{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Inverse design of a GaP photon extractor for nitrogen-vacancy centers\n",
        "\n",
        "in diamond\n",
        "\n",
        "Designing a light extractor is crucial for enhancing photon collection\n",
        "efficiency in solid-state defect qubit systems, which are valuable for\n",
        "quantum information and metrology applications. In high refractive index\n",
        "materials like diamond, total internal reflection limits the ability to\n",
        "collect photons emitted from qubits. By optimizing light extraction\n",
        "through nanophotonic structures, such as waveguides or planar dielectric\n",
        "structures, one can significantly increase the emission directed toward\n",
        "detectors, improving photoluminescence detection.\n",
        "\n",
        "In this notebook, we use inverse design to optimize a GaP extractor\n",
        "structure following a similar approach discussed in\n",
        "`Srivatsa Chakravarthi, Pengning Chao, Christian Pederson, Sean Molesky, Andrew Ivanov, Karine Hestroffer, Fariba Hatami, Alejandro W. Rodriguez, and Kai-Mei C. Fu, \"Inverse-designed photon extractors for optically addressable defect qubits,\" Optica 7, 1805-1811 (2020)`\n",
        "[DOI: 10.1364/OPTICA.408611](https://doi.org/10.1364/OPTICA.408611). The\n",
        "optimization aims to maximize the minimum upward flux among three\n",
        "simulations with the dipole source oriented in the $x$, $y$, and $z$\n",
        "directions. The final design achieves an order-of-magnitude enhancement\n",
        "in upward flux for an in-plane dipole source and over two orders of\n",
        "magnitude for an out-of-plane dipole source compared to the\n",
        "configuration without an extractor.\n",
        "\n",
        "<img src=\"img/adjoint_21.png\" width=400 alt=\"Schematic of the light extractor\">\n",
        "\n",
        "If you are unfamiliar with inverse design, we also recommend our [intro\n",
        "to inverse design\n",
        "tutorials](https://www.flexcompute.com/tidy3d/learning-center/inverse-design/)\n",
        "and our [primer on automatic differentiation with\n",
        "tidy3d](https://www.flexcompute.com/tidy3d/examples/notebooks/Autograd1Intro/).\n",
        "For another example of light extractor optimization in Tidy3D, see [this\n",
        "example](https://www.flexcompute.com/tidy3d/examples/notebooks/Autograd12LightExtractor/)."
      ],
      "id": "3ced02ba-4ea5-4b3b-841c-94cbf14a1a38"
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [],
      "source": [
        "import autograd as ag\n",
        "import autograd.numpy as np\n",
        "import gdstk\n",
        "import matplotlib.pyplot as plt\n",
        "import tidy3d as td\n",
        "import tidy3d.web as web"
      ],
      "id": "237f1dc9"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Static Simulation Components\n",
        "\n",
        "In this case, we are focusing on the photonic coupling to the negatively\n",
        "charged sharp zero-phonon line (ZPL) of nitrogen-vacancy centers at 637\n",
        "nm."
      ],
      "id": "275e3ea2-928b-4306-a6bd-ac1f68f1d208"
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [],
      "source": [
        "lda0 = 0.637  # central wavelength\n",
        "freq0 = td.C_0 / lda0  # central frequency\n",
        "fwidth = freq0 / 10  # width of the source frequency range"
      ],
      "id": "8ca55f8a"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "For the extractor structure on top of diamond, a high-index material is\n",
        "preferred. GaP with a refractive index of 3.31 is used in this design."
      ],
      "id": "9d4b1527-bb1c-49a9-8a04-eb575082a225"
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [],
      "source": [
        "# define materials\n",
        "n_GaP = 3.31\n",
        "GaP = td.Medium(permittivity=n_GaP**2)\n",
        "\n",
        "n_diamond = 2.417\n",
        "diamond = td.Medium(permittivity=n_diamond**2)"
      ],
      "id": "e12f25c3"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "The GaP layer thickness is 250 nm. The design region is very compact,\n",
        "only 1.5 μm by 1.5 μm. The design region is discretized into 10 nm\n",
        "grids. To ensure the FDTD grid is commensurate with the pixel, we will\n",
        "use the automatic nonuniform grid with\n",
        "`min_steps_per_wvl = lda0 / (pixel_size * n_GaP)`.\n",
        "\n",
        "The minimal feature size we are aiming for is 50 nm, compatible with\n",
        "electron beam lithography fabrication."
