InverseDesign.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d08e2234-d397-4b47-b3ba-acf562469f2e",
   "metadata": {},
   "source": [
    "# Inverse design plugin\n",
    "\n",
    "This notebook introduces the \"Inverse Design\" (`invdes`) plugin of Tidy3D.\n",
    "\n",
    "The goal of `invdes` is to provide a simpler interface for setting up most practical inverse design problems. It wraps the lower-level `autograd` support of Tidy3D to perform the gradient calculations, but allows the user to focus on the important aspects of their design without getting into the details of `autograd`.\n",
    "\n",
    "In this notebook, we'll give a simple demo showing the inverse design of a 1 -> 3 splitter using the inverse design plugin.\n",
    "\n",
    "<img src=\"img/invdes.png\" width=\"700\" alt=\"InverseDesignWorkflow\">\n",
    "\n",
    "We first import our main packages, note that we will import the `invdes` plugin as `tdi` to make it easy to access."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0b9ca8a8-b3c0-4081-850f-0168e5c337be",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pylab as plt\n",
    "import numpy as np\n",
    "\n",
    "import tidy3d as td\n",
    "import tidy3d.plugins.invdes as tdi"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9d7532e-c552-4d7e-a8ea-9a2ef0c0524e",
   "metadata": {},
   "source": [
    "## Setting Up the Inverse Design problem\n",
    "\n",
    "The `invdes` problem works by constructing an `InverseDesign` object that contains all of the information about the problem we wish to optimize. This includes some base information about the simulation itself, information about the design region, and which monitors our objective will depend on. We then run the `InverseDesign` object using an `Optimizer`, which returns an object that can be analyzed or used to continue the optimization, as needed.\n",
    "\n",
    "In the next few cells we will define all of the components we need to make an `InverseDesign`, but to start we will define some global parameters used throughout the notebook.\n",
    "\n",
    "```\n",
    "       |---------|===== -> \n",
    "       |         |\n",
    "-> ====+         |===== ->\n",
    "       |         |\n",
    "       |---------|===== -> \n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ec734807-b976-45ba-b1d8-d8429a982db7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# source info\n",
    "wavelength = 1.0\n",
    "\n",
    "# waveguide parameters\n",
    "num_output_waveguides = 3\n",
    "ly_wg = 0.5 * wavelength\n",
    "buffer_wg = 0.9 * wavelength\n",
    "\n",
    "# buffer between design region, pml, and sources\n",
    "buffer = 1 * wavelength\n",
    "\n",
    "# relative permittivity of material\n",
    "eps_mat = 4.0\n",
    "\n",
    "# resolution (for both the FDTD simulation and for the design region)\n",
    "min_steps_per_wvl = 30\n",
    "pixel_size = wavelength / min_steps_per_wvl / np.sqrt(eps_mat)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "296fab82-df4a-4854-a6fa-464415a14830",
   "metadata": {},
   "source": [
    "Next we define some quantities derived from these parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "21fa7254-41c3-4555-bf7f-e3faf5010265",
   "metadata": {},
   "outputs": [],
   "source": [
    "# spectral information\n",
    "freq0 = td.C_0 / wavelength\n",
    "fwidth = freq0 / 10\n",
    "run_time = 50 / fwidth\n",
    "\n",
    "# design region size in y\n",
    "ly_des = num_output_waveguides * (ly_wg + buffer_wg)\n",
    "lx_des = 4 * wavelength\n",
    "\n",
    "# simulation size\n",
    "Lx = 2 * buffer + lx_des + 2 * buffer\n",
    "Ly = buffer + ly_des + buffer\n",
    "\n",
    "# source and monitor locations\n",
    "x_src = -lx_des/2 - buffer\n",
    "x_mnt = -x_src\n",
    "\n",
    "# material Medium\n",
    "medium = td.Medium(permittivity=eps_mat)\n",
    "\n",
    "# grid spec\n",
    "grid_spec = td.GridSpec.auto(wavelength=wavelength, min_steps_per_wvl=min_steps_per_wvl)\n",
    "\n",
    "# monitor names\n",
    "def output_monitor_name(i: int) -> str:\n",
    "    return f\"MNT_{i}\"\n",
    "\n",
    "field_mnt_name = \"field\"\n",
    "\n",
    "# mode spec\n",
    "mode_spec = td.ModeSpec(num_modes=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ee2de1b-1c3d-461c-95bc-e637428d4b59",
   "metadata": {},
   "source": [
    "### Define Base Simulation\n",
    "\n",
    "Next we want to define the base `td.Simulation` that contains the static portions of our inverse design problem.\n",
    "\n",
    "For this, we will make a bunch of regular `tidy3d` components (excluding the design region) and put them into a `td.Simulation`.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7b9c5498-90a3-4a4d-a55a-cb35a18a6362",
   "metadata": {},
   "outputs": [],
   "source": [
    "waveguide_in = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        size=(Lx, ly_wg, td.inf),\n",
    "        center=(-Lx + 2 * buffer, 0, 0),\n",
    "    ),\n",
    "    medium=medium,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "48ea19cf-2884-4558-b94e-0178ba3cdb8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_max_wg_centers = ly_des / 2 - buffer_wg / 2 - ly_wg / 2\n",
    "wg_y_centers_out = np.linspace(-y_max_wg_centers, y_max_wg_centers, num_output_waveguides)\n",
    "\n",
    "# put a waveguide and mode monitor at each of the outputs\n",
    "waveguides_out = []\n",
    "monitors_out = []\n",
    "for i, wg_y_center in enumerate(wg_y_centers_out):\n",
    "\n",
    "    wg_out = td.Structure(\n",
    "        geometry=td.Box(\n",
    "            size=(Lx, ly_wg, td.inf),\n",
    "            center=(Lx - 2 * buffer, wg_y_center, 0),\n",
    "        ),\n",
    "        medium=medium,\n",
    "    )\n",
    "\n",
    "    waveguides_out.append(wg_out)\n",
    "\n",
    "    mnt_out = td.ModeMonitor(\n",
    "        size=(0, ly_wg + 1.8 * buffer_wg, td.inf),\n",
    "        center=(x_mnt, wg_y_center, 0),\n",
    "        freqs=[freq0],\n",
    "        name=output_monitor_name(i),\n",
    "        mode_spec=mode_spec,\n",
    "    )\n",
    "\n",
    "    monitors_out.append(mnt_out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "055930f6-c96f-44cf-96f3-df0f6e48da1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "source = td.ModeSource(\n",
    "    size=(0, ly_wg + 1.8 * buffer_wg, td.inf),\n",
    "    center=(x_src, 0, 0),\n",
    "    source_time=td.GaussianPulse(freq0=freq0, fwidth=fwidth),\n",
    "    mode_index=0,\n",
    "    direction=\"+\",\n",
    ")\n",
    "\n",
    "# used to visualize fields in the plane, not for optimization\n",
    "fld_mnt = td.FieldMonitor(\n",
    "    center=(0,0,0),\n",
    "    size=(td.inf, td.inf, 0),\n",
    "    freqs=[freq0],\n",
    "    name=field_mnt_name,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cc38f5eb-d825-4f53-8a20-7c1d04893188",
   "metadata": {},
   "outputs": [],
   "source": [
    "simulation = td.Simulation(\n",
    "    size=(Lx, Ly, 0),\n",
    "    grid_spec=grid_spec,\n",
    "    boundary_spec=td.BoundarySpec.pml(x=True, y=True, z=False),\n",
    "    run_time=run_time,\n",
    "    structures=[waveguide_in] + waveguides_out,\n",
    "    sources=[source],\n",
    "    monitors=[fld_mnt] + monitors_out,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7573c2a4-69aa-4741-af8f-52413c5a02a4",
   "metadata": {},
   "source": [
    "Let's visualize our base simulation.\n",
    "\n",
    "> Note: we have not added a design region yet, so for now we will draw an empty rectangle to indicate where that will go."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b6b85142-a6b3-444d-95fa-ffe58dcc17b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = simulation.plot(z=0)\n",
    "\n",
    "import matplotlib\n",
    "rect = matplotlib.patches.Rectangle(xy=(-lx_des/2, -ly_des/2), width=lx_des, height=ly_des, fill=None)\n",
    "ax.add_patch(rect)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a1f71e9-5b01-4016-be9a-066f269b6020",
   "metadata": {},
   "source": [
    "Note that our simulation is lacking a central coupling region. We will define that in the next step."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc746c89-c231-45e7-bcf5-32cca97b919a",
   "metadata": {},
   "source": [
    "### Define the Design Region\n",
    "\n",
    "Next, we will introduce the `DesignRegion` component of the `invdes` plugin. This component contains fields that describe the design region and how it is rendered into a `td.Structure` as a function of the optimization design parameters.\n",
    "\n",
    "For now, we only support \"topology optimization\" design structures (pixellated permittivity grids) through a `TopologyDesignRegion`, but in future versions we will introduce shape and level-set design regions.\n",
    "\n",
    "The `TopologyDesignRegion` combines geometric information (size, center) about the design region with some information describing the pixellated grid. Furthermore, it also accepts a list of transformations and penalties, which respectively determine how the permittivity is rendered and how the optimization will penalize various expressions of the design region. We will explore each of the features below.\n",
    "\n",
    "#### Discretization\n",
    "\n",
    "The `TopologyDesignRegion` contains a `pixel_size` parameter, which sets the resolution of the permittivity grid and also determines the shape of the parameter array. \n",
    "\n",
    "The `pixel_size` is also passed to the various penalties and transformations to allow them to work properly with the design region.\n",
    "\n",
    "If not specified in a later step, this `pixel_size` will be used to set the FDTD grid size of the structure in the final `Simulation`. It is therefore a good idea to either set it to a low value (about equal to the simulation grid cell size) or manually set the mesh override structure resolution in the `TopologyDesignRegion.mesh_override_dl` field to overwrite it.\n",
    "\n",
    "#### Transformations\n",
    "The `TopologyDesignRegion.transformations` are specifications that tell the design region how to transform the supplied optimization parameters into a \"material density\" that is used to construct the permittivity grid. For example, a `FilterProject` transformation applies a conic filter convolution followed by a hyperbolic tangent function projection. If multiple transformations are added to the design region, they will be evaluated one by one, from beginning to end, on the optimization parameters.\n",
    "\n",
    "#### Penalties\n",
    "The `TopologyDesignRegion.penalties` are specifications that tell the optimizer how to penalize the material density corresponding to this design region. For example, an `ErosionDilation` penalty will look at the material density of the region (state of the parameters after all transformations have completed) and evaluate it based on whether the material density is invariant under erosion and dilation, a good proxy for feature size compatibility. Penalties have a `.weight` that can be used to tune their relative contribution to the objective. The total penalty contribution to the objective function is the weighted sum of penalties added to the design region.\n",
    "\n",
    "> Note: the convention used is that we wish to **maximize** our objective function. Penalties **subtract** from the objective. Therefore, a positive penalty `weight` corresponds to a negative contribution to the objective function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "50d2e45c-d5df-4801-af6f-c9b75b655436",
   "metadata": {},
   "outputs": [],
   "source": [
    "# radius (um) of the conic filter that is convolved with th parameter array.\n",
    "# Larger values tend to help create larger feature sizes in the final device.\n",
    "projection_radius = 0.120\n",
    "\n",
    "# projection strength, larger values lead to more binarization and tend to push intermediate parameters towards (0,1) density\n",
    "beta = 10.0\n",
    "\n",
    "# transformations on the parameters that lead to the material density array (0,1)\n",
    "filter_project = tdi.FilterProject(radius=projection_radius, beta=beta)\n",
    "\n",
    "# length scale (um) of the erosion dilation penalty.\n",
    "# features smaller than this scale will be penalized\n",
    "length_scale = 0.120\n",
    "\n",
    "# penalty weight, the penalty contributes its raw value (max of 1) times this weight to the objective function\n",
    "weight = 0.8\n",
    "\n",
    "# penalties applied to the state of the material density, after these transformations are applied\n",
    "penalty = tdi.ErosionDilationPenalty(weight=weight, length_scale=length_scale)\n",
    "\n",
    "design_region = tdi.TopologyDesignRegion(\n",
    "        size=(lx_des, ly_des, td.inf),\n",
    "        center=(0, 0, 0),\n",
    "        eps_bounds=(1.0, eps_mat), # the minimum and maximum permittivity values in the final grid\n",
    "        transformations=[filter_project],\n",
    "        penalties=[penalty],\n",
    "        pixel_size=pixel_size,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c61e16e-f1aa-404c-9eb2-bd8030b363fd",
   "metadata": {},
   "source": [
    "### Getting Parameter Arrays\n",
    "\n",
    "When optimizing, we will update an array of design parameters. Therefore, the `DesignRegion` accepts an array of these parameters when being converted to tidy3d `Structure` objects or when evaluating penalties or the material density values.\n",
    "\n",
    "The shape of this array is automatically determined by the geometric parameters and `pixel_size` of the `TopologyDesignRegion`. This shape can be accessed as a `tuple` from `design_region.params_shape`. \n",
    "\n",
    "To make it convenient to initialize parameter arrays of the proper shape, there are a few properties of the `TopologyDesignRegion` instance:\n",
    "\n",
    "* `TopologyDesignRegion.params_random` (creates an array uniformly sampled at random between 0 and 1)\n",
    "\n",
    "* `TopologyDesignRegion.params_ones` (creates an array of all 1)\n",
    "\n",
    "* `TopologyDesignRegion.params_zeros` (creates an array of all 0)\n",
    "\n",
    "These properties can be combined together to conveniently set up your parameter array, for example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4390fe5c-60fe-4fc4-97c3-31dd0373bd6d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(240, 252, 1)\n"
     ]
    }
   ],
   "source": [
    "params0 = design_region.params_random\n",
    "params0 += np.fliplr(params0)\n",
    "params0 /= 2\n",
    "print(params0.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1be3c9ca-b46c-43f1-a78d-e6bbd898093e",
   "metadata": {},
   "source": [
    "### Converting to Structures\n",
    "\n",
    "Given an array of parameter values, this `TopologyDesignRegion` object can be exported to an equivalent `td.Structure`.\n",
    "\n",
    "Here's an example using the `params0` array we just defined."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ca332987-cb22-48ee-bc1d-adff55d1b5ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "structure = design_region.to_structure(params0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39483648-8d46-40cd-ab4b-a1a7f866c97d",
   "metadata": {},
   "source": [
    "Let's plot the permittivity values of the custom medium contained in this structure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "50e7a01d-1383-4fca-af3b-f90ac87e43d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eps_arr = structure.medium.permittivity.values\n",
    "im = plt.imshow(eps_arr.squeeze().T, cmap=\"binary\")\n",
    "plt.colorbar(im)\n",
    "plt.title('relative permittivity of design region')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9e7bdd1-898c-4a51-9834-22d48a30c062",
   "metadata": {},
   "source": [
    "We can see the influence of the `FilterProject` object in smoothing out the features."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9d944d4-0e73-4064-bfc2-47c6050fd92e",
   "metadata": {},
   "source": [
    "## Inverse Design object\n",
    "\n",
    "Next, we put the design region, simulation, and post-processing function together into an `InverseDesign` object, which captures everything we need to define our inverse design problem before running it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4b5079ce-a86d-44b6-b07a-de07c66137a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "design = tdi.InverseDesign(\n",
    "    simulation=simulation,\n",
    "    design_region=design_region,\n",
    "    task_name=\"invdes\",\n",
    "    output_monitor_names=[mnt.name for mnt in monitors_out],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ffa6719-3d08-47e3-a866-48e4e0c6d92a",
   "metadata": {},
   "source": [
    "> Note: the `output_monitor_names` field is used to specify which monitors to use in the objective function. If they are not supplied, `invdes` will automatically include all compatible monitors.\n",
    "\n",
    "The `InverseDesign` object can be exported to a `td.Simulation` given some parameters using the `to_simulation(params)` method.\n",
    "\n",
