{
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   "cell_type": "markdown",
   "id": "fdcf04c6",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Insertion Sort and Merge Sort\n",
    "\n",
    "**CS 66: Introduction to Computer Science II**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa72fac7",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
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   "source": [
    "## References for this lecture\n",
    "\n",
    "Problem Solving with Algorithms and Data Structures using Python\n",
    "\n",
    "Sections 6.6 - 6.12: [https://runestone.academy/ns/books/published/pythonds/SortSearch/toctree.html](https://runestone.academy/ns/books/published/pythonds/SortSearch/toctree.html)\n",
    "\n",
    "The book covers 6 sorting algorithms: Bubble Sort, Selection Sort, Insertion Sort, Shell Sort, Merge Sort, and Quick Sort.\n",
    "\n",
    "We did Bubble Sort last time. Now we'll do Insertion and Merge.\n",
    "\n",
    "### In class: we will go through examples on the white board. \n",
    "\n",
    "Static images are copied from the book for those who are not in class - though I recommend reading those sections and walking through the algorithms on paper yourself."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b67bc65",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
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   "source": [
    "## Insertion Sort\n",
    "\n",
    "Idea: Think of the list as having two parts\n",
    "* Front part: sorted part\n",
    "* Back part: unsorted part\n",
    "\n",
    "Algorithm\n",
    "\n",
    "* For `current_index` in the range of 1 to $n-1$\n",
    "    * Insert the item from `current_index` into where it goes within the sorted part of the list (which goes from index 0 to `current_index-1`)\n"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "9cac9dd7",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "<div>\n",
    "<img src=\"attachment:insertionsort.png\" />\n",
    "</div>"
   ]
  },
  {
   "attachments": {
    "insertionpass.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "f04e915e",
   "metadata": {},
   "source": [
    "\n",
    "<div>\n",
    "<img src=\"attachment:insertionpass.png\" />\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "58489bba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[17, 20, 26, 31, 44, 54, 55, 77, 93]\n"
     ]
    }
   ],
   "source": [
    "def insertionSort(alist):\n",
    "    for index in range(1,len(alist)):\n",
    "\n",
    "        currentvalue = alist[index]\n",
    "        position = index\n",
    "\n",
    "        while position>0 and alist[position-1]>currentvalue:\n",
    "            alist[position]=alist[position-1]\n",
    "            position = position-1\n",
    "\n",
    "        alist[position]=currentvalue\n",
    "\n",
    "alist = [54,26,93,17,77,31,44,55,20]\n",
    "insertionSort(alist)\n",
    "print(alist)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "170cf147",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## An Experiment comparing Insertion and Bubble Sort\n",
    "\n",
    "\n",
    "The following code\n",
    "\n",
    "1. Creates a list of 10,000 integers, each integer is between 1 and 1,000,000\n",
    "2. Make two copies of the list to be sorted by two different algorithms\n",
    "3. Time how long it takes to execute Bubble Sort on a copy of the list\n",
    "4. Time how long it takes to execute Selection Sort on a copy of the list\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7bb3128b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bubble sort: 7.338683843612671 seconds\n",
      "Selection sort: 3.95986008644104 seconds\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "import random\n",
    "\n",
    "N = 10000\n",
    "random_list = [random.randint(1,1000000) for i in range(N)]\n",
    "random_list_copy1 = random_list[:]\n",
    "random_list_copy2 = random_list[:]\n",
    "\n",
    "start = time.time()\n",
    "bubbleSort(random_list_copy1)\n",
    "end = time.time()\n",
    "print(\"Bubble sort:\",(end-start),\"seconds\")\n",
    "\n",
    "\n",
    "start = time.time()\n",
    "insertionSort(random_list_copy2)\n",
    "end = time.time()\n",
    "print(\"Selection sort:\",(end-start),\"seconds\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e6ea33b",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "## Group Activity Problem 1\n",
    "\n",
    "Have each person in your group repeat this experiment and compare your results.\n",
    "\n",
    "What happens on a list of size 50,000?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c05f213",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "## Group Activity Problem 2\n",
    "\n",
    "What is the Big O of Insertion Sort?\n",
    "\n",
    "How does it compare experimentally?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da345449",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Merge Sort\n",
    "\n",
    "Idea: Split the list in half. Sort both halves (recursively!) and then merege the two sorted halves together.\n",
    "\n"
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "id": "3721251d",
   "metadata": {},
   "source": [
    "\n",
    "<div>\n",
    "<img src=\"attachment:mergesortA.png\" />\n",
    "</div>"
   ]
  },
  {
   "attachments": {
    "mergesortB.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "8fa6aa67",
   "metadata": {},
   "source": [
    "\n",
    "<div>\n",
    "<img src=\"attachment:mergesortB.png\" />\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15fc821a",
   "metadata": {},
   "source": [
    "## Merge Sort Computational Complexity\n",
    "\n",
    "__Merge Step:__ Merging together two sorted lists take $O(n)$ time - you keep track of an index into each smaller list and one into the new list you're copying them into. At each step, you just copy the next item from one of the smaller lists.\n",
    "\n",
    "__How many times do you have to do that?__\n",
    "\n",
    "* At the \"bottom\" level of recursion, you have $n/2$ lists each with $\\leq 2$ items, so on the order of 2 steps done $n/2$ times which is $O(n)$\n",
    "* At the next level, you have $n/4$ lists, each with $\\leq 4$ items, so on the order of 4 steps done $(n/4)$ times, again $O(n)$.\n",
    "* ... and so on\n",
    "\n",
    "There are $\\log_2(n)$ levels in the recursion since we split it in half each time (like binary search), so the entire algorithm takes $O(n \\log(n))$\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d994031f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Splitting  [54, 26, 93, 17, 77, 31, 44, 55, 20]\n",
      "Splitting  [54, 26, 93, 17]\n",
      "Splitting  [54, 26]\n",
      "Splitting  [54]\n",
      "Merging  [54]\n",
      "Splitting  [26]\n",
      "Merging  [26]\n",
      "Merging  [26, 54]\n",
      "Splitting  [93, 17]\n",
      "Splitting  [93]\n",
      "Merging  [93]\n",
      "Splitting  [17]\n",
      "Merging  [17]\n",
      "Merging  [17, 93]\n",
      "Merging  [17, 26, 54, 93]\n",
      "Splitting  [77, 31, 44, 55, 20]\n",
      "Splitting  [77, 31]\n",
      "Splitting  [77]\n",
      "Merging  [77]\n",
      "Splitting  [31]\n",
      "Merging  [31]\n",
      "Merging  [31, 77]\n",
      "Splitting  [44, 55, 20]\n",
      "Splitting  [44]\n",
      "Merging  [44]\n",
      "Splitting  [55, 20]\n",
      "Splitting  [55]\n",
      "Merging  [55]\n",
      "Splitting  [20]\n",
      "Merging  [20]\n",
      "Merging  [20, 55]\n",
      "Merging  [20, 44, 55]\n",
      "Merging  [20, 31, 44, 55, 77]\n",
      "Merging  [17, 20, 26, 31, 44, 54, 55, 77, 93]\n",
      "[17, 20, 26, 31, 44, 54, 55, 77, 93]\n"
     ]
    }
   ],
   "source": [
    "def mergeSort(alist):\n",
    "    print(\"Splitting \",alist)\n",
    "    if len(alist)>1:\n",
    "        mid = len(alist)//2\n",
    "        lefthalf = alist[:mid]\n",
    "        righthalf = alist[mid:]\n",
    "\n",
    "        mergeSort(lefthalf)\n",
    "        mergeSort(righthalf)\n",
    "\n",
    "        i=0\n",
    "        j=0\n",
    "        k=0\n",
    "        while i < len(lefthalf) and j < len(righthalf):\n",
    "            if lefthalf[i] <= righthalf[j]:\n",
    "                alist[k]=lefthalf[i]\n",
    "                i=i+1\n",
    "            else:\n",
    "                alist[k]=righthalf[j]\n",
    "                j=j+1\n",
    "            k=k+1\n",
    "\n",
    "        while i < len(lefthalf):\n",
    "            alist[k]=lefthalf[i]\n",
    "            i=i+1\n",
    "            k=k+1\n",
    "\n",
    "        while j < len(righthalf):\n",
    "            alist[k]=righthalf[j]\n",
    "            j=j+1\n",
    "            k=k+1\n",
    "    print(\"Merging \",alist)\n",
    "    \n",
    "alist = [54,26,93,17,77,31,44,55,20]\n",
    "mergeSort(alist)\n",
    "print(alist)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76e94d31",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## What about Python's `sort` method?\n",
    "\n",
    "Python's sort method is a hybrid of Merge Sort and Insertion Sort called Timsort. You can read more here: https://en.wikipedia.org/wiki/Timsort"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c1fbdcbd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[17, 20, 26, 31, 44, 54, 55, 77, 93]\n"
     ]
    }
   ],
   "source": [
    "alist = [54,26,93,17,77,31,44,55,20]\n",
    "alist.sort() #built-in sort uses Timsort algorithm\n",
    "print(alist)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8860db1",
   "metadata": {},
   "source": [
    "## Group Activity Problem 3\n",
    "\n",
    "\n",
    "Comment out the print statements and add `mergeSort` to your timing experiment. How does it compare? Then, add in the built-in Timsort - which is the best?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c51eaf31",
   "metadata": {},
   "source": [
    "## Group Activity Problem 4\n",
    "\n",
    "When sorting, we usually don't just have a big list of numbers - often we have objects that need to be sorted by a variety of criteria. Re-write the `mergeSort` function so that we could sort our movie data by the World Sales field, and sort it from largest to smallest. \n",
    "\n",
    "Here's an example of what the results should look like if you did it right (printing only the first 10 items in the sorted list). This code shows you how you can use the the built-in `sort` method with data like this (you give it a function that returns the value of the thing you want to sort by), but you will actually change some of the code inside the `mergeSort` function to make that one work."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "caa824ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'Distributor': 'Twentieth Century Fox',\n",
      "  'Domestic Sales': 760507625,\n",
      "  'Genre': \"['Action', 'Adventure', 'Fantasy', 'Sci-Fi']\",\n",
      "  'International Sales': 2086738578,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'December 16, 2009',\n",
      "  'Runtime': '2 hr 42 min',\n",
      "  'Summary': 'A paraplegic Marine dispatched to the moon Pandora on a unique '\n",
      "             'mission becomes torn between following his orders and protecting '\n",
      "             'the world he feels is his home.',\n",
      "  'Title': 'Avatar (2009)',\n",
      "  'World Sales': 2847246203},\n",
      " {'Distributor': 'Walt Disney Studios Motion Pictures',\n",
      "  'Domestic Sales': 858373000,\n",
      "  'Genre': \"['Action', 'Adventure', 'Drama', 'Sci-Fi']\",\n",
      "  'International Sales': 1939128328,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'April 24, 2019',\n",
      "  'Runtime': '3 hr 1 min',\n",
      "  'Summary': 'After the devastating events of Avengers: Infinity War, the '\n",
      "             'universe is in ruins. With the help of remaining allies, the '\n",
      "             \"Avengers assemble once more in order to reverse Thanos' actions \"\n",
      "             'and restore balance to the universe.',\n",
      "  'Title': 'Avengers: Endgame (2019)',\n",
      "  'World Sales': 2797501328},\n",
      " {'Distributor': 'Paramount Pictures',\n",
      "  'Domestic Sales': 659363944,\n",
      "  'Genre': \"['Drama', 'Romance']\",\n",
      "  'International Sales': 1542283320,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'December 19, 1997',\n",
      "  'Runtime': '3 hr 14 min',\n",
      "  'Summary': 'A seventeen-year-old aristocrat falls in love with a kind but '\n",
      "             'poor artist aboard the luxurious, ill-fated R.M.S. Titanic.',\n",
      "  'Title': 'Titanic (1997)',\n",
      "  'World Sales': 2201647264},\n",
      " {'Distributor': 'Walt Disney Studios Motion Pictures',\n",
      "  'Domestic Sales': 936662225,\n",
      "  'Genre': \"['Action', 'Adventure', 'Sci-Fi']\",\n",
      "  'International Sales': 1132859475,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'December 16, 2015',\n",
      "  'Runtime': '2 hr 18 min',\n",
      "  'Summary': 'As a new threat to the galaxy rises, Rey, a desert scavenger, '\n",
      "             'and Finn, an ex-stormtrooper, must join Han Solo and Chewbacca '\n",
      "             'to search for the one hope of restoring peace.',\n",
      "  'Title': 'Star Wars: Episode VII - The Force Awakens (2015)',\n",
      "  'World Sales': 2069521700},\n",
      " {'Distributor': 'Walt Disney Studios Motion Pictures',\n",
      "  'Domestic Sales': 678815482,\n",
      "  'Genre': \"['Action', 'Adventure', 'Sci-Fi']\",\n",
      "  'International Sales': 1369544272,\n",
      "  'MPAA Rating': None,\n",
      "  'Release Date': None,\n",
      "  'Runtime': '2 hr 29 min',\n",
      "  'Summary': 'The Avengers and their allies must be willing to sacrifice all '\n",
      "             'in an attempt to defeat the powerful Thanos before his blitz of '\n",
      "             'devastation and ruin puts an end to the universe.',\n",
      "  'Title': 'Avengers: Infinity War (2018)',\n",
      "  'World Sales': 2048359754},\n",
      " {'Distributor': 'Universal Pictures',\n",
      "  'Domestic Sales': 652385625,\n",
      "  'Genre': \"['Action', 'Adventure', 'Sci-Fi']\",\n",
      "  'International Sales': 1018130819,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'June 10, 2015',\n",
      "  'Runtime': '2 hr 4 min',\n",
      "  'Summary': 'A new theme park, built on the original site of Jurassic Park, '\n",
      "             'creates a genetically modified hybrid dinosaur, the Indominus '\n",
      "             'Rex, which escapes containment and goes on a killing spree.',\n",
      "  'Title': 'Jurassic World (2015)',\n",
      "  'World Sales': 1670516444},\n",
      " {'Distributor': 'Walt Disney Studios Motion Pictures',\n",
      "  'Domestic Sales': 543638043,\n",
      "  'Genre': \"['Adventure', 'Animation', 'Drama', 'Family', 'Musical']\",\n",
      "  'International Sales': 1119261396,\n",
      "  'MPAA Rating': 'PG',\n",
      "  'Release Date': 'July 11, 2019',\n",
      "  'Runtime': '1 hr 58 min',\n",
      "  'Summary': 'After the murder of his father, a young lion prince flees his '\n",
      "             'kingdom only to learn the true meaning of responsibility and '\n",
      "             'bravery.',\n",
      "  'Title': 'The Lion King (2019)',\n",
      "  'World Sales': 1662899439},\n",
      " {'Distributor': 'Sony Pictures Entertainment (SPE)',\n",
      "  'Domestic Sales': 675813257,\n",
      "  'Genre': \"['Action', 'Adventure', 'Fantasy', 'Sci-Fi']\",\n",
      "  'International Sales': 868642706,\n",
      "  'MPAA Rating': None,\n",
      "  'Release Date': None,\n",
      "  'Runtime': '2 hr 28 min',\n",
      "  'Summary': \"With Spider-Man's identity now revealed, Peter asks Doctor \"\n",
      "             'Strange for help. When a spell goes wrong, dangerous foes from '\n",
      "             'other worlds start to appear, forcing Peter to discover what it '\n",
      "             'truly means to be Spider-Man.',\n",
      "  'Title': 'Spider-Man: No Way Home (2021)',\n",
      "  'World Sales': 1544455963},\n",
      " {'Distributor': 'Walt Disney Studios Motion Pictures',\n",
      "  'Domestic Sales': 623357910,\n",
      "  'Genre': \"['Action', 'Adventure', 'Sci-Fi']\",\n",
      "  'International Sales': 895457605,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'April 25, 2012',\n",
      "  'Runtime': '2 hr 23 min',\n",
      "  'Summary': \"Earth's mightiest heroes must come together and learn to fight \"\n",
      "             'as a team if they are going to stop the mischievous Loki and his '\n",
      "             'alien army from enslaving humanity.',\n",
      "  'Title': 'The Avengers (2012)',\n",
      "  'World Sales': 1518815515},\n",
      " {'Distributor': 'Universal Pictures',\n",
      "  'Domestic Sales': 353007020,\n",
      "  'Genre': \"['Action', 'Thriller']\",\n",
      "  'International Sales': 1162334379,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'April 1, 2015',\n",
      "  'Runtime': '2 hr 17 min',\n",
      "  'Summary': 'Deckard Shaw seeks revenge against Dominic Toretto and his '\n",
      "             'family for his comatose brother.',\n",
      "  'Title': 'Furious 7 (2015)',\n",
      "  'World Sales': 1515341399}]\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "from pprint import pprint #for displaying the data in an easier-to-read way\n",
    "\n",
    "def get_world_sales(x):\n",
    "    return x[\"World Sales\"]\n",
    "\n",
    "with open(\"HighestGrossingMovies.json\") as moviefile:\n",
    "    movies = json.load(moviefile)\n",
    "    \n",
    "    \n",
    "movies.sort(key=get_world_sales,reverse=True)\n",
    "pprint(movies[:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be1fcc17",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Next Topic: Trees\n",
    "\n",
    "A __tree__ data structure is a collection of nodes that express a hierarchical relationship.\n",
    "\n",
    "You can think of it like a linked list, but each node may be linked to more than one other node."
