{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "sns.set_context('talk')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.axes._axes import _log as matplotlib_axes_logger\n",
    "matplotlib_axes_logger.setLevel('ERROR')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpret scikit-learn machine learning models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook uses some features from scikit-learn which are under-development:\n",
    "\n",
    "* DataFrame handling with OpenML datasets: https://github.com/scikit-learn/scikit-learn/pull/13902\n",
    "* Fast partial dependence plot for Gradient Boosting Decsision Trees: https://github.com/scikit-learn/scikit-learn/pull/13769\n",
    "* Permutation feature importance: https://github.com/scikit-learn/scikit-learn/pull/13146\n",
    "\n",
    "These features have been combined into a scikit-learn branch in the following repository: https://github.com/glemaitre/scikit-learn/tree/workshop\n",
    "\n",
    "You can refer to the following documentation to install scikit-learn from such source: https://scikit-learn.org/stable/developers/advanced_installation.html#install-bleeding-edge"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset: Current Population Survey (1985)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use data from the \"Current Population Survey\" from 1985 and fetch it from [OpenML](http://openml.org/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_openml\n",
    "\n",
    "survey = fetch_openml(data_id=534, as_frame=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can get more information regarding by looking at the description of the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "**Author**:   \n",
      "**Source**: Unknown - Date unknown  \n",
      "**Please cite**:   \n",
      "\n",
      "Determinants of Wages from the 1985 Current Population Survey\n",
      "\n",
      "Summary:\n",
      "The Current Population Survey (CPS) is used to supplement census information between census years. These data consist of a random sample of 534 persons from the CPS, with information on wages and other characteristics of the workers, including sex, number of years of education, years of work experience, occupational status, region of residence and union membership. We wish to determine (i) whether wages are related to these characteristics and (ii) whether there is a gender gap in wages.\n",
      "Based on residual plots, wages were log-transformed to stabilize the variance. Age and work experience were almost perfectly correlated (r=.98). Multiple regression of log wages against sex, age, years of education, work experience, union membership, southern residence, and occupational status showed that these covariates were related to wages (pooled F test, p < .0001). The effect of age was not significant after controlling for experience. Standardized residual plots showed no patterns, except for one large outlier with lower wages than expected. This was a male, with 22 years of experience and 12 years of education, in a management position, who lived in the north and was not a union member. Removing this person from the analysis did not substantially change the results, so that the final model included the entire sample.\n",
      "Adjusting for all other variables in the model, females earned 81% (75%, 88%) the wages of males (p < .0001). Wages increased 41% (28%, 56%) for every 5 additional years of education (p < .0001). They increased by 11% (7%, 14%) for every additional 10 years of experience (p < .0001). Union members were paid 23% (12%, 36%) more than non-union members (p < .0001). Northerns were paid 11% (2%, 20%) more than southerns (p =.016). Management and professional positions were paid most, and service and clerical positions were paid least (pooled F-test, p < .0001). Overall variance explained was R2 = .35.\n",
      "In summary, many factors describe the variations in wages: occupational status, years of experience, years of education, sex, union membership and region of residence. However, despite adjustment for all factors that were available, there still appeared to be a gender gap in wages. There is no readily available explanation for this gender gap.\n",
      "\n",
      "Authorization: Public Domain\n",
      "\n",
      "Reference: Berndt, ER. The Practice of Econometrics. 1991. NY: Addison-Wesley.\n",
      "\n",
      "Description:  The datafile contains 534 observations on 11 variables sampled from the Current Population Survey of 1985.  This data set demonstrates multiple regression, confounding, transformations, multicollinearity, categorical variables, ANOVA, pooled tests of significance, interactions and model building strategies.\n",
      "\n",
      "Variable names in order from left to right:\n",
      "EDUCATION: Number of years of education.\n",
      "SOUTH: Indicator variable for Southern Region (1=Person lives in \t\tSouth, 0=Person lives elsewhere).\n",
      "SEX: Indicator variable for sex (1=Female, 0=Male).\n",
      "EXPERIENCE: Number of years of work experience.\n",
      "UNION: Indicator variable for union membership (1=Union member, \t\t0=Not union member).\n",
      "WAGE: Wage (dollars per hour).\n",
      "AGE: Age (years).\n",
      "RACE: Race (1=Other, 2=Hispanic, 3=White).\n",
      "OCCUPATION: Occupational category (1=Management, \t\t2=Sales, 3=Clerical, 4=Service, 5=Professional, 6=Other).\n",
      "SECTOR: Sector (0=Other, 1=Manufacturing, 2=Construction).\n",
      "MARR: Marital Status (0=Unmarried,  1=Married)\n",
      "\n",
      "\n",
      "Therese Stukel\n",
      "Dartmouth Hitchcock Medical Center\n",
      "One Medical Center Dr.\n",
      "Lebanon, NH 03756\n",
      "e-mail: stukel@dartmouth.edu\n",
      "\n",
      "\n",
      "Information about the dataset\n",
      "CLASSTYPE: numeric\n",
      "CLASSINDEX: none specific\n",
      "\n",
      "Downloaded from openml.org.\n"
     ]
    }
   ],
   "source": [
    "print(survey.DESCR)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data are stored in a pandas dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>EDUCATION</th>\n      <th>SOUTH</th>\n      <th>SEX</th>\n      <th>EXPERIENCE</th>\n      <th>UNION</th>\n      <th>AGE</th>\n      <th>RACE</th>\n      <th>OCCUPATION</th>\n      <th>SECTOR</th>\n      <th>MARR</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>8.0</td>\n      <td>no</td>\n      <td>female</td>\n      <td>21.0</td>\n      <td>not_member</td>\n      <td>35.0</td>\n      <td>Hispanic</td>\n      <td>Other</td>\n      <td>Manufacturing</td>\n      <td>Married</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>9.0</td>\n      <td>no</td>\n      <td>female</td>\n      <td>42.0</td>\n      <td>not_member</td>\n      <td>57.0</td>\n      <td>White</td>\n      <td>Other</td>\n      <td>Manufacturing</td>\n      <td>Married</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>12.0</td>\n      <td>no</td>\n      <td>male</td>\n      <td>1.0</td>\n      <td>not_member</td>\n      <td>19.0</td>\n      <td>White</td>\n      <td>Other</td>\n      <td>Manufacturing</td>\n      <td>Unmarried</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>12.0</td>\n      <td>no</td>\n      <td>male</td>\n      <td>4.0</td>\n      <td>not_member</td>\n      <td>22.0</td>\n      <td>White</td>\n      <td>Other</td>\n      <td>Other</td>\n      <td>Unmarried</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>12.0</td>\n      <td>no</td>\n      <td>male</td>\n      <td>17.0</td>\n      <td>not_member</td>\n      <td>35.0</td>\n      <td>White</td>\n      <td>Other</td>\n      <td>Other</td>\n      <td>Married</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "   EDUCATION SOUTH     SEX  EXPERIENCE       UNION   AGE      RACE OCCUPATION  \\\n0        8.0    no  female        21.0  not_member  35.0  Hispanic      Other   \n1        9.0    no  female        42.0  not_member  57.0     White      Other   \n2       12.0    no    male         1.0  not_member  19.0     White      Other   \n3       12.0    no    male         4.0  not_member  22.0     White      Other   \n4       12.0    no    male        17.0  not_member  35.0     White      Other   \n\n          SECTOR       MARR  \n0  Manufacturing    Married  \n1  Manufacturing    Married  \n2  Manufacturing  Unmarried  \n3          Other  Unmarried  \n4          Other    Married  "
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey.data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "['WAGE']"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey.target_names"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The column **WAGE** is our target variable (i.e., the variable which we want to predict). You can note that the dataset contains both numerical and categorical data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's get some insights by looking at the **marginal** links between the different variables. Only *numerical* variables will be used. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 540x540 with 12 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = sns.pairplot(survey.data, diag_kind='kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can add some additional information to the previous plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cDgc1NTUAXHHFFaxZs4YHH3yQbDbLkiVLSKfTrFmzhk9+8pPcc889DAwMMDg4yPHjx3E4HGby4aZNm1i1ahU+n2+U3PBEcq7jSRTPohzrTLGg/M5grBzweH+DSCTC7bffTmdnJ7/5zW/MLaV0Om0mBWazWYQQaJqGxWLB5XIhpSSbzZqiVsBZPgqYr62vr2doaMj02draWlwuF5deeikrV64knU7z8MMPE4vFaG5upry8nNraWj73uc/hcDi47bbb2L9/PxaLhe7ubjRNo7W1lbq6Ovx+P62trZP669ieGVPx6bmWEi7qbl1K+f4JzypEE/AF4EIgBfznVA1RlAi9vfrX/JWA6uozx1asOP82KUaRL1P6yiuvcPLkSbOPOmBKsRoBgKEOqGkaiUQC0MVMrFYrDoeDRCJBX18fbrfbbOJisVjIZDJIKc0LsxCCTCbD0aNHCQaDWK1W/H4/Pp8PIQRdXV388Ic/BHQp456eHpYsWcLAwADxeJzGxkbC4TDAWXLDoCeODQwMmPXZhY5N9JqWlpbz9BdY3OT7H4z/N9i7dy/BYJDe3l6zec/AwAAul4toNIqU0pQDttvtZLNZNE0jlUqhaRoulwuLxYLVaj3LR4UQjIyMkEwmGRkZMcsFQS/dy2QyvPTSS/h8PrLZLFJKli5dihCCJUuWMDg4yCOPPEJ9fT0dHR34/X6y2SzV1dXme1mzZo35XibzV+N9T/S7MeYpNd89p+oAIYRPCPE14CjwHuCnwHop5cdnwjjFHGAEATnBFuBMQKD020uCfJnSwcFBotGoWT9tsVhMRUAD43uR1/bZYrEgpRy1UmA8Z/QKkFKawYXFYjEliA0Z1bKyMmw2G8lkEofDgcPh4OjRo1RUVBCNRs06cOMiblycjbrxfLlhg0JyrvnHJnqN4vwwkQxvPkaPib6+PlO50vCr/AfovmnIWOf7pLEyZZDvt4ZfRyIRM9C1Wq2mJkUsFjO3rQxfBUgkElRWVtLW1kZ3dzc2mw2Hw2F2ArRarWQyGfOOvRh/LeZ3U+zv7XwzrSBACOEUQvwNcAL4BPAEsF1K+W4pZdtMGqg4z+Qax4xaCVBBQEmRL1NaU1NDeXm5WT+tadqoZVTA/D7/YqppmnnhHfuc0StACGHeqWmaZl7IDRnVWCxGJpPB6XSSSqVIpVKsXbuWcDhMeXn5qCVfl8tFKpXCZrOZdeP5csMGheRc849N9BrF+WEiGd58jB4TS5YsMQNIw6/yH4D5wW5sURkYK1AG+X5r+LWxf29sI5SVlZFOpykrK6OsrIy6ujrTV0HfEjOqExoaGshkMqRSKZxOp+mvNpvN7BlQjL8W87sp9vd2vplSECB0PgAcA74MtAG7pZS7pZQvT/XkQoh6IcSXhRB7hBAjQggphLimwLhTuWNjH1+e6jkVk5BLLKOy8sxzKggoKcZKB69YsQKLxWLeGaXTaex2u3nx1DTNvMMyaqqNzmrxeByLxcKSJUuwWq3mMq2madhsNlwuF4lEYtRFeu3atezYscPsTRAKhejv76exsZH3ve99VFVVEQwGsdvt9PX1YbPZcLvdBAIBKioqAM6SG55IznU8ieJSkmNdTEwkw5vPli1bqKqqYunSpTgcDuLxOHa7nUQiYfqnkQuQTqcBPWA1uvcZgWUhH41EImiahsPhwOv1mo2D0um0GWxu27aN6upqqqqqEELQ29uLlJK+vj78fj+7du1iy5YtNDc3EwgEGBkZYWhoyHyP+XfoxfpesRLFpeS7RfcJEEK8BfgSsBH9w/8zUsqfnNPJ9Q/8PcBxoB+4HLhWSvnomHGn0CsU/nXMFAeklK9M89wqMbAQf/u38PWv6z0BjAg8m4Xdu+HTn4YvfGFu7ZseCy5BS1UHlFaG9TgsOL8zUNUBJVsdMGt9Ah4HrgAGgC8C/yWlzEz8qiJOLoQXcEgph4QQNwK/Yvwg4BUp5Y3nes68OVUQUIg//mO46y74+c9HP3/TTfAHfwDf+c6cmHWOLMiL8Xh65e3t7Rw/fpx0Oj3qg9do+tPd3U17ezv9/f243W6WL18+7kVvpuwa2yyokFZ7iX+gT4cF6XeTMZ5fTtSYxzje3d1NV1cXsVgMh8OB3W437/bHBpCzYed4furz+YpqmlUCzFqfgJ3oJYIx4Fbg1vx9mgJIKeWkvRSllCOTjclHCOEErFLK2FRep5gCAwOjtwIMqqrO5Aso5pyxpUg9PT2cOHGCdDrN/v37SafTdHR0kEql2LRpEy0tLXR3d1NbW8vvf/97jh07ZmZkCyFoaWmhrq6Ompoali9fTkdHx7RKlwrZlT9X/nGbzcYrr7yClJJt27adNVYx/xjPL0HPjB8r23vw4EE2b96M3W4nFArx6KOPMjg4SDweNxNea2pqEEKY5aUz4SNT8VO3201HRwft7e2mpPZC8tVicwI6cg8BeIt4VMy4pbAbiAJRIcQJIcStEw0WQoQmegAFPukUDA7q4kFjqaxUQcAknE+fyy9FMu6QOjs7OXDgAA6HA5fLhcfjwe/3Ew6HCQaDZmvWYDBIXV0dDocDt9uNlJLu7m6qchUhQoiC8qvTtSt/rvzjhmKcy+UiHo+PK/uqmJhSutaN55ednZ1AYdneAwcO0NnZSSAQIJ1OU19fTyKRwOPxkE6nicfjph+fi29OZud4fmq0BZ5MUnu+UlQQIKVcLqVsncpjhu3cB3weuBn4Y/T8gO8IIT41w+dR9PdDoWzVqiro6zvv5igKU6jcKJPJMDIygtvtNuVWjbK8gYEBKioqzJIou91uyrlarVay2SzRaBSn02nOMZ3l48nKoPKPG6VXxjnHjlXMP8bzS6M0tJBsr1Hnb0gCG4mAhm/ml5eei29OZud4fgq6r04mqT1fmRcqglLK66WUX5NS3i2lvA09gfAZ4LNCiIJRrpTSN9EDGD6Pb2H+MDRUeCXA5ztTOaAoyPn0uULlRjabDa/XSzweN+VWjUzp2tpawuGwWRJldG0zSgCtVivl5eUkk0lzjumULk1WBpV/3LjgG+ccO1ZRHKV0rRvPL43S0EKyvUZ2vyEJ7Ha7zaqBseWl5+Kbk9k5np+C7quTSWrPV6bbJ6BJCPFGIcQf5r42zbRhEyGlzKJXCpQBl53Pcy9oNA2CwcJBQFUVhMOQ6zinmFvqly6l3O1mqKvLLDdqampi06ZNpFIpEokEkUjELMurqqqiqqrKlAbu7+83y6+EEDQ0NBAMBgG9smC6pUuTlUHlHze04xOJhNlNrhRKphTTp9Df35D3hcKyvZs2baKpqQm/34/dbqenpweXy0UkEsFut48qLz0X35zMzvH8NBKJAEwqqT1fmZKUsBBiF3p/gIsKHH4R+JSU8pFpGTJBdcA44y8HngTeLaX88TTOp6oDxhII6C2C/+RP4G1vG33s3nvhX/4FOjqg6bzGfDPBwsvSvv9+tE9/mvDOnfTt3Il70yaWrlkDQqjqgNJh4fldEajqgDlldkoEAYQQHwb+I3eSp9E/9MPoSYDb0JfoJfAxKeV/T9mQqQcBtwB3oDcr+t00zqeCgLEcPw6rV+u9AnbvHn3s97+Hz30OXnwRtm2bG/umz8K7GL/97WfKOG02uOoqvYzzxhthyRL9OcVcs/D8TlHqzE6JoBBiC/DvwAHgXVLKQwXGbAB+BPyHEOIZKeW+qRozzrn9QEhKqeU95wI+CYygBySKmSDXLWvcnABQeQGlQDCIvPvuM//tmQw88gg88gjJv/kb+i+5hFfWr6dv7Vpc1dVYLBZaWlrYsmULHo+HQCDAI488QltbGz6fj+HhYU6cOMHw8DBDQ0Nmy1UhBBUVFSxbtgyPx0NTUxOZTIYTJ06YS/n79u1D0zQuvfRSNm/ebIoP2e12ysrKzDu9sXdMRhMZo2yxrq6OdDo96R3WPL07W/AEAgHuv/9+nn5avxz7fD7KyspoaWmhpqaGYDCIw+Ewu0mmUqlxfbK1tZUNGzbwwAMP8Oijj5LNZqmsrMRutxONRs0VLsMv169fz4UXXsgLL7zA3r17cbvduFwuQqEQfX19OBwO1q5dS2tra9H+CaN9tKGhgfXr1zMyMlK0r020IlJK/lpss6D/QS/R2yClDEwwzg8cAn49mfJg3ms+k/t2PfAu4PvoHQlDUsp/F0K8H/g74BfAKaAaeB+wBviolPK/ijlPgfOq6HgsDz4Ib3wj/Md/wIYNo491dsJ73wt33AG33DI39k2fBXVHFujo4KFbbmHziy+yPjZ+y4xOp5OHq6o4edVVWNato6a2luuvv55/+Zd/IRAIYLPZePjhh01Z4f7+frMHu9Fx0OjlvnLlSiKRCMlkklWrVnH48GGCwSDl5eU4nU6i0ShLlizh8ssvN/d0L7roItxuNxdddBE7d+40L3aGxGwwGKSsrIxDhw7hdDq5/vrrAcaVVx1bux0Oh0fVbpegrPCC8rvxCAQCfPazn+W5555DSklnZyfZbJbW1lZTW2LLli2MjIzQ1dXF0qVLWbJkCX6/n5qamlE+WVlZSU9PDy+88AKpVMqc3xC1MkSCDMGg9evX09jYyPHjx6mursbhcHDo0CHztYAZ0LpcLi655JJJ/RNG+2hFRQWBQIDh4WGuvvpq/H7/pL5WSFI4v2tgKUkJF5sYeDXwg4kCAIDc8duBa6dgwxdyj3flfv5g7ue/zv28HziCrlL4TeBTQA/wlukGAIpxUCsB84JHnnuO75eV8ec7dvBXa9bwk/JyBi1n/ys3JZO8v7eXv//Zz/jQj35Ey+9+x4//+78JBAKsXr2avr4+U5UtFArhcDjMfu42m80UXHE6nXR3d5vBwuDgoHnMSNyyWq2Ew2GOHTtGXV2d+XqXy0VnZ+eoempDYra1tdWUI5ZS0tXVNWH99WKq3Z43BAI8ft99tB07RkVFBTabDafTSVlZGf39/ab8dE9PD2VlZcRiMbxeL06nE5/PRzAY5Ic//KHpk3V1dcTjcUKhkOmHdrsdi8VCKpXCbrebp3Y6nQQCAbMHhiF0ZQgVJRIJlixZQjqdRghBOp0uyj9htI8a+gOBQIBAIFCUr03UL2G83gRzRbFBwBLg1SLHHs2NLwoppRjnsTx3/EUp5VuklMuklE4pZYWU8hop5X3FnkNRJIFcjJdXBmPi8ej7zCoImHPa2nShTrvLxe/sdv6/2lre0tjIn3u9PFpWRmpMN08LsOzkSd5yzz38xVe+wp8++yzNbW0EhoZwuVym8qDVajVFiIzgwJADTiQSZrmWccE1hIgMBbZsNmsu+xoZ3U6nk0wmM6qe2pCYBb2LnMPhoLy8nMHBQWD8+uvFVLtd8hw/Dt/+Nvz618SfeoqGWIzmbBZXKITfYqHcaiWZE56y2+1mMqBRamf0CaioqODo0aNU5nUpDQQCpoRwMpkc5Zf5MsJ2u51UKsVQzo/j8TiRSASHw2GONzpiZjIZ7HZ7Uf4Jo30UdD+trKw0fRQm9rWJ+iXkUwr+WmwQEAH8k47S8efGK+YbxkpA7i5rFELoXQNVEDDntLbqvbiSySTlHg/hbJYu4O6qKj7e0sKbWlu5bcUKjhX4O7ozGS559VXe94Mf8Kt9+/hoTw/NuTuubDZryrMakq2GwpvL5TIbt1RVVWG1Wkmn06O02K1WK1VVVWbpod/vJ5lMYrPZRtVTGxKzoC/9p1IpotEoNTU1wPj114updrvkefRRvYro3e/mD7/zHf7j6af5++ef50u9vXx8cJBbgkFuzGZZlUjgicWodbnweTxm4Gb0CQiHw6xdu5bh4TOtDIyVISGEGVwafpkvI5xOp3E4HFRXV5tlph6Ph1QqZY63Wq1IKbHZbKTT6aL8E0b7KOh+Ojw8bPooTOxrE/VLyKcU/LXYFOK96N36/rmIsTehd/hTzDeCQX0VwGotfFwFASXBrl272LNnj7kHa6j8GQqBXcCerVu5/fhxVo6M8D6LhYvb2/FGRsfmS+Nx/jwe58+BZx0Obstm+RkQtVjMvVzQg438nICamhpTrdBo65rNZqmoqGD16tXmnqvNZiORSLBx48ZR9dRbtmzh5Zdfpq2tjbKyMvOOrLGxccL66/r6ejo6OsweAzC6dtvYY10Itdslz6ujF4admkZLLEYLepmYydAQw1Yroe5uel0ujqN3Loq1thK3WqlqbOT6G27gX/7lXzh27BiVlZW43W58Ph+pVMpsbGXIBhtbUqD7pd/vN3tgGLkC8Xgcq9WK1Wqlr6+PsrIyc0WiGP+E0T5q9Dbw+/2mSuZkvjbWV+PxuNkrIf+5UvDXYhMD3wf8APiilPJzE4z7e+CzwAellD+cKSNnA5UYWIBbboE9e+B//7fw8b/6K3C74cknz69d586CS9CaKBu7srKSzs5OrFYrHo9Hrw5oaGBbfz/un/8ced99iHGaPiUsFn5fU8Mjra0crKnBW1mpqgOmz4LzO5OPfARuu02XGZ8mUghkQwOWlStJNDVxVAiO2e2Ubd/O8quu4oFf/1pVB0ydWZMSFsBvgNegt+u9DXgZPairRO8T8EfApcAj6LX7xXchmgNUEFCAN70JTpyA/xon3/If/1GvEjh27Pzade4suItxb28vP/rRj9izZw9CCNatW0ddXR1+v99sDQyYdxyJRMJsIuTRNF4XCHDhvn3UHT8+7jkiVVUc3LaNQzt2EPD7qa6u5uKLL2b16tVFX7gKNQYaHh4294iNrO1EImEqy9nt9oXSPGjB+d0o0mmG7r6b/b/4BckjR/CFQtREItTFYnjHLIVPFel0kmpspM/rZdDvJ71qFZaNG2lzODjY2wvAqlWrWLVqFQ0NDdPyk/F8M5lMYrFYSCaT5paA0XTLyF0oYf+c1WZBZcB3gHejNwUqdPKfAB+WUpZ8ToAKAgpw2WV6zfnXvlb4+De/qa8U5NrLziMW1MW4t7eXW2+9lZdffhlN04hEIqTTaZqammhsbCQej7N27VqsViu9vb1UV1dz9OhRurq6zAxtgAsvvJBrly9n59GjbNq3j/IJVCIPeDw8t2ED+zdu5PXveAfXXnvtpBe/QrLBRgLikSNHTOGi3t5eGhsbaW5upru7m+bmZrZv304mkym1kr+psqD8biy9vb184mMfo7+7m77uboaHhrBbrdRUVeETgh21tayRkvp4nJqREapHRqiJRHCOSY6bKmGrlU6Xi06nk0xrK3VXXol182Y233wzjkIy6AUYzzedTifDw8MMDg4SjUax2+1mIuK6devIZrPYbDYuvPDCUvXP2WkWBCCljAHvEUJ8FT0/YBN6t8AwehOhO2eqQZBijhgagsbG8Y9XVkIoBOk05JXqKM4vd955J21tbWayXjqdBvSM5IqKCpxOp1nD73a76e7uNrOVhRDm18HBQYa3beOnmzfzP6tX09rVxVXHj7Pp6FHKxizzbopE2PTcc6RffJG2F14g+PGPs+S97x0/f4TRZVLd3d1mRngoFMLv9zM8PEwsFsPlciGEIJlMIqUkkUgQj8dpaGhgYGCAnp4es7WsonS488476R0exuL1EtA0tMpKwvE4WYuFYZeLzliMLVu26Imb2SxW4OihQ3jDYVam0ywJh2lJpaiPRFhtsVCXTGIt4qa0IptlYzTKxmhUr2h68UUA5Ic+BA0NsGoVrFypf129GtasgZYWcDh0f7Va6enuLuibyWQSn8/H8ePHzdUBi8WCz+eju7vb3HZbSP455d6iUsr96LX7ioVGMAjr149/3MhiHRqCpUvPi0mKszl27BjZbBaHw0EikcBisZh1z9FoFJ/Px8jICBaLBY/HQ0dHhynhGovFzH7syWSSQCBAWVkZnQMDuFev5ofLlnGiupodXV28vqeHS+Jx8j/m7dksa/bvhw9+UG8v/fa3wx/9EWzZcpadhWSDBwYGiMVi1NTUoGkayWSSsrIystksoVCI8vJystmsKdpilFDN54vsQsVI5Ovu7jab+FitVlKpFB6PxwzmjA/TLBBKJol5vZxOp0nn1AFjHg8NDQ2saW1lJdASi2E7cYI1moY/EKAmFKKyCOEyISV0demPxx4bfdDh0AOB5cuhtRW700lTVRVi9Wq0QICaRIJ4MKjnKSSTeNNp7MkkWSmRFgtui4WBSIRsLrBeSP6pGowrdKQ8Ux0wHvkNg1QQMGesXr2ahx56iEQigd1uN+v8XS6XKc9aXV1t5gNUVFQwPDxMKpUya6iNC7WR7VxXV2d2N5NuN3d5PPxyxQrq0mneFonw5kCA5rEX4r4++Na39McFF8C73qUnl+ZWk3w+Hz09PXg8HjweDwMDA9hsNsrKyswyLqfTaWZJ+3w+U1PeaAYUj8dZvnz5ef4NK4ph9erV7Nu3D6/Xay6ZG8FpJpMx6/GNMj0hhHkXbdT4G6V7Ho+HSDJJZuNG9kYiJBsbeSLX+GdwcJBwVxfa4cNc6HCwRkqaYjEa43EaEwncxSQnplJ6LlMun6kh9wBYXV5OyOdj0OMhVFVFYulStECASHU1aZsNIQTlg4O4slm8w8M42tupa2nB0dODDAapdrv1/wWLZfRDCH3lIf/n/OdKhGK1A/5qivNKKeU3pmGPYq6IRPRM34mCAGO/TZUJzik33XQTv/71r82cgGQySTqdZunSpabeulEyNTw8TENDg9my1bgIA6xZswYpJc3NzSxfvpzf/va3BAIBU/O9vLycaHk5/yoldzQ1sdvn47UdHVza0YE9Gh1t1L59+uOzn4Vdu+Dd76b+uuvocDpHyQY7nU4aGhrMnICysjLC4bDZpthIFFTSwqXPTTfdxJ49e+jp6cFut5tBnsViQdM0VqxYgc1mM3tOpNNp1q5dy4EDB8zmU7FYDLfbTSKRMKWCx/pjKBQiIiWJ5cu5P5nkNzab2TRo+0UX8eaLLqI5HGY9YDt+XG9kdPKknsSc2yqbCHs0Sm00Sm3ec0bL25DbzZDXy4DHg1y+nGBlJZFkEveKFQR7e/GUlVFXVgZ5fQ4mxeuFEvLpYqsDtEkHjUZKKcffLCwBVGLgGNrb9aWyT35S1w8Yb8z73w8/+Qm8853n07pzZcElaJ1LdYDdbqelpYUlS5awcuVKtmzZgsPh4Pjx4zz33HNmA55kMkksFsNisZDNZs9UBzQ347j/fvjBD+Dhh8cvE/P7yb7xjQzu2sXA8uW4/H6k281wOKyqA84js3mt6+3t5c4772Tfvn3E43E0TcPv93PhhReycuVKNE0blWFv5Kvs27ePgYEBvF4vdXV1gN78aTx/rKuro7a2lp6eHo7l7uYnrA7IZiEa1QOCw4fh6FF9FeDUKf2RqzCYLprNRraxEevKlVhWrDC3GWhtBb9fv+Mfj9kNAmatRPDqqU4spXxs8lFzhwoCxvDKK7B1q14GeOWVhccMD+tStf/2b/Dnf34+rTtXFvzFeM7o7YXbb4f/+R/9Yjsea9fCW98KN9wATU16V8ry8oUueaz8rpTQNEgmIZHQEwqPHtWbHrW1nQkO2togrw31tPB69aAgPzBobdVzEsrKSi4IKOo/sNQ/0BUzwES6AQZer76XNUEpmeL8EAgE+OlPf8qvfvUrBgcHSSQSDAwMjOr1D5j779lslng8TjKZBKCyspLy8nKsVqspyqJpGsPDw6TTabMtq5SSmpoa6urqsFgshMNhTp8+DcDKlSu59NJL8Xg8nFi9GoJB3hYK8eZUiiptzOLh0aPw5S+jfeUrtLe0MHzttXSuXs2h06c5dOoUveEwrqoqmpqbSSQSlJeXm+pwnZ2dOJ1OKioqqKiooKamhsHBQX2ZOBIhlUqxdOlSmpubicVi1NXV8drXvpYNGzbM51WEksaQ/n3ppZc4fvw44XCYrq4uent70TSN8vJysxzVaNDj9XqxWq1m1QhATU0Ny5YtI5vN0tfXRzqdxu/3U1tby+nTpxkYGMBqteJyucycF6/Xa245xGIxhoeHsVqtNDQ0mNLEg4OD9PX10dnZSTAYxGaz0dDQQG1tLeXl5UQiEWKxGC3LlrFtwwY8jY1UXHstNWVlxLu6GH7lFTLHjlEZDNKUybAsncY3MoJtrF8XYmQE9u/XH2OIeDyE6+pg0yas73wnVTffPOc+WuxKQBZ4j5Tyx7Nv0vlBRcdj+OUv4W1v07uArVw5/ribb9bHfec758+2c2dB3ZEFAgE+8YlP8MADD5BIJEb1OJ8LnE6nGVwAONF7h78X2AWMd4kbsVj4rd3OzzMZjtjtpDWNcDaLu6aGjNNJd67bmxDCTCbz5PrPezweotGoKcuazWaRUrJmzRr8fj9er5cPfehD7N69ey4vsgvK7wwCgQD/+I//SEdHB8888wzhcNj8UJ9rLBYLLpcLKeVZvfuN41JKLBYL5eXlZkLt2rVr8fv99Pf1kY3FCPf3kw6H8VitiJwIkb+ykkYhWC4l1SMjLMtkaNE0mjWN+mn0xnvpve8l+qEPzbmUcLFrcSXhzIpZxGgANNFKAOgVAmolYE4x7sAMIZW5Jj8AAEiidw37CdCCHgz8gRBsHnOh9GoaNyeT3Ayc1DTusVi4GxiJxbClUlilJJnNEgVcLhfpdJpYLIYQgkgkgqZpuFwuMpmM+XsYGRlhw4YNhEIhnn76aTZv3jyvy7dKkUceeYRAIEA4HDZXnkoBY3UgHo+buhdjMZIUjUZVbrebWCxGOp1mcHCQeCJBJBZjIB7HXVHBYDyOVQicmsZIJIJj2TJODg6StFiwezykc0JI8UCAtW43y4HmbJZl6TSNmQytQOU4AcIJqxVvTkp4Ln10QW/IKaZAMdsBoFcI9PXNvj2KcWlrazMvdCPnun85QxjSr2NpB74AfMti4Uqnk5vSad6YyVA3ZuwKKfnLbJY/B56JRrnXZmOPxUI0k6HKYkFYrYSkZCSZRJSXE45GR9WlA2YfBKP80dAUUEHAzNLW1kZlZSWvvPJKSflgvtxwuoiqAGP1yGq1EgwGTTVKYwXBWDXIAFmrlYim4bJY6Nc0nFYr5VLisFhwZDKkrFYOaxonnU6kzUZKCFJAucdDeTJJs6bRKgStUrLR56M2HueQpnFNCfQZUEGAQicY1JO0XK6Jx1VV6Qk0ijmjtbUVt9tt6rIbbYDnksm2FeO5D/VnnU6+t3QpOyIRdsdiXJVMku9xFuByTePyVIoR4HdWK/cA+7JZvFJSZbcjk0niVisRKUnl2hBbLBZSqRR+vx+Hw0EoFGLVqlVzLtO6EGltbWX//v3U1dXR399fMj5orAQIIbDb7WQn6R9gtVoRQpDNZs2S2kwmYzYDMuYCPcCwWq26HLDDQTSRIG2zkdI0vC4XIyMj1DmdSKsVV06xMJVKIYCQEISsVvYLQWVlJesvuYRTySRXrV9fEn0wphIErBNCXFXsYCnl49OwRzFXGI2CJiptAb385dlnz49NioLs2rWL+++/nwceeMC8+5lLxuYEGOSvDthsNlKpFFa3G62piXtOn+bZmhocAwPsHBnhRinZOua9eIGbslluymbpSKW4z2bjd3Y7J5NJ/GVluONx0okEdpeLkdy2QaXHQ29vL16vl8suu0z1GJgFdu3axRNPPEEkEjETSEsBTdNG5QQUwri7z2azuFwu4vE4brcbu92O3+83/5+MhEObzUY2lxPg8/mIRCL4fD4CgYCZQDsSiaA5nYRtNuK5rREhBJrdTiyRwGuzIXJbVlVVVfT29uKqr2f58uUl0QdjKn0CppT5oPoEzDPe/nb9w/2HkyhA//jH8N3v6s2FysvPj23nTknktMy0lHBJVQecOMHevXtJJBJ4PB6EEDgcDlpbW5FSEovFqK+vZ+nSpfh8PjZu3Eg8HufwgQN07t9PZnCQVRYLr41E2HzyJFUT3FmebmjgxeZmnq2qIpRKkU6nqampoaGhgXg8TuWSJVy+ezdrt23DMdn21uyy4PzOYKFUBzQ3N7NlyxZcLhcej4eamhoCgQCHDh3iyJEjBAIBKisrWb16NW63G5vNZmp2tLe309XVhc1mo6mpibKyMjMgMrQI2tvbicViNNTVsbqxEUc2S6Xfz6pLL6WlpWVeSQlrwK+AogWCpJT/MFVjzicqCBjDdddBTw/8+79PPO7BB+GrX9Ulh1esOD+2nTsL9mIMuiJafmOV2tpali9fPqqJylht8+rqaoaGhhgYGCgonWqz2ejq6mJkZIRsNsvw8DAOh4Pt27fT0tJCJpMZ1czHmL+7u5uuri7S6TTNzc2mBrtxHqfTSW1t7dl2BYNU2WxUC0Got5fkE09Q8cgjVD33HNbx+sa73bB7N7z1raS2bmVgaIjwyAgVXi+1tbX6xdVm04PV8nK9Rvv8JlIuaL8DRv3d29vb6evro7Ky8izJ6bH+Z9z99vT0MDAwMKp5lNfrxel0EolEOHXqFCMjI9jtdpxOJ5lMBo/HQ3NzM7W1tWf54Vib8n3RaEJkNM0CveFQS0tL0XYaPlyspHCh+Wa5WmVWg4BbVIngAuaii3SRjX/6p4nHPfssfOpT8OSTcPnl58e2c2fBXoxTqRR79uzh7rvvJhaLEQwGSSQSrF69ml27dlFbW8vWrVt5+eWXTW2AcDhMe3s7DQ0NnD59mkAgYEqnGr3cjxw5gtfrJRQK0dPTg9frpbGxkWg0ysaNG3nb294GQHl5uTn/4OAgjz76KMFgEJ/PR2VlJSMjI1x++eX09fURCoWorKyktbUVn883rl3NNTUMHjtGfHAQr83GskOHWHfoEA0dHeP+HpLV1fTt2EHommsIVVVRVlbGBRdcMPqCK4QeOBhBweyXDi5Yv4MzcryDg4M8/PDDHDt2DKfTSVXu93/jjTdy7bV6A15DttfoYGn8XaLRKMePH+fAgQPYcu2ADY2Lzs5Os+NgLBZDSonf76eqqgqv10t5eTk33HADgCnpa5xrrC9WVVVRVVXFqlWrOHz4sLldYLFY2LZtGzt37pzUzlOnTpkiV6lUCqvVyrZt20in0wUlhfPlio35zoP08OxJCSsWOENDuuTmZFRV6V9VhUBJ0NPTw4EDB8wLZDabpbKykmAwSDAYpKysjL1795qyqaCX0QWDQVy5JFBDOrU8t70TCASw2Wxm2+CysjLsdjsWiwWr1crQ0BBdXV1ceOGFDAwMmPMHAgFSqRSrV682VxQCgQCnTp3C7XbT2tpKIFeFEo1Gz7IrHA4TDAb1si2fj+qmJroOHCC0ahVd27ez0u1m5YEDVDz8MO4xZarOoSGaH3iA5gceILZ2LV0XX8yg10vD2rVnBkkJsZj+GBjQ5bDzVwkmy4dRjMJY1jf6+9fV1SGEoLq6mng8zoEDB1i3bh3AqL+zx+PhwIEDAPj9fsLhsPlVCIHT6aStrQ1rnkx1WVkZg4ODVFVVkUgkTHXKfD/s6ekxzzXWF6uqqujs7GRgYIClS5dSlbuOBQIBOjs7R722kJ3V1dWAnhRprCIY77O+vr6gpHC+lLYxXylKD899kbGiNJhMQdDA79e/5v5pFHOL0TWvvLycRCKBw+HAbrdjs9lM4Z7u7m7zogl6EFBRUcHg4CBut9vcs81ms2SzWUZGRsw7l0wmYwYA4XAYt9tNOp1mICcilT//4OCgGUg4HA6CwaApNWvUbRuZ14XsikQipl1OpxPNZiPsdjNUWYlWVcWQ283A297G/q9/nVNf/rKex5JTG8yn7OhRVv/oRyy9+Wb4+Md1WdmclsIo0mkIhXTpWVXxMmUMqejBwUEsFovpe4b41MjICKFQaJSktEEmkyGTyRCJREzFQcP/jPwVo+LDarWSTqex2+1mMqJxV53vh/nnGuuL0VxJaSAQGNVDwO12k8lkJrVzZGTEfF02m0XTtFHlkcb5C/1+8ik0bq6Z0SBACLFECPE3QohDMzmvYpbJZCAchoqKycdWVen7qioIKAl8Pp/ZPc+V02dPp9NkMhlqa2uJx+NmwpyB1+slHA5TU1NjXkyNEiir1WoqERqJUOl0Gk3TqKioMDv3GXc3+fPX1NSYCV+pVIqqqipTxdBISIzH43g8noJ2eTwe0y5jvNVqRdhshO12xMqVZHw+4pkM9ksugS98AZ58ksBnPkNg0ybkmP1+SzoNDzwAt94K11wDX/mKKSV7FtPo+LbY8fl85t/dkKdOp9M4nU6i0Sherxefz2eOy8dms2Gz2fB4PGcqR3L+Z7VacbvdaJpmBgd2u92UHNZyEsP5d9nxeHzUucb6Ynl5OdlsFr/fP6qSJR6PY7PZJrXTENQCzJLUZDI5qrfA2HLUQvMVGjfXFBsEtAJ3FToghLAIIa4XQtwNdAJfBhqLmVQIUS+E+LIQYo8QYkQIIYUQ14wz9nohxEtCiIQQokMI8XkhhNrOmAmMyLSYlQCrVV8NUEFASVBfX8+mTZsQQphd3Pr6+sw90PLycrZs2WLeNUUiEaSUVFVV4c+t6hhJS6lUylSBy2QyOJ1OM8PbCAQMNcHGxkZT6teY36jRP3bsmHnB9Pv9Zh10W1ubaXchu4BRdrW1tVFRUWGqDLrLy+lNpbCsXEnt5s3gdILLhecd7+Dk3/4tz37lK3S8851EC5VcDQzA978Pb34z3HQT3HHHmQZZimlRX19v/t19Ph/9/f2EQiGGhoYA2LRpE/X19eY44+88MDBAU1MTTU1NgK4uaGwTSSlJJpNn1c4bksPGNpYtJzyV74f55xrri8FgkKamJi677DISiQTd3d10d3eTSqVoamqa1E4jh+Asn5xA8rrQfKVQEjiWohIDC75QiLXAB4H3AEuAIHAP8Evgd1LKVBFzXAPsAY4D/cDlwLVSykfHjHsDcD/wCPBTYDPwJ8C3pZR/Nk37VWKgwauv6ipvn/60XiUwGR/5iF4Z8MADs2/bzFASm72qOmCC6oBx7Jo0EzsahWCQVCjEwMCAXh3g8VA3MID9vvvgvvvOBLljsdvh6qt1dcNduyC3fz2DLGi/A1UdsGiqA8zBQpQD70D/8L8MyABPAlcDfyClvHNKJxfCCziklENCiBvRyxALBQEHgQRwiZQym3vui8DfAuuklOOs8U14bhUEGDz7LFx6qV4ZcOmlk4//9Kf1i+/evbNv28yw4C/Gi55kUr+zH9vCNpWCRx+Fu+4aPzcA9NWtW26B971Pl9SemSRB5XeK883sVAcIIa5A/+D/A8ADvAx8HPhfoAp4daonBpBSTtp0WgixAdgAfNgIAHJ8G/g74Gb0LQjFdMkt3xWVEwBQXT3+3qqiZJnoLif/rqm+vp66ujrS6fRZd/sT3UWNPQfAoUOHOH36NK2trezcuZNkMlnw/GPvlMY719jxxsqB+fqGBhzRqJ7jIqVeBrh7t/4YGtJXBn71Kzh8ePQvJxCAb34T7r4bTp5UlQIzzLn6njHHZP439lww2gd37dqFx+MZ15ZCd+zGfIVWswq9bqK5SpGp9AnoQ//Q/6GUcn/esZXAMeBtU10JGHOOGymwEiCEeDfwI+AiKeVLY17TCTwlpXzHNM6nomODH/0I3vMefZ902bLJx//wh3D77ZBI6PuypU9JXNHn0ucK1SwbF6bh4WGzptrr9RKNRikrK+P6668HzvQCeO6553jxxRcL1lgbH9zGOdLpNN/73veIx+OsXLmS4eFhUqkUb3vb21i6dOmo8xtywEaS4njn2rx5s9mTPb+vQEtLi5m0aNZhWyz6NkAoBIVaKx85oq8O3HsvDA6eef6zn4V//MeZ+rUver+Dc/c9o/7/iSeemND/xp5rrA9GIhEqKyt53eteh81mO8uWsX6Y33cgFAqZfQKMXhdG9UH+6yaa6zwFAlP2ualUB7iBSqDI28UZw8iiKJSJ1gM0FHqRECI00QP9vSjgzEpAsS1W6+r0r7n2sQqdUva5/Jplj8dDbW0tnZ2ddHZ2jqqpNsq1pJR0dXVRW1tr1vR3dnbicrloaGigoaHBbOhi1Fjnn+PQoUOk02mWLFmCy+ViyZIlBAIB2tvbzzp/vk0TnevAgQOjxgMEg0GEEKNe39PTo3cKrKnRc1eqq/WE1nzWrdObXj32GHznO/DGN+oB7Xvfe77/NOdMKfsdnLvv9fT00NPTM6n/jT3XWB9cvXo1XV1dPP300wVtGeuHxnmj0agpJNTa2mqeq9DrJpqrVCk2CNgA3Aa8BXhcCHFcCPFZIcT56HhgFFqerVCi5wm4CzyvmAqBgL78WaDmuiBGENDZOXs2KWaUiWqg82uqjRro8vJyBnN3yEZNv1ExYJBfYz32HN3d3Xg8HrNuPJFIUFlZSVdX11nnz2eic42MjIwab/QVyJeyPasO22LRg4AVK3S/zekkmNhsevngt76lVxCsWlXcL1RRNOfqe0YN/2T+N/ZcY30Q9J4BRvXCWFvyGdt3IL9PgNHrotDrJpqrVCkqCJBSHpFS/jWwDD0v4CjwOeAE8HN0caHZWvoyCi0LrTu78o6PQkrpm+gBDM+SvfOPoSF9FWDs3dJ4GEHABG1cFyOl7HMT1UDn11QbNdDRaJSamhrgTC8Ao4ugQX6N9dhzNDQ0EIlEzLpxl8vF8PAwjY2NZ50/n4nO5fV6R403+gp481awxq3DFgJ8Pmhthfr6wpLZcys2NG1K2e/g3H3PqOGfzP/GnmusD4K+TG90/xtrSz5j+w7k9wkwel0Uet1Ec5UqU6qzl1JmgDuBO4UQ9cAHcg8B3CGEuAW9RPBeKeVMOZ6xjlLP2VsC9cBTM3SexUsgUHxSIECuQYdaCZg/1NfX09HRYXYRjMfjZp22Uf537NixUfuyY3sBJJNJXnzxRbq7uwF9T9aosR57jg0bNvD000/T19eHx+NheHgYv99PS0sLkUhk1PnzbZroXEZOgDEe9L4CUkpzzqLqsL1e/RGP676f+xBSzA7n6nvG37OpqWlC/xt7rrE+eOzYMRobG7nssssK2jLWD415Ozo6zDv5trY2szyw0Osmm6sUmXafgFGTCHE18EfomfpuICWlLBBqTzjHjRRODNwIHECvDvjvvOcbgC7g01LKSVRvCp5PJQYavO51+gf6t79d/GtuugluvlmXFS59VIIWi6Q6YDqZ2KmUXlo45g5xBlB+l0NVB5y36oDZ7RMw6WRCVADvAj4opbxkiq+9kfH7BBwGosCOvD4BXwA+DayXUk65RLEU/jFKhu3b9b3RL0+h0vJP/kRfVn3oodmza+ZQF+MpEolE2Lt3L93d3aN02qdLKpXi2LFjPP/886YS4fbt2yds3jJeo5XJns9vPmO328f9sDgPKL+bIjPtdwZjGwilUilaWlqm3UCo2GPGvJlMBq/XayYLzmJgMLdBwHQQQnwm9+169ADi+0AbEJJS/ntuzJvRuxEaHQM3AX8KfEdK+bFpnnfe/GPMOsuX6wqCn/508a/54hfh+PH5IryiLsZTIBKJcPvttxMMBqmoqDBV2N7//vdP64JsyB3fddddJJNJHA4HmUyGdevWsW7dOo4cOYKWK+MTQnDRRRdxySWXjJIZzi8fnOj5UChkStM6HA6amppwOBxnlZKdJ5TfTYGZ9jsDo2xwYGCAxx57zJQXNtodr1q1qqAPjicvPLZ8cLxjRkljJpOho6ODVCrFxo0bWb16NT6fb7bKBmetWVAj8CLwv1LKT0ww7l/QOwpulVL2jzduDF8Y8/MHc1/bgX8HkFLeJ4S4Cfg88C1gAPhigdcqpsPQEFROsYqooQH27NGV2MZmXCvmNXv37iUYDJrlUNXV1bS1tbF3716uuOKKKc9nyB3DmRKrcDjMkSNHCAaDLFmyxNQLCAaDdHZ2miI0Y2VYx8oPj31eCGFK04IuQWuxWMxSslKScFWMZqb9zsAo8wsGg6PkhSsrK838gUI+OJ688FjZ4vGOGSWN2WzWDGKMttxG2WAp+GOxJYIfBRzAP0wy7u/RM/aLvjuXUopxHsvHjLtLSrlVSumSUjZJKT+fS1RUnAuJBEQiUw8C6uv1Jizt7bNjl2LO6O7upmJMomhFRYWZkDVVQqEQIyMjZikYgNPpJJ1OEwgERpWPGf3hx8oMw2jZ4vGeN8oIHQ6HKSFbqJRMUXrMtN8ZGGV+RqIh6H4Wi8Ww2Wzj+mB+iWA+Y8sHxztmlDRGo1HTHzVNM6W0S8Ufiw0CXg/8UkoZnmhQ7vjPgTedq2GK84RRMzvVIKC5Wf965MjM2qOYcxoaGsw7FoNwOExDQ8G+XJPi8/nMzG+DZDKJ3W7H7/ePKh9LJpPYbLazZIZhtGzxeM8bZYSpVMqUkC1USqYoPWba7wyMMj+jcQ/oflZWVkYmkxnXB8eTFx5bPjjeMaOksby83PRHi8ViSmmXij8WGwSsQd8OKIZXcuMV8wGjZepUg4BcKYwKAhYeW7Zsoaqqira2NoaGhmhra6OqqootW7ZMaz5D7hj0Equuri6CwSDr1q3jsssuI5VKmdKuiUSCpqams2SGx8oWj/e8lNKUpo1EIsRisVFysYrSZab9zsCQ9K2qqholLzw8PExzc/O4PjievPBY2eLxjjU1NZFIJIjH40QiEQKBgLnSUUplg8VqBySAj0kpv1/E2A+iS/xOqUTwfDNfkmVmnYce0uWD//VfYar/bDfdpD9uu21WTJtBVILWFFHVATOC8rspoqoDzpnZqQ4QQnSgJwX+bRFjvwTcIqVsnqox55P59I8xq/zf/8Ef/iH84Ad6lcBU+Mu/1DuvPfPMbFg2k6iLsWIuUH6nON/MTnUA8AzwDiHEZydKxhNC2IF3Ak9P1RDFHDHd7QDQ+6w/+CBks8W3HFbMCRPdsUxnjrKyMlKpFB251tGTNQ6y2WwMDAwwMDAw6g5vort64y4qnU5TUVFh3kUVahAEjLINIBaLjfp+Psi6LgRmwtcKzVNdXU1PT8+UmgWN53eT2TmR/xXbJCjfT0vZD4tdCXgN8Dt0KeE/klKmCoyxA98D3g1cJ6V8ZIZtnVFUdJzjs5+FL30JfvvbqX+Q//rX8JWv6HkBa9fOjn0zw6K+Iysk5TpVedP8Oex2O8899xydnZ00NTVhtVpH1VaPlRWWUnLvvfeSTCbZuHEj0WiUqqoq3vWud3Hw4MGCNf/PPfccL730Eul0mvb2djKZDBs2bGD58uV0d3ePkg/Ov3Db7XZeeuklhBBs2rSJ/fv3I4TgwgsvJJPJlLys62xwPv1uJnyt0DzhcJgTJ06QSCSwWPRUtrE+N/Z14/nd+9//fhwOx6Q1/oX8b/Xq1UVJCOfLXJeVlZk+eR78cHakhKWUD3PmA/6wEOLzQogbhRC7hBA3CCH+HjiSO35bqQcAijz6+/VVgOncyRuKay+8MLM2KWaUQlKuU5U3zZ8jHo+TSqWQUprSri6Xa1xZ4a6uLqSU+P1+LBYLra2tBINBHnnkkYJ2GVLCDocDt9uN1+ulqqqKcDhMIBA4Sz44X741Ho/jcrlwOBx0dXWZ3+dnh5eyrOt8ZyZ8rdA8Qgg6OjpIJBKmlPBYnxv7uvH8bu/evRPaacgWF/I/KE5CWAhBMBgEGOWTpeiHxVYHANyK3qCnHr1pzy/RVwfuRFcUrM8d/8gM26iYTfr7oapqeq9tbQW3ez7kBCxqJqpnns4cRi2+x+MhFosBo2urx44fHBzE4/GYdfug13+3tbWNW/OfyWRwu91mjbXT6SSbzTI4OHiWfHC+fKsh+WrUhRvfRyKRab1vxdSYCV8rNM/IyAg2m41sNms+N9bnxr5uPL/r7u4uqsa/kP8VKyE8MjJCRUUFkUhklE+Woh8WHQRInc8BLehd/b6BvjrwjdzPLbkGPnPbh1gxNfr6ppcPAPrqwbp18JQScixlJqpnns4cRi1+JBIx9zrza6vHjq+pqSESiZh1+6DXf7e2to5b82+z2cwl2lQqRTKZxGq1UlNTc5Z8cL58qyH5atxxGd8b+8ClVJ+9EJkJXys0j9frJZPJYM1bsRzrc2NfN57fNTQ0FFXjX8j/ipUQ9nq9hMNhPB7PKJ8sRT+ckpQwgJRyALh95k1RzAl9fVOvCshn82b40Y8gFNL12hUlRyEp16nWKY+dw+FwIIQgkUjQ3d2NEIKNGzcWlBVubGzkpZdeIhAIUF9fb9Z/79q1i4MHD44rJTwwMEA6nTZXHurr6/H7/SQSiVHywWPlWxOJBEII1qxZY+YE5HeMK5X67IXITPhaoXmklDQ3N5v+Bpzlc2NfN57fGWWBE9nZ1NRU0P+MYzCxhLCUkqrcCmu+T5aiH865gNBcoRIDc1RUwO7d8Kd/Or3X792rlwr+6ldw440zadlMsugStMaiqgPmJCt7Ufqdqg6Y0+qAWesTMFGinwTi6Mp/v5ovSYEqCABiMSgvhw99CN797unNkU7DDTfAe98L//VfM2vfzLEoL8ZTZSLd9FIpZ4LRdpZIU6DxUH5XgPniZ4UYa7vFYkHTtFJ6D7PWJ+CaIsd9TAjxv1LK907VEMUcYGSnVldPfw67HbZvh/vuAylBFOGDUsLvf68nJG7ePP1zK2YMo7QqFApx6tQpQqEQlZWVtLa20tHRcT7L6oq2M18yuLm5mYMHD86VZLCiSOaLnxUi3/a2tjazUqWqqgq/3z8v3kMhii0RtEz0ADzAxcBPgHcLIf54No1WzBBGEJCT0Jw2l10GXV3w0kvFjb/1Vrj6ar1Ncem3HF4UGCVTIhfEGXKuQEmVMxl2AqZksMfjMUuwxpaMKUqL+eJnhcj3PdCTEFOpFJV5idWl/h4KMZUSwXGRUsaklC8C70HvLviBmZhXMcsYEp01Nec2z+WX65UCv/jF5GPvuUf/4L/hBti6Ff7szyC3r6yYO4ySKaOcCTBLmkqpnMmw0yjVMsq3YrGYkgyeB8wXPytEvu8Z5YPl5eWm782H91CIGQkCDHLlgfcAG2dyXsUsMRPbAaCXGG7bpusQTJRjIiV8/vOwbJn+4f83fwOZDHz1q+d2fsU5Y5RMGeVMgFnSVErlTIadRqmWUb5VVlamJIPnAfPFzwqR73tGNUE0GjV9bz68h0LMaBCQIwSUtIKgIkdPD9hseoXAubJrF5w6NXHjoCefhFdegXe+U185WLIEXvMa+OEPIa/5i+L8Y8iiGonCbW1t5rFSKmcy7ARGSQYnEgklGTwPmC9+Voh83wN9ZcDhcDA8PGw+V+rvoRBT7hNQBOuB3lmYVzHTdHXpWwHFJPNNxpVX6nLE//M/eo5AIb77Xb0aYdeuM8+95S3wm9/Az38OH/zguduhmBYOh4MdO3bQ09NDfX19yWZtj7Vz69atpVwdoBjDfPGzQhSyvQSrA6bMjPYJEEJsQs8J+JmUsqSv6KVWNjMnXHMNBALwzW/OzHxf+IKeHNjTo0sM5zMyAkuX6gHAJz5x5nkp9fLC1avhkVmrLlWlWoq5QPmd4nwzOyWCQojPTTKkDH0FYDeQAr40VUMUc0BHh97/f6Z44xv1D/K77tKX/PP55S/1vgSve93o54XQA4M77oDeXj1QUCwazqWxzNjmRVCaUq2K0uFcGxkVamA0tnHVfPO7YpsFaUXO9zTwp1LKl8/JqvPAoo+ONU0X/7npJvjwh2duzve8R7+rf/TR0ceuvhpOntS3C8ZuP5w6BR/4AHzrW9PvXDgx6o6sBDkX2dmx0sbnUap1Kii/KyHOVea4kLyxIRdsyFqXgN/NjpQwcO0kj0uBJVLKK+ZDAKAABgYglYK6upmb02KBN78ZHntMTwA0OHIEHn9cXykolH+wfLm+IvHzn8+cLYqS51xkZ8dKG5eyVKuiNDhXmeNC8saGXPC5yCbPNcU2C3psksdzOWEhxXyhvV3/OpNBAOhBQFkZfClvR+gb3wCHA17/+vFfd/XVehdBo3eBYsFzLrKzY6WNS1mqVVEanKvMcSF5Y0MueDrzlQqzUSKomA+cPKl/bWiY2Xm9Xrj5Zv2ufs8eOHgQvv99PQDIqWoV5Npr9SRBtRqwaDgX2dmx0salLNWqKA3OVea4kLyxIRc8nflKhSkFAUKISiHEp4UQTwohBoQQydzXJ4QQnxJCzEDBecHzXiOEkOM81s3GORc8J07oX2ejpvUP/xCamuD66+Gqq/TA4AOTNJFsbtZzCf73f2feHkVJYtRdG0JAU5FYzX+tIdWaSqVKUqpVURqci78Ven2+XPB05isVii4RFEJcADwA1KMnH4wAYaAC8OaGnQZeL6U8NKNGCnENsAf4V+DFMYfvkVKGpzHn4k6W+aM/grvvLq7V73To64N//3dIJnWtgFWrJn/Nz34G//mfcPgwrJvR2E4laJUoC7w6QPldibEIqgNmTUrYBewHmoGvArdJKdvzjrcAfwx8El1SeIuUMjlVYyY4/zXoQcBbpZR3zdCci/sf4+qr9R4B3/rWXFtyhkAA3vEO+Mu/hK99bSZnVhdjxVyg/E5xvpm16oB3AiuBd0kpP5sfAABIKdullJ8BbgHW5MbPCkIIrxBiNjodLi6OHNGX7EsJv1/vNviDH8CYvTuFohCpVIr29nb27t1Le3s7qVRqrk1SLGAWor8VGwRcDzwnpfzlRIOklD8HngNuOFfDxuEO9C2IuBDit0IIJUY/HQIB6O+Hlpa5tuRs3vpWGBqCH/1ori1RlDhG3fbhw4cJhUIcPnyYZ599dkFcmBWlx0L1t2LvqLcAxWZs/RZ49/TMGZcU8AvgQWAQuAD4a+AJIcTFUspXx75ACBGaZM7KSY4vXA4f1r82N8+tHYW48EJYuxa+8hU9mdA2fxZ9lM+dX/LrtkGv1R4YGKCnp4eWUgxwZwnld+eHhepvxa4E1ALFir535MbPGFLKp6SUfyCl/L6U8h4p5ReBq9HbFX9+Js+1KDhwQP9aio4rBNxyi1698D//M9fWKEqYc637ViimwkL1t2KDgHIgVuTYeG78rCKl3As8BLxmnOO+iR7AcKHXLQpefhk8ntkpD5wJrrgC1q+Hz31uXuUGKJ87v5xr3fdCQfnd+WGh+luxQUBJZLkWoBPwz7UR846XX9ZL9mZCQng2EELXM+jq0rsNKhQFONe6b4ViKixUf5uKgNDLQFcRczYCF0opredo26QIIR4C1kspG6fx2sVZNpNMQmUl3HADfPSjc23NxHzmM7BvHxw/fq7tjUsi2lm0PjeLnGvd9yyj/G6BUeL+BrMlJZxja+5RDMV1ICoSIUTtWG0CIcROdPGiH87kuRY8L7ygBwKb50Fhxa236smB//RPakVAURCHw0FLS8u0ErPmwQVdUWKci79BafpcUUGAlHKuNQZ+KoSIAU+hVwdsAm7Nff/3c2jX/OPxx/WvmzbNrR3F0NwMu3fDf/0XfOpTsGTJXFukWCCMlYXt6emho6NjrmVgFQuYUvW5Gf9wF0KUCSFWzPC0d6FXHHwC+A/gZuDHwMVSymKrFhQAv/613qN/viSz3HKLLnn8r/8615YoFhDnKiurUEyVUvW5ooIAIURKCPHOvJ+9Qoh7xmnW81bg2EwZCCCl/KaUcoeUslpKaZdSNkopP6gCgCkSCMCTT8Ill8y1JcXT2Ag7d8J3vgOxYgtUFIqJWajlXorSpVR9rtiVANuYsQ7gzcxwPwDFLPOLX0A2qyv7zSduugmCQfi//5trSxQLhIVa7qUoXUrV5+Z6r19xvpASvvtdvUHQ6tVzbc3UuOACWL5ct1+hmAEWarmXonQpVZ+bPz1ZFefGo4/qlQF/+Zel2x9gPISAN7zhjMzw+vVzbZFinuNwONixY4eZqb18+fKSyNRWLFxK1efUSsBiIJOBT35Sr7V//evn2prp8drXgtUKd9wx15YoFghGudeWLVtoaWmZ84uxYuFTij6ngoDFwOc/Dy++CB/5CDidc23N9PD7Yft2XV1Q0+baGsUCYiHKwypKk1L0talsB7xRCLE0930ZekOgPxBCXDhm3EUzYZhiBtA0+OIX4Utfgje9Ca69dq4tOjde8xr9vTz5JFx55Vxbo1gAlGrttmLhUaq+NpUg4F25Rz4fHmfsjHYMVEyRaBQeeAC+/nV47jm94c7HPz7XVp07O3eCywU/+YkKAhQzwkKVh1WUHqXqa8UGAfP8FnKBk07Db36jP555Bl55Rc8DWLIE/vZv4brr5l8yYCHcbrjsMvj5z+Hf/g3s9rm2SDHPmah2WwUBipmkVH2t2LbBj822IYppICXcfjt89rO64p7LpWfOv/3tcNFFsGWLnky3kHjNa2DPHnjoIb1iQKE4B3w+Hz09PXg8HvO5eDzO8uXL584oxYKkVH1NlQjOV4aH4T3vgXvvhY0b4WMfg4svXvh3x5dcAhUVeoKgCgIU50h9fT0dHR0MDAzgdruJx+MlUbutWHiUqq+pIGA+0tOj7/MfOQJ/8id6Rz3LIin0sNvhmmvgV7+CkRHweufaIsU8plRrtxULj1L1NRUEzDc6O2HXLn35/5/+SS+bW2y87nVwzz3w05/Chz4019YsSEpR8nS2OFd5WMX4LCY/KoZS9LVFcvu4QDh1Cq6+Wl8J+NrXFmcAAHrew/LluqiQYsYxSpkOHz5MKBTi8OHDPPvssyVR06yYPyg/mh+oIGC+cOCAXiI3OKgHABs3zrVFc4cQcP31ehvk556ba2sWHKUqeaqYXyg/mh+oIGA+cPfdcMUVkEzCN76heueDnhPh8cBXvzrXliw4SlXyVDG/UH40P1BBQCkzOKjved94IyxdCv/xH7By5VxbVRqUl8Nb3wq//CW8/PJcW7OgKFXJU8X8QvnR/EAFAaVIZ6fe5GfFCr0PwDvfCd/6li4ApDjD298OPh/86Z9CNjvX1iwYSlXyVDG/UH40PxBSLs4Ov0KIUGVlZWXJLE11dcH99+vd8B55RH/uyivhAx+AEsokLTl++1u9SuJzn4N/+IfxRpVEu8SS87kJUFndM8Ki9zvlR+edKfucKhGcKaTUBXuyWf0h5ZlHNqu38U0mIRKBQEDP8D9xAvbtg6efhuPH9XkaG+Hd74Y3vlHfAlBMzHXX6dsB//iP+s+f/SzYlFufK6VYyqSYfyg/Kn0W80qABojKykqQktWahhOwAjYpcQJlUlIhJX4pqZWSOilZqmnUSUmtplElJefaqiYDHLdY2G+18pLVSofFotSXpohNSv4sleLibJYQ8FOHg8dsNh602ZBCMDw83CGlnPOr0CifUyx4lN8pzjfT8bnFHARk0HMiwn8Lzi+Ba65tUswsuyH6Oz3OGi6Ri7HpczM0pXFVH56h+RYyc/G7Wqh+N13mi7/OZzun7HOLNggYixAiBCCl9M2tJYpzYTH9HRfTez1X1O9q7pkvf4PFZqeqDlAoFAqFYpGiggCFQqFQKBYpKghQKBQKhWKRooIAhUKhUCgWKSoIUCgUCoVikaKCAIVCoVAoFikqCFAoFAqFYpGi+gQoFAqFQrFIUSsBCoVCoVAsUlQQoFAoFArFIkUFAQqFQqFQLFJUEKBQKBQKxSJFBQEKhUKhUCxSVBCgUCgUCsUiRQUBCoVCoVAsUlQQoFAoFArFIkUFAQqFQqFQLFJUEKBQKBQKxSJFBQEKhUKhUCxSVBCgUCgUCsUiRQUBCoVCoVAsUlQQoFAoFArFIkUFAQqFQqFQLFJUEKBQKBQKxSJl0QYBQoh2IUT7XNuhWDwon1PMBcrvFBNhm2sD5pDKysrKSkDOtSGKWUfMtQE5lM8tLpTfKc43U/a5RbsSoFAoFArFYkcFAQqFQqFQLFJUEKBQKBQKxSJFBQEKhUKhUCxSVBCgUCgUCsUiRQUBCoVCoVAsUlQQoFAoFArFIkUFAQqFQqFQLFJUEKBQKBQKxSJFBQEKhUKhUCxSVBCgUCgUCsUiRQUBCoVCoVAsUlQQoFAoFArFIkUFAQqFQqFQLFKKCgKEEL8VQlyb97NLCPFXQohlBcbeKITomEkjFQqFQqFQzDzFrgS8FqjP+7kc+BqwpsDYcqDxHO1SKBQKhUIxy5zLdoCYMSsUCoVCoVCcd2xzbYBCoVAoFIuBVCpFT08PoVAIn89HfX09DodjTm1SQYBCoVAoFLNMKpXi2WefJRqN4na76enpoaOjgx07dsxpIKCqAxQKhUKhmGWMFYB0Ok13dzfpdJpQKERPT8+c2jWVlYDlQohtue8rc19XCyFCY8a1nrNVCoVCoVAsIAYGBmhrawPA7XYzMDAAQH19PS0tLXNm11SCgC/kHvl8u8A4AchpW6RQKBQKxQIjmUwyPDxMa6t+n+x2u2lrayOZTM6pXcUGAf8wq1YoFAqFQrGAcTqd+Hw+gsEgTqeTZDKJz+fD6XTOqV1FBQFSyhkPAoQQ1wB7xjm8Xkp5JG/s5cBXgW1AGPgp8LdSythM26VQKBQKxUxTW1vL8uXLEUIwMjJCQ0MDUkpqa2vn1K5SqA74V+DFMc91G98IIS4EHgYOAn8FLAP+GlgBvOW8WKhQKBQKxTlQX19PR0cH0WiUhoYG4vE45eXl1NfXT/7iWaSoIEAIUQU8CDwkpfzMBOP+P+Ba4PVSynCRNjwmpbxrguNfAoaAa6SUkdx5TgHfFULsklI+UuR5FBMgNQ1SCbDaEPa5rVtVKBSKhYbD4WDHjh1mlcDy5cvnVZ+ADwObgRsmGfct4C+AW4GvF2uEEMILxKWUmTHPVwDXAV8zAoAc/wN8A3g7sCiDABmPII+9jOw+CZEQIMBbhVjagmjdiKionnyOdAp5fC+y7QAM9YCW1Q+4vYiGVsSqC2FJM0Ko5pAKhUJxrjgcDlpaWua0GmAsxQYBbwF+JaXsm2iQlLJXCHEnerBQbBBwB+ABMkKIPcAnpJT7c8c252x8Ycx5UkKIV4CtRZ5jwSA1DXnwaeTexyGbGX0wOozsPYV85TFYthrLlqsQNQ1nzyEl8sQ+5IsPQyJ69kniI/rxE/tgaQuWS16PqKqbpXekUCgUC5tS7BRoUGwQsAH4SZFjnwPeXMS4FPAL9G2GQeAC9L3+J4QQF0spX+WMaFGhbgo9wGXjTV6gf8FYKic5XnLIeATtsTuhr11/wulGrNgMVUtASgj2ITuPQjQMp4+hnT4GTWuxbL4CahoQQiAHutBeeAj6c0KPFiti5WbEsjXg9UE6jRzqRp48AINd0NuOdt9tiO3XIdZtV6sCE7AQfU5R+ii/K21KtVOgQbFBQBkQmXSUTgRdSXBCpJRPAU/lPXWPEOJe9Lv+zwPvBty5Y4UKKRN5xxc8sqcN7fd3QVz/M4h1FyO2XYuwjy4vkRfvhs6jaHsfh2C//n3nUXB7wGLRA4QcYvkG/cO9vGLUHKJuGXLdxdB9Eu3ZB2EkiHzu1xDqhx1vQFhUo0mFQqEoBmMFQAhBd3c3Xq/X7BRYCtsCxQYBQ0Cx1rbkxk8ZKeVeIcRDwGtyT8VzXwsVUrryjheayzfRuXLRc8lHyDIRRb78KPLVl/Qn7E4sO69HNK8rOF5YLNCyHkvzOmT7IeS+JyHYZwYPAFQtwbL9tYiGFWfOo2nIvk7k8BDYHVjqliEaV2J5y63Ip+5Fnjqk25BKwJVvVYFAARaKzynmF8rvSpuBgQFOnToF6L0CBgcHgbnvFGhQbBDwAvA2imsadDNj9vCnSCdnggBjG6BQDUU9eaWECw2ZjCMPPYM89BxkUvqTNY1YrrwRUeGf9PVCCMTyjciWDRDsRw51g5QI/1KorjeX9aWUaEdeIvPUryEyPHqOZSuxXf56xFU3gacSeeBp5KlDYLXDFW9RWwMKhUIxDqlUivb2dh599FH27t3Lli1b8Hq9lJWVlUSnQINig4DbgV8IIb4spfzUeIOEEP8EbERfzp8uK4CB3PcHgAywHbgz7zwO4ELgx+dwnpJEahryyPN6cl865yQOF2LLVfoWwBTvwIUQ4F+C8C85+1xSI/PIr9AOPHvmSbdHP28mjTx9gvTPvo314muxXHodAoE88BTyxF7w+hBbrjqXt6pQKBQLklQqxZ49e3jsscdoa2tjcHCQUCjEihUrqKioIJVKMTQ0RCqVmvO8gGI7Bt4phLgf+KQQYifwXWAvevc+L3qW/h8BlwP3SSl/NdmcQohaKeXAmOd2ovcZ+GHuvMO57YH3CCG+lFcm+B70ioKfF2P/fEGmU2iP/gK6T+hP2B2I9TsQGy9FOFwzfr7sEw+YAYBl5UZsO9+M8FUjtSyy4ziZpx5EDnSTff4RZDiA9bp3IBIx5PFXkK88hqxagmheO+N2KRQKxXymvb2dxx57jGAwSHV1NclkUq8QOHqUW199lWfe8AaCwSDPPvvsnCcITqVj4NuB7wC3UDgrX6CX+32kyPl+KoSIoScHDgKb0PsLDAJ/nzfu73JjHhVC3IbeMfATwINSyoemYH9JI6XUE/9yAYBYvRWxbRfCVTYr58uePEj2pccBsFxwObZrbtCrBzQNEnFE00rs7/gzMr+/F23vU2hHXwFnGbar3oIMD0F/J9qT92Dx34rwqO1GhUKx+Mgv/Ssr06/VsViMl19+mZGREXw+H/F4nGQySc/Ro3y3q4uNiQQrf/ADjl18MV3R6JwnCBYdBEgp48B7hRBfQ9/33wRUoK8GHADulFLum8K570KvAPhEbp5+9OX9v5dSduSd9yUhxGuBr6A3CAqjr0T87RTOVfr0tEHnUQDEJa/Hsv7iWTuVTMbJPKzvrohlq7BdfT1kMqQevY/0849BPAZ2O9b1W7Hvuh5htZF96XG0fU+hLW3CcvXNaPf+NyRiaE/cjeV171H5AQqFYsEz9kP/5MmT9Pb2kkgkaG9vp6KiggsvvJB9+/Zx7NgxPTdLCDoOHuR7XV1clNUbsrniceq/+EX6/vM/CYVC8yMIMMg18tk/6cDJ5/km8M0ixz4BXHGu5yxl5KmD+jd1TYh122f1XNlnfgexEbA7sF/3B6BlSdzxTbS2o2cGpdNk9z1H9ug+nH/wISyt69HaDpN59G4c7/kEliuuR3v4/6CvHfnqS4i1F82qzQqFQjGXjK33f+GFF3jhhRdYs2YNiUSCYDBIOBwmm81SXl5ONBqlt7cXeyLBD3p72ZELAAA6XC7+9aKLaNi7lxtumKwR7+yi6rxKBBkOAOhtf2fxrlqGhsjuexoA6yWvQVRUkXroLjMAsF/1Blwf/QyOG9+L8FZCMkHyJ/+lf8i7yyGVIPP7+xDLViNWXqDP+eLDyHixbSQUCoVi/mGsAGQyGTo6Oti/fz+nT58mGAySTqfx+/1Eo1FOnz7NypUr9e2BkRFu6+5mR+ZMd9cOp5NPbN3K8XgcKeUcviOdYgWE/mqqE0sp/2Xq5ixiRC4e07ITjztHMs/+Tj+Hx4f1wp1ogQEyTz8MgP2aN+N4zfUAWBuasa7ZTOL7/4wc7CV11//g2H0j2cfvQXt1L9pF1yC2X4fsfBVSCeQrjyEue9Os2q5QKBRzhVHvn8lk6O7u5tixY4RCIdra2qisrMThcJBMJs1mQMdefpkfDQ1xuaaZc7Q7HPz11q30Wq3s3LiRbdu2EYvF5vBdFb8dUKwOgMz7qoKAKSAqa/S+/wOz1/pACw6gHX0ZANuO1yJsdlLPPAKahqj0Y7/6Dfq4aAQ5Moyldimu9/wZ8W9/ARkJkzl1HEv1UuRQL9nnH8H+pvcgLrwa+dxvdDGjDTsQlTWzZr9CoVDMFclkkqGhITRNo6enh7KyMk6dOkVPTw/xeByLxaLrskjJz77/fe4YEwAcF4K3lpVRpmn4PR4uuOACYrEYPp9v7t4UxQcB1xYxpgo9We9izgQDiiIRjSuRR1+A/g7kSBDhrZrxc2RfelzXGPBWYdlwETKbJbPvOQBsl1wDVhvxe/6P5G/ugmwWUeGj7N234rjuJlL3/Zjsy09jfdM7kEO/RjtxABkOItZcpDc0igSRex/XGwspFArFAsNisRAMBjl9+jSBQIBEIqFn/ff0MDw8jN/vx+Px8MxDD/Fvx46NXgGw27nZ66VLSl7T3MzWrVs5fvw4VVVVXHttMR+vs0dROQFSysfGewBPA5cA30MPAB7O/ayYCo0rocwLUiL3Pznj08tkHO2I3nrYtu0qhMWKdvokREf05y64mNSjvyb5wC8hl8AiwyGi//U1pMON8NeBlGRPt5t2Zg89j7BaEVuu1MefOqS3HVYoFIoFhqZp+Hw+GhsbsVgs1NTU4HA4qK6uxul0EgqF6Dx8mP/s6ODyvCTAkxYL76irY8Dp5LWvfS3ve9/7aG1tZevWrbS0tDA0NLfXzGknBgqd9wPH0Mv3TgGvk1JeJ6V8aWbMWzwIixWxWS+AkMdfQQ4VEk6cPtrxA5BJg82OZf02ALIncyWJtfUIVxnxe/4PAPtFl+H97NextqwEKYnf8Z/Ytum2ZQ+8gGXVZv37Iy8hpUSs2AQenx7AHJj5AEahUCjmGqfTSXV1NXa7ndraWoLBIDabjfLycpxOJ7ZEgm+dPMn2vD3+E0Jwg9fLsXic8vJyLr/8cjMZUEqJ2+0mFArN0TvSmVYQIIR4M3rHwO+jt/W9RUp5kZTydzNp3GJDrNkGvlqQEu3Je5DZmUsS1E4cAMDSuh7h1MUXtc6TAFiXryb10jNmfwD3H34Ia2ML5R/7f4iycmQsSqa7CxxOvZ2wyO0iDQeQfaf1AGbT5QDIE/uQI8EZs1uhUChKgdraWlpbW1m/fj1NTU00Nzfj8/mora1luKuLfz12jB15egAdDgfvaWxk0O3moosu4mMf+xgdHR20tbURiURoa2vjlVdeMZsMzRVTCgKEEDuEEI8BdwNLgb8E1kkpF1wP/7lAWKxYLn8LCKGL/rzy6IzMKzUNrUv/wLe0rjef13r0nkyWxuVk9r8IgH3zRVg8urSwpbIK5+vfCkDq6UexrNwIQLbtGKKqTp/juN4yQqzaAuUV+mrAS4/MiN0KhUIx1xhCQAMDAyQSCfx+P/X19bhcLrLZLIeff55vnjjBxfEzoranrFbeXlODXLaMa665hk996lN4vV5cLpfemVVK8+tcU2yJ4Brgn4Ab0eV7vwR8VUo5MnumLU5EbSNi0+XI/U/qYj3LViOWNJ/TnDI4ACk9QrU0LNefi8eQkXDunPVkThwBwLbuglGvdV55HYn7fw7JpK4eCGinjmLb9SZksB/t5EHY+UaE1YbYeg3yiXv03IAVmxFNa87JboVCoZgrjA//PXv2MDIygsvlIhKJkE6nCQaDHD9+nLYDB/hpJDIqCbCnrIwP1NfTk07zus2bef3rX08qlcJqtXLVVVeRyWQYGRmhoaEBt9s9b0oED6KvGryALifcC6yeqKmNyguYPmLL1ciuExDo1fvzX/9hhM0+7fnkQJf+jdMNORliLTh45nx2JzKsywhbW1box2NRACxl5di3Xkr6mcfInG7HYrVBNgM2XfBCBgfQhvqwVC9BrLgAeXwv9Laj/f4uLNe9G1HbONoWTYNAL7KvA4YHkPEopFMgNX0FxGpHuNxQWYNoWDlK9lihUCjOB0Z3wFdffZWXX36ZTCZDJBLB6/XS19fHCy+8ANEoP4tG2ZkXAHTa7fzJ6tU4lizhY7t2sXTpUoaHh9m8eTMrV67kxIkT1NfXU19fD+i9B+ZLiaA19/Vi4N4pvkYxRYTVimXnDWj33QYjudK7i14z7fnkYK8+b81S8wNVjoT0gzY72siwOdZav4zkk3sY+fY/QzZD+S0fwrF1B+lnHiN74ijWrRchO46THehDeHwQCaGdOKgHAUJg2Xkj2v3fg3gE7dc/RKy+EOqa9A/6gS5k1zFITBz5ms0mXn4UahqwXPpGRHX9tN+/QqFQTIX29nZOnjzJq6++SjQaxWaz0dfXRyaT0YOC4WF+mUyyMy9vq91q5U/WraPbYuG1W7Zw8cUXE41G6ezspL+/ny1bttDb28vAwABut5t4LlnQCAjmimKDgH+YVSsUZyGq6hCbr0DufRx56Bnk6q2I3F38VJFDuSDAv/TMc7kPfuGpQAb1EhVRUYlMp4n897/pH9pA9I7vUvkP/wxWq146WKbnC2gnj+DYtoPs3ifRju+DS3bpc5RXYHnde9Ae+SmEA8ijL8LRF882ylMF1UsR5RVgd+gdE6XUKxjiEeRgN4SHYLAb7YEfYLn6JkTzumm9f4VCoSiWVCrFE088wcDAAJFIhBMnTpDNZk3xoPjgIL9IJketAJyyWHhHbS1pm40LL7yQ17/+9Zw4cYJ4rjXw3r170TSNrVu3MjQ0RCgUYvny5dTX18+pjDAUGQRIKVUQMAeITZfry+vRYeS+JxA7r5/yHFJqaH2dAFhqz0ScMqb3+hflXrThkH68sor03heQ8Zh5TEZHiD/wK6yta8geP4zMZb/K4CAsbYG9TyIHupGhQYRP7xYoKmuwvOVW5NEXkO2HYSQEVhtU1SHqWxFNa4pqhiR729Gevg/CAbTH7tTVCuuapvw7UCgUimLp6enBYrHgcrmorKzEarUSDocZGhqiHPhFMsnVYwKAN7rdWGtquDgXAESjUeLxOH6/n2AwSHNzM9FolKGhIVpaWuZUNXAsSkCohBE2O+KCnQDItv3TEumR3e0Qz+3vN60+cyD3QY/LjYzmEgQ9FaQP6WrQ9gu2Uf7+jwCQevEZvWcAoPV2g9Olzx2LgacS0HsGjLXdsvEyrG/8INZ3/BXWt/051te8E8uGHUV3QxRLW7C84QNQWQNaFu33dyEz6Sn/DhQKhaJYQqEQjY2N5pK9pmn09/cTGxjgu729owKAdouFG7xe4rW1fOxjH+NLX/oS9fX1dHZ2IqUkGAzidrupqakpiZ4AhSgqCBBCfFoIsSHvZ6sQYpsQorzA2MuEEP8zk0YuZsTKC/SEPk1DnpiagrNMxsn8/j59nrpGhK961DEA4SpDRo1VAQ+Z9jYAbCvX4rjkCv0OPp02N+qzXe1YmnLJgx3Hsa7dqj9/5CWkPPPPMVMIVxmWa94GFitEQsiDT8/4ORQKhcLA5/ORyWTYvHkzlZWV9PT04MpmuVvTuCavpK/DauWdS5aw/eabeeyxx/joRz/K0qVL2bFjB1u2bMFut9Pa2sqmTZuw2+3E4/E5TwIsRLErAV8ELsz72Qc8D+woMHYF8O5zskphIqw2RIsef8nOo0W9RutqI/27n5P6wZeRua0A2xVvHDVG5rL/hbss7/tytIE+AKxLG7C4y7Ct0sv8tLC+WqBrCujL/tn241jWX6Q/PxxAnj45zXc5McJXi9igu5o89CwynZzkFQqFQlE8Rjng3r17SaVSOBwOenp6ePHFF8mEw/woHB61AtBhtfJXW7ey5rrr+OhHP0pz85kybofDwcUXX8zmzZux2Wwkk0kGBgZKIgmwEMUmBhZC1W2dJ8SyVchXX9Sz69MphH38RJLMEw+QffHRM0/Y7NiufSuW5tWjxsmY3uJBlHmQ0dyHt8uNlksStNTqzYBsq9eTOXqIzOl2M0cAu16uKAd7EW4PYmkzsreD7IFnsTStmqF3PRqx8TLk4ed02eKTBxBrL5qV8ygUioWLkdwXCoXMTn2Dg4M8//zzBAIBHA4HNpuNkZERfvOb39B28CA/SyS4Mj8HQAhu9Hhw22zsWraMU6dO0dbWRkNDA1u2bMHj8eBwONixY4d5rlJJAizEuQQBivOFkQwnNQj2nfl5DFr7q2YAIOqWYVm/DevqLYhy71ljZTikj6vw5ZUICj1DH7DW6ZUEtuV6LkC28xSO9Rv05MBUSq/pl5Js9ymsF1xGprcD7fgBZDSsZ/zPMMJVhli+QW9LfHI/qCBAoVBMAaP2PxqNYrfbeemll8hmswwPD/PSSy9RVlaGEIJwOMyLL76IiMf5ZTrNtfk5AMDr7HaCDgeVg4M8++yzppjQkSNHePnll3n/+99vBgKllgRYCJUYOA8QTreu3AfI4cFxx2UPv6CPr2/B/s4/xXbhzsIBQCajZ/cD+KrRAvr3MqWXBWJ3YKnRVwKsDcv0YyNhLL5co6GhAUSu0kDr6sCy+gJwl4OWJbvvmXN8t+MjWjfp3/R3IhPRWTuPQqFYePT09BCNRqmtrSUej+NyuUgkEnR0dODz+RBCkEqlOHbsGOnhYX6RSo0KAE4Br3e56C8ro6qqCp/PRyqVorq6murqalpbWwkGg+zdu3fO3uN0UEHAfMGb6xEwgTiP7M2VAq7eghDj/2m1gR7IObcor4CEniSo5RIErcuaERa915O1ftmZF+a2IbTBfqwNenSr9XQgbHasm/Q9++y+p5C5HgMzztIWPVERkD2nZuccCoViQRIKhXC7dfG0kZERnE4nmqaRzWYRQpBIJDh8+DDRgQHukpJdeUmA7cA1wKDHQ2NjIw0NDYRCIYLBIMHgmWtyRUUF3d3d5/eNnSNTCQIKKR3MvfrBIsFcYs+V8xXCKCEUFb4J59I6juvjvJVmDgAWK9nOUwDYV59pymMp9yAq9DJAmdUDBy04iGWp3g5Y69cd3rrlCr2hUCJG9sCzxb+xKSCsNqjNBSUDp2flHAqFYmHi8/mI50R+vF4vyWQSi8VCbW0toK8UEI/zs1SK1+a9rh24NvdV0zQ0TSMcDuNyuUilUgQCAXNsOBymoaHhvL2nmWAqQcD3hBBhIUQYaMs9d5/xXN6x7868mQpyQYCMjR8EmLma2sSxWfbYQQAsy9eSPaFXHFiWNpI5eggA+wWj99uN1QCZ+weS4WGo0v9x5FAfMpNBlHuxbLxEn//5Pchkosg3NjWM9sEy2Dcr8ysUioVJfb2uQ/Lwww/zm9/8hieeeILh4WGqq6sZHh4m1NPDd/v72ZXfChh9BeC03Y7H4wH03IJoNEo2m8Vut9PV1cXQ0BBtbW1UVVWxZcuWOXl/06XYxMDHUXf9c0uZsRIwvnCjKPciUwnkRFsGqSTZE4cBsK3dTPz+X+oHcr0IcLpwbBkTBDQ2kTl6EC10Zl7h1JfV0DTkUB9iSSO2i3eROvQCxCNknnwA+66bCtuQW2abljBQRa7XQXj896hQKBRjSaVS7N+/nxdffJFsNouUks7OTtrb27FnMvxvJMLleQFAJ7DbZiPm93Pp2rV0dXXhdDpZvnw5AHa7nUwmw9atW2loaGD79u1mdcB8oti2wdfMsh2KSRCeSj0Kiw4jNQ1hOXsRR9TUI4MDZm+AQmRf3a/357daEXWNZDv0RZ1sbw8AzkuvJH3yOPEH7kI4nJS97V3YmltJAtnuTiy5qgCZTOqdA5MJtL4uLEsaEZ5KrJdeR/aJB9D2P0PG6cay4SIIh9C629C625GBPohH9JDSXYaoXoqlZQ3W9dsLJjGe9R7LK/TfQ3zE1ORWKBSKQkQiEfbu3Ut7ezsnTpzg4MGDeL1ePB6PeSw1PMztwSBbo2eSjbssFt5cXs6g3c7yZctIJpP4fD5cLhdOpxOPx0M4HKayspLXvva1XHbZZXP4Ls8NVSI4XzBa7WpZiIXB4ztriGXZSrRj+9DaX9WX6G1n/3kzh18BwLpiHZkjuQ6ENjvZLj1wEOUVBD/+YTNxMPHoQ1T85f/TTz3Qh3VFKzIUQOvvxbJ0GVr7cbSeTrhA3wqwbr0K2X0K7eQhsi/sIfvCnvHfUzyKPH2C7OkTZJ99CNtVb8G6+dKJfw/GCoSUkEmB3TnxeIVCsSiJRCLcfvvtDA4OEggEeOWVVxgZGcHr9WK324lEIgydPs33h4bYmj7TjrzP4eBddXXg97OhooJMJkNlZSUOhwOXy0VZWRllZWXU1NSwfv36eZcDMBYVBMwXvFVgsegfzqGBwkHAyk3w6N2QjKMd34d13bZRx6WmmfkA1nVbSD71uP68sxwYRPhrif7fHaBpWBub0MIh5EiY6E9/hLTZEJkMuMqAANnudqyNy9Haj5PtPGGeQ1gs2N5wC9lnfkt231M5NUKBqK3H0tiKqG3UkxyFQEbDaL0daK/uhUSMzCN36ufecvn4vwdrnkJ1Ngv2af4+FQrFgmbv3r0Eg0F8Ph/RaJQ1a9bw5JNPEo1GCQaDyFiMnyaTXJO3BdDvcvGxdevIlJWxur6esrIyvF4vqVQKKSUul4tYLEZlZSV+v59Vq1aVZBfAqVBUECCEuGeK80op5Q3TsEcxDsJi1YV0gv3IYD9i2eqzx5R7sazciHZ8P9kXH8Oy9sJRpYJyoOeMmNCyVjKv/hdSSrJ9vUgp0YYCoGWxrVhF1Te+Q+bYEYJ//SdkXj2Mfc0atP4eZFr/h8meOoFj6x+SeeohtM6TyEQc4dLv0oXNhm3nG7FethtiEXCVjdvl0Lr+IuTlryfz65+gnTpC5vf3YVm+DlE5jmyyykxRKBQTYHQFfOqppxgZGeHAgQMMDAxQWVlJJBLh9OnTOIG7gdfkva7bZuM9S5YwkM2yoraWuro6hoaG8Hg8NDc3s2zZMiorKzl+/Djl5eXs3r2blpaWkuwCOBWKXQl48xTnnfRSLYS4GHg/evVFCzAEPAV8Rkp5PG/co8DVBab4qZTynVO0a14jqpYgg/0w1DPuGOv2a9CO70cO9qCdOIR11SbzmNaTyxVwl5Pt7wcti8xkIZVEprO6vLDVSsUnPkO2uxvbitU4r7yW5O/3kB0Y1DsE9vdhsUiyp09hacjV7WczZI68gv3C0ftiwmoDr2/y9+V0Y3vDu0nd8XWIDJN95QlsV48jm5yvImhTywAKheIM+V0BNU3j3nvvRdM0ysrK6OrqoqenB7cQ/Ap4XV4fgG6rlT9csoRUfT2XXXABAwMDuFwuysvLGR4exmazsXHjRlpaWigrK2P9+vUl3wmwWIoqEZRSWqb4sE4+K/8PuAl4CPgL4L/RqzFeFkKsHzO2A3jPmMe/F/cWFxBGeVygd9whliVNWJbrdf7ZZ347StlPC/TrY2qWkD2ulwNicyKlNHsA2C+8mME//wj977yRnt1XQVmFvkoQDEAmixwO6iGeppE5+SrWtRcAkHnhiXN6a8LhxHqBvg2QPfoyMq9T1yhSudJDi9VsHKRQKBQwuitgMplECIHD4SCZTHL69Gls2Sy/lHJUANAJvMHlos/joaqqCq/XSyaTIRqN4vP5kFISi8WIxWIlLQQ0XebyKvovwLuklGZ7OSHET4H96AHC+/PGBqWUPzq/5pUewr9UX2IZCSJTCYTDVXCc9dLdaKeOIId60doOY12xEQAZyYkGeX2k20/oH+6RCKQzkEwiNY34Y4/q0sEA6TTR//sR9pUrkYF+pBR6JwJPJcTCpF96Btc115E99BJa+zGybUextq6d9vuzrtlC9qkH9YTB/tOIpc1njTHbBbvKVGWAQqEYRX5XwKGhIdatW0cwGOTll1/GlsnwC+ANeeM70e88BywWlmSzdHV1MTg4yLJlyygvL8fhcHD11VebWgDr168vWSGg6TLjbYOFEB4hxGcnGyelfCo/AMg9dww4CIxdCUAIYRNCzK8CzJnGv+TM98H+cYdZlixDtOgSwNmXnzSfNxv4OF1o3Z2Q1SCdQqYzekCQFZBOY21uofaOn+Herf+7pNvakJksMhZDZjW0Eb08L/3Kc4j6FixNKwBIPfBTZDYz7bcnKv0Iny5TrLW/WniQGQSUT/s8CoViYeLz+QiHw3R3d5NOpzl8+DDPPvssqXCYn2ezowKA08B1ViunLBZ8Ph9Op5Py8nIymQynT59GSsnKlSvZsmUL1dXVXHLJJQsiB2AsMxYE5D78P42us/D305xDAEuAsSo564EoMCKE6BZCfFpM1Bx/gSIcrjOdAycQEgKwXrhTH3f6ODKca2uZzd3hS4mMRnQhISn1D/h0BhnR2w77//HLONZtoOpzX8TWugI0DS2j6WNTKeRwCIQF0ilSTz+K4w1vByHQek+TfuTec3uPzXrwonUcKzwgl9iIWwUBCoViNNXV1Zw4cYLf/va3PProoxw5cgQtHucXUrI7rwrgNLBLCLrLyli6dClWqxWHw0E2m8VqtWK1WqmoqKC1tZVQKLTgtgDyKfqDVAjxTiHEXiFETAhxWgjxT8YHsRDiVuAk8EUgDHx0mva8G2gEfpb33Ang/wPeib5FsC/387cnsTc00QOonKaNc0sRQkIAluY14NYXTrLHD+hP5toJm+1/s5q+GiAlMqkHCM7Lr8SxcTMAwumk8hOfyr0moQcLuWCAcv3Xl3zoXixLl2G/4joA0o8/SGbfc9N+e5bcCobsaUcmYmcPSOurGcLhnvY5ZosF63OKkkb53Rl6enpIJBKcPn2aw4cP4wTuBN6YN+Y0uhxwsqmJNWvWYLVa8Xg8SCmpqqrC4/Gwc+dOdu/eTW1tLevXr2fHjh0LbgXAoNgSwbcAP879OAgsBf4GkEKIKuDDwPHcc3dIKbMFJ5r4HOuA/wCeAO4wnpdS/tGYoT8UQvwMuFUI8Q0p5dGpnms+Y3bMm1BDQK/Xt7SuQzv0AvL0Cdh2FeSSBI1tAanlVgFyXwHKbxjd6td5yWU4LrqY1IvPoyVSWOw2ZDpDtqcLa6UHgkMkH3kQ52tvJHv6FNqpV0n+8vsA2HINhKaCpWmVnvWfSaOdPIR1w/bRAzK57YYCjZAUCsXi5vjx4wwPD/P444/jBH7J2QHAay0WupxO1tXpculCCJLJpL7FmU5TWVnJihUruPjiixfsB38+xV5J/wLoB3ZLKfflPvjvBP4SvV3L3wL/LKWc1oawEGIpcD8QBP5A5qe0F+afgT9ALy8sGARIKX2TnDPEfIyQc3vhBe+Sx2BZ2ox26AW0gZy0paZ/0Ju5AZoG2Swy98EqnC6cl+2k/cc/ouf+e7BXVNL6R3+M9wN/zNCLz+vVAZkspLOQySBqG6H/NIkHfo79ostw/eFHSfzgn9F6T5P8+W1k249hv+ZNWIooEzQQdgeW1vVox/aRPfTC2UGAKE4kaS5YsD6nKGkWk98ZPQBCoRA+n29Ukl4kEuHJJ5/ke9/7HpFAgDuBN+W9tgv9AyPg87H9ggtIp9OUl5dTU1OD1WolGo2aH/7XXnvtoggAoPggYCvw71LKfQBSyqAQ4jPA74FvSCm/Ml0DhBCVwIPoTnqFlHL8+rczGM3xx+kos4Bx5NrkplMTjwNETumPyLC+/5/7sJe5SgCyWWRWzwcAcGzbzonv/hdtP7jNnCPw/LNs/tJXsa9ZR/rVI2iJFFabFZmxk21vw1rjh+gIsR/+O56//DyuD3yCxP/9J1rbq2See4zM848japYiynJ7+FYbFq8Py/LV2DZehHCXnWW3dePFaMf2IbtOog10Y6nNa8uZaxMs07OjUqhQKEqT/B4Abrebnp4eOjo62LFjB6lUittvv53f/e53ZGOxcQOA48DKqira2tpobW3loosuQkpJJpMhEAiwbt26BdUDoBiKzQnwoe/N52M09JmgOfzECCFcwL3AGuDNU1jaX5H7OjDdc89bbLnoNDN5EEBZXjFFIgqpJKAHAWRze/t5WwHppmbabv8eALVXXYN3zVpkNsuBz/8d1tfpebUynUFqmr6NEI9hWab/KbLHDpO4+yeIsnJc7/s4jte/DcrK9XyDgR5dY6D9ONrJI2T2PkPq7juIff3/kXr8wbMqCkTzaoRfX6o7S3ugLCcyFJ14O0ShUCws2tvbOXnyJMFgkJGREbMdcE9PD08//bSuDTA4yI+TyVEBQDd6AHAMaGhooK6uDovFQmVlJbW1tTQ1NeHxeKipqWHNmjULev+/EMWuBAhg7FK/8fPk69KFJhTCCvwUuAy4QUr5TIExFUBSSpkc87pPAxp6o6HFhdEgp4hSPGHJ+/NqmrmFIOPxMysBmmYurXcfPgxS4lm9hi1f/1cy0SjP/OHbSPT2cPLx39NYXYMcGkRLpBAWC9JuI/XcU7ivewPp5x4n+du7sSypx3nFa7BfsRvbjmvJnnoV2d9zZgsik0Yb7CN7/CCkkqR/9yuyR/fhfOeHzW0DISxYL95F5jf/h/bqXrSLrsZSt0w/VuHXcyKGB5WKoEKxSEilUjzxxBMMDAzg8/kYHBykt7eX1tZWuru7+clPfsJgVxff7u/nmsyZa2M3eh+AExYLvooKLBYLa9euZfny5TidTlavXs3IyAjNzc1IKbngggsWVQAAU2sWtFwIka9IY+wxrc7tOY1CSvnSJPP9M3A9+kqAXwhxS96xiJTyLmAb8GMhxE/QVx48wNuB7cBXpJRtU7B/YWC0ys1TvRoPOabFrozpJYAyFkFmNf1hrALYHQy98jIAK2/9KBa7HYfPx/q/+zwv/9lHCL74PHVvfgu2X9+ntxiWEokFkc2QbjuJdcMWsof2Ev/RdxAOF46Lr0DY7NhWbYRVG8+2LR4j9cg9ZJ55BK3jBInv/BOu9/4Fljp96d+y5kLEC48ih3rJPH4f9ps/rH/g+5fqE2TSupBSVd10f5MKhWKe0NPTg8ViwWazEYvFGB4eJhQK8fTTT/P000/T19HBj9NprkmdWSHNXwGo8Hhwu93U19dTVVVFX18fra2t2Gw2GhoaiMfjC7oMcCKmEgR8IfcYy3ilepO1Dr4w9/UtuUc+7cBdua9PAjej9w/QgAPA+6WUP5zU4gWIsDv1O+F0crKhEI8Yr0LabBCL6h/ekYiuwJcXBIz4q6GrG4e/mtprdplT1O68kurLr2DoqSfpOnyEFpcLEglkMoWMRJAeN5mjB7FvvgWiEbLtJ4h9/9/QgkM4X/tmhKXwjpNwl+F80zuxrlxP8ue3IYeDxG/7Kq73/DnWphW6GuGVbyZ91216bsCxvVjXXKirKbo9EI8ge9sRKghQKBYk+UmA3d3deDwennrqKQYHBxkaGmLv3r2EQiEcwC+A1+W9tgc9AGiz23HbbKaWQEVFBa+++iqrVq3i1ltvJZlMEgqFWL58+YLrBFgsxQYB/zDTJ5ZSXlPEmDb0KgCFgSuXSJdJITNpxAQiOnIkpH9T7oFcy2A0DaSm7+tns6ZmQDihR9BLd78ey5jyu1Uf+3OGnnqSyIljpK7dheP3e9DSGsKpgduLTEaJ//LHeD/5eVIP30u27RiJO+8g/eJTOC67Bou/FplOIeMx0LIITwXW5hVYa+qwrduC+KNPkrzjm8hImMTt38B1y59ibV2LpWUNlhUb0U4eJPP7+7G0bkDYHYily5FtB5DdJ2D9xTP661UoFHPP2CTA7u5u9uzZg9PpJJ1O88wzz5BMJrEDP2f0XWQP8KbychLV1XgjEZLJpNkGeHBwkPe97328733vw+/X88oXUxJgIYoKAqSUMx4EKKaJkRgHEB3W5YXHQQ4PASAqqpHDetdAmUsIlEa5XyZLRkqiQ3oHQmMVQMsFCVa7ncqNm6i+7HKGnn6KgYEBGm02yGSQyTRafx/W5cshNETkP/+Zyr//Oqk9D5B6ag/Z9hPE28fmk57BunwVrjfchO2C7bg+9EkSP/gGcjhA4o5v4nr3n2BduQHbVW8m1X5UVxd84VFsl+2GZaug7QD0tE0aCCkUivlHvhAQgN/vZ3h4mEgkwvPPP28GAL9A31M2X4eeA9CWSuGNRMhms9TU1LBlyxazI+DWrVvNAEAxC9oBilmmrOJMcmBo4tbBMpQLAnzVyHBIf9LmACn1Ry4hMJorube4XFRt3caL9///7J11eB3XtbffteegGC2wZGZ2YkjiJA4zNtA20KYpw1e+7e0tMzOkbQppm6RN2zAz2YmTOIkdM1smyWLWoZn9/bFHR5ItUwyyrf0+z7F0Zubs2XM0nlmz4Lce5NvnnsWX553Ev776f8Q6OhjxnpvNLpcvQ8873Yyvxe8w2AKZ2ei2Vlp//A0il72LrM9/m+DsU5GCIgiFkYxMVNEQVEkZhE3jI3fzejpu+REdt/wIQhEiH/gfUxWQTBK7/be4G1cjuYU4J5j9uW88j25vQYaOMXoBbgp2bDxU36zFYjlK6N0IqPt9W1sbS5YsoaOjY68GwOZQiIyMDFpbW8nNzaWiooJEIkEsFmPcuHHU1Q2+orK9sV9GgK/VP6nXe0dEThCR3QTcReRkEfn7oZykpQdRCvJNIyFdv32v22rfSJC8InRbi1kYCBqpYM9Lt+vt9DPsc6dMZcObb3DX175CR3MTnpvijUce5vYvfI68WbPJHDUagOZACBwHHYuBFnRLE07lKAiG8Gp20PLN/0Fy8sh8/6fI/d4t5P3qdnJ/dhs53/ktOd/8Fbk/v42sz36DwKTpAKTeWkzb976Ibm8j8v7PGUMglSR2x29xd2zBmXWGyQNIJUm9+jQSjkKJceHpLasP5ddrsViOAvLy8ujy5c07Ozt59dVXWbFiRdoA+A99DYAaTA7AWiAzM5NIJEJubi45OTnp91lZWcRiMcrLy3fb32Bmfz0B36EnkQ+MbsBrwNx+th2F6QFgOUx0t9jV2/fsagfQ7c1m+5x8dLquXkw+gKeNMQDEgiYZJmfyFB786Y8BqJw8mXM/bFpArF30MosffICKq0x6Ru3CFwmfe4HZhwqitSaxaAHRS66GQBB3+1aav/gxOh/4N8n1q0kse5POB/5D6y++S/OXP0nLVz9D1xMPE5h7BtH3fgLCYXRTA20/+RpezQ4iN38Wyc2HRJz47b9Bx+M4c/wwxYrX0G3NyLAJZv/b1qWNGYvFcnSRSCSoqqpi6dKlVFVVkUjsXd+kW/Vv4cKFrFy5kvvvv58vfOEL3HbbbdTX10Myyb+By3t9pgbjAVgDRCIROjs7aWtrY/LkyWRkZBCPxxERwuEwkUiE6dOnH7bjPRY5GAF2W6A9QEjlePTyl6FpJ7qxBukum9uVmLGkJZKJ7jTd97T2/+nlCYj7FQKtoQg1G4wG1JVf+goVEyfRsHULbzzyME/d+ns++7c7WPvzn5Bqbyc+cQo8/gheUyOhiRPwarbT+cDdZH/my3T84efothY6b//T7nPySa1bTfyFp3CGjyLjug8Tu+8OdFMD7b/+Hpmf+D8i7/kUXX/8Abqtmfh//0z4ho/jvvYsdLbhLlmAM/M09KuPQbwLardC6eBO7rFYjjb2pvDXXxZ+e3s7t912G01NTYTDYZ577jnWr1/P+vXr0VoTxHSWu6LXZ7o9AGsAxzEFacXFxbiuS11dHZdeeimJRIJwOExxcTEXXnghWVmDuyP9rticgGOR4op0QqBetnDP2/m9AnCcHrGe7nwA/+VqjeuLa2ytNj0GysdPoGKiif6c95GPISK07NzJhmVvUTDbNAVqXLmSyKnzzZDiIJEoXkM9sScfIe+nfyByweVIji8lIYIqG0r41LPIeOd7yXjnewlONz0B3KqNtP3qh4TPuQxVXALJBB23/BCdSBK+8iZzGBtX4y55BWf6PPOZFa9BONoTFtm+h7bDFotlwOid3JeVlUVxcXFa4Q929xIsXryY+vp6srKyWLNmDTU1Naxbt27fBoAIgUCAYNAkCMdisXRToFAoxMiRI5k3bx5z5sxhzJgxR/ZLOAawRsAxiIggU80NUW9eia6p6n9DP4FQp5I9CoOeLxesAU/TW3Jo20aTZDfupJPTywqGVjDu5FMAWPrUExSfdgYAja+8TMa11wGQXLmC6DUmAhR//mniC18g6+aPU3Drvyn4230U3vEQBb/8K1kf/BSBsZNQ5cPIvP4D5Hz3l6iSckgmaL/1V4TOuQzJK4BYFx23/BA1YhzOdBNxSjx1L2rsNFAOxLvwNixHKsx/6H2FRSwWy5Fn1+Q+gGg0SnNzc9pLsGrVKpqbm1m1ahXPPPMMtbW1bN26lcWLF7Ns2TLAdKi7i90NgLOA1Zjroed5BAIBAoEAWmtCoRAXX3wxF1xwAaeccgrTpk0bdHLA+4s1Ao5RZNRUKDQJLt5LD6L7aygU9fM2O9tB/D+19owBoDVaQ8qvDNAi1GwyRsCwqdP6DDP5jDMBWLfoZXJnzAAgXl8Hw4ajhpSkhw2farZr+81PiL38ojFWwhGSy9+i+btfofbqC2j6/Mdo+foXaPjQ9bT9/AdkvvejOCNGg+fR8effEn3nzSbBsKGOrrv+Quj8qyEYgs4OUssWo0ZONMe8dilS7reQaKrdr66KFovlyNE7ua+brq4uMjIyeO2111i2bBnJZDLtqnddlx07dtDa2sqGDRtIpVIEgH8BV/YaYyfGAFjlv/c8D8/ziMfjJJNJQqEQQ4cO5cYbb2TevHnMmjWL4cOHWwNgDxyIEdBf79ajr5/rIEFEUPMuMU/GbU3oVx7dfZscUwurm+vBd5X1/YtpulPq3GgmqbhRISweMaLPOKP9EEBnSwtdgSDix946qjYTOflUAJJL3iDnc/9HYORocF1zo//4+6i/7nKavvAJ4s8/3dP50C8RTK1fS/PX/4fIBVegCorQsS46772LyNXvNWO++iLezh0EZpsSwdSrzyFjpgLgbVmHzhtijh9g55YD/g4tFsvho6ysjMzMTOrq6mhvb6euro5QKMTWrVtZunQpyWSSTZs2sXjxYl5++WXWrFnDihUr+O9//0tHRwcBjAfgHb3G3IkJAazaZV8iQjKZJJVKMWvWLD772c/am/5+ciBGwJ9FpFVEWoFuzf6Hupf1WnfroZ+mpT8kvwQ58WwA9Ia38DYu67u+0CQM6vrqXi17+9pt3UZAItSTI5pb3FeKt6hyGOFM41XYuWkTYf/pP1ZTQ3DsOABSW7egMrPI+8GvCE6cYpatW43XaMoUg5OmkPP5r1B8zxMMeeAZ8n/xR5yKYZBM0vbLHxF9503mM6uXQziKM8K4+mOP3ktwtp970NIITrBHI6BmKxSW+ce47cC+PIvFclgJhULMnTuXiRMnkpeXx8SJE6msrCSRSDBs2DCUUmRkZPDMM89w//33s27dOrZt20ZLS8sBGQDddHcEHDp0KBkZGeTl5R3mIzw+2N/qgBewT/1HJTJxDrp6E2xbh170CHpIJZKVB4AaUo4HeDu3ImNPNB/Q2txEdyHlF3soJ5C+4af3IULx8BFsW7mC+q1byMjLI1a9g1RbK5Kfb4b1KxGc/ALyf/Z7EosXkVy/FpWTS+iE2QSGVvYZMzRpKvk/+R2NH7sJr7Ge+ILnCM6cQ/LNV4k//gDRy6+h8/c/JrVyCQRDqJIKvJ3b8DavQ4rL0bXb8ao3o4rK0XXb0A07D92XarFYDgmhUIjhw4enpXmXLl1KNBolHA6zbds2XnrpJTZv3kxXVxfr16/vEwLobQDU0jcE0N9+ALKzs9m2bdugbQb0dtgvT4DW+gyt9ZkH8jrcE7cYRAR1yqUQyYRkAm/hAybxD5DyEWajrg5w/D+1lzLd+LpfPim/XDAUjfbbnjev1HgVWnbuRPm6Al4igddoVAlVbl7PnByH8Nx5ZF3/PjIufUfaAPDa2+i45z+03vo74m8sxikoJOuDnwAgvuA5wnP90MLKt3CGj4ZIFLQmtXoZatR4ANytG5ESM56u29HTRbC59m1/hxaL5cjQO08glUqxfft2qqqqWL16dR8D4Kpen6nFeABW7mXcSCRCNBolFAoxZ84cmwR4ANjEwOMAiWai5vktNGqq0OtMS2DJHwIZpiZWEn6JYCqZNgCEHrEHzy8TVE7/zR+zCwoBaG9s8MUGABGS69YAEBgxcq9zTG5Yz85rL6f5+9+k7Y+/o/7DN9H88x8Rnn8WKi/flCs21INS5veqTQSGm8Q/d1sVqqz7xl+NKvCTERtrke7eCV3t6P3prGixWAaM7jyBFStWpBUAGxtNX5MA8E8O3ABQSqG1JiMjg5EjR/LBD37QGgAHwH4bASJymog8KCKrRORFEfnA4ZyY5cCQirHIKBOL168/jY51Gi9Bdxldiy8hrBSoHk9A9wmgfSUv3a0tsAvRXFPz39naivYNBnEc4m++DkBoyrR+PwegUykav/RZvLpaJBIlMNwYDB13/p34C88ROsEkHibXrDJaAYBbV4Pkmxu819aCyvWTHNtb0Vm5/u8t6Mzcnh2lVREtFsvRSHeegOM4dHZ2snbtWsAYAHcCV/fatjsEsDcDIBAIUFhYyLBhw7j55pv59a9/TWnpHsTTLP2yXzkBInIy8BSmZBNgPHCKiORprX9yuCZnOTBk1nnoresgEUMveQ456SLU8HF4a5fg7dwCGZmQSCJKjCGgBMd3BUgqBcohGe//aTri5wnEOztxE/42XZ14tSYWH541B3dnNfFFC5BwhPBpZ6G6P/PaK6Q2bQQRin7/F4ITJ9PwqY8SX7SQttv+ROYll8Izj+Nu24LK9vMRdp2HX1EAIH44AjcFwXDPNl0dkFd8EN+gxWI53IRCIVKpFI899hiNjY1pA6B3z/g6jAGwYpfPBoNBIpEIOTk55OTkEIlEuPLKK/n4xz9uOwO+TfY3MfB/gSTwbuBxYBxwO/AlEfm51rr/x0fLEUWimciM+ejXnkCvfQM9aS5q2FizLplA5Rag21pBKVPDL0K38z/g532mEgmS8TjBcLjP2CFf9CMZi+H5N2jtd+OSzExS27fQ+pnvgO9RULf9kbzv/5zgyDEk1/shgzFjCU02JX7ZN32A+KKFJFetgHcYB6DX2ICK+vsNBNKdD1VmFvTuDxDscfWJ56KDIVN+mIwd7FdosVgOA4lEgurqapqbm6mqquKrX/0qtbW1BIA72N0AOJPdDQCAkpISsrKymDZtGuFwmDFjxvCZz3zGSgEfBPsbDjgJ+KPW+h6tdYfW+k3gc5hGQhMP1+QsB46MnwVZeUYMaOmLSFYuUmhc7IRCJuYuYn4qlbYCg73G6Ghq2m3cgB9jSyXiaSPAqzfJeIERI2n98bchkUCys43YT2M9zV/5PF5rS7pRkQR6bM7Q9BlmPoBba4wJr6sLr9249CUrG3fHVgBUyVB0R5s/kaB59cYx73W3KqLFYhkwdpUDbm9vZ8GCBTz33HP8+Mc/5vLLL6empiZtAFzb67N7MwAcx2HKlClMmDCBeDzOSSedxCc+8QlrABwk++sJKASW7bJsKSavrPCQzshyUIjjINNOQ7/0IHrTcvSM+ajKsbgNOxE3YTwAwSAEHVAmJ0ABkV5jNO+sSVcDdOP4N143lcJLGrFh3WAqA3RnJySTOKXlFPzmL7h1tTR95sN4dTtpu+UXBGeamH+qajM6mUSCQSQQJFA2lFTVJrxm3+jQHrql2fyuFLrZJAw5w0ehtxlpYMkvQnqrIwZDPVUO2laxWiwDSX9Ng5qamqiqqqK6upo77rgDAIf+DYDeIQARSVc6KaUYOXIks2fPpqGhgTPPPJPLLrvMJgAeAvbXE6CAXYPF3Vfi/tPJLQOGjJoKGTnGG7B6MVLpN81obzHrlaAcxxgMIoQwf8Rune/6qn56EXSXEWidTgzULWY8r64GgMwbbkbl5BIcPZasD38SgNjTjyHhMIigOzuJvbSgZ8iIMT26mxtJryd83WIMAKIZOBUjcLdtBkCVVqA7fa9AOIo4gXSjJFH2VLRYBpL+mgZ1dwL8059MV9E9GQBnA8t7LdNao5RCKUUwGGTy5MmICBMnTuSCCy6wBsAh4kBKBDNFpKD7BXRnYWT3Xt5rvWWAEMdBJhhxIL3uTaS00jwtOwLKQQIOOI7xBgAh/wafm2FUBXesW7vbmLrbpS8KL+V7Atr9m7HngVKETzkd7broWBfRCy9LKwd23P5nwnNMU6K2v/4x3cLYbWrsnrH5tzsPIRDErTJP/sEJU0EEd+NqAJzhY9HNxgMh2XnmSaHbMxCwFwWLZSDpr2lQU1MT//3vf+ns7EwbAO/stb4eYwDs6moWEZRSjBs3jptvvpm5c+dy3nnncdNNN9kQwCHkQIyA32MMtu7Xan/5Pbssr8NUd1gGEBl7gon7J+NQvQkZUmFCAdk5SMBBHIUKOOAoIr4RkO3H1KuWLtltvETMPK0HIxG0Hw6gs8P8VEJgxGgSi1+m8f1X0/Cey2n99hfJuPYGUAq3aiPBUaYsMLliGS0//xHJtavTlQXiSxZ3ewacsqGkVptLQmDKTLyqdaYJEuCMm4JuMK1IpaAEUomelsnhvhcfi8VyZNm1adCWLVu48847aWlp2acBoJTC8b2TSinKy8sZO3Ys1113HZdddhnXXXcd8+bNswbAIWZ/cwL+dlhnYTnkSCQDqRyPrlqFXr8UVTkGd+dWxBFjBPjeAHEcoklzE81sbgIU21atpL2xgayCnnSPTj9WH83ORru++91zjeiQCKqggPZbfmbaCQLJFUtJbVxH+NT5xF94ltjTjxE9/yK6Hn+Ejn/dTse/bgfAKa9Ad5gbPL5QkcovSOcABCfPJPnsA2b50BGo/CKS1aZZkJQM7asNkGEvDhbLQFJWVsaWLVuoq6tj6dKlfOMb3yAWi+Fgysn6MwDe8t97Xre30VxT8vLyGDVqFJs3b+aMM86wMsCHif0yArTW7zvcE7EcemT0NHTVKqjZjJxsSvNIxo2HIBBAAgEk4BD1PQEFnkc4I4N4LMabjz3KadfdkB6rccd2AHIKi9LL0m4kEbyGetAeztBhZFxzAx1/+wNeUwOpNctRhUV4DfW4O6rIuuEmOu67G93ehmRmkveVb9D63a+YceLmCUKUoAGnciQSiZBathiAwMxT0C0N0GrCCKp8FLT5SYXKgWj2If8OLRbL/tMtBvTCCy/wzW9+s48B8K5e2+1qAPRGRCgqKmLy5Ml0dHRw4oknWhngw4iVDT6eGToaIn73wK52cAJI0He3BQNIKIAEAzgiZGBOhuElppzwxdv/QTLWU3dftXQpAMVDh6aXpdPwBLwGEwGKXnoV4VPOIPfbP0MVFkM8hjgCjoO3bQvuhtUU/er3FP7id5Te/wTe9q3ozg5wHLRvBHhNRt0wMG0WqTdeMjH/UJjA9Dm4G/zc4WgmMmQoutmUF5JTYNQQLRbLgNBdGvjQQw/x/ve/n66uLhzg7/Q1ABrYswEAJiEwEokgIowZM4Z3vetd1gA4jOzXVVNE3r+/A4pIsYj89+1PyXKoEOUgwyeZN1UrkIpR5kYZzUBCQVQoiIoEQSly/DOhpKYaJxCgeWcN9//kR2it2bzkTeqqNgNQ0W0EiPS4kURMTwIg5JcDOkPKyPnK95HsHEjEcAoLTK+B1Sto/taXSG1YQ+d9d9F2668BCIw0c5P8AnSreboPTp9FctEzZv2Mk5BIBt4a0xdBjZ5ijqXRVCaI30/AYrEcebpLAx977DE+8YlPsGXLlrQBcF2v7fZkAAR8DZGsrCymTJnC5MmTufrqq/na175mlQAPM/ubE3CriLwD+IDWunpPG4nIO4FfA/mHYnKWg0dGTUWvWQxNtahxc3Cr1iKOoEJBU68fDKJCAXJdl51AuKuTE+edzqsvv8Sr997NG488lFYPHDpxElm+ZHAkPx/V2pTOCUApVNEQJK+AxKLnSa5ehsorIOtDn6L9dz9Fd3WiCgrw2jvQLU103P6X9Byd8gq8lkYECJSUomu3o8or0c0N6KZ6ECF40tl4NVvQtSYs4Uw8Ea01utYIClE0FIvFMjCsW7eOBx98kFtvvZXm5mYcTCJZfwbA0n4+7zgOGRkZXHjhhWRmZnLjjTdyxhlnHIGZW/bXCPgu8EVguYh8Umt9R++VIlIM3AJcCaz3f1qOBoqHQnYBtDUinnlaV46gHYUKByEcQsIhArEE+aJp1FCwbAlzLrmMVx96AC/l0hVvJSM3l2u//k12/OKnAGTm5UFrE9LdothRBMZMoOvOW0m8+GTP/kUIzT6JxOuvQkc7KhLEGTkSr7MLHIfg2Am4WzfiVbcg2Tl49TUIEDr1HFIvPmqGnjAdVVxK8iGTnyrF5UjZcGipB18zQEqGH5Gv02Kx9JBIJFi/fj2f/vSneeqppwDjXv4bcH2v7RqAc+jfAAAoLS1lypQplJWVMXz4cGbNmnVY523pYX8TA78qIg9g/rZ/F5GrgI9orWt7Pf0XAL8E/k9rfchF3EUkDHwLuBHjaVgKfFlr/fSh3tfxhIggo6eilzwP29Yi5SPQ2zdBOIJEYjiRMDoaxuuMUaSTNHtCqrWVkfW1TPvNLTRs20ZbYwNzLr+SYDzOskUvAZDtu/9xHJNkKILKyU4bAIHxk/Ea6/HqduIufx2nIA8vKxtvZzVezTb/swGSr76Q/j0wchR62yYkJw8nL5+Ev11w/kV4NVvx/HwAZ9YZiAjeVl/PIJoN+UOOzBdqsViAnhDAI4880scA+Dv9GwBL/PfdSoDdcf+JEyfy/ve/n7y8PIYPH8706dNtGeARZH89AWitXxORmcD3gE8Bp4nIYuA8/Kd/rfXCwzNNAG7DtJr+hb+/m4BHRWS+1vrlw7jfYx4ZMwO99AWIdaBGjELv2IwKKHQ4jERCSCSEioYIJlOUiWa7hoaXFiCOw8yvfJ3IkBISzc288blPgucRKR5CxvatJhQQdExXQiC1yW8LOn4KmZ/+Gnge8WcfJfbAv6CjDdGawKgxuPV16NYW0wUQUGUVBEeNwl1lnhMiV1yXLgt0JkxHlQ8j+Z9bzLEUlaHGTjOhgI1GS0CGTzAhCYvFcsSorq5m06ZN3H67KfftzwBopMcAcBwH1y8vdhwHrTWFhYVMnDiRefPmMX369CM6f4thv40AAK11HPiciLjA5zEGwBJg3uF4+u9GROZgEkw/o7X+hb/s7xiVyR8Cpx+ufR8PSGYOVIyFrWuhrQFCEcTzkC4HJxpGZ0TRsQRePEVePEECTZ0H9S8+zwvnn0XOxMl0bNmM29EBIlSOHIE01YHyNQeCASQvH12/ExEhcuX15qbsOETOuYTg9Nl03fEHIwDUXIdyNDJ6NE5BMYRCuNur0gZAaP75UL/DqAI6AULnX423/FV0tZEyDsy/DBGFrt4MfmWAjLEXD4vlSFJTU8OPfvQj7rzzTpqbm/sNAexqAESjUVMy2MsAGD9+PMOHDycvL+/IH4QFOEAjQETygN9gWgpvBFqBmcA9IvIBrfWOQz5Dw9WYVsZ/6l6gtY6JyJ+B74pI2d4SFi2gJs7F27oWadiBGjUJb/UbSDSKSqWQrjiSEUElkripFEPwCCmhMbeAroZ6Wlf5bvjMTEafcy7Bh+83Y0ZCpjNgwEFFIkiik8DEaQRGjEF3dZJa9hpeXTUSjhK+8ApC884m9ujdeDu2QlM9rl8KaAZziFx8FSo3l+TjprgkeNZlSDBA8sWHzCYTTkBVjEZrjfeWH0YorkAKrYiIxXKkqKmp4f/9v//HwoUL0wbAbcANvbbpNgBWRSLkR6N4nkc0GiWZTCIiRKNRKisryc7O5uSTT7ZCQAPIfhsBInIJ8AegFJME+AVME6GvAl/CJA1+Rmt9ONQFZwKrtdbtuyx/FSM8PwPoYwSISPM+xsw9VJM7JigdDkXlUL8DcbsgEESFPHQwiJMZhWQKUilwXdz2LvJcj5zmejqKC2HseEJ5+WQ01OP6BoAEHSQURMJBJBSGWDsoReTia3A3rCL2nz9Bd/vfbsIRQlNmos44H7epEa9+J4jCKa8kMGka7usLSD5ucgqcCdMJnHwmyf/+3ugEZGYTmH+ZGWfLGqgxngE1/ehxAtlzzjIQHOnz7p577qGxsZF4PE5QKf7sedzYa323AfAmkB0Mkp2dTWVlJU1NTYRCIYqLixk+fDizZ8/mggsuYNKkSVYHYADZLyNARG7DJORtAc7VWj/Ta/XXReR+TDjoL37S4Ie01jWHcJ5lwPZ+lnff+MsP4b6OS0QENf10vKf/hdRtQ42Zgrf6TVQ0jE6l0IkkjuuCp40CYEcMlUyR3dwEr5qUC7d7rGAAlRnxywwDqIwIooTgCSeDdond/htwXQiFcUaMQ3e24W2vgngM982XzTjBEKq0AolmojevIv7y46YREcYACF39ftwn/2NKAkUInv9uJJKBjnXivWKqBhg6Ghk6+oh/lxbLYGbdunXk5uYaA0Drfg2A5cEgWeEwJ598MiNGjCArK4shQ4YQDAaZO3cus2fPtjf+o4T99QS8B7gV+Fw/T+Nord8QkRMw2fufw8Tqi3bd7iCIsnsrY4BYr/W7zilvbwP61vPgejIbOgZKhsHOLUhnE2TmILoF5WaC1niuh/KNAHEcdCKJl0iiUy5oEEelVQZVKGhCCNnZiALJyiZ06lnE/3kLuC5SXEbkPZ9E5Zn+A7qjjdTyxaSWvoK3dSMkE+ZnbzKyCJ1xMc6sU3Gf/A/eOiMp4px6MapyjAkDLHzAqB8GQqi5Fx7pb3Cv2HPOMhAc6fNu7NixLF+6lD9rzcVap5c3AecCK8NhIqEQs2bN4tRTTyUajTJjxgxSqRSZmZnWADjK2F8j4Hyt9ZN720BrnQD+V0TuA/56sBPbhS4g3M/ySK/1ln0gIqjZ5+E9/GektQFn1CTcZa+gIg46FSaYq0mJGCU+R6ETSSRhQgRpHIUKhyAYQGVmooIKCQaJXHEdiXtvg2QCyS8i8r7PoPxWv7qpDtpbcCpHEph8AtrTeFvW49VWo+MxJBJFlQ9DjZwAO7eQuus36AbTYdCZdSbOzNMA0K8/DdvWmWM56UIk22pSWSxHmndcfjmTf/hD5jc0pJc1ARcoxapwmLKSEkaPHs3nP/95Ro82nrrOzk7y8vIoKyuzBsBRxv7qBOzVANiFtzCJfIeSakxIYFe6lx2uhMTjDiksQybMQa96Bdm+BjVuOt7apTgZYVzPI5ALrqOQoIPXFUcnkmgRSLmmGkAEQiFU0DFegWgGkXMvIfXMfcYAyM4l8t5PI5nZuEsXknr9hZ4mP91EMpCicqRwCKqwEAT09g2kXnkC3eR3oRaFc+qFODNPN5oAyxaiV5iwhEycgxo97ch+cccjWsPOnbB6NdTUQDIJRUUwbRoMtQqMlv4pLSggf9gw2GK6ebYHg/z8nHOYUlbGeeXlTJ8+nbPOOsvK/R4j7G9OQAJ4j9b6X/77bExr6C9rrZftsvmVmPwAh0PHEuBTIpK1Szhirv9zT0JUln6QmWegt6+D1kakswkpHQY1W1DZGXjtCkcpU/YXDKJd14QDXL9tsKNMC2IRnJFjcUpKcBcZoRDJKyRy06dBQfKu36Qlfv29Ar7rMNaJ3rYevW19//MrG0Fg/qWokkoTAnjjWfSyBWblsAnIrHMP11dz/LN5Mzz2GDzzDCxYANV7KKqZPh0++lG46SYI9+eEswxaolHCjz8Ol10Gr79O1pNP8i2r8HfMIrpXTGePG4l4wA1a6zv994VAHXDOLkmCiMj1wN+11ofMCBCRucAi+uoEhDG5Bzu11qe+jTGbc3Nzc5ubmw/VNI8pdEM13iN/Bc9FFw/Da6hHN+5Eux5eEnR7q/ndA8RBJxKgNZKRiSooQoWDeDu3Iv75o0ZPJHzV+9AbV5Ja8LDfUEhQU2bjzDgVKRgCrotuqkPX7UDXV6Ob69FdHf64WUjxUNSoSaiSCjPHWCfeSw8afQOAynGo+VchzgFVtoKxQAacATvnqqvhb3+DO++EZb7NPmQITJ0KEybAiBHGAxAIQFMTrFpljIQ1a2DUKPjtb+GCC47snI8Pju/zrrMTNm6EKVMO7biWg+GAz7kDvpoOBFrrV0TkP8CPRKQM2AC8FxiOUQ60HCBSWIaccgl6wf1I3RacoeNwHQfqdqCURudU4tXW4Lgp4zYOBP1PJqGpGo052yQnj+DZl6PKKkg9eqcR8QHIyiN4/jtRFb2y9wMKKS6H4r0Xc+hEHL3uTfP077cXlnEnIHMvtO2CD4StW+Gb34S//924+qdMMU/3J50ElZWm++OuVFQY4+Caa+C11+B3v4MLL4SPfAR+9jOI7paDaxmsZGRYA+A44JgwAnzeA3zb/5mPyT246DBLFR/XqNHT8NqbTV+B7WtxKsbh5RbgrV+OJNqQglykoAyvowOvvga6Ok1IICcfVTkKZ9wUJBzCW/UGqRfv7xl34olG2S9sbhjadaFmM7p+u2n443kQDEEkA0JRY2B4LnS0ohuqoWZzWlKYYBiZcz7KqgLuP54Hv/oVfPnLRvvh4ovhqqvMDX5/EYE5c2DGDPjLX+D3v4eXXoL//AfGjTtsU7dYLEeWY8YI8GWJ/8d/WQ4RMu00SCXRy18yDYaKK3DmX4b76tNIVwfUb0UBqqQYCkqQSBRxU+iWRrwXHwDt9YxVXE7gtEtQlWMA0PEu9KpXTSvjWOeBTSwQRMbMQKadikRtM5H9pqUFrr8eHn4YTj4ZPvlJKC19++OFQsYLMHMmfP/7MGsW/OlPcO21h27OFotlwDhmjADL4UFE4ISzIBxFv/40UrcNWhsInHEpuqUZd9kr0NkK7S3Q3oImnd5ncBzU8Ak4U09Cho8zHcISMXPzX7EIkr3kHQpKkZwCEIVOxo1hkIiZp37lmKqBvGIoHY5UjEVCESwHQE0NnHuuyfb/5Cfhiiv6d/m/HebOhT/8Ab79bXjnO+Hxx+HnP4ecnEMzvsViGRAOxAi4SES6HykyMPeCa0Rkxi7bnXgoJmY5cogIMuUUdE6hEeOJd8HLDyNDKgmeezU6kgk7NqNbGtCJGDhBJCsHVTwUKR+BhMJoraF+B96Gt9Ab3oJUwgweDCETZptXRvbAHujxTE0NzJ9v8gC+9z2YPfvQ76OkBH7xC/jrX+G224wh8NOfGq+A7eJosRyTHEh1wIGgD2V1wOFgsFcH7And0Wpkebsz8gEyc5GykVA2AsnKN/F87ZlSv9YGqNuOrtls4v3dBEPI+FnI5JORSMYRP45dOCruUIftnGtqgtNPhw0b4Ic/NIl9h5uVK41BsG6dyRv47Gfh6qtt4mBfju/zznI0csDn3P4aAfMPdGCt9fMH+pkjif2PsXd09Wa8t140SXoHQl4xMmY6Mnbm0eTOP34vxrEYnHcevPwy/OAHcOIRdMS5Ljz1FPzzn1BVBdnZcNFFcP75xisxcuRg9xAcFQdvr3WDisNjBByP2P8Y+4duqUdvWY3euRXqt6dL9gBzgc/MhfwSpGSYaeaTW2TyDI4ujooJHfJzzvNMEuC//gVf+QqcffahGfftzGPpUnj6aWOMNDaa5UOGmETCE04w4kNTp8Lo0UaPYHBwfJ53lqOZ41MnwDJwSG4RMvVU8D3MOpU0rX1FIBSxdfsDyZe/bAyAD35w4AwAAKVM9cDMmcYg2LwZli83okOrV5vcge7+E+EwjB0LkyYZoaKJE83v48dbZUKLZQCwngBrHQ8Gjr8nsltugY99DC65xMTjjz7vSw+JBGzaZF6bN5vQwZYtJpnRbx+N4xhDYOpU8+o2EkaNOpaNg6Pij2KvdYMK6wmwWI57/vlP+PjHjQ7Apz99dBsAYLQGxo83r94kEqaaoarKyM9u2gQvvgh33dWzjYipSqishPJyo3lQXm7ejx4NkydDYeGRPR6L5TjCegKsdTwYOCrukofknPvHP0xTn2nTTCLgsfuUvGe6uoxhsHUr7NhhPAb19SbXoLERdv3+hg83iYjnn28SE/PyBmLW/XH8nHeWYwWbGLi/2P8Yg4pj/2LsefCd78DXv24S7b7zncFbjpdIQF0dbN9uPAirVsFbbxnjIBg0xsD115sudxkDWp567J93lmMNGw6wWI47Vq0y8f/nnjOKgJ//vHGxD1ZCIRg61LzmzDHLPM8kIT7/vPmeHnoIsrLgyitNM6Rzzhm8RpPFshesJ8Bax4OBY++JrLXVtPO9/Xa4917zRPuRjxh399GeAzDQdJcsPvkkLFgAbW0QicC8eSaPYvp00wSpstKEDg7f93lU/KHstW5QYcMB+4uvgii5ubkDPRXLYaalpWWL1nr4QM9j13MuW2t+2dXFO5LJfX720UCAFnvzP2CCwFTXZZx3oKKnB863wmF+FukRyDpazzvL8cvbOecGsxGQAhTQ6i/q/h/SMjAzshwi+vs7thwlF+M+59w0UEthnw0VUod7YoOIwxn/bAGGQEui16Kj8bwbQI6Va+yxPM8DPucGrRGwKyLSDKC1zhvYmVgOhsH0dxxMx3qw2O9q4DlW/gaDbZ5W7s1isVgslkGKNQIsFovFYhmkWCPAYrFYLJZBijUCLBaLxWIZpFgjwGKxWCyWQYo1AiwWi8ViGaRYI8BisVgslkGK1QmwWCwWi2WQYj0BFovFYrEMUqwRYLFYLBbLIMUaARaLxWKxDFKsEWCxWCwWyyDFGgEWi8VisQxSrBFgsVgsFssgxRoBFovFYrEMUqwRYLFYLBbLIMUaARaLxWKxDFKsEWCxWCwWyyDFGgEWi8VisQxSrBFgsVgsFssgxRoBFovFYrEMUqwRYLFYLBbLIMUaARaLxWKxDFKsEWCxWCwWyyBl0BoBIlIlIlUDPQ/L4MGec5aBwJ53lr0RGOgJDCC5ubm5uYAe6IlYDjsy0BPwsefc4MKed5YjzQGfc4PWE2CxWCwWy2DHGgEWi8VisQxSrBFgsVgsFssgxRoBFovFYrEMUqwRYLFYLBbLIMUaARaLxWKxDFKsEWCxWCwWyyDFGgEWi8VisQxSrBFgsVgsFssgxRoBFovFYrEMUqwRYLFYLBbLIMUaARaLxWKxDFIGcwMhSy90Zxt64zL0zi3Q2QZKITkFUDYKGT4RCYYGeooWy9tGuyn0uiXQ0YKMnWnObYvFYo2AwY5OJdFLnkevehU8t++6+h2wcTn6tSeQKacgk05CHGeAZmqxvD10Sz3e83dDU615v2MjzqUfHOBZWSxHB9YIGMTotia8Z+6C5jqzIJyBDBsPOYXgptCN1bB9AyRi6DeeQW9ajpp/FZJbNLATt1j2E719vTEAkomehdaQtVjSWCNgkKKb6/CeuB262kEUMv00ZPLJSCDYd7tYB/qthejVr0JTLd7Df0GddS1SOmJgJm6x7CfeuiXolx8Crfssl1HTBmhGFsvRh00MHITolga8x/9hDIBQBHXeDajpp+9mAABIJBM15zzUBe+FaBYk43hP3onevmEAZm6x7B/eikXolx40BkBBKVSMNSsimciY6QM7OYvlKMIaAYMM3dpoPACxjrQBIKXDzbpEHHfV66SevZfUk//Gfe0ZdMNOAGRIJeqimyGnADwX79l/o+u2DeShWCy7obXGW/oC3mtP4CWSeOEsZNa5sH09ADLttH6NXYtlsGLDAcc42nVh21r0jk3o9mZAI9FsKCw1Lvu8YkTEbFuzGe/5e4wBEAyhzr0eKSwDwF27FPf5+6Gro8/47suPo8ZOw5l/GZKVizr/PXiP/g3am/Ce+Tfqkg8gmTlH9qAtln7QWqPfeBrvrYV4nTF0yoXOanjhAVR3SMBz0Z6HKPv8Y7EAiN4lXjZYEJHm3Nzc3Obm5oGeyttGV63Ce+0J6Gjd80aRTMgrhkQMGmvMslAEdc67keIKANzXn8Nd+KhZ5wSQyjFIKIJXswVaG83yrFyCl78fKSxBtzbgPfwXM2ZxBeqC9yDqqE62koGeABwf59zRitYavfgpvGUv4XZ0gtdzXVPRMCrcU+IqJ5yFmjrvSEzLnneWI80Bn3PWE3AMYi54T6JXvmIWiEDpSKSgxKxvb4barSbmH+uAml5P90XlqNOuQHIKAXBXv5k2AKRyDIFz34lk5fj78fBWv4n73P3Q3kLy3j8SvPbjSE4h6rQr8J7+F9RtQy9biEw//Ygdv8XSG601+vWn8ZYtxG3v6psIGAwhGZngJnuWdbYd+UlaLEcp1gg4xtBaoxc9gl77hllQNgp18kVIdv5u29FSj67dCm1N5gl/SCWUjewJD7Q04j57DwBSOZbAZTchTs8pIaJwJp6IFJWRuueP0NlO6pHbCVzzMaRiLDJpLnrlK+i3XkQPn4jkFR+ZL8Fi6YVe8hzeWwt2NwAA58T5OGOn4b35LGxbB4CMmDQQ07RYjkqsEXCMod96MW0AyPhZyJzz+41viojJB9jLjTn1/P2mfjozh8AF7wZRJBe/SOr1F/GaGlD5hQRmnkLgxNMIXHQDqXv/hK7djvf68zhzzkZmnonestbkB7z6uMkxkKPCA2oZJHjLFuK9+Typtk68ji5AUNlZiJeCnAKcE88A5fSEzEqGw5DKgZyyxXJUYbNjjiF01Sr0kucBkNHTkbkXvO0EJ2/rBvTm1QAE5l8GwTDxf95C4v5/4G3bDB1teNs2k3jwTmJ/+zlSXI6aeSoA7uJn0e2tSCCImnu+GbB6E+zYeNDHaLHsL97q1/Bee4pUawducxu6K47uiqE7TfgrePZVSCCIXr8EmkyVi5p1jjVULZZeDLgRICKzReRhEWkSkXYRWSoiN+2yzWUi8oaIxERki4h8XUQGlRdDN1TjLbjfvCkZhpx88UFdzNxXngRAykYgo6eQeOzfuKuXAuBMm0voqvcRmHkKAN6mtcTuvAU1+yyIZkIqifvGc2agoWPAFw7y3nyWg0001W4KXb8DXbUavW0duqv9oMazHPvorg605/VZ5m14C+/lR0i1tuM2t0Gql+S1UqiJs1DDxqITMfQbzwIgo6chReVHcuoWy1HPgN5IReRC4H7gOeCrQBIYB1Tuss19wDPA/wOmAl8Divz3xz26vRnv6bsglYSsPNQZVx+Uhr9XXYXesQkAZ+45eFs3knrlOQCCZ1xM6OzLzYYzTkaNGEfi3tvwNq0h9erzOCfMx134CN6K19Bzz0XCUdTMM/Ee/Ss0VJt67G5hlv09vq52c9PfsgZ2Vu3Ww0BGTDZhj2jm2z5my7GH7mjFe/khI11dMRbn7HeZ5VvW4L14f9oDgNvLQAg4SH4hgdMvMdsufQHinRAIISecNRCHYbEc1QyYESAiucBtwC1a60/tZdOfAG8C52utXf+zrcCXRORXWut1h32yA4juaPXlfdsgGEad9U4kcnA3Q2/JAgCkeChSOYb4334BgBo6nOCZl/bZNnjCKXjVW0gteobkcw8T+PhX4ZUnIZnAW7MEZ9rJyJAKKBsF1RvxlryAGjpmn14KrTVsXYu39nUTRtjVgxAMg5sydd2bV6Drd5hSRKtJMCjQLfV4T9wBnX4sv9sr1FyP+9x/jQegqbWvAQA4mVFC516DRDLQrY3oVa8BINNORTKyj/RhWCxHPQPpCbgOyMM81SMi2UC77uVPFpFJwCTgw90GgM/vgC8DVwE/OFITPtLo1ka8J++A9mZwAsYAyB9ycGO2t+JtWA6AmnEqur4Gb8MqAIJnXYYohbtjK8llryMZWYRmzyN09uWk3noFOjtILV6AGjsNb9XreKvfwJl2sj/W6XjVG6FhB2xdA8Mm7HkO1ZuMvoHf1Q2AUASpGAuVY5GS4Ug0C+26pr3xK4+a5MPn/ou68CYr9HKco5vrjKx1rK9wFXXbcV+4F3cPBoBEwzgzT0ENH2/GefM50B5k5iKT5h6h2VssxxYDaQScA6wGLhKRHwEVQLOI/AH4sn/Tn+lvu7j3B7XWO0RkW6/1uyEizfvYf+7bnfiRQDdU4z31T3MhDASNAeDL+x4M3spXwfMgkokaO5Xkc48AIHmFOGMmE3/pWbpu/73ZBog9ejdZn/wKwZPOJvnMAyRfX0DkXR+CVa+ja7ag25qQ7HxTfjh0DGxfj/fak6iykUgw3PeYEnH04idMX/duykejxp8AQ8f0KU8EEMdBxs5AZ2SZ76J+O3rNYmTinIP+Hg4Hx/o5dzSgWxt6DIBQBCkfhd68EgB3wf24ra2kGppxm9rwkimcrCgqFARH4ZRXEDjNeLJ040705hUAyMz5u51bxxP2vLMcDAP5SDUGE/u/zX9dBdwLfBH4qb9Nmf+zup/PVwPHZZaP3rkF7/G/mwthOIo69wakbOTBj6s93BXGnlKTTkQCwXQyYGDKLLwdW+m64w/geUhuPgSD6MZ6On73Q5xpc0Ap6OrA62yHSAYA3oaV6fHV7HNNOVZ7M94L96JTSX+/2sRxH/hDjwFQXIG6+P04516HDJuw14u0DB2DjDvBjPXWgvS4luML3dFiQgC9+lpoP6sfwGttIdXQQqqxBS8WB9fF64oD4GRnETz/XUjIGJ7ekufMh3KLkJFTj/ShWCzHDANpHmcB+cD/aq1/6C+7R0SygI+JyHeAqL883s/nY0DGngbXWuftbee+9XzUWci6fgfeU3eaJMCMHNS51x0yER69baMRDgKcyXNMaGCnaQLkjJtC7KF/g+uiSsrI/tIPcau30f7Tr+HVVpN8+Xmc0RNx163AXbmEwKhJeCsX421cgTPDSLBKbhEy+zzjvt+2Du++3yHFleZC3lJvJuEEkBPOQibOOaDqBpl2min1inWgq1Yio4++TnDH6jl3NKDjXXhP3gkdLcbzdc51RgmzpQEAL5Ek2dBCqr4ZHe8xAlU4iMqMEjjpbFSZ3whr5xbYutasnzH/uA8f2fPOcjAM5P+OLv/nP3dZfgcQBOb02ibM7kR6rT8u0F0deM/4VQCZuagL33tIVfi81b7IUOkwJL8Yt8p0ViMQhNxCkktNElXkkncikSiBkWMJn22yrOPPPIwaZ56o3LXLkOHjzJx3bELHe/4MasIs07VNFHS0GpdstwFQPhp12YdQk+YecHmjZOYglX6s189psBwf6FTSSFC31INyTOireCj455WXTJFsaMatb0bHE+nPSSiAys5EjRiDc9J5ZizPw3v1cbNBYTkMn3jEj8diOZYYSE9ANTAZ2LnL8u73+fSEAcrYPSRQBrx02GY3AOjXHjd6/8Gw8QBk5R26sd0U3kbjulfjTSqFt32zeV8+jNSqt0yGfiRKcEZPzD189iXEn34I3dmBF/MvwPEYWgLgBMBN4VWtwRk3I/0ZNfkkdOU49MZlJrs7mo0MG5/uWPh2kZFT0FWroGYzOhFPu34txy7a8/BeuBf8ttTqtCt6Ql+lI2D8HFILnyRV25R2/QMg4ORk4eTnErrg3emSWb36tXSjLDXnfCsMZLHsg4H0BLzu/xy6y/IK/2cdsMT/fVbvDUSk3N9uCccJuqUevclPZJp9HpJbdGjH37bRf7IS1JgpAHg1/oW3rJLUWvN0HZwwFQn29FtXObkEp54IQGrlUmSIScPwqjYgFaPN2Bt78gK6kZwC1Iz5qFMuRc0846ANAADKRxkPg/aMnoDlmEcvftJUk4DRguit69/RSvKNl0hV1+F1xvp8zsnOJJCXTfDMK5A8839Ft9Sj33jGjDV2pildtVgse2UgjYD/+D/f371AjNn+AaADWKS1XoGpIPiQiPRWx/ko4AF3H6G5Hnb0Jt/FnZWHjJ52yMf3tvrNU0qGpmvtvTrjXFFDhuJWGclfZ9T43T4bnGHKq1Kr3kINN0JA7qY1qNGTzTibVqNTqUM+512RYAgKSwHQ/pOj5djFW/UqetWrAMikuaheVR863kXiP78nWbUFt72zz+dUJEygIBdnyizUZPMZ7aaMR8FNmZLAWeccuQOxWI5hBiwcoLV+XUT+jhH9GQK8AVwMnA98QWvtq4TwP8ADwOMichcwBfgE8Aet9doBmPphQdeam5pUjD0siUx66wYzfqW5ietUEt3SaJblFeLt3AGAUzEcnUrSdf+/cXdsI3r5tQQm+0l4yQSE/aqAbZuQYR8wyVvJOLpqDeIbBYcTKSgzssK9NQYsxxx623r0a0+YN8PGmzyS7nWpJIn7/kxy/Trcll1kowMOTkEOMqSEwJlX9nTEfPVxEwYQQZ16ORKKHKlDsViOaQY6bfaDwHcxN/5fYsoGP6K1/nH3Blrrh4B3AIXAr/3fvwN88ojP9nDSLYyyS0vgQ4FOJdH1/lN/+QizrKUprdKntU7/7pQOpeP2P9F519+Iv/g0LV//PKRc1NBhZtsOf55uCt1Ylw4JeGuXHPJ594vv+qW14cjsz3LI0c11eC/cbc65wjLUab1u5p5H8tE7Sa1YRqK+CbelHbe13ZyjAoHcbJzcLEIXXo+ETfGQt/aNns6a0+cfEj0Ni2WwMKAKGlrrBKZnwFf3sd19mP4Bxy/Kj3a4h74GXjfVmTg6pBuo6LbmnvXxeHoOOhAk9sRDPes62ui8958ERk8gsX0L7rbNqOIydF01btUGnPEzcLeux9u4Eh3vSl+YDxeSmYsGU3mgtU38OsbQsU7TByOZgIxsUwkQMDkoWmuSz95H8s1FJGqb0M2+F8BxwNM4uVkECnIInH5pTzlg9Wb0okfNdpXjkGmnDsRhWSzHLAPtCbD4SHaB+aWh5pCPrbvHjGRAptFP121+tCWaiW5vM3PIzSO1apkpUQwGiV59AwDxBc+iho0CwN2yEVVpfve2bkCNmQbBkKkSWLPkkM99N7qbCLkp87IcM2jPxXv+bmhv6pHB7qXn777yJKlXniW5sxGvqaXng0pQmREChXk4E2fizDA3et1Ui/fcf4yBm1dsKgusUWixHBDWCDhaKBsBgN6+Hp3oTxvp7aOb6gCQ/CE9btdO85QlmVnoNnPBVdm5pNatBiAwahyRsy4w27a1pHXadXsbUmC0C9xtmyAYQo01iYzeskUH3Up4n/SWIk4e2u/JcnjRrz0JNZsBkFMv61Mx4i59ieTzj5Dc2Wj6AvTCycsmUJSHGlJC4OyrEBHTWfOpf0IiBtEs1Nnv2k2m2mKx7BtrBBwlyPCJRrQnlUxnTB8yfNU1yStML9JdJrYv0Ux0R49BkNpqWgwHRo7BKRqCM9R0dfYaatMhC1F+CWFHG7qlETX1JDNmQw16+6ZDO/ddUb2KRHZpOWw5evHWLTE1/IBMPRU1oieJ1F2zhOSTd5OobcBtbOnTGEjlZppKgNxsghfdgISj6M62ng6DwTDqnHcfUk0Ni2UwYY2AowQJR5HxRg5BL1+I9uV9DwW62Sj2SW6PEdCtxibhaI9BkJGJV2ey7p0S85QWGGO6AaY2bkAVlwDgxWLGYAG8HVtQJZVIqUkcdP02xYeNPp4G6/o9FtD1O9CLTKMqKsYiM89Ir/M2ryH5yB0k6xqNImCiJydGomEChXlGD+Csq1AllUZV84nboa2xJ6RQUHpkD8hiOY6wRsBRhEw7FaLZkErivXgf+hA86Wo3ha43OQFS2HOx1HFffCUcQXeZOmyJZuA1GoNBFZos/MDIMQCktmxEDTGGgddQiyoxGk9e9VYAnJmnmXE3rkA37ioCucucEnG8DStIvfQYqSfuIvXUf3CXLkwbI3vF65UHcBx3hjte0F0dJm7vueisPHTxMPR2o0nh7dhM4sHbSNU3kaxrRMd6SQIHAziFeQQL83CmzsWZPBvd1Y73xD965IXPvMZWAlgsB4m9ih5FSCiCmnepaSBUtw395rPIiQcneqJrt6fd5lJa2bM8ZowAiUTRdX65XSCE7jQ3YpVvvAZOuVFd82prkJNNQpbXUEtwaAXe9s14tdvNOKOnQG4htDSQWvQkwYtu2H0uTXW4rz9nEgj7SepzX3mKwMU3ooaO2vMBJXtuFARD+/ENWAYKIwl8t6nkEAevvQv97H24GKMxtfxVUnWNJGsb0R29FAGVQuXnEizKQw0pIzD/MmMAPN5tACjUGVcjQ8cM2LFZLMcL1hNwlCFDRyNTTgZAL38ZvfXg9JC8dW+ZX/KL00qBAMR9FbZe4YDernZVYDwBTonfrdnz0gIsXmNDj1eg1ugPiFI4c43gi16/DG9Lz7x1vIvU8w+QvP1neCsXGwNAOUjZcNSEE1BjpkIoDLFOUg//A93ZtucDSvg3CydwXPeIPx7Qrz8NNVVoz8NNuOmwFEDqjRdwGxpJ1Tbitfb1AKncLIJD8lBZmQQuvMFUnjzeywNwxjVI5bgjfTgWy3GJvYoehcjMs8wTfO0WvIUPoC7/CBLNOuBxdEsj3gqTZOhMPLHvul4hgO7EQJ30n86VShsBqnhIj15/t7hQcwNS5Mv3NtWhXRdxHNT46XjLXkZXV5F67J84Z1wBnW24rz1rGiMB5BTgnHA6avyMPpoCurWR5D9/BbFO3CULCZxyQf/H1Mt4sRy96M0r0SsXoT2NmxLYxbDzOmMkaxt3UwSUzCjBojyc7EyCZ1yOZOf0NQDOvAapGHskD8ViOa6xnoCjEFEKdfoVEIpAvAvvlccOeAyvvprkfX/yRVmy0hn83eh2U4Ylmdl4rc1mmZ8noIpL013ZJBBEFRX7640rXne09yQZui66yU88FEXgvHcZPYJYJ+5jd+K+8KDfGTGEM+8igjd+DmfaybuJCklOAWr6KWbuq17fc6lhzG9bbI2AoxbdXIe38AG01rhJDzrbzQ18wgkAePEEyfpmUwng9VQCSDhEcEgBgYIcVMVoZOw0UwXQXNcTArAGgMVySLFGwFGKZOYic843b6pWof366n2htcZ9/TlS//q1KQ10AgQuuK7vU7fnoVv96oNIBvheAc8XDerOA+jGGWKe+r3OXm5bkZ4KgbqeLs+SW0Dwmo/5csIC4Shq6kkEb/gczonz9+rCT7cj7mhNyxzvRrzbCMjY29dgGSB0Iob37L/RyQRePOWfW0LgvHcSmHsuZOSSbGjBrW+CVK/EV8fBKcwlUJiLBEMmD+Dpf0HTThCFmn+1DQFYLIcBGw44ipFRU9FrXoe6bXhLX8ApHbHPz7ivPIn36tPmTW4hgfPfjeqVEAgmTIDrX4C9nidut9ok+QVGjO6zvSothxVL0U09ev26uRFVVIJXs83kBUyc0TPv/GKC7/iQqW4Qtf8qbvnFkJUL7S3oreuhuHz3bboFgqwwzFGH1hpvwf3Q2ogXT6Jj5m/lnHYxzvgZeK1NJHfWkaptQMd7yWMLOPnZBMpLUSGFGjcd/eYzUO8nnZ52BTJs9+6WFovl4DmkngARsZ6FQ4iIoKafbt7UVO2zc57XUIP3mumnrsbPJHjdp3czAAC8WtMxEMfB85UDiURxt24GIDh+Up/tA37zIHf7ViQnz99XHarErxyo3tL//JVzQDKuIoLqbki0J9Ehv6pAAtZ+PdrQS1+ArWvx4okeA2DGPJyZp6HjMWJ/+TnJzVvQnX2VHlVWBsGRI3GCYsIG4kG1+fvLyZegRh7+7pQWy2BlrzdtEVkrIpf2ep8hIr8Skd0CcyJyPXDou98MdspHpTsL6k0r9rqpt+I1k7yXW4hzztXIHkrovB3mpq2Ky/G2VQEg2fnGOyCKwIQpJmTgyxc7vmfArdmO+AmDbl0NqmKEGW/rhkMmFyx+eaDevrF/nYT0fqxQ0NGErlqNXvoCXiKJ12XOGzV6Ms5pl4LnErvzdyRWrcRr61sJIOEQgYpynIBrjMCySqj2216fcBZq3MwjfiwWy2BiX0/uY4DsXu+jwMeB3R8vLYcFEUGGG9U+vX39XrfV28zFU42fsdfYu7fFjKMqR5LatM581g8PBMZNJPnWm9Rfdxm1l55Jy/e/hlPhC7JojfixeHf7FpwRJkarW5vRdXuI4R8gaphf+52IoWu27r6Bf1zaNg86atBNO/EW3IdOuWkDQEqHETj/3SBC/P5/EF/8CsnGFtz2TrzuKhRH4RTnEyzKNx6j7Dyk3U8ynTgHmXLKQB2SxTJoeDvue/sIdoSR0pHml6ad6N5iOb3QWqcbBakhFf1uA+Zm727xjYWhI3C3bDTJhDuNyp8zdBjN3/xfvMYG0JrYs0/S/uff4lT6rVtT5gLubtmIlAxFco2XIrVs8cEfKMYj0a1s6K1ftvsGYaNVkE4QtAwouqsD7+m70PEYbkdX2hMVvPQmJBgi+dR9xJ9/ktTORrzmdnQihddh/nZOXg7BUaMQNwGBIA5JYwwMm4DMOtd2BLRYjgA2hn8sUOQnyGltyqX6I5XsUeHL2LOmgLejCnw3v0YglTJlfm0taK2JvbQAXBdn2AiiF10OQOzxh1HFRhzIbTBParqpAd1UT2DaXLP7119EJw9NNEiNm27muubNtNGRJsMXPOpowTKw6FQS79m70G1NuB0xc35GMwld8X4kI4vkwifoeuxektX1ffQAJBwyegCjRqCSvkJlNIQ4CoqGmpbAyl6aLJYjgf2fdgwg4Wi6JE63Nfa/Ue+Y/F6eoNwNq8wmhSW42427XftjSzQLr2YHKIfc//s22Z/8AoHxEwFIbTaJWm7VRrT/NJ5csZTAnPngOOi2FpKvPPP2D7IXasIJRqCoqwNv7Zt91kmOr0/Q3rxHr4jl8KO1Ri98AL1zK257l6n3D4YIXn4zkldE8rXn6brvDlLba3Gb+woCOVlRAkNLcJTJA5DMTJSjICvPNATyS08tFsvhxxoBxwpZueZn+x6egINBc+MEiHXucRh3s5HzdUaNJ7XWJBrqeNyUd7UaAaHoBZcQHDUGUYqs93wQgNTG9cZz4Lppr0ByyauovEICs+eb98882FN5cBBIdh5q3DQz39eeTecrAJA/pOf3xpqD3pfl7aHfeBpv0woTAvA8cByCl96EKqkk+foCYnf/jeSOOlJNrX3lqLOiBEoKCOZlI45CohmogEAwZAyAaOYAHpXFMvjYHyNgloi8Q0TeAVziLzu1e1mvdbMP3zQtaTf4HnT1RRRk5wGkFfx2Rbsu3lbTwU1VjMTdvB7teujWVnQyhe7sBKWQ/GJq3nERNZecQ3zpUpzhfk5CxFygu2u8U6uW4rU0ETr7MiS3AJIJYrf/Jq1AeDA4s882Ho2WBry3Xuo5zkgG5BSYeezsvzTRcnjxVi/GW/YSbnsnuJ6pKLnwelTlGJKLniH+37+S2F5HsrYZL5ZIV45IMECgOJ9A6RBUQEE4ggoaHQl12pVIbwPPYrEcEfan2PpT/qs33wB2rQmTfpZZDhGSkYUGdNeem+uokgq81ka8HZtwZszbbb1u2NmTDyABSKV64viu+dOpIeW0/ubn6c+0/eE3hE409p1XV4vKjJLatJ5AcSF0dRB/4Qmil76T8Ls+QuwvP0Y31RO79YeE3/lhHL+EEExCobtpNe66FcZboDWquJTA5BNRI8btlgQmBUNQU+biLVuE+8qTqHEzkExTqCKlI9CtjejqTTDt1AP+Li1vH711Ld4rj5oQgOuhUy6UVKDjSRKP/5fE848Sr6knuaMOt8WcqxIO4WRGcQpzCVWU4oQDJhEw5CBKkBPPtmqAFssAsS8j4H1HZBaWfRP1KzU72/e4iQwbC+veQletQSfiSKivql53xz9CYbwGX3jICaK9TnQigXY9EmtNyWD45FNxCgrpfPh+Eq+/hlOQi7iuaRaUiKMqRuKtW07i2UcJn3UxTsUIItd9nNidv0M3NxD74/dxxk5GDSnHa27EXb9ytzCFt3E1qVeeQw0fS/iSd6NKd5ErPuk80wUx1om74CFTcgZI+Sj02jegdgs6GUeseuARQddtx33uv3jtnehUCh2L43XGoXk57prlaM8jUdtIcltt2gAAQASVk0Fw6BCcrCjiODiRgAkHjJ6GTD554A7KYhnk7NUI0Fr/7UhNxLIPMrqNgL14AkZPwX3ufkgm8Fa9jjO9b52112hu/KpwCK4vEqQTSfM0p7Wp33ZTOOVDKfjhz5BwBLehjviil/DiKVRQEBxTUlhXi0Si6M4OYg/9m4x33owzZhLRD/0vsf/8CV27A3ftcty1y3smIIKqHIWqHIUoB3fTarxtm/Gq1tH1++8SPOcKgqecm84Ml2gmzrwLcZ++G2/NErxJc1CVo6FslMl/8DzYsQl8HQXL4UO3NuI+9U+81ja8ZAqvvSvdUAroMQC27MRtbu3zWScnk1D5EIKFuYijUJlRUwlQXIGcfLEtBbRYBhCbGHiMIN2JgV1tfRPlem8TyUh3anPfeH638jrdZpIKJScfr3qbUQWMxyCZMr/HzEU9++YPoaIZiFLk/c+XTfZ/R4cxGDraIeXiblxHcJZxxSeee4zkGnOzV6UVRD/2VcLXfojAzJNxxkzGmT6X0KXXEf2fHxL94BcJX3ANofPeQfTD/0fkpk8jhUPAdUk+fjfxO36D7tWoSE2ahZT6ssUvPID2XOPhKPV1C7auPRRfr2Uv6FgH7pN34DU14iWSuC3taQPAmTqH0JU3kWyLkdxW6ycC9nxWZWUQLC8iUFKACgVROTmmEiAzF3XmtXsVtbJYLIeffRoBIlImIqW93kdE5LP9vK452MmIyBdERIvIkn7WnSIiC0SkU0RqROSXIjJ4Wsll5ZmfWkN78x43c048A5SCtma8Fa/0Wae7/JtrNBO3thqdck2pl+uiEymjCJiZRcb5F6c/Exg2nIxLjF6Adk1pWHfzHrd6B87w0aA1nX/6BW698TSI4xCYOovwO95H5L2fInL1+wnOOQPlJy72me/oSUQ/9lUCJxqDwl27nK5bvoNbbcoXRRTOGVcAgm6owVv5ulnut5TV29cfMsliy+7oVBL3qX/h7azGi8VNvb/f/S949uUEz7uKznvuJLmxilRDc59KAAkGCJYVEh5agpMZRfILUEqbSoCz32UrASyWo4B99Q4YD2wB3ttrcSbwE+DH/s/u1x399RTYX3xD4ytARz/rZgBPAxHgs8CfgA8Dd73d/R1zZOamJXNp6T/7H0DyClGTTCKf+9qz6FQvAZ/uunoR0+LV9cxF29NoX8o1esbZSCTSZ8zs97wfREwpYTKF19Jq3L+vvUTo3MuQjEx0Wwsdv/oOXvMedAz2goTChK94D+GrboZg0OQU3PpDUquXAqCGDEVNMBry7qtPoVOpnr7ysQ6oP/iyRMvuaM/Dff4evK0b8bpipt7f9cAJEL7mAwSmzqH9B18i/tZykrXNfTpSIkKguIDQ8HKcvCxUUQnKS5iQ0OlX2UoAi+UoYV+egPcBjcDP+1n3eeBM/3U20AbcfBBz+QGw2H/tyveABuAMrfXvtdZfAT4BXCIiZx3EPo8ZRCnwhXJ0yx5UA32c2WeBcqCzDW9lr6/TDyPohDEGtOtCtzfAf7qLnDafVGcHm/9xG2t/8ROal71FYNhwIvPN16xTnmns4wsMdd3/bzI+/HkIBPFqq2n/yddwa7b3Oy+3biexpx6i46+/puP3P6bzX38m8eYraUMlMOMkIh/8XySvEJIJ4nf+jtRbr5pjmnuu8XC0t+CteQPJKegpFdyx4YC/T8u+0YufxFu3DK+jy4QAUi5uPEVg3vlIURmtP/gS8dVrSNTU05TyaOtlAzi5WYRGlBEqzkeVVKBSnUYYaPZ5SMWYgTsoi8XSh30F5M4CHtBa9yfNtlRr/Xz3GxG5C2MMHDAiMge4AZgF/GKXdTnAucCPtda9U+P/jjFOrgUOjVTdUY7kD0E37YR9tBSW7DzUhBPwVr6Gu/Ql1NSTTPKV55kN4n6ZoKdNLkCqJ8dATZzMqzfdQPs6E2vf/PfbmPC/X6bk+vcSe+5pEwsOOXitbahwgNSalaQ2rCPzY1+k45Yf4dXvpO37XyRy8TWE5p4OokitfovEwmdIrVm+21wTzz2G5OYTufSdhE45E6eskuiHv0TsH7/C27GF+N1/gYxMAmMmo8bNwFv9Bt6ShahJs5Hy0aZUcMdG6G65bDkkeCsW4S5ZgNvWgdfaYUIB7aY3QNfdt6P/83eS9c0kquupSmo6gYiGqIJgNExoZDmh8mJU+TBUvMUYAONnoSbOGehDs1gsvdiXJ2AssGQ/x1qN6Tp4QIhJDf418DetdX/7mooxVvp4CHzDZAkweHqN+i5U3bhzn5uqaX7ZVVMtut4vDfTjtd0tgtEa7XrpGG9g1Bg23PZn2tetRQIBIqVloDWrf/Bd2pNJghNNX3cv6UE8li7p67jjT0gkStZnv4HkFUA8Tuye22n94odo/cIH6PzLr9IGgOTkEZw9j9D88wmMnwJKoVua6Lr993T84lt4TQ1IVg6Rmz6LKq0EzyP+71vxWppQvvaBbqhB12xBykaY46jf3jfsYTko9OaVuC89QqqlHbelHbe9E7ets+f88TxSDS0kdtRRlfDoLvwMAI6jCA0rITysjEDlcFSizRigQ8cgc84fsGOyWCz9sy8jIBPYtTC9CXNjXrTL8lZ/+wPlPcAkTD5Af5T5P/vrVVsNlPf3IRFp3tsLyH0bcx1Q0nHU1oZ9ttKV4nLI9cMHm0y/AK2NJ6BbJhjXNYIvrr981Gi233s3AGP/36eZd8+D5EycDFqz8ltfJ+Pa68x2sTja9UhVbUaKhkAySeuPv4HkFpD91Z8SOvNC6K1REAgQnD6bzI9/iZwf/J7M93+ajHd/gKzPfJ2cb/+G4NzTAEitXUHb975IauNaJJpB+IZPmGZIXZ0kHrwDNaQCKTKng7d2CQwxVQN4HjQcmlbGB8PxcM7p2q2knvmPufm3tOO2dqTbAwemnoAqqyTV2EK8uo6quEtv5Yc8BaHSAiKjKghUVKJ0AkFD/hDU6e+wTYEOE8fDeWcZOPb1v7KZnpswAFprT2u9Qmu9q0B9KXBArd1EJBuTC/ADrfWeruJR/2e8n3WxXuuPf/J8I0BraG3Y66Yighpmkue8aqMJgNedExAHzzOGQK9wQFOHEYEJFRVR+c7rcKJRpnzn+0ggQNe2rdTV1eOUDzVDeRhvQHEZEoniNdTT+t3/Bdcl4503k/vTv5D1fz8i6/9+RO7PbiPzo18gMGk6iTdepf0vv6X1Z9+m/c+/IblpPRnv/TiZH/tiOsGw/RffIrlmBSo3n/AlxvBw17yFu3ktaqzfYXDDCghHe/Ik6rYdsq95sKJbG3GfuAO3sYVUcxtuczteRxdeZ4zAjDlErryBxJatxKvr2dKV6mMA5Ark52URHjuMQMVQnIww4iYhmmUqAUJW0MliORrZlxGwDDhvP8c6z9/+QPgKkAB+tpdtuhvH93cVifRa3wetdd7eXhygwXJUkJENgZD5vXXfWfjdT826O4fA1w3Q8Tja86sCPFMhoLWmbs1qAIZeegVO2HzdWaNGU3nNuwDY/Pe/EL3GqPbprpipEHh5AZHLrwUngLu1ipZvfh63vhYJhggMG0lg2EgIhoi//AJNn34/bT/6OrHH7iex6EVijz9A24++TvMXPoZk55H1xe+jioZAIk7HLT/Erd6GM+VEVOUoAJIvPo6MMl0NaW+Bplqk0LdR9yNEcrg5ls85He/CfeIfpGrrSTW3kWpqxW1rN+qA8QTxZ5+i5f8+RWLNerZ1JvuU8ASBsmiI8LhhhIcNJVBSgsTawQmYpkCZ9kH0cHIsn3eWgWdfRsDdwHwRuWxvG4nIFcB84L/7u2MRKQM+DfwWKBGRESIyAnNjD/nv8+kJA5T1M0wZMGjqw0Skp0lQW/O+t8/JN7+0tZhQgF8iqOMxU+rl9YQC4qKI1RpjofT8C/uMM/L9H0RFIiSbm2lKplAFhSaU4KsYdt53N1kf+1zaEGj+4seIPfUw7s5q4otfpuVrn6Xt59/B27kDRAhOnk7knIsJTjZP9e6WTTR/5dO427eavILcfIh10fGnX4DnEpx3rtlu3XIIRiCaBYC3Y3NPnkTz3ismLHtGey7uM/8mtX07qaZWUk2teK0dafEoMJUk8Q2b2d6ZYFfNyrKAkDFqKOER5QTGTEBaTQmrOu0KpKjfaJ3FYjlK2JcR8GdgDfBvEfmWiAzvvVJEhovIt4F/AauAvxzAvkuAEPBDYFOv11xgov/7F4HlQApTOdB73yFgBvufuHh80N1NcC+NhNJ0i7FoDxJxc/MHdFeXqQpwPWMMAJ25eQBESkvJGje+zzDhwiKGXn4lAFv+/S8yrzeyEW59A1oF8HZWE391ETlf/i6SlY1ua6X9j7+k6f+9l7YffZ3UGtOyODTrZPJ+diu5X/8xWR/6FLlf/zG53/s1qqQMkglaf/otvOYmMj/8ORDB215F4sWnccZPh0gUtMZduwwprTTHUbsd8fMeaG2wokFvA6013qJHcTesJtXYSqqxxZQDJnoSLbXrkqxrpqYjTvMuX3GRQEF5MeExFQSnnojU+yJPM89Ahk88gkdisVjeDns1ArTWcUz74E0Y1/1GEWkSkSoRaQI2Al/2f17qb7+/bAKu7Oe1Atjs//53rXUL8BRwo4hk9fr8jUAW8J8D2Ocxj/jtfHdtxtMvvSVZXRftf0Z3dZigvuelJYg7xJwKhSfP61fLffj17wERYjXVdA4pReUXQDKJM9IUhMQefwivsZG8n/yB8PxzIRD0J6wITjuBnK/9iJwvfBOvtZW2P/6alh9+k45/3obKLyTv2z9HlZRDMkHbL3+AUzmS0ClGlyD+1IPgODijTH8Ad9NapNAIWOrGnZDtezvclBEOshwQes3rpJa+RKqhuccA6IzhJVNEr76RjJv/H8mGVuraumjYxQCIAqUFWUQmjSI0ZQZSuxkAGTkFmWq7O1osxwL7FO7WWm8UkZnAB4GrgckYN3wr8CImBPAnrXVMRML7awj4N/f7dl0uIp8GUlrr3uu+DLwEPCcifwIqgM8Bj2qtn9qf/R03hIyan07E9r1trx4DWoCuTvO07HcM7PYGaK3paDFhw/wTZ5Po6uKpW//AxtcXM2zqNM798EfJqBxG0SmnUr/wRXY89ABjb7iJ1l//jOSyZUROmkPyrTdp/dn3Kbjlb2R//H/I+uCnTLlfTi4qmoHX1EjzN75I/KUX+kyx4993kPuV75Lzua/S/L8fx63eRuyZxwiffTGJhU/j1e/E3bIRVTESd+WbeDVbET+MoFsaezwjYJorRbOw7B+6ehPuiw+QavA9AH4YoLsaQBWV0PKz79PY0kG1Npm5EUzPcAVUZISIThxNaNxYVMxoAVBUjpxyiW0KZLEcI+xXzY7WOqa1/rXWer7WukhrHfJ/nqG1/g0wWUR+x2GKz2ut3wDOwVyHfo4xSG4FDrpfwTFH9xP2/tTF9zYUfJXAbvd/uirA9YgDbtKMlzdjJv/8ypd47m9/ZcvyZSz45x38+f99jFQiwdAr3gFAw6KXCJ51LpKbi47HcIaNRuUXoDs7aPnWl9CxGBIK4ZSUoaIZJFYuo+Fj700bAIFRY4mcfQGSk4vuaKf5G18E5RA+w9SRx554CKe80iQJAql1q1BF/tN/Ux1k9nRU1MGQkUEGiPebI2rpB93agPvEP9M3/1RjK25Le9oAAGj+1pdp3rGTtRoWSIAFEmC97zEqDyiyx1YSHjMcJyuCpBIQzTZNgbrPUYvFctTztgt3RaRARD7pN/t5FfgIcNDZWb5hMaOf5Qu01vO01lGtdYnW+pNa68Hn/+128e9DJwBAd/oSD+Go6f6HEXrR2q8K8BUEu3w3bzC/gE3r17PiuWcBmDDvNESELcve4oXb/07RafMJZGWhXZf6VxeReaWxwTofeZCcL3wdlCK1YR0t3/8aOplEex6d9/6bps9/DK+hHsnIIOcLX6fglr+R+8WvU/iHf6CGlEI8Rtvvf0nkrAvMoW3djFtfi1M5EgBv5w4ky3/iTyZ7DCGtkWQi3dCI5IFEowYvOhHDfeIOUvUNpBpajCHQ3LZLIqBHe1sHqzx4SQWJiaBFiGpNgUDRsCFEx48gMHwk0tkGykGdeQ3S3fLaYrEcExywESAi5/sSwdsxT+Vh4JvAVK21bex+uDkAI4AO09ddMnPQ7d1VQmIavXg67RWI+UZAzoQJvHjHPwAYd/Ip3Pyr33Da9TcC8Pzfb8P1XApPMbHe+oULyHzHtQB4DfXoRJLsD38KgPjLL9Lwoetp+OB1tN3yc0ilcCqHU/DrvxA954K0q9gpLCb7Y58BILF4EUQz0iJDqY3rkGxz49cdbX3qzKV3bNpNpb8Tqxq4b7qbAqW2b+sxABpb+xoAnkdXWwdrXFgsfSOGo9CUFeUSnTyawMSpqBZTmiknX4wUDz2ix2KxWA6e/TIC/HK9b4lIFfAIcAY95YBf1lp/S2u94jDN0dKb7qdgd983vHQZYXYuut0YBDjBnqRAv+tbImjGlNJyNr1hWvWe+u7rATjzppsJhEJ0tbXx1pNPUjj3JACa3nwDp7SM0LQZAMQWPk/GldeSdfNHQQR3+1bcrUakKHLexRT8+s8EKocbydltW3CbzdzCJ52KKiwy83jlJZziEgC8hjrwXc90ey66Ub3izRrTWMjfzrJ3vCXP465bRqqxhWSjSQb0Ok3YKDTrJIKz5pJo62RDSvOaBIj3iu3P8VKMyAqROWUMwQkTUc2melcmzkGNmT4gx2OxWA6OfbUSvl5EngbWY8r1FmOy9ocC38DkCFmOJP4NO90WeC90GwGSnYfu8EsKHceEA3y1QIC4f++sSybRWhPJymbsnLkAZObnM/G0+QCseO5ZcidPNbtvaiReu5PwLNMQJrHS2ICZ73oPBb/5Kxnveg+Z191EwW9vI/fzX0FlZJJct4ba665i55UXUXPBfFpv+TWIEJp2ghlz7SokagQgdTyG7jLVDBKJ9on3a+X0HGQg0NPC1iaj7RW9dS3e4mdMKWBDK25DC6mWDtyuOKq0nNyvfQ/tKaqSHq+IQ0ev73OYdpkaFLInjCQ8biSO3xWQspHIrHMH8KgsFsvBsK/qgH9gyv8+DfxTa53WqrXZvwODBCNo2L8kuLYm85nsAmjs/tP53QQ9nTYGkr4bvc5/Oh85cyZOsCe5a+Kpp7Hs6SfZsPg1ot/9vrnZak3nlioiw0cA4O7oaR8cHDue4Ni+WgOpbVup+8j70K2+R8J1afvLHwiMGElghFEEdLdvxcnO8Kep8BpNionkF6Lb/HBGNBPp7fYPhsDzQyNOL+PA0gfd0oD7zH9INbX5RkAzqaY2vNYO40EJZ9Dxz3+w8cnHeVUcmqXn+SBHe5wkHkWjKoiMG0EgOwtJxSC7ADX/KtsTwGI5htnX/944MAK4HLhARAaPTv/RSncJnJvq6Qa4B9IhgKxcdMwYDRrMRV+bvIDemQV11ca9WzFpcp9xRsw0jRpjHe001tQQKjQCPbGdO81TOkaKeG80/+R76NZWVEEBRbf8hfCppvVv219vTYcDvKZGdJeZp0QieDuM8IxTUo5Xb2LPKr+oJ+ExkoEoJ+0VkYDVp+8PnYzjPvVPUg1NRhGwoZlUQwtua3s6hCIFhVT95pcsRlHTywBwtGaudqksLSAyaRTBigpjAATDqLOuRcL2kmCxHMvsywjolvYtxHgFakTkzyJyOjYUMDBk9dJhb2/a42Za67R4jkQz00aA8QCQNgS6jQAN1FebCs+yMWP7jFUwtIKQ76bfuWkDwRwzh1R7G16bMTRU5p4bSKa2VBFf+CIAef/7NcKz5pDzgY+adZs24MV8JcNYF16r/8Qvgu4083cqhuPtNA2C1JByaPU9HFm5JhnQb4xEOLLHOQxWtNa4Cx7A3bGNVHMryfomUvXNuC3tPWEUoGnBC7yhhY3S15syVbtMzM0gY+pYgiNGohIdIGK6AuYVH+nDsVgsh5h9KQY2a61/o7U+ASPbezsmJ+BZYAHm3mG7gxxJIpnpkri96uV7bjrmTyjck0OgPf/pz4QCXP8+kBQh6d+MC4b2zfJWSlFYYaR6G7ZtQ/nNhdx4nNQ2/2m9vGKPU4kvftWMU1BAZL5RAgxOmJT2Irg7fHmJVDKdu5DOYQiHkdIKvK2bzBhDh6ObjTY9uYXQ1avTdWTPhshgRa96FW/NUtMUqKGFVF0TbmNrHyGpVGERb3UlWLGLAVCpXeZGHLKnjSU8agSOZ84PmX0eUjHmiB6HxWI5POx3ME9r/YbW+uMY78CNGHlfgD+JyBIR+YqITN7zCJZDgYhAd+e8uu173rB3przQYxB0L/Z/dufcp3qV4GUX7f6El1dqxHpaa2t78kG0JrluDQDBUaP2OBV3Zw0AgRGj0vFjcZx0W2K3wb+p94ote431/mfGQksD2n/6V8PHohvMeFIwJF0GCaQbGlkMunYb7suP4ra0mzBAbRNuQys62RMEktIy1tTW84Y4eL3yfPK0x+miyR8/kvDoSpygRkSQ8bOQCbMH4nAsFsth4IAzerTWca31nVrrs4HRwHeBfOBbwNJDPD9LP0ip6eOkt63bc9McxyEdsUml0pnzu27d/T7VKxEwI3d3505WQQEA7Y2NPeV6SpFcsRyA4MTJpLZW0fytL9Hwoetp+/0v8fzsfgJOzzx6H4cfQuh2+xMIpMf1qreYwxg9HnfdSn9imUhRKbre5C6o4qHo9mazLpqFOPtUwR406K4O3Kfvwm1tJ9XcSmpnA8m6JrxYT+6GDgbZvKOaRRIg0csACGrNqbgMHVlKdOIIgtlRY7xVjEXmnG+Tgi2W44iDSuvVWm/WWn8Nkzx4EXDPoZiUZe/IMF+Tqb0Zajb3v40oiJhMe93VntYX2PX63W0EeP5TeDAcwQnsfjON+nkAXW2teL7EMJ2deM3+E3pePo2f/ADxBc+R2ryRznv+RfOXPoWOxQgMNaGC5KaN6YZFAPjhh27hIwmGzFiFxXjbjREQGDMRd81bADhjpkBDTc/2pZXQ6lc95BT0+z0MRrTn4b5wD25DHanmNpI7G40B0N636VRjPMlLOLT1Pim0ZpZ2GVeaT3TqWIKFeYjjQGG5yQOwlQAWy3HFIfkfrQ2Paa2vPRTjWfaO5A+BISZG77357B69AZLtP9G3NKXj74j0m9Lp+uZAIBzqd6yI/9Qe6+hA+30ItG8AEAzS8a+/oTvaUQWFRC+7CkRIrlxO262/JjTjRLN9Wyvxxa+Y3z2PVPUurSZ8b4TKyTXhDKVwyitwN642c5swHb1tg9k2p8AkBvp5EZJb1O+8ByN62QL05jWkWtpJ1TWTrG00iYC96ARe1oqd0vcSMEF7zMqNkDl9HMGSQlTQgZwC1DnvShtpFovl+MGa9ccoauaZ5pe67ehVr/a7jeSbBjy6cSeS4SfNaQ1I2iXQbQ9oX0JYpP9Tors6IBnrwvOTDHVTIwBO8RDcDWsByP3qd8n5xOfJuulDAHQ9eA9e3U5CM4wgUNuffm/6069eiW73kwC7S/y6d+aHD5zKkXib15kn/0AAZ9wUvCqTg6CG+YlpjSY/AP9YBzu6ZjPe68+Qau0wqoA7G3Cb23oaRwFJpXjdlXQzoG7KtMdpYUXu9HGEh5bgREKQmYs674aeFtYWi+W4whoBxyhSOhzxpVr14qfQO7fsvk135726HUh3aaH2TExXTJJh2gjw4/Xac3cbB0yYACAZi6fDAd1GQHeJXmjOKYT8Nr8Z195IcILJE239xQ/IvukDACSWvEH9R2+m8cv/A0Bg5GjcbWbu3QqB3UJIgXGTSC1fDIAzdgp4LnrHZgDUiInozrae/giF5fv8zo53dFc77rP/JdXWYToD1tTjtXX07QsQcFiZ9FgiTp/YULbWnKk8iqaMIjyyAicrimTmos6/Ecm0BUAWy/GKNQKOYWTOBZBXDNrDe+6/6I6WvutLTMhAN9ZCtyfATRrtfTGv7hNA/KfxVKL/ngRO0OQJuKlkjxHg1/R7rc0ARM++oGffjkP2Z/4XAgHc7VtJvvU6Wde/F4DEm6/j+qWFmde8E93kx/U9f9xm894ZMRZ3vSlCCUydjbd+mSlxDIaQYWOhdqs/uQAUlO7/F3ccorXGW3A/bmMDbnMHiZ0NuI1toEGCASQSglCQqoTLKxLA3SUR8HRSVI6pIDJ+BIHcTCQjB3X+DUh2/gAelcViOdxYI+AYRoIh1JnXQigCsQ68Z/+D7tVdUEoq/bI7jaT8rHDPTRsAiOD49wLlC8ck4zE8d3dvgHK6jYBUOrmvuz2x+DkJwWkz6HrkXlq++3+03fJTRCkyr3sfAJ33/pvQzJnkfelrRM46l+g551Pw41+mVQElNw+UMp0DRUwiY6zD1LOHwjjjp+GtfsPMZdRkJBBE79hoJldcYZLXBjF65SK8zWvw2jtJ1jfi1regU+bvpDKjSChEfTzJizh09jIARGvmaJcJ5UVEp4whVJDb4wHIKRyow7FYLEcIawQc40hOAer0d5gbZ0M1evFTPetC4XR7V93tNlcKUeKHBITuW2ewV/FgV1vb7vvp7tyndU/ooMN334ugikvouu8uOm67heTSxcSffZzmL34MlZNNcJqRHW790bdwCgoo/OHPKfj+T3EK8ul69EEAVEYUEUHl5iEiBCZMwV3+GgCBySeg25rQ1aYroZo0y/Q92L7e7H7o6IP9Go9pdP0OvMVP4bZ3kKxvJlXXnO4M2E1HexcLtKJhlzyASdpjVmEmWSdMIFRaiGTnoS64Ecm1BoDFMhiwRsBxgAwdjUw3Wvx69Wvobet71lX4N8jqKiQ715R4+S9RPUZA77zv9nSzoV502wgiPWV+vs4/IjhFxcQefwCA4AlzjYKg59F5+60ER43CGTYCkklavvdVGj/7UZq/9zWavvQZ8Fyc0jIT34d0jD8wdiLeNqMSGJh5Ct5bL5v1uYVIxSio2wb+Z6Ry3Nv52o4LdDJhygHbOkg1tZOqb8br6NtcKt4Z49Wkx+Z+FAFPzwySc8JEQkOLUbn5xgCwHgCLZdBgjYDjBJl6KgwZBoD38kPopHH/q0pjBOi6HUZhz1E94QBlcgIUEIR0DXjLzp27jZ/y8wCcQDDtCRC/gZEI6d4ETnkFOV/4Jnk//B2hU0wL4vhzTxAcPpygXyqYXL6E+HNPQjKBUzYUiUYQEfO7aIhEobM74W8IUjIUb9XrZvzp8xBR6A3LzMQKSgZ1eaBe/CS6fiduawephhZ0Z6yPmE8qnmBFV5K3djEACrTHOQEhf8Z4wiPKcfKLbAjAYhmEWCPgOEGUQs271CTJdbahl7xglpeNAOUAGoka5TcJBiHgpMMCAcyJkJ2TA0Ddlqrdxk/4mfuhSE+TnvS9RgTPb/UbPu1ss49whOxPfonoJVcDkFz2BrqticzrbyJ68RVEzr6AzBvej1M6BN1UD4Eg4pnkxNDc03GXmbLH4Jwz8JYuhFQSwlETCkjG0ZuMESCjph3Cb/HYQm9di7dqMW5bJ25TG16bn6MRCaGyouA4bG6P7ZYImKE1Z4lH6ZSRZIwfhlNYZJIArQFgsQw6rBFwHCE5Bci0UwHQq19FtzUhwRBSajwEIn7bWEehHMeXFoaQf3/IyzAKg9Vr1+42dmdzM9AjGgS9Th6RdMOf4CRzU9aui+7sIOOGD5D1kc9AMIRuqCP28N0kFi/ErVpH7KF/425aDyIEx08wTY4iUZzMCCSTEM3AmXyCMQIANf0UJBRGr1titnUC6TLJwYaOdeIufJBURxeplnbc9k60X9khImitqa1rZuEuiYBBrZlPilGjyolOGYtTPATn/BsHtTfFYhnMWLH14wyZfDJ67RvQ0Ype+gJy6uVIxSj0jk3Q1Svhz1FpUZ4w0A5k+4H/LcuX7TZuc40R5cnOy0sv620EpBMNR44h9sQDxB75L8S6kKxsgjPmkP3ZLxN/5nESi1+GeAwvbhLXVNEQguMn4q5aAkDk/CtIvWKSG4OnnIu3bBEk4qZCYMapaDeFXrHI7Hb09EHbz16/8hi6tRnd3onX1mlEoBwHUi6e69JW08grnlDXS+a3uxJgUkUhGSdOIFg6BOf8G2xLYItlEGONgOMMcQLItNPRLz+E3rgMPf101NDReDxteg0gSMBJewNcRxHxXNCQ2WRkgGvWr6N5507ySkrS4+5YZ7wDeQU9Gv3pk0cw+QVDyki+8gKxe/6R3ka3t5FY8DQseBpn+Ggy3vleQKNdFwFS61akDYDgyWfibV8PbgrJzScw5QRS//o1AM4J85FIBt7KV0y+gChk6imH5Ts82tFVq/A2LMNt78Tt6Eo3BVJZGehEktiGbSyLu6zdJQ9gmnaZVZhJ9uwphMtLcc67Ackv6W8XFotlkGCNgOMQGT0NvfQF6GxFr16MzDwDlIN4LpKbh8Tj5qnRUYjjEPHrybM62onm5NPV3saSxx7hjPeaGv+O5mZq1q8DoDg3l1YgkJGBSnT1eAGUwikfStd9dwIQnD6b8EVX4a5fTXzh03g7tuJWbcCt2tDvnENnXYTKjOIuWmLeX3o97kuPGV2DrFzUzNPQ8S70Wy+aYxw3E8nKO1xf4VGLjnfhLnoUryuG1xEzHoDu3hFaE99ey8a2GK9LAN0rDDBau8zLCpMzezKhoSU4512HFFmVRYtlsGNzAo5DxHGQCX7TnnVvmmVDjF6ARDOQQMBs4zhIQBEGHF89cOx4U2734h23p/UCFj9wP9rzCGVkkOtXBkT9JEKUkO5FIAJdnRCOEL3xowSGjyZ89sVkf/WnZH3+W4ROOxdV3OvJMxwhOH02mZ/5Bk5GGHfRMwAE5p2LeEn0Zr9x0OmXIsEQ+s1njaRwMJQuiRxs6NeeRLc243XF0YkkohThsy5Ea02ytpHahlbeFIdYLwNgqPY4M6TInzWByKgKAue+CykdMXAHYbFYjhoGzBMgIrOBm4AzgeFAA/AS8BWt9fpdtj0F+BFwAtAK3AV8SWvdtzeqJY2MnYl+83lIxtFbViMVo9E1WxA8UIIEAxAMmNCACFloWoBhySSrwhHaGur52+c+zcRTT+fJP94CwOzLrqB9xXIAon67Yen2KIigG0xpYWjuaais7D7zcUaOJTp6gtkumYBUEo3grV1G4vF/o+uqzXbT5hI4cR7uf80+ZfQUZPQUdO1W9BpTJijT5yPRrMP+HR5t6OrNeOuX4HXF8Xr1Awidcxmdjz5I6456VnqwvVcewBDtcY6jKZ4+joxxwwmc8Q5k2PiBmL7FYjkKGchwwBeBecB/gLeAUuATwJsiMkdrvQpARGYATwMrgM8CFcDngVHApUd+2scGEsmEynGwZTV6w1uosbPweBbiHaZxkKNQwQBuKAgi5IqmRUNs6Ztc8IlP8+Bvf83G1xez8XXTwCevpJT511zLa1dfDkC0pdnsJ6DSaoK6pRFRitDJpsNhatUSkgufxNu+CVIpcBwkmgmhsDEC2lp6XNkiBOdfRGD2aaTu/qPJ/s/KJXDWOyCVxFtohIgoKEEmzjlyX+RRgnZTeIseNjd/rXukm7Wm9Tv/Q9f6KrYlPbaLIqw1cRGKtGdKASeOJGPyaJxTLkCNnTGwB2KxWI4qBtII+BlwndY6/UgjIncByzAGwk3+4u9hvARnaK3b/e02A7eKyFla62eO5KSPJdSoqXhbVkP1Jph7ockLcLSpyQ8FkGAAFQzihQJkxRIEAwGSqRQFW6p493d/wMrnn2X5s88w+sRZXPmlr9D46ENo18XJyCCjs93kAwQCEAiYXAOlUcWlqOGjSTx+N8kFj/edkOui21t3maTCmTCD4PyLUOEwyXv+CG1NEAwRuOS9SDQT76WHoLURlELNuywtajSY0MtfRjc3oOPmv0tg4gxSy17H7ewivnIj1R1xksBU7dGKxtWaUQLDRpaTOXM8wdmnoaadNrAHYbFYjjoGzAjQWr/Uz7J1IrICmAggIjnAucCPuw0An78DPweuBawRsCcqxpjmQokY7NiAlFbCjs2o3Dx0LIYEjTGgQkF0PEmRl6Ia2H7/PZxw3vnM/P6P0kN17djOkr/9BYDiykrUhrV+YqFCgg6iPUAInTQf97Xn0waAGjWB4NwzkcwsdCIOnR0mHOA4qNwCVPlwCIbwli8iufBRIwoUCBK45CbUkKF465f25DXMPBMZhN0CdXsLetmCtA4AoTDBs68guexNElt20lLfSrPvUFFAHpocgeEVRWTMnkRwyomouRf1URK0WCwWOMqqA8RcpUqApf6iqZg5Lu69ndY6ISJLgJl7Gat5H7s77pukixNAho1Hr1+K3rgcNXw87o7NgGdyAUJBVDiEGw5CpyJfu7RkZtLZ0cHS//kM4z/3BcovvZzW1atZ/uUv4nZ0EMrPJ3eL0fRXoW7lQeXnGgQJjJ9M/A6/rG/yCYSv/VC/T+7aTaHra/CWLsRdtRhaTXkiWbkELn4PqqQCXbMZ/fLDZnnFWGTyyUfgW3v7HK5zTr/5DLipdOREVYwh/uR9JHbUkKiuo8bVfbbPBoaX5JE1dwrhiVNwzrx6UHpPBgv2Wmc5GI4qIwC4HhgKfNl/X+b/rO5n22rg6L4rHAXIyCno9UuhbpvpLwAoncIDVCiAFw7hRMLoaAKvvYuKWAdVubnEW1pY+e1vsPLb30iPpUIhhldWEli5zIQCwsaIkIwMJOAQnDGX5PMPQSqF5BUSvvImRCm056G3b8TbshZdtwPd3ABtzaC9XhMV1KRZOPMuQiIZ6NpteM/cZUoEc4tQp10xKJ9kdeNO9EaTjCmlw9FVa0ltXE1i4xYS22ppiyVJ9No+GxhWnE3m7CmEx47DOe96JBAckLlbLJajn6PGCBCRCcBvgQVAt9pMtxxcvJ+PxHqt3w2tdd4+9tfMYLCQS0dANAu62tEN1ZBXhDTXI/mFKLcOCcUgFERFQuh4kmAyxfBYB60nnUztG6/jJcwtJmvsOCqHVaKeN9EXlRH28wEcujVpnGHDcReaMEDoshuQcARv2wZSz94HTbX9zy+nADV6Ms7Uk5A8I12rt63He/6/JjSQkYM6591IKNL/548iDsc5p5ctML/kFqGmnoS7aQ1uXS2JHbW4ze242ig+xoF8gaH5WWSeOInI2JE4F74HiWS8rWOxHDvYa53lYDgqjAARKQUeBpqAa7ROPyJ290QN9/OxSK/1lj0gShlvwMpFsHEZavwMvFeeQimNdhQqEsbJjEIqhU65uK2dBF2XwsWLKJo2E6bNIOAovIUv4PoGgPEABFEZYVQ0ggQCBE84CXfx8wA40+cSGDsZd8lC3BcfTFcASEkFUjocyS9GcguQwlIkq+fapD3PxL6XmHHIzEWdd8OgFAUC0F0d6KpVAMjUebgrXsPt6CRR10SqoQVcl1yBXIEkEM3PImPGBCJjRxC4+CYkO39gD8BisRz1DLgRICK5wKMYS3We1rqm1+ruMEDZbh80y3Yc5ukdF8iY6cYIaGtEFZXgiSDiQUYmjuvixRKoSBidckFr3I4YpFz0W2/CW2+S7D1WJISKhEz733AYFQ6hsrIRN46OxyAzm/CF1+K++SLuiw+ZzwwZinP21ajiPSvU6dqteK8+Dg3+n7ywHHXWtUhG9h4/c7yjd242BlQgiHZCuOuWkWpqw21oAV/lsTtCEs3PJjp1DJGxwwheeOOgTKC0WCwHzoAaASISAR4ExgFna63X7LLJciAFzALu6fW5EDADuPPIzPTYRvKHQHEF1G1DV61CRk2GDctxsrNxOztM1z7PTdeeI4JOuuh4Au16RhAw4Jj4f8BBMiLm5h8NI44iOGlqWt0vfOV78bas7TEARkwgcNEN/caltZuCbevwVi+Gms098504BznxbMQZDLfVZwAAHIdJREFUcBt1YEmaUIwORXBffJhUawduYys6nkRCQZxgAC+ewMnOIDx+BNExwwie/26kbOQAT9xisRwrDKRioINR/jsZuFxrvWjXbbTWLSLyFHCjiHyvV5ngjUAWRmjIsh/IpDno57fB1rU4p11JasNyxI0heQUo3YDW4rvtBXEcI0oTDvaI+QAEHHPjD4ZMKCAYIDj9xLQBEDztAlQoSOqhf5p9VozezQDQiTh621rYuha9bT2keqW1FZaj5pyHDKk8El/JUY+Eo2hANzfhNbbgtXai43FTluk44HkEi/IJjignOrYS58wrkRGTBnraFovlGGIgH7V+ClyG8QQUiMgNvda1a63v83//MkZO+DkR+RNGMfBzwKNa66eO4HyPaWTYRHRWPrQ3wbZ1qDFT8dYvQ0WCaCeAE9VADojgdcaQSBidSIDvCUA5iBITAogEEcchMGk6evsGRARn4gyc8VNIPfQ30B5SVE7g4vekDQDd3ox+awF64zJwU70mJjB0DGrCLCgfPSgrAPaE3r4B7WncrhhuRydeLAaeRiIhnJCRfQ6VDSE8qpzAvAtxJs4e6ClbLJZjjIE0Amb4Py9ld/nfKuA+AK31GyJyDvBDjEBQK3Ar8KUjMsvjBFEKmX4aeuED6E3LUWdei1e1BpVMwPCRuJvW40QDSKgQUU3olIsOOiYc4DigNSroVwNEogRHj4W6LSCCM2YSwbnzcR/+u7nB5xURuOJmJBwxyX7LF6KXvmjK/QCUA0NHIxXjkGHjjMSxpQ+6oxW9filePI7ujKFjSdAg0TBKKbTrEhhSQLiyhMCcs1DTrRqgxWI5cAZSMfCMA9h2AabPgOUgkFFT0StehuY69LIFOKdejPvsvaj2Bhg3GXftCpRopLQEnUjhtbdDold1ZjhCYOQYpKsF6rYB4EydTWDCVNxHbwfPg9xCgld+EMnIRne24T1/N9RuNZ/PyEamzENGTz0mSv4GEr30BXQqiRdL4HXFEMd0aVQZEdAQyM8mVFpI4IRTUbPPtR4Ui8XythjkmVeDC1EKNfdCvMf/DvU7YNgE1MQT8Va9jmragUyfTWr5m4ibQCuNys1EisaAEzCJg811SMN2M1gwSPDsy5F4O95z95rxC0sJXP5+JCsHvXML3nP/hViHWTdxjpH9DYYG6vCPGXRLPXr9EpOXkXJNCCAQIFCQa3I0ggGCxXn/v70zD5Oiuhb47/TAMOyrccGgcUHBkCAgKuIWEV+icY1JXHGNvqiJGhMUfYpGTIzJ02gWF5KHYkCNqCGoEcXgGhRUVHBDBERFkWXYBhhm+rw/TrXTFtUz3TM9091T5/d99fXMrVu3Tt176ta527m0+cZQEvsf6QaAU/okk/Dmm/Dyy/b7wQfw2WdQVQUVFbDddrDXXnDwwXDYYRbm5AU3AmKGbLcTssdg25b3tZkkRpyMVq1Hl7yLfPI+bQcOIbluPbUL5lu3/Yq6VZgCUFZGmwFDKdtjL5KvPoNWrrBzO+9JmyN+COUVJN+Zg85+wl7stu3M299X+xbmgUsQnfsMWptEt9TYnAmxSZs2J6Ocsu5daLPXIBLDj3V3wE7psnkzPPooTJkC//oXrFpl4R06QO/e0L079OwJ1dWwYAE8+STcdBN07QqjRsGll8JOOxX2GVoBoqoNx2qFiEhl165du1ZWVhZalBZHa7aQfPQvUPk5tOuAjDyF5EszSC54wyJUdDSnQtIGXbsGtmxG2ndCem2LlLdB35uLfrLY4iYSlO17OIkhh8CWLeisR9FF8+1ct21IHHoi0qVnIR4znaJoKmejc7p6Ocmpd5DcXE1yow3FaNv2tu2yCGWdO1DWbxCJg45zA6D4KRm9a1GWLYNbb4W77oKVK6FbNxg6FAYPttb+DjvUOcBIp7oa5s6F6dPhmWcszvnnwzXXmLHgQCN0zo2AYnkxWhhdu4rkY/8Hm6ugfWfk8JPRD9+n9sXHv1ifDkD7jlDRwcLWr/lSGtJ7F8oOPppEr+3RT5eQfGEqrK+0czv1Qw74LtI2ytlji1MylXHy+X+gC9+gtjqJVm340rlERTmJfoNJDD/GDYDSoGT0rkVYuRLGjYM//Qm2bIEDDoCjjrKPf1lZbmktXw4TJ8Jjj5kRMW4cnHtu7um0PtwIyJaieTEKiK74hOT0e2HLZuu2H34M9Nye2teeI/n+m3U7+6WTKEN23pOybw5DdtwVNlehr/77i+1+SZQh+4xE9hhcTGPVRSFIQzqnGzeQfPAWSCZJdu9NcskCW1ERTAgs6z8E2e9INwBKh5LQu2YnmYQ774QxY2DNGhg5Ek491br8m8oHH8Btt1kPweDB8Ic/wH77NT3d0sWNgGwp+ItRJOjKZSRn3AcbzQ+T7DIA2ftQ6NAJXbEMXbUcNm+Ctm2RLj3N/3/bcvNr/85s9O2X6noOeu5AYvjRSLd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      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(survey.data)\n",
    "g = g.map_upper(\n",
    "    sns.regplot, scatter_kws={\"color\": \"black\", \"alpha\": 0.2, \"s\": 30},\n",
    "    line_kws={\"color\": \"red\"}\n",
    ")\n",
    "g = g.map_lower(sns.kdeplot, cmap=\"Reds_d\")\n",
    "g = g.map_diag(sns.kdeplot, shade=True, color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can already have some intuitions regarding our dataset:\n",
    "\n",
    "* The \"WAGE\" distribution has a long tail and we could work by taking the `log` of the wage;\n",
    "* For all 3 variables, \"EDUCATION\", \"EXPERIENCE\", and \"AGE\", the \"WAGE\" is increasing when these variables are increasing;\n",
    "* The \"EXPERIENCE\" and \"AGE\" are correlated."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is important to point out that we analyzed the data by looking at the joint distribution between 2 variables which is a **marginal** link.\n",
    "\n",
    "We will shortly jump into interpreting the coefficients of linear model. In this regard, we should emphasize that linear models compute **conditional** links. All interpretation of the value coefficient given the relationship between the feature and the target given that other features remain constant. For instance, we can deduce the relationship between the \"AGE\" and \"WAGE\" for a given number of year of \"EXPERIENCE\"."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interpret coefficients of linear models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = survey.data\n",
    "y = survey.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, random_state=42\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have heterogeneous data and we will need to make a specific preprocessing for each data types."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.compose import make_column_transformer\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from sklearn.preprocessing import OrdinalEncoder\n",
    "\n",
    "categorical_columns = ['RACE', 'OCCUPATION', 'SECTOR']\n",
    "binary_columns = ['MARR', 'UNION', 'SEX', 'SOUTH']\n",
    "numerical_columns = ['EDUCATION', 'EXPERIENCE', 'AGE']\n",
    "\n",
    "preprocessor = make_column_transformer(\n",
    "    (OneHotEncoder(), categorical_columns),\n",
    "    (OrdinalEncoder(), binary_columns),\n",
    "    remainder='passthrough'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thus, the `preprocessor` will:\n",
    "\n",
    "* one-hot encode (i.e., generate a column by category) the categorical columns;\n",
    "* replace by 0 and 1 the categories of binary columns;\n",
    "* keep numerical values as they are."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will fit a ridge regressor and transform the target before the fit using a log transform."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy as sp\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.linear_model import RidgeCV\n",
    "from sklearn.compose import TransformedTargetRegressor\n",
    "\n",
    "model = make_pipeline(\n",
    "    preprocessor,\n",
    "    TransformedTargetRegressor(\n",
    "        regressor=RidgeCV(),\n",
    "        func=np.log10,\n",
    "        inverse_func=sp.special.exp10\n",
    "    )\n",
    ").fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can check the performance of the model which fitted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import median_absolute_error\n",
    "\n",
    "def mae_scorer(model, X_train, X_test, y_train, y_test):\n",
    "    y_pred = model.predict(X_train)\n",
    "    string_score = (\n",
    "        f'MAE on training set: '\n",
    "        f'{median_absolute_error(y_train, y_pred):.2f} $/hour')\n",
    "    y_pred = model.predict(X_test)\n",
    "    string_score += (\n",
    "        f'\\nMAE on testing set: '\n",
    "        f'{median_absolute_error(y_test, y_pred):.2f} $/hour')\n",
    "    return string_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x432 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "y_pred = model.predict(X_test)\n",
    "sns.regplot(y_test, y_pred)\n",
    "\n",
    "plt.text(3, 20, mae_scorer(model, X_train, X_test, y_train, y_test))\n",
    "\n",
    "plt.ylabel('Model preditions')\n",
    "plt.xlabel('Truths')\n",
    "plt.xlim([0, 27])\n",
    "_ = plt.ylim([0, 27])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model learnt is far to be a good model making accurate prediction. Interpretation tools are characterizing model rather than the generative process of the data itself. Thus, interpretations are correct if the model is correct as well."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So now, we can plot the values of the coefficients of the regressor which we fitted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_names = (model.named_steps['columntransformer']\n",
    "                      .named_transformers_['onehotencoder']\n",
    "                      .get_feature_names(input_features=categorical_columns))\n",
    "feature_names = np.concatenate(\n",
    "    [feature_names, binary_columns, numerical_columns])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 648x504 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "coefs = pd.DataFrame(\n",
    "    model.named_steps['transformedtargetregressor'].regressor_.coef_,\n",
    "    columns=['Coefficients'], index=feature_names\n",
    ")\n",
    "coefs.plot(kind='barh', figsize=(9, 7))\n",
    "_ = plt.axvline(x=0, color='.5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One limitation is that we cannot compare the different weights since we did not scale the data during fit and that features can have different range. For instance, the \"AGE\" coefficient is expressed in `$/hours/leaving years` while the \"EDUCATION\" is expressed in `$/hours/years of education`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 648x504 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train_preprocessed = pd.DataFrame(\n",
    "    model.named_steps['columntransformer'].transform(X_train),\n",
    "    columns=feature_names\n",
    ")\n",
    "X_train_preprocessed.std().plot(kind='barh', figsize=(9, 7))\n",
    "_ = plt.title('Features std. dev.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can normalize the weights by the standard deviation and then we will be able to compare the different weights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GpFVdPiblnB9N2rn188B3gEsiIsptZNcDU0l587fXves6IuIdSesB+5IeHE7O7T4B7AZcGBFTG2zuGKY9hJiZmZnVpdpxjpn1JpLaWlpaWtra2nq6K9YPtbW1MXLkSACGDx/ukXgzsy5qbW2lvb29vdbqdM6JNzMzMzPrZRzEm5mZmZn1Mg7izczMzMx6GQfxZmZmZma9jIN4MzMzM7NexkG8mZmZmVkv4yDeejVJ35B0paQXJU2W9KqkmyXtW6o3QNLPJf1d0iRJ70i6V9KPJc1WqruupJC0WY1rXiSprfDvaOA1ItcfL+maGu1uluuu29XvxczMzPo2b/ZkvZakNYDbgJeA3wGvA4sB3wKGA6fnevMBNwJrAtcA55L+298MOJ+0G+22EfFJJ7pxDnBL4fMqpJ1cjweeKhx/rBNtWz82+JDreroLTZlPU9h67p7uhZlZ/+Eg3nqzw4GJwKoR0VYsyDu3VpxCCuD3jIhzCsfPkHQ8aYfYg0mBd1Mi4j7gvsJ1J5GC+Jsj4vZm2zMzMzNrhNNprDdbEni8HMADRMSbAJIWA3YBbikF8BVHAuOAAyXNOxP7amZmZtZtHMRbb/YisKqk5erU2QiYHbi0WmFOoRkNtAJrdHcHaxggaVD5Bcz/GV3fzMzMejmn01hvdhJwA/CYpAeAu4C/AbdHxEe5zrL5vV5OeqVsWabPb59ZNgImNHtSZTJtHS2d6o2ZmZn1Og7irdeKiJslfZuU0/490kj6wcAbknaLiLFMG91+t05TlbKBM62z07sXOLrK8TWAYz6jPpiZmVkv5iDeerWIeAjYQtIAYEVgc+BnwJ8krci0AL1eqkojgf4Ml262rwUTImKGEf+8ik7tC0a01ivPI/UejTczM+sHnBNvfUJEfBgRD0XEYcBPgQHANsDTucoKdU6vlD2Z3yfn93lq1J+3UMfMzMzsM+cg3vqih/P7IqSc+U+AHapVlDQ7sB3QRkpzgbTuPMAyNdpfhjSp1szMzKxHOIi3XkvSepJUpWjj/D4uIl4CLgE2kLRrlbojgK8Bv4mI9wEi4j+kya47SpouT17S/yON3N/QPXdhZmZm1jznxFtvdjowr6SrSWkzA0iTQ7cFxgMX5nr7kwL18yRtDNxMWnZyM+C7wFXAiaW2fwFcDzwq6WLSbrBfB34CPAucOnNuySwZf8KQnu5CU9ra2hg58vGe7oaZWb/hIN56swOArUkj7z8hBfEvAWcCx1Y2gYqIdyStB+wLDANOBqYCTwC7ARdGxNRiwxFxi6R1gCOA4aTJr68BFwAjIqJ9pt+dmZmZWQ0O4q3XiogbgRsbrDuFtK78SU20fx/Q1HBoRFwDVEvxqZQP7uy5ZmZmZhXOiTczMzMz62UcxJuZmZmZ9TIO4s3MzMzMehkH8WZmZmZmvYyDeDMzMzOzXsZBvJmZmZlZL+Mg3qwDkr4h6UpJL0qaLOlVSTdL2rdQZ7ykqPG6MteRpLslvSappcp1Lpf0vqSvfJb3Z2ZmZr2P14k3q0PSGsBtpE2kfkfauXUx4FukTaBOL1R/hOo7ub4IEBEhaU/gH8CvgL0K1/keaafZwyLi+W6/EbPP0Fon3sqkmKunu2E9pLftNmzWWzmIN6vvcGAisGplB9gKSZ8v1X0lIi6r11hEPCHpFOAXki6OiAckzUPaZfZJmtiMyszMzPovp9OY1bck8Hg5gAeIiDc72eYxwCvAOZLmAI4AlgD2jIiPOttRMzMz6z88Em9W34vA6pKWi4gnO6g7QNKgKscnRcTkyoeIeE/SfsA1wBnAj4ELI+Ku7uq0mZmZ9W0O4s3qOwm4AXhM0gPAXcDfgNurjJpvBEyo0sa+pGD9UxFxraQ/A3sA/wUO6qgjkto6qDLDZFkzMzPrmxzEm9URETdL+jZwKPA9YA3gYOANSbtFxNhC9XuBo6s083SN5t/K749ExFs16piZmZnNwEG8WQci4iFgC0kDgBWBzYGfAX+StGJEVIL0CRFxSyNtSvp/wM7AE8D3JA2JiOs66EdrB2224dF4MzOzfsETW80aFBEfRsRDEXEY8FNgALBNs+1ImhM4C3ieNLL/OHB6XqXGzMzMrEMO4s065+H8vkgnzv0F8HVg74h4F9gTGExaztLMzMysQw7izeqQtJ4kVSnaOL+Pa7K9wcCRwJiIuAkgIu4FLgAOlLRMF7prZmZm/YRz4s3qOx2YV9LVpAmqA0gpMNsC44ELC3UXlbRDlTbejojrC+19TMqpLzoY2AwYBXy3uzpv1hPuPnh9Wltbe7obZmZ9moN4s/oOALYmjbz/hBTEv0TaYfXY0iZQqwCXVmnjn8D1kjYHfgAMj4j/FCtExFuSDgLOl7R9RIzu9jsxMzOzPsNBvFkdEXEjcGMD9QY3UOdqoFpqTqX8AlJajZmZmVldzok3MzMzM+tlHMSbmZmZmfUyDuLNzMzMzHoZB/FmZmZmZr2Mg3gzMzMzs17GQbyZmZmZWS/jIN76BEkXSWqrUx6STs3/3jl/fl/SF6vUfVTS7bXOLx1fQtJ5kl6SNEXSa5Iul7RilbpNX9fMzMysGq8Tb/3ZPMCBwC86c7KktYGxwCfA74BxwGLAbsBDkoZFxBXdfd3eaPAh1/V0F2wmm09T2Hrunu6FmVn/4ZF4688eBfaU9PlmT5S0IDAGmAR8MyIOiojzI2IEsALwb+BiSUt153XNzMzMwEG89W/HA3MBB3Ti3D2ALwAHRsT4YkFEvA3sybQR9+68rpmZmZmDeOvXngFGA3tJGtTkuZsAk4ErqxVGxN3AeGBIN1/XzMzMzEG89XvHkkbMm81PXxYYFxFT6tR5DPiSpPm747qS2uq9gJZmbsDMzMx6Lwfx1q9FxDjgcmCfnOfeqPmBdzuoUykf2I3XNTMzM3MQb/1K1Dh+LDAv8PMm2nqXFMjXUymvFew3dd2IaK33AtobacfMzMx6Pwfx1ldMBqoucCdp3kKdGUTEU6SVZvaVtECD13saWEbSXHXqfAN4NSLe6cbrmpmZmTmItz7jJWAuSYOrlC2T31+sc/7/AfMB+zd4vbGkh4YtqxVKWhNYAuhogfRmr2tmZmbmIN76jBvy+z5VyvYCpgI31To5Ip4krTQznMYmiJ4NTAB+I+nLxQJJrcBZwAfAb+o10onrmpmZmXnHVusbIuIfki4CfiHpq8DfgNmB7wMbACdFxAsdNPN/wNakYLreqD0R8ZakbUgj8o9KKu/Y+kVgWEQ820D3G75ubzX+hGorbVpf0tbWxsiRj/d0N8zM+g0H8daX7Ar8E9gFOIE0kfUpYI+IOLejkyPiCUl/ArZq5GIRcbukFYHDgKGkzZ8mArcDv4qIRxtsp6nrmpmZmTmItz4jIqYCp+ZXvXoXARfVKNu6xnHVOP4c6eGhkf41fV0zMzOzapwTb2ZmZmbWyziINzMzMzPrZRzEm5mZmZn1Mg7izczMzMx6GQfxZmZmZma9jIN4MzMzM7NexkG89XmSdpYU+fW/VcoHSHo7l19UpXzVXPaupHlqXGN84RqVundJ+mEH/QlJH0l6SdIoSQt0y02bmZlZn+Z14q0/mULalOnh0vGNSLulflTjvGHAK8D/AD8E/lij3iOkNepF2rn1p8A1koZExA1V6h8OvATMC6wH7AV8U9KaEREN3pP1YYMPua6nu9Cw+TSFrefu6V6YmfUfHom3/uR6YFtJ5f/utyftsvp++QRJswPbAhcCt5EeAmp5JSIui4hLI+J44LukgH7fWv3J9c+NiO2By4FvA6s2cU9mZmbWDzmIt/5kNLAIsE7lgKT5gE1yWTXrA18kjb5fDnxf0oKNXCwixgH/BZZssH935/dG65uZmVk/5SDe+pNnSKk02xeObUpKK/tTjXOGAv+KiH8BV5FG1rdq5GKSBgILABMb7N/i+b3R+mZmZtZPOYi3/mY0sKWkOfPnocCNETFD4CxpbmALcg58rvNXUo58NQMkDZK0sKRvAn8AZgeurFG/Ndf/sqSdSDnxE4A7q1WW1FbvRcrrNzMzs37AE1utv/kj8BtSWsy9wAbATjXq/gAYyPQTWS8HLpG0WES8XKq/ESkIr/g4X+u3Ndq/rfT5CWCXiJghN9/MzMysyEG89SsR8aqku0gj8F8CPgT+XKP6MOBZYKqkpfKxfwGfkFJyfl2qfy9wNOn/q28CRwDzRsTUGu3vCTwHLJj//XWqTK4t9L213r15NN7MzKz/cBBv/dFo0uj4ksCfq418S2oljazPRcqlLxvKjEH8hIi4Jf/7Rkn/AS6SdGtEXFWljQci4tF8vT8D/wB+L2mVOoG/mZmZmXPirV+6ApiTtJTjH2rU2YoUwO8KbF16/QpYUdJyHVznUuAp4FhJqlcxIiYDxwArAds0dBdmZmbWbzmIt34nIt4G9gZGADfVqDYUeCoiLoiIK4sv4ERSvnutCa6V60wFTgaWJa2C05ErgPHAwY3ch5mZmfVfTqexfikiflerTNKXSGvJn1zj3HZJd5Py4g/v4FKXAceRAvNrOujTJ5JGAqdI+n5E3NhB29bHjT9hSE93oWFtbW2MHPl4T3fDzKzf8Ei82Yy2I/2/MbZOnb8AS0hao15DETEFGAV8S9K6DVz7fKAdOKShnpqZmVm/pIjo6T6YWTeQ1NbS0tLS1tbW012xfiiNxI8EYPjw4bS2tvZsh8zMernW1lba29vba61O55F4MzMzM7NexkG8mZmZmVkv4yDezMzMzKyXcRBvZmZmZtbLOIg3MzMzM+tlHMSbmZmZmfUyDuLNmiBpvKRrerofZmZm1r95x9ZeTNI3gKOBVYEvAG8BTwJ/jojTc53xwOI1mvhTRGxVanNl4ABgbeDzwLvAw8AlwGjgAuBHDXTvmIgYkdscAOwD7AB8FZgKPAGcB1wUEVNLfShvXtAGPAj8X0Tc3cC1ZyDp88ChwCbAosAk4D7gpIi4o1T3a6QNny6KiPGduZ7ZzDT4kOt6ugszmE9T2Hrunu6FmVn/4SC+l8o7hd4GvAT8DngdWAz4FjAcOL1Q/RHg1CrNvFhqcw/gTOA/wKXAs8BAYEPgMqAFOAe4pXDaKsD+wPHAU4Xjj+U25wNuBNYErgHOJf13txlpd9KNJW0bEZ+U+nZTvuZswFKkh4BbJK0WEY9V/1aqk7QscCvQmq/5KLAw6WHkdkk/j4hTCqd8jfRwdDswvplrmZmZmX0WHMT3XocDE4FVI6KtWJBHnYteiYjL6jWWHwpGAXcBQyLivULxKZLWAhaJiPtII9iV8yaRgvibI+L2Kk2fQgrg94yIcwrHz5B0PGl0/GDSQ0DR08U+S7qH9DCwJ7BXvXsp3decwJXAfMBaEfFIoewU4HrgJEkPdXaUv7tJ+lzp+zczMzObjnPie68lgcfLATxARLzZifaOAgLYsVoAGRF3R8SYZhqUtBiwC3BLKYCvOBIYBxwoad4OmqsE2Es20wdgK2A54IRiAA8QEZOBH5Pu+8jc552Bq3OV2yRFfq1bPFfSOpIekjRZ0vOSdipfWNKCkk6X9IqkKZLGSdqvVGfd3P7Wkn4l6T+kFCYzMzOzmjwS33u9CKwuabmIeLKDugMkDapyfFJETM4B9HeAOyLi5W7s40bA7KTUnBlExCeSRgMjgDWYPk2nrJLXP7HJPmyS32v1Ybyku4D1JM0D3ElKPdqf6VOEiqlCXwXGkNKYLgJ2BS6S9EhE/AvSaDpwB2muwtnAq8B6wEhJC0TEMaWujADeB04E5q/WV0ltHdxrSwflZmZm1kc4iO+9TgJuAB6T9AApDeZvwO0R8VGp7kbAhCpt7AucQco5n4M02bQ7LZvf6+WwV8qWZfogfu784FHJif9tPn5lJ/rQHhEvddCHdYGlIuJxSXdQP0VoWWDNiLgXQNIY4GXSrw4H5Do/Jz14rBgRL+Rj50iaCBwi6bSIKD6QzAn8v/zrgJmZmVldDuJ7qYi4WdK3STnl3yONZB8MvCFpt4gYW6h+L2miZtnT+X1gfu/uNI7KiHK9ditlA0vH98iviveAAyKi2SB+/g6uX68PtTxWCeABImKCpHHAVwp1tiKNxL9b+hXkr6S8/tVJOf4VF3UUwEdEa73yPFLv0XgzM7N+wEF8LxYRDwFb5CUcVwQ2B34G/EnSihFRCdInRES9VJV38nvVNI4uqATH9dqtFehfBZwFDADWAg4kpeZ0pg/VUoka6UMt1Ub1JwILFD4vDaxA9V9AIK2OU/RC1VpmZmZmVTiI7wMi4kPgIeAhSf8GLgS2AX7ZYBPPAR8Dy3dz1yoPESuQlnWsZoX8Xs7rf7nw4HG9pCnAryTdGhEPN9mHlSR9uU5KzQrAR8AzDbZZXg6zQoV/z0YaaT+5Rt1/lT5/0OC1zczMzLw6TR9UCXAXafSEvBrNbcA6khbtxr7cQAp4d6hWKGl20qZKbaSUn3pOIo12H9tkHyppRbX68GXg/wG3RUQlkC5vNtUZzwHzRMQtNV6vdcM1zMzMrJ/ySHwvJWk90iTWcsC5cX4f12STvyStUHOxpE0i4v3S9dYAFm1mmcmIeEnSJcAuknaNiPNLVUaQNlY6vHy9Km29J+ks4AhJK0XEow124wrS8pGHSLq+eJ6kuUg70Ar4v8I5lSU2Wxu8RjVXAkdKWrc8OTbnyL9V5W9n1pDxJwzp6S7MoK2tjZEjH+/pbpiZ9RsO4nuv04F5JV1NShkZQJrcui1pl9ELC3UXlVRtJPrtiLge0jrweQ3z04CnJV1KGk0eSAruhwB7d6Kf+5MC9fMkbQzcTMpt3wz4Lin3/cQG2zqDlBt/CGkEv0MR8aGkrUgr39wrqbJj6yBg59y3X5Q2evonKb3oYEktwBTg1ibX3/81sClwk6QL8jUHkuYubEnKw/+4ifbMzMzMPuUgvvc6ANiaNPL+E1IQ/xJwJnBsaROoVai+Tvo/STuWAhARoyQ9SFoecWfS5Mt3Sfn225PWRm9KRLyTfzXYFxhGyhGfSlrOcjfgwoiY2mBbb0j6PfAjSUtGxHMNnveEpBWBw4AfkL6vSaSdZ39aHinPq838BDgCOJ/00LEe0HAQn385WJu0s+5WpLXkJ5IeuA6mdl69mZmZWYfkX/TN+gZJbS0tLS1tbW093RXrh1I6zUgAhg8fTmtra892yMysl2ttbaW9vb291hLTnthqZmZmZtbLOJ3GeqW8Nv6CHVRrL6w4Y2ZmZtZnOIi33moN0rKY9ewCXDTzu2JmZmb22XIQb73VP4ENOqhT3lDJzMzMrE9wEG+9UkRMJC0baWZmZtbveGKr9RhJh0oaL+kTSbf3dH+aJSkkjejpfpiZmVn/M0uPxEv6BnA0sCrwBeAt4EngzxFxeq4zHli8RhN/ioitSm2uTFpjfW3g86R10B8GLgFGk3bw/FED3TsmIkbkNgcA+wA7AF9l2jro5wEXlddBl1Re17MNeBD4v9KmQx2SNBh4IX88MCJOqlLnOtJ68i9GxOBm2p9ZJH0fOJ60KdXtwGsz4Rp7ApMj4qLubtvMalvrxFuZFHP1yLVnxd1szcxmhlk2iJdUmbj4EvA74HVgMeBbwHDSjqUVjwCnVmnmxVKbe5A2Q/oPafOjZ0m7aG4IXAa0AOcwfZrGKqRdR48Hniocfyy3OR9wI7AmcA1wLul73Yy0UdDGkraNiPLmPjfla84GLEV6CLhF0moR8Vj1b6WuKcBQYLogXtJCpNzxyZ1oc2Zal7Rj6U8iYmbtXLon6QHpopnU/jx411UzMzPrAbNsEE/a6XIisGpp91Ekfb5U95WIuKxeY/mhYBRwFzAkIt4rFJ8iaS1gkYi4j7STZ+W8SaQg/ubyzp6Vc0kB/J4RcU7h+BmSjgcOJe3QeXzpvKeLfZZ0D+lhYE9gr3r3UsP1wOaSlomIcYXjW5MC/HuBZTrR7szyeeC9mRjAzxSSBMwdER9ExKz2YGRmZmb9xKycE78k8Hg5gAeIiDc70d5RQAA7lgL4Spt3R8SYZhqUtBhpGcNbSgF8xZHAOOBASfN20FwljWbJZvpQcBfwCmk0vmgocC0ww3rpknaRdKukNyVNkfSkpJ9WqTde0jWS1pH0kKTJkp6XtFOp3ogqqUJI2jnnjw/On4P0vbXk4yFp52b6lOsOkXSnpEmS2iXdK2mzSp+BFYF1Cte4vZl+lu59I0l/J/2isW3lPoo58ZV2JS0h6ZLcp3ZJF5b//pLmkXSapP9KelfSnyV9yXn2ZmZm1ohZOYh/EVhV0nIN1B0gaVCV19wAOYD6DnBHRLzcjX3cCJidlJozg5xCMxpoJa1rXk8lr39iJ/sSwOXA9pUD+SFjLeAPNc75Kel7Ph74BfAycKakvavU/SowhpQG9Atymoqkr3eirzuSHjrez//eEbizmT5J2hUYS0qHOo70y804pi07uT8pFevpwjWO60RfAZYjpT5dT0rlerqD+n8ipdocQvrOdibN7Si6CNg338PBpIes6+o1Kqmt3ouUDmZmZmb9wKycTnMScAPwmKQHSEHf34DbI+KjUt2NgAlV2tgXOIOUcz4HabJpd1o2v9fLYa+ULcv0ufZzSxrEtJz43+bjV3ahP6OBAyT9b0Q8DGwHvA3cDPykSv11SjuaniHpRuDnpNSjomWBNSPiXgBJY0gB9i6kicINi4jLJH0XWKFKGlSHfZLUQpoDcS+wfkRMqVTO6S5ExDV5RLuto1SrBiwNfCcibm2w/kMRsUehTwsBu5KC9crk6m2AkyLiwFztTEkXkn49MDMzM6trlh2Jj4ibgW8DfwZWIgVAfwVelvSDUvV7SSOw5dc1uXxgfn+3m7s5fwPtVsoGlo7vQXrweAO4B1geOCAiOh3ER8TfgX8zbTR+e+DKKg89lfqfBsuSWvJDxR3AV3KgXPRYJYDP504gjXx/pbP97UKfNgTmA35VDODz+TOkyXSDZ5oI4AHOLn2+C1hIUuW/ge/n9zNL9U6njohorfcC2pvoo5mZmfVis/JIPBHxELCF0hKOKwKbAz8D/iRpxYiopDVMiIh6G/+8k9/nr1OnMyoBer12awX6VwFnAQNIKS8HklJzumo0sJuk84Fvkr6vqiStCRxDelgq5+y3MH1Q+FKVJiYCC3Spt53rU+XBobt/WanlhY6rTKf8XVVSpBYg/be4OGlVmxdL9Z5tvmtmZmbWH82yI/FFEfFhRDwUEYeRcqYHkNIRGvUcKWhavpu7VnmIWKFOnUrZk6XjL0fELRFxfb6vY4FfSfrfLvZpNPAl0ijvq6RR4BlIWpKUnjSIlKoyhPTrxSm5Svm/jfISmZ82Vfh3rVHwhh5OOtGnzmq2nzNMCu5AI9+VmZmZWaf1iiC+5OH8vkijJ+TVaG4jrVSyaDf25QZSwLZDtUJJs5Py0ttIKT/1nEQasT22Kx3Ky0v+HVgHuLy80VTBJsBcwA8j4pz8MHELzQesRRMBJLWWjtfajKuzfXouv3f0UFYrWO9qP7vqRdKvYOXrLfUZXd/MzMx6uVk2nUbSeqRJrOVAbOP8Po7m/JK0Qs3FkjaJiPdL11sDWLSZZSYj4iVJlwC7SNo1Is4vVRkBfA04vHy9Km29J+ks4AhJK0XEo432o4pDSGvX/75Oncpo8aejwznnfJcuXLcSXK9NmsuApM/R2A64zfTpZmAScJikm8sTWwv/zbxHWhmou/vZVTeRVsrZi5RGVbHvZ3R9s5nq7oPXp7W1tae7YWbWp82yQTxpkt+8kq4mpa0MIC3TuC0wHriwUHdRSdVGw9+OiOshrQMvaT/gNOBpSZeSgrmBpOB+CFBtacWO7E8K1M+TtDEpwJydtGPrd0m57yc22NYZpKDuENIIfqfkScE3d1Dtr8CHwF8knUOaKLo78CbwP5289F9J+eDnS/oNKSj/MWkC75cbPL/DPkVEu6RfkHbXfUDS5aRc85VJG1tV/o6PAPtKOoKUb/5mnqDa1X52SUQ8IulPpJWEFgYeJP1y8tVKlZndBzMzM+vdZuUg/gDSbqMbk5ZHHEAKvM4Eji1tArUK1ddq/ydpbW8AImKUpAdJ+dY7AwuTJpw+RFrJpanNnnKb7+RfDfYFhgEnA1NJky53Ay6sk9JSbusNSb8HfiRpyYh4rsOTOikixknaipS+cxLwOmmi7QTggk62+ZGkzUl/o//LbZ5KSl+5sM6pTfcpIs6V9CZp1aKjSMH/v5j+gek4YAngINIE4zuAW7vaz26yU77u9sCWpOVHtyX9wuSdYM3MzKwuzZwV+cysWZJWAv4B7BAR9VKhap3f1tLS0tLW1tbdXTPrUFtbGyNHjgRg+PDhTqcxM+ui1tZW2tvb2/My0jPojRNbzXo9SfNUObw/6VecO6uUmZmZmX1qVk6n6dfy2vgLdlCtvbS7qfUeh0pakbRq0lTSBlAbAedGxMs92jMzMzOb5TmIn3WtQQrw6tkFuGjmd8VmgntJE6qPIk3gfQk4Gji+JztlZmZmvYOD+FnXP0kbHdXzr8+iI9b9IuJG4Mae7oeZmZn1Tg7iZ1ERMZG0YomZmZmZ2XQ8sdWsEyStKykkrdvTfTEzM7P+p08G8ZK+IelKSS9KmizpVUk3S9q3UGd8DsKqva6s0ubKkv4g6RVJH0p6S9JNkoZJmk3SRXXaK75GFNocIOnnkv4uaZKkdyTdK+nHkmb421Rpa2Luw1pd+K5aJB0j6TFJ70l6X9I/JR2bNyLqMZK+X/y+eqgP20navyf7YNbbrHXirT3dBTOzPq/PpdNIqkwIfQn4HWlDncWAbwHDSTvBVjxC2uSn7MVSm3uQNgb6D2lTqWdJO71uCFwGtJB2Dy2mv6xCWjLweOCpwvHHcpvzkXKi1wSuAc4l/T02A84HNpa0bUR8UurbTfmaswFLAfsAt0haLSIeq/6tVCdpqdznLwF/BM4GPgZWIu16uiGwWjNtdrPvk/5mI3qwD9uRvo9TS8fvBOYhbTJlZmZm9pnqc0E8cDhp581VS7u6IunzpbqvRMRl9RrLDwWjgLuAIRHxXqH4lDwKvkhE3AfcVzhvEimIvzkibq/S9CmkAH7PiDincPwMSccDh5J2Iy2vVvJ0sc+S7iE9DOwJ7FXvXkr3NQdwFbAQ8P8i4v5S+eGkALpXyEtyTo2Ijz+L6+VdeL2zqpmZmfWIvphOsyTweDmAB4iINzvR3lFAADuWAvhKm3dHxJhmGpS0GGl5yFtKAXzFkcA44EBJ83bQ3N35fclm+gBsBXwDOK4cwEOaWBsRI0r93lbSP3KK0puSzpc0qFTndkmPSlo+//v9nM50UPkakvaV9K9cZ6KkhyUNzWUXkR8iiilE+fPg/Plnkn4h6QXgA2BRSTvnssGla1XNYZf0bUk3SGrLKU3/kLRb5V6ATYHFC30Y30F73fodmZmZmVXTF0fiXwRWl7RcRDzZQd0B5QArmxQRk3MA/R3gjm7egGcjYHZSas4MIuITSaNJaSRrUH+VmsXz+8Qm+7BJfq/7S0SFpJ2BC4H7gYNIKUr7AqtJWjUiiqPSC5F+HbiClKazNXCipMcj4obc3u7AaaTUoVOBeYEVgdWBP5DSk74IfA/YsUa3dgPmJKU6TQUmNXIvhXv6PvBn4BXSLyNvACsAQ4DzgONIa7gvDvwsn1bzGt39HVVpv62DW2rpoNzMzMz6iL4YxJ8E3AA8JukBUhrM34DbI+KjUt2NgAlV2tgXOIOUcz4H8EQ393HZ/F4vh71StizTB/Fz5wePSk78b/PxGSbjNtCH9oh4paOKkuYETiStXb9uREzJxx8BRgO7M/1cg0WBoRExOtc7n/RwtSvpbwMpUL4+Inards2IuE/S08D36qQ8LQIsFRFvFfra0e1U6s0OnAW8DKwcEe2FMuU+3Cxpb2BQA2lXM+M7MjMzM6uqz6XTRMTNwLdJI6wrkfLK/wq8LOkHper3kjZUKr+uyeUD8/u73dzN+Rtot1I2sHR8D9KDxxvAPcDywAER0WwQP7CD6xf9L/B5YFQlOM3GAK+SAvKiduDyyoeI+BB4EPhKoU4b8HVJX2uu29O5ohjAN2llYDBwSjGAB4iI6ER7M+M7mk5EtNZ75TbNzMysH+iLI/FExEPAFnmy44rA5qR0iD9JWjEins5VJ0REvVSVd/L7/HXqdEYleK7Xbq1A/yrSCPIAYC3gQFJqTrPeoU7AWFJJ2RlXPBgRUyU9UyiveLlKIDyRlKpScSLwXeApSU+RVt0ZHREPNtgngBeaqFtWuffu+pVlZnxHZmZmZlX1uZH4ooj4MCIeiojDgJ+SAt9tmmjiOdKSi8t3c9cqDxH1ArZKWTmv/+WIuCUirs/3dSzwK0n/24k+tEhatMnzGlFeFrPi01yXiHgKWAbYlpRDvh3wgKQjm7jOB1WO1RpF78yDzszU4XdkZmZmVkufDuJLHs7vizR6Ql6N5jZgnW4Odm8gBXE7VCvM+drbkVJO7u2grZNII7jHNtmHsfl9WAN1K+vmL1M8mHPHl6a0rn6jIuK9iBgTET8GvkxKgTpK0lyVKp1otjLBt7V0vDwS/lx+7+gBrdE+zJTvyMzMzKyaPhfES1pP1Wc3bpzfx1Upq+eXpO/p4mrLPUpaQ1Izo/tExEvAJcAGknatUmUE8DXgNxHxfgdtvUdKr/mepJWa6MYVwL+AwyWtWi6U1Crp6PzxYeBN4Kc5RaliK9JGUdc1cd1K+wsVP+dJx/8ifdeVa7xX6UsTTVeC87UL15od+Emp3j9IgfXPJE23qkvpv5/3aGzVl27/jsx6q7sPXr+nu2Bm1uf1xZz404F5JV1NShkZQFqmcVtgPGkJwIpFJVUbDX87Iq6HtA68pP1IyyE+LelSUqA4kLT85BDS7qbN2p8UqJ8naWPgZlLKx2akXPGrSHnjjTiDlBt/CGkEv0MR8ZGkLfJ175H0R9Ko/8ekVJ6hpJ1pj8l1DyZ9d7fn5S8XA/Yj5ZT/rsF+Fv1V0uv5mq+Tvot9gOsiojIP4JH8fpqkm4BPIuLyGZua7r7+Jel+UorRgsDbpO9kjlK9TyTtBVwL/COvS/8G8HXSyjFbFPowTNJvgYdIy4/+pcp1Z8Z3ZGZmZlZVXwziDyCtub0xafR1APASaS3xY0ubQK1C9bXa/wlcX/kQEaMkPQj8HNgZWJg04fQhYHvSCiRNiYh3JK1HWs5yGHAyaa3zJ0jrn1+YdwVtpK03JP0e+JGkJSPiuQ5PSuf9O4/e/5w0+XdLUk72v0kPBqcV6l4kaTJptZ+TSBNjfw8cUlr/vFHnkO77Z6S12F8hPYAV04KuBUaSHih2yH2rG8Rnw3L7h5BSks4npUXdXKwUEddL+g5wNOkhCOAZ0r0X+7ky6e/+M9Lo/QxBfG6vu78jMzMzs6rUudX0zGxWI6mtpaWlpa2trae7Yv1QW1sbI0eOBGD48OG0trb2bIfMzHq51tZW2tvb2/My0jPocznxZmZmZmZ9XV9Mp+nX8qTKBTuo1h4R1ZZnNDMzM7NewEF837MGKf+7nl2Ai2Z+V8zMzMxsZnAQ3/f8E9iggzr/+iw6YmZmZmYzh4P4PiYiJgK39HQ/zMzMzGzm8cRWsy6SND6vM29mZmb2mehXI/GSVgAOA9YhTf58g7R2+LER8UKV+iuT1p1fG/g8aW34h0m7rY4uruMuaW7Spk/bAcuQ1qcfD9wIjKy0L+l2oDUiVqpyvcHAC8DPIuLUfGwEaR3zivdynctyu5NLbYwC9gIuiIhdS+12KCIkaWfSpkXfjIhHS+1vRtqUaRVg7tzulaTdZd8t1b2d9F1fExGbl8pWIu2auktEXNRI3/J585HWdN8SWAKYDLwM3AGcGBH/abQt698GH+JNdLvTfJrC1nP3dC/MzPqPfhPES9qGtPHOm8C5pA2gvgrsDmwtaUhE3FWovwdpg6j/kDaEepa0S+uGpAC6JZcjaWHgr8CKpI2ALgXeB5YlbQY1lPQQ0BV75DZbSBsznUAKpLcp9HmO/Hk8sIWkvSJiCjAB2LHU3nG5veMa7YCkkaQdSB8hbcr0Dmki7WGk73D9iHityqmbSlohIh5r9Fo1rj8ncCdpd9eLSZtDzUfaZXUocDXp7/VZW4a0UZeZmZnZZ6JfBPGSliatxjIOWDsi3i6UnQXcC1whabmIeFvSGsAo4C5gSES8V2juFElrAYsUjl0CfAPYPCKuLV37SOCobriNMZXdZiWdCTxACpwXKYw+bwgMArYirVCzMXB17v9lpX4dALRFxHTHa5E0jBTA/x7YqfArxO8kjQHGkgLrDUunjgcWIH0HWzV8t9VtBnwT2D4iptu5Nf8SMqCL7Vfa+lzpb15XflAyMzMz+8z0l5z4A4B5gD2KATxARIwHDgK+QBrthhRwBrBjtWAuIu6OiDEAkr4FfB84rxzA57rvR8Qh3XgvRNpm9478cXChaBjwcETcAdyTP3eXo4C3gZ8W04hyf24gpd9sIOnbpfPagdNIvwws38U+LJnf7yoXRMTkiHineEzS1yVdJeltSR9Iul/SBqU6IySFpGUk/VFSOzBW0oGSpkpatHwtSWdJelfSPPnzDDnxkhaUNFLSi5Km5PfzJc1fqnO6pFdynXGS9uv0t2NmZmb9Rn8J4n8AvBAR99Qov4KUWz1E0rzAd4A7IuLlBtreJL83NKLdjb6S39+CNHoMbAr8MR+/nHQ/A7t6IUlfJaUeXVvOey+4NL8PqVJ2Cmk+wZFd7MqL+f1HklSvoqRvkH5hWQr4FelBDeAGSd+pcspVwOzAwaS/5RhAwNaldmcHtgD+XGvDrByo30Wam3A96ReMC4D/BRbKdT5HehDbNpftR5ojMFLS0VWaRVJbvRcp1crMzMz6gT6fTiOphZT6MsMoeUVETJH0b1IO+1Kk7+WJBi+xbH5vtH5nLZhz3geSJnVuDjwREeNy+abAvKTgE9Jk05G57oVdvHblHuvltFfKli0XRMRESacDh0paNiKe6mQ/riGlRB0H7C7pNlKwPDYiJpTqnkqax/CtiPgIPk2d+ns+/2+l+o9ExE7FA5IeIM0xOKVweF3S/IY/UttBwHLADyPiL4XjxxQePn4OLA6sWJhUfY6kicAhkk7Ly4WamZmZzaA/jMRX0hdqjSBTKB+YX43Ur2i2fmc9R5qg+hzwa+AhUiBfMRS4PyJeAoiIN4Db8/GuauQ7rJTVGvn/LWllnU6PxueR79WB35BGyXchjWK/LulUSQMgpakA65F+YWmRNEjSIKCVNAF51fyLS9HZVS45Blhd0pcLx7YhpQjdVKerW5AeCv5SLsipUJDmB9wBvFvpX+7jX0mr/qxe5dzWeq/cLzMzM+sH+kMQXwku569bK5W/S1pxpZH6Fc3Wb0RUObYZaSfWdYDBEbF6RDwLIGkh0oTSOyUtVXmRRqnXl/TFLvanke+wbqCf5yKcAWwraZnOdiQi2iPioIgYTJoPsCtpdH44cESuthQpyP8V6cGn+PoF6b/7hUpNV1uCs/KrxjYwXSrNtR1MZv0KHf8yszQpzavcv6ty+cIdnG9mZmb9WJ9Pp4mIdkmvASvUqiNpLlLO9yOkke6PgUYnYT6d35cH7m6g/mTSJNtq5i3UKbujsjpNFdsAc5LyuQ+uUr4dKb2ksyr3WPM7LJQ9WafOycC+pGD75C70B4CIeBG4QNLVwPPADqQJuJWH0xOpvXttOf1mhvz2iHhF0n2k7/ck0uj+IOqn0jRqNtIeArW+h391wzXMzMysj+rzQXx2HbCbpDUi4t4q5VuRUhiui4j3cq71epIWjYhXOmh7LHAoaSWYRoL4l4B1Jc1d3qiJtN44TJvA2ahhpEmRx1cp+3kuP7XJNj8VEeMkPUNa732+iJhUpdoO+b3mDjoR8ZbSZlQHUGeOQif6N1HSc0x78Ho+v0+OiFpBfKPGAKdKWoIUzE8kbRBWT7Ev9erM0w39MzMzs36ovwTxJ5GCzLMlrVOcMJjznX9N2r31nHz4l6QVai6WtElEvF9sLK8jv2hEjImIeyXdTJpoeV1EjC3VnQc4KiIOzYduIG0wtRspvaRSbw7SEpfv0tjDQOW8xUkbLh0SEVdWKf8CcIakpSPimUbbreJY0jrwoyTtUtqt9nuk/PSbI+K+Dto5mbTj6+HNdkDSisCrEfHf0vHFSRNJxwFExJuS7gR+KmlUedKrpIWrTISt5QpSPv9Q0hyEqyoTZeu4Gjgi/7czXV68JOW8+CuBIyWtGxG3l+oMAt4q5M/bTDD+hGoLKVlntbW1MXLk4z3dDTOzfqNfBPF5JPnHpE2ZHpd0HmlEfGngJ6RNgoZU1pCPiLvzet2nAU9LupQ0cjqQFNwPAfYuXGJH0oTEP0u6FriVtBvq10g7ts5JGq2HNAL9N+A0pTXm7yPtOroFsBqwT42R7lqGkvK/x9YoH0t6WBgGjGii3elExCWSViPd93KSRjNtx9adgGeAHzXQzgSlzaoO7EQ3NiCt8PJn4H5gEin//MfAXEx/f3uT5gQ8kf/eLwD/A/w/0q8uazdywYj4j6R7SGlK89NYKs1vSEtTXpWv/Sgpx32L/BpPenDcFLhJ0gW5zkDSrr9b5mt93EgfzczMrP/pF0E8QESMlvQUKZjeE1gQeJMUVB8bEc+X6o+S9CApHWVnUhD2LmlVmO2ZNumRiHgjB+T7kNb9Pp4UuI/P9U4t1J0q6Qe5H9uSgr0PgX8CW0ZEZWJjo4YCz0dE1Vz0iHhR0uO53ogm2y63tU9ONdqLlHs+Nyk4Ph74TZ015MtOIgXZ5RViOvInUnC7IbA+6W84EXgQODkibiv09QlJq5LueTfSyjRvkOY9jGzyun8kBf//JT2g1RUR7yjt6vtL0oTkHwOvkx70/pvrvCdpbdIvEluRJuhOJM0/OBj4pMk+mpmZWT8i/2Jv1jdIamtpaWlpa2vr6a5YP5TSadLz8fDhw2ltbe3ZDpmZ9XKtra20t7e352WkZ9Aflpg0MzMzM+tT+k06jc268vrrHa2LPqnJuQJmZmZmfZaDeJsVLEb1zZaKjqGLOf1mZmZmfYWDeJsVvE5aeaae5zsoNzMzM+s3HMRbj8ubXnnTIzMzM7MGeWKrWRdJGiHJyzyZmZnZZ8Yj8U2StAJwGLAOaZ3yN4CbSWvNz5DXLWll4ADS5kKfJ601/zBp46nRpZ1P5yatn74dsAxpE6rxwI3AyEr7km4HWiNipSrXG0zKL/9ZRJyaj40Aji5Uey/XuSy3O7nUxijSWvAXRMSupXY7FBGStDNwIfDNiHi01P5mpDX1V2HaWvNXUmWt+Xyv6wDXRMTmpbKVgH8Au0TERY30LZ83H2mzqS2BJYDJwMvAHcCJEfGfRtsym9UNPuS6z+Q682kKW8/9mVzKzMxwEN8USdsAvydtEnUuadfXrwK7A1tLGhIRdxXq7wGcCfwHuBR4lrQr54akALollyNpYdJmQCsCf8n13weWJW0uNZT0ENAVe+Q2W4DNgRNIgfQ2hT7PkT+PB7aQtFdETAEmkHamLTout3dcox2QNBLYj7Tp0rFM2/X1MNJ3uH5EvFbl1E0lrRARjzV6rRrXnxO4k7Sb7sXA6aQdc79O+o6vJv29zMzMzGZZDuIbJGlp4CJgHLB2RLxdKDsLuBe4QtJyEfG2pDWAUcBdwJCIeK/Q3Cl5R89FCscuAb4BbB4R15aufSRph9SuGhMRbbnNM4EHSIHzIoXR5w2BQaRdRG8DNgauzv2/rNSvA4C2iJjueC2ShpEC+N8DOxV+hfidpDHAWFJgvWHp1PHAAqTvYKuG77a6zYBvAttHxOWl/s1N+vXDzMzMbJbmnPjGHQDMA+xRDOABImI8cBDwBdJoN6SAM4AdSwF85Zy7I2IMgKRvAd8HzisH8Lnu+xFxSDfeC5G26r0jfxxcKBoGPBwRdwD35M/d5SjgbeCnxTSi3J8bSOk3G0j6dum8duA00i8Dy3exD0vm97vKBRExOSLeqXyWtIKkiyQ9L2mypNclXSBpoUYuJGkXSX+X9IGk/0q6WNIXSnX+V9JNufwDSS9IuqBLd2hmZmZ9noP4xv0AeCEi7qlRfgUpt3qIpHmB7wB3RMTLDbS9SX5vaES7G30lv78FIOlzwKbAH/Pxy0n3M7CrF5L0VVLq0bXlvPeCS/P7kCplp5DmExzZxa68mN9/JEkd1N2A9B1dCOxL+j62A67v6FxJRwPnAU8CPyP9KrMpcJukeXKdz5NSqAaRUov2A0YD5YeYSptt9V6kNCkzMzPrB5xO0wBJLaTUlxlGySsiYoqkf5Ny2JcifbdPNHiJZfN7o/U7a8Gc8z6QNKlzc+CJiBiXyzcF5gXG5M9XAiNz3Qu7eO3KPdbLaa+ULVsuiIiJkk4HDpW0bEQ81cl+XENKiToO2F3SbaRR+bERMaFU98yIOLl4QNL9pEB7LaqM5uc6g0kPGwcVz5d0Aynt6kfA2aS5AAsAy5SufVgn783MzMz6CY/EN2b+/F5rBJlC+cD8aqR+RbP1O+s50gTV54BfAw+RAvmKocD9EfESQES8Adyej3dVI99hpazWyP9vSSvrdHo0PiI+AFYHfgMI2AW4AHhd0qmSBpTqAilfXtIg4P58aOU6l9k8t32VpEGVF2li82vAurleW6W+pA7/X4yI1novUtqRmZmZ9QMO4htTCS7nr1srlb9LWnGlkfoVzdZvRLV1yzcjpYisAwyOiNUj4lmAnOe9IXCnpKUqL9Jo8/qSvtjF/jTyHdYN9PNchDOAbSUt09mORER7RBwUEYNJ8wF2JY3ODweOqNSTtKCkkZLeAD4gPQBVltmsl7qyNOn/refzOcXXIsDCud4dwJ+Ac4AJkq6QtGPxQcLMzMysGqfTNCAi2iW9BqxQq46kuUg534+QRro/BhqdhPl0fl8euLuB+pNJk2yrmbdQp+yOyuo0VWwDzAkcnF9l2wGnNtC3Wir3WPM7LJQ9WafOyaT89CPyv7skIl4ELpB0NSno3oFpKwGNIaW8/AZ4FJhECs5vpP4D8GzAJ8BGVH+YmpivHcBWklYnzYv4HmmVogMkrRkRk7p0c2ZmZtZnOYhv3HXAbpLWiIh7q5RvRdq46LqIeC/nWq8nadGIeKWDtscCh5JWgmkkiH8JWFfS3OWNmkibRMG0CZyNGkbaOOn4KmU/z+WnNtnmpyJinKRnSOu9z1cjQN0hv9fcnSYi3sqbUR1AnTkKnejfREnPkR+8JC1Ampx8dET8slIvLzXakeeA2YFn8spFHV37AdJyn0fkvQj+CGwLnN/sfZiZmVn/4CC+cSeRgsyzJa0TERMrBZK+TMoxf4OUGgHwS1IQeLGkTSLi/WJjeR35RSNiTETcK+lm0kTL6yJibKnuPMBREXFoPnQDaYOp3UjpJZV6c5CWuHyXxh4GKuctThpxPiQirqxS/gXgDElLR8QzjbZbxbGkdeBHSdqltFvt90j56TdHxH0dtHMyacfXw5vtgKQVgVcj4r+l44sDy5HSaiCNpEPKbS/av4HLXE3aSOso4Mel68xG2m337fyg0JZH5Cseze/e+9K6xfgTqi321P3a2toYOfLxz+RaZmbmIL5heST5x6R0h8clnUcaEV8a+Alpk6AhlTXkI+JuSfuR1jd/WtKlpBHagaTgfgiwd+ESO5KWG/yzpGuBW0m7oX6NtGPrnKTRekgj0H8DTstrzN9H2nV0C2A1YJ8mUzGGkoLVsTXKx5IeFoYBI5podzoRcYmk1Uj3vZyk0UzbsXUn4BnSyi0dtTMhb1Z1YCe6sQFwjKQ/kyapTiItI/ljYC7y/UXEO5LuBA5S2uX1VdKcgSUa6N+zko4CjpW0JGkH3vdIa9RvSVoZ5zzSve4l6RrSfxufIz2YvQNc34l7MzMzs37CQXwTImK0pKdIwfSewILAm6Sg+tiIeL5Uf5SkB0npKDuTJjS+S1oVZnumLeVIRLyRA/J9SKkUx5MC9/G53qmFulMl/SD3Y1tga+BD4J/AlhFxVZO3NhR4PiKq5qJHxIuSHs/1RjTZdrmtfXKq0V6kkeq5SZNFjwd+U2cN+bKTSA8D83ZUseRPpAm0GwLrk/6GE4EHgZMj4rZC3aHA6fk6Ij1kbQT8hw5ExHE5fWh/4BhgKumh7xrg5lztDtJD17akjcLacz92jIgXMDMzM6tB0/+Sb2a9laS2lpaWlra2tp7uivVDKZ1mJADDhw+ntbW1ZztkZtbLtba20t7e3p6XkZ6Bl5g0MzMzM+tlnE5jfYKk2Zm2/notk7xso5mZmfUFDuKtr1iMaRsx1XIMXczpNzMzM5sVOIi3vuJ10soz9TzfQbmZmZlZr+Ag3vqEvOnVLT3dDzMzM7PPgie2Wo+TdKik8ZI+kXR7D1z/IknjP+vrViNphCQvGWVmZmZ1zZSReEkrAIcB65DW4X6DtDb2sdXWv5a0MnAAsDbwedJa6g+TNlYaXdrZc27Sut3bAcuQNlkaD9wIjKy0n4PB1ohYqcr1BpPyp38WEafmYyOAowvV3st1LsvtTi61MYq01vkFEbFrqd0ORYQk7QxcCHwzIh4ttb8Zac34VZi2lvqVVFlLPd/rOsA1EbF5qWwl4B/ALhFxUSN9y+cVA8kgrY3+d2BERPy90XYauM73SWvEXwjcDrzWXW2bWc9Y68RbmRRz9XQ3Znmf1W66ZtY3dXsQL2kb4PekTZDOJW1w81Vgd2BrSUMi4q5C/T2AM0lB4qXAs6RdTTckBdAtuRxJC5M23FmRtAvmpaRdTZclbZ40lPQQ0BV75DZbgM2BE0iB9DaFPs+RP48HtpC0V0RMASaQdl4tOi63d1yjHZA0EtgPeAQ4lmm7mh5G+g7Xj4hqwe6mklaIiMcavVYHbiL9DWYjPTDtDdwn6VsR8Y9uusa6wMfATyLi425qs1m741+lzMzMrBfp1iBe0tLARcA4YO2IeLtQdhZwL3CFpOUi4m1JawCjgLuAIRHxXqG5UyStBSxSOHYJ8A1g84i4tnTtI0k7gHbVmIhoy22eCTxACpwXiYjKTp0bAoOArYDbgI2Bq3P/Lyv16wCgLSKmO16LpGGkAP73wE6FXyF+J2kMMBa4OPehaDywAOk72Krhu63v6WK/Jd2br/9T4Cc1+v+50t+xI58H3uvBAJ6I+Kinrm1mZmbWGd09+ngAMA+wRzGAB4iI8cBBpO3l98iHjyKlauxYLfCLiLsjYgyApG8B3wfOKwfwue77EXFIN94LkbazvSN/HFwoGgY8HBF3APfkz93lKOBt4KfFNKLcnxtIaScbSPp26bx24DTSLwPLd2N/im7P74MBJO0sKSStJekcSf8FnqhUlrSPpKckTZH0iqSTJc1bKA9gF6AltxM5xahSvoukv0v6QNJ/JV0s6QvFDkn6X0k35fIPJL0g6YJSnX0l/UvS+5ImSnpY0tBC+Qw58ZLmk3SKpFdz/5+U9NNSncG5z/tL2lPSc7nuQ5JWLdVdIV/neUmTJb0u6QJJCzX+9ZuZmZkl3R3E/wB4ISLuqVF+BTAZGJKDue8Ad0TEyw20vUl+b2hEuxt9Jb+/BWmkGdgU+GM+fjnpfgZ29UKSvkpKPbq2nPdecGl+r5ZMeQppPsGRXe1LDdN9FwXnAEuS5hSMhE/nGJwOvAj8gjSC/zPgGknK5+1I+hXm/fzvHYE78/lHA+cBT+bzRpG+99skzZPrfJ6UXjWIlHa0HzAa+PQBR9LupIeb+4DhpHXiHwNWr3WTuX9/zvX/kvv/EnCmpMOrnLJT7uM5wBGkh5yrJM1ZqLMB6fu7ENiX9N/NdsD1he+jLklt9V6kFDAzMzPrB7otnUZSCyn1ZYZR8oqImCLp36Qc9qXy9Z+oVb9k2fzeaP3OWjDnvA8EtiTlxT8REeNy+abAvMCY/PlKUuC6JSlA64rKPdbLaa+ULVsuiIiJkk4HDpW0bEQ81cX+zC1pENNy4k/Jx/9UqjcB2LDyy0Geu3AocD3wg/yLBnm0+1ekh72/RMRlkr4LrFBK2xlMehA5KCJOLhy/gZSS9SPgbNI8gQWAZSJiQqE/hxX+PQS4PiJ2a+K+fwisBxwSESfma48CrgOOlHRORPy3UH9RYOmIaM91x5H+P/ge6eEF4MziveR695MeOtYiPcyYmZmZNaQ7R+Lnz++1RpAplA/Mr0bqVzRbv7OeIwWlzwG/Bh4iBfIVQ4H7I+IlgIh4g5RmMpSua+Q7rJTVGvn/LWllne4Yjd+D9F28QRoh/xpweERcWap3bin157ukVYNOrQTw2RnAR1T/FaFoc0Ck0exBlRdp0vNrpMmwAG2V+pJq/bfcBnxd0tc6uGbRxrmfZ1QO5PsYCcxFur+i0ZUAPqsE5JVfLoiIDyr/llR5OLo/H1q5kU5FRGu9FymlyszMzPqB7gziK8Hl/HVrpfJ3SSuuNFK/otn6jai2HvdmpNSHdYDBEbF6RDwLkPOXNwTulLRU5UUK2taX9MUu9qeR77BuoJ/nIpwBbCtpmS725yrSd/FdYFVg4Yg4vkq98rKai+f3ccWDETEJeLVQXsvSpP82nyc9RBRfiwAL53p3kH4VOAeYIOkKSTtKGlBo60TSLz5P5bz2UySt1sH1FwdeqTJP4+nS/VW8VPwQERPzPxeoHJO0oKSRkt4APsj3UvnenAZjZmZmTem2dJqIaJf0GrBCrTqS5iLlfD9CGun+GGh0EmYlgFoeuLuB+pNJk2yrmbdQp+yOyuo0VWwDzAkcnF9l2wGnNtC3Wir3WPM7LJQ9WafOyaS86yPyvzvr5YhoZBfUDzqu0pTZgE+Ajaj+oDURPh0d30rS6qQ5E98jrWB0gKQ1I2JSRDyVH2aGkCZGbwfsL+moiPi/burvJzWOF3Pdx5DSf34DPApMIt3njXh5SzMzM2tSdwcP1wFLKC0dWc1WpI2LrsujnLcB60hatIG2K7nFja4E8xKwuNLmUGWVEeoXG2yrYhhp46Stq7zua6JvVeW8+2dI673PV6PaDvn9ujrtvEWaCLo9ae7BZ63yvU73S0CeFPwlOv7enwNmB56JiFuqvB4pVo6IByLiiIhYFdiW9KCzbaH8vYgYExE/Br5MmrR6VH6orNX/RXN/izr1342kBUiTuE+IiKMj4uqIuJn0S4OZmZlZ07p7s6eTSEHm2ZLWKaQVIOnLpBzzN0jpDwC/JAU3F0vaJCLeLzaWHwYWzQHYvZJuBnaXdF1EjC3VnQc4KiIOzYduIG3isxuF3OY8aXUPUjpKIyP6lfMWJ42kHlIlJ5y89OEZkpaOiGcabbeKY0nrwI+StEtpt9rvkZZkvDki7uugnZNJO75WW01lZrsF+BDYT9Ithbz4vUi/ZNR8AMmuJm2ydRTw42JBzn1vzfsMLEBag784Wv9ofp87118oP9QAaU14Sf8iTa4dAEypcv3rSevg70UaOa+sWLNfrt/IrxNFlZH68io0+zfZjlmvcPfB69Pa2trT3TAz69O6NYiPiHGSfkxKaXhc0nmkEfGlSUHRANKmTm/n+ndL2o+0BODTki4ljcIOJAX3Q0i7hFbsSFpS8M+SrgVuJS1P+DXSqPOcpFVRIK0O8jfgNKU15u8D5gO2AFYD9sk52o0aSgrCxtYoH0t6WBhGWsawUyLikpyzvTewnKTRTNuxdSfSSP2PGmhngtJmVQd2ti+dla/9K9KSk9dJuo6UBvUT4GZqf4eV85+VdBRwrKQlScs8vkdaxnJL0u6355G+h70kXUP67+ZzpIe2d0iBOMBfJb1OWtXmddJ/K/uQfg2qNYH4L6RfiU6QtATwL9J/ixsBR5ZWpmnk+3hH0p3AQXnZyVdJcyuWaKYdMzMzs4ruHoknIkZLeooUTO8JLAi8SQqqj42I50v1R0l6EPg5sDNp0uK7pFVhtmfaUo5ExBs5IN+HlC5xPClwH5/rnVqoO1XSD3I/tiWlvHwI/BPYMiKuavLWhgLPR0TVXPSIeFHS47neiCbbLre1j6TbSCPBR5FGlV8g3e9v6gSfZSeRHgbm7ahid4uIEZLeytc/hTSRcyQpCK6W514+/zhJz5BGq48BppIeCK8hPQhAmti6Gunv+wXS6iwPkjYPq0waPYf0YPUz0kPcK6T164+tc+2pkn6Y62xDejB4Dtg7Is5s7BuYwdB83b1JD4N/JT0U/KfeSWZmZmbVqIF4ysx6AUltLS0tLW1tbT3dFeuH2traGDlyJADDhw93Oo2ZWRe1trbS3t7enpeRnoFXxTAzMzMz62W6PZ3GZl2SZmfaGuu1TGpyroCZmZmZfcYcxPcvizHjxkxlx9DFnH4zMzMzm7kcxPcvr5N2YK3Ha5ebmZmZzeIcxPcjETGZ5tc4NzMzM7NZjCe2mjVJ0u2SHu3pfpiZmVn/5ZH4BkhaATgMWIe07v0bpLXKjy2sR16svzJwALA28HnSuvcPkzbBGl3ahXVu0trh2wHLkDbEGg/cCIystC/pdtJOpStVud5gUq77zyLi1HxsBGmzpYr3cp3LcruTS22MIq1Lf0FE7Fpqt0MRIUk7AxcC34yIR0vtb0Za338Vpq17fyVV1r3P97oOcE1EbF4qWwn4B7BLRFzUSN8K585P+rtsBXwFmAz8HTgjIq4u1f0iaZ+Da8r3YtYXDT6ko42U65tPU9h67m7qjJmZdchBfAckbQP8nrRh1bmkDYe+CuwObC1pSETcVai/B3AmaROfS4FnSTvQbkgKoFtyOZIWJm36syJpl9BLSTvQLkva6Goo6SGgK/bIbbYAmwMnkALpbQp9niN/Hg9sIWmviJhC2qBpx1J7x+X2jmu0A5JGAvsBj5A2UKrsQHsY6TtcPyJeq3LqppJWiIjHGr1WnT78D2mH36VJf4dTgflJ3/NVkkZGxP6FU75IeggaDzza1eubmZmZdScH8XVIWhq4CBgHrB0RbxfKzgLuBa6QtFxEvC1pDWAUcBcwJCLeKzR3iqS1gEUKxy4BvgFsHhHXlq59JGm31q4aExFtuc0zgQdIgfMiEVHZLXRDYBBphPo2YGPg6tz/y0r9OgBoi4jpjtciaRgpgP89sFPhV4jfSRoDjAUuzn0oGg8sQPoOtmr4bmu7hBTA/zAiri/079RcNlzSgxHxh264VpdJGgBMjYiPe7ovZmZmNutxTnx9BwDzAHsUA3iAiBgPHAR8gTTaDSngDGDHUgBfOefuiBgDIOlbwPeB88oBfK77fkQc0o33QqTtee/IHwcXioYBD0fEHcA9+XN3OQp4G/hpMY0o9+cGUvrNBpK+XTqvHTiN9MvA8l3pQG77u8CFxQA+92EqKY1oYu4rktYlpewAXCgp8mvnUrvL5/z49yW9KumgKteeR9Kxkp6XNEXSi5J+mX/9qNQZnNv/maRfSHoB+ABYtCv3bWZmZn2Xg/j6fgC8EBH31Ci/gpRXPUTSvMB3gDsi4uUG2t4kvzc0ot2NvpLf3wKQ9DlgU+CP+fjlpPsZ2NULSfoqKfXo2nLee8Gl+X1IlbJTSPMJjuxiVyrf9aXVCiPiHeBaYBlJSwFPAYfn4nNJKUU7AncWTluING/hH8AvSL/WnChpo0oFSbOR0qSGA1cB++ZzDgd+V6Uru5EeCM8kPSBOt+mWpLZ6L1LKlJmZmfUDTqepQVILKfVlhlHyioiYIunfpBz2pUjf5xMNXmLZ/N5o/c5aMI/6DgS2JOXFPxER43L5psC8wJj8+UpgZK57YRevXbnHejntlbJlywURMVHS6cChkpaNiKc+i35ExF8kXU/K+7+vRurQosDQiBgNIOl84EVgV+CGXGcYsC6wZkQ8UDlR0vPACZJOjIinC20uAiwVEW81dXdmZmbW73gkvrb583utEWQK5QPzq5H6Fc3W76znSBNUnwN+DTxECuQrhgL3R8RLABHxBnB7Pt5VjXyHlbJaI/+/Ja2s05XR+O7oR1k76VcLACLiQ+BBpv3SASmX/wngOUmDKi/gb7l83VKbV9QL4COitd4r98nMzMz6AY/E11YJ6uavWyuVv0tacaWR+hXF+m1N9ay2qHJsM1IQ/CHwYkS8WCmQtBBpQulvcxpJxV3AUZK+GBGvd6E/jXyHdQPsPGH4DOBgScd0Qz/aOtOPKl7OcwyKJgIrFD4vTfoVYEKNNhYufW5oOU8zMzMzB/E1RES7pNeYPiibjqS5SDnfj5BGuj8GGp2EWUmjWB64u4H6k0mTbKuZt1Cn7I7K6jRVbAPMCRycX2XbkZZi7KzKPdb8DgtlT9apczIpn/yI/O+u9OPOGnUa6UfRJzWOq/Dv2Ug58zNMeM2eL33+oMFrm5mZWT/ndJr6rgOWyEtHVrMVaeOi6/JqNLcB60hqZFWRsfm90ZVgXgIWz5tDlS2T31+sUlbPMFKQuXWV131N9K2qnHf/DGm99/lqVNshv9fcaSanmIwirem+VK16dVS+6x2qFeZNoH4IjIuIZyuX7cR1yp4DFoyIW2q8ykG8mZmZWUM8El/fSaTA72xJ60TExEqBpC+TcszfAM7Jh39JWqHmYkmbRMT7xcbyw8CiETEmIu6VdDOwu6TrImJsqe48wFERcWg+dANpg6ndgDMK9eYgrWjyLo2N6FfOW5y04dIhEXFllfIvAGdIWjoinmm03SqOJa0DP0rSLqXdar8H7ALcHBH3ddDOyaQdXw/voN4MIuIeSbcBP5b0p4i4qdCH2Ujf54Kk0f6KyhKhrc1er+BKYGNJP4qIi4sF+aHm4/LOuWY9ZfwJ1RaIalxbWxsjRz7eTb0xM7OOOIivIyLGSfoxaTOgxyWdRxoRXxr4CTCAtKnT27n+3ZL2I61v/rSkS0mjsQNJwf0QYO/CJXYk7dj6Z0nXknYUfR/4GmnUeU6gEsRfS5oQeVpeY/4+YD5gC2A1YJ+ImG5Jwg4MJaV+jK1RPpYU3A4DRjTR7nQi4hJJq5HuezlJo5m2Y+tOpJH6HzXQzoS8WdWBnezKjqTv97r8d7mX9P1tR/r+Titt9DSetL79npLeJQX1D0REM3nrlwDbktaa34D0NxsALEdKZVqFtKOvmZmZWVMcxHcgIkZLeooUTO9JGrF9kxRUH1tOiYiIUZIeBH4O7EyavPguaVWY7Zm2lCMR8UYOyPchBXvHkwL38bneqYW6UyX9IPdjW1LKy4fAP4EtI+KqJm9tKPB8RFTNAY+IFyU9nuuNaLLtclv75JHwvUgbKs1NmsR5PPCbOmvIl51EehiYt6OKVfrwqqRVSQ8BW5KC9ynA36ny/UXEx5J2Ak4Ezib9v7ILTUw+jYhPJP2QtGnYDqS/2SRS4H4C8Gqz92FmZmYGoBkX2DCz3khSW0tLS0tbW1tPd8X6oZROMxKA4cOH09ra2rMdMjPr5VpbW2lvb2/Py0jPwBNbzczMzMx6GafTWK8laXZmXGu9bFKTcwXMzMzMZnkO4q03W4yOc9SPoYs5/WZmZmazGgfx1pu9DmzQQR2vxW5mZmZ9joN467XyGuu39HQ/zMzMzD5rnthqZmZmZtbLNDUSL2kF4DBgHdJ66W8AN5PWS58hN1nSyqQ1stcGPk9aL/1h0iY4o0u7d85NWgN8O2AZ0qY444EbgZGV9iXdDrRGxEpVrjeYlCP9s4g4NR8bARxdqPZernNZbndyqY1RpPXML4iIXUvtdigiJGln4ELgmxHxaKn9zUjrwq/CtPXSr6TKeun5XtcBromIzUtlKwH/AHaJiIsa6Vs+r7Km6KiI2KdKeeX+iQg12q51jaTtgC9W/rs1683WOvFWJsVcPd2NWU5Xd8U1MytqOIiXtA3we9JGR+eSdi79KrA7sLWkIRFxV6H+HsCZwH+AS0kb3AwENiQF0C25HEkLk3YuXRH4S67/PrAsaYOkoaSHgK7YI7fZAmxO2mxnFdLOmZU+z5E/jwe2kLRXREwBJpB2/Cw6Lrd3XKMdkDQS2A94BDiWaTuXHkb6DtePiNeqnLqppBUi4rFGr9WBKfl6+0fEx4X+zUHakGgy6QHDPjvbAStR2ODLzMzMrJaGgnhJSwMXAeOAtSPi7ULZWaQt7K+QtFxEvC1pDWAUcBcwJCLeKzR3iqS1gEUKxy4BvgFsHhHXlq59JGmXz64aExFtuc0zgQdIgewiEfGfXGdDYBCwFXAbsDFwde7/ZaV+HQC0RcR0x2uRNIwUwP8e2KnwK8TvJI0BxgIX5z4UjQcWIH0HWzV8t/XdAGwKfAe4qXD8u6T7v4b0oGNmZmZms6BGc+IPAOYB9igG8AARMR44CPgCabQbUsAZwI6lAL5yzt0RMQZA0reA7wPnlQP4XPf9iDikwX42JNI2tXfkj4MLRcOAhyPiDuCe/Lm7HAW8Dfy0mEaU+3MDKf1mA0nfLp3XDpxG+mVg+W7qy4vAfaRfOIqGkh7IXiqfIGlTSddJ+o+kKZKek3RkXqu9WO92SY9KWj7/+31Jr0o6qFRvgKRfSnpEUruk9yTdJWm9KtdeSNKlkt6R1CbpYkkrSoqculSs+3VJV0l6W9IHku6XtEGpzoh87lKSLs/tviHp4Fz+VUl/zX16SdIOVfq0oKTTJb2Sv49xkvYr1Vk3X2eL/F29KmmypL9JWqr4nZEeqhbP9UPS+PI1zczMzCoaDeJ/ALwQEffUKL+ClIIxRNK8pBHeOyLi5Qba3iS/NzSi3Y2+kt/fApD0OVIg9cd8/HLS/Qzs6oUkfZWUenRtOe+94NL8Xi1p8hTSfIIju9qXgj8Am+W5CJU5CZvl49XsDEwCfgsMJ6UE/ZKUllS2EGkuwz+AX5B+wTlR0kaFOgOB3YDbgYNJa7kvDNyU8/3J/ZqNlGK1PenXoMOB/yH9ajEdSd8gPYQsBfyK9HAJcIOk71Tp55XAx/n6jwEn5DSwvwJP5PPbgYvyvIjKdT5HegjcFriA9AvLP4CRkorzLyqOAH4I/Jr0fX2L9ItMxXGk7/O/pLStHYH9q9xfW70XKVXMzMzM+oEO02kktZBSX2YYJa+IiCmS/k3KYV8qt/tEg31YNr83Wr+zFsw53wOBLUnpIk9ExLhcvikwLzAmf74SGJnrXtjFa1fusV5Oe6Vs2XJBREyUdDpwqKRlI+KpLvYH0oPXSNID2pWkh6l58vHDq9QfGhEfFD6fLelsYC9JR+S5AxWL5vqjASSdTxr935WUygMwERgcER9WTpL0O+BpYN9cF9KDxbeBfSJiVK53FmlCddmppLkX34qIjwp1/04KlP9Wqn9PROyd611Imr9xFrB7RJyfj9+S+7Qj8H/5vJ8DiwMrFiZ0nyNpInCIpNMiYmLhOnMCqxf69DYp4F8+Ip6IiJsl7Q0MajQ9y8zMzPq3Rkbi58/vtUaQKZQPzK9G6lc0W7+zniNNUH2ONCL6ENPnfQ8F7o+IlwAi4g3SKHE55aQzGvkOK2W1Rv5/S1pZp1tG4yPiTVJQu30+tD3wt4iYUKP+pwG8pPklDSLNeZgX+Fqpejvpl4zKuR8CDzLt1w8i4pNKAC9pNkkLkh7+HgZWLrT1fdJE3PML504lzbn4VD5/PdJDSIukQbmPraSR9VXzr0RF5xXanAz8E/iENEejcnwc0AYsUThvK9JI/LuV6+Rr/ZU0IXj10nUuqATwWWUC+FdoQkS01nuRvnczMzPrBxqZ2FoJLuevWyuVv0tacaWR+hXF+m0NntORqHJsM1IQ/CHwYkS8WCmQtBBpQulvi7nKpGDrKElfjIjXu9CfRr7DuoF+njB8BnCwpGO60Jei0cBZkr5MmsS7R62Kkr5OWlFnfWZ80Cincbyc5x0UTQRWKLX5I1K6zddIo9UVxeU8FwdeLS8FShpxL1oKECmN5lc1bmMh0opCFeXc/3bg9VLAXTm+QOHz0qR7qfrAQ0oLKipfpzJKvwBmZmZmndBhEB8R7ZJeoxSAFUmai5Tz/QhppPtjoNFJmE/n9+WBuxuoP5mU9lHNvIU6ZXdUVqepYhtSEHlwfpVtR9eW/qvcY83vsFD2ZJ06J5NSTY7I/+6qq0npI5eQHnyurlZJUitp5Pkd0gTd50jf8crAicz4i84nNa736brzebLoRaSVcH5DWrr0E+BQYMnmb+XTPpxI7V1cy0F3tX522Pd8rRup/Tf4VyfaNDMzM2tYo+vEXwfsJmmNiLi3SvlWpDSC6yLiPUm3AetJWjQiXumg7bGkwG0YjQXxLwHrSpq7yujsMvn9RZozjDQx8fgqZT/P5ac22eanImKcpGdI673PFxGTqlSrrIByXZ123lLajOkA6sxRaKJf7ZKuB7YA/hQR79Soui5pFHuLiLizclDSEjXqN2Ir4Pnc5qej9lV+ZXgRWKfK33upUr3n8/vkiKgVxHeX54B5uvk61X49MjMzM6uq0SD+JFKQebakdYqT9nIqxq9Ju7eekw//krRCzcWSNomIYgoDSuvILxoRYyLiXkk3A