    "Let's do this with a set of parameters all at 0.5 as it's a better starting point for this specific problem."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9ff46171-31e0-43a5-97b9-e5be03fa1e34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmwAAAHWCAYAAADKLNWrAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABp10lEQVR4nO3deZxT5b0/8M85J9tkJhmGWVhk2BWUfVNBLVCpSClKW2lrW8ENl6KV0quV1itqq+OtVfRWRf250GulKNwCt26IC+JeQGhBBUVRhp1hmcwkM0nOOc/vj0OSycwks+Rkksz5vF+vvHQyJ8mTeSaHz3yf5UhCCAEiIiIiylpyphtARERERMkxsBERERFlOQY2IiIioizHwEZERESU5RjYiIiIiLIcAxsRERFRlmNgIyIiIspyDGxEREREWY6BjYiIiCjLMbARkanWr18PSZKwfv36TDeFiKjTYGAjonZ59NFHsXTp0kw3o12WLVuGBx98MNPNAADouo4//vGP6NevH1wuF4YPH46//e1vrX78iRMncM0116C0tBT5+fmYPHkyPv7442aP/b//+z+MHj0aLpcLvXv3xqJFi6CqqllvhYjSSOK1RImoPYYOHYqSkpImlTRd1xEKheBwOCDL2fk34fe+9z1s374dX3/9daabgoULF+Lee+/F3LlzMW7cOKxZswYvvfQS/va3v+EnP/lJ0sfquo7zzjsP//rXv3DzzTejpKQEjz76KCorK7F582aceuqp0WNfeeUVTJ8+HZMmTcKll16Kbdu24ZFHHsE111yDJUuWpPttElGKGNiIUuD3+5Gfn5/pZmREosCWC7IlsO3btw/9+vXDNddcg4cffhgAIITAxIkTsXv3bnz99ddQFCXh41944QX8+Mc/xooVK3DJJZcAAI4cOYLTTjsN06ZNw7Jly6LHDhkyBHa7HZs2bYLNZgMA3Hbbbbjnnnvw6aefYvDgwWl8p0SUquz885coA/bt24errroKPXv2hNPpRL9+/XD99dcjFAoBAJYuXQpJkvD222/jF7/4BcrKytCrV6/o4x999FEMGTIETqcTPXv2xLx583DixIm41/jiiy/wwx/+EN27d4fL5UKvXr3wk5/8BNXV1dFj1q1bh3PPPRddunRBQUEBBg0ahN/+9rcttr81jwsGg1i0aBEGDhwIp9OJ8vJy3HLLLQgGg02e769//SvOPPNMuN1uFBUV4Vvf+hZee+01AEDfvn3xySef4O2334YkSZAkCZMmTQKQeA7bihUrMGbMGOTl5aGkpAQ///nPsW/fvrhjLr/8chQUFGDfvn2YOXMmCgoKUFpaiv/4j/+Apmkt/gzWrFmD6dOnR/twwIAB+P3vfx/32EmTJuGll17CN998E2173759Ez7n5ZdfHj2u8e2OO+5osU0ttTccDuMXv/hF9D5JknD99ddj7969+OCDD5I+fuXKlejWrRt+8IMfRO8rLS3Fj370I6xZsybar59++ik+/fRTXHPNNdGwBgC/+MUvIITAypUrU3ofRJR+tpYPIer89u/fjzPPPDM6H2jw4MHYt28fVq5ciUAgAIfDET32F7/4BUpLS3H77bfD7/cDAO644w7ceeedmDJlCq6//nrs3LkTS5YswcaNG/Hee+/BbrcjFAph6tSpCAaDuPHGG9G9e3fs27cPL774Ik6cOIHCwkJ88skn+N73vofhw4fjrrvugtPpxK5du/Dee+8lbX9rHqfrOi666CK8++67uOaaa3D66adj27ZtWLx4MT7//HOsXr06euydd96JO+64AxMmTMBdd90Fh8OBjz76CG+++SYuuOACPPjgg7jxxhtRUFCA3/3udwCAbt26JWzf0qVLccUVV2DcuHGoqKjAoUOH8NBDD+G9997Dli1b0KVLl+ixmqZh6tSpOOuss/CnP/0Jr7/+Ou6//34MGDAA119/fdKfw9KlS1FQUIAFCxagoKAAb775Jm6//Xb4fD7cd999AIDf/e53qK6uxt69e7F48WIAQEFBQcLnvPbaazFlypS4+1599VU899xzKCsri95XVVWVtG0RHo8HTqcTALBlyxbk5+fj9NNPjzvmzDPPjH7/3HPPTfhcW7ZswejRo5sMPZ955pl44okn8Pnnn2PYsGHYsmULAGDs2LFxx/Xs2RO9evWKfp+IspggIjF79mwhy7LYuHFjk+/pui6EEOKZZ54RAMS5554rVFWNfv/w4cPC4XCICy64QGiaFr3/4YcfFgDE008/LYQQYsuWLQKAWLFiRcJ2LF68WAAQR44caVP7W/O4Z599VsiyLN555524+x977DEBQLz33ntCCCG++OILIcuy+P73vx/3foSI/SyEEGLIkCFi4sSJTV7nrbfeEgDEW2+9JYQQIhQKibKyMjF06FBRV1cXPe7FF18UAMTtt98evW/OnDkCgLjrrrvinnPUqFFizJgxyX8IQohAINDkvmuvvVa43W5RX18fvW/69OmiT58+LT5fc7744gtRWFgovvOd78T9HgBo1e2ZZ56Ja0f//v2bvIbf7xcAxK233pq0Lfn5+eLKK69scv9LL70kAIhXX31VCCHEfffdJwCIPXv2NDl23Lhx4uyzz27t2yeiDOGQKFmerutYvXo1ZsyY0aQCARhDVA3NnTs3bl7R66+/jlAohPnz58dVOubOnQuv14uXXnoJAFBYWAgAWLt2LQKBQLNtiVSa1qxZA13XW/0eWvO4FStW4PTTT8fgwYNRVVUVvX37298GALz11lsAgNWrV0PXddx+++1NKjeNfxatsWnTJhw+fBi/+MUv4HK5ovdPnz4dgwcPjv58Grruuuvivj7vvPPw1VdftfhaeXl50f+vqalBVVUVzjvvPAQCAezYsaPNbW/M7/fj+9//PoqKivC3v/0t7vdg3bp1rbpNnTo1+pi6urpota2hyM+prq4uaXta+/jIfxMd29LrEFHmcUiULO/IkSPw+XwYOnRoq47v169f3NfffPMNAGDQoEFx9zscDvTv3z/6/X79+mHBggV44IEH8Nxzz+G8887DRRddhJ///OfRMPfjH/8YTz75JK6++mrceuutOP/88/GDH/wAl1xySdIVl6153BdffIHPPvsMpaWlzT7H4cOHAQBffvklZFnGGWec0aqfR0sS/XwAYPDgwXj33Xfj7nO5XE3aWFRUhOPHj7f4Wp988gluu+02vPnmm/D5fHHfazhPsL3mzp2LL7/8Eu+//z6Ki4vjvtd42LQ18vLymp0/WF9fH/2+GY+P/DfRsS29DhFlHgMbURul8o/b/fffj8svvxxr1qzBa6+9hl/+8peoqKjAhx9+iF69eiEvLw8bNmzAW2+9hZdeegmvvvoqnn/+eXz729/Ga6+9lnDFYGsep+s6hg0bhgceeKDZ5ygvL2/3+zJTslWRyZw4cQITJ06E1+vFXXfdhQEDBsDlcuHjjz/Gb37zmzZVLJvz0EMP4W9/+xv++te/YuTIkU2+f/DgwVY9T2FhYfR3qEePHnjrrbcghIirXh44cACAMccsmR49ekSPbajx43v06BG9v3E/HzhwIDpnjoiyF4dEyfJKS0vh9Xqxffv2dj2+T58+AICdO3fG3R8KhbB79+7o9yOGDRuG2267DRs2bMA777yDffv24bHHHot+X5ZlnH/++XjggQfw6aef4u6778abb74ZHbJMpKXHDRgwAMeOHcP555+PKVOmNLlFKmADBgyAruv49NNPk75ea4dHE/18Ivc1/vm01/r163H06FEsXboUN910E773ve9hypQpKCoqanJsW4d233nnHfzHf/wH5s+fj5/97GfNHtOjR49W3Z5//vnoY0aOHIlAIIDPPvss7rk++uij6PeTGTlyJD7++OMmYfSjjz6C2+3GaaedFvc8mzZtijtu//792Lt3b4uvQ0SZx8BGlifLMmbOnIl//OMfTf5BA4x9sZKZMmUKHA4H/vu//zvu2KeeegrV1dWYPn06AMDn8zXZVX7YsGGQZTk6VHXs2LEmzx/5x7S54ayI1jzuRz/6Efbt24f/9//+X5Nj6+rqoiteZ86cCVmWcddddzUJAg3fX35+fpNtS5ozduxYlJWV4bHHHot7D6+88go+++yz6M8nVZHKXMM2hkIhPProo02Ozc/Pb/UQ6YEDB/CjH/0I5557bnSlaXPaM4ft4osvht1uj2ujEAKPPfYYTjnlFEyYMCGuHTt27EA4HI7ed8kll+DQoUP4+9//Hr2vqqoKK1aswIwZM6Jz1oYMGYLBgwfjiSeeiNviZMmSJZAkKbqHGxFlLw6JEgG455578Nprr2HixInRLS8OHDiAFStW4N13343bdqKx0tJSLFy4EHfeeScuvPBCXHTRRdi5cyceffRRjBs3Dj//+c8BAG+++SZuuOEGzJo1C6eddhpUVcWzzz4LRVHwwx/+EABw1113YcOGDZg+fTr69OmDw4cP49FHH0WvXr2Sbu/QmsdddtlleOGFF3DdddfhrbfewjnnnANN07Bjxw688MILWLt2LcaOHYuBAwfid7/7HX7/+9/jvPPOww9+8AM4nU5s3LgRPXv2REVFBQBgzJgxWLJkCf7whz9g4MCBKCsriy5gaMhut+O//uu/cMUVV2DixIm49NJLo9t69O3bF7/61a/a221xJkyYgKKiIsyZMwe//OUvIUkSnn322WYD95gxY/D8889jwYIFGDduHAoKCjBjxoxmn/eXv/wljhw5gltuuQXLly+P+97w4cMxfPhwAO2bw9arVy/Mnz8f9913H8LhMMaNG4fVq1fjnXfewXPPPRc3PLxw4UL85S9/we7du6P7xl1yySU4++yzccUVV+DTTz+NXulA0zTceeedca9133334aKLLsIFF1yAn/zkJ9i+fTsefvhhXH311U22FSGiLJTBFapEWeWbb74Rs2fPFqWlpcLpdIr+/fuLefPmiWAwKISIbevR3NYfQhjbeAwePFjY7XbRrVs3cf3114vjx49Hv//VV1+JK6+8UgwYMEC4XC7RtWtXMXnyZPH6669Hj3njjTfExRdfLHr27CkcDofo2bOnuPTSS8Xnn3+etO2tfVwoFBL/9V//JYYMGSKcTqcoKioSY8aMEXfeeaeorq6OO/bpp58Wo0aNih43ceJEsW7duuj3Dx48KKZPny48Ho8AEN3io/G2HhHPP/989Pm6du0qfvazn4m9e/fGHTNnzhyRn5/f5P0tWrRItOZ09d5774mzzz5b5OXliZ49e4pbbrlFrF27tkl7amtrxU9/+lPRpUsXASDpFh8TJ05MuEXHokWLWmxTSzRNE/fcc4/o06ePcDgcYsiQIeKvf/1rk+MiW57s3r077v5jx46Jq666ShQXFwu32y0mTpyY8Hd01apVYuTIkcLpdIpevXqJ2267TYRCoZTfAxGlHy9NRURERJTlOIeNiIiIKMsxsBERERFlOQY2IiIioizHwEZERESWce+990KSJMyfPz/pcStWrMDgwYPhcrkwbNgwvPzyyx3TwAQY2IiIiMgSNm7ciMcffzy6HU8i77//Pi699FJcddVV2LJlC2bOnImZM2e2e4N1M3CVKBEREXV6tbW1GD16NB599FH84Q9/wMiRI/Hggw82e+yPf/xj+P1+vPjii9H7zj77bIwcOTLuyjQdyVIb5+q6jv3798Pj8bT50jRERERWIoRATU0NevbsCVlu+4BcfX09QqFQGlqGJtffBQCn0xm9ukdz5s2bh+nTp2PKlCn4wx/+kPT5P/jgAyxYsCDuvqlTp2L16tXtbnOqLBXY9u/fjz//+c+w2WJvW5KkuF9EIUT0cjxCCBw/frzFSxOZweFwRNuh63rafsmTsdlscT+bYDDYIe+9IUmS4j5wqqo2uZxTR2B/GNgfMeyPGPaHIRf7Q5IkFBUVtbpocc8996CyshK9evVqU5vq6+uRl5fXpse0RUFBAWpra+PuW7RoEe64445mj1++fDk+/vhjbNy4sVXPf/DgQXTr1i3uvm7duuHgwYPtaq8ZLBXYPB4PbDYb3C4HGv6xEGrw+bIrQOT3WAigb/eeUOT0V+NCqkB1wAiKhW4ZDlvHVwB1IXC0xmiDwyah0J2ZKY7VAR0h1TjxFntkyBmohrI/YtgfBvZHDPsjJtf6Q9MFqnw6WtPMyKWEPR5P29uU5hBfW1uLyspKeL3e6H2JqmuVlZW46aabsG7dOrhcrrS2K50sFdgif1HIMmC3GR/uYNj4jZQlI6BpOuC0A4AEXQBOhy3tJ6NQWMeJgIY8h9GmQAhwO2U47B13AtKFwFGfBrtNhtMmoT4soOkSPG6l5QebqCagQRcSClwygqpAXUhCsVfp0JMg+yOG/WFgf8SwP2JysT9CqoAshyFLgNxCMSKsGv8+pjqFyOwpSJFKqtfrjQtsiWzevBmHDx/G6NGjo/dpmoYNGzbg4YcfRjAYjLtuLwB0794dhw4dirvv0KFD6N69uwnvoH0svUo0GNahaoBNAfKcMhx2I7QFw+iw0noorKOqRoNdkVBSaENJoQ12RUJVjYbQyTCZbpGTX1gTKPEoKPba4M2T4avTURPQOqQNgHHy89Xp8ObJKPbaUOJRENaMtunsD/YH+4P9AfZHQ9nQHy2RJCktt7Y4//zzsW3bNmzdujV6Gzt2LH72s59h69atTcIaAIwfPx5vvPFG3H3r1q3D+PHjU/p5pMKyga1hWHOe/EvEpsSHNl1P74eu4Yct8leZLBn/31EfusYnv8hfZR630qEnwYYnv8hfyQ673KEnQfZHDPvDwP6IYX/EsD9yi8fjwdChQ+Nu+fn5KC4uxtChQwEAs2fPxsKFC6OPuemmm/Dqq6/i/vvvx44dO3DHHXdg06ZNuOGGGzL1NqwZ2FQVTcJaRDS0wRgeTdeHrrkPW0RHfegSnfwiOuok2NzJL6KjToLsjxj2h4H9EcP+iGF/tE02VNhaY8+ePThw4ED06wkTJmDZsmV44oknMGLECKxcuRKrV6+OBrxMsNQ+bD6fD/fdd5+xuqiZsNZQWNUR1gBPnoyyLjZT5yQk+7A11NIJKhVtee5kJ6hUtfa5W/szaw/2R9ufm/0Rw/4wsD9isrk/QqrAgWOtn8P229vuQHV1davmijXk8/lQWFgIRVHSModN07R2tSuXWa7CJkkSZCQPawCgyBJsslGJM/MvpbZ8kNP1l1JbT6zp+su1LSfWdP3lyv6IYX8Y2B8x7I8Y9gdlmuUCmxACtlaujZVlCUUF5n3o2vNXl9kfuvb+FWz2SbA9fwWbfRJkf8SwPwzsjxj2Rwz7o/1yZUg0F1gusEU2xW0tu00y5UOXSoncrA9dqkMWZp0EUxmyMOskyP6IYX8Y2B8x7I+YztYfYbXjNxdmYDOH5QJbe6T6oTNjPkOqJ0Gz5pekehI0Y34J+yOG/WFgf8SwP2LYH4aG/XG8Vkv7DgiUHgxsrdTeD52Zk0/bexI0ezJwe0+CZk4GZn/EsD8M7I8Y9kcM+8MQ6Q+bAqi6ccWDjsAKm3kY2NqgrR+6dKwUautJMF0rt9p6EkzHyi32Rwz7w8D+iGF/xLA/DLIkoUuBAgnGJRlVLXl/mLFWgoHNPAxsbdTaD106l3W39iSYzmX2QOtPgulcZs/+iGF/GNgfMeyPGPaHQZYkKDKM0BZOHNp03djairIHA1s7tPShS+eHLaKlk2C6T34RLZ0E03nyi2B/xLA/DOyPGPZHDPvDIMsSnHZAkpoPbbquIxg257VYYTMPA1s7JfrQdcSHLSLRSbCjTn4RiU6CHXHyi2B/xLA/DOyPGPZHDPvDIEnNh7ZIWBMCsJnQFQxs5mFgS0HjD12wAz9sEY1PgsGw3qEnv4jGJ8GOPPlFsD9i2B8G9kcM+yOG/WGQZTk+tKmxsOawAzITQlZp5RaylIjxoQOO+DRU+TTYFXTYhy0ichKsqlZR5TP+Yiz1dtzJLyJyovPVGX+pdeTJL4L9EcP+MLA/YtgfMewPgxHadNSHgaBq3Oe0G9fVDqupb7Rr5YqY2RjYiIiIKC0Y2MzDgmeKInMOHDYJJV4Fqm7utUdbIzIHRNWBEq8Chy0zlyFpOKyQjmv5tQb7I4b9YWB/xLA/YtgfhugCAwE4bYCcYCECZR4DWwoaTxB1pumCv8k0nrDrtMsZuXZc4zkg6boAczLsjxj2h4H9EcP+iGF/GBouMHDYAZstfk5bG6/k2CwuOjCPJYdEhUCLl+bQhYAQSHjdtXBYx3G/BpsiweuWoWoAIABJQmGejON+DYdPCBQVKGn75RJC4HitBlUTKMpXAElC6GR7vW4Zx2s1HK5WUZSvwJ7G+SH+Og219ToKXDKcDjnaBqdDhlsTOOE32pifl775IeyPGPaHgf0Rw/6IsXp/hFUBIQQ0AYRVQABw2Iy5hca/ixLsNmFU2UwMbJQ6ywU2cfKvlpauyqELI9gFwzo0Pf6XTdeBkKrDaZfhsEkIhgWMX/uYApeCkKrDF9DhsEkw+/dVCCCkCsiS8VqaALRQ/Kcr7+TJyB/U4dDSs+JH1QTCmkC+S4aiSKhv1AZFkZDvkhHSBESdcYIyG/sjhv1hYH/EsD9i2B/Gz0DTY/8G2hUjVMX/m2iEtrBq3utS6nImsC1ZsgRLlizB119/DQAYMmQIbr/9dkybNq1Nz3PixAn06dYDLmfytx5WBYJhHd8dV4jC/I5dOURERJQO1X4Nqz84gZCqo7jAlrSaGahPffdcVtjMkzOBrVevXrj33ntx6qmnQgiBv/zlL7j44ouxZcsWDBkypNXPo+s6bIoEh63lXyBNl1CYr6CrJ2d+TEREREnJElBcYGtx2Fc1YedcBjbz5EwSmTFjRtzXd999N5YsWYIPP/ywTYGNiIjIyhw2Oa3zBCk9ciawNaRpGlasWAG/34/x48dnujlEREQ5oyOvYMAKm3lyKrBt27YN48ePR319PQoKCrBq1SqcccYZCY8PBoMIBoPRr30+H2y2nHrLREREOYuBzTw5VRMdNGgQtm7dio8++gjXX3895syZg08//TTh8RUVFSgsLIzeysvLYbPZEAi2bq2yGXvQEBEREaUqpwKbw+HAwIEDMWbMGFRUVGDEiBF46KGHEh6/cOFCVFdXR2+VlZVQVRX+oGhxc8RwWEfIjE1oiIiILIyb5pojp8cHdV2PG/JszOl0wul0xt2nqirynVL0gr/NXew3dHJTQycnZRIREbVbOkKWVUNbzgS2hQsXYtq0aejduzdqamqwbNkyrF+/HmvXrm3zc7mdMpz25kNb5HIhrd36g4iIiCjdciawHT58GLNnz8aBAwdQWFiI4cOHY+3atfjOd77TrueLhLSGoa3htd28bvnkDtRERETUHqywmSdnAttTTz1l+nM2DG0hVSCoiuiFeKPXdiMiIqJ2YWAzT84EtnTxuBWEVIH6k9W0Yq8CWZLAsEZERETZwvKBLRTWEVRj4cxfpze7EIGIiIjahhU281g6sDWcs1bsVeCv06Nz2pwOrhAlIiJKBQObeSwb2BqHNVmS4ua0uTUBRbHmLwURERFlF0sGNlUTOBGID2sRkdB2wq8h38UqGxERUXuxwmYeywU2SZJQHdDhcihNwlqEx61A1QRCGhceEBERtRcDm3ksV0JyOp1QZCQMaxH5eQrsHBIlIiKiLGC5Cpuu6/C65aRhLcLGwEZERNRurLCZx3KBLRQKtSqsERERUWoY2MxjuSFRIiIiKxOcnp2TLFdhIyIisrKQKuByCADpr1SxwmYeBjYiIiILEULgeK2Gsi5S2qcIMbCZh0OiREREFuKwyVA1gaM+DXqS8dFAUO/AVlFLWGEjIiKyEFkGivIVVNfpOOrTmt3mqiagwR9MfbIbK2zmYWAjIiKyGLtdRolNQlWN1iS01QQ0+Op05DtTD0YMbObhkCgREZEFOewySjwKwg2GRyNhzZsnw+1kRMgmrLARERFZlBHagKoaDQeOqQAAb54Mj1tBoF5N+flZYTMPAxsREZGFOewynDYd9WFjzlp+nnmVNQY287DeSUREZGE1AQ31YQGXXYIkocXVo5QZrLARERFZVMM5ax63glBYjy5EyHNwlWg2YWAjIiKyoMZhDYif0xYOpL4PGwObeTgkSkREZDH+uqZhLSKyelTjvrlZhRU2IiIiC1E1AX+9ji75SpOwFuGwyyh0m1PTsWpFzGwMbERERACg+oFjm+Pv6zoGsOVnpj1pEtYEClxNK2uN2RRunJtNOCRKRERkIXZFQn5e8rBG2YcVNiIiIgsxo3LWWqywmcdyFTardjQREVFHiwQ2s29tsWTJEgwfPhxerxderxfjx4/HK6+8kvD4pUuXNnk9l8uV6o8iZZarsDmdTqha6/aW4b6BREREua1Xr1649957ceqpp0IIgb/85S+4+OKLsWXLFgwZMqTZx3i9XuzcuTP6dTYUeywX2HRdR3VAh8uhw2FPXGAUQiCkMrERERG1VzYMic6YMSPu67vvvhtLlizBhx9+mDCwSZKE7t27t7uN6WC5IdFQKARFNjYFDIWb32RGFwLHazUIltiIiIjaLZ1Doj6fL+4WDAZbbI+maVi+fDn8fj/Gjx+f8Lja2lr06dMH5eXluPjii/HJJ5+Y9jNpL8sFNgDwumXYFanZ0KYLgaM+Daom4LBZ8sdDRESU9crLy1FYWBi9VVRUJDx227ZtKCgogNPpxHXXXYdVq1bhjDPOaPbYQYMG4emnn8aaNWvw17/+FbquY8KECdi7d2+63kqrWG5IFABkSUKxV8FRn4aqGg0lHmOTwEhYC2sCRfkKWjnVjYiIiJqRziHRyspKeL3e6P1OpzPhYwYNGoStW7eiuroaK1euxJw5c/D22283G9rGjx8fV32bMGECTj/9dDz++OP4/e9/b+I7aRtLBjagaWgr9gC+gI6wJlDiUQBJghbidTmIiIjaK52BLbLqszUcDgcGDhwIABgzZgw2btyIhx56CI8//niLj7Xb7Rg1ahR27drV/kabwNJjfpHQZpOBKp+GkGqEtWSLEYiIiCi36breqjlvgDHvbdu2bejRo0eaW5WcZStsRERElF7ZsEp04cKFmDZtGnr37o2amhosW7YM69evx9q1awEAs2fPximnnBKdA3fXXXfh7LPPxsCBA3HixAncd999+Oabb3D11Veb+j7aytKBLbrAQAdKvAp8AT06pw1ZsOcKERFRLsuGwHb48GHMnj0bBw4cQGFhIYYPH461a9fiO9/5DgBgz549kOXYyNrx48cxd+5cHDx4EEVFRRgzZgzef//9hIsUOoplA1vDBQaRYdBirxSd01aYx2FRIiKiXPfUU08l/f769evjvl68eDEWL16cxha1jyUDW3NhDYhfiHDcr6HAxYvjEhERtVc2VNg6C0sGNl9AByS52QUGkdB2+IRASOUqUSIiovZiYDOP5cb9HA4HNB1JV4PKkoSiAsWyvxRERESUXSxXYZNlGYVuucWtOyRJgsPGwEZERNRerLCZx3KBLRgMwqa0rrMt+jtBRERkCgY281huSJQXdCciIqJcY7kKG3V+//jHPzLdBCJLmDFjRqabQO2gduCFsllhM0/OVNgqKiowbtw4eDwelJWVYebMmdi5c2emm0VERJRTwpqAv07rkNeKBDazb1aUM4Ht7bffxrx58/Dhhx9i3bp1CIfDuOCCC+D3+zPdNCIiopxhVyTU1uuoCSQPbR1ZiaOW5cyQ6Kuvvhr39dKlS1FWVobNmzfjW9/6VoZaRURElFtsioQClwxfnbHXqMfddJP4UFhHdSD1vUg5JGqenAlsjVVXVwMAunbtmuGWEBER5Zb8PAU2RW82tIXCxnW1FRPG4BjYzJOTgU3XdcyfPx/nnHMOhg4dmvC4YDCIYDAY/drn83VE84iIiLJeJKQ1DG2RsGZXJOQ5cmbWlCXkZG/MmzcP27dvx/Lly5MeV1FRgcLCwuitvLy8g1pIRESU/TxuBd48Y3j0qE+NhrVirwLZpEoWFxyYI+cC2w033IAXX3wRb731Fnr16pX02IULF6K6ujp6q6ys7KBWEhER5QaPW4HLLqE+LCAEsjqsWTm05cyQqBACN954I1atWoX169ejX79+LT7G6XTC6XR2QOuIiIhyUyisI6jGVoT66/RmFyJQZuVMYJs3bx6WLVuGNWvWwOPx4ODBgwCAwsJC5OXlZbh1REREuafhnLVirwJ/XWwhAhcdZJecCWxLliwBAEyaNCnu/meeeQaXX355xzeIiIgohzUOa7IkxS1EcNpS34eNgc08ORPYeA1QIiIic4TDOqrr9GYXGERC27FaNVPNo2bkTGAjIiKi1Ok64KvX4LTLCRcYeNwKguHUL1/FCpt5GNiIiIgsJKTqsLVi6w63M/VJbAxs5mFgIyIishBJklCUL5u2dQd1DAY2IiIiC3HYOm4vM1bYzMPARkREZCEdmXcY2MyTc1c6SJXD4YDOFadERESUQyxXYZNlGb6ADrdLtDh+r2oMdkRERO3FCpt5LBfYgsEgNB046tOSrpDx12kIM7ARERG1GwObeSw3JCqEQKFbRlgTOOrTmh0erQloqK03NhQkIiIiyjTLBTYAsCkSSjxKs6GtJqDBV6ejwCXDxsBGRETUbpEKm9k3K7JkYAMAh11uEtoiYc2bJyM/T8l0E4mIiHIaA5t5LBvYgPjQduCYGg1rkeuoEREREWUDyy06aMxhl+G06agPG8Oi+XmWzrBERESm4aID81g+sNUENNSHBVx2CUFVRFePEhFRctdcc22mm2AqtwMY0y/+vs27n0MglJn2pIPiKkLXM34EXa2D0MMtHG1P+fUY2Mxj6XJSwzlrxV5b3Jw2wc11iYiIKEtYtsLWMKxF5qwZc9qAqhoNx2s15DksnWeJiIhSwgqbeSwZ2AJBHUFVanaBQSS0Ha5WEVJZZSMiImovBjbzWK6EZLPZ4A+KpKtBHXYZRfkKh0WJiIgoK1iuwmaz2ZDvlFrcusNul+HQOqhRREREnRArbOaxXGBTVRVuZ+sKi7Ll6o9ERJ2TLAHdCoGDJwAzx06KC4BAEKhracGlRTGwmceSgY2IiKyhzAsM721s15HvBJ58C9hz1Lznv+bbgNMObK8Etn4DfHkY4GwaSgfLBTYiIurc3A5gSC9gdD+gdzHgsAH6yRBlM3mbTZfdCIJnDQTG9geO1QKbdwP/3gMcqTH3tUzTwRUqq1bEzMbARkREOU+RgAHdgBF9gKG9gDwnAGEMVfr9xpCoJy89r10fBgIhIwx2LQAuHAF8ewjw9RHg46+BT/dm15CprDghtFArNs5NHYdEzcPARkREOavMa4S00X2BonxAkYGgClQHmg5NShJw0RgglGBmTG098PXh+DluZw8EBp+S+PWVBnOdVQ3w1Rn/77IDp/YwboFgdg2ZCuhQXEUQAbWF0GbNYJStGNiIiCinNDfkqelGMFL15h+jCyNQdS9s/vu2k0Gv8qhxXMSAbsCp3YFgklxTW9/0vvqwcZMlIM+RXUOmQg0BdgU2dwnUQFWC0CbB5i5K+bVYYTMPAxsREWU9WQIGJhnybI3mglWEyx5fLWsorMYqZ22lC8AfNG7ZNGSq1R2H4ipMENok2NwlkOTUJ/wxsJmHgY2IiLLe90YDZw0AClxAXaj5Ic9s13DINM8BDC03qneHfMADL5m73UjLBNRAFWzukkahLRLWbFDrjndoiyg5BjYiIsp6739uBJ5RfYHCPKDQbQxT1oc6OuikxmEzhnQlyQidO/YDG7/K1HtoFNrqjkFxeo2wFqiCSDC83BassJmHgY2IiLJeVQ3w8lbgtW3A4B7AyD7AoJ5AYT4AYazSTLSYIMKmGEOrib6XqGIny0bQSqSl11VkI6TZFCCsGfvAbd5tLESoSTJM2zGM0GZ3l8LuLgEAhP2HT1bb7Ck/OwObeRjYiIgoZ6gasH2vcSvMM4YVx/QDuncx9kMLa8aQqdaoOiRJQBe38b3mCGF8T2/0uEDIqOTZE0znsilGIGv8vBKMYU+n3ZjHVh0AtnxtLDbYx5FGagcGNiIiyknVdcB7nxu3Xl2BEb2BkX2NIAcpfshUghHmnv8Q+OZI888nS0YAbOj/NgMvfpy4DQu+G79YoeGQZ13ICGlbvwE+P5B4BWtmGXPWICsIB6qgOL0N5rSZ8OyssJmGgY2IiHLe3mPGbW2CIdP6k4sga+uNoNcct6PpfZoO1CSoykUoMuBxZeuQZzINFhicXHQQP6ftROqvwMBmGgY2IiLqNBoOmXrzgGENhkwbD5OaQRfGHLfcG/JsGtYMDRYi5KW+DxuZh4GNiIg6JV+jIdP+ZUYVzkwvbjGGPrN3yLN5Sl4RJElOsHFuJLSVpfw6rLCZh4GNiIg6vciQqdk27zb/OdNNsjkgSQrUwJEkl6YSUAOplwoZ2MyTYF9nIiIi6owkyNDqj7fi4u+5tMNdYkuWLMHw4cPh9Xrh9Xoxfvx4vPLKK0kfs2LFCgwePBgulwvDhg3Dyy+/3EGtTYyBjYiIyEJ0LQiht7B5nEkiFTazb23Rq1cv3Hvvvdi8eTM2bdqEb3/727j44ovxySefNHv8+++/j0svvRRXXXUVtmzZgpkzZ2LmzJnYvn27GT+SdmNgIyIispIOvKZXNgS2GTNm4Lvf/S5OPfVUnHbaabj77rtRUFCADz/8sNnjH3roIVx44YW4+eabcfrpp+P3v/89Ro8ejYcfftiMH0m7WS6w2WyctkdERJTrfD5f3C0YDLb4GE3TsHz5cvj9fowfP77ZYz744ANMmTIl7r6pU6figw8+MKXd7WXJwBYItm4pT+Mdr4mIiKj10llhKy8vR2FhYfRWUVGRsB3btm1DQUEBnE4nrrvuOqxatQpnnHFGs8cePHgQ3bp1i7uvW7duOHjwoHk/mHawXLlJVVX4gwLOgAaPO8G1RgCEwzpCubRGm4iogz3xxOOZboK5VD9wbHPcXZd1HQPY8jPUIPMdq1Gx4p3jcDlkOGzJhxYD9anPc0vnKtHKykp4vd7o/U6nM+FjBg0ahK1bt6K6uhorV67EnDlz8PbbbycMbdnIkoEt3ynBV2eEseZCWyis47hfg9NuuQIkERFRTois+mwNh8OBgQMHAgDGjBmDjRs34qGHHsLjjzf9o6N79+44dOhQ3H2HDh1C9+7dU290CiyZSNxOGd48Gb46HTUBLe57obCOqhoNNkVq8a8PIiIiSiwbFh00R9f1hHPexo8fjzfeeCPuvnXr1iWc89ZRLFdhi4hU1hpW2iJhza5I8LplBMOdYw8aIiKiTMiGjXMXLlyIadOmoXfv3qipqcGyZcuwfv16rF27FgAwe/ZsnHLKKdE5cDfddBMmTpyI+++/H9OnT8fy5cuxadMmPPHEE6a+j7bKqQrbhg0bMGPGDPTs2ROSJGH16tUpPZ/HrUQrbUd9ajSsFXsVy+6kTERE1JkcPnwYs2fPxqBBg3D++edj48aNWLt2Lb7zne8AAPbs2YMDBw5Ej58wYQKWLVuGJ554AiNGjMDKlSuxevVqDB06NFNvAUCOVdj8fj9GjBiBK6+8Ej/4wQ9MeU6PW0FIFag/WU0r9iqQJQmdZYfnhuq0OnxW91ncfafnnY48JS9DLSIiyiJqAKj5Iv4+7+mdatFBR8uGCttTTz2V9Pvr169vct+sWbMwa9asNr1OuuVUYJs2bRqmTZtm6nOGwjqCaiyc+ev0pKtHiYiIqHWyIbB1FjkV2MzWcM5asVeBv06PzmlzOnJqtJiIiIg6sU4d2ILBYNwqEJ/PF/3/xmFNlqS4hQhuTUBRrJniiYiIzMAKm3k6dRmpoqIibhfk8vJyAICqiSZhLSKyEKG2Xoeqdb55bERERB0p27b0yFWdOrAtXLgQ1dXV0VtlZSUkSUJ1QG82rEV43AoKXDLCDGxERESUBTr1kKjT6WxyqQqn0wlFRsKwFpGfp0DUaQm/T0RERMlxSNQ8ORXYamtrsWvXrujXu3fvxtatW9G1a1f07t27Vc+h6zq8bjlpWIuwcQ4bERFRuzGwmSenAtumTZswefLk6NcLFiwAAMyZMwdLly5t1XOEQqFWhTUiIiKibJFTgW3SpEkQgvPKiIiI2qsj/xllhc08ORXYiIiIKDUhVcDlEADSH3wY2MzTqVeJEhERUTwhBI7XatA5YpVTWGEjIiKyEIdNRm29hqM+LemOCYGgnvJrscJmHgY2IiIiC5FloChfQXWdnjC01QQ0+IOpV+AY2MzDIVEiIiKLsdtllHgUhDWBo7744dGagAZfnY58pzWDUbZihY2IiMiCHHYZJR6gqiY2POqv0+Gr0+HNk6HIrLBlEwY2IiIii2oY2g4cUwEA3jwZHreCQL2a8vMzsJmHQ6JEREQW5rDLcNpiISg/j9EgG7HCRkREZGE1AQ31YQGXXUJQFdHhUTOwwmYeBjYiIiKLiiwwiAyDhsJ6dE5bnoNz2LIJ655EREQW1DisAZE5bcbqUV8g9X3YyDyssBEREVmMv05DICTiwlpEZCHCoRPcODebMLARERFZiKoJ+Ot1dMlXmoS1CIddRqE79UE4BjbzcEiUiIjIQsKaQIGraWWtMZtizWCUrVhhIyIishC7IiE/z5xVoC1hhc08DGxEREQW0pGVMwY281huSNSqHU1ERES5y3IVNqfTCVVr3d4yIvUtaIiIiCyLFTbzWC6w6bqO6oAOl0OHw564wCiEQEhlYiMiImovBjbzWG5INBQKQZGNC92Gws3vMaMLgeO1GgRLbERERJQFLFdhAwCvW0ZdSEJVjYYSD+IqbbowrqOmagIFro5ZRUNERNQZscJmHstV2ABAliQUexXYFSmu0hYJa2FNoChfgWzJnw4RERFlG0tW2IBYaDvq01BVo6HYA/gCOsKaQIlHASQJWojXUSMiIkqFVStiZrNsYANioa2qWkWVTwMAlHoVOOwyFxwQERGliEOi5uGgHxEREVGWs3SFLbrAQAdKvAp8AT26EAEWTfBERERmYYXNPJYNbA0XGJR4jGHQYq8UndNWmMfiIxERUSoY2MxjyVTSXFgD4lePHvdr0LnmgIiIiLKAJStsvoAOSHJcWIuIhLbDJwRCKhMbERFRe7HCZh7LBTaHwwFNB7p1aRrWImRJQlGBMaeNiIiI2oeBzTyWC2yyLKPQLSe9jihg/EI4bNb8pSAisiSbG/Cc2vQ+oixgucAWDAZhU1oXxCwa4omIiEzBCpt5LBfYeEF3IiKijsHAZh5LrhIlIiKyKlVj4SIXWa7CRkREZGVhTcBfp8HhSX8EYIXNPJYMbF98/gWAcNJjJNkO2ZaH3/3ufmj1xzumYWkmuyS4T4+fQBv4LAC9vnP9tTVjxvcy3QQiS7jmmmsz3QRTuR3AmH7x923e/RwCocy0Jx0UVxGKh/4Ust2NffuqoYVqEh4rKXkpvx4Dm3k4JEpERGQhQlehhWqhOL1QHJ5mj5FkO2x5RR3cMkrGkhU2IiIiK9PDfkBoUJxeAIirtEmyHTZ3CYSupfw6rLCZh4GNiIjIgiIhrWFoi4U1FWqgOuXXYGAzDwMbERGRRTUMbZJih6Q4T4a1KjAiZBf2BhERkYVpoRpIirHQDgDCgSoA5ixGY4XNPFx0QAmFFOBAIaDyt4SIclyeAxjUA5BN/re+TwlQ0vy8/ZwhyUZlLUJxFJj33CcDm9k3K2KFjRLaUwxs7As4VaDPUeNWXAtY86NCRLlGloAB3YCRvYEh5YAiA0+tB74+Yt5rXHYekGcHdh8BtnwNfLIXqE++a1RWaThnLRyoguIoaDCnrT7DraOGGNgoIV0CNBkI2oHPegCfdwe6BIB+R4DexwB3J9qbiIg6jzIvMLw3MLof0DXfCGqqBsiy+RU2uwzYFeC0HkYFzx8EtlUC//oG+PIwkM1XQ4xfYGAMgzac0yagpP4aHBI1Tc4Ndj3yyCPo27cvXC4XzjrrLPzzn//MdJM6PVfYCGc2DTiWD2zqC/xjJLDhNGBPVw6ZElHm5TmAcf2Ba88HbroQmDrcCGuBEHDcbwSpdAmpwAk/UB0wwtvZA4GrJwP/MR349pDsHDKVZFuTsBahhWqgBX2wmTA0mg1DohUVFRg3bhw8Hg/Kysowc+ZM7Ny5M+ljli5d2uQ1XS5Xm15X13U8/fTTbXpMMjlVYXv++eexYMECPPbYYzjrrLPw4IMPYurUqdi5cyfKysoy3bycUyvp+MfpAuEEv/u6BIiT35MA2HTAFjI+1mHFCGuVXYG8EIdMiajjNR7ydDsBCKAuDPj9TY9XJOBn5ySuevnqgK3fxH9/ylCjWpeI3QbouvH/ujCCoT8I2BSguACYNgI4f0iWDZlKEhRXEYQebhLWIrRQjSkVtmzw9ttvY968eRg3bhxUVcVvf/tbXHDBBfj000+Rn5+f8HFerzcu2LU1KMqyjMcffxxXXnllu9veUJsD25w5c3DVVVfhW9/6likNaIsHHngAc+fOxRVXXAEAeOyxx/DSSy/h6aefxq233trh7cl1fkmgxgFAAFKCE5izmROLBMChGTdN4pApEXWs5oY8gyrgCxihqTn6ySDnsjf/fbtiVOkiw6cR3QqBrgVAXYLzmTj5vI2pmhEAAeM1s2nIVFacEEJLGNYi9FAzqbeNsmFI9NVXX437eunSpSgrK8PmzZuTZhlJktC9e/d2tTFi7NixePjhh3HDDTek9DxAOwJbdXU1pkyZgj59+uCKK67AnDlzcMopp6TckJaEQiFs3rwZCxcujN4nyzKmTJmCDz74IO2v35k5VEBp50lDEYASNj7ymmwMmR7NB/7VG+hxAuhbBZxyvP3PT0QEGKFnWLkR0noXAw4boOnGkKfayg35E4WuyPMrCaZ3qFpqQ6r1YeMmS0YoPHugMXx7tBbYvNsIb0dr2//8bSWgQ6vzwaytO5LJhsDWWHW1sSFw165dkx5XW1uLPn36QNd1jB49Gvfccw+GDBnSptfau3cvXnnlFfzpT3/ChAkTMGzYMAwbNgzf+17br3nd5tlHq1evxr59+3D99dfj+eefR9++fTFt2jSsXLkS4XD66rxVVVXQNA3dunWLu79bt244ePBgs48JBoPw+XxxN0qPyJCpO2QMkYYV4KtS4MMBwK5uLT6ciCipaSOBmWOBob2MYHXcb1SwWhvWskFkyPS435j3Vt7VGDK9anLHTiURaggdEdbSrfG/78Fgy6la13XMnz8f55xzDoYOHZrwuEGDBuHpp5/GmjVr8Ne//hW6rmPChAnYu3dvm9q4Zs0afPXVV9i+fTtuuukmlJaW4vXXX2/Tc0S0a7p4aWkpFixYgH/961/46KOPMHDgQFx22WXo2bMnfvWrX+GLL75oV2PMVlFRgcLCwuitvLw8003qtAQAVQICdqDOYSxQKD8GjPkaGHA4060jolz32r+Bl7cCXxw0gk9RPlDgSlwVy0YSjApbUT7gtAMHq4E3PwH+553OEJ8SS9eCg/Ly8rh/4ysqKlpsy7x587B9+3YsX7486XHjx4/H7NmzMXLkSEycOBF///vfUVpaiscffzzp46ZMmYJXXnmlyf1utxtnnXUWrr76ajz44IMttrM5KS06OHDgANatW4d169ZBURR897vfxbZt23DGGWfgj3/8I371q1+l8vRxSkpKoCgKDh06FHf/oUOHEo4xL1y4EAsWLIh+7fP58Mc//hEA95ZpKGwD1ARnC0U3KmeJ6ABCNmM4VBaAJwj0PwL0Pgp4+WMmIpP4g8B7nxu38mJgRG9gZB/AmwdI0slhx1Dy4OOyJ97Ww64AaoJznSIDbkfz3xNo+XUdNuPxkXZu+QbY+jXw+YHEr9lZpHNItLKyEl6vN3q/0+lM9BAAwA033IAXX3wRGzZsQK9evdr0mna7HaNGjcKuXbuSHrdp0yb07dsXAPDNN9+gT58+AIAnn3wS77zzDp599tk2vW5DbQ5s4XAY//d//4dnnnkGr732GoYPH4758+fjpz/9afQHt2rVKlx55ZWmBjaHw4ExY8bgjTfewMyZMwEYpc033ngj4WQ+p9PZpANlWYbNVQQ1cBgt/U0jyTm1iLbN8oSEvDAQTvIXar0dKGhUZY6sEg2fXEDkVI2FBn2PAmW+HNwrhohySuVR47b238ZE/pF9gEE9gS75JxcXhIwhx4ZkyVhFGkgwahZUjSFWvVGAOlabfP6a3Qa4HE3nx0VCnk0Bwhqw5yjw8W5jwUEN/5g1hdfrjQtsiQghcOONN2LVqlVYv349+vXr1+bX0jQN27Ztw3e/+92kx4VCIXg8xj4uw4YNw9atW9G/f39MmDABd9xxR5tft6E2J5IePXpA13Vceuml+Oc//4mRI0c2OWby5Mno0qVLSg1rzoIFCzBnzhyMHTsWZ555Jh588EH4/f7oqtHWCAaD8LjzYXOXJF0hI9vzO31g8woZP/xUgl7f/M/g827AP0/+XgsYK0JDNmOrD5sO9Kg2FhWUHzNWjBIRdaSwBmzfa9wK84BhvYEx/YyVnflO4/t1IWNxAmD8d+kG4KsE0zTcDuPxDb3yL+B/NyZuw50/jA3LSjDCm8tuBMfqgLGVx78rgX3HUn23uSkbFh3MmzcPy5Ytw5o1a+DxeKLz3gsLC5GXZ1w/dfbs2TjllFOiw6p33XUXzj77bAwcOBAnTpzAfffdh2+++QZXX3110tc69dRT8c9//hMejwd+vz+6wMHj8eDYsdR+CdqcSBYvXoxZs2Yl3UCuS5cu2L17d0oNa86Pf/xjHDlyBLfffjsOHjyIkSNH4tVXX22yECEZIQTUuuOw5XVJGNoUhweKowB6OGDyO8hN9RzyJKIsV10HvLvTuDU3ZNq44mYmuw3oYrPmkGdLsiGwLVmyBAAwadKkuPufeeYZXH755QCAPXv2QJZj40PHjx/H3LlzcfDgQRQVFWHMmDF4//33ccYZZyR9rRtvvBFz585F3759MXz4cDz11FN4+OGH8c4777QpqzSnzYHtsssuS+kFU3XDDTekvJ+J0IydnW3ukiahTXF4oDi90EK1gLD2J00SxnYcNp1DnkSUOxINmYY18/c9U3Wjcrf/OIc8s5VoRaevX78+7uvFixdj8eLFbX6tq6++Gl27dsXnn3+OuXPn4ic/+Qn69++PAwcOpJxdOveYXxKRHZ4bhrbIRW+1oA+6Wg/ZlpfpZmZU+TFjflr3ag55ElHuaTxk2rfUmEtmpuUfGHvBWXXIsyXZUGHraD/4wQ+i///KK69g1apVCIVC+MlPfpLS81o2sAHxoc3h6QkA0II+aKEaSHKC7bAtxKUaVywgIsp11XXAv/aY/7xfNL8NKJ1kxcDWkM1mw6xZs0x5LsuPbgk9DKHFlgBpoQ7cbpqIiIioFSxdYQOMOWuyLQ+6WgdJcTaY00ZERESpsHqFzUyWDmzRBQYNhkEjc9q0+upMN4+IiCinMbCZx7JDoo3DGhCb0ybJNih5RRluIREREZHBkhU22ZEPxZkfF9YiYgsRSgFbgmuREBERUYtYYTOP5QKbzWaDt2spuhbY4HEXJzzOX6fBH9Sx4O4/oKunc/yY6rQ6fFb3Wdx9p+edjjylc21f8o9//CPTTSCyhCeeSH4h7Jyj+oFjm+PuuqzrGMCWn6EGme9YjYoV7xyHyyHDYUsefAL1qe82zMBmns6RRNrAZrMh3ynB41aSHme3y9x7jIiIiLKC5QKbqqpwO1s3dU+27Aw/IiKi1LHCZh5LBjYiIiJKPwY287CGREREZCG6tS+TnbMsV2EjIiJqlhoAar6Iv897eqdadAAAIVWHPQw4bMnncpuBFTbzMLARERFZiCRJOO7XYLdJcNgTD7TpQpjyWgxs5uCQKBERkYU4bBJsioSqGg2hcPPjo7oQ8AU4dppNWGEjIiKyEEkCigoU+AI6qmo0lHgQV2nThcBRnwbNhLzGCpt5WGEjIiKyGEmSUOxVYG9UaYuEtbAmUOhOPSJEApvZNytiYCMiIrIguVFoC4b1aFgr8SiwKdYMRtmKQ6JEREQWFQltVdUqqnzG5X1KvQocdhmqCWOiHBI1DwMbERERpQUDm3k4JEpERGRRkTlrqg6UeBU4bMlXj1LmsMJGRERkQQ0XGJR4jGHQYq+Eoz4NVTUaCpzmvI5VK2JmY2AjIiKyGCEEjvr0uLAGxOa0HfVpqA5oKb8Oh0TNwyFRIiIiCxECOF6rNQlrEZHQpjAhZBVW2IiIiCwkpAqomkBZoS3hpalkSYLXxH3YzGTVChsDGxERkYUIIVCU37Sy1phsQjBiYDMPC55EREQW4rDJsLcQ1ij7sMJGRERkIXIHZjVW2MxjucBms1nuLRMREWUEA5t5LFcTtdlsCARbtyGgzn0DiYiIKAtYrtykqir8QQFnQIPHrSQ8LhzWEVKZ2IiIiNqLFTbzWDKw5Tsl+OqMMNZcaAuFdRz3a3ByUiYREVG7MbCZx3KBDQDcThlOe/OhLRTWUVWjwaZIcNis+UtBRERE2cWSgQ2IhbSGoS0S1uyKsWFgMCwy2UQiIqKcxgqbeSwb2ID40BZSBYKqgF0xLsmhagDAwEZERNReDGzmsXRgA05W1lSB+pPVtGKvcnJ3Z4Y1IiIiyg6WD2yhsI6gGgtn/jo96epRIiIiah1W2Mxj6cDWcM5asVeBv06PzmlzOrhClIiIKBUMbOaxbGBrHNZkSYqb0+bWBBTFmr8URERElF0sGdhUTeBEID6sRURC2wm/hnwXq2xERETtxQqbeSwX2CRJQnVAh8uhNAlrER63AlUTCGlceEBERNReDGzmsVwJyel0QpGRMKxF5OcpsHNIlIiIiLKA5Spsuq7D65aThrUIGwMbERFRu7HCZh7LBbZQKNSqsEZERESpYWAzT84Mid59992YMGEC3G43unTpkunmEBER5STB6dk5KWcCWygUwqxZs3D99ddnuilEREQ5K6QKiA5KbZEKm9k3K8qZIdE777wTALB06dLMNoSIiCiHCSFwvFZDWRcp7VOEOCRqnpwJbO0RDAYRDAajX/t8vgy2hoiIKPMcNhm19RqO+rSkOyYEgnoHt4ySyZkh0faoqKhAYWFh9FZeXp7pJhEREWWULANF+QrCmsBRnwa9meHRmoAGf9CcYVMOh5ojo4Ht1ltvbbFjduzY0e7nX7hwIaqrq6O3yspKE1tPRESUm+x2GSWe5kNbTUCDr05HvjP1cMQ5bObJ6JDor3/9a1x++eVJj+nfv3+7n9/pdMLpdLb78URERJ2Vwy6jxANU1cSGR/11Onx1Orx5MhSZy0mzSUYDW2lpKUpLSzPZBCIiIstqGNoOHFMBAN48GR63gkC9mvLzc9GBeXJm0cGePXtw7Ngx7NmzB5qmYevWrQCAgQMHoqCgILONyxF5Sh5GF4zOdDOIiLKTzQ14Tm16XyfnsMtw2nTUh42KWn6eebOlGNjMkzOLDm6//XaMGjUKixYtQm1tLUaNGoVRo0Zh06ZNmW4aERFRzqoJaKgPC7jsEiQJCRci5KqKigqMGzcOHo8HZWVlmDlzJnbu3Nni41asWIHBgwfD5XJh2LBhePnllzugtYnlTGBbunQphBBNbpMmTcp004iIiHJSZIGBN09GsdeWcCFCe2XDooO3334b8+bNw4cffoh169YhHA7jggsugN/vT/iY999/H5deeimuuuoqbNmyBTNnzsTMmTOxffv2VH8k7ZYzQ6JERERknoZhzeNWAMTPaQsHUt+HLRuGRF999dW4r5cuXYqysjJs3rwZ3/rWt5p9zEMPPYQLL7wQN998MwDg97//PdatW4eHH34Yjz32WPsanqKcqbARERGROfx1TcNahOPklh9aJ903t7q6GgDQtWvXhMd88MEHmDJlStx9U6dOxQcffJDWtiXDChsREbXLNddcm+kmmMrtAMb0i79v8+7nEAhlpj3poLiKUDz0p5DtbmjBalSFahIeKyl5Kb9eOitsja9e1JqtvHRdx/z583HOOedg6NChCY87ePAgunXrFndft27dcPDgwXa2OnWssBEREVmIJNughWqhJQlrACA087b1SMcctvLy8rirGVVUVLTYnnnz5mH79u1Yvnx5yu+to7HCRkREZCFCV6GHE0+4zxWVlZXwer3Rr1uqrt1www148cUXsWHDBvTq1Svpsd27d8ehQ4fi7jt06BC6d+/e/ganiBU2IiIiCxF66pWz1kpnhc3r9cbdEgU2IQRuuOEGrFq1Cm+++Sb69evX7HENjR8/Hm+88UbcfevWrcP48eNT/6G0k+UqbFbdcI+IiKijZcMq0Xnz5mHZsmVYs2YNPB5PdB5aYWEh8vKMeXqzZ8/GKaecEh1WvemmmzBx4kTcf//9mD59OpYvX45NmzbhiSeeMPW9tIXlKmxOpxOq1rq9ZTrRvoFERESWtGTJElRXV2PSpEno0aNH9Pb8889Hj9mzZw8OHDgQ/XrChAlYtmwZnnjiCYwYMQIrV67E6tWrky5USDfLVdh0XUd1QIfLocNhT5xXhRAIqUxsRESdQZkX6FcGbN4NqJp5zzu0F1AfBr48zD/ym5MNFTbRio5Zv359k/tmzZqFWbNmtem10slygS0UCkGRjU0BSzxoNrTpQuB4rQaZo6dERDkrz2EEqlH9gD7Fxn1HfMBXh817jR+eabzO0VojDP57D1CVfPGlpWRDYOssLBfYAMDrllEXkpoNbbowLsmhagIFLiXJsxARUbaRJWBAN2Bkb2BIOeB2AhBASAXsafgXL/KHfXEBMG0EcP4QYPcRYMvXwCd7jeobkRksGdhkSUKxV8FRnxYX2iJhLawJFOUraOVUNyIiyrAyLzC8NzC6L9C1AFBkIKgCvgCgCyNY2W2A0w647M0/h9LMLBkJiY+PUDVEN9d12YHTegCDegC19cD2vcC/vrHukCkrbOaxZGADmoa2Yg/gC+gIawIlHgWQJGihTnpdDiKiTiAy5Dm6H9C7GHDYAE03wlNz89RsMvDTCYmfry4EvLfTCHgRM8YAQ5Js2WVXgHCD16oPGzdZMtp39kBgXH/rDpkysJnHsoENiIW2qmoVVT7jE1fqVeCwy1xwQESUhRoPeeY7jcpVXRjwJ9kLVhdATT0Szk2224znkmVAbxDAPC7jklX+YPOPC6pAsJlhT10Yj/EHAZvCIVNKnaUDGxER5YYubmBs//ghz5AKVAfiK2LJhFrYL7a5IVHAqNqlEqxUDfDVGf/f3JDppq+Ab6ra//zZjBU281huH7aGogsMdKDEq8BhMxYihMIcCiUiyiaTzgAmnwH0Orna84TfqF61Nqxli/qw0fa6kFF1O2sA8KOzjblynVE6r3RgNZatsDVcYFDiMYZBi71SdE5bYZ6lsywRUVZ5cQuw6yAwsg8wqCfQJd8Ia3Whlitn2UKRjeFV28l5b18cNOa1basEcix3UgZYMrA1F9aA+IUIx/0at/UgIsoSqmYMH27fCxTmAcN6A2P6Ad0LjblnYc0Ib1qSAZJ8Z+I5bDYlcfCzK8ZctuYIAIEklT4JgMthDIXqwli1+vHXwL8rgX3HEre1s+CQqHksGdh8AR2Q5LiwFhEJbYdPCIRUDo0SEWWb6jrg3Z3GrbwYGNHbqLx58wBJOrlSMxRftZIlYxXpER+Q6NReWw9ojVaXVh4DPHmJ21JcYISxyLYeEQ6bUU2LtGfLN8DWr4HPDyR+/c6Igc08lgtsDocDmg5069I0rEXIkoSiAsUIdkRElLUqjxq3tf82JvInGzLVBbDyn4mvdOB2GFW7hjZ8Brz6r8Svf+cPY4sVGg95Vh6NDXnW1Kf+XsnaLBfYZFlGoVtOeh1RwEjwDps1UzwRUa4JNxoyHVpuhK8eXYyh0GRDpaly2o2bFYc8W8IKm3ksF9iCwSBsSus626K/E0REOa26Dnjvc+PWq6sxZDqqb2xjXTMFVWPvts/2W3PIszWsGrDMZrnAJqx4bRAiIovae8y4vbYN6FkE7DF5v7On3wb89RzypPSzXGAjIiLrCWvp2Zz24AnznzPdJLnj/unnkKh5GNiIiIgsRJJtkO350IIn0v9aDGym4e6wREREFiJ0FYqjAIrDk/Q4SWFNJ5uwN4iIiCxE6Cq0UC0UpxcAoIVqmhwjyXbY8opSfi1W2MzDwEZERGQxetgPCK3Z0CbJdtjcJRC6lujhrcbAZh4GNiIiIguKhLSGoS0W1lSogepMNo8aYWAjIqJ2eeKJxzPdBHOpfuDY5ri7Lus6BrDlZ6hB5jtWo2LFO8fhcsjRzeFrAhp8dV647BKCqoBdMS7RWB8sTfn1WGEzDwMbERGRhXncCkKqQH3Y2Ke02KtANikUMbCZh6tEiYiILCwU1hFUY5vK++t4qYZsxAobERGRRYXCOqpqtOgwqL9Oh+9kYFNMKOmwwmYeBjYiIiILahzWZEmCx60AAHx1Opy21C/lyMBmHgY2IiIiiwmHdVTX6XFhLSIS2o7VqplqHjWDgY2IiMhCdB3w1Wtw2uWECww8bgXBMPdhyyYMbERERBYSUnXYmqmsNeZ2pj6JjYHNPAxsREREFiJJEoryZdO27qCOwcBGRERkIQ6b+VWvRFhhMw8DGxERkYV0ZN5hYDOP5TbOdTgc0EXqS5WJiIiIOorlKmyyLMMX0OF2iRbH71WNwY6IiKi9WGEzj+UCWzAYhKYDR31a0hUy/joNYQY2IiKidmNgM4/lhkSFECh0ywhrAkd9WrPDozUBDbX1xoaCRERERJmWE4Ht66+/xlVXXYV+/fohLy8PAwYMwKJFixAKhdr1fDZFQolHaTa01QQ0+Op0FLhk2BjYiIiI2i1SYTP7ZkU5MSS6Y8cO6LqOxx9/HAMHDsT27dsxd+5c+P1+/OlPf2rXczrsMko8QFWNFh0ejVz01psnw+mQUR/STX4nRERE1sEhUfPkRGC78MILceGFF0a/7t+/P3bu3IklS5a0O7AB8aHtwDHjmmnePBket4KQyvlrRERElB1yIrA1p7q6Gl27dk16TDAYRDAYjH7t8/maHOOwy3DadNSHjYCWn5cTo8RERERZjxU28+RkOtm1axf+/Oc/49prr016XEVFBQoLC6O38vLyJsfUBDTUhwVcdgmShIQLEYiIiKjtOH/NHBkNbLfeemuLHbNjx464x+zbtw8XXnghZs2ahblz5yZ9/oULF6K6ujp6q6ysjPt+ZIGBN09GsdcWtxBBMLQRERFRlsjokOivf/1rXH755UmP6d+/f/T/9+/fj8mTJ2PChAl44oknWnx+p9MJp9PZ7PcahjWPWwEQP6fteK2GPEdOFiCJiIiyAodEzZPRwFZaWorS0tJWHbtv3z5MnjwZY8aMwTPPPANZbn+YCgR1BFUpLqxFRELb4WqVCw+IiIhSwMBmnpxYdLBv3z5MmjQJffr0wZ/+9CccOXIk+r3u3bu36blsNhv8QYGuBUqTsBbhsMsoylfgD3JbDyIiIsq8nAhs69atw65du7Br1y706tUr7nttnWtms9mQ75QShrUIu12GQ2tzU4mIiOgkVtjMkxOB7fLLL29xrltrqaoKt7N1w6kpjLpSBs2YMSPTTSAiIjCwmclykURV1Uw3gYiIiKhNcqLCRkRERObQO3B6Nits5mFgIyIispCQqsMeBhy25HO5zcDAZh7LDYkSERFZmSRJOO7XEAonL7Xxqj/ZhRU2IiIiC3HYJGi6hKoaDSUeYyurxnQh4AukPnbKCpt5GNiIiIgsRJKAogIFvoDebGjThXGJRs2EuW4MbObhkCgREZHFSJKEYq8Cu2JU2iLDo5GwFtYECt2MCNmEvUFERGRBcqPQFgzr0bBW4lFgU1KvZEUqbGbf2mLDhg2YMWMGevbsCUmSsHr16qTHr1+/vtnXPHjwYAo/idQxsBEREVlUJLTZZKDKpyGkGmGtuXlt7ZENgc3v92PEiBF45JFH2vS4nTt34sCBA9FbWVlZmx5vNs5hIyIiok5r2rRpmDZtWpsfV1ZWhi5dupjfoHZihY2IiMiiInPWVB0o8Spw2OLntKUqGyps7TVy5Ej06NED3/nOd/Dee+91yGsmwwobERGRBTVcYBAZBi32Sjjq01BVo6HAmfprpHOVqM/ni7vf6XTC6Uy90T169MBjjz2GsWPHIhgM4sknn8SkSZPw0UcfYfTo0Sk/f3sxsBEREVmMEAJHfXpcWANic9qO+jRUB7QMtzK58vLyuK8XLVqEO+64I+XnHTRoEAYNGhT9esKECfjyyy+xePFiPPvssyk/f3sxsBEREVmIEMDxWg26QLMLDCKh7eCx1ANbOitslZWV8Hq90fvNqK4lcuaZZ+Ldd99N2/O3BgMbERGRhYRUAVUTKCu0JVwNKksSvCbsw5bOwOb1euMCWzpt3boVPXr06JDXSoSBjYiIyEKEECjKb3nrDrmTXFGgtrYWu3btin69e/dubN26FV27dkXv3r2xcOFC7Nu3D//zP/8DAHjwwQfRr18/DBkyBPX19XjyySfx5ptv4rXXXsvUWwDAwEZERGQpDpsMu0n7rLUkGy5NtWnTJkyePDn69YIFCwAAc+bMwdKlS3HgwAHs2bMn+v1QKIRf//rX2LdvH9xuN4YPH47XX3897jkygYGNiIjIQuQO3NArGwLbpEmTIIRI+P2lS5fGfX3LLbfglltuaU/T0spy+7DZbMyoRERElFssl15sNhsCQR1uV8vH6ubsG0hERLnAlg+UfSvTrehUsqHC1llYLrCpqgp/UMAZ0OBxKwmPC4d1hFQmNiIiolRYNWCZzXJDoqqqIt8pwVenoybBpoChsI7jfo2/ZERERJQVLFdhAwC3U4bTboQ2AHGVtlBYR1WNBpsiwWFjYCMiImovDomax5KBDYiFtIahLRLW7IqxYWAwnHhVCRERESXHwGYeywY2ID60hVSBoCpgV4xLcqgaADCwERERUeZZOrABJytrqkD9yWpasVc5ubszwxoREVEqWGEzj+UDWyisI6jGwpm/Tk+6epSIiIhah4HNPJYObA3nrBV7Ffjr9OicNqfDcgtoiYiIKEtZNrA1DmuyJMXNaXNrAopizRRPRERkBlbYzGPJwKZqAicC8WEtIhLaTvg15LtYZSMiImovBjbzWC6wSZKE6oAOl0NpEtYiPG4FqiYQ0rjwgIiIiDLPcoHN6XRCkZEwrEXk5ykQdc1fCYGIiIhaxgqbeSwX2HRdh9ctJw1rETbOYSMiImo3BjbzWG6SVigUalVYIyIiIsoWlquwERERWZnowOnZrLCZh4GNiIjIQkKqgMshAKQ/+DCwmcdyQ6JERERWJoTA8VoNekeW2ihlrLARERFZiMMmo7Zew1GflnTHhEBQT/m1WGEzDwMbERGRhcgyUJSvoLpOTxjaagIa/MHUK3AMbObhkCgREZHF2O0ySjwKwprAUV/88GhNQIOvTke+05rBKFuxwkZERGRBDruMEg9QVRMbHvXX6fDV6fDmyVBkVtiyCQMbERGRRTUMbQeOqQAAb54Mj1tBoF5N+fkZ2MzDIVEiIiILc9hlOG2xEJSfx2iQjVhhIyIisrCagIb6sIDLLiGoiujwqBlYYTNPzsToiy66CL1794bL5UKPHj1w2WWXYf/+/ZluFhERUc6KLDDw5sko9toSLkRor0hgM/tmRTkT2CZPnowXXngBO3fuxP/+7//iyy+/xCWXXJLpZhEREeWkhmHN4zYqao4Gq0d9gdT3YSPz5MyQ6K9+9avo//fp0we33norZs6ciXA4DLvdnsGWERER5RZ/nYZASMSFtYjIQoRDJ7hxbjbJmcDW0LFjx/Dcc89hwoQJScNaMBhEMBiMfu3z+TqieURERFlL1QT89Tq65CtNwlqEwy6j0G3OIJxVA5bZcmZIFAB+85vfID8/H8XFxdizZw/WrFmT9PiKigoUFhZGb+Xl5R3UUiIiouwU1gQKXE0ra43ZFAatbJLRwHbrrbe2OLFwx44d0eNvvvlmbNmyBa+99hoURcHs2bMhkkyKXLhwIaqrq6O3ysrKjnhbREREWcuuSMjPM2cVaEu46MA8GR0S/fWvf43LL7886TH9+/eP/n9JSQlKSkpw2mmn4fTTT0d5eTk+/PBDjB8/vtnHOp1OOJ1OM5tMRESU0zqycsY5bObJaGArLS1FaWlpux6r68ZkyIZz1FrDqh1NREREuSsnFh189NFH2LhxI84991wUFRXhyy+/xH/+539iwIABCatriTidTqha6/aWMWELGiIiIstihc08ORHY3G43/v73v2PRokXw+/3o0aMHLrzwQtx2221tHvIUQuC4X4cia7DbE0/hC4V11IV0VPu1VJtPRESUFar9GlRNIKy2XJFobXEjGQY28+REYBs2bBjefPNNU54rPz8foTCw/5gKmwLIctOOF0IgfDKnvfTPatht5v9yqJpAWBOwK1LC+QStOSYVug6EVB2SJMFhk9DcZ6A1x6RCCCCkCggh4LDJkJvJ0K05JlXsDwP7I4b9EcP+MHSG/lA1gRN+DZKkQW7hB6TrHGbKJjkR2MwkSRIUGdB0IKwBDklAaRDadCEQVgEBwCYDLoeclsAGGBsX1tbrKHDJTVbs+Os0+BN8z0z2MHDcr0HTJRQVKHF/uYTDOnz1GmyKhKJ8OW1/1bgcAsdrNdTWayjKV+Iqn0IY31M10eR7ZmN/GNgfMeyPGPaHIdf7I6wKyJIGSQKaqVfEMeM6B6ywmcdygQ0AZBmw24BgGAirgGQXsCkydF1HWDWOcdiMXwq7zfhLLR0cHhtsinFpEJuiR/fEqQkYO1An29TQtDbYFNhtEqpqNPgCOoq9CmRJQiiso7pOh9MuR+9LHwllXSQc9WmortNRYpPgsMvQhcBRnw5dAGWFNjjSePID2B8x7I9oG9gfUeyPiNzvD0mSIEvNjzDFHWdChY2BzTyWDGwAIMsynHYdwTAQCgMQOsKaUc522AFZktAR1eDIB8pXF/tbpvG13dItchmSqhoNR30avG4ZR2s02BWpA05+BlkyXuuoT0NVjYZiD+AL6AhrAiUeJe0nvwj2h4H9EcP+iGF/GNgflAmWDWxALLTVh4Hgycqa046T1baOG7tv/KHLxIctchI84tNQ5dNgV9BhJ7+IyEmwqlpFlc+YRFjq7biTXwT7w8D+iGF/xLA/DOyP1mGFzTyWDmxERESUPgxs5smpa4maTdeNIVEIwGkzJmCGwoCqmTHVsvVqAlq0jO3Nk+Gr01ET6NjtREJhHVU1Ghw2CSVeBaoOHPVp0DtwMzpjDogGVQdKvAocJ+eqhMLsD/YH+4P9EcP+iMmG/qCOYdnAFglrkTlrNpsMpx2QToY2rYOGRBt+2DxuY5JoR3/oIie/yBwQp11GiUdBWBMddhKMnPwic0Aik4ftSseeBNkfBvZHDPsjhv1hYH+0Hq8lah5LBjYhEB/WFOPHYMxpOxna1PTvQdP4wxbRkR+6xie/yBwQRweeBBuf/CJzQCJzRDrqJMj+MLA/YtgfMewPA/ujbRjYzGPJwNZwNWgkrEVEQxsAVUerdoNuj0QftoiO+NAlOvlFdMRJMNHJL6KjToLsDwP7I4b9EcP+MLA/KJMsF9gUxfjlbi6sRTQMbcdrzf/QtfRhi0jnh66lk19EOk+CLZ38ItJ9EmR/GNgfMeyPGPaHgf3RPqywmcdygQ0wrmCQKKxFRK6IYFNg6oeutR+2iHR86Fp78otIx0mwtSe/iHSdBNkfBvZHDPsjhv1hYH+0HwObeSwX2HRdb/W13WRZQpcC8z50bf2wRZj5oWvryS/CzJNgW09+EWafBNkfBvZHDPsjhv1hYH9QtrBcYBNt/OCa9aFr74ctwowPXXtPfhFmnATbe/KLYH/EsD9i2B8G9kcM+yOmYX/46zs2tLHCZh7LBbb2SPVDl+qHLSKVk2CqJ7+IVE6CqZ78ItgfMeyPGPaHgf0Rw/6IifRHbZ0OVeu4/eoY2MzDwNZK7f3QmfVhi2jPSdCsk19Ee06CZp38ItgfMeyPGPaHgf0Rw/6I8bgVFOTJ0HUglKYdECh9GNjaoK0fOrM/bBFtOQmaffKLaMtJ0OyTXwT7I4b9EcP+MLA/YtgfMfkuBbIMaDoQbKENuglrJVhhMw8DWxu19kOXrg9bRGtOguk6+UW05iSYrpNfBPsjhv0Rw/4wsD9i2B8xNsXYBUHVEoc2VdOhdpLAtmHDBsyYMQM9e/aEJElYvXp1i49Zv349Ro8eDafTiYEDB2Lp0qXt+wGYiIGtHVr60KX7wxaR7CSY7pNfRLKTYLpPfhHsjxj2Rwz7w8D+iGF/xDhsEmxK86FN1XSEwml76Q7n9/sxYsQIPPLII606fvfu3Zg+fTomT56MrVu3Yv78+bj66quxdu3aNLc0OVtGXz2HRT50R30aqmo0lHiMk0FHfdgiIq/hq9OjX3fUyS/COAka+9Ud9Wko9hpt6oiTXwT7I4b9EcP+MLA/YtgfMU67DECHqgGADqddjoY1STL2LE1VOoYw2/p806ZNw7Rp01p9/GOPPYZ+/frh/vvvBwCcfvrpePfdd7F48WJMnTq1Ta9tJga2FDT+0DltOurDosM+bBENT4IhVSCoig47+UU0PAlWVasAjEt7dcTJL4L9EcP+iGF/GNgfMeyPmIahTdd1CGGENafdmOeWqmwIbG31wQcfYMqUKXH3TZ06FfPnz0/r67bEUoEtsgebrgPhFgbnI5XyYEiFqib/5chzCARqdIRVo8ysyAKBetWUNreWIgOyJFBbb7wvb56M+mDHb5LodgDVAaMNhW7jrzXVjE99G7A/YtgfBvZHDPsjxor9oekCui4gJOP/AUA++U/cyS9hO7koIbLooK37lzbk8/lSaW7S52z83E6nE06nM+XnP3jwILp16xZ3X7du3eDz+VBXV4e8vLyUX6M9LBXYampqcM8992S6GURERDmjpqYGhYWFbXqMw+FA9+7dUV5enpY2FRQUNHnuRYsW4Y477kjL62UDSwW2nj17orKyEh6Pp8WSqs/nQ3l5OSorK+H1ejuohR2D7y33dNb3BfC95Sq+t9zUlvcmhEBNTQ169uzZ5tdxuVzYvXs3QqFQe5ualBCiyb/jZlTXAKB79+44dOhQ3H2HDh2C1+vNWHUNsFhgk2UZvXr1atNjvF5vp/vARvC95Z7O+r4AvrdcxfeWm1r73tpaWWvI5XLB5XK1+/GZMn78eLz88stx961btw7jx4/PUIsM3NaDiIiIOq3a2lps3boVW7duBWBs27F161bs2bMHALBw4ULMnj07evx1112Hr776Crfccgt27NiBRx99FC+88AJ+9atfZaL5UQxsRERE1Glt2rQJo0aNwqhRowAACxYswKhRo3D77bcDAA4cOBANbwDQr18/vPTSS1i3bh1GjBiB+++/H08++WRGt/QALDYk2hZOpxOLFi0ybUw8m/C95Z7O+r4AvrdcxfeWmzrze0tk0qRJSVe6NncVg0mTJmHLli1pbFXbSSKV9bpERERElHYcEiUiIiLKcgxsRERERFmOgY2IiIgoyzGwtUEwGMTIkSMhSVJ0eXCuu+iii9C7d2+4XC706NEDl112Gfbv35/pZqXs66+/xlVXXYV+/fohLy8PAwYMwKJFi9K2iWNHu/vuuzFhwgS43W506dIl081JySOPPIK+ffvC5XLhrLPOwj//+c9MNyllGzZswIwZM9CzZ09IkoTVq1dnukmmqaiowLhx4+DxeFBWVoaZM2di586dmW6WKZYsWYLhw4dH9ygbP348XnnllUw3y3T33nsvJEnK+LUxqW0Y2NrglltuadeOz9ls8uTJeOGFF7Bz50787//+L7788ktccsklmW5Wynbs2AFd1/H444/jk08+weLFi/HYY4/ht7/9baabZopQKIRZs2bh+uuvz3RTUvL8889jwYIFWLRoET7++GOMGDECU6dOxeHDhzPdtJT4/X6MGDECjzzySKabYrq3334b8+bNw4cffoh169YhHA7jggsugN/vz3TTUtarVy/ce++92Lx5MzZt2oRvf/vbuPjii/HJJ59kummm2bhxIx5//HEMHz48002hthLUKi+//LIYPHiw+OSTTwQAsWXLlkw3KS3WrFkjJEkSoVAo000x3R//+EfRr1+/TDfDVM8884woLCzMdDPa7cwzzxTz5s2Lfq1pmujZs6eoqKjIYKvMBUCsWrUq081Im8OHDwsA4u233850U9KiqKhIPPnkk5luhilqamrEqaeeKtatWycmTpwobrrppkw3idqAFbZWOHToEObOnYtnn30Wbrc7081Jm2PHjuG5557DhAkTYLfbM90c01VXV6Nr166ZbgadFAqFsHnzZkyZMiV6nyzLmDJlCj744IMMtozaorq6GgA63WdL0zQsX74cfr8/45ckMsu8efMwffr0uM8c5Q4GthYIIXD55Zfjuuuuw9ixYzPdnLT4zW9+g/z8fBQXF2PPnj1Ys2ZNpptkul27duHPf/4zrr322kw3hU6qqqqCpmno1q1b3P3dunXDwYMHM9Qqagtd1zF//nycc845GDp0aKabY4pt27ahoKAATqcT1113HVatWoUzzjgj081K2fLly/Hxxx+joqIi002hdrJsYLv11lshSVLS244dO/DnP/8ZNTU1WLhwYaab3GqtfW8RN998M7Zs2YLXXnsNiqJg9uzZSXeFzqS2vjcA2LdvHy688ELMmjULc+fOzVDLW9ae90aUSfPmzcP27duxfPnyTDfFNIMGDcLWrVvx0Ucf4frrr8ecOXPw6aefZrpZKamsrMRNN92E5557Licvxk4Gy17p4MiRIzh69GjSY/r3748f/ehH+Mc//gFJkqL3a5oGRVHws5/9DH/5y1/S3dQ2a+17czgcTe7fu3cvysvL8f7772flMEBb39v+/fsxadIknH322Vi6dClkOXv/RmlPvy1duhTz58/HiRMn0tw684VCIbjdbqxcuRIzZ86M3j9nzhycOHGi01R6JUnCqlWr4t5jZ3DDDTdgzZo12LBhA/r165fp5qTNlClTMGDAADz++OOZbkq7rV69Gt///vehKEr0Pk3TIEkSZFlGMBiM+x5lJ8teS7S0tBSlpaUtHvff//3f+MMf/hD9ev/+/Zg6dSqef/55nHXWWelsYru19r01R9d1AMYWJtmoLe9t3759mDx5MsaMGYNnnnkmq8MakFq/5SKHw4ExY8bgjTfeiIYZXdfxxhtv4IYbbshs4yghIQRuvPFGrFq1CuvXr+/UYQ0wfiez9XzYWueffz62bdsWd98VV1yBwYMH4ze/+Q3DWo6wbGBrrd69e8d9XVBQAAAYMGAAevXqlYkmmeajjz7Cxo0bce6556KoqAhffvkl/vM//xMDBgzIyupaW+zbtw+TJk1Cnz598Kc//QlHjhyJfq979+4ZbJk59uzZg2PHjmHPnj3QNC26L+DAgQOjv6O5YMGCBZgzZw7Gjh2LM888Ew8++CD8fj+uuOKKTDctJbW1tdi1a1f06927d2Pr1q3o2rVrk3NKrpk3bx6WLVuGNWvWwOPxROcbFhYWIi8vL8OtS83ChQsxbdo09O7dGzU1NVi2bBnWr1+PtWvXZrppKfF4PE3mGEbmLXeWuYeWkNE1qjlo9+7dnWZbj3//+99i8uTJomvXrsLpdIq+ffuK6667TuzduzfTTUvZM888IwA0e+sM5syZ0+x7e+uttzLdtDb785//LHr37i0cDoc488wzxYcffpjpJqXsrbfearZ/5syZk+mmpSzR5+qZZ57JdNNSduWVV4o+ffoIh8MhSktLxfnnny9ee+21TDcrLbitR+6x7Bw2IiIiolyR3ZN6iIiIiIiBjYiIiCjbMbARERERZTkGNiIiIqIsx8BGRERElOUY2IiIiIiyHAMbERERUZZjYCMiIiLKcgxsRERERFmOgY2IiIgoyzGwEREREWU5BjYiyogjR46ge/fuuOeee6L3vf/++3A4HHjjjTcy2DIiouzDi78TUca8/PLLmDlzJt5//30MGjQII0eOxMUXX4wHHngg000jIsoqDGxElFHz5s3D66+/jrFjx2Lbtm3YuHEjnE5npptFRJRVGNiIKKPq6uowdOhQVFZWYvPmzRg2bFimm0RElHU4h42IMurLL7/E/v37oes6vv7660w3h4goK7HCRkQZEwqFcOaZZ2LkyJEYNGgQHnzwQWzbtg1lZWWZbhoRUVZhYCOijLn55puxcuVK/Otf/0JBQQEmTpyIwsJCvPjii5luGhFRVuGQKBFlxPr16/Hggw/i2WefhdfrhSzLePbZZ/HOO+9gyZIlmW4eEVFWYYWNiIiIKMuxwkZERESU5RjYiIiIiLIcAxsRERFRlmNgIyIiIspyDGxEREREWY6BjYiIiCjLMbARERERZTkGNiIiIqIsx8BGRERElOUY2IiIiIiyHAMbERERUZZjYCMiIiLKcv8fJi7qN1RV6aEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "params0 = 0.5 * np.ones_like(params0)\n",
