{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0cf1685b",
   "metadata": {},
   "source": [
    "# DEXiPy: Car Demo\n",
    "\n",
    "Using the standard Car evaluation model, distributed with DEXi software (http://kt.ijs.si/MarkoBohanec/dexi.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bb3fc7e-8797-42bd-b43d-c897b2a1dbf9",
   "metadata": {},
   "source": [
    "Assuming DEXiPy has been installed in Python."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4498ffa1",
   "metadata": {},
   "source": [
    "First some declarations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f1c5426b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import dexipy.utils as utl\n",
    "from dexipy.dexi import read_dexi, read_dexi_from_string, evaluate\n",
    "from dexipy.eval import write_alternatives\n",
    "from dexipy.tests.testdata import CAR_XML"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e58698c",
   "metadata": {},
   "source": [
    "Read and print the Car model.\n",
    "In this case, read it from an XML string, imported from dexipy.tests.testdata.\n",
    "Alternatively, you may read it from a `.dxi` file:\n",
    "`dxi = read_dexi(\"path-to-file\")`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "367ef3ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DEXi Model: CAR_MODEL\n",
      "Description: Car demo\n",
      "index id          structure        scale                     funct   \n",
      "    0 CAR_MODEL   CAR_MODEL                                          \n",
      "    1 CAR         +- CAR           unacc; acc; good; exc (+) 12 3x4  \n",
      "    2 PRICE       |- PRICE         high; medium; low (+)     9 3x3   \n",
      "    3 BUY.PRICE   | |- BUY.PRICE   high; medium; low (+)             \n",
      "    4 MAINT.PRICE | +- MAINT.PRICE high; medium; low (+)             \n",
      "    5 TECH.CHAR.  +- TECH.CHAR.    bad; acc; good; exc (+)   9 3x3   \n",
      "    6 COMFORT     |- COMFORT       small; medium; high (+)   36 3x4x3\n",
      "    7 #PERS       | |- #PERS       to_2; 3-4; more (+)               \n",
      "    8 #DOORS      | |- #DOORS      2; 3; 4; more (+)                 \n",
      "    9 LUGGAGE     | +- LUGGAGE     small; medium; big (+)            \n",
      "   10 SAFETY      +- SAFETY        small; medium; high (+)           \n"
     ]
    }
   ],
   "source": [
    "dxi = read_dexi_from_string(CAR_XML)\n",
    "print(dxi)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f20bff4d",
   "metadata": {},
   "source": [
    "In addition to the model itself, `dxi` contains alternatives - in this case, data of two cars.\n",
    "This data is not printed, but can be accessed as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "af003c2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'name': 'Car1',\n",
       "  'CAR': 3,\n",
       "  'PRICE': 2,\n",
       "  'BUY.PRICE': 1,\n",
       "  'MAINT.PRICE': 2,\n",
       "  'TECH.CHAR.': 3,\n",
       "  'COMFORT': 2,\n",
       "  '#PERS': 2,\n",
       "  '#DOORS': 2,\n",
       "  'LUGGAGE': 2,\n",
       "  'SAFETY': 2},\n",
       " {'name': 'Car2',\n",
       "  'CAR': 2,\n",
       "  'PRICE': 1,\n",
       "  'BUY.PRICE': 1,\n",
       "  'MAINT.PRICE': 1,\n",
       "  'TECH.CHAR.': 2,\n",
       "  'COMFORT': 2,\n",
       "  '#PERS': 2,\n",
       "  '#DOORS': 2,\n",
       "  'LUGGAGE': 2,\n",
       "  'SAFETY': 1}]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dxi.alternatives"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5869cce1",
   "metadata": {},
   "source": [
    "Checking the correctness of alternatives data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cdb96093",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "check = dxi.check_alternatives()\n",
    "print(utl.check_str(check, warnings = True))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5825aeb0",
   "metadata": {},
   "source": [
    "Print alternatives in a tabular form, using internal representation of DEXi values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a02cfe80",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alternative Car1 Car2\n",
      "CAR            3    2\n",
      "PRICE          2    1\n",
      "BUY.PRICE      1    1\n",
      "MAINT.PRICE    2    1\n",
      "TECH.CHAR.     3    2\n",
      "COMFORT        2    2\n",
      "#PERS          2    2\n",
      "#DOORS         2    2\n",
      "LUGGAGE        2    2\n",
      "SAFETY         2    1\n"
     ]
    }
   ],
   "source": [
    "print(dxi.alt_table())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b25dd2ea",
   "metadata": {},
   "source": [
    "Or, alternatively, use textual representation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c8deaaeb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alternative   Car1   Car2\n",
      "CAR            exc   good\n",
      "PRICE          low medium\n",
      "BUY.PRICE   medium medium\n",
      "MAINT.PRICE    low medium\n",
      "TECH.CHAR.     exc   good\n",
      "COMFORT       high   high\n",
      "#PERS         more   more\n",
      "#DOORS           4      4\n",
      "LUGGAGE        big    big\n",
      "SAFETY        high medium\n"
     ]
    }
   ],
   "source": [
    "print(dxi.alt_text())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c11f6257",
   "metadata": {},
   "source": [
    "## Model components\n",
    "\n",
    "Now inspect some properties of `dxi`, which is an object of class `DexiModel`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dea54c1b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name:              CAR_MODEL\n",
      "description:       Car demo\n",
      "linking:           False\n",
      "att_ids:           ['CAR_MODEL', 'CAR', 'PRICE', 'BUY.PRICE', 'MAINT.PRICE', 'TECH.CHAR.', 'COMFORT', '#PERS', '#DOORS', 'LUGGAGE', 'SAFETY']\n",
      "aggregate_ids:     ['CAR', 'PRICE', 'TECH.CHAR.', 'COMFORT']\n",
      "basic_ids:         ['BUY.PRICE', 'MAINT.PRICE', '#PERS', '#DOORS', 'LUGGAGE', 'SAFETY']\n",
      "linked_ids:        []\n",
      "non_root_ids:      ['CAR', 'PRICE', 'BUY.PRICE', 'MAINT.PRICE', 'TECH.CHAR.', 'COMFORT', '#PERS', '#DOORS', 'LUGGAGE', 'SAFETY']\n",
      "root.id:           CAR_MODEL\n",
      "natt:              11\n",
      "attributes[1].id:  CAR\n"
     ]
    }
   ],
   "source": [
    "print(\"name:             \", dxi.name)\n",
    "print(\"description:      \", dxi.description)\n",
    "print(\"linking:          \", dxi.linking)\n",
    "print(\"att_ids:          \", dxi.att_ids)\n",
    "print(\"aggregate_ids:    \", dxi.aggregate_ids)\n",
    "print(\"basic_ids:        \", dxi.basic_ids)\n",
    "print(\"linked_ids:       \", dxi.link_ids)\n",
    "print(\"non_root_ids:     \", dxi.non_root_ids)\n",
    "print(\"root.id:          \", dxi.root.id)\n",
    "print(\"natt:             \", dxi.natt)\n",
    "print(\"attributes[1].id: \", dxi.attributes[1].id)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b1bafeb",
   "metadata": {},
   "source": [
    "Find a particular attribute:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "29d979a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "price attribute:  PRICE\n",
      "att5 attribute:   TECH.CHAR.\n"
     ]
    }
   ],
   "source": [
    "price = dxi.attrib(\"PRICE\")\n",
    "att5 = dxi.attrib(5)\n",
    "print(\"price attribute: \", price.id)\n",
    "print(\"att5 attribute:  \", att5.id)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dccdd513",
   "metadata": {},
   "source": [
    "Inspect some properties and methods of `price`, which is an object of class `DexiAttribute`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "02dbe52d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name:            PRICE\n",
      "id:              PRICE\n",
      "description:     Price of a car\n",
      "parent.id:       CAR\n",
      "ninp()           2\n",
      "inputs[0].id:    BUY.PRICE\n",
      "dim()            [3, 3]\n",
      "is_basic()       False\n",
      "is_aggregate()   True\n",
      "is_link()        False\n",
      "level()          2\n",
      "affects(CAR)     True\n",
      "affects(SAFETY)  False\n"
     ]
    }
   ],
   "source": [
    "att = price\n",
    "print(\"name:           \", att.name) # name as in the original DEXi model\n",
    "# id is by default equal to self.name, but may have been changed so that all ids in the model are unique\n",
    "print(\"id:             \", att.id)\n",
    "print(\"description:    \", att.description)\n",
    "print(\"parent.id:      \", att.parent.id)\n",
    "print(\"ninp()          \", att.ninp())\n",
    "print(\"inputs[0].id:   \", att.inputs[0].id)\n",
    "print(\"dim()           \", att.dim())\n",
    "print(\"is_basic()      \", att.is_basic())\n",
    "print(\"is_aggregate()  \", att.is_aggregate())\n",
    "print(\"is_link()       \", att.is_link())\n",
    "print(\"level()         \", att.level())\n",
    "print(\"affects(CAR)    \", att.affects(dxi.attrib(\"CAR\")))\n",
    "print(\"affects(SAFETY) \", att.affects(dxi.attrib(\"SAFETY\")))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "207689fc",
   "metadata": {},
   "source": [
    "When fully defined, attributes have assigned scales (`DexiScale` class):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1f51aeaf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<dexipy.dexi.DexiDiscreteScale object at 0x00000243A2561D60> \n",
      "\n",
      "scale values:   ['high', 'medium', 'low']\n",
      "scale classes:  [<DexiQuality.BAD: -1>, <DexiQuality.NONE: 0>, <DexiQuality.GOOD: 1>]\n"
     ]
    }
   ],
   "source": [
    "print(price.scale, \"\\n\")\n",
    "print(\"scale values:  \",price.scale.values)\n",
    "print(\"scale classes: \",price.scale.quality)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c94dcca",
   "metadata": {},
   "source": [
    "Aggregate attributes may have assigned functions (`DexiFunction` class):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e4c4770e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<dexipy.dexi.DexiTabularFunction object at 0x00000243A2561970> \n",
      "\n",
      "funct values:   {(0, 0): 0, (0, 1): 0, (0, 2): 0, (1, 0): 0, (1, 1): 1, (1, 2): 2, (2, 0): 0, (2, 1): 2, (2, 2): 2}\n"
     ]
    }
   ],
   "source": [
    "print(price.funct, \"\\n\")\n",
    "print(\"funct values:  \",price.funct.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d9ad848",
   "metadata": {},
   "source": [
    "## Evaluation of alternatives\n",
    "\n",
    "Now, let's define and evaluate our own alternatives (cars).\n",
    "\n",
    "First, a simple one, using `dxi.alternative()` and illustrating two points:\n",
    "- combining dictionary and keyword arguments\n",
    "- combining numeric and string input values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a36ae5fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'CAR': None, 'PRICE': None, 'BUY.PRICE': 'low', 'MAINT.PRICE': 1, 'TECH.CHAR.': None, 'COMFORT': None, '#PERS': 2, '#DOORS': 2, 'LUGGAGE': 'medium', 'SAFETY': 1, 'name': 'MySimpleCar'}\n",
      "\n",
      "alternative MySimpleCar\n",
      "CAR                None\n",
      "PRICE              None\n",
      "BUY.PRICE           low\n",
      "MAINT.PRICE           1\n",
      "TECH.CHAR.         None\n",
      "COMFORT            None\n",
      "#PERS                 2\n",
      "#DOORS                2\n",
      "LUGGAGE          medium\n",
      "SAFETY                1\n",
      "\n",
      "alternative MySimpleCar\n",
      "CAR                None\n",
      "PRICE              None\n",
      "BUY.PRICE           low\n",
      "MAINT.PRICE      medium\n",
      "TECH.CHAR.         None\n",
      "COMFORT            None\n",
      "#PERS              more\n",
      "#DOORS                4\n",
      "LUGGAGE          medium\n",
      "SAFETY           medium\n"
     ]
    }
   ],
   "source": [
    "alt = dxi.alternative(\"MySimpleCar\", \n",
    "        values = {\"BUY.PRICE\": \"low\", \"MAINT.PRICE\": 1, \"#PERS\": 2, \"#DOORS\": 2},\n",
    "        LUGGAGE = \"medium\", SAFETY = 1)\n",
    "print(alt)\n",
    "print(\"\")\n",
    "print(dxi.alt_table(alt))\n",
    "print(\"\")\n",
    "print(dxi.alt_text(alt))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6147bc67",
   "metadata": {},
   "source": [
    "Evaluate `alt` and see what comes out:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d1655dcb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "alternative MySimpleCar\n",
      "CAR                   3\n",
      "PRICE                 2\n",
      "BUY.PRICE             2\n",
      "MAINT.PRICE           1\n",
      "TECH.CHAR.            2\n",
      "COMFORT               2\n",
      "#PERS                 2\n",
      "#DOORS                2\n",
      "LUGGAGE               1\n",
      "SAFETY                1\n",
      "\n",
      "alternative MySimpleCar\n",
      "CAR                 exc\n",
      "PRICE               low\n",
      "BUY.PRICE           low\n",
      "MAINT.PRICE      medium\n",
      "TECH.CHAR.         good\n",
      "COMFORT            high\n",
      "#PERS              more\n",
      "#DOORS                4\n",
      "LUGGAGE          medium\n",
      "SAFETY           medium\n"
     ]
    }
   ],
   "source": [
    "eval_alt = dxi.evaluate(alt)\n",
    "print(\"\")\n",
    "print(dxi.alt_table(eval_alt))\n",
    "print(\"\")\n",
    "print(dxi.alt_text(eval_alt))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17f2a544",
   "metadata": {},
   "source": [
    "### Advanced evaluation methods\n",
    "\n",
    "Evaluation using sets:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "32483561",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alternative                   MyCarSet1\n",
      "CAR                    ('unacc', 'exc')\n",
      "PRICE                               low\n",
      "BUY.PRICE                           low\n",
      "MAINT.PRICE                      medium\n",
      "TECH.CHAR.       ('bad', 'good', 'exc')\n",
      "COMFORT                            high\n",
      "#PERS                              more\n",
      "#DOORS                                4\n",
      "LUGGAGE                          medium\n",
      "SAFETY      ('small', 'medium', 'high')\n"
     ]
    }
   ],
   "source": [
    "alts1 = dxi.alternative(\"MyCarSet1\", alt = alt, SAFETY = \"*\") # alt = alt copies values from variable alt defined above\n",
    "eval_alts1 = dxi.evaluate(alts1)\n",
    "print(dxi.alt_text(eval_alts1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e678c845",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alternative          MyCarSet2\n",
      "CAR                        exc\n",
      "PRICE                      low\n",
      "BUY.PRICE                  low\n",
      "MAINT.PRICE             medium\n",
      "TECH.CHAR.     ('good', 'exc')\n",
      "COMFORT                   high\n",
      "#PERS                     more\n",
      "#DOORS                       4\n",
      "LUGGAGE                 medium\n",
      "SAFETY      ('medium', 'high')\n"
     ]
    }
   ],
   "source": [
    "alts2 = dxi.alternative(\"MyCarSet2\", alt = alt, SAFETY = {1, 2})\n",
    "eval_alts2 = dxi.evaluate(alts2)\n",
    "print(dxi.alt_text(eval_alts2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a1d769a",
   "metadata": {},
   "source": [
    "Evaluation using distributions. First define an alternative:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6d76ed9d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alternative                               MyCarDistr\n",
      "CAR                                             None\n",
      "PRICE                                           None\n",
      "BUY.PRICE                                        low\n",
      "MAINT.PRICE {'high': 0.1, 'medium': 0.6, 'low': 0.3}\n",
      "TECH.CHAR.                                      None\n",
      "COMFORT                                         None\n",
      "#PERS                                           more\n",
      "#DOORS                                             4\n",
      "LUGGAGE                                       medium\n",
      "SAFETY                                        medium\n"
     ]
    }
   ],
   "source": [
    "altd = dxi.alternative(\"MyCarDistr\", alt = alt, values = {\"MAINT.PRICE\": [0.1, 0.6, 0.3]})\n",
    "print(dxi.alt_text(altd))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "361703a0",
   "metadata": {},
   "source": [
    "Evaluate using method `\"set\"` (default: interpreting distributions as sets):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "24626411",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alternative                               MyCarDistr\n",
      "CAR                                 ('unacc', 'exc')\n",
      "PRICE                                ('high', 'low')\n",
      "BUY.PRICE                                        low\n",
      "MAINT.PRICE {'high': 0.1, 'medium': 0.6, 'low': 0.3}\n",
      "TECH.CHAR.                                      good\n",
      "COMFORT                                         high\n",
      "#PERS                                           more\n",
      "#DOORS                                             4\n",
      "LUGGAGE                                       medium\n",
      "SAFETY                                        medium\n"
     ]
    }
   ],
   "source": [
    "eval_altds = dxi.evaluate(altd, method = \"set\")\n",
    "print(dxi.alt_text(eval_altds))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65739af8",
   "metadata": {},
   "source": [
    "Evaluate using method `\"prob\"` (interpreting distributions as probability distributions):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "15a3a76c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alternative                               MyCarDistr\n",
      "CAR                       {'unacc': 0.1, 'exc': 0.9}\n",
      "PRICE                      {'high': 0.1, 'low': 0.9}\n",
      "BUY.PRICE                                        low\n",
      "MAINT.PRICE {'high': 0.1, 'medium': 0.6, 'low': 0.3}\n",
      "TECH.CHAR.                                      good\n",
      "COMFORT                                         high\n",
      "#PERS                                           more\n",
      "#DOORS                                             4\n",
      "LUGGAGE                                       medium\n",
      "SAFETY                                        medium\n"
     ]
    }
   ],
   "source": [
    "eval_altdp = dxi.evaluate(altd, method = \"prob\")\n",
    "print(dxi.alt_text(eval_altdp, decimals = 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35daf9e8",
   "metadata": {},
   "source": [
    "Evaluate using method `\"fuzzy\"` (interpreting distributions as fuzzy distributions):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5c22f70b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alternative                               MyCarDistr\n",
      "CAR                       {'unacc': 0.1, 'exc': 0.6}\n",
      "PRICE                      {'high': 0.1, 'low': 0.6}\n",
      "BUY.PRICE                                        low\n",
      "MAINT.PRICE {'high': 0.1, 'medium': 0.6, 'low': 0.3}\n",
      "TECH.CHAR.                                      good\n",
      "COMFORT                                         high\n",
      "#PERS                                           more\n",
      "#DOORS                                             4\n",
      "LUGGAGE                                       medium\n",
      "SAFETY                                        medium\n"
     ]
    }
   ],
   "source": [
    "eval_altdf = dxi.evaluate(altd, method = \"fuzzy\")\n",
    "print(dxi.alt_text(eval_altdf))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "245aa898",
   "metadata": {},
   "source": [
    "Evaluate using method `\"fuzzynorm\"` (interpreting distributions as fuzzy distributions, force fuzzy normalization):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "02744b79",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alternative            MyCarDistr\n",
      "CAR         [0.17, 0.0, 0.0, 1.0]\n",
      "PRICE            [0.17, 0.0, 1.0]\n",
      "BUY.PRICE                     low\n",
      "MAINT.PRICE      [0.17, 1.0, 0.5]\n",
      "TECH.CHAR.                   good\n",
      "COMFORT                      high\n",
      "#PERS                        more\n",
      "#DOORS                          4\n",
      "LUGGAGE                    medium\n",
      "SAFETY                     medium\n"
     ]
    }
   ],
   "source": [
    "eval_altdfn = dxi.evaluate(altd, method = \"fuzzynorm\")\n",
    "print(dxi.alt_text(eval_altdfn, decimals = 2, use_dict = False))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dbdb733",
   "metadata": {},
   "source": [
    "Pruning evaluation at `PRICE`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "79d87f8d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alternative MyPrunedCar\n",
      "CAR                 exc\n",
      "PRICE               low\n",
      "BUY.PRICE          None\n",
      "MAINT.PRICE        None\n",
      "TECH.CHAR.         good\n",
      "COMFORT            high\n",
      "#PERS              more\n",
      "#DOORS                4\n",
      "LUGGAGE          medium\n",
      "SAFETY           medium\n"
     ]
    }
   ],
   "source": [
    "palt = dxi.alternative(\"MyPrunedCar\", alt = alt, PRICE = \"low\") # treating PRICE as a basic attribute\n",
    "eval_palt = dxi.evaluate(palt, prune = [\"PRICE\"])\n",
    "print(dxi.alt_text(eval_palt))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de032db0",
   "metadata": {},
   "source": [
    "Alternatives may be grouped in a list and evaluated at once:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "012327c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alternative MySimpleCar MyCarSet1 MyCarSet2      MyCarDistr MyPrunedCar\n",
      "CAR                   3    {0, 3}         3          {0, 3}           3\n",
      "PRICE                 2         2         2          {0, 2}           2\n",
      "BUY.PRICE             2         2         2               2           2\n",
      "MAINT.PRICE           1         1         1 [0.1, 0.6, 0.3]           1\n",
      "TECH.CHAR.            2 {0, 2, 3}    {2, 3}               2           2\n",
      "COMFORT               2         2         2               2           2\n",
      "#PERS                 2         2         2               2           2\n",
      "#DOORS                2         2         2               2           2\n",
      "LUGGAGE               1         1         1               1           1\n",
      "SAFETY                1 {0, 1, 2}    {1, 2}               1           1\n"
     ]
    }
   ],
   "source": [
    "car_alts = [alt, alts1, alts2, altd, palt]\n",
    "eval_car_alts = dxi.evaluate(car_alts)\n",
    "print(dxi.alt_table(eval_car_alts))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7018e9b8",
   "metadata": {},
   "source": [
    "Transposed and partial printout is also possible:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "bb3b9890",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alternative              CAR           PRICE             TECH.CHAR. COMFORT\n",
      "MySimpleCar              exc             low                   good    high\n",
      "MyCarSet1   ('unacc', 'exc')             low ('bad', 'good', 'exc')    high\n",
      "MyCarSet2                exc             low        ('good', 'exc')    high\n",
      "MyCarDistr  ('unacc', 'exc') ('high', 'low')                   good    high\n",
      "MyPrunedCar              exc             low                   good    high\n"
     ]
    }
   ],
   "source": [
    "print(dxi.alt_text(eval_car_alts, aggregate = True, transpose = True))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2767e33",
   "metadata": {},
   "source": [
    "### Exporting alternatives' data\n",
    "\n",
    "Alternatives, created and/or edited in DexiPy, can be written out so that they can be subsequently imported by DEXi/DEXiWin software.\n",
    "\n",
    "Here we show writing out data to the console.For writing contents to external files, a ``filename`` argument has to be provided, for instance:\n",
    "\n",
    "``write_alternatives(dxi, alternatives, filename = \"dir/cardata.tab\", delimiter = \"\\t\")``\n",
    "\n",
    "Let's see a tab-delimited output:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c8e73b44",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name\tCar1\tCar2\n",
      "CAR\t4\t3\n",
      ". PRICE\t3\t2\n",
      ". . BUY.PRICE\t2\t2\n",
      ". . MAINT.PRICE\t3\t2\n",
      ". TECH.CHAR.\t4\t3\n",
      ". . COMFORT\t3\t3\n",
      ". . . #PERS\t3\t3\n",
      ". . . #DOORS\t3\t3\n",
      ". . . LUGGAGE\t3\t3\n",
      ". . SAFETY\t3\t2\n"
     ]
    }
   ],
   "source": [
    "write_alternatives(dxi, delimiter = \"\\t\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae720703",
   "metadata": {},
   "source": [
    "And in a \"csv\" \"invariant\" format:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "76d5ea39",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name,Car1,Car2\n",
      "CAR,4,3\n",
      ". PRICE,3,2\n",
      ". . BUY.PRICE,2,2\n",
      ". . MAINT.PRICE,3,2\n",
      ". TECH.CHAR.,4,3\n",
      ". . COMFORT,3,3\n",
      ". . . #PERS,3,3\n",
      ". . . #DOORS,3,3\n",
      ". . . LUGGAGE,3,3\n",
      ". . SAFETY,3,2\n"
     ]
    }
   ],
   "source": [
    "write_alternatives(dxi, delimiter = \",\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0eac0b52",
   "metadata": {},
   "source": [
    "## Analysis of alternatives\n",
    "\n",