      ],
      "id": "fba933ef-376d-4dff-992c-cfaaee87c070"
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [],
      "source": [
        "h = 0.25  # thickness of the extractor layer\n",
        "l = 1.5  # size of the design region\n",
        "pixel_size = 0.01  # pixel size in the design region\n",
        "min_steps_per_wvl = lda0 / (pixel_size * n_GaP)  # automatic grid size parameter\n",
        "\n",
        "min_feature = 0.05  # minimal feature size\n",
        "\n",
        "inf_eff = 1e3  # effective infinity\n",
        "buffer = 0.5  # buffer spacing\n",
        "run_time = 4e-13  # simulation run time"
      ],
      "id": "f06838c1"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Now we define static components in the optimization. This includes the\n",
        "diamond substrate structure, the dipole sources, and the monitor that\n",
        "records the upward flux. The dipole source is located 100 nm below the\n",
        "top diamond surface.\n",
        "\n",
        "In this case, we will place a\n",
        "[FluxMonitor](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.FluxMonitor.html)\n",
        "with `enable_adjoint=True` to record the upward radiation flux directly\n",
        "during the optimization."
      ],
      "id": "ecb14335-2663-4d6b-aaf1-54d610b54091"
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [],
      "source": [
        "# define the diamond substrate\n",
        "substrate = td.Structure(\n",
        "    geometry=td.Box.from_bounds(rmin=(-inf_eff, -inf_eff, -inf_eff), rmax=(inf_eff, inf_eff, 0)),\n",
        "    medium=diamond,\n",
        ")\n",
        "\n",
        "# define the dipole sources oriented in the x, y, and z directions\n",
        "dipole_z = -0.1  # dipole depth\n",
        "pd_x = td.PointDipole(\n",
        "    center=(0, 0, dipole_z),\n",
        "    source_time=td.GaussianPulse(freq0=freq0, fwidth=fwidth),\n",
        "    polarization=\"Ex\",\n",
        ")\n",
        "\n",
        "pd_y = pd_x.updated_copy(polarization=\"Ey\")\n",
        "pd_z = pd_x.updated_copy(polarization=\"Ez\")\n",
        "\n",
        "# define the flux monitor above the extractor to measure the upward flux\n",
        "monitor_z = h + 0.4  # monitor height\n",
        "monitor_size = 1.5  # monitor size\n",
        "\n",
        "flux_monitor = td.FluxMonitor(\n",
        "    center=(0, 0, monitor_z),\n",
        "    size=(monitor_size, monitor_size, 0),\n",
        "    freqs=[freq0],\n",
        "    name=\"flux\",\n",
        "    enable_adjoint=True,\n",
        ")"
      ],
      "id": "44ceace7"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Design Region\n",
        "\n",
        "The design region is a pixelated array of permittivity values between\n",
        "$\\varepsilon=1$ and $\\varepsilon=\\varepsilon_{GaP}$. To define it, we\n",
        "use a density array whose element values are between 0 to 1, apply a\n",
        "conic smoothing filter, a tanh projection function, and finally scale it\n",
        "linearly to $\\varepsilon=1$ and $\\varepsilon=\\varepsilon_{GaP}$."