    "\n",
    "sim = design.to_simulation(params=params0)\n",
    "ax = sim.plot_eps(z=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "927c1ada-bf25-4bc1-9be6-5cc9c6b67f11",
   "metadata": {},
   "source": [
    "It can be useful to run the initial problem to ensure it looks correct before optimizing. For convenience, the `to_simulation_data()` method generates the simulation and runs it through `web.run()` to return the `SimulationData`, which can be visualized."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d8234473-fec7-4088-a974-6debe95eb3c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "sim_data = design.to_simulation_data(params=params0, task_name=\"inspect\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c18b39ed-4ac5-44d1-9201-dd0b957da400",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sim_data.plot_field(field_mnt_name, field_name=\"E\", val=\"abs^2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "687d9985-dc41-4391-be5f-c305ec3e5fe3",
   "metadata": {},
   "source": [
    "## Optimization\n",
    "\n",
    "Now that we've constructed our `InverseDesign` object, we can optimize it with gradient ascent. We first define the contribution that we want our simulation result to have in our objective function."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4018979-f4ec-4485-b20b-a99320a254f7",
   "metadata": {},
   "source": [
    "### Post-Process Function\n",
    "\n",
    "The next step of this process is to define a post-processing function, which tells our optimizer how we want it to interpret a `SimulationData` that corresponds to this design. We write this as a regular python function that takes a `td.SimulationData` as first argument. The function can accept optional keyword arguments involving the optimization history for more control over the objective function. \n",
    "\n",
    "> Reminder that the objective function will be **maximized** by our objective, minus any penalty values from the `DesignRegion`. So the sign of this function should take this into account.\n",
    "\n",
    "In this example, we will try to maximize the minimum power in each of the three output waveguides. This is to ensure that we get an even distribution of power and no ports are ignored.\n",
    "\n",
    "First we will grab the power at each of the waveguides from the `SimulationData`. Then, we'll pass the negative of each power to a [softmax function](https://en.wikipedia.org/wiki/Softmax_function) to get a differentiable set of normalized weights for each of the ports, with more weight on the smallest values. We'll take the dot product of our powers with these weights and try to maximize this. Normalizing so that a \"perfect\" splitter gives a value of 1.\n",
    "\n",
    "> Note: there are some utility functions included in the `tdi.utils` namespace that can make postprocessing a bit easier. Such as `utils.get_amps(sim_data, monitor_name, **sel_kwargs)`, and `util.sum_abs_squared(arr)`. To see all of these available currently, try `help(tdi.utils)`. We'll demonstrate some these in the function below, along with the (commented out) equivalent approach using `autograd`. \n",
    "\n",
    "> Note: If doing more complex operations in the postprocess function, be sure to use `autograd.numpy` instead of regular `numpy` to ensure that the function is differentiable by `autograd`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6bb288f5-3328-4345-9197-37fee7fcd45a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import autograd.numpy as npa\n",
    "\n",
    "def post_process_fn(sim_data: td.SimulationData, **kwargs) -> float:\n",
    "    \"\"\"Function called internally to compute contribution to the objective function from the data.\"\"\"\n",
    "\n",
    "    # grab the amplitudes for each of the output waveguide monitors\n",
    "    amps = [tdi.utils.get_amps(sim_data, monitor_name=mnt.name, direction=\"+\") for mnt in monitors_out]\n",
    "\n",
    "    # compute the power at each of the output waveguides\n",
    "    powers = [tdi.utils.sum_abs_squared(amp) for amp in amps]\n",
    "\n",
    "    # # or, when written in more low-level syntax        \n",
    "    # amps = [sim_data[mnt.name].amps.sel(direction=\"+\") for mnt in monitors_out]\n",
    "    # powers = [jnp.sum(abs(jnp.array(amp.values))**2) for amp in amps]\n",
    "    \n",
    "    powers = npa.array(powers)\n",
    "\n",
    "    # get a set of weights picking out which powers are the lowest of the three\n",
    "    softmin_weights = npa.exp(-powers) / npa.sum(npa.exp(-powers))\n",
    "\n",
    "    # compute a normalized weighted sum of the output powers, weighting the \"worst\" ones the highest (softmin)\n",
    "    return num_output_waveguides * npa.sum(powers * softmin_weights)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d9f2a15-a21d-44c5-93b2-73e91159dc3f",
   "metadata": {},
   "source": [
    "> Note: the extra `**kwargs` contain information passed during optimization about the history and the index of the step. They can be used to schedule changes into the post processing function as a function of the optimization state. We won't go into more detail here but future tutorials will explore how to use these for more advanced optimization."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e4b6f79-b7b1-4614-ac06-60b1bb664a71",
   "metadata": {},
   "source": [
    "### Optimizer\n",
    "\n",
    "Next, we create `Optimizer` object to contain all of the parameters that the optimization algorithm will need. This object also provides a few different methods to perform the optimization in different circumstances.\n",
    "\n",
    "> Note: For now, we only support the \"Adam\" optimization method (`AdamOptimizer`), but will implement other algorithms as needed later. Adam tends to work quite well for most applications.\n",
    "> \n",
    "The optimizer accepts our `InverseDesign`, as well as various optimization parameters, such as the number of steps and learning rate, and parameters specific to the algorithm being implemented.\n",
    "\n",
    "The `results_cache_fname` is an optional, but very useful argument that will tell the optimizer to save the optimization state to file at each iteration using `pickle`. It is good practice to include it in case the optimization gets stalled, which can happen in case of a bad internet connection, for example.\n",
    "\n",
    "In a later section, we'll show how to conveniently load results from this file.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b1cfb96d-e74f-4871-90ca-a941c3fb50d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = tdi.AdamOptimizer(\n",
    "    design=design,\n",
    "    num_steps=10,\n",
    "    learning_rate=0.1,\n",
    "    results_cache_fname=\"data/invdes_history.hdf5\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e44931e1-e9ca-4422-bf37-7cea8bc65fbd",
   "metadata": {},
   "source": [
    "### Running the Optimization\n",
    "\n",
    "Finally, we can use `result = Optimizer.run(params0)` on our initial parameters to run the inverse design problem.\n",
    "\n",
    "> Note, if you leave out the `params0`, we will start the optimization with an array containing all 0.5 values, which is usually a good choice unless there is a symmetry in your problem that you need to break to get the optimization started.\n",
    "\n",
    "This will construct our combined objective function behind the scenes, including the penalties and our post-processing function, use `autograd` to differentiate it, and feed it to a gradient-descent optimizer that we maintain.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f602a4ab-d119-4cd2-8130-c6d0e483e7bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step (1/10)\n",
      "\tobjective_fn_val = -4.895e-01\n",
      "\tgrad_norm = 2.329e-01\n",
      "\tpost_process_val = 3.105e-01\n",
      "\tpenalty = 8.000e-01\n",
      "step (2/10)\n",
      "\tobjective_fn_val = -5.730e-01\n",
      "\tgrad_norm = 1.453e-01\n",
      "\tpost_process_val = 2.270e-01\n",
      "\tpenalty = 8.000e-01\n",
      "step (3/10)\n",
      "\tobjective_fn_val = -4.012e-01\n",
      "\tgrad_norm = 1.625e-01\n",
      "\tpost_process_val = 3.243e-01\n",
      "\tpenalty = 7.254e-01\n",
      "step (4/10)\n",
      "\tobjective_fn_val = 7.586e-02\n",
      "\tgrad_norm = 1.818e-01\n",
      "\tpost_process_val = 5.822e-01\n",
      "\tpenalty = 5.063e-01\n",
      "step (5/10)\n",
      "\tobjective_fn_val = 2.878e-01\n",
      "\tgrad_norm = 1.780e-01\n",
      "\tpost_process_val = 6.913e-01\n",
      "\tpenalty = 4.035e-01\n",
      "step (6/10)\n",
      "\tobjective_fn_val = 3.746e-01\n",
      "\tgrad_norm = 1.656e-01\n",
      "\tpost_process_val = 7.262e-01\n",
      "\tpenalty = 3.515e-01\n",
      "step (7/10)\n",
      "\tobjective_fn_val = 4.968e-01\n",
      "\tgrad_norm = 7.447e-02\n",
      "\tpost_process_val = 8.161e-01\n",
      "\tpenalty = 3.193e-01\n",
      "step (8/10)\n",
      "\tobjective_fn_val = 5.223e-01\n",
      "\tgrad_norm = 1.311e-01\n",
      "\tpost_process_val = 8.216e-01\n",
      "\tpenalty = 2.993e-01\n",
      "step (9/10)\n",
      "\tobjective_fn_val = 6.036e-01\n",
      "\tgrad_norm = 4.928e-02\n",
      "\tpost_process_val = 8.885e-01\n",
      "\tpenalty = 2.849e-01\n",
      "step (10/10)\n",
      "\tobjective_fn_val = 6.212e-01\n",
      "\tgrad_norm = 6.699e-02\n",
      "\tpost_process_val = 8.961e-01\n",
      "\tpenalty = 2.748e-01\n"
     ]
    }
   ],
   "source": [
    "result = optimizer.run(params0=params0, post_process_fn=post_process_fn)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1520c809-5248-438c-9ad4-e27b9a1a66ef",
   "metadata": {},
   "source": [
    "## Optimization Results\n",
    "\n",
    "The result of an optimization run is stored as an `InverseDesignResult` object. This object has various fields storing information about the history of the optimization run, including the optimizer states, as well as a copy of the initial `InverseDesign` object.\n",
    "\n",
    "### Loading an Optimization Result from Backup File\n",
    "If your optimization run was interrupted before you could get the `result` object. You can load if from the `optimizer.results_cache_fname`, if it was defined before. This file gets saved at every iteration with the most up to date `InverseDesignResult` so it should have the most up to date history."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a1805407-cd22-4821-8b4a-2b5556c914ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "result = tdi.InverseDesignResult.from_file(optimizer.results_cache_fname)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd056008-0c76-46ab-a822-37329f832c71",
   "metadata": {},
   "source": [
    "### Continuing an Optimization Run\n",
    "\n",
    "To continue an optimization run from where it left off, you can use `Optimizer.continue_run(results)`, passing in the `InverseDesignResult`. As the `InverseDesignResult` stores the previous states of the optimizer, it can continue the optimization without loss of information. The return value of this method will be a new copy of the `InverseDesignResult` with the combined data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "38557ffa-e339-4efc-a97d-b3d6954f6224",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step (1/1)\n",
      "\tobjective_fn_val = 6.317e-01\n",
      "\tgrad_norm = 6.651e-02\n",
      "\tpost_process_val = 8.994e-01\n",
      "\tpenalty = 2.677e-01\n"
     ]
    }
   ],
   "source": [
    "# change some optimization parameters, if desired, set new number of steps\n",
    "optimizer = optimizer.updated_copy(num_steps=1, learning_rate=0.1)\n",
    "\n",
    "# continue the run, passing in the latest result\n",
    "result = optimizer.continue_run(result=result, post_process_fn=post_process_fn)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aeb6965f-ead8-4aca-9b0a-56c460731925",
   "metadata": {},
   "source": [
    "> Note: A convenient way to continue an optimization in just one line is to use `Optimizer.continue_run_from_history()`. This method combines `.continue_run()` with the backup file in the `results_cache_fname` to continue a run from the history saved to disk."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c60c16f5-6203-4d16-bdcf-50dcfa075aa0",
   "metadata": {},
   "source": [
    "### Analyzing and Exporting Results\n",
    "\n",
    "The `InverseDesignResult` itself has a set of methods for analyzing results and exporting to various formats.\n",
    "\n",
    "#### Plotting History\n",
    "\n",
    "We can quickly view the optimization history, including the penalty and postprocessing function