Autograd22PhotonicCrystal.ipynb

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    "# Adjoint optimization of a photonic crystal\n",
    "\n",
    "In this notebook, we will use inverse design to optimize coupling from a silicon waveguide to a photonic crystal slab.\n",
    "\n",
    "We'll first set up a very simple photonic crystal in a silicon slab.\n",
    "\n",
    "Then, we'll maximize the transmitted flux through the crystal at a frequency just above the bandgap. \n",
    "\n",
    "Our degrees of freedom will be the center of the holes cut in the photonic crystal, but modifying this example, one can easily adjust the radius of each hole as well as an extra design parameter.\n",
    "\n",
    "<img src=\"img/invdes_phc.png\" width=\"400\" alt=\"Schematic\">\n",
    "\n",
    "If you are unfamiliar with inverse design, we also recommend our [intro to inverse design tutorials](https://www.flexcompute.com/tidy3d/learning-center/inverse-design/) and our [primer on automatic differentiation with tidy3d](https://www.flexcompute.com/tidy3d/examples/notebooks/AdjointPlugin1Intro/).\n"
   ]
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   "source": [
    "import autograd\n",
    "\n",
    "# we'll use autograd for automatic differentiation, so derivative-traced numpy operations will use autograd.numpy\n",
    "import autograd.numpy as anp\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import tidy3d as td\n",
    "import tidy3d.web as web"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "## Setup\n",
    "\n",
    "First, we will set up some of our global parameters for the study.\n",
    "\n",
    "The structure will consist of a rectangular lattice of air holes in a silicon slab."
   ]
  },
  {
   "cell_type": "code",
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   "source": [
    "nm = 1e-3\n",
    "\n",
    "wvl0 = 1550 * nm\n",
    "a = 400 * nm\n",
    "\n",
    "num_freqs = 151\n",
    "\n",
    "wvl_min, wvl_max = (1400 * nm, 1700 * nm)\n",
    "freq_min = td.C_0 / wvl_max\n",
    "freq_max = td.C_0 / wvl_min\n",
    "\n",
    "freqs = np.linspace(freq_min, freq_max, num_freqs)\n",
    "freq0 = td.C_0 / wvl0\n",
    "\n",
    "fwidth = freq0 / 10\n",
    "run_time = 300 / fwidth\n",
    "\n",
    "sqrt3_div2 = np.sqrt(3) / 2.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "d007a013-b3c3-486a-a366-bb8f84073ab6",
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   "source": [
    "# silicon material (for slab)\n",
    "n_si = 3.48\n",
    "si = td.Medium(permittivity=n_si**2)\n",
    "air = td.Medium()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "08dd46fd-8a7a-412a-b083-e4e550d3092d",
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   "source": [
    "# radius of holes\n",
    "r0 = 90 * nm\n",
    "\n",
    "# when we optimize, the radius will vary between these two values\n",
    "# for now we just constrain all radius to r0, but change these values to add more degrees of freedom\n",
    "r_range = rmin, rmax = (r0, r0)\n",
    "rmid = r0\n",
    "\n",
    "# how much centers can move from the center\n",
    "drmax = a / 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "f688e5ed-609a-49ca-be23-b52dbe402ccf",
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   "source": [
    "# number of holes in x and y\n",
    "N_rows = 15\n",
    "N_cols = 19\n",
    "N_cols_static = 5\n",
    "\n",
    "# total length of the PhC region\n",
    "Lx_phc = N_cols * a + a / 2\n",
    "Ly_phc = N_rows * sqrt3_div2 * a + a / 2\n",
    "\n",
    "# buffer on each side of the design region\n",
    "buffer = 1.0 * wvl0\n",
    "\n",
    "# thickness of slab\n",
    "t_slab = 220 * nm\n",
    "\n",
    "# waveguide width\n",
    "w_wg = 1.3 * a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
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   "source": [
    "# size of simulation\n",
    "Lx = Lx_phc + 2 * buffer\n",
    "Ly = Ly_phc + 2 * buffer\n",
    "Lz = t_slab + 2 * buffer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "f24a60da-76d8-43e9-bf56-c9fc18ac04dd",
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   "source": [
    "# define grid resolution\n",
    "steps_per_unit_cell = 14\n",
    "dx = a / steps_per_unit_cell\n",
    "dy = a * sqrt3_div2 / steps_per_unit_cell\n",
    "\n",
    "grid_spec = td.GridSpec(\n",
    "    grid_x=td.UniformGrid(dl=dx),\n",
    "    grid_y=td.UniformGrid(dl=dy),\n",
    "    grid_z=td.AutoGrid(min_steps_per_wvl=steps_per_unit_cell),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "583a2d88-c21e-43d3-9919-cfbcb5bec309",
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   "source": [
    "def make_holes(params) -> td.Structure:\n",
    "    \"\"\"Convenience function to make the phc holes given the design parameters.\"\"\"\n",
    "\n",
    "    hole_spacing_x = a\n",
    "    hole_spacing_y = a * sqrt3_div2\n",
    "\n",
    "    x_slab_length, y_slab_length = (\n",
    "        hole_spacing_x * (N_cols + 0.5),\n",
    "        hole_spacing_y * N_rows,\n",
    "    )\n",
    "    start_x, start_y = (\n",
    "        -x_slab_length / 2 + hole_spacing_x / 2,\n",
    "        -y_slab_length / 2 + hole_spacing_y / 2,\n",
    "    )\n",
    "\n",
    "    cylinders = []\n",
    "\n",
    "    for i in range(0, N_cols):\n",
    "        for j in range(0, N_rows):\n",
    "            # depending on distance from central column, hole is either static\n",
    "            i_dist = abs(i - N_cols // 2)\n",
    "            if i_dist < ((N_cols_static) / 2):\n",
    "                radius = rmid\n",
    "                dx = dy = 0\n",
    "\n",
    "            # or optimizable\n",
    "            else:\n",
    "                radius = params[0, i, j]\n",
    "                dx = params[1, i, j]\n",
    "                dy = params[2, i, j]\n",
    "\n",
    "            x0 = dx + start_x + (i + (j % 2) * 0.5) * hole_spacing_x\n",
    "            y0 = dy + start_y + j * hole_spacing_y\n",
    "            if j != N_rows // 2:\n",
    "                c = td.Cylinder(\n",
    "                    axis=2,\n",
    "                    radius=radius,\n",
    "                    center=(x0, y0, 0),\n",
    "                    length=td.inf,\n",
    "                )\n",
    "                cylinders.append(c)\n",
    "\n",
    "    # use GeometryGroup since all same medium, for performance\n",
    "    structure = td.Structure(\n",
    "        geometry=td.GeometryGroup(geometries=cylinders),\n",
    "        medium=air,\n",
    "        background_medium=si,  # note: we need this for correct gradients when embedded in slab\n",
    "    )\n",
    "\n",
    "    return structure"
   ]
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   "execution_count": 97,
   "id": "89447d37-be32-4a82-887f-d883da79adc2",
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   "source": [
    "source = td.ModeSource(\n",
    "    center=(-Lx / 2 + wvl0 / 10, 0, 0),\n",
    "    size=(0, Ly_phc / 2.0, td.inf),\n",
    "    source_time=td.GaussianPulse(freq0=freq0, fwidth=fwidth),\n",
    "    direction=\"+\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "fc7ff2e8-77e0-475d-aa49-82549632828a",
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    "# these monitors are just for plotting the broadband flux response, not optimizing\n",
    "# FluxMonitor is not supported in autograd\n",
    "\n",
    "slab = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        center=(0, 0, 0),\n",
    "        size=(Lx_phc, Ly_phc, t_slab),\n",
    "    ),\n",
    "    medium=si,\n",
    ")\n",
    "\n",
    "waveguide = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        center=(0, 0, 0),\n",
    "        size=(td.inf, w_wg, t_slab),\n",
    "    ),\n",
    "    medium=si,\n",
    ")\n",
    "\n",
    "\n",
    "mnt_flux = td.FluxMonitor(\n",
    "    center=(-source.center[0], 0, 0),\n",
    "    size=(0, td.inf, td.inf),\n",
    "    freqs=freqs,\n",
    "    name=\"flux\",\n",
    ")\n",
    "\n",
    "# this monitor is for visualizing field patterns only\n",
    "mnt_field = td.FieldMonitor(\n",
    "    center=(0, 0, 0),\n",
    "    size=(td.inf, td.inf, 0),\n",
    "    freqs=[freq0],\n",
    "    name=\"field\",\n",
    ")\n",
    "\n",
    "# These monitors are used for the optimization\n",
    "# FieldMonitor.flux is used because FluxMonitor not supported in autograd\n",
    "\n",
    "mnt_field_flux = td.FieldMonitor(\n",
    "    center=(+Lx_phc / 2 - a, 0, 0),\n",
    "    size=(0, td.inf, td.inf),\n",
    "    freqs=[freq0],\n",
    "    name=\"flux\",\n",
    ")"
   ]
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   "execution_count": 99,
   "id": "cc389323-f5da-4523-b7ed-eabeecf52c66",
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   "source": [
    "def make_sim(params, optimization_mode: bool = False) -> td.Simulation:\n",
    "    \"\"\"Function to generate a simulation with different monitors depending on whether optimizing.\"\"\"\n",
    "\n",
    "    # create the holes\n",
    "    holes = make_holes(params)\n",
    "\n",
    "    # decide which monitors to include\n",
    "    if not optimization_mode:\n",
    "        monitors = [mnt_flux, mnt_field]\n",
    "    else:\n",
    "        monitors = [mnt_field_flux]\n",
    "\n",
    "    return td.Simulation(\n",
    "        center=[0, 0, 0],\n",
    "        size=[Lx, Ly, Lz],\n",
    "        grid_spec=grid_spec,\n",
    "        structures=[slab, waveguide, holes],\n",
    "        sources=[source],\n",
    "        monitors=monitors,\n",
    "        run_time=run_time,\n",
    "        boundary_spec=td.BoundarySpec.pml(x=True, y=True, z=True),\n",
    "        symmetry=(0, -1, 1),\n",
    "    )"
   ]
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  {
   "cell_type": "markdown",
   "id": "bbb5c5d7-dc1d-4188-8e01-0fa7117b957f",
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   "source": [
    "Let's make a simulation with the starting parameters, and one with just the waveguide, for normalization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "494986b7-9690-46c6-be0d-31c95bd67e26",
   "metadata": {},
   "outputs": [],
   "source": [
    "params0 = rmid * np.ones((3, N_cols, N_rows))\n",
    "params0[1:] = 0.0\n",
    "\n",
    "sim0 = make_sim(params0, optimization_mode=False)\n",
    "\n",
    "sim_wg = sim0.updated_copy(structures=[waveguide])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "e6410f28-d488-4251-9b35-cf2671dc0b64",
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    {
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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, (ax1, ax2) = plt.subplots(1, 2, tight_layout=True, figsize=(10, 4))\n",
    "_ = sim0.plot(z=0.01, ax=ax1)\n",
    "_ = sim_wg.plot(z=0.01, ax=ax2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e39d7f0b-bb55-41e2-a7ab-c62f3f24d5a5",
   "metadata": {},
   "source": [
    "Next, we can run these two simulations to inspect the fields and compute some normalization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "a217a7bf-9216-419d-9d25-e707b77b2cc1",
   "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\">10:42:11 CET </span>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'initial PhC'</span> with task_id                            \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497'</span> and task_type <span style=\"color: #008000; text-decoration-color: #008000\">'FDTD'</span>.  \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:42:11 CET\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'initial PhC'\u001b[0m with task_id                            \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m.  \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>View task using web UI at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a9</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">6-46b5-aa4d-8d2277a86497'</span></a>.                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mView task using web UI at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=48800;https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=116247;https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=48800;https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=213968;https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=48800;https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\u001b\\\u001b[32m-bdfaf645-4a9\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=48800;https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\u001b\\\u001b[32m6-46b5-aa4d-8d2277a86497'\u001b[0m\u001b]8;;\u001b\\.                                         \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f09164ac29f9440fafde078207fc3889",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">10:42:15 CET </span>status = queued                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:42:15 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = queued                                                    \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>To cancel the simulation, use <span style=\"color: #008000; text-decoration-color: #008000\">'web.abort(task_id)'</span> or              \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'web.delete(task_id)'</span> or abort/delete the task in the web UI.      \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Terminating the Python script will not stop the job running on the \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>cloud.                                                             \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mTo cancel the simulation, use \u001b[32m'web.abort\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or              \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'web.delete\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or abort/delete the task in the web UI.      \n",
       "\u001b[2;36m             \u001b[0mTerminating the Python script will not stop the job running on the \n",
       "\u001b[2;36m             \u001b[0mcloud.                                                             \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">10:42:21 CET </span>status = preprocess                                                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:42:21 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess                                                \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">10:42:23 CET </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.251</span>. Use <span style=\"color: #008000; text-decoration-color: #008000\">'web.real_cost(task_id)'</span> to get\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>the billed FlexCredit cost after a simulation run.                 \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:42:23 CET\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.251\u001b[0m. Use \u001b[32m'web.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get\n",
       "\u001b[2;36m             \u001b[0mthe billed FlexCredit cost after a simulation run.                 \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>starting up solver                                                 \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mstarting up solver                                                 \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">10:42:24 CET </span>running solver                                                     \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:42:24 CET\u001b[0m\u001b[2;36m \u001b[0mrunning solver                                                     \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4d4f17a12837440cb79b9a32ee7e0e82",
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       "version_minor": 0
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       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">10:43:11 CET </span>early shutoff detected at <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">68</span>%, exiting.                            \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:43:11 CET\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m68\u001b[0m%, exiting.                            \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>status = postprocess                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mstatus = postprocess                                               \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "model_id": "",
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       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">10:43:14 CET </span>status = success                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:43:14 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = success                                                   \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>View simulation result at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a9</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">6-46b5-aa4d-8d2277a86497'</span></a><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">.</span>                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mView simulation result at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=931377;https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=180642;https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=931377;https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=61323;https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=931377;https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\u001b\\\u001b[4;34m-bdfaf645-4a9\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=931377;https://tidy3d.simulation.cloud/workbench?taskId=fdve-bdfaf645-4a96-46b5-aa4d-8d2277a86497\u001b\\\u001b[4;34m6-46b5-aa4d-8d2277a86497'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m                                         \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1308eaae1bad4184ac173fbd7e7e5486",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">10:43:19 CET </span>loading simulation from simulation_data.hdf5                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:43:19 CET\u001b[0m\u001b[2;36m \u001b[0mloading simulation from simulation_data.hdf5                       \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'initial PhC norm'</span> with task_id                       \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd'</span> and task_type <span style=\"color: #008000; text-decoration-color: #008000\">'FDTD'</span>.  \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'initial PhC norm'\u001b[0m with task_id                       \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m.  \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>View task using web UI at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">e-4820-8913-aed3c39060dd'</span></a>.                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mView task using web UI at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=661952;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=183652;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=661952;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=28770;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=661952;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\u001b\\\u001b[32m-a81df8f5-9b6\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=661952;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\u001b\\\u001b[32me-4820-8913-aed3c39060dd'\u001b[0m\u001b]8;;\u001b\\.                                         \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1020d52e509e4129b10d8ef5c773d2bb",
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       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">10:43:22 CET </span>status = queued                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:43:22 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = queued                                                    \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>To cancel the simulation, use <span style=\"color: #008000; text-decoration-color: #008000\">'web.abort(task_id)'</span> or              \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'web.delete(task_id)'</span> or abort/delete the task in the web UI.      \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Terminating the Python script will not stop the job running on the \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>cloud.                                                             \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mTo cancel the simulation, use \u001b[32m'web.abort\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or              \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'web.delete\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or abort/delete the task in the web UI.      \n",
       "\u001b[2;36m             \u001b[0mTerminating the Python script will not stop the job running on the \n",
       "\u001b[2;36m             \u001b[0mcloud.                                                             \n"
      ]
     },
     "metadata": {},
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    },
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      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">10:43:28 CET </span>status = preprocess                                                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:43:28 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess                                                \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">10:43:30 CET </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.251</span>. Use <span style=\"color: #008000; text-decoration-color: #008000\">'web.real_cost(task_id)'</span> to get\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>the billed FlexCredit cost after a simulation run.                 \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:43:30 CET\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.251\u001b[0m. Use \u001b[32m'web.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get\n",
       "\u001b[2;36m             \u001b[0mthe billed FlexCredit cost after a simulation run.                 \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>starting up solver                                                 \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mstarting up solver                                                 \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>running solver                                                     \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mrunning solver                                                     \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "Output()"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">10:43:37 CET </span>early shutoff detected at <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span>%, exiting.                             \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:43:37 CET\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m4\u001b[0m%, exiting.                             \n"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>status = postprocess                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mstatus = postprocess                                               \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">10:43:38 CET </span>status = success                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:43:38 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = success                                                   \n"
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    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
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    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>View simulation result at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">e-4820-8913-aed3c39060dd'</span></a><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">.</span>                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mView simulation result at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=967791;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=603877;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=967791;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=351355;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=967791;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\u001b\\\u001b[4;34m-a81df8f5-9b6\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=967791;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a81df8f5-9b6e-4820-8913-aed3c39060dd\u001b\\\u001b[4;34me-4820-8913-aed3c39060dd'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m                                         \n"
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       "Output()"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
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    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">10:43:42 CET </span>loading simulation from simulation_data.hdf5                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m10:43:42 CET\u001b[0m\u001b[2;36m \u001b[0mloading simulation from simulation_data.hdf5                       \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_data0 = web.Job(simulation=sim0, task_name=\"initial PhC\").run()\n",
    "sim_data_wg = web.Job(simulation=sim_wg, task_name=\"initial PhC norm\").run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "90a3f034-8a9f-46ef-9089-385270681db5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, (ax1, ax2) = plt.subplots(1, 2, tight_layout=True, figsize=(10, 4))\n",
    "_ = sim_data_wg.plot_field(\"field\", field_name=\"Ey\", val=\"abs\", ax=ax1)\n",
    "_ = sim_data0.plot_field(\"field\", field_name=\"Ey\", val=\"abs\", ax=ax2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "126af16c-261a-48c4-a9db-14b3d6d7da7d",
   "metadata": {},
   "source": [
    "Let's visualize the transmission. We can clearly see the bandgap, but above the bandgap, the transmission is not great. We will optimize transmitted flux at the orange line. \n",
    "\n",
    "> Note: one can also do this with `ModeMonitor` and include a broadband objective."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "1151a1cf-53c9-4326-b0b8-97eafb61d609",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flux_wg = abs(sim_data_wg[\"flux\"].flux)\n",
    "flux0 = abs(sim_data0[\"flux\"].flux) / flux_wg\n",
    "flux0.plot(x=\"f\")\n",
    "plt.ylabel(\"flux (no optimization)\")\n",
    "plt.plot([freq0, freq0], [0, 1], linestyle=\"--\", label=\"optimization freq\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7bd49878-9061-4e78-8c07-7a0b2c524e27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flux_wg = abs(sim_data_wg[\"flux\"].flux)\n",
    "flux0 = abs(sim_data0[\"flux\"].flux) / flux_wg\n",
    "flux0.plot(x=\"f\")\n",
    "plt.ylabel(\"flux (no optimization)\")\n",
    "plt.plot([freq0, freq0], [0, 1], linestyle=\"--\", label=\"optimization freq\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "7e4ea32e-2267-4c6d-9769-5b74f61585f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0000138821140412\n"
     ]
    }
   ],
   "source": [
    "flux0_freq0 = flux_wg.interp(f=freq0).item()\n",
    "print(flux0_freq0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6160b1db-d189-4cc8-b220-1f8f84375671",
   "metadata": {},
   "source": [
    "The normalization flux is about 1, which is as expected as our `ModeSource` takes this into account.\n",
    "\n",
    "## Optimization\n",
    "\n",
    "Next, we will define our inverse design problem. We'll adjust the centers and radii (if desired) to maximize flux at `freq0`, normalized by our straight waveguide transmission."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "a91d8390-219d-463a-b58b-9322f7318a5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def objective(params: anp.ndarray) -> float:\n",
    "    \"\"\"Maximize flux in -y, minimize flux in +x.\"\"\"\n",
    "\n",
    "    sim = make_sim(params, optimization_mode=True)\n",
    "    sim_data = web.run(sim, task_name=\"phc_adjoint\", verbose=False)\n",
    "\n",
    "    flux_measure_freq0 = anp.sum(anp.abs(sim_data[\"flux\"].flux.data))\n",
    "\n",
    "    return flux_measure_freq0 / flux_wg.interp(f=freq0).item()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "164dce7a-6b34-4dae-8cce-4e1388ae888e",
   "metadata": {},
   "source": [
    "As always, we can use one line of `autograd` code to get a function that gives the value and gradient of our objective when passed some parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "c4d3a7df-766e-4c18-a66d-d7f4ed5ae186",
   "metadata": {},
   "outputs": [],
   "source": [
    "val_grad = autograd.value_and_grad(objective)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33a6f960-db52-47b9-a5c0-245f128950a9",
   "metadata": {},
   "source": [
    "And then we can use this function in our gradient-ascent optimizer using `optax`.\n",
    "\n",
    "We first set up the optimizer parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "5813fffd-a859-48af-8a51-e7b2ff29311e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import optax\n",
    "from autograd.tracer import getval\n",
    "\n",
    "# hyperparameters\n",
    "num_steps = 10\n",
    "learning_rate = a / 40\n",
    "# note: the step size needs to be quite low because of the direct modification of geometric parameter\n",
    "\n",
    "# initialize adam optimizer with starting parameters\n",
    "params = np.array(params0).copy()\n",
    "optimizer = optax.adam(learning_rate=learning_rate)\n",
    "opt_state = optimizer.init(params)\n",
    "\n",
    "# store history\n",
    "objective_history = []\n",
    "param_history = [params]\n",
    "data_history = []"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6582eb1-fecb-4a29-9036-39ccb5594fb6",
   "metadata": {},
   "source": [
    "And then run the optimization in a for loop (note: to continue optimization, you can always re-run this cell assuming `params` is set to the last parameters from your previous run."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "6872a1d1-e98a-419e-9501-7bf3296cba94",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 1\n",
      "\tJ = 4.9913e-01\n",
      "\tgrad_norm = 1.3225e+01\n",
      "step = 2\n",
      "\tJ = 7.1040e-01\n",
      "\tgrad_norm = 7.6651e+00\n",
      "step = 3\n",
      "\tJ = 7.9986e-01\n",
      "\tgrad_norm = 5.9899e+00\n",
      "step = 4\n",
      "\tJ = 8.3010e-01\n",
      "\tgrad_norm = 6.2971e+00\n",
      "step = 5\n",
      "\tJ = 8.4537e-01\n",
      "\tgrad_norm = 7.5235e+00\n",
      "step = 6\n",
      "\tJ = 8.8144e-01\n",
      "\tgrad_norm = 5.2108e+00\n",
      "step = 7\n",
      "\tJ = 8.9780e-01\n",
      "\tgrad_norm = 5.2837e+00\n",
      "step = 8\n",
      "\tJ = 9.0196e-01\n",
      "\tgrad_norm = 8.0595e+00\n",
      "step = 9\n",
      "\tJ = 9.3306e-01\n",
      "\tgrad_norm = 2.9615e+00\n",
      "step = 10\n",
      "\tJ = 9.4724e-01\n",
      "\tgrad_norm = 2.0609e+00\n",
      "CPU times: user 14min 39s, sys: 8.75 s, total: 14min 48s\n",
      "Wall time: 24min 23s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "for i in range(num_steps):\n",
    "    print(f\"step = {i + 1}\")\n",
    "\n",
    "    # compute gradient and current objective function value\n",
    "    value, gradient = val_grad(params)\n",
    "\n",
    "    gradient = np.array(gradient)\n",
    "\n",
    "    # outputs\n",
    "    print(f\"\\tJ = {value:.4e}\")\n",
    "    print(f\"\\tgrad_norm = {np.linalg.norm(gradient):.4e}\")\n",
    "\n",
    "    # compute and apply updates to the optimizer based on gradient\n",
    "    updates, opt_state = optimizer.update(-gradient, opt_state, params)\n",
    "    params[:] = optax.apply_updates(params, updates)\n",
    "\n",
    "    params[0] = anp.clip(params[0], rmin, rmax)\n",
    "    params[1:] = anp.clip(params[1:], -drmax, drmax)\n",
    "\n",
    "    # save history\n",
    "    objective_history.append(value)\n",
    "    param_history.append(params)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d45a25d-df37-4f14-a949-d3bf4877a526",
   "metadata": {},
   "source": [
    "## Results\n",
    "\n",
    "Let's inspect the results of the optimization.\n",
    "\n",
    "The objective function increased steadily."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "4e7124a0-23ce-4b97-b317-8ac6e2bf00f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(objective_history)\n",
    "plt.xlabel(\"iteration\")\n",
    "plt.ylabel(\"objective function\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a8f21fb-d011-44b3-aeaa-613de16ede46",
   "metadata": {},
   "source": [
    "We can grab the last simulation from the parameter history and visualize the fields and flux values over the full spectrum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "83a95994-2a01-47b9-9fdc-62722a1edcfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "params_final = param_history[-1]\n",
    "\n",
    "sim_final = make_sim(params_final, optimization_mode=False)\n",
    "_ = sim_final.plot(z=0.01)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "01b30f8b-eb07-4840-8fba-373b95abcce3",
   "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\">11:11:03 CET </span>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'phc'</span> with task_id                                    \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f'</span> and task_type <span style=\"color: #008000; text-decoration-color: #008000\">'FDTD'</span>.  \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:11:03 CET\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'phc'\u001b[0m with task_id                                    \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m.  \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>View task using web UI at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90a</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">e-46b1-af30-16656cb2ce1f'</span></a>.                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mView task using web UI at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=714;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=426017;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=714;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=969597;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=714;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\u001b\\\u001b[32m-a6cff05a-90a\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=714;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\u001b\\\u001b[32me-46b1-af30-16656cb2ce1f'\u001b[0m\u001b]8;;\u001b\\.                                         \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5e09dcc6a1e24e4991b1e1e33fbd0c3c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:11:06 CET </span>status = queued                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:11:06 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = queued                                                    \n"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>To cancel the simulation, use <span style=\"color: #008000; text-decoration-color: #008000\">'web.abort(task_id)'</span> or              \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'web.delete(task_id)'</span> or abort/delete the task in the web UI.      \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Terminating the Python script will not stop the job running on the \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>cloud.                                                             \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mTo cancel the simulation, use \u001b[32m'web.abort\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or              \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'web.delete\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or abort/delete the task in the web UI.      \n",
