{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using automatic nonuniform meshing\n",
    "\n",
    "Here we demonstrate how to use the automatic nonuniform grid generation available in `Tidy3D`. We show different possible ways to discretize the air-slot waveguide first introduced in [this reference](https://opg.optica.org/ol/abstract.cfm?uri=ol-29-11-1209).\n",
    "\n",
    "If you are new to the finite-difference time-domain (FDTD) method, we highly recommend going through our [FDTD101](https://www.flexcompute.com/fdtd101/) tutorials. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# basic imports\n",
    "import matplotlib.pylab as plt\n",
    "import numpy as np\n",
    "\n",
    "# tidy3d imports\n",
    "import tidy3d as td\n",
    "from tidy3d.plugins.mode import ModeSolver"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# basic parameters (note, all length units are microns)\n",
    "nm = 1e-3\n",
    "wavelength = 1550 * nm\n",
    "freq0 = td.C_0 / wavelength\n",
    "\n",
    "# waveguide parameters\n",
    "slot_width = 50 * nm\n",
    "box_length = 300 * nm\n",
    "box_height = 180 * nm\n",
    "\n",
    "# materials\n",
    "si_med = td.Medium(permittivity=3.48**2)\n",
    "sub_med = td.Medium(permittivity=1.46**2)\n",
    "\n",
    "# structures\n",
    "box1 = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        center=(0, -box_length / 2 - slot_width / 2, 0),\n",
    "        size=(td.inf, box_length, box_height),\n",
    "    ),\n",
    "    medium=si_med,\n",
    ")\n",
    "box2 = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        center=(0, box_length / 2 + slot_width / 2, 0),\n",
    "        size=(td.inf, box_length, box_height),\n",
    "    ),\n",
    "    medium=si_med,\n",
    ")\n",
    "\n",
    "# boundaries\n",
    "boundary_spec = td.BoundarySpec.all_sides(boundary=td.PML())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define a helper function to show us the various grids as we go along this example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Plot simulation and overlay grid in the yz and xy planes\n",
    "def plot_sim_grid(sim):\n",
    "    fig, ax = plt.subplots(1, 2, figsize=(12, 6))\n",
    "    sim.plot(x=0, ax=ax[0])\n",
    "    sim.plot_grid(x=0, ax=ax[0], lw=0.4, colors=\"r\")\n",
    "    ax[0].set_xlim(-0.6, 0.6)\n",
    "    ax[0].set_ylim(-0.4, 0.4)\n",
    "    sim.plot(z=0, ax=ax[1])\n",
    "    sim.plot_grid(z=0, ax=ax[1], lw=0.4, colors=\"r\")\n",
    "    ax[1].set_xlim(-0.6, 0.6)\n",
    "    ax[1].set_ylim(-0.4, 0.4)\n",
    "    print(f\"Total number of grid points (millions): {sim.num_cells / 1e6:1.2}\")\n",
    "\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Uniform grid\n",
    "\n",
    "The most standard way to define a simulation is to use a constant grid size in each of the three directions. This can be achieved simply using `td.GridSpec.uniform(dl=...)` as shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of grid points (millions): 8.3\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_uniform = td.Simulation(\n",
    "    size=[5, 3, 3],\n",
    "    grid_spec=td.GridSpec.uniform(dl=20 * nm),\n",
    "    medium=sub_med,\n",
    "    structures=[box1, box2],\n",
    "    boundary_spec=boundary_spec,\n",
    "    run_time=1e-12,\n",
    ")\n",
    "\n",
    "ax = plot_sim_grid(sim_uniform)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: `Tidy3D` is warning us that our Simulation does not contain sources. In this case, since we are using the simulation as a demonstration of the meshing process and are not running any simulations, we may safely ignore this warning throughout this notebook."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quasi-uniform grid\n",
    "\n",
    "In many simulations, we aim to have a meshing that is almost uniform everywhere, but locally adjust to structure boundaries or snapping points. This can be achieved simply using `td.GridSpec.quasiuniform(dl=...)` as shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of grid points (millions): 8.4\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_quasiuniform = td.Simulation(\n",
    "    size=[5, 3, 3],\n",
    "    grid_spec=td.GridSpec.quasiuniform(dl=20 * nm),\n",
    "    medium=sub_med,\n",
    "    structures=[box1, box2],\n",
    "    boundary_spec=boundary_spec,\n",
    "    run_time=1e-12,\n",
    ")\n",
    "\n",
    "ax = plot_sim_grid(sim_quasiuniform)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The grids look quite uniform. Compared to the uniform grid figure, here the grid is aligned with the edges of the two waveguides' boundaries."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Automatic nonuniform grid\n",
    "\n",
    "By default, `Tidy3D` uses a more advanced meshing, using an algorithm to automatically define a nonuniform grid in all three directions. The resolution of this grid is specified using two parameters:\n",
    "- Minimum steps per wavelength in each material (`min_steps_per_wvl = 10` by default). This specification therefore requires a target wavelength, which can be either provided directly to `grid_spec`, or inferred from any sources present in the simulation. The two simulations below will have the same grid;\n",
    "- Minimum steps per longest edge length of simulation domain bounding box (`min_steps_per_sim_size=10` by default). This specification is relevant when the entire simulation domain is subwavelength, e.g. in radio-frequency simulations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of grid points (millions): 0.53\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# provide wavelength directly\n",
    "sim_nonuniform_10 = td.Simulation(\n",
    "    size=[5, 3, 3],\n",
    "    grid_spec=td.GridSpec.auto(wavelength=wavelength),\n",
    "    medium=sub_med,\n",
    "    structures=[box1, box2],\n",
    "    boundary_spec=boundary_spec,\n",
    "    run_time=1e-12,\n",
    ")\n",
    "\n",
    "# no grid_spec defined; using default with wavelength taken from source\n",
    "source = td.ModeSource(\n",
    "    center=(-2, 0, 0),\n",
    "    size=(0, 2, 2),\n",
    "    mode_index=0,\n",
    "    direction=\"+\",\n",
    "    source_time=td.GaussianPulse(freq0=freq0, fwidth=freq0 / 10),\n",
    ")\n",
    "sim_nonuniform_10 = td.Simulation(\n",
    "    size=[5, 3, 3],\n",
    "    medium=sub_med,\n",
    "    structures=[box1, box2],\n",
    "    boundary_spec=boundary_spec,\n",
    "    run_time=1e-12,\n",
    "    sources=[source],\n",
    ")\n",
    "\n",
    "ax = plot_sim_grid(sim_nonuniform_10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The default grid is somewhat coarse, but it is often good for initial simulations. We can easily refine it by requiring a higher number of steps per wavelength:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of grid points (millions): 2.3\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_nonuniform_20 = td.Simulation(\n",
    "    size=[5, 3, 3],\n",
    "    grid_spec=td.GridSpec.auto(\n",
    "        wavelength=wavelength,\n",
    "        min_steps_per_wvl=20,\n",
    "    ),\n",
    "    medium=sub_med,\n",
    "    structures=[box1, box2],\n",
    "    boundary_spec=boundary_spec,\n",
    "    run_time=1e-12,\n",
    ")\n",
    "ax = plot_sim_grid(sim_nonuniform_20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice how the automatic grid conforms to the structures in the simulation, and the grid steps are high in the high-index regions. \n",
    "\n",
    "### Lower bound of grid size\n",
    "Sometimes the grid size in the automatically generated mesh is too small. A lower bound `dl_min` can be set to increase the minimal grid size. Note that the bound is soft, meaning that the actual grid size might be slightly smaller.\n",
    "\n",
    "The minimal step size along y-direction in the previous setup is,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Minimal grid size along y-direction = 16.67nm\n"
     ]
    }
   ],
   "source": [
    "print(f\"Minimal grid size along y-direction = {min(sim_nonuniform_20.grid.sizes.y) * 1e3:1.2f}nm\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's set a lower bound of 25nm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of grid points (millions): 1.9\n",
      "Minimal grid size along y-direction = 24.57nm\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_nonuniform_20 = td.Simulation(\n",
    "    size=[5, 3, 3],\n",
    "    grid_spec=td.GridSpec.auto(\n",
    "        wavelength=wavelength,\n",
    "        min_steps_per_wvl=20,\n",
    "        dl_min=25 * nm,\n",
    "    ),\n",
    "    medium=sub_med,\n",
    "    structures=[box1, box2],\n",
    "    boundary_spec=boundary_spec,\n",
    "    run_time=1e-12,\n",
    ")\n",
    "ax = plot_sim_grid(sim_nonuniform_20)\n",
    "print(f\"Minimal grid size along y-direction = {min(sim_nonuniform_20.grid.sizes.y) * 1e3:1.2f}nm\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The actual minimal grid size along y-direction is 24.57nm, greater than 16.67nm when `dl_min` is not set."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grid snapping points\n",
    "\n",
    "Sometimes we want to make sure that grids are placed at certain locations. This can be achieved by adding `snapping_points` to the simulation `grid_spec`. `snapping_points` is a list of coordinates defining the positions of the points. Note that the snapping of grids is not enforced if they are too close among themselves or to structure boundaries.\n",
    "\n",
    "In the previous example, there is no grid point at `(0, -0.4, 0.2)`. Let's add a snapping point there to see the effects. As illustrated below, the snapping point is visualized as a red dot. Now grid boundaries pass through this point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of grid points (millions): 2.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_nonuniform_20 = td.Simulation(\n",
    "    size=[5, 3, 3],\n",
    "    grid_spec=td.GridSpec.auto(\n",
    "        wavelength=wavelength,\n",
    "        min_steps_per_wvl=20,\n",
    "        dl_min=25 * nm,\n",
    "        snapping_points=[\n",
    "            (0, -0.4, 0.2),\n",
    "        ],\n",
    "    ),\n",
    "    medium=sub_med,\n",
    "    structures=[box1, box2],\n",
    "    boundary_spec=boundary_spec,\n",
    "    run_time=1e-12,\n",
    ")\n",
    "ax = plot_sim_grid(sim_nonuniform_20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mesh override structures\n",
    "For this particular problem, we may want to do a final refinement around the slot, where we expect the fields to be strongest. This can be achieved by adding `override_structures` to the simulation `grid_spec`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`override_structures` is a list of `Tidy3D` structures each with an arbitrary geometry which are used exclusively for the meshing, added on top of any physical simulation structures.\n",
    "\n",
    "There are two types of `Tidy3D` structures that can be added the `override_structures` list. The first type defines a fictitious medium inside the override structure so that the grid size is decided by the minimum steps per wavelength in the medium; The second type is more straightforward: one can directly define the grid size along each axis inside the override structures.\n",
    "\n",
    "#### Override Structure -- option 1\n",
    "The first type is identical to the [Structure](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.Structure.html) object that consists of a [Geometry](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/index.html#geometry) and a [Medium](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/index.html#mediums). The grid step in the override_structure region is decided by the minimum steps per wavelength in this `medium`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of grid points (millions): 4.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define a \"dummy\" box with refractive index 5 around the central location of the waveguide\n",
    "refine_box = td.Structure(\n",
    "    geometry=td.Box(center=(0, 0, 0), size=(td.inf, 0.4, 0.4)),\n",
    "    medium=td.Medium(permittivity=5**2),\n",
    ")\n",
    "\n",
    "# Use the box as a grid refinement structure\n",
    "sim_nonuniform_20_refine = td.Simulation(\n",
    "    size=[5, 3, 3],\n",
    "    grid_spec=td.GridSpec.auto(\n",
    "        wavelength=wavelength,\n",
    "        min_steps_per_wvl=20,\n",
    "        override_structures=[refine_box],\n",
    "    ),\n",
    "    medium=sub_med,\n",
    "    structures=[box1, box2],\n",
    "    boundary_spec=boundary_spec,\n",
    "    run_time=1e-12,\n",
    ")\n",
    "\n",
    "ax = plot_sim_grid(sim_nonuniform_20_refine)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the override region is highlighted in the grid plotting. Now this looks pretty good - the grid size of the points around the slot region is `1550 / 20 / 5 = 15.5` nanometers, while overall the simulation has twice fewer total number of grid points (`4.0M`) compared to the simulation with a uniform mesh step of `20` nanometers (`8.3M`). One thing to note, however, is that the override structure made the grid along the x-dimension small, which may not be necessary. To avoid this, we can change that structure to have `size = 0` along that dimension. This would force the non-uniform grid to place a grid boundary at the `center` of the override structure along `x`, but apart from that it will not refine the grid step along `x`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of grid points (millions): 3.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Redefine the box with size 0 along x\n",
    "refine_box = td.Structure(\n",
    "    geometry=td.Box(center=(0, 0, 0), size=(0, 0.4, 0.4)),\n",
    "    medium=td.Medium(permittivity=5**2),\n",
    ")\n",
    "\n",
    "# Use the box as a grid refinement structure\n",
    "sim_nonuniform_20_refine = td.Simulation(\n",
    "    size=[5, 3, 3],\n",
    "    grid_spec=td.GridSpec.auto(\n",
    "        wavelength=wavelength,\n",
    "        min_steps_per_wvl=20,\n",
    "        override_structures=[refine_box],\n",
    "    ),\n",
    "    medium=sub_med,\n",
    "    structures=[box1, box2],\n",
    "    boundary_spec=boundary_spec,\n",
    "    run_time=1e-12,\n",
    ")\n",
    "\n",
    "ax = plot_sim_grid(sim_nonuniform_20_refine)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Override Structure -- option 2\n",
    "The second type is the [MeshOverrideStructure](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.MeshOverrideStructure.html) object that consists of a [Geometry](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/index.html#geometry), and a tuple `dl` specifying the grid sizes along x,y,z directions. We can override the grid sizes just along a few selected directions by setting the value to be `None` in the `dl` tuple along the other directions. E.g. if we only plan to refine the grid size along x-direction with grid size 0.01 micron, we can apply `dl=(0.01, None, None)`. In the following, we override the grid size along `y` and `z` to be 15.5nm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of grid points (millions): 2.9\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "refine_box = td.MeshOverrideStructure(\n",
    "    geometry=td.Box(center=(0, 0, 0), size=(td.inf, 0.4, 0.4)),\n",
    "    dl=[None, 15.5 * nm, 15.5 * nm],\n",
    ")\n",
    "\n",
    "# Use the box as a grid refinement structure\n",
    "sim_nonuniform_20_refine = td.Simulation(\n",
    "    size=[5, 3, 3],\n",
    "    grid_spec=td.GridSpec.auto(\n",
    "        wavelength=wavelength,\n",
    "        min_steps_per_wvl=20,\n",
    "        override_structures=[refine_box],\n",
    "    ),\n",
    "    medium=sub_med,\n",
    "    structures=[box1, box2],\n",
    "    boundary_spec=boundary_spec,\n",
    "    run_time=1e-12,\n",
    ")\n",
    "\n",
    "ax = plot_sim_grid(sim_nonuniform_20_refine)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just for fun, we can also have a look at the modes of this structure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "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\">19:05:29 CEST </span><span style=\"color: #800000; text-decoration-color: #800000\">WARNING: Use the remote mode solver with subpixel averaging for   </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span><span style=\"color: #800000; text-decoration-color: #800000\">better accuracy through </span><span style=\"color: #008000; text-decoration-color: #008000\">'tidy3d.web.run(...)'</span><span style=\"color: #800000; text-decoration-color: #800000\"> or the deprecated   </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span><span style=\"color: #008000; text-decoration-color: #008000\">'tidy3d.plugins.mode.web.run(...)'</span><span style=\"color: #800000; text-decoration-color: #800000\">.                               </span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m19:05:29 CEST\u001b[0m\u001b[2;36m \u001b[0m\u001b[31mWARNING: Use the remote mode solver with subpixel averaging for   \u001b[0m\n",
       "\u001b[2;36m              \u001b[0m\u001b[31mbetter accuracy through \u001b[0m\u001b[32m'tidy3d.web.run\u001b[0m\u001b[32m(\u001b[0m\u001b[32m...\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m\u001b[31m or the deprecated   \u001b[0m\n",
       "\u001b[2;36m              \u001b[0m\u001b[32m'tidy3d.plugins.mode.web.run\u001b[0m\u001b[32m(\u001b[0m\u001b[32m...\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m\u001b[31m.                               \u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PoUOH6t6DVq1aISsry+W/Edh+GKn973//Q2VlZVCatjnatWsXUlJS0Llz56Afm4giF+M9470njPeM99SA1PdocRQcJ06cEOnp6aJRo0Zi8uTJ4pVXXhFPPfWU6Ny5szI3qDwCpKuRVmfOnCkAiP79+4uFCxeKSZMmCaPRKHr16iWqq6uFEEK88847olWrVmLy5Mni5ZdfFvPnzxe9evUSsbGxYtu2bUIIIR5++GHRvXt3MW3aNLF06VLx7LPPilatWolLLrlEM/eoI2/2M5vN4tZbbxWSJInhw4eLBQsWiHnz5okHHnhANG3aVHNd06dPFwBE7969xYsvvigWLFggRo4cKZ544gklzYMPPigkSRJ/+9vfxL///W9RVFQkhJt5ReV7l5OTI+bNmyemTp0qGjVqJNq2bauZe1WeV9Td/dVz+vRp0aRJE9GmTRvx0ksviTlz5oju3buLq666yik/s2fPFgDElClTxKpVq8R7773n9rglJSWiefPm4qabblJG/jx9+rRIS0sTubm5TiPN+mPRokUCgLjrrrvE0qVLxciRIwUA8eyzz7q8D45ztg4dOlSZM/SVV14RvXv3FjExMWLz5s2adLt27RJxcXGie/fuYvHixeLJJ58U8fHxon///l7lc+LEiaJVq1ZO83kCEAkJCWLAgAFi8eLFYvr06SI5OVmkpKSIyy67TKxatUoInX9D8nU5jgLs7vPQpUsX8ac//cmrPBMRqTHeM967w3hvx3hPDQEL4hHk6NGjYuTIkaJFixYiLi5OXHrppWLChAmiqqpKCA+BWdimL+nQoYOIjY0VaWlpYvz48Zqg8+OPP4r77rtPtGvXTsTHx4umTZuKm266SXz88cdKmqKiIjFo0CCRmZkpTCaTyMzMFHfffbf44YcfdPPu7X7V1dXi+eefF507dxZxcXGiSZMmokePHuLpp592mprjtddeE927d1fS9e3bV2zcuFHZXlxcLAYOHCgaN24sACjTTrgKzEII8dZbbynHa9q0qRgxYoQ4ceKEJk0ggVkIIb744gtx7bXXioSEBJGZmSkee+wx8eGHHzrl5/z58+KPf/yjSE1NFQB0pza58847RePGjcVPP/2kWf/uu+8KAOL555/3mC9vvPrqq+KKK64QJpNJtGvXTsydO9cpALoLzBcvXhSPPPKISE9PF3FxcaJXr15iw4YNLs/z2Wefid69e4v4+HjRokULMWHCBFFeXu5VHr/++msBwGlKHACioKBADB06VCQkJIiMjAyxcOFCsWTJEtGoUSPx5z//WYggBebvvvtOAND8uyEi8gXjPeO9K4z3doz31BBIoi7aYRARhal+/fohMzMTb775prJOkiTMnDkTTz31VJ2ff/LkydiyZQt27drFUVSJiIjqCOM9hTv2ESeiqPL3v/8db731ljJNTSidOXMG//znP/HMM88wKBMREdUhxnsKd5y+jIiiSk5Ojtt5UOtas2bNcP78+Xo5NxERUTRhvKdwxxpxIiIiIiIiohBiH3EiIiIiIiKiEGKNOBEREREREVEIsSBOREREREREFEJhN1jbli1b8MILL2DXrl04efIk3nnnHQwePFh3n02bNqGgoAD79u1DVlYWpk2bhnvvvVeTZtGiRXjhhRdQXFyMq666CgsWLMA111zjdb4sFgt++eUXNG7cmKMfElFUEELg3LlzyMzMhMEQvOe2lZWVAQ2gYzKZEB8fH7T8UOgx1hMRhQfG+npU3xOZO/rggw/Ek08+KdauXSsAiHfeeUc3/Y8//igaNWokCgoKxP79+8WCBQuE0WgUGzZsUNKsXr1amEwm8dprr4l9+/aJsWPHitTUVFFSUuJ1vo4fPy4AcOHChUvULcePHw/oe13t4sWLIj29aUD5SU9PFxcvXgxanij0GOu5cOHCJbwWxvrQC+vB2iRJ8viU/PHHH8f69evx7bffKuuGDx+O0tJSbNiwAbBNX9CrVy8sXLgQsD3xzsrKwqRJk/DEE094lZeysjKkpqbaWvPzKTkRRQMBwILS0lKkpKQE5Yjl5eVISUnBT0dWIzm5kR/7X0Db7OEoKytDcnJyUPJE9YuxnoioPjHW15ewa5ruq23btiEvL0+zLj8/H5MnTwYAVFdXY9euXZg6daqy3WAwIC8vD9u2bXN73KqqKlRVVSmvz507Z/tLYnAmoqhSF010k5PikZyU4PuOFkvQ80Lhj7GeiKhuMdaHXoMfrK24uBhpaWmadWlpaSgvL8fFixdx+vRpmM1ml2mKi4vdHrewsBApKSnKkpWVVWfXQEQUdSwW/xeKOoz1REQNEGO9rgZfEK8rU6dORVlZmbIcP368vrNEREREQcRYT0RE9aXBN01PT09HSUmJZl1JSQmSk5ORkJAAo9EIo9HoMk16errb48bFxSEuLq7O8k1EFNWEsC7+7EdRh7GeiKgBYqzX1eBrxHNzc1FUVKRZt3HjRuTm5gK2oe979OihSWOxWFBUVKSkISKiELMIP5ur+Ract2zZgttvvx2ZmZmQJAnr1q1TttXU1ODxxx/HlVdeicTERGRmZmLkyJH45ZdfNMf47bffMGLECCQnJyM1NRVjxozB+fPng3YryDPGeiKiBihEsb6hCruC+Pnz57Fnzx7s2bMHAHDkyBHs2bMHx44dA2zNyEaOHKmkf+CBB/Djjz/isccew/fff4+XX34Zb7/9NqZMmaKkKSgowNKlS/H666/ju+++w/jx41FRUYHRo0fXwxUSEVGo+o1VVFTgqquuwqJFi5y2XbhwAV9//TWmT5+Or7/+GmvXrsWBAwdwxx13aNKNGDEC+/btw8aNG/H+++9jy5YtGDduXMC3IJox1hMRRQH2EdcVdk3Td+7ciZtuukl5XVBQAAAYNWoUVqxYgZMnTyqBGgCys7Oxfv16TJkyBf/4xz9wySWX4J///Cfy8/OVNMOGDcOvv/6KGTNmoLi4GN26dcOGDRucBnUhIqIQ8TfQ+rjPgAEDMGDAAJfbUlJSsHHjRs26hQsX4pprrsGxY8fQunVrfPfdd9iwYQO++uor9OzZEwCwYMEC3HrrrXjxxReRmZnp+zUQYz0RUTQIUaxvqMJ6HvFwIs+HBxg5pQkRRQkBwBzUeTzl79Lfjvk/t2jT1sNx/PhxTZ686evrzXzVH3/8Mfr374/S0lIkJyfjtddew1/+8hecPXtWSVNbW4v4+HisWbMGv//9732+BgpfjPVEFH3CN9ZH+jziYdc0nYiIokCAzdWysrI0004VFhYGnKXKyko8/vjjuPvuu5XAX1xcjJYtW2rSxcTEoGnTprrTYhEREUU9Nk3XFXZN04mIKAoIPwOtsO7jqkY8EDU1NfjDH/4AIQQWL14c0LGIiIgo8Fgf6VgQJyKikJOEBZIfgVbeJzk5OWjN1eRC+NGjR/HJJ59ojpueno5Tp05p0tfW1uK3337TnRaLiIgo2gUa6yMdm6YTEVHohUlzNbkQfvDgQXz88cdo1qyZZntubi5KS0uxa9cuZd0nn3wCi8WCnJycoOaFiIgoooRJrA9XrBEnIqKIdf78eRw6dEh5LU+T1bRpU2RkZOCuu+7C119/jffffx9ms1np9920aVOYTCZ07NgRt9xyC8aOHYslS5agpqYGEydOxPDhwzliOhEREfmNBXEiIgo9i7Au/uznA71psp566im89957AIBu3bpp9vv0009x4403AgBWrlyJiRMnol+/fjAYDBgyZAjmz5/ve96JiIiiSYhifUPFgjgREYVeiOYWvfHGG6E3S6c3M3g2bdoUq1at8um8REREUY/ziOtiQZyIiEKPwZmIiCiyMdbrYkGciIhCTwj/pifxogabiIiIwgBjvS6Omk5EREREREQUQqwRJyKi0GNzNSIiosjGWK+LBXEiIgo9jqRKREQU2RjrdbEgTkREocen5ERERJGNsV4XC+JERBR6ws/g7M+gL0RERBR6jPW6WBAnIqKQkywWSH4EZ3/2ISIiotBjrNfHUdOJiIiIiIiIQog14kREFHpC+DdPaJTMLUpERNTgMdbrYkGciIhCjwO4EBERRTbGel0siBMRUegxOBMREUU2xnpdLIgTEVHocW5RIiKiyMZYr4uDtRERERERERGFEAviREQUenJzNX8WIiIiCn/1EOufe+45SJKEyZMnK+sqKysxYcIENGvWDElJSRgyZAhKSkqCdJH+Y0GciIhCzyL8DM7R0VyNiIiowQtxrP/qq6/wyiuvoGvXrpr1U6ZMwX//+1+sWbMGmzdvxi+//II777wzSBfpPxbEiYgo9OQpTfxZiIiIKPyFMNafP38eI0aMwNKlS9GkSRNlfVlZGZYtW4Y5c+bg5ptvRo8ePbB8+XJs3boV27dvD/IF+4YFcSIiCj02TSciIopsAcb68vJyzVJVVeX2VBMmTMDAgQORl5enWb9r1y7U1NRo1nfo0AGtW7fGtm3b6vDiPWNBnIiIiIiIiMJKVlYWUlJSlKWwsNBlutWrV+Prr792ub24uBgmkwmpqama9WlpaSguLq6zvHuD05cREVHoCT+nNGHTdCIiooYhwFh//PhxJCcnK6vj4uKckh4/fhwPP/wwNm7ciPj4+MDyG2IsiBP5QIJU31kIKQEWeqiO+NvMnE3TiYiIGoYAY31ycrKmIO7Krl27cOrUKVx99dXKOrPZjC1btmDhwoX48MMPUV1djdLSUk2teElJCdLT033PWxCFZdP0RYsWoW3btoiPj0dOTg6+/PJLt2lvvPFGSJLktAwcOFBJc++99zptv+WWW0J0NURE5IR9xInxnogosoUg1vfr1w979+7Fnj17lKVnz54YMWKE8ndsbCyKioqUfQ4cOIBjx44hNze3ji7cO2FXI/7WW2+hoKAAS5YsQU5ODubNm4f8/HwcOHAALVu2dEq/du1aVFdXK6/PnDmDq666CkOHDtWku+WWW7B8+XLltaumDUREFCIWP5urcfqyiMF4T0QU4UIQ6xs3bowuXbpo1iUmJqJZs2bK+jFjxqCgoABNmzZFcnIyJk2ahNzcXFx77bW+5y2Iwq4gPmfOHIwdOxajR48GACxZsgTr16/Ha6+9hieeeMIpfdOmTTWvV69ejUaNGjkF5ri4uHpvfkBERERWjPdERBQKc+fOhcFgwJAhQ1BVVYX8/Hy8/PLL9Z2t8CqIV1dXY9euXZg6daqyzmAwIC8vz+vh5ZctW4bhw4cjMTFRs37Tpk1o2bIlmjRpgptvvhnPPPMMmjVr5vY4VVVVmiHyy8vL/bomIiJyQVisiz/7UYMXLvGesZ6IqA7VU6zftGmT5nV8fDwWLVqERYsWBXTcYAurPuKnT5+G2WxGWlqaZr23w8t/+eWX+Pbbb/HnP/9Zs/6WW27BG2+8gaKiIjz//PPYvHkzBgwYALPZ7PZYhYWFmuHys7KyArgyIiLSkJur+bNQgxcu8Z6xnoioDjHW6wqrGvFALVu2DFdeeSWuueYazfrhw4crf1955ZXo2rUr2rVrh02bNqFfv34ujzV16lQUFBQor8vLyxmgiYiChaOmUwCCFe8Z64mI6hBjva6wqhFv3rw5jEYjSkpKNOu9GV6+oqICq1evxpgxYzye59JLL0Xz5s1x6NAht2ni4uKUIfO9GTqfiIh8wKfkUS1c4j1jPRFRHWKs1xVWBXGTyYQePXpohpe3WCwoKiryOLz8mjVrUFVVhT/96U8ez3PixAmcOXMGGRkZQck3hZ5UT/9FG95jIqoLjPdERBTtwqogDgAFBQVYunQpXn/9dXz33XcYP348KioqlFFVR44cqRncRbZs2TIMHjzYaUCW8+fP49FHH8X27dvx008/oaioCIMGDcJll12G/Pz8kF0XERGpWISfc4tGx1PyaMB4T0QU4RjrdYVdH/Fhw4bh119/xYwZM1BcXIxu3bphw4YNyoAux44dg8GgfX5w4MABfP755/joo4+cjmc0GvHNN9/g9ddfR2lpKTIzM9G/f3/87W9/49yiRET1hfOIRz3GeyKiCMdYr0sSQkTHlQaovLwcKSkpAIwAm8/WOzZhjlwC/EoKHwKAGWVlZUHrOyt/l5b+51EkN/K9cFR+oQqpd70Q1DwRyRjriSj6MNbXl7CrEScioijAp+RERESRjbFeV9j1ESciIiIiIiKKZKwRJyKi0ONTciIiosjGWK+LBXEiIgo9eWRUf/YjIiKi8MdYr4sFcapzETmwmhSB1ySr5/Eb6+rzwkHgwgyfkhMREUU2xnpdLIgTEVHoMTgTERFFNsZ6XSyIExFR6LG5GhERUWRjrNfFUdOJiIiIiIiIQogFcSIiCj0h/F98sGXLFtx+++3IzMyEJElYt26dQzYEZsyYgYyMDCQkJCAvLw8HDx7UpPntt98wYsQIJCcnIzU1FWPGjMH58+eDchuIiIgiVohifUPFgjgREYWe3G/Mn8UHFRUVuOqqq7Bo0SKX22fPno358+djyZIl2LFjBxITE5Gfn4/KykolzYgRI7Bv3z5s3LgR77//PrZs2YJx48YFfAuIiIgiWohifUPFPuJERBR6IRrAZcCAARgwYIDLbUIIzJs3D9OmTcOgQYMAAG+88QbS0tKwbt06DB8+HN999x02bNiAr776Cj179gQALFiwALfeeitefPFFZGZm+n4NRERE0YCDtelijTgREYWesNgHcfFlEdYBXMrLyzVLVVWVz1k4cuQIiouLkZeXp6xLSUlBTk4Otm3bBgDYtm0bUlNTlUI4AOTl5cFgMGDHjh1BuRVEREQRKcBYH+lYEKeASR7+C00mpNAuXjOE2dKQ72VgwuJzSkGTlZWFlJQUZSksLPT5GMXFxQCAtLQ0zfq0tDRlW3FxMVq2bKnZHhMTg6ZNmyppiIiIiHzFpulERBR6ATZXO378OJKTk5XVcXFxwcwdERERBYpN03WxIE5ERKFn8TPQ2lqrJScnawri/khPTwcAlJSUICMjQ1lfUlKCbt26KWlOnTql2a+2tha//fabsj8RERG5EGCsj3Rsmk5ERKEXBiOpZmdnIz09HUVFRcq68vJy7NixA7m5uQCA3NxclJaWYteuXUqaTz75BBaLBTk5OUHLCxERUcQJg1gfzlgjTkREIScsAsKPQOvrPufPn8ehQ4eU10eOHMGePXvQtGlTtG7dGpMnT8YzzzyD9u3bIzs7G9OnT0dmZiYGDx4MAOjYsSNuueUWjB07FkuWLEFNTQ0mTpyI4cOHc8R0IiIiHaGK9Q0VC+JERBSxdu7ciZtuukl5XVBQAAAYNWoUVqxYgcceewwVFRUYN24cSktL0adPH2zYsAHx8fHKPitXrsTEiRPRr18/GAwGDBkyBPPnz6+X6yEiIqLIwII4ERGFnhDWxZ/9fHDjjTdC6OwjSRJmzZqFWbNmuU3TtGlTrFq1yqfzEhERRb0QxfqGigVxIiIKPY6kSkREFNkY63WxIE5ERKHH4ExERBTZGOt1sSAe5SRI9Z0FQKrrPNTt5ABhcQ+9ZnS7RaAuv/R05qEI1vsfYDOmQN/Hur1/EYjBmYiIKLIx1uvi9GVEREREREREIcQacSIiCj0+JSciIopsjPW6WBAnIqKQE8LPuUWjZCRVIiKiho6xXh8L4kREFHp8Sk5ERBTZGOt1sSBOREShx+BMREQU2RjrdXGwNiIiIiIiIqIQCsuC+KJFi9C2bVvEx8cjJycHX375pdu0K1asgCRJmiU+Pl6TRgiBGTNmICMjAwkJCcjLy8PBgwdDcCVEROSS/JTcn4UiBuM9EVEEY6zXFXYF8bfeegsFBQWYOXMmvv76a1x11VXIz8/HqVOn3O6TnJyMkydPKsvRo0c122fPno358+djyZIl2LFjBxITE5Gfn4/KysoQXFH9kjz8F5yTSIEtugx+LRKMqsXP/ySjVwskgxdLTD0u3uTP4PX1+nc3jZrFv/e1Pj+HXpzei/9IRQj/F4oIjPeRxe9YG6T/KDzwc0AajPW6wq4gPmfOHIwdOxajR49Gp06dsGTJEjRq1Aivvfaa230kSUJ6erqypKWlKduEEJg3bx6mTZuGQYMGoWvXrnjjjTfwyy+/YN26dSG6KiIiUhMW/xeKDIz3RESRjbFeX1gVxKurq7Fr1y7k5eUp6wwGA/Ly8rBt2za3+50/fx5t2rRBVlYWBg0ahH379inbjhw5guLiYs0xU1JSkJOTo3vMqqoqlJeXaxYiIgoSNleLauES7xnriYjqEGO9rrAqiJ8+fRpms1nzhBsA0tLSUFxc7HKfK664Aq+99hreffdd/Otf/4LFYkHv3r1x4sQJAFD28+WYAFBYWIiUlBRlycrKCsIVEhERwOAc7cIl3jPWExHVIcZ6XWFVEPdHbm4uRo4ciW7duqFv375Yu3YtWrRogVdeeSWg406dOhVlZWXKcvz48aDlmYiIiHxTF/GesZ6IiOpLWM0j3rx5cxiNRpSUlGjWl5SUID093atjxMbGonv37jh06BAAKPuVlJQgIyNDc8xu3bq5PU5cXBzi4uL8vBIiItLjbx+waOk3FunCJd4z1hMR1R3Gen1hVSNuMpnQo0cPFBUVKessFguKioqQm5vr1THMZjP27t2rBOHs7Gykp6drjlleXo4dO3Z4fUwiIgoy4WdTtSgZSTXSMd4TEUUBxnpdYVUjDgAFBQUYNWoUevbsiWuuuQbz5s1DRUUFRo8eDQAYOXIkWrVqhcLCQgDArFmzcO211+Kyyy5DaWkpXnjhBRw9ehR//vOfAdsIq5MnT8YzzzyD9u3bIzs7G9OnT0dmZiYGDx5cr9dKRBS1LLbFn/0oIjDeExFFOMZ6XWFXEB82bBh+/fVXzJgxA8XFxejWrRs2bNigDL5y7NgxGAz2ivyzZ89i7NixKC4uRpMmTdCjRw9s3boVnTp1UtI89thjqKiowLhx41BaWoo+ffpgw4YNiI+Pr5drDKY6nzMxCPMrB9Lwwuvrk3w5h3dpJZ+OCQBGH9OHA7PPewivvx3dp9O8q162PxIBN+DxcB5Pn/UgPJ319HkWiI4nwAAgLALCj8FY/NmHwhPjfcMS7nM06+Uvmr5bQyGcPwuMs+GFsV6fJESU1P0HqLy8HCkpKbbCVvh8AbEgLidkQdw/fhTEve6442U6rwvigX5VBfh4NQRfleH3A0EAMKOsrAzJyclBOaL8XfrrI8OQHGfyff+qarR48a2g5olIFq6xPhyEc+HLk/D7bm3Y+FmINIz19SXsasSJiCgKsLkaERFRZGOs18WCOBERhZ6wLf7sR0REROGPsV4XC+JERBRy7DdGREQU2Rjr9bEgTkREocfmakRERJGNsV5XWM0jTkRERERERBTpWCNOREQhJyxeD5jvtB8RERGFP8Z6fSyIh7lImJ7M4zXoThMWjKnGvJtWTO8Ykhf50M9DfTY+cf9t5u1UZOq5w9UfGe+nMnM/TZq385JLntJ5yIvnecg5z3hIsbkaUVgJ+PdGUH5PBJHqO7mu5xh3dfxQfV/X1bm9nz42fN93V7y5roiKtfWNsV4XC+JERBRyfEpOREQU2Rjr9bEgTkREoSf8fOLNigoiIqKGgbFeFwdrIyIiIiIiIgoh1ogTEVHICeFft/ogdMUnIiKiEGCs18eCOBERhRz7jREREUU2xnp9LIgTEVHocSRVIiKiyMZYr4sFcSIiCjk+JSciIopsjPX6OFgbERERERERNUiLFy9G165dkZycjOTkZOTm5uJ///ufsr2yshITJkxAs2bNkJSUhCFDhqCkpKRe8wzWiEcBSQrwAJ6f1UjwcA5J/xiSpPcxNLrZx8MxdfKt3dfbdDrrXBxDL3+623x8NiZ02u4InceJrra5OpbLdOp1Tm+9xXU6h68a9bkcP6Lu8212s14+Zq3udsnD41Xh8d57eDzrzb+1aBl9xAscwIUodDzGaa8O4ukYgdXtBJpH4TjfkeZwDt/fPnyROOXLy99VLq/HxXmd8h0m59Y/r97vmMA/a17ny2UGPMRqL957T9cQUP6iTKhi/SWXXILnnnsO7du3hxACr7/+OgYNGoTdu3ejc+fOmDJlCtavX481a9YgJSUFEydOxJ133okvvvjC98wFEQviREQUehbJuvizHxEREYW/AGN9eXm5ZnVcXBzi4uKckt9+++2a188++ywWL16M7du345JLLsGyZcuwatUq3HzzzQCA5cuXo2PHjti+fTuuvfZa3/MXJGyaTkREISf3G/NnISIiovAXaKzPyspCSkqKshQWFno8p9lsxurVq1FRUYHc3Fzs2rULNTU1yMvLU9J06NABrVu3xrZt2+ry8j1ijTgREYWcEBKE8P0puT/7EBERUegFGuuPHz+O5ORkZb2r2nDZ3r17kZubi8rKSiQlJeGdd95Bp06dsGfPHphMJqSmpmrSp6Wlobi42Oe8BRML4kREFHIcSZWIiCiyBRrr5cHXvHHFFVdgz549KCsrw3/+8x+MGjUKmzdv9v3kIcSm6UREFJHMZjOmT5+O7OxsJCQkoF27dvjb3/4GoRoFRgiBGTNmICMjAwkJCcjLy8PBgwfrNd9ERETkG5PJhMsuuww9evRAYWEhrrrqKvzjH/9Aeno6qqurUVpaqklfUlKC9PT0essvWBAnIqL6IISf/cZ8GEn1+eefx+LFi7Fw4UJ89913eP755zF79mwsWLBASTN79mzMnz8fS5YswY4dO5CYmIj8/HxUVlbWzYUTERFFiVDEencsFguqqqrQo0cPxMbGoqioSNl24MABHDt2DLm5uYGfKABsml6PgjKdSMA8TQPmRR4Dmp4MkKRYnfO7PrbzFGAGD9tdb1Mf33EfvanKJMl5WjV1eoNOfvSnL3M9XZs7QmdKL3kaMFfTgVngfpsQ9mN6mtLMcX/hdvoy98dwnFbG3ZRsnqcX01fv05sFQSRNqRKKPuJbt27FoEGDMHDgQABA27Zt8e9//xtffvml7VgC8+bNw7Rp0zBo0CAAwBtvvIG0tDSsW7cOw4cP9zl/RA1WgNOdBjqVaeDTn+nFHMfEFp2NDtei3BeD8zYljYu8u4qvknwu1RSetlXy93d9nlt7XPW5HH/T6P1WCbyOT++99NTO2WMU5FSjIRWq8WCmTp2KAQMGoHXr1jh37hxWrVqFTZs24cMPP0RKSgrGjBmDgoICNG3aFMnJyZg0aRJyc3PrdcR0sEaciIjqhUWC8GNRT2miXqqqqpxO0bt3bxQVFeGHH34AAPzf//0fPv/8cwwYMAAAcOTIERQXF2tGUk1JSUFOTk69j6RKRETU4AUY67116tQpjBw5EldccQX69euHr776Ch9++CF+97vfAQDmzp2L2267DUOGDMENN9yA9PR0rF27to4u2nusESciopATwr9KB3mfrKwszfqZM2fiqaee0qx74oknUF5ejg4dOsBoNMJsNuPZZ5/FiBEjAEAZLTUtLU2zXziMpEpERNTQBRrrvbVs2TLd7fHx8Vi0aBEWLVrke2bqEAviRETU4Hgzpcnbb7+NlStXYtWqVejcuTP27NmDyZMnIzMzE6NGjQpxjomIiIjsWBAnIqKQC7TfmDdTmjz66KN44oknlL7eV155JY4ePYrCwkKMGjVKGS21pKQEGRkZyn4lJSXo1q2bz3kjIiIiu1D1EW+o2EeciIhCzp8+Y0rfMS9duHABBoM2zBmNRlgs1sF+srOzkZ6erhlJtby8HDt27Kj3kVSJiIgaulDE+oYsLAviixYtQtu2bREfH4+cnBxlhFtXli5diuuvvx5NmjRBkyZNkJeX55T+3nvvhSRJmuWWW24JwZWEgCTpLyFh8LAYdRcJBveLFOPVYjA4LJJ9MRpMXi5xbpdYQ4J1MVqXGINJWWKN8dZFTmNIQIzRusQaE21LkrKYDNYlzphcJ4t8fPs5E5VFyZdyPfHKYr8e+3XK6dzfG+/urfr9MDi8X96+x7qfEy8+Z54/pyEQFv9ew4Pcb8yfxVu33347nn32Waxfvx4//fQT3nnnHcyZMwe///3vAQCSJGHy5Ml45pln8N5772Hv3r0YOXIkMjMzMXjw4Lq7eFIw3jckgX6H6u8vSbFOi8EQ5/UiSY6LOoYYNYvmvKr/FJrvZTl/tn2lGGWRDCbr4nTuOEiGBNtiUqWzXRuMyuL0/a86t5JO3k99LPn4Ls9tTaPJq4trdzy39l4YnK7dvqjvrfbcvr1nzu+5dSaduvucUWiFItY3ZGH3iXzrrbdQUFCAmTNn4uuvv8ZVV12F/Px8nDp1ymX6TZs24e6778ann36Kbdu2ISsrC/3798fPP/+sSXfLLbfg5MmTyvLvf/87RFdERESO5OZq/izeWrBgAe666y48+OCD6NixIx555BHcf//9+Nvf/qakeeyxxzBp0iSMGzcOvXr1wvnz57FhwwbEx8fX0ZWTjPGeiCiyhSLWN2SSEOH1zCEnJwe9evXCwoULAdtk7FlZWZg0aRKeeOIJj/ubzWY0adIECxcuxMiRIwHbE/LS0lKsW7fO63xUVVVppsMpLy+3jdJrBII0/3dQ5hEPuBYtGPOI+z9POAAYdPZ3Nwe5pzm/vZ0fXJvO6DadPC+4y7nFJXl+T6OLdc7zjuseKwjziMtzdNvnCneeF1yZY1y1v+s5xbXHckynPrb6+M7pvJ9v3N3840LozwNu8bBdiBrd7fC0v8fZSYMwj3iAX8fBn0dcADCjrKzMY39sb5WXlyMlJQU/3H4PGseafN7/XE01Lv/vm0HNE9WPcIj3oYj14cC7WO4pTYC/F/z4reAqTrrjHDvU8a3WIa0qdmlipHBxXsc47ur3hV7sdhFnVfmR47C8TfsbxXZc273T5svzObX3xPk3ARx+E2hbBah/0zj+PlK/l+5/O3niPt7rxOtQxGoPsTj4sba+MdbXl7CqEa+ursauXbs0c7oaDAbk5eV5PafrhQsXUFNTg6ZNm2rWb9q0CS1btsQVV1yB8ePH48yZM7rHKSwsREpKirI4TpVDRET+s1gkvxdq+MIl3jPWExHVHcZ6fWE1avrp06dhNptdzun6/fffe3WMxx9/HJmZmZrgfsstt+DOO+9EdnY2Dh8+jL/+9a8YMGAAtm3bBqPR9RPFqVOnoqCgQHltf0oeWTw/wfb8rMbT00/P291/DA0GNzXi8FAj7qbWGw5PdtXpjA75cPVU2rGmW308g4un5PJ+Bhfp5WNotkG7zRVNbbLtqbemxlrSPvW2SM7pXdd0m52Pb0tncFNzbnaqZXA+lzpPrtM5bJNcP622eHiILXl8yq3/ORSeanvcPLm370++CNXcohSewiXeR0qsD0oLu4AzEdhvAVet41zvo16nE0tU6RxrXiXNfi5zo8qDHP/lWml7zb3ksoWb/LdzzJBbbmnimfKlJq9UHct2ToPBOj2j6xaEzvdDafWmjv8uapnt36fOedV+phx/RznfA/s2V/fC9Xkc3zN7KufWfvZ9PPwuFe73DRZP/94ir8bcf4z1+sKqIB6o5557DqtXr8amTZs0/fvkqWtgm76ma9euaNeuHTZt2oR+/fq5PFZcXJzLeWmJiChwnNKEAhGseM9YT0RUdxjr9YVV0/TmzZvDaDSipKREs76kpESZ79WdF198Ec899xw++ugjdO3aVTftpZdeiubNm+PQoUNByTcREfmGA7hEN8Z7IqLIx1ivL6xqxE0mE3r06IGioiJl6hiLxYKioiJMnDjR7X6zZ8/Gs88+iw8//BA9e/b0eJ4TJ07gzJkzyMjICGr+w1P9P2vRa2YND83V3A3k5rjem4HWXG1zOSiKi3M4Nj93tZ/RRVMtg/J/+zaD7VhG2zqDUDWPh4vBamzHcNWEywxrUzN183NlndJs3d4cTRnAzZberGqqJiTnwV0sDs3crcewN0d3fO/cDdBmcWyOpjPgm7tB19w1WVfyIvQ/Z3Xfysmbf2tBGNCNKAIw3kcfTwO3uuqm5qp7mrvfFI4x0mJRDYjm2D1KnVYVHOQmx66aZcv5N0j2gafk/Gl/L7iPi2ZLtdM1mC1ynK217W//LWI0JNjOY7K9tp/b1W8npduZ0gTefg8sDmmgaaLvotCj+a2kfe9c3QP7Mb3rWueYP+0x3MdKTwO3EjUkYVUQB4CCggKMGjUKPXv2xDXXXIN58+ahoqICo0ePBgCMHDkSrVq1QmFhIQDg+eefx4wZM7Bq1Sq0bdsWxcXFAICkpCQkJSXh/PnzePrppzFkyBCkp6fj8OHDeOyxx3DZZZchPz+/Xq+ViChaWYQEix9PvP3Zh8IT4z0RUWRjrNcXdgXxYcOG4ddff8WMGTNQXFyMbt26YcOGDcqALseOHYPBYH/atnjxYlRXV+Ouu+7SHGfmzJl46qmnYDQa8c033+D1119HaWkpMjMz0b9/f/ztb39jvzAionoiLBKEH6Oi+rMPhSfGeyKiyMZYry/s5hEPV/J8eA1vHvG6nfcTXjQ3UzelcsWgs93dvgaHc+qOeO40x7jrUdMdj+lqFHS56bhm5HUXo5/LTdHl5uoG1TmNIkZzrBjV8zB5m/ZY1vfIYms/p27mbZasTbRqVc3F5abp8jb16KNyU3SL0nzdecRZdVNx+VjumplbHEZhdTtqus5c4Y4jrzseU0lna9LnjsXDdk/71/084/DcND2K5hH/v7z7/J5b9KqPX4v4uUWpftRFrA+FsPg94eG3gDzytztGQ7yLdc7fEe66rDk2e1Z/55vNlQ7bLtr3s2i3waGZvGRrHm5Umofb8yk3yzaqrs3x94g63tVaqmz/t5+zprbMlscK6/7GRGVbbEwKACDGds4Y1XlcNU2X46nZdh5102+z7Zzq+yJs98FVc29JdZ1yE3nltVG9Tfse6TVNd+x65i4um128J8oxbNfmjsdYHoR5xD3u3uBGTWesry9hVyNORESRzwI/m6s1oMIRERFRNGOs18eCeB0Ki3k9w4Lvc4fat7l+wu74xNl5sBDX88M7nk8zKIpjrbq6FtuWD73ab4P6WHKNuEPtN1Q14LHC9nRd2PczQU7vPv9mVU1ztfz0W7Kvq5GsT5hr5W2qwdrkPJptx7doBmGTB35zHohOfQxJd35P1fHUA+A4DKYnVPn1dvwyT4O1qQeRi1ac25QoOnn6tx2M3yOBHsPTwK2ufgsYXdSiG90MjObYukrNcVAw9X5C3RJArgl10apOUub0tp8/VqktV9WIy3N+u7jeWmGtza2qPWfPt6223gxrjbhBsh8r1lY7HhfTGAAQIznfD3UrNYOttlg+dw3sNf8WIc+Drh7EzpZH+eOjuhfaloXa90ZdC+74HqnfH8fWcGbh8FtAuI7rlgAGGvYcBwPHWErBwoI4ERGFHOcWJSIiimyM9fpYEKeA6U0/Fuj+jrXUMscacMeac70n7+5qwR2nDlMf03EaMle1366mITPa/onFCNUTdNu2WGH9f5zqvLG2exGr7oNu+y6SH9TXqGqxY23HrVL1iZL7lMt5rlX3gxfaadi00565ryVXv0eaPtwO35PqunK9T4VQb3VM6Kbi2yJ56velz9PnlKNlhJbwcyTVaAnORJHG03ewq+0xLvqIq2tg1XHa6NA3WN372GJwHItEvfUinKnHj5H7gct9xO3njzFaa8RNhiRlnUmyTTnmYjrSWlhrrNW/UWpsfcNrbFlU97+Ot/URTzA2sZ4PrmrE7dddLV20/f+8bZvzlKLq/uB6Nc/qPv+O/cDV98Ck6tMOh/fEccwXyaF/t9lNf+9Af1dS+GCs18eCOBERhRyfkhMREUU2xnp9LIgTEVHIWbwfHsBpPyIiIgp/jPX6WBCPdn40FfP5FJ7OodM0yrEJuszoMGCJ42BgrgZJcZUfdXN0pynRVNvkwdr0mqGrr0MekE0erE1uhg7VgGwm2zETVM3j443WY5hUc+faVsFs+1aqtti3VdpWSqonhwbb33J+JE0TO+069UApes3Vze6aozs251aPeaM3hYnqK9bp/Xezm2QJ8LPqoem5x6brngaPEe4HsSNnfEpORGreDtambgauHrxMHgjNFccm0JJZ/X2u/tv6Pa6NBwZN/mJVU3nJeYmX7NMrxcO6LkFYm2wbVT+1zbZBRctiGinr5KbplVW/WPe3NUcHgJSYVtb/W5q7PdZFqcKeU/l3jDwGm3rqUYscx50HorOHR/VgrarfDg6/xdTN0dXvBzy8J46TlRkkV90CKJIw1utjJwwiIiIiIiKiEGKNOAXM05QknmoaDQbXU5RBZ/qyGIen5HrTlTkdU1NDrJ5WzHEKDtU2oa0Rd1X7ra0ll2vErfkyQT1Ym/VvuSY8Icae98ax1mM0irE/CZT/rLU9sr5Qq5pepEbeaM+3cBx1TPXSPuicc+23Xi25ZhoT1XXWOj6wVJ3LojPdmPoToZnKDICwuN5P73MCb2rMPXxOOVZbaFkE/JtblG8UUb3wPEWaJ55+KzjHcVfTdcVJ9hrYBNhroqsN2tpV9XSa1Y6/GdRToKly7uoK5dpgOQapa+nlvDSCvRa7scX6d7JkrfVu5KJlX5nZnu/K2DIAQCm+AwAkxaYp21qbLwUApBid78MF25Rs5RbV4HUG6z2Up/usNVSptsVqrgeqlnau7oX6Hjm2TFC3CmhkaKLZZhL2bRelcs02x0FXXb3ntty6We8ZpxYLL4z1+lgQJyKikGNzNSIiosjGWK+PBfFwJzX8D6Knmki9/tyunoZb18drXhsdPsqaKTschnxQ58dVP3BZrIhzSufY91udf7n2W70uRt6mqrGXpyiLMVjf28QYe36axFnXNVHNFGKyba62XcbZavtnwmKrna5R1SLH2tZZlNp4u1qhzY9ZVWMg30OzZK9eV/qZq2rBNf3AhdPjdNWf7vuBq99zM7TTygg3Nem1LqeYUZ8vAnraePr3HkFzrFmfkvu3HxFFHpfTl7n4DZAIew1sM0sz5e/zqr7SAGBW1b5WGbQ1s57Hv1FNISrHcVsNsTpPJlutd5KlsbKuiWTtP90szhp9m8TZz9U41vodX1Fr/71RXtYeAHACmwAA6WivbOuaaq1xT7Q1jTtXY/8CPFtlzaOxSlWjb4vJNbaa8CrbNGbq/GtjpfvWhOp75DiNXLyk6sdu678uSxL2/uNnDNrj10gX3J6DIhNjvT6fCuIWiwWbN2/GZ599hqNHj+LChQto0aIFunfvjry8PGRlZdVdTomIKGLwKXn4YqwnIqJgYKzX51VB/OLFi3jppZewePFi/Pbbb+jWrRsyMzORkJCAQ4cOYd26dRg7diz69++PGTNm4Nprr637nFOIeO577XFUdI99xN1/DN31EY9FguZ1HBppXtdI9n5R1UL7BFZdG6uuBVfXgFuPaT+HXAMeY7sf2hpxSfN/qJ44y+uM6j7WDuljVbenuS0LbRrZa4kbGa1PuC/YRnk9quq3VV6tzYP6+Mo5VU8VlX7gttpqi6oW32JLaFa95/ZactV7pDqeY+21UI0crt4i1xrI1Pe6Ctr3x+zQh0ym9zlBED6HEJ4+67UethM1bIz1VLd8n5DI1W+AJGGvfW6bYP/7l0pt2gs4p/x93qFmXTNCuzo22OKbZlwUSR413dYyTl0jbusP3UjVLzrFZE2X3si6X5tEe9C8LLESAJAaZx8//PT3LQEAO22vO5haKtuGt7HW5JdWWWukD1XYz320wnr8Wov9uiurrfmosOVHnVc5/66uzdW9UN8jx5lq5JHhAaApUjXbMhPsLRarKrXjpJe7+U3nLFomr6Jo51VB/PLLL0dubi6WLl2K3/3ud4iNdf6HdPToUaxatQrDhw/Hk08+ibFjx9ZFfomIKAJYIMHixfBOrvajusFYT0REwcRYr8+rgvhHH32Ejh076qZp06YNpk6dikceeQTHjh0LVv4oQFIYfJA9zyPuvibSXR9x9dNYAGikekIOhyfhVTgPLXt+1DWzcY617Kptscqo6da8xmjm4XS+xwad+y6P6Fkj9+Wy2K8/M95ao9yz5Wl7PkzWmtiqaus/15riFsq2A2UGzbHUx1dq6l2MSmpxMaqoPNp6raq2X+5DXgPX84g79hGvRaUqH/Zt6lFU4fB+OX4+aiXXc8F6Ghm/vvuaefNvLUq6PHlFCP+6vEdQN/mww1gf5Tz946r/nxMAgDhh76+c09yeqc9KtL8XTtfa+yo7zbTiQ7yQ08r/V48tY7LlJV5Ve5xka+bWzJbNDo3tcbF3rxPW/eaOUdZ16bTF+scp2+sm9rz1/PQ2AED1lGXW6/jqEmXb+RprXC1VNasrq4nR5Evd6s/xOry9bri4f/Gw39vmsdpt6vfkp+PavuVh8RliEAkpxnp9XhXEPQVmtdjYWLRr1y6QPBERUYSzCMnPKU3C4ZdcZGKsJyKiYGKs1+fXqOmVlZX45ptvcOrUKVgc5vy94447gpU3ajACq4nU9NVy4Di3t8yxBjxd0s5jeVJVU/ur5ZBmW6LRPsqq+sl2rHAYFVTY+znFSnJNuHOfb73a71pbPtTzWsq11xfN1pruUxfstfdjkqx5uHScfY5R8UspAEDKtK4rmWPvU/3yEWv/qzjV2Ohybb08Oru6pjZG50m4RbL1EVfdu1qlT7xzX3IAqJG0/b/UKs1lyt8tDW0129TvV7HDU89KybEFg5Xe58Q7HJ01nAg/m6uJsKhSiQ6M9eQb/X69TrNsOO5tcR4fpFY4t5AqN9hj5jel9tG7v689qUlXLH5Q/j5Xpd1WU2uPM+qxTex5sc/SUV1jm4nENm+3Odaep8oYa5wrM9hHDv/tQgYA4HSlte/0r1X2FmHnt7UBANz+ylvKuuO29PbX9r8lW7qPbPt99qs91v9Ybr1fJy2lyrrTBut1Vlisreoqa+zbKmusea0120+gvk7He6G+R473T/PTzGH4lJRSe629+r2Ci/fT1XsOj58V9h9vSBjr9fn8y3bDhg0YOXIkTp8+7bRNkiSYzc5faET1ocNVrQEAqaJSsz7BYA/cjVSDjMQL7YBi8aqm6TG2grhcHDV4WRA3uyiI1wp5UDTrtmpVs+/Ey+QHA8W615Z4eSsAwBUG674m9TRs8tRptibz6oK4Ua8gbsujRRUA5X/NtargXKlqOl7pMBXJBdjv7UXVlCbpkvW9+P7/2JSVqCFgrKeGpPWVGSi/qI1vLVQPeS/UNNVsq661FxDNZtW0Z7ZYJxnsMdVgsA18ZrA+nDfF2LvGmYzWSoEEg/23RKot9jU3WLe1SrT/1E5pYov3zW1Nu097iInNrbEzpYM1trZKU43bUGEtASerpk5Ls+X1osV6vdVm+3VW2wrWtRb7byK5IC7kArGqK5vRaG9+borRVn40irXH9+a2+C5rnZCGY3sdCu5E5JLPBfFJkyZh6NChmDFjBtLS0uomV+SDQGv56r6W0NP8zpKLPswyx7m9ZbEW7XqDzvzLjnOMq+cgN1nsf8c7jJqu7vMVa5sL0yg5n0/v6sy2pjXqn6wGW81SjbxNVfA1GGy/HNLttfZSii0Y2kYiNRpKlHRKn3XJeZ7yWIPcn83OqHOf5FxYVHOGm23ZqbGoO4ar99E+ma422O+nEdo5XdXUDy/k/vfKfgbX77ne5wQhmUfc0/G9eUofjGNEBvYbC2+M9ZFFeDFChedxLjx8P3loSio87G8RzjNTVJnLndYVG+013avObgUAdCvvpBQ0ZWZVgVMIbestTY2r6kGzcpdUNbVyjLbYapKra+2tvSTb74Qy1W+VU7YZPn60FYpjzfYC7SfnrQX2V162FmS/+78aVEjfaPL2YYX99YiXrwIAnMcBAMAFVe13Ta01xtaqarXlWnuLqLFdp+qe2q5T81lQ1tmuR3Uv1A8oKh1qzqtUNe3lhhOabSdqkrDn7H4AQGKsdo7xarP2d4Gr9xyePiseWlYEI4568++FvMNYr8/ngnhJSQkKCgoYmImIyG/sNxbeGOuJiChQjPX6fK5Cuuuuu7Bp06a6yQ0REUUFAcnvheoeYz0REQWKsV6fzzXiCxcuxNChQ/HZZ5/hyiuvdJpn9KGHHgpm/igCeGpSbNB5HhQjXDdTjnGYysqxxbUkDEozO8lhkK8Y1aBsJtXfcQ75jDfaX8v9rY0GeUow/abpcsMoo9wf3KJqY2NrMi5s7b5rVUeIN1qbaYnm9v5sUo2tiZnt31qjmJ8Rb7Q2H5Ob3ceom3rbjm9yyLM633p5tqjaA8n5NqrujZxvAKh1GOBOfW/V9115LyBPn6Lax+G9dPee631O4MXnjMKLRVgXf/ajusdYT8EmhOuBuWRmi/Pgn1W1zk3Ta1TNpM0W65glZlHtcTA4LX/Suo8x6qbU8lSgFtsoZhbVdVVL1rxXSGcBAOX4FaXVRzXHOlNtH2C2Atb+19XiotOx5OMLVcz21Pxfez2+pHMffx3vu1lUK+9LRY12jAnHwdlcvefw4rNCDQdjvT6fC+L//ve/8dFHHyE+Ph6bNm3SzKEsSRKDMxERUQPHWE9ERFS3fC6IP/nkk3j66afxxBNPwGDgdECRTtIZZduXNP7u724ALqPDk2nHQcgMtv+s2xxqxDVTfakGOTM41MwanGuZY2yr1LXMrhrPyA/yzLYHxTXqRLaxUCzyYGpm+zXGGm07pKimL6u17RBjzZ/JaFbSKSOkq/4tyjXhMbaR5WJV90bOtzd5BoBaeV/V1EWxqqnMYswO90x1b9X33WAbAM7+nqjy5Ni6wc17XpefM2+2R8vAIaESLf3GZs2a5dd+N954I2644Yag58dbjPXRx9MAVZKH70DhMYHrgblk6sHVdPNhcf48Wiw1ENCO5K8dqMx93rz9apfvj+RqcDdNOnm6M2utbq2LmGYxWI9RYTmDizVnNdvUry9abFOOWS7Y/m+ftUQ+vnrKMflv5do1efV8peoUmm9ah/snVHOWCYfWaBZLjVLT7Vjj7VR77uY9FzqfFY/X4SFYcyC20IqWWO8vnwvi1dXVGDZsGAMzERH5zd8+YA2t39iRI0f82q9bt25Bz4svGOuJiChQkRDr77vvPr/2Gzx4MO644w7dND4XxEeNGoW33noLf/3rX/3KFJEjSafflcHNNse5u129tk/FYnCbVj3tV4xDrbq6RlyuCZfXGVVJ5WSu+rNIto3qh8DyTGByf211k89YW99v0dheI45q2xNlk7W22RRTq6ST99X0WZdrxOX/q67D6PC9ptqk5F9ysVKo74XF9f2D0/tgv+/ye2Fw+L/zPu7fc73PCTU80dJvbPny5fWdBb8w1pPvApvezKKq7VV2cdHv21XrJbOl0rkWVa822GOtqep8clrJYtumim0O039BdReErSWZxWLPh8VgqyU3WK/1QvWvqLVNiyZTv66sPWs7Ro3tOu19p+UWANoacW1NuHCVM02fcr2boErn0NpB0yrAYWo4s8XidE32tBaH1276guv294+eaT4jQSTE+jZt2vi1X2pqqsc0PhfEzWYzZs+ejQ8//BBdu3Z1GsBlzpw5vh6SiIiiTCQ8JfdVRUUFEhMTvUhZ/xjriYgoUJEQ62fOnFlnx/a5zdnevXvRvXt3GAwGfPvtt9i9e7dmCYZFixahbdu2iI+PR05ODr788kvd9GvWrEGHDh0QHx+PK6+8Eh988IFmuxACM2bMQEZGBhISEpCXl4eDBw8GJa9ERETeSEtLw3333YfPP/+8vrPiUShiPRjviYioATl27Biqqly13hE4duyYz8fzuUb8008/9fkkvnjrrbdQUFCAJUuWICcnB/PmzUN+fj4OHDiAli1bOqXfunUr7r77bhQWFuK2227DqlWrMHjwYHz99dfo0qULAGD27NmYP38+Xn/9dWRnZ2P69OnIz8/H/v37ER8fX6fXQ4ENsuVu4C5HBocHZ5IwQBLOzbYBwKAabEy9xfHZm1G1xujQJD3GxY7qnFoc/q9J7pBe05jbYGuLo659kneIsf5zNRiFks5V43s5ueTwGqr7pKRXb4MzuUm6qmWd7j1T31v1fZffC0ketE3nQae377nTfgEO5kahFQnN1Xz1r3/9CytWrMDNN9+Mtm3b4r777sPIkSORmZlZ31lzUtexHoz3DU7gg7mZPSRwcQAXg3a5Oo3FXOkif6omzE6DjXlPTqs0UVcNCifkOKc+vtwsXHKO0PIAVJLFGs8ra36DxVzhcC3219W1ZbbDO09V5rqpuXC7zfF6PNE2z3cYCE8V34XDl7KEWqdrcn8Od7nRaX7OwdgalEiL9W3btkXHjh3x3nvvoV27dsr6U6dOITs7G2azh+85B0H75Xr06FFMnDgx4OPMmTMHY8eOxejRo9GpUycsWbIEjRo1wmuvveYy/T/+8Q/ccsstePTRR9GxY0f87W9/w9VXX42FCxcCti+tefPmYdq0aRg0aBC6du2KN954A7/88gvWrVsXcH6JiMh38kiq/iwN1eDBg7Fu3Tr8/PPPeOCBB7Bq1Sq0adMGt912G9auXYvaWv1RpcNBsGI9GO+JiCJeJMb6jh074pprrkFRUZFmvfBjeh2fa8RvuukmzeBSspMnT+LkyZNKQPRHdXU1du3ahalTpyrrDAYD8vLysG3bNpf7bNu2DQUFBZp1+fn5StA9cuQIiouLkZeXp2xPSUlBTk4Otm3bhuHDh7s8blVVlabpQXl5ud/XRcHnOMBXMDh+rtUvvTqbunbZ9m9RftKlrgF2/Oejrc2Wd1Stlf82yLXJQknn6kmaUuPuoqbeVU24N5ekuRcu/v0Hoi7eSwp/wsdaKfV+DV2LFi1QUFCAgoICLFiwAI8++ig++OADNG/eHA888ACeeOIJNGrUqF7zWJexHmEU7xnrgyfQaaVc1YJ6++/d4mFqtGBwmRdXteS6O2jV1pY6rbOoBjCrrT3vazbrhNOlaN5Ls1Nai7tB2CjqRFqslyQJL7/8MlauXImBAwdi9uzZeOihh5RtvvK5IO44pYrZbMaPP/6IQ4cOYcWKFT5nQO306dMwm81IS0vTrE9LS8P333/vcp/i4mKX6YuLi5Xt8jp3aVwpLCzE008/7fe1EBGRewL+PfEOpwFc/FVSUoLXX38dK1aswNGjR3HXXXdhzJgxOHHiBJ5//nls374dH330Ub3msS5jPcIo3jPWExHVnUiL9XKt95QpU9ChQwfcfffd2Lt3L2bMmOHX8XwuiM+dO9fl+n/+859YuHAhRowY4VdGws3UqVM1T97Ly8uRlZVVr3kiO0sdPCtzbFKi6fLl1QHsfzr2EVf3dXGsFFDXAQj5y8qinu/Movm/RUhKOle9qOTjy+dUp5H/lmvsPX3Pyck098KPpjd66uK9pPBn8XMSGl/3+fnnn/H444/jf//7Hy5cuIDLLrsMy5cvR8+ePQHb53nmzJlYunQpSktLcd1112Hx4sVo3769H7nTt3btWixfvhwffvghOnXqhAcffBB/+tOfNFOc9O7dGx07dgz6uX3FWE++kjwFFI+1Rc5tvDweU95TiqmzPuL2vLha6dwPXMmzq23KtKXWn98xMalKf2q5Ftkg2ceIiYlJsmU/9H3ENZfptML1VKWwXb/6GvSwj3jkC1Wsrw8DBgzA1q1bcccdd3gcaNSdoPUR79evH/bs2RPQMZo3bw6j0YiSkhLN+pKSEqSnp7vcJz09XTe9/H9fjgkAcXFxSE5O1ixERNRwnD17Ftdddx1iY2Pxv//9D/v378dLL72EJk2aKGnkwb2WLFmCHTt2IDExEfn5+aisrAx6fkaPHo3MzEx88cUX2LNnDyZOnOg0z2hmZiaefPLJoJ87WIIR6xFG8Z6xnoiIvNW3b1+YTCbldadOnbBjxw6kpqb6VVEVtIL4J598gptuuimgY5hMJvTo0UPT+d1isaCoqAi5ubku98nNzXXqLL9x40YlfXZ2NtLT0zVpysvLsWPHDrfHJCKiuiVsLTv8Wbz1/PPPIysrC8uXL8c111yD7Oxs9O/fXxnpNNSDe508eRKvvPIKevXq5TZNQkJCnc5ZGqhgxHow3hMRRYVQxPpQ+vTTT50eoDdr1gybN2+GxeJ7Pb7PTdPvvPNOp3UlJSXYsWMHbrrpJs32tWvX+pyhgoICjBo1Cj179sQ111yDefPmoaKiAqNHjwYAjBw5Eq1atUJhYSEA4OGHH0bfvn3x0ksvYeDAgVi9ejV27tyJV199FbA1A5o8eTKeeeYZtG/fXpnOJDMzE4MHD/Y5f+Q7IfxvYCK8bJziOM2BkCwQtgHNHJs+W1RTqOg1Pzer1hhs2ZBczLslP81yNdWCfHzhYp18ZZqGZhbb8WtUA51UV2t2tJglJZ1DIzSX51Rfo2OTec2Ua7Z0ZlV6s22l+l5orsXhetX3Vn3f5fdCSHLzerjl7XvutF8AnzMKvUCbqzkOqhUXF4e4uDjNuvfeew/5+fkYOnQoNm/ejFatWuHBBx/E2LFjgQAG8/TV22+/jcGDBysDsJ04cQKZmZkw2AZgvHDhAhYuXIjHHnssKOcLhrqO9WC8b3ACbXouwai7HZLzT1LJRRNnV1NVGozxSvNtmbDYXwuHudXU03F5qsNSrkq3GbpqWlTbdUi2derrNhqs12Ow/T8+tinktjcW28BtBmOikt4Uk2LdZrH+JjBb7L8NhG2QNKGeWky+B8oUas5N2SXhOp67vW6H64PDZ0EyaN83SYrRXIOaU5x2N6ibzuB7nqbB8ziNHpuuh1SkNE2X47hcGx6sOO5zQTwlJcXlussvv9zXQ7k0bNgw/Prrr5gxYwaKi4vRrVs3bNiwQRl85dixY8pFw9afbtWqVZg2bRr++te/on379li3bp0ypygAPPbYY6ioqMC4ceNQWlqKPn36YMOGDZxTlIiongQ6t6hjP96ZM2fiqaee0qz78ccfsXjxYhQUFOCvf/0rvvrqKzz00EMwmUwYNWqU34N5+uruu+/GyZMnlbmxO3XqhD179uDSSy8FAJw7dw5Tp04Nq4J4Xcd6MN4TEUW8SJlHvK7iuM8F8eXLl/u6i88mTpzodp7STZs2Oa0bOnQohg4d6vZ4kiRh1qxZmDVrVlDzScEh4P7ppsXNNqdabhevnQYtcZG2VvUkuVZon/jWqr4FlJpw2zqhqhl39fRVmdDElr5W9QTaItds2/6v7lNSY7Y9QT+nqu2rteWxyvrcvLo2BpItnXA4lvrvWtsqST1ejS3fcu7Vtd+OeVYfo1azzvX9AwCLi6fvUD2Btjj83/Fv6Lznep8TangEJL9GRZX3OX78uKY/r2NtOGxNnXv27Im///3vAIDu3bvj22+/xZIlSzBq1KiA8u9Tnp0GggyzXxguhCLWg/E+wnjo7eiiJluzt8H537DR4PwAxVWNuNEQD7OlWrNOXRssOcQqoa69d/HvUVsbrK0J17QMkGu9VbX58kBlBltNsVF1XTG2v2MM1tYxjUwtUGuxxnZ5KrMYo33qwvgY63gWtZYLtv/bp9oz2/62qGr+HVvaaWv+bfdN9aNArh13+Y2kukdOrSE0LQBMmk1Gg0lzDWqONeJmi+uxOHSb+Hr8/uRvhXASaKwPF3UVx73qI94QfjQQEVH0cBxgy1VBPCMjA506ddKs69ixI44dOwYEMJhnpGKsJyIiCh2vasQ7d+6MGTNm4M4779SMFOfo4MGDmDNnDtq0aYMnnngimPmkeuJNv9tA++bq7S8k19vMDk88zcKxVtX6n3Wbtq9RrWR/al6rOk6NRXvMGM0Tc1vfZluNskF1OldPs+zTltn6WKtqlKvlGmvbE1+zqua4xmw7Wpm9Rlyy9RcXsdan7NVmIwy2dPK+taqnx9Vyvm2XI1QZlPPtTZ7hpkZffZ9qHd6HWtjvrfq+y++F/T1RncPhGO76iNfl5ywYxyffhKK52nXXXYcDBw5o1v3www9o06YN4DC4lzxvtjy41/jx433PXAPHWB/dAu8D7mG7iz7gaq5qv2Nd1KzK/auhqhU2GGJhcYjh6vM5xRXV94jkerVz/r3oD67+W85njKpG3GRsDACIk6zTkiUamqEm9jwAoLLqFwBAQqx9VocEg7WLSJXk3L9evib1AzTJ4TrV1yPXjnvdL1yzQXJ4ab+3jn3/DYZYGA3W7w+jQysHi8VNn3AHwl3fcdh/j7nd7Olz6kUMYT/y4ImUpul1xauC+IIFC/D444/jwQcfxO9+9zv07NkTmZmZiI+Px9mzZ7F//358/vnn2LdvHyZOnBiVP2CIiMh7oWiuNmXKFPTu3Rt///vf8Yc//AFffvklXn311XoZ3OvDDz9U+l3Lo4N/++23AIDS0tKgnstfjPVERBRMkdI0HXUUx70qiPfr1w87d+7E559/jrfeegsrV67E0aNHcfHiRTRv3hzdu3fHyJEjMWLECM38rERERK6E4il5r1698M4772Dq1KmYNWsWsrOzMW/ePIwYMUJJE6rBvRz7pN9///2a15KHWpxQYKwnIqJgiqQa8bqI4z4N1tanTx/06dPH55NQdBNCf+AMi84kBbWS6+ZJjk2iHbs2CttwbdZtDk3TDfbm09WqZuoxDoO1SWb7P6hYg3Wb0XYig+ofm95AC3ITbHVua2zNyGshb7Nff6U8WNvp3+w7XLQOZiIlWAsGF2pjAFs6pWm6qhmVJDdTt402bFSNyGbU+ZJw2TRdyHm2X0GV6v1U3z84NPt3NXWMvSmdah/H5u1u3nO9zwm8+JxReAlVcL7ttttw2223ud0eisG9/JlbtD4x1lNdcDUVmZrcnFktLibZaZ1JNTVWRc1p676SCWaHeKTfulgduT3FDs/DKUnqKc1scdZg+4ltUF2XSUoAACTC+iArGS1gNFnvy1nsAwA0M12mpJfTyVN21Rrsg7UZbM28LaqYKdn6oukPburttXs1jJTT4HlGyaQ0SU+Mba7ZVm2u0Ly2uJmmzGxx/1kRqHa7jcJPpBTE6yqOe/evjIiIiIiIiIiCwufpyyjceHpC4zzAh2/7B87d4FvKdp2aTLObATtqHGpNHafA0hwDDjXiwj5dRrVk/9vg+FxKXWtrezQn302D6gmwQacfi9k2qIjQTJmmrQlXD1ZmkZ8CF5+xZ+MXa78TKTPVmt4iwWKRNNdWqxqRzT6lmfX46gF0jDrTxyhTi6kGQpFzpp6mrFKyP5FX3z843FvH++7qXHDxXrp7zz3VeHv6nAUuGMdvWDWjdSmS+o3pyc7O9qu52uTJk/HQQw/VSZ4o+ngciM0rgU1PJnnY3+BiMLc4o3ONeJrUTvk7p8nNAIDWyRn49qJ29oPT4pjy9wVbzbmsuvac8rdZVUsrD2gmqQaEMxistdgxtsHkTDFJyjZ58LUEQ6qyLtVirQVubrBua5Vov67uTazx7Ybby2yZjMVDhV0BAId+excAkJ/YVUk//0Hrvlv+ewUAYPdZe75+rrDG2NMW+7WUGqzXedFi/d1QbbZvq661DgpXq5oyzGK5aPvDFndVg8IZVS0PTDGNNfevkaqmu7nUWrOtS0IaOjXpAgDYUXFCs63EeFjzuqq2HK7oflY8fM6CMb2Zp38vHMzNe5EQ6+syjrMgThHr+/+zBuFjFu2oyYnGZsrfSbAHk0YiSZOukUhQ/o61BacY2xeD0cuCeK2LgniNkJuTW/9fpWpmVWGRm7DpP0Cp+OFnAMCBvdZ942Bv+hZjC2CxkvOcpzFeFMTNqoK43OS9RlUIviBdVP19XnOM87D/2Kkw2x8mlLoYDZeim/CzuVpDm2FrxYoVfu3Xtm3boOeFKFId23sS3zkU+orFD8rf56pOarZV1dgHVqo1qwqDSkHcHlONBmuBVJ4bOz42RdkWH2MtgCcaVAVTW+G2XC6cJ9sLz5e2sMX7XHt81HXa+jum7Hvr75aff7Xn68dya+H5pMV+LacN1uussFhjcWWtfVtlTZntei8o68wW60MIIc/BriqIx6gegsTF2h80AEDjuAzl73SHn0DJiXzgTHahivWFhYVYu3Ytvv/+eyQkJKB37954/vnnccUVVyhpKisr8Ze//AWrV69GVVUV8vPz8fLLLyMtLU332HUZx1kQpyAI7EvXXR8hAKhFlcv1F6RzmtfFDv9gL0r2J9zxxhS4Y4a99rXGoX9ZpaoAaxbWQGq0FZBjhHN/MDW9wrlcQE60PXFvFmd/APDjeeu9THv1V2VdnMlWYK8ut6VpoWzr2Mi675kq+3VU2/pz298VdZ9veZvzN5xck14LdY24Nb261lp9n9T3z5H6vl+Etl9Yser+Ob6X7t5zvc+Jd/jjIJxY/HxHGtq72Ldv3/rOAlGIeKgR91CTqZ6WTBYjxTmtS7bYa2e7ptpjWVlVhjahOmQ4HEYdT+TCKFQtr+RacAAwxVoLpAmxTQEAjY3pyramwnrONEtTZV2rRtaTtWts/R3Qs6n94XXvXtaHBeL+Mcq6rH9s0eQtSzVjm7h/GACg//fLAABJX12ibNsZZ83j4XP2hwA/X7DemxJbJcNvsfYHEOcMxQCAizX2MWiqamwt82wFcfU0bLGqmn91wRsA0qXLlb87xGi3qd+T785pa9LPOExn5uo9h8fPiqdetRwvJpyEKtZv3rwZEyZMQK9evVBbW4u//vWv6N+/P/bv34/EROvDtClTpmD9+vVYs2YNUlJSMHHiRNx555344osvdI9dl3GcBXEiIgo5ISQI4UdzNT/2ISIiotALVazfsGGD5vWKFSvQsmVL7Nq1CzfccAPKysqwbNkyrFq1CjffbO3Ssnz5cnTs2BHbt2/Htdde63Meg8HngvjNN9+Mvn37YubMmZr1Z8+exZAhQ/DJJ58EM38UIE/9WELxk1YID33EdZ5e1grXtaOVDk2ihaQ9R42qH7Mk3D891U2nujnyyN4xkEdPt//TMQh5hFRJtatBs07dlN3o0HQ8VnXaXyqtx995StVk3mi9tgtmgyaNdV+hORYA1NieI8qjjKubmss14UJJI5y2mSV7TYF83ep1VbA/3VffP9uBne4BAFSrmrPDoT93FS5otrl7z/VHgfX8Oatr7DNGkYSxPgqFwRR63qhStcracdr+vXu6Rhs7KlUt42ot2m2+xAs5rfx/dUsweeaQStUsIedrrLW8Z6qtsfr7c/auWbU7sgAAqTe9r6z79qy2W9y3Z+1522lLV1pl3e9Qhb1G+Uy1fD7VzCu2mv5q2+ww6rw6Xoe31w0X96/SaL+3jvd9x2n79VY5jmQfDrz5nDe0PlARrLxcO45AXFwc4uKcW8o4KiuzdsVo2tTaWmXXrl2oqalBXl6ekqZDhw5o3bo1tm3bVm8FcZ9HTd+0aRMWLlyIwYMHo6LC/g+xuroamzdvDnb+iIgoAlkCWKjuMdYTEVGgAo31WVlZSElJUZbCwkLP57RYMHnyZFx33XXo0sU6cGBxcTFMJhNSU7XjHaSlpaG4uLhOrt0bfk1f9vHHH6O4uBjXXnstfvrpp+DnioiIIpo8t6g/C4UGYz0REQUi0Fh//PhxlJWVKcvUqVM9nnPChAn49ttvsXr16rq/wAD51Uc8IyMDmzdvxujRo9GrVy+sWbMGHTt2DH7uKAx4HvTCY9NzD9stFp1prgzupi/TNnW2OAwapp6Cy3FaK/Ur9VRZNY6Dg6h+8Bsla1Mzs+2fjFF1X+Rpz4zC6LROHsFcfawYW7MouSm4qlUZTlfJ+bL/0zTZDlFtS3dW1dJL3lfdxFw4jH6unh5NHohNabYuqaZOU9apm6bX2o6hvk/2ZmiOU41Z4Pq+VwuH5udwP82Zxc30ZXqfEwThc8gBXkJLaP9Z+LQfhQZjPQWX73U/ruLBedUAnz9dNKnWawcFrYS9C5vZocuTZvBPF7FBHS/kv+W8qLtPVRusv0XUs4mU1Vjjd8wFa6yvMtuv++RF6wBrFbX25tvfV2tr476vPqX8vfqodWC4xBjrsc7V2L8Bz1ZZbOez3yM5H3J3MHWTcjn/rq7N1b3QDGjncP/U9/Y3lGq2VV+0T3t23qAdjNVdfHfmVz0hhaFAY31ycjKSk52nMXRn4sSJeP/997FlyxZccol9cMP09HRUV1ejtLRUUyteUlKC9PR0N0erez5/0uURouPi4rBq1So8/PDDuOWWW/Dyyy/XRf6IiCgCWZ94S34s9Z3z6MBYT0REgQpVrBdCYOLEiXjnnXfwySefIDs7W7O9R48eiI2NRVFRkbLuwIEDOHbsGHJzc4N1uT7zuUZcOAxgMG3aNHTs2BGjRo0KZr5I5mnAiAYwuIpjjbQji852dwN3OQ6sZvYw77aaQf38SXX79AZrUwY5seW1VlVrHGP7Z2SGekA26zqLrZbc/sweqLEN7hZr+5apqLVfv6HKeowqs3rub+v/a20fhQu19s+EvG+t6hurxqEmvFpV4yzXgMu10BbVIHdy7bf6/ZJrwmtV05epa8Edpy9TP+3We1/VHAdhc/eeezqep89Zg8ABYihMMNZTqLlqteQqHlRIZ5W/LQZ7/HAcFLTSUmY/jkU7aJgvLaTk2GK21RBrasRtrb3UtfSSxRrHzVXWf0Pna5x/apeZ7ccolg5qthXD/vqbUutAbilG58GpLthaiZWrWpzJNdByvtR5lfOvjZXuW4JpB2tzmN5V2O9tmcMUZBeFvWXCRWgH2nJ8P+t7kFWKHBMmTMCqVavw7rvvonHjxkq/75SUFCQkJCAlJQVjxoxBQUEBmjZtiuTkZEyaNAm5ubn1NlAb/CmIHzlyBC1atNCsGzJkCDp06ICdO3cGM29ERBSh2DQ9vDHWExFRoEIV6xcvXgwAuPHGGzXrly9fjnvvvRcAMHfuXBgMBgwZMgRVVVXIz8+v91ZePhfE27Rp43J9586d0blz52DkiRoYTzWRnvuIu+8z5K6PeK1FW3stSdoacYNOrwuh7guu+pde69C4QNOPStL2rTaoas/l65dUx41R+mLHOJ1HdlGeI1HdVc1WC1VZq6pdt/1ptmWn2qKaqsS28qKqL1eN7YByTXiNujbbVpOvV/utriWX17mrBXfs7+VqqhRXNH3JhfaJvPs+4vp9yzxPk8cn7+HE34HX2DQ9NBjryZEU8ISnnn4rONfOuqoRrxKqvt+q+OY4xVaNxV5DbnaavsweMz1NPSmPTyLHIPWxqmxTqarjv1xLX23Lu9Fi/6ktt0YrM55W1p2vKtGc73yN/fWxuB8BACkW65SmRjgf66LBXgMt992W75E6r3L+9cZbUd8L9T1yvH/qe3sBZzXbqiV7Db3j++dcI+6uRt7/eO3pc8oQElqhivWOrbhciY+Px6JFi7Bo0SLfM1RH/BqsjYiIKBD+TkXGxylEREQNA2O9PhbEo10QahE9dVMPpKbS7ZNbg+NLbR8loVMjLqn7k6vz7vgwTdNH3PrU1mLrT2VQ1cDr1ZLLtcvCxWjiFtvTO/VTvBrbMWJVx5fvr5ysRvUEWe4PXqUZ1dz6d43Sv1v1VNthFHRXtd8WoR5JvUZzjXCosXbsI25W1zK4fdKtvR+ONeDu3vNAW1544nF/9mULKiH86xLPbvREkUkzkrmNY00sAKh7K9dKzqOCK+nM9ppix7iijSf6o6ZDidm2Vmaq2mClJlz1k8Nii8GV0nk4qoU1vxdr7bXIlbVlmjTq12XGn63XYrTWMsfAua+4etaYamEbNd1y3imv9vurM2q6m5lPHO+f+t46XaPOe+L4frp6zymyMNbrY0GciIhCTkCCxY+mriLg5rFEREQUCoz1+lgQp4B5rEkMoMbc7O5pqeMuTgOeux9FXZ1UU2frkE/1XOTyPOKuar/1asnl2mV1zbOyzVYFX6uqOTbZ5g9Xz0nuSD0vuNwPXD0feI1krS9wNQe43Efc29pv+2ixqr7fqvM7vj/qWnC9J93qYzg+aXf3ntd5jTcREdUZj63jXI2a7jBat2M6SXIeFVx5rap9NTuNmu5pPmvn+bTlY6j7g9faflFoRhg3WM/raqwauY90Va19lHWzuVKbb9VruXZcjsUxkqsacVXLNts1O/5fnX9tbHb/nqjvkeP9M6j6vTu+Q0bJvs3xPXX+zeD6/IzXFC1YECciopBjczUiIqLIxlivjwXxOuRpJM7ARyBtKDyMmq5Tc+o0t7eXp5Ak9RNz7THUIzFKOnkzaGqGrTW4RltfdOGhj7hcS26x1aSb1XN522q95b7bMaqnxzW2beon6Qbb50SuQdc8/XYYBR3qkc5t2yyaGmy51tt97be6Vls+lvrptLv+4o7p1LXejk+31a8dn5C7HTXdY18yPkH39J0TTjiAC1HwhOL3hOffNJ729/23gKs+4kJyPf6I4/HVtbhCrybW1S9+dSwTcmyUR09Xz1Ji7YPtbVyUR3avtVSq0jv2m7a/rrH1xZbjcozBXiPu+NsGqngq3zd1XuX8a6/d4T0R6lHTLU77Kudx0VJByT/ctzZwfI/dxfVAZjkJRRz0PDJ7w4nFdY2xXh8L4kREFHKcvoyIiCiyMdbrY0GcPPDmmZT70bHhZ78wT9uEwzkdcyCpa5SF45zjFpfpnGptVTXVcp9zZc5w1X7yNrkfOTR9xK1PhtWjuptttelGWy12rSp/6mM45tHVE2JvRj9XP52W86XX99tV7be7vt+O74NwUYsAh9oC53Tuj+HNem+3e/qcRs/z1/Ag/JzPNUpiM1EDFPxxPFzVmLr/XaBdr64Ndj6O93mV+0pb5FitrmlXYqS6pZrBYX91H25bP23d2npVCzdbf3H5GOrrcFUj7pjO1T3w3D9e2cNpX+XcOnORSzqz1ji+R/71BWesbkgY6/V52e6XiIiIiIiIiIKBNeJERBRybK5GREQU2Rjr9YVVQVwIgZkzZ2Lp0qUoLS3Fddddh8WLF6N9+/Zu9yksLMTatWvx/fffIyEhAb1798bzzz+PK664Qklz4403YvPmzZr97r//fixZsqROryc8eGrC436arGDxNOiGXtMktwN5OOzj2ERL/doCx21Gl+nUU27Aodm1ZJtOzGJLrx5ETj6eeoAW+bhys3UD7IOvyOvk5lsGF83cvW3aJefRohkkTduc3OIivdJ8Dc5NxDXHlwepcTPwmt5UJOom53rN0Zy6BLj5vHhsml7vzdXq+/wNC0dSjW6M99HHU5No4SLuWSyuvlfV6byLJU7ndtu8XSh/ySQlpsqDnKrSm21NwDW/QeS/3Te1t6gGoXPunqUaMNVyUXMtjs3Yteezn9Meu13dA/VvAqH5v2YQMs3vCu39s6h+A8n3QCa5vBfa/Nnz5C7ee9t8nsIdY72+sGqaPnv2bMyfPx9LlizBjh07kJiYiPz8fFRWVrrdZ/PmzZgwYQK2b9+OjRs3oqamBv3790dFRYUm3dixY3Hy5EllmT17dgiuiIiIXLEEsFDDx3hPRBT5GOv1hU2NuBAC8+bNw7Rp0zBo0CAAwBtvvIG0tDSsW7cOw4cPd7nfhg0bNK9XrFiBli1bYteuXbjhhhuU9Y0aNUJ6enodXwUREXmDzdWiF+M9EVF0YKzXFzY14keOHEFxcTHy8vKUdSkpKcjJycG2bdu8Pk5ZWRkAoGnTppr1K1euRPPmzdGlSxdMnToVFy5c0D1OVVUVysvLNQsREREFJpziPWM9ERHVl7CpES8uLgYApKWladanpaUp2zyxWCyYPHkyrrvuOnTp0kVZ/8c//hFt2rRBZmYmvvnmGzz++OM4cOAA1q5d6/ZYhYWFePrpp/2+noZCeJggQPJiagnPfXM99e11Pw2Gy+5hrvqEO/YD1/ThdkxrcZlOSNqTqfeT+3G7mi7EsT+4dp28n32bPJ2ay2P52GffcfowuOj/7aqvtqe+3+6O5ZjOqW+b23R6ffe87TPm/nOit5+32931GVQ2R81kGqHBKU2iVzjF+0iJ9R5jubrvb51lIrBxPCwufgvojZfidHyn86vjk2MM8vRNoo5R7s+jxHGhF7tdxFlNPHPMt+q10qfc9lJS9532fE7tPXH+TaD3+0y46Cdvvw711KfafAT2numvt26s/0bL/D3gPcZ6ffVWEF+5ciXuv/9+5fX69esDPuaECRPw7bff4vPPP9esHzdunPL3lVdeiYyMDPTr1w+HDx9Gu3btXB5r6tSpKCgoUF6Xl5cjKysr4DwSERGbq0WTcI73jPVERHWHsV5fvRXE77jjDuTk5Civq6qsI0iWlJQgIyNDWV9SUoJu3bp5PN7EiRPx/vvvY8uWLbjkkkt008rnPXTokNuCeFxcHOLi4ry+HiIi8p6ABOFHLZ0/+1D9Cud4z1hPRFR3GOv11VtBvHHjxmjcuLHyWgiB9PR0FBUVKYG4vLwcO3bswPjx490eRwiBSZMm4Z133sGmTZuQnZ3t8dx79uwBAM0PACIiCh3h5xPvKHlIHlEY74mIohNjvb6w6SMuSRImT56MZ555Bu3bt0d2djamT5+OzMxMDB48WEnXr18//P73v8fEiRMBW/O0VatW4d1330Xjxo2V/mUpKSlISEjA4cOHsWrVKtx6661o1qwZvvnmG0yZMgU33HADunbtWm/XGzSeJtqTQvFEyVN/Hed+zGqu5g61b3TXL1i7jxAO/cDV/a8dbpF6m7ovk95c5GaH9Oo+367SG5zmLnd/Hk26IPQRV7bJ/cBd9KeywP02vfm/Hffxpe+3u2N4Pa9ogJ+zsJgMI1omxiTSwXjfUHn6DvUUvzyN4+E8d7RvX5l6MccxPjjPpe32xJJFs0py1X/cVVx3FV+Vc6n7gTt1Qrf/KZm164SL33RBPLe7fuH674P2d5rj7zH/BBKvwyDWE3kpbAriAPDYY4+hoqIC48aNQ2lpKfr06YMNGzYgPj5eSXP48GGcPn1aeb148WIAwI033qg51vLly3HvvffCZDLh448/xrx581BRUYGsrCwMGTIE06ZNC+GVERGRGvuNRTfGeyKiyMdYr08SglU03igvL0dKSortiW9waplDMoqpxxpx/SeXXuVRp4bXmgX95z2SFKtzftfHdq5V1qkR19nX2xpxx/SsEXf+2zF9qGvEXdWmaLfrj7oe+KjpXjyFr+Ov2+CP5CoAmFFWVobk5OSgHFH+Ln0k+6+IM8R7sYdWlaUSLx75e1DzRCSri1gfDryL5YFdr8f45eG3QuAz6vpZI+7iu19zv5T7YnDepqQJvFZa3laf59YcVnNcx980eu91HdeIe4zVnlrHecFDrI68UdMZ6+tLWNWIExFRdOBTciIiosjGWK+PBXEiIgo5YfvPn/2IiIgo/DHW62NBvB558yGr++brnpr4eG5iJHlsJuShSbDuvq6bP7lrsm7Pk3dN0/WaULlsmq7TXN1TOq+2+dikS6+5tvdNw90fy3XTdb3328um6X7l28Ogf+HQ9LyORUtgIqJ6EODgrx6/n5yahzscPsDvWP3zOxzbh6bHkvKnNf/C1X3wcG1653XMd32e2216ybELmfvdAn0fPeYr4IMzjlL4YEGciIhCjs3ViIiIIhtjvT4WxImIKOSEn/OERklsJiIiavAY6/WxIE5ERCHHp+RERESRjbFeHwviREQUckL411WP3fuIiIgaBsZ6fcGY7I+IiCjsPffcc5AkCZMnT1bWVVZWYsKECWjWrBmSkpIwZMgQlJSU1Gs+iYiIKPKxIE5ERCFnCWDxx1dffYVXXnkFXbt21ayfMmUK/vvf/2LNmjXYvHkzfvnlF9x5551BuUYiIqJoFupY39CwIE5ERCEn9xvzZwGA8vJyzVJVVeX2XOfPn8eIESOwdOlSNGnSRFlfVlaGZcuWYc6cObj55pvRo0cPLF++HFu3bsX27dtDcRuIiIgiVqCxPtKxj3ikC3BeUG+eSXmaazywecZd7+t4WY5zc2s3O8xF7uaWOM3vrZ5C05v51HXmB6/fZ17+zTWuSef2ffD2maX7eU69P4aHdPU9T3i0dGgKFj/7jclvY1ZWlmb1zJkz8dRTT7ncZcKECRg4cCDy8vLwzDPPKOt37dqFmpoa5OXlKes6dOiA1q1bY9u2bbj22mv9yCBR+PFmXmYJHn4PePw9Eeg84EEWpO9kp3vn4riu7l0w5sKuz3Prn1cV0x1+R9Z7JAzC+16n85hHmwBjfaRjQZyIiELO36Zn8j7Hjx9HcnKysj4uLs5l+tWrV+Prr7/GV1995bStuLgYJpMJqampmvVpaWkoLi72I3dEREQkCzTWRzoWxImIKOQCHUk1OTlZUxB35fjx43j44YexceNGxMfH+5lTIiIi8gdHTdfHPuJERBSRdu3ahVOnTuHqq69GTEwMYmJisHnzZsyfPx8xMTFIS0tDdXU1SktLNfuVlJQgPT293vJNREREkY814kREFHKhaK7Wr18/7N27V7Nu9OjR6NChAx5//HFkZWUhNjYWRUVFGDJkCADgwIEDOHbsGHJzc/3IHREREcnYNF0fC+JERBRyQggIP9qe+bJP48aN0aVLF826xMRENGvWTFk/ZswYFBQUoGnTpkhOTsakSZOQm5vLgdqIiIgCFIpY35CxIE5ERCHn7/QkwZ7SZO7cuTAYDBgyZAiqqqqQn5+Pl19+ObgnISIiikLhEuvDFQviREQUcsLP2UkCjc2bNm3SvI6Pj8eiRYuwaNGiAI9MREREavUV6xsKFsTDnKe5DD3O++nxBIHOMw6PPTk8zTMO4X6OacnLXiL653Ccp9x1Wr25yb36QhBGLxKFG/f33p2gzfutHNDb9zjQr+Xwnyecc5cSUX0J+PdGGDclrevv1vr87q6rc+sdV/NZCOP33RXGWQonLIgTEVHIsbkaERFRZGOs18eCOBERhRyDMxERUWRjrNfHgjgREYWc8LOJYJTEZiIiogaPsV4fC+JERBRyfEpOREQU2Rjr9XkYRYuIiIiIiIiIgok14kREFHJC+DfYbgMboJeIiChqMdbrY0GciIhCTkDA4le/sSiJzkRERA0cY70+FsQbuHqfZxzezDXu//zNHucgVxJq58PWv+5gzE3uiuN85Wr12QskwPmzHXk9j7jOIfz6gg3ydTjiPOEhxafkRA1Lnf/eCBC/X0PH6znG6wE/B+GFsV4fC+JERBRyFj8frdTx4xgiIiIKEsZ6fWE1WJsQAjNmzEBGRgYSEhKQl5eHgwcP6u7z1FNPQZIkzdKhQwdNmsrKSkyYMAHNmjVDUlIShgwZgpKSkjq+GiIiInKF8Z6IiKJdWBXEZ8+ejfnz52PJkiXYsWMHEhMTkZ+fj8rKSt39OnfujJMnTyrL559/rtk+ZcoU/Pe//8WaNWuwefNm/PLLL7jzzjvr+GqIiMgdIYTfCzV8jPdERJGPsV5f2DRNF0Jg3rx5mDZtGgYNGgQAeOONN5CWloZ169Zh+PDhbveNiYlBenq6y21lZWVYtmwZVq1ahZtvvhkAsHz5cnTs2BHbt2/HtddeW0dXRERE7nBu0ejFeE9EFB0Y6/WFTY34kSNHUFxcjLy8PGVdSkoKcnJysG3bNt19Dx48iMzMTFx66aUYMWIEjh07pmzbtWsXampqNMft0KEDWrdurXvcqqoqlJeXaxYiIgoOi20kVX8WatjCKd4z1hMR1R3Gen1hUxAvLi4GAKSlpWnWp6WlKdtcycnJwYoVK7BhwwYsXrwYR44cwfXXX49z584pxzWZTEhNTfXpuIWFhUhJSVGWrKysAK+QiIhkQjWaqk9LfWecAhZO8Z6xnoio7jDW66u3gvjKlSuRlJSkLDU1NX4dZ8CAARg6dCi6du2K/Px8fPDBBygtLcXbb78dUP6mTp2KsrIyZTl+/HhAxyMiIopG4RzvGeuJiKi+1Fsf8TvuuAM5OTnK66qqKgBASUkJMjIylPUlJSXo1q2b18dNTU3F5ZdfjkOHDgEA0tPTUV1djdLSUs1T8pKSErf9zAAgLi4OcXFxPl8XERF55m/Ts2hprhZJwjneM9YTEdUdxnp99VYQb9y4MRo3bqy8FkIgPT0dRUVFSiAuLy/Hjh07MH78eK+Pe/78eRw+fBj33HMPAKBHjx6IjY1FUVERhgwZAgA4cOAAjh07htzc3KBfV7gRHj7IEqQgnCTAfyySXh78m0lQmyM/G34Is1fJvLuH4T8joqfPSmBCcP31PMJm3d6/yONv07MoGUg1ojDeRwd+BxL4OSAHjPX6wqaPuCRJmDx5Mp555hm899572Lt3L0aOHInMzEwMHjxYSdevXz8sXLhQef3II49g8+bN+Omnn7B161b8/ve/h9FoxN133w3YBoAZM2YMCgoK8Omnn2LXrl0YPXo0cnNzOYIqEVE94QAu0YvxnogoOjDW6wub6csA4LHHHkNFRQXGjRuH0tJS9OnTBxs2bEB8fLyS5vDhwzh9+rTy+sSJE7j77rtx5swZtGjRAn369MH27dvRokULJc3cuXNhMBgwZMgQVFVVIT8/Hy+//HLIr4+IiKwsws/matHymDzCMd4TEUU+xnp9koiWGdMDVF5ejpSUFABGIBjNucNEUJqmB5yJus5D3Tb8CIt7GARsmh7g6SPy6a0AYEZZWRmSk5ODckT5uzQvZQpiJd/75taIKnxcNjeoeSKSRWqsJyJyr+HH+i1btuCFF17Arl27cPLkSbzzzjuaFlZCCMycORNLly5FaWkprrvuOixevBjt27f3OW/BFDZN04mIiIiIiIh8UVFRgauuugqLFi1yuX327NmYP38+lixZgh07diAxMRH5+fmorKwMeV7VwqppOhERRQfhZzuJSGx3QEREFIlCFesHDBiAAQMGuD6WEJg3bx6mTZuGQYMGAQDeeOMNpKWlYd26dRg+fLgfOQwO1ogTEVHIcQAXIiKiyBZorC8vL9cs8vSXvjhy5AiKi4uRl5enrEtJSUFOTg62bdsW1Ov1FQviREQUckIIvxciIiIKf4HG+qysLKSkpChLYWGhz3koLi4GAKSlpWnWp6WlKdvqC5umR7lgDDAV8GBlwfhhXQdzkXtLP/fh9qwrDOczD5OCVWQOtha+/K3dZo04ERFRwxBorD9+/LhmsLa4ON8Hfgtn4VZKICIiIiIioiiXnJysWfwpiKenpwMASkpKNOtLSkqUbfWFBXEiIgo59hEnIiKKbOEQ67Ozs5Geno6ioiJlXXl5OXbs2IHc3NygnccfbJpOREQhJ4daf/YjIiKi8BeqWH/+/HkcOnRIeX3kyBHs2bMHTZs2RevWrTF58mQ888wzaN++PbKzszF9+nRkZmZq5hqvDyyIExFRyLGPOBERUWQLVazfuXMnbrrpJuV1QUEBAGDUqFFYsWIFHnvsMVRUVGDcuHEoLS1Fnz59sGHDBsTHx/uct2BiQZyIiEKOBXEiIqLIFqpYf+ONN+rOqiJJEmbNmoVZs2b5nJe6xD7iRERERERERCHEGnEiIgo5i+0/f/YjIiKi8MdYr48FcQqYp/mXA55n3KtMhLi5qu685WoN8IskTOb1DjbOEx5ehCQgJH8GcOH7SERE1BAw1utjQZyIiEJO+NlvLFqCMxERUUPHWK+PBXEiIgo5CyyQ2FyNiIgoYjHW6+NgbUREREREREQhxBpxIiIKOWGb1MSf/YiIiCj8MdbrY0GciIhCziJZIPkxgEu0NFcjIiJq6Bjr9bEgTkREIcd+Y0RERJGNsV4f+4gTEVHIWQL4z1uFhYXo1asXGjdujJYtW2Lw4ME4cOCAJk1lZSUmTJiAZs2aISkpCUOGDEFJSUkdXDEREVF0CUWsb8hYEKc6J+rgv3onROQu9X1r6+g/ij6bN2/GhAkTsH37dmzcuBE1NTXo378/KioqlDRTpkzBf//7X6xZswabN2/GL7/8gjvvvLNe801ERESRj03TiYgo5EIxgMuGDRs0r1esWIGWLVti165duOGGG1BWVoZly5Zh1apVuPnmmwEAy5cvR8eOHbF9+3Zce+21PuePiIiIrDhYmz4WxImIKOQsMEOC2a/9AKC8vFyzPi4uDnFxcbr7lpWVAQCaNm0KANi1axdqamqQl5enpOnQoQNat26Nbdu2sSBOREQUgEBjfaRj03QiIgo5a4cBix+LtZtBVlYWUlJSlKWwsFD3fBaLBZMnT8Z1112HLl26AACKi4thMpmQmpqqSZuWlobi4uI6vHoiIqLIF2isj3SsESciopALdEqT48ePIzk5WVnvqTZ8woQJ+Pbbb/H555/7kVsiIiLyFacv08eCOBERhZy1uZrvjbLk5mrJycmagrieiRMn4v3338eWLVtwySWXKOvT09NRXV2N0tJSTa14SUkJ0tPTfc4bERER2QUa6yMdm6YTEVFEEkJg4sSJeOedd/DJJ58gOztbs71Hjx6IjY1FUVGRsu7AgQM4duwYcnNz6yHHREREFC1YI05ERPXAv5FU4cM+EyZMwKpVq/Duu++icePGSr/vlJQUJCQkICUlBWPGjEFBQQGaNm2K5ORkTJo0Cbm5uRyojYiIKGB1H+sbsrCqERdCYMaMGcjIyEBCQgLy8vJw8OBB3X3atm0LSZKclgkTJihpbrzxRqftDzzwQAiuiIiIXLEIs9+LtxYvXoyysjLceOONyMjIUJa33npLSTN37lzcdtttGDJkCG644Qakp6dj7dq1dXTVJGO8JyKKfKGI9Q1ZWNWIz549G/Pnz8frr7+O7OxsTJ8+Hfn5+di/fz/i4+Nd7vPVV1/BbLa/Wd9++y1+97vfYejQoZp0Y8eOxaxZs5TXjRo1qsMrobpWX6MpSpDq5bz1JVpGraTQC8XcokJ4/vzGx8dj0aJFWLRokc95If8x3hMRRT7OI64vbAriQgjMmzcP06ZNw6BBgwAAb7zxBtLS0rBu3ToMHz7c5X4tWrTQvH7uuefQrl079O3bV7O+UaNGHHyHiChMCJgh/GiUJaJkAJdIxnhPRBQdGOv1hU3T9CNHjqC4uBh5eXnKupSUFOTk5GDbtm1eHaO6uhr/+te/cN9990GStDWXK1euRPPmzdGlSxdMnToVFy5c0D1WVVUVysvLNQsREREFJpziPWM9ERHVl7CpEZcH0UlLS9OsT0tLU7Z5sm7dOpSWluLee+/VrP/jH/+INm3aIDMzE9988w0ef/xxHDhwQLcfYGFhIZ5++mm/roWIiPRZ5wjl3KLRKJziPWM9EVHdYazXV28F8ZUrV+L+++9XXq9fvz7gYy5btgwDBgxAZmamZv24ceOUv6+88kpkZGSgX79+OHz4MNq1a+fyWFOnTkVBQYHyury8HFlZWQHnkYiIrOMP+NdvjOMWNDThHO8Z64mI6g5jvb56K4jfcccdyMnJUV5XVVUBAEpKSpCRkaGsLykpQbdu3Twe7+jRo/j444+9Gu1WPu+hQ4fcFsTj4uIQFxfn1bUQEZFvhDBD+DH4oYiSkVQjSTjHe8Z6IqK6w1ivr94K4o0bN0bjxo2V10IIpKeno6ioSAnE5eXl2LFjB8aPH+/xeMuXL0fLli0xcOBAj2n37NkDAJofAEREFDpsrhY9GO+JiKITY72+sBmsTZIkTJ48Gc888wzee+897N27FyNHjkRmZiYGDx6spOvXrx8WLlyo2ddisWD58uUYNWoUYmK0zxYOHz6Mv/3tb9i1axd++uknvPfeexg5ciRuuOEGdO3aNWTXR0RERIz3RERECKfB2gDgscceQ0VFBcaNG4fS0lL06dMHGzZs0