7tLui4ixpbqzgMcFRGH5kM3kDaY2g04o1BvDlI6yLs09jBQOW9x0oZLh0TElVXKvwCcIWnpiHim0XarOJa0osooSbuUdqv9HrALcHNE3NdBOyeTdnytNvm0M04AHqfOwwPTRpKLI+kDyDu7dlKxzchtrk6axFpMP7mJ9PfelZwHn1es2bvYWES8KelO4KeSRpVz+yUtXCvfvxOuBI6UtG5E3F66ziDgrSrpRB15D68uY33E3QevT2tra093w8ysT2soiM8jyT8mpV08Luk8UqC1NPATYABpU6e3c/2785rZpwFPS7qUNHo5kBTcD2H6IGxH0qTAP0u6FriVlLv8NdKEyzlJo/WQRqD/BpymtMb8fcB8pNHk1UirmFQb6a5lKCmQHFujfCzpYWEYaRnETomISyStRrrv5SSNZtqOrTsBzwA/aqCdCUqbVR3Y2b6U2nuINMm3nntJedwXSzqNvAcAXUsHGUv6m10t6TrSxNE9SelE8xXqXUOaFDtS0jKk5Sp/CCxYuYVC3b1J8xieyP+NvkBajvL/kX4pWrsL/S36NWk1o5skXQA8Svpve0XSakbzk1LKmvEIMEzSb0l/j0kR8Zdu6q+ZmZn1MY2OxBMRoyU9RQqm9yQFUW+SgupjI+L5Uv1Rkh4kpaPsTJrs9y4pQNmeaUs5EhFv5IB8H9La28eTAvfxud6phbpTJf0g92NbYGvSZNV/AltGxFUN330yFHg+IqrmokfEi5Iez/VGNNl2ua19cqrRXqTc8rlJgebxwG/qrCFfdhIpYC2vtjJT5DSeH5B+BTiWFNBfRnqYuqneuXVcBHyR9OvJ90jB+w6kv+e6hWt/ImkIaTnMnYGppNz9Y0gbck0u1H1C0qqkv9NupJVp3iAFyCM72c8Z5JSxtUm/hmxF+pVgImnuw8HUzoGv5xzSHIOdgZ+R0ogcxJuZmVlVav5Xf7OeJ2kzUjC/Vp1NyPoVSW0tLS0tbW1tPd0V64fa2toYOTI9Kw8fPtzpNGZmXdTa2kp7e3t7XkZ6Bo3u2GrWY/K8iOLn2Umr9LxD2sjJzMzMrF9pOJ3GZl05qC2vTV42qcm5ArOSMyXNCdwPzEXKpV8DOKy0i6yZmZlZv+Agvm9YjOk3SKrmGLqY09+D/kaaW7EJaR7Bs6QJzKPqnmVmZmbWRzmI7xteBzbooM7zHZTPsiLiMtJEWjMzMzPDQXyfkDdBmtkbHJmZmZnZLMITW63PknSRpPHd3OZgSSFp5+5st9D+CEleMsrMzMzq6ldBvKQVJF0u6TVJUyS9JOl8SUvUqL+ypD9IekXSh5LeknSTpGF519Bi3bkl/ULSQ5LekTRZ0tOSTi22L+l2SY/WuF4lQNy/cGxEPlZ5TZL0uKSDJc1dpY1Rud75Vdrt8JXr75w/r1Sl/c0k3SJpoqQPJD0p6ZeS5q9S9/bcztVVylbqbDDc6HdtZjPP4EOum+611om39nSXzMz6lX6TTiNpG+D3pA2qziXtOPtVYHdga0lDIuKuQv09gDOB/wCXkiZTDgQ2JOVnt+RyJC1M2nF2RdIGPZeSdpxdlrSx1VDg8128hT1ymy3A5sAJwCrANoU+z5E/jwe2kLRXREwBJpB2WC06Lrd3XKMdkDQS2I+0edKxTNtx9jDSd7h+RLxW5dRNJa0QEY81eq06ffgsvut6XgTmAT6aidcwMzMzq6tfBPGSlibtEDoOWDsi3i6UnQXcC1whabmIeFvSGsAo4C5gSES8V2juFElrAYsUjl0CfAPYPCKuLV37SNLurF01JiLacptnAg+QAudFIuI/uc6GwCDSLqK3ARsDV+f+TzcxVNIBQFueNNohScNIAfzvgZ0iYmou+p2kMcBY4OLch6LxwAKk72Crhu+2ts/iu55BXsZzjvxQNLmj+mZmZmYzU39JpzmANHq6RzGAB4iI8cBBwBdIo92QAsEAdiwF8JVz7o6IMQCSvgV8HzivHFTmuu9HxCHdeC9E2mb3jvxxcKFoGPBwRNwB3JM/d5ejgLeBnxYC+Ep/bgAuBDaQ9O3See3AaaRfBpbvSge647uWNJukAyQ9lVOqXpN0uqT5SvUip+fsJOlpYArw7Vo58ZKWk3SlpP8W0owOK5SvoJSj/3xO/3ld0gWSFurCV2JmZmb9VH8J4n8AvBAR99Qov4I0ujpE0rzAd4A7IuLlBtreJL9/1ksgfiW/vwUg6XPApsAf8/HLSfczsKsXkvRVUurRtRHxbo1ql+b3IVXKTgHeBY7sYle647s+n5RCdDvTflnYHbhWkkp1NwROzNfbH6iWKkSeO3A/sDZwdq57A+m/u4oNSH+zC0m7zV4ObAdcX+W6VUlqq/cipVqZmZlZP9Dn02kktZBSX2YYua2IiCmS/k3Kq16K9L080eAlls3vjdbvrAVzzvtAYEtSXvwTETEul28KzAuMyZ+vBEbmuhd28dqVe6yX014pW7ZcEBETJZ0OHCpp2Yh4qov96NR3Len/ATsDW0XEnwrHHyIF1d8Dbiyc8lVguYj4d6Hu4CpNnw5MBVaOiFcKdYvB+ZkRcXKpP/cDo4G1SKlbZmZmZg3pDyPxlVVTao0gUygfmF+N1K9otn5nPUeaoPoc8GvgIVIgXzEUuD8iXgKIiDdIo81Du+HajXyHlbJaI/+/Bd6ja6PxXf2utyKlBN0haVDlBdwJfAKsW6p/azGAryZPtF2LlOLzSrEspz1V/v1B4Zy583Xvz4dWbqTzEdFa70VKXTIzM7N+oM+PxDMt4JthCcSS+XPddxqsX1Gs39ZUz2qrtk74ZqQg+EPgxYh4sVKQ86o3BH4raanCOXcBR0n6YkS83oX+NPId1g3084ThM4CDJR3TyX509bteGliQ9DBUzcKlzy800GYlranurwOSFgSOJqXQlFfPcRqMmZmZNaXPB/ER0S7pNWCFWnUkzUVKnXiENNL9MdDoJMyn8/vywN0N1J9MmmRbzbyFOmV3VFanqWIbYE7g4Pwq2w44tYG+1VK5x5rfYaHsyTp1Tiblgx+R/93ZfjT6XZfNRspr36lG+X9Knz+oWqtzxpCW4/wN8CgwKffnRvrHL2JmZmbWjfpL8HAdsEReOrKarYC5gevyajS3AetIWrSBtsfm90ZXgnkJWFxVNmoClsnvL1Ypq2cY8A9g6yqv+5roW1U57/4Z0nrv89WotkN+v65OO2+Rlu7cnjT3oFnNftdlzwELAXdFxC1VXvUeQGp5Pr/XfOiTtABpsvQJEXF0RFwdETcXzjUzMzNrSn8J4k8ijW6fnQOqT0n6MinH/A3gnHz4l6Tv5uK8Wg2lc9bIm0cREfcCNwO7S/pBlbrzSPpV4dANwFzAbqV6c5CWuHyXJkaZJS1OGuG9PCKuLL9Iq6/8b14rvyuOJaWijNKMu9V+D9gFuDki7uugnZNJf4vDm+1AJ77rsiuBAcAMy1BKmqszK/lExATS32u38kNfYWLrJ5VDpdP3b/Z6ZrOK8ScMme5198Hr93SXzMz6lT6fTgNpJFnSj0kbBT0u6TzSiPjSwE9Igd2QyhryEXG3pP1I65s/LelS0ijuQNKI6hBg78IldiTtIvpnSdcCt5J2Ef0aadR5TuDQXPda4G/AaXnd8/uA+YAtgNWAfSJiUhO3N5QUHI6tUT4WOIM0ej2iiXanExGXSFqNdN/LSRrNtB1bdyKN1P+ogXYm5M2qDuxkV5r5rsvXvi3/7UdIWoX0d5hKSqXahvQd3dKJPg0nTY79u6RzSb+kLEWa8LpmRLwj6U7gIElzAq+S5jAs0YlrmZmZmfWPIB4gIkZLeooU4O1JGlV+kxRUHxsRz5fqj5L0IPBz0rKEC5NGyR8iBYtjCnXfyAH5PsC2wPGkYHJ8rndqoe7UPIp8aK67NWmy6j+BLSPiqiZvbSjwfK1UkIh4UdLjud6IJtsut7WPpNuAvUibP81Nmvx5PPCbOmvIl51EehiY4VeOBvrQ8Hddw09Icx9+ApxA2sTpBeB3pFz1pkXE33Oq1v+R7muu3OYlhWpDSUtR7k166PorsBEz5uGbmZmZdUiFVfDMrBeT1NbS0tLS1tbW012xfqitrY2RI0cCMHz4cFpbW3u2Q2ZmvVxrayvt7e3teRnpGfSXnHgzMzMzsz6j36TT2KxL0uzMuEZ72aQm5wqYmZmZ9VkO4m1WsBgdb6x0DF3M6TczMzPrKxzE26zgdWCDDup4TXUzMzOzzEG89biImEznlnY0MzMz65c8sdWsA5JC0qkN1Bshycs9mZmZ2UznkXibgaSdgQsLhz4GXgP+AhwREROrnDOKtH78BRGxa522VwYOANYGPk9ae/9h0prqoyNiaq5XLxg+OSIOaOA+VgMeAPaLiNNLZX8D1ge2iIirS2XPAW9FxGodXaOBPhwCPB0R13S1LbPeYq0Tb2VSzDVT2h5/wpCZ0q6ZWW/jIN7qOZy0s+28wHqkIP2bktaMwgYDkuYg7Xg6HthC0l4RMaXcmKQ9gDNJGxxdCjxL2gV3Q+AyoCWXV9yUj5dV3diqin8AH5B2lf00iM/9XZ30cLIGcHWh7IvAV0ibgDXrWNIGUkWHANfkl5mZmVm3cBBv9VwfEY/mf58rCWA7YFXgwUK9DYFBwFbAbcDGFAJjgLyj6SjgLmBIRLxXKD5F0lrAIqXrPx0R1YL4hkTER3nX3TVLRSsCnwP+UKWs8vnuTlzvY9KDgZmZmdlM5Zx4a0YlsF2ydHwY8HBE3AHckz+XHQUEsGMpgAcgIu6OiDHd2dnsbmAxSYsVjq0JvAr8EVhF0tyFsjUK501H0paS/iVpSn7/fql8upz4/O8W4Ec5rz4kXVQoX0zSJZLezG0+Jmn7rt6wmZmZ9X0eibdmLJ7fP82Jl/Q5YFOmreF+OXCSpIER8U6uMy/wHeCOiHi5ievNLWlQlePtEfFRg23ck9/XzH2r/Pte4D5gAPC/TAva1wSejYg3S+2sA2xNSveZBOwH/EnSlyPirRrX3hE4B3gEODcfew5A0v8A9wMfAiOBt0nf4x8kzRURF5Ubk9TWwb22dFBuZmZmfYRH4q2eVkmDJH1Z0k6knPgJwJ2FOpuScuYro+hXAnMCWxbqLEV6YHyiyevvka9Xfn2viTbuA6YyfdrMmsC9ETGBlJe/JkAekV+Z6qk0ywJrRcRxETES2Jx03zVHznMq0EfA8xFxWX7dl4uPzf36Zm7zrIj4PnAjcLwk/79pZmZmNXkk3uq5rfT5CWCXiHi/cGwocH9EvAQQEW9Iuj0fr6xwMzC/v9vk9a8Czqpy/NFGG4iINkn/YlqgvjjwJaaN0N/HtAB/VdIDSLUg/qaI+HRX2Yh4TNI7pEmwTVGaXLAFKSd/jtKvDTcC3we+CjxdupfWDtptw6PxZmZm/YKDeKtnT1L6x4L5318HPg3gJS1EmtT6W0lLFc67CzhK0hcj4nXgnXx8/iav/3JEdMcmUPcAu0uajxSwf0BauQZSWs2xObBes1C/7KUqxyYCC3SiPwsDraRfNvaqU+fpGmVmZmbWzzmIt3oeqKxOI+nPpMD395JWyeu5b0MauT44v8q2A04lPQh8DCz/GfS5mrtJDyHfIgXqD+WVZCCNxC8ELJPL/hsR1YLnT2q0rU70p5IqcxHw+xp1mk09MjMzs37EQbw1JCImSzoGGE0K3i8nrULzD+D4Kqf8PJefGhHvSboNWE/SohHxymfV76w4uXVN4IZC2eOkNJ+1gG/TiaUlO1Bt06oJ+Zrqpl8azMzMrJ9xEG/NuAL4FXCwpPtIyzEeEhFXlitK+gJwhqSlI+IZ4JekFWoulrRJKa++so78ojNjmcmIGC/pVdL69d8AjiyUTc1ryf+YNCJfLZWmK94jpc4U+/OJpKuBbSX9KiLGFcslLZwn3Zr1SncfvD6tra093Q0zsz7NQbw1LAefI4FTSBNXBYytUX0scAZpNH5ERNwtaT/gNOBpSZeS0mwGkoL7IcDepTa+JmmHKm2/nNekb8Y9pF8QIOXBF93LtMC+u0fiHwG+K+nnpJ1qX4iIB0g7ua4HPCzpXFL++yDS5NqVgcHd3A8zMzPrQxzEW7POJ60JP5S0dOKT1SpFxIuSHs/1RuRjo/Ko98+BnUmTN98FHiIt1Vgehf8e1ZeTvBbobBD/7yrruleWfZxMCrq70wHA70hLSs4DXEyaa/CapNWAo3O/vgD8F3gMOKKb+2BmZmZ9jCKqpeyaWW8jqa2lpaWlra2tp7ti/VBbWxsjR44EYPjw4U6nMTProtbWVtrb29trLTHtDWXMzMzMzHoZp9NYryRpHjre2OjtiPjws+iPmZn1De+99x7vvPMOH3/8MVOnTu3p7lgfNNtsszH33HMzaNAg0jY1neMg3nqrbZm2I2wt6wG3z/yumJlZbzd16lT+85//8O677zLbbLMx55xzMvvss/d0t6wP+uijj5g0aRJTpkzhS1/6UqcDeQfx1lvdBGzQQZ1/fhYdMTOz3q+9vZ13332XQYMGsdBCCzHbbM44tpnn7bff5o033uC///0vCy+8cKfacBBvvVJEvAa81tP9MDOzvmHSpEkMGDCgyykOZo1YcMEFaWtrY/LkyZ1uw4+ZZk2SFJJO7el+mJlZ95k6dSpzzDGHA3j7zMw+++xdmnfhkXirStLOTJ9z/jFp5PsvwBERMbHKOaOAvYALImLXOm2vTFo/fW3g86S14h8GLgFGR8TUXK/e+qcnR8QBTd7TEsDhwIakddnfJq03/6uI+Gep7reA7wOnRkRbM9cx64sGH3Jd3fL5NIWt5/6MOmNmZg7irUOHAy8B85Imiu4FfFPSmlHYZEDSHKRNi8YDW0jaKyKmlBuTtAdwJmn30kuBZ0m7tm4IXEZacebMwik35eNlVTeZqkXS2qRdZD8hbb40DlgM2A14SNKwiLiicMq3SBsxXQS0NXMtMzMzs5nNQbx15PqIeDT/+9z8M+N2wKrAg4V6GwKDgK2A24CNgauLDUlaAxgF3AUMiYj3CsWnSFoLWKR0/acjoloQ3zBJC5J2g50ErBER4wtlpwF3AhdL+kdEPNuVa3UXSZ8rfT9mZmZmn3JOvDXr7vy+ZOn4MODhiLgDuCd/LjsKCGDHagFqRNwdEWO6s7PZHqT0mQOLAXy+5tvAnsA8wIEAkv5/e+ceH1V19f3vL4AhXIMGbQoiVytSUaEtVhGxeKtARaQK1kex4OVRUbxULd64FLVgK/gKFsQCIuKLoLbyIr7YhwhovRQLavECkYgWVBAIihAK2c8f+0wYTmaSmVxmkrC+n8/+TGaftc9ea+fMzDr7rL32aODhQGRDEAPvJLWNbivpIkn/klQUvJ4X7ljS0ZKelPRVIPeupCEhmaHB+XtKmiZpK/B+lVhuGIZhGDWABx54gLZt21KvXj169+4N+FSLt956K61bt0YSQ4cOpaCgAEnMmjUrqfMPHTqUtm3bVrneNRmbiTeS5ZjgtSQmXlJj4AJgdFD1DPCQpGbOuZ2BTCOgD/Cqc+6zJPprKCknRn2hc+4/CZ6jP7AHWBDroHNupaQCoG9Q9Rz+JuUy4GZga1C/JarZGcAv8aE/3wI3AgsltXHOfQ0gKRd4A9gLTMbH4F8APC0p0zk3K6TKNPy6g/uABmE9Je0ox87yNr8yDMMwDnHWr1/PhAkTWLp0KZs2baJhw4aceOKJDBkyhGHDhnHYYYdVeZ9Llixh1KhRXHnllfTu3Zvc3FwAnnjiCf74xz9y2223ceKJJ9KhQ3h+sGbxxhtvsGTJEkaOHEl2dna61TEn3iiX7MCJbgT0xsfEb8GHoES4IDgemUVfgHdaL+LA4tiO+Ost2Rnma4ISpj8+xj0ROgMfxYrRj+Jd4BeSmjrn3pW0Cu/EvxCevY86Z2fn3AYAScvweemHAI8GMr8DioGToxbHPibpJeB+SU9GFvEGbAHOCdUZhmEYNYDyFnengoIH+5YvVAYvvvgiF198MY0aNeLyyy+nS5cu7N69m+XLlzNixAg2bNjAhAkTqkjbA+Tl5VG/fn2mT59O/fr1D6pv27YtEydOLKlzzrF7924aNCg1l1Umjz/+eLXvsPvGG28wZswYhg4dak68UStYFnr/PnClc+67qLpLgTeccxsBnHNfSsoL6iNOfLPg9Zsk+38OeCxG/eokztE0gX4jx5slIAvwcsSBBwgc/51AewD5xQMDgaeB+qGnCUvwmW+OBT6Mqp9elgPvnMsuS6Fgpt5m4w3DMIxS5OfnM2TIENq3b8+yZcs48sgjS46NGDGCtWvXsnz58jLOUHG++uorGjdufJADH6lv3vzgny1JNGyYfKqrZJ3+uoDFxBvlcS1+Z9RL8A79kUCJAy/pCPyi1uWSOkYKfvHqzyR9LxDdGbw2TbL/z5xzr8QoW8tvWsI3CfQbOZ7oTcbGGHXbgRbB3y2BbA48uYguk6JkotmAYRiGYVQDEydOZNeuXTzxxBMHOfARjj/+eK699loA9u3bx5gxY2jfvj2ZmZl06NCBcePGsX///lLtZs6cSbdu3cjKyiInJ4crrriCL7/8suS4JGbOnElhYSGSSuLdJbFs2TLWrFlTUp+Xlxc3Jn7t2rUMGjSInJwcsrKyOP7447n//vtLjseKiS8uLuahhx6ic+fOZGZmkpuby4gRI/j2228PkpPEyJEjWbhwIV26dCEzM5MuXbqwZMmSEpnRo0dz8803A9CuXbsSnQsKCgBYunQpPXv2JDs7myZNmvCDH/yAUaNGlf+PqQQ2E2+Ux5uR7DSS/gr8E5grqXswa3wxPn77jqCEGYx3WvPxueZ/mAKdw3wInBTEoccLqTkB+Hckhj8BSn+TeSK7hERukGcBc+PIhkOLdifYt2EYhmEkxYsvvkiHDh045ZRTypUdPnw4s2fPZvDgwfTs2ZMVK1Zw7733snHjRh5//PESuTFjxjB27FiGDBnC1VdfzebNm5k8eTJvv/02q1atIisrizlz5jB9+nRWrVrFtGnTADj55JOZM2cO48eP57vvvmP8+PEAdO7cmd27S/8Url69ml69etGwYUOuvfZajj76aD7++GMWLVpUpqM8bNgwnn76aX79618zcuRI1q1bx6OPPsratWt55ZVXDtrY69VXX+XZZ5/luuuuo0mTJjzyyCNcdNFFbNy4kSOOOIKBAweSn5/PU089xcMPP0xOjn/A3rJlS/71r3/Rr18/TjvtNMaPH0+9evVYt24dK1eujKdalWBOvJEwzrk9ksYA8/DO+zP4LDT/BO6P0eSW4Pgk59yuIG78TEmtnXOfp0pvfOz8KfgY/afDByWdBrQDpkdVl7XRVCJswc/qyzn3SiXPZRiGYRgVZufOnWzatIkLLrigXNk1a9Ywe/Zsrr32Wh57zEezXn/99WRnZzNt2jRGjBhB165dKSgoYNy4cUyYMIFbb721pP3Pf/5zTj311JJzXHbZZbzyyiu8++67XHbZZSVyXbp0YcaMGezYseOg+sjMdjQjRowgIyODd955h9atW5fUR21XU4oVK1Ywa9YsFixYwEUXXVRS/+Mf/5jBgwfz8ssvc955B5LKffDBB3zwwQe0a9cOgDPPPJMTTzyRefPmccMNN9C1a1e6d+/OU089xYABAw6a9V+6dCkNGzZk6dKl1KtXr9wxrirMiTeS5VngAeAOSX8HTgXudM6Vyvwi6SjgUUmdnHPrgLH4DDWzJfUPxdVH8si3roY0k38CbgImSloZid0P+szGx9zvBiZGtYmkwMyuSIfOuf2SngcukfSAc+6j6OOSWjrntsRpbhg1jvIW1O3YsYPJk99LkTaGYSTDzp3+IXPTpuVHtC5evBiAW26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      "text/plain": "<Figure size 648x504 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "coefs = pd.DataFrame(\n",
    "    model.named_steps['transformedtargetregressor'].regressor_.coef_ *\n",
    "    X_train_preprocessed.std(),\n",
    "    columns=['Coefficients'], index=feature_names\n",
    ")\n",
    "coefs.plot(kind='barh', figsize=(9, 7))\n",
    "_ = plt.axvline(x=0, color='.5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The way that we can interpret these values is as follow. An increase of the \"AGE\" will induce a decrease of the \"WAGE\" when all other features remain constant or an increase of the \"EXPERIENCE\" will induce an increase of the \"WAGE\" when all other features remain constant.\n",
    "\n",
    "The first interpretation might look counter-intuitive at first, if one relates the relationship between \"AGE\" and \"WAGE\" as a *marginal* link. However, as previously mentioned, a linear model computes a *conditional* link between \"AGE\" and \"WAGE\" given all other features.\n",
    "\n",
    "Therefore, one could interpret that for a given experience (and all other features constant as well ...), a younger person would have an higher wage."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Up to now, we did not check the stability of the coefficients and it would be important to check it to ensure through cross-validation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eXy7D4/HsQXhP/O7J6OBcHmuQlAucBMwMmh4Cfi+pwMyqApkc4DjgRTNb2435siQNTNJeuQ0lyvNTjJXZhWtnA9OBPwEfA4OAzwP7Ae/EyU0CHgBuA+4FZgCPS/qCmb0WyIwFTgYeAT4BhgAXAC9K2s/MNiTM/VMgAvwW6Af8XzDHZ1MpKykNmAccE8jehAtVmgaMA9Z3Yc0ej6eHVFZWMmvWLIqLi1tzw9fX1zNkyBCU3UzpopeINjUQqSqnrK6EvOFDKCsrIxqNsmXLFrZs2UJjYyPhcJjbbruNz3/+8/h6DR6PZ3vjjfjdg6LA8M3BGYQXA1uAl+JkTgr6Y170R4GbgVOBu4O2cbjvxKJuzn9BcCTyFWBuN8e6r4O+1Z1cOw24zsx+F9f2myRyE4ETzexJAEl3A8uB63F7CgA+BCaYWWteOUn3A0uA7wL/L2HMDOCzsYcWSWXAzZL2N7NU9/Nc3M/rEjP7Y1z7r5SkaoykihTjxPBWg8ezDcyZM4fS0tJWAz5GbW0taZnVRCO5rW1mRlVVFU1NTaSnb/0TWl1dTTgcpra2ljlz5nDllVfuMP09Hs+eiQ+n2T1YiDPaV+M8y58AU82sLk7mLOANM1sDYGabgBeC9hgFwbm6m/P/Azg+yfFGN8cB+HmKsV7r6KKACuAYSQM6kVsTM+ABzKwceBA4OnhjgZk1xgx4SWnBmDXAUuDgJGPelfDW4eXgPLYDPU4BNtF2k3BMJ19K2ePZQcyfP7+1+mo8aWlppKW393Wlp6e3q84ab9AvWLCg95X0eDyeBLwnfvfgQlz4SP/g35OBVgM+MECnADcmxGm/DFwjaaiZFQOxqmD53Zx/rZk9t63KJ/BBsrEkfR/oLE78KtxDTLGk/+BCVf5iZoke/BVJrl2Oe6jdC1gSpNG8FPdWY28g/i98aZLr1yR8joUyJU31GTAWtyk40oFMK2ZW1FF/4Kn33niPp5uccMIJPPnkk+Tl5bXme8/IyKCgoIBobj5ZOf1oKHXRbRnhMAUFBYRCoVbZzMxM+vXr11rRdcoUn4jK4/Fsf7wnfvfg32b2XLDhdCpQBjwQl8/9DFy4x9U4YzV2zMR9B84M5D7GpWzcf8ep3nsE6x8LXAJsBn4ELJZ0wjYM92PgRlxI0jeAE3BvBP5L8v9vUhni7cJiPB7PzsWMGTPIzc1l4MCBDB8+nIKCAtLS0igvLyfS3Ez//Y5g4P5H02/0vgwYPIxQKERRURF77bUXw4YNY/Dgwa0VXXNzc5kxY0Yfr8jj8ewJeCN+NyNIu3gtcBDOeAeXheZd4PQkx+tBP0E2moXAFySN3KGK9xJmttHMbjOzrwJjcF7znyaIjWt3IYwHokBsQ+9pwEIz+66ZPWRmC4I3BEW9qO7HwKQgf7/H4+kjCgsLueiiiwBobm6mqqqKhoYGampq2LzuEywaJS0rFyxKNLr1eb2srIyNGzeybt061q9fT21tLRdddJHf1OrxeHYI3ojfPXkEV9DpakmjgSOAh8zs0cQDlxXlUEnjg2t/gfte3Btkq2mDpCMknZHY3tcEcett/nKaWQmwDshKEB8l6Stx1/YDvg68HJdWM0KCF13S6XQe0tMdHsNlvbkosSPZxlaPx7P9mDp1KhMmTKC2tm1m3ZbmZmo2rGDzu89RvmYpWzaso6amhpaWlnayubm5TJ3aJlutx+PxbDe8B3A3xMwikm7GpSw8C2eMpsoSMxeXkvFsYKaZvSLpEuAWXGz4/TiPcQEu/eQ04HsJY0yS9I0kY68NctLvCPKBdZL+DryP25x7LHA4kJgmYinuIeVWnKf+PFws+c/iZObi9gvcjdtUewDuHq3sRZ3vBb4F3CLpsGCefFxI1M+BHXXvPJ49nlAoxBVXXMHrr78O0Gqkt1BD5ocv0lCxmcYta7FIE5Wlmxk6dCiNjY2YWesm12nTpvlCTx6PZ4fhjfjdlz/jYt7PAlaa2eJkQma2WtKHgdzMoG1WsDH0ClwaxEE4o/hNnMc6sdjTCcGRyOPsOEO0DpflZQrwVdzbhBXAxWZ2W4LsEuByXPrJCYHcV83s5TiZXwK5uPvyNVye+WnAr3tLYTNrkfRl3MPDmcE8sdSgyTbfejye7cikSZM488wzueuuuygpKaGlpYW0zCzKl7+DNTeAGWDU1dVRXFxMXl4eZWVlDBgwgHHjxnH66af39RI8Hs8ehHwmO8+ehKRVwHtmdnIfq9LrSKooLCwsrKio6GtVPJ5dlurqan7zm9/w17/+lcrKSppbItRUVxNXMgKAnJwcJk+eTEZGBpMnT+bSSy9l8uTJfaS1x+PZHSkqKqKysrIyVXY6/97P4/F4PJ6A/Px8zjnnHMaPH8+wYcPIy80hLc39qYyFzYRCIQYOHMjkyZMpLCxkxIgRjBjRm9tlPB6Pp3O8Ee/ZrkjKljS0kyOzr/X0eDyeGOPHj+fYY48lP9+VzAiHw2RmZhIKhQiFQoTDYbKzs1mxYgVm1m6Dq8fj8ewIfEy8Z3vzNeDuTmS+iKse6/F4PH1OKBTi+9//Po8//jj19fWtRZzy8vIYPnw4RUVFRKNRWlpaWLlyJc3NzdTW1lJUVNS3ins8nj0Kb8R7tjfzcUWSOuL9HaEIgJmN2VFzeTyeXZf33nuPkpISmpubW7PQ1NbWsn79ejZu3EhWVhb9+/ensbGR+vp6VqxY4UNqPB7PDsUb8Z7tipltBDb2tR4ej8fTHYqKigiFQrS0tBCNRjEDsyh19Q0gUV/fgCQyMjKora3lrbfeon///hxwwAF9rbrH49lD8Ea8x+PxeDwB1dXV/P3vf6epqYmCggIikQjENrRmZJJeMBBCaVBTSm1tbas3fuHChWzYsIGcnByuuuqq1nh6j8fj2V54I97j6SaSDLjZzC7ra108Hk/vcscdd3D//fczePBgioqKGDhwIA0RyB4xkYbyzWQMHIXSw7Dxv+SkRRk6dCiZmZksWbKEtWvXtsbGX3llYo05j8fj6V18dhpPUiSdK8nijmZJayTNktQvxTWzAtk/dzL2wZL+KmmdpCZJpZLmSzpbUihOzjo4fr8Na9pb0pxgHY2SNkp6SNKnksh+TtJMSUXdncfj8eyaLFmyhLlz59LU1MSyZctYtmwZ4XCYvMJ+5A4YTnbRIELpGSgUIjOcxZAhQ8jJyWm9vrKyklAoxNy5c1myZEkfrsTj8ewJeE+8pzN+AqwBcnBZZC4GPi3pSIurFCYpHTgDWAWcIuliM2tMHEzSBbjKqhuA+3GVSQtwlVb/AhQG/THmB+2JJK1AmwpJRwNzgQhwJ7AU2AuYAbwp6WwzeyTuks8BPwfuASq6M5fH49n1iEaj3HjjjUgiOzuburq61r5QKA2AzPwiKBiGQmkUZtRTmA177bUXy5cvB1we+aKiIiRx0003cdtttxEKeV+Zx+PZPngj3tMZ88zsveDfdwTFTs4EPgP8J05uCjAQOA1YCEwFHosfSNIRwCzgZWCamcUnV75J0lHA8IT5l5hZMiO+y0jqDzwM1ABHmNmquL5bgJeAeyW9a2YrejJXbyEpN+H+eDye7ci8efNYvHgxVVVVRCIRcnNzaWpqIi0tjUg4m8p1zlBPa4H++x1BLqXUVqynqqqKwYMH09DQQHp6Ounp6USjUZYuXcq8efOYPn16H6/M4/HsrngXgae7vBKc90loPxt4y8xeBF4NPidyDWDAOckMVDN7xcwe7k1lAy4AhgD/F2/AB3OWARcC2cD/AUiaCdwUiHwSF8IzJv5aSadK+m8QmvNfSV9OnFjSXpLuk7Q5kPtA0tcTZGKhS0dJul1SCbCoV1bu8Xg6pbKykltvvZXi4mKqqqqora2ltraWAQMGMHjwYBrr435dWZSadUupq65i48aNbNq0ic2bN1NVVUVaWlqrmCRmz55NZWVlH6zI4/HsCXhPvKe7jA7O5bEGSbnAScDMoOkh4PeSCsysKpDJAY4DXjSztd2YL0vSwCTtlWbW3MUxvgI0AI8m6zSzVyStAqYFTf/APaR8A7gcKAnat8Rd9gXgdFzoTw1wCfB3SaPMrBRA0jDgDaAJuBkow92nv0oKm9k9CarcjkvH+XMgI1FPSRWdrLOwk36Px5OEOXPmUFJSQktLS5v2mpoa+vXrx9bAQYeZUVtV3qatqamJpqYmwuFwq0xNTQ1z5szxm1w9Hs92wXviPZ1RJGmgpFGSvomLid+CC0GJcRIuZj7mRX8UZ4SeGiczDvfQ2F0P8wXBfInHCd0YY19gabIY/Tg+AEZIyjezD4C3g/Z/mtlfgiP+7cG+wFFmdr2Z3Qx8FXcP4r3s1wFR4NOB3G1m9mXgGeCX8Zt4A7YAU8xslpn9oRvr83g8PWD+/PlJY9fT0tKQRE5+QZv23GFjCaW194ElG2PBggW9p6jH4/HE4T3xns5YmPB5EfBtM6uLazsLeMPM1gCY2SZJLwTtdwcysb+C1d2c/x/AbUna3+vGGPldmDfWX9AFWYD5ZvZJ7IOZfSCpChgLILd54BTgr0B6wtuEZ4AvAxOA+BQWd5hZNNWEZlbUkUKBp9574z2ebnLCCSfw5JNPkpubS22te1ZPS0ujsbGRNWvWYOF8sgqHk5aRSeaoA4g01JGZnkEkzmjPycmhqqoKgIKCAjIy3Mu0KVOm7PgFeTyePQJvxHs640LgY6B/8O/JQKsBL2kAblPrjZLGxV33MnCNpKFmVgxUBe3drYCy1sye21blA6q7MG+sv6sPGWuStJUDsfSbg4Ai3JuLi1OMMYi2RvwnKeQ8Hs92ZMaMGSxcuBBJNDQ0EI1Gqa+vbzXKo9EITTUVFAzbm6pV/wWFyCjdTGE4zIEHHoiZMX/+fJqamgCora1lxIgRFBYWMmPGjL5cmsfj2Y3x4TSezvi3mT0XbDidiovrfiAuFOQMXOjM1cDyuGMm7vt1ZiD3MdAC7L/jVG9lCTBRUrgDmQOA9bEY/i4QSdGu4By7P/cAx6c4EkOL6rs4t8fj6UUKCwu58MILMTPC4TDZ2dk0N7fdcmPRKDVb1kHcy7L6+nrC4TC1tbVEo1vbo9EotbW1XHjhhRQW+pdjHo9n++CNeE+XMbMG4FrgIJzxDi4Lzbu4TZ6Jx+tBP0E8+ULgC5JG7lDFXX74LNrG6Lci6Uhgb+CpuGZLJtsNtuC8+goegpId5Z0N4vF4dgxTp05lwoQJrXHtWVlZbfpDaWmkZWa1u05Sa+hMfNvYsWOZOnXq9lPY4/Hs8Xgj3tNdHsEVdLpa0mjgCOAhM3s08QAeAA6VND649he479y9QbaaNkg6QtIZie29wGycUf07SaMS5izCxdzXA7+L64ptYi3algnNLILLk/81SRMT+yUN2pZxPR7P9iEUCnHFFVcQq2EXi2svKSlh87rVVBWvpaZkPTUbPqZ67UeUbdlIZWUly5cvJzc3tzUrDUA4HGbmzJm+0JPH49mu+Jh4T7cws4ikm3F51M/ChY/MTSE+F/gTzhs/M0jleAlwC7BE0v24MJsCXPrJacD3EsaYJOkbScZeG+Sk74rOpcHDwVzgPUmJFVuHAmcnFHqKZae5XtJDQDPwZDcLMP0QV+X2LUl34MJ6BuIKZR0MjOnGWB6PZzszadIkpk+fzpNPPskXvvAF7rrrriBG3mhq2EhDVQmhDGesq6WRSFqId955h9LSUoYMGUJhYSEbNmzg9NNPZ//9+yJy0OPx7El4I96zLfwZF/N+FrDSzBYnEzKz1ZI+DORmBm2zJP0HuAI4F7e5sxp4E5eeMbHY0wkkTyf5ONAlIz6Y9wVJnwJ+HOgzBLcR9QXgV3FVaWPy70r6Me6h4su4Nwh7s9VD35U5N0o6DJf3/YxgzhJcOsufdnUcj8ez4zj//PMZOnRomyJNhrn/tjRhFkEKYRYllJFOU1MTVVVVTJkyhcsvv5znn3+eE088se8W4PF49hhkiVUsPB7PLomkisLCwsKKioq+VsXj2eV54oknuPTSSykuLqapqQkzQxLp6elIwsxaQ26GDh3KzTffzOc///m+Vtvj8exGFBUVUVlZWZkqxbT3xHs8Ho/Hk8CUKVP49Kc/zauvvkp1dTVmRr9+/cjPz8fMaGpqat3QOnz4cCZNmpRyrEgkwptvvskrr7xCRUUF+fn5TJw4ETNj4cKFfPzxx4wePZpvfOMbHH744bgyE+66ZcuW0dDQwKRJk8jOzt4ha/d4PLsG3oj37LJIyqbz4kZlZta0I/TxeDy7D1lZWTz66KM8++yzLF++nFGjRjF06FBycnKIRCJUV1dTUVHBggUL6N+/f7sMNfE89dRTPPbYYyxdupSNGzeSn59PTk4OW7ZsobKykpaWFt5++20++OADrrvuOo455hii0Sj33nsva9a4khTPPfcc5513HkVFRTvoDng8np0db8R7dmW+xtaKsKn4Ii7u3ePxeLpFKBTihBNO4IQTkm3LgYqKCt5+++2kfTGi0Sjvv/8+GzdupLa2ltraWkpLS1u9+bGQ1paWFrZs2cLChQs55phjWLlyZasBD66A1FtvvcWXvvSl3lugx+PZpfFGvGdXZj6uaFJHvL8jFPF4PJ5EPvjgA1599VXee+89GhoaCIVC1NfX09zcQiRqtLS4glKSCLW0kJaW1locqqWlpd14ydo8Hs+eizfiPbssZrYR2NjXeng8Hk8i69ev57HHHqOqqoply5axefNmcnJySEtLI6IQlpZFWn0N0ZYmCKq97r333gC8//77/OlPf6KqqoqRI0fyySefsP/++3PwwQf35ZI8Hs9OhjfiPZ5OkGTAzWZ2WSdyM4Gfm5l2hF4ej2fnZcWKFZgZzz33HNXV1YTDYTIzM5k4cSKl9VGq0gqJ1pTQ3FCPGqvpn5dFYWEh9957L7fffjuNjY1kZGRQUVFBcXExBx10EIMHD+7rZXk8np0IX07O0w5J50qyuKNZ0hpJsyT1S3HNrED2z52MfbCkv0paJ6lJUqmk+ZLOlhSKk7MOjt93cR2HBfL/m6TvX0HfV5P0fRzksu8xkn4o6eTeGMvj8ew6DBkyhBUrVrTmmw+FQhQWFpKdnU2/wUNJC2cTSssgnFtAfmERgwYNYtWqVVRWVtLY2AhAc3MzmzZtol+/fixcuJAlS5b05ZI8Hs9OhjfiPR3xE+AcXMGjV4GLgacUy38WICkdV8xoFXCKpDBJkHQBrqjT54H7gYuA64Ao8BfgwoRL5gfzJx5/7aL+7wL1wBFJ9P0s0JKkbygwFnili3PEcx2QmAPuh8DJ2zCWx+PZhdlnn31YvNjVwZNEQUEB2dnZNDU10dTQQPagUaSlZxBKT6do4BCys7M7jYO/6aabiAahNx6Px+PDaTwdMS+ukukdge1+JvAZIN5TPQUYCJwGLASmAo/FDyTpCGAW8DIwzcziK5/eJOkoYHjC/EvM7C/bqryZNQce9SMTuj4F5OIeBhL7Yp+7bcSbWQvuwcDj8ezh/O53vyMUCpGTk0NGRgZFRUXU1tZSUlJCNDOP5pYssvsPIaf/ULR5GSUlm8jIyCAUCrUx1HNycgAwM5YuXcq8efOYPn16Xy3L4/HsRHhPvKc7xAzbfRLazwbeMrMXcR77s5Ncew1gwDkJBjwAZvaKmT3cm8oGvALsJWmvuLYjgfXA34BDJGXF9R0Rd10bJJ0q6b+SGoPzlxP6Zwbx87HPhstj/624UKB74vr3knSfpM3BmB9I+npPF+zxePqWtWvX8sgjj1BSUkJdXR2VlZVs2bKFxGrKdaUbqd60mvItG6mpqaG8vJxwOExOTg5ZWVkMHDiw1YiPMXv27NYQHY/Hs2fjjXhPdxgdnMtjDZJygZNwBjHAQ8A0SQVxMjnAccCLZra2G/NlSRqY5EhdVaU9rwbneI/7kcBrwOtAJnBoQt8KM9ucMM4XgFtw3vurgCzg75IGdDD3OUAd7u1DLBTodgBJw4A3cKFFNwOXARuAv0o6N9lgkio6Oui88JXH49kB/OQnP6GmpqZNW11dXbtQGDOjoaKkTVtjYyODBw9m6NCh5OXltRu7pqaGOXPm9L7SHo9nl8Mb8Z6OKAqM5lGSvomLid8CvBQncxKQA8S86I8CGcCpcTLjcKFbi7o5/wXBfIlH8soryXkdF3Pfzog3sy3Ailhf4JE/mOShNPsCR5nZ9WZ2M/BV3LpTes6DUKBmYKWZ/SU4Xg+6Y3sBPh2MeZuZfRl4Bvhl/CZfj8eza7FmzRpCobb/C8fi4uPJ6TeYUFrbqNZQKERjYyNVVVU0NSUvNr1gwYLeVdjj8eyS+Jh4T0csTPi8CPi2mdXFtZ0FvGFmawDMbJOkF4L2WDXV2F+u6m7O/w/gtiTt73V1ADOrkPRfthrqo4ERbPXQv85WA/8zuAeQZEb8fDP7JG7cDyRV4TbBdotgY/ApOK9+uqSBcd3PAF8GJgBtUlGYWVEn41bgvfEeT58zatQo6uvr2bx5c2tF1qKiIgoLCwmHw9SQRd3AkVj5esKFA4hs3hoek56ezsaNW8tfDBo0iNzc3DbjT5kyZccsxOPx7NR4I97TERcCHwP9g39PxoWHABCEkkwBbpQ0Lu66l4FrJA01s2KgKmjP7+b8a83suW1VPo5XgfMk5eEM9npc5hpwYTXXBYb1kXHyiaxJ0lYOJE252QmDgCLcm42LO5Dx+eQ8nl2Q66+/nnPOOYeRI0dSU1NDU1MTzc3NNDQ0kJ2dTUV1Ew0l64hUFCPB4EFDyWquIjMzkw0bNrQZq6Kioo0Rn5eXx4wZM3b0kjwez06IN+I9HfHvWHYaSU/gDN8HJB1iZlFcWskM4OrgSORM4A+4B4EWYP8doHMyXsE9hHwOZ6i/GWSSAeeJHwBMDPpKzCyZ8RxJMfa2FHaKvWe/B3gghUx3Q488Hs9Owl577cWUKVN45plnqKqqIhJxvz5qamoYOHAg9dUN0N9tpzGD+poqBvTPbfXax5PYduGFF1JY6F+4eTweb8R7uoiZNUi6FngQZ7w/hMtC8y7wyySXXBH0/8HMaiUtBL4oaaSZrdtRegfEb249Eng6ru9DXJjPUcDhbFt++I5o/1fZxfVXA+qlNw0ej2cn46qrrmLevHmtBnyMuro6UPt4+dg5Ly+P6uqtkYexOHpJTJgwgalTp25nzT0ez66C3zzn6Q6P4Ao6XR3Elh8BPGRmjyYeOA/zoZLGB9f+Avd9uzfIVtMGSUdIOmN7KG1mq3ApJacCB+BCaGJ9UVzO++/gPPLJQml6Qi0udCZenwguj/7XJE1MvEDSoF7WwePx7GDS09M577zzMDMaGxupq6ujtraWuro6hIg2N1NfvonK9Sso2bCGVatWsWHDBtLT0+nfvz9paWlkZGSQnr7V13b55Ze32zDr8Xj2XLwn3tNlzCwi6WbgJtzGVQFzU4jPBf6E88bPNLNXJF2CS9O4RNL9uDCbAlz6yWm4yrDxTJL0jSRjrw1y0neHV3FvECDOiI/7/LPg373tiX8b+JKkK3ApJD8xs3/jKrl+EXhL0h24+PeBuM21BwNjelkPj8ezg/nWt77Fb3/7W9avX08kEqGlpSUwznOp2fixSy8ZjVBZV011OfTv35/a2loyMlwW3UgkQmNjI9FolK9//etMmjSpj1fk8Xh2JrwR7+kufwZm4oz4lWa2OJmQma2W9GEgNzNomxVUUL0COBe3ebMaeBOXqjGx2NMJJE8n+TiwrUb8MjMrTeiLpX1swBndvckPgDtxKSWzgXtxew02SjoM+Hmg1xCgBPgA+Gkv6+DxePqIr3zlKzzzzDOUlpaSlZVFfX09NNXRXFaMohEsGgWLYogBAwaQk5PT6n0fNGgQEydOpKamhvPPP7+PV+LxeHY2vBHvaYeZ3YPbdJmsr5qE8JAOxjkwSVvMYO/s2m3ZMNrReLfg3gIk63uaDjaoptLFzMYkfJ5J8MAS17YcOCbF9cXARcHh8Xh2QwYNGsTJJ5/MkiVLKC4upqqqirS0NCrLS2lpES0tLUQiRnp6OuFwmH322YeysjKOPPLI1lj5ww47jPz87ib38ng8uzveiPd4PB6Pp4vU19fz9NNP89JLL1FVVcVrr72G5IzxffbZh02bNjF58mQ+//nPU1hYyJe+9CX++c9/MmrUKMrKyvjc5z7H4MGD+fznP8/TTz9NSUkJDQ0N5OfnM2DAAMaOHctRRx1FWVkZAFlZWRx99NF9vGqPx7MzomQprTyenR1J2XRe2KjMzJKXPNwNkVRRWFhYWFFR0deqeDy7JWbG73//e/7xj3+wYcMGNm3aRHNzM2lpaYTDYQYOHMjo0aPJy8vjC1/4Av/7v/9LVlYW5eXlrF+/nkGDBlFaWkpBQQEjR45k5cqVLFiwgKKiIvbee28yMzMZNWoUAwYMYOPGjZSVlTF27Fiys7P7eukej6cPKCoqorKysjJVsUdvxHt2SSSdy9aKsKn4opm9sP212TnwRrzHs31Zv3493/jGN3j//fdpaGigoaEBgFAoRCgUIisri4MPPhiAgw8+mHPPPZcDD2wXVejxeDxdojMj3ofTeHZV5gPHdyLz/o5QxOPx7F7U1dWRnZ3dGpMeo6SkhBUrVlBXV0dL1DAzJGFmRCIRzIxoNEooFCI9PZ2srKw+WoHH49kT8Ea8Z5fEzDYCG/taD4/Hs3tQXV3NAw88QH19PevWrePdd9/l2muvZc2aNZx44olUV1fz8MMPuwqqoXQMQ2lRQjhDPhqNEolEeP/999lnn30YMWIE//73vxk2bJjflOrxeLYL3oj37LZIugc4JjGLTA/HHAN8Anw7yOLTq0iaCfy8t7PzeDyejrnjjju48847GTVqFJs2baKyspILL7yQQYMGUVxczP7778+bb75Jeno6/QYPpz6zgMLcbMYWpbN27VpaWlpac7o3NTXx1ltvsXbtWjZv3syVV17Z18vzeDy7IXtU6TdJB0p6SNJGSY2S1kj6s6S9U8gfLOmvktZJapJUKmm+pLOltnWzJWVJulLSm5KqJDVIWiLpD/HjS3pB0nsp5hsjySRdFtc2M2iLHTWSPpR0taR272olzQrk/pxk3E6PQP7c4PNBScY/WdJzksol1UtaLOkXktq5moK1mqTHkvQdFPSdm+xedERX77XH4/F0hSVLljB37lyamppYtmwZlZWVANTW1hKNRpk7dy6LFi1i2bJlAGRkZpLdfxhFw8cwduxYRo4c2ZoiMjs7m8zMTNauXQvA3LlzWbJkSZ+tzePx7L7sMZ54SWcADwCbgTuANcAE4DzgdEnTzOzlOPkLgFtxVTbvB1bgqotOAf6Cy4xyayA7CFgAfAp4MpCvA/bF5UQ/CxjcwyVcEIxZCHwV+DVwCFurkCIpPfi8CjhF0sVm1ghsAc5JGO/6YLzru6pAUK31ElxBpOuAKuAI4Me4e3hsEOaSyEmSDjSzD7o6Vwc67Ih73RGrcUWbmrfjHB6PZwcRjUa58cYbkUR2dja1tbWtfeFwmFAohJnx9NNPk5GRQXOz+18/3G8o4dxMhgwpbDXYAdLS0sjNzW39LImbbrqJ2267jVBoj/KbeTye7cweYcRLGo8rXrQUONrMyuL6bgNeAx6RtJ+ZlUk6ApgFvAxMM7PauOFuknQUMDyu7T7gAOCrZvZ4wtw/A67phWU8bGYVwZi3Av/GGc7DzWxDIDMFGAicBiwEpgKPBfr/JUGvHwAVZtamPRWSzsYZ8A8A3zSzaNB1p6SHgbm4aqRTEi5dBfTD3YPTurza1OyIe90OSWlAevBQ1LA95vB4PDueefPmsWjRImpqagiFQmRnZ9Pc3ExmZib9+/dvlausrCQzM5PMzEyyh+1NdOJhRFb9m3Xr1tG/f39KSkowM/Ly8pBERUUFkUiE3Nxcli5dyrx585g+fXofrtTj8exu7ClugR/gvKcXxBvwAGa2CrgKV/b+gqD5GsCAcxIM+Ng1r5jZwwCSPgd8GZiTaFQGsnVm9sNeXAvm8oK+GHwcE9d1NvCWmb0IvBp87i2uAcqAi+IM+Jg+T+PSPR4v6fCE6ypxlVJPkbR/TxTojXstKSTpB5I+CkKqNkr6o6S8BDkLwnO+KWkJ0AgcHheadG6C/H6SHpVUEhdm9OO4/gMl3SNpZRD+UyzpLkkDenBLPB5PD6isrOSWW25praRaXV1NU1MTw4YNY/DgwaSnOz9XRUUFW7Zsoba21h2VFUSaGti8cjFr1qyhuLiYmpoacnNzCYVCFBcXU1FRQXV1NcXFxdTX1zN79uzWMB2Px+PpDfYUI3468ImZvZqi/xGcd3WapBzgOOBFM1ubQj6erwTnLnm0e5GxwbkUQFIucBLwt6D9Idx6Cno6kaQJuNCjx82sOoXY/cF5WpK+m4Bq4Gc9VKU37vWfcSFEL7D1zcJ5wOOSEjeTTgF+E8x3GSmy4QR7B94AjgZmB7JP4753MY7H/czuBv4X9/M5E5iXZN6kSKro6KDz4lcejyeOOXPmsGnTJqLRrX6JSCRCXV1dG7mampo2n2urKqjfspZopKW1LRqNUltbS1NTE01NbWvMVVdXU1NTw5w5c7bDKjwez57Kbh9OI6kQF/rSznMbw8waJS3DxVWPw92XRV2cYt/g3FX5baV/EPNeAJyKi4tfZGZLg/6TgBzg4eDzo8DNgWxnRZE6I7bGjmLaY337JnaYWbmkPwI/krSvmX3UQz226V5L+jxwLnCamf09rv1NnFF9AvBM3CUTgP3MbFmc7JgkQ/8RiAIHm9m6ONl44/xWM7shQZ83gAeBo3ChWx6PZwcyf/78pHHqiW3JPis9M+l1ycaL/SpYsGCBz1Tj8Xh6jT3BEx/LmpLKg0xcf0FwdEU+Rnflt5WPcRtUPwZ+C7yJM+RjnAW8YWZrAMxsE87bfFYvzN2VexjrS+X5vxGopWfe+J7e69NwIUEvShoYO4CXgAhwTIL88/EGfDKCjbZH4UJ81sX3WVw5ZDOrj7smK5j3jaDp4K4ob2ZFHR240CWPx9NFTjjhBPLy8sjIyGhty8jIoKmpidLSUhobGwFXNTH+mbxwwCByBo4gMzuntS0zM5Pc3FwyMjLIy9sanRcKhSgsdC/JpkxJ3DLk8Xg8285u74lnq8HXWbWN/EC2qovyMeLlK7qlWWosSdvJOCO4CVhtZqtjHUFc9RTgRknj4q55GbhG0lAzK+6BPl25hx0a+sGG4T8BV0u6dhv16Om9Hg/0xz0MJWNQwudPujBmLKypw7cDkvoDP8eF0CRmz/FhMB5PHzBjxgwWLlxIKBSivt49Z5eVlbXGrldXVzN06FBycnIYMWIEtbW1NDY20lhfT6hyC4PGTuaAISHKy8spKyujrKyMgoICBg4cSF5eHpFIhOzs7NaMNTNmzOjL5Xo8nt2M3d4Tb2aVuFjmA1PJSArjQicW4zzdLUBXN2HGEgB3Vb4Bt8k2GTlxMom8aGbPmdlL8QZ8wBlABnA1sDzumIn7GZ/ZRd1SEVtjynsY17e4A5kbcOkgf9pDPbZ1g2wI9104PsVxQ4J8Pb3Hw7jY+9nAKbiHri/H6eXxeHYwhYWFXHjhhUgiJycHSbS0tLSRicXDp6WlUVtbS11dHXXVlZQve5P6qjJCoRDr1q2jrq6OmpoaiouLiUajZGVltW50NTMuvPDCVo+8x+Px9AZ7ivHwFLB3kDoyGacBWcBTQTaahcAXJI3swthzg3NXM8GsAUYrSaEmYGJwTjTSO+Ns4F3g9CTH693QLSlB3P1yXL73vBRi3wjOT3UwTikudefXcXsPukt373UiHwMDgJeDB6LEo6MHkFSsDM4pHywk9cNtlv61mf3czB4zs2fjrvV4PH3E1KlTmTBhQqfx7JLabVitqyhh8+bNbdqi0WirVx9cOM3EiROZOnXqdtDe4/HsyewpRvzvcd7t2YFB1YqkUbgY803A7UHzL3D35t4gWw0J1xwRFI/CzF4DngXOk9QuCbCkbEm/imt6GggDMxLk0nEpLquBV7q6MEmjcQWXHjKzRxMPXPaVQ4Nc+T3hOlwoyiy1r1Z7AvBt4Fkze72TcW7A/Sx+0l0FtuFeJ/IokAm0S0MpKbwtmXzMbAvu5zUj8aEvbmNrJNaUcPll3Z3P4/H0LqFQiCuuuAIzIxwOk5PjfuU3Nze3xsSbGZdccgkATU1NVJVuofzj9ylZvZyPPvqIDRs20NDQQH19PfX19cRth8HMuPzyy32hJ4/H0+vsCTHxmNlSSd/BFQr6UNIcnEd8PHA+zrCbFsshb2avSLoEl998iaT7cV7cApxHdRrwvbgpzsFVEX1C0uPA87iwkUk4r3MG8KNA9nHgX8AtQd7z14E8XIjFYcD3zaxtPrOOOQtnHM5N0T8X+BPOez2zG+O2wczuk3QYbt37SXqQrRVbv4nz1H+rC+NsCYpV/d82qtKde50498LgZz9T0iG4n0MUF0p1Bu4ePbcNOl2K2xz7jqQ7cG9SxuE2vB5pZlWSXgKukpQBrMeF0+y9DXN5PJ5eZtKkSUyfPp0nn3yS73znOzzzzDMsXryY3Nxcqqur2W+//TjllFN48MEHeeqpp2hqbiFq0ESU5VVbyMjIoKGhgfT0dHJycigtLWXs2LFs3ryZ6dOnM2nSpL5eosfj2Q3ZI4x4ADN7UNJHOAPvQpxXeTPOqL7OzFYmyM+S9B/gClxawkE4L/mbOGPx4TjZTYFB/n3ga8AvccbkqkDuD3Gy0cCL/KNA9nTcZtX3gVPN7B/dXNpZwMpUoSBmtlrSh4HczG6OnTjW9yUtBC7GFX/Kwm3+/CXwuw5yyCfye9zDQLu3HF3Qocv3OgXnA28H51/jijh9AtwJvNddfQKd3glCtf4fbl3hYMz74sTOwqWi/B7uoWsB8D/ABjweT59z/vnnM3ToUE488USysrKoq6vj0EMPZd26da0G+Re+8AWeffZZmltaIBrFLEokEiEcDpOZmUlRURFDhgxhyJAhnHLKKUQiEU488cS+XprH49lNUfxrP4/Hs+siqaKwsLCwoqKir1XxeHZpHnnkEf773/+2fpbEZZddxpNPPsl1113HunXraGpqIhqNkpGRQW5uLpmZmRx22GEcdNBBABx77LEcffTRfbQCj8ezO1BUVERlZWVlkEa6HXuMJ97j8Xg8nq5w1FFHsWLFitaY+EMOOYTCwkKOOeYYXn75ZV588UUqKipaN7Dm5OQwfvx4Ro8eDbg/vIcccsgO07exsZG3336b1atX09zczMiRI1t1rq6u5u2336aiogIzIzs7m4kTJ7Ju3Tpqamo44IADGDmyKzkcPB7Pzob3xHv6HElptM/RnkhNN/cK7HF4T7zH03vU1dWxYsUK+vXrx1577dXaXltbyxtvvMGaNWvIzs7mySefJCsri2uuuYampiaam5sZP358mwJS25u77rqLJUuW8PbbbxOJRNh///0ZM2YM5513HnfddRfl5eX85z//oampiYMPPpilS5cyYcIE8vPzCYVCfOtb32p9APF4PDsP3hPv2RXYi84LK11LD2P6PR6Pp6vk5ORw4IHtS2Pk5uZy3HHHAVBRUcHSpUsBl3O+qKhoR6oIwObNm1mzZg1vvfVWqy5r165l4MCBzJs3j/Xr19Pc3ExDQwOSqKurIysri+LiYvLz84lGo7z99tveiPd4dkG8Ee/ZGSjGFVvqCJ9T3ePxeBLIzMykpKSEjz/+mKrqakIZWTRGQzRsqaBp7Ubqa6qIRqNEo1HCmRkUFxeTnZ1NY2Mjubm5DB8+nHA43NfL8Hg824BPXOvpc8ysIUXxpfjDG/Eej2e3prq6mgceeIDq6uqU7SUlJcybN4/zzz+fjRs38v7771NcXExtbS3NkSjN6Tmkjdif5qJRhEYeQCi3H4Rzsaw8ogrR3NxMdXU1mzZtYt68eRQXFzN58uR286bSxePx7Dx0y4iXdKCkhyRtlNQoaY2kP0tKmu9a0sGS/ippnaQmSaWS5ks6O0nBoCxJV0p6U1KVpAZJSyT9IX58SS9Iei/FfGMkmaTL4tpmBm2xo0bSh5KuTlY1VdKsQO7PScbt9Ajkzw0+H5Rk/JMlPSepXFK9pMWSfiEpP4nsC8E4jyXpOyjoOzfZvUhFnK5/StE/K34tnh2DpDPjv7cej2fP44477uDOO+/kjjvuSNp+3XXXceutt/KjH/2IBQsW8M1vfpM33niDqqoqsrKyKBwwhNzh4xj4qS9SsM9BhEIhwgUDyC4cSN6IiQwZNZZwOEwoFKKxsZFoNMrixYv5+9//3mZeM+OGG25g9uzZ7XTxeDw7D10OpwkqlD6Ay61+B65Y0gTgPOB0SdPM7OU4+QuAW3F5sO8HVuCKJU0B/gIUBv1IGoTLm/0p4MlAvg7YF5eT/SxgcA/WCa4aal0w71dxOcIPwRX5iemcHnxeBZwi6WIzawS24IoMxXN9MN71XVVA0s3AJbg85dextVjSj3H38Fgz25jk0pMkHWhmH3R1rk5oDOa7zMxa4vRLx+Wtb8DlgPfsOM4EDqLzPPcej2c3ZMmSJcyd62r2zZ07l2nTpjFp0qQ27f/85z+ZNGkSlZWVAKxYsYKioiKWLVtGeno6ocxsogUDyeo/lIzcAuo3rUISaZlZ5Azfh/7RUjZXbiEUCrVWkK2qquLJJ59snffoo4/miSee4P7770cSf/3rX1t18Xg8OxddMuIljQfuAZYCR8cqmwZ9twGvAY9I2s/MyoLCN7OAl3GVUGvjhrtJ0lHA8Li2+4ADgK+a2eMJc/8MV1iopzxsZhXBmLcC/8YZssPNLFZwZwowEDgNWAhMBR4L9P9Lgl4/ACrMrE17KiSdjTPgHwC+aWbRoOtOSQ/jKqveG+gQzyqgH+4enNbl1XbM08BJuOqz8+Pav4Rb/z9xDzoej8fj2c5Eo1FuvPFGJGFmSOKmm25i1qxZbdrNjPfff7/1OjNjxYoVbcbKGTqGso9ep6mqhLRwDuHBe5GelU3OxMOwxfPIz8+npqYGMyMrK4uCgoLWayXxk5/8hJKSktY5y8vL+d3vfsedd97Zavh7PJ6dg67+H/kDIBu4IN6ABzCzVcBVwBCctxucwWnAOQkGfOyaV8zsYYCg+uaXgTmJBnwgW2dmP+yinl3CXF7NF4OPY+K6zgbeMrMXgVeDz73FNUAZcFGcAR/T52ngbuB4SYcnXFcJ3IJ7M7B/L+myGngd94YjnrNwD2RrEi+QdJKkpyRtCEKpPpb0syA9ZLzcC5Lek7R/8O86SeslXZUglxmEEb0tqVJSraSXJX0xydwDJN0fhFlVSLpX0qeShRNJmizpH5LKgnClNyQdnyATC7EaJxceViVpk6Srg/4JkhYEOq2R9I0kOvWX9Ee5ULFGSUslXZIgc0wwzynBvVovFyb2L0nj4u8Z7qFqdFy406rEOT0ez+7JvHnzeO+999iyZQvV1dVEIhGWLl3Kb3/7W5YsWUJ5eTllZWVkZbV9QZqXl0c4HCYrK4twOMzgvfamubaShrJioi0tNFeX0VRTTlpGmJL3F7JpzUqqq6spKChg5MiRDB06FElUV1dTWlpKTU0Na9asoaysjFj66VjIzbx58/ri1ng8ng7oqhE/HfjEzF5N0f8ILgRjmqQcnIf3RTNb24WxvxKcu+TR7kXGBudSAEm5OEPqb0H7Q7j1FCS5tltImoALPXrczFLtEro/OE9L0ncTUA38rKe6xPFX4GQF+wKC88lBezLOBWqAG4FLcSFBv8CFJSUyAHgGeBe4EvcG5zeS/idOpgCYAbwAXI1LHzkImK+4vQRyeyeexIVV3QP8BBiGe2vRBkkH4B5CxgG/wj1cAjwt6bgkej4KtATzfwD8OggDWwAsCq6vBO6RNCZunlzcQ+DXgLtwb1jeBW6W9PMk8/wUOBH4Le5+fQ73RibG9bj7WYIL2zoHuCzJOB6PZzejsrKSX//612zevLnVmI55wufPn09xcTHl5eVUVVVRVVVFUVERBQUFDBw4sDVVZENDA42NjVSVbaapsqTN+E11NdRu2UCksa61raqqCkkAlJSUUFpaSnV1NZs3b26nX3p6OuFwmNmzZ7eG8Xg8np2DTsNpJBXiQl/aecljmFmjpGW4GPZxwbiLuqjDvsG5q/LbSv8g5rsAOBUXLrLIzJYG/ScBOcDDwedHgZsD2bt7OHdsjR3FtMf69k3sMLNySX8EfiRpXzP7qIf6gHvwuhn3gPYo7mEqO2j/SRL5s8ysPu7zbEmzgYsl/TTYOxBjZCD/IIDcJuHVwHdxoTwA5cAYM2uKXSTpTmAJ8L+BLLgHi8OB75vZrEDuNuDZJDr+Abf34nNm1hwn+w7OUP5XgvyrZva9QO5u3P6N24DzzOzPQftzgU7nAP8vuO4KYDTwKTOL5be/XVI58ENJt5hZedw8GcBn43Qqwxn8+5vZIjN7VtL3gIEdhWdJqkjVF1DYSb/H49nJmDNnTjvjuba2lpaWFpqbm2lqamrT19zczKBBrjZecXFxm76G2lpCA7KJ1m31FWVk5RBtaYLMrcWnzIxIJNI6VzyRSIT+/ftTW1tLRkYGhYXu10pNTQ1z5szhyiuv7OGKPR5Pb9EVT3wsa0pneaaqcQZyQdznrtBd+W3lY9wG1Y9xHtE3aRv3fRbwhpmtATCzTTgvcWLIybbQlXsY60vl+b8RqKWXvPFmthln1H49aPo68C8z25JCvtWAl5QvaSBuz0MOkLjjqRL3JiN2bRPwH7a+/cDMIjEDXlJIUn/cw99bwMFxY30ZtxH3z3HXRnF7LloJrv8i7iGkUNLAQMcinGf9M8FbonjmxI3ZALwPRHB7NGLtS4EKID4D02k4T3x1bJ5grgW4DcGfTZjnrpgBHxDbAD4Wj8ezRzN//vxWr3gMSUhKGoMeL9uuX1A49iAy8/sBkJ5TQM7AYYSDzzEyMjLIyMhonSeeUChEQUEBw4YNY+DAgW0qzy5YsGCb1ujxeLYPXdnYGjMu26VATCA/kK3qonyMePmKLl7TGcnSI56MM4KbgNVmtjrWIWkAbkPpjfGxyjhj6xpJQ82srcuje3TlHnZo6Acbhv8EXC3p2h7oEs+DwG2SRuE28V6QSlDSZFxGnWNp/6CR6AFea7GAyq2UA23KH0r6Fi7cZhLOWx0jvnrraGB9YGTHsyLh8zhAuDCaX6VYxgBcRqEYibH/lUBxgsEda4//Kzget5akDzy4sKB4EueJeen70Q1SlV2OEXjqvTfe49mFOOGEE3j44YfZvHlzaxx6YWEhoVCIzMxMcnJyqKtzv7YUbDZdt24daWlp5OTkUF9f33pdXmF/woUDCR94DE3V5ZR/9BqVG1YSSk8nZ++DSW/cQjgsCgsLWw34wsJCKioqWsePed6TMWVKYt4Fj8fTl3RqxJtZpaSNJBhg8UgK42K+38Z5uluArm7CXBKc9wde6YJ8Ay7sIxk5cTKJvBjLTpOEM3BG5NXBkciZ9Cz1X2yNKe9hXN/iDmRuwIWa/DT4d095DBc+ch/uwaddPnoASUU4z3MVboPux7h7fDDwG9q/0YmkmK/V5RNsFr0Hlwnnd7jUpRHgR8A+3V9Kqw6/AZ5LIZNodCfTs1Pdg7meIfXP4L/bMKbH49kDmTFjBgsXLiQjI4P6+noyMzMJh8OtBvugQYNoaGggEonQ3NzcGpceC7cZPnw49fX1NDY2gkRTdRmZ+f2pXr2oNQ4+2tJCU+UWBg8ZTvXapWzatIns7GyKioooKioiOzubpqYmsrOzSU9vbxZIIjc3lxkzZuzQe+PxeDqmq3ninwJmSDrCzF5L0n8aLozgKTOrlbQQ+KKkkWa2rpOx5+IMt7PpmhG/BjhGUlYS7+zE4Lya7nE2bmPiL5P0XRH0/6GbY7ZiZkslLcfle88zs5okYrEMKE91ME6ppFm4bEEp9yh0Q69KSfOAU4C/m1lVCtFjcF7sU8zspVijUhT56iKnASuDMVu99kneMqwGvpDk5z0uQS5W0bXBzFIZ8b3Fx0B2L8/ji2t5PHsghYWFXHjhhfz+978nP3/ry1ozY8qUKSxYsIDsbOe32rRpU5tro9Eozc3N1NTU0NTURLRZtHz4Ev33O5KW+rZ/ZiJN9ZSUb6QliIFvbm7GzBgwYADhcJhwOJxSRzPjwgsv7NBL7/F4djxdzU7ze5zndbakNiEAQSjGb4FNwO1B8y+Cse9NEoeMpCPkikcRPBQ8C5wnaXoS2WxJ8eERTwNhXGaTeLl0XDhINV17GIhdNxpXcOkhM3s08cBlETlULld+T7gO6A/MUvtqtScA3waeNbPXOxnnBtzPItnm023h18C1OA92KmKe5HhPeiZwcQ/mTTbmZ3GbWOOZj/t5fzdOLgR8L14oiPF/CbhIrnhYG5K19YBHgaMlHZNknoFKDDLtGrX4UBiPZ49k6tSpTJgwoTXGPRQKMXHiRK666qo27ZmZmW2ui/2qid/8ambUbfqErP7D2shm5BbR1NjW7xUL04kRCoWYMGEC48ePb6fL1KlTe2GlHo+nN+mSER9s7vsOLnPKh3J5tr8TGNfv4mKkz4jlkDezV3Bp944Blki6PpC/TNKTOCN7QNwU5+BCEJ6Q9Jik/5X0XUm/A5YHc8d4HLch8xZJf5H0Pbn83q8CJwA/SuHpTsVZOENybor+WHuPcsab2X24zZjfBP4t6QpJMyTdhfO+Lwe+1YVxtuAq3R7UE33ixnvTzGaa2ZsdiL2Gi+O+N9D7cuANehYOMhe3sfMxSecH36VnaB9O9E/cptibJd0SZHF5GvdABG092N8DMoFFwXduhlx+9gXA33ugayK/xWUTmi/pNkkXSPo/SX8B1gJpHV+elLeBIkk3Svq6pK90eoXH49ktCIVCXHHFFa2x7WbG5ZdfTnp6epv2oqIivvzlL7deM2DAAM466yzMjKamJuprq2mqLqOhbCNKSyd74MjAGDcUzqWxoa41NKexsZGmpiYXhhNgZlxxxRVceeWV7XTxhZ48np2PLv9fGaQL/AzOWL4QmI0zvh/Hpdp7KUF+Fi4f9qu4HOOzcZlVMnCZUGbHyW4KZK8G9sKFtczCpT18OJg3JhvFpUX8f8ChuKwtPwWagVNjaQi7wVnASjNLGosebID9kF7IUmNm38eFkcRiy/+E8zz/EjjMzDZ2cajf03aD5nbFzEpx93wj7o3CD3BvT67q6LpOuAf4MfApXDGrE3AhRW8lzB3B5c7/G+57dD0uFWTME98QJ7sI9115FvemZhZwHs7L3dGbhm4RFDA7GhdiNQX4I+6e7IX7DqeKge+I23G1Es7F5er/Yy+o6vF4dhEmTZrE9OnuZfT06dOZNGlSu/YTTzyR2bNnc+SRR7LXXnsxefJkLrvsMsaNG0ddXR2N9bXUrFtCfcl6atYvp3bjSiKRFqItLZR9+AINtbVEo1HKyspajff6+noOP/zwNvOm0sXj8excqH0SEY9n50fSybiNuEd1UIRsj0JSRWFhYWEs04TH49m+VFRUcPPNNwNw6aWXUlRU1KPxqqureeKJJzjxxBPbxMcntm/cuJEbb7yRK664gsGDBzNz5kweeughyioqaI5AKC2Ngn4Dqa0qB4tikSgt0SiKtjBi+DCampoYNmwYzc3NHHnkkUyePJlwONxm3lS6eDyeHUdRURGVlZWVqbLTdXVjq8fTZ0jKTshTn4bL0lOFK+Tk8Xg8uzz5+fmcfXb7yM3E9mHDhvG73/0OcJtbc3NzOfTQQ/nggw+oqKggIyODIf1yKbNGwuEwLS0tVFdXA5mMHTuWmpoaDjzwQPr3d1GJhYWFnHrqqV3SxePx7Dx4I343IDBqO9u4WdPNvQI7E7dKysDF4Ydx2XSOAH6cUEXW4/F4us3mzZuZPXs2n3zyCaNGjaKgoIARI0ZwzDHHMHTo0Hbyn3zyCU899RTV1dVs2bKltYJqXxAKhTjmmGNoaGhgn3324Z133mH06NEMGTKEzMxMIpEItbW1vPPOO/Tr1499992XkpIS+vVzOSrC4TBHHHFEn+nv8Xi2HR9OsxsgaQxtCyQl41ozm7n9tel9gpzyV+Dyx2fhCj3dug37H3ZrfDiNx9N9KisrOf3001m6dCnV1dU0NDQwdOhQRo8ezac//WmuuOIKRo4cSTQaZdmyZbz77rv87W9/o6KigpaWFkpLSzn66KP5zW9+0+Nwmp5QXFzM+vXrGT58OGVlZQBMnDiRhoYGli9fTlZWFo2NjWRnZzNu3DhWr15NZWUl48ePJy8vr8/09ng8qfHhNHsGxcDxncis7KR/p8XM/oLb9OnxeDy9yiuvvMKqVauoqamhurqaaDTK+vXraWhoYN26dSxbtox99tmHFStWUFJSwubNm6mrq2PMmDGtBZo++aQzH8r2Z+jQoa1vDYYN25peMi8vj09/+tPt5MeOHbvDdPN4PNsHb8TvBgRFkLZ3gSOPx+PZbXj//fd55513WLFiBdFo1KVejEaxqNHc3ExZeQX1LUbG5ipKWtayYaWrIVhbXUtzUwNVVVUMGOAyJSercurxeDzbG/+bx+PxeDx7FEuWLOGhhx5i8eLFRCIRMjIyMDMUSsMsitLTiSqd5swCOGAa9TkFNFe50NNwczOhmjIaGhpYunQpQ4cOZdy4cdTU1LSG0/jMLh6PZ0fgqzd4PN1E0guS3utrPTwez7axZMkS3n77bd5//30WLVpERkYGQ4cOZdDwvSgc92nyBo0kd9Bw8obtQ0ttJelZuWQNGA5AekYGY8aMIRwOM3LkSKZNm8aAAQN48MEHW8e/4447uPPOO7njjjv6aokej2cPwBvxXUDSgZIekrRRUqOkNZL+LGnvFPIHS/qrpHWSmiSVSpov6WxJoQTZLElXSnpTUpWkBklLJP0hfvyODEdJYySZpMvi2mYGbbGjRtKHkq6WlJVkjFmB3J+TjNvpEcifG3w+KMn4J0t6TlK5pHpJiyX9QlI7N1WwVpP0WJK+g4K+c5Pdi46QlC/pWkn/DXQol/QvSV9NIjs0uIft1uLxeHZtqqurWbZsWevnqqoqhg4dyvC9J5Ddfyjh/H5kZOejtDTSwtkAFI07hLzh48gr6s+gQYMYOnQoQ4YMIRqNUlxczPz581myZAlLlixh7lxX6Hvu3LksWbKkT9bo8Xh2f3w4TSdIOgN4ANgM3AGsASbgKoGeLmmamb0cJ38BcCuuquj9uEwqBbjKnn8BCoN+JA0CFuCqlj4ZyNcB++Kq2p4FDO7hEi4IxiwEvgr8GjgEOCNO5/Tg8yrgFEkXm1kjsAVXlTee64Pxru+qApJuBi4B3sZVfK0iSBGJu4fHpqhWe5KkA83sg67O1YEOw4DngfG4n8MfgHzcff6HpJvN7LK4S4YCP8fdk/d6Or/H49k5iEajPP/882RlZdHQ4Ao+FxYWkpmZifIKCGcXUFdRDEC4cBDZA0fS0lBL2X9foaWhjozKMjY0VVFUVERFRQX/+c9/AFi/fj3XXHMNhYWFSHLhORI33XQTt912G6GQ95l5PJ7exRvxHSBpPHAPsBQ42szK4vpuA14DHpG0n5mVSToCmAW8DEwzs9q44W6SdBQwPK7tPuAA4Ktm9njC3D8DrumFZTxsZhXBmLcC/8YZzsPNbEMgMwUYCJwGLASmAo8F+rfJCiPpB0BFkDGmUySdjTPgHwC+aWbRoOtOSQ8Dc4F7Ax3iWQX0w92D07q82tTchzPgTzSzeXH6/SHou1TSf8zsr70wV4+RlAlEzaylr3XxeHYn5s2bx8qVK8nPzycUCpGdnU1+fj6RSISSDWtpyh5KWmaYvMF7kb/v4SiURs26pbQ01LkBzFVqzc3NpaysjOHD3a90M+O9995j2LBh1NbW0tTURHZ2NkuXLmXevHlMnz69D1ft8Xh2R7xroGN+AGQDF8Qb8ABmtgq4ChiC83aDMzgNOCfBgI9d84qZPQwg6XPAl4E5iQZ8IFtnZj/sxbVgrijAi8HHMXFdZwNvmdmLwKvB597iGqAMuCjOgI/p8zRwN3C8pMMTrqsEbsG9Gdi/JwoEY38JuDvegA90iAIXA+WBrkg6Bng3ELk7Lmzo3IRx9w9Cf+okrZd0VZK5syVdJ2llEIq1OggjSo+TiYUtXR6EVn0C1AMje7Juj8fTlsrKSm677TbKy8vZsmULdXV1lJaWUllZSWlpKfU1VVikmUhTI3WlW18ORhrr2o3V0tJCNNrmVxrRaJTS0lJKSkqoqqpi06ZNVFdXM3v2bCorK7f7+jwez56FN+I7ZjrwiZm9mqL/EaABmCYpBzgOeNHM1nZh7K8E5x2d/zyWHLgUQFIucBLwt6D9Idx6Cno6kaQJuNCjx82sOoXY/cF5WpK+m4Bq4Gc9VCV2r+9P1mlmVcDjwERJ44CPgJ8E3XfgQorOAV6Ku2wA8AzO2L8S97bmN5L+JyYQ7H94ErgU+Afwv8E1PwHuTKLKDNwD4a24B8Q2FXYlVXR04EKmPB5PCubMmdOaDz6eqqqq1tCaGM31tVikBYu0kDWg7fN0RkYGWVlZ7TLP5ObmUlPTtjB2VVUVNTU1zJkzpxdX4vF4PD6cJiWSCnGhL+285DHMrFHSMlwM+zjc/VzUxSn2Dc5dld9W+gde3wLgVFxc/CIzWxr0nwTkAA8Hnx8Fbg5k7+7h3LE1dhTTHuvbN7HDzMol/RH4kaR9zeyjHaGHmT0paR4u7v/1FKFDI4GzzOxBgGBD8Grgu8DTgczZwDHAkWb279iFklYCv5b0GzOL3/U2HBhnZqXdWp3H4+kS8+fPB2iNWY8RCoVIT0+nJbJVNi0jTPmKd2iqKiGUkUX2oL2wlibCTZux6hLWrFlDVlYW++7rfr00NzeTnp5OVVVVm7ElAbBgwQKuvPLKHbBKj8ezp+A98amJuVhSeZCJ6y8Ijq7Ix+iu/LbyMW6D6sfAb4E3cYZ8jLOAN8xsDYCZbQJeCNp7SlfuYawvlef/RqCWnnnje0OPRCpxby0AMLMm4D9sfdMBLpZ/EfCxpIGxA/hX0H9MwpiPdGTAm1lRR0egk8fjScEJJ5yAJAoL2760ysvLIzc3l8wsl4kmPSub9HA2jeXFmEGkqYHGso0UTTiUUChEY2MjZq4oVGlpKePHjyc/Pz/p2LHPU6YkbvvxeDyenuE98amJGXWdVerID2SruigfI16+oluapcaStJ2MM4KbgNVmtjrWIWkAbkPpjUEYSYyXgWskDTWz4h7o05V72KGBHWwY/hNwtaRre0GPim3RIwlrLd7d5igHDoz7PB73FmBLijEGJXzu+9rtHs9uzIwZM3j++ecByMrKorGxkebmZsrLywFQThED9j8alX5C+eq2qSGjkRZa6mtorK9v097Y2NgmFKeoqIisrKzWja2ZmZnk5uYyY8aM7bw6j8ezp+E98Skws0pgI22NsjZICuNivhfjPN0tQFc3Ycb+QnRVvgG3yTYZOXEyibxoZs+Z2UvxBnzAGUAGcDWwPO6YiftunNlF3VIRW2PKexjXt7gDmRtwaS1/2sd6xBNJ0a64f4dwMfPHpzgeSLi2Ho/Hs90oLCzkoosuAiAcDreLYY+0tFC7YQUAmbltX8qFMjLJyC0knJ3Tpj0cDpOV1bb0RlZWFgUFBa2VYC+88MJ2HnqPx+PpKd6I75ingL2D1JHJOA3IAp4KstEsBL4gqStZReYG565mglkDjFaSQk3AxOCcaKR3xtk4I/P0JMfr3dAtKUHc/XJcvve8FGLfCM5PdTBOKS5159dxew+6S+xefyNZZ1Bw6kRgqZmtiE27DfMk8jHQP3iISnas7IU5PB5PN5g6dSrjx48HXDaZxBdqkSb3LJ0zYCg5Q/cmLTNMZn4/+k/6HAqlUTRwCDk5OUgiMzOTyZMnEwqFkMSECRMYP358a074UCjExIkTmTp16o5dpMfj2SPwRnzH/B7n3Z4tqV98h6RRuBjzTcDtQfMvcPf03iBbDQnXHBEUj8LMXgOeBc6T1C6BcJCa8FdxTU8DYVwGk3i5dFxGk2rgla4uTNJoXMGlh8zs0cQD5yU+NMiV3xOuA/oDs9S+Wu0JwLeBZ83s9U7GuQH3s/hJJ3LtCLILLQS+E8wZr0MI+FOg4y/iumIpQou6O18cj+IevL6V2CEpL8UDmcfj2Y6EQqHWDaYZGRlkZmbS0tJCRUUFZZs30FC5herNa6kv30L2wFFk5g/AIi00lG2kqbqMqvISBg0aRFFREbm5ua0bVwGuuOIKrrzyytYHAzPj8ssv94WePB7PdsHHxHeAmS2V9B1cMaAPJc3BecTHA+cDmbiiTmWB/CuSLsHlN18i6X6cN7YAl35yGvC9uCnOwVVsfULS47iKonXAJJzXOQP4USD7OG5D5C1BjvnXgTzgFOAw4Ptm1ja3WcechQv9mJuify7OuD0bF16zTZjZfZIOw617P0kPsrVi6zdxnvp2Rm6ScbYExar+bxtVOQd3f58Kfi6v4e7fmbj7d0tCoadVuPz2F0qqxhn1/zaz7sSt3wd8DZdr/njczywT2A8XynQIrqKvx+PZgUyaNImvfOUrPPnkk+Tn51NeXk5tbS0oRMOiV6jJySdv0AjKiteSNWA4IBrKN1G2+DVymyuoj9RTVVVFYWEh77zzDgcccADHHnsskyZNAmD69Ok8+eSTTJ8+vbXN4/F4ehtvxHeCmT0o6SOcMX0hzmO7GWdUX5cYEmFmsyT9B7gCOBe3ebEalxXm62xN5YiZbQoM8u/jjL1f4gz3VYHcH+Jko4HH/keB7Om4zarvA6ea2T+6ubSzgJVmljQG3MxWS/owkJvZzbETx/q+pIW4okrX4EKQPsGt93cd5JBP5Pe4h4F2bzm6oMN6SZ/BPQScijPeG4F3SHL/zKxF0jeB3wCzcf+vfJtubD41s4ikE3FFw76B+5nV4Az3XwPru7sOj8fTO5x//vn069ePV155herqampra2lubsaaG2ipacYyQ0QaG1FTBekZmTRXVxKNtBDNCtMQaWb06NFUVlZiZqxfv56rrrqqzdhDhw7lxBNP7MMVejye3R21T7Dh8Xh2RSRVFBYWFlZUVPS1Kh7PLsP999/Pb37zGzZv3kx1dTXRaJRwOMz48ePZvHkzAwcOJDMzk7KyMsyMwsJCGhsbGThwIAcccAAffvghAwcOZM6cORQVFfX1cjwez25EUVERlZWVlUEa6XZ4T7zH4/F49liOOuoo5s2bxxtvvEE4HKa5uZlPfepTHH744WRlZSGJ+vp6wuEwdXV1pKWl8dFHHxGJRMjNzSUtLY1Ro0b16Rq2bNnCokWLyMnJYcKECTz11FMUFxdzwAEHMHnyZEaMGMGKFStYtWoVI0aMoKWlhWeffZYBAwZw6qmntqs86/F4dg28J96zyyIpjfa51hOp6eZegV0W74n3eLaN8vJyFixYwOrVqznkkEMoLCwkLy+PCRMmEI1GqampoaioiOrqapYuXUpeXh6hUIh169bx7LPPkpWVxaWXXtonnvj169dz991309LSQjQa5YUXXgCgpKSE+vp6jjrqKEaMGEFGRgZpaWmsXbuWd955pzXl5d57783tt99OZmbmDtfd4/F0jPfEe3Zn9qLzGPVr6WFMv8fj2b3p168fX/va15L2hUKhVuM8Pz+fQw89tLVv8ODBvPzyyztCxZS8+eabrF69mkWLFrFx40ZKS0sJh8M0NjYCsGDBAsLhMAUFBeTm5lJZWUljYyMFBQVI4pNPPuHdd9/ls5/9bJ+uw+PxdB9vxHt2ZYpxRZM6wudi93g8uw3Lly/ngw8+oKCggMMPP5wVK1awfPly1qxZQ2VlFY1NTbSYiDQ3A2BpzTRFQzREa8iuraepoa5NcSpJpKc7U6ChoYHVq1fTv39/Bg3q7CWnx+Ppa7wR79llMbMG4Lm+1sPj8Xh2BEuXLuWee+5h8eLFNDY20tjYyFFHHUV6ejpmRigzi1B6DsrKheoSAMIj9iOUEYa0dBpLPiY3J4e6ujpqa2vZtGkTxx9/PJ/61KdYvnw5P/3pTxk5ciSffPIJ3/3ud5k2bVofr9jj8XSEN+I9fY6kH+EKVu0FvGxmx+zg+e8BjjGzMTty3mRImgn83MzUmazH49mzeO+993j77bdZtmxZa1tdXR3HHXccS5YsIbegiJwRB5A7YAQ1H79JKC2d7L32J2vwaMqX/oeoRWlpiZCdnU19fT1FRUU0NzeTnp7Otddey7///W+WLFlCZWUltbW1HHPMMeTm5vbhij0eT0dslzJykg6U9JCkjZIaJa2R9GdJe6eQP1jSXyWtk9QkqVTSfElnJ6nymSXpSklvSqqS1CBpiaQ/xI8v6QVJ76WYb4wkk3RZXNvMoC121Ej6UNLVySprSpoVyP05ybidHoH8ucHng5KMf7Kk5ySVS6qXtFjSLyS1SyMQrNUkPZak76Cg79xk9yIVCfpGg5/NE5IO7s44XZjny7h88c/j8rBf35vjezwez+5CWVlZGwMeXFXYDz/8kPT0dDLDWRSO2R+LtkA0QrS5EaVl0FxXCUA4KwdJRKNRcnNzGTBgAGvXruXuu+/mrbfeAqCy0skuXbqUDz/8cMcu0OPxdIte98RLOgN4AFcQ6Q5chdMJwHnA6ZKmmdnLcfIXALcCG4D7cYVwCoApwF+AwqAfSYNwFU4/BTwZyNcB++IKKZ0FDO7hEi4IxiwEvoorynMIrsJmTOf04PMq4BRJF5tZI7AFVxk0nuuD8bpsnEq6GbgEeBu4jq0VTn+Mu4fHmtnGJJeeJOlAM/ugq3N1wnzczyAETMQVWnpd0ufM7N1emuMYoAU438xaemnM7nIe2+mB1uPxeHqDaDTK66+/TlpaGpFIBHAbbXNycqiqqmLYsGFQNJzKjDBVJeuIJZ6r27yKzH5D240Xn5nuvvvuIy8vj4aGhta27Oxs7r77bg477DBCIf/r0ePZGelVI17SeOAeYClwtJmVxfXdhit1/4ik/cysTNIRwCzgZWCamdXGDXeTpKOA4XFt9wEHAF81s8cT5v4ZrhpoT3nYzCqCMW8F/o0znIeb2YZAZgowEDgNWAhMBR4L9P9Lgl4/ACrMrE17KiSdjTPgHwC+aWbRoOtOSQ8Dc4F7Ax3iWQX0w92D07q82o5ZEq+3pNeC+S8Czk+hf27Cz7EzBgO1fWjAY2bNfTW3x+PxdIV58+axYsUKcnNziUQi5Ofnt25QbWxspL6+nlBmLc11Ve2uzcgppKWmovVzeno62dnZrZ/r6+tpbm5uDZ3JyMigoKCApUuXMm/ePKZPn759F+fxeLaJ3n68/gGQDVwQb8ADmNkq4CpgCM7bDc7gNOCcZIafmb1iZg8DSPoc8GVgTqIBH8jWmdkPe3EtmHNVvBh8HBPXdTbwlpm9CLwafO4trgHKgIviDPiYPk8DdwPHSzo84bpK4Bbcm4H9e1GfeF4IzmOgTTjQUZJul1QCLIoJS/q+pI+CkKp1km6QlBPXb7gQmsK40J1z4/q/LemdIJyoRNK9kobEKyTp0CD0qiSQ+0TSXQky/yvpv5LqgvCktySdFdd/j6RVCdfkSbpJ0vpA/8WSLkqQaQ3LknShpI8D2TclfSZB9sBgnpVyIWDFku6SNKDrt9/j8eyJVFZWcsMNN7Bhwwaqqqqora0lVg+ipqaG4uJiKisrKd24jqbKLUDclhqFyCwYQO7wceQWFNGvXz+GDRvW6l2Pv762thZJFBUVEQqFkMTs2bNbQ2w8Hs/ORW8b8dOBT8zs1RT9jwANwLTAmDsOeNHM1nZh7K8E5y55tHuRscG5FJynGTgJ+FvQ/hBuPQU9nUjSBFzo0eNmVp1C7P7gnCxtwE1ANfCznuqSgjb3Io7bgX2AnwM3Q+sGzT8Cq4ErcR78y4F/Sor9hTkH9xamLvj3OcBLwfU/B+YAi4PrZuHu+0JJ2YHMYFx41UBc2NElwINA6wOOpPNwDzevA5ficsZ/AKRMihzo90Qg/2Sg/xrgVkk/SXLJNwMdbwd+invI+YekjDiZ43H3727gf3HfmzOBeXH3o0MkVXR04ELAPB7PbsacOXPYtGlTm7aGhgaampqoqmrreW+uKadw7IFkZOeRmZNPVv9hlC/9D9Vrl1BbXUF6ejppaWmt8tXVbf/U1NTUtIbrmBk1NTXMmTNnO63M4/H0hF4Lp5FUiAt9aeclj2FmjZKW4WLYxwXzL0oln8C+wbmr8ttK/yDmvQA4FRcXv8jMlgb9JwE5wMPB50dxhuupOAOtJ8TW2FFMe6xv38QOMyuX9EfgR5L2NbOPeqhPlqSBbI2Jvylo/3uC3BZgSuzNQbB34UfAPGB68EaDwNv9K9zD3pNm9hdJXwIOTAjbGYN7ELnKzG6Ia38aF5L1LWA2bp9AP2CimW2J0+fHcf+eBswzsxndWPeJwBeBH5rZb4K5ZwFPAT+TdLuZlcTJjwTGm1llILsU9//BCbiHF4Bb49cSyL2Be+g4Cvcw4/F4PO2YP38+qZ7127UrRFb/4WSM2Rczo7xk89Y+g4qKim5nnFmwYAFXXnlld9X2eDzbmd70xMeypqTyIBPXXxAcXZGP0V35beVjnFH6MfBb4E2cIR/jLOANM1sDYGabcGEmZ9FzunIPY32pPP83ArX0jjf+Aty92ITzkE8CfmJmjybI3ZEQ+vMlIBP4Q8yAD/gT0EzytwjxfBX3PvgfkgbGDtym5424zbAAFTF5JWQxiqMCmCxpUidzxjM10PNPsYZgHTcDYdz64nkwZsAHxAzy2JsLzKw+9m+5DEsDgTeCpi5l/DGzoo4OXEiVx+PZzTjhhBNaK6zGyMnJITMzk8LCti/gcoeOJZS+9SWgRSNt+qPRNlGa7a7Pz89v46kHmDIlcQuWx+PZGejNja0x47JdCsQE8gPZqrjPXSFevqJbmqXGkrSdjDOCm4DVZrY61hHEL08BbpQ0Lu6al4FrJA01s+Ie6NOVe9ihoR9sGP4TcLWka3ugC8A/gNtw96kS+G+8MRrHJwmfRwfnpfGNZlYjaX1cfyrG4x4wU1VbjZUSfBH3VuB24FeSnseFwfzNzJoCmd/gjO6PJH2Ey7jzoJn9p4P5RwPrkuzTWBLXH8+a+A/BGxFwbwkAkNQfF250Ju0zKPkwGI/Hk5IZM2bw/PPPk5aWRl1dHS0tLdTX17NmzRry8vIYNmyY29wayqGupozyZW+RRSPp4RyyB42ibsvWiNX8/LZ/XnJychgxYgT19fVkZGS02fAqidzcXGbM6M6LTI/Hs6PoNU984IncCByYSkZSGBfzvRjn6W4BuroJM2ZAdVW+AbfJNhk5cTKJvGhmz5nZS/EGfMAZQAZwNbA87piJu5dndlG3VMTWmPIexvUt7kDmBlyc+U97qM/a4F78y8zeSmHAA6Rq31ZCQAT3wHR8kuMqcN5xMzsN+BzuYWMMLoPRm5LyApmPcKFAX8N5vs8E/i2Xzai3iKRoj3/P/TAuleVs4JRgbV8O+nz+No/Hk5LCwkIuuugi0tPTyc3Npbq6mubmZqLRKFVVVTQ2NhIKhaitqqCpqoyGsg2Ur1mKRSMUjNmfovEHkzNkDLkFRUSjUerr2/7KjmWjiTfgwcXEX3jhhe289R6PZ+egt42Hp4C95VJHJuM0IAt4KvByLgS+IGlkF8aOxRZ3NRPMGmC0khRqwhl14DZddoezgXeB05Mcr3dDt6QEcffLcfne81KIfSM4P9XBOKW4jaBfx+092NHE7uvE+MZgU/AIOr/vHwNpwPLgISLxeDte2Mz+bWY/NbPP4Iz1A4NzrL/WzB42s+8Ao3De+muCh8pU+o8M9I1nm743kvrhNnH/2sx+bmaPmdmzpH7T4PF4PG2YOnUq48ePp7GxsU2Od3CbXOvq6tq0RVtaaK532WZyBo8GQW1VBVVVVWzatKnNhlZJ7WLrQ6EQEydOZOrUqdtvUR6Pp0f0thH/e5x3e3ZguLQiaRQuxnwTLvwB4BeBDvcqLvVg3DVHyBWPwsxeA54FzpPULmmtpGxJv4prehoXvzwjQS4dF+tdDbzS1YVJGo3bSPmQmT2aeODyuh8qlyu/J1wH9AdmJcZ5SzoBl5LxWTN7vZNxbsD9LJJlU9nePIcLR7okIfPKxbg3GSkfQAIeA6IkyfsvKRSEpiCpX5LMLu8F56xApk0KxyAn/H9x37vMFPPPC/S8OG5e4bLfNAbr6w4xT32irpd1cxyPx7OHEgqFuPLKKwmHne+hsbGRhoYGIpEIRx99NM3NzTTU1RJpqqe5roqmmgrqSoupWb+c5roq6jetpiXIZlNdXU1Z2dYs0N/85jfbzWdmXH755b7Qk8ezE9OrxZ7MbKmk7+BCGj6UNAfnER+PKw6UiSvqVBbIvyLpElwKwCWS7sd5YQtwnstpuCqhMc7BpRR8QtLjwPO4sJFJOK9zBi4rCrjsIP8CbpHLMf86kIcLZTgM+L6Z1XRjeWfhjLC5Kfrn4jZCno0Lr9kmzOw+SYfh1r2fpAfZWrH1mzhP/be6MM4WuWJV/7etumwrwdy/wsWAPyXpKVwY1Pm4B7FU9zB2/QpJ1wDXSdoHl+axFpfG8lRc9ds5uPtwsaR/4r43ubiHtiqcIQ6wQFIxLqtNMe678n3c26BUG4ifxL0l+rWkvXFG/zTgf4CfJWSm6cr9qJL0EnBVkHZyPS6cZu/ujOPxePZsJk2axMknn8wf//hHGhoaMDOys7OZMGEC8+fPp6W5kfpVi1B6BjTWUbZ6MdnNLWRu/ITm2nKqt2yAiKur19TUxF577cXee+/Nt7/9bcrKynjyyScZNWoUa9asYfr06Uya1J18AB6PZ0fTq0Y8gJk9GGwg/BFwIc6rvBlnVF9nZisT5GdJ+g9wBXAubtNiNS4rzNfZmsoRM9sUGOTfx4VL/BJnuK8K5P4QJxsNPPY/CmRPx3mH3wdONbN/dHNpZwErzSxpLLqZrZb0YSA3s5tjJ471fUkLcZ7ga3Be5U9w6/1dB8ZnIr/HPQy0e8uxvTGzmZJKg/lvwmW5uRlnBCfbUJx4/fWSluO81dfiPPNrgH/iHgTAbWw9DPfzHYLbfPsfXPGw2Gbb23EPVpfjHuLW4fLXX9fB3FFJJwYyZ+AeDD4Gvmdmt3btDrTjrGDe7+EeBhfgHgo2dHSRx+PxxDN9+nReeuklGhsbqaio4NOf/jRvvPEGAwYMoCVaSkt1NTQ1Eo00QwQixUtJbyihvqIUi7SQmZGBJEaNGsWgQYP49a9/DcD555/P0KFDOfbYY3n++ec58cQT+3ilHo+nM9QFe8rj8ewCSKooLCwsjFVy9Hg825eKigpuvvlmAC699FKKioq2+5wbN27k9ttvb/1cV1fH6tWrCYVCrFixgo0bNyKpNZVkOBxm0KBB1NXVsWXLFnJzcxk6dCgZGRn8+Mc/9ukjPZ6dmKKiIiorKyuDNNLt6HVPvMfj8Xg8fU1tbS0vvvgiixcvJicnhwMPPJDa2lrmznXRfFOmTOGoo46iX79+nYy0czFs2DDGjx/P8uXLAZe55otf/CLFxcVMnDiRlStXUlRUxIoVK6ivr2fy5MnsvffeTJkyhauvvrp1A+zIkSM59thj+3IpHo+nh3gjfg9CUhpbc6ynoqabewU8Ho9np6K2tpZf/epXvPDCC2zYsAFJ5OXlsWHDBiKRCNFolLlz5/KNb3yDSy65hEGDOvu1uHPx9a9/nSVLllBdXc2kSZPIz89n2bJlVFRUMGHCBMrKytiwYQMtLS0UFBQwefJksrOzufvuu3nmmWfIzc1l2rRppKd7E8Dj2ZXx/wfvWexF+8JMiVxLD2P6PR6Ppy9ZtGgRy5Yto6qqipqaGurq6li7dm1rasbMzEyqqqpYtGgR9957Lzk5OeTn53PssccyYsSIPta+c0KhEPvtt1+btvhNqP3792fcuPbZhYcMGcK3vtVpXgSPx7OL4I34PYtiXLGkjvC5yz0ezy7L2rVref7551m7di3Nzc3U19fT2NREpCWCWRRJNDc3k5WVRVVVFe+99x7jxo1j8+bNbNiwgcsvv5zMzFTZZz0ej2fnwRvxexBm1kD3c5x7PB7PLkFpaSn33nsvmzdvZs2aNVRVVdHS0gKEUFYW1lAHRIlGo0QiEcrKypg4cSJvvvkmpaWlHHnkkaxbt46xY8f29VI8Ho+nU3wVB4+nh0iaKcmnefJ4+pglS5bQ0tLCiy++SHp6Ojk5OfTv35+C/gMpGvspikbuQ3ZOHgUFBYwaNYrm5mZeffVV/vvf/1JcXMy//vUvBg4c2NfL8Hg8ni7hjfhuIulASQ9J2iipUdIaSX8OigIlkz9Y0l8lrZPUJKlU0nxJZyepyJol6UpJb0qqktQgaYmkP8SPL+kFSe+lmG+MJJN0WVzbzKAtdtRI+lDS1ZKykowxK5D7c5JxOz0C+XODzwclGf9kSc9JKpdUL2mxpF9Iyk8i+0IwzmNJ+g4K+s5Ndi9SISlP0rWSFkmqDX4m70m6WdLw7ozl8Xh2HgoKClixYgWVlZVIIjs7m6FDh5LfbwCZeUVk5BRQ0K8/AwcOpKioiNzcXBobGwGQRCgU4vXXOyuG7fF4PDsHPpymG0g6A3gAV7zqDlzxoQnAecDpkqaZ2ctx8hcAt+IK+twPrMBVo50C/AUoDPqRNAhXAOhTuIqh9+Oq0e6LK3p1FjC4h0u4IBizEPgq8GvgEFxBo5jO6cHnVcApki42s0ZcsaZzEsa7Phjv+q4qIOlm4BLgbVwxpVg12h/j7uGxZrYxyaUnSTrQzD7o6lwp5s8AXsJVbr0XV4ApD5iMu8eP4QsweTy7JBMmTOCDD7b+isjOziYvL49IbphNzc5nolCIrKws1q1bRzQaJRQKMWjQILKzswmFQtxwww0cd9xxPnOLx+PZ6fG/pbqIpPHAPcBS4GgzK4vruw14DXhE0n5mVibpCGAW8DIwzcxq44a7SdJRQLzX9z7gAOCrZvZ4wtw/w1Vu7SkPm1lFMOatwL9xhvNwM4sZrlOAgcBpwEJgKvBYoP9fEvT6AVBhZm3aUyHpbJwB/wDwTTOLBl13SnoYmIszrBOrj6wC+uHuwWldXm1yTgY+DXzdzB5K0C8L8DvaPJ5dlBtuuIHs7GwikQjhcJiCggIAMsM55PYfTQstFBRmUVuyobUYUjQapbKyktzcXACampr47W9/y49//OM+W4fH4/F0BR9O03V+AGQDF8Qb8ABmtgq4ChiC83aDMzgNOCfBgI9d84qZPQwg6XPAl4E5iQZ8IFtnZj/sxbVgLtfai8HHMXFdZwNvmdmLwKvB597iGqAMuCjOgI/p8zRwN3C8pMMTrqsEbsG9Gdi/hzrsE5xfTuwwswYzq4p9DkKn7pG0MghtKpZ0l6QBXZlI0rclvROEDJVIulfSkASZQ4PwqpJA7hNJd/VohR7PHsjatWt55JFH2LRpE7W1tZSVlVFRUUF9fT3Fqz+mtngldeWbqSwrCTa7biXx84IFC1i7du2OVN/j8Xi6jTfiu8504BMzezVF/yNAAzBNUg5wHPCimXXlL8FXgnOXPNq9SCwFQymApFzgJOBvQftDuPUU9HQiSRNwoUePm1l1CrH7g/O0JH03AdXAz3qoyurg/C1J6kT2eNw9uhv4X9z9OBOY19m1kn4OzAEWA5fj3sqcBCyUlB3IDMaFUA3EhRZdAjwIJD7ExMas6OjAhUl5PHskP/nJT6iqqmrTVlVV5dps677zpob6dikkY174eH76059uH0U9Ho+nl/DhNF1AUiEu9KWdlzyGmTVKWoaLYR+Hu7eLujjFvsG5q/LbSv8g5r0AOBUXF7/IzJYG/ScBOcDDwedHgZsD2bt7OHdsjR3FtMf69k3sMLNySX8EfiRpXzP7aBv1+CcuJOp64DxJC3Fe+blmtiVB9lYzuyG+QdIbOEP7KJJ48wOZMbiHjavir5f0NC7s6lvAbNxegH7AxIS5/Xt8j6ebrFmzJml7suft/v37U19fT1NTE2lpaWRnZ7fGx8dYvXp1u+s8Ho9nZ8J74rtGLGtKKg8ycf0FwdEV+Rjdld9WPsZtUP0Y+C3wJs6Qj3EW8IaZrQEws03AC0F7T+nKPYz1pfL83wjU0gNvvJnVA58FfgcI+DZwF1AslwUoM0EWaM0cNBB4I2g6uINpvhqM/Q9JA2MHbmPzRuCYQK4iJq+ETEUpdC/q6MCFHXk8eySjRo2isLDty6jCwkIKCgraGPJZObmEw2H69+9PZmYmtbW1bN68mfXr19Pc3NwqN3r06B2mu8fj8WwL3ojvGjHjsl0KxATyA9mquM9dobvyXSFZ3vKTcSEiXwDGmNlnzWwFQBDnPQV4SdK42IHzNh8raWgP9enKPezQ0A/2IvwJ+JqkiduqiJlVmtlVZjYGtx/guzjv/KVA6zt0Sf2DtJObgHrcA9AnQXdHoSvjcf9vrQyuiT+GA4MCuReBvwO3A1skPSLpnPgHCY/H0zWuv/56CgoKXErJ/HwKCgrIyckhKyuLoWPGkTtiIlmFA8jOzcPMaG5ubhN+E4lEqKzc+hx83XXX9cUyPB6Pp8t4I74LmFklzoN6YCoZSWFczPdinKe7BejqJswlwbmr8g24TbbJyImTSeRFM3vOzF4ys8R3xWcAGcDVwPK4Yybue3JmF3VLRWyNKe9hXN/iDmRuwKW17JWAVTNbbWZ3AUfiPOPfiOt+GJc+dDZwCu4h58tBX0f/74SASCB/fJLjqmBuM7PTgM8Bt+EeKO4D3pSU1/PVeTx7DnvttRdTpkyhpaWF6upqqqqqWL9+PTU1NQDUb15FQ2Up5Vs2sWXLltbsNPHE2qZMmcJee+21Q/X3eDye7uKN+K7zFLB3kDoyGacBWcBTQTaahcAXJI3swthzg3NXM8GsAUYrSaEmIOah7m5A59nAu8DpSY7Xu6FbUoK4++W4fO+pDNSYAf1UB+OU4jaJfh2396BXMLNy3MPXcABJ/XCbk39tZj83s8fM7Fmcd70zPgbSgOXBQ1Pi8XbC3P82s5+a2WeAr+EeZr7WW2vzePYUrrrqqlajPUZ5eTk1FWVEmxtb2+rr6zEzMjIy2sjm5uaSmZnJVVddtUP09Xg8np7gjfiu83ucd3t2YOC1ImkULsZ8Ey40AuAXuPt7b5CthoRrjgiKR2FmrwHP4jZaTk8imy3pV3FNTwNhYEaCXDouxWU18EpXFyZpNG6T5UNm9mjigcvrfmiQK78nXAf0B2YlxoBLOgEXn/6smXVWMvEG3M/iJ91VQNKngvj0xPbRwH64sBpwnnRwse3xXNaFaR4DoiTJ7S8pJKl/8O9+SbLcvBeckz2geTyeDkhPT+fwww+npaWFhoYG6uvrqaqqomLLJppqq6gpK6asZDNlZWWUl5czcOBA8vPzSU9PJzs7m/T0dK688kpf6Mnj8ewS+N9UXcTMlkr6Di7c4UNJc3Ae8fHA+bgiQdNiOeTN7BVJl+Dymy+RdD/OQ1uA8/BOA74XN8U5uHSDT0h6HHgeFzYyCed1zgB+FMg+DvwLuCXIMf86ruroKcBhwPfNrK07qmPOwhmrc1P0z8XFop+NC6/ZJszsPkmH4da9n6QH2Vqx9Zs4T/23ujDOlqBY1f9tgxrHA9dKegK3SbUGl0byO7gHo5nBHFWSXgKukqvyuh4XHrN3F/RbIeka4DpJ++Aq8NbictSfisuMMwe31osl/RP33cjFPZhVAfO2YW0ezx7PIYccwrx586itraWpqYlQKERaYwv1a1dhLU2A0YTLK9/Q0MDo0aOprq6mpaWFcDjMyJFdeXnq8Xg8fY834ruBmT0o6SOcMX0hzqu8GWdUX2dmKxPkZ0n6D3AFcC5uQ2M1LivM19mayhEz2xQY5N/HhVL8Eme4rwrk/hAnGw089j8KZE8HmoD3gVPN7B/dXNpZwEozSxqLbmarJX0YyM3s5tiJY30/SOt4Mc5TnYXbLPpL4Hcd5JBP5Pe4h4F2bzk64e+4DbRTgGNxP8Ny4D/ADWa2ME72LOCPwTzCPWT9D7CBTjCz6yUtx3nur8V55tfgUlw+G4i9iHvo+hquUFhloMc5ZvYJHo+n20QiEb70pS8xf/58zIxoNIpFmlsNeIBQKEQkEmHAgAEMHz6c/Px8SktLOfLII3nttdeYPHly3y7C4/F4uoDMkiUx8Xg8uxqSKgoLCwsrKir6WhWPp8+45ZZbKC0t5ZVXXmHVqlXU1NTQ0tJCRUUFZoYkQqEQeXl5HHfcceTn57dJJzlixAjOO++8Ls1VUVHBzTffDMCll15KUVHR9liSx+PZQykqKqKysrIySCPdDu+J93g8Hs9OQ1lZGc888wyNjY0ceOCBbNiwgerqag488MD/z96dx8dV1Y0f/3xnn2SSSZo0TfcCpQuUtQKKgOADVEoBF3AB9UGtUORRpHXF5UEfxZ8LBZRNrIoLirjTWm2p7BTZoWxNW7pmT5PMJDPJ7Of3x52ZTiaTrU2apP2+X6/7Gubec885d0LS7z3zvedQVFRETU0N4XCYykrr0ZYJEyZwzDHH4HA4qK+vp6ioiC1btjBt2jTa29vx+Xz4/X62b99OMBgkkUgAUF1dzTHHHMOCBQt44w3rS0gR4Z3vfOeoXbtSSg2FBvHqkCAidvbNv96X0BCfFVBKHUSNjY184QtfoLa2lnA4TGtrK5WVlRQVFeFyufB4PHR1dREOh4lGo0yZMoWFCxfy0ksvsXDhQv785z9nZ5059thj+fjHP05bWxsiwty5c3nkkUd49tlnmTZtGueeey5vf/vbKS4uZsuWLTQ3NzN79mwmT5482h+DUkoNigbx6lAxnX0LMfXlWxxgTr9SauQ8/vjj1NbWsnfvXmpra4lEIrS2tuLz+QiFQjgcDlwuF9FoFJfLRWlpaTZIb2xsJJMe6vf7iUajvPOd78Tj2TfR03HHHVew3blz5zJ37n6vH6eUUqNCg3h1qGjEmnmmP4OZ410pdZA1NTWxZcsWamtrAWtu92gsRiJlIJ7AdMeIRmNIPEEsBclYNJsW093dTSAQwO1296hTn/dSSh3qNIhXhwRjTATYMNr9UEoNzYsvvsh3v/tdZs2axZtvvkk0GiUWi2F3ekg57di9JSTtNiSRwqSSxMWF3ZHC7XKwa9cu6urq8Pl8vPOd72THjh2ICHa7nY997GM9RuGVUupQo0G8UgdIRHYCjxpjrhzlrig17nz/+9/nhRdeYNu2bQSDQYqKipgwYQJJjx/H8RcSD7XTufM1Ei43YrNhHF6cXXs5YmoVO3bswG63E4vFeOKJJ4jFYrjdblwuFzt37hztS1NKqRF1WK3YKiLHi8j9ItIgIlER2S0iPxeRggv4iMjJIvI7EakVkZiItIrIOhG5osCKox4RWSEiz4lIh4hERGSziNyaW7+IPCoiL/fR3iwRMSLy+Zx9N6b3ZbaQiLwqIl8WkV7DTCJyR7rczwvUO+CWLn9l+v2JBep/r4hsEJF2EekWkTdE5NsiUlKg7KPpev5a4NiJ6WNXFvos+iIiPhH5loi8JiLh9M/kZRG5TUSmDKUupdTo2rx5M6+88goAwWAQgK6uLqqqqpgwaQp2l4fSWcfhKq3E4S7C7vTgLp+E21tEMpnE6/XicrkQEYLBIDabjbKyMoqKilizZg2bN28ezctTSqkRddiMxIvIB4H7sBZnugdr4Z05wKeBy0TkQmPMEznlrwbuxFrY5zfANqzVVs8Hfgv408cRkYlYCwGdgLU652+wVludj7Wo0+VA1QFewtXpOv3A+4D/BywEPpjTZ0f6/U7g/SLyGWNMFGjBWhE213fT9X13sB0QkduAzwEvAN9h32qrN2B9hu82xjQUOPUSETneGLNpsG310b4TeBxrFdtfYS3E5AOOxfqM/8ogFmIaAXOxFnNSSg1SKpVi5cqV+P1+IpFIdr/P5yMYDBJoaiceEmwOF3ZXz3x3h9OJ1+vF4XBkc+MBiouLe5RbuXIld999NzbbYTVepZQ6TBwWQbyIHA3cC9QAZxlj2nKO3QVsBP4oIscYY9pE5HTgDuAJ4EJjTDinultE5Awgd9T318BxwPuMMX/Pa/sbWCuTHqgHjDGBdJ13As9gBc5TjDGZwPV8oBK4FHgEWAz8Nd3/3+b16wtAwBjTY39fROQKrAD+PuDjxphM0PozEXkAWIMVWJ+fd+pOoBzrM7h00Fdb2HuBk4CPGGPuz+ufB3AdYP2Zuorzfub9St8oKaWGYO3atdTU1JBMJvH5fIgIHo8Hl8tFXV0duHwApBIxHN4iXMWlxMIdOLwlTCiaSldHI16vl2QyCVjBf1FRzwWct2zZwtq1a1myZMlBvz6llBpph8vwxBcAL3B1bgAPYIzZCXwJa9n7q9O7v4m1PvfHCgVzxpgnjTEPAIjI24H3AKvyA/h02S5jzFeG8Vow1rQLj6Xfzso5dAXwvDHmMeCp9Pvh8k2gDbgmJ4DP9OefwC+B80TkHXnnBYEfY30zsOAA+3BU+vWJ/APGmIgxpiN3n4gcKyJ/EZG2dOrPf0TkvLwymXSluSLyBxEJAmtE5IsikhKRafltichdItIpIt70+50icm9emQnpFJ9d6dStXenUrZK8Mj9Jp2tFRaRGRD6335+OUuNEMBjkrrvuorGxkb179xIKhQiHwzidzsKzyhgonzGXqnkLqTz+bIKtzezdu5fOzk4ikUg2haaQu+66K5uqo5RSh5LDJYhfAuwwxjzVx/E/AhHgQhEpAv4LeMwYs2cQdV+Ufh3UiPYwOjL92grW6DFwCfCH9P77sa6n9EAbEpE5WKlHfzfGdPZR7Dfp1wsLHLsF6AS+cYBd2ZV+/W8Rkf4KishxWN+wzAa+h3WjBvBPEfmvAqf8BbADX8b6WT4ACHBZXr124P3Ag8aY7j7aLsG60fgMsBbrG4xfAG8DKtJlirFuxD6UPvY54CXgNhH53z7qDfS3YaVaKTXmrVq1ir179xKN7vsSK5VK0dnZicvl6jVdpKesmmhnO6lEglhHK9Hurl7n9SUcDrNq1arhvwillBplh3w6jYj4sVJfeo2SZxhjoiKyBSuHfTbW5/LaIJuYn34dbPn9NSGd814KfAArL/41Y0xN+vglQBFW8AnwJ+C2dNlfHmDbmWvsL6c9c2x+/gFjTLuI/AT4qojMN8a8uZ/9+BtWStR3gU+LyCNYwfIaY0xLXtlbsZ5jeLsxJg7Z1KkX0+f/O6/8C8aYj+fuEJFnsJ4xuCVn99lYzzf8gb59CTgGuNgYszpn/7dybj6WAzOBE4wxmUWqfioi7cBXROTHxpj2ftpQatxat25dwf3GGEKhEG63G3GWEK+ajtgcdO55g0R7PSKCz+kreF44HCYej2dXd821fv16VqxYMSLXopRSo+VwGInPpC/0PVSz73hpehtM+Yyhlt9fb2E9oPoW8APgOaxAPuNy4D/GmN0Axpgm4NH0/gM1mM8wc6yvkf+VQJgDGI1Pj3yfBvwQa5T8E1ij2I1izQLkAitNBTgH6xsWv4hUikglUIb1APIp6W9cct1doMkHgNNEZEbOvg9ipQgVjkIs78e6KVidf8DsyxW4FGskvjPTv3Qf1wOe9HXmn1vW35bul1Jj3qJFi/B4PD1G3EWEWCzG3r176ejooCvUgadyOtFAM5kMPmMMkdZ6XB5vr/NaWloIBAI0NDTQ3d3zS7Lzz89/VEcppca/wyGIzwSXvaZAzFOSLtuR834whlp+MAotNfherBVJ3wXMMsacZozZBiAiFVgPlD4uIrMzG9Yo9btFpPoA+zOYz7DfQD/9LMLtwIdEZL/XNzfGBI0xXzLGzMJ6HuBTWKPz1wFfTxebjRXkfw/rxid3W4H1/31FXtU76C3zrcYHoUcqzd8HeJj1SAb+ZuZorDSv/P79JX184gDnKzVuLV26lJKSEiZNmkRFRQXl5eVMnDiRWCy2r5AxhBu2kYr3/FUziRhV04/o8zxjDB0d+x6PKS4uZunSpSN+TUopdbAd8kG8MSYINADH91VGRNxYOd9vYI10J4DBPoSZmYh4sOUjWA/ZFlKUUybfY8aYDcaYx40xu/KOfRBwYuVzb83ZbsT6GX94kH3rS+Ya+/wMc4690U+Zm7Gmtfx6P2UGzRizyxjzC+CdQAD4aPpQ5v/r72Pd+BTa8tNveuW3G2NqgafZN43nOViz//SXSjNYNuBf/fRPV59Vhyy/38+yZcuw2WyUlJTg9/txOp29yonY8FbN6LHPO3H6gOfluuaaa/D79XERpdSh55DPiU/7B7BURE43xmwscPxSrBSGfxhjwulc63NEZFo6kOvPGuCrWDPBPDmIvuwGzhYRjzEmP1jPjFDnB+kDuQLrocibChxbnj5+6xDrzDLG1IjIVqz53n3GmFCBYpkA+h/91NMqIndgzRbU5zMK+9G/dhF5i303UtvTrxFjzIEGww8AmQW7Pgi0Aw8NcE5uX/or4x2G/ik1Li1evJgHH3yQbdu2kUqlcDqdFBcXEw5bE4KJCMWTZ+PyV2B3uuh6K4rNbqdo0ixo2HcP7nQ6KSoqoqurK3teaamV1TdnzhwWL1580K9NKaUOhkN+JD7tR1ij23eLSHnugXS+8w+AJuCn6d3fxvpsflUgdxoROV2sxaNI3xQ8hPWgZa/JiEXEKyLfy9n1T8ANLM0r58Ca4rKTwd0MZM6bibXg0v3GmD/lb1jzur9NrLnyD8R3gAnAHdJ7tdpFWPnpDxljnh6gnpuxfhZfG2oHROSEdN54/v6ZWA+S1gAYY5qxFoW6RqyFuPLLDyVV5Y9YCzldjvUMwl8yD8r246/AQhG5KP9AzoOtfwLOEpGzC5SpHGj2HaXGO5vNxvLly3tMKVlZWYnf7yeZTOJwuYh1ttK56w0S0W5i4Q662pqpf+ovbH/9RYLBIKmUlSs/ceJEKisr8Xg8lJSUZEfnly9frgs9KaUOWYfFSHx6JPmTWIsyvSoiq7BGxI8GrsJaJOjCzBzyxpgn0/N1/xjYLCK/wRo5LcWafvJC4NqcJj6G9UDigyLyd+BhrLSReVgrtjqxRuvBGoH+N/BjseaYfxpr1dH3A6cC/9PHSHdfLsfK/17Tx/E1WLnoV2Cl1+wXY8yvReRUrOs+RkR+z74VWz+Olb7z34Oop0Wsxaq+uB/dOA9rhpcHgf8AIaz8809i3RjdmFP2WqxnAl5L/7x3AJOBM7G+dTlrMA0aY+pF5CmsVKUSBpdK80OsqSn/km77Zawc9/ent51YN46XAOtE5BfpMqVYq/5+IN1WAqUOYfPmzWPJkiWsXr2amTNn8uqrr9Lc3Ew4HCbW2oapq8dZ7IeUIRXpwKSSJFOGUKyLWIeXsrIypk6dClgj8pFIhEgkQigU4sorr2TevHmjfIVKKTVyDosgHsAY83sReRMrmF6GNarcjBVUf8cYsz2v/B0i8ixWOsqVWEFYJ9asMB9h30OPGGOa0gH5/2DN+30TVuC+M13u1pyyqfSI/VfTZS8DYsArwAeMMZkHGwfrcmC7MaZgLroxZpeIvJoud+MQ686v63/SqUafwVr8yYMVHN8E/LCfOeTz/QgryC68Okvf/owV3J4PvBvrZ9gOPAvcbIx5JKevr4nIKVjXvBRrZpom4AWsqTeH4g9Ywf9erBu0fhljOsRa1ffbWA8kfxJoxLrR25suExaRs7C+kbgU6wHddqznD74MJIfYR6XGpauuuorq6mre/e5386lPfQq3281rr71GKpkg1dmKMxklmUxAKkUiEcNmd4BJYbPZmDx5MmeffTYej4e9e/eybds2kskkdrud4447brQvTSmlRpQUXB1PKTXuiEjA7/f7A4HAaHdFqf2yfPlyXnzxRbZt20YgECAej+P3+xERkskk3d3d2Gw2bDYb06ZN47TTTmPFihW4XC7uu+++HnWddtppXHDBBSPa30AgwG23WWMC1113HWVlZSPanlLq8FJWVkYwGAymp5Hu5bAZiVdKKTW2XXrppbzyyitMnToVh8OB0+lkypQp2Zz3t956i+bmZnw+H0VFRcyfP585c+Zgs9mYNGkSTU1NALhcLt72trcdlD43NTXx5ptv0tDQwIwZMzjiiCNwOp10dXURDoeZMWMGZ5xxhs6Qo5QadjoSr0Zdev71gR42DQ3xWYHDjo7Eq0PBG2+8wUMPPYTb7ebII48kEolQVFTE7Nmzqaqq4umnn2bLli3Mnz+ft7/97Xg8HgCi0Sivvvoq3d3dLFiwgPLy8gFaOnAPPPAAn/vc5wgEAqRSKRwOBx6PB5/PR3d3N16vl8mTJ3Pqqafyta99jerqA12yQyl1OBloJF6DeDXqRGQWhRdbyvUtY8yNI9+b8UuDeKUOrg996EP861//IhwOk0qlMMaQmVjK4XDg8/moqqriyCOP5Oqrr+aSSy4Z5R4rpcYTTadR40Ej1swz/dk+wHGllDqootEoiUQCY0x2qszMazKZJBqN0t3djTEmOx2mUkoNFw3i1ahLL3qlix4ppcaNaDSanY9+37IOAjZB0l9wJ5NJAoEAVVVVHHPMMdx3331cfPHFlJSUjE6nlVKHFA3ildoP6UWaHgHOMcY8OqqdUUoddFu3biUQCDBnzhxaWlpoD3YixRMQk8JhYhC3FuT2+XxEIhHWrFnD6tWraWxsZMWKFaPce6XUoeCQXMpORI4TkT+JyC4RiYhInYg8JCKfzSmzU0RMH9ufCtR5soj8TkRqRSQmIq0isk5ErhARm4jc2099uduNOXW6RGS5iLwoIiER6RCRjSLyyfxVUdPl8+tqT/fhjAP4rPwi8i0R2SQiYRHpEpFXROQ7Q1zZdNiJyHtyP69R6sOHReTzo9kHpdTYU1dXx44dO/D7/dZDt1NnUHX0CVTNW0hJWQV+v5+JEycya9YsmpqaWL16NQBr1qxh8+bNo9x7pdSh4JB7sFVETscaId0N/Aor33o68HbgKGPM7HS5nVgL79xaoJpdxpgncuq8GrgTqAd+C2zDWl3zfOA9WAsXvQQclVPHQuDzWAshvZmzf5MxZpOI+IB/Ae8E/gasw/pm5L1Yq8L+GfiQMSa76I+ImHS532LdgM3GWmCqCDjVGLNpcJ9Str7ZWGksU7EWNNqItUroiVgLWm01xpw6lDqHk4jcClxnjJGByo5gH/4GnGiMmZW334a10m/MGDMmkl31wValDo5UKsVVV13FM888Q0VFBQB1rZ3YphxDpKMVV3crJbY4paWlvc612WwcffTR3HXXXdhsh+Q4mlJqmByOD7Z+DWvly1OMMYHcAyJSlVe21hjz2/4qS98U3AE8AVxojAnnHL4lPQo+xRjzNPB0znkhrCD+oT7SLW7BCuCXGWN+mrP/dhG5CWtF1y9j3QTk2pzbZxF5CutmYBnWSqqDIiIO4C9ABXCmMeY/ece/Blw32PpGm4i4gJQxJnEw2ksH7pGD0ZZSamxZu3YtW7duxe/3U11dTUlJCaniAFt2bSOVSJBKhonHu3C5XHg8HowxdHV1kUwmKSoqoqamhrVr17JkyZLRvhSl1Dh2KA4DHAW8mh/AAxhjmvejvm8CBvhYXgCfqfNJY8wDQ6lQRKYDnwA25AXwGd8AaoAvikjRANU9mX49qt9SvV0KHAd8Nz+ABzDGtOdP6SgiHxKRl9IpSs0i8nMRqcwr86iIvCwiC9L/3ZVOZ/pSfhsi8lkReT1dpl1EnheRy9PH7iV9E5GbQpR+Pyv9/noRWSEiO4BuYJqIXJk+NiuvrbPT+8/O2/8OEfmniATSKU0vicjSzLUAlwAzc/qwc4D6hvUzUkqNLcFgkDvuuIO9e/fS2NhIY2Mjb731Fh3te0kleo4hhMPWPxnNzc20tLTQ1tZGXV0dsViMu+++m2AwOBqXoJQ6RByKQfwu4BQROWYQZV0iUllg8wCkA+j/Ah4zxuwZxj5eANiB3xQ6mE6h+T1QBpw+QF0z06/tQ+zDRenXfr+JyBCRK4H7sUafv4SVqnQF8Ejm88pRgfXtwEvACqwbku+LyAU59X0a+DHWtxfXATcCm4DT0kV+ipU6BPCxnC3XUiCT6vQlYEiLQYnIe4DHgLlY34x8Id2fC9NFvgu8gJV2lWn/8/3UdyXD+BkVqD/Q3wbokpBKjbBVq1bR0dGRDdDBSq/pCnX2Kmu324nFYnR3d2f3GWPo6OggFAqxatWqg9JnpdSh6VBMp/kR8E9gk4g8g5UG82/gUWNMPK/sBUBLgTo+C9yOlXPuAF4b5j7OT7/2l8OeOTafntMvetIju5mc+JXp/b0exh1EH4LGmNqBCoqIE/g+8ApwtjEmmt7/AtbNxqeBn+ScMg243Bjz+3S5n2PdXH0K62cDVqC81hiztFCbxpinRWQzsKiflKcpwGxjTGtOXwe6nEw5O3AXsAc42RgTzDkm6T48JCLXApWDSLsaic9IKTXGrFu3LjsXfC6H04XHU0Kkow0Ap9NJSUkJiUTvDL/M+evXr9eZapRS++2QG4k3xjwEvAN4EOsBzS8D64E9IpKfgLgRa5Gh/O1v6eOZp5J6D7EcmMwkwf3VmzmW/2TU1Vg3Hk3AU8AC4AvGmKEG8aUDtJ/rbUAVcEcmOE17AKhj38h1RhBrRBoAY0wMeBY4MqdMADhWROYNrds9/DE3gB+ik4FZwC25ATyA2b+nvUfiM+rBGFPW35auUyk1ghYtWoTL5cLr9Wb3iQj+CZX4px5F2cx5FJX48Xq9JBIJ3G43Ho+nR9nMPPHnn3/+Qe+/UurQcSiOxGOMeQ54f/phxxOA9wHXA38WkROMMZn5vVqMMf0tMtSRfh3ulTkywXN/9fYV6P8FawTZBZwBfBErNWeoOugnYMyTSdmpyd1pjEmJyNac4xl7CgTC7cDxOe+/D5wLvCkib2KlzvzeGPPsIPsEsGMIZfNlrn24vmUZic9IKTXGLF26lA0bNlBVVUU8HmfSpEn4/X62NnXSaQzhpt3YwkGi8S46Ojqorq6mqqqKcDhMIpGguLgYt9tNcXExS5cW/CJSKaUG5ZAbic9ljIkZY54zxtwAXIMV+H5wCFW8hTXl4oJh7lrmJqK/gC1z7I28/XuMMRuMMWvT1/Ud4Hsi8rb96INfRKYN8bzBSPaxP5vrYox5EysX/UPAf4APA8+IyDeG0E53gX19jaLvz43OSBrwM1JKjT1+v59rr70WEaGrq4umpia2bNlC/c5tRDvbiUe6epTv7OzEZrNRUlJCeXk5LpcLYwzLli3D79fHWJRS+++QDuLzPJ9+nTLYE9Kz0TwCvGuYg91/YgVxHy10MJ2v/WGslJONA9T1I6wR3O8MsQ9r0q9XDKLsrvTr3Nyd6dzxo3OOD4kxJmyMecAY80lgBlYK1DdFxJ0psh/VZh7wLcvbnz8S/lb6daAbtMH2YUQ+I6XU2LN48WImT55MKLTvWfpYNEK0s/f8AvnP6dhsNubOncvixYtHvJ9KqUPbIRfEi8g5UvjpxsxfzJoCx/rzbazP6VeFpnsUkdNFZCij+xhjdgO/Bs4TkU8VKHIjMA/4oTGmq8Dx3LrCWOk1i0TkxCF044/A68DXROSU/IMiUiYi/5t++zzQDFyTTlHKuBRroah/DKHdTP0Vue/TDx2/jvVZZ9oIZ/oyhKozwflZOW3Zgavyyr2EFVhfLyI9hsPy/v8JM7hZX4b9M1JKjU02m43LL78cYwydnZ3s3LmT1uYGQnvriUe76GxvJRAIEA6HcbvdPc41xnD99dfrQk9KqQN2KObE/wQoEpG/YqWMuLCmafwQsBP4ZU7ZaSJSaDS8zRizFqx54EXkc1jTIW4Wkd9gBYqlWNNPXoi1YutQfR4rUF8lIouBh7BSPt6LlSv+F6y88cG4HSs3/itYI/gDMsbEReT96XafEpHcFVuPBy7HWpn2W+myX8b67B4Vkd9jrYL7Oayc8p8Nsp+51otIY7rNRqzP4n+AfxhjMs8BvJB+/bGIrAOSxpj7e1fV47peF5H/YKUYTQDasD4TR165pIh8Bvg78JJY89I3AcdizRzz/pw+XCEiK4HngJAxZnWBdkfiM1JKjVHnn38+Xq+XmpoaIpEIyWQSggFEbGCSCOBwONizZw8LFy7k3HPPZfXq1SxZsoR58w7keX6llLIcikH8F4DLsEber8IK4ndjzSX+nbxFoBZSeK72V4C1mTfGmDtE5FlgOXAlMBHrgdPngI9gzUAyJMaYDhE5B2s6yyuAm4EUVsC3FPhlelXQwdTVJCL3Af8tIkcZY94a8CTrvC3p0fvlWA//fgArJ3sL1o3Bj3PK3isiEazZfn6E9WDsfcBXjDH7s3LpT7Gu+3rAB9Ri3YDlpgX9HbgN64bio+m+9RvEp12Rrv8rWClJP8dKi3oot5AxZq2I/Bfwv1g3QQBbsa49t58nY/3cr8cave8VxKfrG+7PSCk1RrW3tzN16lS2bdu2b2cqiSFppdCI4HQ6SaVSnHTSSXz605+murqaiy++ePQ6rZQ6pMj+zaanlBprRCTg9/v9gUBgtLui1CGvrq6Oa6+9loceeohEIkE8HscYg4ggIjgcDsrKypg4cSIf+chH+OpXv6opNEqpISkrKyMYDAbT00j3ciiOxCullFIjaurUqZx88sk89dRTdHZ24nK5sNlsOBwOUqlU9oFWn89HUVERe/bsYevWrWzZsoWqqiomT56Mx+Nhzpw5NDQ0EAwGmTt3LqWl+UuDKKVUYToSf4hJP1Q5YYBiQWNMoekZ1TimI/FKHVzNzc0sX76cmpoa5syZw5w5c/D5fNTV1fHiiy8SCARwOp0UFRURiUTo6Oigq6uLRCJBRUUFZ511Fm1tbUyfPh2v14vL5eLKK69kypRBT6KmlDqE6Uj84ed0rPzv/nwCuHfku6KUUocul8vF0UcfzdFHH811111HWVkZAJs2bcLpdPLMM8+wd+9e3nrrLWKxGMlkEpvNRjwep6OjAxGhvLwcm83G7NmzicViPP3003zgAx8Y3QtTSo0LGsQfel4BzhugzOsHoyNKKXU4CofDdHR0YIyhvb2d7kiEWCyBMUkE66HXWCxOa2sr5eXlpFL75jBIJvtaB04ppXrSIP4QY4xpBzaMdj+UUupw09nZyZ133klLSwtPPPEEra2tdHd3g82OzeUkFY+QMilsNgd2lxO3201nZyfGGO6//36OOOIIHYVXSg2aBvFq1IjIV4GrseZTf8IYc/bo9mhoRMRgzaN/42j3RSk1+u6++27uuecefD4fHR0dpFIpPB4PLqeHZNkMYi17SMYj2H0TmFxRijfZRXd3N48//jiJRIJoNMrq1as57rjjRvtSlFLjwJie70pEjhORP4nILhGJiEidiDwkIp/NKbNTREwf258K1HmyiPxORGpFJCYirSKyTkSuEBGbiNzbT3252405dbpEZLmIvCgiIRHpEJGNIvJJEen1GReoqz3dhzP24zOalVPPF/oo84/08Z1DrX+kiMh7gJuAh7Fy9L87Am0sE5Erh7tepZTK99Zbb7FmzRqSySTBYBCbzYbX68Xn81FWMQlXsR9vWSW+idPwzzqOiVNm4PP56Orqwul04vV6syPymzdvHu3LUUqNA2N2JF5EMg9o7sZa7bIRa8T27cB1WAsDZbwA3Fqgml15dV6NtehTPdYiT9uwVl49H/gt4Mda3Cc3HWUh1uqqNwFv5uzflK7TB/wLeCfwN+AerM/1vViLDC0WkQ8ZY/ITHdel27QBs7FWK90gIqcaYzYV/lT6FcVaFOlHeddcgZUjP9YWGzoba3XYq4wxiRFqYxnWYk/3jlD9XqxrUEod5latWoXdbsfr9VopNGlFRUW4K6roTvpIAnaHE/9RJyAtrxBP9P7zkUgkuPnmm/npT3+q88orpfo1ZoN44GtAO3BK3iqriEhVXtlaY8xv+6ssfVNwB/AEcKExJpxz+Jb0KPgUY8zTwNM554WwgviHjDGPFqj6FqwAfpkx5qc5+28XkZuAr2Kt4HlT3nmbc/ssIk9h3QwsAz7T37X0YS3wPhGZa4ypydl/GVaAvxGYux/1jpQqIDyCAfyIEGvyZ48xpltXYVVKZezYsYOuri7cbjciQiqVwuFw0N3dTWDPDsyU4/BPn427uAy7x0co0IYzlcJut/d4mLW4uJitW7eydu1alixZMopXpJQa68bybf5RwKv5ATyAMaZ5P+r7JmCAj+UF8Jk6nzTGPDCUCkVkOlYqyIa8AD7jG0AN8EURKRqguifTr0cNpQ85ngBqsUbjc10O/B3oNS+8iHxCRB4WkWYRiYrIGyJyTYFyO0XkbyLyLhF5Lp3atF1EPp5X7sZ0nnj++Vem03lmpd8brM/Nn5MKdOVQ+pQue6GIPJ5OYQqmU5jem+kzcALwrpw2Hh1KP/Ou/QIReRHrG40PZa4jL63qxvS+I0Tk1+k+BUXkl/k/fxHxisiPRWSviHSKyIMiMjW/TqXU+NDa2kpjYyOBQICuri5KS0uzK7kCJCMhws11JKLdtLzyCG1N9bS0tOBwOPD5fHi9XiorKykuLgbgjjvuIBgMjuYlKaXGuLEcxO8CThGRYwZR1iUilQU2D0A6gPov4DFjzJ5h7OMFgB0rNaeXdArN74EyrPnb+zMz/dq+n30xwP3ARzI70jcZZwC/6+Oca7A+55uAFcAe4E4RubZA2TnAA1hpQCtIp6mIyLH70dePYd10dKX/+2PA40Ppk4h8CliDlQ71XaxvbmrYN73m57FSsTbntLG/effHYKU+rcVK5RooYfXPWKk2X8H6zK4E/jevzL3AZ9PX8GWsm6x/9FepiAT627DSwZRSB1kikSB/kbVgMEgsFutZLtpNV2s9JhnP7otGo5SWljJp0iR8Pl92f3d3N6tWrRrRfiulxrexnE7zI+CfwCYReQYr6Ps38KgxJp5X9gKgpUAdnwVux8o5dwCvDXMf56df+8thzxybT89ce4+IVLIvJ35len+vh3GH4PfAF0TkbcaY54EPA23AQ8BVBcq/K2/l1ttF5F/AcqzUo1zzgXcaYzYCiMgDWAH2J4CCD9T2xRjzWxE5Fzi+QBrUgH0SET/WMxAbgXcbY6KZwul0F4wxf0uPaAcGSrUahKOB/zLGPDzI8s8ZY67O6VMF8CmsYB0RORn4IPAjY8wX08XuFJFfYn17oJQaR4wx5K9+bozB4/HQ1dWV3ecqKunz/ELWr1/PihUrhq+jSqlDypgdiTfGPAS8A3gQOBErAFoP7BGR/ETBjVgjsPnb39LHS9OvncPczcxf5P7qzRwrzdt/NdaNRxPwFLAA+IIxZr+DeGPMi8AW9o3GfwT4U4Gbnkz5bLAsIv70TcVjwJHpQDnXpkwAnz63BWvk+8j97e8B9Ol8wAd8LzeAT59f+F/DA7N1CAE8wN15758AKkQk8//Ae9Kvd+aV+wn9MMaU9bcB+t27UqPA6XRSUtIzQC8qKqKoqAiv14vN4cBdNonSKUfgLauCnEnLXC4XIlJwkafzzz9/xPuulBq/xvJIPMaY54D3i4gLa4TyfcD1wJ9F5ARjTCatocUY098CRx3p18LDIPsvE6D3V29fgf5fgLsAF1bKyxexUnMO1O+BpSLyc+AkrM+rIBF5J/AtrJul/Jx9Pz2Dwt0FqmgHyg+ot/vXp8yNw3B/s9KXHUMsn/9ZZVKkyrH+X5yJNavNrrxy24beNaXUWFBVVYXdbicWi2GMIRgMYoxBRKg44kjMvNOI7XwRERuVM0/AvBrE3m0nHA5TX18PQFlZGWVlZQB4vV6WLl06ileklBrrxnQQn2GMiQHPAc+JyBbgl1jpCN8eZBVvYQVNC4a5a5mbiOOBl/soc3z69Y28/XtybjzWikgU+J6IPJxOhdlfv8fKv74TqMMaBe5FRI7CSk/ajJWqsgeIAYuxAv/8b2n6Wgtccv67r1HwQd2c7Eef9tdQ+9nroeABDOazUkodQkQEn8+HMYba2tpsiowxhkBLI+72Rtq3vUIyEcfbHWNyeQXhcCuJnGkmA4EAPp8Ph8PBtddei9+vj7kopfo2ZtNp+pEJcKcM9oT0bDSPYM1UMm0Y+/JPrIDto4UOiogdKy89gJXy058fYY3YfudAOpSeXvJF4F3A/caYVB9FLwLcwMXGmJ8aY9ambyqGGrDmagcQkbK8/TN7Fz2gPr2Vfh3opqyvYP1A+3mgdmHdQOe3N/sgta+UGmZHHHFEdl73/NSYRDxO8K2XSSaszMZYqI1gS1OPAD5bNpHg6KOPZvHixSPfaaXUuDZmg3gROSfzkGKezF+2mgLH+vNtrOv9Vf50f+n2TheRDw6lQmPMbuDXwHnp2VLy3QjMA35ojOkqcDy3rjBWes0iETlxKP0o4CtYKSmFpr3MyPwrk/2M0znnnziAdjPB9Vk5dRYD/z3I8wfbp4eAEHCDiLhzD+T9PxPGmhlouPt5oNalX/PXA/hsfkGl1PiwdOnSbPpMcXExqVSKaDRKV1cXsUg33W2NxLo66GpvItSwnUBrMyJCNBolmUwSi8VIpVK4XC5WrFihCz0ppQY0ltNpfgIUichfsdIrXFjTNH4I2ImVUpMxTUQKjYa3GWPWgjUPvIh8DvgxsFlEfoMVzJViTT95IVBoasWBfB4rUF8lIouxAkw71oqt52Llvn9/kHXdjpUb/xWsEfz9kn4o+KEBiq3HSlVZLSI/xXpQ9NNAMzB5P5tej5UP/nMR+SFWUP5JrAd4Zwzy/AH7ZIwJisgKrJuUZ0Tkfqxc85OxFrbK/BxfAD4rIl/HyjdvTj+geqD9PCDGmBdE5M9YMwlNBJ7F+uZkTqbISPdBKTW8jjrqKJYsWcLq1as59thjefLJJwmFQtY0k6EwiVQdqXgMMCB2Ijahy+vB7XbT2dmJ2+3GbrdTXV3NnDlzBmxPKaXGchD/BazVRhdjTY/owgq87gS+k7cI1EIKz9X+Ctbc3gAYY+4QkWex8q2vBCZiPXD6HNZMLkNa7CldZ4eInIM1inoFcDOQwnrocinwy35SWvLrahKR+4D/FpGjjDFvDXjSfjLG1IjIpVjpOz8CGrG+CWgBfrGfdcZF5H1YP6P/S9d5K1b6yi/7OXXIfTLG3CMizVizFn0TK/h/nZ43TN8FjgC+hPWA8WPAwwfaz2Hy8XS7HwE+gDX96IewvmHSlWCVGoeuuuoqqqurERE6OzvZtGkTbW1tJBJxTDIFqfSXjWJIGWtGmkmTJuF2u2lubuaYY47hqKOOYtu2bRrIK6UGJCMzI59SaqjSaVQvAR81xty3H+cH/H6/P3/RGaXUyAgEAtx2220AXHfdddmZZdasWcOjjz7K+vXraWxspLOzk2QySSqVIjfjr6KighNOOIFoNEpFRQXHHXccAJdddhnHHrs/6+gppQ4lZWVlBIPBYHoa6V7G8ki8UocsEfHmLWoFVmpWin2r1yqlDkBHRwfbtm1jwoQJzJo1C2MMjz76KP/5z3+orKzEbrcTDAZxOp2cdNJJnHrqqTidzgNu9+STT+bll19mypQpdHZ2UlxcTCwWy+a/iwhut5vp06czd+5cXn/9daZOnQpY/2jrKLxSajA0iB+j0nPjTxigWLBAIKjGh6+KyAlYsyalsBaAugC4xxizZ1R7ptQhYNeuXfzmN7/JzgBz6qmn8uSTT/LAAw/Q1tZGV1cXItIjoH7ve9/LDTfcgMfjOaC2p0yZwlVXXcXChQt588036erqYsqUKaRSKV5++WWSySQLFy5k5syZGGP49Kc/TXNzMy6Xi5NPPnlYbiSUUoc+DeLHrtOxArz+fAK4d+S7okbARqwHqr+J9QDvbqz5/W8azU4pdah44oknekzh+NBDD/H3v/+dxsZGYrFYdhpIu92OzWZj7969vPjii7z66quccsopB9x+VVUVF1xwARdccMEB16WUUoVoED92vQKcN0CZ1w9GR9TwM8b8C/jXaPdDqUNVJBKhpaUFYwwVFRVEo1Gam5uJRKOY1L65BlKpFMYYjDHZqR6VUmo80CB+jDLGtGPNWKKUUmoIYrEYW7duZcOGDSQSCbq6urjkkktwOp1IJIIRgfSkDpm52hOJBPF4nFmzZo1u55VSapB0NQmlhkBEdorI30a7H0qpvr3xxhu89NJLhMNhQqEQAI888gglJSWUllfi8pXjLq2kvHoKlZWVTJw4kYqKCiKRCPfff/8o914ppQZHg/hxTESOE5E/icguEYmISJ2IPCQin80ps1NETB/bnwrUebKI/E5EakUkJiKtIrJORK4QEZuI3NtPfbnbjTl1ukRkuYi8KCIhEekQkY0i8kkR6fX/YIG62tN9OOMAPqsqEblFRLalP6u9IrJaRN5VoOw8EblRRGbtb3tKqdGzdetWtmzZgsPhwOv14na7cblc2O12fGUT8E85krJpRzFzznFUVVVRWVlJRUUFDoeD1atXs3nz5tG+BKWUGpCm04xTIpJ58HU38DOshYOmA28HrsNa8TbjBazFjPLtyqvzaqwFkOqxFs/ahrWi7fnAbwE/1iqpuWk+C7GmRrwJeDNn/6Z0nT6s3O93An8D7sH6/+69wM+BxSLyIWNMMq9v69Jt2oDZwP8AG0TkVGPMpsKfSmEiMh94GChLt/ky1kJf/w08KiLLjTG35JwyD+sh00exVgdWSo0TqVSKf/zjH9jt9uzDqzabDb/fj8/noy0q2FxluIpLad3zGraYNVIfDoeZOnUqdrudlStXcvfdd2Oz6TiXUmrs0iB+/Poa1gqjp+StXouIVOWVrTXG/La/ytI3BXcATwAXGmPCOYdvSY+CTzHGPA08nXNeCCuIf8gY82iBqm/BCuCXGWN+mrP/dhG5Cfgq1qqr+bOybM7ts4g8hXUzsAz4TH/XknddTuBPWDPAnGGMeSHn2C1YK/r+SESeM8Y8Odh6R5KIFOd9/kqpQVq7di1bt26lpKSEeDyOw+HA5/PhcDhIJpO4vUXYyqqJBPeSu5h2KpWiq6uLkpIStmzZwtq1a1myZMkoXolSSvVPhxnGr6OAV/MDeABjTPN+1PdNwAAfKxRAGmOeNMY8MJQKRWQ61jSYG/IC+IxvADXAF0WkaIDqMgH2UUPpA3ApcAzw/3IDeABjTAT4JNZ1fyPd5yuBv6aLPJKT0nN27rki8i4ReS6dmrNdRD6e37CITBCRn6RTk6IiUiMin8src3a6/stE5HsiUg90DvEalVJAMBjk+9//PnV1dQQCAcLhMA6HA6fTSTAYpKGhgfbmetq2v0Yi0tXr/NyR97vuuotgMHgwu6+UUkOiQfz4tQs4RUSOGURZl4hUFtg8AOkA+r+Ax4Z5oaELADtWak4v6RSa32OluZw+QF0z06/tQ+zDRenXvvqwE+vbh3NExIu1Wuqt6cM3AR9Lb7mpQnOAB7BSflYAAeBeEcmuky4ixcBjwIeAXwCfA14CbhOR/y3QlRuBc4HvY91Q9SIigf42rHQnpQ5bq1atoqGhoce+QCCAMaZHQG6MIRGL4HTtW9TJ4/FQVLRvLCEcDrNq1aqR77RSSu0nTacZv34E/BPYJCLPYAWi/wYeNcbE88peALQUqOOzwO1YOecO4LVh7uP89Gt/OeyZY/PpmWvvEZFK9uXEr0zv7/Uw7iD6EDTG7B6gD2cDs40xr4rIY/SfIjQfeKcxZiOAiDwA7MH61uEL6TLLsW48TjDG7Ejv+6mItANfEZEfp6cRzXACZ6a/HVBK7Yd169aRypkDHqw0mcxc8Pkqp8wg2pzE7Xbj9XoRkR7H169fz4oVK0a0z0optb80iB+njDEPicg7sHLKF2GNZH8ZaBKRpcaYNTnFN2I9qJkvMwVDafp1uNM4SgZRb+ZYad7+q9NbRhj4gjFmqEF8yQDt99eHvmzKBPAAxpgWEakBjswpcynWSHxn+mYkYz1WXv9p9Fzs6d6BAnhjTFl/x3U0Xh3uFi1aRFNTU49R95KSEux2O8XFxdnpJgEcTjeNu7Zii4UREaqqqvB6vT3qO//88w9a35VSaqg0iB/HjDHPAe8XERdwAvA+4HrgzyJygjEmE6S3GGP6WziqI/1a0k+Z/ZEJjvurt69A/y/AXYALOAP4IlZqzv70oXKAMoO52chVaFS/HSjPeX80cDyFvwEBa3acXDsKllJKDdrSpUt5+OGHcblcRCKR7Ch8Z2cnEyZMwO120yVePP5phJp240iPzhtjaG9v7xHEFxcXs3Tp0tG6FKWUGpAG8YcAY0wMeA54TkS2AL8EPgh8e5BVvAUkgAXD3LXMTcTxWNM6FnJ8+vWNvP17cm481opIFPieiDxsjHl+iH04UURm9JNSczwQB7YOss786TAzcr+Lt2GNtN/cR9nX8953D7JtpVQf/H4/11xzDT/60Y9IJBK0t1sZa6FQiGg0SmVlJe6iiXQ4y+io397j3Mx0lBnXXHMNfr9+saWUGrv0wdZDTybAnTLYE9Kz0TwCvEtEpg1jX/6JFfB+tNBBEbEDH8Z6MHRjoTI5foQ12v2dIfYhk1bUVx9mAGcCjxhjMoF07+TZoXsL8BpjNvSxNQxYg1JqyBYvXszRRx9NZ2fPL9ZCoRCpVIpEPEYqEcddUt7jeFFRUTaQnzNnDosXLz5ofVZKqf2hQfw4JSLnSP5TWJbMvzw1Q6zy21j/P/yq0HSPInK6iHxwKBWmR75/DZwnIp8qUORGrIWVfmiM6T3fW8+6wljpNYtE5MQhdOOPWJ/FV/LPExE31swxAvxfzqHMFJtlQ2gn35+As/Knpky3W9nHz04pdYBsNhsrVqzAZrORSqWIxWLE43Hi8Th1dXXs2foG9a88QWdzHfFolHg8jtvtpru7mz179lBfX88nPvEJXehJKTXmaTrN+PUToEhE/oqVMuLCerj1Q1irjP4yp+w0ESk0Et1mjFkL1jzw6TnMfwxsFpHfYI0ml2JNP3khcO1+9PPzWIH6KhFZDDyEldv+XqwpFf+CNa3iYNyOlRv/FawR/AEZY2IicinWzDcbRSSzYmslcGW6byvyFnp6BSu96Msi4geiwMNDnH//B8AlwDoR+UW6zVKsZxc+gJWHnxhCfUqpQZo3bx7nnHMODzzwAKlUing8jsvlIhgMEosnSZoUqUQCmwh2u41AIEBJSQkej4dZs2axZcsW3vGOd4z2ZSilVL80iB+/vgBchjXyfhVWEL8buBP4Tt4iUAspPE/6K1grlgJgjLlDRJ7Fmh7xSqyHLzux8u0/gjU3+pAYYzpE5Bys6SyvwMoRT2FNZ7kU+KXJXTax/7qaROQ+4L9F5ChjzFuDPO81ETkBuAFYgvV5hbBWnr0mfxrJ9GwzVwFfB36OddNxDjDoIN4YExaRs7BW1r0U+BRWOtBmrFmE+sqrV0oNg5NOOok9e/ZQV1dHXV0dlZWV7N69m1Qybk1DaQwpA3a7jVgsRlFREcceeywLFiygsbFxtLuvlFIDkkJz5yqlxh8RCfj9fn8gEBjtrig16u655x7q6+upr69ny5YtxGIxtm7dSkdHB4lEAmMMIoLX68Xr9TJv3jze9a534XA4OPbYY7nssssGbCMQCHDbbbcBcN1111FWVjbCV6WUOpyUlZURDAaDfU0xrUl/SimlDjmnnHIKXV1d2cWfKioqmD17NsXFxRQVFeF0OvF4PJSUlDB9+nRmzZqFz+fjuOOO48ILLxzl3iul1MA0nUaNS+m58ScMUCyYM+OMUuow0dDQwLp163jppZdwuVyUlpbS2tpKXV0dACJCeXk5EyZMoLq6miOPPJIpU6YgIpx11lkUFfV6tl8ppcYcDeLVeHU61rSY/fkEcO/Id0UpNVZ0d3dz77338vDDD9PQ0EB7ezupVIpwOJx9yBXA5/Mxf/58uru7mTZtWvbcjRs3cskll4zmJSil1KBoEK/Gq1eA8wYok7+gklLqENTV1cX27duZMGECbW1tRKNRkskk7e3thMJdxJMpErEYqWQynQtvndPd3U1zczNbtmxh0qRJ+P1+otHoaF+OUkoNigbxalwyxrRjTRuplDqM1dTU8I1vfIPp06ezY8cOzjjjDNavX8+ECROIRCJgdyLFfkxHGyYaIpVMYkNwOBxs374dr9fL448/TlFREeeddx4LFy6ks7OTBx98kIsvvpiSkpJsW33tV0qp0aBBvFJKqXHr//7v/3j22WepqakhGAzy+uuv43A4aGhowO1243b7SE6cQ6K8g0jTWyTjMVw2mDSpivb2dhKJBIlEgmAwSFNTE0cddRQ333wzq1evprGxkRUrVmTbuueeewruV0qp0aCz06hDnohcKSImvb2twHGXiLSlj99b4Pgp6WOdIuLto42dOW1kyj4hIhcP0B8jInER2S0id4hIeaH6lVK9bd68meeffx6AYDAIQDQapaysjClTpjBr1iyOXHAyrpJyXD4/xRVTKK2ehb+iipKSElwuF4lEAo/Hg9frpaamhnXr1rFmzRoA1qxZw+bNm7NtFdqvlFKjRYN4dTiJApcX2H8B4AfifZx3BVALeIFeQXmOF4CPAR8HvgfMAv4mIhf0Uf5r6fLXAk8BnwH+ISLS71UopUilUqxcuZLS0tIe+10uF21tbdTV1dHS0kKkK0zx5KN6lCkuLcPj8VBcXJzdZ7fbKS0tZeXKldl9IsItt9xCIpFg5cqVZH41M/sz01cqpdRo0HQadThZC3xIRL6Qt0rsR4BHsVa27UFE7MCHgJ8B78C6CfhDH/XXGmN+m3Pun7FWaP0s8M9C/THGvJz+73vSAcKHgVOAZwd9VUodhtauXUtNTQ0iQklJCalUCpfLRSwWIxwOAxCPx2lt2EP5iR8gFYsS6u7A459AebEduvdSWVmJ0+kkkUhQVlaGw+EgGo0Si8WIxWJ4PB5qamr4wQ9+QE1NDd3d1oy1mVH7Rx4ZaIIspZQaOToSrw4nvwemAO/K7BARH3BR+lgh7waqsQL3+4H3iMhA89MDYIypAfYCRw1UNu3J9Otgyyt1WAoGg9x11100NzfT1NREZ2cnkUiE4uJiYrFYj7LJRILgjk107n6NRLSL8N56ol1hjDE0NzcTCAQIhUI0NDSQSCTo6Oigvr6evXv3UltbSzgcZt26dTQ2NtLc3ExzczP19fWkUinuu+++UfoElFJKg3h1eNkKPI818p5xCdY3Un/u45zLgdeNMa8DfwEEuHQwjYlIKVAOtA+yfzPTrwXLi0igvw0rJUipQ96qVatobW3NjowDJJNJOjo68Hg8PcraHHa6m3dm35tUimBbC9FotOD5gUCgx/mBQICurq4eU0/G43FCoRBdXV3De2FKKTUEGsSrw83vgQ+IiDP9/nLgX+kpK3sQEQ/wftLpM+ky67Fy5AtxiUiliEwUkZOA3wF24E99lC9Ll58hIh/HyolvAR7fz2tT6rCwbt26gvnoxhjKysooKirCZrPhdruZUD0NjOlZLpUqeH4qlcLklzWmz7JKKTWaNIhXh5s/AGVYaTEVWAtG9ZVKswQopWcO/P3AmSIyvUD5C7CC8GbgRWAR8ENgZYGyYK042wLsAn4F7AAWG2MKDu8ZY8r624BgH+0odUhZtGgRXq8Xh2PfY10iQjKZpLa2lu7ubnw+H9XV1RQVl+CZMKXH+cX+cjweT6/zS0pKejzsCtbKrkVFRdjt9h5l88sppdTBpg+2qsOKMaZORJ7AGoGfCsSAB/sofgWwDUiJyOz0vteBJFZKzg/yym8E/hfr9+ok4OtAUd5DtLmWAW8BE9L/fSyg388rNYClS5fyyCOPMHnyZDo6OkilUjgcDtrb932hlkmtcZVC2Zy34Sz2E9mZxO3zU+JKYOtq6XG+z+fD7Xbjcrlwu91Eo1G8Xm82WJ88eTKdnZ0YY/D5fLhcLoqKikbrI1BKKR2JV4el32NNFflJ4MFCI98iUoY1sj4bK5c+s72IFaQXmqqyxRizwRjzL2PM97DSY64Vkff30Y9n0uUfABYDbcB9IqK/l0r1w+/3s2zZMux2O+Xl5VRUVBQs193dTWtDLc0vrCcaaKa4YjLukn1LMeSe73a7gX0j8pWVldkA/vzzz8fhcFBeXs6ECRNwuVwYY7jiir4y65RSauRpsKAOR38EnFhTOf6ujzKXAm7gU8Bledv3gBNE5JgB2vkN8CbwnYHmfjfGRIBvAScCHxzUVSh1GFu8eDFz5szBZrP+Gct/oBWshZ/CHQGSsQjRQBPB+rcAa8aaSCTSK/8dwO12Z+eDt9lszJ07ly996Us92srsP+ecc0bq8pRSakAaxKvDjjGmDWuBpRuBdX0Uuxx40xjzC2PMn3I34PtAgr4fcM20kwJuBuZjzYIzkD8CO4EvD+Y6lDqc2Ww2li9fng3E3W43lZWV2Gw2kskkpaWlJJNJjDEkImGiHW10NtfSvPUldr75Crt27WL79u09Zp0BWL58efa/jTFcf/31OByOHm1l9meCeqWUGg36F0gdlowxPzPGfMsY02uVVhGZijWX/Jo+zg1izen+kULH8/wWaGIQgbkxJgncBpwoIu8ZRN1KHdbmzZvHkiVLAJg5cybGGBwOB3a7nVAoRCqVItwRoLO2huD2l+ls3EXL5udpbawlGAwSDAapra3NzjRz0UUXsWjRomydS5YsYd68eb3ayt2vlFKjRR9sVaq3D2Pd4BYM4tNWAzeLyOnGmI19FTLGREXkDuDbInK2MebRAdr+OdY3BF8B/jWkXit1GLrqqquorq7m3e9+N8uXL2fixIk8//zznHDCCaxbtw5JxkiF2iCRQEwKkzKkBMTlxOfzcfTRRzNp0iTOOussPvrRj/ao8+KLLy7YVv5+pZQaDVIoJ1ApNf6ISMDv9/vzF6tR6nBgjOG73/0uiUQiu++FF16gqamJ7du3E4lEiMVi2bngS0tLqaqq4owzzuDKK6/kzDPPHHKbgUCA2267DYDrrruOsrKy4bocpZSirKyMYDAYTE8j3YuOxCullBpWHR0dPProo0yePJlTTjkFgFgsxuOPP46IMHfuXAKBAEcccQQej4ft27djs9k44ogjsNlshEIhnn/+eWw2G29729sGNZWjiHDyySfz7LPPZvctW7aMN954g2effZbnn3+eUCiEw+EgFotRWVnJggULOPLII1mwYMGIfRZKKTVSNIhXSik1bDZv3syKFSsIh8MAnH766Xz5y1/mM5/5DHV1dQQCAVKpFEuWLMHtdmO327Oj59OmTePss8/mpptuYvv27QDMmTOHb37zm0ybNm3Att/znvcwadIkamtrmTlzJieccALvfOc7Of744znppJNobm7G4XAwe/Zs3G43kydPZuHChZSXlw9Yt1JKjTWaTqPUIULTadRYcMMNN7Bx477HRFpbWyktLWXnzp0YYwiFQhhjmDRpEm63m0gkQmVlJUceeSRz584lmUzy5JNPZmeCsdlsXHnllXz84x8frUvqk6bTKKVGkqbTKKWUGnGpVIqtW7fy1ltvkUgkcDisf15aWlpobGqhOxrDpJLEYzEQoam1HafLY00BmdoLwNy5c+no6Ogxf3sqlSIUCo3KNSml1FimQbxSSqkD9pvf/Ia//OUv1NfXs2XLFmbOnElzczPxeBxXaTnxWBAEcLhIJZOkPGVEbTbsTjfGaT2Y+uqrrwLQ0NBAW1sbqVSKU045hdNPP310L04ppcYgDeKVUkodkL1793LfffexZcsWALxeL42NjQCUlJSQcnoomTmdSP1WxOHEXlyOOFw4vD5sDhfeZACXy8aWLVvo7OzE5XKRSCQQEcLhMCeeeOIoXp1SSo1NutiTOiSIyL0iEujnuBGRW9P/fWX6fZeIVBco+7KIPNrX+Xn7jxCRVSKyW0SiItIgIveLyAkFyg65XaXGg82bN2cDeACPx0NlZWWPB0adXh/FlVPwT56Ft3IqngmTcXhLsDndlE+sxuFwZB9wjcVi+P1+SktLicfj3HvvvQf7kpRSaszTIF4dzrzAF/f3ZBE5C3gF+ABwP/AZ4KfAGcBzInLZSLSr1FiSSqX49a9/jcfj6bG/pKSE0tLSHvs8/kqKK6cisu+fHm/lNBwuFwCu9GuGiOB0OvnVr35FLBYboStQSqnxSYN4dTh7GVgmIlVDPVFEJgAPACHgJGPMl4wxPzfG3AgcD2wBfiUis4ezXaXGmrVr11JTU0NpaSnFxcWUlpYyZcoUvF4vHo8Hv99Psb+M8jmnUFI9E6e3GN+MYyiaOJ3yeadRNmchYI2+OxyO7M2A3W6nsrISu92OMYbPf/7zo3iVSik19mgQrw5nNwFu4Av7ce7VwCTgi8aYnbkHjDFtwDL6HnE/kHaVGjOCwSB33nknTU1NNDc3Ew6H6e7uxm63E4lEqK2tJRgMEg4GSHSHSCXitG5/jc5dr9HVsofulj2I2Ai2NlNfX09rayvRaJRJkyYxbdo0iouLs2298cYbvPHGG6N4tUopNbZoEK8OZ1uB3wOfEZHKIZ57ERAB/lTooDHmSWAncOFwtSsigf42wD/Ea1DqgKxatYq9e/cSiUSy++LxOKFQiEAg0GOqyFDdFsKtDSTj+9JiIq31RNoa6Whtye4zxtDR0YGI9GrvS1/60ghdiVJKjT8axKvD3XewRsxXDPG8+UCNMSbaT5lNwFQRKRnGdpUaM9atW0cqleq1P5VK9dpvUklSiXivsslYN/mLDiaTyYLt6XzxSim1jwbx6rBmjKnBeij1f9J57oNVAnQOUCZzvDT/wP60a4wp628DgkPov1IHbNGiRXi9Xux2e3afiFBcXIzP5+tR1l02iaIJk3qMsDs8RRRVzcBT3LNsSUmh+1561amUUoczDeLV4cT0sf87QBGwfAh1dWIF8v3JHO8r2N+fdpUaM5YuXUppaSnV1dXZB1uLi4vp7u6mqKiIiRMn4vP5KCr14ywqxaSSlM2YR1HVTLwTp+OZOJ1YRxuVU6ZTXl6Oz+dj4sSJfQbxP/jBDw7yFSql1NilQbw6VEQAT6EDIlKUU6YXY8ybWDPNfFZEyguVKWAzMFdE3P2UOQ6oM8Z0DGO7So0Zfr+fa665BqfTSVlZGdFolFAoRHt7O/X19bjdbtxuN10dQUL1Wwns2UosFMBdXk1kby2hPTW0vv4kwb3N+P1+KisrezzMmuuYY47hmGOOOchXqJRSY5cG8epQsRtwi8isAsfmpl939XP+/wE+4PODbG8N1k3DBwodFJF3AkcA/xignqG2q9SYsnjxYubMmUNXV1d2sSaw8uJDoRAdHT3vYbvamwjV1vR86DXQRiQSoaGhgZ07d9LU1NSjLhHh1ltvHfFrUUqp8USDeHWo+Gf69X8KHPsMkALW9XWyMeYNrJlmrmNws7zcDbQAPxSRGbkHRKQMuAvoBn7YXyX70a5SY4rNZmP58n0ZYclkkng83uvB1mQ8SqwrRLw7TDIeJRkJk4yEAYPBsHfvXqJR6znxcDhMQ0MD8bj1IOx///d/91oISimlDneO0e6AUsPBGPOSiNwLrBCROcC/ATvwHuA84EfGmB0DVPN/wGVYwXR/o/YYY1pF5INYI/Ivi8jPgBpgOrAUqAauMMZsG0T3B92uUmPRvHnz+OAHP8hPfvITOjutR0DsdjsTJ06ksrKSt/Y00BnYTDLUjjhdRCPdGAw2hwu720t1aQm27iSJRIJEIkEymaSzs5NkMsmUKVO48sorR/cClVJqDNIgXh1KPgW8AnwC+H9YD7K+CVxtjLlnoJONMa+JyJ+BSwfTmDHmURE5AbgBuBxr8ad24FHge8aYlwdZz5DaVWosuvrqq/nPf/5DU1MTHR0dnHbaaezevZsZM2awu7YOe7QTsYFJxEh1tuDyeHDbi7DFE/gcbkomTcLv97Nnzx4rj76ri2QyyWmnnUYkEsmu5KqUUsqiQbw6ZBhjUsCt6a2/cvcC9/Zx7LI+9vdeecba/xbWzcNg+jfkdpUaL4qKijjxxBN7pNEce+yxVFVVsWnTJsSkMMYQjUZJJpOUFHmYPHkSALNmzeSiiy4iEonw97//HYfDwbx583C7refGY7GYBvFKKZVHg3illFIHzOl0smDBAjZt2pTdd9JJJ3H22WcTjUZZt24dTU1NxONx4vE48+fP54gjjsDtdnPttddSWmotp3D88cezdu3abB2zZ8/OHlPjQ3NzM21tbWzfvp3GxkYuueQSKioqMMawc+dOAPbu3Ut7eztnnnkmXq93dDus1DilQbxSSqlhcfHFFzN58mQaGho44ogjOPHEEwG4/PLLmTVrFs8++yxFRUUcc8wxRCIRbDYbp556ao8g/dRTT6W4uJiamhomTpzIaaedNkpXo4YikUjw+OOP8+CDD9LQ0MCmTZtobGzE5/OxcuVK7rzzTrZu3cru3bvZsGEDLS0tVFdXM2HCBG677TZmzpw52peg1Lgj+ctdK6XGJxEJ+P1+fyAQGO2uKHVYCAQC3HbbbQBcd911lJWVjW6HRtG6det49NFHefrpp9mxYwd1dXXYbDbsdjsOh4Py8nImT55MOBymubmZoqIiKioqKCkp4dxzz+XrX//6aF+CUmNOWVkZwWAwmF6VvRcdiVdKKaXUAdm8eXN2bv9gMEgqZT0DkUwZUghtwRAJezvRznZi0QhFRUXZ5yfy1xJQSg2OBvFKKaWUGrTOzk4efPBBzj33XLZt28bjjz/O5s2bCQQCOJ1ObDYbYrNjRLDZHaQcXpyTZ9PZHYKkIR6PE4vFqK2txe12s3jxYjo7O/njH/8IwGWXXUZJSckoX6VSY58G8UoppZQatHvuuYc///nP/O53vyMej7NlyxZcLhepVAqv14vb7aZ65kRCkSSYFMVHnIAxhlQ8RioRwmUzGGPwer2ICGeffTY333wzq1evBqC9vZ0VK1aM8lUqNfZpEK/UAETkOOB/gVOw5oJvBd4AHjTG/CRdZifQ15NZfzbGXCoiAjwBHAXMM8YE89q5H7gYWGCM2T4S16KUUgdi8+bNrFmzho6ODurr67P7Y7EY1dXV2Gw2ysvLSfgm0emeCEDcO4HgztexOd24i0uwOQW/3095eTkAP/zhD/nHP/6RrWv16tVceOGFzJs37+BenFLjjG20O6DUWCYipwPPAycAPwP+B1gFpIDr8oq/AHyswHYbgLGeIl8GVALfy2tnEfAh4P80gFdKjUWpVIqVK1ciIvQ1KYbL5QLocdxTXo3N6cq+FxGKi4uz73MD+IyVK1f2WHNAKdWbjsQr1b+vYa3CeooxJpB7QESq8srWGmN+219l6dVZbwFWiMivjDHPiIgXuBNrdP9Hw9d1pZQaPmvXrmXz5s3ZFXTD4XD2mMvlwmazUV9fTywWQ4o6cM8owun1gQgl0+cR62jFk2jFby/JBvtg3RxEIhGcTidOpxOALVu2sHbtWpYsWXLQr1Op8UKDeKX6dxTwan4AD2CMad7POr+FNer+UxF5G/B14AjgXcaY+P52VCmlRkowGOTWW2+ltrY2O0Lu8/my00iWlJTQ0tJCLBYDIBGPEa3fgW/SDEIvPoRBEIEStxu3fV8SQCQSobm5OVtneXk5fr8fgLvuuoszzzwz+14p1ZOm0yjVv13AKSJyzCDKukSkssDWY714Y0wY+BxWis7twBeBXxpjnuivchEJ9LcB+i+dUmpErFq1irq6uh4pLuFwmLKyMvx+PzabLRvAZyRiEUIttZhUEgBjILi3qUeqTSAQ6FFn7vtwOMyqVatG8rKUGtc0iFeqfz8CfMAmEXlKRP6fiJwnIs4CZS8AWgpsS/MLGmP+DjwIXA0EgS+NUP+VUuqArVu3jmQy2WOfMYZYLEYgEKCjowO3293juNNbDKme52Tmj88oVGfu8fXr1w/XJSh1yNEgXql+GGMeAt6BFXCfCHwZWA/sEZH8ZM2NwHkFtr/1UX1r+vUFY0xrH2Vy+1LW34Z1M6CUUsNu0aJF+Hy+HvucTifNzc0EAgHa2tqIRqMUFxdjt9txe4vxllXh8pX1OMfrK8Vm2xd65Nfp9Xqx2+3Z9+eff/7wX4xShwjNiVdqAMaY54D3i4gLKwXmfcD1wJ9F5ARjzOZ00RZjzIbB1CkiZwJXAq8Bi0TkQmNM7ykalFJqDFi6dCmPPPIIdrudrq4unE4nyWSSzs7ObJlkMklRURElJSU0tIfpbtgBIhQfeTJit768dDQH6OoKZ+eI9/v92O12uru7ASgqKsIYk53BZunSXl9kKqXSdCReqUEyxsSMMc8ZY24ArgFcwAeHWk86FecuYDtwOvAq8JP0LDVKKTXm+P1+li1bRnFxMRMnTqSsrKzHiHqGiNDW1kYqk0ZjDLGOVlxlE+neW0tnWwvNzc20tbVlz8mMxofDYVpaWqirqyORSHDNNdfoQ61K9UODeKX2z/Pp1yn7ce4K4FjgWmNMJ9bc8bOwprNUSqkxafHixcyZMycbvJeUlPQI5F0uF16vt1eeeyoeJVy3tce+UCiUfYA1Go32mK4ykUjg9/tZvHjxSF2KUocEDeKV6oeInJNeaTVf5l+XmiHWNwv4BvCAMWYdgDFmI/AL4IsiMvcAuquUUiPGZrOxfPny7IOnDoeDqVOnMmHCBHw+H263m66uLux2O9HuLuLdIWLhDpyllYjNhjGGRDxGPB4nHo+TSCQAOOOMM3q1deGFFxYc6VdK7aM58Ur17ydAkYj8FdiMlUJzOtY87zuBX+aUnSYiHy1QR5sxZm1OfQmsnPpcXwbeC9wBnDtcnVdKqeE0b948lixZwurVq7nooosA+PWvf50dWW9ubiYcDhONJ0kmkzjcXszW5yhfcBaR7ZtItrcSj4Rxu93U19czffp0brrpJmpqati0aRMAc+fO5cILLxzNy1RqXNAgXqn+fQG4DGvk/SqsIH431gqr38lbBGoh8JsCdbwCrBWR9wFLgOuMMfW5BYwxrSLyJeDnIvIRY8zvh/1KlFJqGFx11VVUV1dz8cUXY4xh48aNRCIRAoEAjY2NBINBTDKBGDDxCCbYQPjFNRS7PXSaJMXFxRxxxBF0dHTw9re/HZvNxp133snKlSuJxWIsW7aMmTNnjvZlKjXmaRCvVD+MMf8C/jWIcrMGUeavQKHUnMzxX2Cl1Sil1JhVUlLCFVdckX1/6qmn0t3dzZYtW2hubsbn89HZ2YkxBqfTgc/jwuUUJk0sozEZoaSkBJ/Px0knnYTP5yORSDBt2jRWrlw5ilel1PijQbxSSqlxJR6Ps2vXLqLRKEVFRcycOTObPx2LxXjttdeoq6tj3rx5zJ49m0KPtXR3d1NbW0tVVZXOgHKAzjrrLNatW8ekSZPw+Xz4fD7q6+uJxWJMmjSJ6upqLr/8cpqbm9m2bRs7d+7EbrdTWVnJ/Pnzey0SpZQaHA3ilVJKjRvNzc3ce++9PPfcc7S0tDBr1ixOOeUUPvGJT9DZ2cm3v/1tNmzYQDQapaKigg9/+MNcf/31OBz7/rnbuXMnv/vd74jFYthsNi688EIWLlw4ilc1vr3jHe9g+vTp1NbW8uEPf5gnnniC3bt309nZSVlZGeeccw4XXXQR9fX1PPfcc2zfvp2SkhLmzZvH29/+9tHuvlLjlgbxSimlxo3HHnuM+vp63nzzTdrb29m2bRuvv/46Dz/8MKFQiJdffpmuri4Aurq6ePTRR1m0aBHHH398to4NGzYQi8UASKVSPPTQQ5x44ok9VgpVQzNt2jSmTZsGwGmnnVawzNSpU5k6derB7JZShzQN4pVSSo0btbW17Nixg+bmZqKxONidmLZOwtJCJByiozNMMhnPptBEIhFCoVCPOvLfR6NREomEBvFKqXFFg3illFJjQmdnJw8++CAXX3wxJSUlvd5v3bqVzZs3U19fT2dnJ9iduCpmYaqPwL7gTEzdFlK7d5CMxxFS2Nw2jjzySKZNm8att97Kiy++SCQSYdasWbz55psYY7Db7bzvfe/TvGyl1LijQbxSSqkx4Z577mH16tU0NjayYsWKXu+feeYZJk+eTHNzM0VFRSTEjv+okyiddSzOYj+xQDNFFZOJdrRiYt1MnjyZb3/729x3333cfffd2cWFNm/eTFdXFy6XC5fLRXNz8yhfuVJKDZ0uh6bGNRE5TkT+JCK7RCQiInUi8pCIfDavnEtElovIiyISEpEOEdkoIp8UEVte2bNFxIjIe/to814RCeT8txnEdmO6/E4R+Vsf9b43XfbsA/1clBpvNm/ezJo1awBYs2YNDz74IL/97W/Zu3cvDzzwAJs3b8Zut/PSSy8hIpSUlOCfUEX53FNw+yeSjHaTSsRweorxVc2gcvI0pkyZQjAY5G9/+1s2gAfo6OhARKiqqqKsrIy1a9eyefPm0bp0pZTaLxrEq3FLRE4HngdOAH4G/A+wCkgB1+WU8wEPAzcDu7AWcLoB6AJ+DjwgIvubDPtT4GM5263p/Tfl7f/Lftav1CEvlUqxcuXKHlNB3nDDDQQCAUKhEM3NzXz961/n5JNPzq7qCVBcWobDUwyA3VuM3V3Uo16/38/NN9+M3W7vle/ucrl6vF+5ciWpVGq4L00ppUaMptOo8exrQDtwSt7KqYhIVc7bW4B3AsuMMT/N2X+7iNwEfBX4MlbgPSTGmKeBp3PaDQGfBx4yxjw61PqUOhytXbuWmpoaotEoNpsNEenx8Kkxhtdee40bb7yRyZMnEwwGcbvdeKunEkmXSUa6KJ58FHQ0k0zE8PnceL1etm7dSiwWo7S0lM7OThKJBB6Ph9LSUrq7u3G73dhsNrZs2cLatWtZsmTJ6HwISik1RBrEq/HsKODV/AAewBjTDCAi04FPABvyAviMbwDvB74oIrcaY7pGsL9KqTzBYJDbb7+d+vp64vE4AF6vt1c5m83Grl27aGpqIplMEg6HKXG34AI6d79BqLYGk0xAPErZjLmUE6KhoYHGxkYiESvUd7lcTJs2ja6uLhoaGrL1Tpo0CbfbzV133cWZZ56piz8ppcYFTadR49ku4BQROaafMhcAduA3hQ4aY5LA74Ey4PTh7mAfXCJSmb8BJf2dJCKB/jZAIw817qxatYqGhoZsAA/Waqq5gbzNZsPv9xMMBkkmk9n9wbYWYqGAFcAba18yESfcagXonZ2d2QAerNVcw+Ew7e3t2X2pVIpAIABAOBxm1apVI3GZSik17DSIV+PZjwAfsElEnhKR/yci54mIM6fM/PTrpt6nZ2WOze+nzHC6AGgpsP36ILWv1Jixbt26HoF5RklJCVOmTGHixIlMnToVt9vdu5wxJLpD2QA+I5WwbggK1ZtIJDB5J+SWW79+/X5eiVJKHVwaxKtxyxjzEPAO4EHgRKy89vXAHhHJJLZmRrc7+6kqc6x0BLpZyEbgvALb//Z3kjGmrL8NCI50x5UabosWLaK4uLjHPrvdjsfjweVyUVxcnH0oNb+cy+PBWzkVZ3HPX12PvyJbPvdhWRGhtLQUj8fTo3xuveeff/6BX5RSSh0EmhOvxjVjzHPA+0XEhTVLzfuA64E/i8gJ7AvQ+0tVGUyg36vpofY1R4sxZkP+zvQsOkodVpYuXcojjzwCWCup2mw2SktLsdl6jzGVlJQgIoTDYRwOB76ps4iJMOGYMwjXbyEeCuAsLsJTWgHRFlwuF5MnT6ajo4NUKkVJSQlOp5OqqiqCwSDxeByv10tJifUnoLi4mKVLlx7U61dKqf2lI/HqkGCMiRljnjPG3ABcA7iADwKZyZ+P7+f0zLE30q+ZJNreT9dZinLKKKUOgN/vZ9myZXi9XiZOnEhFRQVOp7Ng2cmTJxOPx4lEIoRCIUKBNgASXR1EWhuItjcRCbZm02mmTJmC0+nEGENXVxfNzc0EAgFsNhvl5eVUVVVlA3iAa665Rh9qVUqNGxrEq0PR8+nXKcA/gSTw0UIF0/PDfxgIYKW5AOxOv87to/65WA/VKqWGweLFi5kzZ0529F1EslM/gvVg69y5c/na175GMBjEGIMxhmBrM5G2RgJbniMRCQOGaChIqKUWgIqKCsrKygiHw4A1VWUgECAWi/Xqw5w5c1i8ePHBuWCllBoGGsSrcUtEzpHchNd9Mv8S1xhjdmM9MHqeiHyqQNkbgXnADzPTSxpj6rEedv2YiPRIthWRM7FG7v85PFehlLLZbCxfvrzHA6fXX3999r0xhuuvv57W1lZOOOEEjDEkEgni8RjtW18g2tGaPS+ZTNDZXEtH214ikQjvec97erUXCoWIRqM99i1fvrxgCo9SSo1VmhOvxrOfAEUi8lestBkX1jSRHwJ2Ar9Ml/s8VqC+SkQWAw9hTTv5XuBcrNVUv59X9wpgLfCyiPwKaASOBa4CtrFvZVal1DCYN28eS5YsYfXq1SxZsoT3vOc9vP7669n38+bNw+v1cuyxx/L0008TiUTojrQggQ7EpHCVVuL0ldFZ9xYmlSDcsJ3ult2cdtppzJkzhy1btmTTakpKSmhoaMDj8VBVVcUll1zCvHnzRvsjUEqpIdEgXo1nXwAuwxp5vworiN8N3Al8J7MIlDGmQ0TOAT4LXAHcDKSA14ClwC+NMT3WWzfGbBCRdwFfB67Devi1AfgFcKMxRmeCUWqYXXXVVVRXV3PxxRcXfD9z5kymTJnC3LlzeeGFFxBAIp04XC7irbtJttVCMpr+illoa2ujpqaGz33uc/zhD38gEAjQ3d3NCSecwLZt20gmkyxcuJCrrrpqtC5ZKaX2mwbxatwyxvwL+Ncgy0ax5pX/0RDqfxq4cIh9+htQKMUnc3zW/p6r1KGupKSEK664os/3YD2s+l//9V80NTVlV10t8riw273YbDbC4TCJRAIAj8dDNBrlxBNPZMmSJfznP//hX/+y/mScdNJJAJxzzjk9Hm5VSqnxQhMAlVJKjRvHH29NJrVw4UIqKiqoqqpi7ty5vP3tb+faa69l9uzZVFRUUFFRwfTp0zniiCOYMmUKAPPnz8flcmXrcjgcHHvssaNyHerw1dnZyY4dOwo+YN3Q0EBdXR2pVIqdO3fy0ksv0dLSMgq9VOOBjsQrpZQaN2bPns3ll1/Oyy+/zJw5c2hqamLKlClceeWVTJo0ierqajZs2IDdbueiiy5i0aJF2QdW/X4/n/jEJ/jPf/5DKpXi1FNPpbKycpSvSB1Onn/+edauXUsqlcLr9fLRj36UqVOnkkwm+f3vf8+2bduIxWJs376djo4Ourq6qK6u5iMf+QiXXHLJaHdfjTGSv/y0Ump8EpGA3+/3BwKB0e6KUoeFQCDAbbfdBsB1111HWVnZ6HZIjZrVq1ezYUOvNfx6SCaTvPjiiySTyew+v9/P/PnzaW1tZevWrQB0dHTQ0tKCzWajqqqKyspKTj75ZFasWMHUqVNH9DrU2FJWVkYwGAymV2XvRUfilVJKKTWq4vE4NpsNu93e61hnZyebN2+mqKiIefPmFSwz2jZs2MDLr71JsmhCweOxSDfhUJD2xr04nPtSulpCMfaG44Q7g3R1RxCx0R0K0xWNIyZFe3s7lZWVxGIxOjutRcWj0SiPPvooe/bsYcaMGZx99tk90sTU4UODeKWUUkqNikAgwI033ojT6WT37t0sW7aMc845J3u8paWFO++8kxdffBGACy64gKuvvprCS4RYAf+DDz7IxRdfPKIPLBdqJ1k0ge55vRcM62reTXDbCxgpp9vRid3pxeWfCIBn6mziiTAUdxDevZVUMoH4pyK4sEeshclaWlooLS3l8ccfZ+PGjTgcDl555RWefvpp3vGOdxAKhXj/+98/Yteqxi4N4pVSSik1Kr75zW/y4IMP4vf7CQaDBAIBjj/+eCoqKgB45plneOqpp9iyZQsA3d3dLF68mBkzZhSs75577mH16tU0NjayYsWKEev3UNoJ1daQyVz2VEwlHg7gLp+Ep7wab8UU4rtepKNhB46iUuLhDkglqTz+HOx7nifesZdwOMy6desIh8OUlZXh9/tpbGwkGAyyYcMGJkwoPPqvDn06O43ql4hcKSKmn21BulzuvoSItIrIMyLyfRE5okC9N6bLlvXR7k4R+VuB/ZNFZKWI1IhIt4iERORZEfmyiPj6qOv1dFsfG8J1ZbZH0+XvFZFAgbpdIrJcRF5M96VDRDaKyCdFpNfvV0691xU49vn0sVmFrkMppQ4lmzdv5uGHHwYgGLSW3qipqWHjxo3ZMrt3784G8ABbtmzJ5o4Xqm/NmjUArFmzhs2bN49Yv4fWzr5nD8Vmx+2fyIR5p1E8+UhEhHhXiGQ8ht3lwVMxBU/FVGxOJ1OOnMukSZMAaG1tJRKJ0NTUxLZt27KfVzAYpLGxcUSuU419OhKvButrWAsp5duT89/rgN9izXVeDiwE/gf4nIh82hjz2wPpgIichrWKqifdzgtYK6+eBvxvur0P5p1zInAM1gqulwO/SR96HPhYTtEi4KfAX7FWcM1o6qc/Pqx56t8J/A24B+t36r3Az4HFIvIhY0yywOlfEpG70/PXK6XUYSWVSrFy5Uq8Xi+hUCi732az8Ze//IULL7SW6HjqqacQETKTcLhcLu6//37OOeec7KxDufVlyooIt9xyC3fddVePcsPV79x2vvvd79LY2Ehd/V7srqmUzlqA2Pbl7RdPnk1w+yv73lcf2eO4zekiPzvI7vJCzPrmIZcxBp/PR2dnJ6lUCpvNxiuvvEIikcDh0JDucKM/cTVYa40xLw9QZnN+oC4iXwfWA78QkdcGUUdBIlKOFWBHgbcbY3KHYu5Kt/ORAqdejnXz8Q3glyIy0RjTYozZDmzPqb8MK4jfNISbjVuwAvhlxpif5uy/XURuAr4KfBm4Ke+8l4ETgU8Dtw+yLaWUOmSsXbuWmpoa7HY7Pp+PSCSCzWajrKyMHTt2sHbtWgDq6uqorKwkHA7j8Xjw+Xxs3bqVtWvXsmTJkh71bd68mVgshtPpBKxR/fxyw9Hv3HaMMWzcuJHi4mKS8RSRhu2I3UHpzH3rDxRVH4FJJUmEg7grpuCZMDl7zCQTpOIxPGVVxIwVyTu8PjyVU4m+tTV7Lbl8Ph9+v59EIoHT6URE+MEPfsANN9wwbNepxgdNp1EjyhizB7gScAJfOoCqrgYmA8vzAvhMO7XGmB/m7hPryaePAA9gjZTHgQ8dQB9y654OfALYkBfAZ3wDqAG+KCJFecceA54AviwiOqWAUuqwEgwGuf3226mvr6exsZFQKITH42HKlCkUFRUhItx1113ccccdtLS00NLSQldXF+FwOFvHXXfd1SOl5JZbbqGuro7GxkZqa2sJhUKICHfffXe23HD0e+XKldTW1mbbCQaDJJPJ7MwxALHgvsWZUvEoe195mI6dr9HVsodoe2P2odxYZxvNL22gfXcNkUALvmlzqDz+XbjLJ9H66hM07d5OKBTC7XYDICKUl5fjdDqx2Wy4XK5sXevXr2fPntwvxtXhQIN4NVhlIlKZtw3qaRpjzDPANuDcA2j/IqCbnqkuAzkLmAb8wRgTAv6BNTI/HC7ASuX5TaGD6RSa3wNlwOkFinwr3bdPDbZBEQn0twH+IV6DUkoddKtWraKhoYF4PJ7dFwqFiEat7EJjDOFwmLa2th6BezQazabehMNhVq1ala2vrq4uO/+6MYa2tjZSqRShUChbbjj6XVtbSyqVyrbT0dHRI90HwFG8709xuGG79bBqWlfTLmKdbQB07nqDVCK275obtiM2G+H6t7LlE4kEbrebyZMn4/F46OzsZO/evdk+5Pr6178+LNepxg8N4tVgPQK05G1b+j2jp9eBiSJSup/tzwe2GGN6r1PdtyuA7caY59Pv/wC8o9CDtvvZH4BN/ZTJHJuff8AY82/gKeArItL7+1KllDpErVu3rseCRxn5+xKJRK8yufvWr1+frS+/bCqVyga6mXIHqlC/U6kUFRUV2bnr3f6JlM44Jns8GeuZ027tixQ8ZpJx4l2h3uWTSdra2uju7iaRSBAKhWhra+tVbteuXUO/KDWuaRCvBmsZcF7eNpSJaTN/mfZ34t5SoHPAUmnpNJVLsQL3jH+k6xiO0fjMdfTXp8yxvm5cvgXMwErLGZAxpqy/DRie74yVUmoELVq0iOLi4h777HY7Ho+nx76ioqJeD6Xmnnf++ef3WZ/X680G1plyI9HvoqIifD4f06ZNY9rs+VQsOAOb072vH5XTejy0ane6cZdVZY/lcvkn4q2YjN3t7XUtmW8pMvIfeAWYOXPmfl2XGr/0wVY1WM/s70OpaZnpHwcdiJM7Lxd0MLQbgAuwZsh5TkRm5+x/EiuI/+4Q6iokcx399anfQN8Y85CIPA18VUR+eYD9UUqpcWHp0qU88sgjGGMIhULYbDb8fn82YBcRioqKMMZQXV1NR0cHqVSKkpKSbH54cXExS5cuzdb38MMPY7fb6e7uxuVy4ff7EZEe5Yaj3w8//DANDQ292rHZbCQLrCTrLquifN476Gq2RsntLg/dTTvxTpyOb/o8RKBrWzdis2N3eujY8Sr+I08g2t6EPdJIqd1LUVERgUCgx7cNhVZo/c53vjMs16nGDx2JVwfLAqDFGJNJDoykX719lC/KKQOwGZgzhNSTzGj7X4CtOdsFwDHpqScPRGZi4OP7KZM59kY/Zb4FzAI+foD9UUqpccHv97Ns2TKKioqoqqqisrKyxywsxhiuueYaPvOZz+ByuaisrKSqqgqvd98/F9dccw1+vz9b3zXXXENpaSmTJk2ivLwcm82GMYZly5Zlyw1Hv/tqZ8qUKX2e55lQjf/IE4h3thJu2E5wx6u0vPIIJhmnuPpISqpnEQsH6d67h3DjDgJbnqd46tFMnDqT4uJiRITKysrsFJJOpxOPx0NXV1c2F//8889n+vTpw3KdavzQIF6NuPT87kdhTTWZkZlzfm6B8uXARCA3wW8NVsA/YAqPiJRgPQj7W+CyAlsHVr78gfgnkAQ+2kcf7MCHgQCwsVAZAGPMOuAZ4Ab0mzGl1GFi8eLFzJkzJzu7SobNZmPu3LksXrw4WybfnDlzWLx4ccH6MqP5ufWMRL/z28msMNuX7r21JGP7UmKS0W6699YBEO1sI5WTa59KJoikj2V4PB6mTp3K1KlTAWhvb6e5uZmGhgacTidf+tKBTP6mxisN4tWIEpFpwL1Y0zvmTgH57/S+z0j+X3G4Nv36z5x9d2MtvHSziBxVoJ2pIvLF9Nv3YQX8PzHG/Cl/w7qZ+HCBdgfNGLMb+DVwnogUmmHmRmAe8ENjTNcA1X0LOJIDv7FQSqlxwWazsXz58l77jTFcf/312Gy2PsssX768V658pmxmZDq3npHod347A8n/xyYVj5LssjItxb5v/MaYFMmo9U9GIhEnEolk2xIRIpFIj1l9YrEY73vf+3Shp8OU/tTVYC0WkQUF9j9qjKlN//c8Efko1t+rMqwVVC9Lv/9vY0x2yTpjTJOIfBcr2K0WkQexFnI6C+uB1D8ZYx7LKd8mIu/HGpF/RUR+A7yEdSN6Ctao95p08SuwAv7n+riWNek23gU8OoTPIN/nsQL1VSKyGHgIa9rJ92JNp/kX4PsDVWKM+aeIPId1HUopdViYN28eS5YsYfXq1cyYMYPdu3ezZMkS5s2b16PMRRddxOrVqwG46KKLehzvq778ekaq34NtxztxOqH6bSQiXUTb6knGIojdQayjheJiP06vj3gsQqS1AXE42PvaEwQ7avFIErvdzsKFC2lubiaVSjFnzhyampoIBoP4/X4WLlw4Itepxj4N4tVg9fUg6PuATBC/KL0lsVJWtmGtSHq3MWZH/onGmG+JyA6skfdvYQXAb2GtdPqjAuU3ishxwBeBxVizuiSwcs7/F2vl1irgv4Bfm9yJe3taC6Sw8uYf7feq+2GM6RCRc4DPYt043Jyu9zVgKfBLY0zvyXwL+xb7bkKUUuqwcNVVV1FdXc273/1uHn74YS6++OKCZcrLywG47LLLBlVfoXqGU6F27F1teDev7fMcjzdBe2cLge5WnG430radVGuKpNdLla+E9vZmHLYYNknSWf8myVSCCZOrOfroozn33HNxOBx0dXXR2tpKR0cHTz/9NOeccw7HHntsn22qQ5v0HecopcYTEQn4/X5/IBAY7a4odVgIBALcdtttAFx33XWUlZWNbofUqFm9ejUbNmwYsFxzczPbt2/vsW/KlCnMmDGDV155he7ubuLxOE1NTQC84x3vYMGCBUyfPp1PfcrK3GxtbeXFF19ERFi4cGH2BkcdesrKyggGg8H0NNK96Ei8UkoppdR+6u7u5oQTTmDRokUFp34EK3e9sbGRoqIifvazn2XnfbfZbHzqU59i6tSpPP744zz88MMAPP/88zgcDhYssLJYM68AFRUVnHfeeSN8VWo80CBeKaWUUmo/vP766/z1r38lkUjg9Xr5yEc+wowZM3qU2bFjB/fffz/RaBSn08mZZ55JS0sLiUSCU045JTvjzJlnnonb7Wbr1q2ceOKJGGMIh8PMnz9f895VQRrEK6WUUmpEDDbNZDwyxvDSSy8Ri8U48sgjmTt3LuvXr++1uNS6deuyI