{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fcee07fb-62f2-44da-bf3d-3df8f483b477",
   "metadata": {},
   "source": [
    "## Ukesoppgaver IN2070: Kompresjon og Koding I"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d842cba6-86e9-4aca-9122-1c73b74067d7",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import heapq\n",
    "\n",
    "from PIL import Image\n",
    "from urllib.request import urlretrieve\n",
    "\n",
    "# Setter opp noen bedre standardargumenter for plotting med bilder\n",
    "plt.rcParams['figure.figsize'] = [10.24, 7.68]\n",
    "plt.rcParams['image.cmap'] = 'gray'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "905640f6-9d26-47f4-8c17-3d440b59a91b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Last ned testbilde vi skal bruke\n",
    "url = 'https://www.uio.no/studier/emner/matnat/ifi/IN2070/h23/undervisningsmateriale/bilder/lena.png'\n",
    "if not os.path.isfile('lena.png'):\n",
    "    urllib.request.urlretrieve(url, 'lena.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5ce7a1c0-5983-4e51-8191-a09083398e70",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Laster inn bilde som array med PIL og normaliserer til flyttall\n",
    "image = np.array(Image.open('lena.png')) / 255\n",
    "\n",
    "# Eksempel på en funksjon som henter ut leksikografisk skannerekkefølge\n",
    "def raster_scan(height, width):\n",
    "    idx = np.arange(height*width)\n",
    "    xidx = idx % width\n",
    "    yidx = idx // width\n",
    "    return yidx, xidx"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab12e05b-00a2-442b-be80-c655464ce223",
   "metadata": {},
   "source": [
    "### Oppgave 1:\n",
    "\n",
    "La $f$ være et gråtonebilde med høyde $H$ og bredde $W$. \n",
    "\n",
    "#### Oppgave 1a:\n",
    "Skriv en funksjon som returnerer to sekvenser med indekser $(y_i)_{i=1}^{HW}, (x_i)_{i=1}^{HW}$ slik at $\\big(f(x_i,y_i)\\big)_{i=1}^{HW}$ returnerer gråtoneverdiene i kontinuerlig diagonal skannerekkefølge. \n",
    "\n",
    "Eksempelvis, for et $3 \\times 3$ bilde ønsker vi en rekkefølge gitt av\n",
    "$$\n",
    "\\begin{bmatrix}\n",
    "1& 3& 4 \\\\ \n",
    "2& 5& 8 \\\\\n",
    "6& 7& 9 \\\\\n",
    "\\end{bmatrix}\n",
    "$$\n",
    "\n",
    "som gir indeksene (med start i én) $x = (1,1,2,3,2,1,2,3,3)$ og $y = (1,2,1,1,2,3,3,2,3)$.\n",
    "\n",
    "#### Oppgave 1b:\n",
    "Skriv en funksjon som returnerer indekser for en kontinuerlig spiralrekkefølge. \n",
    "\n",
    "Eksempelvis, for et $3 \\times 3$ bilde ønsker vi denne gangen en rekkefølge gitt av\n",
    "$$\n",
    "\\begin{bmatrix}\n",
    "1& 2& 3 \\\\ \n",
    "8& 9& 4 \\\\\n",
    "7& 6& 5 \\\\\n",
    "\\end{bmatrix}\n",
    "$$\n",
    "\n",
    "### Tips:\n",
    "\n",
    "- Det er lett å hente ut den $n$te positive diagonalen fra en matrise `A` med bruk av `A.diagonal(n)`. \n",
    "- Dersom man ønsker en negativ diagonal kan man flippe matrisen med bruk av `np.fliplr` eller `np.flipud`.\n",
    "- For en kontinuerlig skannerekkefølge, kan det også være nyttig å huske at vi kan invertere rekkefølgen på et array ved hjelp av `arr[::-1]`.\n",
    "- For å slå sammen to eller flere arrays langs siste dimensjon kan man bruke `np.concatenate([arr1, arr2,...], axis=-1)`.\n",
    "- Det kan også være nyttig å se på eksempelfunksjonen `raster_scan` som implementerer den standardiserte skannerekkefølgen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "98e84259-33ea-44d2-b2aa-7fb69b122618",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Fasit\n",
    "def continuous_diagonal_scan(height, width):\n",
    "    grid = np.arange(height*width).reshape(height, width)\n",
    "    diagonals = np.arange(width-1, -height, -1)\n",
    "    idx = np.concatenate([\n",
    "        np.fliplr(grid).diagonal(d)[::2*(1-i%2)-1] \n",
    "        for i, d in enumerate(diagonals)\n",
    "    ], 0)\n",
    "    xidx = idx % width\n",
    "    yidx = idx // width\n",
    "    return yidx, xidx\n",
    "\n",
    "\n",
    "def continuous_spiral_scan(height, width):\n",
    "    # Treg, kan sikkert forbedres med litt triksing...\n",
    "    grid = np.arange(height * width).reshape(height, width)\n",
    "    indices = np.zeros((2, height * width), dtype=int)\n",
    "    top, bottom, left, right = 0, height-1, 0, width-1\n",
    "    idx = 0\n",
    "    \n",
    "    while top <= bottom and left <= right:\n",
    "        indices[:, idx:idx+right-left+1] = np.array([np.full(right-left+1, top), np.arange(left, right+1)])\n",
    "        idx += right-left+1\n",
    "        top += 1\n",
    "        \n",
    "        if top <= bottom:\n",
    "            indices[:, idx:idx+bottom-top+1] = np.array([np.arange(top, bottom+1), np.full(bottom-top+1, right)])\n",
    "            idx += bottom-top+1\n",
    "            right -= 1\n",
    "        \n",
    "        if left <= right:\n",
    "            indices[:, idx:idx+right-left+1] = np.array([np.full(right-left+1, bottom), np.arange(right, left-1, -1)])\n",
    "            idx += right-left+1\n",
    "            bottom -= 1\n",
    "        \n",
    "        if top <= bottom:\n",
    "            indices[:, idx:idx+bottom-top+1] = np.array([np.arange(bottom, top-1, -1), np.full(bottom-top+1, left)])\n",
    "            idx += bottom-top+1\n",
    "            left += 1\n",
    "    \n",
    "    return indices\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "162159c1-9899-4b0a-9795-a332871fb678",
   "metadata": {},
   "source": [
    "### Oppgave 2:\n",
    "\n",
    "I cellen under har vi en funksjon `scan_2d_to_1d` som tar ett bilde og en skannerekkefølgefunksjon som parametre, og returnerer bildet som en sekvens mhp. skannerekkefølgen. Skriv en funksjon `scan_1d_to_2d` som rekonstruerer originalbildet gitt de éndimensjonale sekvensen, bildedimensjonene, og skannerekkefølgefunksjonen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "04d92df6-993c-4095-a9fb-a98c09dd4a77",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def scan_2d_to_1d(image, scanfn):\n",
    "    height, width = image.shape\n",
    "    return image[scanfn(height, width)]\n",
    "\n",
    "def scan_1d_to_2d(seq, height, width, scanfn):\n",
    "    # Skriv resten av funksjonen\n",
    "    return ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "36787e74-4dc2-4f06-b1ab-cdc19d32ea56",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Fasit\n",
    "def scan_2d_to_1d(image, scanfn):\n",
    "    height, width = image.shape\n",
    "    return image[scanfn(height, width)]\n",
    "\n",
    "def scan_1d_to_2d(seq, height, width, scanfn):\n",
    "    img = np.zeros_like(seq).reshape(height, width)\n",
    "    img[scanfn(height, width)] = seq\n",
    "    return img"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7e9e225-6992-4f26-a24c-7ebca66a6379",
   "metadata": {},
   "source": [
    "### Oppgave 3:\n",
    "\n",
    "#### Oppgave 3a:\n",
    "Skriv en funksjon som regner differansetransformen over den siste dimensjonen til en sekvens eller bilde.\n",
    "\n",
    "#### Oppgave 3b:\n",
    "Skriv en funksjon som regner invers differansetransformen over den siste dimensjonen til et signal eller bilde.\n",
    "\n",
    "#### Tips:\n",
    "- Husk at indeksering i Python aksepterer det som kalles `Ellipsis` objektet `...`. Dette gjør at vi kan \"hoppe over\" indekser vi ikke ønsker å endre.\n",
    "- Det kan være nyttig å benytte indekseringstriks som `arr[...,a:b:s]` der `a` er en startindeks, `b` er stoppindeks, og `s` er steglengde.\n",
    "- Ett annet tips som kanskje er nyttig er at å bruke indeksering `arr[...,None]` utvider dimensjonen med én i siste dimensjon.\n",
    "- For a gjøre kumulativ summering for inverstransformen kan man med hell benytte `np.cumsum`.\n",
    "- Vi har også funksjonen `np.diff` i numpy som kan gjøre differansen for oss. Les litt i [dokumentasjonen](https://numpy.org/doc/stable/reference/generated/numpy.diff.html) hvis du vil vite mer.\n",
    "- For å sikre at du har gjort det riktig, kall gjerne `plt.matshow` for å se at differanse og inverstransform er implementert korrekt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "34a4e356-388a-4c8a-80b5-eae0d926cc58",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Fasit\n",
    "def deltatransform(arr):\n",
    "    return np.diff(arr, axis=-1, prepend=np.zeros_like(arr[..., :1]))\n",
    "\n",
    "def inverse_deltatransform(arr):\n",
    "    return np.cumsum(arr, axis=-1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f910093-6b19-47fd-8fa3-80067c706f65",
   "metadata": {},
   "source": [
    "### Oppgave 4:\n",
    "\n",
    "#### Oppgave 4a:\n",
    "Skriv en funksjon som kvantiserer et bilde eller sekvens fra flyttallsrepresentasjon i $[0,1]$ til heltall med bitlengde $b$. \n",
    "- Du trenger ikke representere tallet med korrekt antall biter i datatypen, siden ikke alle bitlengder har en egen datatype. \n",
    "- I stedet bruker vi metoden `seq.astype(np.int64)` som midlertidig representerer tallet med 64 biters presisjon.\n",
    "\n",
    "#### Oppgave 4b:\n",
    "Skriv en funksjon som kvantiserer samt regner ut entropien til et array (en sekvens eller bilde).\n",
    "\n",
    "#### Oppgave 4c:\n",
    "Regn ut entropien av `image` kvantisert til 4, 6, og 8 bit dybde (også kalt bitlengde), og sammenlikn dette med entropien til bilder med differansetransformen (kvantisert til  samme bitdybde)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b1da1633-0493-41f8-bd6d-5c5feec0152f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "H8: 7.44776 \t Hd8: 5.07434\n",
      "H6: 5.43760 \t Hd6: 3.11490\n",
      "H4: 3.41475 \t Hd4: 1.46953\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Fasit\n",
    "\n",
    "def quantize(seq, b):\n",
    "    q = 2**b-1\n",
    "    return (seq * q).astype(np.int64)\n",
    "\n",
    "def entropy(seq, b=None):\n",
    "    if b is not None:\n",
    "        seq = quantize(seq, b)\n",
    "    m = seq.size\n",
    "    symbols, freq = np.unique(seq, return_counts=True)\n",
    "    n = symbols.size\n",
    "    p = freq/m\n",
    "    return (-p * np.log2(p)).sum()\n",
    "\n",
    "im8 = quantize(image, 8)\n",
    "im6 = quantize(image, 6)\n",
    "im4 = quantize(image, 4)\n",
    "\n",
    "dt8 = deltatransform(im8)\n",
    "dt6 = deltatransform(im6)\n",
    "dt4 = deltatransform(im4)\n",
    "\n",
    "print(f'''\n",
    "H8: {entropy(im8):7.5f} \\t Hd8: {entropy(dt8):7.5f}\n",
    "H6: {entropy(im6):7.5f} \\t Hd6: {entropy(dt6):7.5f}\n",
    "H4: {entropy(im4):7.5f} \\t Hd4: {entropy(dt4):7.5f}\n",
    "''')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bd72c6e-53fc-44ef-ac50-b8e1177a067d",
   "metadata": {},
   "source": [
    "### Oppgave 5:\n",
    "\n",
    "Regn ut entropien til differansetransformen av bildet med skannerekkefølgene fra oppgave 1 og sammenlign resultatene for bitdybder 4, 6, 8. Hva observerer du, og hvilken metode vil du foretrekke?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6fe1e3c6-68ce-4b3d-a90f-f5f38927e3ed",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hc8: 4.86099 \t Hs8: 4.84055\n",
      "Hc6: 2.44710 \t Hs6: 2.42517\n",
      "Hc4: 0.60941 \t Hs4: 0.61556\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Fasit\n",
    "result_string = ''\n",
    "for b in [8, 6, 4]:\n",
    "    cd = entropy(deltatransform(scan_2d_to_1d(image, continuous_diagonal_scan)), b)\n",
    "    sd = entropy(deltatransform(scan_2d_to_1d(image, continuous_spiral_scan)), b)\n",
    "    result_string += f'Hc{b}: {cd:7.5f} \\t Hs{b}: {sd:7.5f}\\n'\n",
    "print(result_string)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ff86e6f-5dde-442a-a0c9-e593169883ca",
   "metadata": {},
   "source": [
    "### Oppgave 6:\n",
    "\n",
    "#### Oppgave 6a:\n",
    "Skriv en funksjon som dekomponerer et kvantisert bilde i bitplan, og plott planene for bitdybde 8.\n",
    "\n",
    "#### Oppgave 6b:\n",
    "Skriv en funksjon som konverterer til gråkode. Bruk dekomponeringsfunksjonen til å visualisere bitplanene til gråkoden og sammenlikn med resultatet i oppgave 6a.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2ae9f761-9c47-4a03-a053-565859ea9308",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 4, figsize=(10, 5))\n",
    "\n",
    "for i, a in enumerate(ax.flatten()):\n",
    "    a.matshow((quantize(image,8) >> 7-i) & 1)\n",
    "    a.set_title(f'$f$ ∧ {int(bin(1 << 7 - i)[2:]):08d}')\n",
    "    a.axis('off')\n",
    "    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8a946bff-636e-4eeb-b633-4daae9b3ad7d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA68AAAHtCAYAAAD2l0inAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy9W+h13VUevt7mlRgjamNrTArRxuKhBy1B4wGUWrXUni5EQdGLYltaIbY3MfFKwYhgBG2VanNhFfTCu1ZMS2nqRSkttQc8BEVFG3qggaBtTFO/JNhv/y++//q+8T3v8zxjzHXYe+29xgM/fnuvNeeYY845Ds88/N73yeVyuUyNRqPRaDQajUaj0WgcGH/o1go0Go1Go9FoNBqNRqORoRevjUaj0Wg0Go1Go9E4PHrx2mg0Go1Go9FoNBqNw6MXr41Go9FoNBqNRqPRODx68dpoNBqNRqPRaDQajcOjF6+NRqPRaDQajUaj0Tg8evHaaDQajUaj0Wg0Go3DoxevjUaj0Wg0Go1Go9E4PHrx2mg0Go1Go9FoNBqNw6MXr41Go9FoNBqNRqPRODx68dpoNBqNRqPRaDQajcPj7hev73znO6fP/dzPnZ5//vln3j3//PPT937v906f9VmfNX3cx33c9IpXvGJ6wxveMH30ox+9gaaNRqOK9utG4zHRvt1oPB7arxvXxCEXr7/92789veUtb5k++7M/e/r4j//46dWvfvX0BV/wBdNb3/rW6bd+67deLPehD31o+v7v//7p7W9/+/SH/tCzXfnRH/3R6bu+67umr/u6r5v+8T/+x9PP/uzPTh/72Memd73rXVfry4c//OHpu7/7u6e/+Bf/4vSa17xmevLkyfSTP/mTsvxHP/rR6e1vf/v0+te/fnrVq141ffEXf/H0nve8Z3G5R5TZuE88kl9PU91eR2LAvfhg+3Uj4qy+XS17dh7QuE+0X2/nL4/IA26Ky8Hw0z/905dXvepVlz/yR/7I5S1vecvlH/2jf3T50R/90cvf+lt/6/Ipn/Ipl1e/+tWX//f//t/lcrlcfuiHfujySZ/0SZfnnnuOynrTm950+Qt/4S+87Nnb3va2y2d8xmdcnn/++d37crlcLu973/su0zRd3vCGN1z+3J/7c5dpmi4/8RM/Ict/4zd+4+Xp06eXt771rZd3vetdly/90i+9PH369PJv/s2/WVTuEWU27g+P5teXS91eR2LAvfhg+3Vjxpl9u1r27DygcX9ov97WXx6RB9wSh1q8/uzP/uzlFa94xeWrv/qrL7/zO7/zzPv/9b/+1+W7v/u7X/z++Z//+Zdv+ZZvobKee+65yyte8YrL937v977s+X/6T//pMk3T5ed//uc31V3hIx/5yOX973//5XK5XP7jf/yP1mB/4Rd+4TJN0+UHfuAHXnz23HPPXT7rsz7r8qVf+qXD5R5RZuP+8Ih+PWKv1RhwLz7Yft2YcXbfrpY9Mw9o3B/ar7f3l0fjAbfGYRavH/zgBy+f9mmfdvm8z/u8y4c//OG0/H/5L//lMk3T5Sd/8iefefet3/qtl2maXvbzJV/yJS++f81rXnP5u3/375Z1+9CHPnT5k3/yT14+53M+5/Kf//N/LtdDZEnrO77jOy6veMUrLr/3e7/3suff933fd5mm6fLf/tt/Gyr3iDIb94VH9eul9upiwL34YPt143Jp3x4tO+NsPKBxX2i/3sdfIh6BB9wah/mb17//9//+9IEPfGB65zvfOb361a9Oy/+7f/fvpmmapje96U3PvPvmb/7m6W//7b89TdM0/YN/8A+mn/qpn5re+c53vvj+TW960/Rv/+2/Lev2L//lv5x+7dd+bfqN3/iN6Z/+039arjeKX/zFX5w++7M/e/qkT/qklz1/85vfPE3TNP3SL/3SULlHlNm4LzyqX+9hr/fig+3XjWlq3x4tu3X77duNPdB+vY+/3Iue9+LXh1m8/szP/Mz0+te/fvpLf+kvvez5hz70oel3fud3Xvz5v//3/07TNE2//uu/Pk3TNP3xP/7Hn5H15//8n58+9VM/dXr1q189veUtb5m+5Vu+ZfryL//yF9+/8Y1vnH7t136trNu73/3u6VWvetX0OZ/zOdO73/3uJd0r4f3vf//0ute97pnn87P/+T//51C5R5TZuC88ql/vYa/34oPt141pat8eLbt1++3bjT3Qfr2Pv9yLnvfi14dYvH7gAx+Yfv3Xf336iq/4imf+pbI3v/nN0x/9o3/0xZ8f+7Efm6Zpmn73d393evr06fSJn/iJVOav/MqvTH/qT/0p+i+f/eE//Ien5557bvr93//9VLfnn39++uf//J9PX/VVXzV9/dd//fSLv/iLu03ec889N73yla985vnHf/zHv/h+pNwjymzcDx7Zr/ew13vxwfbrRvv2eNmt22/fbmyN9uuxsmfmAbfGIRav/+N//I9pmvjOzY/92I9N73nPe6bv/M7vnKZpmj7/8z+/JPOXf/mXZdnL5TJN0zQ9efIklfMf/sN/mD7wgQ9Mf+2v/bXpr/7VvzpN07Tb6eurXvUq+v9efeQjH3nx/Ui5R5TZuB88sl/vYa/34oPt14327fGyW7ffvt3YGu3XY2XPzANujUMsXj/2sY9N0zRNf/AHf/DMu6/8yq+cvvqrv3p6+vTpNE3T9AVf8AXTNE3Tp37qp05/8Ad/MP2f//N/nqnzwQ9+cPrv//2/T3/mz/wZ2t7//t//e/qET/iE0iT83M/93PTkyZPpr/yVvzK9+c1vnl772tfutnh93eteN73//e9/5vn87PWvf/1QuUeU2bgfPLJf72Gv9+KD7deN9u3xslu3377d2Brt12Nlz8wDbo1DLF7f+MY3TtM0Tb/6q78qy7z3ve+dXvva106vfe1rp2maps/93M+dpmma3ve+9z1T9ld+5VemadI7Q+973/umz/u8zyvp9u53v3v6wi/8wul1r3vd9OTJk+kv/+W/PP38z//8i7sQW+LP/tk/O/3mb/7m9KEPfehlz3/hF37hxfcj5R5RZuN+8Mh+vYe93osPtl832rfHy1bRvt24Fdqvx8qemQfcHLf9x45fwld8xVdcnjx5Qv8T3I997GOXz/zMz7x8zdd8zYvPfvu3f/syTdPlx3/8x58p/8M//MOXaZouv/u7v0vbes1rXnP59m//9lSn//pf/+tlmqbL93zP97z47J/8k39ymabp8s/+2T+rdOtlyP6J/H//7//9M/+/0kc+8pHLn/gTf+LyxV/8xcPlHlFm477wqH691F5dDLgXH2y/blwu7dujZWecjQc07gvt1/v4S8Qj8IBb4zCL1/e+972XT/mUT7k8ffr08q3f+q2XH/mRH7n88A//8OXbv/3bL5/+6Z9+efLkycsG83K5XP70n/7Tl2/6pm96Rtbf/Jt/8/LH/tgfo+3M/zHyv/pX/yrV6R/+w394mabp8ku/9EsvPvvwhz98eeUrX3n5tm/7tnLffuRHfuTyjne84/Jt3/Ztl2maLl/3dV93ecc73nF5xzvecfngBz/4srLf8A3fcHn69OnlO77jOy7vete7Ll/2ZV92efr06eVf/+t/vajcI8ps3A8e2a9H7LUaA+7FB9uvG+3bY2XPzAMa94P267GyZ+YBt8RhFq+Xyws7OH/9r//1y+tf//rL06dPL5/8yZ98+cIv/MLL2972tst73/veZ8r/4A/+4OUTP/ETL7//+7//sudvfvObL1/7tV9L23j7299+ecMb3nB5/vnnU32+9mu/9vKGN7yh/FzhMz7jM575j5rnn/e9730vK/vcc89d3vrWt14+/dM//fLKV77y8kVf9EWXf/Ev/sUzMqvlHlFm477wqH49Yq/VGHAvPth+3bhc2rdHyp6ZBzTuC+3X+/jLo/GAW+LJ5fL//3Nfd4jf+73fm974xjdO73znO6e/8Tf+Rlr+ox/96PSZn/mZ03d+53dOf+/v/b0raNhoNEbRft1oPCbatxuNx0P7dePaOMQ/2LQUn/zJnzy97W1vm37gB35gev7559PyP/ETPzF93Md93PR3/s7fuYJ2jUZjCdqvG43HRPt2o/F4aL9uXBt3ffLaaDQajUaj0Wg0Go1z4K5PXhuNRqPRaDQajUajcQ704rXRaDQajUaj0Wg0GodHL14bjUaj0Wg0Go1Go3F49OK10Wg0Go1Go9FoNBqHRy9eG41Go9FoNBqNRqNxePTitdFoNBqNRqPRaDQah0cvXhuNRqPRaDQajUajcXj04rXRaDQajUaj0Wg0GodHL14bjUaj0Wg0Go1Go3F49OK10Wg0Go1Go9FoNBqHRy9eG41Go9FoNBqNRqNxePTitdFoNBqNRqPRaDQah0cvXhuNRqPRaDQajUajcXj04rXRaDQajUaj0Wg0GodHL14bjUaj0Wg0Go1Go3F49OK10Wg0Go1Go9FoNBqHRy9eG41Go9FoNBqNRqNxePTitdFoNBqNRqPRaDQah0cvXhuNRqPRaDQajUajcXj04rXRaDQajUaj0Wg0GodHL14bjUaj0Wg0Go1Go3F49OK10Wg0Go1Go9FoNBqHRy9eG41Go9FoNBqNRqNxePTitdFoNBqNRqPRaDQah0cvXhuNRqPRaDQajUajcXj04rXRaDQajUaj0Wg0GodHL14bjUaj0Wg0Go1Go3F49OK10Wg0Go1Go9FoNBqHRy9eG41Go9FoNBqNRqNxeDy9tQJPnjzZVf7lcpHtqndb4lrtqHbd+N5CL4c1tsD6Oj9z43C0MWg07hHtX8dHJb66+VLxtXF7bDkXKMtxqFtg1udW3OoRMc/lmvHsWFCH4qbXtGfmP+rZNTDa99OcvD558uQmzjUyIU6/+V38zfoUg1DW36MFm6WOq/qKY6bq3co2Go1GY2+wRSciLghG0IuHY2DL/FWVdau5n/N12962WDuePR9jOMJ4qQ3JW/DhUS7+8IvXuJiLxrKl4cTBrg48K+d0cqeIbhG7RI97w0gf4hg/Qt8bjSPgaKczvSn18ryQ5ajRk5e9cmljGW41B7doF7lcYxtUYuWZ4+mWUKet1xzfbL1xTcztjfj2wy5eRw1i7ZVV9tnJH7mehXXmCY4/c724yM3aOSK21pfNzb2NSaNxDzjKArYJlsbWhOXsGwRHQfbnQWty35Hmt3P39hjZuOrx3w63ui7s9JimZ09f994swjXL6U9e1d1tlWz3Np6Re+QZCWR9cFfBzgwMzE22Go39cOuY0769DNm89d80Hx+4mT0yN0vnf7SdNWhbazwybnWLYZr04dreC2xcuI7gYRevM/Dk7ShXTpbqgH/Tijsk8V0sX5F5FKyZH6x7lPluNM6Ma8SYo8WxI0Jt3PbYPR4UKWTPjj7/ncP3w1Zje3QbOiqW/snfVrjlnxywP2c5/bXhadr2lG0Pg6r8g0psRyTbWVV/G3smsEXrmcej0bgWbpEMt/jXMs8AFRe33DBs3AZ4SsI2creSj9j7WmFjfzQ/uj6O/A+P7XlbUZ24jrTz0ItXtcir/INHSpaqz56r8kwmq+P+kSnUmelwVKeoYGvdOzA3GrfFXj645B/MOxu2JiI95veHkdtYmYxr4Z45zNnQc7UMt46f2WHX1v84n/rHZ+f1TnU8bv7/vO4JtcjERWBlERnh6ldOU7N75vjZlWXylpy6HnEHaKQf+EfmEbcODo3G2aB8d+s4075dgyIoS+fiaLmiwYH/eOOet7K2lts2dl30eN8G6hr/Lf6WHNtd8zepqi13wDbS1kOfvEa4hWx2HQZ3LNXgq0HHxeW8yIpJpRL43Uky7oSf7W8943yObCY0Go3r4sh/ynEGVP/th0e5xXMmOJ/YauG69/Xhs3GXo6Dj6fVxlD/vc4vGrXSMC2FcVy25yXOaxWvE6PWZ7G9MUS57vuQUIktEUb+qjgpHTRajevV1tkbjGNgzprRvj2HtPxDYuC9EzhE3y494wyriyLo1GlvjKPE1O/DBQ7pRP2W3PtbeBDrF4jWu9qv/4FEma6TODFWvcr0ZE48yNnct2eEoTrQUOLf33p9G45FxT393d69g/0ZClRxgDhr9dx4atwPjD/H51n/zjOgF6H2i5+22uHUsrRymLdER1yzqT/xG5T/04jX7B5twdzLWUwO5ZMcB23VlmQGpv9VVi9ZKW/eEbMyzvw9uNBq3wdaEqH27jqXXftntFfXvPvQVz+MiO9XYY96UvWRoO2qcHUfgse5PC9BHK/46ctA3env0povXvSeHLUxHr+Jmu5VxEckSerWPlV0H1hbqeg9Xg5agcr166c5Qo9HYD0tuuGxR/uxYQjZivb7Jcv/A046IPf/2dQSPxlXuHUvntWPEctzL2CHHdptOI38ru2Td8rAnr9mKHxM0Jmq3g+gWslv/AfbI4nekfKPRaNwLOq6tQ2X82CbvaL3GsbAHJ3HY4mSmcV2s+bvDLeo1joWR09dYHsuNLkZH7eemi9dr/oMe7jpu/J4dabM/OmYyKwtldyKBC2hlICxZoOE9SlCpnL42Go3jYc3pa/v2erh/b8H9Peyafx/i3vEoV6P3nCMme+S0pXF7HOG66jVR4eDXRrYW2BO41sg2uyp//qjaGLldmuHJ5cazt+fE4CLTLTyxHJM1l8OrVFsOYWU81M7H2l3Woziyw9720mgsxSNf298Cznf3XBydfS4qG7czqvMwciPpHlG1mUfq8xos2Vg+u18eCVvkrCP6QpaPGWe+9k0FtqaY38VnW68zcP2jxsHF+spB2ehit2qLT9MSd4w4Ico4q0fe83d36roF2ILa4YgBY09cM7A0GiPITqnOjlHfbT9fj2uM4SNt1oza6Gi+PgvcSc6j2MpRsdU14DVt3gLZ316yxeDIYmsv7lnZMNxrDt3hnoNbbK9FVc7D/s2rAi4846ThFVxc4OLx+t5wzsWuFbP6jUbj9rjG9Z97BvsTjsZ6XONq3KNsKK4dpyNdQ7w21Pw/gl3cM661cD2i7VdOBHEhe+0/Tct4wR7jyv60kT2b26/4tivn9I/rqtHx3XTxerRApXb8cNLYsTU7mb3VyUrWHjNC/PxIOFqQbDQy4AnNo/pmhorvnnVs9gAbyyXjW5m3e4/Ls1+uXYwfkchfG+w2G3veuH/cek4Zr5+fq0MddmNiyZ/sbQE8NIufR3Rb0p4DroOUHOfbiuu4U/BqXzdbvB6RcGS7+ew7LlbjgO5hSFV0Qmw0Hg9HjJt7Y8+/b228HNW/dc3g6h3pSugWp6dbyNlKxj0hO6E523jcAlvE0DWbq3vNsTsZxQMbx/PZAndE5+zK8Siyk949Nn2qf4Na3bBU66hqHfannRVssni9V9KBC1O1A+Jw7ZPOTgCNxn0hI3X3Gj/3QI/FfthrbJfsmu+Fte1vrf/ZNp1vPf9nxtpNgrWbUHveKBq9Who5/Qivr47BFn0d+Xvb6vusrFoQ40k0uzmRyau0z9qM8zTSv9P9zasCu9anHEZN1rWSlEqIZ0mSnSAb9wR1hS7ibFeJzxy/joKR8a6WjbnpXudz6d9gOdzrWGyBM/f92lgz1lv87fqWJ5LXOm1EXx/diIunwqOnuG5tseaGkjpUU1eRl/x5pUK2PsK2KvyIYfXi9eiEyxlAdo1Y4SgnJltdCWs0GvsgxoqYONTu51l9+Mx9vwVGieGSudl7PvdcJO8l8wwLOUWW92znbBi5GjuCNTcotrp9sbWPuBNDdhI5qn92uMW+q8Vu5UrvSB21VnE6savRamyWnB6z8uz2a4ZVi9d7CB7VO+6juyxHwZF0uQbuweYajRmVv9HBz2c5hY2J8Qz9PTrW5JJb2O5RNpFHcZacjYuDLbGX3HuBurmyZFz2/HOCJVjr13iLcn42ci16yRiyE8WRw7ORdrG+Oj1merB868aGLZYzDlPROSuf4XTXhkeuASPwyP0oC9kj6LA3zkLoG4+Fit2uuR5079h64br0CtKjo0Lc1DxU5mfPhYpq79rYw06PwiG2Bt4w2RqPOGZLof5GsQq22NtKr1Hg6d/8bEm7ozcztji9dotSPMncwoZHrxDP35m9VOM8nsJmddXV4KXrsBlPh0oHPAqxGr2jPv8+WvDcKwAxrAksa9vbC0ebz8ZjAP1yDtrs70liXGG7z49oo2t211nye/TxWoLqmLi/VcrmCa/F741r5ri9NqrxNATbbXgckYddG0tOwCpYc2qKV09HrpGzTY/Rvqgceg1bYfn+mnBXflW5+fuSDQ/GWVS5+EwtXEf0ON3JK8MaR9/yGHwrXNNhjtDfRuOIYAtQDM7sOs9ZfGrLuNvgGBmnNWO6xU76UbFXP2Zfjz6/pq0jjffeuvTC9SXEjc+1V//XbqJk7VdO6NbOK/MnlVu3iFtK7z3tU3EI1a5bLFZ9aeTWqtp8cJsXoza3aPG6FXG4NQEZOSofkTlNt+/bNbFnX/cex0e9ttU4DtipKtpdZdF6ppgyir4u/CyuvZhkGzH3BhyjPfugTkey0/HRa99Yf29cY+HaeDm2GPOqDTqwW0UjdfHz2rl2i7ZqHYUjcUd2nXeGywPsmnbWDspUdbNTd9xYQN0ynPbkdWTCWDk32EfYFbzVdYWjy2w0rgW1q4u7niN4FJ/Ysh8sGTeuiyPeQFqCo+itNmPWno4z2feELa/G3ju2uqqvbgjdEmv6lZ08so3kTF70nZGFonq2NfAEFReJ2YbX6HiPxiMmf+217uHF616k49rY6m8C3D3vW2MvPa7Rv2s4/FHmqfG4YKeuR78avLd+W8nuhWodlXFae2X1Ua8NZ9iKS7jnW10Lzdpciz3n/Mgx89rYci5HT/8rstbUXXON3sUht3mjnrFTQdQv5nTX/rXst7KwjvGksmkxciCHV7Qr9rXEboYWr48SPLZydjahRxujPZLJVnfWb4mzEKvG7bF18rrGVfq9sKXu9xRvzohHmp8tSN2StpD4HXnj617ixr2jclp2S36zZME5o3LN1CE7+XQLSzxdxefM99Th1a0Otap/esQW5WxzLPZ56e0at2Hv2stw02vDtwpIe7Z7hkXRvf9NyxnmqHEc7EE4r3UV6choP66hOk5uvjMZS09K7gXX+PMgNYbVE7E1i4a16IXrdYE3ehC3HrO1trhmAchkxfHKFrO42MJTxGwzOosLW948Ut8rJ8kVfdzCVpVnY6VksrGq2k558XprZzgaKonrKGN2TUKxts+9cG08Eu7h+u29yj1KfD0ytop3lbEe/bupe8SaK40ZRq7lMTzi2K/ZUHl0bLmRgbgFj6teXx2Rwxaa7LQPr7oi4sIv+/MIt7jFBfQePuvGkS3gVdxmcU6doqqFsdMR11Cjm4Gn+gebtrouHOGM8EjBtbpzsgWOmkSPNB+Nx0bltHULe9zb14581bn9+ToYISSPij0XrVm7e2KLvuw1Hr1w5djzmvoWckbl4Uld9aYBg+PoTLdMfuW6Psp3cQJPHZlOWwCvO8f2mX6VP390C3v2LONAaxau03SixesWC1e2e4O/Zxw1kR856Pd17sYjIAbiyvWhLXbJt/Sde4llDY+tYt7ZY2d2De4WuJcrv3vg3vS9BUZi9tZxYuQGAZ7YYU6snMZGuPqqvDsxXHooVV2YVhbHWRvxu4pR6jRatcvkVG+auivt7Pr2koXrNJ1o8TpNy0lY9d535Si+wdFj1XgkxACdJfVHt/0+dX18HGlhtwdu1bfKCcZW7VyzXobKKc+jx801GJmXLW8NjtgqW3xFGSN/Z4mfnf3gom3NSTG2jzo4ffZcI7gFJCsboebQ6Votz/jQUlu76eL1WglhrZFUHdKR0yMF2muM+5H6/MikqnEs4E4x7jSyq1F7tH0U2b1wPS62nBv2N0wRW1z/uwWOsCg/gg4Mt1y47tn+I2BkYbb1KX7l1K5i02v/XMGdQK7pMy5Oq4v/vf+0MNOleu0Z9Rq5vu+uIsc532J9cKqT11G4nQEVHPD5yA7SNXEtfUaueuyBo417YzscZXNkmnRSZAvYI23sjOAedW6MkbulwOt/VR0qcm+Fs+WOI/S3cs2zUcct5tRdRY2/Y3lc9FSv/ao/cXGxaO2YqDZwYVa9NYHrg2rflaz4GTcVUZ9sU8Ftgqir3dl14C02EKbpBP9VzhbOi5NQuQq4Zft74Rq6bbW7tkfbjfvGUeYXbVjtPl6DwC+9CjUqf/7srmD1qesxsMWYVWTssVF7i8XKETebp2nZacXSE+94gsZO0251c2TPq5aPhDULoDVgC5bKVd74ubrgUzLZonL01K8a7/A7y/cjstzCclSfWYYaj6x+5aTY9ZGtkba0x1NcG14KlYyV3niN4Oj9e2T02D82jkRgVIzYikCM1r/G2Li/cRlpf8RP26fvA2vtr+f5WSzlFEtiR3Zqde35YW3e6+2Va+PaN+xwwVLlzlFOxcbcnyissYu1OZttZKtF7aisLcD6h/7u2s2uGLN23IbGGvS1YQM3qe6ofK57b9jSqY66e91obAW3gIufb+EHe7WJm3NL26nsxnf82Ad7kX4kauzEropbLUyOanNbboYpuBtl6nbFlm0zIOlfczJ1RlzLj9wCxpWZUbnuW9WhcqqI5bbyLdQBr9CqRXf1WaVt9S6earubFKNzoPwS+c/WfOihrw2vGSQ0NHWqisZ4b6Rria5ZnVufptzT+DfuD5UdR/Ue3+11FW/rkwmWgFwbWduV91sskhvPYs+xjDkSr5QfFZVF9pH64Ej6FnId3InXUlTHFufoSHNyz2Abrlv4beUa6vxc8eyl7WU+Hfn9mgWz0iG7mbTF+GYnz+pQzY1JJhtlOB3UjbSt0NeGCeLEoAG4XZ2j9ifDqN5HPi25dfuN/XFr0sJOJRTYNSJ8vteJylJfUFef5s9bJvvGdbGUNFXqbGET147f1faOklccOV6yqbxk4bil749scqlY2liHrTdQWYyp2i07IHLtVHSJsmL+wpPIvcEWcmzBHXUf4RYod69cHcdMLdLx3R5j3NeGAbhz7K4W9BWWRuM2OJK/ZbuPcxn8rE4vt+rbVosJdf2ncWwoArmn71xrA+ZI/n9NuBOPjI+4hcPRfBoXy2tO5Bp1bBEjshtJrt1YfslcV07m19jSFnHHLSrVFdxRvaonnpUxWLK5gafpe+DpLlKL2DMQrT11YAtYvDK3tq0jYU1iOEr/j6JH49zI/rRAAXeCj0DUVMy7Ftqnl4NtPGTzuGaHfGsbUfK2aEct7kZ99pYYPZWpbLJdE6NzeIR4eCYssQl1o0jdysMNXnVCmy2EKid9akE1Ek+WLnjZFV6m15oFH+bq+Fv1oTLH6hAPodqrtjOKU1wb3irooQMqh7xXVA05lj9K/4+iR6NR8Qu16+reL/G3JddEWYzrhet9YvS20NKTzqXXkV0b6hRoC1tUm9TXOJ3eCkvjAZNzFKgbKayvvZjVuOVBhFuAqUVpZVNNxS62aGInsO600/XlGv6xNH6qm1GVheuofu6ZO/Hea/z62nCAS+azcW2RpB8BR0p4jfPgHn3P+Ur1es+MvfsfT373uvbTseM6cLlqrznYQu7SU5ER4CmPOzW4Btb0cUTnLRcna5D1l5Hue4z9t8Lam4dbYsmhSLV85rdsU4rlXMX919rdaPxiC1FXzm1444JyyaKSyYgcgcm5VgztxWvAyFWFsxKwI522zjiaPo1GBna6qZJBfLYnKUFCsBdhbBJ6e+yxIbFmoXnN033W1pqF61q99140HzFnM7ANhcZ1sXbDMru9kN3sGIkDI6eLI6fBTs8RLI1pbAN5TTujOuDiNLbjNrWvndd78Uqgrq7Ed41Go8Gw5mqOuy63BUl27R4FHWOvg9ErdEvkjdRlc85OZNbYhiJ6jgBmz9fa6p6noVv70V6nrmxujxST7g1LFzMjiyYFdcU7yzOVE1KUyb5H7u78Iv7Efrv66moyK7OF/boFImsH9R+5eaNOfSunwFvFwhHc9B9sOiqufdWqsRw9J+fD0ed8qX5ZPbU7rZJ6RgQx2buyo1i663z0uX10XHthOAJ2VW6pjIhsUayI3lFtdW+9rnVKHRcVvZAdgxszN3fZyekeYFdQMb+xBVK0DdzkHfVZlisx3+JJb+Wm5hrbzeplC9msLluYZ5sL1XfXiI8PefKa7dhU61Z2WaapdwjXYM3YHZU8NBp7oHpCmu1a32qn1KFPWx8XGZFZk6+XIDvhrZxaHdFW9/ahvW9o4ObEFpsVZ8XS66p7orrow8WsWgyyBefoApWdbGa3ndTtKOYfW23auY0I1bZDdaMuO8Ge66g53RMPuXhdA3YakS1cj5jIGo1Hw5lJTEyqeMWpCpZk1hDSLTf0zjy3Z0CWS695XZSR4eyqYYXEPTqWxJyIbF7PPLbXwt4bEFl71U0strhkvupOQlEWe57dYorl3PstD2HUGOGYrLmeXDlhZX1WC/Rb+O7mi9ejkpC9BrcD7m3Q4954NFRj5xLbj4l+C99p/7sPXHOe3AJ1DdHaCu7EtUJ82+a3R9yQi8/Y58Z6jNyA2LO9uPjE566OW0Sy3IbyXB5kty/YKSzTwenFoK4pKznq+x7xFBf1rI24kXUrH9188Xr0YFPVLyN6R12kNxqN+8To1Zwq8NR2y9jlFiqN20ORwa3nKLt2e4R8Wb1yf5SThUfC6PxHct5jP44li9Rr3Hhw10vVSSi7QlzZiHVXbVkZtDmMabhYVXFuyQJWnW6qhfOSPI7jpWJ2hWuozYdr4lTXhkev2DH09aHtsMd1xcZj48xzP9r3La4XVfRwSbEq78zzujdu8fdIa5DZw563qNgV4lGyv9dpyF6yK+3ugezki8Wto9vuPSMuEvc+hVUbaoxbs5NA3IhV+qrFX3zPnrHFKpOdneCqdlh8qWz6jfij01+1ydY37vMt/fFUi9cZ2YCvfd9oNPbDEU5xjoyYqLfeId069nUs3R/s9OLoPuT021p3JHLVttUJxZrTkUqbeyI7QV8rc4a6Nsk2WtZsjJ0dS+1lr3HO5jPagLq6yk5F2WeUVcFo+bkO2+iKMZc9Y3Fiy3F3J8NqQzNb7Mfye8SKEZxy8br2+l3jdujxPzfaBz0q47Pn+PXcHAuMwO2xY35NedmJyCgYUZvHKDu1zq4PrtVvKzkjbc2fp2n9+FZOp93mAW4A3Pq05wzYYyGiTlNVWXUK6660qmvH8f2onhWoRauSpzZu1uqh9Ir+hePqxpPpqcb2Fj55usWrM2B1tL9VIG+8hCUBsse/0TbAUf2bGJesMlTGfum1psY+YFfs5ue3hLpyN6Ny+rnGlity2XXF+bc64dmSK1xzo47Zxl4L16wcs4utT7MfHZUrqA5b213k0sqv4md1QljJaexUcK0vjdqca4vdhqr0c7R9lM9OgplubKPByb4VTrd4VQkz22W95jWmRqPRqCBbtMZFwp5JJ9tJb9wO8fTOLUz2mCe2SGWL6VFdrkWgFNFW3CA7GVLfcWF8ixsmaB97LRTxNIjhaJstj4CtNx8rULnInThmp3zxO1toLb1BsCYeLcUeN1aqp734LtvwwI0FJe9aON3idUZlAZvtVmSJrIJHD9CVXaYKmgA3pukxfWQNVOJRt0jWtuOQkfb24euCzf9eixI1xy7+V+yhutG8FVyex2exX4w7MNnVE+Vr+go75drbZ/sw4JjINhXWAP2l6msIXOBmi7GR2x1R3h4xMm4k7tFGRLYoXRJH3a2Ia+O0i9cIthOkdhkqshAx0bFkjmVHcdRg73bOGo0lOMqVlVtCLQbcAmJvfbYs19gGjChe0xbWXtNTJzR79oGdelb7gRvdKte7jYRb5Ekc562uPLu2Oo4fG1vZIfrRUrkjtqL8qXriGG10jS5uM+iWcVjFtiUx75Z4emsFjgBcqGbJpLormSVeliTdThLKxh2ooxhcRf8RHKVfjdvjbISHXdFx13P3IMPVE7KRuWmfvh6ukRvY/LtFSuVacJR7bb9Xp6iM2GY5253QsvLXRuwPix1b2U8vXG+POP5uk3OvmLFkUVi51ZC1o2wc5WPcwTJqIxBtG8td86Q1fmbjgPriO/WdybslTrd4zcif+57Vd/LcSasyukrdpbrtgUpS7qTVWItsZ/SWWKtXtvC81s6tah+Bp76NY6KyaMhs19UfJWgVP1Gbu7cAy2PVhWj15OPaMc1twq85hRndxOrYcR24hes0bb9ZEeWqGwiVTawlGx7uwCi+H9kYY75a2bC7Zs6OOsS2Y/uVhWvEUfnW6RavM9SuwozqRLnT1YrR4q7PGgO/hXFlfauWrcpoNI5MdkZvY7jEnO2OK9nV8gpLYt+R56TxAtbOUXVRWqlTIURLTly2QiUvq8WfWxQyjJZfg9iWIq/X0OMomxKPCOdz8Tert+UCds0peyU/Zm07fdgCDxeysV02NurgCT9vbdtsPLLNplHewGRtbR9rccrFa+YQbvKzndJs4eoS8lIjv7YRZXqOOk+jMYqj7gY6MH0z8o7198KS0xW1o751W43tMJr3tpDLcPR8gHm5mtOymITE91oL17k9Rj7VKdESnbKT6NFTn8Y41mwGbGmP2aZP/Mw2ivB3JjfTgX1W/sDKKp9R/dtrU2ZkjtgCuxKjECO85Vo45T/YtPQaTLUeGvjI8fxSXPNKgkMvXBt74ciEZ05ubjHHFqPZyVQsi6clc7n4fEkMWRoP+yZFI4LZ55py2WngtWypcpsiklu3OX2LhatqI8YfnJM9dMoWMo3bY495x9wUc5by66UnhSNyZlluAY06qzzMdNvDtkfyvDqkYyfNTi7ylKP47EMuXqsLREUGUZaaUFUW269M9pJdGnSoPVFZtG69cG2i2zgyWPB3ZREqcWcJCt+rRJvpVV1ErEX78XHgcsWSjcmq/GzjKfOPNacvDs7HKiSVEXHFAa69cFWbabgpsJUOlVNXVv5acahRw9ZzoTZ14obP1hvTSxbA7BQW66iT2hEusAbZxjH6NvqY22B3cQvLHQEPuXh1yAK5KxufLyGrDNGoRpA52lZAQ2eL/6VkyOEoDtI4JnDhdk2wpFtNlEt2MDMfd3FLJakl/uVOihv3g6VzOLoJW8kNSwnfXqcalXxcWXwrwlc5vdkCjOdg3LpVjmWnWR1XtsfS+d16PjAmxHwW538kx422P0389hIumlGPbFHKNo6vdeLKFrLZJsCSQyZcqB8Fp/ubV7b7OT+PQCOuGuXo5C4xhmssXKun10vqNxprcY1dTtVuFshZAlGnpawOtpWdZFXfrUmsa/z5VnPVeBZ7kSuFtW1dizRVTxdYznV52MWCvXGtE95pqt8sUTgiOb537H2wMaIHflY3Eaongu6dO+GPbbN3qrx6x/q1F9gGGNMl0yM7lMPfTIcj4HQnr9OUJ6poiOyYPTt+3xNq12grbNGnTkCNvbBkQ2kLuISmkkeW6FTdtXqOEoCKzMZjYO+5VJs7W7S71WnhXoTM3bDYcxGp2rqHTSPkWkfWtTEOdcqPC6+lG67slofLf+rgivF5dntBLXqvYbejvIGNvdsEYJsIR879D7t4zQY9C/jTpP8mDd/tuYi95hUbt3tadc6tSEqjoXCNmweqTfZ8JKlUCOVaH8cFPp7AjMjeKta0Tx8fWy0M1Y0BRWSrNrZ17hvtL2ubnYAwgrykvSqyeHjrTfas3FabEo3jwp1wqu/qWYRaFLPFqavH5OJJJ2tjdJFXtXW26Kwcmjmd3MI1e3bERezmi9cjdbKii9qxcRN6zWSAi+xrB3p0mqxso3FN7GlzKpmqBajalVU3N1iCYDvJI/qqmxmYjJfIW4ompo+B6sbM/Fn5QUZS3SbqGijfyPzc6cF8uEIG94CKKwpHzNf3cFp8a+y5+bjnIQxbRLrFX8UG8DRUbSYpHVSOzOLUqH1mJ8NYFj/jpqDapIrvqyeu7KYGO2U+GjZfvN5T0METCfYccYvTntHTkrXtISqL1q31u8VuceN+cA3fQNmj13acXmpnc01syXZLR064Znntg48JRX4cRk9BqvWqWJt3FVF2tyqWtB9J9N58gcWnkVOgrXVYI4OdNPWp7LOontwhKgvFvcdabfAyjN7IiItTtihFTllZnKrN6qU2X6mnTk/VJmB2Ajwat0fjyK3wsNeGZ1R3HDJnukYiQriTlGvD7fZs3Q773Ggw7BFoK4tUtVuJdZGAufiypb2vOb2q3rRo3C+W2MfIhs3SmwOqna3ssXoisQRss+gaOUxtwN8KazfgKidgjXGoE0n8fG0sadvdonD2xw6pYi5nC+Dq7QrX5mgf3VxV+/foePjF6xIwY56m25A6vApxKyzZ0dmyrUbjWqgkmxgT3AJ3SbxY4uuxreru8jVw67jV0MhO6hEVu3GLjrW3FdaCtV89dV0i/xo3F1ibjnTvcUNqC3ScGMMWp+t7b3a4gyMHZ9MoGw+h8DvTI/J45SNObjam+MM2tDNUDtRY20xOVn5prL41HvpvXh2UnpVj+mvi2tdmjmK0R9GjcT6wGxnT5Mn+FsR/KZbIXqvPta6ZNY6DWy4+b2FnI31RRPNaet8L72psg6pdVe1ij00Nt3nDThTn55hzFfceuXLMFqCYw1hOG+HfbiHsdKvCLcbZWC/d4GCyjpjnT3nyWrkirJzrmjiawey9gD9afxvnQdW2l9roXrZ9q/i0x3XtxvWw9HR/DdbcIFp6tRCvoY7IrZ6c4ibW0g3na/jSlnFo7w055GnND8aR2f3o6V4F1Q1fVoYtXFX5uDjEBRzejFLXcHGBqU6j0cdHF4ZL1hNqIZ+1NbdTPXXHMbuXnH7KxesM5Ri3PGVln2+px8i7rdrsJNWoYCs7qSZwdwXXkeTRa0Jbo3LLpPJ8FO3Hx8XSxeAWZY6EylU7N1bZydFaXdbWu8XCb00sGxnrxvIbP2sWVRnUoi8rO3JCydrAq8TKF93iOpbBa8PVfjDdt8rvbCEe20O9R+SiTHx3NJx68ZrhVsFyxPkfDWfrb2MbbL2QZc+WEMGRK0e3ShJrTrUa94lbnQxWTzJHruTP2Op6HsrcejN3af/W4BZ5de7nmtOmWc78rvFyjIxJZTG45VhXrw7PnytX79k7JSfqoa7BOt2q+V7FnSVjWMmr7tBtzWbV6NXsW+Nh/qsc124lUdz6yByNLz4/E87W38YxkPkd29lE4Lu9bXmLE56lVzlvdTulsR5LTwerNwi2wl5XhSsyMj3wVKZygos6ujJLUD2p2rstVR4Xs2pcs9OlxjK4sdx60aqeudNCvPo7l2f8vZK3Mr9lvpvduqjElS3ijloPqDbQpyon8iyHL+UDt8BDnLyuuarDZO0JdSx/L0azRwK5h343jok1tqMWYJXrRnM5VXZUr72J2ZIrRGvKtE8fF3td6dzahrfyoaULrUzWyJVIJ2sLX6m0tadPLp2rbMOvF6zbY+nCrypbfWcLq2yxqDYzcPNHLWpHr8FmuV+d4Lo2KmPp7B7brp5mZ+2psvdy0+Eh/rXhSpvZlYTsisNeuKeFa6PxCIi7rur9NC0nn9dYuG59YrP14rZxbCy90nZNjNp49ZSiIocRYMYRlvh69LdrjOmaU2iG7ER5zU0OdSLUuC72ssvRjQq1SFXPVJnsurE7uYwyrjEuUV8XJ5bGkTmGsbr3lNsf4uR1KeIuzrUWru5KxJFwT0bcODdGbFUFe5Y8sl3W0at/rtw9+VuTy3Ni7Unj0ja3uAkwYq+KDK9duMY6exJhh2v57T3FszOieoK4BEs2i5aWY9fLXR3Huau+vSaWbAV2Al1dT1RulW2BvWPNw/zN61rckozd25htOVajC4BGYykiEVZ/75Ehu66UXUlyOu0Nl5wrp8drSEbjGFgzN3tdNcywxaJ59GQCv2fXWzPEE8VbnGDvedLrFg5rTmMbt8NSXx5ZQKmT0yhrfh/lss0ktO+sLuoS26xy0r1tmi3MVQxaeoNTXcNeA4xze92oeIhrw1WwIH7LU4S+LvwSehwa1wBeAVLXiSonsfPzNTiq3askf1R9G3XstYC55sJoKUZvSSifH7lFgTFnT76h9N2KnK6p34vY2+Mo/LxyYuo2e9RiFWVk/uY2ddxm8163TNz3rN7S2MLWQGs3OXFhzWLQ2rXXKa4N4w5gnOTMifbWawRHCTyNxj2hkgSnqeaP+Lcwe55oOOyRQNlYxHYqV7OanB4ba3JIte6WNrD09CM7zcnKRpvHxWd8n+m3x4aXwq18b5R0d4y4HtyNGsxlrt7WyDZC1SJRcfg1f14Q61cWuvhZlV3CDUavJLOF4Nr29uIVeBob3y/JSw+/eK0eXV9rYbjUMLIrFrfAo546Ne4H1cBXWbhWrrawRd2IrntirySZyT5STGrsh8y+tspR6GOjm0pRxkh7WZktTi2vfeq6N9jpVoylDB0vrgd3Er/HpqNbRLIbCcpvmQ1FO8NFm5PtblmO+jUudLO1xMjCegkqm3HZfOzNw7EdFdMr/Cvi6XYqHg9qd3SrKzRL9Bk15MpC+xpXGBqNowF375h/VXcWR64BYvxwpz9IEPY4qV264+zAdpkzGb0ZdR+41W2BEbgTElYGfX5LMj4qM4s5e4z/Nea0wgnUQkLFwcb1oHKkKzsKN7fMRit5W90Iiu9QDpOr2lV6Z6ewys7ZInsEasGelc3KPJrfPezJa3WX+MiIzoA/WG6L/ozufKzBrTYQGo8DRXDVM5UQsR7zL3w+unCNz9aQYITrrzu5Un3E96hz++t5kc39ktsII+1En3MbVGtvNzEocpv5UXzO9F/jT0rmtaAWpHFc8ISscTugz4xs2K5pKz5TCzu2MeVO6uKJa5TLTvmU/KWLOue/rA+jJ5xske3arPi+2yC4lV+utbGHXLwecUd59NSVGZbadY7vl+70XOM0l+GIc9W4H6jENv9mp6RuMaoQfWTJKceSneyRWIE6LTmNdQvxJp+PiRGbdGX3spEsLzEfZ/Wy56xM5lOVxYDK0/H90pwd+723j46e/qw9LWpsjyV5bwkwx6ocjPaLvsA2Pqr6YnmUr3I40xXlop+xvi7xa7UIrcqpxPIsnt5iA2xpmw93bXjJKcPeGFm4ZonAnZBsiU4wjXuCI7XsfUXeKClTZZzvq4ReBcaGrJ0ZW41H47hgc7bUziptTdP2ecPp6/ox+jy+G40bSIyXcJBqHFjjx2xTbw0qmwWuTuO6YLbl7GypjbhNnHiSyBasUU+ls7Ih1i+3OMtiFsqI+lYXmdVxzOJHdnBVkc3G9Sj+uCR/PMzJa7aCz3Zu7vUEkO36LKl/TdzrWDeODXYCOT9X5d3zCtFFOawuO6FRu7dbJ5Q18kZOcRvHg9t8ucUGbvydIfrI1va3ZAPKlYt9qyxcM56y5NZEFVuNJZ4yNe4HmY2tmc8KH3UHMNkmaVz8qrzKoBZr7Ds7pWUnuVGXtcCT6Aqqba9Z+F4LS3jKQyxeswmpJOy9kvnaU9cKlhjnkXZdGg2FzEbRt1lSWxOwtySSri9M76XARK52ckfayMoeNSmeGeokcc+NzupJTkUP9n6L08PqqcNWvu9OokawJVneAhVedRRdz4S1mzNreWFlEZad2jsZzO6qvupOfGM5Zdtu02atb7L+ZBtdIzEZy49squ2BtRupd7943Yrw7YVKkh0hkirpZztPWFbJbTSOhMwmWRJasjHj/GlJkHc7vIzEs+9L+qB2tdee1HRsuG9sEd/XbMBWT2Ey2dEe2SlItY0sh1Y3xCsY9WdF2N1CfgSjduAWEEvqNvbDLcfb3R7Ck0qVU9kml2oLF2XKP1A3J3s012OfqxtiLu/HZ2481vKEtRv7W2CNvd794tUZ4x6OPDLZexvGlvLdKc2WuLWzIPoE+n6Bp4sY7Lea1+oOb6WcSl5zfXWCnIEltWoizsYr85Gj+XTjBWSnG3u1lb2PC8/MJt0z50tLMHqDYnRRt2ajvTIet8JR9GjU8xM+2yo+uIWnOu10z1HPuPh1t4uQB2DMWXpgpBbErt9Yx+VbtSDH9tUGAZt/tel3S2yhw90vXmc44nWNdlTZLXdwj4R71Tsi7gQ2jgMVmN33+MwR470WYdUdV1V+a/Iw0pcj7MA29sPWBHVrZCcQTu/qiceoLlWZ19ggj7occQ5vpVPHLI1sMZhhzek8W2ixjWW1IcPs3d0qyvRnm1xZ27jAjM/ZJnX1xBjbU/yzsvkd4cYz9kM938OXlqzJRvj4wyxetzh13XICK7KYwys5I0aeJXtWb+vTqntAJ79jwe2kxvcqEFeSlJrzNQS4mlRHk9tou3uh/aRRwcjGEJ6qqPy2xcbKyIlq1KWaW5FouwX1VnFmDb8Z3YA/GnrDOce1Nm4xZ6tNFncS6ha1oyfJlTKKQ6zxr7g4r/h4ZYMen2OdjOPgafMs41q+gzFejQvG2+rY3/y/yll6jO1I6JbtLAHuMjFUF5EVY2O7KJWdrbMlgDP2+R7AAjK+x0CMc4mJp7IruyRBOflrbOsadnmNU6LGOVCNpcxHKwvZJba6Jr5X8vUSIs3IeIXYVtpae2qyZLyqc7MH3+pYcx2s4a3qWYUTuwVkxoer/pudQDJdKifGS+IWchpcdKrNADUHTDe1NsB2HNbGVQXF36q4m5NXtRtT3S0Z2aVROxpboZJ01E6E29GNMkdku12RDCNjdOvkc+v2GxpuN91twlwLWfy5hW2NnCjN5ZecWhzx9KUxjlvGPySAbhd+LrvXworpFn+Pvq/Ijz9L+rXk3S2xVcxYGrPOCmero/mCPXPcm50koj5qERp9w+VUlofVwjJb8LpNbNUXdrK6xj7nulFX1DvbKHBrIPZ9dPN+Sd/ceoKtP5bgbhav2cLUDVT8PdLW0sWcS1BrTnvwmSq7pJ1G41ao+Ga281jZ3FLyHh177JoeHfes+yOBEdhpqhG+0c3o0TmvbvhuvXDK9FxKFrfGFmO8Br1gHceeY1bh2fg9bj7g6eIss7I5jYu8CpZufDBdqwdJVd7PTlWrHF+tTxQHquh3LWyxaJ1x82vDI1iyOFtynD+3tWYXd/Rdpgv7rMqM7O6O7sI0GkdA1cYzf6nYfZaQbp0QlmCLk+sj9ftat2buFbcaj7iZO+Kz1ZtSS/PeSDtbwJ2WjNR3JytL+n9UHFm3I2MP/jlN/hRUbXKg71d0YaevbLEWTyWZ3WN95evZgrHCvddCLYyxbTd/+F5t9lcX22ug2tt6rXE3J6/TtPxEtEpQ1yTCWUb8ParDVlhiJGuuPjQaW0Ltbrqd0CzZOblrdDyKz2xNTO4B8xz2xpvGkhOLqtwKKr6Iz9V1OdY+xoctNoiZTq5e5WcEZ7bn5iHLwGxm6ThW+KvyO7ZgYf4ccznm0si9Y/xweuEND8bnsY/VmDSCUV7gFs8st2WxCD+jzL19Sy2g5/HeMrbd1eJ1ml5umCOBLiuHzjiaCN3O8paBpYqjJcBOSPeJW9hRhbSq79EHXdlq7Lj1RtReyHZpj45qTL2X/uyBa5waVIGLzcpJZJZPGTkd6Wf1dHetjC3qbInKGB0t7jdyZHO2ZEGFddUChOVTXFCy08RYV21aucMYF+O2XCxV5WSbYEtsXMU2Jeto6409Nk+n6QCL15FTUTxxGTHOPU5rj4o1p0KdQBpHQdWOR3Yn1/r10U5c98Q99/Ge4/eWuMWNn/idnbhkdlW9IqcWsaNE0y2kK7reE5YS+nvrZ2M5skUR82t1wyKWUwc8Kn+zQyRVVy1it9jA2/LGFmKLzbaRWyN75AM199O0759m3Hzxmp2yxM4vuSa2dqdjzW6Ve74nlpwcY/2t9Wk0MmCSwB3ZrA57vuZU0SXZe18cKeKOWJIw94abc9ztPzuuOU+MKKlFJgLzfKU8EmOnC9O1Ytt7nLyuwdr5dKdYt0RzhOtgyak7+oo6UWULV/Y+xgUXq12cx1PbWN7pVB0DVj4bl1H5asxGUd1s26ItJXOUn22Bmy9es1OSNQuwtav+LXdwsfzeyWPtFYW922ncD65FdHCX1AXGik4ugY3oMnpt5x5wrwu8TN97npN7wkhudAsmRf72nsfq5s3RcIt8e625aIxhSQxfmgtZ7sMNZnxfbVfJZu2PLErdIdQWnGBpnBq52TGiA/KUa/AVNQbXiOE3X7wuOdlcexo6gixZKEfKFuVHDdijZP8o/bg3En5PuNUcuxOQpTFgSUDHHWQlu3F79JxcB6PX3aLvRNKdEdc99FOb4kvbvabNXWvj+1o4Cn+4N9x68zEuItlCDheO+L6SR2O8wDb2POlTC+PKGmTNgduoTlnZkQ2DpTrhCTrTYy/cfPE6gpErL5WrR1W4xeaSdq6RgM6WFM7W32vglgkSrwAxPSp6McKsyqjveGXqSNj7dsWR/OpoY994AVU/xOt8axeua29t3eImRbV/R7P1o+lzZqyZC1xMjiwCcfGY5WPM3SqPqpNdppPjAtnJY/UArPKusuDeCm7MVTnEVovquFh1p67XiBe7LF63VpxdTcgSjbrOsKTdapszsjavcfK6Zhd5S92ORH4bxwU7IXXXfkYwuuOr9Gpbvh2aPN8XlM/hwnXNxtASkrmXHV3LPte2c6SNuI6n1wcuJrMNIPY9y83uFNa1hSetqp5bOI5sSKlFXobRRf9eWKr/UsQ52nKBupTf7bJ43SooqQWoGzh0gK3A5LGdjlsnhIgluiw1ylskoiON9aPhmmNbvXKSJUlXfjSxMVlHt7elfjvqu9f29aOPe+MluEWjOnEdye+xvGoD8/JeV/ki9vSJqu5VHdZs4DVuj+xApZITl9prPHWbv8ffrEx8rnJwlJflatdndzrL+jKCPXy8wnNG5Kj10ha6s7gxGruVXktizCGvDcdFq3IOha2MoYKlQX1vIrxG9lbXtq6B3rl9HGRJTaGyqxvLsefZ6eqeCaHRuHdki6GYw6MvqRPYanuOTLG4sOctCjwtqm7I3QoqvqoN+r3ab6zDWjvLFrrqBBQXorhppD6766aK41c2n1geX3o6uubWYgXZQlytYdbotUXsYfFziR+7Q8kR3PzasHI+dy2hijWretSDyVbXIypyt0SFgN8Ce+txJDLQ2BZslzYr755XkoTaKX4kO1vbl1ueuh4lrjWeRUaCkbDhSeyaXXjGFbJbF3uicrq8VO5ajI7xI8W+R8Ka07nRxW3VZqJPq40ct6DERQ3e1MDT2fkz5njVxtpT5wxb8BUmU8U3Na5s4wCfLwFrG3VYErtxM7Oq3yFPXiNGdg3cdYIqKoOHO1JLsWdiOAPRO0Mfz4CK31ZuYKwhjE6HR7azI5NT1O3Iup4dozeelp74Zbeusk2sKLtiT0t9/6gbyo3HgLPdiq1VF7KVxeFcBhdaKJ/5RFYe21SLaVzo3iJXVNpcc+rLuE9lHrOT3mvCzc/o4vdwi9c1uwJbkJ1sUap2Nba6qrE11p6CHxX3pOs94tZBzt14YN9V4GMbTaMbT49sa4o0sDKNBqLqS+o00tlWtiB2JxJI6timdGWBvMUG9TVuO+zho0c4oWpwuEOWbAE0Yk9sscjyAy4eowymL1vwsrYzLq5OI7e4+TBaR8WYLMZtMV8V3WZ5W0Cd6o7qE2Upe1C4+T/YtIWRVeqt0Wlt26r8lkEcr1FsmYAb58M1bWaLtqpBfqmvHgHZgj7rf+VUqtGoABeFbmE4cjqAZNQB20AZLCbcaiFYIeEjdbD+qC6VTas94kIvXG+H6pVMt4BQixZ2SorXQJlMtnCtLGLUZrTq35JbVEv8Sp0sY7n5t5uTkZhQibdLFsJqnNmiu7qJqRbso7od7uR1CbYOiNVTH1d2TTu3lrVF+3snqU6C+2KERO4NFXSVfozUuj6wDbQtTky2xkgfEFv05dZ20DguHEljfuqIVGWxu0avPeo4VHwTSe+10D59f0BbGTmBdT7p6o2UZTcfUIY7tGKLvoqPZH67t58pjsI4SEX/ShzKNhoqC/tMfrW9qjz8iRiR/RCL18oOTXWlnx3xb4HqDtiIvGl6OVHvpNTYAte2o3idCHWoJCesE5+zpD8aAx4J7LTrKDjaxkHj5Rg9wRy9FaF2+BVZdn7syPQRcQ0dr3HK2tgPcYN15BQLc+nahWpczOBCKZOBi5iRhWU1lzvdqye7S+FOKjP5MTevXSxW26zKYgvx6q2ayphXuchDLF4zjBBV5aCVazZVRIK+54J4ZCHbyatxC4wkkKULLNz9zJLctW8RrEH1qs7Suo0Gw8hGEnuX+ZRa+OKCFGVltyZu4ctL/Kyat9fExD3kNq6DvW9GVTc3Rmw7LlLVgpfJdben3MmvWwyvyZsOioczHaqLbbewj/EvW6CvsROcj71utIzouPnidY+j+GwXqYIlzscWrdVToDU63RNGdv0ajQxLTwFdjKj6WYVUHxFLk+xaGY37x5abp9X2HAnNNnXjghXzszv1WeLX1x4bF/uu7Z97tHePsfWIGLnRsNXmBvMz9l7xZQa28EL/jmVRLtZhurF6I1h6Y6Ny2ri1j8VN+ih/qQ2whe+ScWAbjKrsCA598poN2AgpHXm+lECfGT1ej4drECZFZLc+rahcQ1KJ5kgLO9y13gpHOok50nifCWvnuHKjwflnzPfqtpNqh5FnRnSr2NIGlxLfrcptVa9xDOBibYvNS9YG+56djrI6qKvzdayf3ZZysSB+XsPp1y5gl74fBXKYyoLRIRvbkfpbnQBHHHrxOk3b7n4uHcAtjsyVTkdIJH2K3IhYu2O3pC31fckzXOBVThmXENxbo3JtLLtZEsutTXaN+8baOc82iSvxxC1a3aktvmMEeRTXzM234gFb8pnG8bDn7QFcGLqTz1jHlXM3D/BU0eU/F0NGsdWmnmsb1yZb3SqtcIRMLq5/RhE3ILaMc5svXvdabK7FUll77Bg8ItY4yQg60e6PpVdE1raHz9yis7IrWA2WFQL3aL5/9BPmxnWwl11vQb4q9ZQdRzJ8dN+9hX7t64+LLewJNzLVIjQuRpEDss2kbJG2ZMHFFqjZQrG6kYbylyzk1MLcnZxX2lk6PlUcPW4e8m9e1dH3FnJR/vy9QpY74N8eR3eoe4QKoNcYa+dXKinie3zmkCWupe+uBSQB1VNXtrB33xuNEazZ/KlcCWQ3A9j1wLWnBJmuR8E96Ni4DSp2X8mTMxw3Zv6G11cr7bHy8cfdyGBxAD+7vii4G1rqltdWtxhHT2tn3aKOruxSqJsvWOYa66WbXxu+5glAdq1pmo6dFEZ3eirvtxzrI49dI8deAa/aJltYVkgv81+2c3wP1werGNWpN94aeyHbSKneflAy0c9xQwvfr/XXa/MBJOrsp9FYArXYGM2rrG62cYrXRbNbEplMlJv1Zw8+U1lDjPiuui22ZJPdndCuuTaMY11FnPM9YtjTzSUOgp2CrklClRU/ys8W0HvuIlT7OmoEj5rwli5AGhwuGF9rnPEKUlUP9a5Koq+5cXZtuH645Ng3TM6FtXPN8leFWDIZuGBF2UiGRuPCCLa6QRbhTozwveMmt74R07hPxIVfdqLHTkIzbq7qMGDOZ226PMU4vDt5dDpUgfqgbpmurDz2u3KwpPoa9VM6joD1za3XsE78vkfMuvnJa8QWATMjbazs6A7HVtg7OcRdL/Z9q/avmeR64Xo9XGteVXDP5npk97Fafwu594hH719jWzg/XXJymZ2gVhfAW+e2NchOX9wJjaq3Zf7LTs4a94lswVidW/S/mKeVzVa4dGWxtsQ2mcyRGOKgFp1LdGRjh9w8PmPlorzK4n4NltjLNXCYxas6dRkNoiMGpY7Db5UIs4U328WIRo8/WP8R0El1f2wZ+DKwYKz0UaicxowsSK9162IpsrhYHa+IR4kPjevgGrcW3KkEfs9I3wj28IVKbnf5u9FYi+opHNuMUjnD5W+WO9ViUtn8CDdwawgVQypwJ61MPp7Oqv6wMhX9qgd0W8RjdpJ7FBziXxvOjNw9Wwq1e3HLhWu1f+oIf7S9RgOx5prJGrigPnJ6U31etf8j+okjt5m+t7plUsURx7vxEtSmaGUjaET+6AbSnnFrb79A4hufLdVjjR8dIQ40tscIX4y2qDZU1uZQ5bNuw4qVVYtLLBd/j3ALXLyP3AhjG1JuLDM9R+LcFn58zbamaezA8hD/2jBbuK5ZlI2QWKbHrXYZKu3FRevojs2Sso3z4ZobNu5UpZowR6/vVDbKRt7fIx6xT41xqJOQkXqjdSOyq35Iolmbt9pw2xJLc/ke2KP9e5+fM6GysMPDE7Ywy25K4EJt/hxvXDCu6/StbKJhzBm96VDZSGOnsYqzs7FUY1ddGx3xxpgCG5sKbn5teMsBdovO6AxqYo96PM5Q0fXofWg0RrHmWszoDjCrt+YU91aojtnR+9HYF0uvrI2cTFSIn5LB/PQRFq4VjPbxDGPSyLFmUyTbXMbP7krw/Fst6lh7bHG7pn9LFkiqvZFbkhEjN59Gb1GNbspXUT0FXyJ3jcybXxtmu6lrFmPK4KMzMGc5CpaMX+xX/LlHou1wz7o3Xo7sNCWWUd9H7XttbFGJ9ui4Fz0bjw/0byS283Msi2UiruGLo6czR8FRfP8oejwqKgu9JfbL/FMtUnEhibw0AmWp3J5tiq3pE3tekbfkVJPxdHUApQ7WEHstKhmqOo3Kq1ypVrj5f5WzJ9DImIOoZHhLLNlNrpS/db8a5wSz5+w0kPnmWvK4hf27mHFLcrtF+/dIzhvLsFcuWHqdmJFbd0tqVP5WuMV1vDV9dESdPWuOcJ+45rzh6ag6AVQ6qUUtXhVGeU6XJfrHPiytj8hkYf/iIq7al2sfSu3BebbYiDjE37xGbHWsXzGwIy5cp6lJZOP22NIGl8ha6oeqra38WpHsW6JKFqq4dX8ax0flil6G0YXuEXLzloinDiOLzAwjJ9HX+lOpjinbYuSkKju9dG242xBsAxrLsZM1VUb1j/VjSX8U2CZ5VW7Fh7F8/K2eZXXUnO7hw3vH3epGBeLmf/O6F+IuDtsZOvKV2qPocTR0AmyMYo/TBLXTPH8+qv+2/zT2QHUXffRKf+VPC26BNVeIHVFdI5e1ce26jevA5Z9K+WyxlLVV3ezAcpgbccGrNmHVgrmqcwVLrgFX5FX+zEFxBnVCnd1k2xKVTcqtbnyNXoN+2MXrSKI8YsDemgQflVCP4BH60Fg+j2vmf0sfX3qr4xZY0++j9KGxPfa4Yj5KqrHMkTeUGba8Mjdji/6OyFAbBo37QsUWZ045ukhgclyecyey+JzJwevD1ZM5XOQuOWUeWRe49+60dNYNF34jvnjvfhttcela5+EWryyBshNYNJp7m/yzoefnuthrvCu7q5X6I+3tcfoa4a4qX8tuK4R4693lrbHlWI1c5WpcB5XFbWUBe6RcMGpjI7pfw3bv2T+OZAfXBDuFW3JNv9rWSK52V1vZaWHk5uwErtoW1luCkY3nJbnd3S4ZleNkboW9/Su7Jp3h4RavCnHXQ11HOiJ6Yf1ybD1na3Z+Gsux9Krh6PxXgvsSm3K7y0tOoLbASKJ/VCBJar/eH4xkVq6TqYWf23hgJPcIGFnEKgK7Z3+U7HvLfVHfs8Q0BfUncQpLrnjiCaI7DWXv4nOn85Lc6Wx31K5RBzz0chvUI21UsGSO1FXwNfx2D/9SJ/9L4vrN/6scRU63HDi8O86uFxw9EK4xwmsnp60XhHvof29J+16hFna4uxq/q3nZ45reUpmY2Niu8to2RvUZuWaU4ejxMILt3Ld/59gi76mTnyULOfysFsVLSPi1sHYBu5cORx2vKtzi52xgJL8yJpFbVzaWqpsEKvfhoirL7ay97HSu8n5kbKZJxyQlq3pSGz9XcrXro9ukzRb0W+XHUT+s5IgR/z7Uf5WzxRE4S6ZogDH5YVA8EuHZKkjfsl9u7G+tT2N/ZHO+1DZH7ajazog+e5zoNsbQp6y3BZLTtZtBrh2W0+8pn6gxWkqI1+Ca47bVBknjJSg7yuyGHd4gop3G8ksXgc53nVyMLU5nBDvdqwL7oPpR0SVucqNuSzDiC6OL6mkaz6dbHCgom8lwiGvDbOF4jeA9t82+3xJ77C5e64S5sqN0q5ORJrfXRzXYju68zrIr7VdkrcGtFlDxFGpkV/gIMW4LZOPepzT7IcvVa28IsdOl+Hz+rMpdA6NtsvyncmFvyhz/lP1WqCzMKreXtjrUYKeKjk/HfOXyvjtBZPK26EOMJ5XbEdUNbObn2WZd9jwb56rMiBFuXh0f1W88RBy1xV0Wr6O7kVhnze7t/NvtKCk9b72Ajc68Z8Lam9SNyM4S+VbjcFYCkGF04bNEfpSlFhnVRMVkV9ofqTOCI9zWiH5zhgVbZSf70cfglsDxZyeKavyzkwsXB5ivRbu/9sbRllhCZM+AM/e9ArfIqmzsMJ/FU9dsAwnbVc9xsYonmux5lOdiyhanhEs2wtbYp9t4ZuOBn3GMWRxGmag7/qzpCwPjX7gptTSWHuLa8B6JoLoQdTsC1yalzJmvschc208WzNbuHG859rdeXNwL0OZH/EjBLaicn+GO3N6L0KU4mm2p+XtUZIuhM6OaP0bshBGkLfJHjAVqTrOd/jPN/d7cIMPeseXW/Tsyqv5QgVr0ZM/RV51Oqiwro97jczyoyvJetjm01JYrC/ysvtMrlssOdZYcDKzhVaNrFLbhuaTdGeWT12sFkq2DotrBmNti5VnZa2LtgmEU1ziJPcOJ0CNg7Rw5H1MB19nGVhssSqc9cJQF46MTQEx+j9zXpaieSozIw+8jY18hU1EebigzeU6/R8UWPGlN/epJ1xKffPS4tRZx0eDyY3UcRw5rcJGZ+aSSG3XDMnP/Rk5TlSxscw9UF5IVZFyI9c+tFzI91uSHTB/Uza3FlmDo2vA1CMIWnaomVHSg+HvGrYLoHqS92ua9tzFja+J2Fqzx8z3nd6vYME3rbwZE3HLhVL1Z8ghkkI1zL1pr2CoOqtOZtTrhTQtVvrJYvbeYf6tYu6XfbCWrF651uNg+MoYqpmYbRm5hwk5TVaxW/cD6lY3x7PSWgcldY4O3yEk4X6ObihlXVgtPddob37lTdfWsgkV/87rlxIwOclWPyjF7bD/u9mxJbJfiVu1ew/FGd+qX4N4IzKNDzUe2WaQIbiZ3rV4KS3Y398KIb2BiO8INk6UYva7UeAGVzbzq+5g31Tyw9tiGcXyuTlqrm7n3aBO38MEtTm63xCNtsl0TeAo7On4qn2XxFfOJkxfLqBiE9hhjxBJbHTm1ZXXWnEauwdJTVPdudBFbBdodWzexeWRxfQkW/4NNWwWZNXLcqn+0/UrivBaUHrfQYe82XDu9cL09tvLPLKmxMkh0MamOLMDUbjCDs0sXc27pq5W2s4WG+743qouSJrnrkRGdCiqEEnOqsj+Wb0c2kN1O/z1gD1u+tn+4w4Gt5Fc2X84E5l+jUJtLeJqq6mD+Hl0AYg7H+pWTW4Y1h2FHs7Gtc142jtnB30h8xU0Ltt5i5SsoL163WCiOyl8r5x4JToVcX1OXI7Vz6/FoLIc7eR05ocH31YQ2ekq59KT46FAbc/fUj3vS9ajYKt+OxG62OVW56aROePFU5gibvrfGkYj3iC5L5utIfb0ltrR1tYCrbBSr0za18Yi3LVAHtoiuLo6rMeCIcYItFufn6t2o/JENf6ebqjfrNnoIONKfoZPXvRewWxvS6M6PInbXDJJHWbheG2t3YRrHRbZwRfKKp6sqaI/aB1uoudPXETmVentj9ARWje3R/O5ssfAWWHNSsabNkbifLXQzu11q13ue+G19Sny0U+dqPFrz/qxQp6LZqZqqj7aDm0OjmxGYX9xihvk1O4jC35XF9AjWbLhknGFNvIwbAdlmX3azJspYuvjN6uH875HDh68N77mAvWWQYkaRnf7sqctRAvatiCM6WFWPo4xbIz/Vi4uo+Tu+Z/JiMlwz30sXv+6q060xcp3HEYajLBjv/aT7llCbK1tsFK5Z0GXkauQ588V7spE9YkclLh4lZmUxP8sBZ4W6heBQsQm2OGSLpihPLSgrCy4VR9Qz1HHJ5rMqO8r3cXE9Mr5LoRaDlTzJfGdNDK8sYPfE4r95fSSgA9369OTWOiCupcsWjt0Yw603jLLNsOoO3wiyxa8jynvfPlmLEV2yk6xrof12Pzhf2nPcl/qkQyUWuHhwpvxSPX07ApiNqts287szY4uY7W43KC7sFk2Kt6K8TF92KriUE1cW82yzdimn2HIxtySGVX1+7aZ/pR112h7LrfXjQyxej7Bbqib07IFyxtpdvdF2etyvh8pYH2FhoxZbS6++LHlXLXuE8Wo0pmnfzZWtFoos/0YipBYyrP6Rbi7dAkfoe/W2VHUh1rzg5XB+t8Wpu7pdpLi6W4ygTmyBirJGfFjJXnLDI6s3KmtNnS1t3d1wG5FRmZeRcmtwiMXrUTB6ErMX7ilAb3lSvMVuTGMZrn0KU01O6vrL0sXno9tXlTTOuPV43Lr9R8bI2C5dHGyZG2e/VicubrMKSfVWel3LPrcmqtdoZ0n7EdWT1VsfbNwr3FXS6pXb6umlOrmMPs0WwvEd+n8sE+s5fefyo9xiiV/ERdqIja7hPvG5io9VeVtv+mftRRlb+PSixeseAfAoJOYIgfIIOjBccwd/tK2j2E+jhjXXnebgt5TsHNW/boVbjEeFYPQ8rcOS3f29x3zJnFduWOyt9xbE79q4xWbw0nGpnAqp66xnxIhvszypbGNkwVTZKGUntm7BxxbY1TawfGWxvsaOltzU3MqG1XXnSr3RjUp2kuri9LVwiJPXpZO4RwC75SLorAG5d1pvj6OMuUswmPzYrm9F/tIEwhLgUcZtDa4d83qj6TbY4lbRljdtRtvNFjbq2vEWuIbNbt3GtePV6I0PdVpXrd/wWHKbgp10qjyLPldtz92uiHJxsZ0trNVV5yhDtbUUazbOK+1WTptHMdrfyhhVNhjnclvFoEMsXpdgryCsdoW2HPTGy7GWEHUiW49rjeGaE/XK7ryqq3Rgfq2I1Eiiu3WsWLoo2Rv3Mn6PgKPERfTbrWwzW5iNLohGcJSxrWJvfffK3W5BdPYYUT2RrJafy8QfNT/q9lPl5BzlxsUquzaMdVweVjGGLWRx4X1NHlptY4kuW95QwZP2DG5eto5Bd7t4naZ1AXkPxz8Dth4HttPXeEwsJZPVHcpspziWVYlq5DS3Y0Lj6Ng6prJrgBn28hN1srJEx4r8e8VR+7FkftiCqcGxdhHmxjfOgbqei3k2O7l1beCiNDvB3PI0tYoRfrPHYVi2oF+ygFSb+wxugbtHDrjbxevawJU5DTrJHjsHIzo9Kh7xGmaDo7LLrhKnu07MylZ3H92VqC13MI+Oa8SePnU9PqonYUvkbjGv1SuJ93pTag8/rJ6aXAvZKdgMFt9jvD5Sn26FkUXcyDVVdSrpymY5G2ViWTztVf1Zw8ndrao1UKfKTo8RuSPl8POWflKxA6fflrocYvF660WbugO/dXDMriXcSzA+kp63tp3GerArStm1HyajUs61jbvE92xbS3Rfe22qcT9YmoNGyXBV7ogMRloxh69t7559n+Eam+9VPdz3DL1o1cgWslhWHRzgSSqT5zYb5s/ZYhZ1QO7NTnSZbmux1Q2SkVtbFYxsNqh3W95ScDGk0s7Wfvt0K0FryN6RiOKsy5pJUoi7wo0XMLpj1bg/VOZ2zdyPBEW0N0zYWQIebe9WWOJPR/C/exjbe0K060eYX3dy4k4FttDjWtdV9zg1vje/utZYnxHKFvAETS1iWUxhC2d2iqoWtfgeN7Idd1a3piq3t9QYjL5j7W+Fijw2F2xcRzByirzXjR2HPnmdnnXarOzSk1k3yfeWXLbEmqtojfuH84mR6zV72NE9++U9697YBo8eI7MFazyxuadTuz3m7Sinr4iRk68RrtZ4OfDmQnbdl10Ldqe72aFPXISyOcfFViznNpvZbRDF0fe2m9EYUynryrhNnmv4yC398BCL1yMg7taMEOYlbSDuJaEitrwK1jgubnEFDxMs00PtzjpkyYy16+ovLXMNHI3gHWVczoIli7WRHfQjzOeSa8xH0NthL/1u3e/R+clO2Y4W324Bl6v28geXk+PzkavLKi9n+RjLoV7Vg6atrw6P2GZF5lI5a3z+6BtFh1i83jqozjqoHaY92rh37NGXI9hB47oYPV1l9ed3I9dclAz8fo9Xb9dgbx90893+f1+4ha2zkxvlz2vauCX2an/Pfm0lWy1c2Rx3vFgHl/dmZFxYLXAqm87q91wHT1rZ9WGlW5XDPxInR7CbCktui8b6EUy2m4+tx/kQi9dborLL1yeMOR41AJwJe82h2hGcgytLWhVZzndH9EIdHsWWl8Sca/X90ePho2LEV/doVxFudSVyK6yNNUtwb5vDS06csqukcznWVkOjMpbMp+J13WxOKhsIMcerHIs2kF0JRp1Z37bkCUtkbO1rrl0cI3VrbSkfcCfkVR2zukuwePH6KMFDGf88+VsN+B4J9ShgVzz27uujjuVZoGwEfS4LmmyHXtngWpupXO852qLsaPo0bou1PoHE8lb25cjrmlO5axOwDI/MGyroWxrbYsRn2cKRLZSqMtQiKJ6mZie5bKGNckY2O6qb1mzctrTByiZA9o5tAMxQi1l1oyG+Gz1MGNUfUY13ixevFSL3KNiiL48YhLOd90eygcY6bHGVr3rSw3aXG8fCtU/sGi/H2nHZe+HqrqnNUDc69pzza9vTmoV4Re61+Ieau8o84/P26XVYcoW0evoWy7O6qEOMI9nJKdZ1YIs1p2P2bsnp/5Z2ukQW83F20LQF3OHCSBsjZRf/VzlHPGVYi5FAuoXsM4D1+9Hs5gzYYvFZbUMlVyXDXS8afZbpdjZcK86fdXxvhS0WeXvaRlWuuwY5ChdfboWtxzgj8aMxcenJvfpeOSHrWPES2PhlizK3CaDqY35deniFm9BqEyO+r/ZpdEME28jeufJKrxE4udUNA+UnFR9fukmw5tR4DQ7xN6+3WNhlu45N2PbD2l2fs24E3BJ7X7ldQoRiIlQ7vewq4R72c+TNvFG9HoUodpyonVYeFeqqosM99a+Ka9oxXhtcQsAR1c3IWG7veP3oqFz1dBsJW23kzPl5/mH5Gq/7soUyW0Cy71V9K/a9ZuG65almRV4cV3XSiuUzP8P3bM5QR/w+Yi+j43WIxes03e5vSZQDd8C8DrZ28sYxUQm8Du5aipLviNTIKc3SXeZHx1bX+Jbs+DZqcLcS1uTca27uMpKJ19/W6pSR9VvmqS1OyRmqfVKL2bUxdFTWI25M3AJZzswWl8weq3NTjT8VeZUTWWyT6VE97V/qh7c6nIu/Zz0wbsZ1UNxoQL3Z57ixgO+vsZm/6eJ1j+SxJ5SjXqvtxjia2D4eqjuZt2q7gqP78x76scSoCHH19Gyr+eg48RLU9bF7A5LR0dOQpe3dGlv3TZ14VsHsackp7Sjap/fB6CYkW4C6BSA7IFILoMoJ6trbAEsWorjIW6LH3liyGYCbc9WxYeWunWdOe/I6Tfra4d44mtGvwSP15axYekVsD6whVpWThC2uwWGbjWdRXawuPcnJcARbbuyPLea5emvjUeBOZUbiWWXTv8KtqptZjzwno2DzVV2Ejl6XZQucUV3xemrk3WrRpDar8D22hXXdAms0f1fz2kiZpe2PtqXmHflfhYNtfRNliaybL15vTf6uvXCN7TbG0GO2Paq2f20fwU2lrP09bk9USdcjkqqlJDaTk13ResSxPBLu/WSbXR+OJHgUt7z18egYXbi279cRFxwYOyvxmOVWXLyoBeDIAo4tWrFe5QTP5YcspzC5Sxdf7BR3S6yRVx2bNVwpm4eR9dTauHrzxeuMWyaIWxCnDtRjaALx2GCk1H1nddSzTM4S3ONia09d3a5ups8evn2P87MnHil+oq1tfY1vj42wo2HJYsCBxe+1C9de2C5DPMl048pONJldZFdl3UkuW6SqRWR2cqz8srLAxbpL7Ym1W5G11WbwVrLYWKoT1vh5Sc5WtwTWXjPe7f95vTcsvRLR2N8WHpVANMaQLXDnZ0tPYVxbrN17jBV765yNmyNV9zie94CtFwFHm6ctr7CdYeG6BdbaQC9Mb4PsyvAMtXnMTjMVd44nw27hMpeNv2NblVxR9dWMH4zc8JrlHSlOVG86ZfUYKnbj5mprPz/EyesRgteepwCN5ej5uH8sSRSVJMuuJKkkuMVuZZRzhJi1FHtf6xkhSHuNJ16pOysqZGbp1bG9USVUW52iHH3huqVOo/5Z1WUrf3bXSs+OuJBc4rvZIQ2eiGFuZeXxVDXOGeblbD7Z+yo/z25kZG1XxhMX8mohzupV52vN6Wt1Y4jNaXaynM0b04XloKWbDxGLF69bBpMOTA3E0Xa0HhVHGuNKkMzKqOvFawguLrLueeF6S6id+a3H80g2fWsc2VbZdcWIkcXkkn4y+zt63jky76rcXMPxrS6ij2zHt4ZaKMb3+DnLndVFD7vy6xaIcfGMfqdOaTM7RXlrF6cz2Dji7SFclGdtjNjxmpi2pA5bUI4uXFVMx0MGbGcJbn7yepSgtGeAZMHj0bBlv45MHhr7gJEalUzdzmaWnEdOHJAQPJLvXrMvtxi7jiEvYY/x30JmRmJcPMgWviNAfz86ttITT1YcUY1jxBYsWH+kfdZOVu7McKehW9ysiPVwjuNzl2vdKS3qxRY2Kr44W3B6LD2lVt8rm+tKjyVtXwtsYT4/x3L4WdnEVotVxKrF670E+yr26s+jjdMeuDcC8Ui4ld2PtDuym6kWqdmVISz7aAvWiKMn0TWoXE07I0YJ1C2wdAPryH3aGnvEpOy0TGFJDH/kuHoNsAXlDLUB4epgXbYZwXxR+WZmL3HxzfSMJ7BVO3G6bBkb2EYPtuXKVPNSpVx2ul1F9bQ7W9QuyS9r5mbzk9cOShxIqHqh1jg73G5eTGJL5C71r7MQq0ftZ2+CLcO9jBc7DVlix/dsJ3vpvEU8WDOm9zgXR8TIRu8SGfN7lkPYphLeYqpg5IbUXP5aG1oqdrDFPi7oRuJVdQyW1GP14+I7k6H6Udno2op33Pza8J4B69bkLNuBubV+jcY0+cXenv65RLYKgG7XuIr2x/tGk99x3MpPRklXdmVvKWE7O7YaC3Z6g1jCeTome6hxdwsrJ6t6ghrfq+vnajHJTifxVA9PaN3JIDtpvbaPs5Ni9vla9qw2/uPYrI2jSi6TN8ItqzrcfPG6BVRnl+7KbgU8Zb21Pnvjkfv2yMiui61JBKNXSEZtSCUx1X72NymN+8TaRHgmZKclGfYmhsynGflbcj38ERauW16JX2sLFbmVxcSWRLrxAvCm30h5fK7AFkPspBUXpbG+spUst+Pza/i2yzPZtdm97Hmk31nMZL6anTKr52w8KleLq/1ZtXjdYjL22sU9AvZKDGdAj9VtsMWCtQK147oE2W5z1pcz29rSq0lHQi9c7wNVAp3VY+Rr6QLpXnEEIlyVl8X3R5qXa8Ad1qjvo3G+mpPdYggXouoKLR7usOu3qu3Ks2tjS96/lBut9aklJ9hxrtzCFetUnjHs8g82HekKz1L5Wy6qK7syZ4Mb37U7y0cIYI0cioRW56+axN2V4rPbyqPGo7PP617YKi5n8zOy4bR286vxEq49jr3xNI61MXv09pE7ecMbherkFhc27Dpw9r2CW+ezW1xZZri2/2QnrhFoB0pOhl2uDV9z8kYnqVp+iz5Udx/OBnX/v0nIcbDH9TF19U99rixkK+9jgmUL2MZ9Ivs7m8b22OKWxB43ITIC/QjYq384J2v9p7pJsfbPUR51njMsOa2KYzU6biMLk6o+rBzmaPRpdTp7S7ir0lti7WbfqDxX3p3KVheuTO6oTk8uR7GCRqPRaDQajUaj0Wg0BB7iH2xqNBqNRqPRaDQajcZjoxevjUaj0Wg0Go1Go9E4PHrx2mg0Go1Go9FoNBqNw6MXr41Go9FoNBqNRqPRODx68dpoNBqNRqPRaDQajcOjF6+NRqPRaDQajUaj0Tg8evHaaDQajUaj0Wg0Go3DoxevjUaj0Wg0Go1Go9E4PHrx2mg0Go1Go9FoNBqNw6MXr41Go9FoNBqNRqPRODzufvH6zne+c/rcz/3c6fnnn3/m3fPPPz997/d+7/RZn/VZ08d93MdNr3jFK6Y3vOEN00c/+tEbaNpoNKpov240HhPt243G46H9unFNHHLx+tu//dvTW97ylumzP/uzp4//+I+fXv3qV09f8AVfML31rW+dfuu3fuvFch/60Iem7//+75/e/va3T3/oDz3blR/90R+dvuu7vmv6uq/7uukf/+N/PP3sz/7s9LGPfWx617vedc3uTB/96Eent7/97dPrX//66VWvetX0xV/8xdN73vOeVWW3lvnhD394+u7v/u7pL/7Fvzi95jWvmZ48eTL95E/+5Oo+7dH3xn2i/fo2/lItNxID2q8bEe3bx/btatm9eEDjPtF+/Rh+PVJuNAbcDJeD4ad/+qcvr3rVqy5/5I/8kctb3vKWyz/6R//o8qM/+qOXv/W3/tblUz7lUy6vfvWrL//v//2/y+VyufzQD/3Q5ZM+6ZMuzz33HJX1pje96fIX/sJfeNmzt73tbZfP+IzPuDz//PO792XGN37jN16ePn16eetb33p517vedfnSL/3Sy9OnTy//5t/8m8Vlt5b5vve97zJN0+UNb3jD5c/9uT93mabp8hM/8ROr+7RH3xv3h/br2/lLtdxIDGi/bsxo3z6+b1fL7sUDGveH9uvH8euRcqMx4FY41OL1Z3/2Zy+veMUrLl/91V99+Z3f+Z1n3v+v//W/Lt/93d/94vfP//zPv3zLt3wLlfXcc89dXvGKV1y+93u/92XP/9N/+k+XaZouP//zP7+p7gq/8Au/cJmm6fIDP/ADL9Ptsz7rsy5f+qVfuqjsHjI/8pGPXN7//vdfLpfL5T/+x/9oDfaWejbuD+3Xt/OXEZnVGNB+3ZjRvn0fvn1LHtC4P7RfP5Zf78EDbo3DLF4/+MEPXj7t0z7t8nmf93mXD3/4w2n5//Jf/stlmqbLT/7kTz7z7lu/9Vsv0zS97OdLvuRLXnz/mte85vJ3/+7fLev2oQ996PIn/+SfvHzO53zO5T//5/9crne5XC7f8R3fcXnFK15x+b3f+72XPf++7/u+yzRNl//23/7bcNk9ZEZkBnsUPRvHR/v1bf1lqV+5GNB+3bhc2rdHyt6LzIiteEDjvtB+/Xh+vQcPuDUO8zevf//v//3pAx/4wPTOd75zevWrX52W/3f/7t9N0zRNb3rTm555983f/M3T3/7bf3uapmn6B//gH0w/9VM/Nb3zne988f2b3vSm6d/+239b1u1f/st/Of3ar/3a9Bu/8RvTP/2n/7Rcb5qm6Rd/8Renz/7sz54+6ZM+6WXP3/zmN0/TNE2/9Eu/NFx2D5l79OnWejZuj/br2/rLLf1/r/Ybx0D79v349q3jQON+0H79eH79iL56mMXrz/zMz0yvf/3rp7/0l/7Sy55/6EMfmn7nd37nxZ//+3//7zRN0/Trv/7r0zRN0x//43/8GVl//s//+elTP/VTp1e/+tXTW97ylulbvuVbpi//8i9/8f0b3/jG6dd+7dfKur373e+eXvWqV02f8zmfM7373e8e6tf73//+6XWve90zz+dn//N//s/hsnvIHMG96Nm4Pdqvb+svt/T/vdpvHAPt2/fj27eOA437Qfv14/n1I/rqIRavH/jAB6Zf//Vfn77iK77imX+p7M1vfvP0R//oH33x58d+7MemaZqm3/3d352ePn06feInfiKV+Su/8ivTn/pTf4r+y2d/+A//4em5556bfv/3fz/V7fnnn5/++T//59NXfdVXTV//9V8//eIv/uLQRD/33HPTK1/5ymeef/zHf/yL70fL7iFzBPeiZ+O2aL8eK3trmVW0Xzfat8fK3ovMEbRvPx7ar8fKPqLMe8EhFq//43/8j2ma+M7Nj/3Yj03vec97pu/8zu+cpmmaPv/zP78k85d/+Zdl2cvlMk3TND158iSV8x/+w3+YPvCBD0x/7a/9temv/tW/Ok3TNLTj86pXvYr+X1Yf+chHXnw/WnYPmSO4Fz0bt0X79VjZW8usov260b49VvZeZI6gffvx0H49VvYRZd4LDrF4/djHPjZN0zT9wR/8wTPvvvIrv3L66q/+6unp06fTNE3TF3zBF0zTNE2f+qmfOv3BH/zB9H/+z/95ps4HP/jB6b//9/8+/Zk/82doe//7f//v6RM+4RNKE/ZzP/dz05MnT6a/8lf+yvTmN795eu1rXzvkMK973eum97///c88n5+9/vWvHy67h8wR3Iuejdui/Xqs7K1lVtF+3WjfHit7LzJH0L79eGi/Hiv7iDLvBYdYvL7xjW+cpmmafvVXf1WWee973zu99rWvnV772tdO0zRNn/u5nztN0zS9733ve6bsr/zKr0zTpHeG3ve+902f93mfV9Lt3e9+9/SFX/iF0+te97rpyZMn01/+y395+vmf//kXdywy/Nk/+2en3/zN35w+9KEPvez5L/zCL7z4frTsHjJHcC96Nm6L9uuxsreWWUX7daN9e6zsvcgcQfv246H9eqzsI8q8G9z2Hzt+CV/xFV9xefLkCf1PeD/2sY9dPvMzP/PyNV/zNS8+++3f/u3LNE2XH//xH3+m/A//8A9fpmm6/O7v/i5t6zWvec3l27/921Od/ut//a+XaZou3/M93/Pis3/yT/7JZZqmyz/7Z/+s0q3Lv//3//6Z/1/pIx/5yOVP/Ik/cfniL/7iRWX3kBmR/fPYR9GzcXy0X9/WX5b6lYsB7deNy6V9e6TsvciM2IoHNO4L7deP59d78IBb4zCL1/e+972XT/mUT7k8ffr08q3f+q2XH/mRH7n88A//8OXbv/3bL5/+6Z9+efLkycsG/nK5XP70n/7Tl2/6pm96Rtbf/Jt/8/LH/tgfo+3M/zHyv/pX/yrV6R/+w394mabp8ku/9EsvPvvwhz98eeUrX3n5tm/7tnLfvuEbvuHy9OnTy3d8x3dc3vWud12+7Mu+7PL06dPLv/7X/3px2T1k/siP/MjlHe94x+Xbvu3bLtM0Xb7u677u8o53vOPyjne84/LBD37wMHo27gft12Nlby2zGgParxvt22Nl70XmHjygcT9ovx4r+4gyR2LArXCYxevl8sIOzl//63/98vrXv/7y9OnTyyd/8idfvvALv/Dytre97fLe9773mfI/+IM/ePnET/zEy+///u+/7Pmb3/zmy9d+7dfSNt7+9rdf3vCGN1yef/75VJ+v/dqvvbzhDW8oP1d47rnnLm9961svn/7pn3555StfefmiL/qiy7/4F/9iVdk9ZH7GZ3zGM/+h9Pzzvve97zB6Nu4L7de39ZcRmdUY0H7duFzat0fK3ovMPXhA477Qfv14fr0HD7glnlwu//8/93WH+L3f+73pjW984/TOd75z+ht/42+k5T/60Y9On/mZnzl953d+5/T3/t7fu4KGjUZjFO3XjcZjon270Xg8tF83ro1D/INNS/HJn/zJ09ve9rbpB37gB6bnn38+Lf8TP/ET08d93MdNf+fv/J0raNdoNJag/brReEy0bzcaj4f268a1cdcnr41Go9FoNBqNRqPROAfu+uS10Wg0Go1Go9FoNBrnQC9eG41Go9FoNBqNRqNxePTitdFoNBqNRqPRaDQah0cvXhuNRqPRaDQajUajcXj04rXRaDQajUaj0Wg0GodHL14bjUaj0Wg0Go1Go3F49OK10Wg0Go1Go9FoNBqHRy9eG41Go9FoNBqNRqNxePTitdFoNBqNRqPRaDQah0cvXhuNRqPRaDQajUajcXj04rXRaDQajUaj0Wg0GodHL14bjUaj0Wg0Go1Go3F49OK10Wg0Go1Go9FoNBqHRy9eG41Go9FoNBqNRqNxePTitdFoNBqNRqPRaDQah0cvXhuNRqPRaDQajUajcXj04rXRaDQajUaj0Wg0GodHL14bjUaj0Wg0Go1Go3F49OK10Wg0Go1Go9FoNBqHRy9eG41Go9FoNBqNRqNxePTitdFoNBqNRqPRaDQah0cvXhuNRqPRaDQajUajcXj04rXRaDQajUaj0Wg0GodHL14bjUaj0Wg0Go1Go3F49OK10Wg0Go1Go9FoNBqHRy9eG41Go9FoNBqNRqNxePTitdFoNBqNRqPRaDQah0cvXhuNRqPRaDQajUajcXj04rXRaDQajUaj0Wg0GofH02rBJ0+erGrocrm8TBZ+V2VHsFbHKi6Xy8vaUn0b1SfKxTbWAMdz1tHpyuqw90v0VXVRJ9ZulLFkfJhs1u5Z4OaV2YizC2W/mf0xGVmbTH6l7cp4qDqsXdaOGyfVL+aLWRxR5fGZilVOPwU1Bll/R6DikvP5it00crB44Gw384nRXONiA5Opnit7YPZTjS/ZuClfy/TJcmnmY6w9rIvl3By5vmTjpMbXxSimu9PnzPk6Ipunin2498qeYtuoC/uMbbh5zHIZg4sDqDerm3HCkVxd1UfBxdtqPytcekQfRMbJMi7E6rD+Ztj85BUbvVwucgCzwZvfP3ny5Jmy8VllEkZQIXDs+1JjQDlVw6oiIwtMr3l82djH91lArKJKLFBvJUthL5t5RKggwpIC/sbybNxj2RgnHHGskDj0o8yGlU04v1HlWXxTfs3az3SY5Ti/2IrYVf0xjrN77sbZPUPbQLuZy7P2zuznzPYxrjv/UDaULQgZCWE2omwplmflIkmaf0YIK7Yz68raU7Y9w/lnlbeoeMpya5a/nD44L2xc2e8RXV0eiLKYbcR6OJ8shp7dt+Nv9tzlKzZfbA6cP6nYovzQ2UvUGdtnz5Sdu3ZZvkWOkMU2VkZxYLeIy3Ia4wpuIbnE31geVd9xXNU8YNxTnAffLVlHlE9et0JlYeYmTSWYLXXIBjQL6hXZDmril4IZq3LOUVSMTzliNPTMARVBydrKdFYE6SxQi8OqbShfVcEO3+O8s/lgspge6l2FhLPvmVzUKSNWrB+jOjN9UVfVFpZh5WIZJ5/pF/uk6rq+Mttj46T0X5MIHxGKgGSxOgObm0p5Jt/lJOefisgpPVk9Za+ZTWG90ZyudGZ2j2UZAVV+qWKzIvlsXFlMy2IIG2OUiWD9YO1sxVvuGWrBwJ6p+OnGuuJfWe50uTDjx8pHXdtsUZTlAWdHbryy+irGVdYIyqdVX50+LtawelFPpgeTg226mIU6VeO6wqqT10oCic/VoDvZqrOjiZclyQxK39G+LMVW8rOxUol1tI3MIR3xdQ6gAiEjyVVUidejI9oym4PMBh3xm98z+6oQ3lgvEkUnR9lWZl/4HG111NacvbvkgzpiX6s6ILEejXfK31Q9Fa8ZmXU6o/7xuevT1vHsERDnkM3FjMo4uTlE31LEUdXD+Yp64iKRteXiBPvM9MS+ou2p8m5hpuSwPmN9R04ZqVacRHGmOFasPMpyuVvph+2z9/EZix1svM6et13OVfaD48nswdm4ep7NedSXxSHl83HemW7YXpTDdEV7ZzED/SnzdeXDzoccL2AxKmuPxScVe1UMwjZQD9Um6wfz4fg9i1OKGzFsevKKHcZ301RbkLnJdUnHQQ1WpkeFvFcHu9reljKrbe4hhwUjRT5nOEKhEhrWr+p45gQYoeaOJSRMIBW/ZvKzeUYwXVwZ/K5IbHzv4JK+q88SK5OT6c++s75lZavvo+xYXs0ZykYbcfPK7KmiM5ZnibN93G/2Ojuo+lN8h3PJSCZbiCj9UDbTIdO7Yp+sD0oPB6VrNg7xufIHtViI7Y3qmuVgtohgZbOY6OJHfJ7NQeMFKF/K/MPlHeRWmd8wuahH5sPYnrJ3xfuUP2A5NV7qs1qEZX4X+5zVz3yrktddTFa8A3XCMgquLSzjnmf9reLJpRgVHOmqQCWe6qTNOmA9NUhrUOljRkRHxilL4lvAkev4/trtY5uOyKpgVm2ftXN2qKDigruTE8FsyiUnlKfITxZHVLBXbbE2XTJTZVkfWV9RH9YvB1evOo5OJnsX62bjVyXFI/NQ0Ssrd0ZUYl4117kYEcuxukwm06MSa2JZ7EPlmSKrI/Eoyo9tVMYJy6MeakyUr1fjNfM/5WuO8GZjXYl12B4imxcXP86AJQuJyjhmea3K1ZyeSid8ztp2fXS2rPqv5MR6TB+UrWRV9cz4RRZDKjEu1lPjzWRW3rnxqPSB9TvD8LXhKsGa4QJVJcjis7l8RsrWBLZKHzOCVSEN1fa2CNJPnujj+BHiPILLZfk/OsH6jPM/P6voEcvv1d97Bo7rSBDBsVVBD+Wp5yg3K6MSEXuHc+9ssZK8YlkVD6IeGZlEWQxsXFX5agJ2PsfaVPJYnMYkqhIZ01npxHz6zGRWwcVg5l/MprJcG5+jnPlZZs/KR7CMI2TRvrBfTE9cGKk6sQzLPxnJjO2hnkwPFpOqcUwB/bHqx6PchcUxFV/YfLsYpOJ849m4jPPn/Cv6FpujiowoJ35n+c4tYphPM/9wbaG/RblubeFsndkoy3Oqj0y+4rCK47IYEvVg4+F8DuNQ7Aerw/Rln9VaQ3GICs9j2O0fbFJEboYbeCzjZDNDcnW3RLWNteW26EuF3M7ft2pPOWcEI7sZmWaJvqpTbKPxAtScqyDKyuCc4ZzOv0fHHQMbC3TuGSNX7PNIf7Ky8b1K1q6vbpyYr6i6rk02P04vRypRJiM5lXhfQRPYMTAbVCQiyxGK5LCFEPMNjN3ze2WLSidXRpXP8gZ7XiWzzOdYTHD9UTHC+Q9bSGQxKusXa4PFTDWXzh9Vjq/E0cZLyMbYzYOzAWWzrD7Ly5Xc7vKTszXWN1aeLViZfBZ/3BqCLQRZOfzO+hBlYpmRnM58OmvPjR3WY/yn2j4bC1eezW2Gzf+rnBkZQcGEg8aBnVDBzsndCllSv4eF0BrCuLQ9nE82pxk5Ue8yI1d204nw5VhquziWLGihfyxpi8UGRqCVXvgO9WNEGgM7IwMVwo5tZjox2a58ZbE40q4ql5FSLJstEJiec/nMrhScnZwVjojF58qfKrEWbV3l8WzBxWKFIkwsf8Ryinih3szXow4oJ8piY6V4DOqGusfnbGzZ+CufrBBAF69QFxYbWXx0Y83KORKvYge2c1aw8UYbY3MUf8/lmDx8h/WYLVRyHpZHuQpZDkAZimdm+Uj5DfrhiD6Oq7A6rK0oI+NCqq9Rb5cjM97j+hef4Tw7XbBPVezy/7yOKhKdTzkLPlNt77E4ychwxShvjSqpjWXXokJ+VJsVx5llM7nM+R1hOSsUUcDvau4ysjm3MTLmGLDZe6WreqbaUc9Yf6rjUE0ALrBXbR+fM7LLyL7zGfecEfeoHyZRlIOJmCGL/Y74qmdnRGXxEkkG2rAiFmru1Pwros18g+VUXPTgIke1x3IAtsXGwPEQfFclia6PjpCynMXmI+trrMdIuyK0KragnGqcdraj+laJE2eEGjO1cFAbAvM7tCHnA1gHyzFZyPGzvimfVjE/9jtbiLq87BZ5LLfiD9MHf1gcVPOTxUiMH47PZfGMjQfqw8aJxQKVx0f5oMJuJ6+jgcUlnMoi8ag4ks6MiEzTswliL50r5FjpFKFIiio7shA4O3C8qnbBSCQuerAs1p9/M0KtAnKVNM2f3byzz2tILEucajwr8dIlJVW+4isjsTrrM+qK48jG1S12Uc7I4mG0b48GRhLc2LixzPxVyUQof2JllA0x4sjaUXIVuXd9cAvESsxzcrNn1dzk8jhbOLBxcPOjSGpFd9QFSTy2GdtDVPL+I0PlKVzguc0GV39+7mxe6aRsTOmvZLG4P8vL2h6pi2PGyqGNYhvMz3Bhiu9QFsp1sZn5eBaHYz9RBzVejrMxe3B6qfyN7Yxg88UrDs4osuCpHBPLXguuvSMRJ2WQ08QDzJ66K9uokNdYNrMx5SRHsJujwiWaCvmq+GVGLFEWC3yV+ILJwBElpgcL2Ey2ShwqsVUSemVBoMaZLe5U8s3axv6g3AxugcnmYqTfzDYzsnZGuMWJI6ejcdqRHfbMEWIWIxQhQtmOtKPNMX9ndo4LZdU3JKSxbkZSMzKIOrLFJxtXNueOZ+G4KU7HFjwurrtYrOaHEf/Y/zOCLQ6zvMagOCHzPVXH+USUF3VT+U/NvaqHPok+puKHi3OKH7O8qfqK5Vn/lX1jO1g/y3kqNlZ1VuPjdFayMEYpzlPJ+QyLFq8sQC1VAIHOgUmJGQCrtzWUQ4+25wLDtaGCzrX1qybwpTLxWZNaDpwHlQAy4qDqbqET++zqzKgEzvgO+8jiUqVdVkaNH2uP2Wo1CbJ+MRmqbQZGYrOyqq+MtGK8H9Wx2o+zILPzDGyO4jv0dUdqGQnMiJcislE3RrhVjMe2lU84QquILPNFVl8t2iq+ouyb9Z0ReyxbIbZMn6hzLIdzqMYg9ivKVDknI9hnAouR+Hma8jFS48zmNL7PcjtbsGGbyq8rsZ7ZJRuHkfjP/Cv6XRanogz08bkOG1NVP9Mz6sHWQtgf5nOxfKyHekf9q7qx79geiyMjc7Zo8eoUUu9HwAZckc9YJyPVazA6sHOdaXrWEXGCrxGIXdB3DrWkjaXlRu1KyakuIhqaZCIw+Lm5UHOWJTwmzxFTJ6/6DuVX7Y0Rdyxb7S9r2/mkSnzxcyVesTlTJEL13clc0l7WJ6XbkuT36HALAfbekTJG5JQdqniCpI7Zg1pYYhuqfdUH1MfFOlYeZVf4joorTFe0dSUvysU5Ubrhe9Q7W2iiv2PMVGQ46qcWJZkOjju1r78AHH9m32xBhe8RzC7V4gTtoWJvKj4xXdlizPmd8i3WR/Y70zO2lXFqtohkZZVu6ruL7cznUAelF/ab/ShdRzhFpU8Oq68NjzRWlcFInJt8rLtEpy36oYAJgCWDUYzqi4mi4kRL2nBYO8aKWFXRye5ZZISfEaEZLghFxHmrJEknjxEeFiMwaThUFz2uD1WovrI+jNp2JItRFpZT3xXpiO9dsnO6qedq7Fm8wv45gqKI9ZnA4n2V/Kl5dkQrI8rz90rbSJqZb2P7yh6U3qiLsv3KOLF+Kx7D+qfiAs6hi8exHaYrvkddcKEQP6txZwshp0c2Btj/+K59+iUwv3KLRWdbsX78zOSp+KvaYW2x58yu0B5dbnPxP/MZbC8bL9dHFbuq48jmgclhscuBxXPnryrWKP/P5Lt+K10zrFq8rll8RVSJY4XYLV2Are2Dg0pwzOD31Fc5whqZ1XYr/XJJXBFqFYBduYZHDFQsYbCA6ex3NFhFn1BBEX0Ky+C7rE1VhgV4FegZyYv9UERR9SGzWTb+OMZuPth7FSMYyY91VHJT7ca6IwnM6R6fVZP6o0ORfkWS5jqOJDHfQ/urLF7YcyWTlWMymX7suRqTKEv5qiNqqAcbtxhbERVyieODcl1dlKEWO3M9JQ/9nc0Zk8NiJMZKFSfO7ssz3EIjWyihHOXPqjzWy3Kv8xknH3WJbbL2UbYbE9TNlWc+xfKcesd4C/NNx7VwHNj8R71dPI/t4nNlDziPbuyUTrFPLD4vweLFq0sgFWUqgWi0U2xCrhHwXCKMcBPFHHRvVNpwurB32Ris1Y0FWleeJd/GS2Dz5+ZVkToWBJXvYcJTiU/JWOvTiuQpuIShArNLdEy++16px5JcNr4oKyMsSr+R+cj6li1MlL5rkuCjAoneDLd4YPnHfUZfRzIW5Uc432aLvMxfXd7PFk7YHpPFnqOPuQWW6gOSQ9QXy7Axd8SULQQYGXWxgvUr2ojruyLvLI/E8VFxIPbhrGC2O39XcVAtGJiPKltQtqF0YDaNNqMWNPMzxStYflNxitkVk4318DmzZZyLbGHG+qPmwOVoNn5xXDAmI39z+dLNHwOOu4sDitdhPKlg9bXhERIYoQxXyWf1WFn3fms4Z5ifzXqx58wBZmzVlyVEWL1njuiS9Uj7mR5V58E6jnQ3vP+yBUKFcM51XWKK8l2QRBmjAc7ZoUtgKulkSZP1AxMKS8CqLdUXlyRZPaejmgc3xorMIxjBVfPNxgXrR31ZG6jHmX0+s7MZ1fFicrIFC/MD1TazYxaDlN6OGMcf1qeKH7qY4HhA1Mn5XGyD2bKKO8rvKvOa+UzUM+rGFkrYp8z3FO/JYq2ay7MAx4WNSfzO7HSuq+Zf5RDHB7K8ifZRyTGxnlroOTtwizSmlxoTJhflsHjLOD2rp/qt+qLGgeXNWF+tp/Cd4kVK54rMKAP7VR33iFX/2nCVQCpUOhbfZcY+y8wMdgu4hJFNrjIg9n5tX6pzNLoYiN+ribKKzIjZHCv9KzbT4Lu4MxRBYSQD60aopMjK4Tsm09VFvTKSXS2DbSFhHvFdtaDDtl0bGVj/WRJShAj76+KrIq5ZbHCJ0vUBx2X+XLHFM0DlomxsYzlF0jKiNGIfyg8z38v8t2oHykdH+jX/RsKNnMBxJ5b3nC8yfZEn4WfnJ7j4Ub6u5jCLYyoXoy0x29qKcz4KmE1M07O+ky1e4nO0D8btsH2V8yrzxGyR+QqWVTphufgd22E+q/qlcjSLg6gzs1+cB9YfNh+sH9jHqC+TpXxXzbXTy+V1NqYsRlS5HsMm/8+rCohrEY2jQgSjLntCGZTSCespUu10dw5b0VXVrbbPyqu21qJC+LN+ze9w3Dr5abDA7hKRmgdHejM/HvEN9r4i3/UBY1lmO4pkseSAbWJSZL9dgmB6uH5j3MoSiSOdLt7iHGZxEsfBxc3K3C6NlY8IjJeVPMXmmy0osI1YFusq2SgTfdrFe+yX+65kIxlT7bBxYvmcvWfj62w0i2ss1mJbmS9UeAEbO1VeEXAXw1zMZm0jHzxzLnf5SS20ZrC8o/wEF3wuhzD+gHBtK/1VjMhsV/EQlaMVlL4uX2Z9QvkYgxQ/wLnBXItlUFZsj+mA/cGyShbTC2W5HLQETy7FLO8MKHMWhpF6bEKYfnsMFMpUCQzbjW1nyd7pWe27012B6evquCRZqT8KNeYRa9rbWt97xIgfszI4R6q+sptqPaV7xc+VjTrCqdqL5RzBj7KU/6qYpdqO418ZR9XXSkxhMiuxOWuD6V+N3dXYh+N0dh+fptzWslyl7GuGm9OqPlg/ylbtZfos0ZfZfdVvK/aY9dH5tyuf+X7FB7PfEVlMcmXVWGH9zP7O6tsV28H3TEaW952dONlMT0TFhyq2hzKVXSzh2M5HnB6uz1ksje9GfEv1tTJOmc1U+8fazPiKi1UOQyevKHD+HpUb7WQF2USgbnOZNbrEwWR9Y+9R5wqxxsnC3/G969f8vgqUUUkEOMaoz9aJJAsKa9vLSMdZwJJSdeFQXfigTGY3KoEwfVg9pkvFppnvoN/PfVUxkMlkes+y3Pi6vsbf0f+W+r6r52KcIh6qD6hn1F/psJQYVfv36HCLNSyX5btYD/2BzWOVPLrcWclpbK4xjjHbY/piv1gMYG3ju6i3ymGMsCuCqWJPRpyRO6DODGxxiHFb/VYcxZHrOM/Yxz055b0D8wF+nr9ndqx8H+dCcQMV51EHJi+2z/gA848qXx6px2KDyqs4Xo5zYL9V/1kd1ibzRTd/qBPTR81Xts5QPMg9Z3xljW9v8g824eRHjJKHpYSFydmibSWDGQkjCJkxRFn42RFaVm4k6SsnUe2NyFEyt0DVPqpE6exg5Ke6GMp8wyWj+J0lCpbUVFssEKpgr/wVv7PkwmSp99hHl5yizJHnTM8MjCCyH5RZ9XE119iek4HPWJxyOcfJPBOQcDoyGOtEQodEZ/7MgASZEeY4d0jKFGll/WJ9ZP1QBBLbxH64PKx8mhFb1sfRnKnGnrXPxkn1RXEAFtMybqQ+s3eMZ1R8tZIPzgK2aGG5K1scqfyP7TjbVfaq4sEIL89yemyPxQ/Wb1ce6yifQrCYxXypksujDLV+UDwF3zOdWLvVOYlz6caT8TLV91EOM6O8eFUBPIMrO2LErN5WQYzJY0mfGbmaGCaLtcc+o7G6/lYJpsLa+hnWymSOVSGrI/bZeAFItJwNI5gdK/nqO5OH9RUhxsSaJQoMwKy/UabSFZMiIxSxfpbQ2BihPFeejWEljrj6rI6SMUJGmb8qHZFII7FgpJyRjzND5TRFRpkPod9EeWph5J4redUFVPQrpT/GiqgL8ylF5hxRVHq4RR3rl4o5S32XjYXLjWoe2Xw4gpqRddYOk7Gk748OnFOW+9C/mQ8wXsXipovpbuHH5KocqDi4igtZLlQxJOpU7RfTkY1PxgXQ5pkvMtkVu8dxr3AX12bV5xxHiM9crGPxt4Ly37yiMoqsIlnDOs5oHSGJclh9p29mvKqtkaDJ+jFKHhXZcrpi/0amU83FUbCmb0yGmuM18h8BahyYv8X3SoZLSKx+xQ6dfTo9mc6svZHfDC4GZuPIYiiWd/ozXUZsWsXGpfEqg4tfSo/MVzOicmZUicGIv2d18Bmz9Sw2M5llYlOI7ZX8z8pU+QyOAcpQ/s/0QJmoczZXbjwdt2DI5k/FV9amGkP3nul6Jrh86Tj1SE5CWapt/FyRl+XSWG8kv1R9K+Pm6jO2g31CXapj4Oao6h8j8aPi40z2Ui6lkNlqhsX/VQ6bdFe+WibiyRN+2pDJUrqy+s45lW7zd/wd21N1MkOrPndJk40Xg+o7ymFjX21jDSpkdSnm+nv34ejAQDN/jt8rMtxvVT5+Zr4U5bhkF/XMErtLyCjTtaVkOGIY+1KNAUpufMZiFbaR2XnsVxxvFa8y8sH0ivJZH6POyh7YfLIxPSuxRcQxq9gslnPznNl6RS+mgyLISk7MRawv0ZbxXfyN9uTGTums4hmzT9QbP2fxTpVheZz1QfkLymXjFPuAbTNCytp2Pqo4I4v1ZwbzoSwv4G/F75RfjHBjl1sxlzKdXFl8hr7L4N6rvMfyk+o/ymK6xTKsHnuHeVnFI4wdOJYV33H8BtvBeuy7Kz/CvRBDi1cW0FyDLnAyma5cRSfV/ghZdEFc1RklcZVnDszJqqScJdy5bWfYLDBWCMuaBJPZzkg7LmhkifTRoZLeGt90SQ6J1yjxZXoj0cyCokuYzr8VqVMklbXvCHuUoZIz9iXWUWQ4iw1sPirz7cooEs3aVzqxMlksr8zFGZHZRCzHPkcZLFY4u68soFCOqpPFJeYDaAuK6GY+inyCkWlm64pLIDCOsX7EctFXFflXBJqNryO6yj9ZbMexYbGe9UvF6Diu1dj0yGA5GvPFqCz0BbQFxfFjGfcMfUPNp/Jv5T8qJ6N/q99Yl4HFDtZu7Hc1hsQ6qm0Wq1TfYx0cdxx/Vs/1n/ESpa/iK4oLqHlRKC9eM4GKLGaGlyWmDFVHdXKrRqsSREUemzDm2CPESzlJlZRkhlqBG4dRWVE3luwyPZgMloCZ843a3aNAjVt8x3xYBU0mx5VDWeydsgHlK2ze1XP0A0YY5+csEbCyTHaFZLLxQDtmxNQlMCXblWNkYsncRTBdUY/4jJEdFhOzOHlWv0ZkRBLLop0wkskWF2o+lD8y20J7V/qpcozExbaVnsqXMDczXRURZzphGxgTVJssdrHnqi+OpDJSzHKlmms2toq8Kp1iu4x4Y9+WcItHAPqx4tg4hvhO2QDLNSy/Ydsul+GcqZzG9I/lsT9MDrMX1DfatZKnvmMfld7oJ26uWFssjqmc7/gR6y/LB6wPTEemv+KG2DeVj128Vxj+r3Jc0kMog8jaqDyvkBZnKA4qKbgJyggt9kEFYAzYrN8Il4hQLxWQ2PeKg2ZGOQoVdNg751yxXiyvSMRZgcFfEbT5/YzMT50cRjozG8Z37r0iV4poub4iWWOJW/UX3ylfxz5gO+49YtQnMc4oYoyfR3wni/2OxLAY4OKbIi5nBBsn5+NoA4x8ZXlPtYtzNAPnPsvrqCu2wUgyawvHJML5aayHdRQZxPihxrGiB8ZOjGWY6+MYOE7EiC72VfWvGpvY3Lg44rjOmf16mjSndvxnfo+xUs0ny9MoK/6O9sf4puO8rD1mb4q/Ot+p8FrULRsP9GOWL5kcJgPbQGBsUxzE1WFtKN7ExoHNIRt/FvtiPTYuqFPVt4f/5lVNkkOVSEX57LlKWKpN9tmVq7bLDFQlYUes5mcoF5N4JA9KZ6WTMpIRVMdyiWzVlnN6p0s2RpndnA3om8q/K+OlEsv8Xc2tI0rx8xI7VPKYb4z4WRYHlZ8zxFjB9HeBniW1kfbVXDDyrd5n/UL5VWKBsRP7w+Yxk38mZHMUx88RYUUuHYlC2Y5osXYrMQnbYzqib6E8prcjklleje25eMX4Acpy/Yx9VYQXy6AfYz5kflPhGu6ZsitFZNmcRTlubs4GtnBic6ry6gyXX6Ms5E44R0qPSpuqbccDmV2g/6mcylC1a+wvG4OoL/aF5UE2HpU4VekXa4PZA+qo+uxyBbaF7ao4qN47DP1XOTjo1UXAVoFGDWhWdsRY5+c4uZlROeKngOVHDFHJY3OTGUTWVpZMmTMuhSOpWKY6RixZIgnZQvd7BSMPM5DoODgSpYK90mWUPLE5VkklyncJwCUeVd6NAUPFll1SUfOi/DGLl+p3rIttOplq3JXfsf652JIR3DP7tcpJ8ztl92zM2ZiyMY9tZfmM5SqUj7bP3qM81bbzc2V3sR38YfbG4HKxIucsVrr+qnlGWVEOi2WKoDI/zsYwjhX2pSIryzlb8cp7BNoDs7ERP3X+yfgS00P56QwXb5jdq/lnspnPsNzAZKE+bExcHnO5mX3Gdl09RLa2YHPO4heWXZMzkRu5OObGUdmhwuKT16h0BJuktQSCTUilzogxRShDdg7gEhk6PnNQl9S2gBs751j43iWgLXVFo47tuKCW6aEIzlmhxhnLVPwYAybaHCNqmQ5uTqNe1UTJvrM+MmIXdWQ2ygjkEn9ROqg4yOZlhPThvDmdWH0VZ6t1Mj9UMXX+jTbSPv4s2HirOFvJYU52xbZZWWeHjByj7zNCrPwS20c7GiWV8b1aCDACmcmKdRmQMM7lsX5cZChbUHKxbBz3+BnnFsddcRw2h6pt7NMZkdlm5n+V/DHLQZ9jZVy7FV4Ry7GFlPNfpmvGB7KckenO5DN/w7YZV8H+Kf9UejkfnX8zHsHGOfZD2Qi2p3RR5V2/Yr0Kyv/Pa5bw4vfKc9ZRbAvrIyqqV+qhk6LOKEsRV/yt9HGJIutTJlvBBTcky5lhqblF/Sr9UfpX53ZJW25ezwblr6rMGttTfq1Ij2tf+SnzRdcn9pmNg9PLtRt1VGPC+sS+x3ZRrtONPc/iXCX5MyhbcuOD9bE9Jt+Vy/pyJjCbYuOjYiJC+R+WWRKbK7pmujCZS3lJ1j/Ug/XF6Vupn423s3XnJ1mMVXORxUHVBxePVRxFXc+cpxlGx8PZ8Qg3z/h4xiVY+1jW8QlsK7NLxxucLBcbXGxzY+rGA8uN/M7GxPl/da5V3kBU+AV7N2zPlwWRoEpC8Z0y3AqpUfWYbpnDjKCSQDOiiHVHkhjKY2Wz5KHkZ2RgfrYmmY8SlyhP1asSo+q8d1LUAW9tYsxkVgJjde4qNpTJHrX1+JzpVk142LZri7VZIdNVHVWSjO1UYzXWQX1V7nA5YckcnBkuhzk7zPKU87dRP3dtOfvI2s/IsYoPDG4cKrbOdFV9U5+r/CjLnSO+5XxfkehqWaWzqo/jckZk8XT+7sYumz+UO6Nij1k+YXKZbKWDqqPeZ+0qPStxM+PKsT/Ot7F+NQZk8TSi4odOzgi/cuNVGYOKfw//VzlZ8MT3VYLDlHVkpBLIsf2qQ2Bb82c0LJcEmP5Ob/Y8jnlsey47/6iJnssymfi+Erxcf+bPzrkUMrIUv2N/q3bg2u5E+Oycs8CiYoCbb5w79pnJwGAWf1BHFfSdzsyv5+fKDh2xc+WV32N/og+puIh+huMQ26n4RUZgne9tBZwLF0PiuOBYRTC7PhtG4iIry+wCfU352/zZ2TzaOPMB9HfWTsYdWGxT31W8if1lsYPlZ6dnRjJV/HXxgY0n6sB0wTroUzhnimg6UqrGQOmMdeK8qHJngbIxtZCocqRszlAO42Is5zmOyfIZ6wO2ocaE+aizbcdZcYwzn2P+ifozXlOJAQyMA2B9x0mYvrE+ymNjp/qFZVT8iOUU51EY/pvXpVgSbFzQVfKcYSuCvEYvNIZYJgu0zPCV8zIjUI5c0dvpo8ZdjR9LhCNjmwVY15Z6poIGllHvzgIWoPD5/C7WYaQulqssHlx7VfKDcljAx2CtdFFknfmZ8j1H4pm/s74o8oxys7FFfdlz1hcVY1ycUomI2UFmG0h+sDyOsRrrM/v1NHn7cEQkvmcLkcwX1HyhXTD7xncjOS6L97EMs2tnL84nowymC8tvaKOM1LMxwLFx5Jfpgv1xcRfHypFLNsfY/9gu9iWWRZtj8XOE9zwq2Pwr38PPDM6uK3bCZKh62TvGn7N8iz8ubqn8gvJczsP+Ov2xDcxxCDZ/ipNlsXwuy+IN05Xlb2yPzY3L9axvWMbFV4bdF6+VgFMlZJUkM8vLBjV+H3FqRmYVWWbvmUEzw2JByBm7AyMXbBxZAmVjkH0f1Q+dUCXAEdnYh052HmiL+NwlmlhOlcGgyMiQI5zO57IEq5KKksPGAOtlgTbzIdZ3RUQdHMljfa7EYFYui7sqsWVEk80HIx1snlBvFr9GY9GjwRGvWIYtIFRZVmeuV50/Zv+jPqP0rxBqln+xDPvO+oEEV+VWloeVflG+0qHiA1EfNcbKn1Am9iXWVTGWLRBYfyp+ms3rmaAWCm68EWr8nY26RQ1rT9mVszemH2uX8WGMQbEMxi4W8yq8Jr5T5RXXcb7K6sWyFZ7s1g7xmcqpLHazzwzMFmNbrO+V/KQw9F/lLCnnkt2o7IxgxeeKlGYk2+mHQd4RYdcua48ZJj6fv48SXNaXCtx4V4JiNSGN6DKSvJzTnTnxMahAicCkg6RollX1haw99h4JWdRfzbUiqJFUIsF0fusSCNZFksvGD6GSWKUO61Ns033GdlD+/FyRe5YoGVHJYknFRrI5aDwLl78i2HiqvMpkO9vF78o+lP0wYlQhkVkOZjatbD7L7eh7zPdR/+rcqPawHUWgUQb2TY2TisPsu4oPTC82Lqqe0vlMUFxmxOfm3yw34nPnK2oO0K8Vn1VQeZy1q/wf7YrJRP92Phf9FPtWyaeqXacz6yOLDyp2Or4c51jFA8evMr9V77HNLC4rDP3Nq5sUtWBxQawqG+uOLI7mcpmzsTpMNxdMsS2me6Z35nBZsI9yFLFAWWpMsiDoymJCrtYbKefqMmesjNtZgYTH+QsjcvGzigEo2wXGWLdCQJE4ZcmPJVFmI4yMOqLpCL0aE9V+leyqeKj6gm058s9iMyPmWbss2buE7/rJ2sJn1ZzyyGA5ifm2I0VRTiyD71keQbnzM+Zbyq/iu0qucLZSzXMjBFXpxWINfo7PnI8rH4zy2FwzcupkKdkY+1jsYLFI5VynC+qDMVfZ2pmQ+VUsV+GusywWI+Z3iDi/mJ9ZjFE+wHJDfMfsScX1an5w+mIZFnuyvKd8wNVnbbC4q/KuiuXsnfMd1NmNjXqP5TJfXerLQ9eGtwgYFWOqyKgms1k+C/KZfPWOJTXm7IpcZsbLSDL2B+tjn5gzKEMc6X8FjkQrQp7NiwtaWTCLc3R2QpshBklGBDOikxETtWhRc8TkqaDtEm70J6YzI0XOXpxvMRkumTO5LuFkBLSSpFAWIxBq3tU8xXFg71S/XLyIZVXcrRDyM4PZHCONzIdYXsL38TvLHdEm3Nwy4qTikcoprK0IVhafuziAtqxslPVRkWAcIzW+WyAjm7FdFwsVp8n0z4g8zrWqd+Y8jguLLF6jbTG7rSwwVA6Oeqn8zT6rd04G+jfLX05HlOniWSzn+KmKJVn7mUwmX+VLF1sr/XCxMNO3OkaxLdRv/j4S84YWr8yIKoGQPUe5LhitCeAou+KsbBDjM5eElCxMrLNuzMCY3tgn9nt0nJT8KulVc8l0iuWzBO90Wwrm9I2XEO2a+XVmi6yOm8sKEY7+omQzuY5kufqurAuqGOBVfexbNi4sVlVJXSUmZDHc+SkSoZG5i2XUYsD1r2IL7et+oYJl3KJhxBcZAXLIcjMj6MxHmL74nf1mOrAyTC+W06JeijwiUWSLCRWvcCwUAWQ6o57ZQiMjsSiD5ZBKLEC4cVb9PBOyvOoWMzhf1Xyh5m6EBzNfju9Qj8qagHFxxjldHyrv1O+sPTa+bB2BcSr2UbWp4rUaz6z9iGwuFU/JYiv2J+pczRkzFv/Nq0p2TDn3HCfcERHlrKodZwRZ/apsLMcCdWZIDmjcWVKtQDmFe4b13DyxIFnRhT1HmUpXVp+VGx2rs4ARl4qdxSCKZVl8yGxvLsPiDc5/xZeVz7H+VdrBvjJd8bmKcY7ossSnEPuDbYzG5yqxUOTXjVmVODDyynRR49t4AYrcMChyyYgSI5iYp2I55d+YI5GgsbjCiI7yI+x31d/V+KCeaixQvsuxrL+s7TgW+KP4BWsL9WLtOsLvZKNeWI6R3CgT/Vnxtvb1F6BsTo3rNHG7i7Jczsn8EtufPzvbZvWxLRZbmM6sX6hPfJ/x2ficjSXq5dYZGFdjGWybfY9jweph7I79ZPPkxk35OONOyp5Y+5kPu/jNsPhfG94qgCyVkzlDlM0CJT6fv8ffUY4jgUwG1slIgOunanOLOWB9w6DBdFGBzhHKbL6UfuoZjoNLwmt0OANcInTET8mKn53/xPIqoGbtoR+5AIzvGWHH5yqOZMlYxQL0HSSiTCfl86gfylwSJzBBqX4p4lxpk82PIx0sCboc0AT35XDkkNmjA7O3+Hz+XLEFZkvMxlVsqhJzleeYjWU2jzLYZ2XPKrfG+m48K/rH/mMMYORXxTmlj5sP1o/MnjBWunGIdc7q425REN9Pkz8EYLKcD8bybJ6izPiZ5Yn42XG2ER9g/A9tiz1nurs+sZjDxhD1iHVU31kMwzayscT8XfEn1SfUTXErxdOYLMw5TO8Khv7BJvW9muwqckcwQsxUsK3oHifNESyW2JCcMt1domP6qGDOfmfIEgS2zfrHwIIrC5yj+ro2FElZY2NnAAvA+I6h6gdLZSiyiX5YIaDsuUpezl9dwlNElZXDpKSSAuof22F9YuMZE5nqvyINbKwVgVA+j7rMvx1hVTJUcmsffxboK8w2Kran5OEz9r2SQ1ibqDMrx/JH5p+O6LJ2nO2hLGWv8XPGH5hvq74p/asEkMlW86G4iuNg6jnGI2d7LJazcmeC86EIlT9YXcVHme2h/0WfdxxX8Vs2/6xt5+tMXmZb6p3jHUw/leMYL2EylV+zWOByr+uXm3ssq7iCa5uNf/Yb9WAcwGH4H2yqOApTDD+7ctUyWaKqDAIaBkvCrszcJiZbRc5GkndGVplRVpNXdV4qwDZxDphzVQMwQ0zqbPzUmDaehQpK+D1b6ChbZzbNfEEFRnzP7D+bY5WgES7xMh9nujP5mODje1Ue5c7fHZllbWHMcn123xVhYM9YfKqQcDY/bH6r5PzsYOOviA2zfbR7lWviZ9eOiiPKrxR5Yv6suIl7lsUnbBeh/E/FOCejQkyZTMUZnB+rsXJ528UPFRsUJ2LjzuRuyVEeDYrnOh9i/EyVw/lz/uW4GJPHgHPNYg3ycWwrvmM+yHxNxb8oO+MZLlfhWKD+zB/dGkLFCxV3VcxwXIR9ZnOr5sCNJeqmYnEFT0cKK+GVhitGW23f1VEOGicMHQlJITquC7SVfqtArAIQK5eNMUsWUUeXxFm/lV6KmOBnlyQRI4SB6amejzrDWcFIB75nPuJkMV/DoIdzlSUoRaZUsmPyHVFiSY71lcllOjEo32IxJyMiqm2XEJku7LmKCUwfNhbsubIH1j8lA/Vzup8dirBkRHEuj3IUeXIxQZEpN/fZPDPyxKBIo9Ihy1XOF1g5pYvSneXRSi7L+AXOGcYZF++ZPMY1lvpyNddX7fYsUHHflXG5mM23yp0jfp614eJ4fO/sKX53fVXxK8sxrm/Mh1R5Z+eqf8i5KnzayVVcZiQ+Zb6HPqv4SIUvOTy5FGtVAoUymFg/U7oyKKpulFElfo58KkKs+oz9VLo4HTOnV3BEMb5XUOPqxmRk/KvtrZGhxs9hZIweES64VRIGyqoGaOVzVd2wTdd2hWg7X6/6eJY4nd7OlrO+ob5RjqvvdKzEbzcern3W9yrxGImFru9nQOZbmZ1WY/RI7lCkVdm8K+fifYV3ZHavOILztUwX5QdsDFBeta9Kn5F+KqzxPWcvGc9wPO1sqHA7l7tdnpi/q5iOdZxOFT5WlY/6KWQ8P4snTL9RHsneMf1YX5wOLi9WPrscHNse4S9M7yU8rWLTiMX/YNMIZsWiQko59rxC4ub3I/qgbPY9kx+fZf2cy6p+uMCejRfqEd8rY3Hl4vv5HdNjLjeSUCpjOxI0WNkltnBWzGOYBSPnGxHRzrPyse1K8Ge6xcCH9qgSE9os9pMRVtUX9HfmV6gT+83iRtY26hvnsUpAVIyY66gEx/qPdVGOAoujTP6IX58dyh5YHsJyFR/HuIA+GPXA9xn5xT6w9tnn2E6sr8ib8teot2oD+zWXQ19UfsDawfaQUKo8q/Ifxh1s35FJJgP7znRR+mF7bJ6wrov9ZwbGZPzBscy4JMt3io/GOsomMSdHKPtRsYrl+1gG+5DlajYeWJeNH8bKzOZxnFTf1bwxuZnPsnqKQ6ici/khy78sF2BZlgNi3yt8ArF68Zo1pAxMBaFqcKoEy6yumyRXzxkYc2hXX5FalYycbixBK2NTcpnTquDjAlum62jyc/ozQj0CFzQeHZVgUl1MMFLi2lRwscH5COqhgqqyNYxNjDiyIMzeZX2M7bJ4hHrFMVB6qz6pOUVU5kQlXtU3ZUtsvOJPRkwc1LyfDSq2K4LnyqPvVcaV5SIV95WNxHrMh1kOV/VZuyz3Rn1xvOI7VVf5foWfqLjL/M/NV3ymnuM4YTuK+GJ8UmOOqMR1LIf9dguHs4D5bnwe3+H8xrli9oByVBytxGO0HRdzlK8rHTFX47gwO8lsXOVJNn7YTpbXoiw1RtgPNr6OGzC5zGcdF3DjhropoB25eODsMMPQtWEn2BmpakIlQRX4ncGq+orcMWNjbbv6sX1m3JkBKOfOvjtZbuIr71nfVPtLE4ibPzcmTl6FGCioOT4jWJJTv+fyiuREVGzHyXDtYhvYl1if6YM+6+yflVdtjcp144WokAY2l1m7qKtqT41D1NnFzGx8lvp0+/KzyOY+8435M76LyOYsk5n5AcqsxBrWXtUm2ZgoWZW46HyiIluVxedqrCv9r44Rjgki41NK7wzt0y+gkjOq/ubkxzqxjVE+4GRnccjZI/Yb+6jqOB+qlK/GNacf1lXfl/IThczXlsQnpWsGN54VbHZtGBXOSKrqYPY86+g8gPOPwvxOlZnrO/KoJpDJje1VEoZLwEo/fIeoEOE4fvjMzVuUXzVeVja264KrsoORtjsZLhv/bNwqvsfihUrIGbllvuj6VCFn8XP87RIE+iTzTdYm9iP6GsYpfI/6Rd3ZXLJ2sQ/oW9WEhn6p4gWbSxZ3ooxKLFffzwxHqqaJ+3uWwzJCy+Zd+buShz7NbCuWjZ+Zv6LNKcKoxsb1IxsffFfhMliOkWv2XMU2NnbMVytxjfVLxWD3XsWpan9Gcv2jQfkgAnMF46FRJrM5loNQD+Xz7L2z29E2mF/h+GS8mI0HjhPGEcWPWTsYvyrcXsnF96wfasyi7swvVfxWsUPNxci84niO+PTQ4tUF2xEo4jQqVzkHlskMXAUCZWwV0sXKVowPdWP6rCnryAqOJes/Gn/WBtNxDapjVpV1dqLr+l8hoRWyxMozH4jzwUhMFn8ckVO2zfSqJFJ8jgmH+QhLFFGuIpUZ6WYkkAFlob4oP/PjjHRmMpktKGLjErXSr6FzLLOFCEZ6UAbaILaHfoC26nwl6uBI0VxOwcWX+H7WwRHsuVxlzLC/zm9cPIq6MX1ZW5UxQH1U/zOCjPxKEVEV29gzF8fd+J8JzI6znKjmDeVmfFfJjTbE/NPJRrmM07L2lO8o+4ltse9Kj2jbKqZgfdY+i71xfJhPsb5GXZSuWC4D1mNcI/ZDcRnWbzUuTHYVi/61YacsDqQSr95nwZKB6aMGXLWtgn8WHFyf0PCUrBHiiW1F+Q6q78xRMhlMJzffzgmUbCZD2coaBxjR4RGR+YLyo8z/sY2Kb7nYwco4m2ZtuHaVXqzPLiYoPR05xbrsOdPB9SkDG+usriMW7DPrA75j88nqjKASk86CKqnA94o8Onuu1nF5kNXN9FdxAWViHTYGlbHJdM/qu77FMgouPmV8i7XhYtHoWFXbRx2wD44vnR0Zz2TvEJU4ntko6lTlh0v8zbWl4krFJl2/KzmsygmwT2oMlMyKfkoG86Uqj1J2pMpkPpzZZ6VvM8onr5mRZXUyOJlPntSuiMztxXYvl2evH8VnTleUg3oqnaK+UScsrxJeNWEz/RhcP5gRzrKd/FGSnOmj6rJyzvEbY0B7wN/4ORtv9DX2Lpvz2fYq84/lme8wf0HZqFusg34R67M2K6TS1VHjhjrE70xeRS/8PBLbWbtunGNfqrFviX93fHgWlfyd5UVlI8qvXe6L76MtOPKichD7jcCcHPvC8h3mQ9Z+lKvINPqqajf+MO7A5KkxQT/KYmLmd4zPoFxFRmNbGVwMqvTpLMj4rOJ08X3lnfINZhuKRyAqi5f5N/ZT2UXUG2UxXZUdsTgSf1Q8Yz6LMrEs83e3PqjEIOyf8jkXX2O/FQfDmIHlsZ7iWqx/I35dXrwuIQROEecQI3CT6dpTDsGMKtZxycjJwKSF9ZWeKDv2GQ2FkVqVzNUYZIGRJWusi3pnyUvVc4RLEYbGcjA7WzrOLBgxe3DBLksETBdGBBlBQzuP/XXJmCUH5WOuT5gcmd+78UMZ2C/XPzZ2LjlWymRxxsUiFWeczAwZiToL3GJH+ZOzRyZT2RK+YySF+SfGBmYbqg9zffQrbFvldzUu6DuMuzDfw36zsUMiqFD1XRZ7s9iinrEYp8im4wqVnM7aVe0t5YuPADWvFbtg84n2x96xnFONrSqexJyAfXJtKG7BeASTjeORjaGLWWtylNLbtYv9UbGItaPiGoPifvE5tluJJ9hGLONyDsOif7BpLSFgE6CQdYYFSFYPJ48lEzSSykCyIMucjiXQ+Tkrj8QWnyvdVZBw+qPeikw646yMVZZMsYwjuqpOYwxLyFK1TkZ+XfBnhI75rEpYTM9sAYVlVB9cwmME0iVJR8pZ0lVjEp+pZI3xD2U6H0bZanwYEcrA9MvqZ4luNBE+OpgPqxzIyCGWw+cqn2U2xXy5kvfYe9UGs0mUhXJRB5eLGKmMfY/vFfFjcSmLj5VnKAvbjN/Rt7EfFV1YPebHVf+s5JozgnHNjLOhnbo5iPkhi8nOn2I9bBP9QfFWxlFZGdYn9lnZuZLJkMUuF6uUXzDuwOK08ltVn5WN/cgQ5whjYhxvHF82JywWq3nPsNm/NlyFCnQzHDFlcASMJULl0LEuI2RZH1iSU8mHEVBFTFlyrCRt1dco17UZ669JEsrBmf7KGfBzlRQ3clQChyJbbG6zeVFz6mTPYIk3+hiz67meakvpwnwMyaoqH+uweKT6h3FMBX0W89BvMEGzGFT1bYwRsV+OSKi6bBxZUsR6TP9M57PDkZcqiUAfY2VQppOV+YCLISxnuXzs9GW6Ky4R21b5SRFY1Rb2R+mGfq38DGMAI5Uut6vcqzhTFqvZuGFcquQLxxnOCBb7p4lvksxw5ZnNqPyGMQTnltmYsiW0HebXqI/yI2YTKgag7KhLlrtUnGQxDX28Ystq/lBnxUOyvmc8h/kpzi3OBdNZcRAc8zV+vegfbFJgwTSThQF5tAOuXhZUsSxzNGdAbBJRFk44ay8jhaovTJ+RJOmStZuHism4scG2HWFQ/VhqLw5FV3goKBtU9hq/x/rVNnCuMxLHdMz8CfVi7Tt/UHq7/roybowrMcrFCjYnSpby78r8sTbVPCgZbA7UO0TF3zOic1Y4O1dxNZZT+SGzaZUDsDzKRt0r5FP1N7O3qAvWV+Oi2lFtVtph7yr+XZHlyozEedY/rFeNMS6HOw7Wvv0CMl/Kcpt6Fp+rvFvNtagf078i3/Wb1VNjkPVbjYP7zHQa4SqVPJj51Ehsq/RT9cPVrXAkV7eqa8TTcskFUJ1wxqnIiyqXkVhXP+qo2lROyCaratzqGXvn+hnLKwfAOrOc+LtCDFFGJZFiWRfUqom56hiN5XCENj6fPysZI76YkSPVLpaJvugSCNpUphdrg33P/ClLyOgrGRmuyB3xb6WXay/KV2NemQOWBFlfqrH67EQXfcH5BuaFmM/cYoLFeHyH+XGWg/bMYgBrW+XXjCjGsqgrjhfKruZGpkfGBViZasx1czpCknGuUF/1filhxbGoEvQqPzwLsvFn4+1yNqvH5h7nQbWj8izKRN0yf1D9yPIr6uXGRuVN97ySA1U+Z7kf+5H5zkjsYe24OXS8o2IPrpziUA5XvzbMUAnuiAqxioOOSblCbDGRucQc6zrjVqQAdVETyfRXQUKRPzZOFYNRekewecGgh+Pq6mL7S2ylUYMLgqwss3MVmKJM5p9Y3yWs6M/qfdQRSWnVfh1hmnVQfWTjhHWVXzs93VhXEX1QxSpVHttjCVvZDoun8YfFa6yfETDV1hnBcojyDVYvQpEZtdhhc6h8W31W7agYEP214jtKV7Rn9pt9diTX2TSWUW2wviuyqfTGeKV0VzxEcQ0Vq1Gmio/Yf+e/Z/dr9Ge0Y+Yrbn5c7EdbYz6sOGkFTD/sk8onLsawdpieOF5MpuOcLKeptrEd1XfVH8dD4nclz/mji1FRDuMNGd9hPCPjFBVssnjFABSfM2REaY0e+J0lbhd8syDOUKnjHFAZN5OvghX2m7Uf67iElclywCDBHIb1A8H6pMZkDc6eCKdJ+0Vm8y7YOfKoiKEqjwFW1VU2nQVaTMIoDxNN5l8sEbvYg7plvqESRCzvfCWLf4oUsETJdGD6KttipFWBkSjXdmbDjw43XllecySmsrBAP0Gyq9qr2Kpry9kvtq/qxzqMz2S+xvyYxRqUi/pGv6jUwcVFlKX6wJ4z/VGO0pXpzmRjjGRlWJsu55wV0baYjTC7jXOFdZQcbFPVzWI62pha2KiYgDo6nsnWJigfbY7lb8djo4zYZ9Y3fM/6h3wDwcYDeQoD9h9lKC6FnF7JZvPB5tnF6hH/3mTx6gaFYW9CgYYafyuDReNVxozl2aQrp2IOUx0vFUBUgEIdsY9VAxlNFCooOplsjvBzJ6x9oEhM/M7GXtn1DDX/irRU9FI2rvqgkl6sy3yE9Vf5cmX8sjIIlvzwuVuMqGSriAlLrKg71lU6qrGbf0d/ZnWdnztSVZmLs0LlgUqsnqHmmJEw9Cs1pxUChc9ZDnMEUy2W4ntWX8UKJKiYpzJ/V/4S+4pED9tGfVg9Jts9r85RbCuOk4sVSp7KNWyu4zsV388CxWnx/YzMD+bPLhYrG6roicjyK/qjiluZXKyHudNxCtSBjQeTj22oca9yf5YTYzusf7E9x41UmVjWxVjGBVD32BbTtxIzFA5xbXiacsPMAiF7nslSkxcHuxLg53cssWZ6KiJRCVAq8SmHqRoGIw0VsKSLeq2Rt0fSGtXp0cHGNgtyLmihHOYXKiiqdjC5ZL6H5A99LMpkejF9MCCjXs6usgSDfWX1FPFj9Sp+rEgj65/S0bWZkWBVhumZtdP+/AKYfTGS4OZJkTCWI5U/KHkqFjg9EMrPsJ/K7xUcaWQ6MZKb2bzKaY54Yr8csWeEUulVKZPxCzXf2bv4nY0Pi6dbcoB7QzaWzhYUp4pyYh3FUef3WM/lB+d7jiOqeI/8EnWKddh3l1sdN2GxS9k4ymbj4PrD+lLta9ZPtBnFr5w8nDf8jbEKfRr1Uv1iWLV4zRKMSzhKVqZ4NYBVkxQm4ChbJVRlANUErAydBWsWcJh+LDm7+dib4GFfMRA6Haq2sBXOnggVSYplsKwijSgna4u9UzaiiBuzrQoZZPLxnSIKqm+oY6a7Ssws0WGSxGSA5VE/hkrMZskXYw3TRfUpylBtV/qgiHTjJaj5VH5fIVD4XuWx+B0/o/0rMsPIWmbrmBdVPEN9nE27uOXaZ31jY8d8B+U7gox9Ubpliwv8zfyL9c/1AWOD4gGsXTZ/jZeD2TDODXIwldtiHdUWm38X9+cyLl5X878qz2KD0h8/s1jDxgvbirqwNlUfs7yHbWR9c7Epi/8qNuM8u/6zvJ7ZV2U8MwwvXlkSYOSEfc+euzYrHVLJYn6GSQ2NVjlKlKGCueuTC+asrHIapRsL+rGdkQA1Ojc4lixRoyFXyIBK1FXDjujE54GBDOdTkY5sLlBO/M1sgtk7swdGmmNd9Afmf0zH+C5L4K7P+NnFJTW2TF6sw+ZKxQqWIJjsjCiyMcZ2WeJSJMfF28y2WAxdEhseHSq3sXFT+Waug