       "\u001b[2;36m             \u001b[0mTerminating the Python script will not stop the job running on the \n",
       "\u001b[2;36m             \u001b[0mcloud.                                                             \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "model_id": "",
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      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:11:11 CET </span>status = preprocess                                                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:11:11 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess                                                \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:11:13 CET </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.251</span>. Use <span style=\"color: #008000; text-decoration-color: #008000\">'web.real_cost(task_id)'</span> to get\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>the billed FlexCredit cost after a simulation run.                 \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:11:13 CET\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.251\u001b[0m. Use \u001b[32m'web.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get\n",
       "\u001b[2;36m             \u001b[0mthe billed FlexCredit cost after a simulation run.                 \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>starting up solver                                                 \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mstarting up solver                                                 \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:11:14 CET </span>running solver                                                     \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:11:14 CET\u001b[0m\u001b[2;36m \u001b[0mrunning solver                                                     \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:11:34 CET </span>early shutoff detected at <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">28</span>%, exiting.                            \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:11:34 CET\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m28\u001b[0m%, exiting.                            \n"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:11:35 CET </span>status = postprocess                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:11:35 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = postprocess                                               \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:11:36 CET </span>status = success                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:11:36 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = success                                                   \n"
      ]
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
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    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>View simulation result at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90a</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">e-46b1-af30-16656cb2ce1f'</span></a><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">.</span>                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mView simulation result at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=777002;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=616446;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=777002;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=511606;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=777002;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\u001b\\\u001b[4;34m-a6cff05a-90a\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=777002;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6cff05a-90ae-46b1-af30-16656cb2ce1f\u001b\\\u001b[4;34me-46b1-af30-16656cb2ce1f'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m                                         \n"
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     },
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    {
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       "model_id": "bfe17bc1c31346cdbf7f8b4f8277a5d7",
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       "version_minor": 0
      },
      "text/plain": [
       "Output()"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">11:11:41 CET </span>loading simulation from simulation_data.hdf5                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:11:41 CET\u001b[0m\u001b[2;36m \u001b[0mloading simulation from simulation_data.hdf5                       \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_data_final = web.run(sim_final, task_name=\"phc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "fc6c3889-b012-4995-a5f4-a9f36d57d931",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0KLfddls4AA0ODvLYY4+RzWbD/d7whjdw6tQp/st/+S/cdtttHV8Di2VLUV0IC/eFfV9fX0ebX3/99fzgBz9IfPe6172OU6dO8Y53vIPDhw+TyWT46le/yg033ADA/fffzxNPPMF11123ub5aLJZ1sR45nM1m+epXvxoqn0ePHuV3fud3+Mu//Et+/ud/npe//OW8+93vZmRkhF/7tV/r6Phnzpzh9ttv55WvfCUAz3/+8zl16hSvetWr+Pu///tQub/iiit44QtfyH//7/+9ZaXua665JrEywdTUFO9617u4+uqree973wvAN77xDf7oj/6Iz33uc7zqVa8Kt33Oc57Di170Iu68805e9apXMTk5yYc//GFe+tKX8pd/+ZcIIQB417vexX/8j/+xo3OzWNZNV8LC4UUvehGf//znE9+1Mog3MjAwwOWXX85DDz3E85///F1rDLdh4RZLA57n8Td/8ze8/OUvDwU6wP79+3nVq17FN77xjUSO5xve8IY1c6u++tWvUq/XefOb35z4/qabbuq4X6VSKTEpyGaz/ORP/iSPPPJI+J3jOKFirZRiZmaGer3OT/zET/Cd73yn42NZLFuOpgvVR9d3yN7eXq666qrEp1gsMjw8zFVXXUV/fz+vf/3refvb387XvvY17r33Xl73utdx3XXX7Wj+lsVysbFeOfwbv/EboWIN8Ju/+Zu4rsv//J//c8N9KJVK/Mqv/Er475MnTzIwMMAVV1yR8JoHf4/L4rXO7ZWvfCWLi4t88YtfpFgsAnDnnXfS39/P85//fKampsLPtddeS6lUCtO7vvKVr1CtVrnppptCxRrgrW9964bP1WJpS1fktQatcV2Xvr6+xKdT5XppaYmHH36Y/fv3c+2114bG8IDdYgy3nmuLpYHJyUlWVlY4efJk029XXHEFSilOnz4dfnfJJZes2ebjjz8O0BQWNjQ0lFgKqB2HDh1KCFIwnurvf//7ie8++9nP8vu///vcd9991Gq1dfXTYtk2ulHQrBthag38wR/8AVJKbrjhBiqVCi984Qv5xCc+0fXjWCyW1qxXDl922WWJbUqlEvv379/UOtNpMre/v5/Dhw83fQc05UW34t3vfjd/93d/x1/91V9x/Pjx8PsHH3yQ+fn5RJh4nImJCSCaTzSe8+joaMfzCYtl3XTDc73Oema//du/zcte9jKOHj3KmTNneO9734vjOLzyla9MGMOHhobo6+vjpptu2hXGcKtcWyybZLvyPlp5x7WORqs/+ZM/4bWvfS0vf/nL+bf/9t8yNjaG4zjcfPPNPPzww9vST4tlLxEvYgSQz+f5+Mc/zsc//vGd6ZDFYtkVtJK5ncjiVvw//8//w4c+9CF+7/d+jxe96EWJ35RSjI2N8bnPfS5139HR0TXbt1guJJ588kle+cpXMj09zejoKM961rP41re+Fb4Lu9UYbpVri6WB0dFRenp6uP/++5t+u++++5BScvjw4dSlfFoRrHX50EMPJTzI09PTHVu7O+ELX/gCl156KX/2Z3+WsLgHOV0Wy65Bqy4sxdV9z7XFYtl51iuHH3zwQZ7znOeE2ywtLXH27Fle8pKXhN81eqG3mwceeIDXvOY1vPzlL+ff/bt/1/T78ePH+cpXvsJP/dRPtTXaB/OJBx98MBEyPzk52dX5hMUS0YVIs6CddXDHHXe0/X23GsNtzrXF0oDjOLzgBS/gz//8zxMhZefPn+f222/nWc96VscFlAKuv/56XNfllltuSXz/sY99rBtdDgks6nEL+j/8wz/wzW9+s6vHsVg2i9AaodQmP+tfM9Nisex+1iuH/+t//a+JNKhbbrmFer2eqDZcLBaZm5vbju43sbS0xC/+4i9y8OBBPvvZz6Yq+r/0S7+E53n83u/9XtNv9Xo97Pvznvc8MpkM/+W//JeErP/IRz6yVd23WLogrxXiIhHZ1nNtsaTwgQ98gL/927/lWc96Fm9+85txXZdbb72VSqXStLZ0J4yPj/OWt7yF3//93+fnf/7nedGLXsQ//uM/8td//deMjIx0zaL+cz/3c/zZn/0Zv/iLv8hLX/pSHn30UT75yU9y5ZVXsrS01JVjWCxdQWPyrjfdiMViuRBZjxyuVqtcf/31/NIv/RL3338/n/jEJ3jWs57Fz//8z4fbXHvttdxyyy184AMf4MSJE4yNjfHc5z53W87l/e9/Pz/60Y9497vfzZ//+Z8nfjt+/DjXXXcdP/uzP8sb3/hGbr75Zr73ve/xghe8gEwmw4MPPsidd97JRz/6Uf7lv/yXjI6O8tu//dvcfPPN/NzP/RwveclL+O53vxvOJyyWLWHT8houFpltlWuLJYWnPe1p/K//9b945zvfyc0334xSimc84xn8yZ/8SaJK6Hr40Ic+RE9PD5/61Kf4yle+wnXXXcff/M3f8KxnPYt8Pt+Vfr/2ta/l3Llz3HrrrXz5y1/myiuv5E/+5E+48847m3JLLRaLxWLZraxHDn/sYx/jc5/7HO95z3uo1Wq88pWv5A//8A8Thuv3vOc9PP7443z4wx9mcXGRn/3Zn9025XpychIwBoNGXvOa14TVjT/5yU9y7bXXcuutt/Lv/t2/w3Vdjh07xq/92q/xUz/1U+E+H/jAB8jn83zyk5/ka1/7Gs94xjP4m7/5G1760pduy/lYLJbWCN1JBQaLxbIlzM3NMTg4yAc+8AHe9a537XR3LJZt4WUvexkv/uclfvNXfnZT7dz7w8d56W/9MefPn+9SzywWy17iM5/5DK973eu45557+Imf+Imd7o7FcsFx77338pIXPodzX19/1GYjP//mT/CSX/5NfvM3f7MLPdu9WM+1xbJNrK6uNhUpCXKknv3sZ29/hyyWnaQbS3HZnGuLxWKxWLYWzY4UNNurWOXaYtkm/vRP/5TPfOYzvOQlL6FUKvGNb3yDz3/+87zgBS9IhHtZLBcFms0rxzbwymKxWCyWracbxuyLRGRb5dpi2SauueYaXNflwx/+MAsLC2GRs7QcLIvFYrFYLBaLxbK3sMq1xbJNPP3pT+crX/nKTnfDYtkdKLvOtcVi2Ryvfe1ree1rX7vT3bBYLnxsWHjHWOXaYrFYLNtPN3KubVi4xWKxWCxbTBfktd/MxYBVri0Wi8WyM2xWObbKtcVisVgsW49d57pjLirlWinFmTNn6O3tTax9aLFYLJZ0tNYsLi5y4MABpJQ73R3LRYKV1xaLxbI+rLzeHVxUyvWZM2c4fPjwTnfDYrFY9hynT5/m0KFD3WtQdWMpLptzfaFi5bXFYrFsjK7La7Bh4evgolKue3t7/b9JwFrCLRaLZW00oGLjZ7ea1V1Yiqs7XbHsPqy8tlgslvWyVfKaLi3FdXEI7YtKuY5CywRWWFssFkvndD00txsFzazn+oLFymuLxWLZGFuSSmPlbcdcVMq1ZfsQa0yGtHU5XTCk3Wt7fy0Wi8VisVgsFxsXvXK9lhLYjq1UIDbUr81aqjYarrGB4zadX5tjB9d5M/cqrb1O6eS462mz0/PYijY3c6yWx0i5/+G2HdzXNdtvc5zmRjs/XsvDXMBesl1l9LCea4vFYrFY9gZdybneRXOQLeSiVq43O4ne0Ul4xwptu2qBDS/KpsNINlKZUDUfW69T6Qo37ExhF4iuK1rBdt1UXjrp53Y8g6nH6PRZEa2V7K4o0+32WeM56rbRZi+wq6IMbM61xWKxdI2tMNxbLCHdyLm+SLioleuQDpWyXUNbpWM9Cm6rbddrndpMuf9g39gxhVj/PUi7Jm3aWY+C3U3Wq8jtVD/bslGlt9N7umb7jc9bi+e1jWIPmzDapLHbx4w2xK/Dtj5rWoPepCV8s/tbLBbLHmen5xW7ymhr2SK6IK9hT8+V1oNVrlspZQG77UFoOdHv5np28bbWeplaH7fVgJ8+6Eo2rWCndqJL7XR6uB3yYLdvYOPXoOkebvV6sxt6vlMMNFvShw722W3jxTrZVmNONzzX1pJusVguYjYaedWNsb7dsXfMaGvZOqy87Ri7wvhabLUysY2Ihv86o/uPyF4Jw91N/dxUX/aKwrcthqON9mGb9rdYLBaLxWKx7Fms57oTttn72Rat1z2Bb6WYdW5ZbPAqd4F0q2n3j3Mhs1MF3raXPaRYW9ZHNwqa7ZZx2WKxWLaZnXQA7Cbng2Ub0NiCZuvAKtedspsU7HXQvYJcu1zx3YDRYSvZivDaXZl/3Sm7/d3ZRc/ORYMNC7dYLJY9h1WsL1KsvO2YPRsW/sEPfhAhBG9961t3uisbRqf8t9O0HzQbH5c9+/jsGN3IcVpfWL9lTaxivTMo33O9mY8taLYnuBDktcVisVzUbFZeK3XRrPCxJz3X99xzD7feeivXXHPN9h64S0WL2ilYGt01xWlrCl10T6HezZ7Yi0V5bXf9t/UapCq4W2y8sUq1xbLl7Ji8tlxwtFpO0bJ97Ka5kS2aZtmt7DnX49LSEr/6q7/Kpz71KQYHB3e6O+umkwFgNwwSu2kAtVyM7IahSaZ8LF1D43uvN/mx7Fr2ury27B7S5iTdnqdsrOjrzrDb+7eVpN2fi/l6bBvdkNe7PUWwS+y52eKNN97IS1/6Up73vOftXCc26PFaj9K8WxTsrR6wmtuPPZKi2Uq9ofD5bnsoheioTTvY+6w1mDZdyy0cloJ717YyeTtFes8NmbsYf93MTX12fpy0tGZXyOtdRqMCt5cUup2i0yWfun0Me0+SbCYaslvHX+tZsPdrC9m0vL540rj2VFj4HXfcwXe+8x3uueeejravVCpUKpXw3wsLC2227vJauV2gmyHiTYgGJeEieug3TKNCtkeL3F20rGkQsYrzttKNgmb2/du1bK283pt0Is93c7rUTrAdypJVyHY/9h7tAroRKXaRyOw9M5s8ffo0b3nLW/jc5z5HPp/vaJ+bb76Z/v7+8HP48OEO9urwkuzVfE0hmxXrdt9b2rNXnwN2R3TEttBRpMF6nn37nlgs7dg+eb13WI9yYD1wuwt7L/YW9n5Zdpo9M0u89957mZiY4OlPfzqu6+K6LnfffTd/+Id/iOu6eJ7XtM873/lO5ufnw8/p06dbtJ5WBbuDS7PXFKtOlOcUJXs3CPpGRXBXKYZ77TnYTnZTSHgqNpd6x+hG/tY6Lem33HIL11xzDX19ffT19XHdddfx13/91+Hvz372sxFCJD5vetObun3mFzxbK6/3HpsJp93qvOKdlu3tWO9Sorv1GBcCO3X+u/0ZvWjQ2y+v9zJ7Jiz8+uuv5wc/+EHiu9e97nWcOnWKd7zjHTiO07RPLpcjl8u1brQjb9Ya4dJbHBqcGhq+HWs6C9kUKn4hhat1PW/bhoh3gfZKbvefv80o1S3GBvsMdI72l+LaDOsU1ocOHeKDH/wgl112GVprPvvZz/ILv/ALfPe73+VpT3saAG94wxv43d/93XCfnp6ezfXxImRL5LVly9iNst2Gg7dmu/u9V6+TpctsVl7DRTNH2jPKdW9vL1dddVXiu2KxyPDwcNP33WXnFeyN0DQYbiTkO9gnpmTvRiHcbZqv3YUnWLblHq7ba52yScO96N7zZ73VO05QLXxTbaxv/5e97GWJf/+H//AfuOWWW/jWt74VKtc9PT3s27dvc/26yNk5eb376IZi0q1xr5PCYBe6fLfsHaxSv8u4iDzPm8XOMDvCXqY4nQ54F52Q7oYSvmY16z3Cthub1mNRbf0+b2W4pG74r9tsZdsXIp7ncccdd7C8vMx1110Xfv+5z32OkZERrrrqKt75zneysrKyg7207GW6OYZYRaM9670+9np2xk6Gg1sse5U947lO46677trGo61RTXwXeq87o1HRsFXDdwxbjXwbSFesWwnyrYzU6NZqAHtWme5GtXB//8bK0u1CjH/wgx9w3XXXUS6XKZVKfPGLX+TKK68E4FWvehVHjx7lwIEDfP/73+cd73gH999/P3/2Z3+2uX5atlleX5hsR+TYxRCdtlHstbFc1HSlWvjmm9gL7Gnlujus1yvdJkx8DWVoIwNzV6x3qSHha63jGzvHlPDwPcdGFdXt8iC3Os5eVLC71N/uW66bn/muLo3T4rzb7Rv8tp5zXasve8bi342ca61YXl6mv78/8fV73/te3ve+96XucvLkSb73ve8xPz/PF77wBV7zmtdw9913c+WVV/Ibv/Eb4XZXX301+/fv5/rrr+fhhx/m+PHjm+urxdIFNqrg7Zlxga3v6166Fhcj9v7sUmzOdcdY5dpnfflGG1ewN9Kn1GNsik4MCu1zza0FtzO6cp3WeKY2oqDtPrY/9WK9S+Ns5D52us9a9/CCfNe03vxYqU0u75kzZxJftyuMlc1mOXHiBADXXnst99xzDx/96Ee59dZbm7Z9xjOeAcBDDz1klWvLrsHKX8uFyt6ex1zgXCSKcTewynUD8Re7vfDamILdqRK/dUtLbGQ9X/88GyqIdyLguxX62m1a9T3R1z2Q9xw/h/Uo2bt9crbVXuvteCa3UhlPYze+Z9tFX1/fhvdVSlGpVFJ/+973vgfA/v37N9y+xbLTbCQfeTfLh52km5EDu/0aX8wyxWLZDFa5bsPag2j3Q8S7PphtpEr4Wu3t5fDwrrBG/v1WsM3h4Rt+DnelZbM7ivUFO+EMjEjbfe+6US18nfu/853v5MUvfjFHjhxhcXGR22+/nbvuuosvf/nLPPzww9x+++285CUvYXh4mO9///u87W1v42d+5me45pprNtdPi8XSEReiQrcTNT0slq7SDXl9EWGVa9ZenmLDCnYHx423vfVCpUUxpwYFXDcpzxs/R9iE93o9k/1t8TJvUejyHvCQd8QaOcedPgNb+R6ktp1mgFqvAanh3Ld7wrThayYaIjW2U8HuRkGzdfZ3YmKCV7/61Zw9e5b+/n6uueYavvzlL/P85z+f06dP85WvfIWPfOQjLC8vc/jwYW644Qbe/e53b66PFssWsNWKmVX8Lm52wshxIRpWLii6UtDs4hhTrHLdAWuHcrdQPjvwCK1rMGmphLVQ+tbwWjcq1Y3fJ5Xs2DnGvNedCuBdER6+HuWhI4U3rfjbzhcg6/Rad3Vd0w0U84rYrNGilSK8hse63ftxIRTxa8duMOioLhQ0W+f+t912W8vfDh8+zN133725/lgsMXaD3Nvp41+IrMfwsNb1X68Rw95Py87QBXntN3MxYBdwXgft175tN1Hv0vrHHRy3Y+9gB+HinWyzK9gNisJG2QV9b3xmuiW8d3VF273ybHfAuq/ZLnjmLBbL5rFVtdfPdp7TbojW2ggXgtd6t11Ty8WF9VxvgNaWxja5uJvxaHZFsY62XY/SLISMebDTPfSb8V5v1Gu6FQPnxgvBbS5sfjfQ8fXUuvl5THmu17yvW67gtXk31qNYb6CI33axoXdgNynWXVnnujtdsVi2iq32Xu+mMWmzbOY67bZrsFeVu73ab8s20JWc6931nm4VVrneIO0FWpsw8fUq2OsNBV+zubT9nIZ/e037NCnYGyxsFp9o7Igw3JCR48LxcnaFPZYz016xbvz3BaytdaJYC4HQ2/RudqNAyh57Fi0XJzsVHm4VJUs7dothpqPnNC6/7Li/M3Ql53rzTewFrHIdJz7x7kBx3NDA1Kly13Yi3Kzsbdzr2qhYx7/zUn7bPO2v2TqVm9TrFD/f7VKW0g0qu0FwbTfrO+dtNFysqVgH3+1+BfuCCAXviuf64nu/LJYLkQvJELCRc9kNiu6uvAdpsmunVriId2EnnUQ7hZW3HWOV64DGiXeHinbrF2yNEHFIHxjWqVTH+xB9Ed+uXTh4mmKd9rvXUXh4V4ldm84Hr61Qljag/G3agNLFyIc9RPcEe+yZT21zrXvafn33PcduVKwxj7LepLDWF/D7YLmw2Erv9boVs7QxocW7tBuUvm7Rzeu/Fddlz13rrZ6TrCW7tnFO1G45tYA9de/WSxfkNVzQU9gENt61Ezop/rXRQmeNn5ZsRLFux1qKdQfsUFGo8Jw3qTTsPiutJLrPG7+2u++8dgFb8qy2bnPblxNrubF9FiyWPUvH84N1trme7y3rYq/JXxH7r/OdYs/jTs/DtuG53auF6Sw7h/Vcd0oHnuwNebE7ooPCZanKQ5rXOqlUtypu1rzWdWPudcNvXbG4bpWHuXue9vZWyrWP09owsA0hyhdkztLaUSXRu9HwHqU8+50sP5d+sGYLere9EBdEKHgcrTf/HF4wz7HlYqBj7/VaCvBWPffr8AS2O4/1jnubVUouJI9hV+TGVnp0W4Vpd/t465FfW3S+Gw3vhwvrmQzpyjW+AK9LCla53ghrTLS7N6leb251+r7rVayD3yJFw2H9+dfxEPKN03gdNy6EN6Kotjdq7HQI16bCALc5xHwnl/dKo90a760MSOnEFfCtV7A7Zrcr1mCrhVsuSroSHr7R8bvDooablQ07LRt3Pduh/O60wrsXjrOFXJDvgC1o1jFWud4oweR8XZ7c9XiwO1SsO/ZYN+zW4TrXjYpGZ8qHavj7OhXsna7mvasG9i54r9t5QXbC87fDYVxrPftrPeNtheYWKdgXZCi4rRZuuUhpq2DvgffXhr9ukPi93WvK7y7Kf94O7DOeglWuO8Yq15uljZK9sTDxDpTqNRRqSFMgnNTvRQvFVPt9ixSNjXivAzrxYm+0Snh773Ly2gfLiK1fCLQrZrF562T3jAPNz0oHAhH2hFBsvs4dvD8NIeHJ57/1EnTRc58eGp687w0GkC4r2B0L+T0wKbdYLIZNe7DXK8c2MT5sZfXr7VJituI4jee4boNJi1Stdteu5XOzleHa2ylbNnqsLsnd3V70zrI3sMp1t2gTKt76BWtUsjtQstZYTqhdRfBOFevgN70OhTc6v62L01xr0Nup5S82V6m1E8V6g97rXZCztHWs/3q0V6yD73angn1BYpfislg2R2ycWTOiponN1oLZPN1QZOyYugable0X9Dxi67mg5H5X5O0Fci3WwCrX3aRN0bP2L1gHlcA7Xl4L2uVWNyrU7Yo6rVfBXptWIeLpx1h7orDWkktp171TRXXttncbyedl5/rc9nq16Vc7T86GhFNqIbPOl59L0lrBjvrXuITX5qICLshQ8DgKq1xbNkT7CKW9Q+fe60a52d6Qt762NqhktxpzOvTA7hW5umk6HZsb7mOra9ex17pN2x2zK+RKKwdEZ8uV7gbl9oIpcmbDwjvGKtdbRYonez0v2PoV62aloZ2nuvNiZt0KDd85UgfXzVhYW9zbte5rs1BcT0j7evq3GwRiJ2w0HH6zXuv079aukB+bhDakg7T1Ysfb2wWCvpltWLc+Da3tOteWrrA736utZB3vbMfyoMM2uyBfLhrF+mJk27zXLZ7XTRx/q5/LPT1OdWmd64sFu851R8iGT4e0Kia24fDmKG80WQE8Gfqd/D1os5VinX5ewTbtQseb6UTYb2wS37ZAVQcDYtcGzeDarVUQzp+AdG99xM28qo3P79567dcURm0FaboBam1lu/220Y8dRDhsYDK6fV7rvfUsWCyt2KsK29qT7U7Sxda/ikjb3zczpqyx707cpx2LAlpvWztZkGyz228JHT6va7BXxwbL3sXOrNrSShFZh7IiZPSJf93wX/y7pv3DYwYTfSf8BIq0FC5SuAhk00cKt0HpTvZbJI7RmXd7TdquYbsJL1lDSHiTh7/xE991gznZifYTPyaPYbbt9Jp1FtLeKenbtns2U37basHeQfuNE822E8/4MxY+a7HQ7fDQyb/HDUfBJ+33uOGq9fuTfNaid7jh+q7j2u7MRHAHREGQc72pz/Z327J7aZSpe4X1poxFv63nvU2OUeu+VokxPG0OtLHxblex5f1udd3Sr11H92a9OdHtZPFav28r65lLrT2X2YqaPRthL45Phm7I63Z6wdp88IMfRAjBW9/61vC7crnMjTfeyPDwMKVSiRtuuIHz58934Xw3h1Wuu8bmPILtl9lqVIJjk/1AQRCtP636mFA0mpSHDvBDYpsmBvGXp5vhQQ0DZmeCZ3c84mFfRVIB78Ygm55rvX4lf3OdEO0/62Crwqba1h5IUbIjHFor2hB5e5oNOuvu4055WHYCzY4KasveZD3RQHtzEhuQlBMbVogb2krdLNFeZ97C9P6sc/zbhJzoOtuiWHfIdlyLTcrpXc9WGbS7xJ4cm7qiXG/s0Pfccw+33nor11xzTeL7t73tbfzlX/4ld955J3fffTdnzpzhFa94RRdOdnPYnOuuEx9AG9wqbQqeNdHodY1500KlOja5X6+Xea3tzZxVNeScNudbt1WsN0nrAl0pHuS2DcmG3FhJJ0tyrZ333lzgaj209YoDaEVTjk5K0ZPEb4n+NR+rddX6WBGuhmsS7LOhQiobpLWC7fcz1sfWRYEaFeSkUh1/B+JF/EybqsU7IpPbi6AOQfCemHxsoVWsyNluda/usOHJVgu3bAPxsWE78x3XmjynRemk7bN2sc5ojInLi8b9IgNva1mT1i+zT2QUbtVO05jXSla1kxlbkK+7phLTRRmWuIebXRXEvxbt7un2KMSd9L1xrtv5fUy/Zms7IFovcRvrTwdFRTt+PrbAkLvWubXr247kbu+QvF1aWuJXf/VX+dSnPsUHPvCB8Pv5+Xluu+02br/9dp773OcC8OlPf5orrriCb33rWzzzmc/ckf7Cjs+uLnTaeIE7zONMKs6NirUMf1/rA80et7QQ8ub+JwkV7SZlso0C0TQorX2c1rQT8C3CrJq2WyctwuaToVwtvid9UrGmYr3uPraegMWPtXu8Od0ZehICJkX4tTIiNdUkaIjySHs3Ep/EuxRfQ36bhtQLzctgsWwDu2f8W2+Uimz+JNpYK3y8g/Y76UaT3E3KwK5c23WObRs+Zitv7RZHw7SPQmghr9Ke212jWG+Ojd6/9vutHSbevvEUb/42evh30zi1FdTrdRYWFhKfSqXScvsbb7yRl770pTzvec9LfH/vvfdSq9US3586dYojR47wzW9+c8v63wlWud4W2ijYaXm8qTQWWPJzraXJpw5yruOfRmUAaPouVeFuCidvpDEcvNmbuH7Sc47a0kahbf1dJ7+th3ZGku6Era9vkE2G7K13v3XR8vwajRxpn+0k6bVeq1J+479TP03vVrOCvV7huL3CdBcM/Zoob34zH4tlnWz15HU9oetxGr1RbdtpVLDbyJukUtxiPF5DFqW3QVM7Zru1DMw7KQ/ofI7R7cO2uJ/rC8ung/53IoPXOs76nR6t2KiXtZM86dbbbPDZ6mjeduEqvm3pkrz+0pe+RH9/f+Jz8803px7yjjvu4Dvf+U7q7+fOnSObzTIwMJD4fnx8nHPnznX99NeDDQtvS6t1mTdCSshKQEuhljLR9wcMKd1wYm8KljlNYa5ae+E61Y1La4V/bwiD1VqZSa9IX5oobH89inXH4VHBbypl8Grlse5UQETLJ0Xha6ZvQrcZ/NvkvUNwjYLJSUPbiXaiSYVAdNb/YJcwPLzx5/iERTZ/n+g/iWiDNUMAU9aKbNomZLsmRylLZXU6iU3JkQ7+3ficN9Y2aPy71ioWKaYQgKaORoa/aWRqqkDX1nzVehMCvt14s30h7FpvKJuiqQ2LZaOkvXebCbdsrwy3UKzayR+IKbM0yfhQBGjVooVmeZNmXAzfI5HSViBfYkb9uDExnjamcUHXW5yHiPoTP3Zj+swGXuqm9KnY98192G5SjK2N96ApLN+/Hmnh1V2VvZs37neyBGWnbcX7tFYaQ6ft6nB+ptaY623Aux0eZPsFUatnfivZrLw2jcCLXvQiPv/5zye+zuVyTZuePn2at7zlLfzt3/4t+Xy+CwffPqxyvSPEFL41t4EgHBxinrSYYi1lBsevCA6R0PV0PVSyhZChoh158GLecBy09hJKdZPgDHJKw+/ShWHrHNhm1jNAtFOsW3kjk2sUN17v5Hdr9bvV8k3pRohY2415RGv0v51RI6UDyX+2E0jBd+scITcyQWmf490F1px0tCJlmbo2SnbaknTh9omaBDJmlAJonmDu2fUttwqbc23ZhWw0R7ul7GhhKDaoFgbepFKcXMEgajaojZLaF9Eu5NhJbh9PKxWAbq6vElesI0M/4dwi7EtYcyLZl4RiHatT0i0lYc12Oo6IS5Etm2TNNLDY9YiIKdhNdK5Urzf3fz37Btu0U7A7yR9eN2nXq00tgTWN2ps1umzBM7Pr0HRH3mqN67r09fWtuem9997LxMQET3/608PvPM/j61//Oh/72Mf48pe/TLVaZW5uLuG9Pn/+PPv27dt8XzeBVa4DtEp/OdfhvV5bwWukA6thipfZKNQuUmRwZRZH5sjIAsIXmNpXhOu6gtI1X8FWqNigJ1tYwoNtlKr7yrgM9w8Ua41OFb7xASxdUU2x4Kb8W6dcl+aQtMbr7TTs4SW2iTzMnQn0dGt/4zH8bRsmJo2e8aCN6DxaT5ia2jM7+YKklYGgveEhorkAW0vB2EpYtLCadxbu1jnN9yblvFvNZRM/xCeCybDu6FhJY1JcoY4iRJo9NUFkiNYKpYP3pI6i3nzpWgjeTU04NuS93q4oA4tlC9mmXNlNKwQp42Xj+KTRRm74Y4l5r+NNuAiR8feNj1vBeO1HqGkdeufC4yW8zeZ4aQbDRNSNDvoayXiBQIhMuKxno5HSGPQVngKta8RTx8x46zT1RYdjuvLnE2t4Ptd5z1srTg3GjU3SsSF5rWi1WBRC6/bS51Brd7L1uC/aGdtbpt41GKITfW5zH1sWXW3hiW5ZxyRtvt64jGYQuan8OVnzM92+TynHbMfFoGBvM9dffz0/+MEPEt+97nWv49SpU7zjHe/g8OHDZDIZvvrVr3LDDTcAcP/99/PEE09w3XXX7USXQ6xy3SU6yeNcl0eyJZFgdISvYIscOVEy3mc8FAotFCjwkCjqKGrIUN+Le+QihRxAalBECkiiz6HSmAx93tQEJCVsuVHxba1Ypyu7huC3SMkOFWxfWTXHSQ64zaR7OcMua0UwkMcVr6jtyDjTzhORfEaC72LPjJCRQSMYxH2h0HmofLrQ25jnoI1i3UEY11q079P6JxhN+dKJ5y74QyUU78CAFY8K8Q9sFOrgfgsQWqJUHU+rxKR191YK3wV0xXPdna5YLgB2OEyziVZr7Tamp/hh1Jq0MS2S901zjFikjBCAjqUOxdOQGsK402pPCHzvMxKoJdvylfRoDI3qvIAZC7VQvnJeB6SfFuMl9m/ui68Aad+w0DadqgUNluhO5Eb6dxuodt3i2EnHgt9+x+llKjR+R3OIhsO284K39eauoaTG911zvwYZl+izr2ALlbyGaRXniSvkfluJPrRLY4ifazKqIthGCMcYe/xojI2tJ9+4zRoGoN0w9mwV2xwp1tvby1VXXZX4rlgsMjw8HH7/+te/nre//e0MDQ3R19fHTTfdxHXXXbejlcLBKtcd0p3c6/WG/q5V6TgQcBnZQ4H+UEDWRQ1P19AiqTQG/xYpghZc43ETHkLXESiiccgjUqiTA2Z8kOxESWsrGGKDfLrCljIpSB1449c2WCop6XVsDCtqGzrUMGgnlKeEfPWt76GnGdKESXMBrMZjNYbmQ6rwj7fb0qPfeD2SAryZNbwHDawZ7tb42zqU7M7CuVobEtKurYwpysH7EhI7VOCxdmXW3y+T2EdrhfQjRAJvd/Cb5wWT5UBr16nn0ZUwuXV5r3eZ11qt63FI5wKex1g2wRYun7Mx4kpWg9cXl1CuxhUS0agwNI5pCoHyI2XiiqyZrxhvc7R/UqlOytCwjoQGHRimhQhrSkAwdrph5FwoB4UxTCpVRwsXTyviaTFBtJYQmUQ/glDyhD6iY8ppk0dxM0rNWmPfOuRe43gbO3aazGpUtBu9q8F3aQp206ETxpmUvqfKw/R5AcQvWavIzfbFbZv6DK3rzrQ4BwExx03asdKcKI1zGszz1RAZYeR7Bq1rvgEn1gezU+KYnaWErPGsXMAKdjf8g92+NH/wB3+AlJIbbriBSqXCC1/4Qj7xiU909yAbwCrXxEKYdbsBKqksbZb2ClBrxboRR2TIiz6OqSNUtEeFGjVRoyLKLEuHql6hrithiHgQ4uoIF4GDIzJo7Xu78airCkoYYS38QUTrQHhHIcNGQY8rJs1vTHRdAwUg8sq29bKm6gqtLfDR8SKF1HQp6F+jEINEblhsMNRoE1aX0oeW3gO/z4mJgh8eHu0cn9A0K+pNfQ671OhVjw/skmalulkQJTzgYb/bjZKBsGyYoLYKn+rwWV33ti36GAnnNGt1sE88/MtsG1bR94v/SaR57v26BMqfEAbKtCuzZJwSrsjh+IIbQOkadV3B0zWzj4C8LOCKHDPlR/Agel9iinVXc87WzS5TrIGu5HDZnGtLO9oZnrZyAtwmHFwIiSMLBOOs8mujGI+xiTIToax0fGU2mzAMgkndUrruj2OgRT0MfzVjnIsUuYQyHTfMmz6Z1JfASKhRCFWnrmv+9YlkqpRZHD8NzREujjQFiExaTA1P1tF1046na+E5C1mIFHNfKdfhuGvOQYs66FpMsXaicT4mx1srPCpdqWlRRC1Oy3zhNQ00jUZ2/1qlbp4emh+0kSySGZyPbA7ZbunNbZR/wSmkHTNOJC/Xs29k/E9GCGo/vVIEOfgJ73WQXtWYZmfCt0U87TA8z0ziuQ+Oq/yIh8TzKbJ+tJnZPng/tK7jKT9CImgXEUZrphrqGxw86Wtqd5DCsA3Lum1rLZddIG/vuuuuxL/z+Twf//jH+fjHP74zHWqBVa7TaJl/vXV0qkxDMICZP+u6wqqaZfXYPG6PJq/rZKiT13WKnqauXRN9qVx/AAtCuwJrcnzQUiiVw9MF0J4/MNX8HKp2HQr+6CT/Kf7t+q7x2t7KoD+tB72WubyxczBCPepf0tKaJqRjbSastinW1VTLc2ObQWcac69U4lBNfWzB2vnL6Ydfk3Xfy8bjrmOflPOOrmXK9WsybAikzBoFOZxwBZ7rQAmORTIIB4GL62SjMEi/v5520TqDUh7Kz7t2ZY7z5+aoL6+gdIW4Yr2zSjXsSsUaIJq7b64Ny0VDd4sibUHedodRJLm8yyWXHIEgz9ofszTaN2wLwnWjhdMwdgVdjYqMBopq3PBqFGwn/HdELFVJRPUkgjFQa4VWFUztFo3wjenSKYTjohAiGRaOQmuNp/p9Y3w9PA8hozE07rU2+wZFV6u+17xZ/ib73YK4CI79I2oroIUXfI3bnmogbTEVaNo2Lq+g9fwlTd4nSJH1KRFh6X1Nk5N+h1OP3eF8q8VcK4pyjPUnbuhI9Cd69hPPb/AOiKTDwNQl8Jr6KmQu9jwHjiEvfBZ1aPAx7VWqFR588IEUR09zqPyGldhdF0GzSbqRhnWBXIq1sMq1L2iaJsEtvdjpIeLxQkhbixFknqqiUdRVhTJzzNQVvfT6SrdGU8cTVWOdEx5CeIThXTKDGbyCQSsY1BRS1hGqjkbj+OcqRLH5nMPBLbJMhg7fNpOWtPeq4+lSq4lL08AVG4w7Gdwa213PtubL2H7t8sBb7Z/SXkpbTfplq/aaqrc37JPSXsPRU9nq7TvxMiWfsfQwR7OhZ579mNdd+N6N4DDCD1HQWpqJqVa+NVsihEYIjRQOQoAUsegHVTVhZqKKVDXTF1FntXqWen0+Cm8T+B6oNmyp0F17PGouxiNpX4PAYrmA6fpSTWlzhTpQJZsVBN5p/weaioUGUWLhuCVj7SiMrJBohD84+t5xfx8zlvnvuO+JNn/Gx7lGr6QAnQvHT9Os8D/+PjgkJYtEU8dRAq0d4yXEeKuFdDHez7hhwPRB64wZq8OmRKzv4cZNc4349YlvB81yJ1VWpmzbUqauZ9t1bd/g/dQdPHsp0WNJxa9VqldcWU7OiZLG+zWi1JqOkZS9qX1J5F0HEQmCZNuRMdoYZYg9C41zKuU/o9GRzLMZRGtkIJRrNbSWKFVDa4GUuXD+67g1XGcgNCgZYs9ig5LdrGC3MNSksRVLwF0oCvsFilWu1yLVi52uYK9NmuLV+URWB5bAmOc6GC8dJ48r/DAtoVHaQalgaS2zNygj7DChsVKYCp5a11HK84cNB0SklAiccNAK++FbuM3yIZJknljaoByFbAnaGK7SFOG2lT6Tbae21SrEuYO+tuxfu/43XYcN0iZvp7nl9v1v1ZOY3XjNbYPf1jNxabt92n4hKcK6sThK7PdoAhm9X+ZdaX42jRB2iYxLfttE71dU0d0xYWYygyQZkqmViprFQcocjiwgZAGCarmx4nRJodwQetgipaL5PLeObQ8vwx9HNhlmttn9LZato90cIemR036FcBHkicZCafHHLNGkkIAJqfWMLI7LM39bo0iERwE8atUqlUqFQk8PruuE9STMFrEqy9oY2gKjvAhSanCQMjYn8D3XSgmEqCdloBAI4XvdY2OYEDp2LIjWxg7O14ldl2CuQXu5ugG5HcioZqdA3IvZQp6m3g9oOadLnW80HAdaK00N+8eV5SD9TjcpfPGIuYb+iiiMPVGErKFv4b6hMt6QmpZon+a+CIXyFBqB6wijYDfI68RzHD9+KK9JbqsVjdfZRFNkcGQWIR201ihlUiaEn/IlZQZBBikdHCFxnDzKd1QlawDEcsnjx0iVk2uEiF9AdEXeXiRGAatcx2gZwtmhgr0x73X6ElKtf4+OEy965coMjpP3f6/7Y7VEJ5bMkqGFT8qM743zz0SCUkaQRc9+MLg1CEfhoXWzhyu6cjIxIIeDcTsFOy7YWgrDVhZS/7ok+hDffh0WxnDbDXrvtsJCGTSdeqy03KsW57keD318+063i/87VRFeYz8gdeIQM+KIMH8/CrNLKsxBqLeTsGxHbfs5X/4EEfCNUMp/pom1adp1RBZHZswxtMmRFKoW9hXhRLmIMo/WLkpXCEPOoaHIS/vncV1K7gaft50PVSew922Oi2NOY9lzdDoPCGqIBDmrvidQNEzqhUDgkhhFQ1mdlMWRwTEaE4PtJyamOX36SYSQOI7D8ePH6OstRm3qeLuxr8I+RIp1MH9AOARh3spzgLq/j0wo4/jfBSHkaOGfpwgV5yCsN1KotO/pT193O8lahuUGxTJVrrWWp4l5S2zcbcrNbWMYb5RvLSukt/PQx48ZzgFUTFYm5UxcsU5GD0TPRWK/WJHMRGG5FvOBVop70Oa5c5OcPfMkGsnAwBCXXnrcv8dR37UOIiGaa8wkjUpmW0E9rJVTqVRYXFwin+9laLDoy+EMSnvUAe15/jUFgYvj5JDCwXEcXJmnpoPUMFM/Rev4yi9WwQ7phry+iNilyXjbTTJfJfgvgQ48UY37Jb9rXQV8jXDhxHbxT7LdYMIe5DkBSJEhI3rIiSI5UcQReQTCX+PaiykfwfamkFnGKZBxCkjh+PmjNZSvNIjgv0BxcPK4bt4fmDJE1cMb8XO6pbFypypegeIS/y55EVOEUyQomhSDNkVMouWX/AFaiIZeN28XFyiamEBtp2QGfW4psOOflH06sOYl+hI/3dh/LbcPBVTsE9yLpgZF8p6sqcA1np+MCee0Dsfbb7wusXcqyBkUUbXcuBCPv6cCEw4mpWss18IlGU4mwc+/MukPDq4sGEHs5BBkIiEeek1MqLgjM2RlL3nZT94ZJOMUcAKPkDChZlmnRC7TR9Yt4To9OLKAlDmEyPl9Cbw+8fskwzYCWinW61umJiVMPtgl7f2J/bat6C581sktt9zCNddcQ19fH319fVx33XX89V//dfh7uVzmxhtvZHh4mFKpxA033MD58+c3cZKWC5OUMS9tjCftnYsXYhQxL17w7yCqJpJbYbSZjD7NRrpm42AwJkrpopXD2TMzYWFHdIZzZxZwnGxobI/yVcOGzJ86KggaKNaOyIQfiYnwicv8YFtHZkz7MoOIKeZSOr7BIMoLN0pXFily/seMy5VqHc9LOgri1zaKNmp9v9LkpG74M2wzZd7Qqs1QnonWY2uc+DbJVMTYPKCt/A2KfgWh0CK6bw19SPw99pyZZy0WDSEESikmJ2c4c3aClZVyeOwgdz84Rr1WZ3JyhpmZOT+8378WoUE6ijxYWlrkqaeeCLebn5/n7NlzvizMmPtLJjKopFxnKXK+8Tobbhtcr8XFJR64/yzTk4LZc3lmz0IhM0TBGSTr9JKReX8+YJ5Lx8mTkXmybi85p5ec24fr5E2hveC9CK9PzDnTuPJI6n3eZnVqCx05LemGzL44HNcXuec6ZqFL/TnNk91BsbN0D7ZH5wr22u2Gy//4HyOEzO2U1KnUqsxMlVHaY2CgSCbj4KlK2JaMWYcFksXFVZaXVsjmJP0D+dh1Mds5/jIaGkXdqzE1uUy1VmZgIE+hUAgtwfGQWr/XLC4usrCwRC6XYXh40B/Q04t1eF6NqalZ6vU6AwP9FItFmgiEt4bFpRXm5ubJZl2Gh4dwZAvLsxAoz2NqapJKpczAwCC9vX2J9sK/+4JgZWWV2dlZHMdhdHQUx2lx37VGa8309Azlcpnevn76+/vTt/Upl8vMTM8ghGB4ZJhsJtP2eZyZnWN5eYlSscTg4EDbtqvVKlOTU2g0IyMj5HK56PQSFnNzbWbn5llaWqSn0MPw8FDbtmu1GlNTUyilGBkeIZ/PJdqN2gaEYGF+gYWFBfL5PMPDQ4jE/UleT8/zmJ6ao+55DA4O+ffeQYhgLdTIMCIQLC0tMb+wQi7Xw+joGBmZJaou2xBVojTTs8vUa4qBgX56e/NI4aBJLsdlJlYu5dUqS4s1MhnNvrEijpMlI/K+scolXgRFEHmuXZnD1ETwPUYiuq2bWee+aRxq4/XvaP+LlEOHDvHBD36Qyy67DK01n/3sZ/mFX/gFvvvd7/K0pz2Nt73tbfzVX/0Vd955J/39/fzWb/0Wr3jFK/jf//t/73TXLTvO+ifPnbx3OmFYjaWqtEwLigoxal8h6yTapVKthDLcbK4ol40SJYRIHi5RKVw09NHfJHZMISRCp10fiZAN4e+JcTAwLgTXyni6A4dAuVzj4YfPsLq6Qt1b5ODBUcbGxqPtY95UrTVTU1NUKhV6e0v09fWFfUhjdbXMzMwM0pGMjIyQyWTSx1m/7ZnpGVZWVyiVSgwODDRYjuPReVCpVJmenjbyfXiYbDZDO2ZmZllZWaGnp4ehocEWW0nOnTvP3OwcbibLwYMHKRaDc0yPtGsVjdl4T7XWPPjAQ6yslgHJ+fOTHL/0GP0DwXzAhPCXyxXuu+8+lDLOponzk5y64lTsCFFtEoCVlZVYP4Lvqg19kf4z7FGpVHni8UcoV2r09Q1w+PARhCuIVlVJGiDOnp1Gyqw5sshQXczglSW5Qh6POlK6oKL5qBDCGJtwcaTEkTkEZiWRaK12mS6rWyyPlmQ9UZKWC5mLW7lO0JxrAg0CJBgemoqdbTQHe/2Ey2XEJusSSUbkyIoCjnZZrbssPbJK3atR1as8NbvC0RMjwKLvuTMDmsQlI3LMz1SYO+dSVZJ5b5WFhSWOHB1HazMISuEY67Nw0Urw0KNnWVqt4KkqczMVjl2ao6cni9YVv20/9FxkmJ6e5fTpOZSqAyvMzy9z4sQlxosY5nZLf0DTPPjgacrlMlorJiZmOH7pEfr7+wkKTeGfMcDc/DyPPvoEQcXU6akpTp46iYyFMQXWWq01Dz30KMtLi2g8JicmOXbsGEPDQ03tIhRLCys8+OBDBEVdpqamuPLKK5GSpGLjD/SPPPIo8/PzAExMTnLw4EHGx8dofi4Uqyur/Pi+H4fCbXJykiuvvBLXTTe+PPb448xMz6DRTDLJyso4Bw8eMF1tEJzVapUf/+jH1P21licmJrjyyivJ5QqpQvbMmbOcPXsmbGtxcZFjlxyLXY/ovajV6/z4xz/Gq5swq8nJGU6evJxiT4oBBMnExHmefDJqe25+kRMnjjdtaaIsNA888BSVipkATk0uc/nlJyiWskQ1A4IiPC6zs/OcfmICIVwyjmR1aYaTJ4+b90MohPIFuF8Y7sGHTqPqeRyZo7xYI38sT2Egj9Z1tOcLVOUhnR5WlxXnTnvkZB9DHKe+mGXg8nGklNRFnTLz0YRQSBwnhysLZEUR1ymYuyzreAqidWjNvUdAenGU1nSmGDePPx3tl1JtdtvQbHvO9cte9rLEv//Df/gP3HLLLXzrW9/i0KFD3Hbbbdx+++0897nPBeDTn/40V1xxBd/61rd45jOfuam+WvYKG5Plbd+3FgZ5rYOwZxV674TI+N8F42/c+CfDP7XWzM+vcO7cBForRkZ6GR4e9GWW0yCmNPlcFkQFrWsorXBkgWKpiFI1knmtinPn55ifX8R1Yf/+MXp68mFeOOAb2Vf9U3OQDVNJE0buh4Tj+gbHij8PIFySSwgdKfWh19Pkirsix1MTU9RrZnupc5w5M81A/yDZXNbfSYYHfOThJ1hcNHOcyYlpDh0+wOjIcHRvYhdkZbnKAw884vdHMTU1zZVXXoHjBFEF8SgAeOzRx5mdm0frGpOTU5T372f//n0EaUZRXxSVco377nsQTxklc2JymitOXR7rc5InTz/F5OQkQdG25eVlDh8+1LCV5Py5Cc6ePQ9IRMXjwQcf5+qrn9Zk9G9Ol9OxyANodvIoFhcWfMU6OGeXicklBgbHEluePXsOz6uEFuOV1RVmZ+cYGhr2t4gX43MolQYQ4gzxZ7hYjBn7QyXfOGUefPARKpVFhMgwO7uCI+e49NKhUN5Khb+OOggctI6q0LsiR1b0IJVZOtMlS11Uwn3NTNlEuDkigxYaV5gCZ1oFSnWDh7qVog1ryPCUlIULAFvjpHNsWHgqzeHekBKamXjpOg0PbybugQ4+7Yh72nRsoHG0i0OW1RlFT73fF2wSrQXzM8v+9tFyGwGzkyvo2DqH8/NL1Gr+sgVCEK7vLCRzc4t49UixMBbd5dgABsb6bMKEpiYXov2RLC9VKZcrifDewNu9sLBMtWKUoeAaTExON16ssF8TE7OJn1bLVZYWl1Kv2fLyCisrFcJ1oYXg3LlzLUKyJROTybYr1Qqzc7OkUalUmZ+fTzwf589Ppmxpru/ExIRxTvj/1et1pqenU72RnqeYmUked2JysqUnYWpqGs/zIg+1Mt+lozh/7lzim5lZEzWQNjTMzMyEijWYZ2mq8f7EaLwGi4vLVMqV1LC1+fkFKpVK2/3jNN77atljaXkl9d1ZWlqivJq0ls9OlZG44WQ16o9kfmY1FgYHPeUCtXmNq10c7TQZ1YQQOPjra9L8HjceY9M0PScbbD9+rbZ56UGAMIdrsx9gYWEh8Wl8ltLwPI877riD5eVlrrvuOu69915qtRrPe97zwm1OnTrFkSNH+OY3v9mlk7bsPlqHdHdKS8VaNIaUNke0aV2nXq+Zmif+NlHIriFcIism+1eWyzzx+HnKqxVWV1d54vHHjYHX9zobxT36Uwg4ceIoxWIex9H09jkcPDQYeZP9JTonzs8wNblEebXCwsICD9x/H/V64/xGU/cqVOsVtPIS/UrkPAtpQsDJMHlumccfneHMU9PU680h3tE+UXRVteI1jZ+rjTJECMrlCktLgXJorvnE+SmaK02bezw5OYPWIjQA1Goes7Nzif4HIc61msfc/HJi/9aySTI1PYdS0TrJnucxPTNDFOYfYUKxk21NTk76BcCSzM3N+XNO8ywoVWOxxXwHJJ6nePyxJ/jRD3/MY4+eplathvOGqFq7+bdKSXsMlmEzmG29eqVpbhuE6zfOSYQQlEr9HDp0LPQu9/f1Mj4+Str8ulKuUKsFEXXBOc+Hc1DTaHJ+PDQ04B/Ll9eZKrkeGVs7Pkmwr+zoPU9xdnQUHp7G5saXXUM35PVFop9bz3VbUsJLG8NsEmHiye03szxXojJxyiARX99ShQU3zFq8WZ1jRiwRFBSRWiLJAquEoWSAxkOhqKgVPF0P/y0wSxegmwcXpT2SRdLwC5s0bxsXiqGiIbKERVvC3NrAw+yG2xrDaHq7BgeCMLIg9DYIy0rdNuwtpiJrqzwqQ+M5mi9bbRsLy4spni0H0sac5th+jd/F2xX+X7UKzrO5fR3FIEcKtk7PBQueg/C3NXJ4Iut/ZBRJU/KjA8Tb9tMZ0oSREOiWy5CoxHbhxIcoPUKjzPPrTyKjzQXat4w3vk9KJZXtxFmKLNJ/DwBq1HFxcHCoUyfWEEJGxqewgE/4rAeWcBU+0+G16ND4tnY4+AY81juhSKfQFCG6wTaWl5eb0jDe+9738r73vS91nx/84Adcd911lMtlSqUSX/ziF7nyyiv53ve+RzabZWBgILH9+Pi4McRZLiC68w5sxFudHIskjz9+htnZRaRwGRsb5dChQ6Z/YcRzYIWS/lhmvl9eqoXtCSRauMzNzTe9C/F6LYVCkcsuu9S058sKs+qIE8rg+fmVqJ/aQek6iwtzDI/sDxXOmek5zjxl0oOKxTzHLjmE66ZPJx2Z5bHHnmJxvoIQOZbLKzxWPsPlJy9FKBOiHvgug/PVWqOok+txWVhWsfPQFIulpmNEHsdoPoBwU72L8aijwGkqtGqQQYrm2jdm7hDdk1bzPh2O8cHzIXDWEYGUPihmsjnww6zNPA7MJfea5LBA8Ogjj7K4uAhCUqkuUqk+xqlTp2hKUdSavr4+srks1Wo0Zx0dHUbgYpazMt7voeEB5udnCOqhSCkZHByONRUZJoJj7Nu3n7GxEZSq+LnNwXOsE/3OZJqfn2w23dsfPLf79g2TzRRYWfIo9ChGxh08KkDGzIvj84HY9VctrvFGWE8UmqHV2NOqT+23X//xN85OBLjtVXbHLGtX0+wmaSp6lrD6Jb3eScXYYyNVqBu92YFCoXUdT1Wpe6tU9Qo1UUFRZ2CoF1c6ZESeHjGIlA6Z0nIY4qy1R11X8FSFui7TP5zxi5+ZvuYLZTKxFCET0lXD88oUezN4YjXsj0YxMJRvOC9jydYohkd6feu1GVQLBZdisSflLB0GBgbJ5fJIkcWReX+yMdJkfQ4E/PjYGI70i5/IHPlCD329wcQimbPW29tPoVBCiAxBcanxsX0plm3TfpDXFRS4ymZzDAwOJZUbv/18IU9fXz9BIRohMoyPH/C9D40CWDI6ug8hMuHHdfMMD48i4iFmvvDOZPIMDY357ZoiXaNj+/zCGySeQ4FgdGTE5BkFhcCky+jISMr1NsaL0eAa+Bb8ocERMm6uwYBkJmGDQ4O4TtZXIM11HB0bT1yTwPgkEIyNj4eeGyFcSqUShYLJ50/kfmvNwEAv2ay/NIv/fA8NF2msFGv2UwyPlFB+ioPWCjfjUSg4KOqo0DBizqnUW8LN1BLnPjBS9LetJyI5NDWK/cZg5ZIjq3OonCLb71AXdeqijqervrfG5F9L4SL9KJHAIr5ho1rDf35jKQaZhtDFxn0Sjcrkp+XBmz0re4Fiscj8/Hzi8853vrPl9idPnuR73/se//AP/8Bv/uZv8prXvIYf/ehH29hjy87RHe9R6ruW+p4lveLRuGCUk5npeebnVsPxfHJylsWFsh827YYebKVqaOpo7XuJhSSfK5qxRxp56TpFij0jSJn3DdOen04VyAfHL3CWRwi/6CP42xiDZUbm6StGsk/6FcczmUx43WpVjydPT6A1OMKlvFLn/NlZ3xgZn/uYuUalvsTUzAQVb5Fy3aSIeVWXaqUSbhPHeNvr1L0yw6MZCj3geWUymQyXXnoJmUyjzHYoFnsoFouJ+cD4+H5TWLVpTHMYG9sXbidlgUy2l6GhIf966HA7IQS5XIGBgWFToFJmQbiMj403tBvlp4+MDJvrL1yEzCKdLCOjzXISQErJyOiYPycxxbpGRvbhOEGBTf/RQnDgwAEcNwqpHhgo0VNw0Kruh31HypanPBYWF/yIRA+ta6yslMOIxFAh154vsxWXX36cfeMjDA0NcOLE5QwPD/sRCZ6/namFcvzESQYGRhgeHuXUqavIZntifQ2cPnEl25ynI/2cdr+waFBw19x/jeNKDh4cJyicJoTg4MERtPJ8p05kjTXPr0SrOoODWQ4eKTE4JpGOoqKXqapl6rqMp4ysDu+S9t8hbeR4XVf85y1Na2y1pNoGU7DWpDGC5gLwdF/EWM/1ummwUsY92S282JvxYMeJFzML17j2FeyqWqamV0BAJqsYP1lCTc1T9uYZL7m42SpKSV8Vq6OVh4cZaIfGCuD2sLjokclmGBg4bBQqac4rUFYEEuF4HL10mJnpeep1ycDgiJ9v3TwQKeUxNFzEdfELmmUZHhlo6e0UAk6evJSJiSlq9RoDA32USnkiga0wy3cYwT041Id0DjE3N08mIxkdHaTVGKe15vLLL2FiYoJqtUJ/X8nP5Q4MJH4RGd870NdX5PLLL2N6ZgbXlYyOjuA4TtSXhnM4fvwEk5MTVMo1+vr7GRwcSumFab9YLHHq1Emmp2eQUjA6OmomL2nXRWuOHTtCqVhgeWWFUqnIyPBIal6VQJDL5Th16mQYCj4yMkw+n2/aNuDwoUMUCnmWlpYp9vQwklDEkwInk8lxxRWnmJyaRinN8PAQPT2F5i77fdk3PkYum2FhcZl8PhfmvzW2r5FIIfx7P0m97jE0NEip2BN7VpJ9GR4ewHVdFhZWyOcKjIwOoXQdqaJlYYBQkb/88uPMzlRQnsPgYD/FPrO+exRq6YfHqRql3hzZo4LVxRXquRkGRoaoOCbMuE4VrY2wJ+a98Fd6jd22NibeTZt/OwxN2yUe6pakZ9+svw2IFS9am2w2y4kTJwC49tprueeee/joRz/KL//yL1OtVpmbm0t4r8+fP8++ffs22VHLhcL6QkFj+yUUa/P31dVKaNwzxlk/EmOgiBFmEuMBrBpDo5Ao5eFIyeBQL9MzJZaXA7mfZ3x8P4igxkOgcCUNfhLQQqAUfjSUQmkPiSlaeujAQaZmn0SpOlJm6e1z6O0bNtspj8XlhURxVCEki0uSuuozY6ovYUyEWB1PVZBSUKubsG2FBFUxzl1tHA5xr3Xg0dRaIaXg2LExYCxSTv1Iseg+eGjtcOLEMSYnp6lWa/T2FhkYaPZwB9uXSkUuu/wSZmZmjYI70o/rutG4rTUIj2CKfOmlx5iYmGBlZZHe3iJD8aKisUKkWmsKhQKnTl3G1JQpWDo6OuJ7ZSPnDH70nEBw5MghenoKLC+vUiwWGBkZ9ZVlSVzBKxQKXHXVlSwuzOG4DqVST/JaBP0QAsdxcRwHz4sGWSG0f46RTI36Aq7rsv/AGMF65mF/fQU8YGCgn4GBfoL0BYNZgi2cw8SWkgsiIrTwIzDCSAwP3RCZOD4+Sn9fD+VymWKpj0wmj0ZFUXsxI0a4HKzvbAmWe9O6Tl0QexZjchmzlKYnHJT2Ygp+oGB3KJBSos+SxWIvULrhub6AL0+ci1u53nAp+/gTJhOew2SxMxVtk1CwI88atFa+W+Zqxp2KKDxVZqU6xVJN4joFXDIoV1McqVLQQRh2ljqraFVBqQp1wFM1pDTLcJX6JD2lntCqGBcWStXQoh7+O5ORjI7lQedMeI6qJwaUIJ/HrJepKfVmKfUOYAbjyGKavI6mIrR0BOP7Bs1pxitahoN2IICNQO3r66G3t0AkCCKPtfYrSwZriDqOZN++0SYlNrx/mkgoaE2xVKRYKpI0qDSEbcUss+Pj+2Kh03ElPArBMyh6egr0FA4k2ohdwMQ/jYAeZYQgnD9N4YyelUK+wKFDB2mkeT/z7I4MjzA8PBzre6wPDX3JZrMcPLA/td+BoDZ/N/0ZGBxgYHCg2ROe+LuHFgLHkezfP0pyUppizPD/3t9XpK+vx4/sUKGgNMdPerwdRzA6WgThIKXAU8GkVodeobAv2iObd8jlJYVsHc9ZZYkpBA4eVareMkpXfMU9MHjVfWt4LRTUcWG9Zg2GWMj7pkK/O1aoG7fb/nivboWFbxalFJVKhWuvvZZMJsNXv/pVbrjhBgDuv/9+nnjiCa677rrNH8iyp+n8nWtOh4pIKhOFQs4fK2pABiElhR4TCmtkMyAUSgUKuDYKjdII4XDp8QMsLS2itEdvacAopkAwjgX9k8JfaitQQHzjutJVlKqAhLpn5hNONsvVV13J9OxZHKdOqVhCq4pZV5gKGbdCuTqZMBYUihVq9VJMcTJjovI0SlQYGqnzxOk5UxRVK/btH0VTMYqNqsfGPF/h0pEihXCieUkMHaR4aTOvkBLGxqK5QxOhAd0UOC0Wc/T0jMc2iApNBhFVUA/v2djYEFoljXhx47wgkvGFQp7Dh9LlZDQfiH4bGRnG2LVltI8OjBTRfo4jGBgcbJjjeP69kf4cxqQ2HT16GY8++mDoqT186ACm2nYgo73oGMH+wo0iGkJ5qAiXdMUsPWlC5CMjkTEsm4rzpl3pz7tMBAaAlH40A/XwfmqhiZaKBXDI5XJmhRP/2ihVJ6iOD5iIDlykxLwfMdmlqFPzojQIrTxUzHPteVWEPx+ve3Wq3jJ1VQ6jJVp7sVuH6zeSunLKVhGfN2w1XZDXsH3d3WkubuU6JO5tTqHxaUgMljEP9Rpe7PV4sNsVQYoKhMW76FH3Vs3g4Ji1dTNOIRwslDaDjJJGmClV8wenpGXPnFtMwRJBWFFoW47OWcSvV2SVFX7IepRDHeXfrHnesdxr82+PeAXHoP0gZEuHVVFNPwWxPNtwQG5Y77hpmRP//qBDCynELZEyFLrpRDnI6zLYJPKmk89eUqgSemBDoZrwuEcW0yjHK03xbT5OuH2nSllTaHJzm9F3sTDjFpOdMA05mGzEr6W/TdvuxAWZ9sJnMsjbSzNUgImqEMiwhkBzzpq/Dqsw29QwnhrPXws+quZrFGePuj9ZreM1TQKbr8/61q1ufc7RlxtVquPfb7OCHc3DN84693/nO9/Ji1/8Yo4cOcLi4iK33347d911F1/+8pfp7+/n9a9/PW9/+9sZGhqir6+Pm266ieuuu85WCrd0SCvF2kn5XjEyOsjS8ixTU5NoXWNoOE9/f28o/xPVtFFGKcF4ntFGVhsDsKl9EtVi0ZFXMxgu/BVCAHSwJKLSfhXvGkiJUAItjAI0MFBCKTOmBVIFIJN1OHJkH6dPP+XnXBc4eHAsGhNjhtnAwD04NEhPsYeVlTKFQoFCoYegSnrjdQs8qU0vd8L4GEufig2HzXONwNiatiRVY0X1pEG2ee4AURpZfA4RGZQD5bapn8Ex0KHck2F/ZMIY0LaOSah8m+MK7TsCfcNB1AcT/VUsXsXy8gL5fJZ8viepOCaU96AIZ1RIrzlqTIbnFMpHgqXdojlwZMRIXDijZIs6kRKuETrwXseKp4noupg2jXK/ulJBSodCwXjWzXw6uYSckfs1X643z7fDqDOgrk1URUKxDs81KNLWRsB0UDtlWxXt7WD7bfB7FqtcJwa/FI8ZNFuHmpTteNhJTDlo8mJHZf3NSx8Vlkh+39B8Q7XRsBoxwRrXLhmnB6U9vPoidbVKximSdwdwMHm/wYS/Wtd4YhW0h/K8VAEgcCLrraqb7ZuIPIrJQUP58i6mODUKjiDMKFAUw3MHCEKSwubBLyIVhJqhRThpiLYNvNwx4ag1EEwwAiXSDydKVbB9QdVgvAgVUN16gGws9tV8jQIFMjDGNArUhn0SxNpsEKrN7dLsUY7XA4hNUJoKlIWRAg39TlyHZL8BtAqeAZXcp42uGEV7JEko4zrWbuw6NBkxtFkjM4h+SH6f1ODM+VXROCiv6n9nJnkaD5GYBLvGai5WqGPSIzxdpa5WfEu+mVgo6tTVKlW1Qk2tmsmq78mOqpb6kRodmX479FSvqVDv8rDwHWBiYoJXv/rVnD17lv7+fq655hq+/OUv8/znPx+AP/iDP0BKyQ033EClUuGFL3whn/jEJ3a415bukabMbYIWlcDjXt34vyOZ7SD8JaoOH97PwQOjCAFSZozS4nuYpQJTRNz02yi6GqUwy2NKB0EGRJDmEp2nDpVis68UjvlI4z1WwgUhTcSPqqC8FbSuIkTW90pmcRzXbzc5jo6MjDE0NIznebFCZkb5N+cZKH1+yLcwKUv5XL61EdEfx5NVqv1zIfKwxsdoM48whvzIAxoZL7T2w5UJlDnjWZUy2i5aN9xDhwZsFbuWQX/ihvzYHCIWCq1Dj26jDPaidhO/NCu0xqGQdoGibUOvsn/+gYIt8PCUwJUu4JHNumQzwfJsQSRDNJ8Nr6fwK6eLpGFCJ7aLzxWivghM9KOKn5/Wvox0zRWWjj/3AwRooVmYn2F+foVstofxsVFcN0M8siCoraOV5InHZlhdNQbu/t5ejlyyD6EFngqq4eswXaJaqzA9tUKtbArijY8PGSOSqKJ0DTxQwqFWr1KrLyVqtwTnnU6KATr+/q9D0Q532ZTCvQMGcUvHWOW6JSnhv60sig0hv61DxYN2iVnVGio3Bk0SVStO9olQsZbSrNnnyiwZt4CUmrpXMwVDZBUHF1eYwmAOdcqiQSgFfffDoeIW10CRjIRXcAqtBWP0pwlTCqy4Jmwrfn3Mn9HVjBRm0MhYsbS042gReKWT16bJiun/PwodC6zacc9ig5K9pvcwUiChUTmUNFp946aHhKIaHscUngm2jfrtHyucnKUp4rF2Gyz4zQNvLFy+qd9R+43XsJFWnoGm6xjvf5MinOKyTCj7jW3QYA1PiYJoMvK0Ipg0xY0B0X7GwxH8Q+HpGmjzLCpVw1NV4+WJt6c8f13riu/Vbgwx85e5C8PxOvBMxFi/Yr13lOpNh4itc//bbrut7e/5fJ6Pf/zjfPzjH99Epyy7n3iqz1aRrlhHSpIDWhhl21+rWEgTlht4mJWE8nKVqaklavUyI8MlemIFQQWSYAktE4qrTTSaVkbZUR5C1kHkGvYBoZWvcGfwRB2tq/5lccI5hhHhLuZFa1glREqT5xrKlVg0m9aRgh3HV+LMJsZ/GyipgcHdzASS1axNvyHwnp4+/RTT0yZfev++EUbHxqLrHXo8IVRA495lghUkom3NuQayWEXyRotQ4TPdD6LlIgU4nAs0yeAGRTXmUIguR7BSSjC3iyv1MSO3iK+zIf3t/LmMPzctr5Z59NEnqNY0mUyGSy456heP9aLr3JIgtz9ubGj43U9306G3mfA5FUKilOLMmQkWFmbI53IcOnSEfKFxTWtzFnNz8zz88INIWUCKZeZml7niysuQQkbzJf8eTU/NsbQcLOnqML+4yMx0noGhHtLe4SefmKGyakK+vbkqyytzHDm6P3YfBEEqhpdYNaS5sF76deqeQtt9hXvr0HRBXl9EWOWadqEb61Swg21ahYpDrL34oJCuYKf2NUWxdmWBjOjBlXU8r4zSZbQy1RQdkcHVWbRfrKRSVszPV0DUGBjMIaU/YIIvnI3wRxiT+dTUFOXyCr19vfT39UVXRwQDcXRuq+VyWCBkdHSEjBuFUDWGdpv1sWdYXV2lVCo15+WG52uUvUqlyvT0NBrN6MgouVxUSKtJGGjN7OwsK8sr9BSLDA+NJIReowJZq9eZmppGa83Q4CD5Qp7mSo1R+/PzCywumQJtI8PDCNl6klavV5manMLzPAYGByj29MT64sT+NAP74sIic/NzZLNZRkdG/SJqNGxnjDKe5zE5OUm9VmdgYIBSb8nfJiU/XGuWlpeZm50jk8kwMjqC6zQq7lE/lFZMTU5RqVTMvW9Y3iWORrO6ssrM7CyO4zA8PITruv7kKnj+o75orZmemqJcqZh7P9CibSFAm/Uvp6enEUIwPDJMLpteRC2YFE3PzLC6WqbYU2JoaChm3Agmb4Kgkm61UmV6ZgatNSPDo2Rzrn8NTLqEKVxmquUrXWVm5hwrKzUKhRJDQ31+u37ahfZQMW916A2J516nCs7052f9edV7R6kGkossbLQNK+wtG2brFexGxTpYQcJU+c6AVijtEKWZODgigyPNch2VcpUnH1uk5inqnsf83HmOnzhAqZSJ2vZrPwT5t0IIpqameerJp9C49PYOcPz4cVzHFLaMy8po+cDAQ133FcoMZgRyfAU7UOYIjxko3PGxN7YBANOTU0xMmLF7bGyUkdFRIkU18oxWK1XmFxbIZBwGBvp9w3ysgGiszxMT00xOTpuIPE/w5FMT9BRLlEq9oUIWnBtCUavVmJ6eRXkeg0MDFAqFBhtuzAygNQsLi6YAa9ZlZHQEKTKJdiMknldjanLCL8A6QKnUqoiaOYfFpSXm5ubIZXOMjo7jhFHezXMYpYwMrtY8+vv7/BVJRMzoocAPsRbAY4+dplI1EVXVaoWHH36Eq69+mtlHNxg6UuayifWkic+TzLNbq3lMTc0jcBgaHqK3lE88g2fPzDI5OY9WVVZXK6yuPsTV1zw9ZqiJ38OpxLGr1SpLiyv09QVzmKjGT7Xqr2QTu03lahmIrzqjAE2lUmVlpRwzhNeZmj7P4SPDYXvBc2vkdLSc3aZZxxKbbZtpF/Lns1MKeFeW4rpIZPaeUa5vvvlm/uzP/oz77ruPQqHAv/gX/4IPfehDnDx5sjsHaFiXMEA3KljBCLumkp0SKt4QJp7mMI10dNngvY681o2KdU6WyMt+hLNK3VvFqy3hiSoSh6zuoaALONpBLhdYeuIMQpylrBeYWK5y4GgWs45hlWCyYQpWwCOPPsnSUoW6V2FqepVDhzSjoyO+F84zws/3OC4vr/DII5N4vldvZqbMqVOX4rqiwesoEWieOD3B7OwSWteYnJxhfHWVgwcOoamjhcnlCYRItVrj/gcep14363RPTU1zxRVXks/nEoJU44DwePLJc0ycP4tGI2WO5eUKR44cIQrBj7zKtVqNH//4Aby6B0IyMTHHqZPHw6IyEUZQnz83zZkz5wmE/cLCMsePXxrzuEYTh3pdc//9j1GtltHa4/zEBJdfdhm9fQNh+FfcqDIzPcPjjz9BUGhkbm6RU+HznTS+aK154IEHWV1dBSSTkzNceuklTWv0BswvLPLww4+G/56emePKK66IhYEl89IfevABlpaW0GgmJqc5cuRIYkmvyEPvsLy8wAMPPAp+dc7JiQmuuPKKKFwwbtEXgsceeZy5uTk0HufPn+PggYPs278vcXyDolwu8+Mf32fW9gYmJie58sqnkc1kU6MMTp9+konJCTOJZZql5WUOHz4Utoc2Il4A1ZrHffc9iKeMB2V6uszllx2i0NPje6rraL86uNZ1zp49w8T5RXO1nCory3WOHj2IQJpwcW/VF+hVlL/ERzwUvBPFeiu91O0mEKav2xxmlhLAsG5sVNyuZStkdlNl5E3TeZh4at5uoraKofE9i3usjVLtknF7yMi8STVRebQIckQFjszgyh6kcJhf8sg7w8CsMZarLCuLGfp6C03HkL4Ns1quMXGuipS9AJRXNRPn5jl2dBDANxRG0VuOE8k6pVaMko1CCn89Th3UZTHySgTyWRB6e7Ufrh54hhGChYVlnjoz70eNSZ56ao5CYZC+viLRKFxnYWGFBx/4odlXOPT1LXLi+FESFaHxPejCYWmpHM5R/O6xtLRKqdQbuwdGntXrdR59ZJZKZRmtFZNTi1x++TGKxYx/fBluL1BMzSzz5OkpM36rKnPzi1x22QmCcPAg/Fz7BpH773+IcnkFtMfE+QlOXHYZ/f3DJD3dZtyfnZ3n0UcfCZ/dufkyp05dgSn4FSjN0YD2wP0PsLpaBeEyPb3CJcfyDA4VUrY151CpKoR/z4QAz1NUqxVyuaz/jPjzH3/gnZmZZ3W1TG9fHwMDg6QReNWVcnng/kdRSpJ1e1ldXOL4iQGyRXM8T2fC9dEDPC9PpawpFs2yYsozBm0T3VU2hm6R8ZeSy/pRDUFkAeA/c8VSjqnpuvGSC3MePcUMSsVy9rU2Id9SUKnN+89y1TzHMog88MPWtZ8OpipoXUOEtQrWW7ckRfisI0x8M7SvAbSFWOW6Y/aMq+Puu+/mxhtv5Fvf+hZ/+7d/S61W4wUveAHLy8ubatcIgsB8KDufyDbm1MT+M1/EQ4AaJtehyyaeC5p8aqN1d5stt1EXAquz44d+u1E1UBTCX3vX0Q4ZXNSUh0SSEXkckcGrCpaWakiZMQOvH6YlRYZaBaplB0dmcZ0eHJlnanKF+PqYwTURIsv0zApCZPz1qbMoTzA3txRdszB3x6Xuwfxc1RfQJl9s4nxgyYyfpxEiU1PzKKUI1j/0PI/pqZnYtY8KUWitmZyYTFyn6ek5lEp/o2dmZkPF2vRVMDW9FAvXiiOZmJgPPRAgWVhYoVqpNjeMw/z8IvW6n6fsC/KJyenUfoDk/MRM+HeEYGWlzPLKako/YGFhwc9BkuEzfH5ipuWEc+L8FPG1kCuVGguLS6n9XllZYXnFnFOw/cT5ifD3RiYnZ4jft1qtxuzsbOo5Vqs15uYXwm8EgnPnzsXelWQO49TkrAklMwn2eJ5menqGRgRmaZnJqalQQJtJyQJapUyKhWBmZgFPCd+blEEr/Oc4eoeCpWIApibNWCNlFilcVpY0yhMIP58sWHs+Wje701DwjdAYWdFMWJtBNBdATNvWYukmWyWzQ7oatpCUxy0PuYn3OHgPpcjg+Eq2FA6RkqfC7SQCV2TJOQVckYvtk0FIo4QkCzAFCrZDpRyEt0bv9Ko/nms0dW+Vulem7pVR2gv3MwpmcnyPjKh1mpfbFL4M92VlPK1MOCwulv223dDAsLhYDvcLOHPmKWNs9q/D0lKF5ZU6YS5y2K6DlDmKPf1IkQ0/jsxSKBT91qI+SuGwML9CveaFEQMCh6mpBf+cdMP1c5icCGSTA0KytLjkG7Ab76Vgfn6eajU6nkZz/vz5pn4ETJyfDLcDWFmpsLSUJoNhaWmJldVViNXXmZycixlqkndBSJd8vhhGRYCD67qJCD+/4wghefTRJ3j8iTNMTM7wyCNPcPbsFPgKe1o63vT0NLW6WQ5O6RqeV2NuZjW8jwIZy72PjMS5XI//jAcYx8y+8f0I4Zp5q8ySz2fpLcU90RijjtYMDPRx4MAYmYxLJiPZd6CXUrFAsNpHcE21riOlZmS0L5o/a8XBg4eS8zl/bp6anhZepi55si0XLXvGc/2lL30p8e/PfOYzjI2Nce+99/IzP/MzXThCY9Eo/6+NSm9iu3h+kS+E4go2xKpPm+Jh8f1FEOpC2ExMNwqqISarjK9VvdCEQjlo7eFRR/n/BX1ytENG58hQQAuPrOMihUCJGug6QghcJ4/IFMg6C2hZ8Jc4UmQyLtlMH/V6mbquGxEpjUKdzwxTdhdj56JwnRJS5lCq4lu2BVJkybp5v6CI618Zaby1fhiYqfpshJ0QDq5TQIocCgcw/YxIWhxDxT8swNHwffxy4RcpkVmCtUeDyUA8RNrsL5AibyysOipCp1FIp+DfJxNuFCjejiyY9mQOrTOIMKQ7TuAN8NefFC5BNfTAcBEptLGq1r5hJV58zUQ15GgsQGMs/uaTfI7iufBBP4Rv/XbMPsH9xEHI2L+bJrZ+Hh/GMCllNnWiJkTGnGsYlaF8gR8VxUl400Uu9FJEz34sjzv20gjhImXB/3sm6plTQAgPrQIPiDmeI/O4TjG8J0IYq7wUGf+Zr/rLxJhJnePkcR0TNRJcx5zbjyM0VbWE51Xw1GrDRDQldy2FZuV/Y6Hfm54UCLl9lmXdhbBw67netWy9zKa9gr0hz/banuwmD3bovTZjavqqIObfUrhGSRYZM444Lo63gtJR4TCl6nhOHaHr9A+WODPxFK7KoYWirlcZGMoZLx34SxGZ5iVGie3pMUqKlK5JE1PVRCRWtSyYnlpFa8HQUJaBgSIVFhHKjPHBOOk4WcqrFR5//ElWV8sUehwOHhomlyuRmLjE5W9oKHDIZXNImQ3HbSEk+Xw+umy+8uTVawiZN2OsNDI25w7hStdEAlE28we/eNbBg0eolDXLyyvUvTKDg30MDPT7tTDMnMoUbsuQlSUcmUViilOagnCRPI17rx0nFxrOHSHxlGfklC/Pg5DiqD5J4CX2Q+cTjpBklJzxjga548ExPROCHz5V8WhHx5eVOWOcEEEf8w01PwA/rP+SS47yyCOPU6vWyWSyXHLJEYLob1PU1cwZajXF4oIXGWh0nXPnTrNv36Ave53YObr+faqi1CpauAjPyOqqWglzljWKAweGeeDB85iCcQUOHbyUXCZ+v/3lt/Do7+/niiv/P8zOzuG6MDa2P1KAdVQ/xyjzZYaGCwwNB7JdEF+aKzCMmZQGj/37BiiVHMrlKr29/RQKxWhOFEvfNI6pTPL5Fc1/bz3n7iDSq0uh4ruFrizFtfkm9gR7RrluZH7ehH4MDQ213KZSqVCpVMJ/LywsNGwhG/5s/D4W8hUIiEQ4RqQcmG2SSnb8z0gYNwjvFqHiiTBxX2MJB0ptKhsH6w+a5QVU2Ou4tdkTVWoiY1T+EY1ckDgYi3k2k6G3r4e6WkkcVCApFAqUSiUqKx6eb60cGunxlUUnYZgVSMbHxlhZVOG/heMxPDSIUTb9MB9tBvhMNs/I0Bhzcwuhl294pGS2Uxpi4dJCCEaGhzl//rwfGpxBSBgeGcUomw4iFoIvBIyMjjE1GXhaJUNDIziOJFIIVbjx8PAIk5OLKC8SPqOjI1GfQ4yHYXx8H+fO+RZorejtLZDL5cNQo/g1GRgYIJstUKv5aypj1sIO+hAv9CaEYHx8P6dPPxE+Gz09vZT8ZVYaldm+vn5yuQLVqgqNAuPj+2l6lrVGSMHY2D5WVk6HX+dyGfr6Bkgb6op+/trSUmQsMW2n1wUYHR1hbm4+vF6ZTJbBwaHogY2Ry+Xo7x9kfn4BY3CC8fHRxLYmZN54LcbGRpmZmSMsQCNgJAhPT7QtcRzB8PAQMzOLvoFEMjIy6FcqjRd1MddocKjE5OQ8aOmHQTqMjAzH7o/JJ5T+PRoe7mVxFt8wBAMDg+RyeWreij9xq8QU686lUDcU673oeU4E92y0je50xbINrCWz15bX62RdhSob6Txc3ByrOTy8HYEX1YyBvvcXUwsiWB7Qo4aUdY6eGGZyapK651LsHSWbDcYzQBgFWyDD5bWyOZdDh8c5ffo0GkVvqZf9+8dQ1KlVFI8+8hQ1z6StTM+e47ITJ8gXYwmtSILlCR948AEqlTIA3pLLE4+f5/LL+1pcKxLXeXhkgOmZaWpVM1729OQZGhowlyumGA2PjHD27CxSZHGdPPlckb7ePjwqCO34xuzo2kopOHHZMSrlMooymUw27ENg8A7aHxwaZGJilkqtbAq3qQojI1EIdGMu9djYME89dQ6l6giRoVTK0dPTk5C/QSXr/v4+stkClcqyaUMLxsf2xbaJp305jI3v57HHHg7tEvl8kVJvKWZojujt7aVQKFKtBEbzLOPj0Zrcgdc2Xlm9UMhz5ZXHqdfrZLOF0NgfEeT8G4OBCJXSGlpF64gbUZxUsIeHRzl79gxevYoSVTwhGBjIm4KfgFI1+vqLXHXVFSwuzFLo6WNwYDSKKIxFFuIXaOvpydLT4yvVBJXvg3RAP+9ae/48KbqOqWuY+89ScL17S7309gbF8+KT1WBfE6UYN6y3IjBCbJgLRcHugrwO2rkY2JPKtVKKt771rfzUT/0UV111Vcvtbr75Zt7//ve3b0wkX67kSxSzTMWU7KQCHd+mWZkICJaBCLfzlS3wJ9ctrd9GKTBrCQaHUGih8HQdqc36uppauH5fMMB41KmLGjUq1Kix1HcG93IFs4v0SI/+4V6UqDQNHBqFp6ocPjrMzPQc1aqkp9RLb1+8iFhygCv05Lj0xD7mZpcQAgaGSzguJhxbG49zZHBQHLvkCJOTk6yurpLNaQaH+sLB3QiM4DpocvkMp644zuSkWQt0ZGSQXC7IuTIKdpwjR47QU8ixvLxCsdTHyMhY7Ff/Gvkez0wmw8mTx5menkMrGBkZolAooMOK4oEyZvYbHx8hm3VZXl4ll3N9ZUwTFOGIrNtmEnDy1AkmJ85T9+oMDpYoFnsSXk0jOEwu19iYmTjNzy+QzWYZG4uEaXBdgv2EkFxxxSkmJmao1WoMDQ3S2xuf9KjEszg0NIjruszNLeC6DqOjw0gpSS63Ee172WWXcv78BNXqKn19vQwMBBPi5nC33t4Sl19+nJkZU9BsbGwfrivD80xU4AaOH7+UiYkJyuUVisUehoeHzESBevNzVejh1KnLmJ6eBTQjIwNksxmaQxQNR48eplicY3WlSk8xz8jIEI2KbuA5yGQkl588wvTUnD+BGCaXM96SoNq3eQfN87X/wCg9xQpeJUM+n2dsdMxMgnXVX86mFutXZxPtToqXrNXeXlSsAfPaqE3mzW52f8u20InM7kheb5QNK9rpSnaz0Ty+fSC/nabv0wirRfv5uZ6uIZWDlgqFxHEk/YMZgsymcBmm0BIPSkvCtYZ1naGhfgYGi9TrZTKZPAIPz6syPT3DSmUmkXN9fvJJDuXHQpknEGhVYXmlxsrqXGi8VQpWVtZWEgLlR0rJyZNHWV01oefFYlDsK2kUHR/fR8YtsbxUJ5/rYd/+caSUaOWihYdKuV9CCLI5F62LsSisum+w8whCvh0HLjmxn6mpGer1CgODI+QLmdD7K0Sw/JZA6zqjo8NkMoKFhSXcjGJ0dKyhv0ZhDpTyU6cu4/z5s9TrRgabvO9IkTSy3TAyMkzGFcz6Bc3GxvcjhJkvmCOohCy+/PITTE3NU68pBgYGGRwYBB1LOQoqm5MNnyEhBNls4FGPnBpmzmC2yWVzDAwM+HVP6ihgbGwEQZB7HLwirt+mIpPJceWVVzFx/ikQOUZGxsjl3fA6KmWK4WUygqGhQYTMmQgI6Rt+whD8yEkF+FFgZom4yDgVpRckFTEnOs9gTtxgPCB4l2LPYXAvgncwWlbN8z3XrZbe6iIXioJt5W3H7Enl+sYbb+Sf/umf+MY3vtF2u3e+8528/e1vD/+9sLDA4cOHm7aLT6Abx/EmXTklZDwtVFzE9mvyYuvktuH+2vNzRYNjBwK55m9nLHv4hRqivGyPVbVIXmFyqPyCIzVlcttqwnima2qZmrtEfqgCaGqq4lt6TThVEC7lqQpamvCq/uECaOXnZceKrAnHtyrqcP3fbN5hZJ8RoEGejRZ1vz/C97abghZCaIaGe1Gqh3hIVJC3qhRIiW8tE+RyLgcPjjYoptEVTqIYGRlhZAQ/lFkkJySxmyqEafvAgRGCYi1xqzCB9TdcjkQwOGgmLkG+s7mvcW+lF96rjOuwb/8oTQN4rPCdKdpi/m2qghb9vsW97fElQoLJi2DfvmGi9T2DpuM5RX7gg9b09pboDQvhxMPWgslA3d/arOc5Pm4U08j66yS2j5AUi0WKxSBsK3oforymyKosBIyNjRKE+iUviyJePAaMRd7c+8izHbUdn+Ca9o3BI95ff6Ljn5sJozN/z2Zh/4Ehv1+aulrxC66YiaYjizgyi/Ct6sNDpnq4kA4Vbx7Pq+KpMuDhOCUcp0pi+a2w4EqHudepinKrSfkeVaotFx2dyOxO5fWmaeV+aat0Nxrd/abiY1CDgdyMAYSRZ7TIZzX7RzUUavVFPFE24cy+3HWcPFK7KOVhCpBiCjIJk5scFESLemUqIUvp4dWXwvOrq2kq1fPhZF+jqXkOdS9PuBSiL7szGRetllBENSwK+X6CAlCBPCf8M7g2ca9njp4eM5aqsDJzPF3LyObhkV5GRk3+dMYxodBaKDwRXReTNuWntwmz/KhZcswzHlQPtPBDmLWDUAIkuC6MjpXQYXXpYEz274/vxDQh9pq+/iK9fYHxXkcyTwdm4mjda9d1OXBgP03GE+2nAepI0dNa09ffT19fX3g/dCLFLRmh5jgO4+NDvnzPhsVizf2vm5Ql8GWTE3p+TTHO4DmJljgjmD8Cl1xyhMnJPCsrKxRLBYaGBkxfVMV/oqV/ntF5ZbMFDh46EhqONDXqyhhOlDYVugmjztzwfEyB1pgsDArh+vnWIuGxViZYPzAMBA4rge/hNvO5xJwvFm7fGNae9N5HS+CZCExlnjMaPdNbpGw3RMFaLmz2nHL9W7/1W/yP//E/+PrXv86hQ4fabpvL5WIezk5Jrk3Y7NFu9maLxMTZf4Fa5GPH/wzWgY5bx42HOx5mFdPDwvwZo3wijSIM4OlVlM76nnVzDkrVqbOK8q2nJtRJ+GGyweAUCA/pK3rm31p5COn4hU4yobKsdHTewTUy4ekaR7o4YR6SxFO1KNxJCFANBUSEiyMjYRApmqYKpBGm5nyEXynSXNJI2CWudTzMXzQIuxiNOXNBTpW53P799pXZYFsdDvDBANliIuZvFwlbYZbyIMgn95X8xDMQH2ydlDles1HA9DuuVDcvdxEX+NFamvHl0RoElAg86fHr0ohq6kcg+Ezb8Xy2VphjxCupBvc8/Z4FBeQCRbk55z4eXm9okR/u53XF7zlES76YtgPrvRH+jszhyIwviFVYbddTFT8UvIrr9OE6BVynxw8RD6rv+5NeQRj10o3iZutXrNst9bcNlvsUjIKwyTbsPGXX06nM3pi87iKNOVktaR6noirmkYId2EHNn8F3fg2UQDn15a/2PYvVqsfS0iy5nEtvyRj9pDTVloN1rOPLWqL9vGEhfJkFybFdJuTj8PA4szM1ymWjoLmuy8GDlyCoovFMGLYAKU0RtePHr+HhR36A1oqMW+DYsSPGM0xU7FFrL3bt4lclkD1u0rjtV9yOrxkt/MJkwVgrhGPSbxQo5bG0tEImk6HYUyAIoZfCBSmRum4Ua1lHaRelyr4R3yNYB9yR2Wie4TssogKzQb2R6JrF+5y4x6G8ji9LFsgaP1IrnFrp2LV3CKufh/ODBtkUI748ZrREViT/gpQl/0oYxdrvhyl61vCcRC2H135kdACt+1O2UaFxAD+PP16ZXIT9MMp39CzgG2caisEGofoxJTgsyOlHRTSGxccJl9BMeS0bZXvcu51eBDi4loGn30XrKhsL/b74hI9diqtz9oxyrbXmpptu4otf/CJ33XUXl1xySZdaDiytzS9360iyhhdRxP5o9GbH84F10nOVXHc32jayHOJ7s4OBGBAST9cQIoPSEqWq1EWZan2ZjNK+IMmgUVS9JYQnQ2XYeOQUJPrQ+LYoPFVGiwwOWYSUuE4uHGC10g1GQw8tamjt4MiSCfPBQSKoshzm5ATnFYRsCQGOyCCkNEVGhIfngRB1v7K3AuqxgdK3WorAI1CNJhPaXC9zjwJFy19+IqbAGQU1UJqDCt4Owl8DPNg28DziK/GayDsaDs7hGqUxq31opY28v03tCt9aHljChQgnNK0U4KDfwfkG28f7bg4fFQkLrdXhRMDk+EXbeuCH0UX9Dq5htORK/LmIPOJezIMukU3KanKZOf8gsfckEG5mQmPCEYMQNi/2eDlI0bhtULgkbmBpbdlOhI4lrq+ZcAG+lT94NqNlX6TMmKI4bomcLOGSQ6NZFfNUvUVqahnllZFODz25UUo5TTkrqXllqvVFtL/mdahkU29SsJu87+vM3WxNO2U6bdsdULC1QLcyUnWMDVPbrWydzN5i0hSeppl9c/ROZDANjO/RMKk0vocvMMrFU0jMb/MLqzz00AMEq26MjpY5ePAAZjmhTOJoxtjr+B7luFFThcpXOLfwV/gw4bcZTp06ycLCPBqXwf4BEGYNba3qvsxyMSHCHkNDQ/T2PZPV1QXy+SyOI/D8iLhEZI5/DQSN47D5HqFYWiyzvFwlX8gz0F8iWG5UU0Pg4MgcGadARhRwRNaks1UXeeShGZZXp6lWz7Nv/3EuOXY5Qkq/WriDwgUHf14URNRV0UKgtMSVGQJvvFlbu44X+j6iiDPt91v48sEYm8Hk/sbmAtrBLPMZhSgDaP+aBUtSGvkUeP2h2XAeGBsCr3hwvwJ55ybkWaDEalWP5j7BfZUZpD+d1yiUH40YfoQgvqRZYGA2UYLR3EL7c4JKtU4+n/X76895AhFFpPyHBohQcQ7mDX6UoyahWAfXNRG9gAyV2+B5UCqerpiu0QXXbrW8iutKMhn/vMiE/WwsShuf6xnHkUToRqdE/BgXnwLdjs3La9AXiczeM8r1jTfeyO23386f//mf09vba5bvAfr7+ykUCmvsnU5jvlSj5y9pzWrn0W7wZicm0JHCET9mo5It4pI4tr35PWmpFmF4mYunFVIYi2w4YAkHtKTurZC0ssdzegIBSPhbMMBD1RxdiTBkByHDcPbAuxcocErVwgFN4CSXXvCLrhlBH1ldCbcXoUdQCAnaifXHQ2s3VFKbBrqE9aMxn6Yx9CzZ5/itDwZbEfN4axUPp2owQgQKM9JX1iEZfqWNEo3je93jgrqh39oU94g/iZGwjvKqon4nzyvou0HGvAjJaxUIsEgoRu0kFHFtnlshGvvRsG1wHv6kITnJCL4L+u5/G7M+N78/8eti+mEK22VTjAdJ0i3bDaFjYX/NNRVkwraMlT9Ycit+jfy8PVwyooeMNl61qp9mEVwXR2bJiAJZWcSVPWitqAuXaGRIW8am+Rw6z79ei/Uo1juH9Vxf2GyFzF4v64kSafv+renVjsaxhJIdE+tam+gxKVy/SGhQQEoAgqeeOusfqoanYGJihpHRQfK5UoOHUxGlkDl+6HigWEX9jSpEi1CxljKD6+QZ9isvS1xq3oov//C9jvGlCKtIqf1aIVEqWjCXEMDs3AIry6v0FIsMD48kr6kvtycnZjl/bhYpXDJOneXFMseOHUGpGp7S4RgvwtBdFwfF7GQV7WG81EIwMXGWsdEDZPtMiLfjR7QpHZvjgD/vqKOJvLmmP0bhje5ZcK0aB5LkfU7MBWLyOjIUE8n58B750WDIUD4l84Dj9yqoTyJjz2HUdnTN65Fx2+9mcq4jw4dAa83szAxnz53D5LYfYnysaBRLTNi9wqTfKWX6Oje3zOknzhOEvJ84cYxCIRP2Q/je7Ojv6bao4PhRNGRaWkXgTFIJUa21Znm5zOLiPIV8zqTJieb7U6vVeeCBByivmrSHg4eOcmD/kchRFruuhqhI7lre8vZcvELHeq47Z88o17fccgsAz372sxPff/rTn+a1r33tptoOCnZAs0KRyB9NKNpe+HtyAXqVULBNW76S3RAqnir4GxSosM3gN4yFNZyZ+pP4oO9B/yu1CpOT83iqxsBgD7lcsERT3T+nbKRACcXc3CrLy6vk8zkGB3sAY/nVKmPSVBFoYQb+aq3K1OQSda/GwECBQl5g8nvMZEIgkb4yp7THwsIcCwuLZDOCkZERk88dbBteK9Nvz6sxMTFJrVZjcHCIUslB++tvmm3jggiWl1eYm1sgm8kyOjqC48YV6/gg7qBUjcnJSarVKv39vfT19jd4UwMDiwfaY2V5idm5ORzHYWR4GMeJGV787Uy4HmhVZ3LyPJVqld5eUwAsfhujUC0TzlVeLTM9M4OUrl+gLQ+tBnytmZ6eYmWlTKlYYHBouIUybq5LpVphamoaUAwPDVHoyREZM+IKpVH9ZmdnWFpaoqdQYHhkmKYltJChFbhWM20rz2NoeChlkhwPB9PMz82zuLhILp9ndHTc70dcUEeFzzxPMTk5Sd3zGBoaNgVwGowg8SJpi4tLzM8vks1mGR0d9wu0iQbF3aCUYnp6kXpN0ddfpK83H65PTUzxNR4iyepKmeUlRT6zQmEccrJAVufRaFaEa94H7YWT26zoISdKuCKHkjWkdNHKD7MnVv20Dc2hpem0DgnfG0p1iFWuL2i2UmZvBYklNFsp2m2V7GR6UpTi5UdKCcJoFpM64oXHkdLBq2tMnYgaWldQVKjX6+isSjzoy8srnD59hlrVo7e3xJGjh8i6WVPQNB5Ypr3EOCKFgyMyZJxozNYo6mo1PCcRk7W12jIz04vU65r+/iKFHpfICG+G5qfOnGXi/JRZznJqkeXlGseOXkJ8HAZjKIjGfUl5yUHVBdLNxAqxAkIGswcQWdx60Q8VzyJEBq3rYfVy6R9DaGP818pjYmKS1dV5ent7GOgfQjt14tW4BRItfI/nyiozMzNmNY3RMaTMJ4y/yfouHtNT05QrFUqlEoODwaoScXkTyaZKpcL09ByAL9+DYm7R8xEWQUUzMz3D8soKxWKR4aGRaF7S0PbExHlmpqeRDuzfv4/eUn8472uUC8vLKzz62BNmfiWznD0zSy5XYnRon/H467ixQaA8zZOnJwkiOZWC06fPcfLk8dCwHaQvNCvIjXPZdmHvUZ0ZretmPhtjanKOJ598CqXraF1hZGSAI0eONbXy5JNnKJdX/HlYhvPnFhgeqlMoBPneNPUhnOs3FDJOI91rfXELHCtvO2fPKNetclM2i2j1kqUdLqk3xNpI+T6uFLQIFRepx2gU2rF+Jax3Ud6P8EPBXWnWlaxXPZ56ZBrPy6PIcn5Rc+R4iUzGo+6tolQZ4XsFHSfH3NQqy5MD1FSWymKdleUFjhwdQ3llXx0YwBFZHFyqwmH29DKrlRLV+gIzU9Nccnycnh5TrVzjIckZy7PIU17MMnXGYbWmqNYXmJ2b4+TJq5oiBISvhDz4wGmWlydASKanyxw/nmOgv8cXBoGwM5bbubkFHnvsKaTMISgzN1/h1KnLGjzy/jUUdR55+CwrK6YS9PT0CocPk6wk7j8DElMV9aGHzuOpVdB1pqfnueqqf4YjI4ttfLmuRx97irm5WUAxPV3mwAGH/fuMlbixUuTqyir3P/Co/5A4zM5UuOLKXjJupHhG997hidNnmJ1ZQOk609PLrJY9Dh48EPYh6LsEViplHnzgLLV6Ga0rTE7OcuWVT6OQzye2FSiElpw5M83585NoXQE9w9LSKscuORZ/IAlehnq9zn33PUq9XgWtmJyc4fKTl1Eq9YTbxg0gE5NTPPnkWdB1EC6Li1VOnDgRWvBDAwUSTwnuv/8hsxSPkExNrXDZZSfo7yM8z/gYMDMzw+OPPwlIXKeXxYVznDx5IvTURPldZuLw8EOPouoFXJmluiTpOdZDoS+Pp2omFE6ZEL1sppfysmL5qRJ5ShzTh8ktZhi7bAQpBTWtWBAmnFzrulGsnSIFesnrGjlRQkuPisighanqH+bDB8Ke5siCTquLt2bzivWmlxyxWGJslcxeD2mRYp3QuH2Tst2Rkp1UdE0KlULpOtW6S81bNkqRdHBlgbHRgzx19hGCtLN8vkBPoRfQfqFSAVrw5BNzeHVT+Ku26jI7AUePDlD1lql7ZdCm2FTQt6jOh8J1cuSdQYwE8KjrKhWxhFGoskhRIJfpw5UF5k8Xqa/kWfXmmJ+d48ChEv0Dvb5B0hjqJyYmwv5KmWFhroY+IsOlL4PxxOQ/m1SbnNOHK/JkZAnpmBlGrb7ip1jVUULh4lCgQG9vieXVQQCq9QU0dXp7ezG56xqJqTKtUZx7cpXFhRwLq2UmJyY5dKjK2PhBEvVSfIWyUhY88OAZlLeM0jVmpud52lX/DOlG4fehoR147LHHmZ2dRYgMU1MrVCqSAwcOpESDSSqVGvfd9yjKX4R8enqBK644SS5nDLciMQ8UnD59lqmpWbSqMjU5w/JyhaNHL436IUz6zOTkNGfPzJm0Pe2xvPw4V111JdlsulF+YWHJHM83TmScItUVB3fURGBppf2QaA8pHSoViesUE23VKvih95GCL3Cj6AbtoXSd2dlF6vWqv/yog3mDkuu9B15vrSpoqmhdRYU1etxQbp87N+1HTdT867fKoUMujgyiMzyUqrCyModWVYJ1vl0nT6VSo6fQQ3w5tvjx0wqoJvFSvtugTLSy9KKmG8l9e560gckMmrJpu8jzF//dSexniCvFje0Hg2uDYE54XGW4nQj/cxIf/D5EIb8Sicv87DIFhsnKEnnZR070oxf7yDolHJknKHwhpUPW6aE600tWFMg7/eScPirLDsozYVhK1UCYtbFdkWd1TtNb24crcn4BpwIz08sIIYylEZPxAyanenE68vALJIuLi6yullPvw/zCItVqUOzLbD89tWjW1fbRMUvpxMQ0ptia6xsVHJaXKiQVVBNyt7Jco1qRSGlCzqRwmZpcpJFAGTbnJBEiA8KlWq0zP2e2b5w0VitVFhfK/v6u3+8lgqqUQb+DHLWp6XlMURfTd8+D2ZmFhn77wl3B/Fw57LMULtNTS/62Dc+VkMzOzJt1T4UJr1MK34udhmB6at7/u7Hmzs4tUa+rJiEEMDs7j+epcFuNYHJyLrVdIQSTk4vmffCft4WFZcrl6N5Hwk8wP79IpVrz3xVzXlOTs4nJS9i6EExMzGJCuDP+PTChZImUBL/t5ZUytWr0jgjhsDhtKoU2vuOuyLEya9aBd8gghaAfiVj1yDqOyS8P71OQiuAicXExnqF4bntbdCzEvkMBnt7uHvNY+5g8d7G5TysPo8USI5CgO0LwnmvPeKXVKp4q+58qWnko6hw5fISDB47Q09PD0NAQJ09eZbzdflqJ1pqV1VW8uhkrJBIpMpSXokiXQIEwlZNdpiZXeeShKU4/Nkd5xRgyMyKPI3I4GIN5uI9wcWQGR2bILA9TK2tMOLmLI1wjb+PFyAiKselQvktpxs74nEpKh/GxMeMEEC45USJXhFw2E8q1wIsZLOmk8fBEnfF9QwyP9JLNZOnpKXL5ZZfhuibnWeOFSUfVVY/6SlRMFeFyfmKKROixj0AyFco9Q7VWZWZmNvX21Wo15mYXiM/JpibnEt7w4Lim7QVMoTYjnzwPpqdnUlqWKCWYnjbGDYT0DcszKBVPGTBtz88txc7BjH+Li9Xmx80/11w2h8nfz/rODpd8tpCYx8avS0+hh0K21+S9OwVcmWOwfwghnYZtzf2XvlL74ANP8OTpKZ566jw//OGPWF5eDnsS9ldIajV45OEn+ME/PcTDDz9BtVr1n20TwqSVqSruedWYgivNnJW448GkK5SKOb9tJ5wHFHt6SLJ2LZH4yjvNdKgga9X8uQDZtLzWwoaFXzwEE9P0yXCqYTr+cARFHlI82dF3Rvg1VxVXKQeI5dz4ikajEp/MT4oGfDBWxoIcpKorDOl95HQWiWDQ68XLLLAsJ1muKJReRcoMY+7lzPCEUST8XKT57CA92RxV5VCtTaN1HUdmKNDPKCWqeop+sY+ys4QrcuQydaTIo1QNpapoxwx6OVH0i4wEBgAXkysWVbbW/nIgCiNYTZ44CBEI3gyuLJjCaEExMt+C6sgiGVeZJUuEKVSRdXtxpGs8knhIkcFxsuQzWVxnBon0891quI6D6xRQyjNqkt9Px1++KzBEBKF8ieWuwpwzI0BN0Zmcr7C5fm6ZsaCaQnJ+LjYSRxbIuF6o3AkkWbcfx8klis45Mosgh+vkE9fLU1Vcp0S8OFzgCc44JbOflmid9e9dT/SgQhiGL/3wLkdm0doNhaeTsF5HhUpMeF7Bf7aDtAk3pvxq34NhCq1JkcORAsL7bK6R2V8nJg4mH7DQ9FzLxNJowTGzOLLgRxEYi7UULq7MmYmAMsu+BIq5K/LGECSzuLIHV+Qwxduc2IQ7eKayCOo4ZMjqLI4UyIZXVFH3QzC16TcujnaQfvRFGNgogkItDa94YwGb1FSQZpoV624q1dtf1Ewrgd7kupkX6BzGshZp70sHnvJGBbsTj3aqUp76vrYwqDU6vdFoVUV5xtDoqShvet++EUbH/LBtXabuGaVcOkUkUMgXfFnkG9OFi5P1UCquZBlv5dTkLNOTFbJOEUGRhSd7GC8NkXMKKBR1IfCo+/LY1DaRMoMMFBU9YMYv6Xu9M6ait6fMOUjpMDZ2kMnJCTPWO3n6+4s4ruvLRjNue6rKvv2j5PJ5lpdWkLkJDuy/xPc8G4XeXIcqNVE2VcL9uYhHjaF9eYqjw9TqeUCZeYKoGNngL0XmiAx1XUYIiev0AP5SS9IsJap943+AUsEqDhJJxvyZWM4ykDUOQuRAuGZ+IKJaHUEF8mTBLuEbKLKJ5yHj9voKog7D1KXIIBxTvM70yfVDoWsE88NATkrhkM+VWFpaRkqzBJkULvlcr2/oiBTEIMJveHiE2dlFVlYquDJPNp9hdGzYfwZNBIVWXqQ0C8Gho8M8efo81aqit7fIoSP7gcgxoLXGdTL+c+IyP7+IowcRYhIhMiivypkzj3PZiZNoJ0gxMC/Ao488wfLyIkrXWVys8Pjj05w8OWAMKVoRhOIPDvUwNVUN51PDg+Pkcj0x44sxVh06fAlKZ5idNalhhw4N4bj4ERAqnB+lrkISVjCPC5CG5TMbtr/o0WxaXvvNXBRc3Mp1Q0h4Wq5mY25JsF04+IZ5KPF9zUQ1mY8dt5y2Wo6nlWLthEqYOX5QUCLqt9ZG6CAUo0MjVCZm6fdK9LtZtIDMSIYaBSqyYJS4+ioCSY8qcXzoKPMTRqnNCIdy7yTZTJ56zV9+SEeW8uH+IvNnV9CewhU5PFljcMgILbNEkWcGdz+EfXR0iOXT8wRLa5R6h+npKYZnrH2FTGtNb1+RbFZSqZjjOjLL+NiYH5YUy1fVxlK+b/9BzpyewfWV62xO0t/XT12XQflrd/tKZ19vL/2lQSplHVZrHR/v969l3ZyjVgQVWA/sO8zK8mNmW1Un6woGBgb84yviReYK+QL9fUMsLi75lnuXffuivKb4MyWQjI/tZ3H+NFJmcISL62YYGRoCYUL/QkEtJNlMjrGRfczPLRMUlBkYG0FKF6X8aycEaIkUktGRYSYmJqj71l8hswwPDxOumS1i+WfSYXx8nPPnJ8K54uDgANlMNlFBNNh+cHCQc+em8LxICds3fiB8vk0enhOGOu7bt58zT50NhXexmKeQL4TnERd4AwMD5HMlajVzn6VwGR/b1/B+RBOT8fFRnnjinP+c5CgU8pR6S8QLmATrcZZ6i+RyDrpurrcjMvQP51LzxDxVpTQkmV8yxXIcIZhTilKPS9XzqGkPJaIJiSkOI0y4p78sSfBfsgBQG9oq1q1yw/amt7qRTUcOXyyS2rI2je/RBpTtjdMY5RbPC4uHxrqAY5RlJ2+MhqqCUgrhK4pCZAmWaxTa83NSTRFQx5EcOryfM09OAlDTS+wfHaWuKuHYGETOLCysJvqltUYuFmA4Ph+JeyOj/F5VWkAXquRXS9TEClJk2L9vzD+XwCjqcPTocXp6iiwvlykWi+wbO+QbR4OWTeVuhaJ/IE//QJ6s24vr5qPlPf2K2FpX8TyHujAKvvLTb1yRQzvKL35WDQ3WnqjhOXUcDblClmKxyNKSwnWMjNm/byg0FASyL2B0bISZmSnTR+HhujkGh4I86njuvSSXLTA0OM78/EIYETY+Pk5Q5DWeMy6EZGRkjNmZFV8xlkgpGRke8WV7kJet/Ig7I+emp+fwhESoOkNDYzhOhkCpDUKw9+/fx8LiItVqGYSir6+f/v7esL3wPHWwn+Cyyy5heXkZjWSgbxghjZwOcv6DvgcKcE9PnuOX7ScwEphiZx6gE/MS6Uc5SMzcy6xL7qJlFqVE07vo1XUsYtGE/y8tzaKUxjjGg3o0ioMHx8hkBMvLFUrFAQ4dalzr3vRZSrjkkqMcO2YU6MA4H93DqBJ8cG0CZ0ScYHWYVFltleoEuyDTZ89wcSvXMZK5IXGBlCxSYkgq0/Eq45FCnaJgCxpe1riQawwjjxTrKHw1slYHx4or3Up71HWFXKbOoZNDuJM9aA2F4RzkFZDHFXkckTELNWiPuqgztL8Pp+BQXaqhezQHh4ZQKH+pLOMF9nQNJeooR3Pg1BBnpmsseosc6CsiM2XqyrfC6ypKV6lrE+Y0ONxDXQ4zM6dAuoyOmmqigcXXhJKbKphCaE6evIzJySnQWYYGxxjoH4jCz3RySYehwV6ybo6lpSr5TJ6R0SHigjGed6tRXHr8CFNTU1SqGYqlHKW+fGi5DT3DGE96X18vJ04cZnpmGoTH8Eg/UopISMeKsGkUJ05cyuTkBJVKnb6+fkaGxvwcdOULsEgx7OkpcPnJY8zMLOA6WUZGh3AyDp5vaW3MFTp8+ACFnmlWyxXyeYeh4QETQuUfPRAYGkUm63L5yWOm6Jj2GBzqI5/PJZ5j49F3QCsOHtxHLueyvLxCoZBnbHQc/DC/YJmSQGnOZFxOnTrhh60pBof66SkUUOFya0mFed++MbJZl8XFRTIZJ7z30f3x12gFpJScPHUpkxMzKKUZGOynr9Qb3sfA8x0cY2homEwmx8LCMrlszm87PvLraF/qHL/sKPPTK9TqHv39WXpK/iQk8bwo6rpCvpglc4mktrjCnJOlNJJhlRpCC6rU/MgHzzfESBSaOh51PDxdQ6d4gIPr31Q0qan4HrHJ+NpFV1rRah+bU23Zy6xLGd6gd3vdbcbe3WalOv4OB7LcJeP4KwugqPtrRQfRTUYhzPj1GvylB3FCWTI83E9/Xy+VaoVc3qzOEaRvAeFSnIV8Ea9S80/br/+QwbQZyF5/XI2vmGGW8Vyk90id+ZkqRc/hQP8RckVBpbaAkQ9B1WjF6OgYw8PmONJxkx5g6eDVAwXOKGIZp2DSynzlmcBrqTRamLmGpyp4Iu9HALk45HFkzjf61lD+NnVdIVi288ilY0xMeCwsr9JT7AuN4eGSULFbXyoWOXXqMqamp3Ech9HRYVzH5AoH+5j7aYwJl14ayPcapVKJkeHRVO+nEIF8v4SZmTmkkAwPD5HJuDElPCknDx85SL6QY2VlmXzeZXh4OCZDdDjnyOVzXHnl5czOTeK6Dn29/vklVh+J5hsBPcWC7yl3QoOv0p4fJde4PFcmDANPRBgSFMM1Yf9BSPjAwCBnn5qOvPhaMT5+yI9Qi4wDruviOA6eCozOHo6jTG4+8Tm0QgjN+NgwplhoHoEyXlMdLEcWf4cdf0k0QqNSKGsTq5rE6yA01i5KwcpJyya56JVr0SQA29NYGTwq+x9vtJUHG5qX6mrsULNiLWU2VKqFkGRkweQOE+RDZci5/WjqlGtzeKpKPjOIPKTJ6V56VI6CyLCqaihZp+IuUK0vUvdWWBBT5EUJhhQMrSCAXsaoUQYXPFWh5q1QcZdxRAZP1kGCO7ZEnwalJJ7OILVHrT4XXScUnqjiqQqFksN4oYRSGaBKsIx1EPJklCczwXBdyYED+xEiiyvzhMs0+KHSOrZ8iUDS21eit8/825HSDwnS4bZKeWhpvPrScRkZHaCmymG4sbmnvpdWGYGipJl05Huy7MtFCrsO+xC70eFzo0PlUUo39LQH5xYqoP7cK5/Psv/AkB+G7sS2jcLeIwu0ZHh4AE9VQsEX9EfpmhE+sccym3UZ3zeEKRbmRP2OhdQH7QIMDQ0yONRnJnUiOtdgeapgDWutNdlshn37RsLzDqul67p/PzVCO0hlnuWBgV76+gqJPpu+1MP7D6YImuu47Nvvt038/ig0sfXEfe97b2+RUm/Bt5yLcPISTAbi5yGEQ9+QWQ/WkaZAEKrqTzADIexRqy+jZA2RdXGHFiDrUZf9zDCFg0td1KjWF83yc8Ksu67xqIoVymKRml6hripheH+j99q89zIRKpqMVoH08SjdU71exbtx+51UtsMcrE22YbF0TAfpF53RwlMde4cbo86EcMm4PWRkgVJuhJ7sGIo65ZpL3VtBqQoAjpMP85YDL23NWzZyBBDawXElPW4+PL7yl+iMlB+XIweP8cDyo2GIdbbXw+udY4UcQTEzo5wG4eAOjsz4MimLRtM/EihaZVYqy2jqCNxEypTWGunk/GJlvQQVx5WuUkNSYx6lKkgJUubJyCI5UYqUcClxnCyeEnjeKlqb5T2lcMnIoh9t5KIc47Wu1T2UWqWmPUTdwRO5cFwbGO6h2B/JJtNWfJWG6P739BQ53OPn7eLnffP/Z++/YmzL0rRs9BlmuuXDR2yb3pQD/qJPG0SrBRyc1EKiL5C4gRtAqBtEiwsEArqFhIA7uKG4QYAELaSWuoUEUl/8/IfmB9EcTh3qNFCUSZ+5bfhYbpphzsUYc64VsU1mVmZVZVfuLxW5I1bMNWOuacbn3u99V/DnALdux5QEu7u78fOvGM6Db2qLyzJm8Io8zzg42A7v7vz7Kkm9up5vb29h7eCR5DBogDuEVwgRtLU3NjYuf5YuyW+7v6b7TCuOGRVjHh/Z6husK2n9u/cqjqcNu3vZe4t1NdbVne50J2PVoial59aLm9y9u6AxKRsbN5hMxvG9S6QE7yVCCm7fvsVbb72BcxUCx3O3X2rv3hhhtec9+NV2LHA9DlhdxqCn3d5rUoZkH++wMS7Ct/w9RL1t08XvVwlSV3Z5XvrjEiGG8/6j6ZNajpRPvqMfzfNz1T73yXVrrQN8lGHwMoPu5Z8vJ9nr0N/HJ9hh25U9LbBtCTFW3eqQaCeoOIuiZRY60WhyNUaqBUtbYnyAiG3ZPQYio5doEilwtUOToESKEArnSkx0DLnv0WPQJf0LIWnEEiUzjDnH2pJGVCiZoX1CIccYn2FFTeOXMamNEDCXYqjQirUFOUEIg3cmLHJdUhbYqINDaHWGw2xXp7HNqtO9OmcKIVX4LIhYbFhzTN22K9bKNmjoYPTeYkVkUvU+zmWprmghUaCyznk5Z64cg+z+5gqiL1ifzca7tc+2Om5JO28d4HirqvbqeFqTQoUqbnSO3rt43MT9Ci7B2qVCCdkVIpxbVcwvJbTd8Yaks5OoiDCp1XGs5rqlTC5/PgDqtf1HByZafgCNkqvnykWkQMdg6xWi0yhfzWitozFayNj6OWxhjMGxJh2srWX9bvcfdeTAE52x6AoULSxuVfgSrM+xSxnmqcHRUNIAxjdhnt+vSN88HusbjA/PXofGeNzzvca9sP7ayj5aYv29dLM/c/YpzHA9S64/r/ZR7//vR/HowxPrYOuJdevHg//WsiCVBdYbGjHHiQQvwjoqhQrKH0LHInXQoi7LkjRN0UpFnyDXfFP0nazW3iTVvPzadabTOYlOGQ37GF926JqW6bn9mx0HSHy/lhmKJPgba5nPZySpIkuzLgZxfqXioUSCFlnnHyQCJyMbeNOEAnhuUYRYRvsELzwO3a33eIu1NdZaUh2kDRGBN0aKNPjNmMR6X2FMaAIoYhwgNCpyvtAWZR/js9vPuC47ebnj2fqmeIU7npvVDPGqiB+2b4vQHalme43isbTvCf5lBceWUatb6LbRYHAOgka0ITgwubZ90n3fxUdriXWbvLd1pPVr66PPCz5sbU5fZKG7je5QbbbL3R3T6Yw0kWT5Gt9PjBWLrODaja1Hzmdd1ygFaaLBKyaTIV/80issFuekqSRNH69138UjQnGpCt39vj0fIWZpE+tQDAnH1zQVZ2dnKCWYTMbxnSEeXF27lT2uyPy9JNZX3/ejlmg/m7n+6Pa5T647x8dq0XjMRk+1q6ocLVS8Kyx6uEQW1CUwazsQbetxjdU4/twSdrWzxYWaoEVGInrkfkDhe+y5fSp9gbEVlTkFvc1+0meSKfph7aayGmlVBxEyzlC7OU6OKXxOT6ZkUlI5R+ISjKop1TnLuqIygflZIhFySOHHIIbUsqRyU9BQN4GQy7DsFq8Vi6jCO43zJeAjo/XlCq6IDkCrHkokq5ksbyORRZwjJrBVtozlIcGWIWiQsYvbzrxi1o4lJOPtPo1bxP2GBMs5B1IinECrDC0zWsI16+u1bQ2hoKKC44/H2ibNhE/YOTHnqniNg8NTIg3kWzGZBKjttEvEfay0t0WBUFgJAYbFdHPgQChWCBtmo3xINrXI8MLjfRIT2RLnm5j4WrwP80p4EUhV1pJ9500Xhvi1xNPHa6FEGp1ZKCpY12CRuI5wrA1oQgAo0QgZt/UNndZ3p7keJOGEAKXSK1A0hzdNd+xBt1XERF9eOucrSL9bbU87SxWq4DpW8dtn3PoGayuCRnsgm/O+xnmF9IGB1GGo3ZKKWVfJr80sogLCtXYuyNks3Cm1m2Fce6+056MdGYn8BU8YQQl2RWP8KUn0Y9eqNXtscn91H1eKhz9Iu0SW/gn28cw+Z/axus/fnyLUI0HzY1AnlxNrHeWQchJZkIsRqejjMDRqHqHQoRCvZUYqA2xcoZlVM2bvKpbNFCcsuzcGFKOw9lgX4NGeMqw5oohF6VBwViphNAocJ40ro0+qLh1zSOQVUobkVXbFgtBBXMwXvPnWXTK/gSRh98aQ/maEtPsKa0s8HiUTUtlHiQxBJBATkof3K+4/uIt1Ndub19l8/aXAZ4EmtoZRIsF7z917D3nw4Jg83eHabsFzt4ddMp6IBqsyajPj7HzG4cM7ZNku+/v7jIaT+DlkJ9tpfY1wDu9qVvDn4LO1Kh7xNYGleuVrwulRl3xNt33kJAn+tQ7JvvBIKR8pnns8xi7pkHfe0qochIJ/0hVSnDOBvJUqJMDOxP3S+eswj70y5yL0HxMRU8GvhtZO2s1HC0IR39qKZTnj4vyQNEsYDkdIEWKNJKIAWsTgvDR883+/TV0HBvBr1w64fTMU4UVsHCmZkuph52+sdbzz9l2WixCjbG0PODjYwTmLUpLBoL+6FmvXILzWjhusPTvxmQrz3/G+7Lal+16JAE1fVkveeuOEsg4ozl7xgJdfeSleCwdePOJXv19+8Ect0f5U/O3nxGd/zpPrRx+w1i5DOdde5/K89aP7c094UBUr7O6VxLr99xFlrkeltpTMLiXWfd+n5wtGomDhYar7LOuHODyZkgw0DNbW4lIsAsQsVriNW2BUqGBqIUllcK2lC0G+jcRgzlcYV2FljcejCdVF512YjRKLtY9U47zAk195kGTrSwnJrwRMXCTbhbad51ljSe8qsu0MsKQlCxGoKCcSq/wRQt4mV20SF5LysC3x76/27+PfICbwySXUgHOmS5qDxvYa3Kid5Vm7Tt29ESHQ+CAbIiJyIRQH4rGsFVpanc9235cJRCJRWPzc8cDxWPAyvi+ytMZr6BEdoVrHsh5Zqjtij/X7K1b+1yFvASa1gmS3VfBWK9t3s0zr3YHVXFS7X7ouvYift4XfERPspAt22nveRUmWVUDSZmOPOee+LcLEY10jmQEbu9IrMpOOxZ0mBifhurT7X7HAhmnqNugxtsRFKGW7foTCQY31oegR9ruCg6+QLI/LCz48mf6wJPpJdnXdeuJ2P8QE+5k9s99p9lES68u2BqNdS9YkCi/8FeRKeL8SKZqElB4P3l/iTHiv9HD8QcnwC1shgYod0LIsuTgvSVPL9lYPmYQiYuBNkasxJRyHR2ecnczQWrO3t81k3EPK8PfWO60Oj/SOD96/j3ABopuInPJOxs7GACvrsJZL16lpSEJHWqGxGM4vZszOLVKmWFdzenbMw8Mjru/nSFQo1nuBUjnLhefocAHeYGzJ4qLh+HDKzf0JrbSYFAmLecN77x5hzILl8pzF3PD66z2SXkFLUNops3QjZ+voQ2KDQdOO6XjvsOsILEJM8Ih/b9d84Vmpl7Tr/MoHttc4vE537tvic/DZfuXv2kK7BGft6u8QSe38ChHXvufyqGH02c5wenpKY2A0mjAaFt25a+/d8/Mp77zzQVSCsezuHvDc7dHafS2jn5LcuXOfplmR5T14cMr1PUtSiIiTCPfwOvHtvQf3qBYOGT/D8dGMwaBPr98izFaotpCgX+bJWU+aL6HgkAjhwevHdpVbhN/J0ZxQFNEIYZgvKs7Pz2IHu0WT/uCtixl/BJLsZ/bh9jlPrp9sT0u018nL1u0qM/g6k3gLHX4S/CQ8cI/+rl14VXQsSgS96cz3KHyP3OcMZEpfaYTrk4l+3Kcl04JBAkMdZlqM91QLizrdxyUSPRDUZobRJQ6PEpDIUNVLrcS4mqOjEy5mU4rejM2NBKP6wZH6kCxpkQa4OJqyrDg5uUApxdbWmFSPV5+9QwaExcV7wcnJKXXlKXqKzc3tFcQndtZXUGtJWZacnITZra2tMXkeKgYSETvqK4iUdQ3Hx0fMZzOKXs7e7nN45S+dU5BRrspT1yWHR0fgA/lIr59216/b3rdVasvp2SmzWUmRJ2zv7CNV1m3fLpzte+tmyeHhQ6y1TCYjBoO2oq1iMCKxIiT/zjecn51wcTElTRP29gq86gXnSEANeESHgTC25uGDYxpjmYyHjMbbVz4joW4eiw3z2YzTsylJkrC9vUWapJeOOzCQh2KHcw2Hh6fU1ZLhqM9ksn0p2RcIfCw+eByL+ZyT01OkhN3da2RphK7F67NOAOec4/DwkOVyznA4ZGNjK8Di1pL8lfN0lMs5xyfnCOHZ3tpE5vnqGezgae2zZDk+fsBiYej3e2xs9GOhw3YFDx+dt/MN5fKC45MLvJfs7GyTaEc7qy+EjcWlQNRnzJLj4w+YLxzDwQYbGy3cLHT5QwJuHpvIrpAsT0+Uv9dE+sNsfbzis2PPZq6f2fdun+0g9bJs5kczeynhCtDplGxRgDrrtvLeI00GaYVAsFxWfPc7d0LHWCy5OKl59bUXUSp0y3E17RjU0fEh9+48jDGF5b13HjD8wiZpnnWFZxvpGVuxQNckaCFIRE7qC7RPyKohTW+OFybKeYV1RQqN8mnsSyf4UpPKAbWc42SN94bz+SkHfh9PQtuhTESBb+IcNx7rShq3wCy2ELEQEXFZzKdhzG5VCBBcnC8Y9jbiPXE5dmvqOhJ8ejY3JvQHWUSDrRBYLm7rveH87IyL6Zw8z9jZOUCqFQS7LeS2SbcxNQ8fHmKMZTIZMhyqzietF4nDsVguLs65OJ+SpCn7+30S1fqw9n7xSGHCUJa1HB6e0jSG0WjIeJwG39sVqtVa7BjszbfeYTpdIETCg/sXvPRSyu7WKnGWUnP4YBalwgAcJ8dzrl+zFOmj92pTXy0YaIwRXWNAxnO3XkA3dYgl2vMvPdSVY00kJibWCVKqONLQNkSgJcpriVTDG2L3Oh6NaBGJwuCcoEU9hjgpR4l5d7xeOJxdh0l9tNbpk1V9Pr/2zN9+dHuWXLPWIX6MI1yfp129eHUHV9/TOlW32natc+Xb9m0rjfTI89vOGsc54VbvWYQZ68KP6Ps+A99jpFNGiWa3p5irjLm9xpl+l8YuKBRspJa9rCGVlv3thkXp+boa8tb5gPeObnD/+r9nnowo5R5QkChBIQRCpCze2CE9/0n+i/2/eXB2hLMnZAcjrKq7dE95RUbBrEx58L6gMqEabRYweFmjkgThBI7YHZQJSva588Exy2mOEJJ6JnFmzsG1/e56hBmhUM2tasPR+wnLRlPbitOTh7zy6g166WqOSqJRIpBhnB7WHD0ULKsSf7KgrhJefH7Y7bs9rwCmafjf33oLaxuU7DO9SHj55U1kptec1+r6P3x4zoP7ASI/k4r5/CEvvfTCI912CTTO89YbD6jqABM+PnrAyy/36GeroxZConxwDGenSz54f0FjlsCS+fwuX3x9K3Qsuu6HjM1wz3e/8w5lWSJlyuy85PZzjsmG6Ihi1otA0/OG996dxk/RcH52n9deG1y5/+N8tPO8+84h02mJdQ0nJyfYmyk723nn2NtAzEhYLgxvv3VGY+c4V3FyUvKlL32pW1za/XvncTS8+84dzs7OsW7J8fGSulZcO4hQsS4oCVaWhrfePMXYwAp7elLx6ms5WdoGB/F+iZ/37p0jLs4Ejak5PVmwXNRcv7EdZ/0DXL0l+Gkax7tvzynrBdaVPHzwPq+9/jp5rvDCxhEHIMLf79x9lwf3T7FuydlJyWJe88LzL6wCCVptzdV5X60FbWfjB2ePK+R9lpJs5wmyLZ/Anjn7z6f90BPrj5g0Xyqqi1DQs950/AyhQ7o26xvnoK03WBpKMWM6OcRNV0gcqQVJKqljt/LkeIZAYVyJkimLcsHF+ZKtzV6IO6TDWYv3FYdHdyibaRi90mMyNcLPBxS9QEJlaMCbDjquZEZ/kMJ0QN+NGfg+SkvG2YCpdzhhwshUR+oFGkXiU5RXXCuu80CdIDLJXCZUzTkqq1i6c7y0pKKP8IJM9NkaXecd9RbWZTg3o7JTZNFgfYXH4rA4AmnmChkWEEZ52u9Gp0yUMfPO0piSb337TZzV0U8uePGlLQZZtnYNQ6dbCMnx4Yx7dwOybyYt89l9Xnn5JdpZ5FBMFjERh+9+5w51HaDYJ8cVL75YkG3GW4RQAJAxEb04n/PO2ycRtl2xmN3lC69POmRauAdWhYM33/iAsgzEbrPzEi0cG5uBdK5b270LEHQlmU4rmqqPViqSlcHRwym7W0S0Yduc6SMoaccQnQ8kdQAOh4xoLetreoOEkylIkZLoHkU6YjyYdEhBt3b/tgX60XBCs9CxaBF84mg4BCpawrKgi56iRErjFxwdzVkuSrIiYXNLxzi5lXRNVgR/woWuv42s8bYE0QA+NCKEZGNzyMXFBYnqY4VGSsFkYxtES6K6/oTKNT+9HpuvPhPwqSbZVwsiv5Psk/pr+PyMcv0IsOJ8MrsEu15Lui79/kryfTURX+9wXv7d1flpaGd4VprWMuKUnn7TdrBwNBpN4hNSocikpKcFPSUotKRwPRLVx7gKKSAVnp42jPOaV0dvooWjrz2FFiSNYD5zNHZJIxpsRKbnGjJj2fQG70FFAo2To8UTF5vz4wXO2dBflRprBPOpDTO90VmEhS3FWUk5UyiZkcgCLTOWZwHuLtfqPUFnOOHitET6BC0LElkgSDg7Dc6/5ZlsYdaalNlpy+IdFviz0yXOPf6JPj45w9pARiJlCl4wP6dL7NcXQYHk5GiJkmn8ymiWCabxj9wDUmqmFyWaUbe9lCknx/Nuf+4KhGx6auJ7U4TQuDqjXNZddz6c+PCe6cUM04Rtw74Tpqc2zJRfCfykTDg/rVEy675wBfNZdQmC1VbD69Li6qI7biE0R4dTiEHFpX2jmZ6ZtYJIgrOCs9OLx57vpjHMpk08T+HeaPd91QSCi7MynPk4L+2c4PTk4pGCV+goSObnKzi6FJrj44uouxnGMlodUCEEs3NDY6puH87Dw4f3WEHWY6c7EqE8fHiKtdPuuMuZwtkV5O5xMmqX14Tv59ej9qSCYTi3n4GlPzYTPunXM3tmH8nabuen8fWhtj6W0ibPrQxSE4gPuw6x69b1wOYcJP0sNbVfsn2jIBlYnDDIvGHvdo+GZUzCG4ypu+4ohKKtdyHCgLWCmvco5TokmZQaRUI/GaB9Ekk8w3vCLHeQarp+a5d0BKnUuL6l95LExhG3S0lC5Cdxa7FBPkjYuTamUCNyPeJg/xpbOyOcryMJZBWQW3iGwwG3bzyPlCneOyaTIVu7o7AdDSbKfG5u90G0koeSXjFgc3MSz3Q4AhflEk9OjrB25SeF0MzOfeyG6w4VBgFWfHpcIaVGyxwpEkyZUFX2kbVUCs1sWiJ8L/rJHCk1x0cr/75+363vW0Q5NlsrFvPySowR4sPFrKSpI0GbzNAy5eK0CVwtXD0WFcjkZC9sq/JYYHcYW4UxrzUI+WQywOOQMkOIhKLoURRFvEdisSSOgl27vsv29g5pmjPoD3jhxRuBQ4XWN0ZE39o1393dZDhJSWSPVGccXN+i6LXM9uGatXwsSiY8vFcyPRKUc8npYcl7797tjsXHuf11NIcUCms97777Pv/7W9/hgw/uYl0oansco3HBwY0Jg2HGcJTzyqsvoJR8xFmIp8XcHwtx8vmxZ/76o9uzznW0dQbJpxap1iV0xArmvc5ULUSosLUw8bZ63XbXWnBLKJLFGZC1967vfz05VyRIEhKfkpGQK0U/kYxS2M4cmRbMmoJ7cp+Hs2/QRP+eKstoUJJIy2ZesVelzJqEizpBqx6NWVBnCxpnMU6RCEE/Edw37XFEfURAq4IwK+YwgY6FSiwp7QXONyiZkaogtTES+2RSUXEBdoH3NWmyRSomDJQiE0MSH9q4RtYMkx0W7ozaTIEMLXNyMWJH9rDiAbkeU6sFpbsg12l0o2EBdhgSkaNlBrxFIgucbmhsOJ+JKjqdx24WGxdm29QQrXK0KkhVn0TmZHIQpUpMxxJepJvkyRGSIsiDkGBpGKQHCG0CsYt3YX5NZEzSW5yocCzGV1gX2NaFCDNw0od5LyEkPb2DFB+Qqn5IfuP1L9QmWgbHZHwdKvdIUj1AyYxCbYaEObLHj5IDSjfDUnaz04Nkh15SItIx7RxU7Zf00l0SqTrGbEUIKlA9CjVHi6w7biENqR7QSlu5yF6ukN01F0KinMF5Q6L6HXlcd/8LRaJ6sdObRzkXiZTh84SuQJv8yhjk9NDqspRXokcoleK9j+dRRbKgUPAQPkDoXUyQE9XHY3C+wRFYa1ezjzrWtyROpKgoJRMgZ6HT3bLMa9VDihwt83g/JaRyiAYalvi1Oe+rAdDVtaP7PB+xg/y0mejL8oCtrc8YfrQRF39pTv2ZPbPPqsX7+TMTAD/+ONpudYgnAlGkiR3h2s2p/XJtO4mUCc45jAtwb4cJ0FTlGV8rGbgacHgxZdmUcXzF0B9ZHhwtSHWQU9Q6YTwZxJTHxg5j4CzZ399mMXcIH8lRh5r+JOtiHtcm925VdFTSsHETvH9ApoYkapc6FgfaAkE7PtP4Ek2QRrQonLDkmw3XRhrrNnAusIFXTGnlOpVIwxH6kq3dEYONr2DNnCzbxLglHhMLqzXGVehE8OUvfZGT0yPSZMjW5m5c38PxGruSQpSiIEsmJLLoCsuJKNAix3sTwe9hDczTTTJ9RCImHVLMesMg3UerUBRxznQJ8iDdI1NLMjWkJdJMdNIhx5wPXC1CKHp6k0Tdp0jAdnKiklQOVzwwMVlt/fv6MWuRkcmCgd4N/t2Xnd/WKkOKhK3xiMPBnLKsqWVB45ZsbW9ifY23Lk4qSK5d30VIy/3jhjSdcOPG7Y58tWbe3ZPOWxwNN27uADtIkZHqrIsrHKa7Jp7YQfdh/OnajS3q/RkQCFOtr1lJhAXSN60yEj+knh4jhUdGf72YCbxrk2u6c6VkHAX0irff+hbn0zOsnbFYzDCN4LVXR/h4E4w3+vSGsfuN7UhiQ0ItWIf5t8d8qXsdDrSzqwofn6ST/Tu1a/3MPp49S67hkSC4S7KjXQ2au9e5TG526XvkpYez/X2XhAuAhDBn9SiD8KNJdjgmKRTKBaklLQRaClIpyBQ0GnKtKOoheEvpoHIS4yTWCLzYYtQ7Y7wo2MoU417CcNQDAhTN4DEeGk+ARRcJzJt4zJad3d3IzK0IU0EOIxoav6C/KeEowMgyMWCoN9mabNIwX83NeI+WGb1kzM4kQZ0WKK9xOJJd27GMrssYSa842NihPDSUvqSiINEZOzt5PHcGKwwKi/ACTcL1nZt8cPhOF1js7Rygo6SWE5EZNC70O1tbPHjwEEmKlgW5GrK/c50uYIpOBsJnu3HwHBcPXKgU+4Rk6Ohng5jQttc+zKJvTcacPFhQ1kssDUZWXNvf6PZrhQECLFyLlOt7N3nv/Q+iVIpjNNhg2B/i4j0SnF047vFozKi/iWiKblzg5t4uqehTMuu6JEJItMy5vnuTw3eW3T1l8wXbk10qd95JUgWTjPsjNgbbTGdTDBVGlmwf9FAy6Hv6jpQlzFntbO9wfhag8lYatFZsb+12t/96QpdlOVsbu5ydn3cBzO7uJlplEfoNLcmbFJq9nX3OTua0BHZKKXa39xC02teBpdXjUDJla3ODk5NzlMrwOIYbKYkuaOwCfOiCt7Pj21tbHB+e09gwk+iVYXfnoD1DdA+wkAgh2Nvd4fSo7AKerckWeZpjXPlI8vuRZy0/xEc/nd9h9beeRK74YbaeYP+g7dPRuf6UDuaZfU7t00/QV7GAXYOZArGjar0Knea1gnqAvQa5SucarFAIJzsWaSkDm7aPHUVrA5rG+YbRqM/zz+8xvXCkSY+9vX2UEtH/+ahcENbINE157fXnWC4cic6jPFcViSwDCaiLyXKIV0LxUkpNqoakokD6CGHGRd8UmLkhcFM0okQg0bG4msoCpw3GaoyoMHYBFhokqBX6bEWaqUGnOGcxIvgEgYmElU1gndaS7e1NpCiCu/Cu840uogGEkOxs7zI/UwiXdqN1+7sHSCRNLOS2yhuahGv7Nzi9V9PyvmR9wbAYUroZ0HRJlUSzOR5yXMwxtYsw6obr+5urWV0fCD8FQaXk+v4t3nv3bmQDh6LIGA774ebwrptzR0gGgwGD/ghXh8Q6FT32dzZQIkMy72KNFfdIIAZ74cXr3Lt/j/myYjTaZnNrEs6bMFhXd75ic3fAcPOFmGTqGBuZzmW4ONPsXIOIBQKl0igH2hKemqiGEkcCZMviHWDdierRSoe2+/Mxgw2JbdAvTyhiYd2CBOnDqJt3Fe0cdocwEBLTNB1c3gmF9w2nZ4dR6z12uGk1smUsupiIDn2UJLido7+cYD+GfHjN1hPkD0u0f2SS6U/BXwf7ETkfH2Kf6+R6BdWMMOAndXiekGyvzy8+LvjtEvEoHeS66ll4b1hw1vdvA+Q0Qj2flvRLQAmBEqCEJxWeXEKuBIUfIFXOonHMrGTWJORlxvvTLRbpAQ+zmjtWcTEE31QINIaGxhsam1AaFVi394d4VSHn5xxsDzjYPej+vsPghKX2c2q3JMkdt1/YZjmVDLIRu1uTdq29/Bnig3Xt9hbzfgNLjRo4BhuDrpLvXIMTJshqCdC55OC1CcfHF1TSkW9oVOKpzSyQSIkai8ZKAx4Orm/h8wXnU4lKh1zbuxVntlQ3T9QSUKlE8eprz3N2vEDLgp3tffpFP86euUc0iw/29uhlU+q5JM0129ubGNahxWtM4krwykvPcff4DrUp6Y1H9Pp5lE5xcekOkDOLYXt7G3TD+fkFSaq5vnuzS6xt7BKsnI3k5Vee4+x4ibApk/GQjeEkOmjbJeLSB2j8eDxCvShZXDi0Vow2Nwks2rJz0m2QYzE898I17h/dY1HOKYZ9hsNeOBcxGBFSYgUoD6NBnxdfus7JySlIz+7ODkqta46HoLC99i+8cJsHDx9SVw29fs7W5ubquYnV6zbYK4oeL7/yHKcn53gMk60haZrETkksrniBcAIha27c2ifvJcwXM7Jcs7W1QatJ3T63Po45pGnCK68+x/HRKcYbNjb6pJnC2FZKriUXCo792vVr9IopptIURcHO9jbWm9AhWg90PoWO2iWm8bVz09p6Ie9xPwd7NDh4fCL+w7JnhGbP7Hu0j/2M/WC73I9PsE2H/PFxfrgl4rwsV9ngnMISEHBtMiCFwsbuZjviEpQUPKPRgPFYo2QfpULyLkWrItHOxbZrhaM/iONEkVek/c+26ho0eC+RTuGVj8lyjhY50stQ2hQG60LS1iZYxpeoyJeCb9lQMhJhQIa1vfE2pOUuJkwqJGQtI3U4D2k4R5H3QgiBd6sisIgKIa3EVOtjvI8yWZF1WiUJL718nbPTJcKnbGyOKHp57KTa6N+D33N4tnc2SNMZ5cyRZgk7W1td0t4WrNvmiJDw8su3OTw+pmkaemNNv9+jsbMO6Se8jFrejo2NCUjL+fkFOlHs7mwTPV7cf+ufwnl46eXnODteYBqYjAdMRr3VNmsJa2dCorRid3+CcVlAQnSyl2BlnP8maqmrgnV2bu89NsY9K+30CKGXSWisdH6mJfBsukKMpL1XIzJMFbTylaFw8ygySsuUnb0NDh+cxkJEw3h3CyklzqvL1dOYNCdJQMs5GZ4n65YopdaKGe1oXhIkXzF4oRCezp+368eTxqNWfjL60CtjeZe2/Zwki/Dp+NvPSz38c51ct7YioVp70OJrjsc8TFeS8K4zS1h0wozx5WDYe4eQq2QcQPiVfAHxr12d05adXMHK1o9TQpitVh6nHP1EssGAfrbPB/UFg/kEyDmtNceN5t1lwntecNw/Zck5NBLnS0p3zrk8QzaSyqXUznAqZix377M18ygVEiDnLVbUlFgaV9G4OZWdUjcX5EXOcNAj0Qla6u5zhi5nhDyJdrHy9LYFhpJcDC49cdaVGJmEKrisKNHYvCQ/KNHeIFAxODHYOFPkle1mX62vGU0ysuEIgewqtqv9N13CLJCkacbuQYYSCZmSGJrADu0rGrfE2jp2FsJ1GE762HFDLgerKi5hTs65BuWS2E03iEQw2lV4n4dEFh+qvdFha5HhZBoKCd4xGOZkvZjkiqBzGaB6NbUNkK1Wt1IqzcZOYFjNhO4IcpxvMC5A4zrQAJZikJP0S4KGp8DGmeJwHmusKrE+CQGfUAy2JD23pntJ1Ib2Dc7bQKwiQoKeFwm718Z479Hdfe5XxQnvuzkrgO3tCQ5zyWG7TqczbhthYGkm2NoPgYCKc/SdTFarKa0CnFEKxXijoD9eI4lp78OANcMr2wUlaZqwczDufu40Q1stczkKXAAySNvsbBdY16BkgvVVkN+K833rnA1XC3JXbaW7eqUox1OS5Ste6XGygI8WCNufn9zpXnWvFbCa3fx+m/PgniXXz+xTs88KTHxtvekKXBJE0kGF102IAJFtExrrZsRVHyWz2IXTkcvSYZ2N62RNO/ccOEOybt2xERbdQrxXCbCD2NXTKkepPPqu4L8av6S2c6xdImWO87aDsqNc/HQOMNR+TmXPqcwU60qEUCzqQ2o5I9UDMjkiEXlIiMjwwuBkSLKsKfFqlRwmajX33I5FWVdiXSt92HYbA6FXqyW9WuODr3GuwbiSIOmZBKhyItnc6cWEUkbfXmLsMvhMZztfAzAYFfSGNYnsBzb0OHbWaorLtbVdaMFoJwGvunMfihSrJFUDPiLnBqMeeT9ogAvpQxGf4G9a5FaXoArJcLMdp1K4GGu0MHwbEVfoQfhsIicVBVk6oHRTnKtpXOCbcT74VaWClrkSCVpn3X0ajjkoYnha+dKQeCdyhBJJOO9Cdwlzq3Fu3RIli853Ba6cNB5rHWIbW7GSArVd0l/5GYNdh8sFi7kgKwp6gxTnGqTIcbK5XCASoGXCczdf4IM7H9DYgsbOuXZ9I/rgVrZLRGkuh/caIWLHPMYV7b3U8R+16JIOFm7XfOv6w/qER/4zU7D+/ton9dfA5ya7/twn1+skZY8z+RSH7R7Tsb5k60W3tTns9Y73Sif4ynEh42yPeuQ41hN+B92sUasgqIUiEQUX6pSzakhfK0BjHBQaNtIU6g2OJYG0wy2xtmQppyQiAwsGSy1LWpgztIuwjUymgfG0scuwILuKJNkk02NyOSCjTyuQ1X7W9jyAJPEZmsDuKZ3CCIMRDQIVoV+BxKSFqmW+j5IhgTQ0GLfAu5VUUoAk14FZHYkUKanqd2iB1oEETeImLtQywpeCPqYmCUQmiDBr7U2sglu8EB1xSBrh68rrKKO1qji3c1AdrF1oenIzdssDWUiNW1X6Y+ylRWAv1WQIHboJMoKfna8vdQdCsT8EDonsB8cnWkdpOq1l5xtk1OzWIuiKIgJDeIDFB47XFm7oXEQLxOPO5RgrgnxKgL2tYFq2vflkYBJVMg2zS1xO3jyxk0Ar2SG7xDkRxaWAhLVjsa2zkiGxTfyq4BQglattPRbhFFIF7XUpFKnqrR7D7pkLvaLWgl53gPi1gWjTEQOtElMpNUqE+wKRYeW6FrnpPuv689rak+DcHwUNc/VcPpJIc3Vm+mkO/nIX+7PVwX5mz+wj2mNJiL73pPp7RZk8+dm5+nqbaD/udwQf5BWCFaS1lYRyziKl6xItACcsoi2A+chAGpOGS6NMnbxjRDH5Zi1hWhWWw1F5iKNSPvq8cG4ULQTde4PRNZoMj8YIi7ElxlWRmdqCT5gvjsnzoMyhkhTVFgbiZw2mQKzGc7rzgERKgqqEsF1nPqD7BEIUne9QIukKnqHg0Kz53xXjthASrQpahYsV+aTtYOZB/ixIfemOELSPQod4B9MVodeRacSyQU9OLiHMumvgg551120XGo1EqAAbb+Hjrc9u4eISFYm7IrdK5EKRrBjF2xl6jyHw8eiOANZHVEETu7grtIQM11YGdZK2iNEeg7erovUqEb4sKdfKXrZs7F0ifqWLvnquZES9t/vzeF/jfRpisxj/Fn1N2gvHI4XGSxefi1CYD0X6hHYcbWtnSNq7znR+SpHvoPWjReEWRg4iItdUxzp+FRbewsHxre9dR5Ou+8pHi9WX7+01e+ZfP9f2uU+uIQb8MZl9kj3OmarHOXWxtr24vL+rXfD1fV6a6xarBW0lwRT34S1WWBrvaJyntp7aSWoruqqSEKBlzlH9BiIRTM/32c4ytvLw+0GisC7BmBGJ6mHsBWVzDkClLpjFLnXjFzRuTkuy0R6noaSxC4wL81PWTpEyo0g2GchtCjcg8QmlLKNDCnNS+JDcKjSZLxj4PqmQOKB0DUYGZuxQxV3SmDl1UpCJPiM3AgYYYSjFgoUU0ZkucXaJdYFJ08sCLVJSUeB9Ri0WsXLfdP96GkBGlu2MXI7RIkeJJJ5jg/EVtV1g3CImtT20SMkYULgB2mu88FRUzOMslnNN1OdM0L4AAanPSfw4XDNRUokZc46wrg5BgKvx0pKoAQkaITVpvIkaX+H8Mp7nJY2dI4QikUEjO5UFA7bQJDjvMdRUGJpY8ffe4ESCRJH6HoUvwnHjmckLLFXsljQ4X9K4EuVD9Vv7hIw+VtQY2VC7GZUICbjzDUIonEjw5OSy1+mTh3vEYKi6eSwbiXikyJBKIWWGEjmp7McCgsW4ktJZnK9W3WMyEt9DypRErnRYKz9HxM5MgEUGgjXn26ArEMrhA+FeCHpgxW4bnjstsq5zblvmXbfGoO5b5vFwrhMRNMc7Jl+3jAy2NnZcUnRkun2irT/LT0t2n1Atfyy3A0/uYn8YTPyHal7gf8BSXH/v7/09fu3Xfo1vfetbFEXBT/3UT/EP/sE/4NVXX+22+Zmf+Rl+8zd/89L7/sJf+Av8k3/yTz7RsT6zT9s+XmL8aYxrXN3Xo8izaFfXAAEtLLbVNZY8eu8KIcBbvA+Fv7bIHrqwq4Ke8wIvWn3fVrZSdoVJ4e0a3DcknHfvnHN6OiNL+hwc7LKzE5OlrlheYWzocms1wnvN/bunNKVkPNgkuTZHZ3ncp6d2cxozx7uK+Rzefvt/MMhukqZL9m9I0tEg8Ip4OmbwtgseuuxB5ULJpFuvrRARCi/o2KJxeC9ROpB9BjLJAGlv13hoImy8CsmbUAEWLhNyOQ6JdUxmLTVLV9HYRSdZJYRAiZRU9El9D43qyFprv8S6GmtrnK+wPkDWFZqUHikZhoDoq5ix8EddnOGt7e4HJVMUaUQ1WhpfYXyJdcFnG7sI11BqhAwJYNv9b4+96RoaoWPcSpEJIQOhq8+QSJwwNGIZfXuNdxVOWnAidG6FJBW9zkdYalBQNnaFcPBtGu1YFctXbOyh4F8F/+sqLAlWZigV7hEZyUCdM5ydLjk8ugBh2N0b0u+nGFmhKUJRQI26Z8BikC4WEozD+YrGhL+fKALHinfkeUKSjjv4+krO7FEOI+9DI0VIFdGgIowvrMXXbYJ9aRSrI1S7/Jw+nuvjIyTcn6IJ3zYLfjBEpB4+sb8O+/l8oM2eJdfA1Xnrx2/zvTvydmG6moxfIhISj16KdXi4uBKUOzzWe6wPesrGCwIvIhjnqP2SqrngVL6H1QZXXqfQRXgUXYD7rCrigUyitrNQZRWhEmp93XWGabcVwYEbu4wJYoSmiTTMZPmMzGdoFDVVSJxsFRPadibZxsVNBnkP72l8kPFqO6re1xi3xPgSJ20MRQR40BHu1XYu8R4nQ3e37QBLBK7tCkRYc/jbIeFrK9jhOJJIUJZGNIGPzjQmevF94RpqtNekJFjvaEQgcnEtPNnH9+mVVIhGo7zCRXKTFTFNDSisi2Qecf+rGZ4QiNjYuQ7bp11nQaJIfIZChXtCxHnrFjLoAxwMgvZoOG4d+7eR0TQmy95FiL2qcdJ374HAyt45oA4yZkCC88nquOO9ZGLXt4U5doyd6K6KLwnkc0IoRCSla6FidHNldVfhbwlQAIRvSe/i7GEk1elYxmMV3wmH9GGr8KyFT97KcYXORpSf6RAsl4lK1s+19gkKjYkdnTY4bivdLQP5k+xRGTP5xAS77RqFe/TjdKh/53SlPw1pjo/7/t/8zd/k53/+5/mxH/sxjDH8jb/xN/jDf/gP881vfpN+v99t9+f+3J/j7/ydv9P93Ov1Hre7Z/YZt08zoX7S/p/0rK0THYlLr7fwao/sOqKr8RliYijbREBEmK13eGk6FZCw3gha2cg2EQp/xON93IfUHB4umV14lExxDh7ev2A4GJEO6TqzLYzZ45Ai4Y033qRcGlLVxxhP1VS89kqYQXYttBeH84I33vwmgiz4ElMwfZiyPQ7ItLb7a22JsaHoK+K4mxThM7brtYjElauutQ3nTqzWP9EpVQTkmIgFtpX/CJ340JGWXUc3bBORV77uEnEA56If8zr6ygQn4vWLaDcXkVvW1njV+gVN4lMklrr177i1OMODFYG7toPwByRh26l23mJtLAoEhrcIn6frSAsvIgGqi5wtbVziVz7DCzSqI6DDO5aLhpPTGUJaNjZTkiS95EsCmi0kpYaGurYcPjzHupKtzRF5EVQ5ro44hs9oaJqG6fSCJFGMRgrr8y6WCQUkyenpjKP7Jcs6nOv335ny8qtjUi1Xz0iMOYln1UuPdEG/umkcUjYo2eBEgpIrWS4v3SX/6L0PknX+yanNOhLk8b9/nL9VrCexTyYRvWqffT/8cexTIRB9Bgv/PNjlYPjqbPOnZU+cv/wIBRwhJEokl44tsF2vda+doPGhi2McVN5yNrvDvQfvoeRDtrbu4SaG7eYVUikwHlwH0XEIoVlMHdVyQV441FZKKnsRJhYSJRUrzBJN1Sw4PzaUZknRN+R5qKyrqL+tUSRCIbzE+JKz81POz88RqiLdX+CSNpEEJWLV2IXrUNVz7t8/xJiazc1dks0+RlYR1hUW41Y6wfmK6fSc8/MFWdbnYH9ApoYR9KOJQlddcmVtxcPD+zSNZzjMmYxThA7JmPZpTDhdV8Wfzc85OTlFKc/29ga+cNEJKHQkbAmEJZbGltx/8D5lWTIajUh2ejjlkUi011gsMs5SWVuxXJxzcjpFyoTt7Qn93NPOWrUwOullgJe5hsOjeywWC3q9jJ3tm/H2UShU2E4ABKKZxfKUo6MjwLG1tYXrhXOmkEjRgaLCJ/UVx8f3mM0W9PtTDvbzGPxIpFdoAdZHPXagrktOjqc455hs9On3FDIRnaMOwYUOs1Y4zs9Pmc0qlK7Z2dlDtZ1dGZyj8hojwmdtmiXHxzPqZsl4nNPr5R3hjGTlfNsA5uLinPPzC5Qy7O7uR4KWtcDBr9yhsQ0PHhxhjGMy2WBjUnSBl2jBbmLloOfzBWdnM3qF4cZBH5lqFClJLCZYkSFEdan41fEjiEcT6faYume4hZJ30MzHwcBXCfbV/bQd7MdBxB+37ePsh52Ee37wM9e/8Ru/cennf/7P/zm7u7t8/etf56d/+qe713u9Hvv7+5/o2J7ZD9c+WWJ9OZj+WPYYHpU2ce02wcaks+1Er5N1hQEv0SZjHVwZymXDW2/e53x6SF44nn/+RbI0QQgRR6Ai0RkWKcKMrBQKW+coUa7+vneUS894GLq/di3BB0djlkynFyiZYkSNEAvMcoQxDUqJLjYQSKqqCpBbGfkwvMMudRxF0gHF5GsaV3Lv/gcsFhdMxntsbxexeKC69dpHf413nJ2ecOfuQ4zxbGxs8fxzky6pbiHerUSS98G/339wl6bxjMcbbG7EDmr0MxC6nngwpmQ+P+fk5AylNNvbHoqIFPDBp8pYaLUYGrPk4cO71JWkP5iT7g5AhQK08qrzvwDW1pTlgtOTOVImbG4OcXmIRYKWeItM1F1X/+TkmMWiIstha2s7ELqpQOwpfUhS23htsbzg4mKGVDAapd0oGoLo50PRfTatuf9eifUpjZ3x8PBdvvCF11jBt2UXVwrhcbXg3bdOsdZTm5qjo7d55ZXbJNp23WshVs/VbLrgO999E+dqvG/Y3Z3z4guTiJ5o+VQ0y4tAJipl0iFE66WiX8QCPz40T7oYIhQGaid45+0H1MsgX7a1PeDWjdvdPRw61WkgNmvHz7wJUHwZCh9XtaxXnCirQse6ss86PDw8p+t+dgUVb/dx6bF/rC/9sDXod1by/WnMXH9OcuvPe3Id7BIlf/vaR4ScfRhxETx5bvvp1bPVflVkEO80ikVNRULiNHMjyRtB7QSJh0SCNLDz7ld5q35IY0vSxZjT7CFn/jkKFS55aS0NQbt4fqxwD1N6ZAxOh5yXR9x+bovaL3GqQcqcVA8o1BbKpSzeHLBZH7AUJdPzU9JbF+g0zCFrNJlQZErTmB72+AXMB5uU6h1Omrf53+f/k9/7lT2MDLqUUgi0gEYqtE05fTfl8KikMScspkNyPWe81S6+oqtSezznZzO+8903SPQmvbSPXZ7wpdeuo0SAELfzTy2D6NtvPcDWITkqpyAp6e3K6MBk7NQqnHfYsuDkTsa80TRmzmI6Y+8rDqlk55I8wZEB3HnvlIvzlLJZYhYJmayYHKwAgO0MNUBdOd55e4pzFq1S7EIwftUiM9UFAl6susV375wyO8sozZLZucGZE164vRPvE9El2Foo6rrh/nswXQbY1mJacjC0iCQch4rH0BYoHtw75eEDR2MtstrkxBnGz2k0KSp22dvjMMZy990GazKk0JwvhgxfHMeOcvykUVoD4PDkhOrhPvgFc3dBXZ5x+7kizqI5tE/RpCQ+R6BY3t2jKj2lsZwen3LruQ3SpMJHiH1beEhlwfGF5+ReyqL2LKr7nJ9XfPELX17rFgUYmPRB1/KN777L+cV9QHJ2atEvbLKxp7uuSZgpD/NrFxdnfPvb/xutJ+wPXuSoFOy+3CePTLkQAi7VQTKbmFhflvW4alfls9ZfW0+yH5dgX53FXt/PkxL5z3r3+rMgxXV+HsZhNtcY6wH+1b/6V/zLf/kv2d/f52d/9mf5W3/rbz3rXv8OsY+XVD/Nfz/td4/rYl0du3Br/64gq63ignUV3ruAGHNm9WzHznXQvg7rUyiNprzxxv+PugpjRK6RPLxX8uKLewQW7jDC5CP02qvAE6JlRi/vsVAN0lcYF4iwslwGPg9cN/PbSi8p5UiTAmObtZEkqJmAXWlhC6EY9LcR4g1SPcR7h/EVeV9RMMSIBuNqnG94+633OD45xNg50wtPUzuev/0KSqRIVECa4UJR3jju3W3QYoc0S7BlyvHRksnNG5fnj6PfEULy/run1OWQxpYspkukLyn22wLFamYYoK487741xbgGKTxm4Tj4okKrFO1159d9nFd/7927XFwYimSTrNxnoTXb+zmJS9ExZpDxvrNG8+A9ifcjUlEwW4zYekWisxzlV3PimgQrcs4eWuzJDZw/5WK2pKnOuX4j7/hiIkc2eEm1sJQfXGdp7zJvjjg+uuD113aw2nSFA+EFGQW9oxv0pWXhTnGyIWOX5dzT28wuIfcCekwwOzOkckTjZ3gVIONnpw3DYZjDd8IiYzMmkQXTE02ebFGbCxpzwulJyWJ/RjLIkSLFiwCdz3QPOCZTQ5RISGSPIhvHESqDi37aRwRkQYFVBacnNRP7OnN9BIC5UFRLSW8g11BqIcn23tGwwFmNc54k9QFa72X8vb3UjV7NY/OIz+4S7HCDxWdy9VQ/3ufYD113vrfke91++P78GYHoR7fPfXLdJq2C1czopd8/JXl+GtnZ1QdtPVm++r5HSJCu/H79+GTsmJqgnIxxCbUL8PBMePpaMCwNXx5l/K+zfeYcBqmsk+dw18B4j/fQ+KD53BObTA8rCm/JfUFPZGyd3aZf99FJSi3CnK+WPQqGLE8c+66gFJbE6zCac5GRDBtaOY9QaRcMVIqbzjgXip4fMVcjjuZ3mc0v2ByaMMPhPVJItJDUF5bRYpuWUdz5huWZRm6vblOPD8RwWB48OEbEWVclM/rmJvVcMBhGtlEROFeFkCwXDZg+WsoOIrY808i9pEvIhJddl8Afj9DilFQFqKgxML1YshFlqttlTiAwNbAYAGdR3kRTnxSoaxnarVhIW5udOaRI0SqQreA00/OK8W4IorxotTQVwie42YhELnAqzA/PzoDbVyuyAukV89MGfJDZEEKCg9PjGfv7a13TtQR0cRZJX2SQWVHn20gb2N5X24dPe3Y2BZeSqcCsrslwpyPUIO0KBxDJ2QB5skNOGfSxcZiyoqkdqW4B2hLlFQJBdebxlSIRPYysUHLJ8dGMyThqfNMmoQpFyvJEr7q63rFYTJlOp2xtrBjcW1ssSpoKvG8QIsF7x9nJnFt7V85f/P/R4TR0fSJsW5YZi4ua/nhAS9LXyeXF/1b7ebJu9Gct4f0sHcsntYuLi0s/Z1lGlmVPfY9zjr/yV/4Kv+/3/T6+9KUvda//6T/9p7l9+zbXrl3jt3/7t/lrf+2v8e1vf5tf+7Vf+74c+zP7XuzjF6wftU8PqXbp2RbykZnr4BfjaEpcz1rCMWNnNM2CulYM+huIOGrUWhgBa1jWJcasInslNM0yQQqFgwgRFx1BmY+daOct27tj5osZi3mCEo7tnQn9fh5lkgJBVqsh3cLCr13f5L33HgBgbcnewQTjyg5+Hbg0QMmU11/9P/jOG/8dpW4wGmxw69Z1jGiimoJlWS2YXiwQQpMmG6R6yPIidDYDemilVCBFSl1Cnoy7gq2WGb7soWXvkq8RQqJIaCpBYnZBLsLrKKanjuv7l0NcGUvMszPCvHf8rMY4Lk5LNrYfTR6sgXqRoqQlkUXg9XiwQboXOExW1ylc8/o8I6GHlAmp6JHYgsUZTHbTS6NAWmQ451Enu+Q0ONEgpKKcLhAiifdUGC2TXpGimD3wCCdQJCSyoKwqLi5mDLaj5rhwYXSuQ3nJmNAWSJGQJUO0zGi5RwILt43Hk6CExsmgECJdQpb2EVG6soWDK9IAO7cJWmZYmWNEhrFzjAlqIsrXWB9g8fv7W5xeHOKcJxMDdN8wGMXZ/ThKZyShYw0RAZmTlROUP4161eGc2UogBpFUzbu1RBnu35kyPwus9UnhufFcEbWw1wphj8Tej/68XijrUGJXoOLt+VjZ+lryeMTL49amj+eD19//o+O7f1TtWXK91rVuk67HbfPIa09JlsN7WkkAeWm7lVRAZCJel3VoX1vft7/y8PvwkDeiZolEOImoYWmhB4y150sT+K2HcM2/SKVvANB3fRSCyllK31CKkkos2fB7VP6UQmqGWtNPBH0tGGQTDk2fSs5ZyJyenLDr9sgzi+1PgYTawazuUTuFVoJj/wG1qMH3yZTkel/xRiLYzjJEtUtGziI9RMmUWpSUriZzCiU9iRRsygHfkm+FTrIchAXNe8Zui1ZLuBYNFctI9tXQz28xSHfpy23Gboub7hbCCRZygffB0aZyyE6+zUzfo+dHaK8xwiCkYUPepPYLjGiQaDKf0XMFue+xyQ1KvUGlphhfUfgJEkFDmPMSCLTXbLhdHN8l1xMKvUUqChKRs2sPQvKNpRY1NaHSn6o+m+lzJKJH4jMSMm74awxIqfwSI8IsVo8JY/a5R5B+qtWSxpeU/oK+3EFAN/Od+oSeL9g3t3ggj0nTAuNDB2PD76F9mLVuvIsFB0HfbyBQ9JNttMgZs09Cyg1/C+EFUzGnERVGNGifsKWeQ8kDEp+iXICqFS5lQI9KzGMgBRO/zYCCyt7FujChNxXbzNQ5k3wMquzm8HJ65D4j8ZpTPw9s7LpHInvorEJK1QVzThgcOjLR60heliBkgXMLEIKWGdXGWbowfx/mzKQsAqma0FhrQiHDW6yIHQo8iSpI9IA03eng+ZYmhiEeK1Zssa3kSNCBFd06sAqKfmfYqhjwgz1mj/jEMDOHYD6fMx6PL73+S7/0S/zyL//yU9/78z//8/zP//k/+U//6T9dev3P//k/333/5S9/mYODA/7gH/yDvPnmm7z44ouf6Hif2WfFPmlifRki+lRrWb1Zm1f1LTWUYTq1fPDeOWV9indTXnr5C4xGE0Rcz5wwVK6m9iXWL1doF5GAXl5ioxYkSNkyMgeSTQJhMtdvjymrBUIUJDqntrOwjW9CZy+ShwUJCJhsjOn1MxaLCwaD59FaUNYP8a4BIZCRbboxFWnu+OIXX0OKgiTJWIr71CYNhXmRM0oOmGSzDoarSEhVzrZ8jkoEvwYOFefL94evUOvNeKYTNJqDdJcRGaWYBSIw36BFTi5HDOQ+U95BSNn5SS09A7WNx2NE3cVVGQMSUTBI9gj8L0EFZMw22id44WloMFgScoZqn0S+T09vMWSHnhuSiYxrYgsjHDNf0Yggr5mInIHYJmGHwuUkaJSQHPgJmcuYyzmlWGAxDN0Gu36fmXufRChKv8NSlJzrI7bSG9RcRLI2h/aagoyb7hrv+yOUSMiTMZXeItdDEGEEryJItqUuY7Sbc/R2j4QMBMzTe+xNboFoR9/qDoGlSNnZ2ubkcEqkGaFmyo39LWRigrQnBuskqR6SiT77mzcwDx1aFRTpBsbPGA5GONdQMY1a6xpSyYuvHnD/6C0QM7Y3D7q5exd9tXAVTtZ45SjEEOUVo96Q+bSkiQonjV+QFNG/u6ZDsmmRsZhamvOMJMbwfglnRxXbe4NAvrZWkAkqIRGxSJzdFisN86sSXG2z5xE88xPRaR+2tlxGvTzJPlT9QxAKI0KsDvb7bJ+OFNfno/v9uU6uHwcD/7BEGp7eeV4lyI/Ocned5/b7+HqbQK+/tr6v9f05XPe9xVBRs3CKmYG+FUjt2djM2ektGc76bDOi8paNrbBAGe+oRMVSzqj9nIEfsbM7pjetGSaCQSKwRUaRabQ13UKUkJNLzcFOxmK+IPeWxsNFIpltD6mcxdLQiBIbV6GBhusHA8T753ifIpsxx5MDBr0hzpsAb/cpaWQgHI5zNtMN3ilTEj0gUQU3d58n8aHzaWNRwUT951vXX+HsHgzFLj035CDfYGPUZxqTylZLOhU9xsUONstJl/Gcesi3MnKfUYoLjCdAr8jQQvHS9nXePn/IQhQ0jLFpw8Z4Emg8IgNqEh+fXlpwffg8R7PD8LMf8dzmDVKhMd5hRPisbQX1uZ1XeHi6ILUpCZpCp1zb3GLhQ8EjzL5ZNCMGssdL4xdYnlWUrqYRDdmuoBCDyGRaIVHYGILsb4/54HifGRc0skJKyfbGBlHNmjCDHlLFRCTc3H2e08MZic/YclvsbowZpClLa3DCYkTTOcmdyQ79+xXSCpQUKCHY3tlg5ksqMcfF6XbtNbnS3DzYZP5gRuUcPZvQ7+dMsj4zf0zjl5HELEjNjCY9Nu4NoYnkaFKyseuQspX+akl0DJKcre0xZ4sjtExJ9Yg0mzAZbdGS17WSYQCD4YDJcIejsxKtchJZcP3a7XgbBOKcVoZGCMX1g1ss5g0qOm6RWQajLBRgvIoJdktSqHEfMSn9UeoUfyrmPznMzHtBv9/n7t27l17/sK71L/zCL/Bv/+2/5T/+x//IjRs3nrrtj//4jwPwxhtvPEuuP8P20bvWnya3ytXZ7HVo+Pr37rFBpfeeu+8fUzdznFvinePtt9/g9/zun0K2JJHehS6xtOzs97nzwUNA0vgpB/u73foshcJLBS7p1iTvIylj7PBlaRELf76DojsXJRa9jZB0uuNOkoTxeBL3FTvLKkeKvGOFbmXDWhUOG/WaAbQKah9p0uPmhqM5lTSiRiLZ2Z2Q+LCu1t50sY0SijwvuL6/z+KuCSoaGexeG1PT+vZQnE0QaJ8xzIdc6x1gZpaFWOLwDHdSUt+j5CJ0OoXv5rVf2HmNN8/f7wrZheqxORkHREFEx4XSnaSvB9zcfIXyzDFyYwYiZ3dvTCol1nsMJhaha5TX3Nq4yex4QSIEiZRkWrK/M2S6plPtvEF7TU9rbu9uYs8rSptSux5bkxED2efcB/K3QGQGWggOdsecThcor8hFD5tssDlSECMkI5ow8iUhH2kOXh7x8OQeXje8tH0rIqFlx4ezImBzKJVw+9Utjk9OMK7h2mSHNM0wbhEKPc5iZZDmNKLh4NoeVlScXZxRc8L+wYsIGWb4vbM0LLt72AvH5uZm1BoP0qeyZXD3PqibEGbMax24AQZ7CXkjmJ1CI2eMdiRZoYKeebznWz9cVnVAcPhVsbipXHfftwXvdUkxaJtr6hJXy2W28CePcj1uVOujzWFfXX8+vNP9WYkdPg1Y+LOZ68+RtQ/Y6sH79JJp4JGE+moyvb6Pdj/r21w1T4B0O+GoqZh5uKg9PRPegU44eHmLHQR3OGS0lVIkGQZPRU0pFizdWZCCEIZkT6N6Kdp6koGmP+5RuZalOUDNwgIFSEl2cws5W2Jqi8hzEg0LapyraShpvMVGojU96dGzgt7pklJIXth+LtbrG2pRUrmMLMouWO+4/dI+D+/foGwWHOw8x/ZwG+NDp7jputYLDA272/uMCoufDdhW2zy3vRchcSGx7nQj40z18y/tc3Y4QzYCNZL0hjklZUzbLUZkIRjxnsm4z/WXtzk+PadOS/JtQDkMdTz3tiMGEV7w0nM30SeOprJM+hvsjzZwPqg7l6IMkmDxeIbFBvrVjOYIMpEy2e4jdVyohcf6uiMo8Xhu3drmcHDBfFHiBoaNjSEVS7y3NKLq7hvlJSrV3H5tj4fHioolG5tDZNoyzLsueGhEqIjfONgnye9j54rtbMz17a1Idgc1FbUPSbPwAqkFGy+PsScGjaAY5xS9jIUPsmLG1xE+5THeMdkdQCLRswqbVOxvb+Aw4R73DuPLoG/uLUZItl8ZI44F59YwGhckPajNNMInG4yvQUhqUbKxOeQ5vc/xqcaQsrd3DSVXDOhGNZfg2q+88gq9ewpjPJuTTTbH43iv1PHeM13wOB5PeOXlF7g4n1OkGds7fZwyGC+QIty9XviAXoiwxEdmoVGPwNM/zFq44JPZhz+6g+2kU560r8+Asw7g1U++D4DRaPTU7brtvecv/aW/xK//+q/zH/7Df+D555//0Pd84xvfAODg4OB7PMpn9qNtIcF+FBre0nqveELWZY0gQI6rZhalEy1CpiRqD636KBm7cLhuHnpjc8hwVFBVJUnqA4kjruviedmyZKe0ElxeCFri6xZCDsQk260dp4qxUNpBdIUA38VDAikKlMrQMiNRvW4/1tUYX9GYaUzYJV5mBABzjibl5u09jodnuDInH2g2hxMa0QS+i1ZLWgTmE4elty8otlNc4+nlReiy46NUZh38pAjjRR7PjRe2OTw+Q1cSNfKMxwMMddf9lZF4TKIY90Y89+o+ZyczhPJsbo1w2sQ0MzK4t3BiD8/fusH9wQP684LRoM/O1ojaOZx3AZUmQicdAUWeoV9W+FNLrjT9zQK0BGMjxL/C+gYvPMY5dm5OOCvmiGWNzmBnM2fOHCEkxpUY2XSjYoONguef3+X4ZMYsWZDsNQjdxPNhgIAK87hQDC5qNvY1ta3RKs62tzGSDxJmLhK5OhxOVgw3JJ4ULUXH5h5GpBpwgVVc+BoE7OxvMNnLWVQKpQIprBNhRtvaGheLFwKJUilKpGhVBBlMNE6G+yawzFskmlotw+cVsHEzobiWUdtQCGrVazrVEa9wwjMYFJxRxVg73K+jYXEpBuhMrPhhOuRq5KBZh4BfTm7b7x4jebmejF+NAz52sv30RPuH7bd/+FHD7xz73CfXon3QIlRp9frjO8hwGd7d/v5J8O7A+Hw5ke7+83Lt57AItKyWLaOzWPtdaxYbdY0tjWhYyDnvLGYsE0WuJEoIKgvz6+cMvaegj4uOoJQlU3/ItLqDcSXj3j4DxjRDwSmSUmgOYjWxtZbMwjjH3HhSJbmfpbjUkUqF8mEOqLZzptwnVwOyRtGrchrrmaWS2X5DI2ZIJ2h8GWS2ZEmlllRuA4nEiIZFOmV7b4xgg0L3WXBGI3K89NR+Tu3mVHaK85ZMjxkOE9RIo0RDbR02duYr5pTuvCPuCNcUBrs5pSzJXNJVqEs3DRViaRBChGtmQfQ9ybBBehMWfRZRNzmwaSeyh/ZhNsoJy3g7pfEVfaGZ+0X3mWYcUtslHksqejhhyHKFutmgvUU4aLzByIbSzyjtOc4bhnoHE2XL+ps5ZnuBIse2zpOKys6oRQ8jJ9ioLy5Tz+AAcq+QwrEQ067rG0DakbmUwNQ63uhhJw2ZkCxcg7CCipo5x1RuCkLSkxFlkUJzYLE+VIlrH6rlhoraTgGoVBXOr/eoocaOl2QByE3VJrOuZinOQ6VbgvEZVVLC/jmFq2mXJil0gKRZE0h3VI0XoctRDBL2ijEw7p6/ADNrMKai5UWXMWjc2wskcFpmAYHgFrFjbTuJlrZyPRwOKXopWmUoISj9BS0bulh7PiQqBqwtO2/gRLjqZK86xfWf1+W41l9fh5ZflUK5+v1HS7wfTbj9Y177Ubaf//mf51d+5Vf4N//m3zAcDrl//z4A4/GYoih48803+ZVf+RX++B//42xtbfHbv/3b/OIv/iI//dM/zVe+8pUf8tE/s6fZOqTzB2/rCXZ4JbAOizhGEjqhzoV1ybrAoK0TgdI1dTNDiASthhxsvkKRTEIRzxusa7Cuip1mA8IH/yHzgMRRYZ4WQPmEBomxMV3yDd4FiSgpFUJo9FrS7p3FdB12GfS0ZZCm7OQrY2da6z6p6pPIPrkYMiAQkBgaKr1k6c44M3OsnSNUmAVPREZGgfYJFsVkc8CSKbnIKf0cKwyNX9C4OQCSMPfr8SQ+AwVSBUIvg4nF+yW1nWJcRZbGBFqkCCEodjUwJ6WIr9fUdo7zNUIoMjkIPh5JWihGB4HwUgjXwbUbX4axIg9KpEFnWggmWz3YqtB+wMzWCIKfvBCHVPYCgSKXA4ww+NxhrllKL0i8x1tLRUMpZizsWWhE6Gs0LgcLySRlsVmS+RS7tu6X9gIhNEtRoJ3GGphO5pjJKYlvUCIJK7h3NH5Jw7z7nHhJIjISvYvQikTkoePvGwwltZ13qIa2WFLIMUrt0sp/eeGZ+YdYUWOpMK6kNlNQDi9dICwTffIikNm1SivWlpTNOa4lyROCTG6RqB6ZHJCKPsprlAo+0ztL3ZxQ+jIq02Sd/JzzphvZ9ITmg7UlFoFTgZNFZprBQcPJgyU4wXirx3gzC4l79PEQikvdSJkI8/ZKuEDo7wOXj8M8lsgMLqOvH9W+do9thl2yJzR+V/73caiax8PIfUT9fV46wb/T7HOdXHeiRN3c9dMh2avfrXWbhbqy7QrqvZ5kh1RGX/qdJshVtX8jpOzx/W1y3UknrcyhsN6FSSQfgE4NlrltqFw4WuM9Y7GF9JKCjFxqFq4JnctIRuJchULT8zlDnZBrSaEkmQKzFmsH6S+DJUjWJ1JwvZdiPRjnWRrHwgVJiNrOWaopCz+mshkS6GnNlhmTu4JDaTC+pHFVSGi8Q6kgNxGcuSHVw3CehY497hLjK2q3pLEzGlciRXBkGQNy3ydzGVIIjA+wbUuNsRWJiiRlXpMLTU+kjCL7dOMdtQ8wp9rOEUga1Q/z2OQUPkfandBdFYY5p0FSxC9DAiUcTuRBJ9vrcCxiREqApJrYaS/dFGOXIQlTOanPyXyGIjB8ayEovcEQ5o8au+zq5wJBKiQZGZnbw+KoaYL8hHc0dhFmfr2O96Ig9TkDsYMVobK/HjBYH/S3tchJhQrs7gTij8L1EAgcLqAE/JzaztEyi2N4ghEFwvdQQiJlCByd91gf5rIArLYxMJH0pSR1YypvqWkwson3lMfYJUaUNKJEo0l9ykBsUavQBbDUIWH3oTBkJAgnsSoNlXCRItSqQ+yjJEmQXas7xIWXSZzx6wcCvCjjYnyJ8w3WNV1yrVsyF5GQ6qTb1kboePustvrYbbK9eoZlFNh5sj0psb68zUdPrJ+0/8u//+wl0Z5Pgy38473/a1/7GgA/8zM/c+n1f/bP/hl/9s/+WdI05f/8P/9P/uE//IfM53Nu3rzJz/3cz/E3/+bf/ETH+cw+S2b5XqHhTyclutrBDt0w4V30nECEtBpbhnlo4OWXXuXtt7/FYlkzHm9w/dZWWNMiq7jzJv7bFnZFWH9iEhwShDTsHh87ciKOXayKhqGj7TqyLAAvQzcwkCXLjl1cyywcp6tw3gGhqyhFQioKcgYULpCLNRiQEitC4aDthIeYKvh27TVBQVrFpAksddeFNjbKGkqJ9QaNJfe9sH0kvSxFGZJxV2FchXUVxtcRwh14R4Kfz0PvWRgMNdaXWNcghcKIFE2GJkF6TSaKbg021LHwv8D4wI8SuuI2EJTRI/UpmY/+PTY3KndBYxeRuLNP5lMSodFeoIQkUYLS2ojSKjF2GXS2CdwnqVLkKHK3icVRYWl8E+aoXUXjl1RySS56aK8Y+iGpSDEiFMsXnAFEuLSNXklHKaxVfKJ8Govr4Z4IBHYGYpypfRbiAp+jSRBe0tB0DYqA6gss8UboQMoq4/kUGU6ExF0gQTqUTLDOI0Qgy1uNUqVon3ZxkhUNjVrQWI1zFbWZkSi34jKRUeMd1zGo++4zSIwQKOfpDR29UdEV2g0N1tWXGkXQxtZBhlOKBCca1tVlxJqvvEpQepmU9LI6wEfpUj+py/10CPjH4Hf4PtsPAxb+ta99ja997Wu88847AHzxi1/kb//tv80f+2N/DICyLPmrf/Wv8q//9b+mqir+yB/5I/zjf/yP2dvbe8pev//2uU2uVzMXK4INtXY6rkK7W2uT6ccl0bBKrtels9outUKjomZhm0jLLjCPC1yEYrd6xEqELxnv6au6fa3t6yFGSGYsWYo5CLgh9hgngaRMAh8s4Dwm84FhO6XwfcZJym6uGKXQUzC3UFkRlDh9g3UlS3fG0u9hSSm0YCfzOC9YWMFJpVjaUFms6iPORYpIBBvmJfpa0deSTGX0bUJpN6nFgqU7xdgFpTinSZckokDLHEXKQG5HCF2Aa9d+SWnOaOwc60oEmiSZMPH7jBhQSE0iBUtrWXpHKWYszSmVOe8W2gRNXyf0dXB2tfVcNJbKpDR2Sd1chGBHSLTK2PIjekozJsV4T+ksSzmlcUvK5gxrSxo9JNNjenJCzoDc5aSEjngtGkoWLPwpi+oQ5yu0GpCqIWMGDJOETEmUCIWQ+6XBiND9rSO0zmQ1EkGhNIVWKAGldcwajYlBU9kcI02GS2rQodO74SYMfR8XxwCO5T0qd0FlLjC2xHtHP98jFT0KN6Dve+RCo6Sk8paSipk8Y7k8CnBFPcThSXzKZpaRK4ES0DjP3DiMqWncPFS0gTKbYRmSSEGhFVpolsYxNSoEDYD1NcYsw82rA/Pt2E0ofB4KCKJmKWYsxHGEg5XhS9SRPbZAixwtksAI6g2GilJMMabCunkIJoVA+T5Sa3K1QSoKlNdYYZjaksYuacwizgsCekyqU1LRCzqtcd917K40sUiiVUEmB2h0p28dNGWTWBRxsYN92SF+eEL84Un1R9nPZXv0tcft+wedeHv/yQlSPu77rwZaV+3mzZv85m/+5ic5pGf2A7GW0feyfT+710/a7+Pgo6tCvQ0Jdjw2vMG5BY0RNM0ZCEGSwsuvvABIlCrwssRY0XXpjCmxbsnx8SnzeclgMGBrayMkTSqoPCRRoSEUEw3TC8nFucBSMdn0pGlA1DiIag955xszNWZ2VuG9oDfJkUqQiQGVnwFQuarr6AVJSU3ue0xUkFxsnEU5hZU14cPGLvna9Yn9QnJSEpcE3hcRCtWVOce4ZSS4ivO0SlL4nEIkaBXQAKUvqf2c0pxSNcd47ynVGWlSMGBMIRJSpXA+p3SWmV+wFJ7KzLC2DAzXgNYpqcvICCoXjoACPFL3MW7B0pyFZFmloCERBZkv6PsefZniRCAGbf3kYnmIsUsSPSSXYwYyY5AoCi2RApyHOwtDKRYs3BlVc47HYNIaARRK0k9CtFh2cUmAXTfRp2oSEpmR+ISxyoEc41woWquSmjnWNaHY7sPoVxqlr7Tvk/se2msa0WBkHWD8dgnYkGT7ZYRuawofCgQAxltOCPt1vgIsjTnHOYNAhM64yBnaCV54lmKJF5aGoPEtZYKnwJgljZl26iuZL+j5ggEDMllgtWGxnHJ8vKBp/gf7+8+T52O0yEjUACmCtjoShA3dcLzFy0B065VHxcJ4SMg1ztXdOIWLcYePUmJa5DihSEWBF7YrOISxjfjMton0E6Q115/3R+0jrEOPee+jcPTHMZK3McLl5P77bZ+Gv/5e7MaNG/z9v//3efnll/He8y/+xb/gT/yJP8F//+//nS9+8Yv84i/+Iv/u3/07fvVXf5XxeMwv/MIv8Cf/5J/kP//n//wDP9Z1+9wm1+sW5q3bpPjJbN7t6y3c+2pnet0eB/1Wscvcwr018lJnOshARX1eBEIEEgslxKXXVEywpQhfWgo2MkWpNWUTuoMOS64k40ww0GG7u8sIyY6EX0KGqrAWgkSFxDpXjtqFz1J7Q+VD0lmZc2bJjNr28UAm2wkySaoCRCZobDZUzQUzdUTtn6dQocOZivBgapPQztw6t8SLmqpRkIDwgUAqIY9kVyLCmGpq086l1UgZkAaZz8iVIlMCLUUoCAgb4ON2jnNVgCjFhVULQaYEqQoVOB3Po3UV3lUYwoxvKWfd9loIdJQvC3BgEyBJbkljFVpltBrWCZpEKJz3obssLLVbdMdtScA7tJSkSpCrcD2FDR2H2ofkzfkS733QGccjhSCVATHgvaSSCulkIEZxFV54ahPk0pwco0W4IwNZVyh6ON/QmAXOh4TWuRohQ4EnEYpEqu5YDAGqZ12JcxXWZh37dqYEmSIWe8K9WbMIELPIUFv7JRaHALSARAkaL9BWxY6FCfNYvqS2M7QqMLLpik4SifMuMHF7F8hyvAmVc+GxrkaLLGqkZ2ifdYFfC9nuutgeRCRl0yRdVd74wBLrfCDiabtIwWk7RJRs0z7FxFGB0MlZds96SO4zwhybXT3zyM7ltbPXnaTHWuX7aTPWT0usn7btU7d7DIR8te+VrNkPyj4NnetnmLhndtWuPmfr9ljC0u9hnvGqv78q07OyK/I5kaBMhOg9/t2wtsn4c0fW5FtWcct7773H8fEZoDg7nbFc1Lz0wiarwbHQ3VXCc3ay4Piujf5zwL3ZlOdfGuExXTdOiYREZAiXcPydmqQco1CUdw0br6VkaRq6xGIe19MaY0KKbNJhjFVCsd8jUbaNYjxC6K7baX1NLWq0D8zMOiLygFUX2q8I0GzsSIeut0BLiRYiUmU6jK+pzZTTkyPKUjAeJuR7EyAgpdK4bUPrry3WlsGnOk3jEoyvUSh0lAD13nfriPEVxi2jz3ZYWYEkbq9IpMB6QeMDpVrtZhi7xLsKa1Osr0O8IwV5ZGk3Dpz3lGJGY+bRv1tqFnjo/LsSYH2IQFfcKzXGLqjklEqOsIzQIrSGhFRY52nnqK1vk0iHscvYSS/iXRhELANpnMLahsP7C07PThGq4vr1CXoYSG+Fj4OSEf3gMLjlmNmFQOiGbLgAlhhfYDEIJClJ9O2WmbAdElDJBCnDrPWivIOxFV6F7rpGkUoFbsBJ3efi3RHGGh7M3uHw6Ot8+cs/TpHJblgz3OPrxWcL3uBFIFELYw+yI+H1vu6S5RbB0c1qC40ixA9GVCGppSU1Xo12dc+zv/yMrxOghWf46trxpMT6yQRp4TNeJkl7/Dp2lUQx3us/AGf4qXSuP+Y+fvZnf/bSz3/37/5dvva1r/Fbv/Vb3Lhxg3/6T/8pv/Irv8If+AN/AAgotNdff53f+q3f4id+4ic+8fF+r/a5Tq5bOHgnoXMF7h1eu5o0q7WEeTVDvfr9o4Rk64l1260OXWnZJdXrneo2qRYidAgT2XazwwKsZDiq8D3kCsapIEkkUxOWIusbCiUZaNhIPFIEYJpZCNTpPjaR6NEsdNlEeFy19GTSo8OYOGfijHfufJuL2UOGwwt617ZY2m2cV2gZHuRkLSiYzh5yfHyK1jN2dyrK4e9h4CNpBCHRkj5Av4ytODx8QFkahsMN9ncTUjkMi55PAyRJeLwLc2OL5SlHR8eAZ2dnhyLZRKM6Rk4Vn1eDoXRT7j94l9nsjMFgRv/Gbvc5tYBEgAmEmlhhmS+OODx8CCi2t0vSjWGAQcdzLTwoHxyNsRXHJ3eZXlyQFwU3rr0enIUP11kLSdPCzHzFojrn7t33MKZha2uHXraFikl7Eo/BywCtK92Mw+P3OTt9SJalDPPnsdKGay0FWoZEVZmQmFXNnHv37mGtZ2NjE71ZYFSN8iEo8Z4YlFgau+T84gFnp6dorblxY8xQe6SXaClJpMDFMmwjGhbNKffv36Us50wmGxR7G3jpw/mLxx1J3indOafnH3B89BClFL3bN2jS60ARjlsQQj8RnEZtZty7/w5VVTMYFOzvZjRyMz534V5vER7OW5bljNOTC8CzsZGTJYG1PTxnityHOXQng8M5Oj6iXFQkWcNknONchfM9hFBon5D4FB3fX5YLTk+mGFsz2chRMkAVvXehQ02AMNZRNuTw6B51KdkYHbC3vdFVtLt57IhsuUyQ8tHIzdqu9Yclyx+la736/krH+yMk7T8IJ/3Mntn3ZGuyVk/f7KMlypcUQ56iQ/84ZZFLv78SFF/dTgh56biVylEydPGsWwJ1LIb6S4F1SBAFR4cP4440zktOTi5wz11+ToUI/CfVWQJR9jHAqjcpF568r7o1RsXu3fzEIspVTDJ0OZPDEe6apxJhDtr5vdYnLgABAABJREFUhouLc5YXDblOkDsVO8Pgk2C1ZofPbzq4OkDjl5TiAi0VidMdPD6MExmcr7G2JlF9Du9PmZ5VpEnG7r5FjWVX4CaOHxlf8cEH7/DgwSF5uoNcZNypH3DzxmvBN0oRahgx2TBUlNUFJydTvFNsbtakk34szMbkWnisC8fT2CXHJ3e5uFiQpnDjeobTITFT0B0LBD85r0+4f/8edTVlY3MraHPr0PBQMjYdPNQYFu6Mw5O3OTk5JEszJs+fYYULcVyMS1QsWFgspTnnwYMjnE2ZTEqS7QFG7IRYUQDOo+J5dxisrWiaivmsRCcXbEwUiex3sHmFxHuN9gn37hxjZxOkLymXNW+8cY+vfGWrI05rzw+APxqTfKDZYpczecb7x1/nuRe3MKbE6dDlTYQK8ZTPmJ5VVHf3cI0n2fRs3+hjdcmcDwJ3ALb7G4VSJFLSe3+Da0ZzT0lSPaJqzjg6usO1g+eD7xQp0jtcx+btwPtYMNKXkub18U7vPcvlgvffv0Ndw+6W4OXbO6GwhCMRPWqx7MrhjuaRhHpd67p9xq+uFR+9QHel2PYR3vu0del3qhljuLi4uPRalmUfqvJhreVXf/VXmc/n/ORP/iRf//rXaZqGP/SH/lC3zWuvvcatW7f4L//lvzxLrn+YFuYnI2RbJJe60bCCfVthuu8VySOd6cftVyJWSRey0zwMiXEgHmuruG1nepU4h8VZCUEaYbgqJoc6vp5IyJWnr+Gg5zhTgtKmnNUDrDSMUsFBbrlWVAzSmldUzfyDJf/vbMQb0yHvnlgWryxY2kHL4UyuPGMsg0Tx2knBLfP/5F8s/h1vPPhthB+ye/05FibFe0EiHanwFEogSsvkg9/PIf+NhVswq7ZYvlLhfN7Bc1fnRnH0oOboELyXpPUup6Jk43qP1PdIfEIjAALpy8XsmDe/+xBja4SQVLOS0RcUWstV8hYdfSMqTu6WLI7HnM7v45YZd/whN2+8Fs6xDOdPurC4N8Zw+EHOw/NThEhwywNGeY3v+VjsgBWeAU6PSx7ctczLU3pZjmvuM37lZuwahGvqYszT2Jo3v/M+xxeneF9RzzeY5B45CZ12HeMt5cEJx/Sk5Px+wfF8gffn5O6E6y+1c76r4w4QQ3jvrUPuPTxEiIRqNqJISkabZUBDiEB0oeKxzC5KPnh3wbI+C93geoftL7wYCj/d2EF4j6Xm7bc+4O7hUUhMywM2U43bcqHgEO/XNlhcLCoOP0g5np2hZJ+BaTh4tYJAztqNNNhIwvfuu3c4PZFATlrdZK41o/06nD/COIKKBSlTS84/GONdmI07X2qS21OSfoGjj0TS9wVCCHKb8+DuGbePfj8PxRGLxQVzf8FkR2JsQCOkLmMocrRQLJtbJO/to+05p/Ihx/ND/LUjlMpJ1RDhBT3Xw5GjZcrdo3ssjjY4XnyHw8Njypnliy/+7qh5Lrv1Q5GEefzQTwjB8hVomfdBdsbGivrVxPqx3ewP6XA/apf39fh927XXfsCwcOiele/VfrRCjmf2/bH1GcmPauvFsMtcLE+Ce64H4GGbNT6XNs6QGUpohsWQfr6P94ZlfYqxM3zkrNAiQ6k8dvcKtCiQqo+1s7ie6rgv3UHHAVIxCFBxqdBkeFyHrEm1Qcow2+wjpF77lNQ6bByJSUToJBZSsCAkqM4ZptNDvvvdt9gf/Rip2CKfbpO8qNBbIsJifeTpqHC2ZNR/iYHY5eHxQ6xxTPvfZWd4CyGukfs8zCmLZSDgskH14uLYsDiVjLjGuNpk890h6RcEOo0xUlTewDsuzgRK9klkwY6/xfXTbYprYcwqkYLGeQyeUpTM6zPef2eJt5pEDZgtthnnClnIOHLXCm6FIvT5acXZgz6LeoF1NXX5HsPXD1bcGC2CEHDO8v6bZxydlZT1Icv5hHEhIAv+sW1aSAicLac1J/cKjqZnpMkGm97w4ouruK4NkZz31KLmje++zdHZnHGxjVy+DMkQJhGxGP1kwDUE4rvFYsHDDyyZ2EaRUM3PuH1riNFNZPjOyUVK4ja5fvFl7ogPEIkkUyMW5oSq9NT9OUYEzptESgqheHm2y5GuKK0lczsU4vcj7H28Pg/EcqqmkDrA2yvFzvQm8xzKxGOXoI976O2c8/QOxs6o3AwjA2lYT8sQCw1y3rgwWHPARX6TmcwQIgnPBduhSSU0+IBKWC48y3JJv5+Spi2CInber/ApvPP2A4wR5MmYyexV3HtDNp7bZOlqBn5CJWb4NT8okV3joK0zryfAV9nEH5dkfzS7mqCv/cq3/zypgx049S+pEvwA7JP669Z+4zd+g7/8l//ypdd+6Zd+iV/+5V9+7Pb/43/8D37yJ3+SsgxjMb/+67/OF77wBb7xjW+QpimTyeTS9nt7ex1Z6Q/Lvj/DSb9jbL1jvZqlbrvT6x3qS98j0V4HkghauJPqvq4m1i0MvE0e2iSs/UpkqM4G7eDLiXVb0Uxk+NKSADlSPn5BLj095cgVFFqS+5zEZyQiJMuDtGYyKHnh9jsUiWGsHYUSqMZzND1kYQ2lCeGEwDPSjg3f8OV0gRLQU1tImXF6NA9M3NZjPfjYTdcC7MUS1zpzkdCYhvKsDjVGHxyGxeOEwzaexXmspsogyeCPN0lETuJbEJDrEo6jo2MEmkT10DIP81dncQFdIbqQQqB8gjgad7M11lf40wHOxcqkjwtEfNP0uKRqpvH9Gutq7NmwKwYExNiq7zg9ajrYmsfRzBPqup3n8auZOy+Ynpfk7AangMS4mvlxCEi89zi3OnaBwB0O1yByimyxQ7OwXVLm/GrGZzmt0PWkO27vHeVJkMJobdUDgempjQ4hQYgE32RMLxY4HNb7btEUQLU0JNVOF8RZV1EfpbGTHO6T9XPojoYYtwAUUmo2q2tUZ6YbXwjvCV2Zpm5opinONaSqjyJBP9wiFf3umH38VyDgYoOUPoXcoC+3SP2Y2YUNDi5qo2ohyKWiT8qN8x0GMmHkRozcJvZsRCIHYWTBB+h2IhWFklyfD+ijGPk+I7dJT2xxehpg4c5bvPBoFBkpPdejd3hALkZAYDt/eHKXZT3rdEg7iGZkJ+++j4HBJYWBjzkX+sSq9sdcwi/DwFvo/A8nRfV+BQ3/JF/P7PNqH50h/3Hbf9xn8HJiLa98rZBwnaRni4wTGik1SmYkKidRfVI1IhOBeVupNMCohQjdZhXGTdqxk0T1ONi/EdYXmaFkzt7uPlKGNdDQ0PgKG33Hzl7QE1YioedHiF7FYJhDhJlb1wRCLWEZTgI5ZTg7oaC87MnAeI1HCMn5eYWUWdzG0niLnIc1z/rQ9W0wWF8hpCYXI9564w4XdxzpvW3Kt7Y5v7jAikjqJRqMqFcEUkIxm5W0ai0NDbW3lPOqO67IZY4SGcaWJLpHovrxmkBfq27My3iP9UFO6/T0DOnD3G4mB+G8HG91nxlWPlWiaU76KKFJVIEQknopWJbLS74UAhKrvDBM6lvd9W7MnOVxPJfRV0exM4QX2ON+8JOxoLoz28fOTez8Rz/pw/FPZzOaSnfs2hrN4OEoEKG242ysSkBK5CzP+ozkdfps0GeDwcVLVGXbkfXRp0JPJuz2hgzcmBG7DNU+4/QG4/4+1jfUosZEn5AqQeNCot1TmqFKGfk+mR6iZIrzQfJUEeLSrGlIpYjxqqCvBXsYEiFJZA7IIKtJHYlQCaRn4x79RDIQGYXYoEhHbG5sdjGgjMVrLXvcu3PG3ffm3L1zzje/+V0uLi5CLOCDXJfHhphbSOrKYcwq+ZRekk2TLlZXcVyhGwddQ7OukxyvP9PtWtCtC2vP/cf5Wn/vak35qLaeUP+g0rhP7qtbf/1H/+gf5fz8/NLXX//rf/2Jf/nVV1/lG9/4Bv/1v/5X/uJf/Iv8mT/zZ/jmN7/5A/rc35t97jvX7YOkRBKkH3g8KZnDdh3rACtVl5LnsE3UPcZ17wucwpJEKDKhVkm1bLuidO+HAPMWiNidDvCiXNPBiJUISXUiIYnf95VjpA0isZRWMWt66FoFGLF0FImhN65Jxhl7W1NeqFKs72O95l37kHeEpFe+ziTVTLTg+mDOvm74+gfQ1/C8e516MOOiegtDzdJYzhtN4cNirQRsZ4JzeRJkF+Jn30/7JCokZJX1LKzlTDzkornDwpyQ6wk9vcWYfXJfcN0dUHnLmTynFiV4yOWYg97vRuVHQKjkWZrOyS9tuFZaCQolucEW/5Wvo0XGINvH+YYphwxEjnNQ2QjTcuF6jUVBY0vydIdEBv3Fxi/JpcR5z9J6GucpnSEVORfNfVLVJ0/GwdH7igl7SCQ1QY8boCDjun+eN/13GRW3aNwS5xrO7fs0zjI3AudD5917z44acsodvHdkyQTvHcf+XbbkV1AiVOMbFwhPGu9JfcpJ8za97IBEFSRqQOmmHLhbeOGprMEClW8YiG2MrymSTYpkMyTi5oycAU44ysjAmUhJLjU3/D7/y3+LXroT2Ertkgf2W/yY/xKlXU0nNS4UEy54iPeOXrZHqvqcqIf8WHKbXMdzaGDeOMo492x8xSS7xZa4TeELFIpXxXMsMNTehUBNWDKfsWsOGLlNErF6znzyClLX1G5GzQIpJMNEM+mB7ikapxg1I2o7ZGG3McmMxs2o/BwrLFoIBqli1JO4vqZfS4Z1ytSOuVuUBJbWBY0s0e1zK1N2xRhhFefZB5TmDCkSjuu3mOhrDOR2fJaTCA+XeBEKRFY0a91j2QUA7RrzUcjKnsZEul5Jf9K+Vvq69sr717aPRDg/KIvcxZ94H8/s82yPJzbrfnf1WRJAfD7Dj2tJVvcMNVztKAn0I91oWHu+fHssra2S6sDmHb5vSRUnYpeh2MGIhlpOMaJEKEGqh/TlFonIgTBaVDHn5ee/xHi4zdnFQ3q9gp2dfZy3AVkUmZhr1Q8awr2E/ZdSzs9nlP5bbG1tdQoU3htqM0OKoM6hsxnVK1POD5dYZ+ltSDZGG+RihPeWVA3ZGr1EPRsxlLtkvghxjhIY6ymdY+5qFnJG7Zf0s2sspjVuocgoaETDyI3JHir0UGMwzDilcnOMC+SQeTKmn1vcIuhm16LmWJzyxewalfUY76idxUnHSO7x6s0f5/DohD3xIgPXZ3OjxyjXVM5TG8/U1CxFiUSzo15BqH0Sn8aGiUB5TS5VQFI5F4r+3nPgb/GOP2RD3MSmB0z1Q5bmmJHYwwrL0tXkVqMFFEpxS+7wXfE2vTSs/VVzzIPl/6K2P8WikXgf4jznYVP1OXJvs6xPETKoXdyXD/jx4kYgB/WwtNFPOotCM6vuca33e5i4XTYYoYXi1cGQufEsrWVhDTMW9P2IXQ5ImwOk9x0i0nrPjp3grWAhF8zFgp4vSIXixs0N/JuWZWM5tnPk9W02iwFT+wB4EMbizAa5zLh1Y8j9987IYsD6/+K73OxtM28GNHbB0p1T45ECtkcJdx+EOLYvoVCC7ywtfVeRqEGQxnKGUl0wFwPmJkEClRZMb3ouTs9R9pTrkwKpbKzABg4ULXLsEsbnLzFTQdfbOcO9e0dMJluBuEwkCKUJTOyaPC0uz0gjucgW1ER1FmHopHhbVnThcDRIvxp9exqPw+PsatH7cf67W0Mu+e6Wm+Vyl3xlP1zG8E/qryH0ZLTWjEajj/yeNE156aWXAPjqV7/Kf/tv/41/9I/+EX/qT/0p6rrm7OzsUvf6wYMH7O/vf+Jj/ST2LLkWa92l9ZnrtX+ll113qu1Sh4rXSos6/M7FBLv9WXT/rjN/J3JFTCav3KvtbHVIWldw8FAJ9CQCMhnmo5Ouq+3JlMNqxyBRjFJFZVM8YJzAWIkzArPMGOyfc202w3pBrUb8f/p9Zs19ztXzzJoBCyuR0jOcWG5uee6UcD0bcNy8QP+gxONYWsPUaIwXke0a+lt9Fm+fdp1XpWFjs4fHUzlPZT1z27DgDMOMrKgZ2pfps8GW2+TmwSaF0tTGYUSF8SUCRcGQVyd7pA9GWO+wIuhR397co6ZBOIFDk3lJpiSjVPHjW7+Xbxx/E60zKj/jlY0vk2hJ4xwLEwoVJlbcN7cG9O9vggvyS321yVc3fw8Addym8pbS16TkfOHGT3D33v1IpJWwPzxgQ4+pqKlEhfc+zoIrrm2M+eK9n+At8W0MFY1f8PLB76LyFmVC0SGJN0AuJV/d/gn+7/L/6hbd14vfy2SQY72ntKFLUDtP5SyDUc714eucLO4hRUImBvw/tv8PhjplYQ0mSl854ei5Hl/Z+ym+U74FhEJRPx2wO9wJs12iwjsPJGgh2RwWfKn3u/jvfoGlwbiK1/a+SiokC+NoXLh/nYPGOb6w/bs4PgvFj0T0eF2/zP52PxDExW2WzlCJmixJuT15HXMu2PUbpFLx3M0NNnLNYm7C7LlcInyQrnvxYJvz8hhBKDRpJRAbEw79GY1YYAhSMZJAtra508ecL0gjw+wdnVCpBqVSGr8MMm0xf1SjgvHRnJasLnOKZnuXhuMg9UKU8YjPaLqVsXHo6Mmt8Kxmp3gC2qAtqrT6sESm8DAjpjropfVNnMV+1EmuEuCPtm517/sYhGePJNU/YrNcz+zzaE9LsFccAuJKYPgIxPsRffpH97sO8447Wb39kQR79Tek1CgRJIsS0SOhiMV8iZQpUiq8lySqIKNPGgv9FQIjKuZ2zmCUMBhdR8oEHdnBg5JCYHt2zoY5ZpmRZJKN7Ry4FhLpiOSSMgmdQ1d1Ekckc/r7EZIus64LCKBFysH2dS5OlmxWu0gk/TRjsNmnckFFoxQVlViCc/T0FsqPqdwMTSuJZMldH+01C7mg9NNIGlbHc5My2TXcm58yqIJ8zrWNXWQvYekMjQ++oxYLnDfcunETlTuaxTF7+W029yZMG4fxoag8FwtqUSOR3Bgf0Lvfw9vQzU6E4sX98Dca7zDeYnFIBCOV87t2vsC9D05pMAzEmHzjC2xmW9TRv5cuJZOKVEq2N3t88c4r/H/9lCQvmMmMF298JRSRrcR5iY4JaSIEX975CQ7P3w/nVRW8nN9mMMxwrBLrhbVUvmHY73Nj8yvszG8yEjkbacqrz08YpzAznso55ixZiBl9P2SkcsT2GH+6CPGjEHgpuLk95EFVU7JkKWcIJ0i8psg1k1c2MItzhpknzYp4EztKf45QkkQkJI1kY1iQ34CjswXLpOHm1k6IllVO40pqO2VOTd8o+kWC3OjDyQzn4dtLz8Vzxzi5ESTZRGD0dlhKUVLZIP9p8PR6OeO+RtbbQYvbLmhJybon0kDuQxMkkQVWV10M7bzFeYvyYXZOINBacePGAe+/fweAC33E+OYOlagwwmHW0BPCuxDDrz3fbYIt/NUk98n2CNcCjybXl+zqbPcTi+Q/fCmuz4o556iqiq9+9askScK///f/np/7uZ8D4Nvf/jbvvfceP/mTP/lDPcbPdXK9Xr1eJydbJyW7qnctvUR5jUZektIK0KUVT3DbxQ7vW81RJ7LtXK9Yv+HyLEPLAt4ScIWudUimAyzco0Rg7E6lI5OeXBmktoy1ZCNVVEZhHVROUBpNvdScn2zjl0PmmeG4N+a4P0KUb7CsH3DaP+Gs6TE1kmWjSaQjuT7iAMv/VR3is3e5ufUiS6ZcMOa0yqh0LA54qJOEL77yOt96OCVVGa/svU4NOONonGfhGs7lBcv6GOvmPP/881Rzy6juc6O3za29MXMT1LRLf4HxNakokGj6ecHLr17n7GSGwZJtK4Z6wFzOaXxD4zIanyJFghSC117YwRWv88HyLqIwvLJxk9KF9KZ2CilEJEexOAW/+/Wv8vD4ITljbk1usj/uM60ttbeBMV3UlPL/z96fB9uW3He94CeHNe35zMMdq27Ns6SSZOEBCWT7GbCfwAxhom1juYnAhIkGdUPYTQARRHQQAfGwXxjTju4G3I3b3SbAYPzwiIxt2kiyLFlSqVTTrbrTuffMZ897rykz+49c+wx3rJKqymWpfhU76txzcufKvfbK/M3fb4pG8fDiQ9TDOunI0IqaXFhcY+Qyn4EgoxQlkYsQLiJSivc9cRa2CwamS7MTs5asMyWltIbIBQRVi4AWggsrC4zDD7IxfBUVwDPL58isOzQOC2sO+aKtsDx9/2O8cqAIiwanmuvcNz/H1FhS5w2BQmRYLA3X4mxrleB+zaA3QYSO0/OrGGEoREZBRiFysA0i4Smlnnp4neH2I/TyHdrNFucbZ8mcwZagqyyyxWGdZane4YmHn2Svu0uiWjyxukYpPN1Zbi2pMQwYkQvfG/jQufvYOthjMWsy36lxaqmOcZA7640vMUKhCVxAsx6iLixg+ilCQNCpkUvQVoOA3E5JKclswMQo5tZb7EUaMSzo4jDzHjQjkAmlmZIGY3LbJDUSrRXi9DzBwYQgN5QtiCJJnpeUtqC0KaYKmFnraKwmZEnG0nieXFkanWVK41sK/HojdNX/OGsbmPGKI7yzLfBIpGLWkP46EsV3U8yHEXB3cwT81nFHyvkoo3cnx+PtknswY73l739Xvr7FP9+z/XCs9PPQsZ7trZsDUMeDUEdjT76X4309zBCJZzIbc0i8KQI0EYGLiFx02AIl8LzVSnoAqrprEroAgwUJGSNsxdMcqBpaJSgR+ixgOatEcThR0Q4Jj+2iVYKuSq1NxaYwa4+ZZbGt0GiVHDrgUuqqrqasbBuJ1iEPPXyBbDil6RZYay1gFJS2ZOJSn7W2IwwlTdq0G/MktYBJWmCd44Ahy4s+S1WKjKzo+4Ak0jtbCOIg4dQDjiIb0wjmmQvqdO2YQhQUMiMXnoZrJovzc2TtIZHWTK3x+t15R38kewCEroZSkvmH2hT7BSGS5lyNxXbE1jQjdTmp9Iwc2mkaLuLUagcVKEbDlE7U4NTCAiOmlOTk0qCtxpoY0EglefrJNXrXH2K3uMK51gqnWw8wdhOMsWQ2IDSqykLChYUVhuGf5OreC9TiDo+trzE1vgnKWhiWJSObebuGlGcuPMN0r2DO1FlbaLC0EFNayI1jagtGss+UPnWaCAFnTrXIEkWcZRipkItNQi3RuX/uUzdACEFoQ5SFqcqglVOnTkCMdSVDIcnLIcYWEPjnW+Ud0gjStREju01HnMJisdJRyimlmdIL+gSFwroA26lh6xFb+ZDd8AUiUceQ+0Js5dsTjCspZUZqy8pqtkghqdGmDFIK679rY7w+M67ECUe9XmMnGhAUNYzyunV+qQH45/ckoKCvUFlYnKPeDClyQ7tpiSJBjqeNmwW9j2MlCCeP9DPcNQB9M2r4ScyF25eRH//94XpPnCN36rN+PYBpb628Kfr2Dc7x4z/+43zXd30XZ8+eZTgc8vM///P89m//Nr/+679Ou93mh3/4h/nEJz7B/Pw8rVaLv/W3/hYf+tCH/kjBzOAb3LkGfMkWAcppQheeKAWf9U0DpGJGZ6CJCAiEqqD8pVdGzpMBGSew+F5QC4TVLVZiRr8kq/LuGZhG1ZtT9Z9Yd5S1nvVYN7QjVN6pjqSjphxKOILKuW5ow0JjChEkM95LqRkUsJ9rokni6bUcXB7Pc81IBtr3QZ/nKW7UavTsDS5nDaztIEWDQDqGheCadIizrzKXzzHJd5jkO4yCLabZo8RpDel8f9ZUjNjneTrzBXE0hwmmXDa7WKzntRZ9JvkeedGlFq2T6HmCeoQSEYmJOMhzUlfQl1162TXf8xwsY4WPLstIEK9rjBBop0lJ6brrFHaMEIpItFgsTxEVnp9RLDjaFYzcDbGBc6b6Xo6atH2vk0KGhsXVJqGIkDg20hEjOSIVA1KGhwf9nD4HEuY7cxSdlIZrMXIZqUgZ0WVs93HOEKs5GmKOwrTQKFqrEYnrIIVmwAETs1/1tyk0MQExkfU9x6pdstzwvNJX2AQHVpjD8kBHCcKXSGkdML/cJBAxysJ2PqGgZE9uMLE9rMmRMkTLB8BCo15DNzzSeOEKz7tJl9QOsTanoZep0SE2nhOzuRQQuTmU0OywgcNQuMwHnSpjUwqBEhFRIlmKGiihuWEmiKnwqOPC38ex2UOJmJrsIGWHpcUOwiksioPMYJ2jK3v07DWmZY9QNxBSMioaoBXTTojFUauqOrTzzvWk2GMn3oR8jdLGREpSxBF7ymcu5uw8U5FS6pTt8RfoqgQlQ0w2T1ZqJtZw0MmZSm8cWuN7w8uyT6ablMrgnDdWYxHS6CR02gF52aAoJzTiU7TUKh0zx8gaZAW8lgsfaPHhooJSFGRIBBm2Uui3Awe52ZH2hry6Zcyhkq2y4L4Evcp8HytlOxLfX40rjxyOI1Je3G2cjLdarBNvO8/1u/L1IJbjIGNHv4N7cV8LERxiYEipD8suDx3qEwCD9tDI9hz2R2Xesz04c1StLQ+v5a9TtZzJwPdaVy1HETUSVydxESFB1QfrHe9A12nIRZZE01NKOcfQhP4ssSn1aJm2Pk3DdlAoduUGqNnnbpDoDjOqLwAlQppiCYmmIGUk9nHOUpgJEu35m2ULhyFnTOGmOGexovQ0UMeCCIEKCDoQCUFqU6y1jOSIkdhnavYpzJRQ1Ynw4JLifkWxm+IKx0PtM6iWZk9t0S+uMZpeRukWoW56/SRilPB952FS4kTGLlcoSTEmo6xK36OgRSzbJLJDKFfQQiOdZCQmpGLCSHT9WoopNT2PkhojDC5wlGsFoMis5cY0Y1fsMWSX1PQRSGI1R80m5E4RtDRhR1B3dSaVfp/QZVp2GYht6mqBhu1QMwkSSXNVE1mfDe+7TXI7RAiNJkITo51/5hyOqC44Ha8hhOQVu02QefDLEsPQbZO6PrYoUSomVk2C1Rqli5k6wY2JLxfeKcbsyut088sU5YS5ZJ3cGEbAtB6yXRM0ZERLKaa5IbUlEzWkN71CHi6jZEjs5jkdtJF0sM5XF05tSa5SRmjG+Rbb08/Sj9cQwQdpUucsp1D6NFoIcmsZmnn2wwa98hpbxfOMgmVqZo7IJThpyeIpi5wncB5crxCp36nCooSmcCldeeCfRRegUDRsi1BGTPSQiewyLQ6qKouppx8VGe0HHONNh0slrXqH+cXEV5gxy16XSBESygTjAoSunmGdEgUNAlFDO0XJbJ94GjEfAPcBLeMU1hWHzu9Mv8JRhdnNju7NfdQCv//9qXT7ALk9nMsczYvFHAvwzQLjzpVHjv6JwODbJ2+Gvn2jrVw7Ozv8wA/8AJubm7TbbZ566il+/dd/nW//9m8H4Cd+4ieQUvK93/u9ZFnGd37nd/Iv/+W//JrX+bXKN7RzfTyqpAgqcLIjh/p4P/VMlFMn+qd9VHKGaGkOc0NGeFAFeyzUE1RADzPAh1lEs3SAPTnWX9+/J1SOWFa91sIRK+uda+HLwWNVktRAxBJrBeNS0ysVe6lgXEKvUEQyoBkWrMQ5idJMjGRsJJmtY9L72JMbjBmwnydsTRPP51jt4yV3ljhqMQr2mBYH5OWIPXXZl6YJ3xdWFGOK8gBVgYxMbZ9CZB5wxWVkZkiWH1CP1mgFp2gyT2wTAjSRUJQ4jyLKmKIcIkUI+qi8p6kimkQV4rQldQWOkrT0PNyFnhCEMYlrEroQ7TQtsURBSuFSMjemsBWPNKU/0FVCJJvUhHcgNQHSKTKRMWKf1HRJywHGpAS6jlYBsU2ICBCigwCK6hsvKSjMhMKMQUgCFROKGOViFswSBkspSnKRM2CLtOjhXFmB3CTU1aI3MtDUlC87LsgoXEpuxpR2QlYOEEIT6QZaxYTU6LgG0voqCoMllxkT2yPNDzA2JwranneTgABF01V9ba6krFodSjMlK/q+XEt50LmYGi23iBE+KOEzBznjYsdzQQtZZVISGmqFUNSJZAOFJsNnzVNGpLZPagaUZkoSBgTE1GyNWITUlEYLH9PNnSNlQGoGZGUXIaSnFRMQKUkjiA9bJIaFJTAahS9rHJt9hrJJaLzhq4VgPWhi8QGkwGhyOjhnyMo+k/CAETGxa6KFouOa1Ezie71lRq4bWJcdZnWVkH7PohGmyUAugLIeMEgv0bYLtHRES8Y4YSicRTtFUf1XCo1wkpLMK2nMiejtTLGeOJsOI+BH4GjHz63ZeFtlq/13MpuQyum+9cw77ljPAIv+qHAt/Ure7bl+V94q8fU1h4Zo5SCLCqhxBtg4M2idsIfAl4fBp6pH+zgo2QzsyFUlpNYWh/PMyqlnwJJHwEg+SzuzMypST4QTh/gLEo12EbVAEklBab1tELoI5wyB9MCLHeooIdnFAys6LFpGdOQpADI5pXATJIrE1QldQC4icjGlm09xRQMVgw5j6sxRkGJEQW7HWGeQzt8LU7W3KDxtV0Kb0HrdaoRhSt/ryKKHc45Q1dFVNl4FgmB9Su6mDKQ/d8Zmn9xM0HoOrWMCVZX3VuBtTvjsqcE791k5OOSFBoiDDoFISGyDuquhhaKgZMKUTExJTZ9p3vU0qkKiCIlcSCIDnKv7s09UFVKix6TcJy16KBkeltmHQhFLn8UuMeRYcrIqKDElc551QlSZkdjFdOwiJZ1DnTc2OxTlBCkVSkZoGRGqJqrq20/UHAATDrDC4VxJ4TIm+Q6lnaBVg0g1iUWLBbNELDSxUr7azjpGcuT7nMv+4ZMuKkrSWCvmCAml/11hfVl+6VIKM6C0DYz01VV1LQ+r+GTpsE5Rc02cchB6HVSUQ6bhiLqrEUpBPfBc36nxOiOzbVI1oldcYswuRpeUsk3oajSrIJBEkFMcBqkU/pmSQpO7CUIoLBGxqxERElh/n0qRksuAvBxhbY5REQJJEEgW12NK4/z3XAW7SjP1O7dqudJEKBHipCWQOc6VPvHkouo5NdV+LP3anMRS4AgOdanlCEMIjmMsHK9u8UfF7Dw57ljP+riPfI1jNGF4mlVrS+zhOeTtLX+ecOIaxzFRhJuda2+fvBn6ejbPG5F/9a/+1V3/HscxP/3TP81P//RPf/WLegvkG9u5RlZgIwGh9QfxrId61icN/pCyGKSThGiaKiBWnkJACl+mUziHMFBaR+YcUzEBICJGOe+I17WkEUCsBKH0ABAepEqQVUBReWkBQYDPWsfKMR9Y6toQK0uiLKE0Fee1JVSWRpjTWE0gMehwSlpq9rKAXg69DLq5YlBEPN0xLCYpp1slUlqKQtFQc7SGHV4Zhmyp61yTr9IdLx46QLFUnIvaQJvcnGVAwXa4xcbkc1g3BRSBbhLrFnP1xzEupTBTRukmxoyODgOhCXST0/ppVkSHZqCJq36kXlYyKAtSOSGzA8AgZUWFhiQSiqXEA4mAv2fDImDfLJCZIVMzYpqnxKqFUr4Coe5qFY47ZM4wkEMGapvCTCnLKXHQoabm6bhVFmghEb5P2Vnfs2XHpOXg0NEPVZ1Ft0gnCEgq+ojUOMalwZQWLQLfO2SmFOWYQk6wokWAZj4IK2AT58u2xQjnSibZHsamWGdo6VPUXJPQRgTVtsxEzlgMKEVaAaKVJGGLlj7FolmlrWJiLTHW92KPbe4NgnJIYcY+g4Cgbut0dERdK0LlA0KDzBCUmlLkpLJPhiArBkgREKoE6RrMicYh12VhDQM3Zaq6TE2KszlS1wllk2V7mhDt+7ycYyjGlKIgNX0m5QF52acWLtNW66zYVebDkHrgKzgKC5PSUpa+16sw48OeP+tKIi2Zizxfe1jpkhtTxaQMKtqZiGG6gYsNVp6DcpH5MORUTfn95aCXKdx0gQ09R5bv0QWKICMyD9OQEU0doIXPjMv8LCJQh2XSFkuiJJ3IAwTmVpOOTrOvAySKJbPCShyzGkviVsheYUlLx6AofUm8LclcQSZyTEU/4iogFVx5CEY0U9oznk516AAEt3B3zuQ4fZcR3gC02MM5wStuXAki4ESpq5jZD8fBmcrb9o2+K+/KH0fRqn7IWT9zprWqoaTv+1THnGtT7UUrtD97rDeehUxQMibQnvpJCn1ozDtnKV2GERmlzckZ4Kw38J2qe8dKJYSyQSQahKJGbGtELvRhfOG5mPNiRGEmaOUd96XYn3elgyjTTMdthBB0xCnOhx3WEkldw7eNz7Fga+SlZFN12K51mBrYywp26ZKKCWuqxXx1dl3eDPiewpdn24mgF86RJjHX0wm5nFLOqMBkB/AOUF0skDFGCs2KnQcgwzASI/rFBtN8D2tTomCBQNZZEE2SQAI1MrPAxBZss0XuxsSyQSNexOEo3OSwDzwUdWrW0z+VovQl2GJCoZv+LLOz/u+IObfComySKH9mdQvIUJXVptHKO+2xaNK2LRaDmE6ksEBWOialoSx9IKEwE6wrfJAWiIWmGSpPDyVgWmrGpcUVjolqMpVdJvkO2cxmFDGxi1lSTRTeaUiNgRD6YoO06Hn9LmvU9BIJTRQhUsyqIUfkbkxmh9XYnCRYpB2cZsmeokNCI/bnvnUeWDWzFkOOFIpa6JlIAhcQKEk9kLQCqGkfhB6XkBnJsAKbi4JFpnmXqe5j3DL1QBBJKJwgt95OQsCKWScQZyhCw57aoW+2aIg2oYqZiwRNDeNSoISmTOtYt4aLSjI7ZFLskashDbXCqlggUQoDDErBwNxAyYhItkho0zRN9tQWU3NAIWMiEq+PQ8WoiChcRsIcB+o603KLSLUJRA0hBCoIEEHVauFCHJZdXqnshwDjUlpuEYViKqYMtbepYtmiYVrUREyJoWXbpCKkFL7a1FD4veBSjCgpXUppJaXID1uvrM2rc6UqKT/U0TMQwwrAsLJPDgNst1TbVLaALH1lpSuxrjik5/TnkA99W+eJ13DGZ+VuM9e78s6Sb2jnGiqAMhfg/6sy1xXa4vG4kMOi0ITCO1exOgImkwIooajeZ/EO1EwS55E/YwU1LahrRyhB4sisb7w0DqQBcywgpYSoeKwN7aCkpg2hNARyVnrmCJQlCktkU0Io0WOLVpbSCfbzlIycsakhCZmWinbsiOOCMPEbeGVcZzON8eiSGakdkYspAxmT0GTeLLIUN6h5ikFquaSYLrKlY6xVxEGHplql6RbIxJSh2yU3Y4ydEkVLOGsw1kdKlYxouDrtQNOJPD916aCfV/27VX+rEF7ZlRRVZk4QCgjULJsPDkVcNlAyREnPpa1lzUc/XYgWklAoIiWpOU1gFFaUpHqIpSRSTdpuhSXRpq4VpXMI60G6IhcRyoRMBFgZI4VCVpnWeiBJ9BH/dWEFIfrY4TqjEvPPlcbzlIfKPxuhFDTSDhOxf9h/FKoaHbtI7CKUmHW6QYwmsAFOOUrljbZQ1mnaOeZ0QlN7BzIXPt6pnSJwwWHQaJb1DIUmUpJIC8IKhb7QksxqQhchRYiSQQWUExM6XxYeKEksK0RzJEGh2LRNCuWRZ0PdpC1W6MikArbz6KuJi8FCIVNyOcbIGCUjEtugoTSNUFKrTh7rqgoOHKXzgHCz799nVv16wyrQJISv/IAKHAxwlGTlgFHYpeYatG1ApPx+KyyURhAIeZjBKsohUxEy0VNip0mQFZe8oFFEDKijZEhhpuQyQ4oWdQ2J9mjzNREwdg2UUzR1SCeUzEeOPAIXCcbKP5+pkSgjEFaAg8BFGFFQVn3XDnNo/M8w2IVUh8jC3rEOKq7ao0w2eMfaVllwV6GpWlciK3ge36PmNbNznrLHZ+eOIace6x/1jjlVdPxtkmPUcl/1FO/2XL8rwO2qL5SMEW4GWOQN31DVj0q7q5YL5wyqClCVNvdVU9Jnp7x+CQlkcljaLYVnDTGirPoz5TFk36MHUgmNFhGhSAhFjdAlh+WvnpbTS16OKI0hEJapHtLUq7QDi3GCwggSqREE1GyNTihZTyxzZszj888xDiKyXHOOPp/NNWmriXUBk7ROKQ2tULGaQEdbnq1tYYxgVCqcE5wudrg2f46D3AeGZ6XXTbFEPW1T2zVEpsSENSbzIbWaxgB56bO5WdHHmLGvVpMecbkRKJqB/y6mZVUd4wQxLequSc3GjMWUrijJ3KCqLPA611TMzVZoYhpIpRGhorl/lloestPZpFFLaAU+SFxahyx8i1DsGhhZYNURAFYgNImWJNrrAasEygjfykSIkpHPclYGV6gUsZKEVTseeEaPuNSELvaOk5gFZkICFxGiCYUgUBIlINGKg2yRVPm+cmcNoW4w51aJXORtHOHXF7kFCtFkqDylVW4mBKpByy2yoBPaoceHKa0jP6QLEwTEhCLBSuNtE+e1g6gweSIJsfJYAYkWuKuSpe46m2mHdHGHMvZVWYGASAHGg47u2y4rZQcRKhbiAAEk2Sm+5K6QSR94iSTUtKNwPvxsque9KZYIVMJY7FOYCaVMCZWipv1TPjWKJ8fvh6xERRrTDKkHmqlpMeWA0qYIIYiUZD6SBEJgrjfQoynR5BSbcQd9vqDuWlgcuVBoF5HYhMh5e2HshpTbCWGqiRoR7bWGp4q1mlxNyNTY4x0QkkhNKaEmInAek2CGNTA7L4TLfAWYmKEpHTEEOFfgbA5Ce1+XKngno8PzRVcAhkKoqlrl1sy1xaIqDB3vWGvkLCBYVdDOHGwnLAjPnH4zW8HbJe/q29cv3/DOtRDysOc6ElUEVBzPWvtxFouyikRqmoE/sINjTjBA4STS+E2QuZE/5AWUNJEIEi1oaEc7sMTSP6Wp9a6UR2B2GOcQblbmA4lyzIcF7TAnCUpCZVDSYqzEOoGSlkAbRKwh0sg4RwtLlltWJ4arI8vLc6+ixAMMS8VCKVHaEHYcIpKs7E4IBjF6YnkkP82uc+zOX6N0KV3XBwmP6wYLke/5bmjBzkjxYPdDjMuC4cI+a+IsC2FEN88pVMbQXkfJGovRQ6R2wGAwpDM8i4oU0YKiEwnagQ9KTI8BIEo0WEEwvo+8SBnWe8y3S7SQKFmBu0kIqg2unaachsx1n4HIUQsD5mQbLauyfiFoBtLzLRpFOmmz1W1wKn2Q/c4W7XqTpSRACp89tU7ghEILSY05JmVKo/sQQgmKxT2aWtEIvIPqPBsJUUVfpWxAv5tTzx9gWttkPoqJbUSgFFr690QSEi2oTRPIE07tP4sQguHSDiuqiRaCzHrqEYmgGSqaNsDlC+z1Dzg1eZjdxib1Vo2FSFMPIC19gEIBgZDUbAImIuqvItHYuX3iQBNWawikH1vXgtxKdB4w6I1pTR6hn2ywtDBHx7Z92wOe57KmfSCppiV6UOfs/rNIBwcLB7SDDot1TW58VsAJSUvG1FwIDrrjLnOD++km19HzAe1Q0dIQKu+oyqrsXwrp+SgHq0irKBt9XGgqsB8/LhAghfOGFY79wRZiuESqcsI5T581kSNSWyeUipqyOCnIrcBZcIMFyjzGxQdoOWUc9qmbGk0CAimIFDS0JjQR4/EUNV5kKHJYt8xFkrqyTI2gpjRxGRMS0NSKTggLoaGMHDbygTNjJUEFPEgJWJ8JEocK2vhysIpOZFZOpoQvPVXSK+YZCJIPmBwp5opAxito4TNoXjkXlaFbKXM36w3VJzLks7PvcD1YMFQZ9TfjZL23ON6Enus3aS3vyh9XuXNpZKDrJwJJSmi0TNAyOuxznolxBaUIkKLaR7Yq664AvyLVIhTJYVkp4Pmaicik1/W+3Lwqi5YxgWpUWesmsasTuZiEiEAoTy0oJMoqrl7dIBuHPKAeZn5hjqUVQycsSa0itT6gq2RAQkQrgNU4Z93u0DzniA8mGO/38PCNfXbihFGpOchDpi6kGcBSVHI6nvDId2yz87mAnV7DO+5W4qKSS1KC9dmxRC2wbFc4Ox6xWK/Kh1XBXu4YzbWYFJYxgkJklGaI1g3SCWSTKeHchLlQ0ol80HQgBVMjEUbSsC2WdYNmoNhKBdlwgWQ4z0G8j5k3RCKgcIKS0rNtuIQ5O8+57Q7364KVZsq10RJbzrDY9mfGsPSVWbEIiaxv6Zp0YSGdY691A90UNENBoqojzeAdealI6DAtM5LuBbTSZAs7JJEkrvS0AJyESAtqRiNKxaCb0kkfZ1TfpDbXpuG8npFCEClBrLxNsJPW2SsanNm/Dyegv7DNajCHEjA1JeMK9HJO+RatwIZ0B0NOTx5np75Js11nMdY0A599LqoOBYlvkaoXdaZqCIwOe3BPnKIC6sqiBfQHBd8ZFQRrjt/fb7AzSLgeb6EWZFUZ6V/XtzO+fep4qLHBTlpj1FomjjX1SchzA0kufHA/VtDUhtRopsbSZ8RUjFiwSzg6HMiYLhvkbkIo/P0PJOxdT/nu5gFE0C80O1mDsj3PYNCmJ2NSO/RVikqyGjvqecZj8YChUsyFkvtti5e2BYurHVJXMpKC0Ea0REIj0J7a9toybWFRNYFysLs7ZeFMG50rpq7JRHQJiYilJlESqxVNFSCNOMRNMhhfDk9EzpQMCRJyOUK48pj+9rpXVDpdSu9Y36y7AxKU8FVuNwMkuyrQYoTX20YUHsnfZV6vWz+3Fd5OOI4mDhwG5t9OFPE3BePkG8RB/4Z2rqXUKAIiF9MQMa0gRIkKyGyWkcYriiCPWJJNTtdDHm4fHV6lg/1cMih8qbBzAZMipFdcZZrt0krO0tAdAtnmVGI5nRQsxSmN0GfdBlnIdhpxXQZMjaBX+J7ouUiyEDnO1XIeX9+lPp+jmyA02AkUI0E+VeSZRmuLCCQEChkJatGEj9Zf4iMXfD94lgX8p0xyI1XUdMJ8PqXeMqj7Fjh7vuCvLRX84NlTiN/6NOZyl5/75YeZLs7z6f4BL01+i/rceR5uppyd6xEGBT/4gRuIREJW4nLLH3z5FPWG5b9uNxgO57hhBpxqfBN/Yf4Bzpf7nG9dwpgecVzwu9sJ5xdaWAfdImArVRTWUVcBS3IFtR1wJshJQkeiDC+6ZZotja160wOgGThWYsd7A8VDSzBZPkApy2f2TxOfCthMFRsTSz8vWa9pztUK5sOc5fGrLH9vge1fRNY1L3y2h2g2+Hy3wZWRYOygGSpO1STfqztcKLeYzvcAiGqKP9AWJwSjUjIufdS3rgWrtYD7rjf50faDpEYSqyYv2RXEfJ1+7rmpdSBYjB1LYck3NwseW+9TDnogQbcVf3CtYKuIeW0k2JwUKCl4/4JjNS6odfd58E+nmP5LqKbk5ed2mbRWGBvFH3YDjHWESrKUaJpI/hqnSOclDkEcrPPlGsjA91/NjuH1muNUXXDftuL/vLJEbgqSYJ6XTYPRfI3tVHBlWKKlYD2B07Wcjkr5P310hB3ug3XIuZjua/t86SDm0lhzeShJbcnTcwGnkhLXU3zgvKXMbhA1DRevH7A718A4GJeKq4XnAG2HgqUo5NvzB5nWPNVXJFbZj1boKT8mNV6xN5Tl4YYlHlv+D4vzdBsxLw3ew8VBzGCpxSZ77NkhUsyzGJV0gpzzVqKuj/hYa5mXhglXx4KuqnM9vkpP9mm5iETDYgTriaS+3eZj4jFowNMLB+ioR7S8Quk0B2nMxqRGMakTCMFyIjiTlDzYHrDYHrJcGIalZiMMGBSCYaHo55JBrpjkTYwsyfDGeGGn5PkuQoZo1USrhFqwdFhCGrqE0IWELkIfYyYADiETZ2A4mfB9k0aUFC7FUlCqDENxWC4+KyOfZb/lsQh4aTOmxQHTvASyt/jk9eJxct/tuX5Xvlq5e8/hYvjgYUWIFApFQOw8JZRCI92s9cNXTRUyJ5dTxvoYpWRlIM+7NRIbExGgjrXKZBRM5JiR7kHi8SuEkASqwYp8iIZt0hAJidDEemYjQKw1Ta2Z7sPO7ibLzSd5IFzgT9QzPtC6iGi3GI0jQtlgWIQ00hVqKmAucJxujVh5SiKfeAo9HENRQFrw+PN9mhtzTMoWwzxApm0WIliLM86dHpBua9b+54TFl/ZBwXCjxmIy4vd7LWxekoRz3Oce5Kl2yLPyMgDGCqRwPMSIy/V5Lk4UG3nGQfYaK81nObe5zpNBxtNzI9Y6E3ZaQxo1wSAPuDyN6GYCaSRn4xaPtCXnk4z7ow2SYpNhN8JaybW8yad0zNa0ZGzHWByrqslH53NW9DaNKKNWy2ks5jipuWae5NVhjVeGikAqTiea03WY3+3y3sd61BZ2CZclX3hugO7UuTyOmUwlqbFoKTibBHxYrfKAHpLXM5RMSZKYP4wdRjgmxmPVxArmQjhbUzy2GfLB9RWmRUGo5/iya1F2auxmsDkxaAGrCZyKCz66MOXB+/qY/j5YkE3FZy4WbJqYV4eaS2OfJf3AkuJMnBN0Jzz1oQybv4ReCrjy+Ruk7RXGpeb39mLGhc8Pz8ealRjOlE2WJoZ6UWdIyGeJ6EQaCYwr6I0L9ZLFJOX9tR1E64D+MCFWc2ylmml8P4MwQgBzQclKMOUvfvsXQQvUXATxGJGMmVyKeeHSMv9tvETf3EAG51kIDU8u9LjSb/Kn65dpN3bIh4r/cG2R+lKDq+MGL4/m2eAF6oHkXM1xoTHhr60+x/6NGkWhMFYCPcyiJDMdRuMz3OBltNPMRYL3LfRYPbPBdGNIt1fjxqhBYQV/uhlxpRVxbRxyfapoaM1irFlNYN6luKUpw0JhnEAJx7NhzqTd4cYkwI7nyMSUjmuzGAd0IoEoHGkjIDUBFt/SWVjHsKiRGkPqSiZiylRMEVqSyxG5GlGYBGOzQ3T9QCZed6uFowoVIh9Mc9Fh3/ns3JD4oLDF4ayjoKTEUogCQ0kuc6Zq4AN+ZBhXHAbOZ+cZwDjfISt6FUjp2yNvhr79RtHZ39DONXhDM3ABsVQkykfzlKAqDT/KjDSyJvNxwFoN7qvl1LRB4CisRArfR2Mc5EYxKiNCVWdkr1LYWTmvZDEyrNcmrLRH1JsZQsKoHxH0mkyNYivVjFxGYBWRgk5gWK9NmXuwQC3HiGaEkAK7N0buF4g9gzUexMxOSl8CZ8ENx7SeEAy+ZHBOEJiS7wov88niAr1CMZ0GdGwJjRj32AO4Jc9xKB45j6rH/NXR83z28rNspR0uZiFaQCdKmTtfoE9J7Mf+d8hPfQamGVjLB78pJ/39KZ/rNtBO42zJglnhqfaYR9dfxo4KnAUZwl94/6vsXj3D0DSZGO3LtZyjGSrmyoJHWiMEHAK1na/d4HJynqsTybT0WVcdwFxY8oFHXsbs5TRcjozgYx94lcsXHYhl9jPFnrPUteNUbcL6wg71P38B+iNklkMU8vgHI9LfPeClQR3rvLGUKM1qbPnQe1/F7KWYcUpV1c7pXpdh2Ca1krx6MJoBdFzGYwtXyI0vtwuV4b54wMv1J7kqNK8NLaVVxNKxHGc89h09XK9JUFrQElGPeLR/mXB6H7tZzEZVEnQmybj/1D6NvxrDeA09nEKoeex90Pu9fba6Lcr9gNxa6lqxEMGpSY+znR5ZrjFWIoVjOxuR1Tp0M5/pDhW0AstcUPDg+lc8uJWDqFlyujXg5YMYaHKxbzBWESvHWm3CanMD+egqsqgoZ5KIhQ+vcPpfDtnNfLlW4SynkpLHF7usfPMGLg1xY4/U+tTTXS5+rs2AOqmRpMa3BjQDaKdj1sIhuZLVnoLzcpNP6/NMDUyB2Ag6AZyuT/lQ6ysUg5JkWGCsYLko+IJokpoOXXmAdfMkyrLYmBIx5Mk/c4Mrn25QWEkgQ/Zdzj4tD1njPP5BTVnW4pwn29foWt+v1mqkLL7fUqaavGxiu4KaqlWo/773sRWUtFpTdHNMmBqGeYhxglgqAuErYUCS5CGpiw8zZq4CKNEyIdRNYt2mKZeJXf2w3C0UAZH0mA3HnWvj3GG0vcSR24ScEiMMhrICz5tSimP915VzPcuAi6p1wQp7yCGblwPM2xQId+72iOlvdI535RtNfHvHXbljgUV3qhotEFZWJby+Ved4hdpsHxXWUlAykHVPTYivNolczCItYu3LhmeVarl1pCZkbEIiEflgliqQSBLaLNlFmiqkrn0fb6Qq8EbrkFVbmc0MoW4RCH+mdIKSuDZGtrxObmchzSCkoZYru8RhLNhMI6cW+54n/Wf87HNYqVHSA57WA0VmFZHwG2QyDECdQb20SbhWZ/Kq4yoPExtX4bYpEjVHUwXMxXD/fJcyhTzTfo8pxXbg99tIDkiLXZ7Mv5mH1JAztZzF2pSltQELwcu4zgq7Bw128+Bwf7YCyVpccN98n6UnM8rXQEUpxUTyYLbB1WyVsdaUuaEUGaGSPLrQo550ieYsek6iTrUQcw1WPzdgexpjnUILWI7hPjXgPc9eRCYStVRDzCU8+54xg9/P2Ly0RmkgLS3NQLEcwUdOfQXbn1Dm/hlSgePUoEs/6TA1mqwK5nYCy7zKePLBr2AKgXMCHVrOhM/xUvEsiIQrI4txirqyrCYTHvyLFnqL6MwnUIgCHtu5TJDex3YaV8XAlrNJxiNre7S/J4ViCUoD9Zj7v6nJ5Hf32dtuUtqYkSmJpaYdwNlayRPhKzRru0wPFNYIbnzlAkvLy3RLwagAW/hztRblzJ1yiGlBfScnN4p42GC71qTQgsx6W7clxyBBJgqx3oH1RewHP0D4f/8tFramRNTpmw2UgGZgWH40ZWF7m+i7zuC+NCW4MuQ7ey+ywQOUSYduWmPfzSOFINGGxfqU5HzEfDnBFAJrBCpwZO0JzYMODWqEso62ypeq6xKSkLn3QO1qn9r1HOcEg2iNA2VJtKSmNI1A0Q6hHViWA0PSHDHIQnKrCKSlkTg2A0NXaxKlSMpG1drnKyeVsCzG/l4ZB4WV5NYRSkFqFNNSExvNxMYYWZKqGpmsUcjJYUuaqsq/A1GjxRKRjYlcWDEKSRLtQVtn4MfHdbjF773MWoxz1fljKawhFXUKCnKR+6C5LE/QhnlE8YzSTCgrH+PtkK9VX38jyTe0cy2rqHSbBktxwGpyVMopxbEIk4NALPHNSyXPLHS57wN9ZCxxuaPsWi6/1GFnXGM3Czmoa7p5zFL/u9iSf4qJy5gXNc40FB86dYOV9+Xop9fg3DqEAe2rm6x+/ipLvzdhVK7yovsU73Uf5lzd8a1rO5z9SA7/+++FdrvK9IB8+WXCly6hnt/CvFiys93E/aEmakMQCcJaSffzjsYpi2orKEsa0yHZy/BCXwEdGq+mdC6kuKUlwPeH26eehKeeRL/nBk/+X7/C1ewcX8mfoXTQTDL0Y4vYj7wfyLAf+uCxO6mJl1+j8yW/yaNoiXNJg8ee2UB+/K+g97YR3b6PsE9TVh92BP9jysVhg42xJXOGB+OAR1XGsxeukY8VUjlUZCGKadt5nu+1uTad0NERjUCzHKcEFzoETyho12FxDre6wn2/+kXsp0dcHrfZETvE8jSnTvep/bmHsE8/cPMTQLywQfjlATtZwa444MFgnQdbY+T3/UnUeAB7B9AbwjjlyZd3ePlyzKvjgNeGOWu1kAcjw+ONLsu1IUKDrEtkXUMYkFzdw2wt8lvdfbLxAufrkpXOCJ64AAtNXFKDeh0HzK19jgu/1uXiaI0Dhmijuf/UiMZfuB/71H1HSy5LxM4OnU4X8au7bL0Ss+F2eVquca5W8PTSFnMfiLDdKXZY4HJHdG2XF12DGxPNpdGUQEg+tOB4/PwOkXLIuQiRBPDgKagnPPxbO5gXNP9h5wCXLvK0CFldGVL/nx/HPv3QTfdQc/rMr/PysEE3z9mX+zzYrrH6EY39jo+BNchuF3HpKoynXIhHbHxe8No44uJ4wLm4yYNNx1ONHutLu5gp2EyAdMh6wks3zrPTd+xmGUtRRF0pHni2j9JNhDB0xjnraRdXWGqfW0BNWvze9DoHuVeec6emRB9YgbnT3L/0HKdevsZ4WzPKmtzoPsSO6PrSQulLu596YAftemRXp6SDgLknLeqbH0F8pYucWjrllOW4Q+F8v/tc6EECmxccjbmc1SDHjQfc90XFXq/O1rjGVhqxnSkKWyNOPQBNqGvEsoWJzxCLNg0WaNk2a6JJPZQVroPvNa9pH4k/Hu81DowTlVHgSA2U1v9sKmq/3Hi32jnnleKxapxZ8FDNKH/Kkst6jkwPyIu9r/ZIfVfelbdFvGN9d1Cfb2kvH1ag6Yr6MlJ+H830+0zKysDOrWBYtMmt3zdKCELlHbi6hlh6CkzrILWScakYFhGDos5eOl+1C/kWsFN1SStwNLWlWQGSKuE4yDWXjaQeCJJ6yHvjj7FAnYdagvev7aI7MbIFtaBgqZhwJo94RJ2lEyoCachKzeiq4oufrvNyb4dpAWfbK3xw5QCA+bDgXE2wGEkWo4JYG/JCUZiIr+w/xdWXA9qBZT3JSTNBoiWr2Rk0ivmaQkvLq9OHeaj9FdrrlmLfsdF/kH6q6GYle+VF5muP8pfnCk6nWyyujKk/IFCPn4LHHoKX9xGfGXF11MA6QeAiFiI4XR+z8GCG+96PEnzpywRXtnDTAtKSxz87ZM/NUxYZ29lXeEieJW4Jmo/UEX/2fbgLFxC/92nsl3dxVjI1kq1pSSgF9zdynnl4h/B/eha3tICr1XFxjBhPaJ3qwT8v2JgUbLht3qtOc76WUf8LFyCfwnACWQGl4T0vb/PC9RqXx5rXRimPtGNW45zHz28RzyeIZgQLTWjWQGke//Qu9ivL/OLuDma6yuNtzdrqEPuhb4FacOJZnF/+HA/9SpdXRmv01D7CCR5cjmj/uVXshx49+eBaS615iaVfvczOiy1ecl/gGfEsp2uGJ5f3WPyODvQl0e4IN87529835uX/sMOXsmW+MLZcKQ84X19kuRbSCRPSzTZh0qOZZOTFMnmrycGwZC91rMWazqoBJZGPreHe9xRueRn5a7+NWIxp1jJatsOe8H3ui1GG/vYnkPevedaVekJwepP1pW06r11FD2KmJibvnfc4LFYwyCLUl9usfLeGxQ5c32X8mQlZGbIQOdbiCNIHaQWBx2Jxgum0xSsvtpgvbjAch1yXy9Q7HVThqwkCqWlqWIgM80FJoAXJYo0z8Q2ChmWyp3mxfAwtoB3CYqxw0w5LieZUzbEWFzRcyqmFMaeaI9JSMy4CRkXA9WnIsJSMS824DBiXMXtpndQ4cmMp5IwqCwLh2/4iKWmFnlUk1lRteI669u2MShz5FYdfc6W/U6sw1oOvFlaQW8ekbN6iz2eOrRQem+kLrsFlPaY0Y8C8G2l+h8k3tHMNPvIUC0UrECxGDi3d4WbwUGPeiF2NHd+0vsOpb85R3/E+CAMYjtEbO5wttmhtpSxPYiZ5wKTUrMY1ttKE3SxBCjhXtyw/lqK/7WHsN70fQg/CwCOPoJa+wPro85zbz9gfPU997qNcqGeceu8Y+V3fhG23T6zZPvSQN4y7Y4KNLmzD83vztDLNcm3K8kpOuTcgWI+Q9y9CVvLqbywyKuDKeIIWNc7ttWld61YzhkB+OH/+L3+HvDhNJB1LdonCQF4oyEv8I5NzvHFCXrwKeVH1LDtawTqNwMMRy5evYJ9+CHcGyHPk//bbEHTIMkO3UNzIhih8xUDSCuh3Gyw/PkGEEpGEbD6/BiGMS8s18TIDu8bpYpXcSGh24JEV3MI8bn4B+f/+ZZxsIqVn7R27fXJ7BpyAuA4nahFA7A/AWiZGsisOmHCAYp1AGsQrN7B/8j1wX4nYvIFIc7hyianRdDO4Iq7SLu/HONCxJkvrtL45hiSC5TnG/2kTaz3QyJ69TCkN/WKdolBAiFtcOvaNCggihBhhgZHsoZz299o6xPYBbsUjtaI1lAKUoiwUN9w+PXsNWPP9vY0WfPM55OY2crcH1hGOEoo9wbBwXJOvItFMzAWcE1jRQD25BlGEff/7kD//q6BCtLCM2AcBo/I0phDVdz/bFTMJcQ5yI+nLASP2kSLBlRb53/4A+z/9CVyS4Op15Oe/gqhbcqPo5YIN8RKr5r1YJ6FWI3rPEq4/wQ5zZDOkf7EDDsal4bJ4hTQ9x6nco906GyHes4YYTxFL86T/j8/QammS3Geb+pljWipPW6tDuLyJ+MBDxHMbRP0p+7+3QDJQ1Ms6UdVHH1RAM5Nuh+Zjjmg3Qz28gv3sJYxYwpYglTeUW4FGADXliHSJXEgQq8u4J+9D7h0wr79E8mqX2o2CeNAglDG7aYgSIWHWoVYmTMQiwknqLqauApqRZq3ukYJr2uMtRNL5FhQJ4th9L6yonGtB4WBipAdvs4LSQelkVRXigeGOK2aftZudf37MQaaYDJfZ1C2OoBjfWnlTeq7fYTzX//gf/+Ov6n0f/vCH+bZv+7Y3eTVfz6Lumbl+rG2PGbbeKQ4q3SCqjO5sBuOO9k2/kGTV/lLC78HVuKChDYkuiaTBOMGk1AyLgH6hGJSKvVjh8NgQiYYzSUY7KGmHOY2woBbnxEnBZBIi9s4yDaDZirlwapXlNGc1sbxanmFRZN4QDx1RXNAOclZrdRoaGtoSKYPSlgvtPu2gRmElzaAgDEuEcLSNwjrBxChaQUGsS+KwJKbkPuFYjANCaQmUZVxomkHEUpCgpKAdQiQdV+0cW/0PsTSckKqIHEVqvLEfyjoL4jS6HnPu2SmyFSPuX8I98RC4CKEOjliCBLRpkihvW7ncIXd72Mce9t9DHMJgSvmF2GN8OJ+xz62lO0zovnie5cvPES98jt5uk2S5xngcMi0lw3LKQhihcahWBHsD3DNPHz0AO31wlmEp2XJ7HNgN4LRfx5Uh7vs+7HX7cARSwcZlCutbvjbEZc4Uj3gsnFDhXIh49hHc4iJueRnx//wVIEJLy8BuomXIxKxgCoEY5bgTzrWAsI6oQG5TN/K0nzL07VWvXsVeOHs0ujsEKTGFpFtOGaRXCZvvp6YcYVxiv/2jyBefR1zaQEwy6I6Zn9PEO47SOTbKL7KTfpS9aUxyvWBqWxyMHuCFIGY85/VCbkuuy00eSO9jb9gkH59h5VQfyhL5679L9lyOTErKMqYpY1pynbDCPHFJjA9sldgLFxBRhFxZxF27SigNTQ2LsSauvItJoUGvM/qlITrvkcoOu+p+VpMpDW2ZjxSli0i0IFF+X+aFZlhr86XxKmkDOqEjcIZIWlra99E3taUTlDSDAi0dn3P3URusEfcKsjCmVYcIS11Z2qHEOk07hJY2dMKchXDM2bM7dN4rKfdy8j3BpB8wt99mkIcMC+1bAI1kN/KVdrl1vr2u6oH3WEAer6UVHFHmRtIRSm8reJ/CIoWr9K+rdB8YJ0mNr9YrnAfIzazHKiisR3I3zrdnzCxXiQ8Gbu+sshV0mObbb5tf/ebwXL9z5K3U19+QzvXKyipKKqKoTj02WCeYBjV6iQfO8jRXVT9WFTU6lTiGkSPbP6D20o7/Wz+l2M651j1P30VkkcSG3gRu1QKKXELuabamIWxvrLP6uR10+Ydw/jSuVkPc2MR96Qb7m8vsNxY4c/oBklpCrxnR385Y+OIGXHgMosoZH42Qv/MZyhf36L0ccHn3YW4Q8cIgIUoVDzRD3qsM8XJAMTyg/N0xG73THNg6B1nJi+Z/kA2f5Wy9zZkX+zStQ25sY8+uAQZxY4uXdx6pyrIta0mMASZ5iN0ZIl95FTa2sB/5AOCQL13CffkarjSULBO7iGVxnmYA+QHs/Jt91r/1d+A99wMSmyfkLw/ZGi2xM4UducH9XEAIGJYBX9FP0B69CNZyMFhiLFt0xyHWOTI7ZFdM2E9X2E5jHnrtgNBuI86XiKt7DF6ooxODtT7boEXMsBSM+wG1ixvIK5u4DzyC67QR23uIF6/idof08yX6bpNYtggVWCvo/Uaf9vXfQjy0BNZhX+2xd63BdhrSywz9cgOr7mdiJDujGu3oPuyndmicHTP8XcduepbSSiygZcy+vcRuus7OsMbqq5tIa7GPXgAE8suvYF87IM8V1lUUDJSk4w71lzfhyi7yyTPY+88hL12F17Yx13rsD5oc2BfQskak/OHbm7QI/l+vUVv3VHDpdsLOpMOwlGTGMrV9nDPsZw+ztd1kbQ347B7BAy3s//qf2b60SFIB2QSiRs9cp5ufptur0/jydcTSIm59EXCI7hDxqc+SjQKmVjCiC0jv2F0eYjOI8/+Oe+p+xKUblC9PKbuO3WmbvdRhXA7CR2x30oTgfyyw0CxAKPpXFriWLpFVbQPD/AalnrA9/QCDVxSt8yHuUzdQZxLGv/xlPr/9Hs8Hr6Bl5hhg6JeaaS8gfHUPEUWInSluItn50gJfKtaoaVggoRkqEu0IlWU6CBhmTQbP12gG+wx/SXGJJ3jP+T2CukVWZeCp9W0giTQoZRGdFvZPfDPyc5/HvXiDg4tz7A/q7MqY3STkoKKOCXJLoyxRNqJFzaO/Ck0iNYlUBLEHUDFKUCjHDDpeCXcCtWYW9TZVaXVhPS+9dT7jJhwoB8J5ZTbL8c2mmGXuRBUrCXNHvV6wbDqEjbUT56W1lu3t62/CyXtSHOLrruf60qVLX9X7nnnmmTd3IV9HsrKyiqxAKgUChEDKuPrr8ez1yX4GM9cCgecSFj7GWh57XG52zQ/3kxEIe7RXSgGT0OGUJZeWQHo2jsxIplaSlgJTCnQ1uZagpCMNHVJZSmWZ6pJEGVoiI5kv+XPnD/jvewscZIr2Uo1mNMcwFrwq4X3ZBqFySC0Ja4Z2nHMqrhEry0Lo+4/DlmWxPqE5zCgLhVKWIDbo3HgWkSrDXQ8L6rWcKCmR2hE3SuYrgOyyEASjiOW4jsMDWC6EjrmgJFCOG9OQS6ZJ6BxLUYkEEiVZcw+xIBrkArJ0idqHl3EPPwCjDLE7wA0yykIgcLRCTV1LWoFFCYuZQPH/eYnae2KYr8HlA0ZfhGnZJtawLhYgfB+hlBykMbmVPNd7lNGG5L1zI9ZHAwrr6Z0kAi0FJYJ0R6AHGbH4fexHPoR8+RJs97FXD+jm6wzYJZSJByMF9r4QMDf8TfSFJgiJuTJm/0aDfqGZlo7CTZkaS6/QHGzWmF9xhP/9NeQDPexLn6V3tYkQ/hwOZZ0Bu/SLVfr9hPbLl8Gexq36ALq8cgN7eY8s89gxsWgQuxp5Dva1Xbi8jxxl2KcfQ756GV7ZxPZThr2YQhQs1h6mGSrCip9aPncR++QjyIqTffR/ex6rI4RwaClQKmZUwqDQjLMALR0lvlKiIy29QjIXhbycHbCTnuflQYOlKOTgU3OsvPAqm90m6/NQ6xQI4ViMAsr0PEnlLYgbW4iLV7Df+jREEe7CBfi5X6GQbaRwNAPDSqKoKUiUX2NqFL/TW2daQieCBxs5WvnWtEnssQiUgHZgiKICrR1nzAgh6vQLRTswxNJSWuH3BlDThmaQUwt8uXRTW67lCWOT0CrhlJ4cahjrNIGQNLWjrQ2tMGfudEb8fU8x/eXXGO13GIxjRjZkL4mZBNXeNl63ykIQWIe0oJ1P0Qh8cFpVQLvC4/FSSEA4rASnnGe1P+ZYz8ThdXaBoLRVFZqrdLvxz6lwIJw41OVQZb8dNIVj2baJJss4mx0yFbxV+nq25q8neSv1tXDuG6eWYDAY0G63efrp96GU8nariomCBWp6nkj6rNiM4/Y4t+yfn3uQlbhkPvSR60mp6RaanUxxbewIpPCowZGjExjqyjAxin6h2M8FB5nfhPMRrMSGxbCgHRakRtHLA7bSgI0JbE4KOqFmvS5Yjw1LUUErzMmNpFeE7GWai0NJ6Xy5SVLx/96Y+J6NTkW90dCWfuHpITqBpaFNtRbJ1EA7gAfqGe95fBtnYGejwY1RHYPgydM7hHXLtB9wfb/JpXGNs7WU+1YPqJ0FjOPSF1sE2rKyNiRclbip45OfXuPSSNMI4In2hMef3sOMYPt6k51JggDWmyMOJjGXxzW2UokDnmxldCLvaHXTkK8MPdjGUmSZD0vqumRUarq5pl94k6gdWM7VpkyNYlRqasrw3ie2UQ1Jtu24eG2BP+jWqCt4dqHP6fv66JpgsiXo9WosrowJF6E4cPy7PzzLxtgDfL23M+bCmQOkdty43mJjXCc3gk5YkllJN9eMjUQJx3pcUNe+/3hcag5yzbCUrMUlZ+pjOvUpxko+vbnI5lQiBJyrG55d3SXNNb1pjFaOtYUBjQdgdBG+sLHMZ/cDjIO//sQm7Yd8ydb0suXGVou5xoQoLhkMYl7pdXiurzmdOB5pjVmdGxKEhi9fW2IjDSmsoKUti2GBQZAaWUVEBYn2Ed1QGlKrGBSK++oTzq70iDqWYij53144zZUxLETwTCflwbV9VODY3/Ol7AtzY5IzsPXlmN/fWeCFPrQjwV97eoP4DJA6epcDrnQ7aGFJdMkgD7k+DdnPJcuRZTXOaYU5AsfFYYPtTGEctAPHSuSj0v0iYDfT9HK/L59oZXTinNIKdtOYpi5Zrk3QyrI3Trg4qvHaSPBwy/LkfJ+VtSEygi99ZZmD3AO/hMpxkGlKfCR7Nc5ZaY5ptDKG/ZjLvSavjCJCBY80J5xf7lJbNggF3csRvXFCbiX1oKTTnBI3C774ykoF4gP7mQdHMdYzABjAVOnj42RXM/DEQ1R0vNIWVXDvbrm540jZs2P89R7mJ0rMgXFZsKmus5O+SJptnRhrjOGLX/wc/X6fVqv1Oq9wd/nu7/5uLjyf8z2r7/ma5nl5tMU/2v5Vtre335R1vSvvHLlZXx8XUeEY3E3+0soP+e7sWQl4VaVh3cm9c2IMPivk2ymO9pMW/jVrrTicp3LIZ+NmBvfNZeezP3rGCGhoX5qaW0kvV0jhaGjLWpLy0Ad6qEWfwbW9jGKr5GCzRhiUNBZyglWFnEsQUuCmBXZS4ArHzFxxBsgdtnQ4H6tERgIRC0Skka0IqveavZRrX27Sz0IE0I4z5toT6msW5/z7zRSyseKlzQX28oDcSBrasBJnHOQhB7kmlI7zjQmPPNvDZZbptmS/26CbRszFGXPtMcm8QUawe7HGy902vUKRKMu5+pSl9pjRJGJ3krCfey/u0c6ATmdC1LaohkAtJbi0JLuSc+XqHM/1G8TS8UhryNrqEBVYRt2Q7qjG8tyIuF2SDhS/+do6/VywGFkeaY1ZWxzgrGBjv8XmJMYgWAgLOmHGpAwYlppx6Sm5mrqkpkukcPTzgInRnKpNWFsaELYs+UDyyYvrbKeejvHR1piHHjkgPZAc9OoIYGFxTLwKg0uK57YWuTgKSBT8+aevEp0NcKVl/Krj6k6HxfqURiujyBTbvQZf6TWoa8OpWspqa0TSLLi+2caUDpVPGJoEF8W0wpzSSrrV9xFIx3qcstYZ0pjL0S08Xk/mmO4rtvebfP6ghZIeZHUxykiCkvnWlNpiQbASgBKY3ZzP/eEKvVIzFxTcv9Bj4SlLsVNy6ZU5bgwCxkbTiOFsY0SkDMZVTDbC08RqbRHCURQKKS1RXPrvNBGku4JeN2aQxligFeasPTxCNirKyYkl2wNbCkwpMUZiLYSRIawZVAIi8M/8eCsgTQOMhTAwNOYycIJ8KpmMI0ZZiMDRTHKSWo5z8MKNRV4YRkxNRdtpj/azO1aKfVyvOnfEIjTb83Cy5er47/3vTr7/uJyc++hfd+tvtg5eyLe5nn+RabaJrSgH4a3R15/73Of46Ie+jf/w7N/6muf6+y/+e37g//J/5Ed+5EfehJW9c+UbMnN9XIQIiXSLllyjYf2DKL3JW/3s//8dZ3ZZOD9Fn6sjahF2r0t2KWfrRosvHbSoa8Pp+pT1xT61s6AWY2w/I7tu2Nlqcm3YoHTCg2utDqjdL5Gn52CUUl7fp/tqwKt7c1wcR6zGJQ+2h6yeHxLeX0MstaA/obzWpX8poH5jEQt0gpLlWkqrnlKWkmkekJaa0vhyy9JJQmVohAWNOCOulxSZIss0eaE8H/ZEIJRjfmFCuz0lSAy1p5oQaqJhSu3yAbwCsaqyAsYh2wH3f3CEiBSy1QIlsHsTVuK8cuZLzi/1CB6eJ7COM2fGrO0MKYaCUT9CK8dKnLMSw1yUcfbBPjIR2KljsqvRcp7SCppBQSdJabdTwpZf62QYMJrGTAtNpEvmVUoUFdQ7OdEzCxAo1OKIB+U+AsewDHy/eF2g1hKapwXNwkBQh8JgsynnagWrseBMLeW+cwfEj9YQScC5lSEr10YM+zF56QEuVuIpSVjQqOckCyWuhGyoGA5i2mkEApabY9prWaWgLB9+fpPN/Ra9NCRQjiAyNBZylpMJqq1Qy3WINPWsx4XBgMK2KaygsVKgVlvQqtFYz7n/cg9yRzlyhFPDXJjzbUs5pzsDOvcVqJUEZMBjdo+lgwajwnNVrrZGxElBEFsQDpNJ+r3EPytO0qbgdN1w5oEBwdkaohMTjnK+ab/L6sDTtrTCnCC2xA+G1GyGCBQiaYASNC6PODPKCGXIQphTe1AjT3dAwMLKkNa1Hfo3QqZpiHWCc9JyoWk5v94jWrAILTBjBxdhMYowVtAIC5YaEzrrKc5CPpAM+gm91NPgRMrQjkt/r1cz1Jw3Zed3J7Sv50SqxUJQEmmDDEHPSZ64sEM20uS5Is81zUkNh6AeFMzXJzTnM4K2QAYTzljvgDsHi7UJcdMgGxKhJY25DKUcea7RuiSIDCKA+xd6NIZ1erkPguXW78HSztpLTirSWe+nOPYz3MYwP66lqwmOOwdfK8iIcdDNNXJ4mkGwdYtz/a58dTIej6nX63/Uy/i6E79fbuq3Pm69VvLBhQIlHBqHqDJHpRUYfMm3dR4JWwmHqnIyQjjKyjnw+9XPG0iLwpc2C2YVI9X+rsaqqmxWz+YTDud8rmrGgu0rwgxJUBIHJcZCWgRoZb1eaWfo5QY0YrCeWVeXlnk3QSagFwLkUgNaCeQlQgqEcwhlEJGGSCGkxFmHKi12mPkDQgp/ZjcCmG+Akoi8QAWKpe0RzZE3BeNGSbzk0Oeb/iAqLHaUEXQLzk5GLGQBQjjqUUFrYYotJEWmENISNw0i1CAhnresxANWnCBaF8h2jIg1rjR0+mMeVZaiUCRJQX0xJ1wPaadjVvaGjA9CskzTmkuJVxxqpYZYaMB8GzGaEEcHnCl7aGlR0rGyOiQ+pxCthLiwzA8GPnhQSCJjeLw1RkvLUmdM81yJWqtDVpJcO2B91ztkUjoarQwV2hmVMDYHW0jKQlDmio5RxElOfc2gz9QRjYhoUvCt2Q7bvQYWWKxP0YuaxrqiYTNEqBGtDuQlzWzAg6kv5Y+1IX4gRpyZBylprQ55+OIBzoArQUjHkh3zLfUJ9VZOtAyyGQABncGUV/c77BRNpID3t/dpLUxRMYf2yGQcEYYltXZOsCBRCxFiqQmlIRil1K/3iV8oPciZLqnVcuJmQXwuQM57mwNrEfGIB693mU4D4qiguZojWnUC4FS/T2k79ArJWm3CfGtKmJSo0IHy1RGz9gBnwdkCFYFsSA/YFyiSZIJOJjQGGdZIwtigFkJkK/YbqrCIeIybOmxeYisfUrcksh54ClohcKWhbjPiqc9iywj0on+mw6kh7k9ojFJf1Vgz6Jpf06Nun2bYIi01mfV7ubSicq6P9OztMrbiRJD86Ag6PlLe+rZb9PXsn28kzVk6wXRniYNgnmm+47/4d+VrkjdbX39jO9dCoFWNjjzFGdboVE0iQhwZu7JC+Vv+598KzOhjvETAfa9cZO0/PE+wplF/4mHsg992OE4AMXB2NOL8p/4QuzVAPn0O+9SfBDjRQ7EALP3Op3jm01eJn2hhP/xNUK+duJ4E5g+6/Ml/+7uopkQ9fRr7vg/d+rmKAvncVyg/dQVRl6j7F3BPvAc3P3dyXF4gfvV3MFseiEwtRogLK9hnnjocEgCP/9J/xWxMcM4hmyFytY177H5cvYEVEjEeIW9s8fjBJZwBvR4hHzmLffrJo3k2Nghfu4b+7A4dUoL1EPnoKexjz/r+9erzdV67xBP/3y9RTCXJiiV4ahn7zDdBq0kAJMBCliGff5H8dy4jFOhTNcTD57BPPHZ4vTjLeOrFlzFfuIpshIhT67C+gp2fgyhCjEeI/S7h0jbf2tlFzSfw0Gnsw996BBw3GtF44RVqL21SbE98oOOxc9iHT4J6Rbu7tL/wIstfOUAICB5fwL3vg7iOv99NoDkaIZ9/CfvaDi4DtdqGc6vYU6ewraa//0/tcvrpK5y6uo/LDfL9j2HPn4XIO5RqYwNxfRt144CFpZQF2UV95CnsubOHzxxA+74v0fjCVbIN60sB//yjt6y5sbODeO4lype6lAOHbgrUX/gAbm3tcJ5zH9rh/IuvYq/1cIVBztXgfY/g5uZ9HzXAaERHfYH3bfv+fbnWwv7p7zrh/IWXLzP3yedoD3JkQ6LPd3CPXcCdWj8cI4EL//a/MHltCA6S8wL1zNnDZzEEGsCpzU3Mf/ws5cChav6756MfxlW4BKF1nNvY4PRvfRE7MohEohYbiMUmybM1kqKAUQqDKavXPXCXrCvkfA3acxBodG9MtDlgcWtCPpZEHUuwGiIX65AEJJ0JUS/Fjaa+BFsLZCNgYalkPu1ixo5iKDGlwBrpM2DOc23PjA0hnD9npD1Syoe/4xY5Rk99ON/xf99NTkTZxa2Dy0Kx1W3ye7rBdu8sfV58W/qi/D77+ioLPy4rKyv85b/8l/n4xz/Ot3zLt/xRL+frS4Q6zBDdSb7tzw8QgYJI+55aKSDNIS9xZZWqUhIRKgi1r+2UEvIMSoPLy8O+C5EER2O0BwklK3GFgcxU54C6da6yhKLEFRZwR+uJar5hEyosE0A3IA6g0gfkBWKSoudS9INAowadFq6egFSIzW0oDWJa4IRFLNRgrgXtJkQhwljUxhb0x7hpCRJELYK1paM5pimNuQ0aw7SCmG7CXBN3asXfs7xAjsbIwYi1cz3/uVoJzHdwq8seWWky9n3LgzGMpv7+NGuEi/PY1VUIgyM7ZjyhFnyGuJsiIoE4tYi7cM6DaOHP+eigi7ixCZv7PsiwvODnqXteaIqC2jdt88CeB3Bj/gHs0iIu8dl+ub+P6PWh10ePUh77sw3cmdOH9s/sbAuv3yB6+TJ2q+8fqW973wmdNBN5+TK8eg27M0KeX8E9dD9uYeFwnrnvhvntLcT1bRhpWOjg5ju4VhtX2XBkGcGTO6zvHbCe5VBPsE89ceKcDV56Bfa6MMmIpKA+18S+9+lb1rN85lPMv7JLeWDRNYH+s09hz58//HsItK7fQNzYht7IP/dzTa9L5VFF1JnNTcTuvgd1K43/3taWcO0WrubvtZimLFy47sFog8DbpI0acjSh+eABj2/3sN2+T7TMN2CxCZ02Lo7BWcR4CoPq2UgL/3x36tBq4pIYNU1RgyFxr/q7AFY60Kj7/WMdarEHkxSyap9EGpbmIIlBKTAGMZkSNvdwWQlSIhohrC76z1SU6GlGPJp6hptAV3tUERlDZ5TiigwKizP2iFick3oXbtLNQhwp19nvb+dNw0mP+mTJ2e3H3yw3nXUuK8n+6zo3ti7Ql1eqsvC3Xt7J+vZrlTdbX/+xc65/+qd/mn/2z/4ZW1tbPP300/zUT/0UH/jAB77K2Tz/ZezqJIGkGRyFnmYZJS246+NkH3yA6OFLiHPL2AdvRqOupNHAve8J5OWr2KeeuPNc73uSOP9D3NMPHymSm8TNzxE+3IaFNvZ9dyipDALse59GXdlB1CLcw/fd6lgDhAHigVOo4hp2lCPqAW5x/pZh4on70cEVbDf1kcI4wM0tHDrFLkmgKAke2PeH3ekl7EMn74VbW0P0BujFA2Qn9k7qbe6Xvf8+gvnnkCOLPlXDPXLhyNiYSRRh3/s0wcUtXFYiOjFuefHWMU8/edg7T6eNXVk+dFRdZw6ERFiLWmjj1tduvUeNBiwvIHd6vpftiftuu2a3tIR4aIo+GPuawrOrh4718bnsB9+H7LwML29Au46b75z4bG5pCddoIFe3EVmOffjBk9dZWPAAXlmOasSw0Dp0rE+MO3MKdX2fYDBA1OUtjjWAW16GZxQ6+xJcHSIbGre2dssYt7yMfOUi7PdAKezc/Mlns9WEC6eRK2N/z0+fuuVadmUF1X4ZGRvkmQ72mSdu/U4Bud4mPNgHQJ2Zxz7+6C1j3Noa+vElxKV9EAIxXz8J+CcF9uwZ1AfHqK0DsAbqCcy1/PdrDWKawmCEnoHO1GJoNaDZ8MouClDG4IoRKItqVcq6EUM9RiiFCiQ2ziA3lTIPfLWLtajCoqclGIsz5jY1qJWulAKhxK1KeqagZwr5MHzuDv/v7qWgjynjkwbBrZ67nRrkpQGLgzqxu/2581bIm0HF9U6mBvm5n/s5fvZnf5Y/9af+FOfPn+fjH/84P/ADP8D6+q0G/NezvLk6+7jcHi38sCzz6QdwUQRRjNPa77fpFLIMkRdQlN74DgJcHHl9JiTkuXdsi9yPAQ/iFIbeUZQaUZaQpYgsg6xAWOP7T6MI4sgDT4J3rvPcjzMWtMaFgZ9r5lwX5dEeFqJyygt/TknhHYE4xnWauFYbospxOfABTWcszjjvNDTruIU5XFLDWYscjb3zXpjDzeKiCNdoQRzhjEVaA6MJGOM/X7OBm184Cg7EESKOoFX3zuLCAlSOLADzc7jRCLmzC7IHjQS3tnKrDgSvO+abSIenAj2z5nXRMXHzc7j5OaR4AbTCtZondU4Q4E6fxp0+fdvv3y0sgNaIIIBFd1sdCeBOrSN6fU/NGWjsbRxrAHv+PNI6JNdhecHPf/NcK6u4lVVEr+vP/VbLO6MziSLs2TNw+rT32NStz66b7yCKwoOidlrY+++7/bofPI+eFsjaGDmXnHCsj3821+kgr171AY96covj59bWvM4fDBGDPqIscZ02rtU5HOuSBNdugbWg9NHvOxkyCBCBQjVGHhNoaQ63snTie3d5gdjf8058b+gd4lbTf8fNFs6UiOEQ0RrAZOr3Qavp95GWUFp/T7T2z6KUkES41WVc7D+TyAtEOIThBJEVh8Edt7Tg7T1j/V6dTGE09nssCv33U0Fvi9J428A6vw/u5PQe6ml57Odjv7tZqr74E4pqNre1t44/Lsfnu/lakymr/z2j7pIT7atvtbwZ+vad2oj8ZuvrN+xc/+AP/iA//MM//EeCbPoLv/ALfOITn+BnfuZn+OAHP8hP/uRP8p3f+Z289NJLLN90QL8e8ai5mshFJEqSHJ0dh5lrLe4cjDqc574V7AP333WMm5/zCv5u0mjgHr3vFmVzi1QZz3uJWGpBLcatrN5xjH3oAeTWPiIt/YHfvNXpsRfuR6YZUm77SL7Wh4414EuwFhcQ51YhibGnT59ULFDN3UAt1uDM0p0DEYBsB0CBWGph73IvxGoL9kf+M95OkQP2icdhMoYwOrlmwLXbOKW8E30HcZ02Ig6Qreiua7bnziIvXsGNcuzaXe73ww8h93pQT3D121w3ub2ynP3NNereUAs09vy52695YQHRjBH1EWo+vmNE0y0sIE4vIfspItR3HGcffAAxvw/T6W2DPvb++44i23dYt6gFiHaCu3Duto41AKsLqCtdf/iuLNxxPvfAOdQ49dmYVnLbMfbRRxCdTcTAR+5dq4Gb94Ejl+eIeh0RVb2HtRquWRlwee55qacZapRDkXn+z0YI9dg74JVSlkrh0gJwPiOk1eFhoUrDLTXcs8ZPKasaUukN7BPO9U0K2tpZqrr6d/XzccV8vOHzuMzmOh71vs1hJicZ9WyfuesliYtv+ftbJW8GWvg7VE8D8LGPfYyPfexj7O7u8m//7b/lZ3/2Z/kH/+Af8J3f+Z18/OMf53u+53vQ99IJb4J8PensmRw60LfNXvvn/rZOR3XWv57n5m5j3OsY83rnukUqykqotnQUVZnQzrH9q44c+MJSNZriGvWT45oNGI4RoxRnq9auMDg6x5XCrq0hRiPvVCjls5azs1cpnNbe2QmCw+D0LdJoeEcqyzx7xx30sV9T3dNfteu4lZU7DnOry5DnuNobL9V07TYuDH0g4q7jmojuABq31yMzsefOIgdDXKd913F3/dxQfS+3d4ZcrY5ojEHI2wapD8etrSG2d/1TvtK587XqNdzaCmJ79wgQ93bSauJaTdx44gNDN+sIpW4NBkQRdmnRB2aUgnoNu7Jyq24PA29/GuOd5DiuntFZ8CGo2EQaiPHIB7aiCMIQJyTClpBlXk8a6wMr9cSzrcwc/crjE7VuFSxTVZBp4cS63XiCGPQrwz7ABaEPSM320eGmtrc6voe6VB5rsj5W9363jPUsEj6b03FrSvxmOX6dm68FMBmzmPwBiaoh3y7n2r1Z7BzvzOz3m62v37Bm7/f7fPSjH+XcuXP80A/9ED/4gz/Iqdfh6L0Z8s//+T/nr//1v84P/dAPAfAzP/Mz/Jf/8l/41//6X/NjP/Zjb3xCIVAyIBYhzdATy/vfg8T3aAUVP93dxD7+6J0di+NyJ6fimNwpGnvieo8+cu9rAawv+/Kvu0kQwPl1xP4YJLjm7QEQ7OOPIo3x0cfgNps5im6baTwurlFHnF68a/YeQM4l3iE5s3bXce7+M4jiss88hne4/1Lc1Xm+69/wSlrU44o+4R6yuojY6x0acHeUtaXXde3brqfZhEDfOwDTaSJrPcRy+67rto8+jNzugjF3NyZvE60/Ifd6/ls1WJq/bdnd4VrOnEa+cM3/fPbMnddyah0xGCBu7N11T/nIPN5YPRZ1J0m8Ql9auvVNSYI9tY4sS8QkQ2Ylohn6yH+reRjFF0kMyRAxmvqsUBL6jEPsjVA3y4LJWRmM9IpeeIfazf6t1a2K9PAD4JVwaSqFXxkRvoHtZEYcTjZqi+oacFLx3yZzLSZjAl5k9cspNXkH4/ld+aplaWmJT3ziE3ziE5/gp37qp/i7f/fv8iu/8issLi7yN/7G3+DHfuzHqNXeuoqBryudDVWwaFYWfvQ8i3sAnP2xkSDwZ0jlBKDk7Z22IPBMFpmB1EEc4jqdE/vdzs8he31QQ8h8Vs4lN9kEs4z7neQeAeiZuPk5yNJ76ibXaSMmKcx17qo33MIC5MWddfu95ObPebtrzM0j9ru3Vr7dLEr5rOzcrZV9b5rUa7hJHdfu3DazfVzc+irCOtyZu+9j15nz9/B1Xv8NSZJgV1YQQYhbXLhz4EUK3PopxHgCUVjZMDd9p/Uabnb9CiMAfOabvDiae5ZJP67TpMDNzyF29yAs/DXm5269h8ev8XbJ8WDKPb7TNySNBiuLQxqXmohM+TPxnZoS/mMmb5a+fsPa6D/9p//E9evX+ZEf+RF+4Rd+gfPnz/Nd3/Vd/Pt//+8pite5ib8KyfPcI9Z99KOHv5NS8tGPfpRPfepTt31PlmUMBoMTr5tFIFH4PaCkQ0kPSOLRQT2ASSDvEWV6PY71H4H4aPO9jWUXxyfRlO4ksx6Xr1aU9M7HPccp0AIX3yXaClCrV87JWxwJE+Iounk3iavs5T3ERdFXfx+Ven3GhqqyqPE9xgZVL+E9OGO/ZlHSPz93kzg+4ra419gk9vf69dzHWfnX616r8s5xoHzJt5RH0XutfVR9lskJtB83+1sQ+L/V6tCo4+qNo1ej4UsuGw0fFKjXqih9cGhQn3iFVaaoXvPGbaNR9bwdm+/466ZrcbtXvXbLyzUaUIsJlDlqo3gbxL1Jr3e6bG9v80//6T/lscce48d+7Mf4i3/xL/LJT36S/+V/+V/4xV/8RT72sY+9pdf/46KzX4++Pil3c6zfmdmRNyRKecda3+UMtw5KPMqwED6IeFzC6EgXzOStPOtfj54MdPW5XsfYt7qyIwj8fQvvYWuAH/NG9MhXI0q/Pv0eeVvjrkGRmejgrbORtPbf573WIatKLanubS8fv8dqFoSWPqkQBnfW+VodG//HruP1DYuOLeptPue+EXT2m6Wvv6pTdubZf/GLX+Qzn/kMDzzwAN///d/P+vo6f+fv/B1eeeWVr2bau8re3h7GGFZuKiNaWVlha+v26Lb/5J/8E9rt9uHrzJk7Z8PelXflXXlX3pW3T1xVZva1vt6p8ou/+It893d/N2fOnOHnf/7n+Zt/829y/fp1fu7nfo6PfOQjfP/3fz+/9Eu/xG//9m+/5Wv546Cz39XX78q78q68K+9ceVdfv359/TWFMDc3N/nN3/xNfvM3fxOlFH/mz/wZnnvuOR577DF+4id+4muZ+k2RH//xH6ff7x++rl27dssYh8VQ8VVagbHCw/E7DmH5C3uP2/QWRv+/FhFZBkV273Fpegw86S5xpWnq+7K+WjEW0nuvB2OgdIg0v/u4ybgqmX2LY2HOeTCNe0nqUWbvJR7c5qu8j8a8vjIvUwHYpPcYWxQe8OZePUBfqxh72Ed4R0lT39Nv3L3HTlN/r1/PfSyKN4bEYUwFeGTAWpy1/jrGnAQoKipQpOLY3wrfd8hkDKOxR6WfvUYjxND/n8EQxhPfT5YX1Vw3vfLC/308gdHIv8YTP89svuOvm67F7V7jyS0vMRrBJKUwCvM2lpY5fGX71/J6J0fBf+iHfoj19XV+7/d+jy984Qv86I/+KJ1O58SY9fV1/v7f//tv25reyTr79ejrk3J0ZrlbeiTeyU/G6xRjKrClu5zhUoCues+dA3OTnsqzI10wk7fyrH89erIoq8/1Osa+njFfixSFv2/5PWwN8GPeagRFU74+/Z55W0Nkr8OeKou3zkaq0PC51zpshRNizb3t5eP32FS6t7RQlF4v30nnl+bY+K9/aqoyldy9me/Nl69VX7+Tdfabra/fcO1EURT85//8n/k3/+bf8Bu/8Rs89dRT/O2//bf5q3/1rx4Slv/H//gf+fjHP87f+Tt/541Of0dZXFxEKcX29vaJ329vb7O6ensAqSiKiO5WruIcxhakImeYR0RSHAM0ExWgmbhnJZB8/gUPaHavvqTB8J5912Jj45591/KFFz2g2b16uG/sIO4BaEZRwOUbuNwgLIjh4JDW6MQ1n38Bbux5x+d2JbtZhrz42hGg2W1Km8RoDBt7SPHlu6Omd6fYYYG8tgl3QPoEEK9dww2mHkzqTr1Z1t0R0AzwDsddvjfR78M4xXWndxxzKFt7uFF+zznZ3IVm7d7jbree4RCxf4DYP/CAZnfqK+sNsZMSsdO/63zyhZeweyPPT3q36+57QLM7Ppt3AzQDGExgmiMa9Tv2XctrG5hBhnOgr147Qa12Yi3Xb8ClTdy0RHSGd17z5k2AZotVj3Wee2f0oHd7QLPdPdjew+2PsUODFDmiMfWoqs75IMpgBIPpEaBZaWCagxz5a98D0Ey8DYBm4nUCmjHJKF44YGu6xsS+DmPtXXldsrm5ec/erCRJ+Ef/6B+9pev446Kz76mvZ+IcYHBOIcTtHOw/5r3XFaCZmI49YvgM5fsEoFk1TgpkpHDCQJojej1cdNTmJQ+6nsZoRsStFGI6PYkLkmW3Apod1yvGeDDLuwGaAeKg6ymwlLpr37Xo9f2auj1YX7uj3hD7+x7QrNV+4/3A4Nd87F7c9hrdA48y7XZvYcs4IcZ4YLAwvDf+yFcr4wliPEZMph7Q7C4tT+LGFuz2EVLcdT2i10V0e74P+XVcn/gNtKxNp8jtbegNEJPJ7QHNwFPZ3bjukbpLg4iGR21Vx659J0AzMRp7591YP8dkjFs/dYJVQ/R6fv1VQFqAxx84/lm+zgDNtveajArjgQrf7bf+muXN1tdv2LleW1vDWsv3fd/38fu///s888wzt4z5yEc+covH/7VKGIa8733v45Of/ORhzbu1lk9+8pP86I/+6Fc1p8NhXUkmMqamzrSsNuIMg4h7U3EBuEvbSOtuy0k4E3HQRVy+etcxjEaIFy75g+VuoCBXtpCjKfb977n7unYHiFqG2N66o4MtX76I605wZRXxGw7hJudavvoaXNk6pOISZXnSmbUOsbcPV7ZAKeQ09VRcxw9PY2A4wuxNkOU2MonviL5t+wVm5FC7A8TOzh3vhdsaeCquSYrodW87Tn75ef/DTVRc4B1nsbMLWX57Ki4qQyAtsIMM9crFO65ZXrmK3fNUXHJz687jXnoZDrzDJ8ajW8HPZgory2+l0JpOvaLpDSErkdPsts+T2N+HYYobWwzpHU1Nsb8PG7vYfoFs3PlwPk7F5W6m4gLka5e80ptRcd1sCE2nuEmBy1JkdMU7srdTwlv7mGGldLb34eHbO+zi4hXMjqfUUIPbBz3kCy/CMSouYa3v9zpGxcVu189XixHHqbi6PeiOMP2ccuzQgUGMckRcZdPHKfTH2OERFVe1Mq9AC4s9pOLiHUbFdetpZqeG8Q1NN9dMxd2DMW+mOMQJvu6vao53YJnZv/t3/46Pfexjh4p6Y2OD9fV1ZPWcTCYT/sW/+Bf8vb/3996W9Xw96eyZOOcqDJ9bn/2Zwy0vX37bqLh4q6i4pmm1Fp8dPE7FdZidC6R3nvPC64ekh0tq/iwajmCa++qbmeTFkSNlLHJz8wQVF82GR/GuqLh8ZcwY0vT2VFzgbZdeD0ZTBAf+Pt0JOXs4hlGFhr69fceArdja8d+P1m8YiEr0+4j+ANydqbj8uKGnqsrunk2VV67C/gDRbNzTmb0tFddMZs7WbRxYMRn77yEvkMbckYpLbG7Cdg97MEbezUkbTzwX+mgKt8ep9XIXKi6gqnw4ScVFlvkg9H7Xc2mPpkhrcbY8+b3PqLgOel5vWhDh2Nu4zRbMqLj6t1JxiYqKi0nFT11RcYks8+8/TsU1HFZc2MUhSKjY378rFZc4RsVFRcXFHyMqrr1pzNSUWPc1VJO+AXkz9HU10TtK3ip9/Yad65/4iZ/gL/2lv0Qc3xlwqNPpcOnSpTc69T3lE5/4BD/4gz/Is88+ywc+8AF+8id/kvF4fIhE+sbFYp0hFWOmZYdhdTOFOKLikkLcFQtCvnKR9KUJwWAD1azf3qkajRCf+zJ2a4DU6o5ZW/m550g/f0CcP4/7cOO20Vpx0CV/qY9qDlGS23NdFwXyua9Q3pgi6hkquQRBdKvzmBe4i9cx+z5b5cYFYu/gFmXnvvwaZmOCcw41ByItEN19TyUlpC9D3d2juDjAGdC9CbIssU8/ebTuzU046FPulbA3Ipi8ghxPsI89eiKjLF+7RHbgKKYSeX1C8OKr/hA97oxlGfL5F8mvpwgFopYidvZOOtdZhnzxZcwXriIbIeKUdzLt/BxEkV/zfhdu7GIuH6AubSEeOn3SoR2NYGcf251Sdi3yy5eQ1t7i9IrdXXj5CuVW5m2jq1uIpYWTSmY0Qj7/Eva1HVxmUIFEHPRwSf3ws4ndXcSrV3BX93G5QSKw588eBgTE/j70Brj9EbabwvU+amHuFuNBXLuO2R1TDARyYolfevnWNe/sIJ57ifLykHLg0KZEbW6eiN6LnR3Ei69ir/VwhUHOxYi1A382zoyr0Qhe3cBu+wyy3NjG/ulvOXEtub1N2c+wA4uc7KGzL+Aeu3BLBtve6JP3JDhQ1/qo51/APvPUyXVvblI+v0s5cKgayIMxot8/qrawDrmxgfnMRezIIBKJWswRxiKy3Gd7RikMppTXfZZZ1hVyfgTtmo9k98aYnTHlviUfS4S0yFrlXBuD606wvRQ3Mt7I1wLpHK60uNRixo5iKDGlwBpZJZ4Fzh45ukJ450BIixDupt9xixy3oWbzHf/3bd5xdM+OYxmJWxV6WSi2uk32ckEqJreb7C2RWVn41yJvcTPDVyXf933fx+bm5iHV1GOPPcYXvvAF7r/f0zUOh0N+/Md//G1zrr++dPZxub1ReRiD+uJFRKAg0ghZgXqlvg3GlcZTWCmJCJWv3NHSG7R5CaXB5aV3Wq1DJBXwo5YIrbyhn5W4wkA2OwcUIlSH47xzaqAocYUviBSBQkTaUyPNnOu8cpK18gCUM12XF95hmKbQHyHGE8R46hlApILMlzILJUH5slmGY1+xEo0RxvpA7DSD0h0m9EWWwWgAE+Ud+KubMKwy5LUQMeepHpHqyGEfjGCn5z9jaxPmO54qy1iYjBHDEQzG3pGbpIhphlgcYVdXT1aMjSdwMMT2UsS0QISbtyQTxEEXcWMTNvehESO09nRcM3uoKBDb24i9A//v+Tns0uKhThL7+z4o3uvDKEX2+rgzp2+xf8T1G7DTxVZVaeL6jdtWVcnLl+HSBnZnhKztIzrtWxxssb2FuL7tneOFzq0Z9yxDbu/A3oH/3urJLXagOOhBfwSTDLpDZG9w++D5K5cpN/qUBxZ9UKAvX76Fdk5cv4G4se0dX4/WewKFG6rKrt19GE78c6pVxfNsffUCIKYpYuP6UWVavYZr1BCjCewe4LZ7PukSKeQ4Q4zGiE7Xg+Q6ixhPqyqvsd97hfHBZfDJgmnqKzp71d8FvkqgUff7xzofjJmkkFX7JNII8IwdSnlneDKFwQSXVQ54WSKi0O+povR7YFQ56YGu9mj13lHq93FhccYHx2eHyM2xi1sC1ceD4nD3DPbhz8d+/3ozzjc5IS4r2crWGYse7m1yruHN0bfvMN/6LdPXb9i5/v7v//43+pY3Tf7KX/kr7O7u8g//4T9ka2uLZ555hl/7tV+7BTDldYtzlGZCz15HSEk39eE9iURU+WpZ/X/nE7/Bwvkp+lwdUYuweyOySzlbN1p86eA09a9YTn/6BuuLL1A7C2oxxvYzsuuGna0m14YNSrfMqf+xz/rqL1O7XyJPz8Eopbw+ovtqwKt7c1wcn2X1+ZIHf+3TrJ4fEt5f83zV/QnltSH9SwGfv7GOBTr/v5Tl2n+jVU8pS8k0D0hLTWk8cEDpFgmVofG5KY1f/jRxvaTIFFmmyQuFVpb2/BShHLaQmGsZwYuXqF3bg1Djhin55SmvvDJPrDTLC0NquoCtPu7KH/gDteURnu3ehOefW2QvC+l8ueSBL16ls9PzVCF7Y4qdnGIoGPVjupOE4VcC+K9j5qLf4+yDfWQisFPHZFfzyvYypRU0tws6r4xo/9ffJmxZyolgMgwYTWOmhSb6/7P3X7G2pdd9L/j7wkwr7rxPqhPqVGKxShRJUaSoRNmypHtttxvSfehGo9tG+8ENSzJkG/3QfrHRL26j0TDQgOTGvdctXbSv7Gtfy0myLclKFCnGosiqYoUT6uQd194rz/iFfvjm3uecYhApBsliDWBhpzXnmnut+X1j/Mf4j//QAxJlSe41dN+4Tmf/GCKFP1xQvF5w484ac7PBU2sT1q/uoHbHCCnC5hkpfGNpHhT8wefOUjnBE519rlx6nfRdHUQWYR7Mye/BfJpSm5Tihkb9xg5ZfIdetyZbN3gD1Vwxn6VMyjUQsHV3wfDzHyXajkAJ5l+07B4NmJQxkVrhqTNHJHtT5JtT1PAGaqsLicbcmLD3xYw3Jms0TvDnD18jfvZ+GGNV1JjbE6g9ZuGZHSbsTPvw8XtcWPkiK1ca1HYGEqYvVRwe91g0EQI489/fIs2uEaUOhMdWkukkC/eKXwEgkpYn6k8TXewgVlL8oubOfxHcnvWwfoMnujkXzk9Jy1dDsBmpEHAqweT3F1zfW2e/jFmPGz6495+QF1ZAgD+YU98rmO7EFGVM3kSUn5ZoeZPL514iWXcILbBLz90bQyZ1gnWC3m7D5iu7rPzWLbyDeiaZTTMmZQKs0o0NaWRQdy3DW7+LWg3ezRw69h/0eXV8hvXIcGllztr5Bfoop95zVAtNXSvqWnOQb+ARdKOGtW5Of21GNBTUE8/xQYf9ZQ/v4cxswUaTo0uD0JLqvqGYxdR1jNaGrGvQ3YbZfsLBvMukjhlVmvpEv8EFh2L9447lJIEnHvme9utj+PpRv/q2YjZ8422A1sO4hpvzkmN/99vm/IKg2Td+jq/H/uE//If8yq/8Cm+88QZZlvHhD3+Yf/SP/hHPPvvs6XPKsuTv/t2/y7/4F/+Cqqr48R//cX7hF37ha/Yzb6+mfrnq6rfT/kz57BPz9vHP/stkwD/6bwYo4dF4hAijNY2LsSTYVlxHCo8SHoUP61B4jE9wXrTrNZw3kg5FmB4iAOs1zkcYLzHtc5UAKcK0EdW+pvcRngiHQOJJlCNVlizKSSMTZEiaCK0cWdzQG1Z039uDXhr0HhYldlRgDh0yA70eITd7MMgCKC+bAAi8xx/lsKgQD47AhWSfm1enoEpECmSF2D0MgLxu8OOc5edzykUIBdPeknTzGH35OGxEjcMtKty44fB6xrISCLGgm4wZrL+GayRNpRDSkfYt0VkdXnfmMPlt8ILknEAOU0Sq8caSv7pkfpzSNJIsG9Hd2CE+F+NKgxk5lscxVaUZrJak2x61PUE+2Ie1ISxy/P1j8tdKdvcGKOnZPnOb9JJCDJJwvbMqtPs0nubQceuOQctjNleW9C8Z1NkuVIb6XsnyMKIsI6T09N58CRV/BqEACa4G10hMIzC1wlhF+uo+3bM76Ce6iF4CecPRxyr2Jz0csNEt2HrvMcQq+MlYIwYp1Ibm5ozDtzocLDukuuDZH/l1xBNrAUSO5zQ3pngL3oBZCsrlHPvLu3QHNckWyH5IUhz8oeDm0SYHVYQU8IGb1xisfwGVchqP5MuEODZ0hjXRukSt58j5J0PSaFFiH+TsvN6ltopUGzqdmrTfkF4aIdcyxCAwH/zRgqNPGooiIk0a+mdq4qe6uFnF8rrjzt4Kk6bP2U7O2mBBnE1Q8V04mTDZOrKT6ZEqAdkbIwcJRAp7lNMcOsqZwllJnFo6z5ancSWNwx4u8YXH1R53kocaTJBdhUg1CIE3FrNTYVsim0xAb4RpA76wmKmnXkicE8Qdi+6E6ymONPePBpQmpXLyVGfJ0/qnk+3my/BXxSOeUj6yBT3G5v4yWPvtPu+Ujf51uAnjBZ8eefa4iXXFt81nf6slB/4k7Fvlr/+r06v/mZ/5mW+YUvaoeV9TmRkzvUsllwCnwFo8Mpz9N+49zfahYe0LhkRacrPKuNEcVIp7S08kNTcXfdYnPVbuWLrKktsVpo3iqBYcV2GvuLUcsD3vsnGnYRg3lDZhUvfYKyPu57CbN6zEmjv5KufGAzZfaxjEJbXVTJptRpXmxlxiPGihyXRKLGEn9zTOsRIrzmTQ045pI1ECViJHT9v2WiSFhWEET3Ur3nshx1sY7XXYWXSxCF4sD4i7jmIa8eBojVvLDhc7LSVWCdy04dYXBkTasX12RnxG4gvPfhlza6HpRRotV3j3myPsAvYf9DnIVxDAuf4CYwX7ZcxeKfGkvFikrCQ1CBiXMa/NEwSwmUSsNTHdvMPiXqCtTpuwWw8jx6VOwcimLCaazsjyvnQf1ZNU+54b99b57LhDV8F2ljBclrBTkO8JJpMOG9tL4g2wS7iTR9xfenbLHsYJrppjpM7ZeTDg/rJLbQUrsaFyknGtWVqJEp5zuw1dHXb7pdEc15q5kZwtU57Il6zsFVgn+eTuFruFRAi41LVcqhTzecKkSNHKc3Z9Ru8pWN4T3JwN+PxYYz18cD9iOFzAYU5x27GzN2C1l5OkhrpRjOuYV6aaC4uM52ZLzqzOiWLLaw82uV/GNE4w0I7CKCyC0koKK2mcINOOrnLE0lI6xaxRFK9rLh5PSFZymrnkkwcXuLOE9QSGUUxTStwbDUejLh5YX12QPQGLRcq9POH1KQyThBevG9JyBKVncjvizngLLRyZNiyaiAdFzFEtub3ocCatGcQ1As+NeY/9SmF9eL1xldCfNUybiMNKM6nDunxhUKGVZ9loDsuU/tiw1cnRyjFaZtxYdHhrIXh2IDhjFK4GM3a8enOL41ojgVh5jiuNAQZaUxmFc5JeXTGfZtyb9bm+SIgVaOnozSs6mUUox2KcMFlm1E7SjQxaF6jY8dbRCreLhHEFR5WncR7rHNZ7LGBbz+Qec8qiZcqEr5IWbIuT5N5XtscT4G2m/Wvc9x71+RZYmoZd9YCynHyNZ/iv037v936Pn/7pn+YDH/gAxhj+3t/7e/zYj/0Yr732Gt1uF4C//bf/Nr/2a7/Gv/pX/4rhcMjP/MzP8JM/+ZN8/OMf/xO++v867Zvus4Fw1z6yOr5MQPSpo+i0y+JE7sC1CZ0v6dR4JKFl2r/7R5JhYTQnpy1jp+fxjyfNBCcg+8usXQGJhExDT3vOpg21k0xqhRSennacXZQ8c36CaimjblJhRo7jvQ5xZOgVNZGZIcsm9NsWDb4w+MYHGvuC0IpSe5zx+AaEApkISFuGjGx1KIoGOyo5POwzrWIEMCwrVpucrp/jfTjeFlAtFXenPUZ1RG0lPW3Znnc4rmOOa00sPZd7Oc+tT/CVozyWHI17jMuE1b2K1eGSbC1HJjA57HBtPGTSKDLluDQt2BwtWeRdDvOMozqEpe+yM1ZMTrLIUfsFanOBLw3VnZp7O6u8Mu2RSo+xgrN2joqWLMYx48WArdUF6dBSLRVfnHWZ1oKNaY/nxkvO3p/hneD+0Rq7eYpFsB43rBQxuYmYG83SSGIJfW3oaIMUnmkdkR9pzh/nnD2YEQ+W1DPJ7987x34pWUs87wLWRgXlseN40kUA6xsT0jMw34m4PhlyYxGRKbh0Y0xSH+KNY3nTc/dgjY1uQW9Q0VSKw1mX1yY9uvuW8w9KzgwWZP2GyXLIii5Zd8fMbcb9aZ9BkWCcZNx+HpH0nEtLzro5PWp8UyAOSlzlKY4U+0dDPncckhObsWGjrMjmhrVFQWdjRrRdgBLYw5rrB9tMjGY1aniSCetbFc2B4cHBKgeLEA81LrS3JUuL9RLnBUo4ktigdWBnNY1CSkeSGpJhgcoE5aFgMu4wK1McMIhrkqMFvgrVWJ87qhE4I7BGYa3EOYinlrjToLIGEYV7fnkQEiXWQRxZemUFXlAXknyZsKhiBJ5+UZMVNd7D67vrvD5PKFoii3EP17P3/hRMPrq7nEy9e2RZh33kBFy3f3zUxz76/LdvVY+f++FPXw3IOg+37T5Fc9wu+HfsT5v9Vweuvxm2t7eHkook2WKYbnDGP8+FaMh2JlGyZdG0qyE4T4/zMy6sz7hy7pjO+0KF201Lmv2a26+tMC0TKitxy5DP2q8jjmrJUS2orGcQw09dPuDMdxfo95yDyxfwnQ5iZxf/8m32f9/xO+Oz/Pxb/zM/0PnveOZCwgfWd1j/SIL/yR8LNDII9OLf+xTmjRGTa5rbh6vs5AnHvs8wUTzVd7xv85hUF3QHx5ip4P7kAseuy8cPBZ+pfpsr6nv4S2eGvOv8iOjv/G+Q9+9z4eJZLmARO3u8+g9qEuW4Oe/y0rFkNRE8OzD0npHIDz0L9/e4+n/5XsAj37yFf/UevmuZGcUXJjmlqKjcKs9MBJNRxqWPFFx671lA4j49Ye32MfUNxY15xu8sX+e1yVVeWO1zuWPw1vG/e/JlcI7j2SZLOWBcxfzqfclnm48hhOIH0g/zA5uO5144Ir6cwOV18BGz/1WgS8fO7pDPjjv8+/Hr/OTauxh2C9LnBxAp+v+H5+itDBH7I8Qbd1GHc5qX4GPl50jrAc4/TaYNm2sLnvz+OVefSUP1/eaEvU9FfO5wjVePLZ+of5/vT36IF9cinukVnO8ueHfvgN7FivlOh8Nym4NZj3t5yv+w/wqVW/Djve/nXFqy8SMpXNnm3LuuAgL56nXc5+9QlZJ7ecTH8jcA+Ot2BdmLIdH0/o9P8NSTl5C37sJb+3TvTcg/lfOP7r6Onnf4c8sXeX+VcLG35MULO3zwXKD3lvsZb+1s8dqsy+ePHZ9pPoH3lr959gd5ejDn7Nk5UXdB9NQA89aMw1sbOFdz/3DI/3J0ncIe81eiD7LZKei/SyF+5D10zm0AHjGeIz7xCt23Ckon+Ez1BqZq+EtHFzg3nOMq2PhBWP+uNcStHcy1OWbsad7c5rVpzD8/+gQfjD/Ed60mXOpUvLhyxEf6eyAc0+k698pNvjDp8Mq44TPVb5DpFX4w+15+8uljBpcNwle88ETG8mPHfG73GWLleXWW8vGjCeuqxwsrgmGvJLkYIRLJB56f4XfHHLyU8vvHF3l9AktjWU00T/YV1gsux4baKC5EI961dcR83uVWdR6lPK4MCp23joccVDHWw5mkoZPUrH7/Kt/7f30PH3rpc/g3HjD6A8vRrMthkXJYnSQTYFo7FsZQOEODQSKIhCaTmkwqVlNJIiFRgkR5ojYgV8I/5q1PKmsta5XSiSCUerpfPfzb26vl8DD4FyI8z9QeW8aMbc5kufvYfun+qN6wP6Z5xJetCHy95/h67D//5//82M+/9Eu/xNbWFi+99BI/9EM/xHQ65Z/+03/KL//yL/Pn/tyfA+AXf/EXede73sUnP/lJPvShD31D1/uOff22t7d32v8mCFRMKU8o7o/2rj4eZK725o9Ukx+C3hN7O/g9WU+5DWyTE/iuBKzFnkw5EumIpMN4QWUlhZMsjKAwgrlpE2ISUulZiz0d5ciUo6MNmbIMkoosMXQHlt8fPc1rU8lOXrKRJKylmlvLHhduT+g0OQhBPXIc7vX53GiFVDmemBacm8zpbizwNlQpTaNQyhGlFlNLyiJiUcZURtONG3qdiiQzSO1x1uCtQUgwjWCxyPjs0ZD9UqCA7TTj3KJDtOfZKWIKK4ilZzMx3FzEXJtaHpgJ67LHXzof872Xb9P5iS38s0+FqvlhD3/zALfbcGfe5dPHEdalvHetzwvzCRvnlqxs5nzkxxysdeDBMYsvwCv3tnlzkfDquGHHj7isNlmLO9xb9Di8qVkYyftWF5xbnzGeDXh12uN390o204TVOOOsnyOkZ/MnEtZ/5HuR127B/pT47jHHrwt+bfoqDsuPLt/D9zcRl9cmPPfeA1642gchsXeW7L/S4c6yy6dGij8oP88HkvfwwfWI9/QXrG0viddK5FNr2DfHTO/2MUeKW4cr/H/3X8Ph+SsrLzKIa+IPnCF66gK9M0FAU97ZwX3yDZpGcGcZ8Z8mt0h9hx89TkiesIhIMfjvzvD8e55H3rwN13dx05LykxX/fr9hJO7xg9l7+IE65sX0gGf+5hruxSvI114DYPHff5Fcn+Uzext84hA+Wf8BP9H7AaLVhG7ekJcJezcydoqESHomjeTG3PGp6iU+lLyP968pMqVD0sgJrr+5xrnDOZ2Vmtko4bf2Y/bKihdWUlaTDpvPD0guVzzzd9/DM+2aE//sPzJ+tcfOcZ87ecZ+qego2EwMq3GDFJ5PHXUoDKwk8HSv5nxvyf4y40GRcFQLlIDzmSG7U6O1Z7pIub/oMm0Uw8iSSodxgspLJNDRln5U04lCv/yr4xXu5YqlgUEE75/mCDxzEzGqQmGmrz1ny5pzzZKtCzO+7y82fPd/eJPFUcxskbKoYw7KlNyEtV3a4FtnjWiT5Q+TbyeJNCVCF0hHQySCBEIkPJGERHk0YQ8KLLWH3tgTfHZDqJZbD40Pvr2yYf8Je5J4jOUlW59dHzuO3Ixpfoh3Fb4997fKX59c85+Gc/zXYN+R4Hp/fw+BpNfpolOFxJP1c1YcaHniiMMtEOicgbLc7+2TrNfw7FMQR8j5kuT+AU/s3qa/lzKrUvI6Ijea2aLDUSk5DAwltnue7Qs76Pc/i/vQe4OgCeDPrCJFzfqNz7H+esy9+zcoVgtWhguG24eI93wInwC0oyJ6Me4v/iD66WtsfPJVOp9+k+HNId3BVQZ9zVanYHVjRnltj+i8InnPBs9Wh7z5G561ZJ3nzId5tt/hmcGC/nMhk+AubgOhMu3PrfPM1m+waC7wxUmf3aJkI8noxDVyq497+io8ffb0etyzF5BKImYFGkspKg64zbxZJV6Dc395Hfeett+3rpGf/yLpu1c4s7dka56xNb9AQYP3MX3dcKF6naSXI2LJ+ScesPtFR9LtI0WfRPYZirOsp4LttCR+MoHntvHra/i1dQZfvIZzfeSOp7ZgfElfe7rDBp56CvfsecK22OC3h6CvIA4mDOOcoThL7o9bfSrPyo8NcT/8XrwxiN0d5GqHjZ1bbM97rCQpQ3cBKaGjHFu9nG59h8GHU8i6rH54lfjf3mXhtniQpxhXsi6vsJnCVj+Hqxdxz14AglNwL1xGzubErx21ff4a5TVp1yCeuYQ/u4LbXgMa3JWzCAWqm7L++iFr8hLH7g6V9UhgpTOj9396Enb34XBCZ6NhazLhXp6RKElmh0g064nhzPacSI2JPnAWkgT5lz/C2V/+T9SHMRxC43NW5HlWY1hdWSJfuIQ7Nzz97P1qiv9vf5jkD/8DmfT0WGXCHlo4ossdROZxP/Hh9rk9NK+hDh2bd0s20gRVxOCDQ9pKCy58+Ag/bXDzmu0nDkhv1NxcXEUKQT8+xxl3ie1MMHjaImWNfO85WBZ0/88v8IH/8VO8Of4uSgszNeZKNGSoa7KVBnn1LBztwtYqYnrE1ncd8V0fj3jJbHFkCrToUBhFbSXZoEGZBf2nxtjDipU/l3L+3qtYsYkzAmdg1miO69AwMoxCNt1Plsjf/G38i1cQiWft4GWymwdkyx666OGLlNvjmKZ0LCrDxFTkokB4SZeUroowWtPrShIdtGMi5Umkp6scWj7umBsnsD48Gg/WSmipd67tybYn3+Mfc8wCgRfBeau2CldXnuW84sBNOJo/Dq6/VV1Snm+cZvaNHj+dTgFYW1sD4KWXXqJpGn70R3/09DnPPfccFy9e5BOf+MTXDK5//dd/nWGrA3Ai4vXqq68CMJlMvrGL/g6z/f09TtJCAVwrpOwgvpw4wSOm1manvlwJTyTDIySVwo1zcgZ7On5TUjYS71rxHhGo4J20oactmQ7MNesFudHIJsI0itooTNWuUAFWQ5rV9CPDMK7pxQ2dtCb1DflxzK9eu0hxRjKvLdPDnKSccGngeOKMRiceLDjjqHPFtIx5UAp6WtHRCSt5RTSzTKcpo7xD4yT9qGFzuKRpFJMiZVzG5Fax4SSChwKIyzJhXkfE0hEpx7LRHJSCvaVFSYGWkkxpqkoQe8cVlVOqhNIqHFBYx66/RuMvE/sBSXqI/9w0qJS/8Ax+c4A4nKKjGo9gVlsmTcPVJsF6iepA+peexa12ka+9CZdX6a0VZL9sKQ3s+CPu1S9xLvkx1tISvOe7VndI12vmh32SXky0sCgCA8i4QPtPtzz6mQT3578XsLjnLiKyPWQvZfXXPAM2OXC3qF24kza+u8H/7/8CfncHMV+gLq6zfnSb4bxHpjWRyMiUZCWqWDubE3enyB98F35jA/Hnt1j9n/4j9ShBjjy1W7ImLzGMPMNhgX/mBfxWl9MY6dImcm9E8oX90PbvFxgq4niAfHITzvRwVy8CDe7qecRKD3n/mP4bt4n8kFHxJnP1AnU7Eta9+BTyjS/CnR3IK3rvU5R/WOG9wDiHtSU9DYPI0E0aijpC41g2nqWT1A7GVU1XrrGVCp4ZzBnIKdsfmMKPfZD1V25QvVwhM4k/FIyqhnviNlfNcwD4c2fwZzeAKogD3r+PeOE80ct3cX7AvFHsF55+LOhpySqQKsuPruyg64JSdjlkDWMl4yZivxQclJ5Mh3u8qiKaxnNv3uPWMqK0sIwlm4nFOFgYReOhryW1FdRWoqVnbiTnREGqGiqdMjcB3oxrzaiWjCtoEkFHK3p1THQ/Ifn5l1l5n0QxIfOCvolwxZBZHaMaDUaGanklaaygdp6mTWJLQiu7FoJEgY88UvpTvx1LR1/bFlO4xwC2R7QJcElpJY2TNF7QOEHlBKat0PsWWFv3KEU9APz5QcGBmzJeHuBcgfePPuNbY38WaeHwrfHX35Hg+lGzvqH0llnjGVWSSJ5kuEUQwCLcUPuFoKe3+O7fHnNl8RIylfjaY8aOu2+tcLDscFgFSs64Frw+deyVBbmvWFMdtEg4eC1lO7uOni7g0rkg9HF3F/u5u+x8ocudPGG9926W1nBzmfLs57pcHL4E588/puAtr12DN29hd+Y0i7DhvnvjmGQYESUWc5zjDDQ7FWq5B8bzxHpB72idq70OTw8sFzamyCfW2wX7+IzH+G/+MPE/eY3KCQ7lIZG6SBzZIAKB4e2L1z11EfnqW0hhEF4wMzssmu8GD+6ZS4h7dxHjaRDF2OrBUUOSOFYjy7mky1FdYxwUs4bhxoL5dYVUDpWUDNNdDl2frpY80TzDikpYiSBWDuYTeHWOGHYRG6v4v/BB+E9fwDmBA7pinVh6EB7KJW+XY/DrA8RoRkc5Nv0ahy3gaJzCP30Oef16ECCZzIPSZWXJlGE1gUv5RTpaooTFlIaks6T+whLZlcjuiOxiRH7XhT4seZmzYp1h5IgiC9SI0WFQdO12w/vZBOcogZ5bQXsNtPS97bWHF20MaA/WoiPLObGFk669lwlCNR//wuk4M1976vEZIunpR4InyqtEQtJRNvQh+gX+lbuILELWDTx/Dn77AOMlPdbZ9hv0tENF/st+9lAjRPg8hm6AkQ3OC4SWuB/57iBaMh4jbt2FpsQvLbHSrMSeC/5ZEiWRwkOeU/3hIbYAVwmQDXHXgbhKVysuV0+zmSasxyfUxgpevolf1vjyBtGGZ3bHUBiwGIaJINMWoQFTw+Uz+N9/herakuW+JqmOKOw6S7mkchm1g8aHtdRZnZC/VlLOIlY7h6gffg5eG0MR46xkbhSzMAWH3Aoqo3FHC/zxCHn9Pm7ZcPwFxWiyyt6yw16ZsF8p9gvHQVkz8jPGasTSjbCiIRVDen6dQTWktH26kSTTklQJYhmCgZNk38N9ixZcQ+M85ckoUOfbvzlq61t66+PgGgJ1LVTlBNZ75sZwIA+o6tnbt8hvqX3jWexw/Gz2+HV/LWOdnHP83M/9HN///d/PCy8EcaG9vT3iOP4S5ezt7W329va+5qv6q3/1rz7289/4G3/j8av+aiqZ79jXYPaP7FF8bRpacU5GaioRKkkn+gaPQnPTVq1rJ5g3ntqFdaOEIFaCwyqhq0NFOpL+lC2yNIJ5I0L8UIZrUkKQacG4ThhEMX2d0teOVDmU8BzXmttW0m1gPiu5+WCPieyyEcV8RN9D+RTv+7gaqjJi2sTs5ZaVWLGZSCqrsEZyczrk2kRRNHBxGDPMKspGM60iDqqIpZXE0pNpg6wdjdXcmXe5m0cMI8e5rMY6wbyBw6ZAo+hHGZuJ4KIf88zwNdJzgubIc3/6NIfqDJEU1GbJkbiPWT7JnY9lbGwv6U7vo2oDzz8D9pFpBh6mzClsinECEQvc5gry5Vfhzh6+aKA06OZJLB1qEZpmYylZ7ResnNtD/MX3469eZe3jn8S9ekh3HpGNHX0dChQGgZ1V6I11xIP7QfwsTaEbwZGkrxvOiDWMDMls4wTiUh/xux8LYl5VEwS98tBb39VwwV+mG0EkfRhT2qvhs28g1vuIfgeeWofRAuMkA3mWbdboKI+KPL4Xv+1O9FAvT0UoU9FDeIFz4eYMwPqRZ6/2EXdHqMixqjMG6UVq78mtoC418jd/B6Yz/OECv6yRz25zPE4onUALwQX9HrZSz0ZWsnq+oHNnl7PDCZtHXV6aPcH+yhax1FzyF9hOPRv9OYPhPcT2ebzWuB//IRL/e/giRt8zzF3JzO1Q++eCby9KfFuxljdvwr1d3LV9RJNQO8XcwKg0RDL0iHciw2qzw/Zf0bCxAg8OufCpHcbmIgsjOa48h1XFwEYUaWCixJGhnx/xEbPDfBnzQG4Rn1lh6TQzI1gYThM+EKrY7xe32BjsEPUc+UjzxvJ5yrTH0kqmNRyVBik0g0jRrWNM1WV2d4vz4wWl6bFsotO2tbmRLI1oH55R6Sitp7aOxjtse4NHQqGlIJGSQSyJpSDVwW/H0tPV0SMJvseZMyfsshPWWeND0rx2nty83Z8/7sOtg12xR9lMHgHV33r75lSu//TZt8Jff0eDa+cbGgqmLEhLhXERugXX4hFwDfD5xSHzZoPri03eMxnS0RaBp3GSnTLQPo8qOCg8e0XJp91vcbx4nV52kavyw/QX5/jEgzM8OV2w/dIR3f4OQsJimrA7WeP6vMfdXPKc+D4SobizFPz+7hYv/Mc5Lxz/a9RWgugnCClwoyXmqKEeCeoiYtAr2XivQWQRbuaZ7mlW3yeYvSzxe9BUmoXsk0i4MrS8Z21C/6oPSpyHh/jNoLIpX34F7u3RfOoer9z5Ht6YOXbKz6PFReZFwtprI/T013H/248gP/GpoLzoHMiY8tMFkyY4iao65I5e8Nrn13jX/+N/wS0afHgaaj3i8O4TzG2fVHkudBWLRrFXOiqTUO48gYBW+MWQ9CJuDwb0Y8FTqktPQ0d5DsqUKzcn2FGYiywT0KuK2zee5FrdY9HAlt+idIIH94ec+1fX6JpZUOOs6kCzT1PKj86p7RNsJQmqWmfRwPVZl6f/+e9hR3PsMgibALwxeZ55EoKsJ/vBgY4qxRfKVZ7P+9RW4b0gVpYo9VzrbfCg0FzWG2ykCiUc+5Me66/ehMkEYVxQn+0mjD8GN4srTBtYo49WkrceRDz5K2/RG92DZQHzIiQ4spTJxzV74wFnsghdbmFc6B03ozO8a/cWVR1jXYoUnpftJtWqJlNwpZcRKziqLa/c2uLp+gH4Cu8rkk98kWgA146/m+t5xhm/yWYaY7xnb7/PmX/+Rbr7D07H05AlsLnN/XtDlkayGseIZoPrU038O2O2d/4tvmxwyxDUyNWUmy9dZkaHWHie6g7QAka14KXZCpN7m9RtFlcKyPoR4wj6kWAtSVmNoR8Zbnx2yAX5gGZmWM4T7o1XmTURn+8k3LY5icxYi0NWePwgI/k3+/RXdrjzyR43J09wr4g5Egk7q/t4HB5P6eCoVrx8Y4vBccV4vEJlJc+bERv6GqZcoTYpk3nGQSnYLyyRlAwjxahIWb25JL8TMz1UzOshd5cdxrViXAsmDYwrz908ZyymHItd5maPvB5RVDtEeoUkWiXVQ0b+MmnVJSszEh8Ti4hEKJQQp+KK0DpbPNY7DJ7aN9QYrLBYDEYYagqMaE7n/56M7JCtloRAon2EE46anJnZoTbfXnD9zbDlcnmadT6xv//3/z7/4B/8g6963E//9E/z6quv8rGPfeybej3fSlreOxbMe/dVp3gAfGx6ALS6Bl4So4lFhA4KB20CXZyuo8Y7GgwzOadpE84KTeJTNqYDUqVIlTxtGaudo7SWpW1YiJx9cRdLg0SSNUPOLs/TVzFdrehoRaKC3kPtPDJ1nGk8xbLmc+W/ZbPzLjZmH+Qzu5v8xGSEVH2KWcThvMO9IuINe4unyido+pJEG3oXLT/8E0t+8MUwnUR+5hXKz9Xs3h9yXEfcySXHlSOTmmGkWOlaYlXzoQs3+aGzgvym58b0WfqJpzARe/Ielpph9QKmK7jaeZNqppgfaryHrnrAMNlkNdFsuKe4s/wo/3L5LM/kZ7h6XPHM7pRzdx/g/ssEv7IdBDVN2McbUXFUwf1ll971mq1//V9o3jqmGXmaPAiifbHqc1x6tE/YTp4nkoJy5pnvLUlu/S569aOI8z3kZg9xN1Dtz2QRh4XhrUVM9MoW7x1/FplJ1GaKWM2g32X2aQ2c5UInQhdnaKzndp7w4q+8ipvmmDqkWFTkeW32HNMsJlXwZC8lU7BXxtTXz/BidB/blHg/Q8cOGcObzfdwY5lyUZxlM43wOHb3+jz9ic/C5PjheK8k4vi3LNfLK0waWLHrOBzXD1Ke+9U9hnu3g081FroprPbJP1ow2u+zlWqeXX433sP9XNE52OCFf3mdfueQ4ljhrOD/98+6bD69xdgIerHivekm57OSTlIj6oJsZUp9APMiIS5z4tmctbTHIBYMIsPkWDHoOdxru6GX/9wG7ic+gvsffpt53mUmJzhrqa1nVCWY33wVu/9xkv/mCfzLb2HuzNl/OeN+epEbLuWtmeEtcZst/zRaegZJxeazUxa/WmGbXZwVqMiTrNYcVYLdsuS2uM6F5kly0wXhybIZL37PEdXdBvUgY+jvMisaRuos4xp2csMgUlRO4bzgrDcUo5wvVlvUThFJRz87YJH0mNYwKi0P7ARbrCCFprIxygjuHHVxo26bpA7Adlx5SuspjCW3htw3jOQhpVhQ+QWNy7E+fLZKRGifELkOA7NJ4lMSH5MQEYnAAgmJvRNNlYeblsPjPVStLkvjHA2OxltKUdLQUIsaS4MVBtsyHYM0ouPYvBX8tX9klN879nXbt8pff0eDawDvLQ0NpbMUVqHciciQf2zc7ELMOa6GdPKYQRQHqqYIGe+jWjJrBJPas2gsS19R2yVKZkQyANfaOUaVIpWBxtVrAcesitkvE45rSWk9PZGgZei5mDSKnTzj/PWI7lGJ7pcIDS6HZiGoC4UxEq0dsqMh0bAwiH6X2avHWCPxXtAYzX+qLtPrwEpkybK27LYoEZ97HbGZ4i9uwhu3sbfH/PLvvJtiI+N2dYx1NcbDpEoZ3C6JHzT0rv0zXCbDKJLa8dlXX6DbyxjXYIRBSM2R2ufl6VPMjp7hsruFtZI0bfjoJ65w+ekBzkPlBJEMLIFFY3FS88lZjyeimkx5MqV5Q27Tj8KWlOkgwml8oPp8+uVneEa+SZ7HKOX41NEF0oub7JaKwjoiEbKPD/IOhTnH1v/rOlvf1+CmNbKref0zlxD9NZY2qMZGMhy3V0o+8emrXDVvUJQh+5p04L5exTehHy+WUDuYN1DIhNtHl3gxGlNaSaocb5bbCKGZ1pAqiZYhQ3lQJtT/boXnz93DzAK3SA8Vr8/ex16TMG9ACYkUgntFSnN/i87P7/L0e3exU4vqS6698gT5YJ2lVWgZsvzGe44qQa1W6E5WArURQRo5Dvs92qQ9qQ6LftZI5ibh9f3n+XB8h9oqsknDNXuOxVqf/VIQSYWSgtIKdvMORXWR51+/dqpAK1dTxm/V3M/PszCi7R+WPCg0jFZ59Ybmeze+iKkkSd9w4xOrHK4OT6uuqQrZ2XkDle7SqfsUlaNxod/4qLvN0oTPPFOQquCM7i0yPrb/Ij+srjMuU24sOtxoUmaZYCwnpL6DFFBYyWiR0bguf/gHPa7oOW8tE+7mgvEgpmSPDmtIEShauZXcyRNuTp/g6eIwrM9FSv4HkuTiOsZrJmVCbqG0Dus8S6OZNZrZLGM8NxwuLHOj2S01syb8b9PaM6sdBTWVKB86SRGmElhXULcUtrk8oBY9Stkh9hmxj4ldgkY95pgNDofDC4fBUsny1Ak3vsTRYHyF9Q3et89twfWJUKNEBmqtB+MqKjPDusdZLN9KOxGE+obOAXS7XXZ2dh77/R9Vtf6Zn/kZfvVXf5WPfvSjXHhk9OCZM2eo65rJZPJY9Xp/f58zZ858Yxf7jn2TzAHuj4wnR+IBvtXpllKhiEh9F+01Co1sK4kOj8PRyJqagiVjjA/jKZWIiESG847MpCQmQrV09MZbKhpyuWQhJszNHsYWCCHJ1QQtEwrbp+cyska3fiDQPNMoCB7KRFGbGY3PKa1j0ijKvIuIIhbLhGkTM29gYQ+w6gm8F0EXJjGQSeQfvhIYYWWDdAusW6G0kmXjmdeWyrfVw36DOH5A+myH5s0JSR8uTt9krK6GeeFYCjtm7hvGZcxbh6sAWBd8I0CxGTQaem5AGm1yO76Fn58jzj1rcUa06zkYXKVXC2Z1qJyfjP6bNY7dMiI5HiI+OSNrYD5OcU5yr97mgY6YGxP2OZ9RW8frRytsH6/SG1V0OjW9vRle5uzZF0+Bu/FwUEKsBkw/+xTv27pDZ5QTb5V8/pUt9EqXyokw5UxLGu85qAS/c+d5nlpepzYKJT1Z5niQrmIbiQeSIPbNpJEsTMZbt5/ng937FI0m1pZX/UXMSsZhFfyvErC0kr2ig/nlOU9fGWGnBhzIvuK12fvYtQmLhnYnF9wtEvzOJtH/NOK73v0WrvbozYg7n4NyuM3SaLSEntJ4YNrA3VzzxuxdbOZn6ZY5c2IeDPtURWBmpBJ67fjmvIrhLYGYRkznGW9MBuyVmsI2FNqzmQbm08x1wYErLGJnAscL5M0DyoOUoyKjYo9IdbAe5o3i4PWUO9NNLv/CbYa9OfVc8evz5+imPXYKODQ5Bcc47ymMZLTMGL5ZcXzQoWkUtqW3W9kJ9zY5tVtisDQeKqOhqBlfh/FkyM6iF2KCPswHksJ4cmuQQKo0mZKoWuHnPeZN0E5RwtNrPPmKojBQWEshFuS2x7JRRFIgGsmohNKGHcU4R+M888ZSWkvpDbkoKGTBjANqu6B2CxpbYl2F9w4pNZHM0CrDqoa49dsRCYlPyUyCaj/xk33jlBGLx3tPg8HgaESDxVDLmkLMsL7BEHy4c03w5e1+BlA202+rv4ZvEi38OyQP8B0Nrp0L2aBKlCxciWx4LKMND1X+GlFxaOew7AMxmQ4UcoDcQG4c88YxNw2VqFmJLzKML5CKAanNaITnQSHJbcx+pUlluMNKJ5g2kkktKK1nJYrRMmx6R5VAiZjOzibDUU0WGWJlUdJhXavIKB1Z2oQ5mtLiKk9edfnk8nv54t2Cu4uGvdV93pU6fnzNs5UWRLHBzRz+jRE7r3b47b0+f3j3AUl9hkO/zeHaPcz0JsZXXOh8D0sDb85Tbi23mTWCzx9ssDguWJqG+foRl+KI9ThhXBfM1ZhIDdhdfoF/jad0M2azBSvzi6hE8eT6kL2jhGF0OumDSArGTc19P+F4/R7FWFKXJXSnXBKCS/NzXOxptAjrctYI9kvBv5pZ7i6hN16DxNNZN2zvNmgRQIQWkp3cc1hGlFZzJ7/K9f/xJmfKixyt7PFsd4ULszRchw+0nXltea02/CYTRrknG68glKDZGPEDHclKIohlSBRWFibGM6kNdztzfnF0nW59hrKzy/k1x/bxOfoqYT3VGAejUnBQRrwyibh9c8jwaAshBPPNA15MIrRwVC5UJHHwmSOJcRF79To3/vUxZ/ILHPZ2eWawyeUipRsFcKqkoDSWe0tD7mr+WfUAMVlFonGrR3wgv8xK7OlG4vSe3ckF49pxB8v/Z/+QQf4E02yfC+sDNve6JELRURrjPDuF4LCKKWzM/+16j+HhJaSH4/VjzkfrPNnV1DZkXiWCV8aGPzx2HHnL/31HMpidY5w94Jm1NZ5xitVYEKsg1OV8AJ+TuuFf+uvUeQpOQW/KRjXj/fG7SXUA4ooAgO8VkjeM4ZfGx4j5kLm6xmA1puNWWJHn2ZB9nIdRpTksI0a14NVU8U+Pb1LUS3z3mG6asiWeZ8UOiZWgMHDgYVQ4bssp/96/hlpusL7c4j3nzvL8gaarHIUVHBaGY7skJqJThIoUDNifwsGsYt7AqITCenLjWBpL7gwLOacSeai6IYlkho03ce18EWML8uaQSs5QMkGLJGTGRRIAwiPTC5y3bdXd4nAYX+F8cMDOGzyWxpa4Flx7HyDEoxSyAO7DDeEJvXq+BRXfDvtmjOI6OX4wGHyNr+n52Z/9Wf7Nv/k3/O7v/i5Xrlx57O/vf//7iaKI3/qt3+KnfuqnAHjzzTe5e/cu3/d93/dHnv/KlSt/LArZz/3cz/G3/tbf+rqP+842x1fT0x/V10/vdyEkSmi0zNAyQaBQ4uH8ZesbjKuwrqI0k9OgVQqNVhllNCOWGVqkREEEBSNDAqvyC2q7YFbcx9g5AJEeQgZTOSATQ1LfJTEpPd8hEoq+kcyNwfRha/Ms1XLGjfqIZHmec7MzrJSG0il2S81u4VjU++Rxw7jR3J/1cB+dsn3nZZpjh22X7PWdixysdHlQCg7KmiM/46jaYDdKUPcHPHflDrv/ruBgsh60Gpzk6GyPyjgkmqIecyu7jps+xfF4gw0R3oOucoxEyqKjyBtHRsJa8iT3Zx9jNMz4eA6MNeuc5S/7PivtyOxZE2itDsfdckZpetyMYv7n8gKjxQA/9xynR3TXKs6XJY03YY8Tlj075389SEj3t3lSN2wnhnuvafa6A548F1T9aweNs9xeGm4tPFMf8f98bYW1cpXRYIcX+wOebBJ6bZSbKsmisdxdNHyUPY6XOfF4A6001foBH+4IVuPQP6sIoGtcw6Sy3NI1/++dfVbKyyy6Iy6srrB+EJNKTV9rjIe9Ag7LiDemGbfeHLJytIkXMF3f591JhBKWwhpsyyT69KHl0yhGrsPN/5hwLr/EQXeXdw3PcWWZ0Y/C+9iNFLX1zCrLpILDJmekDlnKIySCC7wLXSlWU003CuB6Umv2ywF3jjK6B10i4fn0keKgtDzYeosX63fzBBnjRjNu+vzKb76Py8WEZ3pLDkyHxdYWaarZyQVLe8iKfgLnPUe14pWjFQ4rza9Nn+Jus04hFqw7gd9fcCxHjLmPQLBsHHdyxU7Z5Z/efJG/3A9zyaeN5kD3MKMVbi9LRuIezge21bjyvHQ0ZH4rZe3ogHmjuF9Iaid4cyzYPlNResNCLshNQrnMmFQaJWNGhxlD4VBtC8hhlLA59cxrwyFj5v6QRGRE1SqV1bjGcXvRsLTmlL1isSxFQSNqalFQkdNQsDQHNLbE2AJj8zD+ylcIkVDLDKVSjC5QMnnMd0ciQ4kIiUL6h/4Wgs910oWkuG+wNLh2H6rdAucMxlU4b8LD1S1jp+299wbvm1Mhs2+1fTM0Uk7O86fFvpX++jsaXEOgl1kRKj6Vt21OMYBrCad3ghQSKyyFN8wbTeNEyH4JqKynNAFcOEB4SSLDaILU99AoHJ7CeCIp8IQxDxJP5QRLE6hiJ/1aSoTsduOgsILjOsJ6QcdqYmmJ5EnA4ImUQxuHLw04ExSNvSSJJXsdhe9YnpFXOZNF9HVFpB3WKOqJBzz7eSeMIOhIbvXuU7oFEoUWKX2xyZrboDBwBK1AiadSluurn8C5hjRaYVdKFs06lSwo3QwhFdZMGVXX8M7ioprjtRGR7lKxyaTygDit/J+Yw4D0NN1baBmTxRtINMa7oNIowNlwzNKEKrnOasb682GEgXqKMRFd1yUWGolg3ji89yysYa6m6LUFD8xn6eoNpsxJCkVXK4z3GO+pvaX0DbkcY/WE8doOUig6cou5sWipyHTYvG1L6SmdwaqG4WpMUd8g030aX1KKitRpjFPUIlS8K+vJRQFxwYONz4J3xKLHvr1A6hOUCGkdCYwrS+4bJuoIPVzyoBeueylyjqqY2qp2LEzogGq8C+dWFdXwOkIoUj2kdIbaSSLXVmoELE0AfkY0DFa65J03SGRE7sdMZErP9UgIoNm2oljLxmHUkrvrt/A4Ej1kKruMyhQlwPjgoBauoRAlU3GI7paMk8/TiTcxomFaW5TUdE4+81PBLYfWinqwh/MNse4jUHg83ofKcuND8qu2oBGsD84wSe+SmiUIjZYdOq5HGgXRltxKGgfLpp25OThCN2OkjNAqo+uGJC1gbVzoaVoYQy0qut2MJh3Rjy+ADGIopZZUFnJrKGVJ4xvmJmFSazpKMaoER1Xo0Zo1oUertAFYl77GCnNK0RZCIaVGCo2Q8vT31odqh8fiRIMUEVYEqin+YdXZ+wCqPTbsYY+AaucM1hts65gDuDZfArBPwLUQMlS3fQXfxv4tvglq4V+v/fRP/zS//Mu/zL/7d/+Ofr9/2kc9HA7JsozhcMhf/+t/nb/zd/4Oa2trDAYDfvZnf5bv+77v+5rEzH7pl37pj3Vdly9f/mMd946d3K9fCrIbs8T5kLgSQiKFxiuH9RVSRO29r/Btosq6CuNqGpPjfAhklYzx3lHJGU42aFFRiwiJxHqD8SXGVRhbtGsssFKsK2nsAokMSucCHA7lFc7HpN7hvMMKy8WLFzDWkkRHHGcdDusN6lascFbDsnFY11BQMWsy9sqYym7RubnHct6hakdXvWnXKUvNuPTkrqaWdeinrjSN7TH+jW2sFSxMaF9SCu5XmvI0kaAo7BEHqs+yO6RzKEiswcYJ+VrMZmWwhIpb5BO06tOYCUnWJY4yUtVhXDtMq11RGE/twp6zkDO89cxNylIU5P0jqu4MJTRKZFSuwWLxeAwWI5ZM5RHz7UPuHF2kM085WNnl2c4qo9ITK4FxPrT0+Jpc5iwZ41cPGbFPX53BeM+8Dn3z5pEe8MpZCiZYPWW2touUET21SWEdmQuflZYh/qqMJzcGLyyD1ZRF/UVi3SNnSiIypOvhvKKy/nSM01wscdGCexu38c4Syx577gyJTwLfqK3mj9ycRtTMxTF6sOB+9zN0og3mYsmojGicQgrRjmYMvrKyjqVcYk+SoC3z6DHA4kMVfWEkyyjhY1WEHjfslgtmGwesrUdYHMaFBEJlwfUSfjMSvGwuIFLFeq0RNYyqGo8j9oGBWVqYG0XlIFOSYdMDDxM5pmTB0h1hbEFXb1C37z+A20j5D7NNqAwq0dgkpptbJmKKcSWaCIejso69UjEn4dVygF4U7OeO3XRJerkJApzCU4sCIy3ee8omtOjdPXuA2c2IC03SSzi3mTGuanLfkKt5AK2ionQGbSXGWOa2IfcVVhic8FgMhVjSiArjKwwVjctxzpzuEyf7Cb71xbhTIBx+Dr5biwQvbEjktVBLPDLdwGNx3uF8E+6LR5LjJ4lx6+r2tQ3WFZwkFB+KOX57W5D+rCl9fyv99Xc8uHYEgNH4hobotD+rDTuB0H8tkIGy4RsKE+O9pGnHdtXW03h/2gcpkaS+nfvnU1S7oEoL2nicD2IHUggaB6UNjsLB6SgwCH2VpYWlCcdXTpIpRSxtOy4sCCvo2uHmDjKHKSXGSrTwrMcJ+IRBothKIdMW7wVlGVHXiqZR7JeBdubwKJEEWhEbdFyHVMSkKlClCxv+z5lpOJYjjClxvmBhCyq9YKEPkCLG+hKBRMmMqjo8zaoJoZFOsxBLpk2EQ5Oq8I9679v3O7zv3tdAjCYEMd57ah+ANQSnt2gspVhgXY11Jd57jMspVY4WEbJ18MZYKm+ZyTkLjmjMEmMKKjFnGu0HYREzQCIw3mK8oxIVtStCNtGVeBHjfE1uDXEjcD7Q+0rrqZ2nxpyCGNcGV7T3lfH+FKA67ymsYyEnNKYIlUIMWMkkGtH1A2KXELXLshI1Szlj4UZUdo4xBbVcMo/GJCbB+ZRUSazzWOcx3tLIQB1yvkEQrqn2hsqG3h+vQkKoMI7CBSDpfI11rdiLL6lljhEpjWuplzZUCGa+oPZzjC3x3iKQTKN9+m5IjEYIgfeeQpTkck5lZ201KNCoimjBwvaJa4n3gflhfTs3EhEqtELg22BP0Cpl+lClOBGvqlt/clJ5EmgSPaDHKl2Rotq2iqYVCVkYT+NbKW0cke6T6TU6PkPLIIoSxL88C19RiSXW1UihiF2C856lgcqF1859QykXSKGYmy6TWpJKyaidb12aQC2r28RLRWCzNOKEpt3Ss1Eh4BcPAa/3NkjFOMLvhQsO+qRq/UgUdXKeE2BwQv927uQeMKeO+QRUh+D/5LXgUUcdnvftyyufiEV+Q+f4Oo//J//knwDwkY985LHf/+Iv/iJ/7a/9NQD+8T/+x0gp+amf+imqquLHf/zH+YVf+IWv6fw//MM//PVd0Dv2TbIvBdnWlaf78gm4BlA+QYgaJfRpYsl6g3NNWyWqca4A705km2hcENqyokGJ6PQ440O127ZrTDymi2AwvqL2RQiqBTQiRXvVVsmCxbqHEDk6kmS+z9yAR2I8zAwUzuBpyGXOpB6wU0imus/R8Yus54fURrIbrbDf7VEsPcd1w1IuMaJiVlv2hGIkJbfzM7zYBHV85wWTlVXKwlO4Bi89UkY0tmAuD5knh6gLmq5Yp2KMFJqufQIIydCYhCQaBmDgSrzr4nAsGott+fqV9RTW4JWn8jNKMWMqUzwe62uUiBHixNdV7ftrcRhqchZ2RFkfM+/egS6spFdYUJA2OoDg9lM3wlCKBYWdUtslkQpAsPGGwkQkKuzxjW1jNO+x1OFzc+UpI6i2ltJKpJA4H5IDhXWU3lDLsr03KrzvYH3Yz2ufUvsIayweKK1lJkZUJvhrjwEDY71HJvoo4pAoBUqxoPZLSjulNiGWaeSCWTQiMQnWZ/SiR0fNhTitoaT2BcblSKFxwp3OZTcu+CnjJUsT/gdxxnG4vUPdHKHMEi2fQrgwZULa4CMjKVmXq4ySKT3XY78Mvb8jdYASKUnL1qgc5CYkuD2g2vt97g+p3JzGFmiVoEVKbS05rUist1zrfgbVT0jkgB7r9Js+SxU0PrRM8d5TWcdxFdoEdzcW+BXBsX9AYffQ4jxLMUMgML4M74PM0T7G48jFHs32kkpmFCqhK15AoShkQeXmWFvSqIqKGuUkxllyX1GKAiNCo5WlCcDdl0G7xJcB8LbNI3CSlI7els8L/tY4kDhU67uddEgvMUI+BqxPzGPD3uFte381jyXGT/x3uO+aMNNaiADsxbcfvv1Zq1x/K/31dzS4PgEh1gfhAIU+BdfAKdjDh6yuEwGozG1D7dSpSIFv1fwab7E+UGMz3wk9qD5CI7HeszQO6wWFDLPwTo41vs16On9KaQHazKLguJHkVpAqTyQ8HR1URyPhSZSjtpKNPYVIFYt5yrhKWFjJSiwYxrCZOLaTBiUdoyJlNtPkVrK0kjemjrvlhJG8T+J7nHMXuNrPAvBxMG08t6sJczlh4UYUzTGNzemm22jR0uN8RWOW5NV1lOoS6yG99CxapPg2wKjsnKo+5r76ArPoPP16jdRlRGgSoRBCkPoOiRwACtciaYej8pbDwrRO2WO8C9VljmhciRQJcdQjU2unGdalyDHC0FDSiJLKL2ncEgCtM5y35PYYKxsKVlHoAMrbamksuzgdQJ61JbVdMlIjymZA0kRtwoVT8QlDoOdolRHpLpHoIJ2i8Yb9OlDBjDDUombm9qjMAik1SnaJVIb1FbmYU6qck7DL40P/rLdEMsPJhtrmzMQDGlUy9UM6TQ/pJaq9bo0i1v3Qo+PqUHGWS4QRLO3Dzb32hrlckDNuM66eJBqQyAHaxzgcIz/F0gY7sqT2S5q6CMFIqwRauzkH6j6RSBFeoIQOVQ0fkcoh6ECtrM2CqdxBSEFZr5E2MZ1W7EMCWkpSP6RUszbg0a3wiGNcwbSdg6kEzBtH0a5b6yr66QU25GXW/Qp9HeE9PFjaFrwF1sKRPKI2Y5J4g9X4Ems+UPa9h7lpqH2YOz2S95k1u5TNEWm0jkRSWIctA+xcWsOBvM/SHGJdTRktKKsL5KbP/VnNdFHQeEdFQyPCI9yHFbXPQw8VDwG2lBHONacDqB+C4JP+6DoAg0c8+Ulgf7I+gFNA/SgF/IRGFn7fPA6ufaj6hHM9GiX82Rbj8l+D8Euapvz8z/88P//zP/9tuKJ37Ftlxi6hZXOAxLXJOOvqU7B9spYeXTPOnQSyHlwRwIFZYmWFksmpVsGjySznTUjHtxorAhkq4SdtF9LisUQiHG/I8N4jEMQ6JOKVSHE4DkvHTIZq66wJ1T3vPRP/gNtVyqTqooTkTe6wtPtYGrRN2MrDyMtKFDQ+R3rFrplx1ETUouG4v8cnF2/imy5xBkO1xaDeppElxpdomeC8xbgCLTMshpnfD76RlH1xTOxjNJrIxwyjC6GvvDnGeUvjlhzJOVEdUcicGYfUoqDDKkokLO0ReXMbayu0TolVl0h2qRE4aVsGk8FisL6mNvPgw1r2gfEVY7mPcYau7aBF8K9WtMdiMLbEuYZIdpnKGaIRLG2Eb/c7CAA1lt3QR/xIz2rpDfNasmwczodkde0dC7mgcqHyqVWPRA/J5JDIhfjn0M4xGBpRUYoFx/UtGpOf+nctE4wvyTGP7d2KCJAkso+MY/L6gKIZ0biSMpoyZov1cpNU6FNhrERKlItD/FIHwb4mexeNcywbR2mDI4llKAo1ztF3PRYyY9yM6CbnyBiiROjLL4QIyQbnT1lc+2onfFb1AcblPNH5EKlLqK1jXAkWTSgszBvDhCXHYpdpeY9IdehEG2RySOw7zHzB0oR+41o0DPQ5TKs3UjClUku8t2RqjcgnCAQLV7EoIRcFuZiwaHudY93D42h8aKtamhHGFiDkabIr6B3otgUkZSZGeDyVX1CZKbVdULoZC5ngfNAqmckptShaSrYNWiWuaqnaAeyetFadrGspY3DybeD2ZD8weOdwNEhpTostJwnst1euIbSnukf8vvOmve9dC6xb9g0CL74UoL9jfzrtOxtcn1SL2oyVxeCQpwIeAXw/TjezwtK0ga/yAi3kab+GeSQno/yJaNDDTHbTgmfwregCpxlH67+0ZuTaY2oLEMZLJRKklSjhsbKtdgtNkcdgE2ZVoKkuTehr7eogYtaPG/CwX8bcyyWzJgCPB+WSfXGLxlWsiXOsxwlnsjCCYt4Ipg0cirvMqh1qE7LeabTOhrwchKO8xAhDES94YHMaM8HrPpkc0mMjJCRETiGnSDR5vYfHU+ucSCYokXDGnkcLSeQjEtEl0v3QB3FSUcMzsyW5KLDCotF44RFoUj1ACEUiBwzdOokPFKG5XDDjsBWSSEjoEqkEpx6+y6EFQFEwxfiaWGQMxCapy+iJdbSK0DI7BeVGNJSyICenoaTnh+h2CWkiItVBy4RUDklaMSqBYKQOaHwAjAKBJqITbSBFoN9HIiXx3UBZE0sKe4zDsyLPEZGQqh5GVlRqGAKN9n2pycnFlEim9N0qmU+JXUJHrkAMztVIGePw1DSUVJQix+FI6WBaRVytMqRQdNUGHVZIfQftNYfyAbXPA3XPx0gU3WjroRBWm3ySQlP7JbVbokTMWX+V1KekokMuO8Syy1KOECgaSnKZU1KwsBFDOu24CkHqB6RqgPcuvJc+xhL0DHLb4PB0ZIQQ0GCw1CAkXbVO3/boak0kBY3z7DVzZOh0CpV0JuE+0UM6rNGjQyQEuTNMmFOoBRZDaRfUZoGzJSIKa9d6R+0klbdMmbN0R9R2SWNyhJBMo4zExMxcycyXOBy1qDCiDRRpMKJNBjziqE9MCNVS+x7+/vT79na1j/xNIB87xwld7Sv1Vj/2WoS2FIRD+HbzEV+9d/VbZZ5vHMr/2U4FvGPfmLm2raRVFm8DVQkhoSRDC9dja+d03ch2XQCEgPd0SbaU8pNg+OT4kARr6Z8nfZGPnNtQhRY0DOCwuODH2ljBYTCiatt1woi8E3aREIrGLZnpY5wL9HIEKBnjrMW6hol7EHxDq36rREwhllRCt9XOnCTOaNQCqToYV7KU47Z6dpLEA8QjPLL2/7DULDgklQM6rk/sYzIxxKpQsW9sqOwb0RD5CNt4msMMmpTBcJ1ooEGBcTnzag/PoKXlawQnMVR96t8EkkQPAjB11WnysPEFhVxgvUV7jUajUCQ+o5FDfGzCtXiHFTWVqCl9RSlKNIqe6xEJRYcVrG6QMry+lh1wUHtL7QxLuSQi+G+DRQhJpDKUSOmqdbpuSMdnSCQjuUftFmH0KI5IZcS6jxahgquJAkMJT+0WFHaMEJJN9QyRj4IopbBESULppoFiTEPpZxwoQ9cP2LArDKKIRAp6pkchh5R6SGPycE+2atOzxlL4hp5MGMQnsUkbZ6gBWnZQhBhpaUIhyHlP5TyVt+RyztIesaz3qOsRaXqWzPcCQHYe21i0ENTOMbcVCzWlNOPQZhVt0mGVxGV44ZjLCYqQbPfihC0VgCTCgYeELtJrIh9Yig2GWoZCQ+0KrGuQMkLKuC1+KcrGMNotycslSRfWNrLTpKkUD7VJghiYwbiCxpXhffUljawwJJjTuP9hz/MpFmiB9eN7wsPEdvjK47/HPSzLipDwPnGr8hRHmLftUO5L9pGHr/k27yYk4uRaxLffX8M7/vbrse9ocA1hHNeJym5N3bqUtnLtH+1toKWNBJqn9TaoAD6mOOpPg+LTqndrJ3NnvXfUQqDkCdA+uY6H1yRFWwl3oaq3MILEe2ohKFvwoATtoHqB94KjRUbd9DgoI+4Xir08qEGux4ZznYLNlSVFEbEqpjxZGa4XQ94QA27zMrP8Fpe6P8TleIWn+pLvGi4YJDV7y4x0bvn03QHj5Itsrp+hozfZ9Be4mqzQ0SJQ2D3UfoOyqHnj+NPEKmdjO+NyuonzQRU19w3TeMY9XiKvdijrKdUyYVBfYtipuLQ9DPR3u0qePHEKdiUSLRRV2VAeGwyWZMPTj3qsyvMoqUh8QupjBjoKc5OB13aXTAuDyAwvrl5FiJAz1EK16tAhM+2Am80NRkdzUiS9FcGFYY95nVH7tUCplnVwzl6Ruoz7sweUC0uVCK5unA3ASKwSyw6auL2ehK6KiDy8tVcxsxP6Kynns0sMxFpIJBARauUCLcOMypfHdzmYz1ERvGfrLAgRMu7iRJ3WUp/QlKzn+vGbxI2n019le61DYR3SXqQS2zS6CkDapXRFyu5yxGySI2JPf22IVD2kkPTkOlpGoc9aBIGuBMFb+w2TesywP+Cp3pMoZJjrKMK97fBtzxBcK68xGi/I1ID3n+kQx0GEpXYDSrvNsTxD3QrkRC5i73jEmWoNuWJZ20yxHqbLFaSUlMk6ymt6bkAvVeRFTTYN87SjlYhaBCogQCfaYMueZTPOWEsUmYLRUc7GXHCMY7w2wYiaRXNAFm+zKi+w7ddYTWJ6WpIUnug4Zl4PKQZQJMcIIdB6SKL6aAKrwrW9fYtpwWTZUKsFvZWIRfkAKWNimTKWIyYyCBqdjMAKCp/2tD/zUQrYSeb6UXs7KA5U07e5NP+lzz8B1afffwm4Vq0qsA7n84JAymnbNtq9yvPoAMJvsXk4mf36xz/Hn60esHfsa7EvF1h+5WDzUR/ufYMjJKjCCJaHvYuPrqHQhvFIlckb7El1u61Aht8/TNA//lptJcs12NMIGyoREnKF6FC3OsFhf2jwZs5CjDhkhdiHvthSFpTM0DKlamaM3W3mKkOJGOMqGlu0lOKcyozRsoNWGUpGGBqsb9lXGBqb09g87D8YGl/gXKj4nrBcpNRINErEp3s8QGMrqrlHeM/aIKWrYjIf0/EdFmrIUh5R+5yKgtRn+LcsUalw3nNtfI/nLj7B6somKtL4zJ2qsTtXY6TAe0PtcppK0IvW2IzOodE0qqHRFbUIzCmA0s9YuAMqO+eSfh89OvR9hxW/SinPM9NBOEv5GOUV1jj0UUSMJFmVnFlJkMUGPT+gVAUOj/aaroxJlGTvqKSee5bJkvPr68HHiVVSPaDvVujYlEwF9fcEuP7AcNjs0x1oLg6eJ5IXQ3KZiPhk3/WBqfj55SvcH+3SSVf48LltlG7jRwdzs8FCVCyjJQ0lysYUowZtFdm659wwKJk3rotuLhLHGUU8RXtNrBQ9LYlmBVtVhZUNcqNPN9EURtPxfVbSS2QM6bkeSsD9ZspSBFp2RIoThpndozJTItVldXCFVX+OTTEk9w13ecDc7LMiz+Nw5HLKog4K+RfS72HTrzHUUSgKNZa9WrMbv04iunRYpfEFlV+G9izZJZUDVu0aEhkYiqJmIWfM/D6NXVKZBdaWZPEakciIZY/Eddi/sU/RCCrvmC1mWGdYXddIESOFOm3/CK19JZVZUFZLmtoSqQWJ7GHockIXOwHWxld47KmI2EM9E3PKJKPdO4SQj7VzPb7HPNwTvDthmH35/elRQP3oz4/64BMgH/z3nyy8/Yb9NX/2+ra/kn1Hg+tHb2iHbb8GEC2ROBG+nmSdTsQoLAa8JvRXi8cUd09A9qN24rKt96cCp84FYSn5tvtMEMSbBCeU8UAbl06ADMfXQqClDydAUjlPaTW5UUyNYlwHOtmZjiaRnlQb4szQXZ/iHhxgdnqs5zXrRYXvigA63BorkaSvHVlkSJOG5tqC3QcRq4uIe+NL3Kte47svPsmAjNVEkClaIStYLBq+eO11FrYESprp67znuy6DlmjnkTYGO2Ck1zGm4K23btG378ax5P7hCFE7ts8N0ShSMaBmiUDhMCzLgltv7oc+NWGwR4ZLz23T010SgmJnIiWRDCJpr9085OWj1wP1yC9IlkPec+kKkRDESqKFaHuhBUVt+PzrL4GTSHHA4eiIwdXvY7WXodDEThF5jXaaWtS8ObrGzu4eWiQc+hHLeclTl8+jfYDJgTYXAKi3npdeu8db9i0MFfcOcuTTEU9mT9KRIREQyZO+c7i+N+Jz9z8VsuDA58eX+eDzV6AVubNekjhNYRWVb/j0W5/nON9Fiojdo32keR9nN4akIkZ7Rd3OMJZI7s72uHbnrfZ+tBweH/PiM88QkaDRJD4mkxFaSGIhePmNHW4s38DS8GD/Lvpil+fXr9LV0amQn3PQOMet2YhXb7wCQCRmvHp0hu/97vOgBEoqtBSYpsfSF1gs1+7cwkxDBX92lENtOXt+QCwkHddBytCaoVDMlzXTW0cICAmISYE4v4KJA7iOZUbqw+ffUXC8M8NPc3zjWfGwXCaYizWNK0h0UO2NZQiMhLX4+8c0paNpPObIU11xCKnb605RLiQSlBQsdgrsoeOQY3IzRhyNuXLlItAGr6L6ElB9siPY0yz4Q5Xvr1Rd/kr71Ff7+6PA+svZw0x7uwG1+474Gq/hW2HvVK7fsW+1nTI1HjHvXetgH04DeeyYt6+V9pgAkh4eC7xt3T2emDp5bogn7OlonUZEVKI6bRvx3of2KdfQqCVLNadpW64qChwWKSOMLanMnMaVRDIlXOGJYJtAEIUq30nlzhYYQhuP964FDRVwImQY2uBqW5yKMWmSUKFFt8k/hzGGa9ducq56NxNKiI949rmzaK3xLsV5RyMrrK0pmFIvYJQv0G1yQiA5GM3YWhmifUKihyhXnFKyPZ6yKdi9taRXbZNToVeXPHPxHJW3NC6jEjUz2Sok49k73qXJ4Uxq2NxWRFJivCaxCucctQiFEmsdx9emeBvYhccHC/Rz20SpInUx2iksoYIrpeDB3oTd+2MaDAuxZDQ/5uqTF9DEKKfokZEoRSwlGsEXXtnhrfoalV9we+cA+WzMC/3301MxqZTotsevMo43Rnt85sbvYWyBVge8Nn0P3/vd50/VioXQKCPAQi4EL918ic3lZYywmElJR65xZrNDrASZjej54SNJHrj3YIYf50gR7gc/rnjiuS2MtyAgFQMy1yMVMbHUZE3CMo9ZJmPipGwZVI5YdcnUKqv+HOsMGMQaN21IJz18lLBYP0QKSemmLVU+Y8UNWY1jNjLJ4c4ce7zgjAfTXGV2+RgVxYHFZcuHyv0+IW3ZfAZJQUnOlKI5DmvF5viWUaHa5y2XBXGV0oic2i6pzJyDwzmr6+cem34R7qvgY49GY+7de0AaDamSTZIrnrVOjMG11PzH1/Gj/vmP8r3ibRXkk1FZX3Lc2/aZx5lnX95/f7nX/nIg/ttp7/jbr92+o8E18DDgFQFgg0USNtyTherav6k2w2YIm5XzJ3Xuh7084WsLzlvwfbpcT3gkLoxPCvTwx6njSgbBs5PqtfCiHXAPIHDCB2CDwLezuBsnqKwkN5JFA7PasrA1Ao2WHq0cUnt0VnG8F7Ez6/HWosONmWNulmyunWEoU3oRdJTDOcF0orh3JMgNPKgWjHiL2e4O770oyZSmryHTIQdVWsH+0ZIOq5TtfD5rYHycs7bZI5Fh7L0nouNXKJhQFTFO3qfRBVJKlvsFg+0uHo/2CU6E6l7JgruTHQ7EqK20tcrIx1Pev/W9dGREpoITcy787586+iy1X1DYCc43XBu/wvPnL9FJIjrtCLXaBdrd8dGCZXWM803oa/YNLx3/IT/a+zCxEDglkE4gHCzEjNfufxJvfeinEgmHkxusm/+GTpSR+ISk7etz3rMznvJF88lAIXYFzjVc33W86+rTZFqG+YwyiICNa8tLo09S2RmlmeC943X5WZ5dnGV9kLXibwJlPc4rjsZzHsxfpzIzIpVRqh6fGE35Cyv/LYlQKKHQBBC+lEte3v8DlqcUMseobtier7I92CL1CanURDIElcfzglfzL7Bo9k+Drjf2X+KptStsakmswsponAcjeW30BUozwbiaWHV5XVzn4miFjc0esQwj0SqrMTZmbKbcmbyOFglGXCJzGaO7C35g/VmAIObmMmw7Tu3m7ogyr4jEQyaI7+wjz9R454hEFgRoCAI6x4dLGhfmqtbWU9oacz4EflGUBRrhiWDgrGBaOWaNY1Zb5rbmcHTAypZCywRF/NiYhvqoYuxycndEaSakrCLotKqgYW2fzKI8oZgFgbKGE0Xvr07ZDqD3a3GaX49jDavv8Qz7KaXtUaf/Jwi037F37I9vX50iKd4e2bb2GI2ThwH2Vzvv6boTj//8ZWmcPKxEOWdAhr7hQH8tTpNxoc/b4mlobEGllrh2/wuz6g2x6jIZz5nMDuh0MjY3zwRBMCRKhsRupLpolaGJyMuc6bSk9sesr6+jRBQoua5Bqx66HRekRQqlZXkosc7SWRVkw6B3Yb3F+Jrd0S7Lcs6xPqDj+0S1ZnG8ZOPMAI/C2ITSZxRCkpsjEA1TmZOQEfmYyEeUssSILpGPSEWfSrZ0c1fjXM3kwJJUqzTUCCQ74wOe2tgk68ZEXqKdovQdLDU37l/jcDRhW1xl303oVIKnnt6gch4tIuqmg0RSipL7011Gdkbk47ZQIljuVbzn8hUiEQCyxbfaHDVfOHwNIz1WGObugGJ8xGr1Y/TSfmCkqXYkqPeMxgVfbK6xsIfk9YiqOeLm/Yjvef6DdFQ7VUSGYsmisbxy+EmMLajNGIDr5R2en28wHKQkKtxv3kPpIvaXS+4fv4zrKCq3hakH1LcmZMMOgtB73bWBDt2ImpkteTCaIlt1dEmIb8xoju+FuDFzPTKfkkiFKA2Tm2OaxjJ3Anm+YG27B0KSij49Nhn4HoM4gnlBeX/CuhJQwO/MDnniyQ2sLVsw3qcr4/D/1g1uHBgGUsCzmeDa7gbdCx2OsRhfoUmQKFKfkiiNJExdyZcl07HhwI7orQiUstAKp56uSE0QIPMVjStCa5Zq9UuEake5PWwnNMZy//7u6fEDs0F9LyZ5JgHfnLb1haS3fayN40RT4VHw+7XYo7Oov5KffgxEvw1YfyVQHXz2l7Ld3rE/nfYOuG4XkPUNjZAtsDan1WrRdm4+DJhVGwDrx4SGHgXIJ/Rw4SWGMHKLFkQrH+ZoKy9ON8GTHm8hAkCUtFWdlr4cKmee2oVKcRgDFsZ6NV7gvGBmNMdeMapgv86ZyjHGXaRxkqLRJNMYmVfsH/V5a9HhzbnirVlDf2WLy/5ptlLNMPZE0rNXdLg7gUQWLA3ckq9zOHuZtf6TaGIyrRhGjkQF6vrSCEaVZ+jWmIidU8rXXr2kbzsBSGqBlIqVaosmaujoQ+b1LrVdohJNI1Z4IHfJXI/IR0BKyYLSTdnNv8BROTt9f2PdZZt1IqHIlCTVQb37qDHsuCOGbLLrj1hUe3STTfpssvAlqzIiUZApkAZyBFNfEKmUab5DI7MgSCYySufoa00iBbHyCKOpfckgOsNhfYOqPCKNN+nHZ5mwT8pF4laczXjLnIoH4haR6DAqXse6gm56gaF6gkgqulqSKYGUUFvBoZ2zynkm4oCqCeB6PbvEkVuw4lMiKYkVSCGobcjMr0VXuLn8zyiZ0U22SeUZduVdrvAksQyUPOFgnxFaxBTN/dNzb/VfpGSB9GdIpSZTocowtw33xR5KROT1IdYVDLLLbKvnKERJqjpkOtyjlQ3CJgO22BFvkVf7NLrHM/LD3G0m9EyHfqxIFDRe0jiNIYyomFR3KaMZfXWGDXGON/1tznGBWEgUcVB6FSUHepeRHD+2ZmUz4rw5TyL7xHRw3jFvDOPSsZ9bausY2SW5yJnJY840YOyCRHRRLoxdW9SWPHfsLA0TUzEWU6ZqRFHcZcVfQssOkUgxLogUNs5w4KfsyXssij18m+Ffj58kkRnytG+yOVUZfeicW+GSR6hmJ3vPV3akb6OHfxXg+9Wq1qc9YqfA/eT3J+d99Mmhkv3tUvMMgnPf4Dn+NEmPvmN/AvbVgLX8kopRMNvSLOWXBM1hDam3VbTVKRA/qV57//bXffvaC+rB3rWqwaJB+ggY04gc5S1zn2K9CYlXX+NcTo1kqY9OZ9sH3RfL9Vuv8uDBm0jVJVI9qtJz5dKTKBkhdB+JJpU9tEiZzRfsvTUBYrr+OY7zY85dybCuQghNrHskakhXrhGXXZprHda9QwlJbx7Ru9SnGVYsMdR2ztHsBpN8RNzroYRGsgLWo5UgFRLvY2rXI5cZ4+pNNvsbyM6cKi/o+C4zOWWwZTBiSOITeqwipT7t1W7MnGXpcVSk9Oj4Pqt+SFk1rA8SEhSRk4ydZOz2efPep1AyoYlylHwvx+OEWWnoxJqOFhgfg4FcLDi019ixh0gRkcgeieiRiiconSWVCi1lO43CcEfcoRE1E79H2UyozJw0GjLz+wz9CpmISVQAy7kx3HWHdHyfe/WIorpPGp9jO3s3sVJ0IklXh/ultnBsl2zIK0ziQ6p6H4/jjNtmv6jp9VMiAVoHLYDchhi0l5xlr3iFKr2C5SJdf4Y3F3POJV1iKemgwXZ4IO5xwC1uRzuIpo/2EYoIheZI3WJDnSfzfbrtjHWA+/fG3Kj3qURJpXLK3RkM1uglK/TFNqtuha6OkBLu3p+T1y5MJfGebXuJRX5AIxcomQQBszaJMJo1RBKqJkzHKY3n6YFmJhOaZkFjlsRJl5QBXZ/R1QotQC0t/XuCohyyK1Z5MN7lwpUMqRycKPNT4lLPdHiD6mjWCt4tOHs2qNiH3mzNyShd6w1lXXwJkB1UHWI0FofyGi9siwEeFzB7tB/64d7wtdmX31f4ir97+P3bgPaX7CsnrSrffpDt+SaphX+H+Ow/ma74PzV2cgPb9hEq1A4bqtXCPfzdo98TlJ9tK1h0Us0+ebTLsq2Gu1OwHcZvtMPq29Fdtu1JNq1io23Fzaxrv/owKqFx4WFcmIldWtE+oHSC3EpKG0YslaKkERWND1XlRR0zWaS8decyRaOZGklhPTYSbPQ36ShNGvRG8AhmRjIWEa/UHayH3B7hXMXqRjdUZ1UQYxOE2cDGgxqE/mjjq1AF1hHpShyIdSKAQoUIytaRoDM8yVxXWAxi/ZjGlzTiZJSVPB0/tLGxjm97xowrEQLSlXZzEQ/jJ+c9VjT4jWkLKgxKJIjVRZg1enotnB7UX09Jon57vEHJGLUy50QgQwha2bP2+RsRSiangCXqNsRxOxKqVY8H8MLTH6aUHLRqjw4tY7rrgXkgRADWJ9fu8cjN+akCO1iqziFRR51WVwLdK3yf9RNMPDm9biEk6Vp9ShMMb83DnG9/VbV0pQbvG0RU0R+EDL8S4rQ9wQNJpmmSw9MxNkomxBt1YGSIcJ88+h7KjXkQhGlnLB8nOyQr+pSpEY4RCCGI4oioXyNlRG2Xoddp6+i0n060daZA5/QwGFOzpHDjICQmpvQGIdgNtEaJ8Z7SWZbU3B8esnANMzljJo9RKzMat0DKCCEUDkfjLIV1POguWGKZiSUzeUzuj1hdjaAVRRE+iNlUhDmq+eYupQ9JHiVjttbOkcU9lNenn+EJmH4UWJ+MxXq0x/rrpXS9nX52ep6vk6j18Dyhp1QI+RXP/e0w/w0+3rHvZPta7lv5Fb7/+tfg46wT97bHw2TZ25NnJyN1rKtobEljl9R2djrBwtpWyMv7wHSxZZix68PXxubs7t0P+0s7Pmr/YA/nwh6oiYhEEAcFONwP6t3WN+Rihs8TFvMyCCIJgZJR6Kn2ivkkx/oTnZjAsstyh/YBpHjvGA4TXMtgkigioXDddqyZCNXZiMDk8s5Q+hlPPnWewXlJfXZE+uSI4WCA8iqIkPkI7ePT2b/eW3q9FNsqSUdExEKRdpPT6wqE+zCjXKuUxuQ0dtl+JrA0FtP6Gy0EqhWXW11dwYmKxi6o3CK8L+tHp/8zPPSpDkO0tgwJDxtAWZx5sjR7zJcCWDzpQDOJ755+3pHukq2372Xrq1V713nhUevL4CfbnuDD3h6qq3GtmK1sp2FoIej3ekRJiHkqt8BgWGzNqER16lcfVQWwviRbWTJzD1gyZsmYxeAGSfqw+BN8KuSu4SCfs5BTZhwwt3tM6/tMlyGpHvsYfSKaaj2RDO1fuTXMbc1MBDp2GFepUSLCEuLSKoqonW/jVc/SePbRNN7RuBJwSBGhiUNMKAKL009zlo1j4SsKP6aoZxyPj09jwJMCmHE5Z8+vcO5il3Pnhzz//NMMBoMQC7TieKGdMOgbxYlE64faCU44qn5zGqvbdgTXiW/+kor124D1lwO9j677r+fx6LEP95Sv1R5VDf/2Mc6+UX/9neSzv+Mr1yeLyAqD8M1DOkerbugeFTQTgTJ+AqxkG5w+Oibn5HvvJRZO/+58WPDKh9EEss0US1oQ1FaxlQ8ATQvRjjYKyuLhOZxuRhLffg+pApdL8shzXNcUcoHzhlnt2S0Vpc2QIuUTh443y4K8WjDrHqDPLniaDwVaNWGJllYwbRSLBt5YK/hC8dvozoSntp/l6rkXWRFdOhqE8BgvqL2gsOBTxeTC7yOPxnR0Sm/ziEwlp/0/j7/nlo3tGCugLB1J/4DVzctBmVpGQOcUJCoRM+itc/XpKaPREeDZ3EyRKsykts5jJPg2pRb5hLWzKXM3xSUpvV7F+QubSB9mJjsHRoQMnPOeSGs2L5SQrAKKjQ1LksWnIlbWt6Mq2mtfXU8prWI+WyXNBBfOnUG2QDAkTeTpcyMVc/WZJ4juTzCmYX1dk3RbMTXnMa1gnfVBPK+/mjKsC/y4Q5LEnL+0hm6BmyMkVlwgQSAEXHxyk1ptYq1ndVXT66dh/JkLNDfvH+Y3e4OUC5c6TMYraK25cGEz/I9toufk/RCAIubKkxfw0QFluWRlpSRbNe19HM4pH9kpO52EzQs1crSCUortSxGJDIHRo9lOJQTaKy5dOo+Th1RVTdy7R3ftaRQx1rcqnAR1bCssOnYML0wZH89QeIarKVn6BEqkbTDoWIrQy12oBem5nDvyC4FKnjQMhinGJsTRKgC1rJh5H6j4+i7HF+8yPp5ibM36akon2yBWndBzKDy5zNupq1MGG4KFHaPLbVYHZ9neOB9obiLhVJSIE7XRxyngb69Yn+w9D9VHFSezw337+xN7u2jKo6DgUcr3l1oISU/P5Xns3CdVOng4FvDb6qhb1s03Yu47RBzlHftG7I+TPPryI2/eTiX/sn+H0xjhIVMkXIOxoTWHYs6yDCO4rCvwvoaTXmlf4e1Jm0lN3eQ4uzyltztvEF5jnSFCoEQc6N204kwuyK56HgqHZUYiHQj0KVQ1oqZWQSRTIwO7zkHhwtgqT2h/6vc3efppKGYFtT6i3IxoequYR8pYEknkE6RKWZT3afSSzmoGQtKTT9NjlY7PiIRGeoEloxYZkcpobM5gXVM1BbPJDmV8hD+zwiV9hsR5tHj4GgjJYMWzv7+kcR0OxV3K1V025Rodq0+ehUaQ+pRuvMITlzOOj+d4N6e3JtBppwVr/jSJ6whjkoarCaVdImcQxzEXzl8M49P8wz30FAxLxRNXVzD3Uupqk9U1Rdrx7ecfHradCKO9prsSs1YXkKyQxDGbV3T7mYUCRXTyXgpB7GOeevoK8u4EZ2e4leswfAbYDv70hO2IQKERQtPpdDh3JWe5GKEjz+rKebTM2mRGhKcV5ZQzHgxeIZ/CotmjbKY4cpJ0m1h00U4HAVXnKLzjeu8AMwnXOpET/v/s/UmMZel21g//3vfdzenPiT67yuqrrq+vzV/iQ8IgIWMQ93qG7AkDJCwQI9sIjMQABoCMZFkgMbItBsiYgUFCwkICyQyMbAsEA/zBB4b/rb4qK5vI6CNOu/d+m2+w3r3PORGRWVlVeTtXrqu4lRFnn33es7u1nrWe9ax99Qe8YrbQZGSmTxIy5t5SOJhR8W7/UxYPE3wVSDcD21tdHAuK8pA83SLXvSaumVmPDYEPJwtO7JwD84jz2acU1RmbYY/E9OI5kspyPcqr3VG0Wm1QBq1baJU398dlodBXXt3j008fUJRnnI3eYefu1znVOVZ7JupMRm/V6uBr1HB3LSvsaUyxz5ewe3J1+7Mr3/E7fpdbub6sv4avDsD+SoPr1SwVrN+Utd+4LDgWW59rbTEkh2mW/dnUmcvYjx2W76mvqoDCR2fm45zfEEIMFIVgLrS1QFCq+bdGgLfxy7VpJYC4VQYWyPxnAKNS5s4zsQYiePd4kk7A5fuY6gy0kY7xCJisVxRK5msqYBRGvHLrbU5mim5+k77ao20MWsm2AaGo18eq39ullRuSZINua4+WSjBKeooDIszmo8JiYnJ2dvZQypCaAalpx+MuI5acEoVGmUea0mlvcPt2mxBKtG7LXEMcVQgY7wnxRCUktHSfG3svU2z0ybNNciWzoGuBOB2ZAB4ZmdbtbJPdSlA6J09HMp85XgMuAlUXVeYSk7O1eYvRaIPE9MiSDgojLIXgscFL1VtBonI6+ZBbt+4SQonRPVLVjrO6hVKvFFgfSCOtb2frJQaDDiEE2skQ4w0eWYdFUbm6T1+Tp11u3ryJUhmp6TaOziFZhIAoossxbjMc7NHvDwBopV0UCq9kzZXXTQY/DSmddIMbN27hfUFiBmS6L8Ij8djpKGQH0NJDNoZ36HSkB6yXb5P6eqZskLEyCNhXQZOZHjdvvILz0zg3dEAag0MfajkRFyvlhnarR37TEEIQ0ReVNm0YXjkWLBD12wUA21vblINjQhzLpnUeRX2cOGeF6CYEaLU67OyJqi9IRbqefyvShSVWlQRv0cqws31TGAums0Yd9TX7JVatLwPrZ7HLAPvJ210jmHLp78t/r4ssXe6/vnY/NWvghb2w7ze7ToHs2s2uv7YvWwiXk03PsB3Lnsrm9Wvu1+uqW9QKxM7i4ojHECwhBLRSUZhMr7wnoFRge2eX4+MzQNSQNzcH6EvBieg7WPJRxWQmv3s8To9pdXakOk6tkGyxLGhtpkwPHX4hd/1YL0h2PLnK4sgw0CplMBgyGrbJkpxulkP0jSq2ri2nDiQ4P8eFihRpsWoxIPNxPnh9fpARjlplGJNh/YzNvZyNXUkwtFLRvamr0bU2TaJy7tx5hU47Y7FQ9PsFt/fuyJxpH0hUiGNNBTgn5LTyATduZCiVkCZ9Ut2N00JqkCT/1johNW22Nm8xHM7RKiMzHerxag6JYWLegzSkdNNNbty4SfCbGNMnN32JM3zAeRW1eSAjoaNH7Gy+Sr/fIwRHx4wwQUe2Is33DCFgMLSSIXt722jdpp1u0tZDEp80iXMbJPoE0CQYk5PiGG2kJLpDZroksS9f1i+MS6sqbt7e4mP3Af5sTt4O3L59k8S0UPX0mxCweKrgUFvnVInj4uIClVS81B8RgiVJB414Xj2etlAF/Y2c0H3Y6AHMWGDtXBIBWvqt68+YO8fcV8z2Tnl48ZCZO6G0FxhTsb19G6Nz4Q0GqS/T9D9rUEpGudW91tCM2qv7rpVStNsdXn/jDgDtbAdlgjA7cVRh1lDBV0dvXQesL9/P6/fes4Lczw/IvxfCZS/sy9tXGlzXJgGxA5VcCYQv9xhotQKW8eigG5ANLB8c9fujWnMIugHYqyJoksWNtJ0IRFXsy9ZBEdSqqniIVeCrgW9eOKwOWGVJQgqkLJznvNBNhdSHQEqroR4H73BK6FSVg5mTb1DF3WcqIVcDtE7JExnhkGWSHyy8VJ0WTnqKQpCeF6VT8nRAT2+T6XrsFRGUBRFwCdJHo3VbeqHSAalqY+IsyIpFBORxnrjKyJIelVM4r6jVGAtVsPAptcJ6zQzIdJfMdKn0lETlmCgyZkOgcBIa1VR8AKNzrM5J4nzKlupBiMmACISL4GQmqUowRoBgajoY1ZLPJ1BhUWEJTHQwZKqD0S18UBiTg9LYIGJbKrIPbMygZ6ormXzbIigfR5FJ8FLGNoHCC63Z42Xuo87RKidLemS6iybBBo+PaypjplerlDTpYJ0cO60zqbYjc9uNFypdQBIUaVw3gDEZRmUQRDRMoWLvvwQyGeLISztGKchUGxOvcBsAF7BOgD6AIcGYjBAcmemRqQ5JSKnTXHUQ4IizV7Uh+ASlQKscozOI8+VtKBrxO0cpQZVSkU4mNEitZM6opaJUMg7LKaFpa2UQld14f+u06fFyVAQVhNaJR6uERMtM8MTI9Sr3uqOmhHuWyTq5Y6+nlcmdpteq16v2LCD4um2fZqv911f3bQC5L79buPp50MRepABe2GVTTWD9bBXrLxK8Pul+e2KFqX4tql0HsjqDjlIJYJd+Iyojy7xnqU3evXuXbrfPdLqg1+uxtbUR11HPKBGY5ULJaLMD2nJxXuKYMNrM8VEorO4zr5k1qDmdtxyTs4IyKPqjFoVRQK/RjZDnaUaStEiTLgl5TNwCIWB9nNkd67+SLFgyz7KQkZJEhtdS+NWEhFTlVCpv/JTROYnOaemhgF7vIQptqqBJVEaW9NnY3CaEQCffIlNtAfvBU64wzcQXGPHXDgHPuk2isijWZppkro3nKVE5iZYksTEZJjKwHA4bHJU3y/VjyHSPxLSxgDE5RmXRXweMF7ahD1KNbtEjTcRPBmXJ6KAgbr8UCXUgrEWdyXE3HXLTJ6eLwTRxi/U++nonrEeV4lUaixftyO5aoVXH/3kcxqTs3OiwcyPHx1nS9XcNqmbhSRJak6DbJ/TyWTy3DqO7ElshvfNl9JWi0m4kHnBTrC8Ifo61c7RpkRgByyEec+c9Ez3B51MGL19QHp+x1+ly48Y3aOXdJnaTa92t3XcKI+AaETHzwUlaOCZKZBtpL1TRV6+C8Hr8llsD1VeB9WVBs+t7pS/bsyX2rvztMyvWcF2/9XcrGf7C3z67fWXBdX0x1jeSo0KtUMFWZ8uu0r59kO3qbKAE56u0cNmHDsuxADV9PMFTqeVrCQYVdPMZOihM837VAO71AQNy27qYyauwMs7DpmyEPj3VZhDa2BA4UmNOFpr2QtSgZ77C65gK8CXOz5m3ppxXLXxIOatEwTo3knk18YFtdIu2HtH2GQbF3MI9Kyrm1gfm1jOLlb8822aY3mHH36abGTQwtZ6prZiGkrE+wYYFic7JTIdMd+mZXXSQPtqKBRN/BECq2qQqp6X6JGlGaeZUbkLlF7hQcab2mdOj5bvkLqetMgyaVuhRmg1sUggQAyosU6uZO03dT10FEQZLTZuAJzd9enqbju9T4VlYS0EZs70WHyypagt/K4VcdUlUC60S6RfXCxSajFyANTlBbVDkU6ybN9fKORMWVY6pZIZ3EvP5ScjJdB+bCKUvCRmewNxZFs5RBQliSipKvZDKa7pFYtq09JAOQ7KQMVUzSlUK2FQBTUKuByRpC5cI9ammEc71hCoUaBK6vkuCISOl50eMs21KOybRORpFpUpOiiKCa42OM7gTMlLdJUukd70Vehi0JDAqS+UdRXCUVFS6gCBBV5LmdJItOmqDLLSYq4XMM1WLOHuyjA5TY3QLrVMJjnQbhcYGmX26BLCuGe9idLepAmktCZiFO6VQFw2NDiA1bbRKYl88JDqH4CmZSZvC6ra6S6q7UoFRdbBYg28JKCX7XVevrzrBp1WdV62uYMN1VO5nq14v7ers6sv7ritz380seQhfXiDlqyKO8sIu2/XA+TupH7Bavb7896VdFj/ysdq2pPFq3SFNNkjTEQCz2ZiPPvqQ2bxkY3SLr795myTV8gzwCpVosIHt7YStLRvBrsKFCu0WKKOaoNyGAucrWl1P2g54n0cAopsKn3UFLmqbhOAp7YTQlufNzGYkoY3Vc3ywWF9Q97GKtrbCY1moGWdOGEQVlpmeUTBBek9cVD/3K0dFfJfFstCL5u+papMnQ3nOK02ic3nOqjZzFpRUGGdisgEy1aWVSGLB+YJWMiKnRyAwDxVTW1KpiloXR6HIkx4uspcy0ychp9RFw3iqk6EKRaJFsDM1bZSS5DhAoeZUqmIWMvKQY9Ck0U9Osh0qJy1tSiVMfEFRJiSl+MlUS8TYCh06eoRN57hQkpARgLnzFM7HZLWX8WPx/KRJn1Y6om026fgeCYZzt6BQhcQkSsQzgfj5QqPOTT+qyRusKpnjBfgjcYxRGYlp471FmzZJ0iIzXZyyzJlSqRIVNJWqMCElNZ3Yxx9Ikx5pFNZTSlOx4MKcCnwPFVUzw7wSNfiwwPuKVr6LjmC5UHOC8hTMmYVTFvYMZWZsbRvy9EekcGFazfXmI8D13hLwkgQnlWR7TP5bN2/0UpyryJI+Jni8dk2cX2vxWBbYUFGGOS4UkkyPGjNPnj193f3+dLbL0+zZE3S1XY4nvssV7efgr+NuvhL2lQXXEG+alRtpLRheo3yu25qwRd1/HTNi9Qivuj9bB938raaT1ZTx2lnr+JpDspjyGRFch1UyVfzMmCe2uDgrsyTF0DUpLSMCVYXzPAz3caGgwyZDP4j7FWBgdBY/0zJTC0pr0VbRVik3O/naTaTQUm2MKYfKBw4WUoHOtNCUCkp0pB+36dNRKbkRGvPMWo7VOVN9QelnAsi0ZIjbekTH99ForKpwykoFFE2SpGjVbartWpslHTg4Fn5CpQrm6pxMd7npbouDDEl0HlIpDkhFfxE0VRDn3vItqRwqJwqqRoBTSoskSAV9rhac62NcBJ8CKrN4DDVprLiqIPspw5QqFPTUFm16wiBQ0NJ9yjg3VKMbAGlVRRJSen4QQxeDURmpaUd6k6y9DJ4Ky7k+wSCf7xARs9R0yFSHluqR+zZJSJjpCROOsaEkoUVL9VCqjSfFK8tyPruKxOepBGr6Fj3fQ/rnUnLVlR4EVbc8BC6YU6gCEwwd3yZTSRQmSQSYIlT7+t4ovGOsx1jlSKISv1xTSsbGqBYpLQyGuZoz4ZjSzddvuOgwE5VjtGTLpWeupIo9jPX9J3RAjTEZdVpKK0lulU5omHLtSV+1FIhEEwGWwbkPFdYVJCYnpU2ipQogYdKSnVBXjGqhQ/8MDm8VxNbV66vbCEW8vv+uq2J/FsBef33Zf/39QjOT4/bl7Pvjm7ywHyy7vp/6Wezp987TgHX8m8qFAWNaESDAe++/w3x+jlIp5+enPLh3zCuv35DEqE4IXv6LJ7aJiWaE9xVOGXRYhnGS4LMsBTmTyOIRQE6sXDcgwjvqedaij+Gk2liDmZUqnoAcASTC4omMMCoKNaf081gNN81xCMHilcNKnZKFmjJnLD4pCDU8Ifpq5Lln4poX1M92TYL42brabaOvWaU9l6pirubMOSej3fzdqBZKS3IhUdL2Y4OseeFFoDJTHVJa0p6kQcVjWh8/S4kPMxYK+mzRDR0SjPhJLbGVJCAUhSqZs4gswoS+7crYr5CQ6BaJaaO9bBtCoIyJ83N9QUomflnJOUl0LgmI0CYNKUZpTtUZM2QWtFFpjByJNHtZb6JbyJwaqbg7DKmSiK++NiTpLH3sRmXyPcOCoAKWSvycCgS/MktdmYZdUM9Pr5hLj3+QeFISPCXOVwRiy0P9WYCjxMYKe8GEMsywbi6tV1pYeEbnkS3nKf10Begu2w9AoXUaY8OEi7OCk8dz8IrhVoebN1PQS92B2jzSmOmok+ErwLpOjF9DBV+/t+Gy93mmNpTPDajliH2/2At/++z2lQbXQAOqfaxegzwkV4UCVivXAEEZaEBCrDyvjOaoK+Cr1e369xpwQy12tlIFj8B7dX+Xe7tAblAfBdd00HR8l1c6PW70U/oJdJLAyRTuvzfkAYeorSkb6QijNC3foq930LmmCgXtIE4uHQcGztPvSe11tbVNaYMOMraimyhc5bhdlExLx7ylqBKhEmVGqtAjv8Ewy9jKYWoVxdizOE0pVY/Z9nkENy16bNB3Qwa6FmPxnFYp3358zqKacXMnZbP/MnnIUV5RqR4LPSXRLRZ+jA8ls8mcMOmzbVKybU3QGhdyctXF6mGTRZVzDZPDBbpSFIOKTr+FCpqWjhVXNaDrB7TJ6ZiUyXhBdZpSZo7WNrRMhwxiQGBIvVTFVVA4HIcnp1SFR3Ut24MOGhkLYvUOpZnhYj+8JmG+KKiONLkyhG1IM1FRbekemNiXLhqspGjOThYUM43vLdjY6GOVJiEnNR3y0KblO+QhI1UJk3LK5BgKHBubmk7Wb67hWrteMuPSJ35yeoqbGjq5Z3c7RWuF8Zqu2sKYNNLOIgW6BH1i5KodQtYxIpiicjLTR6HJQ06mDanWzE4LzEQzTSvYFiAL0tvc1kO6bND1XVoqxVeByfGQuXPo4Yy0ExXcVSogVwtTIFOSfBiPxxyfnmM5Z2/vFompFWzTJutdm/fw+PF9rA1sjjbZGnZJdIckugsXqYwu0jPHF+dcnE9pZwO2d1r0zIAkpAj/RPrWbCiEaBdsDESrNUrZql0GtauV6NVzsw6e6yDVfSbAfjZq+FWAvSqgVoP5F/bCfhDte6l6vw6sa0qpYz0c1dLGo7MGPBRlgbMZWvfwfoZ1Yx6dvMve3RapyVBK+lZ9qEdzJVhrKYoFaTZpnjciqhhwocS5Mj6LgrTE6GQZRwSP9VWzvoDFu0UDWrzSKJ/h1ui48h0qO8baBcZMWOgzpua42Y/zZQQxHmNEE8UHRxUKCjXHq4DHcnYywS8SQs+y2R9RRTqx1SWEegKEJDArVRCswleBTgvadCMAbuOMjYnWTMB5SCDA/NhSFBl2YBkOpb0r012gjcZgVE4SMtKQM15MuDgJKBPY3NK0kg6eQE5XktBx1rgOEv/snzymO93A9gK9LfH9mdcs2GFh2g3YTXxCVViSU0PLGLJNRZ4bKpvSCj2sHuFUJTPAlSYzhtnRAjPXFLmlu9lqjn3LDGjpAW3fpaNSuklKcdylPAks0hnsVajMgdKkqitFBVJSWlhVsfAXFO6c0s3oZzdJVR7BpSYzXTCSQEiQqvvcnwvQXSmA1NRpgES3yJJ+bOPLJMEd5swWhxiTNf4x+Fovp4XRrcbPVG4Wix0lhoTCjyncGOsXGNMjS/p0kp1Gg6UKM2woBGDH6rtRGcEESbjHRLldKCaPCrIoCzc/hvO8oLcZGRcxEeCD8CekCivg2sX57+uFtkv91qsJs/q+eAZa95XXPxOAP90HX+n1/srUgX/w7CsPrqHOsDqp5yl9hc55pXK9cj0HRDDKsQxWIfZZX8pkKzRBeZxaAu3rZmrHXy7RzZcBeP3vJCRkIRcqeKYaYN32FY/eO+XwYEJfdVkcOOZvFYzaHXIybOjgtcOEqTiCx5Z0XGJTRTVTLMYlvTsbNJqhIVCPvMB7ik+PaQVHEiCczKi2B5i2QassOj+D0YpMw/nZjNnDc2Zzz6Kq+PDiY95441USUrLQIlcpWRRmsV7zyfv73L+4j/ULzk/mdN/a5eXey1KDDHL8rKqwLHh49Alnj6CvRLVcnypefftGPF4ifFWFoumZ/ej9fbJ5PKbHsLhT0t0SgQ2NgFsVM/xn51MefHDETM2pqHDHFW+83SMxSRwnItC37r965+OPOZpIsDE/8uR7be7sbaGDphXEUVglY8fGswsO3p2R+YyUgsVJwctf24Uk9lqREVRdtVTcu3fE/KxgEUqqk4rpYsrerQ0RKgs5WZBqu0YTSs8n7zxmEi6oVMHp8ZjN1/dIco2JmfX6Wg3K8+GjTzg9nJCGnNSfo6fw8ms7KCAjx6suVViglMFXgdP3ztFOZrTPjuao1zfwbVG7TiT1gAqKRGnODiZMH0+kT9w5Tsczdl7vSqVWaRLVIvGSqEiC5ujdc06rMXNVMTues3HXk3Z8zMinJDFwyEKLRyeP+PjePgt3yrw85ej4kG/88I9i4qzLhGVw6PC8+0W3QtkAANr8SURBVO63OTr7lMS0OD26QL2ec2OziyKL95smoHHBcn5+xnvvf4hRCf00pzqfsvGWVGp0MFgFqu6dDL4JPNaeKV8g2/y0Hmy5Fp6ttxqeVL2++vr30mLL5pfbx4vY4oV9z+2aObhr/4691cQJvCtJAJNAnvZiDFIQfEnlHmPdFK1U7FHV0nuq4ejoiAf3DwCN0p67L+8yGnaX7Sm+bkuR9hilWk11kggu1pNoWirNwUKo5bFKQsyuS5XTIdV+hw8FPsxxqoWN47lCsJEGXsm6ME0rTsBRIe1SDz45pDrVVGqKPtS4m7CzM8KqRNhIahnbaAzj/YrZw4qUhGk+4+XXe+h8We0GIm3Yo1B8+uEhduKYqTn+OFDeqdjaHja+QCkjOiVozmcXfPz+PjbSrydHJT/69jbaxJhHGWyomnjro3v3WZx5nJ/jTwJZabh9eySaIyHD06JU0kc+XxRM3p+RKkWlNeXZnBtvbsfvpWQ8KAblFYnRHH56hjsvWDhP6T2nsws27nYJQcCksOOEFj85nfPRRwfMKahUhbuo2HnbgAGjElLVkpiAHBMSZvMFpyeWkCja2yUmWYb8WqVyruJxMSrFu8D4dIr1FaNRhs5cHCMpCVylDQlpBPE5+/uPObs4o+SEGze3yfLQXPs12K59TeVmTVyDEbaX82WTBDJGWHuZapOFFgTFwf1zjk4LKr1gsKPZ2pbjopVphEc1islE2G6rTIuLcUV3c3T1dg1eZls31erLAqTr/dZiTwbVT/PJz+ZjPztW+F776tqei7/9ivjsrzS4Xuuj4HKGasUuCZQ6HKv92ZfBNtTV7SXYBhoqeP13RyX9IYqVbZd927Lv9Wx8HMIVadoJORkdndBLoGUCBjg9WXA484yZckQh1OTjjNGdDomSymLwkvnzynN4cE5bJcxtwtQqutUCU9go6GUhSC/0wlseHRY4UT6j9DApPWUYk7yipDeHFiYesImFB48mnCw8J2XJERccnz3ixmybdm9I5jNyLUDcBxifzzkpT3G+pLITEt3i04OPuNW/RTtIJTINWZNlvffgXYLt4rKKSm9jFgmjiz6qr+JxlMu7DDMO5vvcKx7RUQOSkEg/1rHlje2XBFirvKHX2eB4/+gBZ3rMQk0pwhhbFmyd99jb3JGkBlFIDcesnPNg/BFVmKEwVGrG+ycLdneHDU09Q/qdnLJ8fPguUxyp6URQm5OeGHp7Ud1aJYBQ1yZ+xvvnH2JUSqnnVGHB4uCCwc3/pwHAJsLmQGD/6ILjsE8ZJhL8ODg6PeXOjT2SCK41mpKSMlR8evARPljpwdZwcT5mqxyidN0MkDbK7Ydnh5y5gjRkGC9K82eHBZsvd5rrVnq8LAtv+fTRCc5KV9tYjZlMz0mLIaQLodjXCQECF2czTqsxEzVmoSbM/CnFQcHtu0PpqUIqGtIf7Tk+Ohfqti8p7QWLcsbZxW02h7sxgK1nT3smFxecjQ+xboz3Jd5YHjz8hBubt2IyJc60VhC848Gje5R2jFYJ7aQgFIbJRcHuUBTWQwhYVVPcpN9aXX5IXGPfD4D2+8mELPvlRnuEL/n+F/ZHx57UE33VarD4POxpfZDrVWuuWZtSilsvbXH/nsOHkoDl1VffwIdSKoAhRWlp43KV53B/GiuGllT1OdifsjmShLKPvc41g6YWdFS6FnHyFOUcpQJp0hKhyBBAQwgJIkLmZa0xFqmqBbPZBb3eFkmSEILDuwVeFfjY6ysA3EfQ0yZJO6S61eidFGHKws759PQDedaiMaTMDs4Z7bZji1OCaejngdlizoP9I9BgSEmqhPbDnMGr9exrE8W0AlYVnC0CD2ePUFpTKvGTZ4eB/s7bTStPHVc5LB8efpvzMI6sIMMiXHBydpPtrdHKM14q+1M749OTd0l1B6critBn9rhg5+aAEEJMtOfSFKQc904/pfCKdmgJ96zScDgm34ltU7EdySrLzFo+OTghVYZFKKUV7eyIt+/cwVEu25cQ4dODg3MmasZMTVioCYWdYC76bG5siL8OKRk5mc+ZTOY8+ugCTwto8f7JPb7+ta+B8k0VWBI3orSCM3zyzgO8A0g4Ozjk7htb6FSo5EqbSB+X5PWjh495dPCYys/xwfHuux/wwz/8VnPNpVr0TFAaW1WcnNwHZdnevClsDFWLzikS02oq5VmQBMHp4ymLE5m8kvoeF/szel1Hq52ilWuSVQCtPMOH2RrQTXMNl4HzJXp5XVirbY0SfhlEPwOofl5g+tn39d2z5+Gv6/18FewrDa5heTPV6sCXTal1ivjS7Eo1+apdpnOvgfHV18KS/vmk9+qYDa77R9thQBoy2iFnoHNGWUI77uLcKr59Br0UHqoPmNpDuskOG7qPI5BrQxYMmU+YYjhVjzlTBcfe0SradMqctkroF2cU6UxoQn7BzJ9xoFvMC09rmrBwjkWwXKgJoTdj4Cp6Zo8sjj8qnOejsWdaBY6KgofqkMPwEbPyGOdLstCipTIyLZ2xhfec+Al9P4wZ+AmBTZRSnOtjuu5OBCcpuWpTqBytUi4W97BuTplNMWnKp9qzqbeW5w4o/Zizxcec2lPO6ipAgJbPOPXQM7skIcUEg8Nxoccs1IwT7jO3p02v7lzdwrNNSkKqRGnUKsupPkCjWdgzKjennW6SJS0OzCOGfotWyCFksS97RummnJT7aDSJaZPqNkadc4e7jQInwIwz5owZc0jlZxTuQujipsXUH9I125JsCFJBL9SC/eQeE3/IvDrB+YLMdDlVj7mhtshDShp70CcEpuqUgGNaHckoqhYMucF9dY+R2sYglXGHZc6CY/cx+/409j6nJOTs6l0y5uigYhY8YazOOA2PeWzOKPyCShXM/CnWFfQWp3T1gMz0MSQ4pNJwrM45VydMOWVuT5lXJ7RMwPseOjGRLigAu2AqiYpQSaXGz9E6hxBQSse+vQzwWL+gVsr1fk5QVmiZJsHjMPF4e6XQwVK5OZWdUJaHGCPtAkLMj7q9wcR+OAnShIa5wOis6Z3+fnOKn2XLiviy3eW7YfUs2C+7jxf2wj6/fVmA/TmYKSs9VkpFNRVVQ4OEft/wxltDynKTXneDwIxmcojSaBJSnaNUB6MeCV05iC6EsT1JkgdHCJZAhfcLwEcKulQZg1d8+skRs2mF8wXbOyNu3doDaKiy3lexAu3QKuXk5Ih79x6j0Fi3z5uv/zCbW7vNZ9XikYnJmE4WvPv+/6Bl7rA5THnrlVfIkxwXChZ+wqQ64ay4R+VmKKXJkj7tdMiRbzXCoM3zNFQcjffZt48an5LonPPyPl/jDXQcF2VUiqOk9DMu/CnnnFP5GaWfoDC0kx4Td0TPbJPEuMQrR8GEKsyZVI9xvpCJJUmfc44YqS6Zz0lIhFbNgrHbp/JzZvYEmy4o9TaaPR6GY7pBREB9SKlURRGmTMIRx5yhdUqmOmShzVQdc0vfQIRrBezP9JizcMixPsNRMVOnlGFOZWcclwV50oljQTVWWcZYPtUPGasp43DA3J6xsGcM7UsQhiS6RR7aZD4nqMDFwYJCzViEC2xY4ArL47N7jIZDlDLkuoeJPd4AB8dHjKujCJYlca33z9i7sSGMsOj3XaiYhTP2T+4zr04o7JiiEtbeeHKD0XCbzHTJdR+lEspFxQfvfhvvW+Sqx8Gs4u5rS/VurdponZGqdiMg55TjYjamYE4RJsvWhLmm3TEYnTYVZxsKsh6kw4LpWSWMvnZgtL2B9QU+iHZ8baJnkzSMxqaCfcV/Xwbkz9pj/ezPhi8eK/glLvkuOsEX/vbZ7XvZpPR9YfUAnVrmv/5pXg/uiT8u0oau+58LtvmRXo/lLD0bitivWcVxAIu1n7rPZLmdjA3wVPFBQezFTUi0ItMyGskHxdTCuJXwvy8KJnaf0k3JdJtq8wANJEqRakWqNDpoZv4Eu3PEXE2Z6DGzUPDp6BOm2RkzznFhQQgO62fMGWM2K/b1BeOw4EJNGOtTwuCQys2piW8ypiMwcSWTvqYIjpm6oHAXdLopve5A6EJI5l5GKnmygeGicxQfODLfuj2yjZIzCA1MBUk27O1tNf1ezhdMk0/JujLDsOmXQhGCp91JIZli/ZzCXVD6Sdx31TiXoHwUXylRW+KQSjelslOSBPqDdrOO+sYJBJIM6EwAojqmJdsUFcqadrZqvZHGh5LSTQW4a0t/mEuAg1vOmsQRVIXuXVD5eTPaojeST16/jgNeObobKSiHdXOsW4CGja1eA/zqY0j8hM5IEkvWy7Xnhkd4U2HV6jGXbzsa9UGXFO6ChTvHMkdvXOBC2dDjQRRrqzDHbx6yYMLCn1P6CaY1Jc1qdobQ+ZxyWGXJRwqVy9xJ6+c4X7K13UNr04j+1cfEUdLetMuklNJ0On36/X5c73rQ3Om0SHNQKpVPVprRZvfq8Yv/v73Tl+pPpAT6VkFnkLEcexPiM6L+d1jZz5eliH337Hvbo/rCXtiXsS8iDHTZnp/GwBMp4dHkmSsV4fp5pmqhRtMjzzbp9fqglmJktdVjlrr5gCRZAnUXLGm7imBXZmKHONZxOaZIPuPo4Jz51DU9pocHJ0ynkhRMTN6IRWotSXwfKh4+OGk+y5gWjx+dSc+t6ZCarog8qhTvPf/vO/9fUi0V9IvJKffuPZCEtRLhq3beoT/oEIKlrE4p7Zj2oGSpc7E8Fz6UZC1YVOcU9oLCjSncBao1xfoZnvVKowsVaR6okgNKP6FyCyo/p7+hpb92xXzULe+NlmrWzhckiWaw0VrzY