+/xeJwXXnih4Iw2IsJpp53GaaeddlD6r8Y/DeKVUoed1tZW9uzZw9SpU5k4ceJod0epQ9aGDRt4+bU3SRZN6LOMMabXfPEHUyqZJNzWSCwSobiiGk9Rcb/lTSpFV6iDZCJBe3MrtoQVoM+dO5dgMJgt19HRwY4dO9izZ0+Pxaw6OztJpVLDPv2lOvxoEK+UGlBnZycPPvggF198MSUlJaPezoH0Z9OmTdx///28/vrrAKxYsYKzzjrrgPqt1HhzsH6nAZJFE+ie13vRpWQsQmDrC0QDzTi8Pspmn4yrtP9Fk0ZCZG8de3f+DZOCQBhKJh5JyfTC00aaVIrWVx8jlp6rPer0U2QC2eOZ3PUdO3bwi1/8ghdffJFt27Zx/PHHM2PGDJ5++mk+8YlPjGgAfzB/tmp06W2gUmpA99xzDz/72c+45557xkQ7B9Kfhx9+mOeff55XXnmFV155hR/84Af7212lxq2D9Tvdn46drxINNAOQ6A7RvuU5Bj8r7/AJ1dZgUqke71PJRMGy0UATsVAg+95VOhGHy4Xf7+fcc8/l3HPPBeCxxx7jmWee4fXXXycSifDyyy/z9NNPEw6HeeyxxwrWPVzGws9WHRwaxCsARORKETH9bAtE5Lz0f3+5wPnHiUhcRO7O2fdoXh17RWSjiFyad25+udzt+X76GBeR3SJyh4j0mmNLRHaKyN9y3s8a4Br/p0Cf/lqg3hPTx64scGy2iNwjIjtEJCoiQRF5XESuERFXTrmd/fTjTwP9vA6mzZs3s2aNNYX9mjVr2Lx586i2c6D9qa2tZcuWLdn3r7/+Om+++eZ+9lqp8edg/U4PJB5q7/E+Ge0mFY8e9H6kkvGeO0wKUsmCZXODfQCx2fGVljN//nzOOOMM7HY7ALt27cr+nRER4vE4drud8vJyamtrWbdu3fBfCGPnZ6sODg3iVb6vAR8rsO0xxjwE/AH4pojMypwgVjLj3UAr8JW8+nbn1PF9oBL4o4h8pp9yuds3+unjtcBTwGeAf8jgkyp/20db6wuUvUREjh9MpSJyEfAq8AHgb+n+fR1r9difAN/JO+WFPvpx2yCvY8SlUilWrlyZzVcVEW655RZSqeEdLRtsOwfan1Qq1StgLykpGZFrUmosOli/04PhKq3s8d7h9WFzeg56P4qqZvZ4754wBZvTXbCsp3wSDq8v+97mcFDs7zmGlEqlePnll3u2UVSUDfABVq5cSSJReLR/f42ln606ODQnXuVba4x5uZ/j1wMXAHcAF6b3fRo4HbjCmJzkQEu7Mea3mTci8musVVk/D9zZV7kh9PGe9B+sDwOnAM8O4vwXBtnWTqAc+CZwaX8FReQo4PfAduAcY0xzzuGfiMgxQH7ide0QrnlUrF27lpqaGmKxGHa7HYfDQU1NDWvXrmXJkiUHvZ21a9eyZcsWUqkUsVgMl8s1pP6sXbuWjo4OSktLSaVSeDweiouL2bJly7Bfk1JjUeZ3KJFIkEwmh/w7NFTRaJRopLvXw6smmcAzYTKpWJRY514cRaX4ps4hXLcVm9OFt3IaYh96iJJKJkiEgziKSrE5nAOfABRNnE60YgqpeATvzAUUT5vTZ1mxO5hwzOmE9mzG5vJQNGkWzp0902PWrl1LW1sbZWVlxONx3G53r9z0aDTKD37wA2644YYhX2NfMj/bWCyGiOB0Okf0Z6tGn47EqyExxjRgjYQvFpFLRaQK+H/ABmPM7wZxfhPwJjBrGLv1ZPr1qGGsEyAI/Bh4v4gsGKDsF4Fi4FN5ATwAxpg3jDF39z5t7AoGg9x+++3U19fT0NBAbW0t7e3tiAh33313j1kYDrSdn/zkJz3aCQQCvdoJBoPcfffddHd3s2fPHhobG6mtrSUSiQyqP8FgkJUrV1JXV0dHRwfhcBgRyQYWd91117Bdk1JjUeZ3qL29ndraWhoaGqivryeZTA7r73TG+vXrefnll2na9RZ7X3mYZMxKlYl1ttH0wjra3vwP0Y4W/EeehP/IEwlseZ6OXa8T2PYSra8/yVBXlI8GWmh+/l/sffVxmp//F5G2xgHPiXW00vzSBrpa64mGAthcHsRm77N8pL2Jva88TFfzbroat5OMhHocDwaD3HrrrdTV1REIBOjq6gIoOPvO+vXr2bNnz5CusS/BYJA777yTpqYm6uvrqauro6WlBWBEfrZqbNAgXuUrE5HKvC1/brA7sVJBbgPuAoqwUloGJCJOYDpW6k0ue4F2K0WkaBDVZr4Lbe+31D7FfbRV6C/3LUAnhdN6cl0EvGWM+c8g+wDg6qMfBb9PFpFAfxvgH0LbA1q1ahV1dXXE4/vyRYPBILFYjFAoxKpVq0asnUAgQDwe79HOqlWrCIVCtLa2Zv9xT6VStLa2Dqo/mXYyXy0bY2hra8vWFQ6Hh+2alBqLVq1aRXt7e4+ALh6PEwwGh/V3GqClpYWNGzdmf7/i4Q7CDdsA6Nj5Gql4DACTTNKxYxPhhrd6PEwa62wnFtw7pDY7dm4ilbD+jqSSCTp2vDLwObteI5VI9yWVomPna/0+XNuxYxOpdBpMKpGgY8erPY6vWrWK+vr6bKqMMYb29vY+U1q+/vWvD3xhg7Bq1Sqampro7u7O7guHw3R1dQ37z1aNHRrEq3yPAC1525bcAsb6C7cMqAbeD9xkjNnaR325wfkC4JfAJODPeeUWFGi3Bfh2gTozNxozROTjWDcQLcDjg7zG7/TR1vz8gsaYdqx89ktFpNdxABEpBaYArw2y/YwL+ujH0v5OOljWrVtHMtn74a7MvvXrCz1CMHLtrFu3DmNMrzzSwfZn3bp1fZ6bMVzXpNRYVOh3AIb/dxooOPKbjFij0sloV8/98WjhUfchTh2fjHb3ej/QaH6mTxmpeLTXw6s96+xZPpH3vtDfM2NMwb9xYD0AOxz6+tlm9unftkOTBvEq3zLgvLzt/QXKBYHM0Gl/fx1yg/NXgY9g5Y5/Ka/cWwXaPQ/4aYE6Mzcau4BfATuAxcaYrgJlC7mrj7Z29FF+JRCm79H40vRr5yDbz9jYRz/+VqiwMaasvw3rZzJsFi1aRFFRzy9CHA4Hbrf1wNf5558/ou24XK4e7SxatAgRobi450IsmXMH6k+hdoqKinp8zT1c16TUWLRo0SI8Hk+PByxh8L9DQzFz5kx8Pl+Pfd7KqT1eMzzlk/BNORqbY18OvKt0Qq8HXwfiya+3YuqAi0jln+Muq8LWTy6+p6JneW/e+0J/Z1wuV4/FnnLNnDmz4P6hKtSuiIzIz1aNHfpgq8r3zAAPtmbciRXYtgK3isjppvB3kG9h3RgYoBuoMcbkp9IAhIwxg12be1m63gnp/z4WGGwAD7BlCG1hjGkTkduBL4vItwoU6Ui/DnVVjZah9ONgW7p0KY888ggiQigUwm634/f7sdlsFBcX91pafDjaCYfD2O12ysrKerWTKWeMweFwEI1G8Xg8+P1+fD7fgP1ZunQp//73v6mvrycSieByuSgrK8seH85rUmosyvwOTZ48mUAgQDKZpLi4GJ/PN+z//zudTq688koeffRR2mOCb84peCqmAFAy41hsDhfRQAs2l5tULELbG0/hKpmA0zcBu7cY7yAC8Hz+I47H7vQQ62jFWVKOb9rcAc8pnbkAm9joiocRuxNPxRRS8Rg2p6tg+bKjTsThKSLW0YbN6UbsTjpbW0kmrRuOpUuXsmHDBkSErq6u7N+zvnznO/mTlu2f3L+PHR0diAilpaU4nU7923YI05F4NWQicjlwLtZ0ktcDp2HNUFNIyBizwRjzb2PMxj4C+KF6Jl3nA8BioA24T0RG8v/nm7FuFHolMBpjOoAGrG8dDhl+v59ly5ZRXFzMpEmTqKysxOl0Yoxh2bJl+P3Dk4Kfacfn82XbcTgcvdrJlBMRysvLqa6upqysDBEZVH/8fj+f+cxnKCsro7q6mgkTJvRYNfGaa64ZtmtSaizK/A45HA4qKyuZNGkSPp9v2H+nMyorKznqqKOomjYL78Rp2f1is+GbNpeKBWeQ7A4RDe4lGYsQaW8mGQ1TNHFGvw+X9kVsdkpmzKdiwRmUzjy23xH1Hn2ZejSuolKiHW0E33qJ5hfXEetsK1ze7qBkxjH4ps0h0lpHuOEt2psaqKmpAazP+Nprr6W4uBhjDOFwmMbGxuwDrrnOP/98pk+fPuTrLCTzs/V4PFRVVTFx4kTcbveI/WzV2KBBvBoSEfFjpZdsBFalA+n1wPdEZOLB7o8xJgJ8CzgR+OAIttOKNa3mR4DZBYqsAY4SkdNGqg+jYfHixcyZMycb7NpsNubOncvixb2XUD8Y7RxofxYvXszRRx/da/+cOXOG/ZqUGosO1u/0YKQSsR6rn4I1w8zB70eccGtDzvsEnbv7XwAu3LijR759R8f/b+/ew+Mq78SOf3+jkWZGo5st2ZLlC2CBLWMnmBrMJo4TYAmmrm3YJCRrDE22WRyTbJvYybpN0zxJ2yTdEtYJT7fJrlGKt0ueUqAbsA0EFrIhDRjSAA6GjW/gKxa2bjO6zWhub/84M+OZ0YxmJM1V/D7Pcx5Z57znvO/5+Zwzr868l0G6u61jrF+/HpfLxdiYNRpPOBymt7c3qXOrw+Fg587UVqXTU07/t6o4tBKvJuu/AM3ANnPxCfYlrBFqvl+iMj2KNab7uJlk8+wvAT/WEJup7sV6U9+V7o8ZEVkmIl8ocPnyzmazsWPHjviHlTGG7du3J73BLmY+0y2PzWbjq1/96rj1O3bsyPs5KVWOinVP50KqqrE7k/u4VLuL/8bYhEPjOrPGRqzJRNLEyx5t02+z2VizZk3y8SIRfD5fvKPpjh074unzpZz+b1Vx6P+sSrVeRO5MsywQkdXAF4D7jTHxcbWMMcexKvefFZG1U8x3VoZ8s75dN8aEsYa7XCkit+SQ16oMea3Kkk8PVl+AlWm2HQe2AFcAvxeRXSLyeRH5MxF5GHgDWJyy24IM5Sir1yadnZ3xiUI2bNhAZ2dnSfOZbnk6OzvZuHFj/PeNGzcW7JyUKkfFuqezERGarlgVr8jX1DXRsPiqopejyuGixt2QtK527qIJ93G3X57UXGf27NnMmXPx/c2aNWtYssSaNCpWqR4bG+Ps2bNUVVWxbt26fBU/Sbn836ri0I6tKtV3M6z/FNYb6HeBb6XZ/hdYldgfi8jVxphgmjQTWQT8XZr1XuCRHPb/CfBtrHb6P8+S9s7okup+rPHvJ3IfF795SGKMeVxErsKa+OkT0XR+4GD03w+m7LKK9Of8O+CpLOUoqq1bt9LW1samTZvKIp/plmfr1q3MmmVNlX777bdP6RhKVbJi3dMAVaP9uA6nf6S5gIZag3HasVX5IGX202KIhMO01IQYDYSQQB+19Q24vUfAeyTjPi7A7Y7gGxnB0dw4rpne9ddfj9fr5eGHH+bUqVOsWrWK2tpaDhw4wMqVKzl37hzt7e0FOZ9i/t+q0pLJzoimlCpPIuJpbGxs9Hg8pS6KUu8LHo+H+++/H4Avf/nLE45C8n61b98+nnuubAfhypubbrop6Ru+RHv37uW1115LWnf77bezfPnyYhRNVbCmpia8Xq83Ooz0OPomXimlVEXz+/309/fjdrvx+Xy0trZOenhCVRgbN27MWLl9v1i+fHlSJd7lctHR0VHCEqmZQivxSimlKtabb77JE088wbFjx+ju7mbFihV0dHRw1113UV8/2akblMq/jo4OPv3pT/Paa6/hdDpZu3YtTqez1MVSM4A2p1FqhtDmNOr95vHHH+e+++7D5/Nx/vx5jDE4nU5aWlpoa2vj0ksvLWj+Npst3oTG4/EkDSGYzUTNL5RSCrQ5jVJKqQoRDoc5evQoo6OjdHZ24na7J0z/9NNPc+bsOYJiZ8RnDQk4GggTrHLhCV6gL+LKmmckHMbv7QXA2diCrWr8JEPBMT+RSJgaZ228mU4kEsFmwtywqg673c6h0734A7n1568atSYS0kq8Umo6tBKvlFKq4IaGhti7dy+bNm1K28zFGMNDDz3EG2+8wYEDB7jhhhu4++67efHFF8ft09vby7e+9S1effVVRgJBTPNCjHEQCQepqm8m2DQX9xWr8GUZJhDABMcInnrd+uWSq5FqR9J2z7FXGR0+Ddipxknzio8Q8g3Tf/hlqkJBXnrpJZYtW4a/43p8pjprfsHRQcK/fZRTp07R19dHc3Nz1n0SZYujUjNRrtd9PtJN9h4r5T2p48QrpZQquN27d/PAAw+we/futNtPnTrFiRMneO655zh37hz79+/nO9/5Ttp9vvnNb/Lkk08yMDCAs7YeEw5Sf8lyGi5ZTv2iZTQuvgoERrrfJhzwTbnMgaF+Ri+cjv8eHB1kpPsdBk8eIhK03vyHw2GOHTtGLk1TQ/4R+g69wNBAH93d3TzwwAMMDQ1NqkzZ4qjUTJTrdZ+PdJO9x0p5T2olXqks5S6oFQAAFLZJREFUROTPRcSIyPMTpFksIj8SkWMi4hORERE5JCI/FJHOlLR7osdLt/QW/oyUKq7Dhw+zf/9+APbv38/hw4fHpQmHwxw/fhyv1wuA1+vllVdeGbfP4cOHeeGFF+L72Gw2HE2tzFqyinkfupXmFR/B13Maz9FX8b7zBj2vP0/INzylcocD/vHrgn7CY6NJ6wKBACYSzno8f++7RKIzdoI1qs5bb72Vc3lyiaNSM02u130+0k32Hiv1PamVeKWy2wKcBK4XkXmpG0VkA3AI2Iw10dRXgB3A81iTZL0pIrNSdhsF7kqzbCvIGShVIpFIhF27dsXbkosIP/jBD8Z1Al24cGHSMHwiQl1dXdI+oVCIXbt2UVubPNeazW6num42AAFvD4GhgYv5h4KMvPfOlMruaJxDVULzGhFwNS/A2Tw/KV1zc3PS7J2ZiH18cxuXK3u7fcg9jkrNJLle9/lIN9l7rBzuSa3EKzUBEbkSuAr4M2AE+OOU7R3Aw8A7QKcx5l8bY/4munwFWAz8ByD1u/agMeahNMtjhT4npYrpqaee4ujRowSDQQKBAOFwmCNHjvDUU8kzeN533300NzdTX19PfX097e3tOBxWBToSiXDkyBHuvfdejh49Sk1NDXV1dVRXV+OorWX2sg9jIhGCI15MJE2zlixNXUJjPsLBsXHrbfZqGjquxtncjqu5nVnLPoSjaQ7ueR3Uzr0ER2MLCxcuzGlq+0hwDHttPdXuhvi69vZ2rrzyyqz7wsU4hkIhxsbGCIVCaeOo1EwSu+4DgQDBYDD+LEi97mPpxsbGckoXex4lpss1r0zHyvRsKyQdYlKpCYjId4HPA/OBPcAyY8w1Cdv/BtgKrDbG/L8cj7kHuC3TkFHTKKsOManKitfrZcuWLZw7d46BgQGMMVRXV9PW1kZjYyM//elPaWxs5MyZM2zevJnz588TDAYREWbNmkVDQ0PS8Ywx9PT0MDpqNWdxu900XbaC3vrLGTr9e4wx2GvrMZEwYb+VxlZlp/kDH0uqPMePFw7R99av8Z06hAjUXXEdTUtXAxAJBuj//UsEhgYQEdzzr6B+0ZV4334d34VTGAP1TbP542vmU1VVxT+MLMjYsXWk+20GT76JiUSocrppCV7gqsXzePDBB7HZsr9Li8Wxt7eXCxcuWCPj2GzMnTuXlpaWeByVmkm8Xi933HEHp06dYnjYahLncrmYO3cu9fX18es+lu7EiRNJz4Y5c+ZQV1eXlG7Lli2cPXuW2OdkTU0NbW1t1NfXY4zhzJkz8X4qTqeT1tbWpLwSy7Zlyxbee+89+vr6rGeP3U5bWxtNTU15uyezDTGpb+KVmthm4DFjTBjrjfsqEVmSsH0DcDzXCnwCEZGWNEvGru0i4ploAfRTXJWVrq4uPB4P/f398Y6fwWAQj8fD8PAwXV1dAHzjG9/A4/EQDFpDNBpjGBgYIBxObmc+MjIS/5CO/T7s6Wfo9D/Fjx8aHcLROIfGjpU0XHIlLStvTFuBBxi9cIqAtyeap/X7WPT3ke7j8WY5xhiGzx5l9PwJRs+fir/Y93t76O7unjAGkeBYvAIPEPaPMOYfpampKacKfCyOw8PD9PX1xb+qj0Qi9PX1JcVRqZmkq6uLnp6eeAUewOfzMTw8nHTdd3V1cf78+XHPhtHR0XHpBgYGSHzRFQgE8Hg8jIyM0NfXl9TR3O/3MzQ0lPYe6+rqYnBwMF6BBwiFQgwMDBT1ntRKvFIZiMiHgcuA/x1d9SwwgNVGHhFpANqBN9Ps25RSOXekJGkAetIsDxbiXJQqhWeeeYZQQkfOmNi6Z599FoDTp0+PS2eMGbcu3bHGfKPjWstEgmO42y6jbsFS7M7MY82H/CPj1sXe4KfbFhgcGLfO7x/f+TXpeAF/vAIfzzc6sk2unnnmGYD4Hznx46TEUamZJNfnR6Z0sfslW7rYulzySixbOBweNypVap6FppV4pTK7A3gX+DWAMSYI/H10PVgVcYB0Q1+8THLlfHPK9hHg42mW/5ipMMaYpokWwDv5U1SqcNatW4fD4cBuT+70GeuYevPNNwOwaNGicZ1Vq6qqCAaDeL3e+AdjahoRoaF5DlWO5M6hzub2nMrnap4PyMXj2apwzJobPUZy51VbdQ11C5cgSZNBCS0tLRPmYa9twO6qS1pXW5f+m4FM1q1bBzBu8qvY77E4KjWTrFu3jtraixOsxaQ+P2LpEolI2nROp5OqlAndYulcLlfWvBLLVl1dTU1NTdL6Yt+T2iZeqTRExA6cw3r7/u2ETR8DuoDrgCOAB3jcGPNHKft/CHADHcBfA39ijNkT3bYHbROv3gdi7UY9Hk+8eYzb7aahoQG3253UJv7OO+9kaGiI0dFR7HY7gUCAQMB6Yy0itLW14XA48Pl8DA4Oxtug2hpbCS9bh6/nLJGAD1fLAmr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      "text/plain": "<Figure size 648x504 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_validate\n",
    "from sklearn.model_selection import RepeatedKFold\n",
    "\n",
    "cv_model = cross_validate(\n",
    "    model, X, y, cv=RepeatedKFold(n_splits=5, n_repeats=5),\n",
    "    return_estimator=True, n_jobs=-1\n",
    ")\n",
    "coefs = pd.DataFrame(\n",
    "    [est.named_steps['transformedtargetregressor'].regressor_.coef_ *\n",
    "     X_train_preprocessed.std()\n",
    "     for est in cv_model['estimator']],\n",
    "    columns=feature_names\n",
    ")\n",
    "plt.figure(figsize=(9, 7))\n",
    "sns.swarmplot(data=coefs, orient='h', color='k', alpha=0.5)\n",
    "sns.boxenplot(data=coefs, orient='h', color='C0')\n",
    "plt.axvline(x=0, color='.5')\n",
    "_ = plt.title('Stability of coefficients')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The \"AGE\" and \"EXPERIENCE\" are highly instable which might be due to the collinearity between the 2 features. We can remove on of the 2 features and check what is the impact on the features stability."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 648x504 with 1 Axes>"
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     "metadata": {
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     "output_type": "display_data"
    }
   ],
   "source": [
    "column_to_drop = ['AGE']\n",
    "\n",
    "cv_model = cross_validate(\n",
    "    model, X.drop(columns=column_to_drop), y,\n",
    "    cv=RepeatedKFold(n_splits=5, n_repeats=5),\n",
    "    return_estimator=True, n_jobs=-1\n",
    ")\n",
    "coefs = pd.DataFrame(\n",
    "    [est.named_steps['transformedtargetregressor'].regressor_.coef_ *\n",
    "     X_train_preprocessed.drop(columns=column_to_drop).std()\n",
    "     for est in cv_model['estimator']],\n",
    "    columns=feature_names[:-1]\n",
    ")\n",
    "plt.figure(figsize=(9, 7))\n",
    "sns.swarmplot(data=coefs, orient='h', color='k', alpha=0.5)\n",
    "sns.boxenplot(data=coefs, orient='h', color='C0')\n",
    "plt.axvline(x=0, color='.5')\n",
    "_ = plt.title('Stability of coefficients')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With real-life dataset, data are leaving in a high-dimensional space where features are correlated and to make thing more difficult, we can have a limited number of samples. In this condition, estimating the coefficients is really difficult and we use regularization.\n",
    "\n",
    "Ridge implements a $l_2$ regularization and we could use instead lasso which uses $l_1$. Lasso will select a subgroup of variable. However, it will be instable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LassoCV\n",
    "\n",
    "model = make_pipeline(\n",
    "    preprocessor,\n",
    "    TransformedTargetRegressor(\n",
    "        regressor=LassoCV(max_iter=10000, cv=5),\n",
    "        func=np.log10,\n",
    "        inverse_func=sp.special.exp10\n",
    "    )\n",
    ").fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": "<Figure size 648x504 with 1 Axes>"
     },
     "metadata": {
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      "transient": {}
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     "output_type": "display_data"
    }
   ],
   "source": [
    "coefs = pd.DataFrame(\n",
    "    model.named_steps['transformedtargetregressor'].regressor_.coef_ *\n",
    "    X_train_preprocessed.std(),\n",
    "    columns=['Coefficients'], index=feature_names\n",
    ")\n",
    "coefs.plot(kind='barh', figsize=(9, 7))\n",
    "_ = plt.axvline(x=0, color='.5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can observed that some of the variables have been dropped. We can now check the stability of the coefficients."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cv_model = cross_validate(\n",
    "    model, X, y, cv=RepeatedKFold(n_splits=5, n_repeats=5),\n",
    "    return_estimator=True, n_jobs=-1\n",
    ")\n",
    "coefs = pd.DataFrame(\n",
    "    [est.named_steps['transformedtargetregressor'].regressor_.coef_ *\n",
    "     X_train_preprocessed.std()\n",
    "     for est in cv_model['estimator']],\n",
    "    columns=feature_names\n",
    ")\n",
    "plt.figure(figsize=(9, 7))\n",
    "sns.swarmplot(data=coefs, orient='h', color='k', alpha=0.5)\n",
    "sns.boxenplot(data=coefs, orient='h', color='C0')\n",
    "plt.axvline(x=0, color='.5')\n",
    "_ = plt.title('Stability of coefficients')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Take-home message\n",
    "\n",
    "* linear model coefficients represent conditional link between a variable and the target;\n",
    "* coefficients cannot be compared if they were not normalized;\n",
    "* regularization will have to be used when a problem starts to be complex (e.g. with a large number of features);\n",
    "* collinearity makes interpretation difficult;\n",
    "* interpretations characterize the fitted model rather than the process that generated the data (especially if the model assumptions do not hold)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interpret tree-based models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following section, we will focus on the so-called \"feature importance\". Feature importance are primilarly known for the tree-based algorithms. It is based on the fraction of samples a feature contributes to combined with the decrease in impurity from splitting them. However, we will see that this implementation suffers from some bias which we will highlight. To highlight the drawback of the random forest feature importances, we will add 2 random features (1 categorical feature and 1 numerical feature)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = survey.data\n",
    "y = survey.target\n",
    "\n",
    "X['random_cat'] = np.random.randint(3, size=X.shape[0])\n",
    "X['random_num'] = np.random.randn(X.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, random_state=42\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random Forest feature importances of an overfitted model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we will fit a random forest model. On purpose, we will grow each tree in the forest until each sample will be in a leaf. It implies that each tree will overfit. It allows us to highlight the issues of the feature importance computed in random forest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE on training set: 0.91 $/hour\n",
      "MAE on testing set: 2.22 $/hour\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "categorical_columns = ['RACE', 'OCCUPATION', 'SECTOR', 'random_cat']\n",
    "binary_columns = ['MARR', 'UNION', 'SEX', 'SOUTH']\n",
    "numerical_columns = ['EDUCATION', 'EXPERIENCE', 'AGE', 'random_num']\n",
    "\n",
    "preprocessor = make_column_transformer(\n",
    "    (OneHotEncoder(), categorical_columns),\n",
    "    (OrdinalEncoder(), binary_columns),\n",
    "    remainder='passthrough'\n",
    ")\n",
    "\n",
    "model = make_pipeline(\n",
    "    preprocessor,\n",
    "    RandomForestRegressor(min_samples_leaf=1, random_state=42)\n",
    ")\n",
    "model.fit(X_train, y_train)\n",
    "print(mae_scorer(model, X_train, X_test, y_train, y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are getting a very high training compared to the testing score which is synonymous of having a model which overfits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_names = (model.named_steps['columntransformer']\n",
    "                      .named_transformers_['onehotencoder']\n",
    "                      .get_feature_names(input_features=categorical_columns))\n",
    "feature_names = np.concatenate([feature_names, binary_columns, numerical_columns])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": "<Figure size 648x504 with 1 Axes>"
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     "metadata": {
      "needs_background": "light",
      "transient": {}
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     "output_type": "display_data"
    }
   ],
   "source": [
    "tree_feature_importances = pd.DataFrame(\n",
    "    model.named_steps['randomforestregressor'].feature_importances_,\n",
    "    index=feature_names,\n",
    "    columns=['RF Feature Importances']\n",
    ")\n",
    "_ = (tree_feature_importances.sort_values(by='RF Feature Importances')\n",
    "                             .plot(kind='barh', figsize=(9, 7)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The random forest feature importance reports that \"random_num\" is one of the most important features. This result is surprising since this feature does not have any predictive power.\n",
    "\n",
    "We can also notice that the numerical features (random or not) are often much more important than any of the categorical features (random or not). This behavior is due to the bias linked with the cardinality of the unique values in a feature. Indeed, an higher cardinality induces that you have more chance to use this feature to make a split within the tree. Therefore, a typically high-cardinality numerical feature will have a higher importance than a low-cardinality categorical feature.\n",
    "\n",
    "Secondly, a random feature will appear important when a model is overfitted as RF feature importances are computed on training set statistics. They only reflect the use of the features to split training samples, not necessarily their usefulness to make decisions that can generalize to unseen data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Permutation importances on the test set"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instead of using the random feature importance, one should use the \"permutation importance\" which is a different way to characterize the importance of feature using random permutation. To know the predictive power of a feature, we can permutate the value for a single feature and compute the decrease in accuracy. If the feature is a predictive feature then the decrease of accuracy will be higher. We can repeat the permutation several time to have an estiamate of the variance of the importances."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.inspection import permutation_importance\n",
    "\n",
    "X_test_preprocessed = (model.named_steps['columntransformer']\n",
    "                            .transform(X_test))\n",
    "\n",
    "importances = permutation_importance(\n",
    "    model.named_steps[\"randomforestregressor\"],\n",
    "    X_test_preprocessed, y_test, n_repeats=30,\n",
    "    n_jobs=-1)\n",
    "importances = pd.DataFrame(\n",
    "    importances.importances.T,\n",
    "    columns=feature_names)\n",
    "# sort (reorder columns) the DataFrame for the plotting\n",
    "importances = importances.reindex(\n",
    "    importances.mean().sort_values(ascending=False).index,\n",
    "    axis=\"columns\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Z6q27BfgP8F8lZMcD1+GetOWu+bO4m6oFRbLX4MKyUsWfH64YVBwYN5Jra68D/8rlNTUMwzAMYz8jrlpnk6qedZBVOWoRkR/hsuHMVdXUwdbnUMTbF7MBuENVP3qw9TFKYzHxhmEYhmEcTXwel9byPQdbkUOYD+Ceonz5YCtiDI154g3DMAzjAGGeeMMwxgrzxBuGYRiGYRjGYYZ54g3jCEFE0rgb8+6DrYthGIZhGPtMFZBV1ZLZJM2IN4wjBBHJAlJdXX2wVTliUFUSCVejJhwOM8KUzoZhHKIcaJsnN99Y/O2wvz9HH11dXeAyRJWMnLE88YZx5NBdXV1d3dnZebD1OGLo7Ozk+uuvB+Cqq66ipqbm4CpkGMZe09zczIUXXniw1dhrlixZQkNDw8FWwziA1NTU0NXVNeTTdTPiDcMwDMM4bOnu7mbdunVkMhmmT5/OhAkTDrgO6XSaeDyOiBCJRPD7dxdkVlXi8TiJRAK/309ZWdmA/lKoKslkkkwmQygUIhAYvbmWzWZZt24dra2t1NTUMGfOHILB4KjHMQ5dzIg3DMMwDGOvaWlpYdeuXVRVVdHY2HhAwz4SiQQPP/ww6XQagJ07d3L66adTW1s77Hl9884jEywbE10zqQS929ahmgVAfH4qG+fgzyQpX/VX4vE47bXz0WAEgJ5AiMrGY4edO7ZrM6lYF75UnNDWZVRVVY1ar+eff56NGzcC0NbWRiwW4+STT96LFRqHKmbEG4ZhGMZRRDqdpqWlBYD6+vq98vLm2Lx5M8uXL88ft7a28qIXvWifdRwpu3btyhvw4DzY27dvH9aIV1V6uzpIJnYg/gCR8VMIVQwvn00l8QWDiAwOTU7GYmQD4d3yQDKVJRIpd/3JJBqMoMEo4MqzZiSIPxwtOV82nSSZTEIwStZr6+/vH1K/odi+ffuA4x07dpDJZPb4FOBAM5bfx6MNSzFpDIuIXCIiOszrOE+usC0tIm0i8riIfFNEZpYY91pPtmaIeZtE5Pcl2htE5DsislpE+kWkV0SeEJFPikjFEGM95831zlGsK/e635O/VUQ6S4wdEpGPishTni7dIvKIiLxXSvy1Lxj3qhJ9V3t9M0qtwzAMYyxoaWnhwgsv5MILL8wbT3tLztObY9u2baRSB64IajQ62BAu1VZIPB4n2duBomQzKfp3biKbLq1zOh6jZ9Nz9Gx5np5Nz5Hu7x0kI77BRrEUGMrFRrMg+ALDhbUIwr4/ISi+DpFIBJ/v0DP7xvL7eLRx6H2axqHKZ4B3lnhtKZD5u9f2HuCLwCrgQ8DzIvLf+6qAiLwEWAlcBtwPXAV8Ange+ALw8xLnnAAsAJqAiwq6Hihax2Ve+91F7V8dRp8K4D7g28Am4OPAp4E+4GfAnSIylMvjGhEJD9FnGIZxWDDIQBU5oOE048ePp7GxMX9cW1vLtGnThj2n+CZDUTLJ0p7ueOtWshknn82k6W/ZPEgmVFWHP7TbYA5EygmW784SFo1G8YdcKI2Ij8j4KcTbm+nasJyezc+TinUOGM8XCBKsrMsfi8geb0xKsXDhQkKhEOA+p+OPP/6wz3DT1tbGlVdeSVtb28FWJc/B1MmeWRgj5a+q+sweZFap6u2FDSLyWeAfwM9FZOUIxiiJiNTiDOwEcKqqri3o/qE3T6m0AxcBm4HPAbeISL2qtqjqBmBDwfg1wI+BFcVrGIbvAqcDH1DVHxe0/0BEvgZ8Cvgk8LWi854BTgD+B/jBCOcyDMMYEzKZDP39/WQyGVpaWkad8SSTydDU1ERvby81NTV0dnbmUynOnj17n8MhstksTU1N9PT0MHHiRCZNmjSkbCwWIxQK0dDQwOTJk5k8efKQcqtXryYWi5W48fARCJe5udMpkt2taCZNsLKOTDI+QDaTSqCqA4zhVG8nvlAUfyhKsKKWQFnlIGM5EKlAJEC4dhKZeC+J7tb8eH07mqicvjDvnU/2tAMQLK8hINXUdNYM0DmRSNDU1EQymWTq1KlDZs3q7+9nwoQJ+P1+5s+fP+JNrdu2bctvhp02bdp+NfxVlW3bttHb20sgEBg2BWgmk+E73/kOjz76KDfeeCOf//zn95teIyWTyfDtb3/7oOlkRryxX1HVLSJyCfAYcA0DveGj4TKgAbiwyIDPzbMVuK6wTdxfnguBO4DfAzcDb2cMDGcRmYp74nBvkQGf43PAm4FPiMj3VLWvoO8/QA/wSRG5WVWT+6qPYRjGSHn66aeJxWIA3H///SSTSaZMmTLi85988skBXsfZs2cTDocpLy+nurqa5ubmfdJv+fLl7Ny5M388f/58pk6dOkiuv7+fRx99NB8Tv2bNGk477TQikUhJuba2Nvr7+xERgmVVpDJZfP4gkXFTEH8A1Syx7WvJpFxtiGR3G75QZICXPlhWNcCo7W/bTqJzt67i9xMs370JNZPJ0NnZSaKmFQ1GScd7B3jtwXsSkOjHFwgSb99BvGP39fOFw3kDvqWlhWw2y8MPP5yPkX/66ac5+eSTBxny69evZ/369fnjlpYWFixYUOpyD2DDhg2sW7cufzxlyhQWLly4x/P2ljVr1rB8+XLicXeztGrVqiFvxO677z7++te/kkqluPvuu3njG9/I4sWL95tuI+Hee+/lnnvuyet0wQUXcPzxxx+w+c2IN0ZKjYiML2rLqmr7nk5U1cdFZB3wyn2Y//VAP3DXKM45E2gEfq2qvSLyF9xNxFh4v18L+IFflupU1YyILAGuBV4K3Fsk8kWv7X3AD0cyYamY/CKsypNhGMPS398/II795ptv5pZbbmGkReIymQwdHR0D2oLB4IjP3xPZbJb29oH/VgKBQElvc39/f/5mJEd5efmg0JNiOVUl6BfKpi0aIJfu680b8OCMa18wTCBS4YzvcBmRcQMNzKTnUd993EZ0/O7wnmQyOcC7rNkMmkkPOEeQ/CbX4vFSnTvznv8rr7ySZDJJd/fAtOGRSISKioFbwtrb28lms/ljEaGurm6PXvW9PW9vaWtrG3B9Vq1axTnnnDNILh6Pc8cdd+R1y2az/PSnP+X73//+ftFrJPT19XHnnXcO0OknP/kJN9xwwwHTwWLijZHyb6Cl6LVmFOc/B9SLyOjzZDnmA2tG6bW+GNigqsu8418Dp5XaaLuX+gCsGEYm1ze/uENV/wU8DPyviFjiXsMwDgh+v3+QQTYaA61UzPtYGnijGb9U+4jbSm1GLbHp0xcIEa1vpHLqPMomTMPnDxSd4x/+uMTcoZp6QlXjvA2uIcomzsiH0gw+3+k0XOXXUm3FG1hH+hnt7Xl7S/H4Q2XO8fv9LF++nEwmA7ibyWXLlpWUPVAEAoGDrpN54o2R8gFgfVHbaAzq3Jb+SmDI6mPDUIULQRkRIhIC3gL8qKD5L94YFzHMhtURUum9D6dTrm+oG5cv4vYLvAcX6jMsqlozXL/nqTdvvGEYQxIKhQY87r/88ss5++yz95hXvZC1a9fmvfl+v5+TTjppTKsZF4Z0+Hw+XvSiFzFu3LhBcul0mqVLl9LT4/7URqNRampq6O3tpa6ujmOOOQa/35+X27p1KzfffDOBQAB/9cRB4wWiFS7Mps/9i/L5g4Sr64fVNVLXQP+uzSiaHyPWvMGlroyWUR4O50NFAPyhKKGKOqRqPNQP3oAbqWugb2dTfjxfeTUdWztQVT73uc9x+umns3z58nwWl3A4zCmnnDLo6cPOnTtZsWJF3vgfKiSpmF27drF8+fJRn7e3bN++nUceeYQf//jHiAgnnnhiSblgMMgrX/lK7rnnHjKZDIFAgPPPP3+/6TUSQqEQr3jFK/jb3/520HQyI94YKY/v7aZUj9yzvhEb4kDhDpdudhvOI+G1QC2wVESOKWh/iLEx4nPrGE6nYQ19Vf2niDwKfEpEbtlHfQzDMEbE3LlzqampIZPJcP755zNjxoxRnd/Q0MDixYvp7e2lvr4+nwFlrGhoaOD444+np6eH8ePHEw4PnchrypQptLS0ICKsX7+e1tZWgsEgPT09tLW15WOmp0yZwsqVK7njjjsIBoPE/AFKbaEsb5hNur8XzaQJlFWV9M4XEqqsIxApJx2PoVmlv3V39pp0ZzNVQHV1Nanq8WT9USLjGoYdM1hRQ2V4Ael4L+IP0r95ZT5co7+/n/7+fs477zxaW1tJpVL5jaulruHcuXNpb2+nurp6ULjNUDQ0NHDssceO+ry9paGhgZqaGv7v//6PQCAwINNQMZ/4xCd44okn6O/vp6Kigssvv3y/6jYSrrnmGp544gni8TgVFRV84AMfOKDzWziNcaA4DmhR1ZwXPueaGCpvVlmBDLh0lceOIvQkt4H2LmBtweu1wAIv9eS+sMp7XzSMTK7v+WFkvgjMAN61j/oYhmGMmEAgQDgcHtZAHo7q6mqmTJky5gZ8jqqqKqZMmbJH/Xw+HxMnTmT8+PG0tg6MJ9+xY8cAudwNx55CRALRCoIVNXs04PNjB8OEKuvIJAfG52s2QzKZpKenh0RXK8meVnq3rCKbGv4hti8YIlRZB6p5j3yOzs5OwKXWbGhoGLZwUzQaZcqUKaM2xPf2vL2lrKyMcMEG3qEYN24cr3vd64hEIpx33nkln84caMaNG8frX//6g6aTGfHGfsfL7z4bFzqSI+eumFtCvhaox+Vez/FnnMH/5hHMV4nbCHs78NYSr25cvPy+cA+u8F7J/Pdefvh3AJ3AI0MNoqp/Bx7H5Ze3J2OGYRh7gc/no6ysbEDbgTJC8zr43Q2NqubDUTIZZ8jnyGZSJLpbUc0Om04RwB8pG1T0qa6ubgjpo4N3v/vdHH/88bzrXYeO3+tg6mRGg7FfEZFG4FYgxcAUkP/y2q4Qkf/owL9mH/Te7ylo+xFwJfBtEVmmqgPi80VkCnCRql4HXIAz+L+vqk+U0OntwDtE5Brd01/RIVDVzSJyG/AeEXmfqv6sSORaYB7wmaL0kqX4IvBX9v3GwjAMY4/U19ezZMmS/M9HCosWLeKpp54imUwSjUY57rjjhpT1JWNkh+zdOyKRCP393cTbd6CaJVpZm/cuS8o9WFZV4s1rSbY0IT4/kdqJhKtKe2/9QEXteLKb/agq06dPZ+bMscjLcGgxmu/juHHjDmj2l5FwMHUyI94YKeeJSKm/iPd7OdoB5nmVWQWoAU7Ceb4FeLeqLs+dpKo7ReSrOGN3koj8EVfI6UzchtTfqup/CuTbReTNOI/8chH5JfA07mnSyTiv95898YuBncDSIdbyZ2+Ol+Mqv+4tV+MM9Z+KyHnAP3F/d9+ES6d5F/DNPQ2iqveIyFLcOgzDMPYrgUBg1AWeDgfq6+s599xz6e/vp6ysbNiwmbJVfx3z+TOZDImODsKZDCKCr28LmbIy/H4/4a0ua0kqlcLv9+ezwCgQra0dPpTE23Q8d+7cw77iaimO1O/jgcCMeGOkDLUR9AIgZ8S/2ntlcCEr63A52X+kqhuLT1TVL4rIRpzn/Ys4A3g9rtLpt0rIPyIixwOfAM7DZXVJ42LOv4Cr3DoBeAVw2zBe9r8CWVzc/P3DrnoYVLVbRM4GPoy7cfi2N+5K4FLgFlUdqbPni+y+CTEMwzD2Ap/PR3l5+UGZO5dqsNAgz2QyVFdXE4/HXX76YJBUKjXgvHQ6vcd4cMMohexlNIFhGIcYItJZXV1dndv4ZOw7nZ2dXH/99QBcddVVY5pGr5Cenh62bdvGtGnTBsX1DkcsFiMej1NbWzsov/NoSafTdHZ2UlFRMajipWEcCaTT6Xxqxv1BMpnkwQcfzBvz2WyWhoYGJk+eTF1dHX6/n+bmZp599tn8OT6fjzPOOGNEv3P19fUEAuZ7PZqoqamhq6ura6gU0/ZtMAzDOIgsW7aMP//5z6RSKZLJJK9//euZM2fOHs9bs2YNTU1NZLNZ0uk0ixcvZvLkyXvl0evs7GTDhg1ks1lEhOOPP57p06fvzXIM45DlQIRtlJWV8cILL5BIJJg6deqgEJiGhgYqKyvZtGkTwWCQuXPnMmnSpP2qk3HkYka8YRjGQSKbzfLPf/6TTCZDLBbj7rvv5u677x42VzK4R/QdHR0D2kqVXh8pXV1dXH311dTV1aGqPP/88zQ2NtojfsMYJfX19XvcnDlnzpwR3agbxp6wFJOGYRgHiXQ6PaCaI+yOqx2OXPGXPbWNlOJz0+n0iPQwDMMwDh7miTcMwziAqCovvPACmzdvJhgMMm7cuAFxuuXl5fTNO49saOjNeapZklvXkk0nkVSc8NZlhMNhYvPOQwvOyyTjJHs6EBFCVePwBYpqpfV3I8/cRSqVoq2tLZ+Den9U4TQMwzDGFjPiDcMwDgC5TXVbt25l27Zt+P1+UqkUjY2NTJ8+nQ0bNlBbW0tVVRV9oXKywTL6W7eR7uvGH4oQGd+IP+Q2v2WScXwV40j3tBEMRaisrCQcDpMKlaPhSk+mn96W7eQSJCUSCSqnzUd8u0NkYtvXE+jvR0TysfXz5s1DVXnwwQcpLy9n3rx5o9psW2rNYJvyDMMwxhoLpzGMPSAix4vIb0Vkk4jERWSbiPxTRD5cINMkIjrE67eejIjIQyLSLCLVJea5Q0T6RGTWgVyfcWBoaWnhwgsv5PLLL6erqyvfHgwGefGLX8zb3vY2ysrK8qEt8bbtJHvayGZSpPp76NvhsrRmU0l6t64mFetEfH6y6RTBYHDQfMmeDgoznGYzKVKx3fNmUwnSCVeHTESor69n3LhxBAIB1q9fT2dnJ9u2bePxxx/f5zVfeOGF+zUriGEYxtGIuUUMYxhE5KXAv4HNwE+AHcBU4FTgKuD7BeJPAt8rMcwmAFVVEfkArkjV14ErCuZ5NfB24NOqumHMF2IcMhR7o0WEsrIy7r33Xrq7uwHI7NpMRgcWdcmk4mTTSZK9A41zzWZIJBJEo9GB45ZIOVnYJj7/oJLukUiEHTt2DGjr7e2lp6eHysrKUazSMAzD2N+YEW8Yw/MZoAM4WVU7Czu8wlKFbFXV24cbTFVXish3gY+JyC9U9XERiQI34YpWDSpyZRwZdHR00NPTA7gy3T6fj2AwyLx589i1axd9fX152VSsC4nWDDjf5w8i/uCAcJgcuRR2qkqicxfp/h58gRA+f5BsxhWWCUTKCZRVk0n2k+jcBdksgbJKRARVJRQKMW/evLwXPoff7x90gzBSenp66O3tRVXp6OiwqoyGYRhjiBnxhjE8s4Fniw14AFXdtZdjfhHndf+xiLwY+CwwE3i5qqaGPdM4LOnu7mbp0qUkEgkANm/ezGtf+9p8gZetW7cOCLFBs4Sr60n1dpBOxPAFQgTC5fTt2ID4g/gCIbLpJAD+UJRwOAxAvGMH8b5YfphAtIpoVSOIj0BZJZrN0LttLZp1mWck2UdNRQXZbJZkMslf//pXqqqqiMfj9PX14ff7mTdv3l6FwsTjce6999589p2lS5fS2NhIVVXV6C+gYRiGMQgz4g1jeDYBLxGRBar6/B5kQyIyvkR7r6rm8wiqakxErgR+D/wAeC9wi6o+ONzgItK5h/kHxdkbhwbbt28fYKTfdNNN3Hbbbfj9ftLpNMAAT7xPs4Sq6gjX1KOZNImuVuIdzfl+f7ic8vFTAQj6QdqeBiDV2wm+3fHxmf4eApNm5sNoUrGuvAEPIOkE6XSaZDLJddddl2+PRqOEQiH6+/tJp9MEAgHKy8tHlTc+Ho/T29ubP+7q6mL79u1mxBuGYYwRZsQbxvB8C7gHWCEijwMPAv8C7i/hNX8tUMpl+WGcsZ5HVf8gIn8ELgNagWvGWnHj0KFUOEoikSCV2v0VynnTAbLRChKdLYQq6/AFQ6RinQPOzSRi+MMRUNBET75d/EFQCo79KArZjIuBL04xmRuvKCd8Mpkkk8mQTCbzx6pKdfXI7xN9JWLyR1Ja3jAMwxgZZsQbxjCo6j9F5DTgU8CrgZcCnwR2isilqvrnAvFHgC+UGGbVEMO3ee9PqmrbEDKFutQM1+956s0bfwjS2NjI1KlT88ef+tSnAPJeeHBG/e23305nZyfJeB+abSbZ1ULF1Ln4AkEyyf6CEYX+1q0udj7Vj/T0UFFRQbRuEr3tu1DNIgi+UJSeTc+5+PfyasomTCdYXpO/KfCVVRPti5JIJLj00kvzRvqkSZNoaWkZZNyfe+65A0rID4eqcv/99/O1r32t5DUwDMMw9g0z4g1jD6jqUuDNIhICFgMXAB8Bficii1U1Z6S3qOq9IxlTRF4GXAKsBF4tIuer6l/GXnvjUMDv93PqqadSXV2NiHD22WfzzDPPDDCSY7EYiUTCpZgU58XOZtOkejuI1DWQifeRzaYRBH9Z5YB0kYlEglAoRCBaQdWMCWTifeDzEdu21nnigVSsk0RXGeWTZpLs6SAV6yQU8CNtQkVFBRMmTKC8vJy6ujpOOukknnrqKdradt9bVlVVMXny5FGt++yzz+amm25CVTnttNNGFY5jGIZhDI8Z8YYxQlQ1CSwFlorIGuAW4G3Al0YzjogEgR8CG3Ce/YeB74vIfaraP+zJxmFNLp+7iDBr1izWrl2b75s+fXppL7f48IfLqJy+kEyiz4XX9HaS7useIJa7IRCfn4Bn5GthbA2QTfSR7u+lf9cmFCWd6sff3U11dTVnnnkm9fX1eR0XLVrEU089RVdXF5WVlbzoRS/aqzVbgSfDMIz9gxV7Moy9Y5n3PjrXpONjwELgg6raA3wAmIFLZ2kcJcybN4+TTz6ZKVOmMGfOnLwBXWjI+4NhQhW1gMvxHohWuEw1ZdUDcryLCIFAIJ9OEsAfKUdk95/4bDqFP1JBsqtlgHGfSqVIpVKsW7eOZcuWsWbNGrLZLBUVFZx55pkce+yxiAjPP//8gNSThmEYxsHFXCSGMQwicjZuE6sWdZ3nva8e5XgzgM8Bd6rq3wFU9RER+TnwCRH5paqOakzj8KC+vp4lS5bkfwaXO/6FF15g/fr17Nixgy1bthCNRtF4L9GaiYSrxyPpfkgPHCsAVIybSKKrFdSPz+ejp6eH+PpnCNZMIlrfiF+EiroJxHZtob9tO/5giIS4r7F4GWp8KZc0KRaLsXHjRurq6mhtbaW/v5/FixezefNm1qxZk5+3s7OTc889d8RhMaXWbBiGYYwNZsQbxvB8HygTkbtxG1RDuBCYtwNNuJCaHI0i8t8lxmhX1b8WjJfGxdQX8kngTcCNwCvHSnnj0CEQCAwodhSLxVi3bh0bN24kkUiwfft2EokEPp+PsuZnCLe/MKIqqclkkm4vlCa8dRlshVBlZT7bjb+nh7CXn54Wt+HU5/ORuy8NhUIDsuSAS4m5ePFidu7cOaA9lUrR3t4+YoO8eM2GYRjG2GFGvGEMz8eBt+I87+/HGfGbcRVWv1JUBOok4JclxlgO/FVELgBeB1ylqtsLBVS1TUSuAX4mIheq6pIxX4lxSJHbxJpIuFzt2WwWVXUbWxmc9nEoSskVthX3iwiVlZVkMhl8Ph+hUGhQmEwuJWZlZSU7duwYdK5hGIZx8DEj3jCGQVX/BvxtBHIzRiBzNzBkfj5V/Tnw89HoZxy+1NTUUFFRQXV1dX7z6Ote9zqmTZvG9OnTmTlzJrNnz6alpYWOjg5qa2upr6/P519XVdra2ujq6uLJJ5/MG9g+n49TTjkFv99Pb28v7e3tbNu2LT9vZWUlp5122gBdWlpa2LRpE+C85wsXLgRg9uzZdHR00Nrait/vZ/78+Zbr3TAM4xDBjHjDMIyDgM/n46UvfSm1tbW88MILzJs3j0AgQH19PZMnT2batGn85S9/4amnnqK/v59oNMqJJ57IaaedRjab5b777qO7u5vKykoqKyupqanB5/Mxffp0Wltb2bBhA+C853V1daRSKcrLyznmmGMAF6OeyxzT0NDA/Pnz6enpoaqqKt8eDAY57bTTiMfjBAIByzRjGIZxCGF/kQ3DMA4SOcP8xBNPHNS3dOlSPvOZz5DIxbMDd911F7W1tYgIPT09A+TLy8uJRqNks1k6Ojoo3IsdDAYHVVtdsmTJgHj1YDBIVVUVq1atorW1lerqahYsWEA4HDbvu2EYxiGIGfGGYRijpK+vj2effZaOjg7GjRvHokWL8htJwcWh54zhmpoa5s+fTygUGtUchdVcwYXP9Pe7MgKBQCC/QbWwv9TPpY6H4rnnnmPz5s0ALttNPD4g9CaTyfD888+zY8cOKioqWLhwIVVVVaNal2EYhjE2mBFvGIYxSp5++mna29sB8hs/Tz755Hz/s88+y5YtWwDo7u6mv7+fU089dcTj9/X10d7ent/wmqk/lmQiTrCskmB9I5l0Al3/CNFolETjiyFURmjKHHqD7kYhs3MTyVhXPud8dNwUeqvq8CVjlK3665DzFm5iBWhtbSWTyeRTSq5evZqmpiYA4vE4S5cu5ZxzzildpMowDMPYr5gRbxxQRESBL6rqtQdbF8PYG5LJJOvWrQOguroav99PW1vbAJni1IwtLS1ks9kBnvMcHR0d9PX1UV9fTygUIpvN8sgjj9Da2poPY/HVNeDLQLCiBoJBSAUIh8Mup/y4RoLjpyGhCAoku9tIpTOkUyn84TLKp8whVFGLAtk9rK2ysnLAWsrKygbkhG9paRkg39fXRywWo6KiYthx0+l0/tzCWHzDMAxj77G/pIZhGKOgra2N7373u6TTaT7xiU9QV1c3KN68oqIi76kHZwyXMuCfe+65/AbUQCDAaaedRiaTyYfN+Hw+ysrKyIybTDYQId2/Ow4+FApRXl6OjmtAQ87YzyQT9LW4cJhAudNJ95Cqsquri+eff57+/n4qKyuJRqP09/cTDodZvHjxANnq6mq6u7vzx8FgkLKysuEvGM74v/DCC4HBsfiGYRjG3mFGvGEYxiipqKigt7cXcKkiFy1aNKD/uOOOY+nSpfT39xMKhQb1gwtH2bhxY/44nU6zdu1aFixYMEjWFwgSHj+V/l1NpBN9+IPhkt7vTCI2RNv4kuvIZrM8/vjj+c2zsViMuXPn0tjYSCQSGXTjMX/+fPr6+mhrayMSibBo0aKSNyeGYRjG/seM+KMcESlX1cH/+Q3DKEkikSAejwMwbdo0Tj/99AGGbHt7O2vXriUajTJ9+nRmz56d729ubqapqQmfz0dDQ8OgDafpdDqfBvKJJ54AwO/346+uJ6tZJBDCr0ooEiXQ7v58Z5L99Le3oNk0/kglgqDsHjcQ2W3s5zbHJpNJnn32WVR1QPYbcHHwxx577KB1p9Np1q1bRyaTYerUqSxcuJBgMDiiaxaPx+nt7SWdTrN+/XomTZpkcfSGYRj7iBnxRxEici3wBWAe8CXgNcBTInIV8FHgTGAy0An8FfiEqraVOH8W8EXgjV7XXcAHVbWvQDYMfAP4byAC/Bu4Ygi9TgS+DrzUa3oY+KSqLi8x9xzgK7gKqv3Ad1T1myJyLPAD4HSgDfi0qt4+yuujwPXAg971OQZYB3zMK/qUk7sVOKu4wFNOR1WVgrbcmE8AnwemAcuA96nqWhH5BPBhoB74J3CJqrZjHLI888wzeSP+2WefBWDevHmAM1YfeuihfNXVdevWkUwmqauro6Ojg6VLl+bHWbNmDZFIhL6+/K8NwWCQO++8k0wmQzQapbq6mkAgQK8Ise3ryGZdxpr+WDuJRIJQKERv80ayfrehNR2PESyvIZvsRzMZAtFKJBBEs1nE5yPRuZNEzN2zr1q1Kr95trCqa0VFBc3NzYPWvWLFigEbX3fu3FnyCUMp7r///vw1W7t2LfX19cydO3dE5xqGYRilMSP+6OQu4AXgk0AKOBdnmN8C7AAWAu8HForIqTo4P93vgPXA/wInApcCu7zxcvwUZ8DfDjwGnAP8pVgREVkIPAB04Ax5gMuBB0XkJar6QtEpvwVWenO9GfiGiHQCn/LW9QfgA8CtIvKQqjaN9KJ4vBx4K3AT0AtcCfxORKYV3tCMkrOBN3ljBoFPA3eLyP8BFwDfAmYCVwHXAe8rNYi3zuGo3kO/sY+kUql8CkaAm2++Gb/fT21tLbDb41xINBqlvLycWCyWj3XPUV5eDpDPANPX1zfAO19ZWYmIkOltyxvwOZLJJCKCZjOwe+8pAlROW0C8fQfxjmaSsQ58/gDlk48h3d2a/6N/8803Ay5ePx6Pk81mCQQClJWVEQwGB3nK29raBugmIowbN26P1yyTydDR0ZE/7unpobm52Yx4wzCMfcSM+KOTJ1X1XbkDEYmq6rcLBUTkMWAJcAbOM13IUlW9rEB2HM7w/KR3vBhnwN+gqld5YjeKyK+AYtfdV3AmyBmqusk7//+AVV7ffxXJP6yqH/TkbgG2Az8E/kdVf+a13+ud/07gyyO6IruZD8xX1Y3eWP8GlgMX4jz9e8OxwLGqusUbMwV8E7gEOF5VE177ROBiEfmAqqb2ci5jPxIIBAbley8MpSnM5FLcNlRfbrx4PD4ovCaVShEOh/EFBueY9/l8Jcf0BcNk0ykSHbu95tlMmkT7jkHjiAjRaJRoNEoymSQWi9Hd3Y3P56OysnJAuIzf7x+Qu77U3KXw+Xz4fL780wnYffNiGIZh7D1mxB+d/KjwQFXz7kERiQAVOO85OE97sRH/o6LjB4ELRKRKVbtxoS4ANxTJfQ+4qGAuP/Aq4K6cAe/p0yQidwOvFxG/qham1/hpgVxcRJbjbjRuK2hf7XmtZw5e+h75e86A98ZaISLduCcVe8s/cga8x+Pe+//lDPiC9guBBmAzRahqzXCTeGs2b/x+REQ45ZRT8kbplVdeyVlnnUVlZWVe5oUXXmDr1q2oKuPHj+eEE07Iy69YsYJdu3YhIkyZMmXAJtZYLMbDDz+cP+7q6uL2228nFouRTCQIV40n2d2GovhDUSKRCH6/n0jNBOKxXhQlEC4nXDOBbCY1IC4enCFfXj+NzDo/mUyGyy+/nFNOOYXGxkYAHn300QFVYMvLyzn99NPzx+3t7axYsYJkMkkoFKKqqoqenh78fj/HHHMMkyZNGvK6rVy5ko9+9KOoKhMnTiy5edcwDMMYHWbEH51sLDwQkTpcvPk7gAlFsqWMwmIDM/esvBboBqYD6eJ5gNVFx/VAWYl2cJ70d+DSahQm3S6euwvYUcJz3eXpM1oGGc+49e3NWEON2eW9bxmivXYIPYxDgIaGBmpra8lkMrzuda9j8uTJg/pz4SnF6RenTJlCX18fPp8vnwO+kFAoxKpVq0in00yYMIH+/n5UlXhXCxKpomLafFKxblKtm+js7CQYDBKuHk9g/HQS7TvIpvrpb9tGpK4BfyhKJrk7fCdUWYcvFKKqtpZ0Os0b3vAGpk6dmu+PRCIDPO8iMiAVZENDA/PnzycWi9HV1cXTTz+d96hv27aNuXPnDptusq6ujkwmw8te9jLzxBuGYYwBZsQfnfQXHd+J21R6HfAMLhbcB/zNey9mqMTTByLdRKm5x1KfkYw1VA37oeILhhrzYF5HYx8QEQKBwJAZVkoZ6DmGM3SnTZvGtGnTAHjggQcGhNdkMynSfT0kOpohnURVSSaTaMcuiFaR7Gl1gvEYmUQ/5ZOPIdGxk2w6CSjpRAxJ9qKqBAKBQQWXGhoa2Lp164DjYnJhNoWpMcFlvWlraxt2bXu6ZoZhGMboMCP+KEdEaoFX4LKqfKmgfc4+DLsJ992aidsAm6N4J1sL0FeiPScbA1r3QY/9RQdQU6J9+gHWwzgI1NfXs2TJkvzP+4tczLmqkknGkUAYTafQbGbAXV4m0Uc2M7AWa8bLThMdPyW/wRUgleonNESF1eOPP55wOEx7ezu1tbXDbjytqalh06ZNg9qG4kBdM8MwjKMJM+KNnDe42D129T6MeQ/wNVxml6sK2geMqaoZEfkH8GYv+8tmABGZhsva8teiePhDhfVAtYgsUtUVACLSgNPZOMIJBAIHpOLolClTyGazxGIxUi1b8EW7qBg3EV8mCan4bn38PjJkyKZ2P2AT8eHP9COJJKm2zUjGbUj1peIkEomS4SyBQGDEsepTp06lq6uLzZs34/f7mTdv3oB9AaXGtiqthmEYY4sZ8Uc5qtotIg8A14hIENiG22y6N5tCc2M+IyJLgCs9T/9jOG//MSXEP4tLcfmQiPzQa7scF1P/2b3VYT9zBy67zN0icgMurv9yYA1uI7Bh7DOhUAi/3++yx/RtI5Dcif/JJiaUlRGLxcj6fIRCIcp3LCWbzdLd3U0mk0FEKC8vJ9L9PACpjo4BeeBlDCqsigjHH388xx13XP7YMAzDOLCYEW+AyxjzfeCDOI/8P4DX4tI37i3vxYXLXIzL534fcD5FmzlV9TkRORNXGOozXnOu2FNxjvhDAlVtE5ELgO8A/w+3gfdTuEJUZsQbY0I2m83Hr+fIZDIEg8FBoSt+v5+amhoymUw+pWOOsrIyent78/H1ZWVlY2Z0m/FuGIZx8JDBdXwMwzgcEZHO6urq6s7OzoOtyhFDZ2cn119/PQBXXXXVsHHfYznn9u3baW5uZvny5YTD4XwM+/Tp05k1axbNzc10dnZSX1/PhAkTSKVS7Nq1i/7+fkKhEOPGjaOqqio/Zl9fHx0dHVRXV+fHqq+vH7S51TAMwzh0qKmpoaurq2uoFNP2F9wwDOMgkk6naWlpAWDr1q0sW7aMpUuX0traSnV1NX6/n0WLFnHyySczdepUHn30UeJxFxPf3d1NNBrlqaeeYuvWrXR3d1NTU8O8efNYvHhxPtONYRiGceRhRrxxxCMiQ1ehcfSratceZAxjv7B27Vre9a534ff76evrIxaL0dPTkw9/iUajPPLII/zmN78hk8nQ19c34Hyfz0cmk6G3t5cLLrgAn89Hb28va9euLWnEp1KpfLpHwzAM4/DF/oobRwPNe+j/BXDJAdDDOMpJJBLs2LGDcDjMxIkT2blzJ0888QT9/S6zTM7DnkNV8209PT1ks9kB8e45mUwmMzCnvBdPXyy3YsUKtmzZgogwc+ZMq5xqGIZxGGNGvHE0cO4e+vdlA69hDCCbzbJ+/Xra29sZN24cs2bNynvHH3roIVIpV1y4VL70zOTFZINRtGUz6XgvpNME+nYRiURINL6YrC8ImkUCrrKqiKCJGKlV/yGdTrNr1y4mTZpEZWUls2bNGjD29u3b2bzZFQJWVdavX8+ECRMYP378fr4ihmEYxv7AjHjjiEBEbgXeVGrzh6reKyIKXK+qV4vIJcAtuMq1s1R1R9FYzwCdqnpWQVv+/CLZmbisOq8CJgLtwH+Ar6vq8iLZUc9rHFoUxq8PtTE05+0G8ptNjz/+eDZs2JA34AFaWlqIRqMDzvVX11MxeS6RhmNIxTrIdLUQ3f4UgUCAeDACwShlE6ajGTdONpUi2baZsrIy0uk0c+bM4WUvexnHHnvsoJuEnp4ewGW46epy0WPt7e1mxBuGYRym7HvCYMM4fIkCn9jbk73UmMuB/8Lljr8C+DFwBrBURN66P+Y1Dh4tLS1ceOGFXHjhhXljvpht27YNON66dSvgPPTFTJ8+fUB4TKiilmwmRaa/B58vQLR+CsFgMN/vD0UJVtQSKKsiWFG7u93vJxwOM2vWLGbMmFHSyz9hwgQAurq6uO666/jWt741KDTHMAzDOHwwT7xxNPMM8AER+aaq7hrNiSJSB9wJ9AIvVdWmgr4bgAeAX4jI06q6bqzmNQ59wuFwPsYdIBKJADBjxgy2bduWN+arq6s55phj8Pv9VFRU4PP56Kuspad19xaOdF+MKs9bL+OmEKhpILZtDelEH4Lgjw6skhoKhfLGejF1dXWccMIJLF26lEAgQFlZWcnKrYZhGMbhgRnxxtHM14AlwMeBa0Z57mW48Jn/LjTgAVS1XUQ+ADyI87hfNobzGgeRnp4eurq6yGazrF69mokTJ+Lz+di+fTtr164lm81SXV1NIpEgm83i9/uZNm0ajz76KLFYjPr6eioqKohGo0ydOpVEIsHatWvp6+sjGAyS6usZNKeqUl5eTraqjv6eNtIJl51GUdL93ZTVTSa0PYyIsGjRIlasWEFHRwd1dXUsXLiQcDgMuFzxzc3NpFIpAoHAAA+/YRiGcfhhRrxxNLMWZ0xfISL/T1VbR3Hu64E48NtSnar6kIg04arUjuW8xkFCVXnyySfzce0rVqzA7/czadIkHn300QHZYBYtWkQwGKSyspJHH32URCIBuFCbWbNmccwxx9DS0sKTTz7Jhg0byGazJBIJUrFOkIF/lv1+P4lEgkyyn2wqMUgvX8BPZaXzyD/99NNkMpn8XDt27OBFL3oRAI899hjd3d10dXXlM97kZA3DMIzDDzPijaOdrwAXAR8DPjWK8+YDq1V1sFW1mxXAG0SkUlWLXayjnldEOvcgUj2ScYy9o6enZ0Ac/M0330wgECAcDhOLxQbIRqNRysvLSafTFFfQDQaDVFe7j6q1deD9m8Z7KZu2iETnTlSVQDBILBZzqSa3rcNfOTDW3ecLEPTvjmv/5je/OeBmQkQYN24c2WyW9vb2Aecmk0na29tpbGwc/cUwDMMwDjq2q8k4qlHV1bhNqR/y4txHSiUwOPZhILn+qjGc1zhIlJWVDcpGEwgESmaoybX5/X5EZECf3+/P53EvPtcfihCqGkfltAVUTV+IZtIDjPJMoo/o+EYC0UqCZVX4wlG6t6+nq6uLdDqN3+8fNBc4Y764z4o9GYZhHN7YX3HjaEKHaP8K8A7go8BnRzhWD86QH45c/1DG/qjmLZU+sxDPU2/e+P1EIBDg1FNP5Uc/+hHZbJZrrrmGM888k3A4zNq1a9m0aROqypQpU5g/f37eeN+5cycvvPACyWSSyspKRITu7m5CoRCTJ09mzZo1XH/99fh8Pnxl1fS1bCZYVkWwvAbNDgx3Uc0SrKglXF1PvG078c6dCD5SqRTd3d388Ic/ZPv27fT19VFeXs6iRYvyoTbt7e2sXLmSnTt38vOf/5zy8nLq6uz+0TAM43DFjHjjSCEOREp1iEhZgcwgVPUFEbkT+LCIfHuE860CThCR8DAhNccD21S1ewznNQ4iDQ0N1NbWoqqce+65NDQ05NtzVVOLPdwNDQ0sXryYdDrN2rVrWb9+fd547u3t5VWvehW//OUvicVi9PV2ookEye42ouMbCVWNG3DnGSqvwed346f7vXtDcQ9Us9ks9fX1nH766SSTSUKh0CA9FixYwKOPPsrPfvYzuru72blzp4XTGIZhHKZYOI1xpLAZCIvIjBJ9c733TcOc/2WgArh6hPP9GXfT8F+lOkXkdGAm8Jc9jDPaeY2DjIiUzK/u9/uHDFEREYLBIN3dA+/nstlsPp4+t/k1R7K7jXDVOKqqqgiHwwTLqghU1KBeikpfeGChKBGhrMzdrxYb8Dk6OjpYu3YtmUyGTCbDypUr84WfDMMwjMML88QbRwr3AF8FPoRL3VjIFUAW+PtQJ6vq8yLyW+AqoAPo3MN8P/JkrxORh1R1c65DRGqAH+Iqs1433CB7Ma9xEKmvr2fJkiX5n0fL+PHjB2yODYVCVFVVISIDYuczyTiZeB+p8krKAgHi8Tipvm6SqRS+QIiKKccSqZtMNpUkGesgm81SUVFBW1sbEyZMGNKIb2lpobq6mk98wtUaq66uprW1Nb/R1jAMwzh8MCPeOCJQ1adF5FbgYyJyLPAvwA+8BjgX+JaqbtzDMF8G3oqLKx/Oa4+qtonI23Ae+WdE5CfAamAqcCkwCbi4RKGnfZrXOLgEAoF8CM3eMHv2bFKpFNu3bycajbJgwQL6+/sREaLRKIlUnL6uVuItW/BHyknu2kiqrxWfz4ekXDSYpvpJtW4iXDMBSfXh1yzpdDqfsnLbtm285CUvYdy4cYPmr66uxu/3D4iFr6oatO/aMAzDOAwwI944kngfsBx4D/AN3EbWF4DLVPXmPZ2sqitF5HfAW0YymareLyKLgU/j0kVOxHnT7we+rqrPjHCcUc1rHL6ICPPnz2f+/Pn5tlx117KyMvxdq8ns2oUvlUL6nGe+T4RIJEJ467L8OdFolGAwSKK7G78qvV4oTltbG/X19axatYrTTz990PyTJk1i1qxZNDU1Ae6mYm+eKBiGYRgHHzPijSMGVc0C3/New8ndCtw6RN9bh2iXIdrX424eRqLfqOc1ji58Pp/zuheE1hTH34sI4XCYdDo96PxcWzKZHHKOhQsXMm/evCFj+w3DMIzDAzPiDcMwxph4PM6WLVsAmDp1KpFIycRJwO44+76+PrZt28ayZcvYvNltsVBVGhoaOOOMM9i1axddXV3MmTMnH5bz8MMP09raygsvvEA6nWbatGkA+fd0Os2WLVtIJBJMmTIln26yOGe8YRiGcfhhRrxhGMYYkkwmeeCBB/LZZjZs2MDpp59OT8/QtcF6e3t5/PHHyWQyVFVVMWnSJGpqapgwYQILFixgzZo1bN26lcrKStavX4+qcswxxzB58mQ2btzIpEmTUFV8Ph8nnngiU6ZMQVV5+OGH8xlx1q9fz+mnn05NTc2BuAyGYRjGfsaMeMMwjDFk27ZttLe3EwqFCAaDJJNJnn32WT71qU8NeU4sFqOvry9viIPbcJrLMtPS0jKgT0QYN24cHR0dZDK7C0J98pOfZNKkSYCLjy9MaZnNZtm0aZMZ8YZhGEcIZsQbhmGMEf39/Tz22GM8//zziAiNjY00NDTsMfY8kUjQ29sLuFCXaNTlgFdVuru7icViqCrBYJBIJJKPmU+lUsTj8XycfC5VZSaTYc2aNaxcuZJoNMrUqVMJhUIWA28YhnEEYUa8YRjGGLFmzRqi0SiRSIR4PM7WrVuZOnXqgLSUvXNeTX9/jGwyQSBaQSBaSe/m50mVNaNZ51XXmolE5p5MT3cr8Z1NhGKPkEgk6KuaTqZ+KhWTZtLu99MXXE2ybTvBtnVkMhmmTZuGz+fj2Wefpa2tjUAgQFtbG4lEgsWLFzNz5syDdWkMwzCMMcaMeMPYAyLyCeD/Afep6iuGkJmFKzJ1LtCIKy61AZev/kequqpA9lbg3UNM16aq48dOe6OQXD51cBtKh6qwurf09fXh9/tZuHAhHR0dAJxyyikDssX0drWRSjtjPdnTSSCVRiKVRCaVkYnHQHyExk2GSBWZnm40GCEcCuH3++mrnUh08lxC46cQa96Av3I8kUCIQO8WfD5fPjf8zp07AZg7dy6dnZ2kUinOOOMMKioqDvo1MgzDMMYG++tsGHvmYqAJOEtEGlS1ubBTRF4H/BpIArcDK72u+bjc7x8SkXpV7Sg4rQ+4rMRc8THW3SigpaWFCy+8EIAlS5bsU+GmUjQ0NNDa2orf72f8+PGUl5dTV1fHjh07ABeXnu7vhWA0f042lUB8LltMoMwVXgqV1wAQrKgh2eYy1fj9fkLlNYRrJwLgC7p4eV8gSCgUyheMAqioqMgXkaqtrSUSiVBeXj6iNezva2QYhmGMDWbEG8YwiMgCYDHwOmAJ8A7guwX9s4E7cF73V6rqzqLzrwE+iis8VUhKVW/fj6obB4EZM2YA0NzcTDQa5dhjjx2Q811EEJ9/wJfBF4oQHTeZeHsz2XSKUGUdoSrnUQ9EKyifOB3/ticQEYKTZ+Hzuz/b4ZqJpPt7yaZ2V3zNGfELFy5k6dKlxGIxQqEQixcvHqCHYRiGcfhjRrxhDM/FwE7gb8AfvOPvFvRfA5QD7y024AFUNYmrHmscAmzfvp329nZUlTVr1oy5l7mtrY2mpiZisRgNDQ2EQqH8XG1tbfh8PvwTo2g6i6L4fAFCVePxBSOUN8weNJ5mM6R6u8imUi63eyaDZrP0t2wh1duBLxgmUjeJ2q5afD4fqVSKJ598kh07dlBeXs4JJ5zAlClT8Pl8tLe38+yzz9Lb28ukSZNYvHhxyVCZ9evX097eDsDWrVvNE28YhnGIYka8YQzPhcBvVTUjIncAfxaRY1V1jdf/OmCdqi4d5bgiIqVi3xOqOnRCcWOvicViPPvss2SzWQCWL19ORUUFkydPHvKcwtzuu3btor+/f0jZbDbLAw88kI9/b21tpaenh/LycpYvX46qkslkSPf1UDZ9MWQzJDp30bdzIyI+InWTCdfUDxgz3r6DZKyTiCrpdJrErs0E01mSvc7IzqTiJPo78172pUuX5rPctLa20tzczJlnngkwSLfu7m7mzZs3YL5du3bx1FNP5a/RypUrOfbYY6murt7D1TUMwzAONGbEG8YQiMhLgZm4eHeAfwAdOG/8F0SkCpgM/L7EuTUM/P3qUdVEwXEV0FJi2t/h4uhL6dO5B5XN0hqGjo6OAXnTb775Zm677bZhN3tGIhFOO+00AK688kri8aG3LKTTaTo7Owe0BYNB/H7/gPMknUAzSbLJOOmEM7hVs8TbthEsr87HugNkErEB4znPfPvAiZP9pNNpgsEgX/7yl0mn0wO6b7rppvz6CwkEAoNyxsdisQE3Kj09PXR0dJgRbxiGcQhiRrxhDM1FwDbgIQBVTYnIXV77F3CGOEBviXMfA+YWHL8HuLXgOAa8qcR5g0JyjLGhtrZ2UNtYZl7x+/34fL68Fzs3vt/vHygogj9cTqq3c0CzomRS8QFGvD9cTqandfepPj/BijoSXbsK2nz5eQOBwAAj3uf15X4u1q2YYDA46GlDqetmGIZhHHzMiDeMEohIAHgbzvs+u2BT4KPA+0TkFGC111bKlfseXKz8bOBHJfrTqnrvaHRS1Zo96NyJeeOHpLy8nFNPPZWf/vSnqCpf+tKXeMlLXjLshs+enh6WLFkCwA033EBlZeWwc7S1tbFq1Sr6+/uZMGECCxYswO/389hjj/GFL3zBbUCdOBN/KEywvJpUX1f+XPH5CUQGZpCJ1E2C/i5EBJ/PR/mEafiqJqKZtBcTH8Lnr6FzSyeqysc//nHq6+tpb2+nrKyMadOmMXHiRILBIB0dHbzwwgv09fVRX1/PggULCAaDg9awdOlSPvvZzwJw8sknmxfeMAzjEMWMeMMozblAPS505uIS/Rep6tUi0gwcV9ypqo8CiEjroDONg8bUqVOpq6sD4NRTT93jps1ctheACRMmDAo/KaahoYHGxkbWrFlDMplEVZk8eTKnnXYa1dXV9Pb2EmvfQSoL0fqpRLNpkt3tiM+PL1JGsqeDYEVNPgON+PxEx0/GF4mQSqVI9XUTrqynbOJ0mDidTKKf3o1PE1CX70ZEmDdvHpMnT+axxx5jx44d7Nq1i4ULF7JgwQIWLFiwx2t08skn569RLtuOYRiGcehhRrxhlOZiYCvwkRJ97wTeLiIfA/4CXCoip6jqEwdSQePQI5VK8eijj+ZDWjo6OvIZarq7u8lms6hmSfZ2OAO9fiqh6np6t64h2eW2SCQ6mqlonIsv4MJq+lu34/NCXBLdbWR8IconucqrmdTgGP3e3l5Wr16d3+CazWZ57rnnmDJlSknPu2EYhnF4Yka8YRQhImXAG4FfqupvS/T3A28AzsFVcr0I+LmIvKJEmklLzn0IUV9fnw+Pqa+v34P06GltbSWdTtPd3U08HicSifDUU09RX18/IB4dIB13m1bTsW4yyd1x6NmM885H6iYBOO974XmxLrLpJKlYN/h8iPgGjDtx4kTWr1/vxspm6ejoQFXp6enJe9iHY39fI8MwDGNsMCPeMAbzRlyc+5+H6L8P6AcuVtVLROQiXCGoVSLyK2AF4MPFw18MpIHmojGCIvLfQ4z/a1VN7eMajBIEAoH9mve8vLyczZs3s2PHDmKxGM3NzZx00kmMGzeOZDJJKBTCl4qTBQLhCJLogUQPkhq4mVQSPUjCxcf72W38SyqOKvSufwpV1x5ACYVCZLNZFixYwKRJk+jr66O1tZXnn3+evr4+wuEwTz75JC9/+csJhUIMx/6+RoZhGMbYYEa8YQzmIqAPZ6wPQlX7ReRe4AIR+YCq/kFEFgEfB14LXApkgI3Ab4AfquqqomHKgF8OMf+fgc59XoVxwIlEIvh8PkSEjo4OIpEI6XTaFXnysteEti4jFApRUVGBr9mHqiKdnWQyGcBlkamursa/1WW1CadS9HiZZaLbn0JE8rI5ymtr8fv9NDY2AjBz5kyam5vx+XyMGzeOxsZG4vE4W7ZsYfbswUWlDMMwjMMPM+INowhVff0IZN5QdLwO+MAIx78EuGRvdDMObbLZLI2NjfmMMMlkMp/9xu/3U1NTg4gMyIgjIlRXV5NIJFBVwuHwgLSUwWCQ2tpaMpkMfr+fnp6eQUa8ehtbC8ecNm3aoI2sxecZhmEYhy9mxBuGYYwRkUiEhoYGmpubmTp1KuvXr2fixIlUV1fzrW99i2OOOYalS5eyYcMGOjo6qKys5OSTT2bx4sUkEgm2bNnCjh078gWiYrEYVVVVzJw5k7KyMurq6ujs7OSpp57KG+61tbWcfPLJwMAY9kmTJhGJRPKFpoLBYN5TbxiGYRz+mBFvGIYxhpx44ols3bqV3t5eTj/9dFKpFBUVFUyaNImf/vSnPPfcczzyyCPEYjEaGhp47rnnOOeccwDo7Oxkx44dbN++nebmZgKBAFOnTuWUU07h0ksvJRKJ0NjYSGNjI83NzUSjUaZOnTq4oBTOaD/zzDPZvHkz2WyWqVOnUlZWdqAvh2EYhrGfMCPeMAxjDPH5fEybNm1Qe27D65YtW1i92tUJa25uJhKJ8NBDDxGNRkkkEvh8Prq6ushkMvh8PioqKli2bBmvfe1r8/HsNTU1e8xZDxAOh5kzZ86Yrs8wDMM4NDAj3jAMYz/S3t7Ozp076fdyvRfnas8Z6+l0mlTKJSUqjHEXEbLZ7KAUlYZhGMbRjW/PIoaxfxGRT4lIk4hkROT+gzD/rSLSdKDnLYWIXCsiumdJ43Bg+/btPPzww6xbt46tW7dSVVVFfX09wWAQEcFfN5Vs1WQqKytdSMyEY0lWN+Krn0UgECAQCCAizJ49m5kzZx7s5RiGYRiHEPvFiBeRRSJyh4g0i0hCRDaLyM9EpOR/IRE5UUT+T0S2ikhSRNpE5O8icrEUVTIRkYiIfExElopIt4jERWSViHyvcHwRuV9EnhlivhkioiJydUHbtV5b7tUrIs+KyCdFJFJijBs9uZ+VGHePL0/+Eu/4hBLjv0lE7hWRDhHpF5HnReRLIlJZQvZ+b5y7S/Sd4PVdUupaDEWRvlnvs/mjiJw4mnFGMM9rgK/h0jm+B/jqWI5vGAeDdDpNc3MzTzzxRD4jjIgwd+5c3vWudzFr1iymTZvG+MVnUb/4LCKRCGVlZZRNnk3VrBOZcvobaGxspK6ujle/+tVcccUVBALDPzjNzdnc3JyvGGsYhmEcuYx5OI2IvA34FbALuBnYDBwL/A/wVhE5X1UfLJC/DLgJ2I7Lm70OqAJeBdwOVHv9iEg98A9gMfAnT74PmA9ciMvvPWEfl3CZN2Y1cAHwDeAk4G0FOge84ybgzSJyhaomgBbgnUXjfdUbb8TGqYhcD1wJPAl8BegGXgp8GncNz1HV4uJBAG8UkUWqumKkc+2Bv+M+Ax8wF/gg8KiInKqqT4/RHGfhiiG9X1UPluXxP9hTKWMMaWlp4cILL6Srq4urr746XylVRPK54/1+PynN4guFERFUFX8oQrhmEuneDkJe6sk3vOENI6qcmpsTYMmSJVawyTAM4whnTI14EZkD3AqsBs5U1faCvh8CjwC/EZEFqtouIi8FbgQeBM5X1VjBcN8VkTOAyQVttwHHAxeo6h+K5v4c8PkxWMadqtrpjXkT8DjOcJ6sqts9mVcB44G3AP8GzgPu9vS/vUivjwOdqjqgfShE5GKcAf8r4F2aK8sIPxGRO3GFgH7h6VBIE1CLuwZvGfFqh2dVod4i8og3/+XA+4fQv7zoc9wTE4DYQTTgseqoxv5AVfPFn3LMmDGDDRs2DIh5zybiVFdXk8lkCDTMprd9J6RczvhEIsGGDRtGlRrSYucNwzCODsba+/hxIApcVmjAA6hqE3ANMBHn7QZncCrwzlKGn6o+pKp3AojIqcBrgJ8WG/CebJ+q/u8YrgV1/2n/4x3OKOi6GFimqv8BHvaOx4rPA+3A5QUGfE6fe4BbgHNF5LSi87qAG3BPBo4bQ30Kud97nwEDwoHOEJEfi0grsDInLCIfEpEXvJCqrSLybREpK+hXXAhNdUHoziUF/e8Rkae8cKJWEfmFiEwsVEhEXuyFXrV6chtF5OdFMh8WkedEpM8LT1omIhcV9A+KiReRChH5rohs8/R/XkQuL5LJh2WJyAdEZL0nu1RETi6SXeTNs0FcCNgOEfm5iIwb+eU3DhdWr15Ne3s7vb29+Hw+JkyYwMyZMxk3bhzt7QV/GjWLovh8PsLhsNeUgYJf/aampnyYzHCvjRs30tHRQXt7Ow899BA9PT0HetmGYRjGAWSsw2leB2xU1YeH6P8N8BPgfC9k5BXAf1R1ywjGzlXRHJFHewyZ5b23gfM0A28ErvXa7wC+JSJVqtq9LxOJyLG40KNbVHWo/8C/BN4HnA88WtT3XeAq4HPA2/dFlyEYcC0K+DHQDHwBCILbY+Ad/x33tOU44CPA8SLyau8G6Z04j/5J7L6xe8Q7/wu4G5oluLCsBtzaThaRk1S1X0Qm4MKrNuLCjmLATFwYFN44/4O7ufkZ8D2gDBeO9RLg/0otUkQE+CMu1Odm3I3J64CbRKROVYtDo94FlHvXQXE3q3eJyKwCL/+53vW7BdgBLPTWvtALT9rjZlYR6dyDSPWexjD2P62traxYsSLvbf/6179OZWUl4XCYTCZDMpnMy0o6ia+illgsRiaTId3fA+JD0rtlvv/97/Pzn/980DzFdHZ25uPvm5ubWb58OWecccYYr84wDMM4VBgzI15EqnGhL4O85DlUNSEia3Ax7Md4868cSr6I+d77SOX3ljov5r0K+C+cQbhSVVd7/W/EGYJ3ese/Ba73ZG/Zx7lzaxwupj3XN7+4Q1U7ROT7wKdEZL6qvrCP+kREZDy7Y+K/67X/rkiuBXhV7smBt3fhU8BfgdflDFTP2/11nEH8J1W9XUReCSwqCtuZgbsRuUZVv13Qfg/OyH838CPcPoFaYK6qthTo8+mCn88H/qqql45i3W8Azgb+V1W/6c19I/AX4HMi8mNVbS2QbwTmqGqXJ7sa93vwalz4EcBNhWvx5B7D3aScgQspM44AursH38unUin6+vrIZDKICOFwGJ/Ph9RNIt7XSyKRACDeuYtg9SQ00YOIEAqFRlygKWfA5+jq6tr3xRiGYRiHLGPpic9lTdnTM9wenIFcNUL5HKOV31vWFx0/wcBwmYuAx1R1M4Cq7hSXFvEi9t2IH8k1zPVVDdH/HVxM/ec8nfaFy9jtIQfn6f6Mqv62SO7motCfVwIh4HtFHuYfAF/CGdZ/GmbeCwDBebPHF7Svw3n8z8IZ8Z05eRH5aXH4kUcncJaIzFPVVcPMWch5QMrTF3ChVd7To9d667ujQH5JzoD3yBnkswrO78/9LC7bUQXwmNd0IiMw4lW1Zrh+z1Nv3viDzPjx46ms3J1E6v3vfz+TJ08mFnMRg11dXfzkJz+htraWdEUd2tM54HzNZihrPBZf85NkMhk+9rGP8eIXvxj3gGho/vWvf/GNb3wDgMrKyhFthjUMwzAOX8bSiM8Zl4NSIBZR6cl2FxyPhEL5zlFpNjSlQhjehDNWk8AmVd2U6/Dil18FfEdEjik450Hg8yIySVV37IM+I7mGwxr63obhHwCfFJEv7oMuAHcBP8Rdpy7guUJjtICNRcfTvffVhY2q2isi2wr6h2IOzvu/YYj+nHXyH9xTgR8DXxeR+3BhML9W1Vw8wjdxRvcLIvICLrxniao+Mcz804GtJfZprCroL2Rz4YH3RATcUwIARKQOF170DgZnUDLD+wiiqqqKxYsXEwgEUFVOO+00EokEHR0deRlVJZvNIsEwwkDjXAIhYjs3E/K88x0dHcRisT1WXj399NMJh8OkUikmT57M4sWLx35xhmEYxiHDmBnxqtolIs3AoqFkRCSMi/l+EufxTuNipUdCzoA6DnhoBPJx3CbbUpQVyBTzn1x2mhK8DRfz/UnvVcw7cHHXe0tujUNew4K+54eR+TbwYeCz3s97yxZVvXcEcqUM+33BB2RwXu9SN1odkN94/BYReQluz8SrcRmMPi4ip6tqr6q+ICJzcd7/1+A+o6tF5POq+uUx0jczRHuhdXYnLvznOuAZoBe3zr9h6S2POBoaGqipqQGgsbGRWCw2wIj3+/34/X58/gCRcQ3QtDvFZKiihr6ObQPG27lz5x6N+Egkkn8CsGjRovxGWcMwDOPIZKyNh78AM8WljizFW4AI8BfPy/lv4OUiMpL8abnY4pFmgtkMTJcShZpw8d0Am0r0DcfFwNPAW0u8Hh2FbiXx4u7X4vK9Vwwh9t/e+1+GGacNt5n0QtzegwNN7rrOLWz0NgVPYc/XfT3gB9aq6r0lXk8WCqvq46r6WVU9GbehdxEFG3tVNaaqd6rqe4FpOG/9572byqH0b/T0LWSvvjciUovbxP0NVf2Cqt6tqv9k6CcNxhHG7NmzmT9/PjU1NYwfP56Kiop8eEy4ahxVVVWEw2EC0QrEH6Soxh0VFUP9OTAMwzCOVsbaiP8Wzrv9I89wySMi04D/B+zEhT+Ai4/2Ab8oTD1YcM5LxRWPQlUfAf4J/I+IvK6EbFREvl7QdA8QBi4tkgvg4rx7GJlHP3fedJwn9Q5V/W3xC5fX/cXicuXvC18B6oAbZXC12lfjUjL+U1WLM9MU823cZ/GZfdRnb7gXF450pQwM5L0C9yRjyBsQj7uBLCXy/ouIzwtNQURqi8YH5+UGd7OYC4HK42WLeQ73vQsNMf9fPT2vKJhXcHsNEt76RkPOU1+s69WjHMc4TKivr2fJkiUsWbKE+vp6RIRjjjmGuro6Vq5cyebNm2lqaqJr0wvEu1rp6ekhkUjQ395M2/OPkOqPkUgkiMViPPnkk7S2tg7IajOSOQ3DMIwjmzFNMamqq0XkvbiQhmdF5Kc4j/gcXDq9EK6oU7sn/5CIXIlLAbhKRH6J88JW4TyX5+OqhOZ4Jy6l4B9F5A/AfbhqqPNwXucgLisKuOwg/wJuEJdj/lHcZsI3A6cAH1LV3lEs7yKcEfbnIfr/jNsIeTG700+OGlW9TUROwa17gYgsYXfF1nfhPPXvHsE4LeKKVX1ib3XZW7y5v46LAf+LiPwFFwb1ftyN2FDXMHf+OhH5PPAVEZmN2wQbA2bjsgB9Ffgp7jpcISK/x31vynE3bd04QxzgHyKyA5fVZgfuu/Ih3NOgoTYQ/wn3lOgbIjITZ/Sfjwvv+VxRZpqRXI9uEXkAuEZEgsA23N6KmaMZxzh8CAQCgyqmdnR08Lvf/Y5HH300nw4y9My/iNROpCoex+/307dtHYn+XgKBANn2dtLpNE1NTdx6662sXr2aK664YsgNrqXmNAzDMI5cxjpPPKq6xNtA+CngAziv8i6cUf0VVd1QJH+jiDwBfBS4BLdpsQdYijPM7yyQ3ekZ5B/ChUt8DWe4N3ly3yuQzXoe+095sm/FeYeXA/+lqneNcmkXARtUtWQsuqpuEpFnPblrRzl28VgfEpF/4zzBn8d5lTfi1nvdMMZnMd/C3QyMLEfdGKKq14pImzf/d3FpKK/HGcF7zImuql8VkbU4b/UXcZ75zcDvcTcC4Da2noL7fCfiNt8+gSseltts+2PcjdVHcDdxW4Hv4554DDV3VkTe4Mm8DXdjsB74oKreNLIrMIiLvHk/iLsZ/AfupmD7cCcZRw7btm1jy5Yt+ZzwANmObZDoIB4KEQqFkM41BNJpRCTveU+lUqRSKdauXcvGjRuZNWvWcNMYhmEYRwkyAnvKMIzDABHprK6uru7s7DzYqhwxdHZ2cv311wNw1VVX5Ter7g07d+7kc5/7HKtWrWLZsmUABINBKioqCAaDBAIBYrEY2WwWv99Pb28vqsoZZ5xBVVUVDQ0NXH311cyYMWMMVmYYhmEc6tTU1NDV1dU1VIrpMffEG4ZhHA1s3ryZ9evXc99997F582YaGxu55JJLmDNnDqlUijVr1tDT08OECROYMGECzc3NzJo1i5aWFhYsWEAmk2HGjBkcd9xxnHLKKfj9fp577jm2b99OKpViy5YtdHZ25qu9zp8/n+nT95Sd1TAMwzhaMCP+KEJE/OzOsT4UvaPcK2AYRx1NTU2sWLGC3/72tzz++OOICCtWrGD58uV85StfYfPmzfmUki+88AIdHR3MmjWL+fPnM27cOCoqKigvL6euro558+YxfryraXbOOeewceNG2tvbaWhooLOzk3Xr1jFz5kxOPPHEPRZ8MgzDMI4ezIg/upjK4MJMxXyRfYzpN4wjnW3bthGLxVi7di1btmwBXO73DRs28Pa3v51AIJA3uNPpNIlEgmuvvZa6ujomTZpEY2MjL3rRiwaNG4lEmD9//oC2E088cf8vyDAMwzjsMCP+6GIHcO4eZCx3uWEMQU9PD5s2bWLbtm1kMhkikd1lKLLZLKpKKpUikUhQVub2k+c2pvb29lJXV5dvW7FiBYFAgJkzZxKNDlWXzjAMwzBKY0b8UYSqxhl9jnPDMID+/n6eeeYZ0l72mE2bNnHSSSexbNkystksAOXl5fjmnEEmk6E7kYB4D4G+1YRCIdatW0dNTQ3V1dVs374dv98POK/+2WefTSBgf44NwzCMkWPl3o3DGhE5XkR+KyKbRCQuIttE5J8i8uEiuZCIfFREnhKRXhHpFpFHROS9JYpqnSUiKiJvGmLOW0Wks+BnHcHrWk++yctrX2rcN3myZ+3rdTHGnueee45EIgG4sJfjjjuOc889l+OOO46ZM2cyZcoUV2QpVEagagKh+mkE6xqoqKigrKyM+fPn09jYyPTp0/MGPEAsFuPZZ5+lubmZdDp9sJZnGIZhHGaY68c4bBGRl+KKMm0GfoILF5oKnApchcvLjohUAH8DTsflmb8Z991/E/Az4DwRebuqZhg9P2bg042TcLntvwa8UNC+Yi/GNg4hvvzlL/Pe9743HxLj8/kYN24cgUCA6upqYrFY3ggXhOi4ycRTffnzw+Ew48ePJxgMDhi3q6uLD37wg4RCIZYsWWIFmwzDMIwRYUa8cTjzGaADOFlVOws7RGRCweF3cQb8B1T1xwXtPxCRr+EKgn0SZ3iPClV9FFcNODdvL86I/6eq3j/a8YxDk2w2SyAQoKqqKt9WU1NDb29vPguNz+dzcfDV9QTqGhGfn3SkPC8fDoeZOnUq6XSaLVu20NfnDPycYZ/JZPJhOYZhGIaxJyycxjicmQ08W2zAA6jqLgARmQq8B7i3yIDP8TlgNfAJETnglW2NQ5+enh7Wr19PR0cHLS0tTJgwgZkzZzJ58mRWrNj9gCWbzZLNZgnXTiDe3kz35udI9/fmjf/Kykr++Mc/8qc//YnOzk4mTpzIrFmzqKiooKOjg46ODv7zn/9gxboMwzCMkWCeeONwZhPwEhFZoKrPDyHzWsAP/LJUp6pmRGQJLq3mSzkwG39DIjK+RHvlcCfl4vCHoXqvNTJKks1m2blzZ95DfsMNNxAKhaiqqiKVStHV1TVIPt3bSarPtUs6QTqdRlX53//9XworZEcikbwBnxu/tbWVZ599lpe97GUHaIWGYRjG4YoZ8cbhzLeAe4AVIvI48CDwL+B+VU15Mrmk28PFpOf65nNgjPjXAi0HYB5jH0mlUmQyA7dK5I4DgQB+v39AfzgcJpFKlByn0IDPjaOqg8aPxWJjpb5hGIZxBGNGvHHYoqr/FJHTcDHtr8Z50j8J7BSRS1X1z+z2bvcMM1Sur2oYmbHkEeALJdpfiiu2VRJVrRluUM9Tb974MSQcDhOJRIjH4wC8//3vZ9asWaTTaWKxGJlMhuuvvx5VJRwOEw6HCZZVEe9zhrgGQogIkUiE97///YTD4fzY8+bNY9q0adx33318/etfB6CyspJJkyYd+IUahmEYhx1mxBuHNaq6FHiziISAxcAFwEeA34nIYnYb6MOFqozE0B809Wh1LaBFVQd5/L0sOsYhxuTJk2ltbSUQCLB48WISiQSqSlVVFe3t7fh8PsrLy1FVVJVApJyyiTNIdrWA35cv5HTOOefQ1dVFX18fVVVVzJ49m4qKCl72spfx3e9+l3Q6zcyZMznuuOMO8ooNwzCMwwHb2GocEahqUlWXquqngcuBEPA2YJUnsmiY03N9ubj6uPc+VBnNsgIZ4wgnGAzS0NBAXV0djY2N+VzxOVKpFH19fbS3t9Pe3k68YyehilrKJsxAU0n6+vro7Oxk06ZNvOhFLyIYDLJ582b+/e9/s2zZMgKBABUVFdTU1DB37lwr+mQYhmGMCDPijSORZd77ZFzMfAb471KCIuIH3gF04sJcwOWdB5g7xPhzcZtqjaOMSCQyICQGQFXp6+vLe+LjnbtI9XWT6NxFNpPKy23dupVVq1bR0rJ7O0Rzc/OAY8MwDMMYKebyMQ5bRORs3CbW4tCW87z31aq6WURuA94jIu9T1Z8VyV4LzAM+o6p9AKq6XURWAO8Uke+oanfBnC/Dee6vHfsVGYcyN9xwAxMnTiQSifDYY4+xevXqfGrI/v5+/H4/FRUVJHo60OYNIJDqbke88JuVK1fS1dVFZWUl48fvTk4UjUZZsmQJgKv4ahiGYRgjwIx443Dm+0CZiNyNC5sJ4TaHvh1oAm7x5K7GGeo/FZHzgH/i0k6+CXglcBfwzaKxPwb8FXhGRH6Bqwa7EHg/sA743v5ZknGoMmHCBAKBAJFIhFQqRXd3N0888QQ7d+4EXLGn3t5ewoEN+PxB+tub8WVTpHp7SSQSrFu3DlWlv7+f4447jsbGRnw+H42Nja5IlGEYhmGMAjPijcOZjwNvxXne348z4jcDNwFfyRWBUtVuz2v/YeBi4NtAFlgJXArcoqoDSmWq6r0i8nLgs8BVuM2vzcDPgWtVdWCCcOOoYevWrezatYtEIpE34EUEVSWdTlPRuYVQphOSSQAS3oOimpoaotEowWCQVCpFQ0MDs2fPNgPeMAzD2CvMiDcOW1T1b8DfRiibwOWV/9Yoxn8UOH+UOv0ekGH6Z+ztucahQS4/vIjg87ltRSKC3+/P9+cIBoOAKwKV+7mqqoqFCxfy4he/+ABrbhiGYRxJmBFvGIaxB7LZLKtWrWL79u0sX76cjRs3snPnTlSV8vJyRIRwOMzEiRM555xzmDt3LuvXrycUCtHS0kJ3dzd1dXWICI2NjcybN+9gL8kwDMM4zDEj3jAMYw+0traydu1a7r33XlpaWujs7KS1tZW+vj7Ky8sJBALU1dWxePFi5s2bxzHHHMPcuXNpamri2GOPJRQKEY1GmT9/PpMnT6a8vPxgL8kwDMM4zDEj3jAMYwhSqRQdHR35VJAdHR089thjxONxstks2Ww2H0bT2dnJ9u3bmTNnDlOmTCGTyVBXV5cfKxwOM2fOnIO1FMMwDOMIw4x4wzCMEqTTaR599FF27dpFb28vW7ZsQUQQcdsWCmPiweWLT6VSNDU1EQqFqK6uZuLEifn+iop9K8ibyWRoaWkhHA5TW1u7T2MZhmEYhz9mxBvGPiIiTbh89ZccZFWMMWTHjh309PQAUF1dTTQaZfLkyQQCAaLRKMlABb54J9lsFi2rIZiNEwgEqKmpYerUqSSTrlprPB4nGo3uUxx8X18fDz/8MPG4KxQ8ZcoUTjzxxDFZp2EYhnF4clRVbBWRRSJyh4g0i0hCRDaLyM9EZOYQ8ieKyP+JyFYRSYpIm4j8XUQuFhFfkWxERD4mIktFpFtE4iKySkS+Vzi+iNwvIs8MMd8MEVERubqg7VqvLffqFZFnReSTIhIpMcaNntzPSoy7x5cnf4l3fEKJ8d8kIveKSIeI9IvI8yLyJRGpLCF7vzfO3SX6TvD6Lil1LYZCRCpE5IsislJEYt5n8oyIXC8ik0czlmHsiZwRHwwGmTp1Km9605uYOnUqjY2NNJz8ahobG5k+fTozX3ExU6dOpba2lgULFhCNRqmurmbGjBn89Kc/5cYbbySRSOy1HuvXr88b8ADbtm2ju7t7mDMMwzCMI52jxhMvIm8DfgXsAm7G5RM/Fvgf4K0icr6qPlggfxku3/h24Je4Aj9VwKuA24Fqrx8RqQf+ASwG/uTJ9wHzgQuBi4AJ+7iEy7wxq4ELgG8AJwFvK9A54B03AW8WkSu81IotwDuLxvuqN95XR6qAiFwPXAk8CXwF6MYVV/o07hqeo6rNJU59o4gsUtUVI51riPmDwAO4wk2/wBV7qsAVYboIuBv3eR1o5uLyzhuHMW1tbXzxi1/kC1/4AuPGjWPSpElEo9F8fygUorOzM29MayZFTU0NwWCQWFUdoWiUpJcbHlzxp3A4TH9/PyJCf3//Xuv11a9+lde//vUA3HHHHbzjHe8YMJdhGIZx9HFUGPEiMge4FVgNnKmq7QV9PwQeAX4jIgtUtV1EXgrcCDwInK+qsYLhvisiZwCFXt/bgOOBC1T1D0Vzfw74/Bgs485c8SIRuQl4HGc4T1bVnOH6KmA88Bbg37giSHd7+t9epNfHgU5VHdA+FCJyMc6A/xXwroLiSD8RkTuBP+MM61cVndoE1OKuwVtGvNrSvAl4EXChqt5RpF8EV+xpnxGR8qLPfFi8GyXjMOfHP/4xTz31FLfddhsf+chHCAQCnHTSSTz22GP4/X7mzZvHunXrdp+gSjwez+d/FxEikQjV1dXU19czceJEHnroobzR//jjjzNt2rQBeeT3RCaT4aabbqKpqYl///vfqCpNTU08/PDDXHTRRWO6fsMwDOPw4mgJp/k4EAUuKzTgAVS1CbgGmIjzdoMzOBV4ZyljTlUfUtU7AUTkVOA1wE+LDXhPtk9V/3cM14KqKvAf73BGQdfFwDJV/Q/wsHc8VnweaAcuL1Hd9B7gFuBcETmt6Lwu4Abck4Hj9lGH2d77g8UdqhpX1QHxBSKyUETuEpF2L/TnMRE5t0gmF640V0R+LSJdwJ9F5BMikhWRxuK5ROSHItIjIlHvuElEbi2SqfNCfDZ5oVubvNCtyiKZ73vhWgkRWS0iV+711TH2mvvuu4/f/OY3dHZ2smTJEnbs2EFvby+PP/44XV1dtLe3s2bNGrq6Cgv1an6Ta6xlS95L39HRweTJk9m0aRMdHR156Xg8nq/wOhK6u7u5++67ueuuu4jFYqxcuZLnn3+eaDTK2rVraW9v3/MghmEYxhHL0WLEvw7YqKoPD9H/GyAOnC8iZcArgP+o6pYRjP16731EHu0xZJb33gbOewy8Efi1134Hbj1V+zqRiByLCz36g6r2DCH2S++9VIXT7wI9wOf2UZVN3vu7JWc9DYGIHI97wnIM8HXcjRrAPSLyihKn3AX4gU/iPss7cdVT31o0rh94M/BHVS0ZH+EZ6g8CVwB/xT3B+DnwYmCcJ1OOuxF7u9d3JfA0cL2IfGGIcTuHe+FCrYxR0trayq9+9SuyWXdvmkgk+P73v8+aNWsGGMo/+MEPuOWWW/LHvmyGSCRCKpUi3dWab//2t7/NW9/6Vq655hpuvvnmfHtPTw+h0MgfFq1atYp77rnHbZxVpa+vj1AoRFlZGarKbbfdti/LNgzDMA5zjngjXkSqcaEvQ8Zje+EQa3Ax7MfgwoxWjnCK+d77SOX3ljoRGS8is0TkE7i4+JWqutrrfyNQhjM+AX4LBIH/GoO5c2scLqY91ze/uENVO3Dx628RkUH9o+D3uJCorwIbROTnIvIeb09CMd/D7WM4SVWvU9XvA2cAz1N6H8CTqvoWVf2Rqv5MVTfhQpbeViR3Fm5/w6+LByjgGmAB8GZVvVxVf6yqX1TVxey+EfkoMB14iap+3pN5B/Aj4H9FxHIIHiDi8TjPPPMMmUwGcCEsDzzwwICNpOBSSJaVlVFZWUkoFCJYVoGq5o3/QrLZLJFIJJ9DHqCuro7x48fvtV65vPTg0l/+85//HPVaDcMwjCOHI96IB3LhC0N5kCnor/JeI5HPMVr5vWU9boPqeuD/AUtxhnyOi4DHVHUzgKruBO732veVkVzDXN9Qnv/vADH2wRvveb5fAlyH85K/B+fF3iEuC1AIXJgKcDbuCUu1d/MzHqjBbUA+2XviUsiPSkx5J/ASEZlW0PY2XIjQ34dR9c24m4I/lViDej++BeeJ78np5+n4DyDirbP43JrhXp5exiiZMGECJ510Ut7gDgQCvOY1r2HKlCkDKqteeuml/PCHPySVSpFMJknE++nq6nKGdWh3oqjLLruMb37zm3z0ox/lox/9aD5TzVlnnZUPvxkJU6ZM4YQTTsjrFQqF8vH0gUCAc889d7jTDcMwjCOco8GIzxmXg1IgFlHpyXYXHI+E0cqPBC3R9ibgXODlwAxVfYmqrgMQkXG4DaUPiMgxuRcupOMcEZm0j/qM5BoOa+h7exF+ALxdROburSKq2qWq16jqDNx+gPfhvPNXAZ/1xI7BGflfx934FL4+hvvejysaemOJ6XJPNd4GA0Jp/rCHzayz2POTmTm4MK9i/e7y+ks9XTD2A6FQiE9/+tOUlZXlCyl94AMfYPr06SxcuJDy8nIqKio49dRTqampKUgV6QzyRCJBxaRZRCIRwuEwixYtIhaL5Y3veDyO3+8f4JUfCbNnz+bDH/4wkUiEaDRKXV1dfhOt3+/nXe9615hdA8MwDOPw44g34lW1C2gGFg0lIyJhXMz38zhPdxoY6SbMVd77SOXjuE22pSgrkCnmP6p6r6o+4IV6FPI2XOjMJ4G1Ba9rcZ/xO0ao21Dk1jjkNSzoe34YmW/j0lp+dhiZEaOqm1T158DpQCfw315X7nv9TdyNT6lXS9Fwg+LbVXUr8Ci7Q2rOxmX/GS6UZqT4gL8No9+9YzCHMUJmzJjBW9/6VqqqqnjDG97AuHHuHi9XcbW3t5elS5eyZs2aQeeKCP5QmIqKCiorK/PhLzlylVz3hhNOOIG3v/3tVFRUcP755/Oa17wGEeE1r3lNXkfDMAzj6OSoSDEJ/AW4VEReqqqPlOh/Cy6E4S+qGhORfwNni0ijZ8gNx5+BT+EywTw0Al02A2eJSERVi431nIe62EjfExfjNkV+rUTfR73+741yzDyqulpE1uLyvVeoam8JsZwB/ZdhxmkTkRtx2YIGZfLZB/06RGQ9u2+kNnjvcVXdV2P4TiBXsOttQAewp2DkQl2Gk4mOgX7GGPHud7+bpqamAR7u7du3E4u5BFWqyrZt2wgEAnmjXEQIh8OkMun8OeXl5flzcozWCz+cXsU6GoZhGEcnR7wn3uNbOO/2j4o3DHrxzv8P2An82Gv+Eu7a/KJE7DQi8lJxxaPwbgr+CfyPiLyuhGxURL5e0HQPEAYuLZIL4FJc9jCym4HcedNxBZfuUNXfFr9wed1f7OXK3xe+AtQBN8rgarWvxsWn/1NVH93DON/GfRafGa0CIrLYixsvbp+O20i6GkBVd+GKQl1eatPrEBthh+I3uEJOF+H2INylqntyq94NnCQiry/uKMiq81vgTBE5q4TM+D1l3zHGnnHjxnHDDTcM8HDnwlcAwuEwGzZsoL29nZ6eHvo6dtHb28uOHTtoeeFxdu7cSXd3N4FAgPLy8rzsN7/5TX7zm99QX793EVKFepXS0TAMwzg6OSo88Z4n+b24okzPishPcR7xOcD7cUWCzs/lkFfVh7x83TcAq0TklzjPaRUu/eT5wAcLpngnbkPiH0XkD8B9uLCRebiKrUGctx6cB/pfwA3icsw/iqs6+mbgFOBDQ3i6h+IiXHDun4fo/zMuFv1iXHjNXqGqt4nIKbh1LxCRJeyu2PouXPjOu0cwTou4YlWf2As1zgW+KCJ/BB4DenHx5+/F3RhdWyD7QdyegJXe570RaABehnvqcuZIJlTV7SLyMC5UqZKRhdJch0tNeZc39zO4GPc3e68m3I3jG4G/i8jPPZkqXNXf//LmSmMcVCZPdjXdVJW1a9eydOlSYrEYqVSKbPxZfPFugsEg2S1rSCY6yGazPPXUU5SVldHY2IjP5+53KyoqRlXkyTAMwzD2xFHzX0VVl4jICzhj+gM4r/IunFH9FVXdUCR/o4g8gQtHuQRnhPXgssJcyO5Nj6jqTs8g/xAu7/fXcIZ7kyf3vQLZrOex/5Qn+1YgCSwH/ktVcxsbR8pFwAZVLRmLrqqbRORZT+7aUY5dPNaHvFCjK3DFnyI44/hrwHXD5JAv5ls4I3vQU4498Duccfsq4BzcZ9gBPAF8W1X/XaDrShE5GbfmS3GZaXYCTwLXj3LeX+OM/1bcDdqwqGq3uKq+X8JtSH4vsAN3o9fqycRE5EzcE4m34DboduD2H3wSyAwe2TjQjBs3joaGBnbs2OFi3/1+VBVVJdPThvp8BAIBtHsHmUCATCZDV1cXPT09zJnjHn5ls1m2b9/O3Ll7vZ/bMAzDMAYhuzPeGYZxOCMindXV1dWdnZ0HW5Ujhs7OTq6//noSiQTz5s3j97//PQ888ADJZJJsNpuPic9kMgSDQerq6rj88ssREWbOnJkfZ9GiRUyfPv0grsQwDMM43KipqaGrq6vLSyM9iKPGE28YhrG3BAIBwuEw48aNY+rUqfT09CAiiAiqSiKRQESoqKigubmZV7/61fT2uqi42tpaGhsbD/IKDMMwjCMNM+KNg46Xf31Pu/56R7lXwDDGhJ6eHrZu3Up/fz+RSIQZM2bQ2dmJ3+9n586dxONxUqkUfr+fRCLBsmXLePOb38yJJ55INpulttaK7xqGYRhjjxnxxqHAVEoXWyrki+xjTL9h7IlUKkVTUxOJRCK/qTVnqKsqbW1tPPDAA/h8PpLJZN4Lr6qICJ2dnZSVlbFixQpOOeWUg7wawzAM40jGjHjjUGAHLvPMcGzYQ79h7BOqyiOPPEJ3tyvC3NTUxOzZs/Px7uDSTOZCaHw+H+l0Gr/fny/wJCIEg0GOOeaYg7YOwzAM4+jAjHjjoOMVvbKiR8ZBpaOjg46ODrq6ugCorq5m586dRKOuwHJjYyPZbJZQKEQymUSqJxHs3kkwGCTpL4f+DgKBAK985Ss5/fTT8+Om02laWlyB4Pr6eks1aRiGYYwJoyr2JCKLROQOEWkWkYSIbBaRn3nVLEvJnygi/yciW0UkKSJtIvJ3Ebm4RMGgiIh8TESWiki3iMRFZJWIfK9wfBG5X0SeGWK+GSKiInJ1Qdu1Xlvu1Ssiz4rIJ0UkUmKMGz25n5UYd48vT/4S7/iEEuO/SUTuFZEOEekXkedF5EsiUllC9n5vnLtL9J3g9V1S6loMRYGuPxii/8bCtRgHBhF5R+H31jjwBAIBurq6uO6667juuuvo6urC7/czefJkqqurOfbYY3njG9/IhAkTmDRpErVzX0xDQwMNDQ0c+/r3c8IJJ3Dcccdx2WWXDSgS9fzzz/Oa17yGV73qVdx///1ks9mDuErDMAzjSGHERry4CqVP4vJl34zLFb4EV8VyuYi8rEj+MlxO9ZcBvwQux1X9zAK343K152TrcUWPrgO2A5/F5Vz/C67U/eN7tbqBXIYryvRJXL7wb+CKPxXqHPDmawLeLCJhr6vFO7fwtRmX07u4fUhE5HpcNc8a3LW4Ere2TwNPiEjDEKe+UUQWjXileyYBvNVbb6F+AVze+vgYzmWMjHcAVx9sJY5mqqqqmDRpUv44FAoxc+ZMUqkUiUSC/v7+fNgMgE/8+Qw1iBAIBPD7/QPGTKVSrFixgkwmg6qybds21q9fP6webW1tXHnllbS1te1R59HIGoZhGEcWI3quKyJzgFtxZe3PzFU29fp+CDwC/EZEFqhqu4i8FLgRVzHzfFWNFQz3Xa8QzuSCttuA44ELVPUPRXN/DldYaF+5U1U7vTFvwhnPbxWRyaq63ZN5FTAeV3zn38B5wN2e/rcX6fVxoFNVB7QPhYhcjDPafwW8S1Vz7rifiMiduMqqv/B0KKQJqMVdg7eMeLXDcw+uWugrgL8XtL8St/7f427ODOOoYtGiRZSVlZHJZDjttNMoKytj27ZtZDIZkskkW7ZsGXSO3+8n3rET7eoiHA4P6Ovu7h5g+AO0t7czFOl0mu9///s89dRT3HbbbXzkIx8ZVt8bb7yRZcuWceutt/Kxj31sFCs1DMMwDndG6on/OBAFLis04AFUtQm4BpiI83aDMzgVeGeRAZ875yFVvRPAq3T6GuCnxQa8J9unqv87Qj1HhLoKV//xDmcUdF0MLFPV/wAPe8djxeeBduDyAgM+p889wC3AuSJyWtF5XcANuCcDx42RLv+fvfOOk7Oq/v/7M7N9syVlSYV0CARCR0GkqKCCSFWaFCtY4GtDLKioCPoDlCKgKIKABhFBBASk9y6hBAJJSCVtk2zvO3N+f9xnlslktmazGzbn/Xo9r2efe89z73memcC5Z849Zwnhl4+TMtpPIizIlmbeIOlISfdIWhGFUi2U9OMoPWS63KOS5kjaOfq7UdK7kr6XIZcXhRG9JKlGUoOkJyQdnGXukZJuisKsqiX9RdKu2cKJJM2UdLuk9VG40rOSDsmQSYVYTVMID6uVtFrSuVH/9pL+G+m0VNLnsug0QtKVCqFiLZLeknR2hsxB0TzHRO/qXYUwsYckTUuTe5SwqJqYFu60OHNOZ/NiZrzwwgs0NjbS0tLCAw88wFtvvdVhhNfU1FBTU4MkysrKyC8dTlFREclkkrbGWtra2qivr+fNN99k5cqVLFu2jLq6uo588RCqt44YMSLr/A0NDfzrX//izjvvpLq6mltvvbVTD7uZcf/993PHHXdQW1vL7NmzWbFiRVZZx3EcZ2jS0x1WnwIWmdlTnfT/A/gjcHgUMvJR4DEz29httTFHROceebT7kSnReR2ApGKCIXV+1H4LcImkUjOr3ZSJJG0PbA9cb2Z1nYjdBHwROJxgYKfzW+D/gB8Dx2+KLmn8DbhQUoGZNSvsDzgK+H6kayanA/XAb6LzR4CfA6XAORmyI4H7CN+LvxNCdH4t6bVowUJ035cIIVl/BEoIz3+/pH3MbA6Awt6Ju4B9gKsJvwYdSfjVYgMk7QI8SVikXEQICzoZuFfSx83soYxbbgNeJ4RYHQP8SlI18APgduBOQtjXDZKejBasqe/KY4SF6++Bd4GDgcslDTezn2XMcx6QAP4f4VeVcwi/yHwg6v8lMAyYCKRcrxvlxI9064qybvqdLli7di2LFy/uuL788sspLy9n0qRJJJNJrr32WlpbWyksLEQSBQXF5OTkhPSS7a0d9333u99FEq2toS03N5d4PE4ymWTYsGFMnTo16/wLFy7k3nvv7YiZb2xs5Nprr+UHP/hBVl1vvfXWDtm2tjauvPJKLrroov56HY7jOM4WTrdGvKQyQujLRl7yFGbWIultYEdgWjTu6z3UYcfo3FP5vjIiivkuBY4lhIu8bmZvRf1HAkXArdH1bcDlkez1mzh36hlf7UIm1bdjZoeZVUm6EviBpB3N7M1N1AeCgX05YYF2G2ExVRi1/yiL/Elm1pR2/XtJvwe+Juk8M2tJ65sQyc8GUNgkvIRgpKeM+Cpgkpl1WD+S/kjYZ3BWJAthYbEv8A0zuyqSuwZ4IIuOlwELgA+aWVua7P8IhnKmEf+UmX09kruesB/jGuDLZnZd1P4g7+19+EV037cJBveuZpbKb/8HSVXA9yVdYWZVafPkAh9I02k9weDf2cxeN7MHJH0dGNXT8Cyn/2lra8vaPnbsWFavXg2Eza+p+PjWle9Q0tKykXwikdgghKa1tZXy8nJycnLYYYcdiMWy/wDa3t7OnDlzOu5NJBI89NBDWY341tbWjWSffPLJ3j2w4ziO876mJ574VNaUzjzIpPWXRkdP5FP0Vr6vZO4me54Nw2VOAp41s6UAZrY6CnM4iU034nvyDlN9pZ30/4YQU/9jNg6D6TVmtkbSQ8CJBCP+ROAhM6uUlE2+w4BXyKSTT9jzcAYwA3glTbyG8EtG6t5WSc/z3q8fmFmC4J1OedvLCeFdLwJ7pI31CcJG3OvS7k1Kuorwa0BKpxEEb/gPgbKMZ/gv8C1JRWbWmNb+p7QxmyW9AuxP2oZnM3sr8oCnZ2A6juCJr5M0KmOeMwke9vvS2v+cMuAjnojOU+jF4tXMyrvqj/R0b3wf2WabbRg16r2P88wzz2Tbbbfl9ttvJx6Pc+WVV1JZWcl5550HgMVzaWlpIT8/n5acPCB43c8991xa0oz7mpoaZs+eTU5OTqehNADbbrstu+++Oy+88AKJRIK8vDwOO+ywrLKjR49mr7324tlnnyWRSJCTk9OprOM4jjM06UlMfMq43CgFYgYlkWxt2nVP6K18T8iWHvEoQkGhAwke4A+Y2QIIMdeEDaWPR3HS06KY5SeAj0gak2W83tCTd9iloR/tRfgdcLykHTZRnxSzgcMkbUfYxDu7M8Eo1vwOSTWEz6yS90KgMg3HZdG+g3SqCKEk6WOeJulVQtjLumjMwzPGmwi8G+WST2dBxvU0QIQwmsqM4zuE7/rIjHsyY/9rgFUZBneqPV336YRfMDLnuT3qr+hmnpSXfjjOFkNOTg777rsvhYWFFBQUMGvWLBobGzuy0yxfvjzDix4Wivn5+ZRuuwPDhw+nrKyMGTNmMGLEiI5j+PDhHbnhM7PXpFNRUcH3v/99ioqKKCoqYuTIkZx22mmd6vrjH/+Y4uJiCgoKGDFiBF/5ylf67V04juM4Wz7deuLNrEbSSqDTFIcKqRi3J6SgXAi0Az3dhDkvOu9MiGfujmZC2Ec2itJkMnkslZ0mC58lhDycGx2ZnEAI1egrqWfsKk1kqu+NLmQuJYSanBf9vancQQgfuZGw8NkoHz2ApHKC57mWsEF3IeEd7wH8mo0Xgwmy0+EejzaL3kDIhHMxsCa67wdA9qDhrknp8Gs6LxxV2QM9u9U9mus+Ov8M5vZhTGcLoKCggOLiYoCOmPYUyWRyo+wzsViM3Nxc2uLvpZccPXo0paWlLF68mNzcXCZOnNil8Z7OtGnT+MxnPsNdd93FYYcdxsiRmevO95gwYQLHHXccd911F0cccUSXso7jOM7Qo6cbW+8BviRpPzN7Okv/cUABcI+ZNUh6BDhY0gQzW97N2HcTDLeT6ZkRvxQ4KLUhM6Mv5aFe0oNx0jkZeBm4MEvft6P+y3o5ZgdRSMZ8Qr73YWa20aZFIJUB5Z4uxlkXhZF8ly72KPRCrxpJ/yFs6vxnFxt4DyJ4sY8xs8dTjeqkyFcPOQ54Jxqzw2svKXNT6BLgwCyfd2Zd+3eic7OZbe7qrwuBwn6ex4trbWGUlpZ2VFpNMWXKFEpKSmhpaSFROIzc3Fzq6upor6uiOENuypQQPbZy5cpezXvaaaexePFiTj311H6VdRzHcYYWPU0xeQnB8/p7SZkhEdsRsm6sBv4QNf88GvsvkorIQNJ+CsWjiBYFDwBflvSpLLKFktJTLtxLiMf+UoZcDiE+u46eLQZS900E9gNuMbPbMg9CFpG9FHLlbwoXACOAq7RxtdqPA58HHjCzzMw0mVxK+CyybT7tC78CfkbwYHdGypOc7knPIxT86ivZxvwAYRNrOvcTPu8vpsnFgK+nC5nZGuBx4KsKxcM2IFvbJnAbcICkg7LMM0rZNhV0TwMezz7oVFRUMHv2bGbPns1uu+3G+PHjO/ri8TiPPvooVVVVNDU1Ub30LVauXMmKFStY+sw9vPnmmyxfvpyXXnppg42t6WNWVHT/NRw5ciRXXHFFjzzrvZF1HMdxhhY98sRHnuQvEMIuXpP0J4JHfDrwFSCPUNRpfST/ZJQz+wpgnqSbCN7LUkL6ycPZ0Ag7hbAp8N+S7gQeBhoJGyZPJIS6pFI03EnIMnKFQo75Zwjp+Y4hpCH8Riee7s44iWBI3t1J/92EWPSTeS/9ZK8xsxsl7UN47p0kzSaEp+wHnArMB7IHwG44TqVCsarMtI591esFQmXdrniaEMf9F0lXENUAYNPCQe4mfGZ3SLqHsHH0TEI40bA0uX8RNiFfHu0FeAv4NGFBBBt6sL9O2MfwevQdXQSMJVQNLgAO2AR90/l/hGxG90v6MzCH8N3elZDNqIQQUtYbXgJOlvQbwudRb2Z39ZO+Tg/Jyclh7Nj3CifPmjWLadOm8e6771JZWcn8+fOpqamhvb2dplgDaqwjmUzS3tBMa6KV9vZ2Hn74YUaPHs3ee++ddUzHcRzH6Q96Gk6Dmc2W9CbBmD6TYEStIRjVF5jZOxnyV0UZSb5NyDFeQfCSv0AwzG9Nk10dGeTfIORBv5BguC+O5C5Lk01GHvsfRLKfAVoJ2VGONbPU5sKechLwjplljUU3syWSXovkzu/l2JljfSMKNfoaIba8gGBoXghc3EUO+UwuIRisG/3KsTmIwng+RfgV4AKCQX8zYTF1f1f3dsENwBjCrycfJxjvnyN8ngelzZ2QdDghHebpQJIQu/8zQkGu5jTZ1yXtTficvkTIeLOaYCBf3kc9NyIKGTuA8GvIcYRfCaoIex/OpfMY+K74A2GPwemEXPFLCPnxnUFGUvC8V1cDIZ1je3s7sUQ17R3pJNshygXf0NDAvHnzOox4x3Ecx9kcaOMkIo6z5SPpKIIxv38XRci2KiRVl5WVlaWMTWfTqa6u5rLLLuOdd95h1qxZLF++nNmzZ3fkgm9tbSWZTJJMJsnLyyMnJ4eTTjqJww47jMMPP3yw1Xccx3Hex5SXl1NTU1PTWYrpHnviHWewkFSYkac+TsjSU0so5OQ4/c7atWt5+umnefvtt6mrq+Pee+/tSDNZUFBALBajubmZlpYWJFFcXMyMGTOYPn06++6bubXDcRzHcfoXN+KHAJFR292Oufpe7hXYkrhaUi7wLGGT6zGEvQQ/zKgi6zj9QiKR4MUXX6ShoYFkMsn8+fOprKykpaWF1tZWYrEYsViMRCJBPB5n++23Z/jw4RxyyCHsueeeXRZ1chzHcZz+wI34ocG2hNj6rvgZmxjTP4g8RNhbcQRhH8ECwgbmqwZVK2dIkkgkeP3113n77bdDNdaWFtra2jpi4c0sxMTHYkgimUx2GPTt7e3U1NQM9iM4juM4WwFuxA8NVhGq0XbFO930b7GY2c28Vx3WcTYrL774IqtWraKqqirkgG9vJy8vDwibXCURi8Ww3CLU3kQ8HicnJ4fCwsKOKq2O4ziOs7lxI34IEBVB2twFjnqMJAN+ZmbnD7YujtMb6urqmDcvFFieMmUK8+fPp7m5mV133ZWamhrMrCOEJlk8gvzW4HWvqKhg1qxZjB07lp137mmxasdxHMfpO27EO04fkXQmoULsDb28r4hQ3OsoYGdCXvz5wLXAH82sLykqnX5g/fr1XHLJJZgZ55xzDjvuuCMrV65kwoQJrFmzhsrKSlIZvdqnH8SI1f8jkUjwk5/8hHPPPZdnnnmGvffem9LS0kF+EsdxHGeo09OKrY7jbMyZhLzuvWUKcGX092+A7xJqIlxDMOSdQSIvL4+CgoKO63g8Tn5+Pu+88w41NTXk5ORQVFRESUkJkqitraWhoYEXXniBtra2rGOuW7eOs88+m3Xr1g3UYziO4zhbAW7EbwVIKh5sHZwNWAXsYmaHmNnFZvYHMzsGuB74gqTJg6zfVk1eXh75+flMmTKFfffdl6qqKtra2jAz2trakEROTg7tje/VZksmkzQ1bZwoqa2tjcsuu4wXXniBG264YQCfwnEcxxnquBE/xJB0viSTtIOkv0uqAe6WNEvSDZLekdQsaZWkP0sa2cn9kyXdKKkmOq6PwkDSZfMl/VZSpaQ6Sf+WNKETvfaQdH8kVyfpPkm7djL3NEm3SKqVtFrSuVH/9pL+K6lB0lJJn+vjOzpN0ouSGiWtl/SQpA+n9X9e0sOS1khqkfSGpK9mjLEY2BU4MNLZJD3ak/nNbK2Zzc3SdUd0ntGX53I2nbfffpuamhpaWlp4+eWXmTNnDpkF8d7zuL/XXlf3nkEfKrhCS0sL//73v7n77rupq6vjlltuYc2aNZv9GRzHcZytA4+JH7rcDrwJnAu0EbLXTCF4e1cBM4GvADMlfdA2Lt37T2Ah8H1gD+BLwJpovBR/Aj5HyBzzLPAR4J5MRSTNBB4HqoCLouavAk9I+oCZvZlxy23A69FcxwC/klQN/CB6rjsJoSw3SHrSzBb39KVI+gVwHvBEdDZgX+DDUVtKt7nAv4F2QmrLqyXF0tJafhO4HGgEfhm1re6pHp0wJjqv7UT36m7uL9vE+bdqkskkr7/+esf1tddeS35+PjNmzNjAkM/JyUESubm5HW233HILJSUlQIirnzBhAsuWLeM///kPyWQSgNbWVq666ip+9rOfDdATOY7jOEMZN+KHLi+Z2ampi6jq6aXpApKeBWYD+/OeAZviBTM7I012JPBFIiM+8qJ/DrjCzP4vErtK0l+BWRljXQDEgf3NbEl0/9+AeVHfsRnyT5nZ1yO564EVhHjxL5vZdVH7g9H9pwC/6MkLkTQd+CHwD+AEM0tGXb+VpDTRAzOKSP1O0n2EXPVXAZjZvySdD1RHKTA3CUl5hIXBQuClTR3P6RuZa9lYLMbYsWOprKzsCKNpbm6msbGRRGErxYWFSCIvL4+cnJyNxpozZ06HZz6RSPD4448P2LM4juM4QxsPpxm6/D79It0olVQgaRTBew7B097l/QQjf6SkVNqNw6LzFRlyl6VfRNVkDwVuTxnwkT6LCeEjH49k0vlTmlwz8AqQAG5Ma38LqAZ6Ez9+FOE7//M0Az41nqX9nf6uyqJ39RgwRdLm8nb/DtgR+Hqmbml6lXd1AF5laBOIxWLMmPFeJNNXvvIVfv3rX1NSUsKUKVOoqKjAzDo860mJ9vZ2ioqK+MUv3ltHpvLET5gwgT333JN4PHy98/LyOPzwwwfwiRzHcZyhjBvxQ5cNKrhKGiHpckmrgSagMk0mm2G6NOO6KjoPj84TCaEmmZVi38q4rgCKsrRD8KQXA6O6mbsGWGVmmek/atL06QlTCIuBeV0JSfqQpAclNRAWCpXAhVF3vxvxks4Bvgz80Mzu7+/xnZ4zc+ZMSkpKKCgoYNddd2WXXXbp6EvliH8PdVyPHPne1pKU0V5YWMhPfvIThg0bRnFxMSNHjuTzn//8gDyH4ziOM/TxcJqhS2aqjFuB/YCLgTlAPWERdx/ZF3Od5SpXJ+39Sba5B0QfSVOBhwiG/reBZUAr4ZeHb9HPC19JpwO/Bq4ys1/159hO3zAzWlpaWLx4MWvWrKGxsZGioqKOOPj0VJLpcfHZmDBhAsceeyx33XUXhx122AbGvuM4juNsCm7EbwVIGg58FPipmf08rX36Jgy7hPD9mUyI406xQ4ZcJWHzZ2Z7SraBTjZybgYWEmLzZxA2zmbjCCAf+LSZdfwiIOngLLKZm4F7haQjCaFD/wTO3pSxnP4hmUzS2Nj4XkGn9nbWrl3L+PHjaWpq6tjUmkgkyCkaRjKZpKqqirfffhszY8OtFYHTTjuNxYsXc+qpp27U5ziO4zh9xY34rYOUFzvTwvjmJox5LyHE5Gzg/9LaNxjTzBKS/gscI2m7lGEsaTvgaOA/A1ih9E6C1/unko5Pjz2XpCgufqN3FcXBZ4uDaADK+6KIpAOAWwhZez7XWRy8M7CMGDGC73znO1RVVbFs2TIaGxtZtGgRy5YtY+nSpTQ1NdHU1EQ8HsfqH6e0vYa2tjb+8Y9/8IlPfILTTjuNioqKDcYcOXIkV1yRuXXEcRzHcTYNN+K3AsysVtLjwPck5QLvEjab9rmokJnNkTQbODvy9D9L8PZPyyJ+HiHF5ZOSronavkqIqT+vrzr0FjObL+nXhFSVj0r6V6TDvsBrhEXJfwnhM3dJ+gMwjBCvvgYYmzHkS8BZks4DFgBrzOzh7vSQNJGQvtII6TQ/k+HBfdrM3unrczp9p7CwkO22244FCxYAsGjRItatW0csFqOuro6GhgaSySSSSLa/S3NbCLVpamri9ddfZ/78+YwbN26Qn8JxHMfZGnAjfuvhJOBK4OsEL/N/gU8S0jf2lS8QwmVOJuRzfxg4nBBH3oGZzY08z78CfhQ1PwWcmyVH/GbFzH4oaRHhPVxI8Ka/TMg+g5m9Jek4QurLSwg59a8hPOefM4b7JWEh9D2gJBqjWyM+uie1QfaqLP2fB9yIHyTGjRvHhAkTqKuro6SkhMLCQqqrq0kkEiQSCSRhZsRaG0imZavJz89nwYIFHHjggYP8BI7jOM7WgDau8eM4zvsRSdVlZWVl1dXVg63K+5o1a9bw3HPPAfDcc8/x+OOPU1tby+LFi6mvrw/x8Dk55OTkYGYUFRVx8MEHM23aNPbff3+OOOKIQX4Cx3EcZyhQXl5OTU1NTZRGeiM8xaTjOE4a22yzDVOmTCEWizF58mRyc3NpaWkBeC9HfDLJsGHD+NSnPsUBBxxATk4Ow4cP56Mf/ehgqu44juNsRXg4jTMkkDSmG5EmM9vsxZC2FD2cTWPmzJnssMMOLF++nDvvvJO6ujrq6+s7stYkk0na29tZsmQJp59+Ottssw0FBQUbVXx1HMdxnM2FG/HOUGFlN/1/AU7fivRwNpGcnBzq6+tZu3YtTU1NGYWeQvrJ2tpali5dSmlpKQUFBdTW1lJcXDxIGjuO4zhbE27EO0OFQ7rp35QNvL1hS9HD6QdWrVqFmXXkh0/3tOfn51NRUUFeXh51dXWMHDnSizk5juM4A4Yb8c6QwMwe3FxjSzLgcjP7Zjdy5xMKag1EVVtnAFi3bh1jx47FzGhoaKCxsZFYLEY8HmfWrFkccMABxONxJkyYwD777ENeXt5gq+w4juNsJfjGVmcjJJ0uydKONklLJV0V5YTPds9Vkex13Yy9h6S/SVouqVXSOkn3SzpZUixNzro4Lunhc+wTyZ+Vpe+hqO/oLH0LJT3fkzl6oMP3JR3VH2M5A097ezsFBQVMmTKF6dOns8suu7D//vuz2267sXbtWv75z39y0EEH8elPf5pRo0YNtrqO4zjOVoQb8U5X/Ag4hZBT/Snga8A9yqhMJCkH+CywmFCZNT/bYJLOAF4APgzcRCj4dAGQBG4Gzsy45f5o/szjbz3U/2WgCdgvi74fIBR6yuwbA0wBnuzhHOlcABRmtH0fOKoPYzlbANOnTycejwMgieLiYtra2mhrayMejzNs2DBGjhzJ2Wefzbp16wZZW8dxHGdrwsNpnK74j5nNif6+NrLdTwD2BtI91YcCo4DjgEeAw4A70geStB+hsNETwOFm1pDW/VtJ+wOZpS7nmdnNfVXezNoij/qHMrp2BYoJi4HMvtR1r414M2snLAycIUJpaSkjR46koaGB0tJSkskkVVVVHbHxbW1t3Hjjjbz22mvceOONfOtb3xpkjR3HcZytBffEO70hZdhOzWg/GXjRzB4jeOxPznLvTwADTskw4AEwsyfN7Nb+VDbiSWBbSdumtX0IeBf4O7CnpIK0vv3S7tsAScdKmiupJTp/IqP//Ch+PnVthMqsp6WFAt2Q1r+tpBslrYnGfFXSiZv6wE7/MWfOHNasWUNDQwM1NTU0NDRslEby0Ucfxcy477773BvvOI7jDBhuxDu9YWJ0rko1SCoGjiQYxAC3AIdLKk2TKQI+CjxmZst6MV+BpFFZjtxejPFUdE73uH8IeBp4BsgD9sroW2BmazLGORC4guC9/x5QAPxTUlfpSE4BGgm/PqRCgf4AIGks8CwhtOhy4JuEzDV/k3R6tsEkVXd1EBYMTj9RX1/PsmUbfl3b2zf+oSUVXZZIJLjxxhsHRDfHcRzHcSPe6YryyGjeTtKphJj4SuDxNJkjgSIg5UW/DcgFjk2TmUYI3Xq9l/OfEc2XeXy8F2M8Q4i538iIN7NKYEGqL/LI70H2UJodgf3N7JdmdjlwNOG5O/WcR6FAbcA7ZnZzdDwTdaf2AuwejXmNmX0CuA+4MH2TrzM4ZGz9ACAej1NYWNjRl5eX15GRpr29nQceeGBAdXQcx3G2Xjwm3umKRzKuXwc+b2aNaW0nAc+a2VIAM1st6dGo/fpIJuWVr+vl/LcD12Rpn9PTAcysWtJc3jPUJwLjec9D/wzvGfh7ExYg2Yz4+81sUdq4r0qqJWyC7RXRxuBjCF79HEnpaU3uAz4BbA/My3iW8m7Grca98f1GcXExU6ZM4eWXX+5oKywsJDc3l9zcXJqbm4nH48RisY5c8occ0l2ZAMdxHMfpH9yId7riTGAhMCL6eyYhPASAKJTkUOA3kqal3fcE8BNJY8xsFVAbtZf0cv5l/ZT//Sngy5KGEQz2JkLmGghhNRdEhvWH0uQzWZqlrQrImnKzGyqAcsIvG1/rQmZeJ33OALHzzjvz9NNPU1dXR2lpKZJob2+nrq6uIzY+kUgwbNgw4vE4p5566iBr7DiO42wtuBHvdMVzqew0kv5NMHz/KmlPM0sS0krmAudGRyYnAJcRFgLtwM4DoHM2niQsQj5IMNRfiDLJQPDEjwR2iPrWmlk24znRydh9KeyUCpW5AfhrJzK9DT1yNgNNTU1UVlbS3t5ObW3tBp73FDvttBMLFy7k6KOP9oqtjuM4zoDhRrzTI8ysWdLPgNkE4/0WQhaal4ELs9zy7aj/MjNrkPQIcLCkCWa2fKD0jkjf3Poh4N60vtcIYT77A/vSt/zwXWFZ2iqjObU5K806m87SpUs32Mza3NxMQUHBBjL77rsv+fn57oV3HMdxBhQ34p3e8A/gIuBcSc8Q0jF+38xuyxSUNBr4naTpZjYf+DkhQ81fJB2REVefyiM/YXOkmTSzxZLeJeSv3wX4cVpfMsol/wWCRz5bKM2m0EAInUnXJyHpDuB4SReZ2Vvp/ZIqok23ziBTVFREa2srS5Ys4c0336SlpQVJxONxdtttN/bee29ycnK4+uqryc/PWuPMcRzHcTYLngHD6TFmliCkQ9yNsHFVwN2diKfaT47ufRI4GzgImCfpl5K+IOmbku4ieMAzYxFmSPpcluPAPqj/FLAP4Tv/dEbf0wQvPPS/J/4l4GOSvi3pBEkfiNq/T/DIvyjpUklflvQDSbcTqto6WwDbbbcd7777LkuXLqWlpQUAM6O9vZ3ly5dTU1PD2LFjmTt37iBr6jiO42xtuCfe6S3XAecTjPh3zOyNbEJmtkTSa5Hc+VHbVZHX+9vA6YTNm3UEo/VE3ktTmeLjZE8neSfwWC/1fooQBvS2mWVW5EmlfWwmGN39yXeBPxJSShYCfyHsNVgpaR/gp5Feo4G1wKvAef2sg9NHRo0aRV5eHq2trRv1tba2sn79epLJJOvXrx8E7RzHcZytGWVWH3Qc5/2JpOqysrKy6urqwVblfUl7eztr1qyhvLycoqIiAKqrqzn99NP53//+t1Hhp3HjxvHRj36UT3/600yePJk999yzo8/MqKur60hJ6TiO4zi9pby8nJqamprOUky7J95xnK2eZcuW8fe//52amhpycnLYa6+92GOPPVixYgVtbW3k5ORQWFjYEVJTXFzMxIkTKS4u5tVXX2Xs2LGYGZJobGzk2WefpaGhgVgsxs4778zEiRO70cBxHMdxeocb8c77EkmFdF/YaL2ZbRwH4ThpmBkPPvggNTU1AFRVVXHWWWcxbtw4WlpaKCoqori4uKPIU2FhIfF4nNWrV/PEE08AMHXqVKZOncqYMWN46623aGhoACCZTPL6668zbtw498g7juM4/Yob8c77leN5ryJsZxwMPLr5VXHez7S1tbFy5UpaWlo6MsyYGYlEgra2NiCE2qRCD82MtrY2kskk8XicvLw8gA7DvbFxg8RLJJNJmpub3Yh3HMdx+hU34p33K/cD3dW4f2UgFHHev7S1tfHss8/S3NzMkiVLGDZsGCUlJR1e9+YJe5JYOYe8vDxisRiSaB02GsXyIC+XlvoVmBmxWIzRo0cDMHr0aFasWNFxT2pMx3Ecx+lP3Ih33peY2UpgZVcykm6QdJCZTeqveSVNAhYBnzezG/pr3LTxzwd+amZ9qQTr9IL29nZefPFFFi1axC677EJOTg6rVq1iu+22o6Kigra2NlpaWhk9bBhNTU0MGzaMnJwcGktGkj9qAnGJ2MLVmBm77747w4YNo6amhkWLFlFdXU1dXR277bYbH/jABzaYs7IylACoqKggJ8f/E+w4juP0ja0qT7ykWZJukbRSUoukpZKukzS5E/k9JP1N0nJJrZLWSbpf0smSYhmyBZK+I+kFSbWSmiXNk3RZ+viSHpU0p5P5JkkySd9Mazs/aksd9ZJek3SupIIsY1wVyV2XZdxuj0j+9Oh6tyzjHyXpQUlVkpokvSHp55I2cjVGz2pRYaPMvt2ivtOzvYuu6Om7dpyuqKys5Oyzz+biiy+msbGR3XffnU9+8pMccMAB5ObmdoTFjBgxgsmTJzNy5EgmTZpE+aSZ5JWOIqegiKKiIoYNG8bIkaHEweuvv05zczNjxoxh+vTpmFlHppvUnCeeeCInnnhihzHvOI7jOH1hq3EDSfos8FdgDXAtsBTYHvgy8BlJh5vZE2nyZwBXAyuAm4AFQClwKHAzYVPl1ZFsBfBfYFfgrki+EdiRkP/8JGCbTXyEM6Ixy4CjgV8BexJyjKd0zomuFwPHSPqambUQigqdkjHeL6PxftlTBSRdTijY9BIh73ktoWrrDwnv8CORhzyTIyXNMrNXezpXFzoMxLvuiiWEfO9tm3EOZ4DIz8+nubm54zo3N5eKigogxLKnk7ouHDmOhupQaiAWi1FcXNwhU19fv8E9jY2NJBIJ4vE4LS0tvPzyy6xbt46cnJyNZB3HcRynN2wVRryk6cANwFvAAWa2Pq3vGkLFzn9I2snM1kvaD7gKeAI43Mwa0ob7raT9gXFpbTcCuwBHm9mdGXP/GPhJPzzGrWZWHY15NfAcwXAeZ2YrIplDgVHAccAjwGHAHZH+N2fo9V2g2sw2aO8MSScTDPi/AqeaWcrC+aOkWwkVWv8S6ZDOYmA44R0c1+On7ZyBeNcbISkO5ESLoubu5J0tn5UrV3ZsOB09ejRjx45l1KhRHdllcnNzSaTJ5+Xl0dDQQHPVanIKy8grG87w2uG0t7fzxhtvUFNTw/Dhw1m9enXHPRUVFcTjcSB46SsrKzs2xr766qtMnz59gJ/acRzHGSpsLeE03yV4T89IN+ABzGwx8D1CxcwzouafAAackmHAp+550sxuBZD0QeATwJ8yjcpIttHMvt+Pz4KFNBmpiqWT0rpOBl40s8cIFUpP7sdpfwKsB76aZsCn9LmXkCnmEEn7ZtxXA1xB+GVg501RoD/etaSYpO9KejMKqVop6UpJwzLkLArPOVXSPKAF2DctNOn0DPmdJN0maW1amNEP0/pnRTH670ThP6sk/VnSyE14JU4fWbBgAa+88grNzc20trZSU1NDUVERDz/8MK+//jpNTU20tbVRWDaKYcOGMWrUKCTR1NREoq2FtqY6WqrX0N7eTm1tLXPnzuW5555j4cKFFBcX09bWRiwWo76+noceeoh58+Yxf/78jjSWALW1tR3ZbxzHcRynt2wVnnjgU8AiM3uqk/5/AH8EDo9CRj4KPGZmyzqRT+eI6Nwjj3Y/MiU6rwOQVAwcCZwftd8CXCKp1MxqN2UiSdsTQo+uN7O6TsRuAr4IHA48k9H3W+D/gB8TUkP2lf5419cRQm7+DFwGTAe+Aewk6WO2YQnjQwn6XgVU08lG2mjvwOMED/3vgWWE9/Up4MJI7BDCZ3Y9sAqYCXwFmCnpgxnzZkVSdTci3eXNdyKWLl1KXd17X+ULLriAgoICmpqaOtrMjJyYMX78+A6jPp1kYy3Nzc2YGddee21He2lpKbm5uVRVVXWE4EgiFouRSLzn208kEp520nEcx+kzQ96Il1RGCH3ZyHObwsxaJL1NiKueRngvr/dwih2jc0/l+8qIKOa9FDiWEBf/upm9FfUfCRQBt0bXtwGXR7Ld5VPvjtQzdhXTnurbMbPDzKokXQn8QNKOZvbmJurRp3ct6cPA6cBxZvbPtPYXCIuejwP3pd2yPbCTmb2dJjspy9BXAklgDzNbniabnmHmajO7NEOfZ4HZwP6E0C1ngMhmPG/4cQUMo6amhra2NuLx+AZGuOJxYrGNf8yURGtr6wYx9WZGTk4O8Xic1tZWcnJy2GmnnfrpaRzHcZytkSFvxAOprCmdeZBJ6y+Njp7Ip+itfF9ZmHH9PBuGy5wEPGtmSwHMbLWkR6P2TTXie/IOU32lnfT/hhBT/+NIp76wqe/6OEJI0GOSRqW1Pw4kgIPY0Ih/ON2Az0a00XZ/4NJ0Ax46wp5Sfzel3VMADAOejZr2oAdGvJmVd6NLNe6N7xEzZszgnXfe6bj+9a9/zcyZM3n++edZuXIl1157LfF4nIaaala11dLa2kp7e3tHSshYLIfCMVMorJtPa2srX/ziFykrK6OiooLdd9+ddevW8dJLL20w57Rp0ygpKeHss88GYLvtthu4B3Ycx3GGHFtDTHzK4Ouu2kpJJFubdt0TeivfE7KFVhxFCMk4EJhkZh8wswUAUVz1ocDjkqalDoJh+BFJYzZRn568wy4N/Wgvwu+A4yXt0Ec9NvVdTwdGELL1pB8rgDhQkSG/qAdjpsKauvx1QNIISZdLWg00RfOmxnfDe4CpqKjggAMOoKSkhPz8fKqqqnjzzTfZbbfdOOiggygrKyM3NxdL86Ynk0mKiorIGzYc5eTS1hiyy5SXl3PggQey9957k5+fz8svv0wikWD69OmMGDGCESNGsO2227L33nt3ZL4BOja8Oo7jOE5fGPKeeDOrkbQSmNWZjKR8QujESwSPdzvQ002Y86LzzsCTPZBvJmyyzUZRmkwmj6Wy02Ths0AucG50ZHICIf67r6SesdN3mNb3RhcylwJnAedFf/dVj56+60xihLj2UzvpX5Fx3ZRVqm/cSkjHeTEwB6iP9LmPrWMxvcVRUFCAJFpaWmhvb6etrY158+YxdepUcnNzaWlp2eiexsZGWuursNxCkm1N1NXVUVZWRllZGXPnzu0IoVm6dCkzZ85khx12oL29nYqKiqyhN47jOI7TV7aW/6vcA0yOUkdm4zigALgnykbzCHCgpAk9GPvu6NzTTDBLgYnKUqgJSHmol/RwrBQnAy8Dn8lyPNML3bISxd3PJ+R7H9aJ2Oei8z1djLOOsEn0RMLeg97S23edyUJgJPCEmT2Y5ehqAdIZqZiMThd9koYTNkv/ysx+amZ3mNkDafc6g0R7e3vH34lEgmQyyfr1IYFVysg3M5LJJJJIJBKkoqTMrCP2vbq6eoOxANavX8/IkSMZPXq0G/CO4zhOv7O1/J/lEqLMIZFB1YGk7YD/B6wG/hA1/5zwbv4iqYgMJO0XFY/CzJ4GHgC+LOlTWWQLJV2U1nQvkA98KUMuh5Diso5eeJklTSR4eG8xs9syD0Je972iXPmbwgWEUJSrtHG12o8DnwceMLPMzDSZXEr4LH7UWwX68K4zuQ3IAzZKQykpX1Jn8fxd6VRJ+Ly+lLnoS9vYmtoNmblz8pu9nc/pPyoqKvjzn//Mt771LVavXs3DDz/MbbfdxhNPPEFdXR3xeJz8gnyWL1/O22+/zcqVK1m5ciU1C1+mafl8mlcupL6+nrVr1/K///2POXPmsGLFez/mjBgxIuucs2fPZvbs2RuE1jiO4zhObxny4TQQPMmSvkAoFPSapD8RPOLTCWn+8ghFndZH8k9KOpuQ33yepJsIXtxSgkf1cODraVOcQqgi+m9JdwIPE6qIziB4nXOBH0SydwIPAVdEec+fIWxyPAbYB/iGmfWmlONJBOPw7k767ybEop/Me+kne42Z3ShpH8Jz7yRpNu9VbD2V4Kk/rQfjVEbFqs7poyq9edeZcz8SffbnS9qT8DkkCaFUnyW8owf7oNP/ETbH/k/StYRfUqYRNrx+yMxqJT0OfE9SLvAuYQ/D5D7M5fQTOTk57LzzzixfvpzFixezbt06RowYQWVlZUcV15bXH6J4xAiampo6sspozUKaVy+gpKSEnJwcGhoaqK+vZ/LkySxdupThw4czY8YMJk2alHXOsWPHDvCTOo7jOEORrcKIBzCz2ZLeJBh4ZxK8ymsIRvUFZvZOhvxVkp4Hvk1IS1hB8JK/QDAWb02TXR0Z5N8g5BW/kGBMLo7kLkuTTUZe5B9Esp8BWoFXgGPN7PZePtpJwDudhYKY2RJJr0Vy5/dy7MyxviHpEeBrhOJPBYTNmRcCF3eRQz6TSwiLgY1+5eiBDj1+153wFcLeh68AvyIUcVpEqBMwp7f6RDr9LwrV+gXhufKjMW9MEzuJkIry64RF13+BT7JxHL4zwJSVlW1QObWuro5kMklrayuJRIJEItERKmNmYcOrGYWFhR3tTU1NTJ48meHDh7Prrrt65hnHcRxns6Me1JhxHOd9gKTqsrKysurq6sFW5X3F/Pnzee2113jllVdIJpPEYjEmTZrE9OnTeeqpp7jjjjtYuHAhsViM4cOHs+OOO1JaWsqBBx5IfX0977zzDnvuuSfl5eVI4uCDD6a4uHiwH8txHMd5n1NeXk5NTU1NZymmtxpPvOM4TjamTp3asUF1zZo1jB07lp122ontt9+et956i7lz51JfHyLc1q5dS3V1NYceeihlZWVMmjSJPfbYg9bWVuLxONtvv70b8I7jOM6A4Ea8M+hIypajPZP6Xu4VcJweEYvFmDlzJjNnztygvaWlhXvuuWeDVJMpQ//VV19lxowZfOMb36C0tNf7oR3HcRxnk9lastM4WzbbEvK3d3V8d9C0c7ZKWlpaWLNmTUfu93Sam5tZsWIFzzzzDIlEIsvdjuM4jrN5cU+8syWwilCNtis8p7ozoNTW1jJu3Dji8fgGhno8HqesrIxp06bR2trK+vXrPV2k4ziOM+C4Ee8MOmbWTN9SO24RSDof+KmZZeaBd97HrFq1iv33358333yTt99+m/b2dvLy8iguLuaAAw6gvLycZDLJsGGd1T9zHMdxnM2Hh9P0EkmzJN0iaaWkFklLJV0nKWvOb0l7SPqbpOWSWiWtk3S/pJOzFE0qkPQdSS9IqpXULGmepMvSx5f0qKQ5ncw3SZJJ+mZa2/lRW+qol/SapHOzVY6VdFUkd12Wcbs9IvnTo+vdsox/lKQHJVVJapL0hqSfSyrJIvtoNM4dWfp2i/pOz/YuOkPSMEk/k/S6pIboM5kj6XJJ43ozljN0SSaT3HDDDeywww5Mnz6dHXfckT322INtt92We++9l0svvZSKigoKCwsHW1XHcRxnK8Q98b0gqtL6V0J++WsJBaO2B74MfEbS4Wb2RJr8GcDVhFzgNwELCAWjDgVuBsqifiRVEHKH7wrcFck3AjsS8tKfBGyziY9wRjRmGXA0IU/6noRCRymdc6LrxcAxkr5mZi1AJaHQUjq/jMb7ZU8VkHQ5cDYhV/sFvFcw6oeEd/gRM1uZ5dYjJc0ys1d7Olcn8+cSCjPNAP5CyN0+DJhJeMd34LnbHWD8+PEUFIQ1biwWo6ioiNzcXMrKykgkEkhi8mSv1+U4juMMDm7E9xBJ04EbgLeAA1LVXaO+a4CngX9I2snM1kfFf64CniBUg21IG+63kvYH0r2+NwK7AEeb2Z0Zc/+YUFxpU7nVzKqjMa8GniMYzuPMLGW4HgqMAo4DHgEOA+6I9L85Q6/vAtVmtkF7Z0g6mWDA/xU41cxSOwb/KOlWQnXZv0Q6pLMYGE54B8f1+GmzcxSwO3Cimd2SoV8BoXqv49Dc3IwkioqKKCoqoqCggEQiQVNTE8lkkvz8/MFW0XEcx9mK8XCanvNdoBA4I92ABzCzxcD3gNEEbzcEg9OAUzIM+NQ9T5rZrQBRBdJPAH/KNOAj2UYz+34/PgsWqnw9Fl1OSus6GXjRzB4Dnoqu+4ufAOuBr6YZ8Cl97gWuBw6RtG/GfTXAFYRfBnbeRB2mRucnMjvMrNnMalPXUejUDZLeiUKbVkn6s6SRPZlI0ucl/S8KGVor6S+SRmfI7BWFV62N5BZJ+vMmPaGzySSTSZ5//nmamppobGykvr6e5uZmamtraW5uprW1lbq6OpYvXz7YqjqO4zhbKW7E95xPAYvM7KlO+v8BNAOHSyoCPgo8ZmbLejD2EdG5Rx7tfmRKdF4HIKkYOBL4e9R+C+F5NjkRtqTtCaFHd5pZXSdiN0Xnw7P0/RaoA368iaosic6nSepuI+ohhHd0PXAW4X2cAPynu3sl/RT4E/AG8C3CrzJHAo9IKoxktiGEUI0ihBadDcwGMhcxqTGruzoIYVJOP7B+/XoqKys3aGtqatooneTbb789kGo5juM4TgceTtMDJJURQl828pKnMLMWSW8TYtinEd7t6z2cYsfo3FP5vjIiinkvBY4lxMW/bmZvRf1HAkXArdH1bcDlkez1mzh36hm7imlP9e2Y2WFmVZKuBH4gaUcze7OPevyLEBL1S+DLkh4heOXvNrPKDNmrzezS9AZJzxIM7f3J4s2PZCYRFhvfS79f0r2EsKvTgN8T9gIMB3bImPuHfXw2p5/Itlk1M9Uk0BEz7ziO4zgDjXvie0Yqa0pnHmTS+kujoyfyKXor31cWEjaoLgT+H/ACwZBPcRLwrJktBTCz1cCjUfum0pN3mOrrzPP/G6CBTfDGm1kT8AHgYkDA54E/A6sUsgDlZcgCHZmDRgHPRk17dDHN0dHYt0salToIG5tXAgdFctUpeWVkKupE9/KuDkLYkdMPFBcXs/PO70VuxeNxhg0bRlFR0QZts2bNGgz1HMdxHMeN+B6SMi43SoGYQUkkW5t23RN6K98TLEvbUYQQkQOBSWb2ATNbABDFeR8KPC5pWuogeJs/ImnMJurTk3fYpaEf7UX4HXC8pB36qoiZ1ZjZ98xsEmE/wBcJ3vn/A85LyUkaEaWdXA00ERZAi6LurkJXphP+bb0T3ZN+jANSlYEeA/4J/AGolPQPSaekLyScwWPHHXdk+PDhFBcXk5ubSzKZpKioiOHDh1NWVkZ5ebnniHccx3EGDQ+n6QFmViNpJdCp201SPiHm+yWCp7sd6OkmzHnReWfgyR7INxM22WajKE0mk8dS2Wmy8FkgFzg3OjI5AbisB7p1RuoZu3Jdpvre6ELmUkJ8+nnR35uEmS0B/hzloX8H+BzvZQK6lRDycjEwB6gnGOf30fUCOAYkgE+SfTFVFc1twHGSPkDYF/FxQpai70r6kJnVb9LDOZuEmVFXV0dDQwPNzc20tLRQWlraYdC3t7cTPkLHcRzHGXjcE99z7gEmR6kjs3EcUADcE2WjeQQ4UNKEHox9d3TuaSaYpcBEZSnUBKQ81Euy9HXFycDLwGeyHM/0QresRHH38wn53jtzX34uOt/TxTjrCJtETyTsPegXzKyKsPgaByBpOGFz8q/M7KdmdoeZPUAw9LtjIRAH5pvZg1mOlzLmfs7MzjOzvYHjCYuZ4/vr2Zy+UV1dTXt7O4lEgvr6empra1m/fj3r1q2jpqaGmpoann32Wdrb2wdbVcdxHGcrxI34nnMJwbv9+8jA60DSdoQY89WE0AiAnxPe71+ibDVk3LNfVDwKM3saeICw0fJTWWQLJV2U1nQvkA98KUMuh5Diso6eefRT900keJxvMbPbMg9CXve9olz5m8IFwAjgqswYcEkfJ8SnP2Bmz3QzzqWEz+JHvVVA0q5RfHpm+0RgJ0JYDQRPOoTY9nS+2YNp7gCSZMntLykmaUT09/AsWW7mRGffMTnIjB49moMOOogHH3yQJUuWsHTpUubNm8fChQvZeeedOeuss4jFYixb1pMEVI7jOI7Tv3g4TQ8xs7ckfYEQ7vCapD8RPOLTga8QigQdnsohb2ZPSjqbkN98nqSbCB7aUoKH93Dg62lTnEJIN/hvSXcCDxOqoc4geJ1zgR9EsncCDwFXRDnmnyFUHT0G2Af4Ri9DMU4iGKt3d9J/NyEW/WTg/F6MuwFmdqOkfQjPvZOk2bxXsfVUgqf+tB6MUxkVqzqnD2ocAvxM0r8Jm1TrCWkkv0BYGJ0fzVEr6XHgewpVXt8l7BnotkSnmS2Q9BPgAklTCRV4Gwg56o8lZMb5E+FZvybpX4TvRjFhYVYL/KcPz+b0I8OGDePFF1+koWHDMg8tLS0sWrSIWbNmMW7cOFpaWgZJQ8dxHGdrxo34XmBmsyW9STCmzyR4ldcQjOoLzOydDPmrJD0PfBs4nbChsY6QFeZE3kvliJmtjgzybxBCKS4kGO6LI7nL0mSTkcf+B5HsZ4BW4BXgWDO7vZePdhLwjplljUU3syWSXovkzu/l2JljfSNK6/g1gqe6gLBZ9ELg4i5yyGdyCWExsNGvHN3wT8IG2kOBjxA+wyrgeeBSM3skTfYk4MpoHhEWWZ8EVtANZvZLSfMJnvufETzzSwkpLh+IxB4jLLqOJxQKq4n0OMXMFuEMKjU1NbS3tyNpg9h3M6O1tZXa2lpisRjjx48fRC0dx3GcrRX5xizHGRpIqi4rKyurrq4ebFXe15gZ9fX1NDY2csYZZ3DPPfd0xL1LYuTIkcycOZMTTjiBz372s7S2trJ+/XpKSkoYM2YMubm5g/wEjuM4zlCgvLycmpqamiiN9Ea4J95xHCeisbGR5557jtdff52nn36a3NxcysvLqaqqAiAnJwdJlJWV8cYbb3DDDTcQj8dZu3YtRUVFzJo1iw9/+MOUlm5ykWPHcRzH6RI34p0hgaQ47+Vf74x6T9vodMW8efOor6/ntddeo6Ghgeeff57y8nLMDEk0NjZSX1/P008/zYsvvsjee+/NzJkzicViNDY2smbNGhYuXMjuu+8+2I/iOI7jDHHciHeGCtvyXiGmzvgZmxjT7wwtli1bxurVqykpKWHKlCkdm1jT00YmEoms+eDNjPb2dpLJJLFYrEPWU046juM4A4Eb8c5QYRUh80xX9CTHu7OVsHDhQt54I+zlXrlyJevXr2fMmDFUV1czdepU1q5diyTy8/ORRHt7O7FYjETeMPLyYsRiMbbbbjva2tqor69n+PDhjBgxgokTJw7ykzmO4zhbA27EO/2OJAN+ZmbnD9ScZtYMPDhQ8znvb9rb23nllVeoq6ujrKysI659t912A+gwyN966y3Gjx/P+PHjmTt3LpIo3OVj5C97kdzcXPbYYw8aGxtZv349I0eOZPr06R3e+Jwc/8+r4ziOs/nwYk+O00cknSnp9D7ee7ykmyW9LckkPdq/2jldUVlZyQUXXMDFF19MTU0NAPF4nHXr1rFs2TIaGhrYaaedKC8vZ5tttqG8vJyRI0cyYsQISsZMZptttiE/P5/c3FwmT57MnnvuSWlpKV/5ylc48cQTqaysHOQndBzHcYY67ipynL5zJlAN3NCHe78K7Am8CIzsP5WcnlJUVLRB6sjJkyfzyiuvkEwmAVi1atVGsfCSiOXmdcg4juM4zmDhRvxWgKRiM2voXtIZQE4BVphZQtKcwVZma2Pp0qXU19cTj8fZfvvt2XXXXampqdnIOI/H45SWlrJu3Tri8TjxeJz6FQtpq6oiJydng5zww4YNIy8vb6AfxXEcx9lK8XCaIYak86PwjB0k/V1SDXC3pFmSbpD0jqRmSask/VnSyE7unyzpRkk10XG9pKIM2XxJv5VUKalO0r8lTehErz0k3R/J1Um6T9Kuncw9TdItkmolrZZ0btS/vaT/SmqQtFTS5/r4jk6T9KKkRknrJT0k6cNp/Z+X9LCkNZJaJL0h6asZYywGdgUOjHTuVUiMmS0zs0Rf9Hc2jaVLl/LGG2/Q3t5OW1sbr7zyClVVVTQ1NVFVVcX69etZv349NTU15ObmUlFRwdSpUyktLaW1tRVLhmw1bW1tFBcXM2bMGEpKSqirq6Oqqor6+npaWloG+zEdx3GcIY574ocutwNvAucCbYTMLVOA6wmZXGYCXwFmSvqgbZxD75/AQuD7wB7Al4A10Xgp/gR8DrgZeBb4CHBPpiKSZgKPA1XARVHzV4EnJH3AzN7MuOU24PVormOAX0mqBn4QPdedhFCWGyQ9aWaLe/pSJP0COA94IjobsC/w4agtpdtc4N9AO3AEcLWkmJldFcl8E7gcaAR+GbWt7qkefSF6B11RtjnnHyqsWrWKurq6juvf/e533HTTTcTjcZqbm2lubsbMyMnJIScnh4ULF2JmNDc3A6D21o57f/GLX1BcXEx1dTWJRFiTNTc389JLLzFp0qQBfS7HcRxn68KN+KHLS2Z2aupCUqGZXZouIOlZYDawP+8ZsCleMLMz0mRHAl8kMuIjL/rngCvM7P8isask/RWYlTHWBUAc2N/MlkT3/w2YF/UdmyH/lJl9PZK7HlgBXAN82cyui9ofjO4/BfhFT16IpOnAD4F/ACeYWSp24reSlCZ6oJk1pV3/TtJ9wLeBqwDM7F+SzgeqzezmnszvbBkMGzZsg2tJNDU10dbWhpmRl5fHsGHDqKur6zDM29raaGlpYcOvCeTm5pJMJjvkUlRXV2/WZ3Acx3EcN+KHLr9Pv0g3SiUVAMMI3nMInvZMI/73GddPAEdLKjWzWuCwqP2KDLnLgJPS5ooDhwK3pwz4SJ/Fku4AjpAUzwgt+VOaXLOkVwgLjRvT2t+KPNOTN370TjmKEEL28zQDPjWepf2d/q7KgFzgMeDjksrMrKYXc/YbZlbeVX/0Ptwb3w3Tpk1j3rx5QDDgf/SjH20U/jJjxgxeeukl/vSnjq8iyWSSkpIS2opKicfj5ObmcvHFFzN58mQef/xxKisrufbaawEYP378wD2Q4ziOs1XiMfFDlw2ql0oaIelySauBJqAyTSab4bc047oqOg+PzhMJoSaZVVLfyriuAIqytEPwpBcDo7qZuwZYZWZtWdqH03OmAIlo3k6R9CFJD0pqIGSfqQQujLrdSH6fk5eXx7777svw4cMZPnw406ZNY8SIERscxcXFTJ684fowNzeX/Px8SsZNJScnh+bmZhYuXMiiRYs4+OCDGTNmTIfcjBkzBuPRHMdxnK0I98QPXZoyrm8F9gMuBuYA9YRF3H1kX8x1tulSnbT3J9nmHhB9JE0FHiIY+t8GlgGthF8evoUvfIcM8XgcgJEjR7JmzZoNQmJSm1ULCgo6YuNLSkoAaGtqoD3Nc19VVUVjYyMf/vCHGTFiBLFYjPz8/IF9GMdxHGerw434rQBJw4GPAj81s5+ntU/fhGGXEL4/kwkbYFPskCFXSdj8mdmekm0A1m6CHr1hISE2fwZh42w2jgDygU+bWccvApIOziKbuRnYeZ9QUVHB7NmzO/4uKyvj7bffpqqqiunTp5Obm0tbWxslJSUMGzaMFStWsGzZMsrKykiMbSKRSHQsApLJJEuWLCGRSPDFL36RwsJCYjFf6zmO4zibFzfitw5SLsZMr/U3N2HMewkhJmcD/5fWvsGYUR70/wLHSNouZRhL2g44GvjPAKZavBP4NfBTScenx8VLUhQXv9G7iuLiP59lvAagfPOp62wucnJyGDt2bMd1UVERjY2NtLS08M9//pOSkhKKi4tZu3YtZsYrr7xCXV0dq1atoqg+ybC2RiSxbt06lixZ0hFes9122zFixAheffVVPvaxj220EdZxHMdx+gs34rcCzKxW0uPA9yTlAu8SNpv2ZlNo5phzJM0Gzo48/c8SvP3TsoifR0hx+aSka6K2rxJi6s/rqw69xczmS/o1IVXlo5L+FemwL/AaYVHyX0L4zF2S/kDYAPxlQnrNsRlDvgScJek8YAGwxswe7okukg4ADoguRwNl0TgA/zazV/v2lE5fWLBgAQ0NDVRWVlJfX099fT3bbrstDQ0NrF27lvb2dsyMZDJJ04oFDB83DjNjyZIl7L333ixevBgzY9myZYwcOZLm5mZaWlooKCgY7EdzHMdxhihuxG89nARcCXyd4GX+L/BJQvrGvvIFQrjMyYR87g8DhxPiyDsws7mR0for4EdR81PAuVlyxG9WzOyHkhYR3sOFBG/6y4TsM6msN8cRUl9eQsipfw3hOf+cMdwvCQuh7wEl0Rg9MuIJOfV/mtGWSpW5HHAjfgBpagpbSFpb38sB39bWRjwep60tcz81mBmFhYUMHz6csrIySktLqays7Eg3WV5e7ga84ziOs1nRxjV+HMd5PyKpuqysrMxzlPeeFStW8NJLL1FfX89rr71Gc3MzM2bMYPHixdx8882sXr2awsJCCgsLGTlyJIcddhgjR45kl112IZFIkEgkWLJkCe3t7ey3337svPPOHRthHcdxHKcvlJeXU1NTU9NZimn3xDuOs9UzLgqPWbhwIcuWLSOZTPLII4/w+uuvU1VVRXt7O01NTcRiMXJycli9ejWNjY3svvvuzJw5k1WrVjF9+nSmTZvmmWkcx3GcAcGNeGdIIGlMNyJNA1GkaUvRw+k948ePp7q6milTppBMJrnvvvtYsGAByWTY/9zW1kZdXR1vv/02e+65J8OHD+ell17iwAMPZOLEiYOsveM4jrO14Ua8M1RY2U3/X4DTtyI9nF6yZs0annrqKZYtC1s6UptZs9Ha2srKlSuJx+MsWbKE7bfffiBVdRzHcRw34p0hwyHd9G/KBt7esKXo4fQCM2POnDkMHz6cFStWkEgkGD58OPn5+bS3t9Pe3k5OTg7xeJy8vDzq6+tpbW1lxx135K233qK4uJjx48cP9mM4juM4WxFuxDv9jiQDfmZm5w/UnGb24EDN1RVbih5O72htbaWxsZHGxkbGjx9Pe3s7FRUVLFq0CAgbX/Py8thmm22IxWJMnjyZUaNGMW7cOBKJBCtWrHAj3nEcxxlQvKyg4/QRSWdKOn0T7t9P0pOSGiWtknS5pKJ+VNHpIanNqBdffDGXX345RUVFbLfdduTl5TFjxgzGjRvHqFGjKC4upqSkhEmTJvG3v/2NSy65hJqaGoqK/GNzHMdxBhb3xDtO3zkTqAZu6O2NknYDHgLmAt8GJgDfBaYAR/SXgk7PmTVrFvn5+SQSCSZOnEhubu5GMolEgvz8fCZNmoQkzIySkhKmTctW48xxHMdxNh9uxG8FSCo2s4bB1sPZgAuBdcBBZlYPIGkx8EdJH+lp5Ven/6isrKS9vR1JlJeXU1xcvJFMLBajpqaGlStXkpubS2FhIfvuu6+nlXQcx3EGHA+nGWJIOl+SSdpB0t8l1QB3S5ol6QZJ70hqjsI3/ixpZCf3T5Z0o6Sa6Lg+M9RDUr6k30qqlFQn6d+SJnSi1x6S7o/k6iTdJ2nXTuaeJukWSbWSVks6N+rfXtJ/JTVIWirpc318R6dJejEKY1kv6SFJH07r/7ykhyWtkdQi6Q1JX80YYzGwK3BgpLNJerSH85cSNsDemDLgI24E6oHP9uW5nL6zZs0a3njjDRKJBO3t7TzxxBOsW7eOsrIy8vPzycnJobi4mKamJtra2li7di2tra20traSSCQGW33HcRxnK8Q98UOX24E3gXOBNoLROAW4HlgFzAS+AsyU9EHbOJfeP4GFwPeBPYAvAWui8VL8CfgccDPwLPAR4J5MRSTNBB4HqoCLouavAk9I+oCZvZlxy23A69FcxwC/klQN/CB6rjsJoSw3SHrSzBb39KVI+gVwHvBEdDZgX+DDUVtKt7nAv4F2QnjL1ZJiZnZVJPNN4HKgEfhl1La6h2rsQvi392J6o5m1SpoD7N6J7tXdjFvWw/mdDCorK6mrq+u4/sMf/sBNN91ETk4O7e3txONxcnJyOgz22bNnAyF3/Pr165kwIeva1XEcx3E2G27ED11eMrNTUxeSCs3s0nQBSc8Cs4H9ec+ATfGCmZ2RJjsS+CKRER950T8HXGFm/xeJXSXpr8CsjLEuAOLA/ma2JLr/b8C8qO/YDPmnzOzrkdz1hLSM1wBfNrProvYHo/tPAX7RkxciaTrwQ+AfwAlmloy6fitJaaIHmllT2vXvJN1HiF2/CsDM/iXpfKDazG7uyfxpjI3O2XLKryQsKpwBpKxs4/VPc3Nzh+He0tJCMpkkFot1FH8CiMfjA6mm4ziO43Tg4TRDl9+nX6QbpZIKJI0ieM8heNq7vJ9g5I+MQkEADovOV2TIXZZ+ISkOHArcnjLgI30WA3cAH49k0vlTmlwz8AqQIISbpNrfImwqnZxF9844ivCd/3maAZ8az9L+Tn9XZdG7egyYIqk/vN2F0bklS19zWv8GmFl5VwfglWD7yPjx49lxxx2RhCQuuugizjjjjA1k2traGDZsGLFYjBNPPJHc3FyKi4sZMWLEIGntOI7jbM24ET90WZR+IWlElMJwNdAEVKbJZDNMl2ZcV0Xn4dF5IiHUZFGG3FsZ1xVAUZZ2CJ70YmBUN3PXAKvMrC1L+3B6zhTCYmBeV0KSPiTpQUkNhIVCJWEjKvRPyEpqkZBtN2RBWr8zQEhi5syZFBYWkpuby4gRIxg7duwGMjk5OeTl5TF8+HA+8YlPUFZWRiwWc2+84ziOMyh4OM3QJdMQvBXYD7gYmEPYQBkD7iP7Yq6z3XrqpL0/yTb3gOgjaSoh9eM8QvjMMqCV8MvDt+ifhW8qjGZslr6xeFXXQWH+/Pk0NjYCsGDBAkpKSjoM9Hg8TmFhIWaGpKzpJx3HcRxnIHEjfitA0nDgo8BPzeznae3TN2HYJYTvz2TCBtgUO2TIVRI2f2a2p2QbgLWboEdvWEiIzZ9B2DibjSMIHvJPm1nHLwKSDs4im7kZuKe8TvgVYy/CRt3UHHnAbsDf+jiuswk0NjZyzjnnAFBUVMTChQuJx+NIoqamhtraWiAUhqqqquKaa66hvLycioqKwVTbcRzH2UrxcJqtg5QXO9Nr/c1NGPPe6Hx2V2OaWQL4L3CMpO1S7dHfRwP3RzIDwZ1AEvippA2++2kbWzd6V1Ec/OezjNcAlPdWCTOrAR4ETpE0LK3rFGAYYeOtM8AUFRUxYsQI4vE4Tz/9NP/973+ZN28e999/P++++y7Lli1j+fLlLFmyhB/96Ec89NBDrFy5kpwc94U4juM4A4//32crwMxqJT0OfE9SLvAuYbNpbzaFZo45R9Js4OzI0/8swdufrXTleYQUl09KuiZq+yrBG31eX3XoLWY2X9KvCakqH5X0r0iHfYHXCHHv/yWEz9wl6Q8Eo/rLhPSameEvLwFnSToPWACs6UWRph8BT0d6/IlQsfU7wL1m9mDfn9LpKzvttBMvvPACy5cvZ82aNbS1tdHW1kYikSCZTJKehbWhoYFnn32W7bbbjqlTp2bNbuM4juM4mxM34rceTgKuBL5O8DL/F/gkmxZ//QVCuMzJhHzuDwOHE+LIOzCzuZIOAH5FMF4BngLOzZIjfrNiZj+UtIjwHi4keNNfJmSfwczeknQcIfXlJYSc+tcQnvPPGcP9krAQ+h5QEo3RIyPezP4n6WPAr4HfArXAHwkLDGcQqKio4JBDDqG5uZna2lpWr86e9l8SsViM1tZWzIy2tsz91o7jOI6z+dHGNX4cx3k/Iqm6rKysrLq6erBVeV+zYMEC7r//fh555BEeffRR1q1bB4TNrSUlJVRUVDB69Gg++tGPcsABB3DQQQcRi3lkouM4jtO/lJeXU1NTUxOlkd4I98Q7juOkMW3aNJYvX86//vUvqqqqOtrNjFGjRnHwwQfzwQ9+kA984ANMnTrVDXjHcRxnUHAj3hkSSBrTjUhTtKF0q9DD2TSqqqpYuHDhBtVZk8kkTU1N7LXXXnz+89n2OTuO4zjOwOFGvDNUWNlN/1+A07ciPZw+snLlSl577TWam5s36ovH454j3nEcx9kicCPeGSoc0k3/QBVQ2lL0cPpAMpnk1VdfZdy4ccyaNYuVK99bk0lijz324IADDhhEDR3HcRwn4Ea8875FkgE/M7Pzt5S0jF3pIenR6M+DBkQZp9e0t7fT2trKqFGj+MhHPsIbb7xBVVUVubm5jBkzhu985ztst9123Q/kOI7jOJsZ35H1PkbS6ZIs7WiTtFTSVVHu9mz3XBXJXtfN2HtI+puk5ZJaJa2TdL+kk9MLJWXMn3lc0otnOSi656hO+v8laXFPx3OcvpCXl8fIkSOZP38+N954IyNHjmTatGlMnDiRwsJCvvnNb/L1r3+9I2ON4ziO4wwW7okfGvwIWAoUAQcDXwN2l/QhS8shKikH+CywmFBB9Wtm1pI5mKQzgKsJoR83EQoZlRIKRN0MlEX9Ke6P2jN5Y5OfrGsKCcWa3i8cOtgKON2z5557csEFF5Cbm0thYSH19fUkk0lyc3Npa2vj5Zdf5sYbb+Rb3/rWYKvqOI7jbMW4ET80+I+ZzYn+vlYSwAnA3sDzaXKHAqOA44BHgMOAO9IHkrQfcBXwBHC4mTWkdf9W0v7AuIz555lZNiN+s2JmG+883IIxs9bB1sHpmra2Nu655x6WLVtGPB4nHo9vkKEmJXPfffdx6qmnMnLkyEHS1HEcx9na8XCaocmT0XlqRvvJwItm9hihYurJWe79CWDAKRkGPABm9qSZ3dqfyvaVKPzm/LTrEkmXSVosqUXSGkkPSNojTWZxFJrzSUmvSGqW9JqkwzLGHiHpkqivXlKtpHsl7ZohlwoDOkbSjyW9G435kKRpGbKPpsXFp9oKJf1c0vxI5xWSbpE0PsvzVnd1EH4hcTaBN998k6uuugozo729nYaGBqJFcQfxeJxEIsGNN944SFo6juM4jhvxQ5WJ0bmjUo2kYuBI4O9R0y3A4ZJK02SKgI8Cj5nZsl7MVyBpVJajL7n4SrKNBeT14N7fA58H/gp8FbgUaAF2ypCbEcncDfwQiAN3Rr9CpJgCHBXJfBu4GNgFeExS5i8RAOcBnwb+H/Ar4IPRHJ0iKQ78B/gx8BzwLeBKYAIwrYtbnc1EVVUVq1ev7rg2M4qKijoKOuXm5pKfn09bWxsPPPDAYKnpOI7jOB5OM0QojwzdIkLmk68BlcDjaTJHRv0pL/ptwOXAscD1Uds0wnfi9V7Of0Z0ZHIEwQjuDV25N5d0c+/hwAVmdnFa26+zyO0AfNrM7gKQdD0wH/glYU8BwGvA9mbWEUsh6SZgHvBF4BcZY+YCHzCztkh2PXC5pJ3NrLP3eTrh8zrbzK5Ma79Ime5foLOyy2n6VePe+E1ixIgRjB49usOQj8ViFBQUUFBQgJlRXV1NTU0NeXl5fOITnxhkbR3HcZytGffEDw0eIRjtSwjFhBYBh5lZY5rMScCzZrYUwMxWA49G7SlSXvm6Xs5/OyE/eubxbC/HAfhpJ2M93YN7q4GDJHUXqLw0ZcADmFkVMBs4IPrFAjNrSRnwkuLRmPXAW8AeWcb8c8qAj3giOk/pQo9jgNVsuEk4pZNtLO5sbmbMmMFZZ52FJHJycigtLe0Ip2loaOiIjzczdt9998FU1XEcx9nKcU/80OBMYCEwIvp7JtBhwEcG6KHAbzLitJ8AfiJpjJmtAmqj9pJezr+sH/O0v5ptLEnfADaKE8/ge4RFzCpJzxNCVW42s0wP/oIs984nLGq3BeZFaTT/j/CrxmRCyE2KbPkFl2Zcp0KZsqb6jJhC2BSc6ELGGUByc3M56qij+POf/8ySJUuoq6sjLy+P3NzcDgNeEnvuuSfxeLyb0RzHcRxn8