contributions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "93f7d18d-df44-48e1-8314-03d4b4990992",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkIAAAHHCAYAAABTMjf2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAACQbklEQVR4nOzdd1iV9f/H8efhAIcNMkVEcIt7gltLzZWp2XCUWo6G2rChNhwtG9/6mTu1XGlamiMzzVzlxL1BRRBUEFDZ+5z798eRowgo6IHDgffjurjg3Oce73NUzsvP/RkqRVEUhBBCCCEqIAtTFyCEEEIIYSoShIQQQghRYUkQEkIIIUSFJUFICCGEEBWWBCEhhBBCVFgShIQQQghRYUkQEkIIIUSFJUFICCGEEBWWBCEhhBBCVFgShIQQD7Rr1y5UKhW7du0y2jmXLFmCSqUiIiLCaOcsy9cFUKlUjB079oH7mbJGISoaCUJCCIO5c+eyZMkSU5dhFF988QXr1683dRmlJi0tjalTpxo1rApREahkrTEhRK6GDRvi7u6e78NUp9ORlZWFtbU1FhbG+f+TVqslOzsbjUaDSqUyyjnv5uDgwDPPPJMv2JX0de9HpVIxZswYZs+efd/9HqbG+Ph4PDw8mDJlClOnTjVCtUJUDJamLkAIUfZZWFhgY2Nj1HOq1WrUarVRz1mWr1scZanG1NRU7O3tTV2GECVGbo0JYcaOHTtGz549cXJywsHBgS5dunDgwIE8++T2N/n333955ZVXcHNzw8nJiaFDh3Lr1i3Dfv7+/pw5c4bdu3ejUqlQqVR07twZKLiPUOfOnWnYsCEnT56kU6dO2NnZUatWLdasWQPA7t27CQoKwtbWlrp16/LPP/8UWFduP5ipU6carnvv1/Dhww3H/e9//6Nt27a4ublha2tLixYtDNfMpVKpSE1NZenSpfnOUVj/m7lz59KgQQM0Gg1VqlRhzJgxJCQk5Nkn9zWfPXuWxx57DDs7O3x8fPj666+L8Kd1x/r162nYsCEajYYGDRqwZcuW+743AIcPH6Z79+64u7tja2tL9erVefnllwGIiIjAw8MDgGnTphle890tQzt27KBDhw7Y29vj4uJC3759OXfuXJ7r5v4ZnD17lsGDB1OpUiXat2/P4sWLUalUHDt2LN9r+eKLL1Cr1Vy9erVY74EQZYW0CAlhps6cOUOHDh1wcnLi/fffx8rKih9++IHOnTsbQsjdxo4di4uLC1OnTiU0NJR58+Zx+fJlQ8iZMWMG48aNw8HBgQ8//BAALy+v+9Zw69YtnnzySQYOHMizzz7LvHnzGDhwICtWrOCtt97i1VdfZfDgwXzzzTc888wzREVF4ejoWOC5nn76aWrVqpVn25EjR5gxYwaenp6Gbd9//z1PPfUUQ4YMISsri1WrVvHss8+yadMmevfuDcDy5csZOXIkgYGBjB49GoCaNWsW+jqmTp3KtGnT6Nq1K6+99prh/Tl06BB79+7Fysoqz2vu0aMHTz/9NM899xxr1qxhwoQJNGrUiJ49e973/QLYs2cPv//+O6+//jqOjo7MnDmTAQMGEBkZiZubW4HHxMbG8sQTT+Dh4cHEiRNxcXEhIiKC33//HQAPDw/mzZvHa6+9Rv/+/Xn66acBaNy4MQD//PMPPXv2pEaNGkydOpX09HRmzZpFu3btOHr0KP7+/nmu9+yzz1K7dm2++OILFEXhmWeeYcyYMaxYsYJmzZrl2XfFihV07twZHx+fB752IcokRQhhlvr166dYW1srYWFhhm3Xrl1THB0dlY4dOxq2LV68WAGUFi1aKFlZWYbtX3/9tQIoGzZsMGxr0KCB0qlTp3zX2rlzpwIoO3fuNGzr1KmTAigrV640bAsJCVEAxcLCQjlw4IBh+9atWxVAWbx4cb66wsPDC3x9cXFxSrVq1ZRGjRopKSkphu1paWl59svKylIaNmyoPP7443m229vbK8OGDct33nuvGxsbq1hbWytPPPGEotVqDfvNnj1bAZSffvop32tetmyZYVtmZqZSuXJlZcCAAQW+jrsBirW1tXLx4kXDthMnTiiAMmvWrEJrXLdunQIohw4dKvTccXFxCqBMmTIl33NNmzZVPD09lRs3buS5roWFhTJ06FDDtilTpiiAMmjQoHznGDRokFKlSpU879HRo0fz/bkKYW7k1pgQZkir1fL333/Tr18/atSoYdju7e3N4MGD2bNnD0lJSXmOGT16dJ6Wjddeew1LS0s2b9780HU4ODgwcOBAw+O6devi4uJCQEBAnhap3J8vXbpUpPNqtVoGDRpEcnIy69aty9NHxdbW1vDzrVu3SExMpEOHDhw9evShXsM///xDVlYWb731Vp6O4KNGjcLJyYk///wzz/4ODg688MILhsfW1tYEBgYW+bV17do1T+tU48aNcXJyuu/xLi4uAGzatIns7OwiXSdXdHQ0x48fZ/jw4bi6uua5brdu3Qr883/11VfzbRs6dCjXrl1j586dhm0rVqzA1taWAQMGFKsmIcoSCUJCmKG4uDjS0tKoW7duvucCAgLQ6XRERUXl2V67du08jx0cHPD29n6kuWqqVq2ab1STs7Mzvr6++bYBefok3c9HH33Ejh07WLlyZb5bWps2baJ169bY2Njg6upquC2UmJj4UK/h8uXLAPneS2tra2rUqGF4PldBr7lSpUpFfm3VqlXLt+1Bx3fq1IkBAwYwbdo03N3d6du3L4sXLyYzM/OB1yvs9YH+70p8fDypqal5tlevXj3fvt26dcPb25sVK1YA+pGEv/zyC3379i30dqcQ5kCCkBDioRU2sqmw7UoRZutYv349X331FZ988gk9evTI89x///3HU089hY2NDXPnzmXz5s1s27aNwYMHF+ncxvAor+1hj1epVKxZs4b9+/czduxYrl69yssvv0yLFi1ISUkp0nWL4+5Wt1xqtZrBgwezdu1aMjIy2LlzJ9euXcvTOiaEOZIgJIQZ8vDwwM7OjtDQ0HzPhYSEYGFhka9V5sKFC3kep6SkEB0dnaejbGnPq3Ov8+fPM2zYMPr168cHH3yQ7/m1a9diY2PD1q1befnll+nZsyddu3Yt8FxFfS1+fn4A+d7LrKwswsPDDc+XBa1bt+bzzz/n8OHDrFixgjNnzrBq1Sqg8Ndb2OsD/d8Vd3f3Ig+PHzp0KElJSfzxxx+sWLECDw8Punfv/pCvRoiyQYKQEGZIrVbzxBNPsGHDhjy3tq5fv87KlStp3749Tk5OeY5ZsGBBnv4l8+bNIycnJ89IJ3t7+3xDxktLSkoK/fv3x8fHxzDs/V5qtRqVSoVWqzVsi4iIKHAG6aK+lq5du2Jtbc3MmTPztMr8+OOPJCYmGkaimdKtW7fytRg1bdoUwHB7zM7ODiDfa/b29qZp06YsXbo0z3OnT5/m77//plevXkWuo3HjxjRu3JhFixaxdu1aBg4ciKWlDD4W5k3+Bgthpj777DO2bdtG+/btef3117G0tOSHH34gMzOzwHltsrKy6NKlC8899xyhoaHMnTuX9u3b89RTTxn2adGiBfPmzeOzzz6jVq1aeHp68vjjj5fK65k2bRpnz57lo48+YsOGDXmeq1mzJm3atKF3795899139OjRg8GDBxMbG8ucOXOoVasWJ0+ezHNMixYt+Oeff/juu++oUqUK1atXzzelAOhb1yZNmsS0adPo0aMHTz31lOH9adWqVZm49bN06VLmzp1L//79qVmzJsnJySxcuBAnJydDkLG1taV+/fqsXr2aOnXq4OrqSsOGDWnYsCHffPMNPXv2pE2bNowYMcIwfN7Z2bnYs1APHTqUd999F6BMvDdCPDJTDlkTQjyao0ePKt27d1ccHBwUOzs75bHHHlP27duXZ5/codi7d+9WRo8erVSqVElxcHBQhgwZkmc4taIoSkxMjNK7d2/F0dFRAQxD6QsbPt+gQYN8Nfn5+Sm9e/fOtx1QxowZk6+u3CHiw4YNU4ACv+4eBv/jjz8qtWvXVjQajVKvXj1l8eLFhmHfdwsJCVE6duyo2Nra5jlHYcP2Z8+erdSrV0+xsrJSvLy8lNdee025detWnn0Ke83Dhg1T/Pz88m1/0HuQy8/PL89rvLfGo0ePKoMGDVKqVaumaDQaxdPTU3nyySeVw4cP5znPvn37lBYtWijW1tb5htL/888/Srt27RRbW1vFyclJ6dOnj3L27Nk8x+e+j3FxcYW+hujoaEWtVit16tR54OsVwhzIWmNClHNLlizhpZde4tChQ7Rs2dLU5QgzFx8fj7e3N5MnT+bjjz82dTlCPDLpIySEEKLIlixZglar5cUXXzR1KUIYhfQREkII8UA7duzg7NmzfP755/Tr1y/fshxCmCsJQkIIIR7ok08+Yd++fbRr145Zs2aZuhwhjEb6CAkhhBCiwpI+QkIIIYSosCQICSGEEKLCkj5CD6DT6bh27RqOjo4mX35ACCGEEEWjKArJyclUqVIFC4vC230kCD3AtWvX8q3ZJIQQQgjzEBUVRdWqVQt9XoLQAzg6OgL6N/LetZuEEEIIUTYlJSXh6+tr+BwvjAShB8i9Hebk5CRBSAghhDAzD+rWIp2lhRBCCFFhSRASQgghRIUlQUgIIYQQFZYEISGEEEJUWBKEhBBCCFFhSRASQgghRIUlQUgIIYQQFZYEISGEEEJUWBKEhBBCCFFhSRASQgghRIUlQUgIIYQQFZYEISGEEEJUWLLoqhBCCCFKlk4HuhzQZd/+rtV/195+bFsJbEyzsLkEISGEEKKsUxTIyYDsdMhOu/09Pe/jnHTIzrgdNAr40hay3RBItHdtu+fx/Z4vyrEo9399fWZCi2Gl8lbeS4KQEEII8bB0utsBJDeQZNwVVNIKCC/37pN+z/F373NPyCmPLKzAwhJUKpOVIEFICCGEuNuNMDizDq6fviegFBBycjJKvz61NVjZgqWt/ruV3e3vtmBpA2orsFDrA4aF5e2wcdfj+z2vvh1MDM/f8zjP81Z3ncMS1JZ5H+d5rqBrlo1uyhKEhBBCiFsRcGY9nPkdok883DnUmvzBxOqesGJZwLaCHhcUcnK3q+Wj25jk3RRCCFExJV65E36uHrmzXaWG6h2hVhfQON0TRuzAyuaubXZ3WmIs1CZ7KeLhSRASQghRcSRFw9kN+vATdfDOdpUF+LWDhk9DwFNg7266GkWpkiAkhBCifEuJvR1+1sHlfdwZwaSCam3uhB9HL1NWKUxEgpAQQojyJ/UGnNuob/mJ2AOK7s5zVQP14ad+X3CqYroaRZkgQUgIIUT5kH4Lzm3Sh59Lu0HR3nmuSvPb4acfuPiarERR9kgQEkIIYb4yEiFksz78hO3UT+aXq3LjO+HHtbrJShRlmwQhIYQQ5iUzGUK36MPPxX9Am3XnOc8G0LA/1O8P7rVMV6MwGxKEhBBClH1ZqXB+qz78XNiWdyJD97r6lp8G/cGjrulqFGZJgpAQQoiyKTtdH3rOrIPzW/SzOedyrXkn/HjWN+kSDcK8SRASQghRduRkwsXt+vATuhmyUu485+J3J/xUbizhRxiFBCEhhBCmlZMFl3bpw0/In5CZeOc5Z19o0E8ffqo0l/AjjE6CkBBCiNKnzYHw3frwc+4PyEi485yjtz74NOgPPi3LzOKconySICSEEKJ06LT6yQ3PrNNPdph2485z9p53Wn58W0v4EaVGgpAQQoiiUxR9Px5tpv6Wljbz9uMs/Uguw7Z7nrtyWL/MRWrsnXPZuemXtmj4tH6dL1m0VJiABCEhhDAnWWmQHF1AGLkreBQaVO7+fve+BT1313lzMu48d/eEhQ/DxgUC+ujDj39HUMvHkDAts/sbOGfOHL755htiYmJo0qQJs2bNIjAwsND9Z8yYwbx584iMjMTd3Z1nnnmG6dOnY2NjU4pVCyHEI0qIgoPz4chSyEo2dTV3qK1BrQHLAr5b2tz52clHv7ZXjc6gtjJ11UIYmFUQWr16NePHj2f+/PkEBQUxY8YMunfvTmhoKJ6envn2X7lyJRMnTuSnn36ibdu2nD9/nuHDh6NSqfjuu+9M8AqEEKKYok/Cvllweu2dtbOs7MHKFiw1+iBy93dLm/zbDN8LCiya+z+X5xw2+bfJKC5h5lSKoiimLqKogoKCaNWqFbNnzwZAp9Ph6+vLuHHjmDhxYr79x44dy7lz59i+fbth2zvvvMPBgwfZs2dPka6ZlJSEs7MziYmJODk5GeeFCCHE/SgKhO2AfTP1w8pzVe8Ibd+EWl0kgAjxAEX9/DabFqGsrCyOHDnCpEmTDNssLCzo2rUr+/fvL/CYtm3b8vPPPxMcHExgYCCXLl1i8+bNvPjii6VVdqH2X9vP+VvnTV1GsVlaWNKmShtqONcwdSlClD85WfolJPbNguun9dtUav1IqrbjoEpTk5YnRHlkNkEoPj4erVaLl5dXnu1eXl6EhIQUeMzgwYOJj4+nffv2KIpCTk4Or776Kh988EGh18nMzCQzM9PwOCkpyTgv4B7bLm/jt/O/lci5S0Njj8b0q9WPHv49cLR2NHU5Qpi3jEQ4sgQOzIfka/ptVvbQYhi0fg1cqpm0PCHKM7MJQg9j165dfPHFF8ydO5egoCAuXrzIm2++yaeffsrHH39c4DHTp09n2rRpJV5bI/dGpOWkPXjHMuZWxi0ORh/kZNxJTsad5Kvgr+hSrQv9avUjyDsIC5XM/SFEkSVe0XeAPrzkTgdoBy8IehVavgS2lUxanhAVgdn0EcrKysLOzo41a9bQr18/w/Zhw4aRkJDAhg0b8h3ToUMHWrduzTfffGPY9vPPPzN69GhSUlKwKGDCroJahHx9faWP0F3i0+PZFLaJ9RfXE5YYZthe2b4yT9V8in41++Hr5GvCCoUo42JO3ekArcvRb/Oop7/91ehZfUdkIcQjKXd9hKytrWnRogXbt283BCGdTsf27dsZO3ZsgcekpaXlCztqtX7CrsLyn0ajQaORX0L3427rzvCGwxnWYBhnbpxh/cX1bA7fTExqDAtOLmDByQW08GpB35p96e7fHTsrO1OXLITpKQpc2qkPQGE77mz37wBt34BaXWU2ZSFMwGxahEA/fH7YsGH88MMPBAYGMmPGDH799VdCQkLw8vJi6NCh+Pj4MH36dACmTp3Kd999x4IFCwy3xl577TVatGjB6tWri3RNGTVWNJnaTHZG7mT9xfXsu7YPBf1fK1tLW7r5daNfrX608Goht85ExaPNhtO5HaBP6bepLKB+P30LkE9zk5YnRHlV7lqEAJ5//nni4uKYPHkyMTExNG3alC1bthg6UEdGRuZpAfroo49QqVR89NFHXL16FQ8PD/r06cPnn39uqpdQbmnUGnpU70GP6j2ISY1h0yX9rbPLSZfZGLaRjWEbqepQladqPUXfmn2p4lDF1CULUbIykuDoUjgwD5Ku6rdZ2UHzofoO0JX8TVqeEELPrFqETEFahB6eoiiciDvB+ovr2RKxhdTsVABUqAj0DqRvzb509euKraWtiSsVwoiSrunDz5ElkHl71Km9JwS9Ai1fBjtXk5YnREVR1M9vCUIPIEHIONJz0vnn8j9suLiBgzEHDdvtrezp4d+DfrX60cSjCSqZJE6Yq+tn9Le/Tv12pwO0e53bHaCfAytZ1keI0iRByEgkCBnftZRrbAjbwIaLG7iactWw3d/Jn761+tKnRh+87L3ucwYhyghFgfDdsHcmhN2ZwR6/dvoO0LWfkA7QQpiIBCEjkSBUcnSKjiPXj7D+4nq2Xd5Gek46ABYqC9p4t6FfrX48Vu0xNGoZxSfKGG02nFmvXwIj5qR+m8oCAp7SB6CqLUxanhBCgpDRSBAqHanZqfwd8TfrL67naOxRw3ZHa0d6Ve9Fv1r9aODWQG6dCdPKTIajy/R9gBKj9Nus7KDZC9D6dXCtbtr6hBAGEoSMRIJQ6YtMimRD2AY2hm0kJjXGsL2WSy361uzLkzWfxN3W3YQVigonKfr2DNCLITNRv83eAwJfgVYjpAO0EGWQBCEjkSBkOlqdluCYYNZfXM/2yO1kavUzfqtVajr4dKBvrb50qtoJK7WViSsV5db1s7B/Npz8FXTZ+m1utfQdoBsPlA7QQpRhEoSMRIJQ2ZCclcyWiC1suLiBE3EnDNtdNC70rtGbfrX6Uc+1ngkrFOWGokDEf/oO0Be33dlerY2+/0+dHtIBWggzIEHISCQIlT2XEi+x4eIG/gj7g7j0OMP2eq716FuzL71r9KaSjSxWKYpJmwNn1+s7QEfnhm0VBPTRByDfVqasTghRTBKEjESCUNmVo8th/7X9rL+4np1RO8m+fevC0sKSzlU707dWX9r7tMfSwqwmUBelLTMFji2H/XMhMVK/zdIWmg3Rd4B2q2na+oQQD0WCkJFIEDIPiZmJbA7fzPqL6zl746xhu5uNG0/WeJLhDYdLB2uhl50OcaH6CRCjj8PJ1ZBxuwO0nTsEjoZWI8HezaRlCiEejQQhI5EgZH7O3zrPhosb2HRpEzczbgL6yRqX9Vwmt8wqEp0OEiL0HZ6vn4HYM/qfb4aBosu7r2tNaDsWmgwCK1nyRYjyQIKQkUgQMl/Zumz2XNnD9ODpRKdG08i9EYueWISdlZ2pSxPGlnrjTtCJPXM7+ITA7fXt8rF1Ba8G+q/qHW93gFaXbs1CiBIlQchIJAiZv0uJlxj21zASMhNo79OemY/PxMpChtybpewMiAuB2NxWntvfU64XvL9aAx51washeNUHz/r68OPgBTI5pxDlmgQhI5EgVD6ciDvByK0jydBm8FTNp/is3WcyS3VZptNBwuW8YSf2LNy4mP+2Vq5K/uB5u5XHq77+Z9caoJbO8kJUREX9/JbfEKJCaOLRhG87f8sbO95gY9hG3G3debvF26YuSwCk3dQHnbv78cSee/BtLc/6+sDj1RA86oHGoXTrFkKUCxKERIXRsWpHpradysd7P+an0z/hYevBC/VfMHVZFUd2BsSH3u68fPp2S89ZSIkpeH/Dba27Qo9nA3CsLLe1hBBGI0FIVCj9avUjPj2e749+z1eHvsLN1o2e1XuauqzyJfe2Vm7Qye28fCMMFG3Bx7j45e/H41pTbmsJIUqc/JYRFc6IhiOIS4tjZchKPtjzAZVsKtHau7WpyzJvSddg32y4Eqy/rZWVUvB+tpXy9+PxrAcax9KtVwghbpMgJCoclUrFhMAJ3Mi4wdaIrby18y0Wd19MgFuAqUszP5nJsPd7fQjKSb+zXW2tv611b+iR21pCiDJGgpCokCxUFnzR/gsSMhI4GHOQ1/55jeW9luPr6Gvq0syDNgeOLoFdX0Lq7fXefFtD4Cio3EhuawkhzIYMn38AGT5fvqVkpTB8y3BCb4VSzbEay3ouw81WllYolKJA6F/wzxSIP6/f5loTuk2Dek9Ka48Qoswo6ue3RSnWJESZ42DtwLyu8/Bx8CEyOZLXt79OamHDtiu6q0dhyZOwapA+BNm5Qc9vYMxB/QrtEoKEEGZIgpCo8DzsPJjfdT6VNJU4e+Ms43eNJ1ubbeqyyo5bl2HtSFj4GFzeA5Y20P5teOMYBI0GtczSLYQwXxKEhAD8nf2Z23Uutpa27Lu2j4/3fYyusBmMK4r0BPj7Y5jdEk79Bqj0i5KOOwJdp4KNs4kLFEKIRydBSIjbGro35P86/x+WKkv+vPQn3x3+ztQlmUZOFuyfCzObwr6ZoM2C6p3gld3Qfz44VzV1hUIIYTQShIS4SzufdnzS7hMAlp5dytIzS01cUSlSFDizDuYEwtZJkH4LPAJgyBoYugG8m5i6QiGEMDoZ3yrEPfrU7MON9Bt8e+Rb/nf4f7jauNKnZh9Tl1WyIg/C3x/pJ0QE/ersj30ITYfIMHghRLkmv+GEKMCwBsOITY9l+dnlTN47GVcbV9r5tDN1WcZ3Iwz+mQrnNuofW9lBuzehzVhZxFQIUSHIrTEhCqBSqXi35bv0qt6LHCWHt3e9zZn4M6Yuy3hSb8Dm9/W3wc5tBJUFNB+mHwnWeaKEICFEhSFBSIhCWKgs+KzdZ7TxbkN6Tjqvb3+dy0mXTV3Wo8nOgD0z9B2hg38AXQ7UfgJe2wdPzdQvgSGEEBWIBCEh7sNKbcX/PfZ/1Herz82Mm7yy7RXi0+NNXVbx6XRwYrV+KPw/UyAzSb8UxtANMOQ38JR11oQQpU9RFNKycsjM0ZqsBlli4wFkiQ0BcCP9Bi/+9SJRyVHUc63H4u6LcbA2k9tH4f/qO0JHn9A/dqoKXT6GRs+BhfxfSAhRPIqikJGtIzkzm9RMLSkZOaRk6r9SM3NIvv397u0pGTmkZuWQnHH7ubv21ynwzTONebalcdd6LOrnt3SWFqII3Gzd+KHrD7zw1wuE3AzhrZ1vMbfrXKzV1qYurXCxIbBtMlzYqn+scdLPCN36NbCyNW1tQohSpSgKmTk6Qyi5O4ikZOYPKAUFl9RMLckZ2aRmadHqjNuGkpqZY9TzFYe0CD2AtAiJu529cZaXtrxEWk4a3f2783XHr7FQlbFWleTrsOsLOLoMFB1YWELLl6HTBLB3N3V1QohHoCgKqVla4pMziU/Rf8WlZHHj9s+3UrPzhJm7A0+OkcOLSgX21pY4aCyx16hxsLHCQaPGQWOJg+b2zzaW2GsscdTovzvkft2z3c5ajcrI6xVKi5AQJaC+W31mPDaD17e/ztaIrbjbujOh1QSj/wN+KFmpsG827P0echeODegDXaaCey2TliaEKJyiKCSmZ+tDTXKWIeDcSMnKE3bikzO5kZpJRvajLf9jb/3ggOKgscTRxlIfdGzuPG+fu11jiZ2VGguLMvC77xGZXRCaM2cO33zzDTExMTRp0oRZs2YRGBhY6P4JCQl8+OGH/P7779y8eRM/Pz9mzJhBr169SrFqUZ60qdKGL9p/wfv/vs+KcyvwsPVgRKMRpitIp4XjK2DH55ASo9/m0xKe+Az82piuLiEqMK1O4WbqnSATn5JJvCHk5N1+IyWr2K01dtZq3B00uDtY4+agwd1Bg4eDNZXsrXG0scoTbPStNFbYa9TYW1uWi/BiTGYVhFavXs348eOZP38+QUFBzJgxg+7duxMaGoqnp2e+/bOysujWrRuenp6sWbMGHx8fLl++jIuLS+kXL8qVntV7Ep8ez9eHvmbG0Rm427rTt1bf0i1CUeDidtj2McSe1W+r5K9fELV+P327tRDCaDJztNxIyTK01MTdFXBupOYNOzfTsihuxxMnG0vcHXNDjQY3B+vbYUcfeNwdNbjba3B3tMbO2qw+vss0s+ojFBQURKtWrZg9ezYAOp0OX19fxo0bx8SJE/PtP3/+fL755htCQkKwsrJ6qGtKHyFxP98d+Y7FpxejVqmZ+fhMOlbtWDoXjj6pD0CXdukf27hAp/eh1Uiw1JRODUKUU4lp2aw5eoWjl2/dFXYyScooXodelQpc7W6HGcc7oSY34HjkhhxHa1ztrdFYqkvoFVVMRf38NpsglJWVhZ2dHWvWrKFfv36G7cOGDSMhIYENGzbkO6ZXr164urpiZ2fHhg0b8PDwYPDgwUyYMAG1uuC/cJmZmWRmZhoeJyUl4evrK0FIFEhRFD7a+xEbwzZia2nLoicW0dijccldMPEq7PgMTvwCKKC2hqBXoMM7YFup5K4rRAVwIiqBnw9c5o+T1wrth2OlVuFmf09rjaN1AS04GlztrVHLbSiTKXedpePj49FqtXh5eeXZ7uXlRUhISIHHXLp0iR07djBkyBA2b97MxYsXef3118nOzmbKlCkFHjN9+nSmTZtm9PpF+aRSqZjadio3Mm6w9+pexmwfw7Key6juXN24F8pIgr0zYP8cyMnQb2v4jH4+oEr+xr2WEBVIepaWP05c4+eDlzl5JdGwPcDbiX5Nq+BTyRY3ew0et1t0nG2tysbgCGE0ZtMidO3aNXx8fNi3bx9t2tzpAPr++++ze/duDh48mO+YOnXqkJGRQXh4uKEF6LvvvuObb74hOjq6wOtIi5B4GGnZaYzYOoLTN05Txb4Ky3stx9Muf7+1YtNmw5ElsOtLSLs9o7VfO3jiU/Bp8ejnF6KCCotLYcWBSNYciTLc8rJWW9C7sTcvtPajeTUXCTxmrty1CLm7u6NWq7l+/Xqe7devX6dy5YLXR/L29sbKyirPbbCAgABiYmLIysrC2jr/ZHgajQaNRvpYiOKxs7JjTtc5DP1rKJeTLvPaP6+xpMcSHK0dH+6EigKhm/UTIt64qN/mVhu6fQJ1e0pHaCEeQrZWxz9nr/PzwcvsvXjDsN3X1ZYhQX4826Iqbg7y+7+iMZsgZG1tTYsWLdi+fbuhj5BOp2P79u2MHTu2wGPatWvHypUr0el0WNxeSuD8+fN4e3sXGIKEeBSuNq7M7zqfF/96kfO3zvPGjjeY320+GnUxf7GmxsNvwyHiP/1jO3d4bJJ+dXj1w3X6F6Iii0nM4JfgSH4JjiQ2Wd/ib6GCx+t5MqS1H51qe8iQ8grMbG6NgX74/LBhw/jhhx8IDAxkxowZ/Prrr4SEhODl5cXQoUPx8fFh+vTpAERFRdGgQQOGDRvGuHHjuHDhAi+//DJvvPEGH374YZGuKaPGRHGF3gxl+JbhpGSn0M2vG990/Aa1RRFHg+i08PMAuLQTLG2hzRho9ybYyN89IYpDp1PYF3aDnw9cZtu564YlIdwdrHm+lS+DAqtRtZKdiasUJanc3RoDeP7554mLi2Py5MnExMTQtGlTtmzZYuhAHRkZaWj5AfD19WXr1q28/fbbNG7cGB8fH958800mTJhgqpcgKoC6rnX5/rHvefWfV9l2eRvTg6fzYdCHRetvsPsrfQiysoOR28GrfskXLEQ5kpiWzW9HolhxMJLw+FTD9sDqrrzY2o/uDSpjbVnGlsURJmVWLUKmIC1C4mFtjdjKe7vfQ0FhbNOxvNLklfsfcOEfWPEMoMDTi6Dxs6VSpxDlQe7Q940nrpGZox/67qCx5OnmPrzQ2o86Xg/ZX0+YrXLZIiSEOenu350b6TeYHjyd2cdn427rzoA6AwreOSEKfh8FKNByhIQgIYogd+j78gOXOXU179D3F1v70bdpFew18jEn7k/+hghRggYHDCY+PZ6FpxbyyYFPcLN1o7Nv57w75WTpO0en34QqzaDHdFOUKoTZCItL4ecDl1l75IoMfRePTIKQECVsXLNxxKfHs+7iOt7d/S6LnlhEU8+md3bY9jFcPaxfJuPZpbJEhhAFyNbq2Hb2Oj8fuMy+MBn6LoxHgpAQJUylUjG5zWRuZtxk95Xdhtmna7rUhNO/w8H5+h37/wCV/ExbrBBlTHRiOr8ER7GqgKHvL7T2o6MMfRePSDpLP4B0lhbGkp6Tzsi/R3Iy7iRedl783PpTKi9/BrJSoP146Frwsi9CVDQ6ncLesHh+PnCZf87F5hn6PrBVNQYFVcPHxdbEVYqyrtwtumoqEoSEMSVkJDB0y1DCE8OppVWx5EokztXaw4vrQS0NtKJiS0jLYs2RKzL0XRiFBCEjkSAkjC06+RovrOtDrJJF82wdPzzzFzYu1UxdlhAmoSgKJ64k6ld9l6Hvwohk+LwQZZR36FbmRV1meBUvjlpZMOHot3zb+VssLeSfo6g40rO0bDxxlZ8PRMrQd2FS8rdMiNJ07Rj89T51tNnM9O3DK9Hb2BG1g88Pfs7k1pNlyK8o9y7GprDiYP6h70829maIDH0XJiBBSIjSkn4Lfh0G2iyo25uWXabzdWQ3xu8ez5rza/Cw9eD1pq+bukohjC4rR8c/5/IPfa/maseQoGo829IXV3tZCFuYhgQhIUqDTgfrXoOEy+DiB/3mgkpFF78ufBj0IZ8e+JR5J+bhbuvOc3WfM3W1QhSLTqcQm5xJ1K00om6mEXUz3fDzlVvpRCemc3vg1+2h71680LqaDH0XZYIEISFKw76ZcP4vUGvguWVg62J46rm6zxGXHsf8E/P5/ODnuNm40cWvi+lqFeIeiqKQkJZ9O9zcCTlRt9K5cjONKwnpZN3u5FwYdwcNA1v5ytB3UeZIEBKipEXsge2f6H/u9TVUaZpvl9ebvE58ejxrzq/h/X/fZ8ETC2jh1aJ06xQVWlpWjj7k3EzLF3iu3EonJTPnvserLVR4O9vgW8kOX1fb29/v/OzhqJG+P6JMkiAkRElKjoE1L4OihSaDoPmwAndTqVR8GPQhN9JvsDNqJ+N2jGPRE4uo71a/lAsW5VVWjo5rCemFturcSM164Dk8HTX6cFPJ9vZ3O6reDjrezjZYqmWOH2F+ZB6hB5B5hMRD0+bAsr5weQ941oeR28Ha7r6HZORk8Mq2VzgaexQLlQVP1niS15q8RlXHqqVUtDBXOp3C9eSMAlt1rtxMIyYpw9BPpzDOtlZ5W3Mq2VI1N/BUssXGSl06L0YII5AJFY1EgpB4aP9MhT3/B9aOMHoXuNcq0mGJmYlM2TeF7ZHbAbC0sGRA7QGMbjwaTzvPkqtXmIUrt9I4HpWQ79bV1VvpZGnv30/HxsoiT8jxdbWjau6tLFc7nGysSulVCFHyJAgZiQQh8VBC/4JfBup/fnYJNOhf7FOcijvFrGOz2B+9HwCNWsOgeoN4ueHLVLKpZMRihTlIz9Iya8cFFvx7iZxCmnYsLVRUcbHN06pT9a7bWO4O1tJPR1QYEoSMRIKQKLZbEfBDR8hIhKDXoOeXj3S6QzGHmHVsFsdijwFgb2XPi/VfZGj9oThay9IDFcHOkFg+3nCaK7fSAWjk40wtT4c8t658XW2p7CT9dITIJUHISCQIiWLJzoCfnoDoE1C1FQzfDJaPPlGcoijsubqHWcdmce7mOQCcrJ14ueHLDKo3CDur+/c9EuYpJjGDTzadYfOpGACqONsw9akGPNGgsokrE6LskyBkJBKERLFsehsO/wS2rvDqf+Bs3E7OiqLwT+Q/zD42m0uJlwBws3FjVONRPFvnWazVMjtveZCj1bFs/2W+/TuU1CwtagsVL7fz562udWT9LSGKSIKQkUgQEkV2YjWsGw2o4IU1UKtriV1Kq9PyZ/ifzD0+l6spVwHwtvfm1Sav8lTNp2QBVzN2IiqBD9ef4vTVJACaVXPh836NqF9Ffv8IURwShIxEgpAokthzsPBxyE6DThPhsUmlctlsbTbrLq7jhxM/EJseC4Cfkx9jmo6hu393LFTSX8RcJGVk87+toSw/cBlFAScbSyb0rMegVtVkGQohHoIEISORICQeKDMZFjwGNy5AzcdhyBqwKN35VjJyMlgdupofT/3IrcxbANSpVIexTcfS2bezjBQqwxRFYdPJaD7ZdJa45EwA+jWtwoe96+PhqDFxdUKYLwlCRiJBSNyXosCal+DMOnDygVf+BXt3k5WTmp3Kz2d/ZumZpSRnJwPQ2L0xY5uNpbV3awlEZUxEfCofbzjNfxfiAajubs9n/RrSrpbp/g4JUV5IEDISCULivg4ugL/eAwtLeOkv8A00dUWAflLGJWeWsOLcCtJz9EOuW1VuxRvN3qCpZ1PTFifIzNGyYPclZu28SFaODmtLC8Z0rsUrnWrI7M1CGIkEISORICQKdeUw/NQDdNnQ40to/ZqpK8onPj2eRacW8Wvor2TrsgHo4NOBcc3GEeAWYOLqKqb9YTf4cP0pLsWlAtC+ljuf9mtIdXd7E1cmRPkiQchIJAiJAqXdhPkdIOkK1O8Lzy6FMnzbKTolmh9O/sD6i+vRKloAuvl1Y2zTsdRwqWHi6iqGGymZfL75HL8f1Y/yc3fQ8PGTATzVpIrcshSiBEgQMhIJQiIfnQ5WPgsX/wHXmvp1xGzM4+/G5aTLzD0+l7/C/0JBkYVdS4FOp/Dr4Sim/xVCYno2KhUMCarGe93r4Wwra3sJUVIkCBmJBCGRz+5vYOdnYGkLo7aDVwNTV1Rs52+dZ86xOeyI2gHIwq4lJSQmiQ/XnebIZf1IvvreTnzevyHNqslacUKUNAlCRiJBSOQRthOW9wcU6DcPmg42dUWPpKCFXQfWHciIRiNkYddHkJaVw/fbL/Djf+Hk6BTsrNWM71aH4W39ZS0wIUqJBCEjkSAkDBKvwg8dIO0GNB8KT80ydUVGc+/CrnaWdgxtMFQWdn0I/5y9zpSNZ7iaoB+t16NBZSb3qU8VF1sTVyZExSJByEgkCAkAtNmwpDdEHYTKjWDENrAqXx9ssrDro7mWkM60P86w9cx1AHxcbPmkbwO6BHiZuDIhKiYJQkYiQUgAsPVD2D8bNM7wyi5wLb8jrWRh1+LJ0epYsi+C77adJy1Li6WFipEdavBGl1rYWcuab0KYigQhI5EgJDi7EX59Uf/zwJVQr7dp6yklWp2WzeGbmXt8LldSrgCysOu9jkXe4oN1pzkXrV8gtaVfJT7r35B6leV3hRCmJkHISCQIVXA3wmBBZ8hMgrZvwBOfmrqiUpety2bdhfwLu77e5HV6VO9RIRd2TUzL5uutIawMjkRRwNnWikk96/FcS19ZIFWIMqKon99m9xtszpw5+Pv7Y2NjQ1BQEMHBwUU6btWqVahUKvr161eyBYryIzsdfh2qD0HV2kKXyaauyCSsLKx4ru5z/Pn0n7zb8l0qaSpxOekyE/6bwDN/PMPOyJ1UlP9PKYrChuNX6fLdLlYc1IegAc2rsuOdTgwMlFXihTBHZtUitHr1aoYOHcr8+fMJCgpixowZ/Pbbb4SGhuLpWfjcJxEREbRv354aNWrg6urK+vXri3xNaRGqwNaPgeM/g70HvPIfOHmbuqIyoaCFXRu5N2Jcs3HlemHXS3EpfLzhNHsv3gCghoc9n/drRJuabiauTAhRkHJ5aywoKIhWrVoxe/ZsAHQ6Hb6+vowbN46JEycWeIxWq6Vjx468/PLL/PfffyQkJEgQEg92dDlsHAsqCxi6Aap3NHVFZU5BC7vWdK5JmyptCPIOoqVXSxysHUxc5aPLyNYyf3cYc3eGkaXVobG0YNzjtRjVsQYaS1kgVYiyqqif32bT2zErK4sjR44wadIkwzYLCwu6du3K/v37Cz3uk08+wdPTkxEjRvDff/898DqZmZlkZmYaHiclJT1a4cL8RJ+Eze/qf37sQwlBhXDWOPNm8zcZEjCEH0/9yOrQ1YQlhhGWGMbP535GrVLT0L0hQd5BtPZuTROPJmY34mzPhXg+3nCa8Hj9AqkdarvzWb+G+LnJAqlClBdmE4Ti4+PRarV4eeWdk8PLy4uQkJACj9mzZw8//vgjx48fL/J1pk+fzrRp0x6lVGHOMhL1/YJyMqB2d2g/3tQVlXnutu5MCJzAK41f4WDMQQ5GH+RA9AGikqM4EXeCE3EnWHByATZqG5p7Nae1d2uCvIOo51qvzHa0jkvO5PM/z7L++DUAPBw1TOlTn96NvMvtrT8hKiqzCULFlZyczIsvvsjChQtxd3cv8nGTJk1i/Pg7H35JSUn4+vqWRImirFEUWP863AoH52rQfz5YlM0P6rLIxcaF7v7d6e7fHYBrKdc4GH2Q/dH7ORh9kJsZN9l3bR/7ru0D9C1KgZUDDcGommM1k4cMnU7hl0ORfPVXCEkZOahUMLS1H+90r4uTjSyQKkR5ZDZByN3dHbVazfXr1/Nsv379OpUrV863f1hYGBEREfTp08ewTafTAWBpaUloaCg1a9bMd5xGo0Gj0Ri5emEW9s+BkE2gtobnloKdq6krMmtVHKrQv3Z/+tfuj6IoXEi4wMFofYvRoZhDJGYmsu3yNrZd3gbo5yjKvY0W5B2Eu23R/wNjDGevJfHh+lMci0wAoKGPE1/0b0Tjqi6lWocQonSZXWfpwMBAZs3Sr/Gk0+moVq0aY8eOzddZOiMjg4sXL+bZ9tFHH5GcnMz3339PnTp1sLZ+cH8F6SxdQVzer19CQ9FC72+h1UhTV1SuZeuyORN/hgPRBzgQfYATcSfI0eXk2aeWSy1DKCrJjtepmTnM+Oc8P+2NQKtTcNBY8s4TdRjaxh+1DIcXwmyVy1Fjq1evZtiwYfzwww8EBgYyY8YMfv31V0JCQvDy8mLo0KH4+Pgwffr0Ao8fPny4jBoT+aXE6RdTTY6GRs/C0wtB+oGUqrTsNI7FHuNA9AEORh8k5GYICnd+NZVEx2udTmHLmRg+3XSW6MQMAHo38ubjJ+tT2dnmkc4thDC9cjdqDOD5558nLi6OyZMnExMTQ9OmTdmyZYuhA3VkZCQW0qdDFIdOC2tH6EOQe114coaEIBOws7KjnU872vm0A+BWxi2CY4JLpON1amYOa49eYfHeCMNoMF9XWz55qiGP1St8PjIhRPlkVi1CpiAtQuXcjs/g32/Ayh5G7wSPuqauSBSgoI7XdytKx+urCeks2xfBL8GRJGXob8M52ljyUlt/XutcC1trmRNIiPKkXN4aMwUJQuXYhW2w4hn9z08vgsbPmrYeUSSKonAx4aLhNtrh64dJzU7Ns09ux+sg7yDstPVYeyiJLadj0Or0v+783ex4qV11nmlRFXuNWTWMCyGKSIKQkUgQKqcSIuGHjpB+S98xuve3pq5IPKS7O14fjD7I8bjj+TpeazO80KbVorZjM14N6kavBtVlXTAhyjkJQkYiQagcysmExT3h6hGo0hxe3gKWMmVCeZCYls2yg+dZfmwniZxDbX8RC000KlXhHa8buTfCxlI6RwtR3kgQMhIJQuXQ5vcgeAHYuMCr/4FLNVNXJB7RpbgUFu+NYM2RK6RnawFwd7DmhdZ+PNnUmbCU44Y5jCKTI/Mcq0JFVceq1HSuSQ2XGtR0qUkN5xrUcK6BnZWdKV6OEMIIJAgZiQShcubUGv0oMYDBv0GdJ0xbj3hoiqKwL+wGP+0JZ3tIrGF7vcqOvNy+Ok81qYKNVf4O0Lkdr3Nvpd3IuFHoNbztvfXhyFkfjmq61KS6c3WcNc4l8pqEEMYjQchIJAiVI3GhsOAxyE6FDu9Cl49NXZF4CBnZWjYev8ZPe8MJiUkG9DMedKnnycvtqtOmpluRl+pQFIUbGTe4lHBJv2BsQhiXEi8RlhCWb2Ta3TxsPfStRrkh6XZLkquNzEYuRFkhQchIJAiVE5kpsKgLxIXoV5N/cT1YyHBpcxKXnMnyA5dZceAyN1KzALC1UvNsy6q81K461d2NuyJ8QkaCPhQlhnEp4ZIhIF1Pu17oMS4aF0PL0d232DztPE2+jpoQFY0EISORIFQOKAr8PhpO/QoOlfX9ghxk4jxzcfZaEj/uCeePE9fI0urXC6zibMOwtv4MbFUNZ7vSXQw1JSvFEIrCE8MNLUnXUq7lmQ37bg5WDnluseW2IHnbexd5IkghRPFIEDISCULlwKEf4c/xoFLD8E3g19bUFYkH0OkUtofE8tOecPZfutOHp1k1F0a0r06PBpWxVJetAJGek05EYoShBSn3NltUchRaRVvgMbaWtlR3rm5oRcr9XtWhKmppsRTikUgQMhIJQmYsKw2OLIZ/poI2C7p9Cu3eMHVV4j5SM3P47XAUS/ZFEHEjDQC1hYpejbx5qZ0/zatVMnGFxZelzeJy0uV8t9gikiLyzXeUy9rCGj9nvzv9j5z1t9qqOVbDSl26LWBCmCsJQkYiQcgMZabA4R9h3yxIjdNvC+gDzy2XdcTKqCu30li2/zK/BEeSfHv5CycbSwYFVWNYG3+quNiauELjy9HlEJUcdScc3Q5K4YnhZGgzCjzGUmWJr5Mv1Ryr4WHngaetp/67nSceth542HngauMqt9uEQIKQ0ZRYENLp9B/K8sFsPBlJcGgh7JsN6bdH/Lj4QYd3oOlgkP9JlymKonA08hY/7glny+kYbq9+QQ13e15q58+AFlWxs654y1/oFB3XUq4ZWo7u7ot071IiBVGr1LjZuuULSZ52+se5P7toXKQDtyjXJAgZSYkFoVNrYO/3EDgaGj0DVuXvf7ylJj1BP0Hi/jmQkaDf5lpDP0S+8XMSgMqYbK2Ozaei+WlvBCeiEgzb29VyY0T76nSu4ynLXxRAURSup13nUsIlrqVeIy4tjtj0WP33tFji0uO4kX6j0A7b97K0sDS0IhXUspS7zcnaSQKTMEsShIykxILQkich4j/9z7aVoPlQaDkCKvkZ7xrlXdpNODgfDsyHzET9Nrfa0PE9aDgA1BWvNaEsS0jLYmVwJMv2XSYmSX/rx9rSgn5Nq/By++rUqyy3nh9Vji6HG+k3iE+PN4SjPN/T4ohLj7vvHEn30qg1uNu6F9qylBua7K3sJTCJMkWCkJGUWBBKuwnHlsOhRfoFQAFQQd2eEDgKajwmt80Kk3oDDsyBgwsgSz+hHh4B0PFdaNBf5gcqY8LiUli8N5y1R67etfyFhhdb+zGkdTXcHWSdt9KWrc3mRsYNQzi6t2Up93ti7n8wisDW0hZPO099aCqghcnN1g0XjQtO1k5YWsh/UkTJkyBkJCXeWVqnhQt/62/thO24s92ttj4QNRkENvI/ZQBS4mD/LAhepJ8dGsCrIXR6H+r1AQvpIFpWKIrCnovx/LQnnJ2hcYbtAd5OjGhfnT5NvNFYSmAt6zK1mcSlxeVvYborPMWlxZGcnVys8zpaOeKsccZF44KzxrnQn+/+7mDlIC1OolgkCBlJqY4aizuvbyE6vvJOS4e1AzQZCK1GgWe9kr1+WZUcox8BduhHyEnXb/NuAp0mQJ2eEoDKkIxsLRuOX+WnPRGEXr97+QsvRrSvTusarvJhVg6l56QTnxZfaMtSbFosNzNukpxVvMB0N7VKbQhKztb3D1F3P7a1lP6XFZUEISMxyfD5zGQ4sQqCF0J86J3t1TtC4CtQp0fF6P+SeFXfofzoUsi5PZy4SnPoPBFqPyG3DsuQHK2OubvCWLIvgpu3l7+ws1bzXEtfhrf1x9/Iy18I85SjyyEpK4nEzEQSMxNJyEzI8z3ftiz9tvTc/wA9BI1ag7O1M842d0KSk7VTvsB098/OGmesLGSQhbmTIGQkJp1HSFEg/F/9bbPQzaDolxfA2RdavgzNh4G9W+nWVBoSomDP/+n7UGn1H6pUDYTOE6BmFwlAZYyiKLy/5iS/HbkCgI+LLcPb+vNcK1+cbeXDRDy6TG1mgYEpITOBpMwkw8/3hqkcpeAJK4vC3soeJ2sn7K3ssbOyw97SHgdrB+ws7bC3sr+z/fbP9pb3PL79vJ2lnfSJMhEJQkZSZiZUTIiEwz/BkaV35shRa/SjowJHgU9z09VmLLci4L/v9LcGddn6bdXa6gNQ9U4SgMogRVH4/M9zLNoTjoUKvujfiGdaVC1zy1+IikdRFNJy0goNSQX+nJVIUmZSkacgKCobtU2ekHR3mMoTqAoJU/aWdx7bWtrK7eUikiBkJGUmCOXKzoAzv8PBHyD6+J3tPi0h6BWo3xcszWwUzo0wfQA68QvkrslUvaO+D5B/e9PWJu5r1vYLfLvtPAD/e7YJz7SoauKKhHg0Wp2W5KxkQyhKzUklNTuVtOw0UrNTDV9pOXce5z6Xkp2i//n2MYUtofIoVKgM4ShPuLorTGksNdiobbCxtEGjvuvn29s1ag22lrZo1Bo0lhps1bZ5nisv69xJEDKSMheEcikKXD2iv212+vc7LSj2HtBiOLR4CZx9TFriA8VfgH//p18VPve2X83HoeP74NfGtLWJB1q6L4IpG88AMPnJ+rzcvrqJKxKibMnSZj0wPKVmp5Kak/ex4ed7QpixW6oKY2VhpQ9Flpq8oemeAJUbsHL3vTt83b2vIZDl7pv7s6UN1hbWJdbCJUHISMpsELpbSqz+ltnhnyD5mn6bSg0BT+pnrvZrV7ZuK8WGwL/fwOm1kPsPu/YT+gDk28qkpYmiWX/sKm+tPg7Am11q83a3OqYtSIhyTlEU0nPS84Sp3JCUkp1i+DktJ40MbQaZOZlkajNJz0knU5tp2JaRk6H/WZtJZk4m6dp0MnMyydJlmeR1qVChUWuYEDiBZ+o8Y9RzF/XzW3pwlQcOntDpPWj/FoT8qR9tdnkPnN2g//JsoO9H1Pg5sDbh6J2Y0/oAdHYDhgBUt5d+Jujy0Mepgvjn7HXe+e0EAMPb+vNW19omrkiI8k+l0t8Ss7Oyw93W3ejn1yk6MnJuByTtncCUu+3uAJWRc9f23IB1v30L2Ed7uxuEgkKGNgO1ynS346RF6AHMokWoINfP6APRydWQnabfpnGGZi9AqxHgVrP0aok+Abu/hpBNd7YF9NEHIO8mpVeHeGT7w24wbHEwWTk6nm7uw/+eaSLrggkhii1bl50nHDlrnHG0djTqNeTWmJGYbRDKlX5LPworeCHcCr+zvVY3/W2zWl1LbkLCq0dg9zdw/q/bG1TQoJ8+AHk1KJlrihJz8koCgxceJCUzh271vZg3pLmMDhNClFkShIzE7INQLp0OwrbrO1df+PvO9krVodVIaDZEv/irMUQF61uALm7TP1ZZ6If5d3i34s6ObeYuxibz7Pz93ErLpk0NNxa/1Aobq/IxskQIUT5JEDKSchOE7nYjTL9cxbGf76zabmWn70PUahRUbvhw5728Tx+ALu3UP1ap9efs8C641zJO7aLURd1M49n5+4lJyqBJVWdWjGqNg0a6FwohyjYJQkZSLoNQrqxUOPmr/rZZ7Jk72/3a6TtX13sS1A+YGVhRIOI/fQCK+E+/zcJSvz5a+/Gl2xdJGF1ccibPzt9HxI00ans68Osrbahkb23qsoQQ4oEkCBlJuQ5CuRRF35oTvADO/XFnUkNH7ztLeTh65T/m0i59AIrcp99mYaW/xdb+bajkX5qvQJSAxPRsBi44wLnoJKpWsmXNq22p7Gxj6rKEEKJISjwIXbx4kbCwMDp27IitrS2KopTLab8rRBC6W+JVOLIYjiyB1Dj9NgsraNBf37m6aku4+A/s/gquHNI/r7bWh6V2b4KLr8lKF8aTlpXDiz8Gc+TyLTwcNax5tQ1+brJwqhDCfJRYELpx4wbPP/88O3bsQKVSceHCBWrUqMHLL79MpUqV+Pbbbx+5+LKkwgWhXDmZ+vl+ghfcCTwA9p6QGqv/2dJGP4N1uzfAqYpp6hRGl5WjY+Syw/x7Pg4nG0tWv9KGAO8K9HdfCFEuFPXzu9hjX99++20sLS2JjIzEzs7OsP35559ny5YtD1etKHssNfqOziP/gVE7oekQ/SKvqbFgaQttxsKbJ6HnlxKCyhGtTuHt1cf593wctlZqFr8UKCFICFGuFXvox99//83WrVupWjXv4oq1a9fm8uXLRitMlCE+zcFnLnT7FK4E6xd4dfAwdVXCyBRF4cN1p/jzVDRWahULhraghZ+RplQQQogyqtgtQqmpqXlagnLdvHkTjabkVz2fM2cO/v7+2NjYEBQURHBwcKH7Lly4kA4dOlCpUiUqVapE165d77u/eAB7N6jbU0JQOaQoCl/+FcKqQ1FYqGDmwGZ0qC1/zkKI8q/YQahDhw4sW7bM8FilUqHT6fj666957LHHjFrcvVavXs348eOZMmUKR48epUmTJnTv3p3Y2NgC99+1axeDBg1i586d7N+/H19fX5544gmuXr1aonUKYW7m7Q7jh38vAfDl043p2cjbxBUJIUTpKHZn6dOnT9OlSxeaN2/Ojh07eOqppzhz5gw3b95k79691KxZcvPGBAUF0apVK2bPng2ATqfD19eXcePGMXHixAcer9VqqVSpErNnz2bo0KFFumaF7SwtKoyfD1zmo/WnAfiodwAjO9QwcUVCCPHoSqyzdMOGDTl//jzt27enb9++pKam8vTTT3Ps2LESDUFZWVkcOXKErl27GrZZWFjQtWtX9u/fX6RzpKWlkZ2djaura0mVKYRZ2XD8Kh9v0IegcY/XkhAkhKhwHmqefGdnZz788ENj13Jf8fHxaLVavLzyTuzn5eVFSEhIkc4xYcIEqlSpkidM3SszM5PMzEzD46SkpIcrWIgybmdILO/8egJFgaFt/BjfrY6pSxJCiFJX7CD077//3vf5jh07PnQxJenLL79k1apV7Nq1CxubwmfHnT59OtOmTSvFyoQofcHhN3n15yPk6BT6Na3C1D4NyuWEqEII8SDFDkKdO3fOt+3uX6BarfaRCiqMu7s7arWa69ev59l+/fp1KleufN9j//e///Hll1/yzz//0Lhx4/vuO2nSJMaPH294nJSUhK+vzJYsyo/TVxMZseQQmTk6utTz5Jtnm2BhISFICFExFbuP0K1bt/J8xcbGsmXLFlq1asXff/9dEjUCYG1tTYsWLdi+fbthm06nY/v27bRp06bQ477++ms+/fRTtmzZQsuWLR94HY1Gg5OTU54vIcqLsLgUhv0UTHJmDkHVXZkzpDlW6mL/GhBCiHKj2C1Czs7O+bZ169YNa2trxo8fz5EjR4xSWEHGjx/PsGHDaNmyJYGBgcyYMYPU1FReeuklAIYOHYqPjw/Tp08H4KuvvmLy5MmsXLkSf39/YmJiAHBwcMDBwaHE6hSiLLqakM6Liw5yIzWLRj7OLBrWEhsrtanLEkIIk3qoztIF8fLyIjQ01FinK9Dzzz9PXFwckydPJiYmhqZNm7JlyxZDB+rIyEgsLO7873bevHlkZWXxzDPP5DnPlClTmDp1aonWKkRZEp+SyYuLDnItMYOaHvYsfTkQRxsrU5clhBAmV+x5hE6ePJnnsaIoREdH8+WXX5KTk8OePXuMWqCpyTxCwtwlZWQzaMEBzlxLwsfFljWvtcHb2dbUZQkhRIkq6ud3sVuEmjZtikql4t781Lp1a3766afiVyqEKDHpWVpGLjnMmWtJuDtY8/PIIAlBQghxl2IHofDw8DyPLSws8PDwuO+QdCFE6cvK0fH6iiMER9zE0caSZS8HUd3d3tRlCSFEmVLsIOTn51cSdQghjEirU3jntxPsDI3DxsqCxcNbUb+K3NoVQoh7FSkIzZw5s8gnfOONNx66GCHEo1MUhckbTvPHiWtYqVXMf6EFLf1lWRkhhChIkTpLV69evWgnU6m4dOnSIxdVlkhnaWFuvt4SwtxdYahUMGtQM55sXMXUJQkhRKkzamfpe/sFCSHKph92hzF3VxgAX/RvJCFICCEeQKaUFaKc+CU4kul/6RcgntSzHoMCq5m4IiGEKPseakLFK1eusHHjRiIjI8nKysrz3HfffWeUwoQQRffnyWg+WHcKgNc61+SVTjVNXJEQQpiHYgeh7du389RTT1GjRg1CQkJo2LAhERERKIpC8+bNS6JGIcR97AqN5a3Vx1AUGBJUjfe71zV1SUIIYTaKfWts0qRJvPvuu5w6dQobGxvWrl1LVFQUnTp14tlnny2JGoUQhTgccZNXfz5CtlahT5MqfNK3ISqVrCQvhBBFVewgdO7cOYYOHQqApaUl6enpODg48Mknn/DVV18ZvUAhRMHOXkvipSWHyMjW0bmuB98+2wS1hYQgIYQojmIHIXt7e0O/IG9vb8LCwgzPxcfHG68yIUShwuNTGfrTQZIzcgj0d2XekBZYW8rYByGEKK5i9xFq3bo1e/bsISAggF69evHOO+9w6tQpfv/9d1q3bl0SNQoh7hKdmM4Liw4Sn5JFfW8nFg1via212tRlCSGEWSp2EPruu+9ISUkBYNq0aaSkpLB69Wpq164tI8aEKGE3U7N48cdgriakU8PdnmUjAnGysTJ1WUIIYbaKHYS++OILXnjhBUB/m2z+/PlGL0oIkV9yRjbDfgrmYmwKVZxtWD4yCHcHjanLEkIIs1bsTgVxcXH06NEDX19f3nvvPU6cOFESdQkh7pKRrWXk0sOcupqIm701y0cG4eNia+qyhBDC7BU7CG3YsIHo6Gg+/vhjDh06RPPmzWnQoAFffPEFERERJVCiEBVbtlbH2JVHORh+E0eNJUtfDqSmh4OpyxJCiHKhSIuu3s+VK1f45Zdf+Omnn7hw4QI5OTnGqq1MkEVXhSnpdArv/HaCdceuorG0YNnLgQTVcDN1WUIIUeYV9fP7kcbbZmdnc/jwYQ4ePEhERAReXl6PcjohxF0URWHqH2dYd+wqlhYq5r/QQkKQEEIY2UMFoZ07dzJq1Ci8vLwYPnw4Tk5ObNq0iStXrhi7PiEqrP/bdp5l+y+jUsG3zzXhsXqepi5JCCHKnWKPGvPx8eHmzZv06NGDBQsW0KdPHzQaGbkihDEt+u8SM3dcBODTvg3p29THxBUJIUT5VOwgNHXqVJ599llcXFxKoBwhRHD4TT778xwA73Wvywut/UxckRBClF/FDkKjRo0qiTqEELf9tCccgAHNq/J655omrkYIIco3WZxIiDIkOjGdbeeuA/BKpxqykrwQQpQwCUJClCG/BEeh1SkEVXeljpejqcsRQohyT4KQEGVEtlbHL8GRALzYRvoFCSFEaZAgJEQZ8feZ68QlZ+LhqOGJ+pVNXY4QQlQIEoSEKCOWH4gAYFArX6wt5Z+mEEKUBvltK0QZcOF6Mgcu3URtoWJQUDVTlyOEEBWGBCEhyoCfD1wGoFuAF97Osqq8EEKUFglCQphYamYOa49eBaSTtBBClDYJQkKY2PrjV0nJzKGGhz1ta8qiqkIIUZokCAlhQoqisHy//rbYC0F+MoGiEEKUMglCQpjQ4cu3CIlJxsbKggEtqpq6HCGEqHAkCAlhQrmtQf2a+uBsa2XiaoQQouIxuyA0Z84c/P39sbGxISgoiODg4Pvu/9tvv1GvXj1sbGxo1KgRmzdvLqVKhbi/uORM/jodDSArzAshhImYVRBavXo148ePZ8qUKRw9epQmTZrQvXt3YmNjC9x/3759DBo0iBEjRnDs2DH69etHv379OH36dClXLkR+vx6OIlur0KyaCw19nE1djhBCVEgqRVEUUxdRVEFBQbRq1YrZs2cDoNPp8PX1Zdy4cUycODHf/s8//zypqals2rTJsK1169Y0bdqU+fPnF+maSUlJODs7k5iYiJOTk3FeiKjwtDqFDl/t4FpiBt8914Snm0v/ICGEMKaifn6bTYtQVlYWR44coWvXroZtFhYWdO3alf379xd4zP79+/PsD9C9e/dC9wfIzMwkKSkpz5cQxrYjJJZriRlUsrOiVyNvU5cjhBAVltkEofj4eLRaLV5eXnm2e3l5ERMTU+AxMTExxdofYPr06Tg7Oxu+fH19H714Ie6x/PZM0s+18sXGSm3iaoQQouIymyBUWiZNmkRiYqLhKyoqytQliXImIj6Vf8/HoVLBkEDpJC2EEKZkaeoCisrd3R21Ws3169fzbL9+/TqVK1cu8JjKlSsXa38AjUaDRqN59IKFKMSKg/rWoM51PKjmZmfiaoQQomIzmxYha2trWrRowfbt2w3bdDod27dvp02bNgUe06ZNmzz7A2zbtq3Q/YUoaRnZWn49fAWQdcWEEKIsMJsWIYDx48czbNgwWrZsSWBgIDNmzCA1NZWXXnoJgKFDh+Lj48P06dMBePPNN+nUqRPffvstvXv3ZtWqVRw+fJgFCxaY8mWICuyPE9dITM+maiVbOtXxNHU5QghR4ZlVEHr++eeJi4tj8uTJxMTE0LRpU7Zs2WLoEB0ZGYmFxZ1GrrZt27Jy5Uo++ugjPvjgA2rXrs369etp2LChqV6CqOB+vt1JekiQH2oLWVdMCCFMzazmETIFmUdIGMuJqAT6ztmLtdqC/ZMex81B+qIJIURJKXfzCAlh7nJbg3o39pYQJIQQZYQEISFKQUJaFhtPXANkXTEhhChLJAgJUQrWHLlCZo6O+t5ONK/mYupyhBBC3CZBSIgSptMphttiL7bxQ6WSTtJCCFFWSBASooTtuRhPxI00HDWW9G1axdTlCCGEuIsEISFKWO66YgNaVMXO2qxmrBBCiHJPgpAQJehqQjrbz+mXeZFO0kIIUfZIEBKiBP1yMBKdAm1rulHL08HU5QghhLiHBCEhSkhWjo5VhyIBeFFag4QQokySICRECdlyJob4lCy8nDR0re9l6nKEEEIUQIKQECXk5/36TtKDAqthpZZ/akIIURbJb2chSkBITBLBETdRW6gYFFjN1OUIIYQohAQhIUpA7gSK3Rt44eVkY+JqhBBCFEaCkBBGlpyRzbqjVwEZMi+EEGWdBCEhjGz9saukZmmp6WFPmxpupi5HCCHEfUgQEsKIFEVh2e1O0i+2lnXFhBCirJMgJIQRHQy/yYXYFOys1TzdoqqpyxFCCPEAEoSEMKLcdcX6NfPBycbKxNUIIYR4EAlCQhhJbFIGW0/HAPBCkHSSFkIIcyBBSAgjWXUoihydQku/StSv4mTqcoQQQhSBBCEhjCBHq2PlwdvrirWR1iAhhDAXEoSEMIJ/zsUSk5SBm701PRpWNnU5QgghikiCkBBGkDuT9POtfNFYqk1cjRBCiKKSICTEIwqLS2HPxXhUKhgcJOuKCSGEOZEgJMQjWnFA3zeoSz1PqlayM3E1QgghikOCkBCPIC0rh9+ORAGyrpgQQpgjCUJCPII/TlwjOSOHaq52dKztYepyhBBCFJMEISEe0t3rir3QuhoWFrKumBBCmBsJQkI8pONRCZy5loS1pQXPtvA1dTlCCCEeggQhIR5S7rpifRpXoZK9tYmrEUII8TAkCAnxEG6mZrHpZDQgM0kLIYQ5kyAkxEP47XAUWTk6Gvk406Sqs6nLEUII8ZAkCAlRTDqdws8H9bfFXmzth0olnaSFEMJcSRASoph2X4gj6mY6TjaW9GlSxdTlCCGEeAQShIQopp9vD5l/tqUvttayrpgQQpgzswlCN2/eZMiQITg5OeHi4sKIESNISUm57/7jxo2jbt262NraUq1aNd544w0SExNLsWpR3kTdTGNHaCwAQ2RdMSGEMHtmE4SGDBnCmTNn2LZtG5s2beLff/9l9OjRhe5/7do1rl27xv/+9z9Onz7NkiVL2LJlCyNGjCjFqkV5szI4EkWBDrXdqeHhYOpyhBBCPCKVoiiKqYt4kHPnzlG/fn0OHTpEy5YtAdiyZQu9evXiypUrVKlStH4av/32Gy+88AKpqalYWloW6ZikpCScnZ1JTEzEycnpoV+DMH+ZOVraTN/BzdQsfnixBd0bVDZ1SUIIIQpR1M9vs2gR2r9/Py4uLoYQBNC1a1csLCw4ePBgkc+T+2bcLwRlZmaSlJSU50sIgL9OxXAzNQtvZxu61PM0dTlCCCGMwCyCUExMDJ6eeT94LC0tcXV1JSYmpkjniI+P59NPP73v7TSA6dOn4+zsbPjy9ZWlE4Re7kzSgwOrYak2i386QgghHsCkv80nTpyISqW671dISMgjXycpKYnevXtTv359pk6det99J02aRGJiouErKirqka8vzN+Za4kcuXwLSwsVzwdKOBZCiPKiaB1lSsg777zD8OHD77tPjRo1qFy5MrGxsXm25+TkcPPmTSpXvn8/jeTkZHr06IGjoyPr1q3DysrqvvtrNBo0Gk2R6hcVx88HIgHo0bAyno42Jq5GCCGEsZg0CHl4eODh4fHA/dq0aUNCQgJHjhyhRYsWAOzYsQOdTkdQUFChxyUlJdG9e3c0Gg0bN27ExkY+wETxJWVks/7YVUA/k7QQQojywyw6OgQEBNCjRw9GjRpFcHAwe/fuZezYsQwcONAwYuzq1avUq1eP4OBgQB+CnnjiCVJTU/nxxx9JSkoiJiaGmJgYtFqtKV+OMDNrj1whPVtLHS8HAqu7mrocIYQQRmTSFqHiWLFiBWPHjqVLly5YWFgwYMAAZs6caXg+Ozub0NBQ0tLSADh69KhhRFmtWrXynCs8PBx/f/9Sq12YL0VRDJ2kZV0xIYQof8wmCLm6urJy5cpCn/f39+fuKZE6d+6MGUyRJMq4/WE3uBSXir21mn7NfExdjhBCCCMzi1tjQphKbmtQ/+Y+ONrcv6O9EEII8yNBSIhCxCRm8PfZ6wC8IJ2khRCiXJIgJEQhfgmORKtTCPR3pV5lWV5FCCHKIwlCQhQgW6vjl2D93EEvtJHWICGEKK8kCAlRgG1nrxObnIm7g4YesriqEEKUWxKEhCjA8v36TtKDAn2xtpR/JkIIUV7Jb3gh7nExNpn9l25goYJBgdVMXY4QQogSJEFIiHvkrivWNcCLKi62Jq5GCCFESZIgJMRdUjNzWHvkCgAvSidpIYQo9yQICXGXDcevkZyZQ3V3e9rVdDd1OUIIIUqYBCEhblMUhWX7IwAYElQNCwtZV0wIIco7CUJC3HY08hYhMcnYWFnwbAtfU5cjhBCiFEgQEuK23CHzTzWpgrOdrCsmhBAVgQQhIYD4lEw2n4oB4MXW/qYtRgghRKmRICQE8OvhKLK0Opr4utCoqrOpyxFCCFFKJAiJCk+rU1hxe+6gF2WVeSGEqFAkCIkKb1doLFcT0nGxs+LJxt6mLkcIIUQpkiAkKrzlB/SdpJ9r6YuNldrE1QghhChNEoREhXb5Riq7z8cB+rmDhBBCVCwShESFtvJgJIoCnep44Odmb+pyhBBClDJLUxcghKlkZGtZfTgKkE7SwnxotVqys7NNXYYQJmdlZYVa/ejdGSQIiQrrz5PRJKRl4+Niy2P1PE1djhD3pSgKMTExJCQkmLoUIcoMFxcXKleujEr18EsiSRASFVZuJ+nBQdVQy7pioozLDUGenp7Y2dk90i9+IcydoiikpaURGxsLgLf3w4/4lSAkKqRTVxI5HpWAlVrF861kXTFRtmm1WkMIcnNzM3U5QpQJtra2AMTGxuLp6fnQt8mks7SokJYfiACgVyNv3B00pi1GiAfI7RNkZ2dn4kqEKFty/008Sr85CUKiwklMy2bD8WuAdJIW5kVuhwmRlzH+TUgQEhXOb0eiyMzRUa+yIy38Kpm6HCGEECYkQUhUKDqdwoqDt9cVa+Mn/8MWwsR27dqFSqW672i4ouxjDJ07d+att94q0WsoisLo0aNxdXVFpVJx/PjxEr3e/URERJi8hrJAOkuLCmVvWDzh8ak4aCzp19TH1OUIIYqgbdu2REdH4+zsbJTz7dq1i8cee4xbt27h4uJi2P77779jZWVllGsUZsuWLSxZsoRdu3ZRo0YN3N3dS/R6uYYPH05CQgLr1683bPP19SU6OrrUaiirJAiJCmX5fv2Q+QHNfbDXyF9/IcyBtbU1lStXLvHruLq6lvg1wsLC8Pb2pm3btiV+rQdRq9Wl8r6WdXJrTFQY1xLS+efcdQBekE7SwswpikJaVo5JvhRFKXKdmZmZvPHGG3h6emJjY0P79u05dOhQvv327t1L48aNsbGxoXXr1pw+fdrwXEG3xvbs2UOHDh2wtbXF19eXN954g9TU1DzXnTBhAr6+vmg0GmrVqsWPP/5IREQEjz32GACVKlVCpVIxfPhwIO+tsQ8++ICgoKB8dTZp0oRPPvnE8HjRokUEBARgY2NDvXr1mDt3bqHvxfDhwxk3bhyRkZGoVCr8/f0B8Pf3Z8aMGXn2bdq0KVOnTjU8VqlULFq0iP79+2NnZ0ft2rXZuHFjnmPOnDnDk08+iZOTE46OjnTo0IGwsDCmTp3K0qVL2bBhAyqVCpVKxa5duwq8NbZ7924CAwPRaDR4e3szceJEcnJyDM937tyZN954g/fffx9XV1cqV66cp05zJP8lFhXGL8GR6BRoXcOV2l6Opi5HiEeSnq2l/uStJrn22U+6Y2ddtI+P999/n7Vr17J06VL8/Pz4+uuv6d69OxcvXszTAvPee+/x/fffU7lyZT744AP69OnD+fPnC7xVFRYWRo8ePfjss8/46aefiIuLY+zYsYwdO5bFixcDMHToUPbv38/MmTNp0qQJ4eHhxMfH4+vry9q1axkwYAChoaE4OTkZ5qO525AhQ5g+fTphYWHUrFkT0AeNkydPsnbtWgBWrFjB5MmTmT17Ns2aNePYsWOMGjUKe3t7hg0blu+c33//PTVr1mTBggUcOnSo2PPeTJs2ja+//ppvvvmGWbNmMWTIEC5fvoyrqytXr16lY8eOdO7cmR07duDk5MTevXvJycnh3Xff5dy5cyQlJRneH1dXV65du5bn/FevXqVXr14MHz6cZcuWERISwqhRo7CxsckTdpYuXcr48eM5ePAg+/fvZ/jw4bRr145u3boV6/WUFRKERIWQlaPjl+DcdcX8TVuMEBVEamoq8+bNY8mSJfTs2ROAhQsXsm3bNn788Ufee+89w75TpkwxfJAuXbqUqlWrsm7dOp577rl8550+fTpDhgwxtN7Url2bmTNn0qlTJ+bNm0dkZCS//vor27Zto2vXrgDUqFHDcHxuAPP09MzTR+huDRo0oEmTJqxcuZKPP/4Y0AefoKAgatWqZaj522+/5emnnwagevXqnD17lh9++KHAIOTs7Iyjo+ND35IaPnw4gwYNAuCLL75g5syZBAcH06NHD+bMmYOzszOrVq0yhMc6deoYjrW1tSUzM/O+1507dy6+vr7Mnj0blUpFvXr1uHbtGhMmTGDy5MlYWOhvIjVu3JgpU6YA+vd+9uzZbN++XYKQEGXZ1jMxxKdk4uGo4YkGXqYuR4hHZmul5uwn3U127aIICwsjOzubdu3aGbZZWVkRGBjIuXPn8uzbpk0bw8+urq7UrVs33z65Tpw4wcmTJ1mxYoVhm6Io6HQ6wsPDOXXqFGq1mk6dOhXnZeUzZMgQfvrpJz7++GMUReGXX35h/PjxgD7khYWFMWLECEaNGmU4Jicnx2iduu/VuHFjw8/29vY4OTkZlpg4fvw4HTp0eKTO3ufOnaNNmzZ5RtO2a9eOlJQUrly5QrVq1fLVAfrlLXLrMEdmE4Ru3rzJuHHj+OOPP7CwsGDAgAF8//33ODg4PPBYRVHo1asXW7ZsYd26dfTr16/kCxZlSu66YoMCq2Gllq5xwvypVKoi354qb1JSUnjllVd444038j1XrVo1Ll68aJTrDBo0iAkTJnD06FHS09OJiori+eefN9QA+haue/sSFfeWl4WFRb5+VwXNlHxvyFGpVOh0OoACb++VlPvVYY7M5l/RkCFDiI6OZtu2bWRnZ/PSSy8xevRoVq5c+cBjZ8yYIfPFVGChMckEh99EbaFiUKCsKyZEaalZsybW1tbs3bsXPz/9AIXs7GwOHTqUb76eAwcOGFocbt26xfnz5wkICCjwvM2bN+fs2bOGW1T3atSoETqdjt27dxtujd3N2toa0K/hdj9Vq1alU6dOrFixgvT0dLp164anpycAXl5eVKlShUuXLjFkyJD7nudBPDw8iI6ONjxOSkoiPDy8WOdo3LgxS5cuJTs7u8BWIWtr6we+3oCAANauXYuiKIbPzL179+Lo6EjVqlWLVY85MYv/Gp87d44tW7awaNEigoKCaN++PbNmzWLVqlX5Onvd6/jx43z77bf89NNPpVStKGt+vt0a1C3AC2/n0vtfkxAVnb29Pa+99hrvvfceW7Zs4ezZs4waNYq0tDRGjBiRZ99PPvmE7du3c/r0aYYPH467u3uhrfcTJkxg3759jB07luPHj3PhwgU2bNjA2LFjAf0orGHDhvHyyy+zfv16wsPD2bVrF7/++isAfn76yVQ3bdpEXFycoXWnIEOGDGHVqlX89ttv+QLPtGnTmD59OjNnzuT8+fOcOnWKxYsX89133xXrfXr88cdZvnw5//33H6dOnWLYsGHFblUaO3YsSUlJDBw4kMOHD3PhwgWWL19OaGio4T05efIkoaGhxMfHF9ji9PrrrxMVFcW4ceMICQlhw4YNTJkyhfHjxxv6B5VHZvHK9u/fj4uLCy1btjRs69q1KxYWFhw8eLDQ49LS0hg8eDBz5swpcse0zMxMkpKS8nwJ85WSmcPvR68A+pmkhRCl68svv2TAgAG8+OKLNG/enIsXL7J161YqVaqUb78333yTFi1aEBMTwx9//GFoublX48aN2b17N+fPn6dDhw40a9aMyZMnU6VKFcM+8+bN45lnnuH111+nXr16jBo1yjC83sfHh2nTpjFx4kS8vLwMAaogzzzzDDdu3CAtLS1fMBs5ciSLFi1i8eLFNGrUiE6dOrFkyRKqV69erPdo0qRJdOrUiSeffJLevXvTr18/w0i1onJzc2PHjh2kpKTQqVMnWrRowcKFCw2tQ6NGjaJu3bq0bNkSDw8P9u7dm+8cPj4+bN68meDgYJo0acKrr77KiBEj+Oijj4pVi7lRKcWZEMJEvvjiC5YuXWpItrk8PT2ZNm0ar732WoHHvfLKK2i1WhYtWgTo72M+qI/Q1KlTmTZtWr7tiYmJODk5PfyLEKUuPUvLW6uPsfXMdWp42LN9fCe5RSrMUkZGBuHh4VSvXh0bGxtTl1Pqtm7dSs+ePcnIyCg0HImK6X7/NpKSknB2dn7g57dJW4QmTpxomNypsK+QkJCHOvfGjRvZsWNHvkmqHmTSpEkkJiYavqKioh7q+sK04lMyGbTwAFvPXMdabcHHvetLCBLCDF2/fp0NGzZQu3ZtCUGiRJi0s/Q777xjmNGzMDVq1KBy5cr5hubl5ORw8+bNQm957dixg7CwsHxzRAwYMIAOHTqwa9euAo/TaDRoNJqivgRRBoXFpfDS4kNE3kzDxc6KhUNb0sq/5KfOF0IYX69evUhOTr7vjM1CPAqTBiEPDw88PDweuF+bNm1ISEjgyJEjtGjRAtAHHZ1OV+AU6KBvbRo5cmSebY0aNeL//u//6NOnz6MXL8qk4PCbjFp2mMT0bKq52rH4pVbU9HjwFAtCiLLpyJEjpi5BlHNmMXw+ICCAHj16MGrUKObPn092djZjx45l4MCBhs5xV69epUuXLixbtozAwEAqV65cYGtRtWrVit2RTZiHjSeu8e6vJ8jS6mhWzYVFQ1vi5iCte0IIIQpnFqPGQD+1eb169ejSpQu9evWiffv2LFiwwPB8dnY2oaGhpKWlmbBKYQqKojB310Xe+OUYWVodPRpU5pdRrSUECSGEeCCzaBEC/ZTr95s80d/f/4ErIpvBADlRTDlaHR9vOMMvwZEAjGxfnUm9AlBbSMdoIYQQD2Y2QUiIe6Vk5jBmxVF2n4/DQgVT+jRgWFt/U5clhBDCjEgQEmYpJjGDl5Yc4lx0ErZWamYOaka3+rKYqhBCiOIxmz5CQuQ6F51E/7l7ORedhLuDhtWvtJYQJIQQ6LuAjB49GldXV1QqFcePHzdZLRERESavoSgkCAmz8u/5OJ6dv5/oxAxqeTqw7vW2NK7qYuqyhBAmsmvXLlQqFQkJCaYupUzYsmULS5YsYdOmTURHR9OwYcNSue7w4cPzrdrg6+tbqjU8LLk1JszGr4ei+GDdKXJ0Cq1ruPLDCy1xtsu/yrIQQhhDVlaW2c1mHRYWhre3N23btjV1KajV6iKv82lK0iIkyjxFUfjf1lDeX3uSHJ1C/2Y+LH05UEKQEGagc+fOjB07lrFjx+Ls7Iy7uzsff/xxnlG8t27dYujQoVSqVAk7Ozt69uzJhQsXDM9fvnyZPn36UKlSJezt7WnQoAGbN28mIiKCxx57DIBKlSqhUqkKXa1gyZIluLi4sH79emrXro2NjQ3du3fPs4zS1KlTadq0KYsWLcqzdlVkZCR9+/bFwcEBJycnnnvuOa5fv57n/H/88QetWrXCxsYGd3d3+vfvb3guMzOTd999Fx8fH+zt7QkKCsqzukFhry/3vRkyZAgeHh7Y2tpSu3ZtFi9eXOBrHD58OOPGjSMyMhKVSoW/vz+gH1V973JTTZs2ZerUqYbHKpWKRYsW0b9/f+zs7KhduzYbN27Mc8yZM2d48skncXJywtHRkQ4dOhAWFsbUqVNZunQpGzZsMCyPtWvXrgJvje3evZvAwEA0Gg3e3t5MnDiRnJwcw/OdO3fmjTfe4P3338fV1ZXKlSvnqbMkSIuQKNMyc7RMWHOS9cevAfDG47V4u1sdWTdMCEWBbBPNm2ZlB8X4N7h06VJGjBhBcHAwhw8fZvTo0VSrVo1Ro0YB+g/wCxcusHHjRpycnJgwYQK9evXi7NmzWFlZMWbMGLKysvj333+xt7fn7NmzODg44Ovry9q1axkwYAChoaE4OTlha2tbaB1paWl8/vnnLFu2DGtra15//XUGDhyYZyX2ixcvsnbtWn7//XfUajU6nc4Qgnbv3k1OTg5jxozh+eefN4SZP//8k/79+/Phhx+ybNkysrKyDEEGYOzYsZw9e5ZVq1ZRpUoV1q1bR48ePTh16hS1a9cu9PUBfPzxx5w9e5a//voLd3d3Ll68SHp6eoGv7/vvv6dmzZosWLCAQ4cOoVari/xnBDBt2jS+/vprvvnmG2bNmsWQIUO4fPkyrq6uXL16lY4dO9K5c2d27NiBk5MTe/fuJScnh3fffZdz586RlJRkCGmurq5cu3Ytz/mvXr1Kr169GD58OMuWLSMkJIRRo0ZhY2OTJ+wsXbqU8ePHc/DgQfbv38/w4cNp164d3bp1K9brKSoJQqLMSkzLZvTywxwMv4mlhYov+jfiuVa+pi5LiLIhOw2+qGKaa39wDazti7y7r68v//d//4dKpaJu3bqcOnWK//u//2PUqFGGALR3717D7ZwVK1bg6+vL+vXrefbZZ4mMjGTAgAE0atQI0K9BmcvVVb+OoKenZ761Je+VnZ3N7NmzDUszLV26lICAAIKDgwkMDAT0t8OWLVtmWP5p27ZtnDp1ivDwcHx99b9/li1bRoMGDTh06BCtWrXi888/Z+DAgUybNs1wrSZNmgD61qTFixcTGRlpWAnh3XffZcuWLSxevJgvvvjivq8vMjKSZs2a0bJlSwBDK09BnJ2dcXR0fOhbUsOHD2fQoEEAfPHFF8ycOZPg4GB69OjBnDlzcHZ2ZtWqVVhZ6Vvj69SpYzjW1taWzMzM+1537ty5+Pr6Mnv2bFQqFfXq1ePatWtMmDCByZMnY2Ghv0nVuHFjpkyZAkDt2rWZPXs227dvL7EgJLfGRJkUdTONp+ft5WD4TRw0lix+qZWEICHMVOvWrfO04rZp04YLFy6g1Wo5d+4clpaWedaNdHNzo27dupw7dw6AN954g88++4x27doxZcoUTp48+VB1WFpa0qpVK8PjevXq4eLiYrgOgJ+fX541MM+dO4evr68hBAHUr18/z3HHjx