      ],
      "id": "926f69cf-7188-4dc5-9672-6fe273d7471e"
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [],
      "source": [
        "from tidy3d.plugins.autograd import make_filter_and_project, rescale\n",
        "\n",
        "# define the conic filter and tanh projection\n",
        "filter_project_fn = make_filter_and_project(radius=min_feature, dl=pixel_size)\n",
        "\n",
        "\n",
        "def get_density(params: np.ndarray, beta: float) -> np.ndarray:\n",
        "    \"\"\"Get the density of the material in the design region as a function of optimization parameters.\"\"\"\n",
        "    params = (params + params.T) / 2  # impose symmetry along the diagonal\n",
        "    return filter_project_fn(params[..., None], beta=beta)\n",
        "\n",
        "\n",
        "# define the design region bounding box\n",
        "design_region = td.Box(\n",
        "    center=(0, 0, h / 2),\n",
        "    size=(l, l, h),\n",
        ")\n",
        "\n",
        "\n",
        "def get_design_region(params: np.ndarray, beta: float) -> td.Structure:\n",
        "    \"\"\"Get design region structure as a function of optimization parameters.\"\"\"\n",
        "    density = get_density(params, beta=beta)\n",
        "    eps_data = rescale(density, 1, n_GaP**2)\n",
        "    return td.Structure.from_permittivity_array(eps_data=eps_data, geometry=design_region)"
      ],
      "id": "d4ea7964"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Next we create another function that takes the design parameters and\n",
        "create three simulations with the dipole polarized in the $x$, $y$, and\n",
        "$z$ directions."
      ],
      "id": "7d1cc593-1860-4ded-9e01-2a5bb3d8024b"
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [],
      "source": [
        "def make_sims(params: np.ndarray, beta: float) -> dict[str, td.Simulation]:\n",
        "    \"\"\"Get simulation as a function of optimization parameters.\"\"\"\n",
        "\n",
        "    # set up the design region structure\n",
        "    design_region = get_design_region(params, beta=beta)\n",
        "\n",
        "    # create a simulation with x-oriented dipole\n",
        "    sim_x = td.Simulation(\n",
        "        size=(l + buffer * 2, l + buffer * 2, monitor_z + buffer * 2),\n",
        "        run_time=run_time,\n",
        "        structures=[substrate, design_region],\n",
        "        sources=[pd_x],\n",
        "        monitors=[flux_monitor],\n",
        "        grid_spec=td.GridSpec.auto(\n",
        "            min_steps_per_wvl=min_steps_per_wvl,\n",
        "        ),\n",
        "    )\n",
        "\n",
        "    # create three simulations with different dipole orientations\n",
        "    sims = {\n",
        "        \"x\": sim_x,\n",
        "        \"y\": sim_x.updated_copy(sources=[pd_y]),\n",
        "        \"z\": sim_x.updated_copy(sources=[pd_z]),\n",
        "    }\n",
        "\n",
        "    return sims"
      ],
      "id": "2f449f08"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "To ensure the simulation setup is correct, we can create and visualize\n",
        "an initial simulation. The initial condition we are going to use is a\n",
        "uniform design region with permittivity\n",
        "$\\varepsilon=\\frac{1+\\varepsilon_{GaP}}{2}$"
      ],
      "id": "87f81df3-04a6-41a0-8496-a1b3ad486fb4"
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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HH7ee0CRJV199td544w1J0h//+Me0xSeTHX8z5513nrUA71//+teUf9umRCJh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\nafJa5wAAAAAAoBClOP+lQJSCeVvXtttum3G/AQM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IkFGuxSETgwQA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\n9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ta3vqVLL71UgwYNUk7O6YNg3759euihhzRr1izt3r1bI0aM0EcffaQWLVokva+h+4xF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\n8OHDo24/ePBgzZs3T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P3112v9+vU1CvLJ7CtQnRPHHscvEoE1iAC4jr1mUF0f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\nD0pSrUJNovXv3189e/YM+9oll1wS/Pqmm24Ku03bt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          }
        }
      ],
      "source": [
        "# number of pixels in one direction\n",
        "n_pixels = int(l / pixel_size)\n",
        "\n",
        "# initial design parameters\n",
        "params0 = np.zeros((n_pixels, n_pixels)) + 0.5\n",
        "\n",
        "# simulations with the initial design parameters\n",
        "sims0 = make_sims(params0, beta=50.0)\n",
        "\n",
        "# visualize a simulation\n",
        "sims0[\"x\"].plot(y=0)\n",
        "plt.show()"
      ],
      "id": "73ec9388"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Baseline Simulations\n",
        "\n",
        "As a baseline, we will first simulate the scenario with no extractor.\n",
        "This result will be compared to that with the optimized extractor later\n",
        "on."