   ]
  },
  {
   "attachments": {
    "biology.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "8b03f703",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Example: A tree representing an animal taxonomy\n",
    "\n",
    "\n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:biology.png\" width=\"500\"/>\n",
    "</div>\n",
    "</center>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5aae55a7",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "## Vocabulary\n",
    "\n",
    "__Node:__ the circles - may contain a key and other information\n",
    "\n",
    "__Edge:__ arrow representing relationship between two nodes\n",
    "\n",
    "__Parent/Child:__ the edge goes out from the parent node and into the child node. (Mammal is the parent of Carnivora, Carnivora is the child of Mammal)\n",
    "\n",
    "__Root:__ node with no parent (Animalia)\n",
    "\n",
    "__Leaf:__ nodee with no children (Human, Chimpanzee, etc.)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "dd9b827d",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Example: A tree representing the folder structure on a computer\n",
    "\n",
    "\n",
    "\n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:directory.png\" width=\"700\"/>\n",
    "</div>\n",
    "</center>\n"
   ]
  },
  {
   "attachments": {
    "nlParse.png": {
     "image/png": 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6k6SrDuSBFxcXGB8fJ0nClTHGD4D+Hjg5SWrnDAarFeAamw8Cq9x6G3Xt4NaRzqO7svnJu61b/b0IBJvPAV/l1rvkIfii0fN16/PsPlf2+1FARGV0vFXfRoTENddczaZN7Sqw3eZfgaUfGcz2YnFoiOyNS0UyUmhJHGP7n2M8kJ9QTs6RSS4yhwxhMyNxEeiMQiH5Sr0+xvLy3ndlHEV0FWw7hJDurnsWQkJ2U1YfGNrM93pzu2tzPQr8DUlX/mgZm3b71mIi3XSzvyPCKMqNGI3EDZKmJJar1bEPz8/vYmFh5UfO04abnVG3qWAhwHCY7pAKU+BTB4O01Gw2+7Ozszeda/PmTdhcJFEAf1fSBftamufmsTUYmQ3vCQTwhfvjN8vJycnIfTKHiOFwSJIwsP0Z4OH9/nBLpVLa6+NMTk6OKgfoUSGE3wGOnZxsJO12iyQJxOhtEs8BXyH5giys2J8FUuClaRonjjpqM51OM7TbrePb7fb99ub8kixpANrS7/eLrVajZntiMJidBn8EeObKyuLDYyyo1WrTbreq7XbrQe12e/Oevb8G0pY58H+CHpokyZNDUKHV6qjVatVDCI+KMR4j+YvgOeA3Y4zNO91pG5s2NdVut45pt1sPbLdbe+X06vdTer1eAJ5s+wdp2r0uhH1Lls3JybmZfCdziJifn6fdbgF8UeIFkp4C4R86nUmmpva8EGOSJEjCZlLi14FfKBaTLwOXS9SBxwJ3snllklSvS9MV0rR0UZIM3yLxxhDCKb3e8CwpNIEHgD8O+h6j8Ddue4cRgNFK30PQBcDTisXiXwPtEPhiodB6l817wKdI+ttyufBF8JSkU21vBb8ItHN0rNsTgNBoNJiZuRJb/yT5VEl/Bnqq5BnQScBxtl8M+obNmyX+EMK/LS/3vgMak/QA219ZWlr59p5e04mJCUqlIrbvafMg268sFOretSsvLpqTs7/keTKHkFqtihS6ZFFcv2LHr0rJ7MrKnudzlEolkqRAjPEK4OugROJewMOAE4CLbX7f9mfs1NPTs4yNFbDTCyH5LtCWuIutHvi/gQ+BukAisQh8RdJUtvGRICTAWSGE87PdWMG2r5Y0QeY7Odf2J0PQdJpqWfKXJOaAEyVtsbkYeCdwASgCQWIZ+KqknVkMgIAkAc4uFAo/7HbniTFZGR3rxlFOTtv2pcBfZiYyUrt/CRS+CTQk7gJKgY8BHywWi8t7midTq1WxXQ0hvBG4ut8fvC9N09jv547/nJz9JS/1f4hpNpsA9RD0TolV26+StDI1tff9ZJrNJjYhBI1L1CQGNguS+1NTP57xXqmUKBQSlUrlYpp6KCnubYHORqPJ3NwszWaraNvFYmG4a9euWz3n2GO3srS0UoCgmZnZgbTv02zbtg69Xj+xQ9LtDgaS3e3e7OuRRKVSVLVaLaYpQynEubk9z/ZvNJqceuqJXHzxlb8M+hXgBcAleYuEnJwDQy4yh5h6fYxarUyMPkXS39l8zI7vkJTmjcsOLa1Wk1FpmjNAbwW/NYTw37t2Ta310HJyNgy5uewQMxj0KZdLVCrV6eFweK2k3wIGMQ7PrdVq7nb3PK8jZ9/JBEbE6PtJ+lPJH07T9P02cXU1/wxycg4UucisAaurPYrFIjMzs1dWq9Vdkl4hhWjrh/V6Neatfw8u4+OTnHLKVmZmlh8E/BnwhRj9F1K4KVQ6JyfnwJCLzBrR7a7Sak3Q7y9ekiTl7ZJeFoLaEufUatX+3gQD5Ow5nU6LYjEkMzPLTwb9AfDJGOPbJK3mApOTc+DJRWYN6XZ71OsTPPaxz73kiivOvUjiV4AHxsj5W7e2ZqFAbro5MLTbDarVOrYnJb1U4sWg98TI30nq7UtrgJycnJ9M7vg/DGi3G9hFpOFJkl4LOhH8DptPAb08IGD/6HRaSDHEGO4p8WrQJtt/BPErQJyenlvrIebkbFhykTmMGCVr1rOMfT0POHtUOfkikPclzPlIJiu/A8DmEPhF0DPBX7N5h+RrbyvMOycn58CSi8xhRrs9BnQFk6cBvw7cA/gf4N9iDNeFYOc5HHdMu90mK6cTJoHHA88ny/r8mxD4nM0gF+ycnENDLjKHKZ1OC5sK8MisgyQdm/+B+GHgWlDMzWi3plIZZ3XVtFrFpqRHg54DNMAfsvlvO52and3zEj45OTn7Ty4yhzHNZotSKWEwSCeytsP8AniTrS8AH4F4UYzqzc4e2WKTVT5wEkI4WtLjwU+VVLH5OPBfULgeUk9P50mWOTmHmlxk1gGTkw2OPXaM7duXJyQ9xOaZku6a1QXzJ21/LU29s1AIR0zVgMnJJoAKBU1I3MfmicCDJM2CP2bzycEg3SHJ8/Nzaz3cnJwjllxk1hmdTosYY1kKdwOeBDxUUtn2WcCXbL5nMxWChhvNd9NqNZAItiYk3U3ikaAHAxO2zwY+bvMdSBdmZnKzWE7O4UAuMuuUsbEJhsOoer3UBu4r6bE295Io2r4A9G3w92xfA+lyjMU4N7e+RGdiogGgYlEVm82S7i3xQNB9gDr40sx06K9JXAekuUM/J+fwIheZDcDk5CSgUCiEDnB34OES9wBtBaZtXwScB5wPXA1eGg7pSXhvKhYfTFqtScbH51lYaBYl1ULwVtDdbN1T8t2AO9laAF8s8TXgezGmN9il/uzsrv09fU5OzkEiF5kNRqfTIIQhaVocl8LR4HvZOl3ySbY2S06Bq4ErbV2d/exrgFmgB2kvhKUhFNi1q3dAxzYx0WB6+gNs3vz8JARKEuUYPSbpGInjbE4EnQDcSWICmAautf0D4PujMc9KxI1mCszJ2ajkIrPBqVSq2NbYWLVuqyNxHPAESS8EfgisjrpsdoEp8JTNDDAlMQOaA+bBS7aXbLqS+mRdzSzJNkjWKPExgEtARVLd1hh4QqIBagIdoAW0gU3gSVurEjO2p4B7AtcCbwR2pKnnQ1CcmcnNYDk565FcZI4gOp0WQBv0F+AVmzeNulU2wNuAY0HbJLZmv6MGVIEyuAwqcXPL7hScggyYrK1yIKuHF2ynEn1QH1gFutnDC8BO0A7b1wHXke2iFqanZxbb7dYjJP2R7VdLfC33seTkrG9ykTlCyErWeEwKbwGOtfkN4IYfNTtlnS830WrtTKRQAZUll2yKoCK4CJSAMpmg7C6yGsl2N32gR5ZhPxh16+zb7sWYrhYKCwMQU1P+sTE2Gg1sh0IheR3wQPALgJ3T04eH3ygnJ2fvyUXmCKDZbAAUQwivlvRo2y+RdPHU1OHn12i1mgAdKbwHfG6/P3hzCGE4P5+HJOfkrEfCWg8g5+DSbLZIUymE5LmgJ9l+PYSLM5/64YcNSRKmJP+xpDNLpeITisXC/h84JydnTchFZgPT6TSRSpRKerzEi8B/Wi4XvxVjytRhWmFldnYWe4XFxelvA++X9MoY40mdTnuth5aTk7MP5OayDcrExAS1WpnBIL2vpHeA/3kwGL47SZK4Hhp0tVo3tT34SyDY/BawlEeZ5eSsL/LOmBuQZrNFoRBIUx8fgt4OfD1N/VchhOF6EBiAer0IhAFwPuh5ErXV1cXv1Gp1er3+Wg8vJydnD8lFZgNSr1cAWpLeCswBb5TC8nraBays9CiXy5RKxdkY4w2SXlYslq9KknDFykp3rYeXk5Ozh+Qis8FotVrYqkr6XeAY4NWgXesxQ351dZVyuUKaclUIVCW90NY36vXaTC40OTnrg1xkNhCdThOIQQovlvR426+SdOl6Lv/f7Xap1ysGnyfpdEln2v5CrVZb7XZzocnJOdzJo8s2CK1Wk1KpDCRPlvRLNm8pFgvn9nqDtR7afhPCAClZtvlDspI0L7PT4iinJicn5zAm38lsAMbHJ6hUSvT7g/uFoD+0eU+M+i/bbISGXSsrfarVMiEkC7Yvk/QboOVGo/BDqLC6mu9ocnIOV3KRWeeMjU1QqRSI0ceFEN4O+hronRLpevTD3B7d7iqFQolqtXh9msZF0G/1evFCSdfmZrOcnMOXXGTWOePjNcANSX8CWgK/UWJlPfthbo9eLwsEsLlYogP8MvjrY2P12TwQICfn8CQXmXVMs9kgRpdCSH5b0l0zRz83buTKxd1ul1qtFkE/kPRAicfYfDEPBMjJOTzJHf/rlGazwezsHIVC8mzgTNu/B1y9kQVmNzFGwIsx+s222sArgVJeeiYn5/Aj38msQ9rtFiEEqtXaGRKvA/352Fj5s93ugNXV1bUe3kFndXWVSqVKkuxux6yXgtOVlfkfTExM0O0e2I6eOTk5+04uMuuMdrtD1rqFuwB/BnxsOBy8r98fem7uyCmHv7rapVKpUigk22P0LkmvKBbLVxWLhSuWl03WziYnJ2etyUVmnVGvV5C0u2TM9Xb8oyRJejMzc2s9tENOt5sJTYy+VKIC+rUY+W69XtyZBwLk5Bwe5CKzjrjZ0R9eAxxv89uSpo/kzpGZ0JRs+9wk0V0lPcOOX67Vqkvd7sY3HebkHO7kjv91Qrvd4qSTKhQK4edtP8r2GyWu34ihyntLrxdJkqQbI39suw/6XQj1djsPBMjJWWvyncw6oNFoUCwmzMwMHyLp9cDbkoTP2yIP24XhsD/yz7Bic66kXwa3hsPht2u1SlxdzQMBcnLWilxkDnPa7U2EALaPB/05+NPQe6+teCSbyX6U3YEAkqbBVwAvCyEsJEn5vHq9TO6jyclZG3KROcyp1UqAJ0B/CFqy/QdSsZsLzI/T7XZJ08jjHvewa6666vplSS+z04tB1+Qik5OzNuQicxjTbrewSaTwW6DTbb9aCjdupJpkB5o0Tdm5cxbgIommpF+1+ebYWG06F5qcnENPLjKHKe12C0mAnizpReA3hKBzcoH5yWSlZ6oROEfSvYEn2/5SrVZbyX1YOTmHljy67DBkcrKBJGyfBrwa/J6lpd5XYvRaD23dkKbGZilG/wG4ALwOXMsjznJyDi35TuYwZGysCrgNequki2Pk7aVSYTgzk4cr7ymrq6vU6xUgLAE/BF4IjKVp/G6tVnWeQ5OTc2jIReYwo9VqYLsYQni1xJ1sXhMCc3k+zN6zsrJKpVIhScIum2skvVzSDBQuGBur5BFnOTmHgFxkDiPa7RZJYiD5WUm/aPNa4OJcYPad1dVVkqTI3NzildVqZVXSb0G8QNJ1ucjk5Bx8cpE5TGg0JikUEmzdU9If2Pzd2Fjpk6urad5eeD/p93u02y2AC8GbgF+2/Y1qtT6bBwLk5BxccpE5TKjXx7DdAb0V+GGM8Z39fprOzub5MAeCrMZZOdr+gaT7SeEJ4C/VarVuLjQ5OQePPLrsMKDVapKmwwLw6+CK7bdJ6s3M5AJzIEmSFClZBN4MjEn6HaCSR5zl5Bw88p3MGpM1IAMpPFXS80GvD0EX5X6YA8/KSp9qtYIUFsHnS3qRRLHbXTmrVqu61+uv9RBzcjYc+U5mDcnyYcDWXSW9HPyen/u5u38rz4c5eMzMzGJHQtC5tt8Cfn61Wn1itVqhWh1f6+Hl5Gw48p3MGlKvV7GZCCH8Efg60NvOP3/nMN/FHFy63VUKhRL9/uoVxWJRwK/HGM8uFAo7cv9MTs6BJReZQ0Cz2aBarYxXKpVytVrtr66u0mo1WFnpqlQqvVjS/WxeA0zlAnNo6PV6jI2NY+s8iROk8HPgr9Tr1cWVlS6Tk02q1UqoVivNSqU6rFSqcXU1T+DMydlbcnPZQabZbJIkCSGEJyVJeF8IeuD4+JhCCNTr9YcBv2D7rZBcJeUCcyiZnZ1FopddfxYk/a7NWKvVQnI1ScLPh5C8L0l05yTRWg83J2ddku9kDjL1eg2bYgj6TUnPkfSYJEkA5iT9PvC5brf3Qcmenc2bax1qKpUqSRJWs2ZnPA9ogKdDSH5f0mslTgO+E4LOzZM3c3L2nnx5dpBptVoAx4SgTwOnjn7dBa6wfYntF0nalZvJ1o52u4mUYMfHAW+RNAaczM07/fd2u70XpukwN5nl5OwlubnsIFKvjxOCCEH3Bo67xZ+qwGmSTpf0HNvNTqe11sM9IpmcbLK42CfG9C6gp0k6Bbgrt/5u3L9cLh1Vq9XWerg5OeuO3Fx2EJmYqNPrrapQKP4K8MjbeEpD0iMl3d3m6kIhuaFWqzrvSX/waTabo5wZapVK8ZkhhL+SeCJQvo2njwNfCkGX5SaznJy9I9/JHFREqVRuAA+7gyeVgScBLy4UChMh5B/JoaJQSAghnCzp1cC9uH3zcQ10Rr1e3ouj5+TkQC4yBx1Jp5LZ92+Pnbb/FHj9CSdsm8uzzg8Ns7Oz2CnS8Ie2/x/4v4E7crg8ZGGh22g2m2s99JycdUVuLjtINJsNKpUyaZo+S9LP3MZTUuBrtl8ZI++VNHfFFdcwGAzWeuhHDCsrq9RqFceoG8CfAe0c+WR+TEkk6pI+G0LeIiAnZ2/IReYgUa/XSNO0KulVwCk/8uedtt8J/E6pVDh7166pmGearw0rK71RF83yKgy+B8nXJNqgE4HCLZ5aAy5IEn1reXllrYedk7NuyEXmIFGrVQFOlvRKYHL06yHZ7uUVMfq9UpjfuXNqrYeaQyY29XrNMWr77e1qJHrDYfxotVod5qHMOTl7Ri4yB4FWq0mSBIAngp5D5vu6xe6l+IN893L4cVu7GqAt3bSrKUt8UtJU/tnl5OwZueP/ICCJNE2LoIeT3Zy+Yvu5MfqNoBu2b79xrYeYcwdMTc0zHBYixLNijC+w/WrgCuBY4L4h5DnMOTl7yob/thSLZWI0tVo1JEkSkoQwet+jhyQZ+6br4dE/zn7Gti3ZdhqHw0FcWPg3w4uB2xaLUZb/sSHoA7a/DbyjXC7ecMMNubisNyYnJ0nTNJTLxfuAXg/sGAyGvxFjTJeWlm73dZs2bWFubl7VajkkSRJCQGCBAoxmXTbpBFgSHv3CdgQZ5OEwjf1+P5544mm+4ILvrvXlyMnZa9ahyCS89rW/xbve9d5QLKogqWhTtmmEQNPWpEQDGLc9DhoH10BVoCpRBkpAESjaJBICB1uSHEERiGQ+lAF4APTIysGsjv5dBC3aXpRYsJkDzdlxRtKSzZ0ktth8XdJgenp6rS9czj5SKlWYmKgyHMbJJAkPjJHvhqCeTVmiCTRBTckN0LjtiduZd0WyuVcAAli2wi3mnMnmXN9mkBXvpAt0JVaARWABvAjM2cxKzNqeBfVsD4fDwWB8vObrr9+51pctJwc4jEWm3W6QrfwKJYkqeDNwNOgom63AVonNQBtojF7WGz36ZF/UnsSSzeLoS7oCXrFvfg6QZl9wR8ASwVYAgkQJKNmUgCq4JlGzGQPGJVWAErgMKsFNN5IVYIrMD7NT0g7wDpvrgRuARZt+txuGxaJZWMgF6HBhcrKNBEniItnn2QSOAY6WtA28DdgG6tg0JQPaPe92z6tVss94EViWWLHdldQD+rYHoFRytLHEbrFJQEXbJTL/TxVUA+pkVQfGgQp4NNdUBsq2kZixNQW+EdgucQNwfYy+DpgF9ebmlgeSSdM8Fyvn0LHmIlOrTbCyskCj0UySRFWbzSFwUhZC6hNAxwFHka38VkBLwBywPbtpewdwo8RctupTF2I3Rq92u71+uVzy/Pz8AR1zuVyh1xvSbNaKSVIo267sXrGS3Qg2gbZIHGX7aEkdYMymPhKuGeBq4CqyQpmXx+hrpbBk0weYnc2F52BTr2dBf+VyKAFjko4D3UXiJOAE4E5kn2fXZkliHthhc63k7TY7gFlgRaJr07XjaoxhIOHZ2QNX9DTrfYOKRRWlpBKCqhJVmxrQAm0BjpI4BtgGTABjZIujRdDVtq+UuBy4zPbVoKXBYLEvRebn07X+OHI2KIdcZBqNJjGaJAmlEGhJnGLrVOBuEnch+3Is2Z4BrgFdJvkysi/3XIxeGAzSlRDkhYUDKx4Hmnp9jOXlJZrNiVIIyQRogmzndYKkuwAnApuBCRskrgJfBFxoc4HN9VLalZI4NZVXad5fWq02gCCWJW3NyvjrNLLq2CeM/HJzEjtsLgVfInG1rdkY49xwOFwCxcXFhbV+K7fL5s2b6fV6oVBIxjKzsVq2j5N0su07S9pKtvM3cCX4AtD5ti+wtWM4jD2wFxbm1vqt5GwQDrrIVCp1ut0ZWq1thRBoAXeXOB10L+B4oJeZlLjE5lzQpeBdI5Hpz8zMrvU1OiiMVqahXC5MhKCOzbESdwfuATrapiExA5wHfN/2D2yug7AK9sxMvtP5SbRakyTJGGm6XIDQkbinpPsD9ybbHS/YvkHSD22fA1wTo3d1u91FkFdXN06YcqPRBFCSaALogO4k+V4295B0NNmO7XqbHwDfizGeC5oqldJhv1/Id9Y5+8xBEZlOp4kEMVKRON7WA0E/JXE3MsfmteCzbL4PXGXHXZL609MbU1D2lImJCcChWCw2gKOB04AHSDqZbPW5w+bb4G/G6PNC0LxkT00d2dftlnQ6TRYXYWyMEug4SQ8CP8Tm1JFP5Erb3wHOtrkmTeM0OB5ok+p6oNVqYROShPYoUOV04AGgE2yXJF0A/prNt4BrHv/4mf6nP90kn285e8MBE5lmsw20gKlyCDpJ0hnAw8F3AnaNBOWroEvSNN4oaXggbdYbkWaziW2SJGkAx0k8AHiIzfESfeBb4C/FGL9vF+alI3OHMzHRoF5P6PViQeIYSQ8HHm3rzhJT4LOAL9tcbLMLSGdm8rn3o7TbkwAJJJuBUyTOAN2X7It9qe0vgL9i+7pKJUnn54csLx954pyzd+y3yDSbTWJ0SJKwVeKRoMdJPgl0g81XwF+1fdnMzOzSxMQECwuHrz37cGeUf1OUOAq4n8SjQaeShVR/2fb/pWm80HbvSFiZNxoVYJUQmhMh6EFkLRNOB82Av27zeVsXJ0lY3LVr11oPd91x2mmnsWPHjgnJp9h6NPghEo3RgvETtr81HM4uSmXm5/MeSDm3zT6JTLU6QaNRptdLSyFwD5unAQ+VtGLzJfBnJV8MWskd1geHTmcScAKFo209GHgC+M6gy4GPxph+McbCbJKYjba7abWa2FYIyTbwTwNPkTQB/pbt/wWdUygwf+ON+dw7UGze3CJNmSTzZz0JeAAwL/E/tj9ppzuk4OnpubUeas5hxl6JTKczznA4TgjdagjhIcCzgbuCz7P5iM23h8PCbKEwJDdHHDpGO5ySxF2BJ0l6NFme0Edtfwy0A1j3prRWa5IsOb54J/CzJD2RLBLxo+DPpinXgePc3NxaD3XDkplwCUmiY4EzJZ4Kqtv+BPg/wddKyv2EOTexxyLTajUBypIeJvF8W8eBvwT8Z4y+UGKwUSPB1gvtdpsYRQjeKnEm8Mwsj8Iftv1fKyuzN9Zqk8zMrC9TWqNR5vd+b5W3vKW1VdKzJT3N5kbJ/wz+MoS5qan1LaDrkU6nje2GpEcCzwE2jebahyqV0o1LS13m53Pz+JHOTxSZVusmn8u9Jf0acCr4/2Lk32wul3C+azm8aDZb1GpiddUN0JkSv0SWGf4+yR8DLa8HM2arNYlUBGJN0pOBFwArtt9r84UkSZZyX8va0+l0gDgOPAr0K0DF9ntsfSJJ1O33h8zPz631MHPWiNsVmVarTQgD7LAJwgskPdX2N4D3QHoRBB/pIceHO61Wi1IJBgNaoJ/JxMbX2/zlcNg7K4SCZ2cPz11Ns9lmOLSKRd9N0itHyav/FKM/HAJz60EkjzSazSYh0AQ9Q9JzbS4Gv216unvR5GQ5F5ojlNsUmWazwWDQV7lceTDodyQM/GWMg69JySAXl/VFp9Nk165Z2u3mcZJeLOkRtv8Z9H5g6XAr3tlsNrBdTJLkGaBfl/i+7b96/OM7l//v/+5ibi6ff4crzWaTlZUeY2OVOwMvGyVdv3M4HHwENDgSoh5zbs2PiUyn08J2RdIvgX7F5hPgvwshTO/alXdxXM/sDoEOgceAXgVcbvstEtccDjuDVmuCrECxJyW9XOJMm78G/3cIobdr1+Elhjm3T7vdxnZZ4pnAS4FPQfxL0EKxOGDHjqX9PEPOeuFWnTFH/peJEMJrgKfa/HG/3/8nKSxPT6/9TShn/+h2u9TrlZimpctCSL8GeiTwc8D59frYjeVyYHV1bSr0tlpNQigAbJb0R5JOs/3q6enZz1SrIZ2ezh3I64lut0ulUk0XFlbPrVQK50p6Pui+tr4TY2GlWCzT6+UtrI8EbhKZTqcFqBFCeJPNvYBXhdD5SggrnpmZW+tx5hwgVlZWWV1dplqtzdr+Ugi6M/BC8PlS8YbJyYSlpUMrNO32JrJ6jWwC/gyYlHiZpAtWVrp0u4O1vmw5+8DqapcYB9Tr1Rtsvgl6Wgh6KMRvJElYqde7rKys9ShzDjYJQLvdxHZV0u9KOhV4WZIk562uzjM3l68gNyLdbpdardYDvgk6GvhViGfZya6VlUNbGLJaLQOMSeEtQBv0MuCafPe8MVhZ6VKr1WbB35L0dIl72/6aXe13u/luZqOTNJster2oYjF5MfBY4OXAhTGSR4NscEZCMwC+B7ob8DTbX6zVaivd7qERmsnJBmk6VKFQeKnEQ0Avk7gqF5iNRWaqrc7b/EDSC0DV4TD5Tr1e5VDNtZy1QVlCFT8F/AX496XC/9mr7I0NvN1uArSl8DiyJknflXRutztgaWmBTqcBrApqD7I5CvgUsHK43Uiy9+FG9j40wSgwIuu5zhToUjteCurPzMyMnJsUJR4Pnr/uus99ZcuWR6y7+mztdgsyU9XfA+fEyJtDUDzYUWdZmDwAPwX8pe3XA5/b03mRzasikN4V9GDb35KSC6amfjx3plKpUK1WlCTJo22XY/RngMHs7N5HqnU6bYBHAPUY/WlguDe5YqNClGUpeSxoKxB2/832HOhy2xeSdXJlZmaWBz6wyWWXhTOAiRjTT8Xo4XqM1Mrmmh4HvMn2byZJ+M7S0nIuNBuYgh3HpPBSm89JfBaGeyUwAJKwfRzwF8Bm0P+kqX+pXC4sLi3d/CzgOZIeM8q3OUytsdoGehsQgbNG768ITAItKXwyRr+902lvHzUaK0u8AXRRtXr6V7Jy/euNFKm4y45/LultIfBJie8c7LNKQ2wqkPyaxOft4RekZI9fn7UdjgBbgbdJ+shg0Pt/k5MTwx/NNK/VapC1Uf4L0FdiTD8VQtjjc/3o0IEXAcdKfMlmuA/HGAO9Abgr8BUgBRJJ42TBD9+z/SeFQvHCZrPBiScGLruMF0rcGfgC7NM515w0jQyH6ecqleKjJP1amqbnVKuVXi4yG5cAerTNscD7bKX7GsoqIWBo+2zggRKPDkGUy9W1fo/7QgJ8od8f/pzNs9I0PtP2s8BvBZ4Zgv5g1PZ2N4bsprcemZ6eJ8aUGP0t4JvAL/X7aRg1ujooNJsNpAJS8gBJJ8bI+6Vi3JscrOnpedJ0SJrG79n+NvCoQqFw50KhcKvntdtNQgiEoDOAzeD/LpWKcV92MbfAt3js6+sDcGGaps8dzbNnxehn2n4VcE9J7xgO020hJFx33U2vAbQ+JxowNzdHpVJMgX8C30XS/SQxPj6+1kPLOUgE4Bngb05PL10RY9zf4wn4P+Bi0AvTNE7U6+tSZADS+fm5fq/XG8zOznaB7eVy6f3A3wBPA99Xh7x59cEjRghBqe3/lrhnsRiOT5KD9wZDCIzqjT0O+EG/P7gkTfd+/kkJhUJhCfgwWbfLM0O49W4oRogxrQDPAM6T+F5mAT0scIzePc9WZ2ZmpiR9yvabyCodPy5JxHBd7ltum+FwQLe7dLHNeaAzp6dnKBaLaz2snINEAbgn8G/tdt0HwEcSgB3A+yTeBnpMCOHDMabc3g251WpjixBiSSKJMfaPPrqZ/vCH1wN7Hko7qg6LFBNbLpUch8MQJIc0HaZS8OzsXpkBJYmxsTEApqdndvsuzpPEyGzx1Vu+oNv9Lkmi0Go1khjTYQjyzMzCKMkQQAkE28MYY1SSVIKk6AyF4IJEIUaG/X4chCB291qfmJgEUKkUSrYScJqm7heL8q5d2Yp8tPMISaISyDGmfUnek8Klc3OzNJsNQOcmiXrA3SVdsb8T4vaIMdJqNWug08H/WKmUPTW198m+MzMztFotJD4PXC3xM2k6fH+r1ZyfmZmlViuRmcV8d+D+wJ9IYWHXrikajSY2KhRUzq5X7Ge1+GZ3f2YCBShEqeAYe0FKRGZKvYnV1UCr1SzESCyXi3FpaZXl5X33y412xJcA85LvunPnNMcd177pz6N/1Go1CnYchnBzif3RuENmeaun/f6NFIvjiRSijdMUCoW0IFG0iYOB+4B3z7N6fZI0NfV6UgQVwdF2v1otxBtuWMFeGV03K0lCSZLs2AP2aJ4BzM0t0um0o82XJZ7TajWr4NxetkEpSIzbvuQANsmUHT8mhRdK+tUY4+ek5Da/cVnDs7ScJOHJkp4FTIaQXHLDDfP/0enUv26PR2B3BYLngXcMBvMfT5JKLJfbDAZLDwfuD34vaNZWVdIrQJemKVeFwM+CtxYKpXNi5F/b7db2vRBS275pG9/pNLBLSIOTgGBzzY++4JhjHnffEJJnS2wNIZwbI//SbreuHwlsCfgN0PV24Ysh6BnAnSC+DXAIeqakh4I7IWhnuax/heFn2+3JoZ0AVCX9LPBUyS3QQqEQzorR7223W9cnCcTIScDzsxs3vRDCv8Xo/2m1Wv09cUyHELBZBq4ETtZB3KqFIMiCDSqgK/fd6pQRY7wySZL/Az1X4nRJXwSoVscoFosMh/0nAas2n7Y9ygvjGOB5oAeNPoMP2/73VqvVHblrTiTzvbzP7ldCCM8ErrD93tG1CaC7V6s+QwqnSp4eDgf/Ohic8P12+8q99m3e4uoA8Vhg0ubKTZs6FAo3Xx+JkwqFwtMlToFwuc2/bdmy6YJ+f7j7uj4H1LJXPlgqjT9e0gNsvxt8VaGgn5HCY8BHSVouFv0/dvrf7XZjxRY2SQg6U9KzwceAulK4cHU1vq/TqZ5vV7DZNKoI8nCgBPqE7X9utVoLex4AsVtINQlqAdcfyPmVc/gQQIugA+mEl5TM2v5Hsv70j729m1UIKhUKyW9L+kPwFPBpoC3p7239wvT0gkYHrEq8RNLT07QqKDAcRiQeIel3QM3seZQlPQ14A/g1NmVbddCbJF4bY1pqtRp7fG3GxmpJtVpM2u1mIU1Vh/5Pk5XI+IKdBQWMiKP3+lpQ2VYZ9LsSvxdjWs4WpiqCngw8Vwp/J+k3JY9LDCQeLPk5NtfY+ghZ05S/hcKZUkKtVkTSL0q8meyL+c9kQQn3BY6SIE19CugfQQ+3+bLtayT+IITwrEIhuWlH9pOIcRCBaUnNg+tjEqBxILVZ3p9TjVpUR5uPjubLU6amplUqlbFNv9/bAvpp4AvD4eByiNg+BvRu0JNtvmn7QonfkcKvHn10c/f4toGeC36JFP5J0qMkI9lkjvq7Ab8rcTTQl/QsSe8fG7vm3lKBycnJPboQEjfNs1arWYH4AElvAC4GPhOjGbmZInCcpN8HbbPVA/2axF8NBsNN2ddMgM7I5pn+XNKbwVslD7Ldt1+SXW99HLhW0h9LyS8fddTRI79VeKSkdwLd0Tz7EnACWYACtjuS3gH6JZvv2z4r+26Gl6VpDM3mnvvxJFaAocT4RjI959yaAlkM6AH9iO2I7U9I+hXghWnqzyZJd9G+2T8zEp5HAy+0/eZ+P763VAoRXAW9UdJr2u3x7wMX7D7s7Z3uR/8vsS1GfkPyl22PSeEfJJ2ZJMlm4Lo9eAsp8OBqtfau3RFkScKxwEnAt23/nsTcj4xhK/Cb4M/asSYlfyPpMUmSbAOuGj0nBR4L/h/g6f3+4JJCoTAEvgE8S5rfbk/a1oclPi7peTGmn1tZ6TuE8CjgkuEw/SNJS2NjgZUVj0n0h8NhUigUfhMo2v4F4Orl5VnV680rgeemafxUuVyaXvqJ5aKEVGA0Jw5q9N/oug7J5t4+h3kBzM7OMrq5fS+E8H2Jx7darb8CrgpB2H4wcCfbv1soFOP09DSdTuv/AcfYfjZwQa02xsrK0nnAi264Ye6jEteOPrMy6Nngt9rxH5eXezPj43VsK7tGfmuhkHx1dnZZY2OVx0j6gKT/1+8PfwOc/oShR+CkQqHwFzYDiaLENuBk4BrbvyOFK+109yUysBn4zPT04N1jYzFUKqXXgF4VAncDdsduD4H7jExQzx8Oh98tFAo92+MSvygNrrULMcZQltgq6fk33LD93yVNSTwU6McY/9DmmkJBxOiqBCEk2H4OcLrtX5L0nSQpMBwOvwP8bqGQ/Cdw4Z5+/kDIAoa8gTxOOT9KAMrApgOsMxQKya7RbuZ+EmcWi6ffSgx6vTQATwNusP3RUkkxM2WpC/4AMCHpcfuwwgnA98Fng0mSyhKZUDWznc0eH8c2CzZzNjuAT9r+1RjjC21f8iNmtwCcY/u72TnLK8B5QMOmeotzBmB7jH6LzQULC4vDmZlZZmZmp6anZ28YDGypgJ3Okdnkj5OSyRe84NkD4ArgXoVC8tIQ9KDlZXdsL8dIP0kKR43qkF0qcZLEY8fGmo+SWJY4BnzsHr5lQqAAPhp8kM0XxmbGdgJu7+9KNgQoFArz4A8DJ0qcEUKg3x8WQE8HLrb5jm1arVZrlKtxhcRREo/tdpceIxElWlkb65tIbH9mOEzfmaaeXl3terTDE7Dd5vx+P2VsrGrQF4HPSTy0UAibk2SPw7GXR/NsCviq7VfGGH8+TQffsM0tIu4EXA18vt1OqFQqETgXqNiM32KeCVixeasUvgbqTU3NMDMzuzg9PXv11NRiXFyco1gs94Dzyb7/WwFsrgI2hxB+MwQ9Ik05ynY/RrqDwaAOeiJwnUQT/Ng0HT5GoiRRBp8mQaFQ+olveLTI7GRj1Uym2TkbkQJwvaTTgXOKxQqDwf6XeZBEmkZsPiHxy5JeuLp6xRdCSHY7TF0qhRo3r9iWdovcaMt/I7AEnFyvt1la2qukQAFTMQ67mY8hAI6ZA3ePlTQAZ0u910MymJr6iUlvAqbtdAV0y3PqNo57PnDp7g1Yq9VidXWJanVsK3A/e3i3EEKHzBS2AiTve9+/E6PfLXGipNdKeoXE9cD7gHfbbCXL47kn6Ldv8T4F7ABb2pPNggG2jkLaz99fP8kdXrDs0sxIusH2vSR9dX+ONz09uzsw4zPAdklPi3HwoWIxOVHiwbb/NknCTIwpZDfVNlAbVaO+5fWaBobZjwZIJb5SLJa6t9MgTdn5p9m8uTOM0ZcAD5fUktj+E4YdgGshfZPkmT2cZ4u258G7Z1e8xd9+5Lh8P8aUubnsuO12G3ADOB24Z5qudiSdwciiYYMdPwK6h6TnSXq+xE7gI8DbbKrAFqAKevmPnHMJ6EkJ1apYXNyTOcDp4KskLx5M/1/O2lKw/WVJj47RH5qYqHWnpw9MLaEYTbGYTMXofwTeLoUzR0YSAGzSkU12UkqKEqvZ7w1QkVQFVldW5vbp9MMh3s+oyL2d9TFNcQhwBzl+AubsdBUSOp0WUlS1OvY4Sa8avf2Lba4bmePKo2tFqRSu6ffTF4HvKekBoMeDft/2TuAHZCvXfwT+g1tX144Q50bBA7dLq9UiBLB5OGhxlHF+0LBNoVAYxhi/Apw5HA7f12w2lmdn5/b5mDEa25clSfJZiadI4TRJDxz9+ZNZ2LIAukDX5t+Bd//I9TLEuVt8/AZN3YF/6qY/SCWgNw70bXp7MfS9mWu2ifZPnGfLwE23+pHAnA56g0Tb5hKbKySmgeN3Py9JNJ+mfj34XyTd3+Yxkl5KZhp8N9k8+wLwpz8yboMXYixTLvfuUGRarRYxelziDOB/IQwO5oImZ20JwH+Ajw+Bh0iiXj8wGeuzs7PEGLH9v2Rhvy8YRZFEQPV6qUvmvD4VfApAuz0OlJD0YGDc9lmjleduHKPJ5vauALTW+gLuCzEmBhGjSVNtkvQHtq+N0c9+y1te9Ovgt5GZy276Evf7DsNhWOj19DWbt8foXyRz3J6Rpul14Gsk7munC3bcMT09vSNN4440jVNpGgZpesfuAUnEqCbo54BPJkmY6Xb35j65d8zMzJKmQ2x/RtLmJAkP3wvz0m2SpinFYiEFf4Rstf0zwE8DX4txeEmaDun1BgwGwx3gS7LrFbs/cr12pal+tOyzb+cmmJDtAmi1mgwG3Rb4gWQmrR2HQXKubdFoNEjTYQl4LdCM0c/v9fr/T+KPgW9zi3mWpgppGlYHg/D9NPW70zT+IvBF4NFpGpdsnydxH4gp3Oq67UxTemm6xE+KRB+lADx8tJv8bGYSPLxKTOUcOIK9dL7N/9p6SYxuVyqF/T/qiBhTQihMA+8B7gM8jNG3dWWlj+1/AaZD0B+Cf8ouHCUNnjQqt/FN258aJVWnZKuybZVKsR1CqNj1h4LO5EdyFtYT0k2VEkqgqqTJN7zh7xrAGcADufnOlki8oFj0M0sljo8xbUqcBkwA1xQKpWWbvwU/SgqvAI5pNhuNJNEDkkRvSBLdYWJls9lk27YJwM8Gl23/V4yRlZXlg34NxsbaV9j+uM2LYozNkclrn1hYWMBOkfwt4BzQC2xOs/3hJCkOZ2cXqFQCxWKpP7pe95L0OuD4ZrMxkSS6d5LodUmiU/fgdBG4s8Qz7bhZ0gkhhNePOkF+IISwNAonPiCM9HefDhhCJARLUmkUgTlZLhcnbJ9u8xhGUQWj+fi0QsG/Uiz6ZIjNJNHJZEmuVydJ7IH/Abwt20XrLo1GYyJJdFqS6HdG8+0Ox9Jut7DdBl4k+X+mp2euyi1lG5uCNGab90p+sMSvg/+o3W4N9mFlkZL5EG6KFJmZmd+dj/Ap0HPIosnOYXTzlAYXQfHXR9FkH5S0DIwB37L9JilMg4kxLmU5ELwshOTfJaZsdoHPs7kvN9+MDazy41mcg9HY9kSQIpk5ZW+W8au38fzh6Jy+vedlNd/SXaAPSHoNcB/QrsxHRXf362OMhBCOynrdM4BCD2gD59v+UHbp+TgwKek3JP2czapExfZZ3EGkWGYmC2zfvvBQSc8FvwW0Y5SNf1DJHNoCeD+ZH+PFg8HwrY1GI52bm9unY9qQJOWZGPsfkfRHo/Dkb2Q7YJiamt9d2PRLEq+R9GpJP217RVJ1ZCb84Ohwu+f0bW0D+8AOSQ8JIfyCpCYwafttMfq/IdvN/wS6jFqB/qQnjjaivdFrbvn82xrj7ucBMDOzQKfT7mUBNfoLiY+AttteliiRLeB2fzcmJb0MeFWSFFbIfH0ztv9WKjpGzgJeIen1Eh+WwtLoul0FfOyO3kOz2SRNYyFJkpdIyI4fbLeb+S5mg6PJyUmKxQK2Hyjp7eD32fG9kuLU1J5l8GZC4hqEu9jeIenG3TepRqNJrzegVisfK7EVWMmSPxn0+wO2bGkwO7vcAZ0qeavNlbYukljcXQV4tLqdAB5EZiK7lixirAhsAy4CeqBE4mRgdXW1f1WxGJwkY0B3G2iz7YuA3u1N6lE16YoUTgaWoHclJL49h2xm5yaMztnv9wdXhiAXCjWgtyXLZfBFwKoyz/tdgMFgEK9IEo2y1ZuAq1K4r8QJNjeCL8gKDmjM5jIykSzZPknirhJNm+3A94Bd09MzjI+PIxGKxeJxwGlku6PLbV8q3XbF62azQZIUsOOpoHcCn4X0z0HDvakhtj80m02KxUCa+qGS3mb7L6anZz40Pj7G4uLet+gtl+tMTFSwmQTubHt2MBhcsbBwaydBsVikUEhUq9WOGV2vsVFS6MUSuwNRxoA7k5m/ZnfP6VEV5hOA8ujzuo+kTZk/zRcCvTtKShxVYS5Ihbtkv0kvBQ/vyPH/sIe1ueACTpCopmm8xPYwq9EWJ0En2b4cmB850I8DarYvsUmziuFNbBdA9whBp9nMj+bZ8mjslzMKNAHfCbibxBZg3uZ7ULwGhszPLzAcDmi3W9uAuwNN0FXgi0PQ/HAYb1Ncm81JVlaWNTY28QvAbwCvgOQbMGB3tYKcDUy73Wbr1jHa7daT2u3Wt9rt1i+3283C/pgucg5v2u0WrVaLdrt1WqfT+r92u/VnrVarthafeb1e48wzf5F2u/Wsdrv1nXa79TOA8qKJG4NGo0G5XFe73Xp6p9P6Trvd+tnjjjt2tMDK2egkkDUUKpfr2P1LpcLOrDOhJtI0nlOrVQd597qNRavVJk2lJOGhkv4MODvG+AchaHktTBeDwYDZ2euwfZEUVkGvrNWqKzYX1mrVuLqaz7/1SrvdJoRQKJUKz5H0Spt3dLur/9HvD7w7tDpnY3NTOE+3u0qtNoFduESKl0p6oaT7SDpvbKw+X6mUycVmfTM21mZsrILtSpLwi6DXAR+LMf6ZxPKeFjg8GHS7XarVmtM0nheCpiW9PAS1Jf1wbKzaO9QtoXP2n02b2thxcpTX9Rzbf9rr9f6rUCjE9dbYL2ffuVXMaNYiNSFNx66WBt+Q9GhJz7E9HYKvqlarMRea9cnkZIPFxVVqteJJUnhj1s2TPwe9Xwq9tRSY3ayudpHkxcXFC6vV6gWg54EeaeuSSmV8Z61WyTsorgOazQZ2SrFYuqcU/gR8ss3rGo3S54ZDeX9yoXLWHz+WmLCy0mN1dYFarTpD1oGvLOnXbd3N1pXdbndmbGycfn/Py/DnrB2tVpt6vUYIYbJWK/yCpDdKzNu8tlQqfm0wGMa9aR18sBkOhzSbTUJIrrX95RC4p6QXSy5Celm9Xst3NYcpmzZBtbqJGGOjUqn8ssTrgQtsXmcXLuz3V3Mn/xHIHUaodzpNQkiVpoV7gX5d4hSbj4A/FEL5hhh7efjhYUqr1SaLog5VSY8EvUBiEvyeGPmfENQ9FGHK+8Mo/L1s8wRJLyErqfLuGP1lcC9fER8+dDpZZCboEcCLQDXb77LTT0vq5eJy5LJHaVBZAhVViUdnmftMAh+x40eGw8H1ISSenc2deIcDrVabJOkSY6kO4WGgXwQfB3zM9r/YxRuSZOdPzMo+XOh0mrv7+GwDPdfmKeCLbN5vx2+nqXsLC/ncWyuyPkuUpfAg4PnAyaOWCx9MEu8YDrNQ/Zwjl73Kte10OsQYJyUeBzxbUgv4jO2PQrwYkmEI09x2HcGcg0mz2SBNUxUKhU0h6NE2zwA2S3zG5kPdbu/yQiHxenW4NhoNpKAQOAV4LvAIiUuADwFf6/dnlkqlMaam9j63Jmfv6HQahLBEmo6PZ4329PPgO9t80fYHe73VS6TESz+5t0TOEcBeF3RotUDaBAwnQA+X9CybO4PPAz6WZVgPZqTEMzNza/3+NjSdTpOZmTvTbF5eAU4FniDxKNDQ5pMQP5Ykw6tiDN6DCr/rgkajAZAkSTgFeJakRwGzwMdtPgNclyTEnTsPb1PgeiTr2aMkBB0DPlPSk8msGp+3/Z/DYXoxEOfnN8Zcyzkw7FfVoHa7heSKrbsDTwE9RMK2vwZ8PsZ4js1i1ut+7aOXNgKtVpNyucjqar8UQjgBeJikx5I14LoU+B+Jr1YqhamFhR4b1ZTUbpcJQUrT6p2k8HiJnwaawPds/1