{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d84bfa25-9fef-42d6-846c-088588c79502",
   "metadata": {},
   "source": [
    "# Inverse design optimization of a bilayer grating coupler\n",
    "\n",
    "This example demonstrates the co-optimization of two separate design regions using tidy3d inverse design with native automatic differentiation support. In this framework, regular `tidy3d` components and `web.run()` functions are differentiable without any change of syntax.\n",
    "\n",
    "We optimize a grating coupler for coupling efficiency with respect to \n",
    "1. the pattern partially etched into a Si coupling layer.\n",
    "2. the pattern etched into a SiN layer suspended above the coupling region.\n",
    "\n",
    "Our example will roughly be following this [paper](https://iopscience.iop.org/article/10.1088/2515-7647/ac943c/meta).\n",
    "\n",
    "<img src=\"img/adjoint_16.png\" width=400 alt=\"Schematic of the grating coupler\">\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "02dcc18c-438a-4aa4-91c2-9e2848f5e4e5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:47:04.055872Z",
     "start_time": "2026-03-18T10:47:01.709597Z"
    },
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import autograd\n",
    "import autograd.numpy as np\n",
    "import matplotlib.pylab as plt\n",
    "import tidy3d as td\n",
    "import tidy3d.web as web\n",
    "\n",
    "# define some length scales in tidy3d default of microns\n",
    "um = 1.0\n",
    "nm = 1e-3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0c393f1-858f-45ec-839b-9df8b6c22301",
   "metadata": {},
   "source": [
    "## Set up simulation\n",
    "\n",
    "First, we define everything \"static\" (not optimizing) in the simulation, including parameters and tidy3d components."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7589f7c9-ba14-4ec0-8822-7830e25dddb4",
   "metadata": {},
   "source": [
    "### Spectral Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "80602f51-47a0-4182-a7ee-1ab0685ea712",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:47:04.060373Z",
     "start_time": "2026-03-18T10:47:04.058812Z"
    }
   },
   "outputs": [],
   "source": [
    "wavelength = 1310 * nm\n",
    "freq = td.C_0 / wavelength\n",
    "fwidth = freq / 10\n",
    "run_time = 50 / fwidth"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d13c0e6a-b171-4b35-bfd5-f67cd2ed26d2",
   "metadata": {},
   "source": [
    "### Geometric Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0d01a3b2-10f2-4be3-bc66-4cbb58f40b5c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:47:04.104695Z",
     "start_time": "2026-03-18T10:47:04.102359Z"
    }
   },
   "outputs": [],
   "source": [
    "# device parameters\n",
    "thick_substrate = 2.0 * um\n",
    "thick_Si = 220 * nm\n",
    "thick_SiN = 600 * nm\n",
    "thick_etch = 160 * nm\n",
    "space_SiSiN = 100 * nm\n",
    "width_waveguide = 500 * nm\n",
    "\n",
    "# size of design region\n",
    "size_design_x = 4 * um\n",
    "size_design_y = 4 * um\n",
    "\n",
    "# spacings between things (technically infinite, but finite for sim)\n",
    "length_waveguide = 1 * wavelength\n",
    "thick_Si_substrate = 550 * nm\n",
    "space_cladding_top = 1 * wavelength\n",
    "space_design_edge = 1 * wavelength\n",
    "\n",
    "# compute sim size\n",
    "size_sim_x = length_waveguide + size_design_x + space_design_edge\n",
    "size_sim_y = space_design_edge + size_design_y + space_design_edge\n",
    "size_sim_z = (\n",
    "    thick_Si_substrate + thick_substrate + thick_Si + space_SiSiN + thick_SiN + space_cladding_top\n",
    ")\n",
    "size_sim = (size_sim_x, size_sim_y, size_sim_z)\n",
    "\n",
    "# references to various locations\n",
    "sim_top_z = size_sim_z / 2.0\n",
    "sim_bot_z = -size_sim_z / 2.0\n",
    "center_SiN_z = sim_top_z - space_cladding_top - thick_SiN / 2.0\n",
    "center_Si_z = sim_top_z - space_cladding_top - thick_SiN - space_SiSiN - thick_Si / 2.0\n",
    "center_Si_etch_z = sim_top_z - space_cladding_top - thick_SiN - space_SiSiN - thick_etch / 2.0\n",
    "center_source_z = sim_top_z - space_cladding_top / 2.0\n",
    "center_Si_substrate_z = sim_bot_z + thick_Si_substrate / 2\n",
    "\n",
    "center_waveguide_x = -size_sim_x / 2 + length_waveguide / 2.0\n",
    "center_design_x = size_sim_x / 2.0 - space_design_edge - size_design_x / 2.0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c41d142-1d70-4109-a095-e86f42f38878",
   "metadata": {},
   "source": [
    "### Material Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7a885fa2-b930-4392-8a8e-2316525452d1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:47:04.149073Z",
     "start_time": "2026-03-18T10:47:04.147462Z"
    }
   },
   "outputs": [],
   "source": [
    "# dispersionless materials for now. note: can also do `td.Medium.from_nk(n=n, k=k, freq=freq)`\n",
    "\n",
    "n_SiO2 = 1.44\n",
    "n_SiN = 2.0\n",
    "n_Si = 3.5\n",
    "\n",
    "eps_Si = n_Si**2\n",
    "eps_SiN = n_SiN**2\n",
    "eps_SiO2 = n_SiO2**2\n",
    "\n",
    "medium_Si = td.Medium(permittivity=eps_Si)\n",
    "medium_SiN = td.Medium(permittivity=eps_SiN)\n",
    "medium_SiO2 = td.Medium(permittivity=eps_SiO2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f756e78f-edbf-4e45-96e9-ced84f49e421",
   "metadata": {},
   "source": [
    "### Source Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "307c7837-5558-4c22-8763-ec793e0be241",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:47:04.191461Z",
     "start_time": "2026-03-18T10:47:04.190220Z"
    }
   },
   "outputs": [],
   "source": [
    "spot_size = np.sqrt(size_design_x**2 + size_design_y**2)\n",
    "tilt_angle_deg = 0.0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64483434-0d6e-4ccd-a985-7d945218c9af",
   "metadata": {},
   "source": [
    "### Static Components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "de792b0a-0440-41c1-a585-f4325bdd11a2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:47:04.323779Z",
     "start_time": "2026-03-18T10:47:04.233391Z"
    }
   },
   "outputs": [],
   "source": [
    "waveguide = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        center=(-size_sim_x + length_waveguide + size_design_x / 2.0, 0, center_Si_z),\n",
    "        size=(size_sim_x, width_waveguide, thick_Si),\n",
    "    ),\n",
    "    medium=medium_Si,\n",
    ")\n",
    "\n",
    "design_region = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        center=(center_design_x, 0, center_Si_z),\n",
    "        size=(size_design_x, size_design_y, thick_Si),\n",
    "    ),\n",
    "    medium=medium_Si,\n",
    ")\n",
    "\n",
    "slab_SiN = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        center=(center_design_x, 0, center_SiN_z),\n",
    "        size=(size_design_x, size_design_y, thick_SiN),\n",
    "    ),\n",
    "    medium=medium_SiN,\n",
    ")\n",
    "\n",
    "substrate_Si = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        center=(0, 0, -size_sim_z + thick_Si_substrate),\n",
    "        size=(td.inf, td.inf, size_sim_z),\n",
    "    ),\n",
    "    medium=medium_Si,\n",
    ")\n",
    "\n",
    "gaussian_beam = td.GaussianBeam(\n",
    "    center=(center_design_x, 0, center_source_z),\n",
    "    size=(size_design_x, size_design_y, 0),\n",
    "    source_time=td.GaussianPulse(freq0=freq, fwidth=fwidth),\n",
    "    pol_angle=np.pi / 2,\n",
    "    angle_theta=tilt_angle_deg * np.pi / 180.0,\n",
    "    direction=\"-\",\n",
    "    num_freqs=7,\n",
    "    waist_radius=spot_size / 2,\n",
    ")\n",
    "\n",
    "mode_monitor = td.ModeMonitor(\n",
    "    size=(0, width_waveguide * 6, thick_Si * 6),\n",
    "    center=(center_waveguide_x, 0, center_Si_z),\n",
    "    name=\"mode\",\n",
    "    freqs=[freq],\n",
    "    mode_spec=td.ModeSpec(),\n",
    ")\n",
    "\n",
    "field_monitor_xy = td.FieldMonitor(\n",
    "    center=(0, 0, center_Si_z),\n",
    "    size=(td.inf, td.inf, 0),\n",
    "    freqs=[freq],\n",
    "    name=\"field_xy\",\n",
    ")\n",
    "\n",
    "field_monitor_xz = td.FieldMonitor(\n",
    "    center=(0, 0, 0),\n",
    "    size=(td.inf, 0, td.inf),\n",
    "    freqs=[freq],\n",
    "    name=\"field_xz\",\n",
    ")\n",
    "\n",
    "sim_no_etch = td.Simulation(\n",
    "    size=size_sim,\n",
    "    run_time=run_time,\n",
    "    medium=medium_SiO2,\n",
    "    structures=[waveguide, design_region, slab_SiN, substrate_Si],\n",
    "    grid_spec=td.GridSpec.auto(wavelength=wavelength),\n",
    "    sources=[gaussian_beam],\n",
    "    monitors=[mode_monitor, field_monitor_xy, field_monitor_xz],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f6b77815-fcfa-4c11-873e-7db2f3bd03f7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:47:04.507478Z",
     "start_time": "2026-03-18T10:47:04.327868Z"
    }
   },
   "outputs": [
    {
     "data": {
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8cmt6RUeOHIHJZELnzp3rtB661ZwQQgghhJAAW7hwIX788Uf069dPGmrr6tWr2LhxI/bt2+cy3FVFzZo1w7Rp0zBv3jwMGjQIQ4cOxdmzZ7Fq1Sr07t0bjz/+OABgx44dmDhxIoYPH44OHTrA4XDgk08+gUKhwEMPPQQASElJwZ49ezBkyBC0bt0a2dnZWLVqFVq0aFHtsFKeLPfEE0/giy++wLPPPoudO3fi9ttvh9PpxJkzZ/DFF1/ghx9+QK9evdCuXTvMmDED8+fPxx133IEHH3wQGo0Ghw4dQmxsLFJTUwGUDuu0evVqLFiwAO3atUNkZGSlDr0AQKVSYdGiRXjyySfRr18/jBw5UhpOrE2bNnjppZdqW20u+vTpg7CwMIwePRovvvgiGIbBJ5984jb89ezZExs2bMCUKVPQu3dvGAwG3H///W7X++KLL+LatWuYOnVqpeB688034+abbwZQu2e8W7RogcmTJ+PNN9+E3W5H7969kZ6ejr1792LdunUut19PmzYNH330Ec6fPy+NO/7YY4/hl19+wVNPPYXTp0+7XDk3GAxITk6Wvu8999yDjz76CBaLBQMHDsTVq1fx9ttvQ6fTYfLkyTWWddiwYfjqq68q3RYPAKdPn8bgwYMxdOhQXLlyBcuXL4fJZML+/fvx2WefYeTIkV7/NlXJyMjA/fffX+dnvGk4MUIIIYQQQoLg77//FkaNGiU0a9ZM0Gg0wg033CA8//zzgs1mEwShbDgkd0OOCULp8GEdO3YUVCqVEBUVJUyYMEHIy8uT3v/rr7+Ep556Smjbtq2g1WqFpk2bCnfddZewbds2aZ7t27cLw4YNE2JjYwW1Wi3ExsYKI0eOFH7//fdqy+7pchzHCYsWLRI6d+4saDQaISwsTOjZs6cwb948wWw2u8z7wQcfCD169JDm69evn5CRkSG9n5mZKQwZMkQIDQ0VAEhDP1UcTky0YcMGaX1NmzYVHnvsMeGff/5xmWf06NGCXq+v9P3mzJkjeBKVfvrpJ+G2224TdDqdEBsbK0ydOlX44YcfKpWnsLBQ+L//+z+hSZMmAoBqhxbr169flUODuRtGy1tOp1NYuHCh0Lp1a0GtVgudO3cWPv3000rziUOtnT9/XprWunXrKstW8TsVFRUJKSkpwk033STodDrBZDIJ9913n3Ds2DGPynn06FEBQKXh6AAIU6ZMEYYPHy7odDohJiZGWLlypZCWliaEhIQITz/9tCAIVW8/Yt1WHArP3d/C6dOnBQAu20xtMf8rPCGEEEIIIYQQIhsDBgxAbGwsPvnkE2kawzCYM2cO5s6d6/fPnzx5Mvbs2YMjR47U+Yo3PeNNCCGEEEIIIUR2Fi5ciA0bNkhDxAVSbm4u3nvvPSxYsKDut5mDnvEmhBBCCCGEECJD8fHx4DguKJ8dHh6OwsJCn62PrngTQgghhBBCCCF+RFe8CSGEEEIIIYTUC/W1izK64k1kY9euXWAYptK4fKRhuHTpErRaLX766aeAf7bdbkfLli3djqtJCCGEEEKIv1HwJgG3atUqrF27NtjFqJX169dj2bJlwS6Gi/fffx+dOnWCVqtF+/bt8fbbb3u8rM1mwyuvvILY2FjodDrEx8cjIyOj0nw//vgjxo4diy5dukChUEhjOXojJSUF8fHxuP32271etq5UKhWmTJmC1157DSUlJQH/fELqik5MNmx0YpIQQho+Gk6MBFyXLl0QERFR6QCS53lwHAe1Wg2Wlec5ofvuuw8nT57EhQsXgl0UAMB//vMfPPvss3jooYeQlJSEvXv34pNPPsHrr7+OV155pcblR44ciU2bNmHy5Mlo37491q5di0OHDmHnzp3o27evNN+YMWOwYcMG3HLLLbh48SIUCoVXv8G1a9fQvHlzfPTRRxg5cmRtvmqd5efnIyoqCqtXr8ZTTz0VlDIQUpNVq1YhJCQEY8aMcZm+a9cu3HXXXdi5cyf69+8flLLVZP369cjOzsbkyZODXRTJ+++/j7feegvnz59Hy5Yt8eKLL+KFF17waFmbzYbZs2fjk08+QV5eHm6++WYsWLAA99xzj8t8P/74IzZs2ICDBw/i9OnTaNmypdf7iHHjxuH333/H7t27vVrOV5YuXYq33noLf/75J7RabVDK0JDxPI8rV64gNDTUJz0jE0LkQxAEFBQUIDY2tsb8QsE7SKxWK/R6fbCLERRVBe/6QE7Bu7i4GC1btsRtt92G7777Tpr++OOPIz09HZcuXUJYWFiVy//yyy+Ij4/Hm2++iX//+98AgJKSEnTp0gWRkZHYv3+/NO+VK1fQrFkzqFSqWv0GS5cuxYwZM5CdnQ2DweD9l/WR+++/H2azGXv27AlaGQipDp2Y9B06Mek5OjHpX//88w9WrVoFpbK0ayWe5z1+RlUQBOTl5dX5mVaGYaDRaKR/OxwOOByOOq2zNsq3YWK7FmhKpVKqC6D0JFug4xDVRxk51IdCoUBYWJj0WwiCAJ7nPV5+4cKFuHTpElq0aFHtfNS5mg9cvnwZs2fPxvfff4/c3FzExsZi0KBBWL58OdRqNdauXYsnn3wSu3btwoYNG7Bp0ybY7Xbk5eUBKL3C8c477+CPP/5AeHg4HnjgAbz22mto0qSJ9Bnnzp3Dq6++ip9++gn5+fmIiIhA37598Z///AcmkwkAkJGRgXnz5uHkyZNwOBxo3rw5HnroISxcuLDa8nuynM1mw8KFC7Fu3TpcunQJkZGRGDlyJObPn+/ScADAp59+ihUrVuDkyZPQaDTo2rUrZs6ciYEDB6JNmzbSOHziWd9+/fph165dVV7R2bhxI15//XWcOnUKer0egwYNwqJFi9C8eXNpnjFjxmDTpk04e/Ysnn/+eWzbtg06nQ6jR4/GokWLoFAoqv0Nvv76a6xZswbHjh1Dbm4uWrRogTFjxmD69OnSsv3795euRohlb926dZUHWB9++CGeeuopvP/++y4HMgsXLsSMGTOwefNmDB48uNpyVWfnzp3Izc3Fc8895zL9+eefx7p167B582Y8/vjjVS6/adMmKBQKjB8/Xpqm1WoxduxYTJ8+HZcuXULLli0BALGxsbUuJwCkp6cjPj6+Uuhu06YN+vfvX+nRA7H+xfAh/m1s2LABp0+fxpo1a2CxWJCUlIT3338fWq0Wr7zyCtavX4+ioiIMHz4caWlplf4277nnHkyePBnXr19H06ZN6/SdiP805hOTVWFZlq5EeqG4uBgzZszAkCFDsGnTJgClV5V5nsf8+fMxfvz4Gk9Mfv755y4nJkeNGoUuXbpg6tSpLicmFy5ciHfffdflxKQ3Pv30UyiVStx///21+Ka+0aRJEwwcOBBr166l4O0HoaGhUCqV0vGETqfzeFlBENCmTZsaj2M8YTabpWAVHh4elJN4HMfBbDYDAEwmE9RqdcDLwPM8cnNzAZQGT/E4OtCoPkrJoT6cTicyMzOlwK9SqTy+O0UM6KGhoTXOS8G7jq5cuYJbb70V+fn5GD9+PDp27IjLly9j06ZNKCoqcvkDfu6559CsWTPMnj0bVqsVADB37lzMmzcPiYmJmDBhAs6ePYvVq1fj0KFD+Omnn6BSqcBxHJKSkmCz2fDCCy8gOjoaly9fxnfffYf8/HyYTCb89ttvuO+++3DzzTcjJSUFGo0Gf/zxR43Pi3myHM/zGDp0KPbt24fx48ejU6dOOHHiBJYuXYrff/8d6enp0rzz5s3D3Llz0adPH6SkpECtVuPgwYPYsWMHBg4ciGXLluGFF16AwWDAjBkzAABRUVFVlk88adG7d2+kpqYiKysLy5cvx08//YRjx465nJxwOp1ISkpCfHw83nrrLWzbtg2LFy9G27ZtMWHChGp/h7Vr18JgMGDKlCkwGAzYsWMHZs+eDYvFgjfffBMAMGPGDJjNZvzzzz9YunQpAFR79fbJJ5/El19+iSlTpuCee+5By5YtceLECcybNw9jx451Cd15eXlwOp3VlhEAQkJCEBISAgA4duwYAKBXr14u8/Ts2RMsy+LYsWPVBu9jx46hQ4cOMBqNLtNvvfVWAMDx48el4F0Xdrsdhw4dqrEOPJGamgqdTodXX30Vf/zxB95++22oVCqwLIu8vDzMnTsXP//8M9auXYu4uDjMnj3bZfmePXtCEATs378f9913X53LQ2pGJybpxKQ7/fr1Q35+Pn799ddK7914441o06YNfvjhh2rLVR06MUknJuWk4gE8z/OVfn93eJ6X5q1rICooKADP8zAYDLDZbCguLg542OM4Dvn5+dKJh6KiIoSEhAQ07IkhT6VSQaPRoKSkBE6n06PQ5EtUH6XkUh/iMQfLshAEAU6nExqNxqP6sNvtACpv5+5Q8K6jadOmITMzEwcPHnQJQCkpKZVuk2jatCm2b98uHahcu3YNqampGDhwIL7//nupcjt27IiJEyfi008/xZNPPolTp07h/Pnz2LhxIx5++GFpfeVDRUZGBjiOw/fff4+IiAiPy+/JcuvXr8e2bduwe/dul9vrunTpgmeffRb79+9Hnz598McffyAlJQUPPPAANm3a5PLHKv4WycnJmDlzJiIiIqo96AFK/5BfeeUVdOnSBXv27JGu9vTt2xf33Xcfli5dinnz5knzl5SU4NFHH8WsWbMAAM8++yxuueUWvP/++zWGvvXr17ucgX722Wfx7LPPYtWqVViwYAE0Gg3uueceNG/eHHl5eTWWXfTuu++ic+fOGDt2LL777juMHj0a0dHRWLJkict8PXr0kA64qzNnzhzMnTsXAHD16lUoFApERka6zKNWqxEeHo4rV65Uu66rV68iJiam0nRxWk3Le+rixYsoLi5GXFxcndflcDiwe/duqFQqAKXb0Oeff45BgwZhy5YtAEpPcP3xxx/44IMPKgXvG264AQBw6tQpCt4BQCcm6cRkVZ544gmMGzcOJ0+eRJcuXaTphw4dwu+//46ZM2dK0+jEpGfoxKS88TwPnU4HnuelW4o9Cd++UFBQAIvFAqPRiNDQUHAch5ycHOTm5gYs7ImfqVKpEB4eDgDIzc1FTk4OIiIiAhL2xJBnt9ulzxR/G8CzK5a+QPVRSk71UVhYCJZloVarpVvubTabx+HbUxS864DneaSnp+P++++vtHMHKp/5GDdunMuVhW3btoHjOEyePNmlUseNG4fp06dj8+bNePLJJ6UrNj/88AMGDx4sHViUJx5gff3113jyySc9/iPxZLmNGzeiU6dO6NixI3JycqTpd999N4DSKwt9+vRBeno6eJ7H7NmzK62nNp2JHD58GNnZ2Zg7d67LLZZDhgxBx44dsXnzZpfgDZQG5vLuuOMOfPLJJzV+VvnQXVBQAJvNhjvuuAP/+c9/cObMGXTr1s3r8gNAdHQ03nnnHYwcORJ33HEHjh8/joyMjEoHc+vWrUNxcXGN6xODI1B6K2VVDaNWq61xfcXFxW53+uJv7Ul5PCHePlTdbZ2eGjVqlBS6ASA+Ph6fffZZpVsj4+PjsWLFCjgcDpfnhsQylP87Jv5DJybpxGRVhg8fjhdeeAGffvopXn/9dWn6p59+Cr1ejwcffFCaRicmPUMnJuVN3M7F/W6gwnfFkAeUbgcREREBC3sVQ574WeHh4QELe+5CHlAW7gIV9qg+SsmtPgwGg/SZ4nGjP8K3PHtoqSeuXbsGi8Xicra+OhV3rOKBxI033ugyXa1W44YbbpDej4uLw5QpU/Dee+8hIiICSUlJeOedd6RnMgDg0Ucfxe23346nn34aUVFRGDFiBL744osaOwbwZLlz587ht99+Q7NmzVxeHTp0AABkZ2cDAP7880+wLIubbrrJo9+jJlX9PkDpwXfFAzGtVotmzZq5TAsLC5NuH6nOb7/9hgceeAAmkwlGoxHNmjWTDh7L/861MWLECAwZMgS//PILxo0bhwEDBlSa5/bbb0diYmKNr/LBW6fTVdkJRklJSY3PkOl0OthsNrfLiu/7ki86ymjVqpXLv8WTUhWvPJlMJvA8X6nuxDJQr7L+588Tk0ajEZs3bwYAlxOTRUVFbstS/gSjN52leLJcxROT4qv8iUkAfjsx+dxzz1V5YrIidycm//rrrxo/q+KJyZycHNxxxx0oKirCmTNnvC47UFpvw4YNw2effSZtl06nExs2bEBycrLLM/7r1q1DRkZGja9Ro0ZJy9CJydITkIIguD0xeenSpUodOdGJycDRaDRQKpVwOBxu98O+4i7kicSwZ7fbkZub61Xb6I2qQh5QeltveHg4VCoVcnJy/NaxV1UhTxQaGgqj0QiLxYKCggK/lAGg+hDJsT4q9iujVCqhVqshCAJsNpvP6oOueAdQXYLM4sWLMWbMGHz99df48ccf8eKLLyI1NRU///wzWrRoAZ1Ohz179mDnzp3YvHkztm7dig0bNuDuu+/Gjz/+WOUzfJ4sx/M8unbtWun2aJEvbrfzhdp2PJKfn49+/frBaDQiJSUFbdu2hVarxdGjR/HKK6/UeWPLzc3F4cOHAZReSeB5vtKB97Vr1zy6ldJgMEi3b8bExMDpdCI7O9vlqg7HcdKztNWJiYnB5cuXK02/evUqgLo/tygSb2Hy5ASISBAEt2GkqjquanrFsC+WwZurnqR2An1icsmSJVi3bh3uuOMODB06FI8//rgUyh999FG89957ePrpp/Hqq69iwIABePDBB/Hwww9Xexbbk+XOnTuH06dPVzrpJwrWicl9+/a5TKvricmZM2dix44d0hUBUV1OTI4aNQobNmzA3r17ceedd2Lbtm3IysrCE0884TLf7bff7vW66cSkZycmxfa5fBnoxGRg+PvKd3UhT+TvK63VhTyRGPb8daW1ppAn8veVVqqPUnKtD3f7C39c+aYr3nXQrFkzGI1Gr3swFbVu3RoAcPbsWZfpHMfh/Pnz0vsisROePXv2YO/evbh8+TLS0tKk91mWxYABA7BkyRKcOnUKr732Gnbs2CFdcalKTcu1bdsW169fx4ABA9xehRUP/Nq2bQue53Hq1KlqP8/TnXpVv484reLvU1u7du1Cbm4u1q5di0mTJuG+++5DYmKi2ysQtTkgef7551FQUIDU1FTs27cPy5YtqzRP7969ERMTU+Prrbfekpbp3r07AEihXnT48GHwPC+9X5Xu3bvj999/r3QgffDgQZf111WrVq2g0+lw/vx5t++7O5uZlZXlk8+uSCxDp06d/LJ+Unt1PTH53//+F9OnT0dxcTFefPFFdO7cGf/884+07j179mDbtm144okn8N///hePPvoo7rnnnmpPeHmynHhisqqrsBU79wqWup6Y/PXXX5GSkoJvv/0WGRkZWLRoEQDU6cRkUlISoqKi8OmnnwIovc08OjoaiYmJLvNdu3YNmZmZNb4KCwulZcqfmCzPmxOT4knI8uRyYtIdOjFZ//jryrcnIU/kryutnoQ8kb+utHoa8kT+utJK9VGqPtaHr698U/CuA5ZlkZycjG+//bZS+AFqPoOdmJgItVqNFStWuMz7/vvvw2w2Y8iQIQBKz/ZUvCWsa9euYFlWaqivX79eaf1icKquMfdkuUceeQSXL1/Gu+++W2ne4uJiqSOk5ORksCyLlJSUSn+Y5b+fXq9Hfn5+lWUS9erVC5GRkUhLS3P5Dt9//z1Onz4t/T51JR6UlC8jx3FYtWpVpXn1er1XV3g2bdqEDRs24PXXX8err76KESNGYObMmfj9999d5qvNrZR33303mjZtitWrV7usa/Xq1QgJCXH5fXJycnDmzBmXW3EffvhhOJ1OrFmzRppms9nw4YcfIj4+3md3MqhUKvTq1cvtNgIABw4ckK4iAaVX186dO+eXMRyPHDkChmGQkJDg83UTV3Rikk5M1kShUOD//u//sGnTJuTl5SE9PR0jR46sFBTpxKQrOjHZsPg6fHsTKkS+DnvehDyRr8OetyFP5OuwR/VRqj7Xhy/DN91qXkcLFy7Ejz/+iH79+kk92l69ehUbN27Evn37XHqVrahZs2aYNm0a5s2bh0GDBmHo0KE4e/YsVq1ahd69e0vPGO/YsQMTJ07E8OHD0aFDBzgcDnzyySdQKBR46KGHAJR2VrRnzx4MGTIErVu3RnZ2NlatWoUWLVq4dPhTkSfLPfHEE/jiiy/w7LPPYufOnbj99tvhdDpx5swZfPHFF/jhhx/Qq1cvtGvXDjNmzMD8+fNxxx134MEHH4RGo8GhQ4cQGxuL1NRUAKU9p65evRoLFixAu3btEBkZKT0PWZ5KpcKiRYvw5JNPol+/fhg5cqTUa2+bNm3w0ksv1bbaXPTp0wdhYWEYPXo0XnzxRTAMg08++cRt8OvZsyc2bNiAKVOmoHfv3jAYDFWOvZqdnY0JEybgrrvuwsSJEwEAK1euxM6dOzFmzBjs27dPavxqeyvl/Pnz8fzzz2P48OFISkrC3r178emnn+K1115zGQ5m5cqVmDdvnstQRPHx8Rg+fDimTZuG7OxstGvXDh999BEuXLiA999/3+Wz/vvf/+Kbb74BAPzxxx8wm81YsGABAKBbt241jj87bNgwzJgxQ2rsysvPz8fdd9+Nxx57DBaLBW+//TZCQ0Nx8uRJ/Oc//8Ezzzzj9W9TlYyMDNx+++0ut1cS/xBPTH766ac4fPhwpee8q3qcQFT+xOSgQYOked2dmAwJCXHpRM/dicmKwyN5emKypuUeeeQRbNmyBe+++67L0FNA6YlJnueh1+uRnJyMV155BSkpKW47VxO/X21OTD711FPSbariicmKHWfVlj9PTAKl+5elS5fimWeeQWFhoduO2WrT+WT5E5Plh26s6sRkTk4OWrVqJXVe+vDDD+Ott97CmjVrpHG8g3liUny2XDwxWV1v97VFJyaDx1e3ndcmVIh8dZtzbUKeyFe3Odc25Il8dZsz1UephlAfvrrtnIJ3HTVv3hwHDx7ErFmzsG7dOlgsFjRv3hz33nuv297HK5o7dy6aNWuGlStX4qWXXkLTpk0xfvx4LFy4UOokpVu3bkhKSsK3336Ly5cvIyQkBN26dcP333+P2267DQAwdOhQXLhwAR988IG0cfTr1w/z5s2rdiB6T5ZjWRbp6elYunQpPv74Y3z11VcICQnBDTfcgEmTJkmdrAGlQT4uLg5vv/02ZsyYgZCQENx8880uz+zNnj0bf//9N9544w0UFBSgX79+boM3UDr+bEhICF5//XW88sor0Ov1eOCBB7Bo0aJqT2p4Izw8HN999x3+9a9/YebMmQgLC8Pjjz+OAQMGICkpyWXe5557DsePH8eHH36IpUuXonXr1lWGzgkTJkgHauJBdXh4ONasWYNhw4bhrbfewtSpU+tU9ueeew4qlQqLFy/GN998g5YtW2Lp0qWYNGmSR8t//PHHmDVrFj755BPk5eXh5ptvxnfffYc777zTZb6jR49KvSGLxH+PHj26xuD9xBNP4NVXX8U333xT6cD6wQcfRGhoKKZNmwaVSoXnnnsOt956Kx577DF8+eWXPgveZrMZP/74o9vAQPyDTkzSicma2oYePXqgS5cuUid1t9xyS6V56MQknZhsDOoavusSKkR1DXt1CXmiuoa9uoY8UV3DHtVHqYZUH74I34zgj/s5CSGkgrFjx+L333/H3r17pWlt2rRB//79sXbtWr9//rJly/DGG2/gzz//9HnHSKRqFy9exKxZs/D999+7nJhcsmQJ1Gq1NBb1oUOH3PZ+/s4772DlypX4888/0bRpUzz44INYuHChFNrPnz+PBQsWYPfu3S4nJmfMmCGNILBjxw6sWLEChw4dqnSCsX379lWW3dPl7Ha7dGLyjz/+kE5MDh06FJMnT3YJUx9++CHefvttnDp1SjoxOXPmTOm55qysLIwdOxZ79uyRTkzu2rULu3btwl133eUSDgHgiy++wOuvv45Tp05Br9fj3nvvxaJFi9C8eXNpnjFjxmDTpk0uz0ADZeOk13QYsH//fvzrX//Cr7/+WunEZPnyWK1WjB8/Hlu2bEF+fj5at26NCxcuVLtuAHjzzTcxdepULFy4ENOmTatxfm+8++67WLx4Mc6fP4+WLVti4sSJmDRpksvdFuLvUPG3LSkpwaxZs/Dpp59KJybnz59f6YSs+DfszujRo2ts37Kzs9G8eXN8+OGHLicm27Rpg759+yI0NBTr1q2rdGIyISEBP/zwg/S3UXFIvaq2LfH7Xrt2TXqe22w2IzIyEqtWrcLYsWNr/F2JdywWCxYtWgSDweDS87w7NptNGgpTpVKB53nExMRUG1h8ESrKq01g80XIK682gc1XIa+82vy2VB+1X6Ym/qoPjuNw9epVsCxb42/lcDjAcRwYhoFGo4HT6cT06dNhNpsrnTytiII3ISQgLl68iA4dOmD79u3SFaxABW+73Y62bdvi1VdflU1nV4SQUsuXL8dLL72ECxcuVOqZu7GgE5MNmzfBGygL3wqFAkqlstrg7euQJ/ImuPk65Im8CW7+CHkib35jqg/v5/WWP+rDm+ANuIZvhUKBGTNmeBS86VZzQkhAtGrVyqUTtUBSqVS4ePFiUD6bEFI1QRDw/vvvo1+/fo02dAPAnDlz0KFDB/z000+1urW+Lux2O5YsWYKZM2dS6PYzQRA86phJpVJBEAQ4nU4IggC73e52PqvVisLCQhgMBmg0Gp+Pu2wymZCXl4fs7GyEhYW57ZfDbrcjLy8PSqUSRqOxUmfAdWU0Gl3K4O7EhSAIyMvLg8PhkDp+9OVvodFoEBISgvz8fDgcjkpjPouoPkrVx/qw2+0eb59A6S34KpUKHMd51dkaBW9CCCGEBJTVasU333yDnTt34sSJE/j666+DXaSgohOTDZ94g6mnB+lKpRKCIEAQBBQVFVV65tvhcMBut0Ov10OhUPjt78dgMIDjOFgsFqjVapewx/M8OI6DRqOBWq326ZBo5el0OnAcB6vVCrVaXalzSo7jwLIsDAYDnE5ntcNE1pZCoYBerwfHcRAEwaVDT4DqQ1Rf68PhcIDnea9G52AYBiqVqsoTY+5Q8CaEBI0nz38SQhqea9eu4f/+7//QpEkTTJ8+HUOHDg12kQjxK7HfA7GHek/Y7XYUFRXh/vvvr7ajXEJI3ZjNZmzZsgUajcajx0HKq9h/SnUoeBNCCCEkoNq0aVNjp26NHZ2YbFh4npfGA/aGRqOByWSqNLQhIcS3xA4Nvd1GvTmZ5pun7QkhhBBCCCGEEOIWXfH2EM/zuHLlCkJDQ726/58QIn+CIKCgoACxsbE+6/2zMaH2kZCGjdpIQgipOwreHrpy5QrefvvtSg/vMwwj7YR4npf+v3xHAmLvfv68rU7s3IDjOCiVSrAsC5vNFtBb+ZRKJZRKpdSDovj/vu5RsTrimHo8z8PhcECtVkudTQQS1UepQNcHwzBue/pUKBQAXLdRnudd6mPhwoW4dOkSWrRo4ZeyNWRVtY9VqVgfPM8jLy/PLx2wVKUxbh9VofaqVEOvj6raR3dYlgXDMNJnMgyD+fPnUxtJCCF1QMHbQ6GhoVAqlQgJCXE5cBcPClQqFRiGkaYpFAppmiAIaNOmjXSw6Us8z8NiscDpdMJkMkGpVLqd5m9FRUWwWq3Q6/UICQmpcpo/ORwOmM1mKBQKGI1GsCzrdlq1BAdQcs11mrYZwHj2G1J9lPFJfXjJ6XQiJydHOrAsPwyLeAArThPHRxWDHwCfjrnZmLhrH91xVx9im9myZUuEhYXR9uHH7aMiaq/KNIb6qNg+VkXs3ZdlWenzxO2W2sjAC+TJJ0KI97zZRil4e0jcUYnjtjkcDjidTrAsC41G47JDVigU4DgOTqcTarUagiBIXfv7kjg4PQBERUW5rD8kJAS5ubkoLCz0+cD1FRUUFMBms6Fp06YuO+WQkBBoNBpYLBZoNBq/7rA5jkN+fj60Wi3Cw8Nd6kOr1SInJwfFxcWV3quE51Bps9BpAbbm34/qo4zP6qMWn8uyrLROm80GhmGgVqtdDliVSiVsNhucTicUCoU0P90mXTsV20d3eJ53Wx/i8B0ajYa2D/h3+yiP2qsyjaU+yrePVX0Pm80mdQJWcfgqQN5t5OrVq7F69WqpU7rOnTtj9uzZuPfee6tcZuPGjZg1axYuXLiA9u3bY9GiRRg8eLD0viAImDNnDt59913k5+fj9ttvx+rVq9G+fXt/fx0ApcPueTNUESEksDiOg9ls9nh+elCnFhwOBziOkw4WK+7AxF4rBUGQdmK+Ju6k7Xa72x0xy7IIDw+HSqVCTk6O326VKygogMVigdFodHtgFBoaCqPRCIvFgoKCAr+UgeM45OTkQKVSuT0wUqvViIiIgN1uR25uLtVHI6gPcdsTBKFS6AYgnTBjGAYcx/mlDKSMGLqrq48mTZrQ9gFqr8qj+igVqPqw2WxwOBxVhm65a9GiBV5//XUcOXIEhw8fxt13341hw4bht99+czv//v37MXLkSIwdOxbHjh1DcnIykpOTcfLkSWmeN954AytWrEBaWhoOHjwIvV6PpKSkgIy5XlBQgMLCQq+HNiKEBIa4//DmjmYK3l4Sn/eqKnSLyodvp9Pp0511TTtpkb931jUdNIn8efBU00GTyJ8HT1QfZeRSH9WFPFH58E238vmPN/VB20cpaq/KUH2U8nd91PfQDQD3338/Bg8ejPbt26NDhw547bXXYDAY8PPPP7udf/ny5Rg0aBBefvlldOrUCfPnz8ctt9yClStXAig9gbts2TLMnDkTw4YNw80334yPP/4YV65cQXp6erVlsdlssFgsLi9viNuHwWAIyOMehBDvlN9/GI1Gj5ej4O0F8QC9ptAtKh++8/PzfbKz9nQnLfLXztrTgyaRPw6ePD1oEvnj4Inqo4xc6sPpdNYY8kRi+Cb+4WnoFtH2UYbaqzJUH6X8VR8NIXRX5HQ68fnnn8NqtSIhIcHtPAcOHEBiYqLLtKSkJBw4cAAAcP78eWRmZrrMYzKZEB8fL81TldTUVJhMJunVsmVLj8tefvvQ6/UeL0cICQxv9x/lUfD2gvjDehK6RWIHTg6Ho847a2930uXL7cudtbcHTSJfHjzV9o/elwdPVB9l5FIf+fn5Hoc8UXXPJZPa8zZ0i2j7KEPtVRmqj1K+ro+GFrpPnDgBg8EAjUaDZ599Fl999RVuuukmt/NmZmYiKirKZVpUVBQyMzOl98VpVc1TlWnTpsFsNkuvS5cueVT+2m4fhJDAqEvoBih4e02lUnn/I7MswsLC6rSzru1OunwZfLGzrutOwRcHT3X9o/fFwRPVRxk51Yd4AOntCAJy7jCoPqpt6BbR9lGG2qsyVB+lfFUfDS10A8CNN96I48eP4+DBg5gwYQJGjx6NU6dOBbwcGo0GRqPR5VUTCt2EyFtd9x8ABW+vOJ3OWh+gq1SqWu+s67qTFtV1Z+2rnUJdDp588UcP1O3gieqjjNzqIywszO9D/pDq1TV0i2j7KEPtVRmqj1J1rY+GGLqB0rpp164devbsidTUVHTr1g3Lly93O290dDSysrJcpmVlZSE6Olp6X5xW1Ty+QqGbEHnz1f6DjlADqDY7a1/tpEW13Vn7eqdQm4MnX/3Ri6g+yjSU+qBbxoOrpt7kvUXbRxlqr8pQfZSqbX1wHNcgQ7c74olAdxISErB9+3aXaRkZGdIz4XFxcYiOjnaZx2Kx4ODBg1U+N14bFLoJkTdf7j8oeAeYNztrX++kRd7urP21U/Dm4MnXB00iqo8yVB+krux2u89Ct4i2jzJy2D6oPsrUx/pwOBxwOp0NMnRPmzYNe/bswYULF3DixAlMmzYNu3btwmOPPQYAGDVqFKZNmybNP2nSJGzduhWLFy/GmTNnMHfuXBw+fBgTJ04EUPoI0uTJk7FgwQJ88803OHHiBEaNGoXY2FgkJyf7pMwUugmRN1/vPyh4B4EnO2t/hwpPd9b+3il4cvDkr4MmkUt9XM8HLwiV5qH6KBPQ+gjS9kG8Jz5X78vQLaLto4wctg+qjzL1qT6sVit4nodCoWhwoRsAsrOzMWrUKNx4440YMGAADh06hB9++AH33HMPAODixYu4evWqNH+fPn2wfv16rFmzBt26dcOmTZuQnp6OLl26SPNMnToVL7zwAsaPH4/evXujsLAQW7duhVarrXN5KXQTIm/+2H/ILnivXr0aN998s9QZRUJCAr7//vtql9m4cSM6duwIrVaLrl27YsuWLS7vC4KA2bNnIyYmBjqdDomJiTh37pw/v0aNqttZBypU1LSzDtROobqDJ38fNImk+nA4kGtxuoRvqo8yAa+PIG4fciT39lGpVPptzFnaPsrIYfug+ihTX+qjsLAQLMs22Dbz/fffx4ULF2Cz2ZCdnY1t27ZJoRsAdu3ahbVr17osM3z4cJw9exY2mw0nT57E4MGDXd5nGAYpKSnIzMxESUkJtm3bhg4dOtS5rBS6CZE3f+0/ZBe8W7Rogddffx1HjhzB4cOHcffdd2PYsGH47bff3M6/f/9+jBw5EmPHjsWxY8eQnJyM5ORknDx5UprnjTfewIoVK5CWloaDBw9Cr9cjKSkJJSUlgfpabrnbWQc6VFS1sw70TsHdwVOgDppEarUaEU3DYHcKUvjmBQG51/OpPhCk+gjy9iE3cm4feZ73+98EbR9l5LB9UH2UqQ/1YTAY/HZijNRM7JyXQjch8uRwOAD4d//BCIKb+2plpmnTpnjzzTcxduzYSu89+uijsFqt+O6776Rpt912G7p37460tDQIgoDY2Fj861//wr///W8AgNlsRlRUFNauXYsRI0Z4VAaLxYJFixbBYDB41YGTuPONiYmpcqcrVrC4Q3Q4HAEPFeUPEDQaDUpKSoKyUxB3SFqtFjabLWAHTRKeA2e5jJwCJ5T/+0gHo0VERCTVRzDqA95tHxzH4erVq2BZ1qsy2u12TJ8+HWaz2aNhX+SkPrePgGdtpLtlaPsoRfuPMlQfpaqqD41GU6v2EajfbaQcWCwWzJ49G61atQLP8x5vHxzHoaSkBMOHD0fTpk0DUFJCGqfr16/j448/BsMwcDgcXu0/ioqK8PTTT3vUPsruind5TqcTn3/+OaxWa5U9SB44cACJiYku05KSknDgwAEAwPnz55GZmekyj8lkQnx8vDSPOzabDRaLxeXlL2q1GuHh4bDb7bDb7QgPDw/4lTzxTLkgCCgpKYFWqw3KmdjQ0FBotVqUlJRAEISAHzQBgFrFIjxUAbsTsDuB8LAmVB/BrA8ZbB9y1FjaR3do+ygjh+2D6qMM1QepDsdxVB+EyJRCoZBGZvHX/kOWwfvEiRMwGAzQaDR49tln8dVXX+Gmm25yO29mZiaioqJcpkVFRSEzM1N6X5xW1TzupKamwmQySa+WLVvW5StVi+d5lwNXi8Xi1bigvmK1WqX/t9lsXo8L6gscx7kM/VG+TIHCCwIsRWW/v6WgkOrDTZkCRS7bh1w0tvaxKrR9lJLL9kH1UYrqg9SE6oMQeSrfVvtr/yHL4H3jjTfi+PHjOHjwICZMmIDRo0fj1KlTAS3DtGnTYDabpdelS5f88jnlbwlr1qwZmjVr5tW4oL5S/pmjmJgYr8cF9YXyz1TExMR4PU6rL/A8j1yLE3angGZGBZoZFaUdrlF9BK8+ZLB9yEljah+rQttHKblsH1QfpeReH3a7PWBlIJU5HI5ajbtOCAkMhmEQGRnp1/2HLIO3Wq1Gu3bt0LNnT6SmpqJbt25Yvny523mjo6ORlZXlMi0rKwvR0dHS++K0quZxR6PRSD0Hiy9fc9fxijfjgvpKxY4+vB0X1BfcdWTgzTitvsDzfGlHak4BEaEKqFUs1Cq2tMM1qo/g1IcMtg+5kWv7qFAoEIguQ2j7KCWX7YPqo1R9qI+8vLxG2WbKhcPhCMr2QQjxjFqtBsMwft1/yDJ4V8TzvMvtY+UlJCRg+/btLtMyMjKkZx7j4uIQHR3tMo/FYsHBgwerfC4yEKrr7TSQO+uqetcM5M6hut4DA3XwJNWHwyGFbpFaraL6+J+A10eQt4/6QE7to91up+2jEW0fVB+l6kt9KJVKOBwOOJ1Ov5WB1IzCNyHyJI48APhv/yG74D1t2jTs2bMHFy5cwIkTJzBt2jTs2rULjz32GABg1KhRmDZtmjT/pEmTsHXrVixevBhnzpzB3LlzcfjwYUycOBFA6Y84efJkLFiwAN988w1OnDiBUaNGITY2FsnJycH4ih4NMRKInXVNQ1oEYufgSZf9/j54cqmPpmEuoVtE9VEmoPURxO1DjuTcPop1YLPZaPtoBNsH1Uep+lQfTZo0AcMw4DhOGjaHBAeFb0Lkzx/7D9kF7+zsbIwaNQo33ngjBgwYgEOHDuGHH37APffcAwC4ePEirl69Ks3fp08frF+/HmvWrEG3bt2wadMmpKeno0uXLtI8U6dOxQsvvIDx48ejd+/eKCwsxNatW6HVagP+/bwZ19OfO2tPx5H0587Bm3Hy/HXwVLk+qh4KieqjTODqIzjbh1zJuX0UBAFKpRKCIPg8fNP2UUou2wfVR6n6WB8KhYLCt0xQ+CZE/ny9/6gX43jLgS/G8VYqlR7vpMvz9UDunu6ky/PmAMMTtf1OtSl7Vdx+J54Diq+6zqiLAdiy70v1Ucbv9eGB8mUPDQ1FVlZWoxrHWw7Kt4/iQT3DMNBoNDXWQ03jeNP2UcoX2we1V427PjiOw9WrV6VtVBAEqNVqaczx6lAbWTcWiwVTp05F7969ERIS4vJedX9LNI43IYFx/fp1bNy4EVqt1utjkQYzjrfc1GUHWZcDD1+eKa/tgYcvz8zW5cDDV2eeqD7KNKT6yM/PbxRXvuVMqVRCrVb75Mo3bR+lqL0qQ/VRprb1IZ4Uoyvf8kBXvgmRP1/tPyh4e4FhmFrtoHieR35+fp3O9vtiZ13Xs/2+2Dn44mx/Xf/4fXH1heqjjJzqQ+w4iG7kCS5fhG/aPkpRe1WG6qOML+qDwrd8UPgmRP58Eb4peHtBEIRqexCuahmn0wmHw1HnW+zqsrP21S12ddk5+PIWu9r+8fvylkeqjzJyqY+wsLBahT066PS9uoRv2j5KUXtVhuqjjC/rg8K3fFD4JkT+6hq+KXh7ged5sCwLh8PhUfgWQ7ogCAgLC6vzc21A7XbWvnyuDajdzsHXz7UB3v/x+/o5Q4Dqozw51IdKpfK6gy9/9cJNahe+afsoRe1VGaqPMv6oDwrf8lFx+7Db7cEuEiGkgrqEbwreXlIqldJYmNWF7/KhW6lUetUhW0282Vn7eict8ubgyR8HTSJP//j9cdAkovooI4f6YFnW47Bns9ngcDh8+hsQV96Eb9o+SlF7VYbqo4w/64PCt3yU3z7y8vLoxDAhMlR+/1FUVOTxcnS0WQsajaba8F0+dKvVar8c1Huys/bXTlrkycGTPw+aRDUdPPnzoElE9VFGDvWhUChqDHti6BZPphH/8SR8W61W2j5A7VV5VB9lAlEfFL7lQ9w+lEol3XJOiEyJ+w+r1erxMhS8a6mq8F0xdCsUCr+Vobqdtb930qLqDp4CcdAkqurgKRAHTSKqjzJyqI/qwl750K3RaPxWBlKmuvpwOBwoLCyk7YPaK+k9qo/g1EdV4ZuuugYey7IICwsDwzDBLgohpAqhoaHQ6/Uez0/Buw4qhu+KoTsQV9Hc7awDtZMWuTt4CuRBk6jiwVMgD5pEVB9l5FAf7sIehe7gcVcfHMeB53kYDAbaPqi9ovqQQX1UDN/iiwQewzAB+dsjhNReSEiIx/PS/ZV1JB64izsmsZEM5K2r4s46JycHV69eBYCA7aRF4sFTbm4url27JpUrUAdNIvE7WywWWCwWMAwTsIMmEdVHGTnUh7gtchyH4uJiaRqF7uBwVx8KhcKrM8Z1RdtHGWqvylB9lBLDt81m82oUF+IfdMWbkIaDrnj7QPmO0xiGCcrzomq12iVIBPIgVsSyLIxGo/Rvo9EYlE6ryn93jUYTlLPFVB9l5FAfSqXS5eDFl50dEu9VrI9g/F3S9lGG2qsyVB+lWJZ1aSf9+dgcIYQ0FhS860i8dZVhGLAs6/U4375SUFCAkpISaLVaMAzj9bigvsBxHHJzc6FSqaBSqZCbmxvwTkHE2wMZhoFWq0VJSUmtB7mvC6qPUnKpD/G2ZpZlwTAMDSEWZOXrAwCcTidtH9ReUX38jxzqw+FwgOM4MAwDhmHgdDoD+vmEENIQUfCug4rPdOt0Oo+GGvO18s+AhYeHez0uqC+UfyYvIiICERERXo3T6gsVn8kLDw+v0yD3tUX1UUou9VH+mW6dTuf1uNLEt6qqj/z8fNo+qL2i+pBBfZQP3VqtFlqtNiCfS9yj/RQh8ubNNkrPeHtJEATwPC91ClR+yDCe56FSqSAIAhwOhzSGtyAIsNvtfimP1WpFYWEhDAYDNBqNdJBiMpmQl5eH7Oxsv/eKabfbkZeXB6VSCaPRKHXCYjQaXcrgz9t7BUFAXl4eHA4HwsLCAJQezGk0GoSEhCA/Px8Oh6PmW/YEO+AQXKfZ7YCHPx/VRymf1YeX7Ha7tI2Kn+l0OqFQKKBSqaSrrCqVChzHoaSkRAp+pO7K//buuKsPhmGgUCjAcRxtH37ePiqi9qpUY6mPiu2jO06nUwrd5X/z+jDkYmpqKr788kucOXMGOp0Offr0waJFi3DjjTdWu9zGjRsxa9YsXLhwAe3bt8eiRYswePBg6X1BEDBnzhy8++67yM/Px+23347Vq1ejffv2/v5KsNvtNJwYITLG8zwsFovH88u/JZUR8eDc6XRKBwcqlQoMw7jsyMQdFM/zsNvtYFkWNpvN57dqORwO2O126PV6KBQKlJSUuLxvMBjAcRwsFgvUarVfDp7EExDis3AVr/TrdDpwHAer1eq3Mc0FQQDHcWBZFgaDAU6n0+W3FjtuEk+UVHsAITgBruJBCQcwNdcd1Ucpn9aHlxwOhxTmxP9XKBRQKpUu26h4UCnWWTCeJW1oxPaxqoP6qupD/K9er4fT6aTtw4/bR3nUXpVqTPVRvn10h+d5OBwOsCzrchwD1I8Ovnbv3o3nn38evXv3hsPhwPTp0zFw4ECcOnWqypMm+/fvx8iRI5Gamor77rsP69evR3JyMo4ePYouXboAAN544w2sWLECH330EeLi4jBr1iwkJSXh1KlTfr0bgOM45OXlUUeghMiUeKeUN/mOgrcX8vPz0bJlS5SUlEhnxqs7C2+1WmGxWBASEoLBgwfDZDIFsLSkVuxm4Mr3rtNi7wVUVHf1gdlsxpYtW8DzPIqLi2EwGKq9SiVebSN1l5+fj9atW7s9EC1/Ja9ifdjtdthsNmojCfEzsX3UaDSVjl3EtlCn07m9ql7xRIAcbd261eXfa9euRWRkJI4cOYI777zT7TLLly/HoEGD8PLLLwMA5s+fj4yMDKxcuRJpaWkQBAHLli3DzJkzMWzYMADAxx9/jKioKKSnp2PEiBFu11uxR3hvrogBZY9fiEMwEkLkpfzjSd4cu1Dw9gLP8ygqKgIAREZG1tgYiu9zHAeTyYSmTZv6vYykjjgGKKiwWYQ1AdRhQSkOqZ3i4mI0adKkxiF41Go1VCoVsrKyAlSyhovnebcHiQUFBSgqKqq2PpxOJ7WRhASAUqmESqVy2U45joPZbIZGo6lyCLf6OI632WwGgGrblQMHDmDKlCku05KSkpCeng4AOH/+PDIzM5GYmCi9bzKZEB8fjwMHDlQZvFNTUzFv3jyXac8884xH5S7f54HRaKxXQ7pN+GB7sItAZGb1UwOCXQSfq9gniDftI91f6QW1Wg2n0+nVuJ56vZ6GLiIkgOx2OwwGg8fj3qrVarrS6iflO4oK5DjEhBDPlA95gR433Z94nsfkyZNx++23S7eMu5OZmYmoqCiXaVFRUcjMzJTeF6dVNY8706ZNg9lsll6XLl3yqNwV66M+3OJPSGNSMXR7e0cKXfH2AsuyMJlM3v/I9aBTEkIaCpVK5XUnSLSN+h6FbkLkraGGbgB4/vnncfLkSezbty8on6/RaLx+Nrsh1wchDUFdQzdAV7y9YrPZ6ACdEJmjbTT4KHQTIm8NOeRNnDgR3333HXbu3IkWLVpUO290dHSlR42ysrIQHR0tvS9Oq2oeX2jI9UFIQ+CL0A1Q8PYKDTlECCHVo9BNiLzZ7fYGGfIEQcDEiRPx1VdfYceOHYiLi6txmYSEBGzf7vpcckZGBhISEgAAcXFxiI6OdpnHYrHg4MGD0jx1RaGbEHnzVegG6FZzQgghPlJUVASbzUahmxCZEsecra4jtfrq+eefx/r16/H1118jNDRUegbbZDJBp9MBAEaNGoXmzZsjNTUVADBp0iT069cPixcvxpAhQ/D555/j8OHDWLNmDYDSYdQmT56MBQsWoH379tJwYrGxsUhOTq5zmSl0EyJvvgzdAAVvQgghPqBUKmG1WtG0aVMK3YTIFMdxUCqVDTLkrV69GgDQv39/l+kffvghxowZAwC4ePGiy/fu06cP1q9fj5kzZ2L69Olo37490tPTXTpkmzp1KqxWK8aPH4/8/Hz07dsXW7durfMY3hS6CZE3X4duQIa3mqempqJ3794IDQ1FZGQkkpOTcfbs2RqX27hxIzp27AitVouuXbtiy5YtLu8LgoDZs2cjJiYGOp0OiYmJOHfunL++BiGE+Jyc20elUgm9Xk+hmxAZYxgGYWFhDTLkCYLg9iWGbgDYtWsX1q5d67Lc8OHDcfbsWdhsNpw8eRKDBw92eZ9hGKSkpCAzMxMlJSXYtm0bOnToUKeyUugmRN78EboBGQbv3bt34/nnn8fPP/+MjIwM2O12DBw4EFartcpl9u/fj5EjR2Ls2LE4duwYkpOTkZycjJMnT0rzvPHGG1ixYgXS0tJw8OBB6PV6JCUloaSkJBBfixBC6kzO7aPD4UBISEidvh8hxL/UajUNURVkFLoJkSee56X/+iN0AzK81Xzr1q0u/167di0iIyNx5MgR3HnnnW6XWb58OQYNGoSXX34ZADB//nxkZGRg5cqVSEtLgyAIWLZsGWbOnIlhw4YBAD7++GNERUUhPT0dI0aM8O+XIoQQH5Bz++hwOOrwzQghgUChO3jUajU4jkN+fj6FbkJkSHwUx2w2+yV0AzK84l2R2WwGADRt2rTKeQ4cOIDExESXaUlJSThw4AAA4Pz588jMzHSZx2QyIT4+XpqnIpvNBovF4vIihBA5ofaREELqB5ZlYTabG+wz9oTUdwzDIC8vDxzH+SV0AzIP3jzPY/Lkybj99ttdOrqoKDMzE1FRUS7ToqKipB4txf9WN09FqampMJlM0qtly5Z1+SqEEOJT1D4SQgghhNQfsg7ezz//PE6ePInPP/884J89bdo0mM1m6XXp0qWAl4EQQqpC7SMhhNQfPM/DZDLB4XAgNzdXep6UECIPgiAgLCwMarUaOTk54DjO558h2+A9ceJEfPfdd9i5cydatGhR7bzR0dHIyspymZaVlYXo6GjpfXFaVfNUpNFoYDQaXV6EVOXyHyfxyw8bcPHscdiKq+7oihBfkGP7qFTKrssQQkgFgiAEuwiNFsdxUKvViIiIgN1up/BNiMyo1Wqo1WqEh4dDpVL5JXzLLngLgoCJEyfiq6++wo4dOxAXF1fjMgkJCdi+fbvLtIyMDCQkJAAA4uLiEB0d7TKPxWLBwYMHpXkIqYuSogIU5GXjz1/345cfPsfpX3YgL/syHeQQn5Jz+6hUKlFUVOTx/ISQwOM4jvZLQUbhmxB5EvtdYFnWb+Fbdpconn/+eaxfvx5ff/01QkNDpWcMTSYTdDodAGDUqFFo3rw5UlNTAQCTJk1Cv379sHjxYgwZMgSff/45Dh8+jDVr1gAofVh+8uTJWLBgAdq3b4+4uDjMmjULsbGxSE5ODsr3JA2PQqGEWqeHg7Mh88IZZF88B72pKWJu6ITIFu2g0miDXURSz8m5fXQ4HLBardBoNDSWNyEyJQgC8vLyEBkZSZ17BZEYvnNycpCbm0udrREiM2L4zs3NRU5Ojs86W5Nd8F69ejUAoH///i7TP/zwQ4wZMwYAcPHiRZcGqk+fPli/fj1mzpyJ6dOno3379khPT3fpcGjq1KmwWq0YP3488vPz0bdvX2zduhVaLYUhUr287EyYLX9WO09B3jUApSFGpdFCqdaAdzpQkJ+DgqN7cf7kIUS2bIfo1h0Q2jSShnQhtSLn9tHhcECv10s9nFP4JkR+1Go1CgsLKezJAIVvQuTNH+FbdsHbk1ugdu3aVWna8OHDMXz48CqXYRgGKSkpSElJqUvxGgWLoxEPDeSwQOUsdpn017kTyM/KAqNQVLsow7BwCs6yCQoWKp0OAs/DYbfhnz/+i8t//QZ9WDgi2rRDWPNWUChV/vgWPmVUUv8GciH39jEkJAQajaZBh+9G3T4St+pTG8myLMLCwmA2mynsyUDAwzeXB1zc6Dqt1XBAHea/zySkHvN1+JZd8JazxnKVclv+tmAXIWhU9kI0Lz7tMi3LzoJhHBBUNYeeYkcVz4EoALACwNtRcu0f5Ob8A+G/Cjhj9HBE6yEYfD9WoK88GPFgsItA6hExbDfU8N2Y20fiXn1rI1UqFV1plRG68k2IvPkyfNOW7QWNRgOHwxHsYpD6imEABQtBq4CgYsHYnVBeMEN7KBPq/2YD1OGNT9A2GnyhoaEwGo2wWCwoKCgIdnEIIRVQB1/yQvVBiLz5qsM1Ct5e4HkeZrPZ6x+bggBxIQilLx4Aw0BQMhD08r/lvL6w2+2wWr0b0o22Ud+j8E2IvFHYkxeqD0LkzRfhm4K3FziOg0Kh8OrHtlqtsNvtfi4ZqRcEAYzdCcbmBOME+CYacJ3CUZLQHPa2YaVXxEmdqVQqFBYWehz2OI6D2Wz2c6kaJwrfhMgbhT15qVgfNPQbIfJS1/BNz3h7yWg0ori42KN7/AsKClBYWAi9Xh/AEtZdYpPEYBchKH67fAHjP1gEW/F1l+mPtzShZ1gUdKi+czWwDNS6EJdJgiBAcDrhsHOAIECp1iCsTWuEt24LfVh4o+k3IJCUSiUMBoNHzxhzHIecnBwoaug4j9ReQ3vmu7G2j5biIox5LxX5RYWV3hvSLQH/GvRIEEpFfIGeMZaX8vWRl5cnDRVJCJGHis98GwwGj5el4O0lTx+wLygogMVigcFgqHcH9fWph1Zfslo55BYWQMsIYMsF4i/++RNhzW/Ao70GVLls9j9/IufyX1AwpXUtCAIcnA1Ohx0sq0CoKQKxN3RCs5btoNbQTtTf9Ho9lEpltWFPDN0qlYoObPysIYXvxto+5pQU4s+sK+CcDqgUZYcOBSVF+P3KP432d2koKHzLi1gf2dnZtX6WlBDiP+XzoDd3TVLwroWawrcYuo1GIzQaDUpKSoJYWuItk0YNBVsWvK8UcchXaxDZql2VyxTkl47jzTsdsHM2CDwPpUqN6DY3Irr1jWgS2ZyubgdYdWGvfOgODw+nbTQAqqsPur21/jDp9AhRl43vbnfQo1QNRXXhm7bRwFOr1QgLC/O6zxJCSGCIeTAzM9PjZSh411JV4bt86A4NDaUzlY2I0+kAbDboDEbExHVCVKv20IR4fvsJ8T13Ya9i6KarOoHjrj7sdju1k4TIhLvwDZRtsySwVCpVncYMJoT4F8uyMBo9v+OLgncdVAzf4tVtMXSTxsPYNBIxcZ0Q2bIdmka3BMvWr8cLGrLyYY/jONhsNgrdQVSxPoqLi6HRaIJcKkKIqHz4zsnJAQA4nc4gl6rxov0UIfLmzTZKwbuOxPB99epVlJSUQKvVUuhuhJq1aItmLdoGuxikCuKVbvGWcgrdwVW+PgRBoCs6hMiMWq1GeHi4FLzpuIYQQuqOjjx9oPzzNzabjW6bJERmxCvdInpmLrgq1gddTSNEXnied7m9vKioKIilIYSQhoGCdx2Vf6Y7JiamToOqE0J8r/wz3TExMTSudJBVrA+DwQC7nTroIkQueJ5Hbm4u7HY7mjVrhmbNmtHJsSCisbwJaTgoeNdBxY7U6jqoOiHEt9x1pBYaGkrhO0jc1Yder4dKpQp20QghcA3dYqexarUaJpMp2EXzyJ49e3D//fcjNjYWDMMgPT29xmV27dqFW265BRqNBu3atcPatWsrzfPOO++gTZs20Gq1iI+Pxy+//OL7wrshCAIdSxIic97cEUTPeNdSxdAtqtjhWn3ZWTVWabvSsfnEAQCA1VYCp8CDYVzPRwkAvj9xEL+cPw0AiDWFI+2Jl2l4MJmrrvfyir1rKxTUGZ6/VVcfSiXtiuRo55mj+PjAVgCAzc6Br+LK2185V/DkhwsBAKHaEMwf9jRMNKJDveMudIvqyzZqtVrRrVs3PPXUU3jwwQdrnP/8+fMYMmQInn32Waxbtw7bt2/H008/jZiYGCQlJQEANmzYgClTpiAtLQ3x8fFYtmwZkpKScPbsWURGRvrtu/A8j7y8POqPhBAZKygo8OrxxfrRkspMVaFbVD585+XlwWCgAxC5yik0Y9+5/0Kv0YJhGISoNWAZh8s8Rm0ILuVl4VJeFizFRbg1rhMEQaDgLWN2ux1ms7na3svLh2/qVdu/aAi3+unS9WxsOXEAAAMFy4JhGGiVrh3hGXUGXLqejUvXs1FstyHa2BRzhz4VnAKTWqsudNcn9957L+69916P509LS0NcXBwWL14MAOjUqRP27duHpUuXSsF7yZIlGDduHJ588klpmc2bN+ODDz7Aq6++6vsvgbL6cDgcdAxJiEyJeVCv13u8DB39eKmoqKja0C0Sw7dSqaTbhGTs4Z79EaYPhV6jQ5SxKcL1lcfiC9WWvhdhMCFErcFj8fdQcJAx8SqBJyFPvO2cOlvzHwrd9dd93fog3GBCiFqL2CYRiDFVrj+9puw9jVKF+27ug6Zu2lEiXw0ldNfGgQMHkJiY6DItKSkJBw6U3gnHcRyOHDniMg/LskhMTJTmccdms8Fisbi8PFW+PsLCwqjNJESGyl+EDQkJ8Xg52pq9oFQqYbVaPR6nm2VZhIWF0ZVRGesY0xq33dAZlpKag5e52IowfSiGdu8bgJKR2uI4Dkql0uOQFxoa6tXZSuI5Ct31W1O9EUO79UWxvaTGDp6KORs0SjWG97orQKUjvtCYQzcAZGZmIioqymVaVFQULBYLiouLkZOTA6fT6XaezMzMKtebmpoKk8kkvVq2bOlReSrWB/V/QYj81HTnc3XoKMgLSqUSer3eqx+ZYZhGtyOrb0b0HgAWLDhH1T0rC4KAIq4EQ7v1pas5MscwjNdXCbw5W0k8Q6G7YXik113QqtQo4kqqnS+/uBCdY+PQu02nAJWM1FVjD93+NG3aNJjNZul16dKlGpeh+iBE/uoSugF6xtsrDoejVgfodMVb3gZ27o3mYRHINF9HZKj7UF3ElUCjVOMRupoje2q1mra5IKPQ3XD0aNUB3Vq0wy/nT0Ov0bmdx+F0QhAEPH7bQNr26gkKeaWio6ORlZXlMi0rKwtGoxE6nQ4KhQIKhcLtPNHR0VWuV6PReNV3CNUHIfJX19AN0BVvrzgcjppnIvWOVqXBo70HgHM6quy1N7/Iiu4t26FHqw4BLh3xFh34BxeF7oaFYRg8Fj8QAGB3ut8H5hcXIsJgwn039wlk0UgtCYJAIe9/EhISsH37dpdpGRkZSEhIAFB6Irdnz54u8/A8j+3bt0vz1BWFbkLkzxehG6DgTQiA0k7WDBotCkoqj8XncDrBMMBj8XQ1h5DqOBwOCt0N0OCutyHSGAZzUWGl9wRBQIndhgdv6QejjvpKkDtBEJCXl9dgQ15hYSGOHz+O48ePAygdLuz48eO4ePEigNJbwEeNGiXN/+yzz+Kvv/7C1KlTcebMGaxatQpffPEFXnrpJWmeKVOm4N1338VHH32E06dPY8KECbBarVIv53VBoZsQ+fNV6AYoeBMCAGgdHo3+HXqgoKS40nv5xYVoFtoEg7veFoSSEVI/MAxT4xBupH4yaEPwcM/+KHFwlTpZs9pKoFNpqFO1eoLjODgcjgYb8g4fPowePXqgR48eAEpDc48ePTB79mwAwNWrV6UQDgBxcXHYvHkzMjIy0K1bNyxevBjvvfeeNJQYADz66KN46623MHv2bHTv3h3Hjx/H1q1bK3W45i0K3YTIny9DNyDD4L1nzx7cf//9iI2NBcMwSE9Pr3GZXbt24ZZbboFGo0G7du2wdu3aSvO88847aNOmDbRaLeLj4/HLL7/4vvCkXhtxayKUrAIlDqc0rfRqjh0P39IfBi11wEWCS87to0ajgUKhoNDdQA3veRdC1FoU2lxPTpqLC9GrTUd0jo0LUsmINwRBQFhYWIMNef3794cgCJVeYru3du1a7Nq1q9Iyx44dg81mw59//okxY8ZUWu/EiRPx999/w2az4eDBg4iPj69TOSl0EyJ/vg7dgAyDt9VqRbdu3fDOO+94NP/58+cxZMgQ3HXXXTh+/DgmT56Mp59+Gj/88IM0z4YNGzBlyhTMmTMHR48eRbdu3ZCUlITs7Gx/fQ1SD/W/sTviIqKQX1I27nqh3YEQNQ2RQ+RBzu0jz/MwGo0UuhsoaejF4rKhF+1OBxiGwf/deg89hlNPqNVqGqIqyCh0EyJP5e/o8kfoBmTYq/m9996Le++91+P509LSEBcXh8WLFwMAOnXqhH379mHp0qXSrUJLlizBuHHjpOdx0tLSsHnzZnzwwQd49dVXff8l6rlfn1sa7CIETX8BOMvbUFJiB8swyHM60Qt62OZ/iV+DXbgg6bbqpZpnIgEh5/aR47hGEbobc/t4G29FhrMIFstVqBgW1wUbmkCNmHcP4lfmSLCLFzT1qY1sDNuoXCmVSgrdhMgYx3HQarV+C92ADK94e+vAgQNITEx0mZaUlIQDBw4AKP0Rjxw54jIPy7JITEyU5nHHZrPBYrG4vEjDN0ARhVCWQYEgwC4IYADcq4gNdrEIqRVqH4kv3cZEIorRwgI7BEEABx5JbAvoGNmdwydEdpRKJYVuQmRMEARkZ2f7LXQDDSB4Z2ZmVurgIioqChaLBcXFxcjJyYHT6XQ7T2ZmZpXrTU1Nhclkkl4tW7b0S/mJvEQwGvTTaFAkCDDzPKIVCvRhw4NdLEJqhdpH4ksaRoEkpgUc4FEIB3RQ4B62RbCLRUi9otFoKHQTIkPl7wjS6/0zSke9D97+Mm3aNJjNZul16dKlYBeJBMj9ITqoGMAGAUN1WmgYRbCLRIisUPvYeCWyLaCDEtdhwy1MBFowNIQYIZ5Sq9UoKSlBQUFBsItCCKnA6XRCo9GAYRjk5uaC53mff0a9vz8sOjoaWVlZLtOysrJgNBqh0+mgUCigUCjczhMdHV3lejUaDTQajV/KTOTtFrUK7ZRKXHQ4MThEC3A1L0OIHAWyfaTOtRqHWCYEvZkI7BeyMYiudhMvnT9/Hnv37sXff/+NoqIiNGvWDD169EBCQgK0Wm2wi+dXNpsNJpMJTqdTejzHH7eyEkJqR6VSwWAwAABycnKQm5vr85FavArePM9j9+7dbhvNxMTEoNxumJCQgC1btrhMy8jIQEJCAoDSs4s9e/bE9u3bkZycDKD0e2zfvh0TJ04MdHFJPcAyDMYa9Dhjt6OFUglzsAtE6oXG3j5qNBo4HA6flLvWuDzg4kbXaa2GA+qw4JSngXqQjYOTF3ArExnsohAvBWsbXbduHZYvX47Dhw8jKioKsbGx0Ol0uH79Ov78809otVo89thjeOWVV9C6deuglNHfxB6TxbBN4ZsQeVEqS2OxWq1GRESEX8K3R2spLi7GggUL0LJlSwwePBjff/898vPzoVAo8Mcff2DOnDmIi4vD4MGD8fPPP9epQIWFhTh+/DiOHz8OoPTs6PHjx3Hx4kUApbc4jho1Spr/2WefxV9//YWpU6fizJkzWLVqFb744gu89FJZL6NTpkzBu+++i48++ginT5/GhAkTYLVapV58Canobp0WzxlpZ0hqRu1jKZ7nYTabwXF0i0hD15VtinmKnlAx9LRafWO322G1Wmue0Yd69OiBFStWYMyYMfj7779x9epVHDlyBPv27cOpU6dgsVjw9ddfg+d59OrVCxs3bqx5pfVcaGgojEYjLBYL3XZOiAyJ4dtut/v0tnOPrnh36NABCQkJePfdd3HPPfe4HQPy77//xvr16zFixAjMmDED48aNq1WBDh8+jLvuKhszecqUKQCA0aNHY+3atbh69ap0kAkAcXFx2Lx5M1566SUsX74cLVq0wHvvvScNlQMAjz76KK5du4bZs2cjMzMT3bt3x9atWyt1KEQIId6i9rEUx3FQKBTIycmhHnsJkSmVSoXCwkIolcqAXWl9/fXXXdqcijQaDfr374/+/fvjtddew4ULFwJSrmCjK9+EyJs/rnx7FLx//PFHdOrUqdp5WrdujWnTpuHf//63y4Gft/r37+8ygHlFa9eudbvMsWPHql3vxIkT6dZyQojPUftYxmg0Sr2lU/hu2OiZ/vpJqVTCYDAENOxVF7orCg8PR3h44xlJhMI3IfLm6/DtUfCu6aCyPJVKhbZt29a6QIQQUp9Q+1iGZVmEh4cjNzeXwjchMqXX66FUKoMa9rKzs5GdnV3p9s2bb7454GUJNgrfhMibL8N3rXo1LykpwX//+1+3jebQoUNrVZD6QK1W+6VreUKI7wR7G22s7aOIwnfDJt5xQVe867dghb0jR45g9OjROH36tMvfkiAIYBgGTqczIOWQGwrfhMibr8K318F769atGDVqFHJyciq919AbTZZlYbFYEBIS4tWPHewgQEhjwnEcVCqVV2HPV9toY24fy6Pw3bBR6G4YghH2nnrqKXTo0AHvv/8+oqKi6G+pHArfhMibL8K311H9hRdewPDhw3H16lXwPO/yaugHlTabDU6n06ve7ex2O/XyS0gAMQyDvLw8j7c7nuelA526asztY0Vi+FapVMjJyaF2sIGgoNSwBLp37b/++gtvvPEG4uPj0aZNG7Ru3drl1dhRb+eEyFtdezv3OnhnZWVhypQpjbJHcEEQYDKZPP6xOY5DXl4eHagQEkBqtRpKpdKjsMfzPHJzc30Wihtz++gOhW9C5C+QYW/AgAH49ddf/foZ9V35+gj00G+EkJrVJXx7fav5ww8/jF27djXoDoKqo1QqPbrNgOM45OTkQKlU0i2WhAQQwzAICwuDxWKp9jZnMXTb7XaYTCaffHZjbx/dodvOCZG/QN3m/N5772H06NE4efIkunTpUmn4xcbQD4YnxN8/Pz8fer0+yKUhhFRU/rZzu93u8XJeB++VK1di+PDh2Lt3L7p27Vqp0XzxxRe9XWW9U9M9/mLoVqlUMBqNsNlsQSwtIY0PwzDVhr3yoTsiIgIOh8Mnn0vto3s1he/qhkgjhARGIML3gQMH8NNPP+H777+v9F5j6gfDE6GhoXA4HHSnECEyJebBrKwsj5fxOnh/9tln+PHHH6HVarFr1y6X26gZhmk0B5ZVhe/yoTs8PNxnB/SEEO9UFfYqhm61Wu2z7ZTax6pVVR+CINCBJSEyUVX4Lioq8sn6X3jhBTz++OOYNWtWo3wk54/MfEDp+e3jDO8Ey9sxe9N+OJW6On9+CApwi+K0y7Sje3ajCNSRGyG1oVarvbpr0uvgPWPGDMybNw+vvvpqnQYQbwgqhm+j0Yjc3FwpdDf234eQYKsY9sLDw2GxWFxCty9R+1g9d/WRl5dHvxUhMlIxfAPw2bPGubm5eOmllxpl6K41pub20eQohJXVwsHWapTgGoU6rChh1bCzqppnJqSRUSo93+683kI5jsOjjz5KB0r/I4bva9euuVzppt+HEHkQw15OTo40zFezZs388pwxtY81q1gfPM/TsDmEyEzF8O2r54wffPBB7Ny5k/rB8AGF4ESH4kvoWXAWcbar2NakFw4Yu/jls57K2gItz+GYvj2OGdrjmjrML59DSEPndfAePXo0NmzYgOnTp/ujPIQQUm9R++gfgiUXyPobaNfDL6NECHYO+Ou/QKuOYHQGn6+fEFKqQ4cOmDZtGvbt20f9YNSSyVGI7oXn0LPwLJo6CsBAACsIUPOed/DkLS1vQ5ijEP0tx9Gn4CT+0sbisOFGnA1pBSej8NvnEtLQeB28nU4n3njjDfzwww+4+eabKzWaS5Ys8Vnh6gPxmW61Wi3dal7bQdXlotuql4JdhODh8oCLG10mtWw1HKCzu/WW+Ey3w+FAREREjb2d1wW1jzWrWB9Vjbku8Dzw9ynwJ/YCfxwHGAbskylAk0jfF+rSGfDf/QdQqoFOt4Ht2heIbuM25Dfq9pE0GgUFBbBYLDAajQCA69ev+2S97733HgwGA3bv3o3du3e7vNfY+8GoDiMIaFf8D24p/B0di/6GVrDDCRZWhRZORgGjw//DjpWwahSxGmgEO24svogOxZeQpwzFEcONOG5oh3wl3blESE28Dt4nTpxAjx49AAAnT570eYHqk4odqbEsW6nDNUJI8LjrSM2fQ1tR+1g9d/UhDv0mEoosEE4dhPDrLiDnCsA7AFZR+vJirEyvCAJgtwFOJ3DkR/C/7gJibwDbrT/QoScYtdY/n0uIDJUP3eIt574aneX8+fM+WU913nnnHbz55pvIzMxEt27d8Pbbb+PWW2+tcv6NGzdi1qxZuHDhAtq3b49FixZh8ODB0vuCIGDOnDl49913kZ+fj9tvvx2rV69G+/bt/f5dFOChcxZjWNYPiHPkghV4cKwK+Qo9UOHE4M3WvxBXcrXa9Z3WNwealP2bFQQkX/sJamf1bata+F9v8wwDG6OGjVVDITjRxFGIgfmH0M98HGd1rXAktAP+0DaH4MFz6YQ0FN500Ot18N65c6e3izRI7kI34L7DNUJI4LkLeYD73rV9hdrHqlVVHwzDlPZunnkBzoNfA2d+AUoKSzsU0hoAlbo0FNsDMCyjLrT0YNZuAy6eBX/pLGAIA9O5D5iufcFENPd/GQgJInehGwBCQkL8+rlXr17FJ598gqlTp9ZpPRs2bMCUKVOQlpaG+Ph4LFu2DElJSTh79iwiIyvfLbN//36MHDkSqampuO+++7B+/XokJyfj6NGj6NKl9HnpN954AytWrMBHH32EuLg4zJo1C0lJSTh16hS0Wu9OyjFwgkVNoVSAjudgdBSBdzrgBIMIPh82Vil1nsZCAFA2DKODYRFtz0V0NXebqwU7HAoBV1AiTdM6nehYZIFKcIKvoVxFCg1YlAV0gWFgVWoBQYCWt+Pmoj/QpehP5KqMOB7aFidDWsPqg57YST3H5QW7BJ6xmwHBCQh2wItz/Bxnhznf8+/os+4P//77b7z55ptYuXKlr1YpT4IDXIkVOdfzoFIqER4WChYOl0pSK4GIpibkXM9D3vVc6HTa0grlfP9soj/869PdNc/UQOlQiG6K4y7Tft0TgmI03uc+Fz/eL9hF8Nz/Gk7BaUNu/nXYHQ5ENA2DWgmAL7udmQUQHhaK3Ov5yMnJhkHv34ODxtI+/pmZC1ZpqfyGIIB12MAIPJxKDfIyS29bZcFDby+CxmlD/oafwPI22FklSlhV6RUTrghAEZS8AzrehpIV/wZQdTvqZBicilHDoim7xb/o+3wMuH4SbLVjhQvQO20w21gI0lUkBViBh644G4qd/w/2Xem4oI3Cr4YbcC6kOT3XSCT1po2s4cCyoMAKS0EhjKEGhOo1Lm0mBN8MufjUU0+5nf7333/jl19+qXPwXrJkCcaNG4cnn3wSAJCWlobNmzfjgw8+wKuvvlpp/uXLl2PQoEF4+eWXAQDz589HRkYGVq5cibS0NAiCgGXLlmHmzJkYNmwYAODjjz9GVFQU0tPTMWLECK/KF8rkQ1nF1WBGEKBzOqFzOKDkeVihghkq6BgnnAoeaoZDlfdnKYAaR0B38Ihgr0LJXJMmqRhAAwMcLAsnW10bCWhQxZByTOnnOwCwPI8Y+zXEXr+Ge/J/wRV9CC6FhiJXq6l0hZ40Ehezg10CzxQ4/neSgAUcnv2tcnYeOQVOKLxI6l4H77vuusvtc29Xr17F1atXG/yBpcOajXwboFIwCA9xgLW5HzRdDSAihEe22QFOKAaufA8U+GeYB1+rOMZjY6JGCVox51wnKgRwaMS3mtaXRhMAChwQbHnIK+DBC0BEqAJqZw5QXHlWFkB4iIBcixPmPN+MUdvY20d3B5WCANidLAQwUKmcYNliKHkeOocDOqcTToGBDQqwjB0OpRMMw0OHCs98MwJYhkeIUPXlHAaAgufR0lmMAqZsJ8jyVoQ5zbDXcOsjr2CgYworrVRQAA5BgEpw4KbiC+hUfAFFSiUuGkPxj0GPIhUNr9Po1Zc2spoDy4IiJyzFPIw6FqFKC1Bc4QRaiW+Cd16e65Uhp9OJv/76C6dPn8aqVavqtG6O43DkyBFMmzZNmsayLBITE3HgwAG3yxw4cABTpkxxmZaUlIT09HQApbfGZ2ZmIjExUXrfZDIhPj4eBw4cqDJ422w2l9vzyz9O4w4jCAgvKYFSEMAIgIVRoZBRIQQO1KdTfDzLooRlAUGAmudxg8WC5lYr/jCZcLYp9ZVDGg4xdKsUDHRqzx+t8DoJdu/e3eXfYqP5xx9/YO3atd6url5hGAbmIh5atQLhRgXYGs7eqVUswvQKWG1+ei6REFIJ5xDgcAqINCmhVlXfGLIMg3CjApnXa7xW4JHG3D66IwiA3cFCEBiolQ7oeCd0nANqngeD0hsleYYB/78bMKu8IsIwsCtqOPwUBOiqeE6RhwfLV4dh4GAYOFgWrCBA53Cg0/U8tM/PR5YuBBeNBmTrdHRFh9RLLqE7xL8x76uvvnI7/bXXXkN6ejqeeeaZWq87JycHTqez0hjhUVFROHPmjNtlMjMz3c6fmZkpvS9Oq2oed1JTUzFv3jyXadV9N4EBClUqhDgcsPEKWKGCQbBDzThh893Nqf4nCFD8L3QDQLFSict6Pf4xNN67BknDUz50hxsVKLF5fgzp9da8dOlSt9Pfe+89rFy5Eo899pi3q6w3NBoNFCw8Ct0ilYqF2jfH9IQQDwiCgDC9osbQLWIZBsYQ33QE05jbx4rKh26V0okQ3olQjoNCECAwDJz/a0Orv7lRfniGgU2pLL0t1OFAq8JCRJSU4OeYKORrNMEuHiFeCWTors7IkSOxYMGCoH2+r02bNs3lSrrFYqnh+zEoUSpRCBV4JwO9YIdesMMpsGAg/O9WVqHKk3uMINTwOE3pPFVRCEKNnVc6Gabqk4uCABXPQykI4BkGZrUafxtDcdmgB1eXk56EyEzF0O1pHhT57DTagAED8MILL/hqdbLE8zyMIazXP3I9HVWMkHpJrWSh8jB0i7zdpr3VGNrH8iqGbpYFSlgFBKihczqhdjpLAzjgl3G5/YkVBKidTjAAOIUCmSEhuBRqQL6Ph6YjxN/kEroB4Ndff5VGhKitiIgIKBQKZGW5PgKYlZWF6Ohot8tER0dXO7/436ysLMTExLjMU/EOp/I0Gg00bk7EFQhNwAruH09hnHawTjt4hQrFChXyBCdCHEXQOm3geRWUPA87o0QJqy7XF0Upk9MKew39ThSxwBW0RI7QRJqmAo9o1goV76z2LKhC4MEzCpQoNBWmO6Fz2sBCQAmjxVl9C/xquAEXtZFlZaSLT43aY63qSR8YefmA+ntAqwaqeISM4+zIMedBpdEhvGmTcsNGl7id3x2fBe8dO3bgrrvu8tXqZInjOLC6SEDnxfO+djsADoi9Fwhr4q+i+dTRPY27czUoXHdovzr7NOrO1epNowkAeflgtdU3nO553mjWRmNoH4H/HVTySpeO1EoYRdkBnaL0pebtMDqLYHQWAYIABoATGhRB7f6KiiBAy3PVdKsGMBDgAItsoSmuCWVttFKIRnvhJARn9X8PPMPAxlYRngUBGsEODW+HAAZZyiY4HtoWv+lbw6LU/28F1a6eNGD1po0sd2BZUMLBYiuE0WRAaKjeg4V900ZWfJ4aKA2xX3/9NYYMGeLy/pIlS7xat1qtRs+ePbF9+3YkJycDKL1gsn37dkycONHtMgkJCdi+fTsmT54sTcvIyEBCQgIAIC4uDtHR0di+fbsUtC0WCw4ePIgJEyZ4VT4AEKCA081T26yTA+t0wKHQgFeUtkNORgG7QoECNgQbQ9uiV/F53FR0AQZnMQQwKGI1Ui/nTrDYH9oFh0I7Vfv5nFJAN+wr+7cCSIvpD16o/m6dcZnfQstzpT2fCwK0Aie1h7lKEw6HdsSv+nZl7SEhInU9ebZfJQCMAmBUgJtjAY7jkHPdDJVK4zKaFQCA8eNwYg8++GClaVlZWTh48CDuuusul/e//PJLb1cvf4zSbYVUPT8AxgmoTPXmj68IoTXP1IBxcN0BFcPQuH+TevJ3C6DGhrNKXjSa1Wns7aMgsGAcHCAIsCtDILDur8AUswoUs1pcU4XB4LBC6ygGy/Mw8iXgGAWKWY3LOLAqwQGlwKOI1UKoJn0XMjoUKHUo3/fvdWU48pWhLsPgVMQIAkKdxShhNC5XkhSCEzreBiXPw8Yq8VtIHI4YbsTvuhbgqVdzIqovbeT/2kdrEYeioiIYTU1chgyrlo/ayGPHjrmd3rt3b2RnZyM7u7SjutreCTNlyhSMHj0avXr1wq233oply5bBarVKvZyPGjUKzZs3R2pqKgBg0qRJ6NevHxYvXowhQ4bg888/x+HDh7FmzRqpHJMnT8aCBQvQvn17aTix2NhYKdzXFevkoHBycCrUUuiu6B9NJP7Wt8aPDiu6Wf9Er8IzCLdbwPIlsDEqMBBQzGqQqzJV+1khKKg0zarU1XiMI6D0qrfBUQQleNgYFX4LaYOj1B6SRqCqIaRrw+vgbTJV3qhNJhM6dOhQ60IQeVn91IBgFyF4uLxKPdQ+1qpf/TmwIkHV2NvHCB0DQOUyTndNOI5DSUkJmvYfDuPfvwKnDwBFhaUnLLUGQKkGHBxgV6Lp2NfANHV/y2jpyvIQd3Gj67RWwwG1+6tdIuHPX8FvXIxQ/f/G8eZKAFtR6YnT0CgwXe8A0+V2RDeNRl+PvhUh8uRwOGC1WtGkiReh24d27tzp1/U/+uijuHbtGmbPno3MzEx0794dW7dulTpHu3jxostBc58+fbB+/XrMnDkT06dPR/v27ZGeni6N4Q0AU6dOhdVqxfjx45Gfn4++ffti69atXo/h7Y4nobu8AqUe+0w3Y7+xC9oV/4NbCn/HjcWX6lyOmjFgISBfoccRw4341dCuxpBPSEPgy9AN1CJ4f/jhh3X6QEIIaagac/uoVqulHoU9Dd3lMc1aQHHjzRDueADCmV8gHN8FXLsEFBeU3sUQiA56igsAhx1Qq4E2ncF26we07wFGRZ2mkYbBbrfDYDAEJXQHysSJE6u8tXzXrl2Vpg0fPhzDhw+vcn0MwyAlJQUpKSm+KiIA70N3eTzD4veQVvg9pBXC7BZ0LjqPc7qWPi1fedua9ALHKnFa11q6vZ2Qhs7XoRsoHcq2RkINPSX62jvvvIM2bdpAq9UiPj4ev/zyS7Xzb9y4ER07doRWq0XXrl2xZcsWl/cFQcDs2bMRExMDnU6HxMREnDt3roq1EUKI5wLdPgLybCNZloXJZKpV6C6P0RnA9rgb7Oi5YEe8AnS9A9BoAaXKfz1VMiyg0gDaEDDx94IdNQeKka+Auek2Ct2kQVGpVNDrA/sc7qBBg/Dzzz/XOF9BQQEWLVqEd955JwClCq66hO6K8lRG7DN1Q5a6qY9KV9mR0BtxQt+WQjdpNPwRugEPr3h37twZs2fPxoMPPljtQdW5c+ewZMkStG7dGq+++mqtCrRhwwZMmTIFaWlpiI+Px7Jly5CUlISzZ88iMjKy0vz79+/HyJEjkZqaivvuuw/r169HcnIyjh49Kt0q9MYbb2DFihX46KOPpOdzkpKScOrUKZ/cKkQIabwC2T4C8m0jbTYblErfHZQxLAu06ghFq44QCvOBrL8BUzOfrd9Fq45ghz0HtLgRjDbEP59BiAz4chv11PDhw/HQQw/BZDLh/vvvR69evRAbGwutVou8vDycOnUK+/btw5YtWzBkyBC8+eabAS9jIDAMg3bRTeB0OmGxcDAaI2q880B8FGfKw33QtKkPgrWfH6eb8MF2n6yHkGBwOEr7svBX6AY8DN5vv/02XnnlFTz33HO45557qmw0f/vtN0ycOLFWPT2KlixZgnHjxkkdYaSlpWHz5s344IMP3B6sLl++HIMGDcLLL78MAJg/fz4yMjKwcuVKpKWlQRAELFu2DDNnzsSwYcMAAB9//DGioqKQnp6OESNGuC2HzWaDzWaT/m2xWGr9nQghDVcg20dAHm2ku/bRn1f+GUMTwNDEf+tXqoB2dRvKiBDi3tixY/H4449j48aN2LBhA9asWQOz2QygNIzedNNNSEpKwqFDh9CpU/W9ctdnGo0GZrO5dGhao7FB3+5PSH1kt9uRn58Ph8Phl9ANeHir+YABA3D48GF88803iIyMxLp16zBx4kQ89thjmDt3Ls6dO4dRo0bhn3/+waJFi9x2MOQJjuNw5MgRJCYmlhWQZZGYmIgDBw64XebAgQMu8wNAUlKSNP/58+eRmZnpMo/JZEJ8fHyV6wSA1NRUmEwm6dWypf+enSGE1F+Bah8B+bSR1D4SQryh0Wjw+OOP49tvv0VeXh7y8vJw5coVlJSU4MSJE3jrrbcadOgWcRwHrVZLoZsQGVIoFLDZbBAEwS+hG/Cyc7W+ffuib1//9emak5Mjdc5TXlRUFM6cOeN2mczMTLfzZ2ZmSu+L06qax51p06a5jCdpsViwYMECz78MIaRR8Xf7CMinjaT2kRBSF+JJu8bIZrOB47g694dBCPEtni8bdtRqtfrlBBn1klAFjUYDjYY61SGEkIqofSSEEO84HA6Eh4ejuLgYOTk5Xg27SAjxP4ZhEBkZCY7jpEeMfR2+/dRFbO1ERERAoVAgKyvLZXpWVhaio92P3RodHV3t/OJ/vVknIYTIkZzbSLVa7XK2mBAiP7SNBo/D4QDLsggPD4dKpUJOTg44jgt2sQgh/6NWq8EwDEJDQ2E0GmGxWFBQUODTz5BV8Far1ejZsye2by/rFZHneWzfvh0JCQlul0lISHCZHwAyMjKk+ePi4hAdHe0yj8ViwcGDB6tcJyGEyJGc20iWZWGxWOjAnhAZ4zgOdrs92MVo1Ch8EyJPDMNI/++v8C27W82nTJmC0aNHo1evXrj11luxbNkyWK1WqQffUaNGoXnz5khNTQUATJo0Cf369cPixYsxZMgQfP755zh8+DDWrFkDoPRHnDx5MhYsWID27dtLQ+XExsYiOTk5WF+TEEJqRa5tpM1mg9PpRG5urt86JSGE1A3DMMjLy4NKpaLbnINIDN+5ubl02zkhMiXeZu7L285lF7wfffRRXLt2DbNnz0ZmZia6d++OrVu3Sh3/XLx40eWArk+fPli/fj1mzpyJ6dOno3379khPT5fGpwWAqVOnwmq1Yvz48cjPz0ffvn2xdetWGsObEFLvyLWNFAQBJpMJhYWFFL4JkSm1Wg2n0xm0sDd69GiMHTsWd955Z0A/V44ofBMif74O314H77vvvhv9+vXDnDlzXKbn5eXhoYcewo4dO+pUIACYOHEiJk6c6Pa9Xbt2VZo2fPhwDB8+vMr1MQyDlJQUpKSk1LlshBBSlUC0j4B820ilUomIiAjk5ORQ+CZEhhiGQVhYGCwWS1DCntlsRmJiIlq3bo0nn3wSo0ePRvPmzQP2+XJD4ZsQ+fNl+Pb6iGjXrl1YuXIlkpOTYbVapekcx2H37t21Lkh9oFTK7gYBQkgFgiAE7bMbc/soUqvViIiIgN1uR25uLj3zTYjMMAwTtGeM09PTcfnyZUyYMAEbNmxAmzZtcO+992LTpk2N9tlzeuabEPnz1TPftboUsW3bNmRmZuK2227DhQsXav3h9Y1SqURRUZHXywUzCBDS2HAcF9RtrrG2j+VR+CZE3oIZ9po1a4YpU6bg119/xcGDB9GuXTs88cQTiI2NxUsvvYRz584FrCxyQeGbEPnzRfiuVfCOiYnB7t270bVrV/Tu3dvtrY0NkcPhgNVq9erHFgSBGlBCAkgQBOTl5XkV9mpzQq0qjbV9rIjCNyHyFuywd/XqVWRkZCAjIwMKhQKDBw/GiRMncNNNN2Hp0qUBLYscBLs+CCE1q2v49jp4i12tazQarF+/HpMmTcKgQYOwatUqrz+8vnE4HNDr9R7/2DzPIy8vj654ExJAarUaDofD47BXUFDgclt4XTTm9tEdCt+EyFugw57dbsf/+3//D/fddx9at26NjRs3YvLkybhy5Qo++ugjbNu2DV988UWj7ZOnYn001tvvCZGzuoRvrx9arhgiZ86ciU6dOmH06NHerqpeCgkJgUajqfEBe57nkZubC4fDAYPBEMgiEtKosSyLsLAwmM3mGjv4KigogMVigV6v98lnN/b20R0xfFOHa4TIUyA7+IqJiQHP8xg5ciR++eUXdO/evdI8d911F5o0aeKXz68PytdHXl4eHUMSIkPlO1zTaDQeL+d18D5//jyaNWvmMu2hhx5Cx44dcfjwYW9XVy/V1LudGLrtdjvCwsLgdDoDXkZCGjOVSlVj2BNDt9FohEKh8MnnUvvoXsDCtzoMaDfe9+slpIELVPheunQphg8fXu1QhU2aNMH58+d9/tn1iVgf2dnZdMs5ITIl5r/r1697vIzXwbt169Zup3fu3BmdO3f2dnX1VlXhu3zojoiIAAAK3oQEQXVhr3zoDg0N9dkz3tQ+Vq26+nA4HEEuHSGkuvDtq230iSee8Ml6GgPx7i3xOJMQIj+hoaGw2Wwez0/3+9VBxXv8K4ZuGouRkOBy94xxxdBNAsddfVitVnqOkRCZcPfMN8dxMJvNwS5ao8QwDB1LEiJzISEhHs9LA1PXUfkr3xaLBQzDUOgmREbKX2m9evUqAFDoDqKK9cHzvM+esSeE1F35K9/Xrl0DAJ89jkO8J3baSQip/+iKtw+UP2jUaDQUugmRGbVa7dL5BQW94KpYH3RQT4i8sCwLo9Eo/dubKzqEEELco+BdR+Lt5QzDQKvVoqSkpNaDqhNC/KOgoAAlJSXQarVgGIaGtgqyivVBnQcRIi8cxyE3NxcqlQoqlYqOawghxAcoeNdBxWe6w8PD6zSoOiHE98o/0x0eHk7jSgdZxfoICwurNAwbISR4OI5DTk6ONDpEREREvbgr5csvv8TAgQMRHh4OhmFw/Phxj5bbuHEjOnbsCK1Wi65du2LLli0u7wuCgNmzZyMmJgY6nQ6JiYk4d+6cH76Be7SfIkTevNlGKXjXUlUdqdVlUHVCiG+560jNXQdfJDDc1YdKpaLHcwiRifKhWxx5oOJt53JltVrRt29fLFq0yONl9u/fj5EjR2Ls2LE4duwYkpOTkZycjJMnT0rzvPHGG1ixYgXS0tJw8OBB6PV6JCUloaSkxB9fw4Xdbqc7ggiRMZ7nvRp5gDpXq4Waei8v3+FaSEhIvThTTEhDU13v5RWHttLpdEEqZeNRXX34ZUxvQohX3IVuUX3YRsWhyi5cuODxMsuXL8egQYPw8ssvAwDmz5+PjIwMrFy5EmlpaRAEAcuWLcPMmTMxbNgwAMDHH3+MqKgopKenY8SIET7/HiKO45CXl+fSHwYhRD7EPOjNsNHyb0llxtMhw8Qr34WFhTRGLSEBZrVaaxwyrPyVbxon1b9oCDdC5K260N2QHThwAImJiS7TkpKScODAAQDA+fPnkZmZ6TKPyWRCfHy8NI87NptNGu1GfHlDrA+lUkl3BBEiQ+XzoMlk8ni5xtGy+pDFYvF4nO7Q0FAYDAYao5aQAHI4HCgsLPQo5Inh25uzlcQ7FLoJkbfGGroBIDMzE1FRUS7ToqKikJmZKb0vTqtqHndSU1NhMpmkV8uWLT0uU/n6CAsLo+HECJGZihdhlUrPbyBvPK2rD6jVajidTq/G6dbr9VCpVH4uGSFEZLfbYTAYPA55arXaq7OVxHMUugmRt/oautetWweDwSC99u7dG+wiuZg2bRrMZrP0unTpkkfLVawPCt2EyIundz5XhZ7x9gLLsjCZTN7/yF6cCSGE1I1KpfJ6nG7aRn2PQjch8lZfQzcADB06FPHx8dK/mzdvXqv1REdHIysry2VaVlYWoqOjpffFaTExMS7zdO/evcr1ajQar5/Nrs/1QUhjUNfQDdAVb6/YbDY6QCdE5mgbDT4K3YTIW30PeaGhoWjXrp30qm0HmQkJCdi+fbvLtIyMDCQkJAAA4uLiEB0d7TKPxWLBwYMHpXl8ob7XByENnS9CN0BXvL1CY80SQkj1KHQTIm92ux1ms7nBhbzr16/j4sWLuHLlCgDg7NmzAEqvWotXrkeNGoXmzZsjNTUVADBp0iT069cPixcvxpAhQ/D555/j8OHDWLNmDQCAYRhMnjwZCxYsQPv27REXF4dZs2YhNjYWycnJPik3hW5C5M1XoRugK96EEEJ8pKioiEI3ITLG8zzy8vIaZMj75ptv0KNHDwwZMgQAMGLECPTo0QNpaWnSPBcvXsTVq1elf/fp0wfr16/HmjVr0K1bN2zatAnp6eno0qWLNM/UqVPxwgsvYPz48ejduzcKCwuxdetWaLXaOpeZQjch8ubL0A3QFW9CCCE+oFQqYbVa0bRpUwrdhMgUx3FQKpUNMuSNGTMGY8aMqXaeXbt2VZo2fPhwDB8+vMplGIZBSkoKUlJS6lhCVxS6CZE3X4duQGZXvL/88ksMHDhQ6snx+PHjHi23ceNGdOzYEVqtFl27dsWWLVtc3hcEAbNnz0ZMTAx0Oh0SExNx7tw5P3wDQgjxHzm3kUqlEnq9nkI3ITLGMAzCwsIo5AUZhW5C5M0foRuQWfC2Wq3o27cvFi1a5PEy+/fvx8iRIzF27FgcO3YMycnJSE5OxsmTJ6V53njjDaxYsQJpaWk4ePAg9Ho9kpKSUFJS4o+vQQghfiHnNtLhcCAkJMSr70MICSy1Wk1DVAUZhW5C5Inneem//gjdgMxuNX/iiScAABcuXPB4meXLl2PQoEF4+eWXAQDz589HRkYGVq5cibS0NAiCgGXLlmHmzJkYNmwYAODjjz9GVFQU0tPTMWLECJ9/D0II8Qc5t5EOh8O7L0MICTgK3cGjVqvBcRzy8/MpdBMiQ+KjOGaz2S+hG5DZFe/aOHDgABITE12mJSUl4cCBAwCA8+fPIzMz02Uek8mE+Ph4aR53bDYbLBaLy4sQQuobf7SR1D4SQoh3WJaF2WxusM/YE1LfMQyDvLw8cBznl9ANNIDgnZmZiaioKJdpUVFRyMzMlN4Xp1U1jzupqakwmUzSq2XLlj4uOSGE+J8/2khqHwkhhBBCvBO04L1u3ToYDAbptXfv3mAVxa1p06bBbDZLr0uXLgW7SISQRkTObSS1j4QQ4h2e52EymeBwOJCbmys9T0oIkQdBEBAWFga1Wo2cnBxwHOfzzwjaM95Dhw5FfHy89O/mzZvXaj3R0dHIyspymZaVlYXo6GjpfXFaTEyMyzzdu3evcr0ajQYajaZWZSKEkLqScxvprn1UKmXVZQghxA1BEIJdhEaL4zio1WqEhIQgJycHubm5dMs5ITKiVqulbTQ3Nxc5OTk+v+U8aFt7aGgo2rVrJ710Ol2t1pOQkIDt27e7TMvIyEBCQgIAIC4uDtHR0S7zWCwWHDx4UJqHEELkpr61kUqlEkVFRbUqIyEkMDiOo/AdZGq1GhEREbDb7XTlmxAZEU+CsSyL8PBwqFQqn1/5ltUliuvXr+PixYu4cuUKAODs2bMASq/IiFdlRo0ahebNmyM1NRUAMGnSJPTr1w+LFy/GkCFD8Pnnn+Pw4cNYs2YNgNIH5SdPnowFCxagffv2iIuLw6xZsxAbG4vk5OTAf0lCCKklObeRDocDVqsVGo2GxvImRKYEQUBeXh4iIyPpSmsQieGbrnwTIk9i+Pb1lW9ZBe9vvvkGTz75pPRvcRibOXPmYO7cuQCAixcvujROffr0wfr16zFz5kxMnz4d7du3R3p6Orp06SLNM3XqVFitVowfPx75+fno27cvtm7dCq1WG5gvRgghPiDnNtLhcECv10s9nFP4JkR+1Go1CgsLKezJQFDCtzoMaDfev59BSAPhj/Atq+A9ZswYjBkzptp5du3aVWna8OHDMXz48CqXYRgGKSkpSElJqWMJCSEkeOTeRoaEhECj0VD4JkSmWJZFWFgYzGYzhW8ZoCvfhMibr8M3bd1eYBgm2EUghBBZCw0NhdFohMViQUFBQbCLQwipQKVS0TPGMkLPfBMib7585puCtxc0Gg0cDkewi0EIqQZto8FH4ZsQeaOwJy9UH4TIm6/CNwVvL/A8D7PZ7PWPTUGAkMCx2+2wWq1eLUPbqO9R+CZE3ijsyQvVByHy5ovwTcHbCxzHQaFQePVjW61W2O12P5eMECJSqVQoLCz0OOxxHAez2eznUjVOFL4JkTcKe/JSsT5o6DdC5KWu4ZuCt5eMRqPHP3ZBQQEKCwuhUqkCVDpCiFKphMFg8CjscRyHnJwcKBSKAJWu8aHwTYi8UfiWl/L1kZeXR+GbEJmpGL69uWuSgreXPD3TUVBQAIvFAoPBAKVSVp3HE9Lg6fX6GsOeGLpVKhWMRmOAS9i4UPgmRN4ofMuLWB8Oh6NOHTkRQvyjfB705q5JCt61UFP4FkO30WiEXq8PUikJadyqC3vlQzcN3xIY1dUHHeQTEnzVhW/aRgNPrVYjLCyMrngTIlNiHvTmrkk62qylqsJ3+dBNY9gSElzuwh6F7uBxVx92u52u6BAiE+7CN8/zsFgswS5ao6RSqeo0ZjAhxL9YlvXqrkm6B7oOKg6qrtFoUFJSQqGbEBkRt0WLxQKO42Cz2Sh0B1HF+iguLoZGowlyqQghIjF85+TkICcnBwDgdDqDXKrGi/ZThMibN9sobc11JIZvQRBQUlICrVZLoZsQmQkNDYVWq0VJSQkEQaDQHWQV64Ou6BAiL2q1GuHh4bDb7bDb7XRcQwghPkBHnj5Qfsxgm81Gt00SIjPilW6Rt+N8E9+qWB90NY0Qeal4e3lRUVEQS0MIIQ0DBe86Kv9Md0xMTJ0GVSeE+F75Z7pjYmKod+0gq1gfBoMBdrs92MUihPwPz/PIzc2F3W5Hs2bN0KxZM9mfHLPb7XjllVfQtWtX6PV6xMbGYtSoUbhy5UqNy77zzjto06YNtFot4uPj8csvv7i8X1JSgueffx7h4eEwGAx46KGHkJWV5a+vUgl1rkZIw0HBuw4qdqRW10HVCSG+5a4jNRraKnjc1Yder4dKpQp20QghcA3dERERUKvVUKvVMJlMwS5atYqKinD06FHMmjULR48exZdffomzZ89i6NCh1S63YcMGTJkyBXPmzMHRo0fRrVs3JCUlITs7W5rnpZdewrfffouNGzdi9+7duHLlCh588EF/fyUApaGbjiUJkTdv7giiztVqqareyyt2uCb3nRUhDVV1vZeX7+ALgFdDQZDaqa4+lEraFRESbO5Ct0ju26jJZEJGRobLtJUrV+LWW2/FxYsX0apVK7fLLVmyBOPGjcOTTz4JAEhLS8PmzZvxwQcf4NVXX4XZbMb777+P9evX4+677wYAfPjhh+jUqRN+/vln3HbbbX77TjzPIy8vj/ojIUTGCgoKvHp8kbbmWqhpyLDyV77z8vJo/EtCAsxut9c4ZFj5K9/0/KJ/0RBuhMhbdaG7vjKbzWAYBk2aNHH7PsdxOHLkCBITE6VpLMsiMTERBw4cAAAcOXIEdrvdZZ6OHTuiVatW0jzu2Gw2WCwWl5c3xPpwOBwNoi4IaYjEPKjX6z1eRt6nMGWoqKgINputxiHDxPCdnZ1NtwkREkBip0AajabGkCduw9evXw9U8RodCt2EyFtDDN0lJSV45ZVXMHLkyCrH2M3JyYHT6URUVJTL9KioKJw5cwYAkJmZCbVaXSm8R0VFITMzs8rPT01Nxbx581ymPfPMMx6VvXx9hIWFyf75+vJWPzUg2EUgJCDKX4T15q5JOgLyglKphNVq9XicbpZlERYWBoZhAlA6QghQGvSUSqXHIS80NNSrs5XEcxS6CZG3+hq6161bB4PBIL327t0rvWe32/HII49AEASsXr06KOWbNm0azGaz9Lp06ZJHy1WsD+r/ghD5qenO5+rQFW8vKJVK6PV6r35khmHqzY6MkIaAYRiEhYV5FfJCQkL8WKLGiUI3IfJWX0M3AAwdOhTx8fHSv5s3bw6gLHT//fff2LFjR5VXuwEgIiICCoWiUg/lWVlZiI6OBgBER0eD4zjk5+e7XPUuP487Go0GGo3Gq+/krj7ojklC5KUuoRugK95ecTgctTpApyvehASOWq2mbS7IKHQTIm/1OXQDpXcqtWvXTnrpdDopdJ87dw7btm1DeHh4tetQq9Xo2bMntm/fLk3jeR7bt29HQkICAKBnz55QqVQu85w9exYXL16U5vGF+l4fhDQGdQ3dAF3x9orD4Qh2EQghNaDQHVwUugmRN0EQGlzIs9vtePjhh3H06FF89913cDqd0jPYTZs2lb7jgAED8MADD2DixIkAgClTpmD06NHo1asXbr31VixbtgxWq1Xq5dxkMmHs2LGYMmUKmjZtCqPRiBdeeAEJCQk+69GcQjch8ueL0A1Q8PbaH5n5gNLzbuMZ3glWcGL2pv1wKnX+KxjxiRAU4BbFaZdpR/fsRhFqv5GRwFE4itEktwA8UwSB9WKIMIfdf4VqRP68mgul4IDAsHDYlbhanFvjMtRGEhIYYvvIOK+DgQCHUoecTLNnC8u8jbx8+TK++eYbAED37t1d3tu5cyf69+8PAPj/7d1/cBRVggfwb/f8TDL5IQETchDDrSKri8QNEHNsnZykiCW1EY3AsQKyi/jjEuo0Z2109yBWuS67SgmFJlJXhbDn4eJlT09FizqMwKH8WhIodWFTbFYCRxhChMzEhPnV/e6PZDqZJENmkulJJ/l+qqY0Pa+nfzz6zftOd79ubGxEa2ur9t6yZctw5coVbNiwAU6nE7m5udi7d2/IgGubN2+GLMsoKSmB1+tFUVERqqurY7LeDN1Exher0A0weBMRUQxIkgST4oMwmREwJwC88oDIcCRVgSRUBCyJ0f04aXA5OTkQQgxa7ty5c/2mlZWVaWfAB2K321FVVYWqqqrhrGI/DN1ExhfL0A0Y6B5vv9+PiooKzJw5E0lJScjKysKqVavQ3Nw86LxVVVXIycmB3W5Hfn4+jh8/HvK+x+NBaWkp0tPT4XA4UFJS0m8wDSIiIzN6G2mz2brOdDN0ExmYQMBsH1OhezRi6CYyvliHbsBAwbuzsxP19fVYv3496uvr8d5776GhoQHFxcU3nO/dd99FeXk5KisrUV9fj1mzZqGoqAgtLS1amWeffRYfffQRampqcPDgQTQ3N+Phhx/We5OIiGLG6G2kqqpQZCtDN5GBCckESIbp+o1LDN1ExtT7qhk9QjdgoEvNU1NTsW/fvpBpb7zxBubOnYvz588jOzt7wPlee+01rF27VhsIY9u2bfj444/x1ltv4fnnn4fL5cL27dvxzjvv4L777gMA7NixA9///vdx9OjRmA2OQUSkJ6O3kT6fD0kM3UTGxmN0xJjNZoZuIgPz+Xyw2+26hW7AQGe8B+JyuSBJUsizE3vz+Xyoq6tDYWGhNk2WZRQWFuLIkSMAgLq6Ovj9/pAyM2bMQHZ2tlZmIF6vF263O+RFRGQkI9VGsn0kIoqO2Wxm6CYyMCEEWlpadAvdgIGDt8fjQUVFBZYvX46UlJQBy7S2tkJRlJDRJwEgIyNDe4yE0+mE1Wrt1zHtXWYgGzduRGpqqvaaOnXq8DaIiCiGRrKNZPtIRDQ0NpuNoZvIgHo//jQpKUmfZejyqRHYtWsXHA6H9jp06JD2nt/vx9KlSyGEwJtvvjki6/fCCy/A5XJprwsXLozIehDR+GTkNpLtIxFR9KxWKzweD9rb20d6VYioD0VRYLPZIEkSvv32W6iqGvNljNg93sXFxcjPz9f+/pu/+RsAPR3KpqYmfPbZZ2HP5ADAxIkTYTKZ+o2+e/nyZWRmZgIAMjMz4fP50NbWFnJGp3eZgdhsNthstqFsGhHRsBm5jRyofZR47ygRUVherxepqalQFEW7PUePS1mJaGgsFgscDgeArisGv/32W6Snp4ecCR+uETvjnZycjFtvvVV7JSQkaB3Ks2fP4tNPP0V6evoNP8NqtSIvLw+1tbXaNFVVUVtbi4KCAgBAXl4eLBZLSJmGhgacP39eK0NEZDSjrY202WyQhBLlVhJRXInYn8GhyARHTE5OTkZKSgrcbjfPfBMZiNncdT7aarVi4sSJ8Pv9MT/zbZhRzf1+Px555BHU19djz549UBRFu79wwoQJ2v0wCxYswEMPPYSysjIAQHl5OR577DHMnj0bc+fOxZYtW9DR0aGN4Juamoo1a9agvLwcEyZMQEpKCtatW4eCggKOaE5Eo4bR20hVVWFSfFBMFj4jmMigJKFCUv08RkdY8Ew3z3wTGVMwfMf6zLdhgvfFixfx4YcfAgByc3ND3tu/fz/mz58PAGhsbERra6v23rJly3DlyhVs2LABTqcTubm52Lt3b8hgQps3b4YsyygpKYHX60VRURGqq6t13yYiolgxehvp8/kgJBnmwHUEzAns2BMZkJBkmBQ/IMlQTRzgayQxfBMZmx7h2zDBOycnJ+TB5eGcO3eu37SysjLt7M5A7HY7qqqqUFVVNZxVJCIaMaOhjVRkKyQEGL6JjEqSoZgsMCk+AGD4HmEM30TGFuvwbdjHiRER0SgjSV2Bu/vMt6Tynm8ioxGyBYrJCpPig9wdwGnk8J5vImOL5T3fDN5RsFqtQARnnIhoBPEYHVkM30SGp5qsDN8GwvBNZGyxCt8M3lGQZRkm1Rd9x55BgChuJKFEP3Ivj9HYYvgmMjyGb2Nh+CYytliEbwbvKHi9XkhChTlwPfKOulD5iB2iuJJgDngiD3tCdP2gRrHF8E1keAzfxsLwTWRsww3fDN5REEJAMVkjDt+SqsAc8ACQ4rOCRAQhmyIPe0J0leOzbfXB8E1keAzfxtI7fHd0dIz06hBRH8MJ34YZ1Xw06BrFTkLAZIM54IHZ3wnFbMOAwVqoMAc8EJAgJAlywBvv1aUhkOCFXw39PUpSvTDxUBkV5IAXEGr3qL1+mP2dCJjtgDTQb4wCpkDXVSwBmfU7XLIsd/2AMUC4VkxWmALegetDqIBQ2UYS6SzYPgISpD79RCGZoMhmmLrLCNnSpwB/nIyn4OjmbW1tSEpKGuG1IaK+eo927vf7I56Pvc0opKWlwaJ4AFUChIAsAjD5fBCQAalX+BYCErq+pARkIKAg5VpjmM7/8HSdQRIQkil0HQZ5L6aECkmoEJLcfxtv9F5M10F0X9Iv9X+E0Y3e60OGgktIDJmWiHOwI7LHIrE+gsuJTX1Ev1wVpoBXqy0JKqz+7wY9Ri3sVA5bSPs4kO593q8+hAAgkHr1bNefPD70Oz76YHsVXM44qY/e7WO4zxAqLIEABDx9fiDjOBjxlpycjEAgAJ+PVyEQGVEwfF++fDnieRi8oyBJErq+eiRAkiAEIEOFBBWq6O4YCBVyd4deRdcZcgkCqmyCLlf2m2SYAl7Iqq/XmaReZ/LCnu2LIckESfXDpPihmCzaL+UDTdNvHQAIuevSfqH2XIkgVJgVL4QkQzFbMfhl/xJkKbSDoQpzd11GgPXRvQ6IUX1Eu1wJJgAimmO0exoNT0j7OHCBgesDKmQISKrC40Pv46Mvtlfd64DxUR+928ewx6kJEAFIEBBCgZC6uokSeJvISEhKSoLgjx5EhmW1WpGamhpxeQbvoQj+UiyZoKoSZCiQoULt7lQCgCqZujv0QisrdOrABCwmmAPXYVa8CJjtMCk+SBAIWBJ1/4U+SMhd22tSfFC6t9OkBqCYbVBN1risA2BCoPteUpPig2KydnWaZBMC5oSIzxLIfYsJGSLCM94A66NHbOojGpKQuj+3+7+SCaqQIIsBjlGYALn7mGS/JnZuVK8D1kfXzlfMdgiTzgGr23g9PgbC9ipo7NdHv/YxDCFZALUrfKN7cFiOVDNyzGZ21YmMLJpjlIOrDZcsd3XgMUDojpeQAYw83b+MJ8St0xTUe4CWYMclfp2mLsFOkhS8x16S49ppAsD66MUY9SF3HZMIE7opvgaoDxGHy3j74vHRje2VhvXRQ8hmiO4r9iQI/jZJRBQD7HkSERERERER6YjBe7hUFXL3vU/B+4BlocT3ntFej0QKmO0j9ugeudeZipF6NEnXI9yud5+psEf/3PVYYH1ojFEfatcxiV7HKBQgymcvUowMUB9S9z3e8cTjoxvbKw3ro4fUfam56D7nPRouNX/xxRcxY8YMJCUl4aabbkJhYSGOHTs26HxVVVXIycmB3W5Hfn4+jh8/HvK+x+NBaWkp0tPT4XA4UFJSEtVgSkREQQzew9E7dEsmQDb1XHYer/Ad8iWdACGbR+S5uXKfywNH4rmgoZ2mnn0R184T60NjjProHfK6j1HtMmeG77gbqD66v4ZMipfHB9sr1ocB6iMkdMvm7svOjW/69Ol444038NVXX+Hzzz9HTk4OFi5ciCtXroSd591330V5eTkqKytRX1+PWbNmoaioCC0tLVqZZ599Fh999BFqampw8OBBNDc34+GHH47HJgEAAoFA3JZFRNGL5hhl8B6qvqE7eE9373u+9Q7f/b6ku+8BC7lHTP8v676dpqB4dp76dpqC9+SF3rOnc+eJ9aExRn30DXndx2jIPcYM33Fzg/oQkCEkiccH2yttOutjZOqjb+jWVm8UdBd/8pOfoLCwEH/7t3+LO++8E6+99hrcbje+/PLLsPO89tprWLt2LX7605/ijjvuwLZt25CYmIi33noLAOByubB9+3a89tpruO+++5CXl4cdO3bg8OHDOHr0qO7b1NHREdUzgokovnw+H1wuV8Tljd+SGlG40B3Ud8A1Pb6sw31JB8XpyzpcpykoHp2ncJ2moLh0nlgfGmPUR5iQp61kn/ANhm9dDVofEhST/pfV8vgILoTtVRDro9diwoTu0cjn8+Hf/u3fkJqailmzZoUtU1dXh8LCQm2aLMsoLCzEkSNHAAB1dXXw+/0hZWbMmIHs7GytzEC8Xi/cbnfIK1rt7e347rvvYLHE52kPRBQdn8+H1tZWmEyRD37J4B21QUJ3UK/wLcU6fA/2JR2k85f1YJ2mID07T4N1moJ07TyxPjRGqY+IRi8PCd+km8FCdxCPDw3bqx6sj+DK6lsfYyV079mzBw6HA3a7HZs3b8a+ffswceLEAcu2trZCURRkZGSETM/IyIDT6QQAOJ1OWK1WpKWlhS0zkI0bNyI1NVV7TZ06NartaG9vh9vthsPh4OPEiAwoGLotFgtSUlIino/9zShIkqTtsIgeGSbLve5f9MTmyzrSL+meldblyzrSTlOQHp2nSDtNQbp0nlgfGqPUhxTNI8N6hW/SQaShO4jHh4btVQ/WR3Cl9amP0Ri6d+3aBYfDob0OHToEAPiHf/gHnDp1CocPH8b999+PpUuXhtyvHS8vvPACXC6X9rpw4ULE8wZDd0pKCpKSknRcSyIait6hOz09HXIUj6dl8I5CcMdG9ZxuSe4aEbT7C3ZYX9bRfklr6xDbL+toO01Bsew8RdtpCopp54n1oTFKfZgUD4Du0bIjbQglGeqoGLN3lIk2dAfx+NCwverB+giufGzrYzSGbgAoLi7GqVOntNfs2bMBAElJSbj11ltxzz33YPv27TCbzdi+ffuAnzFx4kSYTKZ+I5RfvnwZmZmZAIDMzEz4fD60tbWFLTMQm82GlJSUkFckeofu5OTkiOYhovgZTugGGLyjpkKKPHQHSTIUk214X9ZD/ZLW1iE2X9ZD7TQFxaLzNNROU1BMOk+sD42x6qOrAxn1McrgHVtDDd1BPD40bK96sD66xag+RmvoBoDk5GTceuut2ishIWHAcqqqwuv1Dvie1WpFXl4eamtrQ8rX1taioKAAAJCXlweLxRJSpqGhAefPn9fKxApDN5GxDTd0A8DoamlHkBACiqLAZDIDUX3Jie75VQQkM0yKDya1A4psjfwLXwiYVB8gVARMVghVHfJIzAGYYRI+mHwdUExWiCgus5VVP0xqAIpshiokIDC0kTa7zi7KMPk9gBKAKkc+cIgkFJgUH1RJhiKZAWVoj9kQwID1oUJBQArdt6rwI2TwLdaHRu/6iGzm3vVhgQUBQCiAiKZDHTxOR8NDc4ynZ78JQA1A7t6fqjbtRm1m97yKH31/C+bx0SV2xwfbq/FdH6r2pBVJCEjd2yIgRdCvMXYb2dHRgZdffhnFxcWYPHkyWltbUVVVhYsXL2LJkiVauQULFuChhx5CWVkZAKC8vByPPfYYZs+ejblz52LLli3o6OjAT3/6UwBAamoq1qxZg/LyckyYMAEpKSlYt24dCgoKcM8998Rs/Rm6iYwtFqEbYPCOWHt7O37961+P9GoQkY7a29uRmpo60qsx6rB9JBofjNpGmkwm/PnPf8bvfvc7tLa2Ij09HXPmzMGhQ4dw5513auUaGxvR2tqq/b1s2TJcuXIFGzZsgNPpRG5uLvbu3Rsy4NrmzZshyzJKSkrg9XpRVFSE6urqmK07QzeRscUqdAOAJIz686XBqKqK5uZmJCcnQ4ry0rTRxO12Y+rUqbhw4UJUo/SNNdwPXcbLfhBCoL29HVlZWcNqUMcrto/jC/dDj/GyL9hGDo/b7cbPf/5zzJkzB4mJidr0wUK3z+eDx+PBkiVLMGHChHiuMtG4cvXqVdTU1MBut8Nq7bkVKpLQ3dnZiccffxwul2vQ7wGe8Y6QLMuYMmXKSK9G3EQzGMhYxv3QZTzsByOexRkt2D6OT9wPPcbDvmAbGVs8001kbLE80x3Eny2JiIiIiOKEoZvI2PQI3QDPeBMRERER6UqWZQQCAVy7dg3fffcdHA4HbDYbfL7wI/T7/X4EAgG4XK44rinR+ONyueD1emEymeD3+3Ht2jWYzWakpKQgELjxQJyDvd8bgzeFsNlsqKyshM1mG+lVGVHcD124H4h68Hjowv3Qg/uCIjVhwgTtmeGyLMPtdsPtdt9wHlVVIYTAJ598ArN5eF32QCAAv98Pk8kEVVUhSRKsVmtcx+VQVRU+n09bphACVqs1ruMGCCHg8/kghIAsy1AUBRaLZdj7N1qsD2jLNEJ9eL1etLW1weVyQQgBSZJgNpvhdDoHnVeN4skUHFyNiIiIiEgnbrcbmzZtgslkgiRJsNvtEc0XDN6TJk2CxRL5o/PCaWtr055rfvPNN4/IYJg+nw/Xrl0DANx0000hA1nFixACLS0tALp+PEtLS4v7OgCsjyAj1Iff70dzc7P2yESbzRbxDxCBQAC//OUvObgaEREREZGRqKoa8Rk9VVVhsViGHYh8Ph8CgYAWJnw+X9zvL1dVFS6XS1uH69evIzExMe4j5be3t2vLDF4mHO/AyfroYYT68Pv9IX8rihLxMRrNDyYcXI2IiIiISEdCCFgsFkiSpIWueOk9UNTkyZORkpICt9uN9vb2uK2Dqqr49ttv4ff7MWnSJEyaNAl+vx/ffvttVJfqDlfvge0mT54Mi8WC1tbWG95rH2usjx5GqY9r165pV6OYzWYEAgHtaoRYYvAmIiIiItJR8D5em80W1/A90OjMycnJcQ17vUPexIkTYbVaYbVaMXHixLiGvb6jycuyjPT09LiGPdZHDyPVh9ls1m4FsdlsuoVvBm8iIiIiojiQZTlu4ftGj0SKV9gbKOQFxTPshXuEWzzDHuujh9HqIy0tLaQ+9ArfDN5ERERERHESj/AdyXOI9Q57Nwp5QfEIe4M9Nz0eYY/10WO01Ice4ZvBe4zz+/2oqKjAzJkzkZSUhKysLKxatQrNzc2DzltVVYWcnBzY7Xbk5+fj+PHjIe97PB6UlpYiPT0dDocDJSUl2qMyjGiw7emrpqYGM2bMgN1ux8yZM/HJJ5+EvC+EwIYNGzB58mQkJCSgsLAQZ8+e1XMThmXjxo2YM2cOkpOTcfPNN2Px4sVoaGgYdL6xth+Igtg+9mD7yPaR4kvP8B1JqAjSK+xFEvKC9Ax7g4W8ID3DHuujx2irj1iHbwbvMa6zsxP19fVYv3496uvr8d5776GhoQHFxcU3nO/dd99FeXk5KisrUV9fj1mzZqGoqEgb7h8Ann32WXz00UeoqanBwYMH0dzcjIcffljvTRqSSLant8OHD2P58uVYs2YNTp48icWLF2Px4sX4+uuvtTKvvPIKtm7dim3btuHYsWNISkpCUVERPB5PvDYrKgcPHkRpaSmOHj2Kffv2we/3Y+HChejo6Ag7z1jcD0RBbB+7sH1k+0gjQ4/wHU2oCIp12Ism5AXpEfYiDXlBeoQ91keP0VofsQzffI73OPTHP/4Rc+fORVNTE7Kzswcsk5+fjzlz5uCNN94A0HXQTp06FevWrcPzzz8Pl8uFSZMm4Z133sEjjzwCAPjzn/+M73//+zhy5AjuueeeuG1PJAbbnr6WLVuGjo4O7NmzR5t2zz33IDc3F9u2bYMQAllZWfiXf/kXPPfccwAAl8uFjIwM7Ny5E//4j/8Ynw0bhitXruDmm2/GwYMH8fd///cDlhkP+4GoN7aPbB8Bto8UW263G7/97W/hcDgGfB63qqrwer0QQsBqtWqPMVJVFaqqYvLkyRGFpaGEit6iDUYDGUrI62242xA0nG0Z7jYEsT56GL0+fD4fLl26BFmWw26j1+tFIBCA2WyGzWbTpvv9fvziF7+I6DnePOM9DrlcLkiSFPYB9T6fD3V1dSgsLNSmybKMwsJCHDlyBABQV1cHv98fUmbGjBnIzs7WyhhFJNvT15EjR0LKA0BRUZFW/ptvvoHT6Qwpk5qaivz8fMNtfzgulwsAMGHChLBlxsN+IOqN7SPbR4DtI8VXLM58xyIgDfdMaywCUizOtA43sMbiTCvro8dYqY9YnPlm8B5nPB4PKioqsHz58rC/yrS2tkJRFGRkZIRMz8jIgNPpBAA4nU5YrdZ+ndPeZYwiku3py+l0Drr9wWmRfqaRqKqKZ555BvPmzcMPfvCDsOXG+n4g6o3tYw+2j2wfKb6GE75jdVYSGHrYi9VZSWB4YS8WZ4mB4YU91kePsVYfww3fDN5jzK5du+BwOLTXoUOHtPf8fj+WLl0KIQTefPPNEVxLGmmlpaX4+uuvsXv37pFeFaK4YftIkWD7SCOlb/hWFGXQeWIZKoKiDXuxDHlBQwl7sQp5QUMJe6yPHmO1PoYTvhm8x5ji4mKcOnVKe82ePRtAT6eyqakJ+/btu+E9CBMnToTJZOo3Au/ly5eRmZkJAMjMzITP50NbW1vYMkYRyfb0lZmZOej2B6dF+plGUVZWhj179mD//v2YMmXKDcuO5f1A4w/bx/7YPoZi+0gjrW/4vlHA0SNUBEUa9vQIeUHRhL1Yh7ygaMIe66PHWK+P3uE7mqtTzDFbAzKE5OTkfv/Ag53Ks2fPYv/+/UhPT7/hZ1itVuTl5aG2thaLFy8G0HUg19bWoqysDACQl5cHi8WC2tpalJSUAAAaGhpw/vx5FBQUxH7DhiGS7emroKAAtbW1eOaZZ7Rp+/bt07Zt2rRpyMzMRG1tLXJzcwF0DZ5y7NgxPP3003puzpAJIbBu3Tq8//77OHDgAKZNmzboPGNxP9D4xfaxP7aPXdg+kp6C4xirqgq/3x/RPCaTSSv/3XffwW63h7wfCATgcrlgMpmQkJCgy0j5JpMJNpsNV69ehdfrRWJiYsj7qqrC7XZDURSkpqZGHUIi5XA44HK54HQ6kZKS0i9AdXZ2oqOjA0lJSTCZTOjs7Iz5OiQkJMDv9+Py5ctITU3VBsALYn30GI31oSgKVFWFECKiK00AaAOxBX+AiGi8ckFjms/nE8XFxWLKlCni1KlT4tKlS9rL6/Vq5e677z7x+uuva3/v3r1b2Gw2sXPnTnH69GnxxBNPiLS0NOF0OrUyTz31lMjOzhafffaZOHHihCgoKBAFBQVx3b5IDbY9K1euFM8//7xW/osvvhBms1ls2rRJnDlzRlRWVgqLxSK++uorrcxvfvMbkZaWJj744APx5ZdfigcffFBMmzZNXL9+Pe7bF4mnn35apKamigMHDoT8O+js7NTKjIf9QBTE9rEL20e2j6SvCxcuCAB88cXXGH5duHBh0LaAZ7zHuIsXL+LDDz8EAO0X96D9+/dj/vz5AIDGxka0trZq7y1btgxXrlzBhg0b4HQ6kZubi71794YMErN582bIsoySkhJ4vV4UFRWhurpa920aisG25/z58yG/2P3d3/0d3nnnHfzrv/4rfvGLX+C2227Df//3f4cMtPPzn/8cHR0deOKJJ9DW1oYf/ehH2Lt3b79fpY0ieN9qsM6DduzYgdWrVwMYH/uBKIjtYxe2j2wfSV9ZWVm4cOECkpOTIUnSSK+OLtxuN6ZOnYoLFy4M+kilsY77ost42Q9CCLS3tyMrK2vQsnyONxERERERDZnb7UZqampEzzIe67gvunA/9MfB1YiIiIiIiIh0xOBNREREREREpCMGbyIiIiIiGjKbzYbKykrYbLaRXpURx33RhfuhP97jTURERERERKQjnvEmIiIiIiIi0hGDNxEREREREZGOGLyJiIiIiIiIdMTgTePW9u3bsXDhQt2Xs3fvXuTm5kJVVd2XRUQUK2wjiYiIYofBm8Ylj8eD9evXo7KyUvdl3X///bBYLNi1a5fuyyIiigW2kUTjm9/vR0VFBWbOnImkpCRkZWVh1apVaG5uHnTeqqoq5OTkwG63Iz8/H8ePHw953+PxoLS0FOnp6XA4HCgpKcHly5f12pRhG2x7+qqpqcGMGTNgt9sxc+ZMfPLJJyHvCyGwYcMGTJ48GQkJCSgsLMTZs2f13IRh27hxI+bMmYPk5GTcfPPNWLx4MRoaGgadbyzui+Fg8KZx6Q9/+ANSUlIwb968uCxv9erV2Lp1a1yWRUQ0XGwjica3zs5O1NfXY/369aivr8d7772HhoYGFBcX33C+d999F+Xl5aisrER9fT1mzZqFoqIitLS0aGWeffZZfPTRR6ipqcHBgwfR3NyMhx9+WO9NGpJItqe3w4cPY/ny5VizZg1OnjyJxYsXY/Hixfj666+1Mq+88gq2bt2Kbdu24dixY0hKSkJRURE8Hk+8NitqBw8eRGlpKY4ePYp9+/bB7/dj4cKF6OjoCDvPWN0XwyKIRrHf/e53YsKECcLj8YRMf/DBB8WKFSvCzrdo0SLx3HPPhUy79957xT//8z/3+5zHHntM+/uWW24RL730kli5cqVISkoS2dnZ4oMPPhAtLS2iuLhYJCUliZkzZ4o//vGPIZ/T1NQkAIi//OUvQ9tQIqIhaGlpERkZGeLll1/Wpn3xxRfCYrGITz/9NOx8bCOJqK/jx48LAKKpqSlsmblz54rS0lLtb0VRRFZWlti4caMQQoi2tjZhsVhETU2NVubMmTMCgDhy5Ih+Kz9Eg21PX0uXLhWLFi0KmZafny+efPJJIYQQqqqKzMxM8eqrr2rvt7W1CZvNJn7/+9/rsAX6aGlpEQDEwYMHw5YZL/siGjzjTaPakiVLoCgKPvzwQ21aS0sLPv74Y/zsZz8LO9/nn3+O2bNnD2mZmzdvxrx583Dy5EksWrQIK1euxKpVq7BixQrU19fje9/7HlatWgUhhDZPdnY2MjIycOjQoSEtk4hoKCZNmoS33noLL774Ik6cOIH29nasXLkSZWVlWLBgQdj52EYSUV8ulwuSJCEtLW3A930+H+rq6lBYWKhNk2UZhYWFOHLkCACgrq4Ofr8/pMyMGTOQnZ2tlTGKSLanryNHjoSUB4CioiKt/DfffAOn0xlSJjU1Ffn5+Ybb/htxuVwAgAkTJoQtM172RTQYvGlUS0hIwE9+8hPs2LFDm/Yf//EfyM7Oxvz58wecp62tDS6XC1lZWUNa5gMPPIAnn3wSt912GzZs2AC32405c+ZgyZIlmD59OioqKnDmzJl+9ytlZWWhqalpSMskIhqqBx54AGvXrsWjjz6Kp556CklJSdi4cWPY8mwjiagvj8eDiooKLF++HCkpKQOWaW1thaIoyMjICJmekZEBp9MJAHA6nbBarf3Ce+8yRhHJ9vTldDoH3f7gtEg/02hUVcUzzzyDefPm4Qc/+EHYcuNhX0SLwZtGvbVr1+J//ud/cPHiRQDAzp07sXr1akiSNGD569evAwDsdvuQlnfXXXdp/x9sLGbOnNlvWt/7fxISEtDZ2TmkZRIRDcemTZsQCARQU1ODXbt2wWazhS3LNpJo/Nm1axccDof26n31id/vx9KlSyGEwJtvvjmCa0lGUFpaiq+//hq7d+8e6VUZdRi8adS7++67MWvWLPz7v/876urq8Kc//QmrV68OWz49PR2SJOHatWuDfraiKP2mWSwW7f+D4X6gaX0fjXP16lVMmjRp0GUSEcVaY2Mjmpuboaoqzp07d8OybCOJxp/i4mKcOnVKewVvNQmG7qamJuzbty/s2W4AmDhxIkwmU7+rWS5fvozMzEwAQGZmJnw+H9ra2sKWMYpItqevzMzMQbc/OC3SzzSSsrIy7NmzB/v378eUKVNuWHas74uhYPCmMeHxxx/Hzp07sWPHDhQWFmLq1Klhy1qtVtxxxx04ffp0v/f6Hvx//etfY7J+Ho8HjY2NuPvuu2PyeUREkfL5fFixYgWWLVuGl156CY8//njYEXkBtpFE41FycjJuvfVW7ZWQkKCF7rNnz+LTTz9Fenr6DT/DarUiLy8PtbW12jRVVVFbW4uCggIAQF5eHiwWS0iZhoYGnD9/XitjFJFsT18FBQUh5QFg3759Wvlp06YhMzMzpIzb7caxY8cMt/29CSFQVlaG999/H5999hmmTZs26DxjdV8My8iO7UYUG21tbSIxMVFYrVaxe/fuQcuXl5eLkpKSkGn33nuvSEhIEP/1X/8l/vKXv4hf/epXAoCYP3+++L//+z8hRNeIvZs3bw6ZD4B4//33tb+/+eYbAUCcPHlSm7Z//37hcDhER0fHkLeRiGgonnvuOZGTkyNcLpdQFEX86Ec/6jfSbF9sI4nGN5/PJ4qLi8WUKVPEqVOnxKVLl7SX1+vVyt13333i9ddf1/7evXu3sNlsYufOneL06dPiiSeeEGlpacLpdGplnnrqKZGdnS0+++wzceLECVFQUCAKCgriun2RGmx7Vq5cKZ5//nmt/BdffCHMZrPYtGmTOHPmjKisrBQWi0V89dVXWpnf/OY3Ii0tTXzwwQfiyy+/FA8++KCYNm2auH79ety3L1JPP/20SE1NFQcOHAj5t9DZ2amVGS/7YjgYvGnMWLly5YCPFhvIn/70J5GQkCDa2tq0affee6945JFHRH5+vrBarWLhwoWiurpaJCYmao+NGGqn8oknntAen0BEFC/79+8XZrNZHDp0SJv2zTffiJSUFFFdXR12PraRRONb8Dgd6LV//36t3C233CIqKytD5n399ddFdna2sFqtYu7cueLo0aMh71+/fl380z/9k7jppptEYmKieOihh8SlS5fisFVDc6Ptuffee0MeqSiEEP/5n/8ppk+fLqxWq7jzzjvFxx9/HPK+qqpi/fr1IiMjQ9hsNrFgwQLR0NAQj00ZsnD/Fnbs2KGVGS/7YjgkIXo9z4NoFFuwYAHuvPNObN26NaLyS5YswQ9/+EO88MILAID58+cjNzcXW7Zsiel6tba24vbbb8eJEyciujSHiMgI2EYSERHFDu/xplHv2rVreP/993HgwAGUlpZGPN+rr74Kh8Oh45p1OXfuHKqrq9mhJKJRhW0kERFR7JhHegWIhuvuu+/GtWvX8Nvf/ha33357xPPl5ORg3bp1Oq5Zl9mzZ2ujgxIRjRZsI4mIiGKHl5oTERERERER6YiXmhMRERERERHpiMGbiIiIiIiISEcM3kREREREREQ6YvAmIiIiIiIi0hGDNxEREREREZGOGLyJiIiIiIgitH37dixcuFD35ezduxe5ublQVVX3ZZH+GLyJiIiIiIgi4PF4sH79elRWVuq+rPvvvx8WiwW7du3SfVmkPwZvIiIiIiKiCPzhD39ASkoK5s2bF5flrV69Glu3bo3LskhfDN5ERERERDSuXLlyBZmZmfj1r3+tTTt8+DCsVitqa2vDzrd79278+Mc/Dpk2f/58PPPMMyHTFi9ejNWrV2t/5+Tk4Fe/+hVWrVoFh8OBW265BR9++CGuXLmCBx98EA6HA3fddRdOnDgR8jk//vGPceLECTQ2Ng59Y8kQGLyJiIiIiGhcmTRpEt566y28+OKLOHHiBNrb27Fy5UqUlZVhwYIFYef7/PPPMXv27CEtc/PmzZg3bx5OnjyJRYsWYeXKlVi1ahVWrFiB+vp6fO9738OqVasghNDmyc7ORkZGBg4dOjSkZZJxMHgTEREREdG488ADD2Dt2rV49NFH8dRTTyEpKQkbN24MW76trQ0ulwtZWVlDXt6TTz6J2267DRs2bIDb7cacOXOwZMkSTJ8+HRUVFThz5gwuX74cMl9WVhaampqGtEwyDgZvIiIiIiIalzZt2oRAIICamhrs2rULNpstbNnr168DAOx2+5CWddddd2n/n5GRAQCYOXNmv2ktLS0h8yUkJKCzs3NIyyTjYPAmIiIiIqJxqbGxEc3NzVBVFefOnbth2fT0dEiShGvXrg36uYqi9JtmsVi0/5ckKey0vo8Pu3r1KiZNmjToMsnYGLyJiIiIiGjc8fl8WLFiBZYtW4aXXnoJjz/+eL+zzb1ZrVbccccdOH36dL/3+l4e/te//jUm6+jxeNDY2Ii77747Jp9HI4fBm4iIiIiIxp1f/vKXcLlc2Lp1KyoqKjB9+nT87Gc/u+E8RUVF+Pzzz/tN/+CDD/Dee++hsbERL7/8Mk6fPo2mpiZcvHhxWOt49OhR2Gw2FBQUDOtzaOQxeBMRERER0bhy4MABbNmyBW+//TZSUlIgyzLefvttHDp0CG+++WbY+dasWYNPPvkELpcrZPqiRYvwyiuv4I477sD//u//orq6GsePH8fbb789rPX8/e9/j0cffRSJiYnD+hwaeZLoPV49ERERERERhbVkyRL88Ic/xAsvvACg6zneubm52LJlS0yX09raittvvx0nTpzAtGnTYvrZFH88401ERERERBShV199FQ6HQ/flnDt3DtXV1QzdYwTPeBMREREREQ2RXme8aWxh8CYiIiIiIiLSES81JyIiIiIiItIRgzcRERERERGRjhi8iYiIiIiIiHTE4E1ERERERESkIwZvIiIiIiIiIh0xeBMRERERERHpiMGbiIiIiIiISEcM3kREREREREQ6+n+xUVvAknat+AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x400 with 3 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# shift the plot positions a little so the field monitors don't overlap plots\n",
    "shift_plot = 0.01\n",
    "\n",
    "f, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(10, 4), tight_layout=True)\n",
    "sim_no_etch.plot(x=0.0 + shift_plot, ax=ax1)\n",
    "sim_no_etch.plot(y=0.0 + shift_plot, ax=ax2)\n",
    "sim_no_etch.plot(z=center_Si_z + shift_plot, ax=ax3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6985501-c614-477a-882c-080dd5d24b30",
   "metadata": {},
   "source": [
    "### Inspect waveguide modes\n",
    "\n",
    "We will run the mode solver to determine the proper `mode_index` corresponding to the fundamental TE mode."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4155745a-6ed3-4983-bc16-a7dbc56ca236",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:02.545050Z",
     "start_time": "2026-03-18T10:47:04.513611Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:47:05 CET </span>Mode solver created with                                           \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #808000; text-decoration-color: #808000\">task_id</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'fdve-18e45553-6808-44d1-a4a8-caad9707879e'</span>,               \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #808000; text-decoration-color: #808000\">solver_id</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'mo-a841577a-f6f4-4c59-abdb-fc2b42215e12'</span>.               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:47:05 CET\u001b[0m\u001b[2;36m \u001b[0mMode solver created with                                           \n",
       "\u001b[2;36m             \u001b[0m\u001b[33mtask_id\u001b[0m=\u001b[32m'fdve-18e45553-6808-44d1-a4a8-caad9707879e'\u001b[0m,               \n",
       "\u001b[2;36m             \u001b[0m\u001b[33msolver_id\u001b[0m=\u001b[32m'mo-a841577a-f6f4-4c59-abdb-fc2b42215e12'\u001b[0m.               \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7b1ad93cd35a4bab91f2df31765be46b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
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     "data": {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
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     },
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       "model_id": "de199739d6764de58686fef0146a380e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:47:09 CET </span>Mode solver status: queued                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:47:09 CET\u001b[0m\u001b[2;36m \u001b[0mMode solver status: queued                                         \n"
      ]
     },
     "jetTransient": {
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:47:55 CET </span>Mode solver status: running                                        \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:47:55 CET\u001b[0m\u001b[2;36m \u001b[0mMode solver status: running                                        \n"
      ]
     },
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     },
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    },
    {
     "data": {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:48:00 CET </span>Mode solver status: success                                        \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:48:00 CET\u001b[0m\u001b[2;36m \u001b[0mMode solver status: success                                        \n"
      ]
     },
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     },
     "metadata": {},
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    },
    {
     "data": {
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       "model_id": "3b90f0753e4f4f349e85146653ccba84",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
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     },
     "metadata": {},
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    },
    {
     "data": {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
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     },
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    }
   ],
   "source": [
    "from tidy3d.plugins.mode import ModeSolver\n",
    "from tidy3d.plugins.mode.web import run as run_mode_solver\n",
    "\n",
    "num_modes = 3\n",
    "mode_spec = td.ModeSpec(num_modes=num_modes)\n",
    "\n",
    "mode_solver = ModeSolver(\n",
    "    simulation=sim_no_etch,\n",
    "    plane=mode_monitor.geometry,\n",
    "    mode_spec=mode_spec,\n",
    "    freqs=[freq],\n",
    ")\n",
    "modes = run_mode_solver(mode_solver, reduce_simulation=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2c38b84b-dd1e-49b9-bde1-4993fb923b40",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:03.294368Z",
     "start_time": "2026-03-18T10:48:02.550009Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Effective index of computed modes:  [[2.70037873 2.18933548 1.81996644]]\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 18 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(num_modes, 3, figsize=(10, 6), tight_layout=True)\n",
    "for mode_index in range(num_modes):\n",
    "    vmax = 1.1 * max(\n",
    "        abs(modes.field_components[key].sel(mode_index=mode_index)).max()\n",
    "        for key in (\"Ex\", \"Ey\", \"Ez\")\n",
    "    )\n",
    "\n",
    "    for field_name, ax in zip((\"Ex\", \"Ey\", \"Ez\"), axs[mode_index]):\n",
    "        field = modes.field_components[field_name].sel(mode_index=mode_index)\n",
    "        field.real.squeeze().plot(x=\"y\", y=\"z\", label=\"Real\", ax=ax)\n",
    "        ax.set_title(f\"index={mode_index}, {field_name}\")\n",
    "        ax.set_aspect(\"equal\")\n",
    "\n",
    "print(\"Effective index of computed modes: \", np.array(modes.n_eff))\n",
    "\n",
    "# mode_index=0 corresponds to our mode of interest, so we'll keep our mode spec with default num_modes=1."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c1a52c0-c5de-475b-8ec7-10101c17ad61",
   "metadata": {},
   "source": [
    "## Include Etch Regions\n",
    "\n",
    "Next, we'll define the functions describing our two etched design regions.\n",
    "\n",
    "Starting from raw optimization parameters, we will use filtering and projection techniques to obtain an \"etch density\" pattern. We then rescale this to the etched and un-etched permittivity values. Finally, we package the etch pattern as a `Structure` containing a `CustomMedium`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3b8f484a-307c-43ab-8ff3-b05e7b8123d1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:03.676413Z",
     "start_time": "2026-03-18T10:48:03.297772Z"
    }
   },
   "outputs": [],
   "source": [
    "from tidy3d.plugins.autograd import make_filter_and_project, rescale\n",
    "\n",
    "# resolution of the design region pixels\n",
    "pixel_size_Si = 15 * nm\n",
    "pixel_size_SiN = 15 * nm\n",
    "\n",
    "# radius of the circular filter (um) (higher = larger features)\n",
    "radius_Si = 100 * nm\n",
    "radius_SiN = 100 * nm\n",
    "\n",
    "# projection strengths (higher = more binarized)\n",
    "beta_Si = 5\n",
    "beta_SiN = 5\n",
    "beta_penalty = 5\n",
    "\n",
    "nx_Si = int(size_design_x // pixel_size_Si)\n",
    "ny_Si = int(size_design_y // pixel_size_Si)\n",
    "nx_SiN = int(size_design_x // pixel_size_SiN)\n",
    "ny_SiN = int(size_design_y // pixel_size_SiN)\n",
    "\n",
    "etch_Si_geometry = geometry = td.Box(\n",
    "    size=(size_design_x, size_design_y, thick_etch),\n",
    "    center=(center_design_x, 0, center_Si_etch_z),\n",
    ")\n",
    "\n",
    "\n",
    "def get_density(params: np.ndarray, radius: float, beta: float, pixel_size: float) -> np.ndarray:\n",
    "    \"\"\"Generic function to get the etch density as a function of design parameters, using filter and projection.\"\"\"\n",
    "    filter_project = make_filter_and_project(radius, pixel_size, beta=beta)\n",
    "    return filter_project(params)\n",
    "\n",
    "\n",
    "def get_density_Si(params: np.ndarray) -> td.Structure:\n",
    "    \"\"\"Get the density of the Si etch as a function of its design parameters.\"\"\"\n",
    "    return get_density(params=params, radius=radius_Si, beta=beta_Si, pixel_size=pixel_size_Si)\n",
    "\n",
    "\n",
    "def get_density_SiN(params: np.ndarray) -> td.Structure:\n",
    "    \"\"\"Get the density of the SiN etch as a function of its design parameters.\"\"\"\n",
    "    return get_density(params=params, radius=radius_SiN, beta=beta_SiN, pixel_size=pixel_size_SiN)\n",
    "\n",
    "\n",
    "def get_permittivity(density: np.ndarray, eps_max: float) -> np.ndarray:\n",
    "    \"\"\"Get the permittivity array between SiO2 and the max, given an array of material densities between 0 and 1.\"\"\"\n",
    "    return rescale(density, eps_SiO2, eps_max)\n",
    "\n",
    "\n",
    "def make_etch_structure(density: np.ndarray, eps_max: float, geometry: td.Box) -> td.Structure:\n",
    "    \"\"\"Make a `td.Structure` containing a `td.CustomMedium` corresponding to this density array, given a geometry.\"\"\"\n",
    "\n",
    "    permittivity_data = get_permittivity(density, eps_max=eps_max)\n",
    "\n",
    "    rmin, rmax = geometry.bounds\n",
    "    coords = {}\n",
    "    for key, pt_min, pt_max, num_pts in zip(\"xyz\", rmin, rmax, density.shape):\n",
    "        coord_edges = np.linspace(pt_min, pt_max, num_pts + 1)\n",
    "        coord_centers = (coord_edges[1:] + coord_edges[:-1]) / 2.0\n",
    "        coords[key] = coord_centers\n",
    "\n",
    "    custom_medium = td.CustomMedium(\n",
    "        permittivity=td.ScalarFieldDataArray(\n",
    "            permittivity_data,\n",
    "            coords=coords,\n",
    "        )\n",
    "    )\n",
    "\n",
    "    return td.Structure(geometry=geometry, medium=custom_medium)\n",
    "\n",
    "\n",
    "def get_etch_Si(params: np.ndarray) -> td.Structure:\n",
    "    \"\"\"Get the etch region for Si, using the Si parameters.\"\"\"\n",
    "    density = get_density_Si(params)\n",
    "    return make_etch_structure(density=density, eps_max=eps_Si, geometry=etch_Si_geometry)\n",
    "\n",
    "\n",
    "def get_etch_SiN(params: np.ndarray) -> td.Structure:\n",
    "    \"\"\"Get the etch region for SiN, using the SiN parameters.\"\"\"\n",
    "    density = get_density_SiN(params)\n",
    "    return make_etch_structure(density=density, eps_max=eps_SiN, geometry=slab_SiN.geometry)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "058ac39a-549c-48a2-a0ca-1f7fd41a7023",
   "metadata": {},
   "source": [
    "## Optimization Parameterization\n",
    "\n",
    "Next we will write a few other functions to help define our `Simulation` itself from the design parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7ebefe4d-0074-4acc-8081-ef4425dcf0b4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:03.680339Z",
     "start_time": "2026-03-18T10:48:03.678437Z"
    }
   },
   "outputs": [],
   "source": [
    "def make_sim_with_etch(params_Si: np.ndarray, params_SiN: np.ndarray) -> td.Simulation:\n",
    "    \"\"\"Make a simulation as a function of the design parameters for Si and SiN etch regions.\"\"\"\n",
    "    etch_Si = get_etch_Si(params_Si)\n",
    "    etch_SiN = get_etch_SiN(params_SiN)\n",
    "\n",
    "    # add uniform mesh override structures to simulation\n",
    "    design_region_mesh_Si = td.MeshOverrideStructure(\n",
    "        geometry=design_region.geometry,\n",
    "        dl=[pixel_size_Si] * 3,\n",
    "        enforce=True,\n",
    "    )\n",
    "\n",
    "    design_region_mesh_SiN = td.MeshOverrideStructure(\n",
    "        geometry=slab_SiN.geometry,\n",
    "        dl=[pixel_size_SiN] * 3,\n",
    "        enforce=True,\n",
    "    )\n",
    "\n",
    "    grid_spec = sim_no_etch.grid_spec.updated_copy(\n",
    "        override_structures=list(sim_no_etch.grid_spec.override_structures)\n",
    "        + [design_region_mesh_Si, design_region_mesh_SiN]\n",
    "    )\n",
    "\n",
    "    return sim_no_etch.updated_copy(\n",
    "        structures=list(sim_no_etch.structures) + [etch_Si, etch_SiN],\n",
    "        grid_spec=grid_spec,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8a2a91f-8cc5-4f42-8912-6ba597078afd",
   "metadata": {},
   "source": [
    "Let's create some initial parameters to test our parameterization with."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8835389c-33c0-4eb7-b4f8-deccd1ce2ab4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:04.234170Z",
     "start_time": "2026-03-18T10:48:03.748789Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 6 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_symmetric_y(arr: np.ndarray) -> np.ndarray:\n",
    "    \"\"\"make an array symmetric in y.\"\"\"\n",
    "    return (arr + np.fliplr(arr)) / 2.0\n",
    "\n",
    "\n",
    "np.random.seed(0)  # fix a random seed for reproducibility\n",
    "params0_Si = make_symmetric_y(np.random.random((nx_Si, ny_Si, 1)))\n",
    "params0_SiN = make_symmetric_y(np.random.random((nx_SiN, ny_SiN, 1)))\n",
    "\n",
    "sim_etch_random = make_sim_with_etch(params0_Si, params0_SiN)\n",
    "\n",
    "f, axes = f, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(10, 4), tight_layout=True)\n",
    "sim_etch_random.plot_eps(x=0.0 + shift_plot, monitor_alpha=0.0, ax=ax1)\n",
    "sim_etch_random.plot_eps(y=0.0 + shift_plot, monitor_alpha=0.0, ax=ax2)\n",
    "sim_etch_random.plot_eps(z=center_Si_z + shift_plot, monitor_alpha=0.0, ax=ax3)\n",
    "\n",
    "for ax in axes:\n",
    "    ax.set_aspect(\"equal\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8fa7f11a-e057-4397-be73-ebd248dce148",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:49:37.598094Z",
     "start_time": "2026-03-18T10:48:04.239594Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:48:04 CET </span>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'check fields'</span> with resource_id                       \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada'</span> and task_type <span style=\"color: #008000; text-decoration-color: #008000\">'FDTD'</span>.  \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:48:04 CET\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'check fields'\u001b[0m with resource_id                       \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m.  \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>View task using web UI at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">e-4a63-8685-fc9b7ec76ada'</span></a>.                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mView task using web UI at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=982640;https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=730481;https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=982640;https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=189572;https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=982640;https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\u001b\\\u001b[32m-95c7e7f6-4b7\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=982640;https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\u001b\\\u001b[32me-4a63-8685-fc9b7ec76ada'\u001b[0m\u001b]8;;\u001b\\.                                         \n"
      ]
     },
     "jetTransient": {
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     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Task folder: <a href=\"https://tidy3d.simulation.cloud/folders/folder-df61810d-cad6-4474-8ea9-e4f00d5dfcb0\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'default'</span></a>.                                            \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mTask folder: \u001b]8;id=898196;https://tidy3d.simulation.cloud/folders/folder-df61810d-cad6-4474-8ea9-e4f00d5dfcb0\u001b\\\u001b[32m'default'\u001b[0m\u001b]8;;\u001b\\.                                            \n"
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     "metadata": {},
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       "version_minor": 0
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      "text/plain": [
       "Output()"
      ]
     },
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      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "jetTransient": {
      "display_id": null
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     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:48:18 CET </span>Estimated FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.477</span>. Minimum cost depends on task     \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>execution details. Use <span style=\"color: #008000; text-decoration-color: #008000\">'web.real_cost(task_id)'</span> to get the billed  \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>FlexCredit cost after a simulation run.                            \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:48:18 CET\u001b[0m\u001b[2;36m \u001b[0mEstimated FlexCredit cost: \u001b[1;36m0.477\u001b[0m. Minimum cost depends on task     \n",
       "\u001b[2;36m             \u001b[0mexecution details. Use \u001b[32m'web.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed  \n",
       "\u001b[2;36m             \u001b[0mFlexCredit cost after a simulation run.                            \n"
      ]
     },
     "jetTransient": {
      "display_id": null
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:48:20 CET </span>status = queued                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:48:20 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = queued                                                    \n"
      ]
     },
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>To cancel the simulation, use <span style=\"color: #008000; text-decoration-color: #008000\">'web.abort(task_id)'</span> or              \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'web.delete(task_id)'</span> or abort/delete the task in the web UI.      \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Terminating the Python script will not stop the job running on the \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>cloud.                                                             \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mTo cancel the simulation, use \u001b[32m'web.abort\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or              \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'web.delete\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or abort/delete the task in the web UI.      \n",
       "\u001b[2;36m             \u001b[0mTerminating the Python script will not stop the job running on the \n",
       "\u001b[2;36m             \u001b[0mcloud.                                                             \n"
      ]
     },
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       "Output()"
      ]
     },
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     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:48:34 CET </span>status = preprocess                                                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:48:34 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess                                                \n"
      ]
     },
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    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "jetTransient": {
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:48:39 CET </span>starting up solver                                                 \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:48:39 CET\u001b[0m\u001b[2;36m \u001b[0mstarting up solver                                                 \n"
      ]
     },
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:48:40 CET </span>running solver                                                     \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:48:40 CET\u001b[0m\u001b[2;36m \u001b[0mrunning solver                                                     \n"
      ]
     },
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    },
    {
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       "Output()"
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:49:24 CET </span>early shutoff detected at <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">14</span>%, exiting.                            \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:49:24 CET\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m14\u001b[0m%, exiting.                            \n"
      ]
     },
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    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
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    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:49:25 CET </span>status = postprocess                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:49:25 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = postprocess                                               \n"
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       "Output()"
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:49:28 CET </span>status = success                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:49:28 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = success                                                   \n"
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    {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
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     },
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    {
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      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:49:30 CET </span>View simulation result at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">e-4a63-8685-fc9b7ec76ada'</span></a><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">.</span>                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:49:30 CET\u001b[0m\u001b[2;36m \u001b[0mView simulation result at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=314432;https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=56370;https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=314432;https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=41368;https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=314432;https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\u001b\\\u001b[4;34m-95c7e7f6-4b7\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=314432;https://tidy3d.simulation.cloud/workbench?taskId=fdve-95c7e7f6-4b7e-4a63-8685-fc9b7ec76ada\u001b\\\u001b[4;34me-4a63-8685-fc9b7ec76ada'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m                                         \n"
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       "Output()"
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     "data": {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:49:37 CET </span>Loading results from simulation_data.hdf5                          \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:49:37 CET\u001b[0m\u001b[2;36m \u001b[0mLoading results from simulation_data.hdf5                          \n"
      ]
     },
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     "metadata": {},
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    }
   ],
   "source": [
    "sim_data = web.run(sim_etch_random, task_name=\"check fields\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3b8a8566-8572-455d-a62b-ea6856174b3a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:49:38.303937Z",
     "start_time": "2026-03-18T10:49:37.607376Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yRkppvfDCCzQ1NbHtttv2+LYdDofD4XA4HGsP5yK+HnHxxRfzyCOPMH78+LSE1Ycffshdd93FU089VVZGqjWDBw/mrLPOYvr06ey9994ccMABvPnmm1x33XXstNNOHHbYYQA8/vjjnHzyyUyePJmvfOUrhGHIzTffjOd5HHzwwQDMmDGDBQsWsN9++7HZZpuxZMkSrrvuOkaMGNFuuaZa1jv88MO58847Of7445k3bx677LILURTxxhtvcOedd/Lwww+z4447suWWW3L22WdzwQUX8O1vf5vvf//7ZLNZnnvuOYYPH87MmTMBWy7p+uuv58ILL2TLLbdko402qphYKwgCLr30Uo466ijGjx/PoYcempbp2nzzzfnpT3/a1ctWxs4778ygQYM44ogjOPXUU1FKcfPNN1cUeWPGjOGOO+7g9NNPZ6eddqKxsZH999+/4nZPPfVUPv74Y8444wxuv/32smXbb78922+/PdC1GOwRI0YwdepULr/8cgqFAjvttBNz5szhySef5NZbby1zmz7rrLP485//zDvvvJPW7f7Rj37E3/72N3784x/z+uuvl1nCGxsbmTRpUtn+oijijjvu4Fvf+hZbbLFFp/p64IEHcs8997RxZwd4/fXX2XfffTnggAP44IMPuPrqq2lqamLhwoXcdtttHHrooZ07Me0wd+5c9t9/fxeD7XA4HA6Hw7G+sTZSlzvWHO+9955MmTJFBg8eLNlsVr785S/LSSedJLlcTkSKZYYqlfISsWW5tt56awmCQIYMGSInnHCCfP755+nyf/7zn/LjH/9YtthiC6mrq5MNNthAvvOd78ijjz6atnnsscfkwAMPlOHDh0smk5Hhw4fLoYceKm+99Va7fa91vXw+L5deeqlsu+22ks1mZdCgQTJmzBiZPn26LFu2rKztH//4R/n617+eths/frzMnTs3Xb548WLZb7/9pH///gKkJZVal+lKuOOOO9LtbbDBBvKjH/1I/v3vf5e1OeKII6Rfv35tju+8886TWj5yTz/9tHzrW9+S+vp6GT58uJxxxhny8MMPt+nPypUr5Yc//KEMHDhQgHZLdo0fP75qya1K5ak6SxRFcvHFF8tmm20mmUxGtt12W7nlllvatEtKmL3zzjvpvM0226xq3yod00MPPSSAXHPNNZ3u54svvihAmzJvgJx++ukyefJkqa+vl2HDhsm1114rs2bNkoaGBvnJT34iItU/P8m1bV1irtK98PrrrwtQ9plxOBwOh8PhcKwfKJE14P/ocDgcfZQ999yT4cOHc/PNN6fzlFKcd955nH/++Wt8/1OnTmXBggW88MILzoLtcDgcDofDsZ7hYrAdDscXiosvvpg77rgjLb3Wm3z66af8/ve/58ILL3Tiugrvv/9+WuLN4XA4HA5H3+DDDz9k5cqVa7sb6wROYDscji8UY8eOJZ/P91jm986w4YYbsnLlSvbdd99e3/e6wKuvvsrIkSM57/yj13ZXHA6Hw+FwxCxZsoStttqSn/zkwLXdlXUCJ7AdDofD0Sc488xj2GOPb/Cba/4//vWvf63t7jgcDofD4QBmzDier+2wJffdt5DnnntubXenz+NisB0Oh8Ox1pk/fz4HHvg93nr7Vqaedg2ZTMCf//zQ2u6Ww+FwOBxfaN566y2+9rXteO75G7jllkd45plXmT/vJRfq1g5OYDscDodjrWKM4Zvf3IbvHzyeM8/8Ie++u5jR2x7BX//6N772ta+t7e45HA6Hw/GF5fvf343Bgwdy3fWns2zZSrb6ymH88Y83Vy0N63Au4g6Hw+FYy9x+++189NHnnHrqwQBsvvlQTjhxEj/72U/Wcs8cDofD4fji8vTTTzN37vOce96RADQ1NXLOuUdwxhknE4bh2u1cH8ZZsGvEGMMHH3xA//79nUuEw+H4wiAirFixguHDh6N1z4/JtrS0sPXWm3PeeUcy5Yi90/mff76Cr4z6Ebfffjd77bVXj+/X4XA4HA5HdUSEnXfZjr322olzzz0inV8ohGy/3VGcfvoPOP74K9ZiD/suTmDXyL///W822WSTtd0Nh8PhWCv861//YsSIET2+3csuP4HZt87lb8/9Fs/zypZdeeWd3HzTw7z44lttljkcDofD4Vhz3H333ZxyynG88eYtNDbWly27578XcPLJV/GPf7xPY2PjWuph38UJ7BpZtmwZAwcOxHrVOwu2w+H4oiCAYenSpTQ1NfXolj/77DO22GIzbrv9PL773R3bLM/l8mz71SM455wj+PGPL+nRfTscDofD4ahMPp9n222/zM9+dgg/OeZ7bZaLCLvtdgoTJuzIjOk39n4H+zhOYNfI8uXL4x+XHk5gOxyOLw4CRCxbtowBAwb06JZ/evoPeO3Vd3ngwcuqtrn9tsc488xZvPXWezQ0NPTo/h0Oh8PhcLTl6mtO5Ybf/g8vvvQHfL+yB9nCha+wz94/5+23/8mwYcN6uYd9G5fkzOFwOBy9zjvvvMOs6+/lkkuPa7fdD/7zOwwbtiFXXnVaL/XM4XD0ZebPn49Sivnz56/trjjWAH/729/IZDK89957vb7vTz/9lH79+vHAAw/0+r77EsuWLeOCGX9m5iXHVRXXADvvPJqJE7/Jeecd24u9WzdwAtvhcDgcvc5ZZ/2E//zPPdh++y3abae15tLLjueyS2/j448/7qXeORyOtc11113HjTfeuLa70SVmz57NVVddtba7UcYf/vAHttlmG+rq6hg1ahS/+c1val43l8tx5plnMnz4cOrr6xk7dixz586t2HbhwoXsuuuuNDQ0MHToUE499VRWrlxZ877OPvtsDj30UDbbbLOa1+kpNtxwQ37yk59wzjnn9Pq++xIXzzyR0dt9mX33/VaHbS+6+BhuvvkRXnvttV7o2bqDcxGvEeci7nA4vpj0vIv4c889x+6778Zrr9/EiBGDa1pn0oFns9lmQ7j22v/ukT44HI6+zejRo/nSl77UxlJtjCGfz5PJZNZIZYOe4Hvf+x6vvPIK77777truCgC//e1vOf744zn44IOZOHEiTz75JDfffDOXXHIJZ555ZofrH3roodx9991MnTqVUaNGceONN/Lcc88xb948dt1117Tdyy+/zLhx49hmm2049thj+fe//82vfvUrvvOd7/Dggw92uJ+XX36Zr3/96yxcuJBx48Z165i7yuuvv85Xv/pVHnvsMfbYY4+10oe1yb/+9S+22moU85+4mjFjtqppnamnXcM77yzm/vsXruHerTs4gV0jTmA7HI4vJj0rsEWE8bvvwC67bMeFF9Ze5/r1199jpx2P5X//9+985Stf6XY/HI51gVWrVtGvX7+13Y21QjWBvS7QlwR2c3Mzm2yyCd/61re4//770/mHHXYYc+bM4V//+heDBg2quv7f/vY3xo4dy+WXX87PfvYzwJZXHD16NBtttBELFxZF1b777svLL7/MG2+8kT4vfv/733PMMcfw8MMPd1hy8bTTTmPOnDm8++67a7Uk7nbbbcfXv/51brrpprXWh7XFlCkTCcOIm2+ZVvM6H3+8lK2+chj33ns/u++++5rr3DpE3xz6czgcDsd6yf3338/rr73HGWcc2qn1ttlmMw4/fC9+8YvaRbnD0ZdYtGgRRx99NMOHDyebzTJy5EhOOOEE8vk8ADfeeCNKKZ544glOPPFENtpoo7LSeNdddx3bbrst2WyW4cOHc9JJJ7F06dKyfbz99tscfPDBDB06lLq6OkaMGMEhhxzCsmXL0jZz585l1113ZeDAgTQ2NrLVVlvxy1/+ssP+17JeLpfjvPPOY8sttySbzbLJJptwxhlnkMvl2mzvlltu4Zvf/CYNDQ0MGjSI3XbbjUceeQSAzTffnFdffZUnnngCpRRKqfSHe7UY7LvuuosxY8ZQX1/Pl770JQ477DAWLVpU1ubII4+ksbGRRYsWMWnSJBobGxk8eDA/+9nPiKKow3Nw7733st9++6XXcIsttuCCCy4oW3f33XfnL3/5C++9917a980337zqNsePH8/Xvva1isu22morJk6c2GG/2mPevHl8+umnnHjiiWXzTzrpJFatWsVf/vKXdte/++678TyPY48txtnW1dVx9NFH88wzz/Cvf/0LsIaouXPncthhh5UNxk6ZMoXGxkbuvPPODvs6Z84c9thjjzbiWinF+eef36b95ptvzpFHHpm+Tz5DTz31FKeeeiqDBw9m4MCBHHfcceTzeZYuXcqUKVMYNGgQgwYN4owzzqCSnfG73/0u9913X8Vl6zMvv/wyd901nws6MfgNMHjwQM4481B+9rPjMMasod6tW/hruwMOh8Ph+GIQhiFnnHEy55x7BAMGdN4qd975R7H1VoexcOFCdt5555rWWbBgAZdffjkvvPACH374Iffccw+TJk1Kl4sI5513Hr/73e9YunQpu+yyC9dffz2jRo3qdP8cjmp88MEHfPOb32Tp0qUce+yxbL311ixatIi7776b1atXk8lk0rYnnngigwcP5txzz2XVqlUAnH/++UyfPp0JEyZwwgkn8Oabb3L99dfz3HPP8fTTTxMEAfl8nokTJ5LL5TjllFMYOnQoixYt4v7770/L7L366qt873vfY/vtt2fGjBlks1n+8Y9/8PTTT7fb/1rWM8ZwwAEH8NRTT3HssceyzTbb8Pe//50rr7ySt956izlz5qRtp0+fzvnnn8/OO+/MjBkzyGQyPPvsszz++OPstddeXHXVVZxyyik0NjZy9tlnAzBkyJCq/bvxxhs56qij2GmnnZg5cyYfffQRV199NU8//TQvvfRSXGbVEkUREydOZOzYsfzqV7/i0Ucf5YorrmCLLbbghBNOaPc83HjjjTQ2NnL66afT2NjI448/zrnnnsvy5cu5/PLLARtDvGzZMv79739z5ZVXArRbJ/jwww/nmGOO4ZVXXmH06NHp/Oeee4633nqLadOKlsTPP/+8poGAhoaGtOrCSy+9BMCOO5aXQhwzZgxaa1566SUOO+ywqtt66aWX+MpXvtLGg+mb3/wmYEXZJptswt///nfCMGyzn0wmww477JD2oxqLFi3i/fff5xvf+EaHx9cRyf0/ffp0/vrXv3LDDTcwcOBAFi5cyKabbsrFF1/MAw88wOWXX87o0aOZMmVK2fpjxozhyiuv5NVXXy27Jus7P//5MZxw4iQ233xop9c97bT/YNb193LHHXdw6KGdG0BfLxFHTSxbtkwAAU/Ad5Ob3OSmL8jkCSDLli3r9vfo//3f/4nWWppb5koYzevSdPjhe8k555xT8z4feOABOfvss+W///u/BZB77rmnbPkll1wiTU1NMmfOHPnf//1fOeCAA2TkyJHS3Nzc7eN1OBKmTJkiWmt57rnn2iwzxoiIyJ/+9CcBZNddd5UwDNPlS5YskUwmI3vttZdEUZTOv/baawWQP/7xjyIi8tJLLwkgd911V9V+XHnllQLIxx9/3Kn+17LezTffLFprefLJJ8vmz5o1SwB5+umnRUTk7bffFq21HHTQQWXHI1I8FyIi2267rYwfP77NfubNmyeAzJs3T0RE8vm8bLTRRjJ69Oiyz+39998vgJx77rnpvCOOOEIAmTFjRtk2v/71r8uYMWPaPwkisnr16jbzjjvuOGloaJCWlpZ03n777SebbbZZh9sTEVm6dKnU1dXJmWeeWTb/1FNPlX79+snKlSvTeZtttpnY36LtT+edd166zkknnSSe51Xc9+DBg+WQQw5pt3/bbrut7LHHHm3mv/rqqwLIrFmzRETkrrvuEkAWLFjQpu3kyZNl6NCh7e7n0UcfFUDuu+++NstaH1PCZpttJkcccUT6PvkMTZw4sexeGjdunCil5Pjjj0/nhWEoI0aMqHiPLVy4UAC544472u3z+kQURQLIW2/f2uXn87Rzpshhh313bR9Kn8C5iDscDoej19BaEXgajOnSlM0EndrfPvvsw4UXXshBBx3UZpmIcNVVVzFt2jQOPPBAtt9+e2666SY++OCDMmubw9EdjDHMmTOH/fffv411D2jjDnvMMcfgecXSOI8++ij5fJ6pU6eWJfU65phjGDBgQOria/PEwMMPP8zq1asr9iWx5N57772dcuWsZb277rqLbbbZhq233ppPPvkknZJEUfPmzQOsG7AxhnPPPbdNkrKuxN0+//zzLFmyhBNPPJG6urp0/n777cfWW29d0QX6+OOPL3v/7W9/m3/+858d7qu+vj59vWLFCj755BO+/e1vs3r1at54441O9x3sdTvwwAO57bbbUpfkKIq44447mDRpUlkM/q233srcuXM7nEotss3NzWUeEqXU1dXR3Nzcbv+am5vJZrMV102Wl/6t1raj/Xz66acA7caD18rRRx9ddi+NHTsWEeHoo49O53mex4477ljxuid9+OSTT7rdl3WNbOB14/nso1Tnrd/rI05gOxwOh+MLyTvvvMPixYuZMGFCOq+pqYmxY8fyzDPPrMWeOdYnPv74Y5YvX16zq+nIkSPL3if1gLfaqjyjbyaT4ctf/nK6fOTIkZx++un8/ve/50tf+hITJ07kv/7rv8rir//zP/+TXXbZhZ/85CcMGTKEQw45hDvvvLNDsV3Lem+//TavvvoqgwcPLpuSpIRLliwB4P/+7//QWvPVr361pvPREdXOD8DWW2/dpp5yXV0dgweXVy8YNGgQn3/+eYf7evXVVznooINoampiwIABDB48OHWvLj3PnWXKlCm8//77PPnkk4AdVPnoo484/PDDy9rtsssuTJgwocPpy1/+crpOfX19GuffmpaWlrJBg0rU19dXjKFvaWlJl5f+rda2o/0kSA/EPW+66aZl75PBp0022aTN/ErXPenD2ky05li3cTHYjjWK6qWM60LtX8hrtE8dfhlXH9Nqr18dH187P47W4SQdnbmujnWI7iRBESEMQ5YvX142O5vNVrSctMfixYuBtrGdQ4YMSZc5HL1NrUKkEldccQVHHnkk9957L4888ginnnoqM2fO5K9//SsjRoygvr6eBQsWMG/ePP7yl7/w0EMPcccdd7DHHnvwyCOPlFnOW/epo/WMMWy33Xb8+te/rriN1uJmbVHtGDti6dKljB8/ngEDBjBjxgy22GIL6urqePHFFznzzDO7ldxp4sSJDBkyhFtuuYXddtuNW265haFDh5YN/oEdrKklBruxsTGN+x42bBhRFLFkyRI22mijtE0+n+fTTz9l+PDh7W5r2LBhbZLFAXz44YcA6frDhg0rm9+6bUf72XDDDQFqGuhIqCbGq13jSvMrbSPpw5e+9KWa+7LeYKTrz+h1+PdmT+Ms2A6Hw+HoXbrofmYf+sLTTz9NU1NT2TRz5sy1fVQOR0UGDx7MgAEDeOWVV7q0/mabbQbAm2++WTY/n8/zzjvvpMsTtttuO6ZNm8aCBQt48sknWbRoEbNmzUqXa63Zc889+fWvf81rr73GRRddxOOPP566cFejo/W22GILPvvsM/bcc8+KVtXEwrzFFltgjOG1115rd3+1Wg+rnZ9kXuvz01Xmz5/Pp59+yo033shpp53G9773PSZMmFDRpbmzlk/P8/jhD3/I3Xffzeeff86cOXM49NBD2wjCnXbaiWHDhnU4/epXv0rX2WGHHQDrSl/K888/jzEmXV6NHXbYgbfeeqvNoOazzz5btv3Ro0fj+36b/eTzeV5++eUO97P11lsD1rOoEitWrGgzL/GK6GmSPmyzzTZrZPt9mu48n53ATnEC29FtVLV/SluLbpvJ6+bUdptKaTu19y9u09U+KeW3P+kMSgUlUzadtK6Pp4Z08rxGPK8R3xuA7w3A8/q3MzWmU+k2tM6idbZkX0H5RHm/u3/uO3+eunpNUdWvpWMdR6Qbk3WTXLZsWdl01llndbobQ4faWLGPPvqobP5HH32ULnM4uovWmkmTJnHfffe1ER/QsUvshAkTyGQyXHPNNWVt//CHP7Bs2TL2228/wJZJCsOwbN3tttsOrXXqtvvZZ5+12X4ifCq59ibUst4PfvADFi1axO9+97s2bZubm9OM6JMmTUJrzYwZM9pYfUuPr1+/fm3KkFVixx13ZKONNmLWrFllx/Dggw/y+uuvp+enuyRit7SP+Xye6667rk3bfv36ddpl/PDDD+fzzz/nuOOOY+XKlRUze3clBnuPPfZggw024Prrry/b1vXXX09DQ0PZ+fnkk0944403ymL4/+M//oMoirjhhhvSeblcjj/96U+MHTs29UxoampiwoQJ3HLLLWVi+Oabb2blypVMnjy53ePfeOON2WSTTSp+RoA2ZdkefPBBWlpa1kgprRdeeIGmpia23XbbHt92n6ebz2eHxbmIr2E6EgPrugtsm+NrM2rbKoFJe+dDtRrvkWouKl6V82a65KLd9hg6GneqvFyVreeVzVPxOsU2ulX71utbpOQcpK+VKXnvIxiKLuJRq7a6ZBnlR1r1/Fahw/NSZbUO9mmvZem2S9ok17PVA1Sh1vnPzheabrqI+77fpmRMVxg5ciRDhw7lscceS8XC8uXLefbZZzss1+NwdIaLL76YRx55hPHjx6clrD788EPuuusunnrqqbIyUq0ZPHgwZ511FtOnT2fvvffmgAMO4M033+S6665jp512SoXY448/zsknn8zkyZP5yle+QhiG3HzzzXiex8EHHwzAjBkzWLBgAfvttx+bbbYZS5Ys4brrrmPEiBHsuuuuVftQy3qHH344d955J8cffzzz5s1jl112IYoi3njjDe68804efvhhdtxxR7bcckvOPvtsLrjgAr797W/z/e9/n2w2y3PPPcfw4cNTb5QxY8Zw/fXXc+GFF7Lllluy0UYbpQnTSgmCgEsvvZSjjjqK8ePHc+ihh6ZlujbffHN++tOfdvWylbHzzjszaNAgjjjiCE499VSUUtx8880VBd6YMWO44447OP3009lpp51obGxk//33b3f7X//61xk9enSaLK5Suapddtml0/2ur6/nggsu4KSTTmLy5MlMnDiRJ598kltuuYWLLrqIDTbYIG177bXXMn36dObNm5fWHR87diyTJ0/mrLPOYsmSJWy55Zb8+c9/5t133+UPf/hD2b4uuugidt555/Q+//e//80VV1zBXnvtxd57791hXw888EDuueceRKSNF8Drr7/OvvvuywEHHMAHH3zA1VdfTVNTEwsXLuS2227r0dJQc+fOZf/99/9ixmCL6foz2lmwU5zAdjgcDkfv0h2B3cmBlZUrV/KPf/wjff/OO+/w8ssvs8EGG7DpppsydepULrzwQkaNGsXIkSM555xzGD58eFmtbIeju2y88cY8++yznHPOOdx6660sX76cjTfemH322SetV9we559/PoMHD+baa6/lpz/9KRtssAHHHnssF198MUFgM+t/7WtfY+LEidx3330sWrSIhoYGvva1r/Hggw/yrW99C4ADDjiAd999lz/+8Y988sknfOlLX2L8+PFMnz49TQRViVrW01ozZ84crrzySm666SbuueceGhoa+PKXv8xpp52WJjsDK9hHjhzJb37zG84++2waGhrYfvvty5J6nXvuubz33ntcdtllrFixgvHjx1cU2ABHHnkkDQ0NXHLJJZx55pn069ePgw46iEsvvbTdwYvOsOGGG3L//ffz//7f/2PatGkMGjSIww47jD333JOJEyeWtT3xxBN5+eWX+dOf/sSVV17JZptt1qHABpvs7IwzzmiT3Ky7nHjiiQRBwBVXXMH//M//sMkmm3DllVdy2mmn1bT+TTfdxDnnnMPNN9/M559/zvbbb8/999/PbrvtVtbuG9/4Bo8++ihnnnkmP/3pT+nfvz9HH310zSE8P/7xj7n22mt5+umn2wz4nHDCCfzrX//i9NNPZ+DAgVx88cX4vs/pp5/O448/3mMC+4033uCVV17hqquu6pHtrXOY3hPYCxYs4PLLL+eFF17gww8/5J577qn67D3++OP57W9/y5VXXsnUqVPT+Z999hmnnHIK9913H1prDj74YK6++up2a8/3BkrWhG/Fesjy5cvjh4gHnXBR7a47a1+30nXGgt15S3Erqlo/W9O6XVes1rX1rZLVuRbrddnyds5DRQs2Jn0tmFbLojbrtZsArbfp6jWs8jXVW5+P7nyO+/pnuGMEiFi2bFm3rcb//Oc/2Wqrr9DyyT1d3sbxp13LsE3HMmPGjJraz58/n+985ztt5h9xxBHceOONiAjnnXceN9xwA0uXLmXXXXfluuuuKxMDDofD0RtcffXV/PSnP+Xdd99tkwn7i8Kee+7J8OHDufnmm9N5SinOO+88zj///DW+/6lTp7JgwQJeeOGFL5QF2xiD53m899qf2Hj4hl3axswr7uStdxU33XRTTe0ffPBBnn76acaMGcP3v//9qgL7nnvuYfr06Xz88cf8/Oc/LxPY++yzDx9++CG//e1vKRQKHHXUUey0007Mnj27S8fQUzgLdh+n0g/7df8HexdRuka35k4K9zKBW0GMd9E1WsSglEYwKHT63opH3UoEV9+GpVxI1yasi+utW9Te5zXtKt4T8d7JNr6wn9u1zO67795ujJ5SihkzZtQs2B0Oh2NNICL84Q9/YPz48V9YcQ02nOLb3/42F154YY8lqKuVTz/9lN///vfceeedXyhxvbbYZ5992Geffdpts2jRIk455RQefvjhNvkUXn/9dR566CGee+45dtxxRwB+85vfsO+++/KrX/2qw8z1axInsB0Oh8PRu3QzBtvhcDjWF1atWsX//M//MG/ePP7+979z7733ru0urVXGjh1btW73mmbDDTdk5cqVa2XffYZuu4j33MCEMYbDDz+cn//85xUTzj3zzDMMHDgwFddgk0JqrXn22Wc56KCDeqwvncUJ7HWQUqvaF84q1sqK3VkLZnXX8BJX9i5arC2Vay+WWrHtPpIlHVmyu2K57soXY2ePuZP7qHKMffX+XROZyl1ithK6JbB7rhsOh8Oxtvn444/54Q9/yMCBA/nlL3/JAQccsLa75Pgi080kZ1EUtSnpls1myWaznd7cpZdeiu/7nHrqqRWXL168uKy2O4Dv+2ywwQYsXry40/vrSZzAXoP0Rjmh9U9stxZ6FT7k3RTZ6TZa7bOtsK4sljtD0S28KLLL51f/EiuLv+5QWHf2y7C7FfqS9WvYb2ezlVPhvChV1XLphOu6h+r0PVGKu9YOh2P9YfPNN18jpabWJ9z56T2UmC4/o5UIr7zyapuEiV2Jn3/hhRe4+uqrefHFF9dJd30nsB0Oh8PRuzgXcYfD4XA4+h5GumXBHj16NE8++WTZ7K5Yr5988kmWLFlSlo8giiL+3//7f1x11VW8++67DB06lCVLlpStF4Yhn332GUOHDu3aMfQQTmCvR6yfyZTat/Im1GLFrOxR0Np6XbRa1+IqXmuislIrtu1Lx0nOpOS4bduoyn5r/SLsegK3Wo6z8oo9mGStl6zYveF58oXHdONarU9fbw6Hw+Fw9CWMdP0ZLeB5XrcrjgAcfvjhTJgwoWzexIkTOfzwwznqqKMAGDduHEuXLuWFF15gzJgxADz++OMYYxg7dmy3+9AdnMB2OBwOR+/Si3WwHQ6Hw+Fw1Egv1sFeuXIl//jHP9L377zzDi+//DIbbLABm266KRtuWF4uLAgChg4dylZbbQXANttsw957780xxxzDrFmzKBQKnHzyyRxyyCFrNYM4OIG9XrLuxmVXs6ZWiPetULKrmhWzzCJZpRZ169rVdr0arLutjJ3VLL3F5GblluxqlG+nhkRm0urclFH+vtxq3V6cedFiXrpOeT9q8zCoRnXLc/e221dZP71MHI61izGGDz74gP79+6+TsXoOh8PRFUSEFStWMHz4cLTubm6d3uf555/nO9/5Tvr+9NNPB+CII47gxhtvrGkbt956KyeffDJ77rknWmsOPvhgrrnmmjXR3U7hBPZ6zpr+QS9IuYAVKU2R3Qlq+WJoJbqqiOyqtCOuk9eqs9nEpfSlaUeIVp9XmUru4O2I6qpUSuBWmxt824HIKF2np0U2VLpHqyQ7q9y5bt/rzjW8F3Ex2I4e5IMPPmCTTTZZ291wOByOtcK//vUvRowY0TMb60UL9u67796pBHbvvvtum3kbbLABs2fP7tR+ewMnsB0Oh8PRu3QnNt8JbEcr+vfvH7/S9GQNVofD4ejbCGBKvgN7AtONZ7R7Pif0OX+C66+/nu23354BAwYwYMAAxo0bx4MPPtjuOnfddRdbb701dXV1bLfddjzwwANly0WEc889l2HDhlFfX8+ECRN4++231+Rh9DnWnnWup918W92ySldwiaadNpWt14p4UhqlfJTygeLr1pPdTrJcl20j3W08v3aikslarttYr8UUp2rHmh6nLumDFx9rkM7Tyi8ed6VJ6VbH4FHJlb70vFbsT43nQMX/2m63wvrODXTdJhkh78rkHuCOVhTdwpWb3OQmN33BJno2NKY7z2c3AJ7S5wT2iBEjuOSSS3jhhRd4/vnn2WOPPTjwwAN59dVXK7ZfuHAhhx56KEcffTQvvfQSkyZNYtKkSbzyyitpm8suu4xrrrmGWbNm8eyzz9KvXz8mTpxIS0tLbx1Wn6CygFkDVPmA9ZybeiXBVUHItZlXSXCWC+vSNlr7qRAtnZJlyfLWYraS0K5OZVFdLqw7ENWlx1tyfpLjTER1IqhLj6Pt4EHl42grtDs6rgp9qza1blryr0gFoV3lgeJcvdcBkiylXZnc89vhcDgcjjWDoXvPaAfQBwX2/vvvz7777suoUaP4yle+wkUXXURjYyN//etfK7a/+uqr2Xvvvfn5z3/ONttswwUXXMA3vvENrr32WsBar6+66iqmTZvGgQceyPbbb89NN93EBx98wJw5c3rxyBwOh8MBuBFyh8PhcDj6Iu753CP0OYFdShRF3H777axatYpx48ZVbPPMM89UrJP2zDPPADbl++LFi8vaNDU1MXbs2LRNJXK5HMuXLy+b1hcqWwjXNTpwSW5luU4szKWW61JLbrJca7+NxTqxVqdTleXlbuXtWYATorJ3bbOEl7iFd0SJ9druK6DUQq+ruLqXHldl9/ii5Ts5DkvRiq1UqeW8ikt3R32vYtWubMkuXbdn7uHe+ixI/O8LT7ce4Gu78w6Hw+FwrKc4gd0j9EmB/fe//53Gxkay2SzHH38899xzD1/96lcrtl28eDFDhgwpmzdkyBAWL16cLk/mVWtTiZkzZ9LU1JROLkOpw+FwOBwOh8PhcDjao09mEd9qq614+eWXWbZsGXfffTdHHHEETzzxRFWRvSY466yz0npsAMuXL18vRXb1OsQ9iSEZy2lT1qtCm9opbd+6bFSRauW4Si3X5bHY5SW7lGpVK1qBSBwzrYrx0oJJ39tqZXGZKSnWvW5b4spStcZ1J+KuixZ6yo6HqsdVfp5Ka3MXj8v2VymKlkOV9Dc5L1GV0l1dxRSPK6kfHt8z9l7tuCxY79zXjq4hKFemy+FwOByOPocS0/VntHs+p/RJgZ3JZNhyyy0BGDNmDM899xxXX301v/3tb9u0HTp0KB999FHZvI8++oihQ4emy5N5w4YNK2uzww47VO1DNpslm81291C+ECRCptNutmKoJcN0IgTbryFdIVlWJXfmDoS1fR27kFcTomJA+RhiMU252G4rtEnFaVIruyhQy93EOxKOxYNrndAsaHWM9qOttV914KDtNosiOz2OtD+JqI1ddFXJuUjPb21d74iy7+dkmyVCu43IrlIbu1aRvW6HSqyjdOsh7B7gDofD4XCsEUS68Yx2z+eEPuki3hpjDLlcruKycePG8dhjj5XNmzt3bhqzPXLkSIYOHVrWZvny5Tz77LNV47odDofDsQZxMdgOh8PhcPQ9jLgY7B6gz1mwzzrrLPbZZx823XRTVqxYwezZs5k/fz4PP/wwAFOmTGHjjTdm5syZAJx22mmMHz+eK664gv3224/bb7+d559/nhtuuAGwteGmTp3KhRdeyKhRoxg5ciTnnHMOw4cPZ9KkSWvrMHue1ubDTtzk5e63PURquu0epdbjSmWhEqt25ZJR5eWkWlt2gWK5KjRaB+gya3blclTJPjVRWlKr1Jpdask2hLSx/trOlFmxi1btVu7PVS38rUtxFS3Xpdb4ogW76B6vq4yrmTLrdflxlFuyQ1TsOl5q/K3llmvvGhbbVNhmiSW7ohW7CzjL9VrEuYg7HA6Hw9H3SMRyV3DP55Q+J7CXLFnClClT+PDDD2lqamL77bfn4Ycf5rvf/S4A77//PloXf6TvvPPOzJ49m2nTpvHLX/6SUaNGMWfOHEaPHp22OeOMM1i1ahXHHnssS5cuZdddd+Whhx6irq6u14+vx6kmYrsguHtcaJeJ7Cox1jW6iVejdmFd7hauVanA9vDijNp2XpCKUqggSFVRjBopIGLKxHYkoW0jhVT/FYV2GB83JW7W0FZkJ7SNa24dU14qrHUbgR3gxcdabdCg9YABCiIJ2xHafhyXrVGYDgY5OiYNASgR8cVtlp6j+F6pJrKVqugmbrctbeY51iLdqpXpHuAOh8PhcKwRulPP2j2eU/qcwP7DH/7Q7vL58+e3mTd58mQmT55cdR2lFDNmzGDGjBnd7Z7D4XA4HA6Hw+FwOBwV6XMC21EjnXW/rmDdq9p0DWdg7tlM4l6bOW2zZbdN+FVqubbvg3Re6iZO8rrtPkQi6xau/NRFPLFmKymxwGptLbOGVtZfytzFy7J1l9H6fJS4eqeW6WI972rHZdt5bRK3JRZr6+JetFYrpTEmBOVba3ZrS3abbOlQ3V27lmtq0uuV7F8w6S1bvH2LVuzy7Ve3YkPfsFq7rOYldMtFvOe64XA4HA6HowRxLuI9gRPYXyQqBrdWaVoiSNaWMKjuclxdVEPrMlTlGcITkZ3EW3s6mwpRT/koPLzYRVxjRXalrNuirPu0ldaFVGxHEqYCW4lOXa2TTRgTlpTAahuXXeoe3fr4Wh9XaRx5chzlwtoeY/I3GSgoPR5RSdx1hFF2kMC6iBdQ2rMZ0g2Y2H29ktBOt9Umlrr2wZK01FksrttmK2+lnZUtJQG1l+5y9BEEF4PtcDgcDkdfxMVg9whOYDscDoejd3FluhwOh8Ph6Ht0p0yXE9gp60SZLscaQKma3cxV/K8n6ZpV3KO19bp1fedizWe/LPGXtfJm8HQWX2fx49eezuIrOwWqgYyqJ6CejGqI3zeQpYE6GqmjkSz2fUY1kFX9S9rV46s6u762kxfvJ9mXVgFa237oOKlasZ9+2s/WU9JeKR+tM2idiY8lg6/r8L16Aq/O7tdrJKPjSdWT0Y1kVSMZZf+WThnVQIA9Xl9l47432PMRnxtPZdPjsInggtTtXOu2/Sydqs2v1qZ4TkquX8k1LXWPb5eeKsjtWHO4Ml3rJNdffz3bb789AwYMYMCAAYwbN44HH3yw3XXuuusutt56a+rq6thuu+144IEHypaLCOeeey7Dhg2jvr6eCRMm8Pbbb6/Jw3A4HA5HNVyZrh7BCWyHw+Fw9C5JltKuTO4BvtYYMWIEl1xyCS+88ALPP/88e+yxBwceeCCvvvpqxfYLFy7k0EMP5eijj+all15i0qRJTJo0iVdeeSVtc9lll3HNNdcwa9Ysnn32Wfr168fEiRNpaWnprcNyOBwOR0K3ns9ru/N9B+civi7Skxa6TiY/S+ha2aOuJDGr0peqMdfQXtx1EqPsqSxKefgqi0bHVuw6FBpfApRoPOIY5gp9Nknta7JEFDDKEFEgooCmgKGAUppIAowU0rjsKInP1hqTlvOypbtal6ZqfbzVErQlVnildPEYyKKVh0eAJ3GstpTHk9s63ZH9q+xrJTlERXHseQFREaEBQaO0hybCmBBTmiQNG8Nd7Gv7MfKl2ERpdt3S2G5ISpv5lMZjl8ViKzpVsqtTVLoIXdyeS25WAReDvU6y//77l72/6KKLuP766/nrX//Ktttu26b91Vdfzd57783Pf/5zAC644ALmzp3Ltddey6xZsxARrrrqKqZNm8aBBx4IwE033cSQIUOYM2cOhxxyyJo/KIfD4XAUcUnOegQnsB2tiw3XtkqtorqsFna1NrXUwi6Kto7EdWnyryThV5IAzNNZK0B1FoUV2B6BdRGXLFZWZ9Ci8eKPhycVsogrE1eFNkQqJJSQCB8hS0HlUqGtyCHKJzQaUaZEaIco8RCJyjJ6lyYKS13fU3HtlSUyKx0kKA4U1OEREEgWJRofvyiwWw0UpEegDKGECAatvFRoJ5m80bZvEQXAT4V2koE86Xul61Ppfdl5LDnm0vrhtra4jyEs3kJtRHbn62JXpZZBqy58ThyO9ZUoirjrrrtYtWoV48aNq9jmmWee4fTTTy+bN3HiRObMmQPAO++8w+LFi5kwYUK6vKmpibFjx/LMM89UFdi5XI5cLpe+X758eTePxuFwOByOnsMJbIfD4XD0Lq5M1zrL3//+d8aNG0dLSwuNjY3cc889fPWrX63YdvHixQwZMqRs3pAhQ1i8eHG6PJlXrU0lZs6cyfTp07tzGA6Hw+GohMsi3iM4ge0o0isWuh6qdV2yjaRsVfK6mOjMvm5duspTfmzp9cssvgEZPPHx8eK/sYt5nGqreASCEYnt10KBAgEZCiqPIbZSx5ZsjSYiRGkPIwUiyi3ZSQ3txBqcuEunJbVi629yDArPJkyL3dqV8vDJklENaNH4ksXHJ5CMLTIWH0frc5b0PYxdxD18JK5FnViyC9JiLdgKBGtpt2W0vLRmdrq9tLxWtWvklbQtupMX3cKjsvrhSTkwTOwtYMLUam37EVFTaa41kfCsu+7nDhur1WXcuV+bbLXVVrz88sssW7aMu+++myOOOIInnniiqsheE5x11llllvHly5ezySab9Nr+HQ6HY70liafuCu63UYoT2I62dKJedqe21QO0536cimqlKXUNtzHYXhqr7KkAH/s3I/XWKVwyZMQK1wArSj1lnaoVCt3qOKJYCIYInnhWpIpHpCK00piSuGEdu4GLClDSErtb61RcauIY5Cp1pBWezbQdH09pnLWn7OBAVurRosuOQaPwlMaPBwcSt/4kJjhEiMRgRCgQ2sEBNJEK074bIhDSuOyk9reoqLy/qm2/k763vYhWQCfHbJSNwzaEiCrW3TbGxrEjxKKadADADrrEgzXtxWI7+iYVar3Xvq57gK9NMpkMW265JQBjxozhueee4+qrr+a3v/1tm7ZDhw7lo48+Kpv30UcfMXTo0HR5Mm/YsGFlbXbYYYeqfchms2Sz2e4eisPhcDhaI6brz2j3fE5xWcQdDofD0bu4LKXrDcaYsnjoUsaNG8djjz1WNm/u3LlpzPbIkSMZOnRoWZvly5fz7LPPVo3rdjgcDscaxOCqfPQAzoLtaJ816A4rSIVkaV1xIS93CS/96ym/xALslyU18yUgIIsvPhnJkiWDjyZQ1nrtKesarhRlLuIAkdg+FsTgowiR1MVZozAIKFBiLcIaj0gKsSXboKWAkUJqvQXKXK4T92pPBfYIVVAxkZkn1h08K1nbd3w8ZY/BWrBV6kSQ9gt7SSMRCkT2jIsiiq3VPl5sFY4t2Mq6lCuxWcWT5GiJFTrtc4kbeNL/ShnY7VUubiOxiEdx0jc0KImTq8VxQEV3c2vRFkzqsm4bVEp2Zvfk6IN0JwbbKey1xllnncU+++zDpptuyooVK5g9ezbz58/n4YcfBmDKlClsvPHGzJw5E4DTTjuN8ePHc8UVV7Dffvtx++238/zzz3PDDTcAoJRi6tSpXHjhhYwaNYqRI0dyzjnnMHz4cCZNmrS2DtPhcDi+uLgY7B7BCWxHx3TVZbyb7uGV4nrLN992WWnGbV1S1spTgS1ZRZC6VQdkyUodnnhkyVCvfBSKrPZQCgJt5aEXH0fpWEMksaOyURREEUiJgBUI00zW4ElAmAh/0ak4NOhUXLY5jti12lOBjSMnEdieFdb4ad8z+GRUgI8ioz00ikArlFJ4FQYHDIIIFIzgiSISQQNhLF6NSDpAEBKWC1oMRqKy2OzS/trXGl1BbKfXNd4GgFEFIkJEdLw9HQvvODZbBbbkWbJcNErFruKJ673YoyruLxHZ0DUnnRoeLDXmK3AluqrQnRhsd0rXGkuWLGHKlCl8+OGHNDU1sf322/Pwww/z3e9+F4D3338frYufuZ133pnZs2czbdo0fvnLXzJq1CjmzJnD6NGj0zZnnHEGq1at4thjj2Xp0qXsuuuuPPTQQ9TV1fX68TkcDscXHulODHbPdmVdxglsh8PhcDgcHfKHP/yh3eXz589vM2/y5MlMnjy56jpKKWbMmMGMGTO62z2Hw+FwOPoETmA7Okclq3RrK167luvSBFi1WrgjKmUSr8XCrfDS+tE2g7i1YgdkCSRDIAEBPlnlk9EenlIEWuMprBUYhd9qFzbUxFpJCwq00Xawz0AoBsFHxUnOUlfoOHN44m6NkCZDkwoWU5u93KYr08oruoTHlmuNIisZPDyyykv7ntU6tr6X9z0pIw0QGtt3pSA0oAQwHirue4ghkACDQaPJl/TZqKIl2xKU9NdeIy1xYrLUTbx47UyS3Cyuvx3hpa7nyfZ17DouOsIYe97K3MFTvPjeSE6aThNzlFuxO0vpBe+ei3n3+rEe060yXe58OhwOh8OxRnAu4j2CE9gOh8Ph6F2ci7jD4XA4HH0PV6arR3ACe11iTdT07Qlq7ld3ktZbK3ZHVutil3TaLk73FdtYA1sbOq53HeATKGsFDpQm0IqMZ62/gQatKEsUJmJtmiKCERVb4U08X9kYa2OTt9lyXB4GjYcfxw1byy0KjNiobWgby5zEXvsSoESnFncfj0ACPDzqlU1oltGarLZJ2XxtrdaeIo3BTki+9zwlRFJcoETF1mFNFMeQRyh8PELAx7dlxwAlUcXEZaUW7MT6npz71hiKtb+TOPlICmhlUJg4+RsoSWqBeyBhmrhOpFivu0hcmquVFbuUrlmSXbK0NUJ3ynQ5he1wOBwOx5qhO2W63PM5xQnsdYW+Kq5rpucqwolYgarKxI8VXmnyLTGxGC9NtuWhJRbZ+DYDt7LS14+FtXURt8LU13YPXgUX8UgUkVjRJigiA358jTylMbEI9MQHFeKLT6hCPAKU2MzcVv95GImK7tTKS8WqFlvrWqPLMoWXJjTzlKLOsyLb18U++/HgQGnXw7SCgh0wMGKHLRJ3cQVoAaMUWuxggVaSJiCzAwWthW1ybnXxn+h2s4gbjK21nV5Q0msWUUCrAKRAFK8ftdlfB3WuS0R2eR/b/wy1L8Bdbe0epVsWbPcAdzgcDodjjdAtC3bPdmVdxglsh8PhcPQuzkXc4XA4HI6+h9D1Z7QRak6vtJ7jBHZfZJ23VpdS2XJdZk1sx+W73CU8SWjlpVbs4o/tYrskIVf7vVLp5CmNr4rWaz+2YAeaNhZsI+VHJApCFEoJqqSOl6Zteay258Bag5OSVqWW67Q0V2Jpj5Ox2VrXmqDELTzQ1p3d04pA2f56ylqwyzBglM1docUuTyzXtaDjsmKlZbdKXcGTfuvYKV9JWyu2waCVQovdllEGQ4QvgbVelybBq3pflFuSiwnQSqzMpevW6OpUek/W7E6+BuvEr9e4JGcOxzpLu95AFX+/lH+Xt1m/7Lu+vWeA12Z+6zKQlderTtvkmVT00qrUrrt0pp+1UrmfUQdtSt6XLCt/DlbYbpXvYpfYcx2nu0nOOiFhFixYwOWXX84LL7zAhx9+yD333MOkSZMAKBQKTJs2jQceeIB//vOfNDU1MWHCBC655BKGDx+ebuOzzz7jlFNO4b777kNrzcEHH8zVV19NY2Nj146hh+j5T7ejdpSqPPUpdKupe+0VqgNxXcs+4kzUsUu4rZkcIhJiJCzOlzieN8lK3eohkzgya5Ka0VZYl05JPHMyJaK0tfu17Y99qJi4RrbtRZwnXCWRx1E8N6r4EC/2LY4Zj2PF7aTxlI6znCfx1onAtuI6KOmvovi3NQY7WCCCdXWPpxAhEttnSfqsTLxO5f4m4tr2UOOJhxJd1u/i5OGJTyLFffHReGnt7CRWvtoPj+SHQfVzV2E9pTueWq/S+j5Nt935r8zK23I4HA6Hw+H44rJq1Sq+9rWv8V//9V9tlq1evZoXX3yRc845hxdffJH//u//5s033+SAAw4oa/ejH/2IV199lblz53L//fezYMECjj322N46hKo4C7bD4XA4epfuuIg7HA6Hw+FYM/RiDPY+++zDPvvsU3FZU1MTc+fOLZt37bXX8s1vfpP333+fTTfdlNdff52HHnqI5557jh133BGA3/zmN+y777786le/KrN09zZOYPcmfc463R7VLHVds+CVz+ic1bqSy1Mxq3dcIzt1Fw9tdm7RRCrEw8eIdT02ylpjk+2Z+JtAxdZorZKs4eCXWqzj/tt0ZhYjRStwJEIkQihCaKytvCARBUIKqkCkQgrkMUREKrR/pVBmhbUWXKhU79ueIWtlTyzu6RRbqKvdWkaK4TQGiIy1WEdGKBihIGJfiyFKJiIKqkAY9zckjI+/lWt2heuWuMUnbuKt22mMnS+2VrhRict50bsgyTAukmQbj4oJ7DBt7oe290frftXg6tQFl/LiuiUp5ttr5mpiF3FJzhwOh8Ph6Ht0s0xXFEUsX768bHY2myWbzXa7a8uWLUMpxcCBAwF45plnGDhwYCquASZMmIDWmmeffZaDDjqo2/vsKk5gOxwOh6N36VYMds91w/HFplLoxtoeBOtsOElP9rfqvtuM4Ory9ukAZTw/fe/Zkpll80tKaCq/7LVtY9dJQoXs+sXtJJVBdMk2k/KW5Tk8Kg9WV8MO1relWmhU65Azu41i22rrle6rlj5WqsRRidb7S/YhJYPSUhJeF0mYvhaJ0nY2tK64LBnULm6nuA17+YslnZJ7UcU9atWhqn1f2585RyukezHYr7z6Ck1NTWWzzzvvPM4///xudaulpYUzzzyTQw89lAEDBgCwePFiNtpoo7J2vu+zwQYbsHjx4m7tr7s4gd1brBfW69qpNYkJ1J7oo/ThVW61jMt04aHxMSZEKY2RAiIRWvtE6Li+coQhSiK3423VflxCMW45EigYrNVahLyxFuCchBQIyakcOdVCRIGCyiGY2HIdJZHZ9vjj8+FJYMthKWuBT5KgGXTa11IMgpdY1yVOYIZNYJY8+qXE0h4a+zofJf0V8pGhIIacRLbvJBb3AnmVL4sXT2KxtSQ/ruw5N2h85aPiRGOVfjLo9JGbJD4r2sN1vJ2257pouS59+Ld+0HdMLfdXyf1UoZZ2+Q+Arpfsqry9LyDdskJ/wc+dw+FwOBxriiQpTxcZPXo0Tz75ZNm87lqvC4UCP/jBDxARrr/++m5tq7dwAtvRo1RPYNZ6ZBtK3aE7SmoFUUm2aGgtcOx3gSHJJQ2ayOTRygpuNERkCSWHVh6RhHh4aTKy9hAkdbUuGOtmbUU15I0hZwyhEVpMSIhhtWomIiSnWsip1URSIJRygV06QJAcuyFAyNrR+LgutFYaxC6LxMR9TwYGbP3tQtxLT6v0tJRWCLdJzMT2XSQV2DljaDFWWDeTT4V1qEIK5FJ3dsFgJEp1TVKrG8CXoOgCrgDx0UrFLulFV3bbp9Is3Qofj6iSFSAZgJAS93CJE9lVGkVvRWczsxYzkCeY4r1bIrQ7FMU1uoon24MvsNB2ZbocDofD4eh7dNNF3PO81MLcEyTi+r333uPxxx8v2/bQoUNZsmRJWfswDPnss88YOnRoj/WhK7gs4g6Hw+FwOBwOh8Ph6DMk4vrtt9/m0UcfZcMNNyxbPm7cOJYuXcoLL7yQznv88ccxxjB27Nje7m4ZzoK9pum2a3hPjYHU4tLavX21H4/lpZZFVdGaXTkxlaR/dVwT2wOi1GLdpr0UMMk+jC1kHUkIBiIdIioiomCTncWO2q23lJAkB4NiKatCnCQsF1krdktkaI5CCmJYRQsFVaBFrSaiQAsrCSVXtGBLVIxtKrHcJvFl1mJs0pgrUQYlNjmbh48v1pptHZQ1nlFESrAO1+BJsfa1Kul/JGIt3XFCs7wxhGJokTB1Cc+pHCEhedWMISr2t8SVPe2vJCnMPNtHSjwL4h37CpCih0JaCg0VlzPzUAieePj4JcnO4nMfW67TsmvpXxNf/44s17XH3xUNz0Wn9Y4/L6U+Al2nS7W31wdckjNHH6WjGOheiXnu5W1U33jptktrT7d91lePuy6Psy7GVdt4ai+OvdbabxNrnSzzCOJteXjxz9Yk7jrZjy6JZ66cgLODZ4Iqhj9VXlzyfGr1vZ+ETwFlJThNSRy0/RvFbToqN1l5v1B7THbr/RSf51FZAlEjYTEcK47NtuF15SFZIqENYYt/w8T+cfbrWNlnpoKSeOzWXmEl91Kr7/DW9/D6+Czsze+VbpPEFXaFTq62cuVK/vGPf6Tv33nnHV5++WU22GADhg0bxn/8x3/w4osvcv/99xNFURpXvcEGG5DJZNhmm23Ye++9OeaYY5g1axaFQoGTTz6ZQw45ZK1mEAcnsPsYa9KhoJecFVolMVHKPhhtApNi0hIgfohWEtsl9Y5bf8GTfMFXFlqVtiMSYZROHzAm+VvyTVDt7CQtbOZtK6oLBnKRoWCE5ihkteTJE7JSryCiQDPLbdy1rKZgmu1Dy+TK3J5L0dqeI19nEBXhxedMyKZu8QVla0cHEqBFWVd4Y2t3GzEEolBKSmKdpaTfiUt4hCA0S0hERE7l4xjxsKIru5FCvK3iOU4Tz8T1qiMCPIJ0MEDiAYIkbjxxEQ+ULvlRFrvdxydYMCAQptvxypK/pNe/w2vupe9b/ygpvS/a1tJOBm/Kl9sVi67iNbt1K9UlEfiFyjLukpw5HA6Hw9H3MN1Jcta59Z5//nm+853vpO9PP/10AI444gjOP/98/ud//geAHXbYoWy9efPmsfvuuwNw6623cvLJJ7Pnnnuitebggw/mmmuu6Vr/exAnsB0Oh8PRu/SiBTuKIs4//3xuueUWFi9ezPDhwznyyCOZNm0aap1KPulwOBwOxxqmF+tg77777rFXY5XN1fC832CDDZg9e3bndtwLOIG91lmXwuBLR6aquYslVuogtlBblzBPZ2L3sGIJDq2Lrl7VLNiJq5LBYIytHW1MWFJGIixrD8VSIFr7aOWjdYCnfDxlra2eCvCNTyABvrJWYE8pAg2+tn+TethgrcCmJGt4wdgEYXljaJaQVaqZgsrToqxLeE5WYqRAwTSnluvI5OzxmJDWSJwOLASUjsuNqICIEC0FtPIIJSQgQ0iEhwdik5tZS7HCmPJEYgaJs53bmtxhXJs7sVxHhDSrVRRU0YXdSIGIQuwmVqzTXVZ6JMlwrry41rVBlLVARyoo+3L10QT41GmfjI6dyrVKHbBFhJzxCIxHIbbq5wgIVQsAhSrJylq7grcu80IFz4jEol16TKUlSCgxOpcboGtxFa/QphMJz76QdEdgd5JLL72U66+/nj//+c9su+22PP/88xx11FE0NTVx6qmn9lo/HA6Hw+Ho80j3kpw5LH1OYM+cOZP//u//5o033qC+vp6dd96ZSy+9lK222qrd9e666y7OOecc3n33XUaNGsWll17Kvvvumy4XEc477zx+97vfsXTpUnbZZReuv/56Ro0ataYPqR06Ftc9GV/VdffTSiKjNF61iFJBLGqtoPZ0Bq0DAl2Pp7N4ysdXdSg0HlaEeypoEx9l4lilSAoYCrFrt/2biEEboxvn0I5FeELiyqxVgKez+CpLVjXSj0FkTR39pT/1yqe/H5D1NP0DTb8AfKXIeqCSEl6oOHO4ICWayX7/SFpCKolVLoutjt3htQA6a92QdevzVRxw8HQ2PUcZVY8mIEsDvmTJSp0dEEATKM+KVaXLsnSXYstz2R6FCJEYCoQ2U7jKE8avEyHdJs5aeUWxXOMtqMVe04xkyeDTT2XJao/GwKPBV/hakdVWe2plv79bIlhVCMgbw9J8QIsJ8bTPar0c8a07eOJmLxKmvSyGFxTDDtL4PnTqdq9LxHZCFMdzRyZXEucdYkgGayqU/2pVuqtt2S6oKrQ78cD5wmQX70UL9sKFCznwwAPZb7/9ANh888257bbb+Nvf/tb1PjjWebr6bF1reRO64m3R6z92ywfL2wx0toq/Tt9XqHXtKb8YZ63K460rYSRK47DbPM/Q6W+KhNLfHKWlJ0uXle6vWuyziUOckv2WlrX0VFBeiSPdll0vKcUJVZ47thOtjsNU7I9q9RtKiNI2Jt6OllavFaik/2kElx1ET/ebhHGRxFmXFtn04kdccXnyrCx/TrYaiO7gubiuPwfXaF6E3qAXLdjrM33OfPrEE09w0kkn8de//pW5c+dSKBTYa6+9WLVqVdV1Fi5cyKGHHsrRRx/NSy+9xKRJk5g0aRKvvPJK2uayyy7jmmuuYdasWTz77LP069ePiRMn0tLS0huH5XA4HI4YMdLlCbFlOJYvX1425XK5ivvaeeedeeyxx3jrrbcA+N///V+eeuop9tlnn948ZIfD4XA4+jzdej73ondaX6fPWbAfeuihsvc33ngjG220ES+88AK77bZbxXWuvvpq9t57b37+858DcMEFFzB37lyuvfZaZs2ahYhw1VVXMW3aNA488EAAbrrpJoYMGcKcOXM45JBD1uxBtaG2cY2eHgWrtL2eHSG0ruBK+QReA77OEnj98HWWOtVERjUQxNZYDz+1yHp4eImbLypN0CWS2IQjDEJBFex7FZLX+TajxaXZO+3xamsnlywBGepMPY2qnqzy6B/4ZDzFgEBT50OjD/18CLSQ1XFm8djFenWkUCjyRohEoRVEou0gbJTBiBAQxEm/QnJ6dbHmtVc5a6hIVDYq7xHgqyyBZPEIqJcGPPGwtmBNRnlkPS92ZVcoBZ5SJVnDYxfx1K3d1u7OGyGINJEInmgiCfDEx2DIqwx5VU8UZxJHUTba3l7m07QONlm08qiTRhqkkUACBqg66rRPU8anzlcMzMDAAOo8qPcETwl+XLK7JVKsCBXNkc/HLR6rCkJdi88q08THOosKPApmNTm9AmMKJRlMSUMOvDQMIVv0iFBBbL0ut0QIhlBaEDHkouWEJk8YNROJKWnjVfDw7kZSri64i6/rI/hrmqeffpqmpqayeeeddx7nn39+m7a/+MUvWL58OVtvvTWe5xFFERdddBE/+tGPeqm3DofD4XA4vkj0OYHdmmXLlgE2iL0azzzzTJp5LmHixInMmTMHsGnfFy9ezIQJE9LlTU1NjB07lmeeeWYtCOz2qUlYV4lPbUMHGf267+5mKC2JlIjrrD+AQNdTrweRUQ00miYaTIONyVU+gdbUeR6egozW+LFHUiIQTepyVfRWiUTiybpsG+x7oORva9cwRaA1nlLUBZoGX5PRisYA6jxF/0Co00J/X+jnR7HAttsoGE1BFCsKHoHWtERW1OYNZLRHwWiaQ49+UUAkQotptO7YpjxDOZTHRtvjKrqVeViX74zyyGorous8jacho23ccqAg49nz45cI6+RclZbnKj1vuUhYHXm2pFjox9nEs4hAzkQUxBCJKe9XemWLDvCiDGHitq+KItcTHy2aeslal3DPS4X1hllFP18YnDUMzoY0eBEDMgUCbfDisibNoc+yfIZVkceHWZ/lBUW/oI7l+QxBi0+gs7T4q1ilPyGiQGiKVkpPBSil05CDROwngxQqjhIvdaUzGAoqR0Hn4gEDGy9v3cSpmcoCuGdKd633CN12Xd1ll1247777yuZls9mKbe+8805uvfVWZs+ezbbbbsvLL7/M1KlTGT58OEcccUS3+uFwOBwOx3pFEgfp6BZ9WmAbY5g6dSq77LILo0ePrtpu8eLFDBkypGzekCFD0nppyd/22rQml8uVuRwuX768S8dQTvuiuF1hXaugrnW9SnWEu2g1S9orIOP3J+v3J9D1BKqBegZQb/rRKP3SmNx63wreBl/FYtKKR08pMlrQCjJxorGMhqwWFBDoZC+lf62QtIJSURDIG5XWqraJyWxEdSLOk4RlKwvCqtBuy1qDbSmpUpEfidASWaFaMJCPimLUJu2Cgb4dKPB1gKcg69kEaXWeok4Lvk76Hp8vgTDuQ4JW5QMMpccFtkRY6RlPyhRGApGoVGR7StJtAQRa4WshNIqsp+LEZzpe14/3UeyI10q8A4TGtikYiYW5IUwGOGIx6WlNoDSBVkQihAZWhTYpHGhyJqBO+wwoBPjKkNXWki1Aztj+NHi2cqapVwzMePQP+rFRvo6WyLCKzSlIRLPKIcqkJcAAPGNLmNkKqaViuuj9EBIhylCIa6Aj0KAHslIKaJNHqXxZQrSqcdjQ6TIUxfU7X75rvS3d1c0YbN/3GTBgQE3Nf/7zn/OLX/wiHUjdbrvteO+995g5c6YT2F9gBOm2l1hXB6hr3m93s9xXW7+W76Ga953kuSivQ12abDR53zpHhpfmzfDSJJVJmcqkFGTpNjsiiXMurYkN5V5XSXx1pbjr4uviwGzrdpVI616rOCFrnDzTxHHQRhlbcrMkFtvDS5+ggkm9rVo/e0q93UqPw8QlMZNz1RoVb7/4XleMw5Z4fhKHrUUjSQ6Wkrhs25f4tihZlsxrXT6zJ+jK53NtPS/X+bjrUroVg70e/l7pIn1aYJ900km88sorPPXUU72+75kzZzJ9+vRe21/VD2dXhXWHO6wuFmr6UV+acrmEMGpmQFMGX4OnI1SgCdVqWlQzkdThGZ8g8vDxyGofT3tkfI+MTuolW/fhjAbPU9T5HvWBLmb3RlBiUPGutfbQWqVGsbyxrtwGRT6yYi9vFKFALrTZvwvGkAtDChgKEhJhCFVEpMM4G3Zk3dONwZiISEWEuoARAx5opQi8AF9nqFcN1EkWX6zN1BOo9zWBp6nzNf2yHr7W+Dp5QNntFsKIQhimQlmhEKViwasIRTBGrKAXoRA/KtN2ceKyKBaRytMorcj4gU1+Fidhi8KQkIjQizNlK4XneSilUCJEUQRiBwu0Uvjauut78VNUIG4jhKa4zxBDRERBhYgSlGcVvk285gEKL9Jo0QR41IU+WimykbZW5vhaamXPp6AQBeJDXtv7L1dvSzFqIIPgYdAmsaoLJJMYlFEo0fEPB0F8sUJcF4ikQGQKGIkohM1EkkdEaPl09Rr5UVA1s7ijSLcEduear169Gt0quaDneZju1OJ2OBwOh2N9pFtZxHu2K+syfVZgn3zyydx///0sWLCAESNGtNt26NChfPTRR2XzPvroI4YOHZouT+YNGzasrE3r4uUJZ511Vpnb+fLly9lkk026cigxVUoOdclq3V3RXZrNsdS0Wu0HZ4nra+vRKRGI3X2RkEK0kkiyYAyiIvKiiMiCtqO6WvkYVUdBIoxARsATz9oSFHEZJ8HzrOCD2EJrbExx0hMlgFJk4tdaJ2WqhEBBhNjhWaxYNwKRD4VIEYlHPtKERshHGUKRdDIihGJFbd4UiCQiL3nyko8zmVtx7xGgpZj1VCuFrzQ+9hi82IpsDITWvm7FsVgrsGCHfZUkFmex4lfbOyJj1TB5reK+CGE88hwKRKhYINg+R1KwAtMIOs5KrkQwJS7gdsQ7tnaLtdYHeGis27nvaTKeHRzIeJpAixXBogEhMpJ6BrREVnDnjFAQa9GOVGzbV1b4KuVZm4CytmZPKQKvWBJNY63ugrWs58UOLOQiQ4jQYkJaVAGjImt5FkOkrNi3wzEKZXRcJ1HFslswyhCSi/scZ5knAsRmuBeDSTOo2xH+Wqwjlei0hbkb8diwHsVk92IW8f3335+LLrqITTfdlG233ZaXXnqJX//61/z4xz/ueh8cDofD4VgfSSw/XcFZsFP6nMAWEU455RTuuece5s+fz8iRIztcZ9y4cTz22GNMnTo1nTd37lzGjRsHwMiRIxk6dCiPPfZYKqiXL1/Os88+ywknnFBxm9lstmpMX8101b2rorDuwL28Bkt30VrXuq0p329cYgE6/kEviNVTgKgIY5rROozdoSASD1FiXZmUsrWvJYndVSiBIPIQbd2UlLLCOinlFAm0hJEVo3aH1uIau0LnjbExyrEwVcr2xwf85PTH1lJPKQisM1dklBWIkbV254wmNFa45o11cc5FGQqRoVkK5KRghWqs8j3j2eReyro+B1pRpxV+7NLuKWIxaV2hE3dmZX2yCMBabFH2fCsryrWXuGnb9mEsrHMRFAREFDmxoru5oClEhlwUEcbC3RMbz+1rz1pyPeukZiSx+io8saI30Iog7mvWUwQe1HsaXwsNgaGfD74SMvFARWTsYEdLBKtCRc7AyjzkDTQbyJl4ACC+a0TbaxEoTb22AxB1PmRiN/r0GGOX+TBUiIFQInImYrW0kPNyRBKmbnUqPj5PNFq8+Haw/TMqxKiIUBUIyaeDP2I7AwieChANSpQtoSJt65J3SEnJLuhiPHYX62SvH2K7G6PjXeA3v/kN55xzDieeeCJLlixh+PDhHHfccZx77rm91geHw+FwONYJXJmuHqHPCeyTTjqJ2bNnc++999K/f/80RrqpqYn6+noApkyZwsYbb8zMmTMBOO200xg/fjxXXHEF++23H7fffjvPP/88N9xwA2BF29SpU7nwwgsZNWoUI0eO5JxzzmH48OFMmjSpx4+h1liM7sRs1CKo21un3DW2lRhoJSA6Io3BFrsNpQSUoJSx8UQSIhSIyINSRLoAxlr+TGx1tHWOk1qZ1i5otawVwGJsxBwIYkzsWmzjrn0vjolWoMUKRkTQSvCAIBa4GU/w4kMNjZ3yHnG2bU2LUUQocsbWvvaUpqAUSgw6SbCGAa1tdJjSZJVHvafjmGsba52JhXYirlV87lXcr+QymNjKrcQOKPhaCDzwtNis6koRGevmnougxSgMiiAWuhpNId5PaKx41rH7t3VJt1bxKI6PMkmbOAt5Rtsp0MW+1/uGjIZ+vtAvEAIlZH17DKGx56o5sonjcrH7ds4oVAgqUkTYayBYF3WtbII2X2synt1PRivqPEGJ7Z917watQcdx3jZbfGTduwltzVCxdb9FPJB4QMUoJB7hSe5YUabk/pZYXCuU2PvHax0vWNNnqatu3x2s14W47HTVVt8f65Lgll50Ee/fvz9XXXUVV111Vdf36XB0QGeqdBTzlnTlN0APeLB1FJtdi3GgwvdmsY61RsUx1aosDtt6fXnxMh0nqkyW6WTdsu/ntvHFZV2Ov1+reSGVxliXxlOX1rpO/5Ut18WBcWkn/lrZRK8mDl/z4j5ViseOVNiqNratm2KPI67WUeNvu9L4dCGqGIdd8XwoDy3Y0LKk/jgehoI1XsSPLKO0/V0W90viZKfGWAMK8eB0ev6Vjm+farWw23RkjVg7e2MQer2Kt65AWnKrK+s6C3ZKnxPY119/PQC777572fw//elPHHnkkQC8//77ZTF1O++8M7Nnz2batGn88pe/ZNSoUcyZM6csMdoZZ5zBqlWrOPbYY1m6dCm77rorDz30EHV1dWv8mGqmRst1dUFQ2xcs8RdrQlvLtkn7osTU/CUVR+zaL+h4G6Ji52QToVSITSiWQVHAUGfdpU1JxgysM3WkFAgUjBWP1nU7zpiNwVPWOpzRgh+BBNpm2tYmthgb6pQh0EKDZ8h4Qn2mWIIrEuu+nTeayEDOeLSITygeKyJNKIoVBZsxfLXns8rTNv5YALEiVStFva/oF9hkYvV+MX5cY8W8kiSZjsTW9fiHlW8fyYrEui5kPMj61pLse/bRXojFdHNorewF0eSMIhTFak8RGkWuoCmY2OVcW+u0F48kiDGYSNLzLBQTqmW1od6zVup6PxbavhBoaPQjGrOGwINskLi32+Rxq/MeKwseLaGiwVPkIs3SgmJFGPc1jn0Xsdc0o6FfIGS1YmAgBNrEGdFtUrrVEbRE0BxCqGI3emMFdp4chpBIbLIYX2wpLkThib3fjcSl3Up+FCo8jInixDnFhDXJ/WgHaAKUqlw7uStU9/pYM9bsavtvzbokvB0Oh8PhcDjWdfqcwK5l9GP+/Plt5k2ePJnJkydXXUcpxYwZM5gxY0Z3utcFei5JWWVhXauorrZOUWyXC+3uiAGVNktFh9gay0ppjER2BFtIk5UpWolsY62NUSyyIwOFpH/Gilc/tmIjVpRF8Y60MgTKkNW27FY/v0DgQb/AEPiSeqgaA5nICuyM8QlMnCkb37qMe/ZMRL61JBeMJrKr48dx1nWeot6DQBsaPIVWQpC4uMc2d5RBx+fADj7YbNm+NlZcxwI76wv1gbViB54CpQgjTcHE4+3GulLrSBNaJwHykUILZAzpydRaoXWcIVfHBlxjP1sqPkeesjW/61KBLfHxSCy0I7K+7UvGF7S2gjmMbOx3wdh7pi6yY9R1BkKjyIu9VpGSOHmbdQev14o6z1CnTZw1XkBpPKMoGA+j7PVM7wBlxXCEjZVGbEZ3jbUElJoxddkoeWKpVmjlIyJxtLaO70WNUVG3Y6+7nVG8F+mTmch7MQbb4XA4HA5HjTgX8R6hzwnsLwIVLU0dWK/biusKZRm64DZe+lu1qJ1Ncd/KWrEhkYXVBUUiYFQSa411B7MbVrGLlp/+9UTHjlpW5tgSUzpOV2WTceVCaIkMBSPkTZSKxKz24hhrTdaDUCu0Z93CM8qQ0YZ+XkjWi+ifCckGhvqGCM+zbkxRpDARZE2SKbtASxgQGg+/kKXFeCjxyClruTWBwjfWoq1FrGu1B/19Q/9AyGrI+ol1OBkssJZjhe2XkjhpmBJ8ZfB18tda2rNBREOdwfMVgW+PrVBQ5ENNkMugCwGhaJQKCA0oETIK6nWxjJfW1kXf8+x51GLs9Uv+InhENhmcth4AXuzSrjVx36xFXmtQWuF5dn4kgiexC7sWfAMZbY+xToPxDL4RdFyqSxR4CPUaBvhWzDcFgu8JGc8OALQYD2Osm7yvVRo3HyEUVJ7I5AlNLk7opm3cuhhbkEt5sbu3shI6LrNmxBAkn4/YlTy5uY0qkDwBdBVx3d3M4tUFbQ3u4sVOdKsPfZ5edBF3OBwOh8NRI93KIu4e0AlOYK+T9Iy4TtYrCoo4JknVLjJaDxakQicWvyq1HiYyWsfxTCqOcyomNIvt6HFWaWsBDUXIx6W18mJrGnuxlVJQBAKeEEc0KZsnW0WpqPWU4HmC9mymcaXFBj+nx2/36XmQiWOGsjpCBDJaE4kVfb6y0siPze6+tuI2q4WG2Oqb1TbJGpC6UyfvFaYk4ZkhoyMCT/CUIeMZPC8imzEEWfA98HwNIhjRBLHlljjJWTK4qG0ANygrjpNjUcrGnSsVl7aKxbUtb2ZFvcIQKOsJYIW1TTJnt0mcCM5DayGKwCibjM2Y2CU7dl1P7xwVJ54jtswbia9BHOutrHu+r60o91XsCaCSUl3Y4yu5l2yEfhjHYEcgOo5XV4SE+CqwMXJWQaOVJpIIH49Iktg5FQ8Sqbh+dponjyS3erq/rgjrKvkKuuwunm6gZ9zG+yzOgu34AtAX40Gl4sBikn+ls7Gl5UaA0vrXxZrXfhprncRYV4u9tsdTrH9dKf46qf9c9EJqWyPazi/GWduqGcXh/NKY69J46yTWOq2BXXJuk9em5DqaOMeHwcZeJ4k7DdrmbimJxVbYxJx2eZTGaZe+h2It77JnE+W1sStRqY1p1yASn5v02gcIkb0/dBIeaGxMuAFDaM+vTp6VPsTHZb+Sk/13Il9Jd+u8d/AsqDVZby2s73HXZTgLdo/gBHafpD3LdTmly7vu7lr+VqTV7/vE3VtKHi2lDdIvSY3SGZT20CoD+Pi6zj5YVAZPsvFDzSbiKpXfmrhkUyyyQrEZtJsjw0pTIE+BgsrFAtunjgy++CjjEQGBsdbNrIGc9hA0eQElHqEodCQUCoIOYxfmSKzlNBakNjGYQSnImhDEUK8ViCanNQXrsY1WsQhX1opd70G9by3BdTrC05KKz7yxmdSThGu2hFiIpyHrhdQFBWvNDSK0Fjxf4fs6TkIWJwqLoBBqcpFHc+SRM5pVkY4FsL0OWkGgbN9tUjUb56wV+Mpgz4agxbpWeyqy3uRxRhOFiqPBITRWaBfEJnzzI0UYxecIW1otV4CWUNESKZpDTd4oWoyiYNN1Fy31xDHpKhHSdjDFYLdt633r1FshzQaOre0dSoGCaSGM8oRRAUTZxGcqQvvWei0E+MpHYWtwK6UwxsNPtpbcprFjOUBEwdbCJoqT65UL7epUEcddqinfSaGdsL6Iy/XlOBwOh8PhWJ8Q6foz2j3bU3ouQNjRISr+Vz5TV3EPr4RH0cqs2xXXyfKaJlpNaZZlr4LA15TdNkql85Ty0CqLLULlo5WPpwM8rw5fZfCUHcnWcRkq0UKkrfDJi0101WKElkhYHRpWR4ZVkqNZr6ZFr6ZFrSavmsmrHHkVkiekINZ9PBcpWoxmldGsjHxWG4/lYYblUZZl+QaW5RtY0VzH8uYsK1syrGjJsCKXYWU+w+p8hlzkExqf0MSjurFozWobN5zVQp02NiN2POosAhGaUDwiPJS250vrOJGXCuNEZhLb1q07uK9CAi/E96yrtYjGGA9jPHItGVpWZ1m5op5ly/rx2ap+fNbcwGe5DJ/kNJ/mFJ/nhc9zwooCrC4Q1xpXqXU6UBEZIjKEZFSErwxaCaI8jPIIyRBKQF4y5EyGZpOhObJTQTSFSNkM6yHkQyEfCoWCIQyFMBQKEeQioSW05bpWhIplBc3KULEi0jQbTYvRFMRmZM+JZrX4rIx8VkYBq6KAlWHAyihgdeTRbGzpMTuoYrOPixHrxWAiIhMSRjlC00IhaqFgchRMnkhMHDIQe0OIjy8BGZVJp4CAgDiDrbH11CMTUoha4vJfBTuZ0GZJtUMXqfCuTJXPa/JZbvWZqfi5b/N5qvE7QKni1Ana70PvE0ctdG1yz++1xsyZM9lpp53o378/G220EZMmTeLNN9/scL277rqLrbfemrq6OrbbbjseeOCBsuUiwrnnnsuwYcOor69nwoQJvP3222vqMBwOh8NRhe48n50Fu4izYPcpema8o7LVu9q2TYUkZ9XW7cjKF5fmkERkaBS+dflSfuyelYh2hdGxG7gSW8cZWwdZEPIiFDAUdEhBQkIppOWYlLSSJEqBEozY7NoFAUQTiEIiWBVZByyUwovFk4kFnFbKZq6OLdmCwsTu55628da+EgJrzMY3NpO4SGKltvvzJLHg2uRmdnumzJqr4gnAiE2uJgI6TspViDQoH0ETGRtvvbKgaQkVK0NNc6TIx4MQRrCx08q6XUvscq2w7tqeiqzbNdZdzYiOM6DH9lSx65jUJc7OVLFbu4c9bl/ZWG8du78rUTY8x1hBXDB2yseDHEZAYhf8UCl8pWy9c6MQpfCMIkDwtYqzuKu0JrnEHUvuHB2X4xKROPmhimOw7XsVm6h1EsufZtZTcWmUojt48r8hIjIFjIkwUigR0u0J6sr3enJ2a6XjZGOln9EatrsuW7ddDPY6yRNPPMFJJ53ETjvtRBiG/PKXv2Svvfbitddeo1+/fhXXWbhwIYceeigzZ87ke9/7HrNnz2bSpEm8+OKLaaWPyy67jGuuuYY///nPaRnNiRMn8tprr/WtSh/doJK7eIflujoom1W2Xo0D9TaSqPz7pV23caDj3yalrtwlA/clfzVJuS4vru4AXuwqbvuVuCxXyY1R0p9KPUvXV4kbuFfmGu7hl7mF+3F7T/zU/Tsty9XO8SZluMqx7ZOvNa2SPDa6Teku23/7z4ZFlbuJl7qNJ8edPKeTtmlJL1pfx+rPDZHKbubJ+U+j58RW2LBluSKbuyVJlIotl5l6hkl8rlTRmTF9jrYJn+qE63itrKG8Jb05GN3nEpCCcxHvIZzA7sOUC+XKdXvLYo7K2rd9QFQS3pWSnKVKjVbu4vHDInld7INKt+97dRhRNpmZyuBRh8a35ZXiJFRKE5evMhgVUcCWYPLEoI0tuZTDUKBAs15NQa2ORZXCE58MWepNHRnt0c/z4uRYNimXoMgLhHF26wwgoWa1UdQbAya0LttiE6Z5GpTWeJG2glqBkgjExjBbN/A4a7ZAPn6Q5I2yCjVUeJ4mxCb3KmCt3CI2Nit94MX1ryM0IkI+8ghF21jt2M4d4WPiFGSh2FJhzaG1Fq/OG1YVIiKx7wVFoBWRVgTxAIOKretZbajzCrYMlvFoMYq82HJakWD3G19iG/sutrwZNvlYoAx1Ok9DEOL5hsCzN4GJfEKl8UIweBhj63M3R7Aib1gd2qM1YsWyr2zytDrRNKIIjKafYOOw48GSSBS5SIjimG0PIRP321dZNBk8IkLCOCO4RisP32QIyJBRPhnl46u4Rray949RdpijQIgRQyQRBVUgL80UTDNh1ExkcoQmR2Ty8Y+C+AdNl4Q2lP14KP2slWyv9trVnRTbkPy6qa2tw9EFHnroobL3N954IxtttBEvvPACu+22W8V1rr76avbee29+/vOfA3DBBRcwd+5crr32WmbNmoWIcNVVVzFt2jQOPPBAAG666SaGDBnCnDlzOOSQQ9bsQTkcDofD0cM4gd1L1J45vCeoTVwn81vXwVbxKCa0PyLaltg6nSSjii3WngTxqLIXx/7GCaeUQYuOY24lFX1WGBUIVUREBErZzNHKx8cnIxky2iOjNIFSBDrOek25Vdsg1sossfsKGmU8EGvdtJZlmzDNE40vSfKyOJa4JD5bxfHDAkSo1BpcMIqCIS43ZS2sdtQam/k6tsxrrHuyihOIGWNjhQ2aCM9uE4+CaEQ0BawYbgltHfCWSAgNsaXX9s+Ixi9eKlvqSxuyOiTQxsYj46WJyXKRIkQRSfFu9OO4bcRavn0V4WmbeC0ICgSZCN8HRBMWAOOh8gGU2OMjEfIGcsZex8gk2co1nljx74WayLNZ4n0Rojh2XJC4ZnYxdttX2OtqAnzqMCpCqzyCxJ4QSSZ6Dw+PwL6LLcT2eolEGBU7fSshFFvuKyJ2CZcodhEPOxGD3RFdi9FO6Fhsd8Kq3deFdncs2G6IvM+wbNkyADbYYIOqbZ555hlOP/30snkTJ05kzpw5ALzzzjssXryYCRMmpMubmpoYO3YszzzzTEWBncvlyOWKNeyXL1/encNwOBwOR4LLIt4jOIG9jlIp5rpiu1Jrd42CvtRqXcwQCbE0rLCTRJjH7mDioQjQksU39fhiY7GtlVWlrt6GiEgpCoSxW1LsOq5CcipHJBGRssmtfJUhSwMBAf1VHf19n4yGfoFKy0wpnRYKi4W6dVkuGEUEKAPGaIxRRJL02YrnjIY632YFF8+KTl8b69qsPUI0BSXkBQoIOWPLhXkmIhfZpG3NWhEoTRjXX0YUxmiUKrqI5+NRBEFjlIcRRV48TBzPbS3ZNslbZCAX2lrg+RDCSDBx8glrtDaIUXiiyCpDVhnq/QIZbcj6xu4xtNcriuOhC0Kc3dxakbUy+AhZHZLRtrxZxovIZApksiF+IPj1Asrg54VCixC0iB2YUTbOOm+gOYxYYfIUKFBQBUDho/GNT6GQwaDIGIUR69IexJnDfTsSgWBfi7Ilz4yn6RfV0Ux/tPIQTxAxKOXjk8HXNrY60B6+su7hnrZZzQsSW9IRCl6eUPLkZCWhtFAIVxCaZkLJUQhXEZk8RvJI7C5ejVo+O60HqoqfmfLPiW3cFbHdCat2H7dmd6sSWt89rC8UxhimTp3KLrvskrp6V2Lx4sUMGTKkbN6QIUNYvHhxujyZV61Na2bOnMn06dO7032Hw+FwVCCNp+7Kuu75nOIEdp+h4x/wnSnF1bpte+u2F4Ot0OXWvdQaVy2exwMUKrY0esazyc/EQ5SJyyVFsQC2LuKIjyjBqAghiU+K8z4LcQSVT4YMWTJkfZ96X5HxoM6zwsrTVihbw7LE4q1Y21nbAySKBWbB2AG6JF+UKIWfhBp5Ks5CbRcaUURK29rMmKJgxwrh2JhtY7PjdGY2QZe1vOu0/jVEplhWKlI2eDoEW34rPtMCaTInY/WnPeWl0cRx/LHNbG5d3b1YsPqejS23od1Fi6bErtuS1oZOYq2NTYSGTYZmY/QSd36T5u0S35Y887xkoMSWMYskrlsdi+u8ytnyWASgIJSAgrHlPPLaFlMhLlkG1pMg+atVEkNus4L7EhDi46kAoyI85cXJ8uLYblU+JdfZYDA6IiIk0iHG5G3MNSFChMLE1uuw3YRmXfnMSZu4s4TOi+32rdo9HM/Wm7gY7HWek046iVdeeYWnnnqq1/d91llnlVnFly9fziabbNLp7XQYA72GWLP7q+E7q3Wu1Yrff0n5qwrnqFPfi8UyXMUcLMlvhaQ7bctxQfW44aQrCp2W7SqlUvy1L34ae62kWJrLPul0mzjsUlqX5mrzu6gCxe3o4pz4POuSdZMyXh5+nDukbUy2UjqOxW7rVZjGZUvluOxqVCrrpdFpHDYlf7VoRHkg8XOupB/lXpBtKX+W9ZTXZs8/+3r7O6BPxl4n2Fi/rq3bhw+rt3ECuw9SLfa6Y9p3De+wjFeFfBG2PFPxAZF8kVYSAFao2HzWHoGdVICnvLQ2sSQJPFRSy9JQUIU0tYgoK46i2I0XFJ4EZMjQQB0NXsDAjMfAjCKjDA0eeFrQOt6uaMJUYAuBkthSC5ExiLGPttBYq24ilFHWep2RWIwrBUrbBGHKS5OnFUSRF0No7H4jsa7hnoJc/DePjf+NjI0bt/HIYgWwJn5IEScDsyW5QMjG7uMiNkFYaDOIEKo4+YiKV46752llj09DnTbU+RGBB1prRNvM5AUJ4lJY8bUS+3D3gAzWYh0oE4vaEnf4eHBB4aE9wf4WUigxBKts0jOttfVAECEnhhbdQkieAjl7z4iNxw7wyRkPQaEiwRcw8aBHnS5eH4XgKUXg2QRqWc+nLqoDLRgKRIT2x5L2CQhsDHw8QiLKXksj2MzyukBO5WhhJRE58rKSSPJEkgNVQOmIyLTE92yBjhP61PI5jOuytvrx2R3LdvtW7Q5cx/uyu7izYK/TnHzyydx///0sWLCAESNGtNt26NChfPTRR2XzPvroI4YOHZouT+YNGzasrM0OO+xQcZvZbJZsNtuNI3A4HA5HRao4q9aEez6nOIG9NujB2OvOWNg6XC/5YLQS2onAFjyKn7qST1+aNdKOanqeZyfl48X/RCUW65BIhenudJwdOlRWbArWFTiMBbYRwZMA0GQ8jzpP0z9QDMpARiv6eVEsXq3FORSbldpgBaNWQjYuVRUp8FC0RJrI2DrZxtjIXSWCjk3DKq7ZHHg2s2bGQOApfCOpEI1VeLHkmLKx2UZigSzWHVqJstmudRwfHAt4heBjM43bTODWddqPz6sdAIDVSpM31n1eK1unOrK6m0ALGV+R8ey6nlKEKoMRjRhNJB4tcabznLGCPxJJR88F20+tNPaK2G1rlI1OVxqlDdoH7StURmF8Rf3KkPpmaDYQaE3gGVvjWgBRaGz2byvIExtBcj+Jtc4rwWa6k1Q46jjG3df23Gc9TZ1k7EC6tveOtUAEZE0dgfLRyo64G2Xd50Os0F/FCkLy5GQFkckTmhYisVZspeLhhtQtvIIFOf18VE4uWInKOjbqMLlgEdP2u6FKgrRysd35jOZrG+mGBVv64oDBFwQR4ZRTTuGee+5h/vz5jBw5ssN1xo0bx2OPPcbUqVPTeXPnzmXcuHEAjBw5kqFDh/LYY4+lgnr58uU8++yznHDCCWviMBwOh8NRBTHS9We0ez6nOIG9HlLpB331bOMV1kvcg6jsNl4da8HTWqO1TpOlJY7NogyirKAyEsVyXaMFIus4bJcRYgiJJCpzRdLKSrVAK+o8my27wbPuzZ6ypasisWLdxOnUPCVkVGTdjzXoSJOUzSomRYtjt1VRQPs6LlGlDBmtyCgoaMhoW3c5jzUQBpo4+3ictEtKhiDEinddMmCRvPSwgwJaCYFOEntZd22lbImsyIDxbPquvChCo9NaGirO0O3FrvBKWX94awvXROLHVndNHhuXHBLF5whMvH4oCi1CQRQKQyQaLx700HGctPYVOrClODQQZAxZLyKrPTKexlfgo/BNULx9ROGLjy8eXpqATtJUZCq+Biq20pd+JSuSwRFFoD1EAkKyRNhyKlqsf4TNHG5XsDnAhYiIFnIUaCE0OULJxXWu7YCNSNROWa6Owyjao7RNcdullu+oTdu27uQVEqR1K2DZ4eg5TjrpJGbPns29995L//790xjppqYm6uvrAZgyZQobb7wxM2fOBOC0005j/PjxXHHFFey3337cfvvtPP/889xwww2A/e6aOnUqF154IaNGjUrLdA0fPpxJkyatleN0OBwOh6M7OIG9huk4bmlNZRLvOqUxNUqVytDi62qDVCKlFmwdW4cT4WwwRISSI5ljax3bWpQAkQ6JCMlHq+M6kYLWAT4FEEnFry2fJTT4IR4GX0VWZBlF3nixFdtaTo1YwV0wNl7YxFclKQullCKjEndrod4LqfcNGd+KvazSYHz6KYVnIB9B3rfXNeNp6nzbJxvLDS1RUTAa0cSm3TgW3KTZun1lhaavFIEW6jwh8OKiXRJiDGS1T97TkLdXIC+2FrZCCDyNrwXPUyiduNfba1PAI2c0qyLNitCQi4RVBcFY83FcUsy6ogeAiYSCtpZ7K1gV2gOdAd3PQ9d5qIwHBUMDIUNyK8ioOpbm+uGLojmvicJ6ciZDTgoA+OKhlSbAnl8P8OOBDZs/HVTsrq4AURoPa4n3FWR8Tb2AJ7Z2qSBxzWtFoOO610ql7u8tKkce6xbeEq0gkjwF02wzhpu8FdiUiuyESvkKvJLXNYRXtKZCOFelz0zHpaxbWbVLQjQqu4yvI2J8Hemmo5zrr78egN13371s/p/+9CeOPPJIAN5//320Lt6zO++8M7Nnz2batGn88pe/ZNSoUcyZM6csMdoZZ5zBqlWrOPbYY1m6dCm77rorDz30UK/VwK4UD9nbMZntUpp5FENHvxsqh5kVB/jafM+0l6Ol5v1UxlZ0sAPpoqKy+F6j7JhxMabaqxhDXBpjncRuJ9/J9okQ175OamDHnlMeQUmbOOq6k/HXnUHHMeFKiv3VqtKzxv41GPt8i2Otk/VN/Hw0FM9PnK60xKOw9HpG6Xkrn1/7F226vkTFuO4KcdpAmtA22Ud5LWwPiJ+xqvhMsrldWsePV7d2Vvv8lcdyt398HcU5f+HrXVfDJkPq+roOwAnsNUznfpTX6u7d6R/7Ne5TytxRky/xavGdbZOdpcmiNCgtxSezCGIMElumwViX8XhdhZduJymdZCQkohAnD8sTqTpsjLYVYEqZ2BJqY5iN7azdl5R8P8R1piUpqSXYTNqQJhHz7De/zRweZw8P4phmewyafCHCE00h1OSUdbsWZROtZX1rbTViY7K9+EHT2ixrim4BdmGa5Iv0ODLKoJVBKYMxyfnwbXZvEZQhLtZtE7gpHcdXx54ByS6M2LMTxe7qBQN5sQMQIuCL9TTwIrA1ta1LUOgpPKMxEm9ICypQqIyHqgugTtD5iLp+LTRGQtOqgELk0+AJWW1dwhE/Pq9xorLY0qzjrnskMddFbJI30phqpQXfWHdxEY2Ib8MFlD1XmdhlXlBx1nAhUhEhEaEpEEmB0BQwxsSW69hzwiTJ3qSNFbnULbyiF0jNWfhN2We0/WQw9sdIdaqL5o4TofVhutPldfBw1xdqcc+fP39+m3mTJ09m8uTJVddRSjFjxgxmzJjRne45HA6Ho7u0/v3a2XUdgBPYa5mOfrDXHv/ZE1RyW7WioGjF6+izI5hioiyb0tkKbxUhJimeZGKBozDKDmMbIiumozwRefKmGSNh3KZg11d2hNmKNIMXfwsY0YjY+s5hBPn4tc32rQmx5bAKAs0hFIzQElqRZcTGZdehsK2FOi+iPijQ0C+P1kJdwWbRrM97aONTMJqc8UEpfM/D1zabdz6uhR0a2x9QaXbwyFgX9EgRxx7beG2tYuuzQCDWiqtigS/aDhNoJUSiidDkShzcvVhkorVNHqdAEdnM4sagRDDikYugJRJWR4rIWJHpaUWosBbg2DIfKghCD6NhVSFDY3Me7QlSEKgHqfdB2zH+YPVy+nur2GilwjMZVmbqyIWK1QWNH8alwGLX8Iy27u9ebMw3ymZft+7d2lrUlU1wBnbAQ0jKrynEFDPE+4nreuzGbuto21F+655viEyIMbaEmcRx4XFJcgQVi2yDVlmSgl6tPweJQC7/3NU4AKZaiWJpvax84ErKlrf6PEmptarEml3VMrFuxGN3JwbbPcAdDofD4VgzdCcG24VgF3ECu7foQCB3PXN4z1PWFyl9r0GSviVuP5VKDLV6o2KTspjY2masCBTrHKzT8loREfk027NIZOtna2uts/WOrZtxENdwtpZJ6xYeCjRHVlCGUuIaHltyW4ymORIKkSIfmdR6HaCoFwVK46mIrJ8nW58nOyC0+24xZPMeYoQ6T8Xx3Layte+pNMY6RKFEYSIhihRhpIiUlxjBiRRInBTNS86rggBN4AFakzHW1TwgxFORdT33IgomJBfZGOwI696ttEJ0SYkqZV3llRKMsoJciRX5oYFCJBSMxInjrODPa2KLtiHSsEqgoDQ+PvVeHcYogs9ySKEFX4P42tbWNsTl0GyStowWMloReXFctyHuFyVu57ELGUB8XlRcF1vF8d7p8vT2Ufha0JKI7yTLuYDYa6giQRvbxifAU1k88igVArb8m48iMgWMGERsnXLPq8OYEJQt2VXcpy6/51t9JqoNdlVyO7e1uyuI3tZB5+k2klfFjOTlWciThILF2Ox10pLdt/W/w+FwOBxfTFwW8R7BCew+Tm9YrnuaJN5aJErFg3WBjjNNJwFYxK7oyXyViAXbNvmrla1kmZS5CpTBk6R2s62rbC3W2ib1ihN5hbGbSyFO4pUTyEVWaOYja70OYoEaiRX5KIWnDVpHENjyVCpPchDWeqyshVrQqYg3Ymtr5yNrIS/E7tiRshZ9nZTr0qRWbUGlFl2DIqsh79nosEBrKx6TxHHYTOi+VigTW3njpGMawVMmnbSyFTQ9xMZ3KY2KvQZsfW5BaTAmtqwj5JVdlkMQJazWmtWhh84HNKzIk0HQ2TwqsAI7WiWEOU0YedYFH21d1pW9Z7WW2Ipvr7R1nU+ua3o6Y7Fs3xiRkjuj5G4qKVhureJWYCcZ21WS2s3YZb4KiFSGUKm4ZxFh/DEyJrTRbUqjlQ/azqsl7KLDkndlQrm123kinsvnl7qTl4djFOMm26tTv67SrUNxD3BHL1A6YLW2auQqKo6+gUpiZHWbvrXOIVH8rvJj77FC/L68fGBHuSfa1F9u5elWxIaKmXh9ERP/IrARxmlNbKVR4iHKjwfyPTSmZN9eGntdGnddGnMNFOOu49rXQFnsNZDOBxBliDA2lCn2B5P4HJo0rrv69dYlbb10XvFcmHR5fL1Ep/HNSTx2aV3tpNZ10saQnK+oZJtReqymJLQuHXJNYtkpXlWp8OwojW9vXWO8WE/bxLlKkuto0hKspW3KzohKPBxL7ss0Iq6krYpK5pm0LnjVweGSHEDpszM11HQOF29dO2K68Yxetw+9R3ECe61QzRrWvuW6/Uzg7QsEK0O7L9aLX9jJjLZ9MlGE6DhjuJL0MaTwrfVXMgD4ZFDKll0SRewmbmK35QKiDL4XkNENZEwdWU+nNZ/rvTwZFVnXYREMvnWhFk2LQGSEMEpKN1kLds4YmkOhYKAlSlKGaIxKkp/FZ1JHaF/QvkK0oOJkZ9bN3CcvPs0S2Dhn0URxSa7mgiEfwfK8sW7oJrJWca0xns32DdYlHdHp41NFNhN5KBrBp96zj3xfRWgKsZC0VmAl4HtJHHOEp6FeCw2qQFZH1HsFQEBrosi3ll/jQSysIyMUjK3jrYxNQBdoiLR10W6JRXwhAjE+q/MaJUK/1QX6tRTQvnW9XrW0jpacz6qonmbjESoPlB2Q0JF9AIpK3LiTJGzx69iyHZcax9NJ9nYFEkclx/0NY4s7JIMJ1i3e/nCyP0PsUAx4ShOIT1bZ2tmBsgnzRAwFaSbSBVSkgJDIgO9pIpOz96yBSrWwtfbje7djC3a1H6NSYbtFAV6yKB5kKsUeeukPoc64i/dhnMB2OBwOh6Pv4ZKc9Qjrnnn0C0SHFrO1SDICXQnBWiPFmnxRRqGMrWCsyeCJbycCAsmSoZ4MWQKy+CqDpwI87ePpAF9lCCSDj4+nFIEmrXvtxVm4E6unYK3JYewSHWEt2ZGB0BjC2GIbGiEUO5UUTkIJeEnytDhpmNKJFVZjjEeET4hHzng2U7d45IyiOUomIRdB3lghbydrbTUkbusQYq26eaNoiRTNoaI5hNWRYnWoaYl8cpFHaDxCoymIjSOnJBt3oIQAQ0BEoAp4qoCnC/heAU9F8WSt/Ao7em1E4mRsQsFE5EIhFxpWF4TVhYhVBZttfEVBWFlQLC9oVuU9VrcE5Fb7FJq1nUKfgvHJi2f7hrLx44mVWas4RlzhedYLQScu9dqKaY0ddLDJ5eI4bZXE1dtBkiROvnVcj1KlFh47UKBRsfVc4euAQGXI6Dp8L0Og6wh0Ft/30dpHa49iHtm2g1WV7u/U6tKJyfZRt3I7L/38tNpHxf4U1+kSrQO7HQ6Hw+FwONYyCxYsYP/992f48OEopZgzZ07ZchHh3HPPZdiwYdTX1zNhwgTefvvtsjafffYZP/rRjxgwYAADBw7k6KOPZuXKlb14FJVxFuy1SDXrdUfCulripa78AC+PEe0K5ceg0ESRtV4bEZtVWml8PJTRcfxvBiWKLPX44pPBt1m4jSFjsoQqZLWuw6gIT/k00J9+1JMNNL5O6mxbEZe4EGusrVTi4tuJ27Y1Chrrgm4kjfH1Ykuqr2zW74w21OmQjArx/Ng1HIUUBNOiKeQDCiagQEBeNAW8VMiHkRXSqwsQGmgOreW1IOB5Ep/n+Gwp6xZN7FIeiVAQ606dF02Ips6z8dxZFZBRPlqsxTkfW8sFq5kCFZLVEY06R79MM9kgxA+SC+uDBGSVF5e5skHQRgyRiWziNVHkiOy5ixOHaQW+UvQLFIVI0RgqPDKsDg1GFFk/wvPFxpebuH64VgRxuTJP22sRiR1kQVnX8MCzLuRevK9iNnBDRqeOiRjswIMdABByka3d7WmNwZbnQiX1xcUmyRNbokwE0ILneeDF0lvZmuuhztia2CYklGZUFOFpPx50CONYZ3vqSsWxVn5xXit3xWqIlLjmqWK97XIXurZJztpYs+1KbeKyi5+7VsnZKC3d1XZ5X6I7RneXRMXhcDgcjjVDd1zEO/t8XrVqFV/72tf48Y9/zPe///02yy+77DKuueYa/vznPzNy5EjOOeccJk6cyGuvvZaWcfzRj37Ehx9+yNy5cykUChx11FEce+yxzJ49u2sH0UM4gd2rdM8K3ZmMxu2J5o5EdXdjPZNYX5u2OY6akiThFhjjofHIio+vfLLat27TWvBEUTARShSRDm07FeBrTaAUgWcFNiqJviaNn1KIrbMcx2obU7RrJ7WV/Viw+HHirYxW8SS2FJYX4QcG7WMTnJk4cVlcudmgaJuwzh5rrOFT75okcZdW1mqrlYot79bXW8c1nE1ky0wVIqHFphmnJdKIFmsVxrqgF8RLI7I9BD+2Xme8PIFfwAtCvDpQoggLcUIwsUJUYd3QPRPHmosV2zZOTtmOx2fSj+PeV4XWEXt1RhNEkI/ieHgvJMmC4StDoEzstm8HLBQ2W3ni8uxr4kRmKhbWNu5NKSus/dhLwJQlOLP3UGTseRUxBOJhsAna7H0W/42vqdFCpATRSWI1G6ln0PaeVAZPezaOTdlSXLqatbiSZVmVxyfWRInbd9nnrkRAp01LYrSrsd7EYzsXccc6RI/UyS4GpXbctNW228SDp6NyNooYKIlnNWgdxyCrDIHfAEDW709GN9LkbcxG0TAaVJYNggz1vmZgxpacbPTt5GuhTseeRdp6ivlVvvaSZMNJss/EsyzxTgq0oc6L8JTQ4If4nqE+KOD7hoaGPNmGEC8r+E2gsxo9KIOq81FN9dDUAIEPTf0h8JH+jVBfD5kAydZBJgNBYGtWrq+EIRQKNo4pDMEYVPI+Cu0IfzIvDCFfsPdHSw5yeciH0Jyz7ZrzSD5CVuWR5hDJG8yqCMlDuApMQVFo8SjkPcJQUyh4FCKPfOQRRjrNdROJpmBsnpgortpikr8QvycujWrnt0Q2FG91ZMuGrgoVKwtC3ghL84aWKGJp1EyzyvH/s/fvsbJk130f/llr76rqPufcxzw4MxyJkvmLpFixE1ERI4ZW/qAQJgwjJ3IcKCYgICMRZqAEjCENEllMFEkWYiuOI5nyIyJkx6aFUIkFCBYS0CZiULAtJYRlElYCJbZkWpRkU5wHOffec8853VW1916/P9au6u7zuI+5M+Sd4VmYO6e7urq6urqq9v6u9V3f7+flsxzm3yXlFUM+JuU1uawBMHo41T9+0TX1xei7fq33W58bX0SRs3e/+928+93vPn9TZnzwgx/kB3/wB/n2b/92AH7mZ36GJ598kl/4hV/gPe95D//oH/0jPvaxj/EP/sE/4K1vfSsAf/7P/3n+3X/33+V/+B/+B55++umX+UUePC4B9pc8Lrbiurjv885V63OX3eE9r9Rkfar8lVIcWxffVyeHN46EJjqvKZ1GWg0cxMDC9aZIWUmlcJwap3cbLGPDIgaWjbCI0AQBbTAJmCUQIUohqxBLYaFCxojRe5ZLcXq0a5YLowpZlCDCXoT9aDzZjTy5POba/prFIxndV4KXkkmxVMAWoNKgo3rFN0gFmWqYFkYAg6Y4Xb0JnhQ4aFzEbOHFVVKBptLJc2H26B6ye3v37rpFo65SbhW4qrn6dxSjkUwjiUXsafd7QgdhIZCFOGaarCxiYS8YOcI6QiNShVJgLIVs1f+ajT90FkWy0SUHqusMXRbECjGMNN1IbIV2GDETFjkRpKPT6D7j2QdZ31fv6Q7qGgC5Vlkn2ywRm4fAwZQh+4CVKpV/LG7PJqZQoCnqP2rtm/fKvjGYMYaRLIUiCdWAIITiyZuJeh2kQ6VBJV04+J5XwVZttgR3dq+l09fPdnW6bL1uZE4LBZ3uuz5Tzd4B6HCuZ/ZrsBf7sgp9GZdxGZdxGZfxEMY5bXn3896cM4eHhzuLu66j67r72tRnPvMZnnvuOd75znfOy65du8bb3vY2PvGJT/Ce97yHT3ziE1y/fn0G1wDvfOc7UVX+/t//+/wH/8F/8DK/yIPHJcB+teNeAfAFtPDTdkH38v7T27jT+y4K28qG309MVFt/v1d/qb2xLmJlVUVUWGigC8qVVrjSCE218ypF3WqriCtBq2fXH2kKe0HYi8YiOrDNuVZd1SjFXw/i3smY91OX4r3Hewr7RfH6q1e191vhQAtPLlY89sgRi0cL8asP0EXjtPI+EW/1xGC0obDUjM60ZMhWyFXQLZqRTOjUwZ+J0AWhi/Bom+iCsRe96j4U4XBQVtn3dyhCn93qqtPCnhr7sXA1plo3L4xlyhK72uoijCxCou0SYQmhEbRRpBHaDCEkHuvX9FnYD5EonkU+yYFsxlAc0KZiDKV4IqIqeS+ictAK+xGWwVgGo4uZtsl0BxltDcvQHmaGPrC3yqxyxMpUiTaCuK94DHgyBGUokVSEVVJyzXCXSQitJhUm27EMZDGylep77UkBE8XESAbJjN4ygyTW2ldxPKOxhkjrem8mhBIwa1AahAYYKDaQLc1qqeddK1PVWtEtwbOwey2dUks12ersrwq64GC7lHHnPfUiO7NsM7jd6frTe1jn4YxLivhlXMZlXMZlXMbDFw9KEf+1X/s1rl27trP8h3/4h/mRH/mR+9rWc889B8CTTz65s/zJJ5+cX3vuued44okndl6PMfLoo4/O63yp4hJgP8RxnsjS3daBBwfXDxxW+2EFJvmx7f0QFYI5nTiqq1h3lUYcKx066kSLFoIaTSgsFZYBOs006pZUYr79IEqUQicQJn9oq/VSK+QCjUBT3Ke5VNr2lVDYi4Wr7Uh3tRAfqdS0vQ7JBqse3euJTSamTNBCzFLttgxRt8MyAwJEsxkcisB+MLpoXG8zXcjsN76NISlRWo6Skiyyzk5fj2osAhyExL5mrjY9Ub0PeUhOzcpWAKPTQgxuAybFExlaeXyxBTFjbzFytW9QjGyRIcNe9kpyn6EvRirCUJRUqpq2QBdgP/q/vWjsxcxykVjsZ+I+SFQsGW3KqBqlDMSx0syloJKJIaHBCEGgisSt+44hK0EcaPdFSBaq8JtRTF3Ebuv0MTGKFLIo2VwIza3ZqhiaFJJkMqMDbDOCBIoVpCZ5apoHFa2PQrUiOaeqvBUboO3WMJvH51xP21XnrWW7djZhd51Tr5/7+ef0Y8td3vfQxyVF/DIu4zIu4zIu4+GLB1QR//2///fzS7/0SzuL77d6/XqIS4D9RYvzAO6uWJKcQ0HlAlrq6fecfd/ZuNvrF03Y58rcOZU+vwp1Z12zUkG21T5f93nUStYNJjSitMGB9TI4iHOF8CoAFmpHcBXeatS4FhN7sXCtHdhrEyqZUgopCQEHbKMF7/WlENUbSSa6+pBhnV2VGw2oCFeaxH478vhTR3T/4gHy2BV40xuxrsVSguMVYcjsH90m3hwZUmCtEU1Os84YqH/fRVQwIdVe5laNgyaxFxOPXz+hXSa6qwYBSg+rG4HVScvnjg44SYGjUWjUWIbCE3srDrqeg0d6NPqxHI4hjcp61ZIteOU+GEEb769uISwjEgTZg9gb2oy03SHDoDy1CuSs9MndSMcsrHMgF6HPSsFmsBsE9qP3zj2xv2Z/f+DKVyTC1YheXXp1f8iE5UjbG+3RmpLWfka2BekM3Vffl0aQlJFUGG8N5LVwchgZxsBqjPS5JRVFpJ17/VQFFZmr2RNn2nBRuAKMVhgorHVgkDWjrCiWAEMKFDFCiURC9Qr15IeKe4OnMpDLQClp5zzeVvIOE0Vcmi3Bs40/6+6VcA4V3DbtgWKFTDp1cW1dl6fo4ne6Ji+Kifb+UPeFze0jl3EZr904fY3dtd/zXDXDO6x3wbZ3+rG32kZsq8e7lIlNU5C8uVclHcg2chJu0LBkL12jGxfsnezREFlIpNNQHTukClLWezEy92EL3nMdZFrHE+Wh6ppExXu4FRbB2AtGp8YyZDo19mOi0cKVk5GDrifGwvLmQGwL7UtrtINw5QS9cuj92PsvQRuRZQvLDmJA2ugMwbapOxM2N1sXPdl67OKYNj1W3fRux4A1LcToy2J8dXq6hwFWKyQn748eR6TvvW+6H7x3OuXab23+2Apz5rtY/Vc258j2suTrWK7rDhlbJywbts7YYJSVYQnSiTCcBEpR1quOlJTV2DBmZZUi6xwZi7PdxuKaMOuy6aVOBkNhZqEN1SklFZxZVnxE9TYvd28ZrZArWy5ZYW2JE1mRyJzIbQZZsZZbJOvp0yFDPqaURC4Duawx6+vpnZnR38uhM110/d3jth7qsfUVigetYIcQuHr16gPvx1NPPQXA888/zxvf+MZ5+fPPP89b3vKWeZ0XXnhh530pJV566aX5/V+quATYX+K4M+g9a+0zPz4twnQP1e5XMs6b+G9o5Zsik21e9PuaeY+x1zSnQdor1g6wJ9EUqeJWbsvVqtFppg2ZRRzoFgMiRs6GqlCsMGYlFiMEF/bqmjR1/IIZw6B0KZKLYhJQgSuLkeVypH1EkKt7cGUfDg5g0WHZ1aDtoCMc3KYZEntHPRgkFXJxlXCrN+ZYv3mL9023Wri+GFh2I/uPj4QrQnhsCVEp65G9rqc9LBRTTobIXohEySxC4vrBisV+ontCoFWsFORWIp4UzIScCxBQNUJjhChoqBXsqIgqtIUoxoJEM2ba4xErkLNgWUhJGMZAKcJYBUxSmQClsWgSiyZx9dGB5gDiGxboskGuLPwXHBwsWptBfQBHQQ6cpi5XO9+PJqDJYMy07UBZFZCBthfiKtD0xlAtv7IJUV0tPlQwHLyMPU/yVKTq59VfVxzQFssU8clIUbcnK1JceV0Krp1uM2gvZaxAuJwR/jutFO592Ru6+HnXl05znsk3zk/jncdqulkHdhTHz7+uHm418Mu4jMu4jMu4jMu4jFc63vzmN/PUU0/x8Y9/fAbUh4eH/P2///f5T//T/xSAt7/97dy8eZNPfepTfNM3fRMAv/iLv0gphbe97W1fql0HLgH2QxO7PrnnU7zPq3C/El7ZU7XtZSkUW9mqumUHKnVfzKz2YG9CrYImcfXoRfAK9lILTXCaeC5GqiJWxbyq6yA702mi6wbaKwMSwLKRcyGuhJIEK4HY4NTkFiSCBAMxSjJyb7U/W9BoNFcE3VPiV16Fpx+H69fhDY8jWnvJl3twcoLcOCaGFfurFXGV0NWSZMqYp55jmQXQXNjLOGh7rj9xRHtdiP/iY9gjV7CnnvDse9/TPPciza1jun9+i3wrMdzy3yK0RvNkgx4skMevQFBKSoQvHBGOB8LeSBlGrHfhuGYJYU9dgXXZQBuQZevH/2pCHk+QC4tZdtvqH6PkgqXMbBye6joBWEZYRMKjb0AWLeH6VaRpvKI8jtgwIotDZDUgxwOlFKQJsN/CskWu7HlFoG2QlCEn5PYKWQ8sbp5QViPdrZ6DmwPDSSTcMhppOWxarAi3onCSlWRgtYe/VSWq+jmWAQs0FimS/Rqy4r3bOYOMjDKQxav9RTKQq0aaUixRSjq3/3ojctbMf6dqtnBBBVsmO648K/s6f2OcLjSkrjOBcZMwA3Anvm+ViOCM8vj9aiI8rPFAfdSv/wLCZVzGZVzGZVzGlyQmE6AvRhwdHfHpT396fv6Zz3yGX/3VX+XRRx/lq77qq/je7/1e/tv/9r/la7/2a2ebrqeffpo/9If+EABf//Vfz7/z7/w7vO997+NDH/oQ4zjy/ve/n/e85z1fUgVxuATYX9S436ry9kT/rhVrLq6+3SnM8vzee5u8TwJOW+tOAEWmbRiI9wZv1tng8EnIavPNvK+2ESNUupm5ixajbd5lGyTCLOrdTrtSsOyAe6rmhj1Bo0DnGyvZCKlg2UANCUK40iJ7LTx6xcH1tatedaX2ubYtZblE9lpkORDbRBm9v1jKxnqMavtlKI0aIRQWXaK5CvpYC08+Co89gj31VAVKhrYtcusQLYZcWcNyhRVB2og+ukT2O9hfOPUtJWRIoIIOBVnX45zdD1yDIlE21Lkm+utBkc4fzzRDVZhae1W8Aj9mpBgy1qq0KtZFp99dPYCudYuUpgLO4xMIiu0v3P/LDC2GBYH9BdK1sLfntL7YOHMhJQeei9ar7P1IaE4Q69EmsVyNjEVZaEMXnKLYqNaTofppqydnFMEUxJRF6jBg0AVJBszGSgObKJnex20V7m63PMBGhGw+07bsu2agzaYHW7csu7ZjrmBvbUyNGWwjm+t09sYWrZS36fG92nRdoCb+WuFeF7n7OhfFJcC+jMu4jMu4jMt4daLIyx+j73N8/uQnP8m3fuu3zs+fffZZAJ555hk+/OEP8/3f//0cHx/zn/wn/wk3b97k3/g3/g0+9rGPzR7YAB/5yEd4//vfz7/5b/6bqCr/4X/4H/Ln/tyfe3n7/wrGJcB+DcWu4NKuyvH269txkc9vYXuCv+kX9YWb9e424d/pR5n6r9W2gImLTOlE+ZatPrQKooMKnWaWodBqgWC0WUlFWFeF6WJGKoFUjJQCZVCCFOhAVNGQHfuPRlBBWohXQu3farEoaBOwatppQSEE5MrS6eBPPQmPPYYg1T5qOoAOeK2LyDKizYjGTBMTmpQoeG8vjvhFhBCgiYW96wPN03vw9HXKv/i1EJudI1be8AbkDU8g168iNw8JN25h4wga4MD9P2W5APEeZpoIRydoKtCM/n1zrZ5XvO0gH89SaICWasatSBM9ebB00F66zpchYBkZs3tpUqvbIUAI6HKBBEVDnKn+ZubbHRNE9W+VCgRB9hawt4CDfQfabeu9b1awq0PtbT/xXrNHjtHrt9HbPdfyEc3NkRurSC6RgybQ1wp2AVSUvcZF0KIYOcMYhGCRZVZ0VNbS08sK1Cu/Vin8htPHS8nVRm4DrP2U301mnU5seQW7mZedX8Ge3lPIW9fSBMw9yTQJpW0q2bYlfHaaRXIx6A7n2OqeRy8/b/mXPh5IRfyV243LuIxXLO7ZK3u7NHReP+hdekQv6vWe7xnYnIAzGRnKCQDj6O87kljvM2FLV2L6e8F9sM45REJ1BIn1b4dIIEpHlI5AQ5QOJdBYRyASLdLQIKZEQk1VOgsoyJLAHloTqMrU+y1zInXqA4c6lFX1S5mYQfQ7R77c4QYxtWXL9uP6WeB3TKmfsf14Z/1zjr/hPchWP9/MyWBm3qdccGZeri3T8/rmKV6zs3dpm5ViA8zjxtnPPj0STduxKgIKkOu5k80ouDPHZM2ZapI5TQlo6Umc+DLxhHsmVRHRQqkaI9lGjEwmkWztYrI21t8g+Zhb0pzUngRFJ52eYhN7bDMe+/NcdXzSfGzPHJ3T5dW76RqcjruUZ78c+qzvFA/ag30/8Y53vGNuszwvRIQf/dEf5Ud/9EcvXOfRRx/lZ3/2Z+/vg78IcQmwvyRxVo3YB7Ldqtnp13cHvrCz7vaE/yIK+RRmhbAtTLZlIwS4ldA0mNj9VN3LhiIuhlQ7q0ncTOsAWrG1V9x0Wtc/sNWEUIhAEgWL9EUBoS+KpIZFn2lWiaYYQQ2rALfem90z2vDqbVTY75BFA8sO6zr/8K7FNMCVfWy5hyyWKDNGrcfJBz4xkJOBcjSSe6Ukp/VqyKiUCq5BtSACTTRiW2geA568Bk88Xiu/WxJUczHe4PEnsMefgN/9LHL7yHvUFy3WtthyCarYeoWs194XHv1csVwoo/cl5977zvV4cGPtINAELASvAOPfA1Vkb4nt7cH1R7bGpbpvKSHjgKxWm3NIFUIEK0gpsFrDeg2rNXLzNqwH5GTAFKyrIFQElkvf//29+l3BhhH6tR/kYfT1hupl/siaRe65erMnG1xrhD4Lg8kMsLsgRHEBHdTIxRXH10mwvqUrgWOLJBkqZdy/W6792bkUcs7kcrYCvG3NNVHDJ1CtKIEtm65zrp9tODu9Lxvz5C3j4Nu3cba1Y7sqvcsqeXiB8ssNs/ucEO28+QHeexmXcRmXcRmXcRkXhpm8/DH6cnye4xJgP+RxUdX6NLC+G6iWbcXyC87/7b7QXWuhCQBctJdTBVz8sUj9kKoAjRFsgtkVnlQquDo0nnfLaoV0+qdiVSfKqmIl9CmQxuCAdiyIOn3cALJDGBGBVLBiqKqD6aZBmojF+jgELFbVUAwz8aTA1kESwYHtWLBklFFJOdTsXk1zqwutxZAREWKbCYuCLIMDzraZEwhWLaPOZEgFWC69glyK71cISAgUxO3ISoEhIWPBxkIehDJ48kFiQSKUsSCakd7tqkyLV+Fj8IRGCDUh4FVtqs3ZBLSl9f0lZ1c4pVbPU/a9zgXte+zwyAH27TVlPWKrEYt1P3P27Yaq8GpT1dG8Cp/i5tzYZBqQRtDW6GKiHSOdRrqgSIGxnulRoZmqG+qJlFagBOiCV9LHEh1Yi1XbMXOFXZuSJkY+j2J9Tpz2w/afanN9qYQzFRMF8gy6lcxZ4Dxdj6fbMu6kg3AvFPLXSjzQ1/jyLi5cxmVcxmVcxmW8ajE577zc916GxyXAfgjj4r7rTdX6NLA+7dN7Zps724o7E/vpsUkFAtsXloKVLRE0m4BG2l1p57MqFVzMqV8oakqDK3cvotAFZT8Y+9FYaCFKRigMJbrDRFFSUVZZGGsvSDTDijEEYb2Osw+1hoKJYsmJY6ogBWxliGavsApu7yEukFVK7cPO2W0ymmYn7zDRs6TvkVtH2O0eu20MQ8M4OnXZTAgSaJuMSkZDITRGvFLQJdh+i6h61Vc2gN0MpMiGAiY1IWBA0/oOtA00sYLrgo0JvXEbu3FEem4gHyonRwuKqftCZyOsC00ZkS4h/VAtSNT9U1Sx/Q5ZDE7fbpq6SzURMj2sj+3goJaci9PWU/Kq9ZiwG4fwwi04GhifH8iDkQdDl4VwVdGDJbZceA92iKeSNZ5e0PUaTtZweOy2IipIq4S9wv6iJ2fhSt9wnANSFK1Ccp1OqvKCmlezMyBFGcyISSEpawK5FEZJ1UM7MTCQbM1YenJe71wbF7NFwryOMgmehVMgu142WwPLdJVkAbEJbJcZbG9f45Oy+OnE1rTe6wVUb8clRfwyvhzirrTxu9HFd954Z20VuZDhsnH38Ae5fqzO75hEOt25pPE5hkREIkFbBCVqRwxLonQ0ukcg0sge0RpaljTWevOMycx8MykUjF56ihRGer8X2wmZkdFOGPIxRmbMa4qN5DJUGnHaohFXynulFHucLSrILEq5ob5v6O2n7/Ob4zlT6ic2X/H5zWka87TO5p58XqJ2l6Eo83Gdjun0N8xzOdV44fzN6dN5Q63eolxP+7dNvZ5/73PGkm2W5Ol9idp6K5R2leavRDqE2gJgDcEiDRs/44kuntQdOZKtKRSS9RQbSdKTS08mUWx0GvnW73uGFl63urPfM02+Ho9tQZ8L45xr4QLk9+VOBz8vHoQifnk4N3F/qltfhPh7f+/v8e/9e/8eTz/9NCLCL/zCL9z1PX/n7/wd/tV/9V+l6zq+5mu+hg9/+MNn1vmLf/Ev8nt+z+9hsVjwtre9jV/5lV955Xf+VYzzRM52/hHO0si3/0nY/bfz2tY2trYzDxBMg9L2Ppx+Th2gNzd2nbczKYe7SFUj0FTrrUbd4zqI1b4lYSjKKgdOSuCkRI5z4CSr04WL+y7mopSilAw5CblXclJXEjfv2bZiLmjWT/3FCckJSRlNI9oPyNAjJyfIeg2T7/L23TsnV8xeFfIa/8wi5OL2VtnU98UCIIj6PEiCuGjYMCLrHskb0bft7c/wtphTs9drrxznjBXzSVNKyMkKub3CbvaMNwOr446TvmXdN/RjZBgiY6+kYyMfF/JRphwnyslIORwot3q4tYajNbZaIf26nkdbhAO2xi1RaCKGe4eaKJYzNo7YqsduD+SbI8NNZX2zZX3Yko6EclS8Lzslz4JOtWsvlPvf0X0/Zb1GUvLfZjLOLE61Vy2EmngItQcvKt5mIG7nVjXdqhiaEOs6UYVom8SO97u5d2axPA/sm/PY/07nvO6c89OrZynd288FRSWcAd/Te3XefuBeRAi3r+XLuIzLuIzLuIzLuIzLeO3EQ1fBPj4+5hu+4Rt473vfyx/+w3/4rut/5jOf4du+7dv4nu/5Hj7ykY/w8Y9/nD/6R/8ob3zjG3nXu94FwF//63+dZ599lg996EO87W1v44Mf/CDvete7+PVf/3WeeOKJV/srzbERLpqW3H0CfR71e9uHV87t5z5rI3Rmsl4zvFNGFMDOy8bqVlbX0pwZLtO6O/0WOmeMfR+FKJGGlkaUQLXnEi+qdgEWktnTRCMZwRgsMhblKEfWRTlMQsp+zJaa2VPlIGayFUoBK+LK217iRPCqtgTDgs15ADNzcL3qsWrzhBX4wk3f9WVX1bI77ODAj+dqBcfHcNJjyRW7cxJScQsvAYIUYjBUChoMVXM1896woxH5/G2kT8iiw65fh+uPeM+4bFWObx8iR0fIC5+HfsSa6JX1rvWe6X5AfvdF8u8cM74Et27usxob+hwRjEVMRPX9GVeC9IbcrqT5os4kCGBX14QrI3GvxVDkqQEWHZVzANuAGMMWC6zrsNUaYoI0eDU+Z+z2wHjDuHlznz5FSjYOkrGXR+KNFXQNcvsQu3rNaed1q3J0hBwfwzD6MQzTb1EfN1NbgSIqxCC0UNsKjIOQ6bSwFwqCuY2bKOsM2YQmOaC24syB0XCl91Cz6vQYA9sMjPM85Lc9r6frTOdl5wPkTcI3b1W+y/nX1anP83V1U/nZFmDbSlzdn+L/wxsP1oP9yu3HZVzGZVzGZVzGZWzCbbpe3hh9OTxv4qED2O9+97t597vffc/rf+hDH+LNb34zP/7jPw64J9ov//Iv82f/7J+dAfZP/MRP8L73vY/v/u7vnt/z0Y9+lL/yV/4KP/ADP/DKf4nt2LKwejUJA9vCZ9sAfPP6BVUzYRY8m2CAi335MzWlnEOd3SiO7yYAdn25q1IoQpRQe679zRNAnS5hxQXCKA7xkgmjCcmU3gpq0CIk9V5sMxc1MxO0No+rGBJAo6ERpFFoBNoAXYPVvmupvcQyJlj3UKr4Vi6w6LznOARkvYLjFbauaqW6u9MiELQQQiY2GY0V0JtgI7AyWCdoBjg8drrvYgGLJd6DbHB8gr74eTg6gVvHThtPyQXaUgJ1z2xWI9YbeVSGHEhFKiVZSEVIWZ3+PvoOeq+xkFL0KnAwNIxOmV+N0Peu4r3oKrwWkNosvdWrbAbWtZACtB30A6aCjUYZYczKkIRchG4MpDFhfULXo/uHNw3WXpvp6O7rDNY0TmEHpJgnEhYDsk6zUqzUarUIBIxGjT0tdKFwNbpA2nQcVIST5L3YOoJiTt0unixwoqJtaGiyS6e739At8b/J/3p+TQJ5hxZfwbaVmZRpW8D9tQ6WX07YA9h0PRA4v4zLuIzLuIzLuIyLoxauXu57L8PjoQPY9xuf+MQneOc737mz7F3vehff+73fC8AwDHzqU5/iAx/4wPy6qvLOd76TT3ziExdut+97+r6fnx8eHr6yO06tSN2BBrpbvd614zrdr7Ndtd5+fbPsIlpqs+XD6+uU2f4C0E2nllrCZKrCN/Mqm8p8M/f1eBU7EIk02hBVCbjiMyqYwGgwIKyL0ZZCVK9KBkq1YqKm0rxQnuvTZEoxxXAwHWJxcCv1+VVFFoo+sQ8HS8rjj7g11WKBYOg4Ijfr77kasD65xdSNI1cbv1ItslS9/ziXaktltM2ISmbZgKrRtInuSkYiaKz08uJVWEtQVglVgZuHTovuewf54wi3bnt1/PNHsE7k4wQBpFX0+hIWDbJo3FpszJQMJUsV6fJdVjGSKeuxRXOgGfy4pKxkE4bcUAhENa6NPfurnvDkGr2ywEqZateb/0/H26CUMi8zVWgaVAM2JPI6M6wj615YZWUsQqB1psGLKxo5IjzyeRhGStPCcoGJwpUr5KouLsnp83q8gpMVHK+RVj1nI8yq8406YO60cLUZ2Q+JRxdr2pjJFnjppOM4RcYcCMCJGififfilgmvvAUvkMvWCjVs9axdTss8TN9NTyvrz81ktfFNpdpGzLz8Afbe4FEK5jC/XuLAv+z76sXfamOb71mZM3tzLtq24nM6lGudxOmhHkEjUJUEaWj2gkwM622PPDuis5YosaFS52kSuNEob4CAKjRr70dloCzU6deeQuKVJUfCWrqEI2eAk179JSGacJOizj2f+10jF6ntrIr6KoercKuSWXl3w54vgUiN7UVgGm/enUWMvePvZIhQ69fGu0VKtt6aRT6p1luu9lJrcz+bPx1IfGxST2XbLrbX8y2oVClWo+2k009/aAtep0WpBxf9GNYIUgrgDyPZPPs1zchHGoqxzYDRhXcfak6wkE06ysM4u/rrOQjZjKF4rGM2twWz6LWyjFzKJzIapBUuhVebj2qoRBDqdvoNrn+jWPk62ZNPvmwxW2Z8fJ2PIcJyMozHTl8JxHukZOdIjRgZOuMVgR96LX1YUGxnzGrNMLsNO//vmMXj1Ynq8rSU0XT9b4+05A81lz/Xdw+zlj9GXR3cTr3mA/dxzz/Hkk0/uLHvyySc5PDxktVpx48YNcs7nrvOP//E/vnC7P/ZjP8af+BN/4lXZ5+2Yqlen+zbhLAA/z3t3x+5nizZ+Glhf5N0Lu/690+fMn7vlErQNSEza+WWZb9qRoF0dwL3XNBJoUDpxoIS57zUCg0GoN+VWCo2Ji2qZoZYJBlGUUoWxmnrTbwI0mmliJkQjtEbYA2rVWq+27n399OPYtSvYG9+INK1XRIceW60c1PUJSwXGQhkSmHnfdOOWVGhwRWwV5CAQSCzGHsuCBAgthOtCuLaARpEYvMCdzIvBxWARsCY4cB0H5As3IWXk8ITy4opykkmHRh4gjxAWhdAZTej9uB4snDJ90BEf61mExCPpiOW64Wi9JJv6oCcVWFdhsjErY1GOcwMSCAUWKdONCcaCpexe4LZRaa8nJFV6zZME5gtFQF96CblxCEdr0mCkBH0W+gSDKVEbpFeuHQ3EvYLUxIS0TfXBrlVxUcpyzz/nKoQvvOQTlOp/OoFrwYhSAKGRwlILV2JivxnZXw7ExgX4huzneKfKuvbQT5O7LJlRR0ZbM9iaMffk3GOnerFPT2fPtFjc4fkZJXCU88Vv7j8EfV1WuC+r0JdxGZdxGZdxGQ9fPJhN1yu7L6/leM0D7FcrPvCBD/Dss8/Ozw8PD3nTm970JdyjO8c2INAtuvh2Je0imniYLYMcFGwrH4sExLb6vLdUy4FTPtnT61NWVxGrntQ4ThfdZExRr+71JqxLIFWl6GJOOS5baTTBGcyK04WDel9xaAxtQVrx6m+j3sursrnOxftyBXE/5ya6OlZUCIpVTrJN9G+z2W5KcnEg2CjSCWEfLBkaBe0EPWiQx/a8X3rRei9xLlMJGKRuN7oIGsPovs/HI/kokU9gONbZ2UpL8axDG6CNrvgdI9a1yJgJ3YrFuCLcTmBCKpFkzYZWjbElWj4fTxPvVy41iYHh260Aei5lbzHFZxo7gty6hRydIKs1djxSeiGNQi41027irAIpLvQWBdvrsIN9aNqanJkICRVoT7/stD9hSur4b+cVAXPWQf1rUxWhRLRMrQZVnK7+MzEKQqaQJLvSaVWkLSVRijnAnnzbRXk9eUy/FuLBKOKv4I5cxmVcxmVcxmVcxhzegvkye7Avk+dzvOYB9lNPPcXzzz+/s+z555/n6tWrLJdLQgiEEM5d56mnnrpwu13X0XXdha/fWxTYAbUT5daf7dpEbKrV27TV+4ltAL0NrKfX5mUX0MXLNljepitV+66o7aaCPVFzdPM4aEvUliDutWz1y87iTDL1xsrG2gilN7iZI4FYbRygL07JWmUH2lHEe3HFaLTQtoVukWgeE+gCGupOV1qxZUNP1pgI1r4IyyXs7Tk9fBhmzpSJYMF7d93+wdCckbWhXaXcNQFZRFSF0Iz+GcsGXUR4/Bo8+Ti2v489+giEOLeg2MmJi6QNg4PTlGAYkX4kHw+MR0ZeC8NaKQVik9CuIHsBHj/Arl/BvvIrYLmgqGJP3YDbR8RHP0u4eUL3/DFlJdi6oeQAeFW5ZFivAzEHNI0kcwpaVCOEKdtRq9NWptTD5oevfc9aAbEcHSPHx8jJGlYDZZUZ15FhjIzm1fmJereMifbRgj51gH3FGymPv2FmJez0dU+fdnyE3LwFRyfYrRXldiblllxtzEoF0WNVoj8uHZYj7RihnpeZSJZARkn4eTNaZqAw6JpBThjSCSmvyXkk56FWsMd6LvvXvpsd1kXiZneL7WvxfmH867F6fRmXcRm7cZq2KqeTSFIFJQAfRecU6JltTTZbACotqj7NC9WGKWq7QwmPdOxxjc4WHJR9rumSVpWrbWARhEc6YRGMR1rjkSazCIXrzehaGO1ADJllk2jbRAiusSFq8wQ9JWVMgZKFIUWyCesUyUUYSmAsnqBNpyb0UZ3BFNVYhEQQY9kk9pc9MRaWV0ZCW2geAV0q4bEF8tg+dA08dtWT3o9cc72PKwfY/gGEAG179gcoxf/1vbt29D2MA6x7ZLV2XZTqjsGY6vo1iQ6znggx1M9oaiI/QtdiMcJyiXVdXdZVG80LpuDTvgyDj71HR64Xc+htZdy8DeuRcmNFuTFQ+kK6BbkXhlUgJ2UYIsMYyNXytNjksFJ3WUAqPT2IuZ6MFmIshFBQ9fY7EUOD0/9FmbVvclL/TYfIqm8YcuBoaFjnyK0xss7KS0Pg5hg5ScKtoWWdjVvDAX0p3Mpv4LbcZpCB43CDRM+gRyTrSXlFKr0nxS1BUQrD5vw/NVZXInx98urTws+77u4Wl9T0L794zQPst7/97fzNv/k3d5b97b/9t3n7298OQNu2fNM3fRMf//jH+UN/6A8B3lv68Y9/nPe///2v+v7NA6EVOAOYM/cjfDapfYf7eM9FcR4lfQK9Dog3dPFQ+62Lpc3AXQftySMbdnu/rTbylglQmWEFijhgVpO5oplNEJSC1YEA1s7cJhVvwirYXKGMarRNJi4MuuB9uzFUbChIqKXoPoH0yNHxTPUmGwzDPEBatcOyVLBG67Li/dfbI5Eq1hgi0Snj+x221yKPXMWuX4ODA6+O1yorBqVb+EB6dISOY6Wd121VC7GSvV9qok+jXo23/QVy7QB75BF/jxnlDU9ge3s+4C8bArcIxxlOMjYYZAi9kUc//jIahhKKV7bbkNwzXGv6o5wFb7L7P/+bxvr7+vcScwRunspgIjK3odA2iXAtwiP7lMcf9++0M7D487nCfnwEt4/h8AS7XSv6Q2RIypCFsfhPFtRIRcgIyUK9FqZtiZ97qtVyzM/eIoUiicxIYayV7A11+6yq/9k47zp5uVFeAbD8egHcD1SFvpynXMZlXMZlXMZlvCrxID3Yl7GJhw5gHx0d8elPf3p+/pnPfIZf/dVf5dFHH+Wrvuqr+MAHPsBnP/tZfuZnfgaA7/me7+Ev/IW/wPd///fz3ve+l1/8xV/k537u5/joRz86b+PZZ5/lmWee4a1vfSvf/M3fzAc/+EGOj49nVfEvZexWq097825eN/LL8sXd2AXpXLmWqu19OqZPD9LM1O8kG5GzoBvLoU0vdtn0sc4UcgWDTGawETUhJiGrENRoUaeDS6FUim/2DTBkpZixzkYq3lPc6CR4ZUT1/uvYJcIStAvIXoPsdRAEyd7/LLXP21W5s9tCrQckKISAxQBRvBd5NVJWg6/bRcSMkqt2egz+b79BBsEm3btFAwd7XrV+5JHpx5qTCeDVVzBkb59y+zZK7zZc64F0NNIfCUMfWK8DuQiLzmiHhI5bStuy2S5m2HJJ+b1fB8cnyKOfQ1Zrwq1j9HCNrTPhMFEGQ28lmrHQ9pmh98u8W4zELoO4cJr1a+jaCqVr2boyBaazR6QKnIlA00Ab0b1A0yW6PhFXhWxKkMxBu2Zvfw2PHWCPX5+r1TsCamxtP2f01m3kC4dwc834QmF9u+Gl9ZJbQ8tLY+Sl0YVa2uBVlL2stMGrGl2bUCkz3lqESBsVVWckJDJJV2TrnYUhCcSPrUoAS94+YHevXj9IPCgofvn79vCC8QehkdnLqB5cxmVcxmVcxmVcxt3jQXqwL4H5Jh46gP3JT36Sb/3Wb52fT33QzzzzDB/+8If53Oc+x+/8zu/Mr7/5zW/mox/9KN/3fd/HT/7kT/KVX/mV/OW//Jdniy6AP/JH/ggvvvgiP/RDP8Rzzz3HW97yFj72sY+dET77UoZtKQ/fadmrEadVkAtbapO2EUfb7uM+3Yvtb69e3KYUK2RGkiRGUwYLSFXFlKpGqVmw6t8c1S/oDGQzcn1crMwXetW/QlW8zzeALBpk2cJ+t6W2VjeqAYkB26JrWYxezQYX9BoyZZXIh9UX+SQjxdA9r/SSs9Pdk5dSJ0spVBzEN3FTUJvApFUP6qoYZmLoMMJqjd1eUY570nFhfdKy7iMnqZkzhnsnA+EkEw5PkIPjGUzI3Cddy8h7e5Q3PEY4Pp77p6UZkWyoZsLKKVM5GRr82E6sAqoqOScncOUqJps+d/8etZd5+mZN4/9icIW5qE4Xw6oSaaFRo2lGQlf9u5tmC1zLhXddyQX6jI2FPCjjGFnnyEkOHGcXwEsFEl6NT9V+LGimbUcH0wYpC10wGvEWBJl636UCXMkOrFXhLgPHy0lkfSliA7zPKqo+7FEexMrjcgC/jNd53JEyvmULaOisl7K5gefN7XZ7XSvzOiLBVcRpCNLQWEtDQysNrWpNaLpC9yKY/1VX415oYREyXci0IdNGp4c3bUbV0LB7HwpRaUqmZKFNCTNhLwVnr5VT4pFiTlHWQtNkmi4T20JzYOgCwrWAPrJAlh284UlYdvD4I9j+HvbEE9iVKy/vgKvuULZPc66+6KHqbW3LJXbt2pl9kJe+AKsV+oUb6M1DWK1pb53AesRu99g6UVY9tipYMsq6ViXTRPFmY6dUbU6d2g8S61RKK+ly+ycqdRsGuc9YEsLKaeRhiHV+B+vsTMRWlSCuOB8UQp1bbIdVrw/3+3BdlLKlHF5KckHS7fbEufBkWzv28qjhL4fu/XqPUuRlj9GXPdibeOgA9jve8Y5a6To/PvzhD5/7nn/4D//hHbf7/ve//4tCCb8oDDszEE4WFB56ZsK8PdGfBJnmx7X/dPLTLVXWadrW5n3VgusCoL5tObQNtDe19AaViS5eUHG6cKjWHyZltvUSCfVGaZQyksPAWlc1USCMJaIIffab7hCUqMIyujWEVCEut6ZwQm22jR3EdFoobscljSCL6D1XB3tY28Kic3Vs8MEyKNa0/jc0DpjHHjk8gpcOSZ87YbhhHN3oKEWJMbO8NtLsj8THR2g8rWBjxnIFuW1woC1C2dufgbVNgLqKePlS0Js34PnPw80j0j+7zXircON3l7xwvM8qBY5LQ0FptXA8Nlx7qeep5vM0Rz1y/Rq84QmKKoL3rpdKzLZHHiXv70PXIc1LyNGKMPhx09uFPEJOQqoDoq0CJUH8woByhD73AuX6daexM/30sgHcEy4WdaGytkEabxewohgBxfu3oiRiHJFlwZate2dvD24iVZl8ugHbPFJbypTjxNHhHrdWSz7ft9xIyud7OBwyZsaiOOAfC4hllk1Pe3VwsbnjDBT2jxacNIEuCo0GGiKqSrCAqleqQwhAM7dA+K7pGZuu0yD7It2C8+JeKtbTOkbemTjMy88By7vLzlcpf630eT1Ilvu18Q0v4zIu4zIu4zJee3FJEX9l4qED2K+rMNvKIN+5KrZryXV2wn0vVbVpAl6kbAGIKpx2RnDtbGx8ftkkAaQQrJkfl6kfW1Ldr7SjJF5sBDJFMpmBnmOKJgpGtIggNCWiFuhKoFUlW2Q0r5OLmHs4FirF2v0Xc5G567YAZVRsrJXYXOZZt4l4lTqEjfBIMUgjlo7Rl27B4THltz5P/kLPzd9qOV533Fw7yGzUuNav6brE3uGItonQyqY6rQZNQuJtyAW5cQN74onNbzAfSweE8tJLyOc/D7/zIumFnhu/2XHrpON3jpa8uI6si3BSvH+80YabqeGRfo/m14XrN4/Ye/S34WQN/783e5LAzTc9VutNNb7Suy0V7KTQHwbWJ8qN2y1Hg/uGiwhtMPpxxf4LPXvln6Epw6PXsK/4CqztQP1YighSiouynRxj6zXcPsaOTrBVIiehZO+JBgiS67nufe2MaSN0R5VRkw0TwYaEHB7C0Ypy2DPeMo5WDTf7yEujcnN0cH2YxpqwiASEMQt9hnEUykhVOfefug3uNdoFZaGRoXS0uoeVTKMLMCPrgJnWwvqUng8wsS/YtFX41XOX63YLTJct0Dst94z8lAzL992HPfmA7j6/l9ha7yEcKR8sy32ZIb+ML2683CrXK5Xw2t7O6Wr2hkG1/YJf/3n7NiCepJ/uR0U7RAOZEZXAyOD3xQxd8XvgIigFr2SPRVkXYaHGcQ60WjgYMlEKi5jpNHslU3e/swtWipcAiv+d3CCA2QM61vadNmSCFpYpYTaSU0E0odmQpiBdTegfr11HZNn5r3P7NrZcXiwc9krGJIp2RuTsVfzsYUBu3oTVCrlx08f/m7fhxhG2TtitNdZnylHGRiOvIPdgSchj/Q3y5i/s3odlK7F+XjjoEnIWSlEXr8uBPkWOx0ifA7eTi5vdGgPrItwchBsDrDPc6gtDKdxIA4ONHOptjuQmyXrWdotUesZ8TLZELj0pr9l4YI+YVZahld3K9bRz58TDUJ1+rSS9t+OSIv7KxCXA/lLETiX7rJ/uRZ7YUzW6yIYWtl0JOyuiti2MFih1YA33QYE94/97ihquKHaquidV8dTIZBkQE1SCA39z+6SAItZRihGLEsqkelq/TbVxMvP6dzGvZqfiA3bJ6uB6LMiYsGH04yk46Kwez/7GDMWQkxN46RBu96QXevqXlFvHe5ykhuMcUWA0o0lGJqACzZgpg9VZjYAUtDHC0eDq4jduwhNPMkFrr80Kk9eV3LoJNw7JX+gZbxq3Thbc6DtuDpFbSVhnWNfddPa1YiK8tN6juWHsfeEI2V/A6gRZLusxBxsGZOi9j3lMMLr9l60TZW2sT1puV8B6e1CSCUGFtrZTD0Mk/vZtusULyM3bSMpwsI8dXHHBOMNVz0vBVivkZI31gyuXrgppbBhzoBRqtb4goUBVY5fidET/OWXGRBM9TG7fdkXUW0eUw8x4rF7NT4F1hlWCPhcGG8GMwZSkofblC2NWSvJ2g5ycziRVnb5RIaoQTQmlIdBVAT63kNtmjWxXr2drO7nY0u68KHJ/oHk7JjqcP96qZp8DxF8vAmfwYAD7cgC/jNdKXDTBf5BJ92w5CbsXg5R5kczzgg3IVimYpJmOq2XAQmGUSNGRKB1ZRpJlutIxDgs6CayzJ8KPG+GwEVpV9qPSKOwFZzAt1GjUZqvI3f0VUt2HXK/77fR/qC1jjXrbUafuFLIImb3jRBsKe4cDbZNZvjTQXRkI3UC8foLuBfSRm8iyQd7wPPL452C5cG2URYddvXbvoHdbRXy1gnFATlabRPa6r+1VY13/1G9YBUxR8QR/dEFUmsaXd62z7GJwQdToRQAT3QB0QHLaUhEfkdtVCHS1hlvHsBocTK9G8s1Evm3kHoZjVw/v1wtyUcbRFdrNhFzFY3MthuQy/Q53vw9PyRCb52G+raH4vGKdlZOsjEU4zspQ4PYorLNxWBPlQzZu5Q2wHmXgmBusyy2yJcZ8RLZEyivcSWag2FDHQ7fZ3KWFP+BYeCdl03uJ1/sg9CA+2A9BUuNhiUuA/SrE+RYaZaZzby/fVTLetemCgsn5oHsjMrahipcZoGev0vmT+nqet2HbdTTZUMMvmsBvKntbPdhsAe2te00pySuUZIqNjGVFlpHRetTcCzpIJJRIL0s6WizvUYBGvV5oOJAu5tn5ULOtq6y0KpzkhqEPNOtCOOyRMSOpIEGcHl4qv2XMWC6wTjAWymEi34Zxpdy8eYXjoeUL6451UVZZiAqxABJYlEQqDboyVIoPSGaIJBrNHNzu6a4eseg/QzhZw/WrlKefdr/q4n3C+s9+Bz79zynPH3H7tyK3jvb4Z8f73ByV313BF3pjyMaaDCK0ITCWyFES9uM+Q45c/Scv0h1/jiiCPf4oRdR9uKxWinOBoxP4wm3scE3/XGZ1q+Of37rKzV753VXgdp9JRQgKTRCuDw17wbjZL3jqC7dZ7N1k7+kb6EEgPLLnQm/LFmujz9nWvYP3GyvK7ZH1C8Lh8YLjIXI8uigdJTCshHiSievR32NT5ZpZAV6LITdegn/6W9gXbtP/xm1u/M6SW8cL/vnJkptj4PNr43As3MjHrG2FWCCa0mKsU2A1wskYWR8HYmNYUXL2M0cnGzcVZ0jkBZkEpUVIYD7hwEC183NaFJW4SR6x0R04fb7P198dAHCxPCfDpr6y6Zqdq9n3WIn291xEF9/tvT4zaX+9TwIu4zJe5Xi1KmCnt3u/gPvcOcbs/7k117C0VevLYJvEYcErgkEiRiFKR9FC0cLaOkY7oCkN/bCgEWWVI8tR6YLRBaFRr3CHCo6bOYl6al8r6WrCo9vf1DU8Kg6tJKdOjSjGMhjLkGnUOIgLWs3sH43s3xyJobBcDsSm0F05IiwhPnKL8NiLsGyQR/Zhr0UO9t0yq6vAFlz0tBQHzSnPyWlKqVZcGVYDpIwdD9jJCKlgffZbbbHdDAHMojWy/bxqxRDUdUta1zCR6M+959uZZQ62tw5cMehr0vx2T7k9YOtMulEoPfS3HUyvV0tO1i1jUVZjdJZBDmST2f7Mf+up1U62foeLz+1pne33FDwxmmrL3liEbG6pus6e+D5JxlDgeCwMxbg9Zm7nkcFGjuSYXteccMstucoRQzmilMRYVpSSyGVgt2pdx7nzqtZ3igcF0Pe6/csx9jLuEJcA+zUSZhuwbedafu3GduV63sYMAHar2FMFbrsf+7w4jy670ydu2RUy6qcZhVxGTBxmiLmdUrFAIs6VzbY0jOJV06hS85Mbv+RsVm/wfkMfijIOgXGVaU4yYsn3rApzWZ+wbNhYoEBZGzZAOlHWxy3DGLndd6xyw9oCQxG3CjPPpI+mSI6159n7qVORqngeUYxcAsv1SGh62r3PI8crNBcfyEPAUoIXv0B58ZjyUuboeI/bQ8vtpNweheNUOB4zgxV6KYhCLg1tVlSUoyQcpsjJF1pCM9J9/hBCQEPwJMIsVpbgeAVHPeVwpL8dOT5puDlEbozKjQFuriFbIaoS1KsI60aJ2qKyz0HfUtKKZpnpDm+jC0UPGqSLYFCSMwXyrZF8AqvjhtUYWKVAX4RcCkpg6Bu6PkPvPqI2jFjb7gzjcvsQvXWI3TimvLRi/VLg8KTjcGy4nZXbSTgeM8djYsWKtZ0gFljmlkF88rDKwmoM9H2k1L74lLbqJlb79M0IJSAS54noRt/B0HquSgXXM6i+j35r2KWG+5bPnwAUtnqst9T4d7QVTvvMn4nze6+3P+W8eLhoajLTQ79Y8dnPfpY//sf/OH/rb/0tTk5O+Jqv+Rr+6l/9q7z1rW/9ou7Haz3+3t/7e/yZP/Nn+NSnPsXnPvc5/sbf+Buz/eVF8Xf+zt/h2Wef5f/9f/9f3vSmN/GDP/iDfNd3fdfOOn/xL/5F/syf+TM899xzfMM3fAN//s//eb75m7/51fsiD1nsJN3v41rdqWbPCzetaS6CljaPBXIZiHE7KR+gjBQNWFmR9RglsGafKC3HtqSxQDc2LHKkUfFkuEKnMjt8TNIn094U/9AK1qxqzkxtQpt2oViBdRC/bzcVf3bVOSKKVdBdWIZMK4WohS5k98huEjEYy72Rdv8moYNwRaFVdL+Bptp4qlRwXOlwUwI+FWwsDp6zuT3nCGV0inVeK6W477MZlS1VfaGlUqtPG5fXCqAohFBAjBANbWwjHia4UKsCEbcXDc5+swI2mFO9T4S0UnIKrNcNY1JOxkAyc5ZXGcimrEsiFWG0yvLDdloE6s9RFXE2iY4pCT6BRdeSkZ2kiGvh+JPpECaTWgxxUF2M2f2lz4WxFFaWOJE1o/Ss5ZjMSG9HFMskOyFZ75ovMoIkVKucqY2kdB64viBebUD9MuPhGnfvPYq9/DH6MuewiUuA/WrHnFV22jSwlV0uW2yKjcjZdi/22WUOZItsbYM6OWdTzd4wyColSHY7sLM5zclkS6n8Hq6nMyDENvtm5j2m2YoLg1muLV3JB5w56x5QCV7Z1sHr4jmQJdCZzv3L24ApFxhzYS1wkpTDvqOYoHFFaDMSM2TvNRp7paTAmKDU6mYxYZ0a+tKQTDlJkbEI6ywOnnHqk5jRl8CokVXyimgq0CebfbkVY69vWQbjjf2aJ49u0147Jj51C1kEQnaQPzzfc/S8cny8z+8eH3BziLzQBw6HwhfWmRt5xSAjSRNgLGwPHaCUyIvrSLHIIzce4clhxVPL24RisGyRZYeJuB92nyifP2L85wP9ofLPP3+VG0PHZ44jNwfjd49GbqQTkhUCQisNN4aO/UY5HBtujYH9YFxf7bMImasvDnQhs1z2dMsV1e4cK8LJ7QXDELmx6nhx3bDKyu3BweA6KAcnBX1J2H/xCLoGuXUTu3oVFgsEQVYr9IUXkc/fJP3OEesX4fkXr/Jbx0tujYHProTD0XhhWHGb27xUnmPMaz9fTLHxCi/1Doa/MHS0J9CFjKr3Zh+Pyjo5HTGVghUj5+xVGSuUUnDrsAJmqLb1fPQK9uTtrihatQbupuK/TQ8vW73WuVaHzHLVJThFAZ/0Etitap8F53cQPnsNqYafDnsAFfH7pa7duHGDb/mWb+Fbv/Vb+Vt/62/xhje8gX/yT/4Jj0z2epdxz3F8fMw3fMM38N73vpc//If/8F3X/8xnPsO3fdu38T3f8z185CMf4eMf/zh/9I/+Ud74xjfOTh9//a//dZ599lk+9KEP8ba3vY0PfvCDvOtd7+LXf/3XeWJL3+JLEeez0V7duNtnnZ6037GaTca2qm1m7oqR8tRuFv2dskYQej0iaIcinGiHSKShQyXS6JLGOjQH2twhCNFiNf0UJp8R8LvW9n5UaMZG7DJU1Qsh1D0PohVwKypCG4RWhaBORw+iRGmI4mNwW4vAjYrT1APshUIjhWUoqBidJmds67QfTpfOeJtRNkjm84OKrzGjzgmEoQiDec94MnGQaT6dU7x/HLbw3VaVfqoQq/iMLyroNPury7S+Iai7cVTcDVBBqzCY9zNnmyrFMGQvPKTiFeVCbZ8zX262EVrd2b/tnZzOmPodrBYYnABYGwnq47yVJJmKH7m6pWSMkUTGSJIoJHrWJBkYOGG0FcUS2XqyZUoZKJYplsAcUE/srk3F2uZxkencuee49xbIu8drd4x9kDB7+WP0pYr4Ji4B9qsYZ3ql7pBlc5GzUN+3oYXv+E2fC7Y3VPFtRfFJZ2RTnWYG5TuuC7ZhJuXtz90WVtoSbLqbSJNZwUrZ6u2xDTV9vuEn7yNXhQKDLBltdKtlqJVjmfdL8EGtz778MAW+sF7QZ+/JjVp9o03pc2SVIrm4ddNEkfKbuJJw2tRQIE+danWwDOo2Ts4gFpIZuRjrLBwN5pnaXDCEToWF1tvvC7B3c+TKrZ7QjFCUNAqHt67y/NGCoxR5ro8cjXCjN46TcVwSx3LCICsyydkDJixKiwIno7IIytEY2B8axluGrhM0ASu1p/y4x44H8nMjN5/f4/Ck45+dLPnCoHz2xDgcMs/ZTW7qC/UzAo0s6NMbOMgt0IEpx9FYl5ZWC0epodXMcrVgETJB/Swu+LEdivBS3/DSoPTZOBo8odObsTcKdhJ55LMv0XILefQ572V77DFkHJF1j7x0iH3+iPULws2XFnxuteC5deB2El5cF26nkc/rC6zKLY7HF8g5oxI5iksU4dawRFR5ro8U3JoriE9+bo6BkyzcHo11yqxyYmBgLL0Lp+Q0V4wFtirYimozg2qVZmNNd0E1e7quCnmrKn0WNGfGDUV8Owl2F+Xw8yvZeev59vV5DnXuIU8jfzF370//6T/Nm970Jv7qX/2r87I3v/nNX7wdeB3Fu9/9bt797nff8/of+tCHePOb38yP//iPA/D1X//1/PIv/zJ/9s/+2Rlg/8RP/ATve9/7+O7v/u75PR/96Ef5K3/lr/ADP/ADr/yX+GLGvVbW7uOCuKjafWEyYIs67uspkPFhtQDCJLJq2YGPmKI6IChJG1Qigx0TpEVFidJ64lOdHRQs7oidzvtzztcXEbSm+4MEQnGRyWCKFKHBk6htDkRxxxEH3VWOshZcY9UTiSoEcX2RLkSiVPA993V7YRgcsObKhEtlF5hOlVmAXKu/owm5VAbdVoV3mwkusvuL+P/F5ztCTT5MLdoyM6yQDUB3sB59zao/M9Gyh+LjWy7GUFyfZswV3Bp1BJr8W1xKE5vmWzInMqZjv3Ui7ZwvtvX9SgXPNo9aeWZQpgqCi0wNUJkkA0Yh2UAhkVhjxUilJ9maUpLTvilYSVuaQtO89i7tThfGKwmmX7l4rVaup3gQFfHX9jd/ZeMSYD9UsWuztassvoltKul5VHGnak991ZttbgDAWZANGzCxo4xsd6Oknv3s7cSCVC6SSP386SY+0Y3mYYGadZ3blyqNyZjsqabbVj8pb4+GSkegEMSpT32OrHIg1aq307q3JyHUTLXULLvTwAUXAdv0hJn3GplXREdzZfN1lhnwC9AnoU9CVGVYB8IImJKysk4NJ6VhVVwIpC8wWGEsRiKTJZElk8tIQcmSsVJmj2lXKC1+yMSm0dx/W/FBlGyUXhgGTywcJ+UkCX3KrEtizQnJ1mQbEIlAYWBgsMhYjNHMe6iKH+lVFlJxtfJigmqdLKAMWelNWZvSZ1hloTffj3VR1iXSFyOtA81RRk9WsOywcaz2aAO26rH1yLgOrMfAKvlnnoywypkTGxg4ZigrUukpVuoZOTDKyGjGOsNREpYx0Jv/XtngOIt/9+xqpaNlEoksI6XkmnkvPsnYYl5MPdd3qlbrFv/jtKjZ/V4jd4pzAfQDVqofxsH+QSjiZpBS4vDwcGd513V0W5ZzU/xv/9v/xrve9S6+4zu+g7/7d/8uX/EVX8F/9p/9Z7zvfe972ftwGfcWn/jEJ3jnO9+5s+xd73oX3/u93wvAMAx86lOf4gMf+MD8uqryzne+k0984hMXbrfve/q+n5+fPhceirgf2uq9rHvOjPe+KutbVW0qvXdTaK6uIABVGEuqy4KLPkoVgoy7wpA+Os/zjR0AN+H6eS6w0W3R6sM9sYd8K7GCTp+WBmnme7Oz3qUWHSootV3B1UBDYxG/W6uLq6IbACk+khQpZDJZKuOOoc5CHKoWc0q3Q9VNUrNQ6r7YfGx862HzGae//Dkhs9LM1loGOs/ZPHxcMQqJyYHCLNVxbGJLWS0u2HwKiej8U2tNVsxj3NaYV1fe2rMJTlM/0+nZXslOWNm0N3mielrfmHyq52Xm4LlYns+t2sW9BaJPx51GqjsD6QdhmLys8fEhT2A/aFxSxF+ZuATYX5LY7o86C5QvqlTfybLr9OtT1Wy7kj27Z8iuRsfpqtrOdreshXYrcFuWRKfeZ2ZVMbwOpFopuJWeW6zUnKoQiE4wMwfRQbyS3IhU2wip5LNKS6og93BU1trQFyXWPulsOJ0qy8Y/2yotS6yCZ8O2quOxZqCDCl00ovo+TGqZVsHbUGAoxjobYkZR/7sKxvHg04ymV5pglBIZc2SVGwbzPuWhwGCQgCyCBUHFB+iUHeBbNqSYW5RIZl/haug56NboI4ZdWWBXFq5OmjJoPdYJF/9KgeMMx6lwkhLrPDDommwjxQzXSQ8++agnwvYAn4tTz1AhiKJV9X2qYJ/kyLoox0k5LlWgrQrQRRNWFjgpcHK0IC5OCLdOIAaka70/ftVjxz35aKDvI+sRThIcj5mjEW7nFUdym1U+ZEhHlDL6ySp+IptkBnHxlOMEOgSierIjm7BKRl+M22PhJI2c2JpeTujLCSmvydZvJXlknmSoNl6Jkamq0nA3FfGp73qqHYBXq6dl0zWTLc0U8WIjpaR5+XQdndeDvflZTgPtTab/3InBa2R0e1Cbrv/z//w/uXbt2s7SH/7hH+ZHfuRHzqz9m7/5m/zUT/0Uzz77LP/Vf/Vf8Q/+wT/gj/2xP0bbtjzzzDMPsB+Xcbd47rnnePLJJ3eWPfnkkxweHrJarbhx4wY553PX+cf/+B9fuN0f+7Ef40/8iT/xquzzA8er1Q/6Sm7XUdmZxQ66K328+F1ynjbMStc6i1ZuGs8299MJZJsPUDsODV7x9nuuiAueZhvqe7ffX/uExSvQLnpllJLne2epytKeGj4PKG3BXbOt57Z1r50S/rtzoEl01v+e/o51/0TnfT1bqi9zBXtznKtN2vw5E437vGSqbf2VC376KQkyHdsK9CXM+zknMHRKWmycMuat1I2XUllXlv24WtlKMJT59Ql4T9Tu6bvNxYBNimBrXze/xZxw2T5mpzn2W/vli0/NTe/DCefCbZzan1ciEf0wJrNfTjyITdc99Zp+mcQlwH6V4957uE7XlbeXc+a12ctyzt5ugXHKGYBgMwF81+faP/V0tXv707cprPksADhX4XgCMNPg4EAbgVJKHY4UJaISCRaI4sAvihJFnNo1D9Tz0Ft7f4Sxfqy/p5DN6eB9Ucbi1ddUwfVUAW8ETN3x2GrVWiqg70JVL63UsmQQis1QFCroLr5HoRhJnK6VTUhZKKlyELbmLtMx8P9knpg0GohESml9DRNCca/nINBJoRNjEQa6roe9htJVb2/DbbDyNDmgguD6uTZNlCBWmyrFaFjQ2IKWloVGFmHTv6ZS5uSC94nNpY1a8bU5YTHdd+cWnbnHzzOfY46kPmCrEVkN7uMdAowjJRdKMUrxnuhiTsXLxUjmVf1im6SOJ2d8gjbVI0w8UTH9zk6VM1bZ6LPR58zAyEhiLD3FRge62bPyItNZxcaaizBfB9txtx7s88K2VMTvuu4WqD6PIu7xehA2240HrWB/y7d8C//7//6/7yw/r3oNfs9561vfyp/6U38KgG/8xm/k137t1/jQhz50CbBfo/GBD3yAZ599dn5+eHjIm970plft8169XuwHpbjejd1y0fanke3UPWIacw3ktHDX1vbkrmC/Vo5FvN96Ati1Ah5qBdufu5jm9lg7CZb6vW8DNh1op0o59tecsVd2wOoZJpAZGyGyO90Xp7FMvIptikhmV8Fmm25d93rWoTn1e9R9sh1Amrfa5SawSv0ubJbPh0KwU/T76TO9cl3YHO8t4Iw4G6Am8ifWgb+23e09fY7vnyJ3OKvKOUB1e45atrZ7ap/nj9sG99PjSQSP+fnOuS3K3c/1u8T0WQ+qXXJBEvthHm/vN+yygv2KxCXA/mLGjuDZeS9P2dMNVXt7gr/dq3k+ddwn4k6jqpPyCzJ9m9fZgt7nr7epYG8el5n2s/35vr9WEqJNHVx9gA3aoBaxYFXDQmhY0JYFS1tyEAOLoOxHaGpf7ems9NSXbZZnD8ZkDrxS9qMzZu+Vnu4Nglepg1blT1MMo8FtqxaxEFXYa4xFdE/PYlLFTgKYzNQtqQztbOLCHkXos3KSXKplmQKxGE0sCIlOlE4Co8IiRLIJy+iDXBIvFCRJJBmxAns0XGsDVxvhesw83o5cv3JI93iBa/tYCEgxSD02ZmxI2CpRiiGWiVLo1OgUDoJAbkj5ERa2D0BHx0Iijy469pvA40vlWuP2KnuhEMVYaHa7MileHRb/DYIpXf3tY/azshEjq//yjSpRnSlQgDQE7Pke+oymDG3j/X1Ha/IqVbGY7AwO80qHFU/o+GRLCaEhSEcMCxZywJIDOg20KugEzKnicwYnY6HPhZM8smLFihOGcsxQThjTmlIGjAFV3bl+Jurc9uTjTsB6u+/6tCWXv74NmneFzbY9r6dlu8Jmd09gXRhfRiNbjJGrV6/e07pvfOMb+Zf+pX9pZ9nXf/3X8/M///Ovxq5dxlY89dRTPP/88zvLnn/+ea5evcpyuSSEQAjh3HWeeuqpC7d7UTvAayMeDFTvgvy7OB7sjP/TPS6gOomU+hi9XW2GOu4au/MMmZLxNWF8iiLuvdUTrbyCu8pSC9KCqDPWJHgvN0qkRS2gInMPt/f6SnUfyRQSowwUS4y6YrQ1xRIp9/66jWBl7vGlOq7sVFO3DplOlXibKvGxJnAF1ZYgAZW2fofGWXgoQZx+rnXOoRJ2Wodgw0wqJDIjTjuv9HMz8tSHbFPFdzNWTGPf6bu4Txc3v7oXHDa0+1k7ZK5S+3FXcwcN/5UqU7DOPXWrKj9bvVZ2oVXavFkhk2ZBsmIjk0joRA33920nQZi3tXl89jeYnp7WEJhp6FYIelqf5GLW5Nm493HzfGB8zvu/jMbXy3hl4hJgv07iItC9QxU/r2ptmfNsieYK+Q4tfCPetP25Z94LFCsbYGp1GBatg5rXRxtb0FhLJ4EuKF0QlnECxL4lq1VR32engon5TbvgIiRUQOyqml5RxrwSbYCo38q1gupGoA3et92I0KrRaWERpxysMWYhYHMv+PZf6qGcAPdEeMpFESlI9hp9NlAcwDcCrRqtut3XQiO5tBSJjERUhb0gXG2EK41xpcksYyIuM7JQrAn+vUtBUoZ+xFYJGwp53Ch/NlLoVOiCkqMx5pYWt0BbhsgiBq61yl4jXG3gIBZaNRZSHKCHTBCjCZueLmcHGKGUWuFWghjJ0ylIVXWdK98GpQiWDB0KrKqP6JA9IdCbt5dbIeCtC+50YrVVINakTEsTFkTpaGVJs1XhFyAXF5wbi1ezh1IYcma0xMBIkqFOEJILw82D5oYTsR0T60Pr5OleYtfneqMifpGw2TYd/PT1s/P43AnCpnrwWs+WPwhF/H6/+bd8y7fw67/+6zvLfuM3foOv/uqvftn7cBn3Fm9/+9v5m3/zb+4s+9t/+2/z9re/HYC2bfmmb/omPv7xj892X6UUPv7xj/P+97//i727r0zcJZF+L/GyKuWnwPS8eF6+2/cMUsdGnQGmVO7SrFMxc8ecTbTpo57ulWEDTmVyYdj0VAsuiBbM+6lba1Aqaw0lEomnq+m2eZasYAJDGcmSGaSnlxMKiUFXFBKprDGxWtnebt3ZPhpax2udj8FU9Q3aEmWBIjTsESzSSIea718w/36hOpxMaYVgu5V8s6mL28hWSFLBtfhoYFLmvu9SKdUzQ3Dnpibzd/DDYXPSYVou9RjNzICpgs0kIDftoycBQk1ezC4wlb03bXXaD+cMZFcDFwfaWVMF2Mn3eFL+nhPLdmY82zzfrMdcwZ+fbf5O7YOh1GRJrmzHOmZusQIhbxJBD4GTxmt9LD4vHoQifid/9S+3uATYD2Xsip3BxQD65cYMvLeq3dsK4dugYBtAlLn/aZzfcxp0l5IREbI5IDO1Oqh7NlhzRAgsbEFrLfsxcr0V9qJXbtvqeVlMWBdlRKrowtYRMqd4p/rRk6DZROEGKv3bAVmjsIgOKBspLGKhEaOLDiaXHXTROUpjdoGUIFKHKyNgRIE2OE29oVZsNVDEj1Yqnt2fqDWlQFSjpbAfCypCMmURIWpgGRZkK0gpBIwrsfBEW7jeZL766orrV1Z0TwXCows4WGJNRHLGTno4Gcgv9eRjo1+1rgaPV6/3o/FoJxxE5SA2lBKJAnuNsAzCIwvYbwqPdJmDOBIl0YWESiGE6dj5BKvglO9clFQAi3RaaEW8SqCGGLTVYsTMGLOSxkA6EcQKWlbQOp0tjxkLhW4xsD8KV2PHfmwYCiz6hiEvacIeEryCsQj7NLLHfj5gXxcso7r3Ku5bmjHcpttYp0RfMivcdzOVNYURmwRb5vOiqROTyvjYEoE5HacrFPM5vgWmtyvX0zWzU6G+wJLL37/dd30eXfxsW8bWXlyw/OEf9L+Y06Lv+77v4w/8gT/An/pTf4r/6D/6j/iVX/kVfvqnf5qf/umf/iLuxesjjo6O+PSnPz0//8xnPsOv/uqv8uijj/JVX/VVfOADH+Czn/0sP/MzPwPA93zP9/AX/sJf4Pu///t573vfyy/+4i/ycz/3c3z0ox+dt/Hss8/yzDPP8Na3vpVv/uZv5oMf/CDHx8ezqvjDFOf6Tr9CcdftXjj+n6bibvpyJxr2tJ6qt2U10Suaqo0DMGkAJUhLoFZAcQsumYClhHqX9Eq0a6i4fkpDqJXdarcFDpxrEjsEH08nxe8m+LjcBoiTdVdNaG+ApI8/Zn5/z2YMGdapVO9lV7setQJDtflQTKmCSedkYr9NYqYK9a/QBliEjfd2I0ZXbbNna+q6fwIEPCPsy43p/xsrLxhMGIvUYoPvk1tc1WR4/UWKTZWPjTJ5EF/Z68Le+jYpiqcyfc60he3UxClqt1lNgG9U1Hf0zqeCy5TQqEWLPLHDDMZSKPPxnwD4JIS2URrPeOtfqjT8Isn31xu1vCouzkaYRNtcrTzVv+62kUtVI889hNoHPrUFzNaXsD12+7J7GFHOLQbdQ/X6DpXrh32cfblRePlj9OvziLy8uATYXyZxETg/z3bL2FXO3Pj4bh7PVKgy7lTbRIL3BdVBqFip4maVVoY4BYtIaw2dODX8agMHTeGJLtNKIZAxhJOsrHMgmbAqLraVJjCND0BG9a8sVgdFI1ThMpkrx8ZeMK7ERBcK++1IGzKLbiQEoWm9P8xMsVUkqyKWUW9wrlYhYAqY0NVqdKeFoIJJYDCvvjTzzd9otNSe7kwjSkHoi/dDtUWx4mJiEeNaLDzeDlxvCtf2M3sHRrzSogcd0jRe1i8F1iPlds9wozAcB26vWk5Sw2CKitEG4VoDKXpFPAJRjCuVBv9IN7LfZK4tB5aLEQmZ0CRQ8zmcCWVUUh/JWZBByGJ0MYBkFlnpqhFoKbWCXeXizdxHPKaG7lYmrzPtWNArCWkFaQMhCN3VhMjAE+uBG2MgSODW0MC4R891Rl1QZKDTfVrbY18X7EmkUf8dFKOIYKXarBRjtMJI8uy7DZ71F590aVCwgNSkSNAW45jzxMxcFXb3elHTM+rh8/WyBbana2Zj3bVLEX95levXXzxYBfv+3vuv/Wv/Gn/jb/wNPvCBD/CjP/qjvPnNb+aDH/wg3/md3/my9+HLNT75yU/yrd/6rfPzqQ/6mWee4cMf/jCf+9zn+J3f+Z359Te/+c189KMf5fu+7/v4yZ/8Sb7yK7+Sv/yX//Js0QXwR/7IH+HFF1/kh37oh3juued4y1vewsc+9rEzwmcPS9xzP/aF1pzOx7qvODN+n1ehniKcsiBs/R1SwXVY0gQH1Y0sESKtLYm0tNbSWFPp25VcLNWvWtwtQ8WXibiGh8BGv2P6h9tnCW6V1Va7rLau11UGWRfMk7PiSXXfT9dv2WiwuJ5KKg5aV8mfD0UrmG3qgah2m+KfqRiNWmWqGUE9Sa718xrxlqZFyOw3I01MLBYjsc00i2nc4Ay1mQrkJdREtIClyrYbwEZIa08ymwlly09YpTqm1Nv8BEaCFjRaHZ/q3CkJJSvjGEgpkorSp0Au7ujhzDKfUxQTRtM6L6pK6wZQZtadblWBp3mT1QQGbIB/MhiLb3MooR7ryfdaZpCft+zEJv9w/3yb52hDcU2UZEYqDq9HRooUkiQGWQPGIGvcK8TZCd7mWAVCC16I2GRPzhR16jc4u+ieQPX908Ffr8B6igcSOXt9H5r7ikuA/SrH+UqJd4t7o6feS2xX5bbBxLT8Il/r7ar1ptq2CxZ82SnlY9n6h8z0semqs+qd6ADcj0+j0AShVfeybMSqMngVwTKBojSi7k1dM7WTkNnUL4ZUWlQd/EX8SEbxf10oLGKm08KySTQx0S0SIQohKpRMSVIzqoBN+tkK5pTxUrfb1Ex3M2e6a+Z2Sxxiym0LPpgXLbTqRPemQBYji09EIi7s1oQpMVD/qfoHmiE5Q0qUMWHrxLgW+nVkNTasc6AvitVqQFBDi08CpuO5Hx1gX2kSyzazXCbaZUKbgrRA8N/DMuR1wYp7q2+rucPm2E5Z/SkmYYxchDEpKQsyKmHM6MRurqdgaIXYGYumsBfgJMIyCkOJtCw8g6/qomzWOp1Qa/WhCuBNp90EW8tE0ZMNJU3rcdRqbSaqtQd7ArybgXojeLbVn21nJ8I7NnbnJaju0Hd9J5HA8wUDt3LJDwEd7pWKBxU5u9/4g3/wD/IH/+AffNmfeRke73jHOzY9lefEhz/84XPf8w//4T+843bf//73v3Yp4Q9NnFWIZktPQiWi2hC0c2YXHVEWRGvpbI9okY6GVpQgPt5KHTtVpOpsUEU6q3BoFQX1MdZmsC0CEatAlgp0jTb4WOmCokarhUVI7vJRk9FatxOq7ckEIM2gT4E+KWNx8FdMSBUkat0H325GMRYxe9I5ZppQEK1gViHGjKjRLDPNFaAVwrUGFi2y1zmI1q1jWaqh6DT4hTDPc5xCl7E+wViwapFxRvw6yAacFZt7ziQIdM3GRkUFhoSlAquMnYyUwUgrKIMyrgPFIKVAyUo2ZcgNuTiTbiLyuWe3bbWyUYVBp6r7VJefqukOrlNRMq4xMyUzxrrRsUyVdebiRi5eEU/FK+6puM3pOkOUWNkHXrseipKtMFQ/E6fSQ2JwJoVtUfm3rNjm5MBdxkx/4WVWqy8D2J3H3m9cUsQ3cQmwv1ixA65fOar3ZvO6A6BP91WfB65PPy7nVde2ekhLSVsWGeO8bLYHq3RzlUn5mbmSbZbJNlBsunHuJh4ySlEo6l6YoYqUBBOkotqM/xsRt+LCGMsp72zVmdo1DdatZhbBWIbClW5k0SYOrvSEthDayQLDyCcV1GcjZ8/CprlXGEyEBhfybgO04urjrfqkAvNBps+TYupEUzeWZAJCUiFiJPVMs9OqBVMjizISGYFSoveTnWS0HZHDE5/YrkfKiyvGG4VbN/e4vW55se84zoGEMBSp3t8FVZ/cLNQnNFfbxDIWDhaZrst0e5nmwJBWsRZPeAw1Gz9sBqNSqW/JAsmCZ8qRema4qvlQ3Ie6IOwlPx+6dYOVkdiBjtmBbaMQAmHPU977e4UrK2EQ4eqgJJSDfo/eIskSe7bPgoYrbaRTcSrfnLyZ1OLdz3vU7HQ0yxVkFwfV4lUBo4LtOWdR5lnHpFLuv9tZ8ZrTcR7I3r1uLu673n68A6B3tnG+cvjrJXP+oDZdl3EZX+q4J7r4hf3Y03W+LWJ6j5Xxe4gJZKvGWfxKtSFq65oWVXhsYQc01rJHRyOBLgQWqpW+7WyhCUQ3KhUg+7JY2WFefXZw63aYtgOwW3V9DwfYLp7ZRR+fFu1I22VEC6H1uYI2PsZKFKRWkCdHrTIauccFQnsH2FYrxCEaTZfRxgh7IK2gBxFpA7JsoOtABYnRv1Ab3fJyb4FduwJdh12/DrGZ6dPn3W3vlGBiGGBMyPERsl5Dzs4+UME0QAhORpiSIOoZemtaWHRYbHY/dRiR27cJx8ewXtPeug3rATtaw5Cx1Qi9A/FyZFiC3AslCzYlBNg6/cwT04YfN7Na/jCZv1cpMI6RlKsjSBb6HMimDuDN+/RT2RQ6xvraaEo2WGUvfpxk5SS5ps06u8PLOivZjGiBNUK0jElBEBeGE9vw1+djflFiemv5Of3du3ERGL+3MfWVHHvPu8YfprHdmQ0vE2A/PF/jSx73DbA/85nP8Eu/9Ev89m//NicnJ7zhDW/gG7/xG3n729/OYrF4NfbxNRt3Gyh3bRWUO/VY30//9XYF7rRasi87ZeF1Lt1m+/V77CGVChyk0obVVTpdh2y62bsypXdI2SxekWs1ui+1T6wSmCZqWDJhNP87FGE0ZhpSobK2ZOqX8ndHJkrYlN12WloMRmhAG0Gb+hsVEHWKczGnPruXtkz19vnozkV6ASRQxAHoVLGe7jBSM/FYnYSo92SnOvEIePV1yi7n+TgoqURKSth6xI4S0vZIKpTjgfFFY3XYcHO94HiMHCXlpB4jtybz4xHqjioT0JeZ0jafmdPzOoGx0f+VQchJyFnJ2WlpfY70Rd3b24zBhKFMyRevyqvAOgcUYy8qMQl5NCLm9HqVKmgmVawuEIMQRQmqtMFoNJAtEkqgk0gXQqXju0CdilTxFOZ/bpeWyepWX3O1of7z9RPnWc+InO2/nirX07V0P9TtO617p16xV5Ie7iTLh3ekKw+wa5cD+PlRSuHv/t2/e+74/M53vvNVtbH6co0Hp4ufv80z27NyDk385YXPCfxfMBfAioSZ+t2oENRmOncbZKZdd1qFQtXHr41YaJkr2EF87JsAdyNePQ64w0YQaGImhkLTZeIiOz26qVi080FLWkWCC7GZHxh0LGifsWzEITm4rodGG0H3vA1JrrZIE+Dq0oH03tIrxF66BhGsbbwKvbeHXbs2HfwHi7aFtsWWS+zkxF0yRCE6uLamPf9DLvrctoHHHqNcvYqsT5CuhX6A5REMCT3psdXoCexmxIaCrIonycuW9dWUMJgmTIYfuy0QNa1fCoRglCIMg5GyoMnIdf2x+JwoVRp5NiUWKOrzgVRcld5bt2AUgeBzuWJ+LhmCmrceFHbnrLuH5bz2qXPmq1buMt69fHD9So2jr5Z2w6sRxV7+GH05Pm/ingH2Rz7yEX7yJ3+ST37ykzz55JM8/fTTLJdLXnrpJf7pP/2nLBYLvvM7v5M//sf/+KU663bMg+o2VXsqm+m8/LQwia93SrzkPirfG7XILZXJcyiwdYGvM1FwROds4Gk6zkbkbOrBTjBX45yOJlIwzZgkTEYgO3hkdMmwSi1KFJK5dMVYs54nOTIUF9ESM4ZsHGX3tz5KymjGOk80Ja8yT18hCGQCLcx+1hShBN+nqEbbZGI0NAghCjW5TxkgJ0jZWI/KOitD8c9dF6UvDvALgmYoqiR8MBosIBihktcjZe7/6qIRdALkQqtemd9Tp2RFfJsCVdzNKV2pKP0QWRyOWJ/RmyeMt5X1SeB3X7rG4RD53VVklYXD0RMOk0iMUqvq4gTBpIqaMZrbWw1Z0FGJawNzmpx7YEIelZyEvhf6ITBm5WjoWJfIS6nhJCs3x8CtsdDnTD862G3U++xTFPZUwJT90buZl6VQkkGfkVSQJORDZVxH+tSRaCga0CCoFlqNDsBFuBIbljFwvXUl9mVwMZUh+/cRc2sPF2gp5JLJjC6mYolsuXqmJswyglFqD55XdxqEgEpDwHv5As0F1955tLPz6eJ3Skrd6fFlXMb9xmq14sd//Mf5qZ/6KV566SXe8pa3zOPzpz/9aX7hF36B973vffzb//a/zQ/90A/xr//r//qXepdfd/Hyq9nb1/5dqtlzInv7XqTz/eM8n+FtBs32svPCxcCm1ioHQrGOI0HMW7nmnubaS12fT+sIleItVBeOMlO+z/fV3oTUvmbvbxa0daqYbCWGLRVkLzh1Onky22xaPyBXOlg0cG0PuhauHGBdB1f2oe1AFAsOdufm5FcjVGB/z1FKeAVa/toGa2sSYLXyv/0AQZGg0I+QDQkJLQYRSrLdUwav/E9sgIlHPv0sUwVbizPgau4cTbWdsDhNW4vT06PIzCCb2GRmigSfzxVhZovp1k9vlbq+kTwrJAYSA5mRbD3FRnLpnTVZBswSNmsBpc38dAf83mEcvQ/U90oA6pcDph/2pPirFTlnfuRHfoT/+X/+n3nuued4+umn+a7v+i5+8Ad/cKPDYMYP//AP85f+0l/i5s2bfMu3fAs/9VM/xdd+7dd+iff+znFPAPsbv/EbaduW7/qu7+Lnf/7nz2TC+77nE5/4BP/r//q/8ta3vpX/8X/8H/mO7/iOV2WHX3sxAd1tSvS9AWXZAuBnl1+0fqW7nlpnhwJ7apvTbWnjox2Ajc/1RZ6+07u3B/hiCRFvyDFxtUgBCiNikYwRzKlg3mvjVJRskygGtcrpfVVDgXVR1hnW2RgM9z2uCqLVNpFQKcCVH+1gT4QYNrcsB1VOTZvESyRsqFFmUwZ3UtFU7ycuQm9aPxO3NpkBt2du3W7KfGKCTz4KhWBGzl49hkn8xWjF6MRQrclrgbbS66IW308pUARLkNbC8WHrlPB1y+EY+MIAfYbjVHvGxfvCQ6VQm/pAN5oiBn32494nP+5hcLCv1e8ag3FUSoG+V9YpMtakR18Cx0lZFeX2aBwlY8ww5o0dyixEY1M1vlp8JaWsCozmxy7DuA4MQ2TIykggsbGHCXXgDqK0QWmD0ASllUJTkxXFIORJUGeqhldN03oeWgW3NoNcV0SlFJ/EVUXcqYJ9XgJroooX8lzVzqeLS6cy6vdXpX71wPV0z3kYB+0Ho4hfxnZ83dd9HW9/+9v5S3/pL/Fv/Vv/Fk3TnFnnt3/7t/nZn/1Z3vOe9/Bf/9f/Ne973/u+BHv6+o7T19mFk+ztyf5dwPZ5166c1jw5s9lxh4BebAJIIwlQ6Ql13B7FvcR7CxSLaHb+V65VxmieCA4y0YG9RTghBDGyaVXa9nWgtkZRQTXeEx0qa8vp5kY7+jjX9ZnFaiRooWk82RvbgsRCXBjaJa9iV1cJDEoqXoFNtjnKUSgZJIxu99hG39kYPQmrCrnUdQOGbkB2t3hwsD2O1IETSQlWa2R0f25idFDfLZymHkKtaMd7/9zVClmtkS98AVZr7PDYqeLHPRyP2FgotzPWQ1o5RTzn4MSHrcSG1XkVs4jV9udP8yBISSlFGUanhvc5UIr3w+fahpaK68kkc+HWYrVnG+Ek+TzgaBROkiu+O1XcWJfEYIVeelayIjPSc0JiYChH7neeV+SSanJ8wGx0YA3zWL4TX8RK9EXxWqpQ3zUeROTsPo/Dn/7Tf5qf+qmf4q/9tb/G7/t9v49PfvKTfPd3fzfXrl3jj/2xPwbAf//f//f8uT/35/hrf+2v8eY3v5n/5r/5b3jXu97F//f//X8PNXP6ngD2f/ff/Xc7qp+no+s63vGOd/COd7yDP/kn/yS/9Vu/9Urt32s7quiWPz5drZ5iU7WWM69v+07uUshly//w7DY3lWu333AwMVXozlbntsrAADZuRNBObXfTO7qpZM+AwlyhE6kgG8jWk00QGoIUlA4RrV6TgVZD7V+ug6e5JURBycVYZTga/Qbtf2GsQHh7l1Ntpx3N7b1MhYV6b3OsCqVtKHSLRLdfiNe9H1jUB+rSF0oRcq407RI4KYETU9aFeZBIzmeiyQ7qV0XoqgBMKC7S0kogSmGpnsJtxGidK+4TD4NGC1dq1lcq7XkZMtfbkUVI7C96ui67UncS1keRF472uNU3/LNV5FYPL6wSffYJkFceNuqui+BUv6EJ9OY0v15gUSCRWeRMLrBMQgheQ7cCKQspC+sE6+SU8NspsirKS4NynODGULg9Du5RmgvBIIRAykYWcUXvDKsUawJkyWKVCbEQ3LeNMTX0ueFwbOtg7NnbUD28vfcvsB+VZSPsR6cstvVUETxhYHjCQgtoVlQFs0IuXsXOZawDtQ/KIrOBC01YotIQpfMKdr1WgsX5WplCcXuS866f+drYarU4Tzl8d90v36q1F09e/mTk4UsXfGnj//g//g++/uu//o7rfPVXfzUf+MAH+C/+i/9iR+X7Ml69eKV7tM/d7g51/GxVe7uFq1iCAkVHsvkcwtWbIVoAg1B87tBobbMqkIMQdbJwUkJNcgcRsqPpud8aNphxAtlTO5SwEQXtso9Zi5RZJh8vm5CdwdRkVKFpM03nytqinhSlJtXNbCvTKUh0YK5jj66SV3O7AClDE5H9tdOtVauft8yVZVu0sFhirf/d/RkM1iskjV45HpOLjZayu86YXORsTFAKsh7qMoMmeN93G5Hlwsu6TQQNWBOdOr5YwHIJ8VRybBjh8BZ6eBtWa3jpEFYD3F5j60Q5ztjKyAOMx4GShWEdnbqdNzTf6bcp3q/n998JYM+nXj1nartZKUJfglPFS3BmuW2EzFzkbGrb897rvvj8aZVgNGGVHVinAqtUSJZZm5t3rWRFLyuyDQx2Uhlng4/dlillmBkYZmXD4Njpuz47GnyxE8qvK2Bdo1Rm5cuJ+xU5+7/+r/+Lb//2b+fbvu3bAPg9v+f38L/8L/8Lv/Irv+LbM+ODH/wgP/iDP8i3f/u3A/AzP/MzPPnkk/zCL/wC73nPe17Wfn4x4p4A9p3A9el47LHHeOyxx172Dr0eYqO3HJBqkQGbqvL5PdK7YHqzrbMAW85Zd9taaPKq3H7/Nu1Vt6rZNlX16jpAFZyYOEWb73UxUNj2zHYpMiy7Wni1dlAE1RYRpbElCw7Y145lCCyDsNBqmwGICQm/UffF6Auss7DKmTFbVRJ3hWidExheyWwRVB2gLYOxVGM/uN/z1eWa5fVMuKLoIy3aBP96YybkAT3MYK6gmWzy3pa5Bi8IxWyr4i0MCCE4PbrFKWtJHAGO4lVvVNDikyIV998W9e0KLh4TtXClGbnarVl0I3vXR8LS+8osG2GdUcuUEkgpMyRjGDN9KQxWMPV6bFM9SEfzxMVg0JvQFb/x5QjL7KrluQhTh7mqg3nzE4AooSZeAkNxyvw6F4YMQ8qM2X9fxUFtq7AMwl61XQni/Vc9gbReOrWw9qDLJGpXhJQNtUwD7AX8fGmcarYIcK0zumBcjS6sw1yphlZ9kI+qtTLi54KTzjK5Zr13NQYUqXY1QXUG2IGGaBuK+Hksj/tp0TgvXnVQXdXmzyx+CKlnl31ar1zcDVxvR9M0/Av/wr/wKu7NZWzH9nV3x4n46QtiBtzn3zM2a6vzfre2b2zatgp5Y0JgBdXo9GrpSLIm68ggKwZdE61hYXt0uUOz0s192Tp7WLfBx7E4q4hvV61Pf7+qVyJUfhKEKqA2Cad1odLMsVkwbaKdd6HQVLVxp58746oym2vinrpdaLXQNSNNKCwWAxoK7d4h0kBY4qJp23TzevgkCNIFJCjWBlf0xgcwWyX/l4y8KlgCyzXBXzGfAZa84leSzwtKVu9xFtBQNVfaQmiL23u19SduXchNFwG6iERFWrc6ZczYkClHiXRcKD30h4GclPU6MqYFfQ70OZJM6UsgFWEwnTVkPBltc9KjbP02M7KujIP6n89h8O+TbBI4lS2VcT/+qZ6EyaQWRWDIddwvRirGKmVOLDFaYi09SUbWeuxValsxWo9ZIuWebImc104fL32lhhfYYqBN18rDMp69HsE11HrXyzzEZk77Pjw83FnedR1d151Z/w/8gT/AT//0T/Mbv/EbfN3XfR3/93O5wx4AAQAASURBVP/9f/PLv/zL/MRP/ATgul/PPfcc73znO+f3XLt2jbe97W184hOfeO0D7PPihRde4IUXXqCU3QHgX/lX/pUH3qnXTWz1VavEHTANp4C0nKWoXvS6SDgDAC5633boVg/2hvq6yTjnieq90y+u5yYGLgqbxCZMKnXWByMTw6VUWloWLKylVaULQlvVrqNuwX5TMk4zdkp4IVdaeJr7W92EQgSiyWwX0qoP2p3432XILGOmWyT0wJVFda+FWOF5VFglQpuITSZUwZb5n3pluFSK2/QWqTTviBAlE/GJQiOlTjjqAFdFziYfSlHvjVL/sQh1QhEU2qYQ20JcgnTik4KEe3NqptVMK+7D3YjN/evJCpmCEXwCUYSEulKr6fw7h1rNj5Jpw0iMmRAKMZZZEEXEBctijgTznnAVm5MZvh1BLHj/HUITxD1NK2MgiGHimW7Dqw7BfMKpamitJreSaEXJ4jZtpgbBkwFdgL1gLIOxF/DqdD0HhiKoCrq1zz5T2ExMp95s2PSY+4msU8qHIBER94SdLEG2E1TMW7t3cHyaMn76+niQeJhp3/cTD2bT9fqc1LxSsV6v+X/+n//n3PH53//3//0v0V5dxn2phJ83u73QU3vafh2nt9wRHJA620xxITzBE7/ula1kGTApZBpMCklGggUGa1ETGnNH7KYoMQfvrxat7U7TmHB236ZE9LZFlFtxOUB3ATVodWIs+TfowuT+4cuiSO3jnkBgFSKd7gN1+20wunVHo8byODkFPfp43jaZULVGpuM4SZdqMDRkRDIa+p1+5XGIjGNDzsqQAym7WvbkHz1bXplVwS9/PomjwkZdvQnF7cNqG5hX9D2x3TaJEEc0FDTUanOCnJWxb1gPDWMOHKfIWAInSWfBV3f3oD6WqTV9LgbozqmzOWbTELLxG7faUmBewZzavAqz3gz4slKfFyCXUgXMKvvQjD57mntto9PAJbOWYzIjqazJJLL1pNxjFFLpnXlmCWpS/Awl/CHKyr5egfUUO9fXfYYBv/Zrv8a1STiwxg//8A/zIz/yI2fW/4Ef+AEODw/5vb/39xJCIOfMn/yTf5Lv/M7vBOC5554D4Mknn9x535NPPjm/9rDGfQPsT33qUzzzzDP8o3/0j7ZuoH6DERFyvrMi9ZdFTDdwiQT1/gDVWAc02K1En+dd6XERiN5RBq+0VpW4RQcP83Zn4SbZVLCnSt30GUV2KeJmeX5flrTT2z19B6vvCboRPIPRq9jFB0O35LIK6Bta9unsCle5whVteXwRWEa43hh70Wb6bsH7d/oiHCU4rpXTdSlkK2TquuZ9YIoSgxKB/ShcbwrLKDzeZQ5C5rHlCQfLkeUjmfjIEj3okOt73geVsqtxrkfC3kCbE/tHA9mUNvjAsijC2AixGLmUWdylEWMZba6+u8iZESUT6j6qarW13PxmxZQiAlTfanEKXGWUE4Ig0SvDRAEx4tK4srfCLPN4uyCa0LdCmwRS8MEJo5fkvfBAY7Cw4LRrhesxcbVJPL13xKId2d8faPY8ow4CxQjJaJIQtFCIaBKuFB9hD6IPKykLkQYzV0ZvBB5p4dEus1TjeptrH/hGjbIm/L2HvfikRswIqi6QRuYgBFqZlMIdXD/aZRahsB8LIk5PG4qQreGkOA0tKE77m/r0ime8C2Ot5uQ6OBtUpodoJKoLm0W8gj2d84qe8b9WUWwWDLx30Zq7KfQ/WJymhrKZST1Ek5Hz4pIi/urExz72Mf7j//g/5vOf//yZ1y7H54cjLkqO3TOd/MKoTDKRuarNljhjthERdZ0UdV/GpD1KYJBjVANK437ZEmemmxL9rwYCEbUtb+28NYW06c/pJKIx3asisc4GfJsNzVwpb0SrsJqgIrRBiVpnQeKJ6gKeZIW5ojoR5lUhSKwV8s4T7vgcZbbtnI7PqZgq7Nu3z2xuSTUU/6yxQK6V4elbzdZWNj331yaCviCzyGmUrcf1r1IdTrQ6ntTnU1I6MzmoTJVh34che4Ehm1HMWYh5KmbUM8zBtcxngVSW384XZaszsD4u03He2n4GirneSq7nmXPYjILbYmbJLipKYmDtwFnWJOud/l16X78Mvo+WKRU8m6WaDJzo4Hlr7NwF11/q5PIrAq63z8GHcKx+UIr47//9v59f+qVf2ll+XvUa4Od+7uf4yEc+ws/+7M/y+37f7+NXf/VX+d7v/V6efvppnnnmmZe1Dw9L3DfAfu9738vXfd3X8T/9T/8TTz755Jz9uozzIhAqRTxouwG9W0B7m+J9XlxUDZvWP0/Y7DzBpu2q9fR8iknhsWzTzaceb9MZxAdJ85x++qxSEjIriiuF3vukKgXJW8QmKu6SzhbsScMiOLjeD64M3YkD0jQrU7q4WDL3uh4rgJzoYf492YiK4UJiTfD+4/1Q2A+ZvZhYNIWmMSTKPApKAVJxVVLD1TgbVxWPMbNIiU4KWdW3WynIk9/nQl05+yAU9oID6kYLk0P0VK02MRD1AXjKdtfsccZv1hkhsnvjFvPRVtXXlxaaJrOIIwexIeXAfvSjsC5umTF6x93md62Vgi4YywAHTeZqHLiyt6LbS7RXjLDwkd6K+ZxsANFCTEI7ZooFrwgEY08LBCFFF7QxXFStVeOggf3oXuPL6Oqx4JX6XDP7Xuzw75jL9Lf+JHM9YZqE+HYXmlloYRkTQaFP7rG+LoGYpuSF951PA6+JbVWcpwo2UJXJq/PnfJ5LBdRTQmt7AnmRddb90MXvtWr95dyXfRmvTPzn//l/znd8x3fwQz/0Q2cy/pfxcMcrBhxsu/c7b93DlEl8NFeJ6Fxqu5gEhOn+WOcJNeHtDycmXkWGM3Dzv4UpgbkBndO+ILoBehoRAiG0Dt11QbQOlUhrHZjS5g71tQgVfGP+GcUKWRLJCkX8uxXJ9X5vW/vlXd+TfKWYVkxTq7Wyuddu7zvzXMiovhRkccHMjYPKNCebKVE7DKdp9mOVSeDte1LHl8lpZRprfC4YrCZ+6zioCHluTstkTd6XTJphrX/Y9BlbcweZvnuoyREhEJGtMY5T1X+AbJnpWxdJNUmd/FhYokjBcBDtP+22Dk/ebGP+Z86eqI8nPYBJn2fXT3xr2RnAqZ6Vn77fBZfJlxp43zW+jLBSCIGrV6/e07r/5X/5X/IDP/ADM9X7X/6X/2V++7d/mx/7sR/jmWee4amnngLg+eef541vfOP8vueff563vOUtr/i+v5Jx3wD7N3/zN/n5n/95vuZrvubV2J/XSdS+Z12waJwmEXVJVM/gzJUy2fR6ngewjUxmQ5OZbuLngW4hbESaiOhW5Rq8an2RyNl0s54pshLmdaN28+eVUDYgZP4OYR5wBjviRv9bGK3fSKv9kUpLK/sc2DX22eda23ClFR5pjT3NXGsSnRoZ5aR4LnnK2vZFWJsxWCZRsJqFbUQ9yy1CVGUZnWJ8EOFqUzhojOtdYq8d2dsf6RaFsFDvwTKQfvTBpfhtWYIS9gJY5sqqp2szxZTbqcMkIOq+jpgSMK6GxEIL15qBZRir57QPDlMrbKn9S8WK90UBybzv28QHU694G0EKXUws9kcHvo9GpItuU1IKkZ7FUcIscf1kRDH60rCXQGOgG11xvbcIBjEEGhWutYE3LIzrMfEVe0dc319x5atG9GpEHlsiISC5OMBOBT0esCETDgux6Vn2GVVjPQY6aVll5VoQ1sUBdqwA+3qTeXzRs4iFZTui6vTsnIVhrMqjeG+1IWQLUyqCRGAwnbr3kSoK5+rhQheNNtaO9drPtpczezFSELoojFZopWWQvs57Sj1v6795IiF+flfGR6BWarYmH9O0zLcyXdF6B+L32bg/Snm9/kTvDLK37PPuGhf0Yz8s8RDv2ms6nn/+eZ599tlLcP1lHjt09FlIrWAoYlNPq7OnirkbsVUgCiMulDZVdSeQvQ3KdsHC7n1rmqcwAznRKZHpFexiI6qhpoQzSqQwohIpJBS/R2tN1JeasP3/s/f3wbJkVZ0//Fl778ysqnPOvbff6G4QEH+/9lHQEUMEUSIMlJlmRAPUIZQQ7UBCjGFQsSNEQV4UcRghxFZQCTVUNGREwpl2JhxxEAV1JFDEMWQYfZxHhBH7ve/LOfWSmXvv9fyxdmbVOffc7r739u2+3ZzVcbrqZlVmZWVl5t7ftb7r+01qmtNZIlE7q56q9Zwn0sZ+6H6qi5SkdXmuun5dyWfRYtZzLN0AgkMCgf3H45DjsA+0H4gBRMNGRbn8y5LBjv19xiVxPghmHtisOL92whAZqf/DnNDhCoPRb/xum587mGatxfCSFkA/unHYMrCiig77U1oCdawy531ger/LzP7jd84YKfzrfdTNOascMgbuSypdGrD9aKeFb8bF9mCfTywWC5zbj0m892N705Oe9CSuu+46PvCBD4yA+syZM3zkIx/h3/7bf3thO/kQxXkD7K/92q/lr//6r48A9n3EcCF6V1P5bQAm7hgBA9iVGG3caxirypugd5hwD9lTgCQ9afAB3LgZDuHKDRX208ErbcrrRu8a3rtJgR0o4sM2vVYoazrHsF6lNU3Z3qzYe0wJoz3Hnvb87cRTh9P0cWHfypk6c5CJdV+LpwnWXzt1ysxnJi5tDDo2MA2UKxs6y+1SrOfWep6L8Eqp0oZSZR5AWe2g8qZaGoLiG5AguGBgebhXqhOIpd5ee1xWqq0IEpktexKeSU5Ms9CXTLpHmRRq+DQkplUqQyPjuK5ASmJ9S4LxzYbsOVLo80YHq11i4iOzSUt9PBNOeNxjtqCp0eDMXkTAn47UnTKpTNhs2tuZMgMirvRNWwW39o7ghZ0KtryyFTJbTU+z1eOOB+T4BK46jgaHpmyKpzGZ4EuXkNzhUsaHHs1Qt4GUMRqfBlq1Hq2Jy1SSOd5Ejk87mipTNxFx5qOZshJaoU8OTUJSUzjtsonAJPyoSJoZDpEU8J03etnsDHEuE4Dg8lg9r71QJWfnBKFUYTaobyM9fD25GNoRBnFAhx+vic3WjOG5TUcvUuTsPED3+cUhVPHLPI56sC9N/Jt/82/44Ac/eCRkdhTniFzAig1Mqg6I5VFRfJkgD0099tQqj8NyWRfjNoD1BneqPBZBMQIuZ5AA6kDcWCl3Ehi0WYLU1vY1UNLH6rhVkjOJTlb0eTmKZGVNxCKUlXMsc6RcxC11rLJSKtyybz/XsaZJb1bs3VhxN7ahL7T5AmilYoDI622mcsAK8NdMLlaRFEr0IAyruj7Gm04sug+cyzieWZZgIJbbo5OA81UR7azGfYNSaJFQxjmba66TAjIeWS3qLUl7lETMHZm+eFD3ZFI5voPVZToAnu1ckn38uYNHWTa+0lqLaL8ukewr8maXGdoeOJjAOeiDLbA5/h1W5X7YK9yDyM0jILQI/F7Quuf5/m/4hm/gx3/8x3nCE57AU57yFP7qr/6Kt73tbXznd34nYImsV77ylbzpTW/ihhtuGG26HvvYx/KCF7zggvbxoYrzBti/9Eu/xE033cTHP/5xvuiLvugsz81Hu4jKl3zJU/H+vnswhz7lprmGaTBF9aGSDPsn8Pt7r+9rAr9ht1EGkLK0PEZy7uy5JpLac83Lcdnh/aCCcwWYlwp77bdo3A4AU3eCY+kKAI67Gccq+247Re2r8Yw9Sac75Ypuyt//899wRv8ZBSo3IbiGqWyzpVOmoWJWOWYVJjzmTC3U7CMAKgNcWPXXBnbryfJ4HCaKMvUmkjINRimeeqFyyrEKjteZnSpxfNozmUYmVyh+y+F2KpgEpPJQBdQVUF8pBIerHMREqFf4RcS5JbNFT72rbPmGmG0S4iWzFXoan5hVLaGyKm/OQs6OGL2BSHG4Ur1d/4qmoD1Uf4NTdqqO7cmKY09s8V94FVxxjPSEz0FnMwgB+g657Taq8I+4O/Y4Nu/QPceZ6MF7kndUQYh5sOWwBEblleN15pqm51jVMdvqqXfAnZjCFVvoiR3yjiWAZLmCtkOqXaTvcZMWtjt8m/CnOqarlunpJTEKi2VFymZ2VdeRqspMjyWaYx5XmzAbIuSUyX0mdYnUKhqhX3hi71kshVWqzDZm80ZeMqdJLGkQ8fTZ6GjOR4IkUk7MsrCTK0SEWbKWgqYNtFpTSWMTJHFjpWK46XvxOB9G9sgArgfRM7sKN38vW9PpOilzrrgQAH2htPAHpAx+Gfdjn6+Vx/51j+Jc8Y53vIMXvvCF/Mmf/Alf/MVffNb4PPiKHsXFx1lV3MvozFzbg+6vkArCIL4qo3XowKUqScTR0mldDZZS9ZUCZNY4rVhdqa07iLGKCCKV0ZNdQ3C1MdncjOCM0Ra0ZsKMiTZ4NVaaFNVywSbWBjXVRE5R2tyzko4oPQu3S9ZIxxxVq2jHPKhQDxZPAxgs1VXWitrDbdGJRySAiBUnJJT9DVRuRi0zvNTUOsXjqVNjih0SCAeqppEi8kXHyq3IJHpZkTQSaYm6ImlP1gJgNY2V6bWd2oHiiTij649JYVf22eOlLnaTgYpJodpPcHjqXFNnA9a1lN95gwlvXhvGkzQRMtvf1i/oWZBcpM9LlEjMPVnsmEo5proBfteMiYPn4eZcd3jVje2R+2xsN/ustaiiDs83KPpGvT8IvPPIllD07Cr3Q1DhfkBxGY7Fh0UxlL3Atc9vvbe//e287nWv4+Uvfzl33nknj33sY/nu7/5uXv/614/vedWrXsV8PudlL3sZp06d4lnPehbve9/7LmsPbLgAgP3hD3+Y//E//ge/93u/d9ZrRyIqJcqgU7kpE2cAJsj6RNjXC30/WSIdBjusH8aeR3IB8QNtB2vcscgd5hgM6nL5zLX1lojDu4FCPqF25v04EeuZmOZttnQGwJbWTGtbb+Idtd+/v3u9stvbZ5zsW1buDJlM5W39yk+pZMKUbbZczXbwTINj4o0KlcWozsBoNdGq+SLHolLpKJVTsXrjLAjb3oRCZqVKfTxEJl65qklcs9WxPek5fn1L2BH8Y3dgq4adLXIT1jeOAXzlDCnByujSAUGbHpc6wrzH+122Vks0C94nqpCpZxFXKWGr/EZJSAsh98JqXtPHQMyu2FIpUd3Yi5wQVKzvOghMq57Z9gr/+C3yF3weeu117IMRTQOf+7nIZIL71GfYOflPiDh2+xk+CeocVfHD1mwU6q1gXtsn6syVk5ZZ01FvJfzU4bwrQjiK63sTWosmBCa1GZVKVqTyaJ8grHBdQupEamHSRnCKBKhOCG7m8Vfu4I9vIcEbyk+JvGhJXUS6iOsixEzYjeRFxt+zpGoTXfIsnTM/cNyovu4FNk+1gbLkzKiV2plKbIVZxTRemIaKGJXazfCuKtWMYBQ2tfPNuYB3fh8laei/HiniG+wON/i5b5zzBwXQDoLkBwaazwdYX3yF+nJTH8+Xx2486uI//sf/yH//7/+dyWTCBz/4wX00VhE5AtgXGfdFE324Afe+z98nYjX0VJceYHG4og0jpVfZWmcGHpYDZeyVhQHUDJTxzZrtQAEfgLqJoYkEo3hLILgptUzx0jDRLSqtmemUgGfqKqbBjZZfJkZWGEhOhiGaPpngVpsCq1jTa2amUzqJtLIiSU/PiuQ7skYyBl5HUEYcEwSb4rxDksGLVYFrpnipadjG45nmKVMaAsKk6LFM6qJt4kwndTgaqqaiHTO0acoyHSNpZpUTCaXTnhUd2UU6WnJI9NrCWD1eU8IPHN2ixL52vxh6q2sm1DQ4DTRUOPXUpRDReLPqHFh+m2dnxvRdE0pXlL9XeULUxFKmtDIlup5O5oU5sDS1eRI5l9738dgq99e6dKj1rFtT1qVwAO33XicbVHPp8c7jKLhpLbsvhzxgdR1YGsM35ayWqQsZD8/LBeARHoM47YXE+eYQdnZ2uOWWW7jlllvO+R4R4Y1vfCNvfOMbL2ynHqY4b4D9Pd/zPbz4xS/mda973VGf1/2EiMMXKnXQely+Xx38vqvWQzbTMs9lsW5U1hjEmGScfou4jZvRsNKGCJqrCWW/GtmmYQuArWxV6y2mzIKdGrPgmHhbr3ZnT/Wtz3hIAgy93IIX+77BNQQa6mLLVXspvpZYlRNHVLOcSKXvOua1BQQ6KDgXOyxXfKM9VCJMQmbilGNVYuYzV01bTuy0NLNEdZVDTjTo1cdg2sDxbfC+jIQRYoQ+GthMeZBENx/M4JFa8Fmpuh4XIgxelo3gdxwy8ci0Aidon3CnenSl5JSQVmhjQMXo4MPvkNVo74pQYRVt5xQfFCYV7OwwDDTjjz3EVVfB3hx/7J9pdiNNMD/w1WirISDZKsvOBMdmoWcaerMBaUAqYwpIzGjXr+lnq9YOeh+RuO7zEidIEwy4VxlNCglcLbgG3InaVNmvOYHszJAqQExojGjwSNcjixZxdoy9mmJ6tYioQrWa2FFQb+f1WTfntU+3l4RzGSkWMzYtNCVzL2ITNGc0cedqJHVl4PblOJZrQNZUNCf2ufdle3cxcelo4Y/suCiK+IO4Hw9GfOxjH+O9730vr3rVq7jiiit47Wtfy5ve9KaHZV9++Id/mB/90R/lh37oh87qazuK84uLnUg/FBWzw0H1/sqgyDDN88Uu1BwUBpq2uFD6d41KfBj4sAp3PkAxLrXvQp321AhCJRMcgYluETQw1QkzV1GLMKs9lRe2g92vt4Iy81q0PEorVGmdMhKzFOBq9lOr5FhGU/Zepoao0CYbNwa1b1MAL7VvHcjhw/bWh2mQuzSw7AgOpsHmOZagtsftYG1Q2yFSucxW6Ag+M6l7QsiYBaS1g7VdMDutrmI31rRZWMaKXoVlmtAms9VcpbWt1Sj0uYmqdSCKG1Pp4Lk4HJ+6CLsKQu3NVcVANTQuUxfLzKrYgg32Yl1p04rqWCY7tssY6BMs04x5PE5MylIjnWZaOnrfkVGiN9r4WlwOBrr5cMroweXl/BwE4DbPoWENA9NrIbWUDWinQYE8r0XVhiT4fgeb9WZlpJBvzFgPYXQ9ICbYgTjs93i0RX4IKeKXQ1yqMfy8AfY999zD93//9x+B6/uIYRCSjYFuUJBcP6c8L+/dqIrp2BM99EoxCn+sn9t6m5W19UW/prOuBUoCYRQum1DLAKqPj9XqbW+geCt4ZsHWmwazTbLtry+edmDosD9jFaTBS12y4UIjMxpmbMuM7dqzFWxQnToDgQL06umyVa1XSWizWCY4mXzGkBuvvCM4oQ7CpDL/7OOVsu0jj50u2Zl2XPWEFfX/s43sHEOuvRKmE/LxY2hVo3WFxIjEHvbmiCq0nfUex4i0EdGM5DL0Tjzihdonss9I7ZGdKbJVI4+5EiY1MptCzkgfkdvuhpMLJC9xZyJ7q5pea9rsmGdPmxzLbJ6VVk0w0bgueVLvrEBQD4mYDS7XMC6EgP4/n4f/1G1M3Wmu2ltRrSAVsJkUshikrH2mcsokdEymK+qthBxzsB2gCVal7i3BQEowb6HtoY1I1jHZoFmhjdBltNMyTgneCa4S/FaDHJsh116NXnsNWtUQI9q1cNfdyGKJuDN4Ae0S2iZcI/gm4TtFNJPU0aoJp8UisR4EJjkjmgl0VK6nqnu8z+Qs0JqXtiMX73Ol8Y5p9kz7HWrZJkumkyUqHeaX7oudnVHEZYMablXszWuVcn0NCa79mgX3V6XefP1czx/8WN8vLve4OIr45TW5ednLXsY3fuM38o3f+I38zu/8Dn/4h3/4sO1L13V8y7d8yxG4vsC4VBPnC5nI39e29i/YGPeH1/f1tg4K4AauvatLldkTXA3qcK7CDYnxgbp7VhvtxifLMLvx5f9NEVL1NGoV1Rk1XoStyrNVOSqB7crReGWnUhqnbAdLjAfZ9IgulUIn5CKm2WdLwC+jY5kcXRKWWUgZVtkERHu1f0PZ9Y2JSWbwjtAyPxOGtHflzXazdrDls+1fiNQus133bDe9OXjMekuw7yiuccgsIBMbS0kZTRmdr8grJZ5SlmcqYgwsWgPdy1ixiJ4+2zxn8LE2L23TndkkB2Qt7Lgyru/7PcTmRUGMweclU4kN25VkvCiNS4XppQTJYxE34eiSo82BPjkWydGpMI9Cl4RFEqa9p1PMbzspq1zR5QkKdKWnPG0Kusl+VSCTZRs6vItI7iDYO/Sdb7h9DIrt9hgxO5P1Opv5b825aAasx2XFb+DnSz8GPtqr2RdDEb/cxucHEpdqDD9vgP1N3/RN/NEf/dGRiMp9xEBBSrkj6goofT4lI5Q3gPZIfJHDqPV5rSIuStS2LI2j4NnwemJtlXBY1Wxz0PXUY0U9EKgKpT2UO5TbqPANFdchhgFsVR67pKMfJZhaee0m5CILNWWHiU44Fip2KmEnKMeCKXBX5TbcFUp4myyzu8qZVW/UpVQ8L4dUhRMxhewgNE6ZVoktL1y507N9ZUvzBcfhhiegx7bRq64yUDr4ZQ72YX3EzRfIcoWc2huBJVENpfb2qKuiiFmo0zINcP0V6BXH4HMeB7Mts9ASQVSRqoLZvfiTLXXKcNIxjxXL7DkTHW22wStryaZnARX22opm0bB1aok7eS/6mOtKnz1rWt4Gg0Eefx1ehCtOnWRyskdOC56aLgurhFG/C6dBVe3cchmpA6U52yr0IuiqRVY9emqBLnp0z6gDw+cpSl4qOUI396TkIduEohLFZ5AqoNdche4cK3TsGp1NUe9x955EduewSsgqknYzeal0exXLZcU8Vuz2jr3kOBPNbsyJJU8ageiVKKZyqmp97poHIJwIKtTaE8Uz8/badjvlTN5BBVq3wBRxo/X3uQlBpuZ7LX5U1xfcWkWf/XIt9xWbugZHNlufnTGZTPjhH/5h/tW/+le89KUvRc+XI/cgxk033cR73vMeXvOa1zxs+/BIivOeIJ+PSNGB8+Bi2zQeSLV6XCaDy0cYK9gGrAPeNVRS+nbF2mkqpvaoDR7Tp3CyXwx1swgQtLTBaYVDqAhMXKASxzQ4aufYqYRJgOMVXFlbpfrKOjILiauaFU0VOTaLzLY7QqP4qVG4iwi2tdXGAgpb0Cj0K0+7CvTR03bWhrWKAVVrMVsrfJu3tRtp7Zte1/ZYeWvfmoTIdNoTqsT0yoifQnVtVRLpV8C1V8DWDL36SphO0SuvMtPtc8Vyidx9F3Ln3TBfwj1nYL4i37Mgn1yR20zchdwK/cqRk5CiG8Ubc14/DmJTOQ392etzwInivBJ8wns1LRivVJNs7Ws74KYOqcW0XMCsSTslzXv6U5F+5dg9M6HtAidXE5YxcLILnOoDqySc6Y1VOI/QJZsiddnmUn3RfLGed9t8Gua+agmDpEbtj5ptGUpfAHok00tv0FrMfqynJUmkY0HvFiR6Ym4Rbde0cckj4B6UpgW3cbnlfXRxGCrZD/74fJDl8WBt6yge2rhUY/h5A+zP//zP59WvfjV/+qd/eiSics4YboZpBMI9q/ECHP2wCft6sA9671qGr2T/Sl8RQNJ+DawHMTNd+10eNtG3TOiw3fV7E4lYlg9U7z5nXCwUHD/4F9tAFwuHt994b9QhQ7kvxWq0MfVUVNTe0TgDxZYtznjNJLVsclTLQHcZ2qh0MdMV/2sbdWUUxfDOaGSVh6bYOFW1EqaCzCbozha6s2ODig7znGK3sVwi8z04dQb2VuipBbQJXRWtahVcNnGs3JcKri/re4cEb33GdWOZcCk3VifobIrMppbdDkZMizgDvtlobZax1kLvUvpk9LcUBV1G3N4CvaJHQoBCPTNO95oZwbRBthr8MaHpO7aXK9rkcMmRs5DKl04KfXTE3hN6RbuE9Nk4+BJtmzFb9r1L5FUizzE/7OxwQdEsxE5IPXStIyfr2QsRQko20QgetrZGisOQlNCtbXLX4bz1ZedVJs0hrTzLecOiq5inimU2mlqbzPfcYYmcLWfHazg+SRwSlJzLJElNazyQqICAN4ocQqUTWlZ4qVFJJctugn5WdQkbarVnM0vGs1jvKwF2eBwB7fuPi+rBvszmIdOpaVh8+Zd/Of/6X//rh9U6JKXEW97yFn7/93+ff/Ev/sVZ4/Pb3va2h2nPHqFxv4B6855x4LrfXPciJ2yW8Nzcl3NVq0FKP7E9t4o1DAC7onJTKjfFSUUtU3P40CleK2qtqagQNW1vG3H3iz86THDLIVTOmD+1M2BttG8D1scqmHq4ss5cXUe2QuSqyYqtuufEiQX1NNFcrfgrAlI5ZFaZsIqTdc9szAUUJkiZvEjk5QqNkJYGwFPn0LWwNOLAeUUcyPAYGKRx7LmzdikJgsw8bqdGplO4ahu2pnDd1ejWFvn66zdYZQ8wplP08U9AH/8E+3fbIvM93J134e6+F1Yd9ak9WPXovLPvt4rm5lGaXzUDscw/Eva48R2H7ylBwNujm5l4q2zXZvG5NbG/YAl1AFYd9JFwek51zwKd90zvmBP3hK17WlZtxdZiyqxtWGXHVrCK+zw5VqnUHzIkdSY+ipquTGnpGx/LPCBt0OB7tYJJl62y3Wqi10Ai0dMTi52mU2+uOVRkzXipjBY+sjHdxhiwrmRfkMjogziYHLatR2qF+6Hswb4c4lKN4RekIr69vc2HPvQhPvShD+177cESUfnZn/1Z3vrWt3L77bfzJV/yJbz97W/n6U9/+jnf/973vpfXve51/OM//iM33HADP/ETP8HXfd3Xja+rKm94wxv4xV/8RU6dOsVXfdVX8fM///PccMMNF72vh8Uwwe7TgqU7CZhCt4xUrbU1lx/7ow7JiOqaipqIo990Jq5VxMe+lHToDWYE7ZqhCJ6RIRcaljollm2tclERTxVh3NfNPrJ1dX4A04ODIkCUCLhiteHxWtEUa66ZF3ZCZjtkZs56mUST3aRzRZccy6ic7jLLPnOq6+iKHVklFY3z5BAQsf7tiTebrFlQZpUy3YJ6u8JvT4lXXoXUtfWv67DPitx5J/Kpz8CZOekzp9HdRDzlyMmBepw4xEOodC1qKVq6dzMutbhTewZ0r57D8ROIG5RZDV+Kc+ShQQol5UzMji4pbRa6lA1gq9Jqxntl0TvmXSCdTLhTZ5Cdk+g118BAGSsTmgFg62MeA1lxp+ZUx1ac8Gdwd7Ys2wqXJ7TJPLv7CAs8k0VAM4RpxHcr66uui5p6G9FFT74z0s9heaYu9mIBN6i45kzOSp/s35XPTEmIVzg2gauvgLou1C0lZ11nm0+cQE7sILedQhL0exWrZcXJ1ZTdLnB3FzjZwiJmzkQdb+q1EyqBmfNkbahW0PSZaZUQoE2WBHGa8BoJqtQoNTARoU6mJu5dZfQ1NYVaLxO81gRqvLp1tebA9be2iLn/eKCe1+dDKz9nDJPpRziIfzSpiL/pTW8ixkgIgZe+9KVcddVVD9u+/M3f/A1f+qVfCsDHP/7xh20/Hglx6OT3nID6gVDuD3vPxV2n96kGDgzCZfaWs6vWVrGuy/OK4GpT9ZYGJxWVzKi0YapbeAKN1lQEvLhRIVuQcR4w3Bd9YbkZwIbGO2ZBqD1sB2HidaxaX9X0XDNp2ap6rj4+p5n2zK7PuB2Pv2aKXDGDpjINEikAG0axTLIinbUyuS6iq2hJ4ZUJZ5Ky3Q6zjg4WMgkG1iuPBGfb9m4NNoODqrLn0wkc30GnE6tOb21d1G92VjQN2jS2bYD5HLn3HmPQ7e5B1yOlVY2U1iI0w2Of7LVN1DMco1C+k3cwa6AxMVeaGj1+DHa2UR+s2JAz0q4M8N9zEnfnPTBf4XZOUu12uGZFv9cRTmaqvcwqeSaupstGI18lVyrYQlI1Sv4IuMvPVew7kzHb6XMpIKixHfsMbbL1XbIkTdIiqjeAZGHfuPxIHukeuVXpi1ERf+TFpRrDzxtgf/KTn3xQPvhc8Z73vIebb76Zd77znTzjGc/glltu4cYbb+Tv/u7veMxjHnPW+//sz/6MF73oRbz5zW/m67/+63n3u9/NC17wAj72sY/xRV/0RQC85S1v4Wd+5md417veNXqo3XjjjXziE5+4RDLvQwW7p9+wyRqA9Tq77EmFauU2M9Ebk+dNGy7dsCkYwbau+1pGWsPBNGd5fbxTbbBlVo7Ra7vH6Oxe6kOreZlceqvX4dWfPVHRtZ2ExxGcqWkHp9SSqVwmSCqVXANtfblxL/vMIiYW2tITGQwgnFrll1JQrkSpRU1J2ineYx7OVbBut9KzNHpKpoTszeHUHnp6SbonEvccq3lDyuaHHIKpRud60/PTGT05J0KX8cdWiPfQttC1yGzGyEfKasJppWLuUDxq4Hz4jbVkp8mkrCQpg1B0aKQMpnH/8cR6wmX4TpMpesUJ9ModcILbbZnMjUJVrTxJPL2amFvM0CdP28F0kRCn5HmP6zPiHDqP6FJpT3rapWd3WZOyVamlTKJUE5oLA4BMFTKuysiWoFdso1deYd9rI5lh52k5d7e38JMAk87Oooz1gKmjTUKbMn2GLuZRhEbUKtrL5PACs1hZIqf09g8UNKPbD9XsoY96g7Yla1sTO5KDAmsYuq/H/mt3CQaUo2r24XExFezLbcryjGc8Y9+/H05vzj/6oz962D77ERlnAer949vZ/c7n0du+qWYseSztPJB+7LOB9SaoDhuqzH5jPrHWW1lXrc0ia3wu9lfLNpVMRlXvrWJB1Yindr5Up9dJ3YMxODyY8rcwDcIsQOOEKxsD1tc0kZlPXDNZcdXWkum0Y+e6jnBMCE/cQXYmcN0VcHxnDXahKJwq9P36+RA5m+MFrEFp29l7nBjAnGyAzJ1t01/Z2XnwgfOFxtYWurW1/wxYLmG1QlKErocUzTozRliubNnwHQfWmHMm2ho8hIBub6PTKVxxxTk/WndMyFYf9zkG9E+fRq77DP7UGabH76I5uSJ8ek51V6JtA9NVpEueLnv6bE4oy+Ssqh19YR0aA1F1bdkaC8BOGdpMWc/mOvPeFeVyiCmbbowOo/c62Z03/rMWsTVDcz2urnu49ykSHfTJfkTD9Ic+Sr7qguJyG58fSFyqMfy8Afa54rbbbuPXf/3XedWrXnVR23nb297Gd33Xd/GSl7wEgHe+85387u/+Lr/8y7/MD/3QD531/p/+6Z/muc99Lj/wAz8AwI/92I/x/ve/n3e84x28853vRFW55ZZbeO1rX8vzn/98AH7t136Na6+9lltvvZVv/dZvvaj9PTQGYJEW9EN1lzBSw8fJvvM41oPjYTYf402liEYAaN6kgw9gxijJZ0epxIkjifVwO63oWZZ92d1PvSkxVMZNfGMN+IbBPPhi7eV2RnuvoBXgyFGpMbrZJHimTtnyytQlpj5TiSlCdwo5O7oIyyjs9XC679nTlnvcHcTi670tV5B1m+O5hkLwrck0LrMdemZNR7UDYadCvMfFCJVZOagqdB1y6hTccTfp06eJd2fuuW2HVayYxwYVsweZVYngEpMubsy7lJxr/J5S1Zmd1FKd6qkmn4bH7KFPfALMZkbvamp0a4ZuV7h5T1OtmEpNXwTmouFTRJWYlV6VFqVP2Xw+k8KytUTAgTNhQ/rUfp9jx0n/7+chJ0+iwRH6u5j6nunCkXPFUmtidvQa0JVnEhPuXkc9z0zOmBo3ONp2i64LnFzVrKKw6Ozm6sRE6IKoDXiaCRIJAsF3hGszPOEE8clfgNQ1LpcRdpMink2kTq+7Djl9BqnvobrtJH6ViAVAL2JmFZVlr7QxGkVchOg9rg9UzrHCkyUwzZnjmkxlVhNdyqOKbJctQ96VxH90aTxcMlxf4nBuEDWTcTDf7L+Gw3uwz5d+drjn/IMbl5v11vnExaiIczHrPsjxx3/8xxe03ud+7ufyhCc84UHem3PHpz71Kd761rfyjne84yH7zIcjvuRLnor3/v7fCAfA4yHtIYf2PO9/7+Y2zu7bW4Nqu0bz8Mb7vGJl3+dtjs3Dc9lQBncjS22cX7hqnGME1+CdMdO81NYWI4F//tSdVFRMxSjhMxeonCeIwysIJjCJUtqzrDI8jKla2pCimOVkrByxrvBeiTX0Adpa8N4xnzbUW55+koiTDucz2gbUQ7xzAbsK3pm4ZowFQCuuz+ukZyipU+eQPDb8Gk1rZe1OLjg4VkMSpKnBNZC2wNfoKpAXy/XYpGXOpBtzqI1fZZ1QXn9/7wbxWEvi5lzWB7xz5pRhPy85J/o+FjCoG+fKoG9TrMhEkJxxXYvve0QVlzOSM6FPuJiQVSYvIxqLsrYTqI3nrs6Rc0YF8myOTiaka9efZ2J2gnP22cP+pJTIbYvsLpBTPbKbcZ0jx4reVZypJ7R4zhCssJ5TaUMUOg1EPCsVorpRqA0orimFuZcyKZVH3NhTTsR+wxjxmhASzpsRrS892w7lzF0LYm5J2tKnFSnb/NU8zteK4nbMzwbdZ8XG9flIHDMfyrgoFfHLaHx+IHEpx/DzBtjf+Z3feejyT33qU/z5n//5RQHsruv4y7/8S1796lePy5xzPOc5z+HDH/7woet8+MMf5uabb9637MYbb+TWW28FrOJ+++2385znPGd8/fjx4zzjGc/gwx/+8DkBdtu2tG07/vvMmTMP+HuMl65GUjIgKxu0rTwA7Oxxbl1ZOzQ7vgmwN8C0jtm69c3ksMb8kVaswGBtkNM+ML1ef/ishA693TlufNba8iN48/fWOho9CZiyg6eGLAT1VHgaMb/IictMnKmFOhk0Cq3H2ATOlFWGJR1zt8cynSap2SxVNFRUxFK1dGRqSUwlMQ0d00ln/s6TyihhOZfqQflefQ99j5yeE+/OzE/WnFxNWSQTIAOh8fbdK2/KpSYMKiQcfbbe3qbLBC+Qe8I9cwNrx3bI3uyftAropDGl8VVPM1sxO9PRJ6XGEREodKqYMp2CR4kJYha0wzL2m7+jjgXxEVwPC3LJWMtiAXefwaUlk3tWdBHQygRGMqzEJM/OtEIVlbZTEEfSmt00ZZE8p7pCY+8TDuuT3woJj1KJlskAhKCEqkeu2kavuwr1wSZGLkOpzAyTmDxUsxXS4z8HJw5/1Skmq45wb0LUE7PQxUybEinZIKtigiW9cyxSIJVqSsIAcuMUX6hpMcMqydjf3pVeryyJLLGkYQftg7MvrwuN4Zp4oPTwo9gfFzO9uZymRjfddNN5ryMivPKVr7wkeiXPfvazD6063nbbbdx2222PeoB9XqEbict91/HA+tqw49lUz9qggh0uhnPp7wlr0LaRChxAjhbrSQpzbmwtsx5Xr6bdIgI9LSJKJIxfMaslgaWUsFQK00xM32MzeeowR4kkQpZMn81Pu83gxdNmB86swCYxkTNUTU+IS6hBZ3OYBLtFF76x9smGjW4t+IVj1DyxfLPYMYgw5P9943DHlritGhYt0lTI3hytKphNrYIdglV9H8zB4EJi9wyslsju3BxM+ogkHSZqSGZNf19FdN6hMZFjMnA49KorY2sWEw+TgLvrHqOGX38dTGdnf3bfI3ffbe/bW8Cdp8jzjviZSD93nDm9zb2LhjY5dntHzGIgvlwREUdWxxJvcxktrWTlclKEmOyvTzL6bbdlbF7GTMzKIve0riObEhBZEpHehM20pc9LsvbE3JG1PxRMr0H1pU9ofzbFmod4Yes+kuJSjuHnDbBPnjy5798pJf7hH/6B//2//zc/93M/d76b2xd33303KaWzLMCuvfZa/vZv//bQdW6//fZD33/77bePrw/LzvWew+LNb34zP/qjP3re32EzNjER+ygs6+z0OkuaB8HoA9tYV6rXN5Oz33gu1bv92dP1Vg+nrg4APrFWJE/rbZDWlPN9N7jyXHTcNSmZWlPvPEfIupXItkWhhNs2VfO+YlVmPc/xDrwzlVARzjboFjcmJ0YuseFuhsR8GcpszB7UOrOJadlemDXIMICIOlKWjc8otP6UjAJ48Os5Ss+4/Q0dbQdvXsMrxsDW8+PmOAHvEe9GEZdzxVBkTmq/T8zOvDCzGJW82GQ5IKgWATrFYzRA89AUOwW82//j3V9U1gO3WYiXA+fxuh3Cfs7hcFCeJyyzGjMc7BEaXD7vL3s66CBcTOSjwfyi49Hig32pW6bON5761Kfu+/cwPv+f//N/+NVf/dWHZZ8u17A85f6zyc7KDWeAg0BMN5lm930f2F8l26xmX0DocAccxou0XnxghM0akGztXpGK6Kw3W5wv7TKBvXQHTgKrMCUwYc9NqaQhUCMqSHYFRINKtrFdlCidASHtR4adU4dPNVO2qPqareWMmopjVUXlhBOTmmOTQONhx5uF1JQWpxGfe3yZ+HTqSkXUkVXoSnPVME5vguth7Biq/SLQONgJmdorx+ueSYjMql2CS4QQcSEipUUpZ0ipuFKozSOsWG/zidD0SEiEHQjHK5gEZGdiuiXTBvWu4FsZxzLJirQ92id00SKrDlTJex3aZdJppT0V6DvPsm2I2RHVo1gSwjlX2AmFreAqslR0OmMVrXusjakwCACVkkS3YkXQiJfM8XCKWbibE9O/Y+dEpGqUamZgvF9A6pX5rmN3WbHqA7v9lDZvcyrVrLLjdPTMe6VLuYBhO2ZG3ZbRBTY5a4fbvJVL0W1JMRFzIqZEr4mE+WdHEq1b0EtH5xYkbW2+V1gJOScTB849i+7u0g5p7ZH72JxFPHhf1XrTDnO8yo4S4BcSn00+2JdyDD9vgP2f//N/PnT5j//4j3Prrbfy3d/93Re9U5dDvPrVr95XGT9z5gyPf/zjz2sb65sliNQjhWsUO3N+rAjboLF/oDSIZ+81gB3H5+u72kaP1xhnZ+NluDkOnzuu5zaq3HZpeK1JuS77sAbbto82WFfBMqPeNVa1xtQfwYB2IpEIRDXabhoA7JhlL/8eFEpFqJxRywMVQSbgipCVeETNBVwKvm2TY+kDbQw0XUZjj6bSO13oR0NlHe9Lf1YwC455onaJpH4EdZVTKpepXKIJsdCEoVZHnZP5S7pM3UT8RJHKFdEUB1VtP8ccJCY0mhBL7BxtCqxyKJMHsfeplo46G57dUCH2um5uG8+BDVbagRBV5PQp9MwueqZF50pMnlwmKBlLADhRnJg3dhMSTa04yUwUpHesnAf1tAIrzVD62xtXkgNknOZxUhN7j84LvawkUYYpT+kWt1y3FLqQgNxzL3Jql7TIxC7QZzse1lIm+LKfqnnkdds5Yb9N7aARaJy1BkjORMmomACPFxPe8WKTnYECfjDvpAcmxZl83pDbPQgg/SiO4lLET/3UTx26/Jd+6Zd4xzvewbd927c9xHv0yIrN24XAgco17PfKuL9+7I1x+IKldQdQsfFZh1HRN0PTmBgQiWg2MCI5YBRlRxf3jHVFb3ZIMqNzAU9lnyU2xTAwNwD73qjCORFzO9KNByryslh9nS7K5LO0Qx0b7olb7LQTau+YeoNpNX4N5Mtu99l6d/siF9NncznRzW9oKLjodBQadLn3V94xDQbkt6uG4GAWjCUWxI6LYM4dGaWNRhUfHFHyxmGsJOPJTBxsVQbatysITpmEvkhvJVyZd4mY2krMjpgDyy7Q9g1ZjcHeq2OZHfPoxr5l87k2dplzjuBdOZZlTuaC0e9VWMVMKvalBjpLQUIhZUtBOHV4ccy8p3FwrD7GFfeY08o0lLE7Q5+UvV5Z9NZatReth3ovCb1m5imyzB0dkZYlSTM553Fsd6U3334KA+5unGdaFiRhFrNmudWikkh0KIk+Lcka6XMLGse5AsJIzc8aiWnFWGhhkwKeuC86uO4/Y85xzRzFUVz6eNB6sF/0ohfxpje96aK2cfXVV+O954477ti3/I477uC66647dJ3rrrvuPt8/PN5xxx1cf/31+95zMNu/GU3T0DTNhXyNEQsJHpECPqW6uB7sAiYA68E+AIoZ7JzsE87aGxF36Oc68Wf1YG9ScA6qkx/swW6ciaUAo2emCGRJJLUe2USx4FJhggFrL+vj5EVNDFOECkeTGwPYBZwFrQmyFlNTHIlcst2eLgZy2xm1LCbUOQgBKb1i4pwJk01r3I6jXiZmu73tQ1HG9mKDZ+2Vypk/5lDprzx4l6mqTL0VcTsOjk3Na3u2BVUwQB976Dp00cNS6buKXgO9OoYheTg+g1iqVeCH32ijvLvx3rNC7Pd2u6fh9Bl0d0maJ+Jc6PqGqEaBcwWdG0BNTEJP0yQm04zzghDxS2USPaI1KxH2yqDtxYTkvFO86ojyLTsd0N2InJ4jXYdMJmWgLXnjArhL2d8mDadOI7tz8lyIfWDoaxMKMHYGlPMAmJ0jiBSgLzRiqvGNJIIo4jKabeIUBJJAEMWLEEoFQIZqU9l/LcfDmBHrAVfJ5q2p5w+cDxMDfKjikdxH9miqK/zWb/0WL3jBC6iLnc8//dM/8djHPhZXvHIXiwXveMc7Llqf5GLia7/2a/me7/meh+3zH4mxD2wfOkG/fybLhVyheujnpX2v3+9njkyyfmMQWYOgtr8HEaFPNi8Jvi7nqys9xHmkBVuq2SrYluTP5LQ5LygAMZgGixQRNpvzOKpqQqU13hX7MBVzqkjZ/silvzcCSsp9AfWW7D34rTfb2yzBW5L0RTFdxFG5Cc55vNSFTm7VUVWIyaqmMVmSoE9t+XzWRYxsc6thm94F6jDDSyjb9Nbih7f5gzOHk1yAYJ9b+r6zXuxsn5eJ5NzbWFPmFlLGO+crvA9WPXdGmffBl6E+kVIk50SM/T62oqIb7h3l11Wj5Nd+ShO2qVxD7WdIcXhJGokpWl8zkaQtmQgSySRUe1I2SnbO/dizPcSQAAhhnbAZxESH3yLlRE6ZlCKqqdD7B+5eqUYPyXQO9ojb22Lcz5Y9/Fw/7Gq4/9Flc679SB5HL1UckqI4r3UfaXGpxvAHDWD/9V//9WgPcqFR1zVf9mVfxgc+8IFRxS3nzAc+8AFe8YpXHLrOM5/5TD7wgQ/wyle+clz2/ve/n2c+85kAPOlJT+K6667jAx/4wAioz5w5w0c+8pFL51c6WFr4GVUw5Uov9Vkq4ohbA93DSpTsVxEfKDDZbVh2HaYivm9XBmKywxcbD+9qgljyILjZCJBNpAw851YRH2J43avf5+XdSYcEJdIDwooJPnvmSVhmT0gwcb4AMcU7qD3MghKzcLyqCFHI6TFEIkpmolOmUuOdIdOE0OIJWVmkGt8J3e4SmfT4PpJDRXYOcrJq6sQsMmS+wO+tkO0Fj6nOEBee5d6ElKz/PXjBeaWq0npOIjYQVJOEnyjhCRPk6m3ikz4HTlxhKuJZjeK1WsHeAtnrSLvKqpuwyBUrPFEdUYTsFFHwkqmdUnuzvQqhZK0nNcwO9k0NYJWR2+5O3ov8f/8BTs5J/7RLd3tgtahZpAkr9fZ9nDLxkeN1z6yOHL9iRbWlVFd7XBNwkpkt98hLZecuR7ty7C2MupZx+DGJk8hDtQJHihXxdsXHXapr/xY+93PgMdeW03OdMLBCiOA+88+4T92B3r2gmwdiDHiBxivTyjOJioqjQwhql0/tHNsBTtSZ7aBcU0WmITMLNljnnFmpKX933s6nygu1GuAO2Y+g2iZX5qPpC5jOpHHqmMV6BjZrU6MN3SHUf/tF7huMr9kqm5n3oxjiYoRQLrcB/EUvehG33Xbb6HLx5Cc/mf/5P/8nn/d5nwfA7u4ur371qx9WgP2Hf/iHPPvZz37YPv9yjQs/Cy/tefhAtz1QpPfHpuL4Id9wo93MHoWU25FdNoDrnNbMNYRxsokOoESAgHPOmGyuQZxbM3zE3pNSC7T0YsJgqom+70kpFgDG+DkG1jxOPD40BpQlEHyDiC9zmELkN9ESUu5G8JrSkqyJJalsr9zHdfjsYUxz5R5uj86Fcsxs3Ejao2qV+pjmKJlFl217BQHmrIWub0B8k5GoGfqY9vOnKQyqkRWQy7ogUcfK8BrAWoLCOY+qQ1VQfDkOddlnx+DeYccy08eWnDuWecUq3gui5v6yWSHOWo67FmAsBeDb5ztXIdkhzhcRtZ6sPVZRNmp4Su2YWEc2IGsZn1MqvfqaQQYK/EYhYYw8HqeBFWHV+X7jPL+/qsP9xLCfh730AO8Cn01A3M6pC6SI6yPP/ftSjeHnDbAPCoqBVYN/53d+h+c973n7Xn/b2952vpvn5ptv5qabbuJpT3saT3/607nllluYz+ejqvh3fMd38LjHPY43v/nNAHzf930fX/3VX81P/uRP8rznPY/f/M3f5KMf/Si/8Au/ADA2o7/pTW/ihhtuGG26HvvYx14yO5Vh8h38jEk4Yc9lcpbnteX81pZdB0M1GbCm9CYXMJ20IxHH9wClT2Wgk21ke0daeMAXIF27KZUYiJvqDrNkzyel2j5xnqrcxPyBPtuhJzaWm1WfM122fWjp6aQDZ4A/0dHSEwgskzCPRq+duEAlDk8iqVUvGwfbAdrGUfsK1+3Q5URPpnLeKMRFxbNXYZls8JxHRyVCu1D8KiJth7YrdDJh8Ke2L12Tr32M2WXt7lFN76Ka9zQnl2gnEJ0NcOXPjq2iCQgJd1xgVqGPPU6+4jgcOw7TaVE0Ncparmtk0gxpdTKOLJ6EJ4upjAafSdl++8ordVAmQZhVmXAM2Jqi29sHTwSj6xWcJnfcjvvnO8ifvJd0b8/itoa7z2zRRsc8BVMrdxDITCplu+mZbvU0Vyr+WMBdPUUmNVQBaTvcKjKdLGgWmebejhwdmv14HFJUYhT6XsjqQDyxqwh7EfnMSUtiXHtd6UlzY3VYRKDrcHfeje52aKv4AE0d2alaoGYezWMzODGl+1IsDw62g3Jl1XMsJB4zWdKETFNZL+MqBlKurUcvebIzZdMeJZLIYrSylHuS2p+Ix7mWIDWg9JLwGnA4IgkZr8uHhwIu4u4fjD9KwPrFfIvLbZpzMLF5Lj2MhyK+6Zu+6axld9xxBx/5yEd49rOfve/1//Sf/tNDuWuXXRwOTu8nLgOq6f79XlcN1yrjYQPEHEyU51KZrbGrcMjabhyHwxL1bPQGi+CpLWnvJnhXU4cZdTXFuwBa/IvFQKS6jElHq4HhnNC8wkmyCntJCHhvoLHyM4LUTP1xZu44tTbMMBuxStaliI5MksQiLOlpaWWXTud2v88dKhtaMqpo2S8nNV4qKrbx1EzzNhOd4HVtEZV8JmlkJR29tCTX08vCKM60aE6lymvjhvfBkgKuxqlH1JOjs2R4Lq1zzgol9tebuNfQgyxFTFbUgKgTgq/wLlCFCY4aR4VPE4I2THRGIFBpQEofeUtH0sTSL4n0tDIny5qeDWqMRM1WkVYPKoVZ4KjC1IRIJWAVdks05Jzo04peW6tu05Xqs6m9Kx0HtX5EFOeMdal5AO2hJFAg6yBEW9gRWH+8QFl+4J7KIYKD+66DBxDnSDY94NU/i6rea2Wl848Dd5NHRFyqMfy8AfZf/dVfHbr8y7/8y7nzzju58847gcOyVA8svuVbvoW77rqL17/+9dx+++089alP5X3ve98oUvbpT396nUkFvvIrv5J3v/vdvPa1r+U1r3kNN9xwA7feeuvogQ3wqle9ivl8zste9jJOnTrFs571LN73vvddIg9sxgvZS0VdgGyQyXiBrqtbMk7m5ZBskUogl58oayTvO6aDV+CmIMtBZcU1fUokrCvo+LFaXat1PYMBa4CJd0xK/3JwMmpZqUIsCHvoW2pjuVkCnQrDZZnJIELSRNRMn5UuO7qc6dX6bVFXxKnEKOIOam/CYhNvPbiu3HTDRvY8q/V091npk9CKgb+0yvjlCuYL8AG2t5AiUIYobG+jsYemRlY9sljhqgV0CVZqLDjAZUEz5Ag4JXtQJ0gwpXBC2KCgr6coRPOw1JSLpo0UqrVV6SUpvTjEWd67cvZa45XKZ9zUwXSCTicjihiyzOh6fJDlChYr8m4k7jrmyynz2NBno+FnhSBmZ1U5pa4TVZOQqUDjkUkFdUArD1qBKjLxSFLCTM0zPGNysxliBy4KYAAYdYyXYF98SOcLU2plfe2rgpw5g3S9Cdh78E2iUmW69CjKrPPMvCep0JQePFeOTeOtB65xmdonap/w3ihkLnoUIakj4UkipSYgRKB3nQnxaCbnSNaISEa1IktCJBUxNXeWEvhBi677i3FSdj/ve0AA+rMkLsYH+1E+t7moOH78+KHLPv/zP/9h2JvLPETOZqKco9I1TqgFhjHOwMAmXffSxSaoFjxsWHINuii+iJk5V41stYG+a7u6bvv6/9xwwmjLhQKspRXMAOnmncyXVh6jSgc/JbiGiT9OoGFHr6LRhm1pmHqPd0Jwax0OVcrYn0mq9Jqtp7ccQ4cjiP1teU/lHcdrYeLgyka5sjZrz+N1R+1MQ6QofNBGT5ccp/uaVXKc7D2ne6FLMI/FraMItRljyjQ9jlXQeLiqsKKublqOTVrqKlJPIm6w407Qd4HlsqJNnr2upsvO/J+z0GZnyezy+7gy3nqs1awWm7t4Z2+K4zoy9mIvotArLJNNQ2xuU458aX9qPGwFmHjlWJVpnHKsijQuMglp3H6bPDEJe33FKjtO9Z7TvaPLMO+hU7OyNDFZG2dFBi9z+yxXWteGOU3M9tcmZZkyXVYWKdJrZO7mRHpW7BFpSRr3tRMaazKUZIysmZslkvZ0uiBpT5/27DFaEiPnJXfeeVep9hcWwiGFowsG2+ezzjkSTme97VE0MJ2v1u5mPHqOwsXHeQPsP/qjP7oU+7EvXvGKV5yTEv7BD37wrGUvfOELeeELX3jO7YkIb3zjG3njG9/4YO3i/UQBp76hdlaNrLRZ0673ee6uq9lDjLTwDYXuQTACbICVUsG2zOSw3vD62jN79Mg8cEPYXB7KADxUrRvnmBSxrcYbCBwilu2soozrD2DbpUgijsAm0bPylg3d62t2g/VfNy7QOTGxKuxmXglIUDoc3kGSQEgZl43OZPMeU8yMyRQuJWfmongVzuxa3/GxfzqFn34Gd+w0XHMVWlW42QyctyrwZIZ4j6SMrFawM0diQroe6RIkxbUZ+kRaJbTPaCqWIF2CM3Pb47vuRKdTmG2hOSFti9x5F9x1hnw6EZcOEWXiIi5Y9rwToXKOlEFFmHnY8spWFdmadLgrJ6TrroXJhJyHfiVGSp6WJmK5+170jtPM/2/F7mLG3astThc7jZiM+By8wztlEhJ1kwk1SOVwdRFnq7wlCwTwghxP+InHTROSFCkJFs2ZsMzkLlHPQaOQoqOagG/MnV3aHrn3Hph+zkgx05TQz3wGmc/RLqKNUe+865Bl5ITsMdkLrEoF2zubNA4JnCCwU8EkKJOg1CFTVQkflJSc+W1KIEqgk8AqO5bqWKTEQnpWbpcu7dHlhdEfc49znpg9gQ5BS686iDqUek0H37g+zyf2aRkcjTL3GXrIBOWhWPfRHr/yK7/ycO/CIysOm2AfsmzT4WMtOJbX79X1WXlJLn2xBKc997hBGZwK7wefa1tmdOqh9Sys5xZCmRmsVZkTYQ20ySPYHlegAPfS19z4HYKbsM1V1DrhONs03rNdebaDIwhUft3tnTHA2CU/At5i6GH7WoBvENiuzGnqRJXZCplrmhVXzlZMJj2zEz2uATdztvGk5KWSW1iermjbwKnFhFOtKWHvRU9Us5AC8MA0JBqnXFF3TELiqu05k2lkep3iHzNBZhM4NisOGc5Uz1Y9emYJbUc6uYe2mf6MkDqh7zwpyUildaL4YPogoVJclTdPD3J09CtPisJ81dAnx15f0Sazo1wlKy4MADs4JYgy88pO1TPxaUwEzI73uEYJM2HIEeVWyR20pz196zk1n3KqbUwZvLekwCpZUmAAT24A1qLj46CzmtXYglGFVRJLLCTY7T1trpjFml4zKz1GKy1JUqnO53FeG6hw6o05kN2Y0FZRIpGVzImuZym+UP4h555eE4JHJSH6AMDrOYHyhYzlB5LgB7d9H1TzRwvIHox0j+Li4kHrwT6KdWz2PY8UbQq9aiPsdnP2Sbxetq6ubSqMb4Ll4Ua2eUFsXuLrjKIb6aVZtNC3IGokluVDNtZy2ettDdtzYkVNsJsyUMTKNqgzUmhIRECIdPQEVhppsydkU9AUfPFXNkExL1Z9DGLV6uAgqkc07ROksv3MxGTjYJ9NDXTRB/xezfSOJW77JDJfITkjk4Z8vDOl76rCpWTg2nurRE8b6IviuOvNi5JowCuVnq0e6BWVjJxZQVKkDjCdILM9G4i7Hu7dQ3dXxCWkKDhMXExVaZwNMknFKuIIjdfSh52p6gjNDJqmAOk1uN5/iijcu0u+Z8VytcWir1glXyy2DPB6rGqf1SaDOTurqneKdtkSCT6ZOJsPdm7MarPRctEmk05MaCcq4iIugIuJ7BXvFVfbwK6off+9OXL6JBoqJCVYtVbVXq7s+wSH5mwtbrUgIeO8TSAqB01WGslF7MQEy4IbxjaxHjSbWRn7YTxCQsaTcHRZ6VXppCdKZ/Q77UtrRSr9XTWqkbX9y3BN5PGQn4+3tYg/rxn1wWrSZ2VcRHa8rH7Zxe///u+P1eNBN+TjH/84AKdOnbqknz0oOR8F/PVf/08eKEHRqNRDBftcE/GDasQH6asPTCn8Qife615qv2a+SYN3xr4bqsoAlS/LpCG4pqzvxznCcF/LpWVGyeQhGV4A9/Bv+xxrYrOKeKDy28zcCSqZcTxnpjrhSj9n4j0naseyFoIIs2AzkWGOMIDsgXm2Ce5wivNW+Z1WmVnInGhatqrIFcf2OHb1ysaI7BEC4uqyouKKKrXESLOCcLqiPjOhS569ti5gdWDiZXbqjiZEjh9f0mwlJjuCO17jrr8SPue4tWddeSXUFdoUdmPXIXu7yKolnNmF5Yrq9BxWHSw71Ch8RYdFSvnX2G4j9S9mNGV00aO7HXmRmS2V1ArHdiu6LrBY1Sz7UGxBS8HDZbxktuqe7a2Wqk5M62gWpXWFTAIyre2zAPURdZGwbMl9pl45JvdOWLYV9WpClxy7fUVSoc3r+aKgRYl9X+qoaJeYNWmXHKsotMmq4asEe73SJWUeE6tsijm97udxOYpDSCkLgV0LGWg1spAlrayYyyk6XTCPd9HnJW1/2n5rNeq8GCXwAV41h8+V7y/W1+j93As277Vn2fzt/7xHKuC+qAr2I/MrX5Ix/AEB7Oc+97n8yI/8CF/xFV9xn+/b3d3l537u59je3ubf/bt/d0E79GiIgb9vcKdUoze6GjYHvE3ZsHXkjWcDAEiHUmU2t7B+3Wix+8NuvgAx9ySxbGEvK3ppAWiTVdtXecIqFtp4MGsNMNrusJeb1KjN+03UtvyZD6eKVd4bnbDXWX/WPNhFWItQiVKRECf4PAhWKd55Amr9RShZzV5DVa3nGqsCn1aldQ7VCVuritX/r+aqe1ZMZqeZfM4Z3Ika99gTMJ3gtreQQu2m74tctt/wOhU0JujNOiK3ibzI9KeF2AqI4psloV7h/+8uMnEwtaqB9hk91ZNX0J4OdG0gKdTSW0uDz3Qlf9vjyAJTp0xDpvYRFzLqxOjW1VrIZbN0IjEi//gp0qdOsfy/wr2LCXsxsBdhmYqKaNaiqG3n2TJVTFcThJ5qtzPmwzHjomkIJqoGMKkgZZs4xITEBDEjcXCYzkgNkiEXJoFGYN5aguTOe/DLFc57o3X1kbRbqtfLlrzqbaIRM7lNxNZZJRpXVM6ViVdCETixuYqAGP07ao1EB3QbuQfrce/VLF36lFnmxNJb9brXBVlXo4+m4Em5I2k0oTRkVMkvWrYAD6gD+6Cl3lmvD9VsPZuieeni3Nt/pA70j5S46aab9v37oF3lpQTAT3nKU3j961/PN33TN40qqIfF3//93/O2t72NJz7xifzQD/3QJdufR06sxZXOOQ8/cM2eE1w/pJFGPZasbhSDirncc5wnll3zUqEbqtuq+2cdmyHi9t2vbJnHD6rgG/c8q4Mn+pxxWIUzRLPaNEq27HOcHKqym5N2BVzxcu4L6HPJMY+BrMJkMcHdqzSLyKSNuCbhZx0IaFLyCnIL7a5VbPfmDburhjZ7VtEXgG0tbiELjoqUHfUikVPE390R2hapT9vPvzVB5ktrIZsUB5mcYbmyBPp8WdqhVtBFdNlDl9CDaMTJ/rttl9Ck6CKRdjOphe6Mo28Dy2VNFz3LPrBKnqRu3FTK5qZBZz3NdW/gNTSZuutxdY+btmMmQ7uM9ko8DXHl2DtVs7tsWMXAMgba5FhlR5+FPtuxWf/OetYMVMtvkhQWSVhE6LKwSmp2X1lJJam/eUbpvvmrw6la0WbD+SajmCu2Vbw33Wpc0RWQwsiwdWC0oj0nLfzCgPVh6xw+Xm6mHzY+/z4Q5aOpqv1oj0sxhj8ggP3CF76Qb/7mb+b48eN8wzd8A0972tN47GMfy2Qy4eTJk3ziE5/gT//0T/lv/+2/8bznPY+3vvWt570jj64otO7c0+U9WyIHAe95ZtdUR2EzsIyzLS+gmX496OYNlfFRDE0NQAGIo5XTgKmbz92gKF6st2SbabZMzvZqm+2iOD4LYQTbdRk9Ky9sFXujPtc4MauJPs3Hz08usWCLeT9FNLAIHh8UfMZLZOpsgtCLo8cDgSoxDgCJAupI+CSgQs5C7aw/yIuwzIHGBfZyzTw1bJ+JXNPNqWdLmlMdbivgdhrctLGMr/cGaKX0imWFPqEpklY9rCLxdKbfE3ZPTjnTTogqeDLeZbaqjlAlmkmH84pmSCkQe0fX2UCesx3yrBkZPJ/FEVAD62JgskuBbhWY3rWH+9Sn0cdcjRY1w2HmpznjPvF38Jm7WP0z7J5uOL1yLDLsRmWZhKxKVkEUltm8MHsqkMBW7KiaRBMSDtDKobMJur1l/eXLFlm1NqEQrKrfRWgTebc3ULyLUdAWwapmTqlO9fhJR3PnCo7bsRUnph7aRbPqWPXkaIN/2oO0cix2p6z6mmWq6LPD9squiM0eaCO8O7J6kmZcCmTF/L5VSNnAdZeVRYysckfHkpiW5Nyi9FhjQxHc0YqcE4P7tZLJksmbfYEbN9IH0o89Tkh149/3u9ohg/U549FX7X400c9yfnh/n7e//e384A/+IC9/+cv5l//yX55zfP5f/+t/8YpXvOLSuWc8AmOY/Mo5kl8P2AboHJPsB29yvaG0TF63g6kjZUuWD0m/hENdGt8ro32mX4t+sd/dYKDuHhRbHROF5X6ZydY7WxL0C61JWZHexrrghMYbs83LuZm7TuwO2DvIasAcHKusZK2YeHPemHcVtU9snewJPhNCQkRRFfre0ycDp13yzGPFIvriM+32VeEar8xjoPGZVfRMQqLrFjSTyOz0nPquJW7mkeMTpAmWcN6oQBOTVau7ZJXopOgqoZ1aC9cm752SlzEdL3IPGqFfOLpVTd97Fqva9rmviNmxiJ42u7Mq/F6UxlXs9TXBZbYWPZXLzO7tcMU61Pky34wVKTnaNtDFwF5Xcbr0je/GQJ+FRaGhD8AZ9tPFh38PDLg+W3JklYQ2KX1WluWxTYO2TqLXRMbmaLmcocN5lQYW56BSX0pPrbR0Ym7bmX6jNWFgfzoUj3Eb87o141Bnj3OAa7nvRPihofl+wLbjLJANj9zS7aFx4RTxR+LYfqnG8AcEsF/60pfy4he/mPe+97285z3v4Rd+4Rc4fdoAmojw5Cc/mRtvvJG/+Iu/4Au/8AsvyY4+oqJcaEk7erXq8GZfymbIoTeAwyffw4CYNiy7RtB9wLt6BNY5jcvWA+r6RhBZEd0gkrK0ZX5JdFaBTq4j5xO2r2lGVe7C03JTqb1Voi0qbusmCK54WdrAnDAlzk4TfbY+W+sDMssqJ9mAoShOFIcSnOJyEUspGU+yUdedGvEtFSGx4MxqovdKcI6pN6C5Na/QLISTpvBh92VBKg81lmkWTAk8ZrTr0ZjIy4guI3HPwOS8azjT1/TZISheMl3y1F1iq3eEalAqlUKpovSyqVVZ1aqlhXk9/rJaTpU+F1B+qiXcfcoo7E1tHtshQNfjbrsN/vlu0l0LVnPPKpp4SZegTbCKSioUPBR6hNaB88IsmiVXioJG880kZij+mfZjFBuuPhmwXvXoXof2mbyXSSvo9jx971iuglmbodSrRF0ltEs0iw5fC1ILCKSY0KikLlt/WA/9IhCjZ9UH2ujp1RcALSPHI+taZAWsL4ySYTf2vFH/YulXSwp9UmLO9BpJGM1Ri++moGVuqgyWJpsqkYNQ4EgXP0frxv3F/VW1D11nA4wrD/JN/jIe8C+KIn75fq2HJb72a7+Wj370o/zpn/4p73nPe/iN3/gNPvWpT7FcLrn66qv50i/9Ur7jO76Db/u2b+OKK654UD7zZ3/2Z3nrW9/K7bffzpd8yZfw9re/nac//ennfP973/teXve61/GP//iP3HDDDfzET/wEX/d1Xze+rqq84Q1v4Bd/8Rc5deoUX/VVX8XP//zPc8MNNzwo+3toqI6V63MD4fu4Ju/nRHywK1djMsBI14CJn1Iq15HCGiPjBstNifu1IcZdXwuiDt7N9u+zpRqHOUY0GWyy9CCwchVRI0EDizhjkmoCQiW+VLClMKb33xlFim64mMBW5ZTgTNi0csI93lM5z8xXTP2EyimNs4T0Jgg0OrVVVfvSetYWQDhQ0mEAqlA7Y+Ft+YbGKTu720xc5vhtHceajtonppOOEFpCAa4urEkMOUn5s7arGAMpOzQLKZdiQPktkgqp0KtjdkR1rKJnmTx9Nt2RPgurjX3vyz6vbcuKcJpA7ayNbuIzQaB2GS9K5fbTulNJLsQMi+RYJqFXYZWGRHRhDOT1Mdo8jccZYskXpGzzij5nYqlYr1ImaqbTVPTQI730lnyReChDYnPuO/DFIq0ptGtPp0uitqV9IY7nq5TWSsWNSTA9bB59v6D6gYzN6wLUGBtge//1/MCr2Yevf3nHkcjZgxMPuAe7aRpe/OIX8+IXvxiA06dPs1wuueqqq6iq6n7WfvTEA+nxcoXa0tTXsjN5HAATd4zAfjESEz4bFMX306/AJv6DsFmi36hK92fdxIYul2H7HqtGe7Wf2FMRBs9tdfs+L272oTLcAFfl1dvKnymO12rfYYtJ+V5h9Ete5Mjfyv+kPnGaPi2w3tlMypHg9pizxPXKvJ/gEVbe6Lh1tuplUm+3U1EC4BlAlZI0k4iICjl7sipOhDYJwZuieJ2tlXraO5Iqs2VNTIILibrLND7i6ljmVbLOrmdF256815JXkXh3pF84Tt+7xbxvuLPb4t4uEFXIWQmSORY8E5c4EWES4ui3SRncjTBgPdybx9o6f7Nl+dRqq7tdRZ+F8OnIsXgP4YrT+DtPwrRG62Dg/55d+n/coz0JZ3annOk88y6ziHAmCmc2ALeKUjlP5YVldgiBPsOJeYULEXdqZTT5OuB25wXlR4gJzizRLpFPdehpJa2E5W7Nqg2cXDQso2PeB5ZZjObvMpVTTpyOnJj21HViMukRUXJypAR95+mjVZxzNvXvLgdiltL/NUycihNpqW54MkEylUSkXBUpBfrkWKaaefTsJWERM6sIbY60tMVOJNngKCWJUs6jrEYPzPiSRzdqWqInF2EgG8gP9C3KQSLc+Ydl5B8cEH15UFUvPB4tPdhPetKTLog69spXvpLv/d7vfVD35VnPehbPetazHtRtHhbvec97uPnmm3nnO9/JM57xDG655RZuvPFG/u7v/m70Ed2MP/uzP+NFL3oRb37zm/n6r/963v3ud/OCF7yAj33sY6Pbx1ve8hZ+5md+hne9612jleaNN97IJz7xiUvn9gE84GvnAWR1LukEWnWDIisoa0bcCIrSmsHmnN3LIu5QgG2bXIPs4b50sI1lADk9ZvXpxPqxnbsHJxW70uCkIriGQIOXiqAVog6vVdGZceOcYwBavrDeAh6PxxVg7mAE6KZubeO0zTEMsA+gMDNYSWWiGvgblucDv1cQN4L+YbuTUBV18QmzYJ8x8TqC8QGYuwO/a0bWAFQ392d/r7kB/TWY7ZIxrWKmqKpDn1P5DnrWfpuLiuxLVgRny4IL6/3buP0MKuRZTVCuL77SbTb3Das0U5TchybGYd6nBx7zKPwZyziZJROJqGR619octfTzK4lhq3YundtXIw/17hwNVOcW1Uyfl+Qczc5tw3p23zl5rvn3vvP7gRWz9m//kDZNWWsXnRtoP7Bq9iOJLv7Z1IN9KcfwCxY5O378+KGWIEexvgBT7uiTUcRV0yg84kt2uZVqHHA27UJ0wyZjTQVP42R/8/VhPetb8eN7x3vQ8Lhx0rsDN5phuwmjaieJ6+faj8+t4dqeegYV03UFbsUZTq8+zZWxRjUj+FG9OdHR0dFqRZ+UzsEqORMCE0/lBkfE9Yc4NwwgVrW2vm8layZm6/HqSxN47xSyWXR0SemdOUh1UUgRUi9or2jpA5agpp5drLaM0pzIy0w/d3SrwKKrWCSjnS2zWF9bAcU1NrItxI9Azg1Dkw6DsO4bdMefQRUnuQh3KVEdXQos24bJ6R5ywoU5MulMxl0VPd0S59CvhDYKq96xirCMsIiw6DNdhlZtkK48hOyovWOehEoc87YizCP1qRUuK84bnVsUOy45o/PejsNeJu4F+jawu5iw7D1n+pplcpzpDbirmgVJJfYdRKCJjhTBOasSpwRdb9Vm1Hy0VawCbaRAkxtzZQKRygFc562LkZsYH6Iv1QCrVpTsfyoZds2mVTD8psMlIIPSq46TSRM8SyCH3wLPR+jssozLfJS7OBrZ5UNB+9Vf/dULWu9zP/dzH9T9eCjjbW97G9/1Xd/FS17yEgDe+c538ru/+7v88i//8qG93T/90z/Nc5/7XH7gB34AgB/7sR/j/e9/P+94xzt45zvfiapyyy238NrXvpbnP//5APzar/0a1157Lbfeeivf+q3f+tB9uaM4iqM4is/y+GxSEb+UY/iRivgliaEHe8WqL73ObjkCYD9UyjY8Ks/y4zwQh4HqYRtgVXNffk5lzSgY6K9ZqrU6KG6snGfW4hJRiliKtkSM2t7nBbHQ3GNaEnOhvI8iK3EUVFONZG0Rri6ZPCWr2UK0eZc9fxrNysm2os+Byjla78kItZgSbpTBx1mpBSYOVuJK7s+XSnY5vkVZOiWrOEZnVKpdZ/SsRir6JDR7Ec2Ruk34lFAJ6DSYdVdKkEzlM80TcVfZPTNhsWq4czVlkQP39sJeXxIA2ahZKZnl1irVTJw31WvJOFFETYNdS9ZdnMFIAQLW45xUTc1dhZjtfctYMZ1XaI64KiFNwk0cmpW0m2h3HfO9wMm25lTruXMJewnu7SJ7WU3FU0x1PSRPrRXSCsE5lsHTuC3msUI+rdTTnsldu7ipWM90VDRB6hWNSr/wLOYNq77mnnbKPHruWjkWSTjdWc+3UtS+RdmrHavkmPrEsSrgxbqnU+mTNtq14p3gCt1NMIBdSSKhhAKn+wwRUyjtE7QItXN4UfrsaJNnkTzLJCySqcivktJpR1+UZRkZHZ7SJAdq3zWXZFWiR/CI9iQxuiPsp7Otr6PzA9xrIcP1NXrRImePIuXxR0sF+6u/+qsf7l14SKPrOv7yL/+SV7/61eMy5xzPec5z+PCHP3zoOh/+8Ie5+eab9y278cYbufXWWwH45Cc/ye23385znvOc8fXjx4/zjGc8gw9/+MOHAuy2bWnbdvz3mTNnLuwLXUQi6qGoRq1p4Wv6qUpa77dmdNR3WVeqUz57jgCH3YPSgeXn7m+17fixqm3zl7ChNh4YVMeBURxNyjr2PdaFAMf+yvo4rxmyo3m/IOz+43Lu6uj4vTfnVGWbSlrbfHdnv3e9T2czC9ebWu/LUPjQjeNool2lTWl0rxiU2tNZ29j8HBE/CsoN80PBjx7SIn792oF9PhibBZmxffBAdfl+GVUHTvGR9bCxzeG7Ddvd7O/fPN8OftZwXIa93Ux+bwr5MX7muenXDyQe+Pj76BlnLzQ+myjil3IMPwLYlzTSKECi5PEmmQuQ3RxsDqOvnOvGKZLPElYyqmsZjGQt2CTjTTaPFHCnG7SyjeW674Y80NHzqFKaNI7fZwTYhcozfF/VDKXnKqsW1o4NNFGXtFKx0h18kgLShCo51KvRthkoYWY3FVzx4RargipC3uibM7K1FGVraAvoErEqq4+etvdUXSbHMgg4TFnV2T80G8DOvflIxuhpk6dVR5tNLbPX0o+UMk5AvSmTqjo6JwY0yTjJeMSAtphFhceq8c4MHccpE6O9jpYObWXw1NTyvTSrKab20HWeNgX2omcvmmDJMiptUjr7JUmSoKQjUs7EnGmTpxI403scFduLGbO+A+2o+4Q4qw6DknvrM+s7Txc9XRLa0su1yI55oqiWG+UsiFKJeahPS2KjElcE3YzKn7N9fxUZrUB86bt3MnAWymOpwOfSW7fKDkXwSfCoKaCqVbL7rCYmp6X6Xq4a87HepHAYpU/ZaDhTXU+AJO1LNGXJOF1fSxcTJiz0EA7Yl3nl+ige2XH33XeTUuLaa6/dt/zaa6/lb//2bw9d5/bbbz/0/bfffvv4+rDsXO85GG9+85v50R/90Qv6DkdxFEdxFEdxFJc6jgD2pYgh06yRlIvwiAbyCKI3bTDWWdyD2dLNCjfsz3Kuq+B54/1D1jWNoHigg2d1G5ijYjNLN1a5N0H1RqZzLZ7W7wPWtiyi5bOGcM7owE4GH3Ah09MxR0U5xYQ+zQirGZNgPbnHK6EOQiMGtmpnHat9UvrgaMmk7PDqSJrIGz3USbMJe4gi0eHFgLETUywPXmhTR3MyEbZ7XJHPFG/0do0JXUbyEtqlZ97VLGJgtSEgtuptX9qS1rM+LkcToHEGHCtSSQyYEEnlhK1KCVmZFrVUkWwJ2SKeIQVxa1ZigpyVFJXcZ6OwI5AgzmFvOeHeVcPdXeBUD/d0iVVS5jmTnAH0SgNeHZVzeGe9bCln2iycjp4eB0vHVp+4Ki/ZaluCV3xIKBB78/BetYF5F1jmwG7vmGfHXhTmEXZTZhGj9cGrUuFQNXX0mRfAUztl6o06L0VgTBhtQotquB2TPguteubRxFhWMZMVlklIEph4aMu6qkrOyipZy3ifslmGqSIJo7xj14elOoIBa5GS2UiFaeFHFVURj9tohRDcoW0U43WyAcYPC6ssnO0aYJ/1YFp2PXIz7Rez50cphKN49atfva8qfubMGR7/+Mc/jHt0FEdxFEfx6IhBcPZC4mh8XscRwL4EMVJZNAGDinjaOPPWVevBQmP4t8UG6N5HrXLjq2ncUqGFy7rqbP7AQ1/1xkR/bErdv7+b4mn2tg3KE3kfGDhLMEUPVt+9AX0RhIAQQJz1+Uoi0bKSPbJk6lQRFSahovaOnExNVDDasQhMvFlCeIWs3pQwVcbv4sr3EfsfUWGZhSzCboSEstUHkgpbZxL13UuqZYS4xNWl0pky+XSinwf6rjIvSoy6PQib9eOffW4SwSOFbm/1Zkr1lfIdmlLFLkxxBCVnIQK9mrqoAsGb/Zfg8YsJky4gbkFolDDJ5Cx0y4plrFnmiqV6WjVKeCYTnKMSwYkQxHgPjXemqB6EWSi+2EVILIs32n6qqHolpwx9VbTOjKLfxkGNdPD0LMi49EInzJKDIiqz6IVdZ7SiiTeF8ZlP1JJpQmLqE94pzhsxPGZTEI8psKJimYW9pCx6Zbcz9kPthR7HJFj/feUseYFCmyHmXKy6sv1ptv52PCIBLzXJtWjKGz3YarQ+TaRCZxN1eAlji4TX6qzB5Wy3z4cn7pOW+giqXg9MjQtb+cHbj6M4v7j66qvx3nPHHXfsW37HHXdw3XXXHbrOddddd5/vHx7vuOMOrr/++n3veepTn3roNpumoWmaC/0awJoldH/veTjj0P3bEDwzyYp01sv3GwffdMBP2MZTU8IYqOFmwVk8scujd409SrDnOLxUtozKigEEHBVO/FgkGFrUnO5PZB5+DNYtbbYth9dgAmkaCDg8nkq8sadYi6MNbhCZtQhar8lakLSnI7JyS1qW9NLS6h5Ze9psj0NbnJLJOY6Pm5Tmc+2zlCLIQJ33riaU4xXcFBFPLVMTiaOhkgleAx7T5gkazklR3xSkHeZ4B1lYw7KD697XcT4sxm0eENlVzLIta0/UtgjatsZ0HP/dkbXboH1nGOjkQx8AnHU+3td1t99Ca1goG9fBeoZ8IX7Y9/f5Fuc4jo+gMfi+Qy54jL6osf1RFuftK3PTTTfxx3/8x5diXx6FkUvvZ0aLIuJwo7GbjVWEs8YRyOpgoLjx74M38nPdJO8PBAyv5wIwhr9xOYNlR2J/f8y5Yxh8hz8noVxgQ++VL4DHFxKymmIzkagmTNXnQc3SwJytPdDEbcvBmdhZ5UywyzsZ/8LwbxGcc2OxMmMAuStgtkuefuVIK4FW0VU2Qa82o9FIyiJmw+VQghQlcxm+q+2Dd1YhboIB20GVtHKmYl4J47pBzHLMl2+Xy40rZqFTzKojCovk2YueRQwsY0W7DPRL21ftbR1x9hlNECovVN5RBU/jPBPnmThH7YTGOxpvfqRTr0ydshWUiVcmTqkk2z45NsB/+ZM1YXuwCRn6rGtnvdCVs2Pgxe+bwETFaPzCel2nbIWead0xbTq2Ji1bTcus6pn4hB/yNGK/VVToFNpkfdWrbGB6eEzlMwaV1pgtqZF0LckhOESlfBe3njzqIJZmfzmvr8m1puq6Un2+Yf1zG8mzA1XwfWyUQ16/VPFwg4TDIl/E3+X3bS6f+Jqv+ZpDqdMnT57ka77may56+3Vd82Vf9mV84AMfGJflnPnABz7AM5/5zEPXeeYzn7nv/QDvf//7x/c/6UlP4rrrrtv3njNnzvCRj3zknNs8iqM4iqM4iksTR+PzgxPnXcE+ffo0z3nOc3jiE5/IS17yEm666SYe97jHXYp9e+SHavHipVj/DFnnQ+wATALK3jtkeSXsS4gN4FnErXukN6ra6y1mZBTdKL6Msu7HPtjbvRbDWGdF1xTxjeo1axr7mJ1lP+B3rgYNqHrEebw0lrkWo+s6rCc1SaLTnlA8G3OpkBoog0rNvsIFg9xtNop7LEArD7265aO9s2px8I7KC0EEXwBvykLnhDZ7VqsKSIiP+Fpx9XAQBO/t/cEptU/MfETUsXSOrWD72aiB+iYYqJ4GmDrz8vZaPLzJ1pvsMtNi++GdVYYjA5h0LKIjIqSSZ10kE0ObpUTtE1vaUU1anFcmW4mr+yUTn1ilKceCo/GBZVSWyfrDxRlN2zmYeusL3w6ZmVdqBzuV0ng43iQmITGrO5qm31e8CL2Qc0lW9FBlc3Cvs9G6G28JlSANXc509KDmh145Ryh0+dontqrIVtVzYmfB5FjEBRDnIAv9XmLSR5I69lJFl40qnxW6lOhzolVXjpunckIvEJ0lXLqstFnoMsRsx1al9OSLw7sKVO2RTHYD8AVxGZFIX9o3RBxOq9FGL0ncYEisxQDPFWsxnbNp4ZsslcuhAn65xMWInB3FueODH/wgf/M3f8Nf/dVf8Ru/8RtsbW0BJk72oQ996EH5jJtvvpmbbrqJpz3taTz96U/nlltuYT6fj6ri3/Ed38HjHvc43vzmNwPwfd/3fXz1V381P/mTP8nznvc8fvM3f5OPfvSj/MIv/AJgSb1XvvKVvOlNb+KGG24Ybboe+9jH8oIXvOBB2eejOIqjOIqjeGDx2SRydinjvAH2rbfeyl133cWv//qv8653vYs3vOENPOc5z+GlL30pz3/+8z+rPLEfWJwNqmUArfdTwVLNG+DHHVh+tqflPpGyDcEzMGGzocR3GP3VtpHG9Q+LQeGyvGncr819tKSAQ5wrFHFvy6mKyNsgZcZYNrWq8VAthUrM+knVRKl6Z3S1Xh3eGUo1wTOIQ3UZs+2qnFA7E0fzRcfMrQuY5GwAkixoUuuHHgudgvMY0M4mxOXLtiYu0xnhHS9WDa5EmXp7zVPoy1gvtkOpnFKXSnHpQLYsX6mqd1j/cS4Hwkmmy0LjrOKesh1bqSA0me3cUlWRZe9oXCDmwMIJu9GEv8z2ylIgdbHPqkRpild1U/4mIdJ486uumjSCTlVwzpekhW3PJ2f+5ALLHBAyXeWJWagSBDW7rkqKNZi3BIUXyp/iQ8ZNwdWCC9ZTTo6wgMplKhJVYQdoqUZHTIW8S+aT3SW7XAK2ep9LxrRQ1HX4Dcu55SSQNZbEjitiY1rE56xXe1A/9YPY2SEAeBNYHxQDPFeIuHOOMkOCar0Nx6Xqpb4cK9dDXMyeXb7f6vKIP/iDP+C7v/u7+Yqv+Ar+63/9rw+6Jdi3fMu3cNddd/H617+e22+/nac+9am8733vG0XKPv3pT+Pcenz6yq/8St797nfz2te+lte85jXccMMN3HrrraMHNsCrXvUq5vM5L3vZyzh16hTPetazeN/73neJPbCP4iiO4iiO4mAMPL8LXfcoLC6oB/uaa67h5ptv5uabb+ZjH/sYv/Irv8K3f/u3s729zYtf/GJe/vKXc8MNNzzY+/rIjKEEvSFGNoBf0TyCXtV9TNayzsaEXDMqgzL4/VNL1yriQ99MAdllu/t3Me1b52DP9aF94DL0fq+p5CJm1aHqcNmjzoF6RKpSyXY4Al4afB56pwy0VgKNU7ZDonGZiRh9dymABmrVIh0lrJyUKrZRilUZBbQar1TewHZTAObgpRyTEJMjxkSO2Q5IFKQAM1+ZMvikUtDMwpvS9LaD7IRKxITKHMwkUztlx0PjUwHYCVcSAw7FudJTLiYylzWTtKLLjk49q+yJatRqhyUHslpFu/KJuo6EY4rf8bgrJoSUmSx6mk/fzfJMYPveHeZ94J6uZpG99YsPlVc1kFs7q6gb0E5MfKb2kaZO1NOecExN886oCIQ2or0S5hBCJEaPX8Ikm/XV0nu8KEGVVYRVoeMHcexURknfqaz/elpnmkrxweEbcBMHk2DpBB9xVc9kuaKaV7is5ORKv3ui1Z7sE5qgp8JLoPEQvQHxXOjiKmaDJqo4dVRS4aXC5YB3FT57cBUph/LehHMO5xyDF/ZgqZJKD3aiX9u1nAWI98fmtXiYNZdTh47ig/uvleFae3CFzy7/UOzaveD1j0bw+4zrr7+eD33oQ7zkJS/hy7/8y3nve9/LF37hFz6on/GKV7yCV7ziFYe+9sEPfvCsZS984Qt54QtfeM7tiQhvfOMbeeMb3/hg7eIDiocjCXXOvlA5bPnZY/1595Welci3BPh+y62hp7rGuwYvgeCtP3joE25km4luEwjM8hYBx0RqKnFMnKf2Mia4vRNqZwnz4GxsE+y5YGMT2OtDO9EwhrtyKCqxJLVAYYIpE5+Z+URVWo8ql5nVLXVITKcd9STiK8VPFVdhDDVnCVUwMVHtrA04riD3jm7pWS1ndP0Oe+1jidmx29f0WdiLnmXy1sqVSwtTYUzFfHZqdCgUVKU9KghMnO37LGQmLts+h0RwmYmP+MKYq4M5eniXSyuTtRLm7EjJkbIQkydpYBUDKQur5Omy7V+bHUmFNlkLVV8ERBXGeZK1qK2T07AGROO/df29UqlkJjX7TMWS3bG0cSWFRcwsY6bXzCL39EQWsqCTjqWcYZVPE7Wly3vkHOnzkpzjvv5sE8ot7ZQlub55o9+8Tg+9ZvcNCptz7XIJXGAv9oMdw35czslvsPH5Qsfoo/F5HRclcnbbbbfx/ve/n/e///147/m6r/s6/uZv/oYnP/nJvOUtb+H7v//7H6z9fETGPhGVTQS9UdVeV7M3sLjctyf2uT9vLXI20FZ1Y/tjzezABXB/Hr/7wUJhKAyF7AP94YJDM2QBj4B464cttGLBEXKNJyDlAhaUWjITgYlEGiIV0fq1xVM7E6LKmK+yxyjgCfPYNqEXLSBVqSRZ9bTsU59NkbzLnmXnURQ/T4QuUc/MSswVirl3QhUgZQPrMVvV04kzQFe+XC505JyLNZdTapesGl9unq5UrpM62uxskE6OVTYLsIQNXIINzJUojc9MXaR2PaHucCccnJigVx8zsbi+p6lOEU62PE53mS9q6qVwOlL6um0/YwLKoBrLWL2KAips1ZAz5CRozNbGEOw3lakgAXxWQrKBvu49koSt0BGyp0sVKwfiQQrLoPbC8QKwj1c9sxDZmvQ0daKaUHrjZRzFFTU7uRRp+8SyF5a9sugy89zS+hVRWqJLRJ0S4rT8jo4gNmFB7XetREgiNNSomkiZw5HUlRPVRM/QAdDKvgF3swcbTMxlH/Pj4PWw0Sphl0IByEMiStfXn0het1WoOwtMW7vHRuJsvF1cWB/4+J0u8wH8KC5NSBljmqbh3e9+N29605t47nOfyw/+4A8+zHt2FEdxFEdxFEfx2RPnrbLT9z2//du/zdd//dfzxCc+kfe+97288pWv5J//+Z9517vexR/8wR/wW7/1Ww95JvrRFQnOU2jpYPXLhMoO38YDBdQwgAlfBMvc+o8h833wzwCsUhSbMQRskMYVJVHZBybKHjN6Excf5FSyxMO27C0mFhZc8WB2Mv4FKfJcBfQpZumUVIgYLbvNjrb3tG1Ftwr0SyG1Do1WijWwXTLphea8Fv6CVDrZU8kOp2zZYqPUWLU6uEzwJpQ25FBTdubdrEJfhLpiyRRLEUATzThN9ugsm63eocGhVYBpA5MGJgE39dSzxKSxPuetkJkGq9iH8rlJjUrdJaFLGLhPnjZ62t4RO0dcQl6CtkpeZXvsM7n0RCtWsfcuF/E3+5NSdZeSFRoEzarhzyuVz3ivuCC44JDg7ICqkrtMWildLyyj2aG1Sa2vWzp6WnpW9LS0tHQ50WdLFqSNY21VD8W7oh6rgiPAAHJVyJrJeV09tjYB3XeeH7xWMukBiZ0d5lV/Xwmyg9fPsJWzb8WDvN+B9dmfHHikhl7E31GcO/RA+eC1r30tv/Ebv8FP/uRPPkx7dBRHcRRHcRSPpHiox+fPfOYzvPjFL+aqq65iOp3yxV/8xXz0ox9d748qr3/967n++uuZTqc85znP4e///u8v9Os9ZHHeFezrr7+enDMvetGL+PM///NDbTSe/exnc+LEiQdh9x75MVSSZH+J+iH7/AFMb/ZgmynU4YJnw+sDhUsPvD6AklyWJ40M9l5QgMrIyzGqNaIDvAa1Z1pEyqJkVknZ6wFVGnG0TvGYSnSbPctkvct9AXxKqUs6TNhKi+hZVjRnOgrgU7Ou6hU0O+ZR8Cgr5+mzo3IV0zZSBagbqCs7IiKCc0WFWozimwuw7kpuIudEVRTDJ95uAJUkU9z2VvnN2dMnA+LLQufaS1bNXiZoIyS1YxTIOJ+ZoUhSuk6pu0SKDt+nwpkLIOB2pijC5Ko5oekRWeDnsNdXrGJFVPuuKRuNWxSCc+wkYeKhU8d0VXNF17O9aPE+4YOlDsTbuarqjLKdBC2JBKNlmwJ6QohqquhrtXGrwk9DZFb3TLYi1UwJ286U4AQ0Z3LMxEVmdcZz76Lm7pXj3k453SbOxJ5FdYbIklRoY8klpnGCIPRJ7PuEdQJkaOuucWQNxd4kQO4tUZCxc0MT5IRzgnP7E0njuQtjKwZsahicOxc5KofrcE3lUXxQcOO6Kv4sirhdCxvLRtreZoV7vDDtenoUxMWInB2B7HPHJz/5Sa655pp9y775m7+ZL/iCL9g3YTmKoziKoziKozgsVC9C5Ow81zt58iRf9VVfxbOf/Wx+7/d+j2uuuYa///u/54orrhjf85a3vIWf+Zmf4V3vetcognnjjTfyiU984rLW6ThvgP1TP/VTvPCFL7zPL3XixAk++clPXtSOHcVDF+dSFR9iABCO9UUnAwjRs/tUDZha1Xd4LiKYHrWQNSFAlIhTR8pKm6xfabcXaucJkgugdXTFlmm9Qxv7Xnq2erVKsG7sY9J1v2dSHfuUsipePNE5EKOZI2bhJGIiaKZqXiyexKynMkJWHXuahEK7V+vx9i4RfC7JCfPiTmpU5S45uix0WWgTrKKyjJA1oznjybisLBxUwLJ31K1j1kZyn/AxQUpmQ+0drvbozONjoqozfml2YLl87y4pqwTLqORkyYheYeIFcYEuGG07qVC5SON7EPC+iJ4N/cTqiNmRS09XLMcmFpusbIfOVLwVELHe85AIs4ybgWwHqCypoqsEnRIXQtt6Fn1gkYRlKsrg0tPrikhLJhK0wmF+pVUOJB2szuy3lXK+maCaJVS8erx6otXY7b269sAefuPNc3uwqbPnm4Jnh1ejnaxbMISzQe9IC8eP14rZh53d0/3Z1oMNFyfrdgSwzx1PfOITD13+lKc8hac85SkP8d58dsaF9ljvW++Qvun1ZjZfO4TlcoCBtn+5G32ZN32sg6txUlG5KZXMCDRM2KaiYapTqlwxk4YtH6icY+odlYNpMOvIiRem3sbw2lvisym9x1URu3TlEfY/rvuuhzavjBOoXaL2mSCZaRUJLjObdExnPaHJ1Ds2vvgrKqTxuCu24IotaGrYmRnbazoB79FJA75MdzVDzjRdj6QEiyUsV9B2MF/BqoPdOdon9ExLnke0U/JSyT2kFshC6uWsfKcL5XtUim9AAripILXgZh6ZVlAPjwGaiSmDVsEeNyMm29dVD20PXUTnHdoldLdDOyXtZvo96yVv54EYHV0XiMmxioEueVIW+uxQ7DGXQoUVJmSjB9vOvwyjl3HUoc3NCgVDD3pSYZWseLGInnn0xAzzWNMmWMRt2pyZp2vYkwW99CzCLr20rPJpEj1dmtPnJaqZmJY2Bmfryc4aGX2zyUjpzWbYw/PwzX4grz+QeDCZY4dt63Jq61p7Hp1/nO+3+Imf+Ake//jH8yu/8ivjsic96Unr7alyyy238NrXvpbnP//5APzar/0a1157Lbfeeivf+q3feoF7eunjvAH2t3/7t1+K/TiKfXHfg+aFhNFS19t1+wbe/Z/n8aO9V5YNy69NJfOyzEsgHqDXOufL4O2QUgm2SnNfwHU0OknpY95NgbpztGUgCKL4Yqs0DAZWtS6DtBNqL6NKOIUqrGLK3IzgV8YeZM3Qlm9XSaZXITihRwmJQgg2kK0q9GkYfFwZYAYPZqNP2/hTerA14UkEF6mcEoLtgxaxkTYLi+yZJ+F0D6sEu31m3veknOhTQrIydcKqF3aCEGTKNZ1nevtpGlnir1whTWV92LMGvMO3CRda6r2M31O0F9pk1et7WmUZM6faSEymRj/xnsZ7TkXHVhCuip5jVaAuonJeBtEVo3sP6utjkiAHuuzXfd7q6Aulv1ZLKIgojU9UdcJvg9sJyNVTqALSJ/SuRMqJblmxaBtO94F5ciySsiCy8it6mdOnFUlbcu4J0lK5KZJhFj2Io/aeUGgZldikplbrFe/ihBUNSTKehiwDq6IIjKgJtj0QscAh8kZV2+FJrEHzcC35ok+gpHUPNuse7IOCZ2B92eu+67Ui/1rccD0vPxuAD/t/GMCXy2rAPhhHQihHcRRHcRRHcRSXX6he+Bh9vqv9l//yX7jxxht54QtfyIc+9CEe97jH8fKXv5zv+q7vAoyVdfvtt/Oc5zxnXOf48eM84xnP4MMf/vCjC2AfxeUZ5wLgh1HAzwWu9wGOMqn3eNIGRXUEDrr2/hXZL6hmfbFDr6lRiE2t2arMSROokOjoxdHrlDYrkiCIAd9wiIKhc+ZKHArIdoWSrMpoM4UKMZu83Ahc0FLxVGIGHHg1MbY2WSa3TYL0GV8OQcoM3cZlG8USqqhXOxhtxNS+vCmIOsV7+xBJBq8MnFofdJegTZlVTCxzT58jfY64DCl5GrG+4d0+MAtKWjl0mS3TDqaGWleAIE2AScLXHa6wBVLp7W6TGmjNkVbNq7qlYpKVqjPBteCNrl87IblMKCrmweWxn1oEkvrCAnDFgEzIlkMgqVWQE6aSvslmJgCNRyc1MqkhJtzSMvDOCaw7ug0iipZETEKJ5NwTcaiDTpa0UpOYjdl171xJrJiy+KRU0OsUCFpTacRLIEnA+VBo4t3wa3LQ+k5Hxf1MLkmjUeDvQNJrfa2c3acteNymkOE5BM+G7R8meHZ4rMH4/oz+Iy+G6+pCQh8FPehHcRRHcRRHcRSXY2TkgsdoRUgpcebMmX3Lm6ahaZqz3v8P//AP/PzP/zw333wzr3nNa/iLv/gLvvd7v5e6rrnpppu4/fbbAUYbyCGuvfba8bXLNY4A9kMZ99N7fRAkH6ywjZPzc4DpzQr1YUJLo/VQ8QY+uPzguzc2DFiFbfTMLjZdWfoxZTXunwu4gfZa9JmT9qh26NCWjaCSyC6x0JoqhUI9CgRntDPZ/HiBWs3mow7OfJ2LbUcQJRUxs5V3dElGv+mh/i0CHhMBE7X+5CyCJkerQuyMojzYiCQVVtmPgmRagPRQSTeBNZh4ZRYSsyoxbSIhKIgnRk+batoUaLNjFZVVciz6zCpl5rFlV/fotKNjBSJM8pTQb6N4zkRP3Qu7Z3YIYclkt0OuVGgCeIf43mhmMeOqHpVSZVbHKsMiReYpccqfZuHOWJWZCZU09O2VbMUKlYqUjd7Xh0AlSudz8fdOZF8q+ghJPa162uzosjPxtGxMALKpt/dq1HERqJqIe8wMrt5Br74SCR7pe2TZIYuIkwx4svixhUCcwznMo1wzKUej5KvSuTmBmjbvUGVbp3LOkixQqPseJ5k+BdpuhkNo3QJQet8YQ4EakcgAsFUTWRxupKPt78Hed0VssDrGZZt91Ru6BqOiOH5drT7Qjz2sM4BthJE5Ml6fsu4Nv9+QDZ2HyzwuajcfGV/xKD7L4j4ppGeN/QfH9nPRw89FDT937EvSbX5sYcPkHEehRfI6sSfSkbUnOUtM9rLEE1i5HbwG9pjSpAYfA1NqvDgqcXgRKnFmxTW26gzfSQoTav/3P1d/5yAuKpi1VyiCoxNv2514ZeqhcrDlM5VTtkOmdpntkJiGnsq1TKt7qVymqhLeZULIuAOWECZ2KaTk6HpPyo4ueWJytLkhZkebjrFKfrS9GqjSRdoDVdmXqh1o7r5YjBnVPZf5gjmN2GvmPOJlVVh5gzXX8BsKqdC5bT88fZ7Q5Rl9dqw2XEkWyRh2qyxlXBZihqhKXwoCKQ/7W777weO+8Xw4VTeXDevaoxYBWiWpOa20OdujJnpNtPT00rN0C1ayR9KeniUxr0ZaeJ+XpNyOTjQ5x7POh1GDRFg77uDN+WTjm+y7fh4hY+DBuJxYZxdTwUbh4x//OMePH9+3+A1veAM/8iM/ctbbc8487WlP49//+38PwJd+6Zfy8Y9/nHe+853cdNNNF7gTl0ccAexLHIcPuvcDaA9Zfhb4Hvuiz359k7YqmxP9cVK/8Tr7wfbBUPII25OAw2iwo8/2hk/2AAScc+P3VlVyiqiUqmCpJNv+CE49UayKK3j6nMfsmbGwBSdrP+nKCVMPO16Z+MR2MGqzYDeEZQ6skiNmoc8GiUUzrgz6Tkqf9ijSBinZABTVFXo0oKbAHfN+Aa/GmwBY7TK1F2qfaQJMKqWqwHubVKDmg62wHiAwsJiz0qVIu6GULeLIrrFBEWEvB6osnOqEardi564F/sqFAf3ppDQgO1PzFqHy5q9pKt6Cc8afz0RSXpGkJ9MRmTBnCgm2omdWSva1E9QJEwrALHRvwQTfyJZUqF2mdo5KlOSgT8bHdwhBMo1kZrMV4USGEzM4to1eeQIVwe3NccGTQyCETAieygtN8DQKs9QQdYvaTVAf6dKSnDNJE9EnkkSkMAUaDzuV9fe5InRXO8cqOTQHulTjkrBiB3VKxxwRIaYIYr1tY7JI82jVNZzH5wLZUIB2uawzazC8tuvy+wTPdPNaO+Blf9C6a30du+ECRMcK+Oagl9fX2Dmo4o8Uz82HMv7Df/gPvPrVr+b7vu/7uOWWWx7u3TmKoziKoziKo3hUxRd90RfxJ3/yJ/uWHVa9BhPOfvKTn7xv2Rd+4Rfy27/92wBcd911ANxxxx1cf/3143vuuOOOQ0W2L6c4AtgPYwhyiJjJfVSo7yeDfV+vH6xSr3tENyrZh1S9NzPNh4k5nb0P+7cxwNmh/Gtd18DBqtya0Q2l39n2e00IlZIVr5yB65lP5s1cMtOq4BN4MVp7n2S9wQKFDOZCZBA/WydAYi592yhOSvVbDOB7oViDGSU5lOx6cFB5JQTFB8X59XGqXaR2gVagFkcnBlI9itcB/ggiDoc35XI1066IVYN7DfQ5oS2wikiToE6Qh850jPLusoH9kt2vvaNKnqC1JUHUjwdZ1CrGHhMHc4Vibf7SQ7bdMuwmPpPx3hgHHmEpjtrZuRGdgdtKlFqUykVCk3CNg6aCSYM2jVGa6xomNe7/z96/x9iSXfd9+GftvavqdPfte+dBcoakqJhJ5mcaICzBjkVTpOLAIkLDEmTGjOQIgh0RgiUIpEGKgaVQoEKJJkLLgWPaJi1aguPEgAgGAhRCtiwaxNiKEplWpKEQWDBMB45pKqbvUMOZ++ruU1V7r/X7Y+06j+7T9z0zd4b1Hdw5ferUY1edU4+11nd9v4ue1C5pk9JGD5Y7dXG7RWlpZI8iA0EalLJKxARirZrAXvQKRhucmeAa6PW4R69ujxpJlkihI1g8dX7IKqB1SztdV4plrTFwK7Ez2BY888WVTW/s8/qx/fONCvcGQ+SWkMBORfF1w/btredFwoshcvabv/mb/O2//bf5g3/wD97D1mfMmDFjxoyXL+5V5CzGyMWLF29r/re85S188Ytf3Jr2r/7Vv1oJdr7+9a/n8ccf58knn1wF1NeuXeM3fuM3+OEf/uG7HOULgznAfh6xTfu6nX6GU32eG9Xh7fWup29VqDcp4HV6rBVnkUisX/fmvGGDLr7ZZ6orEbNQ7ZKode9bB/lxtf3qd21r6ot7Yfv4gzRESSQSUdwj222xfE4zDzdEPOiMIrTROIzKKxY9B83ApcNjYlSfRwPjEFkOCVWhz9Htu8xpRk6hTuhKAdOp4mbCUOlPyWzV14u5KuoigCanW3W1ur0Ixl40Hl0UHr4wsLc/sP8qg8apTNobEkZUM/shYbpHJ4HlGHz5IbLIe4QQGSUhQWjoiJaIMRKiB9wxKDHIWiyuqJfbAWsSst8QHx04vH5CDIXHh0Si4doYSNLSnzwMQKEQiLTacikcsB8TB41w2MBeNB5uC4tgHDYjXVL2m4FFN5KiV6hLDpz0HX2JRFGwxIkIDYapcZCUR9LAo+0JzSsL8upD9LWPw6VLyMEFrGQkJuShQ8jK4uETLo4DrzwauZGdXrgsiXbc4zi/ihQ7SlKyDARJLOyQA7vAxRR4qIVXtZnXLEa66H3zowp7Q8uN6Irtx2MEgxt5QaGQQofaQA6xenx7r/dUQS4WiZbrsRpXTI3zEDZo3dONaLOSbRvWXef1Y0/LbPZjr8XNpmlsTPMz8yaj2vn5g0Q9m/BC23TduHGD7/u+7+Pnfu7n+MhHPnL3G58xY8aMGTNexrgnm647nP9HfuRH+NZv/Vb++//+v+d7vud7+L/+r/+Ln/3Zn+Vnf/ZnAX/+f9/73sdHPvIRnnjiiZVN12te8xre8Y533N0gXyDMAfYLivOD0/OsNTan3W4P1m5v61MU8i26+K5+7arivUPE6VaQ2lM7VYyhBvpia2ozgURLlIY4/Tf14q7EydYCY0YVPwtGF9Ur2O1Id1DcDiN4oJdOCmlZ0CJ0uVpuldqfnBNS/y74FSRb1TSfkgBVwCxQKd5mSDCIMAq04kdlPyp70bjYDRxc7GkvGeFVHbJIXl3uC3txyUN2g+ao5SgnlIa9JAzqlOxWpoSHV66TRGJw9fUmCF30/q0ujYQ9cVuPFJEUXWCtSdjCkMOB9uER6Ll0oyer8FDTgsHVoSGPFylWCARaSVyIif0mcNgIB0k5iMrFJrOIhYvtSNdm9g562j1Fkn+FNkK8bjTLRC5wknApLxVUlINYOEg9e4uecLGBS/vIwT62t1cNqzssRGxvgeyfEC8I3cnI4ZWBw96THoeNYEQO8h6mxjJcJ1jyX4ou6KRhLwr70biQjAvNyKLxgDKXyLIoWYWu0uRTqL/uFUPAheekshOm3q9A8ir2VLV2kQD//duUaLp5wA27rbtO92NjZ/vMdp9Da9r4rabvpII/4P3Y9zqynPNti6gAvPvd7+Y7vuM7eNvb3jYH2DPuO25p4bNpBwCsE2GTVsnGGWFlY33r8/xWp/OdJtG2GXTT80UkTPclSTURnlbJ/iBNZVyFrQKAcJq5tnEtra/rFpzNfVo/X0zst1i3H0Ly7RGI0hCkIUlHpCFKQ2MdQqChIxBorCVarGWAhnC677sen4y3AI2MqCgjPaP0KIVsPYXRe9EZKZa9T5iJ5eT7scV42jym03PVxjGajtm0HyKBSLMqegjRp+8odKzH7taR0/1I8aJHIbuOCIrWQoiPz+dfHf+N57hNUc3VuIlb0zaLNT6ms8+Umy1VannrGBXLq+mlWm9Rx3Pagoszgp33aFd5W8WsDTzA98kXC5Pe0N0ueyf4I3/kj/C//W//Gx/4wAf48Ic/zOtf/3o+9rGP8X3f932reX70R3+Uo6MjfvAHf5ArV67w1re+lc9+9rMPtAc2zAH2848dJ/vq5ll9Kdeznr6InVPBlni2x1rC1sV9s3Lta1pXz05XrVfVuJ3jX4s+TRfwc2et4/IgebqhdE7xpXVqspOOiSQ6LtDScMA+e7EhBiGFAFXYajpyQdySK4rQBdiPhYt7S/YvDnSvCMheRPaTB3JqdCcjpooN7pdoJ4b2kE8Cw0nDMDRcOdmjLxG1BOp07IiLk7SitKGwiHlFwx4bQdUFGVJQDtuexSLz0GtH2icO4ZEL8NgrsMUCTQEbC/L0Vzn44ldY/N4J/Gth/2SPZfFK9lgC0NFrwyB7iEAbIodNw0ETeOXCeGxReN0rnuXgsUL8Dx/BHn8ESxELAUQ8eNUC+y2pCcSHl7xGr3F4ZWTUizzbBCKJK8sFxVx5vQnCw51wkIRXdiOP7S05aAYeuXRCs19oH61+nRcXhDa5x/VYYCw0V3sOjga6ywPhygWOcqQV97feDwMPHRxx8OgAr3wlPHoJu/gQrlpWH/6ahL7qlYQUCf/BEe3+DR7rr6OqXO07jD0OkjDqHntjAwonHBEt8TAXuZQSj3TwaGe8slvy8EFP2ziFvB8SJ6Wht+D9+iFURfcqoma2/m3WxI/qUKvXThWfRFY0rPuzJyhlQ7dgo62i9tcDO627Tvdj66kHmNPWXWd9sjfsxLYEz9Z94Dup4g847qmCbfDrv/7rty2i8ulPf5ovfOEL/OZv/ubdb3TGjBkzZsz4OoDeSwX7Lpb7zu/8Tr7zO7/z3M9FhA9/+MN8+MMfvrtBvUiYA+yXCDbpozfLHJ9Z7lTlesKUJd0Mrjc/P68XdDNr6a+6lZGeqOHT3zE0BNIqYwuQrAETOjoSDU2IXp2OTmJXgWJCUM85Tz3CUYwYjEaUpsukhREuNMheggudB51BkIcMMYMhO516mbGhkI4KzbWB7iRjBsdD66JY3nRbhdCUVjJdKOw1Y+0BV4pOaqGuSnrhcEl3UUnfsA/f8Ap45CH08cexpkF1sgxT5JmrhKLsf7WnaOBi31HUA9y+CaTilmQGNDGyFwMHyUXcLqaR/Ycz6VUd9sqH0IcveXBtXq03Mygu/MXBEorRXjxifxx56GjELHHcBlJVQk/B+7MvtsZBLLyy63nV4Q32Dkb2XgtyoSU+egBdQvY66FooBVkOMBZCFKQd6G4UFkcZxQ+xmrEXM+0iE/eB/RZrWghn6zp24RAtGR66gKjSPrzk4rUlABeHlmKRgxQolrgxdCAeGHcx0aZAF4UuKHupsFiMxGSYRpIqIUx0aL85FECDV6Yn0VGZWBTIKsMfJJ2pqqx+3zcROzuNm1l3nZ7nPOuu0xWEs7Zd0/l+3rheGoJn91o0eMtb3sLf//t/f2varur17/7u7/Le976Xz33ucw98tnvGjBkzZsx4sXFPKuIzVpgD7OcB5ymHn52+WaGOWwH09Hozhe/tbZ5SBj+tMk7cooWfXvY8KGWDlrT2Ct5UYN5a18b+BBoa6YjS0bIg0RA0VlJ6oiORJHAhJrqUNqw9jLGo22hhtAHaAPvR2A/KQTPSdErcB7nYIQcd9sgh1rUeFMbo4lLmFWxKQdSQkyXx2Wu010/ofveI8dlj4tMXOB4SN8a2qpUrF9uBRcrsH/TExojttK8GYkgDzWMN4eEL8IbfR/mP/yOoCuGo1QuTYY8/jo2Z8NDXOBi/QvfVG4xfFi4sO8Q6mqp6fWKelEhBeKSDhxrjPzi4wWMPHdM8cQH5fa8iv+H/h6XkKuLq9GaWPZgSmoaYC9IlmhsjoRl5bb7GxaOGC7HhShs8YRECXTAe7gYutAOPvvaI7vfvIw9fgv/g1XBwgF66hMT6O8mV8nV0AzleIgfPINeP6frnuHi8JB015NJR1NhPSrtnxC4ijYubyZrrj9XjY2JweBGeeD08+ywR4yF5lv2vDQwl0fULjrQjxchS94nFq+iLkOhSYJFgv4G9NtPtF0ILZeltAFrF8QYNjFYYTRliT2aJ0mM6grCiiKtW9XZALFMqfTuxpjPe1nlnqze+u7JOOt1M8Gw6Njdd/wbL5XQiy05t94w39gMseHavImcppdsSUXnqqaf46le/yh/6Q39oNa2Uwq/92q/x8Y9/nL7vneUwY8aMGTNmzLhnkbMZjjnAfj5xXi/ILZXDd3++Rfc+LXK2IWwWOBuYn65eh9N+uxswdOX166rfa4r4FISc7veZxhCkwVSIIRFlQWeHNLQs2KOxhCA0EgkiLEIkCew3kTZ6BVmBqQVWTVwZvPpi+z+jiUpslbCIsNdg+y3sLaBrsf09CMmtpSYqdYhYEP8+blxHjk5IF75CvHLEY+01+iuRK9cWBIwYjQuHS5oLSvNwQLqASIKiWKkN2k0gPH7oNOhv/AbOXlJqsG1g3/AN2KIjnAy0D13n1VznoeeO2YsHHB7vcVICR9pgCF00Hu0yD7Uj3/i6Z1l8YwO//3WU174aSwktWm2+vLIvXesV2zx6YiFn5LAlmnFhOdDuDbQx8XAf3IJMhCYpD7/ihOYRiG98FfaG/xh75BFICRG3WFv93hY1NmsarDuG5RKJQrh0RLvXM46BcGJoEJSEjhGKISFAm1aJBpBVBVmnnrCDA2hbwvUj4tUTOlny8JUek8jXxhYIHI3J0y1m7KfAXhNYJBeX69pC3ANpwIoivVHUPUp7VU5y4dgG+nCDzJKio/eJWanfjYHllcWVWdpiZay/ydNq4reGbJx/pwXPXL9+Y14J5yqKr7e7Pldvfxy7Bc++3vDt3/7t/PN//s+3pr3rXe/iDW94Az/2Yz82B9cz7hq37Ls+jZ2Jrt1sl1s9pN4LE8V7r2vzk03io5OdoFbdlbhqWTHJTMUAkWFLD+Y048an7ehDDolI3BI3FSJJOhLdqqc60tDZgkSks5amCqBOfttRhFS1WuKOwz95NRf1J5dcXyd/5kKhSKGQGWSgMDJKv9V7PfUzT882U6HD8AeTyHZP863gvckFIaLmHuSZfqOlLhDNGX5CWPWYRxqC1fckL0xYqqUUQSys/t7sNxfCuq2v3nir0zRFSi2UKFly/bbH+t5fS+0/t7r/p4/HxPyaeq6931rXvdi1z3rqsdbV57XFsD5Drh1mbOP9neGOz8EZM15AzAH2845bVaDPf8A7T0X8TrBJIb/davhpTDeTzWB6U7xk11aFWOvUDY21tLQ0RAJGkkAQoQ3iwXP0ANrpu0IOVBurzfCiVpDx4FsirvQtsn4ayYoMGUIViQkBYoCmASKkBBcOISZ45CICpIeOgcxhOcFMiKnQXlLCvhAe7qD1ZICejIgaJiBthIMFstdhTVNHtOPmUCfbhQtw6QBRJb1yyV6TeXg4IWvgpDTsFTdwaoPxyu6Ei/s9zasC8op99JGH4MKFFSXczGo1uG7AMxGg1bQb992SBmJrtIuMEelMCcFoOqV5FOIrOuSRS9jDD7lwWq3sSl3nOjdkzghIDdK1sBwgymrTtRhcXZldoE7CJOy1Pia2+f+JfpQaSBGSJzKaRul6ZT8agxqLJAzqldomuCVanMYZpk5qgSKULBTzQzAWyKZkKxTL/nBQHxQ8QVF23pY3g9c7eYC6E6yq2Xd5Lp72nL/NhR64KvYLpSJ+eHjIG9/4xq1pBwcHPProo2emz5gxY8aMGV/vuBcV8Xu5t7/cMAfYLxBOK3bCWVGz01nh7eW3s8anfaw3RcxOe1HfDLsqYiqe1QRqNnNdtdbJymijkm0rEadpnEIQt4nqyoKFdOyH5AG1eEAdRNiL3hfc1uBJRBgVohmqMGmpxjD1Yfv4igo6go0Ky9ED6avXkRiR53RNTQ4BUsT296FrsIMDpG08wL50AURI10+Qw56Diz1gSBsIl/aRPaeeS4pICN6HnAv0I0S3E0MNOT6GCxeg9nGbGGJSBamqUNveHvbYK5GuIxYlPHzCw+mI9is3GPrE8dChFthrei698pjuFYHwhldjr3kl9ugr/IpVA2u1dXWck2PC8THxa88hz11HlgN6MmDLjGbAhJQMbZwV0HZGe6CkRxfIKw7Qx16FNO2KNi0yBc7+n05BmYEMA9IPkLMH8MGQMDEbhFETeWyxkwE5OkH6gbKZeNhKDNR9qJF86BK2n7hwaUCAVwwNSRr6HEgIWY1FhL3kvwUj0A8LhmuGRGN5lDhatlwfI8cZhqxkLagUVJViiqqiRSmloOXmwentBNebKvtrwbLp/Ln94NfbOXZbdk3TNlVf1wmtyHmWXL4PD/Zd7sEe3YwZM2bMmPH1iXtREZ+xxhxgPyA4z5rrfmJF9faVAy5ypqeEnDb7rid6k0/f6MHeqGCvHvo3qp5BEqHabyUJtFXBOoq/JhGaCEmgjRDx/mZEyAYp2Io9JLVaq9TqZ32lgPXZq6hTBJ7LeiApYm2tXAeBPPonU3pOcEGvUojm1Wm6iBzuI21CFi0SoouVpYhNy9TLj5nBuKGsPhlo1+qux5DmQU/rNHa5sIdgxIMl3YESQgaJNQDONAdCuJDgcN9p1Ju13/X/QAvxma8hxydw9QZcP8H6gh2N6FLRAcooaImo1oTLFMilAE2Cg/2tgJrpn5wK0HKGUlwwLhcYtQb6nuzIGiAY49hQltlLyONYC6c1yN5Z5DcsBvfz7iJxMdIuC/sp02tgLwkHBXL9jXTBaMUIYhQThsEp5P2QWOZEX5wiXqxWqs0gSK2Y+6uq1sSB7WzVOI3NXuzpPIk3U90/BWFN+77fOGPZJYGXiqL4vaqI3wt+9Vd/9d5WMGPGjBkzZrxMobxwPtgvZzxQAfYv/uIv8slPfpKnnnqKZ599lt/+7d/mm7/5m2+53C/8wi/wEz/xE3zpS1/iiSee4Kd/+qf5k3/yT64+NzM+9KEP8XM/93NcuXKFt7zlLfzMz/wMTzzxxPO4N7eH2+m99te1NdetMPUNwboadzpYn/ytN6tt617rsvJZzOb9SQBF+7WV0dSDveq18b5RteyBnHgluZOGNkQWMdBGD+NSrVi3IdRXI4l7T2cUEw+8s8BQq6uhVj+zwpAD40kktAVZjogq0mcmejQiEAU7XGChgZSwpkG6hQfsw4DUgFFSJEz9wosETUT2W0KIXhEXgUGx5QBDxrL3FcnJAAhy5SrWtrB/4O/FfBmTWtL0IDxkTwRI2/i/Cx12YSAmQ0LGihAbJbSCxOC5hn7AVlxtTz7IkAlf+rdw7Try768gy4wdKWUAK5BPFB2hP46MY2DZt4wa62EZiXHAihJiRBZ7leMt68SBrS+QVoNotB6rMUM/YCeZsowMfWJU9xXPBY76lnRd2X/mCLnwLPIf/0c7fpu6oroD6MVLyCtOoGuIRyOLmHn46JhIoS97BIuMaqTah98GJQUjl0A/JMyEG0Pi+pA4KbAsXq0WNZIlki0oFIK13vtloQbcm80HZxkfZ5NGd4ZJULBsBLyBcFeh9nme2Btbq6+nPz9v+osPu9sDy3wDn/HC4cXo8bxb9snWWOt9Q4irRKJIYvK5Pu1xHSQRgvdGx+D+0il0qz7pQCDJYtUXnKr3dLKEEGisIU0JdcJW33QXAl30vxdJaMTZSE0QDpJxkDx5ehCVLrrDRROUg5Q5aHqaqO7oEY2uzaSmEKIRoiFTa9l07EwwBS2CqZDHgJkwjpGcA0UDQ4kUXTDqftXtCIzqfiHF/Li5TdHEBjp9nDe/q21MyyhTcnl99T0dsEyMvIDvQxKrz0fmSfiaTJ7cUwJGU1ljMRgiRpByZv9du0Yo6vuTLZA1kNVbrkYNLNUFVrPBsgRGg2URssJShWUxRoWhwGgwFGMoRjGjV6WYMWghYww2MpApUuhlSSEzive0D3ZMth61cf1afbGL9qhlVDNmedXb7R7ZeZUsPt2rvYkHgal1r9eIB2EfTsN/gXe3Xw/e3rx4uL8l0nvE0dERb33rW/npn/7p217mn/7Tf8r3fu/38gM/8AP89m//Nu94xzt4xzvewe/8zu+s5vkrf+Wv8Df+xt/gk5/8JL/xG7/BwcEBb3/721kul8/HbmxhVR3cWS27O4Gdu+nLNtQD50mkYse/zc93/Wd4T+ta1GLHvyp8AZW2HryGN9GPJ8stqXGwx8JGQmnEWASt/4wuGI2sa6vef+zU8TwGdAn0BVtmr94OGV1WD2zAugbrWvTiBfTwEN3bw9rGe7Jd0cvHlSKSNvy7a8Vcqn8ypTb2jgp99rvOjSVy4xieuwrPPgdXnoNJ0Kv2CAdV5PoNwo0bSN8juSClIMUQgxBd2TuIEKInEijAqL7uG0fIlStOzR4z4dmvES9fRp5+Brn8HPr0MeXywPh7MFwJDFcD43FkOIkMfWQYIsucGIr/yzmgparZm608qrd/J1OP9NTzrVj1kvbv13MHk6L6BDVh0MgwNujVEXn2iPDclTX1fP3rBaaqMtiFAzg8gMN9OGwJB0LbZrqUaerDRRO8lSCJETECiohWqryi6q+oImbV89r7+IO5FoBU7frN9ol70ThQyipJdSe4V12FTQG1lzImn827+TdjxowZM2bMeH5wL/fnB0zu5UXFA1XB/rN/9s8C8KUvfem2l/nrf/2v8yf+xJ/gL/7FvwjAX/pLf4nPfe5zfPzjH+eTn/wkZsbHPvYxPvjBD/Kn/tSfAuDv/b2/x2OPPcZnPvMZ/qv/6r+67/uxxukH4Zv0WG9Mu9sH8HXv6FptWFdT1ii29t7dJexUyBRbV7CLegU767CqXBcdfP311aeBqitTCrLuR56qymaoiLOzbRqX0olyIWZaKS5sZsJRifQWQIxRhSBWM8zGUCL9MhKCEp4phK4QDor3BqeAdhGJAd3fwy5dxB59tAbTAQsBVSNOGX41wqhQDIvmdl4xIp0rnosaNmQ4GbHjEb06uuBYDEgjhOs9cu0Iusb7tg1CLt5zbAoSXME8eZAqBrSJcNAS9+v+Zv9nFrClYTcUvnYDGTJSFJqEDCN2+WvYtROG3z0m3wgcX11QNFK0JQTzXt6qkj2Mnqk/yg0qkSjGXspoqV8UePJAoucpJ0G2qYo9UawxD7AvXCDsLbyKvQikvYG2H2lC8So2gaEIyzExfk2Q5oj4u/+O0Pfw6ldXqrXUfmNbMcatabGHLnngefEqLDMhlpXoWghecU5itcrRcxAze01PkzywT2IEa1xR1YQoSkJICJ0uMDHasI+JkbTFaDEbEWk2zoqbn3Nqhbg1/82h54iQnV+FnjFjxowZM2bMmPFywAMVYN8NPv/5z/P+979/a9rb3/52PvOZzwDwb/7Nv+Hy5cu87W1vW31+6dIl3vSmN/H5z3/+3AC773v6vl+9v3bt2v0fPDfvsz4v0DbTM0Jmim6ILOkZb97NcDsQtpXBV57W62kTLVxtXAXYquMqsLaVyNnadigAWXu0ZEr0Cl+WQrbIWKnHofY6m0GIhQY4iIWLaSSJOqPaAktN1eIokAExqd7GQl+EIUfSUOiWBStgWZEItMXduQBuHHsFdW/hNO6uq2JdS/eQ7gdPuRUlFC+CevXZ5dpoolO0i2LXR/RGZngmUHItgCcjXTsmfu3E7atiBPF2ZcCVri80hEUDr7jgVlqHB/7hoiN117CTkfDMEhugLBWJ4mSHsbiA25XrPv+VY8q/vcF4FZ575pDl2HCSE4jQBKNLZeW0LpVOLxhJCuqMeWJQQsQTEWYw9C76Nv2uqH3v039TgK2GpYi98hWEJhGevUba72lOjCZAlwwpyiIWmjiCKKbix7+9il66iOzv19+0/yhDrL/tMSPDiOTi+6xrYpIiFII3K5gRzRgtUFSqFYhRSmTI4ovq5n4bDULSSBsWpLBAJZNjh7L035+kuwp4Dd06b1fJLDm7LqNsJLvm4HrCi9mDPWPGjBkzZszYjXthi8235zVe8gH25cuXeeyxx7amPfbYY1y+fHn1+TTtvHl24aMf/Sg/9VM/dZ9He2+YHtDjjof7TTsuo6wr16cCbWDj0zr/RmANkzJ4Wf09TV/3yGxW4jZ7uGsP9sqOSSmiFDGyGaFWSGOoASoe+CWUgPcbKd4zVcS9m4u5mvUkmLWiiZugFijZq9u+sxCyYSFDMUJ73QO4ENwne7EADBnHKlgmtertPtnSJSRFaBu3jgoRqwfQRkWXMA6BPEbMIEZDc6ZVhWCExvuvRStFvAXZ8yBVqqI5B/tue7W3wGKAk949u49HOBohgLQR2W+8J1zwsar3Vo99ZCiJUSPFArK6nDltOoQCBjH699JSVse8SbU6nFqnh9vmj8PHPrEOaof0xseCdQtssXBRsjhVmL3lPgZIQWlCIewbskjVgiv6z0G9mi+TZdTJCTKOyDAQTk5gGLzqX39J0/9L7YUbgWBCX6JXs/uGNivFIsscWWpkMBfI2wzAIhGxTJBEtIYQIsFi/X2H+rs6P/DdZHhMlPDb1UKYcT7u5SY838BnPJ+4575rucXyt8gQbW5/V3/mrl5rx1qvxfutQaQhrP5Ofh0MrfdXSyCGjiANSdyLOtHRyj7REg0dyRKNNfV9opFIQGjEfUtSdMHSVEVMBaGr94Y2uJZKF4VF9GTsIrrmyn6sjKRUuJAKbSgcNiNtKhwsBppU2DsYaC8ooYN4IEgrhIOE7HfV2rGKl7ZpzZI7fZynSCEXyOr30pLrtPo+69qp415yoBtRiU0qUVrv31Abs+vQdkQvMjVlT7sRNqavDGh2/LY2t6NgxVxuZIDSgxUh90LJgaFPlKpfcjI2jBo4ya6lcpwjownH2Xu0RxWW6s4ugwrLEigGy2IU8065YsayLM70Zy9LJqP0DAzSk0Nm4IRRegY7xlBGPWbUE4zCWJaYFYoO3qKow0rfR1Zth6f8s1kzIV/MPuYHsYf6XmHM99n7gRctwP75n/95fuiHfmj1/ld+5Vf4tm/7thdrOGfwgQ98YKsyfu3aNV73utfd123cigrulepzqthTYGvr97pSBmd1kS6TyNlNg4hKDa/VaLOyqkyrZlTXtPDTlWvbqGBP0xWtr4VMZlQPlkWmrnMPmBuBDq98tlEJYvRFKBbJVlXDJ+EwxO+hOAE+1itryYJpcNsuM0KAMCrxhsJwRNhbEk6GWj3eQxqv+lrxfl0Wjf9rIhxewLrWbbdSgJMlHB37Tc0AFca+YTn4DSmI0i4TiyETo9IulNDggXYyFyvrIrLXIhcvwKVD9LHHsKZFtd5t+57wla/AjWPileteNU4ROzyAJvn+9z3cWPq+RcNWVmhTD7vSpZEmZWLj35W3JAulJESEGI29SyPNRSFc6GDRrXqwa3jNFGT7NFvRsz14B5v6yJtEbCLNwg+riaGa2W8H9g564iMJeeUB+vgr4NIlbH9v9UuTa1cJJ0u4cg1KQfpq/zVk9HjElpmSA6pekfbnH28PyObB9WCBQf0YZBWujZHjIlwd4ThDX5ebbhChOrIXScSQCNqgWLW92vVcpmeqzVuB9iZDhHXlegrAJ00DnzZXrXdh7qWeMWPGjBkzHjzciw/2zDBb40ULsL/ru76LN73pTav3r33ta+9qPY8//jhPP/301rSnn36axx9/fPX5NO3Vr3711jw3Uyjvuo6u6+5qTFs45X19t9hSBt8ReJtzewFQYSsA8HGct951MLGuWue1SvgWhXzDkmtT4Gml9lg/t6kCWVCUgpGtEGqQvd72JKrlqpeK/5sUNcukmmneqx1lUtacBNKm7Qio+kUBgewBfBjVA+WhgIzI0Hj1OLjAmbXJS+iIV7gPD9yz+sKhB9Wxnh5N8r7k4us3c5XwYoKKMI4J00JsDEkKEaQRZC94FXrRwMUL2KWL0LRM+UEzkLZDX/lKZHHD+7+H0SvbXevBfq18y16DdEJsjDYWVL0/WRBSUFcZTUpsQIKtadrVWixESPtC2IsbSYWmHr/6/42C9rpKYjBmVxEfBq86F4XkY+lSARNygaYppFaRtsEWDSz2sL29KlBXvykJYCDjCNkDbE6qQvtJxgarCfmapzavYheDIsKJRko99oKRVbiRA32BkwKjGtlcCE/xfV8nDWR93lg45St93vkx8f03g+y4kw4+4XT/tW1Y3m2yQaZpX4992feS9Z/v3zNmzJgxY8bzg6lN8O6WnTHhRQuwDw8POTw8vOf1vPnNb+bJJ5/kfe9732ra5z73Od785jcD8PrXv57HH3+cJ598chVQX7t2jd/4jd/gh3/4h+95+3eCdVB8++rhKwusjWBAZaMivREHTX+72vN2AC6ntmm2Se3epn2rjatqtuq4suby9Z6iiJuuTkRB3W6hBu3FlEwmIIwWnc4swhiEoMKg0GvkqKwpxlEMgnIxZUYLtARy8HV3wWiD0kW3AJMajIfo1K6JlmU5oGJI9mCbUuuzKXjQGgOWogfbiwWkBg4OYLHwwN27mLG2Q7rOVbuTIMGD+xiUbALqFhhSPOGhOaDRK8ok4KDBXnEJLh1i3/ANHtTbWkTMe5wFObiA7VfP66Njr7DvLbCmdfp6l7FXZ8JxT7N/wqXxiMVJy8myQ01oopKSEYOQOiN0IAtXcCcB0au96aBFDlp49CJy8RBtmhr5ri+JW/TDvoeSkdFVzOX4yC3HQoDDFtGRi33P2GdKNtqDgeaiwaUFXNjHLh5C06zsvgSwCxecOdAkD7LHgql6n3tRbLTVsSnFyOoid6P52NQCjQgnJRBqH/ZxNpZFOBqNvignxRhMyWKoGBbMK9g0BDqE9qbnmieS1oG1nyMFtfNFCjfPo2n+adrtVrE3z69d4zq9jZcy7qkH+/4NY8aMGTNmzJixgbkH+/7ggerBfvbZZ/nyl7/MV77yFQC++MUvAl6FnirRf+7P/Tle+9rX8tGPfhSA9773vfyxP/bH+Kt/9a/yHd/xHXz605/mt37rt/jZn/1ZwKtX73vf+/jIRz7CE088wetf/3p+4id+gte85jW84x3veOF38jawGVSvpm1UqMGVvgHC6qF/LbwkxDMP4rL58G9nAwFg7XGNrmjhXs2eaOCbFexNj8JpZRvbrEFktkwiMmpGJKISkCIUg7YECsJ+Mi7gznuL6D3cC80Ugz0igwXUIAUhBaONRtsUmkZJnSHRg/ygYFkIyenN0taK7YUO22uxRYfFgLUN1tRqdrfw6nXT1qRF5aFPkdXeHiw65GJD7HvaayNmyYPAAEGUJhVnkRuUIRBPDMSIo2JNxC7sr6yxpmBzotGsjp/gtO1SMwVViMyqF7cdHmCvegjaRFeu0l47oXsuU7J/3u6NhM6IFyN0Admv1fkmQhQkJdhrYdEiFy9iVXRsCvhXcfX0Og7I8hhRg+wVbLoF0rTIKypl/6Ge/cNjyjKjfYFFbbK7sEAWHQxj7XtfiZT7vjQNXDjAUr38XK8BthlajL5vOBpblkXos9JrFbqb1hOcTUBVOj/J7n99XAPs45LppaBilMk3VLyncFDvP7QVj0krI2QjwbTB2ijVDz7QrM6h84JcXWkZbOgWbCayNgL3zWB+VwD+cq9qzzfhGQ8iXhDf60mH4nZmvZvxbCXqtv9WchWyVII09drXo2FECERpGOUYEXe0FolEaRACyZq13aF7NhA0ODNteo8Qza/rqVoKNhJJyJY3dhvFfbFjQxvbVX+2TzMaWfdrN8Fog5EE2qA0wcsHTVCEtW+0t5DtPq5GuwoYJhnNVWv0OX7Xd4JN/2ugMvKmz7a3uekvfC+Jxl37o7Dy8i4Go/o4cn0dis8zqNAXf/4YitchsnpPdV+8LUtRsrp+TjFjVH/OyvhzTK6/rckDW1GKeIvgGHrvs5aeYiMF98E2K2T1z4r21RO7rPqtXURXV++ZGF6WN5419bbPn7vFC3IdOIUHqZd77sG+P3igAuxf+qVf4l3vetfq/aTw/aEPfYif/MmfBODLX/6yV9AqvvVbv5VPfepTfPCDH+THf/zHeeKJJ/jMZz7DG9/4xtU8P/qjP8rR0RE/+IM/yJUrV3jrW9/KZz/7WRb14f9BxWm14pvOu/lAvuPaYLdhG7QOCnZUqld/38T7d0oISKBG2BgeBJkZJuZVbXX19EGhCUY2qZReFyyLokSBrIEcvIopq8/8hpuSEpuCNFppwLYSEZEQCMlp2ha9kmtBWHs71+pxVTRHpN6YN63SapVZxAPfNkE3EMQIwYg1cAthqlQKWtzfufRO0WbILq5Sb0xMgfWpqvEU4FpWVzhXt9CyBoJ6HzYiWNdiex0sIjIYsStrVe4WQitIV/u+F41X7JvgNPMYXDG89cQCMW4E+nb2hrJcVtGUSutOwQXgiiL7e9ilDG10z+nl6DZmEWTRQA2cpWRXau86bHr4GUc/HuJBv02e5GbYoOiJ0OeGviSWKvQqjGqUGqLH4MyBIArq2mljMXIxhuIB9tIKOYyYiLctBN8//w05NTyE27fc8iOkq2TUVMneNc/uv88q9u9cfsc5evb8mzFjxowZM2bMmPEg44EKsL//+7+f7//+77/pPL/6q796Ztp3f/d3893f/d3nLiMifPjDH+bDH/7wPY7w/sJ9kv3v8wLpnYHzViV7o9pd5w3nBAC7sFk9W1fV1n2hm8rht4dQ019T36sHqoqRzandyQKiRlFz72zfaNUSE4oFxuL060Gj91ULdFHpQmG/HekWmbRQV+kW0GJQqjB4NKSdjpdh/egBnCp2vPQ4ummgSYRlj+0dw6OvQJqwCsTWxwTsYB/2G1hE0t6AmpFzW0XEKvXdAqV4j7mWhjQo6Ws9zbPXYdGh31A7naeK8QoCWpCrV7FnnsGWvQfEpUWayhwIAVN1EbsUkDbCohD3jNAURANxTwiduPp4l5ALnSt4ryTbA7ZokRixnLGTJcSr2KQzoObjOFli6hVrjdH9w9vGKfkCkotX5dsW6Xu0a2HZI0cnnkBo4kpIjr73REHOTldXg3GAXLCc0TxipbjY2TCiN4zxKHKt77g6Jq6MgRujMUwVl6qgmkLNpSiMCtdH4zgrV/NIb5mTsKRIATFScJE3xAXckjREaxCxrd+45z9qBVtHNFRhP2vqtzRuMEpGTqv2b55Lfs5MnvLjOefVupK9K4h+uVDBz8Ns0zVjxowZM2Y8eLgnivh8f17hgQqwv34wVao2HtIrTdX/3ph1R1C94tvCyg97U/jsTpWLNwMA39TdPtxX4ahV9Rrvga2dqEZYVY2DeJV2M5h1QauImtFrcHsmEwxxgTOUNqrbTSV1pe4gWPTqtVSxb5Q1VysrNmQ/qDo1arOq6tIPyKJDmhYefbTuf6Ujix9oU/VKeBuqPZU5Bcxc7TpUKWo//mF1DMvJQHOjhxtHbkPVtKv1TxBAvvp7yLXr2LPXPOCMwSnZC61ibqH2K2cYRqz6RU8rkwghiHtopwBtDYyn73f6S+v3PAz+d8ku4IZgqkhRbBwrxVCwWukW8DGFgAX/jiXk2jgfoU3YkCArYlUfwNwODfx7RgJiivUDTAH+mOH4BI577HiknMAwJJYaWWqgV6Ev6tZb+NmSp0BdnBwwqnBc4ESNnkwfRkZxmpkgmMTKcFh/n6EmHCYV8Qm7Ekm7RM4UttJhu863zWm3SwE//7zbPf10u8ZLCfNNeMaMGTNmzHjwsNnGeMfL3t+hvKQxB9gvIeyqZq/6tQlbFNMp8D5/XTvoqDvUwm9Vvd4MkKXSb9GpE6qG1uJ9pibuZezrXW+1qDBowBAyEVPoVbzgqUITlIiLi0VRUlJCo14sz4YujbIEzQIasEaQAawUr/AeZUwMU0NzLZmLU8jj4VVkv0WuH7uo18VLyMUN8b1xhGFAlgN6PJKXQh4TuSSnsJcahEvA8H7ophixKPFKS/zKMbEvhP1/hT36CPaaV6/yI+HyZeTKVfi3l7FrPeXZJWaGNEJ4xT6y32EX912ULRe4ch07GrBrPbY07DgiJki7QXUXQYonE6wA/ejBuoj3LvsXBRKoYuj+XZTiYm1j8SRIDK4E3iT08ADpWjg8RNoEJoTjY2wY4XgJywG5vnSBueh0fMnqau0pIU1yhfRxhKMTD7KPTmA5YldO0GdGypHw3FcPud53PDs2XB0D10fjRlbGmsCI6j7XsbbJDwVGVa6VkaX03GiukmWk2ECQSJRU+wgDQSIqhRAToSZGzmWNoCs9ghC9gj2p6oPbftmO82vTT37T+m5TnX+zcr2a91Sf9vY6z3u/o1XjzLn64Abe9zKy+QY+44HGPWaP7qgXc2Nb67susLrOjOsE64ajiSeD4yopv9Jv2UgSr9/fGXatU6T2aYfGe7VDQogESe7JzbrXO9Ks+sFTZRBFmq11+l6cLSh4Kn9DYHLDQnGVID1VSNjSoTkvmbkzSbp7uV3X+F3LnIfp2S1sHj/W00TWPfAy9cPXZabjE06J2m4dE/NjMemLqLlmyNbr5CKjud6jNvRDOPt8uNUSdYaRdXbezXbDzXk2RXPX09ZPk/cDL0Z/9e1gEtd9EGDc/T36wdiDBwNzgP0CYpd42e3M7wutL56b01fWXRunw+lg+5bbuaNTabpwb1TPNvbHx+i9yFbHXQcKYhsCH2sbJjMX4RARVwM378ve9DLmVJ+w1TbnMgo6GnnpFG3TSMpOE0fNe7GX6l7Nxbw/ukaWIRksB8J+JnQJDq96kLhYuNWUqtOcj07co/lEKUMg58hQIsUC2dbCJaEGuAZECyz7xOIaSBgITz8L/UAoGUsJ6Xvk8u/BtRPK/3edcl3pr/p+hk7p5ATrix/alJxWfW0JxwPlmqJLsNGPiFQVdSmG9c6Tl77Sy4fiFHm1ibW/qn67UrdXw23QKmhWj28A2Y+wSMTlCHstMmani8eIDYOv92gJJ4MH/ube38SAqXnPdpN8f3P2JMH1E1gO2JVjdJkpV0fGK5Fx2XAyNhyVxKDenz8WF1bJppgEVFwYR70czWDGaMoQB0YZKAxOyRZFSJXWLggBMfFg+0xQHc6cV9vWdfUhSRRZUcF32OCxSRHfoIJbOffh4/T7W/Vbv5xo4zNF/KWHX/zFX+STn/wkTz31FM8++yy//du/fVOrywm/8Au/wE/8xE/wpS99iSeeeIKf/umf5k/+yT+5+tzM+NCHPsTP/dzPceXKFd7ylrfwMz/zMzzxxBPP497MmDFjxoxdmCni9wdzgP2AYFMlfO0VHc4E2RsL+Mt5iuPTIrcRzN+qanZTbGW8Y6WIT9uGyhle098x1JRMIKsxqLBUOLFAUWjMfZBLPRxmxmhACPSaCArLvkOuuW1WycaYoe8j2QK5JGKAGJUuZgiGUDAThlHox0TRgEkgBOGwG9jbG7k4XCM20fuJmwhth5SMXLuB/ftn0MtLhmeF6zcOOMktRzlRVCiqG5WD6pEtQhA4Ghb0Wdh7JvPQ9eeIh88RH34aaQJ6khm/OjJeDzz7tQscj4lrQ6SRwiJmHv3aCYuDgcWremgFK8p4tVCWsLzWUkrESKSoLEpBUiFY9cEeM3IcsKKUG5nxakFHGE5Ai6AqWIFchHGMlBIYNVBUyBprssDYbzJNKlx65Gu0B0b76paw3yKHnVfhh4JdXaK9okcFy+bq5/tLp9MfXIcmIjFgo0I2ynM9emL0V4RxEE6OL3Aydowl8uy44ChHrozC9WycZGOphYwHt5FImPy/1ehRRimMkskMKBkontcPXsFurCVa8uDXavLJ+d7E0NZq9VmdgU3LOgCxzcqJB/znnUebVenNbL/auh97ssHbDMB323TdqQbCSwPzTfilh6OjI9761rfyPd/zPfz5P//nb2uZf/pP/ynf+73fy0c/+lG+8zu/k0996lO84x3v4Atf+MJKiPSv/JW/wt/4G3+D/+V/+V9WLh9vf/vb+Rf/4l888EKkM2bMmPFyw0wRvz+YA+wXGTsD5NU0YEfV2j88u55dlNc7rZqfxqb/9vZ6pnFx5jOp4mLe8yqV1gRTc3PGEHPxqqiw1MCyuEXEWPu3xyqAVswDqiaASmRpDSE29KUliFG0kItwkiNZA0ORqgoOQQoBQ9Wr5X2GZREUtwuLIlzo99g/zry2XOVS+BrpFcdIztC1hLHAcY9+5TrLpxuu3+h4drlPr5Fl8bBai+8r5oJbakK2qkkukatDpAvGoycdi1TYXwyEqIxj4urRBW7khq8uW46LcFIgCXTBeHxccHh95OGrS2LMmAnLIZJVGHLECKSgNKEAhdgqUcHC6IJiI+gSTp4LXLl6geUYuNanmtCIqAl9cauOYp7kKOYUbHAhsYMEe8F49Y2Rw27k8WvX6S4ekR4+cTpTNvINQwcYjhvy4N9/jIWQCnFxTAi4h3hxn/D+qGUYIteXLYMGTnKkt0Qx4ShHlioss9FnZVRltEKheOAOKJFgRkBItQ++sQYVJYUek4hhpNCQaEmW3FbGApMqv6lStLhd1yqAzavf8S47rU2KuE1Cfjid7zRbZItCt1XN1q3A+uy8t9+acR4eFIrZrTBTxF96+LN/9s8C8KUvfem2l/nrf/2v8yf+xJ/gL/7FvwjAX/pLf4nPfe5zfPzjH+eTn/wkZsbHPvYxPvjBD/Kn/tSfAuDv/b2/x2OPPcZnPvOZlZPI84WXvx1P1T4BqNccQVf37V2JQnY8R2w/P2xTy50CPrXiJIK4vVcKLUEaYuhoZY8gDa3sE2lobY9EorOOxhoikYa1nddEfp42OymK6JTMNv/bDGc44fZRxaYGneKvMplJuYWUr0O3HB10gyJ+OsE5Ucy3j+gOXY4dtPNp2W0G01lmoZyid090+E17tIk2n0hESyRifQ00la2VqkBrEn/eCshGsWbjmOHHrNTjNVbDrV4GCpk+LN1ei5HBjlFzi61RTzBKtdZymy3f98lSS1dJ4s1WpjNaIVs2sZvnwsaxfh4ysA8qNfxBxAZp/44x35/XmAPsFwynpZHAe1A21YjX/dTby8FmNXsz6N1Vub5ZoH16mTvB6WD7VvPWwQCyVQE0MwqKWqz+i8Y4WVxVWvhQA+5sQlBootCoy0efFFz0TJRSha6WxQPs0VyFnKpkHlDUPMjOKhwXoRDcj1sEFcgmXDzu2H92iciScHgdugZMsOOecrVwstxjObb06pXygqBqdVvq/eLFKAa9VnqNwGiRRQRE6KJykBMBGDTwXN9wUgLPDYFeYVk8sB2jcC03Hg6Ke22b+jJZ6/6x9gz3W37xfuyx0tSXQlkKxycNV/uWozHyXB/pVVgWoZjQKwzq/pd9MXJlDgB0EYYGlimwlxKKcPGow3RgTwo0YBnKsTD2gePjhrEkDPMasRSa4+y2ZlFwlfXESW4ZS+RGjgwlMKiQcfZCNhgnyr3578QmUTwTt/rydmyieDKjIRAt+oMHrQe04oJ/YqE+vFQbMEBNKzNCvQ9QJ7Gz7fNo/fBVz6nN6vLWQ8uu3rx1D/amnsF5Yme3Oqe2LfO2A/8ZMx5kfP7zn+f973//1rS3v/3tfOYznwHg3/ybf8Ply5d529vetvr80qVLvOlNb+Lzn//88x5gz5gxY8aMGc8H5gD7+cb0ILyzQr097XTguz1tHaDf8uF6R6JuM+jeta2tec+pWt9JcC3VFsmVnA0TpagTdLUqgy9VsRI4zr7uFARvCTaOR6sBl9GlQJsCJSQOgC66qnjAA8+iwqiBXgPHJVaBNM9uiwVUPQDuC5xo8EpzpYhfz8KFFAm2T3t54OBo4FCvEfZcMdsGY3gucLxsOclV4brUdeAVbFVPDCyzMSocZw8WSx17E4XncqILxl4ExBgL3MhCX4wrg5FrgLlIgd6EGALHJXFSEkG84u/rnKrzRjGhqLA3BLridHmWwdkB1xP9suGZ63v8f0cLrmXhmaVv76T4ePvs1mlFjVGLZ7jNv7cuCMsusd9AFyLZhAtHHeMomC2RYKhGjm509DlxbVxwXNJqjGZGsEIUVzgPQVCCJyd0qvZPCRVnOvQqDGrkuq8AsVaLk0WSRJoQaYJLvkgwggoLTR6AY+5/nQqJVANoAKOEjJqijJgNmBSCNC66YxmT3XZZqrVyvXG63Mqb/nRQvasfe7NSvUtc8LQwzG68dIPsmSL+9YHLly/z2GOPbU177LHHuHz58urzadp58+xC3/f0fb96f+3atfs15BkzZsz4uoYXIe5h4RnAHGA/kNisRG8H4+tq9mre2w3W0TNB9unl7hcmarh50yvIlB7wLln3xg5kU0KlBANINnL1xz7KSlav140EFsBSIRWvEI+1ii3qQWHBq7Jj/VfUvNfYwFRQjGWB41rJzrjLVG3H5XpM3Bg6wjHsXeuJo0IHFO9bNrw6PawqrVJpNIFSq659KQwKy7Kmt2czGnVXsCEIo/nxKcV7jJ2m7QkARVbV21L1xgb1b03N90+BIEJCGdSVRHOOlMHLuyEYpkIeA+MYOCmJ45rEOMo1yZDV6fhqXt03D7S1VozFIBIp5grvpTIAPJEQGAe/bIw5cmNoWZbEtexV6WzCWJz6JRYIUh2+quDYtI9TAmQleydTAoE6Bqs0t1WTQbVO82khgBVPtCQCxYxErD3+INWmzAXPpFbCi1e46zc3KbHeDnb3R5+dZ4JuBc23Lzh4V3gJVrNniviDjZ//+Z/nh37oh1bvf+VXfoVv+7ZvexFHtI2PfvSj/NRP/dSLPYwZM2bMeNlhpojfH8wB9ouOtSf26aB3Myg+W82esFtZ/PkMoM/DVIELIbgQVQCCK3gXMlkq5RclWPSqrCZKNm5kp/GelJGsypGcUEKGIFzQQw5zx8EYScCYFZWRJhTMDNXgllnm/zzAFXKpfUcmaO0zPspePR3NbcNONHIUhCiJ/eU+vTa0z8LewUh7QTEVShZUcTEsnQLSUANCDyqLGsfqtlEnufaQG0QzkrofeBvgJDjtu1RK+JRQMCAGoY1CG4QuQhuMJAbU41ap6cWEIoE2JEaDvnScHBvtOGKjYRroh0Q/Jo5y4EaGGxmuj8ZSlWXJHoRWqXendU+VcSEg7MfIXoT9ZHTVWtskkhWWozCWwFgizw0dxyXy7Ji4Pjpdf1B1kboqI5+ikGJY9YRN6RfBky6p+qKr+THzcUAKQhMiBSOK0EikCYEo3qsuwRD1anZLIGvy5ETNRakYWq1IRgYyPcXG2hddzr0RbAbTWnuzAxvGWLb7vNqugJ/t69uyv9tRob65pQls97PdCg920G33UMK+l2Vn3B6+67u+ize96U2r96997Wvvaj2PP/44Tz/99Na0p59+mscff3z1+TTt1a9+9dY8N1Mo/8AHPrBFPb927Rqve93r7mqMLwTuZ9+1IJtKqEzPAKse0w3hUWeTNRvLThZdZy20Tr8X8V7rUJcJ0hAkuX2WdIhEGvaI0rCwC+zZPo017NHSSmQ/JtooHKTAQSO0AQ4baAMcJKMLxkFULiSlCcpeLDShsEiFKEqbCk1QRIxYbRtkw77BagK9qI+9aPAkdGV2mQnFGr//V2eTiT1362O8/X0FWb9XWy8/rUtPrVsrkwvWr1oT5FZfdyEAUreVxNeWgnkxAaMJShCrxwWaUIhh9M/FCGLEcKqP3MSFXU1WYqZDiRznSftkj9GEG/mQUYWjErg+enL/KBtDgaPsRY9RlZOSGU05YkmRwokcM8jJmZ5txfu0J3HPybJyuqdNvdun73ubNl6bjC5Z3RN39G2fc0/YnHfXOTj3ZZ+DWmy5q0XnEHuFOcB+QbFdgb4VVRtuVs3evc7bxa22u/rczgp/bGO7t9yTAlqVw73c6B3XsvJfVHFl7yDRAyr1qEtVObYlYxg5CTdQKcQQ6KRlaYmsXuH2CqeC6dblcepQLUi1z6p9t3gl2fuXIVd7JxDG4sHlJP41qJJLoIyh3gymNRQCsdK1N44TfpPduqTIqn5fK8S+3VE9cPTpU48xKzupJgS6KOxFYxGMLiiNKMGULB55BrwKDsKoQoyR3hoWubi42eAjKSVRLK4eLkoVOPFjIk7hR6qntKx6mwNGDMJeqv9WQbbRRPOqPwG14NVsCwwa6FU4Kf799Nm86m3mPeQmRPUHh8nDOtRtJREQJax83affnwf6sbYZ+DGaHkCkPkz49x1ECObBdgj+AKHiPekmWlXre4plio3+O7RSH3R2/7ZXv/mVGJDeMjW7K6j26Wfp4NvLrR8idvmK7sYdBNAPWEA6/f5nPLg4PDzk8PDwntfz5je/mSeffJL3ve99q2mf+9znePOb3wzA61//eh5//HGefPLJVUB97do1fuM3foMf/uEfPne9XdfRdd09j2/GjBkzZmxjtum6P5gD7AcGa8Gz8wTMdlezJ2z3aJ/um35+K9nrChtAiJEQIyJgQSlkDCXLiGqmaHGatIxEEgOdKzuHwoncILNksCNUC1EaQkhggT4vGARyUTR537LVWqjWQJVamY1itU8YVMSDTxOs+kFPYUzBasAt9Bbp1bxiXcXWJBqpy7RxpBUhWaLBrcOSgIZAI96HHcyp6ygMEgiKK5rLOgXhQZZX65vgYl0t3qN80MAjrbKXjIfTSCuZJBkzY5k91zpaQAkoMBJRi0SNhJJYDIWu9gwvc+K4JFfoxqvAiCEhEDEwoQuBRRSSQFst1RoxYgjsR+ORTjhIymN7mQtN4dLBQIo+fls2qIXKSPDvZJlhKLqioFutRsdgxOiqbx6gCyl4kN0JWBCS+Hc2LRPEq96N1e9KIIZQKzdSrdy20xsC7o2uhWwDKgXFe69HW1JsZNQTch4pOlTxu3FHFn3jp10Df9W8oZK/W+zvXE/rc4Lt0+fPrgB8U9jsVngpZY7vZaQvnb18eeHZZ5/ly1/+Ml/5ylcA+OIXvwh4FXqqRP+5P/fneO1rX8tHP/pRAN773vfyx/7YH+Ov/tW/ynd8x3fw6U9/mt/6rd/iZ3/2ZwG/Zr/vfe/jIx/5CE888cTKpus1r3kN73jHO174nZwxY8aMr3MY8332fmAOsF9kbAfAa7r49Nl5KuH3M3DeJa52epunP1vNc2peMyWGSBA8qK0e2GoFtYEimSwjgYCKV4WzDRhQKAx2zGhLRj0GFCsjgxzRS0dfLjLEyKDCiSZaUZrgFWIERI0kShfwHmwBSxCrsriK9zXHokiZaFgeYMpqH0AtYsXLo4bTwyUoMWQWMiAWkaA1ePYoWdVYiNEXCAQGdbXzSa28ix40tmJe4Q+2ovmlKDRBuJDg0UVhLxQupJ4oBWH07VtgKIGC94BnBDH3BY8mNJYoWrCSCBiDCdkiKhGTgIgi4hYoUnui92JgPwmtuGp4EqMJRhc8sH60LRw0mVcdLNnfy+xdGgkJrEC4kmlOEtf6QFEjkgjOwaMUxZXip6SHN9OHIOTi1WfMg+1cK9lFxKvZTJVuIQUhRdbJjg1apAImthKYU5wtkFGGMjCEY9Qy2ZaYGFl7ig6M5ZisS4pmxpJroJ3ZrB6L7MjCysa5arfHOjlzLp0TVN98uXJq2sY6XoK91xPupYI9Z8hfHPzSL/0S73rXu1bvJ4XvD33oQ/zkT/4kAF/+8pcJYX1+fOu3fiuf+tSn+OAHP8iP//iP88QTT/CZz3xm5YEN8KM/+qMcHR3xgz/4g1y5coW3vvWtfPazn509sGfMmDHjRcA9VbDv71Be0pgD7BcFt0/rfjF6qTe3e6tpOyEgIW4FRGZlragshpIJtvayxKBY8WCnVhSVgqhQbKQwkmvleKxq1FEgmGHi6uQueOW9tyHgAXaNY8UgIbTRiAhmAcVIAk21fYIauCGoBq9KA5isrhpePxYSxSnWodLEY628AkOsfdZ4z7SIOI259hr7uFkJwLUBUjT2EyxCoYuZNmYE7/l2RUfvuzNbV9eLQZTAaJDN5brGWr33ADT4v9qzF0Uo4htO4krlUxDbBqMRV2hvqtr5QVP83/5Id5BpLoEkQbPSDSOmSnfUVYfOwGStVVMt3t9kBiqEtO588932nrh1ZsNWH04X9lAr/xuHvxL2XQRtk16PmQucSaHY6EE0hWK993br0tkTllH1QFU3+r1OB8LTT3eXz/udiJ2dfX+7gfX565sx48XA93//9/P93//9N53nV3/1V89M++7v/m6++7u/+9xlRIQPf/jDfPjDH77HEd4ZdvZfyo5pt4vnMfNzbt+1xI2/p1fvlZ7mCyHVdUye1d5PDRDrfNM8oXovi0SiJIS48mOOeO91soZERyKx0D0SkX3p2A+JJgh7KdAG4bBxptJhAxcb6IJxMRW6aBymTBuUw3bkQjvQxMLe3khMSrtXCNGIe0bovKVcahZc0tnvx6Ybht+8/f3p/P+uS+jkJBo21ltv4jLdfMLai3vVx3Qaar6dut1p+1Yzv/WRBiubf9e+7Pq66xK/cjoVQ5IXKqb2+VC/dkn+z+ffqBRMx2ZzDBlK79sel4FhmcjZHVKGEjkaG4YSuD42XM/ulnI9u7vHjRw4ykJfe7dHNU5yx6jGsR6y1IGMspQTsmT30ZbMGJZkemcw2rL2Yo/eKmjOaFTUmWQb9+Ld3trjxpc6fcH1+IltTLv98/A81tfz1Zv9UmKZzbh3zAH2CwVTuEmQvF2t3q5k3wvuJDA/70F+e/o0trXgxOmL0WTPNSk0TzTi6bo3BWHFigeeNWL06XH1T6p6tamR4+hUbvXq7GiRhNBIIYqxF7J7ZkchiwuLFKT2X7uoSKdGK5CjB7Wq4qIgAq0oqUqUjBoZckt74qrcZfR5V7ZStX/bLCC4vdhEVhYRBguIwiguuhKCOPVajFbcJzqxFm7pEjQBDhtjP2XakGnCCBhj9b0eLNGr9ztn8z5zWQlRCBkhWqAQ3ZMbYUDIEjExQgjEYLT1+McQ6JKwaII/FEWlEbiQlFaUh9rMo3sD+4ueg1eNxMNAeHQBKSDLkWY8QTXTPDfSiCAWV9XkXG3RvF8aQvA+97WAi/uTTzykdaBsq2PoSQFb0f6piZiJmRDNMHMLOETQADkURkZGXTJaT7aBokvMPOg2K6j1GP53Lj2bN/DtH/30W55+s9vnwWnV/rO4BYX83KB6mw6+Kzj3DzbX9dK7ac892DNmzJgxY8aDh7kH+/7ghS2LzrgvOP1wfq8Vrntdh9X/YAo8AlOEIgTEZPVvkgXzXttqn8QUdIUaiAUCEZGEkJgsn3ycUzXXg5+4qgobjRQWodAGZRGVplKe21qhXUTYi8ZeMBYBuuAK1qmuZ0oCZI1kjZQxUXJiHBNjST7NAqNO/1xoLKswWqDU+raKp8FFPLieRL1SYFUx97+NRXQBsTYorRSSKClMCtdWLcA8yC6sVVKpCuCTEng9qivFdPM0vCc6pmMUXKk8Ba8sRHGRs2aaHqEJE01caduRpiuEhRD2ItJGJIZV9dlUqor6dCxgLLa6OE9hq238UqRu0wXOPNmwqgtvVOen/xcq9buKphVVTKulGL4tE8GCYMGwoBAmOy5XITUxJnsuwapHu2GW0fpvOge21Lu3qtub/zgzv2N7nl3zGdvB/M2C67vDKRr5Awq7p/9mzJgxY8aMGc8HXqz781/+y395pcsxYblc8u53v5tHH32UCxcu8M53vvOMM8WDirmC/aJiLUy2G9vCZy8UTXyzorcl/nQb/Z/eH+6UKQ1eLQ0WK1W40tOsqeuNBItEawjmHsYSA9Ea76+1DGZE64ia1oJT1J7qmioLGCkUwMgiBPEqbhPUgy9qkKZCh6t5R2AoXnENUu2wzCvfQ4nELMgyImL0Y+C5PnKchecGVxwfzCutrQptCoQNj+cMlJoACFaD16mvuNLZWzFS8OBy6iWP4lYUqh6gFxP6HBlK5KREjov3n4/qF8Ak6skGM0RdVZtKmbfKJ4sBuuiK6CU6bd4p4rBIsB/dPsxflf2oLELhoB1ZLEba/Yw0/huUpdui2ZWR/mst168veGY84NkceTYbV8fMUJSlFcw8gA91HCJOp+/wr7GR6bj7/iOyDrXNbcyyCkWV0YyhKnQHhGDQBE/GmKz3ycXkAoFEsEAwF4NDvWWgtogTrLYIWL/xG9+ggO8QOdu8a5xmke6kdd+igr3GzSrWcCZYfolXrifcUw/2/RvGjBkzZsyYMWMD07PSXS17l9v8zd/8Tf723/7b/ME/+Ae3pv/Ij/wIv/zLv8wv/MIvcOnSJd7znvfwp//0n+bXf/3X73JLLxzmAPt5hQeRt4sXq9/6TrArSJgo4tO4VQ2rXsQiAVOrVksBM69wO4k8MlWuo9REgnjN0/u+fL3eTxZqT/fkpT2JX031b6cX+3j8fy5YbYgVqFVjUzDx4CzJOnxxOyuvomZzkbJQfH+OcuRIA8cFjlToi6uOA7QWWIj3MgeZxLbWFxkPxjajM1a2U2secs38GU5nVw8OixqjBgaNTg83D+wHndS5pwSGEVDEnPIu4pXlALVCr7QBcjCnVJsLjnWidEFIwQP+LhiNKCkoQaoFmgpWDBsVkwyjUW7A8njBjWHBdW24XoTjXOjVWKKM5CoKFgkEsilJIoLT9sGV3KnJBj8EVo/DpDAmq8p1NiVb8d56C95Dr5BqhX7SHIskGpQUWk/SmGE2oNGr7bb6rfq/83ql/TvbPm9Pq/jvwnm92bcTWJ+db8cyL6Ne7Huikc0R9oz7hXvpud7Ei8WLNN3ou11fn5QM1GacetkQCc52krD6vEx92xpW8/u8cbXM1OoVgvdkrzyxCSTpCOI92Z3tE0tDlxdEEnvWEYksJLEfk9s/xkgKsBcbYoBFhEUUb5+qzhJtqHaRK4aarVhguzAFArZ6f/53OvlZT+ub2pZquzWxfr75Om33vKey9TOEt4lNHtjT+1xZd7lON1yoFNYe2Wbb69ke83rbk5Xm9LPdFGidjtO0zOZ6NrdrBqN5or4Yq6T9oMaosCywzG65uSyFYsZSMyeWKRROZEmRTM8JhtLLMVk2+qx1u8961Ve9YoStvbC3mF2b7y2fKvJse2KzWs42pm1y5R7Mm8TNersfpDGb3cMl7S6Wu3HjBt/3fd/Hz/3cz/GRj3xkNf3q1av8nb/zd/jUpz7FH//jfxyAv/t3/y5/4A/8Af7ZP/tn/NE/+kfvcpAvDOYA+3nGijqNrB+Q74OP9W1v/5yg/WaU8OliN82321poN0QCVpQimShO5Y1EBEjSkGtPrVGrjZKqv3TysEeEUm/uWiuhjXU0q5+qkNWrz4FAKpEoRhQvUWYL5HozkeqP3EkhiBHUGMRtqqwGe8WkBn4e3I5mnJSIEhnreq6Pia8NcCPDc4MyFPfSFmCRjAOgidDWO7E7dQmg9aZnW9V3Ye1lbVLpz+rBplryb0C9Cn+UvWp9o0SOR2GolXgRQYoiBiUCVhBzKr0gNLit1H4QcjKWYkT1nnZPYAh7ySnzjXgF2xXYC21wqrqqULJQjgxGp1rrAMfPdPzeyQW+1rf83pC4MihX8sjVcMLAQCYjJrTWkiwhBFKtrMcq1lYmMbRQr8dCTZxIrV4bfTFOyshAZhlOKBREAtEiC1vQSeMe20Qiga4+0JWq0p7pWQZDdUDEUCuU4gJ76+fqzd/0ps3ddJ5s/rhv/tu/3UD6/HnPOb92Vsh33cVeOgG43sPDxIPzGDJjxowZM2a8vFAb5O5qWcMopXDt2rWt6V3X0XXdzmXe/e538x3f8R287W1v2wqwn3rqKcZx5G1ve9tq2hve8Aa+8Ru/kc9//vNzgD3jXnEngmc3D9Y3bb5u9vl2b+lmz2hZbWP3A75nt3POJIwihorWDLHTniNVbrvS46N5cB3FfbNrPRuCq4qbKdESgqCm9EU5zsLVICwVhpK8t1imvl+h1Hg2Vep3Dh68FjWOilenBwuM5oF1mETRzOryrlaeiwfgx0U4VuGkwIlqpZZr7RcXumgEMbfDClIl2pQYvdoutlVbx/DKwZRhHosLoI0GsVRfafWAf1mc0n5cfPvFoKius9o1E52L0aBEsvMDQqAlUEpiDOb+0KFS121dMehEa/VaiShNKETxtgBVRYtSRsNUwARdRo6OE9eGxI0cOMnGSYalFfrYk633AJuA1KpxQ6JYQsw9yYMIBbcNQ9RZBvW4eNVaGNUYS+FEBwbpObJrqGVCiFX51qoyfCKq24+5zm2t0gQYZAmmFBk8caOjtx0U1whwRsXmebM+f7ar2f7bvnWC6T4E06uFbjeovo11zZgxY8aMGTNmvAD4nd/5HS5durQ1bdPOcROf/vSn+cIXvsBv/uZvnvns8uXLtG3LQw89tDX9scce4/Lly/dzyM8L5gD7xcDOSvbGx7eoOt8rhfxWNkO7tnm7mHqw1QpK2RA+kNUcyGQZElfLhFUILmSy09LEQxZDMaHShc2pyMWDsRAhqPf3usO0B8hCVQq3dWhbTBks0OtpGplXVU2kWje5r3UMTttWNYrWypk5Hd1L5OuQJ7Cms1ntDRZdV+qc5K5MezzR2KlVdMVWVD6gqocbvXqwPapRzJMEfnxrkC5GqQrnak6HT7UXueAK4VHCFn1s6tFefbdSxb/qv1UoN9GEFBcKy0LJPjatY1HdDvxcQR7c6tpX4LspNYEyidP5+0r+q+uowmZmNZFgFDKZkVwGTDJaIhaMjFPXonj7QZi2YZAskqxBRUmyqOPqnfZuAQ+WDZEGGE8F2edhM3iO50xf4/zz5ibbud8U8AdYzvMBHtqMGTNmzJjxdYt7oYibwRvf+Eb+j//j/9iavqt6/bu/+7u8973v5XOf+xyLxeLuNvgAYw6wHxjcSvBsG7esRp8Rblo/vN+KLn5a2GyLIn4zw8bV2IxiA0UShVyD0bTqNV71dKl49ZpIssTUSd0gmChiGZXsfoosuSENoxWkX6BF6CL0Uao6dqj2TtQ+MxhrZbs19+RWNUZz6kus9lyJQFgpaXuAqC5xjulE6Pb5WrxH2X2ZbaPH2UgiVahsCrINxUXLwCvaoQp9gaBV1Mts0rYO9JUrrXj1Ohv06r1QRQul6KrKK3gAOorQF1jWfvG94uZkjXglO05V3trD7uIVYaUO0NSvs9Xs1O3a0mdqmDiDoGQjmKADjL0wjJGhGKqTJ7jREtizBYPEWtcPJGlIkoiWaEOgCYG9JDQiNMGPUyTUY+SCZp5E8Kp+r5mlLek5ZrATlOy/l1Jowh6Tp7pM/XL122olkK2tImeFIA2KkiUxhhErA1qUGBbud07GPTY3K9nb5832OfP80L63Pr4lPeulXbW+l9HPsfmM+4J77b++xRPofe+pnLYn3n7k21hPtyoEKTVN6m/uIBl/qwTf2hB643rorDVPmKfan7356oyjULx/e3Papsf29EwgrJPuW0PbdF6o11/dIb46HYOb7oasE6TTdsKp7ckpxuDmeHaN5fR4pnEouppn6kPeNdbzih6ne+JXx0mCH8+dhYqN93I+81GnXmhKHaePuzBSLPvf1vszgOWVV7VqXr1u+1R7r/S0r9NRWe/k7V31b6v9ace5d7/Ot1t6YN8v3YbTq7UHpw97HQHcOQyIMXLx4sVbzvvUU0/x1a9+lT/0h/7QalophV/7tV/j4x//OP/oH/0jhmHgypUrW1Xsp59+mscff/wuR/jCYQ6wXyY4T2V8V4Bwa7/r0/ZDd2Yf5DcOQymoFK8witNyTTZ9s512PEmeef9wpTG7/IhfzEwpZAZ6BOhLopeE1kA6Ge5hXWcX8/BoomAXW1c4g3jwPB0OqaJgKbKy7ApShdTEK9ii5gGyGY24D/PkOBa3qrKQgntcizk9HnFrMffbVuJq14NX58WFy5Sqbj31qE+V4CqyUuo2XAtsEnnz6nXGA/JiXl0OIpXmzara7fXh7SqyESh43/pYVelcZMzDfCvuL20q7nE9BnIJ1Qvc1ziJwySEZGnVT11DbJIlkoSagJBaUXfBOSF4wqKKwNgqAWBV9V3JkhkZKDpSyF75JtYHgkkczr9olenmJERcLC6FBlMj0vmFn9YfQEQJkjyRUwPqmz0v3+r8OovnK7C+TTzgJWK7l/E94Ps2Y8aMGTNmvFThArF324N9+/j2b/92/vk//+db0971rnfxhje8gR/7sR/jda97HU3T8OSTT/LOd74TgC9+8Yt8+ctf5s1vfvNdje+FxBxgvyxxthp+uoJ9s2rbWZuu7c/PYEU1rpnYYBgjJpEsxyAtSq69s0KwUINpz8BGa2i8lgziFF8RIZNQKYz0YErPEdkG7wUeOhYhUjSSotFYcCusIDQTTduMILLynE4BnNNsmBWCK6ERgpBioIneq92gyBT4qVO7kwUSHjybrGU9U4x0UeiisBc9iG4oCOYBn2kdhxEx2lgDUwlYiJgJI8kp0cSVl/ZorvjZiDAWY1krz6iSJ1ZCpXoXE/paeT4OWr2zPZExVCp8FOgiRFvT44MYpfYWx5LIQYnFKAIhN8hoJA1o8XWNuWXMkVG9RiKmJAm0AosYyKVDaSm6rignEfZT5KBxuvpB8u+jmXInJhT1oL0UV0hfqnJSlKNwzIldZdQT+nLkyYJQXBiOgVyr9KMGsoRVzcFbrAMBo9WWYNHbCWjIjIzSA4EU8+pnXezWOdtbt0vceVB9ewH1HeSSXyLB52zTNWPGjBkzZjx4uCebrjtY7vDwkDe+8Y1b0w4ODnj00UdX03/gB36A97///TzyyCNcvHiRv/AX/gJvfvObH3iBM5gD7BcMHvKdopaY3pTCtV012+2JvUkV365Wn34oP6+CrWem21YFe8MewXQjINhcxyq0oehACIqFjDKg0pJFiXT1zBMwV3924nIkWaSVuLJdAogWauCZydWyoWiu4lhHiMGgiZJbGg3sobQxsKgV30aMRTCaaFyITt9eJCPaCOoBtuDVa5FADB5o+24qajCYkFUYcu2BVq9MR4xOhBgC+wn2krGIxl5UkiiJAubEq6JTFVorpdyVxZuYPeAXr96beIe2kmqAncgmHI+wLMI1CQjKaIllcTuxGGu1Ok58AWGpiWKBooEUvWqdgm9fhOod7t/dVNmfqtqG0GtERZBsFEtEMVL0yr+ae3OPGrFJSC5AF4ULjZCiU8ynzGdTEx57UdhroIvGhUZXFWzw/vLj7PT9bIERo9dCL4U+HDOWIwY7qVQ1c+u3IIzS08clWpMVoYqc1R9y3U9XVQ8GrS0IEhhljxT3EQk0sWz83hN6ht52O7izoPp5pX6/RIJrmFXEZ8yYMWPGjAcR96oifj/x1/7aXyOEwDvf+U76vuftb387f+tv/a37uo3nC3OA/UBhrWJ8L9hNZ71JFe1uK3PT8tMJZVNfziSUVXC/TSFYqfTjDb9Nc1p4lECDEMW9pA2hmDskR2tI1lDIU/iDmVOHMSGjW4mLCDTV17kRq9VV94HeC4VAgWAU9Qp1DN7Dm8K6ojpOldVK3R5Mtnwj1SBO/tHB6AS64MFzxD2pET9qU+CqFhBZe3ZHUZpgSPAquxEQKU4pJzCaUSxUGyoYY2BMwauttcfOqeBSfTF9S2pCIbiCu1bhNQAx2uDV++loaR3b1LUn9Z0H0cmp3uLU61h/TqVy46V+lgI0Bm2sFO/glPRgXu0PwVjEwH5Umhjoap96CpP4nFe0s7E6PgUji6LivWE+4CqCJpPzuVPwTQpZCqHS1Vkd8xUv3uXzqvBblIYoCZNEkAaRofYPBrDJ+/VW58QtzpcXOrh+CQXWE16CQ57xMsEteyx34QXstz53fOf2fp7SUNl6s9HedbN92Fr3dI+eeqmmnuu46q+e+q1jaL0ZKHSE4NfUJB0igSSL2ijUEcXv45Fmah5aMdnS1DNsG57b9RiEjWNxui87nDpOp9+fB51aiuqRsnUHsv8luvpMccvR6e/Tfd96XvucTGPa6Cmv96BAIJi/3+wBn8a/eRzOPRa2cSzs/P3fnLYZMHmpxPch1/2a9ruQGcKAoYzSo5TqDtJTbCRbv9WfnXWgqP+tlqsLTa6J63FL08eHe6pIcx9uBvfj/Lv73uvzn9fv5Fpj4iK18OL3Yhsv3j36V3/1V7feLxYLPvGJT/CJT3zixRnQPWAOsF9SWFt2nRExQ7eFOO6gCndaYGO3WMWEHWITMl0oM2oDSAFGJrEzUHLti3bhqZZgRih+c22De0gngRg9gEsWvS+47IEZo4wMtvQqpvg8gXW/dRO8YtoGOAhKG4yLqdBF5ZFmpImw13hIqQZD9rF737Z5tbfSp21MHqSaMBRhUGGpTl92/2pb9Wt34pXrToyWsu7fruvKU0V+dWuWymUwQshebW+8qh2TEEJTq+pC0cjBMtHnQCcNTWjoLXBU1hZfArSCq2nXHu3sYSuxXqQTxW25cC/rWEPrIOC65q6+DmtakEqkSPAoOng/eqAQgiclmuAic/sqK4G4PlerNDUw99WO4l7b+wEWQVikNZXfEFIRP+bU73+ijmOYaK1OCzEmT4hIQwotIQQQQ4NT8T2ZM4n9+PYrX2IVkCNCoqGNC98tGUihRYPbd0l9kNotlHMb59MdWWvdwXq3VjhHpjNmzJgxY8aMGQ8y5gD7BcT0sL2V1bpLy67d61/TxW9/TGcp4lu0cHQ1xq1g4RwVR1djzkxWSGa5imyFKk5VlzVDzI9EQKoIGKSqBD7VpQcCjTV4QdIzzJFAMqeXx+ACWokaYIsrfbeitCHTidJIoY1GE72mbHXbXuWsQTaTQVUdHl7BLgQytUfYj0wdmYdu075YDeimwLoY6Ob3UCvMznKufcclQiyrZQUjpkIQ97FOqmh2aa5FCiw0ure0QKk2Xi4Fp6tvZzpuXml24zJECIb/o6pum4fUHtB6gK0mtRLuFeomeOW6iR6Mi/l6UxCaaBSETo1Qx6LBj0OuLINQaeQRo6nBc0shBbfpclu0QBSv0ntVvCZPJtq3BEKIBE0YRgyJKI1PE+/hn4rVXv1XtH4f29lj//VIFUmTELcUV+8Jd2WvdRfL3ENw/WJnxE/j3ijiD9a+zJgxY8aMGS8X3BtFfMaEOcB+IHErqvh2P/aE033Zt4NdauF36n29fvAvmA6YFjQMgEERVJRIRMX9rdVK7XmtNKspOMUDvCCuLJ5N2LMEBqMlevOfq1hgQSRKYD8IbYBFUNogLILRiQfWHSNtKDTTv2TE6IFkii6qpToFxoFRE0WFXhNLDSw1caJCb0Kvxmg+JsEp0KaBhRonGXLwanCQjSpwDXLrl4IimAkxuEJ3IRBKQy5eye5U2QsK0anXJkJMSqNCF42DZLSmxBLIwRi1Km4XDyiL1ABbhFI9oaMIyWoQrkKU6EwCWIm/hYBXpqXWskVISdhLfpzaxoP/qTIvEhnNkyLFzC27TCjByFqr2BaqsJitBNvSlEgwSEHXVWukVpRZf/8mRGlognsnhtTg6uAdSVo626ezBYG4QXl3SvlI3jjuUpldsgrMIgmkrRTx3lkDGlaJKSOu2GC3PBfumA5+m+fWy7xSfU+79/I+NDNmzJgxY8aLhnv1wZ7hmAPslwjOswk6PQ/cutp9Nmi4CSX2DmyFpAYxWquXVEoytbPHA3+fpja9Vs9o2w49gngKIdV+XdEpoeCV2CZW6yepHtYiTpNGPZid/qlUOytqpbjyqKnUZ/WVFsMFzTTWf4Gh9mGPKky66oYHtbkGbr0KS62BbVXXDqfabgSjEJhE7VQDhIKVUMXDhBQUshD7QEpg6rTpkgNFI1PntNRjE2ol3gyy2oo6PwmcT0rh0QJj9fNGY9Uod8dMFyizKjjnY2+CU+YjnoyI0a3HvADvtmBRjCZorT5XwrsZZvVYE6oqtyDmAX5rRrBANkXMt2m413ep4/VEx5rlEXAv1SRGFie+N3TVOz3Veda/1qlHzmo/2fpX6UJ2a4bH5pLTXBverrdzg7grZfDboZl/fdydZpGzGQ88zjkXn/d+67vo9byt9U9/nvGz3vayDiEheH91CLUlRxqasEcj+0QaFlzwV9unsYY9OhaSaEJgP0aieII2BmE/uhBmFFhEb69aRG9ragN0VQelC37vbIPWtq+qU4K52GaYrC6rK4f4cjH4e6nTwB0y/FBObUMbvcjmiW6t04sGikpllqX6Wu9P6s8ArqOyvk9N99fzpGSDWL1XV/ZX3Yfpfayio4HtfQkyjVlX+7AL0/b9nltf6xdctL6aa9moUV+rrsxKU8bfDxrIBoNOjiTCssCoLrCazTjO0BdP6p9kZVTjuGQKxrH1nMiSUQaWckRhpLcbFBsZ9ZhiPaqZrD0uVjus+rTVprassb5u9GvvYk7uPOr1d34H9867Ooe3fOhvjlv3c589l8XUHWo2t/UioT6p39WyM8NsjTnAfhFwLlV8pzDZ2b5qvymeDorjmflujvXyt+qz3hKluMmJb5WSbGZV7Awk1N5wqTrX4iIYKoVipQpopEoX9ptexKnCgiERgrjN0qhVfMVsRTPuYvVWDlSxMGHAbypHJZExpBe64tXWJnqVVs1vREPxG09fIr0mBo3cKA2DCdez34ROsnKSXUV8Ejkb1SvASmBA6IKxMCGJ9ydPN1SpPdtIVbSugl1BU1UWN+9JFqMrcDQabYIUvRI9aiCrcDwGluoWWUur6tvFX/vRxdfqASeEQNJJMEUpJdTMgB9dwcfRBGMvehV7L/kDTxd9ehD1yriwutGpyUbiAooa48paSzjWUP9e0+SDwJihiLA0Qwl00egUqPt3ooET9Sr3mrsRSNa5b3XwajYWaGRBspYGt98SC5X6Pcm2KEXcM7sekPqgE1dtAc/XDeCuA+uvk6B6E3oP+/z1d7RmzJgxY8aMFwa2cmK5i2Xv81heypgD7Ocdd6AMvrMf++zyu6vZ56hZnrepm/hgb47lboIRU4+sZMrGiXjQR0OgqSqaHujVOMuzsG5M7TRhXCBLowfP1OAb/OE84UJZbXQl7Sa6GrXhwmJqEdXIEqOnJRVjr3g1FrxaXRQG9exur0JvkWyBkwKjBY6yMhblxlDoc6HUSrcJxCq+NRj0GmliYF+NKIFFtFpRX9dJQ/DgTnRKrrCqtk/Z7ia7GncMbnlFzZoXg5MMy2qT1auQFZbZ3CN7rFVsIMRqCRY8iDaDnNeia5iPUURog7GI3ru+n4QY/LUNcGJGr0qXjGawVaXdxxK5PgaWWbg6eAX/ehZuFBhVGFcMAh9TK4KKcFI/a4vRRT82inBSPHs+qpGtKqIbRIu0sqBI40E0QtTGg2X1wHnVZsBKymzFmlArtXLtv2SCoFb8H8VZFTvOA/eJv8n5ZOcloHbhhQuuX0qZ43sb60tnP2fMmDFjxoyXEu6tEDHfnyc8MAH2OI588IMf5B/+w3/I//v//r9cunSJt73tbfzlv/yXec1rXnPTZT/xiU/wP/wP/wOXL1/mm77pm/ibf/Nv8i3f8i2rz5fLJf/Nf/Pf8OlPf3rLR+2xxx57vnfrptjpjX27y96B+Nl5y65xWhn87uyCJskyL9rWPTOnCXuwXcnJllY2FFFkRblxmg9gtqJHBRE6mWS8qnCXWbWogiYEQoAmSqViARJrlTy66re6gFrOrnZtNWjNNcDOCkMNsrN50DzW3uqxGMuiLHOhTD7gIVRqmoAKUivb3lvswWyqPc2hUralJg4mUTXUA1YBJiZYit7vHYMQ1A02skIxo1foi39Tg3mv80k2cjGWWSnq1eZgtYc6yqqRxgNspZgHqVLHls3pX0k8KdEEoeC0e8X7qNviVf/Aunp/UoTrY6BXuJ6dJn80euW6YIxWmwFUa7LEj7Oa91xnCyhOQ1c8KM9mlermxyJUWneQiDjnoP4eoh8vcZsuWfW5r8+jFRNSBJOCWHD2hLlXvFJQ3R1cv5TwUgqoT+NejvxLd69nPAhYMchu44f04Jxju+/z51t6bc6//vssJdwVOSZaeAiJGDqi+GuQhlb26us+C7tAJLGvByQi+9LRhMAiRPZSoAlODW8C7EV/3Y/GXnLbzEWcXp3+vQhKF5UmKG0oxGC0sRCD0sZC2xRCUFJSQjRiUmJT6dSNIQEk+SOEJP9HAJn6tHYdHqtFgEm/VcFyvV3W91oAFbQIVufTUjU6bE05N92474RtWnqI6/cS/L0fbiNUwqHUJ3CJW8z98zGxpytBy6yOXcHqWHX1Gig51CS7t6blHCgaGEpkyNET9iUyamBZ/P1SA8c5MJpwXJwmf1zgOAeyGUejP1ed5MCoxn5OHGvHqIUTDhhlZCkXGEPPIMeMdkyJI6OeoDaSK0W8aL9h65X8VXTlYrNu6TpNGd9VgGJN3b5LS73zpp85x06vX87ezdZznHPenuc48oCw2TaI+neMB2MPHgw8MAH28fExX/jCF/iJn/gJvumbvonnnnuO9773vXzXd30Xv/Vbv3Xucv/r//q/8v73v59PfvKTvOlNb+JjH/sYb3/72/niF7/Iq171KgB+5Ed+hF/+5V/mF37hF7h06RLvec97+NN/+k/z67/+68/LvuykgN/RCm5WyYZdtPE7x47lNta1fbE5fxvbPV6REDpKiQQJSGwI9Sad2CfZPoGGVDqSJRKpqkIHD1ZhZbGE+U0yBYihekVWlWmxana1qlzLhq/y1M8dvLcXOCnrvZgozoNCUWVZvEo81qBaUbJ6kDjkzGiFfhwYbKRQUFFQSMlVzBe6oB9bGgn0xdMGi+hq6G0Smuj7Fi2skgcApRRKmZTMPXkgIr6v65wDY1GKGWOhVoaFEadnL3OmqNJrodQeLqnib9Hcd8yKkTX7AwVefU9ED8KL915HgXb0XvdF8mO6yFMl3v29rVak1bwv6yQrg8JRhqxKb8ZQfaxNXIFS/A0jgazRA/hKo1+Gmnio8+ZaHTfz4DqFSGcdQaDUdgJXqTcQQaUgE6XcDyHBpCZXGoh4f5fIqi97CqyLjagpxcZzq9j3juencv3gPPDPmDFjxowZM2bM2IUHJsC+dOkSn/vc57amffzjH+dbvuVb+PKXv8w3fuM37lzuf/wf/0f+/J//87zrXe8C4JOf/CS//Mu/zP/0P/1P/Lf/7X/L1atX+Tt/5+/wqU99ij/+x/84AH/37/5d/sAf+AP8s3/2z/ijf/SPPn87tfJsvt/Y7s2+s+V24F4DjI0KtEgD1f5I8CA0rKjhDVETyZJbbRG9I7gG0K6jZaiyFnugUq2r4jVUu6nqFZ3i9HkVHdGaQRNWFddce4cLXpEuBkMxFzUrTkvOZgzqxyHj1d7RMqNlBhkY6Kswm9bqaUuUSAyRaAHTSDAXZRMEDSAq7uttMjGUa4y93qbVoBVsVeH2d2sBs6LKUKpNmBm5fpODFor6OIuoV6bDRO/xtRRTVF1dG/HjagKR4H3vNVVZNJBioGCkSuVeahVhqeObetD7YiyLv19qVRIXpUTFBE9C4AFvME86ZASK/yK0fldh4iRIFZGr1YAognkqplLDI8iAmqIyZXnF/6Zy9uvxEhNCiLWNwpXFg1BF12qXtrno3v3AHQe8LyOrrXvBLHI2Y8aMGTNmPHiYbbruDx6YAHsXrl69iojw0EMP7fx8GAaeeuopPvCBD6ymhRB429vexuc//3kAnnrqKcZx5G1ve9tqnje84Q184zd+I5///OfPDbD7vqfv+9X7a9eu3ePe7A6Kb1rt3gx8dwqg3QPuSgV5Byr12/9ONPECURak0BGlpZFDt1XikNb2iJZozD2IFyGRJJI2epWNGkRqpX0Fp103UWhEnBq2KvC7T7MEwDwUU4TRrKpjuj+zv3rPcq/GqMoyZzJKbyMFpUimhOyVWnFv6kJGVcmSyTY6JVmodHcFacmSyJYAqbZZIMlpd6lWVr0yLUwq68VKFVnzGTzUk+qR7cd+rBX2UZ3+nbUSpjxOrbrsk0o7JHFV7ZaEiCcuDCNIcaE33C5t8pZGqhp6DTpHDa7Sre4tHrNUKrZX260G0sWUESV7PZ8sBRPDwvrYBAmIBbdmq7T0aGASCArRPLAPuLCaBKexTay+LgUag6iB3lzgbkmiUDzRsapIV9/smszwrvXgQTYRo1DCWClovfddm6KWURSRuLob3Im13a1xfyviL6fAeoLdQ6LhQaHRzZgxY8aMGS83WC3+3O2yMxwPbIC9XC75sR/7Mb73e7+Xixcv7pznmWeeoZRyppf6scce41/+y38JwOXLl2nb9kyQ/thjj3H58uVzt//Rj36Un/qpn7q3nbgD3LIfe6fK+J1u5OYP/rf1IH+LPpcU9+iPOop0tOEC8AiRPfb0kIPar7Ufo9ORq6DXokBbVcGbQLXqMEKGNkPTW7WGmpIRm1kyD08n+4yg3hcVDK/MmgdfxdyHea/2TylNXb76LNddW/Vxw4qyvCxwnD3IHVRXPtdBnFY9CZo1ARdeC17J3kvCIhaiFLe/Wh1nKArZ4mo/hHWAOUEtYkTvTa6CZ9MCNTavFfpVlF69rGW1rlETy9KtqvaG93VP1mhl43v0vufpGGz0lpnU6rD3v5t6Tzemq7kC0Mhkz+K9eAcpsIhwsRUuNsYiGIdp6rfT1RgHNUYVrufAsghXRuE4G8/1MI7CUJS+wIjRC6tEyqqPvyZsEqFyIrxVwBsFPBMbJXv7gAwoAzCyH65yw0ZguXXcn7fe7Lu48bwcg2uYK9gzXnw8COfWbkeRHePa0efpy29i4/nAprRtTQYDSNiwQZq0Urwf20pGJKCW3FJJAkFOCKFhlBsEaViGjmPpiNJwLfhra3tEGrqyoMsdiUArDQmhDX4/6EJYiZG20a/abYxVQwXa4PerJFZtOf0e1Iit7ptNsFVCNq6srtav1M9O22Sdf9wdk3PJ1FM9tZFNS5fKfqNO92W316x29t69ade5bgdfW3ZN06fxrvq2bzLm6Rewa6ybr6V+nm09/lJbsIr5/XOs2jOugUK1I6UWJHDGnBl9cfbXoMZQ29VOLFNM6Rkpkumlp5cTSsgMdkxhJFuPqr8W7THTlU2Xal6/1mbyya6LVcvW6b7rzV/6rvbG3efy/TjHb7aOW9uDbTDlNtisO5d4gAJTmyvY9wUvWoD98z//8/zQD/3Q6v2v/Mqv8G3f9m2AC559z/d8D2bGz/zMz7wo4/vABz7A+9///tX7a9eu8brXve4e13pWEXwTt+zdvtmDv4S7onrf+gJ0zjo3Lhab4x3ydcwKXfKkyEloKJIJElAzmpIYNZEk0MdAFOEouMAWGzelzZvaZjBoNvVK26riO71OntrTqCdxsSS+nUUM7CW/2R8kv7Ffaow2wmFSDqrwyhTITx7YV8fIlVFYFuHaGBgKnBSrQmjKjVLIpizN67p5pWytqyAwMN0UbfWZTw9V+k1oSLQSSRJoQ6jButSEgx8jqQ8lu35B66/EafYeVG8nB7L539mUwQojeScdaBqfybpebCgqk9t0rYYTCBZY2B4XWNARCfi4LzRwkOCVnfKKrrAXC5easfqbKmrCskSuDC1qHlxfHeHfHyvXBuXfD8c8E36PpdzgSJ6hWKaUvu5rIEhVpJeGKA2R5G0I0pCswevYzeo4T/tVGBml57hcqUIrU5X7Vn3T52kUrI/a/cKD8PD/fGIOsGfMmDFjxowHD/dGEZ/v0BNetAD7u77ru3jTm960ev/a174WWAfX//bf/lv+8T/+x+dWrwFe8YpXEGPk6aef3pr+9NNP8/jjjwPw+OOPMwwDV65c2apib86zC13X0XXd3ezaPeOuRNLuMLh+3ryALTOWYwBK6NGkLOUqgxxzI+wTLdFRqeJjU/uwPTTaxHSCG0quAV2RUl8zGc+CFsYa9BXvMd4IcrzGGWmsI1pib9zjwrBPI4HD1NDFwNXGq6wXmshBCkSBLkxBsGd9jzPcyB6sXh+NQY2jURlUuaEDx3LCyMhJOKKIZ3Gthtqbdk/KZoA2VRi8+ioSSXQk6UjW0OoeqSRa60hEOppV8J2CB+STMNxUfd/+HmqfdqkiaBh9TQD0MlDIDGEg06NSj6OtlTun8a0C7el1qoyIy6BGEkEaOtlnaYc01nAyHLA3Jk5yYi8JN7Lw7JDoYmIvtjTCyvZrqcL10YXTnun9uH6177lhS56Jl7mm/56xnNDn66iNq+z3pHjrrzXQDj4WD7hTHV+zNV6zQmGkaGbI18ja10y63mea+KkvY8YW7u1Y39nx/OhHP8ov/uIv8i//5b9kb2+Pb/3Wb+Wnf/qn+f2///ffwxhmzJgxY8aMlx+Mu38emgPsNV60APvw8JDDw8OtaVNw/f/8P/8P/+Sf/BMeffTRm66jbVv+8B/+wzz55JO84x3vANwa6Mknn+Q973kPAH/4D/9hmqbhySef5J3vfCcAX/ziF/nyl7/Mm9/85vu/Y7eFm1eyJ2z+UO/azuuuf+y3e3JtK50XHQiiVel6oJhTz4ZwtLb/oFlVHYXJimn7WLgYVVkF0cZa9bloXlUdp1ffum6MKqyqnNN2F3KJa3KRjj2Ox0Pa3HCSW9ooHObAQXLV8rZ6SMOkOG4siyuPL4tXgJdaGE05oedIjsj0nHCVYpleb3ggZ/3KkmIKTI3tSunaLiWSQnvGGqULFzzgZo/OFkSNdNp6xVtipc2FVYV8/U14RX9EGa1sB9YyUBgZ5IRsS68MT8e2UrVsM9g+lbzZHPP0faqMaFAa67xnWlvGoaPNkaMceS55YqANbtU1mW8sCzVZYVwZB5Y28LXwNZbhBtfKZU7GZynak8sSs7yikokEpKxtZvy7Tj69fu/AKtDePjZ6xiZk+/e+qSx+O+fBTea5w+D66+XmdG8V7Dtb9n//3/933v3ud/NH/sgfIefMj//4j/Of/+f/Of/iX/wLDg4O7nocM2bcL9zSIui2riNn6ahbS63WUaowJJU2DtN93K+flfVTr50yXVdvI6kpRJJ0ldnUeNNOaWhyhxBIJIKFmlIXoqX6l7f4iLizhbc5Oa0cvH0s1NanyfpRZEowr1ubto4ZZ6nbsGbHrQ4LtjVtOkzTNWrz0N9+yLF+olknv2V1n95MiJ+ll29POP3bOD3W0+N0yvvkpqLnMv0y3mc7cdg2CxmFjIqSyZ6QlvrKSJEREyXbst5HR4r11Qo0bz2XrW24/B47JbJXVlw3pYOfOtp3ab/1fOJW27xl68cdru+FQv227mrZB2MPHgw8MD3Y4zjyX/6X/yVf+MIX+Af/4B9QSln1SD/yyCO0bQvAt3/7t/Nf/Bf/xSqAfv/7389//V//1/wn/8l/wrd8y7fwsY99jKOjo5Wq+KVLl/iBH/gB3v/+9/PII49w8eJF/sJf+Au8+c1vfn4VxG8ZjgfmAABDrUlEQVQLt68G/sKeeHdfXTIbXUxKnSBddCCERJaTGgB5z9cUAPuNO55dz1RB1bwKiDapvJuB0a4AcNPbM8U9UmgpMWOhMEpPkEBrHaEInfr21bx3eBFt64ZdKt0aan+y+A2/mFtepap2HWhWtPBSbx5TcL260WwErSJu3bX2I637LkoOgVDXZbJAzB9OXB29ALFeANdHz/W+JkX3+rfP4hZWBrnOnWXtCT0d70lDfQqubXXDW1fbT2NzmlIq/XrwZIexagk4yRERty8TkdUDwKDKsY6MZK6F6/Rywg2+xqjHXmEuJy5KZlOiYqzHb/O79t+UbjwksnFMT3vFr/Zr503/HNySHj7jQcVnP/vZrff/8//8P/OqV72Kp556iv/0P/1PX6RRzZgxY8aMGTNernhgAux/9+/+Hb/0S78EwDd/8zdvffZP/sk/4T/7z/4zAP71v/7XPPPMM6vP/syf+TP83u/9Hv/df/ffcfnyZb75m7+Zz372s1vCZ3/tr/01Qgi8853vpO973v72t/O3/tbfet73acaMGTNmnMW99mDnnM84O9xuW8/Vq1cBT9zOmPEg426SeecLL9UKt8h6rVbwJH/9zARjgDMJS5gSmbKVvEyreaaK97ryvU6mh1Cnba0jrhLt02dTu5S/d30PALE1yy1sfA4QNpK80/xnj0m4KeVVT4nI6QYb4F7aWU4z88KOJPV5Yz4P5411c5xq29M2W75M1u1eKmvLSk+4K6brBLttFAqmQsdmAn4zOX06YT2t8wwjbGey+tbV6pdiYvulOGaYe7DvFx6YAPv3/b7fd1vy7l/60pfOTHvPe96zqmjvwmKx4BOf+ASf+MQn7mWIzxM2Lyz3qBJ+19u9G2xUXKeecateywau+exEYC1Dvemuq9awvvmcrjDCRpXxnIv3upJ5dj9EGl+nUpVRR4oFkjn1KdhIlkwkUUzJCMUixSCYK1rHsLk+V+cGXGgMoUSvEKuCqjFKC4JXx0MgW+8PENLX7a+pU2fGe4oiLhvCXUkWRBoaOiKJaJGGRBR3Fp96sqfK8DZh3/2t3V7LGC2SMQZLLsomiSiNV51DT7GRKM2qT3m6qfpxLqsHn0lYbPM1yYJkzarn2bdvjGQwtySbROes3n4VY7CRE+kZZeBYrjPaktGOvTf6pr/RaVzT31UVF7fe2mQHnIezFPiy8f52z49z5psVw2+Km3+3N4dh/Pqv/zqXLl3amv6hD32In/zJn7z5dlV53/vex1ve8hbe+MY33vUYZsx4UHH6OnKmvWzz2jRZTq6WnQLaeg1cKY8H1tfZ9TVW6rXTGURViVxqG8/m/V7X97lp/q3geoPJtvl8sHnPWQ95HZBPCKeu89NyNz1OG/oo0yHbdV2yTer9HWAX4+v0OFfz3sZ4oY751G1il7aLz7vdOmeng+4Nhtomq2sKpKdltp/BTj+T+RbOssB23EtvRxH8eVQDn3H7mIRs7wbzd7XGAxNgz5gxY8aMrw/YObZDtwUx3vKWt/D3//7f35p8O9Xrd7/73fzO7/wO/+f/+X/e/fZnPLD4pm/6ZmK8vWDl6wU3VW85rY45BdjTUqvPp0BYYBUIy8b8NX0qYdUbLQQ49X4zqS51/vX7GnzKegxTkLqlMXIqQe+fnw6wb12s2JWc3x1g3921aldy9/wA+zZbBW8x5q2xrgLs2qO9qnTb1udb7WDm0rJbwTTqxa+t+W1jLBsp880+f6jvpwDbVnNvjv7UDu7e751TZwCUUvi//++n7u9KRe/+Hi3ztzVhDrAfKOz6Qd9tVfv5UES+jbGsqthT1tsrtuVUzzHc/k1wN93ovP07e6N1NXHPhk+iaruu2GrbAiKb4iOp9mSbCVHctTxKgJxAF4zWEBBGWxAlMYaeZB2DnGCUtQfkjsr7lL0PkkihQ4guckbjCug0NNbSWUsk0kikqVZeSYQ0WXghZwRTJnuzYkbWQDZj0EgxpTFXKS9S6FlSyPRyjIkLyhUZ6820bD2libjuux/thiCu1J5wcZtoaetBQjGK6VYdYBJW6WVglGElpqKMO46N0w+VvPp+T9+Hp2XWNu3Tw8StHrbPZvzZ8ZDi67rNG8csbHZL3CtFPKV0U4eJXXjPe97DP/gH/4Bf+7Vf4xu+4RvuevszZrw88fwx6G7GJLqzFd06aL3dYHWab/N+s2nnuJpvuufc5jPVefu6K7i+3bGenv+WlpIvEiZ9lZvOU1lsMx5czBTx+4P/f3t3H1xFleYP/Hv6viRAXhhAEyMGmFFkUAQXJGbdGl1JEWsoEWXFdRXUYRh1EmqV2SqktgC3RodZcYVSg9RUAW4xKE5mdX0tqzAIooAsREtZIeUw8jJieNkxCT8gufd2n98f/XK77+37/prk+6G6SO493X26783te/o55zlsYOdaOBtTmhsohg/S5BOx6eO/jDoLZ6NFGt3KwuO/ko002Lsb6duKVc9wFmmvkeHUq2c8VbxWxmsPfPBKvbu1EHq2UkBvQJtJzPT78bAeN+4N6LXRBDSpJzrTX14vglLvBqfCDwEFKoagDyXwKqVQZRAhT59r12u91nqdzezqChT4xFAre7hXeuGTPqtreInwwCMEfIo+rZhfUfS5sY3ka/a3mpR6gjZNCgQ1vbHt0xSomoRP8+Ci1BvbHumBKlT44Ic+CVofQkYDO3KMlz3zu1f6IKRedzNDrN7I9sCc39t49a066SO7VOtD3Jyb2mTeiPEIL1ShQEgjaZ3wQoOZIM79S0Z0wrsYbxWXsqn9rWXn73KwXowy7SKeUnkpsXjxYrzxxhvYsWMHxo0bl/a+iYiIBjJ2Ec+OfA76JSIiyqumpib8/ve/xyuvvILy8nJ0dnais7MTFy9eLHTV+o1gMIilS5di0qRJGDZsGGpqarBgwQKcPHky4botLS0YO3YsSktLUVdXh3379jme7+3tRVNTE0aOHImysjLMnTsXp06dytWhUALJTAkq0g4YuG0r9a+hsaLE6WwrlX3au7kn+5yR5i2qntmqq2N8ekG/0rM5QWTHCDYlwbyTlUSXbjPhmT2SrT+gP291HbdvN/aFMXFXKGd3cyF8xnRgRvRaeOFV/HrSMOiJwzzSa8zDqcAb87JobF3A6HqtH5cmAEUBNAgjMqxAA+DR9AMMSr37eUhqUIQCBR49Piv6rC7QeubOiEirdRnW6+iTJVDg0SPt8MILDzxCr69HmIsesfYqRvI1AfgU+1kxz7KAqunPqRLwqAKqIuHRBISqR7UVTSAkNfQZkeyg8CIkQ9Yc5JGZSxVpdr33WPObml3D9ei1+xnVjPFaZuTa7U6pnmnWE57PWtGj55oWMsb1wegNkfj9kVxXOpcyEesldVc2ha7hg/kur0RmmXlTHZH30ksvAYA1E4Vp06ZNePDBBzOox+Bx4cIFtLe3Y/ny5Zg8eTK+//57/PM//zNmz56N/fv3x1zvtddew5IlS7B+/XrU1dVh7dq1aGxsREdHBy699FIAwOOPP453330Xra2tqKysRHNzM+666y588skn+To8SkI2G9XFRFiJ3MLcuoo71kmyMZlat/B424zsmRVdZ6Jskda4+vTWJR0b2Plitgj6teQzntv/yGI1th3lU/qbjM4oak4hEtm4VhSj27WxeOCDAmf35WReFnPckEfoHdbDWcUBVQqEAKhSgQIBDT54pGaNN1dFCIr0QEUw3O3ayM5p5xE+q9GqQB/nrP9uq6vt5CnGmGuBcKZzxfazdW6N+gY1wCMFAAlVmgU8CGoa9G7uep1VqcJsPmvCixBCjjmz9X3bplKBknCqkXCiFS38s+uNhnDWWGtKF2mfGkbvPm51V4/6opHBlw63LueuF4v8dW8emGTUDZvU1k6xfBoZ3cmpsrIS27Ztczz24osvYvr06Th+/Dhqa2td13vuueewaNEiPPTQQwCA9evX491338XGjRvxxBNPoLu7Gxs2bMArr7yCW2+9FYB+4+PHP/4x9u7dixtvvDG3B0ZERA6aiA6qJIvfccLYp4OIiPJKy+AfL+DFobu7G0IIDB8+3PX5QCCAAwcOoKGhwXpMURQ0NDRgz549AIADBw4gGAw6ykyYMAG1tbVWGTd9fX3o6elxLJSiIrnhn0kk1m36rlgl48lF1/LsRa/dn7dvK1aPseJgZocvjvcbJSZ5fc4KRrDzyS2S0m8/dJLL4g0kiGYDRmbQ5KPjzouUx8o0rY9r8oYTnCk+eITXmFPaa0VaBfSoqOISStek/jJpQo+UaRJW93CrdlZG8XBiMSn0btrQAJ9UoAgBVapQ4YEiFWhCs/YroVmRbMdxmdFrl2hwOAKsJwYTxmNCCr3LrTQiexGHpAjzGPRM6JoAvBAQMpxhHIpivTU1eKBI/eA1Ia25zTVojmyq5s9u48v07YSHAii24zQTm6ki5IhqO+psW0OBAinCr7GUCoSA8TMAR27yNL6oZaObXZIRUl54wvKZ5Iyyr7e3F0uXLsW9994bM5v72bNnoaoqqqqqHI9XVVXh8OHDAIDOzk74/f6oRnpVVRU6Oztj7n/VqlX4t3/7t8wOguKLmKKrWKQ2zlhx+TlGt+8YXcVT/axKbSquVI8l9c9NvVedhIAH8eb0LkyX8/SOiXKLSc6yo7g+OQcjKaOXfk2LWJyk8c/5YHLZnJ2JQTyIbFybWcQVRe9a7RFe/Xezu7ExXhhwzsMrpb5HfTorfZyyqhmLlYXbbJBGT+el100foyYEoAh9Lx54jHHJAl5jfLI5Zlmx1SX2mdSboyEj47YqNYQgrWm3VKOBHNLCdQ/JcJ3NGwT2OpoUhG8OeITZrVwYY7yNM2aMpTYzg5tfHOz1tu5bivCoalWokEL/OQQVIWi2RbXuc2rQEBIhaFBt3eZV64M98gtJyglcpJZ4cVvN9i/yFUnny4D7tgY3a37VNBbOipp7W7ZsQVlZmbXs2rXLei4YDGLevHmQUlrj2/Nt2bJl6O7utpYTJ04UpB5ERANNJtdnftcJYwSbiIjySosTSUmEF/Dcmz17Nurq6qzfL7/8cgDhxvWxY8ewffv2uHORjxo1Ch6PJyoj+KlTp1BdXQ0AqK6uRiAQQFdXlyOKbS/jpqSkBCUlJekcGmVZppmr0+2eHb97eDLdxaNvlsZLeKav4X6DNV4X7cwj15HrOZPDxow8C8X1JnKseahTSZymJ7yLV94DxPmM51zYxc0IlaS1Ll/XMEawi9GAimrHjmQnK3pKC4/1WGT02pouQ5hJuJxzbdu7I+sRVYmQ1BDUNCNiLRHUJIJSTwoWNCLZIWNRjcftkW0JabxMKc7Pa9RFk6qV9MxMhKZCXwIiAFWEEBRB9CGIgAwiaNQ3oGoIqBIhTSKoAQFNj2YHbfU062xG482Idjqdf8wvF5F3LFVj5uyQCEEVIeN3FapQjYzkQesYrN8RMrqJa44u8/YvMG4XbytbfLyPrjjR6ZirxIxaJ1qxP/9tErkrLy/HlVdeaS1DhgyxGtdff/01PvjgA4wcOTLuNvx+P6ZOnYq2tjbrMU3T0NbWhvr6egDA1KlT4fP5HGU6Ojpw/PhxqwzlQ7JfBT2Ji2SB61RhSTfEUymXyjjp8JCoyH9u3Kfict+n7ZtL1OJe79hyNlVXDqdAC+/Dfchkfx1ISYMbI9hERJRX+ZymizIXDAbxD//wD2hvb8c777wDVVWtMdIjRoyA3+8HAMyYMQN33nknmpubAQBLlizBAw88gGnTpmH69OlYu3Ytzp8/b2UVr6ysxMKFC7FkyRKMGDECFRUVWLx4Merr65lBnIioAMLDsdJbm3RsYPcX/X6aL/v81y6klsQdUufd83D0Ony3ON7dZwlVHyss9bHAAgpUqRkJySQCmqYnAIP+u1T0rlCqcHYqk8bYZ02GI9yqlAhZY6P1yHh4VLI+LZHZ7UYa/2tSNeqlf5CpRtRVQIE0kqJJqUe1zSkTVOgJyDzwABrgFeZ8nfrc2JrUp+RSpTEO3PaWiay7fey22VFCLxOeRguAVXdpq38kAQUSHqjGaxF5Z99M9KbXI7w9K2Ivg5DGtu3jsLMhO12WmIglmzKapkvwAp5v3377Ld566y0AwJQpUxzPffjhh9Yc40eOHMHZs2et5+655x6cOXMGK1asQGdnJ6ZMmYL333/fkfhszZo1UBQFc+fORV9fHxobG7Fu3bqcHxNlU+6+m7hHcW17dlzz04myRifaMreZbuKvZLuFJzo2s4wWdQ2LrnM6CdmSJYRIuoeevWwq61HxyGiargyu7QMNG9j9iflBVUwN7ZQyozsb2RLSvSuYY1PuXbic3aASJwsTVnItVe9+LUIAAK/0ABJQNONCJvU19J8FFCGtRqqZkdtMHqY3UiWCUkLVwsnHQkZCsiBCejdpowu1uV8NKlQZhIago9u1dXxWtnN97myP8OnzUAsNXnihQcIjPdCkhFcq0OCFKhV4hIDq0buVeRUziZn+PxDuHq7a6q53HzfqLc1mr4TZedusu9kYBoCQCLqeZ3NubDMLupnMzfjF9noYNxmE5jgXKkJQZRCqDEFGJDwzmV94ohv5xu/W89m6qPNikQscg92/jB07NqkvykePHo16rLm52YpouyktLUVLSwtaWloyqSJRBtyzWacyLtks777tyEdS+w5nlo9uaKdex3Rk3kg2zq8QHFbVD5jBlPTWTe31XbVqFV5//XUcPnwYQ4YMwd/+7d/i3//933H11VdbZXp7e/GrX/0KW7duddyEjZyhothwDDYREeUVs4gTEREVn3xmEd+5cyeampqwd+9ebNu2DcFgEDNnzsT58+etMo8//jjefvtttLa2YufOnTh58iTuuuuubB921jGCTclL9s5j3Eh7jK7iWUqgIY15m82fpVCNaKje7VqVQUAAQRkwIsJ6JFiRAkJT4RUKNAh4hYAqhTV9lWKPwFrdqc0EY/rHSkBToQEIShUqVCOxV8CIAfdBExqCsteKBmsyaJwRPVbsOB3Qp8gSwoOQ7IOKEoREEF7pQ0iE4BVeSKnBI73QNIkS4TG6tnv0qbesLuLm1GHhCLa97ma39pDU48r2uqtm4jIEnYnIpHs3cb3eChQrwZytizg8jjui9u2Y21elfk6kVKHJkP76SU1//aTbmKCIO6xJRa8ZkS4G5vCIdLDLIVGGctALLt1s4PkQLwJsLxUrim2KjBQnPubMo9fxt+3eTVwfspW9a11uu3pzLuxiYybeTUeqvSnef/99x+8vv/wyLr30Uhw4cAA/+clP0N3djQ0bNuCVV17BrbfeCgDYtGkTfvzjH2Pv3r1FnauDDWxKLN0P1rTHjbtdtOJlL9Ub7VJqencpaIAENKFASM1qWCsyaHWnUoQHmlT1LtdCb2BrUsIDBSWaByFjTLMQgFcIY1oK87D0Mcz63NQSQU2/a9cn9fmq+xCAFBr6RB+CCEBFEEHRB02qCKHPakxK6A1HDXoj0s7Mgq5IfVy5hiC8KEEIHngjGtqqLEFQ+uCBB6omoQDwaZ7w3NYRr4G97uaY8aDU56kOGtm9g0YGcwnN0a3d3iAOnw/Vqi8ACKOLuGMaFeP1s99IsMZhG+fC7BquyZDjd+vOqNQz0ts/wM3H4r83coCNvIxk88sfERERZUemSc5UVUVPT4/j0WSnVuzu7gagJ88EgAMHDiAYDKKhocEqM2HCBNTW1mLPnj1F3cAu3luORERERDRgJBvpdkyxGTE9o/vUWErEb9FTXcWf/srcRvw5rZNJqOq2nVj7FfDEXZLaRhH3HkhZMeUYorQcPHgQlZWVjmXVqlUJ19M0DY899hhuuukmXHvttQCAzs5O+P1+DB8+3FG2qqrKmsmiWDGCTe6KPEInjW5Q1u+26LXZTVzPwB2CMBKGhWSffmEWQFD2QhM+KPDAY/wZmEnDpJQQQsAr9YziXqFYn/nmadEgoUlpdavWIBE0UoMFhN4dvA8XERR6xDoke6FBQ0j2WdFZs4u43v1ZtX4G7PM963N+q0ZXbTPxWRAKvKIUHvgQQgh++OGBF0HpgxcKfNKrH4ORFV2JimLrdVeNxGZ63aU1R3VABFy7tdsjzvb6whoVEB21dvsyFE7upp8LvU5BPaJv/G92C9c0e3dxzblf6w0Q2T2cEdJiFjkkIrV1+doSFV76jbqYyU1TbCjGalgmm50biNVt3D5vSCqS6xIe2XCOR8AT5/My992rk+lu7l7Gg6hhXNQvmLO5pLeuxLXXXotdu3Y5Hk8met3U1ISDBw/i448/TmvfxYYNbCIiyqtMppMp7lt/RERE/Zc5lWo6JCQ8Hg8qKipSWq+5uRnvvPMOPvroI4wePdp6vLq6GoFAAF1dXY4o9qlTp1BdXZ1WHfOFDWyKltPotT3CmUpXIBVu47DNyLX5MxCOcJl34DQtBCE0CKkgZKQBMSPcEIBX+owpo0oRhIKQ1KBIAQ88UIx0Y5Hf6qU07/GpCBnjlENmYjME9Hiv6DMSlOnJu1QEHeOM7RFsLWJsMRC+O68nO+uDKnz6eGyhjyVXEdLn8hZBhFACD3zwCT8UqcAHHzzSC6/RqUyRwthWeE5Ns/5m5FqDhqAI6JF29MUcN24eg/1ch0+MM7mZfhzud+vNbWi2CDYAY/t6JFvTQo7x1+F9qlHnK2H02v6+zqQbWpH37ugPMotC8/wT5UJq1+R428lOl2W36K/ZIyrW/NfpTIEVO/mZfR9un1mxjzPTyHXkevaIYvw621dUrN5dRMnKdAx2SqWlxOLFi/HGG29gx44dGDdunOP5qVOnwufzoa2tDXPnzgUAdHR04Pjx46ivr0+zjvnBBjaFFUXDIfGF2d4dXFjJzczn9Inura7WMP9XjAY29AY2AM2Y11lFEJrQP1A88FoNVy88EFKfkzryYml0XrbmudaE5mhYm93CQ7Iv3DXclsBL00JWo1rasnK7NbJVo/6KYtweUIyu4ubvIoiQKIECH3yiFAoUeFECRSjwSi88RjPbTD5mnUehIWTMSR0SIathrQm9O7hbt3azrvabA7FYX4Bk9BcL+5cFs+t35PmIbFybXcad+9Tif4GI9Z6O916P1fguir+PgSEyqV+Ka2etHkQDGUezJif5LOOpbc8uUePafnPDbSaM+F3FC0mAn8kDjFTTvkan2jBvamrCK6+8gjfffBPl5eXWuOrKykoMGTIElZWVWLhwIZYsWYIRI0agoqICixcvRn19fVEnOAPYwCYiojzLrIs4v8wRERHlggZpBadSler1+aWXXgIA3HLLLY7HN23ahAcffBAAsGbNGiiKgrlz56Kvrw+NjY1Yt25dWvXLJzawKaXInPud1fzfJ3dMyQXYkmyZXcJtCc8UWNFrrwLrMbOrmSJ8egRVqFDggQ8letdreAFhTJUVcfdaQoMmNOgdw53zRNsjv5oMGvM7OyPXmha06mfv2h6rm7iAAk3qx6VIo6u4Me2YKoJQjah2CH3wwAeP6IOAAh9KoMBjzE8dfQdeRcj4P2hFrs1u4ZoMRkXfAVsyshhR98i625nzdEa+lvr/quOcmFFss0z4/KiwdxnXz51L9/BMppejnMosyRlfH6KBKvXvE+l3D4/eUpJdr+OsHyle5DrWscaKZtuj2JF1taYgdbnGFiMBwc/yImWkwE1z7dTee8nMr15aWoqWlha0tLSkWafCYAN7sEqjEZH5h2GMLlZJZw41/+CNOZXt468juotLCWjQG6RmgxsaEALgEV5A0+fJBgCBIKQo1edzhgeqCOpdxKXPaJhGXyA1o2u1vVHqaJAaXapVrS9uwzqykR354RR+mcJTg1jHJbwQwgOpaFbj2xyf7UUpBBS9wS2M43C50FvHIVUj63o4U7h5PJHZvc3jMM+7+VpEvawur6uG8OvlPM7oGw3uXcMjPvSllt3GdQ6YX5b4ZYKIio/L9dcaJmOOd47VEIxz7S6CqaPiNW5jNSDsjeREje14DfpY+071BkJkQzS6q7h7JnF7Zu9ENw7Mxnmq0l2PaDBgA5uIiPIqoy9lRXTzhIiIaCBxBn1SXZfXZxMb2P2RlHnLgpxM1M0sk8qd2cy6lYczitvnjbZ3Fzej2FJqUBRv+MNC05N7eYQR/Ta6j0uhQRU+eIQPqgxCgQIVPgCAIjzOObfNJGkuUV97MjBV9jki1/o6IZfIdTgKHC9BhJCKERU2ItkiZETtVUcCNEX4oAr9d0X44DGOw2P7c7ffBddg1kc1fg7P0x0Zubb/bj//rvW2J+2OE+mIjILbo/luic2scxbrAsAP+KLHMdhEA5zUCh7FllDTztwNxI/8ptMdvRDD6ZKRfmOK0euBSIOWtzHYAxkb2INJlhvWheXs3uU4NGMKLmE2RI0u4pox3tieWRxauHGuGN2hFeEzpsYyykvFGq9tjTu2GoWq3sCWZgM73ADVHwtPy+XWsLY3qp0Xq+juaxIe4+aB4mhsS2hQHOOzA/AILxThgxB91vGErC7x0Rm9zX2rMnwjwG3aLABWdm97nZO90EZ2G49ez3mzIfy8aisfblwnnJorgoQs2i85gwmziBPlnkSMTOLmBVMIhD87lfDNcutPTAWEMIorAEIQ1u/6TVqz+7g0cpXozwlj8+Eu5tZNVvtjMpxjxCwvotZVnNM/mo9L55HZr2upNn4zGXdtF3e/mdxsiLhO2utr3ih3fGeLnLI06oa4jLo5Hi4rXdaXtvWl4zlElAlfqyOuzdJe5xjX7RjfUfmJn1/mbC5prctXy8IGNhER5VUm82DzAk5ERJQb+ZwHeyBjA7u/ctyBTqF8MkWz9QfiqFv47m0qEUR7IrP4wgnQrKinMT2jEOadV6+eIEw6u4YLocAjNEihQRMKhAxCCI+ePdwl6itt0VQNtnmbbZFrs1t4OPN2KCqZWaworbntaEbmdKlCGpnBBRRommYdh/N/o5u4kWHcnpE86jxb3d7DUerIeandE7OlFsF2S6gTua7zrrsaUSa9zOH293Q6QxqygVlTwzLrWshzSJSsuH8tts9LYb/+uG3AilTbn3S/Nrt+trp+V4le3z2hWpxM3JkMlyuoRN9rkv+MjD3u1T0K6V7ebZhX4utp3PXjbCO8LSo2HIOdHYVP80hEREREREQ0ABRVBPvJJ5/E1q1bceLECfj9fkydOhVPP/006urq4q7X0tKC1atXo7OzE5MnT8YLL7yA6dOnW8/39vbiV7/6FbZu3eqYpLyqqirXh5R7bpHsNO8gpRtdyygS6IhOu9/vSW18rz0KDGv6LmGMH5NmVNrYpKJ4rYi2GS3Xxzh79Gm8ZPyIr31ssmpFqcMRXyuCbcznHHvcdexIbfS5MKflUMKRbOmMYJtTeSnCC2GOz4biHNcWtV17VD61yLW9O1GsubzdnnOrQ5gafT6ixl47NhD9UJz3dKEi2SRjTpGT7PpElF0J/6pcv1fEiJCmtQMiKg75mwd7ICuqCPb48ePx4osv4ssvv8THH3+MsWPHYubMmThz5kzMdV577TUsWbIEK1euRHt7OyZPnozGxkacPn3aKvP444/j7bffRmtrK3bu3ImTJ0/irrvuysch5Y+eMjutxrU0/mVVAbptWQ1BR6NVjeiKrUHKkN5lG5reFdqYr1qVIYS0ADTN+N1cpMvieN5cz5g7Woas7UqpGY3reEnNIhvXbgdnz5pt25YMQpr7lCFoWkBfZAiqFjAWvZ4hrQ9B9SJCWgBBtRchLeCy9Lkfh3GuHMnZjGOxd3+XMmid9/D5D9oWzWUJRq0nbZnKIxvXTpl/mLPbdv65vw+SXfh6ERER5YKUMv3rM79PWYqqgf1P//RPaGhowA9/+ENcc801eO6559DT04Mvvvgi5jrPPfccFi1ahIceeggTJ07E+vXrMXToUGzcuBEA0N3djQ0bNuC5557DrbfeiqlTp2LTpk3YvXs39u7dm69DIyIiQyYNbIbCiIiIciOj6zNvgFuKqou4XSAQwO9+9ztUVlZi8uTJMcscOHAAy5Ytsx5TFAUNDQ3Ys2cPAODAgQMIBoNoaGiwykyYMAG1tbXYs2cPbrzxxtweSJHL990mR3fcrM2RGRnFVBzRYGtO7BjdxfUu1op1u0lKFcI+97Vrb+TwNF32iHSyXandEpvFZI/c2n8WZl3MY7QlPzO6jKv2bu9mF3Gjy3j849Kijsttvu7kE7SZUok4Rx+38/0aP7lZKu9tTt+VX5nNg01ERES5oCH8fS9VjGCHFV0D+5133sE//uM/4sKFC7jsssuwbds2jBo1yrXs2bNnoapq1FjqqqoqHD58GADQ2dkJv9+P4cOHR5Xp7OyMWY++vj709fVZv/f09KR5RMUpv38EuegokWwjTm9sC1tj1Jld3Jap3Ew+LhR9rmxzeHuCMdj2xrOzi7oW1bA210mJUNy7R5uPCedQfPMYpdSMuivWzQRIOBrX9mNzq2OsmwTJd2+PvvmRuEzE8Vn1S75xTcUt5b8B58rZqwgRERFZnN9jU1yXDWxLwbqIb9myBWVlZdaya9cuAMDf//3f4/PPP8fu3btx2223Yd68eY7x1PmyatUqVFZWWssVV1yR9zoQEQ1EUqrpL7yAExER5YRE+tdn91w5g1PBItizZ892ZAe//PLLAQDDhg3DlVdeiSuvvBI33ngjrrrqKmzYsMHRDdw0atQoeDwenDp1yvH4qVOnUF1dDQCorq5GIBBAV1eXI4ptL+Nm2bJlWLJkifV7T0/PgGlk5/wLaowEZ/G74KZyrydBMjBH13Mj27YZpYYaFeHV55YGNISMehpdxs16x8i4DTijuZFJuZKLXntgRoHN/ehlzH2aUeoYUWzHcZrBPXN9T1QkWy+T3LHF794eq0t4og/XBK+d28NR79fEH+DpvMeZVZyIiIiIMlWwBnZ5eTnKy8sTltM0zdFV286cyqutrQ1z5syxyre1taG5uRkAMHXqVPh8PrS1tWHu3LkAgI6ODhw/fhz19fUx91tSUoKSkpIUj6q4FSbyk+1OEnG6Srv9LswprcyxyrZGNhDRXTzcsDUbk3rjO3qf0Y3qcN3cGtbxeWw/q7Eb2mZj2O14hb1BHu4WL6UKwGONP9cPOTxVV6xuQJE3EZyPpdG4TuOuZsKGNbsK91vJ/224r01ERETZp88rxC7imSqaMdjnz5/H008/jdmzZ+Oyyy7D2bNn0dLSgm+//RZ33323VW7GjBm48847rQb0kiVL8MADD2DatGmYPn061q5di/Pnz+Ohhx4CAFRWVmLhwoVYsmQJRowYgYqKCixevBj19fWDPsEZEVEhZDIGmxdwIiKi3LAnsk1j7azWpT8rmga2x+PB4cOH8Z//+Z84e/YsRo4ciRtuuAG7du3CNddcY5U7cuQIzp49a/1+zz334MyZM1ixYgU6OzsxZcoUvP/++47EZ2vWrIGiKJg7dy76+vrQ2NiIdevW5fX4Ci1XX0qjutOmPf+1PVobr0yERF/UrURgeiTbngwMiE4IFo5kA5HZyOPVyS3i6yayS7a1jrW+x1bW/rxtf5HbiKpjOIpt344jam/bZ2QSt8j6O89BitHrFBtSsd+nyW+HDbDixyRnRERERSiDBrbk9dlSNA3s0tJSvP766wnLHT16NOqx5uZmK6Ida9stLS1oaWnJpIpERJQF7CJO2WR+qVPVJKY9JCIaIMzPvGw2bGUG03Tx+hxWNA1syo2BEc1LPnJtP15HdN0apxx/PHY4IVj8YHxkBC6zBkOsZGPOaLZzTDbgSIAWJToKH45kq45tJ1d35xfXpCKQSUYp479HY0XG3dfJxvudc2LnXmZdxImczp07BwA4ePDzwlaEiKgAzp07h8rKyqxsS2+scwx2ptjAHoD67xvcrZt4+o20qKzQERnG7ZnF9d+NJ2xdqN3mwNa3nTg5mMmtW3is7doKRGw3ssu4S6ZxV7bEbVZDO3zMqXJvGOVqPK3bjZXY5fvv+37wYRdxyqaamhqcOHEC5eXlEGkPUxoczBlRTpw4gYqKikJXp9/j+cw+ntPkSSlx7tw51NTUZHGbGqK+hCa/ctbq0d+xgU1ERET9lqIoGD16dKGr0a9UVFSw8ZJFPJ/Zx3OanGxFrim72MAeQAZGBC/1rseJjtsRybaSnhnPWUnPXCLZtnKu200iChcZvbZHrmMlPDPLObYvAPfu3slEssPdxd3qHa8ebuXdt51tudpucjgndq5xDDYREVHxySCCzeuzhQ3sfm5gNKpTkGLjOrJsdIPJPm+02dA0u097MuvKGiF249q9gevo6RjVfd1ZJub4bAdnQ9vadNrHmGC9WPN2p7vdAnQPz2ZDe9D9rcbBabqIiIiKTyZdxHl9DmMDm4iI8opZxIkKo6SkBCtXrkRJSUmhqzIg8HxmH89pYUlGsLOCDewcylU24v5zhyjRvNYpymI0OXJ+7Mg5r9NLBOaJ+Uw4M7l5TpLpKh7dJTy5SLZz+9ER4VjnMZnXK43XQCiZv3YFTm6Wyd9y//l7zZ9s9gwhouSVlJTgySefLHQ1Bgyez+zjOS2sjLKIM8mZhQ1sIiLKs0zmK2bjnIiIKDdUpB+J5vXZxAZ2kSvW6Ffekz+5RLxinxt72YjxxjGn7sosEZjOOb+0uU6s6LV9m4kTjdnLaSlEssP7S/zBl8MPxhhRbAFRtO/xSOmMx+4vx5ZvGY3B5iklIiLKicx6mPECbWIDuwj12y/lqc4/GjEvddxykQ8l1bi2/x5nP456uDfOY33gJGoYJ2pcOxrZbnUU4f2YdXDMiW1raOvPe4zybvW230gogKS7ihe4ngn0279PIiIiIso5NrCJiCjPeIeciIio+PD6nA1ZzkJFqZAx/vVbUX03o6fUijo+qSVeEm0Dmm2Jxfl81Pl23Z8WZzEPWbMWnYrwfNoaJIzFel6znrP/r9dJi1rs+3GK/tNN3I3d5fwkc/7jvB5JS2nd5PfRr/9eBrN03nfWe4ivOREABINBLF26FJMmTcKwYcNQU1ODBQsW4OTJkwnXbWlpwdixY1FaWoq6ujrs27fP8Xxvby+ampowcuRIlJWVYe7cuTh16lSuDqWoJDo3kVpbWzFhwgSUlpZi0qRJeO+99xzPSymxYsUKXHbZZRgyZAgaGhrw9ddf5/IQisaqVatwww03oLy8HJdeeinmzJmDjo6OhOvxnBaQlBlco3l9NrGBnWOxGtH9vWEQ8xikDC8A3Bqn8c5J/H+q6/ai9htriVkf1bkfqcZcwh8ioahFOpY+SBmEphn/yz6o2kWoWgCq1gtN6v+rWi9UNfGiaeHymgwY6wegyRC0iH3pi14Pfby2WUe97o5jSudfnPMTc4n7d+B+88Lxuib7/qN+If3PgPRf81S/NBMVuwsXLqC9vR3Lly9He3s7Xn/9dXR0dGD27Nlx13vttdewZMkSrFy5Eu3t7Zg8eTIaGxtx+vRpq8zjjz+Ot99+G62trdi5cydOnjyJu+66K9eHVHDJnBu73bt3495778XChQvx2WefYc6cOZgzZw4OHjxolXnmmWfw/PPPY/369fj0008xbNgwNDY2ore3N1+HVTA7d+5EU1MT9u7di23btiEYDGLmzJk4f/58zHV4Tgsrk+tzulfoAXl9lpSU7u5uCUACHgl4uRiLgC/2IvwxltI0l1jb88evR8L6JF8nRQyJvSjDIpZyqSjl0uOptC0jpMczQnq9o6zF5700qcW+jtc7ytqWuW1zf/piq0dEPdM//7laUn9dC/2+H1yLRwKQ3d3dGX+OHjlyRAJI8LcYfwEUuXz58pT2u3XrVun3++XGjRvl//7v/8pFixbJ4cOHy1OnTmV8TETFZN++fRKAPHbsWMwy06dPl01NTdbvqqrKmpoauWrVKimllF1dXdLn88nW1larzKFDhyQAuWfPntxVvggkOjeR5s2bJ2fNmuV4rK6uTj788MNSSik1TZPV1dVy9erV1vNdXV2ypKREvvrqqzk4guJ2+vRpCUDu3LkzZhme08JQVVXq7ZxE35fjXZ89cv78+Sntd6BenxnBpozEj3RqMaLJappL9LasLtpJRV5t3bnTrJOMilTbFi2gL1YUuQ9S9kHTLtqWC9C0C1DV/2ctIbUHIbUHqnouwfL/HIu5LU3rM6LX9iUYXuCsd/rnP1eL23vEeH2zHMWkIpFMj5OYPVFSf/2fe+45LFq0CA899BAmTpyI9evXY+jQodi4cWP2j42ogLq7uyGEwPDhw12fDwQCOHDgABoaGqzHFEVBQ0MD9uzZAwA4cOAAgsGgo8yECRNQW1trlRmIkjk3kfbs2eMoDwCNjY1W+W+++QadnZ2OMpWVlairqxvQ5zKW7u5uAMCIESNiluE5LTRen7OBDWzKqcy6muSuu2hOa2VryEcvsRvomgzGXeI27mUo/n776T+iTKXzpZmoP+rt7cXSpUtx7733oqKiwrXM2bNnoaoqqqqqHI9XVVWhs7MTANDZ2Qm/3x/VSLeXGYiSOTeROjs7E55L87FktzlQaZqGxx57DDfddBOuvfbamOV4TgePgXx9ZgObiIjyQlGMeeYzyMUA6F/Uenp6HEtfX5/rPtP50kxUjLZs2YKysjJr2bVrl/VcMBjEvHnzIKXESy+9VMBaErlramrCwYMHsXXr1kJXheLKJCgisXnz73l9BhvYRESUJ2PGjDF+SncaEP0C3tXVhcrKSseyatWqLNWSqDjNnj0bn3/+ubVMmzYNQLhxfezYMWzbti1m9BoARo0aBY/HE5UR/NSpU6iurgYAVFdXIxAIoKurK2aZgSiZcxOpuro64bk0H0t2mwNRc3Mz3nnnHXz44YcYPXp03LI8p4Wh3wAXyPT6vGDBfF6fwQY2ERHliRACe/fuhXkhTp0GQOA//uM/0N3d7ViWLVvmukY6X5qJilF5eTmuvPJKaxkyZIjVuP7666/xwQcfYOTIkXG34ff7MXXqVLS1tVmPaZqGtrY21NfXAwCmTp0Kn8/nKNPR0YHjx49bZQaiZM5NpPr6ekd5ANi2bZtVfty4caiurnaU6enpwaeffjqgz6VJSonm5ma88cYb2L59O8aNG5dwHZ7Twjl69Btken3+3e9+x+szAGYRTxKziHPhwmVwLtnLIm4ChLGkXo/Ozs6U9zd9+nTZ3Nxs/a6qqrz88stjZgYm6g8CgYCcPXu2HD16tPz888/ld999Zy19fX1WuVtvvVW+8MIL1u9bt26VJSUl8uWXX5ZfffWV/MUvfiGHDx/u+Nt65JFHZG1trdy+fbvcv3+/rK+vl/X19Xk9vkJIdG7mz58vn3jiCav8J598Ir1er3z22WfloUOH5MqVK6XP55NffvmlVea3v/2tHD58uHzzzTflF198Ie+44w45btw4efHixbwfX749+uijsrKyUu7YscPx/rxw4YJVhue0uISvz6m0d/Trs/01StZAvT6zgZ0kNrC5cOEyOJfsN7D/9Kc/ydQ+Tz1GeSWt/SXToCDqb7755hvj7yJ6+fDDD61yY8aMkStXrnSs+8ILL8ja2lrp9/vl9OnT5d69ex3PX7x4Uf7yl7+UP/jBD+TQoUPlnXfeKb/77rs8HFXhxTs3N998s3zggQcc5f/whz/I8ePHS7/fL6+55hr57rvvOp7XNE0uX75cVlVVyZKSEjljxgzZ0dGRj0MpuFjvz02bNllleE6Ly/fff29db5P/nqA3ytMxUK/PQkop8xoy76d6enpQWVkJwAN9jAIR0WAgAajo7u6OO7YzVUKYI5Q8SZTWAGg4f/48hg4dmtb+XnzxRaxevRqdnZ2YMmUKnn/+edTV1aW1LSIiooFKCA/0624ybR79O8K3336LmpqatPY3EK/PbGAniQ1sIhqcctPA/r//+z+MGjUKeiqQeOlA9P1v2LABP/vZz7K2fyIiIooWCARQUlKCZK/PgICU6SZHG5iY5IyIiPJOT8akQL9LHu8+r/7cAw88kIdaERERDW5+vx+vvfYakr0+9/R056Na/Qob2EREVBAXL543fop1AZcANLz33nvweJLpSk5ERESZuvvuu42f4l+f161bh/Ly8jzVqv9gF/EkdXd3Y/jw4dDvSbCLOBENFvpF1Jx7Ots2b96MBQsWwH34jQoA0DQVQvBzl4iIKF927dqFn/zkJ3C/Puu5UQKBAHw+X/4rV+TYwE7SX/7yF1xxxRWFrgYRUUGcOHECo0ePzvp2NU0zotORY730sV3t7e24/vrrs75fIiIiis89Ial+ff7v//5v3HHHHQWoVfFjAztJmqbh5MmTKC8vZyQljp6eHlxxxRU4ceJEVhMiDWY8p9nHc5o8KSXOnTuHmpoaKEpuRhW1tbWhoaEBzrvkqrF/Jk4hIiIqhI6ODkyYMAHR12cJTdPYJorBW+gK9BeKouQkejNQVVRUsOGSZTyn2cdzmpxcdA23mzFjBvQLtzktiD4N59GjR3O6XyIiIort6quvhtv1ee/evWxcx8EkZ0REVHBffvkFzAu3fiEXGDNmTGErRURENMh1dn6HyOtzf5+nOtfYwCYiooK79tprod8l17ueff/9XwtcIyIiYMOGDZg5c2bO9/P+++9jypQp0DQOi6HiUlVVBb3JqF+fjxz5U4FrVPzYwKasKikpwcqVK40J6ikbeE6zj+e0OH377V+MnxRj1gYiosLp7e3F8uXLsXLlypzv67bbboPP58OWLVtyvi+iVJ0/f874SeCHP/xhQevSHzDJGRERERFRhN///vd46qmncPjw4bzsr6WlBS+//DL+53/+Jy/7I6LcYASbiIiIiAasM2fOoLq6Gr/5zW+sx3bv3g2/34+2traY623duhW3336747FbbrkFjz32mOOxOXPm4MEHH7R+Hzt2LJ566iksWLAAZWVlGDNmDN566y2cOXMGd9xxB8rKynDddddh//79ju3cfvvt2L9/P44cOZL+wRJRwbGBTUREREQD1iWXXIKNGzfiySefxP79+3Hu3DnMnz8fzc3NxiwG7j7++GNMmzYtrX2uWbMGN910Ez777DPMmjUL8+fPx4IFC3D//fejvb0dP/rRj7BgwQLYO5LW1taiqqoKu3btSmufRFQc2MAmIiIiogHtpz/9KRYtWoT77rsPjzzyCIYNG4ZVq1bFLN/V1YXu7m7U1NSkvb+HH34YV111FVasWIGenh7ccMMNuPvuuzF+/HgsXboUhw4dwqlTpxzr1dTU4NixY2ntk4iKAxvYRERERDTgPfvsswiFQmhtbcWWLVviJrq8ePEiAKC0tDStfV133XXWz3oWZmDSpElRj50+fdqx3pAhQ3DhwoW09klExYENbIorGAxi6dKlmDRpEoYNG4aamhosWLAAJ0+eTLhuS0sLxo4di9LSUtTV1WHfvn2O53t7e9HU1ISRI0eirKwMc+fOjbqTO1AlOjeRWltbMWHCBJSWlmLSpEl47733HM9LKbFixQpcdtllGDJkCBoaGvD111/n8hCKxqpVq3DDDTegvLwcl156KebMmYOOjo6E6/GcEhENLkeOHMHJkyehaRqOHj0at+zIkSMhhMD333+fcLuqqkY95vP5rJ+FEDEfi5yW669//SsuueSShPskouLFBjbFdeHCBbS3t2P58uVob2/H66+/jo6ODsyePTvueq+99hqWLFmClStXor29HZMnT0ZjY6PjTu3jjz+Ot99+G62trdi5cydOnjyJu+66K9eHVHDJnBu73bt3495778XChQvx2WefYc6cOZgzZw4OHjxolXnmmWfw/PPPY/369fj0008xbNgwNDY2ore3N1+HVTA7d+5EU1MT9u7di23btiEYDGLmzJk4f/58zHV4TomIBpdAIID7778f99xzD37961/j5z//eczrLgD4/X5MnDgRX331VdRzkcGAP//5z1mpY29vL44cOYLrr78+K9sjogKRRCnat2+fBCCPHTsWs8z06dNlU1OT9buqqrKmpkauWrVKSillV1eX9Pl8srW11Spz6NAhCUDu2bMnd5UvAonOTaR58+bJWbNmOR6rq6uTDz/8sJRSSk3TZHV1tVy9erX1fFdXlywpKZGvvvpqDo6guJ0+fVoCkDt37oxZhueUiGhw+Zd/+Rc5duxY2d3dLVVVlX/3d38XdR2ItGTJEjl37lzHYzfffLMcMmSI/K//+i/5pz/9ST711FMSgLzlllvkX/7yFymllGPGjJFr1qxxrAdAvvHGG9bv33zzjQQgP/vsM+uxDz/8UJaVlcnz589ndKxEVFiMYFPKuru7IYTA8OHDXZ8PBAI4cOAAGhoarMcURUFDQwP27NkDADhw4ACCwaCjzIQJE1BbW2uVGYiSOTeR9uzZ4ygPAI2NjVb5b775Bp2dnY4ylZWVqKurG9DnMpbu7m4AwIgRI2KW4TklIho8duzYgbVr12Lz5s2oqKiAoijYvHkzdu3ahZdeeinmegsXLsR7771nXVdMs2bNwjPPPIOJEyfio48+wrp167Bv3z5s3rw5o3q++uqruO+++zB06NCMtkNEheUtdAWof+nt7cXSpUtx7733oqKiwrXM2bNnoaqqlcDDVFVVhcOHDwMAOjs74ff7oxrpVVVV6OzszEndi0Ey5yZSZ2ena3nzPJn/xyszWGiahsceeww33XQTrr322pjleE6JiAaPW265BcFg0PHY2LFjoxrOkSZOnIhZs2Zh3bp1WLZsmfX45ZdfjtbWVkfZRx991PrZbXy3tE3HZe7f/tjZs2fxxz/+MWpubCLqfxjBJoctW7agrKzMWuxzMQaDQcybNw9Syrh3fIkKpampCQcPHsTWrVsLXRUiIhoAVq9ejbKyspzv5+jRo1i3bh3GjRuX830RUW4xgk0Os2fPRl1dnfX75ZdfDiDcuD527Bi2b98eM3oNAKNGjYLH44lKAnLq1ClUV1cDAKqrqxEIBNDV1eWIYtvLDETJnJtI1dXVCc+l+dhll13mKDNlypQs1r64NTc345133sFHH32E0aNHxy3Lc0pERMkYO3YsFi9enPP9TJs2DdOmTcv5fogo9xjBJofy8nJceeWV1jJkyBCrcf3111/jgw8+wMiRI+Nuw+/3Y+rUqWhra7Me0zQNbW1tqK+vBwBMnToVPp/PUaajowPHjx+3ygxEyZybSPX19Y7yALBt2zar/Lhx41BdXe0o09PTg08//XRAn0uTlBLNzc144403sH379qTu/vOcEhFROszx3EREMRU2xxoVu0AgIGfPni1Hjx4tP//8c/ndd99ZS19fn1Xu1ltvlS+88IL1+9atW2VJSYl8+eWX5VdffSV/8YtfyOHDh8vOzk6rzCOPPCJra2vl9u3b5f79+2V9fb2sr6/P6/EVQqJzM3/+fPnEE09Y5T/55BPp9Xrls88+Kw8dOiRXrlwpfT6f/PLLL60yv/3tb+Xw4cPlm2++Kb/44gt5xx13yHHjxsmLFy/m/fjy7dFHH5WVlZVyx44djvfnhQsXrDI8p0RERESUD2xgU1zmNBJuy4cffmiVGzNmjFy5cqVj3RdeeEHW1tZKv98vp0+fLvfu3et4/uLFi/KXv/yl/MEPfiCHDh0q77zzTvndd9/l4agKL965ufnmm+UDDzzgKP+HP/xBjh8/Xvr9fnnNNdfId9991/G8pmly+fLlsqqqSpaUlMgZM2bIjo6OfBxKwcV6f27atMkqw3NKRERERPkgpIxIa0hEREREREREKeMYbCIiIiIiIqIsYAObiIiIiIiIKAvYwCYiIiIiIiLKAjawiYiIiIiIiLKADWwiIiIiIiKiLGADm4iIiIiIiCgL2MAmIiIiIiIiygI2sImKwIYNGzBz5syc7+f999/HlClToGlazvdFRERERDTYsIFNVGC9vb1Yvnw5Vq5cmfN93XbbbfD5fNiyZUvO90VERERENNiwgU1UYH/84x9RUVGBm266KS/7e/DBB/H888/nZV9ERERERIMJG9hEWXLmzBlUV1fjN7/5jfXY7t274ff70dbWFnO9rVu34vbbb3c8dsstt+Cxxx5zPDZnzhw8+OCD1u9jx47FU089hQULFqCsrAxjxozBW2+9hTNnzuCOO+5AWVkZrrvuOuzfv9+xndtvvx379+/HkSNH0j9YIiIiIiKKwgY2UZZccskl2LhxI5588kns378f586dw/z589Hc3IwZM2bEXO/jjz/GtGnT0trnmjVrcNNNN+Gzzz7DrFmzMH/+fCxYsAD3338/2tvb8aMf/QgLFiyAlNJap7a2FlVVVdi1a1da+yQiIiIiIndsYBNl0U9/+lMsWrQI9913Hx555BEMGzYMq1atilm+q6sL3d3dqKmpSXt/Dz/8MK666iqsWLECPT09uOGGG3D33Xdj/PjxWLp0KQ4dOoRTp0451qupqcGxY8fS2icREREREbljA5soy5599lmEQiG0trZiy5YtKCkpiVn24sWLAIDS0tK09nXddddZP1dVVQEAJk2aFPXY6dOnHesNGTIEFy5cSGufRERERETkjg1soiw7cuQITp48CU3TcPTo0bhlR44cCSEEvv/++4TbVVU16jGfz2f9LISI+VjktFx//etfcckllyTcJxERERERJY8NbKIsCgQCuP/++3HPPffg17/+NX7+859HRY/t/H4/Jk6ciK+++irquchu3X/+85+zUsfe3l4cOXIE119/fVa2R0REREREOjawibLoX//1X9Hd3Y3nn38eS5cuxfjx4/Gzn/0s7jqNjY34+OOPox5/88038frrr+PIkSN4+umn8dVXX+HYsWP49ttvM6rj3r17UVJSgvr6+oy2Q0RERERETmxgE2XJjh07sHbtWmzevBkVFRVQFAWbN2/Grl278NJLL8Vcb+HChXjvvffQ3d3teHzWrFl45plnMHHiRHz00UdYt24d9u3bh82bN2dUz1dffRX33Xcfhg4dmtF2iIiIiIjISUj7/D1EVBB33303/uZv/gbLli0DoM+DPWXKFKxduzar+zl79iyuvvpq7N+/H+PGjcvqtomIiIiIBjtGsImKwOrVq1FWVpbz/Rw9ehTr1q1j45qIiIiIKAcYwSYqQrmKYBMRERERUe6wgU1ERERERESUBewiTkRERERERJQFbGATERERERERZQEb2ERERERERERZwAY2ERERERERURawgU1ERERERESUBWxgExEREREREWUBG9hEREREREREWcAGNhEREREREVEWsIFNRERERERElAX/H8WuOrgx41UIAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4), tight_layout=True)\n",
    "\n",
    "sim_data.plot_field(\"field_xy\", field_name=\"E\", val=\"abs^2\", ax=ax1)\n",
    "sim_data.plot_field(\"field_xz\", field_name=\"E\", val=\"abs^2\", ax=ax2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb10aa09-f810-41b1-9130-85fc0efb40e3",
   "metadata": {},
   "source": [
    "## Define Objective Function\n",
    "\n",
    "The next step involves defining our objective function, which we seek to maximize with respect to the parameters.\n",
    "\n",
    "We'll compute the coupling efficiency for the grating coupler, and also include a penalty for each of the design regions depending on how well they satisfy minimum feature size criteria."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7f1f30af-4aae-4a82-ba57-64c3a937dae0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:49:38.312496Z",
     "start_time": "2026-03-18T10:49:38.309411Z"
    }
   },
   "outputs": [],
   "source": [
    "from tidy3d.plugins.autograd import make_erosion_dilation_penalty\n",
    "\n",
    "penalty_fn_Si = make_erosion_dilation_penalty(radius_Si, pixel_size_Si, beta=beta_penalty)\n",
    "penalty_fn_SiN = make_erosion_dilation_penalty(radius_SiN, pixel_size_SiN, beta=beta_penalty)\n",
    "\n",
    "\n",
    "def penalty_Si(params: np.ndarray) -> float:\n",
    "    \"\"\"Define the erosion dilation invariance penalty for Si density parameters.\"\"\"\n",
    "    density = get_density_Si(params)\n",
    "    return penalty_fn_Si(density)\n",
    "\n",
    "\n",
    "def penalty_SiN(params: np.ndarray) -> float:\n",
    "    \"\"\"Define the erosion dilation invariance penalty for SiN density parameters.\"\"\"\n",
    "    density = get_density_SiN(params)\n",
    "    return penalty_fn_SiN(density)\n",
    "\n",
    "\n",
    "def coupling_efficiency(sim_data: td.SimulationData) -> float:\n",
    "    \"\"\"Coupling efficiency into the waveguide as a function of the simulation output data.\"\"\"\n",
    "    output_amps = sim_data[\"mode\"].amps\n",
    "    amp = output_amps.sel(direction=\"-\", f=freq, mode_index=0).values\n",
    "    return np.sum(np.abs(amp) ** 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2a2c399a-bf25-4874-a14b-e9d32aef21d4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:49:38.358150Z",
     "start_time": "2026-03-18T10:49:38.355952Z"
    }
   },
   "outputs": [],
   "source": [
    "def objective(\n",
    "    params_Si: np.ndarray,\n",
    "    params_SiN,\n",
    "    verbose: bool = False,\n",
    "    include_field_mnts: bool = False,\n",
    ") -> float:\n",
    "    \"\"\"Combined objective function over the full set of parameters.\"\"\"\n",
    "\n",
    "    # coupling efficiency calculation, through a differentiable simulation\n",
    "    sim = make_sim_with_etch(params_Si, params_SiN)\n",
    "    if not include_field_mnts:\n",
    "        sim = sim.updated_copy(monitors=[mode_monitor])\n",
    "    data = web.run(sim, task_name=\"coupler\", verbose=verbose)\n",
    "    efficiency = coupling_efficiency(data)\n",
    "\n",
    "    # fabrication penalty calculation for both design regions\n",
    "    penalty_val_Si = penalty_Si(params_Si)\n",
    "    penalty_val_SiN = penalty_SiN(params_SiN)\n",
    "\n",
    "    # total objective (to maximize)\n",
    "    coupling_objective = 2 * efficiency\n",
    "    penalty_objective = 0.5 * (penalty_val_Si + penalty_val_SiN)\n",
    "    return coupling_objective - penalty_objective"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bee4d136-6b0d-4f7a-8153-b23dbfb18906",
   "metadata": {},
   "source": [
    "Let's test this out and inspect the gradients for each design region as a function of space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1c129e99-a2c0-45ec-912c-e147f9b74393",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:49:38.401617Z",
     "start_time": "2026-03-18T10:49:38.400202Z"
    }
   },
   "outputs": [],
   "source": [
    "val_grad_fn = autograd.value_and_grad(objective, argnum=(0, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e2320164-4d84-4b08-a5f0-f0029a4a1fb4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:53:21.221143Z",
     "start_time": "2026-03-18T10:49:38.447151Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:49:39 CET </span>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'coupler'</span> with resource_id                            \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'fdve-7713dd15-df32-497d-ad06-6a0741655a8f'</span> and task_type <span style=\"color: #008000; text-decoration-color: #008000\">'FDTD'</span>.  \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:49:39 CET\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'coupler'\u001b[0m with resource_id                            \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'fdve-7713dd15-df32-497d-ad06-6a0741655a8f'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m.  \n"
      ]
     },
     "jetTransient": {
      "display_id": null
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>View task using web UI at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df3</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">2-497d-ad06-6a0741655a8f'</span></a>.                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mView task using web UI at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=557561;https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=661544;https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=557561;https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=245607;https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=557561;https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\u001b\\\u001b[32m-7713dd15-df3\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=557561;https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\u001b\\\u001b[32m2-497d-ad06-6a0741655a8f'\u001b[0m\u001b]8;;\u001b\\.                                         \n"
      ]
     },
     "jetTransient": {
      "display_id": null
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    {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Task folder: <a href=\"https://tidy3d.simulation.cloud/folders/folder-df61810d-cad6-4474-8ea9-e4f00d5dfcb0\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'default'</span></a>.                                            \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mTask folder: \u001b]8;id=487954;https://tidy3d.simulation.cloud/folders/folder-df61810d-cad6-4474-8ea9-e4f00d5dfcb0\u001b\\\u001b[32m'default'\u001b[0m\u001b]8;;\u001b\\.                                            \n"
      ]
     },
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      "text/plain": [
       "Output()"
      ]
     },
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    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "jetTransient": {
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "model_id": "b6d792b7fcd647d5a2b09ad93dc901f9",
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       "version_minor": 0
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       "Output()"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:49:53 CET </span>status = queued                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:49:53 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = queued                                                    \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>To cancel the simulation, use <span style=\"color: #008000; text-decoration-color: #008000\">'web.abort(task_id)'</span> or              \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'web.delete(task_id)'</span> or abort/delete the task in the web UI.      \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Terminating the Python script will not stop the job running on the \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>cloud.                                                             \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mTo cancel the simulation, use \u001b[32m'web.abort\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or              \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'web.delete\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or abort/delete the task in the web UI.      \n",
       "\u001b[2;36m             \u001b[0mTerminating the Python script will not stop the job running on the \n",
       "\u001b[2;36m             \u001b[0mcloud.                                                             \n"
      ]
     },
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    {
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      },
      "text/plain": [
       "Output()"
      ]
     },
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:50:11 CET </span>status = preprocess                                                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:50:11 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess                                                \n"
      ]
     },
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     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:50:21 CET </span>starting up solver                                                 \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:50:21 CET\u001b[0m\u001b[2;36m \u001b[0mstarting up solver                                                 \n"
      ]
     },
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    {
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      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>running solver                                                     \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mrunning solver                                                     \n"
      ]
     },
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       "Output()"
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     "jetTransient": {
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:51:10 CET </span>early shutoff detected at <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">14</span>%, exiting.                            \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:51:10 CET\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m14\u001b[0m%, exiting.                            \n"
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     },
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      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
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    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:51:11 CET </span>status = postprocess                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:51:11 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = postprocess                                               \n"
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    {
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       "Output()"
      ]
     },
     "jetTransient": {
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     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:51:19 CET </span>status = success                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:51:19 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = success                                                   \n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
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     },
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    {
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      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:51:21 CET </span>View simulation result at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df3</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">2-497d-ad06-6a0741655a8f'</span></a><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">.</span>                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:51:21 CET\u001b[0m\u001b[2;36m \u001b[0mView simulation result at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=852295;https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=678568;https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=852295;https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=669337;https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=852295;https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\u001b\\\u001b[4;34m-7713dd15-df3\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=852295;https://tidy3d.simulation.cloud/workbench?taskId=fdve-7713dd15-df32-497d-ad06-6a0741655a8f\u001b\\\u001b[4;34m2-497d-ad06-6a0741655a8f'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m                                         \n"
      ]
     },
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    {
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       "Output()"
      ]
     },
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     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "jetTransient": {
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:51:26 CET </span>Loading results from simulation_data.hdf5                          \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:51:26 CET\u001b[0m\u001b[2;36m \u001b[0mLoading results from simulation_data.hdf5                          \n"
      ]
     },
     "jetTransient": {
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     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span> tasks.                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mStarted working on Batch containing \u001b[1;36m1\u001b[0m tasks.                       \n"
      ]
     },
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    {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:51:53 CET </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.486</span> for the whole batch.                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:51:53 CET\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.486\u001b[0m for the whole batch.                \n"
      ]
     },
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    },
    {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Use <span style=\"color: #008000; text-decoration-color: #008000\">'Batch.real_cost()'</span> to get the billed FlexCredit cost after    \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>completion.                                                        \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mUse \u001b[32m'Batch.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit cost after    \n",
       "\u001b[2;36m             \u001b[0mcompletion.                                                        \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f8df1bde8f8c4e0287469dcb2313a312",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:53:16 CET </span>Batch complete.                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:53:16 CET\u001b[0m\u001b[2;36m \u001b[0mBatch complete.                                                    \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ccfa7c1d0b7f4fa7a41ceae3bf0fc430",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "val, grads = val_grad_fn(params0_Si, params0_SiN, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c8f0f345-0fe1-4149-a29b-fc7e9754c01c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:53:21.430657Z",
     "start_time": "2026-03-18T10:53:21.229454Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "objective function value = -0.8573045319173542\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grad_Si, grad_SiN = grads\n",
    "\n",
    "print(f\"objective function value = {val}\")\n",
    "\n",
    "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4), tight_layout=True)\n",
    "\n",
    "vmag1 = np.max(abs(grad_Si))\n",
    "im1 = ax1.imshow(np.flipud(np.squeeze(grad_Si)).T, cmap=\"PiYG\", vmax=vmag1, vmin=-vmag1)\n",
    "plt.colorbar(im1, ax=ax1)\n",
    "ax1.set_title(\"gradient w.r.t. Si parameters\")\n",
    "\n",
    "vmag2 = np.max(abs(grad_SiN))\n",
    "im2 = ax2.imshow(np.flipud(np.squeeze(grad_SiN)).T, cmap=\"PiYG\", vmax=vmag2, vmin=-vmag2)\n",
    "plt.colorbar(im2, ax=ax2)\n",
    "ax2.set_title(\"gradient w.r.t. SiN parameters\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b22a1019-4bb7-4a34-abaf-c9c301fa68c2",
   "metadata": {},
   "source": [
    "> For reference: The green regions represent where we would need to locally  **increase** parameters to increase the objective function and the purple regions represent where we would need to locally **decrease** parameters to increase our objective function.\n",
    "\n",
    "## Optimization\n",
    "\n",
    "Let's use our objective function gradient calculator to perform optimization. Like in the other tutorials, we use Tidy3D's built-in Adam helpers while feeding in the gradient computed at each iteration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2ad34bad45d56a8d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T12:52:36.811601Z",
     "start_time": "2026-03-18T10:53:21.445450Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 1\n",
      "\tobjective = -8.5730e-01\n",