2Xw+QiYnzDbU+0xgh6fqzil2lKxh8WfOKYZkVN6of5ZPq74CuqG7bo4yPRgnAnrY3kV/1i/WT0Wj9U8nxmYNyocGeMus09VHuN6ZvtszjLZrtz8OfNr1mbGK1zuqfIeFRNV3ERbjuPJcmQ1rzIfZfHK8QHFr1A35teVGJONTdW3N702vBd5cIFPAY2VBXWXaGLbaqKVQbOErogBGiwargvYaDxMlywpZv1yZUffVYhmxblGUSHCZwbrfzZ3bn4qhC4GU1cen2eEC9+xxMDacmQeCZwL8irBRP0ZkcWxieUzIoB6V5HNUyWOVAht9k4tBpwdoGyXwM8MZqtoxzMw97CFCxJYLBvbdTkm+oLyCUcwlVwVV1yedDEBbbNCthUXYDE06xcjz1E2I7msvhpnlOfiF45NrIPvmezKd5cPqnniLGC2qJ65eWF+gLkH5SpfVVxC6YNxO+MZlbbUs0reZvoyWWo82HOV1yOUT7J4wnStcB01BioWMR3ZWKmYh/WULtXniKH/51UF0WpyWQtHhBSczljGJSeVkObfsV6WaFAeyo1lmDMr3VniUsjGziVnVY6NHTpGxbHUHFTnPANzvjMDiWhlPFxSi8jeV/VjUP7CFjVVmSgbxybWrQR31i7zAaU76oSkgb2LcraKASohMxKCOlVzwxbxKyM/Z4OzWbZIYfmEERQmUy2cMttmhNTxDKUj0w3l43eX6zF3qZjH+APC+aQj71iOjQfTTY0Lk+V0ZnqodrGeI/KILEdUc8AZkPUZx98tOpi9VWwmgvm1i/3oK6o+ylb9yvSLbVa4itOB+XCWb7M2mRyma3znxtU9U/ECx4j1EcdAxV/XZjUfVFBevDpCpoKVwhICy2RkicKRqfhbJWtMlHO7lYlHI3EBnxlL5TP2K36vlnXIxhj7whLVKHFlxB7LrAWO5xkTYAQLTI7UMV9QAVqNNSafUYIzujBSsh0Jw++OLGLZjFgrAuzawnLKH6qEsdpm7EOW2JSebL4qBFr1L6vTfv0C2Pw6Mos2iTIy0osyEC5HKttg5VmOr+QrpUusr3Rz7bN3Wb+ULlm+rfQl9kkB36l5ZnMRPyvupDiR0h9lYn8VrzsbXG5WcTvWU/GT+ZLzQ3xW4awunzpuEOOKy70q17D+u36psVEch7XvxkqNU8XPFSpjENt0tsKeuXjm/LLSlyV+PXRtOBqzmgD1fLSdCqrBOjNK9p6RNWb0c32W9LIkzYwnI3SOWLjnUWeHWQeWyDGJKLkV4uhIsBrrvcDaOwtwntR35VfK/vEz86kKKcrsnclX/VGJstIWymH1VR/U95iUUX8kwCg3ymKJKtYdHTM1P2o8UBcEI52x31EXZ0+qncyOzgw2llnumOEWHYrkOhuMZar+w36jHbHv6Btod6yO6rsq69pgddmYs3HGzziW2G/mmyr/YvxhfVHzrOrjHKr5cHzHxVpGxqsc8RHhxtLFToTis+p9nEeWs1hZ9h19MOOLzL6Uv8bPma+xOIHtzN/jb6aDyo/MP3H84g+Oh/quOCvzFTXWTH83ZpWyzHejDuw51q/m7aHFa0WoIzjZ85F2MmTJlJFDZ4womwVdl0SYMzN943fmaJgc8LMbg2zclbE7IoF9VWOmiJLSjenqxq+xDM7GYxkWwJ1tRDmZbWB7lQSKfVCJEsthcFflsA6+YwE9/lb2rPyW9V8lVowFGSrEILbDxgXjGOsnIyJqfDOdquOMz7K5PSPi+DCbY3EfweYc80RsK9Zj/lqRpdpfEkdiG1ld9FVGwFhfVLtRBhsvRVQzmeq9iyvRN1g8dLzHEWsWs1wcx2eM2+D4qJx0VmT+p/gt83GUhTaC9srsKrYR5aJe2GbUtRo/UCaL+9hP9pzlbcV3WH+x3yzPs5/YFzVPKE9xZRZLmN7YvyzWVPrJ9ES91LiwMR3x6+GTV6b4WrjkV9Enk+vIjJogJTubhEyfaj9UsmO6V/StJD9MZlg/k8WCHspX9SplKyRhFHvZ9L2g6hMznA27+VXtRnthdhzfz7IYucEYwoiQIrZMNsYCDKr4OeruyASOFSMIbJyYLCaH6aYIDUuozredbuo7Iz7xMyOtapwznN2Xq0AbqCwW4vv53UjOceREyWI+p+yVxQlWL+qifJb1x+nnyKSSl7WjFgnKX1y+RJmoW2VhEXVQJNnFOlaOzVeW45dyxUeCiqPTxPmayi+K22X8jdlVBsabnS7M9pVNYY5E/2BlHTeIsvA3xjCXa5VMxq1Zu1F3F++wTyzHR6i5VHqoucD2lN4q5rDxUbGMobx4dcEdFRvFUrKiBlcZkAvwjOAxJ4pynRMx+TjZOKks4TJnzwK+MgylY5SBfYrPlMGjM6ikznSNcpT+at7WJq8RRzk7snnLbAblqIDnSFBs09mY0xnfV8kSs3HWJ5aEVWDH/rkkViHJKmYwO89IICMvLF65mBqhEpgjAkqWa8f16WxQREnN5fxe2TeTHf0wy0vKBqI8R7YYMXPtob44Js5+2RjhYgDfKTLN8mR8x8ZExc84Hko/JJdZ/xgcJ2NxiI1N1I35uZovRsJd+TNC+Z2y7WwB4oCxI+qg5Kvcz/ygyp+xrLINZa8s1rD2Hd93/Fnp4HRDvVQOR39wPl8Zx9inCpxdsX6xeMBiCosFVZ3Ki9eRjo6AdayiC5Pjnqt2XJBWDoh6K4OK75VBYplK2ww4+apsFqgc8agkvMx5ssWGC6hb2x+bw7MiI5wIRVZUOSePBeJY3vmgspPMzrC9aHfYvkq27DsSz6xvmY74GfVHks0SGEuOjkBiYleJWPXd+W+U52SreM6wJgE+Mipj4IjaND2bP+dnqhzKUSQafS0+Qzti9o7P1YIpi09sLJT9MlksNjB/zXJ9/I1j5frA/F+1M5dxMrP8rkh01EXNr8rtLsegTcTyZ/VxjJtqrrM4H+EWRiwus7mN75lfs7nEtmN7Th9m5yqWYT/Vc8W5s3jjoPqi9IvPmU441lF35deY9xnHUToyn2N+qXiHmhdmUyPjOk2D/1VObLQSOCoExCW/TAcmRzkIllXvHZljk6uesX5liSHKcUlH1XVgBpslXZdoVH2WlCv9V4m2glGjb7wENUcuQcV6M6pE2REYFjSdTsz+qjo7YhfbVHGCxYMs3rDvKhmxemxsKjoxcsFIiHuvklMWG9UYV/OCGwNFCBovgPmai9GMKFVjtsotLK85+3Z+x2xa5TUVa1jsYH1S46biD9NRjXUmz3EH1I+9r469678Cmz/Ho9h7Vs/1J2vrjFBxmcV6N5bOR1h7rs6oLVTmlPUn6qi4trI71EnFKowBzpfUWGEfUT+VUzMof2JlcK5YbGN1UB+Vx2O8ceOh6qp2KxhevLpJY2WXoNKGMursXTW5oCyXqJQ8BlZn/qzKZcgcFcHGVxmUkscckrXJnDjrC+qY2cMW5LWT4ktgwSsb48yXsuQ3TT5pqgSDfs4IuAqSLtmibJSFOleSAZINF2+cv7E2VNtOn6z/rG0XF5jPKpLl2mC6Mh1dn5vojm2wxDpzeUZolS+oHKzsActV3se2lN7xs7LNyjMmj7Wp/FLFv/hdkdpZtuuHGo9qPFDcxRFj104lV6uYFuu7OWLx84w+zjiX4mEjYzTKs1QuwFiDMUW1g/ag6mf6uLzG9FbylN1X/A39uBInGC9gfIflRvZOtZ3FUzbuShc3DqrfzE6dHIWhf7CJKbUlqkS5UgZ1dEamgnZG2NhvdDDVlkusmS5YtzIPKgmx9lTbMfhk4xrbrMynI0MjdrEUe8q+B7AgGr8rKDtgQVS1N3+PP6ysSmzMnjN9WF3mI9FfkWRjOfQRRWBVckddsQyLRSyZo35scTASuxUpcmBxAscn63MWE1mbzFbOjoyoZL7pxp4tLFz9ak5gfsJilLMDtqBi/oxtsPFgPhXrRbmK/LkYmxHK+CzjH1hHxawINsaqn/FdhQewNlWOYeOi5G3NP+8FKk9lZbEcy4Vov46LxvaZLpjTl3JX1JW1y2yVlWU8M9bJuC32G2MCa0txiliO6ZOVwXcszroxwLYUl1D9i20qe2D2w+Io6l/BosUrKqHeL5G5VJeRcs4o1UQyJ88CPWurYngqgSoSUSGSyrGxP6hHRmRY+6xelmzW2NLaJHZmgutI4PyefVcED9/hosUli6xNRWYx4agFEsIlRBeUY5uqDUVYXZnMt7K2kEBHwoCfWQyL7SDxZz6NdbJ+om5KDpIdRcqzccnenQ1qgcLKsUUELoRU/nGxgZVh9oafFTLZjlBjLMN4wGzHjQ2TjXWUvsrGUSYjw3Gs3Bxn/IdxHhwb1qbSAcsou3P2qHSt2MaZofiXipvOvtAO5mcVf2F6ufnDPMWg/JLJYv1TejFOP8tmP9iu4uzIdZwO+D3zB8ZTshhTze2s/0wHBRZXo54qJlb9evP/5zWWHSmvEuFa4KQ6ouwSJyY7ZpixrCJbjoAqshnrKeLgyF0FKiEqx3PkEZN7pW2so9pyui/FqL6PDBfM5vfuu3qWESeWIOfylfllwbrSh0pyYPapSORch/lO7CvzH4xVWDfWV33Nxo7FGEaQ2fhgH1TMVgQW28E6DFXijd+b2L4EFdNZbmQ2WFloKLtEX8ByLO+h7FiPtaP6MutQGRvsC/M/zMGxntLJ2aGTwcYO4fRhZZ0dYB+ZLiwOYl9ZzIv9YPyFjS+D4mZnBMZv9R7HDH2IvUegHbPv+Fvx4tgWtuE+o37MP1yfkduz39g/Zo/Mp1XOVZ9j2ThejAMzH49tYuzO4h2Olet7xoszGZmPsrkawdB/lbNFmQxZoK4+x3cYPNn7GSp5VSYlM4b5mZPHiET8nbWbGTFzeldeOedWYIm1Qlq3wtkT4YyMNEzT2CmXm9dYnpGauV2VKLAs8ztGxl0dlI9yKnaSJWZs3yV+pg9LGI4sYBs41iw2ZSSSjQdL+NiuS4hsXlTfHbJYdiYwO4w/bKwUOXQ5A8mhar8C5ZNVsh51yezF2bfrD7aBn5mPV2OCA+Mt8bvqu/ItFlMcScZ62Laqw3R3Y6/KYf/OiiwXRLC5x1iv6jD+jN9VLlI+quThe5VbmE3Fzyovss+KX2ccAdtm5dycYJ/id/RDxVsUd8cYFXVRvss+Y/tzfYwRGQ9hvqrGlNmdw9DJK3ZKNZ4pGVFNcGsDlhpwpQtz1gjn9PheOYqTzxKAKsP6yOpnwOTLEs7IfFV1V3MbjXkJEWrUgAEPbYDNQ+ZLWJcF4ayO8o+MmLLEmLWV1VcymQ/GOMmSk+sjjnElzlR9i8UnjFOM9Kq+u/FgREHNlyLMroxC1c7OAEcQ2eIAbdTlEkWqGAnDtlkuVvnCxQCWXyNcjsGYxsaDETXnm8xPXZ7HNpkezBexPebHGT9TuZXlfkaI5zKV8VHxy/np/M7Ny5l93PmnyxcZD2Vy8TnKrsTv2BYrz/KOQ1Zn1D6Uf1XyEothqo/Y3vxZLdzUmoJ9R71cvnRcxMXKTAb2l/kvysS8Ucnz0zRNTy7FGcZJyshjZojO+FSgcsFZBTSVRFXCQpmok9JnRHdWjrWR9Y3BJWJVDp8rMD2ZLBc8nc4uOOLnLXH2JFghcMyW43vEUt9C3ZQsZYusroofzq9UW+rzGj1xLNh3NQcuvkZU+4p6O9mK+LL+ZePtdKlA5YSzw+VtZ3f4PMtr8TmWUXqodkbs2+Ve1q6S6fwuIuM9Thd8zuSNcAFXL9M588FKPq5A5e+RsVWxPevHo0LNpZtj55dYFtti8aNif87uoy6sPLZfyWcuxmT8v2J7jitV/DSLSSPx2cXLTCfXR8SSeavOWRavM5RPXqPALQNGVNp1Nr5jA7ok2ag2Ua/5e6XfrNysm0swWAZlzf3AuvHZCDHM+jK3jeOhyrI2nB5KF5eoskC7FEsJ8yOgMr/TNJaUUD6za6bDCPFSPoTtKt9gsQXLMr2Y/8W2KnatdK8kqAp5dDrM7URd0c+xXIbq/OFvpne0l2rMjTKr9nw2ZGRD1XEksRrrsU20F2Xn6FPKvxxpZ/XYd6Yzy6fMRuc20aeYfBUTkAcxn8S5wLZxDFwdHFfsn+onyma6MN9DmazsiD3h+J0JbPxcPlS5T/lEJbcyvup8U8VztFPVFpOr5l/ldXzP2mJ5sDImKvdheac39jXmYObjiu+wz6wtFodZu4o3qTzCYoXqI4t7VSz6m9cqqRmBGwyVnFwQVUbpnrE2lbwoQ5HfSl/YM0YWlCwXvJxMB0VM0KCVw1bacYHHlWeBWyXZKs6aBB0c8cHPDJWFCmsPn2F5JGxoB7joUnFFJWMGlRQYKcA2ma+yJBXrx+8Vv2afUf+oQ8VXGKlgusX3mIhUzHS6Yt9U7Fdy8fPWeeqewBYiM5hNzN/j77msG0clO4vxLKY7m3L2iHaJMUDpijqr76ofbIxV/FH5E+srH3EEmRFEHCc2Dsgh3Jwh11G+qeZKcaKoD4uh2Ebn69rmyPwO/YrZGs6d4vhsMaX8PeOxrm/OtrK2FEdQejL/xHcs98fnCm6MVO5m+dn5vgKLCVnOVzri+DlOMD9De2M2xXhR1U4WnbxW31eDTMXAs0SI31UCwAFG+ZmBs3aV08T3jEQ4mTEBK9Kh9GD9Vs8QLEGxAOf0z9phelZJehwXZytL7LXxEpjtxTEfWVRkRIrJw+dqTpVOzAeV3TJZUR6Tr3wVkZEMRm5jeZXEHEnB59i2gpprR3oxcVWSU9ZOlvBxTFQ8Vc/OBBc3lW3EOVI2jWUYqa34ktKH+avKdfidxQrlY9hv9hnlKr+I9VS8ygiaGoNsTlB+1In5iyKfrD8ujjJi6sYlylTxPNaJskdi2SODzYmzf8VFEWze5vpxQZXFWzWvSja+Z3WYbal8jXqr+DTLU/6Y5TI15o57qLFgOVXFEqaXe4afY58ze8DxY37ouBX6spK/BMMnr1ngZJ+XgjlQfKcGhA2yM0T87hKwMkLVlgreFTLN9FVB3yXzJVDEMT5T41rVg83pEiibZAF3fp4RlbOB2bsKNqq+eud81OkTg2ulvWyRxHSpED0Xh9x4VUgDK6PKRV3wO/NXZfcuEWVzEttW/os+h8SWxT/Uh+nk4k5Dw9lIRCUmMh9Du3UkOD5zPuwIHNoOPq/kA5TNiC3TUZWL8pj+bFzUOKB/OdLs+sl0UoQz4y/YZ6zj4nSU4/qAOrA22eczAu0li4cqZ6ln6F8qVzibj2WYvePv2I6bX8WDHddm9bAtFRdczma5NNaN39kcsDouDrG+Mc7Acj/qxeRltqS4nNOV+XslLmYY+geblLIIZVwor5JEo0ysy2S4ZyOERyUPpyPWxc9MtpLF2s2cA5EREAdFNFDvLChuOT+uDLMPh0qZs0LZVWazc/kK4RuxCyUn86OKn6k+ZHA2y9pzNs98LOrP5CsSiu3GMiw5OkKBequxrMZmplt1bNg7hvbpl6DmcIbzt4qPKXth9qdkqnqZrSKyPJlxEQXHA9hYMj9yfol1sncV36ryChVfR8aH6ZvpwPRBOaiTs5MzQ3HCbB6rfAvrsTKV/BN1qPo/q4PtVnJP5nexTBYTXXzD8igna786fjgG7DNrf4T3s7ZZuWwsM3lV/RmG/quc2Ng1sWRhMv/EZ1FelME+Yz9R5lwuypo/swlzRsDes/aVfkp21m4GFeDQ4Cqy5nIuqFRkzO2qd+o94uxJL2IeOzcfrEw2D8o2RoIaaw99LtoWPo/y4ruKPPxhfWT1WRnWp/g7fnZ+i2OhfMLFBHzvYqrz76gDI9duDF0bce7YuI/oc2ZEO2L5D+0PfSkC5zibI9c+K6vyXZQVnzM7ZuWdTBWbUG83Fk6W0zvKYfHQ5TrMu4wbxDiCfVJjgbqyOcfPCm5s4+cqz4r9PnvujmOkuCzaBxs3Vlct3lR+YT6sfA9zHMphOTh+Z7nd8QTmp4wXoJ6sbvTTynohylCciS3YVLyJ79B3XCxk/WCxg8mv9mUJN0KbrPKeiKG/eR0NGksIRJX0qSDGBqtibKqeSvqYdKpJivXHYYtJZjLZZ3zGggwjJMqp2bhHLO2DGjfmYI0a2JzH566Ogkusbu7XEJSMUDP5LLFmuqvkmyUUFk9cwsD21XNG+FRycf4T4cgC08s9y8CILOqcxT2VqM8KRwAjVNxGe8bYr+aDkZQoo5p7ZxnxtyLX6L8jZBd1UM/ceKBMRaCrsY3JZfHTyWb5kM2bksf6wuafxT2sX+VdWLZiv2eDslVWJs5TxWeZLJazWJ3IjZmeLn4zn0V5sU2Vox23VjEGP7tY4/rC7JP1N8vrlUUkQ5W7oc9W1jBMhpqX+N7NA7Y1mqufVguqwLwWWUBibanybPJYAovf1UAyI8RA4OSydyz4V/SMZSKRY+9H4Oow3VUZRtzdXLBkuTXJzJyGlT9jYnSENiOOWK7SlpKjZKrgn/mRa5PJR/+a37GAPkqo3LgxMqjiCRsDfFdJoCrRsLFQcQl1Vm27PjCo2Ob6o96f1adnZESGja/Ls8zmmH+5XMG+u/ZZm4x8xrrKN5geUY7y8Wo/FVep+pOSjWPluAnLrYy7MI6DfVCxVz1jvovlVF5R7aqYtITsPgqyWD0/nyYdt2coH3cx1q0F3PxW/ZzZqOOi2Vioeq7P6O+ZvEpdNSfKf2MdNj4IFWOc7irmZP7meIeyKdZuhb8olBevjuBcG8poMiKKYEkqM0Jm6BVHqRgJazM+w34xgxolay6QMf3VeGZ6qAQa390CZ02AM1ygQSh/UGWZ30SfZO3H58p/VUKrEFNWtpLMXX9RjhoTZvcV3dl3Z7dO54ysMCKqiDSWY30ZSdSsb6xMVl/19YzI5l69U/bDchA+j/Wc/WVkDdsfkefyfnzOfK5qf2o8WWxhJA3lqTig7BzHnslW/qbqKMLNZLH3WE6NM9M/iweOI50ZaqGh8q8aa2aTzr8RLl+xZy6vxPfKZl0sqPKGzIedvipnVnOak4/9xXiL/Uf5UUcVX1jeZnq4vkQ5jr+gbSqM+PTQvzY8QhRGlMiIWEYGVT3lfG7CmSHGOvG7SkxzPUYA3CSyxKGSB35GQ3Hjhjq6uUJZKgBkcqL+LpGvQdZ+NiZnhCJqLBAzO2NQpAWDKuqhbI3JUXorf8hIWUaaKvGMjRUbIxY70JddInH6qJgVf7N+Vf0S5zCzFxefXTuY3N1cuFjW/v4CVOyNYDlzrjv/VnPKyBibJ0dwYhuK+CryrIjS/D3+qDZVn9Uzlf9RpypvcrE29gvbzGI06oExQvULZWdknvWL8QZlFzjWaC8uhp8VWZ6Zf+Mc43yweUGfUfF4los6oSxmE8wuMr6f5TGlA9OP2XvFXxkvR51Ybmf9UXxHjQ36Cou7ypcVj8/iqWsD5bC4q8awwqsUhv7BJkYaXdkqsoSnyjODcTKUo6n24qSxwOrAjBffK6KHBs30jQYcy7IEw3TNki8zODW+qk5V3laoyHPE5ezISNnS+VI2qII3Iy1o9/gT9VPB0vkB67cjtdiv6HuOTESdWX3USyVaFSNYool6Z8kMy6txZEnJxTs2Rq4tFh9RZ9b2/DmLVWeAGsP5HT5n88rmOdZRMUERS0ZsVMxB+2SylD+oPro21HgoH4zvsRxrT40ZK6t0ZD7Hfpy/sD7EMWVQeZONi+pLNVa7PLMHb7hHKDuJz0bjNf6e6zJeqXKqaifq4HgG+pDLk6gDxgfsJ+u7sl+MK1mcY2BrCRVLmX+hPtjfLMaomIfl2Two/lGND6gn83slq+rfw//a8IjwLYgD66QL/qw+K8scBh2DPZvr4oSrMYkynEGxAO/6yBxcJetMr/k70yEb27XJ5Jrk0rV1ZpI7I7PBETmKHON7FhyZb6EPxvf4OcqK9TEgO59iMlU5bJfp6cgn09fFKaZLfM8SPUtGqAcj7UwXlYDxneureufAYlVs35GMMyKL4ZgDlA2iLTMSy9rLiCrq4gg56xfTRdkqI2IR8X1GWDN/qHILrMNik/N398zNn5OrCOxchpF61R98jnViuxkXQTtam6PuGSx/VThm/K7sAJ8p32V2UJGHbTN7U+0wHTJ+yuRHvZiPZz6S2Z3Si9XHeKPyvtIRy6jnMZe7OIl12VioeWPPWRnVp+r4zli0eFWNzp+zRMWgSJoyMGxXyYxycMIyQ1FOpAZZkbKMqLF2HMlkJLAy4SyZYF2V9FEHZ/yZYbrgivUrBs0CeSXpq/bPBhY4GelT/qLmGwNahRA7QhrLxzaiPJa8K/HJ2TiST5YgFPlldqiIMQvwbE5wDJU8VjZDJX5nc6LsAX9i3Yq/4hyr/p+Z2DKomI6kQ8VdZw8uv6HtMb9mOTmzBTb/qA9rWxFj9h3tU/WJ6ez8EmMDi18uJzk9lD7sHbMF1ENxBTZOLIYr4qvmopKjM+5wJjA/nsH8NouLWW7EOMG4AcqJukZZqv2RPKX0ZHD2pXwa+5flWRWTmG6KX7t4inHN8YFsPpg8Zz/MV5U+TJ4Dxr6qX5f/waYRJVgydFCBEj9jW1knlR4u4MbPLCHhd9bHzFFZwlYyVJ+yJIxJKiODql9ujCtzkAUN5VT4uZLQsc3MDqvJ8yxAH5gmHZQq8zIy7ywQu4DL9MvsnbXnnrEEpMZF9QPHThE/fIZ9VYkpq8OIvOsvxj1GtJmdqHFQz2M7Ls6yPqtccXb/RSj7xd/zO1c31o/vmR8oW2ULJozTTmd8j/bKfKPST+aXrH9qTBAV4u5iluujk5nND/uc+Z7Sp0LO2bxm+Vj1AduqEtxHhOJ3bIxZbqjwrlhX5QnlF2rhomyOyWF2WbFDbIfZezZO+A7bUzasbNLx0ErOUv1hcY/pqMagwuOymKGeZ/EhYqTsy+pdiiVd51T5TGFFsioDGdtmwV8lhSyYu745gx5pz002q+uMXyVGZtgqGTAoIqDGJ5tvp6uDsg1nO1U9VF/OhiwBZHVcEpnLZiRthGRFHZQ/xnayd0ymsn+XAFx7OC6Z/+NzN04udqlxdHGhmpxVu6O5grVTib1K9kice2SMzH1EZmPKf1m78Vlme8qWKsQny+UO1diC5SsxL37O4kWUsTQmq5hQiblMb9c/1MnFPNe3Sn+ysmdDxkXV82psZ6jm7VG/dTq4GIJtYhnXxxGby3SKz7MY5vpd4f4u31fbxndV+WycUG6l39k8VDj8NG1wbZgpPpI45vJqgOef+C5+zxJqHIT58/ycDVI2aG7go9woG/VAWZWAkjnUSPCZy+OPKovPsD/R4DOndwbP2lKyceyWEtY4Z2cF+gizk0pd9rziL8yuUKeoh4sDsz2omOGSJfte8VEW2F2fMd4pu1bj7mKa6wuzczZeqlxs0/kMjnUlprpYh/NeiYOVePTocISOxXvms44Us3aiLGXbmU9gHGB5irWv8jqLbxh7oo6OF6gxVT6h/E29Z31TccfFCvRr7AvrD4MaK2VPzq5cbGd9Y3n9zP6MYP6lcuIMfO/yY6yDc6FiRaYrk4HtoJ6xb9E2nE+O5AoGxUVYfcdhlB4VH4/v5zpsHtw4zvWq/IX5nOKDLJ4zXeN8Mb6xNE+vWryqAd8j0MSJigPAgmqV/ERZFWNSAZslakcUsV58h3Ljd9U2S4ZZEsWxq85ZZnSOJGU6sXdsbpZABU9FqM6ELIhndVVgZPVVcmE6VMmSI6LoY0iS8TnT1/kttoOBmvkyi1dZooxtYduOFGAiZf7EYhCLabFNhpG5jc9VDGPyVZzGMVDzeTaMksT4DD/PYGOr8hfzSZU70E9VX5j9qvlnurPfqDfTeQRog46PxDrsN4tjao5Ym2oc2JgpKNKqdFG2waDshtkU6nRGsAUA5hz0cZefnX3j+4wr4LwzG6/IQtt18UrZptNR2SQbDxcbVXnnTzh3rh9ZH1SfWZ7M4hHKcnGK5d3Yd1Yvi+9YP0N58VpJBPh8KVxbqm3nJCi36sjsszI6BUw4WUBWulbGNEvYTKf4DPvqCEbUs2Js2O8smakEnAU1J5OVGxnfR4UKptV6LEk6YoS+gPaAtueCeqY3I1cq6CvZKIeRA1ZeyWYBvyJ//uzIHvadjXUcB0UKnY9W+q2giADrj6qr+st0OrNfV+K3Ih7KbtG/nc2rZzOYXbMYokgik4d6jfAW1u/YvspfzK/YZ5V7YlkWBzN/q3IDFgNUzIk6ORvI5pXpmcUpVib2PYtPZwDm1xnMdxRXVXbF8np87nRC2aqMih1YV9k39ivjvYp/KJ7r+sxs1MWnzKeYrCwHMl1QL9Vn1y/FO1Rf3DjFfqj+ZTblMPQ3rxWSx8rHZ1jekbyK3EyXzJiUTCR8TheVPLI+ZQE4S4hRpnNw7IPrD+pd0VcRFGYzbu5Qd9euI0WqnLPhiqxHh5t/5adZkoqo1o1ts/nL/BLrV/xd6ajgfKlqZ5ltOptn48PadnPp9GHtYXnX3618qZJrlK7tz/mcKV8YzfXxfSaT6YE6sfacnzIZKqer8qoPI/6IeiIqMU/1y8nIfJrpyfqQyWDtV+NnNq4VPlQt+8io+mglv2TcNn52XNLJj3pVc4/rd1W2aqfCJZVNOx9i/anqo+JHdWxRLiubcXfXr0w2yqisCdTzqm8PXRtmnWEdwt+xvJKFcAP95Mmz1+TYxFf1VQ5UdQj1LiMPGWZ9mV7Yn6rT4/P4E9tjc7g2WcS+KJ1wfiqku9ou9q3xLNSYoi26svjeBT1la0qOCrDo99j2SDKJ/UX9YzlnmyxGYb+x/YwkIzK/Zp9RH3yOfXMkAcegottImQppdrq2n78AFVOr44P5Vc0Li7PML/BzRSdlgxUSmRFE7AO2UWkn9hn9C/vBfBNlIDIfwxjl4gvODY4ntuX8DscA6+C4sTKsT2oMKvnijFA2xzhXlhPRhxVvU+9iLI783OU3pxPLpYwHYJ7NeIdrz42J0snFFsUBsnij8itDRQaLOYwrqTL4jOVe1t4IH6j2d/i/yskMfoZKRFXFskkbIdLKWZiOaORVfVlbzsliWZVEUKYKPliPOSYaciWRx3esbUUWXXCqzpMz5GxeKgSo8RKYjaoy2birYBzfK9KmbJQlDuW/TCfVz/ie+Y/rowrUKrnOsitymTwlg/kwGzPWFvZX+TQmItUP5rOufCYH9VMyXHJcEsMfBS6esjynxkrldpdTXI5SerI85HIHyz1KH+avro9O59F8XokHKnYo+VksxnHANtVYs7FQcVPxDiwX3zNSrGwTZUQ5ldj/6GA2k9lsJU7iGDN7yPzF2a/SR3HX+I75ltKpYldLYo+zQTYHaj4Yn2G6M19TslhMUH6qfJeVdzncxSOX41k7rh+Ixf9gk0oA7LMrNyJfJTHnFMrA2EAtJTno9IwMZsYVy0fMddFA2Bi4wMXmBh1+lACic7Oxx3HJ7KJivCPz1EluOVTymsH8Kr5jdsWIVPycEZeoV6WtLHE6Qqz8TQVrZmsYD7B8JaZhn1z7sXxGOqtJ0D1Dudjnqq9inGNtq7EcSZpnAiMprIyzNZVPVVx1ZM7ZR+arLo6jH6GOqv+sTcyN2C/mWyyvZeMU61VjGY6Ja5fJQ1koh4019kH5YIxJGJtw/hlXUTFZ8Zkzg82TGk8nQ9lF5hdx/pSNsrjtfIjpHW0Jcx7zrSwPMNn4TuXv6COOw2C8yTgEy+2xrvJfFidU7MK68TeOLYvVTg7rl8rZ2Hesy+Q5DC1eWWCalVkiR71zMiuEjdVBB1IBdob67PoU5TqnGhkvNeZMLnumAp0bRxWoHNmN/VJ6ublVTp7JxXLMURoejCw4e45w48t8gLWVkWCVpBmBdD4dy8Xvyl4rMUDpg/1W+jDZLLGgPJZU5/dZvFA6IEGI8pS+bF4ryceRUpTvCAiDs9czwfnN/CwjGCz2MllRHj5Xsirk2cUBJyPLVZVnI8QKSbUr6+rPMlgMUGOeyYvPVDxxcZTxAYWsbOa/imswHc8KZgduYaXmy/k4ynccgX2utKlyLC7CXK6I31VZl0/wfZQVcynGI2fHmd3H704ujoOqHz+j36E/Ob1ZzMG+q1zh4m6cGxfzY9sVDJ+8uoFcIqvyDNuNAzGiSxzI+AyJW2Z4TF82sVmgZmVV4N4KI32b9VFyRg0u65sKZEtIwGg/zwoWPPD5WptUxNmVjz/OxzFYM3JWIZyqvCPvGLQz4otlse0KiVBjEfVx48XG1SUolItJU+mW2Qub14xkqCTo5JwZbAERnynSsZTssfajbLQZ1Q6zK0ca8T3aK5KxCu+oxhDUkcUG1g/GQVR7FSKq+sPGCLlTxokYGHlmOqp5dGPEPrNnZ83pav5dDldyWIxgdqbiLralcqrSXXFyVY/1N5ZxHH+uk/kmk+/6F8uwOOrik+IPrM9qDFxMiL7OfHYpt2P8gfl6xV9VvMsw9DevFeKZKYCBM6tfMSjlVJjAnG6qfmzH1VPJ303wWqj+s3IZAVlKAKsBppL8Ud+qY1XIVNXezgaWoPC9Io/xvfINRY6ZjzEfUuTZJW6VuFh7VTLLwIgh1mWkQBEDLM/67GJdBkY2mC5RDzVv2E/XlsJIPFwSN8/q0xFZbHSEgtmc8mdsMyOxSscs7qO9Y3xQcUXZLCNdlXrYT/XMxbWKPljHzYsiuyp2sPfVusiNcMxcPI6/WV2mA/YRY9HZoGKnGjNndypfxvqsLMpX9qe+K92zPrF+uX4wu2d5GGWz72jXmT2r/jhOonTLfIrFZowXCpmfsz6qNllflV1W4pjC0P/zyohkVAifOefCz0vKoE6xzSqZi22wROL0mNuLbTryV9Gl+q5CCkbaZYGGOYGrr/rggh+Wie1WyA7KUHanoGz6bFABvlqPjTt7x5INm/OMOM7PVZsYDDNbYu3F4OrGIrMhJiMb2xHSXyHR8bnqM+qnSAyLGS52sjLYP5db4hyivirHZLZzFqi4iosMLKOImao311Ht4/vK/GQEUNXPiF8sl8Uj1i6+VwsF1p4iqy6/VsewkltRtsvpql9sXlTsxM/Rb11OQFmu/2dDheMwu2PfGcdliwrXjuIAmZ6ML6tyqn8uNzrdou5MF/Xd+Zzqj4oXqi8sxsYcyPKh6hMbN9cOsxOmP/YT22R2he2rcajm7EXXhuPnLGBWZTlkxAbLsYHLEuv8PSPKjDSt6WuFSGbEeASVYBHLZm0zx1b6VQKUS6ZMjkp8GRxBORNw7lhAi8/nOvE5ymPPXbJhZGkkNuBvRUorpAuTxFwmI61MHzWOWD+Wjzo4UpyN81zGJUpMQiohsnai3SifrSYnjKnZHMXn1cR4RricyeYPbQH9kc21iv2KzCifQVKFv6tkei7viGrWDusf61uUzd7FukwG+iL2kc1DbE/FD+wv0wPrYrv428V8Nn7Y5pI4wz6P2MEZgOPhchKrE+fF2RnOmfKJSlsMrG2cZ9a+yu3Kl9j7KrdhGMl/KF/1PX5m+Vrp5biJiuXId1QexpyBtqHGhMVD1k81Ng7D/1WOG7jRxqtJRrWPBIyVGQl0qqxy9rlOpe0Rg3PlM53VHGQJeG4zm0NVL+qCwdQlHJW4mfwMFf076T2LjJy4Osr+VfBigQ8DKkuaTBbKwO/MFzO7H7VfRUpdXMvqYz1Wx/lSrFeRr8aKfWdJS/WXYSRZMVLGZKn4d3aSy8ZH2Xd8h2VRHsrEZxnRYqQI28N5Z98zAuXKx2csVjnSneVbxWGYrCymsbmpcqZKHEL5ygZYjI31XdzFcqgP6q3az7jUWeDsz82/40cuVjK/Ub4R50rx+CzfsPYVl1bPnF7xu4oFjIOwdyovubFkvIe1WeXilTiIdTI/Vc9Uu0p/FhMUn6r0OWLo5HVE8AhUYJy/KyNBGSgLjU4hylfJhLXFJiWTpwzB6cTeqTb3CuyMBGS6VQInS9hrdWyMQ82rms+qbY4kFUaqkdwyvZVM11fXD0XaFeljiQ0TZRZL2LOM+KO+Ff9XSYT1jSFrJ0vsGRjJRbuotnd2kouIc+cIiCIlaOs4L47MRTmxvCvH5j3qgDKiXrGvKo4of45tZ3mPxTimJ9bJvrs4GX+wn2r8mBwcK6WPGiNFwFHXuR0cLxbnGP/L4vXZoPwvvkc/ZXYyTdyul443q5fxBJY/WY7B/mC/lD7M5+P4MD/F8ZqfZXyk2n/GEar1lG8q/qzyaOyn038Urn30fdSN2afD8H+Vk2FJpzH4KVnMyJh+SgYbLHQiFvhxQFXSjJ9HJgH1R6i2Ku+ZcVYMlgUPlcyZEziiwLCEaI6M9ZL5OAtUEqiQCwQLoCwhKTtVNqgShtIZ5aFeTE+UyYhWpV3WNpaL/sTG0yVoFvjjczUG82dGFlj7bI5cP1WfGdRCQMlw8aMJLYda4DByq+ajQpYym2b5gLUVy6r8i31hOYrZDauv+qP0dEQZ+4lylK+zMWRync8r3VSd2F83ZlEOjgOTp8qr+VPxBUksi4HZXJwBOFZu3Gco+2c5A+M9+8x0UfGb5UG0B2YTmGtYLnd6RVnxmctBKl6wPo3Ejdgf5bOqLfzJuDXTjXEbpqeKByruujZRjrPBEZ8e/ptXVCQqmBGWqlzmkCyRKX1YAlGD6iaQfZ+hJn9+pyaIyXHPVIIYgTM21m61b1UZjhwp+RlYkGssB5KsCEdMnCx8xuzBJZvYtvPdERnKN1UgzUgZtsHesyRXTUCuLdYvrIMxFEmGIxqKJMTvLLG5RI71lN1l8Ur1OeLsBBdzaXWxMT9jxFHlWeXbirg5naukSpXHfsTPzN+Y7ioGuvjIfrvc52QqnoO6MTLK4kNFXxVXs1zv4OId83kWm5jMLbjmPYPZoLKnCv/LeLGyV8wvyodUzM/snOUv/IwxBvvEbM/FINU/xQeYPao8qOIR6s6exfFiOsbxUjGN1VUcQLXJftgYZXG5kg8chv/mFRufpuXBRBE+lWSzQcnkKSdWQVS1lwXdWCebGBc0cIxZ31x/R1Gpp5KLckIVnNiYVYyeyVnz/uzISNQoWPJS31V9ppdrS9kkynKkegYjV2jb7Dvzd5XUYjlMKEy2ksnir6vPkheOZxwf1JmByRrxuSU5pBpbz47Mn1XeyvwB36HMWF4RWta2kzN/rnADVYb1Hf3XjQHqk+VflROVreMzNQ+qnyzOMd1cPHZjVxlvJVfVqxJrJefsUJzT2RJ7ruaDlcHyyK9VjoptLuEaSr84FkpfBLO7ShmWo/FzxuFVffbMrVGcf6l2nI7ORjJ+MRJLlKxRLrD45FUpsaR+BBtk5ojKeLF8FmTVoCMhjW0yZ2W6u35W3ledWzlxVkeNU3yW6cDkuHlg32PZ0aCmbKFRQ7RZNncuWSCYr1ZtG9vFhOF8iiXwKA/9Vtkoys9Id+xLpuPIO0V0Md5gWTdWjBjiHOOYquTn5iWDso8oz8luPx+DIpz4Hu18hiKuKp/Ovxl5ZUQxzrfSIeqqnjHbdT+xXNSF9df5p9Mz8w+0+ay/LD6irKifI4PMz1gMxT5XbKfSFxUPlTw1Z2cE878qx4xzzvIM2r+aU+YbaEvo2ywHo27sM8u3LOfHd1luy/qF/VF9Zz7qfArbULKZHBWrcJ6W+AfaB3In1JvNv4p7OJdM/yU6r1q8zhhxoqwcGptKIM4AUU6cBGZUaqAZFHF0fXN6KjmVYOQIMRvHESNRRCPKZzpgOaU76suCWQWO8Jw9yVXAAv0MJJyOjCl7jInStYX1Yvv4nJWryJvLomylkyKXjlS6dlzsYP10AT+263wg1kPC6sYCx0B9R50dWLJamsDa38eA+Q7nUY0/e6YIVnyXzY+KFYy0KvtUpIqRc3zHymJOU37ISDgrE9vNfFTpF9urkl7Gc6IeSj7GZxWz2fw43sTmWhFaFV9wjM7s64pzYYzH8oozuzyq/DG+Uz9M1/i+Ys+oE9OB/WblmZ2xGKD6XrE75LGOs6hxcWWdP6qYzuZL8ZIoL8p08VzprWKCyxcujiBWLV4dARupywyZBVYs75wuI0isriKgOBmZc7L+sbL4PrZbSQhKXwxiLAAouDlFGWh4mc6ufWcDlfpMXqMGF+BVMFe2h8jsTtkR1nVElZFJVpYlWCXP6e/acnan5MZnqAOOOUuoKvA7gpCNrfquSIWqw95nxGXWCWN0NtYj+ecMqBIu5gsuZ7GyjGBVfCLqit+ZDEWwWfuqT04HlkNZfRYXmF7Mhkd8T/EfLKNIMspwfCf2240Di6vxuYrzKi4zMKJd5TBnQJVzqQXMDGfTmZ8rfVAe443Kbhivxxzn2o5lI9T4ME6j9Im/VRyKn5UPM06l9HZlcCzZnOF4qpygfBb75vyOzRN7pnhlpY2ITa4Nzw2qAazWdWVZwEPjYIF3fu8Gx9XD8ipAK0N2Sdf1F9tzcAQjGn4cx4zUugTHyqNclaAwAMQyLhgoHc+exNYiIxzML1T5CJV0MOkyeSoZM3txNuDImZKr9MF2XbJWOmRjhn1iMS3KUSTdtZWRnqwt1k9FgJQ+bhxYknbEuZFD+a8jC2gflRytFlWMXDIiWLEj1o9YH33HkSimu2ov8y+Mk8xvVT+cX6l4Gctn/KSiO8v7Kj6odwwVG2LxFOcQFwNnhvITtyBR86hsx3HGan5m7ar+KDvJYhPaFPp7ximjnkxnbIP5OX5mumAZ1j+lGxsDNwcsV7P1CJPJ/LCS012fRnh6lmciNrk2vCSYqMCeBVpFotABWDKdPyuDZosilVQzoroWrh3XLjM6DEYVOREs0DlkBp/JGkn4iGpSbXAo8qICqUqeLEhjwskWWFGuImOMeI3KwP5G/VzCYcnGJRpVvxLPUB6265KS0of1j+mYJa+RNt37qqzGOBjZc3bISKDytSiLPVP5NfNrJGLZQoYRQVXO5ZFR7sBsm/GRKA/7r4go6oPvWcxg467yP5tr1j7aAbbP+oPxBcczlhtBx4gXoGKmWyBh3WgXGY9UPjG/Q3uv5gWWR5hOFdlo49VyTC7zGZWjkT+wdhSXQr7B2mD6O7+q8GwXH5Q9sLpKLovH8bmzuQoWLV6VM4wElYzMoFxlyEwvpks20ew36hHLu2SdyWL1KjLduyx4uEVHRVflxEyHJcAk6Mq58WqMQc2pCjzKH5XcjACxwO4I0fyb2Tnza2WfimgxnaIsfFcdj2izajwz/WMf0QccCY5gCdqRb6bLiN9V/BTnOyNljRoYoVI51OXOCLQ/5QfKj9lvlOv0Q3lMVizD7Br7g31hhFwR08z/cLyibqyPGONYfKvyDEeKVV01HypmYT18z+JlFmtYP1AGtnk2YM6aJj6PbD6ZL+E7ZX8sPjs9HJfOeLYqj/lS9ZvZmYptykfwvctRLDa4NrPYxOaY9RdzOIuzLk5inah/fIc6ot24mIF2xfqkuIjCov8qhwVBN+nZO5yMCklSyaqib2VwlNFVA+dogHW6j4wDtj1C+DIdUBYrX20vG1+FJrDbggVflVxc8GP1HRSRYm04HVQ9FhuwLNZjgbyaBFg7Ci64sz6oQJ8lNaa/G0ts3/WjGpcwdrCxx7I4NpkuDmcmuNOUE8n4HOdeERb0h/l55ptRRgQjXex7RS/sV9TJ+YTK10xv5SPMb12sYPVYX50PYz0XE+J3ltNVXMT6lWfKZhCVmIlz2MgXfktjt7Lriv0xX1I2xvIptlvlvYybqr5mfUHZ8Xvme4p7qHKZfvEZ070y30o3FmfV+FRio2rX6ZPxrgxDi9eq0IisfEZKlAO4yXDtOBKH39lkuTFgybtCZmNZJZfJU+VVQlLIHBl1cHpUDXyJLWXoxLYMLAg6G1NzV02ejtQqn2HEiunnkrpKsrFe9lv1henC9KiSDkbS2dhk7xw5wPqsX5Uk7vrN4kfUDesjqVkCl+TPBjYWbGyUXTmZ8bMiJZVFEKurymV6OtKVxZY1udLFPjYWKq6ycWDjuaSvjgOx/ikbUfmfxRA2Llm/2LhgnTP7dIUHZouDWC6+c3KY3IwfKBtEvVV8cDaV2YLSA30l06XaB/Zetcd0xPIqJ1diFXtXie/MJ1X8ZnIcb8Nna3141bXhLNBXoDqARumSAzPKLAGiQTGDmScuI7yub5VJWhqM2ThEPZ1DYr2MrLD24nMcJyXDOXIFqv6Zk9kajARqtdiIv50vzp+ZLzqCx3TC9jK7w3qszogfsn5n9l9JNhUSrOqq505OTE4qBqq22Hi5GMG+O/3j+5F5qS5EHh240FDEVRFUREbw5jbZb6UfawP9KNMllmcLNEVama6KGyD5de2wOlE+tqlyNtONEfas/9gX9CfsA5JWNz6O4GKcj89QF1c/e3ZWuJitxjx+V77G/CXmNxZPmN+wNiPQB5i9RtmMO2Dfo2zFbVyeZr7EfI5xGMylbH5UflRjg2WRKzl+hf1W8rEvGceoxDFW1um0xK8XLV63JAYV4jL/VgbB6qjJUgbIAjqWR2ROirorVMeSJVUmIzOESpJQ9VRZ9y7q5wJHhjV1G3UwAqUCE5tXlRCZPyhyxuRkNuZ8Oz5TAV61U/G3LF6wJK9IOosXLJ5hm4q4Yj9ZAh1NJCwZZ4SJkaqYjFU/2fOsb1nMPQMYKVH+q+oqMJlZfqrYGJJB9K3R+VXxScUCtRCL7TOfje/R1lm8U/OB48NiEcY09h7lKDLPxgrrKdmVNpxfV2QzPc8OtAFlr2rxpfyA5XgH9C2ca/ZM9Yf5YPQfbJM9V/EF+6bGAseJ9dXJZvqzum5cMp6gYg/2hQH7zuDiE+uzy/cshsT+qNhXxfDfvKpG3POliynmTCrgKQfNdM2SqGsrAyYz155q18lmbVVlYUJdkiAwUVewJhFlybOxHIpgxe9Yjtm1I0kYtLKFHrapZDO/zGSM+jL2BfvOEi227fTGvmf+xBIy6yuWV3HIfV8akxTRYHJd+47YKh2WJMNHREY08BmbM5fDlF1UfJwRUBZHnP+zvlZt2eke+QQbP0auHWlk9VzflL9kfcX24m9HzrGuipfZmEVdsd+OTzE4e3C6nA0VHpctiuZ3a8bW8Qdm2y6HxfdZTFf9YcD3LBZkfqbyPhuzLAeqPM34Baun1jIjXMTxGDWXbG6ZTqibkr0kX5dPXitkauR5JrvSMTawWI8NttNNJfPYppp8NnGVpBvruuATf9h7/MySWBZYsn5VCMSSdxWMkKdGHTFgYbJwQdn5pbJVDHD4eS4Ty0cdowwkmVEGtll5xvRggZnFFQccT0UQXCJVxCJLYiinUh/HwiVC/I31qgldkSvUvQo2lmeDmtP4OZszRlqwriLALl85QoY6q3xbASOHKEPFllhOxRys6/iDystYho0L+4zl2WeMV+xZ1J09z+YAdWblMabFMazEwc75z4LxXpUjWE5BGew95iuWh5jtOLuLspdwc9V/xncjlsYbHIdYV/myinlMJ+crrD3sL/YlW3O4+Kn6hX1jNoI+rWyOtRfbqvr34v/ndYS0jUAlwvkdc0rmsDiRLnGgnPm5MgYXKByyyXHGpgJ91ANlYKKKfVHl8bNql8lw48AC1AiW1mvkYIRsfq78i313JFUFRCWLyVSJxvm385csfij/YfIYgWVEFOVH/2LxTfXdyWRwCRljoWubjS8jMaoNbL8afxQU+Wm8hDg/bFzxPSN5zEbiO2V7zKeY3Pk9q48kWJFdR+gU+WRyY3lm00pX1o7Sk+VXlXOZj7p5VL6DiwXFlzB+MZ9m/cJn2ZiOwi0MzgaWV+fn0+TtE79nOTL+xvbnsugraMPxO/MnlMl0YbYYZSte63gz8w/UR+X2WI/pxPqA75nvVvmX40bKv9R8YL9UDFPjVeU9qAtrp+rfQ4vXvYnCiExnjM5QVDBWQdcZcLVPLoliWSdHGSsLFE5GRf8KaazovaTtrL1Z3lJZjWeh/EmRRfbdkSLWnlo4ze+ZDapA7tpgOkZ56J+ZL7kE7PybEYDYJ/VZkUAll7XrFhZqjrN4pJ5XiIPSc6QtrNvx4OVw48Hi8SgRRgKt8ivKnuswgox5V+VlZf/MfrMYktVxMTDqyXLSSKxgBFIRWLWYYGPBfANjHvut4pWTgW1jP9VYYBsq7qp3Z0WFozGuiHVxXlReZjYSbTSzKfwc4ewXfQL5NOZtZ48ZT8GyI3kQY5xrA8cLY58bE2yP1YvPqus2t87BdyyusrbQPhzPG/HtocWrImZrSMdc3yUNnIAKWVMO5wwDdWcJQSFzziqhU3UrTpkRdSeHlZ/LZQGoupCoOtAIRmRt2e4jwQXRGZUkOX9miS22hfUYaVO2zMrGtrJ+sj5HvTFZxRjkiKojl4qkRvlZfytjEfuRxS3Vd9VvbF+NN9MNyWuUgbowIqJQiaFn9nn0a0Yc1MKCkSuWExVZw/lzOR51Zs8dmcLvGU9BH1F5ScVB12eszwgc+g+LZVjfya/4VsUn1PggIY19YeOE8XKUH0Q90Q7VWJwJapHAyk0TX4AxX6zmY2Yn83fFIZn9uDyo9MM8zfIs+iTL4axfOJaog+MuOBbYtqrDfJ3pr2JahXdknAD9DPtb8TW0NRfDVD8qvCWivHh1ZCVLFqjkSHtsQF1QUwbA2ndJB2UoqAlWhID10enI9MJyzOEqQcXBjRNzaqVb/O6CwVrdKnXOnPAcXFJw/o1g84u2yd4xO1U2kiXRkVjE+qdIUkYimS+w5ORiohobRSBjbMTEHOWqZM6SP4tXyr/VmLHxU32O5VQ7jMAoOGJyNjA7ZeTO1Xc5f5peTkbn7/NvRmhUrlVtIw9AsPiCP0pn1BP1UTbq/Ab7z9rFOOVsv6qvatvFDiUj4zQ4JmyM2PeR/IsyWIw/q39XFxcYN7GOGj9m40ymax/bZlwg/ricivpjDsMybnyQazAZjFdkeYm1i+8Ul2Ex2fkai6NqPJ3ebHyyOKZsppInXHkXdxWG/sGm0WCxJNgxUsTIi5ocNaksobE20LijDDYBmdMx/REjQV0ByQHrK5Ydke2gnE0928KWMmfKnKXxLBjRmZ+r8jMwwFUCu5OrYocioSxxqQDMfIMFcEa8HMGMdRWBq/RLjQ/TJYt/WJf1hc05ysqSqWtTyclspfo5yorv2+dfgIr3OBcRbKxdnK+0gd/VfLp8y3wA22e+z8ihigGOGCo9sP+VOBH9HmNEFieVvSt/Qt2R3zBelcU+bCMD43b4js076+eZfVvZuprb+Bs/x2cu32N7LIdE3XCu1ZyN8AKmv+L0zP9de9F/lF9hPfVZ5fOs36o8+uVcFuMN813sO+ujazf+RtnqmeKBlTimyjEMn7yygVwDFszn51XypHRhE6QSgzJu53hKpgou8b0L0EuhnDYzNiyPZdn3bG5YXXzHHDjDiM2x/jReDkeUVLJRBATlqjlG/8ByKhGo5JolCUfslL5RLvMVNg5ZgmS6s3rqffyuYo9qT/UL+1IlqBU/ZEktfq7EECXL1cuIw1mAfjaDkRx8h3B1sF70JTXHKCfTD59VSHmW01kZJYsBFwsuhjiy7+SzsownsbgZczrjVYqHZCSYyYllsJ7iEJVnW/PNRwH6WMU/HY9VNjXXxXLKFpTPRj3YM+bfVdtU/WBrCubv2B5yDsZHog7M59Hund/hPDre4fh85msqlqIc9o7JZnEp6oGcy8V7x80Uhv+f19ggNo7vVWB2A8EGP5NTGWhVH9thDqB0Z0asgrZL3FGWIsJY1iU9ZYBRr4qRK7kVjI5/hTwvQSe8MTDbqYyhCojK3hSxZL6EyYT5H9Mltp+RReeTWE+NDYsfSp7zYSSjaozwXcWHYx2WrFi/FOFR7xnJVjq5GKX0RnmsfuMlZGOs5giJhyKezBYqOQh1jOWxrezZ/D36uyqn2sa6TJ4iiUx3Nh6xnPM1JKmMBDLZTB8ExijsE461mj83x2o+UY5CpW9nhctL8bfjfipfMH+u5CH2XC1cULbK+QzIr7Ee66/KVY6bZDFCtVnlMy4+sf6yeWN+ivqxea7wEDbHjtugbNdX1q7jQwqb/D+vo+TBBR7mDFjHBc1YtiIrC5KxvtNbBWcWUDARMh3jMzbJUa4zKGy7YiSZPNSP6Yp6O71G28x0YPIbGippsADuAt382QVHlZzQDzPSgv6k6mF5tDNmdyw5IdnD/mQEjenIfJfphkkJZeN4qGSFiaiSLOL4sljE+qzGVMnH71mMcjFfjc9Zgf5WIUkzMjLJCCp7Fu0BfQvtkfmRItoIJHiMTGN9lofjO/yMPol9QH91OZ75vnqvSDibX+arqp56Nn+P84cxMJPleJriLSrmMR06v7+AjHsyW2B5xuUNfO7sVunEnjM+izpjvoy6MFlKR/RHNT5Rp6y9CBXTWCxicYK1EWW73Ij6Mv/M6rFYz+Sy8UIwP63Go2reHro2zJB1QgETkgtiyuDVZCpnZc7g9GABuNLHitOrfrExUOVYcqw4myMibCxRH3w3mkQUYXCOOyJ7iU5nBgbb+GxEhiKeEc53GTnJkuT8PNNttC+oa7W9CpHIkl6Uw5ILvlf6K/nqfRZvnL4ZXFlGjKvICMbZ4cggIrN7VlcRQta+qh8/Z+Xjc0X6MFcr3Zw/ZT4U62Q8AmOaiwHKlqvcg42v4iE4byr+Rm7ASD32DfVBso7vmJ5Mb/ZzZlR9IZuf+bfK4XPdTIbyN7QZZ+NRZ9Ym6xv2n8U81RbGPNcvFiNYPfQl1n/m27FcxoWYT6E/sZii4g/rH/IOFtsz3oe+ynK8i50OQ/9VjoMilg4qkSlDVPViOfZMJZysD4zIVfoRZSnnnL+7BOsCNHunkugoGWSOjX2Yn6vxcYmc1VUOVZ3rxnZQ84XvMijyy+wG7ZmRJrRLR1zxOQZTZtOYMBjQx1jydHVY4orjwvR0cQTHKbYZ+4I6x9+xPTfeWGdJzGfAMcB2lA4qLjVeALMdV3aaeF5h88PyjCJGSMrwHbNz5jNKDiNvrG1GRpE4sroZFHlWn1WMimDjibEr40SxDuqCZWJZFgNifRUPFFxeZ3PJ4p3jd41nF0Dzs/guq6PyE/MvtEX87WKOsylle1FfxhtZvyv5wcUt1AtlRhnKn0fjIWtb+R3rk4rJSh8lG+MZ40hqPipjxvqajQdi9eJ1y4A2AzvvBp8RSSVLOViWSNg75wxVWYrIVtt2k+0cMYNzZiZbOSi+Z/OjyKrDHkT17ORXJYT4LL5zYIGwWl4RpijHLcJYn1hAZ+8zEjz/VounjDQwuQqop4tZ2H+XTFlZ9sx9HiWNbsyqciv5YrTeo4PNPcbi+TeSB0Wu2AKqEvsRzPeUHSrfYuSI+TYj3ZiDXUxQvs/GrMolML5WcsFcbwAAMhNJREFU4oTKoWwMcP5cjGVtoExsx9V3XEvprOI+Lk6QPJ8RKr+6WJ/NOdq480/FLVkcyfIQ64vLEbGNLLZkOqO8+D3qg/VZ247nKB7luD8bN2fzFZ4V+8HiGouzrG2cA2d3LOegvmrOM6xevFbI7IisCNU5fId1VUJEg8BgiE6nkgvCJRSW2EecQrWHpCMrj3oyx8l0UQ7mdFRw5JvpzuqpMlWMLCbOCiR58RlCJTVVxpFP5c9Odiyf+S8jtBhvFKHOiNgs0+nB+s7kK6LC2ndxBeW6cWa6VPuNMkf8lcl3PqoSJ4t3Z4Yj+5iP5vLzu/l7xZcU+WG+Fv0DdcF6WTmGCpdw44H9dHWwHUZQkRQjoctIM+Z7nDcnj+mI8YKNWyXeqj6iziPAeo4onxFx/hmXjWVUnmHPVH5X9oifmW+5WMzsnenM8jOLB2xMqpyF6RLloz2yMVO5juViNZZMP+bPLE5V/RXrINdRcVjJZLxJ6cDkuvIOi/+1YabMGrLAgt78nA2ukpERLvadEdUKuXNgCR8NgI2dqpeRB6ZzRhJZQHCyVaKs1GHtOR0ZtiKjLNGP6PGIYPalEqDzvwjnQ8zWY9ks+bqg6NpXeuBnpk+sq5IH2hXWUbq55KX6UJHjYhr6MM5JRkBwrtQcqJjL4rzqYxb/Wd0munU7j88zkqSej9iDK4O6q+9Mnoon2Cbzc0a+lN/iu5F6Kvbhe+wDtqfgfJrJUP7lYi6bm8zGKjm2Yg9nz9fMzpg9xfFynBjrMD9icqMuKjbgO9WWylNObnyGOSvjy4yHuPwc9UWM8iEmC2MPjo2KmS4GYf8q/h1jo7ItNm9KrwrPqcY1xJPLBlHAOY0SnxHK+F21oYw7C/bOCZieWaJ3ibhKOlnf3HM1NtVglo1HlOuS2P/X3rnuWJLcOLgM7Pu/8uyPRQJazkdScarGbleGgMbJS4RuIVFM93iG9LpzOC21BkD0fKOLfH6rbOqvnT+tc8DmhoHrBweCaQ+93/So65kE4OnavUvYpX6l+DVO0uV6kuLbrCd70y6ta71KeJH0Ohtv7mMSV7f6/rmeazZEUdduajv1TOod8mvjD4nzMeloWDb3UpyJp2zs0r7Gddr5T2kYuJEtWW29uuEvJ379Nml53ta27k+1vdHf6lf3p5rb7G0ccxM3xaY+bfppO9c33MDZcn6Rre0+h90b/E+YeMLt9NlWvvWPDVMy0tBw8tdf+Z8XVzv6q7bVn+f580d9TGDakvkJgFIDzD/UHFToMze6Vu1RzM+ve+eaburUd66xnR4nbt1mEH+i6wrXzddX/18QH3FnQ0DmwFSxwAHmpi9dHc++cXhBuhxOOcA+wQYaFPpu+jrxQmM7waw0UNSe2qE8kk9OyN8Zq+Jb0jP3NLtvEj1DNwepLxNut5mvOnSO07knsjlj0bpxNar+Kp6lNW7e6r5U744Lpf7U/tZ3s89ajImEUg/PfcpHNH66nvGrLw5vSYfjL+rf23uc+uPry9eX1gNd0/nROao96tPGHwj325xJtUG16npac0J+a1wOb6gOCQ83HEIl+eJwunEQnQFqT3F2M1cd7lH+5h7lDCc9vf6b1waGbshsCZzu0cZ6pPng3m32UizflQTKzr6KK8AG4DSAXZwtb8lnWr/J4zY3tGZ7Tpta/Okz/2+VTW/PZ64v22/zYeqboj2S6iENA6opFxP5Ru+c74kcbPRu+tLpdliaYqa8zGdtbYrxZBY0oVr4ZO78ZtliPz3bnLvq3swX13tO2oxzetqzVt/Nt1R/+tzp2exJdZzOKPW7259sbPWTP1uesNE15c09TrMxzZZW240bJR6mOtMcbvXseIPuT3o3HP/Zs/0e2PJtjdvxmOQPxeqw1PXQ5myn7ZQPsplkm/8pids5+db/53VDMtJeSgYVyrzeFFNKsNNLcTWyPHWSbfXxZBg1nzaFlnRvhtupPD7NeKctWu/8c2sfHzd+bojJVtdvlQSEX1/9jLZkwwGw6m5Dg+6dzuQP+e7wRvPg4tX635BzXedwLQ2jlu/pX8vPjCGtnz7RGUwdzkfyofWiy7HKyRD87dKIw9fX32tgi83ujBv5TD5oP+gatb8ltwljdF0jdanH3XXjNmkubfC58alTzkDvXWxqT32b6xO+ka+tBt4mG5xMfTnF1Zi+S5if+HuaseSr67MmiaNrPbkYHZdwdUg+tFw0bpDm7VxPNZAwK+G+3jusUTvpnfOP8tN8crL+x4bdAdCg2RhPRaPP1JbTM+/dQKPhSus3ZKv5M8FjxteI8dZeKp6tUFM3skFEnfYkwJu6pn335zSuxz7VqxJr59ubJJGFNnDcu9ZjqS6Sn7pffdXBnfS4OGjQNKwhXJz3G9BXPepjiofWp1rXHk7DVXs9xepkxkDX6nvS4/adYOpbRM+ykR595vQ91089JLJKz9w8pvpyc6D1pq5pfd/0J56jdlKeVRfpIVvkp+bf4WrrrYT72luNMxBeONtbYq3r3zyzW90kbkO8jT5YXD/SjHD8j3h1w2bqC9pDM5bWuD5z3xiu3smmE+JTjgtNf5qv27lHXE7n7rRJvm/E8RaHQwl3T/t5/fFKBMoV7SeBOxs0eKnBpjiilppK/dgUO+0l2ebjZLBs5CfturNKuXd6XFHTH927JaVuzyW3fxcHXkSItIdSfeh6spdIT9vnPoDSWl3jiLg+S3rI1yRbHEkYdEJ8nQ8JO12fKAGZemb+9J6Gq4v1BOuoznRGvFn0TB4hjN2QtNRzapd6362dfiWMoRicfuoFmjmqy2GWI2e0ZtpSUkw5UV9bv6gOd+1y5vzSfcSVZq3MdY6UJkI9128w+sr/rz+aB/pO+4l6ONVM4nR6btpnOj9d/6k/7pmbDcQZHFY57kqcYeaMrtVX3U/+zLzoGZBP2kNtrpPQGVLfNs6h/quP1PfNRpslTo7/5nVL5B45ISKq14EhrZ3PaADq3gSUqZHJB7I/5bvge1qsjTQkAEhNSrG5+40PbnBSHCcFns5MG6yBwW+X1geuf569es6nwyXVCWGNI+LOL/W9kfVWj21gUQwnz7XWtR83ehQ3HSGgPnekWeOkGmm6aG/yP2HH1JPw6c2yxX/qFVebKcc0c52NtD9xDD1752/jAa3GyFeHK5uZSKSd9Kk92qu6CYNPfdL98zfl0PUfvafY1L+EvZsze4M0zqXXcx3lveFmwmfXZ/Ru7lU+RnWj/iVuTjMmxZLiJp+nv8plEgdwdZ16jzDBzVyN3+WDbKpuxzHIT7JFOaVctZxtZf3/edWkpgOdkojXXNNs0no6ZEe6yNc23B0JS/HO95Qvsu+GrMZ0Kq4xk98aw6n+pjcV9nzmzmnTYLQ2Ncvbh+HXlwfdr6+eH3dOrm+07qkPph595npIfXA9txlY7j3VYutpEhen7tvWu4tv65ezrz6rHTpTtZfIgK6dv2rbrU9xvVlcf9G5UV8kUqriznTuozVKdlwtpHnahGYA+Z5yQjVHcau+5I/qc7xk5slhKelzcZKNZ6/Wi/rV5mib7/PaYQetIftvli03S1w09XHjqtozdEZOl9qa+jc1Sv5oTjb96vJAOOX0pdnm8Db1rYsl8QLiJuTrfObqZ4OplPs0F0iv45snuP7RfyonEZF2uPT8KaBZSInIpsTPZnGEh+xq07l4m2jxTt/UV9K/GY7km+bueed8d+A13z/75x/11zVU8reBUtLfxNXNFuzfJgSS817zrzWdhkcim9TLdNZpCJ3WSRscikOEc663yb4CMvmq64kMJBJIvZR6MOVzKw2viHBSvtwZprNVHVSPbU68RfSsaa65nt3WqCO5ajfVsPN3PtN3anfDCdLalhtaT3iyrbvGOyh3TTf5Mp87rCa8Iz9UFOP1na5J/m4IeMLcN0nq0XnO2h8pZzp3pr55P3XNNe7cqL4dxyU+kWbyhtOpfeqR+Udz4HwmOy7HiSOnc/kUVzS2JDSH5/Ppm8PxhKc6IxT3FCdOZvZHH68OUNTpee/0JGJCNh3B2zTJ805908RuBmMCWbKV1tG+Two36ftE0oCjYtvacbWhwDHXOpDUtY4AJXB5uzgwJyB35EdF+/P5pf7SPa1ntC+TTooxPacYifi1+ieC4eqX+j356TC3PdP3mzw7LG3D/Pl1OZzvNyRkQ443w/rtQuRNz4FqzREc0k+/apvsOeJIfUaENM1r0kck2WEIEWvV7fjHjMvpoRhT3U+/9N7hlOtBykMirRqT+tdy1WaAw9U7w/9PqIfpY0PfUV00/HTnQDqnNP6eeto9d/44u9NGmp8kCZNU7yfzV4Xyp72Q8NbZTf1E62geOP1bfqh1qVi98Y/k6OOViMiWFH6yppEbAnht0PnstMjSOx3K09/p20aX098K90RO91OTko/T11PdTe+839QKNY4jZsn+myQRE62BDehPvW6AOYJIg0r7OA1XxSQi0mqbQPa5Vt+I6KVhoYOUhIgz5ckN0A3hnXaSEKnYnrn63c5Rf1Pe1ZdpS3PlzvON4upqvpvi6mfT/6nW0/x27xNhTfW5wXnaf8IDEjFPHMDppfmkvp/gsGIPYZLrvcZ5dG3D0sbd5j71s2HzW3ubamRTx4rDjsM+ehyGK/66eaX94Gwnces2HNGt0b4jHJy/ZDt999B8Ut2JP6T9xHfcPu0nx2no7FMu3Ixw+1Ofu9g2cvTxSmD1qQMbwvIkvJHAVjD6zIH0tDcPvzUFkeu5V/0/+WDart0QhjbIdX8iiKmBT+QEnE6K+8S3n4rlv11cjj/JTaoR6nu1Tb1DwD3XEGEjHVsySr6pj2l/wkfFFyWXmgcXv4tJ/WpnmIamkl5XI/RO95HehkFUA444t7N