+Wpe6ZJMG7duVzb1/ZtKlNmvYlFVoQ7i/xBLJWATM2/wv833CYXgt4fn5urYebcxhyQErTZTWJrGIxbM36pfsJwClAV9I3wV+3OSdGT1er9bhr13UMBvt71iOHVquJJMUYayGEO5MVzzxD0nFk3RC/aPvzaTq8tFAo9KemjhwbeFbaJwXCBHA66Eng0yUi6Fu2vwL8QGIKCnFqaudaD/mwZ/PmDoNBDEnijq37AGdIPJCs8fRZ4E9APBvqCzDP9HRuFsu5fQ54/dNmswW4kG2p9QDJjwbubJOQNez6Dln/k8ttViRiHqF2azqdcSQUY6Foa1sI3N3W/cD3AzWAGyW+Dv4y6BLw0pEkLLfH5OQkQCgUwtZRL5THStwNlADn2v4WcDZwVZp6tVCwp6bm1nrYa05Wi20gSKqg48kKtT4IuAd4aOtCyZ+xOavb7W0HfCgqdOdsDA5qke1Wa5IYHQqFwlab04CHAPceBQx0bc4HzgFfBPGKGJnr9wfDYjF4bm4PWuttAJrNNoMBlEokElXgWIm7APcE7gVZUVEyUf667e/H6KuSJHR3FxDN+XHGxydGBUMLW4B7SDzM1r2ApuQ50Dm2fwBcZPtqKayUy6Q33LCxr6mUVapuNhsJqBaCjpN0V/B9Rm0KJsl8XD+w/VWyNuI3gmI+33L2hUPWyaFarbFt2ybm5hZqIehONncF3R84NcvfIAFfZ3MRcClwFega8IwdB0tLaVosBpaX16uPocKppx7N9dfPKkkoxJiOJUly9MjkdWebk0fiUgGWbK4BnyVxjs2Vg0E6JSm3e+8DrdZNRT/HwcdLugfwQNCdgTGJPnBJVjFbl0K8KkbfAFoZDmMK8uLi3Fq/jb2m3Z5gMEhVKJQS27UQwlHA8ZJOBt/V5i7K2nkuApfZ/jbwQ9tXNZvJ0sxMuiftCnJy7pA1axdUr9fZvHkTc3PzlRC0DbgTcFpW8p87AbUs/t4Lo1Li19hcC2wHdoJ3gRZsUnuYDgZLMYQiCwsHr5vjHVEodDj++MiuXVKSkAAJpBUpdCQ2AVttjgEdK3E8eCsoAqu2p0AXjSL0LrO5QdIc4Hz1eOBptRi1mm5NAEeD7kK227mbTQeoZo3ydC34KuAa0HXgG8E7beYkBmnqdG5uddSH5dCXW+p06kgmxlKwlQBFUENic9ZWQ0dnOVI63vbJoILkXaAp8IU2PwRdZsfrZ2dXFmq1AsvLuRks58ByWPWkm5ycpNtdZWysXh/dmDcDx0uclNmKvQVUAUpkvWRWbHZKnsqafTEjMWt7gWx1tiyxHKOXba+G4J6UDH1zX1zbwdLu3u8CIrZ2d6zcfY0UYwygUgihQnYTqkvUQWO2J4AGqCXRATrAJrLeNwb3QAPbs8A1Eldk/Tu0HbwrRs+GEHJzxBqyOzQ6BLUkbZY4JhMfnwQ6FqiTzbsSsJqJjXaRLXimJc2C50GLo6Zzy7ZXYvSqRC+EJIKdRV+K0c+MfsajNn7STT8oTdNguyyFSgjUQHWyvjfj4EmyaLqOspyC3d+XCllDtT6wBFxrc4XEvYCH2/592/8JGuZJkjmHgsNKZG6PTZsqJMkqw+FkxU4awO7HFomtNltAWyRaQI2s22ABdu8oSGzv/gb3s5s+g+yhIaMez7vPZxMkApmQFcluLOXRMePokd7iMbTdG9UE2ylxY9bMiu0SMzbztmZjTBdDCM6/3OuDWq3GxMQ4q6u9YpIko5u6G8AW0DbJW8l2qG1Ju+ddsvtfm0DW2ngosXvOpWTbnpRsHhnQ7udKN823ElDOGo0Rla2EUrJaQbvn3IqkaZsdEjtsbwduBGbBc5DOSXEIJWxXpPBC4Dm2/z7G9J9B/bw0T87BZl2IzJ7QbFawU0n1cgiqg6pktZTKQBlcAqqjRxkoSZSyqDchcQZwd9vvBVYzU5YHEj2bvqRVYAXcB3o2vex5dIFurzdYKRQK6dxcbsM+kqhUKtioWq1UkiSpZ11OqdiqkM27MtnCpwQ8Jqvt5XeOdjGB7DtoydEmJROiPtw0v1ZGP+/+/6pEN0293Ov1V9nDSK9Op4nkJMbwJOB3gM8BbwfNSZE97YKbk7O3bBiR2R9GhRifB3p8mvqXJVbz3UbOgWTz5g5p6t+UuFeM8YWSDnnofqlU4p73vAdXXHHlfUPQW8A32n5joZBcvbo6IM/UzzkYhLUewGFILrw5B5wQCkgcC9xQqdTjWoyh3+/zve+dBXCW7RfZRCm8ezj0/ebn55mczNsh5xx4cpHJyTkErK72BBwFvmEw6GGvic4AjKoi6xrwy0dhy+9ot1s/Yw+SiYmJtb5UORuMXGRycg4yjcYEUqwAbZvtdqTXW9u6Slkko+aBPwT/g6TXlUrllxaLhWq73drfw+fk3EQuMjk5B5kkSQghaZJFnU3ZPizyUaanZ0hT9/v99J9svxb4WUlvsem0221arcm1HmLOBiAXmZycg44gy2mRxGEVUTI3N8vi4ryLxcLnbf8acGIIehf4LsViaXf+UE7OPpOLTE7OIUCiQZYPM3NzLvDhw44dOwHOj9EvySpQ8HfDYfpQqaBblOXJydlrcpHJyTnIhCBG5WoGWYJkf62HdJtMT88gsT1N098GPivpz0Pws2wXWq088ixn38hFJifnoCMkbQN22aGf5QIfnkxPz5AkYRnin4P/SuIVIejlQL3dblEo1Nd6iDnrjFxkcnIOMlIAOMpm+8zM4trFLu8h09OzxKjh/HzvQ7ZfLfFESX8CbGm1qkxO5mHOOXtOLjI5OQeZfr8LsA28fcuWFoejT+ZHmZ2dZTBYNugrNi8Gtkr6mzSNdy2VCuR+mpw9JReZnJyDSKtVI0koZBXE2ZGmKetAY25iVBn8YpuXgq+X+NsYeXgIVrud+2lyfjK5yOTkHESkClAcHxVs3WV73TUCywICtDNGvwb4X9CfgX4+TV1oNnOhybljcpHJyTn43JQjo3VaGW9UIWAlTflL8NtBLysUkldIqrfbLcrl9loPMecwJReZnJyDjhpkOTKz68Efc3uMKpMPFxcH/277VeAnSPpj0OaJCTExkVcIyPlxcpHJyTmISGLU6Aw7zsa4fkUGYHZ2hn5/EUlfBV4s+SjgXWkaT65WqzQaudDk3JpcZHJyDiKZyLAZWIGwOBymaz2kA8LU1DS2dgcE3Cjxt8Nh/yHz8wmNRu6nybmZXGRycg4imchoG3CjTVoqldZ6SAeM6elpbN+Ypumo06be1mrxs8NhP5mYGF/r4eUcJuQik5NzEJEiEluBHfV63bC+zWU/yszMLCEkyzHyZ+B3SfrtSqX868ViUm23G2s9vJzDgFxkcnIOIoPBQMA2mx39fndd5cjsKTMzM4SgoZ38M/i1oJ+F5PchaXU6bZrNPPLsSCYXmZycg8TkZI0YXQQ6EjvWu9P/jpienmZmZpfL5fLnwS+ROBX4KzseVyiQtww4gslFJifnIFEoVEiS4iRQtD1te3cY8Ibl+uu3EyM/zHrTeCDp72KM90mSIp1OY62Hl7MG5CKTk3NwaZB1LVtfaf77QSakvg78cpvvS3onxDOHQ5S3DDjyyEUmJ+cgId2qWdnsRvTH3B7T07NImge/GfRvEm9JkvBLw+GwODmZ59IcSeQik5NzkLCFTSOLKIuz9nCth3RImZqaAejZ6d/Z/hPgJcVi8RWFQlJvt/MqzkcKucjk5BwkQhASm20W0zSuLC6urPWQDjnT07P0+2k6PT3zYeCVkh4Peguo0+l0yHc1G59cZHJyDhJZsr+2SdyYJKSNxpHZ7GtxcXF0PfR1m5dInAB+R4zpCaVSMW+CtsHJRSYn5yAhlQFvBe0olcq212kJ5gNEVoomXhhjfAmwHIL+Jsb03mNjJZrNxloPL+cgkYtMTs5Bottdkq2ttm+MEeyNUbdsf5iZmUXSDTHGV9mcDXpnr+dHp2mivNvmxiQXmZycg0Cr1aJQSEoSbWCHbVZWVtd6WIcF09MzhBDmY/SbgP8E/qhY9M9Lq0m7PbbWw8s5wOQik5Nz8JgEChIzdmR1NReZ3UxPz5Ak9KT4Lttvl/RyqfLSGIuVPJdmY5GLTE7OQeBIzpHZU6amZhkMnM7OLv6H7dfaelYIegNoot1uA9W1HmLOASAXmZycg8ckR1i2/94yPz/P2FjVxWLx8+DfkHR/SW8Fb9m0qc7ERH2th5izn+Qic2vMRqvFnnMIeRbtdjM0m+0w6iPTsIlpOpwZDPprPbjDloWFBXbsuBFJZ4NfAm5KvDNN05Oq1Tp5b5r1zREZUzmKYmlK3AcoAkOJx4Hua/svgd7o2hi4CLhmenpjFzbM2X86nU3Y6ZmSngHcYHO8xGnA62ymgXnbM8vLy3P9fh/nNrQfo9NpYXuLFN4EPsH27xQK/GAwyCLTctYfR6TIZPZenyTpE8CJQCTb1QnYHWcqspvCs4Ev5CKT85PYtKlDjP55iX/hZitBBJaBRWDZ5r2Liyt/mqZ9p2ke0nxbtNstbE9Ieo2kh9l+w8LCzJfHx1sbvor1RuRINpfdAJwPlIDK6N/i6OcKUAbOy2L5c3J+MraR2AkMbvHrAIwDRwFN8LcnJqqemMiz3G+P6ekZpLAQo99s81FJfzox0f6Z4XAQ8qTN9ccRKTLD4ZBisdC1/RVu3weT2v5osViYXV7urvWQc9YPC6PHbfExiN+wI7OzuennjpieniaEsAr6K5u/lXhdsVh8Xpq6eMsGaNVqhVqtqmaz2Wq1Wkme0Hn4cUSKzPz8PIPBEOBbwK7bedpVwKeHwyGrq7nI5PxkbLCZB+Zv48832n6vlPRiPCKt1HvN9PQ0MabDfn/4QdtvkfTiYrHwG5IqzWaTarXCtm3bqFYrDw9Bfx8CJ4cj8o52eHOEfyS+GLjwNv9if3YwSK/YyC1zcw4KC9y2yPwP8B2bfBezF2TXKsapqemP2fG3JZ4Wgl4vMd5qtZifn3uYFP46C7bQrwyHMcmTOQ8vjliRsc309Ow88NXb+PMC8NFSqTDMbwg5e4ptbN+WyGzPdjEa5M7+vWdxcZF2u0UI4cu2f1PSgyS9eXW1+xQpvAu4++ipv5Ak4f5SyFsIHEYcsSIzMzNLp9PG5uv8uA39ezbfyUNMc/aGmZkZYoyrwPSP/OnDMfqsGM3c3NxaD3NdMjMzy65d0wBn236ppNOl8AFuFhiAo0AvtmM1SZK1HnLOiCNWZABijMQYf0Dmf9nNTQ7/vKBhzt4yM7Nimx23+NV1tt+XJGGYpkdWZ8wDTbVaHu1QvAnocHNFhZuQeKqkR4WwO1UhZ605okUmayoVp4Bv3OLXVzFy+He7R14nw5z9Y+vWSSS23/wb/1eapj9I08j8/MK+H/gIZ3y8zn3uc1/m5+ceLoW/A069nac2JP0aqKk8vuKw4IgWmTSNJElhaPtrQB9yh3/O/pFZWL17J3O1zT8lSSENId/F7A/lcpkLL7zgKEm/y61NZLfFo2yeUioVaTbzIIC15ogWmbm5+d2lPb5Llpy5RO7wz9kPMuc/N5KZXf9jMBj8cDgcMj29uNZDW9fYQgozwOtt/wHwfbLyT7dFVeLFq6v9o5VvZ9acI947VqtVAZYlPQyYtXk7sNrt5rkxOXtPtVoB2CzpvsCbkiS50SbvJbOfdLtdut3uUArXLy93v1Qulz4OnA1YUgeoc2v/zDZJO5eWZr7RaLTIv89rxxEsMkUgodsd0mpNDIfDYRu4qFIpf3lmZoUY60B+Y8i5I7ZSqSTUagVKpbLKZSgUygATwA6p/xl7wbOz+Tw6UAwGA2KMdLvdxVqtdl6axo9L+hxwo6RxoAUUyKw0x5bL1c9LTK2sHCyRaSPVkUrU61AuF1Qq1VUqoUKhxHA4jlQnhCr2kSl063Yv2emUKRR6DAbjijEJoIKkMYlxiXGbOlAjW+GMflZNomq7BJQkSrYSybI5CjSQPGXLEikwJPPV9MA9YAW0AiyDl0ErtlfIih8u2l60Yy9JiJBGEFNTuZlkPTI21sY2pZLDaF5tATYBLVAbaEoeB9XIViwBHG0GowLeK8B1kmbA0+ApmxuHw7ggFVPbzM9P78cIc3ZTr9dZXe2r0RjfCpwBPF3Sw4EtwNuHw/jbIZDeXhXnRqNNjKhQQDEOEynUQ9A4Wc25MUk12z9yL6EKlCWVgJJNQSKABRrNBUWJCAzBfXv3vYSV0WNZYgW0DF6xWQIWY/RiNn+SOBwSJVhYWL9z5bAWmfHxOmkaqVbLYTh0JUmSTRKbJDo2WyUdBWzOSoOrTfZlN1nlW9/iMQC6wEr24alv05MY2AyBKHl3llywFSQnoCJZ4cySTRVck1Qb/W531ebd/45aA3gB2Glr58gBfANoF3iKrLTIYpqmaQjBs7Nza32Jc0Z0OpNASpoWqiGE40EnA3eXuCtZccvdFbp3V1WeHSVeroD6o5tJsF2UqMJNq+oxMotBAmCzE7gYfJ7EJbYvHw69FALk82H/abfbpGlaSZJwd+ApoHsCvydx7nBoxTgsFQqFtqTN4A6wZfd9hEyUOmQCkhUJQvEWPw9tr4JWMnGgR7YI7d/iPhKz13h0HyGQ3ZdKo0fFppbdSyiDEm6+f+y+l0AmQjtHjxttX5/9rGnbNw6Hw9kQisO5ueCxscjS0uErQoeJyIjTTjuV6667XkmiiqRtwDHAcaCTJE4EtpFtg1Mg2l6StN1mO7ATfCMwJ7Fka2m0kuzadPv9/mqpVIwh2DAHwNTUno6tzeTkNCsrZcrlggAlSVJMkqQqqSpRs1UHjwEToE3AFvDm0eRtj8a9ezLNAFcDl9m+UuK6GH3dYDCcLxTGYoz9fIV7iGg2G8RoFQpJG7i3pIcA9yMzd3VtriSr1H1ptmDQNMQ5WF3pdisxxhXGxsaYmrr159XptCmViszNLahcLlZDSBqgFrBF4iSy8Nu7AHXbqxI/sPka+PsxDrYnSc0rKztZySPo95pyGXo9mJiYTIrFsBXCg8BHAXXQSeBjQNWRpSKSLT532N4hceMoaGMGtAReIrNadG13+/3BaiY0wUlSBuJe7TAqlTaFgoA+dqokUbFQKFZGi5LRTkl18DjQkdhis/kWIlgCEhtlY9M14MtBV0hcZ8dr09TTq6vpsFAQS0uHR8j8mojM5GSDfr9GqbRYLBSK2ySdaHNXstDEk7KLTkpmhroKfBnoKvCNNlN2nOn1BkuTk510YWGKpaXltb6Ot6JUKnLyyadw9dXXqFhURQpNSW2bTcCxkk6yfRJok5TtvmyuBy4Anw9cDr56MNByoRA9MzO31m9pwzAxMU6pVCbGtCbpdNATJB5Etoq8CPgq+Ic2V09PLy9Uq0W63aUDdv5Op023O6RcTmqS7iRxqs1DgXtkc8E/sPmkzbdDaMzDTqamDtz5NxL1epu/+ItpXv3qyaRQUAfCCbfYgZ5Clqw5HAn5dbYuA18JbAembE/bzPf73WGpVDksd5JjY3XAFIvlkqSGRBvogI4GTgTfmSzIoUx2P5+2uRA4D3wpxKsGA8+Nj6/GubkxlpcP/QL2kIhMozFJrRZZWVEhSZJjQKeC7gO+zygyJAWmgPNsXwBcZXNDjHFqMBgOqtXyj60W1yuVSplyucJwOFS5XJ7Mdm0+BjhF0j2A44HyyJx3AfgsWz8ELu92V5YqlTozM3u8DcsZ0elMsHnz8ezYce0mSWdKejp4s61zJT5l+6w0He6A4ENZ+qVcrtDrrdJutzrAvSQ9Hrg/2Qr64zafiLF3HRQPy5vgoSbLe3EIIWySdDfb9wLdV/KxIAML2U32psXaDWk6vHFubnG1UqlsqCi/UqlIvz+g2Zyoh1DYChwNurPEPbh5pxxBlwNnSZxr++LM1HbozPUHTWTGx8dZXFyi3Z6ckMLdbB4o6cFkZq8BcJnNWWSKe1W/P9iZJElaKCQbRlD2hlarSYwmBE1IOpZMdE4H7gk0gGXbZ4O+bvucwaC/HZQuLuaBBXdEs9mkUAjE6A7wNOCZkgx83Pan0jReCcTDoaZYq9XERkmio4HH2Dxd0iTwMdv/Pj09c12jMcnc3Pz+nmrd0Om06fVKlEorFUjuIul+4IfYOmmUAnMdcJbNOeArYvT2UqnUX15eOuwsHIeCsbE6Rx99DDt37qyGoN2ic2+b0yU226SSLwB9zfb3peFV9nAgVQ/affeAiszY2DhLS4u0280G6N7AIyQ9CKiOzEFflzjL5lLwDMjT00eeoOwJlUqFrVtbLCwsV6XkeODukh4KnGa7CFwM+jz42zbXAmnemvZmGo1JkiQArkJ4oqRfBWT7n0GfksI07NoL39yhpdPpEGOckHikpOfZNMH/bMf/KhQK88vLKywvb0ynTaczwXBYI4R+VeK0UQ7bGWSBFDM23wa+DVwcY9wBTpPkyFyc/iSkNp1OynBIMYRwDOiu4AdL3Bc0Blxv80Xw120utZN+kvSYmjpw/pz9FpnJyTZJMiRNqRQKhbtLnEk2ISq2LwQ+T7bSuAYY5jfCfWNiosFwOFSlUmqPvnhnAD8FHrN1nsSnIH5jamp2qtVqcnvhmkcCExPjLCws0m63TpP0CuAU8L/Y/g9IpqenD1NluQ1GnR7HJZ4k6QXgWeDty8sr35YUD17+x1q9VyeS7izxKNCZwCbbV0v6IvhbMaaXV6vF7tTUMr3exnnvh4pyucxd73oC1123Y1xKTrF5CPiMLNqOq23/H/grMXKtRDwQ95F9Fplms8ns7CytVmvLaEI8VeJY4BKbT0n+5nAYrw8hxFxYDiwTE+Pc6U5b2L59egJ0L+DMkSnStr8AfBzSC4Hh9PSRY1qBm25UZUnPlPQS4Czbf/W4xz35sv/6r3+j3++v9RD3iXa7SRYlFV4s8TibfwX/o8TS6mpkaWl9fs6TkxOUShWGw8FECHow6Glkjvvttj8DfCVN4+WSBv1+b8Pu3taCWq1KrVYnTdNKCLor8GjQIyVPZK1O+Kjts0II3eFwsM8FXvdaZJrN5ihxSScCT5P0BNtDSZ8G/1+/P7wkSZK89tchYnJykqWlRSYnG5slHirpZ4A7A+fYfChN028lSdLb6GbJcrnC5OQYw2HakvRq0BmS32H7w0B/enr9z8dGo4Edk0Kh8GhJrwEuj9FvTpLk2sGgv658NZ1OGykSozYDTwSeAZqQ/FWbj9ucmyShu7y8yspKHl13sKnVxpiYqNLvpxMS95P0VNv3A64F/gP4vO35EMJemyX3WGRarQnSdEWFwviJoOcAjwVukPj3GP2lTqczc9VVV9HvD9b6eh2RdDoiTZuASyHonqCflXiY7cuB98for4Wg3vT0xttVNhoNCgURI8dK4Y8lJmz/3tatW35w8cWXMhxurArI7XYL4ETg9yW1bP9OkoTzB4P0sG/t3GhMUiyWiTHdLPF04BnA0ObDo0XqdYVCnqi8ljSbTWyHJAl3Bj1F4qfJ0kn+1fYnJRaGQzE3t2di8xNFpl6v02w26Ha7W4HnAD9Dlkz4fuDrwMpGvHGtZ8bG6tiEcrl8F4mfl3QmcKHN38UYvy9pw5gwJyYmqFTKpGl6AujtEvO2Xw9cv5Hn5SizvZEkyRvA9wFeJXF2jFmHzsORTZvapGkck/RUSc8D+uB/SVN/ulqtziwuLpJHSx4+ZBHCi7RaraNGzeCeCczb/ocY4+cl9fbEZ3OHItNuN7FdlsITJb0Y6Nr+e4hfBHU3ggliIzM+PkaMqFIpnQJ6gcTDwJ+Kkb9PEravrGhNkrMOFI1GgyRJsH2MxDskTaVpfG0Imt7IArObdruN7VoIvM7mp4DfhHA+DDicfHGtVgvbIQQ9EPRb4C2SPmDHj5bLxdmlpS4LC7m4HK5MTIxz7LHHsH37jUdJPBt4Ouhc4J0rKysXVKvVO1zY3KbIlMsVtmzpsLS0clwIegVwP9sfsP3vwNy+2OVy1o6ReaUg8SBbvwVMgN82GAw/H0JID4cckX2h2Wwi0ZDCX4ALMcaXSZo+kiLrsoAAapL+AHSyHV8cQrh+ampmd6+kNR5fC9sNKfw/8NOBT4P+gSy/hY3uK9xIZO2sJYinAL8+Sqh/T4z+kET39r53yY8fqEmpFDQYpI+U9GdkW9rXTE/P/F+5XFmdnZ1jI4VNHgl0u12GwzTW67Vr0jR+RqIO/GaSJE1J59Zq1f5667cxOTk5coInrwROA14uaceRJDAA3e4qY2P1QYz+rqRHS9zf9pdqtcpgZWXtstur1TE6nQYxxruN7iN3Bd7U7w8+GGOcn5uby3u8rDOynj4rVKuVqRjj50PQtMSLpHBPiXPr9fpikoQfi+C8lci0201iTAshFH5J0mvBH7F5i8T13W53Q5VkONKIMWV5eZkkCb1er/udUql8MeiXs5sS36tWK0vd7vr4fJvNFsVighTOzMy4ej3ovCPBRHZbrKx0qVZrq1kplfCrEv0Ykx/U62XWQmjGxsZYWVmiXC4/AvTnwGXA74TAeVJySMv25Bx4ut1VarV6Wixyoc03JD1e0jNijOdNTIztjNG3EpqbRKbZbDIYpMVCofASSb8M/IkUPyBtzIikI5V+f8D4+CQh6BrbX5f0xBD0BODbtVp1YT2sLqvVCjG6I4U/AX98enrmPzZaXaq9pdvtUq/XprMy9Hqx5K9IYfZQWx0ajQYLC0u0280nSXoz+D9BbwXNTk3N5LuXDUK322V5uUu1Wp0GvgicEkJ44WAwvKBWq9xQKBRv+j4mkNlNJYdCofAiSb9g+/XT0y/5v1rtO56aOrLMD0cCq6ur9Ho9xsbqszHGr0p6hKQnAl+t12vLh7M5tNVqUSgkAM8D7gr+/VqtunKkmclui3K5TIy+MoTwUFsnTk8vfXFsrHrIElBDCGza1KFQSB4r6U22/z5N43uA/uEa8Zazf3S7XarV6ir468BWSS8eDtOzy+XSjSsrXWyTtNttkgRATwVeavPGEPz5avUs8uixjYttlpdXqNfryzHGbwJPlLgfxDW3598RtVoNm83A7wLvh/DtfKedsbqa+Wdsz4JeUK0Wv14ohKlDZQZttZoMBoN7gd4q8cF+v/9eSes2sCRnz8iEpja043dDCCdK+oU0Tb9SrVYWut0uGkUenSLp721/oFic+cfhsMne7GBGES6ToPtLqpD15iArM80M6KoY43ZJ3ggrmnZ7kvn5eSYnW6dIuvOoQdq3gZWpqez9dTpNgLqtBwDXS7rkcIzIGx8fp1wuY8eTR3PgX+v16t/PzMyztHR4ZVq32+NIVWD4LNAL7fhsYGpfFkPtdgOgJIUHZE2g4neA3vT03I89t9NpQ1ac8X62zw9B1+/atfef5eg4DeD+ts+XdEOMPqB5LVkEEBWJfwJ/J4TS29O0d9AXjKNyPo0QwruBq21+N7uee36dOp02dtwihftkDW05G7jx5u9UA3ACyek2sv09SfFwW2S025PYMUjFe0k6mlHny1G03zJZUcqrgNXdn/3oc7sL+Gjb3wKtrrd7ZafTwnZTCn9t+8YY/RqJfojRJeDXwBfHmP7rYLB3AgOgrOb2SZL+Gfhb4BXAKyS9RtJfSXwkBP0GeGIkahsCiV8CPgH6H5vH30ZE+DZJ/wj80lqP9fZYXFzETgkhXAJ+B/DcpaXuyeVyaa2H9mMsLw/o9ZYT4HHAF0NI9klgboFAL9X/Z++9wyS5yvPt+znVYbond8/uKqOEEiAJEDkaTDIYsAk2JjnggAPJgEkG7J9xBpvPxjY2xjbJGDAmY4LIQRIKKOe0ShtmevL0dHfVeb4/qkdarSWxaXZmd+u+rr52p0PVqVOnznvOG6VPQThD+j/OljQaDUIQNs8H/h04Jsa9cg0+CfiYpMdrFQptTE1NEYKWbX/R5km9Xmcoy1bflblcLiGFX7A9HmP8WzvuUSqjftb2T4O+CHpVt5uFneaMKuiducs262+Q3nkdVCTeDHwKeDP5fPh6Se+S9F8Sfy9x2sknn8jY2Cj9sfBiSR+Q1FiNsbHa5IsBTccY/0LikUmiJyVJwkqA1MNs/imEZG8DLCvA57IsPsvmZ2P0s22/DPx5SW8OQb9vq9yX2gcDAZgGtkv6tRg9utMDsVK3O6x1Q++LqalpYkyxsy8D10v6paGhGuPjY2vdtLtRr9colyuHAyeCv7M3cSAxglTq2P4f8gqKP1Mqlf7P9ySTZdlQPwXKRVmWXZym2d5eyo613Pc5MUaA8yQNh6CT8pIHq0ezOU6a9g6T/EKJD5ZK4fa9uDwBHdtXA88vl5NT76X/VrUP9xEJsDVGv9zmWTH6Z2P0C2y/XdIZkt4/Odk6LknuXNyszBcHLHbkX/7l65cAnwe9LMviYABeKHFJmsZL9lHsVnd8fGSh0+nMt1qtlu0re730z4CPgV4h+ZS17oh9zDT4Q8BZEk/VgbgEAbIMpHIb9AmJxy0stI8IYX2N9xBECDoR1LO5fm+EzPT0zMpk/F3gSkk/2+12D2s0xu/8ztjYGFIAwpnAmcB/l0qlpdnZ9RNNf0/Y0C+tMQucIgVGR4dW7Xx5H+lxNlmM8atpmu2tCjAD/hMoAS/tdtPQL3lwIBLBC3ZcaLVas/PzM7eEkHzW9huAUyX9Qq22bjdku02rNcNv/MZTsP3fto+WOKsEerjtvy6XQ7qi+9x77ppoW61pms1GZvs8Sb8MnCz50p1/0WyecPcjaJJcL5soy0wIwfelex0YqN7t7+Xlzt3+7q/KJQVlmaLEvSZ427ktU1PX39eFyuZLEk+U9ArbX202G7N9nfK9kuuXkS2laRaBPU6lfdcxy3f7e3Jy15OVzszMrETQnwtKgNMk3b5XDdqHrEz4MfpYibksy7bv7aJIgnq9csfSUvfzkt4o6VGS/mfHPgFoNpvPAVr9MgpAnqJeEiEkIUbF/Ps/aTzN/J/PWq0A7Liz33u7XavVYsOGDW073izphGq1Qm4e3fespOrvdts/ZfODww+faN1xx15fQwAuAT4j6YWVSukjwGU/6UcTE6MA2CFkWS5q90Vm6r15rnam14vEmAFcRZ7h+PSlpeVqCEln5+/uOKftPJ+tsPNc1ettI0ZTrSayTas151ptgB2dPyYmRoCMGMshRltaNgSmp+/yKs2rtFpSQpbh+5ovd8Y2NjeFwLUSTyoBE8Clq5WBYmJiDLuMlB7Rf2tr/n6jBrwcdE2M2UUw/QzQRvAHpTAXY7JJ0oskHpEkzNj+TqPR+AJ4Pl85UQGeBZ4Cbu3XtDkZvMXm40NDg7dOTrb6+dcoh6An2XqmxEbJP7D9sUZjfDIEAVSBl4E2x5idA9NPBx0F/iC5Ouy+ELAN/K+gv5X0NOAT9yZkRkdHybIs2OERkn5RYlO5HK6x/dlms3kh4P5vjwc9AbKvQXJrjF1AAyGUngNskfTt/J75NOBngU/aOlni8eBlm6+NjGTnhKBdLi0cQsD2DOhG8KmSvr46o2L3CUGUyyU6ne4m0JZarZLeccf2vTpmjNBudwG+APyWpJ+LMX6h0Wj0Wq3WSjqeoyWeBnx1aSm9uVpNGBsbVamUPKxfHvk4icvt+KFms3FTfyN7NPAi0H/HGCNMPwu0XdLH+7svA5UYeXSz6ScA4+AfSP4KNNr7ZrFnbN8q6eilpaUQQlgVKVMqJXQ6S8NSOFri7K1bp0nTvT6VgB743/Ns4nqZnb0JuMcDV6sVNmzYwNJS+4QQ9GKJB5RKeT2aRqNxtkRnaqq1Ylx/FPhYO/s8sCCVsLONUnhW3w336v4i+ankJTM+C3oy+AzgdpvP3+9+A9fMzi6x515zAjxOvrrYkmVZN4Q7VWa2PSrpyYODgw+RuN3mCw960AlXXnvt7ZRKAeAJoAfa/jC0HgDhicDX0jS7sFwuP0LS08EnSHSbzcZX7exztdrAki0e97iH8b3vnX9aCKVfCoFTJLrS4NU2ny6VypeOjpYAD0h6uh2emqdt8jdsf7LRGJ/dlVCBLDPlctIlF6QnBYlFibl9q+XJJ9hms0a3G0vQeyLwCuC7MfoSW4BqoFcAvxJC8o+S/kTygyRk+8QQ9IG+YX0rIElvC4H35DfGSNQk3ijp/cB7QM8CHgt6l6T/z2Zj7u2QJSHot0F/JzFuczvwq1J4F2iw35YK6JeBXw0h+XtJfy75TIlkF/tFtr9Ivtp6hc3YPamLJyaalMvlUK1WX5o7BPh+wE3AmZL+A/wLubFUgB4q8TcQTpUgSQJJomFJ7wRessOpT+3XFvlz4LdsjgW9TNJHy+XwiN3Tx0fSdDmTvFVi474cEXuLJGq1DUgaAub2hTF7erpFjGBzKXlG8Z+SdFIIotFYUZXxeGAj+H+GhsoulyuUSslzQf8m6ZTcS8hPDSG8Dzi8f++OBL0G/KshhI9K+m3JR+2wkBPwG8DrJE7ql1j+D1uv6nZ7ycjIyL7qtXlgKAStmhbXFraGgJLNlA1zc/tEnRiSZOjSvAQAL5CSB9ybuWJoaIh2e/nRIehDwE8Dm4FxSX8j8eYYY63RGF8xrj9P0p9AaEJAghB0nKS/BT0G1Hdk0pMlvRV4N/AcW8eD3iTpn+fn20f0F6e7xfh4qd9nPlLi9eTzxmcrlerKyDAwIukPQc8F3Q/0ekkfuP76O47JzylAjwVeJfEGKXxI4mclD5VKYQPwLuAMWzeCOpL+Ukp+TyIJIfD9719wUgj6V9DDQBdK3Ax6jKSnHn54HYgVSX/Qd0Ov2kxKvEYKbwFVdkVtOTs7s/LfbUBS+om/2D0i8Oi5uYU/HhioCqhVKhwHPAS43PZbQtBs/2a7//3ngb8KvDBNs8uSJEHiTcBG2y8pl6tXwpJ6veQJEh+Q9Ipa7YV/sbz8Sfo9bom/6nR651QqyWieDke/DfycFN4vlR4G+l3w38WYva9cLmVp6ofmwklPkPjSDm1/NvibwIuyLLt4enq23Xd1/UkohDAdoz8g6W/7K9//upcuOjMfvP54jPyZRBviEOjtkt7ebDYu4y7VwD2N5J3fMzAEDNr+lcHBZNvSUvYUSR+VwjOAH+7je7we2KdTZpKoHaM/3Q9IfVqShMvTNCPGbCBJwvNsX2rHC/PJp3uMFN4KfM2Obw6BdowcDfoP0PMk/r4vTKqg3wT/m+33pWl2a7l8p9olADfafl2MA9uk9mEhhPdK+t1yufwVST9eSbN+KJOmCwD/0a+W+bIsC29Mknt0upiQ+CNgm+1XhlDaYncTO7xI0p+GEC6H8MmfoMLeeUxF4Ajg5hj9jm437Q4MlF4FemcIehjw2V24BAPNEMIbgXkYKU1MaBO5fa8OfivE7+ZOKFr5/kT/Ot7cbnc79XrlNyX9eQh6FGhz/7gZcBzoF8DvijF+fnm52xoYqNYkXmfHqyW1Y1RJUi9X44dPSNxo+1Ggo2L0z0mcnw/FOCRRabd7QHhSvuD223u99kfq9SF3u9mTJP4K9Bn2YD4JNoM2I/tIXWbyOICjbI7IV/RcbfsNMfplwBU7RR8Hcu+Lt9ucnySlZfJEek+x/ZFSqXTl3Nws3W5wt9v5js0XJb1oefkTG/vnCsBFaepzy+VSCkzZfi9wg6SndLtZNd86gs1VISQPyjI/RPkS9VbwY3dY4gmY6rflnOnp2TbAPcVN3BMxGpsvk+uSf91mlJ22930Xv58Dshj9bxLtvpvnAvifgaqk5+xmn/dVC3w2BG1rt1MkX0yu3D9i9w4VKJUGElubbLbtkxGxj7BNu70d2wvAcJLsGznTarXouyR/C7hO0nN6vXQ8SQIh6AESDwM+nSSl+dwRQo8FjurbGE+y9RBJTdtXAI8fGqqvHLpk+4dZFv8kRt80Ozu3Y+W0aPOdUilsk5YJIWwB3gcMAo9NksA9ebrtQa8NAwsxetUSMktG8gKQSjQlGBkZ3WfH7/WyS23+G3hBCPFBcHfjUn/X8Wjggbb/OQRtWVxcIEZlMcZPA5dJegnE6m6eOpA/Q5+RWB4YKEfgHPI5c2IX+9NAmTvnQx0GLNn+YIz+eVsftsOOcT4iN9z9j0R7cLAacxspMT+nd/xesP0vk5Otf7eZWlpacqs1vTQ1Nf3jqamZ9uTkNCEoBc4HhkHH9X86BVRD0C8CD7VjM02zxSxza3m5FyQ9u9+Gm8vl2pm9XvZgieX8PT8y3/mV7/OiR0fHVv67EchKwKTEg0BX7YMxkQDfsZdf2W4PZqVS1u9oMTd3l9GoWr3zfoe8E3xNPmCAXA86AFydZRlLS0ssLS0xMdGM/e/9ks3GfJt3T+OCbeQ7gWOSRE3w8aAxSW/h7kuZceCSwcFxFhZaKz/+MXDlTzLa3+vFJ5qK0f8q6b3A04Ef7fh5szleBR5IbvCbvGvQCOAO8kF9WrU6SKezuDunTumnTs8XOcryMeiwOx5iMUYkxoDjgI+uh1Txd7XN9HopoK3AI9rtXml0dDTdF55efU+zW5rNxhckvVLSQ0MIX48xPgNoA1+LMVIuV7E79ydPrf/Kfr8DIDFkc+XWrXck9fqogUzi7HK5PJtl912Zs9/Nt0hsA46fmZljaGhwL69K9AMBtw4O1uNqRf2nacbg4PB8t9u+xeZBmzaN//eWLfsuiLBcTjLwf4CeB7zM1h/trPqTeACwDNwUo++cMzZsmFiy4w2gJ9kekdi+m5vgBfC2lf4EZ/3f7+pD1RdU8S3Varx2YaEk7mE+3PFSgEXw1v757u2cyo/Lt5rNBitCqq/KqkicADwAfLjEY3NzAAM2xBi/GYL+TdKvS3qZxM0hJF8E3ieFNnAssAn0x9x9ImwCLpcHqNcXWVi4d+eHJBFZFish6GSJW0vg80A/labxfxqNRrovokylzPV6x5OTP3ECEDDZas0sN5tj5PYRokQA3bkkHBurIwXsrNb/Tbzn8xrbAUIF6AI9UBe4xObV5ANxx1E2u7Bw951MlnXapdKeuRT2V8RfBn5V0q+Db9yxrTZIZEBN2nE5EAHKkFSB2Ovda64pc88S0OTSZY/JC4AFbB4hkdm+Yj0JmZmZGSYmGkjcBBpJkrABfMe+OPbo6Ci5MPbnyG2HP5tl8aI8cajPzrLshtzLJoN8DN1i80ZgO3cbT14aHDw8s5dWJpMt+Zj4v/0o3SlckAxQApVAnde97uG8//2X7/H1NBqjZFl3IITSsbbPWV7ukqark79sdnaOcrmMzbeAV2zZMtUA9pmUsU2W+bJyOfmkpBfY4dPs9PzbZBKl3M6bMzZWZ3j4aObmbq71+9t7oGW1nT9Xe2nTcrcbmJub2pUHyrZ25ZzLEpMrf/SdVA4Hfl/So/r2sRslEnYYgCFo0fY7+7GLjwKeCHotMAT6f0AH+IHN2/i/c0qr1zueavUO7isZiCQkHwucZPOhAHzC5owk0elrFOLhBz/4fth3CuqryKX5o5eWlkM++VWJsTcIehRwPX1ngJV+k6zcm0bkxjLOAK5ttVrbbV8MHAnOJF83NTV17V2v1radXEadpmXv0JbdJgRa4A8Ap9t6+o43+PDDRzrAhcAJtu8PMDFRJw8HCA8CNtn+cYx3WyX0fx+AMEjuCbfPSRKws5rkF9r+bqMxfnt/Ul03xGhi9HXgssQJfcP8XjM9PU2apmRZ/DFwrqSfkng2cBTw6VKpFKenW9gZNhcDw5IHJa6zsx3H02320o6Hdj4u/287bcKOmlqbU8n18Vd84ANX7lXBMSlBSu4HjEpcBZHZ2dVLEZS7R/s7fePyU0ulEo3G2D45dqs1TbkcYj8WLUp6GfkDsyMXAzXwWZVKqb9gGmB29qYjQGfYXGpr5/iAHTpYIxx4QZC2ZVuMjY3x5jf/MsDvgJ5p+60xxhdKfjXw3/TVGwBTUy1arem2xPfS1H/V7aY/B3wMeAa5ivcS4DjwIvjanebLqcnJ7zI1de/eg43GGC996auR9DxJt9icH2L0ueAfSfxWjNlAPw/ZfiWEFa8LiDFeY/vjkn6pVht4cQhqgA6Twu8Cj7P9L9VqZcUFKwPOCiE8NsviAPj+kt5BXvnxk/nK158FTwPvjJGThoaGys3meLPZbPxcs9l49r5crE9Ntfq2Gf8v8OP+AzFOf0Bv3TqP7f8Gtoegt4NPj7E6IsWHSHo7cIvtT/c3LJ3+7zbVagNkmQb6SUyP4l52cnvK+Pg4SVICwtNtTgA+1mpNsy9iDPYlS0tter3eHcD1th6/Jx4+90a5HCiVSovgT5OrC19lc02M/lE/aBPIkOIPwOfavN32w9I0VhuNseFms/GkZrPx8l20FQXJz8iy9IRerzcAfljfQ/Ba8DdjjExP73nmjb6d4uG257PM1+wDl+L7ZGpqmlKpvAX0CZtfTdPs8H3pm2FHsqxzOfDJ/jNwCv1nII/JiD8Any3pNd1u+rQQNAYcmzsBcTj4A6VS6OZ9wxL5Qq1ZLpeI0U3g+UCdPdWTryG5jcS84x3vkaRmX1MyLSnaHG77if3rNUCz2XxUs9l8YYw6OsZ0oFwOo8AIMBWCupI/Di4Df2hzv/58ubHZbPxis9l48k9KCyYFPvzhvz099/b1h0qlsBhCUBf4R1snh5D8Urk8vZLccU+I7N4EGNnhxrZaLZIkpBLvAf5b4o9DCF+W9CXQK2zebWcf63TutvVPQa8ulZLPS/o88ETbf5am/laMMDw8vdnm9ZI2hqBPVauVL0jhc8BbyFc/99iW3bzeuyxyAimZBv4V2ETuCNHfEhi7czX4tcCopE+GEL4E+i/yVcRrpOEb+4e6ErhR0tuXlpb/I0n0ftBpcNcWmZWD3nOf79L1DA8PkyQJWRbvn9df50PDw4PX7NTH64LBwQGq1VoG/K/EE7Msm9hXi6LJyWnsiM3ZwGZJZ4A/Xy4nMyuxAZOTM4DmbN4msU3Sh8rl0hdCSD4v6T3Axr48Wrkn99b/KWgUwt9XKuUvgj4FDNt+a6WS3Lo3u5hc7ZwNSDxT4pvlcnVhXzlJ3Be9Xo8YY788u14bgqv9gOM94W7jeWpqhiQZiOAPAwvAMeTPlAFCCPPA24BLJP4phPClfC7QE22/2V7+RpblwYy2fwgkIYR/yLL4wf59q5AnrtyRvXqudvju7syHu3rOu42vpaVZarWmwZ8hd4H+dAj6AvAfEg8mNx2scITE20PQFyqVypek5MvAo2z/0+BgZT5NS1fZvEHSg0LQZ/rz5WeBV5M7Mdwr/UX9uBT+wPZ5WcY30jSiRqNBpRJI0/hzwB/Y/GEIw1+LcZqpqV2LQO9n3xyRwsOBLbB4OVTv1SbTz0ZbBh4OzBx77NjlN9wwfWcqin5qj4EQ9BDQg2x3QBfZvhxI+yvYUeDrwLUx+p0SjyZfjVwQoy+U1Gu1WoyMjNBsjjA3t3R4/3z3A90B/nGMvj4ERUkl4GHAQrudXlqtJveZFmMlC/PYWOMk0OG2zwPaOxnghkLQWUDN9nWSrp2cnGJsbIyNG4eZmlo8QtLDgaNt32TrR0nCluVlqFRMHi/Eg4FHk9sBrrJ9saTTgVlJl/Xnok0Sp9u+SNJk7mimMpQeaXsmhHDp9u2T93EtDWxvlPR3uY43vgFYyifU9Uc/oG4T+KPAB4GP7assvH3bTEiS8FCg0c/yO7Vz9uyNGyfIsmw8jzXgZNA0+FKbK0JQj3xh8VDgCuCOlUzL/XE/Cpxlcz2wQfIj+oLrh3Nzi9eWy4GlpaXdafbdyDMZ+4mS/tT2r4Kv2l8lO/qr3DMkvQ/46PJy95+TJGS76pyR94839Z/5S4BtK/d2fHwcoJQk4Uxyr6VtMcYLV7Iw3zUH6WGgU2y3QBdkWbxWkqen7wyurQBPIC/ZPQlcYnuzpLPIVfW3SsLmZInDYoznAe3cZhdHITzc9lXALfc27prNUSDPwgwag9jP0H7v9yG/b9xf4sgY/SNgMffZ8TCER9i+Frh5JRkxcLTNuRLtycmplUz4CfBwSY+w6ZB7ut4m6Tiby4DtdixJuj/wYElHg5dszu310gtDCGmMkbm5OZrNxjHk8+URoFvAF8Xom+8tk36j0cCOA0mS/CFwpu3fBG6dmmrle9q8gQ5SeCXoxbbf8tjHnv6tb3/7x3sR1bp67PCwfh24Nk3jy0PIhUrBrlEqBRqNBmmabQwh/AW5MHyNpC3rsSTBCo1GgyQJxBhfSR7X9FL2MN3/wcb4+Cg2tSRJ3i/pltnZpbdVq4n3V8mGEALHHHMU8/MLT5X0/2z/U4z+kKSseDYPXvoL1Zqk35f4aduvLpcrF2/fvp0si3llzHZ7mWp1wL1e+uMkCXVJr9m8eesk6Np6veb1VjK1Xq8D1ICXAa0Y/RlJcb21c73SaDSo16vEyHEh6K9BFdtvlLht3+WvWx3a7faKC/zNIYTnAsNTU9M/HB9vsLx8aN//oaEhQgjPy1MbxXfWauXW/rSr5Wo+MT09f0OtVr2jP+nUpHhJvT6Q7q/iqs9WVQAAVgtJREFUaQX7j3x36HFJb5H0eJs/qFarF7bby3fmS7szYU6/ql6MMV7QjxJ9XQgMApfV67XueprA+0KmTJ5f6LYY/ZVCyOwag4ODLC21Va1WHwf6K2CrzZvAtx0ou4HBwTpSWAJPSvq9Wq1+RQjhlr1RMx3o5GpEn5zXWfG/xVj+hpSxvyucLi8v9z0mZ6+RBq6XwislnSaFS+r1+kKtVqN4Tg98JiYGqdXuB7RPytNwcYzt10PtohjnabXuylZxtypN7fYyg4NDEcLF5HVFfi3P58M17XZncnx8jOXltV+NDAzU6Puv/1DiO71enJNYF21br5RKJTZsaCBpdGBg4DeA3we+aPOnElO7kvhuvdBut6lUymRZdlOShE3AS21/p16vzR6KE9iGDRPE6PEQ9Be2bwH/jRR7a7VoWFrqUirVKJdrN9nxPOBZeYyLb+v1ercODAy40+ns9XkK1oZmc5wYQzWE5edIele/rMSbQyhd127PMjt798XePbqdDAwMsHHjBhYWFo8NQa8DHmL7Q7Y/ITEzPR2Icf3q7QvuTrPZRCKx/Ujg1ZJGbb+710vPDiEcsDXY+8bOMUl/Y5PEGF8r6YASmHtL38mkLumPJU6242+FEG6bnGztVazNvqKvrx+X9Bv9lEr/C/5AltVvLZXm2YWA7YJ1wsTEKNKyYhw8Oa8oy0Ns/2uM/k9J7XuzuyX39GaapszOzlGvD8zY8RugKUkvlfRMYL5ajbfW67VCx7rOGRkZolJJlCSlUyS9IX/Q+SHwh5Iu7vUSz80duBNypVIhSUrLNhdIPDeE8CjbPxgaGmwvLR38O5q+p109BL0F/HDg9aDrbe2Vh9q+pN1uMzBQW47RPwxBl5GXpXhJCKls3Tw8PLScJCWKnc36ZWRkhPvd73AWF3uHS5VfB95E7pn3tpmZxa9Wq+X0vuK6fqID/eDgIOPjY7Tb7cNALwE/F7iRPDvq9+HOJI8F64ShoSFsQrVaOVHiF/s1bq6y+acsyy6QFPcm2G890WyOIFWB7HjQe4AZ22+RdPt69pLb++tukGVxLEmSt4EfkseCcaHN3lalXDUmJppkWTYcQnhOXiOGLvAR21+p1+vTs7Ozh3zm6fXEyMgws7NzNJvNwyWeA3qBxJztD2RZ/HoI6uyK1mCXo7QajXHSNFW5XDlB4sXkmZJvBT5h+1ujoyOtO+7Ycq8V3ApWl4kJyLIG4EoIOl3S84DH277B5t9tfy8EdfZVTMl6YmxsjHJZxMgxUvhTYMT2Hzabwxdfd91txJju9TnWE/14j+OAPwIawJuSJFzW62V7lSlgfzA21mRgAHo9Nko8D3ge0M0zXfC/3W68rVSS1/t1HMw0Gg1iJCQJJwDPzjVYXgR9LK8C7Nk01S5XytztUOBGY5wYUZJwPOjnJT2DfJB8ReJ/u93etUmSpNPTM2vdV4cE4+OjLC8vU6vVN0p6jMRzQfe3uQT8cTs7J0mS5e3bDz7hsiMDAwMMDw+TZWkzBL3R1uPA75X8P0D3vgLhDhTGx8exY5IkyZP6aWhuiNF/nCTJLb1ed92lAbov8uDDiK1NEj8D/LykEeA7tr9gc0mSJO2FhYXCG20/UKvVGBsbodvtDQNngZ4jcZbt28jzW34dNBtCxu4Gau9xvonx8XGmp6HZZFNenlTP6Vf/uxr4sqRzYvRteUTuwau2WAuGh0doNMaZm5sbyXctPDX3ArRtvgl8HnQFkB5qfd+PDK+GEF4g8dvA+bb/v+OPP+m6Sy65kPWYLmdXGBsbJwQfLoXfkni6zcds/WsILHQ6GfPzM2vdxD1idHSEen2ATqc3IukxwHMlPdD2HcBXgO/EGG+w1SuV2kxOFnbgfcXExAAxDgLZgBROAZ4EepLEiO0fAZ+xfX4ItHu9wOzsns0le53UaGysSalkYmQgr0vDU4HHSxqwuQI4W/KFdm8zJOmuFgEruDtjY6P0einVarXZr5/xhDwrtYclLgd9yfYPp6Za2xuNUVqtA2dVu68ZGRljbq5Ds1l7oKTXAfe3/VHwJyGZmpqa3Otz7C82bNhAmqbDIeiZkl4BngHebS+cK4V4ME26uaecS5JOBJ4k6SnABHizrbPzxKTZ9QMD1eVWa7ZQze8BAwNVjjrqSFqt1pCUnAw8RvITQJuAzbb/1+bbMWa3SGGf2G73aea8en2QpaVFms2xcQhnkNdMfyQwkG+79D3gAsiug05LKnlysjD03RO12gBjY2O02+2BJEmOBR7YL0D0ANsV4BpJZ9s+N8a4GZQVeuy7GBtrkuS+k3XJP2PrFf0KLh8FfVnSFEwyuU7lzcREkxg9LPFTkl4ONG0+YmefLJfLs/Pz8/s90HJ/MTo6wsBAnV6vW5c4jXzR+nigAZ4CnWv7XPDVtreEkMSD2cljb9m4sUmWZSUIRwGn9uvIPNRmWPLtNt8gryFzTZIk3W63w+zsruWt3BVWLT3r8PAICwsp4+OV0RDCqcAj+vVgDifP4ngt+II8cZtu6nZ726vVJJucXKl6emjRX8XRr21xtMRJwEP6CTHHgCXgx7a/L+niGH27pOxQU4ftLgMDDUZGSqRpOiHx88AL8jTo/pzNl23fBKwLb7s8yaAVQjhC4qfBPw8as/154ONTU751bCzsssH1YGBiYpT5+aMYHLyjJnGipIfZfgxwfJ7I0rcAF5DXlLkxRu6oVkvdubk2S0uH3gK2Xh/m8MPHmJ5erEkcSZ5M88HkCTE39YPYr5T4ns2Fdrwpyyrdcnl51WKW9kuZsrGxUZKkTZZVy0lSPhI4bYcL3wCkNtslLrO5QuImO94RI5NZFnuVSomDZaVSrVao1wfp9bqqVKojIXA4cJStk/vqxuOAqu2OxJWgC8CXxsh1MYaFctls335w9MX+ZGJihCOPfDC33HLJBklPk/TztjcAF0t8OUYuiDFuzTP27j+BU6lU6Ha7NBrjTSmcKfE08uy3S33h8oUsW7pFGqBwpsk9CcEhhGRjCDoFfKbNQyWOBkVgLlfT+3LgBuC2GNNt09Nzy8PDA8zPHzy7v2q1TLfbY3x8dFBKNgFHgu5PrvU4CRjs22mvl3SBzcW2r47R0xL7bZyvSS3MkZERut1IpUK5XK4cLul48KmgB5JL3gFwCloAbrR9HXma6y22p+zY6nbT+UZjY2y1trKwsLh3DdrHlEoJxx33AO644yaVSmEgScIYaAK8ATgKdAL4RNAGyWWQbW6HOx+O6+14M3jBDoU75z5keHiYarVKlmWDeSkJnpGnRrdAV0l81+Yy2zfNzc3OV6tVFhf3XWDj0NAgmzYdyfT0ZF3iGOA0iccAp+clGrjY5kt2PKdU2jAb4x0UKuV7plQaJE0XGR0dTUqlMAHheOAkiQcCJ5MX48rAy6DNwHXAjeA7bE1CbEE22+uNpOXyEuvRvX98fAwQIcSKnYzmhck8QS5QjgdOBB8BqpJX95wir0V1GXBtjPHGNM1mTjxxNF5ySYs03f9z5doUXN6JiYkK3e5ZVCpXKMs0EIKOIK8AeUzfCHg8cBh52dUMiLbnJd0ObAG22d4KzEhasFkEL9q0bbeXl5c75XIppmni8fEBOp3ebu2MSqWEGM3wcE1SCZtKCKpJoSZRAw1JDAIjNhvIa7xsIlcNTvTbndgor9Kpm8HXgW6UfGuMvrXXy2bL5aEsyzp77MVRsHuMj48RIyqVNAE6E3hMv67IMPlO4gaJK4BrbbYCU3Y2vbzcaSfJQLSXWVgYZGf17sREk1KpxMLCgkql8soiownemC8wOE3i/sCQTUfix8D3wBf0evGOJInudMosLhbjYHeZmGgiZUpTlUPQRtDRko8GnWBzgsRR5JUiVwqKLQFbcsHDNmCrRAu0YHsBuHMe6fV6yxJZmmZutyFJRJbt+gKkXC6TZYFaLUGSpFAql8s1oD+PMCgxZDMETPTnkI2gI/J/WREkod+uzRLXAzfY3GL7VjtOlstOY9RuuxqvFutCyNwbExNDSJEsqwRwLYSwwdYGSRPgw4AjgI02m4CGpDIQbSzlNYzzv90D2pKWyAdVh9wu1LVJJUdQlv/OiU0AJf1a8pV+KvyaRB1U566brf5r5f/YngO2Sdpms0XidvB2m+022+w4Z4dMii7UH+uH8fExOp2MgYGkFkI4ztbKivgU4HAb9UvbZuRVFKfBc7aWJHdBKTgBVcB10DB56e1h8vRNST+X2HZJV9u+DLja5oYs83wIgenpQqisBpXKEN1uxuhoLUBWSZKkKbERaAKbJB1BXsV2E/micADumj92+H9quw0s9eeSDtAFd22l+fhwtBUlJ6BgE/raigpQsRnIxwd1SQPkY2OnecSAloDtwDbwlr6mYxswaXtbmmbTUqk3O9tyfn37p2bQnrCuhcx9Ua/XWFpqMzo6ohBCsCkliYb6hvNhYFBS3XYdGCKvmlkHaqBKLjyo2CSSAT0IOBb8VVDH+YzQk+jYdCU6oCWbJYlFm0XJS/muiQXb83act1mWFNM0jZKYmytUHQciw8NNbCiXswAaDkGbJCZsmkBTygWITU1SE3ga8F2bWySWbRYkT4NaNlPkk8PWLEtnQ6hmMcZix7pOGBtrEiMql5HdK0GoS2FE0rDtIYm6rXqurfAgUAfVyBebK/NISTI2h0n6aduflVjIBQ4peQnkLtAB9xe7WrRZyqPpWcq/73nbc7bbIZSybpcowdzcgTtWDlghszdMTMDk5AMI4Raq1W4/11f8ZdDTsyz+yuDgaPvWW28FDq50JAX7mhE2bCgRo4+V9C82b5H4UV74rcmh6CV5qJEkDWLsUi5HRkcHybL0zBDC+9M0e3apVNk6M7NIlhnJxHhoZi4orXUD1oI8NuJyYoR2Oy+CxZ1bYrG0NEchYAp+MnPEOL7jGztk1y8EzKFAluXOAt0u2DXozyMSzrLunYb2dVB1Yc0Ia92AgoKCgoONQ1mo7EwhZAoKCgoKVo1CyBQUFBQUrBqFkCkoKCgoWDUKIVNQUFBQsGoUQqagoKCgYNUohExBQUFBwapRCJmCgoKCglWjEDIFBQUFBatGIWQKCgoKClaNQsgUFBQUFKwahZApKCgoKFg1CiFTUFBQULBqFEKmoKCgoGDVKIRMQUFBQcGqUQiZgoKCgoJVoxAyBQUFBQWrRiFkCgoKCgpWjULIFBQUFBSsGoWQKSgoKChYNQohU1BQUFCwahRCpqCgoKBg1SiETEFBQUHBqlEImYKCgoKCVaMQMgUFBQUFq0YhZAoKCgoKVo1CyBQUFBQUrBqFkCkoKCgoWDUKIVNQUFBQsGoUQqagoKCgYNUohExBQUFBwapRCJm74/6roGB3KMZNwd2Q1roF64fSWjdgLWg0GgBNSY8CqjapxFnAMSHouUC32WwKMPgS0HVTU1Nr3eyCdcDY2BiS6hIPkjQAROBwUAP8EGCg2WwEQLZvOf30xg0XX9xienp6rZtesI8ZGRkiSdIkTUtlGxYWlrJ6faAMTm1X0zSrDg0NSbnESUMI6ezs7Fo3e79zSAqZPkMSfwGcAmTkuzpJPLz/uYBZmxdKXLfWjS1YH4QQAAZD0LuBR5CPHQElSX9PLnQAMolXXnbZ7A2h0BcclJTLFaB8QqWiP5E0RL6bHQJOKJVKHyyVSl3yxUYX+Cvg+2vd5rXgkBQyEthsAS4CTuPuasMd/3+RzYWFJqRghaWlJZaXl7dPTDTPAx7D3Z+hHcfONTbfh8jUVLGLOXjRgqQTgQfv9MFhd35Dutr2HWvd0rXikFxjxQhJoo7Nd7lr5bkzme3PlsulmdnZ+bVucsE6YXl5mYmJJra/DrTv46tnx+gbY9zVIxccaGRZZH6+fQfww5/w1S9kWbxprdu7VhySQmZ6ukX+8PtcYMu9fO0G4CtpmpGmvbVucsE6wo6ALwauuZevLNj+fJKEKGVr3dyCVWJmZoaRkbptfwfo3MvXpmw+lyRJnJpqrXWT14RDUsgA2Mb2dcBl9/L517rd9IZYLEULdmJ+fpalpfnbgR/cy1cuBp9nR1qtQ8/QeyjRn0fOB269l6/8EHxIq9wPaSEzNFRb6K9CdmYW+Ey1Ws4Kr6CCnel2I0NDYwZ/jXtYwdr+YrlcLdwRDwFsAN0KnH8PH/dsPhOCFnzoyphDV8hMT0+zuNiBfDW6syT5kc2PfCiPjIL7JMaIzUXA9Tt9dDvwlTTtMTc3s9bNLFhlWq0WIdxp391ZN3otcHaM+fcOVQ5ZIZNjgEu5+0Rxp8F/bm5hrRtYsE7pdlO63ewWm3N3+uiHtq+IMdLrFYuUQwf/ANh59/rlLMs2H8qqMjjEhYwNaRqnubv/+p0G/16vu9ZNLFinzM/PUa0mGfA1IO2/3bP5bAhalg7pR+uQIkZj+wbg4h3ePuQN/isc0k/C3NwclUops/09+u6otr/W6xUG/4KfTK5OjecDN/bfugb8XRuKDBGHDt1ul4GB6qztHV2ZD3mD/wqHtJBJ05Qsy1a8Q24DFoDPVCqFwb/gJ5OmGf34h/MBbL4+O7tw8+xsoWY9lFhYWKDb7QH6DjAPpIXB/y4OaSEDeR4Z0B3ABRQG/4LdYHZ2jnK53AO+DkyDvzA6OuyxsfpaN61gP5PPGb6c3L57PYXB/04OybQyOxKjSZLQsf0VoJIkYWb79sm1blbBAUKuVtV54P+JMVePTE/PrHWzCvYzWRaZm1va2mgMfx9YzrJsc5Ic8mt4IE/sd9AyMjLC2NgQs7OLlSRJRiSGJQ3Z1MHD5EkyazZl4CigJ7HdVgpeBhaBedBi//8LdjabpnFJkg/FjKqHGkNDw4BVqVQGJcaAEfIkiCMSI0DNZgQ4QdKVNl1gCZgHz0lasD0nMROj5gG3WoW9Zr0yMjJCjCYEVUqlUl2iJjEADICqNhVwFaiDBsAViYqtkmSAx9hqS/5xP4YmgntAF9QBd4AlUEei2/972WY5Ri+laboESSpF5ubm1ro79gkHjZAZGxsHnIQQJiQOB+4Huj9wgsQmYAAo918JuU97G9wGdfO/bVAClGwGwHVJFfL8ZinQ67+mgZvyjAG+HnRbjN4aQmgXBt8Dl9HRMbIso1Ipj4XAUTYnSJwGnASaACr5yyWbDFiU1Aa64Kw/dspADaj3/5/ln9MlHzfX2b4CuFbiVtAUyJOTxe55f9BoNIgxlpMkjEoasz0KbAQdBmyS2GR7op9VuUI+V9z5snMTg0RfcNDNhYhSIIIjyGCBArlJYmXeqQAVO9cgSWTcNbdk3DlWPAfabrMV2AreAkwCM7ZnY/QskM3MzKx1d+4SB6yQGRkZIctiMjBQ2STpJJuHAmeCN4JqEkvAzTY3A7dK3mozZTMtec72Ugghte18HETn2ZmFhGxkOwBVScP9VWwDtAE4Anw/0LE2G8h3QHO2rwZ+BFwO3CzRnpwsdLLrmWZzDKAM4RhJD7b9WEn3B4bJPQ6v76cf2iyxBTRpezpGL0ikkgyyFLEFuZlPNontQUljwARoE/hoSSfY3F9imHzHcyP4Bzbnx+gbS6XS8vz8AsvL7T26noKciYlxbFUlTdjeABwNOkHiOOBIYJA7Fw10bU9K2g6eBKZstYC5fMJnEVi0WbS9bMflEEIvv/cYbEnEiCWvZHnHFiGgvolX5Gn/FWOsSGFAUk1iMG+LBiVGbEYlN4AmaENf4E2QT1Iri5V5m1vIx851wG25BoYpIF1vLtMHlJAZHx8DKIcQjgU9AvxE4DhJJfD1Nj8GriSfGLZA6GSZshDM9PS+2WEMD1eYm+vQaIwEqVwCj0vhWImTwKeDHkg+gLfngXr+js0VAwOVudtv37K3py/YB4yMjACEcjk5EvR44KmSjiOf9C8ALsh3G/EWOyy3WjHLzZd7t9sYHT2MUqkbcnWLjgCdAn6IpIcB47Zvkzg7Rr5p+0ag8HLcBZrNCaRe2S5tAB8FOlXiAcAJ5IuFAfL0P5ttNoM3g24HbwNvszWT70acScsZiKmptRPyExMjQKoYKyHfHauaCx5t6C9WjgQdLXE/cjV/AiwDMzbXAJdLvtrmNqk3BSGbnFw71f66FzLj4+NkWVS5nBwGPFbSz5APnhW/9HNsLoc4lWVLqVRmZmZxv7fzsMM20Ov1BMmg5BNszpL0WOD+QAv8bZuvpmm8qlRKeoVabf8zMTEOULF1BvB88qJjS8C3gG/HGK+QtFAq4W3bVn9ybzSa2EhyTdJJwGMlngxMABfb/lSM2Xnlcnlpbm6x2N306Ve2rYTAETb3Bx4qcUZfpTlgsx24WvI1NjfY3gzaBupkGakEMzMH7vM3Pj6KLSVJSGzXJB0OOiafd3QScLLEKLAE3pLXxMpTIPXraGX70+tt3QqZRmOcGF1KknCKxM+DnghOQd+yfXaWxcti1GKpBK3W+lrtjY83mZ6u0Wi0S5KPkfQY8NNtjgWukviU7e+D5tbb1vZgpNnMhQvokZJeBpxm+yLgM7bPy7L2bJJUaLXWztA6NtYkTQOVSlYPQQ8GngM8GnwL8BHb3yyVkqXZ2UNP2OQLTatc1jjoZIlH2XpY3/Zq8LV9LcYVNtcB2211JbnVOnRsXY1GEyCAq/2+ORF4YF8AH0eekeIWyefYnAe+bmpqem5sbIzVtO+sOyEzPj6O7VII4QyJl0p6OHCN7U/b/l6vl05XKiUfKNUGJybGmZycZnx8tBpC8gCJnwU9mTztxH/a/oqk2WJns+8ZGxsDCEmSnC75t0BnAN+0/Z/dbnolZOn8/P7f9f4kNmxokqYxhKDjJT0feGZfzfNPkJ0D6k1Nzax1M1eV/jygJAkbQWdKfjJwOmgQuNH2ucBF4KvsONvtLmblco3p6aLA4Arj48OAkUolSU3QA4CH9OfUI8DTNheAzoZ4+fJy1iqXE2Zm9u3cum6ETLPZBIIgOxl4BfAYifNtPgpcGALdublAp3PgrkwajTFsSwpHS3ou6OckZsAfyDKfHUJYLoTN3jM2Nk6pFIjRE5J+TeLngHNt/0uWpVdIxOnp9e8eOjHRBJDNcZJ/GXiqrW+C/zHGZHOSpExOHhiLrV1lw4aNxNgbAz0YeAboIRIJ+CKb75CXRL89yyq9JOlRuIPvOo1GkxhFCLHat+ecJenx5CXoF/vmh6+ALpO0uK88HteFkJmYmMCO48BLJP0i+Eqbf5HihUBvcnJmrZu4T2k0xsiyJUqlwSNAL5L087ldyf9fmsbLkyS4iBTeM4aHR0jTnur12iNBb5IcbN5r822gdyD26/DwMDGmYWCg9lDgtZI22n53jP6apPRAvKYdaTQa2CQhcALwDOCp5Ab7i4CvAj+yPVmvl+Jtty1iL611kw946vUmjcYyy8vlxNYREB4l8VSbU8F3AF8Cvt7rZbckSfDeOKCsqZBpNptIiez04cAbyb2y3if5q6DOwe7+22iMA1FSOBnC70g81Pa/xeiPSSyuN1vTeiffDVMFv1jSbwJfsrP3QXlyamr7Wjdvn1yf7eEQ9HLgZbY/BfoHYOFA3AE3mw2AKvBQ4IWgsyTfbvMF0Dft7PZarZRNTi7T6RT54FaLanWII44YZna2U5J0nOSnAk+3NQL+NvAp4Ar20D16zYRMboz1AISXSHoF+Gt2fF8I2pJl68+Yv7p90cCmIvFMSa8GrgL/ma2bD8TJYy3oexwNS3q95KfY/CXweYnsYFqsjI4Ok6Zd1WqDjwO9HbjGju+EZJvUZnJy/dmYdiY3UKdVKXm0xEtzV27Ozb3p4oUzM712s1k56FSBBwITE+OMjkZarTASgh4t6QXAqbbPAz4s9S6GJN0d7dKaCJmJiQZAw+aNwGOBv5L0RZv0UJ1Ux8bGGByssrzcO1HibcBhtt/WaIycf8cdUywsFCu5e6JWG2RwcADbY8Af92NP3gyDF9iza+oxtlrU6xMMDkZi1IkSfw7uxOg3SrotTTPWa7qj3IXciR0eKunXyW0B37D5OPiqJClls7Pb6HT28kQFe021CiMjE2RZWpHCgyW9GHgY8H3b/wrZVRB2yQEr2d+Nz7f8HCbpzyWOB35/dHTk2/PzC/FASZOwGiwvL5MkIoRSy/Y382Cr8Dvtduemd7zjCTeed972Q851dVcYHh7E9rCkP5F0AvjVoMumprbQbh+cs1Wvt8TSUpuhocGW7e9KeoqkpwHfCyEs1mp12u31M1YaDajVNpJnPAi/L/E7oKuBP7bjpyS2TU21vLi4SJbt7dkK9gVZBktLS7Tby1m9Xr8N+JrExcCjJF4BYRh07eBgrR1CmW733p+1/bqTyXWw3iSFvwbKdvwDKdycZR2mp4uV+gq5rcZVKfwW6EUQ31qtVs5eWuqsqj/7gUZfRVYNgbcCj7T9u8A1B4p7+74gt0P5MNB7Jc9kmd8AzK2XTAH9e1SW+BngVcBW4O8gngdkB7sr9sFEP5i5auvJwG+T51x7dwj+vq14b2rp/baTyR8GjUr6M9tDwOtAt0xNtVheLsoc70i7vUylUs16vXhhqRSqoFfFmF0mhdvW0wp1LanVBhkbGyRNs5dIeqHN60GXHkoCBqDdbjM4OLgAvlDSS0Ngg+0f1ut1r/VYydXinpD0JtDLQB+2+fM8qWziQ8nuejCwtLTMwMBgJvlaW1+TdBjwe7ZqNpfX67XuPY25/SJkGo0xYkxLSRJeD3oQ8FpgcxHtfu90Oh2GhurR9o8lHSaFlwPfq9frM2s9eaw1zeYo5XKVXi99sKR32H5PqZR8vds1nc6h1zdLS0vU6/VpiZtAr5J0c7lcur5cLrO8vLwmberH+NxfCu/O0574DyD7EoROqzW9rtR5BbtOu92m3V5mYGBgKcviD0LQTZJeIelMiQvq9dri0tLd7+2qV9VpNpuEECiVys8EPdP2O0PQDb1eXOv+Wve0WtNI6tp+L/gOiTfa2UCuTjt0yTKIMR0EXmfzfdBn0zQyO3voLlpsmJxsfzc3ovOaNO1tTJK1cR6dmGgSo88AvQ/YZsffAi4EFfFfBwnT09OUSmRS+Br4t4AJm/fG6GP6rul3supCpl/I5yjQ79n+jw0bWufYGXNzM2vdTwcEUooUZnM1g04PITw7SRKSpLzWTVsTms1RSqUKSRKeLul+tt8nccgnHG21ppiYGEDyf0jKpPCiUilh5wd+tWk2m8ToB0l6j815