MwpevjwYZw+fVqz38cff4xjx47hvvvuczqmyWTCxx9/jHnz5qGiogJZWVkYMmQIpk2bFpJrosgSLX1WiOqadUoTP5qrRcmUJpGO8Z6IKPIx1uuThBAsWXihvLwcKSkpAIyAHx8oIqKGRwAwo6ysDMnJyUE5ovxd2jI5FwbJ92fBFlGLU+XbgponIhljPRFFH8b6+hJWNeJERBQd2G+MiIgosjHW62NBnIiIQo4jqRIREUU2xnp9YTNYGxEREREREVE0YI04ERGFnICA8KPpGQdMJCIiahgY6/WxIE5ERCEnhMXP5mrR0W+MiIiooWOs18eCOBER1QOzn8+7o6PfGBERUcPHWK+HBXEiIgo569NuPiUnIiKKVIz1+jhYGxEREREREVEIsUaciIhCjk/JiYiIIhtjvT4WxImIKOQssEDyJzj7MfoqERERhR5jvT4WxImIKOT4lJyIiCiyMdbrY0GciIhCTgj/RkT1dz8iIiIKLcZ6fSyIExFRyAkIwI+mZ8LPiVCIiIgotBjr9XHUdCIiIiIiIqIQYo04ERGFnL/9v6Kl3xgREVFDx1ivjwVxIiIKOQZnIiKiyMZYr48FcSIiCjl/pyaJlilNiIiIGjrGen0siBMRUcjxKTkREVFkY6zXx8HaiIiIiIiIiEKINeJERBRyfEpOREQU2Rjr9bEgTkRE9cDfIBsdwZmIiKjhY6zXw4I4ERGFHJ+SExERRTbGen0siBMRUchxJFUiIqLIxlivj4O1EREREREREYUQa8SJiCjkhBB+9QGz7kdEREThjrFeHwviRERUD8wAJD/2i47gTERE1PAx1uthQZyIiELOOhCL78E5Wp6SExERNXSM9frCqo/42rVr0b9/fzRr1gySJGHPnj1e7bdmzRp06NAB8fHxuPLKK/HBBx9otgshMGPGDGRkZCAhIQF5eXk4ePBgHV0FERF5ZglgoYaMsZ6IKFow1usJq4J4RUUF+vTpg+eff97rfbZu3Yq7774bY8aMwe7duzF48GAMHjwY3377rZJm9uzZmD9/PpYsWYIdO3YgMTER+fn5qKysrKMrISIiIlcY64mIiABJhGHd/08//YTs7Gzs3r0b3bp10007bNgwVFRU4P3331fWXXvttejWrRuWLFkCIQQyMzPxl7/8BY888ggAoKysDGlpaVixYgWGDx/uVZ7Ky8uRkpICwOhnXwciooZGADCjrKwMycnJQTmi/F0qIR6S5F9zNYHKoOaJ6gdjPRFROGCsry9hVSPuj23btiEvL0+zLj8/H9u2bQMAHDlyBMXFxZo0KSkpyMnJUdK4UlVVhfLycs1CRETBIQL4j6IPYz0RUcPDWK+vwRfEi4uLkZaWplmXlpaG4uJiZbu8zl0aVwoLC5GSkqIsWVlZdZJ/IqLoxH5j5D3GeiKihii0sX7RokVo27Yt4uPjkZOTgy+//DLoVxRM9VYQX7lyJZKSkpTls88+q6+suDR16lSUlZUpy/Hjx+s7S0REEUQAwo8lSp6SRwrGeiKiaBa6WP/WW2+hoKAAM2fOxNdff42rrroK+fn5OHXqVJ1cWTDU2/Rld9xxB3JycpTXrVq18us46enpKCkp0awrKSlBenq6sl1el5GRoUmj1yctLi4OcXFxfuWJiIiIGOuJiCg05syZg7Fjx2L06NEAgCVLlmD9+vV47bXX8MQTT9R39lyqt4J448aN0bhx44CPk5ubi6KiIkyePFlZt3HjRuTm5gIAsrOzkZ6ejqKiIiUYl5eXY8eOHRg/frzX57GPacfaGCKKFtbvu7oZ0zN6+oBFM8Z6IqJwF76x3nHcDncPT6urq7Fr1y5MnTpVWWcwGJCXl6c7Tkh9q7eCuCu//fYbjh07hl9++QUAcODAAcD2pFt+2j1y5Ei0atUKhYWFAICHH34Yffv2xUsvvYSBAwdi9erV2LlzJ1599VUAgCRJmDx5Mp555hm0b98e2dnZmD59OjIzMzF48GCv83bu3DnbX+yfSETR5dy5c7aRpANnMpmQnp6u22/Xk/T0dJhMpqDkh0KPsZ6IKPyEW6xPSkpyGrdj5syZeOqpp5zSnj59Gmaz2eU4Id9//73feahrYVUQf++995TmBACU6UbUN/3YsWMwGOxd23v37o1Vq1Zh2rRp+Otf/4r27dtj3bp16NKli5LmscceQ0VFBcaNG4fS0lL06dMHGzZsQHx8vNd5y8zMxPHjx9G4cWNIkoTy8nJkZWXh+PHjET2sfjDxnvmH9813vGf+cbxvQgicO3cOmZmZQTtHfHw8jhw5gurqar+PYTKZfPr+pvDCWB/5eN98x3vmH9433zWUWC+EcJr6LNK6EoXlPOINgTw/XqTPbxdMvGf+4X3zHe+Zf3jfiLT4b8I/vG++4z3zD++b7yLxnlVXV6NRo0b4z3/+o2kFNWrUKJSWluLdd9+t1/y50+CnLyMiIiIiIqLoZDKZ0KNHDxQVFSnrLBYLioqKlLFEwlFYNU0nIiIiIiIi8kVBQQFGjRqFnj174pprrsG8efNQUVGh6QoVblgQ91NcXBxmzpwZcX0V6hLvmX9433zHe+Yf3jciLf6b8A/vm+94z/zD++a7SL1nw4YNw6+//ooZM2aguLgY3bp1w4YNG5wGcAsn7CNOREREREREFELsI05EREREREQUQiyIExEREREREYUQC+JEREREREREIcSCOBEREREREVEIsSCusnbtWvTv3x/NmjWDJEnYs2ePV/utWbMGHTp0QHx8PK688kp88MEHmu1CCMyYMQMZGRlISEhAXl4eDh48WEdXEVr+XNtTTz0FSZI0S4cOHTRpKisrMWHCBDRr1gxJSUkYMmQISkpK6vhqQmPRokVo27Yt4uPjkZOTgy+//FI3fTR/vtR8uW8rVqxw+ozFx8dr0kT6fduyZQtuv/12ZGZmQpIkrFu3zuM+mzZtwtVXX424uDhcdtllWLFihVMaXz+/ROGGsd53jPX+Ybz3HWO9bxjrGzhBijfeeEM8/fTTYunSpQKA2L17t8d9vvjiC2E0GsXs2bPF/v37xbRp00RsbKzYu3evkua5554TKSkpYt26deL//u//xB133CGys7PFxYsX6/iK6p4/1zZz5kzRuXNncfLkSWX59ddfNWkeeOABkZWVJYqKisTOnTvFtddeK3r37h2CK6pbq1evFiaTSbz22mti3759YuzYsSI1NVWUlJS4TB/tny+Zr/dt+fLlIjk5WfMZKy4u1qSJ9Pv2wQcfiCeffFKsXbtWABDvvPOObvoff/xRNGrUSBQUFIj9+/eLBQsWCKPRKDZs2KCk8fV9IApHjPW+Y6z3HeO97xjrfcdY37CxIO7CkSNHvA7Of/jDH8TAgQM163JycsT9998vhBDCYrGI9PR08cILLyjbS0tLRVxcnPj3v/9dB7kPHX+vbebMmeKqq65yu720tFTExsaKNWvWKOu+++47AUBs27YtiFcQetdcc42YMGGC8tpsNovMzExRWFjoMn00f77UfL1vy5cvFykpKW6PFy33TeZNcH7sscdE586dNeuGDRsm8vPzlde+vg9E4Yyx3juM9f5hvPcdY31gGOsbHjZND9C2bduQl5enWZefn49t27YBAI4cOYLi4mJNmpSUFOTk5ChpGqpAru3gwYPIzMzEpZdeihEjRuDYsWPKtl27dqGmpkZz3A4dOqB169YN+p5VV1dj165dmusyGAzIy8tze13R/PmS+XPfAOD8+fNo06YNsrKyMGjQIOzbt0/ZFg33zVeePmv+vg9EkSCav4sZ633HeO87xvrQYKwPLyyIB6i4uBhpaWmadWlpaSguLla2y+vcpWmo/L22nJwcrFixAhs2bMDixYtx5MgRXH/99Th37pxyXJPJhNTUVJ+OG+5Onz4Ns9ns0/2K5s+XzJ/7dsUVV+C1117Du+++i3/961+wWCzo3bs3Tpw4AUTJffOVu89aeXk5Ll686Nf7QBQpovm7mLHed4z3vmOsDw3G+vAStQXxlStXIikpSVk+++yz+s5S2HO8ZzU1NX4dZ8CAARg6dCi6du2K/Px8fPDBBygtLcXbb78d9DxTdMrNzcXIkSPRrVs39O3bF2vXrkWLFi3wyiuv1HfWiCiEGOt9x1hPDQVjPTV0MfWdgfpyxx13ICcnR3ndqlUrv46Tnp7uNMJnSUkJ0tPTle3yuoyMDE2abt26+Zn7+uF4z6qqqoAgXFtqaiouv/xyHDp0CLDds+rqapSWlmqelKvva0PUvHlzGI1G3c+Lo2j6fLnjz31zFBsbi+7du2s+Y4jw++Yrd5+15ORkJCQkwGg0Bvw+EIUaY73vGOsDx3jvO8b60GCsDy9RWyPeuHFjXHbZZcqSkJDg13Fyc3NRVFSkWbdx40bk5uYCALKzs5Genq5JU15ejh07dihpGgrHe9apU6egXNv58+dx+PBh5UuyR48eiI2N1Rz3wIEDOHbsWIO7Z2omkwk9evTQXJfFYkFRUZHb64qmz5c7/tw3R2azGXv37lU+Y9Fw33zl6bMWjPeBKNQY633HWB84xnvfMdaHBmN9mKnv0eLCyZkzZ8Tu3bvF+vXrBQCxevVqsXv3bnHy5EklzT333COeeOIJ5fUXX3whYmJixIsvvii+++47MXPmTJfTTaSmpop3331XfPPNN2LQoEERM3WCN9d28803iwULFiiv//KXv4hNmzaJI0eOiC+++ELk5eWJ5s2bi1OnTilpHnjgAdG6dWvxySefiJ07d4rc3FyRm5sb8usLttWrV4u4uDixYsUKsX//fjFu3DiRmpqqTLfBz5drvt63p59+Wnz44Yfi8OHDYteuXWL48OEiPj5e7Nu3T0kT6fft3LlzYvfu3WL37t0CgJgzZ47YvXu3OHr0qBBCiCeeeELcc889Snp5SpNHH31UfPfdd2LRokUupzTRex+IGgLGet8x1vuO8d53jPW+Y6xv2FgQV1m+fLkA4LTMnDlTSdO3b18xatQozX5vv/22uPzyy4XJZBKdO3cW69ev12y3WCxi+vTpIi0tTcTFxYl+/fqJAwcOhOy66pI319amTRvNPRw2bJjIyMgQJpNJtGrVSgwbNkwcOnRIs8/FixfFgw8+KJo0aSIaNWokfv/732t+JDVkCxYsEK1btxYmk0lcc801Yvv27co2fr7c8+W+TZ48WUmblpYmbr31VvH1119rjhfp9+3TTz91+X0m36dRo0aJvn37Ou3TrVs3YTKZxKWXXiqWL1/udFy994GoIWCs9x1jvX8Y733HWO8bxvqGTRLWeeeIiIiIiIiIKASito84ERERERERUX1gQZyIiIiIiIgohFgQJyIiIiIiIgohFsSJiIiIiIiIQogFcSIiIiIiIqIQYkGciIiIiIiIKIRYECciIiIiIiIKIRbEiYiIiIiIiEKIBXGiMLBs2TL079+/zs+zYcMGdOvWDRaLpc7PRURERHaM9USkxoI4UT2rrKzE9OnTMXPmzDo/1y233ILY2FisXLmyzs9FREREVoz1ROSIBXGievaf//wHycnJuO6660JyvnvvvRfz588PybmIiIiIsZ6InLEgThQkb7zxBpo1a4aqqirN+sGDB+Oee+5xu9/q1atx++23a9bdeOONmDx5stNx7r33XuV127Zt8cwzz2DkyJFISkpCmzZt8N577+HXX3/FoEGDkJSUhK5du2Lnzp2a49x+++3YuXMnDh8+HOAVExERRRfGeiIKFhbEiYJk6NChMJvNeO+995R1p06dwvr163Hfffe53e/zzz9Hz549/Trn3Llzcd1112H37t0YOHAg7rnnHowcORJ/+tOf8PXXX6Ndu3YYOXIkhBDKPq1bt0ZaWho+++wzv85JREQUrRjriShYWBAnCpKEhAT88Y9/xPLly5V1//rXv9C6dWvceOONLvcpLS1FWVkZMjMz/Trnrbfeivvvvx/t27fHjBkzUF5ejl69emHo0KG4/PLL8fjjj+O7775DSUmJZr/MzEwcPXrUr3MSERFFK8Z6IgoWFsSJgmjs2LH46KOP8PPPPwMAVqxYgXvvvReSJLlMf/HiRQBAfHy8X+fr2rWr8ndaWhoA4Morr3Rad+rUKc1+CQkJuHDhgl/nJCIiimaM9UQUDDH1nQGiSNK9e3dcddVVeOONN9C/f3/s27cP69evd5u+WbNmkCQJZ8+e9Xhss9nstC42Nlb5W/4B4Gqd4xQmv/32G1q0aOHlVREREZGMsZ6IgoE14kRB9uc//xkrVqzA8uXLkZeXh6ysLLdpTSYTOnXqhP379zttc2xi9uOPPwYlf5WVlTh8+DC6d+8elOMRERFFG8Z6IgoUC+JEQfbHP/4RJ06cwNKlS3UHbpHl5+fj888/d1r/7rvvYu3atTh8+DCeffZZ7N+/H0ePHlWawvlr+/btiIuLQ25ubkDHISIiilaM9UQUKBbEiYIsJSUFQ4YMQVJSEgYPHuwx/ZgxY/DBBx+grKxMs37gwIGYPXs2OnXqhC1btuDll1/Gl19+iTfffDOg/P373//GiBEj0KhRo4COQ0REFK0Y64koUJJQz3VARNi0aRNuuukmfPrpp25HQPWkX79+6Ny5M+bPn+9V+qFDh+Lqq6/G1KlTAdvcot26dcO8efP8Or87p0+fxhVXXIGdO3ciOzs7qMduKL788kv06dMHBw8eRJs2bUJ67jNnzqB169ZYs2YNbr311pCem4iItAKN94z14Y3xnsIda8Qpar388stYsWJFUI959uxZvPPOO9i0aRMmTJjg9X4vvPACkpKSvE6/atUqvwL3Tz/9hJdffrlOAvOyZcvQsWNHxMfHo3379liwYIHX+1ZVVeHxxx9HZmYmEhISkJOTg40bN7pMu3XrVvTp0weNGjVCeno6HnroIZw/f97rcz355JO4++67Qx6UYRuw589//jOmT58e8nMTEUWrYMf7UMV6+Bnv6zLWg/HeK4z35BVBFKU6d+4s+vbt67TebDaLixcvCrPZ7PMx27RpI5KTk8ULL7wQUN769u0rHn74YbfbBw4cKNq0aRPQOYJpyZIlAoAYMmSIePXVV8U999wjAIjnnnvOq/2HDx8uYmJixCOPPCJeeeUVkZubK2JiYsRnn32mSbd7924RHx8vunfvLhYvXiyefPJJERcXJ2655RavzrN7924BQGzdutWv6wyG/fv3CwCiqKio3vJARBRNgh3vQxXrBeM94z1FNBbEo9z58+frOwv1xl1gbgjCKTBfuHBBNGvWTAwcOFCzfsSIESIxMVH89ttvuvvv2LFDAND8oLl48aJo166dyM3N1aQdMGCAyMjIEGVlZcq6pUuXCgDiww8/9JjXhx56SLRu3VpYLBYfrjD4unTpIu655556zQMRRRfGe8b7QDHe+47xnvSwIB5BTpw4Ie677z6RkZEhTCaTaNu2rXjggQdEVVWVEEKI5cuXCwBi06ZNYvz48aJFixYiNTVV2X/RokWiU6dOwmQyiYyMDPHggw+Ks2fPas7xww8/iDvvvFOkpaWJuLg40apVKzFs2DBRWlqqpPnoo4/EddddJ1JSUkRiYqK4/PLLxdSpUz3m35v9KisrxYwZM0S7du2EyWQSl1xyiXj00UdFZWWl0/HefPNN0atXL5GQkCBSU1PF9ddfr3x5t2nTRgDQLHKQ/vTTTwUA8emnn2qO9/bbb4urr75axMfHi2bNmokRI0aIEydOaNKMGjVKJCYmihMnTohBgwaJxMRE0bx5c/GXv/xF1NbWerwH69atE7feeqvyHl566aVi1qxZmn379u3rlHe9IP3aa68JAGLZsmWa9c8++6wAINavX+8xX3rWr1/v8jhbt24VAMSbb76pu/+jjz4qjEajJtgKIcTf//53AUAcO3ZMCCFEWVmZiImJEY8++qgmXVVVlUhKShJjxozxmNfWrVuLe++912k9ADFz5kyn9W3atBGjRo1SXsv/hj777DMxadIk0bx5c5GSkiLGjRsnqqqqxNmzZ8U999wjUlNTRWpqqnj00Udd/giYMmWKSE1NrfcfCETUMDHeazHeWzHe2zHeU0MQU99N4yk4fvnlF1xzzTUoLS3FuHHj0KFDB/z888/4z3/+gwsXLsBkMilpH3zwQbRo0QIzZsxARUUFAOCpp57C008/jby8PIwfPx4HDhzA4sWL8dVXX+GLL75AbGwsqqurkZ+fj6qqKkyaNAnp6en4+eef8f7776O0tBQpKSnYt28fbrvtNnTt2hWzZs1CXFwcDh06hC+++EI3/97sZ7FYcMcdd+Dzzz/HuHHj0LFjR+zduxdz587FDz/8gHXr1ilpn376aTz11FPo3bs3Zs2aBZPJhB07duCTTz5B//79MW/ePEyaNAlJSUl48sknAQBpaWlu87dixQqMHj0avXr1QmFhIUpKSvCPf/wDX3zxBXbv3o3U1FQlrdlsRn5+PnJycvDiiy/i448/xksvvYR27dph/PjxuvdhxYoVSEpKQkFBAZKSkvDJJ59gxowZKC8vxwsvvADY+jyVlZXhxIkTmDt3LgDo9jkbPXo01q5di4KCAvzud7/D/7N35/FRVff/+F93JskkARJky6IBEZVNEIoao7hBNCIfhYp+xNqCS92Ktpi2Ki2CWvtBbatUZWktglYoSn+u1eKSCmoFLAhfdyoUBJWEpSaBQGaSuef3x8y9c+6dO/fOnsnk9eQxDzJ3m7vNfc+9Z3lXVFTgo48+wj333IPrrrvO0InIt99+C7/fb7uOAFBYWKj3xLp582YAwCmnnGKYZsyYMXC5XNi8eTO+//3vR1zW5s2bceKJJ6KoqMgw/LTTTgMAbNmyRV/n9vb2sM/Jy8vDqFGj9PWI5Ouvv8auXbvwne98x3H7nGjn/z333IP169fjj3/8I3r27In33nsP/fv3x//93//h1VdfxW9+8xucdNJJmDZtmmH+MWPG4OGHH8Ynn3yCk046KeH1IaKug/Ge8T4SxvsAxnvqNDr6SQAlx7Rp04TL5RL/+te/wsZpT+G0p3tjx441PHHdu3evyMvLExdccIGhndRjjz0mAIgnnnhCCKm9zapVqyKux8MPPywAiH379sW0/tHM9+c//1m4XK6wdkRae6V//vOfQgghvvjiC+FyucR3v/vdsHZf8hPJSFXVzE/IfT6f6NevnzjppJPEkSNH9On+9re/CQBizpw5+rDp06cLAOLee+81LHP06NFizJgxjvvh8OHDYcNuvPFGUVhYaCgFiLWq2p49e0SvXr3E+eefL7xerxg9erTo379/2FNpq5IDq5f8NHnGjBnC7XZbfm7fvn3F1KlTbddt+PDhYty4cWHDP/nkEwFALF68WAghxKpVqwQA8fbbb4dNe/nll4vS0lLbz3nzzTcFAPHyyy+HjYv1CXlNTY3hXKqqqhKKooibbrpJH9be3i6OOeYYy3NMKz145plnbNeZiMiM8Z7x3g7jPeM9dR7sNT0LqKqKF154ARdffHHY00MAUBTF8P7666+H2+3W37/55pvw+XyYOXMmXC6XYbqioiK88sorQDBnJgC89tprOHz4sOW6aE+KX3zxRaiqGvU2RDPfqlWrMHToUAwZMgT79+/XX+PGjQMAvPXWWwCAF154AaqqYs6cOYbtsdoX0di4cSP27t2LH/3oR8jPz9eHT5w4EUOGDNH3j+ymm24yvD/rrLPwn//8x/GzCgoK9L8PHjyI/fv346yzzsLhw4fx+eefx7zumtLSUixYsABvvPEGzjrrLGzZsgVPPPFE2FPp5cuX44033nB8yU98jxw5YiiBkeXn5+PIkSO263bkyBF4PB7LebXx8v+RpnX6nAMHDgAAjjrqKNvponHdddcZzqXKykoIIXDdddfpw9xuN0455RTL466tw/79+xNeFyLqOhjvGe+dMN4z3lPnwarpWWDfvn1obm6OusqLOZ3Fl19+CQAYPHiwYXheXh6OO+44ffzAgQNRW1uLhx56CMuXL8dZZ52FSy65BN///vf1oH3FFVfgT3/6E374wx/izjvvxPjx43HppZfisssuCwuSsmjm++KLL/DZZ5+hb9++lsvYu3cvAGD79u1wuVwYNmxYVPvDSaT9AwBDhgzBu+++axiWn58fto5HHXUUvv32W8fP+uSTTzB79mz84x//QHNzs2FcU1NTnFsQMHXqVDz99NN45ZVXcMMNN2D8+PFh05x55pkxL7egoAA+n89yXGtrq+HHRqT5vV6v5byQfqxo/0ea1ulzNIEH4onp37+/4b12/ldUVIQNtzru2jrE80ORiLouxvsAxnt7jPcBjPeU6Xgj3gVFewGz8rvf/Q5XX301XnzxRbz++uv48Y9/jHnz5mH9+vU45phjUFBQgLfffhtvvfUWXnnlFaxevRrPPPMMxo0bh9dff93wZN68Tk7zqaqKESNG4KGHHrJchvmi2FEibaOTxsZGnHPOOSgqKsK9996LQYMGIT8/Hx988AHuuOOOmEocrBw4cAAbN24EAHz66adQVTXsx9K+ffuiajPWvXt3vZ1aWVkZ/H4/9u7di379+unT+Hw+HDhwAOXl5bbLKisrw9dffx02fM+ePQCgz19WVmYYbp7W6XN69+4NBNvFRStSEI90jK2GWy1DW4c+ffpEvS5ERLFivE8txvsAxvvIy2C8Jzusmp4F+vbti6KiInz88cdxzT9gwAAAwNatWw3DfT4fduzYoY/XjBgxArNnz8bbb7+Nd955B19//TUWL16sj3e5XBg/fjweeughfPrpp/j1r3+Nf/zjH3pVskic5hs0aBD++9//Yvz48aiurg57aU+wBw0aBFVV8emnn9p+XrRPJyPtH22Yef/Ea82aNThw4ACWLVuGn/zkJ/if//kfVFdXW1atiufJ6owZM3Dw4EHMmzcP7777LubPnx82zamnnoqysjLH129/+1t9nlGjRgHBKn2yjRs3QlVVfXwko0aNwr///e+wEoENGzYYln/SSSchJycn7HN8Ph+2bNni+DlDhgwBAOzYscNy/MGDB8OGaaUuyaatw9ChQ1OyfCLKToz3jPfRYLxnvKfOgTfiWcDlcmHy5Ml4+eWXwy5aiKJqTnV1NfLy8vDII48Ypl2yZAmampowceJEAEBzczPa29sN844YMQIul0uvPvTf//43bPnaBdOqipEmmvn+93//F19//TUef/zxsGmPHDmi9wg7efJkuFwu3HvvvWFPleXt69atGxobGyOuk+aUU05Bv379sHjxYsM2/P3vf8dnn32m759EaU9X5XX0+XxYuHBh2LTdunWLqeraX//6VzzzzDO4//77ceedd2Lq1KmYPXs2/v3vfxumi6fN2Lhx49CrVy8sWrTIsKxFixahsLDQsH/279+Pzz//3NDm8LLLLoPf78cf//hHfZjX68XSpUtRWVmpl3wUFxejuroaTz/9tCGI/vnPf8ahQ4dw+eWX2+6Do48+GhUVFZbfEQR/GMn+/ve/o7W1NSlV28w2bdqE4uJiDB8+POnLJqLsxXjPeO+E8Z7xnjqRju4tjpLjq6++EqWlpaKwsFDMnDlT/OEPfxB33323GD58uJ4bVOsB0qqn1blz5woA4oILLhCPPfaYuPXWW4Xb7Rannnqq8Pl8Qgghnn/+eXH00UeLmTNnioULF4pHHnlEnHrqqSI3N1esW7dOCCHET37yEzF69Ggxe/Zs8fjjj4tf//rX4uijjxbHHHOMIfeoWTTz+f1+cdFFFwlFUcTUqVPFo48+KubPny9uuukm0atXL8N23XXXXQKAOOOMM8Rvf/tb8eijj4pp06aJO++8U5/mRz/6kVAURfzqV78Sf/nLX0RdXZ0QEfKKavuusrJSzJ8/X8yaNUsUFhaKY4891pB7VcsrGmn/2tm/f7846qijxIABA8Tvfvc78dBDD4nRo0eLk08+OWx9HnzwQQFA3HbbbWLFihXipZdeirjchoYG0adPH3HeeefpPX/u379flJSUiKqqqrCeZuOxYMECAUBcdtll4vHHHxfTpk0TAMSvf/1ry/1gztl6+eWX6zlD//CHP4gzzjhD5OTkiLVr1xqm27Rpk/B4PGL06NFi0aJF4pe//KXIz88XF1xwQVTrecstt4ijjz46LJ8nAFFQUCAmTJggFi1aJO666y5RVFQkiouLxfHHHy9WrFghhM13SNsucy/Akc6Hk046SXz/+9+Pap2JiGSM94z3kTDehzDeU2fAG/Es8uWXX4pp06aJvn37Co/HI4477jgxY8YM4fV6hXAIzCKYvmTIkCEiNzdXlJSUiJtvvtkQdP7zn/+Ia6+9VgwaNEjk5+eLXr16ifPOO0+8+eab+jR1dXVi0qRJory8XOTl5Yny8nJx5ZVXin//+9+26x7tfD6fTzzwwANi+PDhwuPxiKOOOkqMGTNG3HPPPWGpOZ544gkxevRofbpzzjlHvPHGG/r4+vp6MXHiRNGjRw8BQE87YRWYhRDimWee0ZfXq1cvcdVVV4mvvvrKME0igVkIIf75z3+K008/XRQUFIjy8nJx++23i9deey1sfQ4dOiS+973viZ49ewoAtqlNLr30UtGjRw+xc+dOw/AXX3xRABAPPPCA43pF449//KMYPHiwyMvLE4MGDRIPP/xwWACMFJiPHDkifvazn4nS0lLh8XjEqaeeKlavXm35Oe+8844444wzRH5+vujbt6+YMWOGaG5ujmodP/jgAwEgLCUOAFFbWysuv/xyUVBQIMrKysRjjz0mFi9eLAoLC8UPf/hDIZIUmD/77DMBwPC9ISKKBeM9470VxvsQxnvqDBSRinoYREQZavz48SgvL8ef//xnfZiiKJg7dy7uvvvulH/+zJkz8fbbb2PTpk3sRZWIiChFGO8p07GNOBF1Kf/3f/+HZ555Rk9Tk04HDhzAn/70J9x3330MykRERCnEeE+ZjunLiKhLqaysjJgHNdV69+6NQ4cOdchnExERdSWM95TpWCJORERERERElEZsI05ERERERESURiwRJyIiIiIiIkoj3ogTERERERERpRE7a4uSqqr45ptv0KNHD/Z+SERdghACBw8eRHl5OVyu5D23bW1tTagDnby8POTn5ydtfYg0jPVE1NUw1negjk5kbrZ27VrxP//zP6KsrEwAEM8//7zjPG+99ZYYPXq0yMvLE4MGDRJLly4Nm+axxx4TAwYMEB6PR5x22mliw4YNMa3X7t27BQC++OKLry732r17d0zXSztHjhwRpaW9Elqf0tJSceTIkaStE6UfYz1ffPHFV2a9GOvTL+NKxFtaWnDyySfj2muvxaWXXuo4/Y4dOzBx4kTcdNNNWL58Oerq6vDDH/4QZWVlqKmpAQA888wzqK2txeLFi1FZWYn58+ejpqYGW7duRb9+/aJarx49egT/cgHgU3Ii6goEAFW6/iXO5/Ohvv6/2LljJYqKCmOev7n5MI4dOBU+ny/7n5Rnsa4X6zv6d0M6Pr/ztHZUOvx4dC4CoqNXIQZqGj4jE/ZHMteBsb6jZHSv6Yqi4Pnnn8fkyZMjTnPHHXfglVdewccff6wPmzp1KhobG7F69WogmEfw1FNPxWOPPQYEq55VVFTg1ltvxZ133hnVujQ3N6O4uBiAOwMCKhFROggAfjQ1NaGoqCgpS9Supf898BKKirrFMX8LevW+JKnrRB2rK8T6Dr/xS0s1e96IZyveiJtkwK1Tco8JY31H6TxXzQjWrVuH6upqw7CamhqsW7cOCD6R2bRpk2Eal8uF6upqfRorXq8Xzc3NhhcRESWJqsb/oi6HsZ6IqBNirLeVcVXTY1VfX4+SkhLDsJKSEjQ3N+PIkSP49ttv4ff7Laf5/PPPIy533rx5uOeeeyzGKHyS2gV1rqfBycdzvmtK6Vkfb6DtIsGZjNIf6zsZdizHOJVCsezbLvF7yen7lgEl5hmDsd5Wpy8RT5VZs2ahqalJf+3evbujV4mIKHsIEf+LKEkY64mIUoix3lanLxEvLS1FQ0ODYVhDQwOKiopQUFAAt9sNt9ttOU1paWnE5Xo8Hng8npStNxFRl6aKOJ+Sd43gTEaM9UREnRBjva1OXyJeVVWFuro6w7A33ngDVVVVQDAH3ZgxYwzTqKqKuro6fRoiIiLKXIz1RESUbTKuRPzQoUPYtm2b/n7Hjh3YsmULevXqhf79+2PWrFn4+uuv8dRTTwEAbrrpJjz22GO4/fbbce211+If//gHnn32Wbzyyiv6MmprazF9+nSccsopOO200zB//ny0tLTgmmuu6ZBtJCLq8thurEtjrCci6gIY621l3I34xo0bcd555+nva2trAQDTp0/HsmXLsGfPHuzatUsfP3DgQLzyyiu47bbb8Pvf/x7HHHMM/vSnP+l5RQHgiiuuwL59+zBnzhzU19dj1KhRWL16dVinLkRElCYMzl0aYz0RURfAWG8ro/OIZ5JQbtEc9szZBXWJXkBt8JzvmgLnfXtqcovuXIGiosI45j+MXsd+L+tzi1LH6LR5xDOi1/SObe3IOJUZOv73UgbcwKXh1qrT5BFnrLeVcSXiRETUBYg4n5KLDPiRRURERM4Y6211+s7aiIiIiIiIiDoTlojHTMmQKmCUFFFWH4q3ylvHV9Ey6hrVIylpUnj6KkKFEscT73jmIaJkSG3ZDauWZ4dkHMfEfjs5naeMIenEWG+PN+JERJR+7MCFiIgouzHW2+KNOBERpZ8qAq945iMiIqLMx1hvi23EiYgo/bSn5PG8onT33XdDURTDa8iQIfr41tZWzJgxA71790b37t0xZcoUNDQ0pGiDiYiIupg0xPrOjDfiRESUtYYPH449e/bor3fffVcfd9ttt+Hll1/GqlWrsHbtWnzzzTe49NJLO3R9iYiIqGtg1XQiIkq/NLUby8nJQWlpadjwpqYmLFmyBCtWrMC4ceMAAEuXLsXQoUOxfv16nH766bGvGxEREYWwjbgtlogTEVH6CRHIExrzK9BurLm52fDyer2WH/PFF1+gvLwcxx13HK666irs2rULALBp0ya0tbWhurpan3bIkCHo378/1q1bl6adQERElMUSjPXZjjfiRESUfgm2G6uoqEBxcbH+mjdvXthHVFZWYtmyZVi9ejUWLVqEHTt24KyzzsLBgwdRX1+PvLw89OzZ0zBPSUkJ6uvr07YbiIiIslaa2ogvWrQII0eORFFREYqKilBVVYW///3v+vhzzz03rM+Ym266KQUbHBtWTe9QfA7SMaQvd7x5rxPIP56u3OJx5/JMWi5wnt/p14mqciXYk+ru3btRVFSkD/Z4PGGTTpgwQf975MiRqKysxIABA/Dss8+ioKAg3jUnMkhL/uukXZftZHGecIXxKKlSnOPZ7lxJ/DdUNOdCgtvn9H1NQmmv0/cpXb81HaWp1/RjjjkG999/P0444QQIIfDkk09i0qRJ2Lx5M4YPHw4AuP7663Hvvffq8xQWFsa+XknGG3EiIkq/BNuNaU+9Y9GzZ0+ceOKJ2LZtG84//3z4fD40NjYaSsUbGhos25QTERFRjNLURvziiy82vP/1r3+NRYsWYf369fqNeGFhYcbFdz4iJCKiLuHQoUPYvn07ysrKMGbMGOTm5qKurk4fv3XrVuzatQtVVVUdup5EREQUfX8wMr/fj5UrV6KlpcUQz5cvX44+ffrgpJNOwqxZs3D48OEUr70zlogTEVH6iTifksdQJfJnP/sZLr74YgwYMADffPMN5s6dC7fbjSuvvBLFxcW47rrrUFtbi169eqGoqAi33norqqqq2GM6ERFRMiQY6ysqKgyD586di7vvvttylo8++ghVVVVobW1F9+7d8fzzz2PYsGEAgO9973sYMGAAysvL8eGHH+KOO+7A1q1b8dxzz8WzVUnDG3EiIko7RVWhxBGcY5nnq6++wpVXXokDBw6gb9++GDt2LNavX4++ffsCAB5++GG4XC5MmTIFXq8XNTU1WLhwYczrREREROESjfXR9AejGTx4MLZs2YKmpib89a9/xfTp07F27VoMGzYMN9xwgz7diBEjUFZWhvHjx2P79u0YNGhQzOuXLLwRJyKi9BMivg5rYphn5cqVtuPz8/OxYMECLFiwIPb1ICIiInsJxvpY+oPJy8vD8ccfDwAYM2YM/vWvf+H3v/89/vCHP4RNW1lZCQDYtm0bb8SJiKiLSVMHLkRERNRBOjDWq6oasU35li1bAABlZWUJf04ieCNOREREREREndKsWbMwYcIE9O/fHwcPHsSKFSuwZs0avPbaa9i+fTtWrFiBiy66CL1798aHH36I2267DWeffTZGjhzZoevNG/GYuYA05sLs0LybWUoklCwg+IQugRyR5mOajFyPMZ8nUeekjX9f8dxNPudzJdmJMFKYh5Ql4kRplPi1IeXX9IzN9Z2p65UMcV5PU32sbDrlTPQ8jO43l9P2MQ5FLU2xfu/evZg2bRr27NmD4uJijBw5Eq+99hrOP/987N69G2+++Sbmz5+PlpYWVFRUYMqUKZg9e3bs65VkvBEnIqL0U0XgFc98RERElPnSFOuXLFkScVxFRQXWrl0b+zqkAW/EiYgo/VgiTkRElN0Y623xRpyIiNJPFXEGZ5aIExERdQqM9bayueELERERERERUcZhiTgREaVfGvKIExERUQdirLfFG3EiIko/thsjIiLKboz1tngjTkRE6Sfi7Em1izwlJyIi6vQY623xRjxGSvBf+j6wo5vxd/TnRxL/kzLD0bPJVWmYTM87abc/pGWZ83RHmVc81pziUZ2LtjnDozu+UZ/zSTlfs++cSxYlyvM1mVIWCvmUnCjE9jodjQzIE56S3yuZFw+UDv9dFh9hGT86elsiXM8T2ccOcTKa89z5t1iCecadvu/ZdBPKWG+ro7+BRERERERERF1KRt6IL1iwAMceeyzy8/NRWVmJ999/P+K05557LhRFCXtNnDhRn+bqq68OG3/hhRemaWuIiCiM9pQ8nhdlDcZ7IqIsxlhvK+Oqpj/zzDOora3F4sWLUVlZifnz56OmpgZbt25Fv379wqZ/7rnn4PP59PcHDhzAySefjMsvv9ww3YUXXoilS5fq7z0eT4q3hIiIIlLjbDfWRXKLdgWM90REWY6x3lbG3Yg/9NBDuP7663HNNdcAABYvXoxXXnkFTzzxBO68886w6Xv16mV4v3LlShQWFoYFZo/Hg9LS0qjXw+v1wuv16u+bm5vj2BoiIrIk1Kj7aAibj7JCJsR7xnoiohRirLeVUVXTfT4fNm3ahOrqan2Yy+VCdXU11q1bF9UylixZgqlTp6Jbt26G4WvWrEG/fv0wePBg3HzzzThw4IDtcubNm4fi4mL9VVFREedWERFRGO0peTwv6vQyJd4z1hMRpRBjva2MuhHfv38//H4/SkpKDMNLSkpQX1/vOP/777+Pjz/+GD/84Q8Nwy+88EI89dRTqKurwwMPPIC1a9diwoQJ8Pv9EZc1a9YsNDU16a/du3cnsGVERESkyZR4z1hPREQdJeOqpidiyZIlGDFiBE477TTD8KlTp+p/jxgxAiNHjsSgQYOwZs0ajB8/3nJZHo+H7cqIiFKFKU0oAcmK94z1REQpxFhvK6NuxPv06QO3242GhgbD8IaGBsf2Xi0tLVi5ciXuvfdex8857rjj0KdPH2zbti3ijXhEiisJ+T41qa+QkJ58l+4ULjtSrYX4t8uQS9OwfyJ/6fUjbtNmRditk2IxX6ryRIadn5HXyzGfpuP5Y7PspJ97qTzPYHOuaRLfHus8rjFw3KfJDlwidYnE2YFLl9Yp4n0WSThHOJKRJzz2+Tv/b5jMoSixbqdTTExcfD+DnHJ0O5wzUcRhp++Lc55x0jHW28qoqul5eXkYM2YM6urq9GGqqqKurg5VVVW2865atQperxff//73HT/nq6++woEDB1BWVpaU9SYiohipIs6UJl0jOGc7xnsioi6Asd5WRt2IA0BtbS0ef/xxPPnkk/jss89w8803o6WlRe9Vddq0aZg1a1bYfEuWLMHkyZPRu3dvw/BDhw7h5z//OdavX4+dO3eirq4OkyZNwvHHH4+ampq0bRcREUnYgUuXx3hPRJTlGOttZVTVdAC44oorsG/fPsyZMwf19fUYNWoUVq9erXfosmvXLrhcxucHW7duxbvvvovXX389bHlutxsffvghnnzySTQ2NqK8vBwXXHABfvWrX7FdGBFRh4kzpUnSq99TR2G8JyLKdoz1dhQhUtVQNbs0NzejuLgYilIIhW3ETTqijXj8IrfTjeJLb9tG3O6rFF0b8VjbHVm2Y2Ib8Tiloz1cqgNLcpcvhIAQh9HU1ISioqKkLFO7ljb+9ecoKoz95qj5sBc9L/tNUteJSKOdn4HrTXSxPjntrxNdhv31lm3E7XSNNuKxy9SYmGCcS0Icdv6tlug6Jn5rFtvvSQHAz1jfATKuRJyIiLoAduBCRESU3RjrbfFGnIiI0o/BmYiIKLsx1tvijTgREaUfc4sSERFlN8Z6W7wRJyKi9ONTciIiouzGWG+LN+Ixc0XdgYuT5HRCklgnI8lYByWlnc5Zn6IioY4wIs0buWMSvUMRfX+FL0Ox6AAk1FmGvI+0ZSnawkPLCJ5bdp1sRNdBm/kzI8xrefwt5ot4nkQ+/+I9t1J7PkUmEvzcaDqdURSn72tineMkv+vNrhEIiVIuxZ2xJUUCnXMiKb8nOv73DMni25+xdMAWOSbaxUL79XL8/Gi+igl36Oa075zWMYqVZF/bWYE34kRElH58Sk5ERJTdGOtt8UaciIjSj+3GiIiIshtjvS3eiBMRUfoJEV/VOlbHIyIi6hwY623xRpyIiNKP1dWIiIiyG2O9LfZsQURERERERJRGLBEnIqL041NyIiKi7MZYb4s34kRElH4izg5cEk4rQ0RERGnBWG+LN+IxUhQXlKjzgSaWExNJyIvplJM5OXk3E1xHm3WIlA8ytoyspmVIMxuXb/w6GHOVm9cjPMel1fT6R0mfE8pXbconjjg6p7DJH67nDLfJFW6978PPW3k6u3Mq8rFMQr56h3M1ltyllstPKDd9dLntnadJbBuTn6dcpK6/FD4lp05CiTHidATHdYwq1if6e8H++hPP7w2n3zCJLp+SL5pY6Dxt7L8LNU4/0aOKaU5fJ4d1EOj4OOV0TUjbOqYp1i9atAiLFi3Czp07AQDDhw/HnDlzMGHCBABAa2srfvrTn2LlypXwer2oqanBwoULUVJSEvu6JRGvWkRElH6qFKBjenX0ihMREVFU0hTrjznmGNx///3YtGkTNm7ciHHjxmHSpEn45JNPAAC33XYbXn75ZaxatQpr167FN998g0svvTQ12xwDlogTERERERFRp3TxxRcb3v/617/GokWLsH79ehxzzDFYsmQJVqxYgXHjxgEAli5diqFDh2L9+vU4/fTTO2iteSNOREQdgVXTiYiIsluCsb65udkw2OPxwOPx2M7q9/uxatUqtLS0oKqqCps2bUJbWxuqq6v1aYYMGYL+/ftj3bp1HXojzqrpRESUdkIVcb+IiIgo8yUa6ysqKlBcXKy/5s2bF/GzPvroI3Tv3h0ejwc33XQTnn/+eQwbNgz19fXIy8tDz549DdOXlJSgvr4+5fvADkvEiYgo/YSIvXNCxNGhIREREXWMBGP97t27UVRUpA+2Kw0fPHgwtmzZgqamJvz1r3/F9OnTsXbt2vjWO014I05EROnHqulERETZLcFYX1RUZLgRt5OXl4fjjz8eADBmzBj861//wu9//3tcccUV8Pl8aGxsNJSKNzQ0oLS0NPZ1SyJWTSciIiIiIqKsoaoqvF4vxowZg9zcXNTV1enjtm7dil27dqGqqqpD15El4jFzR53FOhk5LRPPA57Y/NFsQ3pylduLJYe0nLdSns+8DMNRVlTTNKGvTmh58vx+4/TSwrT8k2H5xBMi5/k25w+XxunD3Kb31sdRsViG9fjw99Hmf01X7lenc8Qp96nzOeZ8HJ1ylTt+RoLpjGOvHZbC0meWiBNJHOJownnCo4jlCeYJdyn2PykT/b0S3zIp3eQ83o45vyOOiTyfU6x2ChFOecYRTaxMOM+403mbRXk60xTrZ82ahQkTJqB///44ePAgVqxYgTVr1uC1115DcXExrrvuOtTW1qJXr14oKirCrbfeiqqqqg7tqA28ESciog7BG3EiIqLslqZYv3fvXkybNg179uxBcXExRo4ciddeew3nn38+AODhhx+Gy+XClClT4PV6UVNTg4ULF8a+XknGG3EiIko/3ogTERFltzTF+iVLltiOz8/Px4IFC7BgwYLY1yWFeCNORERpJ0R8qcgEe00nIiLqFBjr7bFxDREREREREVEasUSciIjSj1XTiYiIshtjvS2WiBMRUfppwTmeV5zuv/9+KIqCmTNn6sNaW1sxY8YM9O7dG927d8eUKVPQ0NCQpI0kIiLqwjog1ncmGXkjvmDBAhx77LHIz89HZWUl3n///YjTLlu2DIqiGF75+fmGaYQQmDNnDsrKylBQUIDq6mp88cUXadgSIiKylObg/K9//Qt/+MMfMHLkSMPw2267DS+//DJWrVqFtWvX4ptvvsGll16apI0kJ4z3RERZjDfitjKuavozzzyD2tpaLF68GJWVlZg/fz5qamqwdetW9OvXz3KeoqIibN26VX+vmJIEPvjgg3jkkUfw5JNPYuDAgbjrrrtQU1ODTz/9NCyIOwkE/8Dzi2jzJEdeVjTzJ5ajO9G8ntGso0vJTXgZyWaXu1IIf+jvCDnFze/NeSut8o8LtEvTm3OEh3+mllPa0B9FMF+5Ig0TwVzOofzg8vkdPBcVt8UwY85weZiiT5MTPs7ieCmWucgt8ogbpoucczbTzgkAUEVbQvNHk8teFe1OU9iOTTQPeTT73XiupzCXqRDxJDbX52lubjYM9ng88Hg8lrMcOnQIV111FR5//HHcd999+vCmpiYsWbIEK1aswLhx4wAAS5cuxdChQ7F+/foOzy+a7TI93meT6K65ieYJT/7vDaffWR2dRzya635HyvT9EyknuP189st0zNAdRdhxyjWe6cc9oyQY67NdxpWIP/TQQ7j++utxzTXXYNiwYVi8eDEKCwvxxBNPRJxHURSUlpbqr5KSEn2cEALz58/H7NmzMWnSJIwcORJPPfUUvvnmG7zwwgtp2ioiIpIJNf4XAFRUVKC4uFh/zZs3L+JnzZgxAxMnTkR1dbVh+KZNm9DW1mYYPmTIEPTv3x/r1q1L3cYTwHhPRJT1Eo312S6jbsR9Ph82bdpk+FHkcrlQXV1t+6Po0KFDGDBgACoqKjBp0iR88skn+rgdO3agvr7esMzi4mJUVlbaLtPr9aK5udnwIiKizLB79240NTXpr1mzZllOt3LlSnzwwQeWN+r19fXIy8tDz549DcNLSkpQX1+fsnWnzIn3jPVERNRRMupGfP/+/fD7/YYn3HD4UTR48GA88cQTePHFF/H0009DVVWcccYZ+Oqrr4DgDy1tGdEuEwDmzZtnKG2pqKhIwhYSERGQeLuxoqIiw8uqWvru3bvxk5/8BMuXL+/S1ZIzUabEe8Z6IqIUYhtxWxl1Ix6PqqoqTJs2DaNGjcI555yD5557Dn379sUf/vCHhJY7a9YsQ2nL7t27k7bORERdXhqC86ZNm7B371585zvfQU5ODnJycrB27Vo88sgjyMnJQUlJCXw+HxobGw3zNTQ0oLS0NAUbTYlIRbxnrCciSiHeiNvKqM7a+vTpA7fbHZY6JpYfRbm5uRg9ejS2bdsGAPp8DQ0NKCsrMyxz1KhREZdj1/EPERElJt42YLHMM378eHz00UeGYddccw2GDBmCO+64AxUVFcjNzUVdXR2mTJkCANi6dSt27dqFqqqq2FeOopYp8Z6xnogoddIR6zuzjCoRz8vLw5gxY1BXV6cPU1UVdXV1Uf8o8vv9+Oijj/QgPHDgQJSWlhqW2dzcjA0bNvCHFhFRRxFxPiGPoSfVHj164KSTTjK8unXrht69e+Okk05CcXExrrvuOtTW1uKtt97Cpk2bcM0116Cqqoo9pqcY4z0RUReQhljfmWVUiTgA1NbWYvr06TjllFNw2mmnYf78+WhpacE111wDAJg2bRqOPvpoveOde++9F6effjqOP/54NDY24je/+Q2+/PJL/PCHPwSCPazOnDkT9913H0444QQ9nUl5eTkmT57codtKREQd6+GHH4bL5cKUKVPg9XpRU1ODhQsXdvRqdQmM90RE1JVl3I34FVdcgX379mHOnDmor6/HqFGjsHr1ar3zlV27dsHlChXkf/vtt7j++utRX1+Po446CmPGjMF7772HYcOG6dPcfvvtaGlpwQ033IDGxkaMHTsWq1evZuc9REQdRY0zTXmC1dXWrFljeJ+fn48FCxZgwYIFiS2YYsZ4T0SU5Too1ncWihBdpOw/Qc3NzSguLkZuTj8oSrQ1+u2ni2Y5TtO4FPtnKc7z59qOdzssHwBcLvtpnD5DSUELCWHzDRZSwxMBv/63qrYbplOlZWjzCOEPW742n9Uw7UqiinaLZbUZppGXDxFaL4HAV1SBEhiguPVxiv63SxqWG/w/MMx4jgSHBY+ZvO+thmnLl88jl8U8+vSQ1y3ycU33MQcAVd/fEcabjr+ZX9iPd1o+TOee9TLsP8NpfqfxsUY2IVS0te9FU1MTioqKYpo3Eu1auu9nV6DIkxf7/F4f+v72maSuE5FGOz8BNxC85urX3kgUh/FRcfq94LYd7zy/fRxGVL8X7L+vzr8FYh/vtN3R/x6LjfO1VJvOH8VU0vQJ3l3EGjudzxttuo7Zj5H2n10sdIqTTrFcFT7b8YhqvZ3ifXzbHe38UXG4vdN+W2rvAD9jfQfIuBJxIiLqAviUnIiIKLsx1tvijTgREaWfCL7imY+IiIgyH2O9rYzqNZ2IiIiIiIgo27FEnIiI0k6oAkKN/ZF3PPMQERFR+jHW2+ONOBERpR/bjREREWU3xnpbvBEnIqK0E2rgFc98RERElPkY6+3xRpyIiNKPT8mJiIiyG2O9Ld6Ix8wVdR93ieYAT8Yyclwe+/kd8n66Ffv5o/kMN+zzl9rlGXdFua9Vu7zhpnFy/kZ5PtVlzAvpl/JEasvQckvKOaP9rkDOSlWVpncFpwvms1QMecQDf/tV7X1oPkX7HDkvrZYLUrHKaesKjgrtQ7crLzgscGzlc8ScK9zlkubTpw8N084/OXepWxpvPnYuixzk5vnNknGMEUUebz/sx7crXtvxLmE/XlWdv8/tqv0ynDjmSodTHvKEPp6I4uaQ59spV7mDZOSBdszz7fR7wWWfK9jt9FvB4vPtfh8gBfmvrfJHC/idp7EY5hSzIi0j1m2yiqFWy7AcBrfjNIlwyscdKW77bXKF+xOMo1Cdj4vfIde4035y2m6n77uI6ndRF7lTzXK8ESciorRjdTUiIqLsxlhvjzfiRESUfiLOB/os1SciIuocGOtt8UaciIjSToj4qsqzej0REVHnwFhvjzfiRESUdqyuRkRElN0Y6+0lt1cGIiIiIiIiIrLFEnEiIko/pjQhIiLKboz1tngjTkREacfqakRERNmNsd4eb8RjpCiuUG5lhzyCdrmTo5kfScgT7pS3M9dVYL/8KPKI5yqFtuPzHMbnisif4Y7zFJXzd5pzL6tKKCeoXwnlqjTnmZbziGvjtJyX8rRavktDbvFgnkstx7ic99KvGvNT+qXV09fV0EuFNkHwfFHkXN2BHKty/lZX8G+3/n9o/2p5WrVhco5WfRzC84TLw+Q84uYc8W4h5SxH5Dzi0eYOl/kdcmS3uexzi/rEYYf57ce3C/t8tm04Yjs+Gu0OgccpT7jL4fsiFOfI5pT/NFnYgQtR+kSXH9p+GqffI06/N/Lc3WzHW/3esMoj7o6QW9zuN5f5d4BhnAj9JtB+O8i5w7Vroj5Oml7ow8KX7wouI9prqrasaHN5679FTbnAjePk3wvu4Hq5Ii7DZTG95WfHua/9przhkfKIt4vI8dw+w3cUucsd4iiiyhPutx1PIYz19thGnIiI0k9V4n8RERFR5ktTrJ83bx5OPfVU9OjRA/369cPkyZOxdetWwzTnnnsuFEUxvG666aYkb3BseCNORERpp1VXi+dFREREmS9dsX7t2rWYMWMG1q9fjzfeeANtbW244IIL0NLSYpju+uuvx549e/TXgw8+mNwNjhGrphMREREREVFGaW5uNrz3eDzweMKbsaxevdrwftmyZejXrx82bdqEs88+Wx9eWFiI0tLSFK5xbFgiTkREaSeEEveLiIiIMl+isb6iogLFxcX6a968eVF9blNTEwCgV69ehuHLly9Hnz59cNJJJ2HWrFk4fNi+f6BUY4k4ERGlHXtSJSIiym6Jxvrdu3ejqKhIH25VGm6mqipmzpyJM888EyeddJI+/Hvf+x4GDBiA8vJyfPjhh7jjjjuwdetWPPfcc7GvYJLwRpyIiNJOiDiDcxfpSZWIiKizSzTWFxUVGW7EozFjxgx8/PHHePfddw3Db7jhBv3vESNGoKysDOPHj8f27dsxaNCg2FcyCVg1nYiI0o5V04mIiLJbumP9Lbfcgr/97W946623cMwxx9hOW1lZCQDYtm1bXJ+VDCwRj5Ehj3iCecKdcnICgMtln7vY5Uosr6dTnvA8pbvteAAoRLHt+HzVPo+4xyaPeG6cp6icx1KFsQhNfi/nEW8z5RFvN4wz5QWXpm0XrcH/vdK8XsMwv3Ss24Lnjd/i/PGrWt7RyDkqFWlZoVzh+WHDct0Fwfeh/asdb/P/gb8DyzDkDA/mBc+FNJ0a+vxc2zziiuXfiOK7Y6XNIfenV7HPI97qcK4fjjJ3aySqK4oc3bDPPeqyyb8a+BCn0Q75UaMpTeZ9LlHWieaa6/SbxWl8TjD2RJLrKrAd77H4vZGrhP9+cEl5s+WYY8ec21pVQu/9Siieq8HYq0oxXptWy3ktz2s1TIvfIrjP5c+2igFa3mur/WseJucMjyZXuJyH3XZYMJa7pNzh8m8BlzCvR3TxUv6NBQCqYtz+NmHdPtcrDkVcZqTc4/pnqva/BaLJ064IhzzijkugdBNC4NZbb8Xzzz+PNWvWYODAgY7zbNmyBQBQVlaWhjW0xhtxIiJKP1WBiCcnOPOIExERdQ5pivUzZszAihUr8OKLL6JHjx6or68HABQXF6OgoADbt2/HihUrcNFFF6F379748MMPcdttt+Hss8/GyJEjY1+/JOGNOBERpZ0Q8bX3ZhtxIiKiziFdsX7RokUAgHPPPdcwfOnSpbj66quRl5eHN998E/Pnz0dLSwsqKiowZcoUzJ49O/aVSyLeiBMRUdrF2waMbcSJiIg6h3TFeuFw515RUYG1a9fGvB6pxhtxIiJKOxFndbW4qrgRERFR2jHW28vIG/EFCxbgN7/5Derr63HyySfj0UcfxWmnnWY57eOPP46nnnoKH3/8MQBgzJgx+L//+z/D9FdffTWefPJJw3w1NTVYvXp1zOumwBV1JxXOHZ+4bcdD6kgj4njFvjM3t0OHcE6dtXlg39EaAHhEvu34bsK+g5ZCJXIHL7kR9pFbMX5BzR2yyfymp2R+KY9CuzRfmzB3IhLqZMSvFASHBToJ8Sk+aRmBfdjmCnUQ4gt2QOISgePTZnEctQ5cVKmzGSV4PBX4pOmC44K9aCnSMdc6bpM77dM6acsJdoyT6wodQ+145wU7wMmVOsrLCf6dJ0LHQ+uMTe4QR+5Az3x8cqTj4pbOf/Pxkpk7cjMfL02bQ6c8hx07V7Hv6UzusMeK6jDeD/vxgWU4dL7o0NmacLhmKA7bKKLIIRJPR3pE8crkeB+1aOpQKk7fPeffAx3NsYNah23QOgSNpMCi49c8i98PuVKMkn8jmWOJ/LtANV0b/ZA7Y/VJwwPX8Xbpeu/XO2Rzhc2rUaRO2PS/QsE7RGj/2XfcGb78wL6Vf1dqx0P+Lan95tOmd0sxxx2M3S65Q9bg+ByhxfrQuFyE9rO5U7yo97sp5rRJv50AwAfrmGju5M04T0vEcciaGBZFvi+208oKGXe2PvPMM6itrcXcuXPxwQcf4OSTT0ZNTQ327t1rOf2aNWtw5ZVX4q233sK6detQUVGBCy64AF9//bVhugsvvBB79uzRX3/5y1/StEVERGSmtRuL50XZgfGeiCi7Mdbby7gb8YceegjXX389rrnmGgwbNgyLFy9GYWEhnnjiCcvply9fjh/96EcYNWoUhgwZgj/96U9QVRV1dXWG6TweD0pLS/XXUUcdlaYtIiIiM+YRJ8Z7IqLsxlhvL6NuxH0+HzZt2oTq6mp9mMvlQnV1NdatWxfVMg4fPoy2tjb06tXLMHzNmjXo168fBg8ejJtvvhkHDhywXY7X60Vzc7PhRUREyaGqStwv6vwyJd4z1hMRpQ5jvb2MaiO+f/9++P1+lJSUGIaXlJTg888/j2oZd9xxB8rLyw3B/cILL8Sll16KgQMHYvv27fjFL36BCRMmYN26dXC7rds0zZs3D/fcc4/tZzm1AXcSzfyO7cwdnqW4I7S/0bgcxufAvg05AOQJ+2nybdqAA0A3d+R1yHNbfxHNbZLM5DZK5uotbWpogNweuU0YzwW5TbLWfrwtuL9ypf3WFmxH5YXcdtsVXM/A/8IVag+mtVV2B9ugq2qoLZSqHU/5uOvtzILtweS2WcH2YG5X6Bhof+e4tPbgoTZ2ucG24R6h/R9qs6dtU66hjVhOcD63tAyX5d8wtQXPdYX+NjcRtzt+kdr7+/z257rq0OTOJ+zbX/tMbdfMnL4rTt81AGiH13Z8ot93m64Solo+omxHngxMX9a1ZUq8jybWp4Nw+PJmwk9Sp35tXE590jj8nshDeHvwQrWbxXShz3FL7dLt2ir7TW2y5Xgg96WjtWGW20q3KYHrdpvVIQp+pF8a5wrGePNnIo624eb5rGKA3F7b3DbcLe0rLYblSm31tX5itOnk9vfyb4E80+1C/PvdFCcjhCS7c8XpPIum/6WO5vR9zyaM9fYy6kY8Uffffz9WrlyJNWvWID8/dKGZOnWq/veIESMwcuRIDBo0CGvWrMH48eMtlzVr1izU1tbq75ubm1FRUZHiLSAiIiInyYr3jPVERNRRMqpqep8+feB2u9HQ0GAY3tDQgNLSUtt5f/vb3+L+++/H66+/jpEjR9pOe9xxx6FPnz7Ytm1bxGk8Hg+KiooMLyIiSg62G+vaMiXeM9YTEaUOY729jLoRz8vLw5gxYwwdr2gdsVRVVUWc78EHH8SvfvUrrF69Gqeccorj53z11Vc4cOAAysrKkrbuREQUPQbnro3xnogo+zHW28u4qum1tbWYPn06TjnlFJx22mmYP38+WlpacM011wAApk2bhqOPPhrz5s0DADzwwAOYM2cOVqxYgWOPPRb19fUAgO7du6N79+44dOgQ7rnnHkyZMgWlpaXYvn07br/9dhx//PGoqalJ6bYkI5dhornInca7HfIa56n27bsBwAP7aQpd9qdZt9zI21iQYz3Oac/KrVz9qrGhSZs0sl2V24gbl+rzhyb0B9uPa+3IvXL7cYS3xdKPvaKtT2hZIphPVnUFcpP6pfzjihpbvwFa/vAcV+gYaLnCtfbg2v8AkC+6AwAK9Dbics7wwLI8hvbgWnuz0AUxzy23ETdeKHNcchvx0HC3yzid3VZGaqF8pN0hD7hDnnGv3/489Qn78a0u+++KUw5dRPV9TbANuMM3wymXejqpQoEaR6CNZx7KTNkU7zNdOr77if7e8Kjheca7IXxYvvSbQu6nxNwXidzG1GvqRCRXihdeIbd3DizPkO/alA9cbituzk9uxarfDXlYNP1yaLFBntYuXmixQO7bRGsbniv166PlCtfahsu/CTzSvHmmY+txhd7b7fc207a1qsa+WvzCus282ybepqMNeCbFys6Osd5ext2IX3HFFdi3bx/mzJmD+vp6jBo1CqtXr9Y7dNm1axdcrtDFZ9GiRfD5fLjssssMy5k7dy7uvvtuuN1ufPjhh3jyySfR2NiI8vJyXHDBBfjVr34Fj8e5IzIiIko+oSoQcfSKGs88lJkY74mIshtjvb2MuxEHgFtuuQW33HKL5bg1a9YY3u/cudN2WQUFBXjttdeSun5ERESUOMZ7IiLqqjLyRjyTKYpLrw6UaPoyVxRV152quzotw6mqao45lYSJO4pTJNehmpBcldlKfoQUZQBQGGHREWqs6+RUIm2mp2q5Uo0jn/S321QTyS0dX60Kuzu4LLdUjd2r/W1RXU2r3qRVRwcAVQlUSW8PpkRxGarruUz/w3acNq+8DK1qep4pVRmkdGVa9TM5tZxWJd2QnixYpdxY5dz6bwDIk97Lx8jc+sDmkCNSDXSn9kKtDudZrupQbdLhXHf6rkTTFMX5+5rY992pMl2i16xkYkoTouRxqt5srj7cEZxSPHosmgcVWlRRLsgJXSflmGMKR/DL8d1vah4l/y6Qd53F9UUNxm+/aAt+jlSVXRhTlcqL0+O/lMJLO05+i3Sa2jjDdTo4TI9P0moLm1Rm+v8W6yrHOnOVdLk6utwEIN9ljE35Urw1h165NaDP1NzO1W48Dt4IzR+jSQfakdKV5jMbMNbb4404ERGlnYo4241lREZlIiIicsJYb4834imUjg4lnEq4Ei0xd0XxRch1WIa5Qy+zghybEvEI43Jd9o/K/NKX3mfqrM0n9Q0id0JmLqWVx7UpwRJxxVgyDshP06Unu0L7L/j0G236qPZgibVWiq0YOpuJrbM27W+rEnGtQxatFBwACoJ/ayXhcsds2hPvXEOpthI2TC7dzjMVQRjGuSNPp+1HK+YaDBqn588tbfbnmdN56nSuO39XYjt2qeB0zcmkp/jx9oraVXpSJTJw+u5mUG2XSFzC4beCxU/SfIuaTt2k6lZyjTrzTw25M9awa69UIO2X9m17sOM2t9SBW05wvdq02pAJdMSrXYONnbX5TdOE3mvXdO23RKwxRF5X7e8cqaM6bTvdCK8RJ5eCmzvOlX+b5Zjiu1yS2eoXpnHG97mq9W2I07mS8TIo1nY0xnp7vBEnIqK0E3H2pNpVgjMREVFnx1hvjzfiGS7REjTnNqcO7WYdUkIBQI7Lfh3z7BoEA8i3WYUeudYlpx6H3eKVnoS7TdkxFKnk0y2VrLtNJbE50gNNrV25Vlrrlp7yag+DXVIbNO2pb3uwVLpdCT1+bwu2DXcrOYb/A8sK/G113EOl39LTbItl5ARTlOSJguD/od6CtfZfBcHp5dKGvOBxlI+XVsIdKS2Zue13jlQkke8Wln/D4fh5Vetj3u7QXsjpPMtx+C65IzyZ17icUo9Fkb7MSSa14U41PiWnzkI45A1UsqQKpVONGXPJbaycSpKt+puxSmHaPTe0v7tJJbPmNuKt0uoqpuJyv1Qy2yaVfmul6H5pWBu0ttW5wfde2NH7iAnuT1VK2aW1DVdFqJac3X5XzHXBpLdKsMRaVaIrfdXWXz4OOXpJeOD/PKkUXI6p5jSz3aRwae7nRw7hOaam8H5TSXduu3XcTKzWgf15mkk1w1LJ6bqVLoz19rrOrz4iIiIiIiKiDMAS8Q6UjNIvp1I4p6eKjr2qR/Gsxtw+yMyppLLArkQ8x/qJXqHb/klfqyo/JTf