      ],
      "id": "6adf918e-c693-4267-b763-07ff628b0158"
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/html": [
              "<script type=\"application/vnd.jupyter.widget-view+json\">\n",
              "{\"model_id\":\"c4ab9de9151b4ff0bdb7b74098efa6ad\",\"version_major\":2,\"version_minor\":0,\"quarto_mimetype\":\"application/vnd.jupyter.widget-view+json\"}\n",
              "</script>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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\">23:10:39 UTC </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span> tasks.                       \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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\">23:10:41 UTC </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.075</span> for the whole batch.                \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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    \n",
              "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>completion.                                                        \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/html": [
              "<script type=\"application/vnd.jupyter.widget-view+json\">\n",
              "{\"model_id\":\"2fe8424df921474e85981b6da527ee7b\",\"version_major\":2,\"version_minor\":0,\"quarto_mimetype\":\"application/vnd.jupyter.widget-view+json\"}\n",
              "</script>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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\">23:10:43 UTC </span>Batch complete.                                                    \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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>"
            ]
          }
        }
      ],
      "source": [
        "# create simulations without the extractor structure\n",
        "sims_ref = {axis: sims0[axis].updated_copy(structures=[substrate]) for axis in [\"x\", \"y\", \"z\"]}\n",
        "\n",
        "# run the simulations\n",
        "ref_results = web.run(sims_ref, path=\"data\")"
      ],
      "id": "35c925ba"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "To facilitate post-processing, we will develop a function to extract the\n",
        "upward radiation fluxes across all simulations. When applied to the\n",
        "baseline simulation data, this function reveals that the flux for the\n",
        "dipole in the vertical direction is an order of magnitude smaller than\n",
        "in the horizontal directions. This occurs because most emission from a\n",
        "vertically oriented dipole undergoes total internal reflection at the\n",
        "diamond-air interface, significantly limiting the extraction efficiency."
      ],
      "id": "0b8181ce-a031-4e76-918d-9c1ad60e592e"
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Ex dipole flux is 74.819.\n",
            "Ey dipole flux is 74.819.\n",
            "Ez dipole flux is 4.566."
          ]
        }
      ],
      "source": [
        "def extract_fluxes(results: td.web.BatchData) -> list:\n",
        "    \"\"\"Postprocessing function to extract the flux data and print them.\"\"\"\n",
        "    fluxes = [results[axis][\"flux\"].flux.data[0] for axis in [\"x\", \"y\", \"z\"]]\n",
        "\n",
        "    for axis, flux in zip([\"x\", \"y\", \"z\"], fluxes):\n",
        "        print(f\"E{axis} dipole flux is {flux:.3f}.\")\n",
        "\n",
        "    return fluxes\n",
        "\n",
        "\n",
        "flux_ref = extract_fluxes(ref_results)"
      ],
      "id": "1448e22f"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Objective Function\n",
        "\n",
        "Finally, before we start the optimization, we define the objective\n",
        "function as the minimum upward flux among the three simulations. Note\n",
        "that we don’t apply a simply minimum since this discontinuous function\n",
        "will break the gradient tracking. Instead, we use a soft minimum\n",
        "function given by\n",
        "$$-\\tau [ln(e^{-f_x/\\tau}) + ln(e^{-f_y/\\tau}) + ln(e^{-f_z/\\tau})],$$\n",
        "\n",
        "where $f_i$ denotes the upward radiation flux in the $i=[x, y, z]$\n",
        "direction, and $\\tau$ is the parameter that controls the “softness” of\n",
        "the soft minimum function. The smaller $\\tau$ we use, the function is\n",
        "closer to the true minimum."