      "\tgrad_norm = 2.7646e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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TzzzzDP7mb/4GyWRSsIz9yqOPPoqf+7mfw8c+9jFcunQJjz32GIqLizEwMIAvfOEL+MQnPoHHH38cAHDy5En88R//MT7ykY+gtbUVsVgMr371q/Hrv/7r+OIXv4gf//Efx7vf/W6cPHkSc3Nz+NrXvoZPf/rTOHbs2A/93B/60IfwD//wD3j5y1+O973vfdje3hZu45UrV+S4lpYWfOQjH8EHPvABjI6O4s1vfjP8fj9GRkbwla98BT/7sz+LX/u1XzvQtR977DHE43E8/PDDqK6uRm9vLz75yU/iDW94A/x+/56f22u8KE8++ST+4A/+AN/+9rfxO7/zOwcflJdY7vZcBG5ilR//+Mdx+fJlWay3kz/6oz/CI488giNHjuC9730vmpubkU6n8eyzz2JychKXL18GcJPY7vF48Du/8ztYXFxEaWkpXv3qVyMWi+HjH/843vOe9+D06dP4iZ/4CYRCIVy+fBmrq6v4H//jfxz4GUx54IEH8I53vAOf+tSnsLi4iIceegj/9E//5Mgf/q//9b/i29/+Ns6cOYP3vve96OrqwtzcHF544QV861vfwtzc3IGu/c///M/4hV/4Bfz4j/842tvbsb29jb/4i78QpXy7e95rvICb1u/rX/96fOELX0AwGMQb3vCGgw2KKT9QrPw28vWvf91697vfbXV2dlo+n88qKSmxWltbrV/8xV+00um07dj98igt6yZX8OTJk1ZZWZnl9/utI0eOWL/xG79hTU9PyzGpVMp6wxveYPn9fguAjfqSy+WsX/iFX7ASiYRVUlJi1dXVWe9617uE5qDpIFpGRkYsANaf//mf3/Eev/vd71onT560SkpKrObmZuvTn/609Vu/9Vu7eJSWZVlf+tKXrEceecSqqKiwKioqrM7OTuvnf/7nrb6+Pjnm0UcfdaT9vOtd77IaGxvl98985jPWK17xCiscDlulpaVWS0uL9eu//uvW4uKiHONED7rdeFG6u7stt9ttTU5O3vH5/7XJDzMX95oPlmXJO90PPciybvL+nnzySSsej1vFxcVWIpGw/t2/+3fWF7/4Rdtxf/qnf2o1NzcLpUxTX772ta9ZDz30kFVWVmZVVlZaDz74oPXXf/3X8v/9zpW9ZG1tzXr/+99vhcNhq6KiwnrjG99oTUxM7KIHWZZlpdNp6+d//uet+vp6q7i42IrH49ZrXvMa60/+5E/kmP2up+HhYevd73631dLSYnm9Xquqqsp61ateZX3rW9+yfc5JV9xuvCzLsj7/+c9bAKyf/dmfvePz30lclnW/r/d92VuOHz+Oqqoq/NM//dNLfSv35b4cSL761a/izW9+M/7lX/5FaEk/qPzfGcK8L/dEnn/+eVy6dAlPPvnkS30r9+W+HFj+9E//FM3NzXjkkUd+6HPds6j3ffm/R65du4YLFy7g937v91BTU4Mnnnjipb6l+3Jf9i3/63/9L1y5cgV/93d/h0984hN3pR7sfUV5X3bJF7/4RXz4wx9GR0cH/vqv/3pPetF9uS//GuUd73gHfD4ffuZnfgbve9/77so572OU9+W+3Jf7cge5j1Hel/tyX+7LHeS+orwv9+W+3Jc7yH1FeV/uy325L3eQfQdzWLKoUChIYQePxyMRJf7dsiy43W6pOlwoFLCzs4Pt7e1dn9vY2MDMzAyeffZZfP/738fQ0BDW19exvr6O7e1tbG9vY3NzEzs7O3JeFmXgNSorK9HZ2YnXv/71eNnLXoZ4PI7S0lK5r52dHSwtLeHGjRv46le/iqeeegrZbBabm5uwLAuFQgHb29u2a4TDYTzyyCN44oknUF9fj1AohHw+j6eeegpf/vKXMTAwgLW1NbmGZVnY2dmRogG8Nz43r+N2u+Hz+dDe3o4f+ZEfwcMPP4x4PI7y8nJ4PB4UFxdjZ2cH6XQa//zP/4wvf/nLGB0dxfr6ujw7x5XQMq+trw/czIXl8Vr4N+tmLVL54vszj/V4PCgpKUFFRQUqKipQXFyM9fV1bGxsYHl5GRsbG9jZ2QFwM3Wyuroa7e3tiEajt63w/mLIV7/6VRm7CxcuYH5+Hi6XC7FYDGfOnMGb3/xmJBIJqbbNd7S8vIy5uTnk83ns7OygpKQEwWAQlZWV8Hq9KCoqso2lhvX1/GG66NbWFra2tjA7O4ve3l48++yzuHLlClKpFNbX12Wc9dqxLAt+vx/d3d145JFHEIlE0NPTg8nJSYyNjSEUCuEtb3kLXvOa1yAajcpc4WfNd8f3yhYgnD/63nl987m4Znd2drC+vo5cLocbN25geHgY3/72tzE4OIilpSWZ21w3xcXFKCsrQ3d3N97+9rfj4YcfRjgcRlFRkW0eFgoFGaPt7W2ZZ8XFxXC5XFhZWcHKygqeeeYZfPnLX8a1a9ewvLwM4OYc8/l88Pl8OHbsGB577DGcOHFCxoTPsbKygqWlJZw/fx6f//zncfnyZSwuLso6pA7aT/Ux4ACKknmXlmWJsjNFL0D9s/6/HjC3243S0lKEw2HE43Gsrq5ibW0N6+vr2NrawsbGhvy8s7MjE1Z/vqqqCpFIBD6fD0VFez9OcXExysvLbUpUn4f3zON8Ph/KyspQXFws19STUk92rXDMZ+X/+TMnRHl5ObxeL0pKSmQi8/9FRUUoKSmRiUPRypHX0N9NMY/j3/R59O9aAbvdbhQVFaG0tBRlZWUIBAIIhUJwu93I5/NwuVyyWej74AK7XY75iyWZTAbpdBoLCwuSP0wFwfHmYtLCzYDR/eLiYnkvTuPPn6kkOVc5Tzc2NrC5uYlcLif3s7GxIfOH80Gfk+NdXl6OyspKlJWVyXzWm77+LD9vzjt9Tv1+zGNN0Zsmn2l1dRULCwtIp9PIZDJYXV2V+9DXdPqun9cUbuTmPQI36wwUFxfD7/fD7/fD6/VifX1drruzs4PNzU0sLCxgfn4eKysrCAQCcj6+l42NDaysrGBzc9N2L+Y72I/sW1GOjIzA4/HA6/WioqICZWVlcLlcu16m00uhAtAvkAMUCATQ3t4On8+Hrq4u2Wk2NzexsbGBpaUl5PN5bG1toVAooLS01KZUKisr0dDQgLq6OlGC5ospLi5GZWUl6uvrEY/HsbS0JAOqrUCer7m5GV1dXQiFQmJRABAFQEuRz2YqHG31crHt7OzIYggGg6itrUUwGBRlzOehRRMIBFBZWSkWHK02rYD5xfPyWbRiNjcsc7Hrd8Rx5QZWUVGBUCiEeDyOhoYGxGIxbG5uYnh4GJlMBuvr62KZ63e/ubmJzc3N/U6tuybf+ta3sLi4iKmpKbk+331VVZVslHz3vN+ioiKxljk3qSi1xQ7YN8vNzU2sr69jcXERi4uLyOfzWF5eRj6fx+rqKqampjA6OoqpqSksLy/bFIz5ToqLi+Hz+VBXV4f6+nqUlZUhFothfn4eHo8HhUJhl7LlZ2lZcj2aBoPTxsjz6P8Dt+b44uIistkspqamMDw8jGvXrkmRXr5zc61xvunNghumno/8nfMWsOsEWqa1tbXo7OzE7OwsCoUC1tbWREnu7OxgYmIC586dQyAQQHFxsViVm5ubmJ+fRyaTwcTEBBYXF23WL8fqIISffSvKr3zlK/D7/WhpaUFzczNisZgsTu2WaAWktbY2+/WgVFRUoKamBsFgcNdOxV1tZWVFFCXNeL2wy8vL4ff7xVrQi4DuRyAQQGdnJ+bn51FUVIRUKiWDR9fS5/Ohvr4ehw4dQldXF6qqqkT5auuBMAJfOK/J3/Vz6sno8XhQXl6O2tpa1NTUyG5p7qqlpaUIBAIIBoNSHVpPbK3QuPsWFRWJlc//8TO0dra2thwXB4+npVtSUoJIJIL6+no0NzejtbUV9fX1qKioQD6fR2VlJUZHRzE7O4vV1VU5V3FxMUpLS8Uavtdy6dIlbG9vY21tDZubmzYLvqSkRJSKaeXQANCVuHkebozagiwUCqIgM5kMRkdHxXJcWlrC6uoqNjY2RHHyPJxvFL2hFRUVwefzIZFIIB6Po6ioCKFQSBS4tm55/7xHuv6cX/S8nBSjNkIIm+i5tbW1hXw+j8nJSfT392NwcBDT09OYm5vD+vq6PMtewmusrKzI+ekxAdilKJ2sUY/Hg9LSUsRiMZw4cQIrKytwu92Ynp5GPp+XTXB2dhaXLl2Sseno6EB5eTmWl5cxNDSEqakpXLt2Dblczrah8z4PIvtWlN/85jcFQ3G73fD7/SgvL7cdY5qy2tIwdxP9RbfI/B+xEi5yfQ7tDmsLk38zXfyKigo0NDTA4/EgHo9jenpa4ITKykqEQiGEQiFEo1FEIhEEAgGUlZXB4/HIJOcCvJ0LczsXXC+GUCiE0tJSsSb1WNHCqaioQFFRkSxwfX59zsrKSsRiMYTDYVH6RUVFUoZucnIS2WwWy8vLuyYMx6e0tFSs83A4jCNHjqC9vR3V1dWoqqpCRUUFPB4PlpaWsLCwgPX1dfh8PiwsLGBnZwculwterxeRSASJRALhcHhf8+puCsvNaS+hUChgeXkZqVQKmUxG5hsVioZEXC6XvOvFxUX5jN6ouVnm83nMzs5idnYWqVQKS0tL2NjYEEVKK5S/m2OuNyz9LktKSmwbZ3FxsWxAGoqhhcXNanV1FaFQCNXV1TbFqi3Qra0tLC8vI5PJIJVKyZzg2nK73djc3MTc3BxGRkYwNjYmrq3G2oFbBoGeu3zetbU1LC4uipvO4/dy0U2XWMcfWltbsb29Lc9COI7X2t7exqVLl1AoFJBKpRAMBrGwsICenh6k02kMDw+LRclrak9vv7JvRTk+Pg6v1wvLull0tq2tbReATDExFP27iUdorML8P4FoDfTqz/D8t3Mn+VVaWopQKISSkhKEw2Gsrq7K4BGH83q9KC0tlUnJa9CVXFpaErzD6Vm0SU8FTqE7FwgEpNCvflmmK+D1em24q1aQenEVFxejtrYWp0+fxuHDh+Hz+RAMBlFUVITNzU1MTk7i3LlzOH/+vG0hm/dVWVmJpqYmvOxlL0N9fT26uroQjUZtwYxCoSDWKxcv752uYywWw6FDh3a1g72Xwg2TymF+fh7Xrl1DRUUF6uvrAQDxeFysNY4pXc6VlRVcv34dly9fxsjICJaXl2XctGVGBUUIwsmddcLCnCwbWqkzMzOYnJyE2+2WDW5zcxOlpaViMNB4yOVyuH79umCHbW1tsgloi55zh0rw+vXrOHfuHCYnJyVIq62+tbU1LCwsIJ/Py5zhc2glQzdbX4cBIFp+VHxOgUUTAgDsa7akpAShUAitra3Y2NhAOp1GOp1GPp8Xi9qyLMzOzuLy5ctIpVJiUabTaXkOWrbaczIDTHeSfSvKtbU1FAoF8f3X1tZuC9LyxpywOyflxs+aogfSaScylZU+rxkl5mL2er27IsRaKWtFzMWxurqKubk5wYnM6/I8+t5Md9nj8diwMFM5ataA1+tFNBoVnJLuhoYdiKk2Njbi2LFj6O7uFvy4qKgIW1tbqKqqwvLyMgYGBpBKpWz3y+sEAgE0Nzfj7NmzeNnLXoZwOIxYLIaysjJx4XRklwpCu2A8VyQSQXV19UuiKCORiPy8tbUlHkA+n8fo6Ci2trYQjUaxtLSEY8eOoba2Fn6/X7Dh5eVlTE9PI5VK4emnn8b169eRzWZtkX2KdsVN95ViGgT8nD4Hv29tbWFhYQG9vb0SCb5x4wbm5+elfwwt2PLychQKBczOzmJoaAiZTAbb29vw+Xxobm62Yar6WltbW8hms7h69SquXLmCdDqNjY2NXQqQwZzNzU0xJrhZlpSUCERBA0JDCpZlYX19XSAHp7ViQgImjMWf6YJXVVUhkUigpqZGoDC9rjc3N5HNZrGysgKPxyNW5/b2ti0IxPXt9XptwbL9yL6PpAtQUlKyy8oxXV3zBfHB9e7qBDCbLjpgpyMBzsrWyaznseb16OLo8znBAvzMzs4O1tbWkMlkMDs7K/QO3q/eXc1n1tcknqhxIm4m2p0qFAqiUJPJJJqampDNZm1UI953SUkJysrKEI1GEYvFEAwGBSPUUVR6AnQJqYy5Y7e0tODs2bM4ffo0ksmkWCV6s6D1sLq6KpslrQYuTALtpHjda3n44YfFMsvlcpienkY2mxVXcHt7G7Ozs1hZWUE6ncahQ4dQXV0t1loul8Pw8DBSqRT6+vowOzuLpaUlG0ZpzhMnl9rEkp02VfNznGejo6NYWFgQS5gLfmtrCwMDA6itrQVw0wtaXFyUDWpnZ0eCVYDdu+H1tra2MDc3h/HxcXl/WqFqQ4HKi94DMdxgMIjy8nKBdebn520uOXAT352bm8PCwgLW1tbg8/l2WZSc6zqS72R4cZ4Gg0GEQiEbBUiPJecmn3MvyIM4bjgc3gUd3k72rShrampQXl6OlpYW1NfXC6bo5GoAsC0eKicnSpGTsjWtOT6gk+LTC1+78dry4jm4kIl5kBaiFac+P3mcuVwOAwMDmJ2dFYsSuDmJysrKRGGVlpbKNTSYrSfCysoKZmZmkMvlUFFRYVNIesPw+XxobW3FI488gvX1dVy/fh0rKysCGdACYJTTDBzx/tfX1204E5+RSrKtrQ0PP/wwTp8+jbq6OgQCATmfvi+Oy9ramrRcJb7FCb+8vIzJyUmxhF7/+tfvd3rdFXnrW9+KnZ0d5PN5DA4O4tlnn5XAyvb2NlZWVkTxLCwsYGhoCFVVVfB6vYLfZbNZ2Qw2NjZsG7k5FhTtRZnipCidDAbgViCFrr7elC3LwvDwMIqLi5HP54ULyuBPaWkpGhsbUVFRYfPkqPS4gczNzWFxcVHem+nRmNAXLToGXJPJJEpLS5HNZtHX12fjPFO2t7eRTqfR39+PeDwu0I4Jn/H5aRzo8dCGk+ZZ6jHU91hSUiIbiumF6i+PxyOMArOR3+1k34qyoaEBPp8PTU1NiMViKCkp2dOd4MKhUtL4o7mz6JeqX6zptpvHA7fIvjyeVpSTdcn72traEgK3drOdOHPkYi0uLoologMFxcXFEi2PRCKorKwUS2B2dnYXCZy7HsnN6+vrQkPRz8dz+/1+1NfXo6WlBel0WsB2TQPSZHOOO89HmgYjoxpnImZbX1+PxsZGVFVVCW6qNxsT3iBWy3NqugyDIJOTk3elR/NBJZFIoFAoyNhGIhGMjo7aFD4Vxvz8PAqFAhYWFlBcXCyBgtXVVXEpteJwUpCAfT7e7ri9PsPfgVtEbJfrVlBJGwQrKytIpVLCs4zFYggEAvB4PPD7/WJx6Yg3r8Vzr6ysOPIxKSZUREXJdZ9MJgHcVFCTk5OOWB/nOWGMcDgstCzTWHKytM2x0cYUx4miObAcLzP5g+fVipcc4f3KvhXlE088IYNG/IqTy9wdqIxoVVGLEw8qLS21kced3PG9THF9zObmJpaXlwUvo3IhmK3pHpZ1kyYzNzcn1CByr6LRqESKKbSQFhcX0dvbi/7+fszPz2N7e1tc2ng8jkOHDsn3aDSKra0tXL9+XTKN8vm8LQAwNzeHvr4+VFdXo7KyUs5lumkM/LS1tcGyLKytrUnmklaMxOBIrKWVyf+trq6KhUK3o7S0FIlEAidPnsSrXvUqtLW1SRT+dtHA7e1tLC8vY35+HvPz87YABhdhKpXC6uqqbezvlRAXDQQCcLlcGB8fx+DgIBYXF22sAW1hakvGtBxNN1orF1NB8hjz707Wpz7WvBYDIBpnpOJcWlrC+Pi4KPJjx46htbUVfr8fkUhEmAk604yf1QR4KkvT4zKluLgYkUgEJ06cwMMPP4xIJIJgMIiVlRVYloXe3l4bP5rrf2NjA7lcDpcvX0ahUMDKygqOHj2KeDwubrj2AJ0MGv03Kt6FhQUba4MskurqalRUVAgLQOP5AOQe+T40k2a/sm9FeejQIRtvb21tTSwsc0LQ6pifn5dFEwgEsLKyImb4XlkydKOdRL8QRtdmZ2cFVyoqKkJ9fT2SyaRQfjQPcmNjA2NjY3juueewsLCAkpIStLa24tixY0gkEvD7/aIsNzc3hSJy48YNUa6k39TU1ODkyZM4e/YsotEoEokEKioqsL6+juLiYqGNcFLRwl5aWsLExASuXbuGmpoaVFRUCEBu4p0lJSXw+/2ora1Fc3Mz1tfXMTo6KuRl8kyXlpZkU6J1xAVLayMajcKyLHi9XlRWVuLUqVN48MEH0d7eLmwAPWn14tEKeXp6Gul0WlLY9C5PqGF1dXXPfs4vpvBdk75GildJSYksHg1LaBKyaXHshYXrv/O7EyTEn03MW/M6iQnSc+Hi1dgdr0sDxLIszMzMwLJu8X83NzflvTMwpalJ3DAHBgYwPT0tQRaeey9YoKioCJFIBO3t7aKQSX7nxqg3bn6e90/4IJvNIpPJ4MyZM2hqaoLX6xX+sL6u+bPL5ZINbWZmBuPj45LKyE0/Go2iubkZXq8X2WxWjAbtQQG3Njoq7lQqhXw+v++5tW9FaS749fV1STm0LEsUX2VlJVwuF1ZXV2Ug+UWyNykyxIeccAsTW9CDqF2omZkZnD9/HgMDA9jc3ERDQwPOnj2LRCKBjo4OocrQGhodHcXVq1cxOTkJAOjv70cul8NDDz2EZDIJn88nkbOVlRXk83msra2J5efz+ZBMJnHixAkcP34cLS0tKCsrk52Syki/GP21s7OD+fl5jI2NYWBgAPF4XNwnp5RFrbjMnZuTkZaHic0yK6WlpUVwt0gkgnA4jK6uLjQ2NkpWA6+h3wWvyU1jbGwMV65cwczMjFhppgXGRfRSiFZiZvYUF7i+V/OL5zA9GRNTdLI+zTns5IbTmyLf0efzwe/3i5s6OzsrATJtmerrbW9vY3V1Fel0Gi7XzXoJ4XAYjY2N0nFTk8qp9Le3tzE+Pi5RfD0W+rt+HhpG3GyohBn0IgVHQwR8Xm6YmiWxs7MjXmkkEhHP0hxP8xyzs7O4du0axsbGJG2WAc9QKCQGjp6zTrAdx4aK9EWJen/rW9+CZVnCG6NLRyuGxOSWlhYxhcvKyuSBGTleW1uD2+1GfX09WltbZcDMnVoryL12bAL3ExMT4pbOzc3B6/ViZWUF1dXVQnGhgmdqVi6XE/eayq24uBj19fUoLy+Hy3WTe1leXo7q6mqJmiaTSRw9ehRdXV3CxdOWwfLyMmZnZzE9PS1EZU0hcblcMhZDQ0Noa2tDPB4XrEXvstwMFhYWxJJjGhctGcINFRUVNv6nqSgrKyuxvb2NYDCIiooKIZHrKCIVnVbwtCTHx8fx3HPP4fr167toUuaCNt/TvRIqSC4u8gQ1lnq7RWSeywn+MZWtE5bOv5mMCmLajY2NOHv2LGKxGKqrq7G0tISrV6/i/PnzGB0dFTqQvhdem3OZynV1dRVerxfXr18XOIzeBg2YQCAgkX16hNw49oK4uOEtLCwglUohnU6Le3v9+nX09PTYlK62xDUnE4AEz8hCYBRbU320B8PxXFtbQzqdxsWLF3Hu3DnMzMwIhss1t7OzI7n95JOa79vJEON59iv7VpRf//rXZSISuOeOzaT1jY0NNDc3IxgMIhgMyqLd2tpCKpXC6OgoZmZmhFZAUrVJOdLfTeyOD8+/Fwo3MxTW1tZsViCpAvqFEdMIBoOYm5sTjG1paUlS0KqrqwXjpKV36tQp1NTUoKSkBI2NjWhoaJD0Rh2hZ37v1atXMTY2JgR1zbPjeJCzNzk5iWQyKdaGjuxxN56cnJSx40SgIo9Go2hvbxdWAhcBn5egfzAYhMt1M3uG1qvG57gwmKLGMV1ZWZEd/dy5cxgfHxfrwMSSnBTmvRSSi6empnDx4kX09vYKlmpmNlHMRWQqN/7Pyavhz+bf9PEa8yWVJx6Po6WlBbW1tYhGo1hfX4fH45F1sb6+vst7MK/HDBgG72ZnZwVv1DQzv9+PZDKJqqoqhMNheDweKTyjXWatMPm3jY0NzM7OSrJCIBDA5uYmLl26hLGxMcG+qSRJIQoEApIsQSy0qqoK8Xhc5p9+Fn19BiBZfenSpUv4l3/5FwwPDwvkxGPX19eRTqdlLS8vL9uYGCakQtkLk72d7FtRTk5O7nIlKAzeFAoFBAIBiQDTXF9bWxMXdm5uDpOTk9jc3ERTUxOam5t3udh32vn5YphRQ2oOd9BYLIZ4PG67B6YFtra2Yn5+Hj6fTyxigtQkoXK3YnSxpKQE9fX1ki7IHG2tuAm2T0xMoKenB7Ozsza3RH8Rz1tcXJQ8WuJNeix4HGlBesGz6lJ3dzcOHz6MWCy2K2/csixRlpygGkTX90TrIZ1Oy31lMhksLCwgk8lgamoKU1NTQpnhrk7R59rLSnmx5fnnn8fy8jL6+/tx5coVjI+P22hR2hp0CrQAe3svez2XngM60upkbZJuls/nkc/n4ff7hSmhubm0zEzKl3lPVCr6frXy0xzIaDSKjo4OSdvlfNIKxXxOVujhhkP62+zsLObn5wViIV4YiUQQCoXQ1dUlLBneW1lZGeLxOGpra2Wd8dr0kLhBz83NYX5+HpcvX8b58+fR19cnGx7vj94W/0ZqkM7ldxozpwyh/ciBy6zp3ZHfeSN09egK8n+ktWSzWRnk4uLiXdw+E9fRO6lTGhQr8dTV1Ykb0NTUhBMnTqCpqQmBQEBoTJZlSeZCWVkZ2tvbhcFfUlKCWCwmKXtUrHRfuTPTiiOWaFoZtGa02+1EeuWzbW5uiiXMSiuaw0hlVFlZiWAwiKWlJczNzcHtdotLfebMGeHPOVE19JjttRkxMJZOp3HhwgVMTExIlJ8ULyp8VjuiYnDaCF4KJQkAX/va15DP56UkGC0ePYdMV0wrP9OaNJUI4AwpOC1Mp/OQujQ4OCiKg5SmkZERDAwM2Ej8eq2Z96LnplZs2gItKiqC1+tFdXU1kskk2traJDgyOjqKXC5n44pyTPQzMRizvLwsXh+DiFzbvMaJEyeQTCZx/PhxsR45Dprzy3tm9J7rcGlpCTMzMxgcHEQ6nca1a9cwMTGBpaUlbG1t2Z6Z9+hUqIai1wIhARMW2K/sW1Gak4Bulzb1gVuuhgZkiTXMzMxIJNxJ+5sWKyeAniT6IT0eDyKRCI4dOyZpiR0dHeju7pYSaXpxlJSUoKqqCj6fD42NjbKLFQoFKe2k3WkuHKdgh5PQpSYJV1sJ+pmYbeDz+YS/qKk5OiDDakNMTySYH4lEcPjwYbS2tgrNyLw3E67YyyPggpidnZVA18jIiMAXjL5Ho1GUl5cLzMLCB8TDnHbweylXr14VZgHfAbB7E3ayFPWYawtxr43OacMBnDd0PX/X1taQSqWwtrYmQUAAWFxclEyWvUqTEaOkl+Dz+YRaxnlBmhi9q3g8jmQyiYaGBkQiEWxsbCAYDNqCqHd6Nq4RDXdRkRcXF6OqqgqHDx/GK17xCtTX16OhoUGKUZtzn8/BfPBMJiN8y3Q6jenpaYyPj2NxcVESJXZ2dkTp+/1+4fsSqzV5vfp6mqxO75AK+yDz9AdqV2suONO01X8nhshiAzT39wLXb7eYzeOoSGpqakSJNTQ0wO/37wqMALeKN9Bt5/3p7KG9+G3aTTB5WTy3VrD6mnps9EQPBAKoqqqC3++XCKBWlgzwVFZWIpFIwLIs5HI5LC0tIRqNCp56JyrOXuNrvkOyE2jl0q2jNcAKSzqQt76+vssTeKlEB820gtPPay4O/buTEjUtyts9o16Yej6Y+B+VORc5APEutFIy713nKldWViIcDiMYDAruvbS0hMXFRWGi+P1+xONxqRnA7BWn5zfnhNM47ezs2DxIrqfKykrU1dUhkUgIk0UXleHnTQNreXkZExMTGBwcxOTkpHibc3NzEjQm1MTnDoVCiEQiwmSZm5uTcQVuZerx/liRqaysDJWVlRITcWI33E72rSjNAdSKgiz3kpISm5sB3HTZ5+fnMTo6irm5OVGWDFQQuDWpLXp3d7IsAQjViPUSC4UCKioqpDaltnh1pFiX1+IgO+Wc8u9UHgDE4jQnMt0C4jRzc3MyuXgcX3YgEEAymcSpU6dw9OhR1NTUCI6ozw1AuGJHjx5FXV0dQqEQstmsuN4VFRVyr/qdOFlFpvWkhfcPQFxt7f4Rg4rFYsjn8ygqKkI2m901dnsttHsh1dXVkmNOKGQvi5DHALtpUfyfnnNOY8bjzHVApgUhJ0IrHCeyI5yupe9BrwnijZWVlaitrUVraytaW1sRi8WkFCAttIWFBRQKBcnj7+zsRGVlJUpLS20dA7RS4XX1/Dc3Uq4n/kzoq6OjA6dPnxZLUnMkzY0GuJVl1N/fj+9+97vo6emRepc6K4qfY5S8qakJx44dEy7mzs4OpqamMDg4iLGxMSmJR86s232zvGI4HEZtba0U7mYWz0Fk34pSR3f1oDIIoS0cPQFI8KSS5C6xvr6OTCYj3D5aU+ak1En6pqXgdrvFbdU53FzkeqHzM3q3Nyc/lRoXDl8aK7iQisNJay4w9sM5ceIEAEiWCseMirSlpQUnTpzAsWPHkEwmEQwGbbgoz8f7ZgQxGAwiEAhIMYNAICABH8uyHPPhqcj4pSkcHAtaruS3kRKilQ7HIp/PY35+HrlcTqLMpqv4g0QV74a87nWvQz6fx9DQEEZGRoQuomEeipNXZNJlnJ5DbzQ8B6GUyspKKVBSWlqKQqGAubk5TE9Py1hpQ8Op6hDPp98RaUWRSAStra04evSoFPTgeqNHoBUN3U1CM1w/ZlaKuUmYytLJqna5brEuuru7kUwmZW04RbXNcSZWSxzSzGvnOBQXF4uSfPnLX47jx48jkUjIpp7P59HV1YWhoSEMDQ1henpaeuMUFRUhFouhra0N7e3tSCQSwqt2UuC3kwNVD9IvlztKRUUFEokEDh06hNbWVrkRc/fVoCujaRMTE0ilUqitrbVxqrQi1C/G5XLZLDRNprWsmwUnSIQmIZWWGpWb+bL5M18iOWg7OzuCfczNzWFpaUmqf5skb77YsrIyNDQ04NWvfjUSiQSGhoZE4ezs7MDv96O5uRmHDx9Gc3MzampqxBXQyptCEF+TfokXkiZEKlR5ebkEWjj+tF6YIMCAHKlI2kWiokwmk1hdXRX6BxXs8vIyxsbGpCgDmzdxguv7P+gkvFvy2GOPYXV1FePj47h+/bqQlFmCS1sRek6ZVra27pzmm/48N+tYLIb29nYcOXIEzc3N4l2Njo7i2WeflcgxFRTda9O95z0wwYH1U4lT8/zhcFgCj9rjMiEHDQGQyM7MIP2+9LWdRDMG6JVRidXW1spm7mTsOJ2L6YbcQJzejcfjgc/nQ21tLU6cOIFTp06hpaXFltzBQGddXR06OzuFLrSxsSHN7hKJBKqrq4VPSg7pQTb0fSvKQCBgy5FktKu2thZHjx5Fd3e3ZBto11bTUzhwZMebpcv0IJkv23Qp9cJktsuNGzdw48YNrKysSEHb1tZWqYpjAu2mhcH7yufzAiaTc0a3mffE+9D8vKKiIoTDYfj9fjQ0NODkyZNi1SwtLclLZyUWXbx3rwlLZcmJU1paKq4bOalMNYvH4ygrK5O0SNJHWKRjbm5OFC8nGHvzcFLGYjHMzs7K5sIJpdPCdPM3HTDRY/NSSG1tLba3t0WxNDc34/Lly7h48aJN8XOxkzpDfJi8P3o8umGYfibtjVCRHT16FK961aukhQgxtOrqaqm4RP6prjJkKmjeG1shhEIhdHd3o7u7Gy0tLYjH44LBm5v9XtW5+J0bYjAYlCAirVB9P/o7sDv6rznBhNz0/TudQ5+LAV6dAm3i+tQdXq8XVVVVaGxsRCwWE66wCUmUl5cjFAqhoaFBDBPWmCAcYHYUeFEsyqNHj0oIn/mWoVAIhw8fxunTp9HU1CQRKb3rkrhNXiNBawC7LDM9YUzXWLvi2uLk7jQ+Po6nn34a165dk/zy1tZWicrRvTWtNio7FsyYnp7G4OAgZmZmpMhEKBRCXV2dKEE92CaexI2B1VwYaVxZWZGACHOQzR2d98Pn1bs4hRHDVCqFS5cuYWRkBG63G3V1dTh8+LCUxKqoqJANZHBwEP39/chmszdfelGRAP0k0DP9zev12tokALf4erodAic8RVsvL5VFSdyKC4cKMxwO4zvf+Q6GhobkOVhmjpxbVrhhEGFubk7gBabq6vnKZ6b7+cADD+DIkSO24rIcq2QyKckLTm62xv4ACB2tvb0dTU1NOHnyJJqamiRaTS+K0JKmvThtuhpTZNOu1tZWpFKpXcFVfW/6PE4YN5+PsNdenoWeD7oiF6Edbamb19Benu75pMePXhGhBr0udTUsc+3fzoI2Zd+K8vHHH8fq6qpwIQuFAqqqqtDZ2SmpiOQ46YGhC9ze3o729nYhm5aUlKCurk4ySviytThZWObLIyVndHQUfX19mJ6exs7ODsrKymTHcuJNaYuQOOTIyAief/55XL16Ffl8HuXl5QgGgxLEYFtcJx6lqTj1ZOKL5nVNl8h8Riclw8lMqtXly5dx7tw5TE9Po1AoSH+TeDyOzs5OhMNhbGxsYHp6Gjdu3MD09LQUTygqKhLsjtia2+2WEnA6RZH3osF/3ov5/KYLe69FY8G0Jvi+6CXofj/Nzc04ffo0uru7BSdntD+bzWJ6ehpTU1MYHx/HxMQEcrmcYM56s2aARSsy3o9WAHr89AYLQDwjKjQG69ra2tDU1IRIJCIN0kitWV9fF6uLlfudvCV9LSrKU6dOybNMTEzIcxcKBcHL6e3oAhvam6Pi0fQwvTY5BlwDhIrm5+cxOTkpWLveYLWQ8sTCNLpeKjmdemPWGL+5adD40vKiWJQPPvigkFWJTZWVlQlFQb8kbZpb1s086sbGRiFHT05OorS0FIcPH0Z7e7sUZjCVxe0ehP9nRgnbUhYKBZSVlSEYDKKxsRHxeFwsJIoG0YlBDg0N4dy5c7h8+TImJydRKBQQi8Wk3iT5l2bFI9Pl5C67tLSETCaDkZERLCwsIJfLSTHeZDKJaDRqa72rxUlpUtkuLCygv78fly5dkkb0ACR9y+/3Y2xsDJFIRGpjMhDFQiS8Lq3G1dVVuN1uZLNZDA8PY3Jy0la30AkG4bvlotfv/qUSDd/o4Fh1dTUaGhoQDAYFNmJhkDNnzqC5uVlwL0b819bWZOMgznj58mWk02lblR8nDjFgL8zBLyoMzUl02lh03j/fE3ArpTWdTktOOKtktbS0iAGix8N0zVmUg+X7qHQ4R5n0QPYIixqzMhT5qYSZ6Ck6GTnaEGHXyomJCczOzkqvHye6oJ5LJLz39vYK/YjemFnHVStwk5qkFTe/vygYpd/vFwuECfaMxmnOlN5ReCMc+MbGRqmY4vV60dTUJJWPTbeE59CWmqk8Gawgr4/EVFYn4sCaRTf0DseudKOjo1JdhYqDE40Yqy6KqsVUlowOs+UnXTjit4FAQDKXtHV6O6uSz8pSZ+yrTdzQ7XaLteTxeKToB5P/KysrUVNTg0QiYWvdysIlLNc2Pz9vy2jRStKcgJoaZL6vl0qc3EeOs3ZRyckLBAK2kn+MMhPPI9ZYV1eH4eFhzM3N2XBpLmbmXdMi4//1OnDa/PeaS5pAvrq6KkVmmV7a39+PhYUFRCIRrK2ticJyWit6fvH5fD4f4vE4mpubkUqlJEi5vr6O0tJSBINBCYBwnWxsbEgvHCrKaDRqi0vwmbSyY+ve2dlZjI+PY3Z2Vlp0aKPFaX0T9llYWMDMzAzy+bzADmZ9CMCZ8G8eY25w+5F9K0rd6sDn89naKThFufWNeTwe4Vux4japNtplMDGNvVxvurR0u6emppBOp7G9vS0UndbWVjzwwAOoq6uzkbL5ORJ+BwcHcfXqVUn0Z9oeAy0k9+oIo34+reBo4eZyOVy7dg3f+9730Nvba7PA+bIfeOABJBIJ4bcRlDbdA618V1ZWMDIygqtXr2JmZkYmGgDh6a2srGB5eVkmjNfrRU1NDRobG/Hggw8ikUhI0IKfZxWmqakpTExMIJ1O74pmE//R/a91fxyNU72UwvHihsaFlslkJJOIRZsZLNGNpvg5Rkb53hcWFjA6OopMJiNWEt8LecKdnZ3CJtDuLudQaWmprfqTvmctmj7DVNjq6moUCgVMTk7i0qVLGBgYwPr6uhgETB024S89FpyrtFbr6+uliAXd25WVFSklSOoaACGyz8/PC08zHA6jtbUViUTCVuyCwjmWzWZx48YNKYA9NzeHmZkZSU28HdeXVuzc3Bz6+/vR2dmJ+vp6sbRp0HAcnZQk/8dr0Os7iOxbUWosQeNrpqIwcTrg1mQhf4lKtqSkxPZi9cNoU3kvLI/lmyYmJpDJZCQ9q7m5WSKEZhSek5sR96efflrS9tj3Wu++fBFOloD5rHS5BwYG8PTTT+OFF15AJpMRWlRRUZGUqJuenkZzczPq6+uFDxcIBGTCaZyI9JxMJoPe3l6MjY0hn8+LtcjnoounaUDAzSBHfX09EokEIpGIPBOPZQ55NpuVSL8ufFpcXIxQKITGxkapDgVAsKbJyUnB73Ru9b0WMwBITDeVSmF4eFjSZ7nhObUt1e+VGwQDQ8w6YTYSN91sNouLFy8iHo/D7XYjGo3KvObYd3d3I5fLYXR01JZmSGWu74GQSW9vLyYmJjAyMoJwOIxCoSDl41haLJ/PY25uDuFwGOFwWO5XP4uGR3gd0o+Y7NDS0oKWlhasra3B7/dLxSluioQb2Llga2tLgpYat+d1CV9kMhn09PTg/PnzuHHjBmZmZiS4aVb5MfFNChXu7Ows+vv70dHRAZfLZatnCdya76ZFrbO1tFJ9UTBKnUnAG6Iicbqg1uy8Kbp8evfe64ZNE9xp12VgY2xsTCYOB5DulEniptWXzWYxMjKCGzduYGJiQhQPrQm+HF2pnZzHvUDrlZUVjI+P4/nnn8fly5elgpCeDPl8HsPDw5idnUVPTw+i0SgaGhoksh6NRqWqDNtakNOZy+WEEqRL4jvBE5wQbrcbwWDQxrvTZGa32y1WIXONqWj5+bKyMtTX1+ORRx7B6dOnRVEuLy9jeHgYFy9elEWgaUT3WsxqRrpYMwuVkF+ng1Pm+zR/drtvpspSUdIi4zmYZVJUVISVlRWcPHlSxry4uBjxeBxnz55FSUkJLl68KC1mnbJQ+DOr+8zNzWF2dlaqYLGvDwMvLKJx5coVUdDV1dUyTwHIhksogeuBipz4ezAYlCIxpNRwrfK+dJUeBp5ofesqQEwy6evrwzPPPCNdAoh9m96Htgy1cgduzm+2sujv78eNGzfkPdJbND0xfb/0dmhYcBNzCvLuJftWlDdu3LDlmlZUVAihWxO5tTgFPcyfOSimwjV/NnEPTqKhoSFMTExIAV6WaiLXTwPnPBeDItodM0tdbW1tYXFxEUVFRRgZGZHOk6yAzufgC9/Y2BAleeHCBSGaa4UF3Oo7w0ABc12ZIhiNRlFTU4Pm5mYhpbvdbpsS1wvVdDv02GneHIsn6MnJcSWEQcqGOYnJ0+zo6BAaGCcv+ZvJZBIDAwOYmpoSi/Rei7nYNKbLQIW2rvTiNjcY4NaY0vqKRqMIhUJYW1uDx+ORzYoBh6tXr8KyLMHjGQisrKxEW1ub8AGfeeYZnD9/XupP8r4oVCRc2BsbG7aMF91gjvNiZGQE3/ve97CysoKuri6EQiFRciSYs6oXoQYTvzXFxKc5xsxKIwauKwAxjz2VSmFgYAA3btwQw0DXwHTCUE1qmf7OQNbY2BjOnz+P+fl5CdRx8+Jzcl0y+Ly4uCgsgdLSUhmHkpISaf97J9m3ovzqV78q7ihzlVtbW6WJvAZW9UTUA8GfTQzFyap0so6AW9HfbDaLgYEBXL9+3dbIfWVlBQsLC1hcXNxVb0+7qHSHCQzr++E1lpeXUSgUcOXKFXFnSGfiomREkJWYn3rqKVtxW+3y6Oeh20sWQVFREWZmZiTIwCZSjOCzKnlLS4soIwLb5kbD6zHYRheK74TKghOQmw5btJqlyfhFV5XBMWYKVVRUIB6P4/Dhw0in06KU7rWYGJSms7EYrg5ocB7q8eD4adHBj9raWiHx606JLBw7MzOD6elp+P1+IXJznEhXKikpwerqKoaHh22FmPUcdLJsuVFqvJ3vcHFxEX19fVhYWMCNGzcQDoeFU8gkBFb2YWM7XQZNGxDE0znvdIEZfTw9ndnZWczMzCCVSmF5eRnpdBqpVEraMhPSMvFrrRPMNaKfj8cRD7569apcq729HZFIRAKkrCJGY2lmZkY8itXVVUm3rqmpgdfrRWdn577m1r4V5dNPPy27SFlZmZSzP3PmjES1nfBKE/MxsRJ9rP4fqRoU7rJspNXf34/nnnsO/f39ojDoApDUriO3WknQndIkXSeFTOtqeHgYhcLNSugsRFBcXCwvjsB7T08PxsbGpG2EOQnMxaA5Zrxnj8cjCrq6uhotLS2oqqoS/PL06dPyXKSI6MZZ+losqOpUaJjHM0KfSqWkPqEed70gmGVE3JfYs85FbmhoELfxXovGovhcs7Ozorg5JizXRWxNi56XVLjcSFlDksEFALZCxtyUON4az9d0rMbGRiSTSaysrGBiYkJa+2oIBbBbVPpLU7P4NyZMLC8vI5VKyWZmWZZYWtXV1Th69ChOnTol3GfCEJubmwIHpdNplJeXo7W1Var5a34o19LKygqGhoakmnwqlZIIN+EBXWz6TmLGNrTweYlVMo2W+C2/fD4fLMvC0tKSxAsmJiakCjrLGzIB4B3veMe+7m3fijKdTtvoD8T0aEkmEglJZ9LZBhrP4P/MOnXm5NBYqJ4IKysrmJqawtzcHC5fvizJ9MRKmJJWXl5uaz9rmvK6JQSzibira2VJa21xcRGjo6PiXjOLhdwwNk4jxufkDmvYwHQ79ETgoiSvjT3IdS53aWkpKioqcO7cOQwMDAhB3NwYtNvIHFdNhtZ53CzOqt1uLvCdnR3Mzc1hZGREuvHptFReh/2V/X7/vhfH3RQ+PyPd9C4IyxDno0JnH2wTS+d8Y1Ms0nSy2SyKiopQVVWF+vp6BINBWwGKqqoqqXlAJaTPSUXNEnucoxoy0EqQYm6wwG7lybVJT4Xn1MwFQhDckGkpk/bT19eHp59+GlNTUyguLsbo6CjOnj2Lzs5OW0IJXdqJiQlcuHAB3//+96U7qF7zOrpvQm97We+m96n/DtxqI01cPZ1OS0yCUAdxdwaTGLGn7uKzH0T2rSh1v2FOjv7+fsFQjh49KlksDBqQl7W1tSXW3l516syftYvOxUuAOJfLYXt7WwqTsphsSUkJmpqa0NTUZMv40QPudruljcLGxgZaW1ulrt3a2pqtx412YQHYCoTyu7aUGSEk6G4GNbQlqf9uQg/alWNtQR2EaWxstHXz6+npwfT0tFjWmltJPJl5rowSajyISkFnX3Cs6JLNz89jYGBAskT4vHp8iZ/yXd9rMRUe3yHrftKiaG9vx+HDhxGNRm1uJecaWRFDQ0MYHh5GNpu1EcfdbrdgkLSoy8rKEAqFUFNTI03tnGhvHBdGjE1LjWLSXgB7YQrtHWkxo8haWerK6aw6FIlEZKP8/ve/j0uXLiGXy8HtdgsXl8/IDXd9fR3T09O4ePEizp8/j+HhYQmm7gUf6PfiBLNpj4vPqMdCj4PeFMh51pu1poZRoVJpc81yXe1XDlS4Vz/kzs6OpBcNDAzA5/MhGo3C7XZLpg0fhKlWHAgn7qVWknpQzAHi59n43O/3izteWlpqixzrQrzaLeXnw+Ew6uvrsba2Bq/XK4rQdD9ZY5B17EiR2N7eFgVEZcQeyvl83vZinMbR3D3NMSDnVFN1qOiZecTIPF0djpO84P/X0jaLAmtczolXpu+DEy6XyyGVSmFxcVEijiZvTW8cL5XwHRO4D4fD8r7YbEt36NRCiyyTyaC/vx89PT3CG+S8oQvOorgsuFBeXi49681MM4r2anQVH8111O/a/KzGYU2r83aiFcf8/DwmJiYEb2X/+snJSbG+XC6X1D7IZDJIJBI2lsTc3BzS6bTQyczEA/19r/vhfWuS+O1wTKex0NFxbmS6jJqTscLvL4qidNrd1tbWhHYxOTmJSCSC7u5u1NXVwefzCTi8trYmYHIwGEQ0GhW3w8kF5e8m2MsIbllZGaqrq8XaY7rZ9va28P0Y3TMzfohRUZn6/X50dXVhfn5e6iyyGjuDJCy5XygUhJPHwiAsxMuafNvb2xgdHUVvb6/QZTQorS1lU/TC4GIdHx9Ha2urgOpcYCwZFQgEpOvl+fPnhVdXKBRQWloqeAwtPb0707rQxQZMziotSrYFfu6551BZWYlkMomOjg7ZFPV5D0K7uJuic465Ybe2tqKkpERKn1VWVgqn1MwooUuZy+Xw/PPP41vf+hYmJiakiAvnXVVVFZqbm9HR0SEJDXrBayxeW3baQ6msrER1dTXC4bC8Ly5quoc6Eq0pNU6WpBYni433sLW1JdDV4uIi/H4/FhYW5P2ycyhws9bj6Oio5Fnz/hm0Yr62WUGK1rBpoOh74c+6upjb7d7l3fA4Uz/oZ+V4cIz4DoDdesscl/3KgSqca5eNC43l65eXl1FaWorh4WGEw2HpI03KgN/vR0dHh9TVY4UbXYn8dg9CdyEej8PlusmVJGBNOIAuPpWwrvKjhdgMAx319fVCpl1eXha+HXCLYlNSUoLNzU2MjY1J8YT19XVUV1ejsbERr3zlK9HS0gK3242JiQkEAgF8//vfx+TkpLx03g8nEnEcLhDtNrEZ27Vr16SjHe+Zi4g9x4kNejwepFIp9Pf3Y3V1VRSoLudmCheoSWPSgSZ9X319ffB4PKivr0c+n5fsDTPN86VQlpOTk+L+k0NbXV0tWCLzmslP1ZxCjj+J/X19fVIIQ28oWrFyo6VlrcfNSUECN+cxW9ZaloVkMilJCVxXtIRJRbMsS+hbukeRdlm1mNaatroItWSzWWxubsLtdgs2rc8NQKg+LDys4QRuwj6fTzxGDc+ZXpOTouMcrq2tRTweR3FxsXT8ZBk2J0Wrv5tQloYneJxZqEcft185kOtNJaknFxc7SabsV62JqoXCzVSwTCaDaDSKlZUVHDt2DIlEYldBDD3B9HW0wqJVyIlOE5s7234WKnFH1pikUtAYH4WDvbGxAa/Xi5mZGUxMTGBhYQEVFRUIBAJSXYjBpNXVVczOzgr0UCgUEAwGEQqFUF5ebqukwl7ExHO1FTcwMIBz584hGAwiHo9L9Ww+o9frlX7NXq8X2WwW0WgUo6OjsiFoGpQZzCEmx/9xUnID0hORObc9PT2YnJxEOp1GS0uLwB0sZ0fFHA6HDzK9fmj56le/KjU/k8mk1C/0+/3iOhPndQr0kTyey+Ukl157A9xUyOnTwQFtSJg4IceT/y8tLZXgyJEjR4S+RAururoa7e3tSCaTAvdMT0+jp6dHrD5aTmY5PB2l59w11xFhGBKxCe9oiIfHM5o+Pz8vveHLy8vR2NiI9fV1lJeXY2RkRNxwnfdueoQm7shansePH8fJkydRXl6OsbExPPfcc0in05iampIGdxQnRelkvfMYvnNNB9ura+PtZN+KUruLTmY/FSIxOXM348tgb4yVlRVpbxkMBiXp3wkEpiJmMU6nQdOT1Rw4fT69w+kvnTZovgjtltIFBiDKLpvNIpvNIh6Py/0xshkKhbC1tYWKigq0tbWhu7sbgUBAGrwPDAxgcHAQCwsL0oOGL5HtMnp6elBXVydYalVVlY0AXFpaiqqqKildx2pH09PT2NraQiaTQTgcFmvGnLjE18rLy0Vp6giyHgty9rgpjoyMCIOATe5ZsuzQoUP7nV53Rf7u7/5OqsyfPXsWp06dkur5pjusyfpUYrrVhVlUVicMMO2T/EBu3hwjc3w1HKBd75KSEnR0dEgKLgBUVlbi5MmTePjhh5FMJgXrT6VSCIVCEpXe2NiwnQe4mSlFqIs4tbbGiNtyXhYXFwuExOpAWrnTAFlZWcH8/Dyqq6uFgUEYo6mpSaCmq1evIpvNSj68NnYoPDej//X19Th16hROnDiBiooKqWA+MDAA4FY7FV2IhKLXv7lBUXgdMlw4f5lnvl85cBdGJ6VjgqWmGUxOJItD6BaxZMlr3pceUFI9yM3iRNPFNMyoGHcRvTi0mEpyr/9RuAkUCgWhUnBSknD+ve99D2tra6itrcXW1pZQl+iWNTc34+GHH0Z7e7sU1V1cXERjYyPC4TDGxsZw7do1UZKcaAyY9fT0YHt7W7A1M42UrmZFRQUsyxLqEnt1r66uoq2tTSK9rBqk+/hsbGxILi6fEYBt9yVHkbm/i4uLssmwmjSf+f3vf/9Bp9cPJRMTE5JGGAwGkUwmEYlEJGijcSxWMLcsS6hTy8vLwqrQvY40xsfPsnzd2tqadPTUc0dbcSYupz2iWCyG+vp6hMNh7OzsIBaLoaurCx0dHdI4rFC42TSPBWBIpmZNzYqKCng8HkxOTkqUnkVxtVXl9XrlXbNBVzqdxtDQEBYWFiTllumRLpdLXHIqF44X3zVLrZHAPTIyIvPDxC75s8vlkmIcdXV10kqX5zx16pRUhqeuMFOBzXWqrXbglldZUVGBuro6tLW1CQd2eHjYxl/djxyor7epIHW0jhPJNPv1gxBMJh2BNSTNqC6vB9zCSQYHBzExMYHNzU1xN1kSX6dW6uwHnauqrU39TPp/5jPq43jvTIniZCVfb319HRMTE4hGo1JtZm5uTpRXMplEU1OT1KG0LEv64Ozs3GwUxiwGXeSXRPfx8XEUFxejq6tLXHzeoyY2ezweW454KpXC6OgoRkZGxKKNRCKoq6uTijYs5FpdXS3BuenpaYyOjmJ2dlbuSS96Wpe6sRgX1EuFUdIaXl1dlV4sWqgkc7mc8HELhQIikYjkOWcyGczNzdnSCjknNDTDSun8XY+/XsRO7p1mBbCFQTAYxNramqSx6ir4pOhoDJjvORwOC3l6Y2MDqVQKxcXF8l50v6WamhocOXIEJ0+eRF1dHYqKipDL5VBXV4eZmRlcu3YNk5OTYl1zzuve2VSgxHtZLYktSiKRiDQSpFVO0fQxxgZaWlqkGC8322g0iqKiInR1dUl+uElcd1KYWidxvNiS5fTp06iursbW1hYGBgakOPd+Zd+KklgI3VPihTR5mcVi5lhrjpPe2UgO1ZV9TMVKlzuTyeDixYu4evWqLESzRy8pM/X19WhraxPc0CzcYe7w5sDr37VSMPNaiQUR4yNATmoIMT+W8gqFQrbanVSUwWAQsVgMm5ub4j6b9BpabjMzM0in00gmk3IdbTnr3dSyLFsNv/HxcYyOjmJsbAy1tbV4xStegba2NskmKS0tRSKREKU/OTmJCxcu4Pnnn5dn5SZoWgga93spqUG6fwpT9LTSZvbT6OgonnrqKYyOjqK0tBSdnZ3o7OyU8nNa2QHOUBODiTogBDhzAp1cQn3PlZWVUnmInQI1WZ3Kf25uDplMRmqvLi0tiVdDehs5g/S8qJCqqqpw+PBhHDt2DI2NjaJca2pqEI1GMT8/j1gshvPnz2NgYEDKDZpK33Tp+f6DwSBaWlpQWVmJVCqFbDYrVdMBCNeUnmBjYyOOHDkizAltyDChgswUDZ04rVsK9QA/GwqFcObMGWlV4/P5sLOzg3A4jEQi8eIoytraWrGOSEmhoqOSWF5eFnoNB4i7DiNmVGjJZBJHjhyR4ITTIFABz8zMoK+vDwMDA/JwpMrwc1wgiUQC8/PzaGhokJ1Us/A1BmjuQib4rIXHMbeZ96wj16Q28PMaT2RU2sRYCCOQf2cuOuBWNkIul8PY2Bg6Ojqkgo95r7T02CRteXlZwP+lpSVsbGxgdnbWRoxmRlUgEJDrkbDPvHntjmmciQtAzweT43evJBQKwev1IplMSg6wZj4Qg+zr68Ply5cxNTUl9Cm66XTP2LZXk6j1+9e1LE16lDl3TO6jDiS53W6pOB4OhyVKT8VkWZa43NevX5fEAs474FZgkq0uGM32+/1oamrCgw8+iNraWhw6dEg6f3JcaPDEYjFpOFdZWYm+vj7Mz8/D4/HIs+oovDmP2YOopKQEhw8flrqTvBdyT5mw0NXVhaamJtTW1gp0oC1EGmM0OvYzn4ifNjQ04NixY6ivr8fJkydRW1srBcItyxI9dpA0230ryvr6elFy4XAYkUgEfr8fHo9HUolY1Xt2dlbKKTFQwGZbzIphM3KdasjJo38m9YcNnqiAGfXTCpYs/enpacnW0e4Tv8xmSMXFxbYK2E6isSXdBU/fs7a4NLhsRllNaEJjquYY8Hda60zJc7LuNI5GaEDTkAAI7YL1APX9aiiFLimtXG0l6Q2GcyKRSEiDLpM1cK+EPY3q6uoQi8VshHKOgwbzOQ8ACIG+qqoKGxsbiEQimJmZkTFkhJv4Ll1jzU11ghv0OwGwCwoCIJWJmN1TVlZm24R1oQldYIJYKeeAxl1Jk6utrZWWKIRszFJrxGjD4TCSyaRgtLqVRjQalZYPThAVleXOzo7UJtApy8RHSfYnU0I3sjOhJL2+9rLK9fznRsa2y2wIyGpJnNsMHPP7fmTfivJtb3ubRNlo/ZBaQ9xxdXUVU1NT0q93c3PTplw5eOzHUVlZaYsimy+AA6QVm05fMgeRGMrQ0BCKi4tx9OhRCV7wWFJcqMw3NjYQCARsFUj0AJpKIRQKobm5WfA8HS3UVgADWNwdtWWjeW08NzEfM3pKYUojW1YkEgnZZHheBpbm5+clg0Y3CdN8M705AZAJzUnKsm+1tbUymTUeSYs5Ho/j6NGjOHHiBGpra2WxvBSK8rWvfa1EYule8t1TSWpclXnwtCRJAA+Hw8Ip7OvrE1I1o7T19fXS60lDJfqdmhsz1wcAVFRU2Ooo8jw7O7c6SFqWJdSy0dFRXLhwAQMDA1IEhe+TZHgaFTpI2tzcjDNnzuDIkSOorKx07E1F5UKrtKmpSfLhs9ksXC4XEomEuNWm92dagV6vF7FYDIlEAuXl5dI6Oh6PS29utmphRXanNhK8L224OGXt6M27uLgY4XAY3d3deOCBB8Sg43m0J8TKSvuVAzUX42DoMlW0nAhs19bW2tIAGXnSOxkXpTlIewHfe9F2gFtWnLa6lpaWpKCpOaDb29tIp9N47rnnpHdHZWUlOjo60NbWJtVSaC3wHjQW09raiiNHjmBsbEwwWU1f0EAzi1iYrSTMZ9RK0sRrudgsy5KGZR0dHTIJOHYs3jA5OYmRkRFx0ai4SSNKJBKor69HZWXlrlRSvTHo6KwWTjafz4e2tja84hWvwJEjR6R3+kE5andLHnvsMZSWlsoGbCYz8L4ZzPL7/WhsbBS3NxAIwLIs+P1+PPjgg/B4PKiqqpKSd8FgUFoRsC6n3lychEkZk5OTGBwcRD6fRzQaRWtrq+SgMwhppuMtLy9Lxsz4+Djy+bwtvdYpbZDKv6GhAadOncKhQ4cQi8XExdZzSuPvWtESwiI0Q89C13t0CoRS6ALr1M66ujqpZ6qL1pjrmeumqKgIwWAQDQ0NGBkZwcrKiljZFL2eeE3Ob75PWssU/dwviqLUmBi/a2uIGru0tNRm8WnFaLqJTjig0+/a2uHfzQwIntO8RyeXcn5+Hn19fZiamsLMzAzcbjeGh4cxOjqKY8eOCZbDXV+7KmVlZaipqcHx48cxMDAgloLuMcNAFlMNq6qqbJVinKwPulmmktRWKBdPOp2WqC6terIDWOWH9fd4Lx6PB5WVlTh06BA6OzvR1tYmQQO92DmeHFtdKENvAGwudeTIEXR1dSEej0s0f7+Y0t2W+vp62yZubsDMeGlqapICzw0NDWhoaLAF2kpKSiS3mZ6DZVmoqqqS+quRSMTWtI7vCtjNpWQ5su985zuYmZlBKBTCgw8+iGQyiQceeEDK9ukNXycE0NLU3oO52LXXE4lEcOzYMRw7dgzxeHxXTjuvQfI8lS89LbrejLLr+UBFZRovPCfxcVrPxOej0ShisZgUAjErK+n5oq3DY8eOIZ/Po7S0VAJEOk1Rb+KhUMiGe+qCJ5wHDMgSvohGo/uaW/tWlHrANPZGccJpTMBXc/HMSeX0WV7PZNKbE4XX0VYQSbFa8fAeVldXJa97fn5e3PZcLicZBidPnpSAkKmofT4fWlpacPz4cUxNTSGTycjEo2KiG1JVVSWd6nS1He0y8BlZXFaLidkSf9SFCKhEWV1pbGxMymkx+s5c+5MnT6K9vV3wYadgEN8R78ksmUZlEolE0NzcLBw4cv60xXEvRVPFNG0NuIWhuVwu6fuzsbEBv9+Pqqoq26Jnah07G7a2tooS0punVsZ7PS9d6NHRUQwMDCCTyUgv9lwuJ/3AqaQ1yZ2KvaGhAZ2dnRKUY0TaxItZxTwej9vqSOp71JlFrNmYy+WEgsb+R1tbWwgEApLllEgkUFZWJmwCBme5+TOOwPJrbH7Hd0C6HhW+xuM1rZDj73K5EAwG0dbWhvLycnR1dWFqaspWkJuKkJg420Fz49FzQPNBs9msYNStra37mlsHzvXWi1xHjs3/myY+z6EVllaG2tLSFiIfkKlMTopE4xp0vTQorl8GJ4lu9cp0QRYaJVmXwLBpDRcV3Ww529zcjHg8LtacrhSkCx9QkTjRZzTvj1Fp00LeaxHymXk+/Xy60ZfmcrKQgy5a62SZM4qvScOc3AxoRKNRCeBo2IAL/qUQc/PU7imVGwu87uzsCCvDrNBPHItsgL28ItNlBHZzcLkR82tjYwNjY2NwuVyYmpqydQrVFruuI0pqjd/vx8DAgNCCNO5M15jZPAzoUQgDsCncxMSEVIBfWVlBOp1GJpORDZZZPLFYTKLl8Xgc4XAYoVBIituQw0lr9OLFi1I4hrAU293q+2X8gTi/hva4lsPhsGzypBvpABt5pltbW4L3sg2GNkIIYfT396O/v19I+Y8//vi+5tWBFCUtBm0qa0Xl5DqbSpV/11Fhfaw+h47s6fzRva7FggeJREJ2QO4qnCRs0KWbYPH/LB/lcrmEzFtfXy/n0ZgKi/+yiK2JlxBQJ23GjKYTbyG1KpVKCR3FaWz5OwCbO6zHkwEhHTii5c/iA4QBzLqgOlDGzcPM2+XxpG7ofknaOj4o/nO3ZC9rnOPJ90flCNghJHNO6c3bZFiYWSJORoI+h7mhra6uCt586NAhBINBm7dBRUE4q7y8HD6fD7FYDNeuXZMivCTHcz6TgXLlyhW4XC4sLCygsrISLpdLOMl9fX3o6+vD9PS0KDDzfXPeLC0tIZvNYnR0VJgBXBs1NTXSQI2dRamQ0um0BFdZaGRmZgZ1dXUyNmQgsOAvn1Hzg0ldY+VyKj7TXdeKU7vcbE1N7uz58+cla84sLXg7OXCZNT25nBSgOVmdJs+d3Etej5gck+2p2LTZrt3usrIyxGIxNDc3C05Bhby5uYmFhQWMjIwIH1O7L3wWRo37+/vFWgyHw2Jx8HxOSp5KmYqSxHodGDLd7cXFRYyPj4u7TPfbHBONA7GsHC0Kupvl5eVSPCMUCmFxcdEGBXBMnYp+aEuM90YLSD+rng8k2xNHo/LXdKR7KVqx6WfSz8jjNLa11+YL7J5j2oJ02gz0ObTCI9Ha4/HIO2DVdM5Fbjo0SvS90d33+XxoamoSiKWnpwezs7MYGRkRl3xqakqK09TW1iIWi8HtdgsneXx83EbhA3ZvlBwvbuZLS0tyH7qTALm/nJf0aKh8aU1PTU1hcHAQyWRS1s/6+rq0IAEgrXPNsaTS5D3pepN6A+d59bskMb+vrw/nz5+3tY45yGa+b0W5uLhoM41vN6k0zmJyy5ywRSoOCh+YO6XZYsFJGTNVq6amRjhatBrIPxwcHMTFixclz1P3OzHdAXbv8/l8mJ+ft0U4LcuSycNMFv2COJGYmqbBdNOCnZmZkU51i4uLovzMjYmfZbXxmZkZLC8vixLnRhEOh6XQAknqHIPZ2VlMT08DgHSU1JaOvg7dGe1+a4uWGw+xULPk3UvhetNiNK04/X71ItKLzGk+U/S81n9zshz1OYFbRRlYWYmbPjE7t9stkI+m3pjnYVCE0eB4PC5pl4VCQXKsyTNmIYuxsTFUVlbKBs9EBCpJbQmbmz/FrA3p8XgELqIu0BCHGWil1zQ0NISuri6xVpkplc/n4XK5pNqUqRhvtzlpSITvyDyGNTiJxTrFAu4k+1aU2WxWsjBY1Vsvfr3InKxP/aCmNUMxrRpaeFysehDMF0orjon1Or2SpaImJiZkt70dhYXX1viJ3q108EQn7mt8i8R0p3a+fEatbAgumy6dfkatYLl5bG9vC0WILjEzPAKBgOBErNyUSqUkAk5My4lkry1LPfH187MKlE6bc3rH90q0guQz6ADJncT0iPayMvWx+h3tdTzHm7QlUqvMBmd6DE3lzrlK74H539rDoVXIZ6fQqwAg9WHNzXivZ9TCc2rKmbZIzc/ptcxCK0tLSwiFQvI5wkUmI0RvYHo+7QXXmXqG3/UmsJ9n3kv2rSi//OUvSxl9FnfQ2Jy+OW35mRFuLaYi0EqCJr9WRk5EZg4qXQIC88RTmbf83HPP4Xvf+57099DkaX43FRQtSNOCJu5B8JrKiJE4FtRtbm6W1DCTw6bd7unpaenZY5Z+Mi1RAtNjY2OC+RDw53eWrmJ5qlQqhbW1NYyMjOC73/0u4vE4lpeX0dXVJdkRpltJRWi6KFqBEmNrbm6WQhzcKPajmF4scVJiFCcLxcQQzXOZ4rRQTeuV40TlF41G0d3dDa/Xi42NDVRVVSESieDw4cOoqqqCy+WSQA9zrGmMaE9FMyfo5nKz0gWg9ebOQIfH47G12DWVPJ/NCSozPUD+3SzNZkIfPI4tpmdmZiQyz2wdrjNG6TXDxLy2vm8TauHf9HzVKdT6HZsewZ1k34ry7/7u71BZWYn29nY8+uijUp1DD7bW2MSpTAvJJKs7WZv6ZbM5kGnVUEyeJM15Trrl5WUMDg7iueeeQ19fn2MrWX1d/o0AMpWc5rBxh2TFaUbzNI+NhRaYQqUxSt7n4uIipqen5TxmDroWc3fO5XISuWNRAW4QJMXn83nkcjksLCxIphRLwLEazPHjx23YkFaETBvV3Dm9kbFNb2dnp6QMmgT2eymM8Or5QDFdWScLSP+s58adLEtTObDSDfsZ5fN5uN1udHR0oKGhQTiCjCL7fD4AwMLCgng9rGFKSMnn8wmU4/F4sLi4iOHhYQwODkpfeydvhM+6l7IzoQjz2UwFqMfXPMZpDCms3cr8em6uDC4SoqCipJj3q/93u/Wr3zkDPBo2NCHBO8m+FeXExIRYDG1tbejs7HQ0d/k7XVP24wAglUCYKmimU+kH54M4Acx77V5ra2tIp9OYm5uT9q7kTLKtLLN1bjdQmsyqeV/mQtMuDTGk6upqHD58GKdOnUJjY6OtB7ZWMowyatdej5+2UsxNxMkN0ROX+GhDQwPi8TgGBgYESqBFSteNgR9dD5SblK5NqO+Nz8Ae0sPDw2htbUUwGBTL5aWQvr4+gWBoYWtOrWk17jWX9P9M0a4cjwNuGQZMkWUUmEVsSaciC4JKkO4zK6ufP38e165dw8LCgtQg8Pv9qKmpQXNzMxKJhLRMuHDhAkZGRqRdsXmPt1PueiPRx9GA4ZwlzKLxTK1wzCAQz2eu152dHeFYlpSUoLOzUypqkcbHgNVeHqiT1U9rVSe46PvjtQk3mM++X9m3oiSAr9unas1s4ods+Xnt2jXpiV1bW4toNIrOzk7U1NTY6BAcKJ6LC24vlwiwKxMqgtnZWQwNDcHtdstOzTYNOjf7dhNJu55UFibwzWoplZWVony5U7JyOwndenw0HOH1eqWvjS7JD9jdCq0gqQBoXWjlzWtxAbLqOIMEHKOdnR0sLCxgcnISMzMzaG5uFqtUW2O6gb2pODRDYHJyEnNzc6iurt5VgPleyt/8zd/IQq6oqEA8HkdjYyOSyaS0y9DjZT6T0z2bbrYWXWqPG1A6nZbiuYODg1hcXEQwGERXVxeqq6sRCoXEYOCcpwWfzWZx48YN9Pb2SvCUllY0GkU2m0VDQwPcbjfGxsbQ398vLSto9XPszY0WsDfaMul5/DtzzZmHTeaJri1Japiu9M8ceq4dKk+NmZK65HbfzIRj3yxtiDgZMHvBBJzP7Ce0tbUlniADlQwIM4hmUt32KwdqBcG2rLpyih5kLayW/cILL+DGjRtYX1+XFp8ul0t2eZMGwZ81rUUPmCl6h2dL1b6+PhQKBamY0tDQgDNnzkgJtMXFRcfcbG0drK+vS33JXC4nxTWo3Blhr6+vR1FREbLZLAKBAKqrq+Hz+VAoFMSd1lYOn6eoqAihUAiHDh3C9PQ0iouLhbiuLVXTXWJapK6QoxeD+c405qOtWrr+eqFxwmps1sS79KTVKZXpdBpNTU1CyXop5Dvf+Q6Am+NUWlqKWCyG7u5uFAoFsc60AuGxwK1sMa1UqASpsLTi2dzcxMrKCpaWljA/P490Oo3R0VEMDg5ifHxcFq/L5ZJqOdzkeB8aytEBD6bFcqxZqoytG7a3tzEzM4NsNitpqrx/TVrX59fKQQe4tLJkyb+6ujq0trYiGo0in89jaGgIExMTElQtLy9HLBaTdtE6L52KS6f2cqOl+w0A/f394n7v1doX2JvUT0uSeP3g4CBmZ2cljpJMJmVt8N5047S9rreXHKhwL7MUGDE1uYHabS4UCpibm8Pk5CSmp6elw+H8/DwCgQDi8bitQrl5HtO6Ma0xPYimuz81NYXi4mI88MADUiLq6NGjyOfzEjBhhzdgd3tNulCzs7NwuVzSA5kDD0AKB7S1tdmw2qWlJWlxypxWZhhUVlbKMzO7p62tDYuLi6iqqhI8UJeo5zPzPsvKypBIJCQQwyCRxjY1xqhLsulzMiA1NTWFXC4nhRN4Dr5v/W60u+lyuSR7hz2eV1dXpSDsQSfi3ZBsNis/u1wuCdoxjZQ0GVNh8J3TQgEg1KidnR1blg4XPHtjDwwMYGhoCGNjYwL7MIhmWZYEygg3aa+J98k1w7libjT8n8fjkQQMzXrgefR3YHeBFn09vk/9f3phhw4dwpkzZ1BdXY25uTl4vV6sra0JfEUu55EjR9DY2Iji4mJJn11ZWZFWtuPj46LMdUsHl8slfOZwOCzrRyt5/R6BW4wASqFwk8g+Pj6OZ555BhcvXkQ2m0VFRQU6OztRKBSkQpFlWTYiO8fmIHP0QBal9v+10nJScADEnSTFh2l+JJ7GYjGpMKIfQD+IWQzAPMZUALwmqQjArXp/TU1N6O3txdTUlAy+E8BN65S1/tgeQQc1SG5va2tDSUkJstks5ubmMDo6imw2K0qHFcQ7OjrQ3t5uq75El+rIkSPS35l8UZ3KCNzCXthTu7m52eZW64m/ubmJubk5jI+PY3x83Nb2k+fkppJKpZBOp9HY2GhzmzVmZG5WeoIxxTSfz/9A/LS7KVQ+HIdCoYDJyUkMDAygq6sLtbW1NlI3x4NpccxXpoW0vr4uZQIZmebmMDExgWeeeQYXLlzA1NSUPL/mkJL2wr44xIJNDA+AUIZ0oRLLsiTbTJd/Y4DTJPXfbuGbhoamy1BRc4PU1KXt7W2x+rhGeU+svMQeUGtrazL3RkdHceXKFVy+fFk4vzrFdnJyEhcvXkQoFJK0UgYDzRx600DiO5iZmcGVK1dw7tw5KVDDIjFszMYi4/X19YhEIpLHvhcGvZccuGcOQefl5WVbUzDTdSbXy6QpAMDU1BRu3Lghpb6oOEwMjC4uLVjytpx2TV5XV2En/uHxeKQOJncvDVDzPKYiYfFSZjwAt4ImHo9HigYUCgVcv35dFozGGVl30+PxSLkqnfdNJe7xeNDe3i5um6ZDcTwJ7NfW1tomFseLrtH8/DyGhoZw5coVIddrBcfFwc2AtSsJh+hCGto1cnKD9EI338e9FrMoB63zmZkZyWHWVhvday5cRpwZZCsuLhY3NBAIyHxeX1/H9PQ0rl69aqtXqaEJE8uORCIyvuacpaLiZqiNERa6CIfDUt/RnLt74ZD6SyscLfqzuiQcc7Xn5uYwPDwsbZXpWi8sLEg+uN/vl7W5vb2NUCiEqqoqaRPM++UmtLOzg1wuh56eHhQXF2NtbQ0tLS224I5OxdX3yfMsLy9jeHgYly5dwujoqHgPLpfLtokwmNfW1oa2tjakUinB3l8URcmBZO8OmtN6EQG7I1Om8qPFNzc3J6Y6C8Oan6GrqSPH5kTQosFoArqai2YGnsyJra/P/9MN164tj6VlyQ2Di8isHF5UVCTYkmkVE3tirw/dTtZ8Nh6rq7boRaCjrtPT05iensbS0pJjOiGfj+0rzAILVOLszaN3eH1P3JyIvZnH3Gsx75Nzlu1JTRiC0djp6Wn09fVhZmbGVmCB6X/EbDmWZC2QSeAUINSWkBm4ND0hWlt67vCd05vj+9XBEtMd1cqTn9dKRo+NqWg5H5jbTVqZLnJNay6fz0slHwC25ysUCvD7/YhGo6irq8P4+LiUBeT4k143Pj6OyspKABAGRiAQkMwxpivyHhlUZvqnLuIB3IIp2NOIHimtdbIMzHdwJ9m3ouSLzGaz6Ovrk1JVGtfi4JsvS08aAMjn8xgeHhbTW5vc+rjS0lJEo1EcOnQIQ0NDWF9f39VGlBMEgCjJ+vp6tLa2orq6WgaGxzkFJ5zAfR7PF2DipgAkDY3ZSpzIdJu1YuPxujrKXuO01zjqyWKyDIj/cGwvXbokVVJIHdHPwM8QO9a7sI6s19TUoLKyEtls1tFaLC4uRigUQjwetxHXTcvlXog5+enFsPf66uqqBNqoOFZWVjA2NobnnnsO169fx9LSktTaDIfDknpIvBm4ZaWYwS6TW8jrc3z5P/3uiYsuLCxgfHxcOJGWZck8Ya1Il8uFTCYjEJY5V5wUJc/B+a7HyhwvjgcpR8XFxVIIm9ATzzM6OoqrV6+ioaFBsF8+G6lY9fX1tnEYGxsTS3RzcxPz8/OSXtjX1yeVtthXh/CSrl25tbUlhW0IoxETpjfJwtRMpgBuVpVnTyUdQN6vHKh6EBtUMbqXTCbh9/ttSep6F9VWHV8+F+fMzAwuXrwozZ2Y0aIDOCxzdujQIYyMjEiEVVsGelESE6yvr0ddXZ2tFQB3S9JdTLqOucMDt3BB1tEzLUp9PK1lUwHzuSKRiLTQ0LXySENaXV0VSMOJkqOtWzYN29jYkLGnhcOdlu04dI48n0mPWaFQkHagwC0smnnjzc3NuHr1qgTkzAirz+dDY2Mj6uvrbaXCXgpFuZfbb1mWrecSoQUq0cHBQQwODiKTycj7TiaTOHHiBDo7O229XYCbCkWXmDPpUKYrm8lkkE6n0dzcLGOkN73FxUX09/fj3LlzmJyctFVsIpZMt5+5ymYQ507jwmNNS5PzimNHjJU0QBpI2hotFArIZrO4evUq6uvrxXrkWgNuwU7Nzc3COHjqqacwMDAgCSEcf1btGh4eRllZGVpbW1FTUwOXyyXeE+c54aLp6WmMjY2JVctj2ZK3rq5O6HM6p1xvMC+KouTEZ8EI7tB6ADVITXpGMpnE9PS05E3zxezs7GBiYgLPP/+81JyrqanZReNg4dJTp05JJgorKOvFrieELirKtC3SYYhlmErItOiIa/p8PlsbWXNB8CVQiejzsiZlLBZDY2OjrS4lP8/NZ3Z2FhMTE3J/nLy8N+I/nCjsLa6DLcR1zDYIuk6mfkb97Bobc7tv1fVMJBJoamrC2NiYjDk3AVKkuru7JbtHMwjutThZVFR85rjTyuHYr66uoqSkBNXV1WhoaMArXvEK6aGu61VyXoRCIal2rtuecsypZFghZ2hoCJ2dndK3RuNtY2Nj+P73v4/e3l7pXMj/W5Ylbi/P54Stm5v4Xu9exxOcvEDOSW09mt6LZd2qCPT000/Dsiy0tLQId5HeSCAQQHl5OZqammycS5YVZNSeBoCOVSwvL6OtrQ0tLS275hOtXG1UsH4nCw3rPkQsiMPx1TSh/cqBFSUHTpc8M60save6ujo88MAD0paAi11P0pGREXz/+9+XCK7f77dV6mGfl9bWVqmKQ6vUtLr4kqm4yNgnJ3JsbAyZTMaWbaJ3f33/ukpLQ0ODANam8tJpapzgVDiBQAAtLS1oa2uTgIBpTa6trWF6elq4asQy9b2Z1jo3GjMjQrcCbmpqkmijBq71QtLYDfPEadEzEBGLxXDo0CFMTk5KMQ5OzFgshqNHj+LQoUO2/jsvhZI0hdY8+65w/M0apdvb22I9R6NRHDt2DE1NTUK/0tQv4Jbr7PV6JQ2R7U+A3ZsQo8BMNdQtMzY2NpDJZHD16lX09PRImT0zek9PCLAXIqbspSxNT0m7x3sR7/fC683rkRM5MDCA1dVVXLt2TTYjptB2dHSgtrYWpaWliMfjOHbsGNLpNEZGRiSlVm8qnM/kp5JFQWOAWDiDjBpvZOGRhoYGqXAOQHigzzzzjDRnM+sp7EcO5HoDt7I+zAbzJj+JVWy6urqQSqWE+sJBASD5wv39/YIJsXsbF53Gy0ixIBdLX48/r62tYWJiQlzwQqGApaUlDAwM4Pr16xLBdor+UVjbsa6uDm1tbWhsbBSXSU8WLgTWh6QCpTXW3t6Os2fPIplMSjdD7XaxMAZ3u5mZGZuVrgM1OpjDjnq6QKnL5RKuX0NDAx544AHMzMxgYWFBNg0nJVlXV4empiYEg0FbBJ3jUFFRgebmZpw+fRputxvj4+PY2tqC1+vFoUOHcPr0adTU1Dg2nbrXoiETKsm2tjY8+uijOHz4sLjKdONIc2lqarJxCJnJ5cRp1M+nq6MTrzSVCjdTlrhrbW1FWVmZuNQjIyO4cuWKWFh6Xpr0O15f44v6f3x2fZ8mnm/i+vp+zeCRaV2ax29tbUmQZnx8XK7v9XpRW1uLs2fP4pFHHpH89kgkgpqaGuTzeXi9XiwtLdmewcng0vqFBlgsFsPW1hYaGhowNTUl6bjRaFTgQEIGU1NTeO6553D58mXkcjlbDdqDyIF65rhcNzNqQqGQZKCYFU70IiNm0N3djd7eXqRSKVGUPI71Ffv7+9HZ2SkDSr4Zz8WitNzBtRusLb3V1VWMj4/D7XajtrYWy8vLyGazQiMgn0u/DHMSUjG3tLSgo6PDsUGTxph04Q5mNzQ1NeHs2bM4ceIEwuGwLfCllezs7Cxu3LiBoaEhzM3N2Qo7mBOGUXZGB0k34QLVIHVzczM6OzsxOjoqkW89XnSbjxw5gvb2dhvFQ0tJSQni8ThOnz6NYDCI0dFRrK+vo7y8HJ2dnWhvbxf6k0lZudfCa3MTaGlpwate9SqcPXsWtbW14hoCNxWFxsBZEZ9VsfS7csKkqUAoe1lhGodkIKasrEwI2teuXbN1zNQKcC8rz3SxOZ8Ie+jN0+kz+vymYue6ZbyAkBmNCzMQqvF0TWfTdUrZHZEbry4PZxoCmiJlrgEaYDzX0aNHhdxeXl6O1tZW6UigA1Msbsw1qhXvfuVAipLgfSQSsQHZTtgIcMv6rKqqEtd6Y2Njl9lP/HB2dhaxWMwx24CWpR5A/X9OGNIbiouLMTw8bKuurOkMpqvCz/M6wWAQdXV1qKmpseXmmtfVFjKfmf10Dh06JAtUc/eAW8GlXC6H6elpZLNZwWyc8CYqSr/fj1AoJBWzqdxofXBHr6qqQl1dHUKhkHDHOEm4GBKJBDo6OlBdXS3RQW0VFQoFgRBYqioej0vhWfZP0b2zCcccFAO6G6Kfjxb9sWPHUFtbKxlDPA6AYNBFRUXSYExXQDKtLeCWJ8HIrcaStQLRCoDeQz6fl7JoTHtkZXKTgsZrmVaj+d109fX9OjErCBmZeC5wqwguFVtZWZmszdXVVVGa2nXVho9mYzDKff36dXR1dUmvcm1QOW0GpodqxkCIRQIQiKlQKIjnQyOLAaOZmRmk02mbkqQHcBDZt6LkIBLMNvEoc2Lpl0WQ1tzhOADcdXUVEPM8VJamK2TuCsQ/NzY2bPX9TBfCVLLml87LPcjuw5fJAIIuKWeOk/ncJmjudG79op2AeR7HMTd745jPpzmZ+n1QqNz5TMzlZp/ol7r2pJO4XLf4tCZjQStyzk0N8zhh7k5yu/fkdKyJK2sqmRPuaJ7bybI155LTGuRxe1m8+hiK5va63W5Rjk5cUadrccMwW8M6xQOcNiNzDMx75XsjPY/zmNQfnocYNDcyvvODWpPAAYM5fNFUPKaL4fSQ/JwZaTIHSJc0czqP6bLr/zm9ZJJOuaC1cuGgmRNL/40T2axefifR7rguOMzd7HbPbSo+p/vjzm2e08SxNIFZj5keS6buUUmbE0hPMLOiOYm/2t361yK0aJju58Ry0HNT9xHSwbY7KQT9/XZCJcwvLnSSovfabPT730uJ7Od+zHPsNbco2thgV1KTkreXaDea69AscbdXMZ39KHneH/UQs6iKiop2MQL0Jsjr872/aIqSVg8xv1wut6v9JG+E37m4mIVjtlUAbgHvzIJgq0k9cHphO3Up5M+cfOFwGLW1tWhpaREO3PT0tJjguoGX6epQYbAMGXNaqXjNZ+QioBCPGh4eRm9vr1Sypouq3Rx9r+xB4rQw9KJmtRqmkGqMkm4Vx3xyctIWvNLnWV9fx9TUFPr6+hCPx8UNNS12VjTKZDIYGBjYhVFSyXPB325hv9ii3TUGCS9fvizl9kyMkul4c3NzksJJjFL3EzKtdW3R6HKDWhFroYVLHm1FRQWAm++1qalJ0gVpiDi5pOY97GVpaR6yE12Kxzmdg+uMRVnuhFHqiLM+p8t1k8/c2NiI7u5uYQ+QS03LTitsfmkIA7ilVHnvTC1eXFzE6OgoRkZGMD09jfLycgwPD6Ojo0NgFuLw1dXVmJ2dFf2hC2TvVw6kKHnDxFeYk6w5hnqykFjOPGgmzWssi5kd7e3t0jqBTcG0qU5FovsD6x2CL7a8vBwNDQ3o6OhAU1MTqqqqEAqFpLryysqKzcXXL4nCOousa5lMJoUoblY6oktKvFDTnli3r6mpCR6PRxrdc2GRftPZ2QnLsjA3NycWo3lvnKSrq6tIpVLS8EwLFxoV9Y0bN2yKkhOjUCgIfnP16lXU1NQI50339+GunUql8MILL+DChQu2qHc6nZYJSa7pnSyOF1O0y7W8vCzvz+124/Tp00gkEgKnWNat4iG9vb0YGxuzRb118y+n65g4l5N1p+dIIBCQajZMeS0tLcXhw4elsZzZR9384jnNL20x7UX70ffjZBzotcbUTBo7e0W9XS6XzHEaN2bU+/Tp09LugQEWjRdqZaWph2ZPKz4L39nU1BSuXLkiqZZerxeDg4NS6YtFPUj1YsaT5gIfRA5UFAOAWIlk1Gvtr49l+a3e3l5cvHgRqVRKlCRFg+5nzpxBY2OjcCi1gqDimpiYEOBb75QadyR/s6GhQUqblZSUoK2tDd3d3VIJyAST9cBRIU1OTgIAOjs7EY/HbWWytLJjQzNuFnz2GzduwOv1IpvNyn3oHt+sbtLa2goAmJycFLDfjCBrt3txcVECU+T58bqkaly6dAkjIyPyrGYAjN4BCyC0tbXZKDG0LlZWVjA8PGyrvE0e5draGvx+P2KxmDAg9rJ27oXocaJV3dfXJ0Ea0tr8fj9crluZZsPDw7h27RrcbjdWV1fR1NQkdBMz914rGN1XyGQLUHSlKbZQLikpERe/qakJR48eRSqVshVDAWCz2PR7cwrEUExLyYnepBWqqYzMYJ4Jd2m3tri4GMFgEIlEQpghe/EoV1dXpWeObsvshJ+a98MvKvHZ2VmMjo5ifHxc+JaFQgGZTAajo6Po6uoSlkkikcCZM2ekPgVz1Q8qBwrm8DsDClRSThjZxsYGpqambAtWNzXSHLaXvexl6O7uRlVVlQ0jokVDwi4rtZBvZk5enld3iqTFF4lE0NjYiGg0ikwmI0qbi0tbigAkv7aoqAjj4+Po6upCOBy2TTIuAlYIomvOHXFxcRFDQ0PY2NhAY2OjrcyW/nxtbS0sy8KNGzdk59P3ZloWtGY0QZyLVrsk7A/khD1yobMSjNmSQtOXent7MTg4KPQlegOzs7O4cuUKmpubpbq5Tmd9KYXKkjnUg4ODaGtrk8wljiGxLaaPrq6uYmpqCiUlJY6ZOVoR53I5W9YMsDsoQjqLrj1AQ4C1DI4cOWKDScg35rvl9XWEXYtpbfLaZuBCGx+cVzpSz8/pczrhmZyDmiu8V2ZOUVERNjY2kEqlcPnyZfT29kqGnR4zHfTVhHKuJ4/HI0pOE9J574Rb2LM8Ho+LIdbS0oKHHnpIrssc84PIgRQlTe3KykopG2ViCNq6oebnQuR5qCDYLfDEiRPicmsXvlC4SRYfHx/H888/j6GhIVvva1NB88WzcyN3eo2DaveX97qXC0B8jmll5m6tXQ9tefC8pITMzs5ibGwMTU1Nwlfkc3LDYM3CwcFBW9kuChd1WVmZTEJuCJwoDOAQXuCz6UXuZEHz87p8F1NVJycnHTMpLMsS972npwcdHR3SC8Y8/70Sk5unrT6zyC1hH459eXk55ubmMDMzI4UxNjY2cOjQIVRXV4ty5ebNfGNdlci0POmGxuNxKSOm62GSitPY2IiXvexlguNnMhlsbW3ZFIfX65W5vLy8vIu9AezOsNHBDI6FhqlMRak3Ym54TrneXL+JRAIPPfQQHn74Ycdcb1roExMTeO655/DUU09hZGRE2Cic/1xDpKAx15vYuRkEZSton8+HkpISgeLYp2h0dBSNjY1wu92Sedba2opDhw7Z2lUfRA7kenNiJZNJaSZlFovgZKWS40TSRE8S0Y8fP44HH3xQsnF0QQUTQ7p+/TpmZ2dt2QsanAYggzU+Pi79a2hZMtBDAF5zGjVvywkXNCOnphLgc+veHzyGxWCz2azw6Oh6AXaCL1PiSkpKdmUQ6EhpZWWlcDOLiopQKBSkSlFFRQUikQhisRiy2azswtqN0s9AXprmQjKbJJfLYWRkRNpF6PHiscvLyxgdHcXk5CQSicQuutG9FNON039nszkGnaiEKisr0drairGxMVtx6eHh4V2tI8grXF9fRyaTsaUcmhs2cMtjiEajwlU1sXzil+3t7chms8hms6IIOaf4Tl0uF1KplI3y4mRNOj2/E7Zpfo4bP+u5crMwqweVlJQgEongyJEjOHr0KBKJhPSH0psujRy2itbVgzhnfT6f9KE3qwc1NTXZxozQGvPsGxsbMTMzI+wNxkSuXr2KlpYWee80MHSaLZ99v3LgnjmRSAQdHR22ykFOtBbtlvMl8MVXVlZKE66mpiYbbsfjGOXOZDLo7e0VbNG0CrQrbFmWYIvs9MYImHZltMuqJ7g5eDxWTyj9TFw03CGpyMwXy+CU5nNysZoT13R59LU1bKGtYI4BW1U0Nzfbxopkdv0MfD6djspn5djPz89jZmbGljViKiNmVjH9MhgM7goq3CsxJz6tRu0BaV4sM0UaGxtx5swZ+P1+Wz3K7e1tzM3NYWFhQbKP+M6Zasr3COzOmOH1mRzAezR5kzonvbq6GiMjI7ZeOMT9dCk/Ur9M19jEtZ02Rx5nfobj0dTUhPb2dgSDQSwsLGBoaAijo6Nilft8PiSTSRw5ckRapDCFk54YOy6eP38e3//+9zE+Pm4ras1nTiaTOHz4MNrb229bj5LPxFa/brcbhw4dkvoItHrZCmZiYkIa7BUVFe1qMOY0X24nB8r1pqvAaj9OStJc1CZmw12Wtf4YINEvm59hdJamssl/dFJypA+wuoj+nOl2aMvPtAg0bqLT2fQEo+VFnIrWoY4AVlRUSCFhvZvpZyRnjRFBJ+uA989yak6gvs4qqq2tRW1tLWZmZjA/P+/4PoknkRivlS+tcxb11ddxGnOniO1LIeZ9cs6yUrvJWaRyqK2txc7ODnw+n63COelXtMh5flrw9A60YWAqS60c99oYdYKAnmvaE9DZaWbKKHALetBjodkhFCd3XeOhkUhEWrXMzc0JPYznolejyxjSE+Fc4GcmJyfF8tabLdtWNzQ0oL29/bYVznXAmK46rexoNCpdAbSiZmCTCpRYvPYADiIHqnDucrnEVGb0znQlOPjEU7T1xj4xiUQChw4dQl1dna0AhqlUiYOxg5qmKDiBzaaipFWlqyLriiR6opiDR5e0srJS0i+BW2RlBmump6dlV+OCpPtMjITuHc/DxUpllMlkMD09jf7+fhseyufjYiH1aHp6GrlcDpFIRBYNJx/J9eTAzc7OIpvN7mqmRmuSxXmZpqg5eATNddVtPeb6nZk410uhKE1LgUqypqZGOlYS8tA8PVLK4vE4uru7d/XMoVdCD4D0lyNHjmBzc3PPnjmEj+bn55HNZlFXV7cnoZ3vmPNVY8VLS0vI5XK2QGpRUZFj75fb0YN0cMfJyqQRU1dXJ1S9qqoqmef02Ij7eTweUYo0GsyeOVevXpUq5LSOaRV2dXXh5S9/uQRKnXrmaIuYGw9huubmZjzwwAPSB2d5eVmydGjl0yUfGBiQ6kE6TXi/cqAK51QQ3Bn2iqZq7a8DDuz90draaquQbrqR/G5Zt5qba0vSaaHKA/2/Co4KCoAoo+HhYeRyObF8NCaqJ45WIrFYTPoPa9d0bW0N6XQaAwMDoihLSkrQ2NiI9vZ2RCIRsS65S+s2v4ycsszW8PAw+vr6ZNczhdSgfD6P0dFRDA8PC4BOl1u7lFVVVWhoaEBDQ4NUOjc3Ava+Jn5GfqGJNdGSMF1LwgAVFRW2alIvlWhmhst1k/TMClCRSMRWbUlbdtoq5Bg5dWEki6KoqAj19fV46KGHEI1Gb9uFcXt7W2qNNjY2CufWnOd0Gxk00xFurSh12p5ZBctUvlq0l8Tfzc/xftmYr7y8HPl83hZnACD449jYGADsqwsjdQZTS+vq6nD8+HF0dHRIME0T1/V9mTAbjYGamhocPXoUS0tLKC4utnVhrK+vRzAYRKFQwMLCAiYmJpDNZm3Y/4uiKGlSLywsiFam1Wi6pQSiWZiBu3M8HkdNTQ0OHz6MmpqaXQvLxOSowPQi1S/afFhGCGtra9HU1IRQKISdnZuFO69cuYIXXnhBamPqXd+MoFO5MRLNcvc6b5p9Vvr7+6WMHN2RZDIpjdN0LT1GIQFIibWBgQE8//zzQmvgvenn1AEyFvno6emRUvlmjivdOG4YprvJCev3+5FIJGxZQ9pi1rxX7UbyXBynqqoqUbYvZe53JBKRe9V9vUnz0QkDgL0AiE4xBCCQBK0PekecH2yzGo/Hcfjw4dv29S4UCsjn87ZOnhqyotVEd9Gk/9CdLBQKsqHptEsNC5iw115rh3NMv89C4WYL2N7eXmxtbdn6erOlCOlmxFF7enpEud6przc9StIC29raxJLk2JpzR78ffqe+8fl8aGhogGVZiMVie/b1drlcgmM6sQX2IwfumbOysiLRW0a9+UDalC8tLUVNTQ1OnjyJqqoqbGxsIJFISDCIRWz1gPCzGpfRYXwTa9EDSXwlHA7j0KFDaG1tRWVlJTY3N6UnyuDgIHK53C4qh+l207ynouSi0C+JnfgmJyclUrmzs4NMJoOVlRWxQlieTUMUtNTm5+fR29srE5ERV/28+j5pYS8uLmJychKzs7NSVNg8ju+ME1XjPNyVg8GgkKq1da0LN2j4ZNfk+X/LmTFiqSf8QTGguyGvfOUrbVZuPB5HY2MjksmkrUEdYE+P1RYLx9C0vEyvh9YpMfvGxkZ0dnYinU5jeHgY2WxWqF7BYFA6Em5ubtq8KF6bXgzbp3COakyfm7bL5UIoFEJfX58wEkzcmp/V7rY5303LiopyfHwc8/PzopCXl5clcQG4VWyCfdRZ2IVQgM7m0RsDA7k1NTVob29HTU0NysvLbZ6iKU4Kn18M1DEDj1mCHEO3+2amHL3LvZrk7Uf2rSg134mDpcFi01wuKSlBNBrFAw88gObmZgCQcmVmNzR+zrTyND7hJNp6paKsrq5GS0uLUBaWl5cFp1taWrK1nd3L/NYmvqaU6HtlQyj2r+FEGhwcRCgUkrxeullaUfKLhOiFhQXJGtDWhJO1rSPSCwsLjq4XuYMLCwvCzSOkQIxIl5HTEVltxRPz1JNTLy5uTPX19ZLCyPO8FPLEE08IFq6rI5H+pBW4DqaYsI8WJxeVQjec41dZWSmdB8npy2Qy2NnZQXl5uUTRNzc3JRjKdVBUVIRIJILOzk5JdmBwx+/3o6amBs3Nzairq0NRUZFQZy5fviztDUxFaW4A9EycMHk+H5kZq6urcrzGTGmNMuLutE73Gmev14vq6mo0NTWhublZcvBptWvep/lZDQ/o+yavm6XXtPfGc5qNxZwKd99J9q0o6+rq4Pf70dbWhtraWlter15EfAhaG+yFo3c5p+gjB8bEOc2Eew6cHkiem9WPmbpYUVEBy7JEcZEHdyeyqXY/dfUfzVujcuZ9EnNMp9O4fPmytLHVnRr1pGXU1EkJ81m5CZgK3cnK0ZsMsw/Gx8eRSqWwvr4u9CGm8HV2duLEiROora2Vxaqtc1oyZlaKfo8+nw/xeFwsNi6cg07CuyUdHR1y//p5gN351/ybqVD08Xt5MOZ5+XkaE6TxRKNRrKysYHFxEblcDplMBmNjYxLM4Phx7MLhME6fPo3a2lpsbW2Jm80iHaFQSIIo8XgcLpcL+XweRUVFUgOB96i/m6IVpbkGdVBJB/bMDZmWovk/7eLr9UqFVV9fLzxJBoPIGNG9rpzEnFfaoKE+Mjc+XlsHnl/UqPe//bf/VsxcZpiYO4fetbg7mFajFr3w+GAULlZdcMKc/FqhUqnQCuQid7lcaGtrw8te9jJsbW1heHhYGnjp+zYth42NDcFdiM1wsGm9spCE3n1XV1eRTqfR09ODaDSKQCCAUCi0y91iphCLyrIs2F4vUCtHWnJMr+M9c4KzmdKlS5cwMTEh0Vu/34/W1lbE43GcOXMGhw4dsuUz0+qkVUaStg5iAbfwPKaHMWHA5brVBO2lUJZ8Ds1P1daQ9n5MrNucX1ohmvPU6R1ppcBFy7no8Xhslew3NjakqtSJEyfQ3t5u4w82NjYKhKCxO9KVuPCbm5vR2tqKra0t4Rk7eUl8No/HY5v3ToaOHiPz+bVFyWc117/+WY8J3e5EIiH534xUz8/Pw+12IxKJSMFgE+rRsJxeC5yz+tr6njRlyGku7Ff2rSgff/xxW3EBHdjgzXJQ+DMXlH4JJhapB1a7p3SdyKuiFao/ozE/Yqh6QIgh1dXVyQT2er1Cw9ERdSe3gec1+Wo69S0cDotS1aXoZmZmMDw8jNbWVqGgaBoUC2I0NDSgtrZW8CGOi+a/6cnPz7EPj46is1gxu1tevXoVqVQKW1tbAqC/4hWv2BUJ5uf1hkW3ULtC+v0WFxdLjxJd7Z7j9VJZlcBui8p0s01Lkv/b61ym5WV6T3udX1OKMpkMrl+/jsHBQayvr6OyslI20EgkgmAwiPLyclslcDP4ou/HsizZzJjiWFRUJHnRmo6nFQ/pcU7vaK+NYS94gvME2F1dXY8T5zt75rCUIrsRpFIpMarohZlinpPXNK1+bS1yo+S6MOGBg8i+FSVTqEyek3lR7cY4uTMUp52IL8TEHXULCCerFLhF3GajL+IQOjJbX1+PRCKB6elpyTZxEu6+urCqBsXpZmklrp+VQRS2lCUuqseBijsYDCIcDmNxcVHyVs2FqZ+ZVnYwGLS1LQAgkepcLod0Oi2lu/g5dpWsrq4W3qSOApv3yOd0CnSQhsWSYdrycbJq7oWYyp5/A/aHm+7l8Ti5qHspY31tCmldjHwTCqHLTCtPGxVOVq/euBnA0cESzlvgFjWP1C3t6dGocLIozWd0giO4AWgmgDYmnGCq0tJS+Hw+KXbB+9C8UU3T01F5PaZOWL9pQZpep/aUnIKS+5F9K8pAICA/azqCFj6MuWh4w/oY/qwtSD4ELRPSfagUFhcXbVV1KNw5WKRhcnJSuIu0IquqqtDW1obl5WWkUiksLCwAwK4K4NqtZnYLKThUGoVCQVxZ3SyJz0I3mgGXcDhsc1c42Zjz3tnZCZfLJQ2Q9nJ5eG9VVVVSc09XcWJ+dl9fHwYHB6VaCoMa5IRGIhEpi6bfjYkpEUc1EwKIxVVWVgq9w8z532sTejGFuBqwu0CGufFwDu2VmmkqPu3x8G/6nVIxaNwauMW5ZSokg3ZMheRcIjcQ2O1p8W/cfFkIe2xsDCMjI5ibmwMA8Q7oddTU1KC2thaxWAxut1tyoUlF03Sl2wVP9Wap5wUtYLfbLeuPc59ZMZZlyVpsaWlBbW2tsEgACG7O+9fPb256+p1R9Fg70QmBm15YVVUVwuEwcrmc6Iv9bJ4yBvs9kBPQnHymteFkrpua3xQn5ckdlyC2di04IPpeqChmZ2cxPDyMsrIyNDQ0SHSR1hv5W2NjYxK5432RosFCwocPHxbiKq1avWjM59OTjNbt8vIy1tbWdpXhomtE93t9fR39/f1SHUnfl+kSc4LqyjA7O7eKG3MjIA9SU310LUSKtiq0a63dNtNK0sEL08vQls29FO2KmWNnKh0z3VJbR05W1F7BHv68F1ZHSIRcYs4DXeyCtUr1ZqufRWPffX19uHbtmmRnEUJaXV0VLygWi6Gjo0N6lFdWVsLlcmFrawuZTAZ9fX3o6+vD9PS0BIGYGsu5SuOFhgaZA8w+C4fDqKmpQTgcRnFxsUT58/k8JiYmkE6nsbS0hEKhINl4ra2tiEajYlwUFxdLMIscUT1vOJampUkF7KQkdXCHit3v96OjowOZTAYABLc/SAWhA1UPcuJf3c5qdDKN9ct3MpH1z1RctCidikjozzNjYGpqCsFg0Fa3kq5IOByWIrz5fF7uVwdJ2tracPz4cbS1tSEUComLq5WLzmDQk4tKi+mGrMpuWlh8Pu625Ntpq9XJJeKzmBgxF7/ms2nrjpXR5+bmhPSrFYd2T4h/MVqvOZZ8dtZN1JXvAdju/V6LeU19T8AtSpvOuiE0ozuKUrTnpBWpPr9+R07P7ETHIWYdjUZFkZn1XTUtZ2lpCTMzM7h48SLOnz+PwcFBCUjq87IAR3V1NY4ePYrjx48Lq4HPX1dXh2Qyie7ubslWoXWZTqcl3XBnZ0c8K3oijNKHw2GEQiFReoxez87OIpfL4eLFi7h48aLMR5/Ph2g0KhluVJL0IsvLy8Wy19Yrx4AKnCmiumA4vU8WMgkEApLayw2fJHSPx4OamhrJVHPKgNtLDlzhXCspp4i2qfD0pNK7pf67XvCmUuXOy6jqXosBuNUCNp/PY35+XirmaItB1/fTg1lRUYFwOIz29nacPn0aJ06cQDwetwWuqAR0X5xUKiWZSvqZWYsynU4jFotJ5RVtgXPXZs/yvdriOr0Hc7z4Pgjwl5eX2zKoVlZWMDo6ir6+PljWzXRSk6huWq5OBWstyxIlyVJjGxsbuxTqQdyauymm8tJVbbhwNb+U1hHnBseALvPq6irW1tZkU6PVY0akneam3qxonZON0djYiNbWVhtjQBsi5DKura1hbGwMzz//vChJVrfXLirn5ubmJra2tmyBV10rlfULotEoWltbJT2SJdFYxGJra0vgp2QyKX3PmaqqqTxu9826AsFgUJItWIV/eXlZqGTmZkTrz+Px2NKUgVvZSAsLC1INaGpqyvbstMK5WbOX+9GjR2U+8r2xaHY0GkVHR4eNU70f+YF65jhNCs091K6NBplNS9NpB9ei3UBt0d1uYhLoZkDHBH25g4VCITmGeaNdXV04duwYDh06JFkDGgCmhcF+LGxxYZLF9U44NzeHTCaD5eVlhEIhx3xWPqPOAdZjoC11t/smH1LTjTRMwSwRTYNiRtXExAQuXLiA1dVVhEIhmUT6nkxoQBcY0O9pc3MT2WwWw8PDUvdTFxF+KaLem5ube/J0qeDZ2qK/vx9ra2toaGhAZ2enkJ+1q5tKpTA2NiYFITQ2HIlEUFFRsQub5TkoVE7JZBJtbW0CJT344INSoUdjc9qYYMGJsbEx3LhxQ0qVcV7zWvzi8alUCuPj4+IRcfN1uVyylrRxUFNTg+3tbbS1tYlVuLq6Kp0BqqurJUJPxabJ4TwvXfP6+nrU1NTgxo0bQlnS3RzNNWBCNVxnCwsLGBgYwPe+9z309PTsSqPkvKdwTcfjcUSjUdu74X0TWjso6XzfipJcJ+6knIwaN9je3pbq4vqBtAVH3IDn0A/qZIHqgTNBbkbO9N/0eXhvZiStqqoKHR0dUjmHGEZbWxsaGhqEy8WXp60kAuIXL16U1hS6wrWe6Ew3ZLEAXWBCPzOVnRnRM/FTFnmtrq62FRThzszq6U1NTejr68PMzIyt/FQ+n0dvby9WV1dRX18vGwYXqsbi+N0p6s0NMZfL4erVq6itrYXH40EgEBBgv1AooLq6et8T8W7IxMSElACjEtNwCRXJyMgILl26hMXFRaTTaUlD9Hq94ppPTU3hwoULuHTpEsbHx8ViYsGF48ePI5FI2IKQTta+y3WzOEdLS4tssrTmAoEAKisrZeMxI8VURqwUpK2uvTw5Um4uX74sypwKjpxbvleNQVqWJSyGQCCA+fl5bG9vy5o1gzlOsQnWjqQHCNwKQmUyGWnRoHFaEx7hc2xtbSGXy+Hy5cu4ePGi1MPUEJbeDF0ul1Q2mp6eRjKZFAyd61hbsHzm/cq+FeX58+clt5JVcGgBMRGe/UZmZ2elLwVTFquqqoSSQkCYlbr1QjVvntaZ6dpygOhaWZYl3D+eW6fU8auoqAixWAwve9nLpI4kKTqBQMBGd6FQSdNtGxwcxNWrVyUdTQdqTICfeJjZc9h8RlIl9P1SXC6XFGkgrqX7C2msx+PxoK6uDk1NTRgYGEAulxOckk3PioqKMDExIcWXzZx7fU9OoDetxuXlZQwMDKCsrAzLy8uSscXnbGtr2+/0uivyzW9+U5IiGhsbbe1KeE87OzvIZrOYnJzEwsIC1tbWUFtbi4aGBgkW5vN5nDt3Dt/97ndlM9ze3kZZWZm4gsFgUPok7RXQBOyly6qqqgBAFAnfmw6iEDqhh8BKRQ0NDdJ8jvPD9NI4T1nl//nnn5dAKNethhecYAq32y3rOJvNwuVyIZFIoKWlRQogmywI/qw9KhbEYJGPyclJ9PX1we/32zpS0lgyjQcmToyPjyOTyYj3p0UbJ263W9gFvHdi7VSOpu44iOxbUX7+859HSUkJQqGQZIWQn8XmQeyxoqkHWjHSemFVoba2NtTX10svEafIot4FqBQ0j0srV0b8Wlpa0NjYaAPJuRNTcTPSRkuNFrKTy0YLkamBw8PD0gTMpDKY7jBfug6wmLsnNwMqJ/Nl8r4JSrNbpWntcRGEQiHE43HZmBjU0uNrNlcyCc1sX8FqS5qYz+dYX1+X7pozMzNCPOexb3zjG/c7ve6K/OM//iN8Ph86Oztx5swZHDlyRLA6WkL8Am71iCbpGQDy+TxmZmbwzDPP4MaNG7b+9RsbG3C5XFhbW0NzczOSyaRUPgfgOH/p9lVWVsp81CXd1tbWsLi4KKX6QqEQGhoaEAqFUF5ejtLSUiSTSZw8edJW17FQKEjrD15zfX1dPBd2l3zuuedQVFQkqaaaxwjc4h9TMY2MjODChQu4cuUKZmZm4Ha70dDQgLW1NZl3uiqP6WWwS+LU1JTQhLa3t6Xl8dbWltRjYFaaWQSca8Ls2mpSr0wLnlbo9evXRce4XK5dwWAaDTs7O1Jx6k6yb0U5MTGBoqIiiZKFQiHZ8dbX16WCTi6XsxGdSaplky4WZNjc3ITf70dVVZXNqnFSlNxlvV6vLHDSUjiwPIbcMabmaVyT3/Vntdt7u51GK0sCwXqHolviRCFyoqNopWNmszjdB4MrrAKtycnmeGkgn5sLx4gkZI2v6XsAbu7U+Xwe2WxWrGanIB2VBzmpi4uLKCoqkoV8r4VzkP2cdX8lHcwLBALw+/2SJw3c6m3EBmMsdqwjyzs7OxLIYjIB3xsXsYnn6jms5whwa3NivdS5uTlsb28jFovZLDxGsuPxOIaHh8UIId7GtaODdwzgTU9PCxWO3Fk9R6k0NjY2kMvlpFQcW0OTcpTJZKRsoVOMgBgwcXkz4EQdMTo6KgV2uWnRg+MGrLFaPYZ67ejr8j6oXPkcVIS8Fj/L/t4vSjBnenra9qKJe3CC0EUjYMvJo0FXvniv14uFhQW43W6hGpj9kzlArCbd3t6Ozc1NqfFHq5D3QEuxvr4ebW1tshi0MgVuYX2m20BF6PQC+DtfBF12PZmJAbGQAXmLxcXFolA4yczJxZxyXSeT/wcgUcNwOGyrjclj9L3SsmTLT1rOHLP29nYkEgm0tbXZ+sAwwsvMkcnJSVy4cAGDg4PSUsPETjUksbKysiu3/14LS4MVFRWhuroa7e3tiEaj4prRsiOnjhY3KyjRQk6n09JnyMw44fsnvLS2tmajupgbM3ALf9OekPYm5ufnMTAwgNnZWYEwqqur5XM+nw+JRALd3d02rC4UCqGtrU1iAJOTk7hx44bQt4jHbm9vo6qqCrOzszh27BgaGxulajsLUM/Pz+PSpUs4f/48BgYGpHUuN5f5+XmhuZkuO+fx/Pw8MpkMrl27JlxFPuPa2pr0Lvd6vZiensaRI0dw8uRJGxcXuGWdMoKvceDbCV1+Xruvrw9LS0s4efKktNPd2dnB/Pw8JiYmkM/ncfjw4X3NrQMV7jW1vLZqOCAmDqf/zp2BD6QrQZu4HBdkSUkJYrEYTpw4gWg0iq2tLXi9XoTDYfj9flsUjrQFKlBG+0yry/xu4opO/+cGwR1QF+IlF7K+vh7RaBQejwcLCwuYn58X3ItZGeR7abdrdnYWMzMztjYQWinpTAu2NNCBNFPZa8XI3FpmJnV3dyMSiaCurg4VFRXY2dnB4uIixsfHMTExIcUV2PaT2UJ7WbtaYRYKBVGW+5nYd1s4R1dXV6U1g0lEdrvdSCaTKC4uxtzcHAqFguRar6+v2/DM22FatMIImehFzu968zWNAH3P+XweqVRKXF0mC5B1QQpZVVUVotGowD5+vx/BYFCU3uLioq22KA2Lzc1NTExMYHZ2FplMBidPnpRybblcDr29vZiZmcG1a9cwOTkpkXWOmzYy9HPy+YjdDw0NYXh4GJcvX5ZOAnxuBno5xiS6+3w+xGIxIcXTqFhZWUEmk8HS0pJAH074vqm0NXmetToZP6mursbW1hYGBgZw9epV5PN5vPOd79zX3DpQczE9QE6umHks/6fBYrrIrNtHkrVp1fFztKZY3o1WGjvbacyP1zV3d32PpvW118/m83Ch+Xw+WzCLte5OnDiBU6dOSYksThiWORsbG0Ntba3wQguFmyXqx8bGpMrPzMyMWOZ0g0mYJVHYrBgE3HLhNNGdmRokCHd2doqFpeuKEpO7cOECrl+/Lu0/WaWa96PHT0fENWZcVlZmS2u710LLhLxUjhOFGztTOOkV0PVbWlpCNBpFLpezRcw1/swoNN05/u5Ef+PiNpWk5nXqVNelpSVks1lkMhksLi7KfdFj094aiehs3OXxeCTooftw81gGjZaWlpBOp9HU1ASv14t0Oo2hoSEsLCxIO2hCLRr28vl8kqWlcXcq49HRUZw7dw7Dw8MYHx+3wR4Uzk+6/BMTExgaGsLRo0dRU1MjwcNMJoOJiQn09PRId08zdXkv95/PSx4sr5nL5RCPx7G+vo7h4WFMTExgdXV133PrQM3F9KTRN2f+X2N0tG6YSlRRUYGGhgacOnUKR48elRQowM4jA+xNsFwul2BztB51BE/TgJwGUA+wab06HWtOet4Pk/vZYImFa1/+8pfj8OHD8Pl8WFlZwebmJm7cuCETl5M8l8shEAhI46+BgQHJtFhYWLAFiBjJjsfj6OrqkiwOTYDns7Nk1erqKoaGhjA0NITV1VXEYjE88MAD6OzslD4+HB+6NtlsVqyBubk5icCTg6l3c1JKioqKhLTOsaiqqkI8HpfI6L2W+vp6SV1l+wfNUeQ85Kanx5nvmTnBWtlTaVBREhvkhqlbTGirnuNm8mZpNTHwMTExIdi+ZVno6elBKBSSTpAMhvT09GB0dFTI8nzffEZ2GjSDjPyZ75QtnYuLi22f0fQbvRmWl5cLlMXgLRUka2z29PTg2rVrtkr9pkWqDSx+nr11SGWan5/H888/j4GBAVy7ds3WO53PY1qRelw17l8o3GyQR/6p3+8Xyp7ZTeBOcqBWELwx/dIpms+n+ZE6QldTU4NoNIrTp0/jgQceQCKR2EVZoJiWolNwwMTL9iK5m5/VL0wrWl3NxFSkTNOi+wBAauxFIhFEIhFblz+6f3Nzc3L8/Pw8+vv7UVFRIZk7xH6YG64nqtfrRTQalb4v8XjcFmXlfTODYXR0FNlsFpcuXcLo6KiUtopEIlIoVitXPjsXCS1IzTvV40ULg/y/5uZmtLS0oK6uDtFoFFVVVbYI472WN7zhDfD5fJJNEolEbLxOzZzQmBifkRgmA2Zc5BwHDbXobpsmDu60EesNmu9+cXERfX19UvaP43/hwgUsLS0hmUzC6/Vie3sb09PT6OnpwcTEhCxyt9sthG7gVosGQgemUaCDhloJM2tMGxq8b3pAjMKTFsa88+vXr2N0dBTpdBq5XA6bm5s2+Ehjmnp8aPGxJKBl3eRxsm1LOp2WyPntoDOeT2/m+him725tbWFubk7G/6A1Uw+07WuelIndsVp3OByWCuMM7jDC3dHRgdraWnR3d0syPK0j8yH1LsyXy6iay+Wy5ecyGkngl3SD2y1WWkp0U2j1sa0Do/ZU/iUlJdJ/h1kvpGMQZ/T7/fB4PBgfH8eFCxcwNDQkkUzubrOzszKGnLi6SRTHgJzVtrY2nD59WqqIawzKsm61kxgYGMCzzz6LmZkZ9Pf3S0+jRCIhG5dJfSIUonmj2m3UngFd1GAwiK6uLtTX1+PMmTNIJpOiHM10z3stP/qjPyoWL/FpUlSYgUVLmFxFfZ+cO+FwWFgTZptf4tS0OPkO9QYE2Ber3vAZZc5ms5iZmcHVq1cxNjaGpaUlmdu0enp7e+Vds1kZFz2vs7m5eVsvT88r3h+VKYNAwC181+zhzmpVrHlAbH1sbAznz58XK5Iek7nB7iU6Qn3x4kXMzMyguLgYmUwGU1NTWFtbk7HXHqKpJ0xcnu/JhDp0VS79nvYrB8711hegggwEAqirq0MkEkF3dzfq6urg8/kE5F1dXRWXmw2tqMz0JNRiciQJ0s/OztpqNhYXF0vEdnt7G6FQCI2NjeKmazI1he7H+vo6crkccrkc5ufnMT8/Ly4Qe+CQnlFeXo5CoYBUKiWKcnt7G+l0Guvr6ygqKsLo6Ci2t7cl5YyYI3c7vWs7TSLTxY/FYjh8+DDa2tqkJw3pN9yEcrkc+vv7ce7cOVy4cEHymHkdkqq1lWGOsy7eqye6fgdu982CAx0dHXj1q1+NZDJpaxKnlcHtFsiLKXV1dTbXixV3WFaMFiPrkgYCAakyw+dlAYeOjg5MTEwAANbW1gBAiqoEg0EAkFauOqVOU82oJE3rh9H10dFRjI6OiuvLd6TTXyncULXlZEJKJm5nuqMAhO4TiUSEV8neTxMTExL8ASDZXrW1tUIHZKUgelc0LJzSKvnzXsJ3NDU1Je14Sd3ROL1TrIHPbK4l/Q4Ae2ETcwM5iByozJqJVZWVlaGmpgZHjhzB8ePHEY1GhXpAs54KiW4qM0xMis7tsEWNa7BdLqPEq6urWFpawsrKipBzNzY2EI/HbSR2regJGOdyOVy6dAn9/f1SFkqnX1J4z3SDVlZW5H/MuHnhhRdw/fp1qSrEqKsmkOtFvBfIz7+VlJQIHUjXw6QVnM/nMT09jRs3buD5558XxcxoLADBsTj5TaoLFaLG2PTuzHuk+0Ur8uTJk4hGo7Y2t07Y3L2W4uJiuQ9aZYODg3jhhRcwPj6O7e1t+P1+dHd34+zZs2hubhYSOHDLonS73Th16hQAoKenR5q4MbDo9XqxurqK/v5+zM/Pw+v1oqSkRIrkkhesc6w13qkLpjCvWsM9tFLNMTSx/73G2Nys9AbM2ozHjh3DmTNnEIvFsLi4iFQqhaeeegq9vb1YWlqCy+VCZWUlkskkOjs7Bbrxer3Y2dlBTU0NEokExsbGZH6ZxpSpLJ3ui64/LWMaAU40ub2eVdOv6DVonbEXi+Egc/RArrfGGkhZiMfjaGtrQ3NzswD6dA9JD9D5lU4pS/rmKU67E11HRvzI/6JSosXV1NSEiooKG6Csz0WcJZfLYWJiAmNjY5ibm5MXRldfBz10firzRPl8jCjy80zdMkurOT2rxpLM59W8TK2MSPIeGxtDX1+ftBelgteWIwF87tBaYfM44nYm8E7hu2OJOgYxnN6jVpgvlfAdM7ebjb3I9auoqEBzc7OUDtNCDDIajaK9vV2SLIhd03okL3BhYUECHqwdQCPidi0NdNTY3Jz4DE4BDP2OeNx+hDAZA1H19fWor69HJBKR3k+jo6OYnp6WZ2QRkGg0KllCLJTCwF0oFJJiFXpOmfN6r3EA7AaCebx5Pv1504onv5tjxHWsjR6nQNB+ZN+Kkjm8XFSBQADt7e141atehZMnTyKRSEilZiom4mJcoGaDLXMQbgfQut03i2swX3ZsbEwqvJAcS3J3XV0dSktLpfCDPjcVTS6Xw9TUlGQh6Egdr6d3KwDSJ8fv9wOAVJxmauPCwoIEe/jMtNT0M+soq5MbzrEiJQO45XqtrKxgcnISzz//PM6dO4f+/n5Js9NWCXdn4qjkl1G0MmPVF40Xc/yJyZHczH7pOutJb0AE8/faJF5McdoALMuSwiRra2vCmojFYuJ+a6I852x1dTX8fj/a29uFiM+e3blcDmNjY1IQpVAoiKV26NAhnD59WiL/OgtGzyczeGbev2kx6g2NxoITt1lveloBk0HR0NCAM2fO4MEHH5RqRhsbG4jFYpKtMjU1heLiYrS2tuLs2bNIJpPiJXL8amtrcfz4cSGhM+NG4/56DmjvUSupvaw7J0XKv+u4CMvWsaAHA5Y0XEi1Il2J9+8Eyd1O9q0oq6urxd8vKytDY2Mjzp49i5MnT6K+vl5yTvWDE0M0K5Dw/+Zg8WcdMePfdF8WplLRqqR1R/yHE9tMG6TQPSZ3jQVozTxrTvRAIICmpiYcPnwYra2tiMViKC4uFgsln89jcHAQPT09GBsbs5n7+iXre9HYkV5EtNSDwaDQeQqFguBCY2NjePbZZ/HMM88IvqUVoLkp6NL8Ozs7u4oD6ACGxo01idzj8aCqqgpNTU2IRqNiTWr+Ji3plZUVWXDs536vhPfE+cI2ImwHS+wtm82KFa6DF/pdcAH6/X5JB9zZ2RF3e2JiwtYz3eVywefzYX19HaFQCIXCTSK7aQQw2ksc3MQd9bwwFaXTF0VbVCzswo2ChSFY0PfUqVNoamoSjJbzvKOjAzs7O1JRqbW1VaAfng+AZH7V19fj5MmTcLvdCIVCSKVSUg9WB9GcNk0nA0H/3dz0+F3DH/F4XFpL8Mvn88GyLCwtLWFpaQkDAwPyrjY3N21c6IMwM/atKB9++GG5UXYBbG1tRU1Nja3Lm6n8nF6qHhDz/3pH1efQtA6fzwePxyNYD+k1PI6EarPKiQbaqfQ1JYITS7spdNPOnj2LU6dOIR6PS8STimhjY0Mi+t/73vfQ398vwR7TTTKtC01iZpFVWm/E0AqFAhYXFzE/P4/z58/jmWeewcDAgFS1oZVqWnjEfxhRdRpvEtpjsZikuZmbFDmwdMFogTFyyZajmUxGcLetrS088sgj+56Id0O0JQUAlZWV0ilT45ckXuvGXhTt4hHT45yhuz09PY25uTnxQvS4cvM1aVacK4RMRkdHpaCICXfcSUlqb4B/YzXy6upqUR6MUjO/n1WIqqurbWmwZArEYjF4PB60tbWhrKwMwWBQyrSZARV6eC0tLfD7/Whra5MUxXQ6LZlGuVwOy8vLtrzv/SpJLVwvZWVliMViiEajeOCBB9De3i7wAaP4hUJBKqJ3dHQIpMCgMqutM+K/H9m3oiT1QisQdiHUVgofGNgdyeb/zJfMn53OoRWKNrsjkQja2towPT2NqakpLC8vw7IssSK4W2pXn+ejO2lmVfAYmubMrz569ChOnjwpFB3tTvN5SJGhVcucYDNww+fhtRmJLS8vRyQSkZfY3NyM5uZmqfG4srKCubk5DA0NYXJy0rZIzWfUUfaVlRWBJpwUKoMOoVBIcu6ZZ6sXOZXi9va2VNGhRT0+Po7e3l4MDAwItWN7exsf+MAH9ju97opQSfJ9ckxjsZitdznpYDqtVnMmzXlIMr9WkjpjSUMlLMpClgIAsbbJUHjmmWdw/fp1iXab3pVpZOh5CtyK5PKZ6fV0dHTgxIkT6OrqkpawAMSiZMKHiS9r748RfdL9ND7OY/nFDbSsrEyyXphjnkqlMDAwgBs3bmB4eFhSYXWQyhxnJ0tSjwWrlx05cgStra04deoUqqurJZjG53S5XIInM8DMOIbmwB7E/d63omSnQADywriDm9ii+bPTQPPvGrdxwi72cjNYrq2lpQX19fVC02GFHKfe4zwPJ0Q0GkUgEJC8VLphmlhdXV2NpqYm1NTUSI1Lrey5KEtKStDQ0ICNjQ0hkVNpaBeWwD8rXUejUSmrReI262mS78c6hZozqrHUvXBfWk/ETjVeBdzCfshICAaDUhxCW2bb29vIZrPo7+8XQjYAKbpw8eJFibrTnXSyGF5s0QEk/Vy0sFKplM211Zif6dXwfAwGsMIPC2FoIjW5hl1dXXjooYfQ2dkpY8nA4djYGC5cuICLFy9iaGhIgktm8I0KiAqQhgkDoqTP8N4YXGlqasLLX/5ynDlzBtXV1TJPgVuxArrZ2oDhpkFlzqAox5D3pDdfvcmwUhX7kXNjIem/oaFBStalUqldxgNFryn9DvW7LC8vR2NjI06fPo2mpiYkk/9Pe1/W1FZ2tf0g04JmFJqRQIjBDMaAcbdNVfomlc6bqtykKlX5JflXqUp+QHKVSnfHiQfcmBmDQGhEQgIkGYwA6b1wPYt1NgdbvNWfffFpVbnAaDhn77P32mt41rOiFl5PTTrCEBIr6Vjnzf3fKNEGpWFFyTiPdo05CHOBATcDsDqOqLPhJnzHbpJMtx2AmOGBQACRSETas9br1zRKTHCYUCRWrNRqNUxOTuLi4gLJZFJcBFqu7C/idrst2Wc9Jq3sdXkmY4f5fF6yzty47JfCqpZAICBlYkQM6OqRq6sroaQjyQVJBW6bLy4c4AP9FtlwOjs75VnROqzVPnTKc7vd6OzsFOA9nyMrKH788UekUilRlEdHR0gmk9JnxYS5fG7RyguAhGmi0ShCoRD29vbk2fKfqSRNK4uuLinYaDXpg7KzsxPj4+P4n//5HyFv4WYkZvLZs2f417/+hb29PQvu0DQm+NyITyauky2Pc7mckA5fXl7KwTU7O4vHjx8jEokIuzi/n+vfVA7Eax4dHeHdu3fIZDI4OzuTkAVZ9AFIOSvj0BcXF9KkThdCALjRuZG44La2NoGwmRR2piWvD3/qCva0mpycFCNHY7E1xwPnk/tIe0aUu6zThhUlAck0+6ns7BabOWi6bVRepKbiJGtryLQoTWtJf29raytcLhcikQh8Pp/gKWOxGBwOBwKBgFRRaKiG0+kU0PvV1RV6e3vx+vVrxONxYW7Rit1OWZtxI94P4zVsbLa2tibZTWYdnzx5Ih3yiC1lOMA85fj9hLFMTU1JgyluFr6Pm5+Bd4fjQxnk2dkZ9vf3EQ6HAcBC/cZnyhiV2+0WK5Qn/8XFBY6OjoTcw3QpqTy+pJIErFUx3DR0C0dGRrC+vi5uGcdlV67K79LJMLaG1RUowIe59Hg8mJ+fx6NHj6TrYUtLiyiWRCIhpX56XvWhptc2UQYTExPSy4nJ1FQqhaWlJbx9+1YYcfr7+/Htt98iEolIaEhD3MzQDHBNWnxwcICtrS1ks1lpE8LDhVVXACRzTHRHrVaDx+PB2NiYdDjUniGNCp/PhwcPHsDhcKCnp0fKNTOZjPC6ai5WM0zFZ8nYJGOSmvPAtERNHaJj11TKd6nzBu6gKJkZpsK7uLiQ7BetLfMmeaOaPblQKODg4ADt7e0YHR21MOLYBbBNt9yMkZCrLxAIYH9/H5VKRZIphAYNDAzIyaLdagaqWfDPYvyjoyOLJcHgvMlgosdL4cZ5+PCh9DMuFAo4Pj5Gd3c3Jicnpc6dcRK78II5F4TwDA8PY3Z2VuKOLPNitpPZQHLv0frZ29uDw+FAKpWyQHuYYXc6nejv78fAwAAuLy8lIUP8JReXBtvz0DTjyV9SWdIq09YZcZE9PT0WFh5yShKG1dLSYqmFZmwynU5jfX0d+/v7svZ1bNLtdss6NmP2DH+USiULhMtOeVGoVMbGxjA2NoZHjx6JFU8vZGVlBUdHR/D5fAgEAhgbGxMlaXeIa0uZ/KHpdBpLS0v497//jVwuh3Q6LXG81dVVBAIB9Pb2CkqEBQxnZ2dobW2Fx+PBycmJJXmqQ3FUcF6vF7Ozs/D7/QiFQsjlcnj9+rVUuJlhOX3ftK7dbjfGx8cRiUQsLO3aiOLhZoYD+d2mUXMXrG/DipLJg3fv3oniIMaPboa+Ob1p+Ll4PI5sNotkMilWD3vpmLET/XBNt1Ini3TMjyB3kvumUikMDQ2J9ajvi5+naxONRiUGxYwlr8UMGrkkb3sIevOwrJOHxOHhobRycLlcFtyi3WYxwxlU8D09PQiHw/D5fMhkMmL9sg67u7sbQ0NDcLvdElskXCOVSqFarYobRAVCRck4pSY81vdmQle4OG/blF9CzMOG92i6eXQ5T05O4PF4xAJnEoBlscViUcIL5XLZUmfNtdTW1mZp3arvxTzszYPW/JuOKxIb2NHRYWm/EAqFcH5+jpOTEwuJh96D5jPRilsnp2KxmLjyJycnYgUzLMOuAoSX8TW6vOwwamJ4KZyf7u5uOYDa29uFVrBcLt84XE1rkmubeQK7BKweH6+r14GWu8QmKQ0ryufPn0t/kVwuh1qtBrfbjcnJSYyNjcHr9Qq1uwnDocv23//+VybI6XSKlcXBa/fYjFGYA+bfmZgZGBhAT0+PAIvr9Tri8ThGRkYwODhoaTZGF1UnbpgxY7liqVQSKEypVEKhUEBnZ6dYb+YC14qSFiutPEJ0GGdhC1FNRGFucFPp8D4JHSoUCjg7O0MymZRnQYYhlpy9f/8eqVQKa2tr0vStVCpJ2IOMP2w+1draitHRUbx//x5bW1s3GK15bzqmpBMjWil8CdEbTtNssd5bFwQUCgWsra2hs7MTlUpFAOIsAWW/oFQqJaTGun8Or6cPOtOl1iV1VKIaMQFY55NzrT0B7SYSqeF0OuFyucSya29vl7Ys5nzoa/F7yaj+ww8/4OXLl0gkEjJuJh2r1SpKpZLcj8kuxFAce2XZhTB4XYaWCBD3+Xw4Pj6WyiZa6GbojaEjr9eLqakpTE1NIRAIWDCdFD2P2qrUnqhGfNx1rTasKP/6179a8GcApHyJUAUqPe1OEqy7tbWFra0tHB4e4vj4GG1tbUgmk8hms5JF1HANc7L1hOiHQRgPSRpIV0YlZRfD0N/Nf319fYhGoxKrS6fTOD8/F7xmJpOR0kUCeu0UCMVcVCYdl7bG7BJZpuLkg2fMbW5uDldXV9jd3UW9XhdWJiZ8WMJJRdjR0YF8Pi8K1+VyScsBQjz4TPkZvdh0nIcb1yT0Nf99biEqgFYRm909f/4ci4uLUmpHqzAWi6FSqWB9fV0ao5GboFgsSsjk9PRUIE/mwUG3NJ1O4/j4WIDqfN2Mm5rhCTOZQQ+sVCphZ2cHtVpN4tPMpNN6JSs4D37gpovJv/FaZ2dnSKfTePnyJRYXF6UqTa9XWp18vrr2nPfP99Xr9RvGEcfLZ8LPUC+0traKYUODxYxRAtdWNQ//UCgkB4KeXx131GER4CaJt2nxNyoNK8o3b97IIqQLytOApxyTJ7pumOQEPHn0iUwTWk8UB2BuNn3qmhZXe3s7IpEIvvvuO3g8HpyenuKrr75CKBTC0NCQQBc0iFp/nuY9KxA8Ho+w8LBlBeEhdFk15yYfmJ6fSqWCYrEoTarK5bJwJV5eXlp4G+3cNf1QdXKMrgwJeYeGhiSEEQwGBePKklNuIh5qAMTiJfksF6yuVddKkPPDOLJOaFBpmpbmlxDeNyu2dnZ2pC90PB4XC5n3yWZkqVRKrD4qBSaoTDIR83AkAfPS0hLcbjeurq7gdrvR2toq7FJ7e3s4OTkRJUvRFpCOz7HqbGtrC/l8Hu/evUOhUMDo6CiCwaC0QDF5XO08L32QMaSQTqexvb0tfd91QlB/zjRKzNcY+tKwIztlqX9nLT0RHoC1nFaLNjTo9dnNH8MEDJcwdMZkHhsTcv3azdOnpGFFSfZlnU0joeibN2/gcrmkR7bmTOTD0XxwTAL5/X7pAaNPWT4E/VB0el8Plg+rr69PKN7oPhBcyyykiSPUE0brtKenR+i0/H6/9O44OTmxZCf1SaktgWKxiEQigc3NTezs7EgrCEJ8RkZG8PDhQwspA1sW2MUr9UnLDXx+fg6HwyHzR7eGcSoNByGZRWdnp2S9+XeNNWWg/uDgQHqN6MRDZ2enhFdYDUVOTjO7+qUsSlZf7O/vY3V1FSsrK4jH43JY6UwnkRg81EwFqBEedpaUfm+xWMSbN2+kKdvIyIgwqO/t7eHnn39GPp8XI8GMSZouJ2N5uVxOKNDi8Timp6cxMzODkZEReDweS0LDVLr8Lr3eOWYaAbSSzfAR70t/h3Zj9Txotio7S9ZcCww/sFqI+8c0lKhfaN3H43GhhaNCpiHGtXhwcICDgwMpLaXxxmQvm8lpBE+j0rCiZKmX/nImaVKpFNbX13F1dSWckxrwCsBSDdPS0iIdE4PBoKWvLydKX8tUknryuZi5mXUmWcc8zY1rtzjoFvAeGYRmxlln9zTYng+VhKb//Oc/hYxUd1b86quvEI/Hsb+/j8ePH2Nubg7RaBR9fX2WrDzvhePVCrJQKKBUKqFWq6G3t1dOZt37XG9ijoVuDF/XAXFaRoVCAbu7u9JjmhY40QXslV4sFqVlhF4bnIu7LMBfUv7xj3+Iy7q7u2vpIaOVG2BfLqiVAXAdc9Rrje/jZxkHTaVSKJfL2N/fh9/vR1tbG2q1GorFItLp9A0qMtP6Ng9IwnfYMoI9bRKJBGZnZyVeR2QHLX3NMM7iC8afeT3NWmRnffJ3fU+m18PvOT4+FsuUZDH0tOwOAX4X4T4ulwvlcvlG+IHzz7DG4uKiwPlIRg1Awitsf8K5rtU+ELr4/X7cv39fSozZo4vX6e/vb2htNawotWWjJ5MQFbb/1NTtPM3I+sMWCMx86YwrJ9c8lXQ9NidZL1yyhNBiJdSDyRm+T1sGfChaIdtZDpqIgzE8KiU7C4rQpMXFRezs7FiUDS08zRHJ2NDo6Ci+/vprsaz1ouQYDw8PcXR0hI2NDeTzefT09ODBgwfSRMuEGdmd5Dp+peeZQf5CoYBcLid92XVGW5dbUkg0wLVw27U/l/z973+XudLd+4CbLrMZG9bPk+/R4RqKdpH5f7p/LN9jN0WHw4FqtXqDHELHz+h5aatKh5n43Yy5ktBjY2NDCFo070E+nxeco8vlwtjYGCYnJ6VMVicv9Zj0PJh73IQy8fXz83Pk83msrq4KPImK+7ZECV8j/CmVSsHhcFjA/FqJ0wLe3d0F8EExsjHa1dWVMIDF43EJU3BNOhwOZDIZJJNJbG5uimHGMl0AmJ+fb2Rp3Z3hXA+Yf2eMoFqt3sh+so44Go3C7XZLbIunHTe5ZvIwA7VaSZpuBN2SZDIJh8OBSCSC0dFRgd9oyAQXns6ycUEC1zWx2mUhmQIVjcmnqb+HjbpY6WA2WNdxTLo8VOxut1usYL0o6Xqsrq4ikUjg1atXKJVK8Pl8aGtrE4IDO3iW+Zxue42v0zJkOEN/JxUQk3MsRaMrZVqRdwmU/1JycHAgrpjmAzUVoL5HM4xiKsBP4UK15U9lyFp4vVa1wmaohEk+ANJbXcOPzMOc8WN2zlxbW4PL5YLD4ZDumwSG1+t1dHd3Y2pqCgAQiUQQDofF0tSVSRTTy9IHgrYGeYDQotzc3MSLFy8s/aN0ZtpUvrqaCQDC4TCSyaTgWpkbYMycynJnZwflchkbGxsSA2YegIe7GU+mYZLL5RCLxaTPEcfx5z//uaG19X9qlWduAv1/M9ZAM1sDvHXg1zytbgu0mlYQFyiBs2/fvpXP+Xw+cTW0AtZuB08twh6ouGmWm9fSytM8XU2LQM+BXmz8O930k5MTYVfp6OjA5eWlJUvH+y2VSgJTYRyuVqtJe1Ezbvux5/UxBca4JQ8wLjpaLCQHZhhAM+ToZ/YlrEngGkTM+TOVt9192a0r0xVvVPQa0ErYtOxJUMEe9MCHHABFMxrZuersrcP1T/wn6QXp4lerVWSzWeTzefT19dlSnt12gHzM4taWL9dnMpkU65CckLcd3pyXrq4uDA4OCiOZ1+tFOp3GvXv3LDkRnWAjzpnVRywI0T3W9fVokPCwOj09tbCgNyp37uutTxb+1JaejuvQ3WRNdn9/vzxITd1kuowU05LUJz6ts0KhgKWlJSwtLaFarSKZTEoFC7PKOg7H8ikmWViJ4Pf7EYlELIX1nFzNbP0x0f3GW1tbb7R65ZgYBGcfZ80XqRUvuQvT6TRWVlawv7+PZDIptbIulwv3799HX1/frVlBc9Pbvd7S8gE54Pf7MTMzI+EQVv9w/ExIcLNp2Ij570vIzMyMtFjQQGg7ZQ5YFQI3rw436IQi329nOZtWKP+u94ie50AggJmZGQSDQbHydnd3sby8jEQiIYTA/E6tJOkV0XI9Pj62rG9CmPhe9uYhVpYFEGazLS3mHJF4g+ExQvBodBSLRaysrMDpdCIajeL09FRcXM6PxpQyi83CCzIPMWyxvb2Ng4MDrKysCHxJA+FLpZLcn2bwtzsYuUYZGrkrGQalYUVppta18MI8XdhzQzetYhUIK3zYhN4sfeTvdvE089p86KlUShRftVpFKBRCtVoVcgKa6ZVKBbFYDC9evMDGxoa4aGyKxiJ/ZqG5EJjlJXaNDN/mvba1tSEcDiMUCkn7ADswLXBN5UaKfcI9zLIsVhoVi0Vxq2gxbG9v49mzZ0Lwy5Ncf17HX3WyRy8WZsEDgQC++eYbjI2NYWJiQuJd7IyXSqUkxGJuMnOMX0JZ/uEPf5A48Zs3b6QmXlPG8d7sLCmGEszXTM/C/JxpRJjv4Vzfu3dPYnPfffcdwuEwwuEwqtUq/H6/hTGfB7RWkvoeaM2ZkCPz2ZKUg8UU5+fn2NjYkCoc837NfcfyQdKZXV1dIZfLIZ/Pi1J+//49Dg4O8OLFC2xvbyOdTkvdOb+b+N9QKCT7jPdE+J7H4xGSm6OjI/T39+PFixfY3NyUQ1uH97Ti1axGdvtN4y3/L2GhhhUlO9zpADMDonTXHA6HMNVcXl4K9ITEAoSY3Lt3T7o2Mjt+20bTG1+f/rTKmMjhBmanRuI2Ccplhn57exsvX75ELBaTSa9WqxgYGLCAiollq1Qq2NnZEawdyQLsWJ+7u7sxODiIBw8eWEhZddE/FzJjt+Qu5MLR2Ey6aYQ5adIMVo8sLy9jeHhYsHsmvpOJALIiMTam48K0GpgYuri4wNDQkLQMzeVyWFlZwfPnzwVDSWtbewH655dQlN9++y3Oz89lk1arVcRiMYkfmxA0O6Vuhl3swjB27wdg6yHpz+qEGGn0aIDoxKCJ8jATUtpK02gH7QUx7ETavMPDQ6ytrUnDtWKxaOvx6HGyAmhqagqzs7Po7e1FtVrFzz//jDdv3ogrrxng2cmUwHAqcrfbjUePHmFhYUFY8nnvdIPJjcqMeF9fn3g3q6ur0jecc03jgAeAJmM2D0U7j/Uu0rCi/P3vf496vS6AztPTU7HIvvrqKwQCAUlIsEWqftBkzwmHwxgYGJDmRqxioDtnnpyMOfE10xVhDJS1sOyEx+ybCWci5or3x9PNjlaKQHmSZVxcXCAajWJubk7KBYldJC1bOBzGzMwMdnZ2cHJyIgeKxp/SRQ8GgxgcHJTm8iZ7EC1OAuepHOlqsJvk5uYmxsbGpOkXlTFd93w+LxYAWauJQqC7TqXMRdvb2ysJBL/fL9nu8/Nz7O3tycFkbjQ+uy8hLpcLV1dXcDqdOD8/l+ZzzH6bawewx/rpeBzfw7/rn+Ym1J8HcMN15z7IZrOCiiAj+vLyMt6+fStJCa4Zft40GJgQIm6Zz14nDOv1ujCVO51OgSqxD7ddLJ1j52Hu9/vx5MkTLCwsSDmu0+m0tLKgYuKBfHZ2ZlnHTqcTZ2dn4mKb2X89R9xHVJxcj+yOSugPD/1gMCi8BplMBul0WpSltpDN53LX+HPDivK3v/2tWEcMHDMzVa/XxYWkBcd+v2xVyzpnVoV4vV5h1NaKUotezKZLwUlln2Y+pEgkgvn5eYTDYbGQGFgmWYXX68X79+8BAP39/VhYWMDjx48RDoeFCJSwDlJRsZkUCRIymQzm5+cF2kNSDpKEhsNh2Qxa6be0tEi96/3799Hf3y9zZwLOeWqy3PDk5MQCO6KlRHq58/NzsSqB61DIzs4OlpeXcXR0BK/XC4/HgwcPHlhaC2srhYuqVqtJgofJnWKxiFKpJBRv+rndFiL5XEIF0tHRAb/fj4GBAXR3d+Pw8NCS3GnEurjNgrTLgtuN2c7SJmtPPB7H+/fv0dXVhe7ubpyeniKdTkstPl1IE7fJ9UFlwg6oHo8HQ0NDgmPURLwM5VxeXiKRSCCRSNxwUe2EiA+Xy4VgMCiYTULJyB2ge8brOCrvm8qOa5ghNzuspelFdnR0IBAIYH5+XujdaKjRknU4HIKN1PFXnf02nyctV7M2/mPS8DuJote8idr90guFeDJ9Mun2DKSk1z2hOWmcKD2JwDWIVS+a9vZ29Pf348mTJxgcHERraysGBwcRjUbR09NjaXBfr9elJnxubg6Dg4NwOp0YGxvD3NwcwuGwsOYAH05/bZ3Sda9UKpKEKRQKePfuHXw+H8LhMDo7Oy0xPCpoLiJabX19fYhEIrLI6YLcZrlwvNq143ebLQK01URFub29jVevXiGXy0lQP5/P4+nTpxgfH0dfX5+FRJnC7+V1h4aGMDMzg93dXckg6vI3vT402uBziV6LnBsAls1rF+szY3N6rm9TiubnKKalqvcGY45kdKInQngdy1/tLFxtSTI5OjMzg2+++UbaCHd3d0s2WFuVDEm1t7dL9Qo9Do7FdOu5hojQIOvUvXv34PF4hN/z8PDQNpvO/dnX14fh4WE8ffoUCwsLwtdJS9F8LjrxxQPB7/fj4cOH2NzcRDqdlhAZ25zo/kAmq5CeQ1qpbKZHguNGpGFFub6+LvXQdFM1cQIHyw3K05KZJrq4rBsmRMhuUZiLT7+mNwIztV1dXZiampI4Id1YnVmnwh4aGkJbW5vEUH0+n9Cw6ROG1me9Xsf4+Di2t7dxfHwsLOiExxSLRQSDQUxNTcHn8+Hy8hLr6+tCuEDLgEqEccyZmRlpA8rrmskEZvjS6TR2d3eRTCYtJYM8GXnw6HnlfDHWysZfwIfEHJV+vV6XzLkG2OuYGeeDFG9+vx+VSkXCAFygpN0nX+DnFpbSka1JJ79My9fsQ2MXI9fxQv7NtPJMpam/wy5OSSVGrKW+luny63umhcekCJm++/v70d3dbYHfUVnyPpjxBYBYLIadnR1bY8RUMLoFiM/ng9frFdYiKpz29nZpU8vv4H73+XyYmZnBwsICZmdnhSeVB5FGTQCweDM6rtvZ2Yn+/n5EIhEsLy+jWCzKQU2il66uLvFw9XfqsAfnt7OzU/rTNyoNK8q//OUv6OrqwtjYGJ4+fYqJiQlxGbXU63ULFTxhNczqmor1YwvrtvgXFxU3L7NrVEYEhOsAd0vLdW8TVijwgWoFQSEo1uFwYGpqCltbWzg4OJBYCckUKpUKurq6sLy8jJ6eHnFPc7mc0N3TumTv54mJCUxPT8Pv94urr+evXq8LucP29jZ++OEHLC4uolgsStCcC5JzYIdRZcklDwFuUMIs9KYlNRshVXbCOXG73SgUChILrNfrFqaXkZERIZr9nEL6P1rROzs7wljPQ4gHZmdnJ3p7e+VQZXKQrXaZINQbDbhpkfJvplLle0wrXX+faXXSGm9pabFYl8B1sjAUCmF8fBwTExPwer0Sz7y8/NBIiwceCyW4Xy4uLiR7zTCRVvx2wgKKxcVFnJ6ewu/3IxqNAgCSySROT09vsClxfj0eD+bm5vDrX/8a09PTksAxDybGVLWSNJNitCwZa+WYmHMAIPkADXuyy2fwUDerkz4lDSvK/f192dTRaBTDw8M3XEUKB83TjYvAXDQcjJ4UTrb5N/P9fB9NeA17uc30prLSD8CuARnfr5lOGKPhe2k5UxkSj1mv1y09QfRBwAfudrsFYqQtQNNtLpfLSCQS2NnZEWA68WKcY437pPLXv5MsQ1O8UTmyP3U8HhelbVYm6fvi4aQ7+fEgomImN2ggEGh0af1ikkqlcHV1JbFkuoUm4oAuIRMBJKellUxAv/n87Na7Xo8fe58W8/DX1qSmLNObnIdUMBjE0NCQxPvJSlQqlaRHUK1WsxAv6+ejCX7t4pPa9eY6KRaL2N3dlcRYW1ubhWjE/B6u81AohGAwKO1OtDFizpV5fT1/5nrUuQrGTAHIgWGGoPQhp0MKuufUp6RhRZnJZMR6ZFxPD+I2V/k2BWYuJjOrx7/pgeoMOMUuJsEJ0QF8vtekp/pYcJ7v83q9GB8fx+LiovBUcrJp7msQrL4Hfh83A90IxkhMbj0+5Eqlgu3tbfz4449YXl4WyJX+TibWuDjMhcXMKBmwdcxOE7hyLE+ePJHOdjp+o8dCav/Dw0N0dnbKZqFFGQ6HMTEx8UUU5d/+9jfJvhYKBUsVk2aTikajmJ6ethDBXlxcoFAoIBaLIZvNYmNjA+l0WmBVnAe7df4xy8wMLZnWjhayV7lcLkufosvLS3R1dWFkZAS/+tWvMD09jba2NukWUCqVRKm53e4bfaioeImJ1P1mTMOD+5CWHklF2PIhFouJp0j0iLn+WltbJTwQDoctCUNz7FoB8v/6p7Y6dcWSqcx1RRb3vRkO4Z45OztDLpcTa7QRuRN7EDGHOoBvDpSD0wMyB29OiJ3rbQofhJk8ussJxdftSp1omZkxOlplPp9P+kMztgfAEozWbpQ+tfUpRgVMa9vOzSUubW9vT05yuhR6jgjFyOfzyOVyEmultUf8KkveaGVyEWllSTccgFDMafo7WjW0iIn9ZM8TWvcMu5ghmc8hP/30k/zO6hHGokkz5/P5sLCwgLm5OYRCIUsCpFKpIBgMIpvNyjpxOByWaiSKfqZ2mX/+zvfqz9kJw0DRaBT379+Hw+HAxsaGtKvo7e3F/fv3MT09jWg0ilqtJogTYluJfACsXpmOabvdbgwNDUnrXl2XzjVLa1pXZRFzXKlULPXpmq9Te5Jut1sqb8ywFu+PnzHjvloIUTs+PsbR0dENkDx/5/yReIYHDNEtFCp/hosalYbfSV5H9qImXs8UfbqaCtDc6PozetD6NX3q2b3vthNbLxAKFxN7yFDhE+TKDc4YDxcbXRpyADocjlvJTvW9afeJp6LZptNurLSK8vm8wEXMcfL7SAqytLSEq6srdHV1CVyCJZ2rq6vS/U8Lr1Or1bC9vS0WKkHzPp/PEh7Q1UTd3d0WK4Ebt1AoIJvN3lgXn0NITKwVFC3JwcFBLCwsYHBwEI8ePRIMLMdQr9cFBO31euFwfGC42d3dtYQ8+Nx4CPEgMjGl+qe5qe08DUJxpqamsLCwAIfDgY6ODuzu7iIWiwnWl5jWWq0Gv9+P0dFR9PT04PT0FKFQSBSTRkLwWmzTPDMzI21EyuUygGsmcOBDMow8mMC1S0uLjFY216C5L3V4Rh+0di61DseZe4mKvFgsIpVKSatb00rkM2N4jLyqHIdZdksleltoxE4aVpTsfjY9PY2hoSFLJz9TTNPafE3/3YwjaEWqTW42L9cuM3Dtjmur0M7FZykiuetYjgcAvb29cLlccgh4vV4B8PL7nE6nhXlEfzd/t1sAfA9PxpOTE+TzeUt2Tr+Pwt7apvWur8MNm06n8ezZM2xtbcki1bgyxuu0gtYWMedmd3cXV1dX8Hg8yGazGB8fl0ICxrYIdjfLM3XDqo2NDRweHuJPf/pTQ2vrlxbNGsQ+Qw8fPsTCwoLgK3XYg3Ohu3O2t7cjFAoJdRfnjuMulUrI5XJSBWYSM+gaY1OB2nlRGu7GrqH5fB7lchnJZFISPYResdvn9PQ03r17h7OzM2kMZ3opvAYtvenpaXg8HmF4596ix8iYZDweFyYsXU7JBI5dQooeGElyAStsy7S4tSFkJnrp8Wxvb+P169dIJBIWz4qoD7/fj9nZWeEpOD4+xtraGg4ODhCLxVAoFMQgoLVsGlGfkoYV5e9+9zv09PRgZGQE0WhUTgstptVjKiw9Ifw/NbyZ1gcg3JV6oZr1yi0tLWLhaE5HfV3GEuPxOP7zn/9gaWkJ2WxWNjqVC9lMJicnhS2dQHDG4HSQnGPkdcwx63HzPpgtPzo6gtvttoyHG4gYMS5QLkBzQbW0tAiEiMzeeuNxIZsYPVN4cjNDzGZay8vLGBkZwdjYGAYHB9HR0YFSqSQN4rjJqJhYKtfd3X2nQPkvJR6Px4L7A647bQaDQWmmZsaGuQ5NrGtPTw+Gh4ctgGoqPtZl5/N57O3t4eDgQKpsSHJCjgASSNixiZvrlJYp9wifG5+hXgMs9aP7TyWl95e+HivCaIHR0tKKXLMBbW1tSe02+SI5Fjsvj9hVsoVpRIc5brv70waSRi88e/YMr1+/RjabFXZ/ZtdZGvn9998LEqdSqSAUCknZ8dramsyt9nj/nyjKP/7xj5YsKh+IXcaWD1JPph3Up1arSS1xOp1GPp+XhUGsYrlcFvezVqtZKlhYmROJRCRwbCpKnoDHx8fY2trCq1ev8PbtW8F+mSDlt2/fYm9vD9VqVSAJmvDUDqvIGJ1pLfP7tevNKoxMJgO/32/JxDNWRqVFIgDOp7mgeG3CWXTIw3yPeW/mguWGYSyqXC4Lh9/KygoikQj8fj/Oz88tWXitKJn9pyv6uWV+fl4saLYDoEdCd1F7HJwDHtYcO5UlD1C9obiOOVfDw8OYmJjAycmJKEbdHnhvbw+pVAqFQsHSE1w/C/MQzWaz6OjoEGvu4uJCOBH0vVMp6fJYHqh2AHD+JGO/nbLjfAWDQUl6cQ0cHh4ilUoJ0YidaNebvAJ2SBTTk9SZfno5uVwOi4uLePXqFRKJhBhTjO97vV48fPgQv/nNbzAzMyMkOKzIY7fHXC4nDES3GTSfkoYV5fDwsAxQu7l64KYZrs1z7Wby/cymUYHFYjFLD20GZbkZzWs6HB+aak1NTaGjowNer9dyfQpjefv7+8hkMtLkTCsJuhN0d4PBIB48eCCM5sA144+u+uBmM8MHwLWS1puL7nA6ncbQ0JD0VtFQJ7rC+uHaZff1te0SVKaro+9Niz7ktGVB9z+fzyORSKCvrw8OxwfiEw3u1QqaJ/1dMGq/lHz//ffIZrP46aefhIeAFhLJYHWGlDE3XXUFXNPl6Tp+O++Jse2uri54vV5Zp6zOymQyWF5elgQDXXO9RjnfVJTJZBKJRAIul0sIaYkB1Z0/9YFn3p++hk7S6OvpBIvp9dEg6e3tlVBAb2+v1PibBMN6TrgGiOk1ia7N6+hYIZU9E3HpdBobGxtIpVKS2WfC8Ouvv8bg4CCePn0qxR403u7d+9BMr6WlBZFI5EaWX2fHG5U70axxMLf593ZWizlBWujyMQGQyWTEItHZNipZPTgdA2SshfE8UxiX4EbRcSKt5Pg7CT/MBaFdftO914eA/ps+tamUdTa6Wq3eKLXjuE1X2bSEbptX8/12fzM/Y4ZNuIi1l0AeUW56023Th+hdMoq/lPh8PtRqNUlmcRx8pjx0TaEFwxphWpNsT0zRz9u0Thm/BSC4zGq1ikAgYOEc+NRhd3p6ilKpBKfTaWmzAVwrt9vuSf/k2LWLb7cW9E/9uy4OcblcCAQCePfunW0WW+8nfQ92kD++rvedCVNiHLhcLqNcLos+4P0R5se8gq5I4nUJjWNRjKmT7mJNAkBL/bZd1pSmNKUpTQEA3J3qtylNaUpT/j+TpqJsSlOa0pRPSFNRNqUpTWnKJ6SpKJvSlKY05RPSVJRNaUpTmvIJaSrKpjSlKU35hDQVZVOa0pSmfEKairIpTWlKUz4hTUXZlKY0pSmfkP8FAtf3GquVbh4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 2\n",
      "\tobjective = -7.0935e-02\n",
      "\tgrad_norm = 1.7276e-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 3\n",
      "\tobjective = 1.9784e-01\n",
      "\tgrad_norm = 2.5687e-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 4\n",
      "\tobjective = 4.1115e-01\n",
      "\tgrad_norm = 2.7394e-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 5\n",
      "\tobjective = 4.7146e-01\n",
      "\tgrad_norm = 2.4444e-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 6\n",
      "\tobjective = 5.4747e-01\n",
      "\tgrad_norm = 1.8427e-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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2duKBBx6AVqtFR0cH/vznP+OrX/0q/v7v/35B996yZQtMJhNWr16NuLg4NDY24qWXXsI999wDrVbr93v+xovkySefxE9/+lMcO3YM//7v/77wQbnNcrPXIjATq/zJT36C2tpatlnnkp///OdYs2YNiouL8dxzzyEjIwNDQ0M4e/Ysent7UVtbC2AG2K5UKvHv//7vsNlsCAsLw8aNGxEbG4uf/OQnePbZZ1FeXo4nnngCkZGRqK2thdPpxB/+8IcFv4NUSktL8fjjj+Pll1+GzWbDqlWrcOTIEVn88P/+3/8bx44dw/Lly/Hcc8+hoKAAFosFVVVVOHz4MCwWy4LuffToUfz1X/81Hn30UeTk5GBqagp//OMfmVKe65n9jRcwY/1u27YN7777LgwGA+65556FDYpUritXPofs27dPePrpp4W8vDxBo9EIoaGhQlZWlvCNb3xDGBoaEn02UBylIMxgBcvKygSVSiVotVqhuLhY+Id/+Aehv7+ffWZwcFC45557BK1WKwAQQV9GR0eFv/7rvxYSExOF0NBQISkpSdi1axeDOfBwEF46OjoEAMLvfve7eZ/x+PHjQllZmRAaGipkZGQIr7zyivBv//Zvs3CUgiAIu3fvFtasWSNEREQIERERQl5envD1r39daG5uZp+pqKiQhf3s2rVLSE1NZf9/9dVXhXXr1glRUVFCWFiYkJmZKXznO98RbDYb+4wcPGiu8SIpLCwUgoKChN7e3nnf//MmN7IW/a0HQRDYnAYCDxKEGdzfk08+KZhMJiEkJERITEwUduzYIbz33nuiz/3qV78SMjIyGKSMh758+OGHwqpVqwSVSiXodDph2bJlwltvvcV+H+ha8Scul0v45je/KURFRQkRERHCvffeK/T09MyCBwmCIAwNDQlf//rXheTkZCEkJEQwmUzCpk2bhF/+8pfsM4Hup/b2duHpp58WMjMzhfDwcMFoNAobNmwQDh8+LPqenK6Ya7wEQRDeeecdAYDw1a9+dd73n08UgnCnr/cd8S+LFy+G0WjEkSNHbvej3JE7siD54IMP8MADD+DEiRMMlnS98n9nCvOO3BK5dOkSampq8OSTT97uR7kjd2TB8qtf/QoZGRlYs2bNDV/rlmW978j/PVJXV4fLly/jP//zPxEfH4+dO3fe7ke6I3ckYHn77bdx5coV7N27Fy+++OJN4YO9oyjvyCx577338P3vfx+5ubl46623/MKL7sgd+TzK448/Do1Gg2eeeQbPP//8TbnmnRjlHbkjd+SOzCN3YpR35I7ckTsyj9xRlHfkjtyROzKP3FGUd+SO3JE7Mo/cNEUpzHBbsj+ByuTkJNra2vDss88yBuigoCDGWhzIn+DgYERHR+Nb3/oWuru7MTU1xQr4SbxeL+rq6rBjxw5ERETI3iMkJAS5ubn44IMPMDEx4fc9pqen4fF40NHRgR/84AfYvn079Ho9lErlvM8aEhKC+Ph4/PM//zN6e3sxOTmJ6elpCIKAqakpWCwW/PnPf8bKlStlnzMoKAjBwcEICQlBSEhIQPe80T9BQUEICwuDwWBAXFwcoqKioNPpEBoaKvt8ISEhImqtWyXBwcEIDg6e9UxKpRImkwk/+9nP0NDQMKtk7maKIAiw2+1oaGjA3XffDbVaveD1LP2jVCoRHx+PV199FePj4zetdDFQmZqaQktLC/74xz8iPT0dISEhsmskPDwcsbGx+Nd//VeMjIzM2oO8TE9PY2pqCpOTk/D5fKJ3mp6exuTkJK5cuYINGzYgPDxcdg8kJCTglVdekR0T4f8v362trcXatWtnXYP+BCq3PeutUCgQERGBzMxM6PV6TE9Pw+fzMeVBn5GK3GKRG3SSoKAgaLVaJCYmIjQ0FG63e9bnFAoFQkNDoVKp/LLk0EEwOTkJm82GkZER2O32ORcFf/2goCBoNBokJiaKJo9+HxISgujoaMTFxSEkJAQejwc+n8/vu3/Wm4aeOTQ0FJGRkdDr9XA4HHA6nWyepM9H37sdMtfh5vV6MTU19ZmO2fT0NJxOJ8xmMywWS0DrYj7h18etHldBEODz+WCz2TA0NASv1zvn+NGBP5/BJF33cr+jtibBwcGi+/J70GKxYHJyEoIgiK4jCAKmp6cxPj4+p9ETqASsKOkU5k9H6ctdjyiVSuj1etx7772w2+2oq6vDlStXMD4+jqmpKbZRyXKiAZicnGSWI1kxk5OTcLlc7Ge8BAUFwWg0YseOHaiqqkJ9fT27Bj2/UqlEdHQ0oqKiZOmh6N4ulwv9/f04deoULl68iP7+fjZZ/oSur9frsWLFilkWIz1jWFgY0tPTsWXLFrS1taGtrQ0ej4dtOH6x8H9/FkLPrNVqUVhYiC1btiA5ORkDAwPo7u5GZWUluru74Xa72fPRXAUH3/ozWDpGvExNTWF0dDTgQ40XftNL/01zRwplfHwc58+fx8mTJ9HZ2XnTFPPNVpJyzyS9Pll9FosFp06dwsmTJ+e0aGl/OJ3OgKz2oKAgNobSewcFBSEyMhJr1qzBxYsX4fF4RNcUBAEulwvnz5/Hvffei4iICISGhjId4fV6MTExgaqqKpjNZtnDfCES8Gru6upCWFgYdDodVCoVgoODb8rEKRQKhIWFITMzE88//zzMZjOqqqrQ1NQEm80GpVKJiIgIaDQaBAcHw+12w+l0YnBwED09PRgZGcHk5CSzdsgCCwoKmqWEVCoVli9fjl27duHFF1/EyMgIxsfH2cYJCQlBamoqU5RyC8flcqGzsxP79+/HBx98gLa2NrhcrnknIigoCGq1GkVFRdi5cyfS09OZ68qPBYURtm7diqGhIbz22muzFPGtsCJJSep0OixbtgzPP/88lixZArVajYmJCZjNZqhUKrz33nsYHBxkCz44OBgajSYgwoibLXNtYK/Xi7a2NnR3d6O0tJRtqrmuRday1+vF5OQkPB4P3G43+xnNeVBQEFPEly9fxvvvv4/e3l5Yrdbrsih55RvI+y1ESKGTkSAIAtsrfBiHLPDh4WEcPXoUb7/9Nnp6emQ9MbouWZNmsxkul2tew4H/W+53Go0Gmzdvxrlz53DgwAFMTEyIDkOPx4Oqqirs2bMHX/rSl5gXNjk5ib6+PkacczMs+4AV5f/6X/8L8fHx2LRpE1asWAGDwXDTrAaKb8THxyM2NhaZmZlM+dCGpUmkxet0OjE6OorOzk50dnbC6XQiOTmZLVo5i1CpVCIyMhL33Xcf+vv7cfLkSVRXV8PtdjNTPycnBxqNZpZFSlbswMAAPvroI7z33nvo6OgQuaD+hBRIbGws7rnnHqZw5Nx7cnMTEhLw8MMPo6urCx9//DHbdIFuFukCDPR7dLiEhIRAr9djyZIl+OpXv4qVK1dCr9dDoVBApVJBq9WioqICZ8+exejoKCMk1mg0yM7ORnJyckD3uxVCbtq1a9dw8eJFrFu3DiqVak5S2cnJSdjtdnR3d6O5uRltbW3o7e3F6Ogo3G43HA6HyIqmz4+MjMBms4kU0c2Qqakp2Gy2G4qvkvIzm81obW1FR0cHHA4HNBoN1Go1oqOjodfrERwcDKfTiY6ODpw6dQonTpxAV1fXvKEL2iN9fX2wWCxISkq6bh1BazAtLQ1f/vKX0dLSgsbGRpEL7vP5MDIygtdeew1DQ0O46667EBkZiaGhIRw8eBDXrl1DXV0dPB7PrXO99+7di/DwcDQ1NbG2A3JW11wiZxHxJwspxJCQEJFFIneP6elpJCYmIi8vDw6HA2NjY/B4PNBqtaKkEv9dUlhxcXF44oknkJubi5/85Cfo6OiAIAgwmUzIyclBWFiYrDVps9lw4sQJ7NmzB62trczNn0v4JE5qairKysqg0+nmHDtywVNTU7F9+3ZcvnyZuTz+XCap+0IhC3p2+jOXUAiD4qTl5eV45JFHsGLFCvbMwMyBExoaCpPJhMjISCiVShZgN5lM2L59OwoKCua812ch0hgVLz6fD729vTh58iQ2bdoEvV7PQh/8d6ampjA1NYXu7m7s3bsXH3/8MTo6OjA+Ps6sSLI2pSId55ulJMl6amlpwfj4OLRa7YJ7tNO7DQ4OYs+ePdizZw96enrg8XhYEkyr1UKj0SAsLAxutxujo6OwWCxwOBzMo5kvPunz+TAwMIDW1lbk5uYiJCTkulnxyQtbunQptm/fjt7eXlgsFpEe8Xq96O3txZ/+9CccOnQI4eHhcDqdsFgs8Hq9sjH+65GAFaXD4YDb7UZ9fT3q6upQWlrKkhHzCS0ssoj4Rca7yP4yUnL3oMEPCQlBeHg4tFoti5XNtYj4k8poNMLpdGLPnj2YmJjAsmXLkJOTg5CQENF3pqen4Xa70dzcLHK3yYoipUQLRc7yI2uWLPH5xo0st7y8PCQnJ6O9vV1W2fFuMl03ODgYYWFhUKlUEAQBExMTosUuJ6T8oqOjERMTg4qKCmzfvh1FRUVMGVL8h58D3l0LCQlBQkICSkpKZvVfuRWi0+mYVcOjCYCZObTb7Whra8Mf/vAHGI1G1ged5m5ychJmsxn9/f343e9+h/3792N4eJhZMbcq9CHncpOb2dDQgMjISJFHMlfSk35PiY2jR4/id7/7Hdrb25mlxYenaC/yoQc5w8bfc5KVd/z4cSxduhTh4eEsS349EhQUBIPBgLVr1+KDDz6AzWYT7QGaN6vVCrvdLnr2hSJw5pIF2cW8kgv0xWmwKb5DJ7YgCMx6pBONoB18bHG+dD4pBlIWfHzSn1C8MjQ0FA888AByc3NhNpuRkpKCxMREkSLjJ/+jjz5CVVUVc7soZECKmhjXyR3nJ8nn88FqtbIsHZ20/saRlC9BcoKDg/2ylZO7HhERgbCwMERFRSErKwtpaWmYmppCbW0t6urqYLVaZV0neo/k5GRs27YNBQUFWLlyJZKSkqBWq9m8kNCYeDyeWVlQ3iq71fLss8/CYrGgsbERbW1tzAXm42cTExOorKyE2+3Gzp07sWjRIuh0OkxOTqK7uxv79+9HXV0dLl265He8brXQs7e3t+MPf/gDoqOjkZubi/Dw8IAsS3K5iRy6q6tLlIAjIctLGiOVQnMoBCY9uEk/OBwOVFZWIj8/Hw8//DBiY2OvW1nS/k5OTkZcXBza29tnzQnN781AGPiTgBUluWUxMTFIS0sL6MX5NP74+DiGh4fhcrngcrkQEhIClUrFXD1gpoUBWUa0OUNDQxEWFibCDPp7Pn5Dz6WEADB3MTo6GsuWLcPk5CSCg4NFi48Gf2JiAidPnsT+/fthsVhY7FStViM/Px+ZmZlYvHgxXC4XTpw4gaqqKthsNpGy9Hq9aG1txaFDh2A0GpGWlsaSYv6elZS/SqWaV6GGhYWxTpXl5eVYu3Yt0tLSAAD19fV4/fXXcfbsWXYi8wceYTsfffRRfOELX0BUVBT0er1fZU6H3/j4OJxOJzu9Jycn0dvbiwsXLsBut2Px4sV+x/+zkO9+97sM3/rmm2/igw8+wMjICFPa9JxWqxXHjx9HY2Mj0tLSEBUVBbfbje7ubvT19bE1ejNctpslNN5Hjx6FUqnEs88+i6KiImg0GraW5eLSlIW2Wq3Yv38/amtr5w0ZSS1IpVKJ8PBwhIWFMQif1WqFw+GYZbXROujp6cGvf/1reL1ePPzww0hISJANaQUiZNhoNJrbBjsLWFEGBwcjNDQUUVFRMBqNC3pgcoecTiecTidcLhfCwsIQHBzMBpa3lniIiUajgcFgYAmWQFzWQIUWASliPq4HiF2Wuro6jI6OiqxhnU6HxYsXY9GiRVi0aBE8Hg+zTBwOh2ij0XVqamqQm5uLsLAwxMXFQa1Wy957IUIHisFgQGxsLDIyMpCSkoKYmBgEBQVhenoaS5cuZXFV3sriE02LFi1CbGwseyZ/m4/Gxe12i65F7m1TU9Oc/U4+KyHXW6lUYvXq1Thz5gw72Hi32efzwe12Y3h4GA6HA2FhYfD5fHA4HExBfpbWyfUKraHq6mqcPHkSRqMRKSkpCA0NlTVcCN5js9nQ39+P+vr6BWMKefRDZGQkUlJS4HK50NbWxhAAci745OQkBgcHceLECRQWFiIyMpIZOwsVPudwuyRgRanRaKDVapGWlobQ0FC2mOZyi0nIFaaKEgrSUoLA4/HA4XDAbDaz049OvejoaOTn5yMnJ4dlXf2dnGQxLEThSJUB/2+qwLly5QoOHTqEsbEx5trr9Xps2bIFX/3qV2EymaDX6+Hz+ZCQkACHw4HXX39dpFh9Ph/sdjvOnj2Lzs5OFBUVoaKiAmvWrEF6ejrCwsJmwYXo/v4WN6/oaZzIuk1KSmLJCpVKhSeeeAIajQZvvvkmBgcHMTo6isnJSfb7srIyLFmyBDqdbparLR1nr9cLh8PBFA0/9tQ/++rVq3jxxRcDnoebIWFhYRAEgcVYL1y4gO7u7lmxWdrIU1NTcDqdop/f7g05l9Dh1NbWhl/+8peor6/HI488gpSUFKSkpCAiIgJKpZKtN5fLhYGBAVRWVqKmpgYnTpwQQWwCET5GWFRUhMLCQnR3d+PPf/4zrFYrvF7vrO9QqGBsbAwnT56Ex+OBSqVCeXk5IiIiFmwVCoIAh8OxYOTHzZSAFSWdBhaLBQ0NDQgPD0dMTAzb4IRLk4svBgcHQ6fTAZhxQaenpxEeHs4C0lNTU4iIiEBISAjsdjs8Hg/GxsZgs9ngcrlgMBiQmJjIFgJdG/h0UiheRm7CfCeXdLDllC9ZHjU1NRgcHGRKUq1Wo6ysDE8++SSysrJE1jFBqI4dOwar1cpOXHrO8fFxuFwu9PX1oaqqClVVVXj22WeRkpKCuLg4NmaklGw2GwPMyrlEKpUKycnJWLlyJdatW4ekpCQkJSWJ3HqlUonk5GTs3LkTiYmJqKqqwp///GeGfzQajSguLmZVEP6UJI3H2NgYhoeH0dHRwTYevSPNnb/ueJ+18BYQzc1cSY7Pk3sdiNDhOTAwgH379qGurg4mkwkrV65ETk4ODAYDfD4fRkdH0dHRgdraWjQ0NMBms7GOhwuBmFESctmyZSgsLERCQgIEQUBYWNic36WxnZiYwOXLl/Huu+8iMzOT7c1AlSWtqfb2drYH5Z6T//xnIQErSqfTicnJSVRXV2NkZARpaWmIj49HYmIiCgsLkZeXB61Wy5QZrywp9qdQKFigPyQkRKRg1Go1DAYDvF4vkpOTMTIygrGxMQBAfHy87IKnyRgfH0dvby/GxsYQFRWF5ORkhIWFzYmT410xf+BXcl2mpqaYexMaGorCwkI899xzKCkpYeWOpOAINmM0GmcpHLov4dE8Hg+OHDmCpKQkrF+/HgaDQZRdnpycxOjoKEZHR0WKkg4ktVqN7Oxs3H333Vi/fj2Le2q12lk1z+Tqb926FeXl5TCZTNizZw/GxsaQm5uLzMxMvyBsCp3Y7Xb09/ejtbUVAwMDuHbtmt/SstsVS6Ln9Xq9rArn82ohXq/wh+61a9fQ3t6Ompoalswjy9PlcsHtdjPj5EbGwu12Y2JiAiMjI7h27Rq6u7vnLWcEwEIatbW1GBgYQFxcXEAhNP49R0ZGcOjQIYbXvR2yIEWpUCgwMTGB4eFh1NbWMgWYnJyMhx56CEuWLMGyZctYgBn4VPlQzJFOCEEQRNluioEKggC9Xo+kpCSGWyMIEGWjeWvS6/VicHAQZ8+exdjYGEpKShATE4OQkBCREuRFLkPmD4IUFhaG4uJiLFmyBD09PUhJScEXvvAFrF27VvSedF25mKuckBIeGxvDlStXYDKZUFpaCpVKJfqcy+ViJYy8ogwJCUFSUhIeeeQR7Nixg9WOkwUpF1IICQmBTqeDWq3GY489hvT0dDQ1NSE+Ph6pqamzDhY6iJxOJzo7O3HmzBnU19fDbrdjcnISY2NjsrHV2+W+krXkdDrR1NSE06dPw+l0fm4V5Y1aQnQgTE5OMkuf3xs3Gkqg+bdYLDhx4gSuXbuG8PBwpvQWYp364wTwd19SkmazGXv37sWhQ4dY8miu731WErCi9Gfy2u12lgG7evUqA21LXXBgxu0eHx9nGK6kpCQkJCRArVYzsDkAhgPkJ9lfjTnF/sitINyWv1NLGquaK75Kru2yZctgMBhgt9uRkpKC9PR0EQCbv57X60VPTw+zAucSWgw2m4256fzYUixUjkVIrVajvLwc27ZtQ1paGlOS/Hj7e6egoCDExcVh3bp1KCgowPT0NLRaLVvMBP8gi/bcuXP405/+hPr6eni9XhiNRgZOjo6OZnX5t9uNbW1thdPpRENDA/bs2YPLly/flKqMz0JupsX9WR5MlKC7fPky8zh4tMNcQq67RqNBYWEhsyblnp/+5nGw/f39+Oijj/Daa6+hr6/PLw74VsxvwIpyrgf0eDzo7u6Gy+XCuXPnkJSUJMrC0ck0PDyM5uZmvPvuuxgcHERmZibuvfdelJWVsfiYPzfYnygUCkRGRqK4uBjBwcHIyspi2D9/kBtgdkG+P4uSIFF6vR6CILB4rD/YzPj4OK5cucLchEAm0V/Gm6zGwsJCNDY2Mms1KCgIOp0Oy5cvR3Jyssj9D3TMKG6sVCoxMTEBl8sFr9eL4OBg9h7t7e04ePAgDh06hN7eXni9Xhabjo2NRVFREVJTU+F2u9HZ2Xnb3dxvfetbcDgcGBwcxMjICMOzfh7Fn7fzeROyWq1WK3tef248v7d4JMayZcvw+OOPIzY2VhSWIwVPtedutxt2ux2dnZ3o7+/Hxx9/jDNnzgTEWvRZy00p1qYA8+joKM6cOYMNGzaI6qUFQYDb7cb58+dx+PBhHDx4kDF71NfX4+mnn8aWLVsQHR3NLJ5AJTQ0FLGxsYwfkWcR8SdSZSwX++Q/y2M9/Sk13k25du1aQCcuMLOoIiIiWI0t/0xKpRKxsbG49957UVVVhZ6eHlitVgQHB8NoNCIrK2vBSpJ/L0IiOBwONDU1obOzE2azGePj4+jq6mKxyImJCUxNTbHFv3jxYixbtgxlZWUMlL17926GCrhdcuLECTYPgZRs3m65VRtfGq5a6H2lSlHu+7SWCNIXHR2NjIwMrFq1Cps2bUJubi7DA1MMfmpqCi6XCyMjI+js7ERDQwOqq6tx9epVWK1WhruWuvi3InkjlZvGhUWVGi0tLejr62MVLsDMQJvNZhw6dAjnz5+HxWJhg1RdXY1XXnkFKpUKmzdvhlqtnlfRAZ8OECU1KIMeqKKdK3ZJiRP+hAwEBkVBdJ4wYb5nCA4OZhaatHSSoDtLly7FY489hhMnTuDSpUsAgLi4OJb8uRGZmppCW1sb3nzzTQaUn5qaYrEvHgZG2XOq3omPj4fH48HWrVtx6tQp2O3226ooP69u9mchpGzm+wzF/mlfeL1eUc16oDLXZ2mdxsfHIyEhAevWrUNZWRkyMzMRFxcHrVYrgr6RZzQ2NobLly9j3759uHDhAvr7+zE+Ps6qhqR4Vh5mSOLz+QLCvdLelVb+BSo3lTSQLEcCW5OyofK9np4etplo8xHUobm5GatWrWLW21yQDvqbV5b09424M2SNUCE9DSxBo+ZTSvT5QBQ9fT44OBh6vd4voJ4szpKSEtjtdnR0dMDj8TAL9EaFDjGyJmmR8u4VzaNSqURUVBRiY2Oh1WqZYo+JiWFVE4Fs4M9K/l9QkvxhPZeVyGNsIyMjmedB0K2bFSah+2i1WixatAj5+fnYtGkT0tLSoNfrWfUdX0POJ2HPnDmDM2fOoKenh/ER0GHLKz/aW+Hh4Yz5aXp6mmX2pZ+XPiOP46ay6YXoipuiKHltTfXWPH7Q7Xbj6tWr6OjoEBGnkvltsVhw8eJF7NixAyqValbml4TP4kmL3gMlCPAnFD4YGRlBS0sLzGYzgoODERERgYSEBMTFxbGyPn8KMyhohhw4JycHZ8+endP9pvHSarXIyMhg8Ru5a6rVaixZsgSxsbFwOp1oaWmByWRi1gGf5ZbbMHONBbG9DAwMwOFwsHI/uU1E+ESNRsMsBHK1dDrddVcW/SXJXGGcG70ucSNQwpLihxTj440TOoBLS0uxbds2xMTEQBAEHDt2DAcOHMDw8PBNCU1QvPyuu+7C888/j8TERERHR89qE0LCQ352796Nt956CwMDAwzCJDdeFP6Kjo5GWVkZysvLodPp4Ha7UVtbi6qqKvT397OqKimMLjQ0FDqdDsnJySgoKGBKfCHtSm5YUdIEUqVNSUkJEhISWIWAIAgYHx/H1atXGaxEOhhyVqKckIKkBcITbNDi4Kt/eGab+cTn88FsNuPDDz/EBx98gIGBASgUCoSHhyMrKwtbtmzBhg0bEB8f79dyVSqVMBqNjKdRWlctHTfCXKanpyMyMtKvoiEFlZaWhq1btyI8PBxerxctLS2IiIhAXFycCGdK1jrvdvlLbBFkiJJb/safFnhPTw/a2trYqUzUXXa7/bZbdLTw+UP0VsUpee+DPCKeIPdGnoPmKTIyEgUFBVi6dClMJhPcbje6urowMjKC9vZ2jIyMwOPxsNj2XXfdhYcffhh5eXkICQnB1NQU4uPj0dLSwuLJNzJntMbS09PxxBNPoKioSFQOLBXeY7t69Sr27duHgYEBEYO/v3vExsbi0UcfxZe+9CWkpKQwqKHFYsGFCxfw7rvv4vLly4x0huZDp9MhJycH27Ztw9q1a5GSkiKqjw9UbkhREs7QaDSipKQEeXl5uO+++1iZIy0Wl8uFwcFBRn0lHQSj0YglS5YgJiZmXuo2WvyUiRsdHcXQ0BCrBCEMpk6nQ0xMTEBs7BQzaWlpwe7duxmZLz0jVQVERkay7LzU+qOJUalUKC4uxvbt29He3o7+/n4As90IOlyysrJgMpkQHh7u9/loo6jVaiQnJ0Ov16O6uhq9vb2oqqpCQkICoqOjER4ezhREREQEUlNTkZycLAKgS68bGhrKiCGGhob8bh5yl1pbW/Haa6+hqKgIq1atgtfrxf79+9Hb23vbmXZKSkowNTXFsqcU7wrkuW7EEqT5MRgMyM7ORnZ2NkJCQmA2m1FfX8+INq5XWVLI4+GHH8aXvvQlBgcjjKvT6UR7ezsaGxvR19cHlUqFoqIiLF26VFSs4fP5kJGRgdTUVNTU1FzXs0jfOywsDKWlpSgoKGAu8Vx7zePxwGaz4ezZswy0Pte4KBQzdIMrV67Erl27RHyxgiBAo9EgJiYGxcXFOHnyJE6ePImBgQFmACxbtgwVFRXIzMyERqMRNUZbiFy3oiSlkJ2djYcffhjbtm1DVFQU27A84Nzfn+DgYERFRWHTpk249957ERUVNWd8j//u9PQ0LBYLLl26hNOnT6O1tZW1jkhISEBSUhIeeOABrFixYhb0SCqkKKnKQdrzw+fzoa2tDa2trVi9erXfMSEFGBkZiXXr1mHfvn0YGRmZVQ9Ln9PpdCKgOB8P9DfmoaGhmJiYQFNTE4aHhyEIArMceXINnU6H4uJi7NixA+Xl5TAajbKLRKlUIikpCenp6Whra2PPKqcoqMlUZWUlLl26hEOHDiEoKIgxWt/uLPNPf/pTVrHS1taGkydP4ty5cyJOSanQXJA3woOd/XGLSoXm/N5772WKTKlUwm63o7KyEr/61a8YUchCDxJeGT355JMoLCxkxoQgCIzNJyEhAUuXLoXb7RYlOPkDUhAEqFQqxi96o6JQKFj8XK/Xz5sjoJhif38/qqqqAqo7Dwqaaca3YsUKVnHH44XJc8zJyUFSUhK2bduGiYkJUXx2LpKXQOW6FCWdoKmpqfj617+Ou+++G0ajUdSygSaSkhHZ2dmIjIyEQqGA2+1mTOPbt2/HU089xRh15nsZfnAoY1tTU4Pe3l7Wz6OjowNhYWHo7u5GSEgIVq9ePS9Fk9frRV9fnygRRUIgWADzmuvkfiUkJCArKwtVVVWyYGz6XFBQEAtIUwsLOWVJ/ycqs4GBAVFPFmmQPzg4GN3d3cy1WbNmDVOW/OdJqVJ3yqCgIL+Za1Igdrud9c1RKD4tS73dinLJkiUAZuZr5cqVWLt2LX7/+9/jnXfeEdGtkfAubXZ2NtLS0iAIM0THXV1d6O/vZ+Eif2NC1ygoKMCuXbtE1VUEWxscHER/f39ARQhy1w8NDUVBQQGSkpJEioJESoMGiEl4pZ8lJp8bTbyRi5+fnz8vhRqtncHBQdTW1qKtrW3ehnz8fagoRe4etJcofi6NUV6PBSmV61aUERER2Lx5M7Zs2YKYmBhZi40eUK1WY9WqVWhpaUFPTw/GxsZgMplw9913Y9u2bUhOThZVlsx1X/oM3Y+qWnjKL2oEdeXKFRw5cgTFxcVQq9V+B0wQBEZUIWd50GagZM58g05WwFynLPEEdnZ2or29HT6fj7kuc8V4nE4nent7GbZR6tKTUGysqqqK1b9Tgzb+c7QRA82i8zhF6pL5WVaGLESIqEEQZkgbsrKy8OCDD+Ly5csighISvofSF7/4RaSlpTEITU9PD44fP459+/ahubkZExMTsmEJGr/CwkJkZGSIevEEBQUhKioK69atwwcffDCr+ipQoXnn2xrQPPBku/7KV6XPmpOTg9jYWExMTMi6vrznxj8D/zdlupctW4aMjIx59wXxup4/fx5HjhwJuDMivTtVXUnLhqXP/FklFK9LUdJJsnHjRkRHR/t1a2kDBQUFIS0tDTt37sT4+Dh8Ph/S0tKQnZ0Ng8Gw4L4a5C5RTI4sNn7D0sTU19djbGzMb1aZFOvQ0BA6Ojr81mjzBLqBnE7EvymnRHjLrL6+Hnq9HtnZ2QgLC0NGRoZsEoquQ/2B5Cw46X3IDe3o6IDZbPabVOKTQIEqPOnG+TwJvRM1rIuLi5ONKQcHByMzMxNPPPEEysrKmCUoCAISExNRUFCA5cuX45e//CWOHz/OyJjl7idHLM17XmlpaWhtbQ3YiiIRhBluhMuXL+PEiRNYuXIlVCoVA2pTDxli2IqKihLxIvDeiSDMVJYtWrQIW7duxUcffcSqXnjPhG8lEhISwlijfD4fKzzQarUoLy/HE088gdjY2Dn3L7ncjY2NeP/991FfXz9vl0b+u06nE+fPn0dbWxsMBkPALWhupixYUZLWJpJYf+Ywn6Genp5m7ujk5CTjT/SXZJjv/oC4X4s/l4+UpVyLTV6hEqZrbGzMr7KgE5z+HYibwbN/y32Gen10dnZCoVAw90qtVvu9Lrnp8y0yPuvL9y73J7e7/PCzkrnemceFyrUO1ul0yMvLw8qVK3HlyhURpRwvtJnllCAlI2JjY68b9+rz+TA4OIjTp08jJCQEWq2WwdgI5pOYmIilS5eisLCQ0R/Kud9BQTP9spcuXYrOzk4AYNVV09PTDBIXFRUFk8kErVYLj8cDi8UCl8sFh8PB4toVFRVITU2dFzdM49PY2IjOzk6GpQ5kvdG+o+qd4uLi62ZKvxG5LkUZGhqKzMxMxMfHy04+vRw1IScTn1w/jUYjwuJdj1BcQg5TSc9ANct8725eQRLGs6OjA5988gn6+/tlLQb6HHWt86fI6LNTU1MYHh72mwmmZ6Oyz7q6OgwMDMzi3ZRalLRg+PeZTxSKmRayRqNxFvsS/xneKv9LESp0kItPAjOK0mQyiejt+N8FBQUhISEB999/P+rr6/H+++/L9mvxer2or69Hb28voqOjZxHCaLVarFy5EocPH2YM84EK7/Hs3r0bR44cgVKphNPpFOFeVSoVPvnkE6xduxbr1q1jWMGwsDC2nshzMxgM2LhxI3Jzc1l/IWpAZzAYkJGRgezsbMTFxbHsOiEIxsfHAcwUGSQkJMwbjqLvnjlzBr///e/R2dk5b6ZbKlNTUxgYGMDHH3/MKn4WamDdqFzXERccHIyEhAS/vVxockdHR9HS0oL+/n6EhITAZDJBp9MhPDx8VtXHQoSPR8zXP5nK8fh7kRVJJZfvvvsuDh8+7FcBUZykqqoKAwMD0Gq1snEgUpJEjNHb2zsn3IYwZRaLBU6nEydPnkR+fj6jieOTYvTM3d3dAVOHkeuXkJAgUpRywuM9A1WWvDKg731eFC0dRPX