aUNAQAAeHh7069eP+vXrs3v3br788ktDe5CWlsaMGTNo167dg0Kq0Wg0Go1Go3lMKEvuCY27oJR6GVgL+InIKWvikq9FpL5SKgwYKiIvKqV6AQ1FZICDfj7GMmkzAynA2yJyynqtDzDKWvUjEVlgLW+IrdT7XXnAP6A6derI6dOnH/2BNX8I+nMH90DHyT3QcXIPdJzcAx0n98BV4qSUOigiDR9c033Rn026GSKyTkRU7kRLROLFKukWkRgRedH6e6GjiZv1+vtikXcHikiL3P6s1+aLSE3rsSBPuV2p96NgT9Kdy/1i7IULF1K+fHlDXD137lzj2vDhwzGZTPj5+TFw4EBEhIyMDNq3b28IukeOHGl3DJmZmfTu3Rt/f38CAwONjbbOxNqOJN0AR48epXHjxkaWyNxnOnjwIP7+/tSsWdMYI1j2wTVu3Bh/f386dOjA7du3AdiyZQshISH4+/sTEhLC9u3bjXssW7YMf39/AgICaNOmDb/88gsAPXr0MMbr6+tLUFAQAEuWLLF5Fg8PD0N+npudMu+71mg0Go1Go9G4MI9bNKeP/+6jIJJuEfti7AULFtgVX//www/y/PPPi9lsFrPZLI0aNZIdO3ZIenq6bN++XURE7t27J02aNJGNGzfmax8VFSW9evUSEYu8Ojg4WLKzs/PVyyvWdiTpzsrKEn9/f4mNjRURkV9++UXM5v/P3pmH13Ttj/tdErS0ihJEXEoQmYUKaoqUGDpcitLWeDvopX6qhF5T617f0kFbYuigdNAYS0IVramolmgNFfNUEpcIERIZTvL5/bHP2T0nOSeG9tY57XqfZz85e+017f1p+zyre6/PaxERkfvvv1+2b98uhYWF0qlTJ3MuTZs2lU2bNomIyNy5c2XcuHEiIvLjjz9KSkqKiIjs27dPfH19zTGqVq1qSslHjRolEydOLDbfESNGyKuvvlqsfO/evVK3bl3zfPv27ZKamirly5d3G7mmpmR0nDwDHSfPQMfJM9Bx8gzcJU5oSfdfC6VUHaXUz07KJymlHrxO21eUUiN/4/gDlFJxv6UPu75OKqWqKKXGKqV2FznG3kQ/w5VS5W51Hjcj6XYlxi5hbuTk5JCXl0dubi75+flUq1aNcuXKERUVBRhZKyMiIjhz5kyx9snJybRvbyTY9PHxoWLFiiQlJTnUKSrWdiXDXrduHaGhoYSFhQFw77334uXlxdmzZ8nMzKR58+YopejXrx8rVqww+27Tpg1gpPlftmwZAI0bNzal5UFBQVy7do3c3FzzX9qsrCxEhMzMzGJycxFh8eLFTkXm8fHx9O79q+e9efPmTj12Go1Go9FoNBr3RC/ebgARmSAi39zuedwKIjJZRMKLHJNt15VBSf8cDAduefHmDFeS7pLE2MuWLSM0NJQePXqYYuoWLVoQFRVFjRo1qFGjBjExMTRq1MihXUZGBitXriQ6OrpYn2FhYSQmJmKxWDhx4gS7du1ykF5DcbE2OJd0Hz58GKUUMTExREREmAvQlJQU/Px+TdLp5+dHSoqRpDMoKIiEhAQAlixZUmxs231HRERQtmxZSpcuzezZswkJCcHX15fk5GRTZ2Bjy5YtVKtWzWkWzEWLFjld1Gk0Go1Go9FoPAOdbbI4XkqpD4CWGKnwHwVmYyQFWaqU6gJMAy4APwJ1xbrPDAhUSm0C/ga8IyLTlVLlMWTafoAX8G8RWaSUuh94FygP5AK21YWvUmoNUA9YLiKxAEqpPhhJRBTwpYiMLqm8JKxJTr4CNgItgL8rpcYA92MkI1kqIhOVUsMAX2CjUuqCiEQppToCrwJlgWPAQBG5WqT/m5Z0v/zyy6xatcqpGNuW1bFMmTIkJiby6KOPMm3aNFJSUti6dSvx8UbizZEjR1KtWjVCQ0MBKCgo4F//+hddunThl19+4ZdffnGYR7169Uw9QLVq1QgICODAgQMOksmiYm1wLuk+dOgQ33zzDXPmzKFs2bK89NJLeHl5cdddd3Hp0iWz/d69e0lPT2fTpk0MHjyYyZMnExsbywMPPECpUqUcxjlx4gTjxo3j9ddfZ9OmTVgsFv7v//6P2bNn4+vry/Tp03n22Wfp27ev2ebtt9+mWbNmxUSZycnJiAgXLlwodq2goEDLNT0EHSfPQMfJM9Bx8gx0nDwDHac/kNv93aY7HUAdjOyL4dbzxcBTGBkWewB3AKeB+6zX4zEWdQCvAN9hLGqqAOlAaeAx4AO7Me4BygDHgfutZRUwFtIDrOX3WMc6heFc8wV+Aapa620A/u6q3NrnSaBKCfdZCDS3K6ts/esFbAJCi/Zjva9vgfLW89HAhJKeaa376knt0ascjsWLF8ugQYPExscffyx16tSRatWqSe3ataV27dqilJJ69epJUSwWi1SoUEFERF5//XWZNGmSee3VV1+VqVOnmucDBw6UF154oVgfrmjRooXs37/fPN+9e7fUr1/fZf2CggJzLvHx8dKvXz/z2qRJk+T111+X1NRUadiwoVn++eefy7PPPlusr0OHDsn9999vnp8+fVrq168vW7duNct27Ngh7du3N883b94snTt3Ns/z8/PFx8dHTp8+Xaz/4cOHy+TJk53eh97z5jnoOHkGOk6egY6TZ6Dj5Bm4S5zQe97+kpwQkd3W37swFjo2AoDjInLCel7UtfaliOSKyAXgPFAN2Ad0UEpNVUq1FpHLQEPgrIjsBBCRTBGxvZ5aLyKXRSQHSAZqY7wR2yQiadZ6C4A2JZTfCKdE5Hu7815KqR+Bn4AgINBJm+bW8m1Kqd1Af+v8bgpnku4RI0a4FGPb5N0AiYmJ5qeRf/vb39i8eTMWi4X8/Hw2b95sXhs3bhyXL1/mnXfecTmP7OxssrKyACPDo7e3t+llA+dibVeS7piYGPbt20d2djYWi4XNmzcTGBhIjRo1qFChAt9//z0iwieffGKKxm3C7cLCQv7zn/8wePBgwPjUs2vXrkyZMoUHHnjAHK9mzZokJyeTlpZmztn+M9FvvvmGgIAAh880bf0vXrzYYb+bRqPRaDQajcbz0J9NFifX7ncBxmeEt9rWW0QOK6UigC7Aa0qpdRiethvu4ybGvxmybD+UUvcBIzHeBF5SSs3HePNXFAV8LSI3vHHqZiTdrpg+fTqJiYl4e3tTuXJl5s+fb/axYcMGQkJCUErRqVMnHn74Yc6cOcPkyZMJCAggIiICgKFDh/L000+TmJhIUlISkyZN4vz588TExFCqVClq1qzJp59+6jCuM7G2K0l3pUqVGDFiBPfffz9KKbp06ULXrsZ9z5o1iwEDBnDt2jU6d+5M586dAWNxOHPmTAC6d+/OwIEDzTGOHj3KpEmTmDRpEmAkRPH19WXixIm0adOG0qVLU7t2bfNZgLE/z9metm+//ZZatWpRt25dh/LY2Fg+//xzsrOz6dmzJ0OGDOGVV15xGQeNRqPRaDQaze1FS7rtsBdeW89HAndhvH1bBXwJHAZai8hJpdQC4B4xpNivAFdF5E1r25+Bh4A84KKI5FgF2wOAXsBB4HER2amUuhu4hvGJpinWVkqtAt4EDgHfA02AS8BaYAaww1m5iCQopU5a+7pwA/cZBnwCNMb4BHMvMFpE5iul9gGPiMgJpVRVjLeR7UXkqHU/X00ROezqmWpJt2fgLnJNTcnoOHkGOk6egY6TZ6Dj5Bm4S5y0pFvjgIhcA/4JrFFKbQXOAZev0ywE2GH9zHAs8B8RyQMeB2YopfYAX+P8TZdt3LPAGIwEI3uAXSKS4Kr8Fu5rD8bnkvuBj4Btdpfft97vRhFJw1h8xiul9gLbMT4lvWluRtLtSoxdksy6U6dOhIWFERQUxODBgykoKCg2hzfeeMOUVwcHB+Pl5cXFixcB49PFHj16EBAQQKNGjdi+fTsA48ePJzQ0lPDwcDp27EhqaqrtGTJs2DD8/f0JDQ3lxx9/dBgrMzMTPz8/hg791ZvuSpJdkpT8l19+oWPHjjRq1IjAwEBOnjwJwIYNG4iIiCA4OJj+/ftjsTgmidm5cyfe3t4sXbrULBs9ejTBwcEEBwc7PDuNRqPRaDQajZtyuzfdedoB3GX9q4BZwIu3e07ufPwekm5XYmxXMmv7NoWFhdK9e3eJj48vNg97EhMTJSoqyjzv16+ffPDBByJiiL4vXbpUbC7vvvuuPPfccyIi8uWXX0qnTp2ksLBQtm/fLs2aNXPof9iwYdKnTx8H2bi9JNseV1JyEZG2bdvKunXrRETkypUrkpWVJQUFBeLn5yeHDh0SEZHx48fLhx9+aLaxWCwSFRUlnTt3liVLloiIyKpVq+TBBx+U/Px8uXr1qjRs2NDh3jTuibtsCNeUjI6TZ6Dj5BnoOHkG7hIndMISjROesb5F24+RFfK92zEJpdRV61+nYnG7evcqpTYqpa4WFYArpZoopfYppY4qpaYrq8xMKVVZKfW1UuqI9W8la7my1juqlNpr3ctXIr+HpNuVGNuVzNq+jcViIS8vz8HT5gz75CSXL1/m22+/NR1qZcqUoWLFiiXOJSEhgX79+qGUonnz5mRkZJiJVnbt2sW5c+fo2LGjw5g3K8lOTk7GYrHQoUMHAO666y7KlStHeno6ZcqUoUGDBoCj8BtgxowZPPbYY/j4+Dj01aZNG7y9vSlfvjx169ZlzZo1NzwXjUaj0Wg0Gs0fj1683SQi8rYYoutAEXlSRLJv95xcoZS6F+OTSj+MPXGPK6V2W8vB8Nc9A9S3Hp2s5WMwsl7WB9ZbzwE629V91tr+prkVSbczMbY99jJrGzExMfj4+HD33XfTo0cPl/PJzs5mzZo1PPbYY4DhV6tatSoDBw6kcePGPP3002ZWSvj1c8cFCxaYCUVSUlKoVauWWccm4y4sLOSll17izTffvKln5ExKfvjwYSpWrEj37t1p3Lgxo0aNoqCggCpVqmCxWEhKSgJg6dKlZpuUlBSWL1/O888/79B/WFgYa9asITs7mwsXLrB7926nknCNRqPRaDQajfugF29/YkQkXURCrYuw8cAi68IzXSlVA6ggIt9bXzN/guGOA0NM/rH198dFyj+xvpn+Hqho7eemuHTpEgkJCZw4cYLU1FSysrL45JNPWLJkCS+88ILTNkOGDOHYsWNMnTqV//znPw7X9u/fz+jRo3nvPceXoGvXruXs2bPk5uaWuKdr5cqVPPDAA1SuXBkw3tb9+OOPPP/88/z000+UL1+eKVOmmPUnT57M6dOnefLJJ4mLi3PVLWBkmuzSpUux9P0l8fDDD3Py5En27t1Lhw4d6N+/vzmvLVu28Oabb7Jz506OHz/O/PnzUUqxcOFCXnzxRZo1a8bdd9+Nl5cXAMOHD2fq1KmUKuX4r3rHjh3p0qULLVu2pE+fPgQGBpptNBqNRqPRaDTuiVYF/HWpCZyxOz9jLQOoJkYyFID/YvjqbG1OO2lz1q4MpdSzGG/mqFKlKhNCHJNnvPvuu9xxxx3s378fgEaNGjF69Ghyc3PNRU52djY1a9ZkwYIFDm2rV6/OsmXLzLT6aWlpjBgxgtjYWE6fPu307VGDBg2YNWsWpUuXdvog4uLiaNu2LZs2bQLg4sWLVKlShWvXrrFp0ybq1avH559/TnR0tEO7unXrMmbMGKKiolBKsXbtWjNRyJEjRzh16hQrVqxg3759TJs2zfxM9OLFiw5qhIKCAnPsovj7+7Njxw42bdrE+fPnqVOnDr/88gu//PILDRs2ZOXKldSrVw+Af//734CRnKRixYps2rSJrVu3smXLFsD4HDQhIYGDBw/SqlUrHnjgAdMjN3HiRHJyclzOQ+MeXL16VcfIA9Bx8gx0nDwDHSfPQMfpD+R2b7rTx60dGFoCMDQGP99A/QFAnN15U+Abu/PWGPoAgIwibS9Z/64CWtmVr8fQEbgct9Z99aT26FUOx/fffy+BgYGSlZUlhYWF0q9fP5k+fbrYY5/E4/Dhw+bvxMREadKkiYiIXLp0SUJDQ2XZsmUOba9cuSKpqakiIpKfny+9evWSGTNmiDMyMjKkUqVKcvXqVYfyVq1aycGDB0VEZOLEiTJy5Mhic5k+fbo89thjImIkALFPWHL//fcXG8tVIpKiCUtscxcR+eKLLyQyMlJEjMQjoaGhcv78eRERGTBggMTFxYmIyLlz50REJCcnR9q3by/r168vNk7//v3NhCUWi0UuXLggIiJ79uyROnXqSH5+vtNnpHEf3GVDuKZkdJw8Ax0nz0DHyTNwlzjxF0hYot+8/XVJwdgLZ8PPWgZwTilVQ0TOWj+LPG/XppaLNk75PSTdrsTYrmTWIsIjjzxCbm4uhYWFREVFMXjwYMDQDgDm+fLly+nYsSPly5d3GHPGjBk8+eST5OXlUbduXebNmwfAmDFjOHToEKVKlaJ27dpmf126dGH16tX4+/tTrlw5s35J2Euy/fz8ePrpp3nllVdcSsm9vLx48803iY6ORkRo0qQJzzzzDGBoD1atWkVhYSHPP/887du3L3Hs/Px8WrduDRhJWMaOHYu3t/7PgUaj0Wg0Go07oyXdHopS6qqI3FVUuF1C/QHYCcCtZTuAYcAPwGoMwfdqpdQbQLqITFFKjQEqi0isUqorMBToAkQC00WkWUnjakm3Z+Auck1Nyeg4eQY6Tp6BjpNnoOPkGbhLnLSkW/OnQCl1EpgGDFBKnVFKBVov/RP4EDgKHAO+spZPAToopY4AD1rPwVjgHbfW/8Da/pZwJun+xz/+QVhYmJll8erVq4Ahpo6KiqJx48aEhoayevVqAPLy8hg4cCAhISGEhYU5fGsdHx9PSEgIoaGhdOrUiQsXLhSbQ0mS7jp16phi8KZNf/1vgCtJ94IFCwgNDSUkJISWLVuyZ88es42rvi5evEiHDh2oX78+HTp04NKlS4CR0KVbt26EhobSrFkzfv75VxPEmjVraNiwIf7+/g5JVFq3bm3ei6+vL3//u5FjJiEhwZxv06ZN2bp1660FTKPRaDQajUZz+7nd323q48993Iyk214S/eKLL8prr70mIiLPPPOMzJo1S0RE9u/fL7Vr1xYRkbi4OBkwYICIGHu+IiIipKCgQPLz86Vq1aqSlpYmIiKjRo2SiRMnFpuHPUUl3bVr1zbb2+NK0r1t2za5ePGiiIisXr3aQdLtqq9Ro0aZ9/jaa69JbGysiIiMHDlSXnnlFREROXDggLRv315EjH1qdevWlWPHjklubq6EhobK/v37i/XbvXt3+fjjj0XE2P9XWFgoIsbetoYNGzq9f3f5Vl1TMjpOnoGOk2eg4+QZ6Dh5Bu4SJ/4Ce970mzcP5SYk3XWUUtesfrfdSqk5dtfcStJtE2CLCNeuXTMF2EopMjMzASNjok3MnZycbO7t8vHxoWLFiiQlJZn/cGdlZSEiZGZmmm1cYS/pLglXku6WLVtSqVIlwJBvnzlzxml7exISEkwNQP/+/VmxYkWx+woICODkyZOcO3eOHTt24O/vT926dSlTpgy9e/cmISHBoc/MzEw2bNhgvnm76667zDnaz1ej0Wg0Go1G43noxdufBKVUjN0CzXYst14+JobfLVxEBts1cytJN8DAgQOpXr06Bw8eNJ1vr7zyCp999hl+fn506dKFGTNmAIZoOjExEYvFwokTJ9i1axenT5+mdOnSzJ49m5CQEHx9fUlOTuYf//iHy/kUlXRbnycdO3akSZMmvP/++w71nUm67Zk7dy6dO3e+bl/nzp0zheTVq1fn3Llz5n198cUXAOzYsYNTp05x5swZlyJwe1asWEF0dLTDInP58uUEBATQtWtXPvroI5fPQaPRaDQajUbj3ujF258EEVlrt0CzHd1c1Xc3Sfdnn30GwLx580hNTaVRo0YsWrQIMN6KDRgwgDNnzrB69Wr69u1LYWEhgwYNws/Pj6ZNmzJ8+HBatmyJl5cX+fn5zJ49m59++onU1FRCQ0N57bXXXM6nqKQbYOvWrfz444989dVXzJw5k2+//da8VpKke+PGjcydO5epU6feUF82lFLmW7ExY8aQkZFBeHg4M2bMoHHjxjcs0Hb2BrFbt24cPHiQFStWMH78+BvqR6PRaDQajUbjfujc4H8N7lNK/QRkAuNEZAtuJulesmSJKegGaNiwIe+//z733Xcf06dP5/XXXzcTkmRkZJCQkEClSpV49NFHefTRRwEYOnQoGRkZzJ07l0uXLpnS7vr16xMfH0+rVq2cPpyikm4bR44cAaBx48bEx8dTWFjocN1e0g1w7NgxJkyYwJQpU9i3b991+6pQoQLLli3j3nvvJT09nbvvvtucQ//+/enfvz8iQp8+fUhJSeHcuXPs2bPHrGNbBNrOL1++zHfffceLL77oUpSZnJxMQkIC99xzj0O5lmt6BjpOnoGOk2eg4+QZ6Dh5BjpOfyC3e9OdPm7t4AYl3UBZ4F7r7yYYi68KuKGk+8iRIyIiUlhYKC+99JK89NJLIiLSqVMnmTdvnoiIJCcnS40aNaSwsFCysrJMufa6deukdevWIiKSkpIi1atXN2XW48aNkxEjRogznEm6r169KpmZmebvFi1ayFdffSUiriXdp06dknr16sm2bdsc+i+pr5EjRzokLBk1OwxyNAAAIABJREFUapSIGPLx3NxcERF5//33pW/fviJiCMfvu+8+OX78uJmw5OeffzbHmj17tvTr189h/CNHjpgJS3bt2iW+vr7muT3ustFYUzI6Tp6BjpNnoOPkGeg4eQbuEif+AglL9Ju3PzkikgvkWn/vUkodAxrghpLu9u3bk5mZiYgQFhbG7NnGlrq33nqLZ555hrfffhulFPPnz0cpxfnz54mJiaFUqVLUrFmTTz/9FABfX18mTpxImzZtKF26NLVr1zZF1zci6T537hzduhlfnFosFp544gk6dTK2A7qSdE+aNIn09HT++U/DnuDt7U1SUtJ1++rVqxdz586ldu3aLF68GIADBw7Qv39/lFIEBQUxd+5cs8+4uDhiYmIoKChg0KBBBAUFmfNeuHAhY8aMwZ5ly5bxySefULp0ae68804WLVqkk5ZoNBqNRqPReCha0u2h3KikWylVFbgoIgVKqbrAFiBERC5qSbfGhrvINTUlo+PkGeg4eQY6Tp6BjpNn4C5x0pJuzZ+BNsBepdRuYCkwWEQuWq95hKQbYPHixQQGBhIUFMQTTzzh0FdmZiZ+fn4MHToUMLJHdu3alYCAAIKCgoq9jbJx8uRJ7rzzTlNubXsbB9CpUyfCwsIICgpi8ODBFBQUAEbmy5o1a5ptfosw/PHHHzf7qVOnDuHh4Wab1157DX9/fxo2bMjatWtLfG7gWtJtY+fOnXh7e7N06VKzzMvLy2wzduzY60RMo9FoNBqNRnPbud3fberjz338HpLuw4cPS3h4uCnBPnfunEN/w4YNkz59+siQIUNERCQrK0s2bNggIiK5ubnSqlUrWb16dbF5nDhxQoKCgoqVi/wq4y4sLJTu3btLfHy8iIhMnDhR3njjjWL1f6swfMSIEfLqq6+KiCEiDw0NlZycHDl+/LjUrVtXLBaLy+dWFHtJt4gh946KipLOnTvLkiVLzPLy5cubv93lW3VNyeg4eQY6Tp6BjpNnoOPkGbhLnPgL7HnTb97cAKVULaXUCaVUZet5Jeu5KeBWSrVTSq0qoY8ApdR2pVSuUmpkkWudlFKHrHLtMXbl9ymlfrCWL1JKlbGWl7WeH7Ver2PX5mVr+SGlVMz17u33kHR/8MEHDBkyxJRg+/j4mP3v2rWLc+fOmZ44gHLlypkZIMuUKUNERMQNSbPtsc3FYrGQl5d33X1iv0UYLiIsXrzYTPGfkJBA7969KVu2LPfddx/+/v7s2LHD5XOzp6ikG2DGjBk89thjDs9No9FoNBqNRuN56MWbGyAipzGE17bPE6cA77tu4ZRQoDJwCXjRJulWSnkBMzEE24FAH6VUoLXNVOBtEfG3trOZrP+BkWHSH3jbWg9ru95AEIbQe5a1/5viZiXdhw8f5vDhwzzwwAM0b96cNWvWAFBYWMhLL73Em2++6XKsjIwMVq5cSXR0tNPrJ06coHHjxrRt25YtW7Y4XIuJicHHx4e7776bHj16mOVxcXGEhoYyaNAgLl26BPw2YfiWLVuoVq0a9evXB3Ap4y7pudkoKulOSUlh+fLlPP/888XuPScnh6ZNm9K8eXO2bt3q8hlqNBqNRqPRaNwDvXhzH94GmiulhgOtANcrEieIyGIRaQjMwViQ2STdzYCjInJcRPKAhcCjyniV1B5jHxwUl3HbJN1LgWhr/UeBhSKSKyInMPa+lZiwxBk3K+m2WCwcOXKETZs2ER8fzzPPPENGRgazZs2iS5cuDn44eywWC3369GHYsGHUrVu32PUaNWrwyy+/8NNPPzFt2jSeeOIJMjMzzetr167l7Nmz5ObmsmHDBgCef/55jh07xu7du6lRowYvvfQSwG8ShjsTa9/sc3PV1/Dhw5k6dSqlShX/V/3UqVMkJSXx+eefExcXx7Fjx647B41Go9FoNBrN7UOrAtwEEclXSo0C1gAdree/R9fOxNqRwL0YPjeLXXnNom1ExKKUumytXxP4vkhfNSnC7y3pLlWqFA0aNGDbtm0AVK1alYULF7JixQr27dvHtGnTzE8JL168yLPPPgvA1KlTzYQkNyKOvPfee4mPj6dhw4YO5Q0aNGDWrFmULl3aoTwkJITPP//c7PtWhOEFBQUsWrSI9957z+wnNzeXzZs3m89j7969REREXPe5OZN0b9261XyjePnyZRISEjh48KA5vk0eHhQUxGeffUbbtm2v+5w0tw8tQfUMdJw8Ax0nz0DHyTPQcfrj0Is396IzcBYIBr6+zXO5ZUTkfayfff6trr+8tc/xH7NF3TqzZMkSmjVrxp133sm8efN48MEH8fPzw9/fHxFh1apVPPDAA7Rr146cnBzi4+Np164dFy5cIC0tjZ49ezpkh5w/fz5JSUnExcUBMG7cOMqVK8eSJUucvnUCSEtLo3Llynh5eXH8+HGz3zJlynDlyhVq1KiBxWJh9uzZREdH065dO86ePUuNGjUAI/NjZGQk7dq1Izs7GxGhfPnyfP3111SuXJkBAwaQmprKq6++SlBQEFWrVmX9+vXmfQGsWbOGkJAQevbsac6ratWqPPHEE8TFxZGamkp6ejqDBw8mKSnJ6XOz9TVnzhz+/ve/O3xKefbsWfP3gAEDeOihh+jRoweXLl2iXLlylC1blgsXLnDo0CFmzJhBYGAgGvfFXVIxa0pGx8kz0HHyDHScPAMdpz8OvXhzE5RS4UAHoDmwVSm18Hfq2pVYOx2oqJTytr59sxdu29qcUUp5A/dY698WSXdMTAzr1q0jMDAQLy8v3njjDe69916XY545c4bJkycTEBBAREQEYLwJe/rpp0lMTCQpKYlJkybx7bffMmHCBEqXLk2pUqWYM2cOlStX5ty5czzyyCPk5uZSWFhIVFSUuVCMjY1l9+7dKKWoU6cO7733HsAtCcPBEGsX/WQyKCiIXr16ERgYiLe3NzNnzsTLy4vIyEinz82+L1dahKIcOHCA5557jlKlSlFYWEifPn30wk2j0Wg0Go3GzdGSbjfAup/sO2CCiHytlHoBYxE3FquAWynVDhgpIg9dp69XgKsi8qb13Bs4DERjLLR2Ak+IyH6l1BJgmYgsVErNAfaKyCyl1BAMkfdgpVRvoLuI9FJKBQGfY+xz8wXWA/VFpMDVfLSk2zPQ/8fMM9Bx8gx0nDwDHSfPQMfJM3CXOGlJt+aP4hngFxGxfSo5C2gE1L7RDpRS1ZVSZ4ARwDil1BmlVAXrW7WhwFrgALBYRPZbm40GRiiljmLsaZtrLZ8L3GstHwGMAbC2WwwkY+zNG1LSws0Vhw4dMuXQ4eHhVKhQgXfeeYc9e/bQokULQkJCePjhh83kIa4E2NeTcZck9rbhSsZdkkB77969tGjRgqCgIEJCQkxRto1HHnmE4OBg83zUqFEEBAQQGhpKt27dyMjIAODrr7+mSZMmhISE0KRJEzMpChgKhJCQEPz9/Rk2bBi2/8myZMkSgoKCKFWqFElJSWb9HTt2mPMNCwtj+fLl5jVXYm8bw4YNo3PnziVETKPRaDQajUbjFtxu0Zw+/tyHM0m3PRaLRapVqyYnT56Upk2byqZNm0REZO7cuTJu3DgRcS3ALknGfT2xtw1XMm577AXa+fn5EhISIrt37xYRkQsXLojFYjHrLlu2TPr06eMg/167dq3k5+eLiEhsbKzExsaKiMiPP/4oKSkpIiKyb98+8fX1Ndvcf//9sn37diksLJROnTqZ95WcnCwHDx6Utm3bys6dO836WVlZ5hipqalStWpVyc/Pv67Ye+fOnfLUU0/JHXfc4fT5aNwLd5GgakpGx8kz0HHyDHScPAN3iRNa0q35X3A9KbdSqpxSKl0pVaFIuxVKqcdd9OmWku7rsX79eurVq0ft2rU5fPgwbdq0AaBDhw4sW7YMcC3ALknGXZLY257rybhFHAXa69atIzQ0lLCwMMDIUOnlZajurl69yrRp0xg3bpxDHx07dsTb29he2rx5c3OOjRs3NiXbQUFBXLt2jdzcXM6ePUtmZibNmzdHKUW/fv1YsWIFYGSYLJoNEwwxuW2MnJwch/twJfYuKChg1KhRvP76606fjUaj0Wg0Go3GvdCLt9uAXEfKLSLZGJ85drOVKaXuwfC/VbQKuO2PmcBFYBhF/HC3W9J9Lb+AOmO+dDjssU/YERQUREJCAmB8Hnj6tGE4cCXAtqeojNuV2NsZrmTcUFygffjwYZRSxMTEEBER4bDwGT9+PC+99BLlypVzOdZHH33k9BPFZcuWERERQdmyZUlJSXHQJtgk3dfjhx9+MD/lnDNnDt7e3iWKvePi4njkkUfM7JkajUaj0Wg0GvdGL95uH9eTcsdjLJRsdAPWish7Ygi47Y8hInJeRHYC+UX6cTtJt428vDwSExPNNPkfffQRs2bNokmTJly5coUyZcoArgXYNpzJuF2JvZ3hTMZto6j02mKxsHXrVhYsWMDWrVtZvnw569evZ/fu3Rw7doxu3boV7d5k8uTJeHt78+STTzqU79+/n9GjR5uZK2+VyMhI9u/fz86dO3nttdfIyclxKfZOTU1lyZIlvPDCC79pTI1Go9FoNBrNH4dWBdwm5PpS7rXAh0qpe0UkHWMhF3cLQ7mdpNteIH3fffdx4MABDhw4AMC//vUvAE6fPo2Pj0+JAmzbNWcybldi74CAAJcPqqiM25lAOzMzkwYNGvDzzz8Dv4qy77zzTr777juqV69OQUEBGRkZhIeH88477wCGz23lypW89dZbbN682RwzLS2NESNGEBsba4q809PTOXz4sDnm+vXrUUo5yC8zMjLYtWsXV69edXovFouFjz/+mLNnzzoVe58+fZrk5GTzDV9ubi41a9ZkwYIFLp+P5vajJaiegY6TZ6Dj5BnoOHkGOk5/ILd7091f+QDeAVKBF63ndYCf7a5/ADwHVAHOAaVvoM9XMJQCtvMewId2530xFoFVMN7I2cpr2cYGfgb87K4ds9aPA56yK58L9ChpPrXuqye1R69yOGw8/vjj8tFHH5nntqQiBQUF0rdvX5k7d66IGMk4rl69KiIi69atk9atW5ttxo4dK927d5eCggKx56uvvpJ+/fqJiEhaWpr4+fnJhQsXHOpcuXJFUlNTRcRIRNKrVy+ZMWOGQx9t2rRxaHPx4kVp3LixmSAkOjpaVq1a5VDnxIkTDglLvvrqK2nUqJGcP3/eod6lS5ckNDRUli1bJkUpmrDkyy+/dLheNGHJ8ePHzYQlJ0+elBo1akhaWpp8//33EhgYKFlZWVJYWCj9+vWT6dOnFxtPJyzxDNxlQ7imZHScPAMdJ89Ax8kzcJc48RdIWKLfvN0mblDKHQ+MBxSQICJFP4m8EdxS0p2VlcXXX3/t8KlgfHw8M2fOBKB79+4MHDgQcC3ALknGXZLYOzw8nN27d5OVleVSxg3OBdqVKlVixIgR3H///Sil6NKlC127Fr8/e4YOHUpubi4dOnQAjKQlc+bMIS4ujqNHjzJp0iQmTZoEGAlRfHx8mDVrFgMGDODatWt07tzZ3Ce3fPlyXnjhBdLS0ujatSvh4eGsXbuWrVu3MmXKFFM4PmvWLKpUqUKVKlVKFHtrNBqNRqPRaDwHLem+DdyIlNtarxTwC0YykWEisvEG+n4FLenW3CTuItfUlIyOk2eg4+QZ6Dh5BjpOnoG7xElLujX/K25Iyi0ihRgJQ+4FNlMCf2ZJ94IFCxzqlypVit27dwO3Jtm259133yU4OJigoCBzfxrgci4libXHjh1LrVq1uOuuuxzG+Pbbb803X0uXLjXLN27c6HBfd9xxh6kEEBHGjh1LgwYNaNSoEdOnTwfg8uXLPPzww+Y9z5s3z+wvNjaWoKAgGjVq5CD2XrRoEaGhoQQFBTF69Giz/rRp0wgMDCQ0NJQRI0Zw6tSpmwmjRqPRaDQajeaP5nZ/t6mPP/fxe0i67dm7d6/UrVvXPL9ZybY9+/btk6CgIIf9a0eOHBERcTmXksTa27dvl9TUVClfvrzDOCdOnJA9e/ZI3759ZcmSJU6fQ3p6ulSqVEmysrJEROSjjz6Svn37mnv5bPsBJ0+ebEq+z58/L5UqVZLc3FzZtm2btGzZUiwWi1gsFmnevLls3LhRLly4ILVq1TL32/Xr10+++eYbERHZsGGDOd7w4cOlV69eTuemcR/cZU+BpmR0nDwDHSfPQMfJM3CXOPEX2POm37y5GUqpq9a/x5VSDYtce0cpNdpFu3uVUhuVUleVUnFFrjVRSu2zyrWnWz/bRClVWSn1tVLqiPVvJWu5stY7qpTaq5SKsOurv7X+EaVU/996vzci6bYnPj6e3r1/NSjcrGTbngMHDhAZGWkKrtu2bcsXX3wB4HIursTaYOxlc+ZMq1OnDqGhoZQq5fpft6VLl9K5c2fTETd79mwmTJhgtrFJxpVSXLlyBRHh6tWrVK5cGW9vb5RS5OTkkJeXR25uLvn5+VSrVo3jx49Tv359qlatCsCDDz5o3ktUVJQ5XmBgoCkP12g0Go1Go9G4J3rx5r4sxM7zZt3/1gMocCHpzsFIbjLSSV+zMT7VrG89OlnLxwDrRaQ+xv61MdbyznZ1n7W2RylVGZiIoRpoBky0Lfhc8XtIuu1ZtGhRsYXYzUi27QkODmbLli2kp6eTnZ3N6tWrzTFvZC72Yu3fStHkKMeOHWPRokU0bdqUzp07c+TIEcBIfnLgwAF8fX0JCQnh3XffpVSpUrRo0YKoqChq1KhBjRo1iImJoVGjRvj7+3Po0CFOnjyJxWJhxYoVTu9l9erVTuXhGo1Go9FoNBr3QS/e3Jd44HG78zbAKRF5U5xLurNEZCvGIs5EKVUDqCAi31tfJ3+Ccxl3UUn3J9Y30N9jZKWsAcQAX4vIRRG5BHzNrwvBm+ZGJd02fvjhB8qVK0dwcLBD+c1Itu1p1KgRo0ePpmPHjnTq1Inw8HBT/n29ufxeYm2As2fPsm/fPmJiYsyy3Nxc7rjjDpKSknjmmWcYNGiQea/h4eGkpqaye/duhg4dSmZmJkePHuXAgQOcOXOGlJQUNmzYwJYtW6hUqRKzZ8/m8ccfp3Xr1tSpU8dBcA7w2WefcejQIUaNGvWb70Wj0Wg0Go1G879DqwLcFBHZp5QqVEqFicgejLdw8bfQVU0MmbYNe7F2NRE5a/39X6CaXZuiYu+aJZQ78L+QdAPMnDmTyMhIlxLIG5FsF6VevXq89dZbAHzwwQdUrVrVrOtqLs7E2vYUFBQ4He+///0v+/fvp0qVKg7lS5cuJTIy0hSKA1SuXBlfX182bdpEpUqV+Omnn9i0aRNvvvkmTzzxhCn6rlSpEgsWLGDPnj1Uq1aNpKQkAAICAvjss88oKCjg7rvvZurUqQCsXLmSO+64w5zfrl27mD59OpMnT2b79u1On5HGfdASVM9Ax8kz0HHyDHScPAMdpz+Q273pTh+OB0aaf9vvscBrGIvs/2Istq7XfgAQZ3feFPjG7rw1ho4AIKNI20vWv6uAVnbl6639jATG2ZWPx04I7uz4PSTdtjJfX185duyYWXYrku2i2MY8deqUNGzYUC5dulTiXEoSa9somrDERv/+/Z0mLImMjJQNGzY4lI0ePdocc+PGjdK0aVMRERk8eLBMnDhRRET++9//iq+vr6SlpcnChQslOjpa8vPzJS8vT9q3by+JiYkO93Lx4kUJCwuTQ4cOiYiRfKVu3bpy+PBht9lorCkZHSfPQMfJM9Bx8gx0nDwDd4kTOmGJ5jazEOgFPIjhYDt3C32kYMi0bdiLtc9ZP4e0fV553q6NMxn3LUm6T07p6nDAr5Lu7t27m3Xj4+Np0KABAQEB+Pr6mpJuMNLt16pVi7p165plNsl2aGgo4eHh+Pj4XFeynZqaSpcuXczzxx57jMDAQB5++GFmzpxJxYoVS5yLvVjbluL//HnjscXGxuLn50d2djZ+fn688sorAOzcuRM/Pz+WLFnCc889R1BQkDn+yZMnOX36NG3btnWY55gxY1i2bBkhISG8/PLLfPjhhwCMHz+e7777jpCQEKKjo5k6daop4q5Xrx4hISGEhYURFhbGww8/DMD/+3//j8DAQB544AHGjBlDgwYNABg1ahRXr16lZ8+ePP300zzyyCMlhVKj0Wg0Go1Gc5vRkm43Qyl1VUTusjv/ASgLvCsi81y3NOsPAJqKyFC7sh3AMOAHYDUwQ0RWK6XeANJFZIpSagxQWURilVJdMdxwXTCSk0wXkWbWhCW7AFv2yR+BJiJy0dV8tKTbM3AXuaamZHScPAMdJ89Ax8kz0HHyDNwlTlrSrXEH4oEA4IvrVVRKnQSmAQOsku5A66V/Ah8CR4FjwFfW8ilAB6XUEYy3e1Os5auB49b6H1jbY12k/RvYaT0mlbRwc8XvKel2JcaeP38+VatWNdvY3lzZk52dTdeuXQkICCAoKIgxY8aY1+wF1tHR0Q4C606dOlGxYkUeeughh/5OnDhBZGQk/v7+PP744+Tl5QGuJd27d++mRYsWBAUFERoayqJFi8xrrVu3Nufu6+vL3//+d/NZhIaGEhISQsuWLdmzZ4/DHAoKCmjcuLHD3J588kkaNmxIcHAwgwYNIj8/H4CEhATzreVzzz3H1q1brxc6jUaj0Wg0Gs3t5HZ/t6mPP/fxv5Z0uxJjz5s3T4YMGVLi2FlZWeZes9zcXGnVqpWsXr1aRBwF1rNmzXIQWH/zzTeSmJgoXbt2deivZ8+epiT8ueeek1mzZomIa0n3oUOH5PDhwyIikpKSItWrVzf33NnTvXt3+fjjj0VEZNu2bXLx4kUREVm9erU0a9bMoe5bb70lffr0cZjbl19+KYWFhVJYWCi9e/c253XlyhUpLCwUEZEPP/xQGjZsWOLz0tx+3GVPgaZkdJw8Ax0nz0DHyTNwlzih97xp3BGlVC2l1AnrZ4wopSpZz+sopX62lrVTSq0qoY92SqnLdq64CXbXOimlDlkl3WPsyu9TSv1gLV+klCrjvPcb57dKul2JsW+EcuXKERUVBUCZMmWIiIgwRdX2AuvmzZs7CKyjo6O5++67HfoSETZs2GB65vr378+KFSsA15LuBg0amP45X19ffHx8SEtLc6iTmZnJhg0bzDdvLVu2pFKlSk7ndebMGb788kuefvpphz66dOmCUgqlFM2aNTPb3HXXXabUPCcnp5jgXKPRaDQajUbjXujFm4ehlIoBVmLsgzuslNqNsffs/Vvobov86oqbZO3fC5iJIeoOBPrYfX45FXhbRPyBS8A/rjfAHyHpdsWyZcsIDQ2lR48eTvuyJyMjg5UrVxIdHV3s2ty5c68rsE5PT6dixYp4exv2DT8/P1JSSszl4sCOHTvIy8ujXr16DuUrVqwgOjqaChUqXHdew4cP5/XXXy+2SLSRn5/Pp59+SqdOv6r5li9fTkBAAC+//DIfffTRDc9Xo9FoNBqNRvPHoxdvHoaIrBWRcKA2kArMB7KBN3+nIZoBR0XkuIjkYWS8fFQZr2XaA7ZNW/ZS71vi95J0O+Phhx/m5MmT7N27lw4dOtC/f3+XdS0WC3369GHYsGEO2SzBEFgnJSX9TwXWZ8+epW/fvsybN6/YwsuVZHzjxo3MnTvX9LetWrUKHx8fmjRp4nKcf/7zn7Rp04bWrVubZd26dePgwYP8+9//Zvz48b/THWk0Go1Go9Fo/hdoSbeHIiL5SqlRwBqgo/X8ZrtpoZTag7EIHCki+3Eu4o4E7sXwwlnsyosJuuH2SLpdibEB/P392bFjh8vrU6dO5c477yQ8PNyhjk1g/c477xQTWO/evZv09HSzvoiQlpbG+vXr8fLyYv/+/dx5550O/TmTdGdlZfHiiy/y5JNPkpOT41D/8uXLfPfdd7z44osO5ceOHWPChAlMmTKFffv2AcYib926dXzxxRfk5eWRnZ1Nhw4dGDt2LAAff/wxR44cYdKkSU6fQ7169UhOTiYhIYF77rnH6XPS3H60BNUz0HHyDHScPAMdJ89Ax+kP5HZvutPHrR/AOxgLrxet53WAn62/22GVcbtoWwG4y/q7C3DE+rsH8KFdvb5AHFAF442crbyWbaySjv+lpNueoglLbPJuEZEvvvhCIiMjnbYbO3asdO/eXQoKChzK7QXWzti4cWOxhCU9evRwSFgyc+ZMh+tFJd25ubnSvn17efvtt52OMXv2bOnXr59D2alTp6RevXqybds2p22cze2DDz6QFi1aSHZ2tkO9I0eOmAlL3nvvPfH19TXPNe6Ju2wI15SMjpNnoOPkGeg4eQbuEid0whKNu6KUCgc6AM2BF22y7RtFRDJF5Kr192qgtFKqCq5F3OlARaWUd5HyEvlfSrrBtRh7+vTpBAUFERYWxvTp05k/f77ZJjw8HDASfEyePJnk5GQiIiIclAL2Auvw8HAHgXXr1q3p2bMn69evx8/Pj7Vr1wLGG7xp06bh7+9Peno6//iHsSXQlaR78eLFfPvtt8yfP9/UAtgUCOBcMj5p0iTS09P55z//SXh4OE2bXl9lMnjwYM6dO0eLFi0IDw9n0qRJgLEnMDg4mPDwcN59910WLVqkk5ZoNBqNRqPRuDFa0u2BWPeffQdMEJGvlVIvYCzixmK8bQtWSrXD+BTyIRd9VAfOiYgopZph7GWrDXgBh4FojMXZTuAJEdmvlFoCLBORhUqpOcBeEZlV0ly1pNszcBe5pqZkdJw8Ax0nz0DHyTPQcfIM3CVOWtKtcVeeAX4Rka+t57OARhiLrxulB/Czdc/bdKC39Y2zBRgKrAUOAIvF2AsHMBoYoZQ6irEHbu6tTN6VpBtgxowZpjQ7NjYWMBKbDBw4kJCQEMLCwhy+qc7Ly+PZZ58139jZ9AJz5swhJCSE8PBwWrVqRXJycrF55OTk0KxZM8LCwggKCmLixInmNVfCbVfy740bNzrc0x133GGqAlxJsm3s3LnTQeBdkrzbxrBhwxzE5Ke0TtrkAAAgAElEQVROnSI6OprQ0FDatWvnoBDw8vIy52X/BnHDhg1EREQQHBzMa6+9hsXiuDdRo9FoNBqNRuNm3O7vNvXx5z5uRtK9YcMGiY6OlpycHBH5dQ9cXFycDBgwwCyLiIgw96hNmDBBxo4dKyLGvri0tDQREbl8+bI5RkJCgsTExBQbu7CwUK5cuSIiInl5edKsWTPZvn27iLgWbt+I/Ds9PV0qVapkSr5dSbJt9x8VFSWdO3c298NdT969c+dOeeqppxz2+fXo0UPmz58vIiLr16+Xp556yrxWdD+g7Vn5+fnJoUOHRESkb9++8uGHH5Z4X5rbj7vsKdCUjI6TZ6Dj5BnoOHkG7hIn9J43jTtSkqTbRf01SqmMotJuV9JtpVRZ6/lR6/U6dm1etpYfsjrnfhP2ku7Zs2czZswYypYtC4CPjw8AycnJtG/f3iyrWLEiSUlJgKEXePnllwEoVaqUmcnR3ouWlZXldC+XUsp8e5Wfn09+fj5KKURcC7dvhKVLl9K5c2dT8u1Kkg3Gm8bHHnvMvFcoWd5dUFDAqFGjeP311x3GtH9GUVFRpi/PFenp6ZQpU4YGDRoA0LRpU6dSdI1Go9FoNBqN+6AXbx6IiJwGZgNTrEVTgPdF5GTRukqpgYA/cBForZTarZSaab3sSrr9D+CStfxtaz2ssu7eQBDQCZhllXq7pKikuyj2STkOHz7Mli1biIyMpG3btuzcuROAsLAwEhMTsVgsnDhxgl27dnH69GkyMjIAGD9+PBEREfTs2ZNz586Zfc+cOZN69eoRGxvL9OnTnc6voKCA8PBwfHx86NChA5GRkdcVbl9P/u0s0QgUl2SnpKSwfPlynn/+eZfPr6i8Oy4ujkceeYQaNRzz04SFhfHFF18Ahnj7ypUrpKenA8bnoU2bNqV58+bmIrRKlSpYLBZzEbx58+brisw1Go1Go9FoNLcXvXjzXN4GmiulhgOtcCHpFpF51kXYIGCLiISLyJDrSLcftZ5jvR5trf8osFBEckXkBHAUQ+p9SxSVdFssFi5evMj333/PG2+8Qa9evRARBg0ahJ+fH02bNmX48OG0bNkSLy8vLBYLZ86coWXLlvz444+0aNGCkSNHmv0PGTKEY8eOMXXqVP7zn/84nYOXlxe7d+/mzJkz7Nixg59//rnEOV9P/n327Fn27dtHTEzxl5JFJdnDhw9n6tSpxcTc9n3Zy7tTU1NZsmQJL7zwQrG6b775Jps3b6Zx48Zs3ryZmjVr4uVlrKtPnTpFUlISn3/+OcOHD+fYsWMopVi4cCEvvvgizZo1o1y5cmZ9jUaj0Wg0Go17oiXdHoo4kXTfZBclSbdNUbeIWJRSl631awLf2/XhVNRdkqTbPtlIUUl3uXLlqFu3Lps3bwaMxV1CQgIVK1bk0Ucf5dFHHwVg6NChZGRksG/fPu644w4qV67Mpk2b8PPzY/r06cUkkdWrV2fZsmUO6gFn1KlTh5kzZ9KrV6/rCrfBufx76dKlREZGsm3bNoe6ziTZW7duZcuWLYAh5E5ISODgwYO0atXKqbx7+/btJCcn4+fnB0B2djY1a9ZkwYIFgJHEBODatWt8/vnnDtqBI0eOABAQEMBnn31G27ZtAfj3v/8NGCqG06dPa8Gmm6MlqJ6BjpNnoOPkGeg4eQY6Tn8gt3vTnT5u/aCIpPs6ddthJ+2mBOk28DPgZ3ftmLV+HPCUXflcoEdJ4xaVdNtTVNI9e/ZsGT9+vIgYSTv8/PyksLBQsrKy5OrVqyIism7dOmndurVDH+vXrxcRI5lIjx49REQc5NqJiYnSpEkTKcr58+fNRCDZ2dnSqlUrWblypYi4Fm5fT/4dGRkpGzZscChzJcm2x17gfT15tw37RCRpaWlmEpd//etf5nO8ePGimQAmLS1N/P39Zf/+/SLya0KYnJwcady4sfkcNe6Lu2wI15SMjpNnoOPkGeg4eQbuEif+AglL9Js3D6WIpHurUmqhiJy9iS5M6bYYb9/spds2UfcZq5T7Hmt9VwJvl9xZ2otDVjG3PTZJ93vvvWeWDRo0iEGDBhEcHEyZMmX4+OOPUUpx/vx5YmJiKFWqFDVr1uTTTz8120ydOpW+ffsyfPhwqlatyrx58wBjb9g333xD6dKlqVSpEh9/bHwFmpqaytNPP83q1as5e/Ys/fv3p6CggMLCQnr16sVDDz1k9tu7d2/GjRtH48aNTeH29OnTSUxMxNvbm8qVKzvIv0+ePMnp06fNt1o2Bg8eTO3atWnRogUA3bt3Z8KECS6fmU3enZ6ebvZvE3m7YtOmTbz88ssopWjTpg0zZxrbGg8cOMBzzz1HqVKlKCwsZMyYMQQGBgLwxhtvsGrVKgoLC+nQoYOZ8ESj0Wg0Go1G455oSbcH4krSLSJPltCmHUWk3a6k20qpIUCIiAxWSvUGuotIL6VUEPA5xj43X2A9UF9EClyNqyXdnoG7yDU1JaPj5BnoOHkGOk6egY6TZ+AucdKSbo274lTSrZRq66yyUmoLsAQj8cgZuxT/rqTbc4F7reUjgDEAYsi6FwPJGHvthpS0cNNoNBqNRqPRaDS/H3rx5oGIyPsi8rjdeYGIRIjIZhf1W4tIVRG5U0T8RGSttfy4iDQTEX8R6SkiudbyHOu5v/X6cbu+JotIPRFpKCJf3cr8Dx06RHh4uHlUqFCBd955h1GjRhEQEEBoaCjdunUzVQB5eXkMHDiQkJAQwsLCzA2x2dnZdO3alYCAAIKCghgzZow5Rm5uLo8//jj+/v5ERkZy8uTJYvPIycmhWbNmhIWFERQUxMSJE81rTz75JA0bNiQ4OJhBgwaRn2/kg3njjTfMeQcHB+Pl5cXFixcBePvttwkKCiI4OJg+ffqQk5MDGC67iIgIwsPDadWqFUePHgVgzpw5hISEmOXJycnm+K+99hr+/v40bNiQtWvXmuUZGRn06NGDgIAAGjVqxPbt281rM2bMMJ9FbGzsTfXVv39/h740Go1Go9FoNG7I7d50p48bO4Cr1r9Ngf1AGet5PeA4UMFFuzrANWC39Zhjd60JsA8j5f90fv2MtjLwNXDE+reStVxZ6x0F9gIR15t3gwYNpCQsFotUq1ZNTp48KWvXrpX8/HwREYmNjZXY2FgREYmLi5MBAwaIiJFkIyIiQgoKCiQrK8tMDpKbmyutWrWS1atXi4jIzJkz5bnnnhMRkfj4eOnVq1exsQsLC+XKlSsiIpKXlyfNmjWT7du3i4jIl19+KYWFhVJYWCi9e/eWWbNmFWufmJgoUVFRIiJy5swZqVOnjpmUpGfPnjJv3jwREalfv74kJyeb8+rfv7+IiFy+fNnsKyEhQWJiYkREZP/+/RIaGio5OTly/PhxqVu3rlgsFhER6devn3zwwQfmPdsSrmzYsEGio6PN5CS2ZCQ32te6devMvjTui7tsCNeUjI6TZ6Dj5BnoOHkG7hIn/gIJS/SbNw9DRJKAzYBNaDYTGAvUtgq47Y8frHWOieF3CxeRwXbdzcb4BLO+9ehkLR8DrBeR+hj72myvtDrb1X3W2r5ErifpXr9+PfXq1aN27dp07NjRFGM3b96cM2fOAJCcnGwm0/Dx8aFixYokJSVRrlw5oqKiAChTpgwRERFmm4SEBNPB1qNHD9avX29bsJoopbjrrrsAQ6Cdn5+PsZ0QunTpglIKpRTNmjUz+7UnPj7eQcZtsVi4du0aFouF7OxsfH19zXEyMzMBQwlgK69QoYLZNisryxw7ISGB3r17U7ZsWe677z5TSXD58mW+/fZbM3lKmTJlqFixIgCzZ89mzJgxlC1b1nxON9NX6dKlzb40Go1Go9FoNO6JXrx5Jv8CnlFKxQLeIhIvIvvsFmi2I9JVB0qpGhhv6763/p+KT3Au6S4q7/7E+j83vsfIVlnjt9zIwoULHRZANj766CM6d+4MQFhYGImJiVgsFk6cOMGuXbs4ffq0Q/2MjAxWrlxJdHQ0ACkpKdSqZSTG9Pb25p577iE9Pb3YOAUFBYSHh+Pj40OHDh2IjHR8ZPn5+Xz66ad06tTJoTw7O5s1a9bw2GOPAVCzZk1GjhzJ3/72N2rUqME999xDx44d+f/snXd4VcX2v98JAaVLaNJbKOEkIQUpShEwNCtFAf1KaPde/YEiisBVENR7pYmAEsBLMwoSmhBEOhhBRXoAgUgLHQFDTQKp6/fH3tmek5xzErwq51znfZ79nL3Xnlkzs1f4Y5iZ9QGYPXs2nTt3pmrVqnz22WcO2zujoqKoU6cOw4YN48MPP8zTd4CqVaty7tw5EhMTKV++PH379iU0NJQBAwaQkpICwJEjR9i6dStNmzaldevW7Ny58458TZw40fKl0Wg0Go1Go/FMtFSAFyIi15RS4zASlTQsQJVaSqm9wA1gpIhsxRDXtl9Oshfcrii/yg78DFQ07y3x7lx1HCQKCirSnZGRwbJly3jssccc7PPnz+fatWtUqVKFuLg46tSpw4YNG2jQoAEVK1akQYMGHD582KqTlZXFG2+8QefOnTl9+jSnT58mJSWFbdu2Ub58ecA43/bdd99RunTpPB9nypQpJCcnM2rUKBo0aECtWrWsd++//z61a9cmKyvLoY+bN2+mQYMG7N+/H4CbN28SHR3N/PnzKVGiBGPGjOHNN98kIiKCt956i3fffZeGDRtak9XXX38dAJvNxpw5c9i4cSODBg3in//8J+fOnXMY34ULFzh48CBJSUns3r2bPn360KdPHz766CNefPFF+vXrx/Xr1zlw4ADjxo0jISGBJ554gs8//7zAvj744APLl8Zz0SKo3oGOk3eg4+Qd6Dh5BzpOfyJ3e9+mvgp2YZ55s3tegSHQ3SWfevcAZc37cIzJVymMs3Mb7cq1xBTxBq7l8nHV/F0FtLCzbwIau2vfnUj3ihUrJCIiwsE2b948adasmaSkpIgrmjdvbglNi4j07dtXXnrpJYcy7du3l++//15ERDIyMqRs2bKSnZ3t0qeIyNtvvy0TJ060nseMGSNPPvmkJX5tz1NPPSULFiywnhcvXiz9+vWznqOjo+XFF1+US5cuSe3atS37qVOnJCAgII+/rKwsKVWqlIiIvPfee/Lee+/lGcuFCxekRo0aln3Lli3SuXNnERHp0KGDgzh47dq15dKlSwX2NXXqVMuXxnPxlDMFGvfoOHkHOk7egY6Td+ApcUKfedN4IkqpxzCEszsAE5VSxVyVFZE0EUky73cDx4F6GOLaVe2K2gtuX8zZDmn+XjLtdyzS7Y7cZ8bWrl3LhAkTWLlyJcWK/Tqk1NRUa0vfhg0b8PX1tYSmR44cyfXr15kyZYqD7yeeeMIS5l66dClt27a1zpTlcPnyZSuj5a1bt6zVPTC2Oq5bt46FCxfi4+P4z+T69et88803PPnkk5atevXq/PDDD6SmpiIibNq0iYCAAMqUKcP169c5cuSI1f+AgAAAjh49atX/6quvqFu3rtX3mJgY0tLSSExM5OjRozRp0oT777+fatWqkaObt2nTJus7PPXUU3z99deAsYUyPT2dcuXKFdjXnj17LF8ajUaj0Wg0Gs9Eb5v0MpRSRYEPgKdE5JBSKhYjYcmbLsqXB66ISJZSqjZGspETInJFKXVDKdUM2A70Bj4yq60EIoFx5m+snX2QUioGaApcl1+3VzqlaOFC/DTu0Tz2lJQUNmzYwMcff2zZBg0aRFpaGhEREYCRtGTmzJlcunSJDh064OPjQ5UqVfjss88AOHv2LP/+979p0KABYWFhlo8BAwbQv39/nn/+efz9/fHz8yMmJgaA8+fPM2DAAFavXs2FCxeIjIwkKyuL7OxsnnnmGR57zNAwf+GFF6hRowbNmzcHoGvXrrz11lsALF++nPbt21O8eHGr702bNqV79+6EhYXh6+tLaGgof//73/H19WXWrFl069YNHx8fypQpw9y5cwGYNm0aGzdupHDhwpQpU8aabNpsNp555hkaNmyIr68vUVFRFCpUCDDkAJ577jnS09OpXbs28+bNA6Bfv37069ePwMBAihQpQnR0NEqpAvsqVaoUkydPdhdKjUaj0Wg0Gs1dJic1vMbDUUoli0gJpdR7QCERGW7aSwL7gA4ictRJvW7AO0AGkA2MFpEvzXeNgU+AosAa4CUREaVUWQwx7urAKeAZc7KngGkYWSlTgb5iZL90Sf369SVndUfjucTFxfHwww/f7W5o8kHHyTvQcfIOdJy8Ax0n78BT4qSU2i0ije92P/5I9LZJL0FESpi/b+RM3MznmyJS29nEzXy/TERsYmSfDMuZuJnvdolIoBii24PMvcKISJKItBORuiLyiIhcMe0iIgPN8kH5Tdzc4UxsOj4+nmbNmhESEkLjxo3ZsWMHAAkJCTRv3px77rmH999/P4+vrKwsQkNDrVUzgJYtW1pi2pUrV+app57KUy+HGzduULVqVQYNGgQYyUfsRcTLlSvHK6+8AsCWLVus1bWlS5daPuLj42nevDk2m43g4GAWLVpkvRMR3nzzTerVq0dAQICVVdLVuNyJh2/evJmwsDACAwOJjIwkM9NIBnP16lW6dOlCcHAwTZo04ccff7Tq9OvXjwoVKhAYGJhn7DnC3n369HEQ9tZoNBqNRqPReB5626TmrjB48GA6duzI0qVLSU9PJzU1lWeeeYbRo0fTqVMnVq9ezbBhw4iLi8PPz48PP/yQFStWOPU1depUAgICLC01gK1bt1r33bp1cziflptRo0bRqlUr67lkyZLEx8dbz+Hh4XTt2hUwzrZ98skneSaRxYoV49NPP6Vu3bqcP3+e8PBwOnTowH333ccnn3zCmTNnSEhIwMfHh0uXjCOErsZ1zz33sHnzZkqUKEFGRgYtWrSgU6dONGnShMjISDZt2kS9evV46623iI6Opn///rz33nuEhISwfPlyEhISGDhwIJs2bQKgT58+DBo0iN69ezu08/XXXxMbG8u+ffvYtm2bPvOm0Wg0Go1G4+HolTcvRClVTSmVqJTyM5/LKKV+VkodUkrdMgW6jymlXJ5HU0r1UUqJUuoRO9tTpq27+Rxnbq1EKXVSKbXMrmx3pdQn+fXVmUi3K7FpV2LWFSpU4IEHHqBw4cJ5/J89e5avvvqKAQMGOG3/xo0bbN682eXK2+7du7l48aKlyZabI0eOcOnSJVq2bAlAzZo1CQ4OzpPEpF69elbCkcqVK1OhQgUuX74MGALab731llUnR0Db1bhciYcnJSVRpEgR6tWrB0BERATLlhkhsRcyb9CgASdPnuTixYsAtGrVCj8/vzxjcyXsrdFoNBqNRqPxTPTkzQsRkTPADIyEIpi/U4HOwHERCQEGALvzcXUA6Gn33Avj/JwrwpVS//XyjCux6SlTpvD6669TrVo1hg4dytixY/P19corrzBhwoQ8k6kcVqxYQbt27ShVqlSed9nZ2bz22mtOt2LmEBMTQ48ePfJkqnTHjh07SE9Pp06dOgAcP36cRYsW0bhxYzp16uSQZdIVzsTDy5UrR2ZmJrt2GbtVly5daomVN2rUiC+++MJq/9SpU5w9e9alf3AU9h48eLAl7K3RaDQajUaj8Uz0tknvZTKwWyn1CtACGMSvItsFZSvQUilVGEMPzh+Id1N+EkZWy+fcOc1PpPunn35yKjadnJxM//79ad26NV9//TVdu3Zl0qRJVt2TJ09StGhRSwRy27ZtZGRkcPPmTeLj40lKSsojEBkVFUXnzp2dCkcuX76c+vXrc+zYMRISEjh37lyecnPnzuWf//xnHvvPP//MwYMHKVeunIM9KSmJIUOGMGLECLZs2QIYUgfnzp3j/fffZ8uWLXTr1s069+ZsXDk4Ew8fNmwY/fr1IyMjg8aNG3Pr1i3i4uJ46KGHmDZtGv7+/tSuXRt/f3/27t3LzZs3rf6mpKQ4tGEv7L13715L2PtOJqqaPxctguod6Dh5BzpO3oGOk3eg4/QncreF5vT12y8MnTcBIsznmsCP5v3DmKLbLur2wcgc+QHwGMaEbDRG9snuZpk4TBFu4CRQETiMMcnrDnySXx+diXS7EpsuVaqUJaSdnZ0tJUuWFHtGjx7tIKI9YsQIqVKlitSoUUMqVqwoRYsWleeee856f/nyZfHz85Nbt26JM5599lmpVq2a1KhRQ8qWLSslS5aU4cOHW+/j4+Olbt26TutGRkbKkiVLHGzXr1+X0NDQPPb69evLiRMnrHHliHG7GlducouH57Bu3Tp5+umn89izs7OlRo0acv36dcuWmJgoNpvNoZy9sPfXX39tCXtrPBdPEUHVuEfHyTvQcfIOdJy8A0+JE1qkW+PhdAIuAHnTCBacGIytkz2BhfmUzQImAv/8L9pzKTZduXJlvvnmG8DIqphzhswVY8eO5ezZs5w8eZKYmBjatm3L/PnzrfdLly7lscce495773Vaf8GCBZw+fZqTJ0/y/vvv07t3b8aNG2e9zy0i7o709HS6dOlC79696d69u8M7ewHtb775xjqz5gp34uE5yU7S0tIYP348L7zwAmBk70xPTwcMgfFWrVo53Srqql9nzpyxhL01Go1Go9FoNJ6J3jbppSilQoAIoBnwrSmcfceIyA6lVBCQKiJHCrBl7jOMyduP+RUE1yLdzsSmn3zySQYPHkxmZib33nsv//nPfwBjy1/jxo25ceMGPj4+TJkyhUOHDuU7OYmJiWHEiBEOtl27djFz5kxmz56db98XL17M6tWrHWw7d+6kS5cuXL16lS+//JLRo0dz8OBBFi9ezJYtW0hKSuKTTz4B4JNPPiEkJIQRI0bw3HPPMXnyZEqUKGG17Wpc7sTDJ06cyKpVq8jOzubFF1+0kpQcPnyYyMhIS5h7zpw5Vp979epFXFwcv/zyC1WrVuXtt9+mf//+DsLe6enplrC3RqPRaDQajcYz0SLdXogplv098JaIbFBKvYQxiXsTY6tkoFLqYWCoiDzmwkcfjC2Rg5RSnYDbIvK1mUFylYgsVUrFmT52KaVOmuV/UUr9P2AEsFlE+rjrqxbp9g48RVxT4x4dJ+9Ax8k70HHyDnScvANPiZMW6dZ4Kn8DTovIBvN5OhAA1PgtzkRkjYh8fQdV5vBfrto6E+nu0aOHJYxds2ZNQkJCHOqcPn2aEiVKOGSHrFmzJkFBQZawdw5LlizBZrPh4+NjZWd0hqv6rgTDY2NjCQ4OtuzffvutVadjx47cd999DmLh4Fow/Pr16zz++OOWGPe8efMAOHXqFGFhYYSEhGCz2Zg5c2aefj/xxBMOotv79u2jefPmBAUF8fjjj1uSCzt27LDabtSoEcuXL7fqTJ06lcDAQGw2m4PguEaj0Wg0Go3GQ7nbh+709b991atXT5zRu3dvmTVrloiIpKWlydWrVx3ev/rqq/L222872Lp16ybdu3d3SN5Ro0YNuXz5ch7/hw4dkoSEBGndurXs3LnTaR/c1Y+IiJDVq1eLiMhXX30lrVu3FhGRmzdvWklV9u3bJ/Xr17fqbNy4UVauXCmPPvqoy/a6du0q0dHRIiLy73//W4YNGyYiIpcuXZIyZcpIWlqapKWlye3bt632atSoIefOnbN8LFu2THr16uWQgKRx48YSFxcnIiJz5syRkSNHiohISkqKZGRkiIjI+fPnpXz58pKRkSEHDhwQm81mvQ8LC5OjR4+67LfGM/CUA+Ea9+g4eQc6Tt6BjpN34ClxQics0dwNlFLJ5m9NpdSP5v3DSqlVbuo0UEptU0qlKaWG5nrXUSn1kyncPcLOXksptd20L1JKFTHt95jPx8z3Ne3q/NO0/6SU6pDfWO5EpDsHEWHx4sUOyUJWrFhBrVq1sNls+TUJQEBAAPXr1y9QWWe4EgwvUaKEdS4sJSXF4YxYu3btKFmypEufuQXDlVLcvHkTESE5ORk/Pz98fX0pUqSIJZydlpZGdna25SM5OZkPPviAkSNHOvg+cuQIrVq1AhzFu4sVK4avr7FIevv2bau/hw8fpmnTptZ7e504jUaj0Wg0Go1noidv/ztcAV4GHBSnlVL9gFiMTJEpwGil1Ofm6/HAZBHxB64C/U17f+CqaZ9slsMU6O4J2ICOwHSlVKE77agrke4ctm7dSsWKFa1sk8nJyYwfP57Ro0fn8aWUon379oSHh1sJTu4EV/XdCYYvX76cBg0a8OijjzJ37twCt5VbMHzQoEEcPnyYypUrExQUxNSpUy2x8TNnzhAcHEy1atUYPny4NXkcNWoUr732GsWKFXPwbbPZiI2NBYwtozni3QDbt2/HZrMRFBTEzJkz8fX1JTAwkK1bt5KUlERqairbt293qKPRaDQajUaj8Tz05O1/BBG5JCI7gYxcrw4DcSLSUEQaAe8AB8ykJ22BnMNO0cBT5v2T5jPm+3Zm+SeBGBFJE5FE4BjQ5E77mpmZyZ49e3jxxRfZu3cvxYsXd5uif8yYMQwZMoQSJUrk8fXtt9+yZ88e1qxZQ1RUlCWMXVBc1Z8xYwaTJ0/mzJkzTJ482VolBOjSpQsJCQmsWLGCUaNGFbit3ONat24dISEhnD9/nvj4eAYNGmSt9lWrVo39+/dz7NgxoqOjuXjxIvHx8Rw/fpwuXbrk8T137lymT59OeHg4N2/epEiRIta7pk2bcvDgQXbu3MnYsWO5ffs2AQEBDB8+nPbt29OxY0f8/f0pVOiO5+EajUaj0Wg0mj8RLRXwv08VwH5J5SzQFCgLXBORTDt7ldx1RCRTKXXdLF8F+CGXryrkQin1d+DvAOXKleetoEzrXVxcHFeuXKFcuXLcunWLuLg46tSpw+eff067du3Iyspi0aJFfPzxx8TFxQGwfv165s+fz8svv0xycjI+Pj6cOXPGmsQcPXoUgNDQUBYuXOiwzfDatWvs3r2b5ORklx/IWf25c+fSpUsX4uLiKF++PNu2bbP6Y8+hQ4eIjY2ldOnSgJHoJDVSoC0AACAASURBVCkpKU/Z69ev8/333zNkyBDr3fvvv8+zzz5raduVKVOGBQsWEBAQ4FC3bNmyzJw5k2vXrvH9999z//33k5WVxbVr1wgJCWHKlCkAvPHGG4CxalehQgWn/c3MzCQ6Opr69etTp04dJk2aBMD06dOt+Gg8l+TkZB0jL0DHyTvQcfIOdJy8Ax2nP5G7fehOX3kvINn8rQn8aN4/jJHCP7+6YzDS++c8dwdm2z0/D0wDygHH7OzV7Nr6Eahq9+64WX4a8H929jlAd3f9qVarjtQYvsq6cmjRooUkJCSIiMjo0aNl6NChIiKyZs0aadWqlbhi9OjRVsKS5ORkuXHjhnXfvHlzWbNmjUN5dwlL3NVv0KCBdfh248aNEhYWJiIiR48etRKW7N69WypXrmw9ixgHdp0lLJkxY4b07t3bwfbCCy/I6NGjRUTk559/lsqVK8vly5flzJkzkpqaKiIiV65ckbp168r+/fsd6iYmJjokLLl48aKIiGRlZcnzzz8vc+bMERGREydOWAlLTp48KZUqVbIStOTUOXXqlFSrVi1P0hiN5+EpB8I17tFx8g50nLwDHSfvwFPixF8gYYleefvf5xzGxCyHqqYtCbhPKeUrxupbjt2+zlmllC9Q2izvypdL7kSkGwxhbfuthe64ePGitfqWmZnJs88+S8eOHQHjXNpLL73E5cuXefTRRwkJCWHdunWcP3+eAQMGsHr1arf1Z82a5VQwfNmyZXz66acULlyYokWLsmjRIisJSMuWLUlISCA5OZmqVasyZ84cOnToYI0rt2D4qFGj6NOnD0FBQYgI48ePp1y5cmzYsIHXXnsNpRQiwtChQwkKCnL7LRYuXEhUVBQAXbt2pW/fvoCxLXTcuHEULlwYHx8fpk+fTrly5QDo1q0bSUlJFC5cmMGDBzskjdFoNBqNRqPReB5apNsDUUoli0gJM8tjgUS37eqOwVi5e9989gWOAO0wJlo7gWdF5KBSagmwTERilFIzgf0iMl0pNRAIEpEXlFI9ga4i8oxSygZ8jnHOrTKwCagrIlmu+qNFur0DTxHX1LhHx8k70HHyDnScvAMdJ+/AU+KkRbo1XoNS6n6l1FngVWCkUuqsUqqUuao2CFiHkbxksYgcNKsNB15VSh3DONM2x7TPAcqa9leBEQBmvcXAIWAtMNDdxM0dv5dIN0BWVhahoaEO4tiJiYk0bdoUf39/evToQXp6ep4+ZGRkEBkZSVBQEAEBAQ4ZJSdPnozNZiMwMJBevXpx+/Zt4M4FtwGGDx9OYGAggYGBLFq0yLJv3ryZsLAwAgMDiYyMJDPTOBsYFxdH6dKlrXbeeecdwDjL1qZNGxo2bIjNZmPq1KmWL1ci3QsWLLD8hISE4OPjQ3x8/B1ESqPRaDQajUbjMdztfZv6+t++/miRbhGRSZMmSa9evRzOmj399NOycOFCERH5xz/+IdOnT8/ThwULFkiPHj1ExBCzrlGjhiQmJsrZs2elZs2a1rmzp59+WubNm5enfkEEt1etWiWPPPKIZGRkSHJysjRu3FiuX78uWVlZUrVqVfnpp59ERGTUqFEye/ZsEXF9bu78+fOye/duERG5ceOG1K1bVw4ePCgirkW67dm/f7/Url07jz2nTY3no+PkHeg4eQc6Tt6BjpN34Clx4i9w5k2vvHkJSqmvc4tiK6VeUUqtyRHydlGvplLqllIq3rxm2r0LV0odMEW3PzTlAFBK+SmlNiiljpq/ZUy7MssdU0rtV0qF5dfvP1qk++zZs3z11VcMGDDAof7mzZvp3r07AJGRkaxYscLZtyElJYXMzExu3bpFkSJFLA22HFtmZiapqamWzloOBRXcPnToEK1atcLX15fixYsTHBzM2rVrSUpKokiRItSrVw9wFNZ2RaVKlQgLMz55yZIlCQgI4Nw548ihK5FuexYuXEjPnj3dtqHRaDQajUaj8Vz05M17WAj0VEr1zZmIAf8G/IFK+dQ9LiIh5vWCnX0G8Degrnl1NO0jgE0iUhfjXFtOpo1OdmX/bta/Y35Pke5XXnmFCRMmWOLWAElJSdx33334+hr5eKpWrWpNcuzp3r07xYsXp1KlSlSvXp2hQ4fi5+dHlSpVGDp0KNWrV6dSpUqULl2a9u3bO9QtqOB2o0aNWLt2Lampqfzyyy98/fXXnDlzhnLlypGZmcmuXbsAWLp0qYNI9rZt22jUqBGdOnXi4MGD5ObkyZPs3buXpk2bAu5FunNYtGhRgZPBaDQajUaj0Wg8Dz158x6WAo8CC0QkBENQOwloD1y4U2dKqUpAKRH5wVxm/hTnIt25xbs/NVemf8DIVpnfxDEPv5dI96pVq6hQoQLh4eF32gUAduzYQaFChTh//jyJiYlMmjSJEydOcPXqVWJjY0lMTOT8+fOkpKQwf/58h7oFFdxu3749nTt35sEHH6RXr140b96cQoUKoZQiJiaGIUOG0KRJE0qWLGmJZIeFhXHq1Cn27dvHSy+9ZK3u5ZCcnEy3bt2YMmWKNXl0J9INsH37dooVK0ZgYOBv+lYajUaj0Wg0mruPlgrwEkTkilJqB8bqVyzQEyN5SEHShdZSSu0FbgAjRWQrhrj2Wbsy9oLbFUUkZ0L4M1DRvHcm+F2FXJPHP0uk+5dffmH9+vV88cUXpKenk5qaSkREBG+88QaXL19m06ZNFCpUiIMHD1K0aNE84pFTpkyhYcOGfPfddwDUrl2b6OholFLce++91opXQEAAS5YsoWrVqsCdC24/9NBDPPTQQwC8++673L5926r37rvvArBz507uu+++PH0sVqwYN2/etITAMzMz+ec//0nTpk3x8/NzKO9OpDsqKoqmTZu6FNDU4pregY6Td6Dj5B3oOHkHOk7egY7Tn8jdPnSnr4JfwHPAQvM+HgjHTsjbRZ17gLLmfTjG5KsU0BjYaFeuJaYIOHAtl4+r5u8qoIWdfRPQ2F2f/0iRbntyJ/no3r27Q8KSqKioPHXGjRsnffr0ERFDpDsgIED27dsnP/zwgzRs2FBSUlIkOztbevfuLR9++KFV704EtzMzM+WXX34REZF9+/aJzWazRLNzRLJv374tbdu2lU2bNomIyIULFyzh7+3bt0u1atUkOztbsrOz5fnnn5fBgwfnGYsrke4cW+XKleX48eMuv6unHDTWuEfHyTvQcfIOdJy8Ax0n78BT4sRfIGGJXnnzLmKByWaikGIistvUgnOJiKQBaeb9bqXUcaAehuZbVbui9oLbF5VSlUTkgrkt8pJp9yiRbneMHz+enj17MnLkSEJDQ63kKCtXrmTXrl288847DBw4kL59+2Kz2RAR+vbtS3BwMGCchwsLC8PX15fQ0FD+/ve/W77vRHD79u3btGzZEoBSpUoxf/586yzexIkTWbVqFdnZ2bz44ou0bdsWMM6/zZgxA19fX4oWLUpMTAxKKb799ls+++wzgoKCLBmF9957j86dO7sU6QbYsmUL1apVo3bt2v/1d9VoNBqNRqPR3D20SLeXoZRaBNQHYkVktL2Qt4vy5YErIpKllKoNbMUQ4M7ZhvkysB1YDXwkIquVUhOBJBEZp5QaAfiJyDCl1KMYmnGdgabAhyLSxF1/tUi3d+Ap4poa9+g4eQc6Tt6BjpN3oOPkHXhKnLRIt8YTWQg0Mn8LQitgv5mdcinwgohcMd/9P2A2cAw4Dqwx7eOACKXUUeAR8xmMCd4Js/wss/5v4k5FuseOHYu/vz/169dn3bp1gHvR6iVLlmCz2fDx8bEyOjpj6tSpBAYGYrPZmDJlSp73kyZNQinFL7/8AhirZTl9DAwMpFChQly5csXlmNz5EhFefvll/P39CQ4OZs+ePVbZ6Oho6tatS926dYmONnLHpKam8uijj9KgQQNsNpvD6t+QIUOsftWrV89BegEMaYOqVasyaNCgPGN84oknHFbqNBqNRqPRaDSeid426WWIyApA2T2fBFymEBSRZYBTATER2eWsrogkAe2c2AUYeMeddsLgwYPp2LEjS5cutZKNLFq0yHr/2muvUbp0aQAOHTpETEwMBw8e5Pz58zzyyCMcOXIEX19fJk2aRFhYGDdv3iQ8PJyIiAgaNmxIYGAgX3zxBf/4xz9c9uHHH39k1qxZ7NixgyJFitCxY0cee+wx/P39AWNyuH79eqpXr27Vef3113n99dcB+PLLL5k8eTJ+fn4ux5SDM19r1qzh6NGjHD16lO3bt/Piiy+yfft2rly5wttvv82uXbtQShEeHs4TTzzBPffcw9ChQ2nTpg3p6em0a9eONWvW0KlTJyZPnmz5/eijj9i7d6/DWEeNGmXpwNnzxRdf5MniqdFoNBqNRqPxTP6QlTel1H1Kqd+8KuOpKKXilFJul2JN4exids+rlVL3uavzX/SnpjuB7t/o8wWlVG/zvo9SqnJ+ddzxe4h0x8bG0rNnT+655x5q1aqFv78/O3bscCtaHRAQQP369d327fDhwzRt2pRixYrh6+tL69at+eKLL6z3Q4YMYcKECZja5XmwlwvIb0zOfMXGxtK7d2+UUjRr1oxr165x4cIF1q1bR0REBH5+fpQpU4aIiAjWrl1LsWLFaNOmjeU/LCyMs2ftE4bm7RfA7t27uXjxYh6tuuTkZD744ANGjhzp9jtpNBqNRqPRaDyDP2rb5H38F1vqvJxXAGvyJiKdReTaH92oUqpDjni33bX8Tv2IyEwR+dR87AP8V5M3Z9ypSPe5c+eoVu3XPCnORLdzi1YXhMDAQLZu3UpSUhKpqamsXr3aEreOjY2lSpUqNGrUyGnd1NRU1q5dS7du3fIdkytfrsZVkPFeu3aNL7/8knbtHBdIT506RWJiopX8JDs7m9dee433338/zxhGjRrFa6+9RrFixfK802g0Go1Go9F4Hn/U5G0cUMecQEw0rx+VUgeUUj0AlFJRSqknzPvlSqm55n0/pdS/zVWlw0qpWUqpg0qp9Uqpoq4aNFfFpiilvjfbamLa/ZRSK5RS+5VSPyilgk37GKXUZ0qpzUqpo0qpv5n2h5VSq+z8TlNK9XHS3gyl1C6zb2+btpcxJjtfK6W+Nm0nlVLlzPtXzb79qJR6xbTd6TjDlVL7lFLbcNzCuBHYAGRgxHWGiHQxxxOnlFqqlEpQSi1Q5vKPUmqcUuqQ+W3et/suQ5VS3THkBBaYcXxUKbXCrh8Rv2VyCHcu0p0fzkSrC0JAQADDhw+nffv2dOzYkZCQEAoVKkRqairvvfce77zzjsu6X375JQ899JC1ZdLVmAri607JzMykV69evPzyy3kySMbExNC9e3dL8Hv69Ol07tzZ0qjLIT4+nuPHj9OlS5ffrV8ajUaj0Wg0mj+WP+rM2wggUERClFLdgBcwkmyUA3YqpbZgZD1sCazEEHquZNZtCcSY93WBXiLyN6XUYqAbMN9Nu8VF5EGlVCtgLsZ5rreBvSLylFKqLfApkJMJIxhoBhQH9iqlvrqDMb5pZmwsBGxSSgWLyIdKqVeBNiLyi31hpVQ40BcjS6MCtiulvgGu3uE45wGDRGSLmRUyh/7AdRF5QCl1D/CdUmq9+S4UsAHnge+Ah5RSh4EuQAMRkdxbO0VkqVJqEDBURHaZE75JSqnyInLZHMtcZx1Uv7NId1paGt988401Adm/fz9hYWHExcW5Fa0GY4Vq9+7dJCcnO/2YderUYdKkSQDMmjWL8uXLExMTw5EjR6xtl5cvX8ZmszFjxgxrsjZt2jRat25ttedqTLVq1XLpSynFunXryMw0vs/Ro0c5deoU169fJz4+3vK9Y8cOQkJCrOfx48dTtGhRB1sOs2fPZvDgwZZ9xYoVHDhwgA8++IBbt26RmZnJlStXqFixIt9//z33338/WVlZXLt2jZCQEKdJWzSegxZB9Q50nLwDHSfvQMfJO9Bx+hP5I8TjsBOOBiYD/ezefQY8gTFh+wFoCHyCoWFWCUgASpo+jtrVGw6MdNNmHNDW7vk0xvbNvUBtO3uOSPUY4B07+6fAU8DDmGLVpn0a0Meujcbm/QvAHmA/cBnoadpPAuXs6p/EmLQOztXeuxhp+gs8TnM8p+2eg+2+81LgCIZ4dzyQCLQ3x7PBrs4M4P8wJu77MCZgXYEi5vsxGBM2h/Gaz28CQ8x+JAK++f0t/B4i3T/++KMEBwfL7du35cSJE1KrVi3JzMx0K1qdQ+vWrWXnzp0u3+eIW586dUrq168vV69ezVOmRo0acvnyZev52rVrUqZMGUlOTnYo52pMrnytWrVKOnbsKNnZ2bJt2zZ54IEHREQkKSlJatasKVeuXJErV65IzZo1JSkpSURE3nzzTenatatkZWXl8X348GGpUaOGJfCdm3nz5snAgQPz2BMTE6VmzZpO62g8C08RQdW4R8fJO9Bx8g50nLwDT4kTWqT7j0NEzpmrPR2BLYAf8AyQLCI3lVJlMcWlTbIAl9sJc9zm81yQ8pk4bie9N3clpVQtYCjwgIhcVUp94qzcHXCn43SGAl4SkXUORqUeduLfV0Qyza2l7YCeGPptbfNpYx7wJXAbWCIimfmU/11Eum02G8888wwNGzbE19eXqKgoChUq5Fa0evny5bz00ktcvnyZRx99lJCQENatW8f58+cZMGAAq1evBqBbt24kJSVRuHBhoqKi8qTYd8by5ctp3749xYsXL9CYXNG5c2dWr16Nv78/xYoVs8r7+fkxatQoHnjgAQDeeust/Pz8OHv2LP/+979p0KCBlahl0KBBDBgwwPp2PXv2dJlgRaPRaDQajUbj5fwRM0KgLHDKvO8KrAMKAeWBU8D95rtPMFbI/DG2E54BJpvvamKuKpnPQ4ExbtqMA2aa9y2AA+b9h8Ao8/5hjC2UYKwwxWNMusqa/agMVMNYLbuHX1eYHFbeMLaA7sOY5FUELtqVOQDUsuvXSYyVtzCMVbpiGNs0f8TYznin49wPtDDvx/PrytvfgRVAYfO5ntnOwzhZSQRKABVMmx+GkHfOd8lZefsSYwuofftfAueAgIL8LdSrV080no+n/I+Zxj06Tt6BjpN3oOPkHeg4eQeeEif+Aitvf0jCEjF0wr4z09g3Nycc+4DNwDAR+dksuhVjFegYxhZEP9P2W7mqlPoemIlxBgyMyUi4Umo/RiKVSLvyO4CvMLZvvisi50XkDLDY7PNnGNsuc49vn2k/iLHt8Du71/8B1uYkLLGrswdjsroD2A7MFpE8vgtAXyDKTFhyy84+GzgE7DG/+8e4P9NYElhlfpdvMLZD5uYTYKaZsCRnNXABcEZEDv+Gvlu4ErT+6KOPLBHqYcOGAZCUlESbNm0oUaKEU5FpMISmAwN/laxzJ/idw08//WSVCQkJoVSpUtaZr3379tG8eXOCgoJ4/PHHuXHjhkPd06dPU6JECYcsjmvXrqV+/fr4+/s7JGDp06cPtWrVstqJj48H4OrVq3Tp0oXg4GCaNGnCjz/+mK+vxMREmjZtir+/Pz169CA9PR2AmTNnWiuQLVq04NChQ8Cv5+VCQkJo1KgRy5f/mmOmX79+VKhQweG7aTQajUaj0Wg8mLs9e/y9LnKdzypA+TGYK0z6uqPvPA3oX9DyrlbeevfuLbNmzRIRkbS0NLl69aps3rxZ2rVrJ7dv3xaRX8+jJScny9atW2XGjBlOz2wtW7ZMevXqJTabzWlbr776qrz99ttO3+WQmZkpFStWlJMnT4qISOPGjSUuLk5ERObMmSMjR450KN+tWzfp3r27TJw40apfu3ZtOX78uKSlpUlwcLAcPHhQREQiIyNlyZIledocOnSojBkzRkSM82pt27bN19fTTz8tCxcuFBGRf/zjHzJ9+nQREbl+/brlNzY2Vjp06CAiIikpKZKRkSEiIufPn5fy5ctbz998843s3r1bbDabx/yPmcY9Ok7egY6Td6Dj5B3oOHkHnhIn9Mrb/zz3Ki0mnvOcr5i4Umo3RpIUdxk/88WVoPWMGTMYMWIE99xzDwAVKlQAoHjx4rRo0YJ77817rDA/oWkRR8FvV2zatIk6depQo0YNAI4cOUKrVq0AiIiIYNmyZVbZFStWUKtWLWw2m2XbsWMH/v7+1K5dmyJFitCzZ09iY2Pdtnno0CFLj61BgwacPHmSixcvuvQlImzevJnu3bsDEBkZyYoVhnqDvURCSkqKde4tR4Ac4Pbt2w7n4Vq1amVlz9RoNBqNRqPReD5eN3kz9eFyi1H3FZGHRWRXQf2IyBiMSYhHTt5cjfN3bOKOxcRFJFxEWolImrty9tzKyKLmiK+sC1wLWh85coStW7fStGlTWrduzc6dO/P1n5/QdG7Bb1fkTpRis9msydeSJUss8e7k5GTGjx/P6NGjHernJ6z95ptvEhwczJAhQ0hLMz5fo0aN+OKLLwBj8nfq1CnOnj3r0ldSUhL33XefNRnL3UZUVBR16tRh2LBhfPjhh5Z9+/bt2Gw2goKCmDlzplVfo9FoNBqNRuNdeN3kTUQGikhIrst9Wj/XeKyYOPCxiIRgJCE5AFwB3lBeIibuDleC1jkaZD/88AMTJ07kmWeeydmq6ZSCCE0XRPA7PT2dlStX8vTTT1u2uXPnMn36dMLDw7l58yZFihQBYMyYMQwZMoQSJUoUeLxjx44lISGBnTt3cuXKFcaPHw/AiBEjLH21jz76iNDQUEtc+7cwcOBAjh8/zvjx4/nXv/5l2Zs2bcrBgwfZuXMnY8eO5fbt27+5DY1Go9FoNBrN3eOv/l/wWkz8DxAT/60i3cWKFaN27dp88803gDGpio2NtdL3JyQkcO7cOUsEMjY21q3QtDPBb2d8++231KpVi8OHD3P48K95WN544w0Azpw5Q4UKFYiLi2P9+vXMnz+fl19+meTkZHx8fDhz5gz16tVj3759VjtbtmyxxgtGchSA0NBQFi1aZG3JjIyMJDIyEhGhV69enDt3josXLzr1deDAAS5fvsymTZsoVKgQBw8epGjRonnGdv/997Ns2TL69s27UJuZmUl0dLQlGv7zzz+TkpKixTW9BB0n70DHyTvQcfIOdJy8Ax2nP5G7fejubl5oMfE/REzc/roTke4ZM2bIqFGjRETkp59+kqpVqzoITrsSmRYxhKZzJyxxJvjtjB49esjcuXMdbDnJUrKysuT555+XOXPm5Kk3evRoK2FJRkaG1KpVS06cOGElGfnxxx9FxEgUIiKSnZ0tgwcPluHDh4uIyNWrVyUtLU1ERP7zn//I888/n6+v7t27OyQsiYqKEhGRI0eOWP1auXKlhIeHi4jIiRMnrAQlJ0+elEqVKjkIjud8N085aKxxj46Td6Dj5B3oOHkHOk7egafEib9AwpK/+spbvogWE7fnjsXE70Sku3jx4vTr14/AwECKFClCdHS0lWCjZs2a3Lhxg/T0dFasWMH69etp2LCh27adCX7nFulOSUlhw4YNfPzxxw7lFi5cSFRUFABdu3Z1uoplj6+vL9OmTaNDhw5kZWXRr18/K6HJc889x+XLlxERQkJCmDlzJgCHDx8mMjISpRQ2m405c+bk62v8+PH07NmTkSNHEhoaaiV9mTZtGhs3bqRw4cKUKVOG6OhowFhVHDduHIULF8bHx4fp06dTrlw5AHr16kVcXBy//PILTz/9NOPGjbP8aTQajUaj0Wg8D2VMUv+amBOvPSJSQynVFfgH0BljgrYLaCoiP5uTnrbmVRZYCiwVkSFKqZoYK2CBps+hQAkxEqI4azMOSBCRF5RSLYAZIhKklPoQuCwi7yqlHsYQKw9VSo3BWGmztk2a94UwtnTWx5hE7QXeFpFPzDaGAhkYK3WhGALp+4HhZpkDwBMikmj26ySGAHl1jBXGZpjbJoHnMbZNFnicOdSvX19ytgxqPJe4uDgefvjhu90NTT7oOHkHOk7egY6Td6Dj5B14SpyUUrtFxG3GdW/H6xKW/J6IFhP/I8XEXeJMoPvKlStERERQt25dIiIiuHr1qlU+Li6OkJAQbDYbrVu3tuw1a9a0hKkbN/7132l+Atv51c9h0qRJKKX45RfjWODEiRMtwevAwEAKFSrElStXrPJZWVmEhoby2GOPWbZp06bh7+/v4CdnTKVLl7b8vfPOO/n2Kz4+nmbNmln2HTt2AMbW55dffhl/f3+Cg4PZs2ePVWfYsGHYbDYCAgJ4+eWXERFu3rzpIE5erlw5pk2b5iZiGo1Go9FoNBqP4G7v2/yrXfzFxMSdiXQ7E+h+/fXXZezYsSIiMnbsWBk2bJiIGOfCAgIC5NSpUyLy61k0EZEaNWo4nN/KIT+B7fzqi4icPn1a2rdvL9WrV3daZuXKldKmTRsH26RJk6RXr17y6KOPWrY9e/ZIYmJinra+/vprh3IF6VdERISsXr1aRES++uorad26tXXfsWNHyc7Olm3btkmTJk1EROS7776TBx98UDIzMyUzM1OaNWvmdE96WFiYTJkyxWlfNJ6Fp5wp0LhHx8k70HHyDnScvANPiRN/gTNvf+mVN29FKfW1UqpDLtsrSqk15ipiHikBJz6eM2UJDpiyBY3s3p007fFKqV12dj+l1Aal1FHzt8yd9t2VQHdsbCyRkcZio7349Oeff07Xrl2pXr068KtwtzvcCWwXlCFDhjBhwgQHUWt7cksQnD17lq+++ooBAwY4lAsNDaVmzZp33L4zlFLWKuL169epXLkyYGTd7N27N0opmjVrxrVr17hw4QJKKW7fvk16ejppaWlkZGRQsWJFB59Hjhzh0qVLBAcH/y591Gg0Go1Go9H8cejJ2x/E7ykmLiLv5zIvBHrmsvUExt5BFxOB1iIShJFR8j+53rcRQ0PPfj/hCGCTiNQFNpnPbskt0u1KoPvixYtUqmSoMNx///1cvHgRMCYXV69e5eGHHyY8PJxPP/3U8q2Uon379oSHh/Of//zafVcC27lxVT82NpYqVarQqFEjp/VSU1NZ9MOXbQAAIABJREFUu3Yt3bp1s2yvvPIKEyZMwMen4P+ktm3bRqNGjejUqRMHDx7Mt19Tpkzh9ddfp1q1agwdOpSxY41wuxL1bt68OW3atKFSpUpUqlSJDh06EBAQ4NCHmJgYevTo4XKSqtFoNBqNRqPxHHS2yT8IERn4B7pfCvxLKVVERNLNpCmVMeQFCoSIfG/3+ANQtQDVnsSQKACIxtgCOrygbcKvAt0fffQRTZs2ZfDgwYwbN86hjFLKmkxkZmaye/duNm3axK1bt2jevDnNmjWjXr16fPvtt1SpUoVLly4RERFBgwYNaNWqFXPnzuXll1/m3Xff5YknnrAEtnPjrH7jxo157733WL9+vcsxfPnllzz00EP4+fkBsGrVKipUqEB4eHiBNU7CwsI4deoUJUqUYPXq1Tz11FMcPXrUZb9atWrFjBkzmDx5Mt26dWPx4sX079+fjRs3umzj2LFjHD58mLNnzwLGKuTWrVtp2bKlVSYmJobPPvuMmzdvFqjfGo1Go9FoNJq7h568eSFiiG7vADph6M71xEhe8ltTh/YH1tg3AaxXSgnwsYjkLP9UFJEL5v3PgOMePBN3It2nT592KtBdqlQpli1bRtmyZUlKSqJkyZLExcWRnp5O/fr12blzJwB169bl888/tzIa5Ux4QkNDWbhwIdnZ2YBzgW1n5K5/7Ngxjhw5YolYX758GZvNxowZM6zJ2rRp02jdurXlc+HChaxfv54vvviC9PR0UlNTiYiI4M0337TauX37Nt999x2lS5fO04dixYpx8+ZNYmNjrffOxjV37ly6dOlCXFwc5cuXZ9u2bcTFxaGUYt26dWRmZlp1T506xezZs6lYsSK7dhkLvQ0aNGD+/PlkZWUBxuTu5s2b3Lx5U4tregk6Tt6BjpN3oOPkHeg4eQc6Tn8id/vQnb5+2wU8Byw07+OBcBxFxx/GTsTbjZ82wGGgrJ2tivlbASP7Zivz+Vquulfz8+9MpNuZQPfQoUMdEpa8/vrrIiJy6NAhadu2rWRkZEhKSorYbDY5cOCAJCcny40bN0REJDk5WZo3by5r1qwRkYIJbLurb0/u5CHXrl2TMmXKSHJycp6yIq4TkeT2c+HCBUuAfPv27VKtWjXJzs52268GDRpYB4I3btwoYWFhIiKyatUqh4QlDzzwgIiIxMTESLt27SQjI0PS09Olbdu2snLlSqsPw4cPl7feesvqt8bz0XHyDnScvAMdJ+9Ax8k78JQ48RdIWKJX3ryXWGCyUioMKCYiu83tkwVGKRUMzAY6iSGbABjC5ObvJaXUcqAJhkD5RaVUJRG5oJSqBFzKrw1nIt3OBLqzs7N55plnmDNnDjVq1GDx4sUABAQE0LFjR4KDg/Hx8WHAgAEEBgZy4sQJunTpAhhbK5999lk6duwIuBbYthfovnjxosv67li+fDnt27enePHi+ZYF+PDDD5kwYQI///wzwcHBdO7cmdmzZ7N06VJmzJiBr68vRYsWJSYmBqWU237NmjWLwYMHk5mZyb333mudh+vcuTOrV6/G39+fYsWKMW/ePAC6d+/O5s2bCQoKQilFx44defzxx62+LV682BIr12g0Go1Go9F4Pn9pkW5vRym1CEOkO1ZERtsLhptC30NF5DEXdatj6Nn1Frvzb0qp4oCPiNw07zcA74jIWqXURCBJRMYppUYAfiIyzF0ftUi3d+Ap4poa9+g4eQc6Tt6BjpN3oOPkHXhKnLRIt8bTWQg0Mn/vlLeAssD0XJIAFYFvlVL7MMXBRWSt+W4cEKGUOgo8Yj7fMc5EqF0JayclJdGmTRtKlCjBoEGDHPwsXLiQoKAggoOD6dixoyWCXVCRbnAurN2yZUtLwLpy5co89dRT1jtXguGufPXp04datWpZ/uLj4x3q7Ny5E19fX5YuXWrZOnbsyH333efgB2DTpk2EhYUREhJCixYtOHbsGAAzZ860vmeLFi04dOgQABkZGURGRhIUFERAQICVnRJg8uTJ2Gw2AgMD6dWrF+np6S6/kUaj0Wg0Go3GQ7jb+zb19b99ORPpdiZC7UpYOzk5WbZu3SozZsyQgQMHWuUzMjKkfPnylp/XX39dRo8e7daXM5wJa9vTtWtXiY6OFhH3guGufEVGRsqSJUuc+s7MzJQ2bdpIp06dHMps3LhRVq5cmadPdevWlUOHDomISFRUlERGRoqIyPXr160ysbGx0qFDBxERWbBggfTo0UNERFJSUqRGjRqSmJgoZ8+elZo1a0pqaqqIiDz99NMyfPhwl99I4zl4ypkCjXt0nLwDHSfvQMfJO/CUOPEXOPOmV968hDsV5lZK9VFKTXPjb4xSSpRS/rn8iVKqsfl8UilVzrwXpdQku7JDlVJjfq/xuRLWLl68OC1atODee+91KJ/zB5ySkoKIcOPGDUu0uqAi3a6EtXO4ceMGmzdvtlbe3AmG5+fLGR999BHdunXLIzzerl07SpYsmae8K5HuUqVKWWVSUlIsmQWlFCkpKWRmZnLr1i2KFClilc2xZWZmkpqaStmyZQvcb41Go9FoNBrN3UFP3ryH3yTMrZTq60QsPMp8fSCXz6eBg3m9AJAGdM2ZzBUUe5Fuuz7lEaEuqLB2DoULF2bGjBkEBQVRuXJlDh06RP/+/e/IV37C2itWrKBdu3bWhMedYLg7X2+++SbBwcEMGTKEtLQ0wBDWXr58OS+++KLbcdoze/ZsOnfuTNWqVfnss88YMeJXjfSoqCjq1KnDsGHD+PDDDwEjYUnx4sWpVKkS1atXZ+jQofj5+VGlShWGDh1K9erVqVSpEqVLl+aBBx4ocD80Go1Go9FoNHcHPXnzHpYCjyqligAUVJhbROaJSEiuK0dAfAWG8DZKqTrAdeAXF64ygf8AQ/7bgXz77bfs2bOHNWvWEBUVxZYtW5g7dy7Tp08nPDycmzdvuhTWziEjI4MZM2awd+9ezp8/T3BwsHWmqyC+7IW1XbFw4UJ69eplPecIhn/11VesW7eOd999lyNHjrj1NXbsWBISEti5cydXrlxh/PjxgDHZGz9+vMuJozMmT57M6tWrOXv2LH379uXVV1+13g0cOJDjx48zfvx4/vWvfwGwY8cOChUqxPnz50lMTGTSpEmcOHGCq1evEhsbS2JiIufPnyclJYUNGzYUuB8ajUaj0Wg0mruDlgrwEuT3F+YGuAGcUUoFYkziFgF93ZSPAvYrpSa4c+pKpNtevDG3CHWPHj3cCmsnJCRw7tw5y5aQkMDVq1c5c+YMZ86coW7duixcuJAWLVoA+Yt05yesff36db7//nuGDBli1XUlGH706FG3vnKybYaGhrJo0SJatWrFt99+y9atW622YmNjSUhIsPofHx9PUlKS1fa1a9fYvn27JW5evXp1oqKi8ozr/vvvZ9myZfTt25cpU6bQsGFDvvvuOwBq165NdHQ0SinuvfdeDh40FlkDAgLYu3evFtf0ArQIqneg4+Qd6Dh5BzpO3oGO05/I3T50p6+CX9yBMDfQB5jmxtcYYCjwDPAvYCdQCogDGptlTgLlzPtk8/cdYJRZd0x+fbYX6RZxLY6dn7D2vHnzHBKWnDt3Tu6//365dOmSiIiMHDlSXn31VREpmEi3Pc6EtWfMmCG9e/d2sLkSDHfn6/z58yIikp2dLYMHD3aaGMRZUpPcfjIyMqRs2bLy008/iYjI7NmzpWvXriIicuTIEavcypUrJTw8XERExo0bJ3369BER41sHBATIvn375IcffpCGDRtKSkqKZGdnS+/eveWll15y+400noGnHAjXuEfHyTvQcfIOdJy8A0+JE3+BhCV65c27+K+FuZ2wCpiI8cd+IyfZhRumAHuAeQVxnluk25UI9dSpU50Ka4MhLXDjxg3S09NZsWIF69evp2HDhowePZpWrVpRuHBhatSowSeffAIUTKQ7P2JiYhzOlIFrwXB3PPfcc1y+fBkRISQkhJkzZ+bbdsuWLUlISCA5OZmqVasyZ84cOnTowKxZs+jWrRs+Pj6UKVOGuXPnAjBt2jQ2btxI4cKFKVOmDNHR0YCxlbJv377YbDZEhL59+xIcHAwY5+HCwsLw9fXNI2+g0Wg0Go1Go/FMtEi3l1FQYW6lVB+MFbRBLvyMwVhNe18p1RM4IiJ7lFJxpo9dSqmTpo9flFLJIlLCrDsBY9vmXBEZ466/WqTbO/AUcU2Ne3ScvAMdJ+9Ax8k70HHyDjwlTlqkW+OJ/DfC3E4RkRgR2XMHVSYBd5R10h5nIt09evSwhKxr1qxJSEgIYCTdyLE3atSI5cuXW36mTp1KYGAgNpuNKVOm5O3kpEkopSzx7twMHz6cwMBAAgMDWbRokWXv378/jRo1Ijg4mO7du5OcnGy9W7x4MQ0bNsRms/Hss8/m68uVSPeCBQsIDg4mKCiIBx98kH379uU7riVLlmCz2fDx8WHXrl2WfcGCBZb/kJAQfHx8rHYefvhh6tevb727dOkSAKdPn6ZNmzaEhoYSHBzMDz/84DJeGo1Go9FoNBoP4W7v29TX//ZVUJFue1599VV5++23RcQQl87IyBAR4/xY+fLlJSMjQw4cOCA2m816365dOzl69Kjl4/Tp09K+fXupXr2607ZWrVoljzzyiGRkZEhycrI0btzYEru2F70eMmSIjB07VkSMs2UhISFy5coVEfn1bJ07X65Eur/77jvLz+rVq6VJkyYiIm7HdejQIUlISJDWrVvLzp07nX67/fv3S+3ata1nV2X/9re/yfTp00VE5ODBg1KxYkWn/jSehaecKdC4R8fJO9Bx8g50nLwDT4kTf4Ezb3rlzctQSiWbvzWdiXO7qNNAKbVNKZWmlBqa611HpdRPSqljSqkRdvZaSqntpn2RnUTBPebzMfN9zd9zfCLC4sWLrRT9xYoVw9fXOJp5+/ZtS4D68OHDNG3a1HrfunVrvvjiC8vPkCFDmDBhglU+N4cOHaJVq1b4+vpSvHhxgoODWbt2LfCr6LWIcOvWLcvHrFmzGDhwIGXKlAF+Fel258sVDz74oOWnWbNmnD17Nt9xBQQEUL9+fbd+Fy5cSM+eueUA85Jb8Ltcud+8kKrRaDQajUaj+ZPQk7f/cZRSb2JoxPkBV4Ehpg2lVCGM9P+dgIZAL6VUw//P3pmH13S1jfteEZSqakxFzCHiSESooDU3ErQUKVWfhuo8aLWmvl7D174tVUoRtKV4SxNKiakv/URMVXPMQ5UgiRpCyCDDyXl+f5xzdk+Gc2j7/ipH131d+3L22mutvfZ+2l5d1l7PbWv6MTBNRHxs7YbYyocA123l02z1nHKnkm4727Zto2rVqjRo0MAo27VrFyaTCX9/f+bOnYunpydNmjRh27ZtpKSkkJmZyfr16w0Zd0xMDDVq1KBp06ZOx9W0aVP+85//kJmZydWrV9m8eXM+mffgwYN5+OGHOXHiBG+++SZglXSfOnWKRx99lFatWhkTtNv1VZSk25H58+fTtWtXAJfPdScsXbo0n5vO/iyBgYF88MEHWP9SCiZMmMDixYvx9vamW7duxjNqNBqNRqPRaIovevJ2jyMiH4pIExHxBeZinZB9aLvcEjgtImdEJAeIBnoq61JTJ6yTPoBFwFO23z1t59iud1Z3kKLSkaIk3XYKirEBgoODOXr0KHv27GHixIlkZWXh5+fHqFGj6NKlC2FhYQQGBlKiRAkyMzP56KOPeP/9912OoUuXLnTr1o02bdrQv39/WrduTYkSJYzrCxYsIDk5GT8/P2MPm9ls5ueffyYuLo6oqChefPFFUlNTXfblTNJtZ/PmzcyfP98od/Zcd8KuXbsoW7ZsvgyYS5Ys4fDhw2zbto1t27bx9ddfG+950KBBJCYmsn79eiZOnIjFYrmj+2g0Go1Go9Fo7g5aFfD3pgbguKyTCAQDFYFUETE7lNco2EZEzEqpG7b6RlaQPyLptlgs5OXlsXTpUj7//HOnokez2cyiRYvw9fWlfv36TJ06FbB+0li5cmWio6M5deqU8XnhlStXMJlMzJkzBy8vr3x9Pfroozz66KMAfPDBB2RlZRW6r6+vL1988QV169bFw8ODhg0bGtJr+/0aNWrksq+iJN0Av/zyC+PGjWPSpEkcPnzYuGdRz+U4rtTUVPbt25cvkQpAZGQkwcHBhZ7B/q6DgoJYuXIltWrVYsaMGUyePNmom5WVRUxMjPEpp6Z4oiWo7oGOk3ug4+Qe6Di5BzpOfyF3e9OdPn7fwW+y7DoUIee+TdsJWDUA9vNwYJ7D+UBgFtZMkqcdyms63OsI4O1w7RdsIu+ijjuVdIuIfP/999KuXTtx5MyZM0bCkoSEBKlWrZqRgMSeMOTcuXPi6+sr169fl4I4S45iNpvl6tWrIiJy8OBBMZlMkpubKxaLxUgQYrFY5N1335V3333XGJ9d3H3lyhXx9vaWq1evOu1LxLmk+9y5c1K/fn3ZsWNHobHd7rmKSkKSl5cn1atXl19++cUoy83NNZ49JydH+vTpI3PmzBERkbCwMFmwYIGIWBOhVKxYUSwWS6GxaIoXxWVDuMY1Ok7ugY6Te6Dj5B4UlzjxN0hYolfe/t4kYZ2Y2fG2laUAFZRSnmJdfbOXO7ZJVEp5Ag/a6hfJnUq6wSrGLvjJ5Pbt25k0aRIlS5bEw8OD2bNnG8k1+vTpQ0pKCiVLliQyMpIKFSq4fNi9e/cyd+5c5s2bR25uLm3btgWsCUoWL16Mp6cnFouFiIgIbt68iYjQtGlT5syZA0BoaKghCC9RogSffPIJFStWJCsrq8i+wLmk+/333yclJYXXXnsNAE9PTyP9v7PnWrlyJW+++SZXrlyhe/fuBAYGsmHDBgC2bt1KzZo1qVevnvG82dnZhIaGkpubS15eHo8//jgvvvgiYNUovPjii0ybNg2lFKNGjXKa3EWj0Wg0Go1GUzzQkm43wy7Ldibnvk3bCdjE3LZzT+AU0BnrpGwP8KyIHFVKfQusEJFopdRc4JCIzFZKvQ74i8grNrl3bxHp6+yeWtLtHhQXuabGNTpO7oGOk3ug4+Qe6Di5B8UlTn8HSbdeefsboJR6GNgLlAcsSqm3gcYiclMp9QawASgBfCUiR23NRgHRSql/AQeA+bby+cDXSqnTwDXg9nnpNRqNRqPRaDQazZ9GZ5t0M0SknO3PBBFpYvsd52rVTUR+FRFvESkvIhVsv2/arq0XkYYiUl9+y0KJWDNQthQRHxF5WkSybeVZtnMf2/Uzv/cZ6tSpg7+/P4GBgbRo8dtfjsycOZNGjRphMpkYOXKkUT5x4kR8fHzw9fU1PhM8efIkgYGBxlG+fHmmT58OQHx8PK1atTL63717d5HjGDVqFE2aNKFJkyZGRknbMzJmzBgaNmyIn58fM2bMyNduz549eHp6snz5cuN+rVu3xmQyERAQkK+vtm3bGmOsXr06Tz1lTdq5ZMkSAgIC8Pf3p02bNhw8eDDfPfLy8mjWrBlPPPHEbfs6ceIErVu3pnTp0kyZMiVfP9OmTcNkMtGkSRP69+9PVlZWkc+4YsUKwPo3Zw8++KBxn9tl7dRoNBqNRqPR/HXolbdihFLqRxFpc7fHYUcpFQhUF5H1/+2+N2/enE8MvXnzZmJiYjh48CClS5fm8uXLgFWAHR0dzdGjR0lOTubxxx83sknGx8cD1olOjRo1jL10I0eOZPz48XTt2pX169czcuTIQhmQ1q1bx/79+4mPjyc7O5sOHTrQtWtXypcvz8KFC7lw4QInTpzAw8PDGIv9XvZU/nbKli3Lv//9bxo0aEBycjLNmzcnNDSUChUqsG3bNqNenz596NmzJwB169Zly5YtPPTQQ3z//fe89NJL7Nq1y6j72Wef4efnZ4i0Aad9eXl5MWPGDFatWpXvGZOSkpgxYwbHjh2jTJky9O3bl+joaAYNGlToGVeuXGm0a9u2LWvXOnW+azQajUaj0WjuEnrl7S5g22tW6PzPTtyUUoOVUvEFjsjfM5YCBALd/syYipJ0F8WcOXMYPXo0pUuXBqBKlSqAVbj9zDPPULp0aerWrYuPj0+hlbRNmzZRv359ateuDVgl4PZJz40bN6hevXqh+x07dox27drh6enJ/fffT0BAgCHdnjNnDuPGjcPDwyPfWMC6OtinT598ZQ0bNjSk4tWrV6dKlSpcuXIl3/1u3rxJbGyssVrWpk0bIy1/q1atSExMNOomJiaybt06XnjhhSLfVcG+qlSpwiOPPELJkiUL1TWbzdy6dQuz2UxmZqbxLgo+o1YEaDQajUaj0RR/9OTtd6CUqqOUOqGUmqeUOqKUWqKUelwptUMp9bNSqqXt2KmUOqCU+lEp5WtrO0gp9a1Sag2wUSnVQSm1WSn1DXDIVifd9mc5pdQmpdR+pdRhpVRPhzGMtY3hB6VUlFJquK28PtAPyAPSgGdEJFBEXi/iORYqpT5VSm0GPi5qzEqpUsD7QD/bJLCfUup+pdRXSqndtro9C/Z9h++RLl260Lx5c7744gsATp06xbZt2wgODqZ9+/bs2bMHsK4e1az5W0JMb29vkpKS8vVXMEvl9OnTGTFiBDVr1mT48OFMnDix0BiaNm3Kf/7zHzIzM7l69SqbN2/mwgWr8u6XX35h6dKltGjRgq5duxqetKSkJFauXMmrr77q9Nl2795NTk4O9evXz1e+atUqOnfuTPny5Qu1mT9/Pl27djXO3377bSZPnmxMrAriqi9HatSowfDhw6lVqxbVqlXjwQcfNFYMCz6j4+Rx586dNG3alK5du3L06FFn3Ws0Go1Go9Fo/mL0Z5O/Hx/gaawS6j3As8BjQA/gH8BzQFuxCqwfBz4C+tjatgYCROSaLUNkS6CJiJwtcI8soJctoUgl4Cel1Gqgha2vQKAksB/YZ2vzBfCKiPyslAoGZgOdXDxHQ+BxEclTSpUvOGYR6aOUGge0EJE3AJRSHwGxIvK8UqoCsFsp9X8ikuHY8e0k3ZMnT6Zy5cpcv36d4cOHc+vWLW7cuMHhw4eZNGkSJ06coEePHnzzzTckJSVx/Phxo+3Fixc5evSo8cllbm4uK1as4IknnjDqzJgxgyFDhtC+fXs2b95M7969Dem1nVKlSuHn50dAQAAVKlSgXr16nD17lri4ODIzM0lKSmLKlCls3bqVPn36MGPGDCZMmEC/fv3YunUrv/76a75xAKSkpDBs2DBGjx7N1q1b890vMjKSbt26Ffp888CBA8ycOZMZM2YQFxfHzp07yc3NJS0tjfj4eFJSUgq1cdZXQkICZcqUMcrT0tJYtGgRixcvply5ckyYMIExY8YQEhJS6BknTpyIt7c3GRkZLF68mDJlyvDTTz8RGhrK4sWLi/4nSPOXoyWo7oGOk3ug4+Qe6Di5BzpOfyF3WzTnTgdWMfbPDuf/BgbYftcD4rE60FZilVkfBk7Yrg8CFji07QBsLtC/XcBdEqss+5Ctz1vAw8DbwP861P8UGA6Us9WJdziOu3iOhUCEw7mrMc9yqLfXVsd+j/OAn6t3VlDSXZDx48fLJ598IqGhoRIbG2uU16tXTy5fviwfffSRfPTRR0Z5ly5d5McffzTOV61aJSEhIfn6LF++vCGctlgs8sADDxR5b0f69+8v69atExERX19fOXPmjNG+fPnyIiJSp04dqV27ttSuXVvuv/9+qVy5sqxcuVJERG7cuCHNmjWTb7/9tlDfV65cES8vL7l161a+8oMHD0q9evXk5MmTRtno0aOlRo0aUrt2balataqUKVNGBgwYcNu+RH57l3aWLVsmzz//vHG+aNEiefXVV4t8xvvvv7/I9+JMcq65OxQXCarGNTpO7oGOk3ug4+QeFJc48TeQdOvPJn8/2Q6/LQ7nFqwrmR9gnZQ1AZ4E7nOon2+FqohzOwOAykBzEQkELhXopyAeQKpYP5O0H363eQ7He7sasyMK6ONwj1oicvw298l/04wM0tLSjN8bN26kSZMmPPXUU2zevBmwfkKZk5NDpUqV6NGjB9HR0WRnZ3P27Fl+/vlnWrZsafQXFRVVSOxdvXp1tmzZAkBsbKyxH82RvLw8UlKsbvFDhw5x6NAh45NCx7Fs2bKFhg0bAnD27FkSEhJISEggPDyc2bNn89RTT5GTk0OvXr147rnnCA8PL3Sv5cuX88QTT3Dffb+91vPnz9O7d2++/vpro3+wZtZMTEwkISGB6OhoOnXqlG/lq6i+nFGrVi1++uknMjMzERE2bdqEn59fkc/o7e0NwK+//mqfqLN7924sFgsVK1a87b00Go1Go9FoNP//0Z9N/vd5EKvwGqwrV3+0j8sikquU6gjUtpXvAD5XSk3EGrvuwJdi/bzyrFLqaRH5VimlsH6eebDo7u94zGnAAw7nG4A3lVJviogopZqJyAFXHZcpWYKTk7ob55cuXTKyQprNZp599lnCwsLIycnh+eefp0mTJpQqVYpFixahlMJkMtG3b18aN26Mp6cnkZGRlChRArBO/n744Qc+//zzfPf88ssveeuttzCbzdx3333Gvrq9e/cyd+5c5s2bR25uLm3btgWgfPnyLF68GE9P678Oo0ePZsCAAUybNo1y5coxb948ly9v2bJlbN26lZSUFBYuXAjAwoULCQwMBKx78kaPHp2vzfvvv09KSgqvvfYaAJ6enuzdu9flfZz19euvv9KiRQtu3ryJh4cH06dP59ixYwQHBxMeHk5QUBCenp40a9aMl156qchnHD58OGCdHM6ZMwdPT0/KlClDdHQ01n+cNBqNRqPRaDR3G2X/W3bN7VFK1QHW2laoUEottJ0vt18DXgQWAVeAWGCgiNRRSg0i//6xDsBwcfCzKaXSRaScbZ/bGqyfT8YDjwJdRSRBKTUB6A8kAFeBOBH5UilVF5gDVLO1ixaRIiVdjuO2nbd2MmYvrBO2ksBEYDUwHWiDdbXvrLjwywH4+vrKyZMnXVXRFANj2NklAAAgAElEQVTi4uLo0KHD3R6G5jboOLkHOk7ugY6Te6Dj5B4UlzgppfaJSIvb13Rf9GeTvwNxEGPbzgfZJ0D2ayKyU6zS60dFZKyI1LFdX2ifuNnO4wpOfOQ3AfdVEWktIi1E5AUR8RORBFu1KSLiC/QCfLElLBGRsyISJiJNRaSxs4lbwXHbzp2N+ZqIPGL7RHKpiNwSkZdFxF9ETLebuDnDmaQbYOrUqSiluHr1KgDXr1+nV69eBAQE0LJlS44cOQLAhQsX6NixI40bN8ZkMvHZZ58ZfYwdO5aAgAACAwPp0qULycnJhcZw7tw5goKCCAwMxGQyMXfuXONahw4d8PX1NUTVds/b1q1bjVUsu6DbkZs3b+Lt7c0bbxhhJiwsjKZNm2IymXjllVfIy8sD4Nq1a4SEhNCgQQNCQkK4fv06YFUbPPnkk0abBQsW3PYeS5cuJSAgAJPJxKhRo4zyhQsXUrlyZeM5HFcQnQnK7QwdOpRy5coVKtdoNBqNRqPR3D305M39+EIpFY810+QKEdl/twf0R9i8eTPx8fH5PhW8cOECGzdupFatWkbZRx99RGBgIIcOHeLf//43b731FmD9zHDq1KkcO3aMn376icjISI4dOwbAiBEjOHToEPHx8TzxxBO8/37heWy1atXYuXMn8fHx7Nq1i0mTJuWb5C1ZsoT4+Hji4+MNp1utWrVYuHAhzz77bJHPNHbsWNq1a5evbNmyZRw8eJAjR45w5coVvv32WwAmTZpE586d+fnnn+ncuTOTJk0CrJkkGzduzMGDB4mLi+Pdd98lJyfH6T1SUlIYMWIEmzZt4ujRo/z6669s2rTJuN6vXz/jOezeOEdB+a5du5gyZQoZGb9tgdy7d68xmdRoNBqNRqPRFB/05M3NEJFnbSthjURkIvzmhyuIUmqMzdEmSqlbtuO4w/W6SqldSqnTSqmlNrcbSqnStvPTtut1HNq8Zys/qZQKvd1471TSDTBs2DAmT56cb4/VsWPH6NTJajxo1KgRCQkJXLp0iWrVqhEUFATAAw88gJ+fn+F/c/SfZWRkFLlnq1SpUoYQPDs7G4vFctvx1alTh4CAgCL9a/v27ePSpUtG0hM79rGYzWZycnKMscTExBAREQFAREQEq1atAqwOvLS0NESE9PR0vLy8jL14Rd3jzJkzNGjQgMqVKwPw+OOPs2LFCpfPUZSg3C4+z8vLY8SIEUyePPm270Oj0Wg0Go1G89eiJ2/3MCLyoS1bZYaIlLEdjlkoPwamiYgPcB0YYisfAly3lU+z1UMp1Rh4BjABYcBspVSJ3zuuoiTdMTEx1KhRg6ZNm+ar27RpU7777jvAmv3w3Llz+YTSYPWbHThwgODgYKNszJgx1KxZkyVLlhS58gbWlb6AgABq1qzJqFGjqF69unFt8ODBBAYG8sEHHxjZF51hsVh49913mTJlSpHXQ0NDqVKlCg888ICRjdI+AQV4+OGHuXTpEgBvvPEGx48fp3r16vj7+/PZZ5/h4eHh9B4+Pj6cPHmShIQEzGYzq1atMmTjACtWrCAgIIDw8HCjvChB+ZUrVwCYNWsWPXr0MMam0Wg0Go1Goyk+6GyTf1NsGSk7YZWMgzVhyQSsSU962n4DLAdm2er3xJoIJRs4q5Q6jVU0vrNA379b0j137lw++eQT4uLiyMrKYseOHTz44IM8+uijzJo1Cx8fH+rVq4ePjw8HDhwwdAO3bt3irbfe4oUXXmD//t++IA0JCSEkJIQlS5YwfPhwBg8eXOR7mDFjBlevXmXs2LFUq1YNLy8vXn/9dSpXrkxmZibjx48nMzOT0NDfFhkLCrpXrlyJr68vp0+f5sSJEyQlJeUTVb733nvk5OTwr3/9i2nTptGiRQvMZnO+Onl5ecTFxbFlyxYqVarEN998Q3JyMi+88ALz5s1j48aNTu/x2muv0bVrVzw8PDCZTFy/fp24uDgeeughFi1aRKlSpVi9ejU9e/bk008/LVJQnpuby/Lly5k3bx7Tp08nLi7OGJOm+KAlqO6BjpN7oOPkHug4uQc6Tn8hd1Myp4//zoFN7u3iuhmrYPsn4ClbWSXgtEOdmsAR2+8jgLfDtV9s9WcB/+NQPh8Id3XvO5F0v//++1K5cmVDgF2iRAmpWbOmXLx4MV9di8UitWvXlhs3boiISE5OjnTp0kWmTp1aZN8iIufOnROTyeT0up3BgwcXKdhesGCBvP766/nKIiIi8tV99tlnpWbNmlK7dm2pWLGiPPDAAzJq1KhCfS1atMjoq2HDhpKcnCwiIsnJydKwYUMREenWrZts3brVaNOxY0fZtWvXHd/j888/lxEjRhQqN5vNhmy8IP3795eJEyfK2rVrpWrVqkYclFJSv379Itto7g7FRYKqcY2Ok3ug4+Qe6Di5B8UlTmhJt+YeobZY06Y+C0xXStW/WwMpStL9yCOPcPnyZUOA7e3tzf79+3n44YdJTU01EnbMmzePdu3aUb58eUSEIUOG4OfnxzvvvJPvHj///LPxOyYmhkaNGhUaR2JiIrdu3QKsGS23b9+Or68vZrPZyHSZm5vL2rVradKkSaH2jixZsoTz58+TkJDAlClTeO6555g0aRLp6elcvHgRsO55W7dunTGWHj16sGjRIgAWLVpEz549AWtSFHvCkUuXLnHy5Enq1avn9B6AkQ3z+vXrzJ4920hMYr83wOrVqw1Bd1GC8kceeYTu3bvz66+/GnEoW7Ysp0+fdvnsGo1Go9FoNJq/Dv3Z5N8AEUmy/XlGKRUHNANWABWUUp4iYga8+U3UnYR1JS5RKeWJVeKd4lBux7FNkdyppNsZx48fJyIiwhB2z58/H4AdO3bw9ddfG8oBsGam7NatG6NHj+bkyZN4eHhQu3ZtQwPgKOk+fvw47777LkopRIThw4fj7+9PRkYGoaGh5ObmkpeXx+OPP86LL74IwJ49e+jVqxfXr19nzZo1jB8/nqNHjzode0ZGBj169DASonTs2JFXXnkFsEqy+/bty/z586lduzbLli0DrNkkBw0ahL+/PyLCxx9/bHye6Yy33nqLgwetPvZx48bRsGFDwPpJ6OrVq/H09MTLy8sQiBclKE9NTXV5D41Go9FoNBrN3UdLuu8B7HJvJ9ceAjJFJNsm/94J9BSRY0qpb7HqBqKVUnOBQyIyWyn1OuAvIq8opZ4BeotIX6WUCfgG6z636sAmoIGI5Dkbm5Z0uwfFRa6pcY2Ok3ug4+Qe6Di5BzpO7kFxiZOWdGvuBfyAvUqpg8BmYJKIHLNdGwW8Y0s8UhHrHjZsf1a0lb8DjAYQkaPAMuAY8B/gdVcTN2f8Hkm3iDB06FB8fHwICAjIl5Rk5MiRmEwm/Pz8GDp0qH0fnlMxtiMxMTGGyLtFixZs377duHb+/Hm6dOmCn58fjRs3JiEhAYCzZ88SHByMj48P/fr1Mz7nzM7Opl+/fvj4+BAcHGzUB+tnia1bt8ZkMuHv709WVhZpaWmGODswMJBKlSrx9ttv5xvfihUrUEoZHrzc3FwiIiLw9/fHz8+PiRMnAn9MVh4XF8eDDz5o3L9gNs68vDyaNWvGE0/8IQe7RqPRaDQajeb/F3d7050+7u3DnojDkdq1a8uVK1cKlZ8/f166dOkitWrVMq6vW7dOwsLCxGKxyM6dO6Vly5YiIrJjxw5p06aNmM1mMZvN0qpVK2OzrD2hicVikd69e0tUVFShe6WlpYnFYhERkYMHD4qvr69xrX379rJx40ajXkZGhoiIPP3000ZfL7/8ssyePVtERCIjI+Xll18WEZGoqCjp27eviIjk5uaKv7+/xMfHi4jI1atXxWw2FxpLUFCQbNmyxTi/efOmtG3bVoKDg2XPnj0iIrJkyRLp16+fiIhkZGRI7dq15ezZs5KcnCz79u0z2jVo0ECOHj2a7z2IiHz22WfGGDdv3izdu3fPNwbHjcZTp06V/v37F6qjufsUlw3hGtfoOLkHOk7ugY6Te1Bc4oROWKJxJ5RSmwuKs5VSbyul5jipn2eTeMcrpVY7lP9uebcz/qykOyYmhueeew6lFK1atSI1NZWLFy+ilCIrK4ucnByys7PJzc2latWqgHMxtiPlypUzyh1F3seOHcNsNhMSEmLUK1u2LCJCbGys4WlzFGs7CrfDw8PZtGkTIsLGjRsJCAgw3HUVK1akRIn8WrxTp05x+fJlYw8aWFfMRo0axX333WeUKaXIyMjAbDZz69YtSpUqRfny5f+0rLwgiYmJrFu3zkh6otFoNBqNRqMpPujJ2z2CUsof8AG+cZiQ7cIq1Y5y0uyWiATajh4O5b9L3v0HxnrHku6kpCRq1vwtR4q3tzdJSUm0bt2ajh07Uq1aNapVq0ZoaKiRTRGKFmMXZOXKlTRq1Iju3bvz1VdfAdbJVIUKFejduzfNmjVjxIgRRnbGChUq4OnpmW8cBcfo6enJgw8+SEpKCqdOnUIpRWhoKEFBQUyePLnQGKKjo+nXr58xsdq/fz8XLlyge/fu+eqFh4dz//33U61aNWrVqsXw4cPx8vLKV+f3yMp37txJ06ZN6dq1a76kK2+//TaTJ0/Gw0P/p0Gj0Wg0Go2muKH/D+0eQUQOA02BPKCliAQC/bAmFtl2p/04yLuX24oWAU/Zfve0nWO73lndyXJOAbZv387+/fv5/vvviYyMZOvWrXz00UeF9l654vTp0xw/fpzExESSkpKIjY1l27bfHnPDhg1cvHiR7OxsYmNji+yjV69enDhxglWrVjF27FjAulq3bds2pkyZwp49ezhz5oyRpfH3Yjab2b59O0uWLGH79u2sXLnS0ADYiY6Opn///gBYLBbeeecdpk6dWqiv3bt3U6JECZKTkzl79ixTp07lzJkzxvX09HT69OnD9OnT8624ffjhh1y4cIEBAwYwa9YsAIKCgjh37hwHDx7kzTff5KmnrOFdu3YtVapUoXnz5n/oeTUajUaj0Wg0/3/RqoB7CBG5ppTaDXQFYrCuui2zfQNcFPcppfZilXhPEpFVWBOXpIpVHwCQCNSw/a4BXLDdy6yUumGrf9WxU6XUS8BLAJUqVWacv7WruLg4o47dxdasWTMWLlzIqVOn8PX1BeDKlSuYTCbmzJmDUooNGzZgNpuNdufOnWPevHlUrVrVSOjRqFEjFi9eXCg5ScOGDZk9ezYlS5Z0+e6OHTtGTEwMly9fpk6dOpw/f57z58/j6+vLmjVrqFevHleuXGHTpk2UKFGCo0ePUqZMGeLi4ihTpgwxMTGYTCby8vK4evUqhw8f5ubNmzRs2JAjR44A4Ofnx7fffmt8Onn69GnS0tJIS0sjLi6O9PR0Dhw4QKtWrQC4du0aYWFhfPjhh3z//fc0btyYHTt2AFCvXj0WLVpEx44dMZvNvPfeewQHB+Pl5ZXvPdupV68eo0ePpmPHjvnKy5YtS1paGklJSaxfv56NGzfy3XffkZOTQ2ZmJiEhIYwZM8blu9P8daSnpxcZX03xQsfJPdBxcg90nNwDHae/kLu96U4f/90DGABE2X7HA81d1K1h+7MekADUByoBpx3q1ASO2H4fAbwdrv0CVHI1npp160vtUWul9qi1IiKSnp4uN2/eNH63bt1avv/+e3HEMaHJ2rVr8yUseeSRR0REJDo6Wjp37iy5ubmSk5MjnTp1ktWrV0taWpokJyeLiDVhSN++fWXmzJlSkJ9//tlIWLJv3z6pXr26WCwWMZvNEhAQIJcvXxYRkUGDBsmsWbNERCQ8PDxfwpLIyEgREZk1a1a+hCVPP/20iIhcu3ZNmjVrJhkZGZKbmyudO3eWtWvXGmMYNWqUjBs3rtDY7LRv395IWDJp0iQZNGiQ8d78/Pzk4MGDYrFYZODAgfLWW28Van/q1Cnj94wZM6RPnz4iInLx4kXj2Xft2iU1a9aU2NjYfG2LSmqiufsUlw3hGtfoOLkHOk7ugY6Te1Bc4sTfIGGJXnm794gBpimlgoCyIrLPWUX578m7nfJnJd3dunVj/fr1+Pj4ULZsWRYsWABY94DFxsbi7++PUoqwsDCefPJJLl265FSMbZd1v/LKK6xYsYJ///vflCxZkjJlyrB06VKUUpQoUYIpU6bQuXNnRITmzZsbku6PP/6YZ555hn/+8580a9aMIUOsWwGHDBnCwIED8fHxwcvLi+joaAAeeugh3nnnHR555BGUUnTr1i3fXrZly5axfv16V6/P4PXXX2fw4MGYTCZEhMGDBxMQEMD27dt/t6x8+fLlzJkzB09PT8qUKUN0dLShPdBoNBqNRqPRFF+0pPseRCm1FPAFYkRkvJM6/zV5t6uxaEm3e1Bc5Joa1+g4uQc6Tu6BjpN7oOPkHhSXOGlJt8ZdicKavMRZlkn4L8q7fy9FSbqdCaWvX79Or169CAgIoGXLlsb+MVdy6oMHD9K6dWv8/f158sknuXnzZqExZGVl0bJlS0PmPX78b3PcAQMG4OvrS5MmTXj++efJzc3N13bPnj14enqyfPlyo8yZ2HvTpk0EBQURGBjIY489xunTp436HTt2pFmzZgQEBORbgZs4cSI+Pj74+vqyYcMGl+8N4Ntvv8VkMuHh4WHsAQRr9skyZcoYMm77CiRAhw4d8PX1Na5dv379dmHTaDQajUaj0dxt7vZ3m/q4t487lXQ7E0oPHz5cJkyYICIix48fl06dOomIuJRTt2jRQuLi4kREZP78+fLPf/6z0BgsFoukpaWJiEhOTo60bNlSdu7cKSJWMbjFYhGLxSLPPPOMIeMWETGbzdKxY0fp2rWrfPvtt0a5M7F3gwYN5NixYyJilXlHRESIiMiLL75o9Hv06FGpXbu28TsgIECysrLkzJkzUq9ePUPs7UxufuzYMTlx4kS+PXIiImfPnhWTyVSovn28jnWLy7fqGtfoOLkHOk7ugY6Te6Dj5B4UlzjxN9jzplfeihFKqZpKqbNKKS/b+UO28zpKqSNKqbJKqRSlVPkC7VYppfo56bORUmqnUipbKTW8wLUwpdRJm3R7tEP5Xy7pdiaUPnbsGJ06dQKsGSUTEhK4dOmSSzn1qVOnaNeuHQAhISGsWLGiqPdCuXLlAMjNzSU3N9e4Z7du3VBKoZSiZcuWJCYmGu1mzpxJnz59qFKlilHmTOxtv4995e/GjRtUr17dZXlMTAzPPPMMpUuXpm7duvj4+LB7926X787Pz8/I1KnRaDQajUajuXfRk7dihIhcAOYAk2xFk4AvHK5nAhuAXvYypdSDwGPAGifdVgW8sMq2h9nl3UqpEkAkVq1AY6C/Uqqxrc1fLumGooXSTZs25bvvvgOsrrNz587lm0xBYTm1yWQiJiYGsH5SeOHChSLHkZeXR2BgIFWqVCEkJCSf3Bqsk7qvv/7aSKiSlJTEypUrefXVV/PVcyb2Bpg3bx7dunXD29ubr7/+mtGjrXPkCRMmsHjxYry9venWrRszZ8407lGUlNzVe3PF2bNnadasGe3bt8/nwQMYPHgwgYGBfPDBB1j/skqj0Wg0Go1GU5zRk7fixzSglVLqbayTsikFrkdh9bfZ6QVssE3sCiEiW0TEF5iLdUIWKCLBQEusSoAzIpIDRAM975akG4oWSo8ePZrU1FQCAwOZOXMmzZo1MzxpULSc+quvvmL27Nk0b96ctLQ0SpUqVeQ4SpQoQXx8PImJiezevdvYT2fntddeo127drRt2xaAt99+m48//hgPj/z/2rgSe0+bNo3169eTmJjI4MGDeeeddwCIiopi0KBBJCYmsn79egYOHIjFYvlD780Z1apV4/z58xw4cIBPP/2UZ5991ljtW7JkCYcPH2bbtm1s27aNjRs3uuxLo9FoNBqNRnP30aqAYoaI5CqlRgD/AbrYzh2rbADmKaUqikgK1oncrD9wK0O4bSMRCOYuSLqjoqLyTVwKCqUjIiKIiIhAROjfvz9JSUmkpqa6lFP/4x//AKyJTapUqXJbcWSdOnWIjIykXz/r16eLFi3i559/5v333zfabt++3Vi9unHjBjExMZw4cQIvL68ixd4VK1Zk165d3Lp1i7i4OGrVqkVkZCRxcXHMmDGDyZMnG32npqYSExNDdnY2W7ZswdvbG4BDhw4RFBRk1HP13lJTU9m3bx/p6elFPmPFihWJiooyPrG09xUUFMThw4e1XNMN0BJU90DHyT3QcXIPdJzcAx2nv5C7velOH4UPYDqQDAyzndfBJsq2nX8JvIxVqH0JKHkHfU4AhjuchwPzHM4HYp0E3hVJtzOh9PXr1yU7O1tERL744gsZOHCgiIhLOfWlS5dERCQvL08GDhwo8+fPL1Tn8uXLcv36dRERyczMlMcee0zWrFkjIiJffvmltG7dWjIzMwu1sxMREWEkLHEm9s7NzZWKFSvKyZMnRURk3rx50rt3bxERCQsLkwULFoiINeFItWrVxGKxyJEjR/IlLKlbt66YzeY7kpsXTEJy+fJlI9nJL7/8ItWrV5eUlBTJzc01Ep/k5ORInz59ZNiwYU6fVVN8KC4bwjWu0XFyD3Sc3AMdJ/eguMSJv0HCEr3yVsxQSgUCIUArYLtSKrqIalHAWEBhdbnlFlHndtiF23bsMu4U7oKku0+fPkUKpY8fP05ERARKKUwmE/PnW60FO3bscCqnjoqKIjIyEoDevXszePBgAJKTk3nhhRdYv349Fy9eJCIigry8PCwWC3379uWJJ54ArBLv2rVr07p1a6OPcePGOX1GZ2JvT09PvvzyS/r06YOHhwcPPfQQX331FQBTp07lxRdfZNq0aSilWLhwofGMffv2pXHjxnh6ehIZGUmJEiVcys1XrlzJm2++yZUrV+jevTuBgYFs2LCBrVu3Mm7cOEqWLImHhwdz587Fy8uLjIwMQkNDyc3NJS8vj8cffzyfPFyj0Wg0Go1GUzzRku5ihG3/2I/AOBH5QSn1JtZJ3BhgrYg0sdXzAM5jTSYyVEQ230HfE4B0EZliO/cETgGdsU7K9gDPishRLen++1Fc5Joa1+g4uQc6Tu6BjpN7oOPkHhSXOGlJt+av5kXgvIj8YDufjVWmXduxkohYsCYMqQhscdWhUuphpVQiVqn2P5VSiUqp8rZVtTew7qE7DiwTkaO2Zn+5pHvEiBE0atSIgIAAevXqRWpqKgA5OTkMHjwYf39/mjZtanxPnZmZSffu3WnUqBEmk8nI4ujIihUrUErlE1c7kpqaSnh4OI0aNcLPz4+dO3e6HIud8+fPU65cOaZM+S2XzO8VaO/evdsQZDdt2pSVK1feti9n43LWlysR+aBBg6hbt67Rzi4P12g0Go1Go9EUY+72d5v6uLePO5V0b9iwQXJzc0VEZOTIkTJy5EgREZk1a5YMGjRIRKx72YKCgiQvL08yMjIkNjZWRESys7Plsccek/Xr1xv93bx5U9q2bSvBwcH59oE58txzz8mXX35p9GHfA+dsLHb69Okj4eHh8sknn7h8JhHnAu2MjAzjHsnJyVK5cmXj3FlfzsblrC9XInLHPXsixedbdY1rdJzcAx0n90DHyT3QcXIPikuc+BvsedMrb8UMpdRmpVRogbK3lVLfK6WO2M47KKXW2n4PUko5zTZpu37F5neLV0q94HAtQin1s+2IcChvrpQ6bJNxz7DrAJRSXkqpH2z1f1BKPXS757lTSXeXLl3w9LRuwWzVqpXhcnOUdFepUoUKFSqwd+9eypYta2SjLFWqFEFBQfn8b2PHjmXUqFHcd999Rd7vxo0bbN26lSFDhhh9VKhQweVYAFatWkXdunUxmUy3e3TAuUC7bNmyxj2ysrIMQbgrnI3LWV+uROQajUaj0Wg0GvdDT96KHwU9btjOJ7pqpJQa7DBBsx+RtstLxep3CxSRebb6XsB4rHqAlsB4h8nYHKyfcDawHWG28tHAJhFpAGziD342eTvZ9FdffUXXrl0Bq6R79erVmM1mzp49y759+wpJt1NTU1mzZg2dO3cGYP/+/Vy4cMFlEo6zZ89SuXJlBg8eTLNmzXjhhRfIyMhwOZb09HQ+/vjjfJ8f3ukzFcWuXbswmUz4+/szd+5cYwJ2J305jstVX65E5GPGjCEgIIBhw4aRk5NzR2PWaDQajUaj0dw99OSt+LEc6K6UKgWglKoDVCe/k60QIrLAYYJmP1530SQU+EFEronIdeAHIEwpVQ0oLyI/2Zaf/03Rkm5HeffvwpVs+sMPP8TT05MBAwYA8Pzzz+Pt7U2LFi14++23adOmTT5Jt9lspn///gwdOpR69ephsVh45513mDp1qssxmM1m9u/fz6uvvsqBAwe4//77mTRpUr46BccyYcIEhg0bZqxm3ekzOSM4OJijR4+yZ88eJk6cSFZW1h31VXBcrvpyJiKfOHEiJ06cYM+ePVy7do2oqKjbjlej0Wg0Go1Gc3fRqoBihohcU0rtBroCMVhX3ZYBfyYtaB+lVDus2SWHicgFipZ017AdiUWUA1QVkYu2378CVYu62R+VdP/nP/9hzZo1TJ06lS1bfsvD0rNnT3r27AnAG2+8QWpqqtHXxx9/TJkyZQgMDCQuLo709HQOHDhAq1atALh27RphYWF8+OGH+T5fvHbtGpUqVTIE2vXr1+ebb74xVu+KGsvGjRtZvHgxQ4cOJT09HQ8PDy5cuGCk8P8zAm2z2cyiRYsKCbQL9uXsHbnqy05BEbk9C2izZs1YsmSJlmu6AVqC6h7oOLkHOk7ugY6Te6Dj9Bdytzfd6aPwAQwAomy/44HmOIi6gQ5Y1QEAg4BZLvqqCJS2/X4ZiLX9Hg7806HeWFtZC+D/HMrbOtwrtUDf12/3LHcq6f7+++/Fz8/PEF3bycjIkPT0dBER2bhxo7Rt29a4NmbMGOndu7fk5eWJMwomCnHksccekxMnToiIyPjx42X48OEiIk7H4sj48eONhCV/RKB95swZI8lIQkKCVKtWTa5cueKyL/W7NFwAACAASURBVGfjctaXKxF5cnKyiFhl52+99Zb079/f6bNqig/FZUO4xjU6Tu6BjpN7oOPkHhSXOPE3SFiiV96KJzHANKVUEFBWRPbZPp/83YiIo0R7HjDZ9jsJ6yTQjjcQZyv3LlBul3RfUkpVE5GLts8rL9/u/ncq6fbx8SE7O5uQkBDAmpBj7ty5XL58mdDQUDw8PKhRowZff/01AImJiXz44Yc0atSIoKAgwLoq98ILL+AMR0k3wMyZMxkwYAA5OTnUq1ePBQsWGP0UNRZn/BGB9vbt25k0aZIh0J49ezaVKlXizJkzTvtyNi5nfR06dMipiHzAgAFcuXIFESEwMJCBAwfeLpQajUaj0Wg0mruMlnQXU5RSSwFfIEZExtsmb2tFpIlSqgMwXESeUEoNAlqIyBtO+qkmtk8dlVK9gFEi0sqWsGQfEGSruh9oLr99tjkU2AWsB2aKyHql1CdAiohMUkqNBrxEZKSr59CSbveguMg1Na7RcXIPdJzcAx0n90DHyT0oLnHSkm7N3SQKaGr7888wVCl1VCl1EOuEbBBY99YBHwB7bMf7tjKA17Cu0p0GfgG+t5VPAkKUUj8Dj9vOfze/R9KdkpJCx44dKVeuHG+8UeT8lB49etCkSRPjPD4+nlatWhn97969u8h2I0eOxGQy4efnx9ChQ+2fgrJv3z78/f3x8fHJV96vXz9Dal2nTh0CAwNvO8awsDBDkv3KK6+Ql5dnXJs5c6YhGR850joHdiYlt1976aWXaNiwIY0aNWLFihUAnDt3js6dOxMQEECHDh0MhcDmzZuN8QYGBnLfffexatUqADZt2kRQUBCBgYE89thjJCUlodFoNBqNRqMp5tzt7zb1cW8ff1bSnZ6eLtu2bZM5c+bI66+/XqivFStWSP/+/cVkMhllISEhhrB73bp10r59+0LtduzYIW3atBGz2Sxms1latWplfK/9yCOPyM6dO8VisUhYWFg++bedd955R/73f//3tmO8ceOGiFj3lvXu3VuioqJERCQ2NlY6d+4sWVlZImIVkIs4l5KLiIwbN07GjBkjIiJ5eXnGOwwPD5eFCxeKiMimTZvkf/7nfwqNNyUlRR566CHJyMgQEZEGDRrIsWPHREQkMjJSQkNDC7XRFD+Ky54CjWt0nNwDHSf3QMfJPSguceJvsOdNr7zdAyil0m1/trCtstk1A/WVUmeUUuWdtOuglJIC4u5AW9lw2/lCpVS47XecUmqvQ90WSqm4/8YzOBNQ33///Tz22GNFyrbT09P59NNP+ec//1nwubh58yZglXFXr169UFulFFlZWeTk5JCdnU1ubi5Vq1bl4sWL3Lx5k1atWqGU4rnnnjNWq+yICMuWLaN///63HWP58tZXbzabycnJMSTZc+bMYfTo0ZQuXRqwCsjBuZQcrG639957DwAPDw8qVapUqE3Hjh2JiYkpNI7ly5fTtWtXypYtW+Q7qlixYqE2Go1Go9FoNJrihZ683SMopcZg/dSxKpCglIrH+rnjGBG56aLpEaCvw3l/4KCL+lWUUl1dXM/Hrdw86oxeR53R6xzHeseSbleMHTuWd99915iQ2Jk+fTojRoygZs2aDB8+nIkTC/vNW7duTceOHalWrRrVqlUjNDQUPz8/kpKS8Pb+LV+Lt7d3oU8Kt23bRtWqVWnQoMFtxwgQGhpKlSpVeOCBBwgPDwfg1KlTbNu2jeDgYNq3b8+ePXsA51Jy+2ekY8eOJSgoiKeffppLly4Zbb777jvAmiAlLS2NlJSUfGOIjo42JpsA8+bNo1u3bnh7e/P111/z7LPP3tGzaDQajUaj0WjuHnrydo8gIh+KSCDgA2QD3wDnReR2e+bOAfcppaoq67JQGL/tcSuKT4Axf2asv0fS7Yz4+Hh++eUXIzOjI3PmzGHatGlcuHCBadOmMWTIkEJ1Tp8+zfHjx0lMTCQpKYnY2Fi2bdt2R+OPiorKNxG6HRs2bODixYtkZ2cTGxsLWFfirl27xk8//cQnn3xC3759ERGnUnKz2UxiYiJt2rRh//79tG7dmuHDhwMwZcoUtmzZQrNmzdiyZQs1atTIJzK/ePEihw8fJjQ01CibNm0a69evJzExkcGDBzN79uw7fh6NRqPRaDQazd1BqwLuMUQkVSk1CZgNNL7DZsuBp4EDWLNOZruouxPopZTqCKQVVeG/LekGOHHiBElJSUYfMTEx/Pjjjzz88MPk5eWRmppKYGAg06dP56uvvqJXr17ExcVRuXJldu7cWUgcGR0dTdWqVY1PEhs1asTixYvp0qULp06dMupv2rQJpZRxnpeXx9KlS/n8888L9VlwjAVp2LAhs2fPpmTJkpQtW5Z69eoZz5mTk0NMTAwVKlQoUkp++PBh7rvvPry8vIiLi8Pb25sZM2YY9xo6dCgAt27d4ptvviE+Pt647/LlywkODmbHjh2AVRi+a9cuQ1Beq1YtDh8+rOWaboCWoLoHOk7ugY6Te6Dj5B7oOP2F3O1Nd/r48weQXuB8FZAM9LpNuw7AWuBhYAswC+gCTMCqIgBYCITbfsdhlXh3AjbZfse5useflXTbWbBgQZEJS0REzp49my9hSaNGjYyNs//3f/8nQUFBhdpER0dL586dJTc3V3JycqRTp06yevVqESmcsGTdunVGu++//17atWt3R2NMS0szZNi5ubnSt29fmTlzpoiIzJkzR8aOHSsiIidPnhRvb2+xWCwupeT9+vWTTZs2GfcKDw8XEZErV64YSU3+8Y9/GP3aCQ4OltjYWOM8NzdXKlasKCdPnhQRkXnz5uW7j6b4Ulw2hGtco+PkHug4uQc6Tu5BcYkTf4OEJXrl7R5DKfUE8CAQCqxUSm0QkUxXbUTkV6VULhACvAW0uU39WKXUv4BWtxvPn5V0g1UtcPPmTXJycli1ahUbN26kcWPni4pffvklb731Fmazmfvuu8/YV7d3717mzp3LvHnzCA8PJzY2Fn9/f5RShIWF8eSTTwIwe/ZsBg0axK1bt+jatWu+/XcF947ZKWqMFStWpEePHmRnZ2OxWOjYsSOvvPIKAM8//zzPP/88TZo0oVSpUixatAillFMpOcDHH3/MwIEDefvtt6lcubIhFY+Li+O9995DKUW7du2IjIw02iQkJHDhwgXat29vlHl6evLll1/Sp08fPDw8eOihh4xxaTQajUaj0WiKL1rSfQ+glEoXkXJKqTJYk408JSLHlFJTgSwRKXKPWgHZdxugioisUkpNwLqaN0UptRCrHHy5LbPkcBHZq5TqBswFzohIB2dj05Ju96C4yDU1rtFxcg90nNwDHSf3QMfJPSgucdKSbo27MRZYKSLHbOcTgP5KqdumRRSRH0Vk1e3qOdRfD1z5I4P8PZJugIkTJ+Lj44Ovry8bNmwAICsri5YtWxoC7PHjxxv127Zta4ipq1evzlNPPVXkOJxJuseMGUPNmjUpV65cvvoLFy6kcuXKRt/z5s0zrp0/f54uXbrg5+dH48aNSUhIAArLsE+fPg1AdnY2/fr1w8fHh+DgYKO+K0m3M+H3tWvXCAkJoUGDBoSEhHD9+nXA+kn00KFD8fHxISAggP379wPWZC+tW7fGZDIREBDA0qVL7zx4Go1Go9FoNJq7x93+blMf9/bxZyXdR48elYCAAMnKypIzZ85IvXr1xGw2i8VikbS0NBERycnJkZYtW8rOnTsL3at3796yaNGiQuWuJN07d+6U5ORkuf/++/O1cbXvrn379rJx40YRse51cybDjoiIMH6//PLLIiISFRUlffv2FRHXkm5nwu8RI0bIxIkTRURk4sSJxrtbt26dhIWFicVikZ07d0rLli1FxLrH7tSpUyIikpSUJA8//LCsWbOmyOfSFC+Ky54CjWt0nNwDHSf3QMfJPSguceJvsOdNr7zdAzhIus8opXwLXJuulBrlpF2xl3THxMTwzDPPULp0aerWrYuPjw+7d+9GKWWsjOXm5pKbm2sIsO3cvHmT2NjYIlfenEm67fevVq3aHY/92LFjmM1mY79euXLlnMqw7cLwmJgYIiIiAAgPD2fTpk2IiEtJtzPht2NfERERhlQ8JiaG5557DqUUrVq1IjU1lYsXL9KwYUPDUVe9enWqVKmSb6VTo9FoNBqNRlM80ZO3e4to4Bn7iVLKAwgHkpVS8QWOlbZqxVrSnZSURM2aNY1rjtLsvLw8AgMDqVKlCiEhIQQHB+frZ9WqVXTu3NmY9DjiTNJ9O1asWEFAQADh4eFcuHABsAq3K1SoQO/evWnWrBkjRowwPmksKMMePXp0oefy9PTkwQcfJCUlxamk205Rwu9Lly4Zk82HH37YkHe7end2du/eTU5OjjGp1Gg0Go1Go9EUX/Tk7d4iCujncN4OOCciX4tIYIHDbrd2S0k3QIkSJYiPjycxMZHdu3dz5MiRfNddybT/iKT7ySefJCEhgUOHDhESEmKsdpnNZrZt28aUKVPYs2cPZ86cYeHChUBhGfY777zj8h7OJN12ihJ+O6KUKrQC6YyLFy8ycOBAFixYgIeH/k+BRqPRaDQaTXFHqwLuIUTksFLKopRqKiIHsa7CRd1B02Ir6c7OzmbLli14e3sDcOjQIYKCggqJIOvUqUNkZCT9+lnnrjdu3ODHH39k2LBhRUojnUm67StmYF3ZcyactH++GRcXx+XLl6lTpw7nz5/n/Pnz+Pr6smbNGipWrFhIhh0ZGUlcXBxlypQhJiYGk8lEXl4eV69e5fDhwyilipR0FxyHo/C7fPnyrFixgooVK5KSksIDDzxAXFwcSik2bNiA2Ww23vm5c+dIT08nIyODYcOGMWDAALKysrRc003QcXIPdJzcAx0n90DHyT3QcfoLudub7vTx5w8cJN1YV8UmYp2Y/wpUddGuA8Vc0n3kyJF8CUvq1q0rZrNZLl++LNevXxcRkczMTHnsscfyJd2YM2eOPPfcc+IMV5JuOwUTltiF2yIi3333nQQHB4uIiNlsloCAAGPsgwYNklmzZhUpw+7du7eIWBOTOCYsefrpp0VEnEq6XQm/hw8fni9hyYgRI0REZO3atfkSljzyyCMiIpKdnS2dOnWSadOmGc9TXDYaa1yj4+Qe6Di5BzpO7oGOk3tQXOLE3yBhiV55u/eIBjZinYwdEpFLt2sgxVjSbTKZ6Nu3L40bN8bT05PIyEhKlCjBxYsXiYiIIC8vD4vFQt++fXniiSd+ewnR0cb+Mjt3KukeOXIk33zzDZmZmXh7e/PCCy8wYcIEZsyYwerVq/H09MTLy8v4NLJEiRJMmTKFzp07IyI0b96cF198sUgZ9ldffQXAkCFDGDhwID4+Pnh5eREdHQ3gVNKdkZHhVPg9evRo+vbty/z586lduzbLli0DoFu3bqxfvx4fHx/Kli1rSL2XLVvG1q1bSUlJMZ7hjTfeKBZ+Fo1Go9FoNBqNc7Sk+x7ALul2ON8FlAY+E5EFLtp1QEu6NRQfuabGNTpO7oGOk3ug4+Qe6Di5B8UlTlrSrXFXooBGwHd32kDusqT722+/xWQy4eHhYexDA2s2RLsUu2nTpqxcudK4Nm3aNEwmE02aNKF///5kZWXZx8aYMWNo2LAhfn5+zJgxw+lYbt68ibe3N2+88YZRFhUVhb+/PwEBAYSFhXH16lUADh48SOvWrfH39+fJJ580FAA//PADzZs3x9/fn+bNm+dLJJKTk8NLL71Ew4YNadSoEStWrACcC7/PnTtnSL1NJhNz5841+lq6dCkBAQGYTCZGjfrN/nDu3Dk6d+5MQEAAHTp0MDQL4FxEbqdHjx40adLEZbw0Go1Go9FoNMWEu/3dpj7u7eNOJd3Hjh2TEydOSPv27WXPnj1GeUZGhiHvTk5OlsqVK0tubq4kJiZKnTp1JDMzU0T+H3vnHV5Vlf3vd4ciREASypgGAUMJIR0BBYGIARHHUQhNpIMzjoKUhCplcBx6MYbiKAI/wYBICVFApCQ2lBqqdJAQNECKpAEp6/fHvTnelHsTmO9orrPf5zlPztll7XXOUh/33Xuvj0ivXr1k5cqVIiLywQcfyIABAwxx6+Tk5BI+FDJq1Cjp16+fIb6dm5sr9erVM/yLiIiQ6dOni4hIq1atJC4uTkREVqxYIW+88YaIiBw+fFiSkpJEROT48ePi6upq2J82bZpMmTJFRETy8/MNu9YEv+/cuSO3b98WEdM5t4YNG0pSUpLcvHlTPDw8jHN1AwcOlF27domISFhYmKxatUpERHbv3i0vvfSSiNgWIhcR2bhxo/Tr1098fHwqzF51jW10nOwDHSf7QMfJPtBxsg8qSpz4Hzjzplfe/iBYCHV7KqVOmO87KaU+tdFnsFmQ+ymLsufNZZbC3K3M95eVUhst2oaZt1X+x3h7e9OsWbMS5Y6OjoZ49+3bt4ukwc/LyyMnJ4e8vDyys7MNrbJly5Yxbdo0I/19/fr1Sx3z0KFDJCcn06VLF6Os8F+MrKwsRIRbt24Zds+ePUuHDh0ACA0NNVbRAgMDjTY+Pj7k5ORw544pYecHH3zApEmTAHBwcKBu3bo2v0PVqlV54IEHAIzzbQAXL16kSZMm1KtXD4CnnnrKGN9S2DskJISYmBjAthB5ZmYmCxcu5I033rDpj0aj0Wg0Go2m4qAnb/8DKKW62hDpPo6FsDdli3QHK6ValHfs+xHpLs7333+Pj48Pvr6+LF++nMqVK+Pm5kZ4eDgNGjTAxcWFhx56yJiEXbhwgfXr19OqVSu6detmyBJYUlBQwLhx45g/f36R8ipVqrBs2TJ8fX1xdXXl1KlTDBs2DDBNzAonRhs2bCginl3Ixo0bCQoK4oEHHiA9PR2AqVOnEhQURK9evQwB7cK2xQW/ARITE/Hz88PDw4MJEybg6uqKl5cXZ86c4fLly+Tl5bFlyxajj7+/P5s2mXbIbt68mYyMDFJSUmwKkU+dOpVx48bh6OhY5vfXaDQajUaj0VQM9OTtfwAR+Vysi3R/BbRWSlVRStUAvIAEG+YW8F8U6S6NNm3acPLkSQ4cOMCsWbO4ffs2aWlpxMTEcOnSJa5du0ZWVhZr1qwBTCtW1apV4+DBg4wYMYKhQ4eWsLl06VKeeeYZQz+ukNzcXJYtW8aRI0e4du0afn5+zJo1CzCtoi1dupTg4GAyMjKoWrVqkb4nT55kwoQJvPvuu4BpZfDq1as8/vjjHD58mMcee4zw8HDAuuA3gIeHB8eOHeP8+fOsXr2a5ORknJycWLZsGX369OGJJ57A09PTEO+eP38+8fHxBAYGEh8fj5ubG5UqVbIqRJ6QkMCFCxeMrJ8ajUaj0Wg0GvtASwVoBNgFdAUeArYCjWy0/xj4u1LKy1qD+xXpBkhPT+fQoUNkZmaWajsvL4/Vq1fz008/Ua1aNU6ePAmYtl1u2LABd3d3nJ2dcXV1JS4uDicnJ44cOVJCOHLLli0cP36chQsXGlsvU1NT6dChA2lpaSQmJpKYmEiTJk2Ijo6mffv2AEyePBkwrY7Vr1/fsHvjxg3Gjh3L+PHjjb4iQrVq1XB2diYuLg53d3ciIyNL+GIp+F2cOnXqsHz5cjp27EjNmjWZM2cOALGxsVSrVs3oM2rUKABycnL46KOPSEhIsCpE7ujoyLfffsvDDz9Mfn4+6enpjBw5knfeecdaSDUVBC2Cah/oONkHOk72gY6TfaDj9Bvyex+609f/zYVZqBvwBE6Y7zthSvNvrc9gTMLcrYE1QCzQlFKEuc33l4G6wFBgBRAGrLLlV3lFugspnrDk4sWLRsKSy5cvi4uLi9y4cUO+++47adGihWRlZUlBQYEMHDhQIiMjRURkwoQJsmLFChExHaBt1aqV2MIyeUhSUpI8/PDDRmKQN954Q8aOHSsivyY+yc/PlwEDBhhjpKWliZ+fn2zcuLGE7T59+sju3buNccLCwkTEuuB3YmKikYQlNTVVmjRpIseOHSsyfmpqqvj7+xvi3zdu3DCSs0yePFmmTp0qIuUTIr906ZJOWGJH6DjZBzpO9oGOk32g42QfVJQ48T+QsESvvGkQkf1KKV8gW0TOWiYFscKHwCTgRFkNyyvSvXnzZkaOHMmNGzfo3r07AQEBfP7553z99dfMnj2bKlWq4ODgwNKlS6lbty5169YlLCyMoKAgKleuTGBgIC+//DJgEq3u378/ixYtokaNGkYafkuRbmu4uroyffp0OnToQJUqVWjYsKEhZB0dHc2SJUsA6NGjB0OGDAEgKiqK8+fPM3PmTGbOnAnAzp07qV+/PnPmzGHAgAGMHj2aevXqGULZ1gS/f/jhB8aNG4dSChEhPDwcX19fAF5//XWOHjUdR5w2bRpNmzYFTCuakyZNQilFhw4dDB9tCZFrNBqNRqPRaOwPLdL9B6FQqFsp5Ylpta2lpQi3lT6DMa2qvaaU6gbcFpG9NoS5L5vb31RK/R2YCOwRkcHW/NIi3fZBRRHX1NhGx8k+0HGyD3Sc7AMdJ/ugosRJi3Rr/mcQke0isvceuqzgPs9MlibSnZqaSmhoKE2aNCE0NJS0tDQAfvnlF/785z/j7++Pj4+PsXIFsHr1apo0aUKTJk1YvXq1UW5NGLs0rly5Qo0aNYysk7dv36Z169bGeNOnTzfaDhs2DH9/fyNDZOG5vCtXrhASEkJgYCB+fn5s27YNgJSUFEJCQqhRo0YREfDs7Gy6d+9O8+bN8fHxYeLEiUbdwoULadGiBX5+fnTu3Jkff/wRsC3e3alTJ5o1a2YIfl+/fh2AL7/80liZ/OSTT4q899NPP03t2rV59tlS5/UajUaj0Wg0morI771vU19/7Ku8It0REREya9YsERGZNWuWjB8/XkRE3nrrLeP++vXr4uTkJHfu3JGUlBRp1KiRpKSkSGpqqjRq1EhSU1NFxLowdmn07NlTwsLCZN68eSIiUlBQIBkZGSIicvfuXWndurXs27dPRER++eUXo9+YMWMMf0eMGCFLly4VEZGTJ09Kw4YNRcR0pu+rr76SZcuWFRHkzsrKkj179oiISZS7ffv2sm3bNhER2bNnj2RlZYmIyNKlS6V3795Gu9LEu0VKnhMs5NKlS3L06FEZMGCAbNiwoUjdrl27ZOvWrdK9e3cRqTh71TW20XGyD3Sc7AMdJ/tAx8k+qChx4n/gzJteebMDlFIeSqlLSiln87OT+dlTKXVCKeWolEpRStUq1m+LUqqPFZsVRqAbICYmxkiXP2jQILZs2VI4DhkZGYgImZmZODs7U7lyZT7//HNCQ0NxdnbGycmJ0NBQduzYAZRfGHvLli00atQIHx8fy+9CjRo1AJNsQG5uriEMXquW6fOKCDk5OUa5Uopbt24BppXCQsHuBx98kPbt21OtWrUi4zo6OhISEgKYRLmDgoK4evUqYBLZLtRea9u2rVFuTbzbFp6envj5+Rli5ZZ07tyZmjVrlmlDo9FoNBqNRlNx0JM3O0BEEoFlwGxz0Wzg3xb12cDngCHcpZR6CGgPxCqlhhQX6QYG8F8W6Ibyi3QnJyfj4uICwMMPP2yIWb/22mv88MMPuLq64uvry9tvv42DgwNJSUl4eHgYNt3d3UlKSipTGLuQzMxM5syZU2RbZCH5+fkEBARQv359QkNDadOmjVE3ZMgQHn74YU6fPs3IkSMBmDFjBmvWrMHd3Z1nnnnmnlLup6enExsbS+fOnUvUrVixgm7duhnPpYl3W/oVEBDAm2++iemHJ41Go9FoNBrNHw09ebMfFgFtlVKjMU3K5herj6boROwF4HMRyRaRlVJMpBtTxsjfXKAbyhbpVkoZq1qff/45AQEBXLt2jYSEBF577TVjlas0bAljWzJjxgzGjBljrLJZUqlSJRISErh69Sr79+/nxIlfk2quXLmSa9eu4e3tzfr16wFTFsrBgwdz9epVtm3bxoABA8q1MpaXl0e/fv0YNWoUjRs3LlK3Zs0aDh48SEREhFFWmng3wNq1azl+/DhfffUVX331FR9++GGZY2s0Go1Go9Fo7A8tFWAniEiuUioC2AF0MT9bNvkceF8pVUdEUjBN5KLKMsv/sUA33J9Id61atdi4cSN16tQhJSWFmjVrEhcXx/z583nxxReJj48HwMnJibVr1/LLL7+QkJBg2Ny/fz8BAQEcP368XMLYO3fuZM2aNYwaNYrMzEwcHBxITEw0ZAwK8fT0ZMmSJfTpU3T3abNmzfj3v/9No0aNiIyMZO7cucYY6enpxMTE4OTkBMDp06dJSkoq4cOcOXOoXr06AQEBReoOHTpEZGQkixcvZt++faV+Y0vxbsvvGRQUxObNm2nQoIHR9ueff+bkyZMlto8mJCSQkpJCXFycFte0E3Sc7AMdJ/tAx8k+0HGyD3Scfjv05M2+6Ab8BLQEvrCsEJG7SqmtQJj5bFogpgldWawDRmGavI0DJttomw/Mw6Txtt1aIxH5N+ZtnQ0ae8mC46Z/zC7370RWVhYFBQXUrFmTrKwsJk+ezLRp06hRowbnzp2jZ8+ezJ49m759+9KpUycCAwNJTU2lU6dOJCcnk5ycTK9evXBwcCA4OBh/f38ATpw4werVq3F2duYvf/kLYMrCuGrVKh599NES6WuPHTtm3M+YMYMaNWoQHh7OjRs3qFKlCrVr1yYnJ4epU6cyYcIEOnbsyIULF/Dy8kJE+PTTT2nXrh2dOnXC29ub7OxsOnXqxA8//ADA888/b6weXr58mczMzCI+vPHGGzg6OrJhw4YiZ9KOHDnC0qVL2bVrF02aNDHKr169Sp06dahevTppaWlcuHCBuXPn4u3tTXp6OnXr1iU3N5eoqCi6du1aZKxVq1bh4+NTagrfXbt20alTpwqT4ldjGx0n+0DHyT7QcbIPdJzsAx2n3w49ebMTlFIBQCjQFvhaKbWulGbRwFRAATEikluWXfkvCnRD+UW6H330UXr37s2KFSto2LAhH3/8jY2/VQAAIABJREFUMWA6uzZ48GB8fX0REebMmWOsIE2dOpVHH30UMIlWOzs7A1gVxt66dSsHDx40hLRL46effmLQoEHk5+dTUFBA7969efbZZykoKGDQoEHcunULEcHf359ly5YBsGDBAkaMGMGiRYtQSrFq1Spj4ubp6cmtW7e4e/cuW7ZsYefOndSqVYu33nqL5s2bExQUBJjO9g0fPpyIiAgyMzPp1asXAA0aNGDr1q1WxbuzsrLo2rUrubm55Ofn89RTTzFixAgADhw4wAsvvEBaWhqxsbFMnz6dkydPAvDEE09w+vRpMjMzcXd3Z9SoUfo/uhqNRqPRaDQVHC3SbQco00zgW2CaiHyhlBqJaRI3BbMgt7mdA3AFSANGiQ3dtt9CoBu0SLe9oH8xsw90nOwDHSf7QMfJPtBxsg8qSpy0SLemojACuCIihVsllwLeQEPLRiJSAHwC1AHiy2tcfkOBbjBlcwwMDDQEonfv3m0IULdv357z588DJmHqzp074+fnR6dOnYy0+bYEq9evX4+fnx8+Pj5MmDDBph/FBboBhg4dSv369WnZsmWRthERETRv3hw/Pz9eeOEFI6vl2rVrDXHsgIAAHBwcSEhIsOmLNVHvL774guDgYHx9fQkODmbPnj1Gn0OHDuHr64uXlxejRo0yMkrOmDEDNzc3Y/xCW7becdGiRfj4+NCyZUv69evH7du3bX4njUaj0Wg0Gk0F4fcWmtPXH/sqTaR7wYIF0q9fP0MgukmTJnLq1CkREVmyZIkMGjRIRETCwsJk1apVIiKye/dueemll0TEumD1zZs3xcPDQ65fvy4iIgMHDpRdu3aVGL+Q4gLdIiLx8fFy6NAh8fHxKdL2888/l9zcXBERGT9+vCEcbsmxY8ekcePGIiI2fbEm6n348GFDePv48ePi6upq2H700Udl3759UlBQIE8//bQh6j19+vQi/pf1jlevXhVPT0/Jzs4WEZFevXrJypUrK4y4psY2Ok72gY6TfaDjZB/oONkHFSVOaJFujT2glMo0/22llDqplKpqfn5EKXWxuHi3RT9PpVSOhf7bcou6YKXUcaXUeaVUpHnrJkopZ6XUF0qpc+a/Tvfi69WrV/nss88YPny4pR+lilyfOnWKJ598EjCJV8fExADWBasvXrxIkyZNqFevHgBPPfUUGzcauuJFKE2gG6BDhw7G2TlLunTpQuXKpsVGS/FsS6Kjo+nbt2+Zvlh738DAQOPex8eHnJwc7ty5w08//cStW7do27YtSikGDhxoiJjbwto75uXlkZOTQ15eHtnZ2UX04jQajUaj0Wg0FRc9efsDISIHMW2XLBQ2WwLsBL4sJtK9xKLbBflV/+1vFuXLMG3XbGK+njaXTwR2i0gTYLf52SrFRbpHjx7N3Llzi2RYfP/993nmmWdwd3fnww8/ZOJEk0l/f382bdoEwObNm8nIyCAlJQUoXbDay8uLM2fOcPnyZfLy8tiyZQuJiYklfLIl0F0ePvjggyLi2YWsX7+efv36Adj0pTyi3hs3biQoKIgHHniApKQk3N3djbpCQfJCoqKi8PPzY+jQoaSlpdl8Rzc3N8LDw2nQoAEuLi489NBDdOnS5b6+g0aj0Wg0Go3mt0VP3v54TAZGKKXGA5VF5G9STKBbRF61ZUAp5QLUEpHvzEvQ/w943lz9F2C1+X61RXmZfPrpp9SvX5/g4OAi5YsWLWLbtm1cvXqVIUOGMHbsWADmz59PfHw8gYGBxMfH4+bmRqVKlYDSBaudnJxYtmwZffr04YknnsDT09Nob4ktge6yeOutt6hcuTL9+/cvUv7999/j6OhonJWz5UtZot4nT55kwoQJvPvuu2X688orr3DhwgUSEhJwcXFh3LhxNt8xLS2NmJgYLl26xLVr18jKymLNmjX3/B00Go1Go9FoNL89WirgD4aIpCulZmNKatKiHF0aKaWOALeAN0TkK8ANsNwXeNVcBvAnEfnJfP8z8KfiBq2JdEdHf8zOnTvZtGkTd+/eJTs7m7Zt25KYmEhOTg5xcXE0aNCAJUuWGEKPo0aNAiAnJ4ePPvrISAZiiaVgdc2aNZkzZw4AsbGxVKtW7Z4Fun/++WeysrJK9NuxYwexsbEsWLDAEA0vZMmSJbRp06ZIH2u+2BL1vnHjBmPHjmX8+PEkJiaSmJhISkoKZ8+eNdrv3r0bpVQJ/3x9ffnoo4+Ii4uz+o5OTk5Uq1bNkAzw9vZmw4YNjBgxQotr2gFaBNU+0HGyD3Sc7AMdJ/tAx+k35Pc+dKev//wCMos9bwGuAS+U0e8BoI75PhhIBGoBrYBdFu2ewCQfAJBezEaarTE8Gj0iDSd8Kg0nfCqW7N27V7p37y65ublSp04dOXPmjIiIvP/++9KjRw8REblx44bk5+eLiMjkyZNl6tSpIiKSmJhoJNxITU2VJk2ayLFjx0REJDk52Sj39/c37FqjtIQfly5dKpGwZPv27eLt7W0kILEkPz9fXF1d5cKFC0XKrfny9NNPy8qVK0VE5NSpU+Li4iIFBQWSlpYmfn5+snHjxhJjFE9Y8tlnn4mIyLVr14w2CxculD59+th8x++++05atGghWVlZUlBQIAMHDpTIyMgKc9BYYxsdJ/tAx8k+0HGyD3Sc7IOKEid0whKNvaGUehZ4COgKzFNKOVprKyJ3RCTFfH8IuAA0BZIAd4um7uYygGTztsrC7ZXX/xN/K1euzHvvvUfPnj3x9/fnww8/ZN68eYBJM6RZs2Y0bdqU5ORkpkyZAsAPP/xAmzZt8Pf3p2PHjoZgNcDrr79OixYtaNeuHRMnTqRp06aASaB72rRpZfrTr18/HnvsMc6cOYO7uzsrVqwATCLaGRkZhIaGEhAQwN/+9uvxwC+//BIPDw8aN25cxJY1XxYsWMB7772Hv78//fr1M0S9o6KiOH/+PDNnzjRS/1+/bvq8S5cuZfjw4Xh5efHII48YZ+7Gjx+Pr68vfn5+7N27l0WLFtl8vzZt2hAWFkZQUBC+vr4UFBTw8ssvl/ldNBqNRqPRaDS/P1qk+w+AUipTRGoopaoDR4HnReSUUmoBJvHtKVb61QNSRSRfKdUY+ArwFZFUpdR+YBTwPbANeEdEtiml5gEpIjJbKTURcBaR8dZ80yLd9kFFEdfU2EbHyT7QcbIPdJzsAx0n+6CixEmLdGvsjanAZhE5ZX6eAfRTSjWx0r4DcEwplYBJ3PtvIpJqrvs78D5wHtOK3HZz+WwgVCl1DnjK/KzRaDQajUaj0Wj+y+jJ2x8AEalh/jtZRCZYlGeISGMROWel30YR8RFTBsogEYm1qDsoIi1F5BERec28jxgRSRGRziLSRESespjslZv8/HwCAwN59tlnC8diypQpNG3aFG9vbyIjIwGYN2+esX2wZcuWVKpUidRU03Cenp74+voSEBBAq1a//sCyYcMGfHx8cHBw4ODBg6WOn5iYSEhICC1atMDHx4e3337bqEtISKBt27aG3f379wOwdu1a/Pz88PX15fHHH+fo0aNGnx07dtCsWTO8vLyYPfvXueywYcPw9/fHz8+PsLAwMjMzAfjxxx/p3Lkzfn5+dOrUqYhm3NNPP03t2rWNb1OWreXLlxvfoX379pw6ZZq379+/3/h2/v7+bN682bC1aNEifHx8aNmyJf369eP27dvliptGo9FoNBqN5nfm9z50p68/9tW0aVMpzoIFC6Rfv37SvXt3ERH54IMPZMCAAUZyksJEH5Zs3bpVQkJCjOeGDRvKjRs3SrQ7deqUnD59Wjp27CgHDhwoUS9iSvJx6NAhERG5deuWNGnSRE6ePCkiIqGhobJt2zYREfnss8+kY8eOIiLyzTffSGpqqoiIbNu2TVq3bi0iInl5edK4cWO5cOGC3LlzR/z8/Axbv/zyizHmmDFjZNasWSIiEhYWJqtWrRIRkd27d8tLL71ktNu1a5ds3brV+DaFWLNlWR4TEyNdu3YVEZGsrCzJzc013rdevXqSm5srV69eFU9PTyPhS69evWTlypUV5qCxxjY6TvaBjpN9oONkH+g42QcVJU7ohCWaiohSaq9SqmuxstFKqe1KqRPm505KqU/N912LiXQnKKUOKaVEKfWUhY3nzWVh5uc4pVQr8/1lpdRGi7ZhSqlVZflaXKT76tWrfPbZZwwfPtxos2zZMqZNm2YId9evX7+EnejoaEMA2xbe3t40a9bMZhsXFxeCgoIAUzp/b29vQ/RaKcWtW7cA+OWXX3B1dQXg8ccfx8nJCYC2bdsaq2X79+/Hy8uLxo0bU7VqVfr27UtMTAwAtWrVAkw/kOTk5KCUAuDUqVM8+eSTAISEhBjtATp37kzNmjVL+GzNVmE5QFZWllHu6OhI5comJZDbt28b5QB5eXnk5OSQl5dHdna28Y4ajUaj0Wg0moqNnrzZJ9FA32JlfYFZpTUWkc+lmFA38A5wvJidfpgSnlgjWClVHu04q4wePZq5c+caEzWACxcusH79elq1akW3bt04d67oLs/s7Gx27NhBz549jTKlFF26dCE4OJh///vf9+3P5cuXOXLkCG3atAFg8eLFRERE4OHhQXh4OLNmlfykK1asMLI9JiUl4eHhYdS5u7sbE0GAIUOG8PDDD3P69GlGjhwJgL+/P5s2bQJg8+bNZGRkkJKSUqavpdkCk8bcI488wvjx440tp2ASDvfx8cHX15fly5dTuXJl3NzcCA8Pp0GDBri4uPDQQw/RpUuXe/lkGo1Go9FoNJrfCS3SbZ98AvxTKVVVRO4qpTwBV0w6bffCV8ATSqkqmDTfvICSKti/sgCYAvS3ZdSaSPesWbPIzc0lIyODhIQEUlJSiIuLIzs7m6SkJObPn8+XX35Jz549i0xC9uzZQ/PmzTl27JhRNnfuXOrVq0daWhrh4eHk5OTg7+9v1Kenp3Po0CHjbFhp5OTk8PrrrzN8+HAOHz4MQGRkJMOGDaNjx47s3buXHj16sGDBAqPPkSNHeOedd4iMjCQuLo6TJ0/y008/GcKUP/zwA0lJScbzoEGDeOmll4iMjOQf//gH3bp1o0ePHkRGRhIVFYWfnx9169Zl37591KhRA6DIt7GkNFsAPj4+rFixgl27dvHaa68xadIko8+SJUv48ccfmTx5Mg8++CB37txh9erVrFmzhho1ajBjxgymTJnCY489psU17QAtgmof6DjZBzpO9oGOk32g4/Qb8nvv29TX/V3Ap8BfzPcTgfmAJ3DCXNYJs7C2lf6DgShgIfAspgnZdGAVEGZuEwe0Mt9fBv4E/IBpkhcGrCrLT0uR7okTJ4qbm5s0bNhQ/vSnP0n16tWlf//+0qxZM7l48aKIiBQUFEitWrXEkueff17Wrl0r1ihNaNvWmTcRkbt370qXLl1kwYIFRcpr1aolBQUFhi81a9Y06o4ePSqNGzcuIvz97bffSpcuXYznf/3rX/Kvf/2rxHjx8fElzrGJiGRkZIibm1uRskIBc2tYs5Wfn1/i2xUSEhIiBw4ckI8//liGDh1qlK9evVpeeeWVCrNXXWMbHSf7QMfJPtBxsg90nOyDihIn9Jk3TQXGcutkX/Pz/bDO3L88NvKBecCkMtqVyqxZs7h69SqXL19m3bp1PPnkk6xZs4bnn3+evXv3AhAfH2+IWYPp3Fl8fDx/+ctfjLKsrCwyMjKM+507d9KyZcty+yEiDBs2DG9vb8aOHVukztXVlfj4eMC04tekiUll4cqVK/To0YMPP/ywiH+PPvoo586d49KlS9y9e5d169bx3HPPISKcP3/eGG/r1q00b94cgJs3b1JQUGB8k6FDh5bprzVblltMP/vsM8PfS5cukZdnWvH88ccfOX36NJ6enjRo0IDvvvuO7OxsRITdu3fj7e1d7m+n0Wg0Go1Go/n90Nsm7ZcYYJFSKghwFJFD5u2T94SI7FdK+QLZInLWMrGFFT7ENHk7UR771atU4szs7jbbTJw4kf79+7No0SJq1KjB+++/b9Rt3ryZLl268OCDDxplycnJvPDCC4Ap+caLL77I008/bbQfOXIkN27coHv37gQEBPD5559z7do1hg8fzrZt2/jmm2/48MMPjRT7AP/617945plneO+993j99dfJy8ujWrVqxnm6mTNnkpKSwt///ncAKleuzMGDB6lcuTJRUVF07dqV/Px8hg4dio+PDwUFBQwaNIhbt24hIvj7+7Ns2TLAJGQ5adIklFJ06NCBJUuWGO/2xBNPcPr0aTIzM3F3d2fFihWEhoZatRUVFcWuXbuoUqUKTk5OrF69GoCvv/6a2bNnU6VKFRwcHFi6dCl169albt26hIWFERQUROXKlQkMDOTll19m37595QmnRqPRaDQajeZ3RJlWGDX2iFJqPdAMiBGR6ebJ26ci0lIp1QkIF5FnrfQdjGlL5GtKqW7AbRHZa84g+amIfKKUijPbOKiUumxuf1Mp9XdMWzX3iMhgWz42a9ZMzpw583/wtpr/JnFxcXTq1On3dkNTBjpO9oGOk32g42Qf6DjZBxUlTkqpQyLSquyW9oveNmnfRAP+3P+WSQBEZLuI7L2HLiv4D1Zti4t0FzJq1CgjaYclGzduRClliG7fvXuXIUOG4Ovri7+/v3FANiMjwxCmDggIoG7duowePdqqH1euXKFGjRrMnz8fgDNnzhTpX6tWLRYvXgzA1KlT8fPzIyAggC5dunDt2jXAupC4LSHwGTNm4ObmZvTbtm2bzffKzs6me/fuNG/eHB8fHyZOnGjYuh/B76ioKLy8vFBKcfPmzRLf5cCBA1SuXJlPPvnE6rfTaDQajUaj0fz26G2TdoyIbAGUxfNloKX5Pg5TwhFrfVdhSk5SvHywxX0ni3tPi/s7mLJb3hdvv/023t7ehp4awMGDB0lLSyvRNiMjg7fffttI5Q/w3nvvAXD8+HGuX79Ot27dOHDgADVr1iQh4ddkmcHBwfTo0cOqH2PHjjUyNgI0a9bM6J+fn4+bm5uxPTMiIoI333wTMGWknDlzJsuXLyciIoKIiAgAYmNjWbRoEc7Ozty5c4cFCxYQFBRERkYGwcHBhIaG0qKFSWlhzJgxhIeHF/HH2nsBhIeHExISwt27d+ncuTPbt2+nW7duhIeHM3DgQAYNGsSePXuYNGkSH374oeFzdnY27777bpFx2rVrx7PPPlvqL2T5+flMmDBBywdoNBqNRqPRVED0ylsFQSnlWSiwXVFQStU2b5G8b8oj0p2fn09ERARz584t0X/q1KlMmDCBatWqGWWWItf169endu3axqpcIWfPnuX69es88cQTpfq1ZcsWGjVqhI+PT6n1u3fv5pFHHqFhw4aAdTFsSyyFxG0JgVvD2ns5OjoSEhICQNWqVQkKCjJW2O5H8DswMBBPT89SfXjnnXfo2bNnqULpGo1Go9FoNJrfFz15+wOglKpko26IUiqh2LXEot7W6mtt4D+avBWnNJHuqKgonnvuOVxcXIq0PXz4MImJiXTvXjThib+/P1u3biUvL49Lly5x6NAhEhOLStytW7eOPn36lDrJyszMZM6cOUyfPt2qn+vWrTMmYoVMmTIFDw8P1q5dy8yZM4vUlSYkXkhxIfDCd/bz82Po0KHGimN53is9PZ3Y2Fg6d+5s9Lkfwe/SSEpKYvPmzbzyyiv31V+j0Wg0Go1G899FT94qFpWVUquVUseUUp8opRyVUp2VUkeUUseVUh8opR4AUEpdVkpNU0p9DfRSSsUppeYopfYrpc4qpZ4AEJGVIhJgeQEHlFIblFKxwE6lVA2l1G6l1GHzOIV5+WcDj5gnfPPM40YopQ6YffzHvbzcp59+Sv369QkODjbKrl27xoYNGxg5cmSRtgUFBYwdO7aIQHYhQ4cOxd3dnVatWjF69Ggef/xxKlUqOn8tbfJVyIwZMxgzZkyp5+vAdPZs69at9OrVq0j5W2+9RWJiIv379ycqKqpIXWxsLO3atcPZ2blIeWZmJj179mTx4sXG6t0rr7zChQsXSEhIwMXFhXHjxpXrvfLy8ujXrx+jRo2icePGAMyfP5/4+HgCAwOJj4/Hzc2txLcoL6NHj2bOnDlFJtYajUaj0Wg0moqDzjZZQTBnirwEtBeRb5RSHwAXgb8Cnc1p/P8fcFhEFpuzPy4Vkbnm/nHAIREZp5R6BhgrIk9ZGWsw8E/AT0RSzatvjiJySylVF/gOaAI0xJy90tyvCyZx7r9iOmu3FZgrIl8Ws/8y8DJA3br1gqctNp3l+m7bx+zcuZNKlSpx9+5dsrOzqVKlClWqVKFq1aoAXL9+HRcXF95991369+9P9erVAUhNTaVWrVq89dZbNGvWrMj7vPbaa4SHhxtbAc+fP88//vEP4+xXcUaNGsX169cB0+TKwcGBIUOGGOfbvv76a2JiYpg3b16p/ZOTk5k4cSIrV640yqZOnUrHjh156qlfP3leXh6TJk3i0UcfpXfv3qXa+vnnn5k0aVIRW9bea86cOVSvXp1Ro0aVaisnJ4eBAweyYcMGoywhIYH169cza9asEu379u3Lu+++y0MPPURmZiYjRowoFHDnl19+oVq1aowbN4727duXOp7mtyczM9Pqjw6aioOOk32g42Qf6DjZBxUlTiEhIX/4bJO/u0q4vqTwf5g9gSsWz08Ce4EvLco6A5vM95eBhhZ1cUA78/2fgPM2xhoMrLR4rgJEAceABCAHeNjs0wmLdvPN4yaYr/PAMFvv5dHoEWk44VNpOOFTsWTv3r3SvXt3Kc6DDz5YokxEpGPHjnLgwAEREcnKypLMzEwREdm5c6c88cQTRdpOmDBBpk2bVqqd4kyfPl3mzZtXpKxPnz7ywQcfFCk7e/ascR8ZGSk9e/Y0ntPT08XJycnwSUSkoKBABgwYIK+//nqJMa9du2bcL1y4UPr06VPme02ZMkV69Ogh+fn5RWzduHHDKJs8ebJMnTq1SL217ywi0rBhQ7lx44bRzpJBgwbJhg0bSu2n+f0oHidNxUTHyT7QcbIPdJzsg4oSJ+CgVID/r/9vXjrbZMWi+DJoOlDHRvusYs93zH/zKTuTqGXf/kA9IFhEcs2retVK6aOAWSLybil1pVIeke575fr163Tt2hUHBwfc3NxKrLB9/PHHRvr9QrZu3crBgwdLnFUrTlZWFl988UWJDI0TJ07kzJkzODg40LBhQ5YvX27UlSYkbksIfPz48SQkJKCUwtPT0xjL2ntdvXqVt956i+bNmxtJUF577TWGDx9+z4LfXbt2JTIykrlz5/Lzzz/j5+fHM888w0svvVSub6/RaDQajUaj+f3Q2yYrCBbbJh8XkX1KqffNz38FnhSR82YB7SMi8ralaLa5fxy/CmrXxfTLg6eVsQab+75mfn4d8BKRkUqpEGAP0AjIwLRNs6G5XRfgTUzbODOVUm5Arohct/ZeWqTbPqgo4poa2+g42Qc6TvaBjpN9oONkH1SUOGmRbs1vzWlgkFLqGOAELAKGABuUUseBAmC5jf73y1qglVLqIKZVuNMAIpICfKOUOqGUmiciO4GPgH1mfz4BSuaiL4PyinTfuXOHPn364OXlRZs2bbh8+bLJ2bVri4hpOzg4GPpsd+/e5eWXX6Zp06Y0b96cjRs3lhj/iy++IDg4GF9fX4KDg9mzZw9Qtsj3xx9/bIhuv/jii0b5lStX6NKlC97e3rRo0cLwU0SYMmUKTZs2xdvbm8jISMC6sPft27dp3bo1/v7++Pj4FMmGeenSJdq0aYOXlxd9+vTh7t27ACxcuJAWLVrg5+dH586d+fHHH+81HBqNRqPRaDQae+H33reprz/21bRpUynOggULpF+/fkXOYh04cEBeeumlImfelixZIn/9619FRCQ6Olp69+5dwtaxY8ekcePGxvO0adNkypQpIiKSn59vnOmy5PDhw5KUlCQiIsePHxdXV9cSbUREgoKCJD4+XkRMZ94CAgIkNTVVRESSk5ONdh07dpSdO3eKiEhGRoZkZWWJiMgHH3wgAwYMMM6kWfYpZOvWrRISEiIipnNyGRkZIiJy9+5dad26tezbt09ERHr16iXR0dEiIvLXv/5Vli5dKiIie/bsMcZbunRpqd+oPFSUveoa2+g42Qc6TvaBjpN9oONkH1SUOPE/cOZNr7zZIUopD6XUJaWUs/nZyfxsCH0rpToppT61YaO/Od3/caXUt0opf4u6y+byBPNqXGG5s1LqC6XUOfNfp7J8/U9EumNiYhg0aBAAYWFh7N69G9O/l78SHR1N3759jecPPviASZMmAeDg4EDdunVL+BQYGIirqysAPj4+5OTkcOfOnSJtiot8v/fee7z66qs4OZleuVDE+tSpU+Tl5REaGgpAjRo1cHR0BGDZsmVMmzbNSL1fmvC1pbC3UspYeczNzSU3NxelFCLCnj17CAsLA2DQoEFs2bIFMAlzF47Xtm1bQ7xbo9FoNBqNRvPHQ0/e7BARSQSWYdJhw/z336U0rVeKQPdmc90loKOI+GI6x1a8f4iYdOEs9w1PBHaLSBNgt/n5nrgXke6kpCQ8PDwAqFy5Mg899FAJAer169cbk5/09HTAlLY/KCiIXr16kZycbNOfjRs3EhQUxAMPPFCkvLjI99mzZzl79izt2rWjbdu27NixwyivXbs2PXr0IDAwkIiICPLz8wG4cOEC69evp1WrVnTr1o1z584VGaM0Ye/8/HwCAgKoX78+oaGhtGnThpSUFGrXrk3lyqYcNO7u7iQlJZV4lxUrVtCtWzeb76vRaDQajUajsV/05M1+WQS0VUqNBtpjSuNfnBtSTKBbRF4AEJFvRSTN3O47wL0cY/4FWG2+Xw08fy8O34tId3n4/vvvcXR0pGXLloBJV+3q1as8/vjjHD58mMcee4zw8HCr/U+ePMmECRNKZJaEkiLfeXl5nDt3jri4OKKjoxkxYgTp6enk5eXx1VdfMX/+fA6rl3NmAAAgAElEQVQcOMDFixdZtWoVYDqzV61aNQ4ePMiIESMYOnRokTFKE/auVKkSCQkJXL16lf3793PixIlyfYs1a9Zw8OBBIiIiytVeo9FoNBqNRmN/aKkAO0VMKf0jgB1AF/Pz/ZobBmy3NA/sVEoJ8K6IFK7K/UlEfjLf/4xJT64ExUS6meabB0B0tEmke9OmTYZId7NmzahSpQru7qa5Y3Z2Nm5ubqxdu5bq1asTExODj48P+fn53Lx5k+PHjxurYUuWLKFNmzbExcUVfhOqVauGs7MzcXFxuLu7ExkZadRbcuPGDcaOHcv48eNJTEwkMTHRqDt//jwZGRlkZGQYfR0cHGjatCnffPMNAPXq1WPdunUUFBTg6enJlStXuHLlCs2aNSM2NpZHHnkEZ2dnXF1diYuLw8nJiSNHjhTxJSoqio4dO5bqH4CnpydLliyhd+/e3Lhxg927d1OpUiVOnjxJ9erVjX6HDh0iMjKSxYsXs2/fvlJtlUVmZqZVPzQVBx0n+0DHyT7QcbIPdJzsAx2n35Df+9Cdvu7/AhYD14Ax5mdPzKLaQCfg03LYCAF+AOpYlLmZ/9YHjgIdzM/pxfqmlWX/PxHpjoqKKpKwpFevXkZdfn6+uLq6yoULF4r079Onj+zevVtERFauXClhYWElxkhLSxM/Pz/ZuHFjiTqR0kW+t2/fLgMHDhQRkzC2u7u73Lx5U/Ly8sTPz0+uX78uIiKDBw+WqKgow86KFSuM923VqpVhrzRh7+vXr0taWpqIiGRnZ0v79u0lNjZWRETCwsKKJCxZsmSJiJiSrzRu3LiIiPj9UFEOGmtso+NkH+g42Qc6TvaBjpN9UFHixP9AwhK98manKKUCgFCgLfC1UmrdfdjwA94HuolJFgAAEUky/71uPiPXGvgSSFZKuYjIT0opF8Cqvlsh/4lI97BhwxgwYABeXl44Ozuzbt2vr/jll1/i4eFB48aNi/SZM2cOAwYMYPTo0dSrV4+VK1cCRUW6o6KiOH/+PDNnzjREu3fu3GkkFClN5Ltr167s3LmTFi1aUKlSJebNm0edOib99Pnz59O5c2dEhODgYEaMGAGYhL379+/PokWLqFGjBu+//75hrzRh759++olBgwaRn59PQUEBvXv3NuQU5syZQ9++fXnjjTcIDAxk2LBhAERERJCZmUmvXr0AaNCgAVu3br2v763RaDQajUajqdhokW47RJn2DX4LTBORL5RSIzFN4qZgWm1rqZTqhEm0+1krNhpgEuMeKCLfWpQ/CDiISIb5/gtgpojsUErNA1JEZLZSaiLgLCLjbfmqRbrtg4oirqmxjY6TfaDjZB/oONkHOk72QUWJkxbp1lRURgBXROQL8/NSwBtoeA82pgF1gKXFJAH+hGkl7yiwH/hMRHaY62YDoUqpc8BT/Jrt8p4oLtLdv39/mjVrRsuWLRk6dCi5ubkAnD59mscee4wHHniA+fOL5mPZsWMHzZo1w8vLi9mzf3XDmi1LfvzxR4KCgggICMDHx4fly3/VPZ8yZQoeHh5FxMIL+3Tu3Bk/Pz86depUIiX/rVu3cHd357XXXgNsC36vWrWKevXqGXWFK3LW/LJly5qQeUpKCiEhIdSoUcPwqTjPPfeckexFo9FoNBqNRlPx0ZM3O0RE/i0ifSye80UkSETiRaSluSzO2qqbuX64iDjJr1koW5nLL4qIv/nyEZG3LPqkiEhnEWkiIk+JSOr9+P/222/j7e1tPPfv35/Tp09z/PhxcnJyjMmMs7MzkZGRJTJG5ufn8+qrr7J9+3ZOnTpFdHQ0p06dsmnLEhcXF/bt20dCQgLff/89s2fP5tq1awD8+c9/Zv/+/SX6hIeHM3DgQI4dO8a0adMMLblCpk6dSocOHYznmjVrkpCQYFwNGzakR48eRn2fPn2MukLNO2t+2bK1YsUKnJycOH/+PGPGjGHChAkAVKtWjTfffLPEpLeQTZs2lZigajQajUaj0WgqNnry9gdGKZVpo85TKSVKqX9alNVVSuUqpaLMzzOUUuHm+1VKqSSl1AMWbS+X5UN5RLqfeeYZlFIopWjdurWxqlW/fn0effRRqlSpUsTm/v378fLyonHjxlStWpW+ffsSExNj05YlVatWNXTd7ty5Q0FBgVHXtm3bEnpzYBLjfvLJJwGTMHbheGDK9picnEyXLl1K/QbFBb+tYcsva7asCZk/+OCDtG/fnmrVqpWwkZmZycKFC3njjTds+qPRaDQajUajqVjoydsfHKXUkFKEupeYqy8BltlEegEnbZjLB4baqC+T0kS6C8nNzeXDDz/k6aeftmnDUrwbShetLstWYmIifn5+eHh4MGHCBFxdXW2O6e/vz6ZNmwBTspGMjAxSUlIoKChg3LhxVle4oKTgN5jEwf38/AgLCysiU1CWX8VtlUfIvDhTp05l3LhxODo62myn0Wg0Go1Go6lY6MnbHxwRWSklhbpfNVdnAz8opQoPdvYBPrZhbjEwRil1X1lKSxPptuTvf/87HTp0KHOFqjyUZcvDw4Njx45x/vx5Vq9eTXJysk178+fPJz4+nsDAQOLj43Fzc6NSpUosXbqUZ555xtCpK43igt9//vOfuXz5MseOHSM0NNRYOSuPX8Vt3SsJCQlcuHCBF1544b5taDQajUaj0Wh+H7RUgGYd0FcplYxpZe0aYG0Z6grwNTAAiLVm8F5EukNDQ5kyZQqrV6/m3LlzzJw5s4TI4+XLl4uIUicnJ3P06FHj+csvvwQwnm3ZKo06deqwfPlyOnbsaJTl5+eX6Dtq1CgAcnJy+Oijj0hISGDLli0cP36chQsXkpOTQ15eHqmpqbz88stA6YLflnh5ebF///5S64r7VZqtsoTMT58+TVJSktE+JiaGb7/9locffpj8/HzS09MJCAjgn//8pxbXtAO0CKp9oONkH+g42Qc6TvaBjtNvyO8tNKev/94FZNqo8wROAFUxCXFHYJpwDQaizG1mYJIbAFgFhAFNgFOYBLwvl+VDeUS633vvPXnsscckOztbSmP69Okyb9484zk3N1caNWokFy9elDt37oifn5+cOHGiXLZERBITE4361NRUadKkiRw7dqxIG0uxcBGTMHd+fr6IiEyePFmmTp1awu7KlSvl1VdfLVJWmuD3tWvXjPtNmzZJmzZtyuVXabZsCZlb86mQS5cuiY+Pj4hUHHFNjW10nOwDHSf7QMfJPtBxsg8qSpzQIt2aPzoiclcpdQgYB7QAniuj/TmlVALQuzz2yyPS/be//Y2GDRvy2GOPAdCjRw+mTZvGzz//TKtWrbh16xYODg4sXryYU6dOUatWLaKioujatSv5+fkMHToUHx8fm7YOHjzI8uXLef/99/nhhx8YN24cSilEhPDwcHx9fQEYP348H330EdnZ2bi7uzN8+HBmzJhBXFwckyZNQilFhw4dWLJkSekvU4zSBL8jIyPZunUrlStXxtnZmVWrVgHY9MuaLVtC5p6enty6dYu7d++yZcsWQ2Rco9FoNBqNRmOfaJHuPzBKqUwRKTUfvFLKk18FvX2AViKyWik12Hz/mlJqBqbVu/lKqVXm9p+Y238GICKetnzQIt32QUUR19TYRsfJPtBxsg90nOwDHSf7oKLESYt0a/4nEJGTIrL6XtoDh+93vOIi3VFRUXh5eaGU4ubNm0a7efPmGcLULVu2pFKlSqSmplq1Y8moUaOs6pitXbu2iOi1g4MDCQkJRdoUF7CeMWMGbm5uRp/CFbDc3FwGDRqEr68v3t7ezJo1y+iTnp5OWFgYzZs3x9vbm3379hl177zzDs2bN8fHx4fx48cD8MUXXxAcHIyvry/BwcHs2bMHgOzsbLp37260nzhxYhFfP/74Y1q0aIGPjw8vvviiUX7lyhW6dOmCt7c3LVq0MAS89+zZQ1BQEC1btmTQoEHk5eWV+p00Go1Go9FoNBULvW3yD4y1VTdz3WWgZSnlqzCdb0NEZliUDy7Wrgf3SaFI961btwBo164dzz77bIlfbCIiIoiIiAAgNjaWRYsW4ezsbNVOIQcPHiQtLc3q+P3796d///4AHD9+nOeff56AgACj3pqA9ZgxY0oIhm/YsIE7d+5w/PhxsrOzadGiBf369cPT05PXX3+dp59+mk8++cRI0AKwd+9eYmJiOHr0KA888ADXr18HoG7dusTGxuLq6sqJEyfo2rWrIYEQHh5OSEgId+/epXPnzmzfvp1u3bpx7tw5Zs2axTfffIOTk5NhC2DgwIFMmTKF0NBQMjMzcXBwoKCggEGDBrF7926aNm3KtGnTWL16NY888ojV76XRaDQajUajqRjolTc7QCnloZS6pJRyNj87mZ89lVInlFKOSqkUpVStYv22KKX6WLHZSSn1i4X22zSLuqeVUmeUUueVUhMtyhsppb43l69XSlW913cpTaQ7MDAQT09Pm/2io6OLpMgvzQ6YVuMiIiKYO3duufyJjo6mb9++xvO9ClgrpcjKyiIvL4+cnByqVq1KrVq1+OWXX/jyyy8ZNmwYYBLgrl27NgDLli1j4sSJhiB3/fr1AdN3KNR18/HxIScnhzt37uDo6EhISIhhJygoyBAff++993j11VdxcnIqYuvUqVPk5eURGhoKQI0aNXB0dCQlJYWqVavStGlTAEJDQ9m4cWO53lWj0Wg0Go1G8/uiJ292gIgkAsuA2eai2cC/Leqzgc8BQ7xLKfUQ0B64WIpI9/fmZl/Jr9pvM839KgFLgG6YEpj0U0oVZrmYAywSES8gDRhWlu85ufl4TvwMz4mfAbZFuq2RnZ3Njh076Nmzp1FmzU5UVBTPPfccLi4u5bK9fv36IpNCWwLWUVFR+Pn5MXToUGNlLywsjAcffBAXFxcaNGhAeHg4zs7OXLp0iXr16jFkyBACAwMZPnw4WVlZAJw9e5avvvqKNm3a0LFjRw4cOFBirI0bNxIUFGRM8ApJT08nNjaWzp07G7bOnj1Lu3btaNu2LTt27DDKa9euTY8ePQgMDCQiIoL8/Hzq1q1LXl4eBw8eBOCTTz4pIhKu0Wg0Go1Go6m46Mmb/bAIaKuUGo1pUja/WH000Nfi+QXgcxE5ICVFutvYGKc1cF5ELorIXUw6cH9RJuGwJ4FPzO1WA8/fywuUJdJtjdjYWNq1a2dsmbRm59q1a2zYsIGRI0eWy+7333+Po6OjcbbNloD1K6+8woULF0hISMDFxYVx48YBsH//fipVqsS1a9e4dOkSCxYs4OLFi+Tl5XH48GFeeeUVjhw5woMPPsjs2aa5d6EW3Hfffce8efPo3bs3lomDTp48yYQJE3j33XeL+JCXl0e/fv0YNWoUjRs3NsrOnTtHXFwc0dHRjBgxgvT0dPLy8vjqq6+YP38+Bw4c4OLFi6xatQqlFOvWrWPMmDG0bt2amjVrUqlSpXJ9L41Go9FoNBrN74s+82YniEiuUioC2AF0MT9bNvkceF8pVUdEUjBN5KLKMPuYUuooJmHucHMiEjfAcinmKtAGqAOki0ieRblbaUbvR6Qb4Pbt23zzzTc89NBDRexFRUXRsWNHQ/wxOjq6VDtPPvkkp06dwt3dHTCt2Lm5ubF27dpSX37JkiW0adOmTAHrxYsXF+nn6+vLRx99RFxcHIsXL6ZFixZ88803ADRu3JjVq1fj7+9P3bp1ycnJIS4ujkceeYSPPvqIzp074+joSOPGjYmPjwfg7t27xMTEULt2bW7cuMHYsWMZP348iYmJRVbF5syZQ/Xq1QkICDB8dnBwoGnTpsb49erVY926dRQUFODp6cmVK1e4cuUKzZo1IzY21jjb9uabbwJw4MABateurcU17QQdJ/tAx8k+0HGyD3Sc7AMdp9+Q31toTl/lv4DFmCZaY8zPnsAJi/r3gL8CdYFkoIoNW7WAGub7Z4Bz5vsw4H2LdgMwTQLrYlqRKyz3sBzb2lUeke5CGjZsKDdu3ChSlp6eLk5OTpKZmSmlUZqdQooLbVuSn58vrq6ucuHChVLrLQWsRYoKay9cuFD69OkjIiKzZ8+WwYMHi4hIZmameHt7y9GjR0VEpH379nL69GkRMQmNh4eHi4jIsmXLDJHvM2fOiLu7uxQUFEhaWpr4+fnJxo0bS/gzZcoU6dGjhyEUXsj27dtl4MCBImISEnd3d5ebN29KXl6e+Pn5yfXr10VEZPDgwRIVFSUiIsnJySIicvv2bXnyySdl9+7dFUZcU2MbHSf7QMfJPtBxsg90nOyDihIn/gdEuvW2STtBqf/P3pnHVVWt//+9AOcRB0qCpFQUgQPibGqpOWfdzFLzKmpXyzRzpjKH681fmZZGTrc09aZf0TRxyNQSKTWvM044pijggOLA4ASc5/fHOezOAc5Bvd3kdNf79dov9l77Wc9aaz/6xzprreejQoG2QBNguFKqoENduVsnuwGrRSTLkT8RSRORDOv9eqCYUqoKkIxlYpaLj7UsFaiolPLIU+6UUsXcSfioMwlOhLojIyPx8fEhKSkJk8lkl4Rk1apVtGvXjjJlyhTWlFPWrFnD+PFGThZ+/vlnfH19je2HhTFmzBiCg4MxmUxs2bKF6dOnAzB48GAyMjIIDAykYcOG9OvXD5PJBFjkAHr16oXJZCIuLo733nsPgP79+3P69GmCgoLo0aMHixYtQinFzJkzOXXqFJMmTTIkCVJSUkhKSmLy5MnEx8cTFhZGaGgo8+bNA6B9+/ZUrlyZunXr0qpVK6ZOnUrlypVxd3dn2rRptGnThuDgYESEAQMGABYJhoCAAEwmE126dKF169b/0bfVaDQajUaj0fwxaJFuF8B63uwXYLyI/KCUegvLJG4sVqFtq50bcA5LMpGhIrLFic9HgUsiIkqpRljOslUH3IETQBssk7PdwKsickQp9Q2wUkSilFJzgYMiMttZ37VIt2tQVMQ1Nc7RcXINdJxcAx0n10DHyTUoKnHSIt2aosIA4JyI/GB9ng0EYJlsGYiIGcskrDLwUyE+uwGHrWfeIoEe1hXnbGAIljN0R4HlYjkLBxABjFBKnbK2Mf9BBnOvIt3Hjh2jadOmlChRgmnTfsvPkpiYSKtWrQxh6s8++8x41717d2PVys/Pz06/rbB+gGMB69jYWCpUqGD4njRpklFnw4YN1K5dm5o1axpJScCyJXns2LH4+/sTEBBAZGQkANeuXePFF1/EZDLRqFEjDh8+bNTp378/Xl5edgLhYNGTCwwMxM3NzcgUCZbzcv369SM4OJiQkBC7/eZ3795l4MCB+Pv7U6dOHUMS4NNPP6Vu3bqYTCbatGnD2bNnHX4jjUaj0Wg0Gk3RQScscQFE5AvspQFygDDrY1Ae22HAsHvwORMHCU2s2yjXF1B+Gks2yv+IexXprlSpEpGRkURHR9uVe3h48MknnxAWFkZ6ejr169enbdu21K1bl2XLlhl2I0eOzJf8xFk/HAlY52q1tWjRgnXr1tn5yMnJYfDgwfzwww/4+PjQsGFDnn/+eerWrcvChQtJTEzk2LFjuLm5GQLa/+///T9CQ0NZtWoVx44dY/DgwWzevBmAvn37MmTIEPr06WPXTlBQEN9++y2vv/66XfmXX34JWMTGU1JS6NixI7t378bNzY3Jkyfj5eXFiRMnMJvNXL16FbDoye3Zs4fSpUszZ84cxowZw6BBgxx+J41Go9FoNBpN0UCvvLk4hQl4O6n3jFJKlFJ/sykLtZaNsj4vVEp1s97HKqX22Ng2UErF3m9/70ek28vLi4YNG1KsWDG78mrVqhEWZpm7litXjoCAAJKT7Y/fiQjLly+303ArrB8PImC9a9cuatasyZNPPknx4sXp0aMHq1evBixi3OPHjze06GwFtHPPmdWpU4eEhAQuXboEQMuWLQ1JBFsCAgKoXbt2vnJbX15eXlSsWNFYmfvqq6949913AUtWyipVqgDQqlUrQ8euSZMmhuC3RqPRaDQajaZooydvLo4UIuCtlOpXgEj3LOvrw8ArNu56AgecNOellOp4P/37PUS6nZGQkMD+/ftp3Nheum7r1q088sgj1KpVq8B6BfWjMAHrHTt2EBISQseOHTlyxLKTNDk5GV/f3/K7+Pj4GBPJX3/9lWXLltGgQQM6duzIyZMnAQgJCeHbb78FLJO/s2fPPvAEKiQkhDVr1pCdnc2ZM2fYu3cviYmJXL9+HbCIjoeFhfHyyy8bE0Rb5s+fT8eO9xVSjUaj0Wg0Gs1DQk/e/hw4FPAWkQWSX6R7sPX1WaCkUuoRa1KUDsD3TtqZiiVJygPxoCLdjsjIyOCll15ixowZlC9f3u7d0qVLHa66OeqHMwHrsLAwzp49y4EDB3jrrbf4y18K1ye/c+cOJUuWZM+ePQwYMID+/fsD8M477xgacp9//jn16tV7YKHs/v374+PjQ4MGDRg2bBjNmjXD3d2d7OxskpKSaNasGfv27aNp06aMGjXKru7ixYvZs2cPo0ePfqC2NRqNRqPRaDR/LPrM258AKVzA2xkrgJeB/cA+4I4T2x3Ai0qpVkC6I6PfW6Q7ISGBUqVK2SXjyM7O5t1336Vx48ZUqlTJ7l1OTg7Lli3jn//8Z4GCkY5EvnP7kVfAOq+P0qVLk56ezurVq7l06RIHDhwwbH7++WfAkuCkUqVKeHt7Exsbi6enJ/v37zfswsPDCQ8PR0To2bMnycnJxmrZxYsXyczMLLDv169fZ+/evWRkZBhlL7zwAi+88AIAQ4YM4fr16xw6dIiSJUsa38bHx4fIyEjD5969e4mMjGTGjBns2LFDi2u6CDpOroGOk2ug4+Qa6Di5BjpOfyAPW2hOX7/PRSEC3gXYPwOsAx7FkplyJtAOmAiMstosBLpZ72OBBkBrYLP1Prawfv2nIt0iFoHrqVOnGs9ms1l69+4tb7/9dj5bEYtwdcuWLQt8l5e8/ShIwFpE5MKFC2I2m0VEZOfOneLr6ytms1mysrLkiSeekNOnT8udO3fEZDLJ4cOHRUQkIiJC5s+fb7TToEEDERG5du2a3LlzR0REvvjiC+ndu7ddn/IKhNvy9NNPy+7du43nzMxMQ8B806ZN0qJFC+Nd9+7djf4vWLBAunXrJiIi+/btkyeffFJOnDhh9x00RR8dJ9dAx8k10HFyDXScXIOiEie0SLfGFbhHAe8CEZGLQJa1/uZ7sI8BSlnbKpT/RKT74sWL+Pj48Omnn/LBBx/g4+NDWloa27dv5+uvvyYmJsZI3b9+/W/JMaOiovJtmTx//jydOnUqtL+OBKxXrFhBUFAQISEhDB06lKioKJRSeHh4MHPmTNq3b09AQACvvPIKgYGBgGV75MqVKwkODubdd981hLWPHj1KUFAQtWvX5vvvv7eTOujZsydNmzbl+PHj+Pj4MH++RY1h1apV+Pj4sGPHDjp37kz79u0BSElJISwsjICAAKZMmcLXX39t+JoyZQoTJ07EZDLx9ddf88knnwAwevRoMjIyePnllwkNDeX5558v9LtoNBqNRqPRaB4+WqTbxblXAe8C6j2DZYXtOaVUM8BLRKKVUhOBDBGZppRaaPWxwppZcpSI7FFKdQLmAqdF5Bln/dMi3a5BURHX1DhHx8k10HFyDXScXAMdJ9egqMRJi3RrXIF7EvB2hoj8IiLRhVsa9uuBy/fVSxvyimOfOXOGxo0bU7NmTbp3787du3ft7FeuXIlSysgC6UyY+plnnqF27drGilyutlpeDh48SNOmTQkMDCQ4OJjbt2+Tnp5u1AsNDaVKlSoMG/abZN7y5csNYfBXX33VKF+0aBG1atWiVq1aLFq0COCBfJ09e5awsDBCQ0MJDAxk7ty5hv3SpUsJDg7GZDLRoUMHQ8z8wIEDNG3alODgYLp06WJo1uVy7tw5ypYtaydyPn36dAIDAwkKCqJnz57cvn0bsGjMPfHEE0af4+LinIVRo9FoNBqNRvNH87D3berrz335+/tLXj755BPp2bOncdbs5ZdflqVLl4qIyOuvvy6zZ882bNPS0qRFixbSuHFj46zXzJkzpW/fviJiOaMWFhYmOTk5IpL/TFhBZGVlSXBwsMTFxYmIyJUrVyQ7OzufXVhYmPz0008iInLixAkJDQ2Vq1evGu2KiKSmpsoTTzwhqampcvXqVXniiScMm/v1defOHbl9+7aIiKSnp0v16tUlOTlZsrKypGrVqsZ5wNGjR8uECRNERKRBgwYSGxsrIiLz58+X999/367dl156Sbp162acGUxKShI/Pz+5efOm8e0XLFggW7ZskfDwcPnmm2+cfjvNw6WonCnQOEfHyTXQcXINdJxcg6ISJ/SZN40r4UywuwBbP6sg9wc2ZVWUUllKqZnW54l5BLuTlVIlbGwT7rePecWxRYSYmBi6desGWLIwRkf/tgg4btw4IiIiKFmypFHmTJj6Xti0aRMmk4mQkBAAKleunC9V/4kTJ0hJSaFFixYAfPnllwwePBhPT0+jXYCNGzfStm1bKlWqhKenJ23btmXDhg0P5Kt48eKUKFECsMgMmM1m4xuJCJmZmYgIaWlpeHt7G75btmwJ5BcVj46O5oknnjDO4OWSnZ3NrVu3yM7O5ubNm4YvjUaj0Wg0Gk3RRk/e/kRIwYLdW4DoPCLdq6zvzwC2mUReBo44aSIH6H8/fcoV6c4lrzh2amoqFStWxMPDolphK3K9b98+EhMT6dzZPtmJI2HqXPr160doaCj/+Mc/sPwIY8+JEydQStG+fXvCwsL4+OOP89lERUXRvXt3ciUXTpw4wYkTJ3jqqado0qSJMUFzJtJ9v74AEhMTMZlM+Pr6EhERgbe3N8WKFWPOnDkEBwfj7e1NfHw8r732GgCBgYGsXr0agG+++cb4DhkZGUyZMoUJEybY9eWxxx5j1KhRPP7441SrVo0KFSrQrl074/3YsWMxmUwMHz6cO3ecqUZoNBqNRqPRaP5o9OTtz0dewe7XJWqBGtwAACAASURBVL9I94tW25vAUaVU7sHO7sByJ75nYMlm+UD6gPcj0m02mxkxYoSRIdEWR8LUAEuWLOHQoUNs3bqVrVu32mVfzCU7O5tt27axZMkStm3bxqpVq9i82T7RZt6MldnZ2Zw8eZLY2FiWLl3KgAEDDF22wrgfX76+vhw8eJBTp06xaNEiLl26RFZWFnPmzGH//v2cP38ek8nEhx9+CMBXX33F7NmzqV+/Punp6RQvXhyAiRMnMnz4cMqWLWvXl2vXrrF69WrOnDnD+fPnyczMZPHixQB8+OGHHDt2jN27d3P16lWmTJlyT+PTaDQajUaj0fwxaJHuPxlSgGB3IVWigB5KqUtYVtbOA4720Z0DtgG9gbWOHBYk0p07Uckrjt2jRw8uX77M5s2bcXd358iRI5QqVYr169ezf/9+mjSxKBJcvXqVDh06MHnyZGrXrl2gMHVu4pKTJ08CEBYWxqpVq3j88cft+peWloa/vz+HDx8GICAggG+++caYAJ46dYr09HTS09MNn25ubvj7+7N9+3YAqlatSlRUFDdu3CAuLs6w27VrF6Ghocbz/fiqU6eOXT8rV67M3LlzeeSRR7h27RqJiYkkJiZSq1Ytli5dSvPmzQF47733AMuqnZeXF7GxsWzatInFixczdOhQMjIycHNzIzExEU9PT0qWLMmRI0fsxj5gwACOHz9ObmbQevXqsWzZMmNLpqZooEVQXQMdJ9dAx8k10HFyDXSc/kAe9qE7ff3+F3kEux3Y+AGHgeLAAWA0lglXX2Cm1WYieQS7gVpAPOAFJBTWl1yR7rzYimN369bNLmHJrFmz8tnbJiJxJEydlZVlJPW4e/euvPTSSzJnzpx8vq5evSr16tWTzMxMycrKkjZt2si6db/1MSIiQsaPH29X5/vvv5c+ffqIiMjly5fFx8dHrly5IqmpqeLn5ydXr16Vq1evip+fn6Smpj6Qr8TERCORyNWrV6VWrVpy8OBBSU5OlkcffVRSUlJEROT999+XESNGiMhvyU5ycnKkd+/ehii4LbYi5//+97+lbt26kpmZKWazWfr06SORkZGyZcsWOX/+vIhYRNDffvttiYiIyOdL83ApKgfCNc7RcXINdJxcAx0n16CoxIn/gYQleuXtT0Yewe5tSqkoEbngyF5E7iql9gIjgbqAU8VmETmplIoDXrmX/pQq5s5xJwLdYBGT7tGjB++//z716tUzznM5IiUlhfbt2+Pm5sZjjz1mbI28c+cO7du3Jysri5ycHJ599lkGDBgAwJo1a9izZw+TJk3C09OTESNG0LBhQ5RSdOrUye5c3fLly+1EvwHat2/Ppk2bqFu3Lu7u7kydOpXKlSsDlqQqDRs2BGD8+PFUqlTpgXz98MMPjBw5EqUUIsKoUaMIDg4GYMKECbRs2ZJixYpRvXp1Fi5cCFgkBGbNmgVA165d6devn9Nv17hxY7p160ZYWBgeHh7Uq1ePgQMHsmPHDnr16sXly5cREUJDQ+2kCjQajUaj0Wg0Dx8t0v0nwpFgt4j0KsDWD6uIt1IqEGggIouUUn2t90OcCHYHAt8BiIifsz5pkW7XoKiIa2qco+PkGug4uQY6Tq6BjpNrUFTipEW6Na5GgYLdSqmnnVUSkSMisuheGxGRI8C+++3c7du3adSoESEhIQQGBhqZEGNiYggLCyMoKIjw8HCys7MBS3KNF198EZPJRKNGjYwzauBYaLpXr17Url2boKAg+vfvT1aW4yN/aWlp+Pj4MGTIEMC5sPa5c+do1aoV9erVw2QyGatpP/zwA/Xr1yc4OJj69esTExNj+L979y4DBw7E39+fOnXqGGn8586dS3BwMKGhoTRv3pz4+HgAsrKyCA8PJzg4mICAACMpSS55xc3BsbD2sWPHaNq0KSVKlLAT6HYUA41Go9FoNBqNC/Cw923+r15AReDNh92P//ZlK9JtNpslPT1dRCxn0ho1aiTbt28XHx8fOX78uIiIjBs3TubNmyciIqNGjZKJEyeKiMjRo0eldevWIuJYaFpE5LvvvhOz2Sxms1l69OhhJ/idl6FDh0rPnj1l8ODBBb63FdYeMGCA4evIkSNSvXp1ERHZt2+fJCcni4jIoUOHxNvb26g/fvx4GTt2rIhYzqTlnse7ceOGYbN69Wpp3769iIgsWbJEunfvLiKWc33Vq1eXM2fOGLZ5xc1FxKGw9qVLl2TXrl3y3nvvGefdRAqOwY4dO4rMXnWNc3ScXAMdJ9dAx8k10HFyDYpKnPgfOPOmV94eHhWBNx92J/LyoDIA9+jbSF2flZVFVlYW7u7uFC9eHH9/f8BeaNpWjLtOnTokJCRw6dIlwLHQdKdOnVBKoZSiUaNGJCUlFdiXvXv3cunSJTuNM1vyCmsrpUhLSwPgxo0bRnv16tUz7gMDA7l165ahj/bVV1/x7rvvApYMk1WqVAGgfPnyRjuZmZmG/ptSiszMTGNsxYsXN2zzipsXhpeXFw0bNqRYsWJ25QXFILd9jUaj0Wg0Gk3RRk/eHh4fATWsotlTrddhpdQhpVR3AKXULKXU89b7VUqpr6z3/ZVSk5VSfkqpo0qpL5VSR5RSm5RSpWwbUUoF24hzn1NK3VRKZSqlViqlSlttFiqlPlVKbQGmKKXKKKW+UkrtUkrtV0q9YLXzU0ptVUrts17NChtkXpHunJwcQkND8fLyom3btjRq1Ijs7Gz27NkDwIoVKwyh6ZCQEL799lvAkoL/7NmzJCUlFSo0DZaJyddff02HDh3y9clsNjNy5Ei77YR5ySusPXHiRBYvXoyPjw+dOnXi888/z1dn5cqVhIWFUaJECUO3bdy4cYSFhfHyyy8bE0+AWbNmUaNGDcaMGUNkZCQA3bp1o0yZMlSrVo3HH3+cUaNGGclP8oqb23K/wtp5Y9C4ceNC62g0Go1Go9FoHj568vbweAf4VURCgX8DoUAI8CwwVSlVDdgKtLDaP4YlGyTWsp+t97WAWSISCFwHXrJtREQOiVWcG6gnIqVFpAxwFLBN6+gPPCsiI4GxQIyINAJaWftTBkgB2opIGBZB78j7HbS7uztxcXEkJSWxa9cujhw5QlRUFMOHD6dRo0aUK1fO0Ft75513uH79OqGhoXz++efUq1cPd3d3p0LTubz55pu0bNnSWDmzZfbs2XTq1AkfHx+H/cwrrL106VL69u1LUlIS69evp3fv3pjNZuP9kSNHiIiI4J///CdgWRlMSkqiWbNm7Nu3j6ZNmzJq1CjDfvDgwfz6669MmTKFDz74ALBMUN3d3Tl//jxnzpzhk08+4fTp007FzR9EWDtvDGzPEmo0Go1Go9Foii5aKqBo0BxYKiI5wCWl1E9AQyyTt2FKqbpYtNU8rZO6psBQoDJwRkTirH72YtFvc0SQUuoDLFs2ywIbbd59Y20foB3wvFIqd7ZREngci3bcTKscQQ6WCV8+HIl058XPz49Zs2bRvXt3/vGPfwCwe/duKlasaNiHh4cTHh6OiNCzZ0+Sk5OJjo4uUGg6dzK2aNEiTp48yaRJkwpsNzo6mkOHDvHpp58aWy+vXr3KwIEDgYKFtSMjI/n444+N5+vXr7N69Wo8PT25fPkyI0aMYMyYMYaQtohQsmRJKlWqRGxsLD4+PkRGRubrz6OPPsrKlSvp168fM2bMoG7duoZ495NPPsmiRYs4depUPnHztm3bMnbsWACnwtoJCQmUKlXKoXBmbgw6d+6sxTVdAC2C6hroOLkGOk6ugY6Ta6Dj9AfysA/d/a9eWEWyrffTgf42774GnrfeHwNGAP2BUcDbWA9j2vqwPo8CJjpp8wwQYr3vCyy03i8EutnY7QVqF1B/IjANy4qtB5Bd2DhtRbpTUlLk2rVrIiJy8+ZNad68uaxdu9YQmr59+7a0bt1aNm/eLCIi165dkzt37oiIyBdffCG9e/cWEcdC0yIiX375pTRt2tRIZlIYCxYsyJewpCBh7Q4dOhhJUeLj46VatWpiNpvl2rVrYjKZZOXKlfl8d+/e3RjLggULpFu3biIicuLECcNmzZo1Ur9+fRER+eijj6Rv374iIpKRkSEBAQFy4MABO5+24uYiUqiwtq1At4jjGBSVg8Ya5+g4uQY6Tq6BjpNroOPkGhSVOPE/kLBEr7w9PNKBctb7rcDrSqlFQCWgJTDa+u7fwDCgNZaVthXW60EoB1xQShUDegHJDuw2Am8ppd4SEVFK1ROR/UAFIElEzEqpcMC9sAZtRbovXLhAeHg4OTk5mM1mXnnlFZ577jlGjx7NunXrMJvNDBo0yEhScvToUcLDw1FKERgYyPz58wHHQtMAb7zxBtWrV6dp06aARbh6/Pjx7Nmzh7lz5zJv3rxCP1JBwtqffPIJAwYMYPr06SilWLhwIUopZs6cyalTp5g0aRKTJk0CYNOmTXh5eTFlyhR69+7NsGHDqFq1KgsWLABg5syZ/PjjjxQrVgxPT08WLbKoNAwePJh+/foRGBiIiNCvXz9MJpPTvjoS1r548SINGjQgLS0NNzc3ZsyYQXx8vMMY6F/LNBqNRqPRaIo+WqT7IaKU+j/ABHxvLeoICPCBiCyz2rwG/ENEvK2TrutAbxH51lZo22o7CigrIhMdtDcIGAOcBQ4B5USkr60At9WuFDADaIZlle2MiDynlKoFrARuAluAt0SkrLMxapFu16CoiGtqnKPj5BroOLkGOk6ugY6Ta1BU4qRFujX/VUTkVREJEpHR1itIRIJzJ25Wm/ki4m29zxKRMiLyrfU5IXfiZn2e5mjiZn0/R0SeEJFnROQtEelrLe+bO3GzPt8SkdetfQkUkees5SdFxCQiTUTk3cImbnm5X5HuXHbv3o2HhwcrVvy24NihQwcqVqxoJ1h9L75yiYiIICgoiKCgIJYtMz43LVq0MASvvb29+ctf/gJY5AG6dOli9D13Fc2ZLxFh7Nix+Pv7ExAQYGSVFBGGDh1KzZo1MZlM7Nv3m975mDFjCAwMJCAggKFDh+ZuV2Xp0qUEBwdjMpno0KEDV65cAeCbb74hMDAQNzc3I2MnWJKf5I4jJCSEVatWGe/69++Pl5cXQUHGPx2NRqPRaDQajQugJ2+aP4wSJUoQExPDgQMHiIuLY8OGDfzyyy+Eh4cTFRXF4cOHqV69urGNECxp7SMiIvJJAYwePZqvv/7arsxsNjv1lct3333Hvn37iIuLY+fOnUybNs3QcNu6dStxcXHExcXRtGlTunbtClhS+9etW5cDBw4QGxvLyJEjuXv3rlNfCxcuJDExkWPHjnH06FF69OgBwPfff8/Jkyc5efIkX3zxBYMGDQLgl19+Yfv27Rw8eJDDhw+ze/dufvrpJ7Kzs3n77bfZsmULBw8exGQyMXPmTACCgoL49ttv7ZKU5Jbv2bPH+M6vv/66MZHt27cvGzZseLAgajQajUaj0WgeGnry9idCKbVFKdXeqg+Xq+2WrJS6opTql8fWTykl1uyTuWVVlFJZSqmZ1ueJuRknrVpwyUqpEja2CffZv/sS6Qb4/PPPeemll/Dy8rLz1aZNG8qVK2dXlpqa6tRXLvHx8bRs2RIPDw/KlCmDyWTKN5lJS0sjJibGWHlTSpGeno6IkJGRQaVKlfDw8HDqa86cOYwfP97QZssdw+rVq+nTpw9KKZo0acL169e5cOECSilu377N3bt3uXPnDllZWTzyyCPGAdXMzExEhLS0NEMYPCAggNq1a+cbY+nSpfHwsBxpvX37tp0Qd8uWLQ39OI1Go9FoNBqN66Anb38ulgI9RGSw/Kbtlgh0FZEFBdifATrbPL8MHHHiPwdL1st75j8R6U5OTmbVqlXGylRhVKlSxaEvW0JCQtiwYQM3b97kypUrbNmyJZ9ddHQ0bdq0oXz58gAMGTKEo0eP4u3tTXBwMJ999hlubm5Off36668sW7aMBg0a0LFjR06ePGmMy9fX12jLx8eH5ORkmjZtSqtWrahWrRrVqlWjffv2BAQEUKxYMebMmUNwcDDe3t7Ex8fz2muvURg7d+4kMDCQ4OBg5s6da0zmNBqNRqPRaDSuiZ68/blYAXRWShUHy+oa4I0lm2VB3ASOKqVyD3Z2B5Y78T8DGK6UeuBZwP2IdA8bNowpU6YYK1eFoZRy6MuWdu3a0alTJ5o1a0bPnj1p2rRpPrulS5faiXRv3LiR0NBQzp8/T1xcHEOGDCEtLc2przt37lCyZEn27NnDgAED6N/f+bz31KlTHD16lKSkJJKTk4mJiWHr1q1kZWUxZ84c9u/fz/nz5zGZTHz44YeFfo/GjRtz5MgRdu/ezYcffsjt27fv5TNqNBqNRqPRaIoo+qf4PxEiclUptQtL1srVQA9guThPKRoF9FBKXcKysnYey4SvIM4B24DewFpHDn8vke5t27axdatl3nnjxg1Wr17NsWPHaN68OQBxcXGkpqbm8+1I8NuWp556iqeeesqwv337tmF348YNfvnlF4YPH26UTZs2jVdffZWffvoJAE9PT5YsWUJAQIBDX5UqVcLb25vY2Fg8PT3Zv38/sbGxKKXYuHGjcQbt5MmTnD17lnnz5vHII48YK4d16tRh8eLFHDlyhGvXrhkC4LVq1WLp0qXGdwCLaPjevXvJyMgoMCbZ2dksWrTI2GJ58eJFMjMzjfFpcU3XQMfJNdBxcg10nFwDHSfXQMfpD+RhC83p6/e9sOi3LbXexwH1Hdj5AYeB4sABLLpyA7GId8+02kwERlnvFwLdgFpAPOAFJBTWn/9EpNuW8PBw+eabb+zK8gpWi8g9+crOzpYrV66IiMiBAwckMDBQsrKyjPdz5syRPn362NV54403ZMKECSIicvHiRfH29pbLly879RURESHz5883+tqgQQMREVm3bp106NBBzGaz7NixQxo2bCgiIlFRUdKmTRvJysqSu3fvSuvWrWXNmjWSnJwsjz76qKSkpIiIyPvvvy8jRoyw69/TTz8tu3fvNp5Pnz5t9CMhIUGqVasmly9fNt6fOXNGAgMD7b6lpuij4+Qa6Di5BjpOroGOk2tQVOKEFunWuCCrgelKqTCgtIjsdWYsIneVUnuBkUBd4PlC7E8qpeKAV+63Y/cr0u2MFi1acOzYMTIyMvDx8WH+/Pm0b9+eqVOnFujLVqQ7KyuLFi1aAFC+fHkWL15sdx4sKiqKd955x669cePG0bdvX4KDgxERpkyZQpUqVbh9+7ZDX++88w69evVi+vTplC1b1hAI79SpE+vXr6dmzZqULl3akB3o1q0bMTExBAcHo5SiQ4cOdOnSBYAJEybQsmVLihUrRvXq1Vm4cCEAq1at4q233uLy5ct07tyZ0NBQNm7cyLZt2/joo48oVqwYbm5uzJ49mypVqgDQs2dPYmNjuXLlCj4+Pvz973+nRo0a9xtOjUaj0Wg0Gs0fjBbp/hOilFoG1AZWi8gEBzZ+WAW+lVKBQAMRWaSU6mu9H6KUmghkiMg0WyFvq/13ACLi56wvWqTbNSgq4poa5+g4uQY6Tq6BjpNroOPkGhSVOGmRbo2rshQIsf4tFBE5IiL5BdGc2AP7CjXUaDQajUaj0Wg0vxt68vYnRESiRUSJyDEnNgkiElRA+UIRGWK9nygi06z3fUVkhY1d18JW3fJy+/ZtGjVqREhICIGBgUyYYFkUjImJISwsjKCgIMLDw41EHiLC0KFDqVmzJiaTiX37LPPFs2fPEhYWRmhoKIGBgcydOxeA9PR0QkNDjatKlSoMGzYsXz+WLFliZ+fm5kZcXBwAy5Ytw2QyERgYSEREhFHn559/JiwsDA8PD1asWJHPZ1paGj4+PgwZMsQou3v3LgMHDsTf3586deoYmnNz584lODiY0NBQmjdvTnx8vGHfr18/goODCQkJsTv468jXnTt36N69OzVr1qRx48YkJCQ49XXz5k06d+5MnTp1CAwMzLc9VKPRaDQajUZTdNFn3jR/GCVKlCAmJoayZcuSlZVF8+bNad++PeHh4WzevBl/f3/Gjx/PokWLeO211/j+++85efIkJ0+eZOfOnQwaNIidO3dSrVo1duzYQYkSJcjIyCAoKIjnn38eb29vYxIGUL9+fbp27ZqvH7169aJXr14AHDp0iL/85S+EhoaSmprK6NGj2bt3L1WrVjX61aZNGx5//HEWLlzItGnTChzbuHHjaNmypV3Z5MmT8fLy4sSJE5jNZq5evQrAq6++yhtvvAHAmjVrGDFiBBs2bODLL780+pSSkkLHjh3ZvXs3bm5uDn3Nnz8fT09PTp06RVRUFBERESxbtsyhL4BRo0bRqlUr7t69S5s2bfj+++8pVarUA8dVo9FoNBqNRvPHoFfeXACllK9S6oxSqpL12dP67KeUOqyUKq2USlVKlc9TL1opNUopFZfn2qmU6qWUOqiUOqSU+kUpFWJTL8FaHqeU2mNTXkkp9YNS6qT1r2dhfbcV6VZKUbZsWQCysrLIysrC3d2d4sWL4+/vD0Dbtm2NVaXVq1fTp08flFI0adKE69evc+HCBYoXL06JEiUAy8qT2WzO1+6JEydISUkxkok4YunSpfTo0QOA06dPU6tWLapWrQrAs88+a/TFz88Pk8lUoObc3r17uXTpEu3atbMr/+qrr3j33XcBcHNzMxKG5Ap/A2RmZqKUAiA+Pt5IsOLl5UXFihUN2QBHvlavXk14eDhgSXiyefNmRMShr9KlS9OqVSsAihcvTlhYGElJSU6/kUaj0Wg0Go2maKAnby6AiCQCc4CPrEUfAV/YvL8JbARezC1TSlUAmgOzRSQ0z9UYOAM8LSLBwD9s/VlpZbW1PfT5DrBZRGoBm63P90VOTg6hoaF4eXnRtm1bGjVqRHZ2tjFJWbFiBYmJiQAkJyfj6+tr1PXx8SE5ORmAxMRETCYTvr6+RERE4O1tL00XFRVF9+7djYmRI5YtW2aIcdesWZPjx4+TkJBAdnY20dHRRl8cYTabGTlyZL4VuevXrwOWFbmwsDBefvllLl26ZLyfNWsWNWrUYMyYMURGRgIQEhLCmjVryM7O5syZM+zdu5fExESnvmy/kYeHBxUqVCA1NdWhr7x9XLt2LW3atHE6Ro1Go9FoNBpN0UBvm3QdpgN7lVLDsEzKhgCP2bxfCrwJ5CYeeRHYaJ3Y5UNEfrF5/Dfgcw99eAF4xnq/CIgFIvIaFSbSPWPGDDIyMhg3bhx16tRhzJgx9O/fn6ysLBo0aMCtW7eIjY0lNTWV/fv3G2fgrl27ZidEHRkZyZUrVxg3bhzVqlWjUqVKRhu5K1XOBCPj4+MREa5cuWLYvfnmm3Ts2BE3NzcCAwO5du2anY+LFy9y5MgRY+Vr1apV1K5dm1OnTnHs2DGSk5OJjY3lxo0bJCUlUaFCBT799FOWL19O7969ee+99wAIDAxk/vz5/PjjjwwZMoR3332XGjVq8MMPP1CnTh0eeeQR6tSpw9GjR/Hw8HDoKzMzkx07dhirhbdv32b79u0OfeWOJScnh/fee49OnTpx7tw5La7pIug4uQY6Tq6BjpNroOPkGug4/YE8bKE5fd37BbQHBGhrffYDDlvviwOXgMrW5w3Ac/fodxQwz+b5DJZsknuBgTbl123ule2zo8tWpDsvf//732Xq1Kl2ZRs3bpSXX35ZREQGDhwo//d//2e88/f3l/Pnz+fz069fPzsB77i4OKlVq1aBbdoybNgwmTx5ssP3//znP2X06NF2ZXnFwl999VXx9fWV6tWrS+XKlaVcuXISEREhZrNZSpcuLTk5OSIicu7cOalbt26+NnJycqR8+fIFtt+0aVM5cuSIU1/t2rWTX375RUREsrKypHLlymI2mx36yqVfv37y1ltvGc9FRVxT4xwdJ9dAx8k10HFyDXScXIOiEif+B0S69bZJ16IjcAEoKEvkXWAN0E0pVQWoh2UrpVOUUq2A17BfQWsuImHW9gYrpVrmrWf9D3JfIoGXL182tgDeunXLWBlKSUkBLOfXpkyZYiTzeP755/nXv/6FiPDvf/+bChUqUK1aNZKSkrh16xZgWY3btm0btWvXNtpZunSpsRXSEWazmeXLlxvn3XLJ7cu1a9eYPXs2f/vb35z6WbJkCefOnSMhIYFp06bRp08fPvroI5RSdOnSxfgVavPmzdStWxeAkydPGvW/++47atWqBVgyQWZmZgLwww8/4OHhQd26dZ36ev7551m0yLLYumLFClq3bo1SyqEvgPfff58bN24wY8YMp2PTaDQajUaj0RQt9LZJF0EpFQq0BZoA25RSUQWYLQXGYVkVWy0iWYX4NAHzgI4ikppbLiLJ1r8pSqlVQCPgZ+CSUqqaiFxQSlUDUgrrd6li7hz/qDMAFy5cIDw8nJycHMxmM6+88grPPfcco0ePZt26dZjNZgYNGmQk2ujUqRPr16+nZs2alC5dmgULFgBw9OhRRo4ciVIKEWHUqFEEBwcbbS5fvpz169fb9WPNmjXs2bOHSZMmAZbU/76+vjz55JN2dm+//TYHDhwAYPz48UYild27d/Piiy9y7do11q5dy4QJEzhy5IjTsU+ZMoXevXszbNgwqlatavR/5syZ/PjjjxQrVgxPT09j8pWSkkL79u1xc3Pjscce4+uvvy7U12uvvUbv3r2pWbMmlSpVIioqyqmvpKQkJk+eTJ06dQgLCwNgyJAh1KxZs5BIajQajUaj0WgeNsqygKIpyihL1o1fgPEi8oNS6i0sk7ixwDqx6rUppdyAc8A1YKiIbHHi83EgBugjNufflFJlADcRSbfe/wBMEpENSqmpQKqIfKSUegeoJCJjnPW9du3acvz48f9g9Jo/gtjYWJ555pmH3Q1NIeg4uQY6Tq6BjpNroOPkGhSVOCml9op9sr0/HXrbpGswADgnIj9Yn2cDAUB1WyMRMQMrgMrAT4X4HG+1m51HEuARLCt7B4BdwHcissH67iOgrVLqJPAsYAUa9AAAIABJREFUv2W/vCcciXRv3rzZEN1u3rw5p06dAmD48OGGkLa/vz8VK1YEYMuWLXYi2yVLliQ6OhqwrGrVrFkTpRRXrlwpsB9xcXE0bdqUwMBATCYTy5Yty2czdOhQQ9YAYOHChVStWtVoc968eca7c+fO0a5dOwICAqhbt64hlO1oXLmsXLkSpZSRaTM1NZVWrVpRtmxZO7HvexHWzuvLmeC3IyFyZ2PUaDQajUaj0RQBHvahO339uS9/f3/JxWw2S3p6uoiI3L17Vxo1aiQ7duyQWrVqSXx8vIiIzJo1S8LDwyUvkZGR0q9fv3zlqamp4unpKZmZmSIism/fPjlz5oxUr15dLl++nM9eROT48eNy4sQJERFJTk6WRx99VK5du2a83717t/z1r3+VMmXKGGULFiyQwYMHF+jv6aeflk2bNomISHp6utEXZ+NKS0uTFi1aSOPGjWX37t0iIpKRkSFbt26VOXPm2LWVmZkpMTExIiJy584dad68uaxfv96pr5kzZ0rfvn1FROTSpUsSFhYmOTk5cuXKFfH19ZWUlBQREenTp4/8+OOPsmXLFqdj1BQNisqBcI1zdJxcAx0n10DHyTUoKnFCJyzRFBWUUhnWv6eVUrXzvJuhlMqXst/6rrJSaotSKkMpNTPPu/pWMe5TSqlI6/ZMh2LcykKk1f6gUiqssH4XJtKtlEIpRVpaGgA3btzIp9kGjpOQrFixgo4dO1K6dGkA6tWrh5+fn9M++fv7G0lCvL298fLy4vLly4Alhf7o0aP5+OOPCxsaYJEbyM7Opm3btgCULVvW6IuzcY0bN46IiAhKlixplJUpU4bmzZvblQGFCmsX5MuRSLczIXKNRqPRaDQaTdFGT95cjyjASJFoPefWzVpeEN2waLhdA7pbt0jOsr6bg2VLZi3r1cFa7kiMu6ON7UBr/fsir0h348aNmTdvHp06dcLHx4evv/4637bAs2fPcubMGWMyYktUVFShmSWdsWvXLu7evUuNGjUAy7bL559/nmrVquWzXblyJSaTiW7duhmC1ydOnKBixYp07dqVevXqMXr0aHJycgAcjmvfvn0kJibSuXPn++5vXmFtR74ciXQXJkRe0Bg1Go1Go9FoNEUDPXlzPZYC3W2eWwJnReRsQcYi8k/rJGwcsExEQkVksDVbZHkR+bd1mflfwF+s1V7gN7HvRXnK/2Vdmf43UNHq555xd3cnLi6OpKQkdu3axeHDh5k+fTrr168nKSmJfv36MWLECLs6UVFRdOvWDXd3d7vyCxcucOjQIdq3b38/XbCr37t3bxYsWICbmxvnz5/nm2++4a233spn26VLFxISEjh48CBt27YlPDwcgOzsbLZu3cq0adPYvXs3p0+fZuHChQAFjstsNjNixAg++eST++5vdnY2PXv2ZOjQoTz55JNOffXv3x8fHx8aNGjAsGHDaNasGe7u7nh6ejJnzhy6d+9OixYt8PPzM76rozFqNBqNRqPRaIoGWirAxRCRQ0ops1IqREQOYFmFW/oArh4Dkmyek6xlAI+IyAXr/UUsSUxy6yQWUOeCTRlKqYFYVuaoUqUq44Oz7RJm5OLn58fMmTPZuXMnt27dIjY2lscff5xZs2bZ2c+bN4+33347n48VK1bQuHFjtm/fns/37du32b59OxUqVChw8JmZmQwfPpxevXpx+/ZtYmNj2bFjB/Hx8fj4+ACWRCGPPfYYS5Yssatbs2ZNdu3aRWxsLCkpKfj5+XHu3DnOnTtH7dq1Wbt2LZUrVy5wXOvXr2f//v00adIEgKtXr9KhQwcmT55saNUdO3aM5OTkfOOdMmUKpUqVIjQ0lNjYWDIyMpz6euGFF3jhhRcAixzA9evXiY2NpVy5ckyZMgWAtWvXUrJkSTIyMjh06FCBY9QUHTIyMnRMXAAdJ9dAx8k10HFyDXSc/kAe9qE7fd3bBWTY3I8FPsQy+b6IZbJVWP2+wEyb5wbAjzbPLbDIDgBcz1P3mvXvOiwC3rnlm4EGztr1faKGVI9YJyIiKSkpRmKQmzdvSvPmzWXt2rVSuXJlOX78uIiIzJs3T7p27Sq5HD16VKpXry5ms1ny0rhxYyORR16cJSy5c+eOtG7dWqZPn17g+1xsE5acP3/euP/222+lcePGIiKSnZ0tJpPJSADSt29fmTlzpmRlZTkdVy5PP/20kWQkl4ISh4wdO1a6du0qOTk5Dvtr6yszM1MyMjJERGTTpk3SokULw+7SpUsiInL16lUJCQmR48ePy5YtWxyOUVN0KCoHwjXO0XFyDXScXAMdJ9egqMSJ/4GEJXrlzTWJAjZhkQM4KCKXHsBHMpazcLn4WMvAsRh3MuDroE6B3ItI95dffslLL72Em5sbnp6efPXVV78NNCqKHj16YM2lYpCQkEBiYiJPP/20XXlkZCQff/wxFy9exGQy0alTJ+bNm8eePXuYO3cu8+bNY/ny5fz888+kpqYaWxwXLlxIaGiow3FERkayZs0aPDw8qFSpklHP3d2dadOm0aZNG0SE+vXrM2DAADw8PJyOyxF+fn6kpaVx9+5doqOj2bRpE+XLly9QWPtvf/ubQz/OBL8LEiI/f/68wzFqNBqNRqPRaIoGWqTbRVBKZYhIWZvnnUAJ4DMRWXAP9ftiWSUbYlO2CxgK7ATWA5+LyHpHYtxKqc7AEKAT0BiIFJFGztrVIt2uQVER19Q4R8fJNdBxcg10nFwDHSfXoKjESYt0a4oyS4E6wLeFGSqlEoBPgb5KqSSlVF3rqzeBecAp4Ffge2u5IzHu9cBpq/2X1vr3zO8l0p1LWloaPj4+doLWe/fuJTg4mJo1azJ06FAK+nEiNjaWChUqGL4nTZpk9z4nJ4d69erx3HPP5aubV7x77ty5BAcHG32Pj4+3sz937hxly5Zl2rRpTr8BQIsWLYw+eXt785e/WPLE3Lhxgy5duhh1FixYYOe/IIFwR2LlS5YswWQyERwcTLNmzYwVOI1Go9FoNBpN0Udvm3QRbFfdrM8zgBn3WNfPQfkeIKiA8lSgTQHlAgy+lzYLokSJEsTExFC2bFmysrJo3rw5HTt2ZNCgQaxevZqAgABmz57NBx98wMKFC5k+fbpR9/PPP2f//v12/saNG0fLli3tygYNGsSXX35J48aN6dSpExs2bKBjx475+tKiRQvWrVtXYD8/++wzAgICDI22XPbs2cO1a9fsyl599VXeeOMNANasWcOIESPYsGGD8X7EiBF27Tv6Bk2aNGHr1q2G3UsvvWQkG5k1axZ169Zl7dq1XL58mdq1a9OrVy+KFy9Onz59GDt2LG3btiUjIwM3N8vvMU899RTPPfdcvl/BnnjiCX766Sc8PT35/vvvGThwIDt37izwO2g0Go1Go9FoihZ65c1FUEr5KqXOKKUqWZ89rc9+SqnD1rJnlFLrrPd984py5/E3USklSqmaNmXDrGUNrM8JSqkq1ntRSn1iYztKKTWxsH7/t0S69+7dy6VLl2jXrp1RduHCBdLS0mjSpAlKKfr06UN0dHRhXbQjKSmJ7777Lt95Mkfi3eXLlzfuMzMz7c7mRUdH88QTTxAYGGiUOfoGtqSlpRETE2OsvCmlSE9PR0TIyMigUqVKeHh4OBUIdyRW3qxZMzw9PQFo0qSJndi3RqPRaDQajaZooydvLoKIJGIRxc7dwvgR8EXue6VUeyxbIFsopeKASVhEtZ1xCBvBb+Bl4IgD2ztA19zJ3IPye4h0m81mRo4caWxFzCU5OdlI8w/g4+NDcnLB+VR27NhBSEgIHTt25MiR34Y8bNgwPv74Y2MFKxdn4t2zZs2iRo0ajBkzhsjISMCSMnfKlCl22yKdfQNboqOjadOmjTExHDJkCEePHsXb25vg4GA+++wz3NzcnAqE3wvz588vcFVSo9FoNBqNRlM00ZM312I60EQpNQxoDhizFxHZCPwN2CoiocB4fjvD5ohoLMLbKKVqADeAKw5ss7FMFof/JwP4PUS6Z8+ebUz2HoSwsDDOnj3LgQMHeOutt4wVrnXr1uHl5UX9+vXt7J2JdwMMHjyYX3/9lSlTpvDBBx8AMHHiRIYPH253Ps7ZN7Al7yrjxo0bCQ0N5fz588TFxTFkyBDS0tKcCoQXxpYtW5g/f76h96bRaDQajUajKfroM28uhIhkKaVGAxuAdtbn/8RlGpColArCMolbBvRzYj8LOKiU+tiJzX9dpDs6OppDhw7x6aefcuvWLbKzs7l69SovvfQSJ06cMOw2b96MUsqpaGTp0qVJT09n9erVLF++nE2bNvHtt99y9+5dbt68Sdu2bWnduvU9iXc/+uijrFy5kn79+rFp0yYWL17M0KFDjbNoiYmJvPjii/m+waxZs+jevTtg2Tb6yy+/MHz4cKPf06ZN49VXX+Wnn34CwNPTkyVLliAiBQqE16hRw/BfkFj5r7/+yvjx4/noo48MYW4truka6Di5BjpOroGOk2ug4+Qa6Dj9gTxsoTl93d+FJUnJeWC49dkPOGy9f4bfhLb7YiPKXYCficAo4BXgA2A3UB6IxSq8DSQAVaz3Gda/k4Bx1roTC+vvf1OkWyS/oHXDhg1lx44dYjabpUOHDvLdd9/lq3PhwgXD386dO8XX1zef/y1btkjnzp0LbNNWvPvEiRPG/Zo1a6R+/fr57CdMmCBTp051+g1ymTNnjvTp08eu/htvvCETJkwQEZGLFy+Kt7e3XL582aFAuC15xcrPnj0rNWrUkO3bt+cbr6boo+PkGug4uQY6Tq6BjpNrUFTihBbpzo9SyhPwFZGD91tX85+hlAoF2gJNgG1Kqajfwe06YCqWf+xp97CSNwPYBxSqLQf/PZFuR8yePZu+ffty69YtOnbsaJzpmjt3LgBvvPEGK1asYM6cOXh4eFCqVCmioqLu2X9eZs6cyY8//kixYsXw9PRk0aJFTu0dfQPb8eY98zdu3Dj69u1LcHAwIsKUKVOoUsVy9LAggXBwLFY+adIkUlNTefNNi8qDh4cHe/bseaCxazQajUaj0Wj+WO5JpFspFQs8j2WbZRxwGfhJREY4q6f5/VCW2cUvwHgR+UEp9RaWSdxYLKttQUqpZ4BRIvJcQaLcefxNxLKaNk0p1QM4ISL7rLEeJSJ7rPpwDUTkiq1IuHXbZA/gKxGZ6KzfWqTbNSgq4poa5+g4uQY6Tq6BjpNroOPkGhSVOGmR7t+oICJpQFdggYjUxyLerPnjGACcE5EfrM+zgQCg+n/qWESiRGTffVT5BLjvrJP3K9K9cOFCqlataghXz5s3z/AVERFBUFAQQUFBLFu2zCiPiYkhLCyMoKAgwsPDyc7OLrAvHTp0oGLFivmEuB0JZa9evRqTyURoaCgNGjRg27ZtgCUTZm7fAwMDjRW+mzdv0rlzZ+rUqUNgYKDdatqnn35K3bp1MZlMtGnThrNnzxrvHIlu55JXJNyRry1bthjjCA0NpWTJkoZswmuvvUZISAgmk4lu3bqRkZFRWOg0Go1Go9FoNEWBe9lbiSWlfDVgE9DQWnbwYe/51FfRv/z9/SUXs9ks6enpIiJy9+5dadSokezYsUNq1aol8fHxIiIya9YsCQ8PF5H859lyWbdunTz77LOSlZUlGRkZ0qBBA7lx44bk5OSIj4+PcX5u3LhxMm/evHz1RUR+/PFHWbNmjcNzbSIiXbt2lUWLFomISHp6unEu7sCBA1K7dm0REblz547cvn3bsKlevbokJydLZmamxMTEGDbNmzeX9evXi4hITEyMZGZmiojI7Nmz5ZVXXjHafPrpp2XTpk2Gv1w7EZHdu3fLX//6V7szd8585ZKamiqenp6G3Y0bN4x3w4cPlw8//LDI7FXXOEfHyTXQcXINdJxcAx0n16CoxIn/gTNv97ryNgnYCPwqIruVUk8CJ3//qaTm90AplWH9awh4O7B7xiq+/TebslBr2Sjr80KlVDfrfaxSao+NbQPrNkuH/F4i3bbEx8fTsmVLPDw8KFOmDCaTiQ0bNpCamkrx4sXx9/cHoG3btqxcubJAH23atKFcuXIO28grlF22bFnjXJytGHfx4sUpUaIEAHfu3MFsNgOWLJatWrUybMLCwgxB7FatWhli2rZC2c5Etx2JhDvyZcuKFSvo2LGjYZerHyci3Lp164HP+2k0Go1Go9Fo/ljuafImIt+IiElEBlmfT4vIS//drml+J6oqpeLyXGNt3h/GknEyl57AASf+vJRSD6zsfL8i3StXrjS29yUmJgIQEhLChg0buHnzJleuXGHLli0kJiZSpUoVsrOzjQQcK1asMOrcL3mFsgFWrVpFnTp16Ny5s11SlcTEREwmE76+vkREROSbfF6/fp21a9fSpk2bfO3YCmU7E912JhJekC9boqKi7HTjAPr168ejjz7KsWPHHOrXaTQajUaj0WiKFvc0eVNK+SulNueu4iilTEqp9/+7XdP8TlwWkdA812Sb92eBkkqpR6xJUTrgXNx7KpYkKQ/E/Yh0d+nShYSEBA4ePEjbtm0JDw8HoF27dnTq1IlmzZrRs2dPmjZtiru7O0opoqKiGD58OI0aNaJcuXKGsPf9klcoG+DFF1/k2LFjREdHM27cOKPc19eXgwcPcurUKRYtWsSlS5eMd9nZ2fTs2ZOhQ4fy5JNP2vlbvHgxe/bsYfTo0YZtQaLbhYmEF+QrlwsXLnDo0CHat29vV75gwQLO/3/2zjQ6qiJtwE+FgIDsAiMhkBAgIWQlLCEgizDsLiOETT5FEHdHQVBwkOjgOLIKRjYFBJRdUYLsCkSEQSFEQNkSlkBYZElASEIgSb/fj9u5dCfdnTCjkNZ6zrmnb9etqlu3XziH4la9z5kzBAYG2u0Z1Gg0Go1Go9GUXIqrCpgNvAp8CCAi+5RSizH8YBr353OgN/Ajhgbguou6O4BHlFL3A1cdVfitJd0ADRo0YOfOnWZ569atad26NQBvv/022dnZ5rW3334bgF27dlGlShWn0sg9e/aQlpZW6LojUXZBDhw4QFxcnJ38GuCee+5h1qxZtGvXDoDx48dTrlw5wsPD7fravXs3sbGxTJ06lR07dgBw/vx5h9Lt8+fPu5SEO+orn88//5zIyEi2b9/u8DkCAgL46KOPGD16tJZrugFaguoe6Di5BzpO7oGOk3ug43QbKc7GOGCX9fNHm7I9d3rDnj6cxitfqO2LVeDtpF57DM/bvcC3wDSgM1aBt7XOfCDaeh4PNAM6AJus5/GuxvK/SLrPnDkj+XzxxRcSGRkpIiK5ubly8eJFETGShwQFBUlOTo6IiJw7d05ERLKzs6VDhw6yadMmcYYzEbcjUXZycrKZsGT37t3i5eUlFotFUlNTJSsrS0RE0tPTpWHDhrJv3z4RERk9erT07NlT8vLy7PpKTEwUPz8/O8F3/nMVJd0WsZeEO+srn8jISDNxioiRNCY5Odk8Hz58uAwfPrzEbDTWuEbHyT3QcXIPdJzcAx0n96CkxIk/QcKS4r55u6iUqg8IgDWBxdn/araoKXGIyC9KqRwMAfjLQKsi6m9WSv0LwzPnkv9F0h0bG8uqVavw9PSkWrVqzJ8/HzCSnbRp0wYwkm8sXLgQT0/jj/LEiRNZvXo1FouF5557jg4dOgCQkJDArFmzTN1AmzZtOHToEBkZGXh7ezN37lxzaaEjUfaKFSv45JNPKF26NOXKlWPZsmUopTh48CDDhw9HKYWIMGLECEJCQjh16hTvvPMOjRo1IiIiAoAXX3yRIUOG8Oqrr5KRkUHv3r0BqFu3LqtWraJUqVJOpdvOcNYXQEpKCqmpqeZbQGvsGDhwIFeuXEFECAsLY+bMmSQm3oopQqPRaDQajUZzJyiupNsP+AjjH/WXgOPAABE54bKh5o6QL9RWSvliFXg7qdeem1LvVkBNEVlZQOA939rH5wUE3t2BWcAxEWnvbCxa0u0elBS5psY1Ok7ugY6Te6Dj5B7oOLkHJSVOWtINKKU8gGYi8legBtBIRO7TE7c/FiLyHxFZeQv11wIXbuUev6Wku1SpUmb5Qw89ZJYPGDCAgIAAgoODGTx4MDk5OYXG4UysffXqVTuxdfXq1Rk6dCgAs2bNIiQkxBzjgQMH7Po8efIkFSpUYNKkSWbZlClTCAoKIjg4mP79+5OdnQ04F4GLCC+99BINGjQgNDTU7m2YM3m3iDB69Gj8/f0JDAwkNjYWgEuXLvHII48QGhpKixYt+Pnnm8aI999/n+DgYIKCgpg6dWqh32fy5Mkopbh48aLLeGo0Go1Go9FobjPFWVsJbL3T6zv14Z7H7yHpFrHf92XLmjVrxGKxiMVikX79+smMGTMK1XEm1i5IRESEfPvttyJiL7aOi4uTLl262NXt1auXREdHy8SJE0VE5NSpU+Lr62vuh+vdu7fMmzev0D1sReBr1qyRrl27isVikR07dkiLFi3Mes7k3R9//LE89thj5r66/D1/I0aMkLfeektERA4ePCgdOnQQEZGffvpJgoKCJDMzU3JycqRjx46SnJxsrlU/efKkdO7cWerWrSsXLlxw+Btr7hwlZU+BxjU6Tu6BjpN7oOPkHpSUOPEn2PNWXEn310qpEUqpOkqpavnH7zeldE+KkmI7qP+QUmqU9fytfDG2sz6tUuzY327Et5ffStLtiu7du5t9tmjRwqG02plY25akpCTOnz9vt7cuH1tJNxhOuHr16hEUFGTXR25uLteuXSM3N5esrKxCz1VQBB4XF8fjjz+OUoqWLVty+fJlzp4961LePXPmTGJiYvDwMP4q16xZEzCyYebv92vUqBEpKSmcO3eOgwcPEhkZSfny5fH09KRdu3Z88cUX5piGDRvGhAkTtLhbo9FoNBqNpgRS3MnbYOAFYCuw23ok/F6D+rMgIqtEZNwt1E8QkZdu9T5KqS4ORN1f3mo//w3XcvLwHbXG/P5bSLrBWILZrFkzWrZsycqVhVd75uTk8Omnn9K1a1eH4ypKrL106VL69u1rN4mZPn069evX57XXXjOXJ2ZkZDB+/HhzCWg+tWvXZsSIEdStW5datWpRuXJlOnfubFenoAj89OnT1KlTx7zu7e3N6dOnXcq7jx49yrJly2jWrBndunUjOTkZMETm+ZOynTt3cuLECU6dOkVwcDDfffcdaWlpZGVlsXbtWvN3jYuLo3bt2oSFhTn8zTQajUaj0Wg0d5ZiTd5EpJ6Dw6/oln9KPJVSC5RS+5RSnyulyiulUpRS1cF8exZvPX9CKTWtYAdKqaZKqb1KqR0Yk+b88vZKqdXW87eUUh8rpeKVUseUUi/Z1BujlDqklPpaKbUECJHCou5HrHXjlVLNrOfVlVIp1vMgpdRO60Rvn1KqobX8/2zKP1RK3ZIF+7eQdIOxby0hIYHFixczdOhQjh49anef559/nrZt25pvzgriSqwNxuStoKT7hRde4OjRo4wfP55//ctQHL711lsMGzbMfKOYz6VLl4iLi+P48eOcOXOGzMxMFi5caFfHkQjcEc7k3WC8OSxbtiwJCQk89dRTDB48GIBRo0Zx+fJlwsPD+eCDD2jSpAmlSpUiMDCQkSNH0rlzZ7p27Up4eDilSpUiOzubf//734wdO7bI8Wg0Go1Go9Fo7gzFUgUopR53VC4in/y2w/lDEAA8KSLblVIfA8//F33MA14Uka1KqYku6jUC7gcqAoeVUjOBcKCX9bM0hnR7938xhmeB90VkkVKqDFBKKRUI9AVai0iOUmoGMACw+3NwOyTdgPmWqVGjRixcuNBMib9gwQKSk5MZO3ZssYSRBcXaR44c4erVq1y9etVh+3vvvZcVK1YwaNAgNm7cyMKFC3nppZfIyMjAw8OD1NRUqlatStmyZdm/fz8AgYGBfPbZZ6Zo25EIXCnFhg0byM3NNZ/vxIkTTuXd9evXp1q1anh5eREfH0/VqlX58ccfzf4GDhzIwIEDERH69+/P6dOnuXz5MvXr12fy5MkAzJ49mxo1anDkyBGSkpIICAgA4MKFCwQFBTFz5kyqVdMrpEsKWoLqHug4uQc6Tu6BjpN7oON0GynOxjjgA5tjNnAM+PxOb9graQeGFPukzfcOwEogBahuLTPF1sATwDTr+VvACKBKgT5CsYq2sUq1beqPtql3EPAGhgL/tCl/D6tw28mY4zGyiQJUB1Ks548C+4GRQENr2YvAGWCP9TgMvOXqN/k9JN3p6elmwpELFy5IgwYNZP/+/SIiMnv2bImKijIThTjClVhbRGTkyJESExNj18ZWgr1q1Spp2rRpoX7ffPNNM2HJ999/L40bN5bMzEyxWCzy+OOPS2xsrFnXkQh89erVdglLmjdvLiKu5d0jR46UuXPnioixWbhZs2YiInLp0iW5fv26iIh89NFH8thjj5n3yU9qcuLECQkICJBLly4V2mjs4+OjE5aUQErKhnCNa3Sc3AMdJ/dAx8k9KClx4k+QsKRYb95E5O+235VSVYAFxWn7J6SgOE+AXG4uUS37G97rus15HsV8k1oAh2MTkcVKqR+AHsAGpdQQQAELROT14nb+e0i6Dx48yDPPPIOHhwcWi4VRo0bRuHFjAJ599ll8fHyIiooCoGfPnsTExNhJup2JtfNZvnw5a9eutXuOadOm8c0331C6dGmqVq3KggWu//hHRkYSHR1NREQEnp6eNGnShKefftq87kgE3r17d9auXUuDBg0oX7488+bNA3Ap7x41ahQDBgxgypQpVKhQwdQpHDx4kIEDB6KUIigoiLlz55r36dWrF2lpaZQuXZrp06dTpUqVYkRSo9FoNBqNRnOnKZaku1AjpUoD+0Qk8LcfkvtilWIfB1qJyA6l1ByMN2LdgMkisk4pNQVoIiLtlVJPYLz1erGAGHsf8LyIbFNKjQd6iEhwAam2Wd9675+BBzBcfB9iCNU9MZZMzs6v52DMc4DdIjJTKTUUGCoivlYx+3FjijAgAAAgAElEQVQREaXUVIy3hxuBOIxlk+etGUcrigvnn5Z0uwclRa6pcY2Ok3ug4+Qe6Di5BzpO7kFJiZOWdFtRSn2llFplPVZjLJdb9fsOzW05BAy0TsCqAjOBfwLvK6W+w3hDVhSDgOnWhCXXbuXmIrILIzZ7gRUYWUF/ddFkEvCcUuo/wD025X2An5VSezD21n0iIgeAN4CN1uf7GqhV3LE5k3Q7k1a7Ek37+vqa0uxmzW7+HR0zZgyhoaGEh4fTuXNnzpw543AszqTXx48fJzIykgYNGtC3b19u3Lhhtlm+fDmNGzcmKCiIRx991Cx3Jgx3Jh8fNmyYWd/f39/uzVfXrl2pUqUKDzzwgMNxv/TSS4WSo4CRlVMpRUKCkQQ2JyeHgQMHEhISQmBgIO+++65Z9/Lly0RHR9OoUSMCAwPZsWOHee2DDz6gUaNGBAUF8dprrzkcg0aj0Wg0Go3mDlGctZVAO5ujNeB9p9d76sNlvCpYP8tjTN4i7tRYiiPptsVWWu1MNC3ifE+WrUz7/fffl2eeeaZQHRHn0uvevXvLkiVLRETkmWeeMSXfSUlJEh4eLunp6SJyc9+YiHNhuDP5uC2xsbEyaNAg8/s333wjq1atkh49ehSqu2vXLvm///u/Qve7cuWKtGnTRiIjI2XXrl0iIrJo0SLp27eviIhkZmaKj4+PHD9+XEREHn/8cZk9e7aIGMLy/D1vmzdvlo4dO5r7CW2fUVMyKCl7CjSu0XFyD3Sc3AMdJ/egpMSJP8Get+J63rqLyLfWY7uInLIu59MUQb58Wyk1Vin119t024+sb8wSgRUikvjfdqSU+sdvNShnku58CkqrnYmmXeFKpp2PM+m1iLB582aio6MBI1tjvkNu9uzZvPDCC1StWhW4KcMu6nmLko8X1AV07NiRihUrFqqXl5fHq6++yoQJEwpdGzNmDCNHjqRs2ZvbKZVSZGZmmqLwMmXKUKlSJX799Ve2bt3Kk08+CRjC8vw3fzNnzmTUqFGmwLw4z6jRaDQajUajuX0Ud/LWyUFZt99yIH90RCRGRL75X/spjldNRB4Vw+XWSETetbab7kDUPUgpVVSSk/9p8lYcSXc+BaXVzkTT1uehc+fONG3alI8++sjunqNHj6ZOnTosWrTIobfMmfQ6LS2NKlWq4Olp/CT5kuz8NklJSbRu3ZqWLVuyfv16sz9nwnBX8nEwXHXHjx83J6iumDZtGg899BC1atmvUk1MTCQ1NZUePXrYlUdHR3P33XdTq1Yt6taty4gRI6hWrRrHjx+nRo0aDBo0iCZNmjBkyBAyMzPNZ/zuu++IjIykXbt27Nq1q8hxaTQajUaj0WhuHy4nb0qp55RSPwEBVlFz/nEc2Hd7huh+KKVGK6UOK6W+wfC+oZSar5SKVkp1VUp9ZlPXVrzdXyn1k1LqZ9s3m0qpDOubux+AKKVUc6XUf6wi751KqYpKqVJKqYlKqV3WGD1jOyYRecE6oQvH0AlcwpiU77PeY6VSardSar/V04ZSahxQzjrRW2Qt+80l3fkUfAvlTDQNsG3bNhITE1m3bh3Tp09n69atZrt33nmH1NRUBgwYwLRphRzoLqXXzsjNzSU5OZn4+HiWLFnCU089xeXLlwHnwnBn8vF8li5dSnR0tPlMzjhz5gyfffYZf/+7XdJXLBYLr7zyiulss2Xnzp2UKlWKM2fOcPz4cSZPnsyxY8fIzc0lMTGR5557jh9//JG7776bcePGmc+Ynp7O999/z8SJE+nTp0/+MlyNRqPRaDQaTQmgqLcui4F1wLuA7WuDqyKS/ruNyo1RSjUF+gFNMH7fgpLsbzCWNd4tIpkY0uulSikvYDzQFGNitVEp9TcRWQncjeF6i7EKsw8BfUVkl1KqEkZSkyeBX0WkuVLqLmC7UmqjiBx3MtQWQLDN9cEikq6UKgfsUkqtEJFRSqkXrRM+fg9J9/Tp0+nbt69DaTU4F03DTUl3kyZNWLJkCRaLxa5/Pz8/Ro0axf33329X7kx67efnx4ULF9i0aROlSpVi//79lCtXjvj4eDw8PPD392f79u0A1KhRg6VLl9KoUSO7seQLw8PCwoqUj8+ZM4eXX3650G+zZ88e0tLSzPIdO3Zw4MABU/CdlZVF7dq1+fDDD/nxxx9p2bIlAOnp6XTt2pV33nmHdevW0bhxY3O8fn5+LFiwgLCwMKpXr26Oq379+ixevJjIyEjKly+Pn58f3377LQA3btwgLi5OqwRKEFqC6h7oOLkHOk7ugY6Te6DjdBu5lQ1yQE2gbv5xpzfslcQD463WWJvv72HIt+cD0dayjzAmeJ7ASaAi8DBGRsf8dk8C71nPc4FS1vMQYLuD+34OJHFToH0c6OxkjO2BLQXK3sLIULkXIztlS2t5hk2d30XSLeJYWu1MNJ2RkSFXrlwxz6OiomTdunUiYi/Tjo2NlV69eklBXEmvo6Oj7RKWTJ8+XURE1q1bZ47vwoUL4u3tLRcvXnQqDM/JyXEqHxcxErD4+PiIxWIpNL4tW7Y4TFiSj7MEKe3atTMTlowbN06eeOIJ8zcKDAyUvXv3iojIfffdJ4cOHRIRQyw+YsQI2bJli8ycOVPGjBkjIiKHDx8Wb29vh+PT3DlKyoZwjWt0nNwDHSf3QMfJPSgpceJPkLCkWFJnpdSD1kmIF3Ae8MHwlwUVp72mEEsxJkLpGH/IrjpKrGFDtogUpRhQwN9FZEMxx5BpNjT8cX8FokQkSykVj2OZ+O8i6QbH0mpnoulz587xyCOPAMZSv0cffZSuXbsCxlLLw4cP4+HhgY+PD7NmzQKwk3S7kl6PHz+efv368cYbb9CkSRMzsUeXLl3YuHEjjRs3plSpUkycOJF77rmH//znP06F4c7k4/nP269fv0IJVdq0acOhQ4fIyMjA29ubuXPn0qVLl+L+3CYvvPACgwYNIigoCBFh0KBBhIaGAoYOYMCAAdy4cQM/Pz/mzZvH3r17GTx4MIMHDyY4OJgyZcqwYMEChwlfNBqNRqPRaDR3hmJJupVSe4EOwDci0kQpdT/QX0Se/r0H6G4opSIw3rJFcnPZ5IdAMLBaRD637hM7CuwCPhOR5UqpWsD33Fw2uQH4QETilFIZIlLB2n/BZZMVMZZNDga6A73FWNLoD5wWY2lmwTG2xyr7tn5/GBgiIg8qpRphvFXrKiLxSqlLQE1rn43Rku4/JCVFrqlxjY6Te6Dj5B7oOLkHOk7uQUmJk5Z03yRHRNIAD6WUh4hsAcJ/x3G5LWKk5V+GMQFaAXznoE4esBojY+dqa9lZjH2FWzCWLu4WkTgHbW9g7Dv7wDqp/hrjLdkc4ACQqJT6GWPCWKw3q8B6wNMq3n4bYxKZz0fAPqXUIvmdJN1PPPEE9erVM8XVe/bsAWDixIlmWXBwMKVKlSI9PZ3Dhw+b5eHh4VSqVImpU6fa3Wvy5Mkopbh48WKhcWzZssWufdmyZc0skc7GIiK89NJLNGjQgNDQUBITE4vsa/PmzURERBAcHMzAgQPJzc0FIC4uzhSJN2vWjG3btpljGzlyJMHBwQQHB7Ns2TKzfMCAAQQEBBAcHMzgwYPJyckxr8XHxxMeHk5QUBDt2rWze9a8vDyaNGliJ/121ZdGo9FoNBqNpgRTnLWVGEk2KgDTgCXA+8B/7vSaT32U/KM4ku6BAwfKZ599Jq5YtWqV3H///YXKc3Nz5S9/+YukpKSYZSdPnpTOnTtL3bp1HYq8bUlLS5OqVauakm5nY1mzZo107dpVLBaL7NixQ1q0aOGyr7y8PPH29jb3vI0ZM0bmzJkjIoYUPH8v2d69eyUgIEBERFavXi1//etfJScnRzIyMqRZs2amdHzNmjVisVjEYrFIv379THn4pUuXJDAwUE6cOCEihcXakydPlv79+9vtoXPUV0lZq65xjY6Te6Dj5B7oOLkHOk7uQUmJE3+CPW/FffP2MJCFkYxjPcaSvwd/64mkxjlKqS1KqS4FyoYqpdZZ37QV1A48oZQqnCf/ZttXlFIHrFqBTUopH5treTYuuFU25fWUUj8opY4opZZZl3DeyjO4lHS7oqBGIJ9NmzZRv359fHzM4TNs2DAmTJhQrL4///xzunXrRvny5V3Wi4uL4/HHH0cpRcuWLbl8+TJnz5512ldaWhplypTB398fgE6dOrFixQrAkILnj81WJH7gwAHatm2Lp6cnd999N6GhoaZPrnv37iilUErRokUL03e3ePFievbsSd26dQF7sfapU6dYs2YNQ4YMsRuns740Go1Go9FoNCWbYk3exNg3VQdoLyILMJbo3fg9B6YpxBKMDJW29MPQODijmios5v7Beu1HoJmIhGJkqpxg0+6aWJ1wIvKQTfl4YIqINMDYl/dkUYMurqR79OjRhIaGMmzYMK5fv27XR1ZWFuvXr6dXr16F+l+6dKndpC4uLo7atWsTFhZW1NActnc2ltOnT1OnTh2zjq3A21Ff1atXJzc3l4SEBMCY2KWmppp1v/zySxo1akSPHj3MRCZhYWGsX7+erKwsLl68yJYtW+zagDHp/fTTT80ELUlJSVy6dIn27dvTtGlTPvnkprVh6NChTJgwAQ8Px3/NC/al0Wg0Go1GoynZFGvyppR6CuMf+B9ai2oDK3+vQWkc8jnQI/9tl1LKFyP7Z6qLNuk2k7D8IxJARLaISJa13veAt6ubK+P1UAfrOAAWAH+71YdwJOl+9913OXToELt27SI9PZ3x48fbtfnqq69o3bo11apVsyu/ceMGq1atonfv3oAxyfv3v//N2LFjizWWs2fP8tNPP9llcyxqLMXtSynF0qVLGTZsGC1atKBixYp2Mu5HHnmEQ4cOsXLlSsaMGQNA586d6d69O61ataJ///5ERUUVEng///zztG3bljZt2gBGts3du3ezZs0aNmzYwNtvv01SUhKrV6+mZs2aNG3a1OmYC/al0Wg0Go1GoynZFDehxQsYUucfAEQkWSlV03UTzW+JGALtnRhJTuIw3rotB4pOF1o0T2LI2PMpq5RKwPDLjRNDFH4PcFlEcq11TmFM4gvx30i68zNSNmnShGXLltG2bVuz3rRp02jXrl2hPrZt20a9evU4ePAgBw8e5NixYyQlJREQEADAhQsXCAoKYubMmYUmfmC8DYuMjDRF1vk4GotSig0bNphJR5KTkzlx4gQZGRku+3r77bcB2LVrF1WqVHH4Oxw4cIC4uDgqV65M69atad26tdk2OzvbbLNgwQKSk5MZO3asWXbjxg0CAgLYtWsXAA0bNmTx4sUkJyezceNGvvjiC27cuEFWVhadOnVi9OjRDvvSck33QMfJPdBxcg90nNwDHSf3QMfpNlKcjXHAD9bPH62fnsC+O71h7892AAOAJdbzPRhaAV/gZ2tZewwdAcATwLRi9Pl/GG/e7rIpq2399ANSgPpAdeCITZ06+fd1dRRH0n3mzBkRMRKavPzyyzJy5EjJ5/Lly1K1alXJyMiQgvTt21c+/vjjQuX5+Pj4uExYEhkZKZs3b7YrczaW1atX2yUsad68eZF95ScPyc7Olg4dOsimTZtERCQ5OdlMWLJ7927x8vISi8Uiubm5cvHiRRExEpkEBQVJTk6OiIjMnj1boqKiJCsry+4eBw4ckA4dOkhOTo5kZmZKUFCQ/PTTT3Z1Ckq/HfVVUjYaa1yj4+Qe6Di5BzpO7oGOk3tQUuLEnyBhSXHfvH2rlPoHUE4p1Ql4HvjqlmeKmv+VOGCK1SVXXkR2W5dP/lcopf4KjAbaiYi50UxETls/j1mF3U0wtAdVlFKeYrx98wZOF+7VnuJIujt06MCFCxcQEcLDw02xNhh7wzp37szdd99t129mZiZff/01H374IcXBVtINkJKSQmpqaqHU+gMGDHA4lu7du7N27VoaNGhA+fLlmTdvntnGWV8TJ05k9erVWCwWnnvuOTp06ADAihUr+OSTTyhdujTlypVj2bJlKKXIyckxlzBWqlSJhQsX4ulp/BV99tln8fHxISoqCoCePXsSExNDYGAgXbt2JTQ0FA8PD4YMGUJwcLDL38JRX7ZvOjUajUaj0Wg0JZPiSro9MJbWdQYUhkB6jhSnseY3RSm1DAgA4kTkTevkbbWIBNvKt5VST2AkJHnRST9NMPavdRWRZJvyqkCWiFxXSlUHdgAPi8gBpdRnwAoRWaqUmoXx9nWGq/FqSbd7UFLkmhrX6Di5BzpO7oGOk3ug4+QelJQ4/ekl3UqpugAiYhGR2SLSW0Sired64nZnWAKEWT//FyZiuPs+K6AECAQSrALwLRh73g5Yr40EXlFKHcHYAzf3Vm54q5JuEcdibDD2bDVs2JCGDRuyYMECs3zZsmWEhoYSFBTEyJEjHY5j0aJFdmJtDw8P855du3Y1x/fss8+Sl5cHwN69e4mKiiIkJIQHH3yQK1eu2PV58uRJKlSowKRJk8yywYMHU7NmzUJvwt566y1q165t3n/t2rVFjmv37t2EhITQoEEDXnrppfylq3z22WcEBQXh4eFhZrYE+Prrr2natCkhISE0bdqUzZs3A3D16lW7e1SvXp2hQ4cWK34ajUaj0Wg0mjuMqzWVQKLN+Yo7vcZTH+53/C+Sbmdi7LS0NKlXr56kpaVJenq61KtXT9LT0+XixYtSp04dOX/+vIiIPP744/LNN98U6teWffv2iZ+fn/k9X4ptsVikZ8+esmTJEhERadasmcTHx4uIyNy5c+WNN96w66dXr14SHR0tEydONMu+/fZb2b17twQFBdnVffPNN+3qFWdczZs3lx07dojFYpGuXbvK2rVrRcTY83bo0CFp166d7Nq1y6yfmJgop0+fFhGRn376Sby8vBzeJyIiQr799tsSs1Zd4xodJ/dAx8k90HFyD3Sc3IOSEif+BHveilIF2FqO/X6n+aPmFlBKZVg/fR3JuZ20aa+U+tXG9RZjc62rUuqwVbw9yqbcoZBbKXWX9fsR63XfWxj7LUm6nYmxN2zYQKdOnahWrRpVq1alU6dOrF+/nmPHjtGwYUNq1KgBwF//+ldTjO2MJUuW0K/fTX1epUqVACMF/40bN8zxJSUlmfvCbIXbACtXrqRevXoEBQXZ9d22bVuHWS6Lg+24zp49y5UrV2jZsiVKKR5//HFWrjRMHYGBgWZ2TVuaNGmCl5cXAEFBQVy7dq2QPy8pKYnz589rVYBGo9FoNBqNm1DU5E2cnGvcBKXUaAypui151mulgOkY+oHGQH+lVGNrHWdC7ieBS9byKdZ6TvlfJN3OxNjOyhs0aMDhw4dJSUkhNzeXlStXFpJcF2TZsmWFJN1dunShZs2aVKxYkejoaMCYAMXFxQHGUsX8fjMyMhg/fry5BLS4TJs2jdDQUAYPHsylS5dcjuv06dN4e9/U8DkShLtixYoVREREcNddd9mVL126lL59+7qcQGs0Go1Go9FoSg5FTd7ClFJXlFJXgVDr+RWl1FWl1JUi2mpKACLyDjAE+E5uirrfsV5ugZH+/5iI3ACWAg8XIeR+2Pod6/WO6hb+9f/fSLqLS9WqVZk5cyZ9+/alTZs2+Pr6FpJc2/LDDz9Qvnz5QnvSNmzYwNmzZ7l+/bq5V+zjjz9mxowZNG3alKtXr1KmTBnA2L82bNgw841icXjuuec4evQoe/bsoVatWgwfPrxY4/pv2L9/PyNHjnSYlXPp0qWFJq4ajUaj0Wg0mpKLS1WAiDj/l6/G3YiyJiE5g5GRcj+GZNv21dQpIBLXQm6zjYjkKqV+tda/mN/JbyXpdibG/vXXX9mzZ4/Z586dOwkPDyc+Pp6KFSuak7+vvvqKsmXLOpVGTp8+ncjISKfX/f39mTFjBqVLlwbgH//4BwCpqanUrFmT+Ph4Nm7cyMKFC3nppZfIyMjAw8OD1NRUHnnkEQB++eUXMjMznd4jJCSExYsX210vOK60tDSSkpLM75s2bUIpZdfm8uXL7N6925SGgyEpf+WVV3jttddITU21ewt55MgRrl69ytWrV7Wk243QcXIPdJzcAx0n90DHyT3QcbqN3OlNd/q4tQPIsH764kDO7aRNJaCC9bw7kGw9j8ZQPuTXewyYhgshN/Az4G1z7ShQ3dm9/xdJtzMxdlpamvj6+kp6erqkp6eLr6+vpKWlichNMXZ6erqEhYXJ4cOHxRF5eXni5eUlR48eNcuuXr1qjiUnJ0f69OkjH3zwgV2/eXl58thjj8ncuXML9ekoEcnx48cLJSzJv4eIyHvvvSd9+/Z1OS6RwglL1qxZY3e9YMKSS5cuSWhoqKxYscLh848cOVJiYmLM7yVlo7HGNTpO7oGOk3ug4+Qe6Di5ByUlTuiEJZo/AiJyRUQyrOdrgdJWh9tpjIlZPvni7TSsQu4C5di2sV6vbK3vkHKlS5FiI+m+//77CQ0NpXnz5nTq1IkHHniAAQMGEBISQkhICBcvXuSNN94ADDG2n58fDRo04KmnnmLGDEMpV61aNcaMGUPz5s1p3rw5MTExZmKQl19+mcaNG9O6dWtGjRqFv78/AKtWrSImxszTwtatW6lTpw5+fjfz8GRmZvLQQw8RGhpq7st79tlnASOBiL+/P40aNcLLy4tBgwYV+bv379+fqKgoDh8+jLe3N3PnGmaF1157jZCQEEJDQ9myZQtTpkxxOS6AGTNmMGTIEBo0aED9+vXp1q0bYEjMvb292bFjBz169KBLly6AsafuyJEjjB071tQCnD9/3uxv+fLlesmkRqPRaDQajZtRLEm3puSglMoQkQrO5NxO2twLnBMRUUq1wNir5gOUApKAjhiTsl3AoyKy35mQWyn1AhAiIs8qpfoBPUWkj7Pxakm3e1BS5Joa1+g4uQc6Tu6BjpN7oOPkHpSUOP3pJd2aPwzRwM/WPW+xQD/r2+Vc4EVgA3AQWC7GXjhwLuSeC9xjLX8FGEUxcSbpfvLJJwkLCyM0NJTo6Ghz39b8+fOpUaOG+eZozhwjaeaJEyeIiIggPDycoKAgZs2aZd7jxo0bPP300+ZbMkeqgPw9cuHh4YSFhfHll1+a13x9fQkJCSE8PJxmzW7+3Xcm6XbV15QpUwgKCiI4OJj+/fuTnZ3t8nnfe+89GjduTGhoKB07duTEiRNmX127dqVKlSo88ID9/Hzz5s1EREQQHBzMwIEDzf2BixYtIjQ0lJCQEFq1asXevXuLHJdGo9FoNBqNpoRzp9dt6uOPfRRH0p0vxhYRGTZsmLz77rsiIjJv3jx54YUXpCDXr1+X7OxsETH2qfn4+JhC6piYGBk9erSIGPvHLly4UKh9Zmam5OTkiIix/6xGjRrmdx8fH4dtnEm6nfV16tQp8fX1laysLBER6d27t8ybN09ExOnzbt68WTIzM0VEZMaMGdKnTx+z3jfffCOrVq2SHj16mGV5eXni7e1t7usbM2aMzJkzR0REtm/fLunp6SIisnbtWlNw7mxcJWWtusY1Ok7ugY6Te6Dj5B7oOLkHJSVO6D1vmjuNIym3k3r3KKW2KKUylFLTClxrqpT6ySrWjs1P7a+UqqaU+loplWz9rGotV9Z6R5RS+5RSETZ9DbTWT1ZKDbzFZ3Eo6c4XY4sI165dK9I7VqZMGdNZdv36dSwWi3nt448/5vXXXwfAw8OD6tWrF2pfvnx5PD2N7XzZ2dnF8pw5k3S76is3N5dr166Rm5tLVlaWKc129rz3338/5cuXB6Bly5acOnXK7Ktjx45UrFjRbkxpaWmUKVPG3NdnO65WrVpRtWpVh305G5dGo9FoNBqNpmSjJ29/HLKBHRhC7b5KqT3WYzowE3gKaGg9ulrbjAI2iUhDYBM3l0B2s6n7tLU9SqlqwJsYOoEWwJv5Ez5nFFfSPWjQIO69914OHTrE3//+d7P+ihUrzOWFtqnuU1NTCQ0NpU6dOowcORIvLy8uX74MwJgxY4iIiKB3796cO3fO4bh++OEHgoKCCAkJYdasWeYETClF586dadq0KR999JFZ35mk21lftWvXZsSIEdStW5datWpRuXJlOnfubLZx9rz5zJ0710xK4ozq1auTm5tLQkICAJ9//rlDKbltX0WNS6PRaDQajUZTctGTtz8IIpIpIv8AxgDLxCrkBv4FVBKR762vkz/BsXC7oIj7E+sb6O8xMk/WAroAX4tIuohcAr7m5kSwWDiSdAPMmzePM2fOEBgYyLJlywB48MEHSUlJYd++fXTq1ImBA2++6KtTpw779u3jyJEjLFiwgHPnzpGbm8upU6do1aoViYmJREVFMWLECIfjiIyMZP/+/ezatYt3333X3Pe1bds2EhMTWbduHdOnT2fr1q2Ac0m3s74uXbpEXFwcx48f58yZM2RmZrJw4UKzjaPnzWfhwoUkJCTw6quvuvwtlVIsXbqUYcOG0aJFCypWrFhISr5lyxbmzp1ruu+KGpdGo9FoNBqNpuTiUtKt+UNQG0OynY+tcPsvInLWev4L8BebNgXl3bVdlNvx30i68wkICOCjjz6iXr16dnUbNGjAzp07HfZzzz33MGvWLNq2bUvZsmWpVq0a8fHxeHt7ExsbW6Q0Mjc3lwULFhAQEAAYMnAwhOFLliwxl2U6knQ76+vs2bOULVuW/fuN/C+BgYF89tlneHt729Uv+Ly7d+8mNjaWqVOnsmPHDru6e/bsIS0trdB93377bQB27dpFlSpVzOtHjx4lJiaGcePG8dNPPwFGNihH43rqqae0XNMN0BJU90DHyT3QcXIPdJzcAx2n28id3nSnD9cHDqTcRdR/Aphm870Z8I3N9zZYhd7A5QJtL1k/VwP32ZRvsvYzAnjDpnwMhqLA6XiKknSvWrVKkpOTRcRIaDJ8+HAZPny4iNjLrL/44guJjIwUEZHU1FQz4UZ6ero0bNhQ9u3bJyIiffv2lU2bNomIkfAkOjpaCnLs2DEzyUhKSorUqlVLLly4IBkZGZ9G9d4AACAASURBVHLlyhUREcnIyJCoqChZt26diDiXdDvr6/vvv5fGjRtLZmamWCwWefzxxyU2NlYsFovT501MTBQ/Pz9JSkoqNGYRYzOwbcIS23FlZ2dLhw4dzGc/ceKE1K9fX7Zv325X39m4SspGY41rdJzcAx0n90DHyT3QcXIPSkqc+BMkLNFv3v74nMaQbOdjK9w+p5SqJSJnrcsiz9u0cSTvPg20L1AeX9yBnD17loEDB5KXl4fFYqFPnz706NGDNm3acOXKFUSEsLAwZs6cCUBsbCyrVq3C09OTatWqMX/+fAAOHjzI8OHDUUohIowYMYKQkBAAxo8fz2OPPcbQoUOpUaMG8+bNAwxJd0JCAmPHjmXbtm2MGzeO0qVL4+HhwYwZM6hevTrHjh3jkUceAYw3aI8++ihduxqrQpcsWcL06dMB6NmzpynpdtZX9erViY6OJiIiAk9PT5o0acLTTz+NiDBw4ECHz/vqq6+SkZFB7969Aahbty6rVq0CoE2bNhw6dIiMjAxT+N2lSxcmTpzI6tWrsVgsPPfcc3To0AGAsWPHkpaWxvPPPw+Ap6cnCQkJREZGOhxXwbd8Go1Go9FoNJqSh5Z0l3AcSbmLqP8E0ExEXrQp2wm8BPwArAU+EJG1SqmJQJqIjFNKjQKqichrSqkeGP637hjJSWJFpIU1YcluID/7ZCLQVETSnY1HS7rdg5Ii19S4RsfJPdBxcg90nNwDHSf3oKTE6c8g6dZv3v5AKKVSgEpAGaXU34DOInIAeB6YD5QD1lkPgHHAcqXUk8AJoI+1fC3GxO0IkAUMAhCRdKXU28Aua72xriZuGo1Go9FoNBqN5rdDZ5ss4YhIBetnSlFv3UTEV0SqiUgFEfG2TtwQkQQRCRaR+iLyonVNMCKSJiIdRaShiPw1fyJmXTb8grV+iIgk2NzjYxFpYD3m3cqzZGdn06JFC8LCwggKCuLNN98EYMCAAQQEBBAcHMzgwYPJyckB4NChQ0RFRXHXXXcxadIks5/U1FTuv/9+GjduTFBQEO+//36he02ePBmlFBcvXnQ4lpEjRxIcHExwcLBdtkcRYfTo0fj7+xMYGEhsbCxg/I9S5cqVCQ8PJzw8nLFjx5pt3n//fYKDgwkKCmLq1Klmed++fc36vr6+hIeHA/D111/TtGlTQkJCaNq0KZs3by40voceeojg4JvhTk9Pp1OnTjRs2JBOnTpx6dIl81p8fDzh4eEEBQXRrl07AA4fPmzeOzw8nEqVKpljczaulJQUypUrZ1579tlnHf52Go1Go9FoNJo7g37zprlt3HXXXWzevJkKFSqQk5PDfffdR7du3RgwYICZrv7RRx9lzpw5PPfcc1SrVo3Y2FhWrlxp14+npyeTJ08mIiKCq1ev0rRpUzp16kTjxo0BY3K3ceNG6tat63Aca9asITExkT179nD9+nXat29Pt27dqFSpEvPnzyc1NZVDhw7h4eHB+fPnzXZt2rRh9erVdn39/PPPzJ49m507d1KmTBm6du3KAw88QIMGDewmhcOHD6dy5cqA4Wf76quv8PLy4ueff6ZLly6cPn3arPvFF1+YMvN8xo0bR8eOHRk1ahTjxo1j3LhxjB8/nsuXL/P888+zfv166tata443ICCAPXv2AIZbr3bt2uZ+PmfjAqhfv77ZTqPRaDQajUZTstBv3twMpVQXGwH3HqXUVaXU9gJ1hiql1imlfnbRT3ullCilhtiUhVvLRli/z1dKRVvP45VSCTZ1myml4osar62kWyllTkpycnLIyclBKUX37t1RSqGUokWLFpw6ZZgNatasSfPmzSldurRdn7Vq1SIiwth2V7FiRQIDA+0mP8OGDWPChAkopRyO6cCBA7Rt2xZPT0/uvvtuQkNDWb9+PQAzZ84kJiYGDw8PcwyuOHjwIJGRkZQvXx5PT0/atWvHF198YVdHRFi+fDn9+/cHDAWBl5cXYMi/r127xvXr1wEj1e57773HG2+8YddHXFyc6bkbOHCgOaFdvHgxPXv2NCeqjsa7adMm6tevj4+Pj8txaTQajUaj0WhKNnry5maIyAaxCrjFkHAPB5IKVOsHvFuM7n7m5j43gP7AXhf1ayqlut3SgAuQl5dHeHg4NWvWpFOnTkRGRprXcnJy+PTTT80Mj8UhJSWFH3/80ewnLi6O2rVrExYW5rRNWFgY69evJysri4sXL7JlyxZSUw193dGjR1m2bBnNmjWjW7dupvMNYMeOHYSFhdGtWzfTkxYcHMx3331HWloaWVlZrF271uwrn++++46//OUvNGzYsNBYVqxYQUREBHfddRcAY8aMYfjw4ZQvX96u3rlz56hVqxYA9957L+fOnQMgKSmJS5cu0b59e5o2bconn3xS6B5Lly51OEFzNK7jx4/TpEkT2rVrx3fffef0N9RoNBqNRqPR3H70skn353PgX0qpMiJyw5qV0gt7mbYzTgCVlFJ/wdAEdMVIVuKMicBobiY8cUhRku6pU6eSkZHBmDFjaNSokSmonjRpEn5+fuTl5dnVz9+LVVD+eO3aNV5++WWGDBlCYmIi2dnZjBo1iokTJxIfH092djbbt2+3WxYIUKZMGQIDAwkNDaVKlSr4+flx/Phx4uPjycrK4vTp00yaNImtW7fSq1cvYmNjyczMZOHChZQrV47vv/+eLl26mEs9H374YaKioihXrhy+vr6cPXvWbqxTpkyhRYsWhcZ//Phx3njjDSZMmEB8fDxHjhxh586dPPzww3z//fdkZmaabXJz7X/D/N/oxIkTHD58mMmTJ3Pjxg1eeOEFlFLUqWOYHnJyclixYgUPPPBAofvbjisjI4OkpCQWL15M5cqVOXz4ML169WLevHncfffdrsKtuY1oCap7oOPkHug4uQc6Tu6BjtNt5E6L5vTxvx8YUu2HreejgEkUIfXG8LWtxlAIvAi0BuYBb2EVb2NkqIy2nsdjiLo3A/dbz+OLGputpLsg//znP2XixIkiIvLWW2/Jww8/LHl5eYXqvfnmm2a9fG7cuCGdO3eWyZMnm2X79u2TGjVqiI+Pj/j4+EipUqWkTp06cvbsWYf3z6d///6yZs0aEREJCAiQY8eOiYgh0a5UqZLDNj4+PnLhwoVC5a+//rpMnz7d/J6TkyM1a9aU1NRUu3qpqanSsGFD2bZtm1k2Y8YMqVWrlvj4+Ejt2rWldOnS0q5dOxER8ff3N6XlZ86cEX9/fxEReffddyUmJsbsY/DgwbJ8+XLz+8qVK6VTp06FxllwXI7kmu3atZNdu3Y5fH7NnaGkSFA1rtFxcg90nNwDHSf3oKTEiT+BpFsvm/xjsARjqSTWzyW30HY50BtjyWRx2v0LeKPIWg64cOECly9fBoy3Zl9//TWNGjVizpw5bNiwgSVLlph7zVwhIjz55JMEBgbyyiuvmOUhISGcP3+elJQUUlJS8Pb2JjExkXvvvdeufV5eHmlpaQDs27ePffv20blzZwD+9re/sWXLFgC+/fZb/P39Afjll1/yJ73s3LkTi8XCPffcA2AmCTl58iRffPEFjz76qHmvb775hkaNGuHtfdOTfvnyZXr06MG4ceNo3bq1Wf7cc89x5swZUlJS2LZtG/7+/ub/Yj300EMsWLAAgAULFvDwww8Dxlu/bdu2kZubS1ZWFj/88AOBgYFmn0uWLHG4ZNLRuC5cuEBeXh4Ax44dIzk5GT8/P1eh0Gg0Go1Go9HcRvSyyT8GccAUpVQEUF5EdluXTxaJiPyilMoBOgEvA62KqL9ZKfUvoGVx+i9XuhSHx/UA4OzZswwcOJC8vDwsFgt9+vThgQcewNPTEx8fH6KiogDo2bMnMTEx/PLLLzRr1owrV67g4eHB1KlTOXDgAPv27ePTTz8lJCTETHP/73//m+7duzsdR0JCArNmzWLOnDnk5OTQpk0bACpVqsTChQvx9DT+KowaNYoBAwYwZcoUKlSowJw5cwD4/PPPmTlzJp6enpQrV46lS5eaCVF69epFWloapUuXZvr06VSpUsW8r6P9ZtOmTePIkSOMHTvWVA5s3LjRZXKUUaNG0adPH+bOnYuPjw/Lly8HIDAwkK5duxIaGoqHhwdDhgwxFQOZmZl8/fXXfPjhh4X6czSurVu3EhMTQ+nSpfHw8GDWrFlUq1bN6Zg0Go1Go9FoNLcXlf82QePeKKWWAQFAnIi8aZ28rRYnbjilVHuM5ZEPKKVaATVFZKVS6i0gQ0QmKaXmW/v43JpZcoSIJCilugOzgGMi0t7VuAICAuTw4cO/yTNqfj/i4+Np3779nR6Gpgh0nNwDHSf3QMfJPdBxcg9KSpyUUrtFpNmdHsfviV42+cdhCRDGrS2ZBEBE/iMiK4uuadZfC1y41fs4k3RPmzaNBg0aFJJq//rrrzz44INm/XnzbjrBS5UqZcqkH3roIbP8ySefJCwsjNDQUKKjo8nIyCg0jkWLFtkJrD08PEy32Y0bN3j66afx9/enUaNGrFixAoD33nuPxo0bExoaSseOHTlx4oTZ38mTJ+ncuTOBgYE0btyYlJQUwLl8PC4ujtDQUMLDw2nWrBnbtm0DYM+ePURFRREUFERoaKidj81ZX4sWLSI0NJSQkBBatWrF3r1GslBXInNnkm4wlpHmjyEkJITs7Oxix1ej0Wg0Go1G8ztzpzfd6eOPfeQn1hAxEoBcvXpVRIyEIy1atJAdO3ZIYmKiHD9+vFASkHfeeUdee+01ERE5f/68VK1aVa5fvy4iInfffbc44tdffzXPhw0bJu+++67Devns27dP/Pz8zO8xMTEyevRoERHJy8szx7N582bJzMwUESOxSJ8+fcw27dq1k40bN4qIyNWrV816a9asEYvFIhaLRfr16yczZsww61gsFhER2bt3rwQEBIiIyOHDhyUpKUlERE6fPi333nuvXLp0yWVf27dvl/T0dBERWbt2rbRo0UJEjKQmu3fvFhGRK1euSMOGDWX//v2Fnv+VV16Rf/7zn7JlyxbJycmRkJAQ2bNnj4iIXLx4UXJzc13+fprbS0nZEK5xjY6Te6Dj5B7oOLkHJSVO6IQlmpKCUirD+nlMKRVQ4NpUpdRIJ+18lVLXbKTes2yuNVVK/aSUOqKUilXWTVxKqWpKqa+VUsnWz6rWcmWtd0Qptc+6x84lxZF0N2nSBF9fX0dj5+rVq4gIGRkZVKtWzdyb5oxKlSoBxn9KXLt2zamoO58lS5bQr18/8/vHH3/M66+/DoCHhwfVq1cH4P777zfday1btjRF4gcOHCA3N5dOnToBUKFCBbOeM/l4hQoVzHFlZmaa5/7+/qZzzcvLi5o1a3LhwgWXfbVq1YqqVasWGldRIvP838hW0r1x40ZCQ0NNR94999xDqVKlXP5+Go1Go9FoNJrbh568uR9LuZlZEqWUBxBtLXdE2wLfWyqlvrSezwSeAhpaj3w79ihgk4g0BDZZvwN0s6n7tLX9LeFK0l2QF198kYMHD+Ll5UVISAjvv/++mY0yOzubZs2a0bJlS1autF/xOWjQIO69914OHTrE3//+d5fjWbZsmTl5yc+EOWbMGCIiIujdu7cpw7Zl7ty5dOtmuMqTkpKoUqUKPXv2pEmTJrz66qtmxsZ8HMnHv/zySxo1akSPHj34+OOPC91j586d3Lhxg/r16xfZl6Nx2VJQZJ5PQUl3UlISSim6dOlCREQEEyZMKPyDaTQajUaj0WjuGHry5n4sAfrafG8LnBCRE07qbwWOiki4zfGIUqoWUElEvre+Zv4E+Ju1zcPAAuv5ggLln1jfTH8PVLH2U2xKlSrFnj17OHXqFDt37uTnn392WnfDhg2Eh4dz5swZ9uzZw4svvsiVK1cAOHHiBAkJCSxevJihQ4dy9OhRs928efM4c+YMgYGBdvvGCvLDDz9Qvnx5Mztjbm4up06dolWrViQmJhIVFcWIESPs2ixcuJCEhAReffVVs813333HpEmT2LVrF8eOHWP+/Pl2bZ5//nnatm1rZrgEeOSRRzh06BArV65kzJgxdvXPnj3LY489xrx58wqpExz1BbBlyxbmzp3L+PHj7cozMjLo1asXU6dONd9K5lNQI5Cbm8u2bdtYtGgR27Zt48svv2TTpk1Ofz+NRqPRaDQaze1FqwLcDBH5SSllUUqFicheiud1q6eU+hG4ArwhIt8BtYFTNnVOWcsA/iIiZ63nvwB/sZ7XBlIdtDlrU4ZS6mmMN3NUr16DmJBc01dmi6+vL9OnT6dvX2Mump2dzfbt26lcuTIAkyZN4tFHH+Xbb78FoGrVqixatMj0mCUnJwPQqFEjFi5cSLt27ez6DwgI4KOPPqJevXoOf5Tp06cTGRlpjk1EKFu2LNWqVSM+Ph5vb29iY2PN67t37yY2NpapU6eyY8cOwHC8+fr6cvLkSU6ePElAQABfffWV+cZswYIFJCcnM3bsWIe/ARhLL+Pi4qhcuTKZmZkMGzaMAQMGkJ2dbdfGWV9Hjx4lJiaGcePG8dNPP5nlubm5vP7660RGRprPlE9eXh7Lli3jww8/JD4+noyMDK5cuYK/v785oQ4MDOSzzz7TSydLEBkZGU7/HGlKDjpO7oGOk3ug4+Qe6DjdRu70pjt9FO/ASN+ffz4aeBdj8v0LxmTLWbu7gHus500xJl+VgGbANzb12mBoAQAuF+jjkvVzNXCfTfkmoJmrcdepV198Rq4WESPpSH4CjqysLLnvvvvkq6++knwKJix59tln5c033xQRkV9++UW8vLzkwoULkp6eLtnZ2SIicuHCBWnQoIHs379fLBaLJCcni4iRHGX48OEyfPhwcUReXp54eXnJ0aNH7cr79u0rmzZtEhGRefPmSXR0tIiIJCYmip+fn5lQJJ/c3FwJDQ2V8+fPi4jIE088IdOmTRMRkdmzZ0tUVJRkZWXZtUlOTjYTluzevVu8vLzEYrHI9evXpUOHDjJlypRC43XW14kTJ6R+/fqyfft2u3KLxSKPPfaYvPzyyw6ff926ddK2bVvz+5YtWyQ9PV2aNGkimZmZkpOTIx07dpTVq1c7bK+5M5SUDeEa1+g4uQc6Tu6BjpN7UFLixJ8gYYl+8+aeLAU2At8C+0Sk8MYsKyJyHbhuPd+tlDoK+AOnAW+bqt7WMoBzSqlaInLWuizyvLX8NFDHSRuHFEfSHRsby4QJE/jll18IDQ2le/fuzJkzhzFjxvDEE08QEhKCiDB+/HiqV6/Of/7zH5555hk8PDywWCyMGjWKxo0bY7FYGDhwIFeuXEFECAsLY+ZMY1veqlWrSEhIMKXYW7dupU6dOvj5+dmNd/z48Tz22GMMHTqUGjVqmHqCV199lYyMDHr37g1A3bp1WbVqFaVKlWLSpEl07NgREaFp06Y89dRTADz77LMO5eMrVqzgk08+oXTp0pQrV45ly5ahlGL58uVs3bqVtLQ0c+nl/PnzCQ8Pd9rX2LFjSUtL4/nnnwfA09OThIQEtm/f7lJk7kjSXbVqVV555RWaN2+OUoru3bvTo0cPV+HVaDQajUaj0dxGtKTbTVBKZYhIBZvvP2C8VXtfROa5aFcDSBeRPKWUH/AdECIi6UqpncBLwA/AWuADEVmrlJoIpInIOKXUKKCaiLz2/+ydeVhV1f6434VojoljoZioIOJhEk3Ucg4krSyl1Pw6lg03r2lq2uBQ/brmVcNMo3IuFTRNMcPhlqLWLWfUnMAZhxxQZHCAA5/fH+ewOwc4R61ucmy9z7Mfz157rbXX2p9Hn2e59/q8SqkuwGCgMxAGTBOR5s7GrSXdrkFJkWtqnKPj5BroOLkGOk6ugY6Ta1BS4qQl3ZqSTCzQCPj6JvXaAHuUUknAUuAlEblkvfYPYBZwGDgCrLaWfwCEK6VSgEes52BZ4B211p9pbX/LOJJ0Hzt2jLCwMHx8fOjRowc5OTmARX7dvn17mjRpQlBQEAkJCYBjyXZmZqZdefXq1Rk6dGiRceTk5DBgwAACAwMJDg62+0Z78eLFBAUFYTKZGDXqN/vCvHnzqFGjhtH3rFmzjGuRkZF4eHjw2GOP2d1n/fr1hIaGEhAQQL9+/TCbzcb4ixNrA6xZswY/Pz98fHz44IMPjPLWrVsb965VqxZPPvmkcS0xMZGQkBBMJpOx78/Rs75ZXxqNRqPRaDSaEsyd/m5TH3f3cSuS7qefflpiY2NFROTFF180BNSDBg0yfu/bt0/q1q0rhSks2bYlNDRUNm7cWKR8+vTp0r9/fxEROXfunISGhkpeXp5cvHhR6tSpY+xf69u3r3z33XciYtn/9sorrxR7n++++05WrlwpXbp0Mcry8vLEy8tLDh06JCIiY8aMkVmzZomIY7G22WyW+vXry5EjR+TGjRsSFBRUrFi7W7duMn/+fBERuXz5svj7+8uJEyeM+Yg4ftaO+iop36prnKPj5BroOLkGOk6ugY6Ta1BS4sTfYM+bfvN2F2Ij9PZWSjnMxf9nCrwdcSuS7vXr1xMVFQVAv379DG+bUspQA1y5coVatWoV6b+wZLuA5ORkzp8/XySlPliyO3bo0AGAmjVr4uHhwfbt2zl69Ci+vr7UqFEDgEceeYRly5Y5mx4AHTt2pFKlSnZlaWlplClThoYNGwIQHh5u9OVIrL1161Z8fHyoX78+ZcqUoWfPnsTHx9v1m5GRwfr16423ZYsWLaJbt2488MADxnwKnl1xz9pZXxqNRqPRaDSako1evN0lKKU6FSzCgHLWPz+7haa2DriXbMpvV+B9SxSWdDdo0AAPDw/c3S25c7y8vDh92pIDZfz48SxYsAAvLy86d+7Mxx9/XKQ/W8m2LXFxcfTo0aPIggUgODiYlStXYjabOXbsGDt27CA1NRUfHx8OHTrE8ePHMZvNrFixgtTU38wIy5YtIygoiKioKLvy4qhevTpms5nt27cDsHTp0mLb2Iq1T58+TZ06v+WDsX0WBaxYsYKOHTsazrbk5GQuX75Mu3btaNq0KV988YVR92ZC9MJ9aTQajUaj0WhKNnrxdpcgImsLFmHANeufL/6evn6nwPuWKCzpPnjwoMO6sbGx9O/fn1OnTpGQkECfPn3Iz883rheWbNtSXDbFAgYOHIiXlxfNmjVj6NChtGrVilKlSlGlShViYmLo0aMHrVu3xtvb23CcPf744xw/fpw9e/YQHh5Ov379nM5TKUVcXBzDhg2jefPmVKpUqYgvzZFY2xnFibV37NjBt99+y9q1a3nvvfdITk4Gbi5EL9yXRqPRaDQajaZko1UBmj9L4G1wO5LuBQsWcOHCBb7//ntKlSrFvn37KFeuHImJiYZCoKBteno68fHxxieHhSXbBRw+fJjMzEwyMzMdCiO7du1K165dARg8eDDp6ekkJiZSqVIlYzH1zTffULZs2SJ9+Pj4sHXrVrvypKQk0tLSitR97733ANi2bRseHh7G9eLE2ufOnWP37t1GnU2bNgEY51euXOG///0vw4YNM8pycnLw8/Nj27ZtAPj6+rJo0aIiGZ8KC9EL96Xlmq6BjpNroOPkGug4uQY6Tq6BjtNfyJ3edKePP//AKvQGvIFfnNT70wTejo5bkXRHRUXZJSyZMWOGiIhERkbK3LlzRURk//794unpacitHUm2RURGjRolY8eOLVJeQHZ2tmRlZYmIyLp166R169bGtYKEH5cuXZLg4GAj4ciZM2eMOl9//bWEhYXZ9blhwwa7hCW2fV2/fl06dOhgyL8dibVzc3OlXr16cvToUSNhyS+//GJcj4mJkb59+9q12b9/v3To0EFyc3MlOztbTCaT7N2796ZC9MJ9lZSNxhrn6Di5BjpOroGOk2ug4+QalJQ48TdIWKLfvP2NkT9X4F0styLpbty4MT179uTtt9+mSZMmPPfccwBMmTKFQYMGER0djVKKefPmGXvYHEm2AZYsWWJoBQqwlXSfP3+eTp064ebmRu3atfnyyy+Neq+++qqRun/s2LFGwpFp06axcuVK3N3dqVq1qiHRBkvq/YMHD5KVlYWXlxezZ8+mU6dOTJo0iVWrVpGfn8/LL79sJElxJNZ2d3dn+vTpdOrUiby8PAYOHIjJZDLuExcXx+jR9lsM/f39iYyMJCgoCDc3N55//nkCAgLYs2dPsc/aWV8ajUaj0Wg0mpKNlnTfhRQIvZVS3ljemBXdFMafK/B2NBYt6XYNSopcU+McHSfXQMfJNdBxcg10nFyDkhInLenW3O38mQLvm3K7ku5hw4YZMumGDRvi4eFh9HXy5EkiIiLw9/encePGHD9+HIDnnnuO4OBgIytkVlZWkXEcP36ccuXKGX2/9NJvSTYdSbpPnDhBx44dCQoKol27dkZ6f4BRo0YREBBAQEAAixcvNsodzQssbwcbN26MyWTi2WefNcodCb9FhLfeeouGDRvi7+/PtGnTAJg0aZIxj4CAAEqVKsWlS5YQDhw4kJo1axZJ6JKUlESLFi0ICQmhWbNmbN261VnYNBqNRqPRaDQlhTv93aY+7u7jj0i6bZk2bZoMGDDAOG/btq2sW7dOREQyMzMlOztbRESuXLli1Bk2bJhMmDChSF/Hjh0Tk8lUpNyZpDsqKkrmzZsnIiLff/+9/N///Z+IiKxatUoeeeQRyc3NlaysLGnWrJkxBkfzSk5OlpCQEEPUXbA3TqR44beIyJw5c6RPnz6Sl5dXpE0BK1eulPbt2xvnGzdulB07dhSZa3h4uCQkJIiIyLfffitt27YtMd+qa5yj4+Qa6Di5BjpOroGOk2tQUuLE32DPm37zdpdQnJhbKdVOKbXKSZt2SqkrNpLusTbXIpVSh6yS7tE25fWUUlus5YuVUmWcjeuPSLptsU1rv3//fsxmM+Hh4QBUrFiR8uXLAxjOMhHh2rVrxXreHOFM0m0r9m7fvr0hz96/fz9t2rTB3d2dChUqEBQUxJo1axARh/OaOXMmr7zyipE1s0CsvK318QAAIABJREFUDcULvwFiYmIYO3Ysbm5uRdoU94wA2rRpQ9WqVYvUuxX5uUaj0Wg0Go2m5KEXb38DbAXeNsdy6+XN8puk+11r/VLADOBRoDHQSynV2Fp/IhAtIj7AZeC52xnL7Ui6Czhx4gTHjh0zFk/Jycl4eHjQrVs3mjRpwsiRI8nLyzPqDxgwgPvvv5+DBw/yz3/+s9hxHDt2jCZNmtC2bVs2b94M4FTSHRwczNdffw3A8uXLyczMJC0tjeDgYNasWcPVq1e5ePEiGzZsIDU1lbS0NIfzSk5OJjk5mYceeogWLVqwZs2amz63I0eOsHjxYpo1a8ajjz5KSkqK3fWrV6+yZs0aunfvftO+pk6dysiRI6lTpw4jRoxgwoQJN22j0Wg0Go1Go7nz6MXb3wCxEXjbHE85adIcOCwiR0UkB4gDuirLa6wOWPbHwf9Y0l1AXFwcUVFRhuTabDazefNmJk+ezLZt2zh69Khd9se5c+dy5swZ/P397fagFeDp6cnJkyfZtWsXH374Ic8++ywZGRlOJd2TJ09m48aNNGnShI0bN1K7dm1KlSpFREQEnTt3plWrVvTq1YuWLVsWkXEXxmw2k5KSQmJiIrGxsQwaNIj09HSnbW7cuEHZsmXZvn07gwYNYuDAgXbXv/nmGx566KFi37QVJiYmhujoaFJTU4mOjjaye2o0Go1Go9FoSjZaFaBpqZTaDZwBRojIPixC7lSbOqeAMKAaFs+b2aa8NoX4syTdBcyaNYtXX33VKDt//jze3t6cPHmSkydP4ufnxzfffEODBg3s+vfz8+Pzzz+nXr16Th9AtWrViI2Nxc/Pz6mke8iQIQBcu3aNRYsWkZSUBMBDDz3EQw89BFik3NevX2fv3r0O5+Xm5kbDhg358ccfAahRowZxcXE0atQIKF74XbVqVWrVqkViYiJVqlRh165ddtenT59O27ZtizznX3/9lezsbLvyOXPm8NRTT5GYmEiNGjX46aeftFzTRdBxcg10nFwDHSfXQMfJNdBx+gu505vu9PHnHBQj5gbaYZVrO2hzL1DR+rszkGL9HQXMsqnXB5gOVMfyRq6gvA5OJOAif0zSLSJy4MABqVu3riHnFhExm80SFBRkJBbp37+/TJ8+XfLz8yUlJUVELMlRhg8fLsOHD5fCnD9/Xsxms4iIHDlyRGrVqiVpaWki4ljSfeHCBSNZyJtvviljxowxxnLx4kUREdm9e7eYTCbJzc0VEXE4r9WrVxuC7AsXLoiXl5fRh0jxwu9Ro0bJ7NmzjevNmjUzrqWnp0uVKlUM8bgtxSVnadSokbGx+LvvvpPQ0NASs9FY4xwdJ9dAx8k10HFyDXScXIOSEif+BglL9Ju3vzEikmHzO0Ep9YlSqjoWIXcdm6oFku40wEMp5S6Wt2+28u5i+SOSbrB8MtmzZ0+7xCOlSpVi8uTJdOzYERGhadOmDBo0CBGhX79+ZGRkICIEBwcTExMD2Eu6N23axNixYyldujRubm58+umnxueGjiTdiYmJvPHGGyilaNOmDTNmzAAsiVdat24NWJKlLFiwwNjnNnHixGLn1alTJ9atW0fjxo0pVaoUkyZNolq1aoBj4ffo0aPp3bs30dHRVKxYkVmzZhnPY/ny5URERFChQgW7Z9+rVy8SExO5ePEiXl5evPPOOzz33HPMnDmTV199FbPZTNmyZfn888/JzMx0FkaNRqPRaDQaTQlAS7rvEooTcyul2mH5FPIxB23uB86JiCilmmPZy1YXKAUkAx2xLM62Ac+KyD6l1FfAMhGJU0p9CuwRkU8cjUtLul2DkiLX1DhHx8k10HFyDXScXAMdJ9egpMRJS7o1dztRwC/WPW/TgJ7Wt85mYDCwFjgALBHLXjiAUcBrSqnDWPbAzb7Vm92upPvGjRv06NEDHx8fwsLCDBF3Tk4OAwYMIDAwkODgYLtvrHNycnjhhRdo2LAhjRo1MlL927J161ZDbB0cHMzy5ZbEm6mpqbRv396QZ3/00UdGm927d9OyZUsCAwN5/PHHjVT7aWlptG/fnooVKzJ48GC7+8TGxhIYGEhQUBCRkZFcvHjR7vqUKVNQShnlBw8epGXLltxzzz1MnjzZrq63tzeBgYGGWLuA8ePHU7t2bWM+CQkJTucI8NFHHxEQEIDJZGLq1Kk37Uuj0Wg0Go1GU0K4099t6uPuPv6IpHvGjBny4osviohIbGysPPPMMyIiMn36dOnfv7+IWPaohYaGGvvRxo4dK2+99ZaIiOTl5cmFCxekMNnZ2ca+tDNnzkiNGjUkNzdXzpw5Izt27BARkYyMDPH19ZV9+/aJiEizZs0kMTFRRERmz54tb7/9toiIZGVlyebNmyUmJkZeeeUV4x65ublSo0YN4/4jR46UcePGGddPnjwpERER8sADDxh1zp07J1u3bpU333xTJk2aZDfmunXrFjuXcePGFanrbI579+4Vk8lkXO/YsaOkpKTIhg0bHPalKTmUlD0FGufoOLkGOk6ugY6Ta1BS4sTfYM+bfvN2F1Ag6HZyfY1SKr2wsNuRcFspdY/1/LD1urdNmzes5YeUUp1uc5y3JemOj4+nX79+AERFRfH9998jInbC7Jo1a+Lh4cH27dsBSybFN954AwA3NzeqV69eZBzly5c39qVdv37d2E/n6elJaGgoAJUqVcLf39/OzdamTRsAwsPDjTd6FSpU4OGHH6Zs2bJ29yj4C5adnY2IkJGRYSfDHjZsGP/+97/t9vLVrFmTBx98kNKlS9/OYy0WR3M8cOAAYWFhxvW2bdsa/jqNRqPRaDQaTclGL97+HuwBLgGtbSTdM3As3H4OuGwtj7bWwyrq7gmYgEjgE6vQ2yHXcvPwHv2tcX47ku7Tp09Tp44lb4q7uzuVK1c2xNgrV67EbDZz7NgxduzYQWpqquFKGzNmDKGhoTz99NOcO3eu2HFt2bIFk8lEYGAgn376qXH/Ao4fP86uXbsICwsDwGQyER8fD8BXX31lyLsdUbp0aWJiYggMDKRWrVrs37/fSFgSHx9P7dq1CQ4OdtqHLUopIiIiaNq0KZ9//rndtenTpxMUFMTAgQO5fPmy0zkGBASwefNm0tLSuHr1KgkJCXZzcdSXRqPRaDQajebOoxdvfwNE5HVgILBZrJJuLHvaHAm3u1rPsV7vaBV0dwXiROSGiBwDDmMRet8yv0fSXZiBAwfi5eVFs2bNGDp0KK1ataJUqVKYzWZOnTpFq1at2LlzJy1btmTEiBHF9hEWFsa+ffvYtm0bEyZM4Pr168a1rKwsunfvztSpU7n33nsByxu9Tz75hKZNm5KZmUmZMmWcjjE3N5eYmBh27drFmTNnCAoKYsKECVy9epV//etfvPvuu7c15x9++IGdO3eyevVqZsyYwaZNmwB4+eWXOXLkCElJSXh6ejJ8+HCnc/T392fUqFFEREQQGRlJSEiIIRV31pdGo9FoNBqN5s6jVQF/X5wJtw1Jt4iYlVJXrPVrAz/b9PE/lXSXK1eO+Ph4TCYTeXl5XLx4kb1796KUomvXrnTt2hWAwYMHk56ezt69eylbtixVq1YlMTERLy8vpk2bdlNppNlsZv78+fj5+WE2m3njjTcICwsz+ingzTffBCyJTWrWrGl37eDBg5w+fdooO3jwIJcvXyY1NZXU1FR8fX2JjY2lVq1aJCcn4+fnB8CFCxcwmUzExMQYuoLjx48XEZUDpKSkANCkSRNiY2PJz8+3ux4YGMiiRYuKna/tHBs0aMCUKVMAmDlzJjVq1CArK4sDBw7cUl+aO4eWoLoGOk6ugY6Ta6Dj5BroOP2F3OlNd/r44wdWQfdN6rTDRtiNE+E28AvgZXPtiLX+dOD/bMpnA1HO7vtHJN3Tp0+3S1jy9NNPi4glGUeBkHrdunXSunVrKaBHjx7y/fffi4jI3LlzJSoqSgpz9OhRI5nH8ePHxdPTUy5cuCD5+fnSp08fefXVV4u0KZB35+XlSZ8+fQxhdgFz5861S1hy+vRpuf/++w2R+Ntvvy2vvfZakX6LS0RSOHFIVlaWZGRkGL9btmwpq1evFhFLMpICPvzwQ+nRo4fTOdrO5cSJE+Ln5yeXL1+WDRs2OOxLU3IoKRvCNc7RcXINdJxcAx0n16CkxIm/QcIS/ebt74sz4XaBpPuUUsodqGyt70je7ZA/Iul+7rnn6NOnDz4+PlStWpW4uDgAzp8/T6dOnXBzc6N27dp8+eWXxv0mTpxInz59GDp0KDVq1GDu3LmAvaT7hx9+4IMPPjAk3Z988gnVq1fnhx9+4MsvvzRS8gP861//onPnzsTGxhpi7m7dujFgwADjnt7e3mRkZJCTk8OKFSsMAfe4ceNo06YNpUuXpm7dusybN89pQH799VeaNWtGRkYGbm5uTJ06lf3793Px4kWeeuopwPIG7dlnnyUyMhKA119/naSkJJRSeHt789lnnwE4nCNA9+7dSUtLo3Tp0syYMQMPDw+nfWk0Go1Go9FoSgZa0n0XUCDovkmddhQSdjsSbiulXgECReQlpVRPoJuIPKOUMgGLsOxzqwV8D/iKSJ6j+2pJt2tQUuSaGufoOLkGOk6ugY6Ta6Dj5BqUlDhpSbfmrkAptRn4CkvikVM2Kf4dCbdnA9Ws5a8BowHEIupeAuwH1gCvOFu42eJMgA1FhdVg+YcgJCQEk8lE27Ztb9rPpUuXCA8Px9fXl/Dw8GKzJW7YsMGQUIeEhFC2bFlDTbB+/XpCQ0MJCAigX79+mM1mYxyVK1c22tgmG4mOjsZkMhEQEECvXr2MxCetW7c26teqVYsnn7TkghERhgwZgo+PD0FBQezcuROApKQkWrZsiclkIigoiMWLFxv3+P777wkNDSUkJISHH36Yw4cPA3Dy5Enat29PkyZNCAoKMqTaCxcutJujm5sbSUlJACxevJigoCBMJhOjRo26ldBpNBqNRqPRaEoKd/q7TX3c3UeBpNuZALs4YfXly5fF399fTpw4ISK/7dNy1s/IkSNlwoQJIiIyYcIEef3118UZaWlpUqVKFcnOzpa8vDzx8vKSQ4cOiYjImDFjZNasWSJi+Y67S5cuRdqfOnVKvL295erVqyIi8vTTT8vcuXOL1OvWrZvMnz9fRES+/fZbiYyMlPz8fPnpp5+kefPmIiJy6NAhSU5OFpHf9ssV7A/09fWV/fv3i4hFXN6vXz8RERk0aJAhNN+3b5/UrVu3yL337Nkj9evXFxGRixcvSp06dYx9eH379pXvvvvOmKOm5KPj5BroOLkGOk6ugY6Ta1BS4sTfYM+bfvPmgiil6iiljimlqlrPq1jPvZVSv1jL2hWWchfqo5FS6iel1A2l1IhC1yKtEu7DSqnRNuXFSr1vBWcC7OKE1YsWLaJbt2488MADgEVgfbN+bKXetrJvRyxdupRHH32U8uXLk5aWRpkyZWjYsCFgL+J2htls5tq1a5jNZq5evWon4gbIyMhg/fr1xpu3+Ph4+vbti1KKFi1akJ6eztmzZ2nYsCG+vr4A1KpVi5o1a3LhwgXA4njLyMgA4MqVK8Y9HJXbEhsbS8+ePQE4evQovr6+1KhRA4BHHnnkluao0Wg0Go1GoykZ6MWbCyIiqUAM8IG16AMgHkgAGiilkoBZwENOurkEDAEm2xZapdszgEeBxkAvq5wbHEu9HVJY0g32AmxHwurk5GQuX75Mu3btaNq0KV988UWRvguLtM+dO4enpycA999/v0NBdwFxcXH06tULgOrVq2M2m9m+fTtgWdjZyqt/+ukngoODefTRR9m3bx8AtWvXZsSIETzwwAN4enpSuXJlIiIi7O6xYsUKOnbsaPjibMXjYC8lL2Dr1q3k5OTQoEEDAGbNmkXnzp3x8vLiyy+/ZPRoy3p6/PjxLFiwAC8vLzp37szHH39cZI6LFy825ujj48OhQ4c4fvw4ZrOZFStW3FQ2rtFoNBqNRqMpOejFm+sSDbRQSg0FHgZGAp2BI2KRcD8P/OiosYicF5FtQG6hS82xKASOikgOEAd0tUq6HUm9bxlbAba7u7tDYbXZbGbHjh18++23rF27lvfee4/k5ORi+ylYGNmilLJ7k1eYs2fPsnfvXjp16mTUj4uLY9iwYTRv3pxKlSoZ8urQ0FBOnDjB7t27+ec//2m8Rbt8+TLx8fEcO3aMM2fOkJ2dzYIFC+zuExsbayyeboWzZ8/Sp08f5s6di5ub5a9ndHQ0CQkJnDp1igEDBvDaa68Zfffv359Tp06RkJBAnz597NxvW7ZsoXz58gQEBABQpUoVYmJi6NGjB61bt8bb29uYo0aj0Wg0Go2m5KNVAS6KiOQqpUZiSRwSYT3/M7o2BN1WTgFhOJd62+FI0l1YgB0XF+dQWJ2Tk4Ofnx/btm0DwNfXl0WLFtGuXTuHIu17772XZcuWUa1aNdLS0qhUqZJDYeTSpUsJCwvjxx/t17fvvfceANu2bcPDw6NI+/Lly5OZmUl8fDy7du2ibNmyxps4f39/vvrqK7y8vADLp4z//e9/GTZsmNGPUoq1a9cayVBSUlI4ceIEWVlZZGdnM2zYMHr37s3169dJTEwkPT2dLVu2cO3aNRITE3nggQeYMWMGiYmJTJs2jX//+99G3+np6cTHx1OlShUAZsyYQVhYmN0cKlWqxMSJEwH45ptvKFu2LImJiVqu6SLoOLkGOk6ugY6Ta6Dj5BroOP2F3OlNd/r4/QcwFTgDDLOee/ObaLsdNlJuJ32Mx6IQKDiPAmbZnPfBIud2KPV2dhRIup0JsAuwFVbv379fOnToILm5uZKdnS0mk0n27t3rtJ8RI0bYJSwZOXKkw3uFhYXJ+vXr7coKkqJcv35dOnToYMi+z549K/n5+SIismXLFqlTp47k5+fLzz//LI0bN5bs7GzJz8+Xvn37yrRp04z+YmJipG/fvnb3WLVqlV3CkgcffFBERG7cuCEdOnSQ6Ohou/q5ublSrVo1I5HKrFmzpFu3biIiEhkZaSRI2b9/v3h6ehrjzMvLk1q1asmRI0eKneOlS5ckODjY6LekbDTWOEfHyTXQcXINdJxcAx0n16CkxIm/QcIS/ebNRVFKhQDhQAvgB6VU3J/UtSMRtzOpt0MKJN3OBNjF4e/vT2RkJEFBQbi5ufH8888TEBDgtJ/Ro0fzzDPPMHv2bOrWrcuSJUsA2L59O59++imzZs0CLHvlUlNTDf1AAZMmTWLVqlXk5+fz8ssv06FDB8Dyli4mJgZ3d3fKlStHXFwcSinCwsKIiooiNDQUd3d3mjRpwgsvvGD0FxcXZ+xPK6Bz584kJCTg4+ND+fLlDYn4kiVL2LRpE2lpaYbMe968eYSEhDBz5ky6d++Om5sbVapUYc6cOYBFrzBo0CCio6NRSjFv3jzjU9FNmzZRp04d6tevb3f/V199ld27dwMwduxYI0GLRqPRaDQajabkoyXdLoh1/9l/gbEi8h+l1D+xLOLewvK2LaA4KbeDvsYDWSIy2XruDiQDHbEszrYBz4rIPkdSb2f9a0m3a1BS5Joa5+g4uQY6Tq6BjpNroOPkGpSUOGlJt6akMgg4KSL/sZ5/AvgDdW+1A6XU/UqpU1gk3G9b5d33Wt+qDQbWAgeAJWKRc4NjqfdNuV1Jd3x8PEFBQYSEhNCsWTN++OEHu/oZGRl4eXkxePDgIvd64oknjCQdhZk0aZIhrw4ICKBUqVJcunQJAG9vb+ONXrNm9n/vP/74Yxo1aoTJZOL1118HnMuwc3JyeOGFF2jYsCGNGjUyUvIPGzbMqN+wYUM8PDycziszM9PuHtWrV2fo0KF2bZYtW4ZSysiUCTBhwgR8fHzw8/Nj7dq1RrmjOb7zzjvGPby9vY23mhqNRqPRaDSakoP+bNIFEZHPgc9tzvOAUOtpgLUsEUh00sevWD59LO5aAhbtQOHyo1iyUd427u7uTJkyhdDQUDIzM2natCnh4eE0btyY1NRU1q1bZzjdADp27MgTTzyBUoo9e/bwzDPPcPDgQeP6mDFjaNOmTZH7fP3111SsWNHhOEaOHMnIkSMBS8KO6OhoqlatalzfsGED1atXt2uzYcMG4uPj2b17N/fccw/nz58HoHfv3vTu3RuAvXv38uSTTxqLnvfff5+aNWuSnJxMfn6+sUCMjo42+v3444/ZtWuX3b0Kz6tSpUrGghCgadOmdOvWzTjPzMzko48+MnQJAPv37ycuLo59+/Zx5swZHnnkEZKTk43MksXNcdy4ccb/mA0fPpzKlSs7fIYajUaj0Wg0mjuDfvP2N0ApJUqpKTbnI6yfSzqq318pdUEplWQ9nre51k8plWI9+t3qGG5X0l2xYkXjPDs72+7ajh07OHfuXBGnWlZWFh9++CFvv/32LY3pVtP4x8TEMHr0aO655x7gN2F44b4KZNgAc+bM4Y033gDAzc2tyGKpuPs7mlcBycnJnD9/ntatWxtlY8aMYdSoUZQtW9Yoi4+Pp2fPntxzzz3Uq1cPHx8ftm7detN5giWB0ZIlS25Lb6DRaDQajUaj+WvQi7e7HKXUAECAwUqpvVaB91O30HSxiIRYj1nWvqoC47CoA5oD45RSVZx18nsl3QDLly+nUaNGdOnSxUjSkZ+fz/Dhw5k8eXKR+mPGjGH48OGUL1/+ppO7evUqa9asoXv37kaZUoqIiAiaNm3K558bLzZJTk5m8+bNhIWF0bZtW0NfYIutDDs9Pd0YT2hoKE8//XQRYfiJEyc4duyYkRTF2bwKiIuLo0ePHsZCdufOnaSmptKlSxe7es5E4I7mWMDmzZu577778PX1dTgOjUaj0Wg0Gs2dQS/e7nJEZC5wFYsSYKVYBN7Lf2d3nYD/iMglEbkM/AeIvJ0OblXSDfDUU09x8OBBVqxYwZgxYwD45JNP6Ny5s+FSKyApKYkjR47w1FO3si61fDL50EMP2X0y+cMPP7Bz505Wr17NjBkz2LRpE2ARhl+6dImff/6ZSZMm8cwzz2Cb6KewDNtsNnPq1ClatWrFzp07admyJSNGjLC7f1xcHFFRUcanjI7mVbhNwQIxPz+f1157jSlTpjisXxyO5ljA7UrFNRqNRqPRaDR/HXrP29+HGcAepdS/b7F+d6VUGyyZJ4eJSCrFC7yLiLr/DEm37aIKLPu44uPjWbFiBXv37uXDDz/k2rVrxsLqvvvu47///S/3338/eXl5pKenExISwtSpU4ud3PTp02nbtm0RoWRKSgoATZo0ITY2lvz8fMqXL0/9+vXZuHEjYElGEh8fbyQbKSzDFhHKli1rCMS9vLyYNm2a3b1mzZrFq6++apQ5mleBeuDw4cNkZmaSmZlpSLV37dpFixYtALh06RKRkZG8//773Lhxg40bNxoLwT179hAaGmrcq7g5ZmVl8f3337N48WI+++wzLdosoWgJqmug4+Qa6Di5BjpOroGO01/InRbN6eN/f2BRAQC8C4wBRgDjndSvBtxj/f0isN76ewTwtk29MdgIvos7fq+kOyUlxRBO79ixQ2rVqmWcFzB37lx55ZVXivRz7NgxMZlMDu+Tnp4uVapUkaysLKMsKytLMjIyjN8tW7aU1atXi4hFtj1mzBgRETl06JB4eXndVIbdo0cPQ/I9d+5ciYqKMq4dOHBA6tatW2Q+zuY1atQoGTt2rMM5tW3bVrZt2yYiIr/88osEBQXJ9evX5ejRo1KvXj0xm81O57hhwwZZvXq1tGnTxuE9NHeekiJB1ThHx8k10HFyDXScXIOSEie0pFtzlzEV2AnMdVZJRNJsTmcBBW/rTgPtbK554SSjJfx+SfeyZcv44osvKF26NOXKlWPx4sV2SUtuh08//RSAl156CbDspYuIiKBChQpGnXPnzhmfXJrNZp599lkiIy1fhA4cOJCBAwcSEBBAmTJlmD9//k1l2BMnTqRPnz4MHTqUGjVqGDJusHz+2LNnz9uaz5IlS0hIKJIAtFhMJhPPPPMMjRs3xt3dnRkzZlCqVCmncywYl/5kUqPRaDQajabkoiXdfwOUUlkiUtH6+99AT2COiIx3UN9TRM5afz8FjBKRFtaEJTv4TUuwE2gqIpcc3VtLul2DkiLX1DhHx8k10HFyDXScXAMdJ9egpMRJS7o1dyNTgKJ56+0ZopTap5TaDQwB+gNYF2nvAdusx7vOFm623K6kW0QYMmQIPj4+BAUFsXPnTqPuyZMniYiIwN/fn8aNG3P8+HEA1q9fT2hoKAEBAfTr1w+z2VzsWCIjI/Hw8OCxxx6zK+/duzd+fn4EBAQwcOBAcnNzbzqW119/HZPJhL+/P0OGDKHwf4YUFoaPGTPGkI9HRERw5swZwCL8DgoKIjAwkFatWrF7926jjSOxdlJSEi1atDDKC3QAiYmJVK5c2ZBu2yaEGThwIDVr1iwiMZ83bx61a9c22tzqWz6NRqPRaDQazV/Inf5uUx9399GwYUMRETlz5ozs2LFDREQyMjLE19dX9u3bJyIiJ0+elIiICHnggQeMPW/ffvutREZGSn5+vvz000/SvHlzKaBt27aybt06ERHJzMyU7OxsycvLEy8vLzl06JCIiIwZM0ZmzZolxfHdd9/JypUrpUuXLnbl3377reTn50t+fr707NlTPvnkE6dj+fHHH6VVq1ZiNpvFbDZLixYt7L75XrZsmfTq1ctu/92VK1eM3x999JG8+OKLRl+XLl0SEZGEhAS7+druBbQlPDxcEhISjDG2bdtWRCzfnReeWwEbN26UHTt2FNkT2K9fP5k0aVKxbTQlh5Kyp0DjHB0n10DHyTXQcXINSkqc+BvsedNv3u4ClFJZ1j+PKqX8Cl2bqpQa5aCdt1Lqmo2M+1Oba02tXrjDSqlpyrpBSylVVSn1H6uk+z8387wVcLuS7vj4ePr27YtSihYtWpCens7Zs2fZv38/ZrOZ8PBwwCLzLl++PGlpaZQpU4aGDRsCEB7wfBgGAAAgAElEQVQezrJly4odS8eOHalUqVKR8s6dO6OUQilF8+bNOXXqlNOxKKW4fv06OTk53Lhxg9zcXO677z7AsTD83nvvNX7bysdbtWpFlSqWR9miRQvj3s5QSpGRkQHAlStXqFWr1k3btGnTpkgmT41Go9FoNBqNa6AXb3cXcVj2swGglHIDoqzlxfFKofMWSqm3rL9jgEGAr/UoyGwxGvheRHyB763nDvm9km5Hounk5GQ8PDzo1q0bTZo0YeTIkeTl5VG9enXMZjPbt28HYOnSpaSmpvJ7yM3N5csvvzSSeTgaS8uWLWnfvj2enp54enrSqVMn/P39AefC8Lfeeos6deqwcOHCYh13s2fP5tFHHzXOHYm1p06dysiRI6lTpw4jRoxgwoQJxrWffvqJ4OBgHn30Ufbt23dL854+fTpBQUEMHDiQy5cv31IbjUaj0Wg0Gs1fh1683V3EAj1sztsAJ0TkhIP6M4AjIhJic7yvlPIE7hWRn62voL8AnrS26QrMt/6eb1N+S9yOpLs4zGYzmzdvZvLkyWzbto2jR48yb948lFLExcUxbNgwmjdvTqVKlQwB9u3yj3/8gzZt2tC6dWun9Q4fPsyBAwc4deoUp0+fZv369WzevPmmwvD333+f1NRUevfuzfTp0+2ubdiwgdmzZzNx4kSjzJFYOyYmhujoaFJTU4mOjua5554DIDQ0lBMnTrB7927++c9/8uSTNw/RE088wZEjR0hKSsLT05Phw4fftI1Go9FoNBqN5q9FqwLuIkRkr1IqXykVLCK7sbyFi71Js3pKqV1ABhaH22Ys4m3b7/ZsZdz3iTUTJfArcF/hDv8MSbdSirVr1xpJR1JSUjhx4gTnz5/H29ubkydPcvLkSfz8/Pjmm29o0KABAO+99x4A27Ztw8PDw6EwMikpibS0tCLX58+fT0pKCu+++65xzdFYZs2axX333We87WvUqBELFiygfPnytyQMr1+/PqNHj6Z9+/YAHDlyhLFjx/LBBx+wd+9eu7rFibXnzJnDU089RWJiIjVq1OCnn34qMp/y5cuTmZlJfHw8lStXtgTt11/Jzs62q1umTBk2b94MQGBgIIsWLdKyzRKIlqC6BjpOroGOk2ug4+Qa6Dj9hdzpTXf6+OMHVgm39fdbwAQsC/NfsSy2HLW7B6hm/d0USAXuBZoB39nUaw2ssv5OL9THZWdj+72S7lWrVtklCXnwwQdFRMRsNktQUJCcP39eRET69+8v06dPFxGRc+fOiYjI9evXpUOHDoYkuziKS+oxc+ZMadmypVy9etWu3NFY4uLipGPHjpKbmys5OTnSoUMHWblypV3bwsLw5ORk4/e0adOke/fuIiJy4sQJadCggfz444927Z2JtRs1amRsEP7uu+8kNDRURETOnj1rCMC3bNkiderUsROCFycxX7p0qfH7ww8/lB49ejh8dpo7R0nZEK5xjo6Ta6Dj5BroOLkGJSVO/A0Slug3b3cfccA6YCOwR0TOOaooIjeAG9bfO5RSR4CGWGTcXjZVvaxlAOcKPHDWzyvPOxvM75V0d+7cmYSEBHx8fChfvrwhuS5VqhSTJ0+mY8eOiAhNmzZl0KBBAEyaNIlVq1aRn5/Pyy+/TIcOHQDYvn07n376KbNmzQKgdevWHDx4kKysLLy8vJg9ezadOnXipZdeom7durRs2RKAbt26MXbsWIdjiYqKYv369QQGBqKUIjIykscff9zZ42D06NEcOnQINzc36tatawjE3333XdLS0vjHP/4BgLu7O9u3b3cq1p45cyavvvoqZrOZsmXLGvvhli5dSkxMDO7u7pQrV464uDgjMUqvXr1ITEzk4sWLeHl58c477/Dcc8/x2WefMX78eJRSeHt789lnnzmdh0aj0Wg0Go3mr0dLuu8CbCXc1vMtWN6qfSQic520qwFcEpE8pVR9YDMQKCKXlFJbsTjetgAJwMcikqCUmgSkicgHSqnRQFURed3RPbSk2zUoKXJNjXN0nFwDHSfXQMfJNdBxcg1KSpy0pFvjqsQCjYCvb1KvDbBHKZUELAVekt+k2/8AZgGHgSPAamv5B0C4UioFeMR6flMcSbodSauvXLnC448/TnBwMCaTyXjbBZZ9ab6+vvj6+jJ/viV3SmZmpiGYDgkJoXr16gwdOtTheE6ePEnFihWZPHmyUeZIYL17925atmxJYGAgjz/+uJGePzc3l379+hEYGIi/v79dtsf09HSioqJo1KgR/v7+/PTTTwD06NHDGKO3t7fxFjInJ4cBAwYQGBhIcHBwsd+NFxZ+F1BYcB4fH28802bNmvHDDz8AcOLECUJDQwkJCcFkMhlv/TQajUaj0Wg0LsKd/m5TH3f3cTNJtyNp9fvvvy+vv/66iIicP39eqlSpIjdu3JC0tDSpV6+epKWlyaVLl6RevXqG3NqW0NBQ2bhxY5HyArp37y5RUVF2YmpHAutmzZpJYmKiiIjMnj1b3n77bRERWbhwobE3LDs7W+rWrSvHjh0TEZG+ffvKzJkzRUTkxo0bcvny5SJjeO211+Sdd94REZHp06dL//79RcSydy80NFTy8vKMusUJv0WKF5xnZmYae9x2794tfn5+xjiuX79u1Klbt66cPn1aRErOt+oa5+g4uQY6Tq6BjpNroOPkGpSUOPE32POm37yVMJRSdZRSx5RSVa3nVazn3kqpX6xl7ZRSq6y/+yulpjvpr41SaqdSyqyUiip0rZ9Vtp2ilOpnU/6nCrrBsaTbkbRaKUVmZiYiQlZWFlWrVsXd3Z21a9cSHh5O1apVqVKlCuHh4axZs8buXsnJyZw/f95hqv8VK1ZQr149TCaTXbkjgXVycjJt2rQB7OXfSimys7Mxm81cu3aNMmXKcO+993LlyhU2bdpkpO4vU6YMHh4edn2KCEuWLKFXr14A7N+/39ijV7NmTTw8PIwslo6E31C84LxixYrGue0zLVOmDPfccw8AN27cID8/v9jno9FoNBqNRqMpmejFWwlDRFKxCLILPkf8APjccYubctLaPgOYpJRKsh6rgHFAGNAcGGezGPtTBN1wc0k3FC+tHjx4MAcOHKBWrVoEBgby0Ucf4ebm5lCYbUtcXBw9evSwW9AUkJWVxcSJExk3btzNhm5gMpmIj48H4KuvvjLk31FRUVSoUAFPT08eeOABRowYQdWqVTl27Bg1atRgwIABNGnShOeff57s7Gy7Pjdv3sx9992Hr68vAMHBwaxcuRKz2cyxY8fYsWOHcR9Hwm9HgnOA5cuX06hRI7p06cKcOXOM8tTUVIKCgqhTpw6jRo2iVq1at/wcNBqNRqPRaDR3Fr14K5lEAy2UUkOBh4HJN6nvEBE5LiKfAiuBkWKVcQMLgf+IyCURuQz8B4j8Xwq6wV7SXfDWrThp9dq1awkJCeHMmTMkJSUxePBgY6/ZzYiLizPeaBVm/PjxDBs2jIoVKxZ7vTjmzJnDJ598QtOmTcnMzKRMmTIAbN26lVKlSnHmzBmOHTvGlClTOHr0KGazmZ07d/Lyyy+za9cuKlSowAcf2G8NjI2NtRvjwIED8fLyolmzZgwdOpRWrVpRqlQph8Lvq1evOhWcP/XUUxw8eJAVK1YwZswYo7xOnTrs2bOHw4cPM3/+fM6dc5iMVKPRaDQajUZTwtCqgBKIiOQqpUYCa4AI6/mffZvaWLxuBRSIuP+QoBtuXdJdOCmHrbR68uTJPPvss2zcuBGAKlWqsHDhQq5cuUJSUpLRduvWrYSEhBjnhw8fJjMzk8zMzGKTfqxbt44FCxYwZMgQsrKycHNzIzU11VgcFSewBnjzzTcBy5urmjVrkpiYyNSpU2ncuDE//vijMf758+cTHBxM9erVuXbtGomJiTRo0IBFixbRsWNHAPLy8li8eDGfffaZ3X26du1K165dAcubx/T0dObPn1+s8HvIkCEOBeeFP/3cv3+/naS7gGrVqvHpp5/Stm1bLdd0EXScXAMdJ9dAx8k10HFyDXSc/kLu9KY7fRR/AFOBM8Aw67k38Iv1dzt+k2b3B6bfQn/zgCib8xHA2zbnY6xlf5qgW+Tmkm5H0uqXXnpJxo0bJyIiv/76q9SqVUsuXLggaWlp4u3tLZcuXZJLly6Jt7e3pKWlGX2MGjVKxo4dK7fCuHHj7BKWiBQvsC6Qf+fl5UmfPn1k9uzZIiLywQcfGElGsrKyxN/fX3bv3i0iIg8//LAcPHjQuM+IESOM/lavXi1t2rSxu0d2drZkZWWJiMi6deukdevWRcZb3NgKsBWcp6SkGAlLduzYIbVq1ZL8/HxJTU01BOSXLl0SX19f2bNnj4iUnI3GGufoOLkGOk6ugY6Ta6Dj5BqUlDjxN0hYot+8lUCUUiFAONAC+EEpFfc/uM1pLIvAAryARP5EQbctP/74Y7GS7tmzZxcrrR4zZgz9+/cnMDAQEWHixIlUr17duPbggw8CMHbsWLs3TUuWLCEhIcHu3itXrmT79u0OPzEswJHAOjY2lhkzZgAWcfeAAQMAeOWVVxgwYAAmkwkRYcCAAQQFBQHw8ccf07t3b3Jycqhfv76d6qC4zzrPnz9Pp06dcHNzo3bt2nz55Ze3+miLsGzZMr744gtKly5NuXLlWLx4MUopDhw4wPDhw1FKISKMGDGCwMDA330fjUaj0Wg0Gs1fi5Z0lzCsmR3/C4wVkf8opf6JZRH3FpY3YAFKqXbACBF5TCnVH2gmIoNv0u88a/ul1vOqwA4g1FplJ9BU/kRBN2hJt6tQUuSaGufoOLkGOk6ugY6Ta6Dj5BqUlDhpSbfmTjAIOCki/7GefwL4A3V/T2dKqQeVUqeAp4HPlFL7AMQi434P2GY93pX/kaBbo9FoNBqNRqPR/HH04q2EISKfi0gPm/M8EQkVkY0iEmAtSxSRx6y/5zl76yYi20TES0QqiEg1ETHZXJsjIj7WY65N+XYRCRCRBiIy2PoNMSKSJiIdRcRXRB6xWezdlNTUVNq3b0/jxo0xmUx89NFHgOUTyKCgIEJCQoiIiODMmTN27bZt24a7uztLly61K8/IyMDLy4vBg3+bemRkJMHBwZhMJl566SXy8vKKjGPSpEmEhIQQEhJCQEAApUqV4tIlyzQ++ugjAgICMJlMTJ061WjTo0cPo423t7fx2WcBJ0+epGLFikye/FtS0OjoaEwmEwEBAfTq1Yvr16/btRkyZEiRjJdLliwxns+zzz5rNy8PDw8ee+wxu/r9+/enXr16xtiSkpIAyz7WIUOG4OPjQ1BQEDt37gQgKSmJli1bYjKZCAoKYvHixUWej0aj0Wg0Go2m5KIXby6IUmqDUqpTobKhSqnVxYm8HfTRSCn1k1LqhlJqRKFrkUqpQ1ZJ92ib8npKqS3W8sVKqTK3OmZ3d3emTJnC/v37+fnnn5kxYwb79+9n5MiR7Nmzh6SkJB577DG7fWl5eXmMGjWKiIiIIv2NGTPGEGcXsGTJEnbv3s0vv/zChQsX+Oqrr4q0GzlyJElJSSQlJTFhwgTatm1L1apV+eWXX5g5cyZbt25l9+7drFq1isOHDwOwePFio0337t3p1q2bXZ+vvfYajz76qHF++vRppk2bxvbt2/nll1/Iy8sjLu63bYvbt2/n8uXLdn2kpKQwYcIEfvzxR/bt22e3eBw5cqTDPXCTJk0yxlawqFy9ejUpKSmkpKTw+eef8/LLLwNQvnx5vvjiC/bt28eaNWsYOnQo6enpxfar0Wg0Go1Goyl56MWbaxIL9CxU9hrgAzRQSiVh+ezRx0kfl7Dsa7NzyCmlSgEzgEeBxkAvpVRj6+WJQLSI+ACXgeduNtACSbenpyehoZbtdZUqVcLf35/Tp08brjeA7OxsO7H2xx9/TPfu3alZs6Zdnzt27ODcuXNFFnUFfZnNZnJycoqVdNti61o7cOAAYWFhlC9fHnd3d9q2bcvXX39tV19EWLJkiV2ykRUrVlCvXj1MJpNdXbPZzLVr1zCbzVy9etWQYefl5TFy5Ej+/e9/29WfOXMmr7zyClWqWDzptnPu2LEjlSpVcjoXW+Lj4+nbty9KKVq0aEF6ejpnz56lYcOGhhS8Vq1a1KxZkwsXLtxyvxqNRqPRaDSaO4tevLkmS4EuBW++lFLe1vII4IhYJNzPY9mzViwicl5EtgG5hS41Bw6LyFERyQHigK7WRCodrPeG3ynpBjh+/Di7du0iLCwMgLfeeos6deqwcOFC483b6dOnWb58ufHWqID8/HyGDx9u94miLZ06daJmzZpUqlSJqKgoh2O4evUqa9asoXv37gAEBASwefNm0tLSuHr1KgkJCaSmptq12bx5M/fdd5+xAMrKymLixImMGzfOrl7t2rUZMWIEDzzwAJ6enlSuXNlYaE6fPp0nnngCT09PuzbJyckkJyfz0EMP0aJFC9asWeP0GRbw1ltvERQUxLBhw7hx4wZgeXZ16tQx6nh5eXH69Gm7dlu3biUnJ4cGDRrc0n00Go1Go9FoNHcerQpwQWwyQj4KxGN5C7cE+DNShxYn7w4DqmHxvJltymtTDI4k3QDXrl3j1Vdf5fnnnzf2YoWHhxMeHs7ChQsZMWIEAwYMYPz48fTo0YNNmzbx66+/sm/fPqpXr87y5cvx8/Pj8OHDHDx4kNOnT9tJId944w1ycnL4f//v/xEdHU2zZsUnHFq/fj2NGjViz549RlnXrl1p2bIl5cqVw9vbm7Nnz9r1HR0dTfPmzY2ymJgYIiIi2L59O8ePH6dcuXIkJiaSmZnJ/PnzWbBgARUrVmT8+PG89dZbNGnShFmzZjF16lQSExPJy8sz+jp37hxpaWm88847XLhwgb59+zJnzhxjX1xSUhJpaWl243n88cfp168fubm5TJkyhZdeeol+/fqRlpbGrl27MJstobp8+TI7duwgKysLgLS0NIYNG8bo0aPZtGkToOWaroKOk2ug4+Qa6Di5BjpOroGO01/InRbN6eP3HUBvINb6OwloigOR9036GY9FO1BwHgXMsjnvA0wHqmN5I1dQXqfgXs6OAkm3iEhOTo5ERETIlClTpDhOnDhhSKi9vb2lbt26UrduXalQoYLUqFFDli9fLs8++6zUqVNH6tatK9WqVZNKlSrJqFGjivQ1f/58eeWVV4q9j4jIk08+KQsXLnR4/Y033pAZM2YY57m5uVKzZk1JTU01yh5++GFjjJUrV5YqVarIxx9/LEuWLJGBAwfajeXll1+WVatWyX333We0UUpJgwYNRETkxRdflDlz5hhtOnToIFu3bjXON2zYIF26dHE4XtvrL7zwgixatMi41rBhQzlz5oyIiFy5ckWaNGkiX331VZH2mpKPjpNroOPkGug4uQY6Tq5BSYkTWtKtKcHEA9FKqVCgvIjssPl88o9wGsvCrIACSXca4KGUchfL2zdbefdNERGee+45/P39ee2114zylJQU4zPE+Ph4GjVqBMCxY8eMOv379+exxx7jySef5Mknf/tSc968eWzfvp0PPviArKwsMjMz8fT0xGw28+2339K6detix3LlyhU2btzIggUL7MrPnz9PzZo1OXnyJF9//TU///yzce27776jUaNGeHn95i/fvHmz8Xv8+PFUrFiRwYMHs2XLFn7++WeuXr1KuXLl+P7772nWrBldunTh119/NdpUrFjRSIry5JNPEhsby4ABA7h48SLJycnUr1/f6TM9e/Ysnp6eiAgrVqwgICAAgCeeeILp06fTs2dPtmzZQuXKlfH09CQnJ4ennnqKvn37Ov2kVKPRaDQajUZTMtGLNxdFRLKUUhuAOVgSmPxZbAN8lVL1sCzOegLPiohY7xeFZR9cPywLSKeUK12KQx904YcffuDLL78kMDDQyIr4r3/9i9mzZ3Po0CHc3NyoW7cun3766e8adHZ2Nk888QQ3btwgPz+f9u3b89JLLwEYfRacL1++nIiICCpUqGDXR/fu3UlLS6N06dLMmDEDDw8P41pcXJxdohJnhIWFERUVRWhoKO7u7jRp0oQXXnjBaZtOnTqxbt06GjduTKlSpZg0aRLVqlUDoHXr1hw8eJCsrCy8vLyYPXs2nTp1onfv3ly4cAERISQkxJhn586dSUhIwMfHh/LlyzN3rsUCsWTJEjZt2kRaWhrz5s0DLAvgwuoDjUaj0Wg0Gk3JRFneMGpcEaXUk8BywF9EDlrfvK0SkQClVDssn0M+5qDt/cB24F4gH8gCGotIhlKqMzAVKAXMEZH3rW3qY1m4VQV2Af8nIjecjdHPz08OHTr0h+eq+d+SmJhIu3bt7vQwNDdBx8k10HFyDXScXAMdJ9egpMRJKbVDRIpPeHCXoLNNujAiskJElIgctJ4fl2JE3g7a/ioWefe9IuJh/Z1hvZYgIg3FIul+36bNURFpLhap99M3W7jZcruS7oULFxIUFERgYCCtWrVi9+7dTvsBuHTpEuHh4fj6+hIeHl7EpWZLcZLvnJwcXnjhBRo2bEijRo1YtmyZXZtly5ahlGL79u1G2YQJE/Dx8cHPz4+1a9ca5enp6URFRdGo0f9n79zjbKz2x/9eTJpQGrfCDEMGY8yeizmGCqFxLee4pCQNlVLJLcyUqKOfgyLlNirXk2uukxIqRpIyLoOQQWgYucwM5mIue/bn98fe89h7Zu9Nnb6ZrfV+vZ7X3ns9a61nPetDL0/rWZ93IwIDA9mxY4fbMWZkZNCtWzdMJhPNmjXjp59+AiA3N5dmzZoZ8nH7zJabN28mPDycJk2aEB0dbSQoiY+PN+Y0IiKC7777zmhTtmxZQ+rdtWtXo3zw4MFGec2aNR1eT9VoNBqNRqPRlBJu9qY7fdzaR4MGDUREJDU1VXbv3i0iIleuXJGAgAA5ePCgXL58WYr44IMP5IUXXhARke3bt0t6erqIiKxfv16aNWvmth8RkZEjR8qECRNERGTChAkyatQoccXgwYOld+/eDklNxo4dK6NHjxYRkcLCQrlw4YJx7sqVK9KyZUuJjIyUxMREERE5ePCgmEwmyc3NlV9++UXq1asnZrNZRESefvpp+fjjj0VEJC8vTzIyMtyOccSIEfLWW2+JiMjhw4elbdu2IiJisVgkMzNTRKwJX5o1ayY7duyQwsJC8fX1lSNHjoiIyJgxY2TOnDkiIpKZmSkWi0VERPbt2ycNGzY07qNChQpO58N+o3H37t1l4cKFLudOc/MoLRvCNe7RcfIMdJw8Ax0nz6C0xIm/QcISvfLm4Sil/JRSJ5RSlW2/fWy//ZVSPyml+iulkoodM23nr9qVzbbrs6lS6oBS6phSaprN8YZSqrJS6iul1FHbp8/1xvdHJd3333+/Iaxu3rw5p0+fBnDZD1hXnKKjowGIjo5m7dq1TsfkSvI9b948XnvtNQDKlClD1apVjXNjxowhJiYGb29voyw+Pp4nnniC22+/nbp161K/fn127tzJ5cuX+fbbb3n2WavDvFy5csb+OVdjPHToEG3btgWgUaNGnDx5knPnzqGUMnQBBQUFFBQUoJQiLS2NcuXK0aBBA8CqWyhaKaxYsaIxj8XF59fjypUrbN68Wa+8aTQajUaj0ZRC9MObhyMiKUAcMNFWNBH4yO78fBEJLXa8bDt93K5soF23ccAAIMB2dLSVxwLfiEgA8I3t9+/mRiTd9sydO5dOnTpdt59z584Z8ut7772Xc+fOlWjjSvJ96dIlwPqQFh4ezmOPPWa037NnDykpKXTp0sWhjSsZ9okTJ6hWrRr9+/cnLCyM5557juzsbLdjDAkJYfXq1YBVoH3q1CnjgbWwsJDQ0FCqV69OVFQUkZGRVK1aFbPZbLzCuXLlSgep+Jo1a2jUqBFdunRh3rx5Rnlubi4RERE0b97c6cPt2rVradeuncNDtUaj0Wg0Go2mdKAf3m4NpgLNlVJDgQeBydep7xKlVA3gLhH5wbb8/F+gaBnmn8BC2/eFduU3TFZWFj169OD99983HhDGjx9PSkoKffr0YcaMGQ71t2zZwty5c5k0adJ1+yl2H05XnGbNmkXnzp0dUv4DmM1mTp8+zf3338+ePXto0aIFI0aMwGKxMHz4cKZMmXLD92g2m9mzZw8vvvgie/fupUKFCkycOLFEPfsxxsbGcunSJUJDQ5k+fTphYWGULVsWsO5TS0pK4vTp0+zcuZOffvoJpRTLli1j2LBhNGvWjDvvvNOoD9CtWzd+/vln1q5dy5gxY4zyU6dOsWvXLpYsWcLQoUM5fvy4w5iWLl16w1k1NRqNRqPRaDR/LVoVcAsgIgVKqZHABqC97feNNK2rlNoLXAHeEJFtQC3gtF2d07YygHtE5Kzt+2/APc46VUo9DzwPULVqNcYGm0lISMBsNvPaa68RGRlJ5cqVSUhIcGhXr149YmNjadOmDQDHjx9n7NixTJw4kQMHDhj1XPVz1113sWrVKqpUqUJaWhp33nlniWusXbuWAwcO8N5773H16lXMZjPp6ekMGDAAb29voz9fX1+mTZvG+vXr2bt3L82bNwesCUc6duzI+PHjycvLY+vWrcaD4P79+wkPDzdeubx69SoJCQncd999LFmyxFjRcjXG6OhooqOjERF69+7NmTNnjBXBIvz9/Zk5cyaPP/44AG+//TYAiYmJ3H333SXuF6yvZMbHx1OpUiXA6tYD6+uZixYtonXr1mRlZREfH8/333/PsGHDnPajuflkZWXp2HgAOk6egY6TZ6Dj5BnoOP2F3OxNd/r4cw6sqf1TgWG23/7AT27q3w5UsX1vCqRg1QZEAF/b1WuJVT8AcKlYHxnXG5df3fukTsznYrFYpG/fvjJkyBCxJzk52fg+bdo06dGjh4iInDp1Su677z7Zvn27Q31X/YhYk37YJwMZOXJkiTr2zJ8/3yFhyeOPPy7ffPONca5nz54l2rRu3dpIWPLTTz85JCypW7eukbDkwQcflJ9//llERN5885GE0CYAACAASURBVE0ZMWKE2zFmZGRIXl6eiIh89NFH0rdvXxEROX/+vJHsJCcnRx588EFZt26diIicO3dORERyc3Olbdu2xtiPHj1qJCzZvXu31KxZUywWi6Snp0tubq6IiFy4cEHq169vJHvZsmWLxMXFydNPP+12zjQ3l9KyIVzjHh0nz0DHyTPQcfIMSkuc+BskLNErb7cASqlQIApoDnynlFp2vTZiTfOfZ/u+Wyl1HGiAVcxt/06hr60M4JxSqoaInLW9Xnn+etf5o5LucePGkZaWxksvvQSAl5cXu3btYvv27U776dy5M7GxsfTq1Yu5c+dSp04dPv30UwB27drF7NmzmTNnjtuxTpo0ib59+zJ06FCqVatmyK1dERQURK9evWjcuDFeXl7MnDnTeHVx+vTp9OnTh/z8fOrVq2f05WqMhw8fJjo6GqUUQUFBzJ07F4CzZ88SHR1NYWEhFouFXr168cgjVgPEu+++y+eff47FYuHFF180Ep6sWrWK//73v9x2223ccccdLF++HKUUhw8f5oUXXqBMmTJYLBZiY2Np3LixcT/Lli0jNvYPbWPUaDQajUaj0fwFaEm3h2PLBPk9MFZEvlJKvYL1IW40NmG3i3bVgHQRKbTJt7cBwSKSrpTaCQwGfgTWA9NFZL1S6l0gTUQmKqVigcoiMsrd+LSk2zMoLXJNjXt0nDwDHSfPQMfJM9Bx8gxKS5y0pFvjCQwAfhWRr2y/ZwGBQJ3rtGsF7FdKJQErgYEikm479xIwBzgGHAe+tJVPBKKUUkeBh7mW4fK6uJJrjxw5kkaNGmEymejWrZuxx2vx4sWGNDo0NJQyZcqQlJQEXMtOWZRCv4gFCxZQrVo1o42rlbaHHnqIhg0bGvXOn7+2gPjpp58aY3zyyScBa9IU+7F4e3uXyNQ4ePBgh/F8++23hIeH4+XlxcqVK43yU6dOER4eTmhoKEFBQcZKI7iWhJ86dYp27dphMpl46KGHjCyUADExMTRp0oQmTZqwfPlyo7xly5ZOpduXL1/m0UcfNaTf11td1Gg0Go1Go9GUIm72e5v6uLWP60m6N27cKAUFBSIiMmrUKKdi7f3790u9evWM3zt27JDU1NQSwunie9hcYb9vzZ7k5GQJDQ015OBFe8rsSUtLEx8fH8nOzjbKEhMT5amnnnIYz4kTJ2Tfvn3St29fWbFihVGel5dn7DvLzMyUOnXqyJkzZ0TEtSS8Z8+esmDBAhER+eabb+Spp54SEZHPP/9cHn74YSkoKJCsrCyJiIhwkJ4XYS/dHj9+vDHH58+fFx8fH8nLyys176pr3KPj5BnoOHkGOk6egY6TZ1Ba4sTfYM+bXnm7hXAn7HZRv9BO0v2ZXXldpdSPNkn3cqVUOVv57bbfx2znnfZrz/Uk3e3bt8fLy7r10l7Gbc/SpUt54oknjN/Nmzc3XGl/Jh9//DEvv/yyIQevXr16iTorV66kU6dOlC9fHrA62EaOHMk777zjUM/f3x+TyUSZMo5/xcqVK8ftt98OQF5eHhaLxTjnShJuL/Bu06YN8fHxRnmrVq3w8vKiQoUKmEwmNmzY4HC94tJtpRSZmZmICFlZWVSuXNmYf41Go9FoNBpN6UY/vN1CiHNh9xZgrd1DWpJSao3t/FW5JunuatfVJGCqiNQHMoBnbeXPYs0wWR+rW85RvnaDFJdrFzFv3jynMu7ly5ffsHts1apVmEwmevbs6SCtLk7//v0JDQ3l7bffxvo/aiA5OZnk5GQeeOABmjdvXuJBCKxJPezHMmPGDLp27fq7HiZTUlIwmUz4+fkRExNDzZo13UrC7QXea9asITMzk7S0NEJCQtiwYQM5OTlcvHiRLVu2lLjn4tLtQYMGcfjwYWrWrElwcDAffPBBiQdMjUaj0Wg0Gk3pRP+r7dajuLD7BbsHtKKjm6vGtgQobbHugwNHGbe9pHsl0E7doFCuCFdy7fHjx+Pl5UWfPn0c6v/444+UL1+eJk2c5l1x4NFHH+XkyZPs37+fqKgooqOjndZbvHgxBw4cYNu2bWzbto1PPvkEsPrjjh49SkJCAkuXLmXAgAEOnrWzZ89y4MABOnToAEBqaiorVqzglVde+T1TgJ+fH/v37+fYsWMsXLiQc+fOuZSEA0yePJmtW7cSFhbG1q1bqVWrFmXLlqV9+/Z07tyZ+++/n969e9OiRQsHUTeUlG5v3LiR0NBQUlNTSUpKYtCgQVy5cuV3jV+j0Wg0Go1Gc3PQ70vdYogTYbeb6t5KqV2AGZgoImuBKlh9bmZbHXtJdy2sPjhExKyUumyrf9G+098r6d6wYQPr1q1jypQpbN261WGAM2fOJDIy0qn4sbCw0KUQsn79+uzcudPl+SJRdXh4OGvWrKF27dqUKVOGBg0asH37dgCqVavGsmXLaNSoEWB9ZTIyMtI4v2PHDg4dOmRIunNycqhVqxaLFy82rvPbb79x8OBB4xXI4lSpUoXZs2fTqlUrp5LwovEPHjwYgKtXr7JkyRIjecsDDzzAAw88AFiF3bm5uUaby5cvl5BuT548mSeffNKYZx8fHxYvXoyfn5+Wa3oAWoLqGeg4eQY6Tp6BjpNnoOP0F3KzN93p488/KCbsdlOvlu2zHnASuA+oChyzq+OHTfYN/AT42p07DlR1d43rSbq//PJLCQwMlPPnz0txCgsLpWbNmnL8+PES50SkRMKS1NRU4/vq1aslMjKyRJuCggIjEUh+fr706NFD4uLijLEUSaovXLggvr6+cvHiRaNtZGSkbN682elYnI1HRCQ6OtohYUlKSork5OSIiEh6eroEBATI/v37RcS1JPzChQtSWFgoIiKvv/66jBkzRkREzGazMb59+/ZJUFCQkfxFRJxKtwcOHChvvvmmiIj89ttvUrNmTblw4UKp2WiscY+Ok2eg4+QZ6Dh5BjpOnkFpiRM6YYnG0ygm7B5mk2k7RUTO2D5/ARKAMCANuFspVbQqay/pPoP1YQ7b+Uq2+i6547aynJzYxZBrb9682Uhhv379egYNGkRmZiZRUVGEhoYycOBAo+23336Ln58f9erVc+hz1KhR+Pr6kpOTg6+vL2+99RYA06ZNIygoiJCQEKZNm8aCBQuMNkVC77y8PDp06IDJZCI0NJRatWoxYMAAADp06ECVKlVo3Lgxbdq04d1336VKlSqAdZ9eSkoKrVu3dne7BomJifj6+rJixQpeeOEFgoKCAKuMOzIykpCQEFq3bs2IESMIDg4GrJLwt956C5PJxCeffMKUKVMAqzulYcOGNGjQgHPnzjF69GgACgoKaNmyJY0bN+b5559n0aJFDslHiu/PA+ueuu+//57g4GDatWvHpEmTXK4KajQajUaj0WhKF1rSfQvhStgtIn2c1PUBckQkTylVFdgB/FNEDimlVgCrRGSZUmo2sF9EZimlXsYq8h6olHoC6C4ivdyNSUu6PYPSItfUuEfHyTPQcfIMdJw8Ax0nz6C0xElLujWehlNht1LK2XJRILBLKbUPa0bKiSJyyHYuBhiulDqGdU/bXFv5XKCKrXw4EHujA3Ml6U5PTycqKoqAgACioqLIyMgA4N133zVW6Jo0aULZsmVJT7c6xKdOnUpQUBBNmjShd+/e5ObmAvDss88SEhJiZJvMysoqMQ538m9X8u5ff/2VNm3aEBYWhslkYv369QCkpaXRpk0bKlasyKBBg5zed9euXUskW5k+fTqNGjUiKCiIUaNGOZz79ddfqVixIpMnT3YoLywsJCwsjEceecQo69evH3Xr1jXGW3QfCQkJVKpUySgfN26c0cbf35/g4GBCQ0OJiLj237Zjx47RvHlzo3znzp1O70ej0Wg0Go1GcxO52e9t6uPWPq4n6R45cqRMmDBBREQmTJjgVNL92WefSZs2bURE5PTp0+Lv72/sG3vsscdk/vz5IiIOguphw4YZ/bqiuPzblbx7wIABMmvWLBEROXjwoNSpU0dERLKysmTbtm0SFxfnVA6+atUq6d27twQFBRllmzdvlnbt2hmi7uIi8B49ekjPnj3l3XffdSifMmWK9O7dW7p06WKUFd9PV8SWLVsc6tlTp04dY8+fPREREbJ+/XoREfniiy+kdevWTttrbi6lZU+Bxj06Tp6BjpNnoOPkGZSWOKH3vGn+CpRSC5RSPZ2Uz1FKNb4ZY/qzuFpQCOBS0h0fH2+k9I+Ojmbt2rUl+iie7t5sNnP16lXMZjM5OTnUrFkTwFAPiAhXr17lehaD4vJvVyiljHT6ly9fNq5XoUIFHnzwQby9vUu0ycrK4r333uONN95wKI+LiyM2NtYQdduLwNeuXUvdunWN/XFFnD59mi+++ILnnnvuumP9X3B2jxqNRqPRaDSa0oN+eLvJ2CUGKYGIPCfXXmX8o/0HFxN0JymlfnRTXyml/k//XNhLus+dO2cIru+9915DTF1ETk4OGzZsoEePHgDUqlWLESNGULt2bWrUqEGlSpVo3769Ub9///7ce++9/Pzzz9f1rzmTfzuTd7/11lssWrQIX19fOnfuzPTp0697j2PGjOHVV1+lfPnyDuXJycls27aNyMhIWrduTWJiImB92Js0aRJvvvlmib6GDh3KO++841SmPXr0aEwmE8OGDSMvL88o37FjByEhIXTq1ImDBw8a5Uop2rdvT9OmTfnoo4+M8kGDBjFy5Ej8/PwYMWIEEyZMuO49ajQajUaj0Wj+WvTD25+AUspfKfWzUmqhUmq/UmqlUqq8UmqsUipRKfWTUuqjIqG1UipBKfUfpdRWYEixvt62rcSVtdWLsJVnKaXGK6X2KaV+UErdYyu/z/Y7USk1TinlsNFLRA6ITc6NVdqdBtymlDqglPqn3fgPK6VmAXsAP6VUe6XUDqXUHqXUCqVURVtdp/d0o7iSdNv6LrFatm7dOh544AEqV64MQEZGBvHx8Zw4cYLU1FSys7NZtGiRUX/+/PmkpqYSGBjI8uXLXY7Dmfzblbx76dKl9OvXj9OnT7N+/Xr69u2LxWJx2XdSUhLHjx+nW7eSLnSz2Ux6ejo//PAD7777Lr169UJEeOuttxg2bBgVK1Z0qP/5559TvXp1mjZtWqKvCRMm8PPPP5OYmEh6ejqTJk0CrO66U6dOsW/fPl555RX+9a9/GW2+++479uzZw5dffsnMmTP59ttvAYiPj2fq1KmkpKQwdepUnn32WZf3p9FoNBqNRqO5OWhJ959HQ+BZEdmulJoHvATMEJFxAEqpT4BHgHW2+neLSGvbuQW2z3eBO4H+IiLFHmQqAD+IyGil1DtYk5P8P+AD4AMRWaqUGoh7coFuInLFlmHyB6XUZ3bj7y8iL9nOvQE8LCLZSqkYrAlKxl3nnrCVO0i6i6SNziTdd911F6tWraJKlSqkpaVx5513OkgeZ8yYQevWrY2yhIQEvL29jdWkwMBAVqxYYYiyjWA0bMhHH31E3bp1nU6EK/m3M3n3tGnTeOedd4y6ly5dIj4+Hh8fHwB+/vlnzpw5Y5yPj4/n+++/595776WwsJBLly4RGhrK+++/T/ny5alXr54hyc7Pzyc+Pp5NmzaxaNEiBg8eTFZWFmXKlCElJYWLFy+yadMmVq9eTX5+Pjk5OURFRRm6gKJMnmFhYSxfvpxWrVo53E/58uXJzMwkPj6eSpUqOdxjWFgYS5cuxWKxsHHjRl555RUSEhKoVq0aO3bs0LLNUoiWoHoGOk6egY6TZ6Dj5BnoOP2F3OxNd7fCAfhjzfJY9LstsBboAfwIHMDqSIu1nU8AWtvVXwDsAz4q1m8CEGH7nsc1tcPjwBzb9zTAy/b9LiDLzThvA2YA+4Ek4Cpwr238J+zqPQJctNVJAg4Bc23nnN6Tq8Ov7n0iIi4l3SNGjHBIWDJy5Ejj3KVLl8THx0eysrKMsh9++EEaN24s2dnZYrFY5Omnn5Zp06aJxWKRo0ePGtd69dVX5dVXXxVnOJN/u5N3d+zY0UiKcujQIalRo4ZYLBaj7fz5850mLBEROXHihEPCkri4OEOyfeTIEfH19XXoS0TkzTffLJGwRKRkIpIiKbnFYpEhQ4ZITEyMiIicPXvW6PPHH38UPz8/sVgskpWVJVeuXBERa7KVFi1ayJdffikiIrVr1zY2G3/99dcSHh7u9H40N5fSsiFc4x4dJ89Ax8kz0HHyDEpLnPgbJCzRK29/HsWFeYI1VX+EiKQopd4C7DNbZBernwg0VUpVFpF0J/0X2P5QAhTyx1ZN+wDVgKYiUqCUOmk3JvvxKOArEXHYEKaU8r7OPZXgjtvKAhiS7qI09QD/+c9/iI2NpVevXsydO5c6derw6aefGm3XrFlD+/btqVChglEWGRlJz549CQ8Px8vLi7CwMJ5//nlEhOjoaK5cuYKIEBISQlxcHACfffYZu3btMlLmO5N/F8m7CwoKKCws5OGHHzbk3VOmTGHAgAFMnToVpRQLFiwwXu/09/fnypUr5Ofns3btWjZt2kTjxq5zzDzzzDM888wzNGnShHLlyrFw4cLrJlZxRZ8+fbhw4QIiQmhoKLNnzwZg5cqVxMXF4eXlxR133MGyZctQSnHu3DnjVU6z2cyTTz5Jx44dARgxYgSvvvoqZrMZb29vh/1wGo1Go9FoNJrSgZZ0/wkopfyBE8D9IrJDKTUHOAyMwrqqVRb4AVgpIm8ppRKAESKyy9Z+AfA51oem4UB7Ecm0r6eUyhKRon1nPYFHRKSfUuoL4L8istz2uuJ7RfWcjHMIUF9EXlFKtQE2A0XvFX4uIk1s9aoBu4G2InJMKVUBqAWcB444uydXc6Ml3Z5BaZFratyj4+QZ6Dh5BjpOnoGOk2dQWuKkJd2a38PPQLRSaj/gA8QBH2N9vXAt1pU1t4jIClubz5RSd9zgdYdiFWrvBGoAl93UXQxEKKV2YV2F+9nFOC4A/YCltvvZATQSkUu/956KeOaZZ6hevbpDgpB9+/bRokULgoODefTRR41U9e5E2suXL8dkMhEUFERMTIzR17fffmusxq1cudLlOFy1L2LVqlUopdi1axcAX331FU2bNiU4OJimTZuyefNmo64rqbersWzZssXhvry9vQ01givB+KlTp2jXrh0mk4mHHnqI06dPO4z3ypUr+Pr6GpLwnJwcunTpYkjAY2OvedTdzVG7du2McXXt2tXl/Gk0Go1Go9FobiI3+73NW+HAuhL10026dnmuraA+AcTf7PmwP4ok3Vu3bpXdu3c77P+KiIiQhIQEERGZO3euvPHGG1Ice5H2xYsXxc/PT86fPy8iIk8//bR8/fXXImLdW7Zv3z7p27evU3H19dqLWOXhLVu2lMjISEPWvWfPHjlz5oyIiBw4cEBq1qxp1Hcl9b6RsaSlpYmPj49kZ2eLiGvBeM+ePWXBggUiIvLNN9/IU0895dDP4MGDpXfv3saeu+zsbNm8ebOIiOTl5cmDDz5oyLfdjcvb29vpODWli9Kyp0DjHh0nz0DHyTPQcfIMSkuc+BvsedMrbx6CUmqLUqpDsbKhWF99zLGtkL2GNVslSql+SqkZbvprZdMAmIsLwpVS0Uqpo7Yj2q68qU0xcEwpNe33aAJatWplpPsvIjk52ciOGBUVxapVq0q0sxdp//LLLwQEBFCtWjUAHn74YaONv78/JpPJqQutCHftwepmi4mJcZBuh4WFGcLqoKAgrl696uBTc8aNjGXlypV06tTJ8MC5EowfOnSItm3bAtCmTRvi4+ONPnbv3s25c+ccPHfly5enTZs2AJQrV47w8HBjte5GxqXRaDQajUajKb3of8X9CYjISbHtF/s/ZCnWlTV7nsC6r+64iJiwOuNylFLBWNP6P+5GzP0r1lcjl9gXKqUqA28CkUAz4E2llI/tdBxWRUGA7eh4vUFfLSh0eS4oKMh4GFmxYgUpKSkl6tiLtOvXr8+RI0c4efIkZrOZtWvXOm3jCnft9+zZQ0pKCl26dHHZftWqVYSHh3P77bcbZc6k3jfCsmXLnArCiwvGQ0JCWL16NWBN4JKZmUlaWhoWi4VXX32VyZMnu7zGpUuXWLduHe3atbvuePLz84mIiKB58+bGq5wajUaj0Wg0mtKFfnjzHFYCXZRS5cBIklITKPH0IiIHgLHAcrEJukUkslidkyKyHyhum+6ANdNkuohkAF8BHZVSNYC7ROQH27L0f4F/8T8wb948Zs2aRdOmTcnMzKRcuXIO54uLtH18fIiLi+Pxxx+nZcuW+Pv7U7Zs2Ru+nqv2FouF4cOHM2XKFJdtDx48SExMDB9++KFR5krqfT3Onj3LgQMH6NDBYSHVqWB88uTJbN26lbCwMLZu3UqtWrUoW7Yss2bNonPnziX8dkWYzWZ69+7N4MGDHbJqumLZsmXs2rWLJUuWMHToUI4fP35D96LRaDQajUaj+evQqgAPQUTSbUlJOgHxWFfdPqWkouB/pRaOD4SnbWW1bN+Ll5fAlaT7t99+Izs720Hi+PrrrwOQkpJC9erVHc45E2nfeeedTJo0CYB169bh7e3tcP63337j4MGDVK1a1enNOWu/fv169u7dS/PmzQFIT0+nY8eOjB8/noYNG3LhwgWGDx/OqFGjSElJcVjtcyb1vt5YVq5cSWRkJNu3b3c6xuKC8cGDBwNw9epVlixZQlJSEmvXruXAgQO89957XL16FbPZTHp6Os8//zwAkyZN4o477iA0NLSENNPZuO644w6jXqNGjVi0aBGtW7d2Oj7NzUNLUD0DHSfPQMfJM9Bx8gx0nP5CbvamO33c+IE1Q+RS2/ckoCl2yVKAh7Cm/AfrK5EzbqDPBUBPu98jgDfsfo+xlUUAX9uVtyy6lrujSNItUlJYfe7cORGxSrP79u0rc+fONc45E2nbt0lPT5eQkBA5cuSIw/no6GiXSUJupL2IYyKSjIwMMZlMsmrVKoc67qTe1xtLZGSkkVRERNwKxi9cuCCFhYUiIvL6668bgm97ikvCR48eLd27dzfaFaf4uNLT02Xjxo3G9erXry8HDx502lZzcyktG8I17tFx8gx0nDwDHSfPoLTECZ2wRFPKiAfaKaXCgfIisvv/4BpnAD+73762sjO278XL3VIk6e7duzctWrTgyJEj+Pr6MnfuXJYuXUqDBg1o1KgRNWvWpH///kY7ZyJtgCFDhtC4cWMeeOABYmNjadCgAQCJiYn4+vqyYsUKXnjhBYKCgow2RVJwd+1dMWPGDI4dO8a4ceMclABFUm+TyURoaCi1atUypN7uxnLy5ElSUlIcVrVErILx4OBggoODOXv2LGPHjgWs3pSGDRvSoEEDzp07x+jRo92O9/Tp04wfP55Dhw4RHh5OaGgoc+bMcTuuw4cPM3DgQEJCQmjTpg2xsbFuReMajUaj0Wg0mpuDlnR7GEqp5UBDrEqAN2173z4XkSZKqYewSr0fUUr1AyJEZNB1+ltga7/S9rsyVkF3uK3KHqCpXHttczDwI7AemC4i6931ryXdnkFpkWtq3KPj5BnoOHkGOk6egY6TZ1Ba4qQl3ZrSyFIgxPb5h1FK/UMpdRp4DPhQKXUQrHvrgLexCrgTgXG2MoCXgDnAMeA48OWNXu/PknS7EmPn5eXx+OOPU79+fSIjIzl58qTLsRQWFhIWFsYjjzxS4tzgwYOpWLGi8duVJPvUqVPGylZQUBCzZ8822nTs2JGQkBCCgoIYOHAghYXXMm5Onz7dEGiPGjUKgIKCAmPlLTAwkAkTJridN4CRI0fSqFEjTCYT3bp149KlS9fta+rUqQQFBdGkSRN69+5Nbm4uYF35mzNnDg0aNCAwMJBp06a5nDuNRqPRaDQazU3kZr+3qY9b+/gzJd0irsXYM2fOlBdeeEFERJYuXSq9evUqUaeIKVOmSO/evaVLly4O5YmJifLUU09JhQoVjDJXkuy8vDzJzc0VEZHMzEypU6eOIfMuEm5bLBbp3r27LF26VERENm/eLO3atTPaFe2/W7x4sTz++OMiYpVs16lTR06cOOFy3kRENm7cKAUFBSIiMmrUKBk1apTbvk6fPi3+/v6Sk5MjIiKPPfaYzJ8/X0RE5s2bJ1FRUcYeuaJxaUofpWVPgcY9Ok6egY6TZ6Dj5BmUljih97xpPAlXIm+lVJyTuqFKqR1KqYNKqf1Kqcftzi1QSp2wc8SF2sqVTc59zNYmvHi/rvgzJN3uiI+PJzra6hPv2bMn33zzDda/w46cPn2aL774gueee86hvLCwkJEjR/LOO+84lLuSZJcrV87wveXl5WGxXDMuFAm3zWYz+fn5hnA7Li6O2NhYo1316tUBUEqRnZ2N2Wzm6tWrlCtXzujD2bwBtG/fHi8va7LY5s2bGyuC7voqKjObzeTk5Bjy8bi4OKKjow15d9G4NBqNRqPRaDSlC/3wdmvhTOQ9HHjY7kEsSSk1GsgBnhaRIKyy7feVUnfbtRsp1xxxSbayTlwTdD+PVdrtlj9T0l2EMzH2mTNn8POz5lnx8vKiUqVKpKWllehv6NChvPPOO8aDShEzZsyga9eu1KhRw6HclSQbrHoDk8mEn58fMTExxsMQQIcOHahevTp33nknPXv2BKwPq9u2bSMyMpLWrVuTmJgIWB82K1SoQI0aNahduzYjRoxw+sDminnz5tGpUye3fdWqVYsRI0ZQu3ZtatSoQaVKlWjfvj0Ax48fZ8uWLURERNCpUydDf6DRaDQajUajKV3oh7dbC2cib4AGdg9ioSIyXkSSReQogIikAueBatfp/5/Af20r0z8Ad9vk3X+I3yvphj8uxgb4/PPPqV69Ok2bNnUoT01NZcWKFbzyyisl2riSZAP4+fmxf/9+jh07xsKFCzl37pzRbuPGjZw9e5a8vDw2b94MYLjYfvjhB95991169eqFiLBz507Kli1LamoqJ06cYMqUKfzyyy83dE/jx4/Hy8uLPn36ALjsKyMjg/j4eE6cOEFq1mEjkwAAIABJREFUairZ2dksWrQIsK4clitXjl27djFgwACeeeaZG55TjUaj0Wg0Gs1fh5Z030KIC5G3OHt/0A6lVDOgHNYkJEWMV0qNBb4BYkUkD9cC77PF+vs/k3SDczH2HXfcQXx8PEFBQRQWFnLx4kUOHDhgvLII1lcwN23axOrVq8nPzycnJ4eoqCjatm3LoUOH8PW1mhBycnKoVasWixcvBpxLsotTpUoVZs+eXUJs3aBBA2bNmsVtt91G+fLlqVevHlu3bgUgPz+f+Ph4FixYQOPGjQ1pd7169Vi4cCFt2rRxOW8AGzZsYN26dUyZMsXo8/3333fal1IKb29vDh48CEBgYCArVqzA19eXypUrEx4eTkJCAj4+Puzdu1eLNkspWoLqGeg4eQY6Tp6BjpNnoOP0F3KzN93p4889cCLyvk79GsARoHmxMgXcDiwExtrKPwcetKv3DVYdgcv+/0xJtzsx9owZMxwSljz22GPiji1btpRIWFKEfcISV5LslJQUI/lHenq6BAQEyP79+yUzM1NSU1ON8fbq1UumT58uIiJxcXFG+yNHjoivr69YLBaZOHGi9OvXT0REsrKyJDAwUPbt2+dy3kREvvzySwkMDJTz5887lLvq64cffpDGjRtLdna2WCwWefrpp2XatGkiIhITEyMjR4405iUiIsLt3GluHqVlQ7jGPTpOnoGOk2eg4+QZlJY4oROWaDyQGxZ5K6XuAr4ARov1NUgAROSs7e9AHjAfaGY75Urg7ZI/U9LtToz97LPPkpaWRv369XnvvfeYOHEiYH0lsnPnzteZMte4kmQfPnyYyMhIQkJCaN26NSNGjCA4OJjs7Gy6du1qjLF69eoMHDgQsKb9/+WXX2jSpAlPPPGEsSL28ssvk5WVRVBQEP/4xz/o378/JpPJ5bwBDBo0iMzMTKKioggNDTWu4aqvyMhIevbsSXh4OMHBwVgsFp5//nkAYmNj+fbbbwkODua1114zpN4ajUaj0Wg0mtKFlnTfghQXebuoUw6rp22diLxf7FwNETmrrO8cTgVyRSRWKdUFGAR0BiKBaSLSrHjf9mhJt2dQWuSaGvfoOHkGOk6egY6TZ6Dj5BmUljhpSbfGU7kRkXcvoBXQr7gSAFislDoAHACqAv/PVr4e+AWrpPtjrNLuG8KZbDopKYnmzZsTGhpKREQEO3fuBODy5cs8+uijhuh6/vz5AGzZssVB3u3t7c3atWsB6NOnDw0bNqRJkyY888wzFBQUOB3HwoULCQgIICAggIULFxrlo0ePxs/Pz0HQbc+qVatQSrFr1y4AvvrqK5o2bUpwcDBNmzY1kpLk5OTQpUsXQ8QdGxtr9LFgwQKqVatmjN9+hWvUqFEEBQURGBjI4MGDi15LdSklB/j0009p3LgxQUFBPPnkk0b5r7/+Svv27QkMDKRx48aGsLxfv37UrVvX6Mt+715SUpIhHC++b0+j0Wg0Go1GU0q42e9t6uPWPtxJuqOiomT9+vUiIvLFF19I69atRURk/PjxhnT6/Pnz4uPjI3l5eWJPWlqa+Pj4SHZ2ttHeYrGIxWKRJ554QmbNmiXFSUtLk7p160paWpqkp6dL3bp1JT09XUREduzYIampqQ773Yq4cuWKtGzZUiIjIw1B+J49ewwp94EDB6RmzZoiYhVjb968WUSsIu8HH3zQuMf58+fLyy+/XKL/7du3y/333y9ms1nMZrM0b97ceHfclZQ8OTlZQkNDjfHbi7Vbt24tmzZtEhGrQLxojqKjo2XFihUl+srIyJA6derIqVOnSvSlKV2Ulj0FGvfoOHkGOk6egY6TZ1Ba4oTe86bxBJRSWbbPCJt0u0gVcJ9S6hfb3jZn7aKUUruVUgdsn23tziUopY7YrcpVt5XfrpRabhN1/2inI3CLM9m0UoorV64A1tW2Ik+aUorMzExEhKysLCpXrmwIqYtYuXIlnTp1onz58gB07twZpRRKKZo1a2ZIq+3ZuHEjUVFRVK5cGR8fH6KiotiwYQNgFV0Xd7wVMWbMGGJiYvD29jbKwsLCjPEGBQVx9epV8vLyKF++vJElsly5coSHhzsdS/F5yM3NJT8/n7y8PAoKCrjnnnvctvn44495+eWX8fHxAa6JtQ8dOoTZbCYqKgqAihUrGnPkiiVLltCyZUtq167t0JdGo9FoNBqNpnShH95uIURkF7AVGGErmgnMBr4tJun+0Xb+IvCoiAQD0UBxaVofueaGK3pf71kgQ0TqY90PN8ndmNxJut9//31GjhyJn58fI0aMYMKECYA1Gcfhw4epWbMmwcHBfPDBByWk2suWLSsh7wYoKCjgk08+oWPHjiXO2Yu8AXx9fTlzxm2+Ffbs2UNKSgpdunRxWWfVqlWEh4dz++23O5RfunSJdevW0a5dO4e6JpOJnj17GlLyFi1a0KZNG2rUqEGNGjXo0KEDgYGBRhtnUvLk5GSSk5N54IEHaN68ufEQmpyczN1330337t0JCwtj5MiRFBZei8Ho0aMxmUwMGzaMvLw8o01mZiYPPfQQTZs25b///a/bOdFoNBqNRqPR3Bz0w9utx+vAAKXUKMBLRN4RR0F3qIhEAojIXrEKugEOAncopW531bGNf2LVB4BVCt5O2cvUfgdxcXFMnTqVlJQUpk6dyrPPPgtYV8hCQ0NJTU0lKSmJQYMGGSt0AGfPnuXAgQN06NChRJ8vvfQSrVq1omXLln9kSA5YLBaGDx/OlClTXNY5ePAgMTExfPjhhw7lZrOZ3r17M3jwYCNj5qOPPsrJkyfZv38/UVFRREdHA3Ds2DEOHz7M6dOnOXPmDJs3b2bbtm2Aaym52Wzm6NGjJCQksHTpUgYMGMClS5cwm81s27aNyZMnk5iYyC+//MKCBQsAmDBhAj///DOJiYmkp6czadIko6/k5GS++OILNm7cyNtvv01ycvL/PH8ajUaj0Wg0mj8XLem+xRCRS0qpicAsoPHvaNoD2CNWPUAR85VShcAq4P/Z3iU2RN0iYlZKXQaqYF3FA25c0j1v3jy6detGQkIC1apVY8eOHSQkJDB58mSefPJJQzzt4+PD4sWLjdWolStXEhkZaYioi1i4cCFHjx5l3LhxTkWRly9fJikpyTi3c+dOQkNDHeoWFhYav7Oysti7dy/NmzcHID09nY4dOzJ+/HgaNmzIhQsXGD58OKNGjSIlJcVYSQOYNGkSd9xxR4n+i6hfvz47d+4kISGBZcuWcc899xjJUBo1asSiRYuMFTNnUvIyZcrQoEEDYw6qVavGsmXLsFgs+Pv78+uvv/Lrr7/SsGFD1q1bx3333QdAUebPsLAwli9fTqtWrcjPzyckJITExEQAAgICWLJkSanIGqVxREtQPQMdJ89Ax8kz0HHyDHSc/kJu9qY7ffzvB5BV7PdaIBXodoPtg4DjwH12ZbVsn3cCm4Cnbb9/Anzt6h0Hqrrq252ku1GjRsYG16+//lrCw8NFRGTgwIHy5ptviojIb7/9JjVr1jTk3CIikZGRRlKQIj7++GNp0aKFIc52Rlpamvj7+0t6erqkp6eLv7+/pKWlOdRxlrCkCPvkIRkZGWIymWTVqlUl6o0ePVq6d+9uyL2LKJJ3i4isXr1aIiMjRURk2bJl0q5dOykoKJD8/Hxp27atfPbZZ26l5F9++aU8/fTTImIVifv6+srFixfFbDaLyWQy5N39+vWTGTNmOFzfYrHIkCFDJCYmRkREDh06JGFhYVJQUCDZ2dkSFBQkBw4ccDkPmptHadkQrnGPjpNnoOPkGeg4eQalJU78DRKW6JW3Wwyl1CNAJaADsEYptVFEctzU9wXWYH04O15ULiJnbJ+ZSqklWEXd/+WaqPu0UsrLdq00V/3bS7oTEhK4ePEivr6+/Pvf/+bjjz9myJAhmM1mvL29+eijjwBrgpB+/foRHByMiDBp0iSqVq0KwMmTJ0lJSSmRzn7gwIHUqVOHFi1aANC9e3fGjh3Lrl27mD17NnPmzKFy5cqMGTOGf/zjHwCMHTvWSKIyatQolixZQk5ODr6+vjz33HO89dZbLud5xowZHDt2jHHjxjFu3DgANm3aRH5+PuPHj6dRo0aEh4cD1j18zz33HNOmTeOzzz7Dy8uLypUrG68z9uzZk82bNxMcHIxSio4dO/Loo4+SnZ1Nhw4dKCgooLCwkIcfftiQknfo0IFNmzbRuHFjypYty7vvvkuVKlUAmDx5Mu3atUNEaNq0qdGmT58+XLhwAREhNDSU2bNnAxAYGEizZs0wmUyUKVOG5557zkHpoNFoNBqNRqMpHWhJ9y2AUipLRCoqpe4A9gH/EpFDSqkpWAXbo120uxtrgpN/i8hqu3Iv4G4RuaiUug2rL+5rEZmtlHoZCBaRgUqpJ4DuItLL1di0pNszKC1yTY17dJw8Ax0nz0DHyTPQcfIMSkuctKRb42mMAdaIyCHb77eA3kqpABf1BwH1gbHFlAC3AxuVUvuBJKyrbR/b2swFqiiljgHDgVgn/Zbg90i6wfofgeLS6JSUFNq0aWOIqT/44INrNz5mDCaTidDQUNq3b09qairOcCXDLqJr164OY9y3bx8tWrQgODiYRx991EicUrRfLjQ0lJCQENasWWO0mTp1KkFBQTRp0oTevXuTm5sLWFfr6tevj1KKixcvUpzExES8vLxYuXIl4F5KLiKMHj2aBg0aEBgYyLRp09zOHcAHH3xAkyZNCAoK4v333zfK33rrLR577DHjOuvXr3c6dxqNRqPRaDSam8zNfm9TH7f28Uck3RkZGRIYGFhCGp2amiq7d+8WEas4OyAgQA4ePCgiIpcvXzb6/eCDD+SFF16Q4riTYYuIrFq1Snr37u0wxoiICElISBARkblz58obb7whIlYZd0FBgTGuatWqSUFBgZw+fVr8/f2NvXePPfaYzJ8/X0SsYu8TJ05InTp1HPbwiYiYzWZp06aNdOrUyalIu7iUfN68edK3b19jX13RHLmauwMHDkhQUJAx7nbt2snRo0dFROTNN9+UgQMHlrimpvRRWvYUaNyj4+QZ6Dh5BjpOnkFpiRN/gz1veuXtFsFO1O2vlPrJ9v0hpdTnbtr0UUrtt0m6v1dKhdidO2krT1JK7bIrr6yU+kopddT26XMj4/s9ku4lS5bQvXv3EtLoGjVqGPvI7rzzTgIDAw1P2113XfOQZ2dn48xe4E6GnZWVxXvvvccbb7zh0CY5OZlWrVoBEBUVxapVqwAoX768IQ7Pzc11uJ7ZbObq1auYzWZycnKM+woLC8Pf39/p/EyfPp0ePXq4FGQXl5LHxcUxduxYw39X1M7V3B0+fJjIyEhj3K1bt2b16tVOrqTRaDQajUajKa3oh7e/AUqpDsUk3UlKqTXACaC1WCXdbwMfFWvaRqxeOPt3h2OBb0QkAPiG67w2+Uck3cnJyWRkZLiVRp88eZK9e/cSGRlplI0ePRo/Pz8WL15sJBGxx50Me8yYMbz66qvGw1ERQUFBxMfHA7BixQoHHcCPP/5IUFAQwcHBzJ49Gy8vL2rVqsWIESOoXbs2NWrUoFKlSrRv397dFHHmzBnWrFnDiy++6LJOcSn58ePHWb58OREREXTq1MnQCbiauyZNmrBt2zbS0tLIyclh/fr1DveyZs0aTCYTzzzzDBkZGW7Hq9FoNBqNRqO5OeiHt78BIrJRSoq6u4nI9yJS9C/1HwDfG+jOXtK9EPjXHx2XK0m32Wxm9+7dLqXRWVlZ9OjRg/fff99hxW38+PGkpKTQp08fZsyYUeJ6rmTYSUlJHD9+nG7dupVoM2/ePGbNmkXTpk3JzMykXLlyxrnIyEgOHjxIYmIiEyZMIDc3l4yMDOLj4zlx4gSpqalkZ2ezaNEit/MwdOhQJk2aZKyiFceZlDwvLw9vb2927drFgAEDeOaZZ9zOXWBgIDExMbRv356OHTsSGhpK2bLWTKAvvvgiixcvJikpiRo1avDqq6+6Ha9Go9FoNBqN5uagVQGaIp4FvrT7LcAmpZQAH4pI0arcPSJy1vb9N+Ce4h39r5Lu/Px8GjZs6FQabTabee2114iMjKRy5cpOhZD16tUjNjaWNm3aOJS7kmGXL1+e77//nnvvvZfCwkIuXbpEaGiokdTj9ddfB6wJU6pXr+70mmazmYULF3L27Fm8vb05ePAgYE3Dv2LFCnx9rz0X5+bmsn37dipVqgTAd999x7Zt2wDr66Px8fH8/PPPPPjgg4BzKXnlypWpWbMmCQkJ+Pj4sHfv3uvO3X333ceUKVMA+Pjjj6lW7Vpsrl69yrfffktwcDBLlizRos1SipagegY6Tp6BjpNnoOPkGeg4/YXc7E13+vhzDmyibsAf+Mn2/SHg8xto2wY4DFSxKyuSdFfHqh9oZft9qVjbDHd9/xFJ96FDh6Rt27YlpNEWi0X69u0rQ4YMkeIkJycb36dNmyY9evQoUceVDNue4mMsSvhRWFgoffv2lblz54qIyC+//GIkLDl58qTUqFFDLly4ID/88IM0btxYsrOzxWKxyNNPPy3Tpk1zuIazhCVFREdHl0hY4kxKHhMTY4xly5YtEhER4Xbu7O/l1KlT0rBhQ8nIyBARa8KVoji899578vjjjzsdm+bmU1o2hGvco+PkGeg4eQY6Tp5BaYkTf4OEJXrl7W+OUsoEzAE6iYgh25Zrku7ztv1xzYBvgXNKqRoiclYpVQM4767/PyLpDgwMpGPHjiWk0d999x2ffPIJwcHBhIaGAvCf//yHzp07Exsby5EjRyhTpgx16tQxBNT2km5XMmx3LF26lJkzZwJW8Xf//v0B62rZxIkTue222yhTpgyzZs2iatWqVK1alZ49exIeHo6XlxdhYWE8//zzAEybNo133nmH3377DZPJROfOnZkzZ47b67uSksfGxtKnTx+mTp1KxYoVjX5czR1Ajx49SEtL47bbbmPmzJncfffdgFWfsH37dipWrIi/vz8ffvih2zFpNBqNRqPRaG4OWtJ9i2An6vbHutrWRCn1EDBCRB5x0aY2sBl4WkS+tyuvAJQRkUzb96+AcSKyQSn1LpAmIhOVUrFAZREZ5WpcWtLtGZQWuabGPTpOnoGOk2eg4+QZ6Dh5BqUlTlrSrbnVGQtUAWYVUwLcA3ynlNoH7AS+EJENtnMTgSil1FHgYdvv6+JM0v34448bYmh/f39jNS0/P5/+/fsTHBxMSEiIwzvUHTt2JCQkhKCgIAYOHEhhoWM2yylTpriUYAOULVvWuGbXrl2N8m+++Ybw8HBCQ0N58MEHOXbsGADDhg0z6jdo0MBYrTp16pRRPygoyFjpA3jooYdo2LCh0e78+fNGm3bt2mEymXjooYc4ffq00WbhwoUEBAQQEBDAwoULjfKlS5cSHByMyWSiY8eOxn2NHDmSRo0aYTKZ6NatG5cuXbru3LkaVxGrVq1CKWXsCdRoNBqNRqPRlDJu9nub+ri1D3eSbnuGDx8u//73v0VEZMaMGdKvXz8Rse7TCg8PN2TURTJui8Ui3bt3l6VLlxp9/Prrr9K+fXupXbu2yz1lFSpUcFoeEBAghw4dEhGRmTNnSnR0dIk606ZNk/79+4uISF5enuTm5oqISGZmptSpU0fOnDkjIiKtW7eWxMTEEu179uwpCxYsEBGRb775Rp566ikRsQq469atK2lpaZKeni5169aV9PR0KSgokGrVqhn3MnLkSHnzzTdFRGTjxo3GnrtRo0bJqFGjrjt3rsYlYpWkt2zZUiIjI13W0dx8SsueAo17dJw8Ax0nz0DHyTMoLXHib7DnTa+83eIUybvdnC+0c799ZldeVyn1o1LqmFJquVKqnK38dtvvY7bz/jcyDmeS7iJEhE8//dTwmB06dIi2bdsCVsn03XffbawGFakBzGYz+fn5DnLsYcOG8c477zgVdF8PV8Jwe5YuXWqMsVy5ctx+++2ANW2/xWK57jXs76tNmzaGP27jxo1ERUVRuXJlfHx8iIqKYsOGDcZf0uzsbESEK1euGONq3769IQlv3ry5sYrnbu7cMW/ePGJiYvD29r5uXY1Go9FoNBrNzUE/vP0NUEr1dyLpnmk7fVWuud+62jWbBEwVkfpABlaVALbPDFv5VFs9l7iTdBexbds27rnnHgICAgAICQnhs88+w2w2c+LECXbv3u0glO7QoQPVq1fnzjvvpGfPngDEx8dTq1YtQkJC3F4rNzeXiIgImjdvztq1a43yOXPm0LlzZ3x9ffnkk0+IjXV0j586dYoTJ04YD0ZgVQeYTCb8/PyIiYlxeODr378/oaGhvP3221j/R5D1vlavXg1YpdiZmZmkpaVx5swZ/Pz8jLa+vr6cOXOG2267jbi4OIKDg6lZsyaHDh0yXHj2zJs3j06dOt3Q3Dkb1549ezh//jxdunRxO3cajUaj0Wg0mpuLfnj7GyAi86WkpPtlV/WVdemqLbDSVmQv47aXdK8E2qk/stRlh/2KFlj3x/n6+hIREcHQoUO5//77DaE0WFeqzp49S15eHps3byYnJ4f//Oc/jBs37rrXOnXqFLt27WLJkiUMHTqU48ePAzB16lTWr1/P6dOn6d+/P8OHD3dot2zZMnr27OkwDj8/P/bv38+xY8dYuHAh586dA2Dx4sUcOHCAbdu2sW3bNj755BMAJk+ezNatWwkLC2Pr1q3UqlXLob/iFBQUEBcXx969e0lNTcVkMjFhwgSHOuPHj8fLy4s+ffpcd+6cjctisTB8+HBeeuml686dRqPRaDQajebmolUBGm9bohIzMFFE1mJNYnJJRMy2OqeBWrbvtYAUABExK6Uu2+obGUJuVNINUFhYyPLly/nwww8dyv/5z3/yz3/+E4BBgwZx6dKlEvLHBg0aMGvWLFJSUkhOTqZhw4YAXLhwgaCgIOLi4py+qnn06FHgmqQ7JCSEH3/8katXr5KQkEDt2rWZOXOmw/XmzJnDkCFDXAooq1SpwuzZs42U/kXXCA8PZ82aNdSuXRuAwYMHA1Yp9pIlS0hKSuLy5cskJSUZfe/cuZPQ0FDmzp1LRkYGKSkppKSkEBAQwNKlSw1594YNG1i3bh1Tpkxh69atNzR3xcdVuXJl9u7dy5AhQxg6dCjp6el07NiR8ePHG/OpKT1oCapnoOPkGeg4eQY6Tp6BjtNfyM3edKeP/9sDm7zbzfkiGXc94CRwH1AVOGZXx49r4u+fAF+7c8eBqq76dyfpFhH58ssvpVWrVg5l2dnZkpWVJSIimzZtkpYtW4qINTFIamqqiIgUFBRIr169ZPr06VIcVxLs9PR0I8nIhQsXpH79+nLw4EEpKCiQKlWqyJEjR0REZM6cOdK9e3ej3eHDh6VOnTpisViMspSUFMnJyTH6DQgIkP3790tBQYFx7fz8fOnRo4fExcUZ1yxKHvL666/LmDFjRMSasMTf31/S09Pl/7N35tFRFdkf/1QIIAiD7AYCCciShSRNQAIOECNDQFBGILLIyC5uiIgBgsgiM+qwryEoiziICbhAREEZgUR0EGQJ+45ASJA9kEWSdHJ/f3Tn0Z2kO6DzG9JYn3Pe6ffqVd2qV5d4Tll17/fq1avi7e0tV65ckZSUFHnwwQfl4sWLIiLy5ptvyqhRo4x58/X1Nd6VNHfOxiVyK9DYWVITzd2ntASEa5yj/eQaaD+5BtpPrkFp8RN/gIQleuftD47cEuM+pZRKAJoDnwEPKKXcxbL75gmkWJukYFnMnVNKuQNVgCtFDBeiOJHuIUOGEBcXZ3dkEuDixYt06tQJNzc36tataxw7zMzMpFu3bkaCkLCwMF544QWn/dqKdB8+fJjnn38eNzc38vPziYqKws/PD4DFixfTs2dP3NzcqFq1KsuWLTNsxMXF0adPH7tEKIcPH+b1119HKYWIEBkZSUBAAJmZmXTq1Inc3Fzy8vL4y1/+wnPPPQdYNFDGjRuHUor27dsb4t/VqlVjwoQJPPzwwwBMnDjR2DGcNGkS7du3p2zZsnh5ebF8+XLAsqOWnZ1Nx44dAUvSkkWLFjmcu+zsbIfj0mg0Go1Go9G4Blqk+x6nQLzbwbuqQJaIZCulagDbgL+KyCGl1CfAZyISp5RaBOwTkYVKqZeBABF5QSnVB+ghIr0c9a9Ful2D0iKuqXGO9pNroP3kGmg/uQbaT65BafHTH0GkW++8/bHxBd5TSuVjSV7zTxE5ZH03FohTSv0D2AMstZYvBVYopU4AV4E+/+MxazQajUaj0Wg0f0h0tsl7HEe7btZ3/xGRABEJsv4utXl3SkRaiUgjEXlaRLKt5Tetz42s70/dzjgGDx5MrVq1aNasmVHWu3dvTCYTJpMJb29vTCYTcCthh8lkIigoiDVr1gCW1PxhYWH4+fnh7+/P3LlzS7RVmLlz59KsWTP8/f2ZM2eOUZ6UlETr1q0xmUy0bNmSHTt2FMwDI0aMoFGjRgQGBrJ7926jzdmzZwkPD8fX1xc/Pz9Onz4NwM8//0xISAiNGjWid+/e5OTkGPXDwsJo3rw5gYGBrF+/3rC1b98+2rRpg7+/PwEBAdy8eZOsrCy6du2Kj48P/v7+dvIFZ86coUOHDgQGBvLoo48aOm8AY8aMwd/fH19fX0aMGIGIkJ6ebsyPyWSiRo0ajBw50m5uPvvsM5RSt6ULp9FoNBqNRqO5C9ztoDt9CcBkIPIO2zhMRAJ4Y00wUkKdZ2yeHwW+/G9/W5MmTUREJDExUXbt2lUkYUkBo0aNkrfeektELEk3cnNzRUQkNTVVatasKbm5uZKamiq7du0SEZEbN25I48aN5eDBg05t2bJ//37x9/c37Hfo0EGOHz8uIiIdO3aU9evXi4jIV199JaGhocZ9586dJT8/X7Zt2yatWrUy7IWGhsrGjRtFxJJMJTMzU0REnn76aYmNjRURkeeff14WLlwoIiLPPfeccX/w4EHx8vISEUsykYCAAElKShLnxc6aAAAgAElEQVQRkcuXL4vZbJbMzEzZvHmziIhkZ2dL27ZtjTFGRETI8uXLRURk06ZN8re//U1ERH744Qd55JFHxGw2i9lsltatWxcbRBwcHCyJiYnG81dffSXt2rWTkJAQnbCkFFNaAsI1ztF+cg20n1wD7SfXoLT4iT9AwhK98/YHQCkVUFikG1gPPPP/3XeBSHf79u2LTdsPlv+BsHr1aiNxScWKFXF3t5zovXnzppEoxMPDg+DgYAAqV66Mr68vKSkpTm3ZcvjwYUJCQgz7oaGhhmi2UoobN24AcP36dUNwOz4+nv79+6OUonXr1qSlpXH+/HkOHTqE2Ww2EoZUqlSJihUrIiJs3rzZEA8fMGCAIQbuqI+NGzcSGBhoCIxXr16dMmXKULFiRcLCwgAoV64cwcHBxg7boUOHDMHwsLAw4uPjjT5u3rxJTk4O2dnZ5ObmUrt2bbt5OHbsGBcvXqRdu3ZG2bJlyxg7diz33XdfsT7SaDQajUaj0dx99OLNCUqpvymldlgXPO8ppcoopTKUUm8rpfYqpX5UStW21q2tlFpjLd+rlHrEWj5KKXXAeo20sT1eKXVUKfUt0NSm/CGl1NdKqV1Kqa1KKR9reQOl1Dal1E9Kqb/fwTd4AwuBfOv1koiYgBtAO+u3vVaoTTWl1Fql1D7rNwZayycrpZYppRKUUqeUUiN+08QWYuvWrdSuXZvGjRsbZdu3bzeOEC5atMhYzBVw+vRp9uzZQ0hISIm2CmjWrBlbt27lypUrZGVlsX79epKTkwGYM2cOo0ePpl69ekRGRhpi2CkpKdSrV8+w4enpSUpKCseOHeOBBx6gR48eNG/enNGjR5OXl8eVK1d44IEHjPEW1AeYPHkyH330EZ6ennTp0oX58+cDlsWUUopOnToRHBzMtGnTiow9LS2NdevW0aFDBwCCgoKMheeaNWtIT0/nypUrtGnThrCwMDw8PPDw8KBTp074+vra2YqLi6N3797Gonj37t1cvHiRrl27OvWTRqPRaDQajebuohOWOEAp5Qv0Bv4sIrlKqYVAP+B+4EcRGa+UmgY8B/wDmAckikh3pVQZoJJSqgUwCAgBFLBdKZWIZdHcB0tafndgN7DL2vX7wAsiclwpFYJl4fUYMBeIEZF/WTM+3i4XgY4iclMp1RiIBVoCUViOaj5h/d5Hbdq8BewRkaeUUo8B/wIKgsh8gDCgMnBUKRUjIrmF5u62RboBZs+eTatWrYqUR0dHc+bMGd544w3uv/9+ypUrB1gErl999VWGDh1qF4PmzFYBf/3rX2nTpg0VKlTA29ub8+fPk5CQwLx58xgyZAihoaFs2bKFHj16MHPmTK5cucKePXswmy165deuXWPXrl388ssvJCQk8P7771O7dm3eeustoqKiaNu2rSH2DRbZg4JvXr16Ne3ataNXr14cPHiQnj17smzZMo4ePcq3337LokWLKF++PK+//jplypShRYsWgEXI/I033qBLly6cPXuWs2fP0qNHD+bNm8eCBQsIDAykRo0abNu2jevXr/P9998TGxsLQGRkJLVr1yYwMNCYg2XLljFu3DgSEhLIz89n1KhRvPLKKyQkJJCWlsauXbvIyMgodv40dxctguoaaD+5BtpProH2k2ug/fQ/5G6f2yytFzAcSAWSrNdRLLFp2dySWOgNLLHeXwLKF7LxKjDF5vnvwAhgZKHyWUAkUAn41abPJOCwtc4VoKz1/k/cZswbFh22FcB+q70sa/mj2MS42T5jyS7Z0OZdsrXPycB4m/LD2Ah2F3eVJNKdm5srtWrVkuTkZHFEWFiYEYeVk5Mj4eHhMnPmzCL1bseWLePGjZPo6GgREfnTn/5kiHDn5+dL5cqVRURk2LBh8vHHHxttmjRpIqmpqbJt2zY7cfF//etf8tJLL0l+fr5Ur17diNn7z3/+I+Hh4SIi4ufnJ2fPnjXaNGjQQC5cuCCxsbHSv39/o3zKlCkybdo043nQoEHyyiuvOPyO9PR0qVu3roiITJs2TaZMmWK8e+utt2Tq1KnGc1JSkjRu3Nh4TktLk+rVq0vt2rXFy8tLypcvLx4eHjrurZRSWmIKNM7RfnINtJ9cA+0n16C0+Akd8/aHRgEfiojJejUVkclArvUfB0Ae/93dSzcgzaZPk4jYnnn7LaJ8rwEXgCAsO27lfucYs23uf/f3f/vtt/j4+ODp6WmU/fzzz8ZO15kzZzhy5Aje3t6ICEOGDMHX15dRo0bdlq3CXLx4EbBkfvz888955hlL2F+dOnVITEwEYPPmzcaxy27duvGvf/0LEeHHH3+kSpUqeHh48PDDD5OWlsalS5eMNn5+fiilCAsL49NPPwXgww8/5K9//SsA9evXZ9OmTYAl/u7mzZvUrFmTTp06sX//frKysjCbzSQmJhri4W+++SbXr1+3y4wJcPnyZfLz8wF49913GTx4sNFHYmIiZrOZ3NxcEhMT7Y5NxsbG2sUDVqlShcuXLxMXF8fp06dp3bo1X3zxBS1b3tMSKRqNRqPRaDQuiV68OWYTEKGUqgVGHJhXCfVftNYto5SqAmwFnlJKVVRK3Q90t5Z9Zy2voJSqDDwJICI3gJ+VUk9b7SilVJDV/g/c0lTrdwffUQU4LyL5wLNAGWt5Opajj8WxtaAP63HKy9ax3TEVylq669u3L23atOHo0aN4enqydKlFlSAuLq5IcpHvv/+eoKAgTCYT3bt3Z+HChdSoUYMffviBFStWsHnzZiPlvW26/eJspaam0qVLF+O5Z8+e+Pn58eSTTxIdHc0DDzwAwOLFi3n99dcJCgrijTfe4P333wegS5cuNGzYkEaNGvHcc8+xcOFCAMqUKcOMGTPo0KEDAQEBiAjPPfccAFOnTmXWrFk0atSIK1euMGTIEABmzpzJ4sWLCQoKom/fvixfvhylFFWrVmXUqFE8/PDDmEwmgoOD6dq1K+fOnePtt9/m0KFDBAcHYzKZWLJkCWARw2zatClNmjThwoULjB8/HoCIiAgeeughAgICCAoKIigoiCeffNL4fkfJXDQajUaj0Wg0pR91axNJUxilVG9gHJZFbi7wMvCtWLXTlFIRwBMiMtCauOR9oCGWHakXRWSbUmoUMNhqcomIzLG2HQ/0B84A54BDIjJDKdUAiAE8gLJAnIhMsZZ/jGWn6zPgTXGg4WZNUvKliDSzxrl9BmQBW4BXRKSSUqos8A1QHViO5ahkpIg8oZSqBiyzfksWMExE9imlJmM5rjnD2s8B6/efdjSHTZs2laNHj97GbGvuJgkJCTz66KN3exiaEtB+cg20n1wD7SfXQPvJNSgtflJK7RKRe/r4kN55c4KIrLIeXQwUkRYi8qPtgklEPhWRgdb7CyLyV7GIXZtEZJu1fJaINLNec2zavm09ihkuIoMLFkQi8rOIdBaLcLafiEyxKW8jIg+LyD8dLdysdU+LSDPr/XHr+FuLyLiCdiKSKyKPWfuZLSIJYk1eIiJXReQpm3b7rOWTC8ZpfW7mbOFmS3Ei3ZMnT6Zu3brF7qKB5WhjpUqVmDHD6JK0tDQiIiLw8fHB19eXbdu2AXD16lU6duxI48aN6dixI9euXSt2HI6Etdu1a2eMo06dOjz11FOA5T9GVapUMd5NmTLFsDV79mz8/f1p1qwZffv25ebNm05tTZ8+3Shv1qwZZcqU4erVq06/a8KECQQGBmIymQgPDyc1NRWAlStXEhgYSEBAAI888gh79+4tcY727t1LmzZtCAgI4MknnzRkC1auXMnQoUONsbm5uZGUlHQ7btVoNBqNRqPR/C+520F3+rq3L2ci3ZMmTZLp06eLI3r27CkRERF2dfr37y+LFy8WEYtw9bVr10REZPTo0fLuu++KiMi7774rY8aMKdamI2FtW3r06CEffvihiFgCcLt27Vqkzrlz58Tb21uysrJExCLM/cEHHzi1ZcsXX3whYWFhJX7X9evXjTpz586V559/XkQsYtxXr14VEZH169fbiYc7stWyZUtJSEgQEZGlS5fKm2++abQpCDTet2+fNGzYsMh4NaWD0hIQrnGO9pNroP3kGmg/uQalxU/ohCWa0oJSaotSqlOhsqlKqRtKqV9tBLi3F6pT3do2Qym1oNC7Fkqp/UqpE0qpecoq/GWN7/u3Uuq49beqtVxZ652wasAFlzTu2xHpLo61a9fSoEED/P39jbLr16/z3XffGTFk5cqVM2LW4uPjGTBgAGAvjG2LI2FtW27cuMHmzZuN3TJnmM1mfv31V8xmM1lZWYbo9u3Ysk0c4uy7/vSnPxltMjMzDW22Rx55hKpVqwLQunVrQ7zbma1jx47Rvn17ADp27Mhnn31W7Lj69OlTpFyj0Wg0Go1Gc/fRizfXIZZbCUsKCAWeAE7KreyUIYXq3AQmYJEiKEwMFp26xtars7U8CtgkIo2xJGKJspY/blN3mLX976JAp2zw4MHGUceMjAymTp3KpEmT7Or+/PPP1KxZk0GDBtG8eXOGDh1KZmYmABcuXMDDwwOABx98kAsXLhTpy5Gwti1r166lQ4cOdoumbdu2ERQUxOOPP87BgwcBqFu3LpGRkdSvXx8PDw+qVKlCeHh4ibYAsrKy+Prrr+nZs2eJ3wUwfvx46tWrx8qVK+2ObRawdOlSHn/88RJt+fv7Ex8fD8Ann3xiCJTbsmrVKp3QRKPRaDQajaaUohOWuAjWJCJHsOiq5ViTknyHZQG3Tqwxbk7aDwRaishw67MHsEVEfKzPfYFHReR5pdRR6/15a70EEWmqlHrPeh9rbWPUK9SXrUh3i08+WQ1YRLrHjRvHBx98AFji1KpUqYJSimXLlnHlyhXGjh1LTEwMPj4+hIWFsXz5cipUqEDv3r05evQoL730EvPnz8fPz4/58+dz//33M3jwYJ544gm+/PJLYwxPPvkk69ats5uDxMREpk+fbiesHRISQteuXY06Y8eOpUuXLoSGhgKW3S43NzcqVKjAjz/+yIIFC/joo49IT09n0qRJTJw4kUqVKjF58mRCQ0ONXb3ibBWwefNmvv32W9555x0Ap99ly8qVK8nJyWHQoEFG2Z49e5gzZw7z5s2jSpUqTm2dPXuW+fPnc/36df785z/z+eefG4u5jIwMzp49y4wZM1i2bJmTf0mau0lGRgaVKjkMd9WUErSfXAPtJ9dA+8k1KC1+CgsLu+cTltz1c5v6uv0L+BL4q/U+CpiBjSB3CW0HAgtsnltiyZxZ8NyOWyLdaTblquDZ2n9bm3ebsCwIHfZbkkh3ce/atm0rXl5e4uXlJVWqVJGqVavK/Pnz5fz58+Ll5WW0+e6776RLly4icks8W0QkNTVVCmLtbHEkrF3ApUuXpFq1avLrr78WO0YRES8vL7l06ZKsXr1aBg8ebJR/+OGH8uKLL96WraeeekpWrlxpPDv7LlvOnDljN3979+6Vhg0bytGjR+/Y1tGjR+Xhhx82nrds2SIjR46Ut99+2+G3a+4+pSWmQOMc7SfXQPvJNdB+cg1Ki5/QMW+aUobt0ck+1uf/V6x/CP8v27Pnz9/asFuzZo2RiXLr1q2cPn2a06dPM3LkSN544w2GDx/Ogw8+SL169SiQHti0aZMhZt2tWzc+/PBDwF4Y2xZHwtoFfPrppzzxxBPcd999Rtkvv/xSsFBlx44d5OfnU716derXr8+PP/5IVlYWIsKmTZvsxLCLswWWmLTExES78Tn7ruPHjxv14uPj8fHxASxZM3v06MGKFSto0qTJbdkqECjPz8/nH//4By+88ILRLj8/n9WrV+t4N41Go9FoNJpSjPvdHoDmjogHZlsThVQUkV3W45O/hRTA0+bZ01oGcEEp5SG3jk1etGlTz0GbYrEV6U5ISODy5ct4enry1ltvkZCQQFJSEkopvL29ee+990oc9Pz58+nXrx85OTk0bNjQOIIZFRVFr169WLp0KV5eXqxebTmquXPnThYtWsSSJUvshLVFhBYtWhjC2mAR+Y6KirLr79NPPyUmJgZ3d3cqVKhAXFwcSilCQkKIiIggODgYd3d3mjdvzrBhw5zaAssiNTw8nPvvv/+2v+vo0aO4ubnh5eXFokWLAJgyZQpXrlzhpZdeAsDd3Z2dO3c6tRUbG0t0dDQAPXr0sDt+uW/fPurVq0fDhg1L9IFGo9FoNBqN5u6gY95cDKXUKqApEC8ik2wFuUtoNxCbmDdr2Q5gBLAdWA/MF5H1SqnpwBUR+adSKgqoJiJjlFJdgeFAFyAEmCcirZz1q0W6XYPSIq6pcY72k2ug/eQaaD+5BtpPrkFp8ZMW6daURmKBIO7gyKRS6jQwCxiolDqnlCo4K/gSsAQ4AZwENljL/wl0VEodB/5ifQbLAu+Utf5ia/vb4k5Euq9cuUJYWBiVKlVi+HBjrUl6erpR12QyUaNGDUaOHAlAdnY2vXv3plGjRoSEhBji27bcvHmTVq1aERQUhL+/v102y379+tG0aVOaNWvG4MGDyc3NBZwLa8+dO5dmzZrh7+/PnDmG/jpJSUm0bt0ak8lEy5Yt2bFjB2A5Mvnkk08a/RfsiAGMGTMGf39/fH19GTFihHFUMzY2loCAAAIDA+ncuTOXL1822syfPx8fHx/8/f0ZM2aM07mzpVu3bnZ+mDBhAkOGDCkiBK7RaDQajUajKWXc7aA7fd3b128R6c7IyJCtW7dKTEyMvPzyy0XeFxAcHCyJiYkiIhIdHW0IWMfGxkqvXr2K1M/Pz5f09HQREcnJyZFWrVrJtm3bRETkq6++kvz8fMnPz5c+ffrIwoULi7S3Fdbev3+/+Pv7S2ZmpuTm5kqHDh3k+PHjIiLSsWNHWb9+vWE3NDRURETefvttQzz84sWLUrVqVcnOzpYffvhBHnnkETGbzWI2m6V169ayZcsWyc3NlZo1a8qlS5dExCJEPmnSJBER2bx5s3To0EFu3rwpIiIXLly4rbn77LPPpG/fvnZ+uH79uhFobCsEril9lJaAcI1ztJ9cA+0n10D7yTUoLX5CJyzRuBIOhLxHKqU2KKUOWJ8fVUp9WbwF4/11G9HviTbvOiuljlpFuosGdBXDbxHpvv/++2nbtm2RZB+2HDt2jIsXL9KuXTvAXqQ7IiKCTZs2Yfkbtvs2I41tbm4uubm5huh1ly5dUEqhlKJVq1aG6LUttsLahw8fJiQkhIoVK+Lu7k5oaCiff/650c+NGzcAy25bgXi3Uor09HREhIyMDKpVq4a7uztKKW7evElOTg7Z2dnk5uZSu3Zt4480MzMTEeHGjRuGrZiYGKKioihfvjwAtWrVKnHuMjIymDVrFm+++aZduSMhcI1Go9FoNBpN6UIv3u4RrIu2RsDHNguvNViyUr57h+a2yi3R7ylW+2WAaCxC3X5AX5vjl7+Z4kS6b4e4uDh69+5tLDRSUlKoV8+SS8Xd3Z0qVapw5cqVIu3y8vIwmUzUqlWLjh07EhJir2mem5vLihUr6Ny5s115YWHtZs2asXXrVq5cuUJWVhbr1683RK/nzJnD6NGjqVevHpGRkbz7rmX6hw8fzuHDh6lTpw4BAQHMnTsXNzc32rRpQ1hYGB4eHnh4eNCpUyd8fX0pW7YsMTExBAQEUKdOHQ4dOsSQIUMAy+J169athISEEBoayk8//VTinE2YMIHXX3+dihUrFnm3ZMkSp0LgGo1Go9FoNJq7j1683SOIyDdYYuHygFYiYgJeA+oAyf+FLloBJ0TklIjkAHFA0Xz8d8CLL77IyZMnSUpKwsPDg9dff/2228bFxRm7YHdCmTJlSEpK4ty5c+zYsYMDBw7YvX/ppZdo3769saNXwLp16/jzn/9s7B76+voyduxYwsPD6dy5MyaTiTJlLJk1Y2JimD17NsnJycyePdtYcH3zzTeYTCZSU1NJSkpi+PDh3LhxgxMnTnD48GHOnTtHSkoKmzdvZuvWreTm5hITE8OePXtITU0lMDDQWAiazWauXr3Kjz/+yPTp0+nVq1eRnUZbkpKSOHnyJN27dy/2/dChQ0lOTqZfv34sWLDgjudVo9FoNBqNRvP/j5YKuIcQkavWDJKPY5EV6AOs5s512toopfYCqUCkiBwE6mK/CDyHJeNkEZRSw4BhADVq1CQhIQGwaKZlZmYaz7YEBATw8ccf2707cuQIKSkpReqfOHGC9PR00tPTjXcVKlQgPj4ef39/8vLyuHz5Mvv373d6BNDb25vo6Gh69+4NWPThjh8/zpQpU4r0uWDBAkJDQ+3KH3roIWbOnAnA4sWLqVnT8q3Lli2je/fuJCQkULNmTbZt20ZCQgIzZszgmWeeITExEYCqVauycuVK9u7dS+3atY1U/z4+Pnz00UccPHiQa9eukZycTHJyMo0bNyY2Npa2bdtSsWJFGjZsaNjKyckhPj6eBx54oNi5i4+P5z//+Q8PPvggeXl5pKWlYTKZjEQrGRkZJCQk0LBhQ6KioggLC3M4b5q7R4GfNKUb7SfXQPvJNdB+cg20n/6H3O2gO339dy+gHxBrvU8CWgDewAFr2aNYpAUctf8TUMl63wU4br2PAJbY1HsWWFDSeOo1eEgK+Pnnn+0SZaSmphr3s2bNkt69e4stH3zwQbFJN8aOHSsTJ060K1uwYIFdwpKnn366SLuLFy/KtWvXREQkKytL2rZtK+vWrRMRkcWLF0ubNm0kKyurSLu0tDSpWrWqZGRk2JUXJAk5c+aMNG3a1LDt4+NjBO5+++23EhwcLCIiL7zwgpFw5JdffpE6derIpUuXJC4uTjp06CC5ubmSk5Mjjz32mHzxxReSkpIiDz74oFy8eFFERN58800ZNWqUiIjExMTIhAkTRETk6NGj4unpKfn5+SXOnUhRPxw7dswY77x586Rnz57FttPcfUpLQLjGOdpProH2k2ug/eQalBY/8QdIWKJ33u49fpeQt4jcsLlfr5RaqJSqwW8Q6IbfLtLt7e3NjRs3yMnJYe3atWzcuBE/P0uI3erVqw1ZgQKGDBnCs88+S6NGjahWrRpxcXEApKamMnToUNavX8/58+cZMGAAeXl55Ofn06tXL5544gkAXnjhBby8vGjTpg1gEbGeONGSq8WRsHbPnj25cuUKZcuWJTo62tj1Wrx4Ma+++ipms5n77ruP999/H7DEnA0cOJCAgABEhKlTp1KjRg0iIiLYvHkzAQEBKKXo3LkzTz75JACTJk2iffv2lC1bFi8vL5YvXw5YpBcGDx5Ms2bNKFeuHB9++KGxy+hs7oojKiqK3bt3U7lyZTshcI1Go9FoNBpN6UKLdN+DOBPyVko9iuUo5BMO2j4IXBARUUq1Aj4FvIAywDGgA5ZF20/AM2I5UukQLdLtGpQWcU2Nc7SfXAPtJ9dA+8k10H5yDUqLn7RIt8ZVuWMhbxsigAPWmLd5QB/rTrQZGA58AxwGVpe0cLPlTkS6Ad59910aNWpE06ZN+eabbwBITk4mLCwMPz8//P39mTt3rlG/d+/ehh1vb29MJlOx4/D29iYgIMAQ0C5g9OjR+Pj4EBgYSPfu3UlLS7Nrd/bsWSpVqsSMGTOcfpMtM2fORCllCGsfOXKENm3aUL58eTs7ALNnz8bf359mzZrRt29fbt68afd+xIgRhswBOBYlz83NZcCAAQQEBODr62skOHH27Z988gkDBw7Ezc3NiLvTaDQajUaj0ZQ+9OLtHkRE1oqIEpEj1ufTItLMep/gaNfN+n6BiPiLSJCItBaR/9i8Wy8iTUTkIRF5+07GNHDgQL7++usi5a+99hpJSUkkJSXRpUsXAA4dOkRcXBwHDx7k66+/5qWXXiIvLw93d3dmzpzJoUOH+PHHH4mOjubQoUMArFq1yrDTs2dPevTo4XAsW7ZsISkpyW6h0rFjRw4cOMC+ffto0qSJ3aIHYNSoUTz++OO39U1gWWhu3LiR+vXrG2XVqlVj3rx5REZG2tVNSUlh3rx57Ny5kwMHDpCXl2cc+wTYuXNnERmFpUuXUrVqVU6cOMFrr73G2LFjActCLDs7m/3797Nr1y7ee+89Y2Hn6NubNWvGlClTaN++vcM502g0Go1Go9HcffTi7R5EKZVh/fUuEOd2UK+jUmqXUmq/9fcxm3cJVkHuAs24Wtby8kqpVVah7u0lxdP9FpHu+Ph4+vTpQ/ny5WnQoAGNGjVix44deHh4EBwcDEDlypXx9fUlJcU+7E5EWL169R3LCISHh+PubgkBbd26tZ1I99q1a2nQoAH+/v52bZx902uvvca0adPssl3WqlWLhx9+mLJlyxapbzab+fXXXzGbzWRlZRli3Hl5eYwePZpp06bZ1XckSq6UIjMz07BXrlw5OxHu4vD19bVbZGo0Go1Go9FoSid68fYHRSk1CFgAlMeiDXc/8EWhav3kllj3RWvZEOCaiDQCZgNTf884ihPpthXcBvD09CyySDt9+jR79uwpIrK9detWateuTePGjYvtTylFeHg4LVq0MBKJFGbZsmXGLltGRgZTp05l0qRJt/1N8fHx1K1bl6CgoNuqX7duXSIjI6lfvz4eHh5UqVKF8PBwwDI/3bp1w8PDw66NI1HyiIgI7r//fjw8PKhfvz6RkZHGAvN2vl2j0Wg0Go1GU3rRi7c/KCLygYg0FZFmYhH09gVylFLlS2j6V+BD6/2nQAflTEzNCb9VpDsjI4OePXsyZ86cIrtKsbGxTnfdvv/+e3bv3s2GDRuIjo7mu+++s3v/9ttv4+7uTr9+/QBLXN5rr71mF2/mjKysLN555x2mTJlyW/UBrl27Rnx8PD///DOpqalkZmby0UcfkZqayieffMIrr7xy27Z27NhBmTJlSE1N5eeff2bmzJmcOnUKKPnbNRqNRqPRaDSlGy0VoCmgJ7BbRLJtyj5QSuUBnwH/sOpnGGLdImJWSl0HqgOXCxr9XpHu7OxsEhMT8fT0BGDfvn0EBweTkJCA2Wxm3O8+M5EAACAASURBVLhxhISEUK1aNTtbeXl5rFq1ivfee8+pUOTx48cBaN68ObGxseTn5wPw9ddfs27dOmbOnGmIX2/cuJGPPvqIESNGkJGRgZubG8nJyXTv3r3Ybzp16hTHjh2jadOmAFy6dAl/f39iYmKMHbDTp09ToUIFo01CQgL33XcfBw9a8r/4+vryySefkJyczKFDh4x5yMrKom7duqxcudKhKPncuXPx8/Pjhx9+AKBhw4Z8+OGHhui2o2/PyMggLS2NXbt2kZGR4XDuNHcXLYLqGmg/uQbaT66B9pNroP30P+RuC83p679/ARnWX2+s4twl1PcHTgIP2ZTVtf5WBjYC/a3PBwBPm3ongRqObP8Wke4DBw5IYGCg3Lx5U06dOiUNGjQQs9ks+fn58uyzz8qrr74qxbFhwwZp3759se9ERDIyMuTGjRvGfZs2bWTDhg1GW19fX0MQuzgmTZok06dPtysr/E2F8fLykkuXLjm18+OPP4qfn59kZmZKfn6+9O/fX+bNm1fE1v3332/cOxIl/+c//ykDBw40vtHX11f27t3r9NtFLOKaoaGh8tNPPzn8Fs3dp7SIoGqco/3kGmg/uQbaT65BafETWqRbc6+jlPIE1mBZnJ0sKBeRFOtvulLqY6AV8C9uiXWfU0q5A1WAK47s/xaRbn9/f3r16oWfnx/u7u5ER0dTpkwZvv/+e1asWGGkuwd45513jCyVcXFxRY5M2op0X7hwwdgxM5vNPPPMM3Tu3BmA4cOHk52dTceOHQFL0pKSxKqL+6YhQ4Y4rP/LL7/QsmVLbty4gZubG3PmzOHQoUOEhIQQERFBcHAw7u7uNG/enGHDhjnt25Eo+csvv8ygQYPw9/dHRBg0aBCBgYGcOnXK4bevWbOGYcOGcePGDbp27YrJZDLkGTQajUaj0Wg0pQct0n0PopTKEJFKtuLcDuo9ACQCb4nI5zbl7sADInJZKVUWi17ctyKySCn1MhAgIi8opfoAPUSkl6OxaJFu16C0iGtqnKP95BpoP7kG2k+ugfaTa1Ba/KRFujX3OsOBRsDEQpIA5YFvlFL7gCQsu22LrW2WAtWVUieAUUDU7XRUnKD1hAkTCAwMxGQyER4eTmpqKmBJ4NG9e3cCAwNp1aoVBw7cUjtwJDTtyFZhypQpY4h5d+vWzSjftGkTwcHBmEwm2rZty4kTJwDHYtgrV6407JhMJtzc3EhKSgIsmnOBgYH4+/sb+msFrF692hAZf+aZZ4zyzp0788ADD/DEE/YSfI7GNWvWLPz8/AgMDKRDhw6cOXPGaHP27FnCw8Px9fXFz8/PGPPAgQNp0KCBMeaC8Wo0Go1Go9FoXIS7fW5TX/f21aRJExERSUxMlF27dtnFh12/ft24nzt3rhHDFRkZKZMnTxYRkcOHD8tjjz1m1CsuhsyZrcLYxo3Z0rhxYzl06JCIiERHR8uAAQOMe9vYsl69ehVpu2/fPmnYsKGIiFy+fFnq1atnxM71799fvv32WxEROXbsmJhMJrl69aqIiFy4cMGw8e2338oXX3whXbt2va1xbd68WTIzM0VEZOHChXbjCg0NlY0bN4qISHp6ulFvwIAB8sknnxT7/aXlrLrGOdpProH2k2ug/eQaaD+5BqXFT/wBYt70zts9gI0o9ymlVNNC7+YopcY6aPf/LtJdQHGC1rZp/jMzMw1B60OHDvHYY5ah+Pj4cPr0aS5cuODUviNbt4tSihs3bgBw/fp1QyTbkRi2LbGxsfTp0wewZJts3LgxNWvWBOAvf/kLn332GQCLFy/m5ZdfpmrVqoBFtLuADh06ULly5dseV1hYGBUrVgTsRcUPHTqE2Ww2YvcqVapk1NNoNBqNRqPRuDZ68XZvEQf0KXhQSrkBEUCqzSKs4FqDJb3/kyISAAwAVhSy97tFun/NzXM64PHjx1OvXj1WrlxpaKMFBQXx+eeWELwdO3Zw5swZY3HiTGi6OFuFuXnzJi1btqR169asXbvWKF+yZAldunTB09OTFStWEBVlOQ3qSAzbllWrVhmJUho1asTRo0c5ffo0ZrOZtWvXkpycDMCxY8c4duwYf/7zn2ndujVff/2107lxNi5bli5daoiKHzt2jAceeIAePXrQvHlzRo8eTV7eLR+MHz+ewMBAXnvtNbKzs4vY0mg0Go1Go9GUXvTi7d4iFuht89weOCMiK2wWYQVXdxHZIyIFwWEHgQr/S5FusIhiJycn069fPxYsWABAVFQUaWlpmEwm5s+fT/PmzSlTxpK10pnQdHG2CnPmzBl27tzJxx9/zMiRIzl50pJgc/bs2axfv55z584xaNAgRo0adVvj3759OxUrVjRi+apWrUpMTAy9e/emXbt2eHt7G2M3m80cP36chIQEYmNjee6550hLS3Nqv6RxffTRR+zcuZPRo0cbfWzdupUZM2bw008/cerUKZYvXw7Au+++y5EjR/jpp5+4evUqU6c6XXdrNBqNRqPRaEoZWirgHkJE9iul8pVSQSKyF8suXOxtNr+rIt0NGzYkKirKEJMeMGAAAwYMQETo27cvKSkpxkLHkdC0I1uFKWjv4+PDRx99RFBQENu3b+fXX38lISGB+vXrEx0dTUJCgkMx7IL1anR0NCEhIXbfVLlyZWNhtG7dOu677z4SEhJwc3OjSZMmhoB2zZo1iYuLw8fHB4CkpCSuXLli2EpLS3M4LoBdu3Yxb9485syZw7Zt2wC4ePEi3t7enD17lrNnz9K0aVPWrVvHQw89BEBB5s/mzZuzatUq2rdvD2hxTVdB+8k10H5yDbSfXAPtJ9dA++l/yN0OutPX77+winJb78cD72JZmP8C1L6N9ndFpPvYsWPG/bx586Rnz54iInLt2jXJzs4WEZH3339fnn32WRFxLrLtyJYtV69elZs3b4qIyKVLl6RRo0Zy8OBByc3NlerVq8vRo0dFRGTJkiXSo0cPEXEshi0ikpeXJ3Xq1JGTJ0/a9VOQiOTq1asSFBRk2N2wYYP079/f6N/T01MuX75stNuyZYtdwhJn49q9e7c0bNjQ7rtFRMxmswQGBhoJUwYOHCgLFiwQkVui6Pn5+fLqq6/K2LFj7frWlH60n1wD7SfXQPvJNdB+cg1Ki5/4AyQs0Ttv9x5xWBZbicA+EXGa6eNuinSvX7+eo0eP4ubmhpeXlyGKffjwYQYMGIBSCn9/f5YuXQrgVGQ7KiqqWFs7d+5k0aJFLFmyhMOHD/P888/j5uZGfn4+UVFR+Pn5AZZkIj179sTNzY2qVauybNkywLEYNsB3331HvXr1aNiwod03v/rqq+zduxeAiRMn0qRJEwA6derExo0b8fPzo0yZMkyfPp3q1asD0K5dO44cOUJGRgaenp4sXbqUTp06ORzX6NGjycjI4Omnnwagfv36fPHFF5QpU4YZM2bQoUMHRIQWLVrw3HPPAdCvXz8uXbqEiGAymUoUIddoNBqNRqPRlC60SPc9QIEot83zdixabXNF5AMn7bRItwYoPeKaGudoP7kG2k+ugfaTa6D95BqUFj9pkW6NqxIL+ACfl1CvVIp0r1y5ksDAQAICAnjkkUeMXazk5GTCwsIMkeu5c+catvbu3UubNm0ICAjgySefNNLrF0deXh7Nmze3E8QWEcaPH0+TJk3w9fVl3rx5gOU/RlWqVDGErQuyWB49etROpPtPf/oTc+bMsetn5syZKKW4fPmy0ceIESNo1KgRgYGB7N69267+jRs38PT0ZPjw4UbZo48+StOmTY1+Ll60JP08c+YMHTp0IDAwkEcffdTIxgmOhcgdiXQfOXKEl19+mfLlyzNjxgyH86bRaDQajUajubvoY5P3ALa7btbnOcAcB9Vt6/0D+IeD1y0ctLkJPH2nYxw4cCDDhw+nf//+Rtno0aP5+9//DsC8efOYMmUKixYtokGDBiQmJlK1alU2bNjAsGHD2L59O+7u7sycOZPg4GDS09Np0aIFHTt2xM/Pj6FDhzJjxgxCQ0NZtmwZ06dPN2wXZu7cufj6+tot8JYvX05ycjJHjhzBzc3NWCSB5Ujjl19+aWejadOmxuInLy+PunXrGkc6wbLQ3LhxI/Xr1zfKNmzYwPHjxzl+/Djbt2/nxRdfZPv27cb7CRMmGAlEbFm5ciUtW9r/T6TIyEj69+/PgAED2Lx5M+PGjWPFCovSQ4UKFYyxFWb69OlERETYlVWrVo1XXnnFkDTQaDQajUaj0ZRO9M6bi6OU2qKU6lSobKRSaoNS6oD1+VGl1JfW+4FKqeLz6N96f8lmJ26ozbsBSqnj1mvAnYzzTkS6H3nkEUPI2laA2sPDg+DgYMCS0dHX15eUlBTAom9WsPDp2LGjIYxdmHPnzvHVV18xdOhQu/KYmBgmTpyIm5vlT8JWQLskNm3axEMPPYSXl5dR9tprrzFt2jQ7sfD4+Hj69++PUorWrVuTlpbG+fPnAUvmyAsXLhAeHn5bfdoKmYeFhREfH3/b4y1MrVq18PHxoWzZsr/Zhkaj0Wg0Go3m/x+9eHN9YrER5rbSB0vGyQIeBtoppZKAKUBvq0i3I1bJLT24JQBKqWrAJCAES/KSSUqpqiUN7reIdNtiK0Bty+nTp9mzZw8hISEA+Pv7GwuYTz75xOEu0siRI5k2bZqxSCvg5MmTrFq1ipYtW/L4448bcgIA27ZtIygoiMcff5yDBw8WsRkXF2eIdINlkVa3bl2CgoLs6tkKfgN4enqSkpJCfn4+r7/+usMji4MGDcJkMvH3v/+9IMOnnZD5mjVrSE9PN8TDHQmRgxbp1mg0Go1Go3Fl9OLN9fkU6KqUKgeglPIG6mDVYrPyE7BVREzARCyLs+7cGZ2Af4vIVRG5Bvwb6Pw7x+5UWHvLli0sXbq0iJh0RkYGPXv2ZM6cOcbu3bJly1i4cCEtWrQgPT2dcuXKFenryy+/pFatWrRoUfREaHZ2Nvfddx87d+7kueeeY/DgwQAEBwdz5swZ9u7dyyuvvMJTTz1l1y4nJ4cvvvjCyPqYlZXFO++8U+xC1BELFy6kS5cueHp6Fnm3cuVK9u/fz9atW9m6datxNHLGjBkkJibSvHlzEhMTqVu3riEG7kiIXIt0azQajUaj0bg2OubNxRGRq0qpHcDjQDyWXbfVwO9JI9pTKdUeOAa8JiLJ2IhzWzlnLSvCf0Ok++TJk0ycOJF//vOf7N+/36hnNpsZN24cISEhVKtWzc7WG2+8AVjizWrVqlWkn9jYWDZu3Mjnn39OTk4OWVlZdOzYkfHjx1OtWjXq1KlDQkICVatWZc+ePUXaV6xYkfT0dOLj46lSpQoA33//PQ0aNODw4cMcPnyYU6dOcezYMZo2bQrApUuX8Pf3JyYmBqUU33zzDWazGbCIhZ85c4a1a9eyf/9+Zs2axa+//orZbObq1asMGzbMqAeWheSaNWuMOLoRI0YA8Ouvv/Lxxx/bxbkVFiIPDQ0FnIt0nz59mgoVKmiRzVKMFkF1DbSfXAPtJ9dA+8k10H76H3K3heb09fsvoB8Qa71PwpJsxBs4YC17FPjSej8QWODEVnWgvPX+eWCz9T4SeNOm3gQgsqSx/RaR7jNnzshDDz0kP/zwg9iSn58vzz77rLz66qtSmAJh7Ly8PHn22Wdl6dKlRerYUlgQe+zYsUabLVu2SMuWLUVE5Pz585Kfny8iItu3b5d69eoZzyIivXv3lmXLljnsx8vLSy5duiQiIl9++aV07txZ8vPzZdu2bfLwww8Xqf/BBx/Iyy+/LCIWke6Ctjk5OdKzZ0+JiYkREYvId15enoiIvPHGGzJhwgQRcSxELlKySPekSZNk+vTpTudNc3cpLSKoGudoP7kG2k+ugfaTa1Ba/IQW6da4CPHAbKVUMFBRRHZZj0/eMSJiK7i9BJhmvU/BsggswBNIKMnebxHpnjJlCleuXOGll14CwN3dnZ07d/LDDz+wYsUKAgICMJlMALzzzjt06dKF2NhYoqOjAejRoweDBg0CIDU1laFDh7J+/Xqn44yKiqJfv37Mnj2bSpUqsWTJEgA+/fRTYmJicHd3p0KFCsTFxRlJSDIzM/n3v//Ne++9V9I0ANClSxfWr19Po0aNqFixIh984FCCD7Ac5ezUqRO5ubnk5eXxl7/8xRDcTkhIYNy4cSilaN++vfHtzoTIHYl0//LLLzz99NNkZ2fj5ubGnDlzOHTokF1CGY1Go9FoNBrN3UeLdN8jKKVWAU2BeBGZZF28fSkizZRSj2LZJXtCKTUQaCkiwx3Y8RCR89b77sBYEWltTViyCwi2Vt0NtBCRq87GpUW6XYPSIq6pcY72k2ug/eQaaD+5BtpPrkFp8ZMW6da4ErFAkPX39zBCKXVQKbUXGIHlmCXWRdrfsSQ/+QmYUtLCzZbiRLpHjx6Nj48PgYGBdO/enbS0NMCSpMNWANvNzc2I58rJyWHYsGE0adIEHx8fQxLAmWh1AVlZWXTt2hUfHx/8/f2JirqlL+6o/ZkzZwgODsZkMuHv72/sVgF07tyZoKAg/P39eeGFF8jLs8+sWVik+9q1a3Tv3p3AwEBatWrFgQMHAOeC35MnT6Zu3brGu4IdREdzlJ6ebldeo0YNRo4cCcCsWbPw8/MjMDCQDh06cObMmdt1n0aj0Wg0Go2mNHC3z23q696+mjRpIiIiiYmJsmvXLruYt2+++UZyc3NFRGTMmDEyZswYKcy+ffukYcOGxvPEiRNl/PjxImKJbyuICYuIiJDly5eLiMimTZvkb3/7WxFbmZmZsnnzZhERyc7OlrZt28r69eudts/OzjZiyNLT08XLy0tSUlJEROT69esiYokh69Gjh8TGxhp9nT17VsLDw6V+/frGGCMjI2Xy5MkiInL48GF57LHHiozRbDZL7dq15fTp0yIitxWHVniObAkODpbExEQREdm8ebNkZmaKiMjChQulV69eRr3SclZd4xztJ9dA+8k10H5yDbSfXIPS4if+ADFveufNRVBK1VNK/Ww9vohSqqr12ft/JcatlGqhlNqvlDqhlJqnbBWoS6A4ke7w8HDc3S1hl7Zi3LbExsbSp88tGbtly5Yxbtw4ANzc3KhRowZwe6LVFStWNLJZlitXjuDgYKNPR+3LlStH+fLlAUsMWn5+vmGvICbMbDaTk5NjJ8hdnEi3bR8+Pj6cPn2aCxcu2I2xOMHvkig8RwUcO3aMixcv0q5dO+O7KlasCDieb41Go9FoNBpN6UUv3lwEsaTrjwH+aS36J/D+7zD5RKHn4Uqp8SWIcccAzwGNrVeJOm8liXQXsGzZsmLFuFetWmUIYBccq5wwYQLBwcE8/fTTxuLHmWh1caSlpbFu3To6dOhQYvvk5GQCAwOpV68eY8eOpU6dOoadTp06UatWLSpXrkxERATgWKTbto8dO3Zw5syZIguowoLfAAsWLCAwMJDBgwdz7do1p3NU2Fbv3r0pbo3tSPxco9FoNBqNRlN60Ys312I20FopNRJoC8z4Hba+xCLWbbK53saBGLdSygP4k4j8aN2W/hfwlGPzt8/bb7+Nu7s7/fr1syvfvn07FStWNOLkzGYz586d45FHHmH37t20adOGyMhIwLlodWHMZjN9+/ZlxIgRNGzYsMT29erVY9++fZw4cYIPP/zQbrfsm2++4fz582RnZ7N582anIt1RUVGkpaVhMpmYP38+zZs3txtjYcFvgBdffJGTJ0+SlJSEh4cHr7/+utM5sqW4hSDARx99xM6dOxk9enSx86PRaDQajUajKZ1oqQAXQkRylVKjga+BcOvz7zF5J2Lcda33hcuLcCci3V9//TXr1q1j5syZJCYm2tmJjo4mJCTEqC8i3HfffYY4t6enJ/PmzTPeOxOttmXq1KlUqFABk8lkN5bbaV+9enUWLVpkiF4X0KRJExYuXEhycrJDke5q1aoxYMAABgwYgIjQt29fUlJSjB3FwoLfhQkICODjjz+2G3PhOSrgxIkTpKenk56ebvdu165dzJs3jzlz5rBt2zajXItrugbaT66B9pNroP3kGmg/uQbaT/9D7nbQnb7u7ALmAKlYFlvwPxLjBloC39qUtyvoy9nlTKR7w4YN4uvrKxcvXpTC5OXlSZ06deTkyZN25b1795ZNmzaJiEXQOiIiQkQci1YXZvz48dKjRw+jbgGO2icnJ0tWVpaIWASwGzduLPv27ZP09HRD9Do3N1d69eol8+fPL9KfrUj3tWvXJDs7W0RE3n//fXn22WeLfFthwe+CPkREZs2aJb179y5xjkQsouMTJ060K9u9e7c0bNjQThy9gNISaKxxjvaTa6D95BpoP7kG2k+uQWnxEzphiaY0oZQyAR2B1sBr1qOMvwkRuSIi2dbHJUAL630KUM+mqqe1LMV6X7jcKbYi3W3atOHo0aN4enqydOlShg8fTnp6Oh07dsRkMvHCCy8Y7b777jvq1atnHGssYOrUqUyePJnAwEBWrFjBzJkzAYu+SNOmTWnSpAkXLlxg/PjxRpsCQe9z587x9ttvc+jQISP9f4EYt6P2hw8fJiQkhKCgIEJDQ4mMjCQgIIDMzEy6detGYGAgJpOJWrVq2Y2/OA4fPkyzZs1o2rQpGzZsYO7cuca7AsHvHj162LUZM2YMAQEBBAYGsmXLFmbPnl3iHAGsXr26yJHJ0aNHk5GRwdNPP43JZKJbt25Ox6vRaDQajUajKV1okW4XwZrZ8T/ARBH5t1LqFSyLuPH8j8S4lVI7sGi/bQfWA/NFZL2zcWuRbtegtIhrapyj/eQaaD+5BtpProH2k2tQWvykRbo1pYnngLMi8m/r80LAF7j9nPL2/BYx7pew7NKdAE4CG263szsR6QbYt28fbdq0wd/fn4CAAG7evGlnr1u3bkWSdMyfP98Q4B4zZkyx4/D29iYgIACTyUTLlrf+tpOSkmjdurVRvmPHDgCOHDlCmzZtKF++PDNm2OeHmT17Nv7+/jRr1oy+ffsWGeOIESOoVKmS8bxo0SKj77Zt23Lo0CG7+mfPnqVSpUp2/aSlpREREYGPjw++vr5GnJqjuduxY4ch0B0UFMSaNWsAS8bMsLAw/Pz88Pf3t9v102g0Go1Go9G4CHf73Ka+7u3rt4h05+bmSkBAgCQlJYmIyOXLl8VsNhvtPvvsM+nbt6+drc2bN0uHDh0MQe0LFy5IcdjGoNnSsWNHQ7D7q6++ktDQUMPOjh075I033rATyz537px4e3sb8XBPP/20fPDBB8b7n376Sf72t7/J/fffb5QViHqLiMTHx0unTp3sxtCzZ0+JiIiw66d///6yePFiEbEIhl+7ds3p3GVmZhrlqampUrNmTcnNzZXU1FTZtWuXiIjcuHFDGjduLAcPHjT6KS1n1TXO0X5yDbSfXAPtJ9dA+8k1KC1+Qse8aVyJOxXydmDjUaXUdRvx7ok27zorpY5aRbqj7mRsdyLSvXHjRgIDAw2dtOrVqxsp9TMyMpg1axZvvvmmna2YmBiioqIMQe1atWrdyfBQSnHjxg0Arl+/bmi51apVi4cffpiyZcsWaWM2m/n1118xm81kZWUZbfLy8hg9ejTTpk2zq18g6g2WGDfbTKFr166lQYMG+Pv7G2XXr1/nu+++Y8iQIYBFMPyBBx4AHM9dxYoVjfKbN28afXh4eBAcbDkJW7lyZXx9fUlJKTFkUaPRaDQajUZTitCLt3sIKV7I+xiW+LSHlFJJWI49NirB1Fa5pf02BUApVQaIBh4H/IC+Sim/ksb0W0S6jx07hlKKTp06ERwcbLcImjBhAq+//joVK1a0a3/s2DG2bt1KSEgIoaGh/PTTT8X2o5QiPDycFi1a8P77tzTO58yZw+jRo6lXrx6RkZG8++67Tsdbt25dIiMjqV+/Ph4eHlSpUoXw8HDAIqrdrVs3PDyK5pOJjo7moYceYsyYMcybNw+wLEinTp3KpEmT7Or+/PPP1KxZk0GDBtG8eXOGDh1KZmam07kDi/ZbwXHTRYsWGYu5Ak6fPs2ePXsICQlx+o0ajUaj0Wg0mtKFXrzdexQW8n4C6AKcFBETMBRLzNqd0go4ISKnRCQHiAP++t8YcGGRbrPZzPfff8/KlSv5/vvvWbNmDZs2bSIpKYn/Y+/Mw2u69sb/WRHzVGNFKdKQxEkiCEFVipsIrd4aanxJqduJS/VnSKuGum+Lqmuo4FZDtYhWDdGKoWhqqF6zmoIaIzQlCZEgyZHv749zsp2T5Jxo730rR9fnefZj77XXWnvt823u8+y71vp+zpw5Q7du3Qr0YTabSU1N5ccff2T69On06tULy+y5PTt37uTAgQNs2LCBqKgotm/fDlhm7mbOnEliYiIzZ840ZrsckZaWRmxsLOfOnePy5ctkZmaydOlSLl++zMqVK/n73/9eaLuhQ4dy5swZpk2bxv/+7/8CMGnSJEaOHGm3Py7vnQ4cOMBrr73GwYMHKV++PFOnTrWrU5jgPDg4mGPHjrF3716mTJlitxcvIyODHj16MGvWLLuZQI1Go9FoNBpN8UdLuh8y5L8j8m5tTWRyGUv2ymMULu8udOrmP5V0p6en06hRI44ePQqAr68vK1eupGzZsvzwww/UqlWLu3fvcv36dQIDA5k1axblypXD09PT6CM7O5vY2FhjmaEtp0+fBqBp06bExMSQm5vLokWL6NatG/Hx8dSoUYPdu3fbjfP8+fOULVvWKIuPj6dMmTIcO3bMboyJiYkcP36cOnUsVoVbt27x2GOPsWzZMrsx1KpVi1WrVjFo0CA2b97M0qVLGT58OBkZGbi5uZGYmEhISAjVq1fn9u3bxMfH88QTT7B8+XI6duzo8LfLj9lsZsmSJXh7e2M2m3nrrbcIDg42ROd5aLmma6Dj5BroOLkGOk6ugY6Ta6Dj9AfyoDfd6eO/f3CfIm8HbSsBFaznXYDT1vOewCc29QbgRAKed/weSXdqaqo0gnsilgAAIABJREFUbdrUSL7RsWNH+eabb+zq5O9r/vz5hlj75MmTUqdOHcnNzbVrk5GRIenp6cZ569atZcOGDSIi4uPjY2y23bJlizRr1syu7cSJE+0Sifz444/SuHFjyczMlNzcXBk4cKDMmTNH8mObsMRWjr1u3Tpp3rx5gfr5n9O2bVtJSEgw7o0aNcrpb3f27FkjYcn58+fFw8NDrl69Krm5uTJgwAAZMWJEgWeKFJ+Nxhrn6Di5BjpOroGOk2ug4+QaFJc48SdIWKJn3h4y8om8dyqlVvyW9iKSbnMep5Sap5SqjmN5t1NsJd3x8fFcu3aNOnXq8O677zJlyhSysrIIDQ0FLIk3FixYQJUqVXjzzTdp0aIFSim6dOnCM8884/Q5gwcPZvDgwfj5+VGqVCmWLFmCUorLly8zZMgQ4uLiSE5ONpZcms1m+vXrR3h4OAALFy5kxIgRmM1mypQpY+yH++WXXwgKCiI9PR03NzdmzZrF8ePHCQ4OpmfPnjRr1gx3d3eaNm3Kyy+/7HSMc+fOZcuWLZQsWZIqVaqwZMmSon4+PvroI/r37092djaenp4sXrwYgGHDhhX62+3cuZOpU6dSsmRJ3NzcmDdvHtWrV2fnzp18/vnnhqoA4P3336dLly5FjkGj0Wg0Go1GUzzQku6HiN8q8nbQRy0gWUREKdUS+AqLS64EluQnHbF8tO0F+ollSaVDtKTbNSguck2Nc3ScXAMdJ9dAx8k10HFyDYpLnLSkW+Nq/DdE3j2Bo9Y9b3OAPtaZaDMwDNgEnAC+LOrDzZbCJN2pqamEhobSsGFDQkNDSUtLA2DZsmUEBATg7+9PmzZtOHz4MOBcNO1M+G3Lxo0b8fb2xsvLyy75x7lz5wgODsbLy4vevXuTnZ0NwKeffkqNGjUM8fUnn3xitClRooRR/txzzxnlIsK4ceNo1KgRvr6+RlbJ6dOnG/X9/PwoUaIEqampDn8fgMOHD9O6dWv8/f3p2rWroTMAmDJlCl5eXnh7e7Np0ya7dnfv3qVp06Y8++y9b/SnnnrKeH7t2rV5/vnn7drs3bsXd3d3vvrqq0J/O41Go9FoNBrNA+ZBr9vUx8N9OJN0jx49WqZMmSIiIlOmTDFE07t27ZLU1FQREYmLi5OWLVuKiDgVTTuSVttiNpvF09NTzpw5I1lZWRIQEGC0f+GFFyQmJkZERF555RWZN2+eiIgsXrxYhg4dWqAvEfv9bLYsWrRIBgwYIHfv3hWRwoXh69atk/bt2xvXhf0+IiJBQUESHx8vIiLR0dHyzjvviIjIsWPHJCAgQO7cuSNnz54VT09PO5H5jBkzpG/fvvLMM88UOsbu3bvLkiVLjOstW7ZI+/btpXPnzrJy5cpC22gePMVlT4HGOTpOroGOk2ug4+QaFJc48SfY86Zn3h4inEm6C6kbqJTarZQ6ppT6SSnV2+bep9Z2eaLuQGu5UkrNsUq6f1JKNbvfsRUm6Y6NjSUiIgKAiIgI1q5dC0CbNm2oUqUKYC+gdiaadiSttmXPnj14eXnh6elJqVKl6NOnD7GxsYgI27Zto2fPngXG8nuYP38+EyZMwM3N8udVmDA8JiaGvn37GteF/T5g8de1a9cOgNDQUFatWgVYfrs+ffpQunRpGjRogJeXF3v27AHg0qVLrF+/niFDhhQ6vvT0dLZt22Y387ZmzRp69Ojxm+XmGo1Go9FoNJo/Dv3x9hAhhUu6PxaR84VUDwcqAzlY/jtYqpRaaHN/tNwTdR+ylnUGGlqPl63PcoozSXdycrIhsq5VqxbJyckF6kRHR9sJqPNwJprOL63OIykpibp17+VcqVOnDklJSaSkpPDII48YH3955XmsWrWKgIAAevbsSWLiPVvCnTt3CAoKolWrVnYfe2fOnOGLL74gKCiIzp07G2qCPG7dusXGjRvp0aOHw98mD5PJRGxsLIChInD2LgBvvPEGH3zwgfHxmJ+1a9fSsWNHw/OWlJTEjh07eO2114ocj0aj0Wg0Go3mwaE/3h4+8ku6PyyskohMFZHG1o8zP+A48EERff8V+Mw6M/0j8IhSyuO/MWilFPl9dN999x3R0dFMmzbNrtyZaLowafV/QteuXTl//jw//fQToaGhxkwhwIULF9i3bx/Lly/njTfe4MyZMwBkZWVRpkwZ9u3bx9/+9jcGDx5s1+fXX3/Nk08+WehMW34WLVrEvHnzaN68OTdv3qRUqVJO63/zzTfUrFmT5s2bO6yTf9bvjTfe4JVXXnH4safRaDQajUajKR5oVcBDhhQi6S6qjTWrZCngjE3xe0qpCcBWIFJEsihc1P0YcCVff/cl6a5UqRKrVq2iWrVqpKSkULFiRePemTNnmDBhAlOnTuXIkSNG385E00VJq5OTkzl8+LDRZvv27QAcOXKEq1evsnXrVkqUKMGxY8fshNx55C1NtC3Pm1Xz8fFh6dKlhISEULVqVWrXrk18fDxVqlTh4MGDdm3mzp1LSEhIgf4Lk5gDvP3224AlYUvNmjWJj48nKyuL77//3pCB//TTTzRr1owffviBzZs3s3r1arKzs7l16xahoaGMGzcOgBs3bvDDDz8wcuRI4zk7d+5k+/btTJ48mRs3bhAbG0tCQgJt27Yt8BtqHixaguoa6Di5BjpOroGOk2ug4/QH8qA33enjv3+QT9JdRF0P4CTQKl+ZAkoDS7CoBwC+Adra1NsKBDnr35mke9SoUXYJS0aPHi0iIhcuXJAnnnhCdu3aJbY4E007klbbkpOTIw0aNJCzZ88aCUuOHj0qIiI9e/a0S1gSFRUlIpYkKXmsXr1agoODRcQiEr9z546IiFy9elW8vLyM5Cdjx46V6OhoEbFs4A0KCjL6uH79ulSpUkUyMjIKjC//7yNyL9nJ3bt3ZcCAAUa/R48etUtY0qBBA7uEJXnPzp+wZP78+TJw4MACz87baBwREaETlhRjisuGcI1zdJxcAx0n10DHyTUoLnFCJyzRuBr5JN0jnS1rVEpVAtYD48SyDBIAEbli/RvIAhYDLa23fpeoGyyS7tatW3Py5Enq1KlDdHQ0kZGRfPvttzRs2JAtW7YQGRkJwOTJk0lJSeH1118nMDCQoCCLrmPXrl18/vnnbNu2zUh5HxcXB1ik1Tdv3iQ0NJTAwEBeffVVAC5fvmyIqN3d3Zk7dy6dOnXC19eXXr16YTKZAJg2bRr//Oc/8fLyIiUlhZdeegmAOXPmYDKZaNKkCXPmzOHTTz8F4MSJEwQFBdGkSRPat29PZGQkjRs3BiAyMpJVq1bh7+/PW2+9ZacXWLNmDWFhYZQvX77I3wcsSxwbNWqEj48PtWvXZtCgQYBlL1yvXr1o3Lgx4eHhREVFUaJEiSLjsGLFCrslkxqNRqPRaDQa10FLuh8iHEm6RaTABjClVClgA/C1iMzKd89DRK5Y+5sJ3BGRSKXUM1hcb12AYGCOiLTM37ctWtLtGhQXuabGOTpOroGOk2ug4+Qa6Di5BsUlTlrSrXE1CpV0K6VCCqnbC2gHvJhfCQAsU0odAY4A1YH/tZbHAWeBn4GFwOv/R++h0Wg0Go1Go9Fo8qE/3h4iRORjEeltc31XRJqJSIHsHSKyVERKyj0dgKEEEJEOIuIvIn4i8j8ikmEtFxEZKiJPWO/vu9+xzZ49Gz8/P0wmE7NmWSb6Dh06RKtWrYylkXmeMhFh+PDheHl5ERAQwIEDBwBLdsdmzZoRGBiIyWRiwYIFhT5r/PjxBAQEEBgYSFhYGJcvXwZg2bJlBAQE4O/vT5s2bTh8+LDRpn79+vj7+9st08zjo48+wsfHB5PJxJgxYwBISUmhffv2VKhQgWHDhtnVz87O5uWXXzaWO+a52QC+/PJLGjdujMlkol+/fkZ5iRIljKWgzz33nFH+0ksv0aRJE0NVkJGRAcCCBQuM8bZt25bjx48DFoVC2bJljb7ylo8WNS6NRqPRaDQajQvwoDfd6eP/9gAyrP/WB45az58GvnHS5mngBnDIekywuReOJcHJz1iyUDp9fqNGjeTIkSNiMpkkMzNTcnJypGPHjnL69GkJDQ2VuLg4ERFZv369hISEGOfh4eGSm5sru3fvlpYtW4qISFZWlpEk5ObNm1KvXj1JSkqS/Ny4ccM4nz17trzyyisiIrJr1y5JTU0VEZG4uDijXxGRevXqydWrVwv0tW3bNunYsaPx3LwEIhkZGbJjxw6ZP3++DB061K7NhAkTZNy4cSJiSTSS1++pU6ckMDDQGENeXyIi5cuXL/Ds/O8ycuRII8GLbXlsbKx06tRJRApPelLUuESKz0ZjjXN0nFwDHSfXQMfJNdBxcg2KS5z4EyQs0aqAhx83pdQhLCqABjbnZ4tot0NEnrUtUEqVAKKwJES5BOxVSq0TkeOOOrmdc5cTJ04QHBxMuXLlAAgJCWH16tUopUhPTwcsKexr164NQGxsLAMHDkQpRatWrbh+/TpXrlwxhN5gcanl5uYW+kxb91tmZqbhj2vTpo1R3qpVKy5dulTETwDz588nMjKS0qVLA1CzZk0AypcvT9u2bfn5558LtFm0aBEJCQkAuLm5Ub16dQAWLlzI0KFDqVKlil1fzsh7FxHh9u3bxrs4ekdnOBqXRqPRaDQajcY10MsmH35yRSQQS5KRM9bz37tXrSXws4icFZFsYAUWcbdT/Pz82LFjBykpKdy6dYu4uDgSExOZNWsWo0ePpm7duowaNYopU6YAkJSURN2695Ja1qlTh6QkS1LLxMREAgICqFu3LmPHjjU++PIzbtw46taty7Jly5g8eXKB+9HR0XTu3Nm4VkoRFhZG8+bN+fjjj43yU6dOsWPHDoKDgwkJCWHv3r1O3/X69euAZelms2bNeOGFF0hOTjb6OnXqFE8++SStWrVi48aNRrs7d+4QFBREq1atWLt2rV2fgwYNolatWiQkJPD3v//dKI+KiuKJJ55gzJgxzJkzxyg/d+4cTZs2JSQkhB07dhQ5Lo1Go9FoNBqNa6Bn3jSOaK2UOozFFzdKRI5RuKQ7OH/D/JLu5ORk/vrXv9K6dWvKli1L/fr1uXLlCuPGjeOll14iJCSE7777ju7duzNjxgxSUlI4ePAgZrMZgLS0NPbv32/s95ozZw7Xrl1j/PjxeHh4ULVq1QKDDw0NJTQ0lGXLljFq1CgjxT7AwYMH+eijj5gzZ44hlPzggw+oUaMGaWlpjBo1itu3b9OkSRNu3LjBkSNHmDp1KgkJCTz33HMsX77cmOlKSEggKSnJ6OfGjRtcunSJypUr889//pMvv/ySAQMG8Pbbb5OcnExKSgrvvvsuV69eZeDAgSxatIgKFSoQExNDjRo1uHz5Mq+++iqZmZk89thjAERERPA///M/zJkzh3fffdf46DSZTERHR7NlyxaGDRvGW2+9RXZ2NsuXL6dy5cqcPHmSHj16sHjxYsxms8NxgZZrugo6Tq6BjpNroOPkGug4uQY6Tn8gD3rdpj7+bw9+3563SkAF63kX4LT1vCfwiU29AcBcZ8+3lXTn8dZbb0lUVJRUqlRJcnNzRcQi4K5YsaKIiLz88suyfPlyo36jRo3sZNl5DBo0qEih9IULF+z2gB0+fFg8PT3l5MmTDttMnDhRpk+fLiIinTp1km3bthn3PD097UTgixcvttvzlpubK+XKlZO7d++KiMjFixelcePGImKRfy9atMio26FDB9mzZ0+B5zsSZX///fcFpNsilv1rlSpVKvRdQkJCZO/evU7HJVJ81qprnKPj5BroOLkGOk6ugY6Ta1Bc4sSfYM+bXjapKYCIpMu9DJNxQEmlVHX+A0n3r7/+CsDFixdZvXo1/fr1o3bt2nz/vSUR5rZt22jYsCEAzz33HJ999hkiwo8//kjlypXx8PDg0qVL3L59G7DMxu3cuRNvb+8Czzp9+rRxHhsbi4+Pj/Hs7t278/nnn9OoUSOjTmZmJjdv3jTON2/ejJ+fHwDPP/883333HWBZ9pidne10r5hSiq5duxr/79PWrVsNeffzzz9vlF+7do1Tp07h6elJWloaWVlZRvmuXbto3LgxImLsqRMR1q1bZ7yL7TuuX7/e+O2uXr3K3bt3ATh79iynT5/G09PT6bg0Go1Go9FoNK6BXjapKYBSqhaQLCKilGqJZW9kCnAdaKiUaoDlo60P0M9xT1C2ZAkAevToQUpKCiVLliQqKopHHnmEhQsXMmLECMxmM2XKlDH2mnXp0oW4uDi8vLwoV64cixcvBuDEiRP8v//3/1BKISKMGjUKf39/AIYMGcKrr75KUFAQkZGRnDx5Ejc3N+rVq2coBSZPnkxKSgqvv27Z8ufu7s6+fftITk6mW7duAJjNZvr160d4eDgAgwcPZvDgwfj5+VGqVCmWLFliLJmsX78+6enpZGdns3btWjZv3kzjxo2ZNm0aAwYM4I033qBGjRrG+Dt16mTUKVGiBNOnT6datWr88MMPvPLKK7i5uZGbm0tkZCSNGzcmNzeXiIgI0tPTERGaNGnC/PnzAZg7dy5btmyhZMmSVKlShSVLlgCwfft2JkyYQMmSJXFzc2PBggXGslJH49JoNBqNRqPRuAbKMsOoeVhRSmWISAWlVH0sSyX9lFJPY9nH9qyDNsOA1wAzcBt4U0R+sN7rAswCSgCLROQ9Z8/39vaWkydP/rdeR/N/RHx8PE8//fSDHoamCHScXAMdJ9dAx8k10HFyDYpLnJRS+0UkqOiaroteNvmQIyIVrP+eFxE/63m8ow836/25ImISkSYi0irvw816L05EGolF1O30w82WwiTd8NsF2F988QUBAQGYTCbGjh3r8HlTpkzBy8sLb29vNm3aZJTPnDkTk8mEn58fffv25c6dOwA89dRThti6du3aPP/884Dlf4wqV65s3LPNXOnonXr37m3Ur1+/PoGBgU7HlZiYSPv27Q159+zZs436joTjN27coGvXrjRp0gSTyWQ3ixYeHs4jjzzCs8/ah7h///54e3vj5+fH4MGDycnJcfj7aTQajUaj0WiKIQ96050+Hu7DmaT7twqwr127JnXr1jUShgwcOFC2bNki+Tl27JgEBATInTt35OzZs+Lp6Slms1kuXbok9evXl1u3bomIyAsvvCCLFy8u0L579+6yZMkSEbFswC0sSYijd8rPm2++Ke+++67TcV2+fFn2798vIiLp6enSsGFDOXbsmIg4Fo6/9957MmbMGBER+fXXX6VKlSqSlZUlIiJbtmyRdevWFRj3+vXrJTc3V3Jzc6VPnz4yb948415x2WiscY6Ok2ug4+Qa6Di5BjpOrkFxiRM6YYmmuKOUqquUOqeUqmq9rmK9rq+UOuqkXahS6rxS6rZS6pZS6mel1CGlVJRSKl4pddJ6fUgpVdPaprRS6gtr3X9bl2I6Jb+k293d3ZB0FyXALlOmjF1fZ8+epWHDhtSoUQOAv/zlL6xatarAM2NjY+nTpw+lS5emQYMGeHl5sWfPHsCyp+327duYzWZu3bpVwBOXnp7Otm3bjJk3Rzh6J1tEhC+//JK+ffs6HZeHhwfNmjUDoGLFivj6+hpeO0cybqUUN2/eRETIyMigatWquLtbtrB27NiRihUrFhhzly5dUEqhlKJly5b3JSnXaDQajUaj0RQf9MebiyMiicB8YKq1aCrwseMWBteANiJSFot8u6yIBIrIUOv9/tbrQBH51Vr2EpAmIl7ATGDa/YzRkaT7twqwvby8OHnyJOfPn8dsNrN27VoSExML1HMk+X7ssccYNWoUjz/+OB4eHlSuXJmwsDC7tmvXrqVjx452H027d++mSZMmdO7cmWPHjjl9J1t27NjBo48+amSCdCYfz+P8+fMcPHiQ4OB7+rzChOPDhg3jxIkT1K5dG39/f2bPno2b2/39Oefk5PD5558bSVk0Go1Go9FoNK6Bzjb5cDAT2K+UegNoCwzDItR2iIgctLk8BpRVSpUWkSwnzf4KTLKefwXMVUop6zS1wf1Kun+rABvg9ddfp3Pnzri5uWEymUhLSysghUxKSuLEiRNG+ZUrVzh27BilS5dmyZIlLF26lAoVKjBp0iTGjRtHaGio0TYqKoouXboYbTMzM1m6dClly5blxx9/pFOnTixdutTyYxTyTrZjmTlzJi1btjTKHI0rTz1w+/ZtRowYwZAhQzhw4IDRT2HC8e+//57q1auzfPlyLl++zJAhQ/jkk08oX748AIcOHSIlJaVQYeaHH36Ip6cnd+/eNe5ruaZroOPkGug4uQY6Tq6BjpNroOP0B/Kg123q479zAJ0AAUKt1/WxSrnvo21PYIvNdTxwBDgEjOdeVtKjQB2bemeA6s76dibp/q0C7Pz861//ktGjRxcof//99+X99983rsPCwuSHH36QL7/8UgYPHmyUL1myRF577TXj+urVq1K1alW5ffu2w2fWq1dPrl696vCd8sjJyZGaNWtKYmJikeMSEcnOzpawsDCZMWOGw2fbCse7dOki27dvN+61b99e/v3vfxvXjvbqTZo0Sf76178asm7b+prij46Ta6Dj5BroOLkGOk6uQXGJE3rPm8aF6AxcAfx+SyOllAnL8sdXbIr7i4g/8JT1GPCfDq4wSfdvFWDb9pOWlsa8efMYMmRIgTrPPfccK1asICsri3PnznH69GlatmzJ448/zo8//sitW7cQEbZu3Yqvr6/R7quvvuLZZ5+122v3yy+/5H2osmfPHnJzc6lWrZrDd8pjy5Yt+Pj4UKdOnSLHJSK89NJL+Pr68uabb9q9iyPh+OOPP87WrVsBSE5O5uTJk3h6ejr97T755BM2bdpETEzMfS+x1Gg0Go1Go9EUH/SyyYcApVQgEAq0AnYqpVbcZ7s6wBpgoIicySsXkSTrvzeVUsux7In7DIuYuy5wSSnlDlTGIu92iDNJ9+8RYI8YMYLDhw8DMGHCBBo1agTAunXr2LdvH5MnT8ZkMtGrVy8aN26Mu7s7UVFRlChRguDgYHr27EmzZs1wd3enadOmvPzyy8ZYV6xYQWRkpN34v/rqK+bPn4+7uztly5ZlxYoVxhgLeyfbvvISleThaFw7d+7k888/x9/f39AKvP/++3Tp0sWhcHz8+PG8+OKL+Pv7IyJMmzbN+PB96qmnSEhIICMjgzp16hAdHU2nTp149dVXqVevHq1btwage/fuTJgwwVn4NBqNRqPRaDTFCC3pdnGU5UviB2CCiHyrlPo7lo+4cVil3A7aPQJ8D7wrIqttyt2BR0TkmlKqJBCDZUnlAqXUUMBfRF5VSvUBuotIL2fj05Ju16C4yDU1ztFxcg10nFwDHSfXQMfJNSgucdKSbo0r8Dfgooh8a72eB/gC9YpoNwzwAibkUwKUBjYppX7CsuctCVhobRMNVFNK/Qy8CUQW0m+hFCa0Hj16ND4+PgQEBNCtWzeuX79u1P/pp59o3bo1JpMJf39/Q6Z9P5JuZ5Lv/fv34+/vj5eXF8OHD8f2/7woTBiex8WLF6lQoQIffvihUXb9+nV69uyJj48Pvr6+7N69G4DDhw/TunVr/P396dq1K+np6b97XI4k3WlpaXTr1o2AgABatmzJ0aP3rBD169c3ZvGCgu7975czebhGo9FoNBqNxgV40Jvu9PFwH84k3Zs2bZKcnBwRERkzZowhnc7JyRF/f385dOiQiFjk3Gaz+b4l3Y4k3yIiLVq0kN27d0tubq6Eh4dLXFyciIhDYXgePXr0kJ49e8r06dONsoEDB8rChQtFRCQrK0vS0tJERCQoKEji4+NFRCQ6Olreeeed3z0uR5LuUaNGyaRJk0RE5MSJE9KhQwejnqOkKrbYysNFis9GY41zdJxcAx0n10DHyTXQcXINikuc0AlLNMURpZQopWbYXI9SSk1yUr+dUuqAUsqslOqZ716EUuq09YiwKW+ulDpiFXLPsS7PRClVVSn1rbX+t0qpKs7G6kzSHRYWZoilW7VqZUijN2/eTEBAAE2aNAGgWrVqlChR4r4l3Y4k31euXCE9PZ1WrVqhlGLgwIGsXbsWwKEwHCzutwYNGmAymYyyGzdusH37dl566SUASpUqZex5O3XqFO3atQMsaf7zxvh7xuVI0n38+HE6dOgAgI+PD+fPnyc5OdlZKAxE7OXhGo1Go9FoNBrXQH+8uSZZQHellPPUjIBSqhOwACgHpAPTlVJrrPeqAhOBYCxJSSbafIzNx7Iks6H1yDM6RwJbRaQhsJX7WDp5P0LrRYsW0blzZ8Dy8aOUolOnTjRr1owPPvgAuH9JtyOSkpLssj/aSrIdCcMzMjKYNm0aEydOtOvr3Llz1KhRg0GDBtG0aVOGDBlCZmYmYElMEhsbC8DKlSuLHKOzcUHhku4mTZqwerVlq+KePXu4cOGC8fGrlCIsLIzmzZvz8ccFfe355eEajUaj0Wg0GtdAf7y5JmbgY2BkURVFZJOINBYRH2AdMFpEullvdwK+FZFUEUkDvgXClVIeQCUR+dE6Bf0Z8Ly1zV+BJdbzJTblDvH19WXs2LGEhYURHh5OYGAgJUqUMO6/9957uLu7079/f8vLmc3s3LmTZcuWsXPnTtasWcPWrVupUqUK8+fPp3fv3jz11FPUr1/frp//BLPZTGpqKj/++CPTp0+nV69eiAiTJk1i5MiRVKhQoUD9AwcO8Nprr3Hw4EHKly/P1KlTAcuH6Lx582jevDk3b96kVKlS/9HY3nvvPRITE+nfvz9z584FIDIykuvXrxMYGMhHH31E06ZNjd9i586dHDhwgA0bNhAVFcX27dvt+ouJidGzbhqNRqPRaDQuiFYFuC5RwE9KqQ/+gz4eA2ynhS5Zyx6znucvB3hURK5Yz38BHs3fqVLqZeBlgOrVaxAfH88TTzzBjBmWlZ4LFy6kRg1L+caNG/n666+ZMWMG33//PQDp6ek0atTISMLh6+vLypUrKVGiBBUrVmTatGnoLg9gAAAgAElEQVQAfP3115QpU4b4+PhCXy4hIYGkpCTjfkpKCqdOnTKut27dilKK+Ph4ypUrh6enpzGG7OxsYmNj2bx5M0uXLmX48OFkZGTg5uZGYmIiISEhVK9endu3bxvvt3z5cjp27AjA22+/DUBiYiI1a9a0G+NvGZctnp6eREZG0r59ewAiIiKIiIhAROjbty9JSUlG0pc8P1zTpk2JiYkhNzcXgLt37/LFF1/wr3/9y67/jIwMh7+jpvig4+Qa6Di5BjpOroGOk2ug4/QH8qA33enjtx9AhvXfycB4YBQw6T7afQr0tLkeBbxjc53XVxAWPUBe+VNYtAMA1/P1mebsmXUbPCEi9xKAXLhwQby9vSUtLU02bNggvr6+RgKSPFJTU6Vp06Z2CU6++eYbu35SU1OlSZMmcvLkSXHE4sWLi0wMsn79ehERmT9/vowfP15ERE6ePCl16tSR3Nxcu7YTJ060S1jStm1bSUhIMO6NGjXKbox3796VAQMGSHR09O8e16lTp4w6c+bMkR49eoiISFpammRlZYmIyMcffywDBgwQEUtSlPT0dOO8devWsmHDBqOPDRs2SLt27Qr8VsVlo7HGOTpOroGOk2ug4+Qa6Di5BsUlTvwJEpbomTfXZhZwAFj8O9snAU/bXNcB4q3ldfKV523CSlZKeYjIFevyyl+dPcCZpHvYsGFkZWURGhoKWJKWLFiwgCpVqvDmm2/SokULlFJ06dKFZ555BuC+JN3gWPI9b948XnzxRW7fvk3nzp2NfXbOhOGO+Oijj+jfvz/Z2dl4enqyeLElDDExMURFRQEWEfagQYOMNr91XI4k3SdOnCAiIgKlFCaTiejoaEtwkpPp1s2yKtZsNtOvXz/Cw8ON5xcmD9doNBqNRqPRuAZa0u2CKKUyRKSC9fwDoA+wSEQmFdHuUywzaF9Zr6sC+4Fm1ioHgOYikqqU2gMMB/4NxAEfiUicUmo6kCIiU5VSkUBVERmT/1l5aEm3a1Bc5Joa5+g4uQY6Tq6BjpNroOPkGhSXOGlJt8YVmAE4zTqplGqhlLoEvAD8Syl1DEBEUoF/AHutx2RrGcDrwCfAz8AZYIO1fCoQqpQ6DfzFel0kJ0+eNATRgYGBVKpUiVmzZjmUUC9btoyAgAD8/f1p06aNMdt2584dWrZsSZMmTTCZTAWyQOZx8eJF2rdvT9OmTQkICCAuLg6Ab7/9lubNm+Pv70/z5s3Ztm0bALdu3eKZZ54xJN2RkfeSaGZlZdG7d2+8vLwIDg7m/PnzgCXLY977NGnShDVr1gCWfW7t27encePGmEwmZs+ebfTl6H0TEhJo3bo1pUuXthOBg2MZ+KFDh2jVqpUh496zZw8A06dPN8bl5+dHiRIlSE1NdRgDjUaj0Wg0Go2L8KDXberj4T4aNWok+TGbzfLoo4/K+fPnHUqod+3aJampqSIiEhcXJy1bthQRkdzcXLl586aIiGRnZ0vLli1l9+7dBZ7xt7/9TebNmyciIseOHZN69eqJiMiBAwckKSlJRESOHDkitWvXFhGRzMxM2bZtm4hYhNtt27Y1RNlRUVHGuGJiYqRXr15GmzzJ+OXLl6VGjRqSk5Mjly9flv3794uISHp6ujRs2FCOHTsmIo6l28nJybJnzx55++237fbViTiWgYeGhhpjXL9+vYSEhBT4HdatWyft27cvUG4bA5His1Zd4xwdJ9dAx8k10HFyDXScXIPiEif+BHve9MzbQ4RS6jur18227A2l1HwH9Tcqpa4rpb7JV95AKfVvq6D7C6VUKWt5aev1z9b79Ysa0+2cuwXKtm7dyhNPPEG9evUcSqjbtGlDlSoW5ZytwFspZaTtz8nJIScnp9C9aUop0tPTAYtQu3bt2oAl+2Leuclk4vbt22RlZVGuXDkji2OpUqVo1qyZ8czY2FgiIiz+8p49e7J161ZExJCOg2VGMG8cHh4eNGtmWYlasWJFfH19DW+bo/etWbMmLVq0oGTJknbv4UwG7ugdbXGkBbCNgUaj0Wg0Go3GNdAJSx4urgPLlVK26f+rAv/joP50LPLuV/KVTwNmisgKpdQC4CUs0u6XsGSX9FJK9bHW6/1bB5k/aca4ceP47LPPqFy5Mt99912B+tHR0UYCD7Cku2/evDk///wzQ4cOJTg4uECbSZMmERYWxkcffURmZiZbtmwpUGfVqlU0a9aM0qVL25Vfv36dr7/+mhEjRgAWiXbdunUBcHd3p3LlyqSkpFC9enX+/e9/M3jwYC5cuMDnn39ufMzlcf78eQ4ePGg3xqLe1xZbGfjhw4dp3rw5s2fPpnz58syaNYtOnToxatQocnNz+eGHH+za3rp1i40bNxpuOFt04hKNRqPRaDQa10PPvD1cvATcBVqKSCD3BNo7CqssIluBm7ZlyjIV1AH4ylpkK+K2FXR/BXRURaVkzEd2djbr1q3jhRdeMMoKk1Dn8d133xEdHW243QBKlCjBoUOHuHTpEnv27DF8cLbExMTw4osvcunSJeLi4hgwYIDhOgM4duwYY8eO5V//+pddO7PZTN++fRk+fDienp5Fvk9wcDDHjh1j7969TJkyhTt37hj3MjIy6NGjB7NmzbKbcXP2vvlxJgOfP38+M2fOJDExkZkzZxqzc3l8/fXXPPnkk1StWtWuvLAYaDQajUaj0WiKP3rm7SFC7mWJ7AzEYslC+aV1DfD9Ug2Ly81svbYVdBtSbxExK6VuWOtfs+2gMEl3Hjt37qRBgwacOHGCEydO2D04v4T6zJkzTJgwgalTp3LkyJFCB1u/fn2ioqLo3dt+AnDOnDl88MEHxrOvX79ObGwsVapU4erVq7z55puMGTOGxMREEhPvTVROmzaNsmXLEhgYaLQtW7YssbGxmEwm7t69y7Vr1zhy5EiB5Zpms5klS5bg7e2N2WzmrbfeIjg4mKpVqxYqrsz/vmCZqStbtqxRPzU11aEMfNGiRXTr1o34+Hhq1KjB7t277Z4zd+5cQkJCCjy7sBhouaZroOPkGug4uQY6Tq6BjpNroOP0B/KgN93p4797AP2BGOv5ISyp/53VfxqrgNt6XR342ea6LnDUen4UqGNz7wxQ3Vn/eZLuPHr37i2LFi0yrh1JqC9cuCBPPPGE7Nq1y679r7/+aiTsuHXrlrRt21a+/vpryU94eLgsXrxYRESOHz8uHh4ekpubK2lpaRIQECCrVq0q0GbcuHHSvXt3uXv3rl353Llz7RKWvPDCCyIicvbsWSNhyfnz58XDw0OuXr0qubm5MmDAABkxYkSBZzh63zzyi8BFHMvAfXx8jA3CW7ZskWbNmhltrl+/LlWqVJGMjIwCY8gfA5His9FY4xwdJ9dAx8k10HFyDXScXIPiEif+BAlL9Mzbw0csMFMp1QwoJyL7f2P7FOARpZS7WGbfbAXdSVg+5i4ppdyBytb6DsmTdIMlQce3335rt1TRkYR68uTJpKSk8PrrrwOWvWb79u3jypUrREREcPfuXXJzc+nVqxfPPvssYJF2BwUF8dxzzzFjxgz+9re/MXPmTJRSfPrppyilmDt3Lj///DOTJ082hN6bN28mOzub9957Dx8fHyPZyLBhwxgyZAgvvfQSAwYMwMvLi6pVq7JixQrAMoM1depUSpYsiZubG/PmzaN69ers3LmTzz//HH9/fwIDAwF4//336dKli8P3/eWXXwgKCiI9PR03NzdmzZrF8ePHqVSpkkMZ+MKFCxkxYgRms5kyZcrw8ccfG7/rmjVrCAsLo3z58nbxKCwGGo1Go9FoNBrXQEu6H0KUUl8A3kCsiBQuQrtX92lglIg8a1O2Elgl9xKW/CQi85RSQwF/EXnVmrCku4j0cta/lnS7BsVFrqlxjo6Ta6Dj5BroOLkGOk6uQXGJk5Z0a1yVGKCJ9V+HKKV2ACuxJB65ZKMZGAu8qZT6GcuetmhreTRQzVr+JhCZv09HFCaaPnz4MK1bt8bf35+uXbsaae/z9n3lyaRfffVVo5/s7GxefvllGjVqhI+PD6tWrSrwrJycHCIiIvD398fX15cpU6YAzuXZecyYMQOlFNeu3dvGFx8fT2BgICaTiZCQEMCxdBws+9RCQ0Np2LAhoaGhpKWlAZYlysOHD8fLy4uAgAAOHDhgPGPMmDGYTCZ8fX0ZPnx43rJUh+/76aefUqNGDeP5n3zyidHXkiVLaNiwIQ0bNmTJkiVGeUxMDP7+/gQEBBAeHm73jhqNRqPRaDQaF+BBr9vUx8N95Em6CxNNBwUFSXx8vIiIREdHyzvvvCMiIufOnROTySSFMWHCBBk3bpyIiNy9e1euXr1aoM6yZcukd+/eImIRaderV0/OnTvnVJ4tInLx4kUJCwuTxx9/3Og3LS1NfH195cKFCyJikWnnJ7/wevTo0TJlyhQREZkyZYqMGTNGRCwi7fDwcMnNzZXdu3cb4vFdu3ZJmzZtxGw2i9lsllatWhlrxx297+LFi2Xo0KEFxpKSkiINGjSQlJQUSU1NlQYNGkhqaqrk5ORIjRo1jPajR4+WiRMnGu2Ky1p1jXN0nFwDHSfXQMfJNdBxcg2KS5z4E+x50zNvDwlKqQzrv/WVUket50/nF3Dna+OjlNqtlMpSSo3Kdy9cKXXSKuSOtCkvVODtDEei6VOnTtGuXTsAQkNDC51Fy8+iRYt46623AHBzc6N69eqFvReZmZmYzWZu375NqVKlqFSpklN5NsDIkSP54IMP7LJILl++nO7du/P4448DFpl2fvILr22l3hEREaxdu9YoHzhwIEopWrVqxfXr17ly5QpKKe7cuUN2djZZWVnk5OTw6KOP3vf72rJp0yZCQ0OpWrUqVapUITQ0lI0bNxp/8JmZmYgI6enphUq9NRqNRqPRaDTFF/3x9vBTUSl1KN/xb+u9VGA48KFtA6VUCSAKi3KgMdBXKdXYejtP4O0FpGFxyznkds5dO9F006ZNGTJkCJmZmZhMJmJjYwFYuXKlXcr+c+fO0bRpU0JCQtixw6Kpu379OgDjx4+nWbNmvPDCCyQnJxd4Zs+ePSlfvjweHh48/vjjjBo1qoDrLL88OzY2lscee4wmTZrY1Tt16hRpaWk8/fTTNG/enM8++6zA8/ILr5OTk/Hw8ACgVq1axhhtZd8AderUISkpidatW9O+fXs8PDzw8PCgU6dO+Pr6Fvm+q1atIiAggJ49exq/naNnlCxZkvnz5+Pv70/t2rU5fvx4AS+cRqPRaDQajaZ4oz/eHn5uikhgviMYQER+FZG9QE6+Ni2x6ALOikg2sAL4axECb4c4Ek0vWrSIefPm0bx5c27evEmpUpZJPA8PDy5evMjBgwf55z//Sb9+/UhPT8dsNnPp0iXatGnDgQMHaN26NaNGjSrwvD179lCiRAkuX77MuXPnmDFjBmfPnjXu55dn37p1i/fff9/IPpl/7Pv372f9+vVs2rSJf/zjH5w6dcq4X5TwWilVwAeXn59//pkTJ05w6dIlkpKS2LZtGzt27HD6vl27duX8+fP89NNPhIaGGjN9jsjJyWH+/PkcPHiQy5cvExAQYOwF1Gg0Go1Go9G4BloVoCkMQ8Zt5RIQjHOBt0F+SffFixcdiqbffvttwJJMpGbNmoUKHqtVq0ZMTAyNGjWiTJkyhvS6Tp06zJkzp0CbWbNm0bhxY3bt2gVYZNhLliyhffv2hcqzz549y6lTp/D29gbg6tWrmEwm5s+fT3Z2Nt7e3uzduxeAhg0bsnz5ciOjUmHC60qVKrFq1SqqVatGSkoKFStWJD4+HqUUmzZtwmy2/HynT5/mwoULfPLJJzz66KPs27cPAB8fH5YuXUqfPn3u6329vLzYs2cP8fHx3Lhxg0OHDhl19uzZQ2BgINHR0aSlpRlS8oYNGxITE0Pbtm0BLdd0FXScXAMdJ9dAx8k10HFyDXSc/kAe9KY7ffx3DiDD+m997km1n8ZGwO2k7SQsuoC8657AJzbXA4C5OBF4OzryJN2Fiabzkn/cvXtXBgwYINHR0SJiEXGbzWYRETlz5ozUrl1bUlJSRMQimN66dauIWJJ29OzZU/IzdepUefHFF0VEJCMjQ3x9feXw4cNO5dm21KtXz0jscfz4cenQoYPk5ORIZmammEwmOXLkiFG3MOH1qFGj7BKWjB49WkREvvnmG7uEJS1atBARkRUrVkjHjh0lJydHsrOzpUOHDrJu3Tqn73v58mXjeatXr5bg4GARsSQsqV+/vqSmpkpqaqrUr19fUlJSJCkpSWrVqiW//vqriIi888478uabbxp9FJeNxhrn6Di5BjpOroGOk2ug4+QaFJc48SdIWKJn3jSFkSfjziNP1O1M4F0oeZLuwkTTn332GVFRUQB0796dQYMGAbB9+3YmTJhgyK8XLFhg7FmbNm0aAwYM4I033qBGjRqGsHrdunXs27ePyZMnM3ToUAYNGoTJZEJEGDRoEAEBAU7l2Y7w9fUlPDycgIAA3NzcGDJkCH5+foBj4XVkZCS9evUiOjqaevXq8eWXXwLQpUsX4uLi8PLyoly5csbYe/bsybZt2/D390cpRXh4OF27dnX6vnPmzGHdunW4u7tTtWpVPv30UwCqVq3K+PHjadGiBWARl+f9dhMnTqRdu3aULFmSevXqGW00Go1Go9FoNK6BlnQ/JCilMkSkglKqPpbZNr/CBNwO2k7CMnP3ofXaHTgFdMTycbYX6CcixxwJvB31rSXdrkFxkWtqnKPj5BroOLkGOk6ugY6Ta1Bc4qQl3ZqHGqVULaXUJSzC7Xesou5K1lm1YcAm4ATwpYgcszZzJPB2SmGS7vHjxxMQEEBgYCBhYWFcvnwZgGXLlhEQEIC/vz9t2rTh8OHDwP1JtgESEhJo3bo1pUuX5sMP7RJpUr9+fWPmLSjo3t+2o7HksXfvXtzd3fnqq6+MMkcy7P379+Pv74+Xl5edcNuRlDwlJYX27dtToUIFhg0bZvdcR2LtlStXYjKZcHNzM/bK5TFlyhS8vLzw9vZm06ZNRvns2bPx8/PDZDIZQnGNRqPRaDQajQvxoNdt6uPhPpxJum/cuCF5zJ49W1555RURsUirU1NTRUQkLi7OkFkXJdnOIzk5Wfbs2SNvv/22TJ8+3e6e7X42WxyNRcQi4W7fvr107txZVq5cKSKOZdgiIi1atJDdu3dLbm6uhIeHS1xcnIiIQyl5RkaG7NixQ+bPn28n3nYm1j5+/LgkJCRISEiI7N2712hz7NgxCQgIkDt37sjZs2fF09NTzGazHDlyREwmk2RmZkpOTo507NhRTp8+bbQrLmvVNc7RcXINdJxcAx0n10DHyTUoLnHiT7DnTc+8uTBKqbpKqXNKqarW6yrW6/pKqaNKqXJKqRSlVKV87dYqpXo76PNppdQNGyfcBJt7hYq7i8KRpLtSpXvDyszMNFLqt2nThipVqgDQqlUrLl26BFCkZDuPmjVr0qJFC0qWLHm/Q3Q4FrDs1+vRo4edoNuRDPvKlSukp6fTqlUrlFIMHDjQkHQ7kpKXL1+etm3bUqZMGbsx5f2RFibW9vX1NbJj2hIbG0ufPn0oXbo0DRo0MDJRnjhxguDgYMqVK4e7uzshISGsXr36vn8fjUaj0Wg0Gs2DR3+8uTAikgjMB6Zai6YCH9vcv4Vl6eM/bT7GfgKexeJrc8QOueeEmwxFirsd4kzSDTBu3Djq1q3LsmXLCvWsRUdH07lz5wLl+SXb94tSirCwMJo3b87HH39sd6+wsSQlJbFmzRpee+01u7qOZNhJSUnUqVOnQDngVEpeGL9HrO1oXH5+fuzYsYOUlBRu3bpFXFxckc/XaDQajUaj0RQv9Meb6zMTaKWUegNoC3yY734M8FjexxjwT+ALEXnlNz6nUHH3/TR0JOkGeO+990hMTKR///7MnTvXrt13331HdHQ006ZNsyvPL9n+LezcuZMDBw6wYcMGoqKi2L59u3GvsLG88cYbTJs2DTe3//xPxZGU3BH/TbG2r68vY8eOJSwsjPDwcAIDAylRosTv6kuj0Wg0Go1G82DQqgAXR0RylFKjgY1AmPXatsom4BOlVDURSQH6YHG2OaO1UuowcBlLtspjOBZ3F+C3SLrz8PT0JDIykvbt2wNw5swZJkyYwNSpUzly5IhRrzDJtiPOnz9P2bJlC9Q5ffo0AE2bNiUmJobc3Fy7+7Zj2blzJzt27AAsyz9jY2NJSEggKyurUBn2hQsXOHXqlFG+detWlFLGtTMpeUJCAklJSUZZQkKCU7E2WBLB7N+/n4yMDACysrL4/vvvjdm/n376iWbNmhm/+4wZMwBYuHAhNWrUMJ6l5ZqugY6Ta6Dj5BroOLkGOk6ugY7TH8iD3nSnj//8AGZh+dAaab2uj408G1gIvIJFsp0MlHTSVyWggvW8C3Dael6ouLuosTmTdJ86dUrymDNnjvTo0UNERC5cuCBPPPGE7Nq1S2y5X8l2HhMnTrRLWJKRkSHp6enGeevWrWXDhg0iIg7HYktERIRdwpLCZNgiBROWrF+/XkTEoZQ8j8WLF9slLClKrC0iBRKWHD161C5hSYMGDQzhed7zL1y4IN7e3pKWlma0Ky4bjTXO0XFyDXScXAMdJ9dAx8k1KC5x4k+QsETPvLk4SqlAIBRoBexUSq0opFoMMB5QQKyI5DjqT0TSbc7jlFLzlFLVcSzudoozSfeQIUM4efIkbm5u1KtXjwULFgAwefJkUlJSeP311wFwd3dn37597Nq1y6FkO6/tq6++yi+//EJQUBDp6em4ubkxa9Ysjh8/zrVr1+jWrRtgmcHr168f4eHhgEWsXdhYHOFMhj1v3jxefPFFbt++TefOnY09ezExMYVKycGiMEhPTyc7O5u1a9eyefNmGjdu7FCsvWbNGv7+979z9epVnnnmGQIDA9m0aRMmk4levXrRuHFj3N3diYqKMpZH9ujRg5SUFEqWLElUVBSPPPJIUeHTaDQajUaj0RQjtKTbhVGW9ZE/ABNE5Ful1N+xfMSNwyrqttZzAy4CacBwEfnOSZ+1gGQREaVUS+AroB5QAgfibmdj1JJu16C4yDU1ztFxcg10nFwDHSfXQMfJNSgucdKSbk1x52/ARRH51no9D/DF8rFlICK5WD7CqgHfF9FnT+Codc/bHKCPdSbambi7SAqTdI8ePRofHx8CAgLo1q0b169ft2tz8eJFKlSoYIi271fSHRsbawi3g4KC2Llzp3Fv7Nix+Pn54efnxxdffGGUv/jiizRo0IDAwEACAwM5dOiQcS8+Pp7AwEBMJhMhISFG+eDBg6lZsyZ+fn52z09NTSU0NJSGDRsSGhpKWloaAGlpaXTr1o2AgABatmzJ0aNHjTYbN27E29sbLy8vI5kLwFNPPWWMqXbt2jz//POAcxH5b+1Lo9FoNBqNRuMiPOh1m/p4uA9nku5NmzZJTk6OiIiMGTNGxowZI7b06NFDevbsaexbu19J982bNyU3N1dERA4fPize3t4iIvLNN9/IX/7yF8nJyZGMjAwJCgoy5Ny2+9lsSUtLE19fX7lw4YKI3Ns3JiLy/fffy/79+8VkMtm1GT16tEyZMkVERKZMmWK816hRo2TSpEkiInLixAnp0KGDiFgk4J6ennLmzBnJysqSgICAQt+re/fusmTJEmMchYnIf09fIsVnrbrGOTpOroGOk2ug4+Qa6Di5BsUlTvwJ9rzpmbeHGKVUhpN7gUqp3UqpY0qpn2yl3UqpT62y7zw3XKC1XCml5lgl3T8ppZrdzzgcSbrDwsJwd7dsu7SVcQOsXbuWBg0aYDKZjLL7lXRXqFDBkGzbCrePHz9Ou3btcHd3p3z58gQEBLBx40anY1++fDndu3fn8ccfB7ATdbdr187Y52ZLbGwsERERAERERBiS7uPHj9Ohg0Wv5+Pjw/nz50lOTmbPnj14eXnh6elJqVKl6NOnj+GDyyM9PZ1t27YZs2WOROS/py+NRqPRaDQajWugP97+vIQDlYEcLP8dLFVKLbS5P1ruibrz1hB2Bhpaj5exCMKdUpSkO49FixYZiT0yMjKYNm0aEydOdNhvUZLuNWvW4OPjwzPPPMOiRYsAaNKkCRs3buTWrVtcu3aN7777zk5UPW7cOAICAhg5ciRZWVkAnDp1irS0NJ5++mmaN2/OZ599VtQrk5ycjIeHBwC1atUiOTnZeP7q1asBy0fWhQsXuHTpkkOxti1r166lY8eORXrt/pt9aTQajUaj0WiKF/rj7U+KiEwVkcbWjzM/4DjwQRHN/gp8Zp2Z/hF4RCnlUdSznEm6wSLHdnd3p3///gBMmjSJkSNHUqFChUL7ux9Jd7du3UhISGDt2rWMHz8egLCwMLp06UKbNm3o27cvrVu3NjIxTpkyhYSEBPbu3UtqaqohBjebzezfv5/169ezadMm/vGPf3Dq1KmiXtlAKWXM/EVGRnL9+nUCAwP56KOPaNq06X2LsmNiYujbt+99P/eP6kuj0Wg0Go1G88ehVQEarFklSwFnbIrfU0pNALYCkSKSReGi7seAK/n6u29J98aNG/n666+ZMWMG339vyaWyefNmli5dyvDhw8nIyMDNzY3ExES6dev2myTdeRw/fpzY2FgqV67Mk08+yZNPPgnAP/7xD+7cuWP0kZcVs2nTpnzxxRe0a9eO7OxsvL292bt3LwANGzZk+fLlRkalX375hczMTLtxVKpUiVWrVlGtWjVSUlKoWLGicT8iIoKIiAhEhL59+5KUlERycjKHDx826mzfvh3AuL5x4wY//PADI0eOLPC++UXkv7cvLdd0DXScXAMdJ9dAx8k10HFyDXSc/kAe9KY7ffzfHUDGfdTxAE4CrfKVKaA0sASLigDgG6CtTb2tQJCz/p1Jujds2CC+vr6GhLowbEXb9yvpPn36tJGwZP/+/VK7dm3Jzc0Vs9ks165dExFLIhOTyWQkTLl8+Wd73a4AACAASURBVLLxjBEjRsjYsWNFROT48ePSoUMHycnJkczMTDGZTHLkyJH/z96Zh1VZ5Q/8cxB30yS1UBRUXJBFVBRtLJdC0EbHklxyDDUdM6tRw2XGNK1pXMrMvWk0ddLALcVfadaIuGW54oJriSS4Iagsynb5/v64975xgXu1ppJr5/M87+N9z/ue5d7vOE/Hc873Y/SVmJhYImFJZGSkTcKScePGiYg5+Ulubq6IiHz44YcyaNAgERHJz8+Xhg0byrlz54wkI8ePHzfaW7x4sTz//PN3/H3+l7bKykFjjWN0nJwDHSfnQMfJOdBxcg7KSpz4HSQs0Stvv2OUUtWBz4FJYt4GCYCIWFfScpVSy4BIy/1PFnU7knS3bduW3NxcQkJCAHPSEkdy7LuVdK9fv57//Oc/lC9fnsqVK7N69WqUUuTn5/PYY48B5tWxlStXGglTBg4cSGpqKiJCYGCg0Z6Pjw9hYWEEBATg4uLCsGHDDDXAgAEDiIuL49q1a3h4eDBt2jReeOEFJk6cSN++fVm6dCmenp6sWbMGgJMnTxIREYFSCl9fX5YuXQqYJeQLFiwgNDQUk8nE0KFDbRK1REdHM3HiRJvfwp6IvHr16j+5LY1Go9FoNBqNc6Al3fcxSqksESn14JhSqgKwBfg/EXm/2DN3EblkkYDPAXJEZKJS6inMrrceQDAwT0TaORqDlnQ7B2VFrqlxjI6Tc6Dj5BzoODkHOk7OQVmJk5Z0a+5n+gKPA4OLKwGAVUqpY8AxoBbwD0v5ZuAc8B3wb+Clu+3My8vLWDELCjL/nerXr58hjfby8jJW06wUl3SfPn3aeD8wMJDq1avz/vvvl+jLyv79+3F1dWXdunVG2YoVK2jSpAlNmjRhxYoVJer06tXLRro9depU6tWrZ/S5efNmAPLz84mIiMDf3x8fHx+mT59+12OcPXs2SimuXbt2x/GOHz8eX19ffHx8ePXVV63bVencuTPNmjUz+rl69SoAubm59OvXD29vb4KDgzl//rzD8Wo0Go1Go9FonAe9bfI+xt6qm+XZSmClnWdd7ZQLMOrnjmf79u3UqlXLuF+9erXx+bXXXqNGjRo2748dO9bQBwA0a9aM+HiztcBkMlGvXj2efvrpUvsymUxMmDCBbt26GWXp6elMmzaNAwcOoJSiTZs29OrVi5o1awLw6aeflprhcsyYMURGRtqUrV27ltzcXI4dO8atW7do0aIFAwYMuOMYL1y4wJdffml44xyN9+uvv2bPnj0cPXoUgI4dO7Jjxw7jX7ZWrVplTIStLF26lJo1a/Ldd98RHR3NhAkTWL16td3xenl5lfr7aTQajUaj0WjKHnrl7T7EKudWSnkppY47eO8hpdR2pVSWUmpBsWdtlFLHLELueZYtlCil3JRSXymlzlr+rPm/jldEWLNmjU36+tIk3UXZtm0bjRs3xtPTs9Tn8+fPp0+fPjZS7a1btxISEoKbmxs1a9YkJCTEkHRnZWXx3nvv8frrr9/VmJVSZGdnU1BQwO3bt6lQoUIJbUFpYxwzZgyzZs0y9AGOxquUIicnh7y8PHJzc8nPz+fhhx92OK6igvDw8HC2bduGiNzVeDUajUaj0Wg0ZRs9ebv/qVhkW6T1+tbyLAeYzI8JSYqyGBjOj1LuMEv5RGCbiDTBohFw1PntfBNgnoh069aNNm3a8OGHH9q8s2vXLh5++GGaNGkC3J2kOzo62q6rLCUlhQ0bNjBy5MgS5fYE1pMnT+a1116jSpUqJdpbsGABAQEBDB06lOvXrwPmiVHVqlVxd3enQYMGREZG4ubm5nCMMTEx1KtXj5YtW97VeDt06ECXLl1wd3fH3d2d0NBQfHx8jOdDhgwhMDCQt956y9hOWfQ7urq6UqNGDdLS0u5qvBqNRqPRaDSaso2evN3/5IpZxF30CgYQkWwR2Y15EmdgEW9XF5FvLFsl/wP0tjz+E2Z9AJY/e3MX7N69m0OHDrFlyxYWLlxo+MegpDT6TpLuvLw8Nm3axLPPPlvq89GjRzNz5kxcXO7uf97x8fF8//33pW7BHDlyJN9//z3x8fG4u7vz2muvAbBv3z7KlSvHxYsXSUxMZPbs2Zw7d87uGG/dusU///lP3nzzzbse73fffcfJkydJTk4mJSWF2NhYdu3aBZi3TB47doxdu3axa9cuPv74Y4ff8U7j1Wg0Go1Go9GUffSZN01p1MMs4LZilXEDPFxEJXAZKLGPr7ik2yptPHv2LGCWYEdFRVFYWIjJZGL16tX861//Mt5zJOkG80SwYcOGnDx5kpMnT5YY/O7du41Jzs2bN4mJieHUqVPk5uYSHx9v9LNv3z4CAwNZsWIFX3/9NY888ggmk4kbN24QGBhYItGIv78/n3zyCXFxcbz//vu0aNGCPXv2ANCoUSNWrFhBly5dSh3juXPnOHPmDM2aNQMgNTUVX19fFi9ebHe8ycnJPPzwwxw4cACA5s2bs3LlSkwmk83v2bp1azZs2ECDBg2oXLkyMTEx+Pr6YjKZuHbtGseOHWPu3LkOx6vlms6BjpNzoOPkHOg4OQc6Ts6BjtNvyL0Wzenrl7+wyLkBL+D4Xbw/GFhQ5D4I+G+R+8eAzyyfbxSre91R2/UbNpasrCzJyMgQEZGsrCzp0KGDbNmyRUREtmzZIo8//rjYo7iEWkSkX79+8tFHH9mtU5SIiAhZu3atiIikpaWJl5eXpKenS3p6unh5eUlaWprN+8Wl21Z5t4jIe++9J/369RMRkRkzZsjgwYON7+Tj4yNHjhy56zF6enpKamqqw/FGR0fLE088Ifn5+ZKXlyddu3aVTZs2SX5+vlE3Ly9P+vTpI4sXLxYRkQULFsiIESNERCQqKkqeffbZuxpvWZFrahyj4+Qc6Dg5BzpOzoGOk3NQVuKElnRrfqekYBZwWykq475SxAPnDlx11FDl8uW4cuWKsWpWUFDAc889R1iY+Qido7NrpZGdnc1XX33Fv/71L5vyopJue7i5uTF58mTatm0LwJQpU+547mv8+PHEx8ejlMLLy8vod9SoUQwZMgRfX19EhCFDhhAQEOBwjD+V8PBwYmNj8ff3RylFWFgYPXv2JDs7m9DQUPLz8zGZTDz55JMMHz4cgBdeeIFBgwbh7e2Nm5sb0dHRdxyvRqPRaDQajcY50JLu+xCrnFsp5YV5xczvDu8PBoJE5OUiZfuAV4FvMfvd5ovIZqXUO0CaiMxQSk0E3ERkvL22taTbOSgrck2NY3ScnAMdJ+dAx8k50HFyDspKnLSkW3Pfo5Q6D7yHWdadrJRqYXn0ErAEs5D7e2CLpXwGEKKUOgs8abm/Iz9V0j19+nS8vb1p1qwZW7duNcpv3LhBeHg4zZs3x8fHh71799rtszTpdbly5Yw+e/XqZZSLCJMmTaJp06b4+Pgwb948wHwGrWfPnrRs2RJfX1+WLVsGmJOcdOjQAV9fXwICAmycdYmJiQQHB+Pt7U2/fv3Iy8sDYPny5dSuXdvof8mSJYDZf1dU7F2pUiU2btwIQGxsLK1bt8bPz4+IiAgKCgoAc8KSgIAA/P39efTRRzly5IjR/9y5c/Hz88PX17dUibk9SbhGo9FoNBqNpoxzr/dt6uv+vpo2bSoi9s94WRk7dqxMmzZNREQSEhIkICBAcnJy5Ny5c9KoUSMpKCgQEZHnn39e/v3vf4uISG5urly/fr3U9goKCqRLly7SvXt34wyZiEjVqlVLff+jjz6SQYMGiclkEhGRK1euiIjI22+/LePHjxcRkatXr0rNmjUlNzdXTp8+LWfOnBERkZSUFHnkkUeMsTz77LMSFRUlIiIjRoyQRYsWiYjIsmXLZNSoUXZ/AxHzubyaNWtKdna2mEwm8fDwkNOnT4uIyOTJk2XJkiUiIrJnzx5JT08XEZHNmzdLu3btRETk2LFj4uvrK9nZ2ZKfny9PPPGEnD171mj/hx9+kG7dukmDBg1s4lFW9qprHKPj5BzoODkHOk7OgY6Tc1BW4sTv4MybXnm7j1BK1VdKJSql3Cz3NS33hqxbKdVZKfWZgzaaK6X2KqVylVKRxZ6FKaVOW8TdDv1uPwURW0l3TEwM/fv3p2LFijRs2BBvb2/27dvHzZs32blzJy+88AIAFSpU4MEHHyy1zdKk145YvHgxU6ZMMdL1W+sppcjMzEREyMrKws3NDVdXV5o2bWp46erWrUudOnVITU1FRIiNjSU8PByAiIgIYxXtbli3bh3du3enSpUqpKWlUaFCBZo2bQpASEgI69evB+DRRx+lZk2zH719+/YkJ5uTg548eZLg4GCqVKmCq6srnTp14tNPPzXatycJ12g0Go1Go9GUffTk7T5CRC5glmtbtzLOAD4EHgcaK6XiMW+FfEwptcFOM+mYz7q9W7RQKVUOWAh0B1oAA4pssbTLz5F025NpJyYmUrt2bYYMGUKrVq0YNmwY2dnZJfq0J70GyMnJISgoiPbt29tMqr7//ntWr15NUFAQ3bt3N9Lwv/zyy5w8eZK6devi7+/P3LlzS/jY9u3bR15eHo0bNyYtLY0HH3wQV1dXm7FbWb9+PQEBAYSHh3PhwoUS4yuawKVWrVoUFBQYqoB169aVWmfp0qV0794dAD8/P3bt2kVaWhq3bt1i8+bNRh17knCNRqPRaDQajXOgJ2/3H3OA9kqp0UBHzJOwncD3IhIIDAN2iUhJIzUgIldFZD+QX+xRO+A7ETknInlANGZh913xUyTd9igoKODQoUOMHDmSw4cPU7VqVWbMKHnkzpGkOykpiQMHDvDJJ58wevRovv/+ewByc3OpVKkSBw4cYPjw4QwdOhSArVu3EhgYyMWLF4mPj+fll18mIyPDaO/SpUsMGjSIZcuW3VEK3rNnT86fP8/Ro0cJCQkhIiLC5vmlS5c4duwYoaGhgHnCGx0dzZgxY2jXrh0PPPAA5cqVs6mzfft2li5dysyZMwHw8fFhwoQJdOvWjbCwMAIDAylXrpxDSbhGo9FoNBqNxjnQqoD7DBHJV0qNA74Aulnuf4mm6wFFl32SgeDSXvxfJd25ubns2LEDDw+zreDo0aO0bt0aFxcXatWqxe3bt4mLi6Nx48Z88sknPPHEEzb925Ned+zY0WYcVul1p06dcHNzo27dusTFxVGzZk0OHz5MXFwc7777Ls899xw7duwAoGbNmqxatQofHx+ys7MZM2YMAwcOJCcnh7i4OESE1NRUtm3bRrly5UhISKBy5colxJXWraBFy9etW0dwcLAh0rby1ltvAeYELA8++KBR5/vvv2fKlCnMmDGDY8eOGe83btyY2bNnA/Dvf/+b2rVrEx0dbVcS7ubmpuWaToKOk3Og4+Qc6Dg5BzpOzoGO02/IvT50p69f/gLeBy4CYyz3Xlhk3UBnLMLtO7QxFYgsch8OLClyP4giYm9718+RdB8/ftwmYUnDhg2NhCUdO3aUU6dOiYhZ4B0ZGSmOKCq9Tk9Pl5ycHBERSU1NFW9vb0lISBARkQkTJsjSpUtFxHzoNigoSEREXnzxRXnjjTdEROTy5ctSt25dSU1NldzcXOnatavMmTOnRJ/h4eE2CUsWLlwoIrbC708//VSCg4Nt6gUHB0tsbKxNmTVxSk5OjnTt2lW2bdsmIiJJSUnSuHFj2bNnT4n+rXWSkpKkWbNmpSZ1KZ5ApqwcNNY4RsfJOdBxcg50nJwDHSfnoKzEid9BwhK98nafoZQKBEKA9sBupVT0L9R0ClC/yH1RcbdDfqqk29fXl759+9KiRQtcXV1ZuHChsV1w/vz5DBw4kLy8PBo1amSk7r8bSffJkycZMWIELi4uFBYWMnHiRFq0MB/bmzhxIgMHDmTOnDlUq1bNSOM/efJkBg8ejL+/PyLCzJkzqVWrFitXrmTnzp2kpaWxfPlywKwCCAwMZObMmfTv35/XX3+dVq1aGQlW5s2bx6ZNm3B1dcXNzc2oB3D+/HkuXLhAp06dbMb8zjvv8Nlnn1FYWMjIkSPp2rUrAG+++SZpaWm89NJLALi6uhpn4/r06UNaWhrly5dn4cKFdpO6aDQajUaj0WicCy3pvo9Q5v2RXwNTROQrpdQrmCdxk7DIupVSnTGvqP3xDm1NBbJE5F3LvStwBngC86RtP/CciCQ4akdLup2DsiLX1DhGx8k50HFyDnScnAMdJ+egrMTp9yDp1itv9xfDgR9E5CvL/SJgCOB5tw0opR4BDgDVgUJL4pMWIpKhlHoZ2AqUAz6608RNo9FoNBqNRqPR/HLobJP3ESLyoYj0K3JvEpHWIrJDRPwsZXGOVt1E5LKIeIhIdRF50PI5w/Jss4g0FZHGIvL2Tx2fyWSiVatW/PGP5u5jY2Np3bo1fn5+REREUFBQAJj/9aZGjRoEBgYSGBhokyHxxo0bhIeH07x5c3x8fNi7d2+pfcXFxREYGIivr6+xFfHChQt06dKFFi1a4Ovry9y5c433jxw5QocOHfD396dnz55GRsm0tDS6dOlCtWrVePnll236WL16NQEBAfj6+jJhwgSjfMyYMcbYmzZtarNtcfz48fj6+uLj48Orr75qPT9IWFgYLVu2xNfXlxdffBGTyaxYmDx5MgEBAQQGBtKtWzcuXrwImLdTWvvw8/OjXLlypKenk5OTQ7t27Yy23njjDaNve7+3RqPRaDQajcZJuNeH7vT1v13AdiC0WNloYAulJCkBBuMg0QhmJ9whoAAIL/YsAjhruSLuZnxNmzYVK7Nnz5YBAwbIU089JSaTSTw8POT06dMiIjJ58mRZsmSJiJgPvT711FNSGs8//7z8+9//FhGR3NzcUpNxXL9+XXx8fCQpKUlEfkzgcfHiRTl48KCIiGRkZEiTJk2MhCVBQUESFxcnIiJLly6V119/XUTMCVZ27dolixcvllGjRhl9XLt2TerXry9Xr141xvXf//63xFjmzZsnQ4YMERGRPXv2yKOPPioFBQVSUFAg7du3Nw743rx5U0RECgsL5ZlnnjESnljLRUTmzp0rI0aMKNHHpk2bpEuXLkb9zMxMERHJy8uTdu3ayd69ex3+3iJl56CxxjE6Ts6BjpNzoOPkHOg4OQdlJU78DhKW6JU35ycK6F+srD8w3VElpdQQpVR8sWsh8APmCd4nxd53A97ArAdoB7yhlKp5p8FZJd3Jycl8/vnnDBs2DDCvaFWoUIGmTZsCEBISwvr16x22dfPmTXbu3GkkAKlQoUKpyTg++eQTnnnmGRo0aABAnTp1AHB3d6d169YAPPDAA/j4+BgC7TNnzvD444+XGEvVqlXp2LEjlSpVsunj3LlzNGnShNq1awPw5JNPljr+og47pRQ5OTnk5eWRm5tLfn4+Dz/8MADVq1cHzAld8vLysOodrOUA2dnZlKZ9KN5HtWrVAMjPzyc/Px+l1M/6vTUajUaj0Wg0ZQs9eXN+1gFPKaUqACilvIC62DrZSiAiy0QksNg1SkTOi8hRoLBYlVDgKxFJF5HrwFdA2N0OcvTo0cyaNcsQWdeqVYuCggIjQ+K6deu4cOHHIe/du5eWLVvSvXt3EhLMR+sSExOpXbs2Q4YMoVWrVgwbNozs7OwSfZ05c4br16/TuXNn2rRpw3/+858S75w/f57Dhw8THGxW1fn6+hITEwPA2rVrbcZSGt7e3pw+fZrz589TUFDAxo0bS9RJSkoiMTHRyBDZoUMHunTpgru7O+7u7oSGhuLj42O8HxoaSp06dXjggQcIDw83yidNmkT9+vVZtWpVCcn2rVu3+OKLL+jTp49RZjKZCAwMpE6dOoSEhBAcHHzH31uj0Wg0Go1GU/bRCUucHBFJV0rtA7oDMZhX3dYAv3Qa0dIk3fVKe7G4pHv69Onk5+eTmZlJfHw8aWlp7Nixg/HjxzN06FDy8/MJCgoy5NvZ2dmsXLmSypUr88033xAaGsrKlSs5ffo0Bw8eZPDgwQwePJj58+czcuRIhg4datN/UlISp0+fZvbs2eTl5TFq1CiUUtSvbzYd3L59m7/+9a8MGzaMQ4cOAWbFwNtvv8348eP5wx/+gIuLi41s8tSpU6SkpNiUvfTSS3Tv3h0XFxd8fX25fv26zfOoqCg6dOhgCMNTUlLYvXs3UVFRAERGRvLwww8TEBAAwN/+9jfy8vL4xz/+wZw5cwgKMidLCgkJISQkhFWrVhEZGcmQIUOMPmJjY2nevDlHjx61+Q3ef/99srKymDx5Ms2bN6dhw4Z2f2/Qck1nQcfJOdBxcg50nJwDHSfnQMfpN+Re79vU1/9+AQOBKMvneKANdsTc3OHMW5E2l1PkzBsQCbxe5H4yRSTe9q76DRvLxIkTpV69euLp6SkPP/ywVK5cWQYOHChF2bp1qzz77LNSGlah9KVLl8TT09Mo37lzp/To0aPE+9OnT5cpU6YY90OHDpU1a9aIiPkcWLdu3WT27Nml9iUicvr0aWnbtq1N2bJly2zOvBXnX//6l4wbN86mLDAw0EaiPWvWLHnzzTeN+2nTpsnMmTNLtLVixYpS+0pKShJfX1+bst69e8uqVavsjmvatGnyzjvvlCgv/nuXlb3qGsfoODkHOk7OgY6Tc6Dj5ByUlTihz7xpnIQY4AmlVGugiogc/BX6+NmS7unTp5OcnMz58+eJjo6ma9eurFy5kqtXrwKQm5vLzJkzDcH25cuXrRNE9u3bR2FhIQ899BCPPPII9evXx+qN27ZtmyHZLsqf/vQndu/eTUFBAbdu3eLbb7/Fx8cHEeGFF17Ax8eHsWPH2tSxjqWwsJB//OMfDmXfxetcv36dRYsWGef5wLxSd/36dTp06GCUNWjQgB07dlBQUEB+fj47duzAx8eHrKwsLl26BJjPvH3++ec0b94cgLNnzxr1Y2JijHIwnwHcsWMHf/rTn4yy1NRUbty4AZhXGL/66iujjr3fW6PRaDQajUbjHOhtk/cBIpKllNoOfIQ5gcmvwVbgn0WSlHQD/nanSpXLl7P77J133uGzzz6jsLCQkSNHGmfD1q1bx+LFi3F1daVy5cpER0cbiTrmz5/PwIEDycvLo1GjRixbtgyADz74ADBvf/Tx8SEsLIyAgABcXFwYNmwYfn5+7N69m48//hh/f38CAwMB+Oc//0mPHj2Iiopi4cKFADzzzDM2WxO9vLzIyMggLy+PjRs38uWXX9KiRQv++te/cuTIEQCmTJliJAMBiI6Opn///jYJRsLDw4mNjcXf3x+lFGFhYfTs2ZMrV67Qq1cvcnNzKSwspEuXLsbEauLEiZw+fRoXFxc8PT2N7wmwYcMGunXrRtWqVY2yS5cuERERgclkorCwkL59+xpqBnu/t0aj0Wg0Go3GOVDWFQ6Nc6OU6g1sAHxE5JQlcclnIuKnlOqMeYvjH5VSg4EgEXnZTjttLe3UBHKAyyLia3k2FPi75dW3RWTZncbVrFkzsa6UacoucXFxdO7c+V4PQ3MHdJycAx0n50DHyTnQcXIOykqclFIHRSToXo/j10Rvm7xPEJGNIqJE5JTl/ryUIuYWkeX2Jm6W5/vFLOauKiIPWSdulmcfiYi35brjxK04xSXdgwcPpmHDhoZsOj4+3ub9/fv34+rqyrp164yycuXKGe/36tXLYX/r169HKWVkWNy3b59Rt2XLlmzYsMF4d86cOfj6+uLn58eAAQPIyckBYMGCBXh7e6OU4tq1azbtlyYC/zmS7FOnTtGhQwcqVqzIu+++a9PHF198QbNmzfD29mbGjBlG+cCBA2nWrBl+fn5GEhKAVatWERAQgL+/P48++qixMggwdOhQ6tSpg5+fn8PfTaPRaDQajUZTNtGTN81vxty5c21S44N5K198fDzx8fHGVkYwT/QmTJhAt27dbN6vXLmy8f6mTZvs9pWZmcncuXMNFQCAn58fBw4cID4+ni+++IIRI0ZQUFBASkoK8+bN48CBAxw/fhyTyUR0dDQAf/jDH/jvf/+Lp6enTfs3btzgpZdeYtOmTSQkJLB27VoAKlasSGxsLEeOHDH6+eabbygsLCQiIoLo6GiOHz+Op6cnK1asAMDNzY158+YRGRlp04fJZGLUqFFs2bKFEydOEBUVxYkTJwDz5O3UqVMcO3aM27dvs2TJEgAaNmzIjh07OHbsGJMnT+Yvf/mL0d7gwYP54osvHERIo9FoNBqNRlOW0ZO3+wClVJblz3NKqWbFnr2vlJpQSp1JSqljSqlMpZRJKZWqlJpU5Hkby/PvlFLzlOXwllLKTSn1lVLqrOVPh6Jue5LuOzF//nz69OljCLZ/KpMnT2bChAk2cu0qVarg6mo+5pmTk2NzHq2goIDbt28bSU7q1q0LQKtWrfDy8irRvj0R+M+RZNepU4e2bdtSvnx5mz727duHt7c3jRo1okKFCvTv399w0fXo0QOlFEop2rVrR3JyMgCPPvooNWuaQ9K+fXujHODxxx/Hzc3t5/ycGo1Go9FoNJoygJ683V9EY/a8AaCUcgHCLeU2iMjbQHvMfrhRwGpLmZXFwHCgieWyCrknAttEpAmwzXJ/R4pLuq1MmjSJgIAAxowZQ25uLmD2oW3YsIGRI0eWaCcnJ4egoCDat2/Pxo0bS+3r0KFDXLhwgaeeeqrEs2+//RZfX1/8/f354IMPcHV1pV69ekRGRtKgQQPc3d2pUaNGiRW/4jgSgf9SkuyUlBTDTQfg4eFBSoptgs/8/Hw+/vhjwsJK+tKXLl1K9+7dHfah0Wg0Go1Go3EedLbJ+4soYDUwzXL/OJAkIkmlvSwi2cBupZR30XKllDtQXUS+sdz/B+gNbAH+hNkbB7ACiAMmFKt/R0l3XFwcPXv2JCIigvz8fGbPns2LL75IREQEU6dOpV+/fuzcuZPLly+TkJBArVq1zF8wKoratWtz8eJFXnzxRbKzs6lX70dXeGFhIWPHjmXixInExcVx48YNDh48SFZWlvHOwoULSUpK4u9/vdhRHwAAIABJREFU/ztVq1YlNzeXFStWsHLlSqpVq8bUqVOZNGkSISEhRp2cnBz27NlDjRo1gDuLwH+qJBvg/PnzVK5c2ShLSEjg0qVLxv3JkydLiMLfffddGjVqhMlksik/fPgw8+fPZ968eTblly9fJjs7u4RIU8s1nQMdJ+dAx8k50HFyDnScnAMdp98OPXm7jxCRY0qpQqVUSxE5gnkV7ueoA+oByUXuky1lAA+LyCXL58vAw6WM40PgQ4AGjbwlIyODgwcPMnjwYHJycsjIyGDJkiWsXLnSqFOhQgXeffddOnfuTFJSErNmzQLg2rVrHDp0iJYtW9K7d2+bfr788ksqVqxok93o5s2bJCcnM3GieUHw8uXLTJs2jU2bNhEUZJt8aMWKFbi5uZGYmEirVq2M9i9evMg333xj026lSpX4wx/+YEwiv/nmGwICAoyVrU2bNlGpUqUSmZYOHTpEWloaQ4YMoXPnzowaNcoYe25urs37cXFxVKtWzSirWLEiX3/9tXG/d+9e2rVrZ9xPmzYNV1dX1qxZY7OiefToURYsWMBXX31loy8A8wSxatWqJcZZVrJEaRyj4+Qc6Dg5BzpOzoGOk3Og4/TbobdN3n9EAf2VUq6YV8vW/lodWUz2d3RN2JN0W8XUIsLGjRuNLIiJiYmcP3+e8+fPEx4ezqJFi+jduzfXr183tlZeu3aNPXv2lJB016hRg2vXrhn127dvb0zcEhMTjQyPSUlJnDp1Ci8vLxo0aMA333zDrVu3EBG2bdtWIrFKceyJwH9JSXbbtm05e/YsiYmJ5OXlER0dbWTYXLJkCVu3biUqKspm4vbDDz/wzDPP8PHHH5eYuGk0Go1Go9FonBu98nb/EQ18CewAjorIlZ/RRgrgUeTew1IGcEUp5S4ilyzbK686asiRpHvgwIGkpqYiIgQGBtoIqEvj5MmTjBgxAhcXFwoLC5k4caIxeZsyZQpBQUEO9QG7d+9mxowZlC9fHhcXFxYtWkStWrWoVasW4eHhtG7dGldXV1q1amVkaZw3bx6zZs3i8uXLBAQE0KNHD5YsWWJXBH706NGfLMm+fPkyQUFBZGRk4OLiwvvvv8+JEyeoXr06CxYsIDQ0FJPJxNChQ/H1NZsbXnzxRTw9PenQoQNgFotPmTKFN998k7S0NF566SUAXF1djXN2AwYMIC4ujmvXruHh4cG0adN44YUXHP7mGo1Go9FoNJqyg5Z03wcopbJEpFqR+2+BisDcu/GxlSbuVkrtA14FvgU2A/NFZLNS6h0gTURmKKUmAm4iMt5e21rS7Rzo7Q7OgY6Tc6Dj5BzoODkHOk7OQVmJk5Z0a5yVKKA58OmdXlRKnQfeAwYrpZKVUtZ9iC8BS4DvgO8xJysBmAGEKKXOAk9a7u+K4pJuewLsuLg4atSoYQi133zzTYftFOeHH36gS5cutGrVioCAADZv3gz8mBDE2m7RbYtRUVH4+/sTEBBAWFiYMZ709HRCQkJo0qQJISEhXL9+HTBv9Xz11Vfx9vYmICCAQ4cOAebtmK1btzbk3UVXEw8ePIi/vz/e3t68+uqrWP/hZO3atfj6+uLi4mKskoFjqbiXlxf+/v4EBgbanOWbPHkyAQEBBAYG0q1bNy5evAjA9evXefrppwkICKBdu3YcP378rmKm0Wg0Go1GoylDiIi+9PWrXU2bNhUrs2fPlgEDBshTTz0lIiKHDh2SxMRE8fT0lNTUVOO97du3G++URvF2ijN8+HBZtGiRiIgkJCSIp6eniIgkJiaKr69viffz8/Oldu3axhjGjRsnb7zxhvF5+vTpIiIyffp0GT9+vIiIfP755xIWFiaFhYWyd+9eadeunYiI5ObmSk5OjoiIZGZmiqenp6SkpIiISNu2bWXv3r1SWFgoYWFhsnnzZhEROXHihJw6dUo6deok+/fvN8aVnZ0t+fn5IiJy8eJFqV27tnFf/DezcvPmTePz3LlzZcSIESIiEhkZKVOnThURkZMnT0rXrl1t6m3fvr3U31JTttBxcg50nJwDHSfnQMfJOSgrcQIOSBn4799f89Irb78iVnm2nWd1lVLrfmJ7g5VSC/73kdm0l6qUirdcw4o8i7CIuM8qpSKKlJcq77aHI0m3PQG2I+5G9q2UIiMjAzBnn7QKt+1h/cuQnZ2NiJCRkWHUiYmJISLC/PUjIiIMt1xMTAzPP/88Sinat2/PjRs3uHTpEhUqVKBixYqAOTFJYWEhAJcuXSIjI4P27dujlOL555832vLx8aFZs2bFh+VQKm6P6tWrG5+zs7ONOidOnDDO2DVv3pzz589z5crPOQ6p0Wg0Go1Go7lX6MnbPUJELopI+G/Rl1IqtMgEzXpZ9+CtFpFAy7XE8r4b8AYQDLQD3lBK1bS8b0/e7RB7km577N27l5YtW9K9e3cSEhJ+UjtTp05l5cqVeHh40KNHD+bPn288s2oBOnXqxK5duwAoX748ixcvxt/fn7p163LixAkjkceVK1dwd3cH4JFHHjEmPI4E2hcuXCAgIID69eszYcIE6tatS0pKCh4eHqW+74jSpOJgnqB269aNNm3a8OGHH9rUmTRpEvXr12fVqlXGltOWLVvy6afmXbT79u0jKSmJ5ORkNBqNRqPRaDTOg5683SOUUl5KqeOWz4OVUp8qpb6wrHTNKvLeEKXUGaXUDuAPRcprK6XWK6X2W64/WMrnKqWmWD6HKqV2Al8VmaBZr6cdDC/UUiddRK4DXwFhReXdlqVpq7zbIZ999hl16tShTZs2d/XbtG7dmqSkJI4cOcIrr7xi+Nfutp2oqCgGDx5McnIymzdvZtCgQRQWFuLu7s4PP/zA4cOHee+993juuefIyMggPz+fxYsXc/jwYS5evEhAQADTp08v0a5S6q5Wv+rXr8/Ro0f57rvvWLFixf+0whUcHExCQgL79+9n+vTp5OTkAObMmYcOHWLLli0sXLiQnTt3GnXefvttLly4wMCBA1mwwLxQO3HiRG7cuEFgYCDz58+nVatWlCtnPxOoRqPRaDQajabsoVUBZYdAoBWQC5xWSs0HCoBpQBvgJrAdOGx5fy4wR0R2K6UaAFsBH+BvwH6l1C5gHtBDRAod9NtHKfU4cAYYIyIXMAu5LxR5xyrpdiTvNlBK/QX4C0CtWrWJioriyy+/5NNPPyUvL49bt24REhLCpEmTAPOWwD179lCjRo0Sg6tSpQqZmZnExMSwZs0ah+1Ysab3j4uLA+DGjRvExMRQs2ZNm/ceeughoqKiEBGuX7/OhQsXuHDhAk2aNCEqKoqOHTtSvXp11q9fz0MPPURaWhoPPPAAcXFxKKXYunWr4Y07e/YsSUlJZGVllejjgw8+wM/PjzNnzhhj2rZtG0op4946zoMHD5Zow0pBQQErVqwwtliePXsWMG8/jYqKMrZoWmnUqBETJ06kS5cugHnbZ0REBCLCgAEDSElJMZx0WVlZNmPRlE10nJwDHSfnQMfJOdBxcg50nH5D7vWhu/v5ArIcPPMCjls+Dwb+XeTZFqAj5lWt/xQpfxVYYPl8FYgvcqUA1SzPHsU88XvlDuN7CKho+TwCiLV8jgReL/LeZEtZEPDfIuWPAZ856qN+w8ZSlNKSkRRPvnHp0iUpLCwUEZFvv/1W6tevb9w7asdKWFiYLFu2TETMyUDc3d2lsLBQrl69KgUFBSIi8v3330vdunUlLS1NUlJS5JFHHpGrV6+KiMjrr78uY8eOFRFzoo+iCUvGjRsnIiKfffaZTcKStm3biojIhQsX5NatWyIikp6eLk2aNJGjR4+KSMmEJZ9//rnNuIsnLDl37pyRoOT8+fPi7u4uqampkpWVJRkZGSIikpWVJR06dJAtW7aIiMiZM2eM+vPmzZM+ffqIiMj169clNzdXREQ+/PBDGTRoUInfU1P20XFyDnScnAMdJ+dAx8k5KCtx4neQsESvvJUdcot8NnHnVVEXoL2I5JTyzB9IAxxm6hCRtCK3SwDrds0UoHORZx5AHI7l3aXiSNJtT4C9bt06Fi9ejKurK5UrVyY6OvqO2xWLSrpnz57N8OHDmTNnDkopli9fjlKKnTt3MmXKFEPS/cEHH+Dm5gbAG2+8weOPP0758uXx9PRk+fLlgHm7Yd++fVm6dCmenp6sWbMGgB49erB582a8vb2pUqUKy5aZdXonT57ktddeQymFiBAZGYm/vz8AixYtYvDgwdy+fZvu3bvTvXt3ADZs2MArr7xCamoqTz31FIGBgWzdutWuVPzcuXM8/bR512tBQQHPPfccYWFhxnhPnz6Ni4sLnp6ehqrg5MmTREREoJTC19eXpUuXOvw9NRqNRqPRaDRlDy3p/hUpLs8u9swL86qVX3FJtlLqM+Bd4DTwDdAayABigSMi8rJS6hPgsIi8Y6kTKCLxSilPzGfUOmOWa48QkW/tjMFdRC5ZPj8NTBCR9paEJQct/QIcAtqISLo9ebe930BLup2DsiLX1DhGx8k50HFyDnScnAMdJ+egrMRJS7o19xTLxGoqsBf4L+ZJlJVXgSCl1FGl1AngRUva/qVApIhcBF4AliilKtnp4lWlVIJS6oilvcGWftOBt4D9lutNSxnYl3fbJScnh3bt2tGyZUt8fX154403AIiNjaV169b4+fkRERFhnB+zsn//flxdXVm37kejQrly5Qxxda9evRz2u379epRShvj6q6++ok2bNvj7+9OmTRtiY2ONd60ZGqtVK3WuXaItR8LvsLAw47u++OKLmEwm49n8+fNp3rw5vr6+jB8//hcfV1paGl26dKFatWq8/PLLNu927tyZZs2aGWO+evWqw7Y0Go1Go9FoNGULvW3yV8Teqpvl2XnAz/J5ObC8yLM/Fvm8DFhWSv1rQL9Smn6yyDsHMW+htDeGv2FOcFLas4+Aj0opP2Ad991SsWJFYmNjqVatGvn5+XTs2JHQ0FAiIiLYtm0bTZs2ZcqUKaxYscJI0W8ymZgwYQLdunWzaaty5crEx8ffsc/MzEzmzp1LcHCwUVarVi3+7//+j7p163L8+HFCQ0ONdP09e/bk5ZdfpkmTJnfVFkDjxo1LHcuaNWuoXr06IkJ4eDhr166lf//+bN++nZiYGI4cOULFihWNydMvOa5KlSrx1ltvcfz4cY4fP16izqpVqwgKKvkPUrdu3Sr1O2o0Go1Go9Foyg565e0+xyoKL6Ym6GzZmmmvTnOl1F6lVK5SKrLYszCl1GmLpHvinfq/nW9CKWWsHOXn55Ofn0+5cuWoUKECTZs2BSAkJIT169cb9ebPn0+fPn2oU6fOz/jWMHnyZCZMmEClSj8uOrZq1cqQb/v6+nL79m1yc81HDdu3b2/43O6mLUdYRdkFBQXk5eUZ5/UWL17MxIkTDYm39bv9kuOqWrUqHTt2vOuxWvnoo49+0nfUaDQajUaj0fz26Mnbr4xSyr8UQXapZ9B+xTFMwnw+rbFSKh7ztkdvB1XSMW+jfLdYO+WAhUB3oAUwQCnV4m7GYDKZCAwMpE6dOoSEhNCuXTsKCgqMLXrr1q3jwgWznSAlJYUNGzYwcuTIEu3k5OQQFBRE+/bt2bhxY6l9HTp0iAsXLvDUU0/ZHc/69etp3bq1MZGyh6O2ShN+WwkNDaVOnTo88MADhIebXexnzpxh165dBAcH06lTJ/bv3/+rjMsRQ4YMITAwkLfeesuaMZRDhw5x9erVn9yWRqPRaDQajea3RW+b/JURkWOYHW73cgxvK6VWYU6QEqiU6ow59b+9968CV5VSxf9rvh3wnYicA1BKRQN/Ak7caQzlypUjPj6eGzdu8PTTT5OQkEB0dDRjxowhNzeXbt26GdLo0aNHM3PmTFxcSv7bQlJSEvXq1ePcuXN07doVf39/GjdubDwvLCxk7NixRrbI0khISGDChAl8+eWXDsfsqC2r8Puhhx7i4MGD9O7dm4SEBGPVbevWreTk5DBw4EBiY2MJCQmhoKCA9PR0vvnmG/bv30/fvn05d+6csTL3S4zLEatWraJevXpkZmbSp08fPv74Y/785z8zduxYXnrppZ/Ulkaj0Wg0Go3mt0dP3jQ/hdLk3SUOSRWXdBeXNnp5ebFw4UL69evHW2+9BZiTkzz44IPExcWxe/duYyXr5s2bxMTEcOrUKTp27Aj8KKdu3rw5K1eupFOnTkbbWVlZHD58mPbt2wOQnp5OWFgYb7/9Ns2aNSM1NZWxY8cyfvx4Q8pdFJPJZIz3Tm0VxSr8Ll7etGlTFi1aRPny5alSpQqNGjVix44dAOTl5RETE8ODDz74i4/r1KlTpKSklPjtrb9d69at2bBhA25ubhw+fJi//vWvjB492uF31Nx7tATVOdBxcg50nJwDHSfnQMfpN+Rei+b09eteWETh2ErBO3MHubblvamYM1da78OBJUXuB2GRhtu76jdsLFevXpXr16+LiMitW7ekY8eO8n//939y5coVERHJycmRrl27yrZt26Q4ERERsnbtWhExS69zcnJERCQ1NVW8vb0lISGhRJ2iFBVfX79+XQICAmT9+vV2369atepdtWVP+J2ZmSkXL14UEZH8/Hzp27evzJ8/X0REFi9eLJMnTxYRkdOnT4uHh4cUFhb+ouOysmzZMhk1apRxn5+fb4jQ8/LypE+fPrJ48WLjuVWuWVpbmrJDWZGgahyj4+Qc6Dg5BzpOzkFZiRO/A0m3PvOm+SmkAPWL3N+VpPvSpUt06dKFgIAA2rZtS0hICH/84x9555138PHxISAggJ49e9K1a1eHnZ88eZKgoCBatmxJly5dmDhxIi1amI/cTZkyhU2bNjmsv2DBAr777jvefPPNEunyx48fj4eHB7du3cLDw4OpU6c6bGvnzp0EBAQQGBhIeHi4IfzOzs6mV69exrM6deoYGoGhQ4dy7tw5/Pz86N+/PytWrEAp9YuOC8wrm9ZtlR4eHpw4cYLc3FxCQ0ONcdWrV4/hw4ffsS2NRqPRaDQaTdlBS7rvc6yi8GJS8M6YV9T+eIe6UzGv3L1ruXcFzgBPYJ607QeeE5EEe21oSbdzUFbkmhrH6Dg5BzpOzoGOk3Og4+QclJU4aUm35neJUuoRpVQyMBZ4XSmVrJSqLiIFwMvAVuAksMbRxM2KPUn3Y489Zqw01a1bl969ewPm/wOoUaOG8ezNN9802vriiy9o1qwZ3t7ezJgxo9T+fvjhB7p06UKrVq0ICAhg8+bNgH2BdWZmptFXYGAgtWrVYvTo0QC89957tGjRgoCAAJ544gmSkpIA2L59u02dSpUqGdkvExMTCQ4Oxtvbm379+pGXl2czvp8i/LYn1k5KSuKJJ54gICCAzp07k5ycbNRZsWIFTZo0oUmTJqxYscIoz8vL4y9/+QtNmzalefPmhpph+fLl9O7d2+hjyZIldwqpRqPRaDQajeZecK/3berr/r6aNm0qhYWFkpmZKSLm81bt2rWTvXv3SlGeeeYZWbFihYiY900/9dRTUpyCggJp1KiRfP/995KbmysBAQGlnnkbPny4LFq0SEREEhISxNPTU0REsrKyZNeuXbJ48WKb82DFad26tezYsUNERGJjYyU7O1tERBYtWiR9+/Yt8X5aWprUrFnTeO/ZZ5+VqKgoEREZMWKEMRYRkYyMDHnsscckODjYOFuWmJgovr6+pY7F3hm08PBwWb58uYiIbNu2Tf785z8bY2nYsKGkpaVJenq6NGzYUNLT00VEZMqUKTJp0iQRETGZTMYZuGXLlknv3r3t/h6askNZOVOgcYyOk3Og4+Qc6Dg5B2UlTugzb5r7AaXUdqVUaLGy0UqpxXbeNxVx0m0qUt5QKfWtRdC9WilV4S77LyHptqbHB8jIyCA2NtZYebPHvn378Pb2plGjRlSoUIH+/fsTExNTan8ZGRmAOVulVYB9NwLrM2fOcPXqVR577DEAunTpQpUqVQCzMLvoCpeVdevW0b17d6pUqYKIEBsba7jdIiIibHx0P1X4bY8TJ04YZwS7dOli/A5bt24lJCQENzc3atasSUhICF988QVgFnH/7W9/A8DFxYVatWr9T2PQaDQajUaj0fy26Mnb74MooH+xsv7AjVIE4guB2yISaLl6FakzE5gjIt7AdeCFO3V8O98ElJR0Bwf/aBjYuHEjTzzxhOFIA9i7dy8tW7ake/fuJCSYd2ampKRQv/6P+VI8PDxISSmZL2Xq1KmsXLkSDw8PevTowfz58+80TIPo6Gj69etnM7m0snTpUrp3715qnQEDBgDmrZkPPvggrq6uJcb4c4XfpYm1W7ZsyaeffgrAhg0byMzMJC0tze5vdOPGDcA8eWzdujXPPvssV65cMd6zJmAJDw8voSnQaDQajUaj0ZQN9OTt98E64CnrSpkleUld4O9FJmnWa1RpDSjzbKarpS2AFYDjpbIiWCXdycnJ7Nu3j+PHjxvPoqKijMkPmB1kSUlJHDlyhFdeeeWOK3LFiYqKYvDgwSQnJ7N582YGDRpEYWHhXdUtOhErysqVKzlw4ADjxo2zKb906RLHjh0jNDS0RJ2iWMXas2fPLvHMKvw+fPgw7733Hs8995yxcrhq1SqOHTvGrl272LVrFx9//DEA7777Ljt27KBVq1bs2LGDevXqGZLz0igoKCA5OZlHH32UQ4cO0aFDByIjzZ72nj17EhUVxdGjRwkJCSEiIsLxj6TRaDQajUajuSdoSffvABFJV0rtA7oDMZhX3daIdRmnJJWUUgeAAmCGiGwEHgJuiDlpCZgF3fVKq/xTJN03b97k66+/ZsyYMaXKHatUqUJmZiYxMTFcuXKFI0eOGO/t3LkToES9efPmMWvWLKP8xo0bxMTEULNmTcC+wPq7774jMzOTzMxMm2cHDx5k3rx5vP/+++zdu9emzrp16wgODmbPnj2A+Qxpamoq27Zto1y5ciQkJFC5cmU2b978s4XfxcXaDRo0AODVV18F4Pbt23zyySfEx8dz8+ZN4uPjjfHv27ePwMBAjh07RqVKlXBzcyMuLg4PDw/mzZtnvJeXl0dcXBze3t7s27dPizbLKFqC6hzoODkHOk7OgY6Tc6Dj9Btyrw/d6eu3uYCBQJTlczzQxsG79Sx/NgLOA42BWsB3Rd6pj0X67ehyJOkWMYurn3/+eSnKpUuXpLCwUEREvv32W6lfv74UFhZKfn6+NGzYUM6dO2ckLDl+/LgUJywsTJYtWyYiIidOnBB3d3ejPZGSAmsrEyZMkClTptiUHTp0SBo1aiRnzpwp8b6ISHBwsMTGxtqUhYeH2yQsWbhwYYl6dyP8diTWTk1NFZPJJCIif//73w35d1pamnh5eUl6erqkp6eLl5eXpKWliYhIv379DBH6smXLJDw8XERELl68aBw0/vTTTyU4OLjU76q595SVA+Eax+g4OQc6Ts6BjpNzUFbixO8gYYleefv9EAPMUUq1BqqIyEF7L4pIiuXPc0qpOKAVsB54UCnlKubVtzsKuuFHSXdERAQmk4nCwkL69u3LH/9oVsxFR0czceJEmzrr1q1j8eLFuLq6UrlyZaKjo1FK4erqyoIFCwgNDcVkMjF06FB8fX0Bs6Q7KCiIXr16MXv2bIYPH86cOXNQSrF8+XLjDJuXlxcZGRnk5eWxceNGvvzyS0P0vWbNGkMrYGXcuHFkZWXx7LPPAtCgQQNDBn7+/HkuXLhAp06dbOrMnDmT/v378/rrr9OqVSteeMHx0cCdO3cyZcoUypcvj4uLi43wOzQ0lPz8fEwmE08++aQh1o6Li+Nvf/sbSikef/xxFi5cCICbmxuTJ0+mbdu2xu/i5uZmjGvQoEGMHj2a2rVrs2zZMsC8UhkVFUWNGjVwc3Nj+fLldwqrRqPRaDQajeYeoCXdvyOUUquBZkCMiLxh552awC0RyVVK1QL2An8SkRNKqbXAehGJVkp9ABwVkUWO+tSSbuegrMg1NY7RcXIOdJycAx0n50DHyTkoK3HSkm7N/UYU0NLypz18gANKqSPAdsxn3k5Ynk0AxiqlvsN8Bm7p3XRqT9Jt5dVXXzVUAmBfQO1IjF0Ue5LuVatW2dR3cXEhPj4egLCwMGN8L774IiaTOUtmfHw87du3JzAwkKCgIPbt2wc4FonPnTsXPz8/fH19ef/9943yI0eO0KFDB/z9/enZs6eRlKTouKtVq8a7775rU24ymWjVqpWxWgnwwgsv0LJlSyNDZFZWlk2d4iLw/Px8IiIi8Pf3x8fHh+nTpxvv3rhxgzfeeIPmzZvj4+NT4lyfRqPRaDQajaaMcK/3berr/r7uJOnev3+//PnPf5aqVauKFXsC6qIUF2MXxZ6kuyhHjx6VRo0aGfc3b94UEZHCwkJ55plnjDNrISEhsnnzZhER+fzzz6VTp04iYl8kfuzYMfH19ZXs7GzJz8+XJ554Qs6ePSsiIkFBQRIXFyciIkuXLpXXX3/dpm6fPn0kPDxc3nnnHZvy2bNny4ABA2z6s45XRGTMmDEyffp04740EfiqVaukX79+IiKSnZ0tnp6ekpiYKCIizz//vERGRoqISG5urnE+UVP2KCtnCjSO0XFyDnScnAMdJ+egrMSJ38GZN73ydh/hQMa9RSl13HLfWSn1mYM2miul9iqlcpVSkcWehSmlTlsk3RPttVFKm6VKuk0mE+PGjWPWrFk279sTUBelqBi7tP5Kk3QXJSoqiv79f1TfWR1zBQUF5OXlGWfk7qatopw8eZLg4GCqVKmCq6srnTp1MnxsZ86c4fHHHwcgJCSE9evXG/U2btxIw4YNjTN8VpKTk/n8888ZNmyYTbl1vCLC7du3bbx0pYnAlVJkZ2dTUFDA7du3qVChAtWrV+fmzZvs3LmTHj16AFChQgUefPBBh99Ro9FoNBqNRnNv0JO3+wt7Mu7pxV9USvmXIuj+FkgHXgXeLfZ+OWAhZt1AC2CAUqrFnQbkSNK9YMECevV150t0AAAgAElEQVTqhbu7u00dewLqotjzscHdSbpXr15don5oaCh16tThgQceIDw8HID333+fcePGUb9+fSIjI222G5YmEvfz82PXrl2kpaVx69YtNm/ebEivfX19jYno2rVrjfKsrCxmzpxZYjspwOjRo5k1axYuLiX/qg4ZMoRHHnmEU6dO8corrwD2ReDh4eFUrVoVd3d3GjRoQGRkJG5ubiQmJlK7dm1mzpxJq1atGDZsGNnZ2aX+rhqNRqPRaDSae4uevN1f2JNxXyj+oogck5KC7mARuSoi+4H8YlXaYVYFnBORPCAa+NPdDqy4pHvnzp2sXbvWmHQU5U4C6juJse8k6f7222+pUqUKfn5+NvW2bt3KpUuXyM3NJTY2FoDFixczZ84cLly4wJw5c4zMkfZE4j4+PkyYMIFu3boRFhZGYGCgMfaPPvqIRYsW0aZNGzIzM6lQoQJgnmyOGTPG5twfwGeffUadOnVo06ZNqd9z2bJlXLx4ER8fH1avXu1QBL5v3z7KlSvHxYsXSUxMZPbs2Zw7d46CggIOHTpEr169OHz4MFWrVmXGjBml9qfRaDQajUajubdoVcB9hNiRcQP/z955h0dZrH34nhBEAelFIEBoKWwaCQJRpEpXPBSpHyKIioLSEeUICEcBUVGKQWkiAhGkBJGqEJqFZugQSoIhSAuhJJHU5/tjd193ye4SsJDVua/rvdhpz5THw3Gcmef3Z4QUrYT9JvAsUN9RxbyIdM+fP58jR47g5eUFQFpaGpUqVWLRokWAYwFqK7cKY9/K7US6Z86cSf369Z2KSfr4+PDxxx9TsGBB5s2bR4cOHYiOjqZs2bL88MMPudrZCokXL16cGjVqGBuo2bNnU7bs72vwxhtvAJCQkEC5cuWIjo5m48aNfPHFF7z66qukpKTg4eFBQkICly9fZuPGjaxYsYKMjAzS0tJo0aIFo0ePtuvf19eXTz/9lLJlyzoVAl+3bh21a9c21qx69eosWLCA4OBgypQpQ5UqVYiOjqZGjRosXryY5s2bO1wbzb1Fi6C6B9pP7oH2k3ug/eQeaD/9jdzrR3f6+3M/HIhxA95YBLWBJsCaPNgZBwy3SXcG5tikewEzbmfndiLdVmwDljgToLbiSBjbFlci3dnZ2VKxYkU5deqUUf/GjRty7tw5ERHJzMyULl26yPTp00VExM/Pz3iE++2330poaKiIOBcSFxG5cOGCiIicOXNGfH19jblb87Ozs6VXr14yd+7cXGMfO3ZsroAlIvYBUnJycowgKDk5OTJs2DAZNmxYrja2QuCTJk2SZ599VkREUlJSxN/fX/bv3y8iIg0bNpQFCxYY/VuDl2jyH/nlQbjGNdpP7oH2k3ug/eQe5Bc/8S8IWKJP3v555BLjtlyf/KMkApVt0n+KSLcjnAlQg3Nh7LyKdG/bto3KlStTvXp1o21qairt27cnPT2dnJwcmjZtSv/+/QHzydmgQYPIysri/vvv59NPPwWcC4kDdOrUiaSkJAoWLMjMmTONACBLliwx5tKxY0f69Olzu+VziIjQu3dvrl+/jogQHBxMRESEyzYDBgygT58+mEwmRIQ+ffoQFBQEwPTp0+natSvvvfce1atXN8S7NRqNRqPRaDT5Cy3S/Q/kVjFuy+ZtjYgEKKWaYD5Rc757MtsYB6SIyHuWtCcQCzTHvGnbDfQQkcOu7GiRbvcgv4hralyj/eQeaD+5B9pP7oH2k3uQX/ykRbo17kpexLgdopR6SCl1FhgK/FcpdVYpVUxEsoCBwAbgKLD0dhs3K85Eunv27Imvry8BAQH07duXzExzjJQpU6YY4tcBAQEUKFCAK1euAM4FsG1ZtGgRQUFBBAYG8sgjj7B//36jzFn7ZcuWYTKZ8PDwMIStwXzS98ADDxjjsZ7IAYwePZrKlSvnCjSSnp5O165dqVmzJvXr1yc+Ph6ATZs2ERYWRmBgIGFhYUZQlBs3btiJh5cpU4bBgwcDzgXLwSwsXqJEiVynmN999x2hoaGEhITQsGFDTp48CcBnn31G2bJljX7mzJlzO9dpNBqNRqPRaPIT9/repv7+2Z8rke5vvvlGcnJyJCcnR7p162YIa9uyevVqadq0qYi4FsC2ZefOnXLlyhUREVm7dq3Uq1fvtu2PHDkix44ds3snJiISFxcnJpMpVx8iIj/88IOcO3fO7r2eiMjMmTPlxRdfFBGRJUuWSJcuXUREZN++fZKYmGiMpWLFig7thoaGytatW0XEtWD5t99+K6tXr84lFl6rVi05cuSIMZbevXuLiMj8+fNlwIABDvvML3fVNa7RfnIPtJ/cA+0n90D7yT3IL37iX/DmTZ+8/YkopSorpeKUUqUs6ZKWtPcdiGS3vxMBbEubz5RSnf/Y6HPZi7PRfwux5Cul1DSLSPcBy7u6vNhzKNLdtm1blFIopahXr57dqZKVJUuWGHpsrgSwbXnkkUeMyJINGjQw7Lpq7+/vj6+v7x2tU4MGDXJp1AFERUXRu3dvwKyv9t133yEi1KlTxxD5NplM/Pbbb6Snp9u1jY2N5eLFizz22GOAa8Hy5s2b8+CDD+bq/06FxTUajUaj0Wg07oHevP2JiEgCEAFYhbImAZ/eoY3VIvKXC20ppfo4EOmeaVNlhPyu/2aN098GqGX5XsA81zzhSKTbSmZmJgsXLqR169Z2bdLS0li/fj2dOnUCXAtgO2Pu3Lm0adPmrtsDxMXFUadOHRo3bsz27dtvWz8xMZHKlc2xXTw9PSlevHgukfHly5cTGhpKoUKF7PIjIyPp2rWrEfwkL4LltzJnzhzatm2Ll5cXCxcuZNSo3/9bwPLlywkKCqJz5855mrtGo9FoNBqNJv+gN29/PlOBBkqpwUBD4L07aayUelYpNcPy+zPLSdf3SqnT1tM1ywnYDKXUEaXUN0A5m/ZhSqmtSqm9SqkNSqkKSilPpdRuS7ASlFITgZqSW6R7wG2G9xTwueVk+keghFIq99GTA24V6T506JBR9vLLL9OoUSPjtMnK119/zaOPPkqpUqUA1wLYjtiyZQtz585l8uTJd9UeoEKFCvzyyy/8/PPPfPDBB/To0cM41bpbDh8+zGuvvcYnn3ySqywyMtI4aYTbC5Y7YurUqaxdu5azZ8/Sp08fhg4dCsCTTz5JfHw8Bw4coEWLFsbpoEaj0Wg0Go3GPdBSAX8yIpKplBoBrAdaWtJ/xGQFzJtAP2A18BXQAXM0yUCgPHAEmKeUKghMB54SkUtKqa7A2yLSVyn1LPCVUuoVoDVOBLZteFspNQb4DhglIuk4FuquBPxq29BWpNtWoNqKt7c3M2fOpGvXrixYsIATJ04wfvz4XPVmzJhB48aN7fJdCWDbcurUKcaMGcOkSZM4ePBgnttfvXqVvXv3kpKS4nBRSpcuzZIlS+yuWGZnZ9vZeOCBB4iKisJkMpGdnc3ly5c5ePAgSikuXbrE0KFDGTlyJAkJCXanXydPnuTGjRvcuHHDzp4rwfKYmBiSkpLsBMl/+uknfvvtN6Kjo6lSpQozZ87MtUY1a9Zk165dRr4W13QPtJ/cA+0n90D7yT3QfnIPtJ/+Ru71o7t/4gd8CJwDhljS3uRRJBt4Fov4NfAZ0NOm7IaN/b42+Sswi2gHANcxi3PHAAeBjTb13gBuAnVuM/4KgAIKAQuAMZb8NUBDm3rfAXVd2fLx8XEq0j179mwJDw+XtLQ0uZWrV69KyZIlJSUlxS7fmQC2LWfOnJEaNWrIzp07c5Xdrv2tAUsuXrwoWVlZIiJy6tQpqVixoiQlJdm1uTVgyYwZM+wCljz99NMiIpKcnCxBQUGyfPnyXOMSEXnttddkzJgxdnm3Eyy3Fe8WMYuMly5dWo4fPy4iInPmzJGOHTuKiBhC5CIiK1askPr169vZ0eR/tJ/cA+0n90D7yT3QfnIP8ouf+BcELNEnb38yluAeLYAGwA6lVOQfNGkb0eJ2R3gKOCwi4U7KA4Gr2FyzdISIWE/S0pVS84HhlvRdCXU7E+n29PSkatWqhIebh9uxY0fGjBkDmN93tWzZkiJFitjZciaAPWvWLAD69+/P+PHjSUpK4uWXXwbM786s4f+dtV+5ciWvvPIKly5dol27doSEhLBhwwa2bdvGmDFjKFiwIB4eHsyaNcu4xjly5EgWL15MWloaXl5e9OvXj3HjxvHcc8/Rq1cvatasSalSpYiMNP8jMGPGDE6ePMn48eMZP348ABs3bqRcObM7li5dytq1a+3m60qw/LHHHuPYsWOkpKTg5eXF3LlzadWqFbNnz6ZTp054eHhQsmRJ5s2bB8C0adNYvXo1np6elCpVis8+++x2rtNoNBqNRqPR5CO0SPefiDLfj/we80nVJssVxQbAaPIokm253lhXRAYqpT6ztPvKUpYiIkWVUh2BF4G2mDdiR4DnMV+rPAL0EpEfLNcofUTksE2bVzCfoNUTkatOxlBBRH61zGcqcFNERiml2mHWemuL+drlNBGp52pNtEi3e5BfxDU1rtF+cg+0n9wD7Sf3QPvJPcgvftIi3Zo75XngFxHZZEl/DPgDVf/kflYCJzBfi4wAtgKISAbm65OTlVL7MV+dfEQpVQZz5Mt+IhILzAA+cmF/kVLqoMV+GeB/lvy1wGngJDAbeDkvg01ISKBp06bUrl0bk8nERx/93vX06dPx8/PDZDIxcuRIu3a//PILRYsW5b33fo/5cvXqVTp37oyfnx/+/v788MMPufpzJfLdt29fypUrR0BAgMOxvv/++yiluHz5spEXHR1NSEgIJpOJxo0bG/muBMMdzSszM5PevXsTGBiIv78/EydONOpPnToVk8lEQEAA3bt35+bNm3b2Xn31VTsxcGdC4AAHDhwgPDwck8lEYGCgYcuZqLhGo9FoNBqNxk241/c29ffP/nx8fOTcuXOyd+9eERG5fv261KpVSw4fPiybN2+W5s2by82bN0Xk9/doVjp16iSdO3eWKVOmGHnPPPOMzJ49W0RE0tPTHb55s8VW5FtEZOvWrbJ3716Hwtu//PKLtGzZUqpUqSKXLl0SEfM7NX9/fzlz5ozdGF0Jfjub16JFi6Rr164iIpKamipVq1aVuLg4OXv2rHh7extv/55++mmZP3++Ma7du3fL//3f/9m9rXMmBJ6ZmSmBgYESExMjIiKXL1823uw5ExUXyT931TWu0X5yD7Sf3APtJ/dA+8k9yC9+4l/w5k2fvLkxtxMFV0oVVkolKaWK3dJulSUSpSObfkqpH5RS6Uqp4beUtVZKHbeIdOdZSLxChQqEhpr1vB988EH8/f1JTEwkIiKCUaNGGVpn1rdfAKtWraJatWqYTCYj79q1a2zbto3nnnsOgPvuu894s+YMW5FvgEaNGhlv1m5lyJAhvPvuu4bGGsDixYvp2LEjVapUsRujK8FvZ/NSSpGamkpWVha//fYb9913H8WKmV1jzcvKyiItLc0Q1s7OzmbEiBG8++67dmN1JgS+ceNGgoKCCA4OBszRMa3SAs5ExTUajUaj0Wg07oHevN0j8iCSfVvkNqLgIpIGbMAsLWDttzhm6YGvlVIrbx0DEAS8yi36dEqpAsBMzELdtYHuSqnadzht4uPj+fnnn6lfvz6xsbFs376d+vXr07hxY3bv3g2Yw81OnjyZsWPH2rWNi4ujbNmy9OnThzp16tCvXz9SU1Od9nWryLcroqKiqFSpkrHpsRIbG0tycjJNmjQhLCyMzz//HHAt+O1sXp07d6ZIkSJUqFCBKlWqMHz4cEqVKkWlSpUYPnw4VapUoUKFChQvXpyWLVsC5iAn7du3z7XpciYEHhsbi1KKVq1aERoammvTp9FoNBqNRqNxX3S0yXuEiMwH5v8JpqYCe21EwQdi1l6zsgTz27QFlnQHYINlY9cBJ1iCk9hSDzgpIqct5ZGYRbuP5HWgKSkpdOrUiQ8//JBixYqRlZXFlStX+PHHH9m9ezddunTh9OnTjBs3jiFDhuR6m5WVlcW+ffuYPn069evXZ9CgQUyaNIkJEyY47O9WkW9npKWl8c4777Bx48ZcZVlZWezdu5fvvvuO3377jfDwcBo0aGAn+F2kSBE7wW9n89q1axcFChTg3LlzJCcn89hjj/H4449TsmRJoqKiiIuLo0SJEjz99NN88cUXNGvWjGXLlt2RbkpWVhY7duxg9+7dFC5cmObNmxMWFkbz5s3zbEOj0Wg0Go1Gkz/Rmzc3R24vCr4BmKOUKi0iSUA3zAFL7hRHAt0Ohb4diXRnZWXx+uuvU79+fUqVKkV0dDSFCxemevXqbN26FYCMjAyioqLYuHEjX3zxBa+++iopKSl4eHiQkJBA48aNKVOmjCFAXaNGDRYvXux0Y+JI5Bvg/PnzpKamGvmnT58mNjbWEN6+dOkSJpOJiIgIMjIy8PX1NU7PatWqxeLFi2nSpIlTwW9n8/rss8+oXbs2O3fuBKB69eosWLAApRT3338/hw8fBsDf359ly5aRkJDAkSNH8PLyAsybzEqVKrFo0SKnQuDXr1/Hx8eHQ4cO2dmybiwht6g4aHFNd0H7yT3QfnIPtJ/cA+0n90D76W/kXj+6098f/3AhCm5Jz8YsE1AGuAAUzIPNcZglDazpzsAcm3QvLGLirj4fHx/JycmRXr16yaBBg8SWiIgIQ3T6+PHj4uXlJTk5OXZ1xo4daxewpGHDhnLs2DGjbPjw4eIIZyLfIiJxcXEOA5ZYqVq1qhGw5MiRI9KsWTPJzMyU1NRUMZlMcvDgQRFxLvjtbF6TJk2SZ599VkREUlJSxN/fX/bv3y8//vij1K5dW1JTUyUnJ0eeeeYZmTZtWq5x2QYacSYEfuXKFalTp45dIJU1a9Y4tWMlvzw01rhG+8k90H5yD7Sf3APtJ/cgv/iJf0HAEn3y5ubkURR8CfAmZhHvKBHJvIuu7kqgG2Dnzp0sXLiQwMBAQkJCAHjnnXfo27cvffv2JSAggPvuu884hXLF9OnT6dmzJxkZGVSvXp358803T21FusG5yHf37t2Jjo7m8uXLeHl58dZbbxkBUBzh7+9P69atCQoKwsPDg379+hkyA84Ev53Na8CAAfTp0weTyYSI0KdPH4KCggDze7jQ0FA8PT2pU6cOL7zwgst1cCYEXrJkSYYOHcrDDz+MUoq2bdvSrp35BqwzUXGNRqPRaDQajXugRbrdmLyIglvqeQC/AMnAqyKyJQ+2xwEpIvKeJe0JxALNMW/adgM9ROSwKztapNs9yC/imhrXaD+5B9pP7oH2k3ug/eQe5Bc/aZFuTX4nT6LgIpIDfAWUxiLo7Qyl1ENKqbPAUOC/SqmzSqliIpKFORjKBuAosPR2GzcrdyrSvWnTJsLCwggMDCQsLIzNmzcb9Zs0aYKvr68hwn3x4kWn/ToS+Qbzm686derwxBNPGHk9e/bE19eXgIAA+vbtS2am+XDy2LFjhIeHU6hQITs7ruZk5U4Ev+90XK6EyL29vY1Tzrp1f//7a9y4cVSqVMlot3btWsAcAbRVq1ZGvvX0UqPRaDQajUaTv9DXJt0YEfkUe2mAbCDUkgy4pe5gYHAebJ7HfCXSUdlaYO2djtPT05P333+f0NBQbty4QVhYGC1atODChQtERUWxf/9+ChUqZGzEypQpw9dff03FihU5dOgQrVq1IjHx9xuaixYtstuUOGPo0KG0adMmV/5HH32Ev78/169fN/J69uzJF198AUCPHj2YM2cOL730EqVKlWLatGmsWrUqT3OqXdusnpCQkMDGjRsNfTiAq1ev8vLLL7N+/XqqVKmSa+N5J+MaMWIEI0aMAMxRNadOnWoXVXPLli2UKVMm19yHDBnC8OHDc+VXrFiRmJgYJyup0Wg0Go1Go8kP6JO3vwilVIrlz9NKKd9byj5USr3mpF1dpdS0O+xr3K2C2n8Ei71EG/23tjZlr1tEuo8rpVrlxd6dinTXqVPHEKk2mUz89ttvpKen39EcHIl8A5w9e5ZvvvmGfv362eW3bdsWpRRKKerVq8fZs2eNMT388MMULFgwT3OycieC33czLltuFSLXaDQajUaj0fwz0Zu3v55IzOH5AeP9WWdLfi5EZI+IvPpXDyoPIuFTRSTE8q21tKmNeS4moDXwsUW8O8/kRaTbluXLlxMaGmps8AD69OlDSEgIEyZMwNGbTWci3wCDBw/m3XffxcPD8T/6mZmZLFy4kNatW9/VnODOBb//yLgcCZErpWjZsiVhYWF8+umndvVnzJhBUFAQffv2JTk52cg/f/48derUoXHjxmzfvj3Pc9doNBqNRqPR/H3ozdtfzxKgq026EXBGRM44qqyUaqKUWmP5PU4pNU8pFW05wXvVpt5oy+nXt4CvTX4NpdR6pdRepdR2pZSfJT9KKfWM5feLwOM2mzPrN+A2c3kKiBSRdBGJA05iFu/OE65EuqdMmUKXLl3sNmOHDx/mtdde45NPPjHyFi1axMGDB9m+fTvbt29n4cKFufpxJvK9Zs0aypUrR1hYmNMxvvzyyzRq1IjHHnvsruZkFfweP358rrpWwe9vvvmGDRs2MGHCBGJjY//QuBwJke/YsYN9+/axbt06Zs6cybZt2wB46aWXOHXqFDExMVSoUIFhw4YB5lPEyMhIfv75Zz744AN69Ohhd3VTo9FoNBqNRpM/0G/e/mJE5KBSKkcpFSwi+zGfXC25AxN+QFPgQeC4UioCCLLYqYPZh/uAvZb6nwL9ReSEUqo+5iAmzTCLZu9USsUBwzBHpXTFQMtmbw8wTESSMQt1/2hT56wlz44/KtJdokQJLl26xNChQxk5ciQJCQkkJPyuD37ixAkAQkNDWblypd27MsCpyPfly5fZuHEjK1asICMjg7S0NFq0aMHo0aMBWLBgASdOnGD8+PG5hCbj4+N54IEH7PIdzeluBL9PnDhx1+NyJkRuXaM6deqwZMkScnJy7MoDAwNZvHix0a5AgQLG79KlS7NkyRJjDpr8gxZBdQ+0n9wD7Sf3QPvJPdB++hu510Jz/9QPc5h96+/RwETMG63zQHkX7ZpgDvMPZqHs0TZlRzEHExkMjLfJ/wAYDhQFfgNibL6jNvV6AFnAk7cZe3mgAOaT2beBeZb8GcD/2dSbC3R2ZetuRLqTk5MlKChIli9fblc/MzPTEM/OyMiQTp06SUREhLjiVpFvK1u2bJF27doZ6dmzZ0t4eLikpaXlyY6zOd1KXgW/72ZcjoTIU1JS5Pr168bv8PBwWbdunYiInDt3zqj3wQcfSNeuXUVE5OLFi/Ltt9+KiMipU6ekYsWKkpSU5HJemntDfhFB1bhG+8k90H5yD7Sf3IP84ie0SLfmTyIS2Ig5TP8BEblwB21tI3Vk4/q01AO4KiIhTsoDgSSgoqsObcenlJoNrLEk70qo+05FumfMmMHJkycZP368cf1w48aNFClShFatWpGZmUl2djaPP/44zz//PACrV69mz549Dq8r5oX+/ftTtWpVwsPDAejYsSNjxozh/Pnz1K1bl+vXr+Ph4cGHH37IkSNHOHDggMM5tW3b1mkfrgS/73Rc4FiI/MKFC3To0AEwnwz26NHDeCc3cuRIYmJiUErh7e1tXEfdtm0bw4YNo0SJEnh4eDBr1iy7a5gajUaj0Wg0mvyBFun+i1BKpYhIUZv0T0Ah4CMRme+iXRNguIg84UAo+xDwBFAK+Ayoz+/XJj8RkfeUUt9jDjayzCLiHSQi+5VS9TBfqWyLeRPZUszv1hyNoYKI/Gr5PQSoLyLdlFImYDHmd24Vge+AWmKWKHCIFul2D/KLuKbGNdpP7oH2k3ug/eQeaD+5B/nFT1qkW/NnsgTz+7UVf9SQiOwDvsR8LXI5YBsesCfwnFJqP3AYeEopVQiYDfQVkXOY37zNU7Zx7O15Vyl1UCl1APN7uyGWfg8DS4EjwHpggKuNm0aj0Wg0Go1Go/nz0Ju3vwjbUzdL+kMRuV9Ert2mXbSIPGH5Pc566mZJB4hIvOX32yLiKyItRaSvtZ6IxIlIaxEJFpHaIjJezNEhgy2bPkRktYg0FSfHriLSS0QCRSRIRNpbT+Fs+q1h6XtdXtYiISGBpk2bUrt2bUwmEx999BFgjgpZqVIlQkJCCAkJYe3a3/W/J06cSM2aNfH19WXDhg1Gft++fSlXrpzL64ZRUVEEBQUREhJC3bp12bFjh1E2cuRITCYT/v7+vPrqq9a3ezRp0gRfX19jLFYB7Q8++IDatWsTFBRE8+bNOXPmzG1ttW7dmuDgYEwmE/379yc727y/7dq1q2Hf29vbuG6ZlJRE06ZNKVq0KAMHDnQ4p/bt29vN2dnaubI1evRoKleunCsKp5Xly5ejlGLPnj1O11aj0Wg0Go1Gc+/Qmzc3RylVWSkVp5QqZUmXtKS9LdcsnbUrrZTaopRKUUrNuKUszHLydlIpNc16QqeUKqWU2qSUOmH5s2Rexujp6cn777/PkSNH+PHHH5k5cyZHjhwBzGLWMTExxMTEGO/Fjhw5QmRkJIcPH2b9+vW8/PLLxgbo2WefZf369S77a968Ofv37ycmJoZ58+YZwtfff/89O3fu5MCBAxw6dIjdu3cbkS7BLENgHYutYPiePXs4cOAAnTt3ZuTIkbe1tXTpUvbv38+hQ4e4dOkSy5YtA+DLL7807Hfq1ImOHTsCcP/99zNhwgTee8/Yp9uxYsUKhxsuR2vnytaTTz7Jrl27HPaRlpbGRx99ZGjVaTQajUaj0WjyH3rzdo9QSrVyIJK98k7tiEgCEAFMsmRNwvy27XbcBJItX1ebMfSx2HseqGX5rMrQo4DvRKQW5vduo/IyxgoVKhAaGgrAgw8+iL+/P4mJzuOcREVF0a1bNwoVKkS1atWoWbOmselo1KjRbYNpFC1aFOuN0NTUVOO3UoqbN2+SkZFBeno6mZmZlC9f3qWtpk2bUrhwYQAaNC40KvUAACAASURBVGjA2bNnb2urWLFigDlgSEZGhtG/FRFh6dKldO/eHYAiRYrQsGFD7r///lz9p6Sk8MEHH/Df//7X5TituLLVoEEDKlSo4LDdvHnzeO211xy202g0Go1Go9HkD/Tm7R4hIhskt0h2h7s0NxVooJQaDDQEHB/h2PefKiIdgTeBL61jwPyWrZiI/Gi5Vvk58B9Ls6eABZbfC2zy80x8fDw///yzccIzY8YMgoKC6Nu3L8nJyQAkJiZSufLvQS29vLxcbvYcsXLlSvz8/GjXrh3z5s0DIDw8nKZNm1KhQgUqVKhAq1at8Pf3N9r06dOHkJAQJkyYgKMbpXPnzqVNmzZ5stWqVSvKlSvHgw8+SOfOne3sbN++nfLly1OrVq3bzuPNN99k2LBhxgbSFkdrdzfs27ePixcv0q5du7u2odFoNBqNRqP569FSAf8ARCRTKTUC88arpSV9t+YqYRbftmIrxF3e5v3becx6cLlwJNIN8NtvvzFo0CD69evHvn37CAoKYu7cuSilmDdvHj169OC1114jMTGRo0ePGu1+/fVXDh8+TJkyZcwdnz9PamqqSzHIkiVLMmvWLPbv38/AgQN5//33SUxMZMeOHSxZYtZIHz58OOXLlycoKIgBAwZQtmxZ0tLSGDt2LGlpabRq1cqwt2nTJjZv3syHH35IdHS0S1sAr7/+OhkZGfzvf/9j6tSp1K37e+CjqVOnUq9evVzjP3bsGImJiUb+yZMn2bVrF0899RQ//vij3ZydrZ0zW7ZkZ2cb+Tk5OQwdOpRXXnmF6Ohorl69yt69e0lJSXG6tpp7hxZBdQ+0n9wD7Sf3QPvJPdB++vvQm7d/Dm2AX4EAYNNf3ZmIiFLKWcCTT7Fc3fT19ZUmTZqQmZnJE088Qf/+/Rk6dGiuNtWrV+eJJ56gSZMm/PDDDwBGyNmJEyfSsmVLQ+ssPj6eIkWK5CkkbZMmTfjoo48ICAhg9+7dtGvXzjg92717Nzdv3sxl5+LFi+zZs8fI//bbb1mxYgVbt2413sJNmTIlT7bOnz/Prl27GD58OGC+Stm1a1f27t2Ll5eXXd34+HhSUlIMG0ePHiUuLo5nn32WrKwsLl68yLhx43L95Wi7ds5s2VKgQAEj/9q1a5w9e5bRo0dz//33c/78ed566y1Wr15tt+HU5A/ySyhmjWu0n9wD7Sf3QPvJPdB++vvQ1yb/ASilQoAWQANgiFLK8cOmvJGIWXzbiq0Q9wWrbcufF/NiUER47rnn8Pf3t9u4/fqrEcSSlStXGtEU27dvT2RkJOnp6cTFxXHixAnq1auX5wmcPHnSuPa4b98+0tPTKV26NFWqVGHr1q1kZWWRmZnJ1q1b8ff3Jysri8uXLwOQmZnJmjVrjLH8/PPPvPjii6xevdrYuAFObaWkpBjzysrK4ptvvsHPz89o9+233+Ln55dr4+aIl156iXPnzhEfH8+OHTvw8fGxO410tHZ3SvHixbl8+TKRkZHEx8fToEEDvXHTaDQajUajyafokzc3xxIJMgIYLCK/KKWmYH7zNvpu7InIr0qp60qpBsBPwDPAdEvxaqA35qAovYGovNjcuXMnCxcuJDAw0AiP/84777BkyRJiYmJQSuHt7c0nn3wCgMlkokuXLtSuXRtPT09mzpxJgQIFAOjevTvR0dFcvnwZLy8v3nrrLZ577jlmzZoFQP/+/Vm+fDmff/45BQsW5IEHHuDLL79EKUXnzp3ZvHkzgYGBKKVo3bo1Tz75JKmpqbRq1YrMzEyys7N5/PHHef755wEYMWIEKSkpPP3004B507Z69Wqnti5cuED79u1JT08nJyeHpk2b0r9/f2MtIiMjjUAltnh7e3P9+nUyMjJYtWoVGzdupHbt2k7XdOTIkQ7XzpWtkSNHsnjxYtLS0vDy8qJfv36MGzcuLy7UaDQajUaj0eQDlBOpL42bYHlf1lxEulrSBYDdmIW1Z4qI0yMZpVQ8UAy4D7iK+b3cEaVUXeAz4AFgHfCK5Zpkacwi3VWAM0AXEbniany+vr5y/PjxPzZJzV+Ovu7gHmg/uQfaT+6B9pN7oP3kHuQXPyml9orIP/r6kL426eaIyKfWjZslnS0ioSKy1dXGzVLXW0RKiUhREfESkSOW/D0WQfAaIjLQKuYtIkki0lxEaonI47fbuFlxJtI9YsQI/Pz8CAoKokOHDly9etWu3S+//ELRokXtNMvyItK9aNEigoKCCAwM5JFHHmH//v23bb9s2TJMJhMeHh65RKqdCYZ7e3sbp4m21wz3799PeHg4gYGBPPnkk1y/fh2AjIwM+vTpQ2BgIMHBwcYVyLS0NNq1a4efnx8mk4lRo3IrMNwqoB0fH88DDzxgiHRbT/du3Lhh5IWEhFCmTBkGDx4MmHXhrPk+Pj6UKFHC6RpqNBqNRqPRaPIfevOm+ctxJtLdokULDh06xIEDB/Dx8WHixIl27YYOHWoEBLGSF5HuatWqsXXrVg4ePMibb77JCy+8cNv2AQEBrFixgkaNGtnluxIMB9iyZQsxMTF2G75+/foxadIkDh48SIcOHZgyZQoAs2fPBuDgwYNs2rSJYcOGkZOTA5ijVR47doyff/6ZnTt3sm7dOsPejRs3HApo16hRwxDptl4bffDBB428mJgYqlataoiBT5061ch/5ZVXjHyNRqPRaDQajXugN29ujlJqi1Kq1S15g5VS65RSh5yJgSulWiil9iqlDlr+bGbTPlopddymfjlLfiGl1JdKqZNKqZ+UUt55GaMzke6WLVvi6Wl+dmkrgA2watUqqlWrhslksrOVF5HuRx55hJIlSzq066y9v78/vr6+ufJdCYY7IzY21tgEtmjRguXLlwPmjWCzZuZlLleuHCVKlGDPnj0ULlyYpk2bAnDfffcRGhpqN+Y333zzrgS0Y2NjuXjxIo899liusiVLljh8e6fRaDQajUajyb/ozZv7swTodkteN2AiuBQDvww8KSKBmIOPLLzFRk+b+taoks8BySJSE7Mw+OQ7HeytIt1W5s2bZ5yypaSkMHnyZMaOHXun5nNhK6x9N7gSDFdK0bJlS8LCwvj000+NOiaTiagocyyXZcuWkZCQAEBwcDCrV68mKyuLuLg49u7da5RZuXr1Kl9//TXNmzcHzNEyExISHApox8XFUadOHRo3bsz27dtzlUdGRtK1a1du1fw7c+YMcXFxxkZSo9FoNBqNRuMe6GiT7s9XwP+UUveJSIblNKwikOCqkYj8bJM8DDyglCokIukumj0FjLPpd4ZSSlnfxFnJq0i3lS+++IKrV69SqVIloqOjiYiIoGXLluzZs8d422WrbZYXkW4wh/mfPn0606ZNy3P7W0WqXQmGv/vuu5QtW5bk5GSGDx/Ob7/9RnBwMP379+ftt99m5MiRPProo3h4eBAdHU2NGjXYtGkTfn5+lC9fHj8/Pzvb2dnZvPHGG7Rt25ZffvmF+Ph4hg4dyqhRo3IJaGdkZLB48WKKFy/O8ePH6dSpE/Pnz6dIkSLGXObNm8frr7+ea55LliwhPDzcbsOnxTXdA+0n90D7yT3QfnIPtJ/cA+2nvxER0Z+bf8Aa4CnL71GYpQK8gUN5bN8Z+NYmHQ0cBGKAN/k9KukhwMum3imgjCvbPj4+IiKSkZEhLVu2lPfff19smT9/vjRo0EBSU1ONvIYNG0rVqlWlatWqUrx4cSlZsqRMnz7dKI+LixOTySSu2L9/v1SvXl2OHz+eq8xV+8aNG8vu3buN9DvvvCPvvPOOkW7ZsqV8//33udqNHTtWpkyZkiv/+PHj8vDDDzvsKzw8XA4fPmyk+/TpI6+88oqRvnr1qpQuXdpYi0KFCkmFChXsxuds3DExMVKrVi2H/YaEhMjOnTvt8rZs2eKwriZ/of3kHmg/uQfaT+6B9pN7kF/8BOyRfPDv5n/lp69N/jOwvTrZzZLOE0opE+brjy/aZPcU83XKxyxfrz8yOBHHIt3r16/n3XffZfXq1RQuXNjI3759O/Hx8cTHxzN48GDeeOMNBg4cmOf+fvnlFzp27MjChQvx8fH5I0N3KhiemprKjRs3AEhNTWXjxo1GBMuLF823THNycvjf//5nRIJMS0sjNTUVgE2bNuHp6Wlouf33v//l2rVrfPjhh0bfVgFt61rYCmhfunTJCJxy+vRpTpw4QfXq1Y22zt60HTt2jOTkZMLDw//Qumg0Go1Go9Fo/n705u2fQRTQXCkVChQWkb15aaSU8gJWAs+IyClrvogkWv68ASwG6lmKEoHKlraeQHEg6Xb9WEW6N2/ebISqX7t2LQMHDuTGjRu0aNHCLty9K7p37054eDjHjx/Hy8uLuXPnAjBr1iwj4uL48eNJSkri5ZdfzhXG31n7lStX4uXlxQ8//EC7du1o1cocA8ZWMLx169aGYPiFCxdo2LAhwcHB1KtXj3bt2tG6dWvAvHHy8fHBz8+PihUr0qdPH8C8qQsNDcXf35/JkyezcKH5meHZs2d5++23OXLkCKGhoYSEhDBnzhyX67Bt2zaCgoIICQmhc+fOzJo1yy4Qy9KlSx1u3iIjI+nWrVuud3AajUaj0Wg0mvyPFun+h6CU+hLwBaJEZKzl7dsacaL1ppQqAWwF3hKRFTb5nkAJEbmslCqI+RTvWxGZpZQaAASKSH+lVDego4h0cTUuLdLtHuQXcU2Na7Sf3APtJ/dA+8k90H5yD/KLn7RIt8adWAIEk/crkwOBmsCYWyQBCgEblFIHML95SwRmW9rMBUorpU4CQzG/r7stzkS6r1y5QosWLahVqxYtWrQgOTnZrt3u3bvx9PTkq6++MvIKFChgnN61b9/eaZ9Lly41+uvRowdg1mSzFbC+//77WbVqFWDWf6tWrZpRFhMTA5j/MipevLiRP378eJdzsjJ9+nRDdHvkyJEAJCUl0bRpU4oWLZrrGujo0aOpXLkyRYsWzdNcABYsWECtWrWoVasWCxYsMPKbNGmCr6+vMWbrNU5XIt2ffPIJAQEBBAQE8OWXXzpdV41Go9FoNBrNPeReP7rT3z/78/HxkXPnzsnevXtFROT69etSq1YtOXz4sIwYMUImTpwoIiITJ06UkSNHipWsrCxp2rSptGnTRpYtW2bkFylSRG5HbGyshISEyJUrV0RE5MKFC7nqJCUlScmSJY1AKb1797brx8qWLVukXbt2ufKdzUlEZPPmzdK8eXO5efOmXf8pKSmyfft2iYiIkAEDBtjZ++GHH+TcuXO55udsLklJSVKtWjVJSkqSK1euSLVq1Yw6twYvccS0adOkT58+IiKyZs0aCQsLk8zMTElJSZG6devKtWvXXLbX3Bvyy4NwjWu0n9wD7Sf3QPvJPcgvfkIHLNG4K0qpykqpOKVUKUu6pCXtrZQ65KKdt1LqN5vTuFk2ZWEWUe+TSqlpKo8Pp5yJdEdFRdG7d28AevfubZyCgfnkqlOnTpQrV+6O5z579mwGDBhgCHU7svHVV1/Rpk0bu0Apd4KzOQFEREQwatQoChUqZNd/kSJFaNiwoUOx7QYNGlChQoU8z2XDhg20aNGCUqVKUbJkSVq0aMH69evzPH7bgCZHjhwhKCgIT09PihQpQlBQ0B3Z0mg0Go1Go9H8PejN2z8UEUkAIoAvlFIxwAnMVyLXAlVu0/yU/C7QbRtFJAJ4Hqhl+Vrf6bhsRbovXLhgbFgeeughLly4AJi11VauXMlLL72Uq/3NmzepW7cuDRo0sNvs2RIbG0tsbCyPPvooDRo0cLgRiYyMzBXQY/To0QQFBTFkyBDS03+Xu/vhhx8IDg6mTZs2HD582OWcrP1v376d+vXr07hxY3bv3p3H1cn7XFyJhwP06dOHkJAQJkyYgPk/RP3OrSLdwcHB7Nq1i7S0NC5fvsyWLVtyiYdrNBqNRqPRaO49WqT7n81U4P+AeZg3XSFAJcy6cHeEUqoCUExEfrSkPwf+A6zLq42UlBQ6derEhx9+SLFixW61b0RAHDx4MJMnT8bDI/d/Wzhz5gyVKlXi9OnTNGvWjMDAQGrUqGFXJysrixMnThAdHc3Zs2dp1KgRBw8eNN54/frrrxw8eNCIKAkwceJEHnroITIyMnjhhReYPHkyY8aMITQ0lDNnzlC0aFHWrl3Lf/7zH06cOOFyTllZWVy5coUff/yR3bt306VLF06fPn1XER6dzcUVixYtolKlSty4cYNOnTqxcOFCnnnmGaM8MjKSzp07U6BAAQBatmxJgwYNeOSRRyhbtizh4eFGmUaj0Wg0Go0m/6A3b/9gRCRTKTUCWA+0tKTz0rSaUupn4DrwXxHZjnnTd9amzllLXi6UUi8ALwCULVuW6OhosrKyeP3116lfvz6lSpUiOjqaYsWKsXz5ckqXLk1SUhIPPvgg0dHR7Nixg+3btwNw7do1oqKiOHbsGA0bNgQwNk9+fn588cUXNG7c2K5/Dw8PfHx82LlzJ9YxREZG4ufnB5ivTNavX98ot2KNilmnTh2+/PJLGjVqZFdeuHBhbty4QVRUFMWLF3c4J2u96tWrs3XrVgAyMjKIiooyNo/Hjh0jMTHRqG9Ldna2Xb6zuVy7do2YmBij7q5duwgJCTHS1jUKDQ1l5cqVVKny+2HrnDlzGDRokF0///nPf/i///s/ACZMmMDNmzcdjk9zb0lJSdF+cQO0n9wD7Sf3QPvJPdB++hu514/u9PfXfsCHwDlgiCXtDRxyUb8QUNryOwxIAIoBdTFLBljrPYZZisBl/z4+PpKTkyO9evWSQYMGiS3Dhw+3C1gyYsQIuRXbQCJXrlwxgoBcunRJatasaQQJsWXdunXyzDPPGPW8vLzk8uXLRnn9+vVl8+bNdm3OnTsnIiI5OTkyaNAgee2110RE5Ndff5WcnBwREfnpp5+kcuXKkpOT43ROIiIRERHy5ptviojI8ePHxcvLy7AhIjJ//vxcAUus3BqwxNlckpKSxNvbW65cuSJXrlwRb29vSUpKkszMTLl06ZKIiGRkZEinTp0kIiLCsHf06FGpWrWq3XiysrJk1apVIiKyf/9+MZlMkpmZ6XB8mntLfnkQrnGN9pN7oP3kHmg/uQf5xU/8CwKW6JO3fzBKqRCgBdAA2KGUirxdGxFJB9Itv/cqpU4BPpglA7xsqnpZ8m6LVaQ7MDCQkJAQAN555x1GjRpFly5dmDt3LlWrVmXp0qUu7Rw9epQXX3wRDw8PcnJyGDVqFLVr1wZgzJgx1K1bl/bt29OqVSs2btxI7dq1KVCgAFOmTKF06dKA+X1aQkJCrtO6nj17cunSJUSEkJAQQ/D7q6++IiIiAk9PTx544AEiIyNRSrFjxw6Hc2rbti19+/alb9++BAQEcN9997FgwQLjyqS3tzfXr18nIyODVatWGeMcOXIkixcvJi0tDS8vL/r168e4ceNczuXNN9/k4YcfNuZfqlQpUlNTadWqFZmZmWRnZ/P444/z/PPPG/N0JNKdmZnJoEGDeP311ylWrBhffPEFnp76rwaNRqPRaDSa/IYW6f6HYokE+T0wRkQ2KaVewbyJG41r8e6ywBURyVZKVQe2YxbmvqKU2gW8CvyEOfDJdBFZ62ocWqTbPcgv4poa12g/uQfaT+6B9pN7oP3kHuQXP2mRbo078zzwi4hssqQ/BvyBqrdp1wg4YIlQ+RXQX0SuWMpeBuYAJ4FT5DFYyZ2KdC9atIigoCACAwN55JFH2L9/v2Grb9++lCtXjoAAh3vP27b39vY2Tsvq1v39f9tvvvkmQUFBhISE0LJlS86dOwdAcnIyHTp0ICgoiHr16nHo0O8qC87G4szW3czrbmw5m6Oz9b527RpvvPEGwcHBmEwm5s+f73RtNRqNRqPRaDT3kHt9b1N//+zvbkS6d+7caQhOr127VurVqydWtm7dKnv37hWTySTOcNW+atWqxpswW2xFqT/66CN58cUXRcT8Lm/cuHEiYn4v1qxZs9uOxZmtu5nX3dhyNkdn6/32229Lt27dRETk4sWLUrJkSUlPT8/VXnPvyS9vCjSu0X5yD7Sf3APtJ/cgv/iJf8GbN33y9i9CKZVi+fNvFeq+U5HuRx55xBClbtCgAWfP/h7kslGjRpQqVcplf67aO8NWuiA1NdV4E3bkyBFDD83Pz4/4+HhDj87ZWJzZupt53Y0tZzhbb6UUaWlpiAgpKSmUKlVKv3nTaDQajUajyYfof0P791LUcjXSljgR6WD5fUpEQhy0swp1W9+9teYOtN7yItJty9y5c2nTpk1ezd+2vVKKli1bopTixRdf5IUXXjDKRo8ezeeff07x4sXZsmULYBawXrFiBY899hi7du3izJkznD17lvLly7vs15Gtu53XndpyNkdn6z1w4ECWLl1KxYoVuXHjBl9++aVDjT2NRqPRaDQazb1F/xvav5cUEQm55evgqoGtULflaNoq1J23DvMo0m1ly5YtzJ07l8mTJ+d5Urdrv2PHDvbt28e6deuYOXMm27ZtM8refvttEhIS6NmzJzNmzABg1KhRXL16lZCQEKZPn06dOnXyJGDtyNbdzutObbmaoxXb9d6wYQM1a9bk3LlzxMTEMHDgQK5fv56nsWk0Go1Go9Fo/j70yZvGGXct1P1HRboBTp06xZgxY5g0aRIHDx60s3/+/HlSU1NdikG6am8VsK5Tpw5LliwhJyfHrrx69eqMGjWKpk2bAuYrhr1790ZE6N69O4mJiVy9ejVPY7nV1h+Z153YcjRHZ+v93nvv0aFDB0NUvGTJkixatAh/f3+n66u5N2gRVPdA+8k90H5yD7Sf3APtp7+Re/3oTn9/34f5tA3+RqHuuxHpPnPmjNSoUUN27twpjoiLi3MZsMRZ+5SUFLl+/brxOzw8XNatWyciIrGxsUa9adOmSadOnUREJDk52Qje8emnn0qvXr1uOxZntu5mXndqy9Ucna13//79pXfv3iIicv78ealYsaLDgCeae09+eRCucY32k3ug/eQeaD+5B/nFT/wLApbc8wHo7290dh43bw7aRVs2bhWAYzb53YFPXLX18fGR7du3CyCBgYESHBwswcHB8s0338jly5elWbNmUrNmTWnevLkkJSWJiMhzzz0nJUqUMOqGhYWJlW7duslDDz0knp6eUqlSJZkzZ46IiEREREhERITL9qdOnZKgoCAJCgqS2rVry//+9z/DbseOHcVkMklgYKA88cQTcvbsWRER+f7776VWrVri4+MjHTp0MCI8uhqLM1t3M687teVqjs7WOzExUerWrSsBAQFiMplk4cKFosmf5Jf/c9S4RvvJPdB+cg+0n9yD/OKnf8PmTYt0/4tQSqWISFGllDd/k1C3Ful2D/KLuKbGNdpP7oH2k3ug/eQeaD+5B/nFT1qkW/Nv5U8X6nYkQr1//37Cw8MJDAzkySefNIJk7Nq1i5CQEEJCQggODmblypV2trKzs6lTpw5PPPGEw762bdtGaGgonp6efPXVV0Z+TEwM4eHhmEwmgoKC+PLLL42yxx57zOizYsWK/Oc/v8dhiY6OJiQkBJPJROPGjQE4fvy4UT8kJIRixYrx4YcfAjBu3DgqVapklK1d+/veduLEidSsWRNfX182bNhg5H/00UcEBARgMpkMO67WCODAgQPGfAIDA7l58yZpaWm0a9cOPz8/TCYTo0aNslubpUuXGmLpPXr0cOYujUaj0Wg0Gk1+5F4f/envn/35+PiIiGMR6rp160p0dLSIiMydO1f++9//iohIamqqZGZmiojIuXPnpGzZskZaROT999+X7t27S7t27cQRcXFxsn//funVq5csW7bMyD9+/LjxhiwxMVEeeughSU5OztW+Y8eOsmDBAhExv3nz9/eXM2fOiIjIhQsXctXPysqS8uXLS3x8vIiIjB07VqZMmZKr3uHDhyUoKEhu3rwpp0+flurVq0tWVpYcPHhQTCaTMe/mzZvLiRMnXK5RZmamBAYGSkxMjIiYr0RmZWVJamqqbN68WURE0tPTpWHDhrJ27VoRMb+fCwkJMa5+2s4lv1x30LhG+8k90H5yD7Sf3APtJ/cgv/iJf8G1SX3y9gexEb4+rZTyvaXsQ6XUa07a1VVKTbvDvsYppYbf/Wgd2ku0EeNua1P2ukWI+7hSqpVNfmtL3kml1CjHlnPjSIQ6NjaWRo0aAdCiRQuWL18OQOHChQ2R6Js3b9pJCJw9e5ZvvvmGfv36Oe3L29uboKCgXFplPj4+1KpVC4CKFStSrlw5Ll26ZFfn+vXrbN682Th5W7x4MR07dqRKlSoAlCtXLld/3333HTVq1KBq1aou1yAqKopu3bpRqFAhqlWrRs2aNdm1axdHjx6lfv36xrwbN27MihUrXK7Rxo0bCQoKIjg4GIDSpUtToEABChcubESjvO+++wgNDTUEvGfPns2AAQMMcW9Hc9FoNBqNRqPR5F/05u3PIxLoZk0opTyAzpb8XIjIHhF59W8amzNq3JJ+Rym1UilVG/NcTJhFuD9WShVQShUAZgJtgNpAd0vdu8JkMhEVFQXAsmXLSEhIMMp++ukn4zrgrFmzjM3c4MGDeffdd/+wiPSuXbvIyMigRg37JVi1ahXNmzc3dOhiY2NJTk6mSZMmhIWF8fnnn+eyFRkZSffu3e3yZsyYQVBQEH379iU5ORmAxMREKleubNTx8vIiMTGRgIAAtm/fTlJSEmlpaaxdu9ZYC2drFBsbi1KKVq1aERoayrvvvptrXFevXuXrr7+mefPmRpvY2FgeffRRGjRowPr16+9q7TQajUaj0Wg09wa9efvzWAJ0tUk3As6IyBlHlZVSTZRSayy/xyml5imloi0neK/a1BttOen6FvC1ya+hlFqvlNqrlNqulPKz5EcppZ6x/H5RKbXIxZhPAVMlt1D3U0CkiKSLSBzm9231LN9JETktIhmYN6ZP3elCWZk3bx4ff/wxYWFh3LhxSUX4ogAAIABJREFUg/vuu88oq1+/PocPH2b37t1MnDiRmzdvsmbNGsqVK0dYWNjddgnAr7/+Sq9evZg/f36uTeCSJUvsNmJZWVns3buXb775hg0bNjBhwgRiY2ON8oyMDFavXs3TTz9t5L300kucOnWKmJgYKlSowLBhw1yOx9/fn9dee42WLVvSunVrQkJCDCFwZ2uUlZXFjh07WLRoETt27GDlypV89913duPu3r07r776KtWrVzfyTpw4QXR0NEuWLOH555839Oo0Go1Go9FoNPkfLdL9JyEiB5VSOUqpYBHZj/nkaskdmPADmgIPAseVUhFAkMVOHcy+2gfstdT/FHMgkRNKqfrAx0AzzOLYO5VSccAwoMFt+h1o2eztAYaJSDJm4e0fberYinEn3JJf/1aDjkS6wbEI9RtvvGE2mpBAuXLlHAo8ZmVlsWDBArZt28bGjRtZsWIFGRkZpKWl0aJFC0aPHu1wYufPn+fw4cOUKVPGyEtNTWXIkCH07NmTmzdv2vV37do1vv/+e4YMGWLkZ2Rk4Ovry+7duwGoVasWixcvNiIq7dixg2rVqnH06FGOHj2aawyBgYEsXryY6Oho0tPT2bp1K15eXoA54EhoaCjR0dHUqFGD999/HzBfb7RdN0drdP36dXx8fDh06BBg3gAuW7bM2PRNnjyZBx54gJCQEMOOh4cHPj4+7Ny5E6tvIiMj8fPz0+KaboL2k3ug/eQeaD+5B9pP7oH209/IvX505+4fFu00y+/RwETMG63zQHkX7ZpgEbgGxgGjbcqOAl7AYGC8Tf4HwHCgKPAbEGPzHbWp1wPIAp68zdjLAwUwn8C+Dcyz5M8A/s+m3lzMV0A7A3Ns8nsBM1z1YQ1YIpJbhNoaMCM7O1t69eolc+fOFRGR06dPGwFK4uPjpUKFCrlEo7ds2eI0YImV3r172wUsSU9Pl2bNmsnUqVMd1o+IiJBnnnnGLu/IkSPSrFkzyczMlNTUVDGZTHLw4EGjvGvXrjJv3jy7NufOnTN+f/DBB9K1a1cRETl06JBdwJJq1apJVlaW3VqcOXNGfH19jUAqztboypUrUqdOHbsgJ2vWrBERkdGjR0vHjh0lOzvbblzr1q0z5nfp0iXx8vKSy5cvG+upyf9oP7kH2k/ugfaTe6D95B7kFz/xLwhYok/e/lwigY3AVuCAiFy4g7bpNr+zcX0q6gFcFZEQJ+WBQBJQ0VWHtuNTSs0G1liSiUBlm6peljxc5Luke/fuREdHc/nyZby8vHjrrbdISUlh5syZAHTs2JE+ffoA5tOsSZMmUbBgQTw8PPj444/tTs8cMWbMGOrWrUv79u3ZvXs3HTp0IDk5ma+//pqxY8dy+PBhli5dyrZt20hKSuKzzz4D4LPPPiMkxLyMkZGRuULr+/v707p1ayMASr9+/Qy5g9TUVDZt2sQnn3xi12bkyJHExMSglMLb29soN5lMdOnShdq1a+Pp6cnMmTONk7JOnTqRlJREwYIFmTlzJiVKlADM1zgdrVHJkiUZOnQoDz/8MEop2rZtS7t27Th79ixvv/02fn5+hIaGAjBw4ED69etHq1at2LhxI7Vr16ZAgQJMmTKF0qVL58V9Go1Go9FoNJp8gBbp/oNYha9t0j8BhYCPRGS+i3ZNgOEi8oRSahzmE7z3LGWHgCeAUsBnmK8mWq9NfiIi7ymlvsf8Xm2ZModjDBKR/UqpepivVLbFvIlsKeZ3a47GUEFEfrX8HgLUF5FuSikTsBjzG7eKwHdALUABsUBzzJu23UAPkf9n77zDqyryx/1OiIBIbyshIYj0kBACEiwIgSUUFUUiiKyCYMEVQVZKFAHX/aIiHaSoNJXqohLwR5EWQBfpIRgg1EAISAkthYTc5PP745x7uDe59wYUJXd33uc5T+6ZmTMz53x299lhyisJ7t5TS7q9g6Ii19R4RsfJO9Bx8g50nLwDHSfvoKjESUu6Nb+FRRj71779vRWJyG5gCcayyG+ALQ7ZPYG+Sqm9QALwpFKqBPA50EdETmPseZujHM/ad+ZjpdQ+pVQ8xn67QWa7CcDXwH5gNfC6iOSKiA3oD6zBWNr5taeBmyOuJN1xcXG0aNGC0NBQmjVrxvbt2wE4ePAgDz74ICVKlGDcuHFO9biTWTsyduxYS5DdqFEjihUrxsWLhmN84sSJBAUF0ahRI3r06EFWVhYAGzZsICwsjEaNGtGrVy9sNhtg/I9RuXLlrPref/99q52aNWsSHBxs9d+RqVOnWqLsoUOHWumuJN3JyclERERY8uzJkydb5W9V0g3QoUMHGjduTFBQEP369SM3N9fj97bn5ReRazQajUaj0WiKGHd63aa+/rsvT5Ludu3aWQLp//f//p+0atVKRIx9Xtu3b5d33nnHSXbtSWbtjuXLl0tERISIiJw6dUpq1qwpmZmZIiLyzDPPyNy5cyU3N1f8/f0lMTFRRERGjBghs2bNEhHPe+sCAwML7MUTEdmwYYO0bdtWsrKyrPcRcS/pPn36tOzatUtERK5evSp16tSRhIQEEbl1SbeIyJUrV0REJC8vT55++mlZtGiRx+996dIlCQwM9Cgi1xQNisqeAo1ndJy8Ax0n70DHyTsoKnHif2DPm555+y/HLhH3kL9aKXXZri1wSL9PKbXNlHEvUUoVN9NLmPdHzPyaN9MPV5JupZQ1k3TlyhX8/IwtelWrVuWBBx7grrvucirvSWbtDldH/1+7dg2bzUZmZiZ+fn6kpqZSvHhx6tatCzjLsH8LM2bMIDo6mhIlSljvA+4l3dWqVbP2p5UpU4YGDRqQkmJsJbxVSTdgOepsNhvXr1+3JOfuvvfChQtp2bKlRxG5RqPRaDQajebOowdvfzBKqfZKqbh813d/ch+muejDi2b2WIxTI/MzBmNPXW3gEtDXTO8LXDLTJ5rlfhOTJk1iyJAhBAQEMHjwYD788EOP5T3JrF2RmZnJ6tWr6dq1KwDVq1dn8ODB1KhRg2rVqlGuXDkiIyOpXLkyNpuNnTt3ArB06VKnerdu3Urjxo3p2LEjCQk3VokqpYiMjKRp06Z89tlnVvqhQ4fYsmUL4eHhtGrVytIMuJN0O5KUlMSePXsIDzcMDL9V0t2+fXuqVq1KmTJliIqK8vi9Dx06RFpamkcRuUaj0Wg0Go3mzqMHb38wIrJGnCXYdhH2n9mH1130Ya6Ztx5Icyxv7pFrAyw1k74AnjJ/P2neY+a39bCnziMzZsxg4sSJJCcnM3HiRPr27euxvCeZtStWrFjBww8/bM34Xbp0iZiYGI4fP87p06fJyMhg/vz5KKVYvHgxgwYNonnz5pQpU8aqNywsjBMnTrB3717eeOMNnnrqKav+H3/8kd27d7Nq1SqmTZvG5s2bAWPG6+LFi/z888+MHTuWbt26YczkeyY9PZ2uXbsyadIka/bst0q616xZw5kzZ8jOzmbDhg0ev7fNZuPQoUNuReQajUaj0Wg0mqKBVgVoXFEJQ0VgM+8dJd3VMUXdImJTSl0xy1+wP3yzku45c+bQpUsXYmNjqVKlClu3bnUSPCYlJXH33Xc7pXmSWefnk08+oVWrVlZ+bGwsJUuWtGbP7GJruzT7X//6FwA7duygfPnyBeotVaoUaWlpxMTEUK5cOQAOHz4MQJMmTVi0aBF5eXmUKlWKWrVqsWnTJsAQfcfExHiUdNtsNt5++23Cw8OpWLFioSLzwiTddurWrcv06dO566673H7v69ev07hxY7cick3RQUtQvQMdJ+9Ax8k70HHyDnSc/kTu9KY7ff2xFw4ScQ9lWmMKw837ysARh/sA4Bfz9y+Av0PeUaCyu7o9Sbrr169vbXBdt26dhIWFiSOjRo1yOrBExL3MOj+XL1+WChUqSHp6upX2888/S8OGDSUjI0Py8vLkhRdekClTpjjVm5WVJW3atJH169eLiMiZM2ckLy9PRES2bdsmAQEBkpeXJ+np6XL16lUREUlPT5cHH3xQVq1aJSKG7HvEiBEiIpKYmCj+/v6Sl5fnVtKdl5cnzz//vAwcOLDAe9yqpDstLc2ShOfk5Ei3bt1k6tSpHr/3/v37pUmTJm5F5JqiQ1HZEK7xjI6Td6Dj5B3oOHkHRSVO/A8cWKJn3jSuSAXKK6V8xZh9c5Rx2wXep5RSvkA5s7xHXEm6P//8cwYOHIjNZqNkyZLWvrFff/2VZs2acfXqVXx8fJg0aRL79++nbNmybmXWM2fOBKBfv34AfPfdd0RGRnLPPfdYfQgPDycqKoqwsDB8fX1p0qQJr7zyCmDoBb7//nvy8vJ47bXXaNOmDWDsf5sxYwa+vr7cfffdLF68GKUUZ8+epUsXY/WrzWbjueeeo0OHDoChRejTpw+NGjWiePHifPHFFyil3Eq6f/zxR7766itLOwDwwQcf0KlTp1uWdJ89e5bOnTuTnZ1NXl4eERER1jdx970bNGhA8+bNXYrINRqNRqPRaDRFBy3p/i8nv0TcTZnWmMJwh7R/A9+IyGKl1EwgXkSmK6VeB4JFpJ9S6lngaRHp5q5uLen2DoqKXFPjGR0n70DHyTvQcfIOdJy8g6ISJy3p1vzXo5TaAvwb4+CRU0qp9mbWMOAfSqkjGHvaZpvps4FKZvo/gOibaceVpBtcy6zte93sYmz7zFFaWpqVFhoaSuXKlXnzzTfdtnny5ElKly5tib4TExOdni9btmwB0ff48eNRSnHhwgWn9B07duDr68vSpUuttGLFill1de7c2UoXEYYPH07dunVp0KABU6ZMAdzLwz3167333qN69epW3sqVK6123Em6lyxZQkhICEFBQQwbNswqP2HCBBo2bEhISAht27blxIkTAJw4cYJXXnnFknTbZzE1Go1Go9FoNEWMO71uU1//3ZcnSbc7mXX+vXHuCAsLk02bNrnN79q1q0RFRRXYNyciYrPZ5C9/+YskJSVZaSdPnpTIyEipUaOGk3zbZrNJRESEdOzYUf79739b6ffcc4/LdufMmSPPP/+85ObmOr2XI47ycE/9crXvT8S9pPvChQsSEBAg586dExGRF154QdatWycixvfOyMgQEZHp06dLt27dREQkOztb1qxZIyIiaWlpEhgYKCkpKS7fTXNnKSp7CjSe0XHyDnScvAMdJ++gqMSJ/4E9b3rmzUtQSgUopY4rpSqa9xXM+5pKqV/MtNZ22bZSqrdS6hMP9T2qlNqtlLIppaLy5fVSSh02r14O6U2VUvtMQfeUW1EEuJJ0u5NZ3wyHDh3i3LlztGzZ0mX+smXLuO+++wgKCnKZv379eu6//34CAwOttEGDBvHxxx+T/7WmTp1K165db7p/M2bMYOTIkfj4GP/1cvVcfnm4p365wp2k+9ixY9SpU4cqVaoA8Ne//tUSe0dERFCqVCkAWrRowalTpwAoXry4pSCw75XTaDQajUaj0RQ99ODNSxCRZGAG8JGZ9BHwmfsnbqCUCs4v6QYmA72BhfnKVgRGAeFAc2CUUqqCmT0DeBmoY14dfs87uZNZAxw/fpwmTZrQqlUrtmzZUuDZxYsX07179wIDLTCOqx0zZgyjRo1y2/bixYudBk8xMTFUr17dGgzZSUlJ4bvvvuO1114rUEdWVhbNmjWjRYsWLFu2zEo/evQoS5YsoVmzZnTs2NHSCdjJLw/31C8wlAchISH06dOHS5cuAe4l3bVr1yYxMZGkpCRsNhvLli1zKTKfPXs2HTt2tO7PnTtHSEgIAQEBDBs2DD8/P7ffTqPRaDQajUZzZ9CDN+9iItBCKfUm8Agw7mYeEpF9UlDS3URE4oH80yztgbUiclFELgFrgQ5KqWpAWRH52ZyW/pIb4u7fhDuZdbVq1Th58iR79uxhwoQJPPfcc1y9etXpWVeDHDvvvfcegwYNonRp1+e0XL9+neXLl/PMM88AxmDqgw8+4P333y9Q9s0332TMmDHWLJojJ06cYOfOnSxcuJA333yTo0ePAsbsVcmSJdm5cycvv/wyffr0cXouvzzcXb8AXnvtNY4ePUpcXBzVqlXjrbfesr6dK0l3hQoVmDFjBt27d6dly5bUrFmzgPtt/vz57Ny5kyFDhlhpVatWJT4+niNHjvDFF19w9uxZl99Oo9FoNBqNRnPn0KoAL0JEcpRSQ4DVQKR5f7ubsSTcJnZBd3Xzd/70AtyspNudzNp+/L+dSpUqsWjRIurVqwfAkSNHSEtLIy0tzaUQ8ocffmD+/PkMGDCA9PR0fHx8SE5Oto72//HHH7nvvvs4cOAABw4c4NixYxw6dMiq//z58wQFBTFjxgx+/PFHa+bvypUrxMTEcPDgQR555BHghqS7fv36zJ8/n1atWlGxYkX8/PyIjY2lQoUK7Nmzx6mf+eXhdvL3Kz/BwcEsXLiwUEl3mTJlGDNmDGAMFEuWLGm1tWvXLqZMmcKkSZPYunWrVbejXLNSpUrMnDmTVq1aFeiD5s6iJajegY6Td6Dj5B3oOHkHOk5/Ind6052+bu0CJgGngUHmfU1uCLRbY8q2MZZEfnIT9c0DohzuBwPvOtyPMNOaAesc0lviIPZ2d3mSdLuTWZ87d05sNpuIiBw9elT8/PwkNTXVem7YsGEycuRIuRlcHfjRvXt3mTNnjttnAgMDnQ4ssdOrVy/rwJKLFy9aB62cP39eateuLQkJCVb/7DLtjRs3SrNmzaw6XMnDPfXLLtwWEZkwYYJ0797dat+VpFvkxgEpFy9elMaNG0tiYqKIiOzevVtq1aolhw4dcmojOTlZVq9ebT1Tp04diY+Pd/t9NHeOorIhXOMZHSfvQMfJO9Bx8g6KSpz4HziwRM+8eRFKqVCgHdAC+FEptfgPaCYFYxBoxx+INdP986WncJO4knS7k1lv3ryZkSNHctddd+Hj48PMmTOdlhh+/fXXTkfmAyxfvpydO3e6XProSEZGBmvXruXTTz+92a675MCBA7z66qv4+PiQl5dHdHQ0DRs2BCA6OpqePXsyceJESpcuzaxZs6znXMnDPfVr6NChxMXFoZSiZs2aVr47STfAwIED2bt3LwAjR46kbt26AAwZMoT09HRrWWaNGjVYvnw5Bw4c4O9//zulS5dGRBg8eDDBwcG/6/toNBqNRqPRaG4/WtLtJZgnO/4HGCkia5VSb2AM4oZjzIA1cpRtK6V6A81EpH8h9c4zn19q3lcEdgFhZpHdQFMRuaiU2g4MALYBK4GpIrKyYK030JJu76CoyDU1ntFx8g50nLwDHSfvQMfJOygqcdKSbk1R4mXgpIisNe+nAw0Az2fKu0Ep9YBS6hTwDPCpUioBQEQuAv8CdpjX+2YawN+BWcAR4Ciw6mbbcyXpdieg3r59u5XWuHFjvvvuOwCSk5OJiIigYcOGBAUFMXnyZJdtiQgDBgygdu3ahISEsHv3bgA2btzoJMMuWbKkdUpk7969ue+++6y8uLg4pzpdSbo7dOhA+fLlefzxx132Y8CAAU6HpmzevJmwsLAC9Xjql4hr4feVK1d44oknaNy4MUFBQcydO9ep7atXr+Lv70///jfG7sOHDycgIMDlQS4bN260vutzzz3n8n00Go1Go9FoNHcWvWzSSxCRz3BQA4hILjdmxxqZabEYSxwRkXkY+9nc1bcD52WQjnlzgDku0nfa27pVevfuTf/+/XnhhRec0gcNGsTgwYOd0ho1asTOnTvx9fXlzJkzNG7cmCeeeAJfX1/Gjx9PWFgYaWlpNG3alHbt2lnLFe2sWrWKw4cPc/jwYbZt28Zrr73Gtm3biIiIsAZlFy9epHbt2kRGRlrPjR07lqgoJ+UdALm5uQwbNsypLBjLEDMzM10uwdy5c6d1rL+dGjVqMG/ePMaNcz4k1FO/5s2bR3JyMgcPHsTHx4dz584BMG3aNBo2bMiKFSs4f/489erVo2fPnpavbcSIETz66KNO7TzxxBP079+fOnXqOKUfPnyYhQsXsn37dipUqGC1odFoNBqNRqMpWuiZt9+JUird/NtMKZWglCpu3t+vlDqmlCrr5rlmSqkpt9jWe0qpwYWXvKX6Uhz8b50c8t42ZdyJSqn2DukdzLQjSqnom23LlaTbHaVKlcLX1/h3haysLMvlVq1aNcLCjPFqmTJlaNCgASkpBbfdxcTE8MILL6CUokWLFly+fJkzZ844lVm6dCkdO3a0pNWecCfpbtu2LWXKlClQPjc3lyFDhljuNTs1a9YkJCTEpXbAXb/cCb+VUqSlpSEipKenU7FiReub7dq1i7NnzxYYbLZo0YJq1aoVaPPzzz/nqaeeokKFCk5taDQajUaj0WiKFnrwdpswZ6U2YZzMCDANGC4iV92VF5EBf3S/lFLD8wu6lVLDHYpMlBvut5XmMw2BZ4EgDBH3dKVUMaVUMYz36gg0BHqYZX8zrgTUANu2bSMoKIjg4GBmzpxpDUzsJCUlsWfPHsLDwwvUmZKSQkBAgHXv7+9fYJDnyhM3fPhwQkJCGDRoENnZ2VZd7iTdnt6pc+fOLgdKhZG/X+6E3/379+fAgQP4+fkRHBzM5MmTrcNT3nrrrQKze544dOgQycnJPPzww7Ro0YLVq1ffcr81Go1Go9FoNH88evB2e3kHeFkpNRTwFZFF7goqpVorpb43f7+nlJqjlIo1Z+sGOJQbbs50rQPqOaTfr5RarZTapZTaopSqb6bHKKVeMH+/CjSUgoLu0YW8x5PAYhHJFpHjGHvcmpvXERE5JiLXgcVm2d+EOwE1QHh4OAkJCezYsYMPP/yQrKwsKy89PZ2uXbsyadIkypZ1ObHpkTNnzrBv3z7at7cmFPnwww85ePAgO3bs4OLFi5YnzZOk2xWnT5/m3//+N2+88cZt6Zc74feaNWsIDQ3l9OnTxMXF0b9/f65evcr06dPp1KkT/v4uV8S6xGazkZKSQmxsLIsWLeLll1/m8uXLt9x/jUaj0Wg0Gs0fi97zdhsRkctKqY8wDhO51Rmp+kAEUAZIVErNAEIwZsCaYMRqN8ZJkGDsf+snIoeVUuFmm20w5Ng/KaWOA29hnEjpif7mYG8n8JaIXMKQb//sUMZRyJ1f4F1g6utmJd2OOAqo82Oz2fjiiy+oV68eNpuNt99+m/DwcCpWrOiyvFKKNWvWYLPZAGNP14kTJ0hPTweMpYnh4eH89NNPTs/ZT8Vs0qQJS5Ys4dFHHy1U0h0XF0dqaqrVj61bt7J//35r8JSZmUn16tVZsGCB1c6vv/5KQkIClStXdmrfVb/cCb/HjRvHc889ZwnOK1SowIIFC1i2bBn79u1jwoQJXLt2DZvNxsWLF3nllVesOnNzc52+m4+PD02bNrXarVKlCosXL6Z+/foFvq3mzqIlqN6BjpN3oOPkHeg4eQc6Tn8id1o05+0XkJ7vfhmGRLtLIc+15oZQ+z2MJZb2vAMYh4m8iXHaoz19AsayzNLANSDO4TrgUO45wAY8UUgf/gIUw5iBHQ3MMdM/Af7mUG42EGVesxzSn6cQEbgnSbc7AfWxY8ckJydHRESSkpKkWrVqcv78ecnLy5Pnn39eBg4cKJ74/vvvpUOHDpKXlydbt26VBx54wCk/PDxcNmzY4JRm70teXp4MHDhQhg0bVqBeR0m3nY0bN8pjjz3mti/33HPPTdXjrl/uhN/9+vWTUaNGiYjIr7/+Kn5+fgXE4nPnzpXXX3+90D6tWrVKIiMjRcQQjvv7+8uFCxfcvpPmzlFUJKgaz+g4eQc6Tt6BjpN3UFTihJZ0a24FpdTjQDmgPfCdUmqNiGTe5OPZDr9z8Twr6gNcFpFQN/nBQCrg56lBETlr/62U+hz43rxNAQIcijoKud2le8SVpDs2NtalgPrHH3/ko48+siTd06dPp3Llyvz444989dVXBAcHExpqvPoHH3xAp06dmDlzJgD9+vWjU6dOrFy5ktq1a1OqVCmnY/STkpJITk6mVatWTv3r2bMn58+fR0QIDQ216vNEy5YtOXjwIOnp6fj7+zN79mynJY/52bFjB126dOHSpUusWLGCUaNGkZCQ4LFf7oTfI0aMoHfv3gQHByMijBkzpsBMXn6GDh3KwoULyczMxN/fn5deeon33nuP9u3bM3v2bBo2bEixYsUYO3YslSpVKvT9NRqNRqPRaDR/LlrS/TtRSqWLSGml1N3AXuApEdmvlBoPZInIcDfPteaGUPs9jBm8cWbeL8DjQEWM4/7DubFs8lMRGaeU+g/GYSP/NgXeISKyVynVHGNJZSeMA1Qixdi35qoP1UTkjPl7EBAuIs8qpYKAhRh73PyA9UAdQAGHgLYYg7YdwHMikuDu+2hJt3dQVOSaGs/oOHkHOk7egY6Td6Dj5B0UlThpSbfmVhgBfCci+8379zBOY6zj/hHPiMhuYAnGsshvgC0O2T2BvkqpvUAC8KRSqgTwOdBHRE5j7Hmbo+xn7RfkY6XUPqVUPMZ+u0FmuwnA18B+YDXwuojkiogN6A+swVja+bWngZsjriTdI0aMICQkhNDQUCIjIzl9+jQACxYsICQkhODgYB566CH27t0LGNqA5s2bW2LqUaNGuWzLnQwboFixYpYMu3Pnzlb68ePHCQ8Pp3bt2nTv3p3r168DcOLECdq2bUtISAitW7fm1KlThdZlJ7+k21Nd4Fqs3aFDB+t9+/XrR25ursdvd/DgQR588EFKlCjhdOKkJ8H5kCFDeOGFFwgJCaFLly76sBKNRqPRaDSaosqdXrepr//uy77nbdOmTbJr1y6nPW9Xrlyxfk+ePFleffVVERH56aef5OLFiyIisnLlSmnevLmIGPvR0tLSRETk+vXr0rx5c9m6davk5/jx47J37155/vnnC+wtc7UHTUTkmWeekUWLFomIyKuvvirTp08XEZGoqCiZN2+eiIisX79e/va3vxVal4jIjh075G9/+5tTGU91iYgMGDBAevTo4bRPzf6N8vLy5Omnn7b66O7bnT17VrY6lQeuAAAgAElEQVRv3y7vvPOOjB071ipz+vRp2bVrl4iIXL16VerUqSMJCQkiIrJmzRpZt26diIgMHTpUhg4d6va9NHeWorKnQOMZHSfvQMfJO9Bx8g6KSpz4H9jzpmfe/mCUUhsdJddm2pvmaZL5y/oppZbmTy+k/t5KqU9+bz/z1XfewQn3kkNeL6XUYfPqdSv1upJ0Ox7zn5GRYcm4H3roIUsY3aJFC2uGSillzWTl5OSQk5ODq0nFm5FhOyIibNiwgaioKAB69erFsmXLANi/fz9t2rQBICIigpiYmELrcyfp9lSXO7G2/RvZbDauX79uva+7b1e1alUeeOAB7rrrLqd6PAnOIyMjKVasGOD8vTUajUaj0Wg0RQs9ePvj2QssdJRkAyOBAg44ETktIlG3uwNKqWkuRN0venhkidxwws0y66gIjMLYf9ccGKWUqvB7+zZ8+HACAgJYsGAB77//foH82bNn07FjR+s+NzeX0NBQqlatSrt27VxKuj2RlZVFs2bNaNGihTVAS01NpXz58pYI3FHq3bhxY7799lsAvvvuO9LS0khNTXVbF7iXdLurqzCxdvv27alatSplypSxBpg38+3c4UlwPmfOHKfvrdFoNBqNRqMpOujB2x/P+xinRzYX43TIp4B0nPevAaCUqmkeVmKfAfvWFHEfVkp97FDuRaXUIaXUJuBhh/QqSqlvlFI7zMueZwO+NdsfBlwFvrjF92gPrBWRi2K44NYCHW6xjgKMHj2a5ORkevbsySefOE8gbty4kdmzZ1vCbDD2mcXFxXHq1Cm2b9/OL7/8ckvtnThxgp07d7Jw4ULefPNNjh496rH8uHHj2LRpE02aNGHTpk1Ur17dmqVyVZcnSbe7ugoTa69Zs4YzZ86QnZ3Nhg0brHRP384dngTno0ePxtfXl549e95UXRqNRqPRaDSaPxetCviDEZGLSqntQEcgBkO6/bW5LrcwQjEE3dkY4u6pGAOxfwJNgSvARmCPWX4yxgmUPyqlamAcLNIAeBvYoZTaAkwBOolInod2uyqlHsU4WXKQiCRjSLrzC7qru3r4t0i6a9WqRXR0NBEREQAcPXqUkSNH8tFHH7Fv3z6XnaxZsybTpk2je/fuLvPdybAPHz4MQP369Zk/fz6PPvoo58+fZ/369RQrVoyEhATuvvtuq58DBgwA4Nq1ayxcuJC4uDi3dRUvXtyjpNtVXTcj1gaoW7cu06dPL7AkMv+3A2N2zfEdAI+C82XLlrF27VrGjx9vib81RQ8tQfUOdJy8Ax0n70DHyTvQcfoTudOb7v4XLoyTIReZv+OApm7K1QR+MX/3Bj53yFsFPIIxc/elQ/oATFE2cA5ncXcKUNrMewhj4PdGIX2tBJQwf78KbDB/DwbedSg3AkN14PHdPUm6Dx06ZP2eMmWKdO3aVURETpw4Iffff7/89NNP4si5c+fk0qVLIiKSmZkpjzzyiKxYsULckV+GffHiRcnKyhIRQ0Zdu3Zt69COqKgopwNLpk2bZpXLzc0VEZF33nlHRowYUWhdjjgeWOKuLkccxdppaWmWPDwnJ0e6desmU6dO9fjt7IwaNcrpwBJPgvNVq1ZJYGCgnDt3rkCepmhRVDaEazyj4+Qd6Dh5BzpO3kFRiRP/AweW6Jm3P4cYYKJSKgwoJSK7bvK5WxF3g7EMtoWIZLnIu1lxd6rD7SzAvlwzBWjtkOcPxBbSHwtXku6VK1eSmJiIj48PgYGBlhj7/fffJzU1lb///e8A+Pr6snPnTs6cOUOvXr3Izc0lLy+Pbt268fjjjwMwcuRImjVrRufOnd3KsA8cOMCrr76Kj48PeXl5REdH07BhQwDGjBnDs88+y7vvvkuTJk3o27cvYHhL3n77bZRSPProo0ybNg3AY13ucFeXOzIyMujcuTPZ2dnk5eURERFBv379AEPe7erb/frrrzRr1oyrV6/i4+PDpEmT2L9/P/Hx8W4F5/379yczM5N27doBxqElNyMp12g0Go1Go9H8uWhJ95+EUmoJUA+IERGXgjKlVE3gexFppJTqDTQTkf5m3vfAOCAR+BkIw9i7tgHYKyL9lVILgT0iMtZ8JlRE4pRSgRh71FoDK4FXRWSbmz44iru7AMNEpIV5YMkus10whOFNReSip/fWkm7voKjINTWe0XHyDnScvAMdJ+9Ax8k7KCpx+l+QdOuZtz+PRcB3GHvefjMickYp9R6wFTiDMYgqZmYPAKaZ0m1fYLNS6jVgNsYSx9NKqb7APKXUA25m6AYopTpjLLG8iLF8EzH27v0L2GGWe7+wgZtGo9FoNBqNRqO5fejTJv8kRGSZiCgROeihTJKINDJ/z7PPupn3j4tIrPl7rojUFZFWIjLQXk5ELohIdxEJEZGGItLPXAL8VxFZbpbZJSLBbgZuiMjbIhIkIo1FJMKxvyIyR0Rqm9fcW3n/Pn36ULVqVRo1amSljRgxgpCQEEJDQ4mMjOT06dMAHDx4kAcffJASJUo4HZ+fmJhIaGiodZUtW5ZJkyYVaCs2NpZy5cpZ5RyP0a9Zs6a1dLBZs4L/MDN+/HiUUly4cMFjX5KTk4mIiKBhw4YEBQUxefJkK+/ixYu0a9eOOnXq0K5dOy5dugTAggULCAkJITg4mIceeoi9e/daz1y+fJmoqCjq169PgwYN2Lp1q8dvdOXKFZ544gkaN25MUFAQc+feCEexYsWsd+/cubOVLiIMHz6cunXr0qBBA6ZMmeIxZhqNRqPRaDSaooUevBVRlFKilBrvcD/YnHFzV/5RpdRupZRNKRWVL8+lXFsp1VQptU8pdUQpNUWZpmelVEWl1Fqz/Fq7z00ZTDHLx5t7+G6K3r17s3r1aqe0IUOGEB8fT1xcHI8//rg1yKpYsSJTpkxh8ODBTuXr1atHXFwccXFx7Nq1i1KlStGlSxeX7bVs2dIqO3LkSKe8jRs3EhcXx86dO53Sk5OT+eGHH6hRo4aV5q4vvr6+jB8/nv379/Pzzz8zbdo09u/fD8BHH31E27ZtOXz4MG3btuWjjz4C4L777mPTpk3s27ePESNGOJ0mOXDgQDp06MDBgwfZu3cvDRo08PiNpk2bRsOGDdm7dy+xsbG89dZbXL9+HYC7777bevfly5dbbcybN4/k5GQOHjzIgQMHePbZ3zUJrNFoNBqNRqP5k9GDtzuAUirYhTQ7/x60bOBppVRlV3W44CTGEseF+dpyKddWSg0HNgMlMLxzvQH79E00sF5E6gDrzXswdAd1zOsVYMZN9o1HH32UihUrOqU5esYyMjIwx45UrVqVBx54oMCR+I6sX7+e+++/n8DAwJvtQqEMGjSIjz/+2OqHp75Uq1aNsDBj7FqmTBkaNGhgib1jYmLo1csYI/fq1csSeD/00ENUqGB4zVu0aMGpU6cAYxZt8+bN1iEpxYsXp3z58oD7b6SUIi0tDREhPT2dihUrWpJxd8yYMYORI0fi4+NjvZtGo9FoNBqNxnvQg7c7gIjsE5HQfFd4vmI24DNg0E3WmSQi8UB+f5s7ufYcINlcfhmKoQWwn275JDck3l9g6Ans6V+aSzF/Bsorpard9Iu7YPjw4QQEBLBgwQKn5Y2FsXjxYnr06OE2f+vWrTRu3JiOHTuSkJBgpSuliIyMpGnTpnz22WdWekxMDNWrV6dx48a3/A5JSUns2bOH8HAjhGfPnqVaNeOz3HvvvZw9e7bAM7Nnz6Zjx44AHD9+nCpVqvDiiy/SpEkTXnrpJTIyMqyyrr5R//79OXDgAH5+fgQHBzN58mRrUJaVlUWzZs1o0aKFNXAEw523ZMkSmjVrRseOHS1HnUaj0Wg0Go3GO9AHlhRtpgHxSqmPCy3pHndy7erm7/zpAH+xnzgJ/Ar8pZC6zjik3ZKku127drRr144FCxYwePBgXnzxRSvPlWgaICcnh2+++YbHH3/cpRAyIyOD+fPnc/fdd/Pzzz/Tvn175s+fD8DHH39MlSpVuHTpEoMHD+batWvUq1eP6Ohoxo4dS2xsLFlZWfz000+UK1eu0L5cu3aNgQMH8tJLL7F7927AkGE7lsvNzXW637NnD1OnTmXKlCnExsaSmJjIrl276N27N71792bq1Km89tpr9OnTx+032rRpE5UrV2bhwoWcPn2al156iVmzZnHPPfewaNEiqlSpwunTp+nXrx8ZGRlUr16dzMxMUlJSGDduHJs3b6Zr167Wvjct1/QOdJy8Ax0n70DHyTvQcfIOdJz+RO60aE5fri8g3fz7PqYQG3jvJp6bB0Q53LuUawPNgHUO6S0xNAUAl/PVecn8+z3wiEP6egydgdv+eJJ0O3LixIkCeflF03aWLVsm7dq1c1mPKwIDA+X8+fMF0u31x8fHS5UqVSQwMFACAwOlWLFiEhAQIGfOnPHYl+vXr0tkZKSMHz/eKb1u3bqWXPv06dPi+A327t0rtWrVksTERCvtzJkzEhgYaN1v3rxZOnXqVKC/jt+oU6dOsnnzZisvIiJCtm3bVuAZR1F5vXr15NixYyJiSLvLli1rlSsqck2NZ3ScvAMdJ+9Ax8k70HHyDopKnPgfkHTrZZNFn0lAX+Ce3/h8ChDgcO9vpqWYv/OnA5y1L4c0/54rpK7fhOOyvZiYGOrXr39Tzy1atMjjkslff/3VPrhk+/bt5OXlUalSJTIyMkhLSwOM2bkffviBRo0aERwczLlz50hKSiIpKQl/f392797Nvffe67YNEaFv3740aNCAf/zjH055nTt35osvjFWnX3zxBU8++SQAJ0+e5Omnn+arr76ibt26Vvl7772XgIAA7D689evXW8Jvd9+oRo0arF+/HjCWaSYmJlKrVi0uXbpEdrax+vXChQv89NNPVl1PPfUUGzduBGDTpk1OfdBoNBqNRqPRFH30sskijhh+ta8xBnBzfkMVa4AP7CdGApHA22a9V5VSLYBtwAvAVLPMcqAX8JH5N8Yhvb9SajHGAShX5MbySo/06NGD2NhYLly4gL+/P//85z9ZuXIliYmJ+Pj4EBgYyMyZMwFj8NWsWTOuXr2Kj48PkyZNYv/+/ZQtW5aMjAzWrl3Lp59+6lS//dl+/fqxdOlSZsyYga+vL3fffTeLFy9GKcXZs2et0yltNhvPPfccHTp08Nhvd32Jj4/nq6++srQDAB988AGdOnUiOjqabt26MXv2bAIDA/n6668BeP/990lNTeXvf/87YJxYaT/xcurUqfTs2ZPr169Tq1Yt6+j/6Ohol99oxIgR9O7dm+DgYESEMWPGULlyZf7zn//w6quv4uPjQ15eHtHR0dbgLTo6mp49ezJx4kRKly7NrFmzbiZ0Go1Go9FoNJoigrLPUGiKFkqpdBEpbf7+C3Ac+FhE3nNT/gEMCXgFIAv4VUSCzLw+wDtm0dFiOtqUUs0wllneDawC3hARUUpVAr4GagAngG7mYE8Bn2AceJIJvCgizuft56NevXpin1HSFF1iY2Np3br1ne6GphB0nLwDHSfvQMfJO9Bx8g6KSpyUUrtEpKDI978IvWyyiGIfuJm/z4pIKXcDN7PMDhHxF5F7RKSSfeBm5rmUa4vIThFpJCL3i0h/c60wIpIqIm1FpI4Ygu+LZrqIyOtm+eDCBm6O3A5JNxQu2Qb3Auu4uDgefPBBgoKCCAkJYcmSJdYzPXv2pF69ejRq1Ig+ffqQk5PjsS9ZWVk0b97camPUqFFW3ieffELt2rWdZN8Aly5dokuXLoSEhNC8eXN++eWXQus6fvw44eHh1K5dm+7du1sut+zsbLp3707t2rUJDw8nKSnJeiY+Pt56z+DgYLKyssjMzOSxxx6jfv36BAUFER0djUaj0Wg0Go3Gu9CDN82fwu2QdNtxJ9m2405gXapUKb788ksSEhJYvXo1b775JpcvXwaMwdvBgwfZt28f165ds5YUuutLiRIl2LBhA3v37iUuLo7Vq1fz888/A/Dwww+zbt26Ag66Dz74gNDQUOLj4/nyyy8ZOHBgoXUNGzaMQYMGceTIESpUqMDs2bMBQzVQoUIFjhw5wqBBgxg2bBhgLAf929/+xsyZM0lISCA2NtZy1A0ePJiDBw+yZ88efvrpJ1atWlVY2DQajUaj0Wg0RQg9ePsdKKUClFLHTRE2pvz6uFKqplLqF6VUKaVUqlKqbL7nlimlurups7NSyu20iFJquAvB926lVNRtfK955nvY6w8105VSaopS6ohSKl4pFXazdd5uSXch/XcpsK5bty516tQBwM/Pj6pVq3L+/HkAOnXqhFIKpRTNmze3BNru+qKUonRpY3I0JyeHnJwcq/9NmjShZs2aBfq1f/9+2rRpA0D9+vVJSkri7NmzbusSETZs2EBUlBFaR+G3owg8KiqK9evXIyL88MMPhISEWL66SpUqUaxYMUqVKkVERARgSMDDwsKsd9RoNBqNRqPReAd68PY7EJFkYAbGwR6Yfz9zyM/EODCkiz1NKVUOeARY4abO5SLykas8M3+05BN8A/G/+2UKMsShjTgzrSNQx7xewXj338WtSrrdSbYd8SSwtrN9+3auX7/O/fff75Sek5PDV199VehBJmD420JDQ6latSrt2rWzJN3uaNy4Md9++63V/okTJ6wBlKu6UlNTKV++PL6+xrlC/v7+pKQYh3umpKQQEGAc/Onr60u5cuVITU3l0KFDKKVo3749YWFhfPxxQUXg5cuXWbFiBW3bti30HTUajUaj0Wg0RQd92uTvZyKwSyn1JsagrD83ZNcAi4C/A1+Y912ANebArgBKqd4Y7rT+Sql5wFUMJ9u9wFARWWoeHDIVaINxkIlyeL4pMAEoDVwAegPnga0YA7JYpdSHQJ6IDL/Fd30S+NLcG/ezUqq8Uqpa/hMn/0hJtyvJtn2WyY4ngTVAamoqgwYNIjo6ms2bNzs9O27cOGrVqlVArO1O0j1p0iTS09MZMWIE9evX57777rPy8su+H374YWs/XK1atahduzZ79uyx9AX566pYsSLXrl2z2jx37pz1/TIyMti6dStVqlRxaisxMZF169Yxc+ZMSpQowVtvvUWxYsVo2rQpYAwS33nnHTp16sTJkyc5efIkoOWa3oKOk3eg4+Qd6Dh5BzpO3oGO05+HHrz9TkQkRyk1BFgNRJr3jkXWALOUUpVEJBV4FuPExpulGsagsD7GUf1LMQaA9YBg4C/AfmCOUuoujEHdkyJy3lyaOVpE+piDwqVKqTcwTov0PE0Eo5VSIzFE3NEiko0xKE12KHPKTHMavInIZ5gzkPXq1RP76UNJSUncc889Lk8jqlWrFp06dbL8aGCcXFS6dGm3pxft3buXnJycAvljx44lOjqali1bAsb+sCpVqtC8eXOuXr1K69atmTBhgrUc0c4///lPfH19+frrrwvM1BXWl927d5Oamuo0+CxZsiQPP/wwlStXttIee+wx+zfivvvuo1u3bk7LRx3r6t27N3379uWRRx7B19eXrVu3UrduXVq3bk3dunXx9/fnwQcfxGazkZ2dTefOnbl27RqZmZmWW27Hjh3k5eVZ/e7Tpw/h4eFMmTKlwPsVhVOiNJ7RcfIOdJy8Ax0n70DHyTvQcfrz0Msmbw8dMQYwjfJniMh1jEFXlFKqMtAEY0B3sywTkTwR2Y8xUAN4FFgkIrkichrYYKbXM/uwVikVB7yLKeIWkQTgK+B7oI/ZL3e8jTFYfACoCAy7hf7eNLcq6XYn2c6PO4H19evX6dKlCy+88EKBgdusWbNYs2YNixYtKjBwc8X58+etw06uXbvG2rVrC+3/5cuXrdMiZ82axaOPPkrZsmXd1qWUIiIigqVLlwLOwm9HEfjSpUtp06aNtVxy3759ZGZmYrPZ2LRpk+V5e/fdd7ly5QqTJk0q9P00Go1Go9FoNEUPPfP2OzEP82gHtAB+NAXW+VkEjMBY3hgjIjm30ES2Y3OFdQdIEJEH3eQHA5eBqp4qcVgGma2UmgvYj1pMAQIcivqbaYVyOyTdFy5ccCvZdpR0uxNYz58/n82bN5Oamsq8efMAmDdvHqGhofTr14/AwEAefND4dE8//TQjR45025czZ87Qq1cvcnNzycvLo1u3bjz++OMATJkyhY8//phff/2VkJAQOnXqxKxZszhw4AC9evVCKUVQUJB1cqSnusaMGcOzzz7Lu+++S5MmTejbty8Affv25fnnn6d27dpUrFiRxYuN/9hVqFCBf/zjHzzwwAMopejUqROPPfYYp06dYvTo0dSvX5+wMOOcmf79+/PSSy/dTPg0Go1Go9FoNEUALen+HZh7z/4DjBSRteaSxBbAcOB7EWlklvMBTgKXgAEistFDnb1x3vP2vYgsNfPSRaS0Uupp4FWgE8ZAbD/wMsYM337geRHZai6jrCsiCQ7PvIEx+9ZcRC676UM1ETljvt9EIEtEopVSj2Hs6euEsexyiog09/SNtKTbO9DLHbwDHSfvQMfJO9Bx8g50nLyDohInLenWFMbLwEkRWWveTwcaAE6CLxHJw9irVgnYdBva/Q44DOzDOPFxk9nOdSAKGKOU2gvEAQ+ZyzU/Al4SkUMYe+4me6h/gVJqn1l/ZeD/zPSVwDHgCPA5xkEsN4UrSfeQIUOoX78+ISEhdOnSxVo6aD8cJDQ01JoVs9O6dWvq1atn5Z07d65g5xcssPJDQ0Px8fEhLi6OtLQ0p/TKlSvz5ptvAjBo0CArvW7dupQvXx7wLPZev349YWFhhIaG8sgjj3DkyBHAmM2rUqWKVZ/dGXfixAmrfFBQkDVbCLBkyRJCQkIICgqynG23u64JEybQsGFDQkJCaNu2LSdOnAAMb95LL71ktVGyZElLSaDRaDQajUajKUKIiL709YdddevWFRGRTZs2ya5duyQoKEjsrFmzRnJyckREZOjQoTJ06FARETl+/LhTOUdatWolO3bscJnnivj4eKlVq5bLvLCwMNm0aVOB9ClTpsiLL74oIiKJiYly6NAhERFJSUmRe++9Vy5duiQiInXq1JH9+/eLiMi0adOkV69eIiIyd+5cef311wvUm52dLVlZWSIikpaWJoGBgZKSkiIXLlyQgIAAOXfunIiIvPDCC7Ju3brbXteGDRskIyNDRESmT58u3bp1s+rbuHGjiIikpqZKhQoVrHKaooU9TpqijY6Td6Dj5B3oOHkHRSVOwE4pAv//94+89MzbLaKU2qiUap8v7U2lVAHnmVLKTym19Bbr762UupXTKAur71FT4m3LL/JWSvVSSh02r14O6U2VUvtMGfcUc/kkSqmKSqm1Zvm1SqkKN9sPV5LuyMhIy2HWokWLP0QavWjRIp599tkC6YcOHeLcuXPWiZT5n+nRoweAR7G3UoqrV68CcOXKFfz8/Dz2pXjx4pQoUQKA7Oxs8vLyADh27Bh16tSxjv3/61//yjfffHPb64qIiKBUqVKA+++9dOlSOnbsaJXTaDQajUaj0RQd9ODt1lmEcdy/I8+a6U6IyGkRicqfDqCUelEpFZfvmvYH9PckhuttYb72K2Is88wyr8/MAVt7jKWYL3NDyG03VkcD60WkDqZC4HZ1cs6cOXTs2NG6P378OE2aNKFVq1Zs2bLFqeyLL75IaGgo//rXvzD+kcU9S5YssQZijixevJju3buTT+vAiRMnOH78OG3atCnwTH6x96xZs+jUqRP+/v589dVXREff+BzffPMNISEhREVFkZx8w66QnJxMSEgIAQEBDBs2DD8/P2rXrk1iYiJJSUnYbDaWLVvm9MztrMvO7Nmznb6343dx9b00Go1Go9FoNHcePXi7dZYCjymligMopWoCfsCW/AWVUjWVUr+Yv3srpb5VSq1WSh0GGohIqIiEYuw/K4VxzP/DDs9XUUp9o5TaYV4Pm+mTTQcbSqn2SqnN5qEoBRCRJBGJB/LyZbUH5otIsIgEA/OAD4B4oKyI/GxOP38JPGU+8yQ3ZONfOKT/LkaPHo2vry89e/YEoFq1apw8eZI9e/YwYcIEnnvuOWuGa8GCBezbt48tW7awZcsWvvrqK7f1btu2jVKlSrnUCbgbpCxevJioqCiKFSvmlH7mzBmef/555s6da6kEJk6cyMqVKzl16hQvvvgi//jHPwB44oknSEpKIj4+nnbt2tGrlzWpSUBAAPHx8Rw5coQvvviCs2fPUqFCBWbMmEH37t1p2bIlNWvWtNq/nXXZmT9/Pjt37mTIkCEF3nHfvn20b+80sazRaDQajUajKSJoVcAtIiIXlVLbMdxuMRizbl9LYVNABqEYnrdsIFEpNRWwAf8EmgJXgI3AHrP8ZGCiiPyolKqB4YdrgOFh26GU2gJMATqJcSjKreBOuF3d/J0/HeAvckMj8Cs3vHNOKKVeAV4BqFKlCrGxscYDv/5KRkaGdQ+wevVqVqxYwfjx49m0yfVZLpUqVWLRokXUq1cPuOGHCwsL47vvvqNGjRoun5s2bRrh4eFO7QEcOXKEtLQ00tLSCuTNmjWLgQMHOqVnZGQwaNAgevbsSVZWFrGxsVy+fJlt27Zx7do1YmNjqVGjBtOmTStQX+3atdm+fXuBdPt7zZw5k1atWlGmTBnGjBkDwIoVKyhZsuQfUteuXbuYMmUKkyZNYuvWrdbz6enpjB49mvDwcH766SeX31Nz50lPT3cZf03RQsfJO9Bx8g50nLwDHac/kTu96c4bL6AnhiQbjBMdm7opVxP4xfzdG/jcIW8V8AjG7NWXDukDgE/M3+fM+u1XClDazHsIY+D3xk32eR4Q5XA/GHjX4X6EmdYMWOeQ3hJDVwBwOV+dlwpr135giUjBg0hWrVolDRo0sA7XsHPu3Dmx2WwiInL06FHx8/OT1NRUycnJkfPnz4uIyPXr16Vr164yY8YMcUVubq74+fnJ0aNHC+QNGzZMRo4cWSD9wIEDEhgYKHl5eVZadna2tGnTRiZOnOhUNicnRypVqiSJiYkiIrlzkg8AACAASURBVDJr1ix5+umnRUTk9OnTVrlvv/1WwsPDRUQkOTlZMjMzRUTk4sWLUqdOHYmPjxcRkbNnz1rpjRs3tuq9nXXt3r1batWqZR3A4sjGjRslPDxcNmzYUCBPU3QoKhvCNZ7RcfIOdJy8Ax0n76CoxIn/gQNL9MzbbyMGmKiUCgNKicium3zOUbidS+Eznz5ACxHJcpEXDKRiLNn8LaQArR3u/YFYM90/X7pdxH3WwQFXDWNweVO4knR/+OGHZGdn065dO8A4RGPmzJls3ryZkSNHctddd+Hj48PMmTOpWLEiGRkZtG/fnpycHHJzc/nrX//Kyy+/DMDy5cvZuXMn77//PgCbN28mICCAWrVqFejL119/zcqVKwukL168mGeffdZpH9zXX3/tVuz9+eef07VrV3x8fKhQoQJz5swBDEn38uXL8fX1pWLFitZzBw4c4K233kIphYgwePBggoODARg4cCB79+4FYOTIkdStW/e21zVkyBDS09N55plnAKhRowbLly8HjFnR5ORkWrVqdbMh1Wg0Go1Go9H8yWhJ929EKbUEqAfEiMgoN2VqYsq6HeXbZt73wDggEfgZCAOuAhuAvWJIuhcCe0RkrPlMqIjEKaUCgbUYg6+VwKsisq2Q/s7DWfhdEdhltguwG2MG0b4sdACwzax/qoisVEqNBVJF5COlVDRQUUSGempXS7q9g6Ii19R4RsfJO9Bx8g50nLwDHSfvoKjESUu6NZ5YBDTGxSmTt4IYe8jeA7YC6zAGUXYGAM2UUvFKqf1AP/PY/tnAYBE5DfQFZimlSrqqXyn1gFLqFPAM8KlSKsFs9yLwL2CHeb1vpoEh356FIeM+irHEEwzRdzvzwJW/mvc3xe2QdGdmZvLYY49Rv359goKCnE53dMXJkycpXbo048aNAyArK4vmzZvTuHFjgoKCGDXqxph7w4YNhIWF0ahRI3r16oXNZgMMBcATTzxhPTN37lyn+iMjI2nQoAENGzYkKSnJY11jx4613qlRo0YUK1aMixeNTz5x4kSCgoJo1KgRPXr0ICvLmGw9fvw44eHh1K5dm+7du3P9+nUAZs6cSXBwsCUI379/PwBr166ladOmBAcH07RpUzZs2FDgu3Tu3NnlIS7jx49HKcWFCxc8fleNRqPRaDQazR3iTq/b1Nd/93U7Jd0ZGRnWnqzs7Gx55JFHZOXKlQXK2enatatERUXJ2LFjRUQkLy9P0tLSRMTYM9e8eXPZunWr5Obmir+/v7U3bMSIETJr1iwRERk9erTVr3PnzkmFChUkOztbRAxh+A8//CAihig7IyPDY12OLF++XCIiIkRE5NSpU1KzZk1rD9szzzwjc+fOtX4vWrRIREReffVVmT59uoiIXLlyxaorJiZG2rdvLyLGvraUlBQREdm3b5/4+fk5tfvNN99Ijx49CnzfJUuWSGRkpNSoUcPaV6gpehSVPQUaz+g4eQc6Tt6BjpN3UFTixP/Anjc98/Y7UEoFKKWOm0sQUUpVMO8tRYCb55oppabcYlvvKaUG/94+56svxcEx18kh721T0J3oKCRXSnUw046YyyZvmtsh6S5VqhQRERGAIakOCwtz+8yyZcu47777CAoKcnxnSpcuDUBOTg45OTkopUhNTaV48eLW3rB27dpZYmulFGlpaYgI6enpVKxYEV9fX/bv34/NZrP265UuXZpSpUp5rMsRRxE4gM1m49q1a9hsNjIzM/Hz80NE2LBhA1FRhiqwV69eLFu2DICyZctaz2ZkZFj79Jo0aWLJwoOCgrh27RrZ2cZWy/T0dCZMmMC7775boD/Tpk3j448/LuC902g0Go1Go9EUHfTg7XcgIskYQutPlVJxwGGgBMY+sYInZdx4bqeIDLidfVFKDXch/R5eyGMTxXTNichKs56GGPqDIAw593SlVDGlVDFgGoYioSHQwyx7W7gVSTfA5cuXWbFiBW3bti2Ql56ezpgxY5yWRdrJzc0lNDSUqlWr0q5dO8LDw6lcuTI2m42dO3cCsHTpUkts3b9/fw4cOICfnx/BwcFMnjwZHx8fDh06RPny5Xn66adp0qQJQ4YMITc312NddjIzM1m9ejVdu3YFoHr16gwePJgaNWpQrVo1ypUrR2RkJKmpqZQvX94a4Pr7+5OSkmLVM23aNO6//36GDh3KlCkF/y3gm2++ISwsjBIlSgAwYsQI3nrrLUqVKuVULiYmhsqVK9O4ceMCdWg0Go1Go9Foig568Pb7mYhxcMk84CwQCHQCjrl7QCnV2jywxD4DNkcpFauUOqaUGuBQbrg507XObMOefr8p+96llNqilKovIqOBE8AEMcTfMzAGWbfKk8BiEckWkeMY+96am9cRETkmIteBxWbZ382tSLrBmKXq0aMHAwYMcHma5HvvvcegQYOsWTZHihUrRlxcHKdOnWL79u388ssvKKVYvHgxgwYNonnz5pQpU8YSW69Zs4bQ0FBOnz5NXFwc/fv35+rVq9hsNrZs2cK4cePYsWMHx44dY968eR7rsrNixQoefvhhayby0qVLxMTEcPz4cU6fPk1GRgbz588v9Lu9/vrrHD16lDFjxvB///d/TnkJCQkMGzaMTz/9FIC4uDiOHj1Kly5dnMr9f/bOPSyqan38n4X3SyUaHkUMJOTiwIC30PKSmopaeTRKzaN4yfIczbxrx7yc+nXMsixv+E1LrQwvaWLmUUtDrSxNMw28pnjPFEUFBRl5f3/sYTcDzIBmydT6PM9+mFl773ev2e/j07Naa72fK1eu8N///pe+ffsW+TyNRqPRaDQaze1FqwJ+IyKSo5QaBawF2tm/32iYUKAVcAeGvDsesGLMgNXHyNNOjOqQAG8DA0XkoFIqGpgNtMYQY3+llDoCjACaFPHcwUqp3sB3wAgRuYAh5P7G4RpHSXd+qXd0YUF/b0n3lClTzIImhQkh169fzwcffMCQIUPIyMjAy8uL48ePFxi4BAQEMGvWLLp16wbASy+9BMD27dupUqUKSUlJTJ06lSeffNLsm7e3N4sWLUJECAgI4NixYxw7doyQkBA++eQT7r33Xpex8pg5cyYtW7Y025KSkihfvjzJyckAhIWFsWzZMmrVqsXZs2fZsGEDpUqVIjk5mQoVKhT4zTVq1GD58uXmAOzs2bMMHz6c0aNHc/z4cY4fP05iYiJff/01NWrU4Pr166SnpxMVFcWQIUM4cOAA/fv3RynF2bNnsVgsxMfHF1jmqrn9aAmqZ6Dz5BnoPHkGOk+egc7TH8jt3nT3ZziAN4FTwDD79wDscm4X1z/Ir+LrScA4h3N7MdxqQzEqQOa1v4Eh0a4MXMVZ3r3X4bonMeTdjxTR578BpTBmX18G3rW3zwT+4XDdO0Cs/Zjn0N4Lu0zc3XErJd0iIuPGjZOuXbvK9evXpThMnDjRLFjyyy+/yIULF0RE5MqVK9KsWTP55JNPRORXsXVWVpa0bt1aNmzYICIiAwcOlIkTJ4qIyM8//yy+vr5y9uxZsdlsYrVazb736dNHZs6c6TaWiEh6erp4e3tLRkaG2fbNN99IvXr1JDMzU3Jzc6V3794yffp0ERGJjY11Klgya9YsEREn0faqVaukYcOGIiJy4cIFsVqtsnz5cpfvpLCCMHkbjf39/XXBkhJMSdkQrnGPzpNnoPPkGeg8eQYlJU/ogiWaolBKRQFtMWa5htnl1TfKjci7vYB0+XWvWpSIhDmcL5a8W0TOiMh1EckF5mIsiwRDyF3b4dI8Sber9mLRo0cPmjZtyv79+/Hz8+Odd95h8ODBXL58mbZt2zopATZv3ozVaiUqKorY2FhT0n3ixAlefvllUlJSaNCgAVFRUcybNw8wJN0TJkxw24fTp0/TqlUrrFYrjRs3pm3btjz88MOAUcY/LCwMq9XKI488QuvWrQFjn9jXX39NREQEbdq0YcqUKdx9992UKlWKqVOn0qZNGyIiIhARUxjuKhbAxx9/TLt27ahUqZLZFh0dTWxsLA0aNCAiIoLc3FyefvppwJhlfOONNwgKCiItLY3+/fsDxuydxWIhKiqKN954g4ULF5rthw4d4sUXXzS1BL/8UmyXukaj0Wg0Go2mBKMl3b8Bu3Pta2CCiHymlHoWYxA3Druc28V9D2J42h5WSk0CMkRkqv3cj8DDQFWMfXTR/Lps8v9EZKpS6muMYiPL7H2wisgPSqn7MJZUdgQ2YSzjPOKiDzXFcMyhlBoGRItId6WUBfgQYzDnC2wA6gIKOAC0wRi0bQeeFJFkd+9IS7o9g5Ii19S4R+fJM9B58gx0njwDnSfPoKTkSUu6NUUxADgmIp/Zv88GwjCKlvwmRGQnsARjWeRywLHkYk+gv1LqByAZ6KyUKocxg9ZPDHn3COBd5XoD3qtKqT1Kqd0Y++2G2Z+bDCwFUjD28Q2yz9DZgMHAOoylnUuLGrg58kdKurdt22beGxkZyccff+y2H+76kpaWRqtWrahcuTKDBw92umfJkiVYrVYsFgtjxowx2zdv3kyDBg0oXbo0H330kdn+xRdfmP2KioqifPnyZun/5s2bm+2+vr78/e9/B4xlzUOGDCEoKAir1crOnb863EePHo3FYiEsLIwhQ4bkLWfl2rVrPP300wQHBxMaGuqkKli6dCn16tXDYrHw5JNPus2ZRqPRaDQajaaEcbvXberjz33cDkl3ZmamGffUqVPi4+Njfi+sH+76kpGRIVu2bJH4+HgZNGiQef25c+ekdu3a5p633r17y+eff272/4cffpBevXrJsmXLCvRPRCQtLU28vb0lMzOzwLmuXbvKwoULRUTk008/lZiYGMnNzZWtW7fKfffdJyIiX331ldx///1is9nEZrNJkyZNzPXmEyZMkHHjxomIyPXr1809bAcOHJCoqCg5f/68iPy6N0+k5KxV17hH58kz0HnyDHSePAOdJ8+gpOQJvedNc7P81QTeRfFHSrorVqxoxs3KynISTxfWD3d9qVSpEs2aNaN8+fJO1x8+fJi6devi4+MDwEMPPWTOcAUEBGC1WvHycv3P66OPPqJDhw4FnGuXLl1i48aN5sxbYmIivXv3RilFkyZNSE9P5/Tp0yilyMrK4tq1a2RnZ5OTk8Pf/vY3wHDmPf/88wB4eXlx9913AzB37lwGDRqEt7c3ANWrV3fZP41Go9FoNBpNyUMP3n4nxBB4bwAO5BN4/18R991SgbdSalYh8u7iSL2KLfC+Ff28lZJugG+//RaLxUJERARz5swxB2Y305fCCAoKYv/+/aSmpmKz2Vi5cmUBGbc7Fi9eTI8ePQq0r1y5kjZt2nDnnXcCcPLkSWrX/rVOTJ6ou2nTprRq1YqaNWtSs2ZN2rdvT1hYmLncc/z48TRo0IDHH3+cM2fOAHDgwAEOHDjAAw88QJMmTVi7dm2x+6vRaDQajUajuf3owdvvyz8xFAIL+FXg/Yy7G261wBuYIYa021HgXVYptegmfo8rgfdv4lZLusGo4JicnMz27duZPHkyWVlZN9UXV3h7exMfH0+3bt1o3rw5AQEBBWTcrjh9+jR79uyhffuCE5cJCQmFDuryc+jQIfbu3cuJEyc4efIkGzduZMuWLdhsNk6cOMH999/Pzp07adq0KSNHGpOyNpuNgwcPkpSUREJCAgMGDDAHexqNRqPRaDSako+WdP+OyF9L4G1yuyXd+bHZbCxcuNC8v7B+FNWXffv2cfLkSad77rjjDqZMmQLAJ598Qvny5Z3O//zzzyQnJ5vLFvP46KOPiI6O5quvvnJqv3jxIl9//TXDhg0z4yilWLduHTabDYCDBw9y9OhR5s2bx9/+9je+++47AEJDQ/nggw/o3r075cuXp2rVqiQlJeHn58f06dNJSkrCy8uL4OBg87k+Pj4sXryY0NBQLdf0EHSePAOdJ89A58kz0HnyDHSe/kBu96a7P/vBX0Dg7S7W7ZB0Hz582Cw+kpqaKjVr1nQSTxdWEMVVX/KYP3++U8ESkV8Lfpw/f14iIyNl//79Tufj4uIKLVgSHR1tFl5xJD4+Xnr37u3Utnr1aqeCJY0bNxYRkcWLF0ubNm0kJydHrl27Jq1bt5ZVq1aJiEi3bt1MMfj8+fMlNjbW/I158c+ePSt+fn5y7tw5ESk5G4017tF58gx0njwDnSfPQOfJMygpeUIXLNH8Fv5CAu8i+SMl3V9++SWRkZFERUXRpUsXZs+ebc5+FdYPwGVfwChAMnz4cBYsWICfnx8pKSkAPPfcc9SrV48HHniAsWPHEhwcDMD27dvx8/Nj2bJlPPPMM1gsFjNWamoqx48fp2XLlgXeUWH74Dp27EhgYCBBQUEMGDCA2bNnAxAbG8u9995LREQEkZGRREZG8sgjjwDGzOSkSZOwWq28//77vP766wC0b9+eatWqUa9ePVq1asVrr71GtWrVipM+jUaj0Wg0Gk0JQEu6fyf+SgJvEbnu6j1oSbdnUFLkmhr36Dx5BjpPnoHOk2eg8+QZlJQ8aUm35rfwlxF4F6fPNyLpBpg8eTJBQUGEhISwbt06s33t2rWEhIQQFBTEK6+8UuizFixYgI+Pjym9zpudA4iJiaFKlSo8/PDDTvccOXKE6OhogoKC6NatG9euXTPPuRJbjxkzhvDwcMLDw1myZInZ3rNnT0JCQggPD6dfv37k5OQAxp62Rx55hMjISCwWC/Pnzwfcy7s3bNhgzjI2a9aMQ4cOAXD06FHatGmD1WrlwQcfLKBMuHTpEn5+fk5icVfy7qNHjzJ8+HCXsTQajUaj0Wg0JYTbvW5TH3/u42Yk3cnJyWK1WiUrK0sOHz4sgYGBpow6MDBQfvrpJ8nOzhar1SrJycmSn8L2p+Xx+eefy6pVq6RTp05O7Y8//rgkJCSIiMgzzzwjs2fPFhHXYuvVq1fLQw89JDk5OZKRkSGNGjWSixcviogh1s7NzZXc3Fzp3r27Gevll182f+Mvv/wi3t7ekp2d7dSP/PLuunXrSkpKioiIzJo1S+Li4kREJDY2VhYsWCAiIhs2bJB//OMfTnGGDBkiPXr0cHoPruTdsbGxMmbMGJexNCWHkrKnQOMenSfPQOfJM9B58gxKSp7Qe940N4JS6ov84mql1FCl1P/yxNyOKgAXMR5VSo29wecuUErF3lyvXcY74uCFi7K3K6XUdLuke7dSqkFxY96IpDsxMZHu3btTrlw56tSpQ1BQENu2bWPbtm0EBQURGBhI2bJl6d69O4mJiTf029q0acMdd9zh1CYibNy4kdhY4xXGxcWZM1+uxNYpKSm0aNGC0qVLU6lSJaxWq+lN69ixI0oplFLcd9995u9SSnH58mVEhIyMDKpWrVrAP5df3q2UMjUJFy9exNfX13x+69atAWjVqpXTe9ixYwdnzpyhXbt2TrFdybvz9hAWFkuj0Wg0Go1GU3LQg7dbSwJGCX9HugOT81+olGpfiDz7YxFZJSKFrwe8xRQh8B4lvxY92WVv6wDUtR9PA/G3qi+OYmxXYmpX7YWxfPlyrFYrsbGxRcqz09LSqFKlijmQcozrSmwdGRnJ2rVruXLlCufOneOLL74o8JycnBzef/99YmJiAKMoyt69e/H19SUiIoK33noLLy/nf4L5i5bMmzePjh074ufnx/vvv8/YsWPN569YsQKAjz/+mMuXL5OWlkZubi4jRoxg6tSpTnHdybsjIyPZvHlzgVgajUaj0Wg0mpKFHrzdWj4COimlygIopQIwCnsUGD2IyDpxrgoZJSJdlFJ9lFIz7fcvsM90fW2XdMfa25VSaqZSKkUp9SlQPS+uUqqhUmqTXdK9TilVUylVWim13V4MBaXUZKXUyyIyqJA+zHfz+zoD79lnpr8BqtxkBU0niivGLi6PPPIIqamp7N69m7Zt2xIXF3fTsVyJrdu1a0fHjh25//77zQqW+SXd//rXv2jRogXNmzcHYN26dURFRXHq1Cl27drF4MGDneTjhcm7p02bxpo1azhx4gR9+/Zl+PDhAEydOpVNmzZRv359Nm3aRK1atShVqhSzZ882B3v5f4creffUqVPZvXt3gVgajUaj0Wg0mpKFlnTfQkTkvFJqG8YMVSLGrNtS4LeU9KwJNMOQda/CGCB2AUIwSv//DaOAyLtKqTLADKCziJxVSnUDXhaRfkqpPsBH9qqXMRiVKt3xslJqAkZFybEiko0h5HYciOZJuk873vhbJd3Z2dls2rTJHIDs3r3bXNb3ww8/mPfnzRa5k0LmLbl0vGbXrl2kpaWZbSLC2bNn2bBhA6VKlSI5OZkKFSoUKbZ+4IEHeOCBBwB46aWXyMrKMmMuXLiQgwcP8uKLL5ptU6dO5cknnzR/p7e3N4sWLSIszLA55Jd3p6en8+2333L16lWSkpK45557mDVrlhlvyJAhAFy9epUPP/yQXbt2sXLlSvbs2cMbb7zB1atXsdlsnD9/ngEDBriUdwOMHj2aypUrO8XSlDy0BNUz0HnyDHSePAOdJ89A5+kP5HZvuvuzHRjVHhPsn3cBDXEQc+Mg4XZxfx9gpv3zAqCnw7nL9r9vYlSOzGtfAcQC4cAlfhV07wHWO1z3byALqF/Eb6gJKKAcsBBDdwCwGmjmcN0GoJG7WDcj6f7xxx+dCpbUqVNHbDab5OTkSJ06deTw4cNmwZIff/xR8nPq1Cnz84oVKyQ6Otrp/BdffFGgYElsbKxTwZJZs2aZfSxMbG2z2UzB9Q8//CAWi8UsvjJ37lxp2rSpXLlyxekZAwcOlIkTJ4qIyM8//yy+vr5O8vD88u6cnBypVq2aKf+eN2+edO3a1exLnqj83//+t4wfP77Ae8hfuMWVvPvs2bNmu6tYmpJBSdkQrnGPzpNnoPPkGeg8eQYlJU/8BQqW6Jm3W08iMM1ezKOiiOywL5+8WRwl3a5K+zueTxaRpi7ORwDpOCyzLAyxO96AbKXUfGCk/ftvknQnJSVx7tw5/Pz8+M9//sPkyZPJzs6mbdu2gFG0ZM6cOVgsFp544gnq1atH6dKlmTVrlrmMb+bMmbRv357r16/Tr18/U4A9YcIEGjVqxKOPPsr06dNZtWoVpUuXpmrVqixYsMDsR/Pmzdm3bx8ZGRmmpLt9+/ZMmTKF7t2788ILL1C/fn369+8PGGLr9evXU69ePUqVKmWKrbOysszlkHfeeScffPCBuWdu4MCB+Pv707SpkYauXbsyYcIExo8fT58+fYiIiEBEmDJlilk0pDB5d+nSpZk7dy6PPfYYXl5eeHt78+677wLGbOPzzz+PUooWLVowa9asInMwZcoUevXqxdChQ/Hx8TFVBUlJSQwdOpSKFSsWO5ZGo9FoNBqN5o9HS7p/B5RSSzCWNSaKyET74G21iIQ7Srhd3NsHYzZrsFJqgf2+j+znMkSkslKqK/AMhnC7OsayyQEYyypTgF4istW+jDJYRJId7nkWYwbtPhFJpxDyJN12D9w0IEtExiqlOgGD7c+NBqaLyH3u3oWWdHsGJUWuqXGPzpNnoPPkGeg8eQY6T55BScmTlnRrbpYEINL+9/fgY+AgxrLIeGATgIhcw1g+OcUu6d4F3K+Uuht4BXhKRA4AM4G33MRfpJTaY49/N/D/7O1rgMPAIQzp97+K2+HCJN3nz5+nbdu21K1bl7Zt23LhwgXsv4MhQ4YQFBSE1Wpl586dgHuZdWEsX74cpRTfffcdAJ999hkNGzYkIiKChg0bsnHjRvPahIQEIiIisFqtxMTEcO7cObd93LdvH02bNqVcuXIFKju+9dZbhIeHY7FYePPNN53OzZgxg9DQUCwWC6NHjwaMapetWrWicuXKTlJtMMr+R0REEBQUxJAhQ/KWq7Js2TIsFgteXl7m7wNDxN23b18iIiKIjIx0Wn8+btw4ateuTeXKlZ2ecezYMYYNG0b9+vWxWq2sWbPG5TvVaDQajUaj0dxGbve6TX38uQ93ku5Ro0bJ5MmTRURk8uTJpsD6008/lZiYGMnNzZWtW7fKfffdJ/nJL7POz6VLl6R58+YSHR0t27dvFxGRnTt3ysmTJ0VEZM+ePeLr6ysixt4yHx8fc//ZqFGjzL1prvp45swZ2bZtm/z73/+W1157zXzunj17xGKxSGZmpuTk5EibNm3k4MGDIiKyceNGadOmjWRlZZkxREQyMjJky5YtEh8fX0Au3rhxY9m6davk5uZKTEyMrFmzRkREUlJSZN++fdKyZUvz94mIzJw5U/r06WPGb9Cggbk3buvWrXLq1CmpVKmS0zMGDBggQ4cOFRFDkO7v71/oO9XcfkrKngKNe3SePAOdJ89A58kzKCl54i+w503PvP2JUUpl2P8eVkqF5Dv3plJqjIv7ApRSVx3cb3MczjVUSu2xi7qn25dWFklhku7ExESzjL+jGDsxMZHevXujlKJJkyakp6dz+rRTQcsCMuv8jB8/njFjxlC+fHmzrX79+qbk2mKxcPXqVbKzs81/DJmZmYgIly5dMq9z1cfq1avTuHFjypQp4/TcvXv3Eh0dTcWKFSldujQtW7Y0fWzx8fGMHTuWcuXKmTEAKlWqRLNmzZz6CoY64NKlSzRp0gSlFL179zafHxYWRkiIU0oBZ3l39erVqVKlijkz16RJE2rWLGh2UEpx5coVwFkErtFoNBqNRqMpWejB221CKdW3EEH271UpYjEO8nCllBfG8spWhfQhTzL2k/zqfhvoECseY39dnqw75mY7debMGXMwUaNGDVMaXRwZd36ZtSM7d+7k+PHjdOrUyeWzly9fToMGDShXrhxlypQhPj6eiIgIfH19SUlJMQuWuOqjK8LDw9myZQtpaWlcuXKFNWvWmPLuAwcOsGXLFqKjo2nZsiXbt293G+vkyZNOvjZ3UvI8IiMjWbVqFTabjSNHjrBjx44iJeWTJk3is88+w8/Pj44dOzJjxgy312s0Go1Go9Fobg968HabEJH5UlCQPPgaiAAAIABJREFUPeh3elwC0M3hewvgqIjEFNKHda6C2IXcd4rIN/ap6feAv9+KDiqlKOYkXqEy6zxyc3MZPnw4r7/+usv7k5OTGTNmDP/3f/8HQE5ODvHx8Xz//fecOnUKq9XK5MmTb6qPYWFhjBkzhnbt2hETE0NUVJRZKTPPufbNN9/w2muv8cQTT2C8xltHv3798PPzo1GjRgwdOpT777+/SOF2QkICMTExnDhxgjVr1tCrVy9yc3Nvab80Go1Go9FoNL8drQr4CyAie5RSuUqpSBH5AWMWrqhiKnWUUt9jeONeEJEtGELuEw7X5Em6nSiupPvOO+9k+fLlVKtWjbS0NO644w6SkpJQSrFu3TpsNhsABw8e5OjRo2RkZAAFZdaOZGRk8P3339OkSRPAKDgSExPDyy+/TEhICGfPnmX48OGMHj2a48ePc/z4cfbt28eFCxfM73Xr1iUhIYFmzZq57GMeqampptA7j3vvvdccPM6dO9d8BxUrViQwMNCUdF+7do3ExESqVKkCGEVQTp48acZKS0vjwIED5vcNGzaglHJ6Vnp6Ojt27DDfDUDnzp3p3LkzAIMHDyY9Pd3pnuvXrzt9nz59OhMnTjTb0tPTSUxMxNvbu8D71dxetATVM9B58gx0njwDnSfPQOfpD+R2b7rTx+93ABkOn8cBkzEG7D8Df3NzXzmgmv1zQ+A4cCfQCPjc4brmuBGOi7iXdI8cOdKpGMioUaNERGT16tVOBUsaN24sjuSXWbvDsaDHhQsXxGq1yvLly52uOXnypNSoUcOUhb/wwgsyfPhwt33MY+LEiU4FS0R+LURy9OhRCQkJkQsXLoiISHx8vCnA3r9/v/j5+Ulubq55X36ptkjBgiWffvqpy98nIpKZmSkZGRkiIrJ+/Xpp3rx5gXeSv2BJTEyMjBkzRkSMQig1a9Z06pem5FBSNoRr3KPz5BnoPHkGOk+eQUnJE3+BgiW3vQP6+B2T6zx4uxf4CWOP2vobjJNkH7jVBPY5tPcA/s/dvXmDt+7du0uNGjWkdOnSUqtWLZk3b56cO3dOWrduLUFBQdKmTRtJS0sTEZHc3Fz517/+JYGBgRIeHu40ODly5Ij4+vqaFRTzGD9+vCQmJkp+HAc3L730klSsWFEiIyPNI2+gFR8fL6GhoRIRESEPP/ywnDt3TkTEZR9Pnz4ttWrVkjvuuEPuuusuqVWrlly8eFFERJo1ayZhYWFitVrl888/N/uSnZ0tPXv2FIvFIvXr15cNGzaY5/z9/cXb21sqVaoktWrVkuTkZBER2b59u1gsFgkMDJRBgwaZg6oVK1ZIrVq1pGzZslK9enVp166d+X6Cg4MlNDRU2rRpI6mpqeYzRo0aJbVq1RKllNSqVcusqJmcnCwWi0WsVqtERkbKunXrCrxHTcmgpPzHUeMenSfPQOfJM9B58gxKSp7+CoM3Len+E5Mn9Xb4/i3GrNpbIjLfzX0+wHkRua6UCgS2ABEicl4ptQ0YAnyL4X2bISIuxWBa0u0ZlBS5psY9Ok+egc6TZ6Dz5BnoPHkGJSVPWtKt+bORAIQCK4q4rgWwWym1C/gIGCgi5+3n/gXMwxB1/wT8rzgPdiWuLkxavWjRIicZt5eXF7t27SoQc9SoUYSGhmK1WunSpQvp6enmud27d9O0aVMsFgsRERFkZWUBsGTJEqxWKxaLhTFjnE0JS5cupV69elgsFp588kmnc5cuXcLPz89Jou1Ker1gwQJ8fHzM/s+bN6/IWK765S7WsWPHaNeuHWFhYdSrV4/U1FQAZs6cSVBQEEopUzYO7sXiGo1Go9FoNBoP4HZP/enjz30EBwe7FFe7klY7snv3bgkMDCzQLiKybt06ycnJERGR0aNHmwLtnJwciYiIkF27domIsfTRZrPJuXPnpHbt2ubett69e5vLGg8cOCBRUVFy/vz5QvsyZMgQ6dGjh9OeNFfS68L2rrmL5a5f7mK1bNlS1q9fLyIily9fNoXlO3fulCNHjoi/v78pHs/7TYWJxUVKznIHjXt0njwDnSfPQOfJM9B58gxKSp74Cyyb1DNvfwGUUl84+Nvy2oYqpeJdXL9WKZWulFqdr72OUupbu6B7iVKqbHGe70pc7Upa7UhCQgLdu3cv0A7Qrl07Spc2CqY2adKEEyeMQpjr16/HarUSGRkJQLVq1ShVqhSHDx+mbt26+Pj4APDQQw+xfPlywKgKOWjQILPComNfduzYwZkzZ2jXrp3T811Jr91RWCx3/XJFSkoKNpuNtm3bAlC5cmVTWF6/fn0CAgIK3ONKLK7RaDQajUaj8Qz04O2vQQIOkm473YFDhUi6PwZeA3oVEmcKME1EgoALQP/iPNyVuLo40uolS5a4lHE78u6779KhQwfAkGErpWjfvj0NGjTg1VdfBSAoKIj9+/eTmpqKzWZj5cqVTgLtAwcO8MADD9CkSRPWrl0LGN64ESNG3PAyw+XLl2O1WomNjTWf4SqWu365inXgwAGqVKlC165dqV+/PqNGjeL69es31EeNRqPRaDQajWehB29/DT4COuXNlCmlAgBf4A0pKOnuIiIbgMuOAZRhp25tjwWwkGIKul2Jq4uSVn/77bdUrFiR8PBwt/FffvllSpcuTc+ePQFDhv3ll1+yaNEivvzySz7++GM2bNiAt7c38fHxdOvWjebNmxMQEOAk0D548CBJSUkkJCQwYMAA0tPTmT17Nh07dsTPz684PxWARx55hNTUVHbv3k3btm2Ji4sDcBnLXb9cxbLZbGzZsoWpU6eyfft2Dh8+zIIFC4rdR41Go9FoNBqN56El3X8B5NcqkR2ARIxZt6XiOFIqmmpAuojY7N8LFXRD4ZLuwsTVRUmrZ82aRXR0tFvp49q1a/nkk094/fXXzTiXLl0iODiYH3/8ETAGj8uWLaNUqVLccccdTJkyBYBPPvmE8uXLk5SUhJeXF8HBwab428fHh8WLF7Ny5Ur27NnDG2+8wdWrV80B59NPP232Ib/02pGgoCC2bdtGUlKS21iu+uUq1i+//EJAQADHjh3j2LFjhISE8Mknn3Dvvfea12dlZfHVV19x1113OcUpTCyu5Zqegc6TZ6Dz5BnoPHkGOk+egc7TH8jt3nSnjz/mAHoCCfbPu4CGRVz/IA4CbuBu4JDD99rAj0U9N8/zVpi42p20+vr16+Lr6ys//fSTuOJ///ufhIWFmYU+8jh//rzUr1/fqUDK6tWrnfpx/vx5iYyMlP3795uxevfuLSIiZ8+eFT8/P9P1loer4iH5C5acOnXK/LxixQqJjo4ucE/+WK765SqWzWYTq9Vq/vY+ffrIzJkznZ6Rv2BJHoWJxUvKRmONe3SePAOdJ89A58kz0HnyDEpKnvgLFCzRM29/HRKBaUqpBkBFEdlxg/enAVWUUqXFmH3zA04W9+bHHnuMtLQ0ypQpw6xZs6hSpQr9+vWjX79+hIeHU7ZsWRYuXIixOhM2b95M7dq1CQwMdIrz1FNPMXDgQBo1asTgwYPJzs42i3Y0adKEOXPm4O3tzfDhw2ncuDFKKTp27EinTp0AeO655/jhhx8AmDBhAsHBwQC0b9+e9evXU69ePUqVKsVrr71GtWrV3P6m0aNH8+GHH3LlyhX8/Px46qmnmDRpEtOnT2fVqlWULl2aqlWrFms5o6t+uYpVqlQppk6dSps2bRARGjZsyIABA8x7Xn31VX7++WesVisdO3Zk3rx5/PzzzzRq1IhLly7h5eXFm2++SUpKCnfeeWeR/dNoNBqNRqPR3H60pPsvhFJqCRACJIrIxCKufRAYKSIPO7QtA5aLyGKl1Bxgt4jMdhdHS7o9g5Ii19S4R+fJM9B58gx0njwDnSfPoKTkSUu6NX82EoBI+1+XKKW2AMuANkqpEw6agTHAcKXUIYw9cO8U98GFSbrHjx+P1WolKiqKdu3acerUKQAuXLhAly5dsFqt3Hfffebetfz06dOHOnXqmALrPJF3YmKiGbdRo0Z8+eWX5j2lSpUyr3/00UfN9v79+xMZGWlWdczIyAAMEXarVq2oX78+VquVNWvWAMb+vL59+xIREUFkZKTTOu9r167x9NNPExwcTGhoqFn2351we+HChdStW5e6deuycOHCAr/10UcfdSrcsmvXLpo0aWL+xm3bthX57tLT04mNjSU0NJSwsDC2bt1aVNo0Go1Go9FoNCWJ271uUx9/7sOdpPvixYuSx1tvvSXPPPOMiIiMHDlSJk2aJCIie/fuldatW0thxMXFybJlywq0X7582dw798MPP0hISIh5Lv/+tDwc+zJs2DCZPHmyiIgMGDBAZs+eLSIiycnJ4u/vLyIiM2fOlD59+oiIsV+tQYMGcv36dRERmTBhgowbN05EjL17efvOXO2ZS0tLkzp16khaWpqcP39e6tSpY8rCRUSWL18uPXr0EIvFYra1bdtW1qxZIyIin376qbRs2VJE3L+73r17y9y5c0VEJDs7Wy5cuGCeKylr1TXu0XnyDHSePAOdJ89A58kzKCl54i+w503PvN0ilFK1lVJHlFJV7d+97d8DCrnWVyn1Uf72IuL3UUrNvDW9NeOddfC7PeVwLk4pddB+xDm0N1RK7bFLuqervA1qReBK0u241yozM9Pc75aSkkLr1q0BCA0NJTU1lTNnzhT7t1WuXNmM5RjXHXl9ERGuXr1q3qOU4tKlSwBcvHgRX1/fAn2sXr06VapU4bvvvgMM59zzzz8PgJeXF3fffbfbZ69bt462bdtStWpVvL29adu2remZy8jI4I033uCFF15wuqc4/XJ8dxcvXmTz5s3072+o+cqWLWtW9dRoNBqNRqPReAZ68HaLEJHjQDzwir3pFeBtEUkt5NpTIhL7B3avMPKLywYrpb61Dz4nAtHAfcBEpZS3/Zp4YABQ137EFOdBriTdAOPGjaN27dosWrSIF198EYDIyEhWrFgBwLZt2zh69CgnTpwoNPa4ceOwWq0MGzaM7Oxss/3jjz8mNDSUTp068e6775rtWVlZNGrUiCZNmrBy5UqnWH379qVGjRrs27ePZ599FoBJkybxwQcf4OfnR8eOHZkxY4bZx1WrVmGz2Thy5Ag7duzg+PHjpKenA8aS0AYNGvD44487DTwLE26fPHmS2rVrm9f4+flx8uRJM86IESOoWLGiU1/ffPNNRo0aRe3atRk5ciSTJ092++6OHDmCj48Pffv2pX79+jz11FNkZmYWkTmNRqPRaDQaTUlCD95uLdOAJkqpoUAzYGphFymlApRSP9o/91FKrVBKrbXPdL3qcF1fpdQBpdQm4AGHdh+l1HKl1Hb78YC9/S2l1AT75/ZKqc1KKVc5PgEsEWdBdzTQHvhMRM6LyAXgMyBGKVUTuFNEvrFPS7/Hb5R0gyHYPn78OD179mTmTGNicezYsaSnpxMVFcWMGTOoX7++eb0jkydPZt++fWzfvp3z58+bnjSALl26sG/fPlauXMn48ePN9qNHj/Ldd9/x4YcfMnToUH766Sfz3Pz58zl16hRhYWEsWbIEgISEBPr06cOJEydYs2YNvXr1Ijc3l379+uHn50ejRo0YOnQo999/vykeP3HiBPfffz87d+6kadOmjBw5EnAt3HbFrl27+Omnn+jSpUuBc/Hx8UybNo3jx48zbdo0c0bN1buz2Wzs3LmTf/7zn3z//fdUqlSJV155pUBcjUaj0Wg0Gk3JRasCbiEikqOUGgWsBdqJSE4xb40C6gPZwH6l1AzABvwHaAhcBL4Avrdf/xYwTUS+VErdA6wDwoDnge32giPTgY4ikuvmuY8ppVoAB4Bh9tnDWsBxh2vyZNy17J/ztxeguJJuxyIfgYGBjB07llatWgEQFxdHXFwcIkKPHj04efKkOavlSF4ly/r167NkyRJatGhR4JqUlBQSExNNWfXBgwcBY1nhBx98QMuWLZ2uDwkJ4e2336ZOnTpm2f28vqanp5OYmIi3tzedO3emc+fOAAwePJj09HT27NlD+fLlqVq1KklJSfj5+TF9+nS3wu2LFy+ya9cu85pt27YRFRXFwoUL+frrr6lRowbXr183B2Vvvvkm7777Ll26dCEpKQkfHx+2bt1q3l/Yu8vOzubuu+/m6tWrZj4+/PBD2rRpA2i5pqeg8+QZ6Dx5BjpPnoHOk2eg8/QHcrs33f3ZDuBN4BTGYMjVNQHYBddAH2Cuw7n/Ycza/R14z6F9CDDT/vkXDNF23nESqGw/dz/GwO/ZIvpZDShn//wMsNH+eSTwgsN14+1tjYDPHdqb4yDxdnW4k3QfOHBA8pg+fbo89thjIiJy4cIFyc7OFhGRt99+W3r16iWFkSewzs3Nleeee07GjBkjIiIHDx40C5bs2LFDfH19JTc3V86fPy9ZWVkiYoi4g4KCJDk5WXJzc+XgwYNmrBEjRsiIESNERCQmJkbmz58vIiIpKSlSs2ZNyc3NlczMTMnIyBARkfXr10vz5s3NfnXr1k02bNggIkaRktjYWKf+ijgLt9PS0iQgIEDOnz8v58+fl4CAAElLS3P6rUeOHHEqWBIaGmpuDv7888+lQYMGRb67Zs2ayb59+0TEEHWPHDnSPFdSNhpr3KPz5BnoPHkGOk+egc6TZ1BS8sRfoGCJnnm7hSilooC2QBPgS6XUYhE5XYxbsx0+X6foGVEvoImIZBVyLgJDqO3rLoCIpDl8nQfkLdc8CTzocM4PSLK3++Vr/02S7v79+7N//368vLzw9/dnzpw5gFHgJC4uDqUUFouFd9751UiQJ5z29fWlZ8+enD17FhEhKirKvH/58uW89957lClThgoVKrBkyRKUUuzdu5dnnnkGLy8vcnNzGTt2LPXq1SM3N5e4uDguXbqEiBAZGUl8fDwAr7/+OgMGDGDatGkopViwYAFKKX755Rfat2+Pl5cXtWrV4v333zf7OGXKFHr16sXQoUPx8fFh/vz5gGvhdtWqVRk/fjyNGzcGDEl31apV3b7PuXPn8txzz2Gz2Shfvjxvv/12ke9uxowZ9OzZk2vXrhEYGGj2S6PRaDQajUbjGWhJ9y3CXnnxa2CCiHymlHoWY4DVs5BrAzBmrcKVUn2ARiIy2H5uNcZeuf3AN0AD4BKwEfhBRAYrpT4EvheR1+z3RInILqWUP8YetQeBNcAzIvKti/7WzBtYKqW6AGNEpIm9YMkO+3MBdgINReS8Umobxgzgt/b4M0Rkjbv3oiXdnkFJkWtq3KPz5BnoPHkGOk+egc6TZ1BS8qQl3ZobYQBwTEQ+s3+fDYQppVq6uccl9oHVJGAr8DnGICqPIUAjpdRupVQKMNA+eHwHGCkip4D+wDylVHkXjxiilEpWSv1gj9fH/tzzwEvAdvvxor0N4F8Ys3SHgJ8wlnhqNBqNRqPRaDSaPwA9eLtFiMjbItLN4ft1EWkgIpsKuTZVRMLtnxfkzbrZvz8sIkn2z/NFJFhEWorIc3nXicg5EekmIlYRqSciA+1LfR8SkVX2a3aISISLpZWIyPMiYhGRSBFpJSL7HM69KyJB9mO+Q/t3IhIuIveKyGC5gWnbt956i/DwcCwWC2+++SYAy5Ytw2Kx4OXlZTrSAHJycoiLiyMiIoKwsDCzDH5++vfvT2RkpFl6PyMjw+n88uXLUUqZsRctWkRUVJR5eHl5sWvXLgAefPBBQkJCzHO//PILAMOGDTPbgoODTTfaF1984RSrfPnypnpARBg3bhzBwcGEhYUxffp0wPi/UnfddZd5T54aAYxCKLGxsYSGhhIWFsbWrVsBQxVgtVqJioqiXbt2nDp1yrwnKSmJqKgoLBaLU9GVwt61u/et0Wg0Go1Go/EQbvemO338tgOoDRwBqtq/e9u/B/BrUZQHsRcXwZhhm+kmXh/gLL8WQ3nK4VwccNB+xBWnf8HBwbJnzx6xWCySmZkpOTk50qZNGzl48KCkpKTIvn37pGXLlrJ9+3bJY9GiRdKtWzcREcnMzBR/f385cuSI5OfixYvm52HDhsnkyZPN75cuXZLmzZtLdHS0U+w8du/eLYGBgeb3/H0ojOnTp0vfvn0LtKelpYm3t7dkZmaKiMi7774rvXr1kuvXr4vIr8VavvjiC+nUqVOhsXv37i1z584VEZHs7Gy5cOFCgd/41ltvyTPPPCMiRmGSsLAwOXr0qNMzXL1rEXH5vvP6pin56Dx5BjpPnoHOk2eg8+QZlJQ88RcoWKJn3n5HlFIRSqld+Y5C96DdLOJCDu7Qh3EYSx2bK6V2AS9i6Afc4eh/m2eP407e7Za9e/cSHR1NxYoVKV26NC1btmTFihWEhYUREhJS4HqlFJmZmdhsNq5evUrZsmW58847C1yX1yYiXL16FWPlqMH48eMZM2YM5csXvmo0ISGB7t27F6f7Tvf06NGjQPtHH31Ehw4dTJF2fHw8EyZMwMvL+OdVvXp1t3EvXrzI5s2bTVdb2bJlzRk+x9+dmZlp/sYPP/yQrl27cs899zg9w9W7Bly+b41Go9FoNBqNZ6AHb78jIrJHnCXYeSLsW41LObiIvAw8BWwRkShgAkZBkhulUHl3cW4MDw9ny5YtpKWlceXKFdasWcPx48ddXh8bG0ulSpWoWbMm99xzDyNHjnRZfbFv377UqFGDffv28eyzzwKwc+dOjh8/TqdOnVw+Y8mSJQUGYn379iUqKoqXXnopb6bR5OjRoxw5coTWrVsXiLV48WKnWD/99BNLliyhUaNGdOjQwfTKAWzdupXIyEg6dOhAcnIyAEeOHMHHx4e+fftSv359nnrqKTIzM817xo0bR+3atVm0aJG51PLAgQNcuHCBBx98kIYNG/Lee+8BN/6uNRqNRqPRaDSeg1YF/AmQQuTgjrNQN8GNyLsLkF/SfebMGTp37kzTpk2pUKECAQEBnD592kl8vWPHDnPP2p49ezh37hwJCQlcvnyZ5557jsqVK+PrW9B+EBcXxz/+8Q+mT5/Of/7zH9q3b8/w4cMZO3YsSUlJBWKDIe0WEc6dO2f2YdCgQfj4+HDlyhUmTpzIlStXaN++vXlPQkICTZs2ZcuWLU7PT0tLY+fOnZQvX96MdeXKFU6ePMnUqVPZvHkzjz32GNOnTyczM5MPPviAChUq8M0339C+fXs++OAD9u/fz44dO+jTpw99+vRhxowZ/POf/6Rfv34AtG3blrZt27Jo0SJGjhxJ3759OXr0KPv37+f111/n2rVrDBo0CKUUtWvXdvuuC3vfoOWanoLOk2eg8+QZ6Dx5BjpPnoHO0x/I7V63qY9bc5BPDs7N73m7IXl3Uf3Kk3Q78vzzz8usWbPM7/n3YP3rX/+S9957z/zet29fWbJkSYE4jmzatEk6deok6enpUq1aNfH39xd/f38pV66c1KxZ0yn+0KFD5eWXX3YZa/78+TJo0CCntqioKPnqq68KXPvmm2/KgAEDnNpCQkLk8OHDImJIv++8885Cn+Pv7y9nz56V06dPi7+/v9m+efNm6dixY4Hrjx49aoq6J0+eLBMmTDDP9evXT5YuXVrgnvzvWqTw/X0lZa26xj06T56BzpNnoPPkGeg8eQYlJU/oPW8aTyCfHHyYUqrmzcYSkTQRyZOGz+PX/XEnMYqj5HFDku686o3Hjh1jxYoVPPnkky6vveeee9i4cSNg7PP65ptvCA0Nzd9PDh06ZH5etWoVoaGh3HXXXZw7d47U1FRSU1Np0qQJq1atolEjQ/mRm5vL0qVLnfa72Ww2zp07BxiVLlevXk14eLh5ft++fVy4cIGmTZsW6Gth++D+/ve/88UXXwCwadMmgoODAfj555/zBr5s27aN3NxcqlWrRo0aNahduzZ5PrwNGzZQr149AKcll4mJieZ76Ny5M19++SU2m40rV67w7bffEhYWdsPvWqPRaDQajUbjOehlkx6O3e8WDwwVkWNKqdcw9ryNu8l4prwbeBTYa/+8DvivQ5GSdsDzxY372GOPkZaWRpkyZZg1axZVqlTh448/5tlnn+Xs2bN06tSJqKgo1q1bx6BBg+jbty8WiwURoW/fvlitVgA6duzIvHnzqFGjBnFxcVy6dAkRITIykvj4+CL7sXnzZmrXrk1gYKDZlp2dTfv27cnJyeH69es89NBDDBgwwDy/ePFiunfvTv6lqKmpqRw/ftypTD/A2LFj6dmzJ9OmTaNy5crMmzcPMAqbxMfHU7p0aSpUqMDixYvNmDNmzKBnz55cu3aNwMBA5s+fb8bav38/Xl5e+Pv7M2fOHMAoPhITE4PVasXLy4unnnrKHHAW9q4Bl+9bo9FoNBqNRuMZqLyZAI1nYt9f1kbsjjmlVCkMufYwYJaIhCulHsRY4viwUqoP0Egc3HL54k3GGLTZgPPAP8XugFNK9QP+bb/0ZXFwwLkiJCRE8maUNCWXpKQkHnzwwdvdDU0R6Dx5BjpPnoHOk2eg8+QZlJQ8KaV2iEij292P3xO9bNLDETdycPlVBJ4kIg/bPy9wNXCzn79heXdxKEwcff78edq2bUvdunVp27YtFy5cAODChQt06dIFq9XKfffdx48//lhoTFeSbldi7V27dtG0aVMsFgtWq5UlS5aYsTZs2ECDBg2IioqiWbNm5pLMBQsW4OPjY8bLm0VzF8tVv7Kzs+nWrRtBQUFER0eTmppq3rN7924zXkREBFlZhls9ISGBiIgIrFYrMTEx5vJOV8Ltzz77jIYNGxIREUHDhg3N5aeOPProo07LQjUajUaj0Wg0HsLt3nSnjz/34U7SPWrUKFOsPXnyZBk9erSIiIwcOVImTZokIiJ79+6V1q1bS2G4k3Tn4SjW3r9/vxw4cEBERE6ePCk1atQwZdh169aVlJQUERGZNWuWxMXFiUjhxUuKiuWqX7NmzTIl2wkJCfLEE0+IiEhOTo5ERETIrl27RETk3LlzYrPZJCcnR3x8fOTs2bMiIjJq1CiZOHGiiLgWbu9EKDxfAAAgAElEQVTcuVNOnjwpIoaw29fX16nfy5cvlx49epiFT/IoKRuNNe7RefIMdJ48A50nz0DnyTMoKXlCFyzRACilvlBKtc/XNlQp9T+l1I/27w8qpVbbP/dRSs10E2+gUqr3DfYhSSl1y6aBlVKHlVJZSqmr9uNHpdQ4pVQ5pdQSpdQhpdS3SqkAh3uet7fvz/8+3OFKHJ2YmEhcXBxglPxfuXIlYJTyz/OphYaGkpqaypkzZwrEdSfpzsOxoEhwcDB169YFwNfXl+rVq3P27Nm838alS5cAQ5pdmJbAEXexXPXL8ffGxsayYcMGRIT169djtVqJjIwEoFq1apQqVcr8R5qZmYmIcOnSJbNfroTb9evXN6+xWCxcvXqV7Gyj/kxGRgZvvPEGL7zwgtvfptFoNBqNRqMpmejBW/FIALrna+sOTL6ZYCIyR0Te+829+m0cA5qJSAX7ES6G0Ls/cEFEgjDk31MAlFL1MH6zBUPOPdu+v65IXImjz5w5Q82aRmHMGjVqmAO0yMhIVqxYARhVGY8ePcqJEycKjV2YpDsPd2Ltbdu2ce3aNe69914A5s2bR8eOHfHz8+P9999n7Nix5rXLly83l0AWJrzOH8tVv06ePEnt2kbBztKlS3PXXXeRlpbGgQMHUErRvn17GjRowKuvvgpAmTJliI+PJyIiAl9fX1JSUujfv38x3viv/W7QoAHlypUDYPz48YwYMYKKFSsWO4ZGo9FoNBqNpuSgq00Wj4+A/6eUKisi1+yzUb44S6uLjVJqEpAhIlOVUknAt0AroArQX0S2KKUqAPOBehgVHys43N8O+A9QDvgJ6AuUArYBj4rIfqVUAoajbe4Ndq8zMMn++SNgpr2iZWdgsRgagSNKqUPAfcDWQn5fsSTdNpvNSeh4/fp1kpKSeOCBB5g5cyZBQUEEBgYSFBTE999/z+XLlwt0Nr+ku0OHDuY5d2LtYcOGMXbsWDZv3gzAhAkTeOmll6hXrx6LFy+mR48ejBo1Cm9vbxYuXEjZsmVZtWoVnTt35o033nAby1W/MjMz2bp1Kz4+PgBkZWXx1VdfsX//fj7//HPmzJlDuXLlGDFiBKVKlSIyMpL//ve/xMfH4+vry/Tp03n66afp1auX+ZzChNsAR44c4YUXXuDVV18lKSmJQ4cOsW3bNjp37sw333xDZmam07vXck3PQOfJM9B58gx0njwDnSfPQOfpD+R2r9v0lANYDXS2fx6LUY4/gJsTYU/CLrgGkoDX7Z87Ap/bPw8H3rV/tmJUf2wE3A1sBirZz40BJtg/t8UYTHUH1hbxe5KAPcAuDOF2XuXRHwE/h+t+sj9zJvAPh/Z3gNii3ps7SXdwcLCcOnVKREROnTolhV2bm5sr/v7+TvvICiNP0u1IYWLtixcvSv369WXZsmVm2y+//CKBgYHm96NHj0pYWFiBZ9hsNifhdmGx3PWrXbt28vXXX4uIsc+tWrVqkpubKwkJCdK7d2/znhdffFFeffVV2bZtm9N+v02bNkmHDh2c4hcm3D5+/LjUrVtXvvzyS7Nt9uzZUrNmTfH395datWpJmTJlpGXLlub5krJWXeMenSfPQOfJM9B58gx0njyDkpIn9J43jQOOSye727/fKlbY/+7AGBACtAA+ABCR3cBue3sTjNm4r5RSu4A4wN9+3WcYA7JZwFNFPLOniEQAze1HryKu/00UJo5+9NFHWbhwIQALFy6kc+fOgDGbdO3aNcBYztiiRQtzH1keIoVLuvMoTKx97do1unTpQu/evYmNjTXbvb29uXjxIgcOHACMio15wuvTp0+b161atcpsdxXLXb8cf+9HH31E69atzeWSe/bs4cqVK9hsNjZt2kS9evWoVasWKSkp5l46x365Ij09nU6dOvHKK6/wwAMPmO3//Oc/OXXqFKmpqXz55ZcEBwfr/0Om0Wg0Go1G42HoZZPFJxGYppRqAFQUkR2OxTx+I9n2v9cpOicK+ExEehQ4oZQXEAZcAbyBwjeKASJy0v73slLqQ4wlkO8BJ4HawAmlVGngLiDNoT0PP3tbsShMHD127FieeOIJ3nnnHfz9/Vm6dClgFDiJi4tDKYXFYuGdd94x4xRX0l2YWHvp0qVs3ryZtLQ0FixYABgqgKioKObOnctjjz2Gl5cX3t7evPvuuwBMnz6dVatWUbp0aapWrWre5yqW1Wp12a/+/fvTq1cvgoKCqFq1KosXLwaMwePw4cNp3LgxSik6duxIp06dAJg4cSItWrSgTJky+Pv7m89yJdyeOXMmhw4d4sUXX+TFF18EYP369VSvXr24qdJoNBqNRqPRlFC0pPsGUEotAUKARBGZaB+8rZYbF2FPwnnP20gR+U4pdTfGdG+AUmo4UE9EnlJKhWMsb2wCHMWYoWstIoeUUpWAWiJyQCk1wt6/9zGKjTQVkZxCnl8aqCIi55RSZTBmET8XkTlKqUFAhIgMVEp1B7qKyBNKKQuQN8jzBTYAdUXkurt3piXdnkFJkWtq3KPz5BnoPHkGOk+egc6TZ1BS8qQl3Zr8JACR3Nolk66IByorpXYDozGKkSAiZzH21CXYz20FQpVSIRhLJUeIyBaMfXGuasKXA9bZ79+FMYOWV9jkHaCavSDJcIz9fYhIMrAUSAHWAoOKGrg5Mm3aNCwWC+Hh4fTo0YOsrCyaN29uyq99fX35+9//DhRf0n2jYm2AMWPGEB4eTnh4uJNY+8iRI0RHRxMUFES3bt3MZZtz5swhIiLCfEZKSgoAqampVKhQwXzGwIEDzVgxMTFERkZisVgYOHAg168br2nSpEnUqlXLvGfNmjU3Hatbt27m9QEBAURFRZn3TJ48maCgIEJCQli3bp3Znp6eTmxsLKGhoYSFhbF1a4FaMxqNRqPRaDSakszt3nSnjz/3ERwcLCdOnJCAgAC5cuWKiIg8/vjjMn/+fHGka9eusnDhQhEpvqT7RsXaq1evloceekhycnIkIyNDGjVqZBZCefzxxyUhIUFERJ555hmZPXu2iDgLtxMTE6V9+/YiInLkyJECous88u7Jzc2Vrl27mnEnTpwor732WoHrbyaWI8OHD5f//Oc/IiKSnJwsVqtVsrKy5PDhwxIYGCg2m01ERHr37i1z584VEZHs7GxTKi5ScjYaa9yj8+QZ6Dx5BjpPnoHOk2dQUvKELljy50QpVVspdUQpVdX+3dv+PcCDpdsvK6WOK6Uy8rXfsHRbKRVjbzuklBrr0F7HHuOQPWbZ4vbPZrNx9epVbDYbV65ccZJgX7p0iY0bN5ozb8WVdN+oWDslJYUWLVpQunRpKlWqhNVqZe3atYgIGzduNAuPOArDHQulZGZmFioCz0/ePTabjWvXrhXrnpuNJSIsXbrUFJEnJibSvXt3ypUrR506dQgKCmLbtm1cvHiRzZs3m564smXLUqVKlZvul0aj0Wg0Go3mj+cvOXgTkeMYyxJfsTe9Arz9G+IVKt1WSo1TSu3Kd4y72ecUwScY+9Hysw9oA2QAfwO+V0pFuJJu28Xbs4AOGFUte9ivBUPYPU0MgfcFDKF3kdSqVYuRI0dyzz33ULNmTe666y7atWv3/9k787CqqvUBvwu1nFOcAslZFBAEtBxKDb3Ot7omzilqVlpWehW1TLPpZzao4Vg5ljnmVexmWldDGyxHTFFDDRDRUBkUUBm/3x/7nH3PAc4RvQ2cXO/z7Iez11577bX3V8/Taq31veb1zZs306VLF3OgUlJJ982KtVu2bMm2bdu4evUqly5d4uuvvyYxMZGUlBSqVatG2bJGrhgvLy+Skv6bi2XBggU0btyYSZMmERERYZbHxcURFBREp06dirjkunfvTu3atalSpYpdNsr58+cTEBDAyJEjSUtL+5/aAvjmm2+oU6cOTZs2BexF4LbvEhcXR61atRgxYgRBQUGMGjWKrKysosHSaDQajUaj0ZRabsvBm4U5QFul1DjgAQxv2y2hlJqhlJpo+R2llJqllNqLkcb/WREJBNphDKQGWBKf2Em3lVJ7lFIHlVIblFKVlVJ3WWa/mlnqrFFKPeGoDyLyg4icL+ZSLPCQpQ9NMDJaHsVGui0icYBVun0fcEpEfhGRHGAt8IhF1N0ZQ9wNsBL4R0m+T1paGpGRkcTFxXHu3DmysrJYtWqVeX3NmjXmzBHAlClTSE9PJzAwkHnz5hEUFESZMmWKtDtnzhy2bt3K2bNnGTFiBP/85z8BeOihh4iPj+enn36ia9euhIWFAdCtWzd69epF+/btGTRoEO3atSu23cI888wznD59mlmzZvH6668D4OHhwZkzZzh06BCzZ89m8ODB5iwgwPbt2zl//jzZ2dns3LkTMNL1nz59mujoaDw8PJgwYcItt+Xo2zkiLy+PgwcPMmbMGA4dOkSlSpV48803b3ifRqPRaDQajab0cNuqAkQkVykVjpF8o5vl/LdqvqyI3KeU6gW8DPwNGANcFZEApVQAcBDAkmHyJeBvIpKllJoM/FNEXlVKjQVWKKXeA6qLyIfFP84pdYFEABHJU0pdBmpYyn+wqXfWUoa1vk15G8s96SKSV0x9O5RSTwJPAtSqVYv33nuP8uXLExMTA4CPjw8bNmzAy8uLy5cv8/333zN+/Hg771hYWBhhYWGICIMGDSIpKYn09HTzenp6Oj/++CPXrl0jKiqKevXqsWDBgiLuMuuyQWv5/fffb/rPXnvtNa5fv86RI0e4ePEiO3bsoEyZMsTExFChQoUibd19991s3LiRESNGFHnnGjVqsGbNGpo1a2ZX7u3tzcKFCylXrpxdub+/P6tXry7WtVbStvLz81m3bh3vv/++2U52dja7du3Cy8sLgJ9++ong4GDc3NyoWbOm+b0aN27M6tWr6dKlCwCZmZna++YC6Di5BjpOroGOk2ug4+Qa6Dj9gfzZm+7+zAOYC5wDxlvOGwBHLb8fxNAAgJHdcb6TdmZgpPsHiALut/yugzGLBbAZI72/9Z6DQGvg78AljKyP0RjZHJfa1PsAw7PmVcJ3yix0ftT2XuA0UBOYDzxmU74UCLUcS2zKh1rq1rS+i6X8Huu3cnZ4e3vLDz/8IL6+vpKVlSUFBQUybNgwiYiIEBGRRYsWybBhw8SWtLQ0yc7OFhGRDz74QIYOHSqFyc3NlRo1asjPP/8sIiJLliyRRx99VEREzp07Z9b717/+JW3atBERkby8PLl06ZKIiBw+fFj8/PwkNzdXRERCQ0PtEpYsWLBARERiY2PNtrZs2SKtWrUSEZELFy6YiUBOnz4tnp6ekpKSIhkZGebzc3NzpX///jJv3rwi/Zo9e7YMGDDgltsSEfniiy+kY8eOdt/l6NGjdglLGjZsaLb9wAMPyIkTJ0TESJ4yceJE877SstFY4xwdJ9dAx8k10HFyDXScXIPSEidug4Qlt+3Mm1IqEOiK4U77Vim19jds/g+XbjvhVqTbxZWnANWUUmXFmH0rsaS7TZs2hIaGEhwcTNmyZQkKCuLJJ58EDJm27V41KJmk29PT86bF2rm5uXTo0AEwEoGsWrXK3Oc2a9YsBg4cyEsvvURQUJCZ2GP+/Pn85z//oVy5clSvXp2VK1cCsHv3bqZPn065cuVwc3Nj8eLFuLu7k5yczMMPP0x2djYFBQWEhISYqf8nTZpEdHQ0SikaNGjA+++/f8ttWb9d4SWTfn5+9O/fH19fX8qWLcuCBQvMpaHz5s1jyJAh5OTk0KhRI5YvX16S8Gk0Go1Go9FoSgm3paTbsn/re2C6iHyllHoWYxA3FReUbhfqS6aIVLY5vynpNsZgMhYjyUkSsA8YLCIxSqkNwEYRWauUWgz8JCILnfVHS7pdg9Ii19Q4R8fJNdBxcg10nFwDHSfXoLTESUu6/7o8AZwRka8s5wsxZrjq/47P/D2l2yil3lJKnQUqKqXOWgaUcJPSbcus2lhgO3AcWG+pCzAZ+KelrRqWtm/Izz//bAqlAwMDqVq1KnPnziU8PJzmzZsTEBBAnz597Pa0ORJN2zJ8+HAaNmxothsdHW1ei4qKIjAwED8/Pzp16mSWb9u2jWbNmtGkSRO7hB2PP/44LVu2NDNUZmYaxgVnwm8wNAdeXl6MHVt0XP/www/TokUL89zR+6akpBASEkLlypWLtJOTk8OTTz6Jt7c3zZs3Z+PGjQDMnj0bX19fAgIC6NKlCwkJCQAkJCSY4nI/Pz8WL15stjV16lTuueceKleujEaj0Wg0Go3GBfmz123q4699eHt7iy15eXlSp04diY+Pl+3bt5t7ziZNmiSTJk0SEeeiaVvCwsJkw4YNRcrT0tLEx8dHEhISREQkOTnZfHajRo3k9OnTkp2dLQEBARITEyMi9jLu8ePHy8yZM0XEsfDbynPPPSeDBg0qUmfjxo0yaNAgO/m2o/fNzMyUb775RhYtWlSknenTp8vUqVNFRCQ/P18uXrwoIiI7d+6UrKwsERFZuHCh9O/fX0QM+fb169dFRCQjI0Pq168vSUlJIiKyZ88eOXfunFSqVKnIe5SWteoa5+g4uQY6Tq6BjpNroOPkGpSWOHEb7Hm7XWfebkusAm9bGbmDejWUUl8rpTILy8mVUq2UUkcsou4IdZMpOnfs2EHjxo2pX78+3bp1M/ectW3b1nS5ORJNl5TVq1fz6KOPUq9ePQBq164NGM64Jk2a0KhRI+644w4GDhxIZGQk8F8Ztohw7dq1Eom1Dxw4QHJysp2zDoyMS7Nnz+all+wnSh29b6VKlXjggQcoX758kWcsW7aMF154AcDMGAkQEhJCxYoVi7R1xx13cOeddwKYe+WstG3bFg8Pjxu+l0aj0Wg0Go2mdKIHbzfBHyzddtSHH4vpg/9v/JjrwDRgYjHXFmEsO21qOXrcTMPFJdkAY5DSs2dPwLFoujimTp1KQEAA48ePJzvbyBMTGxtLWloaDz74IK1ateKjjz4qUbsjRozg7rvv5sSJEzz77LNmeXHC74KCAiZMmMA77xTVA06bNo0JEyaYg6visH1fR1iXVU6bNo3g4GD69etHcnJykXpLly61aysxMZGAgADuueceJk+ejKenp9PnaDQajUaj0WhcAz14uwlE5A0RCSx0vPEH96FNMX048hs/I0tEvsUYxJkopTyAqmIIwQX4iBKKusHYv7Vlyxb69etnV/7GG29QtmxZhgwZclP9nDlzJidOnGDfvn2kpqYya9YswBBSHzhwgM8//5zt27fz2muvERsbe8P2li9fzrlz5/Dx8WHdunWAY+H3woUL6dWrl+lTsxIdHc3p06fp06ePw+eU9H3z8vI4e/Ys7du35+DBg7Rr146JE+3H06tWrWL//v2Eh4ebZffccw8//fQTp06dYuXKlcUO+DQajUaj0Wg0rsdtqwrQ3BJ1sdcVFCvqLizptkobv/32Wxo2bMjx48c5fvw4YCQQ+eyzz3j33XfZtWsX4Fg0XZz80ZrJMigoiHXr1tGxY0dycnJo1qwZ+/btA6Bp06asXr2aWrVqcfjwYbOd3bt3AxRpt1mzZnzwwQc0bNjQrtxW+L1582aOHDnC7NmzuXbtGnl5eaSmplKnTh2+//577r77bvLz80lPTycwMJC5c+c6fF8rJ06cICkpyeyPiFC+fHnc3d2JiorCy8uLiIgI8/qBAweIiIhg7ty57Nmzp8i3AUP4vXjxYrukLfn5+UXeWcs1XQMdJ9dAx8k10HFyDXScXAMdpz+QP3vTnT7+uAOLwBsbGfkN6g/HRk6OIRX/j815Bywic0eHbcKSAQMGyLJly8zzL774Qnx8fOTChQtiizPRtC1WgXVBQYE8//zzMnnyZBEROXbsmHTu3Flyc3MlKytL/Pz85MiRI5KbmysNGzaUX375xUxYcvToUSkoKJCTJ0+abU2YMEEmTJhg9wwRe+G3LY6SmsTFxdklLHH0vs7aGTBggOzYscO8HhoaKiIiBw8elEaNGtlJxEVEEhMT5erVqyIikpqaKk2bNpWffvrJro5OWOK66Di5BjpOroGOk2ug4+QalJY4cRskLNEzb5qbIQlDzm2lxKLurKwsvvrqK1NMDTB27Fiys7Pp2rUrYCTUWLx4sVPRtK2ke8iQIVy8eBERITAw0EyL7+PjQ48ePQgICMDNzY1Ro0aZKfvnz59P9+7dyc/PZ+TIkfj5+VFQUEBYWBhXrlxBRGjZsiWLFi0CHAu/bwVH7wvQoEEDrly5Qk5ODps3b+bLL7/E19eXWbNmMXToUMaNG0etWrVMsXZ4eDiZmZnmEtR69eqxZcsWjh8/zoQJE1BKISJMnDgRf39jS+SkSZNYvXo1V69excvLi1GjRjFjxoxbfh+NRqPRaDQazR/LbSnpvl2xCryVUg2wyMhvUH84heTkSqm9wHPAj8BWYJ6IbHXUhpZ0uwalRa6pcY6Ok2ug4+Qa6Di5BjpOrkFpiZOWdGtuW5RS8cBsYLhF+u1rufQ0sAQ4BZwGvihJe+np6YSGhtK8eXN8fHzs9mi9++67KKW4dOkSYKgCAgICCAwMpHXr1nz77bdF2svIyLATf9esWZNx48bZ1dm4cSNKKfbv32+WOZJ/jxw5ktq1a9tJtQFSU1Pp2rUrTZs2pWvXrqSlpQGQlpZGnz59CAgI4L777uPo0f+aF25WBJ6QkECXLl0ICAjgwQcfNNP+gzFb5ufnh4+PD88995x1uSoHDhzA39+fJk2a2JU7EoHHx8dToUIF83uNHj36hjHTaDQajUaj0ZQy/ux1m/r4ax/WPW/Dhg2TDz/8UEQMkXRaWpqIiJw5c0a6desm9erVMwXUGRkZUlBQICIihw8flmbNmsmNCA4Oll27dpnnV65ckQ4dOkibNm1k3759IuJc/r1r1y45cOCA3R41EZHw8HBT2D1z5kxTrD1x4kSZMWOGiIgcP35cOnfuLCK3JgIPDQ2VFStWiIjIjh075LHHHhMRke+++07at28veXl5kpeXJ23btjXXlN97772yZ88eKSgokB49esjWrVtFxLEIvPD+u8KUlrXqGufoOLkGOk6ugY6Ta6Dj5BqUljhxG+x50zNvN4lFXt29UNk4pdQXVvG1UupBpdS/nbTxsFJqyk0+d4VSKvTWeu2wvTgbV1ygpVxZ5NunlFI/KaWCbe4JU0qdtBxhJX3W5cuX2b17N48//jhgiKSrVasGwPjx43nrrbfspNiVK1c2z7Oysm4ozI6NjeXChQt06NDBLJs2bRqTJ0+2E187k3937NgRd3f3Im1HRkaaeoCwsDA2b94MwLFjx+jcuTMAzZs3Jz4+nuTk5FsSgdu2FRISYtZXSnH9+nVycnLIzs4mNzeXOnXqcP78ea5cuULbtm1RSjFs2DCzX45E4BqNRqPRaDQa10cP3m6eNcDAQmUDgZklbUBEtojImzeu+buzyub3CqVUNPAd/xVwP4kh5UYp5Q68DLQB7gNeVkpVL8lD4uLiqFWrFiNGjCAoKIhRo0aRlZVFZGQkdevWpWXLlkXu2bRpE82bN6d3794sW7bMaftr165lwIAB5mDo4MGDJCYm0rt3b7t6NyP/tpKcnIyHhwcAd999t+lMa9myJf/6178A2Lt3LwkJCZw9e/aWROC2bW3atImMjAxSUlJo164dISEheHh44OHhQffu3fHx8SEpKcnOL+foPQqLwOPi4ggKCqJTp0588803Tt9bo9FoNBqNRlP60IO3m+dToLdS6g4AS/IPTyCxpA0opYYrpeZbfq+wzHR9r5T6xTq7ZpkBm6+UOqaU+hyobXN/K6XULqXUAaXUdqWUh1KqrFJqn1LqQUudmUqpGwnED0sh4TdwBPjIMvv8A1DNIufuDnwlIqkikgZ8BfQoyfvm5eVx8OBBxowZw6FDh6hUqRIzZszg//7v/3j11VeLvadPnz6cOHGCzZs3M23aNKftr127lkGDBgFQUFDAP//5T959992SdO2mUEqZA8QpU6aYDrd58+YRFBRkZsR0RnEi8HfeeYddu3YRFBTErl27qFu3LmXKlOHUqVMcP37cHBTu3LmzxIOuwiJwDw8Pzpw5w6FDh5g9ezaDBw/mypUrt/glNBqNRqPRaDR/BloVcJOISKol42JPIBJj1m098L+k7fQAHgCaA1swBoh9gGaAP1AHOAYsU0qVA+YBj4jIRaXUAOANERlpyQ75qVLqWYyBVZsbPPcNpdR0YAcwRUSyMaTbtgNRq4jbUXkRCku6z5w5Q82aNbl27RpRUVE0btyYFStWEBcXR7NmzQC4ePEifn5+LFq0qMjyxWPHjhEZGcldd91V5FmnTp0iIyODjIwMoqKiyMzM5NChQ7Rt2xYwEo706NGDN95444by719//ZWsrCw7yWTVqlXZuHEjNWrUICUlhSpVqpjXw8LCCAsLQ0QYNGgQSUlJJCcn35II/LnnngPg2rVrrF69mujoaNauXUudOnXMhCvNmzdn1apVdOvWjdjYWLPNHTt2oJQyz52JwK3UqFGDNWvWmN9fyzVdAx0n10DHyTXQcXINdJxcAx2nP5A/e9OdKx7AEGCN5Xc00Aob8TXwIE7k1djIr4EVwBCbaxmWv3OBkTbl/wJCgRbAFctzozFmyr60qfcicB0IusE7eAAKuBNYCUy3lP8beMCm3g4MOfdE4CWb8mnAxBt9K2vCkgceeEBOnDghIiIvv/yyTJw4UWypX7++mbDk5MmTZsKSAwcOiKenp3lemMmTJ8v06dOLvSYi0qlTJzNhyY3k38Ul9Zg4caJdwpLw8HAREUlLS5Ps7GwREfnggw9k6NChIiK3JAK/ePGi5Ofni4jIiy++KNOmTRMRkbVr10qXLl0kNzdXcnJypHPnzrJlyxYRKZqw5PPPPxcRxyLwCxcumO96+vRp8fT0lJSUFPN6adlorHGOjpNroOPkGug4uQY6Tq5BaYkTt0HCEj3zdmtEAnMsyTwqisgBy/LJWyXb5rfz7BzG9aKgGcUAACAASURBVBgRaefguj+Qjs0yy+IQkfPWZyullmMMzsCQbt9jU9Uq4k7CGJTalkfdoK8m8+bNY8iQIeTk5NCoUSNTNl0cGzdu5KOPPqJcuXJUqFCBdevWmcsVAwMDiY6ONuuuX7+erVsdaubscCb/HjRoEFFRUVy6dAkvLy9eeeUVHn/8caZMmUL//v1ZunQp9evXZ/369QAcP36csLAwlFL4+fmxdOlSAMqWLXvTIvCoqCheeOEFlFJ07NiRBQsWABAaGsrOnTvx9/dHKUWPHj146KGHAFi4cCHDhw/n2rVr9OzZ09zb5kgEvnv3bqZPn065cuVwc3Nj8eLFxSZo0Wg0Go1Go9GUXrSk+xZRSq3DWNYYKSIv24qvLfvOJorI3x3cOxyL/FoptcJy36eWa1aR9qPAU0AvjIHYMeAJjGWVx4ChIrLHsozSW0RibO55FmMG7T4RSXfQBw8ROa+MUdEc4LqITFFK9QbGWp7bBogQkfssCUsOANbskweBViKS6uw7aUm3a1Ba5Joa5+g4uQY6Tq6BjpNroOPkGpSWOGlJt8YZa4CWlr+/B5uAkxjLIhcBuwBEJAdj+eQspdRhjKWT7ZVSNYE3gVEiEgvMB95z0v4nSqkjlvZrAq9byrcCv2BIuD/EkHJjGaS9BuyzHK/eaOBmy81Iuk+cOEG7du248847eeeddxy2GRcXR5s2bWjSpAkDBgwgJycHMPQDVhm1t7e3qSWwcuXKFby8vBg7dqxZNnXqVO655x4qV65sV3f27Nn4+voSEBBAly5dSEhIMK+tXLmSpk2b0rRpU1auXGmW5+Tk8OSTT+Lt7U3z5s3ZuHHjDfs1efJkWrRoQYsWLcxEJmAsa546dSre3t74+PgQEREBGPqFhx56iJYtW+Ln52c3k1mmTBnzOQ8//PAN29JoNBqNRqPRuAZ62eQtIiKbsVniKCLxGPvREJEonCwpFJEVGHvdEJHhha5VtvwVjBmw4u6PBjoWc8nbpo7T/zIXkc4OygV4xsG1ZYDzvP0OeP755+nRoweffvopOTk5XL16FYDExES+/PJL6tWrZ9Z1d3cnIiLCdJc5YvLkyYwfP56BAwcyevRoli5dypgxY5gzZ45ZZ968eRw6dMjuvmnTptGxo/3ne+ihhxg7dixNmza1Kw8KCmL//v1UrFiRRYsWMWnSJNatW0dqaiqvvPIK+/fvRylFq1atePjhh6levTpvvPEGtWvXJjY2loKCAlJTjTGuo359/vnnHDx4kOjoaLKzs3nwwQfp2bMnVatWZcWKFSQmJnLixAnc3Ny4cOECAAsWLMDX15fPPvuMixcv0qxZM4YMGcIdd9xBhQoV7JaWWnHUlkaj0Wg0Go3GNdAzb39hlFKZlr+tlVIxNnqDxhYtQVUH99WwyMgzrUoDm2utlFJHLBLvCHUjgzY3L+muXbs29957L+XKlXPYpoiwc+dOQkMNb7mtQNuWNWvWmBoBgAMHDpCcnEy3bt3s6rVt29b0udkSEhJCxYoVzTpW6fX27dvp2rUr7u7uVK9ena5du7Jt2zbA8Ku98MILALi5uVGzZk2n/Tp27BgdO3akbNmyVKpUiYCAALOtRYsWMX36dNzc3MxvA4a2ICMjAxEhMzMTd3d3U87tCEdtaTQajUaj0WhcAz14+x1RSo1QSkUXOhb8wX3YBCzB0A3EW0Tca4GpIuJI9HUdSzbJYq4twth7ZxV539D1diuS7huRkpJCtWrVzAFLcaLqhIQE4uLi6NzZmGQsKChgwoQJTpdiOmPp0qVmYhBHMu70dGOL4bRp0wgODqZfv36m2NtRv1q2bMm2bdu4evUqly5d4uuvvyYx0bAynD59mnXr1tG6dWt69uzJyZMnASMxyfHjx/H09MTf35/33nvPHJRdv36d1q1b07ZtW7sBraO2NBqNRqPRaDSugR68/Y6IyHIpJMEWkWKXJP6Ofegjhny7CUZWy9XAZRFxuFdPRLJE5FuMQZyJRdZdVUR+sCyv/Aj4x436cCuS7t+CtWvXEhoaamaUXLhwIb169TI9bzfDqlWr2L9/P+Hh4U7r5eXlcfbsWdq3b8/Bgwdp164dEyfaj4EL96tbt2706tWL9u3bM2jQINq1a2dey87Opnz58uzfv58nnniCkSNHAsbMX2BgIOfOnSM6OpqxY8ea0u2EhAT279/P6tWrGTduHKdPn3balkaj0Wg0Go3GNdB73m4TRCRdKfUmsBDwvcVm6mLIua0UK+r+rSTd8fHxVKhQoVjpo4hw8eJFduzYQZkyZYiJiSlSd8mSJTz//PNm2ebNmzly5AizZ8/m2rVr5OXlkZqaypNPPmnek5+fX+R5Bw4cICIigrlz55qJVi5fvkx0dLRZd+/evQQGBnLkyBHKly+Pu7s7UVFReHl5ERER4bRfAPfffz/3338/AK+99hrXr18nKioKd3d3PD09iYqKonr16hw6dIioqCjeeecdBg8ebEq4q1evzieffIKPjw+AOatmFXt36tTJYVug5Zqugo6Ta6Dj5BroOLkGOk6ugY7TH8ifLZrTx+93AJmFzjcD54A+Jbx/OBaZuOW8NfAfm/MOOJGRi9yapNvKyy+/LG+//bY4IjQ0VNasWSMiIk899ZQsWLDAvHb8+HGpX7++Q7n38uXL5ZlnnilSXqlSJbvzgwcPSqNGjSQ2NtauPCUlRRo0aCCpqamSmpoqDRo0MKXXAwYMkB07dpjPCQ0NddqvvLw8uXTpkoiIHD58WPz8/CQ3N1dEDAn50qVLRcQQYLZu3VpEREaPHi0vv/yyiIj8+uuv4unpKRcvXpTU1FS5fv26iBjy7yZNmkhMTIzTtqznmtKPjpNroOPkGug4uQY6Tq5BaYkTWtKt+auglPo7cBfQHdiklNouIldvspkkDDm3FavA+4bcjKT7119/pXXr1ly5cgU3Nzfmzp3LsWPHqFq1Kr169WLJkiV4enoya9YsBg4cyEsvvURQUJCZEAWMpYkDBw6kBPlUAJg0aRKrV6/m6tWreHl5MWrUKGbMmEF4eDiZmZn069cPgHr16rFlyxbc3d2ZNm0a9957LwDTp083ZwxnzZrF0KFDGTduHLVq1bJ71+L6lZubS4cOHQCoWrUqq1atMvfyTZkyhSFDhjBnzhwqV67MkiVLAGNP3fDhw/H390dEmDVrFjVr1uT777/nqaeews3NjYKCAqZMmYKvr6/TtjQajUaj0Wg0roGWdP+FsRF+VwAOA/8QkWNKqXcxpNxTb3D/cCwycZuyvcBzwI8YTrh5IrLVURta0u0alBa5psY5Ok6ugY6Ta6Dj5BroOLkGpSVOWtKt+aswDdgkIscs5zOAQUqppo5uUErFA7OB4Uqps0op6z65pzGyV54CTgNflKQDxUm6p02bRkBAAIGBgXTr1o1z584BxlLe5557jiZNmhAQEMDBgweLbfPBBx+kWbNmppDa6i07c+YMISEhBAUFERAQwNatxtgyJSWFkJAQKleubCfozsjIMNsIDAykZs2ajBs3Drg1SXePHj1Mefbo0aPJz8+363dhKbmVffv2UbZsWT799FO78puRijsTgffo0YNq1arx97//vdjvqdFoNBqNRqMp3ehlk39h5L/C7xcLlWcAjW5wbwMH5fuxyMhvhuIk3X5+frz22msARERE8Oqrr7J48WK++OILTp48ycmTJ/nxxx8ZM2YMP/74Y7HtfvLJJ7Rubf8/WF5//XX69+/PmDFjOHbsGL169SI+Pp7y5cvz2muvcfToUY4ePWrWr1Klip3UulWrVjz66KPArUm6169fT9WqVRERQkND2bBhAwMHDgSKl5KDkShl8uTJRfxzcHNScWeC8vDwcK5evcr7779f7LfUaDQajUaj0ZRu9MxbCbAIq7sXKhunlPpCKXXUyX2tlVIRN/msGUqp4vxqt4RSqp9F0F2glGpd6NoLFtn2z7bvp5TqYSk7pZSaYlPeUCn1o6V8nVX6fSMcSbqrVv2vIzwrK8vcBxYZGcmwYcNQStG2bVvS09M5f/78zbyzmTb/8uXLeHp6AlCpUiUeeOABypcv7/De2NhYLly4YO5BuxVJt/W98vLyyMnJsdvfVpyUHIyBVt++fYuIs29WKm5LYUF5ly5dqFKlitN7NBqNRqPRaDSlFz14KxlrgIGFygYCM53dJCL7ReS5361XJeMo8Ciw27bQsgzyCSALyAe2WCTim4AFQE8MpcAgmyWTs4A5ItIESAMepwQ4knTDf5f/ffLJJ6bzzZEAuzhGjBhBYGAgr732mjUDJjNmzGDVqlV4eXnRq1cv5s2bV5JuAkZCkQEDBhSb6KQkkm4r3bt3p3bt2lSpUoXQ0FAAh1LypKQkNm3axJgxY+zK/xepeGERuEaj0Wg0Go3G9dGDt5LxKdDbOtOklGoAeAKJzm5SSj2olPq35fcMpdQypVSUUuoXpdRzNvWmWma6/gM0sylvrJTappQ6oJT6RinV3FIeqZQaZvn9lFLqE0d9EJHjIlJcxpBHgA9FpKWI+AJRwBjgLeCUiPwiIjnAWuARZYxmOlu+BcBKSiDohuIl3W+++SYAb7zxBomJiQwZMoT58+eXpDmTTz75hCNHjvDNN9/wzTff8PHHHwPGjNPw4cM5e/YsW7duZejQoRQUFJSozbVr19rNVlkpqaTbyvbt2zl//jzZ2dns3LmTq1evOpSSjxs3jlmzZuHmZv+v4/8iFS8sAtdoNBqNRqPRuD56z1sJEJFUS5bFnkAkxqzbeuBmU3U2B0KAKsDPSqlFQIClvSCMeBwEDljqfwCMFpGTSqk2GILtzhgC7O+UUnHABKDtLbxWXeAHm3Nb4XZiofI2QA0gXUTyiqlvR0kk3atXr6ZLly7mPY0aNWLKlCmEhISglGL79u3k5RmPOnnyJAkJCWRmZhZ5llVGHRwczKZNm6hXrx4RERG89dZbpiwyPT2dyMhIqlevDsCJEydISkoqIpM8deoUGRkZZGRk2F27GUl34Ta9vb1ZuHAhiYmJxMbGFisl//bbb/nmm2/MdiMjIzlx4gRRUVG3JBWH4kXgANHR0aSkpBQp13JN10DHyTXQcXINdJxcAx0n10DH6Q/kzxbNucoBDAHWWH5HA62ABsBRJ/c8iEVijZHhcarNteMYnrRxwKs25bOBiUBl4JrlWdbjuE29wUAe8FAJ+x+Fkfbfej4feMzmfCkQajmW2JQPtdStiTEjZy2/x9m7Ww9nkm5b8XVERIT07dtXRET+/e9/S48ePaSgoED27Nkj9957rxQmNzfXlHrn5ORI3759ZdGiRSIi0qNHD1m+fLmIiBw7dkw8PDzspNiOBN2TJ0+W6dOn25XdrKQ7IyNDzp07Z/axf//+Mm/evCLPKk5KLiISFhYmGzZsKFJeUqm4iHNB+ddffy29e/cutlxT+tFxcg10nFwDHSfXQMfJNSgtcUJLujU2RAJzlFLBQEUROWBZPnkzZNv8zsf5zKcbxkxXoIPr/kAKxvLNWyEJYwBmxVa4XVx5ClBNKVVWjNm3Egu6oXhJ96hRo/j5559xc3Ojfv36LF68GIBevXqxdetWmjRpQsWKFe0k14GBgURHR5OdnU337t3Jzc0lPz+fv/3tbzzxxBOAkYr/iSeeYM6cOSilWLFihbmHrUGDBly5coWcnBw2b97Ml19+aUqs169fb2oFrNyspDs5OZmHH36Y7OxsCgoKCAkJYfTo0SX9TCXGkVQcHAvKO3TowIkTJ8jMzMTLy4ulS5fSvXv3YlrXaDQajUaj0ZRGtKT7JlBKrcPYkxYpIi9bBm//FpFiU+crpR4EJorI35VSM4BMEXnHcu0o8HfAHViBsTTRumzyfRF5Ryn1PUaCkA2WPWcBInJYKXUfxpLKXsAuoJuIxN2g71GWvuy3nPsBq4H7MAaAO4CmgAJigS4Yg7N9wGARiVFKbQA2ishapdRi4CcRWejsuVrS7RqUFrmmxjk6Tq6BjpNroOPkGug4uQalJU5a0q0pzBqgpeXvb4KIHATWYSyL3Ah8Y3N5CPC4UuowEIOROORO4ENgpIicw9jztkwVlx4RUEr1UUqdBdoBnyultlueG4Oxb+8YsA14RkTyLbNqY4HtGEs711vqAkwG/qmUOoWxB25pSd+zOEl3amoqXbt2pWnTpnTt2pW0tDQA0tLS6NOnDwEBAdx33312TrZC346pU6fi7e2Nj48PERGGlSEqKoq77rrLlFXbJgkZOXIktWvXpkUL+/G2o768/fbbZjstWrSgTJkypKamAoZTzc/PjxYtWjBo0CCuX78OwJAhQ2jWrBktWrRg5MiR5ObmAkaClYCAAPz9/Wnfvj2HDx82n//ee+/RokUL/Pz8mDt3rll++PBh2rVrh7+/Pw899JCpQIiPj6dChQpm32xn9xzJy8GYXfT19cXPz4/BgweXNHwajUaj0Wg0mtLAn71uUx9/7cO6523YsGHy4YcfiohIdna2pKWlSXh4uMycOVNERGbOnCmTJk0SEZGJEyfKjBkzRMTYv9W5c2cpjmXLlsnQoUMlPz9fRESSk5NFxPG+LhGRXbt2yYEDB8TPz8+u3FFfbNmyZYuEhISIiMjZs2elQYMGcvXqVRER6devn7nP7vPPP5eCggIpKCiQgQMHysKFC0VE5LvvvpPU1FQREdm6davcd999IiJy5MgR8fPzk6ysLMnNzZUuXbrIyZMnRUSkdevWEhUVJSIiS5culZdeeklEROLi4oq8g5VOnTrJvn37ipTHxsZKYGCg2Qfr97J+M03pR8fJNdBxcg10nFwDHSfXoLTEidtgz5ueefuDUEplWv42cAGx9wylVJLF+xatlOplc61YsbczHEm6IyMjCQsLAyAsLIzNmzcDcOzYMdNP1rx5c+Lj40lOTi7S7qJFi5g+fbqZYr+w4Lo4OnbsiLu7e5FyR32xpbD0Oi8vz8wCefXqVVMG3qtXL5RSKKW47777TLF3+/btzYyXtsLv48eP06ZNGypWrEjZsmXp1KkT//rXvwBDGt6xY0cAunbtysaNG2/4jo748MMPeeaZZ8w+lOR7aTQajUaj0WhKD3rw9huglOpuM9CxHptupS25dbF3n2L6MOJW+mBhjogEWo6tYIq9BwJ+QA9goVLqhiIxR5Lu5ORkPDw8ALj77rvNAVrLli3NwcvevXtJSEgwBzq2nD59mnXr1tG6dWt69uxpagMA9uzZQ8uWLenZsycxMTFF7i2Mo75YuXr1Ktu2baNv374A1K1bl4kTJ1KvXj08PDy466676Natm909ubm5fPzxx/To0aPI82yF3y1atOCbb74hJSWFq1evsnXrVhITDVuDn58fkZGRAGzYsMEst37XoKAgOnXqZKoGrBQnL4+NjSU2Npb777+ftm3bsm3btht+F41Go9FoNBpN6UEP3n4DRGS7zUDHevS5lbb+B7H3JjEyU/YFfsXIZjnyVsTeTngEWCsi2WIkSDmFkfDEKc4k3TbvY2ZHnDJlCunp6QQGBjJv3jyCgoKKlU1nZ2dTvnx59u/fzxNPPMHIkSMBw/mWkJDA4cOHefbZZ/nHP0rkEi+2L1Y+++wz7r//fnPWLi0tjcjISOLi4jh37hxZWVmsWrXK7p6nn36ajh070qFDB7vyr7/+mqVLlzJr1iwAfHx8mDx5Mt26daNHjx4EBgaa77ts2TIWLlxIq1atyMjI4I477gDAw8ODM2fOcOjQIWbPns3gwYPN/XCO5OV5eXmcPHmSqKgo1qxZwxNPPEF6evpNfRuNRqPRaDQazZ+HVgWUfv4ssfdYy2BvPzBBRNJwLvY2Kamku2rVqmzcuJEaNWqQkpJClSpVTMFjWFgYYWFhiAiDBg0iKSmpyEDD3d0dT09PoqKiqF69OocOHSoiiKxYsSIZGRlERkZy1113AfDrr7+SlZVlV9dZXwDmz59Pp06dzLKoqCjKly9