+oyTcbGR2M3/T3rlP7agNIpZqI/Wvm9VE8Ilgaa3SLJ/3G90ubxQL5Sf1R7KTcCoRdj27RH5JHE6SPy4WPc+EA2+UxMETT3IY/bxzojPqeeZ6keq61Q/1D9WyPnezQePVXkr+JB5CdUzchWzQDKS43HPCg+13hju3Fp/yFcUCx7HUpv467FMfkvzrrw+nuwOjVtyqYwuIbqA0nW44q7TiPBki5G/ysx3W9oi2oPTJuvR+c9ZNmk8OwOb71gDu/Xf8/k3iyJjeu9y6Pfps1gudK9WV25d0OR+d3ZkH57eucToTdrS+3/bid585nEy+qZ+tL1V/Ixy0R9dRnW11vklO5uvXV593qQ91vz5TO6mvE2mlmJwvdN9wSn1WG85uwkXS0Qi5W9tq3unc2tjMyO2cSHocl2s4O/V8l3P8t4rjXY13nnJ2d5aNC7s+POnvhBWbeE643umcSbPf9exmzjldydfvzP3GhRqutTnb4kkzZCNH/53XKX/9xV/s3wGTf/0r/+3a1K3FqfvmPb2f/rsEqw7dl/zUg5k+qN6k77vg3AbqJ3o+LbZPbSoYpWZx4gCz7fvt0nKc+oqeJzCcazfEd+pLHyf6q8/0eSI9GzKmetWWG3ANN+b6RA6cbOrY9XGy9VMYRJhIOXFYqTXjenmT5zfIrGFXU6cfQa6/teb1DFzPqi/TX1qTsMT1o8blZj5xCsctyJ7qp+eqL/ky157OL5ffhqVqU3NIhJR829YczR03A9TPt/e4+3hJa6nG04fNrEPtNZqteq123dynuZxqWN9TvVGf6lwhzFFfiK+rTxTbFJf7xKV1DpJPCSudH7p/y5UojymnJDTPCWM2cvwvbHJFMn9PQcWR2K0+KrjUJMlGGuZu+FA8dOApfjeAtgf57xTXvCeyKdJ5pomUUgNs/d2C/28WBzo6dFSInNEaAsq271m/HRzu/BRkiTim3tThTb4RuU2DSO23vc9ajSmtaZKIgfZcWr/R6e5bvyom06BNs+dkEP5GccTGzRr3jAio07chMOTno1fPjz6gdI+b0TrfVQd9FFG8+p5IvcvBFp9o77TruBDF12YaPU/9k/CNONQGh1x8G38bZr9N3MzQ83MzaP7O56lOdFbo+lbXygmSj6rP9S3FQHOz1Zr6pLNHbZCOxEeJg8zn2ssuxxvMajxkWzf0O+2683FxJwze9vZH/8Kmn1r3CDl9AlBpkM1D3xJpOlxqTndIrmA0vpanUwJwmq8mm4+KVqTN/oZgumGpfrbGpH1vJrePaJ8QWJ3U19S7IVCuBhyBJKKWBozqnDY13jQ4ND9zjw5zZ7f5pTrnM/qd7z+pZSUg7iNhxtVIgotN80hx0DN3xjQwN8P5LTLz5ObgI1S7RIiIaDScVX+cHq3FpItsubmdSGSzQ/3gamzT94RdzzX1mObpJ+eVI67ka6sXvVc8Uf2uBp3+kzr77eI4KfXXZl/6UFG9eq7at85WqguH96RL17eZT5iiWJjml/tmcHilPbPBMu2JtK5x1nSOCc/1Os16Eoo7rdHnn/CX439h0/yld5+KS/Z2vSN6BJZUjCrpkLX4yTe3PoEC2dfhsCEG6Vl6vhECqUZeT8U1v/PnNC/0/M0kl+ryBCifPfOZG2iOHKm4QaXPdI/rbd0765Z6efqvNUbDlJ4RKUixpkHnek7ttn5JBMPFotcq1H8nwygNtKlLyXIakJu8/3ZJBHb7/NHjapn6SvURlhCBTgRI9Tu/p61GPJ0PLTeOTJOPDkccl0prCKsUbxJmE6eZ6x3nUJwhHdR3DgMoP/Ne42pz6I2ideDmKtW800EzhuZ4mu3pvGdNELej+na14fqn2U56pxAWJGxI9U75mnsd5qUz3PbEZl7SOrfeYdy8dv7OXOg+9Wcjx3/zulF+4oDuSaClBFKL2QFtKnptKLXlBsVc13JA9ue6VCRuaDshu98FfjekNz6oEGg5HT9Zaw5U0vs3igOl557AldaqTuolqu2k09U2DW43rKmW3VCb9zRoCW90D/26+JJ91U941fpUyaXuJZLy3aGTcrMlDU5/wsYtfrxB6AypFlx9TB2qz/XxI66eTz5KUt21+Tx9/sS26iM9rtZcLzkfnz2KKZu563o/5Z/iTDWha+j9jNWRddJB6xJevn1eO378/FJ+qVfd+dF8mXbnsyk0I91Zbbitzlk3jzQ2jUH36bfBs8bVnJu9aoO4ju7XdRrDydxy55j4jDtDOju1QTxIc9XuiYepfxs5/v+8OvkOmFAxuI8/teUSubGjkgZaA9I0DNrQckQh5cRJA4pTcYOF/NzqawXqQJjWnZBdsrFZ+wah2k8fZnpNH2oOyNUmDRMdWHNopCEzrx0YOz9pP4H1SQ87Ijaftf5pmEQxkM1W83QetJ4wIeHOSa81DE5Y6wjGW4VIQsLzea9kq9XEIw4fyL7q1DpxuNHWOXzQtYpvij9z33Ot+6nOCKtS3bvcbHIxJdnRM3Rrna2ELUR0U8/TXFF/iNjP52+f2dSHVN/EeWd9znOjuUfnk+Z168U2s6a4vlBcSXMq1Z6rWfXNvddcaT6nzaSLfrezi/pyOyNVxzzD+c7VT4vPnfFPce+PPl4bmTqVNFCpaaYP7pBckVPRTZtu8LliU58VPMgfGuAbX8muyvYM2nBK78j/E0mDMz2jM9jY1mb5FCh+u7jecsNBhYBuM6RSv5Mu8s0N6umb89X5oj4kQuXsuGcag/u4cM/It4ZN5I9ilK53WLqJb9pwZ5PyTf4RLjYC82bZ1r37WKL+onnmMFnnrPNJbcx3Tue279yv5oNm2WbeEr41bJixuvnvCKL6rfdU/6c9O/e63J9grjt/ilttka5PeMdvEsX8R9wMaPPXceuEra1ftpySMD/h1sQUV+uuv7bz2cWWvg3UB9XleKjqIc5BuN3OPvGmFq/DXYdJNKfJ34Td22+cRz76eN1+NCTZFozanb96PXUkH3UQu4NtQ7cBhItnMzioKLZ7Sb5zXqnJtmA1xQFvyy/p+E4+Eol+o5yAXdpL7zZ13M6jEbR5nz74CER12KnfKmRzOxjncxfPKfkgnae9sekB/VBpe+mjpuVK9Z/k4nnvPireJFQHdH6pfhTr9Q/hMNX07CWtA+o315cNP7SnE/FWG5QPR0xP8JGItyPqjhy6jwhnn9Y6spn6jPKUSHjyw73X822cTGN5o7S8zjwmvHbv6OPF+UBYQB9gVPeEJ80eYQDh0Abr5n56pz1IczvhksOPFB/5r7acfdJJeOiwnPxMOOrE8Xvyu9WZk4//UzmbdUnaQZGu9nGjDaK6yffUEHqvw0/3U0zkJ9lpQrY/8fdT+86XT/e7hjsBzOc3fWQ42Tb/GyTVZ6rvud/VfvpII3uqI4F/6vOkVwmhA3fnN2GJ5kdJGNmf9lL9OeKqsdN1yzu9c6TdvUsxEKloQrk8uZ7yXaz6b5ctOXQExZ291rfihFv3PNO1jsykM3a9O+2qbo1N5wjVNuHEFM2DziRa30RJPuXSnVHT6Yi+xjLj0Xsi0er3tOvmiZ63s0exvLm36YNqPp/3rs9I3yNad3PdZsY+OrY8X7GFelavW825+FwPuZnXMErj0/0a4/Tb9Q/pJKHzJ5xza9M11QnxbsLMhqfTjvtt8vHfvNKzE4IyhcCUCokKau53AzIRODpoB+Dq06bQUmOn/Sd63H06D2q+tt5Jym+Sk/UJjDbD3OXplFj/RtnWllunA3I+e/QQKXEERu05YvVpTAlA534aoERSyV9dq3lSH1pcbqC0s3ND0ZFXvXY2TgdwEofBFIv+mc+d3jeLksL5TOduIjPtoyLNUUeEyc9ESKeksye8SbXgcIYI9VxPPIH61BHATZyEPU3nZr/uozqYOdjunfuaL5RnXdtw643S+GnqRddnpJfeT5vzWXpH/k+/qEbdTNFYVNwMob20RvNE3IbicTFrrW9npPrw7CG8cBiodhIvaXHpc8qJ4wQJJ6ZOep7k+OO1AZNeN2nkS/Xq4EiD1R10I1ubvXTv4jqNMQ0KvXZ62zD7RHS4b/1xssmde5/IqoIOEf63D0CSVM/ufSNFClx6do4oTqHBpf4o0Ot+RxjnH/KR9DugTQN92vtpENdYk219pvsI4/QsaY/TqzaoBhwOE9brukRg3Ps3SZpxzy+ROT136k/CWEe4SLebs6rTYclcn/o09ZTzzc0Yl0OVGUMi1Lo/YWnqD2d/3muu55kpFpJtyjntIXF5f941LkZ23trbic9SbylX3uhqM3jqVV0bPqv1Q3Z0Hfk849aep3msta+cljCp9S/p1jyof4m/6rUTt8b10vPMzQK9dxzIcYLGaRweJV+SfPSPDdN1IjlJ2gCY1zQIqKBcY5Ae9cWBtBbeFrzdQGiF50T3ngJ4s73Rd3K+p3qIhJBsyAWtfevAa6IkU2tB65dITQNFtUd6W206MqVrdQg536i3daDN9aqbbJ/ErHEkAtHsNSKh++h8ifSeXJNvDofpflsDjgQ4YvVm0blJZMyRWyKPz3NHMNM8nOsdKXW1S7VJpHP6QD4lMn/ac9qrbaa1tdNXIo1uP+Uy2XPnTNczl6rL4Zc7k6lTsdfhIMV5e3v/MaC46XLnzkHXaG3pGtfHbWZv+oLsJr3PPpr37tuBcqZ5IbttNk29m55U3/VXczL9UKEcJe6hPtAaN7M32EpxOT+drD9eNyRza5SEyBCBnbPlBmKzQXbmmlZcTtqB6AGfAPJP+zHfz9+tzNxv984zdn/UP3qW4vo0T28Tl9evL/4fkNoQetYSOKbBpHZpvWIDDQitLfWL7Lrhpv6ouMFBw3XmLvV9wwQaxilHJ+Jidn6ozflOceEkf1PH83yjI5GNtwmRPZcTqvdHR8Jd+rBJPab6Pj2rVJePPuo7R8xTXTns0BjmPup18t/ZTDxm7m9r3HzfkH09GzorR66J2Du7kwsRF3Nn+VYhXNUapRqkj44prh823H+eof7ONYoBzj7hz2YeOb6wteHiI6yjHKVeIc6rfZH4iqv/T85R+0vjTudDfd58SJyk8SEnH/1jw/M3kY+NNNAim881JZP00x6N55ODawMoyZZUtP0t5k9AflM8DsAcUTi1kfLibNO16vnOmf1G0Ry3PnB5cn1FQK/66APHAaMbGDpUlKgREdXBroOVsI3qWrHA4QcNoqnX5SfJBodd/Bu9pzbJ1nzv8DNh+FzvckVnczIIf6NQL2tvpHy7WtdrN6dpHqT+Sc83ZFfJse7XZ9P36RfhkMara4m8EqdRv6f/dE3iSOhmD/mq+qiPtnYcEXe9rrZV11y3meNvETerqL/T2ev1pjb1LKkftIeSzWTf9anrM9Kr69VW8j/xHVeLhDHUP8Q5SHfiu8SfHG+i/qIZuZmvCaM2a6Zfmu/Nvq+vg49XKqKfkOSwIx8tkW746Ht3SO6+JXZ7WM9vG2hNT8ob/f6EpCFEg+ukGJ0QeBJZcPs2ZODNw9ANQAL/530aMkRIaKhs6z8RO3fuNFxoyDj7NHCVCEx76scp0aNYGj6l4ari/EmDiogQ6Wx443KmNikewhHtfyIALra3iubP9UjqV8q/2qDrhK9Ktk5muz5zRJfiSDmgtYoVRE63HMZxKYedtN+9m/tIZ/KN8E15lK75BPecaC20mnmzJG4z8ZD6qc06OvuE3Yq/0wbhzjxf4teKHfN32mszY/pFta14RrN1wzWp92cOiB8r3mn8VP9uHrsckT13lqrPYX6qDT2TxK+2vDDJt//mlQ7+pyQRO/XJNVqSE7Cka+cnHX7b84lsY236t6QvkWtHglQ/ARQ1MDXAo6sBcSJZ7azfJjPf8xnJdo0jcnMNAS7ZmTpbfxK5ms/pesajtUlDOdl38WyE7NCgccSD9ExxeJTyn3CAzsSReSIZm0FJz5I91ft2ceeYSJgjTW4/nZ2u1RlLZE79cQTIcY1EHvVedTvymuqN8kPkUdcRVlAvzOeOCGpu2xko36HcUK/qHpq/hJtOaN5TbPrrOMUbhc7P1dzzS3icckrv2+yetlJPpl53vE39Iq5H84Q4p/PV1b6TzTxW/NNYdb3Dgc2alEc3JzdYSTN9/uq12nO4ov6f9PX/rFcOg26AfAdQXFG7aypeIndOtyvWVDitWZ2P0x49S4OniYvZxfMdIb/JB+dPIks0VNW2nl8a+lSnBGypbt4m275OGND60g1XOls3wNLgI3Am31pfUE24Pqc4GpFNkuzSoFG/NYaEbyou92Rrrne+U86JdMz1tMbFozZ/Cut+k7h6muLqnd41rKdZR+/VBul2deN0tN5OBFrtNklz2/WlEk+aYW0WaQyEtxTTfJ/8mzrbbGx15Gpovtd6aXzm7UJnr1zK1SPVSpoZbm7Ptfp+W4uOa6R57nxMcz9xR9cHiWM4vUkf3af8beev4wTUd+mstH6cHRdTOh/CBOfjCRf/6L/z6kQP/HQIUFLTnvmbEtv26fCb/qse52M7XNVJh/0dYHbgorbS+u/YfHI3/+g7FVewbf1z7c6LGnb665r3jZKGhFvv1myA2H3cbOp/rtNBnUjktp40vrZH7bQ1TZyfZGPa0rrXXNLQdTodVjg8dGQj+a360pDT/VuCezIEf6sothFe0jzcYuLEYKqjRI63vtNZaq+6vqG5Qjr03bYnkn5a53qy7Ztr6D6dk+aIMMIRT+ozna2qgz4UKC7V5/hi0/dGSbNOr9156zlon23nivpCv+4M0zu6nvVLOOLio3wRDmpsKb9OiJuo7bmW6t9h2sYnwvFpS/WobYdp6qfDAD1Tup+6afZve/zo3zbcSIMGu3UiASVd070jQ/OXQFrFxZiKcOpzBfOsoWL4jmya40TPPyEECs43R9A3zfDsdwO/+fVWSflJgLLNq+tDrf/W40SqyZYbas9eqr324eTy4Ia3E+p59bv5lvK06akTAqh4TiSIYnf47/pVcdERq03POmx/mxApagTB9e68VyL5CH1wEZmavtAesk1kzMXhdLhYU025WZO4A+Ebkemky9l2vmz6gvxJs3WeM/k9ZYtJLr96Zs3W7fG//49R9F7XPeLqJe2hGaA6Xc8meyc82M34aW/LVWh94grTtstFqnV9rrp0zwbjpl/JTvoOcTYoDsX/NEdo1pPOxumdHP3N62lxbJxIxKuRyU2j0NqUVHcwjSA6Qj6faQw0mDbFpLItPNrn9rbCnOs0doon5Vz1TF3ON/JDz4ian4DmzUOQSAy9b+KI4Jb40BklUKY9iew6u+q3601dT/5vwbwNnlPc1L5zMTrS1/JEfU2DnIb93O96dK5XvVoLVE+Uv09w9LeJq7P0S/PV9eHcO2uE6oxqbpI/XU+96UiivmtzxNVR4g2EL0mX6qEPw9TnKR6NZepzPk5fNzOfepdiIJ+eZ1R/Lm7FFofxb57Vj1C/PEJ8jNboPfWTYm+qPafD2dG+cvNfn7kZo9Jyo3Z0hmmMhE1u1jlscPzqZB5Tjzosa/2p9eH6eztL2zzRZ7pP7Tf5119LNEiH2IA46dSidO+bjjSEnL5tIxBZ2+RBG9QBuhvaTU7zTkXRGifp1/PT9Y5UptzRObbaaOdDfk9/WpxvkFbbbs8UOketD/dM95PtVL9UP7omxeRqyOEK9bbzeeOjs7Htz03eXQz63L13MTtd5BNdO79cbk/6/PZ1rpe2fu7b1Es7M7JDM+QUy8nX1pv0zGGSPkv7N1whrSfbrrdTnhsfofgchm/wm3JDuTw5X5c39+wtkvA+nd0jaa5s6jHp26xRXzfcz61vNXDi82aepp5Rn1sMaT3Fl/CcctF40TY3WwzXd4mTpBmykaN/bPhR/vwhxxMxI0mBUEISID5/dI3um/dt7fTD6ab3aeCl5ydgfJL3VNyNlDS92ohJV2oYp//Zo7mdttswbOdxWre/TdoQ+fri3kj65r75LJ2FGxKzx6do/T06dK3qcTFRDRGuaCzkx9Tn4lWZ/hDmJhxJZ5Ni2Aqd0+Nfwt95FnpNvqf+pbPSM5g+vV3muXySj3mmG8zczAJHiMlH1+9uTmttOV2JGGotp/wlTEucI/XzBicd+SW7aT3lPmFMI7yJ/9D8Jhyl/TOexBnfIHre8/l8r5jr9lCNO0ze8HRaO7FaP2zc/E+xJ3ynOdBqZdZ2ql2qf61Zp8f5TrkhnkI+O0lcjbjNfE5n72JJonoTt1HdGzn6x4YbuG2Nnzi7JVvbQfn8ugNrhe4a1Q3SdEjO/+3hJb/o/U+D/bYeaJ+L9yT3ur8BXlrzdtnmMJEXp49I08YHAnAdtInQfX35GqX3aUDN545Ukq9Ovouhyc5Wt/v4UD3UO0rA6czchwfZpnN0xEb3JcL+ZknEQOeSfsSc4LB+iKndeR7av1RTjw31jWynGlX7zh+NfSO0V/3e5FFzN/0jfCP/9VptzN9pV+OhX9Wj1023ci13XokwOxx4a3+njx2XG+orfd96TX2gvVrPs89PZj+9o7VaJ9qPc8+2BxxXmHqIgyjPSVjV+qxxa8VatZf0EDbPfS4vdO9qjvxz8Ww5pcr645VA1olLFL3f6EqBtaalD8hG9py9NJSTf2RD9zWS9k+L82VTVClf1LDTRiJLNLwIGFWf86E14VvFARjVu8OANpiIrE5bdD1tPs8+BbrpO5Fpfdfiopjc8Kfhtq09Av6GFWmIu9gSidZ41ZdGhBIZT4OPyP3J/HlzT399cb/Q+aa+ckTHnUnC5NbTbg44f1zMpF/jneunT1Szn+AN+ayEl/rNnQ/FqfGlXtRnqUfS+4YtSu6dtDlC77f887dLqqdHNjXv7t0Z04xwPK5hSRLCBBez20v+qe7kZ+KrhIlUt4ohKa8aw1xPnLfNXH3X4pg6yP90JolbUazE8zR3Gzn+x4bn/WbgNWc2A6vpdySbiiI16nPvdJLvzc9GHrVI/xOyGTSbvalIT5qNBnNqegKU01z+p3L/p0oiUdvBpHVF/aS6N3Xo+nM+TyS2EWxXC4lgO31zbyOjjax9okNjSsQlxZUk5TPF8Nyr6NBOZMD5e0lu/h/rUk+7+e36X3uZyN98/uiiem4kzxF2midEpAgP5n3CPcoP3dPz1ANzjeMM1EfuXSKmW9mQUTrPjbje3PAurbE3yqx9OpfEiZ9r+p06tn4kHepDm28a10Zmnbo+JY5NuaIZ1viLCnEQF7/um746PFK7us7ZdxituXOxU8y6ls5AuUeqmdPZvf4XNmkQBGCugNIzV3yJmDT9c38jw872Ji1aINs4pqTc/ZPiCnH7fqOXznjzjt6THVeDz356Pt+pvHEYutqnfKX6bmedyCjpUEn1SWdP9ynGjS1Xp6n/ya6LIfm19XeTl+RL80/X6N62xsWTdKZnydc39rOK9m3Cynmd9qT5dtrrTg/pI//aeqdTY0nYkYhxi5l0NNw7wdsWB60hcTi+1ZnmyLbXKRczHynuN0vDRdfTz57G59PeZsf5Ovc3ztawp/WfytY/1Z10qW2KdRPntqe2caX71JvOVsPD9rxxKfLZyUf/qZzHMCXRPU9OkrN//cV//U82nns9BEok+UcF72LTd64YNnmgWP5T0nxI72de0qDVX302zywBstqmelRfqB42794gen4NNPXXnafqf65dLTmCQ7bdPn1GZGjGpH80PsIKWuv80L1O75ZcNiEdp7Xt+pbWzTwqFs44NW/zGelNREDvpw/07srfz5LOzZFPh6+q12GH20M+znNU3xQH3Hqysa2P7dzRmFUHzZ+Zw21eGnlW3RvyPt9RD5O/tE/3px4l3FSfW/zq01tnNs1fNyNdL7u5qHrns3bGU1zduvpM3NDd0zPHRcmv7feAm1mEfVPvaQzKZfVbgriy4y2kT89QrwlH1Obc57hc4moat3KAxoOmfPQvbNLrU3EBu6AdkCb/ZnIVoJ1taqbkswP8k9zQ4f0JchoD/X6iV4c6nQ0BVKrNBmhq923iSOsUR4xSrp/3DmwJGFWn+qZrVN+WME5/iWSRHScbrJjvUg2eYFzam0h1y4d7psTTkRtXP0k2RPvxIQ1hlbcS3K8v/z+26nWq90TEGiFK81Tfu2fu/AiLiJQ7UuYIPBFBR0zVjupN/jt7RBDV1ryn83FnMPc1vCX8dvEQ73JcLMWuOU8Y//Z5PX/p/B9JtUp6HEem/a7PCRdcrbZ5SD1K+1ztu3ql2lI+SXVPdexwVG2rncQ75rrUS9pvSYfOTuLa2l96BrrO9SLlPuGC43lJjv/mdf46MtMIFh2qA8gZlA5J3UvFoMVJsVAhq7jimu/SwHA61ad/B9ly/jXisCWgGyLaAOBkaNI5uOGsTdtq9reLgj4BG52DGypO3HmrLwSqdJYOCPXdxl8CZ6oRXZNicbFSfZIv+mxD2twAV70J5zbiBpzDdvXp2UN963pzEz/593aSS3PTEZLnXnWobOvZ1Zk7F0c62zwhDHP+6HutMYrf1bXyEtLRcHS+09y483PYRvpIaK6rXfVfyTLtT+eQzlPPS3u31csbRc/Lncl8TzX23D/r9Jmbg65+273WROuXVGsJs5I/FO+8d5hIXEI5k6vZ7SyifBMHcv2deAsJnUWrJXrmaoPOOOHWSU8ffbyqwQlQjZTN/RsiS3vavg0JpWGSyPJJDKekMBHMfxqYTwfe5v1cl8hmIrnJjgPsLZjQ0Kc6eZO4Pnl+3cDTtfPe9dC0RQRKdeg7IuHP+6SP7lP9b0hhe5fstxy5Iel8T5jlzqfhHPWW6kv50n3qq2KdzhLd6wZliv8Uj3+bJEyjOqN9jfTMdVTjRHzanGukxs0VXZ+Isd4Tvs0+TfWnPunsa/2rPqdeJsK+OSPyh2LSXlRds0e1X3Wdw1ztb8Ia5ZTKAd/e14lf0fqk57l2XCDVPGG5q7s2b7QeZu/pzHRr5js3+5zNNmOmDq1z2qP2XP+qDfdMuS3FqM+oH1M96D1xQTej1TeHeYS1DV9J/me1yjigRue7LTncDKG5v5E+V8wJyFV3IrpEnn9SfgKcGzGddk5sn/jWCHXS5WpK929IxPTFEbZ/6iz/m0SB5xFX7wmg0seFA1A6UweQ5J+Lh/YkoaFE9lz/nOIHrafBTP7NNXrtYktEUePaYJ07axebCvlPz1yMdB6pXt4qlONHtN7mszQLHFlzhMnpdn3mamFDbl0OHowjnHl0JtLlxBE/Ipyqe5OnVvMUP+lS2xRvyq/udTlK/er4XyLPaofu3ybUD19ff/+4SPMn4TXNqk0/pJnUZtm053TTmsb5dd1GB/GZrf/J5tRFzzf5SHxp6nc8QeNpM9P1sWKFw6nnXcLoLY955PhvXn9SNKj5fP66g22kihqV3qtu5yvZUH1bknf6/t8lDZwaOZjXaciq0Fq6J0B51qWm2IDZG0X7Lw2+lF8CRkdS3Bk++2cttGuy43p//iHRNTRo0mDTnGg+PsEG1yuJDKceSnirujYEZGNPn9F6NzwdjlA/Pz67unubEEY+v9TzbQYRjieClIgznY36pzG480zkm7Ch1b/WrBIzN0fcPkdqya7DW9WhZ+awkWIiG5Rn6iOH2ao7EW/yzWGrxrPB8d8urg4d/j/iMHO+n8+Ja2vuCXNdvSTeN+1SnxJWzDWtFtRvh0/UT3P99NHF4PxxuSPbijmaG+rPdu5qe4racjzIxUt97ni3qzPNQ5OPPl5p2KXiae8SOSEbNBzc4EqJaiTHAf5JfCdrdP2n4JwGzE/o2QKFe+fWugH2/FJzneindVRnbxKXm9bfjfA6Qkj3eu0GItmftgjYaf8nZ+2GqeLLIxP43aCf6z7xpdVt6l83UHSAUlw0CFUvDdR2DkS+3GyYvkx79PzNkvKv6xrpenSoXiJ1tI4+bHSfI0JTHC45ojv3aZ0SVmjstNbxkk2e1NaGdG64CGGii4Pep2uHbdvZ6fQ4XxUz9f7N4ngy9eFcf/rR86yhOZw+SDY1uqlrmpuuxslPVzPqg+5RDKJa19xt+A7VLvVF41TubKdPdM6OR9G9w9hpS+0+a4kbPO90Penfykf/ndcrV65cuXLlypUrV65cuXLl3yn/0X9s+MqVK1euXLly5cqVK1euXNnI/Xi9cuXKlStXrly5cuXKlSt/vNyP1ytXrly5cuXKlStXrly58sfL/Xi9cuXKlStXrly5cuXKlSt/vNyP1ytXrly5cuXKlStXrly58sfL/Xi9cuXKlStXrly5cuXKlSt/vNyP1ytXrly5cuXKlStXrly58sfL/Xi9cuXKlStXrly5cuXKlSt/vNyP1ytXrly5cuXKlStXrly58sfL/wKV1W1TBiWGOQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x500 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def to_gray_code(image):\n",
    "    shifted_image = image >> 1\n",
    "    gray_image = image ^ shifted_image    \n",
    "    return gray_image\n",
    "\n",
    "fig, ax = plt.subplots(2, 4, figsize=(10, 5))\n",
    "\n",
    "for i, a in enumerate(ax.flatten()):\n",
    "    a.matshow((to_gray_code(quantize(image,8)) >> 7-i) & 1)\n",
    "    a.set_title(f'$G(f)$ ∧ {int(bin(1 << 7 - i)[2:]):08d}')\n",
    "    a.axis('off')\n",
    "    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cc1da43-3d82-431c-89b7-233c4b03b0d3",
   "metadata": {},
   "source": [
    "### Oppgave 7:\n",
    "\n",
    "Til slutt skal vi implementere Huffman koding. Fra forelesningen husker vi algoritmen:\n",
    "1. Konstruer enkeltnode Huffman-trær med hvert av de $n$ symbolene $s_i$ med tilhørende vekt $f(s_i)$.\n",
    "2. Repeter følgende til vi ender opp med ett enkelt tre:\n",
    "    - Velg to trær $T_0$ og $T_1$ med minimal vekt. \n",
    "    - Erstatt $T_0$ og $T_1$ med et nytt tre som har $T_0$ som venstre subtre og $T_1$ som høyre subtre.\n",
    "    \n",
    "Resultatet skal være en Python dictionary.\n",
    "\n",
    "#### Tips:\n",
    "- Bruk av `np.unique(arr, return_counts=True)` er veldig lurt å bruke for å hente symboler og frekvenser.\n",
    "- `heapq` modulen i Python kan med hell benyttes. Se [dokumentasjonen](https://docs.python.org/3/library/heapq.html) for mer info."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1041aa07-ccea-4613-8333-8526b29ca958",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def get_huffman_dict(arr):\n",
    "    huffman_tree = [\n",
    "        [weight, [symbol, \"\"]] for symbol, weight in np.stack(np.unique(arr, return_counts=True),-1)\n",
    "    ]\n",
    "    heapq.heapify(huffman_tree)\n",
    "\n",
    "    while len(huffman_tree) > 1:\n",
    "        lo = heapq.heappop(huffman_tree)\n",
    "        hi = heapq.heappop(huffman_tree)\n",
    "        for pair in lo[1:]:\n",
    "            pair[1] = '0' + pair[1]\n",
    "        for pair in hi[1:]:\n",
    "            pair[1] = '1' + pair[1]\n",
    "        heapq.heappush(huffman_tree, [lo[0] + hi[0]] + lo[1:] + hi[1:])\n",
    "\n",
    "    # Remove the frequency count to get the true Huffman tree\n",
    "    huffman_tree = sorted(heapq.heappop(huffman_tree)[1:], key=lambda p: (len(p[-1]), p))\n",
    "\n",
    "    # Generate and return Huffman dictionary\n",
    "    return {symbol: code for symbol, code in huffman_tree}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e6832bf9-b836-496f-a2c8-9092d2d4b886",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