813TyDryHZVnOHt904p1XzNT9Y+KhsWVMxY+AsW/pzKzOiMwKqyEfSE6CfVDLd5wIIJRZhQ+gmtfkmIQlvi4yQuKVVJb08RtJDtKz8ny2Ew6Ino58r0GRs/px67VnmZtFJUYxGsI8QrSzV+1MZrw/mC0k4p7ZiiHEe6/zIx5LFYPwNTYX2B8wtCKEhMlyRJMSqV+eUqxZCwv39MaRdYX0gP+BQmF4vYY6/RWtiI9fFzWKnKt85wyq4wMcDkKzPVIxPMx0TP1g3D7Tc73Hgt48bLLVC+YV4218tnAORnAdbrdPHa3MrP9bZayLt+H59lfuXnhX2/21e+cg0rFz1Pvgmf/ObPrvR8GReulBbKsooPLVKykJGHjJZO6CaGbqrIdCAoqDz4BA5f/gPajxf0dIv+1jkb7VcYpVIpttF/zG1CaSeYwQlaK2Zzj2+32NraYOaORfnRFXi/oLQTEVdRLczrM06Oz1jYKe2uRScJ1slDz2IpgsM7mKoZJ1sfcshHFOfn9EzBrRvfINPt2CNMnCMNpXdYU7LxcsmObmHtNpubbfoDoeI6PCbo5YMVxXDU46233uD8fEaew80bm3gqGa2AW3sIK2149bU9Dg73qapAv99iMGw1D2cvtVDAi9hGa87m7QJOLMZkbG/30FqvpGLq8SJydm/f3SA8PCBbKAaDitFW3qRqljrSsp4s17zyap+T0zFaB7a3AyY14viDbdoQ6ofvrdsbPE4/JZ0FOp2Ene3NhmJYz6r2StafZSk37kJylACara0WSSb0P4dHryQSAPZubhD0MZOJod09YfPGiBAsVpUkJAS1vC+SxHDr5ZST4zHezxlueLzWhNCnnhEvM80XlGFGf1NThkdUk4JuUrKzsxcz1TKX0qpSgL2qKMOE9q3HzI7HqKrkxnCDTqeF0fkKxTvgQkXp53QGis2bJeZcMTI32N290VSDxOSelmMeeOPNl3n0yGGtZzTaoD8UaqWJgV2t6BvwDAYjvva1H+LsbELWPmf75halnkYyY0qlJGnivIig1dfQUoXXfabjvPy6v+S8l/+ObSafE0x8vwH56+yFWvgL+07YqtjfZ9uTvLN5ymvXf971c0VqmjXNmgRQJM1cYa0TnBeg4n0l9NaQSI+0tzhjIyic88Ybr/HOB3/IfDyh1fbs3tyKvlkJxVkpiPtVJI3692wxo3JTXIxXlE4oFh49yESHw1iUj1NL/ALnPGU1j+C7TWpadM0NMoYYI1Mm5sHj7JjJ9IQQEko7ppNtkaicxdQxZxzFLjOcKnn1tbtkLcdsljMa7rG9vY3zFVqVeJVRq4sHPEmiuXkr5cHDA2wR2NjYYmt7l9ILi6ymJzeFkeB56eUN9h/fo6oCw+EGo40WtVp7U5VsfLDi5df6nJw4jEnY3tagJbFuVdLkrmV8Wcrdl2/x+OBjymJC0ntAZ/M1Gb+pSkwwBBWaZ7hJLHt3PacnU7Se09usIBnJyKyV2dM2SGFltGs4VPfRs4JBC7a2tsVPxlnNEptUWFWRdwytOw8oLyZ0Tc5g0CcxLRkZGWrfHijUnNn2faYfHzWAufAHtLubWF9gotK76IZIgqM3SijvX+C8pXIirjfaGKFIRNQ2+u0QrCQvNi2Pjo/xvgQ0G5stOp0eRguwVlFTqLCi+l64sbSk6QnzAlrdgSinx3GXtd7RnDHWzcg355ydvkdZSiJpa7tH3h42YLkRKIvXDIA2FmN0A7wvK97X7wvKr+1nffzW9f3XS7v+ufDFfO4Plgd7Hqv9qhS/v+Lgej0I/iIiRM9iXzQArjOFrhFBicIcseMojTMUMw2pAqcCiVbkyjDq3cYk0M13GCS3uOlu001jbtAFdC2wEh+WnX5Of9iSnhfTE2pyqAMUj/MVzlcok5CmCcOthJ5vNzMMfahwcea2DUJbC9qTqBaj4QbtLjg7IU06K71P4IIA7FpkK8+63Lixg1IJaTIkNZ2lEmoMMWpgqFVOvz+k3xugdE6eSGVZAJVtwG1zzEzO3t4NvK+EZqyjgiQRTAaa+mWicnrdIe12CsGhTWt5LHDYOGItKI/CkJoWN/ZewvkpRvdkfnKszlpl16qexuS0O0NutdvRebdin5cXJx0DoFr4S+uUne2bOD9FqWzFMToB96oGZwKeO+0Nbt0yEALaiGp5UB4XJEHhCXgVpEdL5Wxt3WRjNMOYPqluo1Qiq1XCmQhqKVKSZS129+Isdp1jjCQRQvB4Va9Kvq9CMxxu0B+UgEOrDGJwSQ1IVWiSG2naZmfXE7wIwCkdR4vUVe4mGy/q2YPBkF4vIwSheq+KBcl5Xd5fiUnZ29tGFHuX6qUOG89TWAaeStHtduh2e+TpFkmSx9RLCVFQT2Zjrs/FFCf/ZGB93d8vj+G6Dlg/aT/XaUY8y2c+y2vfDZPRP19yH18VT/3CPrc9ew/2dfYlYoH4fBPTzd9W16KiPoU8mwNaiUiTp4rPTtf4ImGCiZq2ySyvvXED63oEb1Fa6OEqmObzVCOGqgQ4BYvJFqKKHCoRslKaVlsEx1AZJiQE5eL7NGmS0+8PWMwtic5kskLby3hMlsJsAU+e5yglVPE6eWDaMn9ZqxitqIxUt7h54w7WTQQYe4fXlnr80WoCGqUZbWwyHA0lXaqUJLeDi35AY8LyuaeU+PcbN27JSCfTapKyPlhcI9AWmX9Ji253SLstvsZoYTLVfs+jm7UYEtKkze7uLUKwGN1txk5aHE5FP1yDa5PRanXYuyHaMFpljY+pfZ6sRfyNUSmbm1uMNuaAgHnVMAgsXiXx+IgCd6c9IMuTRuW9HjUJRD/vqFRBr59x426Lk9MTOtqwsflyZIKtJKAbMT6LTgMvv7bB4cERzmdsbb5Kq501ffKrvhWg1+/wwz/8OuPxBWlqGAy2luO66oR4sLQHgfOxkTgR0FRkbdfEORrV+FAXfbKlQunAK6/uUVYlWmvytLN2m8nc7TKOk/ON1opS0m4hn3+Z4bcKqAO12v5lYH0ZjIutPxOezX/+YIHnz7IXc66f3b7i4Fqsfrg/zRF/3kD0ywTSNU1HIdRtbaS/pC7K6boLWwkdPNWKRIm0jwESrclCmzwdsGHucsPfYLuV00mIlcU4KzOCIpEpMGSmR276tPUIkDEIJtQzh+O2kaqUmLZkMZ0HCkIohdauCwqV4kOKzFM2JCantAIItZKgQqqQntJbPDTVXek31iiVkWiZg6zDUo3dKnnwemzzIEchNCSdxYquHOnVKmJNjwshRaZBrVR+QyVU4qZi7CT7anKkhw1UTGw4rFDBAjFbXc+MzNA6wQd5X63EKdNBbXTApQDDet2I4zI6a6jMNdhbNaMyghZKn1JmKVCDONFAGhMJch61TlE+I2DRqp5F6pbrRsaiyLpFiTvoRNats+bzbaRgO+yyGkSCUqHJ6C/nu9uGkkZ9naAlgeHrOaum2V7mtFfoIFWZEGwU2Eua4EOprGkzEAdYg2sB7nLMoh5Bk1WvOQiilVB/zzporNXg6wA4YPFKxxaOas0ZK9Tasbaqin2BVZ3mWdk3zbX2rM+KZ30eXO/on2zfa9D8rBb48o72q+KoX9gXs9V74TvRBvG0e+1JIodL4VJ5DumQgPIoKnk2BUcIq+DT4uJz0Pllm1HAQYgV9gioa1AtIDe2F3nL5lab+XzK6WlJkqbs3hjQaksfsiHBKRtXJD8heF5//XUePzylWmiGvU12bvXiuhNqlWnxq4E3Xv8hPvroI/F7iaW/W0q7kGo14qvGtEhChfMLwEWmk4Ash43P4zoWUw04Xq3+1wJUPn7n5RxxVvzHUsytTqASaHwJiE91Km98TV0ldspKcUDR+A6ZAy09xx4Bz6rxY5ZKldFX2ibxq5A4QyF+tf4edaW45rPV6zYmJzgXfWbSgEOJB2z8LkLlNjqX60BVKJZxa1ABGxy6TtArTbuTspv3CL5A6YRau6c+ll7V1Hqh6GeZ4eatIdCXzKUykRF2iX2BRpGQpikbowFKp+g4nquOZervuLHRw7qCw6MMlGV3r49JiIC4Drq8JK/jd/a+jMdfkab18ZRJIChN8LZRx/deeqqNzhpg/TTx0MCyWHD9618UWP9g+N0vYy/87bPbC3BNzFbiwX8+MZ/LwTE8vfK0qlpYb/ukilP9kA0qxawCa2UwfqVqbYQSnplAoQKSrQbrF2xnb/CmfonbXcNWDtbDSQmTynFhK871BZUTyk4rHTJIbzMI2/RcF4tjrM+xuoxguM4QGxmhlLSE/qtSSjTOTZhXJ/jEUeopLTWISYAkzto0Mo5EaaEKqTlOOXHlwWC1lV5pgqhRmjZp0iVTHTSaiZ5gVexDp8L6WXTsbRHXMm1S3cXELG8VClxY4OM51cqgTFscU6jk4aokM7zw5yg1lbnSutVUdDPTaR76WhtsKCnUBKulT9uEpFHSVigRjwlBlFKVBC6lWjBnHAGqCLYodKOkqrXMiJYRWRZ82VR+pQ9JxFxWAzUJfiylnzNWh9LbpPL6IiPVLbwWNoHWMqe6VDOsWs78dlh8qJ15SggtUt0iifuxqmIexjEzbOP2tnH8SsnoDqNTfO0Mm8rvcgyUjGSpZylLD6D3lqBm+FA2QUogxHnqOUongMLotGFWlL5c9nzVo0FUVAWPo7oa4O5LyuiogUangJjuqQO1WtNgWXmOokA1wG6qHXKsLYvm2K22HNSCQs6XWL/83Pr1tWfAE6vaV58VT3rPkyrWn6Vu+v3m/EP48pnw769v9MK+u3apOvwZdt2990UB9/X38XIyyFVlcA0N6KibhcKVlYcVQFNvK89L31C8vY/PqCCNWPKZBlTWPAeXlU/XJENv3R5y81YvgpQlLVjUnyPgMpFCXB1jTJcbt3uAQmtLK+s2M5SDCmS6i00KfKjo9R0/+qM/wqI4p9Vqkyd9mUmMsI9EISbH65IC8L5AqYBXKU5VWL0y1itEdWq1DE+F9u5xXp7XRpXN/O4mNon+I6gQfaQkIxbqXPx19FsAic4JxjfCcVqnuFBShiklUlAwJNG365hsz8DRAEghkc9YcBETxJEJpZI4m1z8X6JziAlciyQdJEEsgFnrhJTlbOu6Eh3wFP4Cy6yJSzSK1LQFeFo5/3UypGKBV9LiVPoZBC/n2md4LaO3TO2Pg6cMsybZHoK0ACplYjwQRcAuVa1r7QD5jpLAd8E3LDaj0yY57yP7QuuE0UabTm8Qv28q7QZRTNQhNHQXx8fV87Odk2KEVjmJaQkbMPZxV8qyWFSMp+e0W4YksSg1xGBinKAaILisSAdCTFgp5HxcW7W+hgL+hXzpdzjJXbeyfTfteVSuvyoI/SsPrtcoltc42usA9HXvX/7+5IrTdX0c6++XDK1SWjKn3qL0cr51batq4xrQdfIPeRTY4KjCnIHbYNQWYL2VWo6rhLmF07LkWJ8y57yphhrTok2fXujSMxmltxShps+u9C4jlJ+a2h1MVBoNVQPUfWJR2pDRXr53JVsKnkoVlGGGpaKle6igGlpt7fwTUhnlEDSFmrLwIjImYN/JaAjA6JxE5w2glfWIYFg9I1TWDigjQosrvcSVE2fqYpU30Z1I55JeIxWWgYqjisC9XrdZq2DWjrH+vj5YZv5ErovGQekmuBEhmayppNpQNOvRyTBWNzLQNPOUdU13w7LwC5RKyFWXVAktXutE9u+XQYllIdXiIEIiie6s0aBV7PFaXffCn+MjqK2tDk5qYF2vxflSgGpMLqiV74oGgl4JGgLeV1TMJQDT6cr+hX+ho5MHuQ/qfZsVEF2vuz6ey7VLEFrPwlyKFOq1JEWtElrvW67P+sm//M7eW9ALoQoGi/NV892bwCO4GPTG+eR10uAZwXTz96dWs/0Tt/3savVnAe8X9sJ+ACwEuFIQ/nwge313z/s+WAHYze/LXuurC7gkphqWScNaXKymr8rzatlfWif/BGQ7lFoCe0lqxyql8gSVEtRy1NYqKNWR82ZIsNHnyW5XfLHOSVQmz7ygMUGTaBmfZHVLqtHK0+1sSWtZ0hPWWWzrqb+rmIMQUHrlRNb9sbEiKRRzBSTxvxoIkij1ELRHO9f4Alj6X6+EKUWMr6ybE4KP4nHChqtZVFqnBC8AWvxjGavpZZOsXz2mIY6AEpNe6IU/bxh9jZim0jE2W7K1QhDWnXVzET013dgukKA1mFDP447gMHhKN4ntAoFMt9GRpSUJbgNhWZ1X2KaqX4X5ehI6vm95biVRUf+7ZrPJ9bLUOGmSPE3sutS8UdqgfOyXbs4Ta9vX51zVxZUQGWkqaarQBJhPLbNpQd42dHpaqN5ROFjpbOlrEYba8cGY+w8eiHidm3Lr9ga7O8P1WwsfPz9Qz2v3YTlGt9FaupYOvi6at7QnPC9e+NMXdsm+8uAaamD9ZFGhq9s/ucpUv/e66pJvKuPx92AvfY5DqVTUsOPDpwacq7a6To9kk0qnWDjNtIJTJkyLfe4MBtztwhvdBdudOa1xjw1XcWtW8tG0z6dZn8f8/9CqRUsPGfoRW2nOKDe4kKCmisnhDY6n/5s0P+Hm7oZUzsnI6ZJpR6lydJyXOJlccDq29PKMfMuSpzXAkgeiwsTvqyEoZkcB5i1cr6S3kTffycQKqlEZachphRa2cCyOSwptaW04TCr0NG1yEiMjHDLVxoSESi04PjvhfHyByRy39u42jk+jcLHPy3nJIC+KKWfHMxLdZme7S6udim9Wtsly1tUGgPHZlHKqyVoTtrc3ARuTDilKi/qlieCcUnNx7Cjtgs7Q0Om2MDqV8U6xH0sqzxkoODs75/x8TJol3N7dxhipxLsVMRE5phrvHGfHC5TLGA1z2v08Zs4lGHIrvUcKw3wyYXbhSRLDYDOgjW6CBmWiWJ3KMConeJgce2aLgnZf0e93YsVAwK1QsEwzNmw6H3Nycg46sLuTRSqXqNwG4eRR9/iD4vHhAWVR0em22NrcpB45UyeT5NgYEt1hOhtzejInYBlt9Wnny3vE6GX1v17T0dEx09mEvJWwtbXRgO56TJcEGhIIlGXF8dE5Nlg2NrpkeQ3cJWgI3mF1gXKiHn52MsYWCe12m53tbbRKIp18sgLinz1o/zz92c8yV/NZMuxPBunfGc2JJ9qLUVwv7Lna0+6576Yy/vJ5I7ZMuNYgYdVCcFhXxKpshdZtEi1ijnVCshE783EKhk5pZlNHxo33RNZPTHzqDB37oAGpMjoB2D5UWLeIPsvEdRk8nmAslWlDBKtJTF7X36tmpGWqizM2gkB5nnayHXLdI1Ud0pCjg2bBhKqefOIrwGCSnvh53SYxeZNcFgZQEcd86fg9UkkSexdfryAyhIzOJAHQJMOXCVZhJFqoDGenc1TI2NjMyTtZfVpQXjeTRWqbXMxZTDxZPmVnawujwYWkSQKvJkmCDVwcV1RVRWeY0O12Gr+HojkPAlo1k/Nzzs8vSFLD7k6P1EhLF0p8sJwnHxlegfFJga08o6GjNRBQbYiVcbImGeyDw7KQ6rudYP08XiMCkCWJnS+T4aHCuaJ5vV6fMbUInG/o1j44CBXKa/G3SirPeAhG2JKrBQVhuUnCJ8Sksxw3Eyv2saVAJTKa6/EZx48DFQEX5nQ3J2zvdvFhIboCSV8SGvG4W1/x8acfUtkp1s1wfs79+xNu7L60LOLEdct1YJf3iXKN5k7dDroKrOX3y9XqlefKVxxEPw9/+3l38Uu/9Ev823/7b/n2t79Nu93mT/2pP8Uv//Iv8/bbbzfbLBYL/vbf/tv863/9rymKgm9+85v86q/+Knt7e19+wV/QvtLgur6x5N9Pk9D/7CrTdRWmqxXqld9XbuT1YLcClaLq11eTu7EXiLgnFwIugAuKMigWHhYuMFcTvFvQSTU94+mlFb1WwQ+bEyanZ5hig7LIOT9JUVs54ITupRJSo2nVV8X+GHXk8GHIo8MjCI949fYIiMA2aFBdvHaMF+d88uERqelR6AvK44Q33x5eucLqzOfDT44xp21MCPgjz3yxYOOWCFbUvTW1E7MLz6N3z1iwoKDg8HDCzTda6CSqrtYANYjjuffgmAeHBxTugsKOKReB1155U+qWKsGgI9U7oSwWvPPtj9BkJHrB+MTy1lsZeVuqyRJ0LPvcHj1+zMVjAZlJSJlc3Ofua7vN61ItiNleF3jv/Y9ZlHMcFYdHBXde3aDby2PFM2bPhYjO46N97n36WMAantnY8fW33sYrMEHmMvvYZwaK9979CFW1SVTO+LiClxM2RqPGeYWQNBWT8/MLDj+eN+s8PJnx+tu3qcdhEOoKhtDh3v/wHuPJGEvB8fGC7ZtztraG1Eq3NbBWKuF8fM4H7z+QoChYjo9P+eGvfy32tq+CaglMPvjgY87Oz9FoTo415aLi1u2bcVvdZO61SpjPZ7z37sfUM1/PTue8/uYtdFK3Kcj5l97xjE/vPRCQH++/2XzBndt78f1xPE1cS1lWvPvOx1ROVMsPDh7z+ht3yPK6Kq5i9luqPw8fPOT0aIHRMrammAZeffUlGiGfNXbGs9lnbfusQmXP2gP2/VSxXj4Rv7i9wNZfUXsC0+zJ9qQr7TsDuq8D1vWzZzXRCzRJOe8FJBvdjdTZdI15U8/rVZFirpQ8HQKei/MJ4wtPli7Y27tBqxMrxipBYeOxqp9Pmtm0JE00aV8qsfX/jKorkZHtpU2k2HoRKEORkEnXdUgwkR6sQ83EapGQk4acBAGxFhnNaL0wvmq9DqNzEpNjVCueodXjUMb5x2nTFuW1A1/golZGCBa8atYojD8jFVgvNGBbVXz8/j7KC2X+4rjk9TdbtNp133jSPBM1iqPDU04flTERYplePODV128153SVgRA8vPfeJ9hSKseHRxV3Xtmk3V36sMaXoTk+PeHeJ48bBtr4fMbX3n6zuQJDAz7FH7//3gf4UsakLU413EnZ2tpo1qLjNI/GgsdZx8H+GdP5OYNBn82tER4iwK7brGKLgZuLnwspRkuPuiZp+s1FdK6KABlJ1gfRpqmZbiakoKMvjnTzoEJM5CxY6vrIvcCl0WjWlxw+PsVSyCjQYDk4OGdzuy3gdzXhGzxeWaqqigmYBc5PCaHCOR0LOCv95HHt0kLhlgyREFCsx+iX7QqwfmqP9tO90JO0F37Q7LtPQhf7vd/7PX72Z3+WP/En/gTWWv7u3/27/IW/8Bf4v//3/9LtihDh3/pbf4v/8B/+A//m3/wbhsMhP/dzP8dP/dRP8V/+y3/5HqxY7CsNrmu7FsQ+adtnpG2u9lev/ncdcFdcuXnrkRT4FdaXb4C1D1GdMnhsCFgfKD0UDhYKFlZGGaAMLQ259iTaY5JAWh5zMetyXiUcF5rzmWWczugPhL6VBEWiRHm8WFjCvGq+i1KGw4Nj7t4qCcqRCCEbAqSqw/RE1u98QaEmYOH4rE932ywfkErJWJDynMOzY3LdJw2xx/eoZHBz6Vwaiq9yPDo95Izjhkq+sBckhxl7N7cjWBZHGVSgCiUPDj+VGdJ2inUL9g8ecPelu2RJJ1Lqa9GzisPjY+bFOYlpSRYez/7hA16++3Jcs2TvXaRR3X/0MZq2BBWkuIuKraKDSlf6jSO97Pxsxlmx31CPnS94uD/hzTfekCxxzELXfegPHn9K4cYNXftsXDGe3pJsuBIITgBPyfnFORfTEzLTFbCnEj55PKY7/FqzjiY54Rc8OPiUebBNS0E5n3N0ltLtR+Xvhl7nOZ+ecTo5ovKzZt0PHh4x2vhaQzWs2QgAh0eHWDen8nO8txSV5ej4gJ2dnWWAEZ16USw4Pj1YyWZrHuxP2b2xudbXVfecPT7cp4ztBgDBeg6ODHs3tuL767BQ47zl+ORU5sl7USA/OhyztzeI12AUQIs31tHxMUU1FWGUYPHecnD4iDt3dptt63szBHh8cIj3nkRL/9fxGdwsd0iSZ++tvmzPOvLv6UyaZwPWX+bzvxP2PNTCn0sP2Av7CtvzuP7X7/3rgXU91zpZspoakFaPC6oaKrZRdcVTKNH1RA7waJXHqqQFD6fnp3z00WOyZIDRMBs/4od/eESaiNiZ1jKmSaEpy5IPP7iPCm1a6YjZMGXnjVzGOCkgVFIdjVXaVXGowp6D8UJnDpGGHenGdUuWURkpLTJydDAyn9nPKe0Y5wu8dwKsTUZq2qRRBGs54DKqe9uSJO9Ju5cW1W3lyybRUJYFJ6cnZGmfrc0WKtFNVVZTj4WsODw6ZrI4I9Wit2J1zv7BI+6+fBuNwsdksfdC2X64fx/vJeGtlObiwrI975PkNYCs+4ktJ+fHnM8P5RxGNsCD/Qmvv/7yCrCO1dxQ8mD/HoWbNf7dTueMx1P6/Y7EAyGJ2iyOyWTGZHrRrNmqgv3DBaPNzrINLSbF5fMdkPLhBw9YLEpKW3B6dkblKnZ3t+I5lYJB8I6TgyP2jz8ky1Lu3HkZk+fr5z3IaFA0WCeTMep+84Sa3RUw2jfnpLZ6ikbdJlhT0cXvKmJdmVrJvkJmh9cjw7x3eF8uWY7xHTXN2ySBViulGNdtWJqN0c6aanrdqiivu3phNFXq2C7X/Fxb7PrigPpp2/4gg+3vhVr4b//2b6/9/i/+xb9gd3eXP/iDP+DP/Jk/w/n5Of/8n/9zfvM3f5Of+ImfAODXf/3X+aEf+iH+23/7b/zJP/knv/yiv4C9ANfR5MZd+feTtnsKmF79++UbVLKFddYu3sChFkZazz6u9muu3vyOCk9FpUqKkLFwhmmlybThqNBMXODIzpm4fbJ0gzTipdIZLiYtBoXhZJHzuEjYX8DRosL2ZqTJJlnokGpDohVVgGkVmgq2zM+UPLt1c7zuSd/VivJkywzQKhVwjcNpy0XISXy/6e1RKqOyYypfMnEnzNTZsqfJBcaV0HhqJ2n9gqmyHPpHjMOMwk2o3JTSTWnbEYodanEtrRKqsKDwYwAqP6e0E5xfYHRG5eYkJifRGZKj9qigcaHEujHOT3G+L73AfkDhJ0IfRonzdY55ecKiOsf7M5QS1U6NZlJ2aKkIgCN1uwqWs/IxpZuysGfSj4un5UeE4JcVgugMZvYQHypKJwmBEDzdfIe5OyH3sb9NZZLdxcfvVjB1UxFb0Tmp3+SiekRi2jT9Z8ExqQ6ZVcdMyiVIVUozKxMyP4ozQwXgOz9h6sbM3SmL6gwXhcryPKe0E9rZRuz5kp42h9D4ZN0znC/j8Z7iwpBE5UuHFxyVm8nsVr/AxX7uNOlQ2glZ0lt3kN5i/azpUavvqcqmONcXhkMM/nywWFc11fO6z84HS+WmKBXFXdSyN7t+3fkS5xd4P8c5RQhbsf+87nmUXkDrZthqTKXb+HSE0TmlHwOthomw+jx4tury87LPC76fzLx5YS/s+9s8xGkAn8u+A2rhYvU6roLsJbAWH5Xo2Maku2SqjSdQqalU5XxFCJ5E56SmR6aFml1WC84ftphOwOSWvdt92nkb5wusL5heGBLTwQeZ2GBtwvnZhN3tFh6DwjU9uvv7RyyKKVli8KFiPrZMzwp6w1b8Biq2/UjSOzVtdGhx+OmM7niH0ErIXwoM8hyrXUNT9lHzIlUt0tAiDRkmGHzwLE5SHj6yTOwpnaHj9p2b5KYvyXXVblprjEp4eHCf9z/5X1TVKXdv/39447Vtct1FqQSrFmiVMC4W/O8//D9U1Tlpss3J0ZxvfP0bMuoRSMyy0u/DnKI6w+pFM7O7Cq1Gu6VOXgAsyhNhulVF8zw3KmFS7tNd8U3iyysm5RGFGze+JuBJ8gE+2Ng+FZWtCczsCZWbMa9ORUtHadrpBqUf48gwxDGVQcaxlXYiMYybRk2ZDOMHTOzBMomgDAEVE8mWs8kxZ5MDnC+o7ASA46MTbu7djD3zQr//5MHH3N+/J4llXzCbLfh/fvRPYHRKFkeSydiwkmDh/qeHXFxM6bYHvHz3Lq3+SD4/KJyOIrW+WkkoGB7cP2R+rgm6YnO3zWizgyURxgFe2q0owEDWt0zPJXkUcHR6AaWJ/dzLnu9aKd8Hy6uv3eHepxXTKfT7Q0kQKGE8huA5OZlyfHKEDyV7NzbIMiPxdggoJT3YjZjZFWB9tVr9ecD0Z1ktZvfCvpidnwszcXNzE4A/+IM/oKoq/vyf//PNNl/72te4e/cu//W//tfvGbj+bjYifV/a6s11OQPXvL4mfHAZPF+lf68C61VwLLbS51ED6/DZzYf1fmQGoMyTLoOj8J6ZDcxcYG49cz2jclMSnUsvdlDMbML5IuOdi9exQTO1irkNVGmg29OSQQ4pRkl+YWGhSAwnKkEpcJEWvbndYVXQYtWGWx20lp4t7y0mCXT7JmYPfUwaKKF7GU+rJ6Cs8kIXa4+kJ8uv0IbqsUeDjRZeVVgv1dFAxSj2aDfUujj/0lLS21jOkVRKM9poo/X1D7OtzRHGGKRnrQQV6A5pKEmrD9WAZ3O7HcFYifMFabsiSdWVa8B7S3/QwnLRbO99yeZWt9mfXgN5jv5GnGfpZSyGzgpa7UyulIbZIO/pD3okqWwr+67obxhR3LwUdHpfMdzIIpVKftBzur2c1dFTtXBO1jLobN6sOwTL9k4fCFcqtB5Lf5Q0QDWECm0Co43Btcc7TRN6/bRhboTgm31ftkBgMGrJkfdCA9Q6sLE5uB64Kk93uHTGPli2tgZoLbSwpmqtREm2N0xIk2Wvv1awu3uTKBMYaYbL8Ta7uxsY02/W3eo5tBGlVair6Fcr2OttId+pn6t2+Tm1fmy/P8B0eA4/L+yFPZNFP/Rcfj7TzMq/10XNtKonRNSsK90811UNblWKISNTbY7uz6kmBh0S/CLl8SczUtqxCp6SJFkDuEA4WUrTVDiXkz4Uzi3nU3tvcVRMqwlWVcLeie8xkZaulOHBvQPKCyi9RU8Ns/c9JrK/1kBHQ4Fe+trFpOLw4Tlzd8HCXvBo/yHHhxeN1kiickwQCvt4POGT+x81IppnZ2OODy5kO9IoqJZxcjSFsBx1OZtPODk5i0c6krCjZsfm5jbGLP1kCJbeUAnVOU59aDRxgmNjK49J3QU+VCStijw3V56lPlh6/RZBzVaSs5at7aV/X73uVvcdomCbyRydbutSjCHxYafXIs1CTP4WWF8y2EixfjndYrkWhwsyQcX5AusWsZCjSYz07TeJpeA5O5sgPd0FIVTM5zPm83m8RmKblRJGwsMHBxwdHVKWCybTCR9+cJ/gfXPN1gno1Xjw4OCE8VlJ5WeUtuDRg2Pms8XKfRETH4g46O7NFv3tQKvr2dhpcfflW81alEqoe8Brn+6DwxjFyy+/xA997S3u3LmF0UuWyMX5nEf3z5iMC8YXC95950Oc80sBwPpYPy3mfpFsvtael7+21nJxcbH2UxQFn2Xee/7m3/yb/Ok//af5xje+AcD+/j5ZljEajda23dvbY39//0t+4y9uLyrXLAH2015f+/0J1PDLoHp12yuZsea/4ZpMliPE6mrA4+qMdNCooJnrC3GOBKz1WJ9zMHPMWhWn6iGVHdPJdpg7OC0N1stYgv98lPGeO2XhxlwMD1C9Y9p6h67ZpuUlc125wDwEzsqSxy8d8mH6vzGTU/Y6CZsbm0LTIosuyeOUo1BzTKtk76XAyYnDGNjaArTFeVYq9prgK1yYsHezzUl+RlkE2h1xgtbOo9K1CLlJX0xFkgW2X6o4ObG0PWxt7ZJl6QrQi7ON46zGjZ0MqwLTSYt2p8Xe7u1ln1QQun19XpI05Ye+9hpHx8cEr9ja6pPmsuamF2rl/O/uDklTx2SyoN3SbO/sEkJoxlqFmjYWHForXntjj8PDRzhnGI0GdLpLZWyPRweaOdKjjTbQ4eLCkWUpe3u34rXpmm0b9U2lePOtVzh4fJ/KOkbDFt2+jmuxayA4BE9/kPLyK31Oz8akacr29tZaVjigYoJBjuPLr+zw+KCiLAL9QZfRaIBSMchQoRlH5X1Ju5Pw6msjTk4DWnfZ3b2F0cna5zfgG8/Lr9ymc6iYz1P6/T4bG6OVeytQzy71wdJqJbz2+gbHJ+coFdje2iRNl8ew3n8tXnLr9jZZ/pDZLKPbHbGx0Y0CJiuBQPzeaap5+dUuxyeOEHrs7GyTJnHGapwXnsQKjtKG27deppUbpjNPv7fBxsYQ6wvpVYyiNdJPKSyYJol26VnwNLsMzp+3fb+AahCK2Zelmb0QNPtq2ve8+rMaEzylIr6qNQFRDEol0pusRICyAdZKEWIfsInAuRV69M92mJtHzT69DVSlR2UC4De3ehwcPSTRooLdaXUYDOO4ppjorUch7mzfppwfNCybwl2guhPmPjTilCATOGrQN52UwClee4qwIHctzosOVWeO9Qv5DitmcaBKKgUP5484dw+YlI8p7YUUCIqcth6S0Y5aIp4iTDm+eCDA0Bdo3SM3ffxcxkwakuiTFSGoJvFZK58vyqlUWutJEkgvdpq0+Nrbr3N0dIwPgc2NDlnLN9Mkasp73Ru8td3DmILxZEaeG3Z2bkTfXs/KDk28qBS8+dZtDg72sdYxGvXp9ZfJ2oBHhRj/BM9g2OWVVze5OB+TZhk3btyC6O98LaJVJ9KD5/U37nB4+JiqsgwGLboD3Qi6NbouiMq3cyV5G9J8ymI8Q8XJJ9u7/eZ4uEiVtmEa/YD8SF9/HFkatQHq0WyzSV0tLqms+LLzyRmj/iiKoQq1vlmLt1yMzygiJbz2/RfjFqPNPBZYLB4I1seRoY6NrYzRZn0f1PfOUn3d1/TuULdQxPWaFooUY5YMudOTcZxeM22SKmenR2xuDlHq8jPjmqr1d6hiXdsPctX6edHCf/u3f5u/8Tf+xtrf//7f//v8g3/wD5763p/92Z/lD//wD/nP//k/f/mFfIftBbh+gn0eKuX6ttdXtJ+2z+XNdtVJ1/3WNcB2IcWGBUWtPopCe8XUWWZ6TuGncZ+GwgYm1ZL2lChP3jFM80/R1QmVHdPLbsvIDBQuQOUDlfeUwZOYjO3tTTr9BVrnpElHMu6NyApYhDbssLRaOTdvbkh2PoKSK0mG+P9KhRVxDpk1iYpiJloeoKvgttVqceOGilVCEXSRoy3OyKvlaBGjU7a2ttnY6KN1Him+l8ZENA5SkWUtbt7YgziaQ6t0fc01oI3gaWO0wWgUqMW9Vs93Pbm0fm+Wtrmxt0tARkCoKKAiGWqFiyqpdUVjONqkPxCHWDuMOrte8x1qS0zG7t4WUI+iugpoQ6hHcSR0ez263S4yazK/sm4JwoQypXXKzs4GMIwObqmwTfCEuO4QJIvd6XZpd/K47vYymbEClpvRL1qzs7NDCBuwQqduWjPWglVNq93l9q1lhl8ptbL/5TGXc2TY2tpjc6OoD0Skq5lLlWgJdFvtATdvtll1qvUYHKFHRoVYr1CJZnv7ZTZDnWFd3s+NwEtUIb1sl5VIl2bWf73G7z4PwP39BKqXpppk1Be1L/v+F/aDa9+JwPdZ7NmCY2HK1M/fZzODUq55VvjIxCo6c1gp6iil8EmBCsKsardz3nzrNhfnC7KszfbWLlrL81naelzj63a2d/Aezk4mJEnC3t42JhVNEPDNs9eQxCerQqeSZK1YiAK2MhT5WGYRh5JadVmp2C9NCXF+sWpZSj8REO5LjG4x7G40I71Ank1VmKPShbDNUBjdItUdkg5SZVZSanBYun1DeLQCglRgMOzEZ5xee9YppQXI3txrfgfdJPzVCrCu/eRwNGIwHET/Xiflg4iHhfpZLtdekmTs7e00+1ZNbLQE4cu1GAaDIf1+l1oJvf7+db95PecbwBjDzs5GTBREhkNdQY9JgXpttb3+2iucnp5SWRgMRgz6vSZ5ANJqtbPX4+OPz+I7NJtbXdLUcF18mmarQniSIE8SOQ+SGKkjuvr7QpKFlck4UkTI8suMLisaQl7eTQT1q6Mw1/xeWLILapEySYLHkXV1DzUejwijrbPp1Erl+tl8xvfq+fL9bM/L337rW9/iX/2rf7X2tzzPn7C12M/93M/x7//9v+f3f//3uXPnTvP3GzduUJYlZ2dna9Xrx48fc+PGjeey3i9iX3FwfX0F+rI9TcTsuv1d/7pb26YxpaT8ciWjtlL5YgmUnC+wKnraRjk8cBHmFOqCyk5jL6qicJ6JNYJX4j5boUOquyw4g+BIdIckRFXP4EUczXvJPkN0ABqtlrOkFSq+7rGqbChUy6+UoVWtiK1XjodfuTXrCuIquJCH8+UqsHzVBKVsBHNq5WEqdHAVfOOU6tmRUDXUIgGprsmyr1OtZR3iHLNm3/U5qLPDYgaUqE0KKFwRvVp5X72OKK2JCgbi9jX92ink7/URUQZfq7tSC4DQZLY1NSivP0MqrCgVv+Oqk7ns3AXECshXl4Cyahz2kmUQxdkCECliQHOMa2XQ5pizdMKromGrgUAI9bxJ3fxIsLMCruUf1C0aTUICUMHFc3X1mNfBo9aG4E2sYPiVta0kB+L6tU4JzqO1UOcDdcU/9kpGhy8j3xwmCJWxsFy63nUzwkzrBI1HRWrj9T1dK5fIpdv+ciW2pnBeZ58Fup+HWNoLe2EvbN2uVM1DDUojuLsCqGtARPP89nEecQiOyxTUEDwulPG5N6X7kmP8MYTK4ZVj906PQEEIy3u31WqR5wlatVFaqtVaSy+zj72qRE2Qne0RO9ujBkjL7OgSq0GHpKF1a6SF5s5LN/jgw0+lGhhg405KqSaEIHOe65GWKkjvr1VVrJJa8kGgNzRMHsvorI3RFrs72xiSZVuUCji3oN1RbO90ePx4TmJadAYpWzv9mJgNEXhWdLopd1/e5vCgIM+H3LhxgzzP4rGwa2BSErErs7BXErnCjtONr1malrTfNf69fu/ynEUftubXIhBFPPSyla72LbXPVsvYLipZ1yyDhsqPiv43oY7iruh5rPxb6YSNzY1lLNPEG7b593DY5623X+LivEWWp/T7g+a6Xrteg+f27RucXDyiLCUu2NvbIMlMjIlk3BYrrDSA3b0tptMp85m8Z2u7R7/fwfkqxgArCWa1DqIvV5bXGHjNsbJIPL0OX3xM8mxudzk9O6EWVut2cobDUTx+37tO2B/kivXztiRJGAwGz7RtCIGf//mf57d+67f43d/9XV599dW11//4H//jpGnK7/zO7/DTP/3TALzzzjvcu3ePH/uxH3vua39W+4qD65UbVvnmQXtlm2uc37pdBdXrD8BL1arL718FDPgYYIszVkj2OSipYGsd6TAqIdETFuqCsUpo6wJtZ1RuRpr0QWn2qykTm9NJElKtmDuLV0vnrnRCprtoNHO1oAglyokzmOkJhR9jXYHWOXnSJzdDMt3DhIQ55yKu5UuqMKewE7wvMKZFYtrN/MraWdRjRpRKmgqxVFpr9ci6F0kenaGeXxkvUa0Tgs9QykEEaTYUBBewzGN1Wq9kTOtxGKuiGA4bluJYvsmAihOtq9Zay2xm54s443HF2alVkKaXIBPAObyqAb04T6NTAjlhBbS6UBJcnSlfVmGp16slg7sEsLZZcwOaIwpTejk6pVbytqGITsw216X0SCXUIFPVKrB4Uauloun9C8vvWmeUV1VP7SVuUA1sWQkeZO1B+vX98vg1LABVn5fl8XSujK8te5dFJT2Vd6843tVjHnRo9iH9dilB1SqhJtLLdDxmlhD3b1QKBpxjmbhRLWEuxGOjSch0m4Soam8qAoGiuiBELQKtM3LVo6M3GOs5ijlOFwTvCUEvA7j6Glh9Tlyp1NfHpw7SapXzdXsa6P489r0E1t8rtfDf//3f5x//43/MH/zBH/Do0SN+67d+i7/4F/9i8/rP/MzP8Bu/8Rtr7/nmN795RbX0hX2PLIRnLT7xnRkeo9eqWgp1LcCufbhsKi1SlRMhrUW4oAxTUUt28wiA5V63UQDUBumvdWlF7+VjksWCLMswJlDatHlWSxIyFZZW/axDqofOVYzHU9IkY9AfRrHLIc0M4mBlykPQ6ODEX9XMrQhWkpbnjbf3OL14QJoZyAqmlUwY8SuV1hA8pZqiYvI/BEvpp+zeyBlt3kKpjHZrg6CE6aZQccLHIo7oUty6ucvNm7cBQ689QCvVKGhXocC6AgiMhj1Gw7cxpk+StJqRWj645vgR/aQkzFfAMLrxNasm5ywm5lcS/6u+BtYBoCRgM1Cu8ZPBOxzLRD8rWzeJ4hWg7nwVxWpt47freeZL/77019YtmnWsAVMStIYQZO1apU0SAb+cCGJMTrsFWRz3rVbo8VUo0FEs0GHJWwlf//qrXIyPyVJN3uo0wDsoF+OkktKO4xpkX6+8usd8cY4xGVnaliOvDVXpmc2mZJkmy9ooVccGS4ZAfR/IvaOapIb3UQcn2MYvLifqBBwlIQSyXPPam5ucnWmMUYxGQ3lcxON1HZPkO+UH/6gB6udCC/+c+/jZn/1ZfvM3f5N/9+/+Hf1+v+mjHg6HtNtthsMhf+2v/TV+4Rd+gc3NTQaDAT//8z/Pj/3Yj33PxMzgBbhurM4sX/v3J/5+lSIO1wPrxtmumb7mb7U5yUyvUMQAgvdoNEE7vLNYVWBUysJ1SJ1FKyMKzWiOzWNmoc+g6tPWKUVwklWOVC6lMhLEkS7UjBLpk0lpUbGgimOYZHRGi1TlJHGe5dyf48Ii9uhWsa/VSNVap1FII5WkgA/UY0aaKiurldYQq5UBKAmhxPlYHdUrVcQmMyzAKXjXVPFVUKS6fSVLLI+3ev6iZIYrv4hKm3UGWh7SimQZnERH7aIzJ+51uV/5HWBZnQ+EAFpD3fNUA+Y10ZLofCUoEtXx5QO/BpwrV1kMcpwvmrEWS4BWA+ClKE7w0pdVU9FXr7flfuuEQ13hdlFJe/V6FJriMjkRZCRM7fiVZj3TvJzl2nzX2Me9drzQoDwh1MB6CSRrarj0PNfXh1Qf1h/KYbl9HTg0tO8a7Cc0VWhlYrAYP18nzTXglZZT3MzCrp15Fe87TUoLQ4JVFXMt/f7eL8X9RJwn9lGqauV6vWQrVZXmTDQMiidVv64C7GWS4gdXkzI8j57rL/Ce6XTKH/tjf4y/+lf/Kj/1Uz917Tbf+ta3+PVf//Xm98+irL2w77Z9L9kWSzAAK5XsSwC79uFLgC3jmkSgak7p5/go2inCnwEVx22KlkMVE9MVEGi18nUG0UoFsHkWrzwPqtLy3rsPIKQkyjIbJrzy6gapyvE4bCiFDu7nDUDWYTk6U+ZSl83+u91eTIKLGKkk6m2T6EVLQkBhURh8KBuF5zSV0WJamaaqbaPrcCyrnigTp1+0ZL61SuS4IX2/vt5WKYlfktbaRArnC5wr1nzTdT678dc1S2wlFBafs5pED2vbq7Cq96LWfE1zbqgTo8KmWiaL63FUNXAPeCXHsF73sm0ssBwJueKDI2tKBSOxxioLcJWmGG3JNouMBGVAp/iQAS4e41jNpwauNP9VWtOP9PK1Fq74nebFnIcPj6lsxcbGgNFoCECWSSyoom8+Oz3nww/fFyXzUPDaa2+wuXWVthviPHc5XtcB4ZrG7wgYGe+mkXMQ/WKa5mxvjaKvrQ/K8jheVyG/wipbYR18HvujBqhX7Xsx+vLXfu3XAPjxH//xtb//+q//Oj/zMz8DwD/9p/8UrTU//dM/TVEUfPOb3+RXf/VXv8srXbevPLgWUL2abb7m9St2FVRfP9bGXfqd5uZ/4k1b08ciU9wH+TilND7SVldnBNcKiYVtk9GnlY7omh0oU/RhlyoEZlsFs9Ycqy0TTintBB8WpMmIQdgmDznnZ1OYKEInMN7cxyNzLSt3QSvdIVddOozo+B6lq7DHPcZuQTrw6FSCA2O6pEmX3PSlcq1aWGacn485OZuAnrOzsx2rw0msXusmgAjeU1Wew8MDCBmbG7uMhpsrwDFmfmPFOeCZXMyYTEpaaYvtnRytVePA6t5ZoQAneAdHR2cUZUm3l9MbtOJxXG6jtGmURqfjKccnJ6AcW9tDsrTeftVp1wkQxeHhIUVhGQyGbG/uymvK45Voq9ZgGmCxKDk5uZC+9p1NslRT9xI3gFjVlDPF8fEZ80VBq2XY3Bo1518jzkuq7rL2RTnn6OhEhEI2B7Rb7Vi9Xo650itO8vj4lOl0RrvdYndnD1RYWcfSKSmlKMtK9u09G5tDOu12XEuynqCISYDT0zHj8Zg0NXLudQSOpCi1jASU0lS24PDgBO8Do40hg94gvhZWgob6GIq67MXFlDzL2dnZJknqhIlugiWlTBxJprg4KamsYzjM6fUkiAt+WfVGGdKki1EZbpFSjXMwI5LtlE21jUJRUjHVJxR6gnUTiMc1Cx1aoU+qOjhdoXW6IiynGxS4NiFAFhhf0hCEsl/75uUmdUJp1ZZVlevsSaD7+4kC/jzUvr/I+3/yJ3+Sn/zJn3zqNnmef0/7tV7Yd8i+rAJeE5Sv04ibpO5KC1SIyXPx5RqCJVSWSs1ICses7MZK5IR6Xi+AcwsEXsS2sGCpGThapSilsJWnKAvy1oo2RKxk++BxFHz6YB9rLUZLFbAcG8x4RGcgQmqVWlCRUHAu/lcJdVgZHavejvMTR3Ca4bBFp9umqC4adexV874CJ76xnnldK10DaJ2jVCbjGP0UNCTEdjS/wDmpOhrTJjE9MiPtaxot84/rMZV2AXi0bpPoFnkylAKB0lhfcXZ8ysX0mE43bfova1bb2nqDYzq94Oj4OPY2b5Gl7SUQVzUtW3xNCIHDwwOKoqLX67G9JX3WQanYN1xfHuLH5/MFJydnaKXZ2tokz7N4DSTx+b6+nqOjY2azKa1WwtbWVtxXzTCLbDOVYG3J6dkpSWIYxJFYNbVaKSAYfDANMBbmYCmvJ/1GiV5p3fQv158V8JR2vGTpxQSx0Rk0SR7TFHyUguAV9z44YbKYYv2Ck5MDXn7lDpuboxjfyfVKCHzyyb0m2RLQfPzJRxFc1+wuULEAQggEZUEjY8qQOKChlAdHCNEvKh9F3pZJD61SnIqiuDGYrhP/Tfx2TSumnHuW7L0/wkD5i9jzwNafdx9PVXWP1mq1+JVf+RV+5Vd+5Yst6jtgX3lwXdtqpeizAPXlbZ4NWK/26Vy3z5Vs+DUAu37QhSCADZYB9CpgSlQOVcL9d07YdoqhyZifWdLXc6r2QqjcMfOplSEJCSePLjg/iFXrE8OD8Qk3Xx7hQkXwVsZyKKFoa6d4+O0Txq6gVDmHR6dsvmTJW+KETByXkcSq+OHxjPufHrOwYyo35eTkkK//0I8236emcwUVCKHinXfeoygKjG5zcjzljdc1mxtbK8CzBiOek9NzHn56QqIztFpwdnbBW28v+zFWqVcKzYcffEyxELr38dEpe7eGbG6NGge6rJArLi7GvP/Bp5Kh95bj41O+/vW3MSZWJNXyXCk077//PuPxBK0TTk8m2Cpw68YtfJDj7MISWM9mc95/71O0FuXY89MZb711F5LoUMO64/3004ecn02p++7n8zm3bt+IlYtl/7RCU5WWd9/5GOtKQvAcHZ3w1luv0WrlzTFpAg2leXD/IY8fHzSfNZ0uePXVuyvX7bICW1WWb3/7fVykxx0eHvPmmy83QmarmWGA/f0DHj541NwfFxdj3nzz9ZXzs6zGeu9559sfUlWSODo+Oue1115mOOwvq9thmZI6OTnm3r19aY8wbcYX5dq5X81QK5XwwbsfEmyLVLcpzkv0nQ79jfURIkppEpUzn3rO73mGvsPIdOFE0347bSpQJiZfiJVzgfKGhBi4hCfQuAMr12+seElEwdX7/2k9nJ9t308g+rthFxcXa7/nef6lqs2/+7u/y+7uLhsbG/zET/wE/+gf/aMm6H1h3zv7XCrh3wkp+ZWk2NJWaK0NcypWspF7ue4H9jgIlspNsX4mSWJvY/AvP1KZjJXLOBJS65y69efo+JSH9w9JTZugHHdf2WHQ70TQQwQwgfliigsaQ94k4aWTZel7l3FFfNZEX5mZPqcflaj5kAkHHB7d4/bdDdq9JdiUqmfG4eE+0+mCbrfLjd0ByiwruN67CA6T+LeKys2b3wEsVXzGKRQSaxidR3FISS64sMD5IlbVpfXHxNnNBqFOf/jhAyaTGTM75/DwiPJWwe7uXuOvV8HU5OKCd779XtQYcRweHvKNb/woSVz7OhgPfPjhh5yfX6CU5vj4nKKw3L59GxVi8nfFZrM57737cWQiaI6OzvihH3oDkyzbyVbt03sPOD4+iyM1LZPJhLsv14JNqvHZxaLgnXffoywlwTAYnPPmm6+vfa+AdLK75vkfmE3nBDSjQSeOV9PC9tLpWmJAKsLSQw/S0lYXQATkh+V5DQ4VLGdnE6yrmlGjPhQ8fnyP0aiN1kthU2slWbOkZRu81zjnSUzSHHMhkCkODo6YTgt63RF37vRj4t6jgo6JgNpcZJD5KOJX+1oXGQjEe3WVPr96/J/gV1fiuxf2wr6I/eByCp+H1VXklf9e30/92cB6/b3XAOvV9z8xd7NCGQ111tojjrZqem99KOUnzm30XipkWiegNIcnRyz8jHMmPLYTjqopi6OKkjnWzyPVWdY+0xM+OPmEU33GubrgiFOKsaKsFkKLXRnr5PEcn18wcTNmasyEY0o/4fRkAoj4mY6VwvrSOjw8iU7fieMYS4a2trrnWCnF+GJKWfrmuzpf8vjgoOmNXr5JRKz2Hz2gclPK+DOdTzm/OCf4pchWXeG+GJ9zPjmltBfN9o8fP45VgdXRHnJ+Hu5/SmWnWLfA+QWLYszZ2Vn8/HVHPV/MOb84ac6J8yX7+/uNSqsseVnlfnzwCOsXWDendFPmxQVHJycsBb+WYmNlteDgaJ/SLr/no/2HcV6mb4KmOvN8eHRMZRfNjOqqmnF8fLwSvKzQGb1rjoGP1Yij433KqgRCE3jVdnp6SlXNZVu3wLkF+48fUgeXa5V879jff9Q4XecWnF+cMF/Mm+OxegzPzs5YFJM4L1TW8vjg8oxC1TAdHj8+bI618wWz2ZTJeLK+dTzmk/GUonBCyYxVkPPj4pogXbL0kxM5ZzJnPTDSmjCzZMaQKoNmSfMLQYRdVNDoUCv4y/9qZsln2lNBwPozamlXFcl/0Kzuuf6yP9PplOFwuPbzS7/0S194Xd/61rf4l//yX/I7v/M7/PIv/zK/93u/x0/+5E82SaUX9n1qovC1/HmWtzzD/57Nrvr4pRCXa368L/B+hndTvFsQfIFokORo1UKREGLbFlENnIYeDM557n+6TFimqsfZoRMKNbU4lzzrBoP22pqUUvj+/NJa6+fTsiqolEFPBqh5xkJNsKHAh4pH+49iXBLi4XZ88skHfPLJR5yeXPDo4SmffHJfmGjBRd8qPc9a5ZyfLXh4/4SHj+5j7aIBaavbGZOTGBFO1fE721BQumkEfZ5ajNLotAHWxbxkOp1iQ4F1c5wvxU/WFGq1mjzXHB4cRR2TguBLqmrK6clxfaRoaNh4inLOyeljfCgk/vIljx/LsVjqjcSjGDxHRwfNGqxbUFYzjo6P1p7hjSaJq3h8sC9xRow1Dg4f4Fy97qX/ePRon7KcRbp9yfn5Kefn42Z/kjAxDeMthMB7733E++9/yicfPua9d+8RvG5YenWstrr+2WzBB+894v/9P/f55OMDnCWy0NZFUCU+q/CU+JXYNPgSra/efyZRtNut+jeUSuj1NtC6/mzVMAgfPDjg0aNTxuMFjx8f8fGHn7JusTXCw0cffcL/+B//h//7fz9axmfNOVwRpKuvgWuq1TXYv9ZXr8SFX3V7Xv76q2IvKteN6uD1GaprqeJPqVSv/22dDr7uqH298fJPsYLVjBZqZvutPxCad6ioZqyWFRofHHN/SqUM+3zY4LSp2aRbVRR2jPMzcbS+4sC+y4wSS4FTAjzm5TGjcg/UNNK5RHV0rs45RvZ9HvYp/YTCjqEy+JAKjSvO+wUowhSjUpaKyRZin2udIRdwCCHIfOvEdCj9jBAqQkjwocL6+QrIq/tnPc5PqazD6yweh4TSjsl9jxochuCxdsGimmHdPDpHC3i0ybBujtGtNZq0CKIEXBwfEqKDXhUlq/uGfZBkgELj/JygKrTK8SGhcrOls4vUcfA4P6eykxVgnFDac5xbrbQpAY6uwrpFk8GXy0Rh3aTpYZO1iXJn5SZx/EoZj6HH+dnqVRMrKbUQjV/5jjIL1bmpjNNaE5yTPjvn56zqB4TQpu4VrJMUIjyywIcC52fN/aBUivcFkF8JSHyo8H6+co5TiEHa0inqGKSWOD/H+Tl1b3tiWlhfEHwWA55aoRxskERGYxqIAoHLe9IgokNl/LYVpSpxIVxxCDpS34lVJo/FKYdX9SgQ+d/1ybq4ACUzUOOBuWabq3a1gl0/c65Wyj+/ffeB4+cDL0/eS7fb5eHDh2t//TJV67/0l/5S8+8f+ZEf4Ud/9Ed5/fXX+d3f/V3+3J/7c194vy/sOdoXrEp/kevt2mr5EyvY1+1g9dlrJKGsszijN8HoTNqRSLl3/0NOTh+R5xkvvfQ6WSoziGt68Gw+X47CrEFO2UbrDPxyRGDwBVvbXULQXJxPCaljcLNFaU4oYrwg4LJWp5a+X0moi7+bqjOKMKHwEwGL1RTnt6jVmr13HBw8QEZbFeDg/HyKsxat6+q2wuiMRw8PODw8IzNdkvQmD6tzXnutH9XG5fOMzkh1i1S1yZS0lRE0J/uHHJwcM7OPuH17l8FgQyaXND3Z4EJFolqUYYp1M6yborQSn2I66yw5fNTz0CLmGSpUnKPdnCZV+xpHCAUEiw8BpTxKCah3vqRuOxJ/Io0uztfV36VWRmXHBAasJqF9qHCuwvnav9fnr2YtpY2f9MGxKESh3fs5BI9TCYtiTAgb6EuJXE/F8fER5xfHGJ1RBU+5yDk8OObGzZ3l8dCiWRIiffr+J8c4pzFKMx3PuX/vEXdf24vHQ6MiBVv8XEW7q3HqVK6jUKG04datl1Ex2SOXv1z/r752l3uffMJkOqbdznnppZqRaJo4BmU4PREWpfcFnoLj08fcKrZIkjjDXClQivv3PuL46BClM8pSc//eCYPeFllmZIqIN0hh6nrQ3FTRm9tTtG7WHy2reihPsa9Ihft5jCf7quDrFykZ1sFy87drAuPVEQnXVarrv4td7bNe2jXAeu13v/KzmgV3az/1zMPVUV0ey3CjyzxWlRf+giKco/oXlG4SH+RxHJV3lG5GtjmmDHMW7pzCXZB3HdpI34vWKbVypA0L2iPFON1vMsTWzdnc6hJCiDQzRT1iw4WK/tayNzTg6ff7KxnMdRsO+mSZiYGMbL+13W8EtGBJ6VEodne3lhV9X5Jkjm4vZ/32FYfX6aZkeRx1EbOs2zv9K2sQKp6P30mAM8GSZQnDkWx/OfuZ5Rn92L9dBytb2z3CauW6oUNptreGyMgQWbsxsLE54PJjJ+BRGoajVrNmHyxb27247aXrKkgftCiGChjXGra3n0RnDWxtD+O/pW1hY9QjSTTX9blsbAwxRjfbKgI7O6Nr9xtCYGenL/dDvN4Ggy6t1vLcLxMmMh4kz9IllRLY3tlgVRm92XsI7O5uIMyOKp4DRbfbYjkabLmWbqdFmi3vkRAc/S1NrcC+ajYUdDYk8eCo8CFwjie0DaVz+LAKCOueyjiCBietFNeM3LrWYpCw3Ndn2/X7/cGsqNaCZs8jEz4YDNZ+nqcA2Wuvvcb29jbvv//+c9vnC/vu2vNJ5HxBq+9zZVAqRek2RrfiTw2sE+59eo8HD+8xm804OTnhnXf+EGklWfbddtptTLJkkvlQ0erpFRZeiIlWUZ3e3mnz2hvbvPTKiFZHEtuizl3gKKMSd3xPrEY6X1F1j0lbilpR3AUr/nZl+3qko2JlxrC3a4wtkDjj8cGBJHqDFcA+haKsGr8miVlJsIvgqcGEhMf7JxwfjSmrktlsyrvvvYe1cZwkhnpsWNY2JJ06CS4+Z293G5p4YVWAzrPd+D2xLM3Y3Ny49vSlacpoY8BqTLa9M1rGgqsxIZ7t7QEqTmUJocIY2NravGbPHq0DW1s9iPEcwbO9vSksRJbANATPcNRb+Q4BpQL9fnb1cquLG2VBTfMO8RwuyvlaHLt6XGbzGfNyTOXmVG6O9QWn5ycNE3DVX4uwmrAO3nzrLnde2ub27T1++Ie/TrfbbVbSrDd40hRee/0uP/KNN3j99btkWUYzzUVpqZArjTHZSqLAS8yKtDqIiUL7ZFqr0rsmDpjOZpeOxmcnnp+kIF5/1jNZXeFe/fmjZs/LX39F0PVXvnLdCDNcA6Sv23Zp1wFqWALnVep4uPRauPT3FeGEKzOv15pi4sbrPSRSnaxEYdRXoOH2az0ODx/jfMVoowN6QmUFWC5nC8t8yd6Go+KM6XROq5WzsTHA+wJtWiS6I982xOp2WLDxUoE7nJA6x+3RFu3WUlBLYfB4dOyTavVLtm85Li40WbrB9vZ2Q/9ZXX/9wH/zrZc4ONBUVcXGxia9XivS3FYfVgaUYzQa8OabCWdnF2Rpxs7ONmBXjuryAR1C4LXXb3J4eEhZlgyHfQb9dQdbnzMfHJ2O5o039jg9O8MYw/bWFlovq8RyzSw/6dVXbnN4mFCUJf1+n9FoGJMeMhN71dqdNl97+1WOT07QOmF7ewNjlv1u6+fecfelXTodxWy2oNdts7G5BMtN1ThIlTfPUt586yZHR8eAZ2tTxFQub1vT5W/d2qLVCkwmEzrtNlvbW6w7lOV3TJKEr33tVY6OjvHOsbm1eSlRsj5be3dnmyzVjMdj8laLnZ29JjERQqAWjQkxyHj77Tc4PDzEOsfm5hbdbrr2PVdtc3OTNE04Px+TZRk7O3sx4bR63uuEmOP1N25zfHyBrSyDoSdpzah8HVTW49gclR1jck339oLp5IiP08fc2rvLgYEstGQmK7WCboL3IrQzN2MWakwRJnG0TdWA98uJOum7ft7O9/qRXZ/Hvmp92s9q9+/f5/j4mJs3b36vl/LCPqd9UUD9mX3dT2WbrPZ31mKJS5aZMS2yZEBquiiUJKr9nIPDB2vPisVizmw+ptsZLBlKynHn7ohPP31IVc5p9Xts7MKiOmMpUOUi4A2gajpsHNPoChacNutbjggURpAPiqKCUk1o3xgzPx7TtoEbwxHtTiLMo8iSgsDu7i4Hj48aptBglCKiVKFpiwlBKsXBg/cVhbugUnMq30W7gHULaWuLvdkaTcAxZ8x4PGHuTllUZ1gnFOjxeEy3tYHwwRwuWGwouHGnTXh8SDJv0e9vMhpuRrXqpUJ47ZPzVuCtN29xcnKC0ordnV2MuTSRYcVvv/LKy/R7PRZFQa/XY2OjTu6uaGXEhHeep3zta69yfHwGwPb2Bmkax2sq31yRte+5c+cmnXbKdDaj2+2ytbnN6vO8rojv7Gzh3JyTY4c2cPPmDdJEFLLrUbKrNhj0ePjQE/wch6NyGVlnU8arRvZf/R29dySJx7opMp1Dzl273aKeVrI8LqtJaYmfNzb6zfVeM80uA9ZmPKhSKLImmVL3dcsOPDdubHH//gKlUkIo2Npqo7UlYASMYzC6Q6czYrFYIAw9i3UL8jxdSxyEtTi99vXLNV0F1avjvZa6M0v7HD7ySQD7hZ/9StgPBLj++OOP+cVf/EX+03/6T+zv73Pr1i3+8l/+y/y9v/f3yLKrmbvPa/UYrrpn6cprV+zZKtVXaOArAOGJTv9JCobQJAJFUTjOY0QUomWfy4dlkmp29oZxXbXwmSKEpPl3854QGA7bDAetmBGVMReKtFF9lt4vobZnacbObm/53ZVhVakx4HHR8WhlGAxG9HttAfa1cueKeJzk2WVfxqTs7u7EjLhhdcbyqjOoD0ev26HX7URBmFXwW4tE1ebQWrO7uwPBQaT1Ls/HpTnnytDp9uh02ivfcR201Z8FoHTCzu4ehDjvUl111A09GkWr3eL2rZvNvsXE8V4Z4aQUW1vbbG3GUWaXAr/L12ye5dy6tbeSqDFXtl1SuzUbG5tsjIZx31cBWq1aCzLi4uaNvZVXLzuQ9TaH4WjIYDiIlReztk09UqM2YzQ3buw167hyDC8B1H6/R7/XjRWhdQGwy2vRWrOz3V+/TvzViq+MlFO02ppW25ClHbSGQs2J005xwcb7xBB8IQA7zCiC9CfWInj1MQ4xSfJZthqIP82eLHD2PGni33l7HknsL/L+yWSyVoX+6KOP+J//83+yubnJ5uYm//Af/kN++qd/mhs3bvDBBx/wd/7O3+GNN97gm9/85pdc7VfHvtM++zthzySU9oygutlfZCst+zqlfanueQWkIuSdCF5VLgKbVIRBkzjaUC2r091uh7fejIJXyqB1iDTkS77g0vNTxndVBLf0o5pkmbgMsT9cSZIySVrs7NYspmVbUm0BuH3rJp1Ol9l0TqfbZWtrm5rGvvqc2t3d5PH+afwYT6vv0InQ0EV8ajli0ithRblQYpNpbEeS1iWt2+S5JHT9ajI3eJQ27O7uYG1b/I2OIz8v++0IiNudNrfat+SsX+o9Xo/7pBWtYYCtaMrUCeXL5z3Pc27d3L1SCIlnIv53OSJrc2uTza1N2faJ64Dd3T12djbWCi113HfZL3S7HV595S6P9vcBzd7eBqPhAI+FsIz95FoIaKO489IOn957TAjij1966UazhvWYx60dr6tjq1ZjzstP6XoySj2WdV2vZXtnRKutGY/PabdyBoMu19mdO7eYzS5YzGVqx96NAXmeXPm81TWIeK5qWrKellC+bjzX08fn/tG3r0jR+bnYDwS4/va3v433nn/2z/4Zb7zxBn/4h3/IX//rf53pdMo/+Sf/5AvvV3qpVn9/GrB2T3ntacD6ckX86uW5DKpXV3NN9htWnHUas70J9cippZOUh62p+59rQbLYK3P9LRL7QBFgLWqcy1FZKiyPj4B6jULAm9bpsqqLwwcaupYkAWIPTCCudxXshVjhq52UW1nP0uHJa5fWfc3xEmDtCGHZn7OcFxnEBVwKkJrsc+ybqsW/CKrZdg3MhNgXvwr2VrePgHZ9VNc66Gy+ymeC5aetu3aMy+TDcv+atSQQHundX82yx82pv6eO4HOZeLlszbZrDAtRLV/ucf08qlhJuT54WaG3Nw1PujmG68FLeOKargqVXHONN4HOsu9/fS0GmbMu69ZamhwclirMkHaM0Kjt1+fX+ZIqzCm9KABbXzb9jNdRz6+z5zvy48tXsb8bVtPCv+w+Pq/99//+3/mzf/bPNr//wi/8AgB/5a/8FX7t136N//W//he/8Ru/wdnZGbdu3eIv/IW/wC/+4i++mHX9Oew75bM/rz23++ozdRGur1avA+s47lHpOHFglfobuH37Ju+/P0apFKNb7OyMyLN2A0SW17r4xhAsKji8B6Vq9s3yWaoCscosYMgjL1u/4OLinEDCxnAEqvYloCLArivdSrWoXMF8PqHVyjAmWa4hJl03NoZsbAypBURXD1Xtt3d2N2i3M6bTkla7xWjYW2qJYKl1ZepKekDjQsXGTsbJOfhS2tR2d2/S7S7p0TIze5WGLpGHisWH9bnMqz6z/g4xYX0lWXkJoLESC6zSnVfYZut+XlOPeF31T9eOFVIKFQxXe/tr375sHVIqgToB0hzjlaLNSgFCKcXG5maktMs4tLrNqp6tLWKmrln7aNRlOHyNsnS0Wh1R4F45HvV76lngT7NGQDUeh+Uh9ayKjdW07KU2i7R4dToZrJ2rVQukacLXv/4W8/mMJNGkaevKtbRutdCwsOauiyWezZaMyK+aPQ9Bsq8KQP+BANff+ta3+Na3vtX8/tprr/HOO+/wa7/2a8/BUQsQuD5I+wzqd/PiEyrV8sblZtc8sK8DiNeBaaBx0ktALWIoRudkSZdEZ1GlUoL/VjrEaBmNBVC5qPzpqxUgLoB4dQ21wFddta5pRFePA9EJpyiVRPXI5Qxu56t1AFpvH7+zCxX4ulfLEaiaqrNqKvO1cwkIHckuq8XNPOj1vlV5vVx57wrQxkBYdWL158rDf5nlFuq5zExWa/sOOEI8xpcOBiqYte9YO7PlzNJV57t+DdQZ4csVyHrdVwWw6rXL/paVd70CxmuQLeC3mRO5upa47lXwydq2V78jawFUAOqqxjUOV61f50untlzDci0mnntDrYB+Zb31PkN03GtU8/Xqypo1VHQ5HnW1p96/ioA+xF4yH2mMpZ3gdNEICbmooq91QqCF93NmxSGT4hGz8jT2HZZNsqhhCVzznLgS/D+3Xq3r52I/27bfPfuCulRf6v0//uM/fn2QG+0//sf/+CVW9MLgO+2zv8P2TAKDV+/Tq8wTfclnSzLc6DzOqzbNsyDgGQzafOMb32AymZLnCf3epvhvnV4BAkopgncCiJs1GxoAhmn8JaEkBPGHNmjef+8+i4VQaZMk4Ws/9BZGuxWfZQlxpvbx8SEffPi/CSGQpj3efONr9Ho96gkg8nxz63FO8xxeb8vq9lI6XYldar/V+Dylm5nYmBo0V6SZ4rU3NxmPIU1v0O1sRmDn8aHEI+Kc1hUxNnDRhwjzTisTK/bLOGMtsdz4G+n/lXPhWPobt7wm6ligSXbI68v4abmt+Gpz6VpanXqySievY4F1Cw1DSjUVeKU0XovIrfSWSzJE5pRfrRA3P2GVZm4Jgai/E9Y+jygg2soTVA2KY1K79ouiYm+iW1dAEtkOsV0gKFRNU1c6jptcYXjGhE9Dv8Y3p0Sq2Clai6DZOu1+3eQcaNqtdnMO5NqruK7CHEIgqApCQgiqobs/DWQ/fTzvV8++rL/+KtkPBLi+zs7Pz9ncvE4k4sva0yrU8Ez0b3njcrPrQDVcAYXNa2sB9qrYQu0IalqZOOpEZxjVRitASZ9JPW4h0W2SCK5dWBDsonEwktVVjbMiBJT+/7f35rGSXNd9//dW9f767eu82Tgz5AwXSyIiWrQcBRFjQhQTMGb+MGJDEUTBoGFDCiJIjiIFtmgLQugYRKyfFMWyA1iyFCdSEjgUYNiEZSqOAoRmbBqKLVsUOeSQHM5w3nvdb3+vt6p7f3/ce2uvXqu31+dDNDivu+rWre2ee5Z7jgrXUYq1E0rm8WL714zoPjGVcEtePyNgMdaeTv9aa8vpi2v11YOp4Vo+AY9i7bk/EdfPuQeO0A4/4iFPsfAohr6fDMcfG/Sgy4yp/lJV0X0S0HVLI/sQChuz4S2JovvFmA0B5n+uhKxLqcOrwuOe4ds2SnH399tfHkteF+7rh2uR9+PeO0+IXyw6QsAKeJzjFEvuM6r48UYseK34Md5bx5NjeX7X11tN/DxhkFoB57DAYDgTNWbIPANSYAvY/Egl+NPZ0T1KNRAzVnRPfGh4HKOX9MxzdXpqgxgP+iezE6ItpRroVLFmge+cMn2QeR60nONCIJ02sLAwryLHMs56VO2d9Y0pAOTyJlMexxnPDIBZSlRwV2YwjnJ5C4eHm9Bh5pYtcOPGNZw9uy73V9dAZmq28corfwWh5JxlNfDaa2/gbW97m/QOegKYROT4or3Frnx1FTJXJmljuK1Oy2ApMMNQVT0AwzBRLBbAPJ5+wVTEG5e5RmzRcJKVauOsYUgHgeC2qgLBff3S98w1hksjflQIvLN9RJi3lpOh5yKwrSMjnfuBgPxz5Zcrxyy1oeHcX6dGuN5WGQ0MA84cLfScuEeAXntc2trF8fExpop5LCzMebYxnGdKt+/CoSM+dQUPqfRbzhxSH8O9DoaqBy6jL+T+rsHZjQiIUaIjI9PUb96IDiEAFbXIIuYochNpYGdK+db3uTvlefJCxJM420nRz8dSub569Sq++MUvtrSA12o11Go15+/9/f3I7XRSM/1vP9FeasA7UfYq3CLwm0ucUh0lmOVm+v9ptZ0UylLoSsU6beSRMaeQN6ZhGrYsRySkNTVtTCFvzCEr8gAMWEYd3MrjaOcAwqhjdjEDzmqwLABoQKAOWRokC5OlwbnAdnkX9bqFQjGLaVU3UyrYWiFhMJgJk2VQrdSwu3MIxoC5xSLMlFYAdckjLfTSYDCxVdpBpVJBJiswvzCjrKJCGQ/S8GZJPa5UsLW1BSEaWFqaRzab8wy4XiVKll4olTZwdHSMqeIMlpZWYBiGGnT9SqoQAvW6jXJ5F4IDS0sLyOcLSoFkSozo+yKPt7Ozh6OjCrLZlFyHxXQfhNMfprzmDcvC1uYWLNvC/HwRU1OF0DPgrb+4u7uPvb19ZDIZrKysOklWZAiWUMeSzxvnApub22g0GlhYmMf09IxzTwTcdUX6u/39A+zu7iOVMrG8vKjW80nrr9wm5fSDc4GNjW3U6xXMzExjbm7BaSdKaT08PMT29g5M08TKyhrSaffZFo4FHepcgM3NLVSrx5iaKvgyqTInUsM9RqVSRbm8A0BgaWkO2WxGytGQrV8+k6XSLirHdRSmclha0m0zcDW5kUscZOmtRkOgXNoFYyksLi6ikM/DRh1cyDrvNj+SpVq4DLnc26vBrqWRy+WwsrwCmBw1+wD1xj5s+xC2fYieEDzCex1tvXfD6JLydhNEf2hHZrcrr3umbSXaS/zE3/3DCGyrDM9amWYRxliFm9fCQDo1jbSRkyHkkFUN6vUDp0SWe7gsdOizwdKysge00Vqepm3bSKdzjixNGUA2ozN0S9LmAlLmjPImWxBKqW1YAswoyjJPyiNuWTqiSefFMKAX1wlV2lHKYC236qhUpLF/aioHrcAKZzsppMqlAxwdWshlC1g7lYKRdT3OjjLsKMAywWrDbsBdTibAhayEYhg553qYLIOqVUGpdAjLqmFuvoBcXiXKVHMLue437Syt29vdw/7+IVJpjuXlFVV9w/Aow65ssiwLGxtvwbKkDC4Wp5223T7D+ffe7h52dneRzWSxsnoKqZRO2qkVNddbblkWSqU9WA2Oubl5zCsZbHN1GQxAlwsD47C5vv7wHdNd3qY8zjBx7dob2N3dhRAWtkoWjo93ZQ4Y5jpLmGMckG3W6xVsbtwAWBZLSyso5Asw1TOnRRTnSmH1LMtjMFQL6tlXz482XjOhy5kFDRGQkwUjGJkWeI/UMjuZF0g5a0TYcOEq0/I6cBWBNjDDM3m/J4qhKtef+tSn8G//7b9tus0PfvAD3Hnnnc7fN27cwPvf/3781E/9FB5//PGm+z755JP41V/91eadUJPZaMtV2EsNxHiqgaYxE1Eh4M0Es9dbLfd3SzlpIa3XbZlIqxAo3Zj02plIISXSSIssUkjB2l/H0at7gAEcs10c7h5g/VIhNDlnkAr869duonYss3HubB9hcaWA5ZV55xp4+185ruHaK7ec/Xd2DnDh9mW4YbgeSzEMvHbtDezu7kOAw7KrOK4c4fTpFc+gKJVTxhhq1QZe/MErsFWY0NbWBu666y5V1skbgi2v/xtvvIHS1iYAoLy9h6OjGi5cOO+5nrZzLxqNBn74w2vgtsxuWi7v4cqVi64Ahv8+bGyUcOvWljoex/7+AS5eOu+eo0dR5lzghy9eRaOh+13C7befQ7GYd58Bj7De3NzC9etvONd0d/cQd9112b0vTiiaXNv2gx+8iHpdejC3y3u47cJZlcVU9Zu5VvLt7R289tp1p63t7R3cdddlae0OCSEDL7/8Mg4PZXbWUmkXZ87YMhlchGJ9cLCHl19+xXmHSqUy7rnnLpimvt/+9l955VXs7e0DsFEqlVGtVrG+vhqhLAOVyjFefPFl595ubZVw9913OMp7kNdfv47t7QMYLIXtbQPVSgNnzvqzPGvLeaPB8dIPbwBCWvvLpT3cddcVpDMqK6kqp8KYfJ/eurmFgx2oMil7OD6q48KFszBVjgJmqFBPEZ7keK9tuC/tTPbjw+M692KPBomsuU6mK0Sb9FNmtyWvu6UrhRpoS6mO2D78Psa/n16PJjMYTO21ZhkYYKhYdeztNGDZFUxNm8hms8pQrLyukMqJm1GcoVQq4/r167DsOmamZ3H7pctIZTJYXFzBbrmBhl1zxuvV5TMwTQbbVkuvIGAYOUwVplHIz6FWq8ozMFLI51vnctBRRJxzvPTS62jU5bkXCjncfvuFgLzh2NjYxFtv7cBgGaRTFRweVnHP3VfA9XrqiHmVEAL1mgWOKtJpuTbXWS6mlWYY4DZw7epbqDXk+u5SaQcXLq6i4FSi0GO9NB5sbt7CjRu3nKU9e3v7uHz5kufIrtLIucCLL76MWu0IAEdpaxOXLl3E7Nycs41XXpZKm3jttVecv3d2K7j77rucvgoAjHHp3RXASy9dRb0mn6WdnSPw8wyLi4vQNaddg742ZsiwbcuykMnk3eumQtp1tvJavYLd3V1n6ZIQDWxubGB9fQXuOnVPklUhYFl1/O3ffh+2ZcM0p7GzXcOdVy6jWJTOAgEOwVNoNKo42N9BvjCD7NyCowS7UYg6ElGaZGSNcQtCSOMGU2Ho6iYH7rrrlXZ/UfM51Ve53lqFiMNNXuo6EbhqVkDX5pa/91l+ngDFWiChNdcTIrSHqlx/4hOfwGOPPdZ0m4sXLzr/vnnzJh544AH8+I//OH77t3+7Zfuf/vSnnWQ1gLSEnz171rOFTqwQnLhGK9VAjGLdTgi4QzB0KD4EHIDP8u0o1s6aVP1/E0bA6icFbwomMkiLNDJI47AkMx7rJCD1egMH+0fIFx23vToHjkrlGIeHh5BrmxoQgmO71MDSyqyv7rTefmOzhLp95H5ncZS3U04NbHUyEIKjXq+itL3pXkVex+bmFtbXl9UkyJPwTAiUymW1TlwKAsEtlEtbOH3mNo8iDui186WtTSdMjcHA9nYJ586dheFYH5Q1VgiUyyVYVhXa28yUEnzm7FrgvkmL6MbGLef8heDY3auiVltFJhNUmjh2d/dR13UlVajwxsYtFIsXEA7BFtjYeMsXznV0tIfDwyPX2+1hf38PtVoFOoReANjYeEsllvGgFPLNzVvgvOY8X9VqDfv7u5ibmw02jaOjQxweHjiCB6rtlZUFRCnXW1slX78bjQp2draxFFHbs1arYW9vx91ecGxs3JSZVZ0uKyu7MLG5uQWuM+E6ynsJp3QmVs8aNtsGyuVt9Zdkc2sD66dX1NxaGRvUWrKd7UPYtl6bDwjGUSqVcWpd1kdlTK7P1+9TuXwAhhQMIZMJlrY3sL6+DDPF1DKNLNzQRTj9akVIwY70Xuu24hVsee3GS8kexppronv6KbNby+sO6VqhBpopw9HH6mx7udZTRXQ5eTmEoygzZsJkacA28frV11CvW2hwCxsb27h0xylkMjqazQ1/duob1+p48/oGgBQYLBweHuGttzZx2/nbkMsauHDxNMqlAwjBsLAwg7nZadTsA8AZg7ijoF6+4zJef/0NVCpV5AsmTp9ZhEzi5ZUDhvfEnGbKpV3Ua25Y+NHRMba3d7G4OAe3TJKBcqkkQ8ANwLINVKoc+wf7KEyloNd1e8dRzgVefeV1HB0dw7KrmJ8v4tz5dXk99HxJ9WlneweV2gHcGtwWSqUdnJtaUdv7n5HNzbIKR5dzjYODGo6Pj5HP551t9D57e1K+w1l/zrGxeQuzc3MREV42NjfegiuDTFSrRzg8OMTMTFgGHxwcoFI5AmNZGEiB8zo2NjawuLio7rtensUc+VSpVPHqq6+jUbdgpgxcuHAOxaK3VKZeXqX/33DkMDNMn2IdXB5WLm/BtgWYkYGh8vzs7lYxOy37IwyOnZ0yXnr5BxCiBsPI4/zZrFsRxXPtBJNJXI+P69jZ2UUqBaysnAKQkVECcB0yUO9CMEyesaiKA+5zeHB4gGq1junpWeTzU257niUSSl2EdFbEy8+e11ufAMVaQ/K2fYaqXC8vL2N5ebmtbW/cuIEHHngA73znO/GVr3zFk8Uwnmw220GG13a81MHtopVqv0c6JgQcgDdZmdzUHw7rhoUHt4nBKUthgxlZmJA1Iw2Pl9xmNhqshoaowBI11O0asiLthHkLIetO1hqyfq8ug8G5hbQwUW/MwUlqwUwnOVq1UUbdqsGt08lh2SlwLrNb6uNzUUfDqjnro6TQq4DpkB7m1uSU/bFh2RVw4UlY4lNYotY/yXvjS5ohLABp/7ba6svrKnpBJQyJCBUSQsAWFdi87pY9Uc8JtysQIgcdzqzXktm8os6vBqjkJEAeftwkIzKES2/HIes81gFk1XYqrF3oCZmaeAjmRF9wXvNcE8+6IvVxHlmmfxO+iYBexy3bdUMHGUwIbjlr8cPZT9X6KXUfOa87kyd973Xbsj9ycgkhwIShzl8msPMJUlFT56TvuaH6phb7eRRsmdilovpbB1QSIW5XfOOFTsBm8yos+8h57wyWQt06ABez6hwzgCEt45zXYNtVcM7V5CKDlJlHzdpDxpRKtWlmYRp5mXtA99nJXNpcKunfnfHBK5B977z3OkS048tg34WiPcCJgJ7a9MLJmbaMB/2U2Z3Ja0VPCnQUrd+Z+CSEcV5rQE/iubBgCxNcNOSHW7C5GhMhkyoaRgomUjBZCts7B4CVgSUOlJcvjd3tGtZOFaDrRxtGGgbccpzHx8fyiFyuPzaMDCrHbvLGTE5g9bSUQ4YhULePVHI02wkJBwDbriOTNXDp9jMq5Nr2KDUCXmUczrd6Pa2NWr3mGEb19alWq+5lU2HeZioNUTl0xk3byKJmbSPDix6Zr+QHs3HzxhvY3Ss57Wxv72Jmdgqzs1PQcowLG+BAnR/K+YvQOVu4Z324zlit5ka2nr9YzvYQ3HNvgkpnQ/3flvMhZ4z3ztcY9NI4twqHvkYmPFlK4S0FymA77XPYMJBVfawilNNEyMR21669jnq9DgYDjUYdr776Ct72tnuc1qESjqVSwPSMid1drVCmsLZ2GoYRnJt4zz0Dw8jDYCmkzJxcjmgUYBoZaWyxG7h5swzG0nKewet488arWFqeRyattmG6TrWFvb09vPLKq0ilZpEyCzjcfwu333EObr4T4fTNYDlslbZRLu2DMWB5ZQ4LCzl1tW24OXpkzpSbNzewtbmr7uMWzp07g+XlJQCWuyRQL1cUDehll0Elu7VS3Yb0OUGKNUDythPGws1x48YNvPe978W5c+fw1FNPYWtrC7du3cKtW7d6bltbjuUfvMXLEB8Czjz/yS+8YeARa6sjFWuE/mbwC25f34XO4GhLoQ3Lqd2rLcMcXCrUsGAsmeDgaIgqbNGAmREoFtOqRJcOlZae6nQWyORkIhDLPobNq1haLkCIuqvAqmsiRB2LCwUI0YDNq+CiDsMUmJsrutfMUcYspExgdi6jPLoyo/jK6lLEecq1WUtLs2rNtFSsTdPEorOWFj5LNWMMyyv+yd/i4pzHa+1nYWEeZsqEu7ZLYGmxCJ30ww/HysqsI4ABjpmZAjLZKCuqjdnZaaRSSlgoVWJleTGyHwDH6sqC828IgUIhh6lCPqIfwMzMDPL5rNu2UPvHmBZXVpcgPP9ls2nMTBcjtrRRKBQwVZDnpLdfWV1xfg+yvLwA731Lp9Oe8HT/OWYyaczNzjjfCAisra153hV/8pSl5XkwJhyBaJrMt0bb245hAMtLSxCOkm9hcXEGzAjW4AQgBBYWZmAabngYM6CeY/cd8obILS3LeptcTdYKRQbDFBDcTUrk1O3U7zcLvPuJEZewxnuK3PdptS1BJEU/ZbZDooq1Xx7HHrKH91i/h1w0YAtLeVJ19mo3KkUIDg4BS9RRs6UR3N2nAcF1uUj/2lMBmdwrm3NDejV5NZ4zMKTMPFJmDilTVgXR++lcLf4+u0pOOFGlm4hU6FhmuROEsDE9nVNtW0701vR0ztlPs75+Wiqh6joUi1lMFVJwklg67Uoj59HxnswUrj42r6NS0VFzbh+5sDEzW0AqbfoU66UlNzeJ//rZWF7Rskmu9y5OF31ea+91mZ2dRSbjcYaAYXV1NdQPzcrqsrMdABQKWRSLUTIYKBaLKOTzSrmXTpPl5TlPFJz/LghuoVo9Us+XdA5YlqWi23wdhxAcFy6cw/lz61hZXsDFi+dw6tQSAO6bS3lZXFxEOpVRym4appnG3ELeuY8CHJblzgu1vK3Vjp0ktxIDYCZubbzlGDFsXke1WsfB4bH/oGqJ3e7uPm7e3ESjYaHR4Lh18wCHRxUlZ92lZ4ylwDlDaWvf55i6ceNN/3xOzc29VWCCJCIPSaZONGOR0Ozb3/42rl69iqtXr+LMmTO+35qVVOmI2Gy+wYRmLY4XkcE6nLBM/u5XqN0wcHe/oMdKeydVCJWna1W+h5StEkSoEl0cNursGBwWBOMoT70K61wJYm8fWdbA3HxWDXx+b5j2up0/P49SyUa1amN6ZhqzMzNuCSotaJWHuFDI4tLty9je3oFhGFheXkLK9CZw0+ciFZ+zZ1cwVUihUqmgWCxibn5ODaYp12utFIhMJo0rl8+jXC5DQGB5aRnZTNZvRdahRELgzOk1FApZHB8dozA1hcUFrbjLtbM6wyQDQzqdxl13XUapVIYQAgvz88jldX3FwPUXAquri8hlUzg4PEQ2m8GSCtOCEw7nWtlNk+HKldtQ2irBtm3Mzc9hqlBQlyScGGxhcQHptIndvV1kMhksL3mNBP7s14wxXL58B7a2tmA1LMzNzaEYqSxLZmemcfnyJezu7CKdTmNpeUn1QS+N8LbPcfsdl1Da2kStVpP3ftYfuubNyj01lcedVy5ge0cmNFtcXHASsanOenfEbRfOo1wqoFqryXsfCk13H+xcLoe777oL5XIZjDEsLi0ik87ETqzPnj2DwlQBlUoVU4UiFhYWPBNGA2DSlw4AmQzDnXfegfL2NoQQWFpcRiabAmBDJriRlnAIWX5rff0ccrlbOD5uIJ8vYmFBJQGCiRTLI2XmZW15ZqiAArWMQT3HTCv9oXP1TvAiImCCQjrSkw20Ug4SscQniHfe3EsbxOjRL5kdTgraK+37FyIV65gwUq8c16WGGIOT4bphHaPBq4DgTiIuHbUjS2lKRSNdrKJql9Gw66rMZhWF6SK4qMBkU75jcFWSKZXmWFnL4MabWxBIoTCVxcrarBqHTJhGGibSjnJv2VVpFOdVGUmkK4MIV3GSeEo0MrdUleNthP4/AAFMT2dxen0Wm5tlMCawsrKAqWLKk5hN7js9XcA997wNe/v7SKdNRx64FSj0dbUACBSLOezulj2RfrYnj4neVo75pglcuDiPchngto35hTnk8xl46yzr7YWwsbgwhVRqCfv7h8hmUkpOasOLG90ls7wDV67cjtLWJhpWQ8pgR1mW8tT7rM/PzyKVuh27KqHZ8vIqpDcVYEj5DA4AcPnKZZS2Sqg3bMzOzmBmJgtnHhgwQgMC2YyBaq3heF1TqRQymay8GUDIcLKwMAuwORmVJkTkK6UTxhmGhctXzqFU2gODiYXFItI55pR95byB2dkCNrf2nX1Ns4psjoHzhlrqIMt4GkYajOUAdgghGuBcPWvqWL5ypTBxdFhzStnpueHxUQMz09Owueu8MVganAPZ9Cw4b8BiMuO8jJ7Q81xdqg5ghnC81p2FgzeRkwNSqJOqOtLxcZNYc917E2PBWCjXjz32WMt1Xr0Q/6B2oFgHkpU5X7dacw2geQ3aYBc4BAsr2A1xDHBpETZYTpagEBw2Gm7ZCsGRzRlYzMiEKN4++ROu6XVBwNLyku/4zSz3+VzOXWMTTN7meK7hHGtBeSClBdkv7Nzzldc8m83g1PopeXTmrx8ZqlPIGObn5zE/Py+t7QGpEZzcpVMpnFpb9fTbNQREMTs7g5lZ1/rdjFQqg1XdttO+Riu0rtCbnpl2lORw257EHQBM03Qs5XJLb78Nf/8ZQ3FqCsWpKSnMA+u99TpnjcGkgcQb/BcHA0O+kMfpvFzf5d3HfV684cpMPlfejKDRkh0AkM1lsb5+qumE2slKzoDFRdcoEVJWPcYvBoZs1sSpU+uePupJlPRqGKrUDTNMcG5icfE05ud1mLoNqPqjOqGQoQQ3ZwYgAF0PVJ4KV/1sZsALK9qhd67pmmx/G6NMEmHhkyKox41+y+xk6P97ohVtt5avBSEMFQKt84h4x3VZVkq/GOmMgTO3TaNU2kHDMrG0uIpCIesoPdDrUZkbdSeEwNLSolSehIFUOgvTcMPtveHHvvrF4MpD7YZ+a8Ogr+YztGFMvcFR8yL13eLSoqqo4c+NovupyWQzKnRXj9OesmJO6K/cb2VlEbWarCBhGAKn1lacvCRBg7usz53G2pobGRdWpDz9ZwwzM9MyqsuZl8TJeRlFp6O6/DI4CgPTxaKjgBtBA4wXxqSTYmXZnfPoJVPMvSdO6S4At912FteuvYF6QyCTyeLChfNqqVmEUTfinvnLVHnvj0wClk6bOHVqQYaIs4w8Ptxn7tT6PAQq2N+3kctmcebMOfWbW25Ls7KyhIMDN7Q/k8mgOF1QZ+I+Z4wxZDJpR7HWuYZymRz8yPD+bDaNQiGHWsU1VizMzYOxDISowJsFXSrs3qWCPWYNT0ixHpbi3A7ki2+fsVCuh0NvinXzEh1eS1m0Yh1dssOTfIHJNVXSO2ajYVVgcrlW2TBSMFkGNixAVMFgyJAyT3hOfJ1l7nijne0i6xbrUHpPqI2jJBm+/cK1jPVaXFsdxXBCgGR4WJNXODachyOoNDPnPL3Jw4IDqE4M0i5yexb5PHDoslZuH/Q6K7+SGqXQSsVLbudcF8/2cUjhGxT+wXNS5ykEoqYJuj+tvEpyuygh5Lbv+07u5PaPMVUKy50s6W0EE54laN4IEB7xnAZwngtfZyMElT9Du7zYOoEND723Jks77ypnsu5sw9Jr21V7hunUnDeMNATnyjpuKQ+Qej1gACJOwdYEIyaksG1fwdZtINTOqOFO0HtpQyDygSaIpgzi3dDeS7+CLUWlXEusw3y5zdUYIdf6cm2M5jZy+QxOrRcBFEPviwB3xlPdlpSjBgzGnERVwX300hkubOlJFjYYTDBDh38z5enUya/CpjDObdi2jVRKt+8f/yPfbLXu12cIFt65RlBeA3qdrJSNMo/F2TPrOHtm3TOORimq3GlXBOZl7vpn7jE2eCOc1DgckDt+bz1Um/ofccZwvZ0qieW9RkLIM2Tc87dGyciQbAsYO9Q+uXwOd999GZwzpNJZ9ZM3k7ZnrhZCn78ZM/+S110nGHNkItw60YZh4PTpFZmYFnBKwwXPFQDm5mZx++13YG/vGJlMAasryzACcz99jxaX5nB0aKFSkTJ3dnoaC4tz4KKOKHXvzLkFlEvHaFRzyBZSWF1dgO3Ia50d3gRjQkZ4OrWudQu68kvUuutk1ctRVqSjSCJSeLzOuHtIufZNZmNenOADFRqcYjzVgTBwuWs4FDz8ffDw/hAgOVn3b9+wj1FgczDNAlIqwVKDH6HurPOyUbcOwUUVMnGYrjetLXwcXIX4uJm2pbA1mK5PKX8VsNS23KMsuefpZjbXj5ffEilgggnbETQ667kv7MzBq3yq6+hYH73bRpQ/0mtrAl7aaGt7wCjimySIFgqR2kYgWlFnTCrjwfB4AYQneQGlU23rOQHneLK/CCueEfkAdJ1xb/+cPisBHrokut/e7Z1+e/ruVZgZb0vX0YYER5f2HAOAo2TL+xFh3PF2ljEEs5xKq7olnzOPF19OPDNgKjxSrzWUE8zAxFVYylCVk5l7AdiiAcFtNJTnicGAgRRSKsFLWiWF4dzyxA/oRHJcKfOdhmcbrcPFm3qy/W0RxOSS8PPvM3L5101LOai9tGpzpcxxYUMoxeT69bdQKm0BMLC6uopzZ6cd47prEJcjicFSjuwGpIIrIJOGGT4vnJK/zI0I40LWm+a2VOo5b8DmdQheU21m1bKWlEruVVfedTtkwC2Xt3H9+g1wzjE1lcelSxelks1M6ARbrsdVUqvVcHxcRT6fRz4froChx3Gd2NJVIoWSFlBGWFc510Z8d9y3EMzS7TQP5hzDq5wKryfdE5IcnJf4leooZVUn74yQkY7x2etUALTxwmshjFdgtKHD/ds1TOh+GE4JTMBEvV7D0dE+crkMcjnPNWeQ90kIyAzc7jkGa3M7RlCmE7Epb7SwoMtYCrWfUOfnymR5hWWFFeEYjyBszMzMYHZm1rl/8jcBN4GdAUCAGRznLsyiclyDYZjI5/OweU1VsXGTzRmGrJWdSWexupZy3kGZ0E7Kd8NIw1S5BngqhXSqCMuWyzLkeeh7F+VAiJCnHXirk1ekyY88ypByDaDlQ9o09Ldbxbo5WgjH/Ra0qDFmqkQleaSQBodA1T5QyoMU4lzUZTZQxpRiLWsLSgHt8URrRVB5+BgLKC1OGSXhEyxyraq2PKccT6hr9fZbpCPPTQinv64n1WPN9Hitg2u+5LURHu+sgfBkqoVirfvn83pyx/IdjV4HpRXsNl1pWsBHbB/6JtIL6z+W9/kLKmM+BRsBBRvM9dq26rtPqW323uh1835l2de+V3n3LknQ1zJwPyK74/HqerPMg8kJi5Md1Om+XFumy9cYwgDnAFNr39x2bXCuLfIm0iwLBhM2q6NqpMF4CkBNHdeQ2X2Rlh5slkLD05Y3DNP9LjrJWugatThn90u99qzVGBPn1R68oBZAz3UzeTAkhCCGSpSCDbiTddMjuw2Utsool/chZWMa2+UqZmcOMD8/57ThYihFJAVdm1kIG0eHR+DCxnRxzgl5lcqK37AMwcGZ8tJxGzaXGcv1fMBgaal8sAy4bWN39xCmaaE4pdYRq7bqtRreeOMWGEvDMIBKheHGjU3cdts5pfy6UWx6DN8ul/HG9RIMJpWetVPLWFtbga7N7HdyGNB1n31Kjm9c9HqWPaeolMXgPCN6OVuwhnZEtFcQEaV0RcwfZGfgynd3G6HknjuORynjcfgjBh0Z4osYlPO27e0dXLv2MnTY/23nL2Jpednd1+kHPEZzC2G1QBuJlPcacl095wBj7hzJe37h89CKtRvK7jWMsNB1gzO/kGXHgMJUzrOJjqoIOBIYk88l0nKezG3YvgoacvmWydJIMQbTyKrqLzLSDEJHPsjlek2zhrehWI+bZ7oVSdS5PmGXJJbJVq59ymEnRIf+yj/CSjUQ77EO/+bpXsyE11suQIaBZ1DILKGYXkGaFZAWWRzXj1EuHaFq7yFXtJDK1B3PtGnkkDIKMI0sTCMNi9ewvb2Dg4NjpDMMc3PqjJgcrKTglYoLh4VapYbtchWWVcfc/BQKhYyygupwGmWBhgmwBg726zJBSDaDxaU5Ff4GV/ioa8KYCduysLm5oxKEzLh1GgPWVO2l3Ns7xu7uHtJpA8vL8zIruNqWOZMLeb1tu4HNzS3U6zXMzhSdJF2RIfKM4+jgEOXtbaRScv1xOq0TivhuBsAYOOfY2tpErdrAzOws5ucXnHYggqHnBo6Pj1Aub8MwGJaXl526pU4/AgphaWsLR8fHKBansLS45FGUw1SqFZRKZQDA0tIi8rm87zy9hgIGhlK5JOtpFwpYWlryC7pAX+r1OrZKZXAusLi4gEIh72srGH63s7OD/YMj5HJZLC8twjBNf5ueSYFl29jc3IJl2VhYmEdxquC7H97rDQB7e4fY3z9GLpvH0vIC0qm0m/2Wa8Emny/bFtjZPgK3TczPZzAzk0XazINzCxZjEJY7CWLMRL3KUDkQ4NkU8kt5FFNyzZ6FOqrmnkwCJA6dd1SXATFZGjarOe+mtL6rsNBmQsX7YyhSpk1PNtCGN1szfKu3N3KBIEadpjkQgIAHG3CWcClcT7Yr/yuVmvo+7UzkK8d1zM9rr7StDIJ6vakbdSME8Mor13F0pJKfZbZx5crtythkKvt4Cjo5GQcAW2cFV9FnwoZh5mCwrMwgbmTRqAF//Td/i0ZD9m2quIVLl+6Uch1pNCyGXGbZf172FNKpWVj2IQSX4y5jKRhGFgbLYru0h2x6Tl0/AzulBk6tZcEYBzeqELbl9luNwRAqNN2ZV6jpqk8xdZf5SBm8jXq9genpKVWtxINXyWUMh4c1JwHr0tIsMpmU7x7LeYwuD8mxubmN4+MDTE9PYWF+ztku2La8r8colbbBGMPy8lKgxJwRkmelUhlHRxVMTeWxtOQqwP4nzYBt2zjY34WZMlEsFtT+ZqAfgBB1vP76y9DlvBgzcP3Nm1hcWnHmm1Jec6VYa1kpHSduBEEK7jIwtZTAuyRKZZH3K806z42KRFQRGk60oza8qOfZRYam12o1VKtVTBVnkE5DJhZ1jPWyr1zUnOfXOzc0kHIiN4WwYDOZUFQV0YFpZpAyZA4CYdrImFNOBIe8I5bzvvgZpoe62cEGd6yk5PWkyPzJVq67olfFunuCglqX/jGNDDLGFNKsgKzIg9XT2PjhJo4FAzCHje1bWDoLpNMcTK85MVTWUCOLzVu72Nw8hs0t2MLCzk4ZFy+dd15cnaiJgcG2BF5/tQzLsmDzGsrlPVy8dApTU1kIn79Oege3tnZx88YWAICLA+zs7ODylYuRY4IQwA9/+CrqdTkYl0s7uO3CKcw6pZtcSzVjDDvb+3j99TehS1Vsb5dw152XIz1ZjDG89NI1VCoVCNFAqVTCubOnsbi0qDeAV/Du7R3h6ssvOwNluVzG3Xff44ZcBZTOV165ioODAzCYKG/voFqt49SptUAvZPtHR4f44Q9fcr4tlcq4++47kU5FvI6M4bVrr2Nnu+z04/i4gnNnz0YqWLVaDS+++ENwlUVza2sLd991F3K5nG9bve/1N9/E5uYmAGC7vI3DwyNcuHCbp7/uM9do1PCDH7wEm0vFfmurjCtX7sDUlD9Tq+7LrY1N3Lz5ljqNFPb29nH58u2h68HAwIVQ974OaXU/wsWLZ5x7r5VUTbm8i+vXN2CwDFKmjYP9Ou688w4ww5DGDHjqnQuBl156BUzMwzSyON7fg3m+iPmFFBjjYMKAfmgMI43DgxpKNzmKxjJSfAGH2wZWrmR1zhTH+i2fGa7ORAaIu7fNiJcizOgonCyMf112pCcb6MCbPRyESMBznUxXCKJtYt+3EIH31BMqrmV5Pp+FW7pPMjWls4DriCyVo0Qpyjr8dae8h8PDQyeSzapY2Nh4CyurC/CtH/YcHxBuOK1TekslblTbvHnzLdi23J/zOnZ3KzjYL2NmdgWGYWJ6ag6mIbN16zFvujiNlJGHzatgeuyFAQaZi4Jz4SRVMyDzwggOGCkTEKYTRq5rX2sPPLcFXn9tE3t7+zBTDGfPrmF2tuhGQgHQhvarV19D5VjWqi6Vyjh9eg0rTnlL//aHh0d4+aVrjnG0XN7GXXddgGm6S528RpBXX30Ne3v7EKKBcnkbleNjnD697tlW/5Ph+PgYL774smMUKZXKuOeeu5FOe5Vaw3mG3njjTZRK26ofHEdHxzh/7gyCo1ulUsFLL12Fbct51tzcDC7cdjakWEMI2Go9vPcZEILBsixkMqrMpjDUTECGcjcsC6WtHTQsjoWFFdf5wExl0JDs7u6hXN5FKpXC6uopFApTcJ43XySj7o5S3IMlueCJNINUnDc2tvDmm29AhrfncPuli5ifm3JkmFx+5o9W1MYWzm01RUwhhTRsxsCVsuzcH8hEZiZSsJnMMK7XkLvG8DaIkN8nzUsdRSKe6wlhNGddI4UR+CirJjxJJpy61fBtB0R5rNvPDK4J1qkNKtYpM4+M8lgbSGF3+wAWt9EQVRyLHXBuo3E45VgUGTORYtJ6l2I57JUbapCRfa1Wcmh49GQGQyriZg5HBw2YIu96z2Fgd7saOC9lfYaBcukAuvaiEByViuVY2v3Y2N3dQa1WVbUrq+DCwuZmKRSKpa2kG5ubaj1NDZzXUK0cY/9gT23lDxk7ONhDpSJLP0Alk9nYvBUZ5iWEwObmhvqLA8JGvV7D7s52ICyaqetVxf7+HnQdTSEa2Ni4CV1b0+mPsgpvbd2CEA3nY1lVlMtbEI7lGI7i1mhUsb29qdqVE6KtzVtOEg7vcyggsFUqyUzyQgozwS1sldysnP7zlG0528LG9k4JDavmFxTKkLCzvQPLrqswM3kdtzY3fNdEK+4CApsbG9C144WwcHh4iEql6gtx12Fsu7sHqNd1qTT57GyXj5T13H22tMe+XDp0MnMzZsBqmKhUbBhIORNFQJ7T4cEhrIY/ucpu6Uht661LDTCkcbQnJ40WaqizGoyagfqejZRIISVkskBmyMgMXauTq5ry3LMmrRtE4D/VmPtxUEszIvYLN8r9n9iDR5UKI4iThP+96ZbIdy3yPeO+jzsuSA/ywuIsZufyzni+vDyP6ZmcTFaq1qcKtVbUScQEaZyr1o5U1nEpLy37CEfHJXBeVVFkKnrMkQ8yt4T8vQ5n+ZXjYeRo8Cr2j1zZx1XIdqPRcK5bOmPizNkVMAbYwkKukMLqqXmlqHrnPnKukU0VsbSwgqw5jVxqTuaxyFjIZLPONl6klz6FlJlDeauByjFgmjk0Gg28+uo1NBpBmW3j6OgYR0dHvvnAxsZbENyKGNNsbG7ecrbjvIJG/QDb29vqejBnOyEEarUKdnfL4LwGweuAsLCxuRFo112qJst62nKewevgdh2lrbCcBADOOUpbm2pOIte3l0q3YNsNX8izgMDNmzdhWzXnu93dQxxXbDDDv7ZeQMA0TMxMz0hnCjPBmMyinU5rOaiW+imvt4CBl156Bbc2Stje3sXVqy/J8pdKCYaKRNzZ2cYrV3+I3d0SyuUtvPji91GvH3v6Kue/3mWE+jxt3pDXTHnFXcVWPqO2xXHjxoYv5PvGjZJKGKr7q69zXRqrjBR2duq48cYhdjY5uG0gy6aQMaaQYjmZQ8Bwny+D6WRmUo6nWFY9b1GqUMxcvW+KNY/5EOMIea6bEn7hQhbrGG810JvHutXkXA8IXuuxUJP7OqshK3LYV5nE1bdOH/XAx2DCgIGsUQAXFmz1twCXCVNYeMAwnMHQRSZdiVBSvZN/ZSAQwgJjgUHDUbbczJOudd8bNuRFJshwt1OKQWSYjLdvbj3OZiE1wXOUX8Zt61nT7IQ8aa9m1LqtiH7GuPK9Cda0x0R6Z4UKLQtOTFyPurM984bRBbaFJ9yxxXpx9/z0+vYWa+iZt20OMGkpjzzPiGdN4iYFgm+y4V8aYao1/t41UjpBjVy77zdOGUbccyUgRB3cs046jRQs2LBhh4wOuhyJjp6Qhgevgh2hbHeYBMUf9h1cyhJ+xmLDV4PHH7JHO7E11wTRMYG1zF3S9F2LyejvH4s4zp9fx5kzNkwzC9NMw5+l2+t99K9NnSqmnfZknWBL1ogWtu+4ekxkMHBc2ccbb7yOSuUI09PTOHfuLNIpVzEUwsLsbAGVStWRwwYDpmfmHKO2EALzC7OYnsmACyCTysIw4qeSNq/jzNll3DQ3cHh0hKmMgbVT6xDcXfPsvXp6Da7BUqgdu55HeR4MR0eHmHOi2dzrqI7mjrsiSrF2FT53Ozkn8Msg71p5f1g0AFVGS8vf4LyPOWOs3l4o2dE64iFeNjTqNc9fcu5nWYBUlP3rxwUELly8gDevv4mjoyMUCgWcOXNa/RqY2zCG/b191Gt1gOnqFjIybXFx3jknARPb5V15HirTvW0b2NkpY3l5xT13B2nguXXrLdy8+SY4tzA3O4cLFy8hlXIjFHS/Gw0LQWQkWwRqbnTrVhlbmwdIm1NINQyUKjbm78zK6Ag0fO+B91kwvPOKHulcse5UYW6+/SAN4knI20kR2eS5jiQqEVb/FGtX8XQ/zfCFuWhLHmzYzIKNOvILBo5Te9JSDQ7GBGYXptT2LBSGNr9cUBZO+d3sbNGxcHqVBwiOublpmClXODHGsLA4BX9iCV1iRGBpecbdHxxTxQxyuaxSlLwCiGNmZgqZLIM3bG5leTF4sZx+razM+37K5zJOjeggU1MFFApZJfSkYr22tiYVlZCCyLGy7G87m8lifm4eUWSzGczOzvqej9XV5Ygt5fVdWVlxFE8BgVQqhcXFxUgF2zQNLCz4j7uyvByp1DIwLC0twjRNd9JnyO+iMbC65g9dX5ifV6VVws/gwsICzJTp9FPWq45rO3wNpqenkM1lfcJA/3t2diawLi3uGkqC9z6TM1GcKkS+O8ViEbm8X5meX8qBw0Iwr4EAx+xCXinJUvge5ypIzzJYzILNbI9yLCdYQgjYkB5sR9H2vMdNS8t1Q+g56bL9LhX+pAh66bv5b3JENdE/evcUxU5wQ9EiwfalFy2VSst8IWobt/yVRMtsr+wvTOVw7vwqcvks8vk8zp0/L0N5PUnNpAFeGx2Bq1dfx9FRFbbNcLBv48abO65HUMixbGV1AUvLReTyWczMzODylTuRSoUVyJSZRSaVVVE8hvdH9/RVpRKOBpbXpnD+wgLWTy8ilfIqeIEx2JPwKpMNl4bKB2WIEMjlsm5+FqUwr6wuIRyZJu/x8vKCNDqriK102nSSyOn+a0NCOm1ibnbKt3+8bOJYWpyDYbh5MUzTxOLCArzKucYwDCwv+9taXl6GYRohNXxubk7NOZVTxUhjOma+A3CYpoHzt53D3ffchdsunEU6k3EdK568NYAyFrDwPXafQbmtmcqG5ramGV0LXAiBw8M9vPnma+BcKsl7+wfY2JCZ8YNkc1mk0+5SK3nOs84cVDbqnx9vb++qYyl53cigdsyVhzresMXbes8jlG8RnC+0K39Ohic6GZk9GZDn2iFaGY60NIZe2sHZKNwQFldB5uBoiBrqogIAsFJVFC8eolragyFszM1NgRk1lbhS3nKZ4MRCTVgoLFiYYxaODjky2Txm53IQwrUYcqEyizKp9J69MIvNrWPUGwJzcznk84Zve73GxhY2ZufSYMacSmiWxuLiPJzsoM7A7WbLvOOOsyiVdmBZ0go/NTWlXkjvNZYD1NxsEbfffg67u3vIZFJYXFyAEcg66XipAdx++wWUSluo1aqYm5vH9LTf+u1dw1OcLuDKlduxs7MD0zSlwDMiFHHlKb548QLK5W1Uq1VMz8w665XCGMgX8rj77ruxXZYJTxaXgpMNP7edP4+ZmVkcHR2iOFV0JwEIezYzmQzuuvsulLZKEBBYWtLJVGTG8+DzvL5+Cvl8HoeHByjkC1hc9K5R8wuCdCqFu+66C6VSCZxzLC0uIacmOuH3hGNlZRm5bBb7+/vI5XKq7bDHSHoNgMuXT6Nc2oVl25ifX0BhKqUUXG+ZNTnxnJ8rIp0C9vaPkc3msLy8AMuuuJNEb3i9sHHH7WewvXMMq8ExN5dGulCFbcsENrJUlkziwu1j5ApZrJ0zcXiwj4P032JqZR27JpBmOQhhw4IbsicEh23XYPEK6uIIll1Bg1dkiRuPsu1mW/V7NNqhfY9HtAcbaMOLPQQSWXM9ObKaGBhx70RzOR/1TofK5kUoMN5pmFstQ9WsBoO3nJW3LjNjDLOzBczOePNvqLwqwWzZjKFaqwMiC8ZsGCr0+ujQcsp6eTNWr63OYXV12tmf8wZSKdf4yWDANP0GS6/SI6AUHmZD10I2jLScf3iMjv6IHuEoUpw30GACiysF7B4AjYoFzms4fXoZmWwwCRaUDD6j5HsN09NFzMy48l16W929CoUMrly+iO3tbRimgaWlJZimSgzmic7S53X+tjOYLhdwXDlGsVjE/Nwc3OdBj71yn2wujTvvvEOGVTOGxcVFf8LSAGfOnkZhKofj42MUCoWQMV0fY3VtBQICuzu7SKUzOH36tLtG3IMuc+n9G0zXL4+aZxiYnplBIZ/DcaWqztnCynJRRRq6689PnVrD3t6OzOkiOPL5vG8+orNsy0ZsHB7uwq3+onPOuB54V3mX87Q77riIN15/FdVaAzMzBayfnoMu+QXoKEk3GoAxC0LIxGyWqKEujsGNGmxhwlJLH7zl0zgscNGADRO2kPvIcnOuA8hLM0dXcxk+3kp0HIl4ridEZk+2ct0iU3h7inVUsx2s3+gAb7uOx1roOtYNuCW3bGTTGSwsSWWAMWk99p4vFzYMtb0Ax/R0HlNFU7XhCVtmcq2vDTVoCwHDBJaWpyCETmTlKspSEdDKhPxtenoK09N62zhvkxyMTNPE6oo3yZjXS6ibcI9VLBZQVAm1ot9ZV/gahoGVlWUIoUt1KaHoDbX1vPmFQh75gs603QQmn5Slpah+B/quyOVyWF8/FWonjoX5uYAQiyeTyWB9/ZR7PTzn5xcIso/zc7MynLAN0uk0Tp06Ffo+UtAIgZmZaUzPyEkaC/QlqBCapomV1UW1rcxA6g13C3q8p4pTmCpOqWz2hqrjyj1tuzCDYWmxCF+NWOFGWPjOQ1jI5U3k8ibS5gxM04TtMx5Z8K6pFLBh8zpsXoPFa3LNO3SYuHeJQ/e0Dg/3nnOExR4tQsUJgmhB56Hk7RjG/B5CbYSLn4EKz3vulNwSrQ122UwWOjxcG+l1ostQbWXGlELDPfIysAn884noCB1ZDkmve5X99SZ0FL7xnUFnSDcgRAPptIHLV9ZRrVZhmlx5SaXcCCrMOjN3uE509PKsfD6HdZ2UzO1NeJxVbS8uLmABC/LXuLFXbZ/NZnAqKN+bsLAw72Qgj4djbW0Za2vLcJ0rzUOb4569qBJWd1y+HeXyNhqNBubmZlEoFOCGvsvj5HJZ3HP3ndjZ3YVpGpifnw8cwd8f2Ya/H4VC2Cijn51sNoNLt19S19h03w29FM1rOBcCp04t4rVrJcDMwRYNZKYbMHMclqjKiAmuZbVby5xzC8y0ZAJfXpPGHE9+nF5Kb51UpZronMlWrh282QTjFtZGCdMIq2Gs8u0vwRFPcLDUQkknXHK91joUi4sGGuIYNaEt0HKtkcHS4NAhM5bTXy5sQDQgbO78bRgmwNMQjMnEHVpQC6k4yAygbmIUmQk0KsxDeaH15D9mbbEIfhcs/xTCFajyOgS29x5HDcZCK87eNkIThajt3H76tm26vrjZBCpmwG1h3AltHvN93KTKt33AGu98hwijhGNYCRscook4v7i2Q+0H9/UaUWzoOtVOBIJzHn4vvNDeZ2EopVYldfP2kWWgS6twbsOCjPSQJW+0N5rL/VRpLTADNm+gjgPH69KwK7BVWTsIWZqkbh+i1thH3TqETHJW81vCI5OF+SdkgPY6NPGABa9j7LsSuJbOdYpXsgcesiXaeLRaNTEhVnBi1Gg1iQ6v9XTfOa/RzU2+CGjPtTtuyGgjDqFr8IpgvgV9LG90j1aeBDgaqhoCwAyOU+sLuH79Tel5NgTW1mdg217Dob8dd6x2s4kLYYXOXnubZSIv4dvW5g0Yag/tddfnKcs0edY0CxtAHW5iSKl8ZzMpNe/wnruBKGNxNErOB2CQMsp7VUVoYIozdqhoMO/Uo40x1KvA+7YPRN35/u0b5w3Hw67nYl5ZEjRCO8dSxmq3Wdejq50Py8sLIWeDCMxJU+mU3E522r0Wvkzbsj/F4jROnz6Ht26+CQFgdnYWp06tyfvM9D76ebAirzMXNcdzrbfV12t6uojLV9I4ODhELlfF/DxQaWzDNNLgwobFayqKTD6Xti0987ZooG5bqFn7sOyq86wKj2NIeAzo7YWDD1ixHrTwS0BeTxKkXHvon2LdjFZJFcJKuaNoe7IcWrzhDBwCwmeJc1GDGGxwDqmkMEMKSx724slBhUGIOsD8oWtRA4krpIIKq1+JiFW4opS5mORN0QpIEH+4Vnv0OEAGFdME0WfstOxRNF2a9L/TkbHd7YPCP2a/4CQm3vvqMaI4HhmuBD3APMYTHU0hk+GZzkRArqWLUmZlDIYA5Dsg35bQM60np0JYsAWDsDkYkwo15w34MrsL13Nt8ypkbVG/QG5/EhivYEcSq2C32G0EPNnyivcmrSdpDRcxTkR7S8O4SrW7n0eZc0SiAJhrIA/v46Kjx3RIr/b0CSGwvDyH2ZksarUa8oUCUqkMhMcIGZ4DuGO27IOcOxiG56jKm8i5m/zLmQfo0HCuR399LHfcdY7nXVvrO8e48TLeqOuej1fmRBgNYts0An/HOwRCY1BTuRllFAgQtX9gnHeUZq/RPKBYhzz8LFoBDu0XPI5AtKMktE0gxF+1uba2jJXlRQgwpMyUuiHasKSfh4BRx9NHtwY3nG29BpBsNotcLgfDyEIIGzavQS71EkpWu0q7gAXbrkEYJmzbgsWr0FVdvMsUfIp1xPlG9XMS6FVeA5Mjs0m5bkWbinV79Jad0BvOFUxwYttVWMKThExYENBJmdyBSwgLQmVPFt7QLC3UYfsGUQFbKdhhAeLzJnq+j/RINlOsA9vEfhfp6Wyxn0fwtNymWXv6+2aKTPA6RNGuItQ0LDBoSGje/5BSHvi+edttbh/R37bajzSkRExomgl2x2ruyTYqop9N+cxKRdwNNfNbzb1LGziXQlp4LP6OJdzpgw3Oa7B5BYJXOlKk485r0ErvMASeQO+WcLKkE6NLMwWb+8YQAO74FGXgdiLHPOuvPblLnP20jBQMYNKb7C+LxJFKG0il8wAYhEo25qKW4XiUWjlmq2ggQLUbVHgEZPSQVHwcIygEhKhDBNaBa4VJHivgkRbM7y31Kn/BF74No24zg7fw/J/FRVTFKexexbYdQnOjgOG/1WDm2z/KAA2E5U0whN6zPNAj75xtQ9fAiH4mI9qHEAHDsDv30sn6ZD9URFpQTkYZB5xnP3hOEUqvkJEa8md9vAZ0JKc0qDdgGJB1wIV0SPnX/nuXcJFi7SUJeT1JkHKtyzwEJ7OxXuiYxGcDK2ujSg8ZGaSMLFJmHjljBgupO5DSnjZY4LDAxDEstRZbKM80gwHO9Vot1/OtQ9E4T8EWDUDYyvvdgBBHzbuk5V6TCbpbE9x/Lp3gqyvetD/xg118aK77u0wA4vZP/t3smF4FjoeFC1q1FaP2hpJfcb88CvYxtncx5xy/Q3t0fC+bhIC32ifivN1rGXH9vM+Aut6Gofdhqhnt1dFC3K0SIOvJppAyZTZf4S15JxggTAiedtYapows8plTSKWkks15xZksDM87HB8erun42SCIk0yvs8eYSBz/JikAGdTrUoGVslc4skMI2xnb5P+FZ+zyR9dohVmHtXrfeeYrm+ntA4M7zjEwn+dTtcVryjgvSxkymDDMNBjjkPW2ZUZmuZv2+jHYXPZflxFjqIMZcjmO1xngetOV11DU5SWIkL/+axmDVwR7/nDb0oQ90sH9o5sXbntu45H9CG3rlVeAR/4H+xAh731EyHrdVkSUVHi7mA5HHrvN+VbMXMt1vHj6o7PYh+S2++z7nl/1vLOAAUNWrrFDfWWGCcaE2l6Hm7vPoowoq0PXda/Va7DsXTCWdo4p8Ro84qLPAtu1grTSiYOU6yiGUP81GMLdTFn3hoWnWBZ5Yx7512ZREzZqaKDBGqixKo5YBXVhwRI1mRVRNJTH25R1gWHCZGnoWtgCco1Kwz5y1qrYvArLPkBoLVaM1TU4ALkDtFZolLB3zi/qPKMGLW0IcNegs8C+4ZAy79924Hs9oZDn7bWaytrQKXjLXgBmZHkHb7klf/Iqf1iwbkv2PR1YQ4+AkSO6PdfT4Z9AwddG1Lr+YEItHhKKTQVHyPIfyFHQr/clxlDBYIbuTfD6ufdb37cUUmZO/Vtub8CQz71Q9eA9WU0NlkbKyCBtFpFiWZgsDW+OA0vUYIuGs0/asJBiRaRMWQ6MoyYnBlGTrYHTbojqYPFOpbqFTAGTRaLGqn5MeNtcFlSrWnjxB68BcJMpCdEAhMxmLCPU0mAsC4OlYDpjl/sec245+3JRVwY9XbNZGgUNpksn+eWMV/4YRsqJZJPh3ZaS+dIwz1gKhpFFOjUL08jANLIwWQqmkVWnLBOq2sJC3TqAbVdlFI+oSa+lOe2MwYaRgrvuWq3fFhY4r6jjuRnSHdnSVMFxroZz/X3jrVehi7tlQW9paIM4b3mM8u97BrSS6L13Zsw8wrvW152f+I/tlXtRXY2bR4aP6d8+nHSzdX+9hNcp6zmj/o45GcuNwFzFP2fSz6/cLu177p1SWr6cJrI905iCYaSc7d33w1JRZXW4+YI80RFOJn/vCbaaH7XJCVOqSd62DynXaNcjmuzktFX2YFkaqPUxbdFAVezjNfYGGJNCy2INmbCBH/qUAD2YMGHCRi2koOptbF1CyBm4tIUacMN3lCLSRGgFFWt/siqurneUMIv4jrnHlzU7bYiWAsO5SoHfvIq1P+TJ69kMtQtdHsXwfee2GxYSTrv6e5Xh0zmkE6EVZRiIWkYQVJKZ0673+oTbChCYtEQeI2IpgDdczP1eC6c23pEESj/J0DJlcIAMBw/LME9UBjiYmsQCMsQRAuCeSR4A//8NoGHL62+xYxjKuu2bGKr7LQRHg1fAecOjoJuyTx4FO9bwNBBGT8H2rbfsto2E+kKcUIY1ufUtIXJDZxnk+GLzimdTr/FUKZfOu2qDC4DxuoxG84yxTrSZijDzev9kRDYHNwAI05H1slsGvGtv3fwsuvKIBfi84EqB5nX1fwu2kQKzPeeglHLO62oMdD2hgldgsxQYS4MLv/fakXNCzTXUOMmEDaHKKMZ6m6OueeR9iE5mFiboSW717EQYoBFnAHLLjcrlyzqXTnBu4mk3IgkmE1zNhZo4OnynwD2/N5srhffX+7r9jWs/sL/XCx0IJxdCyl8tt8P7uH/L82zIlkNTEc88DtrAU4ewLXBvJR3HiMMD+7lzU3fJge27b80V6i6exT4w6OVcvcpr2UYCHRkDSLlui2QmpZ2W44lTsIVngOXCQoMfo2JIT7SADa4GFa9izZVVGIAM7VIKqvYkexUFGULj7assf+EMiswdNL2CpJ0X3Sd4HAUb7t+e7TQycQd3wqu816X1NY0SXv5jteq7PJ6eLxk+D3nYUxr0CnsnVszXnvy3OseY84mqvejsqASD//q0GrxiLOLB39skdD+BaCW7C6W66T3xnncUzv3yrlHkarmE4buP3mgBuau0ehtGChavw2QpiIjQNA5XaHPRUJNLd8Lg1Btl0aVyEvHCdZTMbLQUbAH0XDdzUgQ10SEj92Cod8+nHOmQXsvdRvgVDFnP2iuD/LInVCtat+FUy3Bll9CG14AR1qt4eLMlQ3jHJznX0Gqa4FFh4dqA6VfE3LwYDUhZ6I2uCsw11Fipjx+bZyVIW4pws7GvA/kUjE4IKNahzeEv/enOX5or1pGHdgzLiqCDItLTre9vVIsx+3pC11u/Sv4+t5oHBs8hKgmbn1a5ivR1bUiHC4LPtUww6j2OO38Q8CaFbU9ZHQ3FehgkUed6UiDlOiGaeZo7Vaqb4yoCtpCKgiUM1MRhSFHWoeBaaeaeQdDQ5TmYX1hzhK19DswAEzpLc0JvWcS1iVVCQgq2d6tgOHRAwHuFl08ItLo3/sE++l4GQ6KCbXsUbKG9zF4BawbaDbfnu0568JZm4MD1ibdSx1q3u7qXfoHkrw2ajHe61bHjtoksM+U1UgRyqYSMJWp3zi1VBt12lHSm7p3c1oZ3Uul4f3zXOd6rMOkoH1tPbSSRvZQ4IYzapDYiAaZfsQgrI2GDmx7roqOmvBFTfs+fUOMY93VDRtM4DbTXloqQcpVvC0IYPoOj1/MtRISBWTCPwdO7j+pj3HscmfAy5ne0IzeAtqprtPMsxRw76v4FZXP0PCJKSQ1u5zfUt5S1PoN33LlGGe+j9mty3UKKNQ9fQ08CuHAkQUwfWNytCG7vPufeqIDgEr34ShztGJ6TMPKMN8lkC58MSLnWdJjALIrOlehm27vWNz2xdxKSCUvJK+lltoUFm9dClmjbWctlO/sDyjMH5dXzyWOpLHBuwVUQtBJoOIKZCQ7BTLf/wi9U4j1yYaUoerCLUrgNNPPQxjnwQlZ9p702ratMJ8Zo5xgc4fAmfyi1tuL7++83zMRbseMFshZWzsStmUOzqdXY0+/IfYPhjkCUottJNEN7BCcHEcLbKY1ieE7fdp9bjxU+uD4f8Fq61XvCDAjuvjOh7T2e76hyHqG+RVzTntZjd1XurZ1JBEGMOCMYdtm6Fn2UYuHKUOdYQYVcuNEw0V5frTxwpx3ZF6XU6ogzX3iwGRgDg+t9/WOYXD7VAIcNJ8xchBV9pwyh95roagtCuGNw5LKkZD2CPu8kECG3kqHtZ6SVbG7L8xunnMbTNMKrxfFYzPypeRtNrq9zD2O80Swwh/TM98JtBY7ji+ywfNtEGSr83us2IySaccIVa6IzSLkeCu28xN5JsA13rZSyEDMOCIDDVbSDCppWlvXfDh7LcTh7Z9AarTFd/YAB7looHlIcOlEUOpm8NPPQtjZsNLEUK1r1Oyo6If64AUXVu1a5q/7Hdso3GQuFS8eE3Xd0iJBnuomlwbNPX4ldX9fq2fOufWt+7f2RCNFLEYIhlfFr5ZtZzScTIXqfj9B8hkiabt/RWKNyK+UuVIJIbiNg+CKdfE3AqwjH9EUAgvlDu71zCn8X/AbiaLzeQXdMDC2NChiYdV90qHpQ2UtqTGzZTlvyAX0ZVJouh9PfhfA7LxxC5bxaH7tb2lm61Eqx1nIv2WSETbztTfsX/s2vYHfbn8kQRBNymolALoymJHl5oi3CAOSgEAqlQmhbNyyLO5kQubBg8SpsXoNlV5yPrbJ963WgeludkETW7+Wh75t63zy4g6S6Ru3Wf25qWPBcHz3zdmbgyqig/vN7c9ttM9qz3FT4BEP4BPd9fMcIhdN523HDpZz++7wEER/PMxG3lstt2z3PUGKQiGcrKsFWuK8Rx4rcJtj3fhHlPW5x//R2vnumniWVSTTYf/198MN5XSX1Cfxb1N2kQtqbFPP+xE0uOp4A9TIRiL1H/bx3YQR02sTuP91MHL/73e/ikUcewfr6OhhjePrpp/39EgKf+cxncOrUKeTzeTz44IN4+eWXEzprYpQQEf8l0V70jyLy01opjB6bvDIivo2wvAnKMJ+3OqotLV8EB5zjNyBEA5zXnH8L9Xv8eQjVHzvienuN/52PbXHnH3kuA9cQWshlj4wPXY84I7Kv7ahPJ31r3kbUOxL9vrQ+bnvvW+B6Ba9VhGxt3j/9bLea63X4bPjmp4NnGIb6XuV1tzJ7HCHleiDEDDpRA0WsUhvOeO1ViLWS7P34HmlnAPd/F1QUY9db+9BlPDpQsFviOV67g1XLkKVWSncSNGmnrXVb7QmkTvvT+USxi+sRe34tjAYDVuKckEePgSSOqIRykZ/QuxUuo9KpEBms0Bn0PQgjEKtvdPTplKOjI7zjHe/Al770pcjff/3Xfx1f+MIX8OUvfxnPP/88pqam8NBDD6FarfZ2wsTIkIQi3ar9brYLGt/aMfz6jawtjhNr0HXb66wNhNpxFZqofUXEPkMYi0ZMIepUSW3d/3ZkcKvjdKqkx9Otx7rVe9T8Pe7y2epivf0kMCx5Pa5QWHhfaaZ4tfgtkK1RJ79yw7Ijk1U2xas4BLNeRxP+3QkDC62ZapIwI6R0c7SVVCS2T56kHoFrFUu3Ydd638jEHty/ja+Pnp8QDj1qGSbWcR+jw5q04El+DXSvBJ+B7vCFWkedf0Qof9T3IaW6xTMZn4BuQBPFXsPYJpiHH34YDz/8cORvQgh8/vOfxy/90i/hJ3/yJwEAX/va17C6uoqnn34aP/3TPz3IrhIJMzrjX4d9aRny2sqQ3GKsbVM+huWuXwYmcn27WFvd03GC42hMfoykaN7f5ve50+VZvZOMnG6Gby7U4X7xBJ1WHd7PqIQ+A9QMI+83MVaQcp04CSl4AYXLm11aK9jumul2B8Co9iIO7fW++frsr8sIRKwjTVAweduVa7ai1o7Bva5xCmpofZe21Le2ikYrwO1GGzQn1H7MNv4vROh3tw0tbMPPQ9uCKOKaNB3g4yYoPRJvDAiv84/vn/c6yBwB3qR+UR7s6DJrXpqsVXS+9E4yh+8hjqf/E6dm6LDwXkg6W/i1a9dw69YtPPjgg853s7OzuP/++/Hcc8+Rcj2GDEuh7vS4zZaMRFZAiBhjvMcM7udM2LtYmypli/ZMB5JnxvUnQlbJ/TxfBuVGv9c7R26QnAyLV37bGWujFcJm93RwCnaHdHAfo8/HvV7tv0cR/WyjH20/H32gHc/86NC7vJatTAakXCdGb5PoyBfcZx2Oqe8cUVYjCAsphf42/ElJvNu1QHmvmyrYSQ78ccm7mu4zGsqN33vtFxy9WifbVbCjSej6tBJAHTwH/bLW+t4fhMvaBLd1iVOoNe2FVbbVx06ehzH3XgsB8B4nLkLtv7+/7/s+m80im8123N6tW7cAAKurq77vV1dXnd+I4dLuOzJaE9Nu6EbBCNCmPOgsLNmNHov+rcP+jQp9H087MGYO4rpEHWOM5UmIDq5hEvOwThnH8alXeQ1gYrRrWnPdlLgwzw7WrrRIKOVdMxK5fiQioZac7MuPU8M6ap21+uiEZaHkJSHvtP9cus5gDchBOnag7uGx863ZCgxQLRJfdDOYhdr3/eg/RtRas3iivQ2xx25B/EQnrj8Rv/VToLe54CYo4JoKPO8z5jxr6tkS0c9xKL8AdJLA8O/ue4Ym74//WQslUXEbbnXq7qadPKeJ3bPBG6GaJaFp/z+5hnp2dtb3efLJJwd+PsTwCcrUcaF59E0cnS5D8Y9RHV8r3xgeNQfqbrwbKfre77jrFn3t2ro3SSbhGqnFsZ3MpVrPZUbFSzyO45MmGZk9nufeKeS5bosuJ57dhF+hmRXN9WAD7jpsiaqFHVhX7bbpKbvlCwmP6aNHAWmfJuuufdt0TjPLYjtWx8Re6Mj15lHbhUO6mm7e8hx6UX5Gw3vfLS1LWDW1tgdDw933pHlZtWACwRhCxpWobboz6gzGgz3c0PAkmJqaws2bN33fdeO1BoC1tTUAwMbGBk6dOuV8v7GxgXvvvbfrPhL9Z1wnba3f8zbe0bbHmFZtRYd0d0Qny60GRMfjaWIH7nBs7reBu9Pth+7JbvN5bcG4jg3E+DLes6pRpkm5gLZ2924XE7IdVgZcT5v+PVirN+4337EjMia7xxg/Iq95T5OH6HvbeT9aRzN0179xESTdKv2dD1uR66sjsuU3389jIY+MWvBuF9OPkRTywzG+eP37vXwAYGZmxvfpVrm+cOEC1tbW8Oyzzzrf7e/v4/nnn8e73/3urtok+s9ovlf9pIN3tiPFu832el3OMXH3a4IY2Pwj5nnt4fj9fi7H/blPSl5PAuS5TpJmJX6avlR6v+gkVE52TiCUoTM4jvi92QBg+tdWe/aNS+rkHj/pVyFOKYr2eMd6LGOSXjRP+qLpJNQouXXRg8DXzyFanaPuWTv9anaNW3qvIzvCfTkLJP5IjzBxBiRv2F6bSnVCE9C2nr2R8DJ0hlSuBz9JPzw8xNWrV52/r127hu9973tYWFjAuXPn8LGPfQyf+9zncMcdd+DChQv45V/+Zayvr+PRRx/tqa9Ecoz7JFXTvlxpFj3T6bUIzje6jczrxqDs/20c5GrPtDs2xySAC20Wdd1aHaNbWTQScqU3Q9IojBWj0IckoIRm7UPKdVJ0pVgH92kn/EsrDME2wknKJK4yESo/BH9SJ3+fOxO4rvLTTmh4d7QSxt0I6yQGvc6VPq/Aaicst4fJT7uCcWy83ZrOnzP/8++GiLu0lwnc+WeHivVJEbCJIYSTkKzrJrq4pn/xF3+BBx54wPn74x//OADgQx/6EL761a/ik5/8JI6OjvBzP/dz2N3dxXve8x4888wzyOVyPfWVIBKn3fW5kbJg+H6kJBTsrgyvk0Svsv1EzyP6z0l6NnuV15MEKde9kohSHfWbVwkOeLC8x4xcOx1clw1oZSL4ffv1fHsJCW+3TFiHFsqILKhtRQgkuAY2mYEzuXWvoX72y6I9BMKTqKhnJnAtm2Tcb/ZMj5Ji3fYEtE9l0U4a733ve5tOEhhj+OxnP4vPfvazA+wVMWn07LUd4Bra4PiVZLb2QXmw+3Gc4DnGHiNubI65h82uXew5RN3fpOT7ID3Y3R4rIbnbUcRYm20Rkwcp193SIqFV9EvViaU4rHBFhwN5w8XD+8bVs25W59q7TTvfhfEqPV0ojR3Xyk5OOQUwIqFQmgS8C3HnMyzFegDXt2kCvBbPfqtnvKWHqJPt22RwCc4Gh87V3msbBDFutKyrO+Lv78SEdCeNV8nuh/zt57Nzggz17UDPuJ8klnHpdiYBUq67oZfJd0dEe7Hbe+GjFGx/KGwzJaNZnd/2SEbZDXorux/wulFSw15x77GHbZXsKBwuKBgHLAiTElRJhQA2Mzp1htezPUKh4GMxQR/OmmuCGCaJTNj7uYY2AdlA72UL+p0VfByV92Ecp4+cxHcgGWP2ybsuUZBy3S5tTLq7CwNvh/jQ51CoeEsPdnzprlY0T36WxAvTy3rtZt7r5NaWtZeYrvn+MkFdUHhE9T/hNXEnzLIsiX9m3GvtDQ3X+7Tz7EeHhEcfrP+KdcfhaiM/QREtl6W00wJBjAsdl4PqV5hvq+O2s2mC716vxteTtO46kfMYhPLe7+ONwFrvbkLET8pzGEUSSY5P7tXxQ6W42qFfirUuaeH9xBKvQPi/aPfhT6CsVsdevmRwzvnElQPxFivo/tqO3nmNAH15VvttbEqg7RNpUCGICaHt+UGHbXbyPdER4yZ/uyr/6X0ehz0PG8Bz21UJXWKiIc+1JpiFu83JeNdKdavfIi128SW7/EmsgmW74tZfR2VMRuB33S3v+QxAqfaENbVvlY66PslGDbRFu4N9rGU2ps8nfPKT3BqnVmXUWuUDCCYoG35W3Z4YUQ82rbkmJol+rt/sqmJFv9oeYZJcR9uP6zJ213oQkRQjss47Lqnf2N2zHqCw8PYhz7UXwd1PO5t385B0onjFbhuRaKzrcOUoD7Yd830yMPVfNEkoshx+L/AgiD7WJCbE6OycB3iPQu911LHHQ5Hu52R6UAilXPfymaSJDUGcZE7Su9xLluphMgp9CBE1F04ykqNLOvb2nwB6lde8iyv23e9+F4888gjW19fBGMPTTz/t+10Igc985jM4deoU8vk8HnzwQbz88suJnXO3kHLdJV0ps90MBh0o2O01F7WfHfg020eXs+ru+F7FayiKZ1cD8ngoXAODMf9nxPG9q5EK9jCMMUOgnWdfDG7CIJXrXv+brMkNMZ4My8g6aZN/ojNG5floqx9JL48gOiQJec3Rqef66OgI73jHO/ClL30p8vdf//Vfxxe+8AV8+ctfxvPPP4+pqSk89NBDqFarCZxz91BYeBckHgre8oDNwofbzSTeujxX9KFbh4O3O0BH9a3bRCT9qlnZzvWL/m28iUySF0XUcxiRmbTlfe17qHKTdyO4BKQZAWV8VCYjQHfJVkYpRFwwAcF6TWg2/u8ecbLpt2I9SmNSr/Qi10ctqdm4lnIa134T/adXeQ10HhT+8MMP4+GHH45uSwh8/vOfxy/90i/hJ3/yJwEAX/va17C6uoqnn34aP/3TP91jb7uHPNcd0DwMpE+Kdcs2upv8t5MlvPOyRENinC2ZI9D34DOT1ASlGwE9sMnRuDzbbXASQsQJguicfo+Xo6SsJsUgz2lcE2ENoz/9qq5BnFyuXbuGW7du4cEHH3S+m52dxf3334/nnntuiD0jz3VbtH5Juw8Db9tj6G0v5HmK8aq28NBp5TnoxY5WqqPLEvXitR44nSgVbXn4Iq7TCCgu7V7rRIVPTF3N9rwJXSSN8xFXjitQeitokY8sXxf47aTSNHHigLoAqnNNnGxGQe6RJzJ5Ohl3Wl3/Tscwup/EMEhCXmssy8L+/r7vu2w2i2w221E7t27dAgCsrq76vl9dXXV+GxbkuUbzwa1rxbqL4/Z/ohgT1i2479Pufu3StSDoZOI/EKW2T+tyR0AhT4SY+9U8gV2YgZex8iYy7CChoY/AuQ968tP1NfM+ewN+DpNZwXVC3h2C6BDyWhP95CR4r4lkSUZiCzzzzDOYnZ31fZ588slhn16ikOe6CT0p1i0mqnFtd7WOsumBOlhf2m57E88QrsHAFZ8ureMxHuzh0klugnhOrOAf2v0SPa+ZpjXXBHGyOIme2bhzOrEyhTiRJCNvBd7//vfjv/yX/+L7tlOvNQCsra0BADY2NnDq1Cnn+42NDdx777099bJXyHMdQHj+a053inW76ft7GXS7L8sVtW10OHjr40hGVUi2Mm7IP0Zf8AWzrw8lJLwPJN+/wScm6+bZZzH/tcMklgYhCKI13YQeE9F0e21ExH+jzjj0kRg/UqkUZmZmfJ9ulOsLFy5gbW0Nzz77rPPd/v4+nn/+ebz73e9OsssdQ55rRWeDSJ+Tl+mm4iy4PWf8bWeNa3MlnAbd9kjkOrV4pkbVgNEZva677pxOPCTd3sd2M9i26of395Py7nEmwHvNFp5A9lKCGDdOyhhAEEFOYuTCSaFXeQ0AosNbe3h4iKtXrzp/X7t2Dd/73vewsLCAc+fO4WMf+xg+97nP4Y477sCFCxfwy7/8y1hfX8ejjz7ac197gZTrjif1yYeCt9qn54EmMjTcn+wp/H1g/3GnW6PHoEoXxR1nDLznIRIKDU9eyIbf9XaWYbT93jZJ6hbXTrfe7Wb9G5fJia5z3Qu05pqYNHrxnI7DuAD0v6/jdC0mEbo/o0jv8lq30wl/8Rd/gQceeMD5++Mf/zgA4EMf+hC++tWv4pOf/CSOjo7wcz/3c9jd3cV73vMePPPMM8jlcgn0tXtIuW6bFg/VOCpBAE5CjeYTQ1DBHttnapSJNqbFKdn99BAlNXlopryPMkko17TmmpgkBvGOj9s4Mkjo2hCTTBLKdadv0Hvf+16IJnNhxhg++9nP4rOf/WxvHUuYsVtzXavVcO+994Ixhu9973sDOipN4LyMVfmtQZJUPXP9GWcGXuIpmeiTfq6J62YddbftE8SoMByZPRokOYaQYtccWlfeH4Z1nej+EOPM2CnXn/zkJ7G+vj7AI7ahWI+gIhQamLoJ7Y4oSzQJA1742p28cx6IAtZKwW6zDrxX0U3u+SOD2bAR4Al8Tt67edIYvMweLZJ4RpN6zluVHaX3iRgl6HkcHQSSkdmd+67Hk7FSrv/oj/4If/zHf4ynnnoqmQZbTu6Hr1hHKkEDWQMcPveTNNB1rFy2us8nUAEfPINOoteLgh2z78A99uOLDAu3e/4Qo0viMpvoC6Mo2ykEPp5B93tcrxORLEnI60l5lsZmzfXGxgYef/xxPP300ygUCm3tU6vVUKvVnL/39/djtgyuw2xz0j1uClU7Na9HVKkOZl0eqdDXcXsOBkmr5GahRG6Dzhoel9iP6D9J1Lmmd29U6VRmty+vx49uEzT14/kep3em3evWa+nSfh/jJDCsJGPtJB0lBkNSda4ngbGYUQoh8Nhjj+Hnf/7ncd9997W935NPPonZ2Vnnc/bs2Tb2OqGKtSYi1Lvp90RzxvU5wAQJq7bWsHda/50giDi6kdndyevxoRPljEK0Rwu6F+MF3S9i2AxVuf7Upz4FxljTz4svvogvfvGLODg4wKc//emO2v/0pz+Nvb0953P9+vUmW3OM2qS5r8qPVqZJqW6foJI2xor1RJKogk30CgcHZ719qM71YOmnzO5MXo8n7Uz6STHwQ+HhBED3aPiInuU1Z5NTPHOoYeGf+MQn8NhjjzXd5uLFi/jOd76D5557Dtls1vfbfffdhw984AP43d/93ch9s9lsaJ9E6FKpCoY2t9p22AxHqHkmy4Hr3PU1SVoJbrM9EgaKUQoN9/Yjcn20V1mL6gMpc0mh11z3QjJ1N4l26afM7pu8HjFILnROs5DkJJO9DbIU4zgy7OUNrULE6X71l2RynEzGPRqqcr28vIzl5eWW233hC1/A5z73Oefvmzdv4qGHHsI3v/lN3H///f3sYuK0o2BPimJNEPEMeu11XB+I/qGzh3YP1bkeLJMos4nRYBDK7zjNe4a1BnoUiFKyx+nejStJyNtJuU9jkdDs3Llzvr+LxSIA4NKlSzhz5szgOpKQB1QPCFEPWZKDZX+sjK08e0kdZ7hMiuBqZuwZ6DUIea+BvivY+n2mDN8EkSgjI7OJE8UozxkmhVGaG9HzQIwqY6Fcn1RGZYDy0r5irf8etndxvOj1no9sxvRxJlKxJ/qNgAAXvYWZCcoXQRAEQRB9p1d5LZkMg8hYKte33XYbxKCTSY1p8qrkykyM+CR2xJSjSS+hEqLVuuthQwr2wBEUFj4xDEVmEwTRF0bJe00MBoHeS2fKdiaDsVSuB84oTQq6UADikkC0r6wlP4GNPjZNlDshKQHXSaK9wTPA6AhSsAeKFNY9eq5pzCAIYkIZppJLCvbk0au81q1MAhTT24pRUqx7RAT+a49BKdajxyj1s6e+jIvCGPuuDVCB6vV9P0HjBUEQBEEQBNEZpFxHTYZ1PeNRnCg3VUCSUkI42m8vfpugMt9cqQ+0k9S1H/A97Mxw0X6bvTXQ/f6hY/f7erZ8vqOet4Rr1Hvf/3bPd1THiw4ZpEFJyErXPf3Xqef6V37lV0J1me+8884+nSFBEER/6XbMTmKsbzbf6dyRQ4w6vUtsPjHPA4WFA+M3KW4avhqcbDaznySpjLc6Vgd96OZ+RF2TJu0M6wXvNJRqJAeibsKnO7mnLbN4t/nctjhmq5qZ7bYz7gzvGet9DVc3+99zzz34kz/5E+fvVIrEIEEQ40vbsiywfdLHJ042tAyrfSZ6VtHrmpF+DihdTfgjlZEOXoZulQjnuD28eG0owkkpQZ3ct+QSwnVOO212KlR76YfvGN5r3UzR7sDAETqH4L7tKPRdGFRa9uMEMUqTICEExBCyhadSKaytrfV0XIIgiFFjlMZ34uTRq7xWjfTexhgw0co1MLqDUVf9GtZDG3HcVgpKN+c3TG/zKLfXrzbbPQaLWlnRj/s7oOd7VMeEk4YOC+8FDt5xvMzLL7+M9fV15HI5vPvd78aTTz4ZqstMEARBEIRG9CyvZSuTMb+aeOWa6A+T8gIRdK+J4bO/v+/7O5vNIpvNhra7//778dWvfhVXrlzBW2+9hV/91V/F3/t7fw/f//73MT09PajuEgRBEARxQiHlmiAIghg4SZTiAjiOjo4wOzvr+/aJJ57Ar/zKr4S2fvjhh51/v/3tb8f999+P8+fP47/+1/+Kn/3Zn+2xLwRBEARxMqFSXO0zUcq1cMJKJ+PmEgRB9I4cL0XSYfmCd7Vm2tcEOKampnDz5k3f91Fe6yjm5uZw+fJlXL16tad+EMlD8pogCKJT+iSv0V2Ok0llopTrg4MD9S96QAiCIDrh4OAg5CHuBZ7AGi4OARPAzMxMV/sfHh7ilVdewQc/+MGe+kEkD8lrgiCI7khaXguA1lx3wEQp1+vr67h+/Tqmp6fBOi0lNGLs7+/j7NmzuH79etcTy3GAzvNkMQnnedLOUQiBg4MDrK+vD7srPfOLv/iLeOSRR3D+/HncvHkTTzzxBEzTxM/8zM8Mu2tEgJMkr4GTNy7EMQnnOQnnCNB5jiMnSV6PMxOlXBuGgTNnzgy7G4kyMzMz9oNBO9B5niwm4TxP0jkmaQF34QmU4ups/zfffBM/8zM/g3K5jOXlZbznPe/Bn/3Zn2F5ebmnfhDJcxLlNXCyxoVmTMJ5TsI5AnSe40Z/5HVCpbjIc00QBEEQ/UEmNOs1zKwzQf2Nb3yjx+MRBEEQxKSRhLyeFNWalGuCIAhiGAjRe0IzSrBCEARBEH0nEXnbh0Rro4gx7A4Q3ZHNZvHEE0+0nRV3XKHzPFlMwnlOwjkSBNEZkzIuTMJ5TsI5AnSeBNEtTPQjXztBEARBxPDII4/gO9/+HnKZ3tY6W/YxcsUdbGxsJNQzgiAIgiA0L7zwAn70R38M88W39dzWwfEr+P+++Gv4hV/4hQR6NrpQWDhBEAQxBCgsnCAIgiDGAZK37UPKNUEQBDFwRCJrrinwiiAIgiD6ikhGuZ6UOte05pogCIIgCIIgCIIgeoQ81wRBEMTAkYU9evRcJ1AahCAIgiCIZvQur3U7kwB5rk8YtVoN9957Lxhj+N73vjfs7iTGa6+9hp/92Z/FhQsXkM/ncenSJTzxxBOo1+vD7lrPfOlLX8Jtt92GXC6H+++/H//3//7fYXcpUZ588kn86I/+KKanp7GysoJHH30UP/zhD4fdrb7za7/2a2CM4WMf+9iwuzKS6LDwnj6kXBNjzEmV1wDJ7HFmEmU2yevW9CyvBZ+USlykXJ80PvnJT2J9fX3Y3UicF198EZxz/NZv/Rb+5m/+Br/xG7+BL3/5y/jX//pfD7trPfHNb34TH//4x/HEE0/gL//yL/GOd7wDDz30EDY3N4fdtcT4X//rf+EjH/kI/uzP/gzf/va30Wg08L73vQ9HR0fD7lrf+PM//3P81m/9Ft7+9rcPuysjDIcQdo8fUq6J8eWkymuAZPY4M2kym+R1e/Qur22Q55oYO/7oj/4If/zHf4ynnnpq2F1JnPe///34yle+gve97324ePEi/vE//sf4xV/8Rfz+7//+sLvWE//u3/07PP744/jwhz+Mu+++G1/+8pdRKBTwO7/zO8PuWmI888wzeOyxx3DPPffgHe94B7761a/ijTfewAsvvDDsrvWFw8NDfOADH8B//I//EfPz88PuDkEQI8hJltcAyexxZpJkNslroh+Qcn1C2NjYwOOPP46vf/3rKBQKw+7OQNjb28PCwsKwu9E19XodL7zwAh588EHnO8Mw8OCDD+K5554bYs/6y97eHgCM9b1rxkc+8hH8o3/0j3z3lQgj1KrrXj8EMW5MorwGSGaPKydZZpO8bg8BJCSvJ8NzTQnNTgBCCDz22GP4+Z//edx333147bXXht2lvnP16lV88YtfHGurf6lUgm3bWF1d9X2/urqKF198cUi96i+cc3zsYx/D3/27fxc/8iM/MuzuJM43vvEN/OVf/iX+/M//fNhdGXmSKMU1MQu4iBPDJMprgGT2uHKSZTbJ685IphTXZECe6xHmU5/6FBhjTT8vvvgivvjFL+Lg4ACf/vSnh93ljmn3HL3cuHED73//+/FTP/VTePzxx4fUc6IbPvKRj+D73/8+vvGNbwy7K4lz/fp1/It/8S/we7/3e8jlcsPuzhiQRHIU8lwTo8EkyGuAZPakcVJlNsnrTkkgAakgzzUxAnziE5/AY4891nSbixcv4jvf+Q6ee+45ZLNZ32/33XcfPvCBD+B3f/d3+9jL3mj3HDU3b97EAw88gB//8R/Hb//2b/e5d/1laWkJpmliY2PD9/3GxgbW1taG1Kv+8dGPfhR/8Ad/gO9+97s4c+bMsLuTOC+88AI2Nzfxd/7O33G+s20b3/3ud/Hv//2/R61Wg2maQ+zhaKHDwnttgyBGgUmQ1wDJbJLZJwOS152TzDKsyZDZpFyPMMvLy1heXm653Re+8AV87nOfc/6+efMmHnroIXzzm9/E/fff388u9ky75whI6/cDDzyAd77znfjKV74CwxjvwItMJoN3vvOdePbZZ/Hoo48CkCFYzz77LD760Y8Ot3MJIoTAP//n/xz/43/8D/zpn/4pLly4MOwu9YWf+ImfwF//9V/7vvvwhz+MO++8E//qX/0rEtQEcYKZBHkNkMwmmX0yIHlN9BNSrk8A586d8/1dLBYBAJcuXTox1sYbN27gve99L86fP4+nnnoKW1tbzm/jbDH++Mc/jg996EO477778K53vQuf//zncXR0hA9/+MPD7lpifOQjH8F//s//Gd/61rcwPT2NW7duAQBmZ2eRz+eH3LvkmJ6eDq1Jm5qawuLi4olbq5YICay5prBwYtyYBHkNkMweZyZBZpO87pxE5O1kOK5JuSbGg29/+9u4evUqrl69GpqAiDFOavRP/+k/xdbWFj7zmc/g1q1buPfee/HMM8+EEqaMM7/5m78JAHjve9/r+/4rX/lKy/BC4uSSREIzGaY23t4wgjiJkMweX0hmE1Ekk9BsfN/9TmBinEc5giAIYux45JFH8Ed/+F2YZm9liLhoYGEhvAaSIAiCIIjeeeGFF3Dffe9CJr3Sc1sNawdf+tJv4Bd+4RcS6NnoQiZ/giAIgiAIgiAIgugRCgsnCIIgBo5AAqW0BAdAiWcIgiAIon/0voxLtzMJkHJNEARBDAEqxUUQBEEQ4wCV4mofUq4JgiCIgZNIQjPKFk4QBEEQfSeRhGaToVvTmmuCIAiCIAiCIAiC6BXyXBMEQRBDgAOwE2iDIAiCIIj+0qu8BigsnCAIgiD6BoWFEwRBEMQ4QAnN2oeUa4IgCGIICPTueSblmiAIgiD6SxLyenKgNdcEQRAEQRAEQRAE0SPkuSYIgiAGj0jAEj4pqUcJgiAIYphQWHjbkOeaIIbE1tYW1tbW8G/+zb9xvvs//+f/IJPJ4Nlnnx1izwii/4iE/iMIghgEJLOJSYbkdfuQ55oghsTy8jJ+53d+B48++ije97734cqVK/jgBz+Ij370o/iJn/iJYXePIPoMrbkmCGJ8IJlNTDbkuW4XUq4JYoj8w3/4D/H444/jAx/4AO677z5MTU3hySefHHa3CIIgCIIIQDKbIIhWkHJNEEPmqaeewo/8yI/gv/23/4YXXngB2Wx22F0iiAEgaM00QRBjB8lsYiIhed02tOaaIIbMK6+8gps3b4Jzjtdee23Y3SGIgdH7+i0S9gRBDBaS2cQkQmuu24cJQaYIghgW9Xod73rXu3DvvffiypUr+PznP4+//uu/xsrKyrC7RhB9gzFt1zV7bIkD4CAxRhDEICCZTUwaN2/exOnTpyHlNeuhJQHAxh/+4R/i4YcfTqZzIwop1wQxRP7lv/yX+O///b/j//2//4disYi///f/PmZnZ/EHf/AHw+4aQfSNZIS1FNR/8id/QsmECIIYCCSziUkkGYO4DUCAcw7GelHSRx8KCyeIIfGnf/qn+PznP4+vf/3rmJmZgWEY+PrXv47//b//N37zN39z2N0jiL6xvr4OqVRLYdsdHAAjxZogiIFAMpuYVEqlLfRW4UMu43ruuedOvGINkOeaIAiCGAIHBweYmZmBtPF2aueVXuu/+qu/wtve9rbkO0cQBEEQhANjJqRy3U3EmQ0AEGIyymeS55ogCIIYONPT08rbw9G591p6rUmxJgiCIIj+U6kcqX91Kq+l1/rq1ZcT7tHoQp5rgiAIYihYloV0Oo3OvNfSa/3mm2+qddsEQRAEQfSb3/u938M/+2f/DJ15ryfLaw2Qck0QBEEMkW9961t49NFH0Z6wloo1wCZKUBMEQRDEsOGcwzRNtG8QlxU9tra2sLS01N/OjRCkXBMEQRBDQwgBwzAgFetWmUiloN7b21PrtQmCIAiCGBTf+c53VCLRVgZxbQw3IIQ9kL6NCrTmmiAIghgajDE8//zz0Ouy4pGZSr/0pS+RYk0QBEEQQ+Af/IN/AKlUt4oek/L8+Piw310aOchzTRAEQQyd1nU0pde6Xq+rddoEQRAEQQya73//+yqhaJz3Wnqtv/a1r+GDH/zgYDs3ApByTRAEQQydV199FZcuXUK0sJaC+vd///fxT/7JPxl85wiCIAiCcGhuEJfGcNu21bKvyYKUa4IgCGIkiBfWNgABzjkY67S+JkEQBEEQSXLz5k1VsSNoEJfG8G9/+9t48MEHh9O5IUPKNUEQBDESlMtllVHUm4lUCurnnnsOP/ZjPza8zhEEQRAE4SAN4gJ+BXvySm8FIeWaIAiCGBkYMyFDyrSwJkFNEARBEKPGwcGBSjCqDeLSGP5Xf/VXak32ZDJ5gfAEQRDEyFKpHKl/Cefz8ssvDbFHBEEQBEEEmZ6exn/4D/8B0iAu1P/ZRCvWAHmuCYIgiBHjP/2n/6QyjMowM/JaEwRBEMTo0Wg0kMlkIOW1wJtvvqnWYk8upFwTBEEQIwXnHKYpk5ptbW2pddgEQRAEQYwa3/rWt/Doo48CYGQMBynXBEEQxAjy2muvYX9/H29/+9uH3RWCIAiCIGIQQuB//s//iXe9610oFovD7s7QIeWaIAiCIAiCIAiCIHqEEpoRBEEQBEEQBEEQRI+Qck0QBEEQBEEQBEEQPULKNUEQBEEQBEEQBEH0CCnXBEEQBEEQBEEQBNEjpFwTBEEQBEEQBEEQRI+Qck0QBEEQBEEQBEEQPULKNUEQBEEQBEEQBEH0CCnXBEEQBEEQBEEQBNEj/z9tqh7YXUqL6QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, (ax1, ax2) = plt.subplots(1, 2, tight_layout=True, figsize=(10, 4))\n",
    "# vmax = 30\n",
    "\n",
    "ax1 = sim_data0.plot_field(\"field\", field_name=\"Ey\", val=\"abs\", ax=ax1)\n",
    "ax2 = sim_data_final.plot_field(\"field\", field_name=\"Ey\", val=\"abs\", ax=ax2)\n",
    "ax1.set_title(\"original\")\n",
    "ax2.set_title(\"optimized\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bb25548-fa85-4b4c-b3d8-fc630bf40cc3",
   "metadata": {},
   "source": [
    "The optimized fields look much smoother, with far less reflection from the input ports."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "c9e8101e-d9bb-47b8-82be-261b3389e15d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flux_final = abs(sim_data_final[\"flux\"].flux)\n",
    "\n",
    "flux0.plot(x=\"f\", label=\"original\")\n",
    "flux_final.plot(x=\"f\", label=\"optimized\")\n",
    "\n",
    "plt.ylim([0, 1])\n",
    "plt.title(\"transmission\")\n",
    "plt.plot([freq0, freq0], [0, 1], linestyle=\"--\", label=\"optimization freq\")\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb70f563-9ceb-4040-8ae9-24f4956bc1d6",
   "metadata": {},
   "source": [
    "And the new transmission (orange) is far higher above the bandgap, meaning that this new device is coupling light much better from the input waveguide!"
   ]
  }
 ],
 "metadata": {
  "applications": [
   "Passive photonic integrated circuit components",
   "Photonic crystals"
  ],
  "description": "This notebook demonstrates the adjoint optimization of a photonic crystal.",
  "feature_image": "./img/invdes_phc.png",
  "features": [
   "Adjoint inverse design"
  ],
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "keywords": "inverse design, photonic crystals, design optimization, adjoint, shape optimization, Tidy3D, FDTD",
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  },
  "title": "Adjoint Optimization of a photonic crystal in Tidy3D | Flexcompute"
 },
 "nbformat": 4,
 "nbformat_minor": 5
}