+Ge+KHBc2b2YLTh9DBgPfDXtHzunyWEe5xLMFZTx/mE78AJkdxCQsrGnQdO9f4jev4pwNnAGuAHwBuSPt6H4X4I/IYQkvQ54OOEXwTmkv3fTWeG+EZhMc6WzcqVK/nwhz9MIpEgkUhQV1fXkWISYPz48Rx88MGMHj16kDV1HMdxtmbcEz/EMLNmST8jhId8lrCB9WTgZeDCLLd8O+q/zMwaJD0CHCxpgpktHyi9+wszWwlcA1wT7RP4H2HT6f1pYtk2jU4HkkBqQ+9xwCNm9sV0IUnlwNp+UnchsJekHDN7P+W7H9KsXbuW6dOnc+KJJ3LNNddQVVVFTk4Oo0eP5qyzzmLmzJmMGTOGHXbYYbBVdRzHcbZi3BM/NPkHoaDTuZImAvsBt5jZbZkHIYPKXpKmR/f+nPC9+EuUrWYDJO0n6bMD8xg9J4pb32BTp5mtBZYDBRni20k6Iu3e4cCJwBNpaTUTZHjRJX2G7kN6esMdwGhCJp0NyLax1RkYysrKWLZsGffddx/vvvsujY2N1NbWsmDBAu666y5isRg77bSTh9M4juM4g4p74ocgZpaQdDnwW8LGVdF5lpi7gd8RvPHnm9mTks4GriDEht9E8BiXEtJPHg58PWOMGZI+l2XsZVFO+oGgBFgu6Z/AK4TNuR8B9gW+kyH7FmGRcjUhvv3LhKwuP06TuZuwX+B6wqbaXQjv6J1+1PkvwGnAFZL2ieYpIYRE/RQYqHfnpLHNNtvQ0NDAvHnzNmg3M+bOncsTTzzBfvvtR15eT7KeOo7jOM7mwY34oct1hJj3k4B3zOyNbEJmtkTSa5Hc+VHbVdHG0G8T0iBWEIziFwge68xiTx+PjkzuZOAM0UZClpdDgaMJvyYsAL5mZtdkyM4j5GT/NbB9JHe0mT2RJnMhUEx4L8cTwnIOJ+SA7xfMrF3SJwiLhxOieVKpQbNtvnUGiG233ZaCgswfcCCZTJJIJPDkQY7jOM5gI/+fkbM1IWkxMMfMjhpkVfodSdVlZWVl1dXVg63K+xYz44UXXuCOO+7gn//8JwsWLNjAYJ82bRqHHXYYhx56KPF4nJEjR7LtttsyZsyYQdTacRzHGYqUl5dTU1NT01mdGPfEO47jRDzyyCPcd999PPTQQ7S1tVFeXk5tbS2xWIxRo0aRl5fHc889x+LFi5k4cSLbbrstM2bMYLfddmPbbbcdbPUdx3GcrQg34p3NiqRCuq8iut7MWgdCH8fpijlz5rBs2TLefPNNABKJBHl5eRQUFNDU1ER1dTXxeJz29nbKy8spKyujpaWFZcuWuRHvOI7jDChuxDubm+OB67uROZhQPdZxBpzKykoWLVoEsEE+eAiFnSQRi8VIJBId1Vvj8Tg5OTlIIh6P+yZXx3EcZ8BxI97Z3NxPKJKUjROATwEPSXrCzA7a3MqY2aT+GkuSAT8zs/P7a0xnYKmtreW5557riHsvKSmhvLyc/Px8WlpayM/PRxKjR49mRV0bubVrkMSUKVMYMWIE48aNo7CwkO23336Qn8RxHMfZ2tii88RL2kXSbZKWSGqW9K6kBySdlSazWJJ1ctyWZcw9JP1N0nJJrZLWSbpf0smSYpJu6GK89OP8tDHzJH1b0v8k1UuqlfS0pC+kVU1N1yFzrKpIh/378I4mpY3z3U5k7on6F/d2/E3FzFZG1WQ3OAgLyC8C/wE+D/yyv+eWdKak0/t7XGdo0N7ezquvvsq6detIJELB3XHjxnHkkUcyZcoUtt9+e8aPH8+4ceOYMmUKY3c/mClTpjBp0iQOPPBAJk+ezOjRoznwwAMpLS0d5KdxHMdxtja2WE+8pP2AR4ClwB+BVcC2wAeB/wOuTBN/CbgsyzBLMsY8g5CGcAVwEyGNXykhLeHNhNjtPwAPpt22J/BNQsrBN9PaX43GHAbcB3wI+BdwLeG9HkVI83iYpOPNLJGh2/3RnDFCBdFvAA9K2sfMXs3+VrqkhZAO8ZKMZx5J8IQ392HMzclBQDvwlc1YrfRMoBq4YTONX0h4Bud9SGVlJeeccw51dXWcc845jBgxAoBRo0ZRUlJCW1sb7e3h483Pz4dWIy8vj4aGBlpbW7n22msBGD9+PPvss8+gPYfjOI6zdbLFGvHAj4AqYG8zq07vkLRNhuxyM7u5q8GiRcFVwBPA4WmVOQF+G3nBx5nZM8AzaffVE4z4B8zs0SxD/5ZgwJ9pZn9Ia/+dpAuBHwDnEhYB6cxL11nSU4TFwJnA17p6lk74D3C0pB3M7K209s8QDPyngS2pTvw2QMNmNOA3C1El1QIzazKzLW1h5PSSnJycDWLgt9lmGxKJBO3t7R0GfDotLS0b5Yivqqra7Ho6juM4TiZbcjjNVOC1TAMewMzW9GG8nwAGnJJhwKfGfNLMMosYdYmkbQmhIA9mGPApfkyoDnqOpKJuhnsyOk/tjQ5pPAEsJ3jj0zmJUHSpKfMGSZ+X9LCkNZJaJL0h6atZ5BZL+pekAyW9EIU2vSPp1Ay586M48cz7T4/CeSZF10Z4b2VpoUCn90anSPZwSY9HIUw1UQjTUSmdgV2BA9PmeLQ3emY8+ycl/Y/wi8bxqefICKs6P2qbLOnGSKcaSddnfv6SCiVdIWmtpDpJ/5Y0PnNMZ/PQ2trKc889R1VVFYlEgpEjRzJhwgQWLFjAk08+SXV1Na2tGQmTLNkRI19XV9fRXFxcPMDaO47jOM6W7YlfAnxA0k6dVRtNI0/SqCzt9WbWHBlQHwUeM7Nl/ajjJ4E4ITRnI8wsIWk2oRLqfmwYppPJxOjcV7eeAbcQKqr+FDoWGfsTNo9+Jcs9XwXmAv8mhIUcAVwtKWZmV2XIbk+o1PpHQnjKF4EbJL1kZnN7qespkT57AmdEbU/3RidJXwT+BLxCiKevi8Y7hBDW9E3gckIl11S8/epe6pliJ0Lo0zWEcKl53cj/E1gIfB/YA/gSsIbwi0yKG4DPAn8BngcOBO7palBJ1d3M210qTydi3rx5LF26FAgZaX7wgx+Qm5u7geHe3t5OYWEhLS0tSCK/sAAzIz8/n7///e9IIi8vj2HDhg3WYziO4zhbMVuyEX8JcC/wqqTnCJ7mh4BHzawtQ/aThHL1mZwF/I4Qc54DvN7POu4YnbuKYU/17ciGRnxBtPBIxcT/JmrfaDNuL5gNfFfSXmb2IiH7y3rgAbIb8QeaWbqH/neS7gO+TQg9SmdH4ENm9jSApFuBZQSPetYNtZ1hZjdL+hgwK0sYVLc6SSoj7IF4GviImbWkhKNwF8zsX5FHu7q7UKseMB34qJk93EP5F8wstThJ7Uv4IpERL2kPggF/iZmdE4ldLel6wq8HzmamtrZ2g2sz2yh8xswoKCiguLiYiooK3lhSR1tD+BGvsLCQoqKijvSTjuM4jjPQbLFGvJk9IGlfQkz5xwme7HOB1ZK+ZGZ3p4k/TeR9ziDlMU2ljqjLIrMplPRg3FRfZvqKM3jPCw3QAHzXzPpsxJvZ/yS9TfDGvxidbzOztsi2zZTvMJYjwzgXeAz4uKQyM6tJE381ZcBH91ZKeguY0ld9O3mGnuh0KDAMuCjdgI/u3yhMph+Y3wsDHuD3GddPEPYrlJpZLfCJqP3qDLkrgdM7G7SzssspIk+9e+N7QEVFBSUlJR3XZ511FnvuuSdz586lpqaGa6+9ltzcXOLxOADV1dVYrIjUv6JjjjmG++67D6BjQ6zjOI7jDCRbrBEPYGYvAMdIyiN4KI8GvgX8U9KuZpYy0iujtIWdkXK7lXQh0xdSBnpX43Zm6N9OCM/II4S8nEMIzdlUZgNfknQdsDvhfWVF0oeAnwH7Apkx+2VAuhG/NMsQVcDwTdK2bzqlFg79/ctKZyzqpXzmu0qFSA0nfBcnEkKFlmTILei9ak5fmD59OqtWrSIejxOLxZg+fTrDhg3jwx/+MO+88w4FBQUkk0lqamrIz88Pm1nTssWmLwBShr7jOI7jDCRbtBGfwsxagReAFyJP8/WEcISf93CIhQSjaed+Vi21iJgFzOlEZlZ0zozrX5a28PiPpBbgIkkPR6EwfWU24VeJq4F3CV7gjZA0lRCeNI8QqrIMaAUOIxj+mTECmSkyO4ZK+7szL3iPrJw+6NRXeqvnRpuCu6En78oZRGKxGNtvvz3l5eXU1NSwbNkyGhoaiMViTJw4kdbWVpLJJABtbW3k5Gz4n8px48aR7dctx3Ecxxko3o/BnCkDd1xPb4iy0TxCyFQyoR91uZdgsH0uW6ekOCEuvZr3Nm52xiUEj+0Fm6JQlF7yf4SNkreYWbIT0SOAfODTZvYHM/tPtKjorcGaThWApPKM9okbi26STgujc3eLss6M9U3Vc1NZQlhAZ843bYDmdyIyU0kmk0neeOONDgM+RSwWo3TsZAoLC8nJyaG2tpb6+vqN5BzHcRxnoNhijXhJByu7q+uw6PxWlr6u+Dnhef+Sme4vmm8/SZ/tzYBmthS4ETgkypaSyfnADOBiM2vsZqwGQnjNxyXt1hs9svB9QkhKtrSXKVLe4o53HMWgf34T5k0Z1wekjVkMnNbD+3uq0wNAPfBDSfnpHRnfmQagfDPouancH50z6wGclSnobD4qKiq47rrrOOeccygrKyORSFBZWcnatWtpbm6mqqqKyspKampqaGhooL2tmbq6Oqqrq1m5ciUf+9jHOOSQQ3xjq+M4jjMobMnhNFcCRZLuIIRX5BE2tx4PLCaE1KSYICmbN3y9mf0HQh54SWcDVwDzJN1EMOZKCeknDwe+3gc9v0kw1P8k6TCCgRknVGz9GCH2/dc9HOt3hNj47xM8+H3CzB6I9OiK/xJCVe6S9AfCRtEvE1Ihju3j1P8lxINfJ+liglH+BULmoO16eH+3OplZjaTvEBYpz0m6hRBrvgehsFXqc3wJOEvSeYR48zXRBtVN1XOTMLOXJP2TkEmogvdSTG6fEtncOjih0NOMGTOoqalhzZo1vPnmmzQ2NtLa2sqaNWtob28nmUwSi8VYuHAhq1qW0L5uHclkkltuuYWJEydSWFjIDTfcwKmnnsrYsX39Z+M4juM4vWdLNuK/S6g2ehghPWIewfC6GrggowjUnmTP1f4KoZIpAGZ2laTnCfHWpwMVhA2nLxAyufSq2FM0Zq2kgwle1JOBS4EkYdPll4DruwhpyRxrtaS/AqdJmmpmC7u9qY+Y2VuSjiOE71wCrCL8ElAJ/LmPY7ZJOprwGf0iGvMyQvjK9V3c2mudzOxaSanc6z8hGP9z2XDB9EtgMvA9wgbjx4CHN1XPfuLUaN4TgWMJ6UePJ/zC5JVgB5B99tmH+fPns2bNGiZMmMDjjz9OIpHoSB8Zi8VYs2YNlkiQiI6mpiaqqqooLi6mtraWN954w414x3EcZ0DR5snI5zhOb4nCqF4GPmdmf+3D/dVlZWVl1dXV/a3akKe2tpbHHnuM1tZWHnjgAW66KfgEzIxYLEZ5eXmHZ76trY2KigrGjh3L7rvvTklJCR/5yEc4+OCDB/kpHMdxnKFElHyhprMU01uyJ95xhiySCjOKWkEIzUoCjw+8Rls3paWljBkzhlWrVjF9+nRmzZrF/PnzqampIZFIkEwmKSsrY4cddmDatGmsWrWKHXbYgZKSEioqKpg5c+ZgP4LjOI6zleFG/BZKlBu/uyoyNVkMQef9wQ8k7UrImpQkFID6JHCtmS0bVM22Uvbaay9Wr15Nbm4uL7zwAm+++SZmhpnR1NRETk4O7777LjNnzuT6669n6dJQDmCnnXZi2LBhg6y94ziOs7XhRvyWy34EA68rPg/csPlVcTYDTxM2VP+EsIF3KSG//4WDqdTWjCTGjBlDe3s78+fPByCReC/lf0NDAyUlJaxfv55hw4axzz77DJaqjuM4juNG/BbMK8Ah3cjMHQhFnP7HzO4D7htsPZwNaWpq4q233sLMNjDgU+Tk5FBYWEheXt4gaOc4juM47+FG/BaKmVURMpY4WxiSDLjczL452Lo4/cvixYsZO3Yse++9N6tXr6a+vr6jLycnh/Hjx3PkkUe6Ee84juMMOl6lxMmKpNMlWdrRJmmppKskDe/knqsi2eu6GXsPSX+TtFxSq6R1ku6XdLKkWJqcdXFc0odnmizpT9FztEhaKemWKDY9U/aDks7PUtXVGcIkk0mKior44Ac/yJlnnsmkSZPYYYcd2H777Zk6dSoXXXQR++67LytXrtyg0qvjOI7jDDTuiXe640eEeO0i4GBCldHdJX3I0vKTSsoBPksoxHWMpK+ZWUvmYJLOIORnX0HI7b+AUHDrUOBmoCzqT3F/1J7JG715CEkHAHcTCjv9kZCPfVtCLv8XJJ1sZv9Iu+WDhBj1G4Dq3szlvH/ZbrvtePnll7n00ksBGDlyJADNzc3k5uYyd+5cfvSjH5GTk8Ps2bM9N7zjOI4zaLgR73THf8xsTvT3tZIgVJPdm1BpNMWhwCjgOMKG3MOAO9IHkrQfcBXwBHC4mTWkdf9W0v7AuIz555lZNiO+x0gaQSjkVQ/sZ2aL0/quIKR0/Iukl81swabM1V9IKs54P84AUFJSwr777kt+fj6xWIxhw4axdu3ajv729nYaGxspLS0dRC0dx3Ecx8NpnN7zZHSemtF+MvCimT0GPBVdZ/ITwIBTshmoZvakmfW6am4POAMYDZyTbsBHc64HzgQKgXMAJJ0P/DYSWZQWwjMp/V5Jx0qaG4XmzJX0icyJJW0r6UZJayK5VyWdmCGTCl3aX9IfJK0lVPx1BpiWlhb+97//0dLSQnNzM83NzaQXxKurq+u4zrbx1XEcx3EGCvfEO71lYnSuSjVIKgaOBM6Pmm4BLpFUama1kUwRIaXiY73Mg14gaVSW9hoza+vhGEcAzcBt2TrN7ElJi4HDo6bbCYuUzwHfAlKu2Mq02w4EPkMI/akHzgb+KWk7M1sHIGks8CzQClwOrCe8p79JyjezGzJU+QOwkhDGk5upp6Tqbp6zrJt+pxvmz5/PypUrgVCttbm5mZycnI7499mzZ1NSUgLA+vXrmTBhwqDp6jiO42zduBHvdEd5ZEQXAQcRYuIr2bCq6JFRf8qLfhvBaD0WuD5qm0b4vvXWw3xGdGRyBCHGvSfsCLyVLUY/jVeBT0sqMbNXJb1EMOL/lem9TxtzRzNbBCDpEUJa0BOB30UyFxAKOe1uZtVR2zWS7gUulHSjmSXTxqwEDs1ocwaQhoaNI5iKiopob28nkUhQWFhIfn7+IGjmOI7jOBviRrzTHZkFp14HPm9mjWltJwHPmtlSADNbLenRqD1lxKeCiOt6Of/twDVZ2uf0YoySHsyb6i/tgSzA/SkDHiAy/GuBKQAKmweOAf4G5GT8mnAfoULr9sC8tPZruzLgzay8K4UiT7174zeBMWPGdHjaAWKxGLFYjObmZuLxOMcccwy33347JSUljBjRXUFlx3Ecx9l8uBHvdMeZwEJgRPT3TKDDgJc0krCp9TeSpqXd9wTwE0ljzGwVUBu1l9A7lpnZpubLr+vBvKn+ni4ylmZpqwJS6TcrgHLCLxdf62SMCjY04hd1IucMEBMnTmSnnXYiNzeXWCxGWVkZtbW1JJNJ4vE4JSUltLS0UFhYSDweH2x1HcdxnK0YN+Kd7ngulZ1G0r+Bl4G/Stoz8hp/lhC/fW50ZHICcBlhIdAO7DwAOmcyD9gtikPvLKRmF+DdVAx/D+hsV6Oic2rT+A3AXzuRzQwtaurh3M5mpKysDDOjtbWVxsZGksmNfxxJ3+zqOI7jOIOBG/FOjzGzZkk/A2YTjPdbCFloXgYuzHLLt6P+y8ysIYobP1jSBDNbPlB6E2LnP0iI0f9bZqekDwGTgWvTmjfVSqskePXVD78kOAOEmTFnzpyOjawtLS0kk0mi1KpAqNyak+P/6XQcx3EGF/8/kdNb/gFcBJwr6RlgP+D7ZrZR5hdJo4HfSZpuZvOBnxMy1PxF0hEZcfWpPPITNkOayd8D/wdcLOnJVOx+NGc5Iea+Cbg47Z7UDsfyvkxoZglJdwDHS7rIzN5K75dUYWaVndzuDBKNjY0UFBTw1a9+laeeeoq77rqLRCJBfn4+RUVF5OTk8Itf/AJJtLR0tU/acRzHcTYvbsQ7vSIyTi8n5FE/iRA+0lmWmLsJmVpOBs6PUjmeDVwBzJN0EyHMppRg3B8OfD1jjBmSPpdl7GVRTvqe6LxO0mcjfeZIyqzYOgY4OaPQ00vR+ZeSbgHagLt6WYDp+4Qqty9KupYQ1jOKUChrD2BSL8ZyBoDCwkKSySTPPPMMDz74IPX19UCo2NrY2MgNN9zAsccey0477cRrr71Gfn6+V211HMdxBgU34p2+cB0hJ/xJwDtm9kY2ITNbIum1SO78qO0qSc8TQm1OJ2zurANeIKRnzPTCfzw6MrkT6JERH837qKRdgR9G+owmbER9FLgorSptSv5lST8kLCo+QYhxn8x7HvqezLlS0j6EvO+fjeZcS0hneV5Px3EGjlgsRkVFBYsWLdrA025mJBIJKisrWbp0KdOmTSMvL48VK1a4Ee84juMMCm7EO1mJChHd0ElfHT0MMzGzWVnaUgZ7d/eqO5neYGYLgS/2Qv4iQuhQj/Qys0lZ2lYBX42Ozua5gU7etTPwjBo1im233ZaFCxdSW7vhPudYLNaRuQaC595xHMdxBoNY9yKO4zhbD5MnT2bPPfekpqZmg/aysjJ23313dthhB3JycigtLWXq1KmDpKXjOI6zteOeeOd9i6RCui9utN7MWgdCH2doEI/Hefrpp2lt3fBrE4vFOProozn22GNpbW2ltLS0kxEcx3EcZ/PjRrzzfuZ43qsI2xkHE+LeHadHrFmzhldffXWj/PDNzc28/fbbFBQUUFBQMEjaOY7jOE7AjXjn/cz9wCHdyLwyEIo4Q4fa2lry8/M3ai8oKPBNrI7jOM4WgxvxzvsWM1sJrByMuSUdBDwCHGxmjw6GDs7mYfXq1Rx77LFcdtllHSkmc3Jy+OhHP8oJJ5wwyNo5juM4TmBIbmyVtIuk2yQtkdQs6V1JD0g6K01msSTr5MhWuGgPSX+TtFxSq6R1ku6XdLKkmKQbuhgv/Tg/bcw8Sd+W9D9J9ZJqJT0t6QuSNvpssoxVFemw/ya8qzJJP5P0qqQGSY2SXpF0gaSKvo7bH0j6RPr7GiQdTpD0zcHUwRlYJDFt2jQmTJjAhAkTGDt2LF/4whf4+c9/Tnl5+WCr5ziO4zjAEPTER1U/HwGWAn8EVhGK+nyQULXzyjTxl4DLsgyzJGPMM4CrgRXATcACQoGiQ4GbCZsr/wA8mHbbnsA3gQuBN9PaX43GHAbcB3wI+BdwLeHzOIqQh/0wScebWSJDt/ujOWPANOAbwIOS9jGzV7O/lexImhbpPB74O6GyaTuwGyE/+qHAPr0Zs5/5BOEzO38QdTiB8D4uy2h/HCgEfNPsEGPatGksXryYeDxOWVkZRUVFDB8+fLDVchzHcZwNGHJGPPAjQhGfvc2sOr1D0jYZssvN7OauBosWBVcBTwCHZ1Ts/G3kBR9nZs8Az6TdV08w4h/oJNzitwQD/kwz+0Na++8kXQj8ADiXsAhIZ166zpKeIiwGzgS+1tWzZDxXDnA7MBL4sJk9m9H/I4IB/b5AUh6QNLP2gZjPzJJA80DM5Qws48ePZ6+99iIvL4/8/Pys8fGO4ziOM9gMxXCaqcBrmQY8gJmt6cN4PwEMOCXDgE+N+aSZZVYZ7RJJ2wKfBx7MMOBT/Bh4CzhHUlE3wz0ZnXubsPo4YBfgl5kGPICZVZnZ+Rl6Hy/p5ShEaY2k6ySNypB5VNIcSTtHfzdG4Uzfy5xD0lmS5kYyVZJelHRS1HcD0SIiPYQoup4UXX9L0nckLQKagAmSTo/6JmXMdVDUflBG+76S7pVUHYU0vSzpS6lnAY4EJqbpsLib8fr1HTkDz9q1a/nf//5Ha2sr9fX1HZVbE4nMH8Ucx3EcZ/AYip74JcAHJO1kZm90I5uXaWBF1JtZc2RAfxR4zMyW9aOOnwTihNCcjTCzhKTZhDCS/dgwTCeTidG5qpc6HBGdu/wlIoWk0wnpHJ8FvkcIUToL2EfS3maW7pUeSfh14B+EMJ3PAL+W9JqZ3RuN92XgCkLo0GVAEbAr8AHgb4TwpDHAx4FTOlHrS0AuIdQpCdT35FnSnukTwL+B5YRfRlYDs4DDgT8BvwSGEd7xt6LbOp2jv99RlvGru3mk7nLmOz3gjTfeoKoq/HMyMxoaGjAzqqurB1cxx3Ecx0ljKBrxlwD3Aq9Keo4QBvMQ8KiZtWXIfhKozDLGWcDvCDHnOcDr/azjjtG5qxj2VN+ObGjEF0QLj1RM/G+i9o024/ZAhxozW96doKRc4NeEdI0HmVlL1P4SMBv4MhvuNZgAnGRmsyO56wiLqy8SPhsIhvJ/zOxL2eY0s2ckzQM+3kXI0zhgmpmtS9O1u8dJycWBa4BlwB5mVpPWp0iHByR9HRjVg7CrzfGOnEGguXnDKCkzGyRNHMdxHKdzhlw4jZk9AOxL8LDuRogr/y+wTNKnMsSfJuQZzzz+FfWnSjLW9bOaJT0YN9WXWRbyDMLCYzXwFLAz8F0z660RX9rN/OnsBWwDXJUyTiNuBd4lGOTp1AC3pC6iiqnPA1PSZKqBmZJm9E7tDfhHugHfS/YAJgG/TTfgAaxvVtvmeEcbYGblXR3RmM4mMmHCBEpKSjqu8/LykOSZaRzHcZwtiqHoicfMXgCOiTY77gocTQiH+KekXc1sXiRaaWZdharURueSLmT6Qsp47mrczgz92wke5Dxgf+AcQmhOb6mlC4Mxg1TIzlvpjWaWlDQ/rT/FsiyGcBUhVCXFr4GPAW9KepOQdWe2mT3fQ50AFvVCNpPUs/fXryyb4x05g8COO+5IbW0tubm55OTkUFQUtqXE4335Z+Y4juM4m4ch54lPx8xazewFM/sh8FWC4fvZXgyxkJByced+Vi21iOjKYEv1Zcb1LzOzB83sP9FzXQBcJGmvPuhQJmlCL+/rCZ3tAOyIdTGzN4EdgOMJMeQnAM9J+nEv5mnK0taZF31Ls8C6fUfO4CCJ1tZW2tvbaW5upqkp29fMcRzHcQaXIW3EZ/BidB7X0xuibDSPAAf2s7F7L8GI+1y2zihe+wRCyMnT3Yx1CcGDe0Evdbg7Op/cA9lU3vwd0huj2PHpZOTV7ylm1mBmt5rZF4DtCCFQP5GUyunXl7CW1Abf8oz2TE/4wujc3QKtpzpslnfkDDxr1qxh0aJFmBlmRmNjI42NjYOtluM4juNswJAz4iUdrOy7Gw+Lzm9l6euKnxPe01+ypXuUtJ+k3nj3MbOlwI3AIZK+mEXkfGAGcLGZdWk9RAuNa4CPS9qtF2r8A5gL/EjS3pmdksol/TS6fBFYA3w1ClFKcRyhUNQ9vZg3Nf7I9Oto0/FcwrtOzdGQ0qUXQ6eM8wPS5ooDX8mQe5lgWH9L0gZZXTK+Pw30LOtLv78jZ3CoqakhLy+PsrIy5s6dy9y5c/n73//O/PnzB1s1x3Ecx+lgKMbEXwkUSbqDEDKSR0jTeDywmJACMMUESdm84evN7D8Q8sBLOpuQDnGepJsIhmIpIf3k4YTqpr3lmwRD/U+SDgMeIIR8HEWIFb+dEDfeE35HiI3/PsGD3y1m1ibpmGjepyT9neD1byeE8pxEqEz7s0j2XMK7ezRKf7ktcDYhpvyPPdQznf9KWhXNuYrwLr4B3GNmqX0AL0XnKyTdDyTM7JaNh9rgueZKepYQYjQCWE94JzkZcglJXwPuBF6O8tKvBmYSMscck6bDyZJ+A7xASD96V5Z5N8c7cgaB4cOHc+utt/Lss++VT1izZg3f+c53GD9+PLvtttvgKec4juM4EUPRiP8uIef2YQTvax6wlJBL/IKMIlB7kj1X+yvAf1IXZnaVpOeBbwOnAxWEDacvACcSMpD0CjOrlXQwIZ3lycClhFznrxPyn18fVQXtyVirJf0VOE3SVDNb2O1N4b63I+/9twmbf48lxGS/TVgYXJEme4OkZkK2n0sIG2P/Cnw/I/95T/kD4bm/RcjFvpywAEsPC7oTuJywoPhcpFuXRnzEydH43yeEJF1HCIt6IF3IzP4j6aPATwmLIID5hGdP13MPwuf+LYL3fiMjPhqvv9+RM0gsWLCAZHLDf34rVqzg6aefdiPecRzH2SKQ50B2nKGBpOqysrIyL0q0adTX13PUUUfxyCOPbGDIjxw5kiuvvJITTzxxELVzHMdxthbKy8upqampidJIb8SQi4l3HMfpKytWrODSSy/NWp112LBhrFixgrvvvps33njDi0A5juM4g8pQDKfZqok2VY7oRqzGzDxvnuOkkUgkuP7663n88cepra2lsLCwIytNLBajvr6ep59+GkmYGQUFBUyZ0tNSC47jOI7Tv7gnfuixH7Cym+P4QdPOcbZQli9fzmuvvUZlZSVLliyhsbGxI81kKnf8mjVrWL16NQDr1vW1WLDjOI7jbDruiR96vAIc0o3M3IFQxHHeL9TU1DBnzhzMjLa2tg36JCGJnJwciouLGTZsGABlZT3JPOo4juM4mwc34ocYZlYFPDjYegxlJD0KlJvZboOsitNPvPPOO1RXV7Pnnnuybt06lixZgiSSySTJZJKCggJ23HFHJkyYwJgxY9hmm22YOnXqYKvtOI7jbMV4OE0PkDRL0i2SVkpqkbRU0nWSJnciv4ekv0laLqlV0jpJ90s6WVIsQ7ZA0nckvSCpVlKzpHmSLksfX9KjkuZ0Mt8kSSbpm2lt50dtqaNe0muSzpVUkGWMqyK567KM2+0RyZ8eXe+WZfyjJD0oqUpSk6Q3JP1cUkkW2Uejce7I0rdb1Hd6tnfRFZJKJP1M0txIhypJD0k6OovsmOgdbvQsztCjrq6Oiy++mBtvvJEjjjiCiRMnMmvWLHbZZRd22mknjj32WM4991zefvttbr75Zrbbbjvi8fhgq+04juNsxbgnvhuiaqx/JVTjvJaQc3574MvAZyQdbmZPpMmfQchJv4KQg34BoTDUocDNhOqfV0eyFcB/gV0JucdvAhqBHQn5508CttnERzgjGrOMkAv+V4T8+B1VZiXlRNeLgWMkfc3MWoBK4JSM8X4ZjffLniog6XJC0aOXCHngawmx+z8kvMOPmNnKLLceKWmWmb3a07m60GEs8DAwnfA5XAaUEN7z7ZIuN7Nvpt0yhpA/fjEwZ1Pnd7Zstt12W2KxGMlkEknk5+fT1NTUkYGmvr6e0tJSYjH3eziO4zhbBm7Ed4Gk6cANwFvAAWa2Pq3vGkK10X9I2snM1kvaD7gKeAI43Mwa0ob7raT9gXFpbTcCuwBHm9mdGXP/GPhJPzzGrakCV5KuBp4jGM7jzGxFJHMoMAo4jlAU6TDgjkj/mzP0+i5QbWYbtHeGpJMJBvxfgVPTClj9UdKtwN3AXyId0lkMDCe8g+N6/LSdcyPBgP90qhpvpN9lUd//SXrezP7WD3NtMlGWoaSZtQ+2LlsDBQUFlJaW0tTUxPTp08nLy+vITANgZqxdu3YQNXQcx3GcDXG3Utd8FygEzkg34AHMbDHwPWA0wdsNweA04JQMAz51z5NmdiuApA8CnwD+lGnAR7KNZvb9fnwWLLgVH4suJ6V1nQy8aGaPAU9F1/3FT4D1wFczK9Ca2b3A9cAhkvbNuK+GUDH2GEk7b4oC0dgfI1TB/U96X6TT14CqSFckHQS8HIlcnxY2dHrGuDv///buPE6Oqlrg+O/09OxrZjLZCSBBkqBAJAFEUHiKElDhCQgBFBAV30MfqCDvPVHA5SEGxCgCImAUJAqIK6CASUAMISEQsrBkm4SQZJLJ7EtP93T3eX/c6k5PT89Mz9ZDJ+f7+dSnp6tuVd26s926fepcL/SnQ0R2iMg3Upy7UES+JyJbvFCsbV4YkT+hTCxs6ateaFUNEACmDOW6Tfq2b99OU1MTwWCQV155hXC4571TYqc+EolksnrGGGNMD9aJ79vHgRpV/Vcv2x8BOoEzRaQI+DDwrKpuT+PYn/Be0xrRHkaxxNb1ACJSDJwF/M5b/1vc9ZQN9UQi8m5c6NGfVLW1l2IPeK9npth2O9AKfGuIVYm19QOpNqpqC/An4AgRmQa8DnzT23wPLqToM8BzCbtVAX/Ddfa/jvu05hYRmRsr4D3/8BfgKuAx4CvePt8EfpGiKp/H3RDeibtBbEvcKCJNfS24kCkzCK+88kr864ceeohwOIzfv++Dyvz8fH7zm9/E3zc0dLunN8YYYzLOwml6ISLluNCXHqPkMaoaFJENuBj2abj2XJfmKWZ4r+mWH6xKb9S3DDgHFxe/TlXf9LafBRQBD3vvHwUWeGV/OcRzx66xr5j22LYZyRtUtVFEfgr8j4jMUNXXM1EPVf2LiDyBi/t/oZfQoSnAhaq6CMB7IHgbcDnwpFfmIuAU4AOq+mJsRxHZAvxARG5R1TcSjjkJmKaqloA8w1KNvJeXl9PV1UUoFCInJ4e2tjZycnIsLt4YY8w7gv036l0sa0pvI8gkbC/zlnTKxwy0/GBtxj2guhn4IbAS15GPuRBYrqpvAajqbmCpt36o0mnD2LbeRv5/BLQztNH44ahHsmbcpxYAqGoIWMG+TzrAxfKvAzaLyNjYAvzD235K0jEf6asDr6oVfS1encwgTJ8+Pf71vHnzyM/Pj6eY7OzspKOjg9NOO43m5mZUlcrK/iZFNsYYY0aWjcT3Ltap65ECMUmpV7YlzfIxieWbBlSz3mmKdWfjOsEhYJuqbottEJEq3AOlP/LCSGL+CXxbRCaoau0Q6pNOG/bZwfYeGL4DuE5EbhqGejQNph4pbNdY6pJ9GoGjEt4fjvsUoK6XY1Qnva9J89xmmM2YMYOSkhK6urqYNm0afr8fVSUUCsXLFBcXE4lEiEQill7SGGPMqLNOfC9UtVlEdtG9U9aNiOTjYr5X4Ua6w0C6D2HGwijeAzyfRvlO3EO2qRQllEn2bCw7TQqfBnKB67wl2QW4VIyDFbvGXtswYdtrfZS5DRdPfr339VDq8VwvZdKpR6LenmyUhK99uJj5Hg+8erYkSv7wxwAALPhJREFUvQ+keW4zzGJpJYPBILt376a1tRWfz9ctLj5WzsJpjDHGvBPYf6O+PQ4c6qWOTOVcoAB43MtGswT4kIikk1Xkr95ruplg3gIOlhQTNQFHeK/bUmzry0W4TuZ5KZYXBlC3lLy4+424fO8lvRS72Ht9vI/j1ONSd87DPXswULG2vjjVRm/CqU8Cb6rqpthpB3GeZJuBSlV9ppcluRNvRlFXVxddXV3x97Gc8bFRdxGhsLDQOvHGGGPeEey/Ud9uxY1u3y0iYxI3iMhUXIz5buDn3urv4Nr0V162GpL2OdGbPApVXQY8DXxBRD6eomyhiNycsOpJIB+XwSSxnB+X0aSV9Eb0Y/sdjJtw6beq+mjygsvrPtvLlT8U3wMqgZ9Jz9lqPwZcBjytqi/0c5zbcN+Lb/ZTrgcvu9AS4HPeORPr4APu8Or4nYRNsRShFQM9X4JHcTdelyRvEJGSXm7IzCiorq7mzjvv5IorrmDZsmW89dZbbN68mTfeeIPNmzezatUqtm7dypVXXsktt9xCdXVyJJQxxhiTWRZO0wdVfVNEPoebDGitiNyLGxE/HPgikIeb1KnBK/+8iPwXLr/5GyLyAG40tgyXfvJM4MqEU3wGN2Prn0XkT7gZRTuA6bhR51zgf7yyf8I9EPkTL8f8C0AJ8CngOODLqtotJWE/LsSFfvy1l+1/xXVuLwJuHMBxu1HVX4vIcbjrnikii9g3Y+tncSP1PTq5KY5T501Wde0gq/IZXPs+7n1fluHa7wJc+/0kaaKnrbj89l8SkVZcp/5FVR1I3PqvgfNxueZPw33P8oCZuFCmY3Ez+ppR5vf7mT59OgsWLGDlypUEAoF4xhoRYffu3Tz55JOUlpZSUFDAxIkTmTp16ijX2hhjzIHMOvH9UNVFIvI6rjP9JdyI7R5cp/p7ySERqvozEVkBfA24FPfwYisuK8w89qVyRFV3ex3yL+M6e/+H67hv9cr9OKFs1Bux/x+v7Hm4h1VfBc5R1ccGeGkXAltUNWUMuKpuE5G1XrkbB3js5GN9WUSW4CZV+jYuBKkGd73z+8ghn+xW3M1Aj0850qjDDhGZg7sJOAfXeQ8CL5Oi/VQ1LCKfBW4B7sb9rlzGAB4+VdWIiHwSN2nYxbjvWRuu4/4DYMdAr8OMnMbGRlQVEemxLRqN0tHRwZ49e2hqaqK2ttY68cYYY0aV9EywYYzJRiLSVF5eXt7U1DTaVclKLS0t3HDDDTz99NNs3LixW2aagoICqqqqOOecczjmmGM47rjjmDlzZsoOvzHGGDMcKioqaG5ubvbSSPdgI/HGGANs3bqVhoYGOjs7yc3NJRqNEo1G49tLS0vZsmUL5eXlBAIBXnvtNaqqqjj66KOpqqoaxZobY4w5EFkn3mQtEcmhZ671ZG0DfFbAHICCwSAPPvggS5cupb29nXA4jN/vx+fzEYlEOOSQQ2hpaWH16tVUVVWxfft2SkpKOOmkk1i1ahUf+chHLGuNMcaYjLL/OiabHQTs6me5ZtRqZ95RVJVt27bx0ksvsXHjRiKRfan+a2traWtrIxQK0dnZGS/v8/nw+XxEo1EikQiqSk1NDR0dHdTV1fH666/T3t5OIGAp/o0xxmSWjcSbbFYLnNZPGcvFbgDYsGEDGzZsAGDXrl00Nzcze/ZsACorK6mrqyMcDrvRd38B/twCCLfH88MHAgG6urooKXFTHhQWFhKJRAgGgxQVDfhZa2OMMWZIrBNvspaqdgLPZPKcIrIVWK2qZ2fyvGboYjHvAOXl5dTW1sbDZvbu3cucOXN4/vnnUVW0eDwiPnJbuygqKmL8+PGoKq2trUybNo1YQoBoNMpxxx1nD7gaY4zJOAunyWIi8l4ReVREtolIp4jsEJGnReQrCWW2ioj2sjya4pjvE5GHRORtEQmJSL2I/F1ELhIRn4gs7ON4icuNCcfME5GvicjLItImIi0iskxEPpc8AZRXPvlYjV4dThpCW40TkdtFZJPXVntF5C8i8qEUZaeLyI0icshgz2feeQKBAPPnz2f+/Pk0NzfHY97BZZ8ZP348VVVVTJgwgfFHnczUD57LtGnTGD9+PEcccQQTJ05kypQpnHrqqRx77LEsXryYp556isLCwlG+MmOMMQciG4nPUiJyIm4W0reAX+BCSw4CTgCuAn6aUHwVCTnnE2xLOuYVwJ3ATuABXD7zMuCjwINAOW522sTR72OBq3E5319PWL/GO2YJ8DfgA8AfgXtwP3dnA/cBZ4jI+aoaobu/e+f0AdNwufSfEZHjVHVN6lZJTURm4CZ6qvDOuRr3QOwlwFIR+Zqq3p6wy3TgBmApLme/2Q9MmzYNEYnngp85c2a8Ez9hwgTGjh0bL+vPL6Kro5n2djdx786dO+ns7EREmDp1Knv27KGkpISCApt01xhjzOiwTnz2+ibQCMxR1abEDSIyLqns26r6YF8H824Kfgb8EzcLbXvC5tu9UfBJqvoCbubR2H5tuE7806q6NMWhb8d14L+kqj9PWH+HiPwfbvKq63A3AYneSKyziPwLdzPwJdykUWkRkVzgUdzsrCep6qqEbbcDTwC3ishKVX0+3eOOJBEpTmp/MwwqKiricezHH398t8maRITp06eTn59PTk4OobGTaduxkdyE/Ts7OwmHw6xduxaAtjZLemSMMWb0WDhN9joMWJvcgQdQ1T2DON63AQU+k6oDqarPq+rDPXfrnYgchJvl9JmkDnzMt4A3gWtFpL8nA2Md7MMGUgfgXGAm8IPEDjzEY+o/h7vub3l1vhT4g1dkSUJIzymJ+4rIh0RkpReas8Wb3ZWkMpUi8lMvNCkoIm+KyH8llTnFO/55InKziOzEzfBrhlE0GuWFF16go6ODYDDIkiVLqKmpYdeuXezatYvXXnuNJ598kmAwSEdHB4G6t3scQ1UJBoM0NzfT3NwMuI59YpYbY4wxJlNsJD57bQOOF5GZqvpaP2XzRGRsivVtqtrpdaA/DDyrqtuHsY5zgRxcaE4PqhoRkUXAjcCJ9P2Q6sHea+MA6/AJ77W3OmwVkX8Cp4pIIfAcLvToarqHCCWGCr0beBgXxrQQuBxYKCKrVHU9uNF04FlgPHA3sAM4FVggImNU9aakqtwIdAC3AKWp6ioiTf1ca3k/2w9YtbW17Nq1K/7+jjvu4P77749nlWlpaek2Q2u0vRF/+b4pCESEoqIiOjo6uOeee7odu6GhgSlTpozwFRhjjDHdWSc+e90KPAmsEZEXcWEw/wCWqmpXUtm5QF2KY3wFuAMXc+4H1g1zHWd4r33FsMe2zaB7J77Au/GIxcT/yFvf42HcNOrQrKpv9VOHU4BpqrpWRJ6l7xChGcAHVHUZgIg8DGzHfeoQy0v/NdyNx9GqWuOt+7mINAL/LSI/UdXEG5Jc4GTv0wEzzGLZZAaicMwEirzZWXNycggEAvj9frq63K9XrGNvjDHGjAbrxGcpVX1aRN6Piyn/GG4k+zpgt4h8XlX/mlB8Ge5BzWRveK9l3utwh3HERpT7Om5sW1nS+iu8JaYduEZVB9qJL+3n/H3VoTdrYh14AFWtE5E3gXcllDkXNxLfmvQpyFO4uP7jcTH+MQv768CrakVf272RehuNT2HChAmMHz8+/v7KK6/kAx/4AIWFhZSUlFBfX8+SJUv4+c9d1Je/tIqcvAJUlVAoRDgcjr8uWLCAYDDIzTffTE5ODpWVlaN1WcYYYw5g1onPYqq6EviUiOQBRwP/DnwV+L2IHK2qsU56nar2FarS4r2mDOMYgljnuK/j9tbRfwy4C8gDTgKuxYXmDKYOqUKJ0qlDb1KN6jcCYxLeHw4cRepPQMBlx0lUk7KUGRY5OTm8//3vp7i4GFVl0qRJbNvmkjNVV1dz3HHHkZeXx8KFC90MrRMOAegWYgNuRL+yspIJEyaQk5MTP7YxxhiTadaJ3w+oaghYCawUkQ3AL4FPA99J8xCbgTDwnmGuWuwm4ihcWsdUjvJek+P6tyfceDwhIkHgZhFZrKovDbAOx4jI1D5Cao4CuoCNaR6ztycZE2f88eFG2m/rpez6pPeBNM9tBik3N5fCwkJCoRBNTU3xEfS6ujq2b99OTU0NwWAQgPDubRSPOxh/ig56QUEBLS0t8VSVxhhjzGiwTvz+J9bBnZTuDqraLiJLcA93TlHVnqk5BudJXIf3YuDXyRtFJAe4AGjChfz05VZcDP/3gNMHUIe/eue4mJ5pLBGRqcDJwD9UNdaRHngAdU+bgcJ+PgExoyBVNpkdO3ZQW1sbfx8OtBFqa6KkoCAeAw/uRuCVV16hq6uLxsZGSkuH+8MrY4wxJj2WYjJLicipknoY8Azv9c0BHvI7uJ+HX6VK9ygiJ4rIpwdyQG/k+9fAaSJyeYoiN+ImVpqvqh39HKsdF17zMRE5ZgDVeATXFv+dvJ+I5AP340bQv5uwKZZis2IA50n2KPDB5NSU3nnH9vK9MyOourqaRYsW8dBDDzFmzL7IJxGhtLSUtrY22tvbaWxspG7t82xd8hDr169nz5497N27l0AgQF1dHWvXrmXNmjXMmDGDI488kkDAPkQxxhiTeTYSn71+ChSJyB9wISN5uIdbz8fNMvrLhLJTROTiFMdoUNUnwOWB93KY/wR4Q0QewI0ml+HST54JXDmIel6N66jfKyJnAE/jYtvPBj6Ci32/Jc1j3YGLjf9v3Oh6v1Q1JCLn4jLfLBOR2IytY4FLvbp9PWmip1dx4UXXiUg5EAQWDzD//g+Bs4C/i8j93jnLcM8unIOLww8P4HhmiPx+PxMnTgSgsrKSzZs3o6oceuih5OXlUVNTQzgcdukmfUEECIfa6ezsZNu2bQSDQcLhMCtWrCAcDjN+/HhaWlp4+OGH+frXv05ubm7fFTDGGGOGkXXis9c1wHm4kfcv4jrxbwF3At9LmgTqWFLnSX8VN2MpAKr6MxFZgUuPeCnu4ctWXLz9PFxu9AFR1RYRORUXCnMRLkY8iktn+Xngl6oaTfNYu0XkN8AlInKYqm5Oc791InI08L/Ax3Ht1YabefY/ktNIetlmvghcD9yHu+k4FUi7E++FKH0QN7Puubhc8o24G67r6D2u3mTAmDFjmD17dvz97t27ede73hWPc8/p6iAajYIIkUiEYDBIV1cXfr+fhoYGSkpKiEQilJWV0d7ezs6dOzn44IP7OKMxxhgzvGQw+ZONMe88ItJUXl5e3tTUNNpVyTqBQIBHHnmE73//++zevZvOzs5uueWrq6vp6uoiLy+PmTNnEg6HmTZtGmPHjiU/P5+vf/3rFBcXj+IVGGOM2d9UVFTQ3Nzc3FuKaRuJN8Yc8AoLCxk3bhyHHXYYHR0dhMNhwuEwkUgEn88Xn5W1vLycQw45hEgkQl5eHsXFxZx++unWgTfGGJNx1ok3WcnLjd/fLDvNCRlnjOlVe3s7L73kEjvV19fHO/Aigojg9/uJRqNMmjQJn8/H3LlziUQi1oE3xhgzaiw7jclWJwK7+lnOH7XamazS0NDA1q1bqa+vR1XjSzQaJRKJxGdsDYVCdHZ2EgqFyMvLs8w0xhhjRo2NxJts9SpwWj9lkidUMialjRs3IiJEo9F4LHwsC6jP54uPxhcXFzNmzBgKCgrIzc3tlqrSGGOMySTrxJuspKqNuLSRxgzJ3r172b59O0cddRSBQIANGza4zDSe4uJi/H4/c+bM4YQTTmDs2LGICLNnzyYnxYyuxhhjTCZYJ97s90TkUvblzZ+jqi8lbc8DaoExwK9U9dKk7XOAFbi0lONSxdmLyFYgMcdgGy43/HxV/XMf9QGXL34X8Bfgeu8GxWRIc3Mz8+fPB+CLX/wiq1evpqCggGg0SigUYvr06RQVFXHNNddQXV3NvHnzAFi0aNFoVtsYY8wBzjrx5kASBC4EXkpaPxcoB7p62e8i4G1gIvBJ4He9lFsF/Bg3A+xBwH8AfxSRM1X1yRTlv4nL7V+Ey0P/n8AsEfmAWu7XjCkqKqKgoIDOzk7Ahc8UFBTg9/vp6upiwoQJVFVVUVBQMMo1NcYYY/axTrw5kDwBnC8i1yRNMDUPWIqbFKsbEcnBPSD7C+D9uJuA3jrxb6vqgwn7/h43udNXgFSd+CdUdbX39T1eDPYFQGzk32RAIBDA5/ORl5fHu9/97nice2yGVp/Ph8/ncgDU19fT3t6O3+/H7rOMMcaMJstOYw4ki4BJwIdiK0SkBPiEty2VfwMm4DruvwVOF5H+UlsCoKpvAnuBw9Ks3/Pea7rlzRAFAgH+9a9/0dHRQSgUYu3atagq7e3ttLa2EggE2LlzJ42Njaxbt47FixcTCARobW1l/Xp7btoYY8zosU68OZBsxIXSzEtYdxbuE6nf97LPhcB6VV0PPIYLlTk3nZOJSBkuzj7dGPdYTH3K8iLS1NeCCwkyA/D222/T2LivuX/1q18RDAYJBoPdyjU2NnLzzTdzzz33xNe9+eabRCKRjNXVGGOMSWSdeHOgWQScIyK53vsLgb+lephURAqAT+GFz3hlnsLFyKeSJyJjRaRaRGYBDwE5wKO9lK/wyk8Vkc/iYuLrgOcGeW1mgGJhMoliqSWTyyWvj00EZYwxxowG68SbA83vgApcWEwVLtd8b6E0HwfK6B4D/1vgZBE5KEX5ubhO+B7gZeBjwHzgR70cf4lXfhvwK6AGOENVO1IVVtWKvhaguZfzmF4cdNBBVFdXx99ffvnl5OfnU1hY2K1cZWUl119/PVdccUV83Xvf+96UNwHGGGNMJth/IHNAUdUdwD9xI/DnASHgz70UvwjYBERFZJqITMNNIBWhe0hOzDLcTcFc4H+9YxclPUSb6Ete+fNxHfpxQMoOvBkZeXl5nHTSSZSWllJQUMC4ceNob28nPz+f8vJySkpKmDp1KmVlZUyfPp25c+dSUlJCeXk5hx9++GhX3xhjzAHMstOYA9Ei3Oj4YcCfU418i0gFrjOej4ulT3Yh8MOkdXWqGpuA6m8ishNYKCKLVfWxFMd4MZadRkT+DLwC/EZEju2j42+Gmd/vx+fzEQwGqa+vp7Ozk1AoREVFBbm5ueTl5cXLFhcXW6pJY4wx7wg2Em8ORI8AubhUjg/1UuZcXAf+ctyIfeJyM3C0iMzs5zwPAK8D35N+gqdVtRO4CTgG+HRaV2GGTTAY7JYyMhqNEgwGaWlpYfPmzWzbto22trZRrKExxhjTnY3EmwOOqjaIyJW4dJN/76XYhcDrqnp/8gYReRq4Fhdu880+zhMVkduAe3FZcP7YT9Uewd0gXIeLvTcZUF1dzYIFC3juued48skn2bJlC5FIBBHB5/Oxc+dORIRt27ZxySWXcN9991FUVNQtlt4YY4zJNBuJNwckVf2Fqt6kqj1maRWRybhc8n/tZd9mXE73VHHxyR4EduM65v3VKQIsAI4RkdPTOLYZBn6/nxkzZrB27Vp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      "text/plain": "<Figure size 648x576 with 1 Axes>"
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     "metadata": {
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     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 8))\n",
    "sns.boxplot(data=importances, orient='h', color='C0')\n",
    "sns.swarmplot(data=importances, orient='h', color='k', alpha=0.3)\n",
    "plt.axvline(x=0, color='.5')\n",
    "_ = plt.title(\"Permutation Importances (test set)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Computing the permutation feature importance, we see that the random feature are not ranking in the top feature anymore. However, we can see that \"EXPERIENCE\" is on the bottom of the ranking. It is due to the collinearity with the \"AGE\" feature. We will see later on what would be the impact on removing one of the correlated feature."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Permutation importances on the training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_preprocessed = (model.named_steps['columntransformer']\n",
    "                             .transform(X_train))\n",
    "\n",
    "importances = permutation_importance(\n",
    "    model.named_steps[\"randomforestregressor\"],\n",
    "    X_train_preprocessed, y_train, n_repeats=30,\n",
    "    n_jobs=-1)\n",
    "importances = pd.DataFrame(\n",
    "    importances.importances.T,\n",
    "    columns=feature_names)\n",
    "# sort (reorder columns) the DataFrame for the plotting\n",
    "importances = importances.reindex(\n",
    "    importances.mean().sort_values(ascending=False).index,\n",
    "    axis=\"columns\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": "<Figure size 648x576 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 8))\n",
    "sns.boxplot(data=importances, orient='h', color='C0')\n",
    "sns.swarmplot(data=importances, orient='h', color='k', alpha=0.3)\n",
    "plt.axvline(x=0, color='.5')\n",
    "_ = plt.title(\"Permutation Importances (train set)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Same analysis on a non-overfitted model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the previous example, we made the random forest overfit on the training data on purpose to exacerbate the behavior of the feature importance. We can now fit a model which should less overfit by increasing the number of samples required to create a leaf in the tree."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE on training set: 2.00 $/hour\n",
      "MAE on testing set: 2.26 $/hour\n"
     ]
    }
   ],
   "source": [
    "model.set_params(randomforestregressor__min_samples_leaf=10)\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "print(mae_scorer(model, X_train, X_test, y_train, y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The training accuracy decreased dratiscally and our model is not overfitting as before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 648x504 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tree_feature_importances = pd.DataFrame(\n",
    "    model.named_steps['randomforestregressor'].feature_importances_,\n",
    "    index=feature_names,\n",
    "    columns=['RF Feature Importances']\n",
    ")\n",
    "_ = (tree_feature_importances.sort_values(by='RF Feature Importances')\n",
    "                             .plot(kind='barh', figsize=(9, 7)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the random feature does not rank as high as before but are still considered important. we can compute the permutation importance to see if there is a change of behaviour."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "importances = permutation_importance(\n",
    "    model.named_steps[\"randomforestregressor\"],\n",
    "    X_test_preprocessed, y_test, n_repeats=30,\n",
    "    n_jobs=-1)\n",
    "importances = pd.DataFrame(\n",
    "    importances.importances.T,\n",
    "    columns=feature_names)\n",
    "# sort (reorder columns) the DataFrame for the plotting\n",
    "importances = importances.reindex(\n",
    "    importances.mean().sort_values(ascending=False).index,\n",
    "    axis=\"columns\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": "<Figure size 648x576 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 8))\n",
    "sns.boxplot(data=importances, orient='h', color='C0')\n",
    "sns.swarmplot(data=importances, orient='h', color='k', alpha=0.3)\n",
    "plt.axvline(x=0, color='.5')\n",
    "_ = plt.title(\"Permutation Importances (test set)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_preprocessed = (model.named_steps['columntransformer']\n",
    "                             .transform(X_train))\n",
    "\n",
    "importances = permutation_importance(\n",
    "    model.named_steps[\"randomforestregressor\"],\n",
    "    X_train_preprocessed, y_train, n_repeats=30,\n",
    "    n_jobs=-1)\n",
    "importances = pd.DataFrame(\n",
    "    importances.importances.T,\n",
    "    columns=feature_names)\n",
    "# sort (reorder columns) the DataFrame for the plotting\n",
    "importances = importances.reindex(\n",
    "    importances.mean().sort_values(ascending=False).index,\n",
    "    axis=\"columns\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 8))\n",
    "sns.boxplot(data=importances, orient='h', color='C0')\n",
    "sns.swarmplot(data=importances, orient='h', color='k', alpha=0.3)\n",
    "plt.axvline(x=0, color='.5')\n",
    "_ = plt.title(\"Permutation Importances (train set)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that the feature importance using the permutation is more stable and really similar to the first example."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove collinear variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also saw that we have an issue with the importance of the \"EXPERIENCE\" feature which does not rank high in the importance. We thought that it could be linked to the fact that this feature is correlated with the \"AGE\" feature. We could drop one of the feature and check the impact on the feature importance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "column_to_drop = ['AGE', 'random_num']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE on training set: 2.07 $/hour\n",
      "MAE on testing set: 2.60 $/hour\n"
     ]
    }
   ],
   "source": [
    "model.fit(X_train.drop(columns=column_to_drop), y_train)\n",
    "\n",
    "print(\n",
    "    mae_scorer(model,\n",
    "               X_train.drop(columns=column_to_drop),\n",
    "               X_test.drop(columns=column_to_drop),\n",
    "               y_train, y_test)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 648x504 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tree_feature_importances = pd.DataFrame(\n",
    "    model.named_steps['randomforestregressor'].feature_importances_,\n",
    "    index=feature_names[:-2],\n",
    "    columns=['RF Feature Importances']\n",
    ")\n",
    "_ = (tree_feature_importances.sort_values(by='RF Feature Importances')\n",
    "                             .plot(kind='barh', figsize=(9, 7)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test_preprocessed = (model.named_steps['columntransformer']\n",
    "                            .transform(X_test.drop(columns=column_to_drop)))\n",
    "\n",
    "importances = permutation_importance(\n",
    "    model.named_steps[\"randomforestregressor\"],\n",
    "    X_test_preprocessed, y_test, n_repeats=30,\n",
    "    n_jobs=-1)\n",
    "importances = pd.DataFrame(\n",
    "    importances.importances.T,\n",
    "    columns=feature_names[:-2])\n",
    "# sort (reorder columns) the DataFrame for the plotting\n",
    "importances = importances.reindex(\n",
    "    importances.mean().sort_values(ascending=False).index,\n",
    "    axis=\"columns\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 648x576 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 8))\n",
    "sns.boxplot(data=importances, orient='h', color='C0')\n",
    "sns.swarmplot(data=importances, orient='h', color='k', alpha=0.3)\n",
    "plt.axvline(x=0, color='.5')\n",
    "_ = plt.title(\"Permutation Importances (test set)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_preprocessed = (model.named_steps['columntransformer']\n",
    "                             .transform(X_train.drop(columns=column_to_drop)))\n",
    "\n",
    "importances = permutation_importance(\n",
    "    model.named_steps[\"randomforestregressor\"],\n",
    "    X_train_preprocessed, y_train, n_repeats=30,\n",
    "    n_jobs=-1)\n",
    "importances = pd.DataFrame(\n",
    "    importances.importances.T,\n",
    "    columns=feature_names[:-2])\n",
    "# sort (reorder columns) the DataFrame for the plotting\n",
    "importances = importances.reindex(\n",
    "    importances.mean().sort_values(ascending=False).index,\n",
    "    axis=\"columns\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": "<Figure size 648x576 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 8))\n",
    "sns.boxplot(data=importances, orient='h', color='C0')\n",
    "sns.swarmplot(data=importances, orient='h', color='k', alpha=0.3)\n",
    "plt.axvline(x=0, color='.5')\n",
    "_ = plt.title(\"Permutation Importances (train set)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the \"EXPERIENCE\" feature starts to be more important. This behaviour is one of the drawback of the permutation importance. If permuting a feature which is correlated with another, there a chance for the model to use the correlated feature to make the decision. Subsquently, there is no decrease of accuracy hidding the importance of this feature. This is one of the limitation of the permutation feature importance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Permutation importance for other type of models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The permutation importance can be computed for every type of model. Let's demonstrate with our original ridge model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = make_pipeline(\n",
    "    preprocessor,\n",
    "    TransformedTargetRegressor(\n",
    "        regressor=RidgeCV(),\n",
    "        func=np.log10,\n",
    "        inverse_func=sp.special.exp10\n",
    "    )\n",
    ").fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test_preprocessed = (model.named_steps['columntransformer']\n",
    "                            .transform(X_test))\n",
    "\n",
    "importances = permutation_importance(\n",
    "    model.named_steps[\"transformedtargetregressor\"],\n",
    "    X_test_preprocessed, y_test, n_repeats=30,\n",
    "    n_jobs=-1)\n",
    "importances = pd.DataFrame(\n",
    "    importances.importances.T,\n",
    "    columns=feature_names)\n",
    "# sort (reorder columns) the DataFrame for the plotting\n",
    "importances = importances.reindex(\n",
    "    importances.mean().sort_values(ascending=False).index,\n",
    "    axis=\"columns\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 648x576 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 8))\n",
    "sns.boxplot(data=importances, orient='h', color='C0')\n",
    "sns.swarmplot(data=importances, orient='h', color='k', alpha=0.3)\n",
    "plt.axvline(x=0, color='.5')\n",
    "_ = plt.title(\"Permutation Importances (test set)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_preprocessed = (model.named_steps['columntransformer']\n",
    "                             .transform(X_train))\n",
    "\n",
    "importances = permutation_importance(\n",
    "    model.named_steps[\"transformedtargetregressor\"],\n",
    "    X_train_preprocessed, y_train, n_repeats=30,\n",
    "    n_jobs=-1)\n",
    "importances = pd.DataFrame(\n",
    "    importances.importances.T,\n",
    "    columns=feature_names)\n",
    "# sort (reorder columns) the DataFrame for the plotting\n",
    "importances = importances.reindex(\n",
    "    importances.mean().sort_values(ascending=False).index,\n",
    "    axis=\"columns\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 8))\n",
    "sns.boxplot(data=importances, orient='h', color='C0')\n",
    "sns.swarmplot(data=importances, orient='h', color='k', alpha=0.3)\n",
    "plt.axvline(x=0, color='.5')\n",
    "_ = plt.title(\"Permutation Importances (train set)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Take-home message\n",
    "\n",
    "* random forest feature importances suffer from bias;\n",
    "* permutation importances allievate these issues;\n",
    "* permutation importances will minimize the importance of correlated features;\n",
    "* permutation importances is model agnostic."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Partial Dependence Plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By fixing and varying the feature values for all samples, we can compute the average predictions and thus get the marginal relationship between this feature and the predicted target. The obtained plot is known as partial dependence plot."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's train a gradient boosting regressor on the censing data, removing the \"EXPERIENCE\" column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE on training set: 1.99 $/hour\n",
      "MAE on testing set: 2.24 $/hour\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import FunctionTransformer\n",
    "from sklearn.experimental import enable_hist_gradient_boosting  # noqa\n",
    "from sklearn.ensemble import HistGradientBoostingRegressor\n",
    "\n",
    "X = survey.data\n",
    "y = survey.target\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, random_state=42\n",
    ")\n",
    "\n",
    "categorical_columns = ['RACE', 'OCCUPATION', 'SECTOR']\n",
    "binary_columns = ['MARR', 'UNION', 'SEX', 'SOUTH']\n",
    "numerical_columns = ['EDUCATION', 'AGE']\n",
    "\n",
    "preprocessor = make_column_transformer(\n",
    "    (OneHotEncoder(), categorical_columns),\n",
    "    (OrdinalEncoder(), binary_columns),\n",
    "    (FunctionTransformer(validate=False), numerical_columns)\n",
    ")\n",
    "\n",
    "model = make_pipeline(\n",
    "    preprocessor,\n",
    "    HistGradientBoostingRegressor(max_iter=100, max_leaf_nodes=5,\n",
    "                                  learning_rate=0.1, random_state=1)\n",
    ")\n",
    "model.fit(X_train, y_train)\n",
    "print(mae_scorer(model, X_train, X_test, y_train, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_names = (model.named_steps['columntransformer']\n",
    "                      .named_transformers_['onehotencoder']\n",
    "                      .get_feature_names(input_features=categorical_columns))\n",
    "feature_names = np.concatenate(\n",
    "    [feature_names, binary_columns, numerical_columns])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_preprocessed = (model.named_steps['columntransformer']\n",
    "                             .transform(X_train))\n",
    "X_test_preprocessed = (model.named_steps['columntransformer']\n",
    "                            .transform(X_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can then compute the partial dependence between \"AGE\" against \"WAGE\", \"EDUCATION\" against \"WAGE\", and both \"AGE\" and \"EDUCATION\" against \"WAGE\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 1080x360 with 4 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.inspection import plot_partial_dependence\n",
    "\n",
    "features = [\"EDUCATION\", \"AGE\", (\"EDUCATION\", \"AGE\")]\n",
    "fig, ax = plt.subplots(figsize=(15, 5))\n",
    "_ = plot_partial_dependence(\n",
    "    model.named_steps['histgradientboostingregressor'],\n",
    "    X_train_preprocessed, features, feature_names=feature_names,\n",
    "    n_jobs=-1, grid_resolution=20, ax=ax\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The left-hand plot, we observe that \"WAGE\" increases with \"EDUCATION\" and that there is a kink point around 14 education years. Regarding \"AGE\", we can see an increase up to 40 years old followed by a plateau.\n",
    "\n",
    "However, this is important to notice that the plots are not smooth and we should be careful to not over-interpret them. It could be a good idea to plot the individual partial dependence and not only the average."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 720x360 with 3 Axes>"
     },
     "metadata": {
      "needs_background": "light",
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     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "features = [\"EDUCATION\", \"AGE\"]\n",
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "_ = plot_partial_dependence(\n",
    "    model.named_steps['histgradientboostingregressor'],\n",
    "    X_train_preprocessed, features, feature_names=feature_names,\n",
    "    n_jobs=-1, grid_resolution=20, ax=ax, kind=\"both\", subsample=50,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The \"EDUCATION\" plot looks quite stable while the 2 other plots shows variations. Thus, we should be careful when interpreting these plots. One reason for such variation should be linked to the size of the dataset which is rather small."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The \"adult_censing\" notebook is using a similar dataset with a larger number of sample."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Take-home message\n",
    "\n",
    "* partial dependence plot shows the marginal link between one (or a couple) feature and the predicted target capture by a model;\n",
    "* only a small number of samples can be interpreted;\n",
    "* the features are assumed to be independent."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Appendix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Effect plots for linear models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "X = survey.data\n",
    "y = survey.target\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, random_state=42\n",
    ")\n",
    "\n",
    "categorical_columns = ['RACE', 'OCCUPATION', 'SECTOR']\n",
    "binary_columns = ['MARR', 'UNION', 'SEX', 'SOUTH']\n",
    "numerical_columns = ['EDUCATION', 'EXPERIENCE', 'AGE']\n",
    "\n",
    "preprocessor = make_column_transformer(\n",
    "    (OneHotEncoder(), categorical_columns),\n",
    "    (OrdinalEncoder(), binary_columns),\n",
    "    (StandardScaler(), numerical_columns)\n",
    ")\n",
    "\n",
    "model = make_pipeline(\n",
    "    preprocessor,\n",
    "    TransformedTargetRegressor(\n",
    "        regressor=RidgeCV(),\n",
    "        func=np.log10,\n",
    "        inverse_func=sp.special.exp10\n",
    "    )\n",
    ").fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_names = (model.named_steps['columntransformer']\n",
    "                      .named_transformers_['onehotencoder']\n",
    "                      .get_feature_names(input_features=categorical_columns))\n",
    "feature_names = np.concatenate([feature_names, binary_columns, numerical_columns])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can check the effect of the coefficients on the original data by multiplying the coefficients of the linear model by the original data (preprocessed)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_preprocessed = pd.DataFrame(\n",
    "    model.named_steps['columntransformer'].transform(X_train),\n",
    "    columns=feature_names\n",
    ")\n",
    "effect = X_train_preprocessed * model.named_steps['transformedtargetregressor'].regressor_.coef_\n",
    "\n",
    "# For the categorical variable, we can inverse the one-hot encoding since only one of the category will be non-null\n",
    "effect_decoded = {}\n",
    "for cat in categorical_columns:\n",
    "    cat_cols = effect.columns.str.contains(cat)\n",
    "    effect_cat = effect.loc[:, cat_cols]\n",
    "    idx_filter = (effect_cat != 0).values\n",
    "    effect_decoded[cat] = effect_cat.values[idx_filter]\n",
    "# For the other columns, we don't need to inverse any embedding\n",
    "for col in binary_columns + numerical_columns:\n",
    "    effect_decoded[col] = effect[col]\n",
    "effect = pd.DataFrame(effect_decoded)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 648x504 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light",
      "transient": {}
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 7))\n",
    "# subsample for the swarmplot\n",
    "sns.swarmplot(data=effect.sample(100), orient='h', color='k', alpha=0.5)\n",
    "sns.boxenplot(data=effect, orient='h', color='C0')\n",
    "_ = plt.axvline(x=0, color='.5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The largest contribution to the expected wages is related to the \"EDUCATION\" due to the large variance in the effect plot."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "[1] Interpretable Machine Learning, Christph Molnar, 2019. https://github.com/christophM/interpretable-ml-book\n",
    "\n",
    "[2] Beware Default Random Forest Importances, Terence Parr et al., 2018. https://explained.ai/rf-importance/"
   ]
  }
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