19eju7va7RuZKHtL4mUwmVFRU4NixY7P6xNBab21txYEDB5Ceni5SlmRRrly5EhUVFfj4449n9VOaT0gZW61W2Gw29jP+OZxOJ+x2O/r6+nDy5EkkJSUhPj4eJpMJWVlZiImJQWZmJqKjo1k2mEI+BFoni5LIuHn3nfdQaNzmiocCYMS9ly5dwi9+8QvU1dWxyq+FrBNy3S9evIjKykrExsYy7s2F6I7r0TUk153Mme+BfD4fxsbG0NDQgLa2NigUCqSnpyMmJoZZbTqdjtGpBUIRJr0HcfDNpSj5Nq70PbL4enp68Prrr+PQoUMYHBz0CyGhe9XW1uLo0aOIiYlBVFTULCYUwrW1tLSIAtb+no1XllNTU2hpacG+ffuQmpqKRYsWiRjdKU5ELD6BKkq1Ws1Atv4C/Pw7BCL0eR5Wo1AoZNvE3i6Znp5pgHX69Gm/0CUilZ3LwqPEXHp6OgwGAytEkKIirFYrs+hWrlwpAvpTF8Fnn30WTqcTlZWVLLETqGXFh37khK41OjoKm82GlpYWVsVjNBpZIcS2bduQm5vLPDo+Aca/81yJT/qMv99RuMdut+PixYt46aWXcOHChVl9pBYiPp8PQ0NDePfddxlW1WQy+c1v8AcZX47LvxvlOgKRBStKOt0o8yrH5E0PQGDQ0dFRpgyo9wXf34Mv2pdqfX8TQgNHBKJSIYuT3Hy6DmEBT548iTNnzmDfvn0YHh6eM8jO3+/tt99mhf96vV6kyCYmJtDS0oL33nsPly5dCsjy40MHNpsNFy5cQFpaGuLi4pCSksLGljKcgbaBpTnQarUMVeDvECKrKBCLkMaVYF8JCQnIyMiAWq1GX18f2tvbGbHG7RSqYSf8oj9PgdzXud6bEkP+YnG0Jzo6OnDy5EmUlJSI4oOEOV60aBH+7u/+DhEREdi3b5+IAOJmCJ/Y9Hq9UChm+GJHR0cRHByMrq4udHV1YdeuXVi8eLGsZzSXIvT3c9ofBBNzOBzo7e1FZWUl3nvvPTQ2NjLUwPUKEc7U1tbi5z//OZYtW4b7778fiYmJrJsBb/2Ssqbig7GxMdb9NSIiAhEREewAC0Suy6L0er1oaGjAtWvXmBksl+2j1qkpKSlwOp2svEur1bLYBwGcqdqFFpZcHI0GjCcTpbii3EIPCQlBbGwsNBoN+67H40FTUxPeeecdNDY2ipQk7+oCmGU1uN1uNDU14dVXX8XExASWLl0KnU7HlFxDQwMOHDiAc+fOYWhoKGDlQ5+hWNSxY8dQUlKCqKgo5oJTjIlCHvOdzvQdSrrNBTkiJpf5FjKND1kqeXl5ePTRRxnb++joKE6fPo3jx4/DYrHMea3PUmg8KT4+V3mclLFJ7lqBWJ6UaGtra4PD4ZgVx1YqlYiIiEBhYSH+6q/+ChaLBXV1dejp6bnp+FPpmqNSyoGBARw8eBBerxfPPfccSktLGdxGCvMKFG5DlXejo6Noa2vD0NAQLl++jMuXL6OlpQUWi4W59jcqtO8rKytRXV2NqqoqbNiwAbm5uSKMMIWzbDYbGhsbUVdXxzDSBIUzGo1QqVT43e9+F9C9r8ui9Pl86O3txSeffIK8vDzW+4aPWRFINCEhAbGxsbKZV15B+Hw+lhiS9nvhq1ao10xjYyMOHTokC9mg74SFhbFGW3Sf4eFhfPLJJyJKMeBTPj1iJZkLcnT58mWMjo6isLAQsbGxmJ6exsDAANra2hhIeaEBa7q+x+NBT08PLl++jGXLlrGuiLTRli5divT0dEa2O9c9SFHyyQqpspyensbY2BiL480nNK9GoxGbN2/Gjh07kJSUxGp+8/LycM8998Buty/o3W+m0HtqtVpWlSXHaRgeHo60tDSGsZUTSkbU1NTMScZMLrY/nB/wKcFJTk4ONm/ezFq6ftaln/w+Gx0dxbFjxzA1NYXHH38cixYtglarZQk9qh6iPtpzNQOjA6SmpgZvv/02zp49y+KoxCN5MxOEfA7A4XBg//79OHPmDIxGI/R6PSsDdrlcsNlscLvdomchDgQeMfOZKUrgU4Vx5MgRlJWVYceOHTAYDLOyfeROUy8c6TWo4mVycpIx4dD3+A6CvPtps9lYG8y+vj728tJNQG5nSkoKi4N6PB50dHTg0qVLrH0BWRVarRaxsbEwGAxwOp2s8kVaykYudnNzMzo7O9kBwRMgyAHBA4VCEJSip6dHZA1RSVZJSQkeeOABRls3V3CcXD4+1im9n8fjQVtbG/r6+gKuiVapVIiOjkZhYSGioqJE1SJUIXG7Y5RKpRLx8fFYv349g9HwhzWRnVRUVIhIpnmhTXn+/Hl8+OGHokooXuhQTklJwapVqxjszV9MWKVSIS8vD83NzThz5gxcLtfNHwAZIUVjsVhw7NgxdHd3o7S0lBG9EHeCIAhISkrChg0bsHjxYllUACnelpYW/PznP8fRo0cZM5gcCuVmCh+GIjwpr3v4cJbcs1xPQue6FCUNUk9PD9544w0kJSWhvLyc0T9J3XA5RREUFCTKshIV/PT0DGEnKUlSmHTaDQwMYGhoCCMjI1Cr1Sz+yJ8Y1OExKyuLFdGTtdbX1wer1crgRSqVComJiVi9ejVWr16NuLg4VrR/7NgxjI6OMveBV5aUheatXposAunSu/DjFojQs/JJG7p2TEwM7rvvPni9XnzwwQfo6OhgbqHc4uTZbOSsSafTiUuXLi2owx2fhefRBABYGevtVpQEg3nooYdgtVpx4MABjIyMYHp6GmFhYcjOzsauXbtQVlYmG7+lA/H06dP42c9+hitXrsyy4HkrMjs7G1/+8pexfv16Vm4nJ3SIR0VFITExMaBSwkAP2kCElKXNZsPVq1fR0tLCPDmejUulUuHMmTP4+te/jrvuuosxTPHKyOl04vTp08ySvNVxadqLC3Xrr2csr5sUgwLYXV1dqK2tRU5OjsiKlAsQS4U3g/mkCI81ow1OZv7IyAjsdjvUajXi4+Ph9XoxNjYmIrJQq9XQarXIzMwUAX1J2VJVz/T0NHQ6HRYtWoT169ejqKiI8dyFhYXB4XCgvb0dTU1NsNlsjNqN3omPa9J70MKXwpIWOjm0oKUnYXBwMKKjo7F06VJ0dXXB7Xajr6+PfZ4fbx7O4S8+6Xa70d/fH3DFCB1qTqcTIyMjDPweSBLuVgqNlclkwsaNGzE+Po6mpiZMTk7CYDBg1apVWLJkCWvcxgttQKvVigsXLqClpWVWJQkf3omPj8fq1auxfPnygMghgJlyS8IV+3t+6d83y0rjM+hklPBJEGBmr7S3t+PSpUtYtmwZtFrtrGtQKOtGmJFIAtEXt1NuSFESQcNrr72G4OBgLFq0CMXFxbIBYmmQWJqeJ+tLEATWs6W3t1dkzVHvbyKyXb58OWta1tvbyyA+8fHxiI2NxcqVK1nTdf45oqKiWNZ2/fr12L59O9LT09mmEQQBcXFxyM3NxcjICM6dO4eLFy+iqakJfX19zG3n3yk8PByJiYlISUlBaGgozGYz+vv7MTY2xtoq8C7yXAuDEgM2m41VMvEWm16vx/Lly5GQkIBly5bh8OHDuHz5MksgUUiBgt/+CISnp6dZhYfH4wlozunAGhwcRGVlJYqKilhHxpvBSHMjQpufFB/FaCsqKlBcXMxakKhUKtYwTq7ogaylyspKvPvuu4xYlp8nKuMrKyvD008/jTVr1iAmJsZv4zleyNrNzs5GVFSUyJqnfSFt4UCHPK27G1UmdLD6W4e0r/bu3YsVK1aISiPps5OTkyLQ+/WI1HMkPXArXPiFyA3xUVImuLW1Fa+++ioyMjLw2GOPYenSpSxjy4O7AbASKaojJWVJgVhyYTs6OlBZWYnu7m7GNmQymbBy5Urk5OSgqKgIcXFxCA0NFd1jcnKSuZtqtZopGXLNiYYtMzMTycnJTEkSVT4bmOBgqFQqJCcnIy8vDzt27MDVq1fx3nvvsawuncbEhLR161Zs2LABERER6O/vx8WLF3H+/HmMjo5idHSUKXz6DgAWn+VPc8LDdXR0oKCgQBTSoE2k1WqRnZ2N+Ph4lJWV4ejRo9i9ezf6+/tZJYrP50NfXx+am5uRlZUlqkem+xFvY6DYR4prTk1N4dKlS3jjjTdgMBhEfIS3S/r7+1mDOUpCUBKMeroAYoiTVKHRuFgsFhw5ckTW2lYoFCxe/Hd/93dYsWIFtFqt6N2l1jwf+iDGpuzsbCxbtgyDg4Ow2WwQBIE9b2JiIvLy8lhtc29vLxoaGjAwMDCLyftGxN81SBH29fXhyJEjjKqPTwqGh4cjNTUVOp0uIMo0Xvh9Hx0djdTUVBgMBgYtmpiYwNjYGCMCud3K8oYZzgk1397ejr6+PnR2dqK0tBSFhYUwGo2svcLIyAh8Ph/UajUWLVrE+OVIQVGygqyAyclJdHd3M0YfpVIJl8uFzMxMZGZmIjIyUhQ0n8ty5WMZU1NTUKvVjJSDSHOlm4ZijRTv1Ol0rB3EyMgILly4ALfbzSY8Ojoa5eXlDCien5+PwsJCLFq0CH19fairq2OWg16vh1arxcTEBNra2tDV1SWKSRIg/sKFC8jKymJU9nxYQ6GYKSWlcYiPj0diYiLOnz+PPXv2MBKMoaEhfPDBB0hOTsaSJUtm9eYhRvhAXWU+QD46OoojR44gPDwcTz31FHJyckQ9yG9GT5+FyL/8y78gLi4Oa9euZRubLJVAy91orQwPDzNLWxqXDAqaafnx0EMPsbYEpCSlMWxBEFiVCz93YWFhiI2NxZe//GVYrVZUV1djcnISkZGRWLFiBe6++27k5+ezw8dsNuPYsWN4++230dTUxLwEORTJzVIqtLcJhqdSqVg8lzyyNWvW4Ny5czh8+PCcjP78+AFgh31xcTEeeughLF++nCVSqazyk08+QVNTk1/mplspN7VdLWXBent7cfToUZbtdrvdzKJUKpU4dOgQduzYgaeeegrp6ekMyEunldFoRGxsLACwrDgh/cnFpuZf0tN6LqHYGjGg8Bl1fxlKemZytQoKCrBo0SLU1tYyKAVZ1tQXOywsDGq1mrVpIFZnt9uN0NBQRqhKJLi///3vMTg4yLKqFGy/fPkyDAYDpqamkJ2dDZVKxb7LuythYWGIiYnBhg0bkJ6ejpaWFpw+fRoul4vV2QLAU089hZUrV4o6XVJp27Vr1wLmlOThJiMjI/jwww8xMDCAbdu2oaSkhCmonJycwBbQTZLdu3cjLCwMx48fx/PPP48dO3aIigICEZpPgrnIQc+oRpxid1JLkrwb8joiIyOh0+lEBxLN3ZIlS/BP//RPqKmpgcvlQnp6OgoKCkRs/wqFAtHR0YiMjMTk5CT+8Ic/MB4Bfg0TcuRmVkZRnXVrayuio6NFMViibHv++echCAIqKysZCY3cOuJj+UajEStXrsTTTz/NYHCUBExPT8f4+DiSk5Px6quvoq6uLuCyXX8i1RMLvdZNO/L5k3RychITExN+LT2Xy4XDhw8zqnqemVuhmOG6pHaoPT09AD5Vxl1dXTAYDBgcHBS5AoEIxVSoWoESNHLJCKnwpyg9M31vamoK/f39OHv2LIqKihAREcEy6hQfJbePt+Yo/lhTU4OLFy+KOlRSuSKVQhYXFyM6OhqJiYkwGo2IioqCwWBgFQbErahUKrF8+XJUVVUxRhuLxYLKykqMjIzga1/7GoqKihixgNFoxD333IO2tjY0NzezpEUgm42U5ejoKCorK1FbW4uYmBgYjUaEhobi448/DmhebpY4HA44nU7U19fjnXfeEQGqFyr+Dg1SlImJibOo+3g0wPj4OAsbUetmvlMlrSeNRoOioiJkZWVBEATmwfAKkO4bFRWFVatWsaovr9fLuBOCgoIwNDTEQjw3M0vucrlYf3f+uhQmWLJkCb7zne9Ap9OhqqoKTU1NssqScKRarRYbN27E008/jdLSUnbYkL7QarVQq9VYv349rl27xsbxeqxlmi8yUHhqxoWEChakKOXiOVKRZs/kvk91y3K0VXRSpaenY9myZWhoaGBxCmoAdvXqVRw/fhyxsbGIi4sTMYnMpewoSG+1WjEwMACNRgOr1SqyOuZTlgS4pvvRAWGz2XD8+HGkpaVBq9UiISFhVksM6TgEBQUhLi4O+fn56O7uRldXF7smlYJ1d3fDarWivr4earWasbbk5uairKwMeXl57DQODg6GWq1GRkYGi/nS+NrtdtTU1ODFF19EWVkZ/uqv/gppaWlQqVRYt24dAGDPnj24cuUKHA4HxsfH5+3/TO9Bz0q9kQLJ+n4WQmuPsKH9/f3Izs6e9xCUikKh8NtfnmBlSUlJshlzeo7p6Wk4HA6G36RrEXSIvkceAd8RUO6aFArS6XSIjIxkpBBxcXEsnEIAa2nrEel1pPFZPjYuVUY83E7uuWg/FBQU4Gtf+xouXLiAn/zkJ+jq6hLpAMJTp6eno7CwEF/96ldRUlIyiymLN5iMRiOKi4thMBgCJvqVGzO9Xo+ioiKsWLECGRkZUCgU846TVAJWlLTxeNOVz1TzkBR/D01mt16vR0FBATIzM2XjY5QVXL16NY4cOSICsjqdTvT39+O9995DZGQkIw/mSQjkXHF6XqfTyVwqhUKBvr4+xMXFsa6C8wkNPj8O5G719fVh3759yMjIEGVU/YUGKFYVFxfHrGN+DInT0uv1wm63Iyjo077G1dXV6O/vh1qtRm5urmjjRUZGMrIDuh4RdjQ1NTEGpKeeeoqRvW7fvh2LFi1CTU0Nuru7ceLECdTX18taKHwNM299Xg+m7bMSqUUWqNBhGBsbi+TkZLS3t4s6fdLGKywsnNVWmUdyhIWFISwsjJGkTExMIDMzEwkJCTAYDLP4IgNR5NPT07DZbBgaGmLIi5CQELhcLgQFBcmWtUoRJlTrrNVq2fO7XC5Gicg3YyPFnpOTg4KCAhgMBtnnpHWZk5MDg8GACxcuYHh4WET6Qety+/btWLNmDUPHzFWuHBwczIi9Fyqka6Kjo7F161bs2rULubm5rAproTHPgBVlRUUFm9jp6Rmex7GxMYyOjooo5eVOJTqFdTod9Ho9Vq9ejZ07d/rttUFWZXZ2NoqLi9HR0SFKdExPT6OpqQm//e1vYbfbsW7dOiQkJDCXl3fleSHFMzY2hrGxMUxMTKCqqgpJSUlMqc1nDVFoQKpUyV1ua2tDZWUlsrKymOXpz9rlEwPkNvPhCv6kJwiG0+mEUqlkdFv5+fkMkkTX5Bmupc9IGNUPP/wQKSkpePDBBxEVFcUSTGlpafB4PNiyZQt2796Nd955R5T55S0gqsAZHx9nZWK3M+BO40lN76htstx8Sq0m6TVMJhPuuusuNDc3o7+/H1NTU4xesKCgAMuWLZMFqvMWmEqlgtVqxbVr13DhwgXExMSgoKAApaWlDGkhtTD9CcX6m5qa0NzczBiRHA4Hm2uaW1JyfFEFkWVnZWWhuLgYWVlZMBqNAAC73Q6bzYZr166hubkZAwMDDEuck5ODhx9+GIWFhYxEQ05o3GNjY7Fu3TocO3ZMlHCieOaOHTtYR8T5QiK8x7IQt5vuFxERgU2bNuH5559HXl6eCNnymcUoH3jgAbbpfT4fLBYLOjo60NDQwNxDSrxIFyENYkpKClJSUrBx48ZZGVKpUDyDuhRKLVki0r106RIDlRNrOp0mci6XFI/W0dGBkZERxMbGMqU93+kuh5WjiXS73RgYGIDZbGblk3Ndk8bGXxkdjSVfxUT3sVgsMJvNszCdcyl7UrpjY2NobGzEhg0bYDQaWZaaXKS0tDSsWrUK586dExHfkvWg0+mQkZGBoKAg9PT0YHBwkAGPb5eypFitXq9HXl4eSzwsRGiuwsPDUVBQgIyMDMbyo1KpkJWVhcWLFyMmJsbvOPPz7XQ6GfyHymJ9Ph9CQkIQHR3NWozMFx4gr6W/vx8TExMMl8tXiPFxN1KSFAYyGo0oKipCSUkJcnJyEBcXx/hkPR4P3G43cnJykJeXxxigKH5KLvJ86AiCvUVHR4t6VNHaorguH7qaT67HSyFFaTAYsHjxYiQkJMxqXLjQ0FDAivKLX/wi+zdNms1mQ3NzMw4fPowTJ07AbDYzSjV6Oaq5XrRoEeu2mJWVxaoS/MVjKMtcXFzMqNp4N9/r9WJ4eBiVlZUwm81YtWoVli5dyhonhYaGimJMNHjADLvIxMQExsfHcerUKRbzyczMnLMJGb0Pxa+kQgmnzs5OXLlyhVmqZOXKuVmUASSGHzmRnqakjMbHxxmImpe5FCVdy+Fw4MKFC1i1ahVMJpPIoqYkz6pVq9DR0YGOjg4MDAxgenqmpUdmZiYWLVqEBx54AAaDAU1NTfj4449RW1sLu91+2yjWyD1ct24dHn30UaaI5pK5XMny8nJ85zvfweHDhzE4OIikpCTcddddSElJ8dvagVcObrcbnZ2daGtrY21GGhsbGfNNbm4utm3bhvT09Dm7DAKfMucQGzkpRbkSWTp8MzMzcffdd2P9+vWIjo6GyWRCRESEiJSX/15mZibKy8uZIUE4x7CwsID6YZN7T2B+Phyk0+mwZs0axMbGzsIs+xNKFi6kzxBZ9CkpKSgvL2dttOcirQ5EAlaURFVGIggCdDodoqKiEB8fD6PRiKamJpw/fx4jIyMMOkNkAQ899BA2bNgAvV7PTpT5Bj0sLAzJycmIj49Ha2urKFZGJynRVRHAmkxuGjD6PPFjRkVFAQDLonV3d+PDDz+EUqnEgw8+yJTlXO7QXNhDn88Hu92Oa9euYdGiRdDpdOx5pEknWliRkZEMUzrfZJKiI6VG7ELksks/JxX6nlKpZJVVVquVWbR8VYtOp8OqVavw3nvvwWw2Y3JykimQzZs3s0ZX+fn5WLRoEU6ePIkrV66wz95qefHFF6HRaBAfH8/itP7Gc75xJst01apVKCoqYhalVqsVhXfkhOK1ZrMZ3d3dGB0dFbmh1Or37NmzGBgYwBNPPIH8/Pw5a8RJSGlRfFg65xQayc3NxTe+8Q1s2rSJkUz7Y5Ci7/LZYd59DzSGSkLrC/jU6ImOjkZeXp6oumc+IR2wEDwuIVNWr16NzZs3i+rpb0QCfgJ/sRiNRoP09HTGnBwUFITq6mrmrmk0GqSkpCAzMxNarTag3t10fVIiJpPJb28egiKNjIxgaGhIdNpK3VGdTofMzEzGJkQkAF1dXdizZw+mpqZw//33IysrSwRm509enkNTTuiZ7HY7rFYrvF4vsyrlFp1CMcMmExUVJaso6fNSiBVVAxEoWS4MIL0OWUphYWEwmUzIy8tDZGQka/XLvy/dIz4+Hjk5Oaivr4cgCAy6xY9RWFgYCgsLER8fjzVr1mBoaOiWMeLwsnz5ctFBcCObg95frVaLXGP+j5xQaIi4RakenhIbCoWCVf7YbDZ88MEHUCgUePrpp5GVleU3u6xQKFh8v6WlhbXQpdwAJSdpnd9zzz3YvHmzbCtpPgbOw/f4dUPjuBDEAF3TZrPB6XSynxPulLphBnI9epeYmBjExMSgq6tr3gQMb01u3boVJSUlor0hTTjT4RCI3BCOkpQZVbpQDXVkZCSuXLmC4eFhVrPqcDjg8XhYdjmQwaLTwV9LXH5iqZE9WRLS05PcEcpI9/b2sol1uVzo7u7G+++/j/Hxcdx9992ssoh/XrJiCe8YyNjQHz6IzC8+OjWpLYa/hA/wqctN1UurV69GYWGh6Hv+NjFZiCUlJQx6lZSUxLKKNDdSi1ej0SArKwsqlQpTU1MIDw9HTEzMLAuUfq5SqWA0Gm+LovwsuvNdT+acLxqQduLkFRKx5h88eBC5ubkMfSF3T1KAmzZtQnR0NM6cOYPq6mpWuUJrkrCZBQUFIm+DhO5LjcKohNXr9bIYM2E+qa8OJYPmsjApHDYxMcGq0PjwW2Rk5IJik/Q9Ihxpb29n1X3+DIGQkBAYjUZs2LABpaWlzJLm54RA+RTjJXzzfHLDgHM6eYm1fNmyZTAajYiPj8fly5dZAPvSpUtITExEUlISiyEGYlWGhYWxunG531PsMTExEYWFhUhMTBTVkfNCE6bT6US/o+RQf38/jhw5AovFgrVr16KsrAyRkZGsIRNlGamChrf2pBIWFsYgGDx0CZitLPl3kb4f4SPpOYGZjnvFxcW49957WayMfw5p9p4OieXLl+Ob3/wmUlJSEBMTA2Am2eByuWC325lC5920kJAQFvh3Op0s7CC1DOhZg4KCGOD6VsvNVpI3IpRMkXoDJHysfWhoCFVVVdi4cSMMBoOsFUdJNuoaWVZWhv7+fhw7dgw1NTU4cuQIxsbGAHzKo8nDfAAwS3d0dBS1tbU4efIkY/mnhI7P5xPVmxcXF6OsrIzlFehA50syyYsaHh5Ge3s7Dh06JOLupH280EOHYIJ333032tvbcfr0aUbnJrV+SUmuX78ejz76KGvZS+9NoPmrV6+ioaEBZrMZXq8XL7/8ckDPclMqc+hBqdEUZUUjIiJw4sQJ9PT04Pz58wgKCkJJSQnWr18fUICVlDDhzvwF3ikRQ5Twc7n3UheD/9vr9WJ0dBTV1dUwm82or69HQkICysvLkZaWhvDwcFitVrjdbtnr89emjCMtKilGko+1ulwu1tODd69J+VDWn0g94uLisGnTJuTn57OqDH7MeEwoXSMuLg5PPPEEli9fDpVKxVi/p6amMDQ0xDgt+QwhCY09bQh/PaypodylS5fQ1taGVatW+Z3bv1Sh8Q8PD0dycjJ0Oh3DFModqLTuKEwzl2tJay4iIgJqtRqRkZGIi4vDqlWrMDExgRMnTrBD7/DhwygpKUFubi5TGMSe/9FHH+H9999nXKa8lcYrn7q6Opw8eZKFaeLj47F48WJkZmayjqohISEszHDgwAFUVVWhqqqKrWXaIzz59ULGMiwsDPn5+fjKV74Cg8HA9iZl/Mn6TUpKwooVK7Bt2zYWC6U17PF4cO3aNfz2t79llW60fm+pogTA4hnUkyIzMxNBQUGw2WwYGRnBwMAAjh49imvXrrFieikZqJyQm8kngKTwo/DwcCQlJSEqKmoWdEeqCIeHhxkGjVdKdC+FQsF6n/T09ECtVqOurg4VFRXIz89ni0mqoEgoXkRBdd464+NCpDiJTLi+vh52u130bnQAUZB/enoaoaGhyMjIYBT+0mcgC5uHJQUHByMrK0u2pI9a6w4ODqKkpIRVKfExYYphUgVOZ2cn8vLyRI2ZBGGm1K2qqgpvvvkmurq68MILL8yzav4yhSA/BQUFKCwsRF9f35yZW0ocBZINloaTYmJiEBERgXvvvRe1tbVwuVxwOBw4fvw4pqencc899yAlJQWCIKCzsxMHDx7E2bNnMTIyMm9dOJFp2+12dHV1ISQkBHv37kV8fDzS0tKQkpICvV4Pm82GpqYmXLlyBTabbVY73unpaQZml/OmpPuQf1dCzVC8sbS0FENDQ2wvREZGIikpCUlJSUhISIBOpxONI7Xy2L9/Pz788EMMDQ1dF943YEUZSFCXJpHQ/+np6di4cSP6+vowNDTEiB8+/vhjJCcnIycnZ1bFD92LhCzGueIbcm4NIC7NIoV06tQpdiLx36PFTYQOVOpotVoZewkFpVUq1az4jzQGRcQYfKabXB8i5RCEGQae48eP4+TJk7NqaQmqw2f+KBao1+tnWeT0b7o3HRiUlOHbdVCV0pUrV3D48GHY7XaEhISguLhY1BiLXDWCjDidTjQ0NCArKwt5eXmiVrW9vb344IMPUFVVBYfDMeda+UsV2twKhQJpaWm4//77GZCbFAUvFHvMz88PyHCQ3ov2WnFxMUwmE+vBMzo6ioMHD+LixYvQ6XSiIpFAiwNoLdOaBWYO1v7+fly9epXBjCjmSbBA6d7y+XwYHR1lEKmFuOA0ntSD3GQysf5aarWaUSmSF8XHzekdqHx3bGxsQVAjXhZkUS4kA0Yuo8lkQmZmJi5dugSHwwG3243u7m709/cjLS2Nxe/mevi5EkCUvaZkEZnkpLRJOVmtVrS2tqKxsVGWrZqSUhQSIJeYT+DQ5g8PD5dV3Pw1qXpFat1OTk7C4/FAoZgpoxocHMS1a9dY9Yf0dKUAOrnK0oUgFVKMFAPmXXj+OWnjXLt2DT09PSz5wNfnUuCfkAQ01sPDw+jr64Pb7WZhAQJDd3R0MNf8/2UhTyc7Oxu5ubno6elhTfT4OaYkG8FYgIXtM5pftVrNYu80b8RbabVaAXzKfbrQ8j3eCuRbnHg8HnbgEzDcXzzW4XCIDI6FCB+CAj7tJ097jGLjc4XbeGz39UjAipLnvgvUsqTg8+bNm9HS0oIjR44wEO7x48cZHMJfppYGnGpnpckTfsM3NDSgtbWVZZBpAonF5fz58zh06BAjfeADzQSbSU5OxtKlS6FSqdDW1oaWlhZGjabT6RhuNCgoCPHx8QgLC5tlBQKftsmVhgsoGWSxWJhLQz1H/PUWJ+VEi9Tr9bIEDC1M6djRGBBWUhBmWreSVahQKBjgfO/evWhvb4dGo2FlenyG3uVyMU5QOnSoTHP58uXIz8+HQqFAR0cH3n77bTQ3N9/wovxLEFr/WVlZeOaZZ+D1enHmzBmWjKB1ZzQasXbtWhQWFjLrjB87+txclibF8givK2cJAv6xtYEK/32CI0l/L/cdIqJuamrC4sWLReEoev65hN+jfCIpEDIcsrpvFBERsKKkuNtCXAOK06WmpmL9+vWoqanB8PAw7HY7Ll68iBUrVjAyCLlThpQE4Rb5geXda4fDgatXr2Lv3r0YGxtDamoqlEolpqam0NbWhiNHjuDy5cuszE7uVCfG8MWLF0Ov1yM1NRVJSUmsF3BJSQlKSkqY25uXl4djx45hbGxMtIDodOdJifmAttvtxujoKAMjnz9/HsPDw7PaNdA1qdMcX+s+OjrKSuGkQguDJ5P1+Xzo7+9HX18f9Ho9FAoF2tra8O6776K1tRVutxsRERGsaoKn+5+YmGAMOORSmc1m1NTU4A9/+APWrl0LQRBw/PhxHDlyBOPj47eNZFUKw+Et6luREac5o+egSqb8/Hx87WtfQ2JiIgv90DpZtWoVHn30Udb22G63Y2xsDDabjW1wImeWQ09Q90+z2cwsR6kxwT/fzRZ+bKUJIRLi9zx16hTWrVvH2hsvxLLk35v+HYguotAd8SFcL2wtYEVJJU0LXXAETcnPz0d8fDxsNhvsdjs6Ojpw8uRJxuAtxQLyLvXIyIjfF6QkTV9fHyorK9HZ2clIbgVBQFtbGwPAy9HKk6tqNBqRmZmJpKQkRmWVlJQEAMw1IrecQNfR0dEYGBhgCosmz2AwICEhQeT+CoLATkFKzDidTgbjkAuq00YgJnVBEBAcHAyLxYKxsTG/cSZS/LQQiS/z0qVLrEPkoUOHcPHiRUxMTCAoKIgl4Ph2DgQe5nu6CMJMnbnZbMbevXtx7tw5prztdruoKdytlqGhIcZi7/P5RBAtf+WyN0sIp0dzSjg9mu+cnBw8++yz2Lx5Mzo7OwGANbajTexwOHDp0iV8+OGHaG5uZtVkJSUlWLduHfLz8xEZGclcdAqLWK1WVFZWor+/nx0QcnA0+ncg4i9nQL+jRCNZeeTekmHDMwfRWr98+TKOHj2KlStXori4OKBKNLoXgFl/Sw8EuQNRoVCwxJpGo2EH+UJlQYoSgF+yCX/CB2MJwE04r7q6OjQ1NUGr1Yo4IUlBUH/rlpYWRrUmJ4SDJPqpnp4eRpo7Pj4Op9Pp18ohCywqKor1qKZAMZ3iBoNBRI0VHByMzMxMpKeno6mpaRadFBGPShMthDeNj49nXSBpDIjYQGoB0KTyFiaBhP1ZlFJ6KlJ4Z86cYUF3wt1R2Wdqaipjm+eTT3a7fRZvKL2v2WyGxWIR/Wwha+Nmy7/+67/C6/Wy0IrJZMKqVauwZs0aVs9+s61LshxdLhd6e3tx5swZXLhwga3XjIwMrFq1Cnl5eaz53OrVqwF8GlJSKpUMkfH222/j0KFDsNvtAGbW07lz53DgwAGsXr0aK1asQFJSEpRKJWMm6urqwsmTJ2E2mwGAgdZpHvm68PkgOnxMPCgoiB0A/NzSQZybm4vly5cjOTkZXq8X165dw8DAgAinSN8jpvQ//elP6O3tRWxsLLMsF6IseeFB5HQoyeUzQkNDkZeXB5PJxEDrC5WAFaXL5ZrFvCx1OelvuRenweVhNcSswrPTUIba6XRidHQU165dQ0NDw7xU8PQ9iuMRjpHiN/6YjXnXjMohqV0ExTopq8aDsKOiopCTk4MjR44wJUdCVgWv5GgMiKKNlO/ExASam5sZhERKciAXIHe73SL8G/8uZHXq9XpRcsDlcrGYq9PpRGdnp6gePysri1Uy8JaI0+mcla3152LRM1wvF+SNyttvvy16rtDQUJw4cQJPPPEEvvjFLyI+Pn7OpCD/JxC3neKANpsNNTU1ePPNN5nCovWs0WhQU1OD559/HitXrmREtYC4PJWSZPX19YyJi56DSFy6u7tx4MABGAwGADPrgPCXRLFGyoKsaL79Cc03PbtU+KQmhZjsdjsLDdF3qJb6+eefZ7yShKEdHR3Fvn378P7776O9vV1UmeR2u9Hc3Ayr1cro2wwGQ0AuuNTCpcOpv78f9fX1GBsbQ0JCAoqKilg3TD6RSfmH1tZWZu0vRAJWlCMjI4iIiAAAluInN0cQBHaKSZso8TEbo9EIk8kEs9mM0NBQJCcns0ZiZrOZcUQODQ2xmMvg4CBTIoEOJGW+yQ2OiYnB+Pg4zGYz613Dn6xTU1MYGRlBU1MTcx98Ph/i4uIQGxvLYkR0H8poEusL34ec3Nza2loUFhaKMt/krhAUSaVSoaKiAnV1dTh16pSoGyIf7wLEWDOyDnglyh9UpJBJ6dHJOzw8zHr7kCKnd6Ema1LFMNeCknPJ6N144uBbJVJIktvthtvtxltvvYX09HTcfffdslVbND6EQaRx0Wg0syBe/He8Xi8GBwdx4MABvP7662hoaJgVo/V4PLh48SL279+PgoIChn2VcxG9Xu+stUlrgEDplJyUHlbkSahUKlZ6SIlOUgyBWNLBwcGIjY3F+vXrkZmZic7OTlRWVqKnp4flKeLj47Fz505R90lBEFiIymQyIT4+Hr/97W/R0NDA8gKEp/R6vXjrrbeQmZmJ5cuXL6i0kQ4Vj8eDK1eu4Ne//jXOnj0Lp9MJk8mEJ554gsV8+VhmZGQk7rrrLlRWVvotmJhzXAL9YENDA/R6PeLj46HVahmcxGaziYCv1F6TFhe9mM/nQ2JiIpxOJ0JCQhATE8OYjlUqFWw2G4aHh0WmOwWqp6enmUssF8+jwaBYJ+GrUlJSGPceuQbV1dXo6+tjECGyCoaHh1FbW4uBgQEGoyBXieKTPDkulfap1WpGoksWoMViwdGjR7FixQpoNBoWhKfv0r+plnXTpk2YnJxEe3u7aAKlypKX+XBwvMKlz9MiJWgHVfqEhIQwV10aLlgIuzRZ7yaTiZHC3kqRi/F6vV709PTg0KFDWLFiBWJiYkTvRGGb3t5enDt3DpcvX4bT6YRGo8Hy5cuxevXqWSW3tKaHhobwpz/9CX/84x/R2dnJSgB58flm+qDX1dVheHgYCQkJss+uUChYm11ppRWfuOAPSP73VBWn1WqZoqSDIpDsNF2LasUTEhKQlJQEj8fDKBEFQWBhGuKo5CvA6Dni4+Nx7733QqlU4he/+IWohw7t36tXr+I3v/kNDAaDbIWZPyFl29fXh1deeQX79+9n5ZJmsxlvv/02iouLERkZKfJuwsLCUFpaihUrVmBwcJAZJYFKwIqyurpahNUaHh5GT08PxsfHodFokJ2djZiYGOTk5CAxMREGg4EtLnKlqQ93Tk4OUlJSkJWVBb1eD0EQmCUCABMTEyzbbDAYWOzQ6/Wysjup60fwgZiYGAZMXbx4MWsyPz09je7ubuj1euzfv58Bc2nRj4+Po7OzE8PDw8xaJgagRYsWISMjQ0T9TxYHuTg8LMPtdqOhoQE1NTXIysoSoQWkiogo9EdGRrB3715Rf2SpxcD/oWoZfwkgIjrglS11ypS69DR20iA5PV+gNFeECSwtLUVmZmagS+szFVKEV69eRW9vL+vxTVYQ9df5zW9+g/3797Nyw9DQUFy8eBEKhQJbtmyZVbftdrtRXV2N9957Dx0dHX47D9IzEP+p3GdIQanV6lntEchLo70kV03DGwoUo6M55veKv3AJCX/QX716lSVdCbpGz06MSnJVYQCYIbRt2zZMTEzg1VdfZS2ZaS3a7XZUVlZCr9fjq1/9KkvAzpXJpufr6enBiRMncOLECZbUBD4t0WxtbcXSpUtFmXWlcqYtREVFBU6dOrXgro4BK0qLxYLx8XEMDAzA4XAwCimv1wuNRgOv1wuj0cjMYpPJxE4iipMEBwezonqyTKmlrVqthl6vh16vZ31h1Go1TCYTS4yQ60yup1QodpiVlYWUlBSWaacYiiDMtMLU6XQsqEuTPzU1BbfbDeDTckxqskXMLHLZcjl2FsryjYyMzBsPUShmYCJGo1G2tYCckBXsz6qk+0sPFKlLxythngZO+o6BoB34zZ6amvq5UZTAp4rKarWyzUrzRO0VLl68yOBjZIkODAwwML40RkvJCYvFEpAbN5+SAsRVPfwfggkBsxm/eYuTT96QURHIfeXGqqOjA1arFSMjI6K+2rxVON976PV6LF68GLm5uUzZ0rNTWKCmpgbV1dXM0p+PO9Ln82FkZATt7e2zDh6aF2lBCT0T4ZupjPczsSgp4TI8PIyRkRFmsZA1YrVaERERge7ubphMJsTGxiIqKoq5ExQkph7U5KKTG6TRaJCamorg4GAMDg6y4Gxubi4iIyPR09OD4OBgjI+PsziQ1PKiOuiNGzciKSmJtZGg7F1wcDAKCgoQGxuLrq4uFhKgASargJSf2+2Gy+USVaZIrVi5YD9tQHLxIyIiRHFEfvIIPhUTEzOL1YjeTXoPauXAJ3R4a8fj8WBgYEBEsiB14aVxTX8uHy3e+YTWQUFBAdauXYvU1NR5v3OrhCyYvr4+ZGZmIi4uDkFBMyxHLS0teO2111BXVydqzkXJib6+PlnG9snJSfT394viyv6EH0d/iSRCefB4ZbImNRoNKwigPzzKIijo0x71BFGiJmEUYglEYfLeSEtLC8MikxVL7z08PIyhoSGkpKT4PUTp0CwtLcVf//VfQ6FQ4PTp06I6cJfLhfr6evz0pz/F4OAg7rvvPqSmpjLLUq7yzePxoK6uDleuXJG1CvnDRu7nhG4hmFygsiDA+fj4OEZGRmCxWNgmpGoC6pk9ODjI2nRSkJbqUZOTk5nyNBqNmJycFJUfUU1qUVERHA4HUlNTkZaWhoiICCQlJcHr9aKjo4P1+ZUqyqCgmaZQaWlpiI6OFmUYCfzLK2d+AuikJPA7fTYiIkK2nw1ZdXNtEkoqSTON0kmksIM/4g8SUl60iWnRScXj8WB0dHTWBpdz04FP3Tu5xRUeHi5LiSe1ekJDQxlxL7Vk+DwJZUl5oluHw4HTp0+jpqaGKSleCKkhF7uldS13WMrNHTUbk1MqdLC2tLQwqjRiG6eqMI1GwxALVDrIPwvtIwoL8LhOKZpiLiFl6fF42P95aNDU1BR6e3tx4sQJZGRkiGj+6Hn48dNoNCgvL8ff/d3fITIykvEK0Hg7nU5cu3YNv/rVr9Dc3Ixdu3Zh8eLFIg5MXrxeL7q6ukTclCQELifYkbTmmzwtereFSMCKkiw5ymABYFk2Ku8LDQ2FRqOBVqtlzd6dTidTrP39/TAajQwy4PP5oNfrGWAVACt7nJ6eZoo1NDSUMYfk5+fD7XYzDKCcxcQzitPioRgdWas8pkzqjhK8JiMjA+np6QxfKM2UUtMp6SIkl3WuvkC8+EvY8NejDclbDnLNvOZyP/wJ1c3KbWLarLzQuBLsirrvVVRUoKKigvF3fl6EFD6xyAOfzh+xNskpyejoaJSUlIhCInSIhYaGIikpibHn8CJnwdGakPMYpqamGGELgftJUdL+olYstLbp+nLk0GS4UDJHeqDP5dpK3Xhptnx6ehpjY2PYvXs3DAYDY1Hn+/DwJYqUHCotLcW3v/1tmEwmXLlyBRcuXIDNZmNWb19fHz755BOMj4/jb//2b0VKWDpWPBORdM6I2Ug61hRSIELxhfZ1ClhRUt8PImagMjmCAlDyhkh7DQYDpqen0dPTg9raWnR2dmJkZAQ9PT0YGxuD2WxmRLv0XTLzFQoFtFota/JOyiYuLo7FO9rb22e5lhQL5bss0glJmc1Lly5hcHBQ1hqkU1OlUiE9PR1r1qxhwHLeNaVrEjelNAtJJxuVMfJxJ3om+jdZOsSG7c+SJNeN4B+xsbGstlcq/mK4ctclF0muWZrUZeSD9UT4UFZWhoyMDMTHxyMvL4/xdi6U+OCzElJQJpMJGRkZDLfHWxhyuNqIiAiUlZWhuLh41iFJ45Kamork5GSMjY2JiE54qxX4dIPTfeQ28Pnz53Hp0iXmylMCJzw8nB1G09Mz5bpU0ktuOq8oKfZGypIPL/k7OPnEESln6pBKiViyUgmq1NraipdeeglnzpxBaWkpa7im1WqRmJjIOg3QM6nVamRnZ+PZZ59FV1cXfvWrX+HYsWOsOR6haC5cuIDKykoolUpW3iwdL7kYqUIxg7ig0JoUD0xhlgMHDogqzQKVgBUlD4KlHi/5+fkoLCxEQkIC1Go1a8cQFxfHstl9fX2s1pgyina7HRaLBT09PYiJiUF0dLSIPZlOUJp8OqU0Gg2Sk5NlOxbSYPT392NgYIC5OjSx/f39qKysxNmzZ2dZo/xgUxyjvLwca9euRWxsLKso4ieMFCXFgHhRKpWIjY1FdnY2w+FJLRL6MzU1BavVyhAEcs9EFi5V9VC1R3x8vN+4V6CKKjg4mHWh9Bdr4u9BIZLk5GT81V/9FdasWcOUT0hIyKx65NstZE0uXrwYKSkpLBxDkDN6dpoXCkOkpKTggQceYCB1qdAc5+fns972wAx202azzcpO8+4vf1AS7vbIkSMsrszfg5QlWeharZZhdvle6/z7kvChn7mUJFmQBKkrKytDYWEhNBoNa2tcVVUFi8XCklculwsdHR3s2VUqFQwGAyIjI1FRUYGHHnoIWVlZzMAgD4Sgds899xzcbjeOHz/OLHoK77W2tiI/Px/FxcWzPBO+DFj6c4qJSpEDZAV/8sknqK+vZ5CphTQtW1BlDgBWVVJSUoJNmzYhJyeHudl0clDmGphpW2A2m3H+/HlWDUJldKOjo+zE1Gg0MJlMiIyMZAkcfjLp3pGRkaLFTUIWZX9/P5qamphVFxISApvNhosXL+Lw4cOi+KacUgoPD0dKSgoWL16M1NTUWdg2heJTwDffyIy/BlkbPI2cnFA4oL+/H+3t7bNKBfnrEaZz2bJlyMvLQ3p6OssUSsdBLgEkJ7R4qY2pP0XJW8TBwTP9mdesWYNNmzaxxm/8fT9PQkUH5eXlIqZ82ljJycmMBYpPnqxevZoxScmFThSKGXhYZmYm+vr62CFnNptZeIovkpBa+TReXq8XbW1taGxsFHVqpHvQ3zTGhDDhK9noenxGPJD558eIQgmPPvoo7rnnHiQmJiI0NJTxkR4/fhzV1dXYu3evCC5EuQmFQoGBgQEolUp0dnbC5/PhueeeQ3x8vGjv0H4oLi7G/fffj46ODly7dk2ERiD94O9ZycuUWvk6nY7tOd6anJycZIxlVquVGXukowKRBdV6U2YzLi4OxcXFDH5Dk0jmL58AEAQBcXFxMBgMTMnw+EU6bUJDQ2Gz2VgVTEFBwSxFxoPK5RYBZYNbW1uhVqsZG05PTw8uXbqEjo4OEdSBF9o8pDji4+OZ6+8vYC91u+k6tOhIofOnmzSm6na7MTAwgL6+PlGJGS/UEyg/Px/l5eXMtSEFLndtehZ/Qu8TFhaG2NjYOWmopJVFaWlpDNTLz/NC3ZnPWuiZDQYDUlNTZ/GDElyER0YQQ//SpUsRGRnp95CjA8xoNCIuLg7h4eHw+WY4IKWhFhK5hCAB4vleMHJKjtxscskpVEVWJSliqkgjw0XuOaRCNedZWVlYu3YtMjIyGKu+IAgsoZWamoqmpiaGXZRWjVFF09DQEE6dOoV77rlHNtlDlWOFhYXIzMxEd3e3qGRTLuNN36Vxl86LQjEDsyNyal6mpqbQ2dnJiknIK6LW1YHIghjO6UUoi00ZZJ4oQ1rHSoqDTGje7STriU5BCj77wwfySQ1/z0h1r06nE16vF8HBwfB4PIzVWQqRkQq5O1JcoVwQ3l/GmxR6IC4oWZU8BEPuvXkX7Ga5tzSe8yWcpBYzeQFyAPVAE0i3Ssgak8ZZ6Xc8CQj9jKzNQMaYrh0aGsrgcgux5gjyEkhMmbfY+QNYTrlKn0M6N/x36A/FQqWHO6EydDpdQOWGFHeVS7iQ0CEtvR6Nvz/hDwDpz/1RtwmCIGJ1p3nnC0jmk4CZC/iTSZo0IZNfDtsIgFUI8IqOx3/xgWtKLMgN1lzKiZ6RMvHU/ZAyuhRD5QdSbjGTxSstlZwvEC69hhylm5yQlTYX0JasVyLsmOswWYjQeM53LSnMgg40qUXxeVOSwKeJFLJYpMpCekDRmMiRjsgJXZtnDp8rJigVUhhyG5xXclIDgd9r/OdpT8mNg9y1eaOFr3Xn45uEouDb784llOmeq4CCDghCbvA/n2uPk2El/T09pz9GLd5dp3mnApNAJGCLkgaf2mvW1dXBZDKxuAnwKY6JHxyn0wmz2QyHwyGyXojGjKwkqi+NiooSAcV5ocSMnItKSjIqKgoZGRmszzgpoPLyckbXJlcGRhPk8XgwPDyM4eFhpKSksBNM+ix0KslZmoT1GhsbQ0xMjN9Tklz9+Ph4xpgudz0qzQJmysfy8/ORlZWF5OTkWZUc9Gz0XX9CG8Tj8cBsNs95+tNYUUyqu7sbdXV12Lx5M8twLyQ2equEntlqtaKrqwtLly4V4Q2J2oyPWXu9XthsNly+fBmbNm3ya0GRwWCxWBi9HwBRaEc6nnKKjSeHoaZZdH3egqTQACFDKKNNMU3e4KBrB6qwKVPf1taG48ePQ6vVIikpibn3ZrOZxSiJfUc61/QMSuVMx881a9YgISFBNpdAGNbGxka0t7eLxl8aa5WOOY279PeCILA+V9JxDg4OZsgMKpzhuVMDkYAVZXh4OLO0rFYramtr4fP5MDAwwHppU4lidHQ09Ho9AGB4eBiNjY0YHx9nSis8PBzx8fFISUlBVFQUoqOjodPpWLUOJYOkpx7FIIndW7oIKJZXUFCA1NRUaLVatnjKy8tZCSTPZiJVlqSUrl69ivj4eKboeMgLLQq6vtTiImXS2dmJtLQ0UcyFjx9SzDcxMRGZmZl+AeeUpCIS3ebmZqxevZq5wPxi5C3/+TYJve/g4CCcTqffz/CLmADHp06dQmlpKVavXg29Xs8sY74R2udBSFFevHgRmzZtEkFoXC4Xenp6RDXIhNM7ffo0Ll26xCAqcvHFiYkJtLW1sdg3AMbOJIfLlPNmQkNDkZmZifz8fFYuKSekIB0OBxwOh4ixiq/iIYXKz/9864AMkN7eXuzevRttbW2M6Yiy3rW1tRgbG2OIERpHQpdQfJCy3g8++CCio6NF70wHkcfjQX19PT788EN0dXUxw4WPm/tLtJAxI1dWSrXpq1evFrWOobj62rVr0d3dzVqxLAR4HvCKNhgMrGcwNRN3uVwYHBxEfHw8g9DodDpWoqhUKjE0NITGxkZMTk4iMjISwcHBSE5ORn5+PksGUTaSTGeybvjgNKH4e3t7WdaNFzqdyTrT6/XMhQ8KmqGG2rBhA4aGhpgVIS1LJEVgNptx+fJlaLVaZGRkoKSkBNHR0SL3h+83LlWUPp8PZrMZra2tWL58uWy9NE0iZfJTUlJgMBiY5Si9HoH9JyYmMDIyAoVCgdzcXMTHx8tuhEBjXsROzpNx8CJ1zaenpxn85ZVXXsGlS5eQkZEBk8mEnJwcpKamitpQ3G6h+FR1dTW6u7sRFhYmYuSWHrq81bxnzx4UFRUhIyNjFs7U5/MxI6C/v59BTngcJT8vPKEsf6gFBwcjISEBGzduxNWrV9m6BMDA2B6PByEhIXA4HIxImaww3qOQxvr4EJc/d5YOCIortrW1ob+/H8eOHYNSqWQxf0pc0n6kA37p0qWMpZ1wlAkJCSIcJY0r0dJ1dXXh17/+NU6fPi2q1yaXPTs7GwkJCbIHLq1H6fomTGxtbS0eeOABhgOlMYiMjMSOHTtQU1ODCxcuiPpmBSIBK8q4uDhYrVbW2GpycpLhqcxmMyOKValUrDaVlN/ExASMRiPLBBcUFKCgoIC1XaCF63K52B+HwwGn08kCruTyNzU1yfZJpkVH1P988D4oaKaeOikpCatWrcLFixcxPDwsgmzwC9jlcqG1tRUhISGsmogvZSOLkogseBweTZrD4cDAwADcbjfUavWcySmVSjXLipYuAnI3KLNI4Qy5yfYXp5IKHRJU2if3e+oaSf8HPsUE1tXVoa2tjSEMKioq8Nhjj7E2xJ8Hy5IOmsHBQbS3tzNCWt6ilx50gjBDiFJdXY26ujokJSWJYsg0Ll1dXejp6YHdbhdZgrxFxx+I5PJLXWqidCsrK2NeDz/2FLYaHx/HxMQE23+8d0LKjv6Qhe8vb8ALWXP02cnJSYyPj4uuy9+LGMCeeeYZ3HXXXQymxreL5fcEWe+dnZ145513UFNTg/Pnz7NMPwDmjZaXl2P9+vVISUmRrWSia8tZ+B6PBw0NDRgeHkZ0dLQoJBUaGors7Gxs2bIFbW1ts2Kj80nAK5nqsK1WK9tYVEtKCyAkJISdiNPT06zihgDpcXFxiIyMREZGhqgiJygoiFmIFDci3CYpErvdjurqajYQcgkImiS5agSKByYkJCA+Pp5hxGii+GwahRdaW1vhcrmwaNEiZGZmiu7HB6ylSokWB8/uPJfQvecSuia9F8V15TKAlNAKJFbIb0i556QDkf8dvRNZGlarlVmlRHRM8KXPg1ACanR0VLSutFotioqKcOjQIVZ1RkJewZUrV1BRUcEYrGhNkatKZXhSjCQvNA/+Eg08NvXixYusjxLNCWE0ad9J1y1dm1eSZAHTQQGIMZdyY0RC1+ATU6TcyTp78MEHcd99981Z603XcjgcuHLlCv7whz/g4MGDrPUzHfqhoaGIjY3FunXr8OSTT6KoqEjUu0k6VpTbkN6LQoGdnZ3IyckRfZ/2a0lJCWJjYzE4OPjZkGKQxo+JiQEANplENUbQApPJhLi4OPaHb/9AMTWdTsesPnoZWhDkqttsNlgsFkxMTECr1aKrq4sBxqX0SnxcbnR0FIODgyLMGZ9skAtC00AS1IMUN2Wa5dxSin3M1fODZ3ufSwh/5w8IT0I/p6SVwWCYZbVRjMdoNMr+jr8W/d9f5ptOaTklKrVOBEHAwMAATp48iezsbEZM8nkROnDpYCYs35o1a3D06FHR5iWhKjI5GjWyvOarfAHkkQJyz5aVlQWDwYCuri5GTOHz+Rj5Cc/kQ1Yg/U3KmvYZKRVyeQO1nuh7tG/onjy/Q1JSEtatWydKlsoJFWVcvnwZL730Ek6fPi0KdSgUM9jHzMxMPProo7PYg+SuS8TBMTExuHbt2qywkMPhQG9vL6ampkT6hZQ8oV8CTXSRBKwoo6OjERISguTkZNYZ0Ww2QxBmKODT09NhNBoZKS/xvpH5Pz4+zkztiYkJREREsFOP4iM9PT3o6upCW1sbrFYrhoeH0d/fj+DgYLS0tKCqqmpW1ppXdFNTU+ju7saFCxeQkpKCvLw8EREC3YNqvXlrk7ChdJL5fD4GV5L2OZHGNOUsW5VKxZqI+QP+8m6J2Wz2W8JIn6V/E9CZj8PQZ0lRktVM9+QtZj5BQyJXikmKMhACAQLPNzU14eTJkxgeHsbixYvn/d6tELIeExMTRa0YyB3btWsXxsbGUF9fz8hEiE8xMTFRNoQQEhKChIQEaLValmmd64AjhTNXCIaSeby7S3uD5kCqnGnuKdHKKwM6fANFItAaoQqXqKgoDA0NoaenhxkLZP1RGbG/69K6vnLlCl566SWcOHFCxHZFz1lYWIivfvWrjFyDDBV/zxcWFobCwkJ0dXWhurp61piSBS13sJOXIAXMByIBK0pSONSwy2KxsBicTqdjzanS0tIQFxfH2IQUCgVzFcbGxljjLaoN1mg0zE2l1hIUp+QHva+vj8WC/C3IqakpWCwWBjkICQnB5OQkjEYjgoKCYLFY0N3dLRooWqQUX6Ua9ampKUaxJufikssqfR4+7hgdHT0rKy6nLIkNSQrRmWtxy5EGk0gB09LAPn+a0vPwiS3exVzIgqJ57OnpkSXZuF2iUMyQrPAljHyMMjc3F0uXLoXZbGaxawoZJScnz+IVIKuLkpjkxgUSYplLyGrkvR/ybuiZpfehz/GxSLIIicYwECVJQi4qkcG0t7ezcJs03upP6HnsdjtqamrQ3Nw8C39Jh9fixYtRWlrKvKP5nlWpVCImJgYZGRnQaDSi7qz0bHJhJ9qvPBHxZ6IolyxZAp1Ox9xpMqsp0Gw0GpkilYI7CbBqNpvR0dGB1tZWGAwGlJWVITs7G6GhobDb7QwASj15pqenWSF+b28vc/flzGayaIgsV61Wo7m5GdnZ2UhMTERQUBCr9+zu7ha5I5R5zs3NRWxsLHOTqL5aGsyn+xHNGq8sFYoZKFFhYSHrByRlMqG/yWJrbW1FdXW1bEteOWuAYpT+OCQJuiTtREelpeTqU1yYkAY8aQP9HSi4nd8cV69eRX9//5yfv1VCh1ZxcTGSkpJEuEiyULKysvD1r38dS5Yske2ZI/0OAEa08cgjj+D1118XtYOQ8zAiIiKYByAV3nKUltjyLj5/gEm/S8TTBE/iS29J5lNCtE6io6NRVFSEvLw8FgoYGxtj64USrXKKhhSSxWLBwYMH8dprr7E2ELxhotPpsGHDBjz77LPIzc0NqGcOPV9ycjLWr1+P8+fPY//+/azrQVhYGJKTk5GVlTXLMvX5ZpjRjx8/zvpxfSaud0FBASO8oA3IJxfolOEhENKJ7enpQU1NDS5evIjg4GB0d3fjrrvuQmZmJuuzQQ3KrFYr7HY7+vv7MTo6Kgvn4YUC7BRnoh47Q0NDCA0NZa1xBwcHRYuRsGCJiYlYsmQJEhIS4HK5WDuLuLg4REVFyfLiEf6Qz5zTQtu4cSPS0tJmTRgtbODT7o+VlZW4cOHCLA5JWlRSK5R3o+XGgSwR/r6kPPV6Pbxer6i/MVn7fIkXXWshrT1pDgYHB2G1WgP6zs0UuUODAN133XUXjEajLLdmeHg484Q2b97Mkgx8F0apwgkODkZcXBx27tyJyMhIvPHGG6irq5vVhZGIYoj+y58yoPCUXGtgAAwKJO3PxB/Qk5OTsNvtCAoKYoaAnMczV4iADIC+vj6o1WpG+MEnSKngIDU1lcV76aAkhXTo0CFGxksHCB//LC4uxlNPPcUQEvMpSX6+tFot0tLS8LWvfQ0hISGiLow7d+5EXl6eaN+REUXZ9kCTrLwsKEZJNdv8ZNEAyyVI6N/0/8HBQdasiAK5ixYtQm5uLqKjoxEXF8dOUMK4Xbt2DTabDZ2dnaL7SUUarwQ+hRSRW893IeSvERISApPJhMzMTMak7vF4WDc7KRelIMxkINvb20VExgAYLm7RokXMZSehhUsuu91ux4ULF3D8+HF0dnbOgnzIucv8z3jXmhcKavOZUeoamZqayg4COuXdbjeGhobgcrlgMBhklbWcyClqslbl4EaftVDLDfpDBQg7d+7EqlWrRI3geKHQCzEH8evZX3yPR1E89NBDyMzMxFtvvcUsFlJQERERWLRoETZv3gydTgdATIbL7yOqGecPRz40pNVqERUVxfrNu91u1pLF4XAwuB7lAQgHKS3HnUumpmZ6AR0+fJjxYw4NDYk8sIGBAbz55pswGo0oLS1FREQEQ8RYLBYcOHAAe/bsQUtLi4gRidz6uLg4PP744ygtLfXLzuRPeNe/tLQU3/3ud1lf78TERBQVFc3qT0/PduTIEVFTwYVIwIqSFKRcyVwgQhYY8VpSjJICw5Sl5ZMNbreb9eGprq72exrS4JHFGx0dzWrGx8bGYLFY4HA4ZtVf8yczTSZVBbhcLvY8hBskpUcg7ZaWllmJJT4exrfy5N+J2OJ7enpw7NgxUbBc+l5kpdNzkgvNJ5hI6L2IBJVcJYVihow4JycHZWVlrKUAgdipE+Ho6KiIuo0OMzniWrJqSYnzCQh/JWiftezcuZNhAAVhhrVq1apVWLt2LaOD87dmF7qe6TvEwbp8+XIkJydj3bp1OHfuHEtcpqWlYdWqVYwNy+FwiBQgD8o2mUzIzc3F0NAQq/SheHNycjLWrFmDlStXIjk5mfWPamtrQ3d3NyorK9Ha2sqIfV0uF5sbvgptLgVBn3U4HOjp6UFfXx873Pk17nA4cO7cOYyNjWHlypVITU3F5OQkWlpa0N/fz1rz8v16yHLPz8/HqlWr2MERiJKUe2Yal/T0dCQmJmJ6epqhVvh5pnfq6urCpUuXFoyfJFkQPIhOuoUsKHrQkZER9Pf3Y2JiQrRxCwsLER0dLWt+U1uIlJQUFqCVU5YE9aBMN7W+9Pl8rL6bTl4plozcxYGBAQYuDw4OxsTEBMxmMyP/pWwgneTd3d2s5IwfeEEQGGGIXDbO4XBgdHQUo6Oj6OrqwsDAgF/2GN5VoWsQjowaz8vFL0lRkkVJ2LeVK1dixYoV7HmJ5JhoqLq6upCZmSlizCYSZT7eRS6gwWCA0WjE9PQ0RkdHMT4+Lks+cavkBz/4AeOBpISMVqtl7vNCLJdAhQ4MtVrN3PcNGzaww5Xu6/P50NfXh97eXvT09LD1RMTXISEhiI+Px+OPP46IiAi0trYysuqSkhKsX78eRUVFjNoOmLGUlixZApvNhujoaPz6178WeRK8SF11fyJNDNHPpL/nEzV8pRPhP/lr0IESHx+Pxx57DCtXrpz34JrruXlDjQhlpF4tL16vF9euXWPW5PVIwIpSGvMKVChIfenSJXR1dTFLjQrnk5OTRVUc0helVq6UeZQLlIeGhiIlJQWbN2/GihUrGKRjamoK+fn5MBgMOHXqFNrb2xkujleYFFdrampiWLvh4WGYzWYoFApkZGRgxYoVyMzMRHh4OOx2O5qbm2E2m2e5ND6fj2E5CwoKRBlTsrwoBhYREcFKvfie2zQOfBKGrANqt0HloP7cX4rDAmCtEJYsWYLMzEy2wBoaGnDs2DFm5VJCgvBnQUFB0Ov1zJWh5woLC4Ner8fmzZtRUVEBhUKBEydO4NixYxgcHLwtbjcwUz0mFw66HmtxocK77xQCoDCS1WpFU1MTPvnkE5w5c4b1jtdoNFi7di0ef/xx5ObmQqvVoqKiAoWFhbDZbCzUFRUVxfDI0sQgwdrWrFmDvXv3oru7W+Qh8bKQwysQy5Mwmv4SlfzYqFQqlJeXY+PGjYwUONA54T0WAGwMpNA4f991uVxoaGjwW6YbiCyIPWihC46wVI2NjThw4ADGxsbg9XqhUqlQUlKCJUuWICIiYlYNLAm5neSe+DPBNRoNiouLsXHjRuTk5DCsnCAISExMRHp6OsrLy7Fv3z5UVlayzUwTOjk5CZvNhubmZgAzsSLqWx4UFISRkRFEREQw4o7h4WG0trbOyvzR9SYmJhiTOs95R8kFvV4PtVoNnU6HiYkJNDU1obu7exaWkRQaxdYEQWAbZy5SWXI/SVEqlUokJCQgISGBsdETyHdgYABtbW1QKBSMRYgOC0po0OlPh2VUVBQKCgrw9NNPo6CgAEFBQSgpKUFISAjef/99WCyW616QNyKfhcW4EJEqZeInaG5uxm9+8xucPHmSueS00a1WK8LDw/Hcc88xFiGKE0vj1HLJKloDBoOBsXhJrS9ebralzytFf9cOCpohTyZGIX/Z/7mEh07xiWMpGkEqFK8npMv1yoIsyrkeiBcaPOqutnfvXtTX1zN2YZPJxE4WKamEVMjVljOZaSFFREQgJyeHLTQeFkOEo4mJiUhNTYVCocDHH38Mi8Uiik+6XC7Ww5my5G63G8HBwSzu4/V6GW0cr2ylz0psPw6HgxFE0ILn4UKCMENJ39HRgbNnz4p6Hosm6f/HTE5PTzPFKYUd8WPv9Xpn4csI4E+HUkREBMrLy3Hffffho48+wuTkJKPV4uNRKpWKuYa0ONPT07Fu3TpmrSsUCuTk5ODRRx9FU1MTqqqqrqsl6F+S0Dy0tbXhN7/5DY4dOzaLgIMOp+PHj2Pt2rWMlux69hpVkZElSUqU5pz2kBz2N1DhDwI+mcjHpeXc5KCgIERHRyM3N1cWRcCPh793pPg+kSMTWoUqiPwdJrQf/ZXoBioLYi1YiDVJ2Ly+vj50dHSwXsTU/4W69flbFPwpJS3Mlz4Tuad8i1r+ZKd7JCQkIDc3F0eOHBFlkvmJsNvtjNafrFmyJCk2REQFclaTQqEQTSqfreYXLz0bVTP19vaipqaGwUPk3p/c9vmsNSmDDS0WfkESto/KDa1WK3Q63SyriGKitLiDg4MRExMjOuTIUk5ISEB6ejqamppui0X5eRJSXm1tbbh27RpbL9I17PP5YLFY2CENLGyfAZ9ieokTE/iUlZwsTQqBUc+YheAI+fVA8WmeUo+QDuQRSa89H4400Hekw4BKp9VqNdRqNcLCwmaRckif3x85cqASsKJcyOlGZBnt7e2orKxkrl10dDRMJhMeeugh5Ofnz1nTyV8zkDpo6e+kG16hUCAyMhKLFi2C0WjE0NDQrLpeUpQAWCvemJgYrFu3DqWlpTAajSyjyCdL5O5LlGh8VQUpGj4xFhwcjKVLl8Lr9eLEiRMiBcwDiUmxE/ZS2mOFHy+32y3amAT5sNlsMJlMIuu2oKAAdrsdAwMDyM3NnUVGEBwczJJtVPWQn5+PnJwckTdAsKgdO3ZgYGAA3d3d866Xv0QhJUTsQu+//z7a2tpk6635xEhzczMmJiYWRFFHVqvD4UBNTQ1GRkZY3DIyMhKrV6/Gtm3bkJycDEEQ0N7ejoMHD+LixYuwWCyig1xO+DVLyigyMhLx8fFIT09HSkoK9Ho97HY7GhsbUVNTw6rreKuVClIiIyPn3e9y7zg1NYXx8XG0t7ejoaGB7V2K1yckJCApKQkJCQmzqA8VipmmY6WlpTh37hyDSy3UurxpPFi0KScnJ1lN9dmzZ1FXV4epqSmYTCaUl5ejpKQEGzdulO2kKCdECuCPgZtc/P7+flgsFlEpFH9tivdR3w/+97xlSZnekpISrFy5EklJSSgsLGQxQYKe+AOtkhLiMW1SzkBp1i46OhqZmZnQ6XQYGBgQvRttBLJUlUol2tvbUVtbyyp/pBhPornnD662tjZcvnxZRLIMABqNBvn5+UhJSUFcXNws14gUKiV4qKWpNEZKbvrixYvx2GOPobW1dSHL5y9K6NBtampCXV3dvJAU6RqXHn688GuVcMLt7e3Yu3cvbDYbFIoZSFdFRQW+/e1vs6oXQRCwYsUKrFy5En/+85/x0UcfoaenhxVM8AqTX5vE+pWXl4eEhAQsXrwYWVlZMJlMjMthcnISQ0NDOHjwIKqqqnD06FFYLBaWtKQ8ApF1yMVa/b0rxRivXr2K999/H1VVVYylnCBBGo0GSUlJWLlyJbZu3Yq8vDxmvRJAfdu2bay1rtlsXlAhBXCTFCVl9yjD197ejgsXLuDixYsYGhqCwWBAaWkp7r//fqSmps6iZvIntMmpf7acoqT64ra2NrS2trIMOR+n5D8rd6LQZIaGhiImJgbLly/Htm3bGGicoDh0EFBGXU5J0v0IMM/XyEoxqPQnNDSUxRB55U1uDJV20sT6fD4cPnyYlZVK2xXwkCWyWoaHh/HWW2+J6vEVCgU8Hg80Gg2MRqMIXE+xJxoz2rzk8shlLSloX1ZWhrS0tDnn9i9VaLzdbjfjqpzLEyKFZDAY5iSZACBaD+Pj4+ju7sbBgwdRU1ODqqoqttYiIyOxefNm5ObmirCKYWFhyM/PR3R0NMrKynD8+HE0NjYyxUFxZWIKS0hIQFFREZYsWYKsrCxoNBrGHyttbkZJqKVLl8JqteL06dNwOBzs2f3FEOcbS7fbjWvXruG1117D8ePHWSklr9iDgoLQ0dGB+vp6tLa24n/8j//BeoJTLDMnJwff+ta3sGHDBvbOC0nu3LCiJPdwfHwcdrsdtbW1OHnyJGpqajA8PAylUonMzEwsX74ceXl50Gg0fpuHSYWsxdHRUdn+FjRQhINsbGxESkoKtFotAIgsHlK6Q0NDsNvts+J14eHhSEhIwF133YX7778fBQUF0Ov1DFNIFh0lU/xl4UlcLhejieMD3zzMRjqGcoQH/GlPf3w+H65evYoPPvgAaWlpSElJEcGn+MA6Xd/lcuHChQv4P//n/yAtLQ3Lly9HSkoKjEYjYmJioNFoZOvSacyoAslfQoC/L53yt1rmssRupZBC4zciKRT+/3xst7S0VBQjlrsmlZ5WV1fj9OnTuHjxIlpbW0U14lQUotFoZhkjBHCnZGpZWRmsVivDGHs8HhbPo3JXnU7H+lpJPSJegoKCWHvou+66izExUWw90E6T0ne22+345JNPUFlZySxJuXABGWpHjhxBbGwsTCYToqOjmWWpVquRmprKOh3cUouSLA6n04nOzk50dHRg7969qK6uZu0aIiIiMDU1xQZ8vlOTFzK7+ZIwXvj4I1mzVqsVXq9XBNKmRepwONDS0sKqHkhxhYWFISkpCffffz8efPBBZGdnixYa74ZS4ohXJv7GhVcs0k3Cf9bj8fgNL/DWCK8sbTYbzpw5g02bNiEuLo5lNv0JxcIuX76Mq1ev4sKFCygqKsLmzZuxdu1aUQtc/t0mJiYYFIrAxDwDCx0YdKB1dnait7cXExMTWL58eQCzfPOEEob8wXSjwifESFEAc8fsKWlpMBgYixOvJGjdEQPR1q1bsWLFijmTHZSwOXr0KH7729+ymCbPT0mfs9vtqK+vZ71jpMS6hPVUqVSIjY0VrS/+HUgpBmIJktInMuSoqCjGxDQ9PY2xsTGWlQ80oTM9PY2BgQGcOnUKFotFlheUhLw9i8WCI0eOYM2aNSgpKWGxdZoTCidI33c+WVBfb+n/qdKks7MTBw8eRGNjI86dOyfq6jc5OYmenh60t7ejuLiYLZBAkjg+nw9jY2Oscbn0GejlqX40Li6OKTh+MvigeU9PDwPJUhllUlISHnzwQTzyyCOsyddcFGYKxWy6KxJypfR6PSIjI6FSqUSuinSR0EEzMjIyixRjrrGnpE5jYyOrY+Y/Kz31aQwoMUZlpIsXL5btY073GBwcRENDA7MIXC4XmpubkZqayiqmXC4X2tracOzYMdTU1GBoaAiTk5N47rnn/M7vZyHnzp2DVqtFfHz8rJ4tCxXehR4fH4fH44FKpRLBrOSuTYqFKlFMJhPrrsgTQ+j1ehiNRmzfvh07d+5EcnLynJ6WIAiwWq04deoUGhsbZRvs0QFts9mwd+9epKenY/PmzazaTBr64RueSQ9jepeFHDb07oQTJvH5fAyXnJWVxQ6yQMZ/aGhoFn/sXN+hfkcHDhzA9PQ0oqOjGXaYPywWKgErSt4Kowey2+24du0ajhw5gqNHj8JsNsNsNotqPKenp9HV1YU9e/ZAp9MhNzdXZLHNtTA8Hg+6u7tZmR0vFFOMjo5m3QDLysqQlJQ0q2cOb/mOj4+Lamzj4uKwY8cORmwwl5Kk5yI6frmJUyqVMBgMyMvLQ1paGoMV8WQH0jjk2NgYo4eTLnwacxI+KURWstzYzGWZkKIntmq9Xj+L6IQOljNnzqCrq4u5Km63G5cuXcLU1BSDnzQ1NeGjjz5CbW2tXyzorZBvfetbMBgMWLduHR577DFkZWX57UMkN7a80PtTcmJwcBDJycnYtGkTy7DKtRemaxJvYmZmJgYGBjA6OspYreLi4rB8+XLk5uZi8+bNSEtL89sWV3pdWns8Rlb6XlSy91//9V9oamrC+vXrERMTwxIw/MFN3+Gz9UQcQ94Wb5UGomTIm6JrT09Pw2w2o7GxEYsXLw5IUdJ36VAPVMgLPXXqFDweDwoKCpCenr6gSiA5CVhRvvHGG8wapNOtvb0d9fX16OjoYKaxNNYmCDMtHqqqqmCz2ZCamor7778fq1evhslkku2NQYM7Pj6Oq1eviijBaLJowW3YsAF333038vLyGE2bHBcfWUgA2AJXq9VYtmwZtm/fjvT0dBHZrT+hjLfc5FGsMz09HYsXL2a9guSwnSSEo6NTkxc5BcknnnQ63SwKOHpGf0Lfpwz14sWL2enPYzXtdjvOnj2L3bt3s0obOiA7OzthsVjQ2dkJpVLJWOOlTEq3WhobG6FUKtHR0YHJyUl8/etfR3x8vCxDOYlcXJM/EP7zP/+T4VvVajWqqqqwcuVKPPnkk6xiSXo9EpVKhYyMDIyOjsJisSA8PBwpKSkoLy9HeXk5a9Ust16lQtlbSqpQ/I+3EmnvkVHQ2tqK3/72t/jkk09gNBpRWFjI2LoI4UAJPbfbzRqwdXZ2Ynx8HBqNBgUFBSgvL2cW71yhM1K2BF+ThgNOnTqFTZs2iSq95pP52q3IPQN5sW63GyUlJXjssccQExOzoOtIJWBF+f7777PKDIVCgfHxcVgsFpjNZtjtdmZFymHFaOFRFlCr1bJueP4WCU12f3+/KOPNJ1/S0tJQXl6OnJwcxMbGMgp8OaVE/6c4BfEzUhY+kMVKzyVH1UbXV6lUSE5OFl3Tn5Kk67lcrjnhRnyciOYgPDwckZGRTFFKk0P+AtVk7eh0OuTl5bGOhLTIiX6to6MDp0+fRnd3tyjLSKf89PQ0gwARj+LtsiRJKNtP5ag2mw1xcXELugb/jg0NDWhra4PdbmfWVktLC8LCwnDPPfcgJibGb3UUKWCNRoPExESmFHNzc1FUVISEhIRZns9cQjHA+Ph46HQ6ZrlTGAAAI+6lZ6BSVgrTjI6Oore3F11dXcjOzkZUVBQUCgWsVitsNhtaWlrQ0tLCOheEh4ejo6OD9WDi97+cUFKSDyPReqBqtaGhIWi1WkRERMz73tLwQKBC3ujY2Biqq6uxZs0alv3nrWgg8LLXgBXl8ePH2cPzG0taNSO3UUi5WCwW2Gw21sgpIiICZWVlsm0WvF4vWlpacPXqVTidThE8hfpmPPPMM6ioqBDFo3jLSyrkchOmKzExEWVlZTCZTKIWAXMJWZRy7i41iKqoqJhVueLP/SMSDcKdkfAKkiohKJFE7WFXrVqFoqIi5l7SPPC9oaXPGB4eDo1Gg7vuugtbtmyBTqdjNckDAwOorq5GV1cXjh8/jvr6+llBdJpLwonSQXg7FSQJH4clyi/qnikd/7msounpaQwPD+Pw4cMYHBxkB/XU1BR6e3vhdrtx8eJF5tJJv09JL7fbDb1ej9LSUsTGxiI1NZXF0aWH6HyiUMww5+fl5SE3N5eFXKKiopgn1NfXJ4qH0v6kogfyAs6dO8cqZQAw/tCJiQnGAERjRvyxpORNJpOscqEDf2hoCCdOnBBZlKS0W1pa8PHHH2Pt2rVYu3atqH+Rv7kAIHL7A1lnpD8IRhcSEoIvf/nLrISSQk/T09MwGo3zXg9YgKKkJkVyLxKI8BvKbrejqakJ7e3tKCkpkc302mw2nD17Fj09PWyjUikUMUtT7IV3B+Zzm8kai42NRUpKClJSUmaxssz3HnIsP6GhoUhKSsLdd9+NRYsWzcpgymW96eQbGhpiMSz+M3QoREREwGg0MvAv8RYuW7YMKSkpovgLJcCkGXTeCi8sLMSuXbuQkpKCoKCZXkKnT5/G7t27UVNTg4mJCQYZkbMSeZeKf17a+AvFy30WEkipp5zwSQRK/PFGgNfrhdVqRX19PdxuN0sU0O9JURLoPzw8HElJSUhPTxdVOEkNg0ASKJQooXYspChJ4dhsNpjN5lnvw8edqdJrbGxsVhkv/4dkYmICLS0taGhoQGxsrKyFTh5jc3Mzzp8/jzNnzswC2VMsft++feju7mbVMsSrKjcehKG+HjIL0jVmsxkffvgh2tvbsWLFCqSnp0OhUMBms8Hj8eCf/umfArreguBBgShGqatI35MW6xNZhVwskTJXFy9eFBX6Ez1baWkp1qxZw9plBorJJBykRqNBbGwsa6kqB073dw2yvqTvo9frsW7dOmzatInFQ+jz/AKksQHAlGRTUxODUgCfwpDUajVMJhPy8/NRUlKC6OhoEfaR3yS0sCgDTS4YKS61Wo2srCzs2rULixcvRlFREUJDQzExMYFTp07hpz/9KRobG0XYt0CyjPx8RkZGMhLm29FcjI9fZ2VlITEx8bpgQpQk8wfXovLEiYkJREVF+X2O8PBwxMTEID4+njXnk5LK0vXIaqXDkU+20Gepgoea9Hm9XgwPD8NutzMXer4YMV1nIWNBzyd38NB+aGpqwi9+8QtUV1djYGBg1j3IE+nq6oLFYkFQUBCeeeYZLFmyRMStSmNCntaVK1dke0kt5NnHxsZw/vx5XL16FWFhYQA+7Wb5mSjKuYSPAapUKubekklOp4JSqUR8fDy2b9+O4uJiUVaSNqjD4UBTUxMGBweZQgJmkjBpaWlYtGgR4uLiFoTJpHuThRYVFQWj0Rhwvw6aQIfDweBKwKdUcCaTCStWrGCBatoAROJLVTqE4woODobNZsPRo0dRU1OD0dFR9q7kxiclJWH9+vWsyoJa51K9OEE+gJkFa7Va0dXVxfqC0OGi1+uxZMkSPPnkk1i/fj3jNiTr85NPPkFTU9OC+fpoviMjI1FeXo7t27ejpKRENsF0K4QSednZ2XjssceYolyo0HvJxePoQOrv78fw8LDoHnyijcrqfD4fq3iSgvlpPbW1taG2thYulwtpaWksMcmHgyYnJ2E2m3H+/HnU19ezIgybzcbuTwxXNzMMQnF3k8nEOrCSEDywqqoKL7/8Mo4fP46JiQm//csp7+DxeHD06FE4nU4888wzWLZsGSvuIH1ht9tRWVmJ48ePz1vdNJfQfBHUix//hchNWc20OIhAt6ysjG0Yr9cLs9nMCvYjIiJQVFSEsrIyUUaSTjpqdDU8PAwAjL2YYDcpKSkwmUyspJB3i+TcWz6uQdYkrxznmgA+LkeLoqmpCTU1NcwCIIuYNgK5NpOTkxgeHkZtbS36+/tx5coVDA0NQRAExlBObk1vb6/oxCb28PLyctx///0oKipiC0kOh0kuyvHjx3H+/HnU1tYyrCh1E3z++eexbNkyEenC9PQ0a2nhb3HLCY0t1alv374dTz/9NKuxvRGWlhuRRx55hBFCl5eXM2t7IUKKyWAwyLYqIAXX19eHixcvIjs7W3RgURiGECLAp5lb/lq0caurq/Hzn/+cUdNFR0djxYoV2L59O/Ly8hizv8ViQWVlJd577z10d3ezuL302aT74EaFjIDs7GzReFAYorm5GS+//DKOHDnCFJq/dURjNz0901315MmTGB0dxcMPP4wVK1ZAr9czkt22tjbs27ePNSe70Xe60XG5YUVJCZKUlBSkpaXhiSeewPLly5lbTCY3D/JWq9WiWI0042q1WhEcHIzU1FQAYJZYYmIis9isVivLYJP1RvAkWqh8VhEAsyaJTScsLAxFRUWs1QFfu8qfRFQdVFdXh927d6O+vp4pSpp4s9mMS5cuQa/XQ6vVYmhoCJcuXcLZs2cxOjoq6iFCVigAhluje9LvYmNjsXLlSuTl5SEyMlL0Hvyh4nA40N/fj6NHj+JPf/oT+vv7WakXNU174IEHsHTpUqZs+cODJ0QNRMhqUiqViIyMREVFBZ555hlRa97bJd///vdZ3TwdXMCnngqPPfQXS6U1GhMTg+zsbDQ0NMxixCdLfPfu3cjOzsby5ctF7iNfHUTXlIaX3G43RkZG8Prrr+Po0aNMyQwPD6O7uxtnzpxhfJ8qlQo9PT2or69neNtbgTCguPbixYuRmJjIEiE0pg6H4/9r78uf2rrO9x/AgNiFkFglEGB2bHav2Di2490OdRvH4zROmnSmbTLTaad/Q39ppz+kM53JNJm2WSaOm+AtteMttsHGBgfMYgw2+yYBAgmEQEJGoM8Pnvf46OpqQZA4+X55ZxgnIN177rnnvOddnvd5UVNTg7q6OkxPT3vVZoHGTO1KmpqaMDw8jKqqKkRHR2NmZoa1jCGOhxeNpgCWqShJSaampuLNN99EcXExioqKnPq5CLW5MH5JSpLiQgsLC0hJScGePXscgrmhoaGQSqWw2Wzo6OhAZ2cngyOQglhYWEBSUhLi4uJQUlKClJQUhIaGwm63s8yxwWDAwMAA+vr64Ofnh0OHDjngKCk4PTo6Cp1Oh/v37+P+/fvo6Ohg7Tv5l2ez2aDT6XDlyhXWQ0Sv1zNGIzooeOtVuHF4CQh41vI2NTUVkZGRTlk/igtptVo0NDTgypUrqK+vZyEBvldOYmIicnNzWUdI3tL28/NjNb38IeFOyGKSSCQoKCjAiRMnmOXzIpUk8IxvFICT5UZ194QsCA0NhVwuR2RkpFM1DCk6mUyG3bt3o7GxEb29vQ4QNVJ0LS0t+Nvf/oa3334b5eXlLN5Nc+lqPghX2NXVxZQMhXIWF591DJydnUVfXx/zIuhAXUpHRW/E1TqksE1CQgJ27drlQIjNzwFhLpcaQ+QRCpSt9/f3Zx4Sb4T8GMRnRUkTmZiYiNdffx3Hjh1DdHS0UyMqErEXyyvJubk5RksWHh6OjIwMZGVlsdOZJpVwm01NTWhpaUF/fz/0er0DZCc8PBxSqRT79u3DiRMnWMMsiutNTk5Cq9XCbrdDo9Ggp6cHhw8fxrp16xAWFgar1YonT57gf//7H3p6eljJGM88xD8PLZrh4WGMjY3Bz8+P1XhThly4uD0t9JCQEERFRTngQmm+ZmZm8PDhQ5w5cwbV1dUYHBxkhKa8ZUrhClc1xKSQs7Oz8eDBA4/xLT5+KpfLUV5ejvz8/GURsq6kCBUThSTq6upw4cIFdHR0wGazQSqVYuvWrThy5AjS0tKcqmL8/J4VI2zfvh29vb347LPPoNFoHDglqSCCDqh9+/bh+PHjLJbsLvNPqI7u7m4ntAO9P4Jg8bKSbjUpcrGkK/B8bezfvx+lpaVO5aC0/5cbaiFlyFujL9p6FJNlKUqKSRYVFSE6OtqBossb4U8N4q4jrCDVYVNsZ3FxkdFA8WD0kZERRpDLu5MUPxkfH0dKSgoDrhI3H5n0NpsNzc3NDE8YFxfHoEn379/H+Pg4swqFFqHwh4ek0H8vZ3ELrXK6LgFpv/vuO2g0GlFOQRqjO0uRAvVUjkdlqu6ENohEInHonil2ML5IiBCFTkZHR3Hjxg3W1GtxcRHBwcGYm5uDSqVCfHy8U0KP1qFUKsWGDRtQX18Pg8HgcBDR2p2bm4NWq8WdO3egVqvZ9TyhKKxWK+ta6Wr8/ByudIKG9heFwGi+SGFRhVlpaakoOoX2f1xcHEJCQmA0Gpdl/f0YlSMvPilKygoqlUq88cYbKCsrE8VDAa4DzKQcyeoCwE4tngWc/qWFSfXFHR0dMJvNDlVB/LWfPn2Kx48f4/Hjxyx+JpFIoFKpEBUV5QDL6Orqgk6nw507dxAdHY3Z2VloNBq2OXgFyC8yqoEFnsf6qE2pUEkuZSHQIqS4JJ9UmpycxNWrV/Gf//wHPT09HuNVwhiocLGHhoairKwMCoUCk5OTXkFH6F5Ca4TGSD8ExXgRQi7smTNn8NVXX2FsbMyh1QKxNVHyhypFSKhya8uWLQCeKbbvvvsOZrMZwPN1TZnn1tZWfPTRR5DJZDh48CBr0CYU8gr0ej00Go1HsoeVViB00EVGRiI9PR0FBQWM9X5qaoolXVUqFV566SWUlJSIAsNp7ZSXl6O2ttYhO71cA2EpzyKG3eU9OLGx+HKA+6Qo/f2fMRbv2bMHO3bscEgSkNAgeeXBW2NCBco3vuLZhYQviJI0mzdvxs2bN9Hf3+80PlJqBJch+i2JRIL09HSUlJSwft/U20av1zOoBSk9MeZn4vpTq9XIz8+HXC7H4uIitFoturu7MTIywiwFnhjAG+FdW+pWxwfPCdT73//+F93d3R5rq/nySLHP0YGnVquhVqvR29vrMbFD1rjBYEBLSws2btzIGHUWF5/1ZdHpdDCZTD84zRovCwsLGBkZwa1btxgxLf9cFosF3d3dqKmpQVFRkWiMlZRlWVkZKisrGT5VDCNotVoxMDCAu3fvYvv27QgKChK1qu12O+tM2t3dvSTCh+UKvW+ZTIbt27fj+PHjWL9+PeNvJcTG4uIi6xLqqhiDrpWZmYn33nsPcrkc9+7dw/T0NKamplh12PeRiKGQAfWz4kmngWfFMXQQGo1GFpbj4XdLxdcuWVGSIlOpVDhw4ADjQhRTkhREHxsbw8zMDIsTUlP64OBgSCQSZj3xWUO6F598AMA+R8wrbW1tTtAWUm5UX26xWNh3iS3o8ePHePLkCbRaLVNqQsUmfMFETFBaWooTJ06gpKQEkZGRzHp59OgRrly5grq6OoyOjopuKk9zS0SuRUVFDnAMiuU2NjYyOI+naxO2cnJy0sFt5N8VVXsQ+S8B1cWEdzcXFhZQU1MDqVSKvXv3QiaTYXJyEnV1dbh9+zYmJiZw7949r599JYWe02QyOTy78DMWiwV9fX0u6e2A5++8oKAAcrmcYXvFrkcE1q6SLRQy6uzsxLVr1/DkyROv6MOWKzzGWSaTYdeuXXjnnXdYBZmQ4Jpi3PxeFBMyGsrKypCamoquri6MjY2hsbERTU1N6OnpgcFg8Im019Vz0D2joqKwYcMG7NixA9nZ2Q5FDnNzc6xcuqOjA48ePWIcqUQmQxhqb8UnRRkUFIT8/HxkZmaK0heRSzI1NYXW1la0t7djdnaWJXuSk5MZs46w5STdg7+f8P60eIuLi5GUlMSy3cJkCWWjiZKerMq8vDwcO3YMd+/exeXLlzE+Ps4gIO42jEQiQW5uLn7zm9+gvLycWdJ2ux3x8fFQKpVQq9WQyWS4ePEiNBqNA6zE3ZzSQpbL5di+fTtKSkockiQUKhgeHnbZAVL4DkhREj+kqzEQKF0IHXJ1XTqdBwYGcOrUKdTV1SEyMhJjY2MYGBhghA0vSmg+w8LCWHJRTOhZvElg8T1fXH2Oav0JPcELIRU6OjrwwQcfoL6+3qH3+kqJENVAhg01idu1axdOnjyJ9evXOyEhfHFPCe6nVCoRFxeHhYUF7N69GxqNBtXV1Thz5gza2toY0fNyxN//WT+riooKbNiwAUeOHGGcCvza5b3ZHTt2YHp6mlUzBQYGIiwsjBV9eCs+ud5BQUFQqVRuFyFZHkSAQX2jw8PDER0dzdpoCsu1vHlBdLLExsYiISEBbW1tTn2kabLo/rQIqNxwx44dSE9Ph5+fnwP5gSsXNSAgAPHx8Th+/Di2bt0KmUzmsMhoMebn5wMARkdHMTU15dFi4LOPUVFRKC0txf79+1kvbX7hU8zWGwuEFOX09DQGBwc9gnaXUusOPIfdECyLz/SvJHzFV/H394dCoUBWVhZaW1tFqf+ptNMT/RZZn67mkIyHtLQ0Fu/kr0neVUtLC/7+97/j1q1brNxwJeEvfPx8zZo1DMYll8shk8mwc+dO7N27lylzsRAYXYf/VzgXwr8JcaNUzpqcnIycnBz84x//QG1t7bIOBjJUCgoK8N5777EGZ65KmO12O4KDgxEaGoqoqCgkJSU5xda/V9ebBuFpIxCVFyH6ASAmJgZhYWEMw8afBL4EWIn+SUg6y4+TkkYkZLnFxcUhKioK77zzDqRSKc6cOYPh4WHRTe7n96zyprCwEDt27EB0dLTT5uKtmKysLOzevRvNzc2sa6OrDUZllRKJBJmZmTh48CBycnKcuDEDAgIYzZa3SRK73c7adJhMJsTGxop+TjhH3lwXeJ7Z59v2vmgFSeLv789gQN9++y2rzxd+RqjUhEJQncHBQQdeTrF7HTx4ELm5uQ7YTLJah4aG8NFHH+HGjRs+kRvziQvAsUUFjSEoKAhRUVFQKpVQqVRITExkVTUKhQJpaWkOLiolUslAWFxcZMgQPmfA30/IR8DnEPi1GhAQAJlMhi1btmDNmjWYn59HXV2dy/7mnoQMlWPHjqGwsJD13nJn4fPzRu/CVySGT4pyfn6ewVLEaIr4zNratWuRkJDANhNteF6rL3XwvHnNxzbFxiHWkZEWVWBgIHJzcyGRSGAymVBVVeWEa6PrhIaGori4mFUGubofJQAKCgqQlJSEoaEht1aqRCJhXIWUZaSWu7zQmJOTkxEWFsZqwz3NE7nrOp3OoQkZ727RAuIXl7cL+cekHHmhYH9eXh6USiVGR0ddMiG5egaaP51Oh+rqagaBEVpflNTYs2cPpFKpUwbWYrHg3r17LDPsTQWL8Fmo1TKx0c/Ozjqw24eEhCAlJQXbt2/Htm3bkJKSwpIxlKgi64tiqVqtFh0dHejq6oLJZMLMzAykUilSU1MZuS9xAhAFG/W9l8vlSExMZKB9sf1A8cTS0lL87ne/w8zMDCuvXUo1GCU4y8rKUFFRgYiICJ9IeH1VkoAPipJO2M7OTmi1WlZ3LRwQbWx6QTMzM6zVpNFohEwmY83KfQGsUsyODzzzG5zGEBkZ6UCFxStL4NkCS01NxaFDh3Dv3j2Xm4FIKlzR/5PwJYjJycloaGgQZS6njUytLNLT01FRUcEsRrEDxN/fHzExMaI1yGJCh4nJZHJo0CYWU+YzgT9GxeeLEBaS2JyE4ZmFhQWMjo7CaDRCLpc7lbBS18OLFy+iurpatL7az8+PKWSVSiWa2DSZTLh37x6Dmy1FyOiIj4/HgQMH8NJLLyEiIgLj4+MM1ma325GUlITS0lLk5OQgJiZGtFkc8Lx0sLa2Fl9++SWam5tZwovagxBpDJEEE8phbm6OdRVVqVTYv38/Dh8+7BQmEr4Dglm99dZbeP/99zEyMrKkODZVCB08eBCJiYles6OvpPikKCnLS0kCsROFV0h0io2Pj8NoNGJ+fh6JiYnMRPeUXRPen8ew2Ww2l4qLkj5iQXh+fOSKx8TEuB2Ht31DaHG7q9Cgg0QulyM9PR0ZGRmIjY11eTrTfclNFx4MrsZBP0J8m5gSXs6J+1MUwjPqdDqoVCqHA5vYwTs7O3H37l3maYjNtzsXnixKqr/3RYhxq7y8HMXFxayhW0ZGBiPIlUqlSExMZNlcYbkqjYX2bkNDA1paWhyIiWldkELU6XQICgpiBB4Em/Pze4ZDDQ0NZfR/7iw8igXn5ORArVbDYrEwpipPhzJ5XgqFAmq1etm9b3wVn1zvhYUF6HQ6XL16FQUFBU4tMUloky4sLGBwcBCnTp1Cf38/xsfHERsbi71792Lfvn1QqVRe050Bz10iShLxZY50X8pU5uXlsVpmMeFjlunp6fjuu+8c6npJKDlFL9fTy6KqBzHFSi8/OjoahYWFqKioYA2r3FU3UQyUYqTu2uDSPcLCwqBSqaBQKFwGvWkDLTUMIrScfizCw8N4DgDhZ2w2G7q6unDq1Cn4+/sjJSUF/v7+ePr0KTQaDW7fvo1Lly6ho6ODtYNwdT8hVpj//eDgIPr7+5fkbpJQfHzDhg0oLy93YM5SqVTsnrTm+bihmNJ++vQpmpubcfHiRQwMDDiUZZLMz8+zRCz/Xf7f2dlZVFdXM45UlUrlco+R65yTk4Of/exniIiIgF6v92o+KOy1adMmpKen/7QUpd3+jNj0xo0byM3NxZEjR1j/EKHVRQmF2tpaXLt2DQaDgbU8ffLkCbq6uvCrX/3KgabdXWCdEg/EIE2MQFR+Z7fbmZIqLCxkroo7i4kWY2JiostqiqdPn7rE5Il9nuI5rk5NglVQ21cidvWUfSbG7PDwcAdQuzDGSPGhvLw8HDx4EOnp6U5KmBQKMTZ5u3BpU/JVSSudwfVFqAKJDrWBgQGcPXsWPT09ougDKgc9f/48Hj16xNpGmEwmDA4OYnh4GNPT007lq7zQ2mhtbUVfXx8iIiJY62CyWGtqaliM1Beh9UnuNFm+drudvQPeW1hYWHCqVuHH+vjxY+YNir0zb+LONpsN09PTqK+vR29vLxISEtyuXTJcNm7cCLvdzqqcPK0ZskapQ6o7qBe9e2H4zddkMS8+K0rK5H3wwQcYHh7G/v37ERsbi/j4eOaGAM9Btk+ePGHkFVRWNzw8jDNnzmBubg7vvfcesrKyHGIrYsKXPgKASqVCZmYmQkJCGE5KpVJBpVLh6NGjKCwsdIt/IwkKCkJSUhLCwsIwNTXllOQICAhwYOZxZVXyeEeqvBBbDLSZrVYrS3B5E3uhFrMJCQnMiuYhITTe8PBwZGdn4/DhwygvL3domcGPm1yx4eFhr0gxSMETA09AQAB0Oh0mJydFrZMfUhobGxkkqre3l1GACfsRkZDFNzExgampKTQ3NwN4zvHJl6K6ElI+7e3t+Pjjj/H6669DrVbD398fJpMJt27dwoULF5bF0m21WhlomhI0FHah8RGxzNzcHFMuBH3i19T8/Dz0ev2KvCvyLDs6OlBaWuoxC00dCgoKClgbX28qwYjqkLeeeaH3ZTabMTk5yYpbgoODGSmMsG/9UsVnUgza6N3d3fj3v/+N2tpapKWl4ejRo9i4cSNzD3lNz596tEj1ej2uX78OtVoNhUIBqVTqwHvHC29R+vn5ISYmBps2bYJarYbRaGSAbeqnrVAonOj3xYTc7/T0dKSmpmJycpJV8/CJnNTUVKessXB8ZEVUV1ejt7dXVFHSQWM0GtHT0wOTyQSpVMqu6+7Znz59irCwMGRnZ2Pt2rVQKBQsvkp0csAzBqXU1FSo1WoHFiKhUGvP/v5+h1iVmBDkq7S0FNnZ2di8eTOsViuuXLmCGzdueJWJ/z7l97//PSvDm56eZt0h3W1GehdU+cT/3lshy/TcuXNob29HRkYGgoKCoNPp0N7ezoiZfQlPkBJsamrCJ598whRxcHAw44QkSrb29naMjIxAIpFg3bp1KC0tdUgO0p51dXD4MrbZ2Vk8fPgQRqPRY2dFiuUmJCSgpKSEEWC7G4vdbsfMzAzq6+uxe/duhISEsOeh/WY2mzE0NISamhrcuXMHIyMjDCVAmfL09HREREQ4GQveKs5l8VHSxtXr9WhqakJnZyerwCkqKmKWIVHJBwYGOi1GYjRvbm6GwWBAaGgoc13EhKwaiUSC+Ph4KBQK5OfnO0B+SCl4i9Gk0y4jIwOVlZWsdhsAIyXeu3cviouLXVqnpMjMZjMePnyIy5cvu8Td8adkR0cH+vr6EBUVBYVCITo+mieLxYKhoSFMTk4iISEB69evR2FhIYNx8Bg7eiZX8WO67vz8POvL7g7bR4dJWloa3njjDeTn5yM5OZkpbqKie5Ekq62trQCcSRG8keWMmebRYDCwJAnF5skLWc4BsrCwgImJCXz55Zdoa2tjnUMtFgsGBgYwMTGB3t5eTExMYG5ujqEudu/ejVdffRWZmZkIDAzE/Pw8enp6MDQ05HNiSfjcVqsVDx48QHt7O+uG6q5FS2BgIKKiorB582Zcu3YNJpPJZT8eugfBqz7++GP88pe/RHJyMmu3YjAYUFdXh6qqKjQ2NjJkDbndtbW1uHTpEvbu3Yvt27cjJSXFIfFGde6eZNkM57Tp6eR+8uQJhoeHsW7dOqakwsLCsG7dOkRHR7vs6+GtQuOz5FSrSf+/HGxmQEAAYmJiUFlZiaysLGi1WodkSFJSEgPruro2WZM3b95EV1eXxwXw9OlT1lwsISEBarVa1LUgd1Kr1eLatWt4/Pgx0tLSkJmZKcqnKJwzdzHf+fl55hYKY8vC61BYIzc3F0lJSQgPD4fNZkNycjLrD/4ixZdufSslrixT+ttyr00hgrq6OjQ3Nzt0DyCFzLumRqMR4+PjaG9vx759+6BQKLC4uIibN296RX6ylHH19fXh888/R3R0NBITEyGXyx1cXWHsPDg4GOvWrcOBAwdgMBgwMjLiMg5M86rT6XD69Gl0d3cz6jeLxYLW1lY8ePAAWq3Wqbe8n58frFYr6/N+/vx55OTkIDU1FdHR0QgKCsJvf/tbr551xTpA8S4bb8VQIDovLw8ZGRmMoJfM7cDAQCgUCmzYsIHxG7qLc5BC5F14/u++Bm4J1xgfHw+ZTOZwKlH8T1iJIHz+hYUFGAwGdHV1eazH5i3Q7u5uZGRkMIuVFyp/a25uxt27d/HNN99gbm7OqU7eVyUVEBDADgKz2ezQhVEIxiYrmHdnaXzuiCX+f5Lvaw48hQjEUBp6vR53795FR0cHQkJC4O/vj8nJSa+6NXorVCZ8/fp1zM3NITc3Fzt37oRarWbxVKHSpLrzn//851hYWMA333yDoaEhhmKhsfE8CQT8v3nzJurq6hjLl8VicagsEs4ZGXHUZri9vd2h6ugHV5S8UhR2a6MSr+TkZAwNDWF8fByLi4vMKlQqlSzr7WnTU2xCmLmlhbKcgC29RD8/P5b95rO83lyXFrI3rhbvgrvClVEc6uHDh2hqasLExATsdruDFbgcoZr5tLQ0TE1Nsey31Wp14NaksRgMBuh0OigUCkRERMBqtUKv17N6+hepLGlt/L8sfJLRmyQIgcXpkCcLdCXHQ8qypaWFAeBLS0uRmprKepALkylE+rt161YYjUZGQk1xZX7N8fehxn18jJIOdU9jpPVM/buWIiumKMkiy8jIQEpKikPZINV97t+/H8HBwZiensb09DQrcn/77bexadMmrxQl4Fx+R+1w16xZ49BQzN11hJYo/csTdAhPa96kFxsTZRv5ToeexGazwWAwYHx83Ml1JGutoaEBp0+fxsDAAKamplim2ddMKi8Umz158iQqKioYl2RfXx+6urqg0WgY88vCwgI0Gg2+/fZbzMzMoLCwEFNTU7h+/Tp0Ot0LZQwCnnky3m6en7p4cyCQJcYXZfh6mAlhRryQZdff34/h4WE8fvwYVVVVWLt2LbZs2YJdu3YhIyODsWFRGEcmk2Hr1q3IyspCf38/2tvb0dzcjIcPH7I9QVySfEJY2DrDG+GTyr7IirWrJYKKLVu2MEwlr4CCg4NRXFyMmJgYBAQEQKPRIC0tDfv27UN+fr5DE62lCGXOh4eHERAQALVazfpKu1JWYouFv69wUdlsNhZXpdpxoYVJSjYmJgbZ2dm4ffu213Roc3NzjOyXV8oEv/j666/R3d3NXJPFxWdM5729vSgqKhIdjyfhF154eDgKCgpQXFzMsqMmkwk9PT24evUqrl27huHhYUai0Nrayio3tFotqqurfWowtdKybds2zM7OYnR0FBMTEw4tMn6M4k75rKQs19IXEt2KwabIYiOSjcnJSfT396OxsRGNjY149913UVJSgtDQUADPvbfw8HCW7C0sLMShQ4cwMDAArVaLixcvora2FqOjow5wphfxPr1WlO5S/kFBQVAqlVi/fj22bdsmmlzw9/dnfXVOnjwJq9UKhULBIDy8FSf8cef+Eg6wvb2dmdTUrlTs88Jr09iEz8hDkcbHx9Hd3Y3p6WmoVCqo1WqnTpN0nYiICBQWFkKhULgte3Mn9HmC7rS1tTmdrEajEffv38emTZsYGFn4HO6SODabjdXf2+12RntH+Fe5XI6kpCTk5eVhy5YtqKqqQltbG7NO9Ho97t+/j56eHq9aGvwQ8v7778NsNqO9vR1VVVWora1loYQfm7zoxJe3Qvs7IiKCwXKIulCsEgl4XoBASvPmzZuQyWRITk6GUql0QKPwcUuJRILIyEjExcXBZrOhuLgYX3/9NT7++GPGLv+i1pjXipLPNtMJQzAdpVKJyspKlJSUQK1WO8ED6OHINVYqlQw2xPeFoZOKP5lsNhuCg4NZzxuhcqIKlIiICNb2k2/pKVyQS4lj8a7vZ599hoGBAaSmpuK1115DRUWFE8sPxTaTk5MRGxuLrq4ur+aVWsYK24ES8S5f4UM/ZrMZdXV1yM7OxsGDBx2aWrlLOtEinpiYwIMHD9Dd3Y2kpCTWm5r/HtUY79mzB7m5uWhoaEBnZydmZmbw9OlTVo4qZJh/UZKRkYHFxUWsXbsWycnJsFgsqK2t/VFalXwYZ7ljEyodur5YwnOp1yVikbKyMlZi29jYiLa2No/8krSGTSYT2traMD4+zjgehPehf0m32O12pKam4sSJE5BIJHj//fcxODgoeiC7QmqspHitKAm4HRkZiYSEBNbBTqlUYt26dcjLy0NkZKRT61KygChBQEqMgNu8a0sZVZ1Oh9HRURgMBvj7+yM5ORlr1651IK2gRREYGIjY2FiUlJTAZDJBJpM58FyKidDichXPpGB4a2srGhoaMDExwfriBAQEYMeOHQ7KhV50UFCQx5pUWhCRkZHIzc1FXl6eE9kFhSyENeMELRocHMQXX3yB2dlZ7NixAykpKQgJCXHg6uO/Q/Rak5OTuHDhAs6dO4epqSnk5eUhKSmJVe/w80TuUXp6OuLj4zE+Po6BgQHW3sMVf+eLsJjo0AoICEBubi62bt2KBw8e/Kgz8st1iYkwOjQ0lL13SnoQ2TC5rb7yQMrlcuzcuROZmZmQSqVQq9WYmppCd3e3V5VLNFZv0Rn83lYoFDh48CAePXqE06dPw2g0urzf95nM81pRhoaGIiwsDPn5+Th8+DDr3CeRSBwgAMJaYrIQTSYTo2oCwGj6qTRQr9djaGiINQTTarWYmZlhbWR5hmISOvEI62iz2Rzo3VwJr4zcCU8yYLVa2U9rayv++c9/IiYmBkVFRQwORcHz8fFxl7yWdM2goCBER0ejtLQUhw4dQkZGhgM0iodRREdHMzgEP69msxldXV2oqqrC6Ogodu7cicTERKSnpzsQgZBinZiYQE1NDR48eIDz589jdHQUwDP8YVdXF/Ly8kRp5Pg5lUgkCAsLQ3x8PHp7ex364vDP90PTYImNl5JqPxU311sRrvuEhARs3rwZWVlZbL/o9Xr09vaipaUF7e3tLIHqS4iESC0iIiIgl8uRlZWF1NRUDA4Oeix7JY+vqKgIcXFxS4ql0x5QKBR4+eWXcf36dbex8B+FRUmpdZlMhnXr1iEtLY3FFt1ZEHS6jY2Nobe3l8FIpFIpS7pYLBZMTExgbGyMnYJUqxoXF4fk5GQHsk6xJIpEImETKHRDXIlYJlCYAafMfFxcHEP9m81mNDQ04OOPP0ZERATi4+MRFRUFu92OsbEx3LhxA4ODgw6xMTohw8LCEBcXh6ysLGzatAnl5eXIyclxKrXk3R6qqRaGM6h8a3BwkFkXlF2k1r9+fs9AtxqNBufOncMXX3wBnU4HvV7PmJf0ej2am5tRUVHBxiFUdDQeqp8NCAiAUql0oJIjC5jKUF+E0LxMT0+jp6fHbekgKXb+uy8a4uRJ6BBQKBTYunUrXn31VahUKqSkpDDUCM2BxWLByMgIbty4gZaWFly7do3RvXn7jBSmqa+vh8ViQW5uLjQaDebm5tzuL1ovRNx79OhRp/Yp3gitqbS0NMTHx4tWFf0Q78trRUlsykNDQ5ifn2dZZW8empIiVLhPOEOaBIpXqtVqNsHkvkZGRjKyWnfM4gAYEJ1ELEYpNjb6oXvzbnRwcDDWr1+PnTt3YmxsjFmKRqMRV69eRVBQEAoLC1FUVIT5+XnU1NTg3LlzmJycdFDca9asQXR0NDZv3oyjR4+yE5ZavZI1LnwuiUTiQDzMCw+o1el0LG4klUpZ3bvdbodGo8FXX32FqqoqttD4zWI2m3H//n00NDQwZSkWDxYG3onxiI9bU/19Wlqax3Wx0kIYwampKVRXV6OmpkbU7eafgQ4VwrNSMcRKVK6stBDuODU1FcePH8crr7yC5ORkhy6mvFC/mJiYGGzevBlzc3O4evWqW8o4Xmh9GQwGfPvtt2hqakJ6ejpmZmbQ1dXlshKK5lcqlWLLli149913sX79eo+k166EErSEz/4+XWxX4rWiJLdWr9cvCdnPW2ZEY89XlvCN4smFpRdP/+0NsQXgDIPw5vNk8dpsNofaaPo+ZbLz8/MRExPDiFIJZNvU1MRAslarFbW1tdDpdE4bjfgnS0pKUFhYiKSkJPZcrsIE3i4qcq2NRiOz3GNjY1ni5uHDh2hsbGT9rfm4EsUudTodmpubkZ2d7UDEKgaD4g8R3sqnxm05OTnIzs72auwrKUajEVarFX19faitrRXtzsmvx7i4OKSkpCAmJobV0Q8PD7Pk1IvGhQqF1mJRURG2bdvGkiuuknfkZZC3k5+fz5p8eSu0PqhXN1GjkbIVU1iU1ExMTERFRQVj91pOOEZsLf6Q4rWipLrS8fFx9Pf3u6Q84oUeTiKRIDY2FqGhoQ4lSoGBgayInn6EVp1YRk9M6PQTcvG5+g591mAwoLOzEwaDAUqlkrGM8IoiPDwcFRUVaGtrw+nTpzExMcHc3kePHqGnpwd1dXVsQZH1TfNDc5CXl4eXX34ZqampDmELd89EbDiuXEJe2Y+MjMBgMECv16OjowMJCQkwm81obW1FZ2en6OKmuKpWq8WXX34Jk8mEvLw8lJeXs5bCQlecrMfQ0FAHGFZgYCCUSiWryvih5S9/+QsmJydZHxhhuwFaF2TZv/baa1i/fj0iIiJYcuzy5ctoa2tDQ0MDjEbjj8ayJHTEzp078Yc//AFZWVlMSboS2kv0Dvfu3Yv6+npUV1e7xfgKQ1JkbZvNZkxNTQGAy+QQrQOVSoVf//rXOHr0KKv99lXJ2e3Pikp8bUy2ErIkwDkf0/F2sDRxERERjAaMd0lp8fJKQzih3ihIYmVeXFxklo6rRUSwn+npaZb9nZ2dxcaNG/H22287VAiRGxEXF4cjR46w1gCU8aWY6vT0tAPESTg/VJ1ExfjeKEnCS1LVi6s5p0PMaDTCz8+PgX2Jxp93KcWuQYp2aGgIZ8+eRU1NDbq6unDgwAHk5uYiOjpatHUuWf78mOnvvvRBWq58+OGHDvAyIYlrYGAgQkJC8NJLL+GPf/wjcnNz2YFlt9uhVCqRmZkJjUaDf/3rX7hy5QqrmBIeVD/kZqU1mJaWhjfffJOV+3q7F+ldpaWlobKyEv39/ejt7WXxWz50ReuS1h//A8BtVQzvge3evRsHDhxYESVJIb/R0VFR5c57OfzYVzLe7LWiDAsLQ0hICPLz85Gfn+81JTtvDVKgWfh3oXhyoenvpCBmZ2cxOTkJq9WK8PBw5jqKCbmpvb29aGxsxAcffIC+vj4Az2J127ZtY3EfErIIs7Oz8corr2B0dBRdXV2MQIIUpNjYSch6JauOVzCuxmmxWNDR0cHiiu4sSn4Mfn5+mJ2dZfPmDTRkcXERVquVkfBOT09Do9Hgtddew+bNmxm/qPCZaFxkmQ4PD6O1tRU2mw05OTlun3GlRax1AQltYLVajbfeegt5eXlOUDZqiRoTE4M//elPyMzMxKVLl9DX18cqp/jnFd5DqFSWg1/kv0+x/OLiYgflLvy8u+vR8+/atQtGoxFnzpzB0NAQK/0lGBg1/KMEK9Xxix0WYvch7oCKigoHsmhfhbg+a2pqmCcnvGdgYCDCw8NZv6CZmRlMTU3BarWuWG2714qSuq3t2rVrSYqSxJW1SMK7zlarFRaLhWVl+SZkFDsym83Q6/Xo7+9HX18fZmdnmdsnl8tF3W46nUZHR/Hpp5/izp076O7uZhm8kZERdHZ2suoi/vtE7LF9+3aMjY2hqqoK/f39Dpaa2EKi31mtVjx58gRNTU1QqVRu2+yS0urv78fly5ddtloV3sOThepJyBqz2WwYGRnBrVu3YLFYEBgYiE2bNiEyMhJ+fn4MEzsyMoLJyUmHQoGRkRFcunQJDx8+RGVlpcd7rqR4gqkolUps27YNBQUFotVjtOnWrFkDtVqNN998Ezt37kRnZyd6e3uh1WoZxI0qpeh71F1Up9OxaqCVqlYiRbl27VqG2/XlGtTN8dixYygpKUFfXx9mZmYQERGBsLAwyOVylkeg2u3bt2/j1q1bGBgYYEQprp6JYqJJSUlIT0/3OXlDwhd8XLlyBSaTycmAol73e/fuxe7duyGTyTA6OsroCNvb21kV0XLEa0X55z//GcHBwawnyEq6VmQZTkxMsIqR9vZ2xnpCmEtqOWqxWDA6Oorh4WHmGkmlUmzbtg2FhYUucXxk1Z0/fx5nz57F+Pg4swr9/f0xOzvLKk+ELWGJbi0pKQmVlZUIDAzE119/jc7OTuZ+u3oZZG1pNBpcuHABqamp2LBhA8LCwpzmkeZieHgYX331FWpqarzuWLcSm5Ky/8QKVFtby6wk6gBoMplYr2ui86fvzczM4MmTJxgaGlr2WFZKaENlZmairKzMY7tf+rxMJkNUVBQyMzNZ+xLqSS1kridykwcPHuDs2bMYHBxkPIsr8V4oKbOcfcdTCcbExKC4uBh2u90BtcC78zk5OSgrK0NhYSE+/PBDxvwl5t2QYRIYGIjExETW39xXoT3T39+PTz/9lHULECZIFQoFTp48iTfeeAPx8fFYs2YNK3/s7OzEX//61xUpOvBaUapUKq8TK0sR3hX+/PPP8fDhQ7S0tDgE4nlUP7ma/GL19/dn/TIoPimMAdLpVF9fj08++YTVJws574jtOz4+3slKI+CtWq1GZWUlQkJCcOrUKWg0GrfsOWQtz8zMoKGhAZ9//jliY2ORkZHB8I40RgKsf/PNNzhz5gzGxsacFiY/pu8jVsa70lNTU7hz5w4MBgN27doFpVIJrVbLrA2yKOk7VP1DrTR+SBG6rPzviZ2drHlv3FXyZAIDAx1QAmL3oHWZm5uLtWvX4s6dO/jkk098alPrzmJb7r4jy1JM4QqvTcnWAwcOwGQy4ebNm7h58ybDQouNj4okQkJCvPJwaI8J17Td/qwFxLVr11BXV+fUiIys7KKiIvziF7+ASqViXq7dbodarYZcLsfRo0fR19fnseWEJ/FaUbqK+fEPx4u3L5QSFhcvXsSpU6dYTERoQYm50ST+/v6Yn59n3RddkWcYDAZcvHgRvb29Ts2VSJnp9XqGlRTGESnWExISgqSkJGzbtg2dnZ0AwMDo7txjantx9+5dbNy40alxPCVVurq6cPnyZdZrRbhA+IX1fWYBacxGoxHNzc0YHBxEZGQkzGYzzGYzjEaj0zxSaORFZCZ5HK3w/mvWrGF43KVaOksxDNasWYOysjJIpVLcvn3bY4sNb4VPgq6EeJtfIDq08vJy2Gw2NDQ0wGw2u/w8oUQ8Yaz5UJUY9IcYsu7evcsOY+G9QkJCsGHDBiQlJTklG4nIo6SkBAqFQrRl8VJkxfgofRUipu3p6WFYLbGF5W6h0d8oKO0qQWQymaDRaFy6Q3a7ndXIurofnwmPiopCbGys277hwusTSQDh9fi4JllxOp0O4+PjLhUvLSxaZN+nUqINSi1tKXYs5n7y33kRitKVRUl/84WObqlCnKRyuZxVoixXeKXyQ88rWda01j3lJnh4nydxFVun31MeQsyjoj0YExMj6iHQHiH+iWVb4vYXsaJXZVVWZVV+QvLimAtWZVVWZVV+IrKqKFdlVVZlVTzIqqJclVVZlVXxIKuKclVWZVVWxYOsKspVWZVVWRUPsqooV2VVVmVVPMiqolyVVVmVVfEgq4pyVVZlVVbFg6wqylVZlVVZFQ/yf8+QYeIy2MotAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 7\n",
      "\tobjective = 6.0636e-01\n",
      "\tgrad_norm = 1.4281e-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 8\n",
      "\tobjective = 6.3903e-01\n",
      "\tgrad_norm = 1.6747e-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 9\n",
      "\tobjective = 6.8609e-01\n",
      "\tgrad_norm = 1.6021e-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 10\n",
      "\tobjective = 7.2037e-01\n",
      "\tgrad_norm = 1.0072e-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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zn/8cf//3f4+Ojg488MAD8PX1RXt7Ow4ePIjnn38ef/M3f7Ooe2/duhWhoaFYvXo1QkJC0NjYiFdeeQW7du2Cr6+vw+85mi+SJ598Er/73e9QUlKCX/3qV4uflDssS70Wgeuxyt/85jeoqalhm9WZ/P73v8eaNWuQlZWF5557DvHx8RgcHERZWRl6enpQU1MD4Dqw3cPDA7/61a8wPj4OpVKJjRs3Ijg4GL/5zW/w7LPPorCwEI899hj8/f1RU1MDi8WCP//5z4t+Bqnk5ORgz549+MMf/oDx8XGsWrUKJ0+elMUP/6//9b9QUlKCFStW4LnnnkN6ejpGRkZQWVmJEydOYGRkZFH3PnXqFL7//e/jkUceQXJyMmZmZvDOO+8wpexszI7mC7hu/W7fvh0HDhyATqfDrl27FjcpUrmpXLkTOXr0qPCd73xHSE1NFXx8fASFQiEkJiYKL730kjA4OCj6rKs4SkG4jhXMz88XvL29BV9fXyErK0v427/9W6Gvr499ZmBgQNi1a5fg6+srABBBX4aHh4Xvf//7QkREhKBQKITIyEjhqaeeYjAHHg7CS3t7uwBA+NOf/rTgGM+cOSPk5+cLCoVCiI+PF1599VXhH//xH+fhKAVBED788ENhzZo1gkajETQajZCamiq8+OKLwtWrV9lniouLZWE/Tz31lBATE8P+/9prrwnr1q0TAgMDBaVSKSQkJAg/+clPhPHxcfYZOXiQs/kiycjIENzd3YWenp4Fn//rJreyFh2tB0EQ2Dt1BR4kCNdxf08++aQQGhoqeHl5CREREcI999wjfPDBB6LPvfHGG0J8fDyDlPHQl0OHDgmrVq0SvL29Ba1WKyxfvlx499132e9dXSuOxGq1Cj/4wQ+EwMBAQaPRCPfee6/Q3d09Dx4kCIIwODgovPjii0JUVJTg5eUlhIaGCps2bRJef/119hlX91NbW5vwne98R0hISBBUKpUQEBAgbNiwQThx4oToe3K6wtl8CYIg7N+/XwAgPP/88ws+/0LiJgh3+3rfFceSm5uLgIAAnDx58k4P5a7clUXJJ598ggceeABffvklgyXdrPzfmcK8K1+JXL58GdXV1XjyySfv9FDuyl1ZtLzxxhuIj4/HmjVrbvlaX1nW+6783yP19fWoqKjAv/zLvyAsLAyPPvronR7SXbkrLst7772H2tpaHD58GL/97W+XhA/2rqK8K/Pkgw8+wM9+9jOkpKTg3XffdQgvuit35esoe/bsgY+PD5555hm88MILS3LNuzHKu3JX7spdWUDuxijvyl25K3dlAbmrKO/KXbkrd2UBuaso78pduSt3ZQG5I4pSEATMzMzAaDTiL3/5CwoLC+Hj4wMPDw+4u7szxuLF/PHw8IBer8ff/d3fob+/H1arVVTiNTMzg/b2djz11FPQarXz7uPu7g5fX1889dRT6O7uxuzsrEvPMTU1BaPRiJdffhkhISHw9PR0Ok53d3eo1WpkZ2fj9ddfR2dnJyYmJjAxMYGuri68/fbbWLlyJZsP6fc9PT3h7++PrKwsrFmzBklJSfD19V3wvrfyx93dHV5eXvDx8UFgYCACAwPh5+cHlUo1b4zu7u7w9PSEl5fX7VxCsuLsGTw9PREWFoa1a9eipKQEk5OTjORhKWVubg4GgwFnzpxBdnY2FArFLc+/p6cn4uLi8NFHH81b11+FCIIAq9WK/v5+/PjHP0ZgYCBbb+7u7vD29kZubi4++ugjtLa2Oi2bJZmdnYXNZsPk5CSsVitmZ2fZc83NzcFut6Oqqgpr1qyBUqmUXWMRERH405/+hMnJSdly4JmZGdTX12P9+vVQqVSyc+uq3LGst5ubG7y8vBAUFISIiAh0dHTAbrdjbm5OtIDpYehvmhDhOumw6HMeHh4iBSO9n7e3N6KioqBSqWCxWDA3NzfvGrT5XRHh/9RSW61WjIyMYGZmxukipjFSN8CoqCio1Wp4el5/Dd7e3oiMjERUVBTa2towNTU17zkBYHp6GuPj45ienobZbBYtstsh7u7uUCgU0Ol00Ol07IAYHR3F5OQkZmZm5r2zr0OLXqnMzc1hZmZmXm2xK8KvOxLp2qR7EP2fxWJZ0veyFMxNrj6HVEixjY2Nya43mlvaU4IgOL0eKTy+lxM/DtqvOp2O7Wfp3p+ZmcHExISsUSMIAnsXZrP5lt+Dy4qSbrQUG4AmQqVSISUlBQ899BBmZ2dRX18Pi8UCm80GQRDYRHp5ecHDw4MpppmZGdjtdkxPT7MX4+npCZ1Oh6ioKCiVSmYxkri7u0Or1WLr1q04f/48Ll26hKmpKbZpSIlptVp4eXk5fU56UXa7HQaDAc3NzaipqWHjdvTMHh4e8PX1RU5ODp566ink5ORAq9WyheLh4YHMzEzs2bMHZrMZFy9exPj4+LzTdmpqCsPDwxgbG2NzcbsUpbu7O1QqFVJTU7Fr1y5GjDE+Po5z586hpKQEAwMDjMCArM87YVE6E9pYFovF4eaS+w4d3HNzc5idnRUdhh4eHvD09GQbeXZ2FhMTE7hw4QJOnTqF4eHhJbFayarkvYabEXqG6elptnfofZHCkhoZNG8jIyO4du0arl69Om+90V4wmUxO94D0mXgPUnoIuLu7IzAwEIWFhbh06RLsdrvonQmCAJvNhpqaGoyOjkKj0TCDg8ZsNptRW1sLg8Fwy+/BZUVps9lEJ8CtKkyyKIODg7F161YkJiairq4ORqMRg4ODmJ6ehre3N/z9/aHT6aBWqzE7O4vh4WGMjo6ipaUFra2tGB4eht1uh0ajQXZ2NhITE+Hl5TVv4t3c3KBUKpGVlYWnn34aAwMDGBgYwMTEBJtEUgoLKUnacN3d3Thy5AgqKyvR2NjoVGG5u7tDo9GgsLAQL774IlatWgU/Pz/RXNLioCZSv//97/Hll1+KNrYgCOx058d0uxSlh4cHwsLC8Pzzz2Pnzp3Q6XRwd3fHzMwMioqKEBQUhL1798JoNGJubg4KhQJBQUEICAi4LeO5FbHb7RgfH0d3dzempqag0WhkrTRSkNPT00yxjoyMwGg0wmg0sgPW19cXwcHBCAwMhJeXFyYnJ3H58mW8++676OrqknUJb1Zo792MkDFBnk97ezva29thMpmgVqsRFRUFnU6H8PBw+Pn5QaFQMMNkZmYGw8PDOHXqFM6fP49r165henpa9Fxzc3OwWCzo6+vD8PAwpqenFzQ2SFHKWZ6kOH18fLBlyxacPn0aFy9enBd2sNlsuHjxIs6ePYtt27bBz8+Prc3BwUF0dHTgww8/xMjIiEsHozNxWVGePXsW/v7+iI6Ohr+//4ITsZDQZCgUChbzSk9PZyceID6x3d3d2Ysj17OrqwsNDQ1ob28HcJ2eKTQ01KGLQhbdhg0bUFdXh9OnT6O+vp5ZQ7Ozs8yllVvgZM0NDg6ivLwcn3zyCbP6nFkpZBFERUXh8ccfx6pVq0QuBf85Nzc36HQ6LF++HDMzMxgaGkJlZaXopL6dilE6bqVSiby8PKxfv57FYGkMMTEx2LlzJ7788ktm+QYEBGDt2rVITU297eNbjJA3MjExgdraWmzfvn3eQQWAWY+Tk5Po7OxEeXk5Kisr0draCqPRCJPJhJmZGczOzsLT0xMajQZarRbe3t4wm83o7+/H8PAwc/GX6j3Nzs6yg3ght1b63DMzM5iamkJrays+++wzfPHFF+jq6oLdbmcxb51Oh5ycHCxfvhwJCQnQarWYnZ3FwMAAzp49i8OHD2NgYIC53tJ7mM1mNDY2IigoCGlpaVCpVC6FChw9h5ubGxQKBZKTk/HAAw+gra0NfX19zAOk5+rs7MTvf/97DA8PY/ny5VCr1TAYDPjiiy9QX1+Py5cvL0lc12VF+ZOf/AShoaF45JFHcM8990Cv17NNsxiRDpiUiIeHB+vdK10IUlcAAAICAhAVFYX8/HyMjY2xU8PDwwMzMzNMsUpfhIeHB4KCgvDggw/Cz88PPT09GBoaYhZER0cHRkdHodfrRSf47OwsLBYLmpubsX//fhw5cgQ9PT2wWq3z4qpSoZeempqKvLw85m7LLRI+1pqbm4tNmzahpaWFxW8X+8KlsV1XPw+AhTPIcuTHTM8UFhaGkJAQXL16FXNzc4iKisK99957RxQlbUy5g4Q2ltVqRVVVFaqrqxEUFMSUJX1mamoKFosFFy9exDvvvIPy8nKMjIxgamoKs7Oz894BnxQkS5S3/pdCyBrs7u6G3W5nyQ1XvkfhgIGBAbz33nv48MMP0d/fz+LfADAwMAB3d3fU1tbi008/RXBwMPz8/DA3N8c8PArzSJU/PbPVakVdXR1mZ2eRkZGB7OxsqNXqW/I+KcG6du1aHDlyBENDQ/PCUHTf3t5e1u52bGwMAwMDsNlsLFF0q+KypmtqamI9oZctWwZ/f3+XJ4EWLv8HmJ+lpJ85E95N9fDwgEKhgLe3N9RqNXuhlKH18fGZp8xpg6ekpEClUqG0tBTnzp1jp05/fz96e3sRHR3Nnm9ubo7FO1577TWcOnWKJW/omp6enqKNIt0k7u7u0Ol08PHxmRc/lROKqebl5bG+J4uJs7i7u7M/fKxNbvOSdU9/6P8ajQY5OTkoKChwGJLgM5Hu7u4IDg5GdHQ0AgMDXR7rUklQUBCmp6dhs9lYTEvqIk5PT6OzsxP79+9HYGAgsrOz4ePjAzc3N9hsNnR0dKC5uRmvvfYaqqurMTk5ya4jN3dLsQkXEkEQMDk5idLSUmzevBne3t4ueXRzc3Ow2Wy4du0aqqqqcPjwYfT29mJqakq0lmZnZ+Hm5sbijL29vfPWDb92+MQKjc9ut6O7uxsmkwlarRaPPfYY0tPTWcz/ZhQmj1ZYtmwZLl++PC8GOjs7C6vVioGBARgMBrZfabxLhWxwWVGSO9zX14exsTGXB0CDpaQDLTo+QM0HdR25Fc42KbnoJpMJHR0dGB8fR2hoKGJiYhxmwH19fREfH49vfetbGBwcZE2cBEGA0WiEzWZjCQmr1Yra2lr827/9G06fPs3cTEpIKZVK6PV6uLu7Y2RkBOPj46J4JZ3sAwMDGBoaQkhIiMgSkRN6rsDAQGg0GpHV4kxIaSmVSvj5+cHPzw/T09MsQy0NK9B91Go19Ho9goOD2eETGxuLrVu3IikpSXZjCoIAk8mE0dFRdmjQ/2+Fdv9m5b//9/+OoaEhXLp0CdXV1Sxexr8HcqvPnz8Pm82G7du3IyUlBR4eHujo6MDnn3+OtrY2tLS0wGKxfCWKcCEhy6msrAwHDx7Enj17EBoaCoVC4dC9pUPBaDSipKSEEQWTZyIVOghor8rtGT7pwme3aX2bzWZMTU3h8OHD6OzsxObNm7Fq1SokJCRAp9OxJOtihPZYRESEQ0uavIXbKS4rSpootVrtslVEQlp/bGwMU1NTmJ6ehkajgUajgVKpZIqSJpF3F0lx8kkkufvOzMygt7cXVVVVGBgYQFJSEtv00iA4KWkfHx8UFxdjYmICH330EUZGRpCUlAS1Wg2bzQY3NzdMT0+jsbERr732Gk6fPs1iNHzWPiUlBVu2bIFSqURpaSkOHz6Mvr4+0Sa12+2or6/Hp59+CqVSicjISKhUKpZ4cqY0XTmUeMtcrVYjISEB27Ztw7Jly2C1WnH+/HmcPXsWvb29mJ6eFh1YSqUSqampeOSRR1BYWAi1Wg2FQgG1Wg1/f3/4+vrOm0NyUzs6OkRZ7/b2dhw7dgwZGRlfufv91FNPwW63o6urC++88w7ef/99GI1G0Sbis7jnzp1DfX09SwKMj49jdHQUdrvdoUK5UzIzM4OBgQG89dZbMJlMeOSRRxAfHw+1Wi3aO8ANHOLQ0BDOnTuHI0eOoKuri0HiXBFpeIGwsdS3ymq1wmaziRTm7OwsZmdnYTQaUVpaiitXruDw4cPYuXMn7rvvPsTGxi6YLJUT8gLvZGO7RSlKsjxcjZEAEE2i1WqF1WrFzMwMPD09oVKpGESBJpm+Qyfb7Owsy0YrlUrmSkvjlna7HaOjozAajfD09IRer3eYlKHvUwwkLy8PBoMBnZ2diIqKYvEZi8UCs9mM+vp6NDY2ihYauabZ2dlYsWIFCgsLGSymoaEBQ0NDLJ7Dx4ouXrzImjkFBwfD19eXnbRyyshutztNCvAhC7qGj48PMjIyGCB9dnYWvr6+GB0dxcTEBMxmsyjA7eXlhejoaOTl5SEpKYkdLpRskxsXJbZ6enpgNpvZhpmcnER9fT0mJyfx3e9+16U1slRCazMqKgorVqxgrQmkLjiN32azYWRkhPV/np6evulY8O0WUvBDQ0P48ssvER4eDm9vb4SHh7N1Rx4HQWO6u7uZ4WAymW5a8dNhqlarERQUxIpFpIeJFMI2NjaGlpYWnDlzBmlpaQgLC2MKbzHKkhJxd/KduKwo+ROFsIyu4Lro96QoCfxJwHCyEsk1n5mZweTkJEZHR9Hb2wuj0QgPDw8kJSUhJSUFAQEBIpAqv4CuXLmC9vZ22O12+Pr6LohrJOsrLS0NoaGhGBkZYVhKT09PBjE4dOgQ2tvb2fXc3Nyg0Wiwdu1afO9730NUVBSDw+j1elbF0NbWxl7w3NwcJiYmUFpaipaWFsTGxiInJwebNm1CXl4eNBoNsw745+rr62MwEzmX2dPTk1kUSqUS3t7eKCwsxBNPPIEVK1awvi4RERGIjY3Fv//7v6O6uhoNDQ2wWq1wc7sO7F2+fDkyMzPh7+8/byHTv0mB2O12TE1NoaamBkeOHGGBfuB6s6iqqqpF929fCqFQjr+/P4qKirBixQqW3ZUKxbF4N/OrQhPcrMzMzMBkMqGyshI9PT04ffo0du7cicjISMTExEClUjF3u7a2FidPnsSlS5dgMBhEXsRihKw5Wj8FBQUYHh7Gl19+yUIT0mvyuFO73Y4LFy7Az88PiYmJSExMXBQWlPCSg4ODtxUvvJAsKm09NzeHwcFBXLp0Cf7+/ggODoZSqRQFa+UmQApCJtfVy8uLlXi5u7uzyZ2amkJvby8uX76MpqYm2O12pKWlwd3dHcuWLYO3tzdTKATpKSsrw8WLFzE0NASVSsXiiAsJbyXr9Xr2IihEYDAYGO6OlKRKpUJGRgaeeeYZpKamQqVSMUtXq9VizZo1WLNmDcNp0gakQ4AwZzU1NaisrMQPfvADZGZmIjo6WmQZkBtJFhsJzZ1Wq0VERARDIKjVagQEBGDjxo3IzMxkySwKNWRmZuKll15CfX09/uVf/gVXr15l1mZERASrEpJa6zzEZHx8HB0dHeju7sb+/fsZdInGNz09DZPJhMnJycUsrSUVwuBFRESw53G0wb7uylEqhKHt7e3F8PAwLl26BK1Wi5iYGGi1WkxPT2NgYAB9fX0YGRmBxWIReTaLFVprERERSE1NRXJyMnp6ekQIFUfCr/nq6mq0trYiNjbWJTwojZcUf1NT07wulF+luKwoSYF1dHTgrbfeQmVlJTIyMliMjoLL0lgCn3Ahd2doaAienp4ICAhgEAL6Q4qTaqgHBgYwMjICq9XKMGy8a2S1WlkrWsJTAtfLAelaCwlZUJS5FgSBZan1ej1D/c/NzcHLywtxcXF4+umnWTyPt8DI7V+7di1OnDgxzxqUnrZ1dXU4deoUFAoFc6OAG+4Gn13ns45qtRqFhYX45je/iaSkJABgQN+QkBAGDOdRAiqVCgkJCQgJCYHdbsfrr7+OgYEBxMTEMPiPVOhENxgMqK6uxrlz53Dp0iUMDw8za1daMUEH4Z0SSn4MDw9/LZIxSy28e22z2dDf34/W1laR8UB/luIgoAQYJT1bW1thMBhcTqDMzc3BZDLBYDDIWqBSNAz9bHZ2FiMjIygrK1uwoON2y6IUJbmPTU1NaGtrw9GjR+Hv74/c3Fw8+uijSEhIQHx8/DywKZ3ow8PDuHbtGmpqahAcHAw3Nzdm+ZD76OnpyRIJgYGBSEpKQl9fH7y9vedZXHNzcxgbG8OZM2fQ3NwMq9UKHx8fREVFITk5mV3XFeFjfYIgsDr0jIwMFBcXw2azwWQyISIiAnv27BEBlqWiVCoRHx+P4OBg9Pf3y8a8ePxZT08PjEbjvE1NBBpy5V06nQ47d+7Eli1boNPpAIBZDuSGy32PPIBt27ZBoVCgtLQUQUFB7H3wwsNL3nvvPRw5cgS9vb0MO0oxZLnFeycWNJXlTU5OoqKiAuXl5SK84H824bO9UqW1VM9MB3ZHRweGh4fR2NiIkZERdgi5eh/eCOKvzRsNpGPoZyMjI7hw4QLee+89Bjb/2itKHj5A1uXk5CRGRkZYPG7ZsmX47ne/i5SUlHnxtunpabS0tKCsrAxlZWXw9PRET08P/uqv/grp6emiz1NSQqVSISgoiOG+FAoFy5ID15W3yWTC8PAwq7pJTk7Grl27kJGRAbVafVOWDY8jjIyMxHe+8x3k5ORgYmICqampyMzMREBAgCzgnixob29vViK30Bj4YDwJX2Ot0+kwPj4uQgH4+PggJSWFwS4IP8aPQ05oPAEBASguLkZQUBDMZjO8vLwwMzMjGge5/m+99RY++ugjlkGWQkWAr4cL29TUBJPJhOrqauzfvx8tLS13PAnwVcntekbau5QIpBJBOpQWEvLUCF/LE1xQ3mJoaAg9PT2MSMRsNsNsNqO5uRkXL15Ee3v7ojL2t0Nuij1IikszmUyor69HR0cHBEHASy+9hOTkZFF23GazoampCY2NjRgYGGCxRZVKhR/+8IeIi4tjm5RcdbIwvb29RUqCD74rFAqkp6ezutUdO3Zg9erVovjczQi9YA8PDyQmJiIqKgpzc3NQKpUsE+wI00WWoivWjKenJwIDA1mSir+/UqlETk4OsrKyMDg4CJvNxqxO3mokhUW1s648Gx0sYWFhaGlpQVtbGwAgODgYnp6emJ2dRW9vL9577z18/PHHzNUiWi2VSgWtVouZmRmMjo6KYmF3Sr7//e/DbDbDYDBgZGRENF935eaFMJl8CGgx60yn02Ht2rWIi4sTGTmTk5NoaGjA0aNHcenSJbbG+aSu1Wr9WkC1loRmjRSD3W7HsWPHEB0djWeeeQbBwcFs89rtdvT19WFoaIiVgw0PD+Po0aNIT0/Hnj175sXVpEpRGuuj7PmaNWuQnZ0NvV6PiIgIEbflzQqvlBUKhUiJO1O+dAIbDAYGzHeWeVcoFIiOjp5XIgiAce7dd999jAXFarUCuG7tyWX1pYkLeg65e3t4eMBut6O6uhpNTU3QaDSIjY2FRqPB1NQUqqqqcOHCBUZSQnCqFStWsHLMyclJnDhxAmfPnhXFU++ElJeXM0vl6wjx+b9ZXFGO0n3r5eUFnU6H4uJi7N69GwEBAczzMZvNqKysxJtvvonz58+ztSMFssu9R6n7vhi5WcNpyfgo6YGGh4dRUlKC7du3IzAwkJVCUTaU55ykjNaxY8cYY44jRUQKgMdY2u12uLu7IyQkBJGRkdBoNCIy2Zt9Dr52m3czXYE10LP29fUx7Jqjl0nuPRGNyMUU1Wo1ioqKsGzZMlRVVaGvrw8AYLFY0N/fz6w4ufgi/dyR+y8IAgYHB3H69GlcuXKFJYPocCPcK1llSqUSubm5+PGPf4z4+Hjo9XrMzMwgJycHc3NzOHny5G0jxHVFCPT+n10WqyhuRbG4KhQuI+ytRqNBeHg41q1bh4cffhjp6elQKBQMDN/Y2IjXX38dJSUlDF7Ge6rO7sFDA/mklSPhvVQenbOYuVhS4l7eFZdCWqRcfiQEXl3I+iLhlSxBeIClIzWlF0kZNuLDJAXiilASxJUXSC6soww91XzHxMSgra0NAwMDosoLisHxljfFkefm5pzCtuhkJxjJ9PS06LP8IiTrNz4+HjExMQgICIC3tzfm5uYQGRmJrKwslJWVwWw2uzRHd+XmRErCIZcxdvb522FpkxKisBRRtuXm5mLDhg2IjY1lYTi73Q6r1YqmpiZcvXqVET8vZLHy96B8BpGckIfqzHOj7/LVcIuRJVOUctks/v8EUuYfiE4Eg8HArKOFGIkoQzY0NITBwUGYTCYolUoEBgayemuCKC1mMvigdWNjI5qbm2G321nShOpVXSEj4AHazj5D1GtkDTtTlPn5+ejp6UFbWxtsNhvMZjMuXLiALVu2MJIEeg6i2J+ZmYGPj4+oVlwqdrsdExMTonfDK11+HN7e3sjMzIRer4darYaXlxcEQYBer8fmzZtx7NgxRt5x1+1dWqHN7u3tDa1WC5VKBbvdzur3eXYj/vOkWCjMYjabXU7EuDouLy8v+Pv7Iz09HdHR0Vi+fDn7d2BgILy9vRmr1+joKENRtLa2ijC4zu6hUCgQEhKCwsJC5OfnQ61WY2xsDOXl5aipqWF1/dJrUSw/MDAQaWlpyMzMFFUIuSq3pCjlGGf8/PyQmZmJ0NBQkYlssVhkSQb4mKMrQpCIvr4+nDlzBk1NTZiamkJAQAAyMjJYGZ5arZ6HcXQmBH06fvw4/vSnP6GtrY1lgePi4rB7927cd999or44ckILR6/XQ6FQOJ07tVqNZcuWMeC+o5CDl5cXYmNjkZCQAIVCAZvNhqmpKVy6dAn79+/HI488grCwMADX3c/Ozk60tbVBoVAgMzMT8fHxsuEIqmJRqVRsbvm/5eaIoEE8ppOymqGhoaivr19gpv9zi/RAWio0AOGOi4qKsGXLFoSFhcFkMqGurg5dXV2oqanB4OAgez+enp7w8/NDWloa693T3t6O8vJyDAwMLBkagOLWa9aswVNPPYWoqChEREQwHDOf5Z6ammI8sLW1tWyszoTWf1hYGJ588km21j09PTE9PY377rsPBw8exIEDB1hhyNzcnAh9Eh0djV27dmHnzp0sBv+VWZQE3wkICEBAQAB8fHwYnOX+++9HeHg4U5TkjlOdt/Q6Op0OoaGhC2ap+TiDxWJBTU0NLl26xGp1jx07hoSEBNx///3IzMwUcT86E1K+7e3t+Mtf/oKKigrW78TNzQ1GoxETExOMjZ1ouRyNkSoZfH19WcWR3HMEBQVh+fLl8PX1dWqpuru7w9/fn7W5AMBYnPft24eGhgakpqYyYofm5mYMDw8jKCgIu3fvZopYbgwhISHQ6/Vob293mogRhOvkrOXl5di+fTsiIiJYTIpCIXc6w6xQKBZMBNwuoQNDqVSyQ48svVvN2pI1v2bNGvz1X/81UlNToVQqMTc3h61bt2JychI1NTU4efIk6urqYDKZWBnn9u3bERUVBTc3N1aQcfz48SVBKNAzR0RE4IEHHsDKlSsZIkJqoFCZ8YkTJ3D+/HmXK+fc3K6XC2/ZsgWPP/44YmJiRFhqX19f6PV6xMbG4r333kNTUxMsFgvTT8nJybj//vuxZcsWhIeHu0woLJWbUpRkCpOlVVRUhICAAFZWRxU3lMghRhGz2Sx6QWQWp6WlISoqitUtO7sv1TdrNBpMTk5ibGyM1Y9PTExgaGgIvb29SEpKwl//9V+LqmecCQWYaaJ5pTE3N4f29nacPXsWq1atYvXTjsbo6emJoKAgUd20dFESz150dPSCz02WOrnoRqORhTN6e3sZUQKNleKrXV1d8PX1RUFBAWPIkWI1/f39ERkZiaqqKqeVDxR3vXTpEt577z1WS63RaBhxiKvdK2+XpKWlsYoVIv9wxc2UJuyA+TRiC32fvIi8vDxkZWVBoVCgv78f5eXlaGtruyXKNnr/W7duRVpaGrRaLRunt7c39Ho9QkNDsWLFCgwMDGB8fBy+vr4IDw9n+5KUyvbt21FZWbkkuESCsGVkZCA/P59xJEjXGZVdNjU1oaysDF1dXS5btLRG161bx1xmPruuUCgQGhqK+++/H2lpaaioqEBvby+USiV0Oh2ys7ORkpICf3//myLkILlpRanRaLB582Y89thj7AHowaQBZMpu87g2UighISHYvn07iy8u9BAUg9Tr9fD392eWA7302dlZdHV1YWRkBAcOHEBcXBwiIyOdKiJSOq2traIeOvzvbTYbOjs7Xero5uZ2ne9SjmCC/wyBvCm25OyzarUa4eHh0Ov16O7uFgXAqYcPP143t+tEI1VVVaipqUFsbOw8q5WSSXyLB2dCibf33nsPpaWluPfee5GYmIjBwUF88sknonHdCfnnf/5n2Gw2dHV14cKFCygrK2Ns3o6UAr0HjUbDWvBSqIj3ghZCL2i1WuzYsQPPPfccq2eenJzE2bNn8bvf/Q5XrlxxufGWnCiVSgQFBYna3wI3sLNqtZoVaNBa4jPEAODj44PCwkJkZWWxcsJbUZYeHh6s9QetIekaJkNpbGwMFy9eRE9Pz6KYjGjtE75X7vfExJ+Tk4OUlBRMTU2JYroKheKWG7PdlKIk0oHly5cjLCzMqcVGMBO+3wUNmDCQK1asEBFdOBOaAD8/P0RFRc3r9kdKz2QyoaysDK2trQgJCXEKGaKN0dnZ6dCqohimK/036KRzVkJJ/JmVlZWsqRP155Z+h07uwMBAhIWFoba2VpT1pGeQPhM1hqqoqMDGjRtlYzOenp6Mb3IhyASPhzUajWhvb4efnx/sdjuMRuMdhQYBwJo1a1gcNS8vD97e3vjss89Yqw+p8Nb/unXrsGnTJoSFhWFu7noLhOrqapSXl7MD1JEV5OHhgfDwcDzwwAPIyMiAt7c33Nzc4Ofnh82bN6O9vZ21cbgZq5L2UE9PD2w2m6g8VZpwk3K68mvey8sLkZGRePjhh9He3o6WlhamvOWwis5gRVSwUFRUhNWrVzusQiNFOTg4iJqaGqfz6Ej4NrlyQjpBpVKx8Av/DLeiIEluyaIMDQ11mmqnzUqbihQl1X3Gx8fjnnvuYcFZV+9Np0xiYiI0Gg3Gx8fnZdmJ6LSurg75+flOOTQpNOAoTkcLyWKxMGXgCMhNQhlHuZdE4+vp6cG7774Ls9mMtLQ0FBQUiKwG/pkp3BAeHu7yXJFi6+/vd6jgyaJydSGRhzAzM4P+/n4YDAYAcAnPdruFKriUSiWSk5NRVFSEc+fOYWRkRPYQoGD/8uXL8f3vf581xQKuH2Tbtm1DU1MT3n//fRw9epQB7/nrkMuu0+kYCzdZcW5u1xvFrVy5EgcOHLjpboCCIGB8fBxHjx5FWloali1bxixfmnNi6HJEVE1/+/j4YOPGjTCbzfiP//gPNDc3M2ITnmuVOBeIKIY8BT5RtHLlSjz//POiqjo5mZ6eRnd3Nzo6OmRbdDgTMlDq6+uxbt06lkGXE1KYNGfS578VuelkjpeXl0utXaenpzE0NISRkRFRbFKlUiEmJoZZhYt5GJoQytjKKSJSErS4nY2RAs3OsJyUtXPVfVrIsqLrdXd3o6ysDGNjY4iIiICfn5/sfNCGdJURiZeldoflLNmvAxyI5oWUhlzPJOnn6cAODw9nNHPA9fXt6emJ5ORkFBcXo76+XpbJif7tqIKE1uliCFqkQvuovb0dZWVlUKlUCAwMZA3vqLTW39+fhQ8c9cymMEFhYSHzoChbTPuEQhH+/v7QaDSsJpuai6lUKsTHx2PTpk2Ij493uiZ515vGupi1Qvu4p6cHk5OTrIhloT3AQ9yWQmnetOut1WqdZn9516+srAy9vb0iHsqwsDAUFxeLGIEWNXBPT4SGhorKHqWL12az4cqVK6yHi3Sh8mMsKSlhNehyQkxF1OJBmkWWXnd6etqpm05JF4PBgHPnzrEOdn/1V3+F6OhoWWgRf2Iu5CaTUJjE0RzzVslihY+r8gvzTgo/Fso4O0vIqNVqpKens6QHv0Y8PDwQGhqKzZs3Y2RkBAMDAyxhxR8Qc3NzjNghNTVVhN5wd3dHUFAQkpKSWPXTYsMTtJ46Ozvx+uuv48iRI9DpdJienmYxc4LB5OTkIC0tjXVS9PX1ZZhXGpe3tzfS0tLw/e9/H1u2bEFFRQUGBwfR3d0NNzc3hISEIC0tDfHx8dBqtQCAyclJhoWmeHl4eLjTtUVjN5vNaGlpYe7zYhWl1WpFZWUl65zp6+sLwLHSk+oBOUUpF5pwJotWlHRC+fn5sViMo8FSVra+vh4mk4m5CNTThadYu5kx8GBqufvTKdzd3S1iLgHAqldGR0dRUlKCY8eOySZySIi+q6GhAVu2bGEgXrn7Uh27wWBweoLS70wmE2w2Gz7//HPmfvOxStqMU1NTi6K3IouJ2gYshQvCC7loZNWTVXKnYUJ0SLa1tc0Ly/BC64ji43JWPMHX1q1bh2PHjmFwcFC2i6HBYMCJEyeQl5fHMMT8XikqKkJpaSm6u7tvCsNIqIOBgQEYjUaGKOHd5YqKCnzxxRes+CIsLAwpKSkslxATE8N4EJRKJYKDg+Hv74+cnBxMT0+zhKBKpWLKlYf4kdLhE0XO4n986O3KlSsMcrdYRUlhqiNHjiA1NRUJCQmylXI8SoH+UEiIx1bySSdpjsOR3FIyZyE3kNxL4IarTrXZWVlZLDZ5sxuY6J4cydzcHEZGRtDc3IyCggI2Xlp0ZrMZJSUleOONN9Da2uoUHkMxyoqKCvT19c0j8KDPEPVbTU0Nent7F3R7eYuup6cHhw8fRmZmJutdQ9efnp7GxMQEu6YrQodSZGTkgoD2mzmsiCQ4NTUVCoUCLS0t6O7udqna4nYJKY/R0VE0NDSwzenos1QG5+gzpCyDg4ORnJyM0tLSeWtOEK73CiopKcHWrVuxfv16xnpPFtzatWtRV1eHI0eOwGAwsLW2mHmi8UqJkkmoJ/nQ0BCuXbsGT09PnDx5EocOHUJUVBR2797NqPUolklKE7gRLpJLgsiFFZyNk9b1xMQEKisrWW/6m/VcCEEQFxeHb3zjG6KmdzSPpBDJm5uensb4+DjGxsZYV1WdTgc/Pz9oNBr2Xl2RJa31nndxT0+Eh4dj5cqVmJqawujoKDw9PZGamooVK1YwZbNY4a1VueZR/OcsFguuXLmCiYkJqNVq9t3Ozk5cuXIFr7zyCmpra51uKP6eTU1NOHfuHKKiokTuvFRJfvbZZzAajS7FZOhFWywWlJWV4eTJk9Dr9dDr9SJm+OHhYZbBddXtpjYPjtwjyl66miACxLG3Xbt24aGHHoJSqcTp06fx5z//mcGE7pRQAmChChRSPAthCulQ4HvZ86EPuk5fXx/Onj2L5cuXM4o++m5MTAyef/55hIeH4/Dhw2hpaRHVKS9GnD0PWVDUusNqtWJ8fBwtLS24du0ampub8cgjjyAuLo5Z0tJMufTfcv+XCm9xzs7OsoO9uroan332mUN2c1efl4hm/vKXv8BoNCIpKQnLli2DVqtlBpnVahVx5I6Pj6Orq4tBEwliFRsbi4iICGg0Gjz99NMujeGm+SiJVs3ZSezl5YXw8HDcc889WLZsGSYmJpgWJzo0ciFctSrp5BgaGkJJSQlzbx2Nc2pqCk1NTejs7GSVMv39/di3bx9KS0tRW1srIvBwFmsjl/rDDz9EQkICCgsLmetPbRsqKiqwf/9+XLx4UdSd0JU5pWqbjz/+GOnp6Vi5ciXUajWLZ1osFpdPZT4bSz115D7DN1Nz9R1QsiQxMRG7d+9GXl4eU5ydnZ349NNP72jPHBrjQhVZ5Ia5EpYg/kReIfBC7n57ezvMZjPrw0RjUavVSElJgV6vR05ODv785z+zTgG3wwKn8fFW1rVr1/CnP/0JnZ2deOKJJ5Cdnc0OSem6l0sEOboPAcophDQyMoLBwUE0NDTgyy+/RGVl5TySnMUKGQsdHR147733oFarERISAq1WC3d3d9ZBkzxFInkhy5J0DHVPoNjqbVWU5NpQcFYOo0ibUK1WIyoqCqGhofPgB9KYobMAK1ld1Dvn2LFj+PzzzxcEr87OzqKzsxPnzp0DcN1dP3r0KD788EMMDw+LShUpU8ib8nRv+ttms6G2tha/+c1vcM899yAhIQEeHh4YHBzE5cuXUV5ejo6ODtbfZzEnKC2Gq1evoqSkhJWq8fAgnU7HCAYWujbhTWkxORLKkroqlH1PSkpCXFwcw9DFxMTg0Ucfxfj4uKh/0Vcp9B71ej1SU1NRW1srGzelOQ0NDWXwFkdCCT9yHx2tN0JzyOFgCecXEhKC1atXAwC+/PJL7N2797YT00pRIJ999hna2tqwc+dOrFy5UlRwQPvZx8eHkW84I6mmHumXLl3CmTNnMDg4iL6+PoyOjmJkZERUIXWriT6K0xN5zcDAwLxELo9A4EMbtMdJoRuNxkWF/BatKOnmw8PDLMvnyK3jlY+zhUgPxStKudif2WzG1atX0djYiHfeeWfBPho01rGxMZw8eRJdXV0wGAwsy0ffJQQ/1a3b7XYMDw9jfHycbTKacKpbLy8vx9WrV1kGjl4AWdq3kkkmxvjh4WFmDXp7eyM0NBRZWVlobm52GnLg55Dvw+4s6O7qWPnYFU96QEmR3NxcfP/730dvb++in32pxN3dHXq9Hg888AAaGxvnWTSkJIODg7Fjxw4kJyc7XMMEwbl8+TJrcCVXu08ljIWFhax2Xyp0X+q7Pj09jaNHj2J4eNghzlMqt6JsSLGNj4+jsrISra2t+OijjxAUFAQvLy/Mzc0x+E9CQgI2b96M/Px8+Pv7y3okfGz297//PeuYSpl9+rPYWOxCz0CHnrOQhaNQHMmiUTaL+vT/EdrMzc3NWLFixYIb0dHvpNkpKSsNABbvGBkZQV1dHQ4fPozW1lZ0dHSw1gT8tejf/DXsdjuuXbuGnp4ejI6OMgUI3GjFsGLFCmzbtg1xcXGw2+2oqqrC8ePHMTAwIGrDwCttq9WKgYEB2dgOnXT8ieaqC04uPlnslAgLCgrCvffei/b2dkYG4ojLj3ehnFmLgiCwGnxXhBb99PQ0urq6MDQ0xCqfyIKleuc7JW5u10szCwoK8KMf/QhvvvkmqqurWetggqfdc8892LNnD4sFS4UsmJaWFhw8eFBElEz3IUsxNDQUDz74ILZu3cq6djozHrRaLaKjoxEaGsr6v/OfofdGMURpBvdmFSZdh+KjIyMjIquMstre3t4oLy/HSy+9hC1btsDPz2/ePqZs/8cff4y6ujrZ/vPOxilNGvFjoPl3do1bPTQWIzedzCEMoNlsRkBAwDzl5IrwpyhtPjrV6DSamprC2NgYWltbce7cOTQ2NjKIDFkB/OnFm938i52enmYQCL7eXKlUIjo6Ghs3bsSqVavg7++Pubk56HQ6zMzM4OrVq7h8+bKoVp3uwbdl5a1nUt70LLw74IqQm0TZWNo4CoUCMTExyM3NZQkTYiCXu75cllTuXq6QDEu/Q9VMg4ODIouMJ3D9qoUfP232jIwMbN26lXEAzM7OwsfHBzk5OdiwYQOrIXZ0kFMXyvb2dlF8mN4JlZbm5eVh7dq1TOkuFNujPuxkrfH3Jw+MeEYVCgWzbGlN3Kobyx94jizpjo4OXL58GStXrmQZZuk1zGYzBgcHmaW9WM+Ehxrx+4bXA7f6rEshN53MsVgsqKurQ0NDA/z8/Fjr1sWyc/CW48TEBCYnJ9HV1YWuri709fWhv78f3d3d6O7uxujoKHuxvr6+iIuLg16vhyBcL/EaGhrC+Pg4Ux5kPVB2z2w2i/jqvLy8kJSUhBdffJG1faWSraCgICQkJGB0dBSXLl3C6dOnUVlZie7u7nmszLwrqtfrERISAm9vb5aBs1qtjBxX+uLlFgHBIQYGBmC321nZlru7O6Kjo/HUU08hLi4Ox48fR319PTuwKA7EB/IphCBXdkkKb7E12rTBOjo6cOzYMaSlpSEiIoLh01zFpi21TE5OMkZ6UtjR0dF47LHHsGHDBtYgzcfHBxERESJSWanQYdXa2ooDBw6w8jsST09PaLVa5OTkMNhNREQEw9c62wO0VgICAlBYWIiqqipW9UIohLi4OOTl5SE4OBjBwcEMTXHp0iX09fUtSQLImcKdm5uDwWDA4cOHGTsYQZ7471osFkxMTLh00PLKkSjptFotAgMDERISAj8/PxbWM5lMGBgYwOjo6IIM5l+F3LSinJqaQnNzMw4fPgyNRoPMzEzGYCIFovIuNiA2uen/wPU+MH19fTh69Cir5jGbzawrG3A98eDj44Pc3Fzs3r2bYfisVisMBgNaWlpYFcD4+DhzWwwGA+s0CICVuG3atAnFxcWs/SyNhfgiAwMDERkZiXXr1qGmpgbvvfceSkpK5jXSIiaknTt3ori4GIGBgbBYLGhtbUVvby+j2+JJAciVkksamUwmtLS0wGQysWw9WUmxsbHQ6/UoKipCbW0tzpw5g9LSUnR1dbFgN12/p6cHNTU1SExMZIkgqRCO0tUDjqwRk8mEkydPoqioCDt27HDa8+irkIMHDyIoKAgpKSkIDQ1lPcx1Oh20Wi0SExMByFv/UqHnKykpQUVFBYtx0kbXarXYvHkzvve97yErK4uVS7pK7EKUhJs2bUJfXx/OnTuHyclJ6PV6rFy5Elu3bkVKSgpUKhWUSiWmp6fR39+PgwcP4p133pGlKpOLc96skDfS29uLY8eOoaCgAIGBgaK9TQYLFUg4S9iQ5UjPExoaivT0dOTn5yM9PZ3BdQThOl0isZd//vnnaGxsxMTExP8dfb15EYQb1GknT56EyWTCjh07EB0djaSkJFEPGJpwKicDris7b29vEfUR/dtms7H2qePj4/P4K+n769atw9q1a1mbV7rPypUrmXKdnJxkrntFRQUOHDjAfkYnekFBgaz7Q2MSBIG5SQEBAdDpdBgeHkZpaanIhacs8D333IPc3Fx4e3sDAAoLC2Gz2bBr1y7U1NSgqakJQ0NDmJiYQH9/P3p7exmJKZ2ac3NzjOOxo6OD1QrTHFBfEh8fH0RHR2PFihU4f/483n77bbS3t6O/v58loYxGIz788EPEx8ejsLCQQbLoWakdhb+/P0ZGRhYFZyKyg/fffx8JCQnIyMi4aWLUpZB/+Id/gK+vL9avX4+nn34aqamp7OAmHlNg4fAQHTL9/f2suyTfJlihUCAtLQ3PPvss8vLyHFZpORNSOElJSXjuueewfv16WK1WhIeHIy4uTsRjQOP18fHB7t270dbWxqwuHkkCiPGMtyqEMrl48SJjzOdJPzw8PBAWFoZt27axCjieNpCE9pKfnx9SUlIQExODzZs3IycnB2FhYdBoNKKiB0KcZGRkICMjA2+88QYuXLjALNc7ITetKAnK0tfXh5MnT6K5uRnBwcFYtWoV8vLyEB4eDqVSyRIebW1tGBsbg1qtRnZ2NrKyskQKysPDAxqNhjGSS7PNdF9SXEFBQfMmmMx5Hx8fNkbCIEZERGBsbAxGoxEjIyPQaDSMtsyZq8i7Cz4+PkhLS8PKlStRXV0tKmVzc3ODVqtFaGioqGqJGG30ej0yMzNFSrylpQUHDhzAqVOnMDk5KaK8oiRCWVkZY4vnefVow1JogaoNzp49i3fffZdtbqvVisuXL+N3v/sdXnzxRUZpR+NTKBTIyMhAQUEBjEYjc9Ndcet4kPzrr7+O5557DsnJySzU8VW74D09PfDw8IDRaMTMzAz++q//GjExMbKA6oXEbrejra0N165dE/Vn9/Lygq+vLzZu3Mi8KEeuOy9y8Dm+nDcqKoqFiih0IP0OlaOuWbMGFy5cYHFBipVSTPVm6dzkhFi4amtr5/Wfp/LM+++/H9PT0zhw4AAGBwdZS2qaAwonFBQU4Fvf+hbi4+ORkJAgqhOXeqA012vWrGEVac3NzbcUs+T38leS9QbE9cfUira5uRl1dXUIDg5GUFAQlEolzGYz24BubtdpnjZv3ozg4GAGdAZutG4NDQ1FQkICLl68OA+0TCc9tWqdmpoSsY3LwYqAGzx8O3fuRENDA2pqaqDVallRv6vuIi3s6OjoeaQYVNNKmVV6ISQUM6NKgrm5690LPT09WRafhxVRb/BTp04hKCgIq1evZphIguXQCyfi0lWrViEoKAiXLl1CZWUls1LHx8dx9uxZTE1N4cc//jGSk5NZTNHT0xPR0dF48sknMTExgbKyMlgsFhHJsiOhRNr4+Dgrzdu5cycyMjLg6+uL7OzsBed0KYWed2RkBKdOncL69etdajEiFd6ipEwucOP9h4WFYcWKFQviU/lQijTMRGtOCp9bCD2iVCoRExOD0NBQjI2NsQy/Xq9nteBLmQQh5UuIEamlqFAoEBERgW9961tISEhARUUFPvzwQ3R1dTEPklqjPPjgg6wtNcWGHSEDgBtcqVlZWYiOjkZbW9tNlUHSXvTy8mJgczk6OmfisqIkhcab9nzSgCw3m80Go9HIJoHPRJOFOTw8PG/CCawbGBiIVatW4fz584ykgv8slUZ9+eWXWL58OTvVpSw2dF0ADCeZlJSErVu3wmq1QqlUIioqivEPuiq0WKXEqTMzM+jq6kJdXR0Diku/J1Xivr6+yMzMRFpaGsbGxjA2NsZ+R9balStXsG/fPrS1tSEyMhKZmZmIiopi7WIpLkbkDfHx8cjOzsaVK1fYqU6llRcvXsQrr7yC4uJiPPbYYwgKCmJFAcuXL8dPfvIT1oOHiEzk4kLSk5lq6s+cOYOamhqEhIRAo9Hg1KlTi5rbpRKq3Kqrq8OmTZugVqtvKm5KjDsU5yalkJubi8TExAVZrygcRPydAFiyiSdmuJm4Lm18wmX6+/vDarViaGjIpWtJFTeNl/83D3/y9fWVZcwiZRkUFIT169cjLS0No6Oj+PDDDzE6Oso8wOjoaGRnZ8Pf39+hxSx3bd5zupl3yHurCQkJWL16NTIzM9k4XBWXFWVsbCyjdaKyILkMLp3qfIaQBqtQKODv74+8vDy2SfnPUCwwJycHa9euRU9PD+sPQ3+oNre8vBxvvvkmHnvsMaSmpsLPz09U6E/XJCGLddmyZWhvb4fNZhMRBkszws6ETmz+uYnTsqSkBEVFRdBoNCKFKhWaEz8/PyQmJjJCCZ7vkCoQamtr0dHRAY1Gg+joaGRmZmLNmjXIzc1lljvNn1arZQS0xNgEgCnLsrIydHR0IDg4GLt27WJoBR8fH8Z8093djT//+c/44osvRL3D+XHTaa9QKBhshTptSrGlX7XQQXOzJAw8IiItLY0VEQQFBWHbtm0oKipCcHCwQ4uE1iq1VW5tbUVbWxtMJhN8fHyQkJDASKcpCeTqfFHNM/WgojAVWX7SzoZSw4HPOvPUa9LkoiAIbM/k5ORg1apVooaB0vkibKiXlxeKi4tx6tQpFnt3c7vO9k6oElddX3qPVBJ5M8kcCpktX74cTz/9NFauXCkah6visqL8n//zf2JychKtra24cuUKOjo6MDY2xlxvSuFTbFEO05aVlYXly5dj+/btLNYhhx8LCQnBtm3bUFlZOQ96QMp5aGgIR44cQUdHB9atW4f8/HzExcUhJCSEYb6kC9DLywtBQUEIDw9Hf38/ADAokaunC20AaQxPEK7Xv9fW1uLcuXMICQlBYGCg7CbgT3MiQY2KikJdXZ2IP5FgOCaTCWazGe7u7uju7kZtbS0qKyvx7W9/G1u3bmVzSRsgNDRUltCYIFg2mw1vvPEGQkJCsGrVKmaRE6dhaGgoAgMDoVarWaknn7jy9vZmDZ+ioqLQ1NSE8vJy1lv5TtKs8QcQMTDdzDUoYfPMM88gISEBZrMZGRkZ2LRpE7OYHW12wgAODAzg008/xccff8wOZwK7r1+/HpmZmdiwYYMsq72j605MTLDKMrPZDOD6vqHYMs93SXuA4vgKhQIqlQo6nQ5RUVGIjo5m96a1QQUZBEtLSkrCpk2bkJ2d7TRpRfOuVCoRGRkpaoBGe3exfWsIp0mwvMWUQdJ9qBf9888/j+LiYmYY3LYYZWFhIaamplh975UrV9DT04ORkRGGYSS8oJxbrdFokJ2djcLCQgYncKRAaDHFxsay/r+88O5kS0sLBEHA2NgYcnNzsWzZMsTExLDsq5zVSk29zGYzo8F31aIk61GaWSTFNjExgZaWFgwPDzNYjzQuxQsRVxAzjdz9eIA7hTk6OzvR3NyMtWvXzoOIUGZS7nnI2u/u7kZlZaUoU03z4+7ujrCwMBQUFKCkpETUr4SUOyEGkpOTERwcjN7eXphMpnkJuK9SaH7JFbwZ9nwSWrPp6enw8PCAzWZDTEwMY0J3ZhWRwurp6UFpaSmam5vZHLq7u8NqtcLd3R2Dg4OIjo5mVuVCMTPKQhOOkt6JXKkgGR180zStVougoCDExcUhJSUFsbGxzAWlg358fBzj4+OMoDcyMhJxcXGMn3IhofUhJdq4mcOTwk/t7e0LsnvJjYPeIdEWkqK/GVSGy4oyMjISgiAgJiYGWVlZ2LFjByYnJ1mBeVVVFVpaWhhTOA9wViqVyMnJwTe/+U3ExsY61erk9kRERGDLli2iOl1+ooixZHBwkHEPnjx5EitXrsTu3bsRFxfH+mDzWU9yVfr6+jAwMMBaffKtMBeKOzkCv5KiPH/+PBITE7FlyxZGOEAviK9CIMUUGRnJssVms1kWV8k/N5WO1dXVYXx8HGFhYez5KOHgyJKieTQYDPjggw+QkJCArVu3MiucsIU6nQ7r16/HuXPnWE09ZVgDAgKQk5ODrVu3IiwsDNnZ2dDr9Xjrrbdw9erVW2aKuVnx8/ODUqlEbGwsnnzySeTk5NxU6wzghhcUHx/P1j71kZEm6nghZWYwGLB3716cOnUKo6OjosN4amoKtbW1aGlpwdDQEF544QUUFRU5pbsjJUjtmKWVMFIXW6lUIi4uDlu3bkVRURF0Oh0CAgLg6+sLHx8ftkb4fUj34JUaJfzkwlnO5o4ge3Rd+rmrQqGn1tZWXLhwYVFFEbSvVCoVCgsLsWfPHsTHx98SdG3RyRxaLBqNhrXGtNvtSE5ORnd3N6xWK7744guGp3Jzu07MUFBQsKCSJKHNnpubi4KCAmZ2S08l3tKamppiFqJKpRL1GpdadMRuQxhLjUaDjRs3MjdEagWS8C6xnJBb3t3djePHj8PHxwfLli2DRqNh5BQajUaEj/Pw8EBgYCCSkpLg6+uL4eFhdj25OZKOQc4ydxZ/oftS5UVpaSmys7PnsXx7enpCr9dj9erV+OKLL2A2m9l3/f39ER8fj+DgYMYyv337dkRGRqK0tJT1sf6q5fnnn2flhJmZmSIoy82IXEaa/1tOCLtaUVGBM2fOMCwwCa1XqrU+f/48U3pr1qyRLRXkv+vm5sZgNVQfzns3tKZCQ0PxzDPP4MEHH2TEKtLkkSOjQKp8F3PQUKyUh7qR4nLV5aXvWa1WVFVVoaenZ1HxSXf3Gzysjz76KDIzM13u8upIbqoVBJ2ofOwhODgYarUaxcXFIo5HenFkursSyKWJDQkJQVFREc6cOcPcOqnwi2R6ehqTk5Po7e1FT08PrFYrw2XyMj4+DoPBAIvFAqPRyOqq16xZg9DQUFZjy2MW5YLics9B7kJbWxuqqqrg4+PDXGsaC09jTwdJSEiILJEx3YdfdPSdtLQ0Ue9wfoHLhTUoTkXvIzAwkB0cdrt9nuWgVCoZh6LBYGABfl9fX+j1etGhotPpUFBQgNTUVExMTIiSeV+V/M3f/A3D0kqtpZuVxcbUqBqqqqqK4TmdfdZkMuHSpUt48803ERQUxDosyr0/Dw8PREREYOvWrTAYDOjo6GDJG35veHl5ISUlBRs3bhR5SnRfHmPMrym6j7O5cOX5BwcHMT4+LlqPhNBYzHUIcrgYt5tCL0lJSawohUJgctdw9d3eEsM53YQArwCwbNkypKWlYXBwkFmUBJ2ZmJhgqf6FtDtPahAZGem0rQIpAS8vL/j5+SEyMpIByaUWIfHnEcno7OwsampqYDab0djYiOzsbMTExCAsLAzBwcGsiohXII5MeFqEhPUcHR2dxzokVyNOsSS+BJDHYvKKEgCUSiXi4+OxYcMGtgh4kcPQ8QkOiv8GBwcjMjISHh4esNvtolglfYdIlq9evcpibFqtVsQmQwcbuXM+Pj53hOE8MDAQwOKU21ILhV+oxHWhDU619pWVlSgtLUVCQoJDjB/xbD7yyCOIjIzEoUOHUFZWhvHxcRZrB25keuXqzgn7TGWCU1NTLBxEBQ30fz4ZRHtWWsJIQt6UyWRiTE18MYYrNfD8tag6jcIWroqHhwcCAgKwa9cu1vaCwgCUZOOJYvz8/Fy67pK0guCtldjYWGzfvh29vb24evUqbDYbpqenUVNTg8uXLyMrKwuxsbFO+2zTNT09PREWFoakpCRUVVWJ0P7858hCCg8Px9q1a7Fjxw7ExsbOa1xG5vzIyIioEdbExASampowMDCACxcuQK/XIyYmBitXrkRsbCyysrJYFo9cH2exL1JUhAsNDAyETqdji01u81BsUC7ZQ98RBIHVoG/fvp0lYqTfkSZUaOOsX78ezz33HMLDw+Hv74+ZmRlmqZvNZhbP5V00vpXE9PQ0uxb1HJG+C9owU1NT0Ol0Dt/v7ZA7VTrJC82ZXq9nBRcLbXRSCtTh05GQQRIREYFdu3YhOzsbH3/8MS5cuICzZ88yOBi1pejr60NERISoNHBychJNTU04fvw4KisrMT4+zhQicTUolUoolUrG0RoZGYmYmBj4+fmxQhGlUikK+8zMzDCuBao042vjnUHlnIk0MeRMKGSXn5+P7du3IyYmBgqFgsU7R0ZGGFRrbGyMVW+5IkvWM4d3wdb/n7rV/fv3o6WlhVG4v/vuu2hra8Ojjz46zyVwdE2tVovMzEwcOXJEtr0ATU5ycjLuv/9+bN26lQVueQuJLLqhoSHGIsMrFIvFgpmZGUxMTKCrq4tV8MTFxeE73/kOCgoKGHBZr9c7bdUL3CDVCA0Nhb+/P+vXQ6caj98k+ny+YyAf4uCtWW9vb6SkpKC4uFiW5IJ3q+g7np6eiImJwbe//W0UFRWxrDi5xx0dHaxyikIOdPorFAoRGQJZ7nzpGQkdOnV1dejs7HSZZv8/k9Bcr1y5El988QXjFnCWiKB5dgUmRAeZh4cHEhISsGfPHuTm5sJgMKCmpoYRyFy7dg0ffPABtFotoqKi4O7ujsnJSVy6dAlvv/02KioqGNEE7xny1iLBzShMo9PpkJqaipycHKSnpyMsLAw+Pj4s3n3s2DFGcExGDe81LcbKpwMnMTERfn5+TtuqkLFEbXgff/xxJCQksP06MzOD/v5+7N+/H4cOHUJPTw97J1+5oqRJoBPv/vvvh1arxd69e1FfXw+z2Yzy8nK0trZCqVRi9+7dLCPsaALJzV22bBnCwsLmNdYiJRAcHIx7770XDz/8MCIjI5mC5JUkZSNbW1sxNDQkylzzcRuqpLBYLOyU1+l0CA0NRWxsLIDr5jolCqTuFf1boVAgLCwMer2e1aTbbDamkAEwK62jowOXLl3C4OCgLLSKj5X6+fkhIyPDKfRFqigVCgWysrLm1Sa7ublhdHQU586dg9lsxvr161kfaDr9yVrnK5Go0oQPIZDCr66uxiuvvIK2trb/5xQlbdigoCAUFBTgsccew+uvv47Ozk6HypKUSHR0NAoKClxuK0weXFhYGNRqNbZv3462tjZGbDI6OoqPP/4Y/f39yMvLg0KhQFdXF86ePcuSba7A4tzc3DA2NobBwUG4u7ujuroaR44cYS00wsLCMDs7i/b2dtTX12NiYkIWIriYkkpaa35+fli7di1qampkE2M03xRyy8jIwOOPP461a9eKvEmLxYKSkhK8/fbb6OzsvKlChCXtwkgDJxqlrVu3QhAE/P73v2dYMpPJhL179zJQOWXBHV2PFlFmZiaam5vngU7d3a/T/mdlZbGYohzkwWq1oqurC+fOnRMFmqXjVqlULItOlUgNDQ3o6OhAeHg4I0UgJU/teKXjJmYfvi2A3W5Hf38/rFYrAgICoNFoMDQ0hAMHDqCiokLE3sOf7DQ+qqCJjIx0CngmpUr/VigUiIuLE8Uzyd0rKyvD0aNHYbfboVarkZWVxeLIJDSfZJWPj4/PY3KhGuuDBw+irKzsjjcXu1NCsXWFQoGHH34Y7u7ueOutt9Da2jqvaga4Prf+/v7YuXMn0tLSFgxJ8UL7Q6vVYtWqVfjggw+YSzk9PY3BwUEcP34c586dg5ubG+tUKC2YcKY06HeUbyBCF2oeRp4RNffik0QklJjh+VIXUs40j+np6fjWt74FALh8+TKr9qHfBwYGIiEhAQUFBVi3bh3S0tLg5+cn6gE0NjaG06dPo6+vb0Hr3pHclna1tLF9fX2RmpqKqKgoVtA+NzeHwcFBXLlyBatXr54Hypa7lre3N4KDg0UwDblYpTS4TH9TNry1tVWWqZo33bVaLSMHnp6eZkqcvkOKh6crkxuLWq1mL8zT05NlJo1GIwwGA4aGhqBWq9HR0YHq6mpZfkE5IXjWQnMmTQrRd/j5mZycRGNjIwYGBgDAYZaWTyQJwnWyVh7XRofRyMgIAwc7i7XdbpF7H1+l0Dz7+/tjxYoVqK6uZqWg0nJQ8ogyMzOdHn6OhNYuYSR5y5+wxvQuaA0u1poioXXA4y35g1eO4o0+azKZFo2EIGWYmJiIVatWwWw2szJfQsUkJyczNjLKS/CGlyAIrFX2rTQ4c1lRygFbHQmveFJSUnD//fejoaEBnZ2dzPI4ceKEiE9S7rp0TwKgq9VqdqKQ0AZtbm5GRkYGg4eQuW+z2Riv4IEDBxhZBAnF3LRaLeLj4xEbGwt39+stbakPeVpaGsuekSvKK27ps1MSKjQ0lEGBBOF6OVZtbS2LJQHXqcHa29thtVpls6Q89IM/aZ3hJCl7yc8jX5tPbnJVVRVOnz4No9EIpVIpawXSd/mM/uDgIJqbm2E2m5mrODY2hpKSEja/d6KMUQ76Is3UfhXCJxgzMzPx4x//GKGhoTh48CB6e3sxNTXFPhMWFobdu3ejqKiIxdSkyoauKTd+WhO+vr6iPvOAuKUCyc0qCl74eZYzTqRCwPHe3l6EhISI4HGOhF/rsbGx2L17N1asWAGDwQA3t+vQtZCQEOj1evj6+rKkj5wuoSo8uXl1VVxWlPykuLrgyFVcuXIlsrOzGTUaNaa6ePGiLG6MP7mILWh4eFikrOn3lG07fPgw3N3dsXLlSoSGhrJkRUdHB44cOYJTp06hq6uL1XbTdWhBU4XJsmXLoFarMTk5CYvFAoVCgZSUFCQmJrLYp7e3N8LCwkRN1fgX4OXlhaioKGZR0meI7Lirq4uVifHQDrn6cVrovAtE8Vc5IQuc5pTmkFx+oqUzGAwssG2326FUKlnogr82QZ14cL/BYEBVVRWuXLmCjIwMzM7O4sKFC9i/fz+rC1+KDblYoYA/tTSenZ2Fr68vdDqdiHD2doo0pOPt7Y2EhAR897vfRVpaGj7++GO0tLQAuB6D2759O775zW8iMDCQoRso9EMJEaoykcMh00FqMpkc4g1v17sgZcaHuWhMvAcyMzOD9vZ2nD59GvHx8dBqtS7FYvmMOXEnUAiADkApSkN6TXoHAQEBDj1AV8RlRUkDXCyI18PDAyEhIVi/fj3KysoYNMdsNqOurg5DQ0MiGAlNrN1uh8ViwdDQEMrLy3H+/HnZLm8Ua6utrYXBYMCXX36JtLQ0eHt7Y2ZmBk1NTaioqIDBYJhHtEvWH/VQSUhIQExMDOMZpMx5YGCgqLyMD6LLvRgvLy8EBgaKSiKp7pR6g9hsNtkeOrzwri250GQNO1oUbm5ujACZFB4ljPr7+6FUKjE7O4uKigpcuHCBNavSaDRITU0VMc/TuyClQ+MYHx9HY2Mj3nzzTRQUFGB8fBwnTpxAQ0ODbMz2q5LS0lKYTCYWYpmbm0NWVhY2bdokqv+/HcIfanTokQfi5eWF0NBQ3HPPPSgsLERXVxfm5ubg4+PD+j7xceyhoSHU1taioaEBNpsNAQEByMrKQkJCgqh7AB0KRDvY3d29ZKWjUuUn/R0pMB8fH1arbrFYMDU1hcnJSRF5MB+/TktLQ2ZmJqKjo10qL+WVsbS8k1fGcmMHbpALZ2dn48svv2QVQ4sVlxWl1WoVgVL5wTh7WLLAsrOzERYWxmImfLwuIiKCWT7UpL21tRUNDQ2oq6tDY2Mjenp6RJYNCW3myclJdHZ2YnBwEDU1NVCpVFAoFDCZTBgZGRHVxkrHThAIClbPzMywGKO3tzdrP0qbjBY+VdJIxyTnPrm7uyMwMBDr1q2DRqNBR0cHOjs7GbmIXICdT6AAN1r3LtSbhED3np6ebMF2d3ejqqqKVQ4dPXqUFQV4enoiIiKC9R/i41x2ux1jY2MipT01NYWZmRmcPHkSFy5cYABmvnHbVx0XBIC/+7u/E/VXd3Nzw/nz5zE8PIynnnoKERERbI6WUvgDpbOzk8XRdDodYmJiGBUe1VnHxsaysABfWkjFEJ999hn27t2L9vZ2xmwVERGBoqIiFBUVMSVjNpvR3NyM1tZWRpwsN/+OFIqc8DF7UsZSFAUVLyxbtgybN29GWloavLy80NPTg66uLnzxxRdoaWkREc5Qj6033ngD69atwxNPPMHccFfGxAvtN+K/tdlsLC9AVXW896vRaLB27Vp89tlnMJlMsnjshcRlRTkwMMAIPKWN76Xmr1So9Co7O5tZUtTci1y7qakp9Pf3Y2BgACdOnMClS5fQ3d3NXFQ5/ksSUiZ0ok9NTTF3hRQOKTS571mtVhZ3m5ycZHXsqampzJrkn42C59SalI/H0Qukbo18d0qNRsOgPWazGQMDAzh16hTef/99DA0NzSvTlFrO5JLxC5AXGqNarWahAsq0jo6OoqysDGazGePj46isrGSsTEqlEhkZGYiIiJiHGCAlKI0L0zUJQcAfQpTA+qqloaFhXvzMYrHg4MGDSE9PZ2THzhSl9MBzRSizWlJSgn379qG5uRkzMzPQarXIy8vDgw8+iMLCQhaK4ZUDP9fT09Nobm7G/v37GWsWjWdoaAjXrl3DZ599Bp1Ox3hAqfqLkiVSxAR/wLki5EmRezw5OclKUkm5U/HCSy+9hIyMDGZkTE1NwWKxoLCwEK+++iouXrwoYpQym824ePEiuru7ERoainvvvddhwztH74asaIvFgqtXr+LChQsMcpibm4vi4mLWhobmQKFQIDU1Fbt27UJ3d7fT0lJH4vJqrq2thbe3N3Q6nYjUgfx/qmOWI2QgK2fDhg0s1uLt7Y3Vq1cjJCQEgiDAaDTi7NmzqK+vx+nTp2EwGER9tGmiXJlM+pxSqYRarRZxOkpZV8gSaG1txejoKMM8Uje85ORkaDQakRvt5nYd/kOKUnp622w21NXVob29HXq9nkGWiOyWus1FRUUhPDwcJpMJpaWlqK+vnxffkT4XjddZOScxx2g0GoyNjbFMdW1tLUZHR1krXFJ+Pj4+yMrKkkUgEFGyNPMN3GAy4u/t5eWFgIAAl0vDllLksqpTU1Po7OzE8ePHsXz5chEulRe+vI1Ykijp4EyxkoV++fJl/PGPf0RVVRWbL3d3d3R0dKC5uRnf+973sGXLFhF0hRc6YK9evYq2tjaW3ON/T+++u7ub/Yz2Bk+vJl2TribW6JALDAxEdnY2goOD0dbWhvr6elYMQWxXjz/+OHJzc6HRaNiaIVd8/fr18PLywq9//WtUVFQwT5CgZTabDX/6058QFhaGVatWsWssJFRZVF9fj4aGBrz33ntoampiXK2ff/452tra8OyzzzKSYTLidDoddu7cibKyMpw7d46NyVVxWVFWVFQw94B3ZwMCApCXl4d169YhICCAxeb4Defm5sYojyIjI7Fs2TL4+fkhMzMTwcHB7JRoampCY2Mj47ZcTFKArEYCnxLTd3x8PBQKBXp6elBXV4euri5RWRllxqkzIi0ypVIJo9GIlJQUVoFAnRXpeeQy9rTgOzo6UFZWhrS0tHnUanSCUi+f++67DyqVah50ia7Hu/JUiiVlZ+GFGIkoYE4MTz09PYwAg+K97u7u8Pf3R2Ji4jwMH2+puyJkbeTn5yM1NdWl79xuobVVW1uL/v5+xuTEW3JUwtnX18fwjr6+vqwu3lltP83rgQMHUFdXJ6q5Bq4TsFRVVeH1119HUFAQVqxYIQLwS8c6NjY2L47GJwyd1Y/z3h15UHLJRmdCHkloaCjry8NTy3l5ebGOm1IiX7qvVqtFUVERnn32WYyPj7NSZpprm82G2tpavPrqq/D19WUJ1IUsfdpXe/fuRXV1NRoaGkQKz2q14qOPPkJOTg62bdsmqswjLPGWLVtQV1e36Fjlolxv6rvd39/PgK0KhQKXLl1Ca2sr0tPTUVxczBaXdBKDg4Oh0+nYpiSyCSJkoImkDcxPkvQPL3xiJjAwECtWrEBaWhrWr1+PyMhIeHl5YXR0FOXl5Xj//fdRW1vLcIBkwZFFQdeyWCwMJJ+Xl4e4uDgRIS7Bn+TwjHNzc2yDjIyMsPpZaWiCFG5SUhImJibw0UcficoY+efnM9jUqpTii3JzwWd5eWuEXHHeldLpdAz+5GrsWU7c3d0RFBSEnTt3IjMzc1HfvZ1CyIiuri5WUkpCJBbnzp3Dvn37UFtbi+npafj6+mLz5s145plnEBcXJ5t4IEKLsrIylJeXy3ImUmipvr4en3/+OevVLacU+Ngg/4cOWtofUgNC+nm5+KSrypKU9dWrVzE4OIjOzk7Rc9F6cdaHiGKYmzZtgsFgwB//+Ed0d3ezNUfzdvbsWSiVSnz/+99ndISO8MFkuVdWVuLcuXPo7+9n1UUk09PTGBgYQHV1NYqLi1k5Lj0/tYIJDAyE0Wi8PRYlbVKqyiCLj7oF1tTUwGKxICYmRsSpJ81AUcE9T2Pm4XG9gZGfnx8jnKCTk75PC0RKait6mP/TjTArKwtZWVmsTpQsHavVipqaGly7dk3kTvKwBrn4XH9/v8iC45/H0VyRm7GQZUwxoYCAgHkkHtJr8ouMFJ6cRcl/nv8/352P/y7RksldxxmwXe6z1GYgODjYpe98VWK320WxNkDc6+js2bOorKxkCRHqBb9t2zZER0fPux7Nr9VqRWdn57yyPelnKQZPcUe590ahCz7+T/uDihZojfIKkP6WXm8xSRwSssD7+vowMjIiSoTyVu1CSoawnXl5eUhMTGRxQd6TowPkwoULCA8Ph0KhkF2HNH5K9ErfI/85gkrxKA3+ACGGq8UaAS4rSq1Wy5pHWSwWNnk0aQ0NDejv72dsHSkpKawdLU0wxU94xm9BEFgVT2ZmJqanpzE2NsaSKgSHMBqNIktW6oLQhs/IyMDWrVsRFRUlajlB5VDEms633pSzUOlgoI0wNjYmomzis9FyMjs7i9HRUVa65UjIqgwODkZoaCiuXr3q8PSnMfX29qK7uxspKSnzOuPxG5jvvyPdnPz1HS1Q4EbflYWE3Ju0tDTWHuLrIuS2jYyMiBQVWf6ffPIJPvjgAxF7j9VqRUNDAy5duoS8vDyHLE1DQ0NobGyEyWRymmycmZnB8PDwgrExgqSRYqSDVKFQMAQDQfWA+YqS1s5iaqv5cZIF3N/fD3d3d4ayIEVJ3QGGhoYYXllOCO2Sm5uLH/7whwCAixcvsgOFDo/W1la8+uqrGBgYwJ49e5CUlMQqlKTgeWoLQfAjZ88nZ13z1vlixWVFGRISwpoZ8S+BBkJ10a2trWhpaRGVApJLS50Jvb292Qanl+rh4YGYmBhmXXp4eLBKGW9vb3R1deH48eM4efIkU6RSS02hULC+JjytGf/74OBglomWBsv5RUdBf09PT7bRKF5H/6cqIWcvzJUF6+npyTLtzl4ibwFdu3YNK1eulHVX6FSVi3dKDxf6uSMhHKCjE5hHAmi1WmRlZbH46NdNpGV2MzMz6OjowOHDhzE4OCiCXdGh5KytBX1G2nFUbj7Jq3EW76SDmQ4nQbgONidsKylI6T0oNsjX5NM1F2tV8mtCLgQ0MzOD1tZWnD59GuHh4SJmKblYuY+PD4qKiqBSqfDmm2+ipKSEFXPMzt7o37R37160trbimWeeYQ3vpDFzYtmS61lFY6e+53IluzMzMxgcHGRwt9sSo5QGimlDEwyHyFyJqZs6u1mtVgwMDGBoaIh1gJM2NZqamoLJZIJCoWDfDwwMREREBMMqJicnIywsDBaLBXV1dbh27dq8jKujE4PfGHx8T26yKWBN7rBer0dSUhLb+Lz7S3RtchuJLEVXGq3TPaV1qtJnoE1Aje4dBaTJdXSFJYWex1H/bsLOSjco/Y7WAjGu5+Xlidisvy7i5eUFf39/UUXI9PQ0rl27hs7OTlmyFa1Wy4h0HVnbOp0O0dHR0Gg0orpqOW8nNjZWFlnAh2o6OjpYiSMd2OR5SdeZNI5JBxqt9cValO7u7ozHgKqZCE5GB8bc3PW+Pfv27WMtVAgwT/eXJi59fHxQUFCAgIAAxMXFoaamBhcvXsTo6Cgj8BgeHkZJSQnjx0xLS0NERISIjnBmZgY2m82hkiPYHpGLSC3SiYkJlJWVYXh4+PYpyoGBAYyNjbEkBjHtBAQEIDg4GFFRUaxfCTWb8vDwYIxBlZWVMBqNLGuWkJDAyGMJJ0l12iEhIey0okVKWKi1a9diZmZGFBymiSQFxle80AKzWq3o6enB2bNnRc2y5BaLWq1mDdvj4uJQXFzMTk46+YeGhhhg29FL8/f3Z5ats5gIfZ8vd5RTWnzmUZos4681OzvLWse6IjygWCpSFwi4AUEhgloid922bRsSEhJcYrD/KoWUXlRUlCgOTDwBtPmAG/NMbmNhYSFUKtW8a5ISCAwMxOrVq3HlyhXU1tYy6BYgTqRQKaNcEoQOv+bmZtTU1DCeSHd3d2Z1ARCtNanLTQaLUqlkSA7+uZwJ/8yxsbHYsGEDVqxYAT8/PxgMBpSVleHMmTOiUNLVq1fx61//GmfOnEFOTg6io6MRFhYGnU6HiIgI1uOb5ok4Y59//nkMDAzgnXfewaeffor+/n5WgDI5OYnq6mocOHAAu3btmge/I4iR3H6jOYiLi0NcXJxoDZIH2NjYiJKSkptqfueyouzp6cHY2Bjru63X65GRkYG0tDSEhoYiICCAwQoCAgKYa03wk5GREdTU1MBms+HChQuMZowWFYGko6KiRNhDHsiu0WiQnJyMrq4uWRIHgmpQqR5PUNvf34/Dhw/P64onnWwvLy8EBwejuLgYO3bsYEqbGL1JERkMBkaLJvfSiO2dOgM6U5SUFHNkAfKWhUqlQlRUFDIzMx0mf6anp9lpvdCpKacIF/o8VTIVFBTgnnvuQVJSEgICAti7/ypqqhcjVEYbEREhIlymZ5EmHGnDPf7444iOjnbImUpFBHl5edi8eTNGR0cZexK/vuhzjsiqCbB+7tw5Bk+anZ2Fh4eHaH05e5+kjKiR2OTkJCti4Et3HYUFvLy8EBcXh+9973vYsWMHU1IzMzMoLi5GZmYmSktLcfLkSdYbvqurixWIeHt7Q6/XIygoCA888ADuueceUeUNJXJDQ0Oh1+vx4osvwsfHB3v37sXAwABL9FBpc2hoKNauXesyPydwHTednp4u6iMF3PCwjhw5gra2NmZALCah47KipKwVnRjFxcVYvnw5Y9EhK4NXUIIgsNibm9t1hhmz2cwCwjzWS6VSMfbx5ORkJCYmysY8AgIC2AuQui/T09Po7u5GU1MT60Pj4eGBkZERnD59Gh9//DEjUZWL15GCi4+Px/r165GVlcXo8fmSLooTSoHY/LVI8cu1TOCFLF6quJFzCXjXKiQkBKtXr0Z2dva8+CSNhcoOXQEa88rCUSJCeh2FQgGdTod7770X9913HwuPUExXLl51p4SeLyoqCv7+/iJF5ebmBj8/PxFbO9X+b9q0ySnmkb7v5eWFoKAgFBUVobGxEUajkVly/H00Go1DRvqZmRn09vbi8uXLLFkpF1t05C7SYefj44OYmBgEBwdjcnISLS0t6OjoENWgS69Jz+Dr64stW7Zgx44drPUHiUqlwoMPPojU1FRG0EvKl0iu3dzcMDAwAC8vLwwODiIgIAA7duwQAfbpXsQC/+ijj+LatWv4/PPPGa6XlBoR6PD7Sw5Mzz8HhTekiTfq2XXu3DlRi4rboiitViuD32RnZ2PFihWiQVEMTWoF0sJTKpUsg8YTJ9D3yOrz8PBgMQTpRNDJxzf7omvwiY6mpiZWOePl5YW2tjacOXMGHR0dsvXi0smOiIhgjenlatspW+qo5lpqQTgjEiFFROVfztwKlUqFmJgY5ObmsgNK7rqUuXQlBiNnVfHCJ0Do81R9k5mZyXrD8Nf7ugm13uVxsIIgsPgZH4OlgoXly5e7VF5Hh3xoaCiioqKYBSTNtioUCtnf0bolfDJf88/HJZ2FY4Abay4qKgrJycmYnp6GWq2GxWJhmX5HhzA9c0FBAdsz/BiJ5CUtLQ1ZWVlobm4W1UvT3xTr7uzsRFlZGdatWwe1Wi07ZwqFApGRkVixYgXOnz/P2iHzsUjpAc3nRhxdU9rJlAyozs5OZrkCcLon5WTR7EG0MAjCQEqR30hylqBCoWADp795S4hOJ76uW074unKp8HFKghAA1+m3pAzLjoQUBw9hkospLYQlo8C4K0LP7yyDTgeFQqGY1y1R7noLPaf02guNjxeyHilg/nVUjiS8AuQ3EJ8Eof/T34RCcDWEQNeRZlp5cVYKSQlN6cHrCmKBH7NWq0VISAjCwsLYYU4QvYWaltFB7MhaI8Jogu4480D4MltnQkaUnNJyZsw4Ern3TEIcqY7mcCFZdMSdJoFcaNrgfPJE+oCkwHglx1ud9H8pYYCcSC0cXmjBEh8jmfkqlQpqtdolt5CqVijA7OxeC13H1WQKH4OUE16RWiwWp7Xe/NhcXQiuxDGln6ckg7P3/nUQGpf08KWfS91R2uiudE8kIddWygAlNw45oQ0uVxnFK3Bn75M/ROX4FhYaPw+Fktu/9HzOmnzROInTYCHkA7F+yRkIzowhRyL3nkl4b+JmxOXZJCtmZGQElZWVOHPmDGsjQJltHojOL0RydxUKBcNR+vj4QKvVMj47rVaL4OBghIWFsZ7RcicqxUSki5iUpE6nQ1JSEoMg+fn5IT4+HqtXr0ZUVJRTa4zie0QXNTk5KSLmoDFQPMjRQpibu86UQhm9hRYWWSOOmG14d6S9vR0XL15k/T8cZdydlZjJXZvGIjc+aRyUigKam5sZiHshT+BOCoVkpFYFeR88MJ+qzy5evOhSnJfiy/39/YwYWqoUyWKUq+4ixRIWFiaKvUuNCDlIEXDDHVWpVCyMYLfbMTo6ygo0FmLe4p/ZaDSKPk9K1Gg0oq6ujpV40thpfPwajomJQVFRkcPWFvw+u3Dhgohnlg8zycVzHb0PPjbPr0E6hGJiYhAaGsqMJQoTuCouu97BwcEYHx/H4OAghoeH0dvbi+rqakYbFhISAl9f33lZb6vVirGxMbi7u7M2r5SU8PX1ZUzOHh4eiIyMRHh4OAICAmRP4JmZGYyOjrKXybv7wI2WEenp6QzbRuDdTZs2YXh4GAcOHEB7eztsNhubYPqbFjSxMWs0GoSGhjKSXrJ2PTyuN6KnQL8cMNdqtaKtrY31y3ZkKdNCI6YjR24NbfDh4WFcuHAB2dnZiIiIEDE50R+FQuG0aZt0rAuVWEqvQ1Uun376KQAgISGB1YsHBgYyOM3XwSWng6C7uxujo6PQarVsfIIgiGLN9NnJyUmcPHkSq1evxpYtWxyiC0jJDA4OorS0FFeuXBEl5Pi1ZTabHSpeYuTJy8tjFG2U9aa4PADZcA8dtORBUZa7v78fzc3NrFeMMwVDPaVOnDiBuLg43HvvvQgODmZZ78HBQXzyySe4cOEC2traGHSJ1q23t/e8rPeqVavmgetpfim58v7776O8vFxEJ0dlsMQXwVvSzrxJ4Lp73dHRAZvNJkI3eHp6Ijo6GmvWrGEsYbcNRxkfH8+gN8PDwzAYDOjs7ER5eTlrXRkcHIzCwkJkZGSwiTaZTBgbG0NAQAByc3Ph5eWFpKQkJCUlQafTsV7axHlI5rHVamXYSje3G2zO1MBcak3RyREeHo6wsDCG46IXGhUVhfvvvx+Dg4NM2UoVBL1Io9GI06dPY3JyEnFxcVi/fj2SkpIYa7iXlxfCwsLg7++Pzs5OWeuX56TUarWimKxUCCTvCNjMW0C0Ca5cuYL169fD399/niIjcLWzbDZ/bVddTH6OzGYz2zhUHLBlyxZs2bKFdaj8usjs7PU+P729vSJ+UXoWfn7Iguro6MC+ffuQkpKC5ORk2cQZwVkuX76MEydOoLu7W7a2XxCu09wNDAxgenpaFAskRefv7481a9agvLyc8bPySBK6jrRdK18WTOW2tPY6OztZCMFZeITCTV1dXXj99dfR2NjIcJRGoxFlZWUoLS1lqBXguocZFhaGgoIC5OTkICYmhnmDkZGRLDYqvcfQ0BD6+/uxd+9eHDp0iBVtANf3gUajQVZWlsPWvY7WMhk5DQ0NGB0dRUBAgMji1el02LVrF86ePYva2tpFMZMBi1CUMTExzOSemppirRpMJhOGhobQ19cHrVbLiFxTU1Ph4+MDm83GWDsouxYTE4OAgABWmWO1WjE6Oore3l5MTEzAaDSKEkDE1N3W1obS0lI0NTXJup1ubm4MDM+XVRH+MDo6GsXFxSgvL8fo6ChzLfjJplBBV1cXLBYLGhsbWdaULFTCWoaFhaGurk7WhJ+ZmRHBoRZ6KWSZOlrMpGj5eJizOC3NryviLP4lp0hpnKOjo5iYmEB7ezsaGhowPDyMhIQE1p/k64KnpKqM7u5uxMfHs5JZ2kC84qL5t1gsqKqqwqVLlxAdHT1vLmlejEYjzp8/j5aWFlHsWKp8LRYL45n08fERXYsSpKmpqcjMzGRN+MgNJRwuvXfpd93c3JiVT4lMqkBzJYFJv7fZbOjo6IDRaMSpU6cYOTCRu9B7VyqVSEpKwvPPP49NmzYhKCiI5QPovfOhAqrQa29vZ6TEtAelSjInJwePPPKIbOteymM4MiaoN097ezuio6PZXiAvKzU1FRs3bhR1hHVVXFaUfK9n3gSmv6numWop7XY7gywolUqEh4ez+k0ekgFct4BoERgMBly5cgUqlQoZGRlISUmBRqPBwMAAjh07htLSUgwNDTlsqzo9PS1iyeFNer7Wm08myVmVFosFBoMBFosFTU1NDCtGk+/r64uwsDCWUZSzyqikbSElSeOWMonLCVUORUZGOsT4ubu7IyAgwGWWFEdKjZSBdLPx1gmNd3p6GleuXEFFRQXS09O/VooSuAHC5908Ly8vJCcnIzo6GoODg6KSUFKura2tIuZwXgjzJ2e58UJKqL29HSaTiTUSk2baqXUEEcsQ3m9ubo6hMKTXpYPTYrHAaDTC3d0dNpuNtQxejNVE1jTR8VFlEB97pkN4z549eOCBB0TVM3JrjeLAVVVVePPNN3H69GmWz6DDgDyglStX4tlnn2X4Vd4j4kMMjnIMs7PXe/M0NjaiqKhINGdUnVVUVISDBw/Oi2UuJC4rSkL5A/NjT6SxfXx8EB8fj4SEBISEhDDzm0+C0KLgH5asqZ6eHlRXV6OsrAw2mw1ffvkliw8ODAygtbWVxSd505kPxPf09KC7u5vBGchlIrd1ZGREtnUl/6JJAVA8BQCDftBYqemYMwyiq5lnWpxDQ0MOFSVdizg3k5KSRL3FeSFFLlWUjpI1zsbIK0qp8D+jEEpNTQ127NjBrPivk/BJEZrL2NhY7Nq1C52dnSz5BtwI5SxEKOvl5SWyfBwpprm5OaaAHHkClLXm55zQIsSdwK954AZ7OWWjyd3l8ZeLFVJK0vg7zVl8fDw2bNiAgIAAp+uflOSFCxfw29/+FuXl5SL2IHrm8PBw3H///XjsscdYRwG5dalSqUQhJTkjhxjtp6amROuPxk5cEouFtbmsKEdHRzE1NcUCt/QSiTUmPT0dycnJuOeee5CZmSlq1QpARI1G7gP/UicnJ9HU1ISmpib09vay2uzGxkbmdkitRanY7Xa0trbi+PHjyMjIQGFhIZtYm82GtrY2nD59Gv39/aLYlDQZQu66QqFgdd/U6oI+T7FKR5Pt7n6dj4/A8c5cW5vNBoPB4LR2nO5LCStHXexo/BSC4BccD7bmQc12u91hc/rFZAftdjuamppw9epVzM3NISAgwKXv3W6hDUk9c/h37Ofnh/vvvx8DAwM4dOgQi10rlUqkpaWxWm+59+fp6YmgoCBkZmbi8uXLDosZ+AOOT9jJidVqhc1mE/Gx0juSsh8BYIgMco2JiMVRj+uF5olcYDJQjEYjQwwAYHkAnsJQTmhM1dXV+O1vf4vS0lIR+zslguLi4vDtb38bDz/8MGsB7chLUqvViI2NhY+PD2sC6CxmSX/4MS42iUOyqL7eVMlATcFoQQUHB2PZsmXIyMhATEwMg86QYqHB8sqSd4mJGINOXF4hSjNeznBq5ApduXIFU1NTTMmpVCqYTCbU1dWxHhvSCaONw7vX1DkvNDRUlIHj3U5ncUJfX98F+0nTghoeHmaWrjOhcIYjdnV+DNL/kztMc0h/2+12h1AjVxcWzf/4+Di6urrg5+eH9PT0Bb/3VYlCoRC1egVuvCe9Xo9169ahq6sL9fX1mJ6eho+PD3JzcxEZGSn7/mgtaDQa1uLYaDTK3ptikPw6khPyimhd0frnsZ5ST4hXmJQtp/12M8QktL6io6OZx8THOvkYpDMh46eqqgotLS3zCDpI8WVmZqKoqAh6vX7BUBGxi/n6+jLoHi/0PnkQO2/pU6z4Zloqu6wog4KC4O/vD39/f8TFxTE3kTLd69evR2BgoGzPHAJLDw4OYnBwEH19fQgLC0NCQgL8/PwYIQRl79zdb9BKSYv5nZ0gBB+6ePEirly5gsrKSoSHh0OlUmFsbAxtbW0sE82b/2QdKpVKdkoqlUrEx8cjJSUFeXl58/qsEPBeTpEQzjI9PV1US8yPlf622WxoaWlBWVmZiEyYF97SpdpinkVeOg9kgdAGowVE3gBBYCj2NDY2xrKP/FgXe/LOzc3BaDTi+PHj6OzsxPr16xf1/dslnp6eCA4OZmWp/Lvw8PBgje8SExMZKYWPjw9SU1MRHh7u0HOgTblq1SpcvHgRBoOBEa7wn1Gr1cjIyMC2bdvmldjxwsf8pX+k+0D6jsjqp/AC3+fGVaF1QlRlkZGRUCgUrO0C7cfx8XH2f7k1ODs7i4mJCZSUlODPf/4zent7RXFe2h9r1qzBSy+9hJycnAVr6imUk5ubi6KiItTU1KCpqYlZ0sCNNtI5OTnzcJiUoKutrWW667ZkvfPz80Vla3NzcyxAGhQUxFxtuaoAGuT58+dx+fJl1NTUICgoCA8//DAj6fT29kZaWhrm5q63QR0YGGDWpXSROBIKRk9MTLCyxZaWFha7sNls87owklum0+kQHBzMTiOdToeCggKkpKSwrCe/OK1WK1MuUsvU09MT4eHhKCwsFAHT+UVPY+rr68Nnn32G8+fPy9Zn89YPjZWwis4C6MPDw/MSF0FBQQgODmZZfYoXjY6Ooq2tDWvWrJkHXXFWMSQ3/2azGZWVlWhra8Ovf/1rl753O8Xd/TrT9rJly0TYPBJ6X76+vkhOTmZZcTo8nVlP9D6ioqLw8MMPo62tDRUVFcwzIOssIyMDzz//PLKzsx0S9wI3qPnoM/y65605qWfDJ6DIWnKUWHIm5CVNTk6iv78fgiDAYDAwAgzaX21tbairq2NN98goos9MTk6ivLwcb7zxBq5duybyVshTy8zMxPe+9z2XGovRXBPpxRNPPIGcnBy8//77aGlpgcVigbv79X5N1BqYd+HJUu/o6MDx48dvL3Fveno640EkpUGbiE/OyG3cubk5DA8P44svvkB1dTX6+/uhVqtZo7G4uDjo9XqsXbsWycnJCA0NRXV1NTo6OjA0NMTMbDlSVJpE/g99hpQjufzSPhrAjY1E/JNhYWHMyiA8KM/Sw7v4xGspVZQKhYJtOrKu6Xt2ux1Wq5X1Ev/8889x7NgxGAyGeUkTqZIkS8EZxyVZkx0dHWzDkuuXkpKCjIwMFuIwm80ME1lXV4eJiQlmcdG1KaEhDZ7z75+3/ImEdXx83NWltWSiVCpFngi9i5iYGGzduhX+/v4OKe9obuV6bjsTWj/5+fn43ve+x/p6k/vO9/Um0l5H79jLywtpaWmIiYlh8DV6f8SG5e/vz2gIaa6pqIMUGu0VcttdVQjkKRkMBpw7dw5qtRomk0nE5E+tSPbu3YuAgADWFMzN7Xpfb6vViosXL+LVV19FVVWVyOKjfRUWFobvfOc7KCgocLlVLX3f19cXubm5SE5ORlpaGsrKytDW1gaVSoX8/HysX7+e4Xh5j5Zo1ojqcbEVZC4rSiKudaQUF4q7tLS0oK6uDoODg2zyyAQmajZvb29ERkYiISEBmzdvZjGjy5cvo6GhAUNDQw4ZpAl3yde7kuUnBxei79EGCQwMRGxsLGJiYhgBqr+/v6gMi3dz+vr6ZEHrwI0KIQKok4Kx2WwYHBxEe3s7Ojs7UVdXhzNnzjDXxJnbzZeq8b2IpHNN1vu1a9cY3IXwgmvWrEFBQQHbWIODg4zouKGhAb29vQgJCRG9X6VSKUpkATcA8j4+PtBoNLDb7awihN63q3XuSykZGRmYmprC2NgYg7eEhITgoYcewvLly+exTsnJYpIfJKQANm7ciMTERHR3d2NmZgZarRYxMTFMsVGcng+J8LF8SiA9/PDDmJqaQk9PDwuHREREYNWqVVi9ejVrj0LA8u7ubhw8eFBEHEzQG6k7v5BQzJwA7xQ247PoZrMZ586dw9jYGDZv3oz09HQoFAr09vaip6cHX3zxBa5evToveaPRaLB8+XKsW7cOW7ZsmbeuFhI+BqlWq6HVapGdnQ2bzSaK3Uu9P0oyHj58GCMjI4sqsCBxWVHSSbwYVwy4QUl2/vx5kZJ0c3ODVqtlmUiC8wiCwBIoGRkZKCoqQl5eHt566y1cuHABExMTohdOLpJWq0V4eDhjWnZzc8Pk5CSr5JmYmJCtRSZ3g+rUaXFRgmV2dpaVL/KtK7q6ulhrWUcJHWkgeXJyEnV1dewU7OrqYkrSEZEwKS1eUS6UEDCZTMzaBa5v5PDwcKxatQpJSUmsoqSqqorxFRLCICMjQwSjkVJX0c98fHywevVqFBYWwmQy4fTp02hoaFiQNOF2yq9+9Sv2zltbWyEIArKysrBhwwZWKXYzCY6FhBSeVqtFamoqkpKSWPyOFAHBgwYHB9Hd3Q0A8PHxQWxsLAIDA5mbHxQUhIceeggxMTEsKRkYGIjc3FwkJiayNiu0TlNSUmCxWBAYGIhf/epXrARSbp27IrQfHIW76Pfj4+O4dOkSGhsbodFoGLLEZrPBbDbPi5ErlUokJyfjueeeQ2ZmJsuauzomqaInS56HAMkZcIJwvXz07NmzjLT3tma9nYFKHQkplYaGBkbBzjcaS09PZ1gsuTI8QRCYW1NdXY2amhqG5SQhGA6xbWdlZUGn00EQBAY5KikpQWVlJfr6+mCxWETuMrkq/f39aGtrYwvWZDLBzc0N/v7+KCwsRHp6OquosNls6OnpcYiJm5mZYWQRFO8i5dTf388sOfqd3LzyoQSy5J21gKD5pjgh3x+c2Kujo6Ph7+8PQRCwYsUKrF69GgaDAWazmQHrrVYrg5fQd6lunMbj6+uLxMREPPPMM8jJyYEgCMjPz8dvfvMbVFdXL7q5/FLJqlWrMDs7i1WrVrG+SL6+vvDz83NKgbYUQu9JWttMe8BgMODMmTP45JNP0NLSwqzQXbt24ZFHHmFJI4VCgbCwMGzevBlr166FIAjsvUuTpABY3iA3NxexsbG4du3aomOTcuLs+6QsbTYbpqamMDo6KvqO9KCkBNGDDz6IoqKieeiDhcZBoHpScrzhIMXGSq9JhQM1NTWyfdddFZcV5WJdEnLB+vv78eGHH6K1tZU9qKenJyIiIpCfn+8QNM3/X61WQ61Wy7rOnp6eCA0NxT333IPt27cz4lHgekA7MTER+fn5qKiowGeffYaLFy/Oc+EJiN7Y2MiqY6jbm1arZdl9WqiTk5Po6+tj2EN+TBTnob7IRLBLpzyFF/R6PcxmM1QqFRobGxlsQQrw5ZUk/ZHeUyp0stOiouQSEZIA11EM999/PyoqKtDW1gYAjJ2bqqmAGy4Tb9nq9XpkZ2cjJycHISEhAIDi4mL09fWht7cXvb29d0RREr7X29ubHZauwlmWSvh1S25se3s7/vKXv+DgwYPo7e1lzcM8PDzQ19cHDw8PPP7446zKhcoBNRoNu6YjI4XPCMuVrMqFZ5ZK6FpyzOn8/am1xoYNG1zqIcVfnxJUIyMj6O3txeDgIAThehllUFAQ9Ho9IzrhuR34a1gslpsiwuDltihKOnHGxsZw4sQJnDp1ivW3IZDv2rVrkZqaumA/GVJkjiw4KtcjWjUpvpBiehEREYiNjcUrr7zCyqgo6E/WHvUFotPSw+N6c7Senh6meGZnr7eCpdYYchNPPXV6enoQFxcH4AYONSIiAgEBASzOeO3aNbz33ntobW2d1zCNNgFPJEzz4eil0wElJU/grRFK7uTk5GDz5s34+OOPIQjX23bIzS8tQNrcQUFBSExMZBAlNzc3FqM7ceIEa9j1VYvUCud//lUKbXCLxYL6+nq89tpr+OKLL9gBzb/fnp4evPvuu0hJSUFxcbFs++GF7jU7e72HPBUskNDa4d1/ZwUbrgofN5eGl+SsWS8vLyQmJjKr2dVDi+KL/f39OHXqFI4ePYr29nbY7XYG4E9MTMSyZcuwbNkyxMfHM+Yy/h7UFYHPFyxWbgvFC23WoaEh1NTUsHQ8LeDAwEBkZmbKtu6Uu5bVahUpJumDkrLjFyD9TRudQLRJSUm4cOGCyIXnXQn6/8zMDJtwvhUnuerOwOGkzKjmna/o8fX1ZbFZSmA1NTXBbrczdhmp1czPD0+Y62zO+N/zypWELEXCClKcSw7eJVU6xCfKK15KGCUmJuLixYs3FTBfKvmqFaNUaD2Ojo6ivLwcFRUVGB8fn3ew0jobHBxEfX09li9fLts6wZnQ2h0eHhbVL5Ml5+3tzVALU1NTLH54M8pCehDxHg5hofnqIfoOhcdcZfyn56K91tXVhfLycly5cgXDw8OM5s1oNMJgMKCvr4/xP2RkZIjWMBkJrrJpOZIlV5RkKvf29uLDDz/EyZMnWbyPIEEPP/wwNm7cyLLCjoQUbmdnJ1paWmRf8OzsLAYGBlBTU4PExEQWz5HGLaiCqLCwEIcOHcLw8LAoSEzQHeDGSUy8eLm5uay7IPUGp0SPI6uOsIoEQPb09MTc3By0Wi18fX1ZX/OAgADs3r0bERERaGtrE8X3pOObmZnB+Pg4o/PS6XQLvg+aw46ODkxMTLA+MPQ+li9fDqPRiNHRURQWFkKtVsuSLwDiRS/lu6Q41L333ouuri60trYuOLb/jELu9tjYGA4cOIA333yT1R7LHW6zs7MYGhrCp59+ilWrVjktmZQKWVwTExM4e/YsBgcHRbAo6mRI9IadnZ04ffo0WlpaXGZw5w9CKjuklhOxsbEIDw9n/JJXrlwRUSbSuqEyZ56UeKHnIiVJjEOff/75PC9uYmICw8PD6OjoQEVFBb788ks89thj2LlzJ4KCgpgO0Ol02LBhAy5dusRo6BarLJdMUfKB676+Pnz66af46KOPMDAwwGpQMzMzUVhYiMceewyhoaEu9bu22Wyora2FwWCY92LpRDYajfjkk08AAFu2bEF8fDzLiPH1rrR4KItLi4riWGSiEwlpfn4+UlNTsXz5cuZmUvUJgbUdyfT0NAwGAwYGBmC32xnujU55SphQR7rp6WmEhoZiYGBAFPPh4RnT09Os7W9PT8+8vscktKjpnRCzT01NDQOrkxvv5+eHlStXYnZ2ls2btCacB8KTpSLNWNLmzMrKwgsvvIDOzk4XV85/HiHrzmAwoK6uDu+99x46OzudJrfo/bS3t+PSpUvIzMxcMBwF3Ciu6O/vR0NDA44ePQqTyQRBEFhZ5p49e/DEE08gNDSUxdbXrl2Lt99+ex6DO+9KSy1HlUqFgIAA+Pn5ITk5GXl5ecjIyGDtfwnqd+zYMVy+fBmnT5+eR1K8mEQwrVuLxYLKykqcO3eOhS2ke44IRKampnDp0iWYTCao1Wps376doVXUajXWr18Po9GIQ4cOiUJprsqSKUre3fjyyy+xf/9+tLe3Y2pqijE4P/HEEygsLGRUUq4shvHxcQY7kXswyvI2Nzdj37596OrqwgMPPIDo6GiGNyOrlUqnKD5Ik05NjkJCQhAVFYXY2Fikp6ejsLAQer0eISEhDLpEG8FRxpuELAV6KTQOskx5ZaZUKqHT6RihLIB5liTda3x8HDU1NSgpKUFsbKwszILPBNJh0tPTgz//+c9Qq9UsTkqlZjqdDn5+fiwRxlv5druduTs0JspASoUAwdnZ2UhOTnb6bv+zCt+FsKOjw2ENPS9kYAwMDCz4edpnFosF3d3d+Oijj3DhwgW0tLSwd+Ll5YX09HQ89NBDrOgBuA5HWr9+PcLDw3HixAlUVFSw7gNEhkHtmSkDr9VqERYWhtjYWOh0OoSGhrJe9byLSyXOhYWFMBqNuHz5MqxWKxvzYmE5FHJrbm4Wtadw9Fmimrt69Sr+8pe/ICkpifHeUquNJ554AqtWrWJwwdvSCmKhhyIas9bWVhw+fBjXrl2DxWIBcN2Sy8vLw/r16xEaGuqQIUR6TaoCcOR28/emhVNSUgKVSsVab0rvRZ3kFAoFm3iqwlm1ahWDWej1elanzccnCQ/pKJHDn5zEEUhYTG9vb9YPSC4bKceMLa39pZjWp59+ivz8fKxevVoEiuctZBI6TM6ePQuj0Yjw8HAkJiYy8uGkpCQRgQddi561u7ubLXRyLanWV/oMAFjPk69a+PjcnYpTUrJvaGjIZRfP3f06QQT1zHEkFNai1hMff/wxysvLMT4+zvCrZPFHREQwQl3eUKCSyujoaAZs5+vD+bJNPpFI1+FJefk5dnd3R3BwMFQqFTZu3Cgi15aLkbsigiCIehotJLQ2q6qqcOzYMaxfvx75+fkMWhUcHIyAgADk5OTcvhJGR8LHEwiEWl9fz1D59AKI+drV+As9dENDA/r7+52WYtEYqElSX1+fbEkgcKMnB7GVU/Z39+7dWLFiBYKCghgAXrog6O+FqND4Chrql0MKmq7NW45EUkGuE39tWvz8z202G1pbW3Hy5ElkZWWxSiQSOXecQMJVVVWoq6vDuXPnEBERgfXr1yM+Pl62S93c3BzL3lO2lJSnNA5FybCxsTEYjUZYrVbo9foF3/NSyvDwMMMVLtRP/XaJp6cn/Pz8RFylzjYkWXLZ2dmM98CREUFeyv79+7Fv3z50dHQwrC7v5hLihOKQfMKU4oxElksiXeNyP3M2lxR68fX1RU5ODnQ6HYvPU/jG1XJKOuzJ01oMtIu82iNHjsBsNrMWFZT951trLEZuSlHybiFZkj09PWhra0NJSYlISfEZ5YV6YfPXp5rTCxcuYGRkxOH3pFk4Pz8/REVFsWb00kkmKEtgYCBmZmYQHx+PPXv2YM2aNaxCwlndOt1rIUxbdHQ08vLyGFCdYp9SHBnFYgYHB+fFPfmkDv8zWnjUfkGv17vk3tF7cHO73jqArGo5QDZZAc3NzaL4MJ3y1LSKTuaJiQnU1dWhpKQEDQ0NMJlMOHbsmNMxLbX8+te/hl6vR25uLjIzM1k7jFtRlvwBtZClSmsjMjIS+fn5OHToEGNpkr4fWivU/uDZZ5+VbX/Aj2N2dha9vb344osv0NbWJmvVAzfY5k+dOgUfHx/mfkpjkK7CkFydP7Jmg4ODodVq2X3IjSZXVxAc94+i61CyMTExET4+PqICCmdCCS4q4c3NzcXWrVsXXS4pFZcVJc+RR/yFFosFY2Nj6O7uRmlpKZqbm1FdXS0iMKVJqqysRGtrKxISEqDX610i/aypqUFlZaWosJ4XcgWopC4sLAxFRUW45557EBMTM4/MgsTPzw+xsbHw8vLCxo0bsWrVqnluipzw1qIjRUnEplu3bsXGjRsRHh4uYlUiMDH/rCMjI2htbZ1XnuloDDyoVi5zyZegSYWuT8DxoqKieSQCwI0Wr2fPnmV9kOj9m0wmdHV1YWhoCF5eXrDZbDh79izeeOMN1NbW3lIFxK3I66+/zhhmnnzySTz00ENsrd2MEMcjuX4UhnFWxks407y8PGzYsAEjIyOsNwwpCLK+qOrshRdewNq1axlczpHQOpZTvtJ319vbi9deew0dHR1Yvnw5/Pz8EBAQwOBpFH7iE3e88UNCrjgPcXMmbm5usmW2PCmNK0LXyczMRGxsLDusXXXBqZfT+++/j5iYGGRmZrrEUuRIXF5B/f39rG9uV1cXmpub0dbWht7eXpbdtVgs814ixVVqa2vx3nvvYc2aNdi8ebMIpsILH4c7deoUent7ZU9kMqH1ej2SkpKQk5ODnJwcLFu2DFFRUcz9klpJlHkODg6Gv78/srOzmeXhyiTyfTuk4u5+nXZu7dq12LFjBxISEubRofEnOj1rX18fmpubnbYJ4F0nhUKBoKAgVq7JzyEhBRzFdehwIUoq6r9Mz0Pu9djYGE6fPo3z58+LxiUIAkZGRpj1mJKSgmvXruGdd95BXV0di5XdCRkfH4ebmxtMJhP+9Kc/IT4+HuvWrbspF3x29npDrO7ubly9ehVTU1OIiYlBQkIC8w7kLBSqQQ4NDcVjjz2GsbExnD17lilL8jhiYmKQlJSEZ555BoWFhczicTROOqT1ej2ioqLQ0NAg6sfOx5VpDVy7do1VxqlUKpawi4+PR1paGuLi4hhMjYyT8fFxTExMwG63w9vbmxVq8PXoCyFVaA1JXfbFxATJOqU2s42NjaL6cWfCJ3fKy8uxf/9+6HQ6xMbG3nQpq8uKsqqqimEDGxsb0dbWBqPRiMnJSUYbRiewdEIEQWBUXiqVCtnZ2bKlizycxWg0oqury2G3RSIhSE5Oxrp165Cfn4+4uDgWY5QrW6NrEwhcrVazgn5XXRCyGqWfJ0vPz88PqampjLFZ7iTm/03xJIJTSK0EKY7Ny8sLPj4+iIqKQkpKiogCjd8kjjJ6dA3qI81jWSnDTtUQly5dYmEPXlFOTU1heHgYFRUVGB4eRlNTE7q6um6KvmophcZIbVEpCeVqXFx6rcnJSdTX1+PMmTOwWCyMUiw4OJglCeWuS4dZVFQU1qxZA4PBgNbWVlgsFtY+YvXq1cjKymLv0BU32M3tOkdCeHg4lEolK5CgpAu5nTwlGlEUenh4wGg0oqenB52dnbh27RpiY2NZaS6fhOIVZVJSEjZu3Ijs7GxZjK3cvE1NTc1bfzS+xQhZldT+YTFliBSqICKatrY2URtlV+KuovG7Oui//du/ZUkHYtrh+R3llBk/aJvNhitXrsBgMCAqKgrf+MY3oNfrRachPdzY2Bi+/PJLNDY2zsM70aIICgrCrl278OijjyIlJYUBWqWofH4MdrsdPT096OrqYi6GKxl4XshikJ6sFFPJzc1FcXGxKN7pSGhREfO6FHJDBwJ1rqQ68WXLlqG4uFhkidD1pqenGUuTnBXu6+uLkJAQfPvb32aVIIQpJQxsV1cX/vznP+PEiRPz8HAUShkcHMThw4ehVCphNpuZJclnRe+E0BoaHx/HtWvXHPYCWugadrsdDQ0N+Pd//3dUVVVhenqaMWAVFRWhuLhYBOfihZ4/ODgY9913HzIzM3Ht2jUMDw/D29sbiYmJSElJYW6wq3FUgrfl5+ejpKSEWahECTg1NcX4Wyn8whdS0F4jxU1YXvJuyNAhZUSKuaKiAj/5yU8YV6xcKINHvnR3d7NwDR8LleODdSZubm6MdDkmJgYDAwMuQ3roPoTFfO211zAzM4Pc3FzWhZXQBq6Iy4qSKi2kcBWpZibXjhQJvSwAjH28rq4OGzduZGVF9GC0WTs6OnD27FnGHccH0wlAumbNGjzzzDNITU0V1XE6C4QPDw+jtLQU9fX1jPiB77rnilB8iVeAfBB78+bNjEJ/ISVJG7qlpQVGo1F0WpLl5+vri5iYGBQUFCAyMhIFBQUszkuAWt6N59vr8oqSLOi8vDysXbsW27dvZwuGat3r6uqwb98+NDQ0oL6+XtSnmh83xZuGh4dFFq9arYafnx8jO75TwscBb0Zhk6Jsbm7G1atXRfX/R48exfDwMNLT0x3GvOieFCLR6XRYtmwZBEEQlcTyeFdXhbgpg4ODMTIywsgzIiIiGHEueXf0LPxzATdir9LeMdLPUtKvuroapaWl8PHxkcXt0lqemJhgLEl8WxNBuN7Omso4eU/JmdC6IvwmxcMXY5nSuM6dOweDwYC1a9ciLS2NYanvv/9+l67jsqJ0RMRKD0MJC61Wi+DgYIapojptk8nELJrg4GDZU2lmZoZZnlIKeboX1W1u3LgRCQkJTt0BfmGYTCaUl5fjxIkT6Orqglarhbe394LAcblr8uBX3h2Pi4tDVlaW7AbiDxc6FMxmMxoaGtDQ0CDK7POKJzU1FQ8//DCKi4sREBDAasT50AK/UNvb21FRUSFiD+Kzqy+++CLS09MZPyNZiBUVFXjllVdw7tw5WCwW2Gw2h/Eg/jlo4+t0OuTn52PHjh3IyspilHRftfCxPIJO3ax1S8B6ss7II3Fzc0NLSwtL1DmLK5KXI/U+5EJOcr9zdF2qSCELi3gFnHUm5EXOC5T7DB0QExMTsk256FAZGRnBhQsXUFlZiZKSEkZzB9wA4dfV1SE8PNyl7qR0bYIe3mx9Om+Q1NTU4Nq1a8xIcnd3X3pFKRVeQVLcJCgoCGvWrEFhYSEiIyOhUqkYF19XVxfMZjO8vb2RmZk5T1mSAjKbzayWWW5iqL9JRESErMXAb+LZ2VlmLdXX12P//v2seZQgCAyS46o7QAHvnp6eeS6dp6cnAgICWMxQqhjpECAOP5PJhNbWVrz//vtob28XZYppg4WFhWHnzp3YsWMHIiIi5oUW6HkpFnPx4kWcO3cOTU1N7GCjBFNhYSFeeOEFrFmzRmSJUoZ07969OHv2LCNWcDXW6OZ2HW61c+dOPPfcc0hOTr6l7OKtCHkyAQEB2LJlC/Lz810qB5QKeQgRERHw9fWFwWBgc2KxWNDf348LFy4gNzfXaZdNaQJPKqQIKC4MgIG7HSU6qQiD5zQ1mUyM5IW3JpdCKE4YGRkJf3//eWvPbrejt7cXH330EQ4cOIDBwUEYDAaRYqMxHzx4EGq1GnFxcYiPj2e0f1ILk75HDfzq6+vR3t5+06S7vMKnhPRi18RNK0oKWBM34Y4dOxAfH4+MjAz4+/vPY2G22+2sjwe1a5DWFE9PT7OEAFG60+/IeqHTlKi8eBeXTlmaEJPJhImJCdZUiBo/8eBoyqo7A6HSRFNJVXl5+TzIEmWKDQYDwsLCRPEhIvqtra1lLS2o5w7FcyjEQAvG29sb6enpWLt2LcLCwkT9qPkxEVffxYsX8dZbb6GlpYW5PWSV5uXl4Uc/+hGKiopYEo3KJ+12OxobG3Hx4sV5IPKFhOKyq1atwne/+12kpaXdMSUJAFFRUdDpdFi/fj2eeuop1v+IF1fjYwqFAvHx8UhKSkJPT48oQWIymXDq1CmsXbsWK1askPVqFroHrWuqKCPcX3h4OGJjYxEQECCixqN7GwwGnD9/XtT0CwCz9vj9shTi6emJkJAQZGVlQa/Xi94tlRh/8sknePPNN9HV1cXCMvzeIG+HqohiYmKwadMm5OTksP7hfDyf8gdjY2O4fPky3n//fXR2dt5yexHaMzc1Dzfzpf+/vS+Lavs8039AIIRAEmKXxGIQO5jd2CYxuLHxkjruaRI7k07qnvbMmZ45ndPpVXvTyzk9c04vOpmepj2n6SRNOpOkbhonnXohXjBmsQ0YzGLAbAKxLxICBEgsmgv/3y+ffvy0GodM/3pv3AaQfsv3vd+7PO/z0IkbHR2NyspKvPbaaygvL4dCoWATL8JNTcJP9PfCn9PDCQoKQkZGBkpLSyGVSrGwsMBYySmKXVtbQ319PWJiYqDX6xEaGsocxtjYGAYGBmAymTA3N8ewnhMTE2xSgBbd0tISWltbUVVVxaZbhNdEob/ZbEZ3dzc++OADdHR07CgL2O12DAwM4C9/+QuWl5cRExOD9fV1GAwGTE5Oorm5mTkxOm2pViR8ecTQQ0VsoaY4Oe35+Xk8evQIt2/fxs2bNzE0NASbzcY+XyKRID4+HufPn2fiVkIJT4oo+Wfj7RqgcsPf//3fO3Vv98p+9rOfMbgYdaapTk6blw5cqqWLOTRK3zUaDaqrq9HV1YWJiQnW6KDD5e2334ZUKmWUgb4QBBNd3sDAAN577z2mwhkfH4/nnnsONTU1DIpEXenZ2VlcvnwZ9fX1LLXl0Qj8v7thFE2WlpayCJC/v62tLUxOTuLq1atuiSYoCDKbzWhvb8ejR4/Q3t6O/Px8lJWVITc3F1qtltW1qZ5JpTJiJfJlfe62+eUoqdOm1+tx5swZHDx4kImPiS0+d3UXPk3mu3parRZGoxGjo6MYHh7GyMgIm5/d2trCvXv3MDw8zKZSLBYL5ufnsbCwwCQnKKoiAgy+wE3z4Xfu3EFFRQVqamqgVquZIyFHarFYWN2lpaUFBoPBqf5Ctrm5ienpaVy6dAl3796FQqGA1WrF/Pw8c9Y2m010nlvs+SoUCqSlpTktTlpwc3NzaGtrQ21tLe7fvw+j0eikCURRU0hICJKTk1FSUuIWzOwPGFgieSLpe/r0aRZVCVOnL7vz/dJLLzFGeP49rqysYHZ2loGWaTiBr/cKjd7B0aNHWSREk1MUIV2/fh0LCws4d+4cqqurodPpdhBHixkfmd64cQN//etfmcaRwWBAf38/bt++jUOHDiE+Ph4JCQmwWq14+PAhGhoaWHTlaR09jdFBmJiYiJMnT+4YP6ZAgho4nmqItC6tVivW1tawsrKC8fFxNDU1ISYmBgkJCVAqlXA4HGwPT05OYnFxkdXL98pJAk8RUUZERKCkpARlZWUMtOpNIZo3vrERFBTEQOIRERFITU3FgQMHGN+ewWBAc3MzmpubMT8/z2aQyTnwcAg+7CdgOn02ORv6d2hoCL/+9a9htVpRVVUFtVqN7e1tTExM4MaNG+jr68Pdu3cZ5IYfwxTeLzHAzM3NsRIBvWAeGuHt8yWSBD4qmpqawmeffYYPP/wQg4ODDOAvlm4RsJzmZcUOMFK18xZLSp9LrNW0iXgWbbpXX4had8P4TjuVFSYnJ1FbW4srV65gdHSUOcry8nK8+uqrKCoq2hFpA180DvV6Pc6fP4+RkREm9kWR+OLiIpqbmzE4OIi6ujp85zvfQUVFhZP6ppiRo6TUcnZ2lkVjhPNdXFxEX18fUxalGXuC5u0GXlWs+0yHLBFsnzhxAhUVFTuGLPiGI0HUPDWS+P1OETUdYo8fP2bNRdrDrtRT98J8dpT0YMPCwqDRaJzkAPyFYtDn8s0d+qzt7W1GJhEcHIylpSWGSbPb7WzRCJsn9Bn0v0NDQ1n6zzswu92O0dFR3Lx5E2FhYUhLS4PdbsfDhw9x48YNjI+PY3p6mjlJ/rOFm4GHQ/GLgu7Tl4iN8JPCaJKA4Eaj0a2TpPfBz/i6+i53gmXuri8+Pn7HiCBBvLa2tr50R8lHO9TN7+vrQ21tLTo6OlhEKJVKsb6+jvj4eCQlJbmMAvnMSa/XM1wm/24Ju9je3s5+j9ic3O0HKp/wzOf0DilbWV5eZiUCcs7edrW9eVY8GxAZOUqZTIbk5GSUl5czGJnYQUsAfKlU6sTvwJvY9dJ/o7VLZTe+hCDcz3tpfqfe0dHRyM/Ph0qlchuN8Dfq6obpBHPVJSTJhKioKMTFxeHx48f4zW9+A4vF4rbLR98nlUqRmpoKrVaLubk5DAwMMGwckW9cu3YNDx48QExMDCuaE/GDMIqkMbSoqCgnZUaaUiJIib8vmbBjlC6TQ19cXMS1a9dQX1/POPo8fT7vuF19l7/TSdQ8ISdLMKzBwUHMzMzgzJkzPt/7bhg5yY6ODvziF79AS0uLE6N3UNCTMcd3330XMpkMFy5cYCTIvFFAkJ6ejldeeQU9PT2M95FHM1itVoyMjODDDz9ESkoKzp07B7lc7vKgoOiQFDmF65c+V2xd74bTIH4EYiqn4QjaDxQwnDx5EpWVlS4lW4KDn+imf+Mb38Dk5CT6+/sZRInWnDBwEN7L09yPNw0zd3/nS2Dnl6OklI5mqt05SepEU5QBOEMg+GjU1Q3wp19WVha0Wi3T3X78+LFLR0B/Fx0djRMnTqCyshJra2u4fPkyrl27xnj8CF5DHUgALOqk+yCjOmpRURG+/vWvIzMzE8HBwZienmb6KEajkdVJfV0I5LhycnIQExPDHCVFLg8ePHAiWXBltEipJkSL0lX92NdsgGq8/CFCGFjqvu+Vo9ze3obZbMZf/vIXdHR0sEkVMjp4pqam8Ne//hVVVVUuyxOUXpaUlKCoqIhNdQlZnux2O2ZnZ9HS0oLTp0+z7EWY1tJze/z4MVMEdVV/exZ1RyKpzs7OxsmTJ3H48GEkJiY6HXYk3RAVFcU6+mLrg+q4x44dg1KpRF1dHdOwsVgsbDSXygW7cT88SJ8n6wCco1DeUQv3r1gk7cn8jiiJ2NZVWken4srKCtO8sVgsjO08LS0NsbGxTvyMnjYrRXKhoaE4duwY+vv7MTMzwxab6A3+P6nMmpoa5OfnIygoiHXwWltb8fDhQ8Z2JEZxxhvVrXJzc/Ev//IvjDQ3ODgYdrsdL7zwApqbm/HHP/4RLS0tMJvNPqfcUqkUaWlpqK6uZtEavXDqvnuLJyMYFUXPYqSwlAL6AlSm+lJvby8GBwfZdU5OTuKjjz7CtWvXduivf1lGz8pkMqGnp8clSQfVA8fHx2E0GpGfn+8yApRIJFCr1cjJyUFtbS2TmxU+L4Kdib1z6pZbLBb09PTgD3/4A7q7u50EwZ6V8VlAXFwcqqur8cYbb6C4uJhlhGJ/444liX4nJCQEsbGx+NrXvobS0lKm8z09PY3+/n40NDSgtbXVI0u5N/dApRDK5DQaDdRqNesH0GSS1WrF8vIy7HY7E1Ojxi5p/kRFRflELv1UzRx3I2IUBRkMBnz88cdobGzE8vIyQkJCkJ2djTNnzuDw4cPsYr2NaMgxx8TE4OjRo7hy5YrLYXlKnfLz85GWlsZSiMzMTHzve99DWVkZfvWrX6Gnp4cRi7ozAjN/85vfxHPPPcc6/cATWVy5XA61Ws1kFpqbm5nD8MYJUQH99OnTKCkpYbUzh8PBWMN5fKo7I4dmMpkwMzPjRPPFG+E/fZmJpnrpwMAAPvroI2xubkIul6OhoQG1tbVMOmKvjG8YePo9wrm6M4peaOzN1dhieHg4g/QIGeaJUKa2thafffYZW3O+ToZ5a/SeCfUhlUqRkpKCl19+GefOnUNaWtqO2ix/Hd7uR3LANCLrcDiQlJSEnJwclJWVoaCgAG+//TZu3bqFxcVFv++HInu9Xo+XXnoJGRkZyM3NhUKhYIfe+vo6VldXYbFY2DDJ6Ogo6zFIpVJotVro9XrodDqfFC/9Ju71ZhESRq+rqwsDAwNYX19HcHAwrFYrdDod8vPzERMT4/P300mm0WgQFxcHiUQiCkYNCgpCZGQk9u/fzzpzFJXq9XrEx8fD4XDgrbfeQnd3t0siVPos6vRWV1czFUK+XECjfBUVFTAYDBgYGPCK2ZlOfGJWOn36tBNDNgBGSkyjh944S4JvjI2NiT4feo+kH+LthqW/s1gsuHr1KoaGhiCXyzE0NMQA/HvFIkSRh0KhYDrS7nRo3NHmkXl6TvTuU1NT8fzzzzvVfGkTT0xM4J133sEnn3zCtHF8mYASfh9/bfx/41NLErLT6XSMiKa6uhpxcXFOQY6whsiXY8S+S3gN9L1khIoICwtDaWkpzpw5g76+PjZJ5E85ivoM3/3ud3H27FnGqck3O+lwpIyHoGHLy8tMu0uhULARymeeelMUIjb7SUbOjGQXgoKC2GY1m80YHBzE3NwcUlJS/LkEAGCLwd3P4+PjkZWV5dRB5lP4mpoa2O12/Pu//7vofDl/P+Hh4SgtLUVycrJLqjWKPGiMc2Jiwu1moI0dEhKCxMREfP3rX2eCUEInTPRqPBGGO6OmhsFgwOrqKlQqlejv+AM3IQcwOzsLi8WC4OBg2Gy2PXWSZMHBwUwH6caNG7BaraK/x6MLPHWoibxEDAtLY6InTpxAXl6e07QYvYPGxkamAOhvvY6cIEW1PKqCyjbEaB4TE4PExERkZmbi4MGDjFcyMjLSqR7JT7IRkQppgfM0gXz9j68PipXMeCerVCpRUlKCzMxMUfynt/etVCpx7NgxnD59mkk78FNLdI3Ca42JiXGaFKLr9nUwwmdHSacrgUKJWkto9OJSU1NRUVGB/v5+1uBYXV3F8PAw+vr6kJub6/FEF7sG6hySzozY91MEqNVqd1wjn8LX1NSgv78f7777LutYC42iFCJ8cAe3IRq4hIQEhi8TMzr5CYv2wgsvuGS6JvIJijS9fU52u51BiVy9K3+NsG5802uvnSTwBeQpPT0dSqUS8/PzLiMZcmSuMiTiCujo6EBnZ6eoSJZEIoFOp8MLL7ywoynkcDyRyWhqasL09LTf88p0uMfHxyM1NRVRUVFsTNfhcEAulyM1NZUpYMbGxjIN+YiICCeeAH5Spr+/Hy0tLZiamsL4+DgAICEhAXl5edDr9Uw7nhoydrsdcrkcWq0WCQkJbjG45FCJZLq5uRmrq6teHfL8Z1C0fvLkSWg0mh2YbeG//Gc7HA7R2ryvzcuniijdSReQw1Cr1aioqEB9fT1LAdfX12E0GlFXV4eysjInLKa3RphCsa4hPUS5XI7CwkKXAkV8MfrYsWO4cuUKm7sWWnBwMNRqNVJSUjzyB9Ihwasjin0ePyuflZWFl19+GcnJyaILj4ej+LLRKGV0NV4mhGb5YkKH8FXAu/FGnALu6ugrKyvo7e1FZWUl42ekn1EzsqOjA++//z5GR0d36D7R80tMTGTEJfz3bW09EQQjlnR/U22pVIqMjAx85zvfQVVVFVQqFWvEEa8qQcp4dilhCk3ELgMDA/j4449x7do1GI1GNvoKgGUv1DRxOBwM4bC5uQmZTIbMzEy89NJLOH78uNNghNCCg4MZAXBUVBRMJpPPDU6SzCBNIU9BFX8d/qxrMfO7Rmm3211q2ZDRaaBWq5lkAUWklBIajUaWGnt7UxS5LCwsuHUARMnvzrHxzpKuUXji0X8jPKc3L8qb3wkPD8e+fftw5MgRZGVlISUlxe1zoM6eP6kLmauGji9Gz4PvinrTPHnWRs+FIiba3O5+nySWZ2dnmWom8AUaYGxsDI2NjXj8+LHLjjYgPqZL69RisWB5efmpOr40JVRRUYF9+/ZBJpM5TUHRwUvjm3yUxR9mVLduaWlBXV0dDAaDE9EvADYdtLKywg4OOqC3t7cREhKClZUVyOVyZGZmMl5ZV+uWxl3FVA28vfekpCSnmuSXbX47StJ7JjU/V7UKqlMmJiYiKCjIaTSJSCTy8/OZnoU3300vu7u7e4dyIfBFmpqSksJqRu5eDqUHaWlp6OjoEO0ABwUFsUKwN7O8tFnFNha9/PT0dHz3u9/F8ePHWYok1lWl6IZwnr7UuEJDQxEfH8/KBWKbWcj24s7onVLjSqlUYmNjw2nGfq8iS5oJttlsGBkZQVNT0w7yZ94oUqqvr4dMJsOxY8eQmJgI4In0bU9PDyN6Jp4BsedEh/b09DRSUlKcDg8id5iZmfHbUVI2c+bMGUbAwddAheYqotrefkLJdv36dbz11lus5iosS4gR+wq/Z2VlBdeuXYNEIsFPfvITZGRkuAxIiLIuLS0NAwMDHocghPeuUqmQm5vrMUjha5P8/Yute1/Nb0e5vLyMpqYmlJeXIzU1lT0kijL4sF8mkzmBp2lzLi8v486dOzh69CjTs/B0YtApOjMz4ySyTkZYKZVKhaNHjyI1NdVjTY/S9JSUFEil0h3s4PS5KpXKifzBnVHHTWxzkLPZt28fSkpKmAKkqxSYIh9iRxJGSa66k3RIlZeXuyw/bG5uOtG8uTPKEOLj46HVavHiiy8iKysLc3NzuHz5shNV215Yc3Mzk05ubm5GY2OjW5wiHUDT09P45JNPcPv2bYSHh8PheELeYLFYdsieuPqMsbExXLp0CVFRUUhKSmLojqamJnz66aeiB7q3RtmHRqPZQeJB2Q8PiRI2XMiIQPfixYsYGhpyq3HkKT2mddPY2Ih79+5Bq9VCqVSya+Kvj2r2hYWFuHv3LnPE3jhKyuQImuVqf1Bgsr6+zugcieeBmmtPE4367SjX1tZw+/ZtRERE4PDhw0xMi5hAFAoFc1D0oPiXTAtsZmYGV69eZeBtd96fj6wGBgYwNTXF0g76l8SICgoKcPbsWa8E1Oll6PV6REZG7ljU5OyTk5O9cpQ0EUObVLgg+Hqj8FBxdd9WqxVTU1OYmppyGsUjKAYtBj6SlcvlKCgowKFDh0TTFofjiZaRt1okBLx+6aWXUFlZiaNHj0KhUGB1dRXR0dGYmJhwkir+su3HP/4xO6Bo6spTF56A4Gazmak48o7Hm3oaTQJ98sknmJycxP79+xEaGorJyUk0NTWxyM3fZ0LviVh6+PIMRWc2mw2Li4uYnp7G8vIyg0eRjjw1le7evYvu7u5dEYKj+mtTUxOqqqogl8tF2dypa11eXo6rV68yEmtvvp/2EgHWhaUpvpY8PDyMhw8fYnJykmGaCwoKGIbaH+IesqeqURqNRnzwwQf4n//5HwYnyMzMxPnz53HkyBFW8yPyz8jISMYuTAvRZrPh0aNHGBsbg06nY5vf1UOz2WywWCwYGxsDANYxl0gkTAHx3LlzyM/PR3Z2tte6KaGhocjJyYFer4fJZGJAYHKiKSkpqKysdNugoWdDqABeN0RoGxsbGBkZwfDwMNLT050cpth9U6mDupwU3UVHRyMnJwc5OTlM6MtgMMBsNiM6OhpnzpxBWlqaaFpETTmi+HK3kalcUFBQgDfeeAPp6ekMcC+TyRh35vDwsMdn/aysq6sLgDOXqDfOid6Zv5Ew7YepqSlcvXoVdXV1CAp6AofjZ//9NXLEV69eRW5uLrKyshijELGbP3z4ELdu3UJXVxdWVlagVqsZr2VSUhIAYHBwENeuXXOSHXkao0yns7MTPT09iI6OZoTb/KFMAUxWVhYqKioY85I3WQxNWd26dQtlZWVOzVSCqM3NzaGurg4ffvghA/KHhoYiPDwc+/fvx7lz5/Dcc8+xYE54bd6Y3wznPHOKyWRiXzoyMoLNzU0nqneat1apVJiZmXH6HMKo0fSIqzSZd6z0IIivkQgaysrKUFFRgYyMDMhkMpfay0Ijp5Oeno7z589jdXUVo6OjrHC9b98+nDt3DgcPHmRM466MXt7k5CRzamIRJYHxqfMfHR3t8t5psRiNRjZFQlM83/zmN/Gtb30LKSkpkEgkjFpsaGgIoaGhyM/PF4UbkXOYmZlhwmaenpFMJkNZWRnS09OdyFAoxfEWtvSszB/Fxd0yeqekSMlHpk8bXVMtta6uDjabjXWal5aW0NnZCaPRiK6uLszMzLBILSQkBL29vWhsbERBQQFCQkIwMjKC1tZWnwW6PN3z6OgoLl26BKVSCY1Gw/SyeF5Q0jE6fvw4JBIJw1R6ymQom7p+/To0Gg1effVVBvejEdRPP/0UFy9exOjoKLt/imTn5+cxMTEBo9GI48ePQ6vVOhFhU7nAkz3VyqbNJWRlGRgYwMzMDDIzMwF8QSShVCp3RHi00bzdZLRh8/LymIZHXFwcdDodI/+k7/ClJsEXzJOSktDT04ONjQ0olUrs378fOTk5zJl5ilDplHOXblFK0drairGxMZeOnRzv2NiYk/xqWFgYioqKcOHCBeTl5SE8PJz9PjG/b25uMiElsWve3NyE2WxmRXuxRg8ZPU+hZjptltnZWUxPT+9553sv7VlBpOgZLyws4Pr167h//z7CwsJYZ5q61HxTjoTR7t+/j66uLnaIEhJgt66TJBuuX78Ok8nEFEMJv6xWqxmNX1hYGAoKCiCTyfDw4UPcvXvX5Sw+f+/8ZFNPTw9KS0sRERGBxcVF3L9/H+3t7VhYWNhRZqGIu6enBwsLC7h//z6KioqQmJjIfMSFCxe8us9dDQEoJaSuKBkVo1Uq1Y6JE+qIJSUleYVPpIeel5fHmHukUinCw8Odwn5f6xAUVSYkJKC6uhqHDh0CAKeCsDd4Q76+5SnypKhyYGAAcXFxTgzrZPSy29ra8PjxY1aoJq2a9PT0HRIMcrkcYWFhjAjA3XVT44vwaXwNh2c+pzSrt7cX09PTrO60vb2N+fl53Lx5kzWavmp4yr8FI4dB7EPCiNVV1kJkKmS7XT+m65qZmUFdXR3CwsJQW1uLpKQkFBUV4YUXXkBxcTGDEBE942uvvYbZ2Vk22uzukOFLG0QzGBwcjM3NTaytrYlOS9HfEczLaDRifn4ejY2NToHDnjhKig6FmClyiMQURL9LdS+dTseiQ0+Okv4+MjLSCfy7G6c5XT+RT9B/87VjRnVNb+Q4iW3FFTkCQaFGR0edOrhSqZQRporBssTAxkKjSD8uLg5TU1Ow2WyshkPpHjELAWDd3eHhYTbpsbW1xeb5xdACAdtdEx7A3tT4fPl9f4x3SDabjamMLi0tsUyN6NpCQ0Mhl8uRm5uL7OxsVh/nU3BX6AJiZ6JRaL627O6++Ouz2+1+BVK75igpcomLi8OxY8eQlJTEoiNyHDqdjnVHAbDmz6uvvsoU87xxlEQ8Sh1war4olUpG3eYvHID+jn/w9L/pX0/XSFojVBv0ND5nMBgwNzfnBO0AvmCdaW5uxoMHD9jvEJMKReGu7oO/Jle/k5CQgOPHjzNAL4mZra+v48GDB2hsbMT09DQjGejr68Obb76JnJwcHDx4EGtra7hx4wYaGho8plHP2ngG+73qvH8Z5ut9PevnwD9zAIzebGFhAUajEePj4/jhD3+IgoIChIWFsdLZP/7jP0IikaCxsZHRB/LvTdiQo//vyam6uz5/lRx3xVFKJBKEh4dDqVTixRdfZLAcnuVGKpUiJycHExMTmJiYgM1mQ1JSEr73ve+hsrLSpYKfMLXgIyRKK9rb29Ha2orQ0FDGi0fpp7/YKb4zT7rLDseTuVF3mEc+hXdFBsvfGxWkp6amdiyAzc1NGI1GXLp0yalQT+UGgvy4ihi8gTHJZDIUFxejrKwMycnJTP9ma2sLp06dwp/+9Ce89957jBXIarWira0N3d3d+Pzzz1kHk2cQ3ys7cOAAVldXGTs9AdAD9vTGl8tcZW98QEGYzvn5edy6dQs6nQ5arZaRBJOIYHh4ODIyMtDS0sK0g3jmH14jSBiw+GpPc2D4zUcJfBFFRkREID8/H8XFxfiHf/gHNmXDP1ypVIq8vDwWPgcFBeHYsWM7xKnohvjTg04Bqn2ScwgOfkKY29PTg88//xxWqxW9vb34p3/6J8aE7qnu6crIURGAubu7G8vLy8jIyEB2drbLsS2+6eFuzpiMIDpzc3NOnJGEnWtra8PDhw9Fleh4yn26ZmHU6wqgS+Ly09PTAJ5oYicmJjp19SMiIvDGG29ga2sL//3f/42pqSkG6qX0ijbEVyGCe+utt2CxWNDR0YGLFy+io6PjK+HA/68b7XPKtsS0u8WM1pnZbEZdXR3Onj3LaALJWe7fvx8ajQY1NTWYn59njPxWqxX9/f24f/8+hoaG2NTXXpnXjpIiOXpoNPccFxeHsrIynD9/HmlpaSx1E2O/IRYRuVzOxpJ4cSrabARItVgsmJ6exuLiIhQKBZKTkxl7Dr04Yt4hwG1XVxdqa2uxvr7udZdaaOSorVYrZmdn8d577+Hy5ctYXl5GUlISXn/9dZw9e5ZN1Aj/llJqV5M5QiO6K2G6v7a2hkePHjEAPO8QV1dXMTQ0hIKCAqfmC/AFH6AYNIoOILPZjIaGBty7d49N2ggbYUR0+u1vfxtqtRqXLl3C0NAQVlZWWJT9NPjD3bacnBxsb28jJycHWq0WP/vZz9DT0/OVcOLP2twhFp72c0NCQqBUKiGXyxEeHs5kHryh56P9PDc3B6PRiJKSEidYmVwuh06nQ1xcnJNi6dbWFsxmM+7evYt3330XbW1te1ra8dpRkmOKiIhASkoKioqKGGwmOzubtdyFYFPgC+dB0WdaWhqioqIY+S09HMJVWSwWjI+Po6urC48ePcLa2hr0ej2OHTvmRJhLnddDhw7h3r17aGlpYenq8PAwDh486CRh6sn4NJ8gPhStEjRnenoaJpMJUqkUZ8+eFW1C2e12DA8PM3yiqzFGGrfUaDTQarU7IFLU4RRGkg6HA2azGVeuXEF0dDT0ej2Cg4OxtbXFOotCHWbgC+yr1WpFbW0tfvvb32JychKZmZkoKSlBWlrajmuUSqVITk7G66+/jvLycrS0tKCpqQlTU1NMpE3MEfkTxT+t0aElkUhw4MABVFRUOCkn/q0Z32gUclTyTY6nuXcqJSUlJSEpKYkNFbS1tfkEXBerD5KzpOsXrnGVSsUmv6ampjAyMuI3Td3Tmk+OkvRcLly4gBMnTiAxMRFhYWFONTuxk4026NLSEpaXl1nKSM4xKCiIcevZbDbMzMxgcHAQw8PDmJ2dZThLIfkGbeScnBy88sorbMwvKCiIkch681DJmQmhMGazGXNzcwyrRinH8PAwfvvb3yI+Ph5VVVWMBBh4EtXNz8/jzp07WFhYcIq26Nop9SD2lVOnTqG4uFi0XEEKeZSO0/VarVY0NzdjcnISiYmJTBUyJiYGVVVVKC0tdSo7UCo/NDSE7u5u/PKXv0Rvby+refKjkbzRRomJiYFSqURubi5qamowNTWFjz76CFeuXNlRNvCnq7ibRpmGmLLi34LxIH+1Wg2lUskUMUnkbGpqCiaTyQk36a+DoQApLi4O6enpCAkJwfDwsNccATQ1Fx8fL7o2XPkNGlQ5fPgwamtrWZ18L8ynGqVEIoFGo0FFRYXT3LM3eEGr1Yr5+XlGmkBjTaTnu7GxwXBiNFcdFhaGzMxMyOVyZGVlQafT7YDdSCQSKBQKFBcXY2BgAG1tbYy01JtGjtCJE0aRHFVsbCw0Gg0mJibYgltfX0dvby9+97vfITY2FikpKYiJiWGA+zt37qC+vp7BZciBUEQdFxeH1NRU5Ofno7q6GhUVFVAqlU6OjZAC+/btg1wuh9lsdiqkb25uwmQyYWlpCb29vczxKhQKmEwmqFQqJyA61W/ffvttdHV1obe3l9WKLRYLDAYDlpeXnfCUZLxzDwsLg0KhwL59+6BSqWAymXD9+nU2jRISEsIaaXtlNPLp7Wgmf5h81SNPykJiY2NRWlqK06dPQ6fTMTwtZUKdnZ24efMma5LQQe9Px3xjYwPT09MMOkfgbk9G6yYyMpJlLL7KIpN+fHZ2Nu7cubNnEDSvHSXpUKyurkIqle6YmXRndGPUjKHozW63sy4y1UEAMB0dinBogxLYXGwTq9VqZGZmwmQyITExEQkJCR7Fz6jWZzAYUF9fD6PRyETftVotYmNjIZPJ8I1vfANzc3MYGhpi0zZWqxWNjY341a9+hYqKClRVVSE0NBSdnZ145513MD4+7rQw6VStrKzEq6++iuLiYsTGxkKhULCarvB5hoaGQqvVMkyqcOqAHCYtqtXVVTYlERoairNnzyIpKQk2mw0dHR1MHXJ1ddWpg762toa7d++iuLgYhYWFbBxRyL5C30PvKysrC6dOnUJbWxt7LjTJtG/fPq/Wxm4aZSpLS0tobm7GvXv3XMqVUK2d1h8Adlj7Mif+ZRo5ndzcXJw/fx41NTVMGoRKXg6HA8nJycjKykJRURE+/vhjfPrpp+xQ9SYC5I13lBaLhR0+ZrPZZW2a1rJUKoVarUZ5eTlef/11JuHgS7ZBAZUrzPCXZV47Slo8BNr05WETPyTpddhsNid6eqqvkKMQimfxXTdXD4oWEdXnXMlwCu9pdXUVXV1duH37NkwmE6xWK7Kzs1mpISQkBPv370dubi6j8qeOn9VqRWdnJ9bW1hAaGgqZTIbm5maMjIw4PSNKR9VqNQ4dOoTy8nJoNBqneVhhZM4D8nmQvit8Jx8Vmc1mtLe3IyoqChkZGUyKoLe3lzVihN1zo9GIlpYWpvssk8mgUCgYPR7PFco3ezQaDQMTOxwOREZGorCwEHl5eV6sjN01WptGoxH3799npQ+x+iltQOLUBIClpSUsLi6ykcCvkqOkAyo2NhbPP/88jhw5gqSkJAarE+JmIyIikJycjOLiYrS2tjK4jT+NN3KWfHlKbDyXLy0R43pmZiaqq6uh1+vZRIyvzo4iy70s53jtKKnWSJKQfErpzugmibyCnAw5T95RCuuPws9xZ1TPoBQ9ISHBLY6SmF0aGhrwH//xHxgYGGANkRMnTjD5WQAoLS3FD37wAzgcDtTV1bHajM1mw8DAAMbGxtDe3o7g4GAmkcHXRymN3r9/P1588UUn8TBvnp83C4SHVC0tLeHhw4cYHh5GREQE05MWm/OlRT88PIx33nkHn332GWQyGSIiIqDX63H69Gk899xzDA7FXxeRkSQmJrLasF6vx8mTJ5Genu7xmnfbfv/738NkMjnN/wodA61HtVqNsrIy1NTUIDMzExKJBIODg/j8888xOjqK4eFht1o6X7YRA9eFCxfwxhtvQKvVuszqyFGRU52cnERzczOWlpa84gsVqxfS9AxxDYjhm6mXEB0djcLCQtTU1ODw4cOMRMXfiJB31HtlXjtKqVQKuVyO5ORkJjrujfHdXUpxhOBxdw7SnZFzIGxfWFgY0tLSWLrqCkNJpMGjo6N45513WGedHGtMTAxr0NDGKikpwQ9/+EOEhobi1q1bjDmbwLGrq6vss8XSNtJVIXiTp7IFLQ7ClnlTP6Of08TS+vo65ufn2XMS+wz6Gf3+zMwMW/RdXV2Ym5uDVqsV1TWiyCUqKspptFStVvuENtgt+9d//VcGLROb/6W1qFAoUFVVhe9///soLCxkUVlFRQUqKirQ19eH//zP/0RnZyfDYe5l/ZKi34MHD+Lll1+GTqfz6HQoEImNjcXXvvY1REVFwWAwMEkLodMRNhppfVL3nF8/YpEkZXRRUVE4ffo0/u7v/o7pbvvLvwB80YQcHx93q5DKZ5x86WS3nKvXjrKkpAQajQbnzp1zKYDlyngMprvF5mox8t/Dd37JIRAN/8bGBjQaDdM+Eet4OhxPBux7e3tx8+ZNtLa2sgg5ODgYOp2O6ezwpYCIiAgUFxfjRz/6EWJjY3HlyhUnfWZPnUViWSEsmKdonJx5W1sbLBaLz5vUFSxJzOi66ffpujY2NtDe3o729naX3J78325vb2NmZgYGgwEymYzxIH5ZNjc353RNQiPnQbR5paWlTO8deDICmZ+fj7S0NKjVarz//vtobW2F2Wzewc5D74/v8vMYQPqd3TA6kA4fPuwVeQx/v6RGqVAoYDQacfHiRTYZR3PgPPQvJiaGEf4SDd/ExAQbMXSla06KqwUFBfj2t7+NgoICdgD5mzJTJDs5OYnu7m5RR0n3GB0dzdAfi4uLmJmZwdra2q5lBV47yp///OeIioqCRqMR5Tf01oROjzYZD2CmMJtON94pUwqwuLiI0dFRdHZ2oq+vDxsbG8jNzcWJEyfckuDSWNWf//xn1NfXs6I0vWy9Xi/aMaeucl5eHv75n/8Zubm5+OSTT9DV1cWmCVy9EHLOPT09aG9vR3x8PNugYo5na2sLKysraGlpwa1bt/wWjvfX6Hu2trZgMpnQ3NyMmpqaHezuVOSfmZlh785oNOKzzz7D4OAgiouLv5TrJXN3MPAd+bKyMhQXFyMiImIHgoI69keOHIFOp8O9e/fw4MEDGAwGzM/Psxrv9vY2I3hQqVSQyWRYWVnB9PQ05ufnWWNoN95ZUNAXDPu+pK/kBEmZ8bXXXoNCocDnn38Og8EAm83GeCKjo6MZnyvxvG5tbWF2dhaNjY24dOkSJicn2bsW1t9J8bS6uhoZGRlec8G6Myoj1dfXo6+vb0fdmL43Ly8Pr732GioqKhAZGYnZ2Vlcv34d3d3duHfvnktlVV/Ma0d54MCBHSHu0xqll0tLSxgbG2MiThMTE1hfX4dMJoNKpUJUVBTkcjm2t5+IOFksFvT392NoaIjxPoaFhWF8fJzpEYsZwUbu3LnDIkJazNQw4glphUYbiSKSgoICfPDBB+jq6nJK08Tuk5h33n//fSbhy8tl8L9HglS/+c1vRBcILU7+vp6FE6WadEtLC+7cuYMTJ05ApVIBAGMNunLlCsbGxtiUhslkQkNDA3p6evDTn/5016/JX6OaqlKpRGFhocsRVFrbSqUSeXl52LdvH06dOgWz2cxIqulQUCgUiI2NhVqthlQqxcrKCh48eIAPPvgAo6OjbORzN94NNRd9bYbQASGRSJCeno5vfetbeP755zE6Oorl5WVWTlOpVEhMTERkZKRT7TMlJQV6vR4pKSloamrCxx9/7ETgQs+MuvFZWVleqyUK17TwZ3a7Hf39/axrL8Qkh4SEICUlBT/4wQ9w6tQpqFQqBAcHIzs7G9nZ2TAYDPi3f/s3NDQ0MIkSf82nGuVudp3ISS4sLODOnTv46KOPmLMhGVxyXjxTMnWdCVBOTkIikaC/vx/9/f04dOgQpFLpjm6w3W7H0NAQ/vCHP7CaB59KkWNwlxpT+qZWq1FSUgK5XI62tja8+eabGBoacum0yEnfu3cPb775Jr7//e+jsrKSkYfwNcmbN2/i97//PTo6OnZ0KmmBUMd8Y2MDNpvtmfFAkoN/6623YDQaUVBQAACwWCxoaGjAzZs3YTKZ2Pik3W7H/Pw8FhcXd/1antakUilUKhXD47paz3xXXCqVQqlUQqfT7aD0ookSikq3t7eh1+sRFxeHGzdu4I9//CPMZvNTvxexlN5XiA3wRDaF6uT79+9ne4zuQSwIoojzyJEj0Gg06OrqgsViwdramtPzkslk0Gg0jFPV0/XxdXO+fMH/jBQjxUQE6X4OHjyIqqoqJ4WAkJAQaDQaqFQqvPLKKwwz/KU4yt1uzZNT6u/vx8WLF9HQ0MBCZP6GhE0eHhIjfHBWq5XJJVDHmszheDI73dTUhK6uLlFNcl6R0J1RZB0eHs462JcvX8bo6KhLOQJa7KSpTETGhYWFCA8PZwvj/v37+K//+i90dHRgeXl5x7VQukELgeqzzwr7R5Cwnp4eTE5OIjo6mr07glPxUdP29hOxrr0kMBAziigjIiK8Kh3x6Tj9rlhtjv8XAFQqFQ4cOMCafk+jvsgbPdeneb9UkqKDmcxdI5UO5qioKKSlpSE3NxednZ1OchLkKHlMsCd/QeW2ra2tHcEQ/dxsNqOtrU1UE52+s6ioaAfhNV9mKSwsREJCAqampnx/YJzticgJOTmSEBgfH3c5auXLwtja2mIsI8KokGAwExMTjCRX+D3kFLytZ1B0qVAodtDKubpv+g6j0YiJiQlkZmYylbyVlRUYDAZWenCFAaSJISISWFhYcGKx3m2jTbq4uMg2CLFA8eTJwvv8qhltIF+1fXhH4imao4MsLi7OoxCdL7abz9QfLCNlMTzXAm98ZOrJaO+RbC0A5rzpGTscDjZAIQwA6PppSEXsOylKjYyM3JX3EOTYK8xDwAIWsID9HzH/FcEDFrCABez/Ews4yoAFLGAB82ABRxmwgAUsYB4s4CgDFrCABcyDBRxlwAIWsIB5sICjDFjAAhYwDxZwlAELWMAC5sECjjJgAQtYwDxYwFEGLGABC5gH+1+BDLFxKzescwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 11\n",
      "\tobjective = 7.3898e-01\n",
      "\tgrad_norm = 1.2367e-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 12\n",
      "\tobjective = 7.6888e-01\n",
      "\tgrad_norm = 7.8178e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 13\n",
      "\tobjective = 7.9041e-01\n",
      "\tgrad_norm = 9.0470e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 14\n",
      "\tobjective = 8.0788e-01\n",
      "\tgrad_norm = 8.4449e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 15\n",
      "\tobjective = 8.2130e-01\n",
      "\tgrad_norm = 7.3545e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 16\n",
      "\tobjective = 8.3541e-01\n",
      "\tgrad_norm = 8.2459e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 17\n",
      "\tobjective = 8.5142e-01\n",
      "\tgrad_norm = 6.3082e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 18\n",
      "\tobjective = 8.6365e-01\n",
      "\tgrad_norm = 5.7417e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 19\n",
      "\tobjective = 8.7403e-01\n",
      "\tgrad_norm = 6.1316e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 20\n",
      "\tobjective = 8.8415e-01\n",
      "\tgrad_norm = 4.9958e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 21\n",
      "\tobjective = 8.9300e-01\n",
      "\tgrad_norm = 4.6502e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 22\n",
      "\tobjective = 9.0172e-01\n",
      "\tgrad_norm = 4.4607e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 23\n",
      "\tobjective = 9.0994e-01\n",
      "\tgrad_norm = 3.9034e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 24\n",
      "\tobjective = 9.1736e-01\n",
      "\tgrad_norm = 4.2583e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 25\n",
      "\tobjective = 9.2464e-01\n",
      "\tgrad_norm = 3.9619e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 26\n",
      "\tobjective = 9.3161e-01\n",
      "\tgrad_norm = 4.1826e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 27\n",
      "\tobjective = 9.3748e-01\n",
      "\tgrad_norm = 4.7450e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 28\n",
      "\tobjective = 9.4364e-01\n",
      "\tgrad_norm = 3.6218e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 29\n",
      "\tobjective = 9.4776e-01\n",
      "\tgrad_norm = 3.9977e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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wQ3znO9/B3/3d383r3uvWrUNISAgKCwsRHByMmpoa/PGPf8SGDRugVqtdfs/VfJHs2rULv//973HmzBk899xz85+UOyy3ey0C07HK559/Hjdu3GCbdTb505/+hGXLliEjIwPf/va3ERcXh76+PhQXF6OzsxM3btwAMA1s9/DwwHPPPYfR0VHI5XKsXr0aQUFBeP755/Hkk08iLy8Pjz76KHQ6HW7cuAGLxYLXX3993s/gKIsWLcIjjzyCF154AaOjo1i6dClOnTrlFD/861//GmfOnEFBQQG+/e1vIzU1FcPDwygtLcWnn36K4eHhed379OnT+P73v4/t27cjKSkJdrsdb775JlPKs43Z1XwB09bvvffei/3790Or1WLDhg3zmxRHuaVc+Sxy7NgxYc+ePUJKSoqgUqkEmUwmJCQkCM8884zQ19cn+qy7OEpBmMYK5uTkCN7e3oJarRYyMjKEf/iHfxC6u7vZZ3p7e4UNGzYIarVaACCCvgwNDQnf//73hfDwcEEmkwkRERHC7t27GcyBh4Pw0tLSIgAQ/vrXv845xs8++0zIyckRZDKZEBcXJ7z44ovCv/7rv87AUQqCIBw4cEBYtmyZoFQqBaVSKaSkpAjf+973hLq6OvaZoqIip7Cf3bt3C9HR0ez/L730krBixQrB399fkMvlQnx8vPD3f//3wujoKPuMM3jQbPNFkpaWJkilUqGzs3PO5/+6yRdZi67WgyAI7J26Aw8ShGnc365du4SQkBDBy8tLCA8PFzZu3Ci8//77os/95S9/EeLi4hikjIe+HDp0SFi6dKng7e0taDQaIT8/X9i3bx/7vbtrxZWMjY0JP/jBDwR/f39BqVQKmzZtEjo6OmbAgwRBEPr6+oTvfe97QmRkpODl5SWEhIQIa9asEV5++WX2GXf3U3Nzs7Bnzx4hPj5eUCgUgp+fn7Bq1Srh008/FX3Pma6Ybb4EQRDee+89AYDwne98Z87nn0skgnC3r/ddcS1ZWVnw8/PDqVOn7vRQ7spdmZccPHgQW7Zswblz5xgs6Vblf2YK8658JXLt2jWUl5dj165dd3ood+WuzFv+8pe/IC4uDsuWLfvC1/rKst535X+OVFZW4vr16/jNb36D0NBQ7Ny5804P6a7cFbflnXfewc2bN/Hxxx/jd7/73W3hg72rKO/KDHn//ffxs5/9DMnJydi3b59LeNFduStfR3nkkUegUqnwrW99C08//fRtuebdGOVduSt35a7MIXdjlHflrtyVuzKH3FWUd+Wu3JW7MofcVZR35a7clbsyh9xxRTk1NYXe3l48/fTT8PX1hUwmg1QqhUQigVQqZS0MPD094enpyf5Pn3H84+HhAX9/f+Tl5aGkpAQ2m42V8t28eRPLly+HXC6f8T2pVAq5XI6QkBDcf//92LdvH3p7e2EymRgZwGzPMDw8jH/5l3+Bn58fPDw8nI6Nv5dSqcTatWtx9epVGI1GmEwmdHR04Ic//CF0Op3L55NKpdDpdPjnf/5nDA0NsbFNTk6io6MDH3zwAWJjY+Hp6TnrGOb7RyqVwtPTEzKZjP3x9PQUjVMqlcLHxweJiYkidvmvStx9Fg8PD/j5+eFv/uZv0NzczNaIuyJM87g6LUG1WCz48MMPsXv3bqjVapfvca4/Xl5eCA0NxbJly/Dpp5/CYDBgYmICk5OTmJycxNTU1G0rYZztmfjf0xp7+OGHoVQq2ZqIiIjAG2+8AZPJhMnJSbfuZbPZ0NLSgtdffx3PPfccDh8+jJ6eHoyPj8Nut2NychI2mw29vb34zW9+g4iICLam6b5hYWF4+eWXYTKZnI5bEAQYDAb85S9/QUxMjEi30B935WuR9fbw8EBQUBCUSiUmJyfZQ9Ok0MMB00ppampq1sUyOTmJsbExGAwGpkgkEgk8PT3h5eXldIJocep0OqSkpLCuffRy5hJBEOacfH6jKpVKxMbGQqfTsXvI5XKEhYVBoVDAaDS6tegcx3C7NxCNWyqVMgUpkUgwNTUFm82GiYkJ0T0lEgkUCsWspZNfByGlTpvHlThThvSH5oXeOSmA3t5eDAwMzHnAuhJaJzKZDCqVCiqVasY+cEdojHN9ht4f/0yu5oQ+72zM7go9n0KhQEhICGQyGYKDg0WKjMTDwwMqlUq0b2msdrsdo6OjM2rF+bFOTk7CaDTCbrfPehDMJV8LRalQKFBQUIDy8nJ0dnZiaGgInp6e0Gg08PX1hVqthlwuZyQYRqMR3d3d0Ov1sFqtohdHi3VoaAgVFRXIzc2Fl5cXAMDb2xtarZa9DH5ze3p6IjAwEJs2bcLDDz+MuLg4dmryQt+hRUWK22KxYHR01OmL4E9Bb29v+Pv7Y8mSJXjkkUfYAgEAtVqNwsJCHD16FAaDAWNjY26/WHpuk8nkcuHcqkilUqjVaiQkJCAjIwNqtRoWiwXV1dVoaGjAyMgI7HY7O2zCwsKccnN+XYTet5+fH1P8jhudNhkdyMD0AWy322G322Gz2SCTyeDj48M28fj4OJqamnDy5EnU1dVhYmLi1jfmf6/HxMREBAUFOR2nK+XkqBCcfY4U3sTEBEwmE8bHx2G1WqFUKuHr6wu5XO507VutVlgsFtH1aa7o3+4IranU1FRYrVb4+vqy/UbjpcM5OjoaQUFB6O3tZYaUIAgYHx9HVVUVRkZGoFKp4On5uTqj5xsZGUFNTc2MMc9X7riiJEsqOzsbf/u3fwu9Xg+TyQSNRoOAgACoVCr4+PjAw8MDU1NTMBqNMBgMuHjxIj788ENUV1fDYrGIXtTExAQMBgPOnj2L++67j70AHx8fREZGwsvLawYTi4eHB2JiYnD//fcjMTERPj4+ooVCVuzExATsdjvbPHa7HePj4ygvL0dVVdUMth4KH2g0GsTHxyM/Px+FhYXIyspCWFgYuw9ZEAsWLMBjjz2Gvr4+tLa2unQLnS3UwcFBtLW1YXx8/LZZlaT8EhIS8Mwzz2DZsmVQKpWYmJhAQ0MD/vKXv+DEiRMYHR1lVkJ8fLzbRMl3Suhwc3aokLViMBjQ1dWF4eFh5gp2d3djZGQEg4OD8PPzQ0ZGBqKjo+Hp6Ym2tja8/fbbuHTp0i15BCQUBkpMTMSiRYug0+lYuGkumc2FJuOA1ovZbEZzczNOnz6Nzs5ODA8PY8GCBdiwYQPi4uLg4+PDlNbk5CTGx8fR3t6Onp4e0X6z2+0YGBjAxMQEZDIZMyL4cTgqealUCoVCAX9/f0xNTcHLy0sULqJryOVyxMXFIScnB01NTSz8AEw3RLt27RquX78OnU7HLG8yGsbGxnD16lVcvXoVY2Njt2zhA3dIUTq+RDrdc3Nz2SQ4xiJJyIJLSkpCYmIi/vM//xPl5eWiiaBFXVNTg9raWkRGRkKhUEChUCAlJQUqlQpms3mGm6pQKBAQEAC5XC4iHJ2amsL4+Dj6+/tRW1uLxsZGGI1GkRV348YNVFRUwGq1OnVD7733Xnzzm9/EggULoNFo2D34xU8Kdf369Sx+09/fP2MzT01NYXR0FGNjY9BoNJBIJDAYDLhy5QpKSkrmZYm6I15eXkhNTcXSpUtZrEgQBGg0GhiNRlRUVLD5lMvliIyMvCXC1S8qvJcwm5CSvHbtGhoaGqBWq9mBRZbI6Ogozp8/jw8++ADNzc3MujQajRgfH8f4+Di8vLzg7++PqKgoeHp6or29Ha2trTAYDCJLdL7PQDHsxMRExMXFObXuZhNXipL2jtVqhV6vx/Xr1/HOO++guLgYZrMZExMTOHfuHFpaWvDkk08iMTERCoUCk5OTMBgM6O/vx4cffojOzk5RiGxsbAzXr1/H+vXrERISAo1GA2DaiCDDwcvLC3K5XGT1kcUoCMIMd5/2vKenJ4KDg3H//fejrKwMN27cYEaO3W5HR0cH/uu//gtKpRKLFi2Cj48PJiYm0NXVhaamJrzyyitoaWmZdxzaUb5yRcnHRPgYDyVreHHmMnh4eEAQBPj5+aGoqAgjIyN47rnn0NLSwhYmv9ibmpqwatUqANO9gTMyMhAZGYmhoSHmGtEJOzw8PKNvB7kbDQ0NeP3113H69Gn09/fDZrOJPmOz2WC1WlkshMbq7++P1NRUPPXUU8jIyIC3t/essSZaGI888ghaWlpw7NgxGI1G0aaz2+2ora1FTU0NPDw8MDk5iZKSErz33ntoaWnBxMSE0/iZq/glf9o722RSqRR+fn7QaDQsgQNMhzISExMRGhqK5uZmtuB9fHzmJFn+MkQul4ti2LMlJqxWK8rKyvDCCy9g9+7dyMzMZKS0FosFV65cwZ///GeUl5fDbDYDgCjUQu9jYGAADQ0NkEgkzC3/onFiOmADAwPh6+v7hfqx09qmZx4ZGUFbWxsuXbqEo0ePoqqqisXyBUHA2NgYDh06hMHBQdxzzz0IDw+H2WxGeXk5mpubcfnyZYyMjIjW4/j4OC5fvoy//vWvSE1NRXJyMux2O7q6utDT08M8pYyMDPj7+4t6zDvuA34d8gnCnJwcbN++Hb29vejq6mLPZDabUVxcDL1ejxUrViAyMhIjIyO4evUq2tvb0dzczA7xLyJuK8rJyclbyhbxQpuVFhNlh+fbXoAUq0ajwapVq3DhwgX09fXNUCjkLtCke3p6Ij4+HqtXr0ZLSwuzDmhcQ0NDM+Igk5OT6Ovrw+uvv453330XQ0NDzMJzVDCOG0QqlSI0NBT5+flISEiY4c67ejYvLy/ExMRgx44dqKioQENDA1PMpJRramrw8ssvIzMzE3q9HufPn0dDQwOzaL28vKBUKqHRaODh4QGDwQCTycR+z1u9Hh4eLJBus9mY9eQ4Jsf3LpVK4e3tDaVSKXLRjEYjUy5fpRQWFsJoNDJ32TF+zcvk5CRGRkbwySefoLGxEfn5+UhJSWEhjM8++wzV1dUsk+sshknXcfbzWxU+4efl5XVLrTfIsqaEm9lshslkQl1dHa5evYrr16+z/kwUtuJj70NDQzh16hSuXr0KhULBruHMGCDXu7e3F++88w6USiV0Oh1sNhtGRkYwPj4ODw8PREVF4ZFHHsHWrVvh6+srcuud6RTH3/n5+WHDhg2oqanBBx98wMZD4bgbN26gvr4eMpmMHXZk0X5RJQnMQ1EODQ1BJpPB29v7ll4gKR273c4egreubkX5enp6IiAgAKtWrcLp06dnnBxeXl7QarUiF1en0+Ghhx5CRUUFKisr0d3dzSzL8fFxFo+i8Y6NjbHTd3BwUGStEVwJAItf8vEViUQCHx8fUdKAnw/esuYPDFJA6enpSElJQWtrqygxMDk5Cb1ejzNnzuDy5cuwWq0wmUzsM2SVrlu3DkVFRVAoFKisrMSxY8dQW1uL8fFx9lkKqlPyqq2tDaOjoyzGRrGkkJAQlhTjhQ4geqbx8XHU1dVBoVDg3nvvnfc7/SLy+9//HqOjo7hw4QLefvtt1NfXuwxD8HHIqqoqNDU1QaFQMMvQYrEwRet4sNxuVIEzofDA+Pj4vDc6H4Ps7u7G5cuX0djYiIsXL6K9vR2jo6MMhuN4uNO8mEwmmM1mkSHACz8PdHhTh8mOjo4Z63t0dBQTExOIjo5GZmamCO4zl9BBHR4eju3bt6O8vBxtbW1sr5JBZLVaZ8RGb9e7cltR/vWvf0VMTAwKCgoQGho6Y+PPJZOTkzCZTDAajcxNjomJQXBw8C27FpQAIZhNd3c3+7lEIoG3tzfCw8PZRqbPJyUl4Tvf+Q4+++wz7Nu3D4ODg+yFUmyJFlpPTw8++OADdHd3s8yuTCaDn58fYmJiEBQUBEEQ0NnZyeJTPBTBaDSiv7+fKSZ6kRMTE2wjyOVyeHl5wdvbm82FVCqFSqVCUFDQjPnhF/PY2Bg7gOj6Pj4+WLNmDZ555hnExMRAKpVi+fLlyM7OxvPPP4+mpiZmOXt5eSE+Ph67d+9GREQESkpKUFZWhitXrsBisbDfZ2VlMfwpL+Qh0POazWZcu3YNvb2982Zq/6KSlJSEyclJxMTEQC6X4/nnn0dnZ+esKAAe5mQ0GkUbba4k2pcpVqsV3d3d6OvrYxl2d/YJrS29Xo+KigocOnQIn332GfR6PUZGRpgVNld4gFfOPGSIjCTeWqO5mm2eKRF07do1BAQEICwsjF2bv48roQN7wYIFyM3Nxfj4OEZHR0VJpS/z3bitKE+dOoX4+HiEhITA39/fJR7RmdAkDg8Po7u7Gzdu3IBEIoFSqYSfn5/TDUjf48UV/pHAz46TrlAoWCaMN+Upo2i1WnHhwgVmPSkUCsjlcnYim0wmdHd3s+wz8Dn+Ljk5GatXr0ZUVBQmJydRUVGBsbExUSaVFMfg4CBz8emktVqt6Ovrw9DQEItFUdCeNiudlvNZAPTcKSkpCA4OZla7h4cHFixYgJycHIyPj2NoaIhZnxEREUhPT0dISAjLuLa1tWFgYAA+Pj5YsGABQkNDnSrsiYkJkTtP1u7tcHfmK+Q5qNVqpKSkQKvVssNzNqGxO1pJd0poXoeGhtja4dERs32PX1tXrlzB9evX0dPTA6vVysIqt6JUKBRAcWoqxHD3PfOHO62X+XqStDb9/f1ZuOersvDdVpTFxcUsqxscHIzY2Fi3rEp66d3d3di7dy9u3LiBmpoaeHt7o6urC7t3755xLT6WSZYYwQcorsmLY4aRTkCNRsMqZfjfETYrICAAU1NTeO2119DX14fU1FTExcUxt+fmzZs4fvw4WlpamPLz9vZGQUEBnn32WSxcuBDe3t4QBAFFRUUICgrCCy+8gJ6eHlZdMDAwgNLSUlRXV7Ns99jYGMrKyvDOO++gr68PBQUFyM7OxtKlS9kCIAxYR0fHjJOa3F3CmPKnq6enJyIjI5GbmwtfX192gCgUCkRGRuIb3/gG4uLi8Pzzz2NgYAC+vr5YsmQJUlNToVarERwcjPT0dISHh6OmpgbBwcFYtWoVQkJCZlhbFosFjY2NDC5CuDy9Xg+DweDu0rptQhtHoVAgISEBCQkJqK+vdxvPeCeVIz+GqakpjI2Nobq6GhKJBMnJyUhPT4dSqXS6/knIC6qvr8e+fftw7NgxdHZ2Mvf9Vq0uQmMEBQVh2bJlUCgUuHbtGqqqqmbEs10J7+W5wmjy4Q1Xz0jKcj6G2u0QtxWlxWKBzWbDmTNnkJ6ejh07diAgIMCpJeeY5DCZTDh58iT27t2LgYEBmM1meHh4wGQyISwsDDt37oS/vz+bvKmpKZjNZrS3t6O2thYWiwUxMTFITk5mmDLKflPwna/CAcAUJZ9o4MdIk7127VpER0ejra0NwcHBiImJATAdkz127BjOnTvHTk+pVApfX19s3LgR2dnZ8PX1ZWOWyWS47777cPbsWQwODrKT22QyoaWlBa+99homJycRFBTEMuilpaXMArNYLMjKyoKPjw+DI1Eihw+eA2AleKtXr0Z+fj7DlXZ3d8PLywvLly9n2D7ekpbJZEhISIBGo0FzczPOnz+PwMBAZGZmQqVSQS6XQyaTQalUYtu2bew90cK2Wq2YnJyE1Wplsch9+/aJ4CJ0MN5u0Pt8hJ6VvIn/aUIZ6ra2NhgMBiiVSoyPjyMlJYUdfo7WJXlAdXV1ePfdd3Hs2DFmSX6RLDwlloKCgpCeno6ioiJ4enpiZGTEaXtmV0Klt5mZmcw74T2niYkJTExMMMiQIzSQLFK9Xo+mpiYMDg5+pV6L24qSrIX+/n68+eabsNvtWLFiBQIDA5k1SNlTb29vlkUlRXbixAl0dXVhfHycZRE7Oztx8OBB5OfnQ6PRsAoVu92Onp4evPPOOzh27BhGR0cRERGB3bt3Y+PGjayGloLIDQ0NM8oVpVIpAgICRNk1XijmotFokJmZiZSUFOaiTkxMoLe3F6Wlpcw6pMSHRqNhgHTeUqVg89KlS1FaWsoWKMW+Tp06hZaWFmi1WnR2dqK9vR0WiwVSqRTd3d3o6upiWK+pqSno9XqcPn0aAwMDMzLQMpkM6enpePLJJ1lb2rVr16K2thaTk5NISkqCv7+/yyx1aGgotm7dCoVCAQ8PDwQGBorq6+lAUKvVDFA/ODiI5uZm1NTUoLGxEXq9HjU1NWhtbcXo6OiM6qg7aZ2RNU5x2P9pwieaLBYLjh49itbWVhQUFCA9PZ2tazoICQpXV1eHU6dO4fLly+jv75816z9foViuwWCAIAgMYO6O0LrLyclBdnY2AgIC2P6larva2lq0tLTA19cXaWlp0Gq1ImgUwffOnj2Lq1evoq+vb95hqS8i88JRUlazvr4ef/rTn3D48GEEBgaymlm5XI7Y2FgsWbIEaWlpUCqVmJqagslkYrhF3gUgfGJFRQVSUlJYVnVqagoGgwGNjY3o7OyEyWTC8PAwPvjgA2RlZSEqKop91mw2o7a2VpTd9PDwYO6XK0VJQp+Vy+XsGcn1JiIC/mW4slQo5pqfn4/g4GCMjo6ywLkgCBgeHobRaBQFwum6drsdY2NjLAs5NTWFwcFB1NfXz8h6UrKmsLAQaWlp0Ol0kEgkTIFPTk6y0jpn1hQdZpGRkUhJSUFvby/GxsZYVQXvEVBya2hoCPv27cPBgwfR2dnJwP1kOX6VC3Y2obGMjIyguLjYqTX+dRcaK59k6unpYckZnU4HnU7HeAjIIqOk4eDgIAOP3w4lSdcfGBhg69RmszFEwVz3oIx1dHQ0du7cybgMaG2NjIzgyJEjeP3119HR0QEfHx8sX74cixYtwurVqxEQEABBEDA4OIhPP/0Ur776Ktrb22/rIeCOzBtwTm5hd3c3+vv7Z7DHqFQqXLhwAT/+8Y+RnZ0NDw8P+Pj4wN/fH56enqJ4ImGgmpqaWLKEN/UXLlzI4qISyXT1iV6vR0hICFO2JpMJnZ2d7HSjZEtYWBgKCgrmVJR0T97Ep0qh0NBQjIyMiFxvhULBLF/Ha1CGeMGCBSJID52cvHXDJw0mJiYwOjoqKsXkcaZ8wJqsvczMTFHMisZFQfLZAv8U4zSbzaiurobNZkNQUBCio6NnxIrHx8dx7tw57N27F21tbSIrgnfrvw7KqLGxEQaDAZcvX8bevXv/R1uU9LdEIoHVasXExATMZjP6+vqcvltCanwZzEJk7BB8jmKo7sR+qehi27ZtWLJkCUsu0tq6evUqXnzxRVRVVcFqtUIqlaK3t5fhOBcuXAi73Y7S0lIUFxczhqEvg/xlNrmlyhwaJLnQ/IAtFgtKSkpw8uRJJCcnQ6vVwt/fH/fccw/KysowODgIi8XCrkHZPR7E7enpiaCgIOzYsQM6nQ4ff/wxDAYDa51K1qQgTFcSjI2NMeVAcbjly5cjMzNz3jAmun9UVBQ2b94MrVaLM2fOwGw2Qy6XIygoaFZ3XqfTITU1FWfOnHFKHuBMqDyyq6sLERER8PLyQkBAALKzs1FVVcXwYnQPX19fhISEzIhBkptCG8yV0LxVVFSguLgYpaWlkEgk+OY3v8ky3xQ26evrw+HDh1loAJgOM1BJGi14il/eSYX5zDPPMKTC4ODgV2513E5xnEdnRQBfFXyJDnryIniM5GxChlNRURG2bt3KqnIAMCv1/fffR11dHbNOJRIJSwb29/fj6NGjDD3CYz+/avlCJYzk2vExKQoqNzY2wmq1wsPDA2q1GmvXrkV5eTlKSkpQV1fHNh2dVnzwnzJbkZGR2L59OwoKCtDX1wedTofw8HB4e3uz2IzNZmNxOw8PD4SHh2PXrl1YvHgxAgMDbwmj6eHhAZ1Oh02bNrGyw2vXrkEqlSI5OZnd31HIqgwICHBLQfPuLcWYMjMz4eXlBT8/P2zfvh2tra04ffo0qy2nZ3UG/qZ3QfPqKntIC48y1na7HW+99RaCg4OxadMmKJVKeHp6snroiooKTExMMO8gOTkZUVFRyMjIgNVqxZUrV1BaWjor5dVXIRcuXLhlWNXXVVw9w1f1bM6Ss44ZamfjIS8nLS0NTzzxBGJiYlimmg7X8vJyFBcXM8OJrkNWscFggNFodHrfr1puSVES8JQUxvj4OIvHAZ8j9QVBYNmr8PBwPPbYYwgLC8NLL73E+PrIfeZrp/l7aLVaqFQqJCQkMCVBCtput7MMs7e3NxQKBdavX4/77rsPgYGBLvGZcwkpvNDQUOh0OvzN3/wNDh48iK6uLoSGhrp8Ye6+RLJ+iQiXGJIo++3r6wtvb28sWLAAzzzzDKtnpRCEyWQSZdZp8fGkB8TI4uXl5RRSQrFSm80Gm82G1tZWvPzyy5BKpUhISIC/vz9aWlrw9ttvY2hoCACgUqmwbNkyPP3004iKikJQUBDsdjuqq6vxm9/8BufOnbstdbW3Kjwhyf/r4vg+v4znJgVJKBN+ndE9nd2X9mlUVBR2796N7OxskctNcW/KzDsLjzhe+06Hd25ZUXp7eyMoKAheXl4YGBjAyMgIgM/dPp48gRRPWFgYUlNT4evrywDPdLo4i3fwCoUv76NJs9vtGBoawvj4ODPzY2NjGV7xi+CsaIGQux0VFcVYYXjIhbMFO5d7QPPh4+PDQPd+fn7w8fERxRgVCgViYmKQlZWFiooKFocaGxtDb28vbDYbS0KRdU01tjabDWq1WsS/yd+fEj405omJCXR0dDDKrcjISFRXV7P4sUQigVqtRkFBAYOpEJQpLi4O6enprJrnTsmXtZFcWU13QhyTbbxC+bKUJaFByItzVGD834C4KCM9PZ0pSeDzSq7+/n40Nja6xerjzKrl/3b1HZLbMS/zVpS0yZKTk7F9+3YEBwejpKQER44cYUS6lEyh7BYfd8zMzERSUhI6OjqYia3X6xmhhbNN7YyLj6zJS5cuMaWhUCiYaz4bMHc+z8oDXIeHh2E2mxEXF4egoCBRrTcJJbtcxXDoetHR0ViyZAkSExOhVqsZjyPFPylOGBwcjG3btqG8vBw1NTUYGBiAXq/HoUOHkJyczNACBP4mfKTZbEZubi42b97M4p580k2tViM+Ph7nzp1jRAcDAwM4cuQIFAoFvL29YTabWUmmQqFAZmYmNm/ejNDQUHZ4CYKAoKAgrFu3DseOHcPIyMj/yAQKCb/x6R3QvPGsRHfCaqYD1tvbG2q1Gp6eniw+bLFYblum2/Ge1IqFwkR8WIf2Nu0FKoQoKCjAnj17kJaWJjrMLRYL9Ho9PvjgA5ZIdKXI6B14eXmx6jvyVgl76WyfOQs5fVFleUuKUi6Xo6CgABs3bkRAQAAKCgoQGBiIsrIyNDQ0MAQ/D1Ghl6xSqRiOCvgcCkTZtNnuS0KTVVtbi5KSEtY7ZnBwEJ2dnaw2dq6kBi+860qTShZaY2Mjzpw5g2vXrgGYVnaJiYkzGJn553R1Xw8PDwQHB2PXrl3YsmUL/P392f0pBshTUMlkMsTExGDNmjWMud1iseDSpUv4j//4D6xduxa+vr5sjIRGAIDKykoEBARg8+bNMxI/Pj4+SE1NhVKpZFl9otY3GAyQSqUiq9nT0xNpaWkIDg526i2Eh4cjNDQU9fX1/+MgOST0nNSqQ6vVMkJYQRCg1+sZnIpHKDi7DnB7LTzad+Hh4Vi5ciWWLFkCtVqN1tZWtLa24tSpU+jo6PjSElh87JtHYMjlcgQEBCA6OhpxcXHw9/dHeno6srKyEB0dzcJzxOhz48YNXLt2DR988MEMujb+WWnt+/r6Ij4+HmlpaQgLC2OFDj09PQzlwK83x1ABHW5fNEt+S663RCKBTqdjHIUqlQpPPPEE7r//flRXV8PX1xfZ2dlQKBTsO+SSWiwWNkHkNthsNmZRuvMwdK2GhgZWfSAI0/RQZ86cwcqVKxEZGcmqeOYSiusZDAZGDWW1WtHf34+enh4cOXIEV65cwcjICKRSKUpLS9Hc3MxKL/l5IcuZ3A1HDKRcLkdWVhY2bdqE2NhYeHl5iQLVvBUDfO7G5Obmore3F+Xl5QymcerUKVy7dg1eXl4wmUwsKUbkHW1tbbh69SruueceKJXKGeMMDQ0VZfAdk3IkfEyYr8DhY1ZUVfFFrfg7JaTw/fz8EBAQgKKiIhQWFiI6Opopyo6ODhw+fBg3b95EZWWlKAnBu6g0D/wm/aLKy9PTEyEhIdizZw927NiBoKAgSKVSjI+Pw2AwIDExES+//DLjJeDHNZvFRjJb0ogfP32OwlIRERG45557sH79elaIoVKpWDEDn6y8fPkyXnrpJTQ0NKC9vd2pNUmKjg7fDRs2YMuWLczbmpqaQl9fH3p6evDmm2/i5MmTDDVD65rGQPNjNptnHCDzXafzVpQUz+rq6mLJBS8vL4SEhCAgIIAlXfjGXKTY+vv7UVFRgbq6uhlwoPnCeKgagSaAsF2lpaX46KOPUFRUhLy8PKd9bxyfx2q1oqmpCR9//DFKSkqg1+sxPj7OeBWJ0JdCA1Qx4UyISzIoKIhllElIUZJlRokp/tBwNgdUv52dnY3333+f1XWbTCY2DkfIhkQigc1mQ0dHh9N+IaSA3a3XJ6Lb2tpahtmkMtLR0VGUl5ezcMr/RKEYd2FhIRYvXowHHniANb6i9RMXFwetVotLly6JaqhpDavVakRGRjKIFbWSIGKLW83E07rJycnB5s2bERkZyQ5ob29vaDQabNu2DRMTEwy4TUrIMYY5m9J09XtaV+QGy+VypiRJkcXGxorCRrSmqET3+PHjeOmll1BZWckIOlwlghQKBbRaLbZs2YInnngCUVFRIqSJr68vYmJiWPz9008/xejoKKvGS0tLQ0JCAjw9PdHZ2YmamhqGvwTE3RPclVuyKG02GyorK9He3s4gOBSnoHgEb6VMTExgcHAQR44cwdmzZ0XUV+SK8vWf7gi9EF4om3bgwAE0NDQwTsfZmFeoOuCjjz7C66+/jt7eXhFtGClhOo3ILaM6d8cxkVJLS0tDbW2tKG7EJ6d4N5+SP0RqQZlqEqlUCq1Wi6SkJISFhYlIKFxZKpRd1Ov1MJvNMxYlvRd3rHiy+m/evInf//732LBhA4KCgqDVamE2mxmdFynKO+V2U8yUxuyu0HsLCQnBpk2bkJOTw5QRv8akUiliYmJgNBqhUqlEMV9fX1+sXbsWjz76KOLj4+Hp6ckIZffv348rV67cMnyK3NCkpCQEBweLQju04YODgxlnwsmTJ9Ha2sqIqanqi2J7/Jp2zGLzwh/eMpmM9bgJCQlBYmIili5disWLFyMkJMQpcz8ZLyUlJXjhhRdQWVnJKuhcvR9a68nJydi4cSOioqJmVJkRQc6CBQvw9NNPIywsDDU1NVCr1ViyZAny8vIQEBAAABgZGUF1dTVu3ryJ/v5+BlckFiR35ZYsSrvdjra2Nly+fBkLFiwQEfnyJxNfxXPo0CHG0kMWDtVOL1++HJGRkfNOwDi+GNrQLS0trOTqqaeeQnZ2Ngt+O8rU1DSz+eXLl9HT0yMqhXTlFoSGhrpU7AQ6X7p0KU6dOsWelf5YrVZGdkE/GxgYYF0XIyIiEBkZOSO+6+3tjeDgYKSlpaGysnIGnMrVuzIajS5rsam6wh0hpXvq1Clcv36d9SCiuCb18LmTAG+tVstQCe4eAsDnFltSUhIjbXBGTs0rDP53xJy/Z88e5OfnMzQBIQLi4+Px61//GhcuXLhl+BQdbM4OIvLqQkND8eCDD2LZsmUYGBjA4OAgent70dbWhpGREfT09GBoaIhVm1G1Dbnqztx0PpxEbnZeXh6io6Ph7+/PulA6s85o/Z0/fx5NTU1zrg/aX/7+/khKSmIto529B9oTqampCA0NhdFohEKhgE6nY3F+QRAQEhKCmJgYrFixAjabjRWlzJd96JYrc0wmE27evAmDwcBIKvjfW61WDAwMoKysDB999BE+++wzZq2ReyaXy5Geno5NmzYxJh53B2+3250uOlLONpsNp06dwtjYGJ599lnk5eW5rH+2Wq3stJ9rERN/I5n9jkKuQ1ZWFmJjY9Hf38+sO4JCXblyBX/4wx+QmpqK0dFR1rcEAJYsWYI9e/YgMTFRVHtNrS9yc3Nx9OhRmM3mOd1cQZgGlvPxX97Sn0+dNn2e3H0aE4UObkevmC8q3//+99maq6urY/2cZxPanBRXnwt/S/Asch1JSSUkJLAEH+8NeHp6IiMjA1u2bEF1dfUtHSZ0wJaXl6OxsREqlWqGBUfjIDKT6OhoZkWSZUn8ll1dXaivr0dlZSWam5sxPDyMiYkJBgPjwzfUQG3lypXIzc3FmjVr2Bw5xtOdjZv2o7shGTq0VCrVnGEhSn4qFAoEBwfPQCkAEGGV6X3xc+au3HJljqsJIKUwOjqKiooKHD16lGWm+VPew8MD3t7eSElJYXATdwZO1hD1I3a26OgFEWSmtraWVdg4k/lasXyg2tm1aOMReztP5Etzc+PGDXR1dcFkMjEmFrp2R0cHYmJiRIkictkpUeTuXNntdpdA7FtJvPBhBCph5RfnnVSU999/P4aHh6FSqVhc2Z2DgNyx0NBQ1h3T2dzQ+3NGI6dQKJxaKbTxw8LCnFL+uSuTk5Po7u5GTU0N4uLiWKiL9zqAz70sWi9UdDA5OQmNRoPAwECEhITAz88Pnp6e7FnGxsYAQJRB5nkTFi5ciJSUFOh0OtEczfY8fILM3RwEv2bdqSWnZ3U8NPjfA583JXT8vbtyy4qS8FKOpXTkoh08eBD/9V//hcbGRsb6zW8yLy8vJCYmYseOHQxy4o5QhrWrq8tlk3k+m97V1YXTp09j9erVTjvakWXEt4uY7eXM5gKRSKVS1vP59OnTLBNN4zebzWhpaUFbW5sImyeVSlFVVYXi4mLk5ubOaMBE1mxAQIBTQl9nQkgDxwNFKp1uifpFqpeova+Pjw9GR0cZ+P9Oud9ZWVmw2+1ISEiA3W7Hm2++Cb1eP6s1Q4osNjYWCQkJ7BB0JWRR8tl/svhmc4ujoqIQHh6O1tbWGZ9zJ0Y8MTGBtrY2/OlPf0JHRwdDdmg0Gnh5eYkSbLynQxlkQRBYcUNoaChiY2ORlpaG3NxcXL9+HQMDA4ypi9aVUqlEbGws1qxZgxUrVsDX13dO8mBeCK9bVFSEEydOwGAwzNlznmB+RLtGhRiu3omjsp4rYXWrckuK0tPTE4GBgVi2bBk0Go2o5ntychKtra14//33UVNT49TVkEimKcmKioqQkpLi9mal4LDBYMDp06fnZK+mEEBHRwdGR0edfo4UKt/lcDax2+1ob2/HyMiIy34/fMxIoVCwJk30EnkGJccNQ1awxWKBn5/fjGsTLMMdC47u5RjPpFPY399fRD7sjpDC9vb2Rn5+Pnbs2IGQkBBUVVVh3759qKuru2OlhBR7CgkJQW5uLj788ENWMeZKKO4YEhLC4GSzrUUKM/DPNzk5iZ6eHoyOjiIkJMTpYUx96xsaGlj83DFhyH+ehI+Xj42Noa6uDi+99BIOHjyIyMhIxMfHIzg4GLm5uUhNTWU8A7ylyVubAJhiVSqVCAkJQV5eHgOt82gUmUwGjUYDnU7HFOR8wmN0CKWkpGDVqlWsystViIbW6/DwMCorK/H222+z76tUqlkz1Y6JV/76vLHhmH/gIYyzybwVJVkiy5cvx9KlS2fE/aampqnTeFfb2TW0Wi3y8vLcZqGmU7u1tRWVlZX48MMPWb3zXN8zm81OM7+kSJubm91iTKaTvampCeXl5YiOjnb68uhz1IvH1bWcCYUMHA8AKlHs7OxkAHt3lJGzjQ2AKcrw8HBUVla63S5BIpFApVIhKioKTz/9NJYvX876pRuNRnR3d3/hZvNfVPi+0XMJKRKyyOZyJx2FXEXqYU2wFP4alBW///77GRmEXq9n5aYGg0GUUOE9HPKg6HC1Wq0YGhqCXq9HQ0MDLly4wPhF77vvPjz44IOMh9XRPeb/5p9Zo9E4VSw0dkfIz3yE3PeoqChWqTfXfFKS8fDhw+js7MRDDz2EwsJChIWFOX0uUrAWi4XFYYlRjA4Ffj6tVivzAIqKitx6jnkrSg8PD4SFhWHLli0zXGaKz1FtdFNTk9MECWWGIyIi3Mbx2Ww2dHd3491330VJSQlru+qOcjOZTKwTIsWRiDy3qakJhw4dQn9/v1sBZ3INjh8/joKCAtY6gqAp9CJaW1tx+fJldkq7qzj4JAmNn5JnfX19OHLkiEsiAVfP7+zehDhITk7G2bNn53SJ+O8FBAQgKytL1A5DKpUiJycHGo0Ger3+jipK4gBwp0qFxkmQk7kUAp+44q9hMBjQ2tqKxYsXM4gcCWVoMzIyEBYWhsHBQQwPD2N0dBRlZWW4cOEC2traWEfO4OBgVgJstVrR3t6O7u5uGI1GdqBROMdqtQIADAYDent7UV1dje3btyM3NxcBAQHw9vYWPZej0uTbqvA/d5QvElu1WCwMd+osNOFoQdPhMDg4iPPnz6OmpgZZWVnYsGEDli5dirCwMMhkMqY7yDirrKzEkSNHUF5ezqrLqMKKkjkmk4ll/ScmJli13VwyL0VJmzg6OhqJiYlOTwgPDw/WxGpoaAhVVVUsQ8tnCUNDQ11mjnkh66y/vx8HDhzAe++9x/ruuKvYjEYjLl++jKysLMb+MzAwgO7ubrz++uusJ7i7Fhphw86fP8/gCBQwNxqNqK2txd69e3Hx4sVZS90cheZGq9WKemVTuebFixfxySefsCy2OzJbvIZosNRqtdvNwCj+mpCQALVazU536uPjrivzZQnvgrljBdE88B0rXVmVFF8eHh4WHX70jvie8I4JBQ8PD8YSFR4ezqzE/Px8LFmyBMXFxRgcHERQUBAWLVrEKlEoiXP+/HmcPXsWTU1NzALl46Q2mw39/f04ffo0GhoaWLM66gjg7e3NlKazmB5/oDoqTX5O3FWYZOUZDAYUFxfjxIkTLPlK80MAdscWuPRcvJIdHBxEWVkZFi1ahI0bNyIuLo5VAo2Pj6OqqgpvvPEGzp07J+Jvpaw3xWkpzDZfvO8t1XpThs+ZUAB39erV0Gq1eP/99xlxBTEYBwUFIT8/H1qtdtaJ55Xkhx9+iDfeeAMdHR1sMt0ROkWOHz8OuVyOhQsXwmQy4cKFC2hubkZtbS2DBrk7cZOTk+jt7cVbb73F3FCdToehoSF89tlnOHr0KGpra2fUoc4mtHCUSiUiIyNFRAImkwlnzpzByZMn0dfX57abPNf9ZDIZEhMTERQU5DYbOL0vZ3FnagfyRYLmX1ToME9MTER0dDSrsnJVU0ysVgsXLoRGo5k14221WtHS0oLq6uoZ1pGXl5fT2n/+XnyYhrgIvL29odPpsHDhQtaWVqPRiJJK8fHxTEFcvnwZ58+fR2VlJXp7e1mijpKCJpMJDQ0N6OzsxIULF5CYmIhVq1axa1CPK/KAqN0wMajz2FpCplCZMhFTzGXcUJhocHAQp0+fxl/+8hcWu+bfkUajQWRkJGJiYuDt7Y2hoSG0tbWxfj+k0Ki7JPVuKi8vR0BAAPLy8pCUlASTyYSSkhJcv36dQZ1IGdtsNoyPj4vW7a3A2G6pFURPTw+6u7sRHh4+Y2HRgiDQdXJyMqqrq1FSUoKmpiYIgoDk5GRs2LABarXa5cnNg9UPHjyIN954A83NzaIe0u4InzF8/fXXoVKpYLVamRvD18XOZw7GxsZQXl6O//iP/0BgYCBUKhU6OjoYuHe2oLWj0ElNUAq+JxDFbBoaGtDd3T0vJUmfc/V8Hh4erMqipqbGrWtPTU2zPTU3NzMMLa0BX19fhIaGoq6u7o653nSQL1y4EI8//jhefvll1NXVObXs6VBfvnw5UlNTGezKcU3y8eFjx47h6tWrok1PdclUfDHX+Ph/e3l5Qa1WQ6lUiiwtXuGSVeTr68v2TkVFBT788EOcOXNG1EaEYpmEM+7v70dtbS38/f2xdOlSVr/u7e2NsbEx9PX1oaGhAUNDQyxWTzFmWo/Z2dlYt24dwsLCGLWiq8OErO6Ghgbs378fBw8eREdHBztYeJjbypUrsXHjRiQmJkIul8NoNKKhoQHnzp1DW1sbqqurMTw8zPYSb2ESKQaB+y0Wywx0Dc2nK1TMfGTezcUmJibQ0tKCI0eOIDIyEuHh4TMmjpSlUqmEQqFAUFAQ8vLymLusUCgYZ6RjIogUJDVT+uijj3Dq1ClR603+PvzYXAkPQiceTPo+WUL8/V1hM/kJnpqaZj2qqqpiC5viRrOVFjoT3g3x9/cXUeYDn0OxyHVyVMCzPTstLlcWlUajQXp6Ok6ePCmqSprtegMDA7h+/TpKS0tZ6AEAAgICsG7dOnR1dTEGozshVN3xwAMPIDAwEC+//DIrIeTdcsqo3n///QgMDHTqlhK8qqmpCfv27cOJEyeY602WUUhICDZv3swU5XwsakdLczZrlKA+KpWKVZx4eHjg2rVraGhoEHEG8FYmEbx0dnbi7NmzCA0NZTR6VMFjs9kY7MkRxldaWoru7m6sWLEC69evZ5Y3L6QbxsbGcPXqVbzwwgu4dOkS9Ho9y6STFenv74/t27dj+/btouqbqakppKSkoLCwEHq9HhcuXMAnn3yCyspKBj2jw4DwrEajkSlDZ4YJzYfjvM4H6QHcYgmjxWLBzZs30draioCAAJdZRnrBpAgofkVKgR8sPSi5D3V1dTh58iRKSkowODg4w9rhM3GuJslx3LR4+O/K5XKWSXMVv6B4CU/XRNejagbHk+tW6o4dEzn0cmUyGSIiIhAaGorW1lbRs87lSpD16yp2RlCv+QCCKfNaXl6OnJwcduBR9jsnJwfNzc1uPfPtFH4OCESekZGBNWvWMKuGANaUjaX6eVflrVarFT09Pbh48SLb+OTVkPUaGxuLrKysL9RH3F3lyq/b4OBgxMfHo7W1Fc3NzWwNOip7eveEwhgdHWWFEBaLRaSAHA9UwkXX1tYiODgYK1asgFqtnjEuiv9Rc7eKigpGdE2WpEwmQ2hoKJKTk7FixQrGHUtzTwdGYGAgU8YUXywrK8PAwICINNvZs7oS/rOzxaFdyS253haLBVevXsUf/vAH/PjHP0ZWVhYDRzvenD8NHbsXOj6kzWZj8bhXX30VN27cYC1j+VOOJp1KuWw2G4thOAvSOlNYFH9ZtGgRioqKEBAQgJGREXR3dzPXmcZHLkxXV9cMt5rcOd4qpBjuxMQEG9NssUpe8Toyq1Dccu3atQgPD4ePjw9aW1sZ2a7BYMDo6KjLMjFiLqcWE47zT50jdTrdjB7irsZKsaK3334bPj4+2L59O4KCgiCTyVjygHqdfJVCMXDacNR36dFHH0VwcDBef/11dHZ2Ynh4GHK5HLm5uXj00UeZouTXI63zGzdu4JVXXsHZs2fZRuWVZEZGBn70ox+hsLDQZYns7RY64FQqFSIjIxm/qyOMx5l1ScrM8ff0f0eheaivr4eXlxc2bdrEPB5+vqgRXWlpKd59913GYASAJbKysrKwZ88epKamskSMY0yXrGYfHx9WillUVIQzZ85g7969qKysZKXL83Whad4UCgXUavWcYRJebglwTtmsc+fOQSaT4cc//jFjMp6tFHEuDW61WjE4OIgTJ06grKyM0Yk5KjiZTIa4uDjcd999SE5OhsFgwNWrV1FRUYGBgQEWvKfF4VjTTHCNsLAw7Nq1C/fccw80Gg1zU3hMGzDNltTT04OjR4/iwIEDjBzY0cKVy+WIiopCYWEhIiMj0dfXh6tXr6K/v1+0yfi54JX4xMQEhoeHGSCZPkfPGx4ejvT0dMbnabFYUFNTg0OHDqG8vHwGpydZf9XV1eju7kZgYOCMhenp6YmwsDBEREQwOJc7ccqJiQl0dnbi5ZdfhtFoxGOPPYaIiAjW3uJOxCgvX74MX19fhIWFQavVsoxqYGAgNmzYgISEBHR2dqK2thZqtRr5+flYsGCBqFUBid1uZ8/HM7eTkvTw8EBgYCAee+wxFBYWsljtbOK4Xr6I0Hrp6elh/adIUZKF5pj0pIPdEdo0l1BCsb29HZ2dnUhKShIZPRSiaG1tRXFxMbq6upgHSAf9smXL8KMf/Yj1z3FkZuKFD4l5enpCqVQiMDAQ/v7++PWvf81YueZD6UfGVWBgILKzs7F48WLGMOSO3HIJI7HGnD59Gt7e3njmmWcQHh7Oakh5V9TRNeYD1ryQm9jd3S1yF0nIAvL19cWWLVuwe/duBAYGQhAEPPDAA6ivr0dVVRU6OzsxNjYGvV6P9vZ2tLa2MoAvLXSZTAY/Pz+kpaUx15PGSn/zyiwyMhJBQUGMxs0xFED40W9+85t46KGH4O/vj7GxMUbyun//fmYJ0kYj152UIrk5hKnjN6WPjw9rAcC73bm5uUhMTMRzzz2H69evi+qQaQE3Nzfj0qVLSEhIYKco74ZQueWVK1fmBIvzXsPExAS6u7vx1ltvYWpqCnv27HEbG/tlyI9+9CP4+flh1apVePDBBxETE8PCKhqNBosWLUJaWhpWrlzJQkGOcXLg83mrr6/H1atXndKjeXl5IS0tjVWnzVbRw1tuvKcwX8gNLwRyv3DhAlpaWljMVCaTwdvbW0Sn5srDcldIKZNnxUN8+M8YjcYZWWeiHdyzZw9yc3NZeGI+oQYqUMnPz2dhHQoVuCM0LxEREXjkkUfw4IMPsnXqrritKB0tIOBzLsdjx45BEAQUFBRg3bp1CAwMZLglKrgnBhPKpFGNKr9ISSnMZpV6eXlBo9EgOzsbISEhLJGgUqkQGhqKxYsXszjj2NgYK6ckUDlZTHa7XUS8OpfLJJVKERYWhuzsbBw/flzkWtKCSE5Oxn333ccILaampqDVapGdnY2kpCScPn0avb298PHxgY+PD/r7+3Hz5k10d3ezcZnNZjQ1NcFoNCIoKEh0f/5vEplMxohmm5qaRJYPvaPh4WF8/PHHWLJkCet1zreb8PHxwbJly3DkyBGYTCYAzjPlFFogi4USV/39/Xj33Xfh7e3NeoPz1SVflVRXV8PDwwN1dXVoaGjA97//faSmpjJlSVYFsb3PpqToEHMVG1epVIyLke9Q6CikIEnREF5XqVQypeYO5MZxbITl5fu+80QYNNbbLa7cXSpg0Gq1ovkgToe0tLQZzErzEalUyqBK860SIozvzp078cQTT7ik0ZtN3F7JtPEd65TtdjuGh4dx5MgRXLx4EVevXsWSJUsQFBTEXNbGxka0tbXBw8MDAQEB2LBhAwoLC0U4Sr7iQaPRQCaTOY270eco/kGLnWJThD+kFxoUFAS1Wo2Ojg6cOXOGKSSr1Yrh4WF0dnYiPT19TiuIlLgjpRyJl5cX4uLiGLEqnYQUR12zZg1ycnJgtVqZoqIG8G+++SZrQUE9ejo6OhAdHS3KojouUsdNGxYWxsqzHN3vmzdv4t1332WtDnhXkeA0y5cvZ9g8ZwpCLpcjNDSUsdd0dnayiou+vj688cYbGBsbY1nk5ORkd5fXbRGypvv7+3Hs2DFIpVL8wz/8A+Lj4+ddnujl5cX6wPT19TFEAIV+kpKSsHz58hkM+vy8k6trsVjQ09OD8vJyVFdXw2KxIC4uDpGRkcjKyhLRlrkjU1PT7P6XLl3C8PCwCDLHM+/cLhJlevc6nc4pDyvtjaCgICQkJMDb25sduABEVTTuiGN4Cvg83Nfa2jqvJmpkxMTExGD9+vUICQm5Jayv24oyISEBBoMBg4ODIpgOvZyRkREYjUZ8+OGH+PTTTyGXy2dk1RQKBXx9fREUFMTK34DPT+/R0VHo9XrI5XIGX3B0HSYmJjAyMoLi4mLk5+ezOJQrN8bHxwfx8fFYuXIlrl27xqxI4lZsbW1lynOuySOl46i8aaH4+vrOWBB0+jli5QDA398fW7ZsweXLl1FTU4Px8XHY7XZ0d3ejuLgYmZmZjO2cD8bb7XZ4eHgwUDKVlcbExGBgYACjo6Oi8U1NTWFkZAQffvghS2IsXboUOp2OzV1AQAC2b9+OGzduoKWlRVTdQM+hVCqxatUqbNu2DSqVCv39/XjjjTdw6dIlmEwmdHd347XXXsNnn32GwMBAfPTRR26urtsn/Ho8e/YsCgoKEBYWNi/YDm2u+Ph47Nq1i7nhExMTTFk88cQTSEtLmxGr4+OA1NuouroaJ0+exKVLl1h7EK1Wi8DAQGzduhUbN25EeHi428pSEASMjIygra1NlFjkQzm0Xuh5+L8dD0B+3zgexhSiSExMZDFdxxJN+pxWq0VMTAw0Gg3jTqDijNHRUYa7dvVMfIaexkawIarwqaiomDf2mcJL1JXgVixttxXl3/3d36G6uhoffPCBKKMFiGOQhO4HIILTkClODNGk1Sn+MTg4iLq6OnR2dmJychJqtXpGxQxtApPJhBMnTiA0NBQbNmxAeHg4K3x3RgTg4+ODRYsWISAggBFKkDtEmDh3hILazhIe9DtXDZOcufcSiQQRERFITk5m7NME3zh+/Diys7ORl5fHwLiELR0YGEBkZCTy8vIYYSkRD1CHOscgPgX+33jjDRw/fhwPPPAANm/ezCwAqlrasWMHTp48ycov+QVJn1m0aBHrQR4UFIR///d/Zy1yBwcHodfrv5Ls72xCYSFisHIGaZlNyJW89957ERcXh4qKCpjNZkRHRyM0NBRJSUlOyaapisRsNqOmpgZnzpzBuXPnRKWHADA6Ooqenh7YbDZ4e3tjw4YNLGTlTlmvoxKkNUexSj4WSuESqgbiG9BRFpj2DpURUkhKpVIhJSUFjzzyCNLT0xljljN0i7e3N/NWpFIpS6R2dnaisbERiYmJThUVPQ/lFQjvSnpifHwcZWVl+Otf/8oqyOajKAkE7y6bvzNxW1Hef//9yM7OZu1QXcVu+P6/PPSA4BTBwcEi1iDK3jY2NqK8vJy1rfX39xclYPgEBlXavPjiiygpKcGSJUuQnp7OmnoRJRO9UAooR0dHo6mpiS0yfnwkvNLnFRyNwRVZ8cTEBBoaGtDR0QGNRjOjysPZKcYrOApDCMI0TKqurg5//vOf0dzcDKVSicrKSsacND4+jsjISDz11FPYtGkTVCoVoxfz9fV1ei+6bn9/P4aGhtDb24ubN2/iu9/9LmtfoNFosHHjRoSFhaGjo4PRYtGz22w2WK1W1lzKw8MDmZmZePLJJ9HR0YHa2lpRcupOCr33W42L0fd1Oh2ys7ORnp6OqakpFnslheY416QY6urq8MYbb6C0tJStY0cMLnUSPXz4MKKjo1FQUMCq1Wazesh6S0lJQWVlJUwmk8j95pOAarUaycnJCA8PR1JSEgCgt7eXQcGCgoIQHR0NtVoNtVrNQNxE0BEVFYXU1FTExMSw9h/OFDkPWaJ+QsDn3kxlZSVWrlzplB+CFBkRfVdVVbEQlUajgcViYZ0bb5UhnugZJycnb8mqdFtRUj9uSlTwpxZNErWK9PDwYCVV9Dk6cYKCgmacSmTZjYyMwGKxsMy2s5dC95yYmMDQ0BDKysowPDyM5uZmZGdnIycnh71UcmX4045PYpAS5E9lUsR2u52dsvy9XcFnCEfW3NzM6Ncc2WhcKUulUiliLSe3raGhAXK5HDKZDE1NTRgaGmJWp6enJ4vXEAxjrq6KvGtDDPQlJSUMIkNB76SkJMTHx7O6et5a4bkUCasYGxuL2NhYNDc335Y69C8q9F6VSiUL3N+Ku0XX4Zu9OVs3vNjtdvT09KCmpgb19fUMd+usiIFws11dXWhpaUFmZqZbil0imeZzTU5Ohr+/P1uzjgc4FRMUFRUhKSmJKcqhoSGWvaZmYYSq4MM7lDjl+SjnUuDUpZHfU46emyOihLyo8vJyXLx4EW1tbawoQCaTsfjkrZJC85CpWxW3vy2Xy6HRaJCZmQm1Ws0IUSn1HhISgtDQUCxbtgxeXl4oLi4WYfuoKVdOTs6MSojJyUmMj4+zzU7NuwwGA/R6/YzNRwqL3Pze3l6UlZXh448/xoIFC7Bt2zakpaUhPT2dZThVKhUSEhKYKU8Lnk44OokJL9bX14fAwED4+fkx/CEB4p2VEBKO7OWXX0ZPTw9ycnIYQxJlN525VVLpNFchX9VBsVBiTQHAAOa0GUZHR1kWn6wHrVbL3J7ZsrA03x0dHXj33XeRlpaGtWvXwtvbG76+vkhMTMS3vvUtdHd3iwggiEtxYGCABeipPe+uXbtYq4I7xXLOexA6nQ6rV6/GypUrRUzx8xWaW3esUgo9EdMPwdRclcQC0xjd9vZ2nDx5khFzzGXxUFhgw4YNGBsbw5UrV3DhwgWMjIywQ4zKOB999FHs3r0bvr6+DCHCF0A4O9BpfHz80p1QCsXNHVnB6IDl4XkkFH88c+YM/vrXv6K+vl5EOMIbD64y7q6E1oKvry8yMjLYPr4VcVtRknaPiYlBSEgIenp62EQHBwfj0UcfxeLFi5GVlYWpqSlkZGTgueeeQ21tLbPOIiMjkZKSIkLkk7KiulWpdJpQlsoJ29raXC42x3pWs9mMoaEhtLe3IyUlBX//93+PRYsWsSwz9dLmLTxSKHQq19TU4NVXX0VNTQ0jOti+fTsCAgLQ19cnarXrOBaTyYRr166hubkZYWFhSEpKQl5eHmJiYpCZmek0u0mWj2M/FR6eQv8HwObcx8cHCQkJLOtK2W9XWXlHoZO+s7MTZ86cweLFixlUxcfHB0uWLMHu3bvx29/+lrWdIP7OmpoaNmaqcFqyZAl++MMf4qOPPkJjYyProfxVCvEUhoaGMixlXFzcLVuU8xVyM8vLy9HW1jYnHyYdWhTPrK6uRnJyssveTiRknERGRuKRRx7BkiVLMDk5ibNnz7Jss6enJ2JjY1mml7eKnaEnZvNC6Nno/84savqZXC6Hn5/fjIPFFZ7TarWitrYW7777LhoaGlzyEsxX6AAIDAxkbYTn2xKbl3nZo5RdXbx4MTo6OmA0GqHVavHggw/i8ccfR2BgINRqNaamppCXl4fk5GQWE/T09ERwcLBTsl9vb28kJiYiIiKCTTa5ElevXmXupqvThMcMjo2Noa2tDUNDQ4iPj0dUVBQCAgJmsIrQ581mM4PU6PV6fPjhh/j4448xMjKCqqoqlJSUQK/XY8mSJejq6kJVVZVTRUlWJWX5BwYG0NTUhPr6esTGxsJutyM/Px/+/v4iy5KsaEeYCeAcy0gHS2pqKpYtW8ZcZooP8a05nH3XcZEQyYnBYGAnLrE/bdy4EXV1dXjnnXdYNRC19qUmVWRt+fn54d5770V2djazHr5q+fWvfw2lUomIiAiEh4cza/6rSixR+IX2hjsbns/St7e3i2LCc1mV5Mmp1Wps2rQJN2/eZIqGaqYp0+uIV3ZH+Ey62WxmBzeVFzrOLa8sHY0BZyWDfIXfzZs3b1u7Y9pTOp0OjzzyCB577DFG5falW5Q0CVqtFtu3b4dEIkFPTw8yMzPxwAMPIDIykp1a5BqEh4czN4Im0BHPRqejVqtlcCFK8mRmZmL58uWor69ncZ65hCylsbExNDY2Ynh4GGq1GhaLBd3d3SzoTcF0Yo+2Wq24ceMGPv30U9bGgvqIHDhwgFW9kEXpSmmTlUsvvL+/HzKZDO3t7YiLi5tR30qZRWeMLM7eAbHV7NixAwkJCWw+aTH6+/s7jccQ/o8WMbnxSqWSVfvwm5Pus337dly9ehU3btxgc1JRUYGEhARkZWWx+xMzjFKpRFRU1B2JU27evJkp7vn2d/miQgqvvb1dlIScz/fnO16JRMJ4MNPS0hAQEIDu7m5mvRmNRpHidIzFO/InOPOwRkZGUFtbi8uXL6O/vx82mw3p6ekoKipizD88esVisUCv14tKgKnm3jF2OTU1TdlHnA7zKUmcTTw9PREVFYX8/Hzs2rULcXFxIk+SR+O4W50zb4ZzorQPDw/H+Pg4U3C8AhSEz7nsSFFSLMKR5ZgPmPP3EQQB/v7+WLt2Lc6fP4/S0tI5acDoWlR9QbFQu90Oo9GI1tZWtoBJUdbV1eH06dPw9/fHJ598MgPQOjU1hYGBAZhMJkilUreoyNjk/rfpHxUVBT8/P0xMTMBgMLB5lEqlmJiYYO41P3+zzX9hYSFWrVolcrPpcOLDCzxERKlUIiUlBTk5OVAqlRgdHUVHRwdkMhmWLFkiylTSvWQyGWN6aWhoYETE1AFzfHychQwolsejBL5qoXg0L3NZZrdLSFF0d3e73SaXhJIzlIScr7KkQo7Q0FDm8djtdrS0tODq1asIDw+HUqlke4w8H4PBgKmpKUbKy9Odmc1mNDc34+jRozh27BjbO8A0nV5NTQ2+8Y1vMHjZ5OQkOjs7WQiB1jQd4FQfzq9xcr1n6y01XyFrcvny5bj//vsRFRU1A4poMBjQ398Pk8mE/Px8t657Sz1zKEtLp6CzeAWRc5LGpvhWVVUVli5dKjpdnLmE5GKmpaVh27Zt6O/vZwBbZzhFUrYqlQpxcXGIj4/HQw89hKCgIHh6ejIuSp4+3263o62tDfv374enpyfa29thMplmJGropfMtbedSaBRquPfee5GWloakpCR4eHigr68PQ0NDrA2nwWBg0J/Z3A56Rj8/P6xevdppCEOlUiEsLEyUQSeFl5SUhGeffRYFBQWsGKC7uxsDAwMIDg522nOalO/ixYvxwQcfsPiXyWRCT0/PDJZvPlFks9ng7+/v8nm+DHG0VshyIGXCW01fhtBc8MmRuZQlWYXR0dFIS0tjyop/Fsfnc3YNjUaDpKQkXLhwgRVFULWUWq1GfHw8wsPDAUx7OWVlZaiqqsLU1BSSkpJYC1sfHx8YjUaUlZXh4MGDuHbtGoaGhkT7zmw2Y//+/Whra8M999yD6OhomM1mXLx4ETU1NWhsbBTtmaioKJGi5MdNRSizlYHOR6TS6Z5Oa9asQXp6usjipb5bR44cwSeffIKBgQFcvnzZreveUs6clOOsF/5vVhrKtNntdjQ1NeHUqVMoKirCokWL5jw9KZO7efNmGI1GvPnmm2hvb5/BBkSnSHR0NFavXo3169cjIiKCuQZ0WvHZc9rURqMRdXV1kEgkLLPsLOgMgLEjjY2NOSXtIJFIJCwhQuSxPj4+GB4eRlVVFSoqKjA5OQmtVouRkRFcuHCB1XvzG4wPupOi9Pf3R2JiotNFR/ArX19fdHV1MXiWSqXCvffei6KiIvj7+zOLT6PRIDAwUNQ61fE5qEdSYGAgu+b4+DiGhoZgsVhE3yGvoby8HK2trfjWt7416xr5MoQ2xOjoKLq6uhilWlhYGGvl+mXFLWUyGRYsWICYmBiGWKDYuKuMLSXhCgsLGbM9ryQdsZGukihKpRJ5eXn46KOPmIU2NjaGsrIy/PznP2fMUxKJBPX19aivr4der4dEMt1KV6fTITExESqVijUp6+rqctocz2azYWBgAKdPn8a1a9fg7e3NvDar1SriUKB2I4GBgaLQEo1bo9EwyjWLxeL2XDvTG7QHFi1ahIyMDLbWgc8Jp9966y288cYb6OnpmRcA/UthLaATnKjjOzo6GDnDzZs3sXfvXvj7+yM6OnpW3B+dtmFhYfjmN78JHx8fvPrqq6wkihSgl5cXgoODsWHDBmzduhWxsbGQy+VMEU9MTGB0dBRms1l0fbIWSaHQPR1dRz7LGBERgb6+PjQ2Nrp0GcgVWrduHWJjY9k4TCYTmpqa8PHHH6O/v19kgdGG4ksWHfF3Esl0KaSzhA0f6yV4Bh9Xzs3Nha+vrygUQmTFAwMDkEqlLDHEvw/ayHRPwtnp9XqW4OHnsr6+Hi+++CIaGxu/ckVJYYyuri4cOnQIx48fR29vL+RyOdLS0vDggw8iPj6eWU7zVZaOkBVeJJLpeuicnBx897vfRU1NDaMco1YNzvCUXl5eiI2NxapVq0TvldYG1YrbbDYGM3OWRCElHRsbi+7ubvZdasvQ3NyMK1eusHniywBHRkbg6emJuro6BoMjkmNX2WqC51ksFjYffLiKxkWs/c72Oa0tQoTQeprNqiRMJE+eQ/FWuVyO+Ph4bN26FSEhIWzfUSjh3LlzeOedd1hl4Xys1y+N3oVOOSrz4ieX6okdwcDOLBoADBeXn5+Py5cvMxZ0eiFkUQYEBECpVIpo3gjUS50bnb10PtjNL1S6PuHDoqKisHDhQnR2dmJgYIAFyp1BLTQaDUJDQ0VMPVKplJUiUpkWfx+Kr/r4+LBFyl/f0YV0Nue0mXjFT+6N4/cI39bS0sL4FamO19Fq4d+RY4yLxme329HR0YHGxkb09va6s0xuq5jNZphMJlRUVODUqVOorq6G2WyGh4cHzGYzo76jTTQfRekYYnAWKiJMbHZ2NiIiIhAQEICqqipWsUWNzvjyQ4VCgejoaBELEd2DCC56e3uh1+vZmnIs0wU+3wOOGEbeGCC0Br+uJBKJqDZcIpHMYPN3JXzCxtk8Od7f2bUoju/n5zfn+yAlSS1mKAFK2Xi1Wo2cnBzm5tO+I0V58+ZNZuXP18V3W1HSJLob45FKp3t3p6amori4mLm1U1NTqKqqwr59+xATE4OYmBgWZObLHsm9pz9KpRKLFi3C3/zN3+Ds2bN45ZVXWOE9uVv9/f3o7u5mJWYeHh4YGxtDXV0dDhw4wE5aV5Mkk8mgVquZK0GkHHK5HAsWLMCOHTuQmZnJsuJHjx5lBBT8NYlJhZiEPDw8WIKLgtc8KJvmlNr4xsfHY2RkBHV1dRgZGRGFC2aLYxK+UqfTiTaTQqGYAWinMtB9+/ahsbERubm5CAkJmVEZIgjTrT94ghKK91L7UE9PTwiCgOHhYZw7dw7t7e0zrPevQt577z20trbik08+QX19PTvIJBIJzGYzDh48iNraWsTExGDRokXzxtTxB5YzZUnxe6psys7OZj3lq6qqcP78eZSVlaG3t5dVvixYsICRHjsWYdAh9vbbb6O+vp4xb61Zs8Zpky+pVCqKcfJuu6t1w+Mkee/AHUXCH8auPm+z2VBfX4+enh6mDPnvUXw2JyeHEfI6g9+RxxMdHY01a9YgLi4OycnJkMvlbH3S3IeFhYlyIDabDZWVlThx4gQzUOYrbitKk8nEypOcNRYi4SfBx8cH2dnZOHDgACOTIHfg+vXrqK+vR1hYGMu0GQwG1jfZ09MTfn5+0Gq17J4KhYJV25w7d46Vh9ntdvT29uLjjz9mvT3ITRweHkZLSwtzgVxl1yj5tHz5cmRmZgIAmpubYTKZIJPJsGzZMixfvhx+fn4IDQ3F/fffj+vXr8NsNjs9ofhSLpoTmUzGaPsdFyO5bklJSVi8eDG6urrYmHkhIL6rhBbF4/jqDmpJwVsSo6OjOHz4MI4dO8bwa0Roym80ql3u6+tjhwzFo44ePYrU1FQsWrQIU1NTuHjxIiPTuBP13v/2b//GuE8dGa4mJiYwMDAAiUSCuro6xoIz3wzzXEJWvSAIkMvlUKvVCAoKYm1jW1tbWXxQLpcjMzMTaWlpolCAIExXQZWUlOCTTz7B4cOHYTAYmHs8MjKCBx98kJUCA8DY2BhaWlpEbFjzeSZaP7Q2ycKk8Tg+I7Vs4N1fMoT4uCzByY4cOcKwt3yyizC4q1evxvXr11FWVsZi33RfOoAyMjLw1FNPoaioiNEX0r15Pk4eN0rlwNevX593F1Ne3FaU165dQ1hYGCIjI0UZUpoYmlSewUcmkyE1NRWxsbGM9YNPohDJLMVhysrKUF1djXPnzmFiYgJxcXFYvnw5srOz2QlKsKO4uDiUl5ezuI/JZEJzczM6OjpEFQgEleBfnqOQkkpOTsbWrVuxcOFCdlKRUtLpdKL2AhkZGUhJSUFXV9eMxAspfYISkfXh5eWF5ORkaLVapycbxXMCAwNhNBqd9nGhuJCz56DDJDk5GSqVilmBIyMjaG5uZllVu92OqqoqHDlyBAMDAwAAo9Ho1G0ym824du0aw8bR+yOOy//7f/8v8vPzMTU1heLiYrS0tMyLL/B2Cr2L2eJqFotlzgIGZ+JoNc2lNPkDkhAZPj4+CAwMxMKFC0WM5LybCHzeEvj48eO4ePEiYw2XSCRoaGjAiy++CIPBgPvuuw8BAQGYnJxEc3Mz3njjDUYHN5/nItypt7c342oYGxtjxRj8fNJhHBwcjAULFiAuLg4KhQIGg4EVerS3tzPmr8nJSfT39+O9996Dv78/tm3bxvqWk7L09vZGdnY2HnvsMUxNTbEe4BMTEyzhU1BQgKeeegr5+fkslssfLI7PRELvnco7b1XcVpRvvfUWFi5ciG3btjEeRFJQnZ2d6O/vh1QqRXh4OEJDQ9lEhIaGYsWKFaiqqmKtYmmy+fjlyMgIjh49ipKSEtTV1cFms+HixYs4ceIEli5dioceeggpKSkYHx9Hf38/29j8xiCQLC1Sx9+7EjpNKcZD7revry8LA9BJRS8hMDAQ6enpKC4uZoqYXszU1BQGBwfR29uLpKQktiDIhc/IyGAWGrmG9Icyyr29vcwK5F1vYkHhY0wkZM1kZGQgMjISQ0NDbJEcP34cMTEx8PPzg8FgYC43JQkCAwNFSSAAbJGXlJSIlDM9o9FoxLVr11BZWQlg2qpx3Fhfpcy1EWjc8w3kk7hjUdI9+PfDx795hngAovnmn6OzsxM3btwQsfKThUacAufOnUNISAjsdjsaGxvR2to6I2481/MQskEmk8Hf3x9xcXEIDAzE6Ogoamtr0d3dLSpHpeTTnj17WDcDDw8PRlLT39+PAwcO4MiRI+jr62OJo9bWVvz1r3+Fn58fMjMzGe8CKWp/f3/cd999CA4OxqlTpxjDEWXz77//fiQlJTkNDfHGiLPYMfWc0mg0Tg0Cd8RtRVlcXIzBwUEUFBQwy8poNOL8+fN4++230draCqlUikWLFuGJJ55Aeno6cz3uuecexn5ut9sZro/ikxTfIlgJD28wmUysu1tubi7UajX0ej1u3rwpWvD8iUemN50mc8VcKO7W0tKC69evQ6vVsoA/JU/4mB/FSxISEljVD29xkEVQX1+PgoIC0TWIQ7OmpoaB22nMXl5eMBgMqKmpQUNDwwxMJwDWUsBVeSOxOa9cuRKNjY2sQ+P58+cxPj6OgIAADA8P48qVKwwXqVQqUVBQIAqok7taV1eHpqYml8Qk9J7oZ3dCQc5HyCL+MoQShyMjIzCbzTAYDPDy8oJWq4VKpWIhpNnwnDTv9fX16Ovrm4FVpXv09vZiaGiIKQ1Hr8nRqnJHPD094e/vj5SUFJaAGR0dFTXbU6lUWLduHbZu3cqSsSQBAQGIj49HcHAwpqamcODAAeaJjI+Po76+Hi+//DKWLl2KJ598EhEREaycl5ArRUVFyMzMhMlkgtlshre3NzvEeeA4n+wi1Iinpye8vb3ZvqU59vb2xtKlS7FkyRKcPHlS1EbXXXFbURoMBnR2duL69esMZlJSUoIXXngB1dXVsFqtAMBaPvzd3/0dwsPDWcD6O9/5DlQqFYaHh6HRaLBz505W4khZ6b6+PlFVA53OBoMBtbW1aGtrY7RLY2NjTht8qVQqhIeHM6LWnp4eDA4OzrDOeOEV5RtvvIHq6mpkZ2cjJSUFOp0O4eHh8PX1FTGpk5tMpKe8TE1NE2RUV1fDaDSybnISyXQFRmFhIaqqqnDs2DG22Mmqs1qtqKurc8q9R4rQVakjn3m99957cfr0aVRUVLD43JkzZ1ilEs2HTCZDSkoK1qxZw6pzKO4zPj6OqqoqttidiTPl6G7C76sWRw/jdo6RrL2mpia8//77rP2Jp6cnIiIisGDBAiQkJCA0NBQBAQHw9/dnPeV5T4WSZ7R2XOF6+XAXLzxyg3/m2eaD7kF0hZRV5nG9dF2VSoWcnByGSeXnkNik4uLi8Oijj6K2thZXr15l63hsbAw3btxAV1cXfH198fDDDzPCDrqPWq2Gj4+P6B3x7E10UFitVrS1tTHgvMFgQFBQEAoLC5GTk8MSmqSEY2Ji8MQTT6C3txelpaXzJt9wW1ESownFq/r6+nDhwgU0NjayiZBIJNDr9Th37hzuu+8+BAUFsYZAq1evRnx8PFMcsbGxrARPEAT09vbCZDI5ja+Qu8SzNztm8sjETkhIwK5duxgZaXl5OT744APU1taKyicdr0FhhPr6enR0dODUqVOIjo5GWFgYHnjgAaxYsYIRWtD9ZmOjnpiYQGNjI/R6PbMmyHIMCwvDI488gsjISLS1tTH33mKxoLW1leFE+U1CFqlOp4NOp3N5X5qH5ORkrFq1ijUcc8wmktINDQ3Fww8/jOTk5BlQLavVOm/MGY3zywB0fxHhPY/ZrLlbVfqTk5MYGhrC22+/jbfeeovxJwLTltrx48cZXC4sLAzLly9HamoqCgsLodPp2GE7NTXdD4dijbSvXB3wjuN0jN3xnLDOhMc+jo6Ooq6uDgMDA6xCx7EdC60bV0IhptTUVGzbtg0dHR2MfYpyE+Pj43j11VdhtVrx8MMPIyIigmEenYUiaPxkgFRVVaG6uhrvv/8+ampqWJJWoVDg1KlT+N73vocNGzawsk0Kqy1cuBD3338/mpub51WKDMxDUWZkZDCFVlFRge7ubpZ15rOLlGmuq6vDkiVLGIjZ19cXqamp7MXzlhGRnTryGDpOGq/gnC1oaiG6atUqBAcHw9vbG2lpacjMzMSRI0dQXl4OvV7P3KLx8XGRBUvgb6vVCoPBgIGBAcjlcvT29kKpVGL58uXMpKfnJIp5Z25pX18fenp6oNPpRNaat7c3kpOTERoayljDLRYLrl+/jubmZhgMBlHWlo9vUdtcV1hKmjcqPTxw4IAo20/fIet7zZo1WLt2rVN6NnID55NBJVZtZ3XXXwchCI0zGjAi/eDB/wqFYs72DLR2qIHdwMCAiEjXZrOxNgfd3d1obGxEQ0MDEhISEBAQgJycHDYe6jFDVVDATByrs7VPCpI/pJy1YnEmtCdpzGNjY6LQFa9MzWYz6uvrMTY2xva2szmmNhp1dXXYv38/S6CRRdjW1ob/+q//Qnd3N3bv3o0FCxawzgSuDjGz2YwrV67gd7/7HWvAx+8Ti8WCyspKvPfee1i0aBEiIyNFpDxqtRoLFy6EVqudN87XbUWZmpoKk8mE2tpaDA0NwWg0utxE5D7wTNi00XkLiV4evRxHJcm3c6ATxbEXjKMoFAoolUpRu4Lk5GTYbDaEhoayRVhbW8s62Dm7Jr1Q2gDNzc3Iz89nCsBut2NoaMglSa0gTEM8qE8KP1ZKZmm1WnYfi8UCjUbDsn3OgOxEQjoXrIUUllarnVEmyltUxGnJ19ryQuOcj4vq6enJGmd9nYS3uBzB5rQGLRYL+vr6WLZXp9MhODjYrfYMtOYJUO54cNK803vV6/Xo6upiLRlIqNcPxX35sc9m8fL7heB2fJLQncOO97D4BCmvaK1WK1paWjA6Ouq0iIHGRN5PXl4eLly4IMIOSyTTIPfh4WGUlJQgNjYWfn5+jJjD2TyTki4rK0NdXR2rP3fcJ9QbamRkBMHBwTPGRG1T5ituK0oyo9va2pg15njikdnt7+8PpVLJNj3/GVqgNBn8Sc5nBOVyOQIDAxEeHg6NRgOz2czimOPj4zNqrWmxUxkUv3CCg4Oh1WqRl5cHs9mMtrY2fPTRRygvL4fBYHBqEfJ/hoaGUFpainvvvRcajYaFGEpLS2c9MCwWCzo6OhATEyOqqKBDgw4OgodQtpxvN0tCz0Mvei7lRfFQV+zedOrHxcU55emTSKaB6vHx8awj5lybjeKjRUVFWLhw4ayfvRNCit/f3190ANvtdgwODuLUqVM4ePAg+vv7YbFYEB4ejo0bN+Lee+9lJCSzzbtcLmdZWVeHJ/A5b+rIyAj0er1IAVqtVjQ0NGB0dJQpKFJGfNgIEFuSZBh4enqyPQWICXedxegds/L8WB33BDCNbDh37hzS09Oxbds2EfCd5oaupdFosG7dOoyPj+Oll15iliiNxWKxoLa2Fi+88AIaGhqwZ88ehpPmFTDlEGpra3Ho0CF0dXU5pV0kHaDX6zE4OIjo6OgZz0sHyXyTjm4rSuKb9PHxEZnjpKkp20TEFFlZWZBKp2nJbDYbA6jShieh+CM1HqNaVoonpKenQ61Ww2q1Msr8mpoaXL9+ndF+0SRRtUl/fz9r8MUrJ1pMVqsVfn5+UCgULp+XV/60gCizODk5iaamJpSVlTltNkbjsdune0wPDg7CZrOJgtaOGDBqNOUK40eLf2hoyK34iiBMt7VwhbkUhGmoEXEMOrpRpCipdQeFWWabL8q4b9myBYmJibOO704Ilb8RoxTw+TxcunQJf/jDH1BTU8Ms+traWjQ1NUEqlWLLli2iPvS88M++evVqdHZ2shCPqwSih4cH65XN435NJhPq6upE75j3vhzvS/tKo9EwWkPCQJILzZco8hU4NAZqE0EJ0PHxcYbXJSYoPjzV3d2Nl19+GX19fVi/fj0iIyPh4+PDElOU4KQs+gMPPACtVotXX32VJVLIurRarejp6cFHH32E/v5+PPvss8jNzWVKn56bIEa9vb2z4nQpBOfoCfH70WAwzJrkcrp23P0g326BN+upDjsrKwsJCQlYu3YtUlJSmFluNBoZ0wzBJCjjJ5FM4wZHRkZYnaZUKkV6ejpWrlyJmJgYVrEgCALi4uKQmJiIhoYGPPfccygtLRUpFYrvNDU1ISAgQFT3SoqU8GGXL19GQ0ODU+uNX4AymQzR0dHIzc2FRqMBAAaO50H0zoTcMaoUcWa50SIYGRnBjRs3nGbjaIGStdHR0cFK3lzFc6xWK0smubre4OAgPvnkE9ZlkHdJacElJiZi8eLFrOLD8Vq0DsjVX7FiBRYtWgSdTjfrevqqhZ6HmmXxlRsjIyM4ceIE6uvrmeVMG6utrQ3Hjh1DYWHhrG02iAjl0UcfxdTUFK5fv44rV66IDnN+LAqFgnlMfOdSvV6PlpaWGZVF/N+O1yJPg+jyiDyXoGGUCKV/0/e8vb2RmpqKLVu2IDo6GlFRUZBKpazssrm5GaWlpQzPSTFMatHy2muv4eTJk4iKikJYWBhSUlIQERHBymEJ7eHv749169YhOjoa7777LqqqqlBWVsZA4IT1vXDhAlQqFYKCghAaGjqjoyhfdePKOia2osjIyBndIE0mE65fvy4qC3ZX3FaUjY2NDNtFL4c4F++55x48+uijiIiIQEhICCNWsFqt6Ovrw9mzZ1FaWsqApcuWLUNiYiIUCgWGhoZQW1uLyclJLF68GKGhoVi4cKHT/jIeHh6IjIyEWq1GYWEhamtrRTgzCvg2NjYiJiYG4eHhzGUxGo1obm7G6dOnWUtMZxAj3kIODw9HREQEHnjgAaxdu5YpXqofn81ioEOE3BJHEDIJWTS9vb0zuh7yQhVQnZ2dKC8vn5WmjjZ/cXExAyA7+4zZbEZxcTH27t2LZ555ZgbNl1Q6zTy0bt06nD59WoTfJKuYWNP9/PywZMkSbNmyhUFHvk5Cm8hZIzdKPjrGyUlZUndQPtbo6voxMTH41re+hZUrV+I///M/cfHiRRGBC/B52CM2NpYl5oDPAf4E1OYNABqPsxARKS8A0Gg00Gq1rKeRxWJhhQAUlpqcnGQwnu9///tYu3YtfHx8mPFCa434E86dO8coDsmis9lsGB4eZhl6OoSoodkjjzzCyhWJ/T4zMxOhoaHo6enB3r17cejQIUZ3RhnxS5cuobi4GIWFhSJFR3R/UVFR6O7uBiCmTaSDMCQkBJs2bUJ4eDgrcSQjqbGxEWf/u6+Qq/foStxWlKdOnUJrayvMZjN8fHygUqkQFRWFjRs3YvPmzYzajDYan0W+du0aLly4AIvFAk9PT5w8eRKxsbHQarVsEUVFRWHRokWsMsBRSdICI3Le+Ph4p4kKwrIlJCQgJSUFANgLeP3113H9+nWWxOGD17xQXHPLli3Izs7GkiVLGDSIWFiobaszISWiVCoRGBg4a5sHOum6u7tZT3NnQvNpMBhQUVEBo9HIrHbHz01MTKC1tRVlZWVOLWb+esPDwzh69ChrosZX55Dlk5qaiuTkZFFjNcoiJicnIy8vD9nZ2cjKykJcXJzTd/d1EOoTzbtlhNPlKeNIqLAgLi6OWTezbS4K74SFhcHX1xfbt29HQ0OD00Sln58fEhISREqbYqW0J/hDCXCuKMmjMRgM6O3thUKhYCgLQRBY3J9ccupAqtFosGbNGqxcuZLxDzjGKMkdDwwMRGhoKM6fP4+33nqLrX0qP6bWK2azGYODg3jnnXeQnp7OmozxSbSwsDDGFqRUKvHGG2+w6iOyqK9du8b4ZMnalslkrL1DXV0d9Hq9KKtP+2358uUoKioSsYiREv7000/R0NAgqt5zV9xWlJcvX2Y9t2NiYpCRkYFNmzYhOztb5Erzk02n0+DgIKOYAsDcC5pEpVKJqakppoBng2PwSsgZOcfExATa29tF+EFqRn/u3DlW9TOb6U0dI9euXYuEhAQW0+Izj3wTKFfX0Ol0CA0NZTg5xxdD3zeZTOjt7XUr9kh8i6OjowgLC3P6GWJLoTJJV0Lz1dPTg48//pi1hHC0Kv38/JCcnIzz58/DarWy0zslJQU/+MEPsHTpUuh0OhZXmqv3z50QGjNtIBI+W+0MmZCYmIgNGzaIesK7cx/iWYyIiBD1WSKPJTAwEBERETP6yJhMphnZXD7r7Cj0ObPZzCAvFosFCoWCNQWzWCyixKqnpycCAgIYhtMZ4oGPz2u1WixduhSRkZGoqanBmTNnZiRSAbDQTFtbGy5fvoz8/HyRMUNeFnmGO3fuREVFBc6ePSsi1+7s7ERPT48oWUwQw6ysLJw8eZJxZlIYUCqdJrVes2aNiHiD5qivrw+XLl1iHhYPYndH3FaU9BJUKhUyMjLw4IMPYtGiRSIyWFeTzZ8+wOd9hekzVDkiCMK8qa8chTLfXV1dDL5TWVmJyspKmEwmt0qXJBIJAgICmGXAT7o7JxG9WD8/PwQEBMyKD6Ps3+jo6JyYRbKAqWmUM1eQD3y709WOPk+1wvHx8SIsHp3mVEHBJ8by8vJQWFiI0NBQUZuMr6tQ8sKR99FZBpXc4xUrVmDhwoUijs+5hObI19fXaXEA/Y5PDvEHsKvkoDOh701MTLADd3x8nFXWUBULxSjJ7fb390dERMSsxNn8vKnVakRGRqKgoAAlJSUuD3VBmIbFtbS0YGxsDFqt1un8yGQyREREICcnB5cvXxZlw81m84wulnQABQcHw9/fH/39/aJxE7Uh1ZA7gu4HBgZErOYUFnNX3FaUNpuNmefEsj0XTIUUhmMRu6PwlTfulhU5iw3yi42A4zKZTAQKdyeIy8dgZ8OJ0b9dxSgJAsRbk66SL/Mpp+IPHWdCGXJ3r0kbzdXip2fhn4EOAmKb+TorSBIeCsOLM9iNRCJhLDmOnTPdvRclBF3FNB3d3S8iFE8l2j+CCfFtU3iGLyLCmI/yJ7qzueaCQmCzrVGyLvnQAwmPl+YNAR5W59gvit9vzsbm2D7G0fudS9xWlHRRagNAcT7K5JLCcBwkv1j439H/+QUzn5S9q8/RC6C6UyqU58fgDrSGSv6cJWD4sc8mzpiinV1rtg3lTObaYM5A1bMJLTJXySE+FkZCljBfZvd1V5buri8+602K51bv5eqwIiXmCkVwq/ejmCGvHHkQOf09G+v4bON1xysji9GdaiZnKA9X65vG7ViOS89utVpdcrWSPuBj0/MxTtxWqWQ9GI1GXL16FXv37sWpU6fQ0dHhtD0nDYgyjeTyeHp6Qi6Xsz4sarUaWq0WOp2OTYI7D+DsZZHS0Wq1CA0Nhb+/P3Q6HdLT05GWljarC8zL1NR0i9rOzk5RzTXdj042V8JnSwlP52pxUYzWGcmAs89SfJaA5M6sXblcjoSEBHb6zya0iGJjYxmbk2NQn0IjNA+UZS0rK8PNmzdZ/PlO8VC6K6REHL0RZ54DJXmuXLmCzs7OeZVy0loxm81OeUeprprn+OSTZ7ca4+XfDbncpBB5ohlK4vX09LhF8ktJxLa2NhQXF88aS6dniI6OdhmuoDXV3d2N0tJSUXxYIpGwJJIj6HxiYoJ1MXWMKRPcrbGx0Wn5b1BQECIjIxkag8IS7orbFmVeXh7a2tpQXl7OygBv3LiBNWvW4KGHHkJaWhq8vb1nZDy9vLwQFRWF4OBgZuWEhIQgKSkJfn5+rF46MDAQJpMJer2eVU442+SkhEiB8ULWZGRkJBITE6HT6RhWbNeuXRAEgWW9nZU/kVAj+xMnTmBoaAiFhYWsQRIFgudSQpTB6+3tRXBwsFOrhFfsERERUKvV6O/vn9Vl8fLyQkREhNOMN11TJpMhLS0NERERGBwcdHk9siRDQ0OxceNGp9hM2tT19fVsAUokEkbc+7vf/Q6rV69mHINBQUEulfidFFo3juzrEsk0ntAZA9TY2BgqKipw6dIlxMXFueWq0n3Gx8dRW1vLarZ5j4JiZlSrrFKpAEx7X5SVJ6ygs+s7irNQAv9Zx7DP1NQUhoaGUFxcjKysLISEhIisOH6stNc+++wzXLhwAaWlpSIkBX9tMiAolukMlUL5ie7ubrz//vui69F6DAsLYz2E+O+Njo4y/eMIzSNFefLkSeTl5SEuLo4dgBS/XL58OW7cuMHCAvM51N1WlPfddx/r2dvT0wObzQaDwYDBwUG0tLTgsccem9Hhjhg98vLymLXo5+eHxYsXIz4+HnK5HIODg7h58yajsbdarVCr1SLyX34BEGFFQ0PDjFOFTrPExETExsZCqVQyk3vFihUIDw/HsWPHcPDgQTQ1NbET1xnkYnBwEB999BGuXr2K7u5urF+/HlFRUSzmSo3DnJ2u5HKZTCYMDAzMSqZKFmVkZCRCQ0NdUvmTUtVoNMjKynLaiZG91P/upZydnc36kDhz8Sj7uXHjRqxbt45d0zHRUVdXxypWyCoRhOl65QsXLqC8vBzBwcFYtWoVHn/8cdZO9+uW/Z6YmIDRaBS5Z5S0cXbwkFXZ1NTkMjHBCymWoaEhdHZ24sCBA6LsLX/doaEhNDQ0wGg0iijBAgICGJzMkcjEMcvMh4Ack0LOPkO/p+f65JNPkJqaijVr1jjFUY6NjaGnpwdnzpzBvn370NXVxWA5fP6BEiNqtRp+fn7YsWPHDJwv5SEGBwcxMDCAffv24cCBA6JadzIasrOzER0dLVKUNpsNHR0duHLlCvR6vchqpM+YzWacP38ep0+fRmBgIFQqFTvcVCoVVq1ahU8//RR6vd5lxZorcVtRJicnw9vbG0eOHEF9fT07GQYHB3H+/Hn09vYiJiYG999/P3JyclgNqFwuR1ZWFpKSkqBQKBiLOIHSqfduR0cHrl27BqlUiq6uLqxfvx5xcXGiyhybzYauri5UV1c7zbxJJNN8domJiSxLSwtQq9UiLS2NueOvvPIKK553tpDHxsZYr5iBgQGYTCZ84xvfYBjP1NRU+Pr6ipjWeaFNQ8qFxybyQsqdCFNLS0udxlnotI6NjUVubq7LGm76LNHnHzlyhBH0OvtMUVERHnvsMVGFCD8PIyMj+OSTT2ZseD6GZ7FYMDw8jKGhIWi1WuzZs4dVYX1dhNYPkeryipKYvWtqakRhFrLOdTrdnAB6mo/BwUEcPHgQly5dYuBmZ663wWBAa2sr+vr6EB4ezpROUFAQwsLC0NDQICKVIQXm6KrTGqcGb45JC0BMqkHXoCovYuKJiopilTkGgwF9fX2oq6tDRUUF6urqWPdCUpIymQx+fn6IjY1lHmNcXBxCQ0ORk5ODwMBAtm8pFtnY2Ij3338flZWVTOFRFpq8tNzcXCxdulRkUQJgVVJtbW0si+9o4BC++ciRI6I+6bR3YmJisGrVKlRUVLiFCOHFbUVJbVBpg/LxDoPBgMrKStTX16OyshJFRUV46KGHkJqaykqryATm/6YH1el0sFgsuHnzJiwWC2svsG3bNhZbpDruQ4cO4caNG2hsbJyBzCeux6SkJBEsgxYKVQgkJSUhIiICJpOJwRCcWZUUF+no6MD58+exatUqBAQEQKFQICMjA4mJiejr6xNlFHkha1GtVs+wsPikDi0Smi9HxUZjp2Zt0dHRsyZ/aAPFxMRAp9OxUkvH34eHh2PTpk3MuncWm2xsbMSFCxecsqrzBwTFdakkkgf8fx2EV5R8WSfhRO+77z5UV1ejqamJbUIfHx9kZmZi1apVTrOzjte3WCw4d+4cXnrpJVZA4Cw2TYmHwcFBdHZ2MgIRqXS6c2liYiJKSkpELil/yPJ/U+JSrVbDy8uLVc3wdd30h/csJienm/xVVVWhvb2ddeoEwEhnqKKHp4yjgz0hIQE7d+7E6tWrWTcAKlmkWm+JRMJi9ZcuXcKrr77KmPV5jgQqwczNzcV3vvMdxMTEzOgmCXzOteAqKUfz2tTUhLa2Nvj5+bGyY9qLixYtgp+fHwYHB+e1ftxWlJ2dnWhra8P4+Djz/fnMGqH+qZ6U4oTk+jq+YPqbyuCoJIqyjENDQ6ioqEBqaiqCg4NZnKypqQkWi8VptoyUQ2BgIDP76aSh7nw9PT2orKxkRBWzmd98/INMfT4Os3r1alRUVLCaWsdr8bgvygLyhwx/fUEQEBgYCF9fXwwMDMxQ3lRWGR0d7VaSRiqdJit1lckmmFdgYKDT2JsgCKx7HV+RM9tcTUxMMIbvzMzMr5WiBMCytlS3TM+tVCqxatUq2Gw2fPzxx9Dr9bDb7UhJScFDDz2EzMzMOenmKJZ75swZtLa2ztmJkhQXcYWSQlQqlUhLS4NSqXSLvIHWCdHbKZVKFnOl/kuDg4MYGxsTKRnat7RfHb0d+gy/DvkcwNNPP43NmzczIg76Pf+33W6HXq/HsWPH8MILL6C2tlZUS08Htp+fH4qKivDkk08iJydnBgSJLFjqf97d3S2CEPFCB6Ij3R2FCvz9/UXcsO6K24ry8OHDjEFGo9EwajQeg0abxWAwwGg0MreAlAN/KvGuqEwmY6xE5K5S+4empiZ4enoyV5+sSEdFQhNBDCj0eZvNht7eXly5cgXXrl1DU1MTmpubWdMkV9lz4HNqM7VajQULFrBwgqenJ9RqNZYsWYIDBw6wDJrjeJRKJSIiIthi4ueBen1MTU23XKANTHPmLE5JsSN3YisUI3WMxdCzUUKhpaUFWVlZM9oQk6JsaGhwO55DyuLs2bOorKzEs88+O+d3vkqheaeEGbm11Kr4wQcfxLJly5hb5ufnB39/f5cEtY5CYGlXeGDeg/D29oZOp4Ofn59o0xKpQ0BAAPr6+kQwFscDlpStIEy3H/by8kJAQADrbW21WlFdXc26iTriRema5E7TGF0lCSkjvXr1aqxfvx4BAQEuiVkmJ6c7Bpw5cwZ//OMfUVNTI+qEQBC26OhobN26Fdu3b0dsbKzTuSYdkZycjE2bNrF+Qc6gShTnpO4KjmNz1UJjLnFbUVZXV2Nqaor12yYl6Qq35FgKR3ER4PN4G51EjllkXunyL9FxoTgTakhGIQKDwYAbN27g+PHjqKiowPDwMEwmk+iEdRw7vUhyawIDA5GSksLcLz5b7efnh56eHpexRz6LSUKLaGBggJXPGY1GliF1hSGz2+0u+6jwQot/ZGTEqaVL8S6j0Yi6ujoYDIYZiRy6p7PvzyaUJZ1Py9SvQhytKMeqD6Jgo0MZ+Lw3u7uli0Ss7OXlxaw0R9eZ1r5Wq2V1z3zxgkQiYbA53vugZ3AUWhd02JpMJtjtdlZOSlSCc+0buj8fGnPEekok09CzmJgYqNXqWdnI6dC8du0a4490DDdptVrk5uZi1apVCA8Pn5UjgHQK5TuampoYDIofHxFjUFzZMYlFJaLzFbcVZWVlJTQaDdLT01FYWIienh5cvHgRzc3NzA3mzVuCCwHT2cbh4WHU19fDaDRCo9EgOTmZdf0jV9bHxwcWi4U9GD0cv8j4+k1HILfNZkNFRQWOHz+OqKgo+Pj44MqVKzhy5Ahzh+g7ziAUBPwmlvSQkBAEBwdj3bp1WL9+/Ywif2puTx0oHWtTQ0JCZsBl6GVdunQJR48eRUdHBxsDlSZSYN/RPR8bG0NjYyMMBgODUDkTShaUlJQwYljHZJIgTLcI/vjjj5GcnIyHHnoIWq12BiflfDLXFOYgS/brKASUd1ayyIeJgPmBvyUSCXx9fbFmzRqmHIjkhBQWxasjIiJQWFiItLQ0pKSkiAwKomuLi4vD9evXZ60o4w0HcrOnpqZERBgDAwNO+3M7PiPtQ6VSyZKthPWkw5JIQsjyczU3gjBds3727FkcPnyYtU0WBIElnkJDQ7Fz50489thjiImJEVEQ8nua9+58fHxQUFCAf/7nf0Z1dTUOHDiAmpoa1lWR2tLu2LGD6RPeUDMajbhx4wZGRkbceqe8uK0oiU+yoKAAy5Ytg1QqxdKlS/Hiiy+isrKSsZJotVqsWrUKGRkZ8PLyYpnTw4cP47333sPo6CiCg4Px+OOPY+3atYzcIjIyEn5+fowynn+htIj5Dm2jo6MiIDcpysbGRrzyyivw8fEBAPT19WFkZGQGnIAXsgaonjU9PR0ZGRlITU2Fv78/oqKi4OfnN4N1xmaziXoG8dejRmf8yUaKpLOzE++99x4+++wzGI1GppCItJjvQkfPR25WZ2cnY7rhFxIJzUNdXR3OnDnDWunyFhPFbCcnJ9HZ2Yl9+/YhPT2dkS3T5pHL5QgPD4dMJnPb/aYx34p781UJv2Z4mW/cihdSIkuXLsWzzz6LmpoalJWVwWazITg4GElJSYiPj0dISAjrwkgoEMfDSaVSITU1Fd7e3qy015k4Wv8U56+qqmL9nkZGRlg7EleKkhSrv78/EhMTkZqaCkEQUFFRgaqqKhEwm8ILrt4vJVQaGhrw7rvvoqurS5S99/HxgU6nwze+8Q088cQTbH3x+4onGibFSsaDSqVCdnY2UlNTkZeXh9LSUlRWVmJ0dBSBgYEoLCxEfn6+yOIlFMvNmzdx9OhRp0UAc4nbitLPzw/R0dHIzs5GVFQUm1hfX1+8/fbbaG5uhlQqRVZWFnbt2sV49qxWKyorK/H666+joqICdrsdzc3NDA9IJ0lQUBCioqKg1+tFfHEUI0xJSWFZZ71ej08++QSVlZWiDUwuLSltYGaNpzOhRZ6UlIRt27Zh2bJlCAkJgVqtZpVEPDEGKaPOzk50dnbO6L9N8cnk5GRRLTSFH27evIlr165heHhYRFsGTJOOEBCfT+rwrgPfkJ4X3uU5duwYmpubYbfbGW3ckiVLEBgYyMDGvb29sNlsqK6uxpkzZ5CUlMRgMKTs09PTodVqXfJaOlqp7rh4d0IcEw1fxhip/n39+vUoKirC6OgoAMDHx4f1cSK3lrfkeIVHB1Rqaip0Oh3LPPNCnpUjIJvCVQSBIiymK6YrGgNZvCEhIUhJSUFMTAzrSc5bd2SVFRcXY8mSJYiKihLBpuheHR0dePvtt1kHAFKSCoWC0fIRJI03IojYo6enhzUApPbTAQEBzDWnbgpEt7hp0ybYbDZmZPB9vck46ejowBtvvIGKiop5YyiBeSjKoqIiZGRkiGIJvr6+WLFiBeLj49HX1wepVIrw8HCEhITA29sbgiDAaDTi5MmTqK+vZwOcnJxEfX09enp6EBYWBg+P6UZEBQUFsNlsTBlQ1njlypXYuXMnkpOTWcXLyMgIa5XLC00M//+5RCL5vDNibm4uc9vn4pC8du0aU5S8EiGMYmxsrKgkUBCmeQOLi4sZLo1CC3QwhISEICEhAW1tbTPiKfQsPOzJ2bM3NzeLCEoVCgVWrFiBp556CgEBATAajfD398e7777LLPOSkhJs375d1GhMLpcjOTkZsbGx6O7udho4J9gYAEZE4gpc/3WSL2N8vGdCTP70c8eM8lzXiI2NRWJiIsxms8iC8/DwYLhb6sNksVjQ09PDYsM83nGuGCf9XBCm4U3d3d2wWCwYGBgQhdVonZrNZnz66afQ6XTYuHEjwsPDGSyJwOSHDx/G0aNHGTgdAAuv7d69GwUFBUzJ0hipJcT58+dx8uRJ9Pf3Q6/XQ61WIy8vDw888ACDCtJBQaES4t4EnHduHR8fR0lJCS5evOiUcd4dcVtRPvzww4yElgZDiyIhIQGxsbHTF/xvM1kikTCAOM/yTCeT2WxmWStiEbnnnnsQHh4OnU6HkZERREVFYeXKlSgoKEBwcDC8vLwYH6JcLhfFF+mEdSx9pPs51rs6CrkuRqMRo6OjzDUld0GtVjOoDZVgFRcXsyoBR4vS19d3RhOryclJ1u7XWfdGwjampaVBoVCgqalJRDdFc+4KqkLPUFlZyXopA2CxM4ob2+127Ny5Ezdv3kRZWRkEQcDg4CBzSfiEVUhICPLz85kbSQpdKpVCpVJhwYIFyM/PhyAIuHr1Kqqrq51iLr8KoYNttiooV1ldd4Rfb67EmfvOewSExCBFJpfLRdAxeo7AwECsWrUKVquVxQnJLc/MzMTWrVuRlZUFmUwGo9GIU6dOYf/+/ejs7Jw1zORsXISv7O7uxujoKKTS6R7zdFDzitZut6Orqwuvv/46zp49i4iICNZ8rq+vDwaDAT09PSzpCIAlWB5++GFs2rSJ9asiLPXExAR6e3vx/vvvY9++fWhtbWUKXyqVorq6GhUVFfjud7+LpUuXsioqRwiRK7HZbGhvbxfxNsxX5tWulm9tQEJBYEesJLmnVVVVaGtrY0Fp2oAajYbFJ6XSaX5DAoJnZWVhamoKOp2O1Wt7eHgw13VwcJDFRYHP4Rb+/v4ICwtjYHOpVMoAr729vSzL7IwJh+p6P/roI0RFRbHvSaVSJCUlYcWKFYw0gvoH19XVsbpRR0XpjPKJasgdAeAkND9kpTnWH/MbyxUkY3x8XNT7haxb6j9E41qwYAG2bt2K/v5+xpbuLHOvVCqRn5+P/fv3M1wfneYpKSn427/9W+Tl5UEQBFy4cAG/+c1vWNnkVy0hISGsMZaz2DGNW6PRzJjbuYR/v85iw84+65hpJ8Lquro6GI1GBoBOSUkRseDTvN9zzz3QarUYHR1FZ2cnFAoF8vPz8fjjjyM7O5tlxicnJxETEwO73Y7XX3+dNahzR2iOHOFkZFw4GhZ0GA8MDECv16OiokJkCPAAd5pzX19f3HvvvXj44YedkupaLBaUlJTgvffeY6XJ/Luz2Wy4ePEiRkdH8e1vfxurV6+GWq1mYTve4uXpEUmIRHs+DF2O4vZqmY3owBVEgJpw0Qaj7yuVSmRlZTESBlJqKpUKSqWSYcv4eA6vzM6fP4+bN28yt5Qy7WvWrMGaNWtYpQnFT0ZHR3HlyhXs27dvRlyTxmq1WtHR0QG9Xg9PT0+WqKG67uHhYWzbtg06nQ49PT04e/Ysq1N1PKHI3CcrmjLYdrudtdvl543mhdjZNRoN+vv7ndaR89hUx3vSQdLb2ys6OXkrlE5xtVqN9evXo7e3F7W1tcjOzmYoBH5cXl5eiI6ORlBQEDo6OlgWV6VSYf369Vi2bBn8/f0hCAKKiopw9epVdHR0wGw2u7u0bpv87d/+Ldra2nDmzBk0NzeLytQo1h0eHs4KIW5107gS3mokaBUxj9+8eRPnzp1jjbqmpqYgk8mwaNEi/OAHP0BBQYGI95KvrNJqtaivr4e/vz8jfOBDQ4IgIDg4GIWFhTh8+LDI5eXFmfvvmBDird/Zsu3koc0WUuDXz5YtWxARETEjFEV43lOnTqGlpcVpV1PKPdy4cYM1FUxISEBqaioUCgXba5SRDwsLE9E/KhQKLFq0CNHR0SLGpvnIvPko3RWCqDQ2NooUGlkiDz74IMOQ8S4HABHSnybTZDKhrKwMf/rTn1BVVSU6NWkywsLCkJCQgOjoaNb0isDbgYGB6O7uZszLvJAipkZMfFJCIpHAYrHg4MGDUCgUiImJwc2bN3Hx4kWXzcWmpqag1+vR3t6OhQsXshdGgHliWXKMlUxOTqK1tRXDw8MMW8mPYy4hy4UvnSOl7dgYjMo9t27ditbWVkRFRbG6e8e5oRYd9BxU/5yXl8cY4IHpUtTVq1czarKvWnbv3g2TyYSCggK8+uqrqKioYArb19cXixcvRl5eHjIyMuastHEUWouzCYWU2tra0Nvbi7KyMtTU1DAWIUJf8OvWbDYjKCgIsbGxiIyMZPNPIR+5XI7Vq1ejsLAQXl5eDBnBvyd6n668EDI46HeOhQv0e1JiRGAzH75KV3NEbXyd9VIir7O5uZmVL7sKGZCh1NzcjL1797LeQJ6enoyHUqVSoaCgAN/+9reRnp7OjAovLy8kJSVhw4YNaG9vZz165iPz8z/mIWRR8ql4CkQnJyc7rVd2ZZlOTEygv78fFy5cYNAH/kWTMqBueXzVBS0AtVrttO8JWXP0kp2dpNSNrrS0FH19faiqqnJZx0vjGRsbQ3d3N6xWK8O0TU5Osm51hP0CxNUCBITnq5B44cmEHYXcIkd4lc1mY++Bt+zJJZmcnERAQIBTgmVHoY1H5CZ8WaanpyciIiKwYMGCW44DfhEhtphFixZh1apVGB8fZy1MoqOjsXz5cqSnp4sSVrcirtYpUYFdvXoVtbW1KCkpQXd3N1uXziA6Y2NjaGpqwtDQEMLDw0WHIs0hHaz0zlx5E2NjY6LkH70r8q6oqGNsbExUYklNAYmvlfIHFHt3pSwds/bk/joqO1r/zsZNe9sdyA4peCoYMZlMDL9MxomXlxdqamqQkJDAchZ02KenpyMoKGjWvetKvjRFOTk53XpzcHCQKS21Wo2YmBg88sgjzAyfK9Zjs9nQ1NSEV155BR999BGL7/EnArG2nDp1ChMTE1i7di0iIiIQHx/P4jgEJHd0OXh2cVJQji+Mrn/27Fl4eXnBaDSyRJQzIWv6woULWL16NcLCwqBUKmG1WpmLZDAY4OfnB7vdjps3b6K3txc9PT0zQPH8WCiO5AyqQ4vOYDCI3AuCC12/fh2FhYXMGqFQAFVaUUWJs8VMgX26p1wuh06nE4HeaY7j4+Px1FNP3RGLkkgZ4uLisGfPHqxZswbd3d3w9PRkrYe9vb2d9ld3R+Zaq1arFSUlJXjppZfQ2dnJ4F+zubGE/b169SoSExNntNzgiyxcjYEMhdraWoax5Q/C7OxsxMfHIysrC56enmhoaGCgeACIjIxEcHAw0tPT4ePjg9bWVly6dAl1dXUsAeJYyURGj0qlgo+PDyYnJxmFHe8+0/pzTHjS2jQYDCgvL2ceojtWO1U9UYKLvkNtpPfv34/s7GxERESw5LO3tzcWL16MXbt24ZVXXmGtod2VW1KUfFWMY/aJJoEywwRRoQzq0qVLWfZ1LjYWium9/fbbOHDgACMzcObqklne39+Py5cvIyYmBrt370ZhYSGUSiUmJibYKcpDCby9vREUFAQPDw8MDAzMaGpEMjExwapcZrPqaOxWqxVVVVU4e/YsFi5ciPj4eExNTSE8PBxbtmxhimZsbAynTp3ChQsXcOLECVHViOPCEoTPe1BnZmbOKNEaGxtjyRne2jabzTh16hRyc3ORn5/P3P6enh709fXBz88POp3O5Tvo6OhgcTUKcwQGBkKpVM5I7FHzuQULFrh8t1+mUMImMDAQOp0OGRkZbGPzVVVfhthsNtTU1KC1tRUGg8Flq2BeSJFcuXIF9957L5tTd7K5gFjh3Lhxg8XfKYl377334rvf/S5CQ0Ph5+cHADCZTGhra0NjYyMEQWCxUOo2ajabsXr1auzfvx9nzpxBX1+f6FlIAWdlZWH16tWIjY3F2NgYLl26hNraWpSVlbF9RFnynp4exMbGiixLsgIJ5jcfpAS/vvmfUTPB0tJSkRVNGNft27fDz88Px48fR19fn9v3m7eipFI6irdQozHatKThieqdz0yHh4czKjHHWIXjQ1O8p6SkBIcPH8bAwIBLOn4+4zYxMQGz2YyOjg4W3I2Ojp6h3GjzBAcHs+wikdDysRLHU53uM9cGIPLfs2fPYnR0FDKZDEFBQaxZFdXCW61WZGZmor+/HydPnnR5bdoQIyMjOHXqFJYtW8aorej3ZrOZgXVp/PQu6urq8Pzzz2Pp0qVQKpUMhyoIApYvX47g4GBGScW/A6PRiMuXLzMrlTyDsLCwGcxENFd8Iu2rFH7eSGHyY/uyhdY/b0jMJbzX1N3dzbCR7o6X1sXw8DDa29tFXQYTEhKwe/dupKens6IJYNqV9/X1RVJSEoDPLXGyZjUaDXQ6HaKiopCRkYGDBw+yFguCICAoKAhr167Fzp07kZiYCG9vb0xOTiInJwe1tbX4t3/7N1RWVrJ47ODgIOrq6pCbmzujCofCc7erkmtychJDQ0P49NNPIZfL2XxSCC44OBgPPPAAli1bNq8y23kpSrKU6uvr8dFHH6G9vR0LFizAhg0bEB8fz4Kn9DlqD0lxF41GA61WOyPgzGfRSIgH8tixY+jq6nKrZwldh+I01LqTNjDPcUeuSWJiIjZv3ozg4GCEhYWht7cXbW1tbMxE2KFWqxm7ursvlaw2nU6H0dFRhIeHw9fXl8F06FChSgJ3nm9sbAzFxcU4efIkHn74YQaFIquip6dnRiUHJcNKS0tRW1srCtjTnKxfv17UJ5w2cH19Pc6dO8fgRh4eHozzk1eUtGF5vOp8IThfVMxmM7MeXHXQ/LKEklzk3lPjNXfeKb07qomWyWRuJ/Bozff397Nab2Ba+aWmpjJFxs8FzQ2RZ/NxeuDzRFJcXBy+8Y1vYPHixbh+/ToGBwcxPj6O5ORkLF68GOHh4ezagiAgMjISCoUCqampqK2tZYrVbDYz2A8PDie422zFHfMVsiqLi4thtVqRnJwsWqvEScuPwx2Z10omN+H999/H22+/zfj32tra8P3vf5+V/U1OTjcvIuAobzE6xt3IveMzzsC0e1BSUoLS0tJ5lRzRZPj4+CAxMZFRo9ECpAVBWcC4uDgkJyczvOa1a9dYQzAKcBcUFCA5OZmR2NKCdnV/Or2ItDg0NJRR/JOS5CESlOF2hxWIwhHvvvsuFi5ciNzcXMjlcmb98QQEvJAnQEqUfk/EyzR2+rndbkd/fz8++OAD1NXVMUtFoVAgLS0NCxYsEFmzFGTv7e1Fb28vxv6/9t77uckzXQO+3GTJtiy5W7Zc5V7Bxg3TayCNBRJI3c2SZGYzyezZs2f3h/0HzsyemXMym52dTU6GDQFySAh9SYAQgym2sbHBvcgd9ypLstxk6/vB3/3k0atXsuxAyH6f7xkGsKW3Ps9dr/u6p6awd+9ep97Z45Jz587B29sb4eHhCA8PZ/35P9VICnd3d0RFRdnlLBATfi06KpyICUULRqOR9Tvz+EUi8xUr0JFyo2sQCnnkfn5+yMzMREJCAgOBE8EHv44pR+3l5WU1VoOusb+/nz0Pvj4QFBSEtLQ0NjtnJV0zQpmfn0d/fz/u3LmDTz/9FG+99Rbi4+OZQhbmfZ0RpxUlWa6BgQHcvXsXg4ODmJ2dxeTkJC5evAipVIr8/HysW7cO8/PzuHPnjhWdPVUEeatHxyWiXho34OLigtHRUZSUlNhgAsWEt4Senp4ICwtDfHw86yaiEFeYB6HWSSLbCA8Px0svvYTR0VF0dXUhLCwMSUlJOHz4MAIDA9HU1ISBgQErslVeqMJIM3/S09NZDicmJoaF28K0A4+5FN4X77HRH/L0iouLkZyczIguDAYDS+Y7eof88YmIValUMkVpsVhYv/ilS5dY8YiosfLy8hAVFWUFNyGjefr0aTQ3N8NkMv3kivJPf/oT3N3dERoaioKCAhw8eBBpaWmsseFJCkUfoaGhUKvVGB0dhcFgcOp7EokEISEhCAwMtIp4HAmtg8HBQbS2tuLatWtWuWnKLet0OtZKySsvsf1kT2FSKoW+J6x289dEBlm4xycnJ20mEtD+27lzJ+7fv4/KykobZid+/TsrhGGdm5tjc3neeecdrFu3jpFlLFecVpQUVj169Ah9fX1WOb/h4WF89dVXuHXrFnJzc+Hm5saGcpGSW1hYwNDQEOsf5RcvbXIKlek8tOHsPSSyDMQbSfRtBw4cQFpaGjIyMljP+dzcnBUvHmCLMXN1dUVubi5kMhl6enoQFRUFlUrFZppIJBIkJCSwSW7Ca/Hy8kJiYiJ2796N/Px8xMbGsmZ+wrgJlSRVlYVtf3RtPKU+n/uanp5mz1Iul7PwzR55hVDIA1CpVCxHS+9iZmYGZWVl+Mc//sHSHgBYDzIRNpBXMjU1hYqKCvzlL39BTU2Nw3GmT1L6+/vZ321tbejs7MQf//hHZGZm2mV6f5zi6ro4yiEjIwOjo6OiY1V5EVamVSqVwzHIJKQk+/v7cfr0aZSWlrKxr1RwI8rBGzduQKFQwMfHh7X9kmdI6RFhmkKoEOl3jlIZ5PDMzMyIdgaJ5V1dXBY5FjIzM/Hqq6/aDA3kz0kpHWcLPvTZkZER3LhxA15eXggNDUV8fPyKUjJOK0py8RsaGqxcfHrwQ0NDGBsbQ0dHB8Nq8a1I8/PzGBwcxMOHD9HT02M104asFsF3RkZG0NfXh5GREdE8DykRaluMiYlBUlIS1qxZg6ysLMTExDDlRDgrg8GAjo4OK34/6mQRVvNyc3NZHy21/FksFvj4+CAsLMwqv0jXQ03/77zzDvbs2cPo1WiB2PMSyNPmnymfS1GpVPD09MTo6ChMJhPzUuRyOUJCQqyGSul0OtEZQMJnR7khlUqFl156CZs2bWLPXq/Xo6enB0ePHrXKM9F3MjIyEBwczAhhyXM5fvw4A3ivpPPhcQhtTiJOKS0txdWrV9mo2ZV4EsJ0EZ+6Edv4Pj4+2LRpEwCgr68Pg4ODopySfN48Pj4e+fn5bBrjUpuYYGLfffcdPv/8c6soh655fn4efX19+OSTT6DT6aDRaBAVFcWiQhqn4O/vzwpzEomEeYSUqvL390dwcDBj0rLHaE7XNTk5aUMDSNM+xYp/FKXs3r0bFosF58+fR0dHBzs/FRhHRkYwODgoyiXq6N3R3m9qasLo6Cg0Go1T3xWK04pyenoaExMTVpU14QXxlkgYmpIXNDQ0hN7eXkZYCvzgjVGhh5i57cEr6OEHBARg3bp1KCgoQEpKCmu1I+AsH2rQC+Svi5Q8fw4eoCuEPvEFIaG4ui5SxSUmJkKpVFoVjuiaxcRisYiObHB3d0dQUBCys7OhUCjQ2dmJoaEhRnahUqmYAgB+WKSOICk8TMbX1xcpKSlYv349A46TgtFqtdBqtTbzm2nB02YhQ9PR0QGtVmvjrT9NIcgYjVZeidC6poFdvAdGKRThxqeOp5SUFKjVaubhi/EBENQqPDwcISEhTrdVkhff3NzM+Avs4Wp7e3vx3XffoampCRqNhtGgEdzL398farUa3t7ekEqlmJqaYtAmqVSKmJgYrF27lk1hpWKZvWdOpB/CdRMQECCaL6XfKxQKrF27FhMTEwgNDcXc3Bx8fHwQGhqKhYUF1NfXo7y8fNnsVKSTzGazUykNe+K0oiwpKUFjYyNu377tcJY1P8qAV1QAWKdEUVERsrKyWKLdw8OD4fgMBgOjUeOJeUkoTFar1fjlL3+Jffv2ITw8nE1+4z04OjeRURBVGH/NxJzCe31Cgg8S6ikXhkeUZ0pOToZGo3G6ikcLvr29nXFPkjILCwvDr371K+zduxe+vr4sv0tJe41Gg/z8fAa1IjiWvRwl3Ze/vz8CAwPx/PPPY//+/SzJTc/+22+/xbVr12wKcfR9mUzGuo2AxREh//u//4v29nZGtCpkcHoawufLltuFQd8n7Gx9fT3q6uowOzuLuLg4qFQqxMfHi5Jr0Ex1hUKBhYUFnDt3Dg8ePMDIyIgVqw/138fGxmLHjh2IjIxkLX7O5Cd1Oh3q6+thMBisDBr/3Mnw3bt3D5WVlZBIJAxCR0UTug4+xKU9QQ6MRqPB66+/jszMTAZKF75fvqBHCAnymhUKBTIzM+2yohP+Njk5GREREcxpoChzYWEBvb29OH78OE6dOmWXY0FMeIPEt+EuV5xWlP/5n//JxmsKvTDeUyEoDc0NoWo20am5ublhdHQUExMTDOhNYbTFYmGbbHh4WFQhU0V769atOHToEJvda89akKdVU1NjFRIAP7AOifU3i4mrqyujiBKrIioUCtHfkVXje3wBMItfV1dnpSi9vb2xadMm7Nu3jxVNVCoV5ufnsXbtWpjNZqa0iJxVr9ejvb0dExMToqkKGqB14MAB5ObmYtOmTaxtEQADyH/55Zdoa2sTTcjPzc2hrq4O1dXVkMvlGB0dxfHjx1FSUoKpqSl4eHhAoVAgJiYGQUFBos/wpxLeaxYC450RUjLnzp3DsWPH0NXVxVo91Wo13n33XWzbts2G9cfV1ZWR9O7cuRMxMTH4/vvvcf36dbS1tWFychIuLi5sANbBgwdRUFCworZKYc6OvD2Ci1Fr7NTUlNVxhXuXWPD59ACPPpmYmIDJZEJOTg5+//vfi7Yfk9GnoV/8HlOr1UhMTLTrMdNzI9JdXunTdcnlcrz22mtoamrCrVu3llUhp7TRjzHeTivKqqoq1jooLDpQbi8wMBDbtm1jZAmTk5Po7OxEY2Mjyzv4+voiMzPTpgOBPEtPT08YDAZRgDmdSy6XM45KYXcK/7IpNGxra2OzqcnSUYgdFhbmNDiaGGiEhArkTdMEPv6aKb81OTnJuCsJ4DsyMoLz58+joaGBQXQodNu7dy+7Niqa0PPhnwdZ8o6ODnR0dIhWz6lLY8+ePXj33XcREhLCNibwA0j366+/ZiNFxUK5yclJ3Lp1C729vXB3d0d/fz+6u7sxNTXFGgpefvll7Nmzh1Vaf2qhd+vr64vCwkLs2rVryZncQiGj0NzcjBMnTqCmpoZ5bTqdDj09PXBzc0N0dDTS0tJsUiykrGg0anh4ONasWYO7d++io6MDbm5uSEtLg0ajQUFBAUJDQ23QEI6EjLJarWZ5RYvlBxZxT09PzM7OYmpqyuHMHbpXum6xzxDRSkdHB2ZnZ/Hss8+KFp2oy6a9vZ1V32m/ElTLUZTF537FhIaabd68mekiZ71KYijq7u6GRqOxKao6I04rSmLcEVNcgYGBeOGFF5Cfn4+tW7ey8azkxhO+b2JigkEohMxBdDyqohOw214hh8fwkaKixUHe0NTUFLq7u3H27FkrWjYAbIYM75EuJXwoJ5S5uTm0trZieHgYfn5+7F6mpqYwOTmJ8vJyXL9+HX19fQyHNjIygurqasZ2DiwuiPT0dKSmplpZQXvXR5jV69evMwo34TsixqZXX30V0dHRTFHT8yPe0OLiYjbFTyy1QkTM1PpFHg1Bct566y288sorrBXupxZqeFAqldi8eTPef/99K0o1obfkKGdFxoeIcOmdE6tObW0tSktLERcXZ9OfzR+bDIi/vz8yMzNhMBiYY0HrYLkb18VlsXkjLy8P33//PYPD0H6k1A/N23FGmTj6jMWy2EAyMTHBIHykCOn31LLc3NxsxcBFv19J+kN4zxKJBCqVClKpFEaj0anv0bl7e3tx5swZhIeHMwC6o3yrUJaFoxQK4aCeffZZvPfee1CpVKwgw7vyVL2lxcaHCEKhl27voc7Pz2NychIPHjxAbm4uQkNDYbFYMDo6ioaGBjx48ADd3d0MxD0wMIDu7m421J4sL3mU7u7uVqQFws1EYjabMTw8jMrKSiu8Gn2WPJBr167B29sbfn5+mJ2dRVNTExoaGnDixAm0tLRYdQqRciclSZs8OzvbZsoibxDI2zObzRgbG8O1a9dw5coVGI1Gm0IbeR/PPPMMUlJSRKmuTCYT7t69i/7+frszqendzM7OsnNQ3jIoKAiHDx/Gyy+/zJjon0YxhyZ7btmyBfv374dGo2F5McrNkfEmQLU9T87FxcWqOYCvKFMraUlJCZ555hmbnB2vLC0WCzNM3t7eLL3CFwqX+6wIVpObm4vExEQ0NjZiaGiIrUNesT9ucWSwR0ZGmNGn/UGjSbRaLWvfXck9k+NDjFzL6Qsn6Ny1a9cwNzeHQ4cOseFtarXaqWOs2Oy7u7tDqVRi+/btePfddxEXF2flqQDWFpswgfzvhEIWUa1Ww9/fHzqdji1M4AeFREUHAEhLS4PBYMC9e/cYKSpfGSMXXVjtJoXb2NiIlJQU+Pv7M8spzH/Mzc1heHgYxcXFVgBsXgj+9Pnnn+PRo0eIjY3FyMgI7ty5g76+PvT09FjBpXhrzN+7SqVCYmIiy3WSgqQZxqOjo4y2a2xsDBUVFbh06RIrvoilRaKiorBp0ya7s7vHx8etCBUcCY9soN7Zw4cP4/XXX0dQUBBTKqQgfkr58MMPoVQqER4eDqVSyTxJetddXV0YGhpCV1cXG71MY02FypKKczk5ORgfH7dpMpidncWDBw9QVlaGwMBAu0Bmfv0vxQLkrPAh7bp161ihT6gk7XmT9vKVS53P29tbNBIkofoETyhMivLYsWNQKBQsUnI21UC5VoPBgPv37zNgvTPtofw9UlPLlStX0NjYiOTkZAQEBOCjjz5y6hgrUpSUA9qyZQvee+89JCcnLxvQy7vu/HGlUilycnKwa9cuXLx4kfUukwIgr6arqwsnTpyATCZjGE8Cq4uFjUKh0Z5nz57F+Pg4IiIiYDAY0NvbywpJpGxJQfX394vOyKFzTE9PQ6vVoq+vj+WJKG8p9NTEoCISiQShoaGMaZw+R33vra2tOHPmDJqbmxmkSDiOVCgSiQSJiYlscqbwmROurru72+kwjZAHoaGheOONN/Dmm29aDboaGxuD0WhEenr6ksd6nFJYWMiiBb5gNjY2htu3b+PkyZPo6enByMgIfHx8sHXrVrz99ts2feu8gfnNb34Dd3d3FBcXY3h4mEFfKJz7/PPPoVKpkJOTs2QH0OP2sj08PBAcHMzGeFC0IWSf4u+Lb9/jGxgcvXeqSlNrqBgoXiKRQKPRIDc3Fzdv3sT09DRb83q9HtevX4fRaMQ777yDuLg4REZG2vSg0zXzkB6TyYSenh4UFxfj9OnTqKmpEZ03tZTQ8fR6PZqamtDe3g43N7cnpyipqpeXl4f3338fmZmZohaZv0CeLIEgJFQB579HilKj0eDIkSMIDQ3F119/zWbA8C91enqa8dLROZy1jsAP+cba2lq0t7ezSXLkTQqVGt2DkIGI/wOAjQvlC0p0DEfXxC9isdD45s2buH79OoqKiqxA5Y7unby+iIgI0YIGKeGOjg6b1lJH10pA4H379uGXv/wl1Go1azJ4+PAhTp06hfb2dly9enXJ4z1O4QtdZOD6+vpw4cIFHD9+HG1tbWywl5ubG/R6PQICAvD222+zWS4kVIVdu3Yt/vSnPyE7OxunTp1CQ0MDZmZmMDc3xzqSPvzwQ/zxj3/E2rVrHe6FxyH0zskA0LsT4phJ+LVFEBlvb28AYB1h5IiIORmurotUhASKF2M3IsMSGRkJqVSKpqYmnD17lhVk5+fnodPpUFxcjIGBAaSkpDAWct64kAGiqK6zs5NNZayrq8Po6KgNjnI53jHtFWJEX46sWFHSDApHlPp0YXNzc1b9zBKJBD4+PsyK84qGunRUKhUKCwvx6NEjjIyMsBk2fPhsz0MTE7G8CIW01F/uyMIKc5h0TL79i74vlvN0JLzCI6A9/3PyKHt6ehgrDX/PS3kDjnCdlHvln60jIUWpVCqxdu1aVrgjxVRbW4vy8vJlcf09LuHTGdSRUVNTg+vXr7PUB69Q9Ho96uvrMTIywtjv+TVCazE0NBSFhYXo7OxEX18fy3dT3qylpQXV1dVISkpio3uXK8J1Ze8zvKf16NEjtLW1YWxszC52lowlYWiJpBcAi5LGxsaYkyBUQoRxTkxMZHPq7aXNaIzu+vXrUV1dbTVpldY21Q9KSkoQHBzMOs8oRULDA0dHR3Hz5k0Glh8fH7eKmoRVcmecpeWmHHhZlqIkxRATE4O9e/c6TNyTgpyYmEBrayvu3buH5uZmzM/PQ6PRYPfu3QzsLKwUenh4QKlUIisrC8HBwVCr1Thx4gQbPrQcJcRfN0En6IUQ3EmYv3RGyNJSAUsul2N4eBgDAwPLzqHQeWnAWWdnJzIyMhimzGw2Y3x8HHq93iYP6cx1Enmp8D1RK5zYwDVHx/P390dGRgbWr1/PclLENvTNN9+wotXTEoI7Xbx4EZ988gmbKc8XOObn52EymVBRUYGioiKoVCoEBATY5NFpdEdqaireeecdNuqhpaWFdew8evQIp0+fxrp160TzwI6ElDopXh6wzx+DR5D09fWhvLwc586dw/37963Gn/AKhPKKarUaKpUKW7duRXZ2NoKCguDi4oKJiQl0dnaiubkZo6Oj6OnpYYzmZBADAgKQmZmJHTt2MKZ+e8UvqlHs3LkTwcHBOHnyJL7//ntG/EvFR71ej48//hidnZ14/vnnGaEvhcVFRUVob29njO1CBUnPiHhdgcVmCUpzCfeH0Blbju4gWbZHSV0jhKWypyRNJhPa2tpw4cIFfPvtt+js7GTA1qCgIJjNZhw5ckTUAtPDkMlkiIqKwuuvvw6FQoFPP/0ULS0trPLq7M0ShCk/Px9paWkwGo2orKxkPa9COMNS4uKyCGCNj4/Hm2++ibi4OISGhmJ4eBg3btzA9evX0dHRIdpZJCb0e+qZr62txY4dO+Dr68vOFRcXh9bWVoZHXc612tu4xGNIm95ZRalUKhEXF2fVm0yVYKpKPqmq61JCaZmamhocO3YMjY2NdnNapFC/++47FBQUQC6Xi1aiKWyNjIzEc889B4vFYjWCeXZ2Fh0dHWhqakJaWtqSRSze0FOqhqYBKBQKhISEwMfHhylt6hBqbGxEcXExSktLmSfJe4G0b6RSKXx9faFWq5GVlYVt27ZBrVZbMVgBi/s0PT0dO3fuZITX9O74Y8nlcvY9R4gGShspFArk5OQgIiICGRkZOHbsGIMNUfqtp6cHZ86cQVVVFWJjYyGVSjE0NIS2tjamWPnaBK8TQkNDERwcjIKCAsTHx8NoNOL27dsoKytjo2eE6TGeYIaM03KU5bIVJS1Ee6h4+n1DQwM+/PBD3Lx5E+Pj41atgmazGSUlJThw4IDowC8SslIhISHYt28fZDIZm0dibyyEUGiRr1+/Hv/2b/+G+Ph4WCwWdHR0oLW1Ff/4xz8Ydb2zm5taGV966SUcPHgQCoWCeaoZGRnYuHEjPvvsM9y+fZt1Ay3lBfKV+NbWVqsRGtSpI5FI0Nrayvrtl1P1E/sZVSSFrZ1LCd/2xgst7uVa68cp9BzpOTmCklBhsLOzE1qtFgkJCXZTSWSwNBoNUlJScPnyZdbAQMrSEXMThYaUCyRvlAoVd+7cwdjYGAICApCdnY309HQolUrGpEUKsre3l3lOQjoy8gDT09OxadMm5OTkQKPRsLZbwpny10TjEuj/Yvctlot3JLRmo6KicPjwYfj7+7N577Q+KMdKhBWkFygVxudbSWGrVCrk5eXh+eefR0REBKKjoyGTyTA9Pc0Kh7dv37bCYPOetZ+fHyPZWC735bIZzs1mMzo7O9HW1oaIiAibvA4lbs+ePYuioiKboUH0kPr7+zE6OorY2FiH56SwOTAwEHv27IG7uzvKyspw4cIFp5Sli8sio8vmzZuRkpIChUIBAFAqlUhKSkJQUBD+/Oc/o6KiwuG4TP54UqkUWVlZePbZZxm4mpRGaGgotmzZAl9fX0xOTuLu3btO4774MJuf/U0VRaVSCa1Wiy+++AIjIyNOKTd7aQreoNmbEyQmVMXs6enB5OQkFAoFU05EZkLHfxrCh57OevNE+EKeurAgwh+bIDJCkDm1b4qFpfR8pqamMDIygv7+fmbsy8rKcP/+fbaW3d3dce/ePQQFBcHLywuzs7MMn0ghtrBt0cVlEfMZExODffv2Ye/evYiJiWHkukL+A+E9OZMfXW7Fnp4J4Vrr6upY+zN5wKTsecpC/loI6xwUFISCggK8+OKLyMnJYWTc5CF6e3sjKysLb731Ftzc3PDw4UPo9XpYLBZGuJGQkICsrCzEx8dDLpezd+KsLNujpGFBly5dQkpKig1cwGJZJH1tampiiVzhYqUwrbu7G2vWrFmSNYWUpb+/P3bs2IGkpCSMjY3h6tWrS87boEUUERFhBUdwdV1kIc/JycFLL73EujCWUhhubm4IDAzEiy++yHpe+c1B1islJQUbNmzAw4cPl9VuRc+Qv35aDB4eHnjxxRdRWlpqNX7WkQg3An8Oo9GIpqYmp5i4SRYWFuezVFdXo7a2FnK5HBKJBCMjI3jw4IFo++NPLcQL6cy6IkNkjxVK+HnqCuM/S+FmRESE3bGss7Oz0Gq1+Prrr1FaWsq4VycmJqxaDV1cFmd9Dw4OWoWJfA6Swkhi0ff29sbatWtx8OBBrF+/nvXwL8UfKSw+8s+Ev2ceibFchUltvzExMfDy8oJOp7O5DuF6p/P5+voiIyMDL7/8MrZu3YqwsDDGb8Bfi4uLC+RyOQoKChASEoKGhgbWPEHdPHFxcQgPD4evr69TnJ9CWbaipL7lmzdvYuvWrdizZ48VzIc8ruDgYHh6erL8EP8wFhZ+mDy3ZcsWq5u3J7yylMlk+MUvfoHa2lpWSbe30UnJUL6P/7mbmxt8fHyQlZWF8PBwq/Yse8ciIHJubq7dxDaF+2KVVDoOL/wipRygEGZCip2wbLW1tQ6fF388sc1LQHOibVuOEjcYDGhra8PHH3+MsbExhISEoLa2FpcvX7YiRHgawqMHAOc2Nj9YaykRUyR83l6sdZOM0o0bN3DmzBmrGVBCRQX8ALIWCoWggYGBiI6ORkJCAlJTUxEaGoq0tDSEh4czuI3YvfDRBZHs6vV6VjAhyAy/boj+kPgol9t1Re+CBg06Y9hppERBQQF+85vfIDc3lzE12SskUQNMeno6kpKS2Jqm90MeqCPv2pGsCHBuNpsxMDCAO3fuYP369YymC/ihKvrCCy+gu7sblZWV0Ov1VtUoi+WHtrnGxkYolUq7FEy80APx8vJCamoq4uLiGBmvmFCbGvXaij1kahvkiYQdnZ8A3I5yq7QQqVtCrFuGLD6B0emlymQyJCQk2Ch2/vvL8U7pGYgpyrGxMYejI+zdG1Vfb926hebmZshkMuh0umXBjJ6EEL6xp6cHZWVlS6YUSGlMT0+zPLozG1kM/0vzouwpKKqW0zwhR8VDsZ+TZ5adnY1Dhw4hJyeHjQwmL5cMohAGQ3/IM6W+7Y6ODlRWVqK6uho6nY4Vh0g8PT0RHByMnJwc7Ny5EyEhIQgKCrLxqB09X5oweevWrSWdGuAHlIZKpcK+ffuQk5MDpVK5JLMS7SsyJo6cHbF/LyUrUpSkCIR9nXRyb29vFBYWQqlU4syZM7h27RpjmaEHNTc3h/b2dpw5c4a5xc4QKZC18/X1RWhoqN22McLARUREYNeuXQgNDbUbipC35syDoxfp6FoptdDQ0GCF3ePzNgkJCQgODmZdMeQBxcfHY/PmzawCS0Lex9jYGAYGBpxSlnQ+Hx8fm81DkcFywm5eyNj19PQAWDSey4UuPW6hqueNGzdw5coVVmxxJBTdNDQ0YHx8fEmDSRuRV0q0SQHxaIFwsG1tbayYsZxnTgY6JSUFv/vd7xgPqSO+BHrHpBjJuI2Pj6Ovrw+NjY2oqKhAfX09hoaGGJJErEBUXV0NrVaLrKwsPPPMMwgNDWVcso68M0K/lJaW2hBB27tPSpUFBQUhPj7eoYfMP2P+GPzf9HshPpp+7yx5y4p7vSnEFioqUlJeXl6Ii4vD7t27MT4+zrCF/Kyd6elptLS0YHBwECEhIU7x8fELU+wm6fxkgZOSkpCamuqwY4K8BGcUpcViWbI4QwUP4WA0uu6QkBBs3LgRsbGx6Ovrw71795jRycjIsBrcxZ+XOBKXU3yxV6GmYy5X+ByvsBXuacuFCxcwOjqKmpoaKxIUR0KKjMYpLJXGEctR8kiQhYUFq99RJ0hPT48NH6qzQgYvMjKSFWnseY98FxyByCcmJjA5Ock4BwjKpNVqGUM6YTnF6gljY2NobGyExWKBRqOBVCplvfRimE9eqDi5nEiD399L7Um6ZxKxlkh6JjxSgD5DOMylZEWKkno/09PTRVvjyBIFBgZiw4YNiI6Ohkajweeff47R0VEGo6BOjm+//RbR0dEICAhYFljXXsuVXC6Hv78/9u7di1deeQUpKSl2OwqAxRAjJCTEKqdKwh+fQomuri4YDAbRcJ5yMjU1NQzzyGPBfHx8sHPnTrzxxhsIDg6G2WzG888/zwDlUVFRiImJsfFwiRewpqYGIyMjTrcbSqVSu9XY5TCRk5IgjB4VQAi0PjEx8VRB5gBw9OhRBvkRwmfsCSk5rVaL2tpaJCQk2PSL80LFOp60xGw2o62tDS0tLSyH7uLiwrz2mpoanD59GkNDQyvCl9J7TE9PZ00eYuuOGjz6+/sxMDDAGiDa29uh0+nQ29vLpkOaTCY2qZCv9ospM5PJBK1Wi4GBAYyMjCAvLw9ZWVnQaDQs/BcOKCOhfP1yHJHZ2Vk2UVRI6SZ2zxQZSSQSm3HQ1MVEI2jGxsZYC6urqyv279/v1DtYtqIkbR8VFYW8vDymgOgBCwGi3t7eiImJwZtvvglgEedUWlrKoDh6vR7FxcXYt28fG5m6lJtNi1NIUkvdMmvXrkV+fj7efPPNJSn2SekXFhaisrKSTYHjK4K8Qqbe6P7+fqjVapsFQKFcaWkpxsfHbSqKUqkUSUlJCA0NZdZMLpezXCV1EAk9ltnZWeh0OlRWVjpdWaY0CClKPixxcXFhNHPOCOVyc3JysGfPHgQHB8Pf3x8mk4kZu7q6OgayfxrC098tpzhFFGFlZWVYv349GyAntmbIQ+EjKVKUR48exfT0NGJjY1mnyYMHD6w6aFbiefM5RnsIBsJk/vOf/8T169fx6NEjmEwmzMzMMG+XMIrCFltHSpLu12QyYXZ2FuXl5WhsbMTly5eRlpaGrVu3Iicnh/FE8pEG7cfCwkJ8//33VrOhHJ1rcnIS/f39qKqqQkZGBsO2Cj1F4ke9ffs2GhsboVAosG7dOsTFxTFKu9HRUVRVVaGoqAhNTU1sAgBFRU9MUQKLTCFpaWmIjIyEm5sbe4lms5nRzstkMhaiECvOgQMHEBERgfb2dsZWYzab0d/fj8HBQSQmJjq9wMlSCHFXoaGheOWVV5CXl8dIah15TaRMNm7cCBcXFzZL3Gg0MgLhgYEBqzYxnU7HpuvxXRj0HAYGBlBXV2eTk+GrjXRu2ozEi8n/jP8e0YQ1NTVZVSfpj9hip1yuMEdJ310qbOI/K5FIkJmZid///vdsQiX1eOfm5iIiIgL/9V//Ba1W+9QU5UrDf8q3VlRU4ObNm1izZg1SU1Nt2ICoc4qY5Ol5k8H/7rvvUF9fj5CQELi6ukKv17NeauFojeVeHxGO9Pf3w9vbmxXoqELe39+P48eP44svvkB/f78Vs7nQeCw3P0rnIe/TYDBgaGgInZ2daGhowK5du7B7927ExcVBKpVapeSkUikyMjLw3nvv4a9//Suqq6sZoY09ZTkzM8Pgf0lJSdi8eTMUCoXVHHmz2Yyenh588cUXOH36NAYHBxn1XHZ2NtRqNRYWFtDS0oKHDx+yDjx7hBpLyYo8SolEgoiICFZdohzPwMAAqqurGfsyjTKgHEtYWBgbJ9vb28sgEMLJbUsJXyHmW86kUimys7OxadMmhIaGOlWdo2sLDg7GM888gw0bNmB2dhbT09MMGPzll1+ivLwcBoOBKX57FW+agzM0NGST86ENWVdXB4PBwMZh8BvO1dXV5jnQRqiqqsLg4CAsFguDPBC0anp62soT5p+5GIyJQk5nK72enp7Izs5GamqqlYdqsVgQEBCArKwsZgT5CONfQcg7obG7JSUl2Lt3L9LS0hgek7zOb7/9FuXl5VZsS2QAJyYmYDQa0draCgCiEclKr29mZgYVFRX48ssvcejQITZrnqaLfv311/jiiy/w6NGjx4Y84A2xMB9NxbvGxkbo9Xp0dHRg+/btUKvViI+PR0BAANt/CoUC27dvh7e3N/72t79Bq9WyrinhddKzXFhYnLz497//HQaDAQUFBQgICICLiwv0ej1GR0dx7tw5nD59mgHZXVxcoNPp0NXVxVqjJycnMTk5aQV0X4msuOqt0+mg0+ng6uqKsbExnDx5ElVVVWhubkZAQACmpqbwi1/8wmrwF+V3hD21lFtwNj9JSjIxMRG+vr7Mw1IoFMjLy0NQUJDo0DBHxyPyA0LtWywWREZGIjMzE3K5HAaDAY2NjXB1dUVsbCzUarUocJWejb1JlUTN9fDhQxQUFDA+Tfojk8msngUx1FRWVuL27dswmUws7xMfH4/CwkIoFAq0tLTg/v37mJiYgMFggIuLC4KDg7Fu3Tob2AotxuHhYavKMO/N0rnJKJEHKqx00ndo9vm/koIk4UO++vp6tLa2oqqqCmq1GmFhYfD19WUeDIVvwoo6RRPUJ00/e1xiNpsZMXRTUxNycnIgl8vR1dWF7u5uBmJ/EvAsXmEC1gUSGrdCTQh+fn7YuHEj9u7di6SkJGakFQoFNmzYAG9vb5SXl+OTTz6x24pL685gMKC8vBw9PT1IS0tDXFwcXF1d8ejRIwwMDKCxsREjIyNWaAs+V0v/fxzFxhX3eldUVODKlSsICQlBaWkpzp07x1rvBgcHcevWLezYsQNyuZx9b25uDnq93ooWysVlcf4HzZYWU5RiIYOXlxc2btyImzdvoqqqig0uCwoKcqpaJhSx3CiBbjUaDRITEzE2NgaZTIbNmzdDrVbbPY+9hUoKqr29HUePHoVOp4NKpYLRaMTMzAxkMhmSkpKsoFJzc3Po7u7G5cuXUVdXB7PZDE9PTyQnJ+Pf//3fkZeXB6lUivHxcYZLraiowPz8PNavX48tW7bYFLLIg2pvb4fJZGL3SsaC0iZ6vZ71zc7NzaGhoQGDg4MsDCLvl7zopQD7P2fhPRkaI9Ld3c2MAylCgtA48k6exP3TO+vv78eVK1dQXFwMd3d3BuuZmppaVuPASkXM4BIEaXx8HG5ubmhubkZ1dTXee+895OXlsYKvj48P1q5di6ioKAwODuL48eOsxVnsfs1mMyYnJ1nXHEWnlAKgd8HfMw+NouM8jmeyIkU5OzuLhoYGfPzxx3B3d8fAwIAVR5+Liwtr3ueLLxQ+dnV1Wc2vUSgUonk0Oh8tUABMORHwe9euXYy1mpK7U1NTVgDclQh/3uHhYUxMTMDDwwNqtRoZGRl2J/sRDswRsxKBtbVaLQPTSqVSZGZmIiQkBCqVilnswcFBnDlzBhUVFQwtoFQq8cILL2DTpk0MKeDn54fg4GDs2rULfX19MJvNUKlUNlR49D4IskKUWh4eHoiKimK0V35+fqioqGAs82azGQ8fPsT58+cZm5OXlxcWFhYwMDCAq1evor+//2cBE/oxQtdPOXehPE0jQEaJ8vN8iuNJePN8EQn4oR1WeC5aqyTT09MoLi7G/Pw8fHx8sGbNGhbhUX714MGDqKysxL179xxieQnFQMaArov/2951P05ZUehNVbC+vj64uLgwa8ZrcX4CHCnK3t5e1gPOh3s8gFfsXDRSgfCZFP4R9RVNNJyenkZnZyf0ej2kUumSvb6OhO7BaDSira0NAwMDmJmZYdfgqFrsaB4ILTzCtY2NjUEqlTJSA7pegk91d3fj/v37MBgMLMUgk8kQHR3NQnQ6Fylogu3IZDK7CpuMAIXOMpkMKSkp2L59O1QqFby8vODt7Y2amhoMDw+zdrd79+4hKysLkZGRCAkJYRXfuro60XTDv7L8XO/lSSpHsXORh8YrSv46hP+mkLy1tRUNDQ1ITExkAHWK0kJCQhATE4MHDx44xTj1tNM6K1aU/DQ+3tUloc1LYcrg4CBOnz6N0tJSKzoqqswKOfzomAaDAS0tLWhpaUFQUBDWrFkDb29vyGQyNjZCoVAwFvWioiIkJyejoKAAaWlpy57lQ/dnMpnQ3NyMhw8f4ujRo2hra4OLyyJhAcEg7B13Ka+KlCDN+pHJZDCbzZDJZFAqlQAWrXJrayv+9re/obS0lHnn7u7u8PX1RUREhFWxiopMEomEJbKFuSVe3Nzc4O/vDz8/P8hkMmRkZOCDDz7AunXr2HEDAgIYR2B/fz/j/RsYGIBarUZqairm5uZQUVGx4lkmj1PIQDyOAsrPXX6qexPb20spSmBxJlV3dzeOHTuGmJgY5OXlseKlm5sbgoKC8Nxzz6GkpMQubEqYF/2XU5SA7UPik/uenp5Qq9WQyWRMqVZUVLCZGcKGdTGmF1KS5eXl+Oyzz9DX14eMjAzGVkTVXrlcDk9PTwa7ocplW1sbfve739kdhuTovihN8Nlnn6G8vBz19fWYmZmBh4cHdDqd3d5y/rtLeVd8SAOAUbdRKK3T6fDNN9+guLiY5Qn5Zy3mgdP/nRk07+npiTVr1qCzsxNSqRSvvPKK1cwXF5dFRpb169cjPT0dIyMjmJqaYozoTU1NuH37NstZE0bvaUphYSGMRiP6+vowOjr61BX34xZnAdtPQviiHn8eR+Hv9PQ06uvrcezYMYSFhUGj0bC9KJVKsXbtWqxfv55NBeCdJ0qvkV4g0o6nZQBX3JlDSW5KdNODJO7EHTt2sOlwJpMJ9+/fx/DwsM3IVqlUyrwjEvK4Wltb8dlnn+HWrVtYWFiAXC63atqn71PBiL6n1WphNBqxceNGBAYGLitXyedgb968yXKedH/2Jj3S+cfHx0Vnf/OGRGgdpVIpwsPDkZqayro6TCYTqqqqbMakUifM+Pi4VdeC8Jj2PEkSGumxY8cOREZGIjc3l/UPkxArzosvvgitVstYvfkEvjB5/jTlo48+gl6vR2lpKU6ePInGxsYfhV98msK/Ox6iQ3+E75b3pH8MDMbetRDhhEQiYftsqeIROTs3btxAcnIyfv3rXyMwMJDdQ1BQEA4ePIja2lrU19ez1JKnpye8vLyQlJSEtLQ0uLu7o7W1lc03Wkm//I+VFQ0Xk0qlCAoKQlRUFAICAtjMFIKkbNiwAZs3b2YFDwLkCtv5aORpamqqlUdJyqqjowMdHR2YnZ1lQ56E3qeXl5cVvRWFzcRutGHDhiVp3HjrSBgxarW091KEC5WuubGxEZWVlSxBzUOjKHfJj7JwcVlsa1Sr1Uyp0/HFYA0WyyITTXNzM/Lz85mBIY/aYrHAw8ODYT3FrpMvChBll9hcaoJhbd26FePj4zh//jy6uroY+J7u4+eiiOLj4zE/P4/o6Gh4e3vjz3/+M7q6un421+es0DsjhUgEtnK5HEqlkhXSyAEghURDuYxGoxXg/McKtQUrlUpER0czJ4aGkjk6B+FPv/rqK6Snp2PLli2sI0wmk2HdunU4cuQIPv30Uzx69Aiurq6Ii4tDcnIyDh8+jPj4eLi5uWFoaAjXrl3D//3f/0Gr1VrVQH4KWfZwMZrf8tprr2Hz5s3MQtBilEgkkMvl7EVaLBbIZDKEh4czzCAlhim0S0pKYi45bz2JZQcAVCoVXnjhBQZk5UPImJgYSKVSViQii9fS0gKDwYDAwEC790SKkRQ9eWeBgYHw8fFhxKokvCclPM7ExARu3LjBqs4Wi4WRrIaGhrKec5p9MzU1xTgxQ0JCrFoX5XI5YmNj4enpaZXsJo/yzp07KCwsRGxsLBYWFtDX14eOjg5YLIvEBbGxsaL97ZQK6erqQmlpKRYWFqDRaKw+Q8+QPBMae5Gfn4/W1la0trYy8gmtVouJiYllD1N7EkJECv7+/tiwYQMuXLhg9S7+FYRXknQ/fn5+iI+PR15eHtLT06FSqWy6c/R6PVpaWlBUVISysjIMDQ3ZTFVc6fW4u7tDpVIhKSkJO3fuxOzsLC5evIjy8vIlny3v9Jw6dQqJiYlsJhChNV588UWEhoaisrISEokE+fn5iIiIgFqtZjWGgIAABAcHw8fHBx999BEL13+qdI/TipIsG22aw4cPszEIPEyBLyDQz6nf88qVK+jq6sL4+DgkEgnS09Oxf/9+BAUFWXk/FFKnpaXhnXfewejoKFQqFTQajdVEQfKeiPmY90iJaccekSwpg8nJSQYvCgwMZHRssbGxyMzMxOzsLEwmE1sQBoMBHR0dyMrKYh6ixbIIJKe8HRVe6D6USiUOHTqE/fv3w9vbGw0NDfj0009RXV0NAIiMjERUVJSVAfDx8UF+fj4uXrxo1dNO0J779+/j6NGjyM7OZhjK3t5eSKVS7NixA7/61a9sesYJvD4yMoJTp06hqKgIPj4+iI6ORlxcHAONz8/Pw2g0WrWj+vv7s4l8s7OzzBB99tlnuHz5MksFOCog/VTi5uYGhUKBsLCwJQmhf45Ce40Ipzdu3Ij9+/cjMzOTRVT8fqF3lpKSguTkZAQHB+Obb75hg94eRyju7u4OHx8f1h2jUqmcRpXQPqOxF7m5ucyRcnd3R1BQELZv346CggIAYGz+PHrE1dUVgYGB2LlzJ+7du4fy8nKbyZpPUpxWlJ6ensxV3rt3L2MwX+pBUd4yNTUVr7/+OiMK9ff3x6FDh5CZmWmzoQnX5+/vj6ysLCwsLFiFrsKuELlcLooVNBqNNsQZ9PuZmRmYTCaUlJTg1KlTjBXl1VdfZWzV+/btg0QiwfDwMEs263Q6XLp0CbGxsSxlYDab0dHRgZMnT6K1tdXKm/Tz80N6ejoOHz6MxMREuLu7Q61Ww8/PD1999RUmJiawZcsW1j/Ne8oJCQlQq9Xo7e21ylMSvvLChQsoKiqCyWRiuUx3d3eYzWZs2LABwcHBbENRuN3Z2Yl79+7hwoUL6O/vh1QqRVFREbKzsxESEgKTyYSxsTF899130Gq1CAsLw44dO5CSksK8AG9vb1gsFsjlckxPT6O6upohGaj67izZxpMQulexd/+vIPQMaYTByy+/jLy8PAb0t7fnJBKJFYnE5cuXmbJcaR6ZlPDAwABqamrg5+cHDw8PtLe3s5yiM0ITL+/du4eQkBDWgskbBSIAFzO25Nn6+/sjPj4e7e3t6OzstHLSnqQ4vZqTkpIQGRmJ119/XZQGzJEQ88xzzz2H3NxcNDc3Qy6XIyMjAwqFwi75LtG38z8TE3vI/qmpKSsGH3qoFHrW19fjf/7nf1BfX8+8xW3btjFKfep6qaysREtLCwP6lpSUQK/XIz8/H35+fqzwcv/+faYw6MWGh4cjLy8PkZGRzCC4ubkhLy8P4eHhrDuHZnnwoZevr69dKjcaYcp3zlgsiwD+jo4O3L59G4mJiQgODoar6yKTel9fH06dOoXbt2+jp6cHMzMzDJFw6dIlJCQkoKmpCfX19bh16xb0ej28vLzQ1taGP/zhD0hISLDyZGQyGTQaDcLDw9HS0oL5+Xk2NdNRuuNJCRnIqakptLW1QavVLmvS3s9FyLmIjY1l4bZCoVhyz9Gs68TERLzxxhvw8vLCpUuX0N3dbZVPXq5iIU5JIopxc3ODXq9fdqGMcv/UnMI7BnTfS+kUnpzjZ1nMKSgogEajYSM9ne2jBn6wBvSyPTw84OnpCV9fX6co3u0JWUmxxC55FULaL2pRa25uRklJCZs37urqyjgVeeLfyMhIqNVqK27JyclJtLS0MEVCpCCkJPkijlwuZ+NCeSVI4zcJxyh8ps4k4ukzwvuenp5GY2Mjent7WRhDuNCKigrWY0tV0rGxMVRWVmJoaAgNDQ2sd5ewnk1NTRgYGEBsbKwV1IqMGb/gCUy81HTNJyHUa03vh1plndlQYkWvpym0XwIDA53mQaAIi7zR3NxcdHZ2wmg0wmAwwGg0Lsk9aU/oe+Pj43BxcbFhQ3dGqE2Wd37EkCH2hCJBKlj9lJVvpxXlH/7wB3h5eTHc4nJzUBSyEfEr4LiDxVkh75DHLfKehXBsApEF/+1vf0NTUxMbE+rm5sZCFFKUlL87cOAAtFotHj16xFijh4aGMDo6ynKUtEl5C+viYs0Hyf+cJ+HgC1gkCwuLzNJiZK+kkHx8fODl5YWZmRnGIE/3TRjHLVsWR+e2trYyGjDiJyRDMzY2hhs3bsDDwwNGo5Fh1kiRdnZ2oqqqCtnZ2TYAflr8fBpk/fr1yMrK+lHvdSXS3t6OiYkJlJSU4MSJE+zdOxIK/XioGxX4HjfMxlnhDQ7P8+iMkKIMCAhAYWEhgoODodFooNVq8eDBAwbRI4iXPWUjppip40ZM0YrVJnjYIIXNmZmZjMcVsDVI9vQKKcnm5mbcv38fg4ODNmMrhOcWO/5KxWlFGRERIbqhnRUeB8aPm/wxSX8q2FRVVdllc+GHofNQhfv37zP6Jb7wQpVierne3t7YunUrqqurcfbsWYyOjrJwjt9IYgvOYvmBu3J2dtaqCk0bVEyosl1WVoauri4b3Ka7uzsCAgKwceNGZGZmQqfT4datW2z0LIU4V69eRUlJCdzd3WEymZgS5K+bPHLyFPhqN93DzMwMaxQQCj1XuicK/eLi4lb0Tn+M/Pa3v2Uzx6ml1VFoSLCbgIAAREZGIjg4mGFUOzo6GKSN1gcvfPFS7Oc/VqhVlm/ZdVZo7fr6+iI1NRUhISEYGRlBSUkJSkpK0NLSwqrGwvVA61IqlcLHxwcSiYT1Wc/NzYmCvul8Xl5ekEqlrNGEyH6py+uZZ57Btm3brOB8zniUFB329vbi9OnTaG1tZfln3osmJAClyIiR63HkqZ1WlI8jOc+HnsKfiS0wR4uDXsSDBw9QVVVlQy/FP0BSAHNzc2hubsatW7dgMBhs5tn4+Pgwcg5eiatUKhw5cgRSqRQ3btxgXJM8FZrJZGLVcVp4ZrMZXV1duH37NrZs2YKkpCQrDk0xodC5oaEBZ8+eZdT1/H15enpi3bp1eP/995GQkACz2YzCwkL893//N9ra2jA4OMgY4CcnJ9k12vMelqKhIi9LzBBMT09bGSlKK3h6eto93pOSmzdvWnn3jpQWpVYyMzNx4MABlm+mUQonT55EUVERm3Mj5inRcajAQrniH+uJ0vPmmYqW813+2ry8vBAWFsYKKAUFBaitrcXdu3dRUVGBnp4eqxZCKkDm5OSwWdrE1N7Z2YmHDx9ibGzM5jz+/v7YtGkTEhISkJKSArPZjO7ubvT19cHDwwNpaWkoLCxEZGSkDZ8rXz8QE7PZjLGxMVy+fBlXr1616lRzc3ODr68v0tLSGKvX+Pg4ysrK0N3djdbW1sfCuv9USpNiVpinsAJ+mOfC8yPSZwnmUltbixMnTjAWHP745N3QUHoADBBOioQHv5MlFXbe8BXo999/H3v37mWFEILTGAwG3L17F3fu3MHQ0BBbRAsLCxgaGkJ5eTn+/ve/47XXXkNSUhJLXwhn1vCW8/PPP0dtba0NYQDBdQoKCpCcnAyFQgFgsX2vp6cH3377LW7cuGHD/v5jhHJTer0eSqWS4WOpaMJjFc1mM/R6PSYnJx/LuZcjzpArANYjQ/7jP/4DeXl5jCPVbDYjPj4eSqUSUqkUZWVlmJycZLk18qzm5uaYZ08Dv3p6etDW1sagUivdnFRwpMIHn/d29vu84aKmBIlEAqVSiZiYGGRnZ+Pu3bu4dOkSIzQhZqrt27fj7bffZmQWFosFu3fvRn9/Pz7++GP885//ZPNsaH9kZWXhgw8+QGRkJAICAgCAEWADi40hQpIW3gCLRVj0+8nJSVRUVODUqVNs7wLW0wk++OADpKenM6z2nj170Nrair/+9a+orKz80QiIp4fh+H+FNtfExARD++t0Ovj4+MDf3x8KhYI9YGCRLMJkMqGmpgZnzpyxmr9DQqFAWFgYEhISmFdJfdhitE4WiwXDw8OorKxEeHg4goODWQ6VvKTw8HDGmENCoWtKSgq7dj40Jxbx8+fPo66uDvn5+di0aROjVOO7hgh+dPHiRVy7ds3KcvL3RrPK+ZGhcrkcOTk5GBsbQ1lZ2WNl8iEuytLSUgblID7Lr776isGX6P10dXU9taq3M0JA52effRbr1q2zGjNAzPEZGRn47W9/i23btsFoNDJCh6GhIUxMTGB8fBwBAQFYu3Yt4uPj4enpif7+fpw/fx5ff/01qxIvd3OScqDn2N7ejqmpKXh7ezt9DKF3xkdINJPJ19cXYWFhyMzMxM2bN9HX1we9Xo+UlBQ899xziIuLs0oVSaVSBAQEMHo0gsuR4V6/fj2Sk5Mhl8uZYvby8rJyOIQODzVv0Kwo4WwrMhg9PT04d+6c1chbupfo6GgcOXIEOTk5DGNtsVjg5eUFtVqN6elpDA8Ps26ele6Jp64ogUVPgGjfOzs7MTAwwEIjKngQoJwqeH19fRgeHsbU1JSNMiErmpSUBJVKxZQJVUTFcJWEFTtx4gR0Oh127tyJ+Ph4q4o09bvyYSV9l2AyYlAeylU+fPgQzc3NuHLlCrZs2YJf//rXSElJYWw/MzMzqKmpsbGcQqH2L2FfdkBAAKKjo1fEmGRPyMttbW3FX/7yFxQXF0Mul8NkMqGhoYFV/8m7IOC9u7s7XnnllcdyDY9TyHNRKBSse0mYCiJjkJiYiJiYGFgsFvasCWExOzvL8mJU3CQDS7OsGxsbV7Q56Zl3d3ejrq4Ow8PDooP3xN4xn97i0Rf0Oz56ooJiUlISpqenMTMzAx8fHyiVShsUBq05jUaDsLAwNu6CPEoaDSNsHLEnlK4iBR0QEMAmE/COw9TUFOrr61FRUWFjeKRSKXJzcxmjGF/7oPA+NzcXWVlZLOpcqZf/1BUlLYoHDx6gpKQE4+PjrGWQLwAJ3XXK3YhZbFJmGo2GgaQpHLG3cOnF0UD4lpYWHDlyBDExMVCpVGzRiL18UqJ0fWL3SNdLkCW9Xg+FQsES2y4uLozQt7Oz0+EGs1cIovbRxw32pl7i+vp6aLVaq5yvkGWaPICfY0cMv4ElEolDVikqaJBR5NcfX83l1yaRiOzZswfz8/Po6OhYUWsnrRedTscch6ioKNHxwo6UpZhnyf/NG37hPdkjpZbJZMy7JqFUhrOjXOj+RkdHcefOHTx69AjJycnIz89HUFAQMzxUZW9pabFiQidlL5PJkJqaCl9fX5vrpf8rlUokJibCy8sLRqPRYS7UkTx1RQmA5fJoJALPiiN8uY6qzPQ53msQJo3tJdrp5VEFuKWlBV1dXfD390dISMiS90DVYUcvgd9kRqMR7e3tMBqN8PPzg6urK6amptDf3+9Urk24IGmBE8zlcQo9N/KmSIQVcvrZ1NQU9Hr9Y72GxyX8c1uq6CKGyrCnfOjfEokEQUFBVpXdlQilpCYnJ2E0Gm2gPEspJLpOZz5HsCixe7L3eeF9LzeCIePb3d2Nzs5OeHl5IS0tDYGBgVZ7nMbHCA0Ohd72GlZI3N3dmfPwY6IsF8vjSmStyqqsyqr8f1R+HNp7VVZlVVbl/weyqihXZVVWZVWWkFVFuSqrsiqrsoSsKspVWZVVWZUlZFVRrsqqrMqqLCGrinJVVmVVVmUJWVWUq7Iqq7IqS8iqolyVVVmVVVlCVhXlqqzKqqzKEvL/AEuCSCS1MolpAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 400x200 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 30\n",
      "\tobjective = 9.5310e-01\n",
      "\tgrad_norm = 4.0515e-03\n"
     ]
    }
   ],
   "source": [
    "from tidy3d.plugins.autograd import adam, optimize\n",
    "\n",
    "# hyperparameters\n",
    "num_steps = 30\n",
    "learning_rate = 0.25\n",
    "\n",
    "\n",
    "def flatten_arrays(arr_Si: np.ndarray, arr_SiN: np.ndarray) -> np.ndarray:\n",
    "    \"\"\"Put the two parameter arrays into a single 1D optimizer array.\"\"\"\n",
    "    return np.concatenate([arr_Si.flatten(), arr_SiN.flatten()])\n",
    "\n",
    "\n",
    "def unflatten_array(arr: np.ndarray) -> tuple[np.ndarray, np.ndarray]:\n",
    "    \"\"\"Unflatten flattened array into Si and SiN arrays.\"\"\"\n",
    "\n",
    "    arr_Si = arr[: params0_Si.size].reshape(params0_Si.shape)\n",
    "    arr_SiN = arr[params0_Si.size :].reshape(params0_SiN.shape)\n",
    "    return arr_Si, arr_SiN\n",
    "\n",
    "\n",
    "def plot_density(density: np.ndarray, ax):\n",
    "    \"\"\"Plot the density of the device.\"\"\"\n",
    "    arr = np.flipud(1 - density.squeeze().T)\n",
    "    ax.imshow(arr, cmap=\"gray\", vmin=0, vmax=1, interpolation=\"none\")\n",
    "    return ax\n",
    "\n",
    "\n",
    "params = flatten_arrays(params0_Si, params0_SiN)\n",
    "optimizer = adam(learning_rate=learning_rate)\n",
    "params_history = [(params0_Si, params0_SiN)]\n",
    "\n",
    "\n",
    "def record_step(current_params, grad, state, step_index, objective_val):\n",
    "    params_Si, params_SiN = unflatten_array(np.array(current_params))\n",
    "    params_history.append((params_Si, params_SiN))\n",
    "\n",
    "    # plot the densities, to monitor\n",
    "    f, (ax1, ax2) = plt.subplots(1, 2, figsize=(4, 2))\n",
    "    plot_density(get_density_Si(params_Si), ax=ax1)\n",
    "    plot_density(get_density_SiN(params_SiN), ax=ax2)\n",
    "    ax1.set_title(\"Si etch density\")\n",
    "    ax2.set_title(\"SiN etch density\")\n",
    "    ax1.axis(\"off\")\n",
    "    ax2.axis(\"off\")\n",
    "    plt.show()\n",
    "\n",
    "    print(f\"step = {step_index + 1}\")\n",
    "    print(f\"\\tobjective = {objective_val:.4e}\")\n",
    "    print(f\"\\tgrad_norm = {np.linalg.norm(grad):.4e}\")\n",
    "\n",
    "\n",
    "# optimize() minimizes, so maximize the objective by minimizing its negative.\n",
    "params, opt_state, history = optimize(\n",
    "    lambda current_params: objective(*unflatten_array(np.array(current_params))),\n",
    "    params0=params,\n",
    "    optimizer=optimizer,\n",
    "    num_steps=num_steps,\n",
    "    bounds=(0.0, 1.0),\n",
    "    callback=record_step,\n",
    "    direction=\"max\",\n",
    ")\n",
    "objective_values_history = history[\"objective_fn_val\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b127992f-9441-4c37-9525-b831f2af8f02",
   "metadata": {},
   "source": [
    "## Analysis\n",
    "Let's compute the objective for the last set of parameters and plot our results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3623945f907498b6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T12:54:28.638446Z",
     "start_time": "2026-03-18T12:52:36.941905Z"
    }
   },
   "outputs": [],
   "source": [
    "params_final = params_history[-3]\n",
    "objective_value_final = objective(*params_final)\n",
    "objective_values_history.append(objective_value_final)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a149227d0e21f231",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T12:54:28.755931Z",
     "start_time": "2026-03-18T12:54:28.665435Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Hf39/o/X+/v64cOFCs68/fvw4zp49iw0bNhitT0xMxKOPPorQ0FBkZWXhlVdewejRo5GamgoHh8Yvb05OTsbSpUtbfjJEIqnR1eLstV+RcvYodvz0P1wtumHY1tlbgScGj8ZjsaMR7t9VxCqJiGyL3YSlu7VhwwZERkY2GAw+ceJEw+PIyEhERUUhPDwchw4dwsiRIxs91sKFC5GUlGR4rtFoEBQUZJ3Cie6CSqvByctncSLrNE5cPoOfr5xDRXWlYbubzBV/vOcBPDF4DOK69YdUKhWxWiIi22Q3YcnHxwcODg7Iz883Wp+fn9/seCOtVott27Zh2bJlzb5PWFgYfHx8cOnSpTuGJZlMxkHgZHMEQcCVwus4npWBk5fP4HhWBjJzLzfYz8tNjoHhUXgoZiRG97sfbjIXEaolIrIfdhOWnJycEBMTg5SUFIwbNw5A3X2nUlJSMGfOnCZfu2PHDlRVVeHPf/5zs+9z/fp1FBcXIyAgwBJlE1lNVU01zlzLxImsjLrl8hkUakoa7Bfu3xUDw6MwMCwSA8OjEOEfzBYkIiIz2E1YAoCkpCRMnToVAwYMwKBBg7BmzRpotVrD1XFTpkxB586dkZycbPS6DRs2YNy4cQ0GbZeVlWHp0qUYP348FAoFsrKysGDBAkRERCAhIaHVzovIVIIg4Nil09h4aAf2ZjScHNKpgyOiu/bEwPAoDAqPxoDwSPi4e4lULRFR22BXYWnChAkoLCzE4sWLoVQq0a9fP+zZs8cw6DsnJ6fB/zFnZmbihx9+wN69exscz8HBARkZGdiyZQtUKhUCAwMxatQoLF++nN1sZFPKqyux8/h32HjoC/xy/aJhvXdHTwwKj7oVjqIQ1bUnZI5OIlZKRNT2SITf3tSJWkSj0cDDwwNqtRpyOS+zJsu5WngDm498ic9+/Bqq8ropKlwcZRgfm4ipwx5F36DunBySiKiFTP39tquWJaL2QK/X48iFE9h4aAf2nfnRcJParj6BmD58PCYNeZBzHxERtSKGJSIbUVqhxfafdmPToS+QlZ9jWP9A78F48oHHMaLPYDhIG5/7i4iIrIdhiUhkv+ZlY+OhL7Djp/9BW1UOAHB3dsPEIX/EtOHjOUEkEZHIGJaIRPJDZhre+d8mfH/hpGFd94BQPHn/Y3gsNhEdnd2aeDUREbUWhiWiVna1KBfL/rMWu38+BACQSqRIjB6KJ+9/HPf2iOGAbSIiG8OwRNRKtFUVeO+7T/D+3k9RVVsNB6kDpgx9BM+OmoygTpwElYjIVjEsEVmZIAjYeWIvln/5HvJUhQCAoT0HYNnj89Grc7jI1RERUXMYlois6PTVC1j0+Wocz8oAUHf5/2vj52J0v+HsbiMishMMS0RWUKgpQfJXH+Czo99AEAS4ODlj3uhp+Gv8JDg7cnZ4IiJ7wrBEZEHVtTXYeGgH/vHNBpRWagEA4wcl4O+PzEaAl5/I1RERUUswLBFZSMrZo1iy4x1cyr8KAIjq2hMrJiRhYHiUyJUREdHdYFgiukuX83Ow+It3sP/MjwAAH3cvvDLuWUyMG9vgxs5ERGR/GJaIWigj5wI+ObIT21N3o0ZXiw5SBzw1YgKSxj4JuUtHscsjIiILYVgiMoO2qgJfndyHLUd24vTV84b1I/rEYdnj8xChCBaxOiIisgaGJSITnLt+EZ98vwv/ObbHMHDb0aEDxvZ/AFOGPYIh3e8RuUIiIrIWhiWiO6iorsR/01Lw7+934eTlM4b1Ib5d8Of7HsaEuLHwlXuLWCEREbUGhiWi3/k1Lxv//n4XPv/pW6jLSwEAHaQOSOw3HFOGjsN9PQZw4DYRUTvCsEQEoLKmCrtPHcS/v9+Fny6lG9YHdQrAn+97GJOGPAg/j07iFUhERKJhWKJ2Ta/X44P9W7Huu3+jRKsGADhIHTAq8j78Zdg43N8rlq1IRETtHMMStVv56iLM2fQavr9wEgDQ2csff7rvIfxpyIOcbZuIiAwYlqhd2n/mKOZuWYaSMhVcnJyx/PF5mHTvg3CQOohdGhER2RiGJWpXqmqqsWLn+/jwwDYAQJ8u3bD+qeXopggRtzAiIrJZDEvUblxSXsXTGxbh7LVfAQAzR0zAq488C2dHmciVERGRLWNYojZPEARsS92NV7atQkV1JbzdPLBm6iKMirpP7NKIiMgOMCxRm6apKMNLW9/GzhN7AQD39ojBuumvQeHpK3JlRERkLxiWqM06lX0WT29YjJyiXDhIHfDSQ7Mwe9SfOYibiIjMwrBEbY5er8e6vf+Ht/77L9TqdQjqFID1M5YjJqyv2KUREZEdYliiNuX3cyc9PCAeKye/DLlLR5ErIyIie8WwRG3G7+dOemPi3zAxbiwkEonYpRERkR1jWCK7JwgC3tj1Ad797hMAQN+g7lg/YzkiFMEiV0ZERG0BwxLZNZ1ehxc/fRNbf/waQN3cSX9/ZDZkjk4iV0ZERG0FwxLZreraGszZ9Br+m5YCqUSKf/zlFUwa8kexyyIiojaGYYnsUnl1JZ7610Ic+CUVjg4d8MGMZfjjPSPELouIiNoghiWyO5qKMkxZ9zf8dCkdLo4ybHz6LTzQZ7DYZRERURvFsER2paj0Jv707jxk5GTC3dkNn85ZjUER0WKXRUREbZhU7ALMtW7dOoSEhMDZ2RmxsbE4fvz4HffdvHkzJBKJ0eLs7Gy0jyAIWLx4MQICAuDi4oL4+HhcvHjR2qdBLZB3swCP/ONpZORkopO7F75Mep9BiYiIrM6uwtL27duRlJSEJUuW4NSpU4iOjkZCQgIKCgru+Bq5XI68vDzDcvXqVaPtb7/9NtauXYv169fj2LFjcHNzQ0JCAiorK619OmSG7IJreGjVX3FReRWBXn746oX1iOzaQ+yyiIioHbCrsLR69WrMnDkT06dPR+/evbF+/Xq4urpi48aNd3yNRCKBQqEwLP7+/oZtgiBgzZo1+Pvf/46HH34YUVFR+OSTT5Cbm4tdu3a1whmRKc7fuISHVz2Na8V5CPMLwld/+xfnUCIiolZjN2GpuroaaWlpiI+PN6yTSqWIj49HamrqHV9XVlaG4OBgBAUF4eGHH8Yvv/xi2JadnQ2lUml0TA8PD8TGxjZ5zKqqKmg0GqOFrONU9lk88o9nUaApRu/OEfjqb+sR1ClA7LKIiKgdsZuwVFRUBJ1OZ9QyBAD+/v5QKpWNvqZHjx7YuHEjvvrqK/zf//0f9Ho9hgwZguvXrwOA4XXmHBMAkpOT4eHhYViCgoLu5tToDn64cBKPrXkOqnINYkL74suk9+Er7yR2WURE1M7YTVhqibi4OEyZMgX9+vXD8OHD8eWXX8LX1xf/+te/7uq4CxcuhFqtNizXrl2zUMVU77vTRzD5vSSUV1VgaM8B+Pz5tfB0k4tdFhERtUN2E5Z8fHzg4OCA/Px8o/X5+flQKBQmHcPR0RH9+/fHpUuXAMDwOnOPKZPJIJfLjRaynP8c24Mn/7UQVbXVGB09HP+e/Q+4ObuKXRYREbVTdhOWnJycEBMTg5SUFMM6vV6PlJQUxMXFmXQMnU6HM2fOICCgbsxLaGgoFAqF0TE1Gg2OHTtm8jHJsjYd+gJzNi+FTq/D44PH4KNZK+DsKBO7LCIiasfsalLKpKQkTJ06FQMGDMCgQYOwZs0aaLVaTJ8+HQAwZcoUdO7cGcnJyQCAZcuWYfDgwYiIiIBKpcLKlStx9epVPPXUUwDqrpSbN28eXn/9dXTr1g2hoaFYtGgRAgMDMW7cOLFOs13S6/VY/e1GrPrmYwDAjAcex/LH50MqtZs8T0REbZRdhaUJEyagsLAQixcvhlKpRL9+/bBnzx7DAO2cnByjH9ebN29i5syZUCqV8PLyQkxMDI4ePYrevXsb9lmwYAG0Wi1mzZoFlUqF++67D3v27GkweSVZT6GmBM9tXopD544BAOaPmY4FD86CRCIRuTIiIiJAIgiCIHYR9k6j0cDDwwNqtZrjl8z0Q2Yant2wGAWaYrg4yrBi4t/wp3sfFLssIiJqB0z9/barliVqO3R6Hf757Sas3r0RekGP7gGh+HDmCvQMDBO7NCIiIiMMS9Tq8tVFeHbjEvyYmQYAmDjkj1gx4QW4yVxEroyIiKghhiVqVYfPHcPsTa+hqPQmXGUueGvSAjw+eLTYZREREd0RwxK1ilpdLVZ98zHe2bMFgiCgV+dwfDhzBbopQsQujYiIqEkMS2R1uTcL8OyGxfjpUjoAYMrQR7D08efh4sQrDomIyPYxLJFV7T9zFHM3L0WJVo2Ozq5YNXkhxg38g9hlERERmYxhiayiRleL5F0f4P19nwIAIoO648OZKxDqx5sOExGRfWFYIou7VpyHpz9ehLTsswCAJ+9/DIvHP8fblhARkV1iWCKLOnTuGJ7+eBFU5RrIXTpi9V9ewR/vGSF2WURERC3GsEQWU1VTjWc3LIaqXIN+wb3xr5mvI9gnUOyyiIiI7grDElnM3owfUKJVI8DTF/998V9w6uAodklERER3jbd0J4v57OjXAIDHB49hUCIiojaDYYksIu9mAQ6dOwYAmBg3VuRqiIiILIdhiSzii2N7oBf0iI2IRph/V7HLISIishiGJbprgiBgW+o3AIAJcX8UuRoiIiLLYliiu3by8hlk5efAxckZD8VwmgAiImpbGJbortUP7H7wnhHo6OwmcjVERESW1aKpA1JSUpCSkoKCggLo9XqjbRs3brRIYWQftFUV+OpkCgBg0r0PilwNERGR5ZkdlpYuXYply5ZhwIABCAgIgEQisUZdZCd2/3wQ2qpyhPh2weCIfmKXQ0REZHFmh6X169dj8+bN+Mtf/mKNesjObDtaP7B7DIMzERG1SWaPWaqursaQIUOsUQvZmauFN3D011OQSCR4YjDnViIiorbJ7LD01FNPYevWrdaohezMttTdAIBhPQeis7e/yNUQERFZh9ndcJWVlfjwww+xf/9+REVFwdHR+LYWq1evtlhxZLv0ej0+/+lbAMCkIRzYTUREbZfZYSkjIwP9+vUDAJw9e9ZoG8estB8/ZJ7EjRIlPFzdkdhvmNjlEBERWY3ZYengwYPWqIPsTP3A7nED/gBnR5nI1RAREVnPXU1Kef36dVy/ft1StZCdUJeX4tv0wwCAiUN4exMiImrbzA5Ler0ey5Ytg4eHB4KDgxEcHAxPT08sX768wQSV1DbtOrkPlTVV6BEYhn7BvcQuh4iIyKrM7oZ79dVXsWHDBrz55pu49957AQA//PADXnvtNVRWVmLFihUWL5JsS30X3KQhf+Q4NSIiavPMDktbtmzBxx9/jIceesiwLioqCp07d8azzz7LsNTGZeZm4+cr59BB6oDxgxLFLoeIiMjqzO6GKykpQc+ePRus79mzJ0pKSixSFNmubal1rUrxkffCV+4tcjVERETWZ3ZYio6Oxnvvvddg/XvvvYfo6GiLFEW2qUZXiy+O/Q8AMDGOA7uJiKh9MLsb7u2338bYsWOxf/9+xMXFAQBSU1Nx7do1fPvttxYvkGzHgbNHUagpgY+7F0ZG8pY3RETUPpjdsjR8+HD8+uuveOSRR6BSqaBSqfDoo48iMzMTQ4cOtUaNZCO2Ha27vcljsaPh6GB2ziYiIrJLLfrFCwwM5EDudqZQU4J9Z34AwLmViIiofTEpLGVkZKBv376QSqXIyMhoct+oqCiLFEa25cvj36FWr0O/4N7oGRgmdjlEREStxqSw1K9fPyiVSvj5+aFfv36QSCQQBKHBfhKJBDqdzuJFkrgEQTBcBTdxyFiRqyEiImpdJo1Zys7Ohq+vr+Hx5cuXkZ2d3WC5fPmyVYsFgHXr1iEkJATOzs6IjY3F8ePH77jvRx99hKFDh8LLywteXl6Ij49vsP+0adMgkUiMlsREzh/0Wxk5mTh/IwuyDk4YN+APYpdDRETUqkwKS8HBwYaZmq9evYrOnTsbbnVSv3Tu3BlXr161arHbt29HUlISlixZglOnTiE6OhoJCQkoKChodP9Dhw5h0qRJOHjwIFJTUxEUFIRRo0bhxo0bRvslJiYiLy/PsHz22WdWPQ9789nRrwEAY/rfD083ubjFEBERtTKJ0Fh/WhMcHByQl5cHPz8/o/XFxcXw8/OzajdcbGwsBg4caJjnSa/XIygoCM899xxefvnlZl+v0+ng5eWF9957D1OmTAFQ17KkUqmwa9cuk+uoqqpCVVWV4blGo0FQUBDUajXk8rYVJiprqhD90h+hLi/F9rnvYHjvWLFLIiIisgiNRgMPD49mf7/NnjpAEIRG7wdWXFwMNzc3cw9nsurqaqSlpSE+Pt6wTiqVIj4+HqmpqSYdo7y8HDU1NfD2Np55+tChQ/Dz80OPHj3wzDPPoLi4uMnjJCcnw8PDw7AEBQWZf0J2Ys/pI1CXl6Kzlz/u6zlA7HKIiIhanclTBzz66KMA6gZxT5s2DTKZzLBNp9MhIyMDQ4ZYb6LCoqIi6HQ6+Pv7G6339/fHhQsXTDrGSy+9hMDAQKPAlZiYiEcffRShoaHIysrCK6+8gtGjRyM1NRUODg6NHmfhwoVISkoyPK9vWWqLtt+aW+mJuDFwkDb+eRAREbVlJoclDw8PAHUtS+7u7nBxcTFsc3JywuDBgzFz5kzLV2ghb775JrZt24ZDhw7B2dnZsH7ixImGx5GRkYiKikJ4eDgOHTqEkSNHNnosmUxmFBbbqhsl+Th0/hgAYEIcr4IjIqL2yeSwtGnTJgBASEgIXnzxRbi6ulqtqMb4+PjAwcEB+fn5Ruvz8/OhUCiafO2qVavw5ptvYv/+/c3OAxUWFgYfHx9cunTpjmGpvdjx07cQBAFx3fojxLeL2OUQERGJwuwxS1OmTGlwNRkAXLx4EVeuXLFETY1ycnJCTEwMUlJSDOv0ej1SUlIM96hrzNtvv43ly5djz549GDCg+TE3169fR3FxMQICAixSt70SBAHbU+u64DhjNxERtWdmh6Vp06bh6NGjDdYfO3YM06ZNs0RNd5SUlISPPvoIW7Zswfnz5/HMM89Aq9Vi+vTpAOqC3MKFCw37v/XWW1i0aBE2btyIkJAQKJVKKJVKlJWVAQDKysrw4osv4qeffsKVK1eQkpKChx9+GBEREUhISLDqudi6Y5dOI7vwOtxkrvjjPSPELoeIiEg0Zt8b7ueff8a9997bYP3gwYMxZ84cixR1JxMmTEBhYSEWL14MpVKJfv36Yc+ePYZB3zk5OZBKb+e/Dz74ANXV1XjssceMjrNkyRK89tprcHBwQEZGBrZs2QKVSoXAwECMGjUKy5cvbxdjkppSP2P3QzEj4SZzaWZvIiKitsvssCSRSFBaWtpgvVqtbpVbncyZM+eOoezQoUNGz5vrFnRxccF3331nocraDm1lOf6bVtfdydubEBFRe2d2N9ywYcOQnJxsFIx0Oh2Sk5Nx3333WbQ4Esd/Tx1AeVUFwvyCMCg8WuxyiIiIRGV2y9Jbb72FYcOGoUePHhg6dCgA4Pvvv4dGo8GBAwcsXiC1vt8O7G5sAlIiIqL2xOyWpd69eyMjIwNPPPEECgoKUFpaiilTpuDChQvo27evNWqkVlSoKcGxS+kAgPGDeENhIiIis1uWACAwMBBvvPGGpWshG7D/7FEIgoCorj3R2du/+RcQERG1cS0KSyqVCsePH0dBQQH0er3Rtvob1JJ92pfxPQBgVBTHnxEREQEtCEtff/01Jk+ejLKyMsjlcqMxLRKJhGHJjlXWVOHgubrbmzAsERER1TF7zNILL7yAJ598EmVlZVCpVLh586ZhKSkpsUaN1Ep+zExDRXUlAjx9ERnUQ+xyiIiIbILZYenGjRuYO3duq98bjqxvb8YPAIA/RN7Hq+CIiIhuMTssJSQk4OTJk9aohUQkCAL2n/kRAPAHdsEREREZmD1maezYsXjxxRdx7tw5REZGwtHR0Wj7Qw89ZLHiqPX8cv0ibtzMh4ujDPf1iBG7HCIiIpthdliaOXMmAGDZsmUNtkkkkla55QlZXn0X3PDesXBxcha5GiIiItthdlj6/VQB1DZ8xykDiIiIGmX2mCVqe5SqQpy+eh4AEN/3XpGrISIisi1mtyw11v32W4sXL25xMSSO+oHd/UN6w8+jk8jVEBER2Razw9LOnTuNntfU1CA7OxsdOnRAeHg4w5Id2numbrwSu+CIiIgaMjss/fzzzw3WaTQaTJs2DY888ohFiqLWU1Fdie/PnwAAjIoaKnI1REREtsciY5bkcjmWLl2KRYsWWeJw1Iq+v3ASFTVV6Ozlj96dI8Quh4iIyOZYbIC3Wq2GWq221OGolewzdMEN5azdREREjTC7G27t2rVGzwVBQF5eHv79739j9OjRFiuMrE+v1xvmV+J4JSIiosaZHZb++c9/Gj2XSqXw9fXF1KlTsXDhQosVRtaXcS0T+eoiuMlcMaT7PWKXQ0REZJNMCksZGRno27cvpFIpsrOzrV0TtZL6VqX7ew+CzNFJ5GqIiIhsk0ljlvr374+ioiIAQFhYGIqLi61aFLWOfbdm7f5DJLvgiIiI7sSksOTp6WloUbpy5QpvedIG5N4swJlrv0IikWBk3yFil0NERGSzTOqGGz9+PIYPH46AgABIJBIMGDAADg4Oje57+fJlixZI1lF/FVxMaF/4yr1FroaIiMh2mRSWPvzwQzz66KO4dOkS5s6di5kzZ8Ld3d3atZEV1Y9XSuBElERERE0y+Wq4xMREAEBaWhqef/55hiU7pq2qwA8XTgIA/sApA4iIiJpk9tQBmzZtskYd1IqOnD+OqtpqdPUJRI+AULHLISIismkWm8Gb7IdhIsrI+zhrNxERUTMYltoZvV6P/Wd/BMBZu4mIiEzBsNTOpF89h0JNCdyd3TC4W3+xyyEiIrJ5DEvtzO1ZuwfDqYOjyNUQERHZvhaFpX//+9+49957ERgYiKtXrwIA1qxZg6+++sqixZHlGaYMiGYXHBERkSnMDksffPABkpKSMGbMGKhUKuh0OgB1s3yvWbPG0vWRBV0rzsO5G5cglUgxog9n7SYiIjKF2WHp3XffxUcffYRXX33VaBbvAQMG4MyZMxYtjiyrvlVpUHgUvDt6iFwNERGRfTA7LGVnZ6N//4YDg2UyGbRarUWKIuuov8UJJ6IkIiIyndlhKTQ0FOnp6Q3W79mzB7169bJETU1at24dQkJC4OzsjNjYWBw/frzJ/Xfs2IGePXvC2dkZkZGR+Pbbb422C4KAxYsXIyAgAC4uLoiPj8fFixeteQqiKKvU4uivpwBwygAiIiJzmB2WkpKSMHv2bGzfvh2CIOD48eNYsWIFFi5ciAULFlijRoPt27cjKSkJS5YswalTpxAdHY2EhAQUFBQ0uv/Ro0cxadIkzJgxAz///DPGjRuHcePG4ezZs4Z93n77baxduxbr16/HsWPH4ObmhoSEBFRWVlr1XFrboXPHUF1bg1DfLojwDxa7HCIiIvshtMD//d//CREREYJEIhEkEonQuXNn4eOPP27JocwyaNAgYfbs2YbnOp1OCAwMFJKTkxvd/4knnhDGjh1rtC42Nlb461//KgiCIOj1ekGhUAgrV640bFepVIJMJhM+++wzk+tSq9UCAEGtVptzOq3quU1LBf+/xgqLP/+n2KUQERHZBFN/v1s0dcDkyZNx8eJFlJWVQalU4vr165gxY4ZlU9zvVFdXIy0tDfHx8YZ1UqkU8fHxSE1NbfQ1qampRvsDQEJCgmH/7OxsKJVKo308PDwQGxt7x2MCQFVVFTQajdFiy3R6HfafPQoAGBU1VORqiIiI7IvZYen1119HdnY2AMDV1RV+fn4WL6oxRUVF0Ol08Pf3N1rv7+8PpVLZ6GuUSmWT+9f/NeeYAJCcnAwPDw/DEhQUZPb5tKa0y2dRUqaCh6s7BkVEi10OERGRXTE7LO3YsQMREREYMmQI3n//fRQVFVmjLpu2cOFCqNVqw3Lt2jWxS2rS3ltXwY3oEwdHhw4iV0NERGRfzA5Lp0+fRkZGBu6//36sWrUKgYGBGDt2LLZu3Yry8nJr1AgA8PHxgYODA/Lz843W5+fnQ6FQNPoahULR5P71f805JlA3TYJcLjdabFn9/Eq8Co6IiMh8LRqz1KdPH7zxxhu4fPkyDh48iJCQEMybN6/JgHG3nJycEBMTg5SUFMM6vV6PlJQUxMXFNfqauLg4o/0BYN++fYb9Q0NDoVAojPbRaDQ4duzYHY9pb64W3sCvedlwkDrggd6DxS6HiIjI7tx1n4ybmxtcXFzg5OSE0tJSS9R0R0lJSZg6dSoGDBiAQYMGYc2aNdBqtZg+fToAYMqUKejcuTOSk5MBAM8//zyGDx+Of/zjHxg7diy2bduGkydP4sMPPwQASCQSzJs3D6+//jq6deuG0NBQLFq0CIGBgRg3bpxVz6W11LcqxUZEw9PNtlvAiIiIbFGLwlJ2dja2bt2KrVu3IjMzE8OHD8fSpUvx2GOPWbo+IxMmTEBhYSEWL14MpVKJfv36Yc+ePYYB2jk5OZBKbzeWDRkyBFu3bsXf//53vPLKK+jWrRt27dqFvn37GvZZsGABtFotZs2aBZVKhfvuuw979uyBs7OzVc+ltew98z0AdsERERG1lEQQBMGcFwwePBgnTpxAVFQUJk+ejEmTJqFz587Wqs8uaDQaeHh4QK1W29T4JU1FGXq/kIBavQ5Hl36OMP+uYpdERERkM0z9/Ta7ZWnkyJHYuHEjevfufVcFkvUd+CUVtXoduimCGZSIiIhayOywtGLFCmvUQVaw79Z4pT9EsguOiIiopUwKS0lJSVi+fDnc3NyQlJTU5L6rV6+2SGF0d2p1tUg5WzcLOWftJiIiajmTwtLPP/+Mmpoaw2OyfScun4GqXAMvNzkGhPVt/gVERETUKJPC0sGDBxt9TLarfsqAkX2HoANn7SYiImoxsyelfPLJJxudT0mr1eLJJ5+0SFF09/af+REAxysRERHdLbPD0pYtW1BRUdFgfUVFBT755BOLFEV3p1ZXi6z8HAB1k1ESERFRy5ncP6PRaCAIAgRBQGlpqdGkjTqdDt9++y38/PysUiSZp1BTAr2gh4PUAb5yb7HLISIismsmhyVPT09IJBJIJBJ07969wXaJRIKlS5datDhqGaW6CADgJ/eGg9RB5GqIiIjsm8lh6eDBgxAEASNGjMB//vMfeHvfbrFwcnJCcHAwAgMDrVIkmSdfVReWFJ6+IldCRERk/0wOS8OHDwdQd1+4rl27QiKRWK0oujt5qgIAgMKDYYmIiOhumT3A+8CBA/jiiy8arN+xYwe2bNlikaLo7uTf6obz9/QRuRIiIiL7Z3ZYSk5Oho9Pwx9hPz8/vPHGGxYpiu5O/ZilAHbDERER3TWzw1JOTg5CQ0MbrA8ODkZOTo5FiqK7o1QVAgD8PdiyREREdLfMDkt+fn7IyMhosP706dPo1KmTRYqiu6NUsWWJiIjIUswOS5MmTcLcuXNx8OBB6HQ66HQ6HDhwAM8//zwmTpxojRrJTIaWJYYlIiKiu2b2TcOWL1+OK1euYOTIkejQoe7ler0eU6ZM4ZglG1BRXQlVuQYAoGA3HBER0V0zOyw5OTlh+/btWL58OU6fPg0XFxdERkYiODjYGvWRmQrUxQAAF0cZPFzdRa6GiIjI/rX4dvQhISEQBAHh4eGGFiYSX95vuuA4FxYREdHdM3vMUnl5OWbMmAFXV1f06dPHcAXcc889hzfffNPiBZJ5lOq6sMQuOCIiIsswOywtXLgQp0+fxqFDh4xuphsfH4/t27dbtDgyH291QkREZFlm95/t2rUL27dvx+DBg426efr06YOsrCyLFkfmu90Nx5YlIiIiSzC7ZamwsBB+fn4N1mu1Wo6RsQH1tzphNxwREZFlmB2WBgwYgN27dxue1wekjz/+GHFxcZarjFqkfo6lAM+GgZaIiIjMZ3Y33BtvvIHRo0fj3LlzqK2txTvvvINz587h6NGjOHz4sDVqJDMo2Q1HRERkUWa3LN13331IT09HbW0tIiMjsXfvXvj5+SE1NRUxMTHWqJFMJAgCb6JLRERkYS2aICk8PBwfffSRpWuhu6SpKENFdSUAwI9jloiIiCzCpLCk0Wggl8sNj5vi6urKSSpFUn8DXQ9Xd7g6OTezNxEREZnCpG44Ly8vFBQUAAA8PT3h5eV1x8XZ2Rm9evXCwYMHrVo4NZRfPyElu+CIiIgsxqQmoAMHDsDb2xsAmg1BVVVV2LVrF5555hlcuHDh7iskk9XPscRpA4iIiCzHpLA0fPjwRh/fSb9+/XD8+PGWV0UtUj/Hkj/DEhERkcW0aHCRTqfDzp07cf78eQBA79698fDDDxvGKvn5+eHkyZOWq5JMcnuOJXbDERERWYrZYemXX37BQw89BKVSiR49egAA3nrrLfj6+uLrr79G3759LV4kmeb2HEsMS0RERJZi9jxLTz31FPr06YPr16/j1KlTOHXqFK5du4aoqCjMmjXLGjWSiZS81QkREZHFmd2ylJ6ejpMnT8LLy8uwzsvLCytWrMDAgQMtWhyZJ//W1AG8Go6IiMhyzG5Z6t69O/Lz8xusLygoQEREhEWKIvPp9frbN9FlWCIiIrIYk8KSRqMxLMnJyZg7dy6++OILXL9+HdevX8cXX3yBefPm4a233rJaoSUlJZg8eTLkcjk8PT0xY8YMlJWVNbn/c889hx49esDFxQVdu3bF3LlzoVarjfaTSCQNlm3btlntPKyluOwmavU6SCQS+Mq9xS6HiIiozTCpG87T0xMSicTwXBAEPPHEE4Z1giAAAB588EHodDorlAlMnjwZeXl52LdvH2pqajB9+nTMmjULW7dubXT/3Nxc5ObmYtWqVejduzeuXr2Kp59+Grm5ufjiiy+M9t20aRMSExMNzz09Pa1yDtZUP8eSr7s3HB04gzoREZGlmPSrKvZs3OfPn8eePXtw4sQJDBgwAADw7rvvYsyYMVi1ahUCAwMbvKZv3774z3/+Y3geHh6OFStW4M9//jNqa2uNbsni6ekJhUJhcj1VVVWoqqoyPG/uFjCtQWkYr8TB3URERJZk9qSUYkhNTYWnp6chKAFAfHw8pFIpjh07hkceecSk46jVasjl8gb3rps9ezaeeuophIWF4emnn8b06dONWtJ+Lzk5GUuXLm3ZyVgJxysRERFZR4v6a1QqFTZs2GCYlLJPnz548skn4eHhYdHi6imVSvj5+Rmt69ChA7y9vaFUKk06RlFREZYvX95geoNly5ZhxIgRcHV1xd69e/Hss8+irKwMc+fOveOxFi5ciKSkJMNzjUaDoKAgM87I8m7f6oRhiYiIyJLMDksnT55EQkICXFxcMGjQIADA6tWrsWLFCuzduxf33HOPycd6+eWXmx0UXh/I7oZGo8HYsWPRu3dvvPbaa0bbFi1aZHjcv39/aLVarFy5ssmwJJPJIJPJ7rouS8o3TEjJbjgiIiJLMjsszZ8/Hw899BA++ugjQ3dWbW0tnnrqKcybNw9Hjhwx+VgvvPACpk2b1uQ+YWFhUCgUKCgoMFpfW1uLkpKSZscalZaWIjExEe7u7ti5cyccHR2b3D82NhbLly9HVVWVzQWiptRPSMlbnRAREVlWi1qWfhuUgLousQULFhiNKTKFr68vfH2b/3GPi4uDSqVCWloaYmJiAAAHDhyAXq9HbGzsHV+n0WiQkJAAmUyG//73v3B2dm72vdLT0+Hl5WVXQQn4za1OOHs3ERGRRZk9KaVcLkdOTk6D9deuXYO7u7tFivq9Xr16ITExETNnzsTx48fx448/Ys6cOZg4caLhSrgbN26gZ8+eOH78OIC6oDRq1ChotVps2LABGo0GSqUSSqXSML3B119/jY8//hhnz57FpUuX8MEHH+CNN97Ac889Z5XzsCYlB3gTERFZhdktSxMmTMCMGTOwatUqDBkyBADw448/4sUXX8SkSZMsXmC9Tz/9FHPmzMHIkSMhlUoxfvx4rF271rC9pqYGmZmZKC8vBwCcOnUKx44dA4AGM4tnZ2cjJCQEjo6OWLduHebPnw9BEBAREYHVq1dj5syZVjsPa6iurUFx6U0ADEtERESWJhHqZ5Q0UXV1NV588UWsX78etbW1AABHR0c888wzePPNN+2u+8oSNBoNPDw8DFMTtLZrxXkY+OojcHTogJz3vm9y2gMiIiKqY+rvt9ktS05OTnjnnXeQnJyMrKwsAHUTPrq6ura8Wror9XMs+Xv4MCgRERFZWIvvi+Hq6orIyEhL1kItlHezbnA3r4QjIiKyPLMHeJPtyVfXz7HEsERERGRpDEttAOdYIiIish6GpTaAcywRERFZD8NSG6BU1c+xxLBERERkaQxLbUD9mCWFp18zexIREZG5GJbagLxb3XAKdsMRERFZHMOSnSur1KKssm7WcnbDERERWR7Dkp3LVxcDADo6u6Kjs5vI1RAREbU9DEt27nYXHKcNICIisgaGJTuXXz9tALvgiIiIrIJhyc7VtyxxQkoiIiLrYFiyc7+9iS4RERFZHsOSnaufkJItS0RERNbBsGTnlKoCAIA/B3gTERFZBcOSnau/iS7nWCIiIrIOhiU7JgiCYcySgt1wREREVsGwZMdKtGpU19YAAPzknUSuhoiIqG1iWLJj9XMseXf0hMzRSeRqiIiI2iaGJTtWP16JV8IRERFZD8OSHVPWz97NOZaIiIishmHJjtXPscQr4YiIiKyHYcmO1bcsKTz9RK6EiIio7WJYsmNK9a2wxG44IiIiq2FYsmPshiMiIrI+hiU7drsbjlfDERERWQvDkp2q1dWisLQEAKDgfeGIiIishmHJThVqSiAIAhykDvBx9xK7HCIiojaLYclO5RnmWOoEqZT/GImIiKyFv7J2qv4GupyQkoiIyLoYluxU/eBu3uqEiIjIuhiW7NTtW50wLBEREVkTw5Kdqr+JLudYIiIisi6GJTvFOZaIiIhah92EpZKSEkyePBlyuRyenp6YMWMGysrKmnzN/fffD4lEYrQ8/fTTRvvk5ORg7NixcHV1hZ+fH1588UXU1tZa81QswtCyxAHeREREVtVB7AJMNXnyZOTl5WHfvn2oqanB9OnTMWvWLGzdurXJ182cORPLli0zPHd1dTU81ul0GDt2LBQKBY4ePYq8vDxMmTIFjo6OeOONN6x2LpaQf+tWJ/5sWSIiIrIquwhL58+fx549e3DixAkMGDAAAPDuu+9izJgxWLVqFQIDA+/4WldXVygUika37d27F+fOncP+/fvh7++Pfv36Yfny5XjppZfw2muvwcnJySrnc7cqqiuhKtcA4NVwRERE1mYX3XCpqanw9PQ0BCUAiI+Ph1QqxbFjx5p87aeffgofHx/07dsXCxcuRHl5udFxIyMj4e/vb1iXkJAAjUaDX3755Y7HrKqqgkajMVpaU/0cSy6OMshdOrbqexMREbU3dtGypFQq4efnZ7SuQ4cO8Pb2hlKpvOPr/vSnPyE4OBiBgYHIyMjASy+9hMzMTHz55ZeG4/42KAEwPG/quMnJyVi6dGlLT+euKVX1V8L5QiKRiFYHERFReyBqWHr55Zfx1ltvNbnP+fPnW3z8WbNmGR5HRkYiICAAI0eORFZWFsLDw1t83IULFyIpKcnwXKPRICgoqMXHM5dhjiV2wREREVmdqGHphRdewLRp05rcJywsDAqFAgUFBUbra2trUVJScsfxSI2JjY0FAFy6dAnh4eFQKBQ4fvy40T75+fkA0ORxZTIZZDKZye9raUr1rWkDeCUcERGR1Ykalnx9feHr23zrSFxcHFQqFdLS0hATEwMAOHDgAPR6vSEAmSI9PR0AEBAQYDjuihUrUFBQYOjm27dvH+RyOXr37m3m2bSe33bDERERkXXZxQDvXr16ITExETNnzsTx48fx448/Ys6cOZg4caLhSrgbN26gZ8+ehpairKwsLF++HGlpabhy5Qr++9//YsqUKRg2bBiioqIAAKNGjULv3r3xl7/8BadPn8Z3332Hv//975g9e7aoLUfNuT0hJVuWiIiIrM0uwhJQd1Vbz549MXLkSIwZMwb33XcfPvzwQ8P2mpoaZGZmGq52c3Jywv79+zFq1Cj07NkTL7zwAsaPH4+vv/7a8BoHBwd88803cHBwQFxcHP785z9jypQpRvMy2aLbE1KyZYmIiMja7OJqOADw9vZucgLKkJAQCIJgeB4UFITDhw83e9zg4GB8++23FqmxtfBWJ0RERK3HblqWqI4gCMhnNxwREVGrYViyM5qKMlTUVAEA/Hk1HBERkdUxLNmZvFutSp6ucrg4OYtcDRERUdvHsGRn8g0TUrJViYiIqDUwLNmZ+ivheANdIiKi1sGwZGcMtzrheCUiIqJWwbBkZwyzdzMsERERtQqGJTuTr+YcS0RERK2JYcnO5HFCSiIiolbFsGRn8m8N8OaYJSIiotbBsGRHdHod8tXFAHg1HBERUWthWLIjxaUq6PQ6SCQS+Mq9xS6HiIioXWBYsiPKW4O7fd290cHBbu6BTEREZNcYluyIkoO7iYiIWh3Dkh0xzLHEW50QERG1GoYlO1J/qxOFB1uWiIiIWgvDkh1RqgoAsBuOiIioNTEs2RF2wxEREbU+hiU7Uj8hJVuWiIiIWg/Dkh0x3OqEs3cTERG1GoYlO1FVU42SMhUAwJ8tS0RERK2GYclO1HfBOXVwhLebh8jVEBERtR8MS3bitzfQlUgkIldDRETUfjAs2QnDlXAcr0RERNSqGJbsxO1bnfiJXAkREVH7wrBkJ+pvoss5loiIiFoXw5Kd+O2YJSIiImo9DEt2on6OpQBOG0BERNSqGJbsRP6tAd6cY4mIiKh1MSzZifoxS2xZIiIial0MS3agrFKLsspyAIC/RyeRqyEiImpfGJbsQP0cSx2dXdHR2U3kaoiIiNoXhiU7oOTgbiIiItEwLNmB+vFK/h4MS0RERK2NYckOGG51wgkpiYiIWp3dhKWSkhJMnjwZcrkcnp6emDFjBsrKyu64/5UrVyCRSBpdduzYYdivse3btm1rjVMy2e1bnbBliYiIqLV1ELsAU02ePBl5eXnYt28fampqMH36dMyaNQtbt25tdP+goCDk5eUZrfvwww+xcuVKjB492mj9pk2bkJiYaHju6elp8frvhlLNm+gSERGJxS7C0vnz57Fnzx6cOHECAwYMAAC8++67GDNmDFatWoXAwMAGr3FwcIBCoTBat3PnTjzxxBPo2LGj0XpPT88G+9qSfBXHLBEREYnFLrrhUlNT4enpaQhKABAfHw+pVIpjx46ZdIy0tDSkp6djxowZDbbNnj0bPj4+GDRoEDZu3AhBEJo8VlVVFTQajdFiTYZbnXgxLBEREbU2u2hZUiqV8PPzM1rXoUMHeHt7Q6lUmnSMDRs2oFevXhgyZIjR+mXLlmHEiBFwdXXF3r178eyzz6KsrAxz586947GSk5OxdOlS80+kBQRB4E10iYiIRCRqy9LLL798x0HY9cuFCxfu+n0qKiqwdevWRluVFi1ahHvvvRf9+/fHSy+9hAULFmDlypVNHm/hwoVQq9WG5dq1a3dd452UaNWo0dUCYFgiIiISg6gtSy+88AKmTZvW5D5hYWFQKBQoKCgwWl9bW4uSkhKTxhp98cUXKC8vx5QpU5rdNzY2FsuXL0dVVRVkMlmj+8hksjtus7T6K+E6uXvBqYNjq7wnERER3SZqWPL19YWvb/PjcOLi4qBSqZCWloaYmBgAwIEDB6DX6xEbG9vs6zds2ICHHnrIpPdKT0+Hl5dXq4Wh5himDWCrEhERkSjsYsxSr169kJiYiJkzZ2L9+vWoqanBnDlzMHHiRMOVcDdu3MDIkSPxySefYNCgQYbXXrp0CUeOHMG3337b4Lhff/018vPzMXjwYDg7O2Pfvn1444038Le//a3Vzq05nGOJiIhIXHYRlgDg008/xZw5czBy5EhIpVKMHz8ea9euNWyvqalBZmYmysvLjV63ceNGdOnSBaNGjWpwTEdHR6xbtw7z58+HIAiIiIjA6tWrMXPmTKufj6k4xxIREZG4JEJz18lTszQaDTw8PKBWqyGXyy167AWfvoVPvt+JpLEzsOBB2wlxRERE9s7U32+7mGepPctT1Q1sD2A3HBERkSgYlmwc51giIiISF8OSjVOqbo1Z8mRYIiIiEgPDkg2r0dWisLQEALvhiIiIxMKwZMMKNSUQBAEOUgd06ugldjlERETtEsOSDVPeGtzt79EJUin/UREREYmBv8A27PZ4JXbBERERiYVhyYZxQkoiIiLxMSzZMN7qhIiISHwMSzaMYYmIiEh8DEs2jBNSEhERiY9hyYbl3WpZ4hxLRERE4mFYsmG3W5YYloiIiMTCsGSjqmqq4ejQAQBvdUJERCSmDmIXQI2TOTrh7Mr/obq2xhCaiIiIqPXxV9jGOXVwFLsEIiKido3dcERERERNYFgiIiIiagLDEhEREVETGJaIiIiImsCwRERERNQEhiUiIiKiJjAsERERETWBYYmIiIioCQxLRERERE1gWCIiIiJqAsMSERERURMYloiIiIiawLBERERE1IQOYhfQFgiCAADQaDQiV0JERESmqv/drv8dvxOGJQsoLS0FAAQFBYlcCREREZmrtLQUHh4ed9wuEZqLU9QsvV6P3NxcuLu7QyKRWOy4Go0GQUFBuHbtGuRyucWO2xbxszIdPyvz8PMyHT8r0/GzMp01PytBEFBaWorAwEBIpXcemcSWJQuQSqXo0qWL1Y4vl8v5L5OJ+FmZjp+Vefh5mY6flen4WZnOWp9VUy1K9TjAm4iIiKgJDEtERERETWBYsmEymQxLliyBTCYTuxSbx8/KdPyszMPPy3T8rEzHz8p0tvBZcYA3ERERURPYskRERETUBIYlIiIioiYwLBERERE1gWGJiIiIqAkMSzZs3bp1CAkJgbOzM2JjY3H8+HGxS7I5r732GiQSidHSs2dPscuyCUeOHMGDDz6IwMBASCQS7Nq1y2i7IAhYvHgxAgIC4OLigvj4eFy8eFGcYkXW3Gc1bdq0Bt+zxMREcYoVWXJyMgYOHAh3d3f4+flh3LhxyMzMNNqnsrISs2fPRqdOndCxY0eMHz8e+fn5IlUsHlM+q/vvv7/Bd+vpp58WqWLxfPDBB4iKijJMPBkXF4f//e9/hu1if6cYlmzU9u3bkZSUhCVLluDUqVOIjo5GQkICCgoKxC7N5vTp0wd5eXmG5YcffhC7JJug1WoRHR2NdevWNbr97bffxtq1a7F+/XocO3YMbm5uSEhIQGVlZStXKr7mPisASExMNPqeffbZZ61Yoe04fPgwZs+ejZ9++gn79u1DTU0NRo0aBa1Wa9hn/vz5+Prrr7Fjxw4cPnwYubm5ePTRR0WsWhymfFYAMHPmTKPv1ttvvy1SxeLp0qUL3nzzTaSlpeHkyZMYMWIEHn74Yfzyyy8AbOA7JZBNGjRokDB79mzDc51OJwQGBgrJyckiVmV7lixZIkRHR4tdhs0DIOzcudPwXK/XCwqFQli5cqVhnUqlEmQymfDZZ5+JUKHt+P1nJQiCMHXqVOHhhx8WpR5bV1BQIAAQDh8+LAhC3ffI0dFR2LFjh2Gf8+fPCwCE1NRUscq0Cb//rARBEIYPHy48//zz4hVlw7y8vISPP/7YJr5TbFmyQdXV1UhLS0N8fLxhnVQqRXx8PFJTU0WszDZdvHgRgYGBCAsLw+TJk5GTkyN2STYvOzsbSqXS6Dvm4eGB2NhYfsfu4NChQ/Dz80OPHj3wzDPPoLi4WOySbIJarQYAeHt7AwDS0tJQU1Nj9N3q2bMnunbt2u6/W7//rOp9+umn8PHxQd++fbFw4UKUl5eLUZ7N0Ol02LZtG7RaLeLi4mziO8Ub6dqgoqIi6HQ6+Pv7G6339/fHhQsXRKrKNsXGxmLz5s3o0aMH8vLysHTpUgwdOhRnz56Fu7u72OXZLKVSCQCNfsfqt9FtiYmJePTRRxEaGoqsrCy88sorGD16NFJTU+Hg4CB2eaLR6/WYN28e7r33XvTt2xdA3XfLyckJnp6eRvu29+9WY58VAPzpT39CcHAwAgMDkZGRgZdeegmZmZn48ssvRaxWHGfOnEFcXBwqKyvRsWNH7Ny5E71790Z6erro3ymGJbJro0ePNjyOiopCbGwsgoOD8fnnn2PGjBkiVkZtycSJEw2PIyMjERUVhfDwcBw6dAgjR44UsTJxzZ49G2fPnuU4QRPc6bOaNWuW4XFkZCQCAgIwcuRIZGVlITw8vLXLFFWPHj2Qnp4OtVqNL774AlOnTsXhw4fFLgsAB3jbJB8fHzg4ODQY6Z+fnw+FQiFSVfbB09MT3bt3x6VLl8QuxabVf4/4HWuZsLAw+Pj4tOvv2Zw5c/DNN9/g4MGD6NKli2G9QqFAdXU1VCqV0f7t+bt1p8+qMbGxsQDQLr9bTk5OiIiIQExMDJKTkxEdHY133nnHJr5TDEs2yMnJCTExMUhJSTGs0+v1SElJQVxcnIiV2b6ysjJkZWUhICBA7FJsWmhoKBQKhdF3TKPR4NixY/yOmeD69esoLi5ul98zQRAwZ84c7Ny5EwcOHEBoaKjR9piYGDg6Ohp9tzIzM5GTk9PuvlvNfVaNSU9PB4B2+d36Pb1ej6qqKpv4TrEbzkYlJSVh6tSpGDBgAAYNGoQ1a9ZAq9Vi+vTpYpdmU/72t7/hwQcfRHBwMHJzc7FkyRI4ODhg0qRJYpcmurKyMqP/O83OzkZ6ejq8vb3RtWtXzJs3D6+//jq6deuG0NBQLFq0CIGBgRg3bpx4RYukqc/K29sbS5cuxfjx46FQKJCVlYUFCxYgIiICCQkJIlYtjtmzZ2Pr1q346quv4O7ubhgz4uHhARcXF3h4eGDGjBlISkqCt7c35HI5nnvuOcTFxWHw4MEiV9+6mvussrKysHXrVowZMwadOnVCRkYG5s+fj2HDhiEqKkrk6lvXwoULMXr0aHTt2hWlpaXYunUrDh06hO+++842vlOtcs0dtci7774rdO3aVXBychIGDRok/PTTT2KXZHMmTJggBAQECE5OTkLnzp2FCRMmCJcuXRK7LJtw8OBBAUCDZerUqYIg1E0fsGjRIsHf31+QyWTCyJEjhczMTHGLFklTn1V5ebkwatQowdfXV3B0dBSCg4OFmTNnCkqlUuyyRdHY5wRA2LRpk2GfiooK4dlnnxW8vLwEV1dX4ZFHHhHy8vLEK1okzX1WOTk5wrBhwwRvb29BJpMJERERwosvviio1WpxCxfBk08+KQQHBwtOTk6Cr6+vMHLkSGHv3r2G7WJ/pySCIAitE8uIiIiI7A/HLBERERE1gWGJiIiIqAkMS0RERERNYFgiIiIiagLDEhEREVETGJaIiIiImsCwRERERNQEhiUiIiKiJjAsEZHNu//++zFv3jyxyzAikUiwa9cuscsgolbAGbyJyOaVlJTA0dER7u7uCAkJwbx581otPL322mvYtWuX4Qan9ZRKJby8vCCTyVqlDiISD2+kS0Q2z9vb2+LHrK6uhpOTU4tfr1AoLFgNEdkydsMRkc2r74a7//77cfXqVcyfPx8SiQQSicSwzw8//IChQ4fCxcUFQUFBmDt3LrRarWF7SEgIli9fjilTpkAul2PWrFkAgJdeegndu3eHq6srwsLCsGjRItTU1AAANm/ejKVLl+L06dOG99u8eTOAht1wZ86cwYgRI+Di4oJOnTph1qxZKCsrM2yfNm0axo0bh1WrViEgIACdOnXC7NmzDe8FAO+//z66desGZ2dn+Pv747HHHrPGx0lEZmJYIiK78eWXX6JLly5YtmwZ8vLykJeXBwDIyspCYmIixo8fj4yMDGzfvh0//PAD5syZY/T6VatWITo6Gj///DMWLVoEAHB3d8fmzZtx7tw5vPPOO/joo4/wz3/+EwAwYcIEvPDCC+jTp4/h/SZMmNCgLq1Wi4SEBHh5eeHEiRPYsWMH9u/f3+D9Dx48iKysLBw8eBBbtmzB5s2bDeHr5MmTmDt3LpYtW4bMzEzs2bMHw4YNs/RHSEQtIRAR2bjhw4cLzz//vCAIghAcHCz885//NNo+Y8YMYdasWUbrvv/+e0EqlQoVFRWG140bN67Z91q5cqUQExNjeL5kyRIhOjq6wX4AhJ07dwqCIAgffvih4OXlJZSVlRm27969W5BKpYJSqRQEQRCmTp0qBAcHC7W1tYZ9Hn/8cWHChAmCIAjCf/7zH0EulwsajabZGomodXHMEhHZvdOnTyMjIwOffvqpYZ0gCNDr9cjOzkavXr0AAAMGDGjw2u3bt2Pt2rXIyspCWVkZamtrIZfLzXr/8+fPIzo6Gm5uboZ19957L/R6PTIzM+Hv7w8A6NOnDxwcHAz7BAQE4MyZMwCAP/zhDwgODkZYWBgSExORmJiIRx55BK6urmbVQkSWx244IrJ7ZWVl+Otf/4r09HTDcvr0aVy8eBHh4eGG/X4bZgAgNTUVkydPxpgxY/DNN9/g559/xquvvorq6mqr1Ono6Gj0XCKRQK/XA6jrDjx16hQ+++wzBAQEYPHixYiOjoZKpbJKLURkOrYsEZFdcXJygk6nM1p3zz334Ny5c4iIiDDrWEePHkVwcDBeffVVw7qrV682+36/16tXL2zevBlardYQyH788UdIpVL06NHD5Ho6dOiA+Ph4xMfHY8mSJfD09MSBAwfw6KOPmnFWRGRpbFkiIrsSEhKCI0eO4MaNGygqKgJQd0Xb0aNHMWfOHKSnp+PixYv46quvGgyw/r1u3bohJycH27ZtQ1ZWFtauXYudO3c2eL/s7Gykp6ejqKgIVVVVDY4zefJkODs7Y+rUqTh79iwOHjyI5557Dn/5y18MXXDN+eabb7B27Vqkp6fj6tWr+OSTT6DX680KW0RkHQxLRGRXli1bhitXriA8PBy+vr4AgKioKBw+fBi//vorhg4div79+2Px4sUIDAxs8lgPPfQQ5s+fjzlz5qBfv344evSo4Sq5euPHj0diYiIeeOAB+Pr64rPPPmtwHFdXV3z33XcoKSnBwIED8dhjj2HkyJF47733TD4vT09PfPnllxgxYgR69eqF9evX47PPPkOfPn1MPgYRWQdn8CYiIiJqAluWiIiIiJrAsERERETUBIYlIiIioiYwLBERERE1gWGJiIiIqAkMS0RERERNYFgiIiIiagLDEhEREVETGJaIiIiImsCwRERERNQEhiUiIiKiJvw/W1ZeWIg37xYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(objective_values_history)\n",
    "plt.xlabel(\"iterations\")\n",
    "plt.ylabel(\"objective function\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "90458fafc9641e8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T12:57:40.620750Z",
     "start_time": "2026-03-18T12:54:28.786241Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:54:29 CET </span>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'coupler final'</span> with resource_id                      \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7'</span> and task_type <span style=\"color: #008000; text-decoration-color: #008000\">'FDTD'</span>.  \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:54:29 CET\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'coupler final'\u001b[0m with resource_id                      \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m.  \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>View task using web UI at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b2</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">3-4a78-a15f-91ce21e415d7'</span></a>.                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mView task using web UI at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=476528;https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=49842;https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=476528;https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=859666;https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=476528;https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\u001b\\\u001b[32m-9d471a3e-9b2\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=476528;https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\u001b\\\u001b[32m3-4a78-a15f-91ce21e415d7'\u001b[0m\u001b]8;;\u001b\\.                                         \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Task folder: <a href=\"https://tidy3d.simulation.cloud/folders/folder-df61810d-cad6-4474-8ea9-e4f00d5dfcb0\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'default'</span></a>.                                            \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mTask folder: \u001b]8;id=136830;https://tidy3d.simulation.cloud/folders/folder-df61810d-cad6-4474-8ea9-e4f00d5dfcb0\u001b\\\u001b[32m'default'\u001b[0m\u001b]8;;\u001b\\.                                            \n"
      ]
     },
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       "Output()"
      ]
     },
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     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
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      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:54:40 CET </span>Estimated FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.477</span>. Minimum cost depends on task     \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>execution details. Use <span style=\"color: #008000; text-decoration-color: #008000\">'web.real_cost(task_id)'</span> to get the billed  \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>FlexCredit cost after a simulation run.                            \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:54:40 CET\u001b[0m\u001b[2;36m \u001b[0mEstimated FlexCredit cost: \u001b[1;36m0.477\u001b[0m. Minimum cost depends on task     \n",
       "\u001b[2;36m             \u001b[0mexecution details. Use \u001b[32m'web.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed  \n",
       "\u001b[2;36m             \u001b[0mFlexCredit cost after a simulation run.                            \n"
      ]
     },
     "jetTransient": {
      "display_id": null
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:54:42 CET </span>status = queued                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:54:42 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = queued                                                    \n"
      ]
     },
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      "display_id": null
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     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>To cancel the simulation, use <span style=\"color: #008000; text-decoration-color: #008000\">'web.abort(task_id)'</span> or              \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'web.delete(task_id)'</span> or abort/delete the task in the web UI.      \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Terminating the Python script will not stop the job running on the \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>cloud.                                                             \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mTo cancel the simulation, use \u001b[32m'web.abort\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or              \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'web.delete\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or abort/delete the task in the web UI.      \n",
       "\u001b[2;36m             \u001b[0mTerminating the Python script will not stop the job running on the \n",
       "\u001b[2;36m             \u001b[0mcloud.                                                             \n"
      ]
     },
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       "Output()"
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:56:39 CET </span>status = preprocess                                                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:56:39 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess                                                \n"
      ]
     },
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "jetTransient": {
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     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:56:44 CET </span>starting up solver                                                 \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:56:44 CET\u001b[0m\u001b[2;36m \u001b[0mstarting up solver                                                 \n"
      ]
     },
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>running solver                                                     \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mrunning solver                                                     \n"
      ]
     },
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    {
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       "Output()"
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    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:57:29 CET </span>early shutoff detected at <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">14</span>%, exiting.                            \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:57:29 CET\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m14\u001b[0m%, exiting.                            \n"
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    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "jetTransient": {
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    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:57:30 CET </span>status = postprocess                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:57:30 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = postprocess                                               \n"
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       "Output()"
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:57:33 CET </span>status = success                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:57:33 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = success                                                   \n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:57:35 CET </span>View simulation result at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b2</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">3-4a78-a15f-91ce21e415d7'</span></a><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">.</span>                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:57:35 CET\u001b[0m\u001b[2;36m \u001b[0mView simulation result at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=194051;https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=863050;https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=194051;https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=835336;https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=194051;https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\u001b\\\u001b[4;34m-9d471a3e-9b2\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=194051;https://tidy3d.simulation.cloud/workbench?taskId=fdve-9d471a3e-9b23-4a78-a15f-91ce21e415d7\u001b\\\u001b[4;34m3-4a78-a15f-91ce21e415d7'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m                                         \n"
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       "Output()"
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    },
    {
     "data": {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:57:40 CET </span>Loading results from simulation_data.hdf5                          \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:57:40 CET\u001b[0m\u001b[2;36m \u001b[0mLoading results from simulation_data.hdf5                          \n"
      ]
     },
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   ],
   "source": [
    "sim_final = make_sim_with_etch(*params_final)\n",
    "sim_data_final = web.run(sim_final, task_name=\"coupler final\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "affa4bf5-81ec-4f51-abb6-d6b6a04b0fa4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T12:57:41.533406Z",
     "start_time": "2026-03-18T12:57:40.634801Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 6 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(12, 8), tight_layout=False)\n",
    "\n",
    "params_Si, params_SiN = params_final\n",
    "density_Si = get_density_Si(params_Si)\n",
    "density_SiN = get_density_SiN(params_SiN)\n",
    "\n",
    "ax1.imshow(np.flipud(1 - density_Si.squeeze().T), cmap=\"grey\")\n",
    "ax2.imshow(np.flipud(1 - density_SiN.squeeze().T), cmap=\"grey\")\n",
    "ax1.set_title(\"Si etch pattern\")\n",
    "ax2.set_title(\"SiN etch pattern\")\n",
    "\n",
    "sim_data_final.plot_field(\"field_xy\", field_name=\"E\", val=\"abs^2\", ax=ax3)\n",
    "sim_data_final.plot_field(\"field_xz\", field_name=\"E\", val=\"abs^2\", ax=ax4)\n",
    "ax3.set_title(\"intensity coupler (xy) plane\")\n",
    "ax4.set_title(\"intensity side (xz) plane\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "cc4b4cb5-e41a-4093-a5ae-1fc173cd7575",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T12:57:41.581443Z",
     "start_time": "2026-03-18T12:57:41.557894Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "final coupling efficiency = 50.471%\n",
      "final penalty (Si) = 0.110\n",
      "final penalty (SiN) = 0.022\n"
     ]
    }
   ],
   "source": [
    "efficiency_final = coupling_efficiency(sim_data_final)\n",
    "print(f\"final coupling efficiency = {100 * efficiency_final:.3f}%\")\n",
    "\n",
    "penalty_val_Si = penalty_Si(params_Si)\n",
    "penalty_val_SiN = penalty_SiN(params_SiN)\n",
    "print(f\"final penalty (Si) = {penalty_val_Si:.3f}\")\n",
    "print(f\"final penalty (SiN) = {penalty_val_SiN:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "19710c7101bb93a3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T12:57:41.615740Z",
     "start_time": "2026-03-18T12:57:41.614290Z"
    }
   },
   "outputs": [],
   "source": [
    "# optionally save the coupler history if we want to load it later.\n",
    "# import pickle\n",
    "# with open(\"coupler.pkl\", \"wb\") as file:\n",
    "#    pickle.dump(params_history, file)"
   ]
  }
 ],
 "metadata": {
  "applications": [
   "Passive photonic integrated circuit components"
  ],
  "description": "This notebook demonstrates the inverse design of a bilayer 3D grating coupler with permittivity binarization and minimum feature size control.",
  "feature_image": "./img/adjoint_16.png",
  "features": [
   "Adjoint inverse design"
  ],
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "keywords": "inverse design, grating coupler, photonic integrated circuits, design optimization, adjoint, Tidy3D, FDTD",
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.10"
  },
  "title": "Inverse Design of a Bilayer Grating Coupler in Tidy3D | Flexcompute"
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