vzur5+PiwYcMGvLy8AFi5ciUnT57k1VdftWvn9OnTTJ8+nTfffJMjR46Y5Y0bN+bdd98FjOWNtWrVMu978cUXAUhMTKR27drFSjBr1KjBmjVrTAl4cfJyNzc3vL29+e6777DGZu3atTRv3lzLNV0EHSfXQMfJNdBxcg10nFwDHac/kD97093tcmBoAsAFxN5AHaAMxszsG8AyS3mxYm9nbTmTdE+cONEuSUh4eLiIiKSlpUl2draIiHzwwQcydOhQKY7JkyfL0qVLRcTYKNu6dWsRETl//rwpqP7xxx/lnnvusRNWF5fsw1FfRETS09OlevXqkpmZaZb98MMP4uvrK1lZWVJQUCDDhg2TiIgIERH58MMPpV27dmYyEysJCQnSuHFj+e6774q8izV5SEJCgjRr1kzS0tLsyvPz82Xo0KHm+164cEHy8vJEROT06dPi6ekpKSkpTuXlX3zxhQwbNkxERC5evCheXl5y6dIl8/tpSj86Tq6BjpNroOPkGug4uQalJU7cBglL9Mxb6ecPF3uLiLnhSyn1IfBvy6kzsbdTipN0FxQU0L9/f5YuXUr9+vVZv349YCTwCAsLQymFn58fS5f+10jQq1cvlixZgqenJ1OmTGHIkCHMmTOHypUrs2TJEgA+/fRTFi1aRNmyZalQoQJr1641l0EOGjSIqKgoLl26hJeXF6+88gqPP/44U6ZMKbYvAJs2baJbt25UqlTJLGvTpg2hoaEEBwdTtmxZgoKCePLJJwEYPXo09evXp127dgA8+uijTJ8+nVdffZWUlBSefvppAMqWLcv+/fsB6Nu3LykpKZQrV44FCxZQrVo1wEiSsmDBArOdESOMbYy7d+9m+vTplCtXDjc3NxYvXoy7uztZWVkO5eXdu3c3peRlypTh7bffpkaNGiUJn0aj0Wg0Go2mFKAl3X8QSqlMEansCmJvpZSHiJy3/B4PtBGRgY7E3iKS7+i9taTbNSgtck2Nc3ScXAMdJ9dAx8k10HFyDUpLnLSkW1Mqkd9Z7A28pZQ6opT6CWO/3XjLc4sVe5ekzw0aNMDf35/AwEBatzb+ndqwYQN+fn64ubmZM1BWZs6cSZMmTWjWrBnbt28vts24uDjatGlDkyZNGDBgADk5OQAkJCTQpUsXAgICePDBB81MldHR0bRr1w4/Pz8CAgJYt26d2ZZI8cJvR2LtxMREQkJCTOH1e++9Z7blSKxt5cyZM1SuXJl33nnH6fcBmDFjBnXr1jWF21u3bgUgJyeHESNG4O/vT8uWLe3Wmefk5PDkk0/i7e1N8+bNTb3A7Nmz8fX1JSAggC5dupCQkHCjsGk0Go1Go9FoShN/9rpNffy1D+uet/r165t7sawcO3ZMTpw4UUQqHRMTIwEBAXL9+nX55ZdfpFGjRub+Llv69esna9asERGRp556ypRhh4aGyooVK0REZMeOHfLYY4+JiMjPP/8ssbGxIiKSlJQkd999t7m3zJHw25FY+9y5c3LgwAEREbly5Yo0bdpUYmJiRMSxWNtK3759JTQ0VN5++22zrLjvI2LsD7StZ2X+/PkyfPhws6/BwcFm36dPny5Tp04VEWOvnLXdnTt3SlZWloiILFy4UPr372+2V1rWqmuco+PkGug4uQY6Tq6BjpNrUFrixG2w503PvP0GFCfgtk357+Ceh5VSU27yOSuUUqH/W2+LtBdn44ULtJQrpVSERcb9k1Iq2OaeMKXUScsR9r8838fHx8yOaEtkZCQDBw7kzjvvpGHDhjRp0oS9e/fa1RERdu7cSWio8TkcSb5DQkJMT5q3tzdNmzYFwNPTk9q1a3Px4kXAsfDbkVjbw8OD4GDjs1SpUgUfHx+Skoztf87E2ps3b6Zhw4b4+fnd+ocr9I61a9emWrVq5uzlsmXLeOGFFwBwc3OjZs2a5reoWLFikXfRaDQajUaj0bgGevD255ENDPwtxN7/A20Kna+wiL17Ak0tx5PAIgCllDvwsuW++4CXlVLVS/IgpRTdunWjVatWfPDBB07rJiUlcc89/82L4uXlZQ6MrKSkpFCtWjXKli1bpI6t5HvTpk1kZGSQkpJid//evXvJycmhcePGgHPhtxVbsbYt8fHxHDp0iDZtjM/pSKydmZnJrFmzePnll2/q+8yfP5+AgABGjhxJWlqa+Y5btmwhLy+PuLg4Dhw4QGJioqlTmDZtGsHBwfTr16+IcNzZu2g0Go1Go9FoSi968Pbn4QF8K0ZmyGhgN1DHIuMOBXMGbL5S6phS6nOgtvVmpVQrpdQupdQBpdR2pZSHUqqsUmqfJekJSqmZSqk3nPThRyBc7OXiyzFk3B9ZZqB/AKoppTyA7sBXIpIqhvftK6BHSV7222+/5eDBg3zxxRcsWLCA3bt33+TnKjnvvPMOu3btIigoiF27dlG3bl07yff58+cZOnQoy5cvN2faHAm/rRQWa1vJzMykb9++zJ07l6pVqwKOxdozZsxg/PjxVK5cuUifHX2fMWPGcPr0aaKjo/Hw8GDChAkAjBw5Ei8vL1q3bs24ceNo3749ZcqUIS8vj7Nnz9K+fXsOHjxIu3btmDhxot2zVq1axf79+wkPD/9fPrNGo9FoNBqN5g9GqwJKDx7AAxhS7i3Ap0AfoBlGiv86GIlClimlygHzgEdE5KJSagDwhoiMVEoNBz5VSj2LMbAqPLtWmDeUUtMxMkdOEZFsDPF2ok0dq4zbUbkdhSXd1mQa1tmsoKAg1qxZQ0FBAQDp6ekcOHCAzMxMwBhI7dq1yxRe//TTTwQHB9sl5RARLl68yI4dOyhTpgwxMTFUqFDBrPPcc88BcO3aNVavXk10dDQAWVlZjB8/niFDhnD9+nWzvjPhtyOxdl5eHi+88AJt2rTB3d3drn/FibW//PJLVq1axXPPPUdmZiZubm4kJibSp08fp9/Hir+/P6tXrzaf88gjj/DII48AMHbsWNLT0zly5Ajly5c3++Pl5UVERIR5z4EDB4iIiGDu3Lns2bPHjwKI9gAAIABJREFUbFvLNV0DHSfXQMfJNdBxcg10nFwDHac/kD97091f4aAYATc2sm0H9wwH5lt+rwCG2FzLsPydi5Eh0lr+LyAUaAFc4b8i7iPAlzb1XgSuA0E36LcHoIA7gZXAdEv5v4EHbOrtAFpjiMBfsimfhqE1cPgMb29vyczMlCtXroiISGZmprRr106++OILsVI4YcnRo0ftEpY0bNiw2IQloaGhdglLFixYICKGgNqavOPFF1+UadOmiYhIdna2dO7cWebMmVOkLUfCb0di7YKCAhk6dKg8//zzRdpyJNa2xTYRibPvc+7cOfOe2bNny4ABA0REJCsry5SGf/nll9KhQwez3oABA2THjh0iIrJ8+XIJDQ0VEZGDBw9Ko0aNzKQttpSWjcYa5+g4uQY6Tq6BjpNroOPkGpSWOHEbJCzRM2+lB1sZt6MU/rbXY0SknYPr/kA6Nsssi0MsLjcgWym1HGNwBo5l3EkYg1Lb8qgb9JXk5GRzdikvL4/BgwfTo0cPNm3axLPPPsvFixfp3bs3gYGBbN++HT8/P/r374+vry9ly5ZlwYIF5rJHW0n3rFmzGDhwIC+99BJBQUE8/vjjgOEaeeGFF1BK0bFjR1NyvX79enbv3k1KSgorVqwAYMWKFQQGBjoUfjsSa3/33Xd8/PHHZnp/gP/7v/+jV69eDsXaN/t9ACZNmkR0dDRKKRo0aMD7778PwIULF+jevTtubm7UrVuXjz/+2Gxv1qxZDB06lHHjxlGrVi2WL18OQHh4OJmZmfTr1w+AevXqsWXLlhuFT6PRaDQajUZTStCS7t+A4gTctrJtB/cMB1qLyFil1ArLfZ8Wau9R4CkMsXZtjGWTT2AsqzwGDBWRPZZllN4iEmNzz7MYM2j3iUi6gz54iMh5i+9tDnBdRKYopXoDYy3PbQNEiMh9loQlBwBr9smDQCsRSXX0bbSk2zUoLXJNjXN0nFwDHSfXQMfJNdBxcg1KS5xuB0m3nnkr3WwCOmMsi4wFdgGISI4lqUmEUuoujDjOVUolA28CXUQkUSk1H3gPcJTS/xOlVC2MmbxoYLSlfCvGwO0UcBUYYXluqlLqNWCfpd6rzgZuGo1Go9FoNBqN5rdDZ5v8DRCRypa/8SLSwvI7ytGsm+X6ChEZa/k93DrrVqg9EZGxIuIrIv+wHJ9arkWLSEcRaSkifiLyoYhcEhFvEUm01IkQEYcuNhHpLCL+ItJCRB4TkUyb5z4jIo0t1/fb3LNMRJpYjuU3853y8/MJCgri7383Psvw4cNp2LAhgYGBBAYGmklFLl++zEMPPUTLli3x8/Mzl/0VZt26dQQEBODn58fkyZPN8t27dxMcHEzZsmX59NNP7e45c+YM3bp1w8fHB19fX+Lj4wHYsWMHwcHBBAYG8sADD3Dq1CmzfkhICEFBQQQEBLB161azrZ9++ol27drh5+eHv78/169fB6BHjx5m30ePHk1+fj4AqampdO3alaZNm9K1a1cz7b+Vffv22fU5OjrabD8gIIB169aZdePi4mjTpg1NmjRhwIAB5OTkOO3vV199RatWrfD396dVq1bs3LmzpGHTaDQajUaj0ZQS9ODtBiil7rGIrN0t59Ut5w2UUkeVUhWVUilKqaqF7ttsyQJZXJu3paD7vffew8fHx67s7bffJjo6mujoaHPv2IIFC/D19eXw4cNERUUxYcIEc3BiJSUlhfDwcHbs2EFMTAy//vorO3bsAIy9XCtWrGDw4MFF+jBs2DDCw8M5fvw4e/fuNWXcY8aM4ZNPPiE6OprBgwfz+uuvA/D666/Tv39/Dh06xNq1a829b3l5eTz22GMsXryYmJgYoqKiKFeuHGDsrTt8+DBHjx7l4sWLbNiwAYA333yTLl26cPLkSbp06cKbb75p9is/P5/JkyfTrVs3s6xixYp89NFHxMTEsG3bNsaNG2d63CZPnsz48eM5deoU1atXZ+nSpU77W7NmTT777DOOHDnCypUrGTp06M2GT6PRaDQajUbzJ6MHbzfAMou1CGM5Ipa/H9hcvwpsx0jrD4BlKeMDwGdKqRGFRNzRQHcR+e9/uf/OKKU2FdMHT+wdb9GW6r+5oBvg7NmzfP7554waNaok/SUjIwMRITMzE3d3d1PGbeWXX36hadOm1KpVC4C//e1vbNy4EYAGDRoQEBBgOtysHDt2jLy8PLp27QpA5cqVqVixovnMK1euAMbMn6enp9PyL7/8koCAAFq2bAlAjRo1zKQqVt9bXl4eOTk5GFsKITIykrAwY8wbFhbG5s2bzb7NmzePvn37moNJAG9vb5o2bQqAp6cntWvX5uLFi4gIO3fuJDQ0tEhbjvobFBRk/vbz8+PatWtkZ9vmyNFoNBqNRqPRlHb04K1kzAHaKqXGYQzK3il0fQ0w0Oa8D7BdRK6KyHKxl2AHAvss+9GsM2ARSqnvfy9Bt4j0KaYP5xy8628u6AYYN24cb731VpEB1dSpUwkICGD8+PHmYGLs2LEcP34cT09P/P39ee+994rc16RJE37++Wfi4+PJy8tj8+bNJCYm4ozY2FiqVavGo48+SlBQEOHh4eaSxiVLltCrVy+8vLz4+OOPmTLFmBidMWMGq1atwsvLi169ejFv3jyzLaUU3bt3Jzg4mLfeesvuWd27d6d27dpUqVLFHGQlJyfj4eEBwN13301ycjIASUlJbNq0iTFjxjjs+969e8nJyaFx48akpKRQrVo1c0Dr5eVFUlKS0/7asnHjRoKDg7nzzjudfi+NRqPRaDQaTelCJywpASKSq5QKB7YB3SzntlW2A0uUUjVEJAVjIDf/Jh7xlxF0Q1FJ98yZM8nNzSUjI4Po6GhSUlKIiorioYceIiwsjNzcXN59911Gjx5NWFgYu3btombNmqxevZpz584xatQolixZQqVKleye8/TTT9OzZ0/c3Nzw8/MjLS3NThD566+/EhMTQ82aNQHMZZgffPABderU4ZVXXmHKlCn07t2b6dOn89prr+Hr68vatWsZNGgQ4eHhrF+/ng4dOtC/f39iYmLo27cvy5Yt4+eff+Y///kPixcv5s4772TChAmUKVOGVq1aAfDCCy+Qk5PD66+/zpw5c2jdujV5eXl2/cvPzycqKooZM2YwYMAAdu/eXaTPYCwRHT9+PFOmTGH37t1cvnyZa9eumW1duHCBrKwsoqKiHPbXOviNi4vjpZde4q233rLri5ZrugY6Tq6BjpNroOPkGug4uQY6Tn8gf7RYzlUPDGH2OWC85bwBFiG35fxDjBT9NYFkoJyTtoZzGwi6RQxJ95QpU6Ru3bpSv359qVOnjlSoUEGGDBkitnz99dfSu3dvERHp1auX7N6927wWEhIiP/74ozjj/fffl/DwcLuysLAw2bBhg3m+Z88e6dixo3n+0UcfydNPPy0XLlyQRo0ameUJCQni4+MjIiK+vr5y5swZ81rDhg0lOTlZ1qxZI8OGDTPLX331VXnrrbeK9GvlypXyzDPPiIiIt7e3Kd0+d+6ceHt7i4hIgwYNpH79+lK/fn2pVKmS1KpVSzZt2iQiIpcvX5agoCC79ygoKJAaNWpIbm6uiIh8//330q1bN6f9FRFJTEyUpk2byrffflukn6VFrqlxjo6Ta6Dj5BroOLkGOk6uQWmJE7eBpFsvmywBlmQeXYG2wHjLMsLCWJdOhgKRIpJ7E4+4FUG3dQmkv4h0s7leYkG35Z/zbGA5xj42cC7oLq78hsycOZOzZ88SHx/P2rVr6dy5M6tWreL8+fPWvrB582ZatGgBGAlHrMlHkpOT+fnnn2nUqFGRdi9cuABAWloaCxcuvOF+unvvvZf09HQuXrwIwM6dO/H19aV69epcvnyZ2NhYwMjMaE2sYtuX48ePc/36dWrVqkX37t05cuQIV69eJS8vj127duHr60tmZqb5Xnl5eXz++ec0b94cgIcffpiVK1cCsHLlSh555BHAmA2Lj48nPj6e0NBQFi5cyD/+8Q9ycnLo06cPw4YNM5degrGvLSQkxMxKaduWo/6mp6fTu3dv3nzzTe6///6ShE2j0Wg0Go1GU9r4s0ePpf3AGCztAbpazp8FPqHozJsbxlLCI0DIDdocjv3MW6jNtUzL30cxlmOWwZglS8MYGN6B4V9rZ6lXDvArdI83hheumpM+eNi831zgTct5b+ALS3lbYK+l3B2IA6pbjjjA/Ubfzzq7ZMV2hi0kJERatGghfn5+MmTIEMnIyBARkaSkJOnatat57eOPPzbvb9mypfl74MCB4uPjIz4+PrJmzRqzfO/evVL3/9k79/CarrzxfxapEpRoaUPcQyQnkggjKHWrey9vUZd6NRTVDm1RSl9FfzWqtKpCyhRFSxN1qWD0iqiaFkE0EsQtiLRK0Eoi9+/vj3POdk5yzkkY0+a06/M8+8nea6+99lrnO+aZNWvt76dOHfH09JQaNWpIQECAce+rr76S5s2bS2BgoISHh0tOTo6IiGzcuFECAwMlKChIOnbsKKdOnRIRkcTERGnXrp0EBQVJcHCwfPnll0ZbH3/8sQQEBIjJZDJW/X7++Wdp1aqVNG/eXEwmk4wdO9ZYIbt8+bJ06dJFfH19pWvXrpKeni5FsV0t/Pjjj8XDw0OCg4ON49ChQyIicurUKfnb3/4mjRs3lv79+0t2drbL/s6cOVM8PT3t2rKuyFnjoin76Di5BzpO7oGOk3ug4+QelJU48RdYeVPmcWqcYfl+q6uIDLRcl8csqR4PRIrF62a59x4wAPARkUIXbQ4DWonIWKXUSmCrWPxtSqkMEamizB/VLcQs6U62PLpaRNZbVgIjAEPQjVno/W9uCrpfBFqKE8+bUmoHYCfoFpEMy3sXYf5mLgsYLhbPm1LqGczbMsH8nV2Jnjc/Pz85fvx4SdU0fzCxsbF06tTpj+6GpgR0nNwDHSf3QMfJPdBxcg/KSpyUUgdEpNUf3Y//JnrbZAmIyAfWiZvlukBEQkVkl+3EzXJvnIjUdjVxs9RbKX8xQTcUl3QPGTIEPz8/AgMDeeaZZ8jLu7nTNDY2lpCQEEwmEx07dnTY3q2KqsGxWDsrK4s+ffrQrFkzTCaTkWnSlg0bNqCUIi7O/HOkp6fTuXNnqlSpwtixY416169fN6TjISEh3HfffYwbN67EflnvV6lShXfeuZnMdMGCBQQGBmIymXjvvfeM8nXr1mEymShXrpzRJ4CUlBQqVapkvP+5554z7nXq1Ak/Pz/jnnXbqUaj0Wg0Go3GPdCTN83vRlFJ95AhQzh27BgJCQncuHGDZcuWAXDt2jX+/ve/s3nzZhITEw3JdVFuVVTtSqw9ceJEjh07xqFDh9izZw+ff/658Z7r16+zYMECwsJuJu+sWLEiM2fOtJtoAVStWtWQjsfHx1O/fn369u3rsl9WJkyYQK9evYzrI0eOsHTpUvbt28fhw4fZunUrJ0+eBCAwMJCNGzfy0EMPFftdGjdubLx/yZIldvesIvL4+Hg7p5xGo9FoNBqNpuyjJ2+3iFKqrlLqjEVajVLKy3LdwEHd8Uqpa0UE2ZEltD/M6oC7Q/39VimVpZQSSz/jlVI9LPfClVInLEe4zTMtlVIJSqmTFgedspTXUEp9ban/9X8q6e7duzdKKZRStG7dmtTUVAA++eQT+vbtS7169QAcTjJEbl1U7Uys7enpSefOnQGoUKECoaGhRl8Apk2bxuTJk6lYsaJRVrlyZdq3b29XVpTk5GR++eUXOnTo4LJfAJs2baJhw4aYTCaj7OjRo4SFheHp6YmHhwcdO3Zk48aNAPj7++Pn5+f03RqNRqPRaDSaPx968naLWLYlLgbeshS9BXwgIikO6s4XkepiL8ge8zt2F+BpzIlHPgYmWfrwpWXyOQOzC641MMNmMrYYGAU0sRxWGfcUYLuINMHihittJ5xJugHy8vL4+OOP6dnT/Jrk5GSuXr1Kp06daNmyJR999FGxZ25HVF2SWBvMq35btmyha9euABw8eJDz58/Tp0+f0g7VIDo6moEDB2J1AjrrV0ZGBnPmzGHGjBl2zwcGBrJ7927S09PJyspi27ZtJYrIwbydtEWLFnTs2JHdu3fb3Rs+fDghISHMnDnTmrhGo9FoNBqNRuMmaEn37TEfOKCUGodZrj3WUSXLatxWEQm0JCl5DPAEGgOficgrlnrDgVeBnzAnJ8mxlNcElgD1LE2OE5E9SqkFQLqIvGFZRZsKdHL0rZ11UqmUKnqvB/C1iFyx3P8a6KmUigXuEZEfLOUfAf+DOQPl40Any/OrgFhgsoNxl0rSbeWdd96hUaNGhrT67NmzHD9+nHnz5pGbm8uYMWNQSlG37k1Twe2IqksSaxcUFPB///d/9O7dm3PnzpGSksKECROYMmUKsbGxXLt2jQMHDpCRkWH049ixY1y4cMGhmPLDDz/k1VdfNe4569c///lPunfvTlxcnPHNmvWZxx9/nLZt21KpUiUaNGjATz/9ZPeuon3Kzc3lk08+oVq1ahw/fpx+/fqxYsUKKleuzJgxY6hZsyZZWVnMmDGDrKwsevToAWi5prug4+Qe6Di5BzpO7oGOk3ug4/Q78kenu3TXA/PkR7AoBJzUaYBFJ4BZD3Aac4bIisBZzN40b+Ac5syPFYA93NQIfIJFmI15AnfUcu4JJAKdgeNA41L0dyX2SgKH0m3MQu5vbMo7YJ6AAlyzKVe2186OkiTdr7/+ujz++ONSUFAgVmbPni3Tp083rp955hn59NNPxZbbEVWXJNYePny4vPDCC8b1tWvX5N577zUE2nfffbd4e3vL/v37jTorVqwwJNy2xMfHS5MmTezKnPWrffv2xjuqVasmXl5esnDhwmJtvvrqqxIZGWlX1rFjR7v+FMXZ/aL9LispfjWu0XFyD3Sc3AMdJ/dAx8k9KCtx4i+gCtDbJm+fXphXygJLqmjDdhH5VUSygSSgPuZti7EicklEcoG1NvUfBhYppeKBzcA9SqkqIpKFeVvj15gneqfuwHhuCcs/kFLtu3Mm6V62bBlffvklUVFRdtspH3/8cb777jvy8/PJyspi7969dolO4PZE1c7E2gCvvfYav/76q11Gx2rVqnH58mVDoN2mTRs2b95Mq1YlZ6CNiopi8ODBdmXO+rV7927jHePGjeP//u//jAyW1oyQ586dY+PGjTz11FMu33vp0iUKCgoAOH36NCdOnKBRo0bk5+dz+fJlwLxNdevWrYYUXaPRaDQajUbjHujJ221g8ax1w/wt2XillHcpH82xOS+g5G2r5YA2cvN7uTpiSekPNAfSgdrOH3fJBcwrf1Z8LGUXLOdFywEuWsdq+fsf5Zp/7rnnuHjxIm3btiUkJIQ33ngDMCfj6NmzJ0FBQbRu3ZqRI0caE43evXuTlpYGwJw5c3j33Xfx9fUlPT2dESNGADBv3jyWLl1KcHAwgwcPZuXKlSil8PLyYsKECfztb38jJCSE0NBQ+vTpQ2pqKrNmzSIpKYnQ0FBCQkKMzJeuaNCgARMmTGDlypX4+PiQlJRk3Pv000+LTd6c9csV/fr1IyAggEcffZTIyEiqV68OwGeffYaPjw/ff/89ffr0MbY/fvvttwQFBRESEkL//v1ZsmQJNWrUICcnhx49ehj36tSpw6hRo0oTJo1Go9FoNBpNGUFLum8RS+bFfwPTReRrpdQLmCdYQxzUbYD9N2+txOJ3U0ptBd7BvO3xByAU+A3YARwWs8D7E+CQiLxteSZEROKVUvUxr7p1ArYBo0Vkbwn9Xom9DLwGcMDyXoCDmKXeV5RS+4AXgb2W9heKyDal1NuYv7V7Syk1Baghlu/2nKEl3e5BWZFralyj4+Qe6Di5BzpO7oGOk3tQVuKkJd0aR4wCzonI15br9wF/pZRjk3QJiMhPwOvA98A3mCdRVl4EWimlflRKJQHPWSaPy4GJIpIGjACWKaUc5qxXSv1NKZUKPAn8UymVaHnvFWAmsN9yvGEpA/g7sAw4CZzCnKwEzJk1uymlTmDe0vkWt0BRSfftSLZtmT9/PiaTicDAQAYPHkx2djYAixYtwtfXF6WUsVUQzP/FUq1aNUNSbV3pO378uJ1Y+5577jG2T06bNs1Yrerevbux6mdl//79eHh4GNs3AcqXL2+09dhjjxnlI0aMIDg4mKCgIPr372+X+OTTTz8lICAAk8lkbI3cuXOnXb8qVqxo6BC2b99urBK2b9/e8L8tWbKE5s2bG+XW1UBn8m6rVHzkyJHFpOIajUaj0Wg0mjLGH/3RnT7+3EfTpk3Fyrx582Tw4MHSp08fERF58sknJSoqSkRERo8eLe+//76IiIwaNco4T0xMlPr160tRUlNTpUGDBpKVlWW0tWLFChEROXjwoJw5c0bq168vly5dMp7ZuXOn8W5n5Ofny/333y8pKSkiIvLrr78a9xYsWCCjR4+2q9u5c2fp1auXrFu3ziivXLmyw7Zt2xo/frzMnj1bRESSk5MlJCRErly5IiIiFy9eLPZsenq6eHl5SWZmpoiINGnSRJKSkkREJDIyUsLDw4u9IyYmRnr06CEiImfOnBGTyeR03NYPjUNDQ2XXrl1O62n+WMrKB+Ea1+g4uQc6Tu6BjpN7UFbihE5YoinrKKV2WqXbNmXjlFKfK6WOuHjuXsuzGUWl4L+HpFvk1iXbRcnPz+fGjRtGYhNrvRYtWtCgQYPSds2O7du307hxY+rXrw/APffcY9zLzMy0+0Zt4cKF9OvXz6FE3BHWtkSEGzduGG0tXbqUMWPG4OVl/jkdtbd+/Xp69eqFp6cn4Pw3ctXfkigqFddoNBqNRqPRlC305O0OoJRqrpSKL3K4/AbtDhIFDFJKTbW+G5gF+GLWDzgjm5t6gKL81yXdtyPZtqVOnTpMnDiRevXq4e3tTbVq1ejevXuJ/fj+++8JDg6mV69eJCYmFrsfHR1dLNHI1KlTqVu3LmvWrDG2Wl64cIHPPvuM559/vlgb2dnZtGrVijZt2hgTUivDhw/ngQce4NixY7zwwguAedKUnJzMgw8+SJs2bfjiiy9K7NeyZcvo3bs3Pj4+fPzxx0yZcjMUkZGRNG7cmFdeeYWIiAij3JW82/oOW6m4RqPRaDQajaZsoSdvdwARSZCbGSGtR9jv9Pr1QB/gbREJwSzUTge6A5ecPSQimSLyHeZJnIEli+Q9IvKDZfnZKukGs6R7leV8lU25S7Zu3UqtWrUMGXZJREVFMWzYMFJTU9m2bRtDhw6lsNDeMX716lViYmI4c+YMaWlpZGZmsnr1apfthoaGcvbsWQ4fPswLL7zA//yPffdzc3PZvHkzTz75pF35rFmzOH/+PEOGDGHRIvMi5bhx45gzZ46d4sDK2bNniYuL45NPPmHcuHGcOnXT5LBixQrS0tLw9/dn7VqzFSI/P58TJ04QGxtLVFQUo0aN4tq1a8YzP/30EwkJCUZGSTB/77dt2zZSU1MZPnw4EyZMMO6NGTOGU6dOMWfOHP7xj38A4O3tzblz5zh06BDvvvsuTz31lLFyZ8XRxFWj0Wg0Go1GU3YoKVW9powjN7ND9gJigEHAp5TSweaAOkCqzXWqpQzgfjEnWAH4GbjfUQNKqWeBZwFq1qxJVFQUX331FRs3biQ3N5esrCwGDRrEpUuX2L59O+XLlycxMZFKlSoRGxtLREQEc+fOJTY2FoBr164RExNjbCsEc/KRihUrGqtn/v7+rFu3Dh+fm5aD7Oxs9uzZQ7Vq1Yr10dPTk+vXrxMTE2Pc/+6772jYsCFHjx7l6NGjxZ5p1KgRU6ZMoXPnznz33XfG6tWvv/5KTEwMx44do3379gCcOHECgGbNmrF69Wo6drTPZ+Pn58cHH3xAw4YNKVeuHE2bNmXPnj1Yf7Po6GiaNWsGmLdMhoWFGfevXbvG3r17uXHjBrGxsdSrV4/IyEjj97LywAMPsGHDBoYPH15sLPfeey9RUVH4+fkBkJCQwPXr17l+/XqxdjRlh4yMDB0fN0DHyT3QcXIPdJzcAx2n35E/+qM7ffznBzAEiLKcxwMtgQbAkVI8Owyz6Nt63Qr4xua6A2bFAMC1Is9eLal924QlIvZJQ/r372+XsCQyMlJERHr27GkkH0lKShJvb28pLCy0a+eHH36QgIAAyczMlMLCQnn66aclIiLCrk7RhCU//fST0c7evXulbt26du0OHDhQPvzwQ7s2kpOTjfOIiAjp16+fFCU8PNxIWHLlyhXJzs4WEZFLly6Jr6+vJCYmSmFhoZw4cUJERAoLC+Xll1+Wl19+WUREPv/8c3n66aeNZ3x8fOTy5ctG+2FhYbJjxw7jOi8vT+699145fvy4iIgsW7ZM+vbtW6y/mzdvlpYtW4qIyC+//CL5+fkiInLq1CmpXbu2pKenG3UHDx4s06dPLzY2TdmirHwQrnGNjpN7oOPkHug4uQdlJU78BRKW6JW3PwcxwHylVCjgKSIHLI6526FESbeI/HQnJN1z5sxh0KBBvPbaa7Ro0cJOsj1q1Cjmz5+PUsqQWaelpTFy5Ei2bdtGWFgY/fv3JzQ0FA8PD1q0aMGzzz4LYKzc/fzzzwQFBdG7d2+WLVvG+vXrWbx4MR4eHlSqVIno6Gjj+67MzEy+/vpr/vnPf9r1ccqUKRw/fpxy5cpRv359lixZ4nJMR48eZfTo0ZQrV47CwkKmTJlCQEAAhYWFhIeH89tvvyEiBAcHs3jxYgB69OjBV199RUBAAOXLl+ftt9/m3nvvBcwp/s+fP2+3cufh4cHSpUvp168f5cqVw8vLiw8//BAwaxK++eYb7rrrLry8vFi1yrzL9dtvv2X69OncddddlCtXzpB3W4mNjWX69Om3HUuNRqPRaDQazX8fLen+k6CUWgv4ATEiMsNWEF7Cc8OwkYdbyrSk+y9GWZFralyj4+Qe6Di5BzpO7oGOk3tQVuKkJd0adyIKCLZdNeHeAAAgAElEQVT8LRVKqRTgXWCYUipVKRVguXVHJd3Z2dm0bt2a4OBgTCYTM2bMAGDHjh2EhoYSGBhIeHg4+fn5gPkbskcffdSov2LFimJtWuXS1sORXHrDhg0opYiLiwOci6oB1q5dS1BQECaTicmTJxvlK1eupGbNmsYzy5YtM+698sormEwm/P39efHFF61bScnNzeXZZ5+ladOmNGvWjA0bNgCQk5PDwIED8fX1JSwsjJSUFKOt2bNn4+vri5+fH19++SXgWh5uZd68eXYy8qtXr/LEE08QFBRE69atOXLkpi1iwYIFBAYGYjKZirWj0Wg0Go1Goyn76G2TfxJEZBOgbK5TAJerbiLSwEl5nKNnRSQd6Hqrfbv77rvZsWMHVapUIS8vj/bt29OjRw/Cw8PZvn07TZs2Zfr06axatYoRI0YQGRlJQEAAW7Zs4dKlS/j5+TFkyBAqVKhgtFm1alXi4+ON65YtW9K3b1/j+vr16yxYsICwMPukn40bN7Z7DszagkmTJnHgwAFq1qxp9KtrV/NQBw4caGSZtPLvf/+bPXv28OOPPwLQvn17du3aRadOnZg1axa1atUiOTmZwsJCrly5AsDy5cvx8vLi5MmTREdHM3nyZNauXUtSUhLR0dEkJiaSlpbGww8/THJyMn5+fkZfCwoKqFOnDk888YTRh/Pnz/PVV19Rr149o+zNN98kJCSEzz77jGPHjjFmzBi2b9/OkSNHWLp0Kfv27aNChQr07NmTRx55BF9f31sNp0aj0Wg0Go3mD0KvvLkhSilRSs2zuZ6olHrdRf1hSqlLNg66kTb3wi3S7RNKqXCb8jsm6lZKUaVKFQDy8vLIy8ujfPnyVKhQgaZNmwLQrVs3Y4VKKcX169cRETIyMqhRo4bhg3OEI7n0tGnTmDx5MhUrViype5w+fZomTZpQs6ZZi/fwww8bfXE1puzsbHJzc8nJySEvL4/77zcn3/zwww959dVXAShXrhz33XcfADExMYSHm3/i/v37s337dkSEmJgYBg0axN13303Dhg3x9fVl3759du8rKg8HGD9+PHPnzrXzsiUlJdGlSxfAnOkyJSWFixcvcvToUcLCwvD09MTDw4OOHTuycePGEn8bjUaj0Wg0Gk3ZQU/e3JMcoK9S6r6SKiqlegBvFCnuY7lXA5gBhAGtgRk2k7E7KuouKCggJCSEWrVq0a1bN1q3bk1+fr6xpXH9+vWcP38egLFjx3L06FFq165N8+bNWbBggUOfmpWicumDBw9y/vx5+vTpU6yuI1G1r68vx48fJyUlhfz8fDZt2mT0BczbL4OCgujfv79R3rZtWzp37oy3tzfe3t706NEDf39/w882bdo0QkNDefLJJ7l48SJgFnvXrVsXMCcdqVatGunp6XblYC8stx2jrYMtJiaGOnXqEBwcbFcvODjYmJTt27ePs2fPkpqaSmBgILt37yY9PZ2srCy2bdtmN0aNRqPRaDQaTdlHT97ck3zgA2B8SRVF5EtgOrBWbgrErXvvegBfi8gVEbkKfA30/G+IusuXL098fDypqans27ePxMREoqOjGT9+PK1bt6Zq1aqUL18egC+//JKQkBDS0tKIj49n7NixxYTStthObAoLC5kwYQLz5s0rVs+ZqNrLy4vFixczcOBAOnToQIMGDYy+PProo6SkpPDjjz/SrVs3Y+Xs5MmTHD16lNTUVC5cuMCOHTvYvXs3+fn5pKam0q5dOw4ePEjbtm2ZOHFiaX4ipxSVh2dlZfHmm2/yxhtF5+Tm7JjXrl0jJCSEhQsX0qJFC8qXL4+/vz+TJ0+me/fu9OzZk5CQEGOMGo1Go9FoNBr3QH/z5r5EAj8qpeaWsn4/pdRDQDIwXkTOY5Zv2y6/WIXc/5Gou6iku6i0sUGDBkRGRjJw4EBmzpwJwP79+6levTqxsbG88847PPXUU+zatQsALy8v1qxZg7+/f7FBnTx50k4unZGRwaFDh2jTpg0AV65coWfPnsyaNcsQUluxFVVXrVqVOXPmALBlyxYqVqxYrN/W7YyxsbFER0dz//33GyuHVhn3oEGDqFixIjVq1CA2NhYfHx8iIiKIjY2lUqVKxMTEYDKZKCgo4PLlyyQkJJCTk8OuXbsMwfiPP/5IaGio8f6i8vDTp08b38QBXLp0CZPJxOLFi6lRowbh4eGEh4cjIgwePJgLFy5w7do1GjdubExqly5dahcbLdd0D3Sc3AMdJ/dAx8k90HFyD3Scfkf+aNGcPm79ADIsf98ApgETgddd1L8XuNtyPhrYYTmfCLxmU8/a1h0TdTdt2lR++eUXuXr1qoiIZGVlSfv27WXLli1y8eJFERHJzs6WLl26yPbt20VE5LnnnpMZM2aIiMjPP/8stWvXtpNt2zJ58mSXcumOHTvK/v37RcS1qNralytXrkhwcLAhwE5LSzPa2rhxo4SFhYmISHR0tHTt2lXy8vIkNzdXunTpIps3bxYRs+zbOpYVK1ZI//79RURk0aJFMnr0aBERiYqKkieffFJERI4cOSJBQUGSnZ0tp0+floYNGxr9tLZXVB5ui62M/OrVq5KTkyMiIh988IEMHTrUqGcd49mzZ8XPz8+IiUjZkWtqXKPj5B7oOLkHOk7ugY6Te1BW4oSWdGvKOO8BB4HiufRtEHOWSCvLAOtq3QWgk809HyCWOyzq/umnnwgPD6egoIDCwkIGDBjAI488wqRJk9i6dSuFhYU8//zzRqKNadOmMWzYMJo3b46IMGfOHCPpR0hIiF22yE8//ZRt27aV1AXAtaj6pZde4vDhwwBMnz7dSKQSERHB5s2b8fDwoEaNGqxcuRIwJxzZsWMHzZs3RylFz549efTRRwGzfHzo0KGMGzeOmjVrGqqDESNGMHToUHx9falRowbR0dEAmEwmBgwYQEBAAB4eHkRGRhpbGp3Jw51x9OhRwsPDUUphMplYvny5ca9fv36kp6dz1113ERkZSfXq1UvVpkaj0Wg0Go2mbKAl3W6IUipDRKpYzucCg4APReR1J/W9xbLVUSn1BDBZRNpYEpYcAEItVQ8CLUXkyp0SdWtJt3tQVuSaGtfoOLkHOk7ugY6Te6Dj5B6UlThpSbfGHZgHlJR18kWlVKJS6jDmCdkwABG5AswE9luONyxlcAdF3c4k3UbnXnzRUAmAazG2LVOnTqVu3bp2zwKcO3eOzp0706JFC4KCgoyVuby8PMLDw2nevDn+/v7Mnj3beGb+/PmYTCYCAwMZPHgw2dnZgHOR+Jo1awgKCqJ58+a0a9fOWLUraayOxvvtt98SGhqKh4cH69evLzaW7t274+/vT0BAgCH2PnPmDGFhYfj6+jJw4EByc3MB5yJwV4JyK4899hiBgS7VgBqNRqPRaDSaPxA9eXNDrKtulvOLIuLpbNXNUudVETGJSLCIdBaRYzb3PhQRX8uxwqY8TkQCRaSxiIy17CNGRNJFpKuINBGRh20me06xSroPHz5MfHw8X3zxBT/88AMAcXFxXL16tdgzAwcOJD4+nvj4eEaOHFnsPpgzQRb1oQH84x//YMCAARw6dIjo6Gj+/ve/A7Bu3TpycnJISEjgwIED/POf/yQlJYULFy4QERFBXFwcR44coaCggOjoaAoLCwkPDyc6OpojR45Qv359Vq0yJ9ps2LAhu3btIiEhgWnTpvHss8+WOFZn461Xrx4rV67kqaeeKjaWp59+mkmTJnH06FH27dtHrVq1AJg8eTLjx4/n5MmTeHl5GdsjbUXg48ePZ/LkyUZbVkF5fHw8S5YssXvPt99+W2wSrNFoNBqNRqMpW+jJmw1KqbpKqTOW7YQopbws1w2UUkcsZZ2UUlst58OUUotctPecUurpW+xDrFLqji33KqVmKaXOK6UyipTfrZRaa5Fw71VKNbC596ql/LjFE2ct72kpO2nZMlnaPhSTdCulKCgoYNKkScydW9qEmfa0adMGb29vh++zqgV+/fVXateubZRnZmaSn5/PjRs3qFChAvfccw+AUZafn09WVha1a9cmPT3dqUi8Xbt2eHl5Gf1ITU11OVbA6XgbNGhAUFBQMZddUlIS+fn5dOvWDYAqVarg6emJiLBjxw769+8PQHh4OJs2bQKci8BdkZGRwbp163jttddc1tNoNBqNRqPR/LHoyZsNYk6fv5ibWwHfwuxTu932lojIR3eib6VBKTVVKRVve2DONNnaQfURmDNF+gLzgTmWNgIwf0Nnwizmfl8pVV4pVR6znqAXEAAMttQtFUUl3WFhYSxatIjHHnvM4QTMkRi7tLz++uusXr0aHx8fevfuzcKFCwHzZKZy5cp4e3tTr149Jk6cSI0aNahTpw4TJ06kXr16eHt7U61aNbp37859993nVCRuy/Lly+nVq5fLsQIux+uI5ORkqlevTt++fWnRogWTJk2ioKCA9PR0qlevjoeHOd+QrdTbmQgcHAvKwZwgZsCAAXh6et7S76zRaDQajUaj+X3Rk7fizAfaKKXGAe2Bd263IaXU60qpiZbzWKXUHKXUPqVUslKqg6W8klIqWin1o1JqLVDJ5vnuSqnvlVIHlVLrlFJVlFLVLKtffpY6UUqpUQAiMktuiritx3Ny08tmi61sez3QVZmXiB4HokUkR0TOYP7mrbXlOCkip0UkF4i21C0VRSXd3377LevWreOFF14oVteZGLu0REVFMWzYMFJTU9m2bRtDhw6lsLCQffv2Ub58edLS0jhz5gzz5s3j9OnTXL16lZiYGM6cOUNaWhqZmZmsXr0apZRTkbiVnTt3snz5csMR52isR44cIS0tzel4nZGfn8/u3bt555132L9/P6dPnzayXd4qzgTl8fHxnDp1ig4dOtxWuxqNRqPRaDSa3w+tCiiCiOQppSYBXwDdLdd3qnkPEWmtlOoNzMCc8ON5IEtEgpRSQZgzPqKUug94DXhYRDKVUpOBCSLyhlJqLLBSKbUA8BKRpbfRF0PQLSL5SqlfMa/S1QF+sKlnK+guKvQOc9RwaSTdK1asICkpyRBTZ2VlUadOHdasWWNX11aM7YyCggK7+xEREcydO9cou3btGjExMaxatYqAgAD27NkDQKNGjVi1ahVKKSpWrEhiYiIA/v7+rFu3zuibI5E4wKlTp5g+fTpvvfUWCQkJDvtmFZLXq1evxPH+/PPPJCYmGlqEX375hQYNGnDu3DnOnTuHn58fW7ZsoVGjRly6dInt27dTvnx5EhMTqVSpkksReNH/DFsF5ceOHePf//43e/fupbCwkGvXrhESEsJ7773n9PfW/HFoCap7oOPkHug4uQc6Tu6BjtPvyB8tmiuLB2Z/Whow3nLdADhiOe/ETWH1MGCRi3ZeByZazmOBBy3n92NexQLYBHSxeeYgZkn2I8BlIN5yJAHLbep9AKQDPqUcU0aR6yO2z2LOKHkfsAj4X5vy5UB/y7HMpnyoq7FbD1eSblsqV65snDsTYzvD9lkRkZ49e8qKFStERCQpKUm8vb2lsLBQ3nrrLRk2bJiIiGRkZIi/v78cPnxYfvjhBwkICJDMzEwpLCyUp59+WiIiIkREnIrEz549K40bN5Y9e/bYvbs0Y3XUZxGR8PBwWbdunXGdn58vQUFB8ssvv4iIyLBhw2TRokUiItK/f3+JiooSEZHRo0dLZGSkiDgXgbsSlIuY5ZpnzpwRk8nk7GfWlAHKigRV4xodJ/dAx8k90HFyD8pKnNCS7r8eSqkQoBvQBvhOKRV9B5vPsfwtoORVTwV8LSKDHfSxHOAPZAFemFfBbpULQF0gVSnlAVTDPBm0lluxFXQ7K3eJM0m3M5yJscFe0v3KK6/wySefkJWVhY+PDyNHjuT1119n3rx5jBo1ivnz56OUYuXKlSilGDNmDMOHD8dkMiEiDB8+nKCgIMD8PZw1XX+LFi2M7JFvv/22Q5H4G2+8QXp6upHJ0sPDg7i4uFseK5hX9J544gmuXr3Kli1bmDFjBomJiZQvX5533nmHrl27IiK0bNmSUaNGAWYR+KBBg3jttddo0aIFI0aMAJyLwF0JyjUajUaj0Wg07oGWdNtg+ebr38B0EflaKfUC5kncVMyrbYFKqU6YV9MeUUoNA1qJyFgn7b2OecXrHaVUrOW5OMuWyDgRaaCUmgAEiMhIpVQg5lW2NsBZzALtLiJyUilVGagjIslKqZcBP+BjzN/otRWRvBLGZoi9LddjgOYi8pxSahDQV0QGKKVMwCeYv3GrDWwHmmCeTCYDXTFP2vYDT4lIoqv3akm3e1BW5Joa1+g4uQc6Tu6BjpN7oOPkHpSVOGlJ91+PUcA5Efnacv0+5hWu+v/Fdy4GqiilfgReAfYBiMglzNsyoyz3vgeaWRKVjAReFpHdwLeYv41ziFJqrlIqFfBUSqVaJpRg3g55r1LqJDABmGJ5byLwKeZtml8AY0SkQETygbHAl8BR4NOSJm5WnImrR4wYQXBwsJFVMiPDbDMoraR77dq1BAUFYTKZ7Hxm7777LgEBAQQFBdG1a1fOnj1r3LtV6bWztuLj42nbti0mk4mgoCDWrl1rvMPZuMaPH2+MqWnTplSvXv2O92vnzp3GO0JCQqhYsaKhERg2bBgNGzY07llXMDUajUaj0Wg0bsIfvW9TH3/uo2nTplJYWCjXr18XEZHc3Fxp3bq1fP/99/Lrr7+KlfHjx8vs2bNFRGTFihUyZswYccXly5elbt26xvdgTz/9tHzzzTciIrJjxw7JzMwUEZH3339fBgwYYDzXsWNH+eqrr0RE5Pr160a9J5980u4bsvfff99lW8ePH5fk5GQREblw4YI88MADxrduzsZlS0REhAwfPvyO98uW9PR08fLyMuoV/abOlrKyV13jGh0n90DHyT3QcXIPdJzcg7ISJ/4C37zplbe/AK7k407qf6GUumaVkduUN7QIvU9aBN8VSvl+h+JqqyBbRLhx40axjIiuOH36NE2aNKFmzZoAPPzww4ZAu3PnzoazzFagfTvSa2dtNW3alCZNmgBQu3ZtatWqxaVLlwBKNa6oqCgGDx58x/tly/r16+nVq5f2t2k0Go1Go9H8SdCTtzuAIzm2Umrq79yHvQ760Bycy8dFJMVJc29jziZZlDnAfDGLva9iFn2XCmfi6uHDh/PAAw9w7NgxOwdaSZJuX19fjh8/TkpKCvn5+WzatKlEgfbtSK+dtWXLvn37yM3NpXHjxkaZs3EBnD17ljNnzhjJT/5b/YqOjjYmiFamTp1KUFAQ48ePJycnp9gzGo1Go9FoNJqyi5683QHEsRx71u/chzAHfbCVj5VaPi4i24HrtmWWZC5dMAu9wSz4/p/S9s+RuBpgxYoVpKWl4e/vb3w3VhpJt5eXF4sXL2bgwIF06NCBBg0aFBNor169mri4OCZNmgT8Z9Lrom1Z+emnnxg6dCgrVqygXLmb/5wcjctKdHQ0/fv3N/r73+pXQkICPXr0MMpmz57NsWPH2L9/P1euXLETi2s0Go1Go9Foyj5aFfAXQRzIx2+xiXuBa2JOXAL28m47SiPpjoyMZODAgUaZn58fH3zwAQ0bNrSr60rSXbVqVWMCsmXLFipWrGjUO3DgABEREbz33nt8//33wO1Jr521BZCZmcn48eMZMmQI2dnZDvvoaFzLli3jpZdeMurf6X6BectkWFiYISS3Ys382aJFC9auXctDDz0EaLmmu6Dj5B7oOLkHOk7ugY6Te6Dj9DvyR390p4/f76CIfLyEup2wyMgt1/dhEYtbrutiEZe7OpxJujdv3iwnTpwQEZHCwkJ5+eWX5eWXXxaR0ku6rQLtK1euSHBwsBw/flxERA4ePCiNGjUyEopYuR3ptbO2cnJypEuXLjJ//ny78sLCQqfjEhE5evSo1K9fXwoLC/8r/bISFhYmO3bssCuz/q6FhYXy0ksvyeTJk417ZeVDY41rdJzcAx0n90DHyT3QcXIPykqc+AskLNErb38RHMnHReSnW2giHaiulPIQ8+rbfyTp7tOnDx06dOC3335DRAgODmbx4sVA6SXdL730EocPHwZg+vTpNG3aFIBJkyaRkZHBk08+CUC9evXYvHnzbUmvnbX16aef8u2335Kenm70b+XKlQQFBREeHu5wXGDeMjlo0CC7JCZ3sl8AKSkpnD9/no4dO9rFYciQIVy6dAkRISQkhCVLlpQmfBqNRqPRaDSaMoKWdP8FcCYfF5EhLp7phEVGblO2DtggItFKqSXAjyLyvqt3a0m3e1BW5Joa1+g4uQc6Tu6BjpN7oOPkHpSVOGlJt+bPgkP5uFKqo6PKSqndwDqgq0Xsbc16MRmYYBF734tZ9F0iziTdixYtwtfXF6UUly9fNupfvXqVJ554gqCgIFq3bm0kNynKjh07CA0NJTAwkPDwcPLz8+3u79+/Hw8PD9avX2+UTZ48mcDAQAIDA+0SiTiTYVvZsGEDSini4uKMstmzZ+Pr64ufnx9ffvmly7Ha8uKLLxrqBHAt73bW3+3btxMaGkpISAjt27fn5MmTJbblTAQ+bNgwBg8erOXdGo1Go9FoNGWdP3rfpj7+3IcrSffBgwflzJkzUr9+fbl06ZJYmThxorz++usiYv5GrEuXLlKUgoIC8fHxMb5zmzZtmixbtsy4n5+fL507d5ZevXoZYuqtW7fKww8/LHl5eZKRkSGtWrUyhNrOZNgiIr/99pt06NBBwsLCZP/+/SIikpiYKEFBQZKdnS2nT5+WRo0aSX5+vtOxWtm/f7/87//+r1SuXLnYmETs5d2u+tukSRNJSkoSEZHIyEgJDw932ZaIcxF4eHi48XtryjZl5ZsCjWt0nNwDHSf3QMfJPSgrceIv8M2bXnn7E6OUyrD8Pa2U8ity7z2l1GQnz92rlNqplMpQSi0qcq+lUirBIuqOUKUwazuTdLdo0YIGDRoUq5+UlGQ40Jo1a0ZKSgoXL160q5Oenk6FChWM79y6detmSLoBFi5cSL9+/ahVq5Zduw899BAeHh5UrlyZoKAgvvjiC0Scy7ABpk2bxuTJk6lYsaJRFhMTw6BBg7j77rtp2LChkRXT2VjB7LqbNGkSc+fOdfpbFZV3O+qv9Tf97bffAPj111+pXbt2iW05EoFrNBqNRqPRaNwHPXn7axANDLJeKKXKWa6fLiL13mupkg1MAyY6aGsx5m2YTSxHz9J0wJmk2xHBwcFs3LgRMAuwz549S2pqql2d++67j/z8fGMb4/r16w1J94ULF/jss894/vnni7X7xRdfkJWVxeXLl9m5cyfnz593KcM+ePAg58+fp0+fPnZtXbhwgbp16xrXts84G+uiRYt47LHH8Pb2djjuovJuZ/0Fs26gd+/e+Pj48PHHHzNlyhSXbTkTgVtZvny5lndrNBqNRqPRlHH05O2vQRQw0Ob6IeCUiJjEXuodBiAimSLyHeZJnIFSyhu4R0R+sCxNf0QpRd3OJN2OmDJlCteuXSMkJISFCxfSokWLYgJupRTR0dGMHz+e1q1bU7VqVaPOuHHjmDNnjp00G6B79+707t2bdu3aMXjwYNq2bVusXVsKCwuZMGEC8+bNK80QXY41LS2NdevW8cILLzh9rqi821V/58+fz7Zt20hNTWX48OFMmDDBZVuuROCzZ89m1apVWt6t0Wg0Go1GU8bRqoC/ACKSoJQqVEoFi8hhzKtuUbfRVB3Mcm4rDkXdtyrpzs7OZs+ePVSrVs2oEx4eTnh4OCLC4MGDuXDhAteuXSvWoZkzZwLm5CTVq1cnNjaW7777jt27dwPmLYUxMTEcO3aM9u3b8+CDD/Lggw8az2ZnZ5OQkOBQhr1t2zYOHTpEmzZtALhy5Qo9e/Zk1qxZ5OTksGvXLnx8fAD48ccfCQ0NdTrWevXqkZSUZNTPysqiTp06rFmzxqhbVN4NOOzvpk2b2Lt3Lzdu3CA2NpZ69eoRGRlp91xpReCNGzcGzMLx77//vpi8W1O20BJU90DHyT3QcXIPdJzcAx2n35E/+qM7ffz3DiDD5nwqMBvzhP1n4P5SPD8MWGRz3Qr4xua6AzYib0eHM0n3li1bxErRhCVXr16VnJwcERH54IMPZOjQoeIIq6Q7OztbunTpItu3by9WJzw83EhYkp+fL5cvXxYRkcOHD4vJZJK8vDwRcS7DtqVjx45GwpIjR47YJSxp2LCh5OfnlzhWK0UTljiTdzvqb15entx7771GspZly5ZJ3759S2zLmQg8LS1Ndu7c6VDerSlblJUPwjWu0XFyD3Sc3AMdJ/egrMSJv0DCEr3y9tchGvgK2IXZz3axhPqOuIBZzm2lVKJuR5LuRx55hIiICObOncvPP/9MUFAQvXv3ZtmyZRw9epTw8HCUUphMJpYvv2kksNapXbs2b7/9Nlu3bqWwsJDnn3/e+L7LGXl5eXTo0AGAe+65h9WrVxvfuTmTYTvDZDIxYMAAAgIC8PDwIDIykvLlyzsda0k4kne76u/SpUvp168f5cqVw8vLiw8//NBlW65E4EOGDCElJQVPT08t79ZoNBqNRqMpw2hJ958YpVSGiFSxud4L3A0sEJEVpXh+GNBKRMbalO0DXgT2AtuAhSKyzVkbWtLtHpQVuabGNTpO7oGOk3ug4+Qe6Di5B2UlTlrSrfmzEQU0AzaWVFEplQK8CwyziLoDLLf+DiwDTgKngM9LasuZuNqZGDsnJ4eBAwfi6+tLWFiYIZN2REFBAS1atLBb3RIRpk6dStOmTfH39yciIgKANWvWEBQURPPmzWnXrh2HDx8G4Pz583Tu3JmAgABMJhMLFiywe8fChQtp1qwZJpOJV155BTCvioWHh9O8eXP8/f2ZPXt2iW1NmzaNoKAgQkJC6N69O2lpaca92NhYQkJCMJlMdOx4052+YMECAgMDMZlMvPfee8XGP2/ePDvJeUxMjPGOVq1a8d133xl1X3nlFUwmE/7+/rz44ovo/+NGo+gzuEIAACAASURBVNFoNBqNxs34o/dt6uPPfbiSdDsTY0dGRsro0aNFRCQqKkoGDBggzpg3b54MHjxY+vTpY5R9+OGHMnToUCkoKBCRm9/G7dmzR65cuSIiItu2bZPWrVuLiPmbrwMHDoiIWcjdpEkTSUxMFBGRHTt2SNeuXSU7O9uurTVr1sjAgQNFRCQzM1Pq168vZ86ccdmWVbAtIrJgwQJjjFevXhV/f385e/as3TsSEhLEZDJJZmam5OXlSdeuXeXEiRNGG+fOnZPu3btLvXr1jG8Gr1+/bnzrdvjwYfHz8zPG3q5dO8nPz5f8/Hxp06aN3f70srJXXeMaHSf3QMfJPdBxcg90nNyDshIn/gLfvOmVtzuERWrdo0jZOKXUYgd1ayul1t9i+8OKCrP/EyztXbJxvI20uReulDphOcJtym9Z0G15zqG42pkYOyYmhvBw82v79+/P9u3bMf97tCc1NZV//etfjBw50q588eLFTJ8+3VAFWEXd7dq1w8vLC4A2bdoY7jhvb29CQ0MBqFq1Kv7+/oazbfHixUyZMoW7777bri2lFJmZmeTn53Pjxg0qVKjAPffc47Kte+65x+hjZmam8U3aJ598Qt++falXr57dO44ePUpYWBienp54eHjQsWNHw38HMH78eObOnWv3bVuVKlWMa9t3KKXIzs4mNzeXnJwc8vLyuP/++50HTaPRaDQajUZT5tCTtztHFDYibAsOU/KLSJqI9P9deuWaf9ucj7VM4rYCM4AwoDUwQynlZalzW4JuKC6ubty4sVMxtq0A28PDg2rVqpGenl6szXHjxjF37txiPrdTp06xdu1aWrVqRa9evThx4kSxZ5cvX06vXr2KlaekpHDo0CFDrJ2cnMzu3bsJCwujY8eO7N+/HzBPKitXroy3tzf16tVj4sSJ1KhRw2VbAFOnTqVu3bqsWbOGN954w3jH1atX6dSpEy1btuSjjz4CIDAwkN27d5Oenk5WVhbbtm0zJN0xMTHUqVOH4ODgYmP47LPPaNasGX369DESmbRt25bOnTvj7e2Nt7c3PXr0wN/fv9izGo1Go9FoNJqyi5683TnWA32UUhUAlFINgNrA7qIVlVINlFJHLOfDlFIblVJfWFa65trUG66USlZK7QIetCmvqZTaoJTabzketJQvUEpNt5z3UEp9q5RyFePzYi/pDgHWAF+LyBURuQp8DfT8TwTdUFxcfezYsdI+6pCtW7dSq1YtWrZsWexeTk4OFStWJC4ujlGjRvHMM8/Y3d+5cyfLly8vJqPOyMigX79+vPfee8YqWX5+PleuXOGHH37g7bffZsCAAYgI+/bto3z58qSlpXHmzBnmzZvH6dOnXbYFMGvWLM6fP8+QIUNYtGiR8Y4DBw7wr3/9iy+//JKZM2eSnJyMv78/kydPpnv37vTs2ZOQkBDKly9PVlYWb775pjH5K8oTTzzBsWPH2LRpE9OmTQPg5MmTHD16lNTUVC5cuMCOHTsMF55Go9FoNBqNxj3QqoA7hIhcsWRi7AXEYF51+1Qc7fcrTgjQAsgBjiulFgL5wP8DWgK/AjuBQ5b6C4D5IvKdUqoe8CXgD7wK7FdK7QYigN4iUujivf2UUg8BycB4ETmPWbp93qaOVcRdKkE3lE7SvXr1aodi7NjYWCpVqkRMTAwmk4mCggIuX75MQkKC3fbAqKgovvrqKzZu3Ehubi5ZWVl069aNqVOnUqNGDWrXrk1sbCxeXl4cOnTI6MOpU6eYPn06b731FgkJCUZ7+fn5vPrqq4SFhVGjRg2jvqenJ40aNWLXrl0A5ObmEhMTw8qVKwkICGDPnj0ANGrUiFWrVtG5c2enbdnSqFEjpkyZQufOncnNzcXPz89Y1WvSpAmffPIJnTp1onHjxsybNw8w6wFq1qxJdHQ0ycnJ+Pn5AXDp0iVMJhOLFy8utvqXlJRETEwMn3/+Offffz9xcXEANGvWjNWrV1NQUABouaa7oOPkHug4uQc6Tu6BjpN7oOP0O/JHf3T3ZzqAIUCU5TweaOmkXgPgiOV8GLDU5t7nQHvMq1of2ZS/iEWYDfxiad96XACqWO61wzzxe6GEvt4L3G05Hw3ssJxPBF6zqTfNUnbLgm4R15JuZ2LsRYsW2SUsefLJJ8UVO3futEtYMnnyZFm+fLlxr1WrViIicvbsWWncuLHs2bPH7vnCwkIZOnSovPTSS8XaXrx4sUybNk1ERI4fPy4+Pj5SWFgob731lgwbNkxERDIyMsTf318OHz7ssq3k5GTjPCIiQvr16yciIklJSdKlSxfJy8uTzMxMMZlMkpCQICI3k5ecPXtW/Pz8jN/RFlvJ+YkTJ4yEJQcOHJDatWtLYWGhREdHS9euXSUvL09yc3OlS5cusnnzZrvfUFP20XFyD3Sc3AMdJ/dAx8k9KCtx4i+QsESvvN1ZYoD5SqlQwFNEDpTyuRyb8wJKXhEtB7QRkWwH95oD6Zi3bDpFRGw/IlsGWLdrXgA62dzzAWK5TUE3OJd0BwQEOBRjjxgxgqFDh+Lr60uNGjWIjo4GIC0tjZEjR7Jtm1OtHABTpkxhyJAhzJ8/nypVqrBs2TIA3njjDdLT0/n73/8OmL+ni4uLY8+ePXz88cc0b96ckJAQAN5880169+7NM888wzPPPENgYCAVKlRg1apVKKUYM2YMw4cPx2QyISIMHz6coKAgvvvuO6dtTZkyhePHj1OuXDnq169vyLD9/f3p2bMnQUFBlCtXjpEjRxIYGAhAv379SE9P56677iIyMpLq1au7HPuGDRv46KOPuOuuu6hUqRJr165FKUX//v3ZsWMHzZs3RylFz549efTRR0sTPo1Go9FoNBpNGUFLuu8wSqm1gB8QIyIznNRpgHnVKrCoCNuSMOQd4DjwAxAK/AbsAA6LyFil1CfAIRF52/JMiIjEK6XqY/5GrRNmgfZoEdnrpA/eIvKT5fwJYLKItFFK1QAOWN4LcBDzCqJ1W2ipBd2gJd3uQlmRa2pco+PkHug4uQc6Tu6BjpN7UFbipCXdmtshCgjGQZbJW8EysXod+B74BvMkysqLQCul1I9KqSTgOUva/uXARBFJA0YAy5RSFZ284kWlVKJS6rClvWGW914BZgL7LccbljK4DUE3OBdXr1u3DpPJRLly5YxvsQDS09Pp3LkzVapUYezYsU7bdfZ8bm4uw4cPp3nz5gQHB9vtwbZme7SqC6ysXLmSmjVrEhISQkhIiLFaZ+W3337Dx8fH6M/169eNuiEhIdx3332MGzcOgCVLlhgrb+3btycpKcmurXPnzlGlShXeeecdo+yLL77Az88PX19f3nrrrWJjffHFF+36/O677xIQEEBQUBBdu3bl7NmzAMTHx9O2bVtMJhNBQUGsXbvW6e+n0Wg0Go1Go3Ev9LbJO4yIbAJc+s9EJAUItJyvBFba3HvE5nwFsMLB85eBgQ6aftimzgHMWyid9eFVzAlOHN37EPjQQXmctd+3goeHB/PmzSM0NJTr16/TsmVLunXrRmBgIBs3bmT06NF29StWrMjMmTM5cuQIR44ccdqus+eXLl0KQEJCAr/88gu9evVi//79lCtXjkcffZSxY8fSpEmTYu0NHDjQyABZlGnTpvHQQw8Z11WrViU+Pt64btmyJX379gXgqaee4rnnngNg8+bNTJgwgS+++MKoO2HCBDtNQUFBAWPGjOHrr7/Gx8eHv/3tbzz22GMEBAQAEBcXx9WrV+3606JFC+Li4vD09GTx4sW88sorrF27Fk9PTz766COaNGlCWloaLVu2pEePHiVut9RoNBqNRqPRlH30ytstopSqq5Q6Y9leiFLKy3Jtm/6/k2X7o7M2HlNKTbnF965USt0xN5ylvTM2ku4QS7myCLhPWlb2Qm2ecSjvLgln4mp/f38jY6ItlStXpn379lSs6GzR0Iyz55OSkujSpQtgFl5Xr17dWJlr06YN3t7epe06AAcOHODixYt0797d4f3k5GR++eUXOnToADiXcQNs2rSJhg0bYjKZjLJ9+/bh6+tLo0aNqFChAoMGDSImJgYwT+wmTZrE3LmGQQKAzp074+npaYzJKhxv2rSpMTGtXbs2tWrV4tKlS7c0Xo1Go9FoNBpN2URP3m4RMafTXwxY97a9BXzgqK5SqrnN5Mh67BWRzSJSfG/cfwGl1FQHfZhquT1JbjrerMtIvbgp4X4W81ixTFadybtLjSNx9Z0mODiYzZs3k5+fz5kzZzhw4IAht3bFhg0bCAoKon///kb9wsJCXn75ZbstjkWJjo5m4MCBdpO0yMhIGjduzCuvvEJERARgTqM7Z84cZsyw/xTSVkoO9sLyRYsW8dhjj7mccDoTju/bt4/c3FwaN25c4tg1Go1Go9FoNGUfPXm7PeYDbZRS4zCn9Xf4v+xFJEGKSLBFJMwi5l4ExgpYhFLq30qp09bVNcsK2CKlVJJS6l9ALWu7SqmWSqldSqkDSqkvlVLeSikPi7C7k6XObKXULBGZ5aAPs1yM7XHMigIRkR+A6hZBdw8cyLtv5UdzJq6+0zzzzDP4+PjQqlUrxo0bR7t27ShfvrzLZx599FFSUlL48ccf6datG+Hh5oXF999/n969e+Pj4+P02ejoaAYPHmxXNmbMGE6dOsWcOXP4xz/+AcDrr7/O+PHji31v54y0tDTWrVvHCy+84LTO6tWriYuLY9KkSXblP/30E0OHDmXFihWUK6f/mWs0Go1Go9H8GdDfvN0GIpKnlJoEfAF0t1z/J016Y54ENgM2A+uBJzBnrWwO3A8kAR8qpe4CFgKPi8glpdRAYJaIPGPJXLleKfUC5olVSctbs5RS04HtwBQRycG1pNtReTEcSbpdiauvXbvGgQMHyMjIsGvn2LFjXLhwoUTpo6PnH3/8cR5//HEAxo4dy7Vr1+zaKSgocNqur68v+/btIzY2lk2bNpGQkMC7777LjRs3yM/P58qVKzz77LMAnDx5kuvXr3P9+nWH7T3wwANs2LCB4cOH89VXX7F69Wr+f3t3Hmdj3f9x/PVhRCUZt6kM2RvLmDGkUCGpsbXYKuou2bor7krZ7l+FFkkqmmx3wqgIJczd7W6xp5VqkDVrtrKPzGQYPr8/rmuuzjFzzgxlZg6f5+NxHs75Xtv3Op9ivnNd1/f96KOPcuTIEQoVKsT27duJiopixYoV3vZLliwBYPLkyaxZs8YbOKalpVG2bFmmTJkCOLdzJiQkMHLkSL766ivvmKmpqfTu3Zt7772Xo0eP5io008I1Q4PVKTRYnUKD1Sk0WJ1Cg9UpD+V30FyovoCRwC6gt/u5In8Eb99IkABrnJkdMwO3E4F7fZb95rP/rj7tHwIdcCYMOcwfAd2rgE991vs/4ChQJ4f+l8GZWKUoMBkY6LZ/BNzgs958nIDubMO7c/qeoqKiggZXq6o2adJEly1blqV90qRJ2rNnz2y3CbZ9amqqHjlyRFVVP/30U23UqFGWbS6++GK/z7t27fLef/jhh1q/fv1c9ad///46cOBAvzbfMO6kpCS9+uqrs+xr0KBBOnz4cFVVPX78uFaqVEk3b96s6enpGhsbqz/++GPQPn///fdauXJlv2Opqqanp+tNN92kI0aMyLJ9MAUlXNMEZ3UKDVan0GB1Cg1Wp9BQUOqEhXSb7LiTe9wCNACWisi0P7lL35DunC7hCbBaVRsGWB4DHMLnNsvsqJvxBqSLyCScwRk4wdtX+qyaGcYdKLw7R4FCsNPT0/nnP//J3r17ad26NXFxcXzyyScAVKxYkcOHD3Ps2DFmz57Np59+Ss2aNenevTsPPfQQ9erVY9asWdluv2fPHpo3b06hQoUoW7Ys77zzjteXfv36MXXqVNLS0ihXrhzdu3dn8ODBJCQkkJSURFhYGKVKlSIxMTE3p8aMGTOyhIaPGjWKefPmUaRIEcLDw5k8eXLQfYSFhTFq1CiaN2/OiRMn6Nq1q9+EJtnp27cvR44c4c477wSgfPnyJCUlMWPGDJYsWcL+/fu9c0hMTPS+d2OMMcYYE7ospPs0uXlqX+JcqfrMvUWxAfAUfwRv34hzVerWAPt4ADeYW0QS3e0+cJcdUdXiItIO+AfQCmcgtgbogXNb5RrgPlX9yr2NMkpVV/ts80+cK2jXquqhAH0oo6q73fMZARxV1QEi0hro5R63PpCgqtcGC+8O9n1ZSHdoKCjhmiY4q1NosDqFBqtTaLA6hYaCUqfzIaTbrrydvh7Az6r6mft5DNAFqPAXH2cWcBPObZEbgMUAqnrMndQkQUQuxanhSBH5FWfmy2aqut2dEOV1INCU/lNEJALnSl4y8JDbPhdn4LYRSHPPDVU9ICKZ4d3gH95tjDHGGGOMOctsGrrTpKpvqurdPp9PqGpdVV2sqpnB24sCXXVzlyeqai/3/QOZV93cz8XdP1VVe6lqTVVt474+cJclq2pjVa2tqtGqOl5V96lqlDpRBqhqgqoGzGJT1ZtUNUZVa6nq31X1iM9xe6pqFXf5cp9tJqpqVfeVJTw8kK5du3LZZZdRq9Yf+d4rVqygYcOGxMTEcNttt3H48GFv2dChQ6latSrVqlXzbqM81ahRo6hatSoiwr59+7z2lJQUbrvtNmrXrk10dDSTJjndTE5OpmHDhkRHRxMbG8v06dO9bRo1akRcXBxxcXFERkbSpk0bAIYPH+6116pVi8KFC3PggDNe/fjjj6lWrRpVq1blpZf+SH3o1q0btWvX9iIHMidRSUxMJCIiwtvfW2+95W3TokULSpYsya23+v8no6o89dRTREVFUaNGDS9yINOyZcsICwvjgw+8/3z4+eefiY+Pp0aNGtSsWZOtW7cCMH/+fOrWrUtcXBw33HADGzdu9NvX4sWLEREvD88YY4wxxhRA+f3QXSi9gCPunxXJ/eQkt+PM5Hg6x0kEOvyF/e6FcyVNgdI+7QIkuMtWAnV9lnUGfnJfnX3ar8a5GrjR3VaCHTsqKkoXL16s3333nUZHR2umevXq6aJFi1RVdcKECfr000+rqurq1as1NjZWjx49qps3b9bKlStrRkaGnur777/XLVu2aIUKFXTv3r1e+5AhQ7Rfv36qqrpnzx4NDw/X9PR0Xb9+vTe5x86dO/WKK67QgwcPZtlvu3btdPLkyVnak5KStGnTpqqqmpGRoZUrV9ZNmzZ5E4ysXr1aVVVTUlK8bXr37q1Dhw5V1eCTr8ybN0+TkpK0devWfu0TJ07U++67T0+cOKGqqr/++qu3LCMjQ5s2baotW7bU999/32tv0qSJfvrpp6qq+ttvv2lqaqqqql511VW6Zs0aVVUdPXq0du7c2dvm8OHDGhsbq/Xr18924hhTcBSUB8JNcFan0GB1Cg1Wp9BQUOrEeTBhiV15O4tEpAvwHNDRJyB7dB73YRbOM3DHgOPAQhFp7i4+k0DusTi3jmZul2PWW+PGjSlVqpRf24YNG2jcuDEAt9xyCzNnzgRgzpw5dOzYkaJFi1KpUiVv2v5T1alTh4oVK2Z3vvz222+oKkeOHKFUqVKEhYURFRXFVVddBUBkZCSXXXYZe/fu9dv28OHDLFiwwLvy5uu9997zsty+/fZbqlatSuXKlbngggvo2LEjc+bMAfDy61SV33//3S+4O5BmzZpxySWXZGkfO3YsAwcO9HLaLrvsjzlo3njjDdq3b+/XtmbNGjIyMrjlllsAKF68OBdddJH3vWRe3UxJSSEyMtLb7plnnqFjx44UK1Ysx74aY4wxxpj8Y4O3s0idWwtHAktVNQ7n2bITZyuQO0Af2qpqNVWtiRNt0FRVM+9FPK1AbndZCVX92v3txttA1pFOLkRHR3sDnvfff5/t250IuZ07d3LllX9MdlmuXDl27tyZ6/326tWLtWvXEhkZSUxMDK+//nqWkOpvv/2WY8eOUaVKFb/22bNn06xZsywB4mlpaXz88ce0b98+V33s0qULV1xxBevWrfML2J45c6Z3O2Xm+QazadMmpk+fTr169WjZsiU//fSTd/xZs2bx8MMP+62/YcMGSpYsSbt27ahTpw59+/blxIkTALz11lte2Pg777zDgAEDAPj+++/Zvn07DRsGmrzUGGOMMcYUFDZhSd7Lr0Du7JxuIHdZ9/2p7X6yC+n+5ZdfSE1N9QIcH3roIYYMGUK/fv24/vrrKVSoEIsWLWLnzp2sXbvWW2/37t2sXr2a0qVLZ3sCR48e5YsvvuDSSy8FnGe3SpcuzdSpU9m1axfdu3fnrbfe4uKLLwZg//799O7dmwEDBnhh2JlGjx5Nq1atsoRMLliwgOrVq7Ny5UoAVq9eze7du7311q5d6xcm3rlzZ/7+97+TkJDAs88+S8uWLb3IgAsuuICkpCTuuOMOXnvtNe8YycnJ7N+/3+/YaWlp7Ny5k1deeYUlS5bQvn17EhISGDx4MHfffTdLlizhl19+8b6fzKDvN998k8svv5xnn32WAQMG0Lp1awYOHMjzzz9PzZo1mTZtGp06deLJJ5/kiSeeYMCAARw5ciRgWLopOCwENTRYnUKD1Sk0WJ1Cg9UpD+X3fZuh9OLMnnl7gHwO5PZZfyv+z7ydViC3u2yeT3ujYOeu6jzzpqq6ZcsWv2fefK1fv16vueYaVVV98cUX9cUXX/SWxcfH65dffpntdqqa5Zm3Vq1a6ZIlS7zPTZs21W+++UZVnefR6tSp4/eMWKa9e/dqqVKl9Pfff8+yrE2bNjplyhTv85dffqnx8fHe51P7nGnx4sVZnmNTdZ5XK1GihF/bwoULs6xbrVo13bx5s6qqnjx50tumYsWKWqFCBa1QoYJefPHFGhERobNmzdKvvvpKGzdu7G3/9ttv6yOPPKJ79uzRypUre+3btm3TGjVq6KFDh/Rvf/ubVqhQQS+//HItWrSolilTxp57K8AKyjMFJjirU2iwOoUGq1NoKCh1wp55M2fBmQRyx7mvGFWN91meq0DuIIIFcgdqL5dN+2nbs2cPACdPnuSFF17goYecpILbb7+dadOmkZ6ezpYtW/jpp5+49tprc73f8uXLM3/+fAB+/fVX1q9fT+XKlTl27Bht27bl/vvvp0OHDlm2++CDD7j11luzPPeVkpLC4sWLueOOO7y2a665hp9++oktW7Zw7Ngxpk2bxu23346qerM4qipJSUlUr14dcK4gZkpKSqJGjRo5nkubNm1YuHAh4FxRjIqKAmDLli1s3bqVrVu30qFDB8aMGUObNm245pprOHTokPcs34IFC6hZsybh4eGkpKSwYcMGAD777DNq1KjBpZdeyr59+9i6dSvTpk2jQYMGJCUlUa/eOR2PYowxxhgTsmzwVjAsAe4WkcLuc2VN3fb1QISINAQQkSIiEu2+bweUAhoDb4hIyTM4bhJwv/vMXQMgRVV3A58A8SIS7k5UEg984i47LCIN3HDv+4E5OR2kU6dONGzYkPXr11OuXDkmTJjAe++9R1RUFNWrVycyMpIuXboAzrNwd911FzVr1qRFixaMHj2awoULA9CqVSt27doFQEJCAuXKlWPHjh3ExsbSvXt3wJl848svvyQmJoZmzZoxbNgwSpcuzYwZM1iyZAmJiYnedP3JycleHzNvJTzVrFmziI+P9267BAgLC2PUqFE0b96cGjVqcNdddxEdHY2q0rlzZ2JiYoiJiWH37t0MHDjQ6290dDS1a9cmISGBxMREb3+NGjXizjvvZP78+ZQrV86LRxgwYAAzZ84kJiaGf/3rX37xAtkpXLgwr7zyCs2aNSMmJgZVpUePHoSFhTF+/Hjat29P7dq1eeeddxg+fHhOZTPGGGOMMQWMOFcYTW6IyBFVLS4iFXFuF6zlThrSRwPkurnPptVT1V4ikuhu98Ep+xOcZ9tuwgnkBnhXVT8QkTicKfm9QG6cAO8v+SOQ+1Hgag2Q6+Yu7wdcAewB5qpqd/e4o3CemUsDuqib6yYiXXFuywTnObtJbns9nNs/LwT+B/xTg/xHVK1aNV2/fn2gxaaAWLRoETfeeGN+d8PkwOoUGqxOocHqFBqsTqGhoNRJRL5T1XP6FiK78nYa9I8A7a0aWoHcCapaTlXDVDVSVbv7HPe0ArlVdbk6wd5V3D7nOPrPLqQ7OTmZBg0aEBcXR7169bw4gDlz5hAbG+u1L126NNt93njjjVSrVs27ipZ5G+bPP/9M06ZNqVOnDrGxscydOxdwZpjMXLd27drMmjUraP+C9RGcv6Ti4uKIjo6mSZMmXnvFihWJiYnxtvH1xhtvUL16daKjo+nXrx8AU6ZM8foVFxdHoUKFvCuC06dPJzY2lujoaPr37+/tJ9A5bt26lQsvvNDbV+atqADfffcdMTExVK1alUcffTTzmUX69u1L9erV6datG23btuXQoUOBC2mMMcYYY/JXfj90Z69z+xUopPuWW27RuXPnqqrqf//7X23SpImqOsHSJ0+eVFXVFStWaLVq1TQ7TZo0yXZijR49euiYMWNU1Qn8rlChgqqqpqam6vHjx1VVddeuXRoREeF9zq5/wfp48OBBrVGjhm7btk1V/cOzT51AJdOCBQu0WbNmevTo0SzbZFq5cqU3sci+ffv0yiuv1D179qiq6v3336/z5s0Leo7BJoW55ppr9KuvvtKTJ09qixYtvPP65JNP9Pjx47pw4ULt16+fF3BuCqaC8kC4Cc7qFBqsTqHB6hQaCkqdsAlLTG6JSBefIO7fRGSTbyC3iDwuIv8TkR+D7KOeiCSc5nEHi0gf9/0snz5kvprntI9s9rfTZ/tWPsv+JSIbRWT96ew3u5DuQKHRxYsX94KtU1NTcxVynZv9XnTRRYSFOckYR48e9dtvdv0Ltq+pU6fSrl07ypcvD/iHZwcyduxYBgwYQNGiRQNu895779GxY0cANm/ezFVXXUVERAQAN998sxdkHixwOzu7d+/m8OHDNGjQABHh/vvvZ/bs2QDE33A6dAAAIABJREFUx8d730uDBg3YsWNHsF0ZY4wxxph8ZDlvfxF1bi3MfC7sQaChqvb0WaUjznNnY4LsYzmwPNDyXPSh7Zlue4oRqvqKb4OI1MQ5h2ggEpgnIlGqeuJMDjBy5EiaN29Onz59OHnyJF9++aW3bNasWfzrX/9iz549/Pe//w24jy5dulC4cGHat2/P008/jYgwePBg4uPjeeONN0hNTWXevHne+t988w1du3Zl27ZtvPPOO96g5XT7uGHDBo4fP86NN97Ib7/9xmOPPcb999+f+T0RHx+PiPCPf/yDBx980Nvm888/56mnnqJYsWK88sorXHPNNX7Hmz59uhdcXrVqVdavX8/WrVspV64cs2fP5tixYwBBz3HLli3UqVOHEiVK8MILL9CoUSN27txJuXJ/TBIaKPh84sSJ3H333UG/E2OMMcYYk39s8HZ2fAC8ICIXqOoxd4KTSPyDr7PwnfxERAYD5YHK7p8jVTXBXe8pnJketwN7ge/c9irAaCACZwKSHqq6TkTmADNV9W0R+QfQWFXvPc1zugOYpqrpwBYR2QhcC3yVzXnkGNKdkJBAt27daNKkCQsXLqRdu3a8+uqrAISHhzNu3DhWrFhBr169vHZfPXv2JCIigrS0NAYNGkRaWhrNmzdnxowZNGrUiLvuuovVq1fTvn17Jk6cSKFCzkXm0aNHs23bNv7v//6Piy++mAsuuAAgS/+C9XHbtm2sX7+eV199lWPHjtGzZ09EhCuvvJKXX36ZiIgIDh48SJ8+ffj999+pXbs2KSkprFq1ipdeeol169Zx++23M3XqVO8K4Jo1a1BV9u3b5/XhkUceoWXLlhQqVIjo6GgOHjzIokWLAp5jRkYGU6dO5dJLL2X9+vW0b9+eSZMmsWPHDm9bgJUrV2YJBJ8wYQKHDh2ibNmyFrJZgFkIamiwOoUGq1NosDqFBqtTHsrv+zbP1RdOAPYd7vsBwCv4hHsH2OZG3NBrYDDOjJJFgdLAfqAIcDVOWPdFQAlgI86AD5yQ7avc9/WBBe77y931GuHMZlkqSB8G44R5rwQmAuFu+yjg7z7rTQA65PQ9BArpLlGihPds28mTJ/WSSy7R7FSqVCnbZ8h8TZo0SXv27KmqqjVr1tSff/7Zb/vsni9r2rSp3zNz2T0vFqiPQ4cO1YEDB3rrde3aVWfMmJHlGIMGDdLhw4erqmrz5s11wYIF3rLKlSt7z7Opqj7++OM6ZMiQgOf473//W/v27Xta55j5XOCuXbv8nh2cOnWqPvjgg97nSZMmac2aNTU1NTXg8U3BUFCeKTDBWZ1Cg9UpNFidQkNBqRP2zJv5E97Duc0Q98/3zmAf/1XVdFXdhzPF/+U4A7BZqpqmqodxstoQkeLAdcD7IpIM/BsoA6CqvwIDgYXAk6p6IMgxxwJVgDhgN5D1stdfIDIyksWLFwNOmPRVV10FwMaNGzMHh3z//fekp6fzt7/9zW/bjIwM9u3bB8Dx48f56KOPvJkifUO6165dy9GjR4mIiGDLli1kZGQAsG3bNtatW0fFihXPqI933HEHS5cuJSMjg7S0NL755htq1KhBamoqv/32G+A8r/fpp596/fIN3N6wYQPHjh2jdOnSgBNUPmPGDO95t0yZM2gePHiQMWPGeFl2gc5x7969nDjh3MW6efNmfvrpJypXrkyZMmUoUaIEX3/9NarK22+/7YWOf/zxx7z88ssMGTKEiy66KOj3YYwxxhhj8pfdNnn2zAFGiEhd4CJV/c69ffJ0pPu8P0HwehUCDqlqXIDlMThX74LObuEO9AAQkfE4VxABdgJX+qxazm3LUadOnVi0aBH79u2jXLlyPPvss4wfP57HHnuMjIwMihUrxptvvgnAzJkzefvttylSpAgXXngh06dP924tzAzWTk9Pp3nz5hw/fpwTJ05w880306NHDwBeffVVevTowYgRIxAREhMTERGWLl3KSy+9RJEiRShUqBBjxozxBk/Z9a9bt24B+1ijRg1atGhBbGwshQoVonv37tSqVYvNmzfTtq3z2GFGRgb33HMPLVq0AJw4gq5du1KrVi0uuOACJk+e7J3XkiVLuPLKK6lcubLf9/bYY4+xYsUKAAYOHEhUVFTQc1yyZAkDBw70znHcuHHeRCxjxozhgQce4Pfff6dly5a0bNkSgF69epGenk6fPn0YPHgwDRo0YNy4cbkpqzHGGGOMyWMW0n0Wich0oBowR1UH+YZ7B1j/RvyfeTui7sQh7iyVtwKlcEKy6+MM5r4H/q2qr4jIlziTjbzvBnDHquoKEbkWeBNoBSwG4lV1S4A+lFHV3e773kB9Ve0oItHAVJzn3CL54xbNoBOWWEh3aCgo4ZomOKtTaLA6hQarU2iwOoWGglInC+k2f9Z7QG3O7JbJbKnq98B0IBmYCXzus/heoJuIrABWA3eISFFgPNBVVXcBTwITJfAc/C+LyCoRWQk0BXq7x10NzADWAB8DPXMauGUKFIINzlUkEfFug0xJSeG2226jdu3aREdHM2nSpCzbQOCQ7kwzZ85ERFi+3Jm8M1hI94gRI4iOjqZWrVp06tSJo0ePAs7MjfXr16dq1arcfffd3myPiYmJREREePt76623ACfUu2HDhkRHRxMbG8v06dO9Y6gqTz31FFFRUdSoUYOEBCcRYsqUKcTGxhITE8N1113nXWlbv369X3h3iRIlGDlyZNDvLtOyZcsICwvjgw+8PHj69+9PrVq1qFWrll+/GjVqRFxcHN27dycyMpI2bdpk+30bY4wxxpgCIL8furPXuf0KFNKtqvrzzz9rfHy8li9f3puUZMiQIV5Q9J49ezQ8PFzT09P1VIFCulVVDx8+rI0aNdL69et76wQK6d6xY4dWrFhR09LSVFX1zjvv1EmTJnnv33vvPVVV/cc//uEFY/tOkOJr/fr1umHDBlVV3blzp15xxRV68OBBVVWdOHGi3nfffXrixAlV/SOk+4svvtADBw6oqurcuXP12muvzbLfjIwMvfzyy3Xr1q1Bv7vMdZs2baotW7bU999/X1VVP/roI7355pv1+PHjeuTIEa1Xr56mpKT4HWPhwoXarl07nTx5crbfqSkYCsoD4SY4q1NosDqFBqtTaCgodcImLDGhSkQWnhqkncug8Ioi8rtPSPc4n2VXu1flNopIQpCrd34ChWD37t2bl19+2S8wW0T47bffUFWOHDlCqVKlcsxjO9UzzzxD//79KVasmNcWLKQ7IyOD33//3ZuAJDIyElVlwYIFdOjQAYDOnTt7wdaBREVFeZOaREZGctlll7F3717ACekeOHCgF1mQGdJ93XXXER4eDgQOyZ4/fz5VqlShQoUKXlt23x3AG2+8Qfv27f1CwNesWUPjxo0JCwvj4osvJjY2lo8//thvu9TUVBYsWGBX3owxxhhjCjAbvOUDEWnuMzjKfM3KecvT4jvbZaaOwFC3D6Oz6UMXd71Nqhrnvh7y2X4s0AO4yn21ONPOzZkzh7Jly1K7dm2/9l69erF27VoiIyOJiYnh9ddf9wY8p+rSpQtxcXE8//zzOL9scWao3L59O61bt86y/jfffEN0dDQxMTGMGzeOsLAwypYtS58+fShfvjxlypTh0ksvJT4+nv3791OyZElvwHdqsPXMmTOJjY2lQ4cObN+eNb7v22+/5dixY1SpUgWATZs2MX36dOrVq0fLli356aefsmwzYcIEbyIRX9OmTaNTp045fnc7d+5k1qxZPPzww37ttWvX5uOPPyYtLY19+/axcOHCLH1eunQpzZo1o0SJElmOb4wxxhhjCgYbvOUDVf3EZ3CU+Wr7Fx/mA6C1iFwAzhU1fILCVbVnNn3I/gEzZ/syQAlV/dq9LP02cEaXadLS0njxxRd57rnnsiz75JNPiIuLY9euXSQnJ9OrVy8OHz6cZb0pU6awatUqPv/8cz7//HPeeecdTp48yRNPPJFtqDdA/fr1Wb16NcuWLWPo0KEcPXqUgwcPMmfOHLZs2cKuXbtITU3l3XffDdr/2267ja1bt7Jy5UpuueUWOnfu7Ld89+7d3HfffUyaNMkbeKanp1OsWDGWL19Ojx496Nq1q982CxcuZMKECQwbNsyv/dixYyQlJXHnnXfm+N09/vjjDBs2LMtgNz4+nlatWnHdddfRqVMnGjZsSOHChf3WWbBggd8A0RhjjDHGFDwWFXCOUtUDIvIt0BIntqAjzoQjuZletJKI/AAcBp5W1c+BsoDvPX073LYsRORB4EGAiIgIFi1axC+//EJqaiqLFi1i8+bNbNiwgWrVqgGwd+9eoqOjGTt2LK+88gr33HOPl68WHh7OlClTqFGjRpbjZF69qlu3LrNmzaJUqVL88MMPNGjQAIADBw7QokULhgwZ4h0rU0ZGBpMnT2b37t0UK1aM1atXA04MwPvvv0/ZsmXZu3cv8+fPp3DhwqxevZoLL7yQRYsW+e2natWqfPvtt157amoqvXv35t577+Xo0aNee6lSpYiMjGTRokWEh4fzww8/eMs2bdrEwIEDeemll1i1apXf/pcuXUqlSpVYu3Yta9euDfrdLV26lM8/d+avSUlJYc6cOaxbt44bbriB66+/nuuvvx6A559/3q9vKSkprF27lksuuSTL+ZmC5ciRI1ajEGB1Cg1Wp9BgdQoNVqc8lN8P3dnr7L1wZp98z32fDFwNVAR+DLJNUeBv7vurca7UlQDqAfN81muEE3sQtA9RUVGqqrply5YsE5ZkqlChgjfpxkMPPaSDBg1SVdVffvlFIyMj/SbkUFU9fvy413bs2DFt3769jh07Nst+fSc12bx5szdhydatW7VMmTK6d+9e/frrr7VmzZqampqqJ0+e1Pvvv18TEhJUVbVDhw5+E5aMHj1aVZ0JTzJ9+OGHWr9+fVVVTU9P15tuuklHjBiRpS/9+/fXCRMmqKrzUG+9evVUVXXbtm1apUoV/eKLL7L9bu6++26dOHFitstO/e58de7c2ZuwJCMjQ/ft26eqqitWrNDo6Gjvu1BVHTt2rMbHxwc8hik4CsoD4SY4q1NosDqFBqtTaCgodeI8mLDErryd2047KFxV03HDwd31NwFROIHc5XxW/VMh3d26dct23WeeeYYHHniAmJgYVJVhw4Z5Ydq5CekOJFBId+nSpenQoQN169YlLCyMOnXq8OCDDwIwbNgwOnbsyNNPP02dOnW8PickJJCUlERYWBilSpUiMTERgBkzZrBkyRL279/vtSUmJhIXF8eAAQO49957GTFiBMWLF/fiBZ577jn279/PI488AkBYWJgXb5Camspnn33Gv//979x8zQEdP36cRo0aAVCiRAneffddv0lgpk2bRqtWrf7UMYwxxhhjzNlnId3nuDMICo8ADqjqCRGpjJMjF6N/3Ib5KPANMBd4Q1XnBju+hXSHhoISrmmCszqFBqtTaLA6hQarU2goKHWykG5zLjjdoPDGwEoRScaZ9OQhVT3gLnsEeAvYCGwC/pfbTrz++uvUqlWL6OhoL2w6OTmZBg0aEBcXR7169fj222+z3bZFixaULFmSW2+91a89UIj2kiVLvCtpvkHVmQ4fPky5cuXo1asX4EwC0rp1a6pXr050dDQDBgzw1h03bhwxMTHExcVxww03sGbNGr99/fzzzxQvXpxXXnnFawsU+v3AAw9QqVIlL3g7OTkZgHXr1tGwYUOKFi3qt59gQd2DBw+mbNmy3rK5c/3H0Kf2Kzeh38YYY4wxpmCzwds5TlVnq6qo6jr389ZAV93c5TNVNVqd2Sfrqup/fJYtV9VaqlpFVXtpLi/b/vjjj4wfP55vv/2WFStW8NFHH7Fx40b69evHoEGDSE5O5rnnnqNfv37Zbt+3b1/eeeedLO39+/end+/ebNy4kfDwcCZMmABA+fLlSUxM5J577sl2f8888wyNGzf2a+vTpw/r1q3jhx9+4IsvvuB//3PGpffccw+rVq0iOTmZfv368cQTT/ht98QTT/hN779z504SEhJYvnw5P/74IydOnGDatGne8uHDh5OcnExycjJxcXGAM5lJQkICffr08dt3tWrVvHW/++47LrroItq2/WNS0t69e3vLT73t8dR+5bQvY4wxxhhT8Nng7RwlIleKyBYRKeV+Dnc/V8whpPtvbsD3EREZdcqyMwrpXrt2LfXr1/eCsps0acKHH36IiHgxACkpKURGRma7fbNmzbjkkkv82lQDh2hXrFiR2NjYbPPhvvvuO3799Vfi4+O9tosuuoimTZsCcMEFF1C3bl0vLNs39yw1NdUvFHv27NlUqlSJ6Ohov2NkF/odzGWXXcY111xDkSJFAq6TXVB3IIH6dSb7MsYYY4wxBYcN3s5RqrodJ1T7JbfpJeDNzOVBgsKPAs8AfbLs9AxDumvVqsXnn3/O/v37SUtLY+7cuWzfvp2RI0fSt29frrzySvr06cPQoUNzfX45hWhn5+TJkzz55JN+tyae6tChQ/znP/+hWbNmXtvo0aOpUqUK/fr1IyEhAXCmxB02bBiDBg3y2z5Q6Hemp556itjYWHr37k16enquz/fUoG6AUaNGERsbS9euXTl48GDQfuW0L2OMMcYYU/DZ4O3cNgJoICKPAzcA3qhFAwSFq2qqqi7FGcR5/kxId40aNejfvz/x8fG0aNGCuLg4ChcuzNixYxkxYgTbt29nxIgRAWeg/KuMGTOGVq1aUa5cuWyXZ2Rk0KlTJx599FEqV67stffs2ZNNmzYxbNgwXnjhBcB55qx3794UL17cbx/BQr+HDh3KunXrWLZsGQcOHMgSyB3IqUHdAA8//DCbNm0iOTmZMmXK8OSTTwbtV7B9GWOMMcaY0GBRAecwVT0uIn2Bj4F49/OZ7u5PhXRXqVKFV199FYDx48cTERHBxIkTadu2LYsWLSIiIoKvvvoqYMBjcnIy+/fv95arao4h2r/88gurV6/2ogZmz57NqlWreO2117zbGg8cOOAXDXDhhRcSFxeXbT+uuOIKZs6cSZcuXfj000959913efTRRzly5AiFChVi+/bthIeHZxv6nTlgzJx5s06dOkyfPt3v2butW7dmGwR+alD3qWJiYpg6dSqLFi0K2K/M59sC7cvCNUOD1Sk0WJ1Cg9UpNFidQoPVKQ/ld9Ccvc7uCxgJ7AJ6u58rEiSk22e7B4BRPp//VEj3r7/+qqpOKHW1atX04MGDWr16dS/Ucd68eVq3bl0NZOHChdq6dWu/tkAh2pl8g6pPNWnSJO3Zs6f3+amnntJ27drpiRMn/NbbsGGD9z4pKUmvvvrqLPsaNGiQDh8+XFU1aOh3Zrj3yZMn9bHHHtP+/fsH3I+v7IK6fYPCX3vtNb377ruD9ivYvlQLTrimCc7qFBqsTqHB6hQarE6hoaDUCQvpNqFMROKAW4AGwFIRmZbDJsGccUg3QPv27dm/fz9FihRh9OjRlCxZkvHjx/PYY4+RkZFBsWLFePNN55G85cuXM27cOC/IulGjRqxbt44jR45Qrlw5JkyYQPPmzQOGaC9btoy2bdty8OBB/vOf/zBo0CDvSlh2duzYwZAhQ6hevTp169YFoFevXnTv3p1Ro0Yxb948ihQpQnh4OJMnTw56nvXr1w8Y+n3vvfeyd+9eVJW4uDjGjRsHOFcI69Wrx+HDhylUqBAjR45kzZo1lChRImBQd79+/UhOTkZEqFixYq6CvP+q0G9jjDHGGJM/LKT7HOXOBPklMFBVPxORf+IM4p4iSEi3z/YPAPVUtZdPm4V0n6MKSrimCc7qFBqsTqHB6hQarE6hoaDU6XwI6bYrb+euHsDPqvqZ+3kM0AXIcX54EdkKlAAuEJE2OM/LrcEJ6U4ELsQJ6M51SLcxxhhjjDHmz7HB2zlKVd/EJxpAVU8Add2PQa+6qWrFAO3Lc9rWGGOMMcYYc3ZYVIAxxhhjjDHGhAC78naeEpHmwKlBY1tUtW1+9McYY4wxxhgTnA3ezlOq+gnwSX73wxhjjDHGGJM7NtukOatE5DfAppss+EoD+/K7EyZHVqfQYHUKDVan0GB1Cg0FpU4VVDUivztxNtmVN3O2rT/Xp2w9F4jIcqtTwWd1Cg1Wp9BgdQoNVqfQYHXKOzZhiTHGGGOMMcaEABu8GWOMMcYYY0wIsMGbOdvezHkVUwBYnUKD1Sk0WJ1Cg9UpNFidQoPVKY/YhCXGGGOMMcYYEwLsypsxxhhjjDHGhAAbvJm/hIi0EJH1IrJRRAZks7yoiEx3l38jIhXzvpcmF3V6QkTWiMhKEZkvIhXyo5/nu5zq5LNeexFREbEZvvJBbuokIne5/0+tFpGped1Hk6u/98qLyEIR+cH9u69VfvTzfCYiE0Vkj4j8GGC5iEiCW8OVIlI3r/toclWne936rBKRL0Wkdl738Xxggzfzp4lIYWA00BKoCXQSkZqnrNYNOKiqVYERwLC87aXJZZ1+AOqpaizwAfBy3vbS5LJOiMglwGPAN3nbQwO5q5OIXAX8C7heVaOBx/O8o+e5XP7/9DQwQ1XrAB2BMXnbSwMkAi2CLG8JXOW+HgTG5kGfTFaJBK/TFqCJqsYAz2PPwZ0VNngzf4VrgY2qullVjwHTgDtOWecOYLL7/gOgmYhIHvbR5KJOqrpQVdPcj18D5fK4jyZ3/z+B8w/jMOBoXnbOeHJTpx7AaFU9CKCqe/K4jyZ3dVKghPv+UmBXHvbPAKq6BDgQZJU7gLfV8TVQUkTK5E3vTKac6qSqX2b+fYf9DHHW2ODN/BXKAtt9Pu9w27JdR1UzgBTgb3nSO5MpN3Xy1Q3431ntkclOjnVybxm6UlX/m5cdM35y8/9TFBAlIl+IyNciEuw31ubsyE2dBgN/F5EdwFzgn3nTNXMaTvffL5P/7GeIsyQsvztgjCl4ROTvQD2gSX73xfgTkULAa8AD+dwVk7MwnNu8bsT5DfQSEYlR1UP52itzqk5Aoqq+KiINgXdEpJaqnszvjhkTikSkKc7g7Yb87su5yK68mb/CTuBKn8/l3LZs1xGRMJxbU/bnSe9MptzUCRG5GXgKuF1V0/Oob+YPOdXpEqAWsEhEtgINgCSbtCTP5eb/px1AkqoeV9UtwAacwZzJO7mpUzdgBoCqfgUUA0rnSe9MbuXq3y+T/0QkFngLuENV7ee8s8AGb+avsAy4SkQqicgFOA98J52yThLQ2X3fAVigFjKY13Ksk4jUAf6NM3Cz53PyR9A6qWqKqpZW1YqqWhHnuYLbVXV5/nT3vJWbv/dm41x1Q0RK49xGuTkvO2lyVaefgWYAIlIDZ/C2N097aXKSBNzvzjrZAEhR1d353SnjT0TKAx8C96nqhvzuz7nKbps0f5qqZohIL+AToDAwUVVXi8hzwHJVTQIm4NyKshHnYdeO+dfj81Mu6zQcKA68784n87Oq3p5vnT4P5bJOJp/lsk6fAPEisgY4AfS130TnrVzW6UlgvIj0xpm85AH75WLeEpH3cH7RUdp99nAQUARAVcfhPIvYCtgIpAFd8qen57dc1GkgznwGY9yfITJU1e4K+YuJ/f1kjDHGGGOMMQWf3TZpjDHGGGOMMSHABm/GGGOMMcYYEwJs8GaMMcYYY4wxIcAGb8YYY4wxxhgTAmzwZowxxhhjjMk3IjJRRPaIyI+5WHeEiCS7rw0icigv+lhQ2ODNGGPMOUdETvj8454sIhXPYB8lReSRv7533v5vF5EBZ2v/AY7ZRkRq5uUxjTEmFxKBFrlZUVV7q2qcqsYBb+Bky503bPBmjDHmXPR75j/u7mvrGeyjJHDagzcRKZyb9VQ1SVVfOu1enSERCQPaADZ4M8YUKKq6BCcH2CMiVUTkYxH5TkQ+F5Hq2WzaCXgvTzpZQNjgzRhjzHlBRAqLyHARWSYiK0XkH257cRGZLyLfi8gqEbnD3eQloIp75W64iNwoIh/57G+UiDzgvt8qIgNFZClwZ25+6BCRB0RklPs+UUTGishCEdnsHmuiiKwVkUSfbY6IyKtuX+eLSITbHiciX7vnNUtEwt32RSLyoogsBvoDtwPD3XOqIiI93O9jhYjMFJGLfPqTICJfuv3p4NOH/u73tEJEXnLbcvNDljHGnI43gX+q6tVAH2CM70IRqQBUAhbkQ9/yTVh+d8AYY4w5Cy4UkWT3/RZVbQt0A1JU9RoRKQp8ISKfAtuBtqp6WERKA1+LSBIwAKjl3pqDiNyYwzGPquoN7rrzgYdU9ScRqY/zQ8dNOWwf7q5zO5AEXA90B5aJSJyqJgMXA9+r6pMiMhAYBPQC3sb5IWexiDzntj/u7rekqjZx+3UV8JGqfuB+PqSq4933L7jf0RvudmWAG4Dqbn8+EJGWwB1AfVVNE5FS7rpvnsH5GmNMtkSkOHAd8L6IZDYXPWW1jsAHqnoiL/uW32zwZowx5lz0e+agy0c8EOtzFelS4CpgB/CiiDQGTgJlgcvP4JjTIdc/dGTnP6qqIrIK+FVVV7n7Ww1UBJLd/k13138X+FBELsUZoC122ycD75/arwBquYO2kkBx4BOfZbNV9SSwRkQyv4+bgUmqmgagqgf+xPkaY0wghYBD2fw97qsj0DOP+lNg2ODNGGPM+UJwrk594tfo3PoYAVytqsdFZCtQLJvtM/B/3ODUdVLdP3PzQ0d20t0/T/q8z/wc6N9rzcV+U4MsSwTaqOoK93u4MZv+gPPdBXKm52uMMdly74TYIiJ3qur74vxmKFZVVwC4t2aHA1/la0fzgT3zZowx5nzxCfCwiBQBEJEoEbkY5wrcHnfg1hSo4K7/G3CJz/bbgJoiUlRESgLNsjuIqh4GtojIne5xRERq/0XnUAjIvHJ4D7BUVVOAgyLSyG2/D1ic3cZkPadLgN3ud3JvLo7/GdDF59m4Umf5fI0x5wEReQ9nIFZNRHaISDecv5O6icgKYDXOLduZOgLTVDU3v8A6p9iVN2OV36E2AAABC0lEQVSMMeeLt3BuP/ze/S3uXpzZF6cA/xGR5Ti3Jq4DUNX9IvKFOLlD/1PVviIyA1gJbAB+CHKse4GxIvI0UASYBqz4C84hFYgWke+AFOBut70zMM4dVG0GugTYfhowXkQexRkEPgN8gzMwXYX/wC4LVf1YROKA5SJyDJgL/B9n73yNMecBVe0UYFG28QGqOvjs9aZgk/NwwGqMMcaEJBE5oqrF87sfxhhj8ofdNmmMMcYYY4wxIcCuvBljjDHGGGNMCLArb8YYY4wxxhgTAmzwZowxxhhjjDEhwAZvxhhjjDHGGBMCbPBmjDHGGGOMMSHABm/GGGOMMcYYEwJs8GaMMcYYY4wxIeD/AbeX9bWA+tOCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1420fef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lgb.plot_importance(model, figsize=(12, 30), height=0.5, importance_type='gain') # 050, 051, 052\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LB scores:\n",
    "- kfold = \n",
    "- one = "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
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   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "193.796875px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}