1liq1T/ZKpdjmdsvyA2CtJFwrJZc3ya1qvehLA4NPgVX96XroCa0PgRJqreRabt8dOiesdorbNE1oXm1ZsGgbXoBQibjWA63W66z8JFtrx21VIi7vC3nbc0z71mMoBQ8NNx/HfJs2/of91udLa4Th+vo7lYg7nKc5amLflWie4Cdaau54zciMB+BRUaNo9x9pPiKKTVSlgB1cAOW2WAGrrCo98xTp78gXvYOhQuewHph9Um0wn1TDTetLpA1yG3F3cJjWI3n4dVy1uDJpvaXL47SScLmUXNhc1RStBDn4nyH+I7zk17we8rpq/ZjkSMP0tuHBcYY24tI+MmewKZI6NY9UcxEAcn2mXtJNcdzqmGeCrlJqng6M9fZ4I05ERGnH6mpERETZjbHeHm/EY2TII56Gmv2JfoZTu9Ychzbg7ihK8MylomZ5DptQaLMKxbnWz8R65BifBCum0uyDbVKbL2HcBrnTCEUqQjR17mnoeV3bhrZgCbehF/HgE17FojiyvS3Y26qUH9WrBNpu50DrPT20A2LtNV2bN0cq9c5DYPmhXOGh5Wsl4QXBJ91yz6daL+fy8dK201ADQNrXdrUICqTS8SLT8eqRK+dVNfW8HqHNWIvfIV+9w65zOk+dzvUch8ul03cNcC6xTvU1Jarlpyn2qQLxpTSJodR/0aJFWLRoEXbu3AkAGD58OObMmYMJEyYAAFpbW/HTn/4UK1euhNfrRU1NDRYuXIiSkpKY14soMU7lP07Xl2SUHzm0EXcan2Abcqt+PKyyqvSSSsHLC6T+V0z9vMilu+a2yXL78SNyphBV61lc6m1c+zvKy5W2H0JtxENF81pJuF/1SXPY7VfjesvXcBGM7Yb9HsU6KtK2abUetX0v/7aRayPI7fIBoFeeavk3TFltXKa42WzKbuLUd4sVxzbgjt+F1H9XUj9/55GOWN+ZsY04ERGlnfaUPJ5XtI455hjcf//92LRpEzZu3Ihx48Zh0qRJ+OSTTwAAt912G15++WWsWrUKa9euxTfffINLL700hVtNRETUdaQj1ndmLBFPoXT0gBxN7mLb+R1yNUaTR9yp7a3H4UF+N5v23j1z2y2H98439lqaY+o1NFdqM33Yb9zGdml97VZdFeGl5dr/cjsnb/Dpr7FX1sBn+oM9cbf5QyXiR4Il1TmuQCm2W2ojbpVbXGOVM9yttxEPlYjnqlpJeOD/QrdUIh4sCe8WfLot10bwBHeG3M5bz5subZrdPpMfmsvtwHvlGY9jn/xW/e920znobvXASlOb/bnqSbCNuNO57pjXNIqYkej31YnTNSfREqvO5uKLLza8//Wvf41FixZh/fr1OOaYY7BkyRKsWLEC48aNAwAsXboUQ4cOxfr163H66ad30FpTVjI3UjZzqLHj3HO7k8S/+469qidYom7FKqtK77zQtgwpbtb/bvblGaZTIP8OMO6hQ9Jy5djgDh4HOZ5r136767eQ9q+2naEe0qVe04Ml4aoIlYgLqQd1M0WL96r2Xi7lDyzXLe1XYXOcXQjfDm07te3OMZSIh+btZurnRT4G/bu1GsYV5YW2zesvNoyrb42unxS7c8W5ZkYySpsT+74k3GO50/WCsgZvxImIKO0C1dXimw8AmpubDcM9Hg88HuuHOADg9/uxatUqtLS0oKqqCps2bUJbWxuqq6v1aYYMGYL+/ftj3bp1vBEnIiJKUKKxPtvFdCOuqirWrl2Ld955B19++SUOHz6Mvn37YvTo0aiurkZFRUXq1jQLpaPEPNGent1RrKPb4Um+U9vcQnfkp5e9PNb5OsuLDxreezymkvN9oT+/aTU9JZdWR+p8Nay9s7zl2hpq7cZ9Uqmx1tZM3k5tXhH8yyflqG5VA0/pDwutjXh4r+lWx0UbZtVreq6UK7xA6y3dFfhMOf9nj2CRdXe9RDw817fc1lrbJ1b7AqZ29GZyAbRcAg4AFX2b9L+9XuNlKNKD4H3eXOsRQY55wp3aiDvMn4xe0xOVTb2mJ9qBiznezJ07F3fffXfY9B999BGqqqrQ2tqK7t274/nnn8ewYcOwZcsW5OXloWfPnobpS0pKUF9fH/N6ZRPG+k7IqRQwiq+acx7xxMY75btWLS7+Vtftvp5QCfLgyv/qf+/71Pgg7lBbX/3vAz5jSaxc8ptrUSIeTW3ASLT9oP0vtwf3q4FYqKqHo1xa4DeQcBUCphjgDtaqS6QEWNtObbvlfSGncDdnqpFruR3b+1vDuL7DQr/bvvlHoWGcWzHGezVC0LI7V1J9nkaFvapHjZ212Yvql+ORI0dw3333oaKiAhdddBH+/ve/o7GxEW63G9u2bcPcuXMxcOBAXHTRRVi/fn3q15qIiDo1FUrcLwDYvXs3mpqa9NesWbMsP2fw4MHYsmULNmzYgJtvvhnTp0/Hp59+muat7RwY64mIKJkSjfXZLqoS8RNPPBFVVVV4/PHHcf755yM3N7xk6ssvv8SKFSswdepU/PKXv8T111+fivUlIqIsIER8zeC0eYqKilBUVOQ4fV5eHo4//ngAwJgxY/Cvf/0Lv//973HFFVfA5/OhsbHRUCre0NCA0tLS2FcsCzDWExFRMiUa67NdVDfir7/+OoYOHWo7zYABAzBr1iz87Gc/w65du5K1fl2e4pASyWm8yyHliVPnUdFUmXCq8uvUWVthTuQqPkflW1dN73WMsVpX/iBjlTTf24f0vw8fMHYWIn+586XqVnLnYjCl4NC0BwfJaVK01CfG7B6BN1rKFJ+UeuuwL/Dj1o3A//Ix0KptKUr4V1MbJlft0ubVlgUAnuDf3YKpyrpJ9cu0KunFuSI4LrSNWroxebstMscYtr3VdOhapQ5x5M5xSooPGabrfbq0jO3GY3nY1JRAU3i40HK4xuO2P9GczlOnc935u+LcCU2i3+fOVPU8U6mqCq/XizFjxiA3Nxd1dXWYMmUKAGDr1q3YtWsXqqqqOno1OwRjffaKpjqucKg67tRJlmrT6RgAtIlWh/Hhy2+zaCia7w51pOW+71r97z6zlhim6/ltqEp4/hFjXMl1yU28pHRbwTAhX+2jqaYu71+twzRtfwipszahHgFM13oRrLqudfClSJ+nuPIM8wlXaDv05csdxWnrYbPK8vZo26lvtzSfMZWZ8dj09IT2bZ/BxuPqvu+60Hxn/d0wznw8rY45ALQh8rnidJ4lo9PA5HT4RuQsqhtxp8Asy83NxaBBgxJZJyIiynKqUOLMLRr9PLNmzcKECRPQv39/HDx4ECtWrMCaNWvw2muvobi4GNdddx1qa2vRq1cvFBUV4dZbb0VVVVWX7aiNsZ6IiJIpHbG+M4ur1/TW1lZ8+OGH2Lt3L1TV+NTokksuSda6UQZQokpf5jBesS/GK3BHThNR3OOI5fD8wQXGAdMmGt723vVX/e9/bzFuw9FSwWpRbmjdeuQa1yPfFTq3tU7LtM7J2qQLxOH2wA7Ic4WecAezhOkFmD41tJMOtge+djnBr58foae7WkcsuTmhlfQFR2vDDOlLgvPmSF/lfFMnbUVSQUAvT2CNioIl4T1yQtus1UzIlY6XebsBoFXaFrXNWILb1Baa7j+HQn/3PtZ0HK+9LLS+T71iGFXcYH3MC5rsqyHnWNQiMIx3zD7WNS76mULE2QZMxDDP3r17MW3aNOzZswfFxcUYOXIkXnvtNZx//vkAgIcffhgulwtTpkyB1+tFTU0NFi5cGPM6ZSvG+uhEk6rI8frimN7MqZTPqTPJxEsBVdU6najGL+zHt8O6hpumVUrppWny5YcN++JQKP6ffkeoFPz/qzvOMN2WxlB82nXIGN/3+UIdvjYpoQwMh5XA8FYlVIurDYFaW75gqXS71NFae7A0u90filta52yhjtlC47TSXLermz5MKIF1Cx0jOb1Y8HeC2hL8nIPSstqDw0Klx62uQEeoh92BTuxypBL0nGCHb3lKaP/lKoFh+f7uAIDCwz30ccUtoZi7rdn4m+vfB0Pjth/sZhg3RQ0dky8OGR/WNfmM57nVMQeAdiXyueJ0njmdp9GVdjt935y+8w6fkYR61wmnSEuTdMT6zizmG/HVq1dj2rRp2L9/f9g4RVHg93etPLWUuZRjjgUAHHNSmWF4PymuH5UXulh2N1WRz5NvxIMXPH/wwtAu3Zh6glWwPe2hoF+gDQveRBd6QxfMbt7AwCIEAltf6VraFgy2729833bbTh4VKLnKDQbzPkp/fVxfHAUA6O0JVFHv6Qmta89gDXYtd3uhdCOuVdOXH5yYtxsA8qUb8Zx2448/l0/6ASHVLFOOCVah+2qn7XZR15GOdmNLliyxHZ+fn48FCxZgwYIFsa9IlmOsp85EOfpYHDXUGOuPPig9HD9sPF97toVu9A4poT4iWpVADPYhdPPcHqxS3yYC8/ilKvZ+NRDb2tXQ8tTgMDU4vWoxzu0O/BD54IP/Z7td3/nOyYHPCd5su1yhZmgul5Z5xSMNC4zPCY5zS9O7lcBn5krT5wSH5QV/j+SL0E11d+nvo3KNzf9KC0P79qgexn2rHK1CfM1YTwFsI24v5hvxW2+9FZdffjnmzJmDkpKS1KwVRc0pZZJLOLVrdUo9Fk36MvvxuQ6LKLQpES/oYd0WyNW3t+G9+dmj6gVcwVnNbdS7S+2ie0ql4EW5xs/ySDep7uAnaE/o5BJurz/wNToktTfPCZYUq8H93y61l24N3rAfbAsEvhxX6MmAXwk8HbZLX+ZWPHraMi2I5quhp9Xdct3B7Qx8ZpH0LS/OVYPb6g9OE9pGjzvwFFl+AKHoN+LS9koPHHIUY2dOcvvxJunE0Jp0qRYPuV19uxveF/Q4ED6Rw3mCKM4zp/PU6Vx3OVSTcvquIU0pzjoLVlfLbIz1WSaaUkDF6eGK/TL8Vhd4iU89ZDu+2XUwbNiewwVhw95uDwW1xX8K3CwOObkA3yrGbAitaihNZlt7S8R11W6mYWhvLbX51u8I/Kb30nTSML2kUgSnt9hW/WZd9Vr9ggmbzuq9CP7tV0IPDbSaFz69TxS5dF0b5rYYpqVOlWv2STfx7cYb8dy20E16/kFjPzzLXyjF5/8vMH6YcTY0+YzbY3XM4XCuOJ1njqXRiOIhItuIJ026Yv28efPw3HPP4fPPP0dBQQHOOOMMPPDAAxg8eLA+TWtrK376059i5cqVhlpwHRnjYv5V2NDQgNraWgZmIiKiLMVYT0REncXatWsxY8YMrF+/Hm+88Qba2tpwwQUXoKUl9BDutttuw8svv4xVq1Zh7dq1+Oabb3DppZd26HrHXCJ+2WWXYc2aNeykJaoey53abDn3suy0jEQpDqV4URSIO/ZG7VRS6XFHfvKYUxhhXA/TU/KcyKdyrmn1CqTP6yGVghebemjPzw21M3IFS4mF1kZcqpLd2qaVToen+tFKiI9IJeKeYANyjzaf1ON5e/ArKVc/C61DsLd1JRdu5Bjm9ci9pgeXXxDcJXINAK0kvGdwu7tJ258f/DtXqqKvBKupq6q8vaF9bX7Sf0jaL7l23w/5eJmOZaRjbneeIKoScfvz1GE0FNXhA5JQUJvoNcNpfuHUK3sae4sVUOJqA9ZV2o11NMb65HJqz9nRbcgDEzm0vXUYr7WNjsSpRLzJtS9smFuEx/Z9raF4d8gdKPU+4jqEdtXY07YqrY8K47qrQi4VDS/hNpZ6m0vCpX0dHCYslmEl3quXNp/1WSD32B4s2dYmVOSS/eA4Re5l3R0cFt4+Xd5Hinn/Sfu2XTHu9yOuQzgUbKu+rdVYJN6mGEvEm5TwYw7HEnH788zpPBUO45EBbcA7S/vvaCQa65ubmw3DPR4PPB5P2PSrV682vF+2bBn69euHTZs24eyzz0ZTUxOWLFmCFStWYNy4cQCApUuXYujQoVi/fn2HddIa8434Y489hssvvxzvvPMORowYEZZn9Mc//nEy14+IiLKQKgKveOaj1GOsJyKiRCUa6ysqKgzD586di7vvvttx/qamwMOgXr16AQA2bdqEtrY2VFdX69MMGTIE/fv3x7p16zrPjfhf/vIXvP7668jPz8eaNWuk9iWBtiYMzkRE5CQb2ojfe++9cc137rnn4uyzz076+iQTYz0RESUq0Vi/e/duFBWFeum3Kg0Pm1dVMXPmTJx55pk46aSTAAD19fXIy8tDz549DdOWlJSgvr4+5vVLlphvxH/5y1/innvuwZ133gmXq+t1PKRA6VQdLqVjXZ2q9Dp1kpXnitxxhju8n5aAAtMX0Vw13RWqy5Vrqo2bL3WqVpgTqqJU6DFWd/Lky1XTg9XPgrPmyR2WecMf9bUFqzEfCebMKpCm9wQ7UcsN1vvPkXow1VKVWFUx1oa5lFx9Om3eXKkNgbb8Are2jaEqVN2CHZ5pVdK754e22eMJbK9b6sBNO7aq1AmbqzW0PF+7cefmu0OpUgz73dxvjHy8TMcy0jG3O08QxXnmdJ4mqjNdF+wYtyN1xc/ZUDV9x44dcc03atSopK9LsnX1WN8lOaYvs+8kS3VIIekzdZhmdsiianq7K/wz3VIzMG+wCnOLWqxnHdHnteitXCOkatdCqnatVVt26pAtNK9ddXU7qul/p+nC6bXP5fVStI5lTVXUgVAVe8M1VF+K4T/DKIv9127oBM54fWiBCwfVvQAAn+uwYZycrhUAWlVjtWON3bmiOlVNd+rMjR2xpVWisb6oqMhwIx6NGTNm4OOPP8a7774b8+daufbaa+Oab/LkyY6pPmO+Eff5fLjiiisYmImIqEtbunRpR69CyjDWExFRZ3PLLbfgb3/7G95++20cc8wx+vDS0lL4fD40NjYaSsUbGhpQWlpqu8wBAwbEtS7m0ncrMd+IT58+Hc888wx+8YtfxLVSlFmcOndySm+GKLredyv2z4XdrsjjXXkRPj/PdOqa2i+63IDWL5W5pDRXSs+VJ5X+5uUZS1xzC0LvXcFlaQ9SXRZZ1dqljsrygyXFHldgPfOknRQssEZO8AeuS4SKjrXjYX7CLA9zBf/J8+ZIP5a15Wuf6ZH2b34wRVl+sCaAVgoOALn5ge1150qdtQWXoUq7Rkil43le0z6Tc69L+107Ftp+NBwv07GMdMztzhNEcZ45ncvO43lDkkzZ1ka8paUF3bp1i2LKzoGxPr0S7ZzJ4fLn2JkboujQTXHsrO2I7Xhfe+zXUJ8rvMRUjo/+4Dodae9tKAEHAL8/9F6YUlYJ4ZP+TqD0O7QQx22BVSm203xRla5brIdeMi5zLiWX94WiSDUF1Dx5JqjSjwJjx3eA39WGQ20NAIAjijEdqbkzUPMx0/ja7Tprsz/PnDodjO67llhnbNnU2Vqi0hXrhRC49dZb8fzzz2PNmjUYOHCgYfyYMWOQm5uLuro6TJkyBQCwdetW7Nq1C1VVVbbLnjt3buwbEKWYb8T9fj8efPBBvPbaaxg5cmRYBy4PPfRQMtePiIiyUDZUTZeVlJTgf//3f3Httddi7NixHb06CWOsJyKiRKUr1s+YMQMrVqzAiy++iB49eujtvouLi1FQUIDi4mJcd911qK2tRa9evVBUVIRbb70VVVVVMXXUtmvXLpSUlIS1VRdCYPfu3ejfv39M6x3zjfhHH32E0aNHAwA+/vjjWGePyoIFC/Cb3/wG9fX1OPnkk/Hoo4/itNNOizj9qlWrcNddd2Hnzp044YQT8MADD+Ciiy7SxwshMHfuXDz++ONobGzEmWeeiUWLFuGEE05IyfqnUyaU0jm1vXUuMbd58hgp25K5xNhcfVJqI27+/BzpSWWO1O7YnWNcD5f0ADhYsC01LQpNqwYfvuZI8+cE26FrJcRyaW6OK7BiruCOc4nwtlZ2JeKK4jaUjsvLCiwfhs+US6m19dLWVW4PrpWEu6Rri74a0gNmt1danqndtrxvDVtgbiMuHy/ztkY45rbnSRTnWarbiEcjE76vmSLbSsSffvppLFu2DOPGjcOxxx6La6+9FtOmTUN5eXlHr1pc0hHrwXifNI7p0aL63tj3wyEcLqLCoW2uU2pEvyn9GAC4LNqdy/FRW2Zr27eGdt8IS1Nl+mypRDPa1GN2paCJXJYSLT21mluxXNdg6bfVcdQnl2KU1MGWUMznhpzmzNhmu105jCPeQHt/828Z8zkQKdWYEBbVDqMYF1yq/egEU4uBJd4xSVesX7RoERDsDFW2dOlSXH311QCAhx9+GC6XC1OmTIHX60VNTQ0WLlwY0+cce+yxGDp0KF566SVDes+9e/di4MCB8Pvtr6NmMd+Iv/XWW7HOEpNnnnkGtbW1WLx4MSorKzF//nzU1NRg69at6NevX9j07733Hq688krMmzcP//M//4MVK1Zg8uTJ+OCDD/Se8h588EE88sgjePLJJzFw4EDcddddqKmpwaeffor8/PyUbg8REYXLhl7TZZMnT8bkyZOxb98+/PnPf8ayZcv0WHPttdfikksuQY65U8kMlupYD8Z7IqKsl65YL6J4wJKfn48FCxZgwYIFMa+PbOjQoTjttNPw7LPPYvz48TGtg1nSime+/PJL3HLLLQkv56GHHsL111+Pa665BsOGDcPixYtRWFiIJ554wnL63//+97jwwgvx85//HEOHDsWvfvUrfOc738Fjjz0GBHfK/PnzMXv2bEyaNAkjR47EU089hW+++QYvvPBCwutLRESxEwm8Mlnfvn1RW1uLDz/8EA899BDefPNNXHbZZSgvL8ecOXNw+PDhKJaSuZIV68F4T0SU9bIt1iuKgoULF2L27NmYOHEiHnnkEcO4WMX8eP68886z/KA9e/Zgz549ekCMh8/nw6ZNmzBr1ix9mMvlQnV1NdatW2c5z7p161BbW2sYVlNTowfdHTt2oL6+3pDAvbi4GJWVlVi3bh2mTp1quVyv1wuvN1TNqrnZOsVCtuvo6ryKK8IKRBquzxde41kfJ9XRc1l0KCYvIzRhcJjFtNo+cklVwF3BS4g+vbxc2zV3fjYWSC8VeTrzZ8qfp62Xtq6KxfZbbrcrfDpYHAYlQv1HfX6r1TYtJOIxT7GOPtcpOzQ0NODJJ5/EsmXL8OWXX+Kyyy7Dddddh6+++goPPPAA1q9fj9dff72jV9NRKmM9Mijed5VYn5SqtI6lPfZVgoVDJ1pAeCdc0VbybG/vXMdN6P87dfqV2PKtR9qNldO6RbvA8CYJbe3/tZuBqNPSSr1vu+02DBkyBFdeeSU++ugjzJkzJ67lxXwjbs5/6vf78Z///Afbtm3DsmXL4loJzf79++H3+1FSUmIYXlJSgs8//9xynvr6esvptUb62v9201iZN28e7rnnnri3hYiIIhOIr7papnbW9txzz2Hp0qV47bXXMGzYMPzoRz/C97//fUP6kjPOOANDhw7t0PWMVipjPTIo3jPWExGlTrbFetmECRPw3nvv4ZJLLsH7778f1zJivhF/+OGHLYf/6U9/wmOPPYarrroqrhXJNLNmzTI8eW9ubkZFRUWHrlNHSEKfFol9fqTeGhx6cRBq5IfzQrogyIsx9fMCuU8RrZ8wbZg8rbaPVFXqvERLBaJNIy/Xds2jSTFjs3EWn2nshkYxrKuw2H7DdiN8mLzt5sMgIlxshWn/GZgWEvGYp1hHn+tdjf1ZbD9fJrrmmmswdepU/POf/8Spp55qOU15eTl++ctfpn3d4sFYn12UZPyodaw25JD+TMmNeXy0nbXl5BR1qs7aQjXWFNtScT0Gx7l865F2Y6XOY+WlhM0jdzJrPEaK4kZuTq/g3+ysravLtlh/zjnnIC8v1JvzsGHDsGHDBlx66aVxtRFPWs8x48ePx6233prQMvr06QO3242GhgbDcLtk66WlpbbTa/83NDSgrKzMMI35ib/M4/GEdU1PRETJIYQS8cGN03yZaM+ePSgsLLSdpqCgIKX5SNMhGbEeGRTvGeuJiFIn22K9VUemvXv3xtq1a+NaXtI6a/vHP/6B8847L6Fl5OXlYcyYMairq9OHqaqKurq6iMnWq6qqDNMDwBtvvKFPP3DgQJSWlhqmaW5uxoYNGxwTuHcGqsO/dBDC/qXC/uUXrogv+GH9EqrxpZpfod4ezJ/XDiX0Ut36y9/uMrxUH0Ivr/Hlb3OFXu1u+NvdaG93hV5+Be1+BW2qC22qC35V0V/tKtCuAqoQgZf0T4jwV2g/a8P8+t/6P21ZQujL1z5PW4c2NbRe2npq6+5vd+vbY95W1QvDvpD3kbz/2lW3Yd/K+1zveUMfKB0r87GMcMztzhO/cDmeZ07naTpkwvc1UzgdL7tXJnn22Wfh8/n0m/CvvvoKqhpay8OHD+PBBx/swDVMrmTEejDeJ53i8A9KNC+37UuB/cvl8ti+ctw9bF8FeX3CXt08JbavAk9fFHj6Ij/3KOTm9DC83K5C/eVyFRheiisn9FIsXhbbF9oX4ftOCZZCy69kHLvo5rf4bJvja3n8rPaBtI/M+0/et+b9np97lH5cHI+fxTEvyOtje544nWdO56nTeR7pGBuPt8P3jXTZFus1yYr1MZeIX3rppWHDGhoasGHDBpx33nmG8c8991zMK1RbW4vp06fjlFNOwWmnnYb58+ejpaUF11xzDQBg2rRpOProozFv3jwAwE9+8hOcc845+N3vfoeJEydi5cqV2LhxI/74xz8CwR7sZs6cifvuuw8nnHCCns6kvLwckydPjnn9iIiINFdeeSX27Nmjp9saNmwYtmzZguOOOw4AcPDgQcyaNQu33357B69pbFId68F4T0REnUSqYn3MN+LFxcWWw0488cRYF2XpiiuuwL59+zBnzhzU19dj1KhRWL16td75yq5du+ByhQryzzjjDKxYsQKzZ8/GL37xC5xwwgl44YUX9JyiAHD77bejpaUFN9xwAxobGzF27FisXr2aOUWJiDqIKhy7eog4XyYxtwmLp41YJkp1rAfjPRFR1mOstxfzjfjSpUuT8sF2brnlloh5StesWRM27PLLL8fll18ecXmKouDee+/Fvffem9T1zAZO1WHVKDqkcKo+4ndo5+FXI49XfRE+32fq4KPN2HmH6gdcfu3zTZNKnar52kO5uHw+Y/4yxSWlOQv+rX3v/NJ8Xm/ga9TaHvo6tfoDf3uD2+aTdlJ7cBntwSotqivUwYwarIpu7tBEHiZXY1YVv2FZ8vK1z/RK+1dbr9b2wHw53vDPUaVdq/XPokrLkPeTvP9g2rfyftf60FG1TZWPl+lYRjrmducJojjPnM5Tp3O9q1UdTzUBJa5eUTtDT6rZIB2xHoz3uoSrsybYkVpU62DRcZrM7SqwHZ+X0912fGFe37Bh+a6i8M9BqFM3rzgEACjI6QWfetAwXZuUa9OvGlNsyZ2rCiUUg7QO3qw6cAtl5wwtV59OkeKDzQ90fQ9rx8vpuAXHK8FlOv4i05fnCn6exfINnxmcTvsc6Rgr0i2Cy2U89m5XqF+FXLfxuOe5eqB7buBhmkcxHnM/jL/VWtXY08752u1jcbtlr7AhimMaPUA4fV8Up89w/AiHz8+wu9AEMNbbi+pGXAgRV5JyIiIiK9nylDybMNYTEVEyMdbbiwigki8AAQAASURBVOpGfPjw4ZgzZw4uvfRSQ5ftZl988QUeeughDBgwAHfeeWcy1zNjCL3HKQQ6fchwIg2leE61M8wl0mY+NfJ+9B+JMOKI8ek22k1PONXQo+M2U1qyVn/oh+ZhqRQ7z2s8t+Un5i6XVlIdmLetPTSutS3wdL6lLfSUvsXvDi4/MN0RaR28wSLrtuBT23YR2hbtabxV6ateCi7a9Om0edukJ8Da8o8Et/OwtK4t7sB65baFp4lpD06fmxM6Hkrwsa68L1rbQvtM3n8w7VvDftfOAW015eNlOpaRjrndeYIozrNU1xhOx3ctHeTtSOVT+Wx6Sv7aa6/pVbm1Dsc+/vhjAEBjY2MHr130GOu7OMW+FNDlsu9d3uWKfM4AQF5ON9vx3V3hJeK9RFnYsFwRil//de8FAHRz9Qq7Bhs6Ow0bJ1fZkkYoVgP9wSHmQBYq+TSUoCpaCbpdKbZL+t8udmjT+cPGhJWuS9PrJeE2pd8BbsMwuRRckWoUuFzG3ww5com4y3hcu7l6oYcr0I62l7+fYVybYiwR/69rT9h2AUB7zmHL4QDQrrZGHAcALocSb7mDrYjM+Wwpboz19qK6EX/00Udxxx134Ec/+hHOP/98nHLKKSgvL0d+fj6+/fZbfPrpp3j33XfxySef4JZbbsHNN98c18oQERF1NtOnTze8v/HGGw3vO0spM2M9ERGRtVTE+qhuxMePH4+NGzfi3XffxTPPPIPly5fjyy+/xJEjR9CnTx+MHj0a06ZNw1VXXYWjjjoq5pXorITDEzPV6emyxRPOsGWkuJRNOLRziaYU0e8wUZtD216vP/J+aj8cYdxBU7GpuURc/nzT6h2RPu+gVDJsXku5zbc7eBy0J3Q+qYTYG2x3fUhqL93c5g4OC0x/RFo9rz+wLG+wrVS71GbKj2CJuGp8aiwP84s2fTptXq+0DK8/L/iZwXVwh7Ys12UsVW4XUkl3sBQ/zyU97Q8+y/dLT/u90nYeNJWsy/vWvN+NHyztENOxjHTM7c4TAGhz+Ko4nadO57rTdyUZnL7vwuGa4Th/Bj3lz5bqalGVrnQSjPWp09FtwKP5fMWhDbjLsY24Q4m4y76NeDHCS8TLlV7h03lC6/GpN1CjqkDtjlblkGG6dleotpXLFFOFEroW+g1tirVSYzl1qFZqHCwZF1al39KybUqxtcliPRvsL3uh9QkvCZfG6cPcFsNc+hL0pcol4qbbBbn2Q45i7AixQO2O7mqg1PD4fON1osnUJ4z2W8bssOuA5XAA8LoORhwHAKrqsx0vHM7jwEROsTixNuROPzii+b52lnbkjPX2YuqsbezYsRg7dmxKVoSIiLqObAnO2YixnoiIkoGx3l7MvaYTERElKhvajQ0cODCuqmgzZ87Ej3/845SsExERUaZgrLeP9bwR7+ScOohSHarHqA7VY5zSQCCKTrKcqgwf9kfuhOvIwfBOxQCg+75DlsM1Lg+gBGf1mmqHadXFYaqq3W5Kf5Unpchw61W0lbBpW/VO0ULLagkOa27XPlNI4wIr1Oo6ElxWqOMRVQSqz1kdV22YX3j16bR5tWUFlh+oJpYf7KQtxy1XNQsMaw82F5A7V8sPduSWI9WxM283TNXyD7Ubq2fJ+1be79qxsOrrRzUdy0jH3O48QVRV0+3HO53rjunNoqi6bpWWrqsScT4lz6Q03cuWLYtrvmOPPTbp60Jky6GpXIBTB7T2y3A7dObmVDW9SO0RNqyse3g8OKV36CLw+AUtAADl6COo+9cww3T/PhjanvrDxh8C37aFqq0fUlr0v1uDf/sQiqlanG0Ldo7ql2K2P1jlvV1Kj6Y1I1OD06sW47TOz1wujzReiw9yR7GB6fzB3w1yp2la53kuxRM2vdaZmlua3h2sQp4rTa9VK89DIAVZvgh1vNZd+vuoXOOxLS0M7dsTexj37fhTv4Y4NbAf//y6YRQ2HjAez6ZD4cccAA7YnCtO51kbInf0FlyCw/govi8Z1Mwr0zHW2+ONOGUt8dVOAMBXHxsv/KIw9LfqkfJv5xovrPlSW2l38OZUy1XdJt2Ia72SH5TbiAdvSA8E4+v+1tAVpf5IoP3S19gXeC/+rY/z+qPLqfn/tnwGAPC4AzlWS6VnCM3BHxAtBYE2XIfzpZvjYPwqygmsT4+c0DYX5gS2N1e+ETdtNwC0SjfiTW3GgLbPGxr3tRQLxfE7o9ouos7knHPO6ehVICIA4uud+PYz483T142h+LTrkDG+7/OFbrSblFDcPawE2h+3IvSAuE0EgplPBB+eq6Hg1h5sj9wupfvwB4f5g717q2ponHbT7Xbb9yCv+eCD/xdYlj9wYyv3XO8K5m13u0JttLV2+jnB3N45cltuV+DHT54SyvudqwSG5SNw41soQjfGxSKUw71vnjFXuL97aN/27Wnct6Kc8Z6ySypjPW/EyVY0nUG0OxTymUuazY7YlHQ2HSywHN5jqzFNQP4TLxveH9gZmu/EIuM2tKty6W7o74Omm8pWV/gTUa1gW+6ATksT1iKVBje1BUvEfYEZWqTi2lY12NGaK/C/G6EHBVqJaVt7+BNdbVieFMC1edulDk+05bcE04zlSaX+Wgcgwf7iDCnBDgc7Q8t1hfZXjsWha4uw/wDAI+0yeb/LxwMAyqTj1brdmL6s6WDP8A91OE8QxXnW7vBItrN0fJItVIekPXbzEWWShDtiQzo6Y3MuEVcc05c5dNbm0AlWDuxLMvOV8M7eivPCt+uE7qH4mPPAdfrfU2YtMUw3aH2J/vdHjcYS1p0toRvOhiOhmNrsC6TbOtge6tztULBk+5ArcHN+2B3qLMwrgjfuauhm3qcGpvO2B8a1SR2/ajWvhJxiSxjToylSLNKmcwWrleW4Q+udmxPYJk9OaJhW6yDfFbiJ9iihcdpNdnc1tC+6B49Jj5zA8ovyQnG2pCB0PhzbzXizPaJnaHtHnd5gGJczL3RMTnjv74ZxXxw0PoCwOuZwOFeczjOn81QVzt8F4TCN4tixamo7c0MU3/lM+U3DWG+PN+JERJR2QigQDg9PIs1HREREmY+x3l7MN+Ljxo3DOeecg7lz5xqGf/vtt5gyZQr+8Y9/JHP9ujyndEPOKdQSS3cUzRMpp7RQ5jbaZofbIz85/LbV+qlo4VeFhveefcYUGA1NoSe+hW7j+h2UvtxeqUS33bQZLqn9tLYftCraPmnHtPq17QhNfyiYu6slWF2gpT20E7RUY/7g//Ix8Aeffhuelgdpw/zSOG1ev5y+LPh3S3vgCXee1EbcrRhTlMgpxlqD+yJPOhxa1XT5CMnnhN90oZQLdeT9Lh8PAMhb3xRaX6/xWEY65nbnCaI4z5zOU6dz3fm74txmLNHvczbhU/LMxlifXZxKuwFAcSx1dygxV6z799DkmtJchY23WH6uK/zHeKtUO8o/+wn97/1bjctv9OZJ8xiX0ybVkJIrS2l/y9cZp/5BYNq/SrANsrY/5LRwSrA6uSpVb0cwTZjVbYcWE1zBauXysvTlG9KROR9neXu07dS3W9pUeR+Z95+8b837va90TFr9xxjGmY9nboT1tTtXnM6zRM9jRLEfM6n9cqZjrLcX8434mjVr8NFHH2Hz5s1Yvnw5unULVDPx+XxYu3ZtKtaRiIiyDFOaZDbGeiIiShRjvb24qqa/+eabuPHGG3H66afj5ZdfZg+wcYqqB+UEa2Y49aruNN4fVa/pTj2v248/7I+8kf/1WpeOKk3G9zmm9jb7W0NPU81fZnl12gzjjOshz6f1uK397/XLpeqBgYflntG1EvFg2/AjUin2ESXYA6ui9agaKs3Wzgm7XtPl80brPb3NFWpnrS0/XwSeWOe1yU/qA+utLUGuBaBtk0cqyXYHi7ilQnVYFFDocqVx8v6TjwcABPupC66D8clzpGNud54givPM6Tx1OteFQ5sup+9SMrDXdUonxvpOJKpe0R0W4bCMRMe7HNrduix+8Fhdt/d5QyWiWzf00v9u9hnbG//XF/qJa44fct82csmv9nnRlIJHou0H7X+31GGadg2X95UQbWHLCC0r2Lt6sC21vCzz58RD205tu+V9IfenY95/8r7deeAo47gNPv1v+VjB4nhaHXM4nCupPk8BwPHws1d1SpK4vr1lZWVYu3YtRowYgVNPPRVr1qxJ/poREVHWEgm8KD0Y64mIKBGM9fZiLhHXEpp7PB6sWLEC9913Hy688ELccccdqVi/Ts2x9CoJ/RA4tVt1nD/BPOOIojdqp7a7LTYlnY1t1qdoeNtkUztwqQf0VlPP3l7Dk3B5mZE/QxunPS32Sdvs09uIh4YdCXZLftgfKAlvFaEnxG2uYLoTPSdp6Gm4nkfc4tzRhqnS9H49n3ioRLxN8QW3O/B/rj/0vM2tF2e7gssMbWObW9u20Gdq7bnkEnG3Ib2ZcR2lzGbIkfa7/PQcANpEqBd1c4cccho4md15gijOM6fzNBl5wp0k+n110plKzAPV1WK/CHaV6modjbE+yRx7RXeYPeEfDFHkTnZaB6eSxiS0zTVrtbiuH/CFtuXzplCKrTbVXGob+jw5q0lguXLJb3iJuJB++2jXbbvrt6GddnA7td69Valdt16iLS/KthdwY6m6S15W8G95vyo2x9lqO7Tt1La73dAuPDSvef/Jx0DAmBUl90i+5XTmZdqxO1ccz7Mk1A5x/r6E9+NjWAfHHs0dRHO96CQN1Rnr7cV8Iy5MB3727NkYOnQopk+fnsz1IiKiLBbvE+8uEps7HGM9ERElirHeXsw34jt27EDfvn0Nw6ZMmYIhQ4Zg48aNyVy3jGQocXJ4wGP3ZDLqz0u0xNuhnUq7w1M9fxQ9QTu1zfU5bMJhm1VoarN+sml+8m3WapHn22p95Lbe5u2Q2zJpJefa/z7pabpWOi4/YT8S7CW9Ndg23KuESsR9OBL4PATbiEvtx6Mp0TS2EW83LEtevjfY62iuCH3Nc0w9jwvpJNb2aZtUzK3lFM819KQe+jvH9NRWzlsp9zrfrBi/Cz418hPrSG3B7c4TRHGeObYhdzjXnb4rTt+1aKS6nXk0y5fPr1SWsLMDl8zW1WN9+iVaipeMUsAES7yVxH7ztFtcb46Y05mYSrpVm5+xB6Wm14eMHcIY4rWhXXRwHdrlUuMYa0Np+0ErmXW5Qu2k7fp/sVwWtGXkhC0r1EY8tv0ub4++vcH/26TYLO+jQ6Zm7G4p9reJyJ/f6DPG8yPtxm21OuaA/e9rp+11rnmR+u+Kc5/fic7feTDW24v5RnzAgAGWw4cPH47hw4cnY52IiCjLMaVJZmOsJyKiRDHW24ur13RKjmSUNgmHUrxEe01vj+Kr4NT21mdufG1iLrGWHWy3HudzKBGX24Gb2yS1RigFbzNtqvxe20brEnE1uNzQDIeDPaEfCZZUe4M9mUPqLb1dDQyT23yHzgmr4+o3TROat11Iyw/2oO5FYJhbelrt0vZbu/Z5oaeyflfgb/lwaQXobS65lBzS3+ZaBFLudbmNnal9UKtN1+veCKfcEYcCZ6fzzOk8dTrXE/0uIYrvq+P8nagNOBFljuS0m00tv0Vl1FaL63qjT47boVhiDivyvIfDfgeErqVt0nW1LXgdl2tItQf/DrWxDr+OuyxKOPV84tI4oeXAlia3u67rpepa7+kO7cHN6yGvq7b+7dIwbTvbgsuS94X8W+mw3/hZilRCbv49JofalvbINREQ4ZhnAuYRp3ThjTgREaWdEPH9mOEPICIios6Bsd4eb8SJiCjtBBSocfQELZKRboKIiIhSjrHeHm/EM1yiVVGdqsJaVbGS+RWHHrLsOtsIcqoy3GpXNb3Nelyry36ZchVpn6lKss9vXR3dPJ08TuvMJVRFXUrxoQb2oVfqrMuLQL0tX7AautaBGqRq5P5gR2t+qbM2rfM1+/RloemtlqEtX/vMHCndSU6wmroS3D+qVN1M2yR532lV0uXq6HJ/b35TXUC5qrq8N83p5lqVyMcvUkd8VlUUZY5V0x3OU6dz3em7kmi1c3Sxqud8Sk6dReKpwzoHx/RkCXbG5tR8p82iw0tz514wdRQmjzZnfJKbIx1uj/w7wKeGPldbB7n6ttCrq5t6LItAqx6uKsaO1gIDw6e3ix3aPtdSlcnL0qutR9n5mLb+Ann6MG07te2Wq5nLqU9bTG335LSj5uZ/8jXaHLfNx9PqmCOODvJkjp25RdNMIwvijHMKtfRsZLpi/dtvv43f/OY32LRpE/bs2YPnn38ekydP1sdfffXVePLJJw3z1NTUYPXq1bGvXBLxRpyIiNKOHbgQERFlt3TF+paWFpx88sm49tprcemll1pOc+GFF2Lp0qX6e4/HE8eaJRdvxFNIOKUzUhLf/U4laKrDU0WnJ9RqFE/M2hyfcjt01maRnkQT6blljsMDTavUY5r2CKXgbWEl4lJKE1NJuNyhiVYS3ipCKcqOBDtn0zpp0zpoCyxLS1sWfDodY7ooq+nlDt/aRWD5oU7bpHQn2h7VNy30ZFw7jH6pA7fc4FNvuUTb+Ldx3eRx8mFtM9VgcNs8qI3UqZrdeYIozjOn89TpXHf+rsR27FLB8ZpDRJ1TJ+hszYnT75E2ixSRcqdqGkVOnWXTWZs8q3k5rYZS8NA4rfMyvyJ11hasLaXFgETSTOopx+RO14LDtPhgVWIbb2d78rpqf7dLtb/cwdsAv9BKxqX0ZdI+Mh8auaNXtym+yyHcXNPQfBysjjmiOFcyntPxYqxOugkTJmDChAm203g8HpSWlqZtnaLR+a/sRETU6Wi5ReN5ERERUeZLNNY3NzcbXl6v1+kjI1qzZg369euHwYMH4+abb8aBAweSt6FxYol4jGIp0XJ6ghlNCZrLsY13gunJFPs2T3Lb40gitfHR+CyeaMvs2ogr5kZfQS6Hh4nyJ/pt2n7Lpa/mElV5vbUSdm1b5fbg2hNdrxIqEffqJeKHA8sSh0OfKYwl4nJpdmjNrfZZ+DirZWjL1z5TPg+1p/CusJJxwC8ClwOP1L7KH2xT7pZKHfxuKeWZubaBIbVZ6G+fqajC7psR6WxxbiMee/tDmVMbcafvSjTXBufva2Lfdyfx1rhIBRFnMzzehxOF6xzpyeyvoXIM1RxWc8OGqVLtKJ8c30w/F+SQ7lWN11afRZ8u8jq0SeviD8Z4rZRWleYNpTSzKLmHVvrtlgcCUkk05OusTUl4qCQ9tCzFIpKa18ewrsH1l3/XtZn3uXyBlTZJNf0+8ktpUe32e5sphrSqxjhrdcwRQ3v8juKc3qyTl+gnUaKxvqKiwjB87ty5uPvuu2Ne3oUXXohLL70UAwcOxPbt2/GLX/wCEyZMwLp16+B2J9b/RSJ4I05ERGkXb+k2S8SJiIg6h0Rj/e7du1FUVKQPj7dd99SpU/W/R4wYgZEjR2LQoEFYs2YNxo8fH9cykyHzH6ESEVHW0XpSjedFREREmS/RWF9UVGR4JauDteOOOw59+vTBtm3bkrK8eGVUibgQAnPnzsXjjz+OxsZGnHnmmVi0aBFOOOGEiPPMmzcPzz33HD7//HMUFBTgjDPOwAMPPIDBgwfr05x77rlYu3atYb4bb7wRixcvTu32JKF/X6fqLU6dMzmNd6r+44tQbUjmFfbTHFbtTzN3hBRlsOhATeNySMsgd7xl/uEuL9PQqZtpX8vvtWrNWjX0NqmacltwH2rV0SFVSW8Txv8hVR1vVwP7TZWqasVadVibV1sWALiCHcMpwiK1SXC3hdKx5OujcoOdurWJUFXA3GB19VypurrcmUuuqXqWnFYmV6qObq66Znf8InWa5pSe7LBqX7XcC/vz1Olc9wunqunOna84f18TTVfI6nCyaOJDa2srfvrTn2LlypXwer2oqanBwoULUVJS0qHrnu2yLd5nOqtqzMnm+HvD4Roqx1BNiwivMtom/aZwS1W1zXFFjiV+U7MfH+Tq2VI8D8YBv2F8sAPUYGpQVfrdFM01V67GrO2jaJsSmKeLdj6hV1GXtk3bHYphwsB0SngV+3a5CZ4w/o5r9Se+3xHhmMPhXElHp6RO3xc+D+78vvrqKxw4cABlZWUduh4ZVSL+4IMP4pFHHsHixYuxYcMGdOvWDTU1NWhttf6iAsDatWsxY8YMrF+/Hm+88Qba2tpwwQUXoKWlxTDd9ddfjz179uivBx98MA1bREREVtQEXtGKJj7cdtttePnll7Fq1SqsXbsW33zzTcTUJ5Q8jPdERNkvHbEeAA4dOoQtW7Zgy5YtAIAdO3Zgy5Yt2LVrFw4dOoSf//znWL9+PXbu3Im6ujpMmjQJxx9/PGpqalKy3dHKmBJxIQTmz5+P2bNnY9KkSQCAp556CiUlJXjhhRcMdftl5kTsy5YtQ79+/bBp0yacffbZ+vDCwsKYuqz3er2Gnvmam5vj2CoiIrKSjjbiTvGhqakJS5YswYoVKzBu3DgAwNKlSzF06FCsX78ep59+euwrSI4yKd4z1hMRpU66+oPZuHEjzjvvPP19bW0tAGD69OlYtGgRPvzwQzz55JNobGxEeXk5LrjgAvzqV7/q8FziGXMjvmPHDtTX16O6ulofVlxcjMrKSqxbty5iYDZramoCAPTq1cswfPny5Xj66adRWlqKiy++GHfddRcKCwsjLmfevHm45557bD/LqRppMnpVdKr25DTeqeq56jC+Hc5pAnxKnu34VmF/mtn1gO5TrXsydCuRq0KZ+YW5t0+p6hXkqunGFZHzW2o9amvV0OVqzNo+knOFaz2Wh6qhh8b5g3/79XziUtV07XhanRsiPIepNq9fXn4wP73eY6srtA+1amdC6z1VOv45CFyM8qTc4lp1dbd0DHPlvxXj8cmRqqi5VSnPaITe72FRrc18vDROvZ63OjSR8Cn257LTue70XYmml1fH77NjU5TU95qeLon2pGq+YfJ4PI4B1RwfNm3ahLa2NkPcGTJkCPr3749169bxRjxFMineRxPr00FxaG6VCZyqBKsOWVacrrE+HAkfaPEzqk3kSaNd0t+RfxeYezWXs2S0Qe4hPXAdl7NkaNWktRggV1vXxskZL+yyW2i9njtlyIg0nxX58xQtD7pVNfSgNunCqwbzpecEm6TJ+8Uv/bYzV02Pd7+be2m3POYO54rTeZaOquuJcvq+Z1PV93RlSDn33HMhbDqRee211+JYi9TLmBvx+vp6AAhrl1dSUqKPc6KqKmbOnIkzzzwTJ510kj78e9/7HgYMGIDy8nJ8+OGHuOOOO7B161Y899xzEZc1a9Ys/WkKgj/6zF3oExFRfBJ9Sh5rShOr+FBfX4+8vDz07NnTMG0scYdil0nxnrGeiCh1mCHFXofdiC9fvhw33nij/v6VV15JeJkzZszAxx9/jHfffdcw/IYbbtD/HjFiBMrKyjB+/Hhs374dgwYNslxWNKUrRETUMWJNaRIpPlDqZXK8Z6wnIqKO0mE34pdccgkqKyv191obrYaGBkMPdg0NDRg1apTj8m655Rb87W9/w9tvv41jjjnGdlrtc7dt2xbxRpyIiFJHQIGIozquNo+WyiQakeJDaWkpfD4fGhsbDaXiDQ0NMfUpQvYY74mIuqZEY32267Ab8R49eqBHjx76eyEESktLUVdXpwfi5uZmbNiwATfffHPE5QghcOutt+L555/HmjVrMHDgQMfP1nrUi6fLemFoi5NYG/Bo2gipDu3MVYd0IH4pFZUVpzZbWhouO27F/jOc9lO7zX7KdWhfHomhHbWppYkhtYZincIEANoNbci8hunl9sDtwZQmcjtwvW24MLYHB4A2f6BNlJZ6TMhtxPX2ZuF1crRhQjrmIrh/5BRobaY2V4Z9EdxG7f92JVQSlKMEUpn5pOPp1tOXSdPJbcRhPPZyW3KXCF1EzW3I4kml0waH9GQObcAjpUnRx8P+XNeOZSR+h3ZriOL7ate2EGlIfwbT+ZLKdGgizqpnscziFB/GjBmD3Nxc1NXVYcqUKQCArVu3YteuXaiqqop95chSZ433UbPpAyMko5LUxMW5zxr765MWKyM5ojSFz6OEXzNdUt8k7ih/I5jXXUvXBVM8V4PXWPlarV2XVb2tuNxPS/gw7TqtfaZ8XY61bXjYfPIFUEHYMG3pLotjpS3DpYSvvz8Yy+V92ybFd5fp/I02hsu/sQBANW2/nNpVZneuOO3D7EjjGcX+VRy206a9dDqlI9Z3ZhnTRlxRFMycORP33XcfTjjhBAwcOBB33XUXysvLMXnyZH268ePH47vf/S5uueUWIFg9bcWKFXjxxRfRo0cPvX1ZcXExCgoKsH37dqxYsQIXXXQRevfujQ8//BC33XYbzj77bIwcObLDtpeIqCtLR7sxp/hQXFyM6667DrW1tejVqxeKiopw6623oqqqih21pRDjPRFR18A24vYy5kYcAG6//Xa0tLTghhtuQGNjI8aOHYvVq1cjPz9fn2b79u3Yv3+//n7RokVAsLc82dKlS3H11VcjLy8Pb775JubPn4+WlhZUVFRgypQpmD17dhq3jIiIZOnoSdUpPgDAww8/DJfLhSlTpsDr9aKmpgYLFy6MY80oFoz3RETZL129pndWGXUjrigK7r33Xtx7770Rp9m5c6fhvV1X9Qj2rLt27dqkrSMREXUOTvEBAPLz87FgwQIsWLAgLetEAYz3RETU1WXUjTgREXUNrK5GRESU3Rjr7fFGnIiI0k4E/8UzHxEREWU+xnp7vBGPkaFXYqeOUh3OIdWhF+jgRA6j7XtW9Dv0it7uSrwnV+HQc2Oby34dWkXkHK7uOE9R1abnZ7nXTrlHT7nnVADwS72mauNUtS1sWq23bLmXVa2XdG2c3Gu6X/UFl+UzvIepB/VI5Gnkec3bq/3vlqcP9ize7grsc5fcQ7oS2NduuafU4Hh5mNsl/W3XazpCva+ae1g198AaDb/D96XNodd0X4TeWfX5HcY79pqu2o+HqXd76/EOvao7nB/OmRqce5M19PCbhF7YI+FTcqL0ifW7H8/4dot4JHMpR2zHW/2W8FnMEylTi11P3mHbL11H5GwUqh4//dJ41ThOmt6qZ/TQOH/EcZbrGJxOkbLlmOe1ytyjSLEW2u+R4DIU6XeJEuwR3SXFMu2ztGW4hCtseitR72vT9dpvyhwSKZOIXbx1Os8SPY+RNT2vZwbGenu8ESciorRjBy5ERETZjbHeXudPbElERERERETUibBEnIiI0o7V1YiIiLIbY7093ogTEVHaCRF4xTMfERERZT7Genu8ESciorRTnfuijDgfERERZT7Genu8ESciorRjdTUiIqLsxlhvjzfiMYoltY+cgsKKK4rd75TirD3BR0Zyig4rfsU+nRIA+F320zilhXJFSEWCGNJcqTbPzsxpKAypSqRjaE6jIafZMKcoMaQq09KFqOHTa+mq5LRTQk9p5gu+lz5XXx+r7QkOE6G8eSKYRs1vMbm+rlLKLL8rcM4p/kBKGJcrPH2ZfDxCqU1c0nTh6c3097BOfWKX6iQZxxhRpP4yp6cza3dIP+Z3SF/mlJosms9IND1ZovMnOn1sC4+z6lkXCc5EyRTVd9khFanT9cUphaN90qlQek2Z3e8DRPE7K1Z2achsp7EY5hSzIi3DLl6aVgyIEEOt9ovlMLgdp0mEc8yyjst+m3PN6TxzOk+jKWtNaezrahjrbbHXdCIiIiIiIqI0Yok4ERGlHduNERERZTfGenu8ESciorRjT6pERETZjbHeHm/EiYgo7fiUnIiIKLsx1tvjjTgREaWdEAIijkfe8cxDRERE6cdYb4+dtRERERERERGlEUvEiYgo7ZhblIiIKLsx1tvjjTgREaWdiDNNaBeJzURERJ0eY7093ojHLPruA5yaN6hod1yGkmDrgTbVfn1dItd2vKo4r6NfeO0/Q7H/jES30YqwOU5CqNJ0fv1vVTVuqyotQ5tHCH/Y8rX5rIZp54sq2i2W1WaYJrAMoU1kteKB/5TQOAXmZQH+4OKU4LETSo40LrCvXa7AMEX1hcZpw6TjoSju4P+hYS5pvLac0Pq4pXkjH9d0H3MAUKV9ZDletT/X/cJ+vNPyYTr3rJdh/xlO8zuNj737k9R1l8Kn5NS1OHx3Ha6JisPSnb772rXcjtP1B2pi123H658S/pNUUXyW04bGp6aFpfO1VJvOH8VU0vTRXFNtrnFWsdNuidEcd3Tgfoy0/+zORafz1CmWO57nUYj2/Ig4v+NtZvZ0VcZYb4834kRElHYMzkRERNmNsd4eO2sjIiIiIiIiSiOWiBMRUdqJqKrnWc9HREREmY+x3h5vxImIKO1YXY2IiCi7Mdbb4404ERGlnRDOHVpGmo+IiIgyH2O9PbYRJyKitBMQUON4xVPFjYiIiNIvXbH+7bffxsUXX4zy8nIoioIXXnjBuB5CYM6cOSgrK0NBQQGqq6vxxRdfJHlrY8cbcSIiIiIiIuqUWlpacPLJJ2PBggWW4x988EE88sgjWLx4MTZs2IBu3bqhpqYGra2taV9XGaumx0gV7XoeR+dcyE55AJ2fgwhhP41QHPKEW+TljGV+VXHOjeyUi9wpD2gq2OV4lPNWCotc4Vbvzbk/DeP0vODtYdOHpvNbzGvMTS4Psyd/duB/RUoyG8opHjh3/NK6arlChb89+D50fmi5Na3yiRpzi0t/m/LKWuUgt5KqnKV2nHN425/riefwTjxPuGMu4gRzm8LhO5FMrK5GWSOak1JxygTu9BkO30XHxTvnu3baDAGn/M0O8zv+3ghfvtPvrI6IJbJUXiOTIdP3T6S86va/4ZziYKJxFlF8X5xO9jScF50kGKYr1k+YMAETJkyIsCyB+fPnY/bs2Zg0aRIA4KmnnkJJSQleeOEFTJ06NfYVTJKMKhGPp9rA3XffDUVRDK8hQ4YYpmltbcWMGTPQu3dvdO/eHVOmTEFDQ0OKt4aIiCJRE3hR58d4T0SU/RKN9c3NzYaX1+uNeR127NiB+vp6VFdX68OKi4tRWVmJdevWJXFrY5dRN+LxVhsYPnw49uzZo7/effddw/jbbrsNL7/8MlatWoW1a9fim2++waWXXprirSEiokiEEHG/qPNjvCciyn6JxvqKigoUFxfrr3nz5sW8DvX19QCAkpISw/CSkhJ9XEfJmKrpiVQbyMnJQWlpqeW4pqYmLFmyBCtWrMC4ceMAAEuXLsXQoUOxfv16nH766SnaIiIiioQpTbouxnsioq4h0Vi/e/duFBUV6cM9Hk8S167jZUyJeCLVBr744guUl5fjuOOOw1VXXYVdu3bp4zZt2oS2tjbDcocMGYL+/fvbLtfr9YZVhyAiIqLEZFK8Z6wnIspcRUVFhlc8N+Law1tzM6WGhoaID3bTJWNuxOOtNlBZWYlly5Zh9erVWLRoEXbs2IGzzjoLBw8e1Jebl5eHnj17xrTcefPmGapCVFRUJLiFRESkiSedifaizi2T4j1jPRFR6mRCrB84cCBKS0tRV1enD2tubsaGDRtQVVWVtM+JR4fdiC9fvhzdu3fXX21tzr1zW5kwYQIuv/xyjBw5EjU1NXj11VfR2NiIZ599NqH1mzVrFpqamvTX7t27E1oeERGFCKk31ZheHb3iFLNMjveM9UREqZOuWH/o0CFs2bIFW7ZsAYI1r7Zs2YJdu3ZBURTMnDkT9913H1566SV89NFHmDZtGsrLyzF58uSUbHe0OqyN+CWXXILKykr9vdYLXkNDA8rKyvThDQ0NGDVqVNTL7dmzJ0488URs27YNCFZH8Pl8aGxsNDwld6qO4PF4sq4dAhFRpoj3iTdLxDufTI73jPVERKmTrli/ceNGnHfeefr72tpaAMD06dOxbNky3H777WhpacENN9yAxsZGjB07FqtXr0Z+fn7M65ZMHXYj3qNHD/To0UN/L4TQqw1ogVirNnDzzTdHvdxDhw5h+/bt+MEPfgAAGDNmDHJzc1FXV4cpU6YAALZu3Ypdu3bFVR0h0ItfMP+zQyIdp/yN0eQydM5Vbj/e7/AZTusYTQ5K1SG3aDryWMaSyzNSnmT7ZZjzgocvzzjObxomjdPyjusXGXmcMI2TPycwTJFHKao8W2CQfn5q+11er2AecbgN0waWa5E/XD921sfQfGwNOcajrHCTrjyn8eYzjXr+qM7BBD8jweRdsea8TWUP5fGWbrPT9M6ns8b7bBLV7w2HXOROHS45X8mdfhPFHgs6Ok92xuvg62X8edbjzyOuOuQRd84Rnvn54TuTdMX6c8891/Y3i6IouPfee3HvvffGsTapkzFXsGirDYwfPx6PPfaY/v5nP/sZ1q5di507d+K9997Dd7/7Xbjdblx55ZVAsAOY6667DrW1tXjrrbewadMmXHPNNaiqqmIPqkREHSQT2o1Rx2C8JyLqGhjr7WVM+jIAUVUb2L59O/bv36+//+qrr3DllVfiwIED6Nu3L8aOHYv169ejb9+++jQPP/wwXC4XpkyZAq/Xi5qaGixcuDDt20dERESM90RERIpIZd3DLNLc3Izi4mK4XEdBcaq/FZSMKlNO1XudPyOx+aPZhsTXMXFdoWq6RoF0/unnoit8vEW18tCxcJveWx9HVk2PYf4srZquqt+iqanJkMczEdq19PziWuQqsbfNbRNevNH0UFLXiUijnZ+Ba2TgWmq45sbL8XeDQxx1WocEfwsgqmux2/4TFPuynUR/r8S3TOpI2Vs13WG8Yyx3uvWKYr8lePtmXAcBwM9Y3wEyqkSciIi6BhH8F898RERElPkY6+3xRpyIiNJORPfM33I+IiIiynyM9fZ4I05ERGnH9GVERETZjbHeHhvXEBEREREREaURS8Rj5tc7cHGSlG7wHD7KqUOJRPOQR7cNiT3PsetsJTm5HOPr9CNSp24B4Z19GKcxTS93CmfVSVvC5OUH9qeifaZ0DoV3HueS5tNIHfIEB0bqhM18fkQ+lknouNChU57Ez5XUd4SW7s7Wwjl3UmP6xAQ/z2bJIs52Y+xflLKSU+dODp25OV0bovjZ4vTVSjTPeLQdeMYyj7zO7LgtM8TbeW7ylm8f55LRsWpaOmPLEoz19ngjTkREacfqakRERNmNsd4eb8SJiCjtGJyJiIiyG2O9Pd6IExFR2olgeI5nPiIiIsp8jPX22KCGiIiIiIiIKI1YIk5ERGnH6mpERETZjbHeHm/EiYgo7RiciYiIshtjvT1WTSciorRTE/gXi7fffhsXX3wxysvLoSgKXnjhBcN4IQTmzJmDsrIyFBQUoLq6Gl988UWSt5aIiKjrSVes76x4I05ERGknFAGhqHG8YntK3tLSgpNPPhkLFiywHP/ggw/ikUceweLFi7FhwwZ069YNNTU1aG1tTdKWEhERdU3pivWdFaumx0gIFYAS5dT2T3MUxfk5iBB+hync9vM7rUMSnsUkugwRx3ctkd4UA8fQSuR9HT6PxTIslissq9aYpotnB5jnVeRzUg1+dvC4SOeQop+7pmns1g8wPLMzrq3p/JNGRnN+W4l0PiWym6KRaA+dkc+rWDh939OxDvLyOn8gnDBhAiZMmGA5TgiB+fPnY/bs2Zg0aRIA4KmnnkJJSQleeOEFTJ06Nc1rS5nI+joeokT9myB1HNcxmmuDw2Y4XQ4Ux/lj/z0Ty3U5Gb9nKHEdHQudPz+K9XNYhtP3LRN0hnUklogTEVEHEHpSk9he2o+L5uZmw8vr9ca8Djt27EB9fT2qq6v1YcXFxaisrMS6deuSur1ERERdTaKxPtvxRpyIiNIu0XZjFRUVKC4u1l/z5s2LeR3q6+sBACUlJYbhJSUl+jgiIiKKD9uI22PVdCIiSjvtuXc88wHA7t27UVRUpA/3eDxJXT8iIiJKTKKxPtvxRpyIiNJOVVQoSuyBVntKXlRUZLgRj0dpaSkAoKGhAWVlZfrwhoYGjBo1KqFlExERdXWJxvpsx6rpRETUJQ0cOBClpaWoq6vThzU3N2PDhg2oqqrq0HUjIiKi7MYScSIiSjsVKpQ4nnjH+pT80KFD2LZtm/5+x44d2LJlC3r16oX+/ftj5syZuO+++3DCCSdg4MCBuOuuu1BeXo7JkyfHvG5EREQUkq5Y31nxRpyIiNIuXcF548aNOO+88/T3tbW1AIDp06dj2bJluP3229HS0oIbbrgBjY2NGDt2LFavXo38/PyY142IiIhCeCNujzfiMYslj7i95KToTSxXuXNeT2fCIZd5YhJfP7PIOSYTyy1pn2rBKu94+PTRpGuQp9Hz1wpDAm/TZ7os50XE3LLSsOD5E98+i6/lS+Q9kMrzDCk518ySnec7XLKXn7r0IenqwOXcc8+1zYeuKAruvfde3HvvvTGvC1HUEk3C7XjeJ6GlodP1yTFPeKLrGD6/028Y4+fHew1PdWzprDI1JiYY51Ieh5GEdcye1F3srM0eb8SJiCjtVPihxPFDT03Dj0MiIiJKHGO9Pd6IExFR2gmIOJ+SZ09JARERUTZjrLfHXtOJiIiIiIiI0ogl4kRElHbMLUpERJTdGOvt8UaciIjSLtBuLPZKWV2l3RgREVFnx1hvjzfiRETUAeLrSTX5PcMTERFRajDW28moNuJCCMyZMwdlZWUoKChAdXU1vvjiC9t5jj32WCiKEvaaMWOGPs25554bNv6mm25KwxYREZEVVfjjflHnx3hPRJT90hXr77777rBr/5AhQ1K2XcmSUSXiDz74IB555BE8+eSTGDhwIO666y7U1NTg008/RX5+vuU8//rXv+D3hw7Wxx9/jPPPPx+XX365Ybrrr7/ekCe2sLAwvpUUycsjHtXTnhhyaFpJPG9xNJ/fEU+tkvSZUe6f6HpvtFlWOnNCmj/Lpm2OcDq+wQuhEvGcNy1bOl/jP/cirVNHPx3t6M9PV/5T+fO6Rq+llH6dIt5nkWhiWOTrvLYQpzzjsecJd5KeS1Bs6xVLbvNMkvjvwVRIwTolYTu7So/d2Wb48OF488039fc5ORl1m2spY9ZQCIH58+dj9uzZmDRpEgDgqaeeQklJCV544QVMnTrVcr6+ffsa3t9///0YNGgQzjnnHMPwwsJClJaWpnALiIgoWiLO6mrxVXGjTMJ4T0TUNaQz1ufk5HS6a3/GPNbbsWMH6uvrUV1drQ8rLi5GZWUl1q1bF9UyfD4fnn76aVx77bVQFOOT3eXLl6NPnz446aSTMGvWLBw+fNh2WV6vF83NzYYXERElh4A/7hd1bpkU7xnriYhSJ9FYb74+e73eiJ/1xRdfoLy8HMcddxyuuuoq7Nq1K41bGp+MKRGvr68HAJSUlBiGl5SU6OOcvPDCC2hsbMTVV19tGP69730PAwYMQHl5OT788EPccccd2Lp1K5577rmIy5o3bx7uueeeuLaFiIjsBVKTMKVJV5RJ8Z6xnogodRKN9RUVFYbhc+fOxd133x02fWVlJZYtW4bBgwdjz549uOeee3DWWWfh448/Ro8ePRLYgtTqsBvx5cuX48Ybb9Tfv/LKKwkvc8mSJZgwYQLKy8sNw2+44Qb97xEjRqCsrAzjx4/H9u3bMWjQIMtlzZo1C7W1tfr75ubmsJOBiIjiIyDirK7GtnudTSbHe8Z6IqLUSTTW7969G0VFRfpwj8djOf2ECRP0v0eOHInKykoMGDAAzz77LK677rq41j0dOuxG/JJLLkFlZaX+Xqtq0NDQgLKyMn14Q0MDRo0a5bi8L7/8Em+++aZtKbdG+9xt27ZFvBH3eDwRDzYRERFFJ5PjPWM9EVHmKioqMtyIR6tnz5448cQTsW3btpSsV7J02I14jx49DFUFhBAoLS1FXV2dHoibm5uxYcMG3HzzzY7LW7p0Kfr164eJEyc6TrtlyxYAMPwAICKi9BHCDxFHBgrB9GWdDuM9EVHX1FGx/tChQ9i+fTt+8IMfJLScVMuYztoURcHMmTNx33334aWXXsJHH32EadOmoby8HJMnT9anGz9+PB577DHDvKqqYunSpZg+fXpYV/Xbt2/Hr371K2zatAk7d+7ESy+9hGnTpuHss8/GyJEj07Z9REQUoibwjzo3xnsioq4hXbH+Zz/7GdauXYudO3fivffew3e/+1243W5ceeWVKdu2ZMiYztoA4Pbbb0dLSwtuuOEGNDY2YuzYsVi9erUhp+j27duxf/9+w3xvvvkmdu3ahWuvvTZsmXl5eXjzzTcxf/58tLS0oKKiAlOmTMHs2bPjWsd0t09UOjzvY0d/fvIldgyj3B8xJD9NZH20eW3zv1qti97LsNP2uGJbR+kJpmNO2oiy75xLlnRff1L5eYFeUeN4Ss5e07NCZ4j3aeUUMxSn70p013LbVXD4viecZ9yJZX7uTIgHxvXKzHzc8crQbUnhPk5OXEtw/WL4jdjZpSvWf/XVV7jyyitx4MAB9O3bF2PHjsX69evD0l5mGkWILnQ2JKC5uRnFxcUAPGGpUlIp/psZiiSbbsQ1MZ8nUZ/D8Vea4bmbfGm/ERcCgBdNTU1xtdGyol1L+xVVwaXE/ixYFe3Y27wuqetEpAnFejcQ5TUsLde6hH93JF4BMuXbaXkjngkydb2SgTfi8cn8G/HYtlMA8DPWd4BsvroQERERERERZZyMqppORERdA/OIExERZTfGenu8ESciorRjr+lERETZjbHeHm/EiYgo7QQERBxPvNPdTp6IiIjiw1hvjzfiRESUdkKocT4l7xrV1YiIiDo7xnp77KyNiIiIiIiIKI1YIh4zNeqUJs4Sz+tJ8UjCU7YEUk+k4phaLTPm3OL6jPJ88e8rwed8HSDZT5BTef3xx7n0rtFujCi5ork22F+zE41dKc9DbvvhicSjrlEyF5MOLK1Mz+9iHvPkYay3wxtxIiJKu0C1M1ZXIyIiylaM9fZ4I05ERGnH4ExERJTdGOvt8UaciIjSToXqXFXVQjy9rxIREVH6Mdbb4404ERGlHZ+SExERZTfGenvsTYmIiIiIiIgojVgiTkREaSdEfD2ixjsfERERpRdjvT3eiBMRUdoFUtDEXvWMKR2JiIg6B8Z6e7wRJyKitIu3/VdXaTdGRETU2THW2+ONeIfqGidZRhOpfeLWkU/0rD47qp4rE9knirx8nt8UGYMzZYtorvPx9Bps/BCHz1ASXD4QxTU7sW6FnPZTwvvI9sN53ehMUvvbKQ3nQop/W6ITlRgz1ttjZ21EREREREREacQScSIiSrt4c4R2ldyiREREnR1jvT3eiBMRUdqxuhoREVF2Y6y3xxtxIiJKOwZnIiKi7MZYb4834kRE1AHiDbJdIzgTERF1foz1dthZGxEREREREVEasUSciIjSjtXViIiIshtjvT3eiMdMoJOk7qMk6iz5Gp3Eux1R53dNQ+5MSqfUHU/2pErU2XRsnnEnKc1DTlHr+N9LjBGZhLHeHm/EiYgo7YQQcf1gEnzYQ0RE1Ckw1tvjjTgREXUAPxBXCVbXCM5ERESdH2O9HXbWRkRERERERJRGLBEnIqK0C3TEEvtT8q5SXY2IiKizY6y3l1El4s899xwuuOAC9O7dG4qiYMuWLVHNt2rVKgwZMgT5+fkYMWIEXn31VcN4IQTmzJmDsrIyFBQUoLq6Gl988UWKtoKIiJypCbyoM2OsJyLqKhjr7WTUjXhLSwvGjh2LBx54IOp53nvvPVx55ZW47rrrsHnzZkyePBmTJ0/Gxx9/rE/z4IMP4pFHHsHixYuxYcMGdOvWDTU1NWhtbU3RlhARkS2hxv+iTo2xnoioi2Cst6WIDCz737lzJwYOHIjNmzdj1KhRttNeccUVaGlpwd/+9jd92Omnn45Ro0Zh8eLFEEKgvLwcP/3pT/Gzn/0MANDU1ISSkhIsW7YMU6dOjWqdmpubUVxcDCCHKTK6oI5Px9GxeM53TYHzvh1NTU0oKipKyjJD11IPFCXe6mrepK4TdYzMjvXuODsYspbya2gc36Xk69iyHcapzNDxv5cy4AYuDbdWyd3PAoCfsb4DZFSJeDzWrVuH6upqw7CamhqsW7cOALBjxw7U19cbpikuLkZlZaU+jRWv14vm5mbDK0DwXxf819V19P7nv475ly29li5YsADHHnss8vPzUVlZiffff7+jV4lilP5Y38kIYf/qAmK7tlEsuG9N+H3LWJ0t3nf6G/H6+nqUlJQYhpWUlKC+vl4frw2LNI2VefPmobi4WH9VVFSkZP2JiLqm9LQbe+aZZ1BbW4u5c+figw8+wMknn4yamhrs3bs3ZVtGycdYT0TUGaWvjXhnjPcddiO+fPlydO/eXX+98847HbUqlmbNmoWmpib9tXv37o5eJSKiLOJQohCxpCG20oaHHnoI119/Pa655hoMGzYMixcvRmFhIZ544omUbRmFMNYTEXVl6Yn16KTxvsPSl11yySWorKzU3x999NFxLae0tBQNDQ2GYQ0NDSgtLdXHa8PKysoM09i1SfN4PPB4PPr7UFN6Vjkhoq4icL1LTVciiVVjNFchNl+zAcDn82HTpk2YNWuWPszlcqG6utq2ujIlD2N9KpaWqSvQ4VtJKdK5qpynY10zYX8ku41454316MTxvsNuxHv06IEePXokvJyqqirU1dVh5syZ+rA33ngDVVVVAICBAweitLQUdXV1ejBubm7Ghg0bcPPNN0f9OQcPHgz+lQGdQBARpdHBgweDna4kLi8vD6WlpbbVhZ107949rArx3LlzcffddxuG7d+/H36/37K68ueffx7351P0GOspE2XCbRRRpumssR6dON532I24lf/+97/YtWsXvvnmGwDA1q1bgeCTbu1p97Rp03D00Udj3rx5AICf/OQnOOecc/C73/0OEydOxMqVK7Fx40b88Y9/BAAoioKZM2fivvvuwwknnICBAwfirrvuQnl5OSZPnhz1upWXl2P37t3o0aMHFEVBc3MzKioqsHv37qzuzS+ZuM/iw/0WO+6z+Jj3mxACBw8eRHl5edI+Iz8/Hzt27IDP54t7GUKIsF5YrZ6QU2ZirM9+3G+x4z6LD/db7BjrM0dG3Yi/9NJLuOaaa/T3WroR+enHrl274HKFmrafccYZWLFiBWbPno1f/OIXOOGEE/DCCy/gpJNO0qe5/fbb0dLSghtuuAGNjY0YO3YsVq9ejfz8/KjXzeVy4ZhjjgkbXlRUxC9+jLjP4sP9Fjvus/jI+y1ZT8dl+fn5MV1/49WnTx+43W7bKs2Ufoz1XQf3W+y4z+LD/Ra7bIn16MTxPiPziHcGWn68bM9vl0zcZ/Hhfosd91l8snG/VVZW4rTTTsOjjz4KAFBVFf3798ctt9yCO++8s6NXjzJcNn4n0oH7LXbcZ/Hhfotdtu6zzhjvM6pEnIiIKJlqa2sxffp0nHLKKTjttNMwf/58tLS0GEpkiYiIqHPrjPGeN+Jx8ng8mDt3bta1VUgl7rP4cL/FjvssPtm436644grs27cPc+bMQX19PUaNGoXVq1eHdehCZCUbvxPpwP0WO+6z+HC/xS5b91lnjPesmk5ERERERESURq4opiEiIiIiIiKiJOGNOBEREREREVEa8UaciIiIiIiIKI14I05ERERERESURrwRJyIiIiIiIkoj3ohLnnvuOVxwwQXo3bs3FEXBli1boppv1apVGDJkCPLz8zFixAi8+uqrhvFCCMyZMwdlZWUoKChAdXU1vvjiixRtRXrFs2133303FEUxvIYMGWKYprW1FTNmzEDv3r3RvXt3TJkyBQ0NDSnemvRYsGABjj32WOTn56OyshLvv/++7fRd+fySxbLfli1bFnaO5efnG6bJ9v329ttv4+KLL0Z5eTkURcELL7zgOM+aNWvwne98Bx6PB8cffzyWLVsWNk2s5y9RpmGsjx1jfXwY72PHWB8bxvpOTpDuqaeeEvfcc494/PHHBQCxefNmx3n++c9/CrfbLR588EHx6aefitmzZ4vc3Fzx0Ucf6dPcf//9ori4WLzwwgvi//2//ycuueQSMXDgQHHkyJEUb1HqxbNtc+fOFcOHDxd79uzRX/v27TNMc9NNN4mKigpRV1cnNm7cKE4//XRxxhlnpGGLUmvlypUiLy9PPPHEE+KTTz4R119/vejZs6doaGiwnL6rn1+aWPfb0qVLRVFRkeEcq6+vN0yT7fvt1VdfFb/85S/Fc889JwCI559/3nb6//znP6KwsFDU1taKTz/9VDz66KPC7XaL1atX69PEehyIMhFjfewY62PHeB87xvrYMdZ3brwRt7Bjx46og/P//u//iokTJxqGVVZWihtvvFEIIYSqqqK0tFT85je/0cc3NjYKj8cj/vKXv6Rg7dMn3m2bO3euOPnkkyOOb2xsFLm5uWLVqlX6sM8++0wAEOvWrUviFqTfaaedJmbMmKG/9/v9ory8XMybN89y+q58fsli3W9Lly4VxcXFEZfXVfabJprgfPvtt4vhw4cbhl1xxRWipqZGfx/rcSDKZIz10WGsjw/jfewY6xPDWN/5sGp6gtatW4fq6mrDsJqaGqxbtw4AsGPHDtTX1xumKS4uRmVlpT5NZ5XItn3xxRcoLy/Hcccdh6uuugq7du3Sx23atAltbW2G5Q4ZMgT9+/fv1PvM5/Nh06ZNhu1yuVyorq6OuF1d+fzSxLPfAODQoUMYMGAAKioqMGnSJHzyySf6uK6w32LldK7FexyIskFXvhYz1seO8T52jPXpwVifWXgjnqD6+nqUlJQYhpWUlKC+vl4frw2LNE1nFe+2VVZWYtmyZVi9ejUWLVqEHTt24KyzzsLBgwf15ebl5aFnz54xLTfT7d+/H36/P6b91ZXPL008+23w4MF44okn8OKLL+Lpp5+Gqqo444wz8NVXXwFdZL/FKtK51tzcjCNHjsR1HIiyRVe+FjPWx47xPnaM9enBWJ9ZuuyN+PLly9G9e3f99c4773T0KmU88z5ra2uLazkTJkzA5ZdfjpEjR6KmpgavvvoqGhsb8eyzzyZ9nalrqqqqwrRp0zBq1Cicc845eO6559C3b1/84Q9/6OhVI6I0YqyPHWM9dRaM9dTZ5XT0CnSUSy65BJWVlfr7o48+Oq7llJaWhvXw2dDQgNLSUn28NqysrMwwzahRo+Jc+45h3mderxdIwrb17NkTJ554IrZt2wYE95nP50NjY6PhSbm8XzujPn36wO12254vZl3p/Ioknv1mlpubi9GjRxvOMWT5fotVpHOtqKgIBQUFcLvdCR8HonRjrI8dY33iGO9jx1ifHoz1maXLloj36NEDxx9/vP4qKCiIazlVVVWoq6szDHvjjTdQVVUFABg4cCBKS0sN0zQ3N2PDhg36NJ2FeZ8NGzYsKdt26NAhbN++Xb9IjhkzBrm5uYblbt26Fbt27ep0+0yWl5eHMWPGGLZLVVXU1dVF3K6udH5FEs9+M/P7/fjoo4/0c6wr7LdYOZ1ryTgOROnGWB87xvrEMd7HjrE+PRjrM0xH9xaXSQ4cOCA2b94sXnnlFQFArFy5UmzevFns2bNHn+YHP/iBuPPOO/X3//znP0VOTo747W9/Kz777DMxd+5cy3QTPXv2FC+++KL48MMPxaRJk7ImdUI02zZu3Djx6KOP6u9/+tOfijVr1ogdO3aIf/7zn6K6ulr06dNH7N27V5/mpptuEv379xf/+Mc/xMaNG0VVVZWoqqpK+/Yl28qVK4XH4xHLli0Tn376qbjhhhtEz5499XQbPL+sxbrf7rnnHvHaa6+J7du3i02bNompU6eK/Px88cknn+jTZPt+O3jwoNi8ebPYvHmzACAeeughsXnzZvHll18KIYS48847xQ9+8AN9ei2lyc9//nPx2WefiQULFlimNLE7DkSdAWN97BjrY8d4HzvG+tgx1nduvBGXLF26VAAIe82dO1ef5pxzzhHTp083zPfss8+KE088UeTl5Ynhw4eLV155xTBeVVVx1113iZKSEuHxeMT48ePF1q1b07ZdqRTNtg0YMMCwD6+44gpRVlYm8vLyxNFHHy2uuOIKsW3bNsM8R44cET/60Y/EUUcdJQoLC8V3v/tdw4+kzuzRRx8V/fv3F3l5eeK0004T69ev18fx/Ioslv02c+ZMfdqSkhJx0UUXiQ8++MCwvGzfb2+99Zbl9UzbT9OnTxfnnHNO2DyjRo0SeXl54rjjjhNLly4NW67dcSDqDBjrY8dYHx/G+9gx1seGsb5zU0Qg7xwRERERERERpUGXbSNORERERERE1BF4I05ERERERESURrwRJyIiIiIiIkoj3ogTERERERERpRFvxImIiIiIiIjSiDfiRERERERERGnEG3EiIiIiIiKiNOKNOFEGWLJkCS644IKUf87q1asxatQoqKqa8s8iIiKiEMZ6IpLxRpyog7W2tuKuu+7C3LlzU/5ZF154IXJzc7F8+fKUfxYREREFMNYTkRlvxIk62F//+lcUFRXhzDPPTMvnXX311XjkkUfS8llERETEWE9E4XgjTpQkTz31FHr37g2v12sYPnnyZPzgBz+ION/KlStx8cUXG4ade+65mDlzZthyrr76av39sccei/vuuw/Tpk1D9+7dMWDAALz00kvYt28fJk2ahO7du2PkyJHYuHGjYTkXX3wxNm7ciO3btye4xURERF0LYz0RJQtvxImS5PLLL4ff78dLL72kD9u7dy9eeeUVXHvttRHne/fdd3HKKafE9ZkPP/wwzjzzTGzevBkTJ07ED37wA0ybNg3f//738cEHH2DQoEGYNm0ahBD6PP3790dJSQneeeeduD6TiIioq2KsJ6Jk4Y04UZIUFBTge9/7HpYuXaoPe/rpp9G/f3+ce+65lvM0NjaiqakJ5eXlcX3mRRddhBtvvBEnnHAC5syZg+bmZpx66qm4/PLLceKJJ+KOO+7AZ599hoaGBsN85eXl+PLLL+P6TCIioq6KsZ6IkoU34kRJdP311+P111/H119/DQBYtmwZrr76aiiKYjn9kSNHAAD5+flxfd7IkSP1v0tKSgAAI0aMCBu2d+9ew3wFBQU4fPhwXJ9JRETUlTHWE1Ey5HT0ChBlk9GjR+Pkk0/GU089hQsuuACffPIJXnnllYjT9+7dG4qi4Ntvv3Vctt/vDxuWm5ur/639ALAaZk5h8t///hd9+/aNcquIiIhIw1hPRMnAEnGiJPvhD3+IZcuWYenSpaiurkZFRUXEafPy8jBs2DB8+umnYePMVcz+85//JGX9WltbsX37dowePTopyyMiIupqGOuJKFG8ESdKsu9973v46quv8Pjjj9t23KKpqanBu+++Gzb8xRdfxHPPPYft27fj17/+NT799FN8+eWXelW4eK1fvx4ejwdVVVUJLYeIiKirYqwnokTxRpwoyYqLizFlyhR0794dkydPdpz+uuuuw6uvvoqmpibD8IkTJ+LBBx/EsGHD8Pbbb2PhwoV4//338ec//zmh9fvLX/6Cq666CoWFhQkth4iIqKtirCeiRClCznVAREkxfvx4DB8+HI888khU019++eX4zne+g1mzZgHB3KKjRo3C/Pnzk7pe+/fvx+DBg7Fx40YMHDgwqcsmIiLqShjriSgRLBEnMlmzZg0URcGaNWtinvfbb7/F888/jzVr1mDGjBlRz/eb3/wG3bt3j/nzYrVz504sXLiwSwfm999/H3l5eR2S0uXAgQPo1q0bXn311bR/NhERGcUb7xnrOwfGe8p0vBGnLmvhwoVYtmxZUpc5evRoXH311XjggQcwePDgqOc79thjceutt0Y9/YoVK+J6gn7KKafgiiuuiHm+aCxZsgRDhw5Ffn4+TjjhBDz66KNRz+v1enHHHXegvLwcBQUFqKysxBtvvGE57XvvvYexY8eisLAQpaWl+PGPf4xDhw5F/Vm//OUvceWVV2LAgAFRz5MsvXv3xg9/+EPcddddaf9sIqKuKtnxPl2xHnHG+1TGejDeR4XxnqIiiLqo4cOHi3POOSdsuN/vF0eOHBF+v79D1isaEydOFAMGDOjo1dAtXrxYABBTpkwRf/zjH8UPfvADAUDcf//9Uc0/depUkZOTI372s5+JP/zhD6Kqqkrk5OSId955xzDd5s2bRX5+vhg9erRYtGiR+OUvfyk8Ho+48MILo/qczZs3CwDivffei2s7k+HTTz8VAERdXV2HrQMRUVfCeJ88jPfRY7wnJ7wR7+IOHTrU0avQYSIF5s4gkwLz4cOHRe/evcXEiRMNw6+66irRrdv/z969x0dR3/vjf81ukk0CJNwTogERL3jhoqgRi/UCJVKrIugRjz0gWqkKHjFVKy0Coi0Wq1IVobUCWqWo/Sm21S+KKFAVaEE59VIpUhRQEgVNQm57m8/vj53Z/czs7MzestlsXk8e+yA7t52dmZ33zHwu727im2++sZ1/27ZtAoB44IEHwsNaW1vFkCFDxOjRow3TTpgwQQwYMEA0NDSEhz3xxBMCgHjttdcc1/V///d/xcCBA4Wqqgl8w/Q79dRTxf/8z/906DoQUdfCeM94nyrG+8Qx3pMd3ojnkAMHDojrrrtODBgwQBQUFIhjjjlG3HjjjcLr9QohhFi5cqUAIDZu3Chuuukm0a9fP9GzZ8/w/EuXLhUnn3yyKCgoEAMGDBA333yz+Pbbbw2f8e9//1tMmjRJlJWVCY/HI4466ihx1VVXifr6+vA0r7/+uvjOd74jSktLRbdu3cQJJ5wg5syZ47j+8czX1tYm5s2bJ4YMGSIKCgrE0UcfLe644w7R1tYWtbw//OEP4swzzxRFRUWiZ8+e4txzzw2fvAcNGiQAGF56kH7rrbcEAPHWW28Zlvf888+L008/XRQWFoo+ffqIa665Rhw4cMAwzbRp00S3bt3EgQMHxGWXXSa6desm+vbtK37yk5+IQCDguA3Wrl0rvv/974f34bHHHisWLlxomPe8886LWne7IL1ixQoBQDz55JOG4b/4xS8EAPHKK684rpedV155xXI57777rgAg/vCHP9jOf8cddwi3220ItkII8ctf/lIAEPv27RNCCNHQ0CDy8vLEHXfcYZjO6/WK7t27i+uvv95xXQcOHCiuvfbaqOEAxPz586OGDxo0SEybNi38Xv8N/e1vfxO33HKL6Nu3rygtLRUzZswQXq9XfPvtt+J//ud/RM+ePUXPnj3FHXfcYXkRcNttt4mePXt2+AUCEXVOjPdGjPchjPcRjPfUGeR1dNV4So8vv/wSZ511Furr6zFjxgwMHToUX3zxBf70pz+hpaUFBQUF4Wlvvvlm9OvXD/PmzUNzczMAYMGCBbjnnnswbtw43HTTTdi1axeWLVuGf/zjH3jnnXeQn58Pn8+H6upqeL1e3HLLLSgvL8cXX3yBv/71r6ivr0dpaSk++ugj/OAHP8Dw4cOxcOFCeDwefPrpp3jnnXds1z+e+VRVxaWXXoq3334bM2bMwEknnYQPPvgADz/8MP79739j7dq14WnvueceLFiwAOeccw4WLlyIgoICbNu2DW+++SbGjx+PJUuW4JZbbkH37t3x85//HABQVlYWc/1WrVqF6dOn48wzz8SiRYtQV1eH3/zmN3jnnXfw/vvvo2fPnuFpg8EgqqurUVVVhV//+td444038OCDD2LIkCG46aabbLfDqlWr0L17d9TU1KB79+548803MW/ePDQ2NuKBBx4AtDZPDQ0NOHDgAB5++GEAsO38Zfr06XjxxRdRU1OD733ve6isrMQHH3yAe+65B9dffz2+//3vh6f99ttvEQwGbdcRAIqLi8MpUd5//31Aa5MmGzVqFFwuF95//3388Ic/jLms999/HyeccAJKSkoMw8866ywAwM6dO8PrHAgEoj6noKAAI0eODK9HLF988QX27duH008/3fH7OdGP/3vuuQdbt27F7373O/Ts2RPvvvsuBg4ciF/+8pd49dVX8cADD+DUU0/F1KlTDfOPGjUKDz/8MD766COceuqpKa8PEXUdjPeM97Ew3ocw3lOn0dFPAig9pk6dKlwul/jHP/4RNU5/Cqc/3RszZozhietXX30lCgoKxPjx4w3tpB577DEBQKxYsUIIqb3NCy+8EHM9Hn74YQFAfP311wmtfzzz/eEPfxAulyuqHZHeXumdd94RQgixe/du4XK5xOWXXx7V7kt+Ihmrqpr5CbnP5xP9+/cXp556qmhtbQ1P99e//lUAEPPmzQsPmzZtmgAgFi5caFjmaaedJkaNGuW4HVpaWqKG/fjHPxbFxcWGUoBEq6odPHhQ9O7dW3zve98TXq9XnHbaaWLgwIFRT6WtSg6sXvLT5JkzZwq32235uf369RNTpkyxXbdTTjlFXHjhhVHDP/roIwFALF++XAghxAsvvCAAiM2bN0dNe+WVV4ry8nLbz3njjTcEAPGXv/wlalyiT8irq6sNx9Lo0aOFoijixhtvDA8LBALi6KOPtjzG9NKD5557znadiYjMGO8Z7+0w3jPeU+fBXtNzgKqqWLt2LS655JKop4cAoCiK4f0NN9wAt9sdfv/GG2/A5/Nh9uzZcLlchulKSkrwyiuvAABKS0sBAK+99hpaWlos10V/Uvzyyy9DVdW4v0M8873wwgs46aSTMHToUBw6dCj8uvDCCwEAb731FgBg7dq1UFUV8+bNM3wfq20Rj+3bt+Orr77CzTffjMLCwvDwiy++GEOHDg1vH9mNN95oeH/uuefiP//5j+NnFRUVhf8+cuQIDh06hHPPPRctLS345JNPEl53XXl5OZYuXYr169fj3HPPxc6dO7FixYqop9LPPvss1q9f7/iSn/i2trYaSmBkhYWFaG1ttV231tZWeDwey3n18fL/saZ1+pzDhw8DAHr16mU7XTyuv/56w7FUVVUFIQSuv/768DC3240zzjjDcr/r63Do0KGU14WIug7Ge8Z7J4z3jPfUebBqeg74+uuv0djYGHeVF3NeST2/ojkFR0FBAY499tjw+MGDB6OmpgYPPfQQnn32WZx77rm49NJL8cMf/jActK+66ir8/ve/x49+9CPcddddGDt2LCZNmoQrrrgiKkjK4plv9+7d+Ne//oV+/fpZLuOrr74CAOzZswculwsnn3xyXNvDSaztAwBDhw7F22+/bRhWWFgYtY69evXCt99+6/hZH330EebOnYs333wTjY2NhnENDQ1JfoOQKVOm4JlnnsErr7yCGTNmYOzYsVHTfOc730l4uUVFRfD5fJbj2traDBcbseb3er2W80K6WNH/jzWt0+foQg/EUzNw4EDDe/34r6ysjBputd/1dUjmQpGIui7G+xDGe3uM9yGM95TteCPeBcV7ArPy4IMP4tprr8XLL7+M119/Hf/7v/+LRYsWYevWrTj66KNRVFSEzZs346233sIrr7yCdevW4bnnnsOFF16I119/3fBk3rxOTvOpqophw4bhoYceslyG+aTYUWJ9Ryf19fU477zzUFJSgoULF2LIkCEoLCzEe++9h5/+9KcJlThYOXz4MLZv3w4A+Pjjj6GqatTF0tdffx1Xm7Hu3buH26kNGDAAwWAQX331Ffr37x+exufz4fDhw6ioqLBd1oABA/DFF19EDT948CAAhOcfMGCAYbh5WqfP6dOnD6C1i4tXrCAeax9bDbdahr4Offv2jXtdiIgSxXjfvhjvQxjvYy+D8Z7ssGp6DujXrx9KSkrw4YcfJjX/oEGDAAC7du0yDPf5fNi7d294vG7YsGGYO3cuNm/ejL/97W/44osvsHz58vB4l8uFsWPH4qGHHsLHH3+MX/ziF3jzzTfDVclicZpvyJAh+OabbzB27FiMGzcu6qU/wR4yZAhUVcXHH39s+3nxPp2MtX30Yebtk6yNGzfi8OHDWLVqFW699Vb84Ac/wLhx4yyrViXzZHXmzJk4cuQIFi1ahLfffhtLliyJmubMM8/EgAEDHF+//vWvw/OMHDkS0Kr0ybZv3w5VVcPjYxk5ciT+/e9/R5UIbNu2zbD8U089FXl5eVGf4/P5sHPnTsfPGTp0KABg7969luOPHDkSNUwvdUk3fR1OOumkdlk+EeUmxnvG+3gw3jPeU+fAG/Ec4HK5MHHiRPzlL3+JOmkhjqo548aNQ0FBAR555BHDtE8++SQaGhpw8cUXAwAaGxsRCAQM8w4bNgwulytcfeibb76JWr5+wrSqYqSLZ77/+q//whdffIEnnngiatrW1tZwj7ATJ06Ey+XCwoULo54qy9+vW7duqK+vj7lOujPOOAP9+/fH8uXLDd/h//2//4d//etf4e2TKv3pqryOPp8Pjz/+eNS03bp1S6jq2p/+9Cc899xzuP/++3HXXXdhypQpmDt3Lv79738bpkumzdiFF16I3r17Y9myZYZlLVu2DMXFxYbtc+jQIXzyySeGNodXXHEFgsEgfve734WHeb1erFy5ElVVVeGSj9LSUowbNw7PPPOMIYj+4Q9/QFNTE6688krbbXDUUUehsrLS8jcC7cJI9v/+3/9DW1tbWqq2me3YsQOlpaU45ZRT0r5sIspdjPeM904Y7xnvqRPp6N7iKD0OHDggysvLRXFxsZg9e7b47W9/KxYsWCBOOeWUcG5QvQdIq55W58+fLwCI8ePHi8cee0zccsstwu12izPPPFP4fD4hhBAvvfSSOOqoo8Ts2bPF448/Lh555BFx5plnivz8fLFlyxYhhBC33nqrOO2008TcuXPFE088IX7xi1+Io446Shx99NGG3KNm8cwXDAbF97//faEoipgyZYp49NFHxZIlS8SNN94oevfubfhed999twAgzjnnHPHrX/9aPProo2Lq1KnirrvuCk9z8803C0VRxL333iv++Mc/ig0bNggRI6+ovu2qqqrEkiVLxJw5c0RxcbE45phjDLlX9byisbavnUOHDolevXqJQYMGiQcffFA89NBD4rTTThMjRoyIWp/FixcLAOK2224Tq1evFn/+859jLreurk707dtXXHDBBeGePw8dOiTKysrE6NGjo3qaTcbSpUsFAHHFFVeIJ554QkydOlUAEL/4xS8st4M5Z+uVV14Zzhn629/+VpxzzjkiLy9PbNq0yTDdjh07hMfjEaeddppYtmyZ+PnPfy4KCwvF+PHj41rPWbNmiaOOOioqnycAUVRUJCZMmCCWLVsm7r77blFSUiJKS0vFcccdJ1avXi2EzW9I/17mXoBjHQ+nnnqq+OEPfxjXOhMRyRjvGe9jYbyPYLynzoA34jnk888/F1OnThX9+vUTHo9HHHvssWLmzJnC6/UK4RCYhZa+ZOjQoSI/P1+UlZWJm266yRB0/vOf/4jrrrtODBkyRBQWForevXuLCy64QLzxxhvhaTZs2CAuu+wyUVFRIQoKCkRFRYW4+uqrxb///W/bdY93Pp/PJ371q1+JU045RXg8HtGrVy8xatQocc8990Sl5lixYoU47bTTwtOdd955Yv369eHxtbW14uKLLxY9evQQAMJpJ6wCsxBCPPfcc+Hl9e7dW1xzzTXiwIEDhmlSCcxCCPHOO++Is88+WxQVFYmKigpx5513itdeey1qfZqamsR///d/i549ewoAtqlNJk2aJHr06CE+++wzw/CXX35ZABC/+tWvHNcrHr/73e/EiSeeKAoKCsSQIUPEww8/HBUAYwXm1tZWcfvtt4vy8nLh8XjEmWeeKdatW2f5OX/729/EOeecIwoLC0W/fv3EzJkzRWNjY1zr+N577wkAUSlxAIiamhpx5ZVXiqKiIjFgwADx2GOPieXLl4vi4mLxox/9SIg0BeZ//etfAoDhd0NElAjGe8Z7K4z3EYz31Bkooj3qYRARZamxY8eioqICf/jDH8LDFEXB/PnzsWDBgnb//NmzZ2Pz5s3YsWMHe1ElIiJqJ4z3lO3YRpyIupRf/vKXeO6558JpajLp8OHD+P3vf4/77ruPQZmIiKgdMd5TtmP6MiLqUqqqqmLmQW1vffr0QVNTU4d8NhERUVfCeE/ZjiXiRERERERERBnENuJEREREREREGcQScSIiIiIiIqIM4o04ERERERERUQZlXWdtmzdvxgMPPIAdO3bg4MGDeOmllzBx4kTbeTZu3Iiamhp89NFHqKysxNy5c3Httdcaplm6dCkeeOAB1NbWYsSIEXj00Udx1llnxb1eqqriyy+/RI8ePdj7IRF1CUIIHDlyBBUVFXC50vfctq2tLaUOdAoKClBYWJi29aHMY6wnIsoOjPUdqKMTmZu9+uqr4uc//7l48cUXBQDx0ksv2U7/n//8RxQXF4uamhrx8ccfi0cffVS43W6xbt268DRr1qwRBQUFYsWKFeKjjz4SN9xwg+jZs6eoq6uLe732798vAPDFF198dbnX/v37Uzqvy1pbW0V5ee+U1qe8vFy0trambZ0o8xjr+eKLL76y69WZY/38+fOj5j/xxBMN63PzzTeL3r17i27duolJkyaJ2tratH3fZGV1Z22Kojg+Jf/pT3+KV155BR9++GF42JQpU1BfX49169YBWvqCM888E4899higPfGurKzELbfcgrvuuiuudWloaEDPnj212vx8Sk5EXYEAoKK+vh6lpaVpWWJjYyNKS0vx2d41KCkpTmL+FhwzeAoaGhpQUlKSlnWijtX5Y3080zlNY18KpTjNrziVYjmXcimOy3A7zG+/jkoSrSGd10mWXEleYp/RfstIJyHUDlxG/PMl8xnCYfnOtzVB589wXC+H8Q7zCzitYzzbxWkZidzedf5Yv2DBAvzpT3/CG2+8ER6Wl5eHvn37AgBuuukmvPLKK1i1ahVKS0sxa9YsuFwuvPPOOwmvWzplXdX0RG3ZsgXjxo0zDKuursbs2bMBAD6fDzt27MCcOXPC410uF8aNG4ctW7bEXK7X64XX6w2/P3LkiPaXwhtxIupS2qOKbkn3QpR0L0p8RjX1C0zqfLI51jveJAOA42/I6SbW6UY8teUjrt+5wzo63IzyRpwywylGpOPBWeq/t5Tnd7jPTqaUtbPH+ry8PJSXl0cNb2howJNPPonVq1fjwgsvBACsXLkSJ510ErZu3Yqzzz478fVLk05/5qitrUVZWZlhWFlZGRobG9Ha2opDhw4hGAxaTlNbWxtzuYsWLUJpaWn4VVlZ2W7fgYioy1HV5F/U5TDWExF1QinG+sbGRsNLfnBqtnv3blRUVODYY4/FNddcg3379gEAduzYAb/fb3iYO3ToUAwcOND2QW0mdPob8fYyZ84cNDQ0hF/79+/v6FUiIiKiNGKszx6K4op6WXPFeDkvz+kz4p0nvvW0+I5wpfRKZVu217aIf//Ev4+IdJWVlYaHpYsWLbKcrqqqCqtWrcK6deuwbNky7N27F+eeey6OHDmC2tpaFBQUaM2OIpwe1GZCp6+aXl5ejrq6OsOwuro6lJSUoKioCG63G26323Iaq+oLOo/HA4/H027rTUTUpQkReiUzH3U5jPVERJ1QirF+//79hjbisc7XEyZMCP89fPhwVFVVYdCgQXj++edRVJRE1fgM6fSPnUaPHo0NGzYYhq1fvx6jR48GtK7vR40aZZhGVVVs2LAhPA0REWWYKpKsrsYb8a6IsZ6IqBNKMdaXlJQYXvE+OO3ZsydOOOEEfPrppygvL4fP50N9fb1hGqcHtZmQdTfiTU1N2LlzJ3bu3AkA2Lt3L3bu3Bmu5z9nzhxMnTo1PP2NN96I//znP7jzzjvxySef4PHHH8fzzz+P2267LTxNTU0NnnjiCTz11FP417/+hZtuugnNzc2YPn16B3xDIiLKRBvxRYsW4cwzz0SPHj3Qv39/TJw4Ebt27TJM09bWhpkzZ6JPnz7o3r07Jk+eHFWqaiaEwLx58zBgwAAUFRVh3Lhx2L17d9KboitirCci6gI6qD+YpqYm7NmzBwMGDMCoUaOQn59veFC7a9cu7Nu3r8Mf1Gbdjfj27dtx2mmn4bTTTgO0wHraaadh3rx5AICDBw+GAzUADB48GK+88grWr1+PESNG4MEHH8Tvf/97VFdXh6e56qqr8Otf/xrz5s3DyJEjsXPnTqxbty6qUxciIsqQDATnTZs2YebMmdi6dSvWr18Pv9+P8ePHo7m5OTzNbbfdhr/85S944YUXsGnTJnz55ZeYNGmS7XIXL16MRx55BMuXL8e2bdvQrVs3VFdXo62tLaVN0pUw1hMRdQEZuhG//fbbsWnTJnz22Wd49913cfnll8PtduPqq69GaWkprr/+etTU1OCtt97Cjh07MH36dIwePbpDe0wHgKzOI55N9Hx4oTyaTF9GRF2BABBMa85u/Vz6zb7kc4v2HphcHvGvv/4a/fv3x6ZNm/Dd734XDQ0N6NevH1avXo0rrrgCAPDJJ5/gpJNOwpYtWywDtBACFRUV+MlPfoLbb78d0FKjlJWVYdWqVZgyZUrC34myRzKxPj3py3Ihj3hq6cvi76QrvumS6fSrvTsKSyaFm8wph3aqksrrndA88U1rt0znPOJOn5EjecQdbt+cP8M4dWeP9VOmTMHmzZtx+PBh9OvXD2PGjMEvfvELDBkyBNBqv/3kJz/BH//4R3i9XlRXV+Pxxx/v8Krpnb6zNiIi6oSSrXompTSRxdPpVkNDAwCgd+/eQBwpTaxuxPfu3Yva2lrDPKWlpaiqqsKWLVt4I05ERKRLMdbHa82aNbbjCwsLsXTpUixdujTxdWlHWVc1nYiIugCRZFU1raQh3pQmOlVVMXv2bHznO9/BqaeeCmi5qRNNaaIPTzRfNRERUZeTYqzPdSwRz3JxVXmjdpFYtZ6ug8dkx8mlY1IRKpQkAq0+T7wpTXQzZ87Ehx9+iLfffjuJtaWurHOc89JR7bujq56nt8p53NOloUwqU7mv413XZKqYw/Q92qMafLyNYW1bcjgtw+HnGs86OLUkcV5Gx99EOp23MnU9kWqsz3W8ESciosxLsbqansokHrNmzcJf//pXbN68GUcffXR4uJzSRC4Vt0tpog+vq6vDgAEDDPOMHDky8e9DRESUqzJUNb2zYtV0IiLKSUIIzJo1Cy+99BLefPNNDB482DA+mZQmgwcPRnl5uWGexsZGbNu2rcPToBAREVHnwRJxIiLKPFWEXsnMF6eZM2di9erVePnll9GjR49wG+7S0lIUFRUZUpr07t0bJSUluOWWW6JSmgwdOhSLFi3C5ZdfDkVRMHv2bNx33304/vjjMXjwYNx9992oqKjAxIkTE/8+REREuSoDsb4z4404ERFlXgaqqy1btgwAcP755xuGr1y5Etdeey0A4OGHH4bL5cLkyZMNKU1ku3btCve4DgB33nknmpubMWPGDNTX12PMmDFYt24dCgsLE/8+REREuYpV023xRpyIiDIvA8FZxNErTzwpTczLURQFCxcuxMKFC+NeFyIioi6HN+K2eCNORESZJ0Ry6Uni7XaXiIiIOhZjvS3eiBMRUebxKTkREVFuY6y3xRvxhCmdJKcopSrR/dwZczzzWO5cMr2/Ot8RTdQBnJIOA855vp1+2xnKU227Cu2cJ9xq/kTyc9utX6J5vtORFzwd+cnjYZXvO9H1t8o7brf+8vTmz7LLPx41bYySUrvCUMefm0Pgao/86FEctr9TjmwRz7GjOHyPLlKi3NnxRpyIiDKPPakSERHlNsZ6W7wRJyKizGN1NSIiotzGWG+LN+JERJR5IsngnEynL0RERJR5jPW2eCNOREQZp6gqlCSCczLzEBERUeYx1tvr+N4/iIiIiIiIiLoQlogTEVHmCZFcr67sCZaIiKhzYKy3xRtxIiLKPHbgQkRElNsY623xRjzXxZXflCwl+DTOLg9sR+YYT3vuaR5TyesiT3jjwuBMlDbOeaPdKS+jPfKEG+ZW4rskjbUcu+XHm9NbUZy3U7yfmQ1i5emOoujTB+Nbrk0Oa7vPNI+Ltf1UBGyWYb9uTpco8RwLqX5G3Nu9K2Cst8UbcSIiyjzmFiUiIsptjPW2svtRHhEREREREVGOYYk4ERFlHqurERER5TbGelu8ESciosxTRZLBuWtUVyMiIur0GOtt8UaciIgyjylNiIiIchtjvS3eiBMRUeaxuhoREVFuY6y3xc7aiIiIiIiIiDKIJeJERJR5IsmUJl2kuhoREVGnx1hvizfiHUlROnoN4pDrlSZsqr7Eu3/iOFkoiCxLIDMnF/kz45shHcdjLh8vaagm1d6/+c4UuFhdjShCcTp3Oo132y/ecfmAS3G6JLRfhstlP7+S4vxWy1GU2N/b7ju7YqxLPNspnmkcl+Gwv8wEgil/phDO585Y06g28S9qHkUeZ1xvocR5/raZzGkZqhqwHe98nAMq7JfhHGodvqfTpYBIfX9nDcZ6W1l51bx06VIcc8wxKCwsRFVVFf7+97/HnPb888+HoihRr4svvjg8zbXXXhs1/qKLLsrQtyEioih6cE7mRTmD8Z6IKIcx1tvKuhLx5557DjU1NVi+fDmqqqqwZMkSVFdXY9euXejfv3/U9C+++CJ8Pl/4/eHDhzFixAhceeWVhukuuugirFy5Mvze4/G08zchIqKY1CSrq3WRlCZdAeM9EVGOY6y3lXUl4g899BBuuOEGTJ8+HSeffDKWL1+O4uJirFixwnL63r17o7y8PPxav349iouLowKzx+MxTNerV68MfSMiIiIyY7wnIqKuLKtuxH0+H3bs2IFx48aFh7lcLowbNw5btmyJaxlPPvkkpkyZgm7duhmGb9y4Ef3798eJJ56Im266CYcPH7ZdjtfrRWNjo+FFRERpItTkX9TpZUu8Z6wnImpHjPW2supG/NChQwgGgygrKzMMLysrQ21treP8f//73/Hhhx/iRz/6kWH4RRddhKeffhobNmzAr371K2zatAkTJkxAMBi7M4RFixahtLQ0/KqsrEzhmxERkYFeXS2ZF3V62RLvGeuJiNoRY72trGsjnoonn3wSw4YNw1lnnWUYPmXKlPDfw4YNw/DhwzFkyBBs3LgRY8eOtVzWnDlzUFNTE37f2NjIAE1ElC7sSZVSkK54z1hPRNSOGOttZVWJeN++feF2u1FXV2cYXldXh/Lyctt5m5ubsWbNGlx//fWOn3Pssceib9+++PTTT2NO4/F4UFJSYngREVGa8Cl5l5Yt8Z6xnoioHTHW28qqEvGCggKMGjUKGzZswMSJEwEAqqpiw4YNmDVrlu28L7zwArxeL374wx86fs6BAwdw+PBhDBgwILUVZh5wIJl81R3MmMc70e1j8YTO7jiwSDZp3l7pyCse9z5I+JhN/vjp3MeFlXT8ltr5CW86zkmZykWuiiSfkie2fps3b8YDDzyAHTt24ODBg3jppZfC8QUAlBjbbPHixbjjjjssxy1YsAD33HOPYdiJJ56ITz75JKF168o6Xby3FUfu6RTPh6nmrnbK4R2SWp5vp/zMTuOtcoJbfW+XIY947HWWx9nl7bZaht32sstdbiVWzvJU2eX2tmLO6W0YZ7EsOT+4+RvLec3t8pObx5nXOda8iiv2NlOFfY5vp83tlGcccfxerLaXYX6H36tTTvd4zhfC8bjKklzkGYr1nVVWlYgDQE1NDZ544gk89dRT+Ne//oWbbroJzc3NmD59OgBg6tSpmDNnTtR8Tz75JCZOnIg+ffoYhjc1NeGOO+7A1q1b8dlnn2HDhg247LLLcNxxx6G6ujpj34uIiDKvubkZI0aMwNKlSy3HHzx40PBasWIFFEXB5MmTbZd7yimnGOZ7++232+kb5C7GeyIi6sqyqkQcAK666ip8/fXXmDdvHmprazFy5EisW7cu3KHLvn374DI9Kdu1axfefvttvP7661HLc7vd+Oc//4mnnnoK9fX1qKiowPjx43HvvfcytygRUUfJUG7RCRMmYMKECTHHm6tBv/zyy7jgggtw7LHH2i43Ly/PsQo12WO8JyLKccwjbivrbsQBYNasWTGrpm3cuDFq2IknnggRozplUVERXnvttbSvIxERpSLZ9CShecxppjweT8o3W3V1dXjllVfw1FNPOU67e/duVFRUoLCwEKNHj8aiRYswcODAlD6/K2K8JyLKZanF+lyXdVXTiYioC0ixA5fKykpD2qlFixalvEpPPfUUevTogUmTJtlOV1VVhVWrVmHdunVYtmwZ9u7di3PPPRdHjhxJeR2IiIhyBjtrs5WVJeJERJTjUqyutn//fkMP1+moerxixQpcc801KCwstJ1Oruo+fPhwVFVVYdCgQXj++efj6smbiIioS2DVdFu8ESciok4n3amm/va3v2HXrl147rnnEp63Z8+eOOGEE2xTYhIRERHJWDWdiIgyT1WTf7WDJ598EqNGjcKIESMSnrepqQl79uxp5xRZREREnUyWxfpswxLxhCkZzh/evs9K0pLrOcX8pplm+MYJdiBhn7cxzhzjpo6G5H2QaE5x2/0X13Fqv+8SPj462bEgU5LqTCQivn2X6vbJQGCSj5v2rBmWoepqTU1NhpLqvXv3YufOnejdu3e4c7XGxka88MILePDBBy2XMXbsWFx++eXhTsVuv/12XHLJJRg0aBC+/PJLzJ8/H263G1dffXXi34cIiOPcYJ+72jlHt/PlXnvnCXe58m3Huy3mdynR8xjzg8eX79ucyzveHOPW88aXRzy+3O2pc8ppHZ7OIo+4XS5yu1zh8nyJ5CePWo7wW84XtMsVnmoYjGO3ON0DOi3COUw5fYkcugll1XRbvBEnIqLMy1Bw3r59Oy644ILw+5qaGgDAtGnTsGrVKgDAmjVrIISIeSO9Z88eHDp0KPz+wIEDuPrqq3H48GH069cPY8aMwdatW9GvX7/Evw8REVGu4o24Ld6IExFR5iVb9SzBec4///yY6a50M2bMwIwZM2KO/+yzzwzv16xZk9A6EBERdUkZivWdVeetR0pERERERETUCbFEnIiIMk+IqP4S4p6PiIiIsh9jvS3eiBMRUeax3RgREVFuY6y3xRtxIiLKPAZnIiKi3MZYb4s34kRElHkiyQ5cUkwzR0RERBnCWG+LN+IdKvW+8lLOA56WvM+pLUNp59zT5ryVxg+XP9v5R2+XazruHON6nub2av8SlT/cJs+q0/HjuG/i23ftvY/htJ/jkepPKQ1BwzkXuWP20pTXgYhMos6pySzD/rfrdI5s7/FIQ57wPJfHdrzbYbzV8t2OecTtcoW7pemM4+Rp5WVY5f52mfKGO+UHdznkJY+aXsRenqokdk5XYZPT22JZqikHuJz3W84jbl4PYZNHXI2xDFjE6aCwPqZcNnnEgw7bP5CGMGi1rYwcfm+Osdp+vP31pD5R7H0dWgmH81YXaYOd7XgjTkREmcfqakRERLmNsd4W05cREVHmqVKATujV0StOREREcemAWH///fdDURTMnj07PKytrQ0zZ85Enz590L17d0yePBl1dXXp+Y4p4I04ERFlXlKBOckn60RERJR5GY71//jHP/Db3/4Ww4cPNwy/7bbb8Je//AUvvPACNm3ahC+//BKTJk1K05dMHm/EiYgo44Qqkn4RERFR9stkrG9qasI111yDJ554Ar169QoPb2howJNPPomHHnoIF154IUaNGoWVK1fi3XffxdatW9P8jRPDG3EiIiIiIiLKKo2NjYaX1+uNOe3MmTNx8cUXY9y4cYbhO3bsgN/vNwwfOnQoBg4ciC1btrTr+jvhjTgREWWeEMm/iIiIKPulGOsrKytRWloafi1atMjyY9asWYP33nvPcnxtbS0KCgrQs2dPw/CysjLU1ta20xePD3tNJyKizGNPqkRERLktxVi/f/9+lJSUhAd7PNFpEPfv349bb70V69evR2FhYWrrm2G8EScioszjjTgREVFuSzHWl5SUGG7ErezYsQNfffUVTj/99PCwYDCIzZs347HHHsNrr70Gn8+H+vp6Q6l4XV0dysvLE1+3NOKNeLtKvea/AiXFBTitg/14xXH+eLgz8Bl24s2BEIw5RghtGZbrGhpn2FPC+JnCsJ31ZSn6wsNj9P0tEPukZXlMKFbHictmeqvvEXs/xN5H9vvWef50ctrPsfdviP06CuGw/Hh+qg7LcPq92x0XIU7bOYtyf/FGnHJEfHHa6bfpECcd57cf71KcL/ecpslzRZdEydwO4/NdRfbLV6Lndyn50cOk7+pCvjStcRvK2yxP5Mcc55K2vdV2dglX1Oeax8VadixWy7Kkne7UOM/dwjSdqkTPJy/LvFxhGBe0HA4AAcUfGWf6DFVE5lPhN46LmtY4Prx8EbsdcKoCcWxK83cyCzrGcofrCcdrJ+eVVBymyZpImYFYP3bsWHzwwQeGYdOnT8fQoUPx05/+FJWVlcjPz8eGDRswefJkAMCuXbuwb98+jB49OvF1SyPeiBMRUebxRpyIiCi3ZSDW9+jRA6eeeqphWLdu3dCnT5/w8Ouvvx41NTXo3bs3SkpKcMstt2D06NE4++yzE1+3NOKNOBEREREREeWkhx9+GC6XC5MnT4bX60V1dTUef/zxjl4t3ogTEVHmCZFcnlDBXtOJiIg6hY6K9Rs3bjS8LywsxNKlS7F06dKUlptuvBEnIqLMY9V0IiKi3MZYb4s34kRElHkMzkRERLmNsd4Wb8SJiCjzGJyJiIhyG2O9rUzkFErY0qVLccwxx6CwsBBVVVX4+9//HnPaVatWQVEUw8uczF0IgXnz5mHAgAEoKirCuHHjsHv37gx8EyIiIoqF8Z6IiLqqrCsRf+6551BTU4Ply5ejqqoKS5YsQXV1NXbt2oX+/ftbzlNSUoJdu3aF3yumnMqLFy/GI488gqeeegqDBw/G3Xffjerqanz88cdRQTwxWfAco93zhDvniXZahlM+Rfv5k93GUn5FmxSvxtzQxp+DMW+mOV+jnJPaFb0s02cq0jhh/k5yvspEO6cIH+tWuUy1cTY5w623ffQ+l6ez25/x5wtPZr865cx0Gp9annDLVO2G+e3HhxbiMN4pV3nK4tnuGco1LkTixzuS+I1Q1upc8b59OcZRh/Eul/3lnNP40DTRObtlqeYJz3cV249H9Pz5SvQ+k3N3u6U84m5h/I550ntz3MqTc4dLy9Pze7ukk7X+t2IxzjyNzHxsOk1vR7XJCm3VqVV4ehE9zJgrXJj+l65VpGuTgOGaxxgvA0rAMC6IgPS3fR5xP9osv5OiOF97JiuenOzO1xP241U1xTzjuRTmGOttZcGdpNFDDz2EG264AdOnT8fJJ5+M5cuXo7i4GCtWrIg5j6IoKC8vD7/KysrC44QQWLJkCebOnYvLLrsMw4cPx9NPP40vv/wSa9euzdC3IiIimVCTf1FuYLwnIsptjPX2supG3OfzYceOHRg3blx4mMvlwrhx47Bly5aY8zU1NWHQoEGorKzEZZddho8++ig8bu/evaitrTUss7S0FFVVVbbL9Hq9aGxsNLyIiChN9HZjybyo08uWeM9YT0TUjhjrbWXVjfihQ4cQDAYNT7gBoKysDLW1tZbznHjiiVixYgVefvllPPPMM1BVFeeccw4OHDgAAOH5ElkmACxatAilpaXhV2VlZRq+IRERAQzOXV22xHvGeiKidsRYbyurbsSTMXr0aEydOhUjR47EeeedhxdffBH9+vXDb3/725SWO2fOHDQ0NIRf+/fvT9s6ExERUWLaI94z1hMRUUfJqs7a+vbtC7fbjbq6OsPwuro6lJeXx7WM/Px8nHbaafj0008BIDxfXV0dBgwYYFjmyJEjYy7H4/HA47HvmISIiJKTbBuwrtJuLNdlS7xnrCciaj+M9fayqkS8oKAAo0aNwoYNG8LDVFXFhg0bMHr06LiWEQwG8cEHH4SD8ODBg1FeXm5YZmNjI7Zt2xb3MomIKM1EklXVEuxJdfPmzbjkkktQUVEBRVGiOu269tpro1JiXXTRRY7LTSTtFkVjvCci6gIyFOs7q6wqEQeAmpoaTJs2DWeccQbOOussLFmyBM3NzZg+fToAYOrUqTjqqKOwaNEiAMDChQtx9tln47jjjkN9fT0eeOABfP755/jRj34EaD2szp49G/fddx+OP/74cDqTiooKTJw4sUO/KxFRl6UmmSktwXmam5sxYsQIXHfddZg0aZLlNBdddBFWrlwZfu9UQppM2i2KxnhPRJTjMhTrO6usuxG/6qqr8PXXX2PevHmora3FyJEjsW7dunDnK/v27YPLFSnI//bbb3HDDTegtrYWvXr1wqhRo/Duu+/i5JNPDk9z5513orm5GTNmzEB9fT3GjBmDdevWJZlT1BVHMuD4KGlaju1npJgn3KU4HyLO+U/tl2E3v1OuxWTEyv9oziNtzAsee1xkefI0QeN00q7Wc4oLm7ygqYjOHy7lAA8Pc5veR7a19f6wWkZm951jXk+HekxCBOzHO+UFddhdTnnGEcc6OnE6Z6TnmJL3W/s9kRaqgEiiMxZ9HnPv1rGqGE+YMAETJkywXabH44m7OjRMabcAYPny5XjllVewYsUK3HXXXXEvp6vL7nivSL83h3OZY5yNJxY7cYizDuNdin2OcADIcxXYjnfOI26fJ9yjdLcdXyiix+eL6HWSh7lF5BqmwHRJ65aub9ym7Z8nnUvd0jEWzhkunWrNwww5xvVwaxEArPZIPHHCjlUhoVVU0XOLq1Z5xG2GyfnKg3KucFMskMcFhTHHuE/OI64Yx/nhM723Pqba7PKIO/yUnPKEC1NOdMtpHGK1CvvriVQrHMdzvhBOn+FQoqxI+7Q9y55TjfW5ThGii5T9p6ixsRGlpaUAPJYn3GSk5UY8xZtg3ohLw+1uxOF8I26c3nQjLs8fdSMujxOmcdEMx40SfaHIG/FY4x1uxJ0Cr8P8iCu4OywjxRv1dD/cCYUHLxoaGlBSUpKWZern0q9vvwolHvsLf8v5vT70+/VzUcPnz5+PBQsW2M6rKApeeuklQ+notddei7Vr16KgoAC9evXChRdeiPvuuw99+vSxXIbP50NxcTH+9Kc/GZYzbdo01NfX4+WXX074O1H2iMT6POlcah8nFYfxiCsO2t8ouxSnm2T78XnuItvxAJDvtn9Yked0o+2yv9FO6kYcGbgRV3gjntKNOBK4EVfMN+LG97o2pclyOAB4RexxAOBV7ccH1Bbb8QDgD7bZLyPYajs+qFp/L50q7McL4bcdj7iuaRyuSaTxoWuHQFbG+nSuUzbKuhJxIiLqAlKsrrZ//35DcE62w62LLroIkyZNwuDBg7Fnzx787Gc/w4QJE7Blyxa43dE3WHZptz755JOk1oGIiCgnsWq6Ld6IExFR5okk68Np85SUlKTlKfmUKVPCfw8bNgzDhw/HkCFDsHHjRowdOzbl5RMREXVZKcb6XJdVvaYTEVHXoLcbS+bVno499lj07ds3nBLLLB1pt4iIiLqCbI312YI34kRElHlqCq92dODAARw+fNiQh1qWjrRbREREXUKWxvpswRtxIiLKWU1NTdi5cyd27twJANi7dy927tyJffv2oampCXfccQe2bt2Kzz77DBs2bMBll12G4447DtXV1eFljB07Fo899lj4fU1NDZ544gk89dRT+Ne//oWbbrrJkHaLiIiIyAnbiBMRUcYJNblO4hOdZ/v27bjgggvC72tqagCtl/Nly5bhn//8J5566inU19ejoqIC48ePx7333mvo/G3Pnj04dOhQ+L1T2i0iIiLKXKzvrHgjnu0ccwm2b67CeHIZuhzSpjilQLMb73I55z5NlCH1mCF9g02KsnDKsehUZZFc4ZFhkVRX+rDoz1G0aQy5IBV9nLQeWo8VkVQ6cv4Tl3EcAGjb05yqTB4W2ebRqcicUppZjY+Mi/6sdFFV+3QeTunFVGG/PqpDuhGndGyOqUKAOPIRO8yeS5EpQz2pnn/++bDL0vnaa685LuOzzz6LGjZr1izMmjUrsZWhLswhBZpTnnCH86nLZR9n3XGkInXKNZ6nOOQRh32KtCJh37liN9EtapjHIo94gbSe+dJ2yXcZt5FxnPHk6lbkPOLRw91y+jJTijL5UyIpzSyGWZzPU42KVqc/uSltJA2Z8b1xmIiaNxj+X0pfJn1Y0HQO9Usf6jfFJb8aee83rbHPFMe9inXctfs9qA6pQoOKw7WCw3gAcCsO1xMOvzen6xHF4XpEOJwvQpxSqmYJ9ppuizfiRESUcXxKTkRElNsY6+3xRpyIiDJPJPnEu2t0pEpERNT5MdbbYmdtRERERERERBnEEnEiIso4IYztFxOZj4iIiLIfY7093ogTEVHGsd0YERFRbmOst8cbcSIiyjz2pEpERJTbGOtt8UaciIgyjk/JiYiIchtjvT3eiBMRUcax3RgREVFuY6y3xxvxhKkAFO3vztDpvNt2rOLwHRTF+RBxuwocxntsx+e7imKOc8X4fEWx/14yIYLG91J9FyE9chMwTqeqgcjf2jyq6o9ahj6dPAyqSxumj5O3s76M0HdTRORzItMZ18UosixFPxal7aQoLu3/fG0aaXptOpcrL2qc9bB87ROjpwtNa9wP+mdHf27y+0unugKWw3V+tdV2fFD1Onyu/eNXxWG8cPithXSGR7zyOnaRSEiUktSvBeRzZ1LjHdZBPm/HkqfYx+oCJXasBoBCdLcd3010sx3fA9Hji93R6+1xRb5rgfy3WzFMJ78vMG2efJf1325F0f6XhwnDMJc0Tp9VkYfpYRnR05vni5dV5FC107OwGiai59PHBUVkhfS/g+FxkaX5pZn9phXwSe99QWOckN/7VOOMXtW4P1vUfItvZh96goo/9kgAaorjAUB12U+jqCn+Xh3Gxxd6nY4iu+tIyha8ESciosxTldArmfmIiIgo+zHW2+KNOBERZRzbjREREeU2xnp7vBEnIqKME0KBEIk/8U5mHiIiIso8xnp7vBEnIqKM41NyIiKi3MZYb68z9DZGRERERERElDNYIk5ERBknRJJPydmROxERUafAWG+PN+JdnFMKhVjpw4zTxEg/obFLTwYABe7YKU3ylELL4W7ToWtOoyWLSksmpx4TkRQVQRjTVQSUSLorPTWZntJCTm0WVEJ/G9JjaZs1nLnDkKIstK56uhNDarMYqbtiCqcqk/ejtnzo4yLbSk9ho+9XObWc25TaDNK+lVPj5MnzwLjv5WPBZUizFv/+CcI6TVlAtMVcRjyc0pO5FPv0aMJhPDN9JYbtxqgrcUxX5JRK1DHVqFOqUuf0ik6xPFY81nmEfawvdhjf3R39+d3yote7MC9yDiiS8owVmi5XPFLesEK38QTtkRZbYEhfFooT0kcgT0tfpi9OT2cmT6dIAcBlSnOmOAQHq/RmOtVmVqElSJOniaQ0C40LSOP0VGXy9AFhnE5ObSanKPOaLk3agpHpvKbQ2haIjGsNKqZxxuPYFbD+8sFg7GPFq9inIvUp9qlMXQ7jEcfvxfn3luLv3fF80XluVBnr7fFGnIiIMk9VIJjShIiIKHcx1tvijTgREWWcEMk90e8spQBERERdHWO9PXbWRkRERERERJRBLBEnIqKMY7sxIiKi3MZYb4834kRElHEiyXZjSbU1IyIiooxjrLeXlTfiS5cuxQMPPIDa2lqMGDECjz76KM466yzLaZ944gk8/fTT+PDDDwEAo0aNwi9/+UvD9Ndeey2eeuopw3zV1dVYt25dimvq1B9/16j579S7o9wzt5V8pTjmOI/S3XoeYVymy6aHS9XcK7ci93ge6Snd3Cu32xXpwVXvUT2gaj2Ru6TP0w8DeTOYhqlq5FjRe9MUifaQHifF1JO6sRd0Y2/pbqlHdX2Y3FO+3kO63Dt6nuKR/jb2oitP5xbS5yawf/wxekT1Ovyegi77Xs0V1bmn1NyXRA6RdsJ2Y4ROEu8VdPwFoVOcTXU8TJkuLJfhMF4+51vJd+hputAdvfyivOht3y3futf04jzjyaFI6im92NRrutyLuscV+Ttf+ztPiZwr9VXId4WGyb2mW/WkrveS7lKiT1Z2PaTHw6oXdVUqOdR7S7fqIV0f5lcj21nvLT0gXNo4uTf0yN9tpt7PW6Sw3Wq6lMlTItOad6n56weF9THVosY+VpyOM8dsQHFcm2fi99benM5bmQqljPX2Ov5IMXnuuedQU1OD+fPn47333sOIESNQXV2Nr776ynL6jRs34uqrr8Zbb72FLVu2oLKyEuPHj8cXX3xhmO6iiy7CwYMHw68//vGPGfpGRERkpldXS+ZFuYHxnogotzHW28u6G/GHHnoIN9xwA6ZPn46TTz4Zy5cvR3FxMVasWGE5/bPPPoubb74ZI0eOxNChQ/H73/8eqqpiw4YNhuk8Hg/Ky8vDr169etmuh9frRWNjo+FFRERE6ZEN8Z6xnoiIOkpW3Yj7fD7s2LED48aNCw9zuVwYN24ctmzZEtcyWlpa4Pf70bt3b8PwjRs3on///jjxxBNx00034fDhw7bLWbRoEUpLS8OvysrKJL8VERGZqaqS9Is6v2yJ94z1RETth7HeXla1ET906BCCwSDKysoMw8vKyvDJJ5/EtYyf/vSnqKioMAT3iy66CJMmTcLgwYOxZ88e/OxnP8OECROwZcsWuN3W7VDmzJmDmpqa8PvGxsYuGaDT0a5MbodspcCmjXixKLEcni8K4l4H1dQuNohIW2I/fOG/vabvqkjtmhV49Q8CAASkRQpXqIGUoR243k473P6pI555aesgfXY87cfzXNFtwPMgD4v87RHGfZePyH4xthGPf//4Yd2ngFDs2zf7lRbb8Y7tH7OgTVdXwnZjXVu2xPtcifWptu8GAMWhDbddXx8AkOcwPt/hHFvgjr7wLrQYJrcL7ya1C+9uutTolheJGeY24kXuoPR3ZDqrNuLhtuEW4/S24YrUHtztMn6W3FZcsWg3ngi5uq5qUXU3qN286NMFpWn0duBB6QZHby9u1Ua8NRjZX60u477Nlxq750VdOwnDO+P6GdfXF+NmKz8Q+1jJE6kdp07HOeL4vcTTzpxCGOvtZdWNeKruv/9+rFmzBhs3bkRhYaQTqSlTpoT/HjZsGIYPH44hQ4Zg48aNGDt2rOWyPB4PPB77TsaIiCg5TGlCqUhXvGesJyJqP4z19rLqkU7fvn3hdrtRV1dnGF5XV4fy8nLbeX/961/j/vvvx+uvv47hw4fbTnvssceib9+++PTTT9Oy3kRElJhMdeCyefNmXHLJJaioqICiKFi7dm14nN/vx09/+lMMGzYM3bp1Q0VFBaZOnYovv/zSdpkLFiyAoiiG19ChQ5PeFl0R4z0RUe5jZ232sqpEvKCgAKNGjcKGDRswceJEQKvuu2HDBsyaNSvmfIsXL8YvfvELvPbaazjjjDMcP+fAgQM4fPgwBgwYkNb1T5SII3mAIhzSDWVBdVrHNA4O1YQKRFHMccVqN8vhHhirpufZPFMKmKs+i0jVdK9Ubd5cFcknVV8KVzHXzwsWqcrkqtP63ypip9QS+r417ON40kvJ9eK1amiQq8XHntOlhNKL6c0F3HIqMq1KupySLB+hfZMvDZP3l0cY05d5pLRy+dLpJZH94xX5ltP5XdZpzXQtjtXROv634sjh9x7POYOMmpubMWLECFx33XWYNGmSYVxLSwvee+893H333RgxYgS+/fZb3Hrrrbj00kuxfft22+WecsopeOONN8Lv8/KyKpxmva4W751kQzokx+q4MVJNhed3GO92yN2VbzG+0OJnVRyjOnpJvvH82V2qmt4jzxiL5arphXmRvz1aU7M8d3TV9DxtHrnquVubTrGofq7HYperfc7bargaemSYfvMSrpouVS/Xq6QHgpFYGa6ark