+nS5cuBV7z1KlTaLVa6tSpg4ODg+Fr9+7dhIWFPfD1vfbaa6xatYqmTZvy/vvvs2/fvod67UXRuHFjw8/29vY4OTkZFjw/fvw4HTp0MISgh3Hu3DnatGmT5+9Cu3btSElJ4cqVKwXWAeDt7Z1v4XVjkhYhUeaciEpgxNJDxKdk4e1sw+KXWlGvspOpyxKibLGy07fMmOrapWjkyJF0796dP//8k7///pvp06fz7bffMm7cOKNfy96+6C1due53Oy4lJQW1Ws2RI0fy3arKvf11v9fXs2dPLl++zObNm9m2bRtdunRhzJgx/O9//ytyfRYWFvlWVsjOzs63370hR6VSodPpHvgaje1+dZQEaRESZcrfZ2J4fsF+4lOyqO/txPox7SQECVEQlUp/e8oUX8Xso3fw4ME8jw8cOEDt2rVRq9UEBASQk5OTZ58bN24QGhpK/fr1Ddt8fX159dVX+f3333nnnXdYuHAhgGFUl1arfWAdOTk5HD582PA4NDSUhIQEAgICCj0mICCAqKioPJ2qz549S0JCgqG+xo0bs3379gKPb9asGVqtltjYWGrVqpXn6+7bSIW9PgAPDw+GDRvGzz//zIwZM/Kss1kUHh4eREdHGx4nJSURHh5erHM0btyY//77r8AABfo/hwf9GQQEBLB///48oWzv3r04OjpStWrVYtVjTBKERJmxZG84r/x8hIxsHZ3revDrq23wcrIxdVlCiEcUGRnJ+PHjCQ0N5ZdffmHWrFm8+eabgL4PSN++fRk1ahR79uzhxIkTvPDCC/j4+NC3b18A3nrrLbZu3Up4eDhHjx5l586dhvDi5+eHSqVi06ZNxMXFkZKSUmgdVlZWjBs3joMHD3LkyBGGDx9O69atDf2DCtK1a1caNWrEkCFDOHr0KMHBwQwdOpROnToZ+u1MmTKFX375hSlTpnDu3DlOnTrFV199Bej70QwZMoShQ4fy+++/Ex4eTnBwMNOnT+fPP/984OubPHkyGzZs4OLFi5w5c4ZNmzbdN7gV5PHHH2f58uX8999/nDp1imHDhhW7I/XYsWNJSkpi4MCBHD58mAsXLrB8+XJCQ0MBfd+lkydPEhoaSnx8fIGB6fXXXycqKopx48YREhLChg0bmDJlCuPHjzf0DzIFCUImcj0pg+Dwm7IQLKDVKXzyx1mm/nEWRYHBQdVYNLQlDhq5cytEeTB06FDS09MJDAxkzJgxvPnmm4wePdrw/OLFi2nRogVPPvkkbdq0QVEUNm/ebLhFotVqGTNmDAEBAfTo0YM6deowd+5cAHx8fJg2bRoTJ07Ey8uLsWPHFlqHnZ0dEyZMYPDgwbRr1w4HBwdWr15939pVKhUbNmygUqVKdOzYka5du1KjRo08x3Xu3JnffvuNjRs30rRpUx5//HGCg4PzvL6hQ4fyzjvvULduXfr168ehQ4eoVq3aA1+ftbU1kyZNonHjxnTs2BG1Ws2qVauK9f5PmjSJTp068eSTT9K7d2/69etHzZo1i3UONzc3duzYQUpKCp06daJFixYsXLjQ8Gc0atQo6tatS8uWLfHw8MgzEi+Xj48PmzdvJjg4mCZNmvDqq68yYsQIPvroo2LVYmwqRT6J7yspKQlnZ2cSExNxcjLeLZqvtoQwb1cY9So7MqytP32bVsHOuuJ98KdnaXlr9TG2ntHPyTGxZz1e6VhDhscLcZeMjAzCw8PzzG1jLjp37kzTpk3zzWNT2pYsWcJbb70lM1CXM/f7t1HUz29pETIRnaJgY2VBSEwyk34/ResvtvP5n2e5fCPV1KWVmviUTAYtPMDWM9exVlswa1AzXu1UU0KQEEKIUlPxmiDKiEk9A3itU01+O3yFZQciiLqZzsL/wlm0J5zH6noytI0fHWt7YGFRPkNBWFwKLy0+ROTNNFzsrFg4tCWt/F1NXZYQQogKRm6NPUBJ3Rq7m1ansCs0lqX7L/Pv+TjDdn83O15s488zLaribFt+lpMIDr/JqGWHSUzPppqrHYtfakVNDwdTlyVEmWXOt8aEKEnGuDUmLUJlgNpCRZcAL7oEeHEpLoXlBy6z5vAVIm6k8emms3z7dyj9m/kwtI0/dSs7mrrcR7LxxDXe/fUEWVodzaq5sGhoS9wcNKYuSwghRAUlLUIPUBotQgVJzcxh3bGrLNsfwfnrd4aDtq7hyrA2/nSr74Wl2ny6eCmKwrzdYXy9RT/UskeDyswY2BQbq+IN4RSiIpIWISEKJi1C5Zi9xpIXWvsxJKga+y/dYNm+y/x9NoYDl25y4NJNvJ1teKG1H8+38sW9jLeo5Gh1fLzhDL8ERwIwsn11PugVUG77PwkhhDAfEoTKOJVKRdua7rSt6c7VhHRWHrzML8FRRCdm8M3WUL7/5wJPNvZmaFt/mvq6mLrcfFIycxiz4ii7z8dhoYIpfRowrK2/qcsSQgghAAlCZsXHxZb3utdj3OO12XwqmqX7IjhxJZHfj13l92NXaVLVmaFt/Ond2LtM3HKKSczgpSWHOBedhK2VmpmDmtGtvpepyxJCCCEMpI/QA5iqj1BRHY9KYNm+CDadjCZLq1+Uzs3emoGBvgwJ8qOKS+ktlHe3c9FJvLzkENGJGbg7aPhpeEsaV3UxSS1CmDvpIyREwWRCRUFTXxe+e74p+yY9znvd6+LtbMON1Czm7Ayj/Vc7eHX5EfaFxZfqUh7/no/j2fn7iU7MoJanA+tebyshSAhRaiIiIlCpVBw/frzQfXbt2oVKpSrxmaaLUktZYU61GpMEoXLC3UHDmMdq8d/7jzH/hea0ruGKToEtZ2IYvPAg3Wf8y88HLpOamVOidfx6KIqXlxwiJTOH1jVcWftqW3xd7Ur0mkIIUVxt27YlOjoaZ2dnU5dSZpVWWDQ16SNUzliqLejR0JseDb0JjUlm2f4Ifj96lfPXU/ho/Wm++iuEZ1pW5cXWftQw4iSGiqLw7d/nmb3zIgD9m/nw5YBGaCxN31dJCCHuZW1tTeXKlU1dhigDpEWoHKtb2ZHP+zfiwAddmPxkfaq725OcmcPivRE8/u1uhv4UzPZz19HqHu22WWaOlrdXHzeEoDcer8V3zzWRECSEQKfT8fXXX1OrVi00Gg3VqlXj888/Nzx/6tQpHn/8cWxtbXFzc2P06NGkpNyZO2348OH069ePL774Ai8vL1xcXPjkk0/Iycnhvffew9XVlapVq7J48eJ81w4JCaFt27bY2NjQsGFDdu/ebXju3taOJUuW4OLiwtatWwkICMDBwYEePXoQHR2d55yLFi0iICAAGxsb6tWrZ1glPldwcDDNmjXDxsaGli1bcuzYsQe+R/7+/nz66acMGjQIe3t7fHx8mDNnTp59EhISGDlyJB4eHjg5OfH4449z4sQJw/NTp06ladOmLF++HH9/f5ydnRk4cCDJycmGfbZs2UL79u1xcXHBzc2NJ598krCwsAJrioiI4LHHHgOgUqVKqFQqhg8fzrJly3BzcyMzMzPP/v369ePFF1984GstkxRxX4mJiQqgJCYmmrqUR6bV6pRdobHKS4uDFf+JmxS/CfqvDl/tUBbsDlNupWYW+5wJqVnKc/P3KX4TNik1J/2prA6OLIHKhajY0tPTlbNnzyrp6emGbTqdTknNSjXJl06nK3Lt77//vlKpUiVlyZIlysWLF5X//vtPWbhwoaIoipKSkqJ4e3srTz/9tHLq1Cll+/btSvXq1ZVhw4YZjh82bJji6OiojBkzRgkJCVF+/PFHBVC6d++ufP7558r58+eVTz/9VLGyslKioqIURVGU8PBwBVCqVq2qrFmzRjl79qwycuRIxdHRUYmPj1cURVF27typAMqtW7cURVGUxYsXK1ZWVkrXrl2VQ4cOKUeOHFECAgKUwYMHG2r5+eefFW9vb2Xt2rXKpUuXlLVr1yqurq7KkiVLFEVRlOTkZMXDw0MZPHiwcvr0aeWPP/5QatSooQDKsWPHCn2P/Pz8FEdHR2X69OlKaGioMnPmTEWtVit///23YZ+uXbsqffr0UQ4dOqScP39eeeeddxQ3Nzflxo0biqIoypQpUxQHBwfDe/nvv/8qlStXVj744APDOdasWaOsXbtWuXDhgnLs2DGlT58+SqNGjRStVpvnfTt27JiSk5OjrF27VgGU0NBQJTo6WklISFDS0tIUZ2dn5ddffzWc9/r164qlpaWyY8eOIv+9MJaC/m3kKurnt4wae4CyPmrsYV2+kcrPBy6z+lAUSRn6fkM2Vhb0a6pfyqN+lQe/1qibaQxfHExYXCqOGkvmvtCcDrU9Srp0ISqcgkbGpGWnEbQyyCT1HBx8EDurB/f9S05OxsPDg9mzZzNy5Mh8zy9cuJAJEyYQFRWFvb09AJs3b6ZPnz5cu3YNLy8vhg8fzq5du7h06RIWFvqbGPXq1cPT05N///0XAK1Wi7OzM4sWLWLgwIFERERQvXp1vvzySyZMmABATk4O1atXZ9y4cbz//vvs2rWLxx57jFu3buHi4sKSJUt46aWXuHjxIjVr1gRg7ty5fPLJJ8TExABQq1YtQ8tNrs8++4zNmzezb98+FixYwAcffMCVK1cMf07z58/ntdde49ixYzRt2rTA98nf35+AgAD++usvw7aBAweSlJTE5s2b2bNnD7179yY2NhaN5s4EurVq1eL9999n9OjRTJ06lW+++YaYmBgcHfVLMb3//vv8+++/HDhwoMDrxsfH4+HhwalTp2jYsKHhfcut9d73KNfrr79OREQEmzdvBuC7775jzpw5XLx4EZWqdCfKlVFj4qH5udnzYe/6HPygK18+3Yh6lR3JyNax6lAUvWb+x7Pz9/HHiWtk3x6Sf68TUQn0n7uXsLhUvJ1t+O21NhKChBB5nDt3jszMTLp06VLo802aNDGEIIB27dqh0+kIDQ01bGvQoIEhBAF4eXnRqFEjw2O1Wo2bmxuxsbF5zt+mTRvDz5aWlrRs2ZJz584VWq+dnZ0hBAF4e3sbzpmamkpYWBgjRozAwcHB8PXZZ58Zbi+dO3eOxo0b5/lAvruG+7l3vzZt2hhqPXHiBCkpKbi5ueW5dnh4eJ5bW/7+/oYQdG/9ABcuXGDQoEHUqFEDJycn/P39AYiMjCxSjblGjRrF33//zdWrVwH9bcXhw4eXeggyFuksXcHZWqsZGFiN51v5cvjyLZbsi2Dr6RgORdziUMQtPB01DAnyY1CQL56O+n/cf5+J4Y1Vx8jI1lHf24nFL7XCy0nmNhGiNNla2nJw8EGTXbtI+9kaZx4zKyurPI9VKlWB23S6gv/j9ijXyb1pkttvaeHChQQF5W2JU6tLtj9kSkoK3t7e7Nq1K99zd7fUPOg96dOnD35+fixcuJAqVaqg0+lo2LAhWVlZxaqnWbNmNGnShGXLlvHEE09w5swZ/vzzz2KdoyyRICQA/T+YVv6utPJ3JSYxg5XBkaw8GElscib/9895Zu+8QM+G3vi72zNrxwUUBTrX9WD24OY4aOSvkRClTaVSFen2lCnVrl0bW1tbtm/fXuCtsYCAAJYsWUJqaqqhVWjv3r1YWFhQt27dR77+gQMH6NixI6C/NXbkyBHGjh37UOfy8vKiSpUqXLp0iSFDhhS4T0BAAMuXLycjI8PQKlTYbamCar33cUBAAADNmzcnJiYGS0tLQytOcd24cYPQ0FAWLlxIhw4dANizZ899j7G2tgb0tx7vNXLkSGbMmMHVq1fp2rUrvr6+D1VXWSC3xkQ+lZ1tGN+tDvsmPs73A5vSwq8S2VqFjSeuMXO7PgQNDqrGoqEtJQQJIQplY2PDhAkTeP/991m2bBlhYWEcOHCAH3/8EYAhQ4ZgY2PDsGHDOH36NDt37mTcuHG8+OKLeHk9+nI8c+bMYd26dYSEhDBmzBhu3brFyy+//NDnmzZtGtOnT2fmzJmcP3+eU6dOsXjxYr777jsABg8ejEqlYtSoUZw9e5bNmzfzv//9r0jn3rt3L19//TXnz59nzpw5/Pbbb7z55psAdO3alTZt2tCvXz/+/vtvIiIi2LdvHx9++CGHDx8u0vkrVaqEm5sbCxYs4OLFi+zYsYPx48ff9xg/Pz9UKhWbNm0iLi4uz2i+wYMHc+XKFRYuXPhI72lZIEFIFMra0oK+TX1Y+1pbNo1rz3Mtq+LpqGFSz3p83q8hlmr56yOEuL+PP/6Yd955h8mTJxMQEMDzzz9v6LdiZ2fH1q1buXnzJq1ateKZZ56hS5cuzJ492yjX/vLLL/nyyy9p0qQJe/bsYePGjbi7uz/0+UaOHMmiRYtYvHgxjRo1olOnTixZsoTq1asD4ODgwB9//MGpU6do1qwZH374IV999VWRzv3OO+9w+PBhmjVrxmeffcZ3331H9+7dAX3r3+bNm+nYsSMvvfQSderUYeDAgVy+fLnIgdHCwoJVq1Zx5MgRGjZsyNtvv80333xz32N8fHyYNm0aEydOxMvLK09rmrOzMwMGDMDBwYF+/foVqYaySkaNPUB5HTUmhDAfstZY+ebv789bb73FW2+9ZepSiqVLly40aNCAmTNnmqyGCjVq7ObNmwwZMgQnJydcXFwYMWJEnma6wuzfv5/HH38ce3t7nJyc6NixI+np6aVQsRBCCFH+3Lp1i3Xr1rFr1y7GjBlj6nIemdl08BgyZAjR0dFs27aN7OxsXnrpJUaPHs3KlSsLPWb//v306NGDSZMmMWvWLCwtLTlx4kSeYZhCCCGEKLpmzZpx69YtvvrqK6N0ajc1s7g1du7cOerXr8+hQ4do2bIloJ8qvFevXly5coUqVaoUeFzr1q3p1q0bn3766UNfW26NCSFMTW6NCVGwCnNrbP/+/bi4uBhCEOh70VtYWHDwYMHzaMTGxnLw4EE8PT1p27YtXl5edOrU6YHDBTMzM0lKSsrzJYQQQojyySyCUExMDJ6ennm2WVpa4urqapj6/F6XLl0C9AvRjRo1ii1bttC8eXO6dOnChQsXCr3W9OnTcXZ2NnyZ89wIQgghhLg/kwahiRMnolKp7vsVEhLyUOfOnU3zlVde4aWXXqJZs2b83//9H3Xr1uWnn34q9LhJkyaRmJho+IqKinqo6wshhLGZQU8GIUqVMf5NmLSz9DvvvMPw4cPvu0+NGjWoXLlyvjVkcnJyuHnzJpUrVy7wOG9vbwDq16+fZ3tAQMB911XRaDR5FrUTQghTy106IS0tzWjLVghRHqSlpQH5lxcpDpMGIQ8PDzw8HrxQZ5s2bUhISODIkSO0aNECgB07dqDT6fKt+ZLL39+fKlWq5Fm4D+D8+fP07Nnz0YsXQohSolarcXFxyTMRobkucCmEMSiKQlpaGrGxsbi4uDzSem9mMXw+ICCAHj16MGrUKObPn092djZjx45l4MCBhhFjV69epUuXLixbtozAwEBUKhXvvfceU6ZMoUmTJjRt2pSlS5cSEhLCmjVrTPyKhBCieHJbv+9tHReiInNxcSn0zlBRmUUQAlixYgVjx46lS5cuWFhYMGDAgDyzWWZnZxMaGmpoJgN46623yMjI4O233+bmzZs0adKEbdu2UbNmTVO8BCGEeGgqlQpvb288PT3Jzs42dTlCmJyVldUjtQTlMot5hExJ5hESQgghzE+5mkdICCGEEKIkSBASQgghRIUlQUgIIYQQFZbZdJY2ldwuVLLUhhBCCGE+cj+3H9QVWoLQAyQnJwPIUhtCCCGEGUpOTsbZ2bnQ52XU2APodDquXbuGo6OjUScwS0pKwtfXl6ioKBmNVsLkvS4d8j6XDnmfS4e8z6WjJN9nRVFITk6mSpUqWFgU3hNIWoQewMLCgqpVq5bY+Z2cnOQfWSmR97p0yPtcOuR9Lh3yPpeOknqf79cSlEs6SwshhBCiwpIgJIQQQogKS4KQiWg0GqZMmSIr3ZcCea9Lh7zPpUPe59Ih73PpKAvvs3SWFkIIIUSFJS1CQgghhKiwJAgJIYQQosKSICSEEEKICkuCkBBCCCEqLAlCJjJnzhz8/f2xsbEhKCiI4OBgU5dUrkyfPp1WrVrh6OiIp6cn/fr1IzQ01NRllXtffvklKpWKt956y9SllEtXr17lhRdewM3NDVtbWxo1asThw4dNXVa5otVq+fjjj6levTq2trbUrFmTTz/99IHrVYn7+/fff+nTpw9VqlRBpVKxfv36PM8risLkyZPx9vbG1taWrl27cuHChVKpTYKQCaxevZrx48czZcoUjh49SpMmTejevTuxsbGmLq3c2L17N2PGjOHAgQNs27aN7OxsnnjiCVJTU01dWrl16NAhfvjhBxo3bmzqUsqlW7du0a5dO6ysrPjrr784e/Ys3377LZUqVTJ1aeXKV199xbx585g9ezbnzp3jq6++4uuvv2bWrFmmLs2spaam0qRJE+bMmVPg819//TUzZ85k/vz5HDx4EHt7e7p3705GRkbJF6eIUhcYGKiMGTPG8Fir1SpVqlRRpk+fbsKqyrfY2FgFUHbv3m3qUsql5ORkpXbt2sq2bduUTp06KW+++aapSyp3JkyYoLRv397UZZR7vXv3Vl5++eU8255++mllyJAhJqqo/AGUdevWGR7rdDqlcuXKyjfffGPYlpCQoGg0GuWXX34p8XqkRaiUZWVlceTIEbp27WrYZmFhQdeuXdm/f78JKyvfEhMTAXB1dTVxJeXTmDFj6N27d56/18K4Nm7cSMuWLXn22Wfx9PSkWbNmLFy40NRllTtt27Zl+/btnD9/HoATJ06wZ88eevbsaeLKyq/w8HBiYmLy/P5wdnYmKCioVD4XZdHVUhYfH49Wq8XLyyvPdi8vL0JCQkxUVfmm0+l46623aNeuHQ0bNjR1OeXOqlWrOHr0KIcOHTJ1KeXapUuXmDdvHuPHj+eDDz7g0KFDvPHGG1hbWzNs2DBTl1duTJw4kaSkJOrVq4darUar1fL5558zZMgQU5dWbsXExAAU+LmY+1xJkiAkyr0xY8Zw+vRp9uzZY+pSyp2oqCjefPNNtm3bho2NjanLKdd0uv9v7/5jmjj/OIC/2yKWEiSKBGFaiuikYwgq06AxMEmGv0Omghlx3eaGyewQNEaNVkQUl8wpY8syUUONAUUT0cgyTXQNw4H7FYo1EhldlUxRY0ysZfMH9vn+YbhYC1/FL9CvvfcracI9d/c87+sf3Cd3z/XcSE5ORklJCQBg0qRJuHjxIr777jsWQv3oyJEjqKysRFVVFeLj42G1WpGfn4+oqCh+z36Kt8YG2ciRI6FSqXDz5k2P9ps3b2LUqFE+SuW/jEYjamtrYbFYMHr0aF/H8Tt//PEHbt26hcmTJyMgIAABAQGoq6tDWVkZAgIC8PjxY19H9BuRkZF44403PNr0ej3a29t9lMg/rV27FuvXr8fSpUuRkJCAZcuWoaCgADt27PB1NL/Vfe7z1XmRhdAgCwwMxJQpU3D27Fmpze124+zZs0hJSfFhMv8ihIDRaERNTQ1+/PFHxMTE+DqSX0pPT4fNZoPVapU+ycnJyMnJgdVqhUql8nVEvzFjxgyvn4BobW1FdHS0jxL5p3/++QdKpeepUaVSwe12+yiR/4uJicGoUaM8zotOpxO//PLLoJwXeWvMB1avXg2DwYDk5GRMnToVpaWl6OzsxIcffujraH5j5cqVqKqqwokTJxASEiLdZw4NDUVQUJCP0/mPkJAQr3lXwcHBCAsL43ysflZQUIDp06ejpKQEWVlZ+PXXX1FeXo7y8nJfR/MrCxYswPbt26HVahEfH4+mpibs2rULH330ka+jvdJcLhfa2tqkZYfDAavVihEjRkCr1SI/Px/btm3D+PHjERMTA5PJhKioKGRmZg58uAF/Lo169PXXXwutVisCAwPF1KlTxfnz530dya8A6PFTUVHh62h+j4/PD5yTJ0+KN998UwwdOlTExcWJ8vJyX0fyO06nU6xatUpotVqhVqvF2LFjxcaNG8WDBw98He2VZrFYevyfbDAYhBBPHqE3mUwiIiJCDB06VKSnp4vLly8PSjaFEPy5TCIiIpInzhEiIiIi2WIhRERERLLFQoiIiIhki4UQERERyRYLISIiIpItFkJEREQkWyyEiIiISLZYCBFRj9LS0pCfn+/rGF4UCgWOHz/u6xgDZsuWLUhKSvJ1DCLZYCFERD06duwYiouLpWWdTofS0tJBG7+3gqCjowNz5swZtBxE5N/4rjEi6tGIESMGpN+HDx8iMDDwpfcfjLdR+6NHjx5hyJAhvo5B9H+HV4SIqEdP3xpLS0vD1atXUVBQAIVCAYVCIW137tw5zJw5E0FBQRgzZgzy8vLQ2dkprdfpdCguLsb777+PYcOGITc3FwCwbt06vP7669BoNBg7dixMJhMePXoEADCbzSgqKkJzc7M0ntlsBuB9a8xms2HWrFkICgpCWFgYcnNz4XK5pPUffPABMjMzsXPnTkRGRiIsLAwrV66UxupJ99WogwcPQqfTITQ0FEuXLsW9e/c8juvZK2RJSUnYsmWLtKxQKLBnzx7Mnz8fGo0Ger0ejY2NaGtrQ1paGoKDgzF9+nTY7XavDHv27MGYMWOg0WiQlZWFu3fveqzft28f9Ho91Go14uLi8O2330rrrly5AoVCgerqaqSmpkKtVqOysrLX4yWSMxZCRPRcx44dw+jRo7F161Z0dHSgo6MDAGC32zF79mwsWrQIFy5cQHV1Nc6dOwej0eix/86dO5GYmIimpiaYTCYAT95cbzabcenSJXz11VfYu3cvdu/eDQDIzs7GmjVrEB8fL42XnZ3tlauzsxMZGRkYPnw4fvvtNxw9ehRnzpzxGt9iscBut8NiseDAgQMwm81SYdUbu92O48ePo7a2FrW1tairq8Pnn3/e5++uuwi0Wq2Ii4vDe++9hxUrVmDDhg34/fffIYTwytvW1oYjR47g5MmTOHXqFJqamvDpp59K6ysrK7F582Zs374dLS0tKCkpgclkwoEDBzz6Wb9+PVatWoWWlhZkZGT0OTuRLAzKq12J6JXz7Fvko6Ojxe7duz22Wb58ucjNzfVoq6+vF0qlUvz777/SfpmZmc8d74svvhBTpkyRlgsLC0ViYqLXdgBETU2NEEKI8vJyMXz4cOFyuaT133//vVAqleLGjRtCCCEMBoOIjo4WXV1d0jZLliwR2dnZvWYpLCwUGo1GOJ1OqW3t2rVi2rRp0nJP30diYqIoLCz0yLpp0yZpubGxUQAQ+/fvl9oOHTok1Gq1x9gqlUr8/fffUtsPP/wglEql6OjoEEIIERsbK6qqqjzGLi4uFikpKUIIIRwOhwAgSktLez1GInqCc4SI6KU1NzfjwoULHrddhBBwu91wOBzQ6/UAgOTkZK99q6urUVZWBrvdDpfLha6uLgwbNqxP47e0tCAxMRHBwcFS24wZM+B2u3H58mVEREQAAOLj46FSqaRtIiMjYbPZ/mvfOp0OISEhHvvcunWrT/kAYOLEidLf3XkSEhI82u7fvw+n0ykdv1arxWuvvSZtk5KSIh1TSEgI7HY7li9fjk8++UTapqurC6GhoR5j9/S9E5EnFkJE9NJcLhdWrFiBvLw8r3VarVb6++lCBQAaGxuRk5ODoqIiZGRkIDQ0FIcPH8aXX345IDmfnSSsUCjgdrv/p32USiWEEB7b9DTv6Ol+uudW9dT2vDzduuc/7d27F9OmTfNY93SxB3h/70TkjYUQEb2QwMBAPH782KNt8uTJuHTpEsaNG9envhoaGhAdHY2NGzdKbVevXn3ueM/S6/Uwm83o7OyUTvo///wzlEolJkyY0KdMfRUeHi7NlQIAp9MJh8PRL323t7fj+vXriIqKAgCcP39eOqaIiAhERUXhr7/+Qk5OTr+MRyRnnCxNRC9Ep9Php59+wrVr13D79m0AT578amhogNFohNVqxZ9//okTJ054Tf591vjx49He3o7Dhw/DbrejrKwMNTU1XuM5HA5YrVbcvn0bDx488OonJycHarUaBoMBFy9ehMViwWeffYZly5ZJt6EGyqxZs3Dw4EHU19fDZrPBYDB4XZF5Wd3H1NzcjPr6euTl5SErK0v66YCioiLs2LEDZWVlaG1thc1mQ0VFBXbt2tUv4xPJCQshInohW7duxZUrVxAbG4vw8HAAT+a/1NXVobW1FTNnzsSkSZOwefNm6UpGbxYuXIiCggIYjUYkJSWhoaFBepqs26JFizB79my8/fbbCA8Px6FDh7z60Wg0OH36NO7cuYO33noLixcvRnp6Or755pv+O/BebNiwAampqZg/fz7mzZuHzMxMxMbG9kvf48aNw7vvvou5c+finXfewcSJEz0ej//444+xb98+VFRUICEhAampqTCbzYiJiemX8YnkRCGevclNREREJBO8IkRERESyxUKIiIiIZIuFEBEREckWCyEiIiKSLRZCREREJFsshIiIiEi2WAgRERGRbLEQIiIiItliIURERESyxUKIiIiIZIuFEBEREckWCyEiIiKSrf8AMxpWcYPMbPsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result.plot_optimization()\n",
    "_ = plt.gca().set_title('optimization history')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5eef1964-73a9-427a-a2d6-3beb7904c2a3",
   "metadata": {},
   "source": [
    "#### Grabbing History Data\n",
    "\n",
    "`InverseDesignResult` objects maintain a `history` dictionary that stores the various parameters over the course of the optimization.\n",
    "\n",
    "They also have some methods to conveniently grab data from that history, as shown below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "56bc5584-dc1e-4cdb-bf7b-a501e4b558aa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "result contains '.history' for: ('params', 'objective_fn_val', 'grad', 'penalty', 'post_process_val', 'opt_state')\n",
      "penalty history: [0.7999999999999999, 0.799999998818935, 0.7254197906803874, 0.5062962521969759, 0.40354869712588715, 0.35154869950110396, 0.31929634017397035, 0.2993055030745288, 0.28488403558431197, 0.2748352622072918, 0.2676801600274299]\n",
      "final objective function value: 0.6316842169282437\n"
     ]
    }
   ],
   "source": [
    "history_keys = result.keys\n",
    "history_penalty = result.history.get('penalty')\n",
    "final_objective = result.get(\"objective_fn_val\", index=-1)\n",
    "\n",
    "print(f\"result contains '.history' for: {tuple(history_keys)}\")\n",
    "print(f\"penalty history: {history_penalty}\")\n",
    "print(f\"final objective function value: {final_objective}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7146aa24-0f72-4c05-81d2-6a3e534913a3",
   "metadata": {},
   "source": [
    "Finally, we are able to quickly grab the last `Simulation` and `SimulationData` from the results, making it easy to plot final devices, field patterns, or export to GDS file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "218454b8-0ab9-49a5-a0f4-e3bff5e4de57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_last = result.sim_last\n",
    "ax = sim_last.plot_eps(z=0, monitor_alpha=0.0, source_alpha=0.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cccc22d-aa63-4b79-990e-97cdafa8b3b2",
   "metadata": {},
   "source": [
    "> Note: to get the simulation at a specific index `i` in the history, call `sim_i = result.get_sim(index=i)`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "bce1006c-31ba-47f4-8e8b-89bd3013d3b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "sim_data_last = result.sim_data_last(task_name=\"final_validation\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "9c0e5b2c-679a-4af8-8682-c99291e4091a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sim_data_last.plot_field(field_mnt_name, field_name=\"E\", val=\"abs\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78e4efee-6802-4ad1-98c2-33cdd9733db3",
   "metadata": {},
   "source": [
    "#### Exporting to GDS\n",
    "\n",
    "Use the regular GDS export functions defined in the `sim_last` to easily export to GDS."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "18f506a7-6449-4436-8370-92998e03f02b",
   "metadata": {},
   "outputs": [],
   "source": [
    "sim_last.to_gds_file(\n",
    "    fname=\"./misc/inv_des_demo.gds\", \n",
    "    z=0, \n",
    "    frequency=freq0, \n",
    "    permittivity_threshold=2.5\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39c5ff88-f6b2-4935-8933-afb1ba6fd266",
   "metadata": {},
   "source": [
    "## Multi-Simulation Objectives\n",
    "\n",
    "In many cases, one would like to perform an optimization with more than one base simulation. For example, if optimizing a multi-port device, it is very common to have objective functions that share a single design region, but each simulation involves a source placed at a different port, to compute a scattering matrix, for example.\n",
    "\n",
    "To handle this use-case, the `invdes` plugin includes an `InverseDesignMulti` class. This object behaves similarly to the `InverseDesign` class, except it allows for a set of multiple `td.Simulation` instances. Additionally, the `postprocess_fn` now accepts a list of `td.SimulationData` objects as first argument, which allows the user to write an objective function over all simulation results.\n",
    "\n",
    "Here we'll run through a simple example, where we'll place a source at each of the 3 waveguides on the right (each in a different simulation) and then measure the sum of the power measured on the waveguide on the left. Note that this objective function is similar to the one we optimized earlier, but involves three separate simulations, just for demonstration purposes.\n",
    "\n",
    "First, we'll switch up our sources and mode monitors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d5bf593f-6765-4e2e-9ef9-35d611340de8",