    "### Selective Explanation\n",
    "\n",
    "*Prints out particularly bad and particularly good evaluations.*\n",
    "\n",
    "Selective explanation of two ``dxi`` Cars:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "85dedbdc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Alternative Car1\n",
      "\n",
      "Weak points\n",
      "\n",
      "None\n",
      "\n",
      "Strong points\n",
      "\n",
      "attribute         Car1\n",
      "+-CAR              exc\n",
      "  |-PRICE          low\n",
      "  | +-MAINT.PRICE  low\n",
      "  +-TECH.CHAR.     exc\n",
      "    |-COMFORT     high\n",
      "    | |-#PERS     more\n",
      "    | +-LUGGAGE    big\n",
      "    +-SAFETY      high\n",
      "\n",
      "\n",
      "Alternative Car2\n",
      "\n",
      "Weak points\n",
      "\n",
      "None\n",
      "\n",
      "Strong points\n",
      "\n",
      "attribute       Car2\n",
      "    |-COMFORT   high\n",
      "    | |-#PERS   more\n",
      "    | +-LUGGAGE  big\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dxi.selective_explanation()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "240bc460",
   "metadata": {},
   "source": [
    "Selective explanation of some other evaluated alternatives:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "9d4f9b28",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Alternative MyCarDistr\n",
      "\n",
      "Weak points\n",
      "\n",
      "atribute                                        MyCarDistr\n",
      "+-CAR                                     ('unacc', 'exc')\n",
      "  |-PRICE                                  ('high', 'low')\n",
      "  | +-MAINT.PRICE {'high': 0.1, 'medium': 0.6, 'low': 0.3}\n",
      "\n",
      "\n",
      "Strong points\n",
      "\n",
      "attribute                                       MyCarDistr\n",
      "+-CAR                                     ('unacc', 'exc')\n",
      "  |-PRICE                                  ('high', 'low')\n",
      "  | |-BUY.PRICE                                        low\n",
      "  | +-MAINT.PRICE {'high': 0.1, 'medium': 0.6, 'low': 0.3}\n",
      "    |-COMFORT                                         high\n",
      "    | |-#PERS                                         more\n",
      "\n",
      "\n",
      "Alternative MyCarDistr\n",
      "\n",
      "Weak points\n",
      "\n",
      "atribute                                          MyCarDistr\n",
      "+-CAR             {'unacc': 0.10000000000000002, 'exc': 0.9}\n",
      "  |-PRICE          {'high': 0.10000000000000002, 'low': 0.9}\n",
      "  | +-MAINT.PRICE   {'high': 0.1, 'medium': 0.6, 'low': 0.3}\n",
      "\n",
      "\n",
      "Strong points\n",
      "\n",
      "attribute                                         MyCarDistr\n",
      "+-CAR             {'unacc': 0.10000000000000002, 'exc': 0.9}\n",
      "  |-PRICE          {'high': 0.10000000000000002, 'low': 0.9}\n",
      "  | |-BUY.PRICE                                          low\n",
      "  | +-MAINT.PRICE   {'high': 0.1, 'medium': 0.6, 'low': 0.3}\n",
      "    |-COMFORT                                           high\n",
      "    | |-#PERS                                           more\n",
      "\n",
      "\n",
      "Alternative MyCarDistr\n",
      "\n",
      "Weak points\n",
      "\n",
      "atribute                                        MyCarDistr\n",
      "+-CAR                           {'unacc': 0.1, 'exc': 0.6}\n",
      "  |-PRICE                        {'high': 0.1, 'low': 0.6}\n",
      "  | +-MAINT.PRICE {'high': 0.1, 'medium': 0.6, 'low': 0.3}\n",
      "\n",
      "\n",
      "Strong points\n",
      "\n",
      "attribute                                       MyCarDistr\n",
      "+-CAR                           {'unacc': 0.1, 'exc': 0.6}\n",
      "  |-PRICE                        {'high': 0.1, 'low': 0.6}\n",
      "  | |-BUY.PRICE                                        low\n",
      "  | +-MAINT.PRICE {'high': 0.1, 'medium': 0.6, 'low': 0.3}\n",
      "    |-COMFORT                                         high\n",
      "    | |-#PERS                                         more\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dxi.selective_explanation([eval_altds, eval_altdp, eval_altdf])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34083546",
   "metadata": {},
   "source": [
    "### Plus/Minus Analysis\n",
    "\n",
    "*Investigating the effects of changing one attribute value at a time.*\n",
    "\n",
    "Plus/Minus analysis of `dxi.alternatives[0]`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e8cc0037",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Attribute         -2    -1    Car1   +1 +2\n",
      "CAR                           exc         \n",
      "  | |-BUY.PRICE   [     unacc medium    ] \n",
      "  | +-MAINT.PRICE unacc       low    ]    \n",
      "    | |-#PERS     unacc       more   ]    \n",
      "    | |-#DOORS    unacc       4         ] \n",
      "    | +-LUGGAGE   unacc       big    ]    \n",
      "    +-SAFETY      unacc       high   ]    \n"
     ]
    }
   ],
   "source": [
    "alt0 = dxi.alternatives[0]\n",
    "dxi.plus_minus(alt0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eab5d8a1",
   "metadata": {},
   "source": [
    "Plus/Minus analysis of `dxi.alternatives[1]`, this time observing the effects on `\"TECH.CHAR.\"` and using different parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "4701ab23",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Attribute  -1 Car2 +1\n",
      "TECH.CHAR.    2      \n",
      "#PERS         2    ] \n",
      "#DOORS        2      \n",
      "LUGGAGE       2    ] \n",
      "SAFETY     0  1    3 \n"
     ]
    }
   ],
   "source": [
    "alt1 = dxi.alternatives[1]\n",
    "dxi.plus_minus(alt1, target = dxi.attrib(\"TECH.CHAR.\"), structure = False, text = False, minus = 1, plus = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98af5f0e",
   "metadata": {},
   "source": [
    "### Compare Alternatives\n",
    "\n",
    "*Compare an alternative with other alternatives.*\n",
    "\n",
    "First compare ``alt0`` (\"Car1\") with ``alt1`` (\"Car2\"):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "64c745e3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Attribute         Car1   Car2    \n",
      "+-CAR             exc    > good  \n",
      "  |-PRICE         low    > medium\n",
      "  | |-BUY.PRICE   medium =       \n",
      "  | +-MAINT.PRICE low    > medium\n",
      "  +-TECH.CHAR.    exc    > good  \n",
      "    |-COMFORT     high   =       \n",
      "    | |-#PERS     more   =       \n",
      "    | |-#DOORS    4      =       \n",
      "    | +-LUGGAGE   big    =       \n",
      "    +-SAFETY      high   > medium\n"
     ]
    }
   ],
   "source": [
    "dxi.compare_alternatives(alt0, alt1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3717a419",
   "metadata": {},
   "source": [
    "Slightly modify \"Car2\" and compare \"Car2\" with \"Car1\" and \"Car2\":"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "90000ba7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Attribute         Car2   Car1   Car2*\n",
      "+-CAR             good   < exc  =    \n",
      "  |-PRICE         medium < low  =    \n",
      "  | |-BUY.PRICE   medium =      =    \n",
      "  | +-MAINT.PRICE medium < low  =    \n",
      "  +-TECH.CHAR.    good   < exc  =    \n",
      "    |-COMFORT     high   =      >=   \n",
      "    | |-#PERS     more   =      > 3-4\n",
      "    | |-#DOORS    4      =      =    \n",
      "    | +-LUGGAGE   big    =      =    \n",
      "    +-SAFETY      medium < high =    \n"
     ]
    }
   ],
   "source": [
    "alt2 = dxi.evaluate(dxi.alternative(name = \"Car2*\", alt = alt1, values = {\"#PERS\": \"3-4\"}))\n",
    "dxi.compare_alternatives(alt1, [alt0, alt2])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78f59a20",
   "metadata": {},
   "source": [
    "Repeat the above comparison, but with ``deep = False``. See the difference?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "24d80151",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Attribute         Car2   Car1   Car2*\n",
      "+-CAR             good   < exc  =    \n",
      "  |-PRICE         medium < low  =    \n",
      "  | |-BUY.PRICE   medium =      =    \n",
      "  | +-MAINT.PRICE medium < low  =    \n",
      "  +-TECH.CHAR.    good   < exc  =    \n",
      "    |-COMFORT     high   =      =    \n",
      "    | |-#PERS     more   =      > 3-4\n",
      "    | |-#DOORS    4      =      =    \n",
      "    | +-LUGGAGE   big    =      =    \n",
      "    +-SAFETY      medium < high =    \n"
     ]
    }
   ],
   "source": [
    "dxi.compare_alternatives(alt1, [alt0, alt2], deep = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5df61d6b",
   "metadata": {},
   "source": [
    "Demonstrating some other arguments:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "00b92b19",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Attribute Car2 Car1 Car2*\n",
      "COMFORT   2    =    >=   \n",
      "#PERS     2    =    > 1  \n",
      "#DOORS    2    =    =    \n",
      "LUGGAGE   2    =    =    \n"
     ]
    }
   ],
   "source": [
    "dxi.compare_alternatives(alt1, [alt0, alt2], root = dxi.attrib(\"COMFORT\"), structure = False, text = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c27eb8f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Attribute         Car2   Car1 Car2*\n",
      "+-CAR             good   exc       \n",
      "  |-PRICE         medium low       \n",
      "  | |-BUY.PRICE   medium           \n",
      "  | +-MAINT.PRICE medium low       \n",
      "  +-TECH.CHAR.    good   exc       \n",
      "    |-COMFORT     high             \n",
      "    +-SAFETY      medium high      \n"
     ]
    }
   ],
   "source": [
    "dxi.compare_alternatives(alt1, [alt0, alt2], prune = [\"COMFORT\"], compare = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "624efb43-d4f7-4252-96b2-20cd3a29df91",
   "metadata": {},
   "source": [
    "## Charts\n",
    "\n",
    "### Draw alternatives with respect to one attribute\n",
    "\n",
    "Draw overall evaluation results of cars. Notice that some values are value distributions.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c903969a-96f8-4671-90b5-231f124a17be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from dexipy.charts import plotalt1\n",
    "eval_cars2 = eval_car_alts\n",
    "eval_cars2.extend([eval_altds, eval_altdp, eval_altdf])\n",
    "plotalt1(dxi, None, eval_cars2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b3e596b-5c23-412c-ac63-11c3e333f180",
   "metadata": {},
   "source": [
    "Similar display for the attribute \"MAINT.PRICE\":"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "6849191c-1373-4610-8fa3-7295692c9255",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotalt1(dxi, \"MAINT.PRICE\", eval_cars2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be85cea5-9f56-44f6-99f1-db536f6a9d22",
   "metadata": {},
   "source": [
    "Now taking a model that has continuous attributes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "db898d93-9358-4e81-85ef-f99726bbb085",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from dexipy.tests.testdata import CONTINUOUS_NEW_XML\n",
    "cnt = read_dexi_from_string(CONTINUOUS_NEW_XML)\n",
    "plotalt1(cnt)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3f3da4b-4d1c-4ebf-9b61-1d4341ea0c76",
   "metadata": {},
   "source": [
    "The ``cnt.first()`` attribute \"OneLevel\" (above) is discrete. But \"N1\" is continuous:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "0cb6353b-1ed8-47fb-98e7-2e9b7d0f78a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotalt1(cnt, \"N1\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1bb8d81-dc29-4028-aacc-62da1e4e87ec",
   "metadata": {},
   "source": [
    "### Draw a scatterplot, considering two attributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "32994b5f-0553-4f92-a78f-57fa4ab85564",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from dexipy.charts import plotalt2\n",
    "plotalt2(dxi, \"TECH.CHAR.\", \"PRICE\")\n",
    "plotalt2(dxi, \"BUY.PRICE\", \"MAINT.PRICE\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b6e1683-cb5c-44ea-926e-091d6384104d",
   "metadata": {},
   "source": [
    "Plot alternatives evaluated as sets or distributions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "8dafe637-fbf8-40f3-be41-854f89f3bff5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotalt2(dxi, \"TECH.CHAR.\", \"PRICE\", [eval_alts1, eval_alts2, eval_altdp])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab82078e-ea0e-4535-b3dd-80e535ad1f39",
   "metadata": {},
   "source": [
    "### Draw alternatives using parallel axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "bb381705-ad50-4579-b906-77207f90ae77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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b/Pzzz8b+78OHD2flypXG8WK5UlJScHR0xMHBgVq1arF169YiT4rMkaIo/Pnnn/zxxx907tzZ+Hzt2rVxdHTE1dWVH3/8kb59+xa5Tou7znONHz/euIPN/bt7HF5Z+u2334yf6+TkxLp161ixYkWRB6GiODs7s2jRImbMmMGmTZtYtGjRfQ9YmZmZzJw5k5SUFJP1ffz4cRwdHalWrRp16tQhIiKC8ePHF7mc06dPAxR7nbdt27bAOr/b8OHD2blzJxcuXODChQvs2rXL+PvIL/egDtCjRw9SUlL4+++/7xtD7tje//u//yMmJqZYcZfEoUOH+PHHH03WK+R9dwcHBz777DOaN29Oly5dCl3G9evXSUpKKvZ6/eabb4wnlrn7iqVLlxaY717r//Tp08X+vPzbbu5fz5497/me06dPU7duXaytre+7/NzvcL9t5fTp0+zdu5chQ4YA6razaNGiAic/Jd2uoXj7k9wxzQ0bNiz09QYNGhjnye/5559n4cKFgDr+7Mknn8TDw6PQZTzzzDMm6yB3zOupU6dwcXHBy8urwHtsbGyoW7dugc8uyTZYHry9vQkPD2f79u0A7Nu3j0OHDmFjY8OmTZsIDw8v9CLR/fZf+f/uHkOe+1uxtbWlQ4cOGAwG3nzzTePrb7zxBi1btiQkJAR/f3+GDh3KwoUL73kCXtoedL3kV6NGDWrWrMn58+cBdXupV69eoRcbvL29cXZ2Nm4vp06dKnKbzn0+/7Z1v/MTHx8f5s6dy+TJk6levTqdO3fmP//5D2fPni3ZiikD165dIzk5maCgIJPnmzdvbtyGnnnmGSDvO+efNyEhwWR7++abb4yv3W//VNLlQcH9gaOjY5nk/7CysmLx4sUsWbIEV1dXHnvsMf79738b81LkKu5x+O5jz5EjR+75emH7+3t5kPMgIQpTupf1y1lxr/wsW7aMevXq0bRpU0BNfPLII4+wYsUKRo0aZZzPycmJw4cPk5WVxe+//87SpUuZPn16mcRennJPYrOysjAYDPzjH/9g6tSpHDhwAIAdO3Zgb2/P3r17mTFjBv/973+LXFZJr7a9++67BRJp+Pj4lPg7PKjHH3+cefPmAZCUlMQ333xDz5492b9/f4mX1blzZ1q3bm3cfooyfvx4Jk6cyJ07d3B0dOSjjz4ySRIQFBTEunXruHPnDj/88APh4eH3vHpY0nW+YsWKIk9qcnl4eNCrVy8WL16Moij06tULd3d3k3mio6PZv38/q1evBtQD5ZAhQ1iwYAGdOnW6bxzdu3enXbt2TJo0iR9//LFE36EwuSe9er2ezMxMevXqxVdffWUyz4oVK2jQoAEnTpxg3LhxLF68uMiGWEnX67Bhw3j//fdZtWoV06dP5/Dhw9SqVavAfPda/yX5zPzbbq59+/YVepHgQZafu7+7W2BgoMnjhQsX0r17d+P28eSTTzJq1Ci2bNli0qgq6XZd0nhL+v81fPhwJkyYwNmzZ1m8eDFz584tct45c+bQtWtX4+PCGpvFVZJtsDzkJuhauXIlLVu2pEmTJuzatYtatWrRoUOHAvMXd/+Vn7Ozs8nj3N9KUlISU6ZMoW3btrRt29b4uoODA+vXrycmJoatW7eyd+9exo4dyxdffMGePXuwt7cv5bVQUEnXS1EURTE5AS+rbbo45yejR49mxIgRbNu2jb179/LTTz8xY8YM1q1bR7du3Yr9WeVl9erVZGZmMn78eNLT04ucz83NzZjUrlOnTiZ34ou7fyru8qDg/gAo8o7twxowYAC9evVix44d7N27l99//51PPvmE7777jpEjR5boOHz3scfX1/eerz+I4p4HCXEvZt34DAwMRKfT3TeT24IFC4iIiDDpQmcwGFi4cKFJ49PCwoKAgABAvfIYExPDq6++yv/+97+y+QLlJPck1sbGBm9v7wJdCevUqYOrqytBQUEkJCQwZMgQ49XguxV3nedyd3c3rlMtODg4mHz+d999h4uLC99++y1vv/02oF5RvltycjIuLi4FnreysrpvV8zcBrejoyO1atUqcGUwN+swYDyxmzZtGv/5z38KXV79+vUBiIqKok2bNvf8bFAPOMVZ588//zyvv/46AF9//XWB1xcsWEB2drbJQVdRFGxtbfnqq68KXT93++ijj2jTpg3vvvvufee9n9yTXisrK7y9vQu9u+Dr60tgYCCBgYFkZ2fTv39/Tpw4ga2tbYF5PTw8cHV1Lfa27OLiQkBAALVq1TLZVxQWQ1Gv1a9fv9ifd/e2C3Dp0qV7vqd+/frs3LmTrKys+zZ47vUdcun1epYsWUJ8fLzJdq/X61m4cKHJyV1Jt2so3v4kd/uPjIw0acDkioyMJDg4uMDzbm5u9O7dm1GjRnHnzh169uxZIANzLk9Pz0LXRf369UlJSeHKlSsFTj4zMzOJiYnh8ccfN3m+JNtgeWjUqBEXLlwwXnx0dHQkOzub7OxsHB0deeSRR4iIiDDOX5L9V1FyfyugdhkMCAigdevWBU7o69WrR7169XjhhRd4//33qV+/PitWrCh0CEBpK+l6KUxiYiLXrl2jTp06QN7vLzMzs8D+6cqVK9y8edO4PdevX5/IyMhCl5v7fO68UPzzEycnJ/r06UOfPn348MMP6d69Ox9++GGZNT6dnZ3vewzN3ddGR0ebzOPn52eMOTeDd+7Fr+joaOPwBEtLS+N3v3s/dL/9U0mWl6uo/UFZsbOzo1u3bnTr1o1JkybxwgsvMGXKFEaOHFmi4/D9jv3FPTe4n+KcBwlxL2bd7bZGjRp0796dr7/+mtu3bxd4PTk5mePHj3Pw4EG2bdtGeHi48W/btm3s2bPnnic9EyZMYMWKFYXeHTAnuSexfn5+991hjB49mhMnThivst2tOOu8IstNVZ+enk6NGjVwd3fn0KFDJvPcvHmTM2fOmBz4SyK3we3p6VmsLikTJ07ks88+48qVK4W+/sQTT+Du7s4nn3xS6OsPus579OhBZmYmWVlZdO/e3eS17Oxsvv/+e2bNmmXyuzl69Cje3t5FjnO7W6tWrXj66aeZMGHCA8WYX+5Jr7+/f7HG0A0cOBArK6sCXapyWVhYMHToUJYuXVrouk9NTS00pf/D+Mc//sGff/5ZoDsUQFZWVqG/qZIuPzU1tcjvXNJtZcOGDdy6dYsjR46YbAfLli3jl19+uefy7rddQ/H2J0888QQ1atRg1qxZBV5ft24dp0+fNnbZu9vzzz/Ptm3bGDFixAON3R8wYADW1taFfvZ///tfbt++XeRnw/23wfKwYcMGwsPD8fT0NN6Rbty4MZ9//jnh4eFs2LDBZP6S7r/ux9HRkTFjxvDOO+/c806fv78/9vb2D/0bKK6SrpfCfPHFF1hYWBhLkAwdOpTU1FTmz59fYN7PPvsMa2trBgwYYJz39OnT/PrrrwXmnTVrFm5ubvdsMBbn/CS3DE5ZrtOgoKBCYzh8+LDxGGphYcHgwYP54Ycf7rk/AAgLC6NBgwZ89tlnGAyGe85bnP1TSZZXUQQHB3P79u1SOw4LUdGYdeMT1Ds2er2eVq1asWrVKk6fPk1kZCRz586lTZs2LFiwgFatWtGhQwcaN25s/OvQoQMtW7a8Z+IhX19f+vfvz+TJk8vxG2nL3t6eF198kSlTphR5onC/dZ7frVu3iI+PN/m7efNmeXwVQK3tl/u5kZGRvPHGG6SmphqTPLz99tvMmDGDpUuXEhMTw/79+xk2bBgeHh48/fTT91z25cuXadCgwQN14c2vTZs2NGnSpNAaWqBePPjuu+9Yv349ffv25c8//+T8+fMcPHiQcePGFRhvlZiYWGCd37lzp8ByLS0tiYyM5OTJkwVOzH/77TeSkpIYNWqUye+mcePGDBgw4L4Ju/KbPn06W7ZsKXDV+15GjBjBe++9V+z5C6PT6XjzzTf56KOPSEtLKzI2X19fHn30Ub7//ntOnjzJ6dOnWbhwIWFhYSbjwtPS0oiPjyclJQVFUYiPjy9Qmw7uvf7feustHnvsMbp06cLXX3/N0aNHOXv2LCtXrqR169bG8b3FtXr1apPxko8++ijjxo1j7NixjBs3jj179nDhwgX++usvBg0axJIlS0q0/AULFtCrVy+aNm1qsg0MHjwYV1fXQse85rp7u96/fz8NGjTg8uXLJvPdb3/i4ODA/PnzWbt2LS+99BLHjh3j/PnzLFiwgJEjRzJw4EAGDx5caAw9evTg2rVrD5z4ys/Pj08++YTPP/+c999/n6ioKGJiYpg9e7ZxPT/66KNFvr8422BZe+SRR3B0dOTq1av069cPX19fIiIiGDBgAAEBASXuOpednV1g+7569eo93/Pyyy9z6tQpY7KdqVOnMm7cOLZt28a5c+c4cuQIzz//PFlZWeXWPbSk6yX3WHbx4kW2b9/OSy+9xIcffsj06dONd5PatGnDmDFjePfdd5k1axYxMTFERUUxceJEvvjiC2bNmmXsCjl06FD69+/Pc889x4IFCzh//jzHjh3j5ZdfZt26dXz33Xf3zDdx9/lJeHg4/fr14+eff+bkyZOcOXOGBQsWsHDhQvr161cq6ywlJcWkERQeHk7v3r05deoUb775JseOHSM6OprZs2ezbNkyxo4da3zvjBkz8PHxoVWrVixcuJBjx44RExPD6tWrjTUsQf3NLFq0iOjoaB577DHjBaaTJ0/y3//+l2vXrhnnLc7+qSTLy5WcnFxgGy+LBnxiYiKdO3fmhx9+4NixY5w7d46ffvqJTz75hH79+pXqcTj384pzbiBEmSunrLpl6sqVK8ro0aOVRx55RLGxsVF8fHyUvn37Kn/88Yfi5uamfPLJJ4W+7+OPP1Zq1qypZGZmFll6IDd1+r59+8r4W5SNotKjK0rR6f5jY2MVKysrZcWKFUUuo6h1nr+EwSOPPKIABf5efvnlUvyGRXvuuedMPtfJyUlp2bKl8vPPPxvnyc7OVubOnauEhIQo9vb2Su3atZUhQ4Yo586dK3SZ+dPK56Ykv/s736u8TFGlCpYtW6bY2toaU8QXtpwDBw4oTz/9tOLh4aHY2toqAQEByksvvaScPn3aJJ7C/pYtW2ZcJ0VtD4qiGEut9O7dW3nyyScLnSe3nMfRo0eLLLVyd5r2l156SQGKXWqlY8eOJiVf7lfioajPvX37tlK9enXl448/LnI5ycnJyoQJE5TAwEDFxsZGqVWrltK1a1dl9erVxhT8HTt2LHS9du/evUAM91r/iqIod+7cUWbOnKmEhIQodnZ2So0aNZTHHntMWbx4sbG0S3FLrSxatEgpbDe+YsUKpUOHDoqTk5Pi4OCgNGnSRPnggw9KVGolPj5esbKyUlauXFnofK+++qoSFhZW5HpVFNPtOjf2wn5bxdmfbN++Xenevbvi7Oys2NjYKI0aNVI+++wzJTs7u9D4C5Nb2qC4pVZyrV27Vmnfvr3i4OCg2NnZKc2bN1cWLlxoMk9xt0FFKf9SK8uWLVPatWunKIq6HgMCAgqdrzj7r8K2b1tbW+M8RZXeePnll5VGjRoper1e2bJlizJgwADF19fX+Jvr0aOHsmPHjof6niVVkvWS+11tbGwUPz8/ZfDgwcqWLVsKnX/BggVK8+bNFTs7O8XBwUFp3759oSVVsrKylE8//VRp1KiRYmNjozg7Oyvdu3dXdu7caTJfcc5Prl27prz55ptK48aNFUdHR8XJyUkJCQlRPvvssyJLjJTE3cfT3L9Ro0Yp+/fvV7p166Z4eHgoLi4uyqOPPlrobyo5OVl57733lAYNGii2trZKtWrVlCZNmiiTJk0yqa2rKIoSHR2tPPfcc0rt2rUVKysrxcXFRenQoYMyf/58JSsrq0T7p+IsL1dR+/CZM2c+9Dq82507d5QJEyYozZo1U1xcXBR7e3slKChImThxopKWlvbAx+G7FffYlH/ee5VlKeo3LkRx6RRFg3zNQgghhBBCCCGqFLPvdiuEEEIIIYQQouKTxqcQQgghhBBCiDInjU8hhBBCCCGEEGVOGp9CCCGEEEIIIcqcND6FEEIIIYQQQpQ5aXwKIYQQQgghhChz0vg0I506deKtt97SOgyzIuvswch6E6XtftuUTqdjzZo1xV7etm3b0Ol0JCcnP3RsQojiud/v2N/fn88//7zc4qkIZN8mRMlYaR1AeTp3/TYrD17kUlI6tatXY3ALX+q4O2gdVoUn602UF9nWHkxlWG9xcXFUr169XD+zMqw3Lch6E0U5cOAADg6lty1Uhm1N9m1CmKoyjc+VBy8yYdUxdDodiqKg0+mY/3cMHw9owqAWvlqHV2HJehPlRba1B1NZ1punp2e5fl5lWW8lkZmZiY2NzUMtQ9abuBcPD49SW1Zl2dZk3yaEKU263RoMBmbOnEmdOnWoVq0aTZs25eeff0ZRFLp27Ur37t1RFAWAGzduULt2bSZPnmx8/6+//krLli2xs7PD3d2d/v373/Pzzl2/zYRVxzAooDcoJv+OX3WM89dvl+n3LQtJSUmMGDGC6tWrY29vT8+ePTl9+jQAiqLg4eHBzz//bJw/NDQULy8v4+OdO3dia2tLWlpakZ9R2dZbeayzyki2teKTfdu9GQwGxo0bR40aNfD09GTq1KnG1+7umrZ7925CQ0Oxs7OjRYsWrFmzBp1OR3h4uMkyDx06RIsWLbC3t6dt27ZER0ffN46KuN46derEG2+8wVtvvUX16tWpVasW3377Lbdv3+af//wnTk5OBAQE8Pvvvxvf8/fff9OqVStsbW3x8vJiwoQJZGdnmyzz9ddf56233sLd3Z3u3bsDcOLECXr27ImjoyO1atXi2Wef5fr16/eNUdbbg623yiY7O5vXX38dFxcX3N3dmTRpknG/dne326ioKNq1a4ednR3BwcH8+eefxeqGWhG3tXuRfZsQxafJnc+ZM2fyww8/8N///pfAwEC2b9/O8OHD8fDwYMmSJYSEhDB37lzGjBnDK6+8go+Pj/EEbf369fTv35/333+f77//nszMTDZs2FDkZ2VkZPDDrjPoch4rioKSmY7Opho6nQ6DAl1mb8PasuIPf409d4Nj6efZOOl3Lq/8gMwbl6nV99+42Nqz/a9FNHq0E3Ve+S86SyvuuNfnxY+XMPGoA/r0W8SciEBnZUudV/8PW3dfEncux7JmAM1m/l3oZxmys8jKzEBvUB8rigL6bCzsndHpdOh0OlYcvMj4Hg3KcQ08nJEjR3L69GnWrVuHs7Mz48eP58knn+TkyZNYW1vToUMHtm3bxsCBA0lKSiIyMpJq1aoRFRVFgwYN+Pvvv2nZsiX29vZFfkZGRgYZGRnGx4qikJmZibu7Ozqdrsj3VWRlvd4yMjL4/u9IlMx0DAalwLZmTr/RxJ3LuXl8KzWfeAmvGt4kxJ5g8NB/UPsfH2Ld6DnO/99rePZ4heqtnuLKqhlkKQ6s0Ldi5aTfST29n8srP8Ct3VC8/vkCij6bnWcO0GDS74V+1v1+oxVtvcWeu8GOvQuo/mh/XJ/5hPRLUUyb9gELTlvjULcZAKN/PMSEQ7boM9I4+9U/cazXAq+RXxCfcpXBo14H4Kmvd2LnGUfa+WMA9H5uNB6dn6dWCxfCN3xJaNf+PDJyVpFxVNT1FnvuBjv2LKBGm4FU/8en3IrYzksvv8K/Pv4/HIPa4jFiDon71tBnwFDqvrkYfXoq5+a9iEuTrng//yWZiRf57Mu5fLf7Iu4dhxuXuX3PQlybP4nr4JlcAALf/Ylz37yIS2h3PJ6djZKdyS9/LeSXFl3wffajIuOryMeEJUuWMG7cOPbv38+KFSt49dVXWb16Nf379+ff//43c+bM4dlnnyU2NpakpCSefPJJRo4cyffff09UVBQvvvgidnZ2Jg2GJUuW8Oqrr7Jr1y4AkpOT6dy5My+88AJz5swhPT2d8ePHM3jwYLZs2VJkbJXxmLBkyRJGjRrF/v37OXjwIC+99BJ+fn68+OKLJvPp9Xqeeuop/Pz82LdvH7du3WLs2LH3Xb65HRPMZd9mjudtonIq98ZnRkYGM2bM4M8//6RNmzYA1K1bl507dzJ//nx+/PFH5s+fz4gRI4iPj2fDhg0cOXIEKys11OnTpzN06FCmTZtmXGbTpk2L/LyZM2fy9eE07Bu0Q2dhiZKZzsXPB+P71kp0turJsN4AeoOhDL916TAoCtl6hVtXL5J6ai+1hn2KhVdDAGr0Hsvlb/7JjZO7cWjQDuvaIaSG/86dLANp545jXbMelo7VuXn2KE4uPqSeO4aNb2PuZBX+vZN3Lidl17ICz+euN0VRuJSUXqbftzTlNp527dpF27ZtAVi6dCm+vr6sWbOGQYMG0alTJ+bPnw/A9u3bCQsLw9PTk23bttGgQQO2bdtGx44d7/k5M2fONNk2c6WkpODs7Fz6X6yMlcd6K2qdmdtvVMnOInHXCmoN+RBLn4YYANvgWjhciCDx4AY8+r5Lje6vc239bO7cvEHqmYN4jfyCDL0O9Aau71iOQ8MOOLb9B0rOMh1a+T/wbxQq1nozKArWHv44tnlGXTcNvbA5sI6bMeFY+oYCkJWtcCfLwK2jWwAdrt3fQLGywcq1Nk6tnubGxi/JzFYgy0BmzhmWc7tnsfBuhAI4PTqQhJ+nkZ5+B51V4d0kK+p6MygK1jXr4NB6CAbAvtVAdLt/Ajsn7EKewAA4th5K8qH13Lp8lrSY/Vg6eeDc5RUUnQ5rFx9cHkvkxt+LcWgzFJ3OQl1mdW+cO/yT3G9zY/dyrGvWxan9CON2Vr3HGC7PG8mtqxexruFTaHwV+ZjQtGlTJk6cCMB7773HRx99hLu7u7ExNHnyZObNm8exY8f49ddf8fX15auvvkKn09GgQQOuXLnC+PHjmTx5MhYWaoMmMDCQTz75xPgZH374IWFhYcyYMcP43MKFC/H19eXUqVPUr1+/0Ngq2zEBwNfXlzlz5qDT6QgKCuL48ePMmTOnQONz8+bNxMTEsG3bNmPX0+nTp9OtW7d7Lt/cjgnmsm8zt/M2UXmVe+PzzJkzpKWlFdj5ZGZmEhYWBsCgQYNYvXo1H330EfPmzSMwMNA4X3h4eIEd3L289957WG6MYvHeS+iVwuep4WBDTSfbkn+ZcnbTxgonBxvcDInEWVjStFlzdBaWOa86kVLLF5eMqwR4OnEr7FF2//V/1HXUczYxGseGzbFxrkHKhZPU9xjApbgoGvUcjrunU6GfZXjqea52HExSWpb6OCONy/NGGl/X6XTUrl6tjL9x6YmMjMTKyopHH33U+JybmxtBQUFERkYC0LFjR8aMGcO1a9f4+++/6dSpk7ERNWrUKHbv3s24cePu+Tnvvfceb7/9tvHxzZs38fU13zEW5bHe3nvvPXQhvVm8+7zaPeiubQ3M4zeaGneO2KwMrq2cbPK8QZ+Fs08gDTydwLMnRy8eIH7vzwQPfBvf4Lwr0BevnSOwQz98ivhN3u1+v1GoWOvtpo0Vjp7+6nrIkeZWExvlNg08nbgA+FSvRi1PJ6LuXAOfejSs7Wac95YhjN0bwd/dHmdPJ26k2nMVaNQ4BBtHdZk3s2uTAPg7ZFOtuhuFqajrrbD1k+Dogk/dIOrkPKcojlwCvGwzuZwah2NAYxp65TVgbjZtwZ7N8/C3u0O16rW4aWOFvU8Dk2WG37zIzYvHuTRnUIEYPHXJeHgWflekIh8TmjRpYpy2tLTEzc2NkJAQ43O1atUCICEhgcjISNq0aWNy1/Gxxx4jNTWVS5cu4efnB0Dz5s1NPuPo0aNs3boVR0fHAp8fExNTZOOzsh0TAFq3bm2y/tq0acOsWbPQ6/Um80VHR+Pr62sy5rFVq1b3Xb7xmLDrPHql4h8TzGXfZm7nbaLyKvfGZ2pqKqB2n/XxMb3Camur7kjS0tI4dOgQlpaWxrFluapVK9kPx9bWluGPBbBo76VCX7fQwS+vtsXfDLKAdVrjQmioD507N2LAEh0bxnTA0tLS+HrYEkf6t/Fn8lsdUJT2eCx8l9caZDJzdQzTp0/H09OTnj17MrWNHdsUPX9/9so9s9Kdu36bLrO2YSik0a4oCkMq2cD1kJAQatSowd9//83ff/9tXGcff/wxBw4cICsry3j3ryi2trbG7biqeNj1Zmtry4iODVly8CoWhWxr5vIb3bfPltafwF+bfi903+br60taWhph8y5yzdKSHn4w660Oxnnc/uPA208E8c9/drh70UW612+0oq03df/1CJ/n+85PbXPH1dWVxW91QPcvmNKnEU891YF/XVjNUcvrbMw377FjrjT9FL4Z1pzQ0FC2bTPw+Nfwy+sdcHV1BSA83JmwWbDkny3x9/cvMpaKuN4KWz/+n9vxaucg3sr3nO5tmNy7Id/fOICLiwuL8r129KgLoZ/B/0Y9ip+fX84yA0yW2fOPatjX68vHH39cIAYvLy+zPCZYW1ubPNbpdCbP5TaUDCW4U3b3ekhNTaVPnz5FrreiVMVjwsPKPSYsPnC10MQksm/zLzKWivobFSK/cu8wHxwcjK2tLbGxsQQEBJj85V4NHDt2LBYWFvz+++/MnTvXZDxFkyZN+Ouvv0r0mXXcHfh4QBMsdGBpoR6ELC10WOjg4wFNKswOrLgaNmxIdnY2+/btMz6XmJhIdHQ0wcHBgHqwbd++PWvXriUiIoJ27drRpEkTMjIymD9/Pi1atLhvOvT86y3/0BQd5rfeymudVTblua292L6uyXPm9huVfVvpye3Kl3+s3IEDB0pt+ZVhvTVs2JA9e/YYE70A7Nq1CycnJ2rXrl3k+5o1a0ZERAT+/v4FttOSHBMs7xqv+FbX+rLeqoj8xwOAvXv3EhgYaHIxHNTf8cWLF7l69arxueL+jq0tdcbfZi5z+40WRvZtQmjQ+HRycuKdd97hX//6F0uWLCEmJobDhw/z5ZdfsmTJEtavX8/ChQtZunQp3bp149133+W5554jKSkJgClTprBs2TKmTJlCZGQkx48fL/RK5N0GtfBly9hOjGzrD8DItv5sGdvJLNNOBwYG0q9fP1588UV27tzJ0aNHGT58OD4+PvTr1884X6dOnVi2bBmhoaE4OjpiYWFBhw4dWLp06X3HLubKXW/DHn3E+JyTnRV9Q71L/XuVpfJcZ5VJea63+Jt3TB6b229U9m2l5x//+AcGg4GXXnqJyMhI/vjjDz777DOAUkvSMqiFL9tH+fGt32YAvvXbzPZRfmaz3l577TUuXrzIG2+8QVRUFGvXrmXKlCm8/fbbxnGLhRk9ejQ3btzgmWee4cCBA8TExPDHH3/wz3/+s0C3ycIY19sj6nobY/Uz/ro4dsdcN2nQVVRarbfKJDY2lrfffpvo6GiWLVvGl19+yZgxYwrM161bN+rVq8dzzz3HsWPH2LVrl3Fs7v1+xzM3RJFtUPDXxfGh66+A+f1GC1Ne+7bKdkwQlYsmqcL+85//MGnSJGbOnEnDhg3p0aMH69evx9/fn1GjRjF16lSaNVMzhE2bNo1atWrxyiuvAOpJ7k8//cS6desIDQ2lc+fO7N+/v1if6+/uwL+6qeMy/tXNPK7SFmXRokU0b96c3r1706ZNGxRFYcOGDSZdjTp27Iher6dTp07G5zp16lTgufvxd3dgQs+8cUA372Sz+eTVe7yjYirPdVaZlMd6S0nL4vcT8QC4VlNHA5jjb1T2baXD2dmZX3/9lfDwcEJDQ3n//feNGc/t7OxK50OO/EDtpR1oFb8SgFbxK6m9tAMcWVo6yy9jPj4+bNiwgf3799O0aVNeeeUVRo0aZTy5L4q3tze7du1Cr9fzxBNPEBISwltvvYWrq+s9G19Gd623f1r9wV8271D7wmrjb7gi02y9VSIjRowgPT2dVq1aMXr0aMaMGcNLL71UYD5LS0vWrFlDamoqLVu25IUXXuD9998H7v073hOTyPrjcQyy3MZftu/Q747a+DS332hhymXfRuU7JojKRaeYw6XKUnTz5k1cXFzMOtOcFnLXm+9bK7Gwtad9oDv/G/Xo/d9Yxcn2VjxLdp9nyroIAP4R5sHMoY/KOiuhyr6tLV26lH/+85+kpKSUeOx/AYkx8FULUAzczFBw+egWKROccLbVgc4CXj8IbvVKJ/DKpIj15mSjw4COZ2y/Zsk7Q6lmY3n/ZVVRlf13ej+7du2iXbt2nDlzhnr1Cv7GsvUGen+5kztXT/GXzTtY6pRK/xst1X1bPsXd1vR6PVlZWaX2uaLqsba2LtDt/l40qfMpzFft6tW4kgY7z1znUlIatasXXfNSiOJQFIXlBy4aHw9o5sNMDeMRFcP3339P3bp18fHx4ejRo8aaiqVycnbkf0ARXdwUA3zVCiytC3+9KtNnqevnLjodKIqOTmkbmb+9JW91LTzzq6h6Vq9ejaOjI4GBgZw5c4YxY8bw2GOPFdrwBFi2P5ao+FuMs/o7J9lEYfdHdOpvuOvUsgy9zJTpvq0EFEUhPj6e5OTkcv1cUTm5urri6elZrO7j0vgUJdI/zIevd11BUeCng5eM3TqEeFAnLt8kMu4mAKG+rgTWKl6pEVG5xcfHM3nyZOLj4/Hy8mLQoEFMnz69dBaeHEvhJ7U5lGzIzi6dz6oidCjU1l3j3W0xDGxeWy5MCgBu3brF+PHjiY2Nxd3dna5duzJr1qxC5026ncmszacAqK27hkVRbU+UnN+weSrTfVsJ40hOTqZmzZrY29uX2phTUbUoikJaWhoJCQnAvbN/55LGpyiRp0J9mLf7CgYFfjp4kTe7BBbISCdESSw/kHcSMbSlJEQQqnHjxt23ru4Dc/W79+v27uBYq2w+25ylXoW064W+pNPpuKR4kJFtYOaGKL4e1qycgxMV0YgRIxgxYkSx5p29+RTJOTUq7WvWRXejqDHvuvv/hiuwMt23FZNerzc2PN3cCq8bKkRx5d61T0hIoGbNmvftgiuNT1EitVzs6BRUky1RCVxJucPOM9fpWN9D67CEmUrP1LMu/AoA9jaW9G7qjSEjTeOoRKXX5BnYOafw13QWMGpTpRlPVqryjfm8m04Hf9h0g2xYfzyO4TGJtKknJ7WieCLjbrJ03wVAPRaE9n0dFv1YxNwKhD1bfsFVQrljPO3tpYeCKB2521JWVtZ9G59VK0WbKBVD8t2dWnHAfLu+CO1tOB7HrQy1e2PvJl442sr1MFEOzm8v5ElLteHZ9ytpeBbFrZ66fnQWgOnJha7jBJ7p0cn4eNqvEWTrCzZShbiboihM+zUCQ04X29c7B+Du4ggWRZzAPvmZ/EZLiXS1FaWlJNuSND5FiXVuUBN3R1sANp+8SmJqxn3eIUThVuRLNDSkpfl2oxJmJO0GbPkw73Gjp9V/W7+iZtAMG6ZNXOYibJi6nlq/Yvr8+R0Mal6bxj5qVs2o+Fss2y8XJ8X9bTgez96zNwB4xM2eUe3qwKZJYMgZd+3Z1PQNFnKRUghzJo1PUWLWlhYMaO4DQJZeYfWRyxpHJMzR2Wup7D+vnnAE1HSkmZ+rtgGJqmHrdLiTrE43GQJ956rTj78nd1OKy62eur4gb+zd+R1YRq1jap9GxtlmbT5FclqmBgEKc5GeqWfGhkjj44m9grG9uBtOrlGfsHeHoXfV9Tz8ffkFKIQoddL4FA9kSIu8rrfLD1ykipWLFaVgxcG8u55DW/pK9x9R9uKPw8GF6rS1A3Sdpm08lUGXKXnTmybSwtuOp0K9AUhOy2J2TvZSIQozf3sMl5PTAehQ34OuQTXg9/F5M3SdAtVc1WmPYPXfywfh6snyDVQUsG3bNnQ6nVmWatHpdKxZs0bTGKKjo/H09OTWrVuaxlEcmZmZ+Pv7c/DgwVJZnjQ+xQOp6+FIK/8aAJxJSOVwbLK2AQmzkqU3sOqQesfc2lJH/zAfjSMSlZ6iwO8T8pLldBgLzvdPCS/uI/AJqPu4Op1yEXbPZULPhtjbqOP1fth7wVhKSYj8LiWlMW9bDABWFjom9w5Gd2gxJESoM3iFQujwvDeEPpM3feR/5RZnVbZnzx4sLS3p1avXfeddvHgxrq6uZR9UCUydOpXQ0NACz8fFxdGzZ8/yDyif9957jzfeeAMnp4pfXs7GxoZ33nmH8ePH33/mYpDGp3hgknhIPKgtUQlczxkr3C24Fm45Y4iFKDMn18CFnep09TrQerSm4VQaOh30/DhvHN7OOXgqCYx+PAAAg6ImH5LeMeJuMzdEkZGtXgx6rq0/AY6Zarf4XD0/AYt8p6mNngLLnGPF0eWQLfkmytqCBQt444032L59O1euXCmXz9Tr9RgMZZuszNPTE1tb7c47YmNj+e233xg5cqRmMZTUsGHD2LlzJxEREQ+9LGl8igf2ZIgXTjnZSX87FkdqhhRlF8WzMl+iocEtpLanKGOZafDHxLzH3WeAtZ128VQ2HkHQ6iV1OvsObJrEqHZ18Kuhpt7fe/YGv5+I1zBAUdHsiUlk/fE4ANwdbRjTNVBteKYnqTM0GQJ+j5q+qVp1CO6rTqffgKj15Rhx1ZOamsqKFSt49dVX6dWrF4sXLy5y3m3btvHPf/6TlJQUdDodOp2OqVOnApCRkcE777yDj48PDg4OPProo2zbts343tw7puvWrSM4OBhbW1tiY2Px9/dnxowZPP/88zg5OeHn58f//d//mXzu+PHjqV+/Pvb29tStW5dJkyYZy8gsXryYadOmcfToUWNMud8hf7fbtm3bFrijd+3aNaytrdm+fXuxvsOFCxfo06cP1atXx8HBgUaNGrFhw4Yi19fKlStp2rQpPj55vb5y18Nvv/1GUFAQ9vb2DBw4kLS0NJYsWYK/vz/Vq1fnzTffRK/XG993v9gSExN55pln8PHxwd7enpCQEJYtW2YST6dOnXjzzTcZN24cNWrUwNPT0/j/l6t69eo89thjLF++vMjvVVzS+BQPrJqNJX1zxvakZer57Wj5XBUT5i0+5Q5boxMA8Haxo32g1IkVZWzXF3DzkjpdrzMEadvdqlLqOF5NDgNwcg12l3YzsVdD48vT10eSnqkv4s2iKsnWG5j2a97dk3e7B+GcHF288dj563tK19sytXLlSho0aEBQUBDDhw9n4cKFRfZgaNu2LZ9//jnOzs7ExcURFxfHO++8A8Drr7/Onj17WL58OceOHWPQoEH06NGD06dPG9+flpbGxx9/zHfffUdERAQ1a9YEYNasWbRo0YIjR47w2muv8eqrrxIdHW18n5OTE4sXL+bkyZN88cUXfPvtt8yZo9ZwHjJkCGPHjqVRo0bGmIYMGVIg9mHDhrF8+XKT77ZixQq8vb1p3759sb7D6NGjycjIYPv27Rw/fpyPP/4YR0fHItftjh07aNGiRYHn09LSmDt3LsuXL2fjxo1s27aN/v37s2HDBjZs2MD//vc/5s+fz88//2x8z/1iu3PnDs2bN2f9+vWcOHGCl156iWeffZb9+/ebfPaSJUtwcHBg3759fPLJJ3zwwQds3rzZZJ5WrVqxY8eOIr9XcUnjUzwUk663+RLICFGUVYcvGeu5DWzhi6WFJBoSZSg5FnZ9rk5bWEGPj9SuoqJ0VXOFLpPzHm+cQLcGbrQPVBukl5PTmb89RpvYRIWybH8sUfFqkpUQHxcGNasNG4s5Htu/PVT3V6djtkLShbIPuIpasGABw4erY2579OhBSkoKf//9d6Hz2tjY4OLigk6nw9PTE09PTxwdHYmNjWXRokX89NNPtG/fnnr16vHOO+/Qrl07Fi1aZHx/VlYW33zzDW3btjXe9QN48sknee211wgICGD8+PG4u7uzdetW4/smTpxI27Zt8ff3p0+fPrzzzjusXLkSgGrVquHo6IiVlZUxpmrVqhWIffDgwVy5coWdO3can/vxxx955pln0Ol0xfoOsbGxPPbYY4SEhFC3bl169+5Nhw4dily3Fy5cwNvbu8DzWVlZzJs3j7CwMDp06MDAgQPZuXMnCxYsIDg4mN69e/P4448b10FxYvPx8eGdd94hNDSUunXr8sYbb9CjRw/jesrVpEkTpkyZQmBgICNGjKBFixb89ddfJvN4e3tz4cLD/+ak8SkeSoiPCw291LpuR2KTiY6v+Fm7hHYMBsVY21Ong0HNa2sckaj0Nk1Uu4ICtHpZ7SIqykbYcPDKqcl49QS6Q4uZ0icYq5wLTPO2xXApKU3DAIXWkm5nMitfBuSpfYOxiFoL53PuptxvPLaFRb67nwqELy16XvHAoqOj2b9/P888oyZ5srKyYsiQISxYsKBEyzl+/Dh6vZ769evj6Oho/Pv777+Jicm7GGVjY0OTJk0KvD//c7kN24SEBONzK1as4LHHHjM2didOnEhsbMlykHh4ePDEE0+wdKm6LZ07d449e/YwbNiwYn+HN998kw8//JDHHnuMKVOmcOzYsXt+Znp6OnZ2BYd+2NvbU69eXsmvWrVq4e/vb3IXtVatWsZ1UJzY9Ho9//nPfwgJCaFGjRo4Ojryxx9/FFhPd69/Ly8vk3UNaoM+Le3h9+HS+BQPRafTMdQk8ZDc/RRF23s2kdgb6o6rXYA7vjljwoQoE+e2w8m16rS9O3Qcp208lZ2FpZokJtfW6QQ4ZjGijT8AGdkGZm6I0iY2USHM3nyK5DR1TF7/MB+ae9nBpkl5MxRnPHboP0CXc/p6ZCkYpDt3aVuwYAHZ2dl4e3tjZWWFlZUV8+bNY9WqVaSkpBR7OampqVhaWnLo0CHCw8ONf5GRkXzxxRfG+apVq1ZouTVra2uTxzqdzpiMKLeB+OSTT/Lbb79x5MgR3n//fTIzS15beNiwYfz8889kZWXx448/EhISQkhISLG/wwsvvMDZs2d59tlnOX78OC1atODLL78s8vPc3d1JSkoq1ve91zooTmyffvopX3zxBePHj2fr1q2Eh4fTvXv3AuvpXp+T68aNG3h4PPxQKWl8iof2VKgPNlbqprT6yCUysuVAIAqXv2t2/i7bQpQ6fbZaWiVX/nqBouz4tYaQwep0ehJsncGYroG4OdgAsP54HHtiEjUMUGglMu4mS/epXfbsbSyZ0LMB7J6rluiB4o/HdvZWS/yAOpY7Zuu95xclkp2dzffff8+sWbNMGjRHjx7F29u7QLKaXDY2NiaJcADCwsLQ6/UkJCQQEBBg8ufp6flQce7evZtHHnmE999/nxYtWhAYGFigS2hhMRWmX79+3Llzh40bN/Ljjz8a73qW5Dv4+vryyiuv8MsvvzB27Fi+/fbbIj8vLCyMkycfvlZtcWLbtWsX/fr1Y/jw4TRt2pS6dety6tSD1V8+ceIEYWFhDx23ND7FQ3Oxt6ZnY3UjT0rLYvPJqxpHJCqilLQsY8bL6vbWdAuupXFEolI7tKjoeoGibHWbpiaNATi4AJeUaN7tntfdedqvEWTry7aUgqhYFEVh2q8RxvH+r3cOoJYhAXaqyWFKPB7bJPHQ96UbbBX322+/kZSUxKhRo2jcuLHJ34ABA4rseuvv709qaip//fUX169fJy0tjfr16zNs2DBGjBjBL7/8wrlz59i/fz8zZ85k/fqHy1YcGBhIbGwsy5cvJyYmhrlz57J69eoCMZ07d47w8HCuX79ORkbh5XkcHBx46qmnmDRpEpGRkcbuxkCxvsNbb73FH3/8wblz5zh8+DBbt26lYcOGhX4WQPfu3dmzZ0+xGsb3UpzYAgMD2bx5M7t37yYyMpKXX36Zq1cf7Dx9x44dPPHEEw8VM0jjU5SSIS2k6624tzXhl8nMqenWP6w2tlaWGkckKq20G7Dlw7zHd9cLFGXL2Rvav61OKwbYOIFBzWvT2EfNDxAVf4tl+6U2dFWy4Xg8e8/eAOARN3tGtaujdrd90PHY9buDg5oRlagNcPt6KUdcdS1YsICuXbvi4uJS4LUBAwZw8ODBQsc0tm3blldeeYUhQ4bg4eHBJ5+oXfAXLVrEiBEjGDt2LEFBQTz11FMcOHAAPz+/h4qzb9++/Otf/+L1118nNDSU3bt3M2nSJJN5BgwYQI8ePXj88cfx8PAo8q4tqF1vjx49Svv27QvEdr/voNfrGT16NA0bNqRHjx7Ur1+fb775psjP6tmzJ1ZWVvz5558PsQaKF9vEiRNp1qwZ3bt3p1OnTnh6evLUU0+V+HP27NlDSkoKAwcOfOiYdUoVq/x88+ZNXFxcSElJwdnZWetwzMb91pvBoNDps23E3khDp4Md4x6ndnUZzyfbm0pRFJ6cu5PIuJsA/PFWB4I8nQqdV9bZg5H1ls/6sXDgO3W6yRB4+v+KnFXW24O573rLugPfPApJ59XHg5Zw0KEDA/+7BwBXe2u2vdMJV3ub8gu6AqiK21t6pp6us//mcnI6AN+OaEG3aqdgSW91Bnt3eONQkd3ii1xnmyerZZQAnpgObV8vw29hfu61rd25c4dz585Rp06dQhPfiLL39ddfs27dOv744w+tQymWIUOG0LRpU/79738X+npJtim5FCxKhYWFjsEt1MyligI/HbykcUSiIjlx+aax4Rnq61pkw1OIhxZ/vHj1AkXZsrZTk8fk2jSRFt52PJVTGzo5LYvZmx9s3JEwL/O3xxgbnh3qe9A1qAb8Pj5vhgcdjx02Im/68PfqyYcQZuLll1+mQ4cO3LpV8atEZGZmEhISwr/+9a9SWZ40PkWpGdjcl9ySjT8dvIjeIAcCoVp+IK+L3VBJNCTKiqKoSYaM9QLfKbpeoCh7QU+qSWRATSqzey4TejbE3kbtcv/D3gvGi1KicrqUlMa8bWrJBysLHZN7B6M7tLh0xmO7B4BfW3X6ejRcOvDQ8QpRXqysrHj//fdxcqr4F+NtbGyYOHFioXVSH4Q0PkWp8XSxo1OQOgbjSsoddp6RMRhC7XK1LvwKoGY47N20YGFlIUrFyTVwIadQePU60OYe9QJF2dPp1CQyFlbq451z8FQSGP14AAAGRU0+VMVG/1QpMzdEkZEz1v+5tv4EOGbC1ul5MzzseOxm+e9+Lnnw5Qghyo00PkWpGmJS81MSSgjYcDyOWxnZAPRu4oWjrZXGEYlKKTMN/piY97j7DLCy1S4eofIIglYvqdPZd2DTJEa1q4NfTo3fvWdvGLNgi8plT0wi64/HAeDuaMOYroFqwzM9p75hkyHg9+jDfUhwP7DNGc94YjVkVPwujEJUddL4FKWqc4OauDuqJ3ybT14lMbXwtNai6sif/XhIy4fLbidEkXZ9odb8A6jXpXj1AkX56DheTSoDcHINdpd2M7FXXhmC6esjSc+U+tCVSbbewLRfI4yP3+0ehHNydOmPx7axh5Cc7JtZt+HELw+/TCFEmZLGpyhV1pYWDGjuA0CWXmH1kcsaRyS0dPZaKvvPq+n1A2o60szPVduAROWUHAu7PlenS1ovUJS9aq7QZXLe440T6NbAjfaBaoP0cnI687fHaBObKBPL9scSFa/ehQzxcWFQs9qwMf947LGlNx672V2Jh4QQFZo0PkWpy1/zc/mBizKepwpbcTDvrufQlr7opEEgysKmiXfVC6yvbTyioLDh4NVUnb56At2hxUzpE4xVTpa6edtiuJSUpmGAorQk3c5kVr5MxlP7BmMRtRbO71CfqF4HWpfieGyvUKgVok5fPghXT5besoUQpU4an6LU1fVwpJV/DQDOJKRyODZZ24CEJrL0BlYdUu98W1vq6B/mo3FEolI6tx1OrlWnHTyg0/h7zy+0YWGpJpfJtXU6AY5ZjGjjD0BGtoGZG6K0iU2UqtmbT5GclgVA/zAfmnvZwaZJeTN0n6GW4iktOp3p3c8j/yu9ZQshSp00PkWZkMRDYktUAtdzxvx2C66Fm6MkfxGlTJ+tllbJ1WUy2LloF4+4N7/WEDJYnU5Pgq0zGNM1EDcHGwDWH49jT0yihgGKhxUZd5Ol+y4AanbzCT0bwO65aqkdUEvvlMV47CaDwDLnGHN0OWRLvgkhKippfIoy8WSIF045WU1/OxZHak62U1F1rMyXaGhwC6ntKcrAoUWlUy9QlJ9u09RkMwAHF+CSEs273YOML0/7NYJsvUGj4MTDUBSFab9GkFvi+/XOAdQyJMDOOeoTZTkeu1p1CO6rTqffgKj1pf8ZQuQTHx/PG2+8Qd26dbG1tcXX15c+ffrw119/PdRyIyIiGDBgAP7+/uh0Oj7//PPSCbgCkcanKBPVbCzpG6rWc0zL1PPb0SsaRyTKU3zKHbZGJwDg7WJH+0APjSMSlU7aDdjyYd7jh60XKMqHs7eabAbU5DMbJzCoeW0a+6jlMqLib7Fsv/SWMUcbjsez96yaYO4RN3tGtaujdrc1GY8ddI8lPKSwZ/OmpettlXLu+m0+3hjFG8uO8PHGKM5dv12mn3f+/HmaN2/Oli1b+PTTTzl+/DgbN27k8ccfZ/ToBxvPrNfrMRgMpKWlUbduXT766CM8PT1LOfKKQY7UosyYdL3Nl3hGVH6rDl8yXv0e2MIXSwtJNCRK2ZYP4U6yOl0a9QJF+Wk9Gqr7q9Pnd2AZtY6pfRoZX561+RTJaZnaxCYeSHqmnhkbIo2PJ/YKxvbibji5Rn3C3h06jivbIPzb521XMVsh6ULZfp6oEFYevEiXWdv4v+1nWX/sCv+3/SxdZm3jpzI873zttdfQ6XTs37+fAQMGUL9+fRo1asTbb7/N3r17AZg9ezYhISE4ODjg6+vLa6+9RmpqqnEZixcvxtXVlXXr1hEcHIytrS2xsbG0bNmSTz/9lKFDh2JrWzmHK0njU5SZEB8XGnqpV7OPxCYTHS/Fn6sCg0Ex1vbU6WBQ89oaRyQqnfjjapdbKL16gaL8WNupSWdybZpIC287nsrpLZOclsXsfNlSRcU3f3sMl5PTAehQ34OuQTXg93zJv7pOUUvulCULi3x3PxUIX1q2nyc0d+76bSasOoZBAb1BMfl3/KpjnC+DO6A3btxg48aNjB49GgcHhwKvu7q6AmBhYcHcuXOJiIhgyZIlbNmyhXHjTC/ApKWl8fHHH/Pdd98RERFBzZo1Sz3eishK6wBE5aXT6Rja0pcp69QxWSsOXGRyn2CNoxJlbe/ZRGJvqCUT2gW441vDXuOIRKWiKGqSIWO9wHdKr16gKD9BT6rJZ2K2qMlods9lQs+32HTyKmmZen7Ye4FnWvkZL2CKiutSUhrztql1Wq0sdEzuHYzu0GJtxmOH/gO2Tlf3D0eWQsfxaqZlYTb6fLmTa7eKlzDq1p0sYy+ruxkU6DV3B0521vddjoeTLb++0a5Yn3nmzBkURaFBgwb3nO+tt94yTvv7+/Phhx/yyiuv8M033xifz8rK4ptvvqFp06bF+uzKQu58ijL1VKgPNlbqZrb6yCUysvUaRyTKWv4u1vm7XgtRKiJWw4Wd6nT1OtCmFOsFivKj06nJZyxyroHvnIOnksDoxwMA9cRx2q8RUifaDMzcEEVGtnox6Lm2/gQ4ZqoNwFzlOR7b2RsCn1Cnb15Su98Ks3LtVgbxN+8U6+925r3PKW9n6ou1nOI2doFi75P+/PNPunTpgo+PD05OTjz77LMkJiaSlpZXz9jGxoYmTZoU+7MrC2l8ijLlYm9Nz8bqgOmktCw2n7yqcUSiLKWkZfH7iXgAqttb0y24lsYRiUolM61gvUCryjkmpkrwCIJWL6nT2Xdg0yRGtauDX05vib1nbxj3J6Ji2hOTyPrjcQC4O9owpmug2vBMT1Jn0GI8tknioe/L97PFQ/NwssXT2a5Yfw42976r7WBjWazleDgV/zgSGBiITqcjKqrousTnz5+nd+/eNGnShFWrVnHo0CG+/vprADIz88azV6tWDV1ZZH+u4KTbrShzQ1r4sjZczXa74sBFejfx1jgiUVbWhF8mM+cKeP+w2thaSXcnUYp2faHezQCo16Vs6gWK8tVxPBxbCWnX4eQa7Fq+wMReDXnpf4cAmL4+kseDalLtPieZovxl6w1M+zXC+Pjd7kE4J0fDwYXqE1qNx67fHRxqwu0EiNoAt6+Dg3v5xyEeSHG7v4I65rPLrG2Fdr210MH6N9vj715wXObDqFGjBt27d+frr7/mzTffLDDuMzk5mUOHDmEwGJg1axYWOXf9V65cWapxmDO58ynKXOu6bsYr2TvPXOdSUtp93iHMkaIoLD8gXW5FGUmOhV2fq9NlWS9QlK9qrtBlct7jjRPo1sCN9oFqY+Fycjrzt8doE5u4p2X7Y4nKSSQY4uPCoGa1YWP+8dhjtRmPbWkNoc+o04YsOLq8/GMQ5aKOuwMfD2iChQ4sLXQm/348oEmpNzxzff311+j1elq1asWqVas4ffo0kZGRzJ07lzZt2hAQEEBWVhZffvklZ8+e5X//+x///e9/i7XszMxMwsPDCQ8PJzMzk8uXLxMeHs6ZM2fK5LtoQRqfosxZWOgY3ELNeKoo8NPBSxpHJMrCics3iYy7CUCorytBnk4aRyQqlU0T76oXWF/beETpCRsOXjkJN66eQHdoMVP6BGOVU6Jp3rYYuWhZwSTdzmRWvozEU/sGYxG1Fs7vUJ+oXkctqaOVsBF504e/V08+RKU0qIUvW8Z24qUOdenVxJuXOtRly9hODGpRdhfA69aty+HDh3n88ccZO3YsjRs3plu3bvz111/MmzePpk2bMnv2bD7++GMaN27M0qVLmTlzZrGWfeXKFcLCwggLCyMuLo7PPvuMsLAwXnjhhTL7PuVNGp+iXAxs7ktuqcefDl5EX1R6MmG2lh/IKww/VO56itJ0bjucXKtOO3hAp/H3nl+YFwtLNSlNrq3TCXDMYkQbfwAysg3M3FD0+CpR/mZvPkVyWhYA/cN8aO5lV3A8trWdRtEB7gHg11advh4Nlw5oF4soc/7uDozv0YAvnwljfI8GZXbHMz8vLy+++uorzp8/T0ZGBpcuXWLt2rV06tQJgH/9619cuXKFtLQ0Nm7cyLPPPouiKMZSLCNHjiQ5Obngd/H3R1GUAn/btm0r8+9UXqTxKcqFp4sdnYLU+kVXUu6w88x1jSMSpSk9U8+6nHG99jaW9G4q43pFKdFnm9YL7DIZ7Fy0i0eUDb/WEDJYnU5Pgq0zGNM1EDcHGwDWH49jT0yihgGKXJFxN1m67wKg7u8n9GwAu+eqJXOg4ozHbpb/7ucS7eIQQpiQxqcoN/nHAK7Id5dMmL8Nx+O4lZENQO8mXjjaSi4zUUoOLYKEk+p0edYLFOWv2zQ1SQ3AwQW4pETzbvcg48vTfo0gW2/QKDgB6tj+ab9GGBO8vN45gFqGBNg5R32iIo3HDu4Htjl1Yk+shoxb2sYjhACk8SnKUecGNXF3VNNZbz55lcTU4tdVEhXbCpNEQ34aRiIqlbQbsOXDvMflWS9QlD9nbzVJDahJazZOYFDz2jT2URsQUfG3WLZfLlxqacPxePaevQHAI272jGpXR+1uWxHHY9vYQ8hAdTrrNpz4Rdt4hBCAND5FObK2tGBAcx8AsvQKq49c1jgiURrOXktl/3n1ZCSgpiPN/Fy1DUhUHls+hDvJ6rQW9QJF+Ws9Gqr7q9Pnd2AZtY6pfRoZX561+RTJaZmFv1eUqfRMPTM2RBofT+wVjO3F3XByjfpERRyP3eyuxENCCM1J41OUqyH5so8tP3ARRTLQmb0VB/Pueg5t6VslCyaLMhB/XO1yC9rVCxTlz9pOTVaTa9NEWnjb8VSoOo48OS2L2fmyrIryM397DJeT0wHoUN+DrkE1Kv54bK9QqBWiTl8+CFdPahqOEEIan6Kc1fVwpJV/DQDOJKRyODZZ24DEQ8nSG1h1SL2DbW2po3+Yj8YRiUpBUeD3/PUC39GmXqDQRtCTUK+zOp1yEXbPZULPhtjbWALww94LxrJOonxcSkpj3ja13qqVhY7JvYPRHVoMCRHqDBV1PLZOZ3r388j/tItFCAFI41NoQBIPVR5bohK4njN2t1twLdxyxvQK8VAiVsOFnep09TrQRsN6gaL86XRq0hqLnMRlO+fgqSQw+vEAAAyKmnxIes6Un5kbosjIVi8GPdfWnwDHTNg6PW+Gijweu8kgsMw5Nh1dDtmSb0IILVXQPYWozJ4M8cIpJxvqb8fiSM3JkirMz8p8iYYGl2FBZ1GFZKYVrBdoJRc1qhyPIGj1kjqdfQc2TWJUuzr41bAHYO/ZG/x+Il7DAKuOPTGJrD8eB4C7ow1jugaqDc/0JHWGij4eu1p1CO6rTqffgKj12sYjRBUnjU9R7qrZWNI3Z/xOWqae345e0Tgi8SDiU+6wNToBAG8XO9oHemgckagUdn0BNy+p0xWlXqDQRsfxYO+uTp9cg92l3UzqHWx8efr6SNIz9RoFVzVk6w1M+zXC+Pjd7kE4J0fDwYXqE+YyHjvs2bxp6XorhKak8Sk0kb/r7fJ8d8+E+fj50EVjrbeBLXyxtJBEQ+IhJcfCrs/V6YpUL1Boo5qrmsQm18YJdA2qQftAtUF6OTmd+dtjtImtili2P5aoeLU+ZoiPC4Oa1YaNZjge2799XhblmK2QdEHTcISoyqTxKTQR4uNCQy+1dlv4xWSi46X4szkxGBRWHlTvTul0MKh5bY0jEpXCpokVs16g0E7YcPBqqk5fPYHu0GKm9AnGKudi17xtMVxKStMwwMor6XYms/JlFp7aNxiLqLVwfof6hDmNx7awULclABQIX6ppOML8xcfH88Ybb1C3bl1sbW3x9fWlT58+/PXXXw+13G+//Zb27dtTvXp1qlevTteuXdm/f38pRV0xSONTaEKn0zHUJPGQ3P00J3vPJhJ7Qz3haxfgjm/OOCwhHti57XByrTpdEesFCm1YWKrJbHJtnU6AYxbPtfUHICPbwMwNUdrEVsnN3nyK5LQsAPqH+dDcy868x2OHDgNdzmnvkaVgkC7blUZiDPw5FX5+Xv03sWx7RJw/f57mzZuzZcsWPv30U44fP87GjRt5/PHHGT36wS7I6PV6DAYD27Zt45lnnmHr1q3s2bMHX19fnnjiCS5fvlzK30I70vgUmnkq1AcbK3UTXH3kEhnZciAwF/lre+bvQi3EA9FnV/x6gUI7fq0hZLA6nZ4EW2fwZpdA3BxsAFh/PI49MYkaBlj5RMbdZOk+tWuqvY0lE3o2gN1z1dI3YJ7jsZ29IfAJdfrmJbX7rTB/R36Ar1rArrlqpvRdc9XHR8ru7vZrr72GTqdj//79DBgwgPr169OoUSPefvtt9u7dC8Ds2bMJCQnBwcEBX19fXnvtNVJTU43LWLx4Ma6urqxbt47g4GBsbW2JjY1l6dKlvPbaa4SGhtKgQQO+++47DAbDQ99RrUik8Sk042JvTc/GngAkpWWx+eRVjSMSxZGSlmXMMlnd3ppuwbU0jkiYvUOLICGn+Lt3WMWsFyi01W2amtwG4OACXFKiebd7kPHlab9GkK03aBRc5aIoCtN+jTCO6X+9cwC1DAmwc476hDmPxzZJPPS9dnGI0pEYA+veUMcgK3rTf9e9XiZ3QG/cuMHGjRsZPXo0Dg4OBV53dXUFwMLCgrlz5xIREcGSJUvYsmUL48aNM5k3LS2Njz/+mO+++46IiAhq1qxZYHlpaWlkZWVRo0aNUv8uWrHSOgBRtQ1p4cvacDXb7YoDF+ndxFvjiMT9rAm/TGZOvbf+YbWxtbLUOCJh1tJuwJYP8x5X5HqBQjvO3tBhLPz1gXpiuXECg55dx9J9sRy/nEJU/C2W7Y/l2Tb+Wkdq9jYcj2fv2RsAPOJmz6h2deCX5yvHeOz63cGhJtxOgKgNcPs6OLhrHZXIb35HSE0o3rwZN/OSX91NMcD8DmDrfP/lONaEl/8u1keeOXMGRVFo0KDBPed76623jNP+/v58+OGHvPLKK3zzzTfG57Oysvjmm29o2rRpkcsZP3483t7edO3atVjxmQM5wgtNta7rZqzbtvPMdUkcUcEpimKSnVi63IqHtuVDuJOsTjcZAr6tNA1HVGCtR+dlLD2/A8uodUztm1d6ZdbmUySnZWoTWyWRnqlnxoZI4+OJvYKxvbgbTq5RnzD38diW1hD6jDptyIKjy7WNRxSUmgC3rhTvLzP13svKTC3ecorb2EU9DyqOP//8ky5duuDj44OTkxPPPvssiYmJpKXlnefa2NjQpEmTIpfx0UcfsXz5clavXo2dnV2xY6zopPEpNGVhoWNwCzVTqqLATzkZVEXFdOLyTSLjbgIQ6utKkKeTxhEJsxZ/XO1yC+ZTL1Box9oOus/Me7xpIs297Hgqp250cloWs/NlZxUlN397DJeT0wHoUN+DrkE1Kt947LARedOHv1dPPkTF4VgTnLyL92fjeO9l2TgWbzmOBbu7FiUwMBCdTkdUVNGJzs6fP0/v3r1p0qQJq1at4tChQ3z99dcAZGbmXSCrVq0auiK6r3/22Wd89NFHbNq06Z4NVHMk3W6F5gY292X25lMYFPjp4EXe7BIoNSMrqOUHYo3TQ+Wup3gYigK/m2G9QKGtoJ5QrzPEbFGT3+yey4Seb7Hp5FXSMvX8sPcCz7TyM5byEsV3KSmNedvUMXJWFjom9w5Gd2gxJESoM3iFVo7x2O4B4NcWYnfD9Wi4dEB6XFQkxez+CqhjOr9qUXjXW50FvLwd3OqVXmxAjRo16N69O19//TVvvvlmgXGfycnJHDp0CIPBwKxZs7DIGUaycuXKYn/GJ598wvTp0/njjz9o0aJFqcZfEcidT6E5Txc7OgWpV52upNxhx+lrGkckCpOeqWddzvhcextLejeV8bniIUSshgs71WlzqhcotKXTqcluLHKune+cg6eSwOjHAwAwKGryoeJ2jRN5Zm6IIiNnPP9zbf0JcMyErdPzZqhM47Gb5b/7uUS7OMTDcasHfb9SG5o6S9N/+35V6g3PXF9//TV6vZ5WrVqxatUqTp8+TWRkJHPnzqVNmzYEBASQlZXFl19+ydmzZ/nf//7Hf//732It++OPP2bSpEksXLgQf39/4uPjiY+PN8mUa+4qyV5EmLv8YwdXHpSanxXRhuNx3MrIBqB3Ey8cbaXjhHhAmWmm9QJ7zDSveoFCWx5BatIbUJPgbJrEqHZ1jPkD9p69YczILYpnT0wi64/HAeDuaMOYroFqwzM9SZ2hyRDwe1TDCEtZcL+8RDQnVkPGLW3jEQ8ubBi8fhAeexMa9Vf/ff2g+nwZqVu3LocPH+bxxx9n7NixNG7cmG7duvHXX38xb948mjZtyuzZs/n4449p3LgxS5cuZebMmfdfMDBv3jwyMzMZOHAgXl5exr/PPvuszL5PeZPGp6gQOjeoibujevK5+eRVElMzNI5I3G2FSaIhPw0jEWZv1xdqnT1Q6wXW76FtPML8dBwH9jlZSk+uwe7Sbib1zks+NH19JOmZUju6OLL1Bqb9GmF8/G73IJyTo+HgQvWJyjge28YeQgaq01m34cQv2sYjHo5bPeg6FQYuVP8tozue+Xl5efHVV19x/vx5MjIyuHTpEmvXrqVTp04A/Otf/+LKlSukpaWxceNGnn32WRRFMZZiGTlyJMnJyQWWe/78eRRFKfA3derUMv9O5UUan6JCsLa0YEBzHwCy9Aqrj1zWOCKR39lrqew/r6beD6jpSDM/V20DEuYrORZ2fa5Om3O9QKGtaq5q8ptcGyfQNagG7QPVBunl5HTmby/9Gn+V0bL9sUTFq3f+QnxcGNSsNmysAuOxm92VeEgIUS6k8SkqjCEt8rreLj9wUcbsVCAr8nWFHtrSt8jsbELc16aJefUCH33FfOsFCu2FDVeT4ABcPYHu0GKm9AnGKidh3bxtMVK+6z6SbmcyK1+G4Kl9g7GIWgvnd6hPVObx2F6hUCtEnb58EK6e1DQcIaoKaXyKCqOuhyOt/GsAcCYhlcOxydoGJADI0htYdUi9E21tqaN/mI/GEQmzdW47nFyrTjt4qF0nhXhQFpZqEpxcW6cT4JjFc239AcjINjBzQ9HlEATM3nyK5LQsAPqH+dDcy850PHb3GZV3PLZOZ3r388j/tItFiCpEGp+iQsmfeGhFvrIeQjtbohK4njMGt1twLdwcK+mJiChb+uzKVy9QaM/vUQgZrE6nJ8HWGbzZJRA3BxsA1h+PY09MooYBVlyRcTdZuu8CoGYwn9CzAeyeq5awAXU8dlBPDSMsB00GgWXOMe3ocsiWfBNClDVpfIoK5ckQL5xysqj+diyO1JzsqkI7K/MlGhrcQmp7igd0aBEk5HRr8w6rHPUCRcXQbZqaFAfg4AJcUqJ5t3uQ8eVpv0aQrS+kDmAVpigK036NwJAzuuX1zgHUMiTAzjnqE1VlPHa16hDcV51OvwFR67WNR4gqQBqfokKpZmNJ31C1fmRapp7fjl7ROKKqLT7lDlujEwDwdrGjfaCHxhEJs5R2A7Z8mPe4MtULFNpz9oYOY9VpxQAbJzCoeW1CfNQ761Hxt1i2X3rS5LfheDx7z6pJ5B5xs2dUuzpqd9vc8ditXq4647HDns2brmJdbw0GuSgjSkdJtiUp1CcqnCEtfVm6Tz1RWH7gIkNbSVkPrfx86KLxyvjAFr5YWlTyq+CibGz5EO4kq9NNhoBvK03DEZVQ69FqxtKk83B+B5ZR65jatwMD5u0BYNbmU/Rp6o2rvY22cVYA6Zl6ZmyIND6e1CsY24u74eQa9QkHD+g0vvA3V0b+7aG6v7rtxGxVM3K7Vu7zDhsbGywsLLhy5QoeHh7Y2NhIIkHxQBRFITMzk2vXrmFhYYGNzf33sdL4FBVOiI8LDb2ciYy7SfjFZKLjbxHk6aR1WFWOwaCw8qBai1Gng0HNa2sckTBL8cfVLrdQOesFiorB2g66z4Tlz6iPN02k+ej9PBXqzZrwKySnZTF78yk+6NdY2zgrgPnbY7icnA5Ah/oedAmqAfOr8HhsCws1c/KWDwEFjiyFx9/TOqoyZWFhQZ06dYiLi+PKFelhJh6evb09fn5+WBSjV5M0PkWFo9PpGNrSlynr1KLXKw5cZHKf4Pu8S5S2vWcTib2hliloF+CObw17jSMSZkdR4PcqUC9QVAxBPaFeZ4jZoibN2T2XCT3fYtPJq6Rl6vlh7wWeaeVHQy9nrSPVzKWkNOZtU+ufWlnomNw7GN2hxZCgHm/xCq2a47FDh8HWGeq+6sgPaiZuC0utoypTNjY2+Pn5kZ2djV6v1zocYcYsLS2xsrIq9t1zaXyKCumpUB+mb4gkM9vA6iOXGN8zCFuryn0gqGjy1/bMn4VYiGKLWA0XdqrTlbleoKgYdDo1Sc68tmDIhp1z8Az9B6MfD+DTP6IxKGryoWUvtq6yXQxnbogiI1u9GDSyrT8BjpmwdXreDFV1PLazNwQ+Aac2ws1LavfbwK5aR1XmdDod1tbWWFtbax2KqEKq4B5GmAMXe2t6NvYEICkti80nr2ocUdWSkpbF7yfiAahub0234FoaRyTMTmaaab3AHjMrb71AUXF4BKnJckBNnrNpEqPa1cEvp+fG3rM3jPu2qmZPTCLrj8cB4O5ow5tdA9WGZ3qSOkOTIWrpmqrKJPHQ99rFIUQlJ41PUWENaZG/5ufFe8wpStua8Mtk5lwd7x9WW+46i5Lb9YV6BwHUeoH1e2gbj6g6Oo4De3d1+uQa7C7tZlLvvKEb09dHkp5ZtboZZusNTPs1wvj43e5BOCdHw8GF6hMyHhvqdweHmup01Aa4fV3beISopKTxKSqs1nXdjFerd565zqWkNI0jqhoURWH5AelyKx5Ccizs+lydrir1AkXFUc1VTZqTa+MEugbVoH2g2iC9nJzO/O0x2sSmkWX7Y4mKvwVAk9ouDGpWGzbKeGwTltYQmpOwypAFR5drG48QlZQ0PkWFZWGhY3ALNcOqosBPOZlXRdk6cfkmkXE3AQj1dZVMw6LkNk3Mqxf46CtVp16gqDjChqvJcwCunkB3aDFT+gRjlVMuat62mCpzQTPpdiazNp8yPp7SpxEWUWvh/A71CRmPnSdsRN704e/Vkw8hRKmSxqeo0AY29yW3tORPBy+iN8iBoKwtP5BXjH2o3PUUJXVuO5xcq047eKhdIIUobxaWavKcXFunE+CYxXNt/QHIyDYwc0OUNrGVs9mbT5GclgVA/zAfmnvZmo7H7j5DxmPncg8Av7bq9PVouHRA23iEqISk8SkqNE8XOzoFqWMwrqTcYcfpaxpHVLmlZ+pZF67W/LK3saR3U2+NIxJmRZ8Nv1fheoGiYvF7FEIGq9PpSbB1Bm92CcTNQS2Cvv54HHtiEjUMsOxFxt1k6b4LgLpPn9CzAeyeq5aiAXU8dlBPDSOsgJrlv/u5RLs4hKikpPEpKrz8Yw5XHpTEQ2Vpw/E4bmVkA9C7iReOtlKNSZTAoUWQcFKd9g6rmvUCRcXSbZqaTAfg4AJcUqJ5t3uQ8eVpv0aQrTdoFFzZUhSFab9GkNth6PXOAdQyJMDOOeoTMh67cMH9wDanFuyJ1ZBxS9t4hKhkpPEpKrzODWri7qh2Cdp88iqJqRkaR1R5rTBJNOSnYSTC7KTdgC0f5j2uqvUCRcXi7A0dxqrTigE2TmBQ89qE+Kh35KPib7Fsf+w9FmC+NhyPZ+/ZGwA84mbPqHZ11O62ueOxW70s47ELY2MPIQPV6azbcOIXbeMRopKRMwNR4VlbWjCguQ8AWXqF1UcuaxxR5XT2Wir7z6snKgE1HWnm56ptQMK8bPkQ7iSr002GgG8rTcMRwqj1aKjur06f34Fl1Dqm9s0rvTJr8ymS0zK1ia2MpGfqmbEh0vh4Uq9gbC/uhpNr1CccPKDT+MLfLExrfh6Wmp9ClCZpfAqzkL/m5/IDF1EkA12pW5GvS/PQlr7opCuWKK7442qXW5B6gaLisbaD7jPzHm+aSHMvO/qHqRc1k9OymJ0vG2xlMH97DJeT0wHoUN+DLkE1ZDx2SXiHQa0QdfryQbh6Utt4hKhEpPEpzEJdD0da+dcA4ExCKodjk7UNqJLJ0htYdUi9o2xtqTOelAlxX4oCv0u9QFHBBfWEep3V6ZSLsHsuE3o2wN7GEoAf9l4wlpgyd5eS0pi3Ta1jamWhY3LvYHSHFkNChDqDV6iMx74fnc408dCR/2kXixCVjDQ+hdnIn3hoxYHKOUZHK1uiErieM5a2W3At3Bwl7b4opojVcGGnOi31AkVFpdOpyXUscpKo7ZxDLUMCox8PAMCgqMmHKkOvmpkbosjIVi8GjWzrT4BjJmydnjeDjMcuniaDwDLnWHh0OWRLvgkhSoPsfYTZeDLEC6ec7Ku/HYsjNScrq3h4K/MlGhrcQmp7imLKTDOtF9hjptQLFBWXR5CaZAfUpDubJjGqXR0ecbMHYO/ZG/x+Il7DAB/enphE1h+PA8Dd0YY3uwaqDc/0JHWGJkPUEjTi/qpVh+C+6nT6DYhar208QlQS0vgUZqOajSV9Q9W6k2mZen47ekXjiCqH+JQ7bI1OAMDbxY72gR4aRyTMxq4v4OYldbpeF6jfQ9t4hLifjuPA3l2dPrkGu0u7mdgrL/nQ9PWRpGfqNQru4WTrDUz7NcL4+N3uQTgnR8PBheoTMh675PInHpKut0KUCml8CrOSv+vt8gNS87M0/HzoorEO3MAWvlhaSKIhUQzJsbDrc3Va6gUKc1HNVU22k2vjBLoG1aB9oNogvZyczvztMdrE9pCW7Y8lKl6tSdmktguDmtWGjTIe+6H4t8/LlByzVd3vCSEeijQ+hVkJ8XGhoZda/Dn8YjLR8VL8+WEYDAorD6p3rnQ6GNS8tsYRCbOxaWJevcBHX5F6gcJ8hA1Xk+4AXD2B7tBipvQJxirnwtu8bTFcSkrTLr4HkHQ7k1n5MvZO6dMIi6i1cH6H+oSMx34wFhbq9gKAAkeWahqOEJWBND6FWdHpdAw1STwkdz8fxt6zicTeUE+y2gW441vDXuOIhFk4tx1OrlWnHTzUroxCmAsLSzXpTq6t0wlwzOK5tv4AZGQbmLkhSpvYHtDszadITssCoH+YD829bE3HY3efIeOxH1ToMNDlnC4f+QEM5tktW4iKQhqfwuw8FeqDjZW66a4+comMbDkQPKj8tT3zd2kWokj67LvqBU6ReoHC/Pg9qibfATUZz9YZvNklEDcHGwDWH49jT0yihgEWX2TcTZbuuwCAvY0lE3o2gN1z1ZIyoI7HDuqpYYRmztkbArqp0zcvqd1vhRAPTBqfwuy42FvTs7EnAElpWWw+eVXjiMxTSlqWMbNjdXtrugXX0jgiYRYOLYKEnILr3mHqXQEhzFHXaWoSHoCDC3BJiWZcjyDjy9N+jSBbb9AouOJRFIVpv0YYx+2/3jmAWoYE2DlHfULGY5cOk5qf32sXhxCVgDQ+hVka0kK63j6sNeGXycypBdc/rDa2VpYaRyQqvLQbsOXDvMdSL1CYM2cv6DBWnVYMsHECg5rVJsRHvZMfFX+LZfsrdoKZDcfj2Xv2BgCPuNkzql0dtbtt7njsVi/LeOzSUL87ONRUp6M2wO3r2sYjhBmTswZhllrXdcMvZ3zizjPXzS45hNYURTHJFixdbkWxbPkQ7iSr002Ggm8rTcMR4qG1Hq0m4wE4vwOLqHVM7ZtXemXW5lMkp2VqFNy9pWfqmbEh0vh4Uq9gbC/uhpNr1CccPKDT+MLfLErG0hpCn1GnDVlwdLm28QhhxqTxKcyShYWOwS3UzKyKAj/lZGwVxXPi8k0i424CEOrrSpCnk8YRiQov/rja5RZy6gVO1TQcIUqFtZ2ajCfXpok097Kjf5gPAMlpWczOl0W2Ipm/PYbLyekAdKjvQZegGneNx54s47FLU1i+rreHv1dPPoQQJSaNT2G2Bjb3Jbck5U8HL6I3yIGguJYfyOtKNlTueor7URT4XeoFikoqqCfU66xOp1yE3XOZ0LMB9jbqUIQf9l4wXqyrKC4lpTFvm1qP1MpCx+TewegOLYaECHUGr1AIHV7k+8UDcA8Av7bq9PVouHRA23iEMFPS+BRmy9PFjk5B6hiMKyl32HH6msYRmYf0TD3rwq8AambE3k29NY5IVHgRq+HCTnVa6gWKykanU5PyWFipj3fOoZYhgdGPBwBgUNTkQ0oFutM1c0MUGTlj9ke29SfAMRO2Ts+bQcZjl438iYcOL9EuDiHMmOyZhFnLP1Zx5UFJPFQcG47HcSsjG4DeTbxwtLXSOCJRoWWmmdYL7DFT6gWKyscjSE3OA2qynk2TGNWuDo+4qbkF9p69YcwOrrU9MYmsPx4HgLujDW92DVQbnulJ6gxNhqilZETpC+4Hts7q9InVkHFL23iEMEPS+BRmrXODmrg7qifCm09eJTE1Q+OIKr4VJomG/DSMRJiFXV+ote1ArRdYv4e28QhRVjqOA3t3dfrkGuwu7WZir7zkQ9PXR5KeqW1d6Wy9gWm/Rhgfv9s9COfkaDi4UH3C2kEtISPKho09hAxUp7Nuw4lftI1HCDMkjU9h1qwtLRjQXE0MkaVXWH3kssYRVWxnr6Wy/7yalj+gpiPN/Fy1DUhUbMmxsOtzdVrqBYrKrpordJ2S93jjBLoG1aB9oNogvZyczvztMdrElmPZ/lii4tW7bU1quzCoWW3YKOOxy1XYs3nTh6XmpxAlJY1PYfby1/xcfuBihRqXU9GsyNc1eWhLX3TSkBD3smliXr3AR1+ReoGi8gsdribrAbh6At2hxUzpE4xVTna7edtiNCvtlXQ7k1n5Mu9O6dMIi6i1cH6H+oSMxy4f3mFQK0SdvnwQrp7UNh4hzIw0PoXZq+vhSCv/GgCcSUjlcGyytgFVUFl6A6sOqXeGrS11xlICQhTq3HY4uVaddvBQuyQKUdlZWKjJenJtnU6AYxbPtfUHICPbwMwNUZqENnvzKZLTsgDoH+ZDcy9b0/HY3WfIeOzyoNOZJh468j/tYhHCDEnjU1QK+RMPrchXRkTk2RKVwPWcMbHdgmvh5ignKaII+uy76gVOkXqBourwe1RN2gNqEp+tM3izSyBuDjYArD8ex56YxHINKTLuJkv3XQDULOUTejaA3XPV0jCgjscO6lmuMVVpTQaBZc4x9OhyyJZ8E0IUlzQ+RaXwZIgXTjlZW387FkdqTjZXkWdlvkRDg1tIbU9xD4cWQUJOVzLvMAgdpm08QpS3rtPU5D0ABxfgkhLNuB5Bxpen/RpBtt5QLqEoisK0XyPILWX9eucAahkSYOcc9QkZj13+qlWH4L7qdPoNiFqvbTxCmBFpfIpKoZqNJX1D1XqVaZl6fjt6ReOIKpb4lDtsjU4AwNvFjvaBHhpHJCqstBuw5cO8x1IvUFRFzl7QYaw6rRhg4wQGNatNiI/aAyAq/hbL9pdPL5sNx+PZe1ZNFPeImz2j2tVRu9vmjsdu9bKMx9ZC/sRD0vVWiGKTMwpRaeTverv8gNT8zO/nQxeNV80HtvDF0kKukIsibPkQ7iSr002Ggm8rTcMRQjOtR6tJfADO78Aiah1T++aVXpm1+RTJaZllGkJ6pp4ZGyKNjyf1Csb24m44uUZ9wsEDOo0v/M2ibPm3h+r+6nTMVjU7uBDivqTxKSqNEB8XGnqpxZ/DLyYTHS/FnwEMBoWVB9U6jTodDGpeW+OIRIUVf1ztcgs59QKnahqOEJqytlOT+OTaNJHmXnbGZG3JaVnMzpd9tizM3x7D5eR0ADrU96BLUI27xmNPlvHYWrGwgLDhOQ8UOLJU03CEMBfS+BSVhk6nY6hJ4iG5+wmw92wisTfU0gDtAtzxrWGvcUSiQlIU+F3qBQphIqgn1OusTqdchN1zmdCzAfY2lgD8sPcCkXE3y+SjLyWlMW+bWlfUykLH5N7B6A4thoQIdQbvMLU0jNBO6DDQ5ZxKH/kBDHpt4xHCDEjjU1QqT4X6YGOlbtarj1wiI1sOBPlre+bvmiyEiYjVcGGnOi31AoVQ6XRqMh8LNaEdO+dQy5DA6McDADAoavKhsqgvPXNDFBnZ6sWgkW39CXDMhK3T82aQ8djac/aGgG7q9M1LavdbIcQ9yV5LVCou9tb0bOwJQFJaFptPXtU4Im2lpGXx+4l4AKrbW9MtuJbGEYkKKTPNtF5gj5lSL1CIXB5BalIfUJP8bJrEqHZ1eMRN7UWy9+wN4362tOyJSWT98TgA3B1teLNroNrwTE9SZ2gyRMZjVxQmNT+/1y4OIcyEND5FpTOkhXS9zbUm/DKZOVfO+4fVxtbKUuOIRIW06wv1qj2o9QLr99A2HiEqmo7jwN5dnT65BrtLu5nYKy/50PT1kaRnlk5Pm2y9gWm/Rhgfv9s9COfkaDi4UH3C2kEtBSMqhvrdwaGmOh21AW5f1zYeISo4aXyKSqd1XTf8csY17jxznUtJaRpHpA1FUUyy/kqXW1Go5FjY9bk6LfUChShcNVfoOiXv8cYJdA2qQftAtUF6OTmd+dtjSuWjlu2PJSonYV6T2i4MalYbNsp47ArL0hpCn1GnDVlwdLm28QhRwUnjU1Q6FhY6BrdQM7oqCvyUk+m1qjlx+aYxEUaorytBnk4aRyQqpE0T8+oFPvqK1AsUoiihw8ErVJ2+egLdocVM6ROMVU7pqnnbYh76YmfS7Uxm5cugO6VPIyyi1sL5HeoTMh67YgrL1/X28PfqyYcQolDS+BSV0sDmvuSWsvzp4EX0hqp3IFh+IK/m2FC56ykKc247nFyrTjt4qF0LhRCFs7BQk/zk2jqdAMcsnmvrD0BGtoGZG6Ie6iNmbz5FcloWAP3DfGjuZSvjsc2BewD4tVWnr0fDpQPaxiNEBSaNT1EpebrY0SlIHYNxJeUOO05f0zii8pWeqWdd+BUA7G0s6d3UW+OIRIWjz76rXuAUqRcoxP34Paom+wE1+c/WGYzpGoi7ow0A64/HsScm8YEWHRl3k6X7LgDqfntCzwawe65a4gVkPHZFlz/x0OEl2sUhRAUnjU9RaeUf47jyYNVKPLTheBy3MrIB6N3EC0dbK40jEhXOoUWQcFKd9g5T69UJIe6v6zQ16Q/AwQU4J0fzbvcg48vTfo0gW28o0SIVRWHarxHkdtJ5vXMAtQwJsHOO+oSMx674gvuBrbM6fWI1ZNzSNh4hKihpfIpKq3ODmrg7qt2TNp+8SmJqhsYRlZ8VJomG/DSMRFRIaTdgy4d5j6VeoBDF5+wFHcaq04oBNk5gULPahPioPQei4m+xbH/sPRZQ0Ibj8ew9ewOAR9zsGdWujtrdVsZjmw8bewgZqE5n3YYTv2gbjxAVlJxtiErL2tKCAc19AMjSK6w+clnjiMrH2Wup7D+vnsQE1HSkmZ+rtgGJimfLh3AnWZ1uMlTqBQpRUq1Hq8l/AM7vwCJqHVP75pVembX5FMlpmcVaVHqmnhkbIo2PJ/UKxvbibji5Rn1CxmObj7Bn86YPS81PIQojjU9RqeWv+bn8wEWUKpCBbkW+LsZDW/qik25aIr/442qXW8ipFzhV03CEMEvWdtB9Rt7jTRNp7mVH/zD1gmdyWhaz82WtvZf522O4nJwOQIf6HnQJqnHXeOzJMh7bXHiHQa0QdfryQbh6Utt4hKiApPEpKrW6Ho608q8BwJmEVA7HJmsbUBnL0htYdUi9w2ttqTOeCAkBqOn/f5d6gUKUiqCeUK+zOp1yEXbPZULPBtjbWALww94LxnJXRbmUlMa8bWp9UCsLHZN7B6M7tBgSItQZvMPUEi/CPOh00Czf3c8j/9MuFiEqKGl8ikovf+KhFQdKNg7H3GyJSuB6ztjWbsG1cHOUlPwin4jVcGGnOi31AoV4ODqdmgTIIieh28451DIk8HrnAAAMipp86F49bmZuiCIjW70YNLKtPwGOmbB1et4MMh7b/IQMAsucY+/R5ZBddfJNCFEcskcTld6TIV445WR7/e1YHKk5WWAro5X5Eg0NbiG1PUU+mWlSL1CI0uYRBK1eVqez78CmSYxqV4dH3OwB2Hv2Br+fiC/0rXtiEll/PA4Ad0cb3uwaqDY805PUGZoMkfHY5si+BgT3VafTb0DUem3jEaKCkcanqPSq2VjSN1Stc5mWqee3o1c0jqhsxKfcYWt0AgDeLna0D/TQOCJRoez6Am5eUqcDukq9QCFKS6fxalIggJNrsL24m4m98pIPTV8fSXqm3uQt2XoD036NMD5+t3sQzsnRcHCh+oS1g1rSRZinMOl6K0RRpPEpqoT8XW+XH6icNT9/PnTRWCNuYAtfLC0k0ZDIkRwLuz5Xpy2soPtMqRcoRGmxc1GTAuXaOIGuQTXoUF9tkF5OTmf+9hiTt/x86CJR8WodyCa1XRjUrDZslPHYlYZ/e6jur07HbFX3wUIIQBqfoooI8XGhoZda/Dn8YjLR8ZWr+LPBoLDyoHpXS6eDQc1raxyRqFA2TZR6gUKUpdDh4BWqTl89ge7QYib3DsYq5yLgvG0xXEpKM87+5ZYzxukpfRphEbUWzu9Qn5Dx2ObPwgLCchNFKXBkqabhCFGRmH3j09/fn88//1zrMEQFp9PpGGqSeKhy3f3cezaR2BvqiU27AHd8a9hrHJF4WKW2bzu3HU6uVaelXqAQZcPCQk0OlGvrdAIcM3murT8AGdkGZm6IMr6ckq7mHugf5kNzL1sZj10ZhQ4DXc5p9pEfwKC/9/xCVBFm3/gUorieCvXBxkrd5FcfuURGduU5EOSv7Zm/i7Go4vTZd9ULnCL1AoUoJR999BE6nY633npLfcLvUTVJEKhJg7bOYEzXQNwdbQBYfzyOF5ccML7fztqCCT0bwO65aqkWgHpdZDx2ZeHsDQHd1Ombl9Tut0IIaXyKqsPF3pqejT0BSErLYvPJqxpHVDpS0rKM2RSr21vTLbiWxhGJCuPQIkjIKXLuHaZeiRdCPLQDBw4wf/58mjRpYvpC12lqsiCAgwtwTo7m3e5Bxpf3nL1hnM7IMnAw/CjsnKM+YWGllm6R8diVR7MRedNHvtcuDiEqkFJrfN66dYthw4bh4OCAl5cXc+bMoVOnTsYrgklJSYwYMYLq1atjb29Pz549OX36tMkyVq1aRaNGjbC1tcXf359Zs2aZvJ6QkECfPn2oVq0aderUYelS6UMvSmZIi8rX9XZN+GUyc+rE9Q+rja2VpcYRVS5mu29LuwFbPsx7LPUChSgVqampDBs2jG+//Zbq1aubvujspSYLAjV50MYJtPCrXnAhgAKweZKMx67M6ncHh5rqdNQGuH1d23iEqABK7Uzk7bffZteuXaxbt47NmzezY8cODh8+bHx95MiRHDx4kHXr1rFnzx4UReHJJ58kKysLgEOHDjF48GCGDh3K8ePHmTp1KpMmTWLx4sUmy7h48SJbt27l559/5ptvviEhIeGecWVkZHDz5k2TP1F1ta7rhl/OeMidZ66bJIAwR4qimGTvlS63pc9s921bPoQ7yep0k6FSL1CIUjJ69Gh69epF165dC5+hzWg1aRCQcWY7+9bNh8w0DBnqX67WFifpZblPfSDjsSsnS2sIfUadNmTB0eXaxiNERaCUgps3byrW1tbKTz/9ZHwuOTlZsbe3V8aMGaOcOnVKAZRdu3YZX79+/bpSrVo1ZeXKlYqiKMo//vEPpVu3bibLfffdd5Xg4GBFURQlOjpaAZT9+/cbX4+MjFQAZc6cOUXGNmXKFAX1AqPJX0pKSml89SojJSWl0qy3L/86pTwy/jflkfG/KbM3RZfpZ5X1ejt2Mdn4Xfp9tbNMPqO8VaRtzWz3bXHHFGWqq6JMcVaUD70UJeVKaayOSqkibW/mpKqut2XLlimNGzdW0tPTFUVRlI4dOypjxowpOGPkekWZ4qxM6WhT6O/U/61lyslJjdTf6BRnRTm0pHy/iBkx+23t2um8/+cvWyqKwVAuH2v2601UWqVy5/Ps2bNkZWXRqlXelXUXFxeCgtRxDpGRkVhZWfHoo48aX3dzcyMoKIjIyEjjPI899pjJch977DFOnz6NXq83LqN58+bG1xs0aICrq+s9Y3vvvfdISUkx/l28WDm6WooHN7C5L7klMH86eBF9bnFMM7T8QF7tsKFy17PUmeW+TVHg93z1Aju+K/UChSgFFy9eZMyYMSxduhQ7O7t7zxzUE+p14b12tqRMcGLmO8PwfWslPq8uBmCg5d80tFB/s3EODdVSLaJycg8Av7bq9PVouHTg3vMLUclV+gFAtra2ODs7m/yJqs3TxY7Hg9QxGFdS7rDj9DWNI3ow6Zl61oVfAcDexpLeTb01jkiUpyL3bZG/woWd6nSNutD6Ne2CFKISOXToEAkJCTRr1gwrKyusrKz4+++/mTt3LlZWVuj1+TKo63TQ4yNsbaxxttXxlv1GfG1vY2GrDvt43WpN3rw9Ppbx2JVd/sRDh5doF4cQFUCp7O3q1q2LtbU1Bw7kXc1JSUnh1KlTADRs2JDs7Gz27dtnfD0xMZHo6GiCg4ON8+zatctkubt27aJ+/fpYWlrSoEEDsrOzOXTokPH16OhokpOTS+MriCpmcL67hCsPmufd8A3H47iVodaK693EC0dbK40jqnzMct+WP8lQ9xlSL1CIUtKlSxeOHz9OeHi48a9FixYMGzaM8PBwLC3vSvbmUR9avQyAnS6Lf1v/iGVOt5vqutsAXPDpjVdIx3L9HkIDwf3ANucC4YnVkHFL23iE0FCpND6dnJx47rnnePfdd9m6dSsRERGMGjUKCwsLdDodgYGB9OvXjxdffJGdO3dy9OhRhg8fjo+PD/369QNg7Nix/PXXX/znP//h1KlTLFmyhK+++op33lGzxgUFBdGjRw9efvll9u3bx6FDh3jhhReoVq1a8QNNjIGtM9XprTPVx6JK6tygJu6O6kn55pNXSUzN0DiiklthkmjIT8NIKi+z3LfdUu+GE9BV6gUKUYqcnJxo3LixyZ+DgwNubm40bty48Dd1Gq8mEwJ6We5jrfvXxpcMVnY8MuSz8ghdaM3GHkIGqtNZt+HEL9rGI4SGSq2fx+zZs2nTpg29e/ema9euPPbYYzRs2NA4LmLRokU0b96c3r1706ZNGxRFYcOGDVhbWwPQrFkzVq5cyfLly2ncuDGTJ0/mgw8+YOTIkcbPWLRoEd7e3nTs2JGnn36al156iZo1axYvwCM/wFctYO9/1cd7/6s+PiLlWqoia0sLBjT3ASBLr7D6yGWNIyqZs9dS2X9erRcXUNORZn6u2gZUiZndvi2XX1upFyiE1uxcoMtk40P/m3k9HCyyMyBmixZRCS2EPZs3fVhqfoqqS6coSplkW7l9+zY+Pj7MmjWLUaNGlcVHFF9ijHpyphi4maHg8tEtUiY44WyrA50FvH4Q3OppG2MFd/PmTVxcXEhJSak042bPXkul86y/AbUBt/lfHdCV8sl6Wa23mb9HMv/vswBM7NWQF9rXLbVla62ib2uyb6tcKvr2VlHJeiuBa6fh6xYA8jt9AJVmW1MU+G97uHpcffzqHqgVXGYfV2nWm6h0Su3O55EjR1i2bBkxMTEcPnyYYcOGARi7nmnqyP+AohoVupzXRVVT18ORVv41ADiTkMrh2GRtAyqmLL2BVYfUO7XWljr6h/loHFHlJvs2IcRDObpUbWQWSn6nVYZOB83y3f2U/3dRRZVqerXPPvuMpk2b0rVrV27fvs2OHTtwd3cvzY94MMmxqKW1CqPkvC6qoiH5Eg+tOGAe28GWqASu54xR7RZcCzdHSShT1irsvi0xBhR9ES/Kvk2ICuGev0P5nVYpIYPAMueYfXQ5ZJtfvgkhHlappccMCwszydZYobj6UeTdAcUA+qxyDUdUHE+GeDF1XQS3MrL57Vgck/s0qvBZY1fmSzQ0uIXU9ixrFXbflnQezu+8xwy6nH2fEEJT9zoHkd9p1WJfA4L7wvGfIP0GRK2Hxk9rHZUQ5apqFJYKe5ai73wCketg7zy1P76oUqrZWNI3VK2PmZap57ejVzSO6N7iU+6wNToBAG8XO9oHemgckdDEpYPwXVf15KVIimmCCyGENu55DiK/0yonTLreiqqtajQ+3epB369yxlzk1uG6qx7Xxgmw4V3QZ5d3dEJjQ/OVKVl+oGLX/Pz50EUMOecwg1r4GmvGiSokYg0s7gW3r6mPHWoV3LfpLNR9niQxEUJ7RZ2DyO+0avJvD9X91emYrdLtWlQ5VaPxCRA2TM0o1/oV9XHrV+CNw9BhXN48B76FZUOl+G8V09jHmYZeaia48IvJRMdXzP9/g0Fh5cFLgJq3YFCL2hpHJMqVosDOOfDTc5B9R33Ovz2M3ltw3/b6QXWfJ4SoGAo7B5HfadVkYQFhw3MeKFLyT1Q5VafxCerVxcffU6cff0993Pl9eOq/YKHW5OPMZljYA1LMq+6jeHA6nY6hJomHKubdz71nE4m9kQZAuwB3ale31zgiUW70WbDuDfhzat5zTf8Bw39RxxAVtm8TQlQs8jsVuUKH5WVAPvIDGIpKHCdE5VO1Gp9FCX0Gnl0Ndq7q46sn4NvOcCVcy6hEOXoq1AcbK/XnsPrIJTKyK96BYMXBvEZx/iy9opJLT4YfBpiODeo8EZ76BqxsNAtLCCHEA3L2hoBu6vTNS2r3WyGqCGl85qrTHl74E6rXUR+nxsOinhC1Qdu4RLlwsbemZ2NPAJLSsth88qrGEZlKScvi9xPxAFS3t6ZbcC2NIxLlIuk8LHgCzv2tPra0hQELoMO7at9rIYQQ5qnZiLzpI99rF4cQ5Uwan/m5B8ILf4Fva/VxVhos/4dkwq0ihrSouF1v14RfJjPbAED/sNrYWlne5x3C7OVmtL0erT62d4Pn1kHIQG3jEkII8fDqdweHmup01Aa4fV3beIQoJ9L4vJuDG4xYC41zT/AUyYRbRbSu64ZfDXUc5c4z17mYM75Sa4qisGx/XjY86XJbBdyd0dYtUO2Z4dda07CEEEKUEktrddgXgCELji7XNh4hyok0PgtjbQcDvpNMuFWMhYWOwTkZZBUFfjp0SeOIVMcvpxCVk4E31NeVIE8njSMSZaaojLajNkGNutrGJoQQonTlr/l5+HvpZSeqBGl8FkWnk0y4VdDA5r7kls78+eBF9AbtDwT5uwAPlbueldf9MtoKIYSoXNwDwa+tOn09Gi4d0DYeIcqBND7vRzLhVimeLnY8HqSOwbiScocdp69pGk96pp514VcAsLexpHdTb03jEWVEMtoKIUTVlD/x0OEl2sUhRDmRxmdxSCbcKmVwvruLKw9qm3how/E4bmWoY417N/HC0dZK03hEGZCMtkIIUXUF9wNbZ3X6xGoZ3iUqPWl8FldRmXD3fCN99CuZzg1q4u5oC8Dmk1dJTM3QLJb8XW6HtPTTLA5RRiSjrRBCVG029nn7/KzbcOIXbeMRooxJ47MkCsuE+8d7kgm3krG2tGBAcx8AsvQKq49oM8b37LVU9p+/AUBATUea+blqEocoI5LRVgghBBRMPCREJSaNz5KSTLhVQv6an8sPXETR4O72ioOmiYZ00gWzcpCMtkIIIfLzDoNaIer05YNw9aS28QhRhqTx+SDumQm3YpTnEA+nrocjrfzVDKNnElI5HJtcrp+fpTew6pB6x9XaUkf/MJ9y/XxRRiSjrRBCiLvpdNAs393P/MnnhKhkpPH5MArNhNtFMuFWEkPyJR5acSC2XD97S1QC13PGmnYLroVbzhhUYcYko60QQoiihAxSE84BHF0O2drlmxCiLEnj82FJJtxK68kQL5xyssv+diyO1IzyG9ebP9HQ4BZS29PsSUZbIYQQ92JfAxr2UafTb0DUem3jEaKMSOOzNEgm3Eqpmo0lfUPVupppmXp+O3qlXD43PuUO26ITAPB2saN9oEe5fK4oI5LRVgghRHHkr/kpXW9FJSWNz9IimXArpaH5ypssP1A+NT9/PnQRQ841i0EtfLG0kDtjZksy2gohhCgu//ZQ3V+djtkKyeU75EeI8iCNz9IkmXArncY+zjT0Uos/h19MJjq+bP8fDQaFlQfVpFU6HQxqUbtMP0+UEcloK4QQoqQsLCBseM4DBY4s1TQcIcqCND5Lm2TCrVR0Oh1DTRIPle3dz71nE4m9kQZAuwB3ale3L9PPE2VAMtoKIYR4UKHDQJdzen7kBzDotY1HiFImjc+yIplwK42nQn2wsVJ/KquPXCIju+wOBPlre+bPtivMRGEZbR+XjLZCCCGKydkbArqp0zcvwdmt2sYjRCmTxmdZkky4lYKLvTU9G3sCkJSWxeaTV8vkc1LSsvj9RDwA1e2t6RZcq0w+R5SRojLadpSMtkIIIUogf+Khw99rF4cQZUAan2VNMuFWCkNalH3X2zXhl8nMNgDQP6w2tlaWZfI5ogzcndG2Wg3JaCuEEOLB1O8ODjXV6agNcPu6tvEIUYqk8VkeJBOu2Wtd1w2/Gur4y51nrnMxZ1xmaVEUhWX787LaSZdbM1Igo22AZLQVQgjx4Cyt1eFbAIYsOLpc23iEKEXS+CwvkgnXrFlY6Bick3lWUeCnQ6WbPOr45RSicjLphvq6EuTpVKrLF2WgyIy2m8GtnraxCSGEMG9hz+ZNH/5eesuJSkMan+VJMuGatYHNfcktufnzwYvoDaV3IMjflXeo3PWs+CSjrRBCiLLkHgh+bdXp69Fw6YC28QhRSqTxqQXJhGuWPF3seDxIHYNxJeUOO05fK5XlpmfqWRd+BQB7G0t6N/UuleWKMiIZbYUQQpQHk8RDS7SLQ4hSJI1PrUgmXLM0ON9dyZUHSyfx0IbjcdzKUMf+9m7ihaOtVaksV5QByWgrhBCivAT3A1tndfrEahmmJSoFaXxqSTLhmp3ODWri7mgLwOaTV0lMzXjoZebvcjukpd9DL0+UEcloK4QQojzZ2OcdY7Juw4lftI1HiFIgjU+tFZkJ9x3JhFsBWVtaMKC5DwBZeoXVRy4/1PLOXktl//kbAATUdKSZn+vDhijKgmS0FUIIoYX8iYfyD/cQwkxJ47MiKDQT7neSCbeCyl/zc/mBiygPcZd6xUHTREM66bpZsUhGWyGEEFryDoNaIer0/7d392FR1fn/x18DCiI3moiIIZKpLCqKiRami6ulK0lp/bRVv6ltu9WmXZmXZawalt3YtlZmu+5m31Y3M8zazM28W2/36y2gEKWRWSxaGusdJCoCc35/jI2O3Agjh7nh+bguLmfOOXPmM2/PGebFOec9RzKkH/a7djzANSJ8ugs64XqMjmFB6htt62j6deEZ7S047dR6yiqs+jDLduS0qa9FI3tdX19DRH2goy0AwNUsFukmjn7CexA+3U21nXD3uXRYcHTvZY2HlmcUOLWOTV8W6vjFa0Zv7xqu0IvXksIN0NEWAOAu4kbZGtxJUk66VH7t/SYAVyF8uqMqO+Em0wnXjSTHRSj4YlfaTz47qjOldb8+9/JGQ6MT+G5Pt3EqX3p7KB1tAQDuoXkrKTbFdvvcSenL1a4dD3ANCJ/uik64bi3Az1d3xtu+j/PshQp9kvN9nR5/rOi8tuQVSpLatWimAZ3D6n2McMJPHW3/+6XtPh1tAQDu4PLv/OTUW3gwwqc7oxOuW/vVZV+Lkp5Rt+/8/CDrsKwX/4YwKqG9fH04ouZydLQFALir6AFSyw6224c2S6edu+QHcDXCp7ujE67b6n59iGIjbF/+nH34tPKO1e7/w2o19H6mrYmUxSKNSog0bYyoBTraAgDcnY/PZY2HDGnfuy4dDuAswqcnoBOuW7JYLPqVQ+Oh2h393PXNCRWcPCtJ6t+ptSKva27K+FALdLQFAHiK+HGS5eJH931LJWuFa8cDOIHw6UnohOt2RsRfL78mtt3oo31HVFp+9V8El3+35+Vdc9HA6GgLAPAkIe2kTrfbbhcfkb7Z7NrxAE4gfHoaOuG6lRbNm2pY97aSpFNny7Rh/w81Ll90tkxrPj8mSbqueVPd3jXc9DGiCnS0BQB4ossbD+39u+vGATiJ8OmJ6ITrVu5NqP2ptyuzv9OFcqskaWSvSPk38TV1bKgCHW0BAJ6qy1ApsI3t9pefSiXHXTseoI4In56KTrhu45aOoYpqZbtu8/++Pq7DF6/nvJJhGHpvz6XudJxy6wJ0tAUAeDLfprbLsCTJWiblpLt2PEAdET49GZ1w3YKPj0WjL3asNQxpRVbVTaByvyvSlxc74sa3b6mYtsENNsZGj462AABv0eu+S7f3/p2z3uBRCJ+ejk64buH/9W6vn76q84PMw6qwVv5FcPkpub/iqGfDoaMtAMCbtO4sRfWz3T6eJx3JcO14gDogfHoLOuG6VNsWzfSLGNs1GN8Xnde/D/7XYf65CxValf29JKm5n6+G92zX4GNslOhoCwDwRjddfvRzievGAdQR4dObVNsJd7Vrx9VIjL7saOb7mY6Nh9Z/cUw/ltquxR3eI0JB/k0adGyNEh1tAQDequtdkn+I7fbnH3G5FTwG4dPbVNkJdxydcBvAoJ+1Uesgf0nShv0/6MSZUvu8f+z9zn773j5RDT62RoeOtgAAb+YXeOl3WlmJ9Pk/XDseoJYIn96ITrgu0dTXR/f0vl6SVFZh6KN9lwJnVsEpSVKnNkG6KaqlK4bXeNDRFgDQGFzeeOjyy0sAN0b49FY1dcI9X+y6cXm5y7/zMz3jsIwrjjb/qk97WTjl0xx0tAUANCbteknhcbbbRzKkH/a7djxALRA+3cjAgQM1ZcoU+/3o6Gi99tprzq+wuk64fxvmVZ1w671u16BjWJD6Rts6qH5deEZZ+afs85r6WjSy1/UuGVdV3Klu14yOtm7Pq7Y3wAuxjzrHpXWzWBwbD3H0Ex6AriduLCMjQ4GBgde+ovgxUotIafn/SOdPX+qEOzbd9lczL1NvdXPSvX3aa0/+SUnSo+l77dP73Riq0IvXhLojV9fNaedOS++Pv9RYSLJ1tP35NBoLuTGP3d7czMKFC7Vw4ULl5+dLkrp166ann35aw4YNu+pjS0tLdfPNNysnJ0f79u1TfHy8uYOFR2EfdU6D1y1ulLR+llRRKuWkS7fNlpq472cNgCOfbiwsLEzNmzevn5U1ok649Vo3JyTHRahZE9uu9eP5Cvv0bQePa8UVXXDdiavr5hQ62nosj9ze3FBkZKTmzp2rrKwsZWZmatCgQbrrrrv0xRdfXPWxTz75pNq142ufUDX2Uec0eN2at5JiU2y3z530ys918C6Ez1oYOHCgHn30UU2ZMkXXXXedwsPDtWjRIpWUlOj+++9XcHCwOnXqpDVr1tgf8/nnn2vYsGEKCgpSeHi47rvvPh0/ftw+v6SkROPHj1dQUJAiIiI0b968Ss97+akb+fn5slgsys7Ots8/ffq0LBaLtmzZIknasmWLLBaL1q1bp169eikgIECDBg1SYWGh1qxZo9gBdypk1iGNXdNcZ8sM0zvhek3dYmMVEhKisWPH6uzZs1d93ceKz+t8ubXSdMOQpn/4mfKPl1C3+kBH23rB9ubZUlJSlJycrM6dO6tLly56/vnnFRQUpF27dtX4uDVr1mj9+vX64x//2EAjhbPYR53TqOp20/hLtzn1Fm6O8FlLS5YsUevWrbVnzx49+uij+t3vfqdRo0apX79+2rt3r4YMGaL77rtPZ8+e1enTpzVo0CD16tVLmZmZWrt2rX744QeNHj3avr4nnnhCW7du1ccff6z169dry5Yt2rt3bw0jqL3Zs2frjTfe0I4dO3T48GGNHj1ar732mpYtW6bVqz/V+kNlWvCfmItLV90Jt7S0VMXFxQ4/zvCeuq3W+vXrtWDBghrXUVpaqr9vPSBdOCtrqe3nchaLRctrcfSzMdXNqW2Njrb1iu3NO1RUVCg9PV0lJSVKTEysdrkffvhBv/3tb/XOO+/U+giNN9fNE7CPOqfR1C16gEqD2qu41FDx/k0qLviCfRTuy2hkioqKDElGUVFRrR+TlJRk9O/f336/vLzcCAwMNO677z77tKNHjxqSjJ07dxpz5swxhgwZ4rCOw4cPG5KMvLw848cffzT8/PyM999/3z7/xIkTRkBAgPHYY4/Zp3Xo0MF49dVXDcMwjG+//daQZOzbt88+/9SpU4YkY/PmzYZhGMbmzZsNSca//vUv+zIvvviiIck4dOiQfdpDDz1kDB061DA2PmcYaSGXft65xzDO2eqSlpZmSKr0Q92G1viaq6tb+ynvGx2mf2Lc8NQnxuRle6lbLWpW5bZmtRrGv19x3G7/dodhlJyodv2NhTPvbYbB9ubMe5u7+eyzz4zAwEDD19fXaNGihbF69epql7VarcYvf/lLY86cOYZhVF37qnhj3VyBzyANt482urpNvI19FB6BhkO11KNHD/ttX19fhYaGKi4uzj4tPDxcklRYWKicnBxt3rxZQUFBldZz6NAhnTt3ThcuXNDNN99sn96qVSvFxMRUWv5axxoeHq7mzZurY8eODtP27Nlj64TbqqOtS6i17FIn3LHLlZqaqqlTp9ofU1xcrPbt26uuvLJuNUhNTZUlbrgW78hXhdWQtfSsvls40T7fYrEo8rqAOo3F2+tW622tokz65HHHU4p6jpVS5ktN/K7tRTRybG91f29zJzExMcrOzlZRUZE++OADTZgwQVu3btXrr7+upUuX2pc7c+aMFixYoB9//FGpqal1eg5vrJsnYR91bltrVHX7w5ua2raXJKsU3E7F/7NO7TtE18vYgPpE+Kylpk2bOty3WCwO03767kar1aozZ84oJSVFL730UqX1RERE6Ouvv67z8/v42M6QNi67NrOsrOyqY71ynD9Ns1ovXpNYTSdc/7Hp8q+HTrheW7dq+Pv7a3xSrJZk/iCfKi6jNQzD4btAq9OY6ubv7y9//6t05qOjranY3jybn5+fOnXqJEnq3bu3MjIyNH/+fM2ZM0fTpk1zWHbTpk3auXNnpRokJCRo3LhxWrJkSZXP4Y118yTso85pVHULu0H+3YdIB9dJF45KJ7LrPF6gIXDNpwluuukmffHFF4qOjlanTp0cfgIDA3XjjTeqadOm2r17t/0xp06d0ldffVXtOsPCwiRJR48etU+7/AL2a+ImnXA9rm7VuKF1oF66p4d8LJKvj+0Xm6+PRT4W6aV7eii6df22YPeWulWLjrZuxeu3Ny9gtVpVWlqqNm3aOPz/SNLrr7+unJwcZWdnKzs7W59++qkkafny5Xr++eddOWzUE/ZR53hF3S5vPJTznnnPA1wDwqcJJk2apJMnT2rMmDHKyMjQoUOHtG7dOt1///2qqKhQUFCQHnjgAT3xxBPatGmTPv/8c02cONH+F7KqBAQE6JZbbtHcuXN14MABbd26VTNnzqy/QbfuLP1mo9T+YsOWyzvhHv9a2vyibfrmF6UTh+rveS/jkXWrxqiE9tr2QJQWRW2QJC2K2qBtD0RpVC2OetaVN9VNJw45bmtfrKSjrZvxqu3NC6Smpmrbtm3Kz89Xbm6uUlNTtWXLFo0bN67K5aOiotS9e3f7T5cuXSRJN954oyIjIxty6DAJ+6hzvKJuXYZKgW1st/PW2v418XMb4AzCpwnatWun7du3q6KiQkOGDFFcXJymTJmili1b2t+kXn75ZQ0YMEApKSm67bbb1L9/f/Xu3bvG9b799tsqLy9X7969NWXKFD333HP1O/DAUGn8x1L3nz7YX+yE+0aCtOsvtkm7/mK7v+/d+n1ueXDdqrJvqSLf/bn6HntfktT32PuKfPfn1K0m+5Zesa0tlFZMoKOtm/Ga7c1LFBYWavz48YqJidHgwYOVkZGhdevW6fbbb3f10OAi7KPO8Yq6+TaVIn66dvTiKbomfm4DnGExLj8RvREoLi5WixYtVFRUpJCQEFcPxz0ZhrT5BWnbH+yTiksNtZj7o4qeClaIv0Wy+EiTM6XQG104UDd14pDtjd6wUrfaqqlmknR9gjRuhe3LtFEl3tucQ92cQ92cQ93qjprVAZ8/4AFoOITKLBZbJ9yjObYL16tiWKU3+tr+ygZHFWW2+lSFulWtpprJInXoR/AEAKAm+96RVF0vBItt/m2zG3BAQGWET1TPP8gWRKs7OG6US+XlDTsmb0Dd6sZikYq/c/UoAABwb6cLZPt6z6oYF+cDrkX4RPVaRsl2WXBF1fObt5aCwhtyRJ7hzA/S2ePVz6duldVYM8vFbREAAFSrZZRqPPLJ71K4AcInqtfrPmn7/KrnWXykB9Zz7UBVLrvmohLqVrWaaibDti0CAIDq1fS5jd+lcBN0u0X1Qm+U7nzDFpjke3Gir+3+nW8QoKpD3eqOmgEAcG34XQoPwJFP1KzXONtXW/zfW5LmSrc8LPX/DW9gV0Pd6o6aAQBwbfhdCjfHV62gVqibc6hb3VEz51A351A351A351C3uqNmzqFucFecdgsAAAAAMB3hEwAAAABgOsInAAAAAMB0hE8AAAAAgOkInwAAAAAA0xE+AQAAAACmI3wCAAAAAExH+AQAAAAAmI7wCQAAAAAwHeETAAAAAGA6wicAAAAAwHSETwAAAACA6QifAAAAAADTET4BAAAAAKYjfAIAAAAATEf4BAAAAACYjvAJAAAAADAd4RMAAAAAYDrCJwAAAADAdIRPAAAAAIDpCJ8AAAAAANMRPgEAAAAApiN8AgAAAABMR/gEAAAAAJiO8AkAAAAAMB3hEwAAAABgOsInAAAAAMB0hE8AAAAAgOkInwAAAAAA0xE+AQAAAACmI3wCAAAAAExH+AQAAAAAmI7wCQAAAAAwHeETAAAAAGA6wicAAAAAwHSETwAAAACA6QifAAAAAADTET4BAAAAAKYjfAIAAAAATEf4BAAAAACYjvAJAAAAADAd4RMAAAAAYDrCJwAAAADAdIRPAAAAAIDpCJ8AAAAAANMRPgEAAAAApiN8AgAAAABMR/gEAAAAAJiO8AkAAAAAMB3hEwAA4CoWLlyoHj16KCQkRCEhIUpMTNSaNWtcPSwA8CiETwAAgKuIjIzU3LlzlZWVpczMTA0aNEh33XWXvvjiC1cPDQA8hkvC59q1a9W/f3+1bNlSoaGhGj58uA4dOmSff+TIEY0ZM0atWrVSYGCgEhIStHv3bvv8f/7zn+rTp4+aNWum1q1ba+TIka54GQDggPc2wHulpKQoOTlZnTt3VpcuXfT8888rKChIu3btcvXQAMBjuCR8lpSUaOrUqcrMzNTGjRvl4+OjkSNHymq16syZM0pKStJ3332nVatWKScnR08++aSsVqskafXq1Ro5cqSSk5O1b98+bdy4UX379q32uUpLS1VcXOzwAwBm4L0NaBwqKiqUnp6ukpISJSYmVrsc+ykAOLIYhmG4ehDHjx9XWFiYcnNztWPHDk2bNk35+flq1apVpWX79eunjh07aunSpbVa9+zZs/XMM89Uml5UVKSQkJBrHntjUVxcrBYtWlC3OqJudedNNeO9zf150/bWkBpr3XJzc5WYmKjz588rKChIy5YtU3JycrXLs59eu8a6rV0r6gZ35ZIjnwcPHtSYMWPUsWNHhYSEKDo6WpJUUFCg7Oxs9erVq8oPZ5KUnZ2twYMH1/q5UlNTVVRUZP85fPhwfbwEAKiE9zbAu8XExCg7O1u7d+/W7373O02YMEH79++vdnn2UwBw1MQVT5qSkqIOHTpo0aJFateunaxWq7p3764LFy4oICCgxsdebf6V/P395e/vfy3DBYBa4b0N8G5+fn7q1KmTJKl3797KyMjQ/Pnz9de//rXK5dlPAcBRgx/5PHHihPLy8jRz5kwNHjxYsbGxOnXqlH1+jx49lJ2drZMnT1b5+B49emjjxo0NNVwAqBXe24DGx2q1qrS01NXDAACP0eDh87rrrlNoaKjefPNNff3119q0aZOmTp1qnz9mzBi1bdtWI0aM0Pbt2/XNN9/oww8/1M6dOyVJaWlpeu+995SWlqYDBw4oNzdXL730UkO/DABwwHsb4N1SU1O1bds25efnKzc3V6mpqdqyZYvGjRvn6qEBgMdo8PDp4+Oj9PR0ZWVlqXv37nr88cf18ssv2+f7+flp/fr1atOmjZKTkxUXF6e5c+fK19dXkjRw4ECtWLFCq1atUnx8vAYNGqQ9e/Y09MsAAAe8twHerbCwUOPHj1dMTIwGDx6sjIwMrVu3TrfffrurhwYAHsMtut02JLp/OYe6OYe61R01cw51cw51cw51cw51qztq5hzqBnflkm63AAAAAIDGhfAJAAAAADAd4RMAAAAAYDrCJwAAAADAdIRPAAAAAIDpCJ8AAAAAANMRPgEAAAAApiN8AgAAAABMR/gEAAAAAJiO8AkAAAAAMB3hEwAAAABgOsInAAAAAMB0hE8AAAAAgOkInwAAAAAA0xE+AQAAAACmI3wCAAAAAExH+AQAAAAAmI7wCQAAAAAwHeETAAAAAGA6wicAAAAAwHSETwAAAACA6QifAAAAAADTET4BAAAAAKYjfAIAAAAATEf4BAAAAACYjvAJAAAAADAd4RMAAAAAYDrCJwAAAADAdIRPAAAAAIDpCJ8AAAAAANMRPgEAAAAApiN8AgAAAABMR/gEAAAAAJiO8AkAAAAAMB3hEwAAAABgOsInAAAAAMB0hE8AAAAAgOkInwAAAAAA0xE+AQAAAACmI3wCAAAAAExH+AQAAAAAmI7wCQAAAAAwHeETAAAAAGA6wicAAAAAwHSETwAAAACA6QifAAAAAADTET4BAAAAAKYjfAIAAAAATEf4BAAAAACYjvAJAAAAADAd4RMAAAAAYDrCJwAAAADAdIRPAAAAAIDpCJ8AAAAAANMRPgEAAAAApiN8AgAAAABMR/gEAAAAAJiO8AkAAAAAMB3hEwAAAABgOsInAAAAAMB0hE8AAAAAgOkInwAAAAAA0xE+AQAAAACmI3wCAAAAAExH+AQAAAAAmI7wCQAAAAAwHeETAAAAAGA6wicAAAAAwHSETwAAAACA6QifAAAAAADTET4BAAAAAKYjfAIAAAAATEf4BAAAAACYjvAJAAAAADAd4RMAAAAAYDrCJwAAAADAdIRPAAAAAIDpCJ8AAAAAANMRPgEAAAAApiN8AgAAAABMR/gEAAAAAJiO8AkAAAAAMB3hEwAAAABgOsInAAAAAMB0hE8AAAAAgOkInwAAAAAA0xE+AQAAAACmI3wCAAAAAExH+AQAAAAAmI7wCQAAAAAwHeETAAAAAGA6wicAAAAAwHSETwAAAACA6QifAAAAAADTET4BAAAAAKYjfAIAAAAATEf4BAAAAACYjvAJAAAAADAd4RMAAAAAYDrCJwAAAADAdIRPAAAAAIDpCJ8AAAAAANMRPgEAAAAApiN8AgAAAABMR/gEAAAAAJiO8AkAAAAAMB3hEwAAAABgOsInAAAAAMB0hE8AAAAAgOkInwAAAAAA0xE+AQAAAACmI3wCAAAAAExH+AQAAAAAmI7wCQAAAAAwHeETAAAAAGA6wicAAAAAwHSETwAAAACA6QifAAAAAADTET4BAAAAAKYjfAIAAAAATEf4BAAAAACYjvDpZgYOHKgpU6ZUO99isWjlypW1Xt+WLVtksVh0+vTpax6bO6NuzqFu1+5qNXRGY6yjs2bPnq34+Hj7/YkTJ2rEiBEuGw8AR+yjzqFu8FaETw9z9OhRDRs2zNXD8DjUzTnUDXC9+v4Dx4svvqg+ffooODhYbdq00YgRI5SXl1dv6/dW1A0Arh3h08O0bdtW/v7+rh6Gx6FuzqFugPfZunWrJk2apF27dmnDhg0qKyvTkCFDVFJS4uqhuTXqBgDXrk7hMzo6Wq+99prDtPj4eM2ePVuS7RS9t956SyNHjlTz5s3VuXNnrVq1yr5sRUWFHnjgAd1www0KCAhQTEyM5s+fX+l53n77bXXr1k3+/v6KiIjQ5MmT7fNOnz6thx56SOHh4WrWrJm6d++uTz75pC4vw+1ZrVY9+eSTatWqldq2bWuvr1T5NMgdO3YoPj5ezZo1U0JCglauXCmLxaLs7GyHdWZlZSkhIUHNmzdXv379vPKvtdTNOdTt2pWXl2vy5Mlq0aKFWrdurVmzZskwDEnSO++8o4SEBAUHB6tt27YaO3asCgsLHR7/6aefqkuXLgoICNAvfvEL5efnu+BV1I8PPvhAcXFxCggIUGhoqG677TaVlJTYTxl74YUXFB4erpYtW+rZZ59VeXm5nnjiCbVq1UqRkZH629/+5rC+6dOnq0uXLmrevLk6duyoWbNmqayszEWvruFNnDhRW7du1fz582WxWGSxWJSfn6+tW7eqb9++9t+TTz31lMrLy2u1zrVr12rixInq1q2bevbsqcWLF6ugoEBZWVkmvxrP5i11Yx91DnUD6ke9H/l85plnNHr0aH322WdKTk7WuHHjdPLkSUm2D7mRkZFasWKF9u/fr6efflq///3v9f7779sfv3DhQk2aNEkPPvigcnNztWrVKnXq1Mn++GHDhmn79u1aunSp9u/fr7lz58rX17fa8ZSWlqq4uNjhx90tWbJEgYGB2r17t/7whz/o2Wef1YYNGyotV1xcrJSUFMXFxWnv3r2aM2eOpk+fXuU6Z8yYoXnz5ikzM1NNmjTRr3/96xrHQN1sqNslZtXNE2t2pSVLlqhJkybas2eP5s+fr1deeUVvvfWWJKmsrExz5sxRTk6OVq5cqfz8fE2cONH+2MOHD+vuu+9WSkqKsrOz9Zvf/EZPPfXUVZ/THet29OhRjRkzRr/+9a914MABbdmyRXfffbc9iG/atEnff/+9tm3bpldeeUVpaWkaPny4rrvuOu3evVsPP/ywHnroIR05csS+zuDgYC1evFj79+/X/PnztWjRIr366qtOj9Ed61aT+fPnKzExUb/97W919OhRHT16VE2bNlVycrL69OmjnJwcLVy4UP/7v/+r5557zqnnKCoqkiS1atWq2mU8rW4NwRPrxj7qHOoG1COjDjp06GC8+uqrDtN69uxppKWlGYZtDzRmzpxpn3fmzBlDkrFmzZpq1zlp0iTjnnvusd9v166dMWPGjCqXXbduneHj42Pk5eXVesxpaWmGpEo/RUVFtV5HQ0pKSjL69+/vMK1Pnz7G9OnTDcOw1fijjz4yDMMwFi5caISGhhrnzp2zL7to0SJDkrFv3z7DMAxj8+bNhiTjX//6l32Z1atXG5IcHncl6kbdDKNh6uZpNbtSUlKSERsba1itVvu06dOnG7GxsVUun5GRYUgyfvzxR8MwDCM1NdXo2rWrwzLTp083JBmnTp2q9nndsW5ZWVmGJCM/P7/SvAkTJhgdOnQwKioq7NNiYmKMAQMG2O+Xl5cbgYGBxnvvvVftc7z88stG79697ffT0tKMnj17OjzPXXfdVe3j3bFuV5OUlGQ89thj9vu///3vjZiYGIdt7k9/+pMRFBTkUN/aqKioMO644w7j1ltvrXE5T6ybmTy1buyjzqFuQP2p9yOfPXr0sN8ODAxUSEiIwylmf/rTn9S7d2+FhYUpKChIb775pgoKCiRJhYWF+v777zV48OAq152dna3IyEh16dKl1uNJTU1VUVGR/ef06dMqLCxUcHCwk6/QfJfXUJIiIiIqnaYnSXl5eerRo4eaNWtmn9a3b9+rrjMiIkKSqlznT6hb5XVSN3Pq5ok1u9Itt9wii8Viv5+YmKiDBw+qoqJCWVlZSklJUVRUlIKDg5WUlCRJ9ve9AwcO6Oabb3ZYX2Ji4lWf0x3r1rNnTw0ePFhxcXEaNWqUFi1apFOnTtnnd+vWTT4+l37thIeHKy4uzn7f19dXoaGhDtvK8uXLdeutt6pt27YKCgrSzJkz7bVzhjvWra4OHDigxMREh23u1ltv1ZkzZxyOrNTGpEmT9Pnnnys9Pb3G5byhbvXJU+vGPuoc6gbUnyZ1WdjHx8d+isFPrjw/vWnTpg73LRaLrFarJCk9PV3Tpk3TvHnzlJiYqODgYL388svavXu3JCkgIKDG57/a/Kr4+/t7XMOUmmpYH+v86QNLTeukbpXXSd2cW+fV6uaJNaut8+fPa+jQoRo6dKjeffddhYWFqaCgQEOHDtWFCxeuad3uWDdfX19t2LBBO3bs0Pr167VgwQLNmDHD/h5f1bZW0/a3c+dOjRs3Ts8884yGDh2qFi1aKD09XfPmzXN6jO5YN1eZPHmyPvnkE23btk2RkZE1LkvdLvHkurGPOoe6AfWnTkc+w8LCdPToUfv94uJiffvtt7V+/Pbt29WvXz898sgj6tWrlzp16qRDhw7Z5wcHBys6OlobN26s8vE9evTQkSNH9NVXX9Vl2F4rJiZGubm5Ki0ttU/LyMhw4Yg8A3VzDnWr3k8fQH6ya9cude7cWV9++aVOnDihuXPnasCAAfrZz35W6QhwbGys9uzZU+nxnspisejWW2/VM888o3379snPz08fffSRU+vasWOHOnTooBkzZighIUGdO3fWf/7zn3oesfvz8/NTRUWF/X5sbKx27tzp8Mfg7du3Kzg4+KphSJIMw9DkyZP10UcfadOmTbrhhhtMGbe38Za6sY86h7oB9aNO4XPQoEF655139O9//1u5ubmaMGFCjc1+rtS5c2dlZmZq3bp1+uqrrzRr1qxKH15nz56tefPm6fXXX9fBgwe1d+9eLViwQJKUlJSkn//857rnnnu0YcMGffvtt1qzZo3Wrl1bl5fhNcaOHSur1aoHH3xQBw4c0Lp16/THP/5RkhxOx4Ij6uYc6la9goICTZ06VXl5eXrvvfe0YMECPfbYY4qKipKfn58WLFigb775RqtWrdKcOXMcHvvwww/r4MGDeuKJJ5SXl6dly5Zp8eLFrnkh12j37t164YUXlJmZqYKCAv3jH//Qf//7X8XGxjq1vs6dO6ugoEDp6ek6dOiQXn/9dac/7Hmy6Oho7d69W/n5+Tp+/LgeeeQRHT58WI8++qi+/PJLffzxx0pLS9PUqVMdTv2rzqRJk7R06VItW7ZMwcHBOnbsmI4dO6Zz5841wKvxXN5QN/ZR51A3oP7UKXympqYqKSlJw4cP1x133KERI0boxhtvrPXjH3roId1999269957dfPNN+vEiRN65JFHHJaZMGGCXnvtNf35z39Wt27dNHz4cB08eNA+/8MPP1SfPn00ZswYde3aVU8++aTDX4Qbk5CQEP3zn/9Udna24uPjNWPGDD399NOS5HBdHhxRN+dQt+qNHz9e586dU9++fTVp0iQ99thjevDBBxUWFqbFixdrxYoV6tq1q+bOnWsP7D+JiorShx9+qJUrV6pnz576y1/+ohdeeMFFr+TahISEaNu2bUpOTlaXLl00c+ZMzZs3T8OGDXNqfXfeeacef/xxTZ48WfHx8dqxY4dmzZpVz6N2f9OmTZOvr6+6du2qsLAwlZWV6dNPP9WePXvUs2dPPfzww3rggQc0c+bMWq1v4cKFKioq0sCBAxUREWH/Wb58ucmvxLN5Q93YR51D3YD6YzGuvIgTHu3dd9/V/fffr6KiIqeukW2sqJtzqBsAAABqq04Nh+B+/v73v6tjx466/vrrlZOTo+nTp2v06NEEgaugbs6hbgAAAHAW4dPDHTt2TE8//bSOHTumiIgIjRo1Ss8//7yrh+X2qJtzqBvg3goKCtS1a9dq5+/fv19RUVENOCIAAC7htFsAALxEeXm58vPzq50fHR2tJk34uzMAwDUInwAAAAAA09Wp2y0AAAAAAM4gfAIAAAAATEf4BAAAAACYjvAJAAAAADAd4RMAAAAAYDrCJwAAAADAdIRPAAAAAIDpCJ8AAAAAANP9f2mQx237rI85AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from dexipy.charts import plotalt_parallel\n",
    "plotalt_parallel(dxi, shift = 0.02, aggregate = \"mean\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "b014918a-8e51-4b98-9124-9ede3dfc4a0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotalt_parallel(dxi, alternatives = [eval_alts1, eval_alts2, eval_altdp], aggregate = \"minmax\", shift = 0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "5ddb01b6-1711-40c3-9e8f-254d1b82dd9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotalt_parallel(dxi, alternatives = [eval_alts1, eval_alts2, eval_altdp], aggregate = \"mean\", shift = 0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "1bcea70b-bb4e-4b5f-a4a0-d1303777b425",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotalt_parallel(dxi, dxi.basic, alternatives = [eval_alts1, eval_alts2, eval_altdp], shift = 0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59e5481f-41c4-4a6a-91cd-5c620a8ccd63",
   "metadata": {},
   "source": [
    "### Draw alternatives using a radar chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "d150aed4-78fc-4cc8-9374-ed41128ba8a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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w4cN58sknmThxYr0u+NLr9WRmZpKYmEhKSkq5INbe3r5eFm9oNDp+Ph/LlpPRXI3PrjSQVMilBLpZMbWnG93crWu3jxoGtaXpdDpORKSz62IC1xOzKw2wjWVSuntaM3uAF2MDneq8OEyv15OXl2cIcEuCXFtbWxwcHHB2dsbCwqJeR1ULCwv56aef+Oyzz7hw4QIPPPAATz31FF26dKm3fQhCbdUkeDh+/DiDBw9m7Nix7Nmzp8xj/w1qN23axMKFC8nMzGyE3tfM0qVL+fXXX7lw4UKZ+xMTE7GxsUGhUDRNx4CpU6fSq1cvXn311TptJyUlBXNz8xax2G/37t08++yz3Lhxo9JzeW2C2uafJLKNS0lJ4cknn8TT0xOFQoGzszNjxozh6NGjZdodP34cmUzGhAkTym0jMjISiURS7ueBBx6o8nGJRMKJEycYPnx4pY9LJBICAwNxdnbmnXfeKbfvGTNm0L9//xaZxLuoqIjNmzfTp08fRo8ejb29PZcvX2b//v3cfffd9RLQarVaEhMTuXDhAvv37+fYsWPk5eXRrl077rzzTkaNGkXPnj3x9PSs0wlKrdGx8WgE4z45RMCSvSz6+TKXYrPKBbSmRjIG+NjywfSu/PzkQN6c3LnWAe3tkkqlDPS1Z8XULuyYN4hlkzvTw9MahbzsaUqt1XEqIp15358j4LV93L32KD+diTGkGastiUSCUqnEy8uL3r17M2bMGIYPH46rqysZGRkcOnSIAwcOcPnyZVJSUm57P6WZmJjwwAMPcPToUY4cOYJGozGU6f3111/rZR9NZfbs2YZzg7GxMX5+fixbtgyNRkNQUFCZc4eDgwPjx4/n8uXL5bbx3xGzxMREnn76aXx8fFAoFHh4eDBp0iT++usvQxsvL68Kz1ErV65sjENvEzZs2MDTTz/NoUOHiI+Pb5R9arXaBn9PODs7N2lAGx0dze7du+ulcqKDg0OLCGgBxo0bR05ODnv37q2X7YmgtpmbNm0a58+f55tvviEkJISdO3cyfPhw0tLSyrSryYnmwIEDJCQkGH7Wrl1b5eMJCQn06tWLX375xXD71KlT5doeOnSIL7/8kjfffLPMh9P27dvZvXs333zzTYPNV2wIBQUFrF27Fn9/f5YuXcrDDz9MXFwcn3zyCQEBAXXefmFhIVFRUZw8eZK9e/dy+fJlZDIZvXr1Yty4cfTu3bteUurkqzV8HhTOnR/9Q/sle3lzVzDXEnLKzWFVKmQM9bdnzb3d2T53AK9O6EQH56bNnQvQs50Nb90VyM9PDuTdaV3o622LqVHZU5ZGp+dCTCYv/HQJ/1f3MmH1YTYfj0RTyXzgmpBIJFhYWODt7U2/fv0YN24cXbp0QavVcvbsWfbu3cuZM2eIjY1FrVbX9TDp0aMHGzZsIDY2lnHjxjFv3jy6dOnCt99+S1FRDZL/NkNjx44lISGB0NBQnn/+eZYuXcr7779vePzGjRskJCSwf/9+VCoVEyZMqPJ3GRkZSa9evfj77795//33uXz5smEu+/z588u0XbZsWbnz2NNPP91gx9qW5Obmsm3bNp588kkmTJjApk2bKm0bFBTEww8/bJjDLpFIWLp0KVCcCu+FF17Azc0Nc3Nz+vXrV6ZM9qZNm7C2tmbnzp106tQJhUJBdHQ0Xl5evPPOO8yZMwcLCws8PT358ssvy+x30aJFBAQEYGZmho+PD0uWLDG8jzZt2sSbb77JxYsXDX0qOQaJRMKvv/4KwMCBA1m0aFGZ7aakpGBkZMShQ4dqdAxRUVFMmjQJGxsbzM3N6dy5M7///nulv68ff/yRbt26lalWWPJ72L17N+3bt8fMzIx77rmH/Px8vvnmG7y8vLCxsWHBggVlBo68vLxYtWqV4bZEImH9+vVMmTIFMzMz/P392blzZ5m/lUQiYf/+/fTo0QNTU1PuuOMOkpOT2bt3Lx07dsTS0pL777+/TFGOffv2MXjwYKytrbGzs2PixImEh4cbHv/2229RKpWEhoYa7ps3bx4dOnQwbEcmkzF+/Hi2bt1a6e+mNkSW8GYsMzOTw4cPExQUxLBhwwBo164dffv2LdOu5ERz5swZEhMT2bRpE6+88kq57dnZ2eHs7Fzp/ip73NbW1vD/wsLCCttOnjyZ+++/n4ceeoiTJ0+SmZnJ/PnzWblyJe3bt6/dgTeRrKws1q1bx6pVq3BxcWHlypXcc8899TIiW1RURHx8PLGxsaSlpWFtbY2zszMdO3as10vbOYVFrD98k98uxBOVlk9lc4ssTeT08bJlem933G2a/zf6zq5WdHa1AiA0KYefzsZyISaTPPWtE7lWD1fjs3ntt6u8vvMqfo5Kpvdy53/922FifPt/Q5lMhrOzM87OzmWmiISGhnLu3DkcHR1xd3fH2dm5Tq8VOzs7Fi1axMKFC/nmm29YtmwZr7/+Oi+++CJz5szB1NT0trfd2EquKgE8+eST7Nixg507dzJgwAAAHB0dDe+BhQsXMnnyZK5fv07Xrl0r3N68efOQSCScOnUKc3Nzw/2dO3dmzpw5ZdpaWFhUeZ4Tbt+PP/5Ihw4daN++PQ888AALFy7k5ZdfrvD8NXDgQFatWsXrr7/OjRvF5bOVSiUATz31FMHBwWzduhVXV1d27NjB2LFjuXz5Mv7+/kBxbtJ3332X9evXY2dnh6Nj8Vz6Dz/8kLfeeotXXnmFn376iSeffJJhw4YZPmcsLCzYtGkTrq6uXL58mcceewwLCwteeuklZs6cyZUrV9i3bx8HDhwAijPF/NesWbN47733WLlypeHYtm3bhqurK0OGDKnRMcyfPx+1Ws2hQ4cwNzcnODjYcPwVOXz4ML179y53f35+PqtXr2br1q3k5OQwdepUpkyZgrW1Nb///js3b95k2rRpDBo0iJkzZ1a6/TfffJP33nuP999/nzVr1jBr1iyioqLKfL4vXbqUTz/9FDMzM2bMmMGMGTNQKBR8//335ObmMmXKFNasWWMI+PPy8njuuefo2rUrubm5vP7660yZMoULFy4glUp58MEH2b17N7NmzeLYsWPs37+f9evXc/z48TKDNn379q23qykiqG3GSlIx/frrr/Tv37/SSyO1OdE0pE8++YQuXbrw1ltvce3aNQIDA1vECElSUhKrVq1i3bp1dO3alY0bNzJu3Lg6//60Wi3JycnExMSQlJSEpaUl7u7u9OrVq15XFqfnqvniUDh7LicQm1FQaTsbMyP6+9hxTy93nCxb7spmfycLXh7fEYCotDx+OhvLmagMckoVgtDpISQpl+W/X+ed36/jbW/O3T3cmDPIG6XJ7Z/2JBIJNjY22NjY0LFjR/Ly8oiLi+PGjRtcuHABV1dX3N3dsbcvnxWiphQKBY8//jiPPPIIP/30EytWrGDZsmUsXLiQefPmVfgh3NyZmpqWu7oExV8kS0ZoKiuBmZ6ezr59+1i+fHmZgLZES1uQ1JJt2LDBMG1t7NixZGVl8c8//zB8+PBybY2NjbGyskIikZT5khEdHc3GjRuJjo7G1dUVgBdeeIF9+/axceNGwzS2oqIi1q1bR7du3cpsd/z48cybNw8oHpX9+OOPOXjwoCGofe211wxtvby8eOGFF9i6dSsvvfQSpqamKJVK5HJ5lV98ZsyYwcKFCzly5IghiP3++++57777kEgkNTqG6Ohopk2bZpgn7+PjU+XvNioqqsKgtqioiM8++8yQ6/qee+7hu+++IykpCaVSSadOnRgxYgQHDx6sMqidPXs29913HwDvvPMOq1ev5tSpU4wdO9bQ5u2332bQoEEAPPLII7z88suEh4cb+n7PPfdw8OBBQ1D738VdX3/9NQ4ODgQHBxMYGAjAF198QdeuXVmwYAG//PILS5cupVevXmWe5+rqSkxM8RSyuq6REEFtMyaXy9m0aROPPfYYn3/+OT179mTYsGHce++9ZUY0anqiGThwYJkXzOHDh+nRo0elj0PxKHBNWVpasnHjRkaPHo25uTmXLl1q1imL4uLiWLFiBV9//TUjRoxgz549DB48uE7b1Ov1pKWlERsbS3x8PEZGRri7uxtGZOtLUnYh64LC2X8lgcRsVaXt7JXGDPS1455eHtiaV183u6VpZ2fO86OLP8wSswr58UwMpyLSySy4ddleD9xMzeOjP0P46M8QPG1MmdjNlceH+mBtVrffibm5OQEBAfj7+5OVlUVsbCznzp0DwM3NDQ8PD8MHe23JZDJmzpzJjBkz2LdvHytWrGDlypXMmzePF154ATu720tz1pj0ej1//fUX+/fvL/MF193dHSge6YHiKz0dOnSocBthYWHo9fpKH/+vRYsWlQlsAPbu3WsIToTbc+PGDU6dOsWOHTuA4s+nmTNnsmHDhgqD2spcvnwZrVZbbiqXSqUq85o2NjaucOS+9H0lAXNycrLhvm3btrF69WrCw8PJzc1Fo9HUuhS5g4MDo0ePZsuWLQwZMoSIiAiOHz/OF198UeNjWLBgAU8++SR//PEHd955J9OmTav0SgQUT3uraLDDzMysTPEWJycnvLy8yoz6Ojk5lfkdVKT0vs3NzbG0tCz3nNJtnJycDFM4St9XMgURIDQ0lNdff52TJ0+SmppqmPccHR1tCGptbGzYsGEDY8aMYeDAgSxevLhc30xNTdHpdKhUqjpfkRJBbTM3bdo0JkyYwOHDhzlx4gR79+7lvffeY/369cyePbtWJ5pt27bRsWNHw+3/pqH67+O344477qB///50796ddu3a1WlbDSUjI4OVK1eyZs0aJk6cyPHjx8uNBtRWYWEh0dHRREVFodFocHV1pX///tjY2NRbYB+Tls+6oDD+vJZEam7l8w+dLBUM9XdgSk9XLE1aXyBbGWcrExaMLL50mZarYvvZWI6Hp5GWV/Z3FZ1RwLqgcNYFheNqZcK4Li48MdQHxzqMXpfkvbW2tqZz586kpKQQGxvLkSNHMDMzw8vLCw8Pj9sqxiGRSBg3bhzjxo3j6NGjLFu2DF9fX1566SWeeeaZCkcvm9ru3btRKpUUFRWh0+m4//77Wbp0KadPnwaKv1CbmZlx4sQJ3nnnHT7//PNKt1XbBD0vvvhiucU2pecpCrdnw4YNhnNbCb1ej0Kh4NNPP63xFYTc3FxkMhlnz54tt9aidKBmampa4bnzv+8hiURiCKaOHz/OrFmzePPNNxkzZgxWVlZs3bqVDz/8sMbHWWLWrFksWLCANWvW8P3339OlSxfDqGtNjuHRRx9lzJgx7Nmzhz/++IMVK1bw4YcfVnr10t7enoyMjBodb1W/g8rU5Dml29RkP5MmTaJdu3Z89dVXuLq6otPpCAwMLDc//tChQ8hkMhISEsjLyys3wJOenm6obllXIqhtAUxMTBg1ahSjRo1iyZIlPProo7zxxhvMnj27VicaDw8P/Pz8Kt1PdY/XlFwur9dUV/UlPz+fNWvWsHLlSvr06cPhw4fLXQapDb1eT2pqKpGRkSQmJmJnZ0fnzp1xdnau8yWUEmFJOawNCifoRjIZ+RUvGpIArtYmDA9w4K4ebpjVYf5oa2GnVDB3mC9zh/mSla/m53NxHAlLJTmn7Kh2fFYhG45EsOFIBI4WCkZ3cuLJEb64Wd/+PGOJRIKjoyOOjo507dqV+Ph4IiMjCQ4Oxs3NzbC443YMGjSI/fv3c/DgQRYvXsyaNWt44403eOSRRxq0el1tjRgxgs8++wxjY2NcXV3LnQ+8vb2xtramffv2JCcnM3PmTMMCnP/y9/dHIpFw/fr1Gu3b3t6+Xs5jwi0ajYZvv/2WDz/8kNGjR5d57O677+aHH35g7ty55Z5nbGxcLvNNjx49DFOz6nv0/NixY7Rr165MSqyoqKhq+1SRu+66i8cff5x9+/bx/fff8+CDDxoeq+kxeHh4MHfuXObOncvLL7/MV199VWlQ26NHD4KDg6vtV3ORlpbGjRs3+Oqrrwy/gyNHjpRrd+zYMd5991127drFokWLeOqpp/jmm2/KtLly5UqZq8Z1IT79WqBOnTrx66+/3vaJpq3RaDRs3LiRpUuX4uLiwvbt27nzzjvrtL2YmBgiIiJQqVR4enoyYsSIKhcB1MaVuCw+CwrjcGgq2aXmiZYmATxtzRjZ0ZGJXV0xlotEJpWxMjNmzmBv5gz2Jl+tYce5OIJCUkjIKizTLjlHxeaT0Ww+GY2tuTEjOzgyb7gv3g63/3eVy+V4enri6elJVlYWkZGRHDt2DKVSiY+PD66urreVGWTEiBGcOHGCHTt28Morr/DRRx/x9ttvc88999TbF6q6MDc3r3FgOX/+fFasWMGOHTuYMmVKucdtbW0ZM2YMa9euZcGCBeVGpjMzM8W82ga2e/duMjIyeOSRR8qNyE6bNo0NGzZU+Fnj5eVFbm4uf/31F926dcPMzIyAgABmzZrFgw8+yIcffkiPHj1ISUnhr7/+omvXrhWmpawpf39/oqOj2bp1K3369GHPnj2Gq5il+xQREcGFCxdwd3fHwsKiwvUq5ubm3H333SxZsoRr164Z5qMCNTqGhQsXMm7cOAICAsjIyODgwYNVXgkdM2YMjz76KFqttkVkC7KxscHOzo4vv/wSFxcXoqOjy00tyMnJ4X//+x8LFixg3LhxuLu706dPHyZNmsQ999xjaHf48OFyMcztEkFtM5aWlsb06dOZM2cOXbt2xcLCgjNnzvDee+9x11133faJpqr9JSYmlrnP2tq6xZZL1Ov1/PLLL7z66qvodDpWrVrFtGnTbvtDPz