McY329oqtSjsLwcX+f2cxObaGOOrgUUpvBs4csdxt6rqskajwcJCqkol/I6khu13LS3VO4ea3nxvaLe71Go1KhVNZpkTSS+x/dVarfp/tqWHAtVqDTsOh6B3Al+UwldirNJuFzmrlpba1Gq1NtCR9HKbr4Pm9pdqqj+xHCXpb8AXxxj/BLQ4PT3NUhGkf1CytJSr0Or12qLNDyWeLPE429+u12uddnt5db3L+vEwx4H+w/afSfry5OTurTj73imDeb0WpqemWjftmDW02WyQpw7RCeTVCK8COgebvaf/ADclfdjm0xIf2N2+PNAZGRmhWq0QY3yqpLfF6JcAm/e1CqbRaFAqiSzzJuBo4HpJ0zv2d/9+1ICTgAVJ18eY19uVPAYECNNA3J+7rH7G6VFJHwV9WtIHY4ys9vMwPj6G7YEkKf0FeKLv6Te9O8b93DkojoFOIC/gszI/ZcAM6I5jjtm4cNNNW1gv3nN7S9/jdgR0IhAkbgSmVjy1ms1RIArKxwPVfmHEbD06TfSDyo+V9H7JX4tx+T1SJa6aumx8fBxJ2DwDvN32d90vEbc7SCBxiqTPS/p9dnK7Vv7XgKQ/lfQJSZukdZGSbZ9iR0JIpmx/RvLP2nGkP6EcMpTLZZaWMoGeAZxz0knHbl6tLMr5GNLzJH0TeMLOY6o/Lo+V9ClJfwyEfHy7KoW/lPRPtidi3L+2x6mpaUJIZm2+An56lmXVPXjsdptchZs8AzgLeFeSJNP3FTtxT+R9qsdK+rqkj0r6//qvf5L0MeAjmzdvfWqMsdTPsH3AIwmJB0v6kqTvgl6fpjHpL677n6ss6e2S/kHS4Hqd3zqdDqVSchP4L209T6o9FJLVs8mEILLMddATbL5eKpUWZmf3OBYmkO9SKvfxnSr5ynLV7UxrQas1Q4wZwNfz4kw6dZ3kN91v2JFqlYm8PgZnX3fdzfR6qxpwWQbqoNK9fB7Ix1z1rjaC7XBXLXhx7LHQbI5Vx8bGqvX6IKOjY6veT8B3QYdJOn6156R8BetRSb8M/q9yeeCKLEtZWNgjHVkCDNr8i80zbZ4do19g+02SFyV9oFRKnlOraUXLcTCQAGXwFuB5SRIeeA/3bGV+W7cP/cLCImnaI8bet8E/BH45RldWdUKWOELiaOD7WZaRpkU8zN4hYuRWm+v7BbjWukH79+olQtCJ+V++Ctalh+Kyze8ALwG2A8zMDAnCa0ul8NparRzK5dVdB8UYsX0DsCjpVEmrKtj6q+1HAmPAp3u9ZVqtmb06JHimVEq2dzqdLa1W6wbg7Bj9e8CVkt7Q6WhiVTtx/xNtPplfOy9L0yzZyYt0P+xH955Wa4YkqaTARyXOCIEHrNpo76sTTgamgdvW+uIPBmxTLocucBn4Qccc80hGRmpr3az9wujoKCEEbB1reyFNu1vStLfWzbobSRKYnp6m1WotT0212q1Wy61WCztAnmn4rP2xLmi1ZqjVanPAZtsnlsslVtOdOUkSwE8GfpRl6b561u/W4KmpFiGElu3vAsfkqspVu6S1IACXA/8t6edLpeRBB+oism8WuRLYLPHTpb083n0gbB8jMQle2Ee7PLOLEr3RaJBlVqmkB0l6DjABvipGfyVJejfEWO13hiqSnwNsAV8Hepqko2xfYcevQeiGwOOBh9raFmP8ZqMxduMNN9xMqVRhbGyQGOM46BmSzgLmY/Sne730knI5saQy8CzQlJ2dJ4VHgo4FPgPM7K5ROMsioJslPermm38wWC4PLMLB72VWKiX9FbOPsNk6Pt7s3Hjjzfvp7Paujt+RkXHKZT0cGFhaWvpevV47BsLDJI4EZCfPB9xsNi5KkvJ1vd4y09P7PqFlt9sFfIukI5aXlxVCsior4fHxMbrdbi1Jwkm2P1EuV1Yl08DExCiLi1MMDjabQBeYB2g2G2PAcyT9MMZsmxSeCErAn7VJ8yq7erSkp5Mbzn9s+yt23BbCndPfA8CHxxgvCCE8EHS65DLw1W63dkW5vMzc3CKNxhBZFo+2eaak02w22/FTw8PVm2ZnOyuC/BHAscDnbB8vhUcB3weu3IVnvQf+EOgXJL3Mzi4F3WM2t7wGj0MIerikZwJDti/pX9vtIZRWJvuaxOPBt09NTV86OjrA8cc/ic2bzzkD2ATx2xA6tgYl/xxwJWhK4sngMZuLYvT3JTq76mzQ7Xap1WpLWZZdBdx/FYUMSBoDFqempjtjY3ttpI7Acc1m89mA+7VDyPtRVYnD2EEAhRCCFJ8v6S1AC7gJ9OIQ9LIYK2+pVkvf7HRSgAHQ6yRmbG0DNgKbJL0Bwj+Sl0n+aUkliQeFEK6cnp59SaMxdguYGOORUvgr4IE2F4EfGALPqlTKr5b4Hrkd6feA26XkOcDzgEvzssvM7E4HtFqtFW+6WVAZVAPWf273fcTIyDAzM7MjkqYXF/ebT6wkPSxGLzebzTt3/jYROFaixg7jTgoCXiVxRKVSeTroNPCr+unsY/5/AP7Wzq6TVk91ZmtG4vgQkiBpVVJPhhAARkBV8JYYIwsL+2RIGoxtGo0GaUpSrzeeBDwX+GaaZjf1Fx4bgbcDHw0hORV4OPgztj8vharE7/QzPl8PTEp6raRftHlDCFzRd4r4BdArQgjfkrQJGMrvGy+rVNq/FkK4aHR0kCyLZ4D+RqJucyX4eVJ46sJC95VJouv7O49n5G30kVJ4BdAF30i+sv+J3QnVK+zupyReICUfBl90z/2uss2vSnoVsBnYIumVkl5s641JwoVZJoCGxHttfQZ4U5KUue22JSR+BfQ0OzwetF1iVNJbba4FekANdIzEm0PgzVNTrX8ZHx/dpQXR/PwC1WoViduA41ZVyAAJON7//g9l+/ar9/ZYkVzd8M6d3nd+czieXJisfP10SX8EfN72n9qaD8Ebbf4C+LNOp/fC/OYICQGPAf+OrU+Cm32Pltfa/pjtl4FnpfDrEn8C+imJD9lZkJJXAg+w/atTUzPnNxojw1L4M+B3YvQFIWhlAnoOcDH492KMP5C0Rz6l/YG8Yow4MPfTe8imTScyM3NBAo77w2Oqj4AXSjyFu/e3yQ2xY/zf3XUZKEshSHw1Rn8X+G+JRfDLQNF2V4qssvNZRj8Wbk88O3eDfryd0n10PEt6UpZlpVqtGkDDIXAy8HjgEtv/r1xOOjvcjhLw2+BvAr8QY7w8hKQLPBv0auDPY4z/LoUu+P7AP4HeEWN8hRTm++0fl7giRr8G3JX0i5L+HPTqbjf9jSRRWQpvBbp2/JXTTqvefMUVnSMl3m/r5Z1O9o6BgWRF03Iy6LfA/2j7v23fvquPqt3B5kOSnge8PEZdEnZah/TngMfnOeH4hxjjP0BYlnw/4O+B/5dlfimoRX7iSr+PAFbGXNJ/f8eGBfAjgF+LUV+VfKykD0t68cRE4xPAbm25bfVWbs6q0B/US0B1y5Zrk1KpvLcrqQT4kp2+UXkagZXO6T/syfuBUwAPDJRYXk5fCMQY4z9Immm1pmg2G3cAfyPpc8CzgH/oP3sBuAz4kuTlcjm5LU3j94GnSnxKClttE6O/HYLm+84MQHI46LnkabC3T0yMHQ9kNt8C3txXkdzab2vX9jtAZ4fA3hZkqpMbCteXUWKVue66H0OuG9yU2wH2CxH8p5B9dicvsyxf7Yb/5D5mkG43TUPQYpIkGZBKXgTF/RGQLLkOtGOMDmF1dkz952dJIpM8uq8OCzwg362j/t9b8ueHL0phKsaMEO4mZG6J0W8EboRAlsVakoSXg6/MsvgRoJ1nRWheZfvvJL2PXLX19f45ttr8l8Q229jZB6H0SElPTJJwNNAEHmP7TyX5yiu7x0tK+2W9n1aphCH6KjygYvs/0rT73iQpx911gkjT7PJyufRJiV+U/CHILsnXLTm9XiyVy+GlwK1Zln1Q0mJ+bY0bbP5W0ofATwQ+vZtriyDpnBjjNyR303T62nK5eT7wNPsuD8pdRXLDJq6akOlL2y02jyqXS3XQ3oZkC1iampq9Y8dgzH6m1zpwZybAdrs7IIUzgBts71R31zeBZoDT6/UxFhdnVo59W4zpvBSIefhQl9xT6KaVhapEj3zSWZnhjiEffE8GndE/DhJloBqj6/1+CMDFts+XYHeqyu3I0NAQkogxbpK0ZPcWVlPdsp6IMcNOsL1N0umLi4theHg4zs+vfqS/rekQytu3b5+8871+oPEG8t3COt1R6nDw9je96eL4l3955qqdJUbNhsCkzcmlUunz4+PjexssGcAfjdHvzuc9AKczMwPZ8HCHmZn8PvSTcK7wjTRNby6X88lYUhM42db/dru9hWp1JfrhTqN0YuuUEPT1/oLY9DUErdYMExPNLvAD4BmgI8BHA0OSXkau8hZgiSFyQV61w7zyB3I78JVSqRL3JAi2XE4i+MOg50u8PMbSm3dYI7hU0ih5wbeLbc+uOAj0Bco1QAo6TUo+be/W2l7A5m53ablarVIun264tZfbuHZ9jDca43Q6nVCpVO4vqbXaO5lr+8GR49wl5feWlZXNfZwbJBIgSEm4y0nDkE/4JXCSJBvhLrNImqaOSXLnzVo5z73eJYkIdG3+DfgOd4/RSaV4PYTQP9Y2O12Q9nwFXq1WyLJeCCE5GbguSSrpoRL1Pze3xPh4CUmbgfFyuTwO7K+LX6dC5J4ZGxuj10vLpVJyHOiLf/3XD6WfjWCf02q1mJhoGvx9iZ9J094/huB9YZRJQ6h1YZHJybu0NPdRTum2anUgxtij/xgKSCTK5XJVfe1H/20n+Wcu2fd1aw3IQOw/6zM27wZu4O5joh1CNrvDs70IbN1T5zAb0jS7olIpfQL0S1L4OHepyFfMAwlQkhLt5IWW5C8n964ivc/YsnRhoRMrlQr969ntq5BEpVI5XOJU23+7ystg39C/ojNW9zx3Z9Om4WVy9dfJ4CPBTExA3v86jbz08+Xz89f8n+7Z5SszxOibgJbE6LOf/boLYkx/NDU1tfK6SCotctdNijGW3Hdn3SPy+AeN9sslnLc/+3StybIedsT29barEseukgZoFVHJXn2/1CQJJEk4EmgAV9tmenpm1c7XVyV/AzQh6VGQrBS42p9kuaNA6D+btIDrgIdIHo8x7jAH8NB+s6/eab2aW8pzz9Qy6BHAAviW/LtYcgghnL/Ts37Z1NT8jqpr53a3PbvVrVaLSiWJ4I8APdDLuSsQXVnmWfL0WadL3mDn81tfKJwBVGyu6gfl7tAmyOXThQm5yv0e7uVd/bAnjI2NkyQB4Bk2izHG76/iYxrpdudbti8AntLtZsl+itDV9u2L2P4EQAh6A3BUmo5WpHiypD8Abrf5/N4YQyWRJAvbwP8JfvHnPvfun4VQHR4eCs1m48hms/ELtjeyjyIGBweHCCEQQjgLKNlctMrG3HVHr5eRptlm8uqKjzpQ4ghCkCW1gSNjdMP2xkZj/JiRkXHGx/f9ZNzvlzNsshh95WrtYlbo9VJarenrbX/N5tdjjCNrWUZ5aWmJSiVZtP1h4KQQwu+EoGaWjQ1A+khJr7b5Xow+p/8Tk6s+n5imsRJjrCWJfoncWedLtm+TsivBX7d5bZZlD4OQjI2NlJrNxknNZvOFzWZjx4C1vR6YdiTLlq8E/kvSzwIPIJ9LVC4nXdsfBQ6XwqslNmbZWBWyB0t6PfBj29/qR3xkQFdidGxstFSplLEHHwB6JKsQzZwkIk2zoyVeBHyiUqlMrZq6bGpqhomJhoEvAX9aLof7g67aw8Ptyk3T3b/n80FvBd4q6bOlUuk2cg+0RdtvkBrX7+CMpl075t3bE+OwgX/NMxvor0Pg6kqlsiDpWNuT5Cq0+zrOLjMwUAKyEpR+zvaPpqZat4yPj+3NIQ84kiRQLpe6WRa/DvqZLPO/j483Fqan1ywZqrjne3u3v0MoG7IfgZ6SJMl/kpcjPjtJ9P9C2LcrhdHRMbrdXlKplH/G5odTU+9uNZu/v6qdMDc3x8REgxj9wRD0byHo5dLc3zebQ56a2u1UUrrH/+7yb2B5eZmhoToSnwPuJ/FboKclSTJDntD0Wohvk8rTO2jDI+j5pVJ4GmiEPAfbeTH6vaDMTjLgzyT+XNK/21wBZSSOs30+8Pmd2rInz/udv8nnz2YEfxT0AuBU4IeQazQkfw30JxKvBT0hSZLt/Wu7LU/BU92am5WZBS4Anp0kidPUC6BRcNf+P2m6dmpz2PH9n3g9uZ0yViB5NXhrjNln09Srm+q/VqsB3irpMZKOjZFvDQ7uXlnYer0Geeryq4FvLy21bxkYGLiz4l//c4O2AN8FLib35HKWpZdL4dt9d+El218C/fXU1OiFtdrsne7AfX/u72dZvCkEub/dm+vfnAu4S4mZSroO+AFoy9RUi1ptoN33MLmifz+myQfc+7rdzh2lUgngDuCHMfrmELTbVQFHRkYplxPs8Mg8PxR/MThYv2M9ZmJdTZaXl6lWq4BaIejFwE0h6Pp9XfKgVquRJCJG5iUuAH4gaWZph3z1/XHXBV0HfAu4CXL30BDYLnFujL7GtpMkYPtaSdvJd2Ffsf3ZgYFkLk0z2u19V71yeHiQJElOB34V/N6/+quv3b601CZN95V38T0zNgYxVudsb5X0WqjeXioNXDswUN7l66vX6wBLoEuB70BpG/RYWurc1/d75DEwP5S03TbtdpulpTbV6kBqx/NC0DmgRXDL1n8BfwvcCF5RkP80cAL4NeRG2q7Ex23eE0LYHGNGqzXN4GBt2vbZ/XsdQLcCHwf+LUYW+t5uM+RzxiVA7yc96/k1eBl0JXAOML3ym4GBGjF6OgRdSj63fRm4mtyDNcYYLwxB3+s7Vc3Z/m/QeySutiOdTkalkvRsX0oubHr9338EOBs4H7i073qe5ZVV+X673b6tVquSm9Jnp0Hn5t8jvbfraTZHibETQqj8mqRn2rxZSjZXq7Ora9DctKlMmo4g+XE2fyXxGptz9mca/tHROz1QBHh2dnVsxRMTAwDEaEIQk5P7buLo5zAalvSPoFvs+DZJ2cFWzmBXGB4e4QlPOJ1zzrny7cCptl8BLK73vthhHAKwGuOw2RwDYiKV/hI0lKbZ74J7MzP7PqPAPZFHoRNC4Fcl/Zrtt1QqtW92Okus5YLovvq+76H2p8CLbP806Pp2uyMpz5CwuDh7D8erUC4H0jRiw+zs2uVk3JVxNTg4gvMbIxvf0zXtDc3mODGmIYTyL+aqSP/RwMDgl9rtBVqt6dXdySwuRmq1KjFmt0nhGInngr9Rr9eX9lchpU6nfbfXarG0lLK0lNJuZywt7btVY7PZoNVaYnCw+mt5EkK/XdL0ep9UV4tyuc7WrVPY3izxMon5EMJlS+u8Ktb+GIeDg4NAeILEr9q8K0nCLVkW6XRWNVP1nbTbbYaGBizFS+1QBb0my3pbY/R19XrN+3LHtjvcV9/3d0M/DTwQ+BAwPTc3S6/XudcM351O/owvL2d0OmtofGLXxlV+LV263c4+z1qeZ+BWJYTklyX9tu2/sjufy7L0ziSpqx7R1m4vMzg4aPBVkp4t6YQY4/fr9Vq2VoPuQGF8vEG5nDAwUH6SxOtt/7nEj9KUVRWY65leL1eZVauVmSyLlvgN298bHKy1DsVKoSs0mw1i9MY8Sp1vdLu9/wKYnd0/u5gVlpaWqdWGos1FklNJrwtBJdAV9XrtJ6qP9jd9IfMo4Dhy1dfMemvjemViooFEQ+L1kp5n+0+yTJ+TEu+4c90vYdPlcoVyOVmwuUbSK0PQgM0F9fru2WcOJXaozvhg4C8kf0pKP2rjg6Uq4J6yvLzMwEAFydfYeoikJ9v+5uBgvXMoCprx8TFijNUkCW+TGAO/M0nC0mq6Ld8X7XabWq0WbV8scQvwW5IeLPnKsbGx6Upl1+00q029XsPmZolv9MsjpOulbeuVZnOcWq0iKTwY9Oe27ge8aXS08e1Op83OlWr3i5DpdDoMDAwwMFC5I02zW4BXh6AQY+/iwcF6LG7q3ckFTCBGnwH8tcQP7PgeCN2pqZm1bt66oFwuE0K5Z3NJnmeK47PMP6jVaumKU8ihwMTEOCGQhFD6TUlPt/mDEEo39nq9/aYmuyfyuu9Vl8vD18XY+4Gkx4N+OU2zjq0bBgcHe+tBxbm01Kbdbs8uLbVvb7eXCwHzE9iwYQMxelwKvybpTTYX236b5GuWlzvcUyn0/ZYAqt1eplSq0GpN31Cv126T9JoQwlCM/nG9Xitubp9ms8HoaJXl5fQxkv5S4jzbfwphaX/kuzpQ6HS6fQ8vzwJXSPrNEJgAflSrHRqq2DxokCSE8DLQr4HfAeEHEFc1+HJXabc7LC7OUasNTNmcTe6l+RsSjwNvrdVqW2q1Wiy0GeufZrNBrVargZ/aTxJ8KvjdEv8qMTs1NX2vXrP7TchAruYYHx+j1Zq+rlarXQt6paRTQwg/rtdri4eiqmNHms0xbJe73fh8Se8Evgj+K9C6955aC/LVch3JW2yulvTbEodnWTx/cHBw3en/9yV5yQfKSRJeAfp14F3tduvLSVJmve122+1larV6r9fTxUnCtyWdIOk3JT0ItK1er00WwmZ90mw2qdfrNdDjQtDbcrs6XwH+OEnSi7Is+YlermsSMj0yMkqjMcL8/OID+pNpBfxnMXKexB4llTuQGR9vEALYbJT4PeCnQX8foz8h0bunLWjBXRx+eJVOZ5QQsocDf5YXnONdElsOxrGUu7RrVOI1Ek8D/b9eL/xvkkS3Wus7l93o6ChSTJKkfDroVyTOsvlxnjkjuwBqS9IWJif3+lQFe8Hxxx/HzMzMqKTHgF4kcbzN2bY/nGXt60Ioe3p6bpeOtWZ5OSYmxvvZjj0h8XuSngb+RIz8RwhhavIQGWX9VDtl4Al5EJs7wJ/Nz8//qF6vs79iHA50Go3xfnlmnyzp/5FXQfyTXi87P0kSr2FWgH3KqaeeyrZtW08GvVVio+23T021zpuYGGFyctce+vVAX1CWgQdJvCjPeeZbgc/afHtxceGOJEm8uFjsbvYX4+NjZFmaVCqVY4Cn2DxL0mg/XdAnbV0nOdvdRe+aJ39qNu+cZJ8EehU4Au/PI2vVPlhX8RMTQ4SQKsvqpwC/LvFom08DHwC1drcsc8HKWBLkpbZfLekpNh+G+BE7zK73Vf59MTHRJMZYk/RcSb8NvsT2X0B5s9RmcnL1Sx6sBnkgn5MkCcfb+lngaZLLNucAX7a5dHExzgwOBg7WuWAtySsMS3ackHgo8DOSzrRpSf6izZd7vez2EBRn7iMF9n2x5kIG8lWNFLC9UeLF/apwN9j+d/APQe2DRe0xNjaG7ZAkyfEh8CLQ021fAf7HTmf5olKp7JmZA2dFuh5ZWSVLerrk3wPmbN4H8Xug3oHkQNFoNIiRJAQeHAK/AzoB/C92/JSkdpalTE8fmALm7tfZxEYQx0LQoyWeYesMiVnb5wDfsLmq3V5ulUol5ueLZ2RPyTMzWJI2SjxI4smgh9pUJJ9r8+Usi+dXKoMLabrM3i7O1oWQWaHZHAF6goETIbw0v3hutP1fMfp709PT04ODgywuHnhl7ZvNcYCKpNOA54OeAL4F+Heb74CWi93LvmPDhkCMRwALR0D4NUk/Y/si4N9j9EWS1rWtK19hkoBP6RfKejz4+zb/1O22ry+XK261Dk5Vaj+NUgl0pMRjJT0ROMVmXvLl/eflMuD2XL0cmJo6NNTre0KzOYG9jFQdBI6UfCbweFsnS1TIszZ/M989ZttAu13N875YV0JmhfHxlS20TpT0PImn2LSBrwFfhXgdqLPeV6Tj4w1slCQcRh5V/LPASXkyPH8c/AOgcE1eRfqTdQA/UNKvkJfcvdT2J2yfV6mE+S1b1o9w37ixSZrGmqQzQC+QeFS+0+WDMWbnQZImSeuQMYznaUso9UuZn5XbbjiTvOTylr7TwPmg68Fbp6bml8bGhpiZOXSfqbGxcWKMlErJsKTDgJOBh0k8ENhIXkDyAts/AC6ytV0iW61F7roUMiuMj49jW0kSDgeeTK4vPBq42eab4B/a3HTYYZsWr7jiyrVu7p1tBkoh6DDgdOCn8wmDaPvbwBdi9BW2u3uq4yzYPSYmBomxhpSVQA+U9ELbjwNNAV+V/I0s843lcrmzbdu2/d6+ZrNJjLEk6RiJx0l6BnA0+UTwX3Z6fqmUdrrd6iE9eU5MjGMrgTgM4WTgIZLOJE9xL2ASuN72JeRFvbbacWp+PrQHB31Q9t3Y2DhZZioVDYGawOHAaZJOtzkWaEh0wFfaXARcZMfrpWQRvF88ede1kFlhbGychYXIyEgYkHRKf/v8OGCT7W3AJRLn2Fyb1zGYWZAGaLVW3zNlYmIDWZaWJU1IHAM8FHSWxLE2Bl8g8U2b87IsbZVKiScnD77BfqAwMdHAjsEOx0h6Su4CzGE2NwM/6C9cbk7TbFoirkbur8HBIWKMqtVqIxLHSD7L5nGSTuzXbD/b