3nldKGFQUif7ea6pTnB6TUp1G7LfKZ5pgVMG2K1qD1MeG2uZBR1BSP0wyUQab8e2ao7zKy7sqhpqYG06ZNwxlnnIGzzjoLS5YsQXNzM6ZPnw4AmDp1Ko466igsWrQIAPCrX/0K8+bNw+rVq3HMMcegtrYWANC9e3d0794dTU1NuOeeezB58mSUl5djz549uPPOO3Hcccehurq6Q78rEVFXpQrFso1jPPMlYsKECZgwYYLluNLSUqxfv94w7LHHHsNZZ52Fffv2YeDAgTGXm5eX51hyS/YY74mIclumYn1nlXU34ldddRW+/vprzJs3D7W1tRg5ciTWrVsX7tBl3759cLkiT5KWLVsGn8+HK664wrCc+fPnY8GCBXC73fjnP/+Jp556CvX19aioqMD48eNx7733sl0YEVEHEaoCkUSvqPo85jRT6Wrr29DQAEVR0LNnT9vpdu/ejYqKChQWFmL06NFYtGiR7Y07RWO8JyLKbanG+lyXdTfiADBr1qyYVdM2btxoeP/ZZ5/ZLquoqAivvfZaWtePEuNWrKsa6/Jj9JINAEUxxhW7jMs0V2OSq2oFTNV9fXK1JZvqP3J1b1UJastVtXGRqmxBJVTlzaqqUTzVCQ1Vt7QVt6qCrA+TO10VehU4m+XbrZfce6gboW0q95Cu77t8IfeUXij9bdw/RVKTgQJp2VG9qkorHDR1jemKcfJtsTlOEMdxRtkl1Z5UzT1b6zdjqWhra8NPf/pTXH311Sgpsc7YAABVVVVYtWoVTjzxRBw8eBD33HMPzj33XHz44Yfo0aNHSuvQ1XSVeJ+J6rC2nx9HT9GOy0ixJ2mXbaSyquIMFFhUVy+QqnoXSb2hF7uNsV6ujt4j31Q1XRpXlO+PLFurfp4nVWvP16qu69XQ3dI4lzu613Q93FmFf326RNu/2s0nX+KEW7xp06lS1e+g1hO5XF3dr1U/D2jjPFK19XzpOivPXKdcogrjrYTc87rXFM/N+9Mdoxd5u2MlHRkCnKTj95LS52dXF14pyVSv6cuWLcOyZcvCceKUU07BvHnzwjXi2tra8JOf/ARr1qyB1+tFdXU1Hn/88ajMHZmWlTfiRESU21QkWV1Nu0Dbv3+/4WY51RJPv9+P//qv/4IQAsuWLbOdVq7qPnz4cFRVVWHQoEF4/vnncf3116e0HkRERLki1Vgfr6OPPhr3338/jj/+eAgh8NRTT+Gyyy7D+++/j1NOOQW33XYbXnnlFbzwwgsoLS3FrFmzMGnSJLzzzjsJr1s68Ua8XTl1vJUbT7ycO2uzH58nYh+GnhhPJYtN+WDzXLFLxP2mjj0MJa7SLlJNJedBpUAap5WIa52wBRF5UuyGXxsmde5ms00inbTpT+SlTt7i6KFDnkaBeVmA0Ds7sziHhUvCtXWVc7xHOnKLfDe9JFzOD54vdaZWZOo0r1DKS17okp+sG1dGLhEPqMbvHIzRYZndcYJ0dI6SE+Lp7C87pJrSpKSkxLbUOhH6Tfjnn3+ON998M+Hl9uzZEyeccAJ75u6iusa5JXV2HYkiRgdd+Rab1iMNk0vBu0mdroXeB6S//YZxxQWR90UeqUS8IDSPXOqdV6CVhOdrpd9SKbweQg1ptk3rLB8ekfAmxT2703bUsiLzWYZKbZiqbQrp0gBCKx0P+qXc4j6tlFwrEff55E7YIp/lMl2bqIZah8b9ZsxFbs4/blzdWJ2yOR0r5HzeyZY83KnG+niboV1yySWG97/4xS+wbNkybN26FUcffTSefPJJrF69GhdeeCEAYOXKlTjppJOwdetWnH322QmvX7owehARUZel34Tv3r0bb7zxBvr06ZPwMpqamrBnz56s75mbiIioM6msrERpaWn4pXfeaScYDGLNmjVobm7G6NGjsWPHDvj9fowbNy48zdChQzFw4EBs2bKlnb+BPZaId3rtWwImnNKnpUE+YrftLXJbH6Ld8+2fsspPa9uCpseCAXm6yLiAMJbuBkXk6boaLgnXnpZL6xzQSpddculy1DMueTtqpevQ23xJqccsirHDbcOtxunzSk9GlXD79eh9p6+Xvq5yajn9O8nfTW+/ny9tG0+MduAwlYIX5UXWqdDU+E8uIPebVjMQ4zFufrB924Bn4ljvTCXW7U0k2ZNqok/Wm5qaDCXVe/fuxc6dO9G7d28MGDAAV1xxBd577z389a9/RTAYDPfE3bt3bxQUhI71sWPH4vLLLw+3Zb799ttxySWXYNCgQfjyyy8xf/58uN1uXH311Ql/H6J0SEepvHMbb/t2s05twJ1YlYJatSEulEqkC6US8e6mEvEeUtvv7h6fYVxxUeS9pzByUZBfqLUH90ilwXolMy30uQqkFdU2iZInDXNI0waYLlLCmUy1WC/Pr++SeJYpLVfobbqlTaL6QsPyfJHPztcCcNAbWn5eW2R7uqVt64rRlhsAgqZ0YW1BOfYbx7lNGV2TKfl2Os6cj9N0tCFnOWa8Uo31iTRD++CDDzB69Gi0tbWhe/fueOmll3DyySdj586dKCgoiOqEtaysLBzzOwpvxImIKONSra4Wr+3bt+OCCy4Iv6+pqQEATJs2DQsWLMCf//xnAMDIkSMN87311ls4//zzAQB79uzBoUOHwuMOHDiAq6++GocPH0a/fv0wZswYbN26Ff369Uv4+xAREeWqTDZDO/HEE7Fz5040NDTgT3/6E6ZNm4ZNmzYl/NmZxBtxIiLKODXJ+gGJznP++edD2DSWsxunM/fWvWbNmgTXgoiIqOvJVKwHgIKCAhx33HEAgFGjRuEf//gHfvOb3+Cqq66Cz+dDfX29oVS8rq4O5eXlSXxS+vBGPGEi0sdGp+hNImg7Nh3VcZ2W4VQNyG3TCZe5WpOue75x2xebFiHXRj/iN04rX3cHRaQKk181fg+5UzIVxqrpQSVS5U2vyh1Q4u2sLWD4X5GqtOvVz40pzbS6XNryjVXUhWFZob9jV8sypy2TO2azSlWmV0mXt0W+9D09LlPVdGl/dZPaC/Qw1SqXa6q3mKqqydXaDPME7E9XLseOS1I71p3nt/+tdRqGG9P26+0lUyXiRJQdnKsUR8u3mEVOXyZXR++Rb6x+LldH797NaxhX2C0Sw/O7S9Wxi7R18UQ+WCnU4maB9r/cFk5rgqVITbFsq5GHq45L8UT/W6+uLs9vXr5TFXXz8qXPcWnV0IVP6iBWq4ru9obmc7dGArK7SZrXZVc13bhOcgw/EjA1IzRdN8eK2qk2c6Ds0ZGxXlVVeL1ejBo1Cvn5+diwYQMmT54MANi1axf27duH0aNHp/w5qeCNOBEREREREXVKc+bMwYQJEzBw4EAcOXIEq1evxsaNG/Haa6+htLQU119/PWpqatC7d2+UlJTglltuwejRozu0x3TwRjxFTlUaHUvMnUvohENpci48M8yz+Y7FedbjenuM37x7nnFf+Gw2bUBKreGXOhnxmEqSg3KJuFYaqqc0C0qlxgG0AaaSf3OJuFyaKrRO4PRpXK7i8Di9EzVVKuEOBhsN08mdwunTqWpT1PKtSnDDn6mtq1s6BdilKvNIHbjJKeUKTDUWCqUOa+RS8F7GfvBQIM3WZOrIrSVgvc/zvLnfOYpz+roUa7BkSz4TreAmqdyi2fMViKidWV1GeaTS2R75kVjZw9Qhm1wKXlxiHJdfElmGu0fkQ1zFWs2zIqmmWqH2t9ZJrFIgXSsU6PnL5A7cbDoLC2rx3yfVYmvT/g5q53cproY/W/8cu2XLy9dPlPLn+LTaA/5ILQL9s11aSbirJTLOlS+ViLuN209mPo+3BSPb7hufsTpcp6hISmmVqVj/1VdfYerUqTh48CBKS0sxfPhwvPbaa/je974HAHj44YfhcrkwefJkeL1eVFdX4/HHH094vdKNN+JERJRxrJpORESU2zIV65988knb8YWFhVi6dCmWLl2a8Lq0J96Id3YO7VaFQwmaUFKbH2loe+u2STVR5Lb+Ifb1GD+zv8fYPrdJKlX1qcbly22SvUGpdNxlLHH1SyXkQa0de1BrM+1XIk+HXVppsUtqb62nBdNLoA3bUS8RdxUCAArypLQMeT1C6xxsjqyvViLuyQ91MFHg7hZZ/8CR0P/+SHs3obYZPlMxpDbTU63lG9YdUlt3OVVZgXaKkNuFF0jbqcDUXs0j7a9uUul4eaFx/3TPi2yPr7zG/XO4zXqf2x0n8XA6Th1/K07j4/kdZCRFWucQekqe3HxElJh0pGxKlZpEnxNWTaILXJHzaKknUupd0r3NMJ1cCl7Q2/jZ7tJIPHGVRmKeUhyKg0qRVJLr0f4u1KbLly6d9ZLqPCk+Kab23PJJSyuxRmtkXZWGltAfbVocL5Q+u1SrMVdUqK249DlWy9djTED7HKlEXPFrf7dFtoviDX2maA39r7REriWUAmm6PHMfKLFLyH1B6Xqh1ZhqyqXEF8eTOVbSKRt+L7mCsd5eQjfiqqpi06ZN+Nvf/obPP/8cLS0t6NevH0477TSMGzcOlZWV7bemRESUM1ginr0Y64mIKB0Y6+3FdSPe2tqKBx98EMuWLcM333yDkSNHoqKiAkVFRfj000+xdu1a3HDDDRg/fjzmzZvX4Q3fs0bKbcg7XjylfKpDSaHTeDtFMY7QAYXGrrZPKG00vD/UWhT++2tvsWGc3OFpvvS4Pd9UIu6RStJVvWd0bXvkK1I7aiX0pNqP1vCwcO/kFk9V9XbAea7QOhYX9A2P6593AgCgFQ3hYZ+17QuNKzoJAFCE0vC4r1z/Dq1XsCU8zK9G1sO8Dvp6hXtI19YdMXpIL9Cmk9uFy9sp31RcIW/bInfk+B/czVhS0bcoso7uBmN+yH3Npi7W45TqcZiODAIdLovagFPnw1jfcewybSBGLMk1QYvTV9DitOxWIhP26xnpH6W4l7GUtqCnNE8v48WEq1ck9imlkesFdNNKcIukkly9NDpcIi7FqALtb6mkWuTp7cYt9llAy5bSHInZaArF+HARoNz3yoD+oWV2065j8iwuiqSML0pAb2+ul4hHSrih15yTSsT1knml1autV6SGgVIgXdPkGWO44pJK2vOMPdIr0v7Z3dDDMM68P632eS5w+r06/d6p64jrRvyEE07A6NGj8cQTT+B73/se8vOjL5Q///xzrF69GlOmTMHPf/5z3HDDDe2xvkRElANUKFCT6G4ymXkoPoz1RESUToz19uK6EX/99ddx0kkn2U4zaNAgzJkzB7fffjv27duXrvUjx9Jkp/Y2qZUCxlNK6DSNKvy24+2Y2yDrjio2lvqeOKbe8L7fh5Gn5FsOD4q5fLkE1/xZQelptqqVjus9qcu9pvu1tlJ5iAzT22Ar4dzf0U8/9fzhxXl9wsPGFIVKxP3SJl2F1wAA53vOjFrnda2HAQBHlC+jlw9jznB5vfR1lXOGe7S/rXpIj9UuPN/moa78pPukAV8bxvU+NfI0vfkt48V+wbemLtbj5HScpXqsO/8W0lGingOl8nESIrkCfBb6tx/GempPTr/doMUEbWp0kPFJw+RYIgLGGO4ukXo+71VkGKf0lGrK9ZJKbbtp03WLjBfhEnEtXnoicVPka/GqQIpbeum4HjflknGX3m+MNOi9UM224FehvmHkqzp1+DDDesul3+G/pWEiXBIeui5R/FLpt1cruW6TSr31tup6CX2zVAqeL107mDLYKHnSdB5jDcXCoyLvfXuN87WppuusGHGV5/ncwVhvL64bcafALMvPz8eQIUNSWSciIspxqlCSTGnSNZ6SdwTGeiIiSifGentJ9Zre1taGf/7zn/jqq6+gqsanWZdeemm61i33xfO4x6EduVPeYefD2NwTplkcbcQdSiKDsB/vR8B2vJU+RcYScde86Yb3/Z9+Mfz3vm3GeeWO2N3S9vWYKhcEpZOAqpUuB7We1P1SO2q9vXieEnlKrv/t1kq9FSn3t942KKj1bt7gOxAed+dZXwEAyiojbd5X/T70/yM/+BQAULc/0qb6ubcPGJYlL1//TLf02fp66f/LPaSHc4Zb9JBe4Ja3U+Rvt+n4lEvy90U6fkf/H3QzTKdOnRT+u8/WF2BUCitOx4nTceZcM8PpWHf6rThzzhPutIDceUQskqyuJrpIdbVswFhPiXDq6dqqxFvmtTjFHvFHz/Of5khMW/dqpOPAlqCx9FXuXb27qdfvYul9UV6kRl1h3iEAQJ40b4E2bZ72v0vKY56nZQBRpGH6eH2Y3GbapXeyXhhZfsu3odirallcXO5I8Cz+eyglU6At9N1UKQzqnVkJqZRZVY3DAgFX1LhAIBLjfdrfAa2WQVsgsm1bpb9bAsa+XJoCvSLLMNVaKHZHvpu8r2CxP632ORyOlY7uUZ0Sw1hvL+Eb8XXr1mHq1Kk4dOhQ1DhFURAMpn6xSpQWfUIBeuCwnobBcg10+VzvN+VKaJN6FfFp47zBUBRskW7qWl2hKl0tSiQwtaq9Q8sIhDpia/NHOl8LBENB3+UKVX0rkjpr8xynXVR4P7L9avp0I5tODn2er394nKqG1ifPHfrehfmRG9vCvNA6FrlCw4pFpEpekRpan2IpDZvHHTpFyNXRC92xO2uT78sNm7OPVt3v8H7b70VE2YGxnjqT0qEV8ASN8ShfujkuchuP10LpZtEj3ZR7tOncUmrXfO1m262Nc0k31u686Jtt8w24HBf159wuLQWruu8z2+/lGnhM6H+v9oBd+hr69Yvcu7RLvxHXhilSdX29hNElpRdTtBv1PKEvX6qOLt2wu00POfKk6fym6uaFboGGT6KbyxFRtIRvxG+55RZceeWVmDdvHsrKytpnrbJapExL6QxPa1LMnawK59JqVbWfJqB6bcd7XbHzUbYErJ98Hmoxtvc69kljqeq/X3DBc3xo3kNtxpLQAqueTAGopiewXqkEyK9txzYRWlevEvlObUroxtcnIqX0AREqoQ6Gb9ijv4fQluULRNqz/25X6Ea5affxUdPPWx8adqhVxTHBXoZ59WWZPsG0DpH18mkl4XJOz3DOc2k76NfafumJd0C6w3bZ1NjwSdvv83Xag4zdof+P90f2l3lfxtrnXiX2cYI4jjOn49TpWHdsI54Lva5Hldq3X8kD241lN8b6zqUz9MLsVJLpU6PPod96o7/XobbIcp76eg8A4JTuKvKEMWd1oZCzghj7IsmTWmLnSQ+f3QjFRre0PfU4p4c7eY30CKhIsTBqjaUw6dLe6Jchn//TjfEDQt+nJD8Ugxr9kUvzXfUVgNwcXN6GFptT34J6HBeW46RhQr9OCI0NSnMEpJgWMNU48yuRXt/bFGOP6gHFi4/27AUAnF1womGcuRad1T5HJyj17gy/t2zBWG8v4Rvxuro61NTUMDATEVHS2G4suzHWExFRqhjr7SX8SOeKK67Axo0b22dtiIioSxBQkn5R+2OsJyKiVDHW20u4RPyxxx7DlVdeib/97W8YNmxYVJ7R//3f/03n+mU1547S0nAQOdXNUJyqnts/a1Ec05s5px4Lqk5Vhlttxze5G2KOO+ztazl8V2N3w/uyl5oN7zfV9kffXqE20odVY2ozTzDSQZm8j8z70ydVxQoooSpjPq0avU+qlqVXSfepkXUIBEPDVNWvLVuu9qxXAQ8NC0rz7Qx8DAD4T+M3Ud/59cbdAIAWfIv6wBDDvEJYLF/7TH0d5PVS9Gp50uGhukL10P0ikrZFr8Kep0ZOFQVq5DdvPsblbShXJX/vUGhfHKoNfX7BS7XhceZ9edhrfUw2KbGPE8RxnDkdp87HutNvLZ56VE7V29u3LlbKncWlkSpM/QgkMB+1P8Z6SpTqcH6LlapK5wtG/7gDanRfBC1S/wT5WirOPJGPImFs5lQoVVUvdBkvdz1SE7U8qa8Tvep0nlzVXDH/HxlnVV3dzCoLqz59k8eFg1rN7ga/S/t+kRl6ajlCrbac3bnQrhq6ahgW+j8QrqIuVU2XJvSaqpC3qVKzNtN1QCvUcGrUw15jXC12G3vFjfUd7I4Vp+OMsgtjvb2Eb8T/+Mc/4vXXX0dhYSE2btxoaBejKAqDMxERUSfHWE9ERNS+Er4R//nPf4577rkHd911F1wxOr2ikE5RYu74xMl5H6uWHYVF+ILNtuOP5H8dc9yXbUdZDv+godjw3i+M7Rjf+wYYqGUA+1apM4zLVyIduLiln4D5KWtAKtHVO/LSOywJSOnCAiLUSVgwGBnm18YH9RJxi47A9M5U5BLrb7yhHlT3e3dHTb/fu0NbphffeN2GeeUO1vTr5UiJu/RE2tSpiiqV1Ae0cT4lUrKsd2LjkkoT8qSUZy7T8RGUludH5LM+aQyViO/TCvpdSpk0zriML9taYOWIEvs4QRzHmdNx6tQZmxCpp/rrSiXeTrpqu7GFCxcmNd/555+P7373u2lfn1gY6yndnM6QVh13WXXa1SZ1vOnWYpMLeSgwdcgml4IXmUpiPVL2DzklZ55i/B9Sx2p6yba8pEhnbdL0cZyi9NK+7vlKuBRaLwmXKwZ0y4t/mfJywz2qS+OC2toaSsS1TR7QzqtyX6leaUVcwdgrYE5t6FXywtdWbQ6dpLpiXAezzDt35EKsv+6665Kab+LEiY6pPhO+Eff5fLjqqqsYmImIKGnJtgHr7O3G9u7dm9R8I0eOTPu62GGsJyKiVOVCrB80aFBS8/Xs2dNxmoRvxKdNm4bnnnsOP/vZz5JaKYpIR+mVY6l6iiXmiCt9mf14v5Sey0qTvzbmuH0Fn1uPqDf+KL5qLTS8/7TtG3hbQqXmR4Rx+W6pRFx+Gmt+8i4QKQHVS0P1knFVKh0NaiWtcsm2nipLFX7D/PonGT8oMs4fCLVnb/VFl/7qw4Twh6eDZSmtalxnSCXB2hNuvbTcJSIpvwJKdEozlxI6RShymjOpPMD8NFvehkERKRHf3VIOANjVFCoSbwlEcq7Xeo0l4Ptc1vu8yRf7OEEcx5nqkN7M+Vhv//bdnalEO1Vdtd3YypUrO3oV4sJYT4kSDtcTTimpAha1koIW8/ilmld6rSwXFENKMpjagRe4jbGqUHrvkWbL02aRL47zzCXicl5wGMfFSy9sLnZHvp/V1il0R39mPFSrEnFhHAcAeppxfYsGpF1g7EPHFOtFZNv6VON2d0EJ7xc/jHHVLYwP9twxS8RjHytOxxlll1yI9fPnz2+3ZSd8Ix4MBrF48WK89tprGD58eFQHLg899FA614+IiHJQLjwlT1VzczO6devW0athibGeiIhSlWuxft++fSgrK4PH4zEMF0Jg//79GDhwYELLS7jO2QcffIDTTjsNLpcLH374Id5//33DKx2WLl2KY445BoWFhaiqqsLf//532+lfeOEFDB06FIWFhRg2bBheffVVw3ghBObNm4cBAwagqKgI48aNw+7d0W1wiYgoM/Sn5Mm8ckVZWRmuu+46vP322x29KlEyEevBeE9ElNNyLdYfc8wxOP3007Fnzx7D8K+++gqDBw9OeHkJl4i/9dZbCX9IIp577jnU1NRg+fLlqKqqwpIlS1BdXY1du3ahf//+UdO/++67uPrqq7Fo0SL84Ac/wOrVqzFx4kS89957OPXUUwEAixcvxiOPPIKnnnoKgwcPxt13343q6mp8/PHHKCwstFiLziPVqqyKw+xCceqgyrlKbsChE61mb13McV/GSDnVkP+F4f2nvl6G90dELYowFADQ4j1kGGeoZq3EfuImd4AW6chLq9otVVOOVDuPrsqubxu5mrt5e8nv9OrtwWB0NWt5WCQtmuWKa+MCUZ8X1DqgU4W2DYLytgj9rRiezynaOJc0XbzbLPKd9xV+CADYLT4BANT6ysPjWsW3hmU0txn3l87r/9ZyuM7pOEs1PZnTcd6VqpVTejzzzDNYtWoVLrzwQhxzzDG47rrrMHXqVFRUVHT0qrV7rAfjfaejIo7rARvC6RxqcUFilcZKrrbs0qo6K8JlSCsGU5qxfNO4fJf133onbVbD9OrnckdueqGdS1onmxCJoNYBlUubvMAdfcMhV0PPj6oW77AN9ern+orJ1dAtqqbry9VreytySlN5XtX4pXyG9G7GcYpwhfeLuYq5eX+6FOvyQNtjxaGgNNXjlMjJSSedhLPOOgvPP/88xo4dGx7udI6zkrZeWD7//HPMmjUr5eU89NBDuOGGGzB9+nScfPLJWL58OYqLi7FixQrL6X/zm9/goosuwh133IGTTjoJ9957L04//XQ89thjgLZRlixZgrlz5+Kyyy7D8OHD8fTTT+PLL7/E2rVrU15fIiJKnN6TajKvXDFx4kSsXbsWX3zxBW688UasXr0agwYNwg9+8AO8+OKLCASc++jItHTFejDeExHlvFyL9Yqi4PHHH8fcuXNx8cUX45FHHjGMS1TCJeIXXHCB5QcdPHgQBw8eDAfEZPh8PuzYsQNz5swJD3O5XBg3bhy2bNliOc+WLVtQU1NjGFZdXR0Ounv37kVtbS3GjRsXHl9aWoqqqips2bIFU6ZMsVyu1+uF1xvp3KmxsTHp75XNHEvx4nq645T2yf5i0qe2xh7nty4dPQLnqob19n13ZSW9FNk63VkgajrLZUQm0t4HLEY6lQ6nV31TqHO5Q43vhf7P6KdTNhKxanTEMV+u6devH2pqalBTU4NHH30Ud9xxB1599VX07dsXN954I+666y4UFxfHsaT0ac9YjyyK910l1ncGyXTBpdfgUkx1uWAqaTJ3puaK8bdbiZ7eXBLuUqJLv+XFm9dD/l7hEm29ZNzhe+vL0uez+xwAUMPro8f/iDxtbvnqIrJ8bX4RPQ4JbD9o+yJ6b1hjt2u5L9divV7qfdttt2Ho0KG4+uqr8cEHH2DevHlJLS/hG3FzCpVgMIj//Oc/+PTTT7Fq1aqkVkJ36NAhBINBlJUZc0KXlZXhk08+sZyntrbWcvra2trweH1YrGmsLFq0CPfcc0/S34WIiGITSO6Jd7Z24JKKuro6PPXUU1i1ahU+//xzXHHFFbj++utx4MAB/OpXv8LWrVvx+uuvZ3Sd2jPWI4viPWM9EVH7yeVYP2HCBLz77ru49NJLHfs3iSXhG/GHH37Ycvjvf/97PPbYY7jmmmuSWpFsM2fOHMOT98bGRlRWVnboOrUHx/RncVWzsH/yqSj5tuPz3LF7Dfbk97Ic3i2/r+F9kcvURjxYi57dQ23Em9uMF2DZ0kbc6mlfuJ22kidNHogapk9nVTKuRCbS3kupRfRh4W2QmTbi3QpDbcL7loTe93BLbcRVUxvxGLUg2EY8t6hJlobkUgnKiy++iJUrV+K1117DySefjJtvvhk//OEPDblHzznnHJx00kkZXzfGeso0qysJp9a+eiwWhqgcIr83t8NWY/ytp/hyiejxeklynsV1k9xG3O6eQ28jri/T6XwWHq/NJ7cRt9o2ibYR1/8Opzaz+uwEth+0fRG9N6zFunpkK+/ckWux/rzzzkNBQUH4/cknn4xt27Zh0qRJHdtGfOzYsdi5c2dKy+jbty/cbjfq6oydd9XV1aG8vNxynvLyctvp9f8TWSYAeDwelJSUGF5ERNS5bN68GZdccgkqKiqgKEpUW+Fke9lOtLdvK9OnT0dFRQXeeecd7Ny5E7NmzTLchANARUUFfv7znye87PaSjliPLIr3jPVERBSvt956KypO9+nTB5s2bYKqJv74IG034m+++SYuuOCClJZRUFCAUaNGYcOGDeFhqqpiw4YNGD16tOU8o0ePNkwPAOvXrw9PP3jwYJSXlxumaWxsxLZt22Iuk4iI2pcQStKvRDQ3N2PEiBFYunSp5Xi9l+3ly5dj27Zt6NatG6qrq9HW1hZzmXpv3/Pnz8d7772HESNGoLq6Gl999VVC63bw4EH89re/xZlnnhlzmqKiIsyfPz+h5bandMR6MN4TEXUJmYr17e3555+HzxfJ5HTgwAHDjXdLSwsWL16c8HITrpo+adKkqGF1dXXYtm0bLrjgAsP4F198MeEVqqmpwbRp03DGGWfgrLPOwpIlS9Dc3Izp06cDAKZOnYqjjjoKixYtAgDceuutOO+88/Dggw/i4osvxpo1a7B9+3b87ne/A7RqtLNnz8Z9992H448/PpzOpKKiAhMnTkx4/bKNY9VyxwXYz2+o1hxzIvvDyK7qOQB085TFHNe/wLpK5kB1kOF9eYExLc2nbd9iII4GAHzuMXZ85lYi07qk7WdOsyEsqpqrWjVxVap2HRRaSjA1UvVZVfXptGEi8uM1pxUzdL7iClXjd7u7h4cFAvWGYUL4w9OpQa1zN3nFw9XP87T/I1VoXFozAZcrz/B5oe1SoE3jlqbXlyFVYZeOCZfp+JO3YVBEbmQGIpRaqFUJPUU8riDSlKDWa7zh2Vf4Oax85fqX5XCdXRo8xFF1HQ6dCjql8nNKBRiPrlS9PVPV1SZMmIAJEyZYjjP3sg0ATz/9NMrKyrB27dqYnXnKvX0DwPLly/HKK69gxYoVuOuuuxzX6fnnn8fEiRPDHbAdOHAAFRUVcLlCz8ZbWlrw2GOP4c4770zw26ZPe8d6MN53Oq54rgdsOPUobHU947ZIb+WSLtBVLe+WUFSopvrTqlRN1G+qMponpeOSOyLTsm5BbvWlmlKIBaXp9T/NKbyc6FXBfcHIZZi+fPlr+LUTnt6ZWiDOaz59GfK3DlpUTQ+o+nKN7+XPhsX2k7etak7J6lLD+8Vlupky789Y17DJ9D6tS/U4pfTKlarpV199NQ4ePBhOrXnyySdj586dOPbYYwEAR44cwZw5cxKO2wnfiJeWlloOO+GEExJdlKWrrroKX3/9NebNm4fa2lqMHDkS69atC3e+sm/fvvDFCrT2c6tXr8bcuXPxs5/9DMcffzzWrl0bzikKAHfeeSeam5sxY8YM1NfXY8yYMVi3bh1zihIRdRBVRLc7jHc+WPRu7fF44PF4ElpWMr1sJ9Pbt1l7BfR0au9YD8Z7IqKcl2qszxbm9t/JtAe3kvCN+MqVK9PywXZmzZoVM0/pxo0bo4ZdeeWVuPLKK2MuT1EULFy4EAsXLkzreqYq5dLsuD7E6TMcWic4lHYDgMtlf/Gbn9fddnz3/Nht9c0l37rhPY2pfIaWGJ+dFR/ujYHFoQvJb9qMy89H5ILMLf0EVNPzt4ASKcXWS8IDWtqvgFTaGxCh1DfBYGSYX9H+Duods8il6/rnaMOk0ub8vFCJcVFBv/CwI1qJuD4sqHrD03nVr7WFyqW1WjoXbbkuqUTc7Q7tq3xXofY+si3yFI/2vzQMWgm6dBzkCamE3XT8BKXEKH5EtsfxhaF94eneAgA4o0/kBPZJoyktU731Pm/Jt++szedQ4q06lHg7Nu1xOukqcTy/dVhGqueEzlSiLqAk1SuqPo+5Q6358+djwYIFCS0rmV62k+ntO+o7tFNAT6dMxHp0oXjfFSjC/nrCqdQ4z6r02+KcFhTRcVuFQMDUxZdXlWpvBY2frcidq0nnoTxVXxdpHfQO3LRhcnmrPpn81cypvqzoNxktQQXd8qJrx+nagvEvU16usCoRN00DKe7pHbkFpHHeYOSNL2jcD14pYJq3uwoR3i/5ptuMfNM+NteqC6+rzTnR6TjrBJ1tdympxvpcF9eNuBAipWoiRERE6bR//35Dx1qJloZTNMZ6IiKizInrRvyUU07BvHnzMGnSJEOX7Wa7d+/GQw89hEGDBsXVTi7XdYYSb7ntr/V45/785BJXKwUObcR7oF/McRUxqhMOKzWWPn63wtg+WBXl4VRZ/241llx5pBJdeR+ZSxN9iLT5Diih0lSfVkruc7VEphOt2vQWPyet9Fuocuqs0N/6Ba/cTru35xgAQKUncoPxcctubdgoAEALvg1PV6eVllv11Ki3EXdLy9dLwvO19uYFrsi+KVCKQv+LSAl1gbat8tTIdytAZHnmY1zehl6pRsFQ7ev07R36f+xRkf2Vrxj3z6E2633+hTf2cQIATW7rEkydP9BiO14oTunN7H8rcRVqOpWap1gy6nTOyaYS81Srq6Wjh2u5l+0BAwaEh9fV1UXl0dYl09t3Z8FYT+3J6WqiwGVRIu5wiaPXwlIRgM90DnepsT/R0H5cai/u1uJynnRtpa9D5P/IuHD7bpt1tPoO+vRNfoESLaQWu0Pr1CKV3rdqFbmsIofd+TOccNWQqkxEzaeGS8JDf8gl0QFpQq/pGqNNjdQwM293FYHwfil0Ga+Lit3GOBrrO/iDTGCWK3KlajoAvPbaa+FmW3rnoh9++CEAoL6+PqllxnUj/uijj+KnP/0pbr75Znzve9/DGWecgYqKChQWFuLbb7/Fxx9/jLfffhsfffQRZs2ahZtuuimplSEioq4hG6qryb1s6zfeei/bseKY3Nu33gGYHpBjVbG20h4BPVWM9URElE7ZEOvTZdq0aYb3P/7xjw3vk6lRFteN+NixY7F9+3a8/fbbeO655/Dss8/i888/R2trK/r27YvTTjsNU6dOxTXXXINevXrFsUQiIurKMvWUvKmpCZ9++mn4/d69e7Fz50707t0bAwcOjKuX7bFjx+Lyyy8P32g79fYdj/YI6KlirCcionTKlRLxZHKExyOhztrGjBmDMWPGtMuKdEadouq54zo6VV3Ptx0PAG6XfdX0PFeR7fjuIrp3Xl0fj/X6nVhi7DF50OXG6c574RA8fUOf+87Xxs7irKq/wSIFh1eNfHe/VsW8TQ1Vt/ZK28Xl0qpaSYvVU58FtfRliir/1ELLilQdj1QPH5l3MgDguJJItdePtT7KxpccDwA41KrimLxQNdo3XKFq60LIncGFqoQpiE5RlufWqp9rn1moRLZNkRr62yMibW0LtWYH+dI280h/23W+41Mjx8XpfUMlfN7yQ4Bpf534hybDfP+st65u3L0t9nGCOI4zp+NUlVLMWYl0smdNiSPZhnDsHLFjq64jg9XXMxWct2/fbsh7XVNTA2g3wqtWrYqrl+09e/bg0KFD4fdOvX07fod2CujpwlhPyTB33mlmlYpMVuCOPj8VuqPnKcqLDNvtC3WWGlD8aEWrYTr5XBZQjdcybVJHbnIncW7tHCmvqyucElR7Ly0n0lmbVJXdvMJyR27Qm6SF3h/2qhjVO7SeJfmh2N3oj1wv7NJyiOmnDEOaVYtzYaRKuoiaxK66elCLb0F5m4nYHbL5perobYoxBWlA8cOvhPZLnwLjdnebrhnagtbnwjabZgUup87aKKvkyo14e0m413QiIqLO4vzzz7ftlTyeXrY/++yzqGF2vX0TERFRbhg8eHBStdRmz56N//3f/7WdhjfiCVMyUxKeLg5PoJ06Y3PFlb7Mfpo8h/RmcudpZsV51tu6b7Hpyff1xnQ2J+S/CPQJzdt3r/GJrNxxinx97jc9fsuTOkzxaU9n3XrGMSF18qY9NVaVyBPjoNZRWUAJraff4phRtNLmAim924wTQ8XfPY/ZHR625Peh/xd+LzSsbn8JPMeFSus27wzNG1QjT6RFOE2X/mRfKhHXUpPpHbMVSh2zFYrQuGJpeo87tG8LpI0ml1Dkm3qhkc9TqoiUOAy6SBtxppbObWpkf/X9/14wLKM4z7rk2+44QRzHmdNx6lLtxzt15uZY2g1zmrnsZOzAsP3kUruxRLRnQKeuy6nGTjaIlapKZ1VbrZcnep4+0rDJJUMAAKVHV6DNlKIs3xU5gxW5jefeQndke3nyIud2jzadW6qdlK/lNHNr41xKZLluPfWYNExxGYfJP3e9f9w8j3bdMPgztHwbirmqtv4ud2RZl48ITRfwhraNHELCKcrk6xGt4zl9WDAQGafqw4KR2OwPhJYb1EqZvdI4byDyd1vQeB3VGozUGPKrxlpshW6BhqbQ8j5sNO7Tw14Y37dZx02nY6WjdYbfW7bIhVi/atWqpOY75phjHKfhjTjlrsP7AQD7PjDetLtj3Ij7TDfiLYHIiVavPtUaDN3kNolINGlyhapWNymRDpaa1cOhZfhDeb5bfIfD4/yBUBVXlyt0E92tMNJbs7e71jO4MUVyFO+noe+2c+fHoc9rOxgep6qh9cnP6wsAKC7oEx5XnB9afjdXaFh30TM8rrtWNb27ErmhLdJuxOWb72KpWmCBzY24Ie3o4UMgkokkq6tlYcrthLRnQCfqqho++RItQeNNXYFLqlqdZ7wRD0rv1bxID+BC+ztPmldo0+Zp/7ukG3yh3aQr0jB9vPmGHAD058FqYXw3cuq+UG0cVbthlTorD99sC6nXd1U1DgsEXFHjAtINtk/7O6AVNrQFIrcFrdLfLQFjb+dN8jJM1ciL3bxJpYhciPXnnXdeuy2bN+IdKQ2d8aReOm+fksk54QjgcmhH7ob9+PwkDsPDrcb2wIMWrjS8P/RhZJkDu/U1jPtKas7UGpDScwSNv3qf9N6nNdDyao+j5fZRfmil39LNuf53UCudjpRSR56kurVUYqUFR4fHLf6gf2iZ/9c/6jv/71+PAwDkS7tEn7fN9214WDDYaPjMoPTZ+nrp/+vrLn8nr4hsO7cWYOWn0265NMB0+BVJA46SspB99ddmw3S9P4vsr8Ot9mnJdE7HidNx5nScOh/rTr+VgMP4eNKLOS3A4feeTZHLgRojJU8883Vm7RnQiTqSUymmuX2wmcfiFNsjP3qeY7tF4u9F398f/lsEjOc/d0kkZii9jNcMSs9IbTD0ijyQRjdtum6R8aJIC2aF2kNqT+RhtcjXamrJ6f70FF16Cb9c0m9R6l+86v8DAAS/CsVJd/9IvzHqtZONE8v9S4QbjkvD9LRfvlBsV/xS3yde7RqlLXKtorRqF0TNWnrPZqng4tsjke9Zb+yXR3wbmS7YaIx9ilSTseUvgwzjfKa2+k1+65hld6xke2k5GXXVWB8v3ogTEVHGCaEYqlQmMh8RERFlP8Z6ewnfiF944YU477zzMH/+fMPwb7/9FpMnT8abb76ZzvWjeNqdpjC/Uxtxp/HxTONYEmlTiGeuLq77osX4dLvb2z0N7w9JJeYWHbGG+aVHbubP8klPmfWScC+0UmMl8kRZ7x1ULhFXtd7S9d7MhcWzPb3EuiUQqbb+duu/AQCtaIiafqP3HwCAIkTaUOvzyiXu4eVrnyn3qK6vVwBew7qHvlvoib5bLhHX2o25pKpvbunvfNW4ceW9Im/3fx00lnr3rY88TTfvy1j73InTcZbqse40XsTVk6vTM16nZXSVZ8TU0RjrKd2cKvRYlYIWuqLjgVzl/Bup9ltxL2PmiwJvpOTcbSotd0lNzxS/VG29mxabiiK1uJRwibhW6p0fiTWK3iu4O1KcL/K0dbLK0BLQsproJdAA0CO0fLfpPQC4/vlBaJl6CX2exWW7dK2iaMuPlIxLfZv4tb/bpO2kl4i3atcCzZFrAtEQidPqt8ae0YPfRq45fPWGUeE27zDtK1jsz1gl3x2QvZGoQyR8I75x40Z88MEHeP/99/Hss8+iW7dQFRqfz4dNmza1xzoSEVGOYXW17MZYT0REqWKst5dU1fQ33ngDP/7xj3H22WfjL3/5CzuRiSUHHunFUyLulDvUabyd1hjNbg+2GQ/doCkXeZPUQUmrqSdVuXd049/Gn71XKkn2aSXJejtqQ9tq0aatQ+TJs94O3KokXG8nHFRDT5tbfJGOzA6qoafRvmBz1Hxftf4LAFDgjrQf8waOGJYFi3bI8jro66Wvqx+Rp9x+eLTvGGnr5hPRbcTzpFJwv2retpH38nbf21xomO5rb+QzvvIaGwbG2udOUj0O4znWs14nakPO3KLZj7E+c5x6YbaKJbnGqvaaRRpxBKUqq1/XR7KO9BXGuCkCkThdoBoDizsQiZkuXyTWK1qJsFIk1bDyaH+HS8Sl648C7e+8SBwLxxK9M1P5pKWXVLdKJcx6Lm19ejm39sGvtPXRYqhU8m65fP04Cugl4tL39mt/yyXiWq0B0ar93xK5jlEbItMFG4yd3fm+kdqBNxozmhxqiFyjBE3Vi837067GYmfm9HvtSr2uM9bbS+rKc8CAAdi0aROGDRuGM888Exs3bkz/mhERUc4SKbwoMxjriYgoFYz19hK+Edfzn3o8HqxevRq33norLrroIjz++OPtsX5ERJSDQk/JlSReHb3mXQNjPRERpYqx3l7CVdOFqWrj3LlzcdJJJ2HatGnpXC+KV6odUDlV143jWU2qVXqDCMYc1xq0/iUe8ho/s81U/dwn1fppNnXS4jWkJYtOUabzy1XTtdRUfsWnrbNUfUv7W5WrpmvfSa9+ZNiOilsbp1VDD0TSggSCLdqyoutne/2hHlH8gabIZ4fTo0U6WNGXr3+mXAVKXy99XVUpDZv+nfTvCABu4Tb8D1PO0HxT/lB52zZLX6G2zZzfNfK+KWDcd61B6ypbdsdJPNr7txDP70A4/Z5Eat+xM0n2iXcXic0djrE+t6hZULU9mbRTVhfjcgxq8EZSiRU02Z0/jR255Qci07p9kWriruJQHFSKpNRnhdrf+VpsLZCqh+tV013Sd3PbpLoMRlcZF216B2t6tXK58zVt+oJW52XLy9c3nPw5ehV8qXM6/bOF1iZMbYmMCx6Rmu41GvedXB29scnY9EzeJ+Yc4/HeXHV0irJs+L3kCsZ6ewnfiO/duxf9+hl7QJ48eTKGDh2K7du3p3PdiIiIqAMw1hMREbWvhG/EBw0aZDn8lFNOwSmnnJKOdeo8Uu6MLY7S5g5+KpgJAZsnjy0B63HfeI3bpc30IFwuSD/iN45rk0rIfVLpq9dUGumVSr3NnbTJab+CWqm0atEpmk4uLVW0EmtV6zxGVSNpTIS2v4XFs0B9OiEdE/p08ue5XPlRn2leL31dg4g8Lde/k1tEOqlxK6FThEtKzeWW/s4PmmomSL+JI67Yx67cQUuLqcZCrH1ud5zkCqffu2OJutM2iueclaEO3diBS3ZjrKdsYHU68kqdgh7xRy5jC73GTsNcSuyTRWEwEt/zpTymbq1k2OWROnAr1ErJC0LnXyVfOg/nacPypGE2sU8/gQk5zul/6yc3aX7RbFq+3bKtli99jtC+p5CqDIo27ZrAG5ovGOnDDv6myHdqazamB21qjpR6HzFtd3mfeE0dumZRf6GUIYz19pLqNZ2IiCgVTGlCRESU2xjr7fFGPGFKJ0tLZt+eKB0pm5yW4dTWJqjEzlfVFqO9cJPf3DbZ9JnSk7Q2UztzeZleNTKj31Qi7lfkEnFjSbicqkz/W0jz26WmULRSZkXR25HL39/m2NKWL38bvURcX6b576hF6GnVtGUZvke4jXiktN+tnSLk1F9+IT/tNu4Ht9RWX9p8CJqeissP9f2mTRVrn9sdJ4jjOEv1WHecXzi03QMAJJmbLZPk81s7PpEWIrnSEZaoEHVOqsMJxeoM7rdsIx45RzUFIufdQr+xZNZtUyKuSsvw+CPn5fzWUGx0eyLzuvJDw5SC0P+uArk9eOg/JU8a5lRqDdNFivbFhTZMkefXw048y4RcIq4tX7qsUX3aOKm5vKrF6aBWy9DfFtmeXilNbEurcds2SaXgR0zbXd4nPnOKU9MuiRW1nY4V6jwY6+3xRpyIiDJOQIGaRNMb0QWa6xAREeUCxnp7vBHv9FIv0baTjhJzJ374Y45rDVqXIOb5jT/QPFfsdkh+U0OTNqkU3CeVYntNvarKvYf7oZWEa+sq95oe6Yk8sq7RpbPydtR7NdfWWdrGdiXpVu3G9f1jbFusP42O3nf6eoV7W5cel1t9N/17u6R19Eolv3nC+Bku+em3tOsCpqficqFrwLR/Yu1zu+MkHTJxrDv/XrtKZSwiSie72BEvp1pFqkPmilRLMa1KwIIi+mJc7hOmTeqnRC6JBQC3YmzXLFOl5QalZRRopePu1si2yCsI/e3O10qs3ZEV1SuguaRh5tO8HFosd1PUsNSXpV/myBXuhFZjLShdPwV8oQUGA6H/fb7IbUGrN7L9WnzGbXnEH3lv3u7yPjFntDHvT3N2hng416xwOk5T/62k4/dGBN6IExFRR2B1NSIiotzGWG+PN+LtKhMlbB3P6cmgcHj6GLBp+yu34Za5Tb11u2165gyY1k8uBW+VSsHlNuGQekiHRdtw1dBGPLp02b6NuJbfW3+ULq2soveCbvPE11j6rW0HQxvx2MdduI049DbikW3vtioR15blkkrB3dJntZpKxOVdrUrfK8/UllwuEQ+azrbm3ut1AZd9+2qn46xrPMHuPCXu7MCFckVc55auUcvSltOFtTkWAIBfjd5wXmlzt0jXAvmmktk8qY24uYm1XFVWLqUt8IeWkZcX+ZB8rRMat1srGZfG6SXhivRZegi2CsX6dMKipN+O3Xzy4af/rU+nSiXSeqm3XAPAr22zgF4iHoxsw1ap1Ls1YLxdaJbeN5u2u7xPvKafhrlPGKt9ji50E5aKznJNk6lYv2jRIrz44ov45JNPUFRUhHPOOQe/+tWvcOKJJ4anaWtrw09+8hOsWbMGXq8X1dXVePzxx1FWVpbEGqZH17hTJCKirKKnNEnmRURERNkvU7F+06ZNmDlzJrZu3Yr169fD7/dj/PjxaG5uDk9z22234S9/+QteeOEFbNq0CV9++SUmTZqU/i+dAJaIU7uTe+a2IvfSbdYK63Gq6ReaZ/NMyZx/2i81XvZKn+1V2mKul/4dAqa24pB6ILd6OhnPE0u5hFtoRcVyZ6/hntHDbcoVy3ljsVsvuaf3oFYjQJG2uaKVeMvbQrF7fmeoiRA5vZjbksvM+8fcVl/nj3EshNff4Tij7CKS7JSd9+HUGTnV2Gn3z49R0yihZTi2IXcab//rDVqM9llcjUtpsNEqlfjmu0x9lthkEJH7LfFLNbY8rtB2ynNLJeIuVRumlYy7Iuukl5IbSsQVvZRcWw9X+5y19J7f5dJjvSRc/18u/dazlwSkUm/9uwe06bxqZFybVNLdGjSWeh+RSsRbTDUU5X3iMx0S5v1ptc/hcKw4HWfp+K2l4/eS0ufnUN2vTMX6devWGd6vWrUK/fv3x44dO/Dd734XDQ0NePLJJ7F69WpceOGFAICVK1fipJNOwtatW3H22WcnsZapY4k4ERERERERZZXGxkbDy+u1L5TRNTQ0AAB69+4NANixYwf8fj/GjRsXnmbo0KEYOHAgtmzZ0k5r74w34kRElHGsmk5ERJTbUo31lZWVKC0tDb8WLVrk/JmqitmzZ+M73/kOTj31VABAbW0tCgoK0LNnT8O0ZWVlqK2tbZ8vH4esqpouhMD8+fPxxBNPoL6+Ht/5znewbNkyHH/88THniadx/vnnn49NmzYZ5vvxj3+M5cuXt+v3cRJPtWLL3j6yjHNnbfZVfHxKa8xxLa5my+F+UzVkl80zJXM1pqDUOZzcIZtXaTFMFxCRp256lfSACFVfD6hytXW9IzcpfVkc1aTDnbbJ6x6uY2a3zaTp9fRlcR4n+noFtariivQdw5tJXpSir1ZkG6qK1CmdzbZ1S1XTE9k/cto4md1xgjiqknWKjk0c9qPi+FvrPHep7Em1a+tq8d6JYxzNwPnLseq54rCODuNjdcylM6caBYC2QPR1Up6heZY8j/H8KVd79qvG9FtF7si0RVK163ytGnmeEl013W0xzh2uhi5VVzdVRXdZVFtPltxZm2rRcVtQNVVNl6YJaHE/aFEtXx8nd47XKlU5N1dNb5GqnzcHjNu9SepXtcW0/9oCxu9vtc/hcKw4HWeOx2kmfktZ8HvOFqnG+v3796OkpCQ83OPxOM47c+ZMfPjhh3j77bcT/+AMy6q7vMWLF+ORRx7B8uXLsW3bNnTr1g3V1dVoa2uLOU88jfMB4IYbbsDBgwfDr8WLF2fgGxERkRU1hRd1foz3RES5L9VYX1JSYng53YjPmjULf/3rX/HWW2/h6KOPDg8vLy+Hz+dDfX29Yfq6ujqUl5e3y3ePR9aUiAshsGTJEsydOxeXXXYZAODpp59GWVkZ1q5diylTpljO59Q4X1dcXNyhG5qIiCKSrWbOqumdH+M9EVHXkKlYL4TALbfcgpdeegkbN27E4MGDDeNHjRqF/Px8bNiwAZMnTwYA7Nq1C/v27cPo0aMTX8E0yZoS8b1796K2ttbQiL60tBRVVVUJNaI3N87XPfvss+jbty9OPfVUzJkzBy0tLTGWEOL1eqM6CCAiIqLUZFO8Z6wnIur8Zs6ciWeeeQarV69Gjx49UFtbi9raWrS2hpo1lpaW4vrrr0dNTQ3eeust7NixA9OnT8fo0aM7rMd0ZFOJuN5Q3pxUPZFG9FaN8wHgv//7vzFo0CBUVFTgn//8J376059i165dePHFF2Mua9GiRbjnnnuS/j65Ip52LE6pJOS201Z8IvZFUqy2z/kwVk1xwW05XWj9jG2H5XbMchoyvf135L03ajq9bbgqtwdXQ3/L2yqcHiy8bTqiQq15HeS0ZaH/9XUHAMUV2oYBeVW1zS+38zf8bWqL5UekHZ4bchvx+PdPrHR2dscJ4jjOHFOedKE2W9mA6cu6rmyK97kS69OR0smpnw25fxArAYf+YPwO51ifRS6rNovUX27DZYGU/tN0dghIaTPNbZG9hrbQkXFWbcTzFH2c1lZcauft0sbJw/R26y6L9uCuOLoGsmNVSii3FRcwtg2Xp9eHyena9CbbVm3E5W3UFjSuuNxGvNW02+V24a2mfdpmem+1z+FwrDgdZ+ZrCrN4UpOlmqqPIjIV65ctWwZo/YTIVq5ciWuvvRYA8PDDD8PlcmHy5Mnwer2orq7G448/nsTapU+HlYg/++yz6N69e/jl96eeA1hvnL9mzRrD8BkzZqC6uhrDhg3DNddcg6effhovvfQS9uzZE3NZc+bMQUNDQ/i1f//+lNePiIhCMtVr+jHHHANFUaJeM2fOtJx+1apVUdMWFham50t3Udkc7xnriYjaT6ZivRDC8qXfhANAYWEhli5dim+++QbNzc148cUXO7wZU4eViF966aWoqqoKv9fzwtXV1WHAgAHh4XV1dRg5cqTj8vTG+Zs3bzY0zreif+6nn36KIUOGWE7j8Xji6pmPiIgSJ6CES28SnS8R//jHPxAMRkpAPvzwQ3zve9/DlVdeGXOekpIS7Nq1K/xeUVIsxurisjneM9YTEbWfTMX6zqrDbsR79OiBHj16hN8LIVBeXo4NGzaEA3FjYyO2bduGm266KeZynBrnW9m5cycAGC4AiIgoc0SSHa8lOku/fv0M7++//34MGTIE5513Xsx5FEXp8KfkuYTxnoioa8pUrO+ssqaNuKIomD17Nu677z4cf/zxGDx4MO6++25UVFRg4sSJ4enGjh2Lyy+/HLNmzQK06mmrV6/Gyy+/HG6cD61RflFREfbs2YPVq1fj+9//Pvr06YN//vOfuO222/Dd734Xw4cPT3Gts6avuw7l1LY2qFq3+dX5ldhtf2O10/GbDl3Fpg2yOY+5KufElvJ9y+3FYcoVrq+HPr3ctlpvmyx/T70NuV378fZibp8ur2v4kLXKGa4NEy6pDbgaGqjnUQeAoEtuV2/cty4l0kZczh2eyP6J1dbb3IbfzOk4YxtwxHnO6hzbydypVjwlmz6fD8888wxqampsS7mbmpowaNAgqKqK008/Hb/85S9xyimnpG3du7rOFu/NbY+jvk/SS05gHVLMS5yO/l6c2s3K/a9Y8av2bXPbgtHLd1v8TuW9Ic9iSlENr9SOuc0UgjzuyLgC6bSot/XOUyIz5Cl6m2/jNJDaj8v5zPXpXBbjrNi1G7e7gdFLDOVp9L/1cQGLNuLy9AFhnE7OO+6Ttq3XtOvkNuNe00rKucKj2ogHzG3GY1zj2bTjDrrsj7N0tO/OxO+tvTmdtyg7ZM2NOADceeedaG5uxowZM1BfX48xY8Zg3bp1hvZ5e/bswaFDh8LvnRrnFxQU4I033sCSJUvQ3NyMyspKTJ48GXPnzs3gNyMiIlmqKU0qKysNw+fPn48FCxbYzrt27VrU19cb2oyZnXjiiVixYgWGDx+OhoYG/PrXv8Y555yDjz76yLEaNMWP8Z6IKPcxVam9rLoRVxQFCxcuxMKFC2NO89lnnxneC2G/pyorK7Fp06a0rSMREaUu1Z5U9+/fj5KSkvDweNr5Pvnkk5gwYQIqKipiTjN69GhDTtFzzjkHJ510En7729/i3nvvTWKNyQrjPRFR7mOGFHtZdSNORERdQ6pPyUtKSgw34k4+//xzvPHGG7ZpK63k5+fjtNNOw6effproqhIREXVpLBG3x0bORESUcSKFf8lYuXIl+vfvj4svvjih+YLBID744AN29kVERJSgTMf6zoYl4l2cU4cSaoyOs4zT2OeE9autCa+XLqBYd8ClKLE7/zITpk4/5I48DJ2omTt1kzo5U8Mdn/mjlhHukM1qmIgeB+1zwp+dSqcepo7ZAEDv20boz9mkfaiaOmkTUkcpqit0OlDUyPM5lytfmzwyLCh10GbuhE1R5A7apL9T2F/h9XM4Fp2OM6fj1Gn52dD5Si7J5FNyVVWxcuVKTJs2DXl5xrA3depUHHXUUVi0aBEAYOHChTj77LNx3HHHob6+Hg888AA+//xz/OhHP0r8g4k0jucPJbWO0mKdNyPz249HHOdIpw4zvbA/B7co9s1H3Gp02ZBq7oENgE+ars0V+bsgYOz1rEAKOwWmRee7rP92azFM6sst3Dmb29QJG6TSLLlPuUgnbdHTm+eLl9Xej3TMZjFMRM+nhjtkiwzTO2cLhsdFRvqlmf2mFfBJJ2KfqUM2+b1PNc7oNb1vUa3jbosS+1hyOs6cjlOn4xxx/F6cf29O1wvZ39lburBE3B5vxImIKKe98cYb2LdvH6677rqocfv27YNLupj/9ttvccMNN6C2tha9evXCqFGj8O677+Lkk0/O8FoTERFRLuONOBERZVwmO3AZP358zI6+Nm7caHj/8MMP4+GHH07iU4iIiEjGztrs8UaciIgyjtXViIiIchtjvT3eiBMRUcYJEWnHmOh8RERElP0Y6+3xRpyIiDJOdeyuJvZ8RERElP0Y6+0xfRkRERERERFRBrFEnIiIMo7txoiIiHIbY7093ognzCVlh+wMnHId2leKEHHkEQ+qPodlOOQqV2PndNTzWKeTIXe4lAvSnPfROJ0xX7fVOLkijZ6TOjIuGD19OMe4IQtoHN9Azn0e2n+KtJ9E+Get5zyPJFNV9HnNCcWldTbkAtf2rXGYda5wmPKFy/Okg91xgjjygDvnCXcY77hvnPP0dg7yfmvHSJhku7Eu05UqdSKpV6J0ipOO4x3WQY2Rr1kWULy2433CPn+zS7GP126H8Va/bV+wIGpYgRpZTr50vsp3GWNOviKPM163uaXE325X9HC3VV5wbZz8KfpiLIelIX+4mV0+cVjkD5fPsZFhQpo39LdVHvGg9GFB08naL32o33Rs+qVc4X7TGvtMOby9ivX1Y7PSbDkcANrQFHMc4jhOA8L+OEccvxen31uqv+f4dJLK24z1tngjTkREGcd2Y0RERLmNsd4eb8SJiCjj2JMqERFRbmOst8fO2oiIiIiIiIgyiCXiRESUcayuRkRElNsY6+3xRpyIiDJOCGHoNCiR+YiIiCj7Mdbb4404ERFlHFOaEBER5TbGenu8EScioowTSWYn6SKxmYiIqNNjrLfHG/Fs55Rr0DGluVOe8NRykwKA6pRHXHHIb6rEzteoOCw7GbG+k3lbGN/b5Bi3yC2u55S2yjGOcE5yYTFOmMbJ6x0apsijFH1ZUm7vcH5yfZi8XqFhQW0dDPnBhStqmHm+qHlscoWbc4ynKvW8nU55xLMg72daPoOIsk/QdqxIMVY75T0O2sRZncuU49nMKf+yX7HP39yquG3HW53jvUp0HvF8ERnmFpFlFgSNl7RuRMa5TbEqT7p4kse5tOGKnEfcNMwlzWvOMS6z2qMWkyXEqrau1ZGhV+uVSxVV7RpC2AxTpWuPoHTMBUzXJPK4oOnY9iFyrAUV4zi/y3hN54f1NV6bEjtXuD/FPOGqw3EOAEGH6wXHPOMpX1vbny8od/BGnIiIMo7V1YiIiHIbY7093ogTEVHGMTgTERHlNsZ6e7wRJyKijBMxmmDEMx8RERFlP8Z6e7wRJyKijONTciIiotzGWG8vvb0pEREREREREZEtlogTEVHGCWHdA3A88xEREVH2Y6y3xxtxIiLKOAFhSJWTyHxERESU/Rjr7fFGPGGqlLw7tZr98RxkinOicPvPcMhl6JTTMp42Gk75ohXHdbCbP9ltHF8+ZrvtI+d5jJ4uOsejXd5xGPKOt+/JJZJvXPtMaR9H5zV3SfPpf0TnerXKN27Ffl/KktmvKeYRT3F+xzzAGcgBnpnAJH+P9vs8PiWn7Bb5tSlO8UQ4x2mn849zfunUzm/x5E4OqA6xHPZ5wP1O53WH0arFOTZfKbRYTGRBbiU/8rfpkjZPRN6br1PypO+iqHIecZf2v5QrXM8jbjHOPI3MKre43fR27G5khMVJ0Wr6cM5w6VjRh0X+l65VFDmPuHHfGMaZctQH5TziMB53qmI8Tv2izfI72eUK96stMccBQFC1zyMeUK1zl8ucfi/OecBTux6I63rCcRqnc4YwvGsvjPX2eCNOREQZpyZ5qdL+jzuIiIgoHRjr7WVVZ21CCMybNw8DBgxAUVERxo0bh927d9vOs2DBAiiKYngNHTrUME1bWxtmzpyJPn36oHv37pg8eTLq6ura+dsQERGRFcZ7IiLq6rLqRnzx4sV45JFHsHz5cmzbtg3dunVDdXU12tqsq67oTjnlFBw8eDD8evvttw3jb7vtNvzlL3/BCy+8gE2bNuHLL7/EpEmT2vnbEBFRLEKIpF/U+THeExHlPsZ6e1lTNV0IgSVLlmDu3Lm47LLLAABPP/00ysrKsHbtWkyZMiXmvHl5eSgvL7cc19DQgCeffBKrV6/GhRdeCABYuXIlTjrpJGzduhVnn312O30jIiKKhblFuy7GeyKiroGx3l7WlIjv3bsXtbW1GDduXHhYaWkpqqqqsGXLFtt5d+/ejYqKChx77LG45pprsG/fvvC4HTt2wO/3G5Y7dOhQDBw40Ha5Xq8XjY2NhhcREaWHqvWkmsyLOrdsiveM9URE7Yex3l7W3IjX1tYCAMrKygzDy8rKwuOsVFVVYdWqVVi3bh2WLVuGvXv34txzz8WRI0fCyy0oKEDPnj0TWu6iRYtQWloaflVWVqb4DYmISCek3lQTeiXwGfG0KTZ74YUXMHToUBQWFmLYsGF49dVXU/6uZJRN8Z6xnoio/WQi1ndmHXYj/uyzz6J79+7hl9/vnFrDyoQJE3DllVdi+PDhqK6uxquvvor6+no8//zzKa3fnDlz0NDQEH7t378/peUREVFEpp6SO7Uplr377ru4+uqrcf311+P999/HxIkTMXHiRHz44Ydp+MZdVzbHe8Z6IqL2wxJxex3WRvzSSy9FVVVV+L3XG8r7V1dXhwEDBoSH19XVYeTIkXEvt2fPnjjhhBPw6aefAgDKy8vh8/lQX19veEpeV1cXs50ZAHg8Hng8noS/FxERZQ+7NsVmv/nNb3DRRRfhjjvuAADce++9WL9+PR577DEsX768ndc0d2VzvGesJyKijtJhN+I9evRAjx49wu+FECgvL8eGDRvCgbixsRHbtm3DTTfdFPdym5qasGfPHvzP//wPAGDUqFHIz8/Hhg0bMHnyZADArl27sG/fPowePTrFb+GU5S4DFQ6EwzooDrM7PHBSHOYPLSNoPx5u+89o5+0knLZRWOzvYb8Mi3Gm6YXhyZ5p+lR6htTnVaLXQWjbVbFad0WfXR6n7wer7xrZR8a1Ne3bGF9FUdr/t+C8n+2P09SXH8dxFvex2F46+vMjkq16ph/y5ra8sW6o9DbFhYWFGD16NBYtWoSBAwdaLnvLli2oqakxDKuursbatWuTWFPS5Ua8b19O5xfh8NtV1YDt+HjirNM0wfaO1Ur0OToAb9Qwl7QeLuRH/laM8UiOO3ki3zhOXoY0n9U20D/PZTVORA+LZ1tbLcuOarf/pes083GiWlwbyMsyL1cYxgUthwNAQPHHHKdK14Qq/KZx5mmta8cERPR+1/nV1pjjACCoxp4XAFTVuUaO0+/Jabzj77nDrwUyJ9VYn+uypo24oiiYPXs27rvvPvz5z3/GBx98gKlTp6KiogITJ04MTzd27Fg89thj4fe33347Nm3ahM8++wzvvvsuLr/8crjdblx99dWA1gHM9ddfj5qaGrz11lvYsWMHpk+fjtGjR7MHVSKiDpJqdbXKykpD295FixZFfYZTm2Kz2trahNstU+IY74mIugZWTbeXNenLAODOO+9Ec3MzZsyYgfr6eowZMwbr1q1DYWFheJo9e/bg0KFD4fcHDhzA1VdfjcOHD6Nfv34YM2YMtm7din79+oWnefjhh+FyuTB58mR4vV5UV1fj8ccfz/j3IyKiEFUkF2hV7TH5/v37UVJSEh5uVRo+YcKE8N/Dhw9HVVUVBg0ahOeffx7XX3990utOqWO8JyLKfanG+lyXVTfiiqJg4cKFWLhwYcxpPvvsM8P7NWvWOC63sLAQS5cuxdKlS9OynkRElBqh/UtmPgAoKSkx3IjHw9ym2Ky8vBx1dXWGYU79iVByGO+JiHJfqrE+12VN1XQiIqL2pLcpljsIk40ePRobNmwwDFu/fn3Wty8mIiKizoc34kRElHFC6zou0Vciz8id2hRPnToVc+bMCU9/6623Yt26dXjwwQfxySefYMGCBdi+fTtmzZrVDluAiIgot2Ui1ndmWVU1nYiIuoZkO2NJZB6nNsX79u2DyxV5Hn3OOedg9erVmDt3Ln72s5/h+OOPx9q1a3HqqacmvJ5ERERdXSZifWfGG3EiIso4IZJsN5ZABy5ObYo3btwYNezKK6/ElVdemfB6ERERkVEmYn1nxhvxdpV6nnGng1dxTBSeap7xeHIdOn2Pjs23Hn++xtTyQNvvK6tc49HTx3OykqdRIgnBIxOEk7+r2vQW21fL82k8fqzyjbu0xcf63vFu22zII+4kxfnTkBc09c5JOk9uUj4lp1wRz+9WcfxtRufQNn6G/TnUafmqsM97DACKRU5sWaCdTy9BJTq/s1vJjxom5wdXEMkBbs7prdjkB5fzeMvLsMwjbs5PLk9jcQ3lgjt6oA2rXOQ6qzzgdlSb48gqF72c89s8jYCcD9yUb1yKd8K0DDXGMszzAUAwRh5xu+PVKU94wCmPeBy/BedpHPKEp/h7jyeWd5bOzBjr7bGNOBEREREREVEGsUSciIgyjk/JiYiIchtjvT3eiBMRUcYJLTwnMx8RERFlP8Z6e6yaTkREGaeGw3PiLyIiIsp+mYr1mzdvxiWXXIKKigooioK1a9caxgshMG/ePAwYMABFRUUYN24cdu/eneZvmzjeiBMRUcbxRpyIiCi3ZSrWNzc3Y8SIEVi6dKnl+MWLF+ORRx7B8uXLsW3bNnTr1g3V1dVoa2tL0zdNDqumExERERERUac0YcIETJgwwXKcEAJLlizB3LlzcdlllwEAnn76aZSVlWHt2rWYMmVKhtc2giXiRESUcWoK/4iIiCj7pRrrGxsbDS+v1z49nZW9e/eitrYW48aNCw8rLS1FVVUVtmzZktbvmyiWiHeo1HN0p5pHUElD7mOnXOROUs//nMqHJ/bZCecKt1xIO1et1ZdvyiduOalTblrH7WMar1gvr0P3cbxSXMfM5PTsBNsxTkIREAnmyEUnyp1KOcTpnB1PDHQ4vzh3TNS+8yPO/Mp2nPKMOz1EcyvRl6SqEr1OxjzisWOYnEfcBXOOces84lbs8pPbsVu3uMVxuou3Uytzvm847BM5B7g5hhtyhVssN9a6RS0nRh7xoM2xqKrW80SWaX8cx3OcO12ztPf4VK9HtA9JfRlpkGqsr6ysNAyfP38+FixYkNCyamtrAQBlZWWG4WVlZeFxHYU34kRElHEiyfbevBEnIiLqHFKN9fv370dJSUl4uMfjSev6dTTeiBMRUcapUKEkUcLPqulERESdQ6qxvqSkxHAjnozy8nIAQF1dHQYMGBAeXldXh5EjR6a07FSxjTgRERERERHlnMGDB6O8vBwbNmwID2tsbMS2bdswevToDl03logTEVHG6QlKkpmPiIiIsl+mYn1TUxM+/fTT8Pu9e/di586d6N27NwYOHIjZs2fjvvvuw/HHH4/Bgwfj7rvvRkVFBSZOnJjwuqUTb8SJiCjjVEWFkkQHLqyaTkRE1DlkKtZv374dF1xwQfh9TU0NAGDatGlYtWoV7rzzTjQ3N2PGjBmor6/HmDFjsG7dOhQWFia8bunEG3EiIso4thEnIiLKbZmK9eeffz6ETU/xiqJg4cKFWLhwYcLr0p54I05ERBnHG3EiIqLcxlhvjzfiCRORvI5Kigm045Lqgdi+eciRrlzkGZTad07wu8aRxzGV9dHnVawS2Vp9dtQx65SbNsH+HKV8opbrlMWYB1xjOG7ab5uwjTiRzOm4jp2rGQBUh59qPGdy1WkVUu3e1yl1skX1VcUij7icE1zOBx49b3y5wq2WEW9+8niYc5inS6I3Konk+4ZDrmu7HON2yzCvc6x57dY11TzhqhpPHvFUc5Hb/147xbVAmjDW22Ov6UREREREREQZxBJxIiLKOBVBKI6lBtbzERERUfZjrLfHG3EiIso4AZFkdbVMNCEgIiKiVDHW2+ONOBERZRzTlxEREeU2xnp7vBEnIqKMC1VXS7ybkq5SXY2IiKizY6y3x87aiIiIiIiIiDKIJeJERNQBkktp0pXSvhAREXVujPV2supGXAiB+fPn44knnkB9fT2+853vYNmyZTj++ONjznPMMcfg888/jxp+8803Y+nSpQCA888/H5s2bTKM//GPf4zly5enusKpzZ8DecjR6TtUSMMPPcHjoD22l9Uy484tHp7B6nhMdPtEjpfOfVxY6QRBIdVzUgapIphUpSzVJr8sdR6dLt7bcj43CIdj3elqwC5XM+LIbR3PhbDiMI1j/mWHn7PTd3C5LC5JLU5pqiGPeGL5wcOfFWNl7eZJZBrHZdjkNbci0lBN12n7201j117XPo+4cb3jvSGzO9acluGcJzye32tq8T6ebW3/+fHE8k5wTcJY7yirqqYvXrwYjzzyCJYvX45t27ahW7duqK6uRltbW8x5/vGPf+DgwYPh1/r16wEAV155pWG6G264wTDd4sWL2/37EBGRNaE9JU/mRZ0f4z0RUe5jrLeXNSXiQggsWbIEc+fOxWWXXQYAePrpp1FWVoa1a9diypQplvP169fP8P7+++/HkCFDcN555xmGFxcXo7y8vB2/ARERxUsg6FhKGGs+6twY74mIugbGentZUyK+d+9e1NbWYty4ceFhpaWlqKqqwpYtW+Jahs/nwzPPPIPrrrsOiqma7bPPPou+ffvi1FNPxZw5c9DS0mK7LK/Xi8bGRsOLiIiIUpNN8Z6xnoiIOkrW3IjX1tYCAMrKygzDy8rKwuOcrF27FvX19bj22msNw//7v/8bzzzzDN566y3MmTMHf/jDH/DDH/7QdlmLFi1CaWlp+FVZWZnwdyIiImtqCv/itWjRIpx55pno0aMH+vfvj4kTJ2LXrl2286xatQqKohhehYWFafjGpMumeM9YT0TUfjIR6zuzDrsRf/bZZ9G9e/fwy+/3p7zMJ598EhMmTEBFRYVh+IwZM1BdXY1hw4bhmmuuwdNPP42XXnoJe/bsibmsOXPmoKGhIfzav39/yutHREQhAiLJdmPxd0i3adMmzJw5E1u3bsX69evh9/sxfvx4NDc3285XUlJiaGNs1UEYxS+b4z1jPRFR+8lErO/MOqyN+KWXXoqqqqrwe6/XCwCoq6vDgAEDwsPr6uowcuRIx+V9/vnneOONN/Diiy86Tqt/7qeffoohQ4ZYTuPxeODxeOL6LkRElBghghCOfUVbzxevdevWGd6vWrUK/fv3x44dO/Dd73435nyKorCNcRplc7xnrCciaj+ZiPWdWYfdiPfo0QM9evQIvxdCoLy8HBs2bAgH4sbGRmzbtg033XST4/JWrlyJ/v374+KLL3acdufOnQBguAAgIqLMCVU7S7zqmV5dzdyWN54bqoaGBgBA7969badramrCoEGDoKoqTj/9dPzyl7/EKaeckvC6UgjjPRFR15RqrM91WdNGXFEUzJ49G/fddx/+/Oc/44MPPsDUqVNRUVGBiRMnhqcbO3YsHnvsMcO8qqpi5cqVmDZtGvLyjM8W9uzZg3vvvRc7duzAZ599hj//+c+YOnUqvvvd72L48OEZ+35ERJQ+lZWVhra9ixYtsp1eVVXMnj0b3/nOd3DqqafGnO7EE0/EihUr8PLLL+OZZ56Bqqo455xzcODAgXb4Fl0T4z0REVEWpS8DgDvvvBPNzc2YMWMG6uvrMWbMGKxbt87QUc6ePXtw6NAhw3xvvPEG9u3bh+uuuy5qmQUFBXjjjTewZMkSNDc3o7KyEpMnT8bcuXMz8p1siQy0f1ASrw5i1DWeSFlK4/7piLYu+mcq8VYJivf72h5TXfh4iUcmfvOdRCilSRLV1bSUJvv370dJSUl4uFNp+MyZM/Hhhx/i7bfftp1u9OjRGD16dPj9Oeecg5NOOgm//e1vce+99ya8vmSty8V7J8Lh3On4U7GvxhnPqUdFwHa8S7G/ZFRV+/kVxaHsJ87wYViOCFgPByCHXcVU7hTroxTFHd9KxPrMLCOcjquo6eOrDmyX49nuM+NdH1XEPpacl2E/3m7Z8X+G03ZymD/B/dKZpRrrc50iBK8M49HY2IjS0lIAefHf2GSDlG/Eu7BOfiOuS/vxymMqeZ3sdBs6bgNoaGgw3PSmQj+X9i8Z7Xhhb0UVAXzVuCWhdZo1axZefvllbN68GYMHD074M6+88krk5eXhj3/8Y8LzUucSifXu8N2v4zk0rnOi/Q2b82c4zO/4W3K+wXS6qXT+vTqtY6rLt1+O3fLNN+Kxl80b8bim4424w/wOn+Gw/PiuGZ1u9u2XYfwMASDY6WN9Z5TdZxAiIspJmUhpIoTArFmz8NJLL+HNN99M6iY8GAzigw8+YBtjIiKiBDF9mb2sqppORERdQyZ6Up05cyZWr16Nl19+GT169AjnqC4tLUVRUREAYOrUqTjqqKPCbcwXLlyIs88+G8cddxzq6+vxwAMP4PPPP8ePfvSjhNeViIioK2Ov6fZ4I05ERDlp2bJlAIDzzz/fMHzlypW49tprAQD79u2DyxWpHPbtt9/ihhtuQG1tLXr16oVRo0bh3Xffxcknn5zhtSciIqJcxhtxIiLKOAFh287Qbr64p42jTf7GjRsN7x9++GE8/PDDCa8XERERGWUi1ndmvBEnIqKME0JNsrpa12g3RkRE1Nkx1tvjjTgREXWAYJLPu7tGuzEiIqLOj7HeDm/Ec10nS5fUmWVrNRq79UoqtRmPKUqD0NNuPiUnSgen30U8GdacTu1O1UudPsNp+VZ5zK3Sg8X6roqwSV8Wb5oxLe1U/NPHHhVvyrRUJVPtN2oZCac5s0lRllBmC+tp7dfHIfWXU2qwuL6rU3oyxqF4Mdbb4404ERFlHIMzERFRbmOst8c84kREREREREQZxBJxIiLKOBVqUk0j0lENk4iIiNofY7093ogTEVHGsboaERFRbmOst8cbcSIiyjghkusRNdn5iIiIKLMY6+3xRpyIiDIu1Jt/4k+8szU7ARERERkx1ttjZ21EREREREREGcQS8YRl9hlNUnmeKS26wtO4ZL4jj8mOk/ljsv0+L9n2X12l3Rh1Ik4JsgFAccht7FAuojgd9/HmvU6BY+dJDpshmTzjVr/3WDm+zesnT2d33rDK953oecYy33kHdjaVjvNkvOufyGfFP61NnnKnPOHZ0MmX4zo6nTPi+A7xnHeyAGO9Pd6IExFRxjE4ExER5TbGenu8ESciooxLttQiK0o7iIiIyBFjvT3eiBMRUcbxKTkREVFuY6y3x87aiIiIiIiIiDKIJeJERJRxfEpORESU2xjr7fFGnIiIOkCyQbZrBGciIqLOj7HeDm/EiYgo4/iUnIiIKLcx1tvjjXiW6wq5rKlz4TFJ6cCeVKmzcDrnKXBIkJ0RDnmL40l1nkSeb+MCHManmGc87vVIkHxOiZWj3HEZcd40WOUsT+hz2vn8l8zNT2LzpJ6b3GkbOK9PMKXPD8n+OJQt12qM9fbYWRsRERERERFRBrFEnIiIMk4IkVSpgkh3cRgRERG1C8Z6e7wRJyKiDhCMoy6rla4RnImIiDo/xno7vBEnIqKMC7XBSzw4d5Wn5ERERJ0dY729rGoj/uKLL2L8+PHo06cPFEXBzp0745rvhRdewNChQ1FYWIhhw4bh1VdfNYwXQmDevHkYMGAAioqKMG7cOOzevbudvgURETlTU3hRZ8ZYT0TUVTDW28mqG/Hm5maMGTMGv/rVr+Ke591338XVV1+N66+/Hu+//z4mTpyIiRMn4sMPPwxPs3jxYjzyyCNYvnw5tm3bhm7duqG6uhptbW3t9E2IiIjICmM9ERERoIgsLPv/7LPPMHjwYLz//vsYOXKk7bRXXXUVmpub8de//jU87Oyzz8bIkSOxfPlyCCFQUVGBn/zkJ7j99tsBAA0NDSgrK8OqVaswZcqUuNapsbERpaWlANxJtnUgIupsBIAgGhoaUFJSkpYl6udSBYVQ4s1XJK+REBBoS+s6UcfIlVgfV/oyx2PdvlzE8TMc0245l7s4p+5ypzS/U+qu+FOHxTddMqnIkk1fFvfymb4s5WV2ivRlDvM7pxaLYzs53L4llr6Msb6jZFWJeDK2bNmCcePGGYZVV1djy5YtAIC9e/eitrbWME1paSmqqqrC01jxer1obGw0vIiIKD1ECv+o62GsJyLqfBjr7XX6G/Ha2lqUlZUZhpWVlaG2tjY8Xh8WaxorixYtQmlpafhVWVnZLutPRNQ1Za7d2NKlS3HMMcegsLAQVVVV+Pvf/247vVNbZMo8xvrcJ4Qa9bIW33nBanlOnxHvPPGtp8V3hJrSK5Vt2V7bIv79E/8+olzCNuJ2OuxG/Nlnn0X37t3Dr7/97W8dtSqW5syZg4aGhvBr//79Hb1KREQ5RISq1iX6SvAp+XPPPYeamhrMnz8f7733HkaMGIHq6mp89dVXltPH0xaZ4sdYT0TUlWUm1ndWHZa+7NJLL0VVVVX4/VFHHZXUcsrLy1FXV2cYVldXh/Ly8vB4fdiAAQMM09i1SfN4PPB4PEmtExEROUm24llicz300EO44YYbMH36dADA8uXL8corr2DFihW46667oqb/zW9+g4suugh33HEHAODee+/F+vXr8dhjj2H58uVJrXFXxlhPRNSVZSbWd1YddiPeo0cP9OjRI+XljB49Ghs2bMDs2bPDw9avX4/Ro0cDAAYPHozy8nJs2LAhHIwbGxuxbds23HTTTXF/TqRPu65xYBAR6ee79uvTM/nlmtvyWt1Q+Xw+7NixA3PmzAkPc7lcGDduXMx2w1u2bEFNTY1hWHV1NdauXZv0unZlXSHWxzWl40Sp/sac5o9n+akuo2tUJe0M0lG9O/llJFaFPlHOnbWl/ltIeRkpd6SWid9r9LTZGOtzXYfdiFv55ptvsG/fPnz55ZcAgF27dgHak279affUqVNx1FFHYdGiRQCAW2+9Feeddx4efPBBXHzxxVizZg22b9+O3/3udwAARVEwe/Zs3HfffTj++OMxePBg3H333aioqMDEiRPjXrcjR45ofzHQEFHXcuTIEa0n6dQVFBSgvLzctt2uk+7du0e15Z0/fz4WLFhgGHbo0CEEg0HLdsOffPKJ5bKd2iJT6hjrE9fu9/HO9w5ElOOyLdaXl5ejoKAgLeuTrbLqRvzPf/5zuPoggHC6EfkCa9++fXC5Ik3bzznnHKxevRpz587Fz372Mxx//PFYu3YtTj311PA0d955J5qbmzFjxgzU19djzJgxWLduHQoLC+Net4qKCuzfvx89evSAoihobGxEZWUl9u/fn9Pd6qcTt1lyuN0Sx22WHPN2E0LgyJEjqKioSNtnFBYWYu/evfD5fEkvQwgRlQ6F1Ys7D8b63Mftljhus+RwuyWus8T6goKChM7fnVFW5hHvDPT8eLme3y6duM2Sw+2WOG6z5OTadvP5fCguLsaf/vQnQ6notGnTUF9fj5dffjlqnoEDB6KmpsZQBXr+/PlYu3Yt/u///i9j607ZIdd+E5nC7ZY4brPkcLsljtsse3T69GVERERWCgoKMGrUKGzYsCE8TFVVbNiwIdy22ExviyyT2yITERERpUNWVU0nIiJKp5qaGkybNg1nnHEGzjrrLCxZsgTNzc3hqtGJtkUmIiIiSgfeiCfJ4/Fg/vz5bJeYAG6z5HC7JY7bLDm5uN2uuuoqfP3115g3bx5qa2sxcuRIrFu3LtwhWzJtkanryMXfRCZwuyWO2yw53G6J4zbLHmwjTkRERERERJRBbCNORERERERElEG8ESciIiIiIiLKIN6IExEREREREWUQb8SJiIiIiIiIMog34pIXX3wR48ePR58+faAoCnbu3BnXfC+88AKGDh2KwsJCDBs2DK+++qphvBAC8+bNw4ABA1BUVIRx48Zh9+7d7fQtMiuZ77ZgwQIoimJ4DR061DBNW1sbZs6ciT59+qB79+6YPHky6urq2vnbZMbSpUtxzDHHoLCwEFVVVfj73/9uO31XPr5kiWy3VatWRR1jhYWFhmlyfbtt3rwZl1xyCSoqKqAoCtauXes4z8aNG3H66afD4/HguOOOw6pVq6KmSfT4Jco2jPWJY6xPDuN94hjrE8NY38kJCnv66afFPffcI5544gkBQLz//vuO87zzzjvC7XaLxYsXi48//ljMnTtX5Ofniw8++CA8zf333y9KS0vF2rVrxf/93/+JSy+9VAwePFi0tra28zdqf8l8t/nz54tTTjlFHDx4MPz6+uuvDdPceOONorKyUmzYsEFs375dnH322eKcc87JwDdqX2vWrBEFBQVixYoV4qOPPhI33HCD6Nmzp6irq7OcvqsfX7pEt9vKlStFSUmJ4Rirra01TJPr2+3VV18VP//5z8WLL74oAIiXXnrJdvr//Oc/ori4WNTU1IiPP/5YPProo8Ltdot169aFp0l0PxBlI8b6xDHWJ47xPnGM9YljrO/ceCNuYe/evXEH5//6r/8SF198sWFYVVWV+PGPfyyEEEJVVVFeXi4eeOCB8Pj6+nrh8XjEH//4x3ZY+8xJ9rvNnz9fjBgxIub4+v+/vfsPjbp+4Dj+Wno3J5dbqNyceFPTLTZat1yOS2KSw5ViM2IstM3Rb5JAiMr+sBEU0Q8qlIyIumFKw8KYMLHCklRmsXlQbEPyWhOjuazNKc0f3N7fP2qfr7cfuvuxz3a75wMG+7w/78/783m/P2/utbd33qe31zgcDvP5559bZe3t7UaSaWpqimMP7Ld8+XKzefNmazsUCpmsrCzz+uuvj1g/mefXtSIdN7/fb9LT00dtL1nGbdBYwvmFF14w+fn5YWWVlZWmrKzM2o70PgCTGVk/NmR9dMj7yJH1sSHrEw8fTY9RU1OTSktLw8rKysrU1NQkSero6FBXV1dYnfT0dBUXF1t1ElUsffvll1+UlZWlxYsXa+PGjTp9+rS1r6WlRVevXg1r97bbbpPH40noMbty5YpaWlrC+nXTTTeptLR01H4l8/waFM24SdLFixeVnZ2tBQsWqLy8XK2trda+ZBi3SN1orkV7H4CpIJlfi8n6yJH3kSPr7UHWTy4sxGPU1dUlt9sdVuZ2u9XV1WXtHywbrU6iirZvxcXFqqur08GDB/XBBx+oo6ND99xzjy5cuGC163Q6lZGREVG7k925c+cUCoUiGq9knl+Dohm33NxcffLJJ2poaNDu3bs1MDCgu+++W2fOnJGSZNwiNdpc6+vrU39/f1T3AZgqkvm1mKyPHHkfObLeHmT95JK0C/E9e/bI5XJZP0eOHJnoS5r0ho7Z1atXo2rn/vvvV0VFhQoKClRWVqYDBw6ot7dXe/fujfs1Izn5fD5VV1fL6/WqpKRE+/bt09y5c/Xhhx9O9KUBsBFZHzmyHomCrEeimz7RFzBRHnjgARUXF1vb8+fPj6qdzMzMYd/wefbsWWVmZlr7B8vmzZsXVsfr9UZ59RNj6JhdvnxZikPfMjIylJOTo1OnTkn/jdmVK1fU29sb9i/l145rIpozZ46mTZt23fkyVDLNr9FEM25DORwOFRYWhs0xTfFxi9Roc23WrFlKS0vTtGnTYr4PgN3I+siR9bEj7yNH1tuDrJ9ckvYd8ZtvvllLliyxftLS0qJqx+fz6dChQ2Fl33zzjXw+nyRp0aJFyszMDKvT19enH374waqTKIaOWV5eXlz6dvHiRQWDQetFctmyZXI4HGHtnjx5UqdPn064MbuW0+nUsmXLwvo1MDCgQ4cOjdqvZJpfo4lm3IYKhUL6+eefrTmWDOMWqRvNtXjcB8BuZH3kyPrYkfeRI+vtQdZPMhP9bXGTyV9//WUCgYBpbGw0kkx9fb0JBALmjz/+sOpUVVWZrVu3WtvHjh0z06dPN2+//bZpb283tbW1Iz5uIiMjwzQ0NJiffvrJlJeXT5lHJ4ylb/fee6/ZsWOHtf3cc8+Zw4cPm46ODnPs2DFTWlpq5syZY7q7u606Tz/9tPF4PObbb781zc3NxufzGZ/PZ3v/4q2+vt6kpqaauro609bWZp588kmTkZFhPW6D+TWySMftlVdeMV999ZUJBoOmpaXFPPzww2bGjBmmtbXVqjPVx+3ChQsmEAiYQCBgJJl33nnHBAIB09nZaYwxZuvWraaqqsqqP/hIk+eff960t7eb999/f8RHmlzvPgCJgKyPHFkfOfI+cmR95Mj6xMZC/Bp+v99IGvZTW1tr1SkpKTGbNm0KO27v3r0mJyfHOJ1Ok5+fbxobG8P2DwwMmG3bthm3221SU1PNqlWrzMmTJ23r13gaS9+ys7PDxrCystLMmzfPOJ1OM3/+fFNZWWlOnToVdkx/f7955plnzC233GJmzpxpHnzwwbA/khLZjh07jMfjMU6n0yxfvtwcP37c2sf8Gl0k47ZlyxarrtvtNmvWrDEnTpwIa2+qj9t333034uvZ4Dht2rTJlJSUDDvG6/Uap9NpFi9ebPx+/7B2r3cfgERA1keOrI8OeR85sj4yZH1iSzH/PncOAAAAAADYIGn/jzgAAAAAABOBhTgAAAAAADZiIQ4AAAAAgI1YiAMAAAAAYCMW4gAAAAAA2IiFOAAAAAAANmIhDgAAAACAjViIAwAAAABgIxbiwCTw8ccfa/Xq1eN+noMHD8rr9WpgYGDczwUAAP6PrAdwLRbiwAS7dOmStm3bptra2nE/13333SeHw6E9e/aM+7kAAMC/yHoAQ7EQBybYF198oVmzZmnFihW2nK+mpkbbt2+35VwAAICsBzAcC3EgTnbt2qXZs2fr8uXLYeXr169XVVXVqMfV19dr3bp1YWUrV67Uli1bhrVTU1NjbS9cuFCvvvqqqqur5XK5lJ2drf379+vPP/9UeXm5XC6XCgoK1NzcHNbOunXr1NzcrGAwGGOPAQBILmQ9gHhhIQ7ESUVFhUKhkPbv32+VdXd3q7GxUY8++uioxx09elRFRUVRnfPdd9/VihUrFAgEtHbtWlVVVam6ulqPPPKITpw4oVtvvVXV1dUyxljHeDweud1uHTlyJKpzAgCQrMh6APHCQhyIk7S0NG3YsEF+v991tC8zAAAC3ElEQVQq2717tzwej1auXDniMb29vTp//ryysrKiOueaNWv01FNPaenSpXr55ZfV19enu+66SxUVFcrJydGLL76o9vZ2nT17Nuy4rKwsdXZ2RnVOAACSFVkPIF5YiANx9MQTT+jrr7/W77//Lkmqq6tTTU2NUlJSRqzf398vSZoxY0ZU5ysoKLB+d7vdkqTbb799WFl3d3fYcWlpafrnn3+iOicAAMmMrAcQD9Mn+gKAqaSwsFB33HGHdu3apdWrV6u1tVWNjY2j1p89e7ZSUlLU09Nzw7ZDodCwMofDYf0++AfASGVDH2Hy999/a+7cuWPsFQAAGETWA4gH3hEH4uzxxx9XXV2d/H6/SktLtWDBglHrOp1O5eXlqa2tbdi+oR8x+/XXX+NyfZcuXVIwGFRhYWFc2gMAINmQ9QBixUIciLMNGzbozJkz+uijj677xS2DysrKdPTo0WHlDQ0N2rdvn4LBoF577TW1tbWps7PT+ihctI4fP67U1FT5fL6Y2gEAIFmR9QBixUIciLP09HQ99NBDcrlcWr9+/Q3rP/bYYzpw4IDOnz8fVr527Vq9+eabysvL0/fff6+dO3fqxx9/1KeffhrT9X322WfauHGjZs6cGVM7AAAkK7IeQKxSzLXPOgAQF6tWrVJ+fr62b98+pvoVFRW688479dJLL0n/PVvU6/Xqvffei+t1nTt3Trm5uWpubtaiRYvi2jYAAMmErAcQC94RB+Kop6dHX375pQ4fPqzNmzeP+bi33npLLpdrXK9Nkn777Tft3LmTYAYAIEpkPYB44FvTgTgqLCxUT0+P3njjDeXm5o75uIULF+rZZ58d12uTpKKiIhUVFY37eQAAmKrIegDxwEfTAQAAAACwER9NBwAAAADARizEAQAAAACwEQtxAAAAAABsxEIcAAAAAAAbsRAHAAAAAMBGLMQBAAAAALARC3EAAAAAAGzEQhwAAAAAABv9D05+GbJowc6CAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x1400 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_modes = 3\n",
    "plane = td.Box(center=(0, 0, 0), size=(0, 2, 2))\n",
    "mode_spec = td.ModeSpec(num_modes=num_modes)\n",
    "ms = ModeSolver(\n",
    "    simulation=sim_nonuniform_20_refine, plane=plane, mode_spec=mode_spec, freqs=[freq0]\n",
    ")\n",
    "modes = ms.solve()\n",
    "fig, axs = plt.subplots(num_modes, 2, figsize=(12, 14))\n",
    "for mode_ind in range(num_modes):\n",
    "    ms.plot_field(\"Ey\", \"abs\", f=freq0, mode_index=mode_ind, ax=axs[mode_ind, 0], robust=False)\n",
    "    ms.plot_field(\"Ez\", \"abs\", f=freq0, mode_index=mode_ind, ax=axs[mode_ind, 1], robust=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Mesh override with coarser grid size\n",
    "Sometimes, instead of refinement, we want to override a region with a coarser mesh. This can be achieved by setting `enforce=True` in [MeshOverrideStructure](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.MeshOverrideStructure.html).\n",
    "\n",
    "First, let's see the default behavior where `enforce=False` so that the override structure with coarser mesh will be ignored unless it fully covers the structure of fine mesh. In the following example, we try to override the mesh along x-direction be to 40nm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of grid points (millions): 2.9\n",
      "Minimal grid size along x-direction = 22.22nm\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "refine_box = td.MeshOverrideStructure(\n",
    "    geometry=td.Box(center=(0, 0, 0), size=(td.inf, 0.4, 0.4)),\n",
    "    dl=[50 * nm, 15.5 * nm, 15.5 * nm],\n",
    ")\n",
    "\n",
    "# Use the box as a grid refinement structure\n",
    "sim_nonuniform_20_coarser = td.Simulation(\n",
    "    size=[5, 3, 3],\n",
    "    grid_spec=td.GridSpec.auto(\n",
    "        wavelength=wavelength,\n",
    "        min_steps_per_wvl=20,\n",
    "        override_structures=[refine_box],\n",
    "    ),\n",
    "    medium=sub_med,\n",
    "    structures=[box1, box2],\n",
    "    boundary_spec=boundary_spec,\n",
    "    run_time=1e-12,\n",
    ")\n",
    "\n",
    "ax = plot_sim_grid(sim_nonuniform_20_coarser)\n",
    "print(\n",
    "    f\"Minimal grid size along x-direction = {min(sim_nonuniform_20_coarser.grid.sizes.x) * 1e3:1.2f}nm\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The minimal grid size along x-direction is still 22nm, so the `override_structures` doesn't take effect. This is because, by default, the meshing chooses the step size based on the highest-index structure (real or override) at any given cross-section. However, this behavior can be overridden if we set `enforce=True` in an `MeshOverrideStructure`, in which case other structures are ignored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of grid points (millions): 1.4\n",
      "Minimal grid size along x-direction = 40.00nm\n"
     ]
    },
    {
     "data": {
      "image/png": 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qyFtvvYXHH38cX3zxBb7//ns8++yzSEtLw88//4z69esjJCQE27Ztw48//ogNGzZg48aNWLt2Le6++258//33diPWN+ZUUZzZbMYtt9yCOXPmOCzjxn/KpOKsjRXJyclBjx49EBERgdTUVDRp0gR6vR779u3DSy+95NYnMo78888/2LNnDwDg8OHDMJvNZd68Xbx40aVnDFSrVs16n2NMTAxMJhOysrLs7mE0Go34559/EBsbW25ZMTExOHfuXJn1Fy5cAK7dV1i6n+36G/etqJ7SN0auvGEr5eyNhbNz7Gi9ozJKc7jxzQURkS+xv/cvufb3//3vf/Hxxx/jo48+Qnx8fJntGRkZLpUTGRlp/R2KiYnBjz/+CCGE3T+6N/bVzsTExDjtv+Gkr7/xPF+4cMH6TANnbPv6+vXrV9jG8gYQHJ1fZ+ecfb3y8FYCkqU6deogIiICv//+u0fxDRs2BAAcPXrUbr3RaMSJEyes20vdcsstmDRpErZt24bt27fj3LlzWLJkiXW7Wq1Gz549MWfOHBw+fBgzZszADz/8YL30z5mK4po0aYJLly6hZ8+eSExMLPNVOsLfpEkTmM1mHD58uNz6XB3BdXZ8StfdeHw8tWXLFvzzzz94//338dxzz+Ff//oXEhMTHV4O58no85gxY5Cfn4+0tDTs2LED8+bNK7NPp06dEBMTU+HXm2++aY0pfdNROuhQas+ePTCbzQ7flNiKj4/Hn3/+WeYTk927d9uV36ZNGwQFBZWpx2g04sCBAxXW06JFCwDAiRMnHG7Pz88vs670UylfK83hxoc4ERGVh/09+/uKbN++HS+88ALGjRuHwYMHO9zHlX4+JiYGa9eutcbEx8fj6tWrOHLkiF1ZN/bVzsTHx2Pfvn1lBj12796N0NBQNG/e3K6cG/v68+fP4+zZsz7v6zMzM8stzxsnTpyAWq22to2qFg4MkCyp1Wr07dsXX331VZk/pHDhcqrExERotVrMnz/fbt/ly5cjNzcXvXr1AgDk5eWhpKTELvaWW26BWq22XvJ16dKlMuWX/hF3dFlYKVfiHnnkEZw7dw7Lli0rs29hYaH1ict9+/aFWq1GampqmQ7Itn1hYWHIyclxmlOpjh07om7duliyZIldG7799lscOXLEeny8VToKbZuj0WjEokWLyuwbFhbm1qWGn376KdauXYuZM2fi5ZdfxqBBgzBp0iT8+eefdvt58oyBu+++GzVr1sTixYvtylq8eDFCQ0Ptjk92djb++OMPu3tWH374YZhMJixdutS6zmAwYMWKFUhISLB+YhAZGYnExER89NFHdh37ypUrceXKFQwYMKDcY1CvXj3ExcU5fI3g2hs1W99++y2Kiop8cjnijfbu3YvIyEi0bt3a52UTUdXF/p79fXkuXLiARx55BN26dbPObOCIJ88Y6NOnD4KDg+1yFEJgyZIlqFevHm6//Xa7PP744w8UFxdb1z388MPIzMzEZ599Zl2XnZ2NdevW4cEHH7Q+U6B169Zo0aIFli5dancF4+LFi6FSqfDwww+Xeww6dOgArVbrtK+/cdDq888/t7bF1/bu3YvWrVtbb7+hqoW3EpBsvf766/j+++/Ro0cP69Q+Fy5cwLp167Bjxw676XVuVKdOHUyYMAHTpk3Dfffdh969e+Po0aNYtGgROnXqZJ1q7ocffkBycjIGDBiA5s2bo6SkBCtXroRGo0H//v0BAKmpqdi2bRt69eqFhg0bIisrC4sWLUL9+vXLncbGlbghQ4bgk08+wdNPP40ff/wRXbt2hclkwh9//IFPPvkE3333HTp27IimTZti4sSJeO2119C9e3f069cPOp0Ov/76K2JjY5GWlgZc6zwWL16M6dOno2nTpqhbt671wUa2goOD8cYbb2D48OHo0aMHHn30Uev0RY0aNcLzzz/v9fkDgNtvvx01atTAsGHD8Oyzz0KlUmHlypUOO6sOHTpg7dq1SElJQadOnVCtWjU8+OCDDsvNysrC6NGjcddddyE5ORkAsGDBAvz44494/PHHsWPHDustBZ4+Y+C1117DmDFjMGDAACQlJWH79u346KOPMGPGDNSsWdO674IFCzBt2jT8+OOPuPPOO4FrD+4bMGAAJkyYgKysLDRt2hQffPABTp48ieXLl9vVNWPGDNx+++3W3/OzZ8/irbfewr333ov77ruvwlz79OmDzz//vMylkABw5MgRPPDAA+jduzfOnz+P//73v4iMjMTOnTvx8ccf49FHH3X72DizadMmPPjgg7zvkIjcxv6e/b2z/v7ZZ5/FxYsXMX78eKxZs8ZuW9u2bdG2bVvAw2cM1K9fH+PGjcPs2bNRXFyMTp06Yf369di+fTtWrVpld4n9hAkT8MEHH+DEiRNo1KgRcG1g4LbbbsPw4cNx+PBh1K5dG4sWLYLJZMK0adPs6po9ezZ69+6Ne++9F4MGDcLvv/+OBQsW4Mknn6zwSju9Xo97770XmzdvRmpqapntGzduxODBg3HHHXfgzz//xNKlSxEaGorvv/8enTp1wr/+9S+3j40jxcXF2Lp1K5555hmflEcyJPW0CETlOXXqlBg6dKioU6eO0Ol04qabbhJjxowRBoNBCJvpixxNcSSuTVfUokULERwcLKKiosTo0aPF5cuXrdv//vtv8cQTT4gmTZoIvV4vatasKe666y6xefNm6z7p6emiT58+IjY2Vmi1WhEbGyseffRR8eeff5abu6txRqNRvPHGG6J169ZCp9OJGjVqiA4dOohp06aVmXrvvffeE+3atbPu16NHD7Fp0ybr9oyMDNGrVy8RHh4uAFinMrpx+qJSa9eutZZXs2ZNMXjwYHH27Fm7fYYNGybCwsLKtK906puK/PTTT+K2224TISEhIjY2VowfP1589913ZfK5cuWK+Pe//y2qV68uAJQ7lVG/fv1EeHi4OHnypN36L774QgAQb7zxRoV5uWLp0qXi5ptvFlqtVjRp0kTMnTvXbrooYXMcbjy2hYWF4oUXXhDR0dFCp9OJTp06WacuutH27dvF7bffLvR6vahTp44YM2aMyMvLcynHffv2CQBlpsACIFJSUsSAAQNESEiIiImJEQsWLBBLliwRoaGh4sknnxSinNdQabtunH7L0e/DkSNHBAC71w0RkTvY37O/d6RHjx4uTTPsKZPJJF5//XXRsGFDodVqRevWrcVHH31UZr/SqRxPnDhht/7SpUtixIgRolatWiI0NFT06NHD6e/o559/LuLj44VOpxP169cXkyZNEkaj0aU8P/vsM6FSqeymPCydrvD1118XiYmJQqfTicaNG4tPP/1UvPLKKyI0NFRMmzZNCDf7dHHtuLdu3dpu3bfffisAiGPHjrmUMwUelfDHdSZERFRpevbsidjYWKxcudK6TqVSYerUqXj11Vf9Xv+4ceOwbds27N27l1cMEBER+ZjJZEKrVq3wyCOP4LXXXgMAnDx5Eo0bN8aKFSvw+OOP+z2Hvn37QqVSWW9VoKqHzxggIgpwr7/+OtauXWudlqoy/fPPP3j33Xcxffp0DgoQERH5gUajQWpqKhYuXIgrV65Uev1HjhzB119/bR2UoKqJzxggIgpwCQkJMBqNktRdq1YtSd6kEBERKcnAgQMxcOBASepu2bJlmYd3UtXDKwaIiIiIiIiIFEyWAwMLFy5Eo0aNoNfrkZCQgF9++cWluDVr1kClUqFv375264UQmDJlCmJiYhASEoLExEQcO3bMT9kTEUlPCFEpzxcg8gb7eyIizzRq1AhCiEp5vgApg+wGBkqnL5k6dSr27duHW2+9FUlJScjKyio37uTJk3jhhRfQvXv3MttmzZqF+fPnY8mSJdi9ezfCwsKQlJSEoqIiP7aEiIiInGF/T0REJB+ym5UgISEBnTp1woIFCwAAZrMZcXFxGDt2LF5++WWHMSaTCXfccQeeeOIJbN++HTk5OVi/fj1w7dOD2NhY/Oc//8ELL7wAAMjNzUVUVBTef/99DBo0qBJbR0RERGB/T0REJCuyevig0WjE3r17MWHCBOs6tVqNxMRE7Nq1y2lcamoq6tatixEjRmD79u12206cOIGMjAwkJiZa10VGRiIhIQG7du1y+kbBYDDAYDBYfzabzbh06RJq1arFJ28TEZEsCCGQn5+P2NhYqNWyuwjQKbn09+zriYhI7iqrr5fVwEB2djZMJhOioqLs1kdFReGPP/5wGLNjxw4sX74cBw4ccLg9IyPDWsaNZZZucyQtLQ3Tpk3zoBVERESV68yZM6hfv77UabhMLv09+3oiIgoU/u7rZTUw4K78/HwMGTIEy5YtQ+3atX1a9oQJE5CSkmL9OTc3Fw0aNMCZM2cQERHhecHHj1u+N2niXYK+KsfbstyJrWhfb7ZLFSvXvOQW66v1UuUv59iqmpen+/oj3tfl+LCsvN9+Q9wddyA8PNz7nGTMX/29W329p+csUOKkqJNxyoyTok7GKTNOijr9EJeXl4e4uDi/9/WyGhioXbs2NBoNMjMz7dZnZmYiOjq6zP7Hjx/HyZMn8eCDD1rXmc1mAEBQUBCOHj1qjcvMzERMTIxdmfHx8U5z0el00Ol0ZdZHRER4NzBQekK9KcOX5XhbljuxFe3rzXapYuWal9xifbVeqvzlHFtV8/J0X3/E+7ocX5ZVrRoABNxl73Lp793q6z09Z4ESJ0WdjFNmnBR1Mk6ZcVLU6cc4f/f1srohUavVokOHDkhPT7euM5vNSE9PR5cuXcrs36JFCxw8eBAHDhywfvXu3Rt33XUXDhw4gLi4ODRu3BjR0dF2Zebl5WH37t0OyyQiIiL/Yn9PREQkL7K6YgAAUlJSMGzYMHTs2BGdO3fGvHnzUFBQgOHDhwMAhg4dinr16iEtLQ16vR5t2rSxi69evToA2K0fN24cpk+fjmbNmqFx48aYPHkyYmNjy8x/7JLjx6+P6Hji1CnPY/1RjrdluRNb0b7ebJcqVq55yS3WV+u9yaGqxlbVvDzd1x/xvi7Hl2WdOeObciQg+/6eiIhIQWQ3MDBw4EBcvHgRU6ZMQUZGBuLj47Fx40brw4ROnz7t9tMYx48fj4KCAowaNQo5OTno1q0bNm7cCL1e76dWEBERUXnY3xMREcmH7AYGACA5ORnJyckOt23ZsqXc2Pfff7/MOpVKhdTUVKSmpnqfXJMmvrm/tGlT78vwZTneluVObEX7erNdqli55iW3WF+t9yaHqhpbVfPydF9/xPu6HF+UlZ/vq0wkIev+noiISEFk9YwBIiIiIiIiIqpcHBggIiIiIiIiUjAODBAREREREREpmCyfMUBEREQkGUczEHk6k0SgxElRJ+OUGSdFnYxTZpwUdfojrpKeJ8QrBoiIiIiIiIgUjFcMEBEREdkqbwYiT2eSCJQ4KepknDLjpKiTccqMk6JOX8bl5XlWlpt4xQARERERERGRgnFggIiIiIiIiEjBODBAREREREREpGAcGCAiIiIiIiJSMA4MEBERERERESkYZyUgIiIisnX8OBAebr9OTnNa+yNOijoZp8w4KepknDLjpKjTH3H5+Z6V6SZeMUBERERERESkYLxigIiIiMhWkyZARITjbXKY09qfcVLUyThlxklRJ+OUGSdFnb6My8vzrCw38YoBIiIiIiIiIgXjwAARERERERGRgvFWAnc5eiCRO7x5eIY/yvG2LHdiK9rXm+1Sxco1L7nF+mq9NzlU1diqmpen+/oj3tfl+LKsM2d8Uw4REREpGq8YICIiIiIiIlIwXjHgrvIeSOQObx6e4Y9yvC3LndiK9vVmu1Sxcs1LbrG+Wu9NDlU1tqrm5em+/oj3dTm+KKuSpjBSHE5XyDjG+S9OijoZp8w4KeoM4OkKOTBAREREZGPG+l+g04fYrav5TyYA4FKtc26VFShxUtTJOGXGSVEn45QZJ0Wd/ogzFBW6VZanODBAREREZCO7bgy0IWEOt12MqudRmYESJ0WdjFNmnBR1Mk6ZcVLU6cs4Y2GBR2W5i88YICIiIiIiIlIwDgwQERERERERKRgHBoiIiIiIiIgUTJYDAwsXLkSjRo2g1+uRkJCAX375xem+n332GTp27Ijq1asjLCwM8fHxWLlypd0+QghMmTIFMTExCAkJQWJiIo4dO1YJLSEiIiJn2N8TERHJg+wGBtauXYuUlBRMnToV+/btw6233oqkpCRkZWU53L9mzZqYOHEidu3ahf/7v//D8OHDMXz4cHz33XfWfWbNmoX58+djyZIl2L17N8LCwpCUlISioqJKbBkRERGVYn9PREQkH7KblWDOnDkYOXIkhg8fDgBYsmQJNmzYgPfeew8vv/xymf3vvPNOu5+fe+45fPDBB9ixYweSkpIghMC8efMwadIk9OnTBwDw4YcfIioqCuvXr8egQYMqqWVERERUSs79fe2sC06nK3RXoMRJUSfjlBknRZ2MU2acFHX6I66ypiuU1RUDRqMRe/fuRWJionWdWq1GYmIidu3aVWG8EALp6ek4evQo7rjjDgDAiRMnkJGRYVdmZGQkEhISyi3TYDAgLy/P7ouIiIi8J5f+nn09ERGRhayuGMjOzobJZEJUVJTd+qioKPzxxx9O43Jzc1GvXj0YDAZoNBosWrQI99xzDwAgIyPDWsaNZZZucyQtLQ3Tpk3zskVERER0I7n09876+uy6MdCGhDmMkcOc1v6Mk6JOxikzToo6GafMOCnq9GWcsbDAo7LcJasrBjwVHh6OAwcO4Ndff8WMGTOQkpKCLVu2eFXmhAkTkJuba/06c+aMz/IlIiIi9/m6v2dfT0REZCGrKwZq164NjUaDzEz7eywyMzMRHR3tNE6tVqNp06YAgPj4eBw5cgRpaWm48847rXGZmZmIiYmxKzM+Pt5pmTqdDjqdzgetIiIiIlty6e/Z1xMREVnI6ooBrVaLDh06ID093brObDYjPT0dXbp0cbkcs9kMg8EAAGjcuDGio6PtyszLy8Pu3bvdKpOIiIh8g/09ERGRvMjqigEASElJwbBhw9CxY0d07twZ8+bNQ0FBgfWpxUOHDkW9evWQlpYGXLs/sGPHjmjSpAkMBgO++eYbrFy5EosXLwYAqFQqjBs3DtOnT0ezZs3QuHFjTJ48GbGxsejbt6+kbSUiIlIq9vdERETyIbuBgYEDB+LixYuYMmUKMjIyEB8fj40bN1ofJnT69Gmo1dcvdCgoKMAzzzyDs2fPIiQkBC1atMBHH32EgQMHWvcZP348CgoKMGrUKOTk5KBbt27YuHEj9Hq9JG0kIiJSOjn395yukHGM81+cFHUyTplxUtQZyNMVym5gAACSk5ORnJzscNuNDxmaPn06pk+fXm55KpUKqampSE1N9T6548eB8HDP40+d8j4HX5bjbVnuxFa0rzfbpYqVa15yi/XVem9yqKqxVTUvT/f1R7yvy/FlWQH+sDxZ9/dEREQKIsuBASIiIiKpcLrCwMiVcYEdJ0WdjFNmnBR1BuJ0hRwYcFeTJkBEhPflXHuqsmzK8bYsd2Ir2teb7VLFyjUvucX6ar03OVTV2Kqal6f7+iPe1+X4oqz8fF9lQkRERAomq1kJiIiIiIiIiKhycWCAiIiIiIiISME4MEBERERERESkYBwYICIiIiIiIlIwPnyQiIiIyEbtrAvQ6UPs1slpTmt/xElRJ+OUGSdFnYxTZpwUdfojzlBU6FGZ7uIVA0REREREREQKxisGiIiIiGxk142BNiTM4TY5zGntzzgp6mScMuOkqJNxyoyTok5fxhkLCzwqy128YoCIiIiIiIhIwTgwQERERERERKRgHBggIiIiIiIiUjAODBAREREREREpGAcGiIiIiIiIiBSMsxIQERER2aiddQE6fYjdOjnNae2POCnqZJwy46Sok3HKjJOiTn/EGYoKPSrTXbxigIiIiIiIiEjBeMUAERERkY3sujHQhoQ53CaHOa39GSdFnYxTZpwUdTJOmXFS1OnLOGNhgUdluYtXDBAREREREREpGK8YcNfx40B4uOfxp075Jg9fleNtWe7EVrSvN9ulipVrXnKL9dV6b3KoqrFVNS9P9/VHvK/L8WVZZ874phwiIiJSNF4xQERERERERKRgvGLAXU2aABER3pfTtKkvsvFdOd6W5U5sRft6s12qWLnmJbdYX633JoeqGltV8/J0X3/E+7ocX5SVn++rTIiIiEjBODBAREREZIPTFTKOcf6Lk6JOxikzToo6OV0hEREREREREQUkXjFAREREZIPTFQZGrowL7Dgp6mScMuOkqJPTFfrIwoUL0ahRI+j1eiQkJOCXX35xuu+yZcvQvXt31KhRAzVq1EBiYmKZ/YUQmDJlCmJiYhASEoLExEQcO3asElpCREREzrC/JyIikgfZDQysXbsWKSkpmDp1Kvbt24dbb70VSUlJyMrKcrj/li1b8Oijj+LHH3/Erl27EBcXh3vvvRfnzp2z7jNr1izMnz8fS5Yswe7duxEWFoakpCQUFRVVYsuIiIioFPt7IiIi+ZDdwMCcOXMwcuRIDB8+HK1atcKSJUsQGhqK9957z+H+q1atwjPPPIP4+Hi0aNEC7777LsxmM9LT04Frnx7MmzcPkyZNQp8+fdC2bVt8+OGHOH/+PNavX1/JrSMiIiKwvyciIpIVWQ0MGI1G7N27F4mJidZ1arUaiYmJ2LVrl0tlXL16FcXFxahZsyYA4MSJE8jIyLArMzIyEgkJCeWWaTAYkJeXZ/dF5JHCQsBgsCwXFABG4/Xl4mLL8pUrQEmJZTk/337ZZLIs5+UBZjMghGVZCMvPpb+bJtP15ZISS5k3LhcXW+oFLHmULhsMwNWr15dLP10rKrq+bNsOZ226etVxm2yX8/Kutyk/33GbSqdgu7FNpetLSq7nfmObbNthu1xYeH3ZUTuuXq34PBUUOD5Ptm1ydp5caVPpeSKq4uTS3zvq69UA9IWWvx1qkwk6m2WtwfL3UF1SAq3B8jdFU1JsXQ4qNiL42j5BxUYEGw3W5aBiy9+UYKPh+rKhyLqsNRRCU1JsXVabLH9fdEWFUF/7+6IrvGpd1hcWQGW2Xbb83dEVFQJCQGU2Q3/tvlSV2WRdvrFNumtPu1aXlFjzdbdNQcVGa+7ltqmkbJssbS2/TfrCAgdtMrvUJtvzZJu7W+fJaLBrR0Vtsj1PuqJCN9rk2nly+rtn2z43fvcs7StxuU2258nSPs/aVKVfTybvXk8utcmN8+Tsd680X/d/90q8ej35s01V8/V07f2sn8lqYCA7OxsmkwlRUVF266OiopCRkeFSGS+99BJiY2OtbwxK49wtMy0tDZGRkdavuLg4D1pEBGD8eGDhQstyv37Ahx9alhMTgc2bLcsJCcC1T73QsiXw66+W5e7dgT/+sCxHRgLnz1v+kYyMtPwTmZlpWQYs+9Wvb1k+eBC47z7Lcnq6pXwAWL/eUm/pcr9+luWFC4FhwyzL77wDpKZall95xfIFAGPHAmlp5bdp2DDHbbrvPktOgCXH0ja1b29pQ2mb8vMtbWzfvmybfv3VcmwAYNcu4OGHy7bpww+BMWPKtiktzZI/ALz1luXrxjYNGwasWuX4PJV+2vjww5a6bzxP9esDf//t+Dy506bS80RUxcmlv3fU17cA8ObkJwAADU8cxdRryzcdP4xRi6cBAOL3/4Tn3hwPALht5yY8tfBVAECPH77EsOWzAABJ33yMgasXAAASv/8Uff63HAAwcPUCJH3zMQBg2PJZ6PHDlwCApxa+itt2bgIAPPfmeLQ8vA8AMH5GMm4+YlmeOvkJNDxxFADw+guPIvrCGQDA3OQ+iMz5B/qiq5iY+jR0hiJE5vyDucl9AADRF87g9RceLdOmm4/sw/gZydY2Pb78DZfb1Od/y61t6vXVStyx5esK2xS//6cybRo7d0KFbZqb3Af6oqt2bap98bxLbbI9T4+umu9ym2zP00OfLkPCz+kut8n2PP3njXEut8n2PNU7d8KlNtmep4c+XeZym2zP06Or5uPW/TtcbpPteZqY+rTLbVLS66nl4X1evZ5caZPtebrp+GGX22R7niamPu1ym2zP0637d3j1enLnb8TUyU+g3rkTLrepKr6eFr5oaYe/qYQQolJqcsH58+dRr1497Ny5E126dLGuHz9+PLZu3Yrdu3eXGz9z5kzMmjULW7ZsQdu2bQEAO3fuRNeuXXH+/HnExMRY933kkUegUqmwdu1ah2UZDAYYSj89BJCXl4e4uDjk5uYiIiLC80b+9Zfle9Omnpfhy3K8Lcud2Ir29Wa7VLHlbTcYgBdftPzD2aYNoNNZPnEODga0Wsvy6dOWn6OjAb0eCAqy/CMZEgKcPGlZbtsW0GgsnzJXqwaoVJb1mZmWT6Ojo4GICMsn0QUFluU//rB80h8fb/kkuqjIEltcbPkk/MIFy/eGDYGwMEuuJhMQGgocOmQpt02b61cL6PWWT9fVauDMGcty8+Zl2/R//2dZbtnSMnBR2qYDByzLLVpY2hEWZmnT/v2W5WbNLG0KD7fU/dtvluXGja+3qaTEUm94uKV9BgNw663X2xQWZvn+xx+WdsTFXW+TwWD51D4kxNI+AGjd+nqbdDrLFQMnTliWY2Lsz5NWa/n5t98s21u0uH6egoIsbbpwwdKmunXtz5MrbcrMtCxHRVkGVvr2tdQn9e+3lK9ZT/f1R7yvy/FhWXn79yOyfXvv+6ZKJpf+3lFf3zAuDhNfmgtE1oTaZEJQiRFGXQhqXTyPoJISZMY0gNpUAo3JhGKtDpqSEqjNpcvFUJvN1mWVEIjIuwxNSTEu16yLkmAtgoqNECoVTEHBCDYaYFarbZY1MAUFIdhoQGTOPzBrNLhSLRIlQcEwazTQGgpREqSFWaOBrqgQRq0OQq2+vqxSIfrCaRi1OlyuWRdaowEGfQhUZrN12bZNluViGHV6qE0lqH3xAkqCtciNrFVum0rbAQAlwVrUyTgLqFS4GFWv3DaZNBqYNUHQGopQEhSM6jnZCDYW4WLd+uW2SWcogkGnh0oIaI0GhBXkQWU240p49QrbZHueamWXtq9mhW2yPU91M85AqNQ27XPeJtvzVD0nG1pDETKj4ypsk+15srTPhPyIGhW2yfY81crOsLavojbZnqe6GWdgVquRXbdehW2yPU81Ll+83r4K2nTjearqr6faWeehNpuQFR1XYZtsz1NE3mVoiotxqXZUhW2yPU/heZcg1BpcqRZRYZtsz1NUxhkYdXpcrlHHpb8RpeepdtY5qM3ma+2r+G9E6XmKzL2EoGIj/qkd7dLfiNLzFJ53GUKtQUFYhEt/I6ra60nk5+C1N573e18vq+kKa9euDY1Gg8zMTLv1mZmZiI6OLjf2zTffxMyZM7F582brmwQA1rjMzEy7NwqZmZmIj493Wp5Op4NOp/OiNaR4ZjOQkWH5R7L0dynMZvqrsLDr//xVq3Z9fXi4/bJGY1m2/UMQEQFkZVn++Sxdr9FcXw4Kul6m7XJw8PU6tdrr+dj+rtsu6/XXl0NC7JcdtSk09PqybZtsl23bUdpW23aoVNfX39im0vVBQZYvR20qzcFZm2yXbdsUGur8PDlatj1Ppefjxva52qbMTMuyVgvMmQM88ID9wABRFSOX/t5RX28GYNCFQAfArNHAqLH8nRBqDYq1lr/HZk0QzBrL3yBTUBBMKF0OxrWbimAKuv4aNgUFoyRYC1x7Q1mqWKtzumy+9rffqLv+d9iou/43y6B3vFy6v1Crrettl23bZFm+3qbS3Fxpk207TDZ/r8pr0405WtbrrW111iZrO1QqGPQhCCvIc7lNtufpevsqbpOzZVfaZHuejDo9hFpdYZtgc54s7dNYyymvTbbnybZ97rTD2XpXfvcctc9Rm6C415PGWqcnr6fSba6+noS6tH0Vt8n2PDlqnyuvJ8vy9Xa4+3qqqH03niehznO5TVXy9WSzvz/JamBAq9WiQ4cOSE9PR9++fQHA+mCh5ORkp3GzZs3CjBkz8N1336Fjx4522xo3bozo6Gikp6db3xjk5eVh9+7dGD16tJ9bRIoWEgK8/rrUWVAgCQu7fqsCURUm9/4+u24MtCFhDrfJYU5rf8ZJUSfjlBknRZ2MU2acFHX6Ms547VkJ/iarZwwAQEpKCpYtW4YPPvgAR44cwejRo1FQUIDhw4cDAIYOHYoJEyZY93/jjTcwefJkvPfee2jUqBEyMjKQkZGBK9ce4qVSqTBu3DhMnz4dX375JQ4ePIihQ4ciNjbW+maEyC+KiiwDAzaXqRKVy2gE3n33+oMPiaow9vdERETyIasrBgBg4MCBuHjxIqZMmYKMjAzEx8dj48aN1ocJnT59Gmr19fGMxYsXw2g04uHSB5FdM3XqVLz6quUBEuPHj0dBQQFGjRqFnJwcdOvWDRs3boTe9jJpIiKpFRcD69YBjz5qua2AqApjf09ERCQfshsYAIDk5GSnlxJu2bLF7ueTJ09WWJ5KpUJqaipSS5+07o3jx+3vLXbXqVPe5+DLcrwty53Yivb1ZrtUsRVtHzz4+nMGKjMvucX6ar03OQRK7MKFlgcZyi2vyi7b0339Ee/rcnxZ1pkzvilHIrLu74mIiBREdrcSEFUZRUWWafF4KwG5ymAA3nuPvzNEREREVKlkecWArDVpYv/UcU/5YrorX5bjbVnuxFa0rzfbpYp1tN1gsKxr2DAw2+SPWF+t9yYHOcfGxgLHjlmmNLSd4UHqvKR8zXq6rz/ifV2OL8rKz/dVJmSjdtYF6PT2T4Gu+U+m0/3LEyhxUtTJOGXGSVEn45QZJ0Wd/ogzFBV6VKa7ODBA5C86HfDss1JnQYEkNNTyjAEiIiIiokrEgQEif7l6FRg7Fpg1S+pMKFAYDEBaGjBhgvPnUhCR33G6wsDIlXGBHSdFnYxTZpwUdXK6QiK6TqMB2rUD1HyZkYvMZuDsWct3IiIiIqJKwisGiPxFpwOeeELqLCiQhIQA774rdRZEREREpDD8KJPIXwoKgOHDLbcUELmiqAhISbF8JyIiIiKqJBwYIPKX4GDg/vuBIF6YQ0RERERE8sX/WIj8RasFHnlE6iwokOj1wJw5UmdBRERERArDgQEifykoAAYMAD74QOpMKFAUFlpmsnj7bcvzBohIErWzLkCnt38NymlOa3/ESVEn45QZJ0WdjFNmnBR1+iPOUFToUZnu4q0ERP6i1VoePhgcLHUmFCjUaqB+fc5kQURERESVilcMEPlL6TMGiFyl0wGvvip1FkSKl103BtqQMIfb5DCntT/jpKiTccqMk6JOxikzToo6fRlnLCzwqCx3cWDAXcePA+HhnsefOuWbPHxVjrdluRNb0b7ebJcqtrztBQVAnz7AggWVn5fcYn213pscAiG2sBAYPx6YNcv+VgKp85KibE/39Ue8r8vxZVlnzvimHCIiIlI0Xq9K5C86HfD005ZbCohcoVYD7drxVgIiIiIiqlS8YsBdTZoAERHel9O0qS+y8V053pblTmxF+3qzXapYZ9sffljavOQW66v13uQg99jXX5dnXp7Gelu2p/v6I97X5fiirPx8X2VCRERECsaPpYj8JT8f6NYNuHJF6kwoUBQUAElJlu9ERERERJWEVwwQ+UtIiGXaOb1e6kwoUAQHW6a45EwWRJLidIWMY5z/4qSok3HKjJOizkCerpADA0T+EhRkuV+cyFVaLfDkk1JnQUREREQKw4EBIn/JywPi44Ht26XOhAJFQQGQmAhs3gyEOZ4qjYj8j9MVBkaujAvsOCnqZJwy46SoMxCnK+QzBoj8JSwMWLcOCA2VOhMKFFotkJLCmSyIiIiIqFLxigEif9FogGbNpM6CAknpMwaIiIiIiCoRrxgg8pe8PMvAAKcTI1dduQK0bs2ZLIiIiIioUnFggMhfqlUDtm3jveLkOr0emDOHM1kQERERUaXirQTuOn4cCA/3PP7UKd/k4atyvC3LndiK9vVmu1Sx5W0XArh8GTAYALWTMTg5tskfsb5a700OgRLbpAlw8qT88qrssj3d1x/xvi7Hl2WdOeObcoiIiEjRODBA5C9XrgB9+gBffCF1JhQorlwB7rsP2LjRcsUJEUmidtYF6PQhduvkNKe1P+KkqJNxyoyTok7GKTNOijr9EWcoKvSoTHfJcmBg4cKFmD17NjIyMnDrrbfi7bffRufOnR3ue+jQIUyZMgV79+7FqVOnMHfuXIwbN86rMsvVpAkQEeFJs+w1bep9Gb4sx9uy3ImtaF9vtksV62i7EMC+fZZ/8AKxTf6I9dV6b3KQc2yjRsDnnwNt2gBBDv48B2KbvC3b0339Ee/rcnxRVoA/w0TW/T0REZGCyG5gYO3atUhJScGSJUuQkJCAefPmISkpCUePHkXdunXL7H/16lXcdNNNGDBgAJ5//nmflEnkE0JYPgHmMwbIVUFBQJcuUmdBVCnk3N9n142BNsTx3245zGntzzgp6mScMuOkqJNxyoyTok5fxhkLCzwqy12ye/jgnDlzMHLkSAwfPhytWrXCkiVLEBoaivfee8/h/p06dcLs2bMxaNAg6HQ6n5RJ5BNXrgB33AEUVM6LmaqAvDzLFUl5eVJnQuR37O+JiIjkQ1YDA0ajEXv37kViYqJ1nVqtRmJiInbt2lWpZRoMBuTl5dl9EbklIgI4dsy7h1WSsoSFAbt28SoTqvLk0t+zryciIrKQ1cBAdnY2TCYToqKi7NZHRUUhIyOjUstMS0tDZGSk9SsuLs6j+knBTCbLwIDJJHUmFCg0GqB1a8t3oipMLv09+3oiIiILWQ0MyMmECROQm5tr/TrDKaHIXQUFwIABwNWrUmdCgSIvD1CpeCsBUSVhX09ERGQhq4cP1q5dGxqNBpmZ9tM1ZGZmIjo6ulLL1Ol0ju9hPH7cu0vDq9p82r6ci7wqztX+xRfApUvAX39Vbl5yi/XVem9yCIRYsxnYtg3IyACysuSTlxRle7qvP+J9XY4vywrQf2Tl0t876+s5XSHjGOe/OCnqZJwy46Sok9MV+ohWq0WHDh2Qnp6Ovn37AgDMZjPS09ORnJwsmzJJOvO+3YdLtc6VWV/6YnK0raLt3sSWt11tMqHl4b3IiK6Pf+pUbl5Sxo67v73DOHc5O9eu5OBsm+xja56FzlAEg+5vy5UDcsmrnFhfnW9SFvb3RERE8iKrgQEASElJwbBhw9CxY0d07twZ8+bNQ0FBAYYPHw4AGDp0KOrVq4e0tDTg2sOGDh8+bF0+d+4cDhw4gGrVqqHptfmhKyrTLU2aWB4q562qNp+2L+ciL2f7pVrnyp3+o6KpQfwV62i7rvAq7tuwGm8/nyZZXpLENmzo/By6sb6ic11RjoEYmx9RHanJffD8gi9Q5GCqNFm2qbzzXaq