8/n/DwcKKjow0f2m5ubvVyAjoTmc7n/4RzPDytzIr+0qQS8LI3Z3QnJ8YGOiNvBsFLS2NmLGdW/3bM6t+OQrWGXZcS+Pt6MrEZBWUyRaTnqdl+NpbtZ2OxMjViWIADc4f70Mnl9hdpWVlZ0a1bNzp16kRMTAwhISFcuXIFLy+v26rgJJFImDp1KpMnT2bTpk0899xzhhXbdfnS1tjMzMx47LHHeOONN7j77rsrvOS8du1aBg0aRN++fVm2bBldu3ZFo9Hw559/8tlnn3Ht2jVD25ycnHLnMTMzs1rPqxRu2bBhA3feeWeFUwymTZvGe++9x6VLl8o9NnDgQObOncvMmTNJS0vjjTfeYOnSpWzcuJG3336b559/nri4OOzt7enfvz8TJ06sUz8nT57Ms88+y1NPPWVIFbdkyRJDKrGS/v7yyy+MGDGCzMxMNm7cWGlu2FmzZjF+/HiGDh2Kp6dnmceqOwatVsv8+fOJjY3F0tKSsWPH8vHHH1fa93HjxiGXyzlw4ABjxoyp0++hMUilUrZu3cqCBQsIDAykffv2rF69usy0x5LpUSWL/7p06cI777zDE088wYABA3BzcyMuLo5jx46xefPmeumXqCjWjKlUKpYuXcoff/xBeHg4RUVFeHh4MH36dF555RVmzJiBTqcrV9UF4NSpU/Tr14+LFy9iaWmJt7c358+fp3v37uXaRkZG4u3tXWEffvjhB+69995ybSvbFsDw4cPp3r17mTx5je3ChQvMnz+fiIgI3njjDebMmXPbl2ezs7MJDQ0lPj4eZ2dnfH1962Wu7OHQFL46fJPTERkUFFUcyMokEvwclYzr4swd7R2axShcTdxORbGmpNbo2Hc1kT+DE4lMy6eys6JSIWeQrx1zh/vSw7NupW31ej0pKSmEh4eTlpaGh4cH/v7+t52fuKCggDVr1rBixQoGDhzI6tWryywwaSyzZ88mMzPTkPOztMrKqMbExODj48OWLVuYMWNGhdtISEhg+fLl7N69m4SEBBwcHOjVqxfPPvus4YPUy8ur3OVmgCeeeKLKebtCsbqWyRXqZu3atezcuZP9+/c3dVcazaJFi8jIyCiXb7g0USZXaLMyMzNZsmQJGzZsYOHChbz66qu3vZAmPT2d0NBQkpOTDfON6zLFQKfTceBaMhuPRnI2OgN1JQUC5FIJ7Z0tmNjFhUF+di0mkC2tpQW1pWl0Ov66lsS+K0mEp+SWK1ZRwsxYRj9vW54Y6kt/37plIsjKyiI0NJSEhARcXV3x9/e/7ZHF9PR0Xn31Vb755hteeOEFFi9e3GKqCwlNSwS1TUuj0fDuu++yYMGCes2W05x9+OGHPPDAAzg5OVXaRgS1Qpuj0+n49ttveemll+jRowerV6++raIPJaNnoaGhZGRk4OXlha+v722vytTpdOy8mMB3JyK5FJtFkbbit5uxTEpHFwvu6u5KX+/mn6qpOi05qC1Np9NxOCyVPZcSCUnKQVNJhKuQS+ndzoY5g70Z2bHyk3N1cnNzCQsLIyYmBkdHR/z9/cskR6+NM2fOMH/+fJKTk1m1ahWTJ09u1in2hKYnglqhORJBrdCmnD9/3jB3adWqVUyZMqXWH956vZ7k5GSuX79Ofn4+Pj4+eHt7V5oQvioajY7t52L54VQ0V+Oz0VYSCJkYSQl0tWJKTze6uVvXej/NWWsJakvT6XScjEhn18UEriVmV/kFpbuHFQ8O8GJ8l9vLhFFQUEB4eDiRkZHY2NjQoUOH28pLq9Pp2LhxI4sWLaJfv3588sknIjOAUCkR1ArNkQhqhTah9FSDZ599lldeeeW2phqkp6cTHBxMTk4O/v7+eHl51TolmVqjY/OJKLafieFGUk6Vl6y7uVsxrZc7HZxb78KV1hjU/te56Ax+Ox/PlfgsVFVMJensZsmsfu24p6dbrQNctVrNzZs3CQsLw8HBwVCDvbbElAShJkRQKzRHIqgVWr1du3bxxBNP0KVLF9asWVOusktN5OTkEBwcTEpKCr6+vvj5+dVqMVm+WsOmY5H8ci6O8ORcKnsjKRVyenpaM72Xe53SQ7UkbSGoLS04Poufz8VxKTarikV/0MHZkpl9Pbi/jyfyWqRhU6lU3Lhxg6ioKNzc3OjQocNtBaUlUxIyMjLYuHGjoSSmIIAIaoXmSQS1QquVkZHBwoUL2blzJ6tWreLBBx+s9VSDgoICrl+/TmxsLO3atSMgIKDGJ/CcwiK+OnST3y7GE52WX2kga2Uqp7eXLTN6ueNm0/ZGxNpaUFvazZRctp+J5Vx0RqXp2SQS8HdUMr2XO//r3w6TGhbMyMvL4/r16yQkJODl5YW/v3+FOTarotVq+eSTT1iyZAlPPPEEb7/9thi1FQAR1ArNkwhqhVZp9+7dPP744/To0YMvv/yy1qUvi4qKCAkJISIiAmdnZzp27Fij6QrpuWq+OBTGnsuJxGYUVNrOxsyIAb52TO/ljoNF2/5AaMtBbWkx6flsPxvDmciMKgtpeNmbc3cPVx4Z5IPSpPoANysri2vXrpGWloafnx9+fn61zpd848YNHn74YVJTU8WorQCIoFZonkRQK7QqJaOzv/32G6tWreKhhx6q1eisXq8nJiaG4OBgLC0t6dSpU7UViJKyC1kXFM7+KwkkZqsqbWevNGawnz1Te7pja177RWWtlQhqy0vKLmT7mVhO3Ewjs6DikscAnjamTOzmyuNDfbA2q/o1lZqaytWrV1Gr1QQGBuLs7Fyr94ZWq+Xjjz/mjTfeYO7cubz99tv1Un9daJlEUCs0RyKoFVqNPXv28Pjjj9OtWze+/PJL3N3da/X8rKwsLl26REFBAYGBgbi4uFT6oR+Tls+nQWH8dS2J1Fx1pdt0slQw1N+BKT1dsTQRgWxFRFBbtbRcFT+djeX4zbQqX2suViaMC3Rm7jBfHC0r/j3q9Xqio6MJDg7GxsaGLl261HrB5PXr13n44YdJT09n48aNDBw4sFbPF1oHEdQKzZEIaoUWLz8/n4ULF7Jt2zY+/vhjHn744VqNQBUVFXHt2jWio6Px8fEhICCgwowGYUk5rA0KJ+hGMhn5FY+eSQBXa1NGdHBgcjdXzGo4/7EtE0FtzWUXqvnlbDyHQlNIzqn8qoCjhYJRnZyYN8IXN+vyc2DVajXXrl0jJiYGX19f/P39a5XFQ6vV8tFHH7F06VIWLlzIm2++WessIELLJoJaoTkSQa3QogUHBzNjxgysrKz44YcfytXcrsp/pxp06dKlXGWWK3FZrAsK40hoauXzHCXgaWPGyI6OTOzqinEtVqoLIqi9XflqDb+ejyMoJIX4zMJK29maGTOigwPzRvjh+5+MGhkZGVy6dOm2pyRcvXqVGTNmYGtry/fff4+Hh8dtH4/QsrS1oDYiNY8fz8QQm1GAu40pM3p74G1/exUoayMxMZHly5ezZ88e4uLicHR0pHv37ixcuJCRI0fe9navXr3K66+/ztmzZ4mKiuLjjz9m4cKF9dfxJlKb16X4Gi40G3q9nk2bNvHUU08xc+ZMvvjii1ql2MrJyeHChQsUFBTQtWvXMlMNTkWk8eWhmxwPT6t0RbpUAt725ozp5MzoQCfkLbA8rdCymRnLub9fO+7v1w61RseuS/EcuJZEbHpBmUwb6flqfj4Xx8/n4rAyNWJogD1PDvelk4sVNjY2DB06lOjoaC5cuICNjQ3dunWr8VzZzp07c+rUKe677z66devGN998w6RJkxrmgAWhifx4JobFP19CIpGg1+uRSCR88U84707ryvTeDfdFLjIykkGDBmFtbc37779Ply5dKCoqYv/+/cyfP5/r16/XeptarRaJRGIoHDR9+nSeffbZBuh98ydGaoVmIScnh3nz5rF//37Wr1+PXC6na9euNZpDq9frCQ8P5/r163h5edGhQwfkcjn/3Ehm/ZEITkemU1hUcXJ8mVSCn4OScV2cuaO9w21VfxLKEyO19Uut0bH/aiJ/BicRmZZXaXEPpULOIF875g73pYenDWq1mitXrpCQkEBgYCCenp41GrUNCwsjIiKChIQEnnrqKR599FFWrlx5WxX2hJajrYzURqTmMfLDoArfR1IJ/P38cLwaaMR2/PjxXLp0iRs3bpSb+56ZmYm1tTUfffQRGzdu5ObNm9ja2jJp0iTee+89lMriqzKbNm1i4cKFfPvttyxevJiQkBDCwsLw8vIybMvLy4uFCxeKkVpBaGwXLlxg5syZuLm5cfHiRVxcXEhISODcuXPY2NhUueglJyeH8+fPo1ar6devH+eStLz99WnORWeirqLKUwdnCyZ2dWWgr60IZIVmz1guZVI3VyZ1c0Wn0/HX9RR+v5zAzZRcSlfrzVVp2B+cxP7gJMyMZPT1seXxIT70cnXlwoULJCQkVDtqm5GRwfXr1xk4cCC2trYMGDCAGTNmMHjwYLZu3YqPj08jHLEg1M6kNUdIqWJOemk5hUWVfjHU6WHC6sNYmNTsKqGDhYJdTw+uUdv09HT27dvH8uXLK/xcK8nKI5VKWb16Nd7e3ty8eZN58+bx0ksvsW7dOkPb/Px83n33XdavX4+dnR2Ojo416kNrJ4Jaocno9Xo+//xzXnjhBRYtWsSrr75qyLXp4uKCu7s7Z8+eRe/UgVV/hZKUrcLJUsFzowIY7GdPeHg4wcHXicSeoFgZlw+epkhb8ZnKWCalk6sld3VzpY+3bWMepiDUK6lUyqhOTozq5IROp+NIWCq7LyUSkpSDptQndX6RlqAbKQTdSEEhl9LTw5rhRVrSDx4kMDAQDw8PJBIJh0NT+OjPEJKyVTgqjRnhkMe4HgHY2ha/T/z9/Tl+/DgvvvgiPXv2ZP369dxzzz1NdfiCUKGUHBWJ2ZXPQ6+NPLW20mlqdREWFoZer6dDhw5Vtis9uurl5cXbb7/N3LlzywS1RUVFrFu3jm7dutV7P1syEdQKTUKlUvHkk0+yd+9e9uzZw/Dhw8u1CQwM5KG1f3Ik/rThvvjMAv634RT+1lLUWj2xuRK0+rQK92FiJCXQ1YppPd3p4m7VUIciCE1GKpUyNMCRoQHFozQnI9L47UI81xKyy3zBU2l0HI9I53gEGEkltLt4mfF+EcRolOy4mGhoF59ZwIVYiJMV8F6pytMmJiasWbOGESNGMGfOHM6dO8fbb78trnIIzYaDRc0r6+UUFlUZtJoby2o1UltTNZ3teeDAAVasWMH169fJzs5Go9FQWFhIfn6+ofqfsbExXbt2rfG+2woR1AqNLjExkalTp1JUVMSZM2cqrQx27GY6R+IrOvHoCc2seGqBmbGM7h7WTO3pRgdny3rstSA0f/287ejnbQfAhegMdlyI50pcFqpSU3GKdHrCsmD12Vwgt8Lt/HgmlsndXBns71Dm/qlTp9KpUycmT57MlStX2Lx5M5aW4n0mNL2aTgGA6ufU7lkwpEHm1Pr7+yORSKpcDBYZGcnEiRN58sknWb58Oba2thw5coRHHnkEtVptCGpNTU1rXSK+LRBfs4VGde7cOfr06YO3tzeHDh2qstTtR3+GVPJI2TeyUiFnqL89a+7tzo9PDOCV8R1FQCu0ed09bXhzcmd+fnIg79/Thf4+tpga1byU7oeVvP86dOjAyZMnKSwsZMCAAYSHh9dXlwWhUXjbm/PutK5IJcWLhUv/++60rg22SMzW1pYxY8awdu1a8vLyyj2emZnJ2bNn0el0fPjhh/Tv35+AgADi4+MbpD+tkRipFRrNtm3beOSRR1iyZAkvvfRStd8yk6ooTwugkEtZfW933GzKJ6IXBOGWji5WvDaheArOzZRcfjoby+HQVKq6GFrV+8/Gxobff/+dl156ib59+7J9+3buuOOOeu61IDSc6b096ONly7ZSeWpn9vZosIC2xNq1axk0aBB9+/Zl2bJldO3aFY1Gw59//slnn33G1q1bKSoqYs2aNUyaNImjR4/y+eef12jbarWa4OBgw//j4uK4cOECSqUSPz+/hjysZkOM1AoNTqfTsWTJEh5//HG2bt3KokWLanTZxKmauUpe9uYioBWEWvJxUPLS2A4EOFtU2c7Jsur3n1wu56OPPuKDDz5g0qRJrF27tsZzBgWhOfCyN2fR2A6sua8Hi8Z2aPCAFsDHx4dz584xYsQInn/+eQIDAxk1ahR//fUXn332Gd26deOjjz7i3XffJTAwkC1btrBixYoabTs+Pp4ePXrQo0cPEhIS+OCDD+jRowePPvpoAx9V8yHy1AoNKjc3lwceeIArV66wc+dOOnXqVKPnqVQqHv7yH47FVVy6FuDtuzrT3dOmvroq1CORp7b5Oxedweu/XQX0/HdKD8A3D/diWHvnGm3r2LFjTJ06lcmTJ/Ppp5+KfLYtVFvJUyu0LLV5XYqRWqHBJCcnM2LECHJycjh16lSNA9q0tDQ2/fZ3lQHtqI4OIqAVhDro6mLOACeoKKAd5mGEJvYq2dnZNdrWwIEDOX36NKdPn2by5Mnk5la8AE0QBKEhiaBWaBAREREMGjQIPz8/9u7da8h5WZ3IyEgOHz3O6iu37lMqZLR3UuKgNKa9k5KFPRXc1zamBwlCg9Dr9SRHXOfRXja4Wd8a+XCzNmHzI33ZNG8Urq6uHD58uMaLVDw8PPjnn38oKirijjvuICUlpaG6LwiCUCGxUEyodxcvXmTs2LHMmDGDjz/+uEa5LHU6HZcvXyY+Pp4tsVbkqYtHiKQS+HhGd1ysb1VAKlIVEht8hlxLG5S2ooqKINRWVlIsRYX5OHXqhcnpW98g54/wN6Tx6tixI1ZWVpw7d46cnBwCAgKqnQtvaWnJ77//zoMPPsjgwYPZv39/mdKdgiAIDUmM1Ar1KigoiGHDhvHMM8+watWqGgW0KpWK48ePk56eToKZL6ejb13yfHSIT5mAFsBIYYKDV3tSom5QpCqo92MQhNZMlZdDenwETj4dkcmN0JQq0vDflF+urq4MGTKEqKgozpw5g0ajqXb7CoWCH374gdGjRzNw4EAuXbpU78cgCIJQERHUCvXm559/ZsKECXz00UcsXry4RhkOsrOzOXToEEZGRvgE9mL5vlDDY4Gulkzu5lrh85Q2DihtnUi6eQ29vuJCDIIglKXTaki6GYyNSztMlMUpvrSl1gor5OU/EqysrBg2bBgqlYojR46Qn59f7X5KatfPnz+foUOHcujQofo7CEEQhEqIoFaoF59//jkPPfQQW7duZc6cOTV6TkJCAocPH8bDw4NevXox86vTlAwamRrJWHZXYJXPt/PwRafVkBEfVdfuC0KbkBodhsxYgbWzp+E+bamRWhPjioszKBQKBg4ciI2NDf/88w9paRWXpi5NIpHw6quv8sEHHzB+/Hh27NhR9wMQBEGogghqhTpbsWIFr7zyCvv372fSpEnVttfr9YSGhnL27Fl69OhBhw4dePGnyyRmFxraLLurE8YVjBqVJpXKcPLtRGZSDAXZGXU+DkFozXLSksjLSsXJu2OZqyilR2rNqqg4JpVK6datGx06dOD48eNER0fXaL+PPvooW7Zs4X//+x/ffPPN7R+AIAhCNcRCMaFOli1bxpo1azh48CDdunWrtr1er+fKlSvExcUxePBgrK2t+etaEr+cjzO0mdLDlY4uVjXav8JUiZ27L0kR1/Do1BuZkciPKQj/VaQqIDU6BEfvjsiNyxZV0OpKzak1rn6cw9vbG6VSyalTpygsLDTUs6/KXXfdxa5du5g8eTIajYZHHnnk9g5EEAShCmKkVrgter2e119/nU8//bTGAa1Wq+Xs2bMkJSUxZMgQrK2tycpXM2/LOUMbDxtTHhnsU6u+WDq4YmJuSXLUDVHRSBD+Q6/TkXQzGAs7Z8yt7cs9Xnqk1tS4ZuMcDg4ODBo0iJs3b3LlypUave9GjBjBnj17ePbZZ/niiy9qfgCCIAg1JIJaodb0ej2vvvoqX375JUFBQQQGVj33FaCoqIiTJ0+Sl5fHkCFDMDcvLkd475cnUGmKF3rJpRJWTu1S6/5IJBIcvNqjysslO6VmOTUFoa1Ij49Er9Nh617xl0VdmZHayqcf/Je1tTVDhgwhKSmJs2fPotNVv2Bz6NCh7N27l5deeol169bVeF+CIAg1IYJaodbeeOMNvv76a4KCgmpUJUylUnH06FGguPKQQlF8+fOD/Te4lphjaPfimPZYmd3e9AGZ3Agnn46kxYajyhfVjJqS3YV1dNnSnUnnZ9NlS3fsLojgpankZ6eTlRyLk08npNKKA1Zd6ZFao9p9JJibmzN48GByc3M5ceIERUWVVwEsMWjQIPbt28fLL78sRmyFppUWDgeWwk9ziv9NC2+U3SYmJvL000/j4+ODQqHAw8ODSZMm8ddff9Vpu1999RVDhgzBxsYGGxsb7rzzTk6dOlVPvW4ZRFAr1MqyZcv44osv+Pvvv+nQoUO17fPy8jh8+DBKpZL+/ftjZGQEwKXYTNYeDDO0G+JnzyC/8pdGa8PUwhprJw+Sbgaj02rrtC3h9vhtG4rz6ZVINflI0CHV5ON8eiV+24Y1ddfaHG2RmuSI69h7+GFsal55u1IDrGY1nH5QmomJCYMGDUKv13Ps2DFUKlW1zxkwYAC///47L774Ihs2bKj1PgWhzs5vhk97w9HVcHVH8b+f9obzWxp0t5GRkfTq1Yu///6b999/n8uXL7Nv3z5GjBjB/Pnzb2ubWq0WnU5HUFAQ9913HwcPHuT48eN4eHgwevRo4uLiqt9IKyGCWqHG3nnnHdasWcNff/1VoxHa7OxsDh8+jJOTE7169TIUYlBrdDyw/iQl40M2Zka8OCagXvpo49oOmVxOWkxY9Y2FemV3YR2K7EgkUOYHQJEdgd2Fz5quc22MXq8nOfI6JkorLOxdqmxbeqTWpJqMI5UxMjKif//+mJubc/jw4Rrlsh00aBC7d+9m4cKFbNq06bb2Kwi3JS0cdj4Neh3otWX/3flUg47Yzps3D4lEwqlTp5g2bRoBAQF07tyZ5557jhMnTgDw0Ucf0aVLF8zNzfHw8GDevHnk5t66Arlp0yasra3ZuXMnnTp1QqFQEB0dzZYtW5g3bx7du3enQ4cOrF+/Hp1OV+cR4JZEZD8QamTt2rV8+OGHHDx4sEZzaDMzMzl+/Dg+Pj7lyms+8s1psguLKxNJJLByapcaVR6rCYlEiqN3J2KDz2Aqyug2Ksfzqyu8XwLoAcfzn5DW/clG7VNblZUch7ogD/dOvavNTFB6jVdd3ocymYxevXpx6dIljhw5wqBBgwxz5yszdOhQdu3axcSJE7GysmLKlCm3vX+hjftiGOQm16ytKrs4gK2IXgdfDAWFZc22pXSEJ/6pUdP09HT27dvH8uXLK3xvWFtbA7eKl3h7e3Pz5k3mzZtXbh56fn4+7777LuvXr8fOzg5Hx/Kfdfn5+RQVFWFra1uzY2kFRFArVGv79u0sXryYP/74g65du1bbPjMzk2PHjuHv74+/v3+Zx74/Gc3h0FTD7UcHe+NmY1av/TVSmODQLoCUqBAU5pYYKUzqdftCBXQapJqqR+ck2uovSwt1p8rPIT3uJq4B3ZDJjaptr6vHjCESiYSuXbty5coVjh49WqPAdvjw4Xz//ffcf//9/P777wwdOrTe+iO0IbnJkFNPC4XVucU/9SwsLAy9Xl/t1L2FCxca/u/l5cXbb7/N3LlzywS1RUVFrFu3rsrMQ4sWLcLV1ZU777yzzn1vKURQK1Tp77//Zvbs2fz4448MGDCg2vYZGRkcP36c9u3b4+vrW+axmIx8lvx6xXC7s6sld3V3q/c+AyhtHSnIziA5IhjX9t2RSMRMm4aiSLuK9577qWo8UAKg1yLPiUFj4dFIPWt7dFoNSeHB2Dh7GsrgVqe+k+BJJBICAwORSCSGEVulUlnlcyZPnswnn3zCXXfdxT///FOjL8+CUIayFlflVNlVB63GytqN1NZQTVNOHjhwgBUrVnD9+nWys7PRaDQUFhaSn5+PmVnxIJCxsXGV75OVK1eydetWgoKCMDFpOwM7IqgVKnX+/HmmTJnCunXrmDBhQrXtqwpodTodMz8/bsiJaWok5a1qyuDWlZ2HH7HXzpIRH4Wtm3eD7qutcjz1Lg4X1yEpFRrpocIAVwK03zaUhP6vkx74cGN1sU1JjQlDZmSMtUu7Gj+n5IO2mlkKtSKRSOjcuTMSiYSjR48yePDgakdsH3nkEZKSkhg7dizHjh3Dy8ur/joktH41nAIAFM+Z/bR3xVMQJFJ44hDY+ZZ/rI5KCpVcv3690jaRkZFMnDiRJ598kuXLl2Nra8uRI0d45JFHUKvVhqDW1NS00qlFH3zwAStXruTAgQNt7guiGL4SKhQeHs64ceN49dVXeeihh6ptXzKHtqKAFmDRz5eJz7pVBvfNyZ2rLYNbV1KZDCeff8vo5mQ26L7aGml+Kn7b78Dx4lpDQKtHgsbI4t//l/8BkOi1uBx/A++dU6Ca6QpC7eSkJ5GXkYqTT8dq59GWZvjb1HN/JBIJnTp1ws3NjaNHj5KXl1ftc15++WWmTZvGmDFjSElJqeceCcK/7Hxh8qfFAaxEVvbfyZ82SEALYGtry5gxY1i7dm2F74fMzExDzucPP/yQ/v37ExAQQHx8zadVvPfee7z11lvs27eP3r1712f3WwQR1ArlJCUlMWbMGO6//35efPHFattnZWVx/PhxAgICKgxo/76ezPazsYbbd3d3pZNrzS6N1pXC7N8yujevodVUn0NTqJ5VyE90+KEfJpm3MkxoFDZEjfyMyAlbSe30MDqZCXqk6GQmpHZ6mNghH6CVF48wSADzpLN0/K4H5jG1GF0RKlWkKiA1KgRHrw7IjWt5qfHfqFZan0O1/yoZsXVxceHo0aPVZkWQSCSsWrWK7t27M2HChDIrvgWhXvWYBU+dgUELoPOU4n+fOlN8fwNau3YtWq2Wvn378vPPPxMaGsq1a9dYvXo1AwYMwM/Pj6KiItasWcPNmzf57rvv+Pzzz2u07XfffZclS5bw9ddf4+XlRWJiIomJiW3qfSTRi7qiQik5OTkMHz6cDh068N1331W7GrokD21JloP/yspX0/edvwxVw9xtTPn8gV4N0vfK6PV6EsOvIEGCk2/nWo1iCaVo1LT742GUcYcNo3p6IMfjDpJ7PAulXitqjZbQuEz83awxlv+b9F+nxuXEW5glnyvz/Ey/qcQN+6jM84Wa0+t0xN24gMJMiUO72qfGm7jmCABGMgmhy8fXd/eA4vfgpUuXSElJYciQIYYCLJVRqVSMHz8euVzOrl27MDa+vaIsQu0UFhYSERGBt7d3m5qH2dgSEhJYvnw5u3fvJiEhAQcHB3r16sWzzz7L8OHD+fjjj3n//ffJzMxk6NChzJo1iwcffJCMjAysra3ZtGkTCxcuJDMzs8x2vby8iIqKKre/N954g6VLlzbOwTWA2rwuRVArGGi1Wu666y7UajW7d++u9oOksLCQw4cP4+LiUmmar/GfHCI4obhqmFwq4ZuH+9x21bC60GqKiLl6GhuXdlg5NszitNbMNPE0XvtmIyu6VQFOJ1OQ0O81Chx7lmtfYVD7L2XM3zid+wSJXmO4r8jUgYiJP6K2bpjLfq1ZWuxN8rPScOvYs9KqYVUpCWoVcik33h5X390z0Ov1nD17lry8PAYOHGgoxFKZ7Oxshg0bRu/evfnyyy/Fl9FGIIJaoTmqzetSDI0IBq+++iqhoaH8+OOP1Qa0RUVFnDhxAltbWzp37lxhm4/+uGEIaAGeHxXQJAEt/FtG11uU0b0dLkdfw2fXNENAqwcKbDtxc9z3FQa01cn1uIOIMd+gsvA03GdUkIL/9pHYn1tTX91uE/KzM6otg1tTDTH9oDSJREKPHj0wMjLi9OnT6HSV5An9l6WlJTt37mTnzp2sXbu2QfsmCELrIIJaAYAtW7bwxRdfsHPnTkMC6MpotVpOnTqFQqGgR48eFY6gXInLYs3ft+ZcDvK1Y0iAQ313u1ZMLW1EGd1akOfGEfDDQOyCv701XUAiJaXLXOKGvg/y2x/J0ZlYEzPyM9ICZqD/d+sSdDiffR/fn8cgLcyqhyNo3YrL4F6rtgxuVdSaW4GltBEGQmUyGX369EGtVnPu3LlqUxx5eHiwY8cOFi1a1KaqIgmCcHtEUCtw+vRpnnjiCbZu3Ur79u2rbKvX6zl37hwajYY+ffpUOOdWrdFx/1cnDKuqrU2NWDS26u02FhvXdkhlctJiG64MYmtge2UT7bcOxjj31gI/tZkTkaO+Jtt3Uq23t3nbLwwfP53O/UYy7X+Pc/FKMAAZnR4iZsRqNMa3ckKapl/D5+tAXr/Tni7u1nRxt6aXr1PdD6oVKS6DewMTpWW1ZXCrUjqolTVGVEtxSd0BAwaQmZnJlStXqg1sBw4cyKeffsr06dMJDxfvW0EQKieC2jYuPj6eu+++m2XLljFmzJgq2+r1ei5fvkxWVhb9+/dHLq84zfGj3/6nDO60+iuDW1cSiRQnn47kpieRmyFSBpWjycd75xRcjr+ORF88mq0HMr0nEj36a7RmtR9t37P/L9758FOeemI2v36/no4BfsyZ9zxp6RkAqK18iBy7hRzXwYYvQiZGEn6eaUbyZ5M4eOYq+09crqcDbB2yk+NQF+Ti0K59neaaFmpuzWuWNlJQC6BQKBgwYABxcXGEhYVV2/7hhx9m9uzZTJ48mezs7EbooSAILVHziDSEJlFYWMiUKVMYNWoUzz77bLXtQ0JCiI+PZ+DAgZWuXv7hVDSHQm6VwZ0zyAv3ei6DW1dGClMc2rUnJfIGRarC6p/QRpjH/FOcZivprGG6gVZuRuyQ90nt9uRtb/frzduYOXUS99w1AX9fb5a9+gKmJib89OueW42kUpL6vkxi39coonhuqARwSPyHwX+Mw52k2z+wVkaVn0ta3E0cvTvWqAxuVQqLbo3Uyht5IZa5uTkDBgwgJCSE6Ojoatu/9957uLu7M2vWLLRi+lCDEuvHheakNq9HEdS2UXq9nsceewypVMrnn39e7WhPfHw8YWFhDBgwwFDR5L/iMvN5rVQZ3E4ulkzp4V6v/a4vSltHzG0cSI64hr6iqjJtiU6H28GFeO37HzJNAVA8Opvn2JOI8VtQ2XW67U2ri4q4ei2Egf1upXGTSqUM7Neb85eulmuf5zqAT5nDmfhbQYtclYnvrxNxPLnitvvRWui0WpJuBmPt7ImphXWdt1dYdOv33JgjtSWsrKzo27cvly5dIi0trcq2crmcrVu3cuPGDZYsWdJIPWxbSjJSVJdPWBAaU8nrsbqMKSDK5LZZn3zyCQcPHuT06dPVpsjIysri3Llz9OrVCyuriosm6HQ6pn92HK2u+BuViZGUZZNvPxhqDPYlZXQTorF19Wrq7jQJ48xwvHfPxKgg2XCfXiIjqccz5HqOrPP2MzOz0Gq12Nvalrnfzs6G8Mjy+RQB3L39OChbiKldJB2TdyNFjwQ9jpc+wzJqPxETf0RrVos6761IakwYMrkRNrUog1sVVak5tfImCGoBHBwc6Ny5M6dOnWLYsGGVfmkGsLGxYefOnfTv35+ePXtyzz33NGJPWz+ZTIa1tTXJycXnAzMzM5FKTWgyer2e/Px8kpOTsba2RiarPsOLCGrboNOnT/PKK69w4MABXFyqXmSiUqk4efIk/v7+VbZd/Ev5Mrgmxs375VVSRjfu+jlMLazrZeSrJbE/twansx8i4VZgo1J6EDd4JToT6ybrV49ugfToVpz3ODp3Em6HF2OkSgfAJOsm7b/vT/yQlWS2n9FkfWwKuenJ5GWk4NG5d70FGqqipg9qAby9vcnOzubUqVMMHjy40vn6AB06dODrr79mzpw59OzZEx8fn0bsaevn7OwMYAhsBaGpWVtbG16X1WneUYdQ77Kyspg5cyZvvPEGAwcOrLKtTqfj9OnT2NraVlgtrETQjWR+PHNrlfykri50bqQyuHWlMFNi5+ZDcsQ13Dv1rvMcxZZAWpiF9+8zMU0LNtynR0KG/z2kd55dr/uytrZCJpORmp5e5v60tAwc7Oyqfb5G6UbUmG+4+dVDjHJMRyIBqV6D26EXsA77lcgxm0De+qtNFakKSIm6gcPtlMGtgkpza/qBTNa0s9G6dOnCsWPHOH/+PL17Vx24T506lYMHD3Lvvfdy5MgRUXGsHkkkElxcXHB0dKSoSJQWF5qWkZFRjUZoS4igtg3R6/U8+uijBAQE8OKLL1bb9tKlS2g0Grp3717pB0xOYRFzvztruO1mbcITw1pWVShLRzfyszNIibzR6svoWkTsxePvp5Hq1Ib7NEaWxA9ejtqq/ke8jI2M6NwxgOMnzzJqxFCg+MvSsVNn+d/MqTXahlav58l9Oube2ZvnPa8g1RYiAZTxR+i4uTuRYzZR4NK33vveXOj1OpJuXkNp64TSpn5zPau1t0ZqjWRN+7qXSqX06dOHQ4cOERISUm16wffff5+BAwfy8ssv8+GHHzZSL9sOmUxWq2BCEJoDsVCsDfniiy84evQo3377bbUptiIiIkhMTKRfv35VXgq898sTFP47L08ulfDutK712ufGIJFIcPRqT2FeNtmpCU3dnYah0+Dxx6N4HnjCENDqgVyXgUSO+65BAtoScx6YybYdu/ll517Cbkby+jsfUlBQwLS7xgPw4mtv88Hqzw3t13yxkcPHTxEdG8/Vazd4/tW3iEtIJHDsbG6O20KBXaAh9ZesKBef3ffgcvgVqKZCVUuVER+FTqvBzqP+vyyWnn7QWHlqq6JQKOjbty9hYWHEx8dX2dbExIRt27bx1VdfsWvXrkbqoSAIzZkYqW0jLl68yPPPP8+ePXtwdKx6kU1KSgrBwcEMHDgQU1PTStutOhDC1fhbOSOfG+WPdROVwa0rmZExjt4dSQy7jKnS6rYrNDVHJimX8do7C7kq03CfTmpEUu+XyHOtegpKfZgwZiTpGZl88tkGUtLS6djejw1rP8DernjxWHxiEpJSAVV2Tg6vLXuPlLR0rCwt6NwxgG2bPsPf1xuAuCHvYnlzDw6XP0ei1yEB7K5vxiLmb25O2o7GwqPBj6mxFGRnkJkUg1vHnnUug1uR0gvFjJp4+kEJKysrevbsydmzZ1EqlVhaWlba1t/fny+++ILZs2dz4cIFPDxaz99eEITak+hFQrpWLzc3l969e3PffffxxhtvVNm2sLCQoKAgOnTogJeXV6XtguOzmLD6iGHEbKCvHa+M71h/nW4iabE3yc9Ka7AgorE5nlyBw6XPkXDrbV5o5Uf8oOXojJUNtl+1RktoXCb+btYYyxvm9yjNT8X9yCKM8xMN9+klMhL6LyE9cE6D7LMxaYvUxASfwcalHVaObg2yj5/PxbLxaCQAvdpZ8/OTgxpkP7fj+vXrxMXFMWzYsCqvFgE89thjXL9+nYMHD1bbVhCE1qt5fDUXGtT8+fNxcXHhtddeq7JdSQlcBwcH2rWrPGWQRqPjvq9OGsIkK1MjFjeTMrh1ZevqhUQqIy2mZZfjlOUn4/fjcBwvfWYIaPVISO00m9gRn9RLQKvV6VEVackrLCK3oIjcAjU5+Wqy89WkZhXnuy25L7dATW5BEfmFRaiKtOh0df8urTOzJ3r0BjJ9JhteixK9FpfjS/H57S6k6tw676Op6PV6kqNuYGJuiaWDa4Ptp0jb/EZqS7Rv3x4TExMuXbpUbdtPPvmEjIyMar+0C4LQuomvtK3cTz/9xO7du7l8+XK1k/5DQ0PJz8+nT58+VS6WevS7M2QVFK+KlUhg5dTmUwa3riTS4jK6scFnMLO0wbyeF+Y0BuuQ7bgeWoRUf6sEqsbEltjBK9Eoqx/x0+v1qDU6ijQ6NNrinyLtrf+X/Oj0xVW/5DIpEgmG14xEAoXq4lX16TmqMtvV6UGr1aEHpBIJcpkEuUyKkUyKXC5FLpMabhvJpBjJpdUu3Evt+gQ57sNwPfY6Mk0eEsAs+TwdtvQk6s4vyPMYUevfYVPLTolHlZdbr+m7KqJuhtMPSkgkEnr27ElQUBDR0dF4enpW2tbMzIxt27bRt29fJkyYUG1mF0EQWicR1LZiKSkpzJs3j08//RRX16pHe9LS0ggJCWHw4MFVVu348UwMQTdSDLdnD/TCw7Z5lcGtq5IyusmRN/Awt6jXFEoNSqPGa/9szOOPGMrc6oFszztJ6f4MVPDFQ68vHm0tVGspUGso/PdHrwejUkGmXCbF1Fhe6rYEI5kUqVRSYdBVMv3A09Gi3PQDvV6PVqf/T8BcfLtApTHcV6TRIZVKMDWWYWIsx9RYjomxHOMKAl2VbQcixm/G5eRyzJLOIAGkmkK89j1Epu9dxA3/pMLjb45U+bmkxYbj4t+1wVPMlQ1qm36h2H+ZmprSs2dPTp8+jY2NDRYWFpW27dy5M0uXLuXhhx/mwoULVa4HEAShdRJzaluxGTNmoNVq+emnn6oc7VGpVAQFBeHv719lIvOEzAIGv3fQUDWsg7MFH0zvVu/9bi6SI69TVFiAa/vKU5o1F6YJp/DaPxtZ0a1L7jqZgoR+r1Pg2B2oIoCFUkGjDFNjOQojWZ2OuT7m1Or0elSl+lqg1qBSa5FI/g10FRUHusqYgzidW4Wk1Eh1kak9ERO2obbxv+1jagw6rZbYa2dR2jhg6+bd4Pv7LCiMPZeL5ySP7ezE5//r3eD7vB1Xr14lOTmZoUOHVnnFSavVMnjwYAYOHCjSfAlCGyRGalup7du38/fff3P16tUqgxO9Xs/58+exsbHB27vyD1GdTsf0L8qWwX37rs713u/mxN7Dn9hrZ8hIiGrWZXRdjryK7bXvyozOFtp1Jm7AMrRSBXl5KnIKisgpUKPT6w0BrI1SgYmxeZ0D2IYilUgwVcgxVdw6Tf030E3NLkCl1iKTSbEwNcLCzBid+3DyHXvidmQxipxoAIwKUvH/6U6Sez1PSs8FTXVI1UorKYPrWj9lcKuj1t4a02ioBX31oWPHjqSlpXHlyhW6dav8i7RMJmPTpk307NmTqVOnMmhQ81n4JghCwxNBbSuUnJzMvHnzWLt2LU5OTlW2DQ8PJzs7m+HDh1cZ2Ly64wqxGQWG229MbP5lcOvqVhnd85ha2GBq0byqpMlzYvDZNQPjvDjDfXqJlMTOjxPjNIqcNDV5hXkYyWVYmBnh4WCBmULeLAPYmqos0M0vLCKnoIiEtDy0Oh3mJkak9fsYr6gfsQ/9EQl6JOhxOvsBlhF7iJiwrUlLAVckNz2Z3IwU3Dv1RiJpnKkSmlILxRTy5js9QyqV0rt3b4KCgrC3t8fNrfK54e3bt2fZsmWGaQhmZq1repQgCJVrvmcx4bbNnz+fYcOGMWPGjCrbZWdnc/36dXr37l1lmcl/biTzw+kYw+2JXV3o4t68AryGojCzwNbNh+SIYLSa5lMy0vbKRtpvG1omoC0wceSfrh9zymggWXkqzE2N8HW1xt/NGmcbc8xNjFp0QFsZqUSC0tQYF1tz/N2s8Xa2wlQhJyNHxTHlBI51WUmR0a1cp6bp1+iwpTeW4bubsNdlFakKSYkKwcGrPUaKxpvDXTr7gXEzDmqheDFY9+7duXjxIgUFBVW2XbhwIQ4ODtVmfBEEoXVp3UNtbdCPP/5IUFBQtdMOdDod586dw8fHB1tb20rb5RZqeGLzrTK4LlYmzG1hZXDrysrRjYLsdFKibuDk07RldKXqXLz2zsI0+XyZ6QYRDqOJCpiDhakxzqZGyJvZSvbGIpFIMPl3nq2DFRRpdOQWmHPY/DPaX/8E18xTxYvIdGo8/p5HTtgOokd9AdKmOxXq9TqSI4JR2jrUexnc6hSVmn7Q3LIfVMTV1ZWEhAQuXrxIv379Kn0vymQyNm7caJiGMHjw4EbuqSAITaH5n8WEGktJSWH+/PmsXbu22qphoaGh6HS6auur3/fVcQr/LaUpa6FlcOuquIxuBwpzs8lpwjK65jEHab+5J2alAtoimRkhfVagGbgADwcLrJWKNhvQVsRILsXGwgRPZ2vyhr5OeLeX0UqKMwpIAMvoP+nwXQ9MUqrPhdpQMuKj0Go02Ln7Nfq+NaWC2uY8/aC0Ll26kJmZSUxMTJXtAgICDNMQ8vPzG6l3giA0pZZxFhNqZNGiRQwePLhG0w5CQ0Pp0aNHlSuJV/8VyuW4smVwbc1bZhncuiopo5saE4a6IK9xd67T4frXfLz2PYRMWwgUj87mOvQkasIWZG5dkbbCaQX1TSqVgPdgIsZ9T77VrQBSrs7C99dJOB5/q9H7VJCTSWZSDE4+nZBWk0e6IRTpbk0/MDFqGR8HxsbGdO/enStXrlQ7DeGZZ57Bzs6OlStXNlLvBEFoSi3jLCZU6/jx4/z444988sknVbYrPe3Axsam0nbBCVl8/GeI4XZ/H1uGBVQ9+tvamVnaYOXoTtLNYHQ6baPsUx9/Af/vemB7c9et6QYSOUm9nidx0FsgbZtfMurE2Iz4EZ+Q0vkR9P/+ViXocbzyFd5bBqBLi2yUbmg1RSTdvIaduy8Ks4YrWVyVMiO1Rs03+8F/OTs74+TkxMWLF6kqK6VMJmPt2rV88MEHhIWFNWIPBUFoCiKobQW0Wi3z5s3jlVdeqbLqDtRs2oFGo+P+MmVw5bwyrkM99rjlKi6jKyUt9maD7ic/OwPF/sUE7rkLhTrDcL/KwpOIsd+S63FHg+6/Lcjyn0rUnV+hMbEz3GeeH0fgLyPgnw9Q5eU02L71ej0pkTdQmCsbtAxudbSlyhWbNOOUXhWp6TSEXr168dBDD7FgwYIqA2BBEFo+EdS2Ap9//jl5eXk8//zzVbbLysqq0bSDxzefITP/3zK4wDtTWk8Z3LoqLqPbidy0RPIyU+t9+6r8HJKvHKb9zkn4R3+P5N+vFnokpAXMJGbkZ+gUbSPzRGPQKF2IHL2JLM9Rhi9xUrR0DlmN567pJN84j7qw/udjZqfEU5iXjaNXhyZdeKgpM/2gZQW1JdMQLl++XO00hOXLl3Pq1Cl27tzZSL0TBKEpiEilhUtOTua1115j9erVKBSKStuVFFmobtrBT2di+Pv6rTK4Dw3wop2deb32uaUzUphi7xlAcsR1NGpVvWyzqLCgeFrDsc8ZfnI2VgXRhsc0xpbEjFhNRqcH62Vfwn9IpaT0XEjcoHfQyYrTaUkAh5xghh69j/wT35ESdaPe/tYlZXCdfDo1eBnc6pRdKNby5mU7Ozvj4uJS7TQEW1tbVq5cyTPPPCMWjQlCKyaC2hZu8eLFjBgxgrFjx1bZLiIiAo1GU+W0g6TsQhb/ctlwu72TBff0dq+3vrYmFnZOmFvbkxRxrU6XNDVFKlKiQoi5fJyul96kd8QapLriUXI9kOM6mMixW1BbVV6+WKgfhQ7duDnuBwrsAg2jtnJtPoNCl+N/5SOiLx0nLfZmnfIV67Rakm4GY+3kgamFdb30uy60pV67pkYtM8NjYGAgGRkZJCYmVtluzpw5ODk5iUVjgtCKtcyzmAAULw7btm0bwcHBVbZTqVRcv36dXr16VTntYPpnx9D8O8dOIZey/O7WXQa3ruw9/YgNPktmQnSty5rqtBoyE2PITIrBUZLOkOAlyNVZtx6XGpPU+yXyXAfUd7eFqsiNiRvyLpaRe3G4+BkSvRYJ4B6/F4fM85yULyM6JR4bF08sHd2QSmt3yT4tNhyZTN5oZXCroy01Umti3LKmH5QwNjamU6dOXLlyBUdHx0rPcVKplLVr1zJ06FAefPBB/PwaP4WaIAgNS4zUtlBarZb58+fzyiuv0K5d1R+QwcHB2NnZVVky95VfLhFdqgzu65M6tfoyuHUllclx8ulERmIUhblZ1T+B4mkgWclxRF0+QUFOJn3y/qLfmWfKBLSF1v7cHLtFBLRNKNtrHBGjN6I2dzHcp8hPZMiZuXQtOkdOejLRl0+Rk5ZU45H63IwUctOTcfTp1GhlcKtTeqTWrIXNqS3N09MTY2NjQkNDq2zXu3dvHnzwQZ555plG6pkgCI2peZxZhVr77rvvyMzM5IUXXqiyXXp6OnFxcXTp0qXSNkdCU/j+1K0VxBO6ONPN3bq+utqqKcwtsHX1Julm9WV0i1QFxN+4QGZiDK7ODgy/uBCX6xvLLAZL7TyH2OGrwFjUq29qOlM7oketJ8P3bsN0BIleh+fFDxga8hYOzs6kxoSRFH4VTZG6ym0VqQpJibyBQ7uARi2DW53S2Q9MjVvux4FEIqFr166EhYWRl1d1Hunly5dz7NgxDhw40Ei9EwShsbTcs1gbVlhYyOuvv87bb79d7eKwS5cu4e/vj5lZxUFSbqGGx74tVQbX0oQnh4vLcrVh5eSOsYk5KVEhFY7alYzOxlw9g7GpOV3kN+m5exyK7AhDG42JLVF3fkWm/7TG7LpQA2ldHiNm2MdojYoXTEoA85Tz9Nkzhs6WuUgkEmKuVD5qW1wG9xrmNg4obZtXrufSI7WKFpbS679sbGzw8PDg8uXLVY6e29nZsXjxYhYvXoyuVPYHQRBaPhHUtkDr1q3D1taWe++9t8p2kZGRaDSaKueOzVp/goKi4kICMqmEldMqH9EVKiaRSHDw7kBhTiY5qWUXqxSpCogPuUhmYgzOXn70ufI6HkcXI9FrgOLFYFmeo4gc/Q0apUsFWxeaA7VNABHjvifPqc+t1F/aQrz/eoyekZ/h4Olf6ahtRkI0Wk0R9h7N78uirtRIrXkrmG7UsWNH0tPTq1009vTTT5OQkMBPP/3USD0TBKExiKC2hcnKymL58uWsWLGiytyxKpWKa9eu0aVLl0oXTqw9GMbF2FtzOReO9MdOWfnIr1A5uaGMbijqgryyo7MmZrS309Fr5x0o448ZKoPpZCbEDXqHlJ4LQeQBbv6kchIGLCWx14voJcUBoASwubmTXnvH4e9qDRIJMVdPkZuejF6vLy6DmxjdZGVwq6Mrnf1A0fJfg6UXjWm1lVf9MzMz44033uC1116jqOj2s1kIgtC8SPSixEqL8tprr3HkyBEOHjxYZdL2ixcvUlhYSL9+/Sp8/HpCNuNWH6bkr9/X25bXJ3ZqiC63KWmx4eRlpOKQG4xfxGbMdDlI9UXIC9NulbkFCu0CiRvwJsibz/zK+qTWaAmNy8TfzRrjFn5ZuyJSVRZuR15GkRNluE+PhAy/KRilhyLLjUdt4sB1l6loO0zEyrF5psab/vlxw5Wa4GVjMGsFo7V6vZ5Dhw7h7OxcTeVEDZ07d+a5557jiSeeaMQeCoLQUFr+GawNSUhIYNWqVRw4cKDKgDY3N5fo6GhGjBhR4eMajY77vjphCGgtTeS8Ml6Uwa0PcmNTOoeswTP9kOG+0n8pvURGSte5ZHuPb/zOCfVGp7AiZuQ6bK5txvbGViTokaDHNuwXw/QEU3Ua/bLfIUV1leRRa5q0v5XRUyqll7zlj9RC8XSgzp07c/LkSby8vCpddyCXy1m+fDkLFizgf//7X6XrDgRBaDlax1msjXjrrbcYPXo0/fv3r7LdtWvX8PDwQKlUVvj43C1nyShdBndqF+Ti8ned6HU6UqJCkF77Dc/0Q0jA8GNoAyT0fE4EtK1IRscHiB7xKVr5rap7//3bO0T+hu7iT3Uq0tFQSq+Tak2lsO3t7bG1ta02xde0adNwd3fnk08+aaSeCYLQkFrPWayVCwsLY+PGjSxfvrzKdhkZGSQlJVV62W3HuTgOXEs23P7fgHZ4iTK4daItzEJ+8G16HJ1L/5AVVFVs1Obmrkbrl9A4iqy8UCvdqShkLXkteFz9rLgMchXzPJuCrhkG2vWlU6dOREZGVlkWVyKRsHLlSt59913S09MbsXeCIDQEEdS2EMuWLeP++++nY8eOVbYLDg7Gx8cHU1PTco8lZRfy4k8XDbf9HZXM6O1R731tCxRpV3H95wUCNveh63dd6HhzPdZ5YVUGtADywrRG6Z/QuOSqqgMic/LQFqmJu3GeIlVhI/Wqeq03pAUrKytcXFy4fv16le3uuOMO+vXrxwcffNBIPRMEoaGIObUtQEREBD/++CNXr16tsl1ycjJZWVn06dOnwsdnfH68bBncKYH13tdWS6PGOnQ7NqG/YJp6Gam24sDEkKS/ss2Y2DVI94SmpTGxQ16QUvnj5k64BnQjNSaUuGtncfINxNTCqhF7WLGSKRFVTNFv0Tp06MDff/+Nn58flpaWlbZbsmQJEyZMYNGiRVhZNf3fRRCE2yNGaluADz74gKlTp+Lr61tpG71eT3BwMP7+/hgbG5d7/LUdl4lKv3UZbsmEjq1ipXNDMs6KwOXoawT8MIjOG/1xP/Iy5kmnywW0eqDI1JFMr/EkdV9guO+/bQDSO/6vwfstNL70jrOAykc+s9qNRSKV4tCuPTauXiSEXiQ7NaHxOliJ6r6EtXTm5ua0a9eOa9euVdlu8ODBdO3alc8++6yReiYIQkMQUU0zl5SUxMaNGzlx4kSV7eLj41GpVPj4+JR77FhYKptPRhtujwt0prunTb33tcXTabC6uQubGz9imnwBqSav0g97rcSYQmtf8tqNJNtzJEhvfZEwTb+GZfSf5QKcLI9RFDh2b6jeC00o27YbWrtheKT9U+bvXrJgzOn8x2R0+h86YyVWjm4YmZiRFH4VdX4udh6+SCRNNL7wb2elrXWoFggICODAgQOkpaVhZ1f5lZKXX36Zhx9+mGeeeabC6VuCIDR/Iqht5latWsUdd9xB165dK22j1+u5fv067du3L1doIbdQwyPfnDHcdrJUMH9E86ts1FTkuXHYXf4ay+g/Mc6ORkLFZTP1FJeyTbLoQozzGGy8uiCXVRyIpPRcSK77cGyvfYe8MA2NiS3XnKeRZdsVd72+ynRsQsuj1+uJTc3FuOM8ZLrRt/7uxlaYZN1Egg6pphCvPfdyc8puAMwsbXDv1IuE0MuoQy/j7NsZqazxT8eGkdpW/JI0MTHB19eX69evM2jQoErbjRs3DhcXFzZu3Mi8efMasYeCINQXEdQ2Y1lZWaxbt47ff/+9ynYJCQloNBo8PT3LPfbAhpNlyuC+N63y4LhN0OmwiP4Tm+s/YJZ0Bpk6u9LRWJ1UjtrShxz3YaS6jyYyTY2JsQw3e2W1I1sFjt2JKzUqa6bVER+fSWaeChtl6yy40FalZBWg0epo52hJgbTs3908Jgjns+8jAcxSL2F/bg2pPZ8GwEhhinvHniSGXSEh5BLO/l2RyZvmlNyaR2oBfH19CQ8PJyMjAxubiq9SSSQSFi9ezMsvv8zjjz+OvIn+FoIg3D4xp7YZW7duHd26datydEGv1xMSEoKfn1+5PJPrgsK4EJNpuL3gDr82WQZXmp+K4+n38ds+ks5f+9Luz8ewjPkb+X8CWj2gMbYi220YMUPe5+bk34gd/jEpXpOITFNhppDjXoOAtiJymRR3eyWJ6XmoippXWifh9uUXFpGaXYC7gwVSafnXRZ7HcPJcBhhuO539AOO0W6vxpTI5zv5dkMrkJIRcRKtpmpKtrT2oNTY2xsvLi5CQkCrb3XPPPchkMrZu3dpIPRMEoT6Jr6LNVH5+Ph9//DHffPNNle1SUlIoKCigXbt2Ze4PScrhg/03DLf7eNkwsqNTg/S1OTKPPYLttW8xTziJTJVR6WisXiJDbeFJrttgsrwnojMuW7BCXaQlMikbpakRLrbmdZo6oDQ1xsbChNiUHLxdrFp9INHaabU6YlNzcbI2w7SKRZeJfV7Ba98DyNVZSNDjs2cm1x84C9Li50ilMpz9Akm8eZX4GxdwDeiGzKj8Ys/6ptbcmmpTQTze6vj6+nLgwAGys7MrzYQgl8tZtGgRK1eu5P77729VBSkEoS0Q79hmauPGjbi5uTF27Ngq24WGhuLj41PmUplGo+PeL07wb/YuLEzkvDqh6vy2LZ20MAv782vx/WUsnTb44L33fqwi9yH/T0CrB7RGFuS6DCBu4FuE37WTmDs+JaP9vRUGtBFJ2ViYGdc5oC3haG0GEkjKqDwhvND86fV64tPzUBjLsLWoZjqJVErs4HfR//tKlKsy8Pzz8TJNJFIpzj6dMTYxI+7GBbRF6obqukHpoFbWBqJaU1NTPDw8CAsLq7Ldgw8+SEZGBrt2iUIpgtDSiKC2GdLpdKxatYoXXnihykAqPT2djIwMvL29y9w/7/tzpOcXfyhKgHfuDmyVZXBNk87i9tdTtN/ck47fdcH5zLuYpgUj1WnKtNMjRaX0IC1gJhFjvyNiwlYS+71GgWPPSret1hSP0FqaGeNsY1Zvi7ukEgnu9hZk5qrIyW/4wEVoGBm5KvJVRbjZKWv02tBYepDW+WHDwiyL6ANYhfxUpo1EKsXRpyMKU3PiG2EqQqHm1vukrVw18PPzIy4ursoqYwqFggULFrBq1arG65ggCPVCTD9ohv744w9ycnKYPn16le1CQ0Px9vYuk5f21/Nx/BGcZLg9q78n3g7Kip7e8mjysb2+FeuwXzFJC0aqqzgo1AM6uRmFdp3IbjeGPOf+UIugvkijI+rfKQf1GdCWUBjJcLE1Jy4tF19ja4zkre8LR2tWqNaQlJGHh4NlpRkwKpLpPw3z+GOYZlxHArgdeok8tyFozG9NC5JIpDh6dyTpZjAJIZdwCejWYIvHCova1kgtgFKpxMXFhbCwsCozyjz66KMsXbqUK1euEBgoitQIQkshPk2boTVr1vDEE09UWEShRHZ2NsnJyWXy0ib/pwyun6OSe/uUz4jQkpSUo22/pS+dN3bA9fhSzFIulAto9UhQm7uS4TuFqFFfEzFxOwkD3iTPdWCtAlqNVkdkUjZmirrPoa2KtVKB0tSIuLRcQ1UnofnT/Zu+y9bCBKWpUa2fHzdoOTpZ8WJNqV6D965p5dpIpFKcfDohkxuRGHoJnVZTrk19KCy1YLGtBLUA/v7+REdHo1KpKm1jZ2fH/fffz6efftqIPRMEoa4kevGJ2qyEhYXRuXNnIiIicHV1rbTduXPnkEqldO/e3XDf8PcPEplWfFlNIZfy3SN9W17VMI0a69CfsQn9qdpytHqZCYU2AWS3G0Wu21DDwpvbpdPpiUjMQmFUnLarofPJanU6biZkYa00wcGqdSV7V2u0hMZl4u9mjbFcVv0TWoiE9DwKVBq8nS1v+/VhknIJt6MvG+Z6p3V4gIQh75Rrp9NpSQy9DBIJLv5d6r1Aw9X4LBb9fBkAVysTjr08sl6335ydOHECKysrOnasfK3B+fPnGTx4MHFxcVhbWzde5wRBuG0tLOJp/T7//HPuvvvuKgNalUpFXFwcw4YNM9z3+m9XDAEtwKstqAyucVYEdlc2YBF9EKPcWCSVFBvVAxpTR/KcepPpOxmNhUe99UGv1xOXlotUKmmUgBZAJpXibm9BRFIW5iZyzBS1H/kTGk92vprMXBW+LlZ1en0UOnQly3si1hHFhRhsr28m23cCea5lU/eVZEWIvXaOtJib2HvWb9EUVamFYvI2NFIL4OPjw7lz5wgICChXsKZEjx496NGjB5s2bWLhwoWN20FBEG5Ly4h62ojCwkI2btzIzz//XGW7qKgobG1tDWlpToSn8e3xKMPjYzo50bM5l8GtRTlandQYlbUfOZ53lCtHW59SsgooUGvwca5bwFJbpgo5jlZmxKbm4utihawVLuhrDYo0WuLTcnG1M8fYqO4jz6ndnsQs+SzGeQlIAM/9c7gx62y5DBxSmRwX/y7EBp/F2MwcS3uXOu+7ROl8yTJZ2wpqHRwcMDIyIj4+Hg+Pyr8cz507l+XLl/PMM8+ISoCC0AKIoLYZ+fnnn3FwcCgzAvtfOp2OyMhIunTpAkC+WsOcb04bHne0UDB/hG+D97W25Llx2F3ZiGXUH9WWo9Wa2JHn2IMs70mobRq+pG92noq07EK8nWu38Ke+2FmakFtYREJaXqONEgs1V1IG18LUGCvz+iteEjvkPbz3z0ai1yLTFOD1+/3cvHtnuXZGClOcfTuTEHYZI4UZphZW9bJ/tbb0SG3b+jIlkUjw9vbm5s2bVQa199xzD8888wyHDh2q8rwsCELzUKsz2ezZs7n77rvL3T98+PAKL89s2rSp3Fyk7OxslixZQufOnTE1NcXOzo4+ffrw3nvvkZGRUaZtWFgYc+bMwdPTE4VCgZubGyNHjmTLli1oNOUXTzzxxBPIZDK2b99eYf9ruj2JRFLhT0NXmfn888+ZO3dulUFNYmIiAM7OzgA8sP4k+ep/y+BK4L17ujSPhOE6HRaR+/HcN5sO3wTS/ocBOFz+EkV2ZLmAVieVU2gdQErgY4RP3E7k2G9J6flsowS0hWoNcWm5uNkrMWmi6RoSSfGUh9zCIrLyKl+8IjSN1OziMrjOtub1ul2diS1JPZ81TLYxS7mA/fm1FbY1tbTBzt2XpPArFKkqnmdeW6pS2Q/kbWykFsDDw4Pc3NxynzulmZiYMHv2bL744osG7cvs2bPLfNbY2dkxduxYLl26BEBkZCQSiYQLFy6Ue27J529qairOzs688075+dkzZsygf//+aLW3Rue9vLwM+zM3N6dnz55lPjuXLl1qeFwmk+Hh4cHjjz9Oenp6mW17eXmVS392/vx5pk+fjpOTEyYmJvj7+/PYY48ZKrqVHE9FPydOnLjdX6MgNO5IbXp6OoMHDyY7O5u33nqLXr16YWVlxY0bN9i4cSPff/898+fPB+DUqVPceeeddO7cmbVr19KhQwcAzpw5w9q1awkMDKRbt26Gbefn57N161Zeeuklvv7663LpsGq7vY0bN5YrfNCQiwWCg4M5c+YMv/32W5XtIiMjDSejL/4J51x0puGxp+7wx15ZTSL4BiTNT8X+6kYsI/ehyLqJRF9xOVg9oDW2osChG1neEym079y4Hf2XRqsjOjkHeytTLM0avoJTVYxkUtzslcSm5GCqMEJRD5e4hbrLLywiJasAbyerBskQkOsxAmXcYZSJJwFwOvMe2V6jUNsElGtr6eCKuiCXxLAruHXogbSSuaA1VXpOrVETXKFoakZGRri7uxMZGYmNTeXTtR5//HG6du1KSkoKDg4ODdafsWPHsnHjRqB48OK1115j4sSJREdH1+j59vb2fPnll0yfPp1JkyYZruZt376d3bt3c/78+XLzh5ctW8Zjjz1GdnY2H374ITNnzsTNzY2BAwcC0LlzZw4cOIBWq+XatWvMmTOHrKwstm3bVmk/du/ezbRp0xgzZgxbtmzB19eX5ORktm/fzpIlS8o898CBA3TuXPb8b2dnV6PjFYSKNGpQ+8orrxAdHU1ISEiZhVDt2rVj9OjRhtRGer2e2bNnExAQwNGjR8uMPPr7+3PfffeVS4O0fft2OnXqxOLFi3F1dSUmJsZwWel2tmdtbW0YDW0M3333HXfffTe2traVtsnNzSUtLY2ePXsSlpTDu/tu1ZDv1c6GUZ0avwxufZWjbWw6vZ6YlBxMFXLsLZtH5gELU2NslCbEpubg7SzK6DY1ra64DK6jtRmmioY7VSb2fQWvff9Drs4uLqO7a3qZMrolJBIJ9h7+xIdcJDnyOk4+neo0VaVIWzqobZuvNS8vLw4fPkxgYCBGRhUv1Gzfvj19+vThxx9/NAy6NASFQmH4zHF2dmbx4sUMGTKElJSUGm9j8uTJ3H///Tz00EOcPHmSzMxM5s+fz8qVK2nfvn259hYWFjg7O+Ps7MzatWvZvHkzu3btMgS1crnc0Cc3NzemT59uCLwrkp+fz8MPP8z48ePZsWOH4X5vb2/69etHZmZmmfZ2dnaN+jkrtH6N9vVcp9Oxbds2HnjggUpX9pecoC9cuMC1a9d44YUXKr2U/t+T+YYNG3jggQewsrJi3LhxbNq0yfDY7WyvMel0Or7//ntmzZpVZbuoqCicnZ0xNjZm5pe3yuAqFXKWTGycMri1Lkfr3J+4AVWXo21ser2exPQ8dHp9jStCNRZHGzMAkkUZ3Sal1+uJT8tDYSTDrroyuHUllRM3eGXZMroH5lbYVCKV4uzbGVVeNpkJURW2qSm1tm2P1AJYWVlhaWlJTExMle1mzZrFli1bGqlXxQMYmzdvxs/Pr9Yjl5988glpaWm89dZbzJs3j8DAQJ5++ulqnyeXyzEyMkKtrrioTWRkJPv3768yf/r+/ftJTU3lpZdeqvBxkRpNaGiNdiZLSUkhMzOz3LfFXr16oVQqUSqV3HfffQCGeTel2yYnJxvaKZVK1q1bZ3gsNDSUEydOMHPmTAAeeOABNm7caBh9re32AO67774yjyuVyhpfBqqtI0eOkJeXx5gxYypto9PpiI6OxsvLi3lbzpGWV6oM7pSGLYNrmnQWt7+frkU52hm3ytH2X0KBU+XlaJtCRq6K7Hw1ng4WSJtZKqOSMroZuYXkFIgyuk0lM1dFfmFRoy3cK7JsR1qnhwy3LaL+wCpsR4VtZUbGOPt1ISMxhryM1Nvep7qNTz8o4eXlRWRkZJVFUGbMmMGZM2cIDw9vsH7s3r3b8FljYWHBzp072bZtW63XSFhaWrJx40beeecd/vjjDzZu3Fjta1itVrNixQqysrK44447DPdfvnwZpVKJqakp3t7eXL16lUWLFlW6ndDQUADD9L7qDBw4sNznrCDURZNnP9ixYwdqtZpFixZRUFBQaTs7OzvDJPnhw4eX+Tb59ddfM2bMGOzt7QEYP348jzzyCH///TcjR1acULyq7QF8/PHH3HnnnWXuqyp3bF1s2bKFmTNnVnr5CyApKQm5XM7xODX7rt4qg3tfXw986rsMbiOVo20KqiItiRl5tHO0xKiZFgUwlNFNzcXX1bpNBxxNQVWkITEjDw8Hi0bNhpEZMB1l/DFMMkOKy+j+8zy5roPQmjmWa6swU+LgFUBy1A08lJbIjWo/J7xsUNu8vtw1JldXVy5dukRWVlalI4klC7e+//57lixZ0iD9GDFiBJ999hkAGRkZrFu3jnHjxnHq1Klab+uOO+6gf//+dO/enXbt2lXabtGiRbz22msUFhaiVCpZuXIlEyZMMDzevn17du7cSWFhIZs3b+bChQtVjvrWtpbTtm3bqiyAIQi1VS9BraWlJVlZWeXuz8zMxMqqOP2Mg4MD1tbW3Lhxo0wbT8/iMq4WFhaG+Tb+/v4A3Lhxgx49egAgk8nw8yteDS8vVQtdq9XyzTffkJiYWO7+r7/+mpEjR9ZqeyWcnZ0NjzcklUrFjz/+yO+//15lu9jYWJR2zszbfqsMrq+DOff3q/yEVRuKtGDsrnyNRewh5PmJlc+NRUKRuTN5zv3I8plcpm59c1dSYMFWaYK5SfMudGBlriC3oIi41FzaOVo0qykSrZlOryc2JRcbCxOUpo2/eDB28HJ89j6AVKtCqtPgs+seQmceqrCtha0TeRmppEaH4OTTudavkdJzao3b8BcnuVxuWIdR1eXxBx54gCVLlvDaa681yPvR3Ny8zGfO+vXrsbKy4quvvuK5554DqPZztjS5XF7hZ1tpL774IrNnz0apVOLk5FTuuIyNjQ19Kgl433zzTd56660KtxcQULzA8fr16wwYMKDKfUNxBorG+JwV2o56OZO1b9+ec+fOlbu/pGILgFQqZcaMGWzevJn4+Pgqt9ejRw86dOjABx98gE5XcT7TEr///js5OTmcP3+eCxcuGH5++OEHfvnlFzIzM2u1vcb2+++/Y2trS//+/SttU1RURGJiIosPpFCkLf4mbCyTsmJql9vfsUaN9bUf8N51D502BuD/y1hsQ37E6D8BrR7QyUzIt+9KYq/nCZ/8K9Gj1pPW5bEWFdACpOUUotXqcLQ2a+quVEsikeBiZ45aoyUtu35SOAnVS8rIRyKh6V4jcjMS+r1uSPOlyI7E5ehrlTa39/SnICeLvIyaLyYqUXIuAVpVKePb4e7uTlxcXJWfD5MmTSIhIYEzZ840Sp8kEglSqZSCggJsbW2xt7fn7NmzZdpkZ2cTFhZm+JytLXt7e/z8/HB2dq5RoP7aa6/xwQcfVPoZPnr0aOzt7XnvvfcqfPy/C8UEob7VeqQ2KyurXK68iRMn8umnn7JgwQIeffRRFAoFe/bs4YcffmDXrl2Gdu+88w5BQUH07duXZcuW0bt3b8zNzbl06RLHjx8nMDAQKH4zb9y4kVGjRjFo0CBefvllOnbsSFFREYcOHSIlJcWQmmTDhg1MmDChTDougE6dOvHss8+yZcsW5s+fX+PtlcjMzDTkhC1hYWGBuXn95qrcsmULs2bNqvKEEh8fz84YY6LSb03PeO02yuDWvhxtLzJ97kJjWX/laJuKqkhLcmY+Xo6WzW4ebWWKy+gqiUzKxtzEqEFX4AuQU6oMblNmnihw7E6W1zisI/cCYBv8LVneE8h3LT/yJTcyxsHTn5ToEEwsrGs1DaH0SK1C3nZHagFDqq7U1FQcHctP9wAwNTVl2rRpbNmyhT59+tR7H1QqleEzJyMjg08//ZTc3FwmTZoEwHPPPcc777yDk5MT/fv3NywGc3BwYOrUqVVuOy4ujpEjR/Ltt9/St2/f2+7jgAED6Nq1K++88w6ffvppucfNzc1Zv34906dPZ/LkySxYsAA/Pz9SU1P58ccfiY6OLpPvPS0trdznrLW1NSYmTZeaUmjZav0pGRQUZLiEX+KRRx7h0KFDvPrqq9x5552o1Wo6dOjA9u3by+R6tbOz49SpU7z77ru8//77REREIJVK8ff3Z+bMmWUKOPTv35+zZ8/yzjvvMH/+fBITEzE3N6dbt258/PHHzJkzh6SkJPbs2cP3339frp9SqZQpU6awYcMG5s+fX6Ptlfbwww+X2+aKFStYvHhxbX9llcrMzGT37t0sX768ynZ/Xozgz+hbi7JGdXKiZ7salMHV6bC6+VvtytF6jCC73Z0NVo62KZSedmDWzKcd/JeZwggHKzNiU3PwEWV0G0yRRkdcWi4utvVTBreuUrs/hVnyeYz/vXLSbv/DXPvfOZCXH0FW2jqSm5FCalQITr41n4YgUnrdIpFIcHd3JzY2ttKgFoqzIMyaNYsPPvig2kv7tbVv3z5cXIrLIFtYWBg+Q4cPHw7ASy+9hFKp5N133yU8PBxbW1sGDRrEwYMHMTWtOi1hUVERN27cID+/7llVnn32WWbPns2iRYsqrMZ21113cezYMVasWMH9999PdnY2Hh4e3HHHHbz99ttl2v533QrADz/8wL333lvnfgptk0Rf25ndQr35+uuvWbduXYWXsw6HpvDRnyEkZBaQlF1oSPfjoFSw4aFela6IvVWO9k+Ms6OaVTnappKaVUBGbiG+LtYtZpS2NL1eT1RyDnJZcWaElkCt0RIal4m/m3Wzv7St1+uJSspGLpfhbt98Vl9LC9Lw/uNhQxGTfMce3Lyr4uIs2iI10VdPY+/ph4VtzaYFvbU7mJMRxdWhZg/0YunkpimC0lxkZmZy5MgRxo4dW2nAqtVq8fDwYNOmTYwePbqReygIQnXE9cwmtGPHDnr06MGNGzdwdXXFwqI4YHnxp4tsPxNraDdIepnn5T/hSAYWVh6kx79InvuQ4gd1Oiyi/8Tm+g+YJZ1Bps6uYjRWjtrSmxy3oWR5j61w1Ke1URVpSc5qWdMO/ksikeBmpyQ8IZPMXBXWSkVTd6lVSc0upEirw8PRsqm7UobO1I6kHs/gdO4jJIBp8nnsLn5GWrcny7WVlZqGYGphU6NpCJpSc2rb+vQDKM5Za2pqSmJiIu7u7mUe0+v1ZGVlER8fT9++ffn1119FUCsIzZAIaptIQUEBf/31Fzt37iQzM5OQkBDMzMxIxJrtZ27NMXpX/gUzZP/cemJaGpZ7Z1Fg2wmprqhFlKNtKnq9nrjUXGwtWt60g/8ykpeU0c3FVCEXZXTrSb6qiJSs/AYrg1tXuZ4jsYg7jHnSaSSA86l3yfG8E7WNf7m2tZ2GUFRqUZSJkQhqS09BcHd3R6/Xk5GRQXx8PAkJCajVapycnJg+fTovv/wya9euFVlJBKGZEUFtE/nrr79wcXFh5MiRSCQSNBoNSUlJrNxyheJwVMIg6SVmyP7hv+dNPWCWHlzhdg3laF0HkeUzAZ1x8xp9akxp2YVodTocrVrHiLSFqTHWSoUoo1tPtDodsSkNXwa3rhL6vYb33geQFeUgQYfP7ulcn3WuwpzQDp7+RF89TW5GcrXTELS6UiO14ksSUFwK9saNG5w/f57k5GS0Wi3Ozs506dIFBwcHZDIZXbp0Ye7cuVy8eJHu3bs3dZcFQSil+Z7JW7mdO3cyefJkwzd9uVyOm5sbebobQPGisOflP1X43HIpt4wsKLDrTJb3BAocujf7AgiNQaPVkZJVgKdj86saVhdONmZEJGSRnJmPs039ZuJoSxq1DG5dSeXEDX4Hj4MLkKBHXpiOx19PEDPqq3JNZUbG2Hv4kRZzE3Nre6TSyoPVMtMP2nCeWp1OR2pqKvHx8YaV+Pn5+fTo0QN7e/ty6xcUCgVjxoxh586dIqgVhGam7Z7JmpBOp2PXrl1Mnjy53GNOlrfmSzqSUek29IBWbla+HK0IaAFIySrAzETe7Iss1JZUIsHdwYKMnEJyRRnd25aZpyKvEcvg1pXayof0DrMMty0j92MZVvGiMaWtIzIjI7KT46rcpqb09APjtjVSq9VqSUxM5Ny5c+zbt4/z588jlUrp3bs3/v7+KBQKHB0dK12QO3ny5DLpKgVBaB5EBNQEzpw5Q0FBAYMHDy732HOjbiXRTqbqtF3ZChdico3JKVCjE0ksDNQaLRm5hTi1gCILt0NhJMPZ1pzY1Fw02uZVTKQlUBVpSUzPw91e2ahlcOsqo8N9FFoXZymRAO7/PIcsP7lcO4lEgp2bDxkJ0Wg1RZVur/RIrUkbWCim0WiIj4/nzJkz7Nu3j8uXL2NsbEz//v0ZPXo0Xbt2xd7eHmdnZ5KSkqosxDB+/HjOnz9PXFzVXxwEQWhcrf9M1gzt2rWL8ePHY2RUfhRxiL8DM3oXr7z9UHMPAP+NV0tupnd8EKlUQkJaHjdiMohNzSE7X41O17YD3OTMfCzNFJjUsjhFS2JtrsDcxIi41Nxa11tvy4rL4OY0WRncuoodvAKdrPhqjlRXhM+u6RW2M7W0wdhMSWZiTKXb0pZ63Zgatc73SlFREbGxsZw6dYp9+/YRHByMmZkZgwYN4s477yQwMBBbW9syo/XW1tbIZDLS0tIq3a69vT0DBgxg9+7djXEYgiDUkAhqm0DJfNrKvHdPN5YMtiLdrg8/60cAxYFt6dAlz6kvevfeuNia4+9mjZeTJUYyKUkZedyITScmJYesPFWZxSBtQaFaQ3a+GkfrqpORt3QSiQRXO3NURVrSckQZ3ZpKysiHpiyDW1dyMxL6vVaqjG4EzsdeL9esZLQ2KzkWjVpV4aZKnxta0/QDtVpNdHQ0J06cYN++fYSGhmJpacnQoUMZOXIknTp1wtrautJpJxKJBGdn53KVrv5LTEEQhOZHBLWNLDo6muDg4DKV1v5Lq9XiRCZbH+3D+Nd+4n/qlzmv90OtLx5NkQBGBbdqvUskEkwVcpxszPFztcbb2QqFkYyUrAJuxKYTnZxNZq4KbRWX01qLpMx8bJQmzT7hf32QSaW4OyhJzsynQKWp/gltXEkZXHd7ixadOaLAsSfZ7UpVary6CbP4E+XamSgtMbOyJSMhqsLtlAlqW/j0A5VKRWRkJMeOHWPfvn3cvHkTW1tbRowYwYgRI+jQoQOWlpY1nj9dEtRWdRVk0qRJHDhwoF6qdAmCUD9a5zWnZuzvv/+mb9++WFtbV9omNTUVY2Njw0nYovMopl7pgjfx/G3yAhLAODsCo+woiizblXmuRCLBxFiOibEcR2szVEVasvNVpGUXEJ+Wi7mJEZZmxliYGbeo+YQ1kVdYRH6hBje35lMVqqGVLaNr3SxzrTYHpcvgtob0VSnd5mOWcg6j/OR/y+jOrrCMrq2rN7HBZ7BycsfYpOxjpYNa0xY4UltQUEBCQgLx8fGkp6djY2ODi4sL3bt3x8ysbiPxDg4OqFQqcnJysLSsOC1i+/btcXR05Pjx44wcObJO+xMEoX60rqimBQgKCjLU8q5MYmIizs7OhlGF5Xd3QQJE4MoVnRdQPFrreGF1tftTGMlwsDLD19UaP1drzE2MyMhVcSM2g8ikLNJzCinStPwRXL1eT1JmPnaWJq0uWK+OvaUJRnIpCel5Td2VSm3e9gvDx0+nc7+RTPvf41y8UnGe5RJ7/zzImCmz6NxvJBOmP0TQ4eO3vW+9Xk9cWi5KU6PWU41NKiVm8PvoJcXBqEyTj/fvs8o1MzY1R2nnTHpcRLnHys6pbRlBbX5+PmFhYRw6dIg///yThIQEXF1dGTVqFEOGDMHPz6/OAS2ATCbDwcGhyikIEomE4cOHExQUVOf9CYJQP9rWp38zUJOgNiUlBUdHR8NtW6UxA33tAHhZ/ahhPp1J+nXkeUk13rexkQx7K1N8XKwIcLPGwtSYrDwVIXEZRCRmkZZdgFpTcXWy5i6noAh1kRY7y9Y9l7YixWV0LcgtKL683tzs2f8X73z4KU89MZtfv19PxwA/5sx7nrT0ilPWnbtwmWdffpN77p7Abz9s4M7hQ5j33CuEhN28rf2nZhdSpNHiYtu68vrqzOxJ7v6U4XxglnQWu4tflGtn6+pFflYaqrycss8vNVJr3owXVebm5hISEkJQUBAHDhwgJSUFT09PxowZw6BBg/Dx8cHUtP7f905OTqSkpFTZRgS1gtC8iKC2EUVGRhIXF8fAgQMrbVNQUEBeXh52dnZl7l85tSsAV/AhTOcK1Hy0tiJGchl2lqZ4O1sR4G6DlbmCnIIiQuMyuZmQSUpWAaqilhHg6vV6kjPzcbAybbOX343kUtzslCSk56FuZn+3rzdvY+bUSdxz1wT8fb1Z9uoLmJqY8NOveyps/80PPzFkYF8ee+h+/Hy8eHb+o3TqGMB3W3+p9b5LyuC621sga4U5nHPajSbfqTfAv2V0V2CcGV6mjdxYgZWjW7nR2tJpAE0Vzed3o9fryf4/e2ceXkdZ9v/PzNn3c7LvSbeklLbQlq0oiApSEVkEBMQdxO114XUDXF5EUX8K7uKK8vKiCCIqoiKCIgiUQmlpoTTpljb7cvZ9m/n9cZKTlCYnaXO2JM/nunp1Zs5zZu6cbb5zz/3c30CA3bt3889//pN//etfeL1eli5dyqZNm9i4cSNtbW0YDIXNuldWVuLxeEinp/8+nXXWWTz77LOirlYgKBPK55dsEfD4449zyimnYLFMnzEaHR3F6XQe0e6rudLMmsZMbdcXk+/LZmdMIy8ix3xzikunkamwGWmrtdPR5MJlMxKJJ9nX72Nvv49hX4RYonwnIoVjSVJpBVe5O0MVGJt5wka3XPoWJ5JJXn6li9NP3ZDdJssyp596Ett2vDzlc7bteInTTz3psG1nbDyF7TteOqpjpxWF3tEQNY7ytsGdKwOnfpG0LlNHLqGw5M+XwasmhTpqm4kGvSSiEyUqkxujmEucqVVVFZ/Px65du3jsscd44oknCAaDtLe3s2nTJk499VRaWlrQ64vXhs1qtaLT6fB6pzfBWbJkCXV1dTzzzLGXxwgEgvwhRG0RmU3pwejoKFVVVVM+dsvFawDYrB5Pr5IZI6FS8+IP8xajViPjshpprbHT0eyiym4ilkizf9DPnj4fQ94I0USqrHqjuoMxXFbjvJ7Rni9qXWZUFUZ85ZE58vn8pNNpqioqDtteWeliZJo+oKOjniPGV1VWMOL2zPq4qqoy4A6j12qotC/wix1ZS99rvo46ZqCti43S/NiHDxui1emxVNTgn+QyNvnCpxTdD1RVxePx8NJLL/Hoo4/y1FNPEY1GWbVqFZs2beLkk0+mqalpyn7exUCSJKqqqhgdHc05RpQgCATlgxC1RWQ2otbtdk8ratc2OVlSlcnyfiX1rux2y8BmSORfxGhkGafVQEuNjZVNFdQ4TSRSaboH/ezp9zHoDROJJ0sqcOPJNOFokopFnqUdZ9xG17PIbXT94QSheWSDO1cSzqV4Oq7Mrtu7/4Z93+HGAM6aJoLuwazL2ORk7nR2sPlGVVVGR0fZsWMHjzzyCJs3byaZTLJmzRo2bdrEhg0baGhoQKstj8x6VVVVThMGyJQg/Otf/ypSRAKBIBdC1BaJo6mnrXhVlmoy//PWVQA8opzMsOoAxrK1O3+c34BfhSxLOCwGmqttdDRXUOeykEqrHBwO0tXnY8ATJhwrvsD1BGPYzXp087zPZj4x6DTUuSz0uUtvo+t0OtBoNIx6Ds+yut1eql9VNz5OVVXFEeNH3R6qK6f/Xkwmnkwz4AnTWGVFt4g6YXiPu4qYYxkwZqP7+CeQIxNZRoPFhsFsIzg6AFC0EhVFURgeHmb79u08/PDDPP/886iqyrp169i0aRPr1q2jrq4Ojab8OjDMtq52y5YthMPl231EIFgsLJ5f/BIzl3rayZzVUUOtPTNB4pvJy7Pbbb3/hlRxMnOyJGE362mqstLR5KKh0oKiqvSMBOnq9dLvDhGKJgoucNOKii8Up2Kh314+BpxWA2ZD6W109Todxx/XzjPPbs1uUxSFp7dsZd3a46d8zrq1q3lmy9bDtj21+XlOXLt6xuMpqkrvaBCX1YBtHtrgzpXe13wDRc783bKSZOlDlx72uKOmEf9wP6qqUshPRTqdZnBwkBdeeIGHH36Ybdu2odFoOPnkkzn33HM54YQTqKmpKVqG+FgRdbUCwfyivH9RFhDPPvssGzduzDkmVz3tZD7zpg4A7lfOwqtmRLKkpql6+Y65B3qUyJKEzaSnsTIjcJuqbUgS9LlDdPZ66RsNEYwmCpIVCoTj6LUypjJuR1QqJtvoekpso/v+d17OvX94iAce/Bt793fzpa/dRjQa5ZILzwPgM1/4Krd+/yfZ8e+58lKefPpZ7rjrt+w7cJDv/+SXvLRrN++64m0zHmt4rJa4xjVPbXDnit7MwKlfnGj7599P3dM3ZR+2OKtQlTTRgDd7sZOv6oxUKkV/fz/PP/88Dz/8MDt37sRgMHDaaafxpje9iTVr1lBVVTWvykFmW1e7ceNGtmzZUsTIBALBVAg1UCS2bt3Kddddl3OM2+1m9eqZs1GXntTMV/7yCv5okh+mLuKLul8DYD/4d0bXfADk0rytkiRhMeqwGHXUuVSi8RSBSIIBd5i0omIzZ9zMrEY9ch5ab3lDcVw247w6SRYTjSzTVGWleziA2aArWQeAt5z7RjxeH9/78R2MuD0c17GcO350K1Vj5QT9g0NIkz4P609cw7e/9j9850c/57Yf/oy2liZu//bXaF++NOdxgtEE3mCMpfXORT1pMFq7nkDLOTgO/QOAypd/iX/JeUTrT0GSZWxV9QRG+7PCdy6vVDKZZGhoiP7+foaHhzGZTDQ0NPCa17wGh8OxIL6bVVVV9PX15RyzYcMGnn322SJFJBAIpkNSy2ka+wIlmUxis9nYsWMH7e3tU45JJBL87W9/481vfvOs2tb85PF9fOPh3YDCy4ZrsEiZbJy7/XK8q96dz/DnjKqqxBIZu95AJEEyrWAz6TMC16Q/pt6ysUSK/YN+OppcC7L/aD4Z8UfwheJFtdFNpNLs6fOxotGJXlv4WslkWmFfv486lxmnVZSjoCi0/uP96KIZ84C01sIr79oGWiPJWJRDL2/hk09rUAGNLLHva+fNeteJRILBwUH6+/sZGRnBarXS0NBAfX09NpttQQjZyfj9fp588kne8pa3TPu3PfbYY1x99dV0d3cXNziBQHAYQg0UgZdffhm9Xs/y5cunHePz+TCbzbPuw3jtmUvGrC1lfpF6c3a7a9+fjuhRWWokScJk0FLrsrC8wcnSOgcGnYYRf5TOHg+HhgP4QnHSRzGpyRuK4TAbhKCdBVV2E1qNzGCBbHQzFy2ZrLw/HMcXimUte8e3BSMJ4sl0Qep7VVWlbzSE1ajDYVkgNrhzRZbpPWOyjW44a6OrM5owWR3ZTO1srnNisRjd3d08/fTTPPzwwxw4cIDKykpe//rX8/rXv56Ojg7sdvuCE7QANpsNVVUJhULTjlm/fj0HDx6csVOCQCAoLKL8oAhs3bqV9evX55wU4fP5cDgcs96nLMu887QWfv7kAb6TvoQPah/CKCWR0zEc+/6If8XM9YelQJIkjHotRr2WGqeZeDKTwXUHo/S7Q1iMmRIFm1mPdpqZ64qq4gslaK2xFTn6+YkkSTRVWdk34Mcfjs9J+KmqSjyZJpZIEU2kiSZSWWMOvVaDLEvIQDie2RYIZyYvKqpKIpkee/81mAxaTGOfA71WnpMYcgdiJFJpmusXxu3ufJE2VzN8wkep2f59JMA89ByVO3+Be801dCcdQEakpdIqT+4Z4YwV1Yc9PxqNMjAwQH9/Px6PB5fLRUNDAyeeeCJm8+KpWZZlGbvdjs/nw2ab+jfH5XKxdOlStm7dypve9KYiRygQCMYRorYIbN26lQ0bNuQc4/f7cTqdR7Xfz5y7kjuf7iaZlrkn/Xrep30EgIque8tW1L4ag05DtcNMtcNMIpkmEEngDcXp94SxGLTYLAbspsNbdkViSWRZWtAuUflGp9XQUGmlbzSESa9Fr5t9SYCiqASjCXyhOOF4psfpuCCtsBox6jUYdJrDBOV4+UFTtTVbfqCMC+J4imgihTsQJZZIZ2uxnVYDNpPuqIRpNJ5i2B+hrdYusvZTEGw7F2v/f7AMv5Cx0d18M8mtd3Ne3M9Jehe3pS7lKWUt77pjC28/qYn/efPyrJD1+XxUVlbS0NDAhg0bMJlMpf5zSobT6cTv99Pc3DztmA0bNghRKxCUGKEKisDWrVv5xCc+kXOMz+ejtbX1qPar18pccEIDv3+hj1tS7+Sd2sfQkUaTDGHr/jvBtnPnEnbR0es0VDlMVDlMJFMZgRsIxxn0hDEbtNjMmTrcYDRx1OJHAHaznrDVQO9oiCV1M98qjiVSeIIx/OEEWk3GiKPWZT5CwM4WWZIw6TMZWtfYNlVViSXTBCMJBj1h+lUVp8VAhc04o/BOK5n2XdUOM2ZDaVyn5gMDp/0PS/52FZpkCAloTuwHCRpxc7fuG9ybPovrU9dy3/O9VEcO8toV1bS2tnLqqadiMIhyDsiI2p6enpxjNmzYwHPPPVekiAQCwVSI1EaBSSaTvPjiizkztYlEgkgkctSZWoCbLjgeWYIUWv6YmjB2qHzlrmMJt2zQaTVU2k0sqXPQ0eTCYTEQiibZ0+fDE4yjqJkm+4Kjo9ZlRlFVhn3RKR9XVZVQNMnBoQD7B/2oKrTW2lje4KDaYcKo1+b1YkIaE7o1TjMrGp00VdlIphX29vvoGQkSHStjmIoBTwidVkOV6FOcG1nLyMp3TXQ7kCb+AVyueZzTpZ0APBWoYOPGjbS2tgpBO4nxTG2umvDxTK1AICgdQtQWmF27dqHX61mxYsW0Y/x+PyaTadaTxCZjM+p4fUcNAP+Teh/psbdUG/dh6Xvq2IIuM7QamQqbkbZaO601NiQglU6zr9/H3n4fw74IsUSqpCYD8wV5rL7WE4wSiiYPeyyRTHNwOEDvaBCTQUt7o4vGKitmQ3Gy4pIkYTXpaK62sbzRiVYj0z3kp2ckeIQzmi8UJxRN0li5OGxw54qj959Tbh9/6T6t+x0Aw6HFa62cC5vNhqIoOV3D1q9fT3d3t5gsJhCUECFqC8xLL73EmjVrZpwkdixZ2nG+9rY1AEQw8kh6IiNc9dIvjnmf5UoknsJq1tNW66Cj2UWVw0QsmWb/oJ+9/T6GvBGiQuDmxKjPdKLoc2fEoqqqeIIx9g340Gs1rGh0UeM0TztRrxjotRrqKyysaMwUKuzt9+EPx4FX2eAKe+RpUVWVSCzJoCeMGp7ePACghoxj1rhboeBwJk8Wm46Kigqam5t56aWXiheYQCA4DHFGKDBdXV10dHTkHOP3+4+q88GrqbUbObktc/K/IXk1ylg7dW10GNPw9mPebzkSjCawmzL1kxpZxmkx0FJtY2VTBTVOM4lUmu5BP3v6fQx6w0TiSSFwp8A1ZqPbMxKkeyjAqD9Kc7Wdhkpr0XrZzgatRqa52kZ9hYUBT5hDwwF6RgJjk8oWnw3uTKiqSjiWZMAToqvPy6GRIGlFRTFV5nze8FiV8+nLco9bzIyXIOSio6ODPXv2FCkigUDwaoSoLTBdXV3TGi6MEwqFpm0VM1u+fnEmW+vDzn/SxwMZp6DqHT+e037LiWRKIZZIY51CzMiyhMNioLnaRkdzBfUuC+m0ysHhIF19PgY8YcIxIXAnY9JricRTqCosa3BiNZXvZCuHxcDyBifxZJp4UhGdLyahqCqhaCJrTd07EkRVyVpXN1ZZ8R//LgBe/ekf/zrcmrwMgJ/+ez99Y1bDgsOx2Ww5e9UCtLe309XVVaSIBALBqxGitsB0dXXlrKcdb+pttVrndJzltTZW1mWE8eeS12ZPXrpQL3rvwviRDUYTmA3aGW+Ly5KEzaynsWrspF5pQVVVekaCdPZ66XeHCEUTi1bgKorKoZEgnmCMOqeZWDJFIlX+k+5iiRTJlEKty8ygJ0zfaGjxvoeqSiCSoHc0I2T73GFkSaK52kZ7k4uGSitWkz5bbxytyVjnjqOO/UOCh+Sz2CJlLopTisrFP3oapcwMXMoBq9UqRK1AUOYIUVtAVFWdMVMbi8VIp9NYLJY5H++rF60GYIAqtioZIS0BNdt/MOd9lwOZVl5Hd8tZliSsJj0NY1mr5uqMjed4VqtvNEQwkkBZJOIorSgcHA6gKCrLGhxUOkxU2U30jgRRlPJ9DVJphb7REPWVFqrsJpbVO4kmUvSMBBfNe6coKv5wPHNx1uNh0BtGq5ForbHR3uikvsKCxTj9pL6R9Z9ElSYy3NGadXS/+TfY3vRFPn2aM7t9OBjnQ3e/UOg/Z95hsVgIh8M5Bb8QtQJBaRGitoAMDg4SCoVy2uOGQiHMZjMazeyb4U/HSW0VtLgyDdI/m5jI1hr8+9EGcvdYLHcUJVMraDMf+y3y8Sb/9RUW2htdtFTb0MgSA54wnT2Z27aBSLysxd1cSKUVuocCyLJEa82EWUG1I2OjO+AtjI3uXBm3wTUbdTjH3NB0Wpm2WjuptMqh4fIW5HMhrSj4QnEODQfZ3eth2BdFr9XQVudgRYOTOpfl6LpTSBM/+fsv/BPhptdidlTSpA1w+UlN2cce2TXEb549lO8/Z15jNpuRJIlIZPryjPb2dvbu3Us6Xf53PgSChYgQtQWkq6uLlpaWnE484XA4L1nacT7/llUA7KeRXUrGzEECard/P2/HKAWReAqNLGfdqeaKJEmYjTrqKiysaHTSVmtHp9Uw5I2wu9dDz0gQfzhOeoGIpbSicHAogF6robnahjxpMti4jW4wksh2GCgn3MEY8WSahkrLYeJNq5FprbWjqplyioWSsU2lFbyhGAeHA3T2eHEHohj1GpbWOVjR6KTWZcaUx37BJpuTdCrJ5etqaK+dKIP6wh93sm8k9+32xYQkSdls7XSMG+gcPHiwWGEJBIJJCFFbQGY7SWyu9bSTOXd1HVXWzC36GxNXZ7O1Rs8uNJGRvB2n2MQSKUz6Y3OymglJylju1rrMLG9wsrTOgUGnYcQfpbPHw6HhAL5QnHR6ftYZKkomm6nVyjRVWZGneA3HbXT73WESZWRqEY2nGPZFaKq2TmmDq5ElWmrsKIpK78j8rbFNpRU8wRjdQwE6e714gzHMBh3LGpwsa3BS4zRj1BdmcpwkyxhMVuKRIN9421rM+nFbY7j0x0+TSs3Pz30hsFgsOetqtVoty5YtEyUIAkGJEKK2gJRC1AJcd07mmC+ynANKPTBeWzt/s7XRRApTgU7qk5EkCeOYw9XyMUFhMuhwB6N09no5OBTAE4wdYQZQroxPkANorrLlvCiwm/U4LHp6y2QC1mxtcDPC1kYilabfXZ4lFFORTKVxB6IcGPTT2evFH45jM+lY0ehkab2TaocJwwxWwfnCYLESD4fQa2W+dvFqxj8l3kiS9/xqS1FimA+IyWICQXkjRG0B2bt3b856WiiMqL3q1FasYy2Pvph6TzZbax7ehhzP3WexXIklUhhL0MbJoNNQ7chMTFre4MRi0uELx+ns9XJg0I87GCNZxpksdzBGIpWmpebwkoPpqHNZctroFpNBTxidVp6VDa5WI9NaYycYLc8SinESyTSj/ij7B/x09fkIRhM4LAbaG10sqXNQaTflrcTmaDCYbcQjmYuf5TU23vuatuxjT+1z8/Mn9hU9pnJkNqJ2+fLloletQFAihKgtIH19fTQ2Nk77uKqqRCKRvNbUjnPNGUsAeEpZS79aBYCESvX2H+X9WIUmrSgkUkpRMrW50Os0VNlNLK1z0N7oxG7WEwjH6erzsn/Qz2ggWlatseLJNMO+yJihwuy+6rI8YaMbjiVnfkKB8IXiBKMJGitzZ5cno9PKWZOGcsqkx5NpRvyRrK1zOJbEZTXQ0eSirdZBhc1Ycmc0g9lGIhLMZugvWd/E2qYJQ5iv/XU3L/XNzwvifDJTTS1AY2Mj/f39RYpIIBBMRojaAjIwMEBDQ8O0j8fjcVRVxWicORN1tHz8DcvRj50ov5q8KrvdOvAMpOZXc/VYIo1WI5fUtvXV6LQaKu0mltQ56Ghy4bQYCEWT7OnzsW/Ax4g/SryEtamqqtLnDuGyGrEYj65jxLiNbu9osCTiMDFug1t59Da4drMei1HHgKd0ZQiqqhJLZGqB9/ZnPg/ReIpKu4mOZhettXZcNmNZfZ71JguKopCKT2Tob77weGzGzIWkClz5s83EEqkSRVgemEwmYrFYzvKc+vp6BgYGihiVQCAYp3x+VRcYiqIwODhIfX39tGNisRg6nS4v7bxejSzLXH5SMwB/U05llEzWRUKhesdP8368QhIdmyRWrmg1MhU2I221djqaXFTYjETiyWxmbtgXIZZIFbVO1R2MkU4r1DrNx/R8l9WAyaCj313c+lpFzdTROq0GbOajt8GVJIn6CgvhWLKoZQiqqhKNpxjyhtnb7+PAoJ94Mk21w0RHUwUtNXacVsOsM+bFJjNZzEI8MnFrXSvLfOvStYxXrQTjKa74+bMlirA8MBgMqKpKIpGYdkxDQ4MQtQJBiSjPX9gFgNvtJpVK5RS18Xi8IFnacT5/3ko0Y2ekbyUuy2639/wLlOl/lMuNWDxVsJnf+UarkXFZjbTW2OlodlHtMBFPptk/6Gdvv48hb4RovLACd7zsoLHSOqs62qmQJImGCguxRBpPMJbnCKdnxBdBVaHWdWxiHDLvQTHKEFRVJRJLMuAJs6fPR/dQgGRaodZloaOpguZqGw6LIfsdLHcMZhvxcPCwbU0uMx8+a1l2fXuPj28/0lns0MoGrVaLVqslFpv+OzGeqS2HyZYCwWJDiNoC0d/fj8PhwGye/uQci8UKKmqNei3nrakD4F7lDQTI1O5Kapqql35VsOPmm2gihakEk8TmikaWcVgMNFfbWNlUQa3TTDKVpnsowJ4+H4PeMJF4Mq8nv/GygwqrEfNRlh28Gq1GprHKytBYprnQhKIJPMEYTdW2KduOHQ0Oi6EgZQiqqhKKJul3h+jq82b64yoq9ZUWOppdNFXZsJv1x3wxUUoMlonJYpN58+p6TltakV3//j/3suWAu5ihlRVGo5F4fPq7APX19cTjcbxebxGjEggEIERtwRgYGMiZpYXCi1qAr1w40Z7nB8kLstvt3X+DeeDvXi6TxOaKLEvYLQaaqm10NLuor7CQHnPD6urzMeAJE47NXeAGowmSKYWaYyw7eDUWo44qu4mekVBBXbtSaYU+d4g6lyVvbazqKyyEogmi8bkJckVVCUYTk6yVM8KvsdJGR5OLxiorNpN+zkK81GQ6IExdbnLjm1dSYZm4SHrPL58jWMKJhKXEaDQSjU7fHcRms2GxWEQJgkBQAoSoLRCzFbUGg6GgcTjNel67ItP94OfptxAlczxZSeLq/E1Bj50PMpPEpLKaVDNXZEnCZtbTWGXNiKJKS7afbGevl353iFA0cUwCdzQQo9JuzGumMGOjKzFYIBvdrA2uQYfTmr/vg1Yj47QaGQ0cfXsyRVEJRBL0jgbp7PEy4A4jSxLN1Tbam1w0VFqxmo7CnnYekJksliaVOPLWuizL3HbZCdlSimgyzaU/fqbYIZYFM2VqQUwWEwhKxcJRCmVGuWRqAb72tjVjSzK/SG7Kbnfu/UPZZ2uTKaUkfTuLhSRJWE16GiozAre5OtPCaiIrGCIYSczKAjYSSxJPpHHlURiOx9hYZSVQIBtdzzQ2uPmg0m4kGEnMqtVaWlHxh+NjFxceBr3hMSteGysandRXWLAYF5aQnYwky2h1BlLxqetFq21GPnXOiux651CQmx58uVjhlQ0GgyFnTS2IyWICQakQorZAzEbUFnqi2DjNLjMnNGe6H3wnfQkJMrcRNekYjv0PFvz4cyGVVhZUljYXkiRhMeqor7DQ3uiipcaGRiMx4AnT2eOldyRIIBKftgzAHYzhKtAMe71WQ0OlhX5POK+9eKPxFEO+CE1Vs++lezTotRpsZv20k93SioIvFOfQcIDOXg8j/ih6nYa2OgcrGpzUuSyYDQtXyL4arV5PKjn9JNIz22t4w8rq7PqdT3fzeOdwMUIrG4xG44yitr6+XvSqFQhKwOJQCyXA6/VSWVmZc0wxyg/G+frFmWytgpZ7Umdlt1d0/rYoxz9WkotI1E5GkiTMBh11LgsrGp201drRaTUMeSPs7vXQMxLEH46THsu0p9IKwUgCl61wF0l2swGHOX82uhM2uKY5T2rLhctqxBeKZ2NOpRW8oRgHhwJ09nhxB6KY9FqW1TtY3uCk1mnGpNcuGiE7GY3OQDqHqAX45BtXUDfJ5e3a/9uKJzR/uqnMFYPBMGP5QUVFBT6frzgBCQSCLItPLRSJYDA4o/1tKpVCpyvcyXwyqxocLKvOxHNL6ipSZG7pa5JBbAcfLUoMx0IqraBbhKJ2MpIkYTJoqXWZWd7gZGmdA4NOw4g/SmePl4PDAQa9YYx6Td4mWU1HncuCoqiM+Oduozvoydzer7Kb8hDZ9FiMGYE64AnTPRSgs9eLNxjHYtSxvMHJsgYn1U4zBt38noyYD7Q6PalkbsEmyzK3XrYWnSYj+hMphYtu/w9KmZcy5QudTkcqlXvyodVqJRg8spOEQCAoLItbLRSQUCiEzWbLOSaVSqHVFu9E+uULVgGQQM+DqY3Z7ZW77ixaDEfLYio/mA2SJGHUa6lxmrOCzGzQEYgkiCYy7cI8wVjB+rOO2+iOBuZmo+sPZ2xwm6qsBcuIJlNp3IEo3UMBUmmFQCSBzaSjvdHJ0noHVQ4T+gJfBMw3NDr9jJlayExAvfHNx2XXD3mifPp3OwoZWtmg1WpnFLU2m41QKJRzjEAgyD9CLRSIYDCYU9Sm02lUVS2qqH3timrqHZnbhl9MvRdl7O3Xxr1Y+stzJrMQtbkx6DRU2AyoKiyps2M16fCF43T2ejkw6McdiJLMYw0sZPof17ks9I6Gjkk8J5Jp+t1hGiqt6PI8CTCRTDPqj7J/wE9Xn49gNInDYqClxoaqQoXNmPdjLiQ0OkPOmtrJnLykgvPXTswbeGBbHw++2Feo0MqG2YpakakVCIqPUAsFIhQK5Sw/GP9RLKaoBbj+zSsBCGPmH+n12e1VL/2sqHHMloyoXXy1jUdDNJ5Gp5ExGzI9ZZfWOWhvdGI36wlEEnT1+dg/6Gc0EM3bJC+X1YBJrzlqG11VVekdDeG0GrAfgw3uVMSTKUZ8kawtcTiWxGUz0NHkoq3WToXNiNWoy9ibphbHLfJjRavTk56h/GAyH3rdMlorJnoi//e9L9LnixQitLJhNqLWarWKTK1AUAKEqC0Qs8nUQqY+rZhceGIjLnOmjveG5NWoY9YM2sgwxpHyun2YVlQUlUVfUzsTscSRNsI6rYZKu4kldQ46mlw4LQbC0SR7+3zsG/Ax4o8STx67wJUkiYZKK9FEGm9o9iJo2BdFUdU52eCqqkoskemasLffx74BP9FEikq7iY5mF621dlxW42EZ/kzZhqYozmjzmdmWH0zmW5etxaDNvNYpReXiHz29oOtrtVotiqLk/BtFplYgKA1CLRSImSaKjdfTlmKG9X+9fjkAHhw8rWTqbCWg+sXbix5LLlJpBQnmpeVoMcnYCE9/S12rkamwGWmttdPR5KLSZiQaT2Yzm8NjNrhH29FAq5FpqrIy6A3PSiyGokk8wShNVdajdt9SVZVIPMmgN8zefh8HBv0kkmmqHSY6mipoqbHjnKGdmVGvJSpEbU60Oj1KOo2Snv0Fj1mv5aa3Hp9dHw7G+dDdLxQivLJg/O5armytmCgmEJQGIWoLgKqqM04UK/Ykscm87zVtmPUZEfTZxLWMSxl9qAe9t6skMU1FKq2g1cqLsrXS0TBVpnY6NGMuWy01djqaK6h2mIgn0+wf9LO338eQN0I0PnuBO26j2zua20Y3Y4MbpNZlmXWsqqoSjiUZ8ITZ0+fj4FCQVFqh1mWho6mC5mobDosh63I1Eya9ds6WuQsdWasDSTqqEgSANU0OLj+5Kbv+yK4hfvPsoXyHVxZoNJnfznQO4S8migkEpUGI2gIQi8VIp9NlK2plWeY9G9sA6KOaF9WMS5AE1Gz/UUlimopUWkFb5PKM+UZaUUikFEyzFIqT0cgSDouB5mobK5sqqHWZSaYyHRT29PkY9ISJxJMzCtxqhwmNPL2Nrqqq9LkzNrgzuZ2pqkoomqTfHaKrz0vPSBBFVamvtNDR7KKpyobdrD+m7L3RoCWWSOelx+5CRZKksbZeR9/Z4l2ntdFeO3F36gt/3Mm+kYUn7CRJQqPRkMzxGonyA4GgNAjFUAAikcxECbN5+rrBVCqVveIvBZ86pz3bZ/Kz8Wuy2VqDfy/aYE/J4pqMqoKoPMhNLJGZJDbXDhGyLGE3G2iqttHR7KK+wkJaUTk0HKSrz8uAJ0w4NrXAHbfR9UcSBKaw0fUEY8QTaRoqprbBVVSVYDRB3+iYNbA7IwYaK210NLlorLRiM+mPumTh1Rh0GjFZbBZIkoyqHttr9I23rc3eBVJUuPTHT5NagK+3VqvNmak1m83Z84BAICgeQtQWgPEJBLlEq6qqRZ8kNhmtVubidY0AdNFMF61AJltbu/0HJYtrMqqqgig9yEk8mc674YIsSdjMehqrrFlRqaoqPSNBOnu99LtDhKKJwwSuXquhocJC36tsdOOJSTa4k4S3oqgEIgl6R4N09ngZcIeRZYnmahvtjS4aKq1YTfm1p5UlCb1OQ2IOE+QWBZKUuaI8BvRama9dvJrxd80bSfKeX23JX2xlgiRJOTP+Go1mQU+WEwjKFSFqC8D4j9lMorXUtaJfOv/4bCb0+tj7stlao/tl5MhoyeIaR0Vo2plQVLWgE+kkScJq0tNQmRG4zdU2JEmizx3OZFVHQwQjCRRVxWHJ2Oj2TbLRHfCEqbJnbHDTioo/HB8Txx6GvGF0Gpm2WjsrGp3UV1iwGPMrZF+NLEkoovwgJzMJtplYXmPjva9py64/tc/Nz5/Yl4fIyoeZPqOyLAtRKxCUACFqC8BsRG051PVZjVrOPq4WgG2000OmkXomW/v9EkaWQQWEps2NqqpFE/6SJGEx6qivsNDe6KSlxoZGIzHgDdPZk6l/NRu0pNIK7mAMyJQ16LQyh4YDdPZ6GPFHMeg0LKlzsLzBSa3LgslQvC4gc0hCLh7y8CJdsr6JtU2O7PrX/rqbl/r8c42srMj1Gy5ErUBQGoSoLQCzFbWlztQCfPWiiVuFn0+8J5utNQ+/gJwIlCqsDKL8YEYUlTnXmh4LkiRhNuioc1lY0eCkrc6OXqthxB8lkVLwBjO1tfGkgicQw2TQsqzeyfIGJzVOM0Z9adrZiUztzEhIqMz9Nbr5wuOxGTMTGFXgyp9tXjB9gmfKZgtRKxCUBiFqC0A5ZGFnS43dyClLKgB4UlnLsFQJgIRK9fby6lsrmIIy+KhJkoRWltFp5Snd37TazES22bbeKihlEELZI5GXdLZWlvnWpWuzJU7BeIorfv7snPc7X5hP5wGBYKEgRG0BGM/Q5rpSn2vdWj75xtvWZJe/Er8yu2wdeApSsVKENEGZvEbliixTssxjIpXGHYhyYNBPV58XfziOzWTAoNNgH3OtM+lkTHotnmCMzl4v3UMBPMEYqXRpsliqooqOGjOQz7tITS4zHz5rWXZ9e4+Pbz/SmZd9l5pcr5GiKCWdCCwQLFbEt64AjHc9mEnUlgtLqq0cX28H4CHldHxSphZOUhWqd/ykZHFJklQOiciyJnNxVLzjxZNpRvxR9g/42NPnIxhN4rAYaG9ysaTOQXrMgKHOZQEgkVbRamSW1TtZ0ejEatLhC8fp7PVyYNCPOxAlmSpeNwKF8vrulSWqClL+Tg1vXl3PqWN3gwC+/8+9bDngztv+S8FMCQlFUUraslEgWKwIUVsAZpOphfK6PfXVi1dnl/9f/JLssr3nX6AcnRd8vsjTXdAFTTFqRGOJFMO+CPv6fezr9xGJJXHZjHQ0uWirtVNhM6LTyIRjk2xwx9KhjZVWhsZsdPVaDVV2E0vrHLQ3OrGb9QQiCbr6fOwf8DPqjxa83ZaqlEctezlTiHr/z5+3koqx7D3Ae375HMHY0Rs8lAszvUYiUysQlAbxrSsA4z9muZpzl1P5AcC6FhetlRmziHuUswlLmUybpKaofPl/SxJT5pxRPq9ROaLXysTzLARVVSWaSDHkjbCnz8f+QT+xRIpKu4mOZhettXZcVuNhhg+ptELv6JE2uGajloopbHR1Wg2VdhNL6hx0NLlwWg2EY0n29PvYN+BjxB8pyN8VT6XRa8XPXk4KMEFTlmVue/sJaMb2G02mufTHz+T1GMVkNplacfEkEBQf8eteAEwmEwDRaHTaMVqtllSqvGYCf+n8VdnlHybeml12HPgrlGAmryRJKELT5sSo15JMKaTnWKOqqiqReJJBb5g9/T66B/0kUmlqnCY6mipoqbHjtBrQTJF9UlWVfncI0zQ2uDUOE3IOG12tRqbCZqS11s7KJheVNiPReIp9/T729vsY9kWIJVJzvgiMJ9NIkHezioWGqhZGkFXbjHzqTSuy651DQW568OW8H6cYpNPpnDbnkUgkp6OkQCAoDELUFgCTyYQsyzm9vzUaTc5Mbil443G11NgyouTH6fOJS5llWUng6rq36PFoZHnOYm2ho9XI6DQy0cTRf5ZUVSUcSzLgCdPV5+PgUJBUWqHOZaGjqYLmahsOi2HGrgWeYIxYDhtcSZJoqrLiDycIRI600Z2MRiPjtBppqbHT0VxBtcNEPJlm/6Cfvf0+hrxhovFjE7ixRKpkrcTmC6qqkk4m0Oj0Bdn/me01vL6jOrt+59PdPN45XJBjFQpVVUmlUjlFbTAYxGq1FjEqgUAAQtQWBEmSsFqthEKhaceUY6YW4Lpz2seWZH6VfFN2u3Pv74uerdVpJZJppazKNMoRo1476/6fqqoSiibod4fo6s0YJiiqSkOlhY5mF01VNuxm/axdymJjNriNVdbDyhFejV6roaHSQr87POuJYRpZwmEx0FxtY2VTBbUuM8mUQvdQgD19PgY9YSKx5Kw/H9FE+rDSCMGRKOnMBYO2QKIW4LqzV1Brn8joX/t/W/GESlO3fyyMJyNyidpQKITNZitWSAKBYAwhaguEzWbLmakdF7XlJtiuPKUF+1jD9G+mLiMpZSZ3aFJR7AceKmosWo2MqpauZdV8wWTQEM0hahVVJRhN0DcayljbujMXW41VNjqaXDRWWrGZ9Edt4qAoKj0jIarsJixG3YzjHRYDNrOe3kk2urNFliXsZgNN1TY6ml3UV1hIKyqHRoJ09XkZ8IQIzyBwo4kUJiFqc5JOJpBkGVlTuNdJlmVuu+wEtGMXTomUwsW3PzVvzArGkxEzZWqFqBUIio8QtQViNplaVVXL8of82jOXAqCg5f7067LbK3bfU9Q4ZElCkiCVFqI2F1NlahVFJRCJ0zsapLPHy4A7jCxLNFfbaG900VBpxWrSzelW/KA3jFYjUe0wzfo59S4LqbTKiH/6evOZkCUJm1lPY5U1K8pVFXpGglnRHoomDrsYUlV1rPxA1NPmIpVMoNUdWRedb5xmPTeetzK7ftAT4TP37yj4cfNBKpVCluWc3Q1CoZAoPxAISoAQtQViNplaoCxLED5y1jIMYzPE/yfxTtJkhIA2GcB66LGixSFJElqNXLJG/fMFk15LIqWQSKXxh+Nj4s7DkDeCTiPTVmtnRaOT+goLFuPchOw4/nCcQCRBY5X1qPaXEdZWRgNRwnlo6SRJElaTnobKjMBtrrYhSxJ97jCdvV56R0MEIoms6BeTxHKTTsYLVk/7ak5ZUsn5a+uz679/oY+HXuwvyrHnwkz1tCAytQJBqRCitkBYrdacolaWZSRJKktRK8syV57SAkACPX9TN2Yfq9p1Z1Fj0WlkkkLUTktaUQhFk8gS7OnzMeKPYtBpWFLnYHmDk1qXBZMhv5OjEqk0/Z4wDZUW9NqjF4lGvZZap5m+0VBeJwJKkoTFqKO+wkJ7o5PWGhtaTabrwoHBALIkEYgkDmstJjicVCJR0HraV/Oh1y2jpWIi0//Je7fT54sU7fjHQiqVmtFYQUwUEwhKgxC1BcJms+UsP5AkqWwniwHceN5x2Zq3G+LvRhn7qGhjHswDxfNvF5naI0mlFbzBGAeHAnT2eHEHopgMWkx6LcsbnNQ4zQWb5a+qKr2jIRxmPXbzsd+mrrAZMeg19HvCBakrlyQJs0FHncvC8noHWo2M2aBl2Bdhd6+HQ8NBfKE46TIs/yklmc4HhS8/mMytl52QvTOUUlTedvvTZVmWNc5M7bxATBQTCEqFELUFYqZMLZRvBwTINPU/f20DAEGsPMm67GNVO39WtDiEqM2QTCl4gjG6B/109nrxhuJYjDqWNzhZ1uCksdJGLJEiUWDL2RF/FEVRsza4x4okSTRWWonEk3hDudt8zZVYMk1aUWmqsrG8wcnSOgdGvYbRQJTOHi8HhwN4QzHxOaO45QfjmPVabnrr8dn1oUCcD9/9QlFjOBqSyeSsyg9EplYgKD5C1BYIp9OJ1+vNOcZgMBCPF/aEPhe+fMEqxjs7fSp2NSqZFV1kEOPozqLEoNXIpFKLU2wkUmlGA1EODPrp6vPiD8exmfW0NzpZWu+gymFCP1YjqtPKWEw6fAUUiOFYktHA4Ta4c0GrkWmstGVtdAuFNxTHYcm0KZMkCaNeS43TnL0gMBt0eIIxOnu9dA8F8AQXr8BNJRNo9cUVtQBrmhy8/aSm7Prfdw1xz5ZDRY9jNsTjcQyG3Nlsr9eL0+ksTkACgSCLELUFor6+noGBgZxjjEYjsVisSBEdPQ6znjPbM43SR3HygpzJpkhA9Yu3FyUGnUZaVDW18WSaEX+UfQM+9vT5CEWTOCwG2ptcLKlzUGk3oZumjrXSZsQTjBWkZjRjgxui7lU2uHPFatJRYTvSRjdfJNMK/nCcCptxyscNOg3VDhPL6p2saHRiNenwh+N09no5MOjHHYjOuq/uQqAU5QfjvHtjGytqJrKbn//DTg6MTF/CVSpisRhG49Sfp3EGBgaor6/POUYgEOQfIWoLxGxErcFgKGtRC/D1i9dklz8ZuZpx2aEPHkLv21/w4+u0GpILOFM73mpq2Bdhb7+Pff0+IvEkFTYjHU0u2mrtVNiM6HIYG4xjMerQamR84fxma7M2uHrNlDa4c6XGaUKWJIZ8U9vozgVPMIbFqJuVENdrNVTZTSypc9De6MJuMRCMJOjq87F/wM+oP0oiuXAFrqoqpBIxtPrSiFqAr1+8GvNY2zVFhUt+/EzZ3akRolYgKF+EqC0QCyFTC1DvNLG+xQlAD7XsljOOYxJQs/37BT++QachmVYW1O1gVVWJJlIMeTNCdv+gn1giTZXdREezi9YaOy6rMadD11RIkkSV3YQ7EM3r5CtvKE40kaah8ujad82WcRtdXyhBIJI/Z6m0ouINxqiyz76P7jg6rUylzUhbnYOOJhcuq4FwLJm58BjwMeKPEF9gAjcRjYAkozMc/euVL4x6LV+7eDXjnzJPJMF779xSsnimQohagaB8EaK2QDQ0NNDfn7vnotFoLOua2nG+Nilbe13kfdlsrcG3B20ot3CfK1qNjE4rF7TmshioqkoknmTQG2ZPv4/uQT+JVJoap5mOpgpaamw4rQY0ORq6zwa7RY8kSYwGjt3cYDKxRIpBb5imGWxw54peN26jG8rb7f4hbxijToPZMLdyCa1GxmUz0lprp6PJRaXNRDSeYl+/j739PoZ9EWKJ8nMHPFrikSAGc2EuXI6G5TU23vuatuz6f/a6+fmT+0oX0KuIx+M5RW0kEiEQCNDQ0FDEqAQCAQhRWzDq6+vxer05M7HzIVMLsLLeTnttptZtN60c0rQCmWxt7bbvFvz4Jr2WaGL+ZcVUVSUcSzLgCdPV5+PgUJBUOtM5oKO5guZqGw6LAU0eJl2NI491FRjxR+d8IaAomfZds7XBnSsOiwGb6dhsdF9NKJrAH47nPbus0cg4rQZaaux0NFdQ7TART6bZP+hnb7+PIW+YaHx+Ctx4OIjBXB5tqC5Z38TaJkd2/Wt/3c2ufn8JI5ogFovlnCg2MDCATqejsrKyiFEJBAIQorZgVFdXI8syg4OD046ZDzW149x8wers8n+H35vN1hrdLyFH3QU99lQ2sOWKqqqEogn63SG6er30jARRVJWGSgsdzS6aqqzYzXrkAmbDTAYtlTYTfe65icNBbxiNfHQ2uHOlvsJCKq0wOgcb3bSi0O8OU+uyZLtDFAKNLOGwGGiutrGyqYJal5lkWqF7KMCePh8DnjCRWHLeCNx4JITBUj5tqG6+8HhsxkyWXVXh8p9uLvnvQDqdJplM5szU9vf3U1dXV/KMt0CwGBGitkBoNBpqa2tz1tUajUYSiURZNxof57RllTQ6M+JmKx0MaTL1YhJQu/0HBT22Sa8hWsaiVlFVgpEEfaMhOnu99LlDSBI0VdvoaHLRWGnFZiqskH011U4TqprpK3ssBMJx/MdggztXZFmiqdrGSCBK5BhtdIe8EfQ6uSCT2qZDliXsZgNNVTY6ml3UV1hQFJVDI0G6+rz0u0OEouUrcFVVIRENlU2mFkAry3zr0rXZtoLBeIorf1E845epGE9CzJSpFfW0AkFpEKK2gMxUVzv+wzhfsrWfP++47PIN0Xdms7XmoeeRE4VrvWPUa0mmlLxaqs4VRVEJROL0jgTp7PEy4MlkNVuqbbQ3uqivsGIx6kqWrRkvQxgNHH0ZQiKVps8TpqHi2Gxw54ppzEa3dzR01I5fmbKDRMEmtc0GWZKwmfU0VlmzFzUAfaPB7EVPMJpAKSOBm4hlrGl1RnOJIzmcJpeZD5+1LLu+7ZCPbz/SWbJ4xieJ5fpsDQwMiHpagaBECFFbQBoaGujr65v2cVmWMZvNhMP5b2VUCM5bW0+FJdOY/V/KOnyaKgAkVKpf/FHBjqvVyOg0csnratOKij8cp2ckyO5eD0PeCDqtTFutnRWNTuoqLJhLKGRfTbYMYTQ0awGlqip9Yza4DkvpWjtlbXTds7fRnSg7MJdEjE+FJElYTXoaKq20N7lorrYhSxL97jCdPV56R4MEIomC9Og9GuLhTJa2XD67k3nz6npOXVKRXf/+P/ey5UBhS56mIxwOY7HkdtPr7+8XmVqBoEQIUVtAli5dyr59uWftWq1WQqHyazA+HZ9444rs8pdjV2SXrf3/gVThMs5GQ2nqatNpBV8ozqHhAJ09Hkb8UQw6DUvrHCxvcFLrsmAyaMtSDECmDEGSoG+Wk69G/FHSebDBnSuTbXRn45KmKCqHhoMYCtRLNx9IkoTFqKO+wkJ7o5PWWhtajcygN0xnr4eekSD+cJx0CQRuYqzzQbny+fNWUmGemKz4nl8+R/AYy1PmQigUmtH+du/evSxbtiznGIFAUBiEqC0gHR0ddHV15Rwz30Ttu05rwTLWHP2P6dMJaTIzlCVVoXrnzwt23GLW1abSCp5gjINDATp7vbiDUUwGLcsanCxvcFLjNGPUl6+QnYwsSbTU2Ikn0zNmPfNtgztXxm10B71h4snp33tFVekZCQLQXFWe2cZXI0kSZoOOOpeFFQ1O2uoc6LUahn1ROns9HBoO4AvFj7r84liJh4MYLOVTT/tqZFnmtrefgGbsvY0m01z2k2eKHsdsMrVdXV10dHQUKSKBQDAZIWoLSHt7O3v27Mk5xmKxzJvyA8icXN73miXZ9dsSb8su2w89CkphhGemrVfhRG0ypeAOxjgw6Kez14svFMdi1LG8wcmyeifVDjOGAs6kLyRajUxrjY1wPMmgNzKlsB23wa3Nsw3uXMnY6BrpGZm6hGK8XCKlKLTU2MpCjB8tkiRl6ohdZlY0Olla58Co1+IOROns8XJwOIA3FCuYAYmqKsTLbJLYVFTbjHzqTRN3inYPBrnpwZeLGsNMmVpFUdizZw/t7e1FjEogEIwjRG0BaW9v58CBAyQS07skzbdMLcAn37gC/Vgj/l8lzyEmZzIXkpqi8uX/LcgxTQYtqZSSV5vSRCrNaCDK/kE/XX1eAuE4drOe9kYnS+sdVDlMBW0JVUx0Wg1tNXaC0cQRGduMDW4Yk15DRRneuq9xmjM2ut7IYdvHuwskkmlaa+xzNq4oF4x6LTVOM8sanCxrcGI26PAGY3T2eukeCuAJxkjmUeDGQgEkWVN2k8Sm4sz2Gl7fUZ1dv/Ppbh7vHC7KsVVVJRwO5xS1PT09pFIplixZMu0YgUBQOBbGWaBMaWxsxGAwsH///mnHWK1WIpHIvGjrNY5WK3Pphsbs+s+Ut2aXHQceggL8LRpZxmzUEYzOzUY1nkwz4o+yb8DHnj4foWgSp8VAR5OLJXUOKu0mdGUyySjf6HUaltTaiSZS9E6aPJaxwU2VtGNALiZsdOMEx2x004rCweEAiqLSVmcvqNtZKTHoNFQ7TCytd7Ki0YnNpMMfjtPV6+XAoB93IDpnB7aIz43FUVGW7/1UXHf2CmrtExdf1/7fVjyh/NkrT0csFiOdTucsP+jq6mLp0qXodIU3KxEIBEeyMM8EZYIsy6xYsSJnXa3JZEKSpHlVggDwhfNXoRk7B347dj5JOXOSkZUErj33FeSYNpOOYPToJoeoqkoskWLYF2Fvv499/T4i8SQVNiMdTS7aau1U2IwLVhS9Gp1WQ1utnWQqzYFBP/5wnKEi2ODOlXEb3T53CH84zv4BP7IkLagM7UzotRoq7SaW1Dlob3ThsBgIRhN09fnYP+Bn1B+d+U6GOnHBufRPF2LpfZKw343ZWVXg6POHLMvcdtkJaMdKTRIphYtvf6rgiYFQKITFYkHO8Xnr6uoSpQcCQQlZHGeDEtLe3p5T1EqSNO/qagHMei1vOr5ubE3mt5ybfcy55/cFOabNpCcSS844eUZVVaLxFEPejJDdP+gnlkxT5TDR0eyitcaOy7p4hOyr0Wpk2uocWIw6ekdDGPVazIbyqaOdDptJj0aW6R0N4bIa520NbT7QaWUqbEbaah10NLlwWQ2EY8nshduIL3LE5LrqF76LpE5sMw1vo+1vV7Gq6weY7a5i/wlzwmnWc+N5K7PrBz0RPnP/joIec1zU5kKIWoGgtCzOs3oRmUnUQqYEIRgMFimi/HHLRWsYlxT/E7mUtJS55aZJRbDv+3Pej6fXadDrNISmyNaqqkoknmTQG2ZPv4/uIT+JVJoap5mVTRW0VNtwWgyLJqs3E7IkoSgqBp2GtKJmhH8Zu7aFY0n2DfjQyBI6jYSKOm9ulxcarUbGZTPSWmuno9lFpd1ENJFiX7+fvf0+hnwRNH3PYz/0j+z3VRr7B9Dq/je2gc0liv7YOWVJJeevnegH+/sX+njoxenNbuZKMBicsZ2XELUCQWkRZ/gC097eTmdnbgcch8OB3+8vUkT5o8Kq5/RllQAoaPmL/PqJxzp/U5Bj2kz6bF2tqqqEY0kGPGG6+nwcHA6STqvUuyx0NFfQXG3DYTEs2mxeLgKROP5wgpYaG0vrHViNevYP+hnxTd0doVQoisqAJ8zB4QAum5EldXaaq+2M+KNE4sXvU1ruaGQZp9VAS42djuYKqh0mEsk0jpfvmnL8+Dejduu3ihdkHvnQ65bRUmHKrn/y3u30+SI5nnHs+P1+HA5HzjFC1AoEpUWI2gJz/PHHs3PnzpxCwel04vP5ihdUHvnG29Zmlz8bvgJFykyy0iYCWHv+lffjWU06gpFE1nK0ZySIqqo0VloylqRVVmxmPbLI4k1LMpXpWdtQmbHBlSWJWpeZJbUO/JEEe/t9eIKxkrpcpRWFUX+UPf0+ookUy+qdVNkz9ecmQ6Y7QO/I0dvoLiY0soTDYqC52oZNDeQcq40Up4NAIbj1shMwaDOnspSi8rbbn857fa2qqvj9fpxO57RjgsEgBw4c4Pjjj8/rsQUCwewRorbArFmzhlAoRHd397RjnE4n4XCYZHL+ZZ6aK82sabQDEMPIv7WnZx+revlXeTmGoqpjQjbEoeEAipqxrG2uttHR5KKh0orVJITsbFBVld7RELYpbHBNBi1L6x1UO8x4gjG6+rwM+yIk5ji7/miIJ9MMesN09foIRhPUV1hYUms/okdwpc2IQXd0NrqLmZSxMufjUY2dSMCLqs6/iwSzXstNb50QkkOBOB+++4W8HmO8PCxX+cG2bdtoaGigtrY2r8cWCASzR4jaAmMwGFi9ejVbt27NOcZoNM7LEgSAWy5ek13+ePBdqGM3NTUxN6bB545pn4qiEojE6R0J0tnjZcATRiNnZrs7LXr0Wg0Wo07UVR4lI/4oqbESjamQJQmn1cCyegdNVVaiiRR7+3x0DxXO4WrcwW3/oJ99/T6SKYXWWhtL6hzYzfop32NJkmisshKJJfGFZ7bRXex4jrtqyu3jlwP7l7+P4f276H7xaYa7dxP2u1HnURZ8TZODt5/UlF3/+64h7tlyKG/79/v92O32nJ0Ptm7dyoYNG/J2TIFAcPSU/5TnBcCGDRvYunUrl1566bRjxksQqqrmT2udcdY2OVlSZeHAaJggVl7Qn8SGxHNIQPWOn3Ko7uRZ7SetKISiSQKRBMFoAp1Gxm7W01Zrx6jXZMVNSlEZ8oapVc1C1B4F4za4S+scM9YZS5KE1aTHatKTTCn4w3FGA1H63CH0WhmjXotJrx37X4Nmlp0kUmmFaCJFLJEiGk8TS6RIphVMeg1OqxF7tW3WXSm0GpnGKis9I0HMBt28dXwrBtGKVdnlV+e1vR2Xo1t/Ba2qSizkJ+wdYfRgF0o6hdlRhdVVhclRgSyX9+v77o1tbDvkY89wxszm83/YyWlLKlhSnXty12zw+Xw5Sw8gI2rXr18/52MJBIJjR4jaIrBhwwYeeOCBnGPmc10twP+8dRXv/VUmK/vhwHt41pgRtbrIAG1/vYqkpQ7PcVcRrTn8Rz+dVghGE/gjCcLRJHqdBrtZT7XDgUGnmVK0Wo06etMKsWQaUxlZupYz6bRC32iIWqf5qG1wdVqZKoeJKoeJVFrJCNJEikgilXW30mllDLpMfa4kTUxA6ndnWtUpiko8mSaZVrKi2GzQUmEzYjJojrkrhdWkx2Uz0jsSZEm9Q5SgTINr3x+z74kq60gaK4lINrxn3kSk6QxgzK7X5sRkc1LZvJx4OEjYN8Jo7z7SB17B7KjE6qrG7KhA1pTn9+7rF6/mXb98jmgyjaLCJT9+hi03vhGtdm43JX0+H62trTnHbN26lSuuuGJOxxEIBHNDUkVBWsF57rnn2LRpE6Ojo9NmFoeGhti5cydnn312kaPLH6d+7VGGAplbwVsMH6ZGypRTTP6ABVrOYeCEjxOIJAhEEkRiSQz6jJC1mw2zzrb1jYaQZaivmHsWZqEzXkerqCot1ba8Z7fHhW4ipaCoKqqqklZU3IEYVQ4jGllGliQMOg1G/bEL2OlQVJXuQT8mg476itx9RBcrLf/4APpwpt3VyJpr2V51IQaTlYrGme1cVVUlEQ0R9o4S8o6QiscwOVxjArcSjba83LP2DAX57/tezP7uvHZ5JXdfc9ox709VVf7yl79w5plnYrfbpxwTDAZxOBz09fVRX18/5RiBQFB4RE1tEVizZg2BQICDBw9OO8bhcMzbyWLjtFRkvONfI++gmon64Mk9Me2H/oH7lf/gC8exmnQsb3CyrN5JtcN8VLePXVYDvlCipDP05wveUJxIPEljgWxwtRoZq0lPhc1Ild1EtcNMtSPTZqnKbqLKbqLCZsRi1BWkT7AsSTRV2Q6z0RVMIhVBNyZoVWBg1QeI+D3YqmYnviRJwmC2UdG4hJbVp9C0agNGsw3fYA/dLz7NQNcOAiMDpJPl8dqvqLXxno1t2fX/7HXz8yf3HfP+QqEQqqrmnCS2fft26urqhKAVCEqMELVFwGg0zjhZzGg0YjKZ5m0JwpN7Rniu2wvAp7T3TzlmXE6tG/0jS+scVNlN6I+xDtJk0KLTygSEiMlJLJFiyBumsXL2tarzEb1OQ31FxkY3mZo/E5yKgWvPH7LfvaS1CX8ohsnmRGcwHtP+9CYLroY2mo8/mZbjT8FocxIY7ad7xzP0d27HP9xHKlHayXuXntTE2saJnrJf++tudvUf20Rcr9eLw+EQk8QEgnnAwj3LlRnjk8VyUVlZyejoaJEiyi/f/seEa1oN3pxjdXHPnI8nSRIuqwFvKDbnfS1UFCVTdlBhM2E1ldct4kLgtBqwmvT0uYOizdckbD3/zC57l11IYHQAe3VDXvatM5pw1bfQdNwGWlafitlZScgzzMEdz9C3exu+oR6S8dJ8R2++6Hhsxkztr6rC5T/dfEyueaOjozNO4BWiViAoD4SoLRKnnHIKzzzzTM4xVVVVuN3uIkWUH1RVJRAI0OsOZbcNk9tHfqaembPFYTFkZ9ILjmTIF0aWJGqcppkHLxDqKywkUwqjAXGxAyAnQugig0Cm9KBnydtRlTQWR36+g5PRGYw4a5tpXLmO1rUbsVbUEPG5OfTSs/Tu2op34BDJWGHcvqZCK8t885K1jFfcBOMprvzFs0e9H7fbPaOo3bx5MyefPLsuLwKBoHAIUVskXve617F582ZiselPtlVVVXi9XlKp8hZpqqri8/nYtWsXjz32GE888QRO/cTjt6UuHRv3queN/e857l15iUOrkXGYDXiCQsC8mkAkgS+UoKmqMHW05YpGztTXjvgjwkYXcOz9fbb0IGFrweMNYq9uQCpAbfNktHoDjppGGjpOpG3tRuzVDcSCPg69/Bw9Lz+Hp7+bRDRc0BgAmivMfOR1y7Lr2w75+PYjuW3LJxOJRIhGo1RUVEw7pre3l/379/Pa1752TrEKBIK5I0RtkWhvb8fpdLJly5Zpx5jNZvR6PV5v7tv3pUBVVTweDy+99BKPPvooTz31FJFIhFWrVrFp0ya+9LaJVl1PKWu5N33W2PMO30+g5RyiNSfmLa5KuxFfOE4qLeoox8nY4IYyNriLsHdr1kZ3VNjo2nsezy67284nFvRir8lP6cFs0ej02KvrqW9fS9sJp+OsayYRCdG7ayuHXtqCp+8A8UjhSkbevKaeU5ZMiNLv/3MvWw7M7o7Y6OgoTqcTrXb6Fmb//ve/Wb9+PQ6HY9oxAoGgOAhRWyQkSeKss87i8ccfzzmmqqqqbOpqVVVldHSUHTt28Mgjj7B582YSiQRr1qxh06ZNnHTSSTQ0NKDVajljRfVhjj7Xp67lqsQNuLFlt8Wc7Yys/2ReYxw3AfCGhKsUTLLBNR1pg7uYqLQZMWgXt42unAigjQ4Dmbske6o3YamoQasr3edCo9Vhq6yjbvlq2k48nYqGNhKxCH27t3HopWdx9+wjFgrk/T37wnkrcZkn6srf88vnCMZmzuTPpp728ccf56yzzppriAKBIA8IUVtEZhK1QMlFraIoDA8Ps337dh5++GGee+45FEVh3bp1bNq0ifXr11NXV4dGc2QG8JuXnsDdV5/CyrpM65un1TXcorwv+7g24StIzJV2E55gbNGKl8mM+qOk0sqi79c6bqMbXsQ2uq6u302UHtjb8PsDOGuacj6nmMgaLdaKGuqWHU/bia+hqmk5qVSCgT0vcmjnZkYP7SEa9OXley3LMrdedgKasRckmkxz2U9yz3GA2Yva17/+9XOOUSAQzB0haovIWWedxTPPPFN2dbXpdJrBwUFeeOEFHn74YbZt24Ysy5x88sls2rSJE088kZqampwtbcZ57YpqHv7k67KTMx5Jrs3W0mpihSmrsJl0SBL4w4u7vVcklmQkEKWp2jajDe5iQKuRaaqyMugJE0+mSx1O0bH2PZFd7q87B4PZhsFiy/GM0iHLGiyuKmqXHEfbCa+hqrUdRUkzuO8lDr74NCMHu4gEPKjqsZeT1NqN/Peb2rPruweD3PTgy9OOj0QixGIxUU8rEMwjytPrcIEyua72zDPPnHKM2WzGaDTi8XioqakpWCypVIrh4WH6+/sZGhpCr9dTX1/PaaedhsvlmvPkIqdJhzeSJIwZRdajURJIShISEdCb8/RXZJAkiRqHmWFfBLtFvyitUtOKQu+YDa6wDp4ga6M7GmRJ3eKx0ZVjPrTRzB0fFYldltOoaWgrbVCzRJJlLI5KLI5KVFUhGvQT9o4wfGA3qqpgcVZhcVZjtruOesLb69preK7by+OdIwDc+XQ3Z3VUc1bHkb+1o6OjuFyuGetpN2zYMK3TmEAgKC4iU1tEZltXW11dzcjISN6Pn0wm6e3tZcuWLTz88MPs2rULs9nMa17zGs4++2xWr15NRUVFXmbLL6mauP3t02TaB0mAZWj6iXJzwWHRI8sS3kXYCUFVVfrdYQx6DRW2Y2uov5CpcWYuooa9xWsnVWoq9tyXLT2IWJrQ2Wsw2XO32itHJEnGbHdR3dpO69qN1C1bjSxrGT3URfeLTzG0fxch7wiKMvtM/H+fvYJa+0Rd8bX/txVP6Mi7PMPDw1RXV+fcl6inFQjKCyFqi8xs6mpra2sZGBjIy/ESiQSHDh1i8+bNPPzww+zZswe73c6ZZ57JG9/4RlatWoXT6cx726f1rRMn0L3qRB2feWR7Xo8zjiRJ1DrNjPijpBeZda6vwDa4851xG11vKE4wujhKVKx9T2aXu52vobJpaQmjyQ+SJGGyOalqWU7LmtOobz8Brd6Au3cf3dufYnDfy4Q8wyjp3KVbsixz22UnoB0r0UmkFC7+8VOHjVEUhaGhIWpra3PuS4hagaC8EKK2yLzhDW/g6aefJhyevkdjTU0N0WiUYDB4TMeIxWJ0d3fz9NNP8/DDD7N//34qKip4/etfz+tf/3pWrlyJ3W4vqAB6w6TbeU+nJurYjL5j92CfCatJh0GnwR2IFuwY5UY8mWJwEdjgzhXDuI3u6MK30ZWjbjSxjGufisTw8ndgMJdnLe2xIkkSRoudyqZltKw+lcaV69EbzXj6u+ne/hQDe3cSHB0knZq6w4HTrOfG81Zm1w+6I3zmdy9m191uN1qtFqfTOW0M3d3ddHd3i3pagaCMEMV3RWbFihW0trbyj3/8g4suumjKMVqtlurqaoaGhrDZZncyikajDAwM0N/fj8fjwel00tDQwIknnojZnN8a1tlwStvE5Iq/xE/kOsOvAdBGhgp2zPFs7cHhABU244IXeYqq0jMSosJmXBQ2uHPFaTUQiiXoc4dorbEt2Kx2Rde92dKDoLEBZ0tHSeMpNJIkYTBbMZitVDQuIRENE/aO4BvqZfhgJyabC6urCouzCo1uwiXmlCWVnL+2nod2ZO6K/W5rL69rr+b8ExoYHBykrq4u52fkz3/+M2eeeaaopxUIygghakvAW9/6Vh588MFpRS1kShD6+vpYvnz5tGPC4XBWyPp8PiorK2loaGDDhg2YTKW1RtVqZWwGLcF4ir1qIyoyEgpyKgyKAgVyNDIbdViMOkb80QXf1mrIGxmzwS3+Rct8pb7Cwv4BP+5AjCrHwrQPtvZP3Eofar0QnXFh/p3ToTdZ0JssuBraSMaihHwjBEYHGDm0B6PVgdVVjcVZhVZv4EOvW8aOXh+HPJm7Ox//7TZ+/Pg+BjwBGlwWPmce4YwVU9fVPvjgg1xwwQXF/NMEAsEMCFFbAi644AIuvfRS0un0lP1eAerq6ti5cyeJRAK9fiK7EAwGs0I2EAhQVVVFS0sLp556KgZDeTXbb64wsWsgU0IR0dixpH1IgMHbSbzyuIIdt8ZpZv+gn0qbccE6agUjCXyhOMvqHQs241gINLJMU5WNA0N+zEYtZsPCynBrw0No4j4gU3oQPvmji/pHXmc04aprwVXXQioRI+QdJeQZZvTQHoxWOxZnNV+/oIP3372DeEpBUeHlgQCg4hkM8647tvD2k5r45qUnHLZfv9/Pv//9b37605+W5g8TCARTsph/70rG6aefTiqVYsuWLWzcuHHKMSaTCbvdzuDgIE6nk/7+fvr7+wmHw9TU1LB06VLq6uoOE7zlxpomZ1bU9kp1dOADwDz0XEFFrVGvxWE2MOyP0FS1sGoJIWOD27eIbXDnismgpcaRsdFdVu9AU6C7BqXA1TXR9SBsW4rWtPA+/8eKVm/EWduEs7aJVDJO2DtK2DtKtG8/b2nV88Bh5f4TF4r3Pd/LBSc08NpJGdu///3vtLe3s3Tp/J+AJxAsJBbOr/k8QqvV8pa3vIUHH3xwysdVVcXr9aLRaNixYwdPPPEEgUCA9vZ2Nm3axKmnnkpLS0tZC1qA1006CWxLL8kum7y7C37saqeJQCRBNFE8E4tioKoqfcIGd85U2o3otRoGFpiNrmVgwiXLt/o9JYykvNHqDDhqGmnoOIG2E05nhy93fue2f3Qdti5KDwSC8kSI2hJxwQUX8Oc//zm7rqoqHo+Hl156iX/84x88/fTTaLVaVFXlnHPO4ZRTTqGpqQmdbv7cLj1r5YSofTS+OrusD/YW/Nh6rYZKm4l+d2hBiZbRQJRkWqFugdcLF5pxG91QLLlgnOi04QE0CT8AKjK+Ve8scUTzA41Whz+e+zdiwBfJ/o6kUin++te/8ta3vrUY4QkEgqNAlB+UiHPPPZerrrqK5557DoPBwMDAAOl0mrq6OtauXUt1dTWyLPPYY4/hdrtpaGgodchHjVmvxaTTEE2meVxZg0rmpt54zV+hqXaaCA4kGA3EqF4Ak4Ii8SQj/ihLah1ohA3unNFpZBqrrPSOhDAZtBjmeSmHq/O32ZvmscrjQBY/77Nlprp0oxrn0UcfpaGhgf3796PT6TjllFOKFJ1AIJgtIlNbIsYNEO644w5UVWXdunVs2rSJ9evXU1dXh0ajQZIkmpqa6OnpKXW4x0yDM+NwlUJLUh5zu1LTyGN9NAuJLEk0VFoY8UeIzfMyhLSi0DsSosZpxmQQYiVf2Ex6XFYDvaNBlHme0bcMPJtddq8SpQezZcAXZTgYzznm5ktPZvXq1cTjce68807OO++8aSf5CgSC0pFXUTsyMoJeryccDpNMJrFYLBw6dCj7eFtbG5IkZZxhTCba2tp4+9vfzj//+c8p9/e///u/nHzyyZjNZmw2G6973et46KGHjhiXTqf5zne+w5o1azAajbhcLt785jfz1FOHu8Tceeed2ePLskx9fT2XX375YTECHDhwgHe84x00NDRgNBppamriwgsvZPfu/NaCXnzxxbzyyiuccMIJ1NTUIE8xYaWpqYnh4WESifl5i3RVw0QPx1GpCshka62Dz07zjPxiNuiotBnpm8dlCFkbXJ2GSmGDm3dqXGM2ur75a6Mr+3vQJDOTMlVJg6/97SWOaH6gKAqf+/2OSVuO/I14+0lNnNlRS319PevWrWP79u1ceOGFeY3jve99L5Ik8aEPfeiIxz760Y8iSRLvfe97D9v+zDPPoNFoeMtb3nLEc7q7u5Ekie3btx+2XlNTc4Spz4knnshNN92UHZPr35133nnYc2+66absY1qtlra2Nq677jpCodBhxx3/V1FRwete9zqefPLJI/Zz4oknHrYtEAjw+c9/npUrV2I0Gqmrq+Pss8/mgQceyP6Wn3XWWVPGOdXrKFgc5FXUPvPMM5xwwglYLBZeeOEFKioqaGlpOWzMzTffzMDAAJ2dndx11104nU7OPvtsbrnllsPGffrTn+aDH/wgl19+OTt27GDLli289rWv5cILL+SHP/xhdpyqqlxxxRXcfPPNfOITn+CVV17h8ccfp7m5mbPOOos//vGPh+3XbrczMDBAX18fv//97+ns7OSyyy7LPp5MJjnnnHPw+/088MADdHZ2cu+997JmzRp8Pl8+Xy4uvfRSnnnmmSNE9WSsVisOh4P+/v68HrtYnL6sKrv8itqcXTaO7CxaDNVOM6qaqUedj/jCcSKxJI1Vwga3EGRtdIOxeWuja3np7mzpQbRqdcH6QC80bvtHF57IhOvY+0+wsa7FSYPTxLoWJ3dffcph7bw2b96Mx+Nh06ZNeY+lubmZ3/72t0SjE79TsViM3/zmN0ecRwHuuOMOPvaxj/HEE0/M+vwQDAa59dZbpz3+wMBA9t+nPvUpjj/++MO2XX755Uc8b3xMd3c3/+///T9+9rOf8alPfeqwMY8++igDAwM88cQTNDQ0cP755zM0NL0Rj8/n4/TTT+euu+7ihhtu4IUXXuCJJ57g8ssv57Of/Sx+vz879gMf+MBhMQ4MDPDNb35zVq+HYOGR1/uYTz/9NK95zWsA+M9//pNdnozNZqOurg6AlpYWzjzzTOrr6/nSl77EpZdeSkdHB5s3b+a2227j+9//Ph/72Meyz73llluIxWL893//NxdeeCHNzc3cd9993H///Tz44IOHFe7/7Gc/w+12c80113DOOedgsWQm1kiSlD1+fX09V199NR//+McJBALY7XZefvll9u3bx2OPPUZraysAra2tU/4tc6W2tpazzz6b3/zmN1x//fXTjmtqaqK3t5e2tra8x1Bozl1Vxw0PZATsfxIdvFGbmZ1t8O8vWgyyJNFYaeXAkB+bSY9RP39u38eTaQY9YZqrhQ1uIZlso7uswYluHr3WoWiSFs8L2XX38e8rYTTzh2f2jfLvrtHs+ptbZT5wVjv19fXTPufuu+/msssuw2jM/x2T9evXs2/fPh544AGuuuoqAB544AFaWlpYsmTJYWNDoRD33nsvzz//PIODg9x5553ceOONMx7jYx/7GN/+9rf56Ec/Sk1NzWGPaTSa7LkRMgkVrVZ72LapmDzm8ssv57HHHuPBBx88rIdvZWUldXV11NXVceONN/Lb3/6WZ599dtoOEjfeeCPd3d10dXUdNp+kvb2dK6+88rDX32w2zxijYPEw51/uQ4cO4XQ6cTqdfPvb3+anP/0pTqeTG2+8kT/+8Y84nU4+8pGP5NzHJz7xCVRV5U9/+hMA99xzD1arlQ9+8INHjP3Upz5FMpnk97//PQC/+c1vaG9vn3Im6qc+9Sncbjf/+Mc/pjzu8PAwf/jDH9BoNNn6qPEJWvfffz/pdPqoXotj4aqrruLuu+/OeWu8sbERj8dDJDL/bo9WWPXoNJkc0sOp9dntuuhIUeMwGbRU2kzzqgxBUVV6R4K4bEaspvJu37YQcFgMWI06+kbnz2ckragEel5Bl878NqiSBv+yi0ob1DwgEEvwzb93ZteXV5l4a6t6hNCbTDKZ5N57780KzkLw/ve/n1/96lfZ9V/+8pe8731HXqTcd999rFy5ko6ODt75znfyy1/+claf2SuvvJLly5dz88035zXuyZhMpmnL5aLRKHfddRfAtC0pFUXht7/9LVddddWUE6THxbZAMBVzFrUNDQ1s376dJ554AoBnn32WrVu3otfreeSRR9i+ffuMX6CKigpqamro7u4GoKuri2XLlk35oW9oaMBut9PV1ZUde9xxUzfyH98+PhYyTjBWqxWLxUJtbS3/+te/+OhHP5rN5DY2NvL973+fL33pS7hcLt7whjfwla98hf37C5NZvOiii+ju7mbHjh3TjjEYDNTU1NDbW/hWWIWg1p65qh6gCkXKXDxI6RgoxZ28Ve00zasyhCFvBElC2OAWCUmSqK+0kEilcQdipQ5nVgx5w7QP/mmi9KD6BFF6MAtu+P1LJNMZEajXytx0pouGhoack7/+/ve/YzabOeOMMwoW1zvf+U7+85//cPDgQQ4ePMhTTz3FO995ZGu2O+64I7t906ZNWYezmZAkiW984xv87Gc/Y9++fTOOP1q2bt3Kb37zG97whjcctv3000/PnndvvfVWNmzYwBvf+MYp9zE6OorX62XlypWzOubtt9+O1Wo97N+vf/3rOf8tgvnJnH/9xovDd+/ezcknn8zatWsZHByktraWM888k7a2Nqqqqmbcj6qqh9ULHk2m5GjG2mw2tm/fzvPPP89tt93G+vXrj6jn/ehHP8rg4CC//vWv2bhxI7/73e84/vjjp834zgWLxcJFF10045dwvAvCfMkgTaajdsLVKCA7gMxkMdPo9EK+EIyXIYz4o2XfDWHcBrepyoYs6miLRsZG18qwP0I0Xt6fkVA0gT8cpzow8T0aXX1NCSOaH9z5VDcHPRN3vX54xYkE3YM0NzfneBb8+te/5h3veMeUE3rzRXV1NW95y1u48847+dWvfsVb3vKWI86fnZ2dbNmyhSuvvBLInIMvv/xy7rjjjlkd49xzz+W1r30tX/ziF/MS886dO7FarZhMJk455RQ2btx42LwXgHvvvZdt27bx+9//nuXLl3PnnXdO23P9aM9xV111Fdu3bz/snzDGWLzMOYd//PHHc/DgQZLJJIqiYLVaSaVSpFIprFYrra2tvPzyyzn34Xa7GRkZydYNtbe385///IdEInFEtra/vz/rrjU+9pVXXplyv+Pbx8cCyLLM8uXLgUwmd9++fXz4wx/m//7v/w57rs1m461vfStvfetb+epXv8q5557LV7/6Vc4555yjeHVmxzvf+U6uueYavv71r0+bKairq+PFF1/E6/VSUVGR9xgKyWlLK3hs9zAA3Wo9J5Jp52UeeoFozfpcT807JoOWKruJQyNBltY5yrJONZlS6HOHqK8QNrilwGzQUe0w0zsaZGm9syx7AieSaXpHQyzRDiGnMgJNkXUElpxX4sjKm92DAe5/YeKO10UnNrK6QuXlAW3O39VgMMif/vQntmzZUvAY3//+9/Nf//VfAPzoRz864vE77riDVCp12K15VVUxGAz88Ic/xOFwzHiMb3zjG2zcuJHPfOYzc463o6ODBx98EK1WS0NDw5R3WJubm1mxYgUrVqwglUpx8cUX89JLL2EwHOmKWF1djdPpnHW3IYfDkT2nCwRzPqP/9a9/Zfv27dTV1XH33Xezfft2Vq9ezXe/+122b9/OX//61xn38b3vfQ9ZlrnooosAuOKKKwiFQocVmo9z6623otPpuOSSS7Jj9+zZc5g71zi33XYblZWVOYXo9ddfz7333ssLL7ww7RhJkli5ciXhcHjGv+VYOPvss0kmk9kSjqnQarU0NzdnSzTmE286fqKIf0ty4sfH6O2canjBqXaYMOo09I4Gyy7zraoqfe4gVpMep1XY4JaKKrsRnVbDgCdU6lCOIK2oHBoJ4rAYaOv5w0TpQc06UXqQg0RK4Ut/mkiw1NoNfPvta+nu7qa1tTVnZ5E//OEPtLe3s3r16mnH5ItNmzaRSCRIJpOce+65hz2WSqW46667uO222w7LTL744os0NDRwzz33zOoYp5xyCm9729tyTlCeLXq9nuXLl9PW1jYr6/ZLL70UrVbL7bffPuXjsixzxRVX8Otf/3rKrg6hUIhUqrzvoghKx5x/AVtbW7FarQwNDWU7Erz88stccsklLF++PNtBYJxgMMjg4CA9PT088cQTXHvttXz1q1/llltuyV5tbdy4kU984hN85jOf4bbbbmPfvn3s3r2bL3zhC3zve9/jtttuy94quuKKK7j44ot5z3vewx133JGtT/3gBz/Igw8+yC9+8YtsvexUNDc3c/HFF/OlL30JINuD8P7772fXrl3s3buXO+64g1/+8pd57004jlar5YorruDuu+/OOa6trY3+/n6SyWTOceVGa6WFsbli/CO1NrtdF+orSTwZi1QbqbTKoLe8Jt+NBmIkUwr1wga3pEhjpSqhaBJfKHdj/mKiqip9oyG0Gok6lxnT8LbsY6NrPlDCyMqfm/78MpFEZvKvLMH9HzydSCSC2+2esmXWZO6+++6CThCbjEaj4ZVXXmHXrl1H3Ll76KGH8Hq9XH311axevfqwf5dccsmsSxAg003on//8J52ds08uvPvd7+aGG26Y9fipkCSJj3/843zjG9+YdvLzLbfcQnNzM6eeeip33XUXu3btYs+ePfzyl79k3bp12T64AJFIhMHBwcP+eb3eOcUomL/k5bL+8ccf5+STT8ZoNLJlyxaampqmbYvypS99ifr6epYvX8673vUu/H4/jz32GJ/73OcOG/fd736X22+/nXvuuYfVq1dz0kkn8cQTT/DHP/7xsDZfkiRx3333ceONN/Kd73yHjo4OzjjjDA4ePMjjjz+ezf7m4rrrruMvf/lLNva2tja+/OUvc+qpp7J+/Xq+973v8eUvf5nPf/7zc3qdcvGud72L3/3ud4d9WV+N3W7H4XDMS4exyrGs43NqR7a9uSYRnP4JBUYjS7RU2/CH43iC5TEpKGODG6GpylaWt7wXGzptxkZ3wBMmnix8J5TZMOKPEkumaKqyYfR2oklnJj0qsp5g27kzPHvx8tcdA+zonehtetMFx9NcaebgwYPU1dXlbNHV09PD448/nq1hLQZ2ux273X7E9jvuuIOzzz57yhKDSy65hOeffz7npOPJtLe38/73v59YbPa/f4cOHWJgYGDW46fjPe95D8lk8oja23EqKirYvHkz73znO/nqV7/KunXrOOOMM7jnnnv41re+ddjf//Of/5z6+vrD/hXzvRKUF5JabvdfFymqqrJhwwY+8pGPcM0100/26Onpoaurize84Q3zqhH/lT/bzDP73QC8Yr4Gk5K5Qu8++xekrNP3hSw04ViSg8MBWmvsWIxTT1woBmlFYd+AnwqbkSq7qWRx5Iu0orC7x8vKZheaeX5LfMATJhJPsqTOUdJJe/5wnH53mCV1dox6LXWbb84684XqN9J9/r0li62cGfTHuPb/nkcZO9NtXFrJPdeeRjqd5pFHHuGkk06iurp62uf/z//8D9u2bePBBx8sUsQCgeBYmd9nmwWEJEl88IMf5Cc/+UnOcQ0NDSQSCUZGitvnda6c3ObKLg8w0QvSMvBMKcKZOL5RR53LQs9IkESqNNm4rA2uVtjgliO1LjOopbXRjSZS9LtDNFVZs+Yh5pHt2cdH1h7Z01uQ6Xn62d+/mBW0NoOW/33/KQD09fVhMBhydudJpVL84he/ELarAsE8QYjaMuId73gHnZ2dPP/889OO0Wg0tLa2cuDAgSJGNnfOXlWbXd6ZnqhfM7lzd8YoBhU2I3aznkPDQdJK8W9c+MJxwsIGt2yRJYmm6oyNbqgENrqptELPcJAqhxmbOTMRxzj6MnI6U+uraAyEW96QaxeLlu88ugdPeGIOwl1Xn4JeK6OqKvv372fJkiU5v3MPPfQQOp3uiAlbAoGgPBGitoyw2WxcddVV/PjHP845bsmSJQwPD88rh7HVDfbsLO0nkhNmGfrgwdIE9CrqKyxoZIn+IjuOjdvgNlVZy7K9mCCDQaehbsxGN5VWinZcRVXpGQmOtaKbyOK79tyXXQ7XnVK0eOYTzx5w86/OiTtaHzxzKetaMneMvF4v4XB4xt60P/7xj/nABz6Q05RBIBCUD+IsWmZ85CMf4Z577sHj8Uw7xmQyUVtbWzCXs0IgyzIOc6Zm9R/KhuxkMW3UXbqgJiFJEs3VNqKJFEPeSFGEraKq9I4KG9z5gtNiwFxEG93xTgeKqtJYeXgW3zS6M7s8uvbDBY9lvhGKpfjG3yb6nLbXWrnhvImL6f3799PS0pLTbrWrq4t///vfOec4CASC8kKI2jJj7dq1nHzyyTO2Zlm+fDnd3d3TemyXI22VmTZVAaykyQhcSUlAqjy6D2g1Mq01dvyROMO+wlvpDo+1ExM2uPMDSZJoqLQQT6ZxF7hjxniddSyRprXGjjypG4ZpePuk0gMj4abXFjSW+cj1D+yYsMHVyNz3wY3Zx0KhEAMDAyxbtiznPn70ox9x6aWXUltbm3OcQCAoH4SoLUM+9rGPcfvtt5NOTz9xqaKiApfLNa9qa09sdmaXPXJmWQIsQ1tLEs9UGHQa2modeEMxRgo4MSgYTeAVNrjzDo0s01RtZdhXOBtdVVWzHRfaau1HlKW49tyfXQ43bHz10xc9dz3TTbd74rv7gyvX4TRP3AnZu3cvjY2NmM3TX0wGg0F+9atfHdY+UiAQlD9C1JYhF154IclkkoceeijnuBUrVrB///55467y+o6Jtjl7lAmLR9PItqmGl4yMsLXjDsYY9ec/Y5tMKfSNZmxwDcIGd94x2UY33xMLVTVjCBKKJmmttaPTHvkTbZw0uXJElB4cxp6hIPc9P2GDe8EJDZy7esLRMBqN0tPTM6Ot6v/93//R0dHBKaeIemWBYD4hRG0ZotPp+K//+i9uvfXWnOOqq6sxmUwcPFgek61m4jXLJlrnPJtakV02+vaWIpycGPVaWmvsjASieRW2GRvcEFaTTtjgzmOq7EZ0GplBT/6ss1VVZcgbIRBJ0FZrR6898oLHNPg8spIpOUprzUQaTsvb8ec7iZTCF/74Una9xmbgu5efcNiYffv2UVNTM6WxwTipVIpvf/vbfOITnxDdSASCeYYQtWXKhz/8YXbs2MF//vOfacdIkkR7ezt79+5FUYo3I/tY0WplrIbMxIxHUuuz23XhuTvUFAKTQUtbjZ3RQDRvpQjuQIxEKi1scOc5GatlK8FoIi82uuMlB4FIgiW1dvTTZPBde3+fXQ43vGbOx11I3PzQLsKTbHB/96GNyJOMPxKJBN3d3bS3t+fcz/333086neaKK64oaLwCgSD/CFFbpjgcDj7ykY/w9a9/Pee4+vp6tFrtvLHObXZl3LJ204I61uRLToahTEW5yaDNliLMtStCJJ5k2B+hqco67122BKDTamiszNjoJuZgozs+KSwcS9JWN72gBTB6dmWXR078r2M+5kLjbzsH2N7jy65/8fxVtFYefuG4f/9+XC4XLpeL6VBVlW984xt85jOfydkZQSAQlCfizFrGfPKTn+Rf//oXL7744rRjJElixYoV7Nmzp6j9VY+V1U3jnt0yISlz0pFQ0Qe6SxbTTBj1WpbUOfCFj13YphWF3tEQNQ4zZkPp7HgF+cVm1uO0GugdDaIcw+divG1XJJ6irdYxZcnBOJb+Z5CVTP18WmchWrvumONeSAwFYvz43/uy66cuqeB9r1ly2JhUKsX+/ftnzNL+7W9/Y2BggPe9730FiVUgEBQWIWrLmNraWt73vvfxjW98I+e4pqYmFEWhv7+/SJEdO2esmKir7VEnWuVYxjzsyxWDTsOSWgeBaILe0RDKUUwQUlWVAXcYvVZDpV3Y4C40al1mFJWjLlFJpRW6hwLEU2mW1E09KWwyzn1/yC6HGs84plgXGoqi8Nn7d2RtcK0GLf/7vpOPGNfd3Y3FYslpiQvw9a9/neuuuw6TyVSIcAUCQYERorbM+cxnPsMDDzzA3r3TT6aSZZn29nZeeeWVsq+tfUPHhJDdlm7LLk++rVqu6HUaltY5SKUVDgz6SaRmd8vZH04QiiWPaKAvWBjIkkRztRXPUdjoxhIp9g/40WpkltQ6ZnaTUxSMnk4AVGDkRNFqCuB7j+3FHZ54zf/3/adg1B9eNpBMJunq6mLlypU5v39PPvkkO3bs4MMfFh0lBIL5ihC1ZU5bWxtvf/vb+da3vpVzXEtLCwCHDh0qRljHjNWoxTiWkXoivSa7XR+cHzXBWo1MW60dk0HL/gE/4Vgy5/h4Ms2AJ0RjlXXGTJxg/mLQaalzWehzz2yjG4gkODAYwGk10FRlPcxYYTosA/9BUjOlB4rORqx6zQzPWPhsOeDmsd3D2fUPnLGEDa1H1svu3bsXu91OTU1Nzv19/etf56Mf/SgOhyPnOIFAUL6Is+w84Prrr+euu+7KWV4gyzKrVq1i9+7dZd+3tt6ZubX3b2XthF1uzFu6gI6SjLOUlRqnmYPDATzTuEtlbXCtRmzCBnfB47QaMBumt9FVVZURX4S+0SCNVRZqnOZZZ+6d+/6UXQ42vS5vMc9XQrEUX59kg7u8xsrn37LqiHGxWIx9+/axatWqnK/19u3befzxx/nkJz9ZiHAFAkGREKJ2HnD88cfzpje9aca+tfX19ZhMJvbv31+kyI6NVfU2AGIYSTIm9tQUciJQwqiOngqbkdYaO8O+CAOe8BFCZnisxrLGJWxwFwOTbXRffaGjKCq9oyG8oThL6hzYzUfRo1hRMHr3AJnSg+F1H89j1POTG/7wKhvca6d2Vuvs7KSmpoaKioqc+/va177G+9///hmzuQKBoLwRonae8OUvf5mf/OQnOcsLJEli1apV7Nmzh0RidrV9peD05ROTNYakzMlGAiwDW0oU0bFjMepYWucgHEtycDiQvfUcjCbwBmPCBneRoZFlmqqsDE2y0U2k0hwY8pNKKyytdxxR8zkT1r7HkdRM/XZa7yBRuTLvcc8n/m9zNwdGJyblfe/KE6mwHnknJBQKcejQIY477ric+9u6dSt/+ctfuOGGG/Ieq0AgKC5C1M4TTjzxRC6++GJuuummnOOqq6txuVzs2bOnOIEdA+ccNzFZbHe6KbtsGp2+dVk5o9dpWFLnQJZk9g/6CUUT9I2GqBM2uIsSs1FHtd1E72iQYCTB/gE/Jr2W1lr7zBPCpsC578/Z5WDzWXmMdP6xdzjIfc9N2OCev7aeN6+un3Ls7t27aWpqwmaz5dzn9ddfz8c+9jEaGxvzGqtAICg+QtTOI77yla9wzz33sGtX7k4Bq1at4sCBA0Sj+bN3zSc1diM6TSZ7uTndkd1u8Jd32UQuNHJmBrzTYuDgcBCtRsZhFnW0i5UKmxFFVTk0EqTGaaah0npsGXtFweDPdD5RgZH1n8xrnPOJRErh8394KVuHX23V8/0rTpxyrM/nY3BwkJUrc2e1H330UZ5//nk+97nP5TdYgUBQEoSonUcsXbqUa665hhtvvDHnOKfTSV1dHa+88kqRIjt6qm2Zfq2PpE/KbtNGhqcbPi+QJAlZktBoJFRV5cBQgFiivCftCfJPJJZk/2CmXZcsZS54jhXboX8gqZmSlrTBScK5LF9hzju+8pfDbXDv++DhNrjjqKrKyy+/zJIlS3L2m1UUheuvv54bbrghp8uYQCCYPwhRO8/4whe+wGOPPcbTTz+dc9yqVavo7+/H4/EUKbKjo6PWCkAPtaTHPoZyKlK2drmzIRpPMeyP0FJtY1mDE6tRz/5BPyP+udnrCuYHiqIy6AnTPRzAZTOytM5BY5WNfvex2+g6Dvw1uxxsOTtfoc47/v7yANsO+bLrX3jLKpZUW6ccOzAwQDAYnNE97P7772dgYID/+i9hNywQLBSEqJ1n1NbW8t///d9cf/31OYWS2WxmxYoV7NixoywF1alLKrPLfjI1bxJg9LxcoojmRlrJtO+qHrPBlSWJWpeZtlo7/nCC/YN+kbVdwERiSfYN+IjEUyyrd1JlNyFJEnazHqdVT+80bb5yoqSyJTmZrgefyH/g84CRYIwf/WvCBveUNhfvf+2SKcemUil27tzJqlWr0Ommt6NOJpN8/vOf56abbsJsFt1JBIKFghC185BPfepTvPLKK/z1r3/NOW758uWkUim6u7uLE9hRcO7xE5PFDqh12WXz0NZShDNnBjwhdFoNVa+ywTUbdCytd2A16kTWdgFyWHbWamRJnf2IyYG1TguKqjLsO7oad3v335EYKz0wVpB0tOYt7vmCoih8ZpINrkWv4a73nzLt+K6uLsxmM83NzTn3e8cdd6DRaHjf+96Xz3AFAkGJEaJ2HmK32/nCF77ADTfcQDo9/W1NjUbDmjVreOWVV4jH40WMcGaWVFsZLzV8IbU0u93o3T3NM8oXXyhOKDq9DW4ma2s5LGsbFVnbeU/41dlZh2nq91+WaKqy4glGCUVzO9BNxtH9t+xyoPVNeYl5vvH9f+5lNJTbBnecYDDI/v37Wbt2bU6jhXA4zJe//GVuueUWtNqja68mEAjKGyFq5ykf+tCHiEaj/PSnP805rra2lsrKyhk7JpSCCkumO8Dj6gnZbfpg73TDy5KMDW6YxsqZbXAnsrZ6Dgz66R0JHnOtpaB0xBIpDg4HODQcnDY7+2qMei21Lgt97uCMNroAKAn0gW5gvPTgY3MPfJ7xfLeHR1+ZmDx69WuXcFLb1CYKqqqyc+dOWlpaZrS5/epXv8rSpUt529veltd4BQJB6RGidp5iMBj4wQ9+wOc//3lGRkZyjl2zZg19fX1lN2ls2dhEj2eUVdk2PZp55Co2boPrtBqwzbJ913it7fIGJ5IksXfAx4AnPDuhIygpiVSa3tEg+wf96LUaVjROn52dCte4ja575vpa+4G/IY19K1KmKlK23LfTFxqRRIqv/XXirs2yagtfPP9IG9xxBgYGCAQCMxotdHZ28r3vfY8f/ehHs37fBALB/EGI2nnMpk2bOOuss7j++utzjivXSWMbWjNtdBS0RMnUokpqGjkyWsqwZs2wLwIq1B6DDa5eq6GxysrSOgfJVJo9fV6GfRHS87j7w0IllVYY8ITZ2+8DJJY3OKmvsBy1kYIkSTRUWIgnjrTRfTWO7r9nlwNtbz6GqOc31z+wk8TYhZ5OI/G7D54+7djZTg5TVZWPfexjXH311Zx44on5DlkgEJQBQtTOc77zne/w29/+ls2bN+ccNz5pbN++fTnHFZNzVk1MFhtgohuCdTD331IOhMZtcKvnZoNr1GtpqbHTWmMnHEuyp8+HOxBFKaOLj8VKWlEZ9kXY0+cjkUqztM5BU5UVvfbYXeI0GpnGcRvd6eqqUwn0wYwdtgqMrPv4MR9vPvLrzQfZPxLOrn/n7VPb4I6ze/fuWU0Oe+CBB9i+fTtf+cpX8harQCAoL4Sonee0tbVxww038JGPfGTGSWPr1q1j9+7dBIPBIkY4PSc0ORiXgy+lJ2Z2m0Z3liagWZJKK3m3wTUbdbTV2mmstOINxdnb58MXipdVZn2xoCgq7kCUPX1eQrEkLTU2Wmvs005QOlosRh1VdhO9I0EU5cj313ngz5NKD2pIWWqPGLNQ2T8S4rfP9WTXz1tTx/knNEw73u12093dzYknnjjj5LDrrruOb37zmzidznyGLBAIygghahcAn/70pwkGgzNOGqusrKS1tZVt27aVhViSZRm7KXO78Jn0RC2cIXCgVCHNiKqq9I2GMBt1OC2GvO5bkiRsZj3L6h3UOM0M+yN09fkY8UdFzW0RSKbSDHkjdPV58YbiNFZaWVJrx2Kc/pb2sVLtMKHVyAx4w0c8Zjv4SHbZv/QteT92uZJSFG78w85sfX2VVc8Pr1w3/fhUim3btrFy5UpsNlvOfd9yyy00Nzfz7ne/O48RCwSCckOI2gWA0Wjk+9///qwmjR133HEkEomyKUNoq8zUoz6qbMiezLTR8q2pdQdjxJNpGiotBZtoIkkSTquBFWO1m+Fogq4+L33ukDBwyDOqqhKJJ+kZCbKnz0c8maKpysayegc2s76g73FTlZVgJIE/PKndrJlULwAATPxJREFUXiqGPtSXiQ0YPnHxdD34yp9fIRSfsMG9dxob3HFeeeUVDAYDy5bltg7u6uriu9/9Lj/60Y9y7k8gEMx/xDd8gfDmN7+Zs846i8997nM5x2m12rIqQzih2QnAKE7SZG7lS+k4pBI5nlUaovEUw74ITdVWNEU4OY47UrXVOVhal2lTtH/Qz4FBP75QbMpb14LZkVYUPMEY+wf8HBwKotXILGtw0lJjx2rSFWVmvE6roaHScpiNrmvfH7OlB0lLPYq5quBxlAOPvDzI1kPe7PoN563MdkeZCrfbzcGDB1m3bl3O90pMDhMIFhdC1C4gvvvd73L//ffz6KOP5hxXWVlJW1tbWZQhnNVRk112kxFuEmAa3VaiiKZmwgbXhNmQ/9vRM2HUa2mstNLe6MJu1jMaiNHZ66XfHSKaSJX8fZwPqKpKJJakbzREZ68XXyhOhc1Ie5OL+jzWRx8NdrMBhyVjo2sc2oqr87fZxyI10996X0hkbHD3ZtdPanXxgTOmz75OLjuwWqcXvgB33XUXO3fu5Oabb85bvAKBoHwRonYB0drayje/+U2uvvpqAoHc/V5XrlxZFmUIr10+kYnak67PLluGy0vUDnrC6DQyVXZTSePQamQq7SaW1TtorbWhqnBg0M/efh+DnjDhWFII3EkoqkowmqDfHaKrz8fBkSCyLLG0zsHSegcumxGNXNp+pXUuC6v2/ZTGZ76EpGQcx1TAceCvNDzxmZLGVmgUReFzv99JerIN7tXT2+DC7MsO+vr6+OQnP8nPfvYzXC5XvkIWCARljBC1C4wPfvCDrFixgs98JvfJsFzKEPRaGYs+kyF7QVmR3W7w7ilVSEfgC8UJRhM0Vk1tg1sKJEnCbNDRWGVlZVMFtS4LaVWlZyRIZ6+X3tEg/nB8Ufa9TaUVfKEYh0aCdPZ4GHCHkSSJxkoLHWNZ2Xx1MsgHltFtNI7+Gwmy3UDG/3d13oul9z8liqzw/PBf+xgOTtQU/+p9J2PO8d6Mjo7Ouuzg2muv5YILLuD888/Pa8wCgaB8EaJ2gSFJEnfccQf33HMPjzzySM6xlZWVLF26lOeeey5nO7BC0zRmXvCv9InZbbpwf4miOZzEYTa4xb89PRtkOVN721hppaPJRUuNDZ1Gw4g/SmePl+6hAO5AdMFa8qqqSjyZYtQf5cCgn85eL55gDJNOw5I6BysaMxPurCb9nHoKF4qKV3495fbxSGu3fqt4wRSRFw56eWTXUHb9vae3ccqSymnHx+Nxtm7dyqpVq2YsO7jzzjvZvn073/3ud/MVrkAgmAeUT7pCkDdaW1v51re+xTXXXMPOnTtzeqGvXLkSt9vNzp07SzaRYnWjnc6hINtYjkrmZK5JlH4S27HY4Jaa8Qyu2aCj1mUmkUwTjCYIRpMMeiPotTJGvRaTXjv2vwbNUTpjlZpUWiGaSBGLpzL/J9KkFAWLUYfDYqCpyoZOO3/+Jm1keE6Pz0ciiRRf/csr2fUlVRZuuuD4acerqsq2bdtwuVwsWbIk5757e3u57rrr+PWvfy3KDgSCRcb8+eUXHBXXXnstHR0dfPrTn845TpZlNmzYQH9/P729vUWK7nDOWFE9Hg0hMllbCRVtoGf6JxWBEV8E5RhtcMsFvU5Dpd1EW62dlc0Tt96jiRT97hC7e7109XnpGQky4o8SiibKqiduKq0QjCYY9kU4NBygs9dLZ6+XQU+YWDJ9WAlGa42dCptxXglanb8bbdxDrvxxylyT49H5yQ2vtsH90Gk5x+/bt49gMDirsoMPfOADXHTRRbzlLYunx69AIMggMrULFEmS+MUvfsGaNWu49NJLOffcc6cdazabWbduHS+88AJOp3PGW3v55o3HTZy0DynVHC8fBDJ2uT57buvLQhGKJvAEYyytd5TlLetjQSPLWE16rJPmuqXSCrFEimgiTSyRwhuKkUwp6DQyOq2MTiOj1cpoNZl/Os34soQsScdcY6yqKoqikkwrpNIKqbRKKq1MWldIpDL/67UyJr0Ws1FHpd2EUa8pSku1QmPw7Kbpyc9mBe34XQomrQMMbVhYk8XuefYg+ybZ4N729hOoshqnHe/xeNi9ezenn346Ol3uziO/+tWv2LFjBy+//HLe4hUIBPMHIWoXMJPLEHbs2JHzVlx9fT0tLS08//zznHHGGWg0xasftRl1GLQy8ZTCS0pbVtSa3LvwFS2KCVJphT53iDqXBYNuYX9FtJrphG6aVDpNckxsRuOpw0SnqoIkgU4jo9HImVs+koQkZYTZuCDrHQnB+Lqqooztf3wfskRWMI//M+m1GQGtlReMgH01puHtNDzzRSQ1k60cf71e3bfC0/52wk2vLWpsheTASIjfbJm4A7Pp+FouOKFx2vGJRILnn3+elStXUlFRkXPfhw4d4rrrruOee+4RVrgCwSJFUkX/nwWNqqqcf/75GI1G7r///pyZNUVRePLJJ6moqGDNmjVFjBJe961/cdAd4a3y0/xA/0MAEuZaDr3pl0WNQ1VVDg1n2j41lVG3g3JCVVUUdSyzmlJJKwqqqqKqGVE2/viwL0qt04Qsy5mZ/WOid7KALXU7rVJg6X+Gui23ZE0WFEnLgbf+DjkZpXbrt9BGhkmaa9hVczHB+o3UtHWUOOL8kFIU3vWLLQTjGVe8Soue5z7/xmldvlRV5bnnnkNRFE499dSc38VkMslZZ53F6tWrZ7QLFwgEC5eFnYYSIEkS//u//8sJJ5zA7bffzkc/+tFpx8qyzEknncTjjz9OZWUlDQ0NRYtzVb2dg+4I/1ROzN6G1cY8RTv+OJ4xG9xlDQ4haKdBkiQ0koRGlpnOhyKtKAz7omN9YBdepvVYsfb8k9qt354QtLKefRc9SLxyFQD7J2VltfEY4V3PE7K7sFbM/7rarz70SlbQyhLce+1pOW1rDxw4gNfr5ayzzprxu/ilL32JQCAguh0IBIsccbZZBFRVVXHPPffw2c9+lm3bcpsaWCwW1q1bx7Zt22Y0cMgnG5dlWvmEMZMgo5QkJQmJSNFiiMZTDPkiNFUVxwZXsLiw73+I2q23ZQVtWmti76X/yAraV6MzGKlu62DkYBfJeKyYoeadR18Z4vmDEza4n9u0kuW1tmnHj46OsmvXLk466SQMBkPOff/973/nhz/8Iffddx8mU2nNUQQCQWkRZ+5FwplnnskNN9zA5ZdfPqPZQkNDA0uXLmXLli0kEomixHfu8XXZ5RHVCWSytZah54py/KwNrt2E2Vh8G1zBwsbZ9Tuqd/w4OxEsrbOx57LHSThyt6eyuqqxVlQzvH8Xqlo+XSmOhtFQjB88NmGDu77FyQdfN70bWCQS4bnnnmP16tVUVk7ftxZgYGCAd73rXfzwhz/kuOOOy1vMAoFgfiJE7SLihhtuoLm5mQ996EMzWqmuXLkSm82WrWkrNLV2I9qx+srdSlN2u3l0e8GPDRkbXK1GpsohMj2C/FLx8p1U7rozK2hTBiedVzxJylqf83njVDYtJ51O4e0/WLggC0jGBjfze2PWa7j7mlOnHZtKpXj22WdpbGykra0t537T6TRXXXUVmzZt4j3veU8+QxYIBPMUIWoXERqNhrvvvptHH32UX/3qVznHSpLEhg0bSCQSvPTSS0WJr9qWuc34vDIxMcbg2zvd8LzhD2dscMXEMEG+qXrxx7j2/C4raJOmGrqu+A+KMfdM/snIGg21S1fhG+ohGvDO/IQy4of/3MtQYJIN7nunt8FVVZUXXngBvV7P6tWrZ9z3LbfcQl9fH7fffnve4hUIBPMbIWoXGfX19dx99918/OMfn7GXo1ar5ZRTTqGvr4/u7u6Cx7aiNtMf99H0uuw2XWRouuF5IZFM0+8O01DGNriC+UnN1ttwHHgoK2gT1mY6r3gCRW8/6n0ZzFYqm5YxdOAV0qlkfgMtEC8c8vLwy4PZ9XdvbOXUpdOXE3R2duL3+zn55JNzTiADePzxx/l//+//cd999xW9r7ZAIChfhKhdhJxzzjl84hOf4JJLLsHv9+cca7FYOPnkk3nppZdwu90FjeuUtkz2ai/NKGNSQE6GoUDlD6qq0jsawmnVY58nNriC+UHd5q9g7/lnVtDGnMvpuvzfoD12dzp7dQMGi43h7t0zlg+VmkgixS2TbHDbKs3cfOH02df+/n727dvHqaeeil6f+7vY19fHlVdeya233soJJ5yQt5gFAsH8R4jaRcrNN9/MkiVLeMc73kE6nc45tqqqiuOPP54tW7YQiRSuG8GbJk0W86mZ7IsE6P2FKUEY9kVRVJVap6Ug+xcsQhSFhqduxDq4ObspWrWGvZc8CvLcOihKkkRN20ri4SCBkf65RlpQPv+Hl4inJmxw7/vgxmnH+nw+XnjhBdavX4/dnjuLHY1GueiiizjvvPP40Ic+lNeYBQLB/EeI2kWKRqPhnnvuYd++fdx4440zjl+yZAmNjY0888wzxOPxGccfC+21NsZ78XertdntlsEteT9WKJrEE4zSVGVFXoQGAIICoCg0PfkpzCMvZjeF605l34V/hjy1iNNoddQuXYW7dx/xSCgv+8w39z7Xw57hidhuvewEauxT2+CGw2E2b95MR0cH9fW5J86pqso111yDXq/n9ttvF/XvAoHgCISoXcQ4nU4efPBBfvazn3H33XfPOH7NmjXY7XY2b95MKpUqSEyusTKAHcrS7DaT55Xphh8TGRvcILUuC8ZpJq0IBEeFkqL5X/+F0duV3RRoOZsDb/1d3gTtOCabE2dtM0P7d6HMcJel2HS7w9y9eaJLw5tW1XLhiVPb4MbjcZ555hkaGxtZvnz5jPv+5je/yRNPPMEDDzwwY+9agUCwOBGidpHT3t7Ob3/7Wz70oQ+xZUvujKgkSaxfvx6tVluwVl/LqjOlAE8oEza9umBv3vavqip97hBmgw6XVZwYBXkglaDl0Q9iCGbEnAp4l13IoXMLZ/HsamhFo9Hi7i18d5DZklIUbnhgJ+PVvhUWPT955/opxyaTSZ555hmcTierV6+eMev65z//ma985Sv86U9/ora2NudYgUCweBGiVsC5557LV77yFS666CL6+3PX6mk0Gk455RTi8Tjbtm3L+4SVdS0uAP6jrMmeHLXx/LUx8gRjxBNpGios4valYO6kIrQ9ejX6SGaWvwp4Vr6Tvjf8oKCHlSSZmqWrCHlGCHlHCnqs2XLLX14hGJuwwf3tNDa4iqLw3HPPodfrWb9+/Yzfw5dffpmrrrqKX/7yl6xfP7VIFggEAhCiVjDGJz/5Sc4991wuuugiotFozrE6nY7TTjsNj8fDrl278hrHG4/LeNwn0BNlLJOqppFjvjnvO5rI2OA2VlnRaMRHXzA35ESAtkeuRhvzABlBO7L2wwyc8bWiHF9nMFLd2s5Id2fJbXQfe2WI57onLj4/e+5K2qewwR3vRZtIJGbVusvtdnPBBRfwiU98gre//e15j1sgECwsxJldAGRKC37yk5+g1Wq5+uqrZywtMBqNbNy4kUOHDrF3b/5ugZ7U6souDyqZZQmwDD47p/0qikrvSJAquwmLsMEVzBE56qb1kavRJgJARtAObfgMw6feUNQ4rBU1WFzVDB94pWQ2uu5QnO//c+I34MRmJx8660gbXFVVeemll/D5fGzcuBGdLvf3MB6Pc9lll7FmzRq+/OUv5z1ugUCw8BCiVpDFYDDwhz/8gS1btvDpT396xtICq9XKxo0b6ezs5ODB/Fh4yrKM3ZiZvLVbbcluN43umNN+B7wZG9xqYYMrmCPa8ABtj16LJpVpb6cCAxu/zOj6j5Uknqrm5aRTyZLZ6H7u9ztJK2M2uDoNv/nA1Da4XV1d9PX1sXHjxhkneimKwrvf/W6CwSB33333jBldgUAgACFqBa+itraWv//97/z617/m1ltvnXG80+nk1FNPZefOnfT09OQlhtbKTIP6Z9Mrs9sM/v3HvD9/OP7/27vv6KiqtY/j35lMei+kNwIJoYv0ZgiIKE2RLhawgyLYuHotV1ERFCwoRX0p14sFUBGQopQgHQUCJARCQhJCKuk9mczMef+IGYhJIA1C8PmsNUty6j5jMvObPfvsh4JiKYMrGs80LwHfXdNR6yu+7ldQkRyyiOxO05qtTVXK6Bbk3tBzLwmLJS3/8tCH/3ukR41lcGNiYoiLi6Nv375YW199XmhFUZg9ezbh4eFs2bJFKoYJIepMQq2opk2bNmzfvp13332X//73v9fc3sXFhV69enHy5EmSkho/U0FXbwcAfjP0MC7TFF9q0LEul8G1ljK4olHMcs7hu+c51IaKMrUKKhLvXE5u0PhmblllGd0A0uNuXBndk0m5bIu8XAb3oT5+9GvrUm272NhYYmJi6Nu3L/b29tc87vz581m/fj2//vorrq6uTdpmIcStTUKtqFG3bt3YsGEDM2bMYMuWLdfc3tXVlV69enHixAmSk5Mbde5B7VoBkIoLur9+RdX6UjDUb27cyjK49tZm2FnJ9F2i4SwyTuKz90VUSsW8sIpKTcLdX1PQ+p5mbtlldq28MLeyISMh+rqX0S3W6pi7+fJNon5OVrxzX/UyuOfPn+fcuXP069cPBweHax53xYoVLFiwgO3bt9O6deumbLIQ4h9AQq2o1eDBg1m1ahWTJk3i8OHD19ze1dWVnj17Eh4e3qge2zuCLvfOZCsVZTNVgGVmZL2OU1kG191RyuCKhrNKPYLXgddQ/XUjlqLSEDdyPUU+Ic3csqoqyui2o7Qo/7qX0X3958tlcDVqFeuerl4GNzY2lujoaPr27VunQLtp0yZmzZrFxo0b6dq1a1M3WQjxDyChVlzVhAkTeP/99xkxYgRnzly7spebm5uxx7ahY2zNNGqszCqGCsQr7sblVunH6nyMotJysqQMrmgkm4theBx5B9VfsyYb1GbEjtlMiXvPZm5ZzUxMzXBr3b6ijG7J9Smju+7oRc6lXz72h+O64va3MrgxMTHGHlpHR8e/H6KaAwcO8MADD/D1118TEnJzfVgQQrQcEmrFNT377LPMmDGDYcOG1WmWg8qhCCdPnmzwrAjejhWzFBzXBxqXWeScrdO+Or2BpMwC3KUMrmgEu/ituB1beDnQmlgQO/ZXypw7NnPLrs7SzhF7N2/Sz0dhMDRtGd0LWUX879Dlv+k727sy5vbLZXAVRSE6OpqYmJg6Dzk4deoUo0aNYtGiRdx///1N2l4hxD+LhFpRJ3PnzmX06NGEhobWqQfW1dWVPn36EBkZ2aB5bDt6VtxQEmboYlxmWnjtr1QVRSElqxBLMymDKxrOIeZHWp1cQmUfv97UhnMTwtA6VJ9/9Wbk5OGP2kRD1sXzTXbMv5fBdbQyZfmU7sb1iqJw+vRp4uPj6d+/f50CbWRkJEOGDGHOnDk89dRTTdZWIcQ/k4RaUScqlYrFixczdOhQQkND63QzmIuLC/379yc2NpbTp0/X6+aVAW2dATiqtDO+iZqU519zv+yCUkq0ejydpQyuaBjHqK9xPr3SGGh15g5ET9iLzsbrqvvdTFRqNW4B7SnMTm+yMrrvbz1L/l9lcFUq+O6JPmg0FW8hBoOB48ePk5qaysCBA+s0y0FUVBSDBw/mueee45VXXmmSNgoh/tkk1Io6U6vVLFu2jJCQEEJDQ0lJuXbPqYODAwMGDCAlJYXjx49fs1JZpTvbuwFgQEOhUjEUQaUY0BSl1rpP6V9lcL1dbNBIGVzRAC6nvsDp3FpjoC23dOHchH0YrKpPVXWzMzW3pJVfOzISotFpG1dGN+zsJY7EZxt/fumudgR7VNzEqdPpOHLkCAUFBQwcOPCa89ACREdHM3jwYKZPn84bb7zRqLYJIUQleecX9aJWq/nqq6/o169fnXtsbWxsGDhwIAUFBRw5cgSd7tpTc9lbmWH2Vy9QsnI5UFin1lwu12BQuJhRKGVwRYO1Ov4x9nGbjIFWa+1F9KT9GCyu3et4s6ooo+tCetyZBk/zlV2k5ZNdMcafu3rb80xoW6CilO2BAwcwGAz0798fCwuL2g5jFBUVxaBBg3jsscd46623GtQmIYSoiYRaUW9qtZoVK1YwYMAAQkJC6jTG1sLCgv79+2MwGDhw4ABlZWXX3MfdrmJM7GmDn3GZZVbN03ql5RShMVFJGVzRIO5H3sM+cacx0JbaB3Buwu+gsWrWdjUFF59A9DotOakNu2nzXz+eMpbBtTQ14ZvH+wBQXFzMvn37sLKyok+fPpiaXvvDZGRkJKGhoTz55JO8++67MkRICNGkJNSKBjExMeGrr75iyJAhhISE1GmWA1NTU/r06YOVlRX79++nuLj4qtsHu1d8vXnI0MG4zCy/+nnyisrIK9biJWVwRQN4Hngdm9SDxp9LnDsSO243aMyasVVNx1hGNy2x3mV0l+2JJTXv8tCFrx7ujo2Fhry8PPbu3Yurqys9evTAxOTa1fpOnTpFaGgozzzzDG+//bb8rQohmpyEWtFglWNshw8fzsCBAzl79tpTbpmYmNCjRw9atWrF77//TlZWVq3b9m1TcbPYTsPtxpvFNCWZVbbR6vSkZBfh5WSNmZTBFfVhMOD1+4tYZYQbFxW59+L8fVtAfWu9NJpb2eLkFcCl+LqX0Y1IymNLxOUyuFN6+zIgsBWpqans37+fgIAAOnfuXKdweujQIUJDQ3nhhRd48803G3wdQghxNbfWK7e44dRqNZ999hmPPPIIAwYM4MiRmse8XkmlUtGlSxeCg4M5dOhQrb28d3esKLyQix3lSsV8syqDFnQVPUfGMrhWZthZy/Rdoh4MOnz2zMTyirmP830GEz/qh1su0Fayd/XCzNKajAvXLqNbqtXx1ubTxp99HS15975OREdHc+zYMbp160ZQUFCdAu2WLVu46667ePfdd3n11VcbfR1CCFGbW/PVW9xQKpWKd955h7feeos777yTbdu21Wm/1q1b06dPH6Kiojh16lS1mRE8HCzR/FUNLEOpuFlHBVhfOl6xLK8Eg0HK4Ip6Mmjx3fU05vkJxkW5AaNIvHt1szXpRqgooxtMaWE+BZm1zyIC8NrG01XK4H73RC+OHj3KhQsXGDhwIJ6ennU65+rVq5k4cSKrVq1i+vTpjb4GIYS4Ggm1osk8++yzrFixgnHjxvH111/XaR8XFxfuuOMOMjMzOXz4MFqttup6m4pxjbHK5TdR12OL8Ah7AS7+IWVwRf3oivH77XHM/poaTgGy200maciS5m3XDWJiaoZr6/ZkXoxFW1JU4zY/HE0iOq3A+PO7o4OJOXWUsrIyQkJC6jQHraIoLFiwgFmzZrF582bGjRvXZNcghBC1kVArmtSECRPYtGkTM2fO5MMPP6zTPtbW1gwcOBATExP27t1Lfv7lIguBbrYAOKkuL1PrS7HKi6bv+Q/xify8aS9A3LLU2nz8f3sc09KKcdwKkNn5SVLuWNC8DbvBrOwcsXf1Jj2uehndi9nF/PdQgvHngQEOOOSew8HBgX79+mFufu1hPgaDgRdeeIGPP/6YPXv2EBoa2tSXIIQQNZJQK5rckCFDCAsLY+HChbz44ot1KrhgampKr1698PLyYt++faSmVvSk9fB3pL/6FJ1Ul8fdqv56ANgl7sDy0ommvwhxS1GXZuO343E02jygItBe6v4C6X1eb96GNRMnT39UanWVMroGg4FXfjplvCnTztyEse45BAUF0bVrV9R1GGus1Wp58MEH2bx5MwcPHqRbt27X6QqEEKI6ldLQGbmFuIbY2FiGDRtG7969WbFiBZaWdZtDNiUlhfDwcHx9fVE7elP25Z10U8VS0z0pClDqGExyyKKmbbxoFL3BwNmLOQT7OGLSzDdeaYpS8d39LGr9XzcYAml93iSr8+PN2q7mVl5WQlLUUdLMfPkhKpf4jCK0+ooPoCrgte4q7h3Uk1atWtXpeDk5OUyYMIHs7Gy2bt2Km5vbdWy9EEJUJz214rpp27YtBw8eJD4+npCQkDqV1QXw9PRk0KBBZGVlMX/DEVzJuer25rmx2F74DepYglf8c2jyL+K7a0aVQJs88IN/fKCFijK6P6TY8d7ui0SnFRgDLYC/nQkPjhpc50AbHR1Nnz59MDc3JywsTAKtEKJZSKgV15WbmxthYWF07NiRHj168Mcff9RpP2tra3Bvz75kPZdwrHU7FaBWdLiFf0qbTffis3smdnG/gOHapXjFrc0s5xx+Yc+iNlTcfKigInHIMnKDJzVzy24OxxNz+D2uoMZ18fl6jl6sed3fbd++nd69ezNmzBg2btyInZ1dUzZTCCHqTEKtuO4sLCxYuXIlL7/8MoMHD2bNmjV12u/T3bEALNJV3Dn994Eyyl+PSioMmOfH4XpqGW023YfPruk4xPwIuqozKohbn0VmBD57X0KlVHy4UVRqEu5eTUHAiGZuWfMrLNXx9aEE3tkcddXtFu04d9X1iqKwaNEixo0bx9KlS5k/f36dKosJIcT1omnuBoh/BpVKxfPPP0+HDh2YNGkSERERzJs376pvgun5ZQAcMHRhrX4QE032VAu2W/U9wcyaEFU41vo84w1kKhTMCxIxP70S59OrKLfxpMA7lJy294LG6vpcpLgpWKb9iefht1H99ZFHUZkQN2ItJR69mrllzSe3WMsPx5LYH5tJZmHdPuRV/v3VpLS0lKeffpodO3YQFhZGz549m6qpQgjRYHKjmLjhzp07x+jRo2nTpg3ffvttrfNejll6gPDEXOPP/VQRvGS6HldyuIQjC8vHc1DpbFzvRQbPW25hqPoodvpsapq9VgHKrdwo9LqD3MD7MZjJV6XXQ3PdKGZ98Xfcj31oDLQGtRlxozdQ2qrzNfa89WQUlLL+WBKHzmeRU1xbaVwFavxLgW6+DmyY0b/a8tTUVO6//34URWHDhg14eHg0XaOFEKIRJNSKZpGbm8vkyZNJSEjghx9+oGPHjtW2+T36Eo+s+rPWY9iaQUEtnU4u5PK8xRbu0fyBoy6j1oCrs3ShyLM/2YHjMFg4NexiRDXNEWptE37F9cRi4/9rg4kFsfdvQ+vQ5oac/2aQnFPMumNJHE3IJq+k9nHlrpYqAuxVHE6r/ebKNY/1YkBg1RvFDh48yIQJExg8eDBffvklFhYWTdZ2IYRoLAm1otno9XrefPNNPv30UxYvXsy0adOq1JI/e/Ys7/4Wz/6U6m+847t78Uh7DVGxCZwocWb/xRISs0tqPI8dhcyy2MpozWFcdGm1Bly9uSNF7n3ICRqPzlru3m6MGx1q7WN+wuX0CuP/W72pNTFjf0Nn63Pdz93c4jMKWX8sieOJuRSW1RxkVUCbVtYM8Daji3k2HdsHEhgYyCs/RbDuaFK17YcHO7B06uVeWoPBwIcffsjcuXOZN28ezz33XJW/VSGEuBlIqBXNbseOHTz44IMMHTqUZcuWYWtrayybO3DgQCIuaVm04xzp+WW42Znz4tAgYw9SVlYW4eHhmJub065jZ74Pz+Dn8GTiM4uo6RfbilJmWGxnrOYg7rpk49fUV1IAvZkdRW49KwLuPyAYNbUbGWodz6zBKfo7Y6DVmdkTM34XeivX63re5nQuvYAfjiVx4mIuxVp9jduoVdDOzZbxPXwY0c6O0xEnUavV3H777VVmKNgfk1Hl7+uxnq6QHk1ISAi2trZcunSJhx9+mJiYGNauXUuPHj1u1GUKIUS9SKgVN4W0tDSmTJnCxYsX+eabb8jOziYwMJCAgIBr7qvT6Thz5gwXLlwgODiYNm3aUFau539HLvDD0WRiLhVgqOG33AwtT5jtYJLZfrx1ibUGXIOpDcWtupETNAGtw7XbI25cqHWO+AqH8z8bA225pQsx48IwWNQ8Trsli0jK48fjSUSm5FFaXvOwARO1io6edkzu5cv4271RqRSio6OJi4sjMLCid7YulcFOnz7NpUuXMBgMPPTQQwwcOJAvv/yy1vHvQghxM5BQK24aer2e999/n3nz5vHMM8+wYMGCOr0BV6rstdVoNHTp0gUnp4oxsjqdge//TOS7Py9yNjUffQ2/8Rp0PGQaxkPme/HXxaOmemhQAIPGkhKXruQEjqPMuX1DL/WWdyNCbavjn2CXuMMYaLXWnpybsPuWmt3iz/hsNp5MISolv0pxhCuZmqjo4m3PQ338Gd3Vw/g3k56eTkREBBqNhm7dutUrkJaXl/Pkk0+ybt06PvroI5588kkZbiCEuOlJqBU3nb179/LAAw8Yy+s6ODjUeV+9Xk9sbCwxMTF4eXnRoUMHzM3NjesNBgM/HU9mzZFEIpPz0NXUhYuBSZr9TLPYTaD+PGql5q93DSbmlDh3Irft/ZS43la/i7zFXe9Q6/bHfGxT9hl/LrNrTczYHaAxa/Jz3UgGg4EDsVn8EpFKdFpBLb+fYK5Rc7uvI9P6+3Nne9cqH/6Ki4uJiIggKyuL9u3b4+/vX69AmpKSwpQpU0hLS2Pt2rV06dKl0dclhBA3goRacVPKzMxk6tSpnDx5khUrVnDXXXfVa//i4mIiIyPJzMwkODiY1q1bV3tjNxgMbI9MZ/WhBE4k5tbSE2ZglMkfPG25k2B9DCZKzVMjGdRmlDoFk9vmPoo9eterrbei6xlqPQ6+gfWl48afS5zac37MFlC3zGm3DQYDu6Mz2BaRRmxGIfpagqylqQk9WzvyxMAABgZWL197rQ9016IoCt9//z3PPvssI0eOZMmSJdjY2DT4uoQQ4kaTUCtuWoqi8NVXX/HSSy8xceJEFi1aVO8SnFd+BXvlkISa7D57iZX74ziakEOpruaveoeow3nW6jc6Gc5iaqh5cnpFpaHUMYjc1iMp8hoIN3Ce1pvFdQm1BgNe+/+FZfblSlhFbj2IH/lDi3uOdQYD2yPT+C0qnYTMohrHfANYm5vQL8CZp0La0MO/9t/d+vye17b/9OnT2b9/P8uWLWPs2LH12l8IIW4GEmrFTe/ChQs8/vjjREdHs2LFCoYOHVqv/a/swfL09KR9+/ZYWlpedZ/D57P4ct95Dsdl13p3eT/VaWZZbaebchozQ2mN2ygqE8rs25DnfzcFvkNbXPhqqCYPtQYdPntmY54fb1xU4D2IC/d83fhj3yBanYFfTqWw68wlErOLa5ydA8DOQsPAQBemD2pLJ6+rj4MtKCggKiqqwUMNFEVh7dq1PPvsswwZMoTPP/+cVq2q9wILIURLIKFWtAiKovDll1/y8ssvM3nyZD788MN699oWFxcTFRVFWloarVu3JjAwEDOza4/BPHkxh2V7znMgNouCWuYBvU0VywtWW+ilRGJuKKplLlw1Wjs/8vyGkd96GKhb9vjPq2nSUGvQ4rvrGcyKUoyLcluPJOnOpY1s5fVXrNWxMTyZPecySMktrTXIOlqZEtrOlRmD2tDWzfaaxy0pKSE6OpqLFy/i6+tLcHBwvYYaAFy6dInp06ezb98+li5dyrhx4+q1vxBC3Gwk1IoWJSEhgccff5yYmBhWrFjBnXfeWe9j5ObmEhUVRU5OjnHaMI2mbuMxz6bms+z38/wenUFuSc3ja4O5wItWW+ivOomlvqCWgKtCa+tDgc9gcgPubfE3OP1dk4VaXSl+O5/CtDQTqJiBIqfdRFLu+LBpGnod5Jdq2XA8hb0xGaTn1zxEBcDFxoyh7d2YMagtPs51m7FBq9USExNDfHw8bm5utG/fvkHjXtetW8eMGTMYPHgwS5Yskd5ZIcQtQUKtaHEUReGLL75gzpw5jB8/nvnz5zfoTTkjI4OoqChKSkpo164dfn5+9ZpCLD6jkKW/n2f3mUtkFdVcr7c1KbxotYVBquNY6/NqrWZWbu1JgfcgctqMAbOWPyVVU4RatbYQ351PodHmAhXPU2anx0nv+2bTNbSJZBdp+eHYRQ6ezyKzsJbazYCHvQXDOrozfVAb3OzqXmJWr9cTFxdHTEwMDg4OtG/fHkdHx3q388KFC8yePZv9+/ezdOlSxo8fX+9jCCHEzUpCrWixKt+g9+zZw3vvvcdTTz2FiYlJvY6hKAqpqalERVXcfNS+fXs8PT3rPSdncm4xy/fE8evpNC4V1Nw750UGz1tuYaj6KHb67FoDrs7KlQLPgeQGjcNgVr8hFjeLxoZadWk2frumY1JeCFQ8L5dun01G9xeauKUNl1FQyrqjSRyOyyKnuOZeewBvR0tGdPbgqTva4GRTvx55g8FAYmIi0dHRmJub06FDB1xd618praysjIULFzJv3jwmTpzIggULpHdWCHHLkVArWrxt27Yxc+ZM7O3t+fzzz+nbt2+9j1EZHs6dO4darSYwMBAfH5969dxWyiwsZfnvcWyNSCMlt6TGbVzIZZblVkaYHMFRl1F7wLVwocizH9mB4zBYOte7Lc2lMaFWU5SOz+5nMNFXPHcKkNb7DbK6PHEdWlo/STnFrD+axJ8J2eSX1jy+WgX4OVtx722ePD4wAFsL03qfR6fTceHCBWJjY9FoNAQHBzfowxbA9u3bmTlzJjY2NixdurRBfx9CCNESSKgVt4TS0lIWLlzI+++/z8SJE5k/f36DerQMBgNJSUnExMSg0+lo27Ytfn5+dR5z+3d5xVq+2hfP5pMpXMgurnEbOwqZabGN+zSHcdGl1hpw9eYOFLn3ISdoAjprtwa150ZpaKjV5F/Ed89zqA0VX+ErQPKABeS2n3ydWnpt8RmFrD+WxPHEHArLap4JQ6WCtq1sGHu7Nw/388PKrGG/L1qtlvj4eOLi4rCysiIwMBAPD48GhdmEhASef/75Rn2TIYQQLck/Y36hW1RGRgZmZmYUFRVRXl6OtbU1iYmJxvWV0/uoVCqsra25/fbbWb9+vXH9W2+9ZVx/5SM4ONi4zaBBg4zLLSwsCAoK4v333+fvn4U2bNhAnz59sLe3x9bWlo4dOzJ79uzr/hxUsrCw4PXXX+f06dPk5OTQrl07lixZgl5fcwipjVqtxtfXl8GDB9O5c2eSkpLYsWMH0dHRaLW1j5Wsjb2VGS8Na8fvc0KJfGsYL90VRJtW1lWCaz42vFc6np6Fi+hYupLPmUCqxhvliq1UgKYsF/sL2/Hb8Sj+WyfjemwRmvyL9W7TzcosJxa/sGevCLQqLg7+vFkC7ZnUPN7dEsX45YeY+f0J9sZkVgu0ahW097DlP6M6EP3OPex4IYSnB7VpUKAtKSkhMjKS3377jczMTLp3784dd9zRoN7Z0tJS3n33XTp27IiTkxPR0dHMmDHjhgTaml5Prny89dZbJCQk1Lr+8OHDxmNptVo++OADunbtipWVFS4uLvTv359Vq1ZRXl4x3GPq1Kncd9991dqxZ88eVCoVubm5V23vjz/+yKBBg7C3t8fGxoYuXbowd+5csrOzAVi9enWtFQ1VKhU///xzteWVHx6ufK2tdOVrromJCT4+Pjz55JPG8wkhGqdlluARABw6dIiuXbtibW3NkSNHcHJywtfXt8o2c+fO5YknniA/P59FixYxceJEvLy86NevHwAdO3Zk586dVfb5e6/kE088wdy5cykrK2P37t08+eSTODg4MH36dAB27drFxIkTee+99xg9ejQqlYqoqCh27NhxHa++Zv7+/mzYsIFt27bx3HPPsXz5ct5//31GjBhRr3CgUqnw9PTEw8ODjIwMYmJiiImJwd/fn4CAAKys6n8zl42FhmcHB/Ls4EBKtTq+OZLI+mNJnEsvME6+X4wFC0vvYyH3YYaWx812MtlsP966C6j+mhBKBWi0+dhd3I3txd0YTK0pbnU7OUET0DoE1LtdNwOLzNN4HXgV1V8liRWVmoS7VlLkO/iGteFkUi4/HU8mMjmPslqKb5ioVXTytOOB3r6M7eaNRtO4foH8/Hzi4uK4ePEirq6u9OvXr96FEyoZDAa+++473njjDRwcHNi5c+cNH2qQmppq/PfatWt58803iY6ONi6zsbEhM7NiJoudO3fSsWPHKvs7O1cMsdFqtQwbNoyTJ0/yzjvv0L9/f+zs7Dh8+DALFy6kW7du3HbbbY1q62uvvcaCBQt4/vnnmTdvHp6ensTExLB8+XL+97//MWvWrHofs7i4mO+//545c+awcuXKGm/Eq3zN1ev1nDlzhkcffZS8vDzWrl3bqOsRQkiobdEOHjxI//79Adi/f7/x31eytbXF3d0dd3d3lixZwpo1a9i8ebMx1Go0Gtzd3a96HisrK+M206ZN4/PPP2fHjh3GULt582b69+/Pyy+/bNwnKCioxh6UG+Wee+4hMjKS5cuXM23aNIKDg1mwYIHxuutKpVLh6uqKq6srOTk5xMbGsmvXLlxdXWndujWtWrVq0FfDFmYaHhsYwGMDA9DpDKw9dpHvjiRyJjUf/V8BV4sZS7XDWaodjhodj5iG8ZD5Xvx18aipCF0qwKS8CNuUfdik7MOgsaTEpQs5geMoc+5Q73Y1B8u0o3gefssY2hWVCfHDv6PYs891P/cf8VlsPJFCVGo+5fqaR2KZmqjo6u3AQ339GNXFo0HjrK+kKAppaWnExcWRnZ2Nl5cXISEh9Z53+crjbd++nVdffZXs7Gzmzp3LQw891CxDDa58LbG3t0elUlV7fakMtc7OzrW+9nzyySfs3buXo0eP0q1bN+PygIAAxo8f36BvTa70xx9/MG/ePD755JMq4dXf35+hQ4des4e3NuvXr6dDhw688soreHp6cvHiRXx8fKpsc+VrrpeXF+PHj2fVqlUNvhYhxGUSaluYxMREunTpAlT0CpiYmLB69WpKSkpQqVQ4ODjwwAMPsHRp9YnpNRoNpqamDX5DUBSF/fv3c/bsWQIDA43L3d3d+fbbb4mMjKRTp04Nu7DrwNzcnFmzZjFt2jQWLVrEsGHDGDx4MPPmzavWQ1QXjo6O9OzZk5KSEuLj4zl27BhmZmb4+/vj4+NTp0IONdFo1Ezp7ceU3n4YDAY2nkjlf4cTOJWUh+6vLlwDGlaVD2VV+VDAwATNAR6z2E2gPhb1X72bKsBEV4JN2hFs0o5gMDGnxLkTuW3vp8T1tga17XqzTt6P+5/zjYHWoDYlbvQGSlt1uS7nMxgM7I/N5JdTaZxLLzA+v39nrlHT3c+RR/v7c2eHq3/oq6vS0lISExNJSEgAKgJUjx496l004UqHDx/mlVdeISIigtdff53p06djYVH3qcJuVt988w133nlnlUBbydTUFFPT+t989/fj29jYMGPGjBrX1zbk4FpWrFjBgw8+iL29Pffccw+rV6/mjTfeqHX7hIQEfv311wa/dgghqpJQ28J4enpy4sQJ8vPz6dGjB0eOHMHa2prbbruNLVu24OvrW+Nk7FqtlkWLFpGXl8fgwZe/0o2IiKi2/YMPPsjy5cuNPy9dupT/+7//Q6vVUl5ejoWFBc8995xx/cyZM9m3bx+dO3fGz8+PPn36cNdddzFlypRGvWE3FTs7O95++21mzJjBe++9R48ePZg4cSJvv/02fn5+9T6epaUlHTp0oF27diQnJ3PhwgXOnDmDp6cn/v7+ODo6Nqj3FirG9I653Ysxt3thMBj4NSqd1QcSCL+Yi9b4lbiadbqBrCscCBgYZfIHT1nsIthwDo1yeWoptb4M60vHsL50DIPalFKn9uQFjKbIvfdNUa7XNuFXXE8sNo4cNphYEDtmC1rHwKvuV18Gg4FdZzPYFpnK+UtF6Gu5N9bS1IRerZ14YmBrBgQ2zXRXiqKQmZlJQkICaWlpODs706lTJ9zd3RvV43vmzBn+/e9/s2PHDp5//nk2btyIvf3VS+rebPr161ftOSgsrJjCLSYmhkGDBtXpOL/88ku117BrjaWPiYkhICCgTuE4Ly+vTgUuYmJiOHz4MD/99BNQ8Tr6wgsv8Prrr1d5Pah8zdXr9ZSWVpTX/uijj655fCHEtUmobWE0Gg3+/v6sW7eOnj170qVLFw4cOICbmxt33HFHte3/9a9/8frrr1NaWoqNjQ3z589nxIgRxvXt2rVj06ZNVfb5+9egU6ZM4bXXXiMnJ4f//Oc/9OvXr8rX+NbW1mzZsoXz588TFhbG4cOHefHFF/n00085dOhQg8afXg9ubm4sXryY2bNn8+abbxIcHMzTTz/Nyy+/jKenZ72PZ2Jigq+vL76+vuTl5ZGQkMChQ4ewtLTE29sbb2/vRl27Wq3mnk4e3NPJA4Dfoy/xf/vj+TMhm9LyywF3s74Pm4sqvqofog7nGavf6Gw4i6nh8ny5akM5VpmnsMo8haLSUOoYRG7rERR53dEsAdc+9mdcIr8yBlq9xoqYcTvQ2fpcdb+60uoM/Ho6jR1R6SRkFVFLhyw25hr6tXHmqZA2dPerfzGD2hQUFJCUlERSUhI6nQ5fX19CQ0MbVP3rSufPn2fevHl8++23PProo8TGxl5z+NDNau3atbRv377GdfWZlCc0NJRly5ZVWXbkyBEefPDBWvepz/FtbW05fvx4teVXflsFsHLlSoYNG4aLiwsAw4cP57HHHmP37t0MGTLEuF3la25paSlr1qzhxIkTzJw5s87tEULUTkJtC9OxY0cuXLhAeXk5BoMBGxsbdDodOp0OGxsb/Pz8OH36tHH7l19+malTp2JjY4Obm1u1HkQzMzPatm171XPa29sbt1m3bh1t27alT58+1UrUtmnThjZt2vD444/z2muvERQUxNq1a5k2bVoTXX3TCAgIYM2aNbz88sv85z//oU2bNjz00EPMmTPnms9Fbezt7enatSsdO3YkLS2NpKQkzp49i6OjIz4+Pnh6ejb6K8aQdq6EtKuYpuxIXBZf7o3jcFwWRdrLvVK7DN3YVVjxlW0/1Wmes9rO7UoUZobL8+WqFB2W2VFYZkehHP+IMvsA8vzvocB3CKiv/0uC49nvcDq7xhhodWb2xIzfhd6q/lOwXUmrM7D5VAq7zqRzMbuE2mKLnYWGO4JaMWNQGzp4Nl3vZmlpqTHIFhQU4O7uTqdOnXB1dW30+NaTJ08yf/58NmzYwIQJE4iIiGjw7+rNwsfHp9ZrCAoK4uzZs3U6jrW1dbXjJCUlXXWfoKAg9u/fT3l5+TV7a9Vq9TWfa71ez3//+1/S0tKq3Gir1+tZuXJllVB75WtuZSfD22+/zTvvvHPVcwghrk1CbQuzdetWysvLGTJkCB988AHdu3dn0qRJTJ06lbvvvrvaC7SLi0uTvvnZ2Ngwa9YsXnrpJcLDw2v9mt3f3x8rKyuKioqa7NxNrWvXrvz888+cPn2aBQsW0KlTJ8aMGcMrr7xC165dG3RMjUZj7KUtKysjOTmZxMREIiIicHV1xdvbG3d390aHnN4BzvQOqLhT/FRSLst/P8++mEwKrigIcFDpyMGiirHDt6liecFqC72USMwNRcZAqVL0WOTGYHEiBtcTn6G18yfP7y7yW98N6qYf5+ccsQKH8z8Zz19u4UzM+D0YLBoWLou1On4OT2bPuQxSc0trDbJOVmaEBrdiRmhb2rRqXG/plcrLy0lNTSUpKYnMzEycnZ1p3bo1np6ejR73CRU3gL7//vuEhYUxbdo0zp49i7+/f+MbfpN74IEH+Pe//014eHi1cbXl5eVotVqsra0bdfzFixezdOnSGmc5yM3Nrde42q1bt1JQUEB4eHiVv+3IyEimTZt21eO9/vrrDB48mOnTpzfoGyMhxGUSalsYPz8/0tLSSE9P595770WlUnH69GnGjh2Lh4dHvY+n0+lIS0urskylUuHmVvvk/k899RTvvPMOP/74I+PGjeOtt96iuLiY4cOH4+fnR25uLosXL6a8vJyhQ4fWu003WseOHfn666+ZO3cuCxcupG/fvoSGhvLqq68yYMCABh/X3NycgIAAAgICKCwsJDk5mTNnzhAeHo6rqyvu7u64ubk1etxxF28Hlk7pDsC59AKWhp1nz7lL5F5RuvWE0paHiyrevIO5wAtWWxmgOoGlvuBywEXBPD8e14gvaBXxJVobbwp8h5AbMAo0jb/5qFX4Z9hd2G48n9bag9hxuzCY1S9k5pdq+elYCvtiM0jPr7kkMUArGzOGdnBjemhbfBybbghMSUkJ6enppKWlkZGRga2tLd7e3nTr1g1LS8tGH19RFLZt28b777/PqVOnmDFjBitXrrzq32RLlJWVVe21x8HBAQsLC2bPns2WLVsYMmQI77zzDgMGDMDW1pajR4+yYMECVqxYUa8pvTZs2MCrr75q7P3t3bs3c+bM4cUXXyQ5OZkxY8bg6elJbGwsy5cvZ8CAAfWa0mvFihWMGDGi2ofhDh068Pzzz/PNN9/wzDPP1Lhv37596dKlC/PmzePzzz/njz/+4OGHH2bXrl14eXnVuQ1CCAm1LdKePXvo2bMnFhYW7Nu3D29v7wYFWoDTp09X29fc3Nx4A0NNnJycePjhh3nrrbe4//77CQkJYcmSJTz88MOkp6fj6OhIt27d+O2332jXrl2D2tUc/P39+fzzz3njjTf49NNPGTFiBF26dOHll19mxIgRjepdtbGxoV27dgQFBZGXl0d6ejrx8fGcOHECJycn3NzccHd3x9bWtlHXEORmyyeTbgPgQlYRS/ecZ2dUOllFl2e8OIsfTxZXTMfmRyovW/7CIHU41vrcqgG38CLmUatxjlpNubUnBd4h5LS5H8zqHxDd/lyAbfJe489ldv7EjN0Jmrr1BmcXaVl/9CKH4rLILKx99g4Pewvu6eTO0yFtcLVrmlkAFEUhPz+ftLQ00tLSyMvLw9HREXd3dzp27Njo/2eVtFot69ev58MPPyQ1NZXZs2fzyy+/tLgbwOrq78OXAL777jsmTZqEubk5O3bs4OOPP+aLL77gpZdewsrKivbt2/Pcc8/Ve5aVvLy8KvPlAixYsIDu3buzZMkSli9fjsFgoE2bNowbN45HHnmkzsdOT09ny5YtfPvtt9XWqdVqxowZw4oVK2oNtQDPP/88U6dO5V//+hfFxcVER0cbC0wIIepOyuQKUYu8vDyWLVvGkiVL0Gg0zJgxg8cee6zBk+PX5O+9fpaWlri7u+Pq6oqTk1ODy/P+XWpuCct+P8+vp9Nq7d30IJMXLH/hLvVR7PTZtZbr1Vm6UuA1kNzAsRjMaw5cV5bJ9T4yF+v0P43rSpzac37MlmuO303PL2X90SSOxGeRU1z7G7yPoyUju3jyVEgADlZNM2SivLycrKws0tPTSU9PR6vVNmnv+pVSUlL44osv+OKLL7Czs2PWrFk8+uijTdLrK4QQ/yQSaoW4Bp1Ox8aNG/nss8/4448/mDx5MtOnT6dHjx5Nfp6MjAxjwC0tLcXR0REXFxdcXFxwdHRskpCbWVjKF7/HsTUijeTckhq3cSGXWRZbGaH5A0fdpVoDrt7CmULPfmQHjsdgWTHG1/LScZyi1qAUZWBuKMFEf/kcxa63Ezfqp1pnXEjKKWbd0YscTcgh/4rxwVdSAf4uVtzXzYvH+gdgY9H456QyxGZlZZGZmUlubi7W1ta0atUKDw8PnJ2dm7SYgaIo/P777yxfvpwNGzYwdOhQZs6cydChQxtd3EEIIf6pJNQKUQ8REREsXbqUNWvWEBQUxNNPP83kyZMbPVXT3ymKQnFxMZmZmcZHWVmZMeQ6Ozvj6OjY6JuR8oq1rNgfz8aTKVzIKq5xGzsKmWmxjXs1h2ilS6s94Jo5oDe1xqwo2bj8ym0LvO7gwvA11faNyyhk/dEkwi/mUFhW8/yiKhUEutow9nZvHunrh4VZ44KsVqslJyfH+NxWhtjKDxDOzs7Xpac0Ozub//73v3zxxRdkZmYydepUpk+fTps2bZr8XEII8U8joVaIBigoKOC7775j+fLlxMbGMm7cOKZMmcKgQYOuS3nSv4fcrKwsSkpKsLa2xsHBAQcHB+zt7XFwcGhw0C3W6lh1IIGfjicTl1FY40wCVpTytPmvjDM9gIcu2VgJ7JrtBxLu+ZYi74ob786k5vHDsWROJeVRUl5zkFWrINjdlkm9fJnU0xczTcN6MLVaLbm5ucZHXl4excXFxhDr7OyMi4vLdfu6v7y8nF9//ZU1a9awceNGevbsydNPP839999/S1T/EkKIm4WEWiEaQVEUjh49ypo1a/j+++/RaDQ88MADTJkyha5duza4slhdlJaWkpeXVyWsXRl07e3tsbW1xdraGmtr63p9ra3VGVhz+ALrj14kOr2gxuIFZmh53Gwnk8z246NLRIWh+kZ/UYBM+y48bb6AyJQ8ynQ1b6tRq+joZceU3n6Mu92rXm3W6/UUFRVRWFhIYWGh8XmpfE4qQ3/lf69naVJFUTh06BDffPMNa9euxdramgceeICHHnqIDh06XLfzCiHEP5mEWiGaiE6nY+fOnaxZs4YNGzbQunVrpkyZwgMPPNCgcrwNUVZWViXkVoY8RVGwsrLCxsYGa2trbGxsjP+2sLC4anjU6QysO5bEd39cICq1AH0NCVeNjuPm07FXFdU8PEGBZMWZAdrPqq0zNVFxm48Dj/T1Z3jnq5ePrSwtWhlcK6+vqKiI4uJiTExMjNd2ZYi9ngH2SmfPnuWbb77h22+/JTs7mwkTJjBlyhQGDBggY2WFEOI6k1ArxHVQWFjIxo0b+eabb9ixYwd9+/ZlzJgxjB49+oaPn1QUhZKSkmpBsLCwkOLiinG0ZmZmWFhYYG5ujoWFRZWHubk5Go0GjUaDWq1mW1QGa45cJCI5j3L95ZePn8zepJsqlpo6pxUFwpW23K+dC4C5Rk13P0em9vXljrZO6PV6dDod5eXllJWVUVpaWuVRuay8vByVSoWVlZWxF/rvAf169o5Xvy6FqKgoNm3axI8//khkZCQjR45kypQpDB8+vElnSRBCCHF1EmqFuM7S09P54Ycf2LhxI3v27CEwMJDRo0czatQoevfufV3G4NaVwWAwBsa/h8krl1eWYq58uVCpVKjVJpzONWF3skJcnoFenGKN6fy/1l8+R+UrzIPaV8l36sqdPtDW1oBOd3l2A5VKZQzOVwvXlf+9kcH178rLy9m3bx+bNm1i06ZNpKWlMXToUEaPHs3YsWPrVYlKCCFE05FQK8QNlJ+fz6+//srmzZvZsmULJiYmjBw5klGjRjF06NAmn0WhKSmKgsFgMAbcykdlL+vwr07xSvkyJprsqbbvWv0gPrZ8hs1P3GYMrxqNBhMTE+N/b2Y5OTls27aNzZs3s23bNqysrBg5ciSjR49m8ODBWFk1XcUyIYQQDSOhVohmotPpOHjwIJs3b2bTpk1cuHCBvn37MmjQIAYNGkTv3r1b1N3xY5YeIDwxl36qCF4yXY8rOVzCkYXl4zmodKabrwMbZvRv7mbWSWFhIQcPHmTPnj3s2bOHP//8k44dOxp72Lt37y5jZIUQ4iYjoVaIm0RMTAxhYWHGIJWdnd2iQu6+mAweWvFHrevXPNaLAYGtbmCL6q6mEOvt7W187kNDQ/H19W3uZgohhLgKCbVC3IQURSEmJoY9e/YYg25OTg59+/alT58+dO/ene7du+Pv79+s40v/bs4PJ1l3NOmvnxQqyy9M6OHNB+O6Nlu7rmQwGIiJieHYsWMcP36cgwcP8ueff+Ll5UVoaCiDBg0iJCQEf3//5m6qEEKIepBQK0QLoCgK586dM/YiHjt2jMjISOzs7Lj99tuNIbd79+60bt26WYPu/pgMFv4azYVLufi5OvDSsHbN1kNrMBg4d+4cx44dMz7Cw8PRarV06dKF7t2707t3bwYNGiQhVgghWjgJtUK0UKWlpURERBjD2vHjx4mIiMDa2pouXboQFBRU5REQEHDDppgqLy9n69atDB8+vNGlfOuipKSE2NhYzp07Z3xER0cTERGBTqeja9euVYJ/hw4dbki7hBBC3DgSaoW4hZSVlREZGcnp06erBLxz585RVlaGv7+/MeS2bdsWT09PPDw8jI+mGrPb1KG2uLiY1NRUUlNTSUlJITk5uUqITUxMxNbWtkqIDwwMpHPnznTo0AGNRtMEVyWEEOJmJqFWiH8Ag8FASkpKlZAbGxtrDInp6eno9XocHR2rhFwPDw8cHR2xtbXFxsYGW1vbKv+u/K+VlRVqtdr40Ov1bN26lbvvvhsTExMMBgN6vZ7i4mIKCgooKCigsLCwyn8r/52dnW1sV2WQzc/Px9TUFHd3dzw8PPD09CQwMLBKiHVzc7upxhcLIYS4sSTUCiHQ6/VkZmZWC5Opqank5uZWC6BXBlGDwVCvc5mYmBjDcU0B2cHBoVoPsqenJ05OTjKNlhBCiFpJqBVCNJiiKJSWllJcXGwszqDX69Hr9VV6bisfVlZWzV4RTAghxK1JQq0QQgghhGjx5Ls8IYQQQgjR4kmoFUIIIYQQLZ6EWiGEEEII0eJJqBVCCCGEEC2ehFohhBBCCNHiSagVQgghhBAtnoRaIYQQQgjR4kmoFUIIIYQQLZ6EWiGEEEII0eJJqBVCCCGEEC2ehFohhBBCCNHiSagVQgghhBAtnoRaIW5RaWlpzJw5k4CAAMzNzfHx8WHUqFHs2rXLuM3BgwcZPnw4jo6OWFhY0LlzZz766CP0en2VY6lUKlQqFYcPH66yvKysDGdnZ1QqFXv27Km2/ZWPAQMGVNn3l19+ISQkBFtbW6ysrOjZsyerV6+usk1CQkKVYzg5ORESEsK+ffsA8Pf3r/FclY+pU6c2/okUQgjRIkioFeIWlJCQQPfu3dm9ezcffvghERERbN++ndDQUJ555hkANmzYQEhICN7e3oSFhXH27FlmzZrFu+++y6RJk1AUpcoxfXx8WLVqVZVlGzZswMbGpsY2rFq1itTUVONj06ZNxnWfffYZ9957L/379+fIkSOcOnWKSZMm8fTTT/PSSy9VO9bOnTtJTU1l7969eHp6MnLkSNLT0/nzzz+Nx//xxx8BiI6ONi779NNPG/U8CiGEaEEUIcQt55577lG8vLyUwsLCautycnKUwsJCxdnZWbn//vurrd+0aZMCKN9//71xGaC8/vrrip2dnVJcXGxcPnToUOWNN95QACUsLKzK9hs2bKixbYmJiYqpqanywgsvVFu3ePFiBVAOHz6sKIqixMfHK4ASHh5u3ObUqVMKoGzcuLHKvmFhYQqg5OTk1HheIYQQtzbpqRXiFpOdnc327dt55plnsLa2rrbewcGB3377jaysrBp7RUeNGkVQUBDfffddleXdu3fH39/f2COamJjI3r17eeihh+rVvh9++IHy8vIaz/3UU09hY2NT7dyVSkpK+PrrrwEwMzOr13mFEELc2iTUCnGLiY2NRVEUgoODa93m3LlzALRv377G9cHBwcZtrvToo4+ycuVKAFavXs3w4cNp1apVjceYPHkyNjY2xsfPP/9sPLe9vT0eHh7V9jEzMyMgIKDaufv164eNjQ3W1tYsXLiQ7t27M2TIkFqvTwghxD+PprkbIIRoWsrfxsI21bYADz74IK+88gpxcXGsXr2axYsX17rtxx9/zJ133mn8uaYQW1dr164lODiYyMhI5syZw+rVqzE1NW3w8YQQQtx6JNQKcYsJDAxEpVJx9uzZWrcJCgoC4MyZM/Tr16/a+jNnztChQ4dqy52dnRk5ciSPPfYYpaWl3HPPPRQUFNR4Dnd3d9q2bVvjufPy8khJScHT07PKOq1Wy/nz5wkNDa2y3MfHh8DAQAIDA9HpdIwZM4bIyEjMzc1rvUYhhBD/LDL8QIhbjJOTE8OGDWPJkiUUFRVVW5+bm8tdd92Fk5MTixYtqrZ+06ZNxMTEMHny5BqP/+ijj7Jnzx4efvhhTExM6t2+sWPHYmpqWuO5ly9fTlFRUa3nBhg3bhwajYalS5fW+9xCCCFuXRJqhbgFLVmyBL1eT69evfjxxx+JiYnhzJkzLF68mL59+2Jtbc0XX3zBxo0befLJJzl16hQJCQmsWLGCqVOnMm7cOCZMmFDjse+++24yMjKYO3dug9rm6+vLBx98wCeffMJrr73G2bNnOX/+PB999BFz5szhxRdfpHfv3rXur1KpeO6555g/fz7FxcUNaoMQQohbj4RaIW5BAQEBHD9+nNDQUF588UU6derE0KFD2bVrF8uWLQMqejzDwsJITExk4MCBtGvXjo8//pjXXnuN77//HpVKVeOxVSoVLi4ujZp9YPbs2WzYsIF9+/bRo0cPOnXqxLfffsuyZctYuHDhNfd/5JFHKC8v5/PPP29wG4QQQtxaVEp97xQRQgghhBDiJiM9tUIIIYQQosWTUCuEEEIIIVo8CbVCCCGEEKLFk1ArhBBCCCFaPAm1QgghhBCixZNQK4QQQgghWjwJtUIIIYQQosWTUCuEEEIIIVo8CbVCCCGEEKLFk1ArhBBCCCFaPAm1QgghhBCixft/TSONGKlATrcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from dexipy.charts import plotalt_radar\n",
    "plotalt_radar(dxi, shift = 0.02, fill = 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "a3255dcd-aa7b-441a-a841-056fe8fe7fb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotalt_radar(dxi, [\"CAR\", \"TECH.CHAR.\", \"PRICE\"], figsize = (3, 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "d1e46813-23fb-4629-bdb5-81045e1adab9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotalt_radar(dxi, None, [eval_alts1], fill = 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "afa5b85b-12f0-4c63-88e3-2d6b5e3c19c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotalt_radar(dxi, None, [eval_alts1, eval_altdp], aggregate = \"mean\", inner = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "1337ed96-cfb0-415e-9c38-fe5ea92cc7be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotalt_radar(dxi, list(reversed(dxi.basic_ids)), [eval_alts1, eval_altdp], aggregate = \"mean\", \n",
    "              inner = 0, figsize = (6,3), legend_pos = (1.3, 0.5), legend_loc = \"center left\")\n",
    "plotalt_radar(dxi, dxi.aggregate, [eval_alts1, eval_altdp], aggregate = \"mean\", inner = 0, figsize = (3, 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e371074c-1bc2-471b-91e3-86d7a7bfc8e9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}