9v/avq5aDeniYsbc3Mxad926YmQEFhag0Rgv2R6FcCJwal8dfZLNBokl8KzNreRVMq8DbiUvozy7vNxZlBQXF3e75s1+Z2xsjDTNkkqlPCwxCoyDjgbfHzhR4nDQaG5X4XbyiqhXAFdCvFFiYXT09Gz79u8wt5/NWQeEkNmRiYlxJLCpgU6wOas/qZ8KLoFawGabq8DXSrrN9qwd53u9uBRCyGZnZ3brnNVqlTSNGhmpV0NIhoERYAJ0PHCqxAk2G8B1ic2gi2x+lNdxiNNSEgt7y/pidLSJnVAqpbV87PDYvirmaPJaQpv7K+IrgNuAmRg9Nz09vVu5WkZHjyFJZstSaQQYBR9OPhmeTp6UcRzYBpxr+7u2L7XTBdAuxyEU5GzYME6aEkJQ1XZT0vF5fIeO6y/6jpI8AFoCFmzPSdoC3Aa+w2Yr0Mo/d9v2MsTlTqfbGR0djrffvu93ufYSIyMTSblcqUIYkFQD14BBoCmxCTgcdKTtTZKGwUPAgK0Fic35Ask3ku/ibpQ0m2WxI2ld5Dk84ITMjgwOjnLSSQ1uummmFAJDoOP7E8ZJoONtHyWpDCwCS+RVMaclTdnMghcklmy65CXyDArgMqgmMUguUMb7g3aYvDZ23aYMbAffBFwLusqOV0tMhkDXptixHCAMDo4ColoN1bzKKQ+y9SCJU4Bj+l9b6L+mge02LfAcaEmiazuCguQy+RgZAhrkZX0boCFg2CbpF8m72vZluSsymyFbzpOfFoJlXzIxMU6v11OpVCnbDICbko4EHZGv/n0YsBE0QS7wS8AyeVnJDrgL6pAXPZwDFvtCailXQ9ElL5KYgrJ+CEYGJKAEHPpzUAWo5G2gDq4Dg5JG+n9XQBWg2v9eVaILTAGT4G2gLTZ3gG+zfRtoRnKn01nuJUnC7Oz63JEd0ELmnmg0RgAkJZUYPRBC2CjpcOAwYAJoAqM2w0BNYgAog5Pcq4+MfJB0gDawAJ6zmQZNAtsk32HrDtvztrsS2aFWpfJgZmRkDAmVSqEMDIGOAI7u70I2SjT6JWwHQQNA2SZIRCAln6SW8rxqmgZvs9kC3Gr7VknzUuyAioXIGjIxMUqaWkkSypCUwJV+8OE4aExi1PYIaBgYljwI1EA1oNoXDCsCJAEEHu3n9foxaBlYETpdcA/UzSth0gaWbRZA85LnQXM2M+CZ/riZA/UgpmmapSDv79IN+4KDTsjcF4ODoywtZYyNlYIUkv6uJUh31eWWsC1Ltu0Yo7Pl5aVYrVY8M7M+VwoF+4+TThpk69ZSKJVCkgsWBfo10POxk48fiJmdZfPzc3GVKx8X7AdGRgJZFqlU6iFJKiFGSSKQF3AWSFLMYuTBIYS/y7LsBUkSttp95T4YHG0cQoxp2o3Ly20niVhc9Fpf3qpySAmZgoKCgtWin5XhjBDC+7MsezawbT1kw15rwlo3oKCgoOBgwwf35mS3KIRMQUFBQcGqUQiZgoKCgoJVoxAyBQUFBQWrRiFkCgoKCgpWjULIFBQUFBSsGoWQKSgoKChYNQohU1BQUFCwahRCpqCgoKBg1SiETEFBQUHBqlEImYKCgoKCVaMQMgUFBQUFq0YhZAoKCgoKVo1CyBQUFBQUrBqFkCkoKCgoWDUKIVNQUFBQsGoUQqagoKCgYNUohExBQUFBwapRCJmCgoKCglWjEDIFBQUFBatGIWQKCgoKClaNQsgUFBQUFKwahZApKCgoKFg1CiFTUFBQULBqFEKmoKCgoGDVKIRMQUFBQcGqUQiZgoKCgoJVoxAyBQUFBQWrRiFkCgoKCgpWjULIFBQUFBSsGoWQKSgoKChYNQohU1BQULCPkNT/F691W9YLpbVuQEFBQcGBSLPZwHZF0gQg2xmwEahIOkJSudlsqP/ZXLVanVtYWGR+fn6tm75fKYRMQUFBwR6jw0EfkDgCiMAAcGQI4eNACgjoAX+Ypr0vrHVr14JCyBQUFBTsATbYtEKgC5y208en7PD/q8FXxOhDbhcDhU2moKCgYI/odDqUy8m8zffgPm0wXwJuXrHXHGoUQqagoKBgD1hcXCTLIuDvArP38rUW+HOSsl6vutZNXhMKIVNQUFCwh9jG5mrgynv5yrkxxgtiNLOzd6x1c9eEQsgUFBQU7CFZlvGf//kn223OuYePU+B/QkjmQzh0p9pDU0lYUFBQsI+YmGhi+zmS/hOo7fDRVXb8GeDGqanptW7mmnHoiteCgoKCfUBfZfZj4OadPvoysPlQNfivUAiZgoKCgr3Ahhh9u815O7x9p8E/TStr3cQ1pRAyBQUFBXtBq9WiVAo94LvkgZcA52ZZbvCfmdmy1k1cUwohU1BQULCX2AA+B9gOZMD/JMmhbfBfoYj4LygoKNhLYjTgm0LQJRIn2PFsgEPZ4L9CIWYLCgoK9pLp6RalUrIA/g7wWQ7hCP+dKXqhoKCgYBcZHh4hTVPVagM1SXXwAFABqv3XmeRJMs8nV5u1gU7/tRyjlxYWljqlUuJ2e2mtL2e/UAiZgoKCgnug2Rwny2I5SZJxSYfZnCRxInAMMA4MAXXy2JiEPAtzRp7HTEAJLFAPWAYWbRYkpsA321wj6Trb29I0nZGUzczM7lFb1zOFkCkoKCgAJiZGgSgojwEn2noEcKbE0cAwMAncavs2Sbfb3gqagjgToxdDCB3AkmxbQLBjVQrDoDHwhKRNto+UdITN0RKjwLTNzcAFkn8EvjHLOvMhlJmaOvCFTiFkCgoKDlmGh0eZn5+l2RwfAZ0BeorEQ4Ax8I2gS2xfYnO1xJTtdqs1mw4ODrG4OLfb5xscHCFNMwYHK2VQHdgo6VSJM8APAh0J3mrrXPDXwVfW66WlmZku8/MHpsAphExBQcEhR6PRIEZCknA/iZ8BPRVoAJeAv237PJst0FuGhFZr9Sb4RmMUCdmhJnG0pEeBngCcBNxi+4vA17OMLSHgVqu11t23WxRCpqCg4JCh0WhgO0g6WdKLJJ5osx38JZuzJd9aLifp5OQSabr/DfP1epPh4UiaqgIcDzwN9DSJKvAlO36q29XmcvnAETaFkCkoKDjoGR9v0OulqlRK95N4uaSnAtfYfMyOPyyVhheybJGpqam1buqdNBpNQII4HoJ+CvhFYIPNp+348dFRbZuZyd2n1zOFkCkoKDioaTYbkBvunw96Ofh2SR+w/YNyOSwvLaXMzc2sdTPvleHhMUZGKiwvp8OSnmL7V0Al8D8CXwE6U1PrV9Aka92AgoKCgtVgbGyM5WWo18sPkPQuSY8H/3OWxXcnia7udrN0amqaTmd5rZt6n3S7y8zPL1IuV7pjY4NXttudr0qqSnqlpFNsX9lsjsyGUGZ5ef1dS7GTKSgoOOgYHx/HjkmSJM8FXgtcAPobyG6CZF2pxXaXZnNFjeYHSX6jzQbgXe320ner1QFPT8+sdRPvRrGTKSgoOKhoNhvY1JMk/B7wG8A/g/8WPDk1NUO73V7rJu4V7XabdnuJwcHaVuBsoAm8qlwut6V4Zb1ej+32+tnRFEKmoKDgoKHRaAAeDkFvlfQU4C3z8+3PJUmSrrcV/t6ytNSmWq120jQ7N0nCNOg1oEqM+nG9XsvWizAthExBQcFBQa5GYlDSH4LOAr+2VCqfmyQwMzOz1s1bFZaXl6nVanF6evqKer1+M+hVEgM2F9brtbgeBE0hZAoKCg54+vEv5STRGyQ9BvzaJNElvV7KwbaD2Znl5WUajQa1WnJDmsabJL1GotvpZBcPDw+uuXqwEDIFBQUHNOPjDTZsGGR5OX0J8CKbN5ZKpQu73d5Bu4PZmXa7TQhlTjnl6BunpuamQK8tlXRDkujGarXG8vLaCZpCyBQUFBzQDA3VWVrqPVTiHcDfJMnQV2NcYnr6wMz1tad0Oh3a7S6QXgNhRNIv23xH0uxa7mYKIVNQUHDAkqvJGJb0p5IvlfwP0IuHakXKdnuZen3IwOWgnwJOybLsm7nH2doImqIyZkFBwQHJwMAgIQiJZ0scbvM+W73JyfUb/b4/mJpqIWkud9vmcSGER0sQQnVN2lMImYKCggOSer1KjG6CXmzzsVKptNn2WjdrXRCjybJ4AfibIfDLEtVGY3BN2lJa684oKCgo2BNCEOCfAqox+vO9XkqrtXdqsr76TSGwkbzy5Z1ZUSSWgXmpMwfy9u0La90F90qr1WJiohlt/yfo/bbPBM5di7YUQqagoOCAY3x8nF4vK5fLybNsn91sjmyZnNxnhv6ypHcBzwLu4K5yyj1gxq5+3eajzebobVBatylqsiwSY7yqXC5dJunpSTJ07sSEmZzcv/aqQsgUFBQccIQgQtDRwHHAP7Vac0xP77PJU+QFzNrAbwKztqugTRKPAf0a8FOQvBK4aV+ccHx8lCSJodsN6vViFoL2qPLmjkxPTzMx0ezZPlvipWk6Pwra7y53hU2moKDggEMSwCm2ezH6qhhXxRbTAa4Grp6aal0CfK1SSd9p87sSZwIvb7XmVkoJ7BVJkmCXn1upJG+u10u1gYF9s/7PbVS+wGYcuN9qdNJPohAyBQUFBySSHiDpekkLuX1mdU6z8p+pqSk6nQTwxcCtku7faAxV9uFpzgKeLamifXo5mpS0XdJJ2rcH3iUKdVlBQcEBhyTseD/QLQMDpXR5OV2tU925RWo0xonRlRD0LOAo8D+VSoPdXm+R8fHxEIKOlPQo8HHAcox8O8b2JVIpTk/Pr+x4HgAcAfqOHTdKOhO4zXZF0tHAkO3Hghabzcaty8sL11cqNe9pYKktbC8kCVO2jyqETEFBQcFPYHBwkN/93V/m7/7u38aAK3u9SK/XW41T1W0eDsw3m426pCOBRwIPBr8nxuzjMS4gBSQOBz4IjNjaLNEIgd+Qam+TBv+n2UxWVHzPBZ4Dfp8UfgcYtP1x4EnAaeQebe/qy7aPlMvV90hhj3WBWZZSrVbSGOO8pPEkCQwPDzM/P7+/blchZAoKCg4sJPFHf/Q3YXx8tAT0bK/GpBmBIyTeC2R5uWPGwAnwLzH6I3ZpMYQetgCWJf2zHc+xwyQwLPHPkv7AXvwehO394ybAaaC3gj9t+2PAzaB/sP0XEmcBLwTmbJbSNMRyec8vYnZ2lomJJrZTUCmEQAj710pSCJmCgoIDCkkcf/wxcWZmrme7miQJg4NDLC7u07iVANwC8eXAHCixaQBnSnpeCHqYzVuTpPKjNI20Wq0p4JMrP56YaLZtvi7xZknHAStCxuS7l8/Y8R2SOlNT0yuCYBHoSWwFZqem9j5zwdDQEAMDVZaXOxVgPssiWZbtl/u0QiFkCgoKDijm5+epVisAUxLNwcEGabqNxcV9fqoOhGuA2cnJKRqNJiF0vmdXvgr6N4m/zLL4CxLbxscbAAqBMeAo2xslTgZVbIYhL5hMbuGfBD4jhc6+ECT3RblcZn5+sVwul4aBa2OMLCzs3yDSQsgUFBQcoPhG4Iy5ua3lEMKqGGXYwbss36zAxETzGvCncpUXDwC2hcAw8EuSnt0XKtuBw3b8/Q7HWwBu3x82+CQRIYRh8ASwefXP+H8pXJgLCgoOSGwuB44Dje6vnGXN5ihZNheAw4EeaK5UKgH8Nuh1Np8Gv9T2y8D/DtyTbsqgrG/L2Qnt8zlZ0mFA0/bVa5HardjJFBQUHHD0hcrVIAMPBL61CqdRjFartaChoSFVKqWyHRpJMvx80EttfzbGePnycjspl2unA5Mx+vPgbUDV1gkSu2y2l9QBGjF6HNwZHx8bjZHtEnHPi68J2w+XtAW4dRX66CdSCJmCgoIDjhhNrxdvq1aTq4GntNvz3240xr23CTJ3wMDhIehvJyaGu+RqriHwMaANwEfBfx2ClkulIez0/2/v/kLkOss4jn9/75nZ2ZlJdnfmbNrGFpvWqmAllAj1otIqld7YUoWClF4IUgQrmAZBqTd60Qu1qIVeF6r4B8R/LVqVFlojUmkJmtg2ahNN01q22cxkk2z27OzMeX9ezApR2pAm2czO5v3A3J7zzNz8OGee53mfBX0rBP0ItM/2Fkk3ctqczaozPKn4ZVAeQngEWAbeDIEvA0vn8gXyvIVdTkL4uM1zlUq2uLKyZvNEbyuFTJIkY2d1L1e0/Tjw1Xp987uBVy/Q5QfAD4G/8L+h0LP5teR9MbJf0kqn010dsvSPASTdZLsO/N72Y5KuBw6edo2ngSPA/01XGttPSHoXsA04BH6qLOPyubYcDwdWdYPEtTH6m4NBeSH3u519HRf9jkmSJBfA6gT9ZuAx4E/bt1/z0N69/zzvdf/notXKAQghVgeDMu7YsaN85pln3+E12tgOgBYWTpT1ep2iOLdOsOGRBa5mmb5rU8boL4WgwVp3s72VFDJJkoyt1fmS24EHgHsl9hfF4Lw3GI+zZnMz9foEtm8FHrS5T+LPowgYSN1lSZKMsRiNzdPAPoldMbpRq2WjLmukJier2L5c0v2gx8sy7h3lgaEpZJIkGVvdbpcQWAZ/B3ifFD6zvDxQq9UadWkjkec5MTIxDBj37fholil2u6N5ioHhHp0kSZKx1WjUkCpd20ck7apUwhuw+ZVGA4qiN+ryLppWa4Z+vxcqlcpnQXcCD0B2MMsGLC2N7ndIIZMkyVhbWlpmcnISOx4cbjrWTmnlQAgTr9brNYqiGHWJay7Pp4AlVSrNT0v6AvjBWk27BwPT6SyMtLYUMkmSjL2iKGg2mwbtAzaBvmjHQ51O91+t1gzLy8ujLnHNtNszlKWzLKvfLbHL5tt2+GVZDl8njloKmSRJNoSiKGg06rEs454QQk3Srnq9fhL8j0ajHoti4wVNnreRaISQfV7SvbYe6vX6PwtBXg8BAylkkiTZQIZB0yjBexguorxfCltsXqzXJ5cbjU0UxTkN0K8red6k2bwMGFwpha8DHwW+1uuVT05MVDyKocu3k0ImSZINZTVobMcXJe0H3SNxG3BoZaU/V6/X3euNb0PAzMw0ZalqCPFW4Burhwh8JYTq81nmdfGK7HRpGDNJkg2qwtatOb1ef6ukneBbgF8A3+90unN5ntPpdEZd5FnL8xnsKKlyLfA5iZtt/TTG+GilUlmYn58/73ushRQySZJsaK3WNDbVLMs+Juk+oGH7B7Z/NTGx0u33qyPvwDqT2dkZQrDKMmwF3SXpLtuHbB4py8GeEEI8dmz91p9CJkmSDa/Z3EajcZwY1QI+JXE3w4WXPwd+2+/356QQjx8/fp53unDyvEWMzkLQ1aA7Jd0OXrT5Hvh3IejU/HwfODnqUs8ohUySJJeMPJ8ixj4hTF4OukPSJ4EGsNuOT4JezrK4GKM4evTi/3k+O9sCJJsZ4AbQJyQ+DJ6z+Qn4qauu+s3C66/fRqczHvvZUsgkSXLJabengGWkTS3gI6A7wNdLmrP9HPAH4EBZekFSeezY2v2Z3mq1Aaoh0AI+ANws6UbbU6A94CeAFx5+uLO4c+c03e54hMt/pZBJkuSSNjvbxmYCuFrSLcBNtq+TtGj7FeCvw48PQzhZlnGp3d5UHj58lMHg7LcJVCp1BoOCVqtdCUFNO05LugbYDnxQ0nU2mcR+8G6bP9q8AQzWW8fYO5FCJkmSZNXwjBrV7HhFCNpu8yHQe8FXariz5ojNvMSbNnPAUfACw5mcAujbRIkMqDJ8FbcJ1AK2SFwBXAZsAW8BVmxeA/4OvBCjXwohHAX649T5diYpZJIkSd7C1NQ0MVoTE1lDUltim633g98jaSswbdOUaAA1m+pquAQg2pQSK0DP9pKkRWDB9r9BByT/zeY12wunTvWKWq3KiRPrp/HgQvkPP6mgzLZwbEkAAAAldEVYdGRhdGU6Y3JlYXRlADIwMTItMDEtMjNUMTE6Mjg6NDItMDY6MDCV+lD2AAAAJXRFWHRkYXRlOm1vZGlmeQAyMDEyLTAxLTIzVDExOjI4OjQyLTA2OjAw5KfoSgAAABh0RVh0UE5HOmlDQ1AAY2h1bmsgd2FzIGZvdW5kqvNcLgAAABR0RVh0UE5HOklIRFIuYml0X2RlcHRoADgphX5QAAAAFXRFWHRQTkc6SUhEUi5jb2xvcl90eXBlADYGSqcrAAAAG3RFWHRQTkc6SUhEUi5pbnRlcmxhY2VfbWV0aG9kADD7OweMAAAAHnRFWHRQTkc6SUhEUi53aWR0aCxoZWlnaHQAODE3LCA5MDPocuuMAAAAKHRFWHRQTkc6cEhZcwB4X3Jlcz01OTA2LCB5X3Jlcz01OTA2LCB1bml0cz0xFsLo+QAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "id": "6e19b83a",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Example: Natural langauge parse tree\n",
    "\n",
    "Parse tree for the sentence \"Homer hit Bart\"\n",
    "\n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:nlParse.png\" width=\"350\"/>\n",
    "</div>\n",
    "</center>"
   ]
  },
  {
   "attachments": {
    "meParse.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "843d9649",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Example: Expression Parse Tree\n",
    "\n",
    "Parse tre for the expression $((7+3)*(5−2))$\n",
    "\n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:meParse.png\" width=\"350\"/>\n",
    "</div>\n",
    "</center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4628f3b2",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Binary Search Tree\n",
    "\n",
    "A __Binary Search Tree__ is a tree that allows a search operation to be done similar to a binary search.\n",
    "\n",
    "Like hash tables, they are commonly used to implement the _set_ and _map_ abstract data types.\n",
    "\n",
    "The book's code: BST for implementing a _map_ ([https://runestone.academy/ns/books/published/pythonds/Trees/SearchTreeImplementation.html](https://runestone.academy/ns/books/published/pythonds/Trees/SearchTreeImplementation.html) )\n",
    "\n",
    "\n",
    "__Remindeer:__ Set operations: `add`, `contains`/`__contains__`, `remove`, `size`/`__len__`"
   ]
  },
  {
   "attachments": {
    "simpleBST.png": {
     "image/png": 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"
    }
   },
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   "source": [
    "## Binary Search Tree Nodes\n",
    "\n",
    "BST Nodes have at most 2 children, called _left child_ and _right child_\n",
    "\n",
    "Nodes in left subtree have value less than this node\n",
    "\n",
    "Nodes in right subtree have value more than this node\n",
    "\n",
    "This is true for every node!\n",
    "\n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:simpleBST.png\" width=\"350\"/>\n",
    "</div>\n",
    "</center>\n",
    "\n"
   ]
  }
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