87b782+HveF+X44uy8vN9lUmlk3N/z+kKAyNXxgV2nBR1Mk6ZcVLUGYjTFcpuYGDgwIG4ePEipkyZgoyMDMTHx2Pjxo3WhwmdPn0aavX1RyOcP38e7dq1s/785ptv4s0330SPHj2wZcsWl8ok8gdDSCjeenme1GlQACnSh1oGBfShUqdC5Hfs74mIiORDdgMDAJCcnOz0sr/Szr9Uo0aNIITwqkwif1CbTGj650H83aSV1KlQgFAJAX3hVRh0IRA2txIQVVXs74mIiOSBsxIQ+UlwsRH3fbMaQSXFUqdCAUJnKETai49CZ6ich8wQEREREUGuVwwQVQUGfQgWjEuTOg0KIEUhYRi9fLPUaRARERGRwnBgwF2crtDzWB9MfeZsKo+KpgYpb7s3seVtV5tK0Gn3jzjetHWl5yVprKPz6MF0hZ7mGLDHDYDKbEbti+eRXScWwubeaqnzKne7p1MScrpC35QToNMVEhERkbxwYIDITzQmE9rv3YYTN7WQOhUKEFqjASOXvIa3XpoHww1zqBNR5amddQG6G16DcprT2h9xUtTJOGXGSVEn45QZJ0Wd/ogzFFXOLaYcGHAXpyv0PlYh0xUCwOKxr0maF6crDLzY5xd9Lcu8nOJ0hdKWFcDTFRIREZF8cGCAyE80JcVo/+sW/Naum9SpUIBQm0xoeOIoTjW+GWaNRup0iBQru24MtCFhDrfJYU5rf8ZJUSfjlBknRZ2MU2acFHX6Ms5YWOBRWe7irAREfqIxlaDN779CbTZJnQoFiGCjASOXpCLYaJA6FSIiIiJSEF4xQOQnRl0IPhz+otRpUAAxhITilTfXSJ0GEU6cOIHt27fj1KlTuHr1KurUqYN27dqhS5cu0Ov1UqdHREREPubWwIDZbMbWrVsdvllITExEXFyc/zIlCjBBxUbcvmMjdt/WU+pUKECoTSbcfGQfjrZsz1sJSBKrVq3Cf//7X+zZswdRUVGIjY1FSEgILl26hOPHj0Ov12Pw4MF46aWX0LBhQ6nTJSIiIh9xaWCgsLAQb731FhYvXoxLly4hPj7e+mbhr7/+wvr16zFy5Ejce++9mDJlCm677Tb/Zy4VTlfoeazCpisMNhpw01+/46+mrWEKCq7UvDhdoXNyjtUaijBo1dtYOnoqjDq9S7GVkVe52zldobRl+XC6wnbt2kGr1eLxxx/H//73vzKD/QaDAbt27cKaNWvQsWNHLFq0CAMGDPBZ/URERCQdlwYGmjdvji5dumDZsmW45557EBxc9p+cU6dOYfXq1Rg0aBAmTpyIkSNH+iNfooBRrNXhmweHSJ0GBRCjTo8F49KkToMUaubMmUhKSnK6XafT4c4778Sdd96JGTNm4OTJk5WaX2XidIWMY5z/4qSok3HKjJOizio/XeH333+Pli1blrtPw4YNMWHCBLzwwgs4ffq0r/KTH05X6H2sQqYrDCo24q7Nn2Pbnf+S5zRznK5QdrH/1IpC/P6fcKBdV5iDyv55lmWbOF2htGX5cLrC8gYFblSrVi3UqlXLZ3UTERGRtFwaGKhoUMBWcHAwmjRp4k1ORFWCSghE5F2CSgipU6EAEWQqRs/vP8XvbTvD6GBggKiyZWVlISsrC2az2W5927ZtJcupMnC6wsDIlXGBHSdFnYxTZpwUdQbidIUevfMsKirC//3f/zl8s9C7d29f5UYU0Iq1OnzRb4TUaVAAMepCMHvi21KnQYS9e/di2LBhOHLkCMS1wU2VSgUhBFQqFUwmTsNKRERUlbg9MLBx40YMHToU2dnZZbbxzQLRdUHFRty3YTU23/uw1KlQgNCUFOO2nZvw8+33OH1gJVFleOKJJ9C8eXMsX74cUVFRUKlUUqdEREREfuT2wMDYsWMxYMAATJkyBVFRUf7JiohIgTSmErTfsxW/JtzFgQGS1N9//43//e9/aOrL5ykQERGRbLk9MJCZmYmUlBTlDgpwukLPYxU2XSEA/HJbT0TkXUZJprZS8+J0hc7JPXbN4GcRmXNJdnk53c7pCqUty4fTFdrq2bMnfvvtNw4MEBERKYTbAwMPP/wwtmzZwgcMElUgqNiIxO/W4ce7+0qdCgUITUkxEn5Ox+7bevKKAZLUu+++i2HDhuH3339HmzZtykxTzOcJERERVS1uDwwsWLAAAwYMwPbt23HLLbeUebPw7LPP+jI/+eF0hd7HKmi6wot16+FS7Sh5TjPH6QplF5tTvRbqZJ7DP7WjUazTyyYvTlfop3J8UZYPpyu0tWvXLvz000/49ttvy2xTwvOEamddgE4fYrdOTnNa+yNOijoZp8w4KepknDLjpKjTH3GGokKPynSX2wMDH3/8Mb7//nvo9Xps2bLF7oFEKpWq6g8MELmoJFiLHxMfkjoNCiDFOj3efWaK1GkQYezYsXjssccwefJkRd46OLFvZ0TceNtg6e0fDRu6V1igxElRJ+OUGSdFnYxTZpwUdfohLi8/H7NS3SvOE24PDEycOBHTpk3Dyy+/DLVa7Z+siKqAYEMRHlm9AJ8/PFLqVChABBUbkfTNx/jugUdREuz4uRREleGff/7B888/r8hBAaCCqwM9vcojUOKkqJNxyoyTok7GKTNOijp9GZeX51lZbnL7P3uj0YiBAwdyUICoAkKtxtkGTWHma4VcpBICNS5nQ3Vt3ngiqfTr1w8//vij1GkQERFRJXH7ioFhw4Zh7dq1eOWVV/yTEVEVURKsxc5u90mdBgWQYq0OHz3+H6nTIELz5s0xYcIE7NixQ5nPEyIiIlIYtwcGTCYTZs2ahe+++w5t27Yt82Zhzpw5vsxPfjhdoeexCpuuMNhowNAVb+KrPkMrPS9OV+icnGODio1I/P5TbL73YbtbCaTOq9ztnK5Q2rL8NF3hu+++i2rVqmHr1q3YunWr3TY+T4iIiKjqcXtg4ODBg2jXrh0A4Pfff/dHTli4cCFmz56NjIwM3HrrrXj77bfRuXNnp/uvW7cOkydPxsmTJ9GsWTO88cYbeOCBB6zbhRCYOnUqli1bhpycHHTt2hWLFy9Gs2bN/JI/EQCY1Rr82fwW3kpARAHnxIkTlVKPbPt7Rx8CeDqYEyhxUtTJOGXGSVEn45QZJ0Wd/ojz0wxEN3J7YMDf9xyuXbsWKSkpWLJkCRISEjBv3jwkJSXh6NGjqFu3bpn9d+7ciUcffRRpaWn417/+hdWrV6Nv377Yt28f2rRpAwCYNWsW5s+fjw8++ACNGzfG5MmTkZSUhMOHD0OvLzslWLk4XaH3sQqZrhAAtt/VW9K8OF1h4MWufOJFWeblFKcrlLasSnqzUOrChQtYuXIlxo8f73VZsu/viYiIFMTtgQFnTp06hdmzZ2PBggVelTNnzhyMHDkSw4cPBwAsWbIEGzZswHvvvYeXX365zP7//e9/cd999+HFFy1vpl977TVs2rQJCxYswJIlSyCEwLx58zBp0iT06dMHAPDhhx8iKioK69evx6BBg7zKl8gZraEQIxen4v0RL0mdCgWIYKMBA1cvwNp/J6NYq5M6HVKwJ554wuH6U6dO4ZdffvHJwICs+3vOSsA4xvk/Too6GafMOCnqDMBZCdweGLjrrrugUqnKrL9w4QIuXLjg1cCA0WjE3r17MWHCBOs6tVqNxMRE7Nq1y2HMrl27kJKSYrcuKSkJ69evB65dDpmRkYHExETr9sjISCQkJGDXrl1O3ygYDAYYDAbrz3mVdEKo6ijRBGNnt/tg0mikToUChFCpcLlGbQgHf2OJKtPly5ftfjaZTPj7779x5MgRLFq0yOvy5dLfs68nIiKycHtgID4+3u7n0jcLf/31F95//32vksnOzobJZCozb3JUVBT++OMPhzEZGRkO98/IyLBuL13nbB9H0tLSMG3aNI/bQmQOCsKhW5zfK0t0o5JgLTb0GSZ1GkT4/PPPHa6fMWMG1q9fj6eeesqr8uXS37OvJyIisnB7YGDu3LkO17/77rtYsGABBg8e7Iu8JDdhwgS7Tyby8vIQFxcnaU4UWHRFhUieNwFLR0+VOhUKEMGGIgxbPgsfjBiPYh3vhyb5efTRRzF9+nSp0/AZ9vVEREQWPnvGQM+ePTF27FivyqhduzY0Gg0yM+2nyMrMzER0dLTDmOjo6HL3L/2emZmJmJgYu31uvPrBlk6ng07n4B5fTlfoeazCpitUm0z4qfv9CM+7hDqZjv/Jk/PUeR7HcrpCj2M1JcW4GFUPtbIzYAoKdim2MvIqdzunK5S2LD9NV+jMb7/9Zp2ZyBty6e/d6uvl9IRqf8RJUSfjlBknRZ2MU2acFHUG8KwEPptH7YcffsBdd93lVRlarRYdOnRAenq6dZ3ZbEZ6ejq6dOniMKZLly52+wPApk2brPs3btwY0dHRdvvk5eVh9+7dTssk8gWzRoNTjW6GUPMZA+QaU9C151LYDAoQSSElJaXM1+DBgzFkyBDExcXZrfcE+3siIiJ5cfuKgX79+pVZl5mZid27d+Ouu+6y2/7ZZ5+5nVBKSgqGDRuGjh07onPnzpg3bx4KCgqsTy0eOnQo6tWrh7S0NADAc889hx49euCtt95Cr169sGbNGuzZswdLly4FAKhUKowbNw7Tp09Hs2bNrNMXxcbGom/fvm7nx+kKfRCrkOkKdYVX8Z+Z4/D282nynGaO0xXKLja3ek08tfBVvDPmVRh1IbLJi9MV+qkcX5Tlp08R9u/f73B9p06dkJWVhaysLOBaH+spWff3nJWAcYzzf5wUdTJOmXFS1KmEWQkiIyMdrmvevLlPEho4cCAuXryIKVOmICMjA/Hx8di4caP1YUKnT5+GWn39Qofbb78dq1evxqRJk/DKK6+gWbNmWL9+vXVOYwAYP348CgoKMGrUKOTk5KBbt27YuHEj5zQmvyrW6vDJv5NREqSVOhUKECZNEPZ17AGTxmd3eRF55Mcff/R7HezviYiI5MPtd58rVqzwTyY2kpOTkZyc7HDbli1byqwbMGAABgwY4LQ8lUqF1NRUpKam+jRPovKYNRqcaeDDTxapyjMFBeOnOx6QOg2iSsP+noiISB5cesaAEML/mRBVMfrCArwy7SnoigqlToUChNZQiBdnjIXWwN8Zqnz33Xcffv755wr3y8/PxxtvvIGFCxdWSl5ERETkfy5dMdC6dWtMmTIF/fr1g1br/LLoY8eOYc6cOWjYsCFefvllX+ZJFHAMOj2WPT0ZRq2DJ14TOVCiCUb6vQ+jRMOHD1LlGzBgAPr374/IyEg8+OCD6NixI2JjY6HX63H58mUcPnwYO3bswDfffINevXph9uzZUqfsP5yVgHGM81+cFHUyTplxUtQZwLMSuDQw8Pbbb+Oll17CM888g3vuucfpm4VDhw4hOTkZo0eP9n/mUuF0hZ7HKmy6Qly7NLzG5YsQascX58h56jyPYzldoVexZxo0Ra0b9pVDXk63c7pCacvy4XSFI0aMwGOPPYZ169Zh7dq1WLp0KXJzc4Frl+i3atUKSUlJ+PXXX9GyZUuf1StHM9b/Ap3e/gGgpa+HS7XOuVVWoMRJUSfjlBknRZ2MU2acFHX6I85QSVcfuzQw0LNnT+zZswc7duzA2rVrsWrVKpw6dQqFhYWoXbs22rVrh6FDh2Lw4MGoUaOG/7MmCgC6okKMe2s8FiXzXldyjdZQhFGLp2Hp6Kkw6viwNKp8Op0Ojz32GB577DEAQG5uLgoLC1GrVi0EByvnSpbsujHQhoQ53FbRDB/OBEqcFHUyTplxUtTJOGXGSVGnL+OMhQUeleUutx4+2K1bN3Tr1s1/2QQCTlfofaxCpitUmc1486W5yA+vLs9p5jhdoexi/6kdjTWDx+JCvUYwazSyyYvTFfqpHF+U5efLCyMjIx3ORkRERERVC+fEIvIToVLBoAuB8GKeb1IWs0aDI206SZ0GERERESmMS7MSEJH79EVXMTH1aegMRVKnQgFCV3gVr78wCLrCq1KnQkREREQKwoEBIj8p0odixpQlMPBecXJRsVaHZU9PQTFnsiAiIiKiSsRbCYj8RCUEdIZCTldILjNrNDjRtJXUaRApXu2sC05nJXBXoMRJUSfjlBknRZ2MU2acFHX6I05WsxKQDU5X6HmswqYr1BUV4oU3nsei5FROV8jpCl2K1RUV4j9vjMNbL82DweafEqnzKnc7pyuUtiwfTldoa9iwYRgxYgTuuOMOv5RPRERE8uL2wMDdd9+NHj16YOrUqXbrL1++jP79++OHH37wZX5EAcugD8G8/8ySOg0KIEatDsuensyrTEhyubm5SExMRMOGDTF8+HAMGzYM9ep5Pk1UoOF0hYGRK+MCO06KOhmnzDgp6qzy0xUCwJYtW3Dw4EHs378fq1atQliYpeM0Go3YunWrP3KUF05X6H2sYqYrNKFO5llk14mV5zRznK5QlrFZMXGyzMspTlcobVl+mq5w/fr1uHjxIlauXIkPPvgAU6dORWJiIkaMGIE+ffogODjYL/USERGRNDx6+ODmzZuRkZGB2267DSdPnvR9VkRVgM5QhJFLXoPWaJA6FQoQ+sICLB6RCH0ljQwTladOnTpISUnBb7/9ht27d6Np06YYMmQIYmNj8fzzz+PYsWNSp0hEREQ+4tHAQExMDLZu3YpbbrkFnTp1wpYtW3yfGVGAKwoJw+tT37G7V5yoPAZdCCbM/hgGHX9nSD4uXLiATZs2YdOmTdBoNHjggQdw8OBBtGrVCnPnzpU6PSIiIvIBtwcGVCoVAECn02H16tV47rnncN9992HRokX+yI8oYKlNJsSd/gtqk0nqVChACJUKRSGhENf+zhJJpbi4GP/73//wr3/9Cw0bNsS6deswbtw4nD9/Hh988AE2b96MTz75BKmpqVKnSkRERD7g9jMGhBB2P0+aNAktW7bEsGHDfJkXUcALNhrwyOoFePv5NKlToQChL7qKucl98PyCL1Dk5MFnRJUhJiYGZrMZjz76KH755RfEx8eX2eeuu+5C9erVJcmPiIiIfMvtgYETJ06gTp06duv69++PFi1aYM+ePb7MTZ44XaHnsQqbrhAAVoycgGpX8lAn81yl5sXpCp2TdawQmDFlCcJzLyM8L0c+eZW3ndMVSluWn6YrnDt3LgYMGAC9Xu90n+rVq+PEiRN+qV9qtbMuQHfDbWBymtPaH3FS1Mk4ZcZJUSfjlBknRZ3+iDMUFXpUprvcHhho2LChw/WtW7dG69atfZETUZWgNpnQ8ORRnG7gwyeYU5WmEgI6QyGMWh1vJyBJDRkyROoUiIiIqBK5PTCgeJyu0PtYhUxXqCsqRNft3+LQ6KnynGaO0xXKLjY/ojqmTRru9FYCWbaJ0xVKW5afpitUuuy6MdA6uZ1HDnNa+zNOijoZp8w4KepknDLjpKjTl3HGSpqtigMDRH5i0IdgwTg+X4BcVxQShtHLN0udBhEREREpjEfTFRJRxdQlJWh98BeoTSVSp0IBQmU2IebcSajMnMmCiIiIiCoPBwaI/CTIVIzbd2yEhtMVkot0hiK8+Pqz0BmKpE6FiIiIiBSEtxIQ+YlRF4Jlo6dInQYFkKKQMKQs/FLqNIiIiIhIYTgwQOQnmpJitP91C35r103qVChAqE0mNDxxFKca3wyzRiN1OkSKxekKGcc4/8VJUSfjlBknRZ2Kmq7Qn4QQmDp1KpYtW4acnBx07doVixcvRrNmzZzGbNu2DbNnz8bevXtx4cIFfP755+jbt6/X5Tp1/DgQHu5J8yyq2nzavpyL3IXtzl40Us3zXt72YKMB7fb9hLNxTWAKcvxSk3T+eX/FOjqPzs5tOes9zTFgjxsAraEQTy2cirefT4NRF+JSbGXkVe728l63nm7zZl9/xPu6HF+WdeaMb8qpRAHR1xMRESmMrAYGZs2ahfnz5+ODDz5A48aNMXnyZCQlJeHw4cPQ6/UOYwoKCnDrrbfiiSeeQL9+/XxWLsnTuPvbW6ZHu1Hpm2xH2yra7k1sRdu73YRkKfKSOtYHnJ5rV3MI1NjHfsEkOeZVXiyRGwKhr+d0hYGRK+MCO06KOhmnzDgp6uR0hV4QQmDevHmYNGkS+vTpAwD48MMPERUVhfXr12PQoEEO4+6//37cf//9Pi/XqSZNgIgI92IcqWrzaftyLnJ/zonur1hH2w0G4L33gMGDA7NN/oj11XpvcpBzbKNGQHo60LMn4Ogqk0Bsk7dle7qvP+J9XY4vysrP91UmlSJg+noiIiKFkc2sBCdOnEBGRgYSExOt6yIjI5GQkIBdu3ZVerkGgwF5eXl2X0RuMZmA/fsBs1nqTChQFBUBKSmW70RVEPt6IiIieZLNwEBGRgYAICoqym59VFSUdVtllpuWlobIyEjrV1xcnMc5kEKFhgJvvw2EhLiwMxGAatWAQ4cs34mqIPb1RERE8iTZwMCqVatQrVo161dxcbFUqTg0YcIE5ObmWr/OBOADnkhiBgMwf77lO5EriouBdess34mqAPb1REREgUGyZwz07t0bCQkJ1p8N1/55yszMRExMjHV9ZmYm4uPjPa4nOjrao3J1Oh10Op3H9RLBbAYyMgAhpM6EAoXRCMyZAzzwABAcLHU2RF5jX09ERBQYJBsYCA8PR7jNtH9CCERHRyM9Pd3aiefl5WH37t0YPXq0x/U0btzYt+VyukLPY30wXaHsYiva/tRTQGYm4OyJ2HJskz9ifbXemxwCJXblSuDCBfnlVdlle7qvP+J9XY4vy5L5J9yB2tfXzroAnd7+NjA5zWntjzgp6mScMuOkqJNxyoyTok5/xBmKCj0q012yecaASqXCuHHjMH36dHz55Zc4ePAghg4ditjYWLu5inv27IkFCxZYf75y5QoOHDiAAwcOANceQHTgwAGcPn3arXKJfM5gABYvtnwKTOQKoxH45BP+zlCVxb6eiIhInmQzXSEAjB8/HgUFBRg1ahRycnLQrVs3bNy40W7+4ePHjyM7O9v68549e3DXXXdZf05JSQEADBs2DO+//77L5bqM0xV6H6uU6QqLiiy/Kw0aBGabOF1h5cfGxABbtwLPPQeEOZhDPRDb5G3Znu7rj3hfl+OLsgJsukIESF+fXTcG2hAHr0GZzGntzzgp6mScMuOkqJNxyoyTok5fxhkLCzwqy12yGhhQqVRITU1Famqq031Onjxp9/Odd94JUcE93K6US+Rzej3wyitSZ0GBJCwM+O47qbMg8iv29URERPIjm1sJiKqcwkLLwADnpCdXGQyWhw9yJgsiIiIiqkQcGCDyF7UaiI4GVCqpM6FAYTIBu3ZZvhMRERERVRJZ3UpAVKXodMCzz0qdBQWS0FBg3TqpsyAiIiIiheHAAJG/XL0KjB0LzJoldSYUKAwGIC0NmDDBMrBERJLgdIWMY5z/4qSok3HKjJOiTk5XSERlaTRAu3aWWwqIXGE2A2fPWr4TEREREVUSXjFA5C86HfDEE1JnQYEkJAR4912psyBSPE5XGBi5Mi6w46Sok3HKjJOizkCcrpAfZRL5S0EBMHy45ZYCIlcUFQEpKZzJgoiIiIgqFa8YcNfx40B4uOfxp075Jg9fleNtWe7EVrSvN9ulii1vu9EIdO4MnD9veahcZeYlt1hfrfcmh0CINRiAnBzL3xnbZwxInZcUZXu6rz/ifV2OL8s6c8Y35RAREZGicWCAyF+0WuCBB6TOggKJTge88orUWRARERGRwnBgwF1NmgAREd6X07SpL7LxXTneluVObEX7erNdqlhH2wsKgAEDgA8+CMw2+SPWV+u9yUHOsfXqWWayePtty/MG5JKXlK9ZT/f1R7yvy/FFWfn5vsqEiIiIFIzPGCDyF63W8vDB4GCpM6FAoVYD9etzJgsiIiIiqlS8YoDIX4KDgfvvlzoLCiQ6HfDqq1JnQaR4tbMuQKe3v2pHTnNa+yNOijoZp8w4KepknDLjpKjTH3GGokKPynQXP5Yi8pcrVywDAwWVM8UIVQFXr1puP+FMFkRERERUiXjFAJG/6PWWB8nZPl2eqDwaDdCli+U7EUkmu24MtCFhDrfJYU5rf8ZJUSfjlBknRZ2MU2acFHX6Ms5YWDkfMnJggMhfgoKA7t2lzoICiU4HpKRInQURERERKQxvJSDyl/x8oFs3yy0FRK4oKACSknj7CRERERFVKg4MEPlLSIhl2jm9XupMKFAEB1ueMcCZLIiIiIioEvFWAiJ/CQoC2rWTOgsKJFot8OSTUmdBRERERArDgQEif8nLA+Ljge3bpc6EAkVBAZCYCGzeDIQ5fvAZEfkfpytkHOP8FydFnYxTZpwUdXK6QiIqKywMWLcOCA2VOhMKFFqt5eGDWq3UmRARERGRgvCKASJ/0WiAZs2kzoICSekzBohIUpyuMDByZVxgx0lRJ+OUGSdFnZyuUAmOHwfCwz2PP3XKN3n4qhxvy3IntqJ9vdkuVWx52/PzgfbtgS++qPy85Bbrq/Xe5BAIsQUFwMMPA59+an8rgdR5SVG2p/v6I97X5fiyrDNnfFMOERERKRpvJSDyl7Aw4OOPLbMTELlCpwNeecXynYiIiIiokvCKAXc1aQJERHhfTtOmvsjGd+V4W5Y7sRXt6812qWIdbRfC8glwtWqB2SZ/xPpqvTc5yD22RQt55uVprLdle7qvP+J9XY4vysrP91UmREREpGCyumJACIEpU6YgJiYGISEhSExMxLFjx8qNSUtLQ6dOnRAeHo66deuib9++OHr0qN0+RUVFGDNmDGrVqoVq1aqhf//+yMz0/OmWRC4pvZXgyhWpM6FAkZ8P1K/Pf/aoymN/T0REJC+yGhiYNWsW5s+fjyVLlmD37t0ICwtDUlISioqKnMZs3boVY8aMwc8//4xNmzahuLgY9957LwoKrj+k4fnnn8dXX32FdevWYevWrTh//jz69etXSa0ixQoPB/bts1wxQOSKkBDLTBa8/YSqOPb3RERE8iKbWwmEEJg3bx4mTZqEPn36AAA+/PBDREVFYf369Rg0aJDDuI0bN9r9/P7776Nu3brYu3cv7rjjDuTm5mL58uVYvXo17r77bgDAihUr0LJlS/z888+47bbbKqF1pEhCWK4W4Hz05KqgIKBLF6mzIPKrQOjva2ddgE5vP0Anpzmt/REnRZ2MU2acFHUyTplxUtTpjzhDUaFHZbpLNlcMnDhxAhkZGUhMTLSui4yMREJCAnbt2uVyObm5uQCAmjVrAgD27t2L4uJiu3JbtGiBBg0alFuuwWBAXl6e3ReRW65cAe64A7h0yfJzUZHlCwAKCwGDoexyQQFgNFqWr14Fiouvl1VSYlnOz7dfNpksy3l5gNlsGZDIz7d8N5st6wHLfqXLJSXXb3GwXS4uttQLWPIo/STOYLi+3mC43g5nbbp61XGbCgoqblNenuM25eVdb1PppfY3tql0/Y1tKm2H0WjfDtvlwsKy7XO3TQUF3rUpL8/yDBP+vaEqTE79vaO+XgsgqNjy+g4qNlqXNcXF0Fx7TQcbDdCUFNssX1+vNlmWtYYiqK+97oON15d1RYVQmc32y0JAV1QICAGV2WxZBuyW1SYTtAbb5aJryyUINlr+NmlKSq7nW1Jss77YYZuCio1O21FRm7SGQpvlIo/apDKbEGwsqrBNtu1w1Nby21Rcph2utMn2PGkNRYBw/zxZ2mdwo03FdufPlTbZnyeTy22yPU+W9nnyu2eyybfiNinp9WRZrvzXkyttcuX3raLfvaBio1evJ0/Ok6V97vyNqEKvp2vr/U02AwMZGRkAgKioKLv1UVFR1m0VMZvNGDduHLp27Yo2bdpYy9Vqtahevbpb5aalpSEyMtL6FRcX50GrSNEiIoCxY4E5cyw/v/KK5QuwrE9LsyyPHw8sXGhZ7tcP+PBDy/KwYcDmzZblhAQgPd2y3LIl8OuvluXu3YE//rAsR0YC58/bP9vg/HnLesCyX/36luWDB4H77rMsp6dbygeA9est9QKWPEovwV248Pr6d94BUlMdt+mdd67nbtum9esty4mJ15cTEoDSN+u2bapfH/j777Jtioy0fD9/3tK+G9v066+WcgBLubZtKv1H4cMPgTFjyrYpLc2SPwC89Zbj8zRsGLBqVdnzZNumhx92fJ4qalNmpqVNYWGW3HmVCVVhcurvHfX1EwAkbfkSF6Pq4fYdG3H7jo2W5Z3foc3BX3Axqh4e+OojtP59Dy5G1UP/de+gyfFDuBhVD4M/nIt6507iYlQ9PLHsddS8lIlLtaLw2AdzEXr1Ci5G1UPKrBRozCZcjKqHialPw6jTIz+yBiamPo38yBow6vSYmPo0LtWKgtpsQsqsFFyMqofQq1cwZv4kXIyqh5qXMvHEstdxMaoe6p07icEfzsXFqHpocvwQ7vt2DS7VikLr3/fgga8+wsWoeuiwZyt6bv6sTJt6bv4MHfZstbap2bGDuFQrqsI2XYyqhzHzJ1nb9MSy16F2oU0Xo+pBY9umwqt47IO5Fbap/7p3cDGqnrVNl2pFoc3BX1xqk+15anDqGC7VinKpTbbn6ZkFU1ASrHOtTTbnqcblfzBg7WKX2mR7ni7VikKHPdtcapPteYrKPItLtaJcapPteXpmwRQUVIt0qU225ykq8yz6fL7CpTYp7fV05w9foNmxgy61yfY8lZ4/V9pke54u1YpCaOFVl9pke57u/OGLa79vrv2NKD1P9327Bg1OHXP5b0TpebpUKwrPLJji+t+Ia+fpUq0o1Lj8j8t/I6ra66nvxjUe9rjuUQkhRKXUdINVq1bhqaeesv68YcMG3HnnnTh//jxiYmKs6x955BGoVCqsXbu2wjJHjx6Nb7/9Fjt27ED9a/8srF69GsOHD4eh9JO+azp37oy77roLb7zxhsOyDAaDXUxeXh7i4uKQm5uLCG9mJfjrL8t3b59E7atyvC3LndiK9vVmu1SxFW0/dMjyiXCbNtc/hdbrLZ9Eq9WWOcgLC4HmzS1T1BUUAMHBgFYL/N//WZZbtrT8k6/XWy41z8+33IN+8qRluW1bQKOxfMpcrRqgUgEHDliWmzSxxEZEWD6xLiiwLP/xhyWf+HjLp9pFRZb9i4uBI0eA0FCgQQPLz2Fhlk/KTSbL+vLa9PfflnbExlpyKm3TqVOWNsXEWL4HB1vyOnvW0qaoKEubgoIs7bhwwRJft+71NuXnW57bIATw22+W5caNr7eppMSSQ2amZbl+/ettMhot7TAaLW0PDQXi4q63yWCwfGp/7pxluUkT+/Ok01muGDhxwrIcE3P9PBUUWL6fOmVZbt3a/jy50qZjxyyx7dr5/ndQrq8NX/7t8He8r8vxYVl5+/cjsn177/smP5Jzf++or28SF4fhcz6BKrKm9dObkmAtYs6egFCpkFGvEYINRRBqNUqCtdAaCmHSBMEUFAytoRAlmmCYg4KgKypEcbAWtbIzoDUU4kK9xjBrNNAXFsCg00OoS5dDIFQq6IuuokgfCpUQ0BkKEZ6XA5XZjLzqNVEUEga1yfLpsyEk1LJcbIRBHwJ1SQmCTMUw6kKgKSlG1IUzKNbqcLlmHajMZhTr9AgqNkIlBIq1Ors2BRsNECqVZdlQhFrZGTAFBSO3es1y22TWaKArvIpirQ5mjQb1T/0Fo1aHrJi4cttUFBIGldkEnaEIRSFhiDp/GkElRpxr0LTcNmlMJTDqQiztMJtRPecfaEqK8U+dmArbZHueamZnwRQUhNzqNStsk+15srYvun6FbbI9T5b2FeNcgyYVtsn2PFW/nI2gYiMuRtWrsE2256nGP1kwa4KQF1mzwjbZnqf6p4/DoNMju25shW2yPU9R509BYzLhfNxNFbbpxvNU1V9PsWf+hlmtRka9RhW2yfY81crOgK6oEOfiGlfYJtvzFJ6XA7XJhJwatStsk+15qptx9nr7XPgbUXqeLO3TIKNeQ5f+RpSep9oXS9t3k0t/I0rPU0TeZUv7atZx6W9EVXs9lVy9giUpj/i9r5fsGQO9e/dGQuknetc6ZwDIzMy0e6OQmZmJ+Pj4CstLTk7G119/jW3btlnfJABAdHQ0jEYjcnJy7D5FyMzMRHR0tNPydDoddJxLnLxl+zuk119ftn24XEjI9f1sPykODb2+bPsAw/Bw+2WNxrJs+4eidB+1+vp6jeb6clDQ9TJtl4ODr9er1Vq+bmxHeW0q3Wabe1jY9XJs21etmqXuG9sUEQFkZZVtU+mySnV9/xvbFB5uGRi4sU3BwdfbVJqbszbpdNfbZXueQkMdn6cblz1pk1ptvz9RFSLn/t5RX28EUKzVQXvtjXEp2+Vi3fW/fUZdiMNlg95+vfna3+qikOt/MxwtC5UKRSFhCM/LgVCrrevNGg0MIaHXlzWW8s1BQTBe+7tjCgpGsVZXJl+n7dBeb3uxTg9TULDLbSrN5cb15bUJAIRaY9cmY2k7ymlTaV62uTtr641tsm2H6VqZrrTJth3WfWzbUU6bbM+T8dp5d6VNNy6X/lxem2yXzZogl9vkqH22v2/ltcl6njRB1jpdbZOj5Sr5erJZ9uT1JNTO2+fody88L8flNtmep4ra5+x3z1n7XH09CbW6wjbB9jzlXbYs613/G1GVXk9GbeX8TyrZrQTh4eFo2rSp9atVq1aIjo5GeulluNdG7nfv3o0u5TyMSwiB5ORkfP755/jhhx/QuHFju+0dOnRAcHCwXblHjx7F6dOnyy2XiIiIvMf+noiISP5kMyuBSqXCuHHjMH36dDRr1gyNGzfG5MmTERsbi759+1r369mzJx566CEkJycDAMaMGYPVq1fjiy++QHh4uPU+wsjISISEhCAyMhIjRoxASkoKatasiYiICIwdOxZdunThjARERESVjP09ERGR/MhmYAAAxo8fj4KCAowaNQo5OTno1q0bNm7cCL3N5crHjx9Hdna29efFixcDAO688067slasWIHHH38cADB37lyo1Wr0798fBoMBSUlJWLRoUaW1i4iIiK5jf09ERCQvshoYUKlUSE1NRWrpE88dOHnypN3Prjw7Ua/XY+HChVhY+pR0IiIikozc+/vaWRegs7mvFDKb09ofcVLUyThlxklRJ+OUGSdFnf6IM1yb6tDfZDNdIRERERERERFVPlldMRAQjh/37unhp075Jg9fleNtWe7EVrSvN9ulipVrXnKL9dV6b3KoqrFVNS9P9/VHvK/L8WVZZ874phyyk103Blqbp0zbuhhVz6MyAyVOijoZp8w4KepknDLjpKjTl3HGwgKPynIXrxggIiIiIiIiUjBeMeCuJk3s5yH3VNOmvsjGd+V4W5Y7sRXt6812qWLlmpfcYn213pscqmpsVc3L0339Ee/rcnxRVn6+rzIhIiIiBeMVA0REREREREQKxoEBIiIiIiIiIgXjrQRERERENjhdIeMY5784KepknDLjpKiT0xUSERERERERUUDiFQNERERENjhdYWDkyrjAjpOiTsYpM06KOjldIREREREREREFFA4MEBERERERESkYBwaIiIiIiIiIFIwDA0REREREREQKxoEBIiIiIiIiIgXjrARERERENmpnXYBOH2K3Tk5zWvsjToo6GafMOCnqZJwy46So0x9xhqJCj8p0F68YICIiIiIiIlIwXjFAREREZCO7bgy0IWEOt8lhTmt/xklRJ+OUGSdFnYxTZpwUdfoyzlhY4FFZ7uIVA0REREREREQKxoEBIiIiIiIiIgXjwAARERERERGRgvEZA+46fhwID/c8/tQp3+Thq3K8Lcud2Ir29Wa7VLFyzUtusb5a700OVTW2qubl6b7+iPd1Ob4s68wZ35RDREREisaBASIiIiIbnK6QcYzzX5wUdTJOmXFS1BnI0xVyYMBdTZoAERHel9O0qS+y8V053pblTmxF+3qzXapYueYlt1hfrfcmh6oaW1Xz8nRff8T7uhxflJWf76tMiIiISME4MEBERERkg9MVBkaujAvsOCnqZJwy46Sok9MVekkIgSlTpiAmJgYhISFITEzEsWPHyo1ZvHgx2rZti4iICERERKBLly749ttv7fYpKirCmDFjUKtWLVSrVg39+/dHZqbnl6QQERGR59jfExERyYusBgZmzZqF+fPnY8mSJdi9ezfCwsKQlJSEoqIipzH169fHzJkzsXfvXuzZswd33303+vTpg0OHDln3ef755/HVV19h3bp12Lp1K86fP49+/fpVUquIiIjIFvt7IiIieZHNrQRCCMybNw+TJk1Cnz59AAAffvghoqKisH79egwaNMhh3IMPPmj384wZM7B48WL8/PPPaN26NXJzc7F8+XKsXr0ad999NwBgxYoVaNmyJX7++WfcdtttldA6IiIiAvt7IiIiWZLNFQMnTpxARkYGEhMTresiIyORkJCAXbt2uVSGyWTCmjVrUFBQgC5dugAA9u7di+LiYrtyW7RogQYNGpRbrsFgQF5ent0XEREReUdO/T37eiIiIgvZDAxkZGQAAKKiouzWR0VFWbc5c/DgQVSrVg06nQ5PP/00Pv/8c7Rq1cparlarRfXq1d0qNy0tDZGRkdavuLg4L1pHREREkFl/z76eiIjIQrJbCVatWoWnnnrK+vOGDRs8Luvmm2/GgQMHkJubi08//RTDhg3D1q1brW8WPDFhwgSkpKRYf87Ly+MbBiIiIjfJub931tfXzroAnT7Ebl85zWntjzgp6mScMuOkqJNxyoyTok5/xBmKCj0q012SDQz07t0bCQkJ1p8NBgMAIDMzEzExMdb1mZmZiI+PL7csrVaLptfmgu7QoQN+/fVX/Pe//8U777yD6OhoGI1G5OTk2H2KkJmZiejoaKdl6nQ66HQ6r9pIRESkdHLu79nXExERWUg2MBAeHo7w8HDrz0IIREdHIz093frGIC8vD7t378bo0aPdKttsNlvfeHTo0AHBwcFIT09H//79AQBHjx7F6dOnrfclEhERkX8EYn+fXTcG2pAwh9vkMKe1P+OkqJNxyoyTok7GKTNOijp9GWcsLPCoLHfJZlYClUqFcePGYfr06WjWrBkaN26MyZMnIzY2Fn379rXu17NnTzz00ENITk4Grl0GeP/996NBgwbIz8/H6tWrsWXLFnz33XfAtQcajRgxAikpKahZsyYiIiIwduxYdOnShU8oJiIiqmTs74mIiORHNgMDADB+/HgUFBRg1KhRyMnJQbdu3bBx40bo9XrrPsePH0d2drb156ysLAwdOhQXLlxAZGQk2rZti++++w733HOPdZ+5c+dCrVajf//+MBgMSEpKwqJFiyq9fURERMT+noiISG5kNTCgUqmQmpqK1NRUp/ucPHnS7ufly5dXWK5er8fChQuxcOFCn+RJREREnmN/T0REJC+yma6QiIiIiIiIiCqfrK4YICIiIpIapytkHOP8FydFnYxTZpwUdXK6QiIiIqIqYmLfzoiwmUkBAHDqlOV7w4buFRYocVLUyThlxklRJ+OUGSdFnX6Iy8vPxyznd975DAcGiIiIiGw1aQJERDje1rSpZ2UGSpwUdTJOmXFS1Mk4ZcZJUacv4/LyPCvLTRwYcNfx48CNnyK4o3Q0yFu+KsfbstyJrWhfb7ZLFSvXvOQW66v13uRQVWOral6e7uuPeF+X48uyzpzxTTlERESkaHz4IBEREREREZGC8YoBd5V3eaE7vLkUxh/leFuWO7EV7evNdqli5ZqX3GJ9td6bHKpqbFXNy9N9/RHv63J8UVZ+vq8yISIiIgXjFQNERERERERECsaBASIiIiIiIiIF460ERERERLYcPWjY0wdGBkqcFHUyTplxUtTJOGXGSVGnP+Iq6bZBXjFAREREREREpGC8YoCIiIjIVnkPGpbDnNb+jJOiTsYpM06KOhmnzDgp6vRlXF6eZ2W5iVcMEBERERERESkYBwaIiIiIiIiIFIwDA0REREREREQKxoEBIiIiIiIiIgXjwAARERERERGRgnFWAiIiIiJbx48D4eH26+Q0p7U/4qSok3HKjJOiTsYpM06KOv0Rl5/vWZlu4hUDRERERERERArGKwaIiIiIbDVpAkREON4mhzmt/RknRZ2MU2acFHUyTplxUtTpy7i8PM/KchOvGCAiIiIiIiJSMA4MEBERERERESkYBwaIiIiIiIiIFIzPGHCXoycVu8Obp2r6oxxvy3IntqJ9vdkuVaxc85JbrK/We5NDVY2tqnl5uq8/4n1dji/LOnPGN+UQERGRovGKASIiIiIiIiIFk9UVA0IITJ06FcuWLUNOTg66du2KxYsXo1mzZi7Fz5w5ExMmTMBzzz2HefPmWdcXFRXhP//5D9asWQODwYCkpCQsWrQIUVFR7idZ3pOK3eHNUzX9UY63ZbkTW9G+3myXKlaueckt1lfrvcmhqsZW1bw83dcf8b4uxxdlVdLcxr4WEP09ERGRgsjqioFZs2Zh/vz5WLJkCXbv3o2wsDAkJSWhqKiowthff/0V77zzDtq2bVtm2/PPP4+vvvoK69atw9atW3H+/Hn069fPT60gIiKi8rC/JyIikhfZDAwIITBv3jxMmjQJffr0Qdu2bfHhhx/i/PnzWL9+fbmxV65cweDBg7Fs2TLUqFHDbltubi6WL1+OOXPm4O6770aHDh2wYsUK7Ny5Ez///LOfW0VERES22N8TERHJj2xuJThx4gQyMjKQmJhoXRcZGYmEhATs2rULgwYNcho7ZswY9OrVC4mJiZg+fbrdtr1796K4uNiu3BYtWqBBgwbYtWsXbrvtNodlGgwGGAwG68+5ubkAgLy8PK/aab3sUy7leFuWO7EV7evNdqli5ZqX3GJ9tV6q/OUcW1Xz8nRff8T7uhwflpV35Qpw7Z/tQCGn/t5pX//bb0C1avY7lz7o0d3bNwIlToo6GafMOCnqZJwy46So0w9xldXXy2ZgICMjAwDK3AcYFRVl3ebImjVrsG/fPvz6669Oy9Vqtahevbpb5aalpWHatGll1sfFxVXYFiIiosr0zz//IDIyUuo0XCKn/t5pX3/HHS61hYiIqLL4u6+XbGBg1apVeOqpp6w/b9iwwe0yzpw5g+eeew6bNm2CXq/3aX4TJkxASkqK9eecnBw0bNgQp0+fDpg3X5UhLy8PcXFxOHPmDCJ88VDGKoTHxjEeF+d4bBzjcXEuNzcXDRo0QM2aNaVOxSk59/fs613H16FjPC7O8dg4xuPiGI+Lc5XV10s2MNC7d28kJCRYfy69lC8zMxMxMTHW9ZmZmYiPj3dYxt69e5GVlYX27dtb15lMJmzbtg0LFiyAwWBAdHQ0jEYjcnJy7D5FyMzMRHR0tNP8dDoddDpdmfWRkZH8ZXUgIiKCx8UJHhvHeFyc47FxjMfFObVaNo8MKkPO/T37evfxdegYj4tzPDaO8bg4xuPinL/7eskGBsLDwxEeHm79WQiB6OhopKenW98Y5OXlYffu3Rg9erTDMnr27ImDBw/arRs+fDhatGiBl156CRqNBh06dEBwcDDS09PRv39/AMDRo0dx+vRpdOnSxa9tJCIiUjr290RERPInm2cMqFQqjBs3DtOnT0ezZs3QuHFjTJ48GbGxsejbt691v549e+Khhx5CcnIywsPD0aZNG7tywsLCUKtWLev6yMhIjBgxAikpKahZsyYiIiIwduxYdOnSxemDB4mIiMg/2N8TERHJj2wGBgBg/PjxKCgowKhRo5CTk4Nu3bph48aNdvcTHj9+HNnZ2W6VO3fuXKjVavTv3x8GgwFJSUlYtGiRW2XodDpMnTrV4SWHSsbj4hyPjWM8Ls7x2DjG4+JcoB4bufb3gXo8KwOPjWM8Ls7x2DjG4+IYj4tzlXVsVCKQ5jgiIiIiIiIiIp+S79OKiIiIiIiIiMjvODBAREREREREpGAcGCAiIiIiIiJSMA4MEBERERERESmYogcGhBCYMmUKYmJiEBISgsTERBw7dqzCuHPnzuGxxx5DrVq1EBISgltuuQV79uzxuly58Db/mTNnWqejslVUVIQxY8agVq1aqFatGvr374/MzEw/tMB/PDk2aWlp6NSpE8LDw1G3bl307dsXR48etdsn0I/NwoUL0ahRI+j1eiQkJOCXX34pd/9169ahRYsW0Ov1uOWWW/DNN9/YbQ/011Apd47LsmXL0L17d9SoUQM1atRAYmJimf2rynGBB78zpdasWQOVSmU3rR2q0LFx97jk5ORgzJgxiImJgU6nQ/Pmzcu8njw91lUF+3rn2N87xr7eMfb1zrG/d4x9vWOy7euFgs2cOVNERkaK9evXi99++0307t1bNG7cWBQWFjqNuXTpkmjYsKF4/PHHxe7du8Xff/8tvvvuO/HXX395Va6ceJP/L7/8Iho1aiTatm0rnnvuObttTz/9tIiLixPp6eliz5494rbbbhO33367H1vie54cm6SkJLFixQrx+++/iwMHDogHHnhANGjQQFy5csW6TyAfmzVr1gitVivee+89cejQITFy5EhRvXp1kZmZ6XD/n376SWg0GjFr1ixx+PBhMWnSJBEcHCwOHjxo3SfQX0PCg+Py73//WyxcuFDs379fHDlyRDz++OMiMjJSnD171rpPVTguwoNjU+rEiROiXr16onv37qJPnz5226rCsXH3uBgMBtGxY0fxwAMPiB07dogTJ06ILVu2iAMHDnhcZlXEvt459veOsa8vi329c+zvHWNf75ic+3rFDgyYzWYRHR0tZs+ebV2Xk5MjdDqd+Pjjj53GvfTSS6Jbt24+L1cuvMk/Pz9fNGvWTGzatEn06NHD7o1CTk6OCA4OFuvWrbOuO3LkiAAgdu3a5afW+Javzm1WVpYAILZu3WotI5CPTefOncWYMWOsP5tMJhEbGyvS0tIc7v/II4+IXr162a1LSEgQTz31lBBV4DVUyt3jcqOSkhIRHh4uPvjgAyGq0HERHh6bkpIScfvtt4t3331XDBs2zO7NQlU5Nu4el8WLF4ubbrpJGI1Gn5VZ1bCvd479vWPs6x1jX+8c+3vH2Nc7Jue+XrG3Epw4cQIZGRlITEy0rouMjERCQgJ27drlNO7LL79Ex44dMWDAANStWxft2rXDsmXLvC5XLrzJf8yYMejVq5ddbKm9e/eiuLjYbluLFi3QoEGDgDgu8OG5zc3NBQDUrFkTCPBjYzQasXfvXrvc1Wo1EhMTnea+a9euMr8jSUlJ1v0D/TUED4/Lja5evYri4mLr70lVOC7w4tikpqaibt26GDFiRJltVeHYeHJcvvzyS3Tp0gVjxoxBVFQU2rRpg9dffx0mk8njMqsa9vXOsb93jH19WezrnWN/7xj7esfk3tcrdmAgIyMDABAVFWW3PioqyrrNkb///huLFy9Gs2bN8N1332H06NF49tln8cEHH3hVrlx4mv+aNWuwb98+pKWlOS1Xq9WievXqbpUrJ744t2azGePGjUPXrl3Rpk0ba7mBemyys7NhMpncOiYZGRnl7h/oryF4eFxu9NJLLyE2Ntb6h74qHBd4eGx27NiB5cuX2/1jZqsqHBtPjsvff/+NTz/9FCaTCd988w0mT56Mt956C9OnT/e4zKqGfb1z7O8dY19fFvt659jfO8a+3jG59/WKGRhYtWoVqlWrZv0qLi72qByz2Yz27dvj9ddfR7t27TBq1CiMHDkSS5Ys8XnOlcEXx+XMmTN47rnnsGrVKuj1er/kKQVf/c7YGjNmDH7//XesWbPGJzlS1TRz5kysWbMGn3/+eZV6TXkiPz8fQ4YMwbJly1C7dm2p05EVs9mMunXrYunSpejQoQMGDhyIiRMnBmx/5Avs651jf+8Y+3qSEvt7C/b1zlVmXx/k8xJlqnfv3khISLD+bDAYAACZmZmIiYmxrs/MzER8fLzTcmJiYtCqVSu7dS1btsT//vc/AEB0dLRH5UrFF8dl7969yMrKQvv27a3rTCYTtm3bhgULFsBgMCA6OhpGoxE5OTl2o+WZmZnWYyY3vvqdKZWcnIyvv/4a27ZtQ/369a3rA/HYlKpduzY0Gk2ZpyqXl3t0dHS5+wfaa8gRT45LqTfffBMzZ87E5s2b0bZtW+v6qnBc4MGxOX78OE6ePIkHH3zQus5sNgMAgoKCcPTo0SpxbDz5nYmJiUFwcDA0Go11XcuWLZGRkQGj0ejV72GgYl/vHPt7x9jXV4x9vXPs7x1jX++Y3Pt6xVwxEB4ejqZNm1q/WrVqhejoaKSnp1v3ycvLw+7du9GlSxen5XTt2rXM9DN//vknGjZsCABo3LixR+VKxRfHpWfPnjh48CAOHDhg/erYsSMGDx6MAwcOQKPRoEOHDggODrYr9+jRozh9+rQsjwt8+DsjhEBycjI+//xz/PDDD2jcuLHd9kA8NqW0Wi06dOhgl7vZbEZ6errT3Lt06WK3PwBs2rTJun+gvYYc8eS4AMCsWbPw2muvYePGjejYsaPdtqpwXODBsWnRokWZvy+9e/fGXXfdhQMHDiAuLq5KHBtPfme6du2Kv/76y/rmCdf6o5iYGGi1Wo9/DwMZ+3rn2N87xr6+YuzrnWN/7xj7esdk39e79ajCKmbmzJmievXq4osvvhD/93//J/r06VNmyou7775bvP3229aff/nlFxEUFCRmzJghjh07JlatWiVCQ0PFRx995Fa5cubJcbnRjU8pFtem6WnQoIH44YcfxJ49e0SXLl1Ely5d/NoWX/Pk2IwePVpERkaKLVu2iAsXLli/rl69at0nkI/NmjVrhE6nE++//744fPiwGDVqlKhevbrIyMgQQggxZMgQ8fLLL1v3/+mnn0RQUJB48803xZEjR8TUqVMdTmEUyK8h4cFxmTlzptBqteLTTz+1+z3Jz8+32yfQj4vw4Njc6MYnFYsqcmzcPS6nT58W4eHhIjk5WRw9elR8/fXXom7dumL69Okul6kE7OudY3/vGPv6stjXO8f+3jH29Y7Jua9X9MCA2WwWkydPFlFRUUKn04mePXuKo0eP2u3TsGFDMXXqVLt1X331lWjTpo3Q6XSiRYsWYunSpW6XK2eeHhdbjt4oFBYWimeeeUbUqFFDhIaGioceekhcuHDBb+3wB0+ODQCHXytWrLDuE+jH5u233xYNGjQQWq1WdO7cWfz888/WbT169BDDhg2z2/+TTz4RzZs3F1qtVrRu3Vps2LDBbnugv4ZKuXNcGjZs6PD3xPZ3qaocF+HB74wtR28Wqsqxcfe47Ny5UyQkJAidTiduuukmMWPGDFFSUuJymUrAvt459veOsa93jH29c+zvHWNf75hc+3qVsPwxIyIiIiIiIiIFUswzBoiIiIiIiIioLA4MEBERERERESkYBwaIiIiIiIiIFIwDA0REREREREQKxoEBIiIiIiIiIgXjwAARERERERGRgnFggIiIiIiIiEjBODBARD63fPly3HvvvX6vZ+PGjYiPj4fZbPZ7XURERGSP/T1R1cGBASLyqaKiIkyePBlTp071e1333XcfgoODsWrVKr/XRURERNexvyeqWjgwQEQ+9emnnyIiIgJdu3atlPoef/xxzJ8/v1LqIiIiIgv290RVCwcGiMihDz/8ELVq1YLBYLBb37dvXwwZMsRp3Jo1a/Dggw/arbvzzjsxbty4MuU8/vjj1p8bNWqE6dOnY+jQoahWrRoaNmyIL7/8EhcvXkSfPn1QrVo1tG3bFnv27LEr58EHH8SePXtw/PhxL1tMRESkPBcvXkR0dDRef/1167qdO3dCq9UiPT3daRz7e6KqhQMDROTQgAEDYDKZ8OWXX1rXZWVlYcOGDXjiiSecxu3YsQMdO3b0qM65c+eia9eu2L9/P3r16oUhQ4Zg6NCheOyxx7Bv3z40adIEQ4cOhRDCGtOgQQNERUVh+/btHtVJRESkZHXq1MF7772HV199FXv27EF+fj6GDBmC5ORk9OzZ02kc+3uiqoUDA0TkUEhICP79739jxYoV1nUfffQRGjRogDvvvNNhTE5ODnJzcxEbG+tRnQ888ACeeuopNGvWDFOmTEFeXh46deqEAQMGoHnz5njppZdw5MgRZGZm2sXFxsbi1KlTHtVJRESkdA888ABGjhyJwYMH4+mnn0ZYWBjS0tKc7s/+nqjq4cAAETk1cuRIfP/99zh37hwA4P3338fjjz8OlUrlcP/CwkIAgF6v96i+tm3bWpejoqIAALfcckuZdVlZWXZxISEhuHr1qkd1EhEREfDmm2+ipKQE69atw6pVq6DT6Zzuy/6eqOrhwAAROdWuXTvceuut+PDDD7F3714cOnTI7j7BG9WqVQsqlQqXL1+usGyTyVRmXXBwsHW5dPDB0bobpyu6dOkS6tSp42KriIiI6EbHjx/H+fPnYTabcfLkyXL3ZX9PVPVwYICIyvXkk0/i/fffx4oVK5CYmIi4uDin+2q1WrRq1QqHDx8us+3GywH//vtvn+RXVFSE48ePo127dj4pj4iISGmMRiMee+wxDBw4EK+99hqefPLJMp/W22J/T1T1cGCAiMr173//G2fPnsWyZcvKfehgqaSkJOzYsaPM+i+++AKfffYZjh8/jhkzZuDw4cM4deqU9TYFT/3888/Q6XTo0qWLV+UQEREp1cSJE5Gbm4v58+fjpZdeQvPmzSvs89nfE1UtHBggonJFRkaif//+qFatGvr27Vvh/iNGjMA333yD3Nxcu/W9evXCrFmz0KpVK2zbtg2LFi3CL7/8gpUrV3qV38cff4zBgwcjNDTUq3KIiIiUaMuWLZg3bx5WrlyJiIgIqNVqrFy5Etu3b8fixYudxrG/J6paVMJ2HhAiIgd69uyJ1q1bY/78+S7tP2DAALRv3x4TJkwArs1rHB8fj3nz5vk0r+zsbNx8883Ys2cPGjdu7NOyiYiIqHzs74mqDl4xQEROXb58GZ9//jm2bNmCMWPGuBw3e/ZsVKtWza+5AcDJkyexaNEivkkgIiKSAPt7oqojSOoEiEi+2rVrh8uXL+ONN97AzTff7HJco0aNMHbsWL/mBgAdO3ZEx44d/V4PERERlcX+nqjq4K0ERERERERERArGWwmIiIiIiIiIFIwDA0REREREREQKxoEBIiIiIiIiIgXjwAARERERERGRgnFggIiIiIiIiEjBODBAREREREREpGAcGCAiIiIiIiJSMA4MEBERERERESkYBwaIiIiIiIiIFOz/AU0bIPICLzNxAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "refine_box = td.MeshOverrideStructure(\n",
    "    geometry=td.Box(center=(0, 0, 0), size=(td.inf, 0.4, 0.4)),\n",
    "    dl=[40 * nm, None, None],\n",
    "    enforce=True,\n",
    ")\n",
    "\n",
    "# Use the box as a grid refinement structure\n",
    "sim_nonuniform_20_coarser = td.Simulation(\n",
    "    size=[5, 3, 3],\n",
    "    grid_spec=td.GridSpec.auto(\n",
    "        wavelength=wavelength,\n",
    "        min_steps_per_wvl=20,\n",
    "        override_structures=[refine_box],\n",
    "    ),\n",
    "    medium=sub_med,\n",
    "    structures=[box1, box2],\n",
    "    boundary_spec=boundary_spec,\n",
    "    run_time=1e-12,\n",
    ")\n",
    "\n",
    "ax = plot_sim_grid(sim_nonuniform_20_coarser)\n",
    "print(\n",
    "    f\"Minimal grid size along x-direction = {min(sim_nonuniform_20_coarser.grid.sizes.x) * 1e3:1.2f}nm\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now the minimal grid size along x-direction is target 40nm. When multiple override structures with `enforce=True` overlap, the grid size in the intersection region is decided by the last such structure in the list."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Combination of uniform and nonuniform grid\n",
    "\n",
    "Finally, we note that `Tidy3D` allows another easy way to handle the `x` direction in our example, namely applying different grid specifications along each of the three simulation directions. For example, we can set a fixed grid size of `40nm` along the propagation direction, where we expect the field dependence to be smooth, while still using the refined nonuniform mesh in the other two directions. This achieves the same effect as in the plot above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "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\">19:05:30 CEST </span><span style=\"color: #800000; text-decoration-color: #800000\">WARNING: Override structures take no effect along x-axis. If      </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span><span style=\"color: #800000; text-decoration-color: #800000\">intending to apply override structures to this axis, use          </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span><span style=\"color: #008000; text-decoration-color: #008000\">'AutoGrid'</span><span style=\"color: #800000; text-decoration-color: #800000\"> or </span><span style=\"color: #008000; text-decoration-color: #008000\">'QuasiUniformGrid'</span><span style=\"color: #800000; text-decoration-color: #800000\">.                                 </span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m19:05:30 CEST\u001b[0m\u001b[2;36m \u001b[0m\u001b[31mWARNING: Override structures take no effect along x-axis. If      \u001b[0m\n",
       "\u001b[2;36m              \u001b[0m\u001b[31mintending to apply override structures to this axis, use          \u001b[0m\n",
       "\u001b[2;36m              \u001b[0m\u001b[32m'AutoGrid'\u001b[0m\u001b[31m or \u001b[0m\u001b[32m'QuasiUniformGrid'\u001b[0m\u001b[31m.                                 \u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of grid points (millions): 1.4\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid_spec = td.GridSpec(\n",
    "    grid_x=td.UniformGrid(dl=0.04),\n",
    "    grid_y=td.AutoGrid(min_steps_per_wvl=20),\n",
    "    grid_z=td.AutoGrid(min_steps_per_wvl=20),\n",
    "    wavelength=wavelength,\n",
    "    override_structures=[refine_box],\n",
    ")\n",
    "\n",
    "sim_nonuniform_yz_uniform_x = td.Simulation(\n",
    "    size=[5, 3, 3],\n",
    "    grid_spec=grid_spec,\n",
    "    medium=sub_med,\n",
    "    structures=[box1, box2],\n",
    "    boundary_spec=boundary_spec,\n",
    "    run_time=1e-12,\n",
    ")\n",
    "\n",
    "ax = plot_sim_grid(sim_nonuniform_yz_uniform_x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: the 2nd warning is just letting us know that we are using uniform grid along x-axis even though the override structures have some extent in these dimensions. We can ignore as this is intended."
   ]
  }
 ],
 "metadata": {
  "description": "This notebook demonstrates how to use automatic nonuniform meshing in Tidy3D FDTD.",
  "feature_image": "",
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "keywords": "automatic nonuniform meshing, automatic nonuniform grid, Tidy3D, FDTD",
  "language_info": {
   "codemirror_mode": {
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