   "metadata": {},
   "outputs": [],
   "source": [
    "mnt_name_left = \"mode\"\n",
    "\n",
    "mnt_left = td.ModeMonitor(\n",
    "    size=source.size,\n",
    "    center=source.center,\n",
    "    mode_spec=mode_spec,\n",
    "    name=mnt_name_left,\n",
    "    freqs=[freq0]\n",
    ")\n",
    "\n",
    "srcs_right = []\n",
    "\n",
    "for mnt in monitors_out:\n",
    "    src_right = source.updated_copy(\n",
    "        size=mnt.size,\n",
    "        center=mnt.center,\n",
    "        direction=\"-\",\n",
    "    )\n",
    "    srcs_right.append(src_right)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c22bca5a-6419-4ca3-ab4a-413021546fd1",
   "metadata": {},
   "source": [
    "Make a simulation for each of the independent sources."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3f73bda9-5626-426a-a945-9a352363934a",
   "metadata": {},
   "outputs": [],
   "source": [
    "simulations = [\n",
    "    simulation.updated_copy(sources=[src], monitors=[fld_mnt, mnt_left])\n",
    "    for src in srcs_right\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6543cdc2-029d-4d58-a7db-d88fee07917e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axes = plt.subplots(1,3,figsize=(10,4), tight_layout=True)\n",
    "for ax, sim in zip(axes, simulations):\n",
    "    sim.plot_eps(z=0, ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d86259b-668f-4734-8a8d-f5ef4babe42f",
   "metadata": {},
   "source": [
    "We also need to construct a post-processing function that will tell the optimizer how to post process the data from each of the `simulations` into a single objective.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4d040258-ee54-4819-b6a9-6554d6a9b60d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def post_process_fn(batch_data: dict[str, td.SimulationData]) -> float:\n",
    "    \"\"\"Grab the power going left at the single waveguide monitor\"\"\"\n",
    "    power_left = 0.0\n",
    "    for task_name, sim_data in batch_data.items():\n",
    "        amps = tdi.utils.get_amps(sim_data, monitor_name=mnt_name_left, direction=\"-\")\n",
    "        power = tdi.utils.sum_abs_squared(amps)\n",
    "\n",
    "        # # or, when written in more low-level syntax\n",
    "        # amp = sim_data[mnt_name_left].amps.sel(direction=\"-\")\n",
    "        # power = abs(jnp.sum(jnp.array(amp.values)))**2\n",
    "        \n",
    "        power_left += power\n",
    "    return power_left"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b64ab8a-0e4e-4483-8311-c27971b0312d",
   "metadata": {},
   "source": [
    "We'll also specify the output monitor names for each of the simulations, to keep unnecessary warnings from popping up."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "664155a2-78e1-48df-af48-f4211f94bae7",
   "metadata": {},
   "outputs": [],
   "source": [
    "output_monitor_names = [[mnt_name_left], [mnt_name_left], [mnt_name_left]]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd0d8ebd-e10e-4f66-bd5b-0e0d0bc55acb",
   "metadata": {},
   "source": [
    "Finally, we combine everything into an `InverseDesignMulti` object.\n",
    "\n",
    "In an analogy to the `InverseDesign` from the previous section, this object will generate a set of `td.SimulationData` objects under the hood and use `td.web.run_async` to run each of them in parallel.\n",
    "\n",
    "After the simulations are run, the combined post-processing function will be applied to the combined data to give the final value, minus any penalties in the shared `DesignRegion`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "dcde6dea-8c34-4702-8be8-a517fc68801b",
   "metadata": {},
   "outputs": [],
   "source": [
    "design_multi = tdi.InverseDesignMulti(\n",
    "    design_region=design_region,\n",
    "    simulations=simulations,\n",
    "    task_name=\"invdes_multi\",\n",
    "    output_monitor_names=output_monitor_names,\n",
    "    verbose=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a6531d4-d193-4ab9-8004-d5783ce49829",
   "metadata": {},
   "source": [
    "To run this, let's make a new optimizer with this multi-design. We'll save the results to the same file as before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "591bcf4d-2ca0-441b-bc36-cf4124f56295",
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = tdi.AdamOptimizer(\n",
    "    design=design_multi,\n",
    "    results_cache_fname=\"data/invdes_history.hdf5\",\n",
    "    learning_rate=0.12,\n",
    "    num_steps=3,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d8c5358-1593-478d-8894-3401ac10084c",
   "metadata": {},
   "source": [
    "And use the `continue_run_from_history()` to pick up where we left off."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "79344a16-0a44-4114-9e8b-0b5eb3bbd846",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1e8cf2a717904eb68043c6de116f8129",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\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\">18:46:55 EDT </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span> tasks.                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:46:55 EDT\u001b[0m\u001b[2;36m \u001b[0mStarted working on Batch containing \u001b[1;36m3\u001b[0m tasks.                       \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\">18:47:00 EDT </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.075</span> for the whole batch.                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:47:00 EDT\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.075\u001b[0m for the whole batch.                \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>Use <span style=\"color: #008000; text-decoration-color: #008000\">'Batch.real_cost()'</span> to get the billed FlexCredit cost after the\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Batch has completed.                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mUse \u001b[32m'Batch.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit cost after the\n",
       "\u001b[2;36m             \u001b[0mBatch has completed.                                               \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7041548c8beb453ba12a1f40e679187b",
       "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\">18:47:27 EDT </span>Batch complete.                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:47:27 EDT\u001b[0m\u001b[2;36m \u001b[0mBatch complete.                                                    \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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "459ba6ac053f4e2080c756f550d541ca",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a4de6f103b1b4a91a0f53620fc8592db",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\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\">18:49:36 EDT </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span> tasks.                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:49:36 EDT\u001b[0m\u001b[2;36m \u001b[0mStarted working on Batch containing \u001b[1;36m3\u001b[0m tasks.                       \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\">18:49:42 EDT </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.075</span> for the whole batch.                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:49:42 EDT\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.075\u001b[0m for the whole batch.                \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>Use <span style=\"color: #008000; text-decoration-color: #008000\">'Batch.real_cost()'</span> to get the billed FlexCredit cost after the\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Batch has completed.                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mUse \u001b[32m'Batch.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit cost after the\n",
       "\u001b[2;36m             \u001b[0mBatch has completed.                                               \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "48231af390524a54be72cac31ec2150b",
       "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\">18:49:55 EDT </span>Batch complete.                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:49:55 EDT\u001b[0m\u001b[2;36m \u001b[0mBatch complete.                                                    \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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ff39cb12119742aa999b3ae1fd5a1409",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step (1/3)\n",
      "\tobjective_fn_val = 6.473e-01\n",
      "\tgrad_norm = 4.683e-02\n",
      "\tpost_process_val = 9.093e-01\n",
      "\tpenalty = 2.620e-01\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "36f5553087594445a6582a9c0073c185",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\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\">18:50:11 EDT </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span> tasks.                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:50:11 EDT\u001b[0m\u001b[2;36m \u001b[0mStarted working on Batch containing \u001b[1;36m3\u001b[0m tasks.                       \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\">18:50:17 EDT </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.075</span> for the whole batch.                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:50:17 EDT\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.075\u001b[0m for the whole batch.                \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>Use <span style=\"color: #008000; text-decoration-color: #008000\">'Batch.real_cost()'</span> to get the billed FlexCredit cost after the\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Batch has completed.                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mUse \u001b[32m'Batch.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit cost after the\n",
       "\u001b[2;36m             \u001b[0mBatch has completed.                                               \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2ffcfc63f1e74c71ac9b39ff31935855",
       "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\">18:50:41 EDT </span>Batch complete.                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:50:41 EDT\u001b[0m\u001b[2;36m \u001b[0mBatch complete.                                                    \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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e9f3e7007d1a49da8fc44d941d86a011",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "47ff4ec0c5e04c389542de0963572b07",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\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\">18:53:54 EDT </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span> tasks.                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:53:54 EDT\u001b[0m\u001b[2;36m \u001b[0mStarted working on Batch containing \u001b[1;36m3\u001b[0m tasks.                       \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\">18:54:00 EDT </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.075</span> for the whole batch.                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:54:00 EDT\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.075\u001b[0m for the whole batch.                \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>Use <span style=\"color: #008000; text-decoration-color: #008000\">'Batch.real_cost()'</span> to get the billed FlexCredit cost after the\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Batch has completed.                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mUse \u001b[32m'Batch.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit cost after the\n",
       "\u001b[2;36m             \u001b[0mBatch has completed.                                               \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cbfbbd86683548769f52b03a77d95d78",
       "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\">18:54:20 EDT </span>Batch complete.                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:54:20 EDT\u001b[0m\u001b[2;36m \u001b[0mBatch complete.                                                    \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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f62c111af1c346c7be08a2ab3436c0b8",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step (2/3)\n",
      "\tobjective_fn_val = 6.627e-01\n",
      "\tgrad_norm = 4.159e-02\n",
      "\tpost_process_val = 9.202e-01\n",
      "\tpenalty = 2.575e-01\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5074fe6ce2fb4280afb8c463e8ff748b",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\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\">18:54:39 EDT </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span> tasks.                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:54:39 EDT\u001b[0m\u001b[2;36m \u001b[0mStarted working on Batch containing \u001b[1;36m3\u001b[0m tasks.                       \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\">18:54:45 EDT </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.075</span> for the whole batch.                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:54:45 EDT\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.075\u001b[0m for the whole batch.                \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>Use <span style=\"color: #008000; text-decoration-color: #008000\">'Batch.real_cost()'</span> to get the billed FlexCredit cost after the\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Batch has completed.                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mUse \u001b[32m'Batch.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit cost after the\n",
       "\u001b[2;36m             \u001b[0mBatch has completed.                                               \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "db44ae0112484e0bb7057650f534e976",
       "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\">18:55:11 EDT </span>Batch complete.                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:55:11 EDT\u001b[0m\u001b[2;36m \u001b[0mBatch complete.                                                    \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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "910543c7c9ac4830951d3fca8ca1905d",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b70f5b804f5442b095ec27cd0f27d559",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\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\">18:57:18 EDT </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span> tasks.                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:57:18 EDT\u001b[0m\u001b[2;36m \u001b[0mStarted working on Batch containing \u001b[1;36m3\u001b[0m tasks.                       \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\">18:57:24 EDT </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.075</span> for the whole batch.                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:57:24 EDT\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.075\u001b[0m for the whole batch.                \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>Use <span style=\"color: #008000; text-decoration-color: #008000\">'Batch.real_cost()'</span> to get the billed FlexCredit cost after the\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Batch has completed.                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mUse \u001b[32m'Batch.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit cost after the\n",
       "\u001b[2;36m             \u001b[0mBatch has completed.                                               \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8673db28c818408c9b30a9bdb159a6c6",
       "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\">18:57:36 EDT </span>Batch complete.                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m18:57:36 EDT\u001b[0m\u001b[2;36m \u001b[0mBatch complete.                                                    \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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "db4aa7d33011482d819b6b6ee20ee7dc",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step (3/3)\n",
      "\tobjective_fn_val = 6.802e-01\n",
      "\tgrad_norm = 3.095e-02\n",
      "\tpost_process_val = 9.341e-01\n",
      "\tpenalty = 2.539e-01\n"
     ]
    }
   ],
   "source": [
    "results_multi = optimizer.continue_run_from_history(post_process_fn=post_process_fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "cc20ea9b-eecf-4d52-b24b-a28feea97ce4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_multi.plot_optimization()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "81fa7aad-7ba5-4a45-a479-e46f9bd22366",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "12dc7aac-fb97-42d4-8af5-ba1db8e74848",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3e275d29-6a35-41af-be06-b842c0ce51aa",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}