      ],
      "id": "4abb0332-cbef-42b8-b85d-0519e834d0c2"
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [],
      "source": [
        "from tidy3d.plugins.autograd import smooth_min\n",
        "\n",
        "\n",
        "def min_upward_flux(params: np.ndarray, beta: float) -> float:\n",
        "    \"\"\"Objective function for the inverse design\"\"\"\n",
        "    sims = make_sims(params, beta=beta)\n",
        "    batch_results = web.run(sims, path=\"data\", verbose=False)\n",
        "\n",
        "    def flux_data(dim: str) -> np.ndarray:\n",
        "        return np.mean(batch_results[dim][\"flux\"].flux.data)\n",
        "\n",
        "    fluxes = np.array([flux_data(\"x\"), flux_data(\"y\"), flux_data(\"z\")])\n",
        "\n",
        "    return smooth_min(fluxes)"
      ],
      "id": "afb4708e"
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [],
      "source": [
        "# function to calculate the objective function value and its gradient with respect to the design parameters.\n",
        "val_grad_fn = ag.value_and_grad(min_upward_flux)"
      ],
      "id": "9a3bf391"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Optimization Loop\n",
        "\n",
        "Now we are ready to start the optimization loop. We will use the `adam`\n",
        "optimizer. In each iteration, the `beta` value for the tanh projection\n",
        "is increased on an exponential schedule to help gradually binarize the\n",
        "design, slowly initially an then more strongly as the optimization\n",
        "progresses. In each iteration, we output the objective function value as\n",
        "well as plot the design region density."
      ],
      "id": "d660720a-edcd-4be1-9c5d-b2d4ed2a11e7"
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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1+zzT1oyH8Rq+WjPdYmnLNk5tA8oO6OjJXXnH57TjT41HtnFSrGRGy1uli3gh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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 1:\n",
            " beta = 1.000e+00\n",
            " objective = 9.460e+00"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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QhYZjmrK6y4iz2l9bkSpZVmmGTKnqRKXO2us1XF1VyjNTmFupTMZmilNHIz1HjSDi9u3n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\niYmFmMQ5MTExsRCTOCcmJiYW4v8DFhie5BKPCocAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 2:\n",
            " beta = 1.075e+00\n",
            " objective = 5.400e+01"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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L4KkArMC2ljDz6YGnqweeRMJ+AKZeD8BYgahjvRCemHSlhvKol04i8T1d+qfS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T3PMVAGTgV6nTRzTJWvpQ4M+3XRvA7KRwPnlsJ1rBywMkyd/FHgdAwzhbE9hlnpx9lyBaAa4Yyc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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 3:\n",
            " beta = 1.156e+00\n",
            " objective = 1.387e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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uQ7cRltXvvv+r5GKTQ5WkBjtToKSB4oDB/OFMojiBzgiMfOA6YxQocjJAx1WA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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 4:\n",
            " beta = 1.243e+00\n",
            " objective = 2.504e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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MwHNpGwnGqU6nBEqXkwKnxK1GVWak/r5+M+oQTngNdNWuK8PvzQG2s64R+9Jf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6eDfhem6fQrPdzd9RgmgZOL09O2SN/tQ5feY8E+ZtRTjq3qzucO9nMsaU73k8FLTJMJGF8z2fXz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\nA+X/A8qZqzO468HGAAAAAElFTkSuQmCC\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 5:\n",
            " beta = 1.337e+00\n",
            " objective = 4.400e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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Fzr/++quq3gKnZ9NVa1drWpqqLdNhPOny8rJubm52GKcynE71E+Nxa03lIiB0Flj/caZJ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t0svxcXJDPssnYCYgGi5pmKcSqAzvmUznzFIHhNxmEIlgIsArYSPkoSKaMpVi5F456jZJZaCSIG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\nJzzOLPU+sfBDloMC56dPn6pq1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izHsmf5/wCW202Gnq0PZQAAAABJRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 6:\n",
            " beta = 1.438e+00\n",
            " objective = 4.974e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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oB7Ey1z0IpjYoQETfpxjobDaL9XrdMdGrq6vOxylGKp+o8kNlUQjMZVl44JUs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\nBTgv5VIu5VKOLP8fVNnNbqZJ7ZQAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 7:\n",
            " beta = 1.546e+00\n",
            " objective = 5.442e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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//a33vpp4mVXKXOLqGplwVTjwzjTp1u52/b3OVTsIlBF7xuXZci5gd4bJU4uc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\nlH31OcdxUtG9lJAS89SKA491an2nTnfixgLWlQw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fVZ0Bp2oaeGb0WTNM4DHPFuskABE4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\nLgeWM3Cey7mcy7kcWP4/MfPTz98GRZQAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 8:\n",
            " beta = 1.663e+00\n",
            " objective = 5.815e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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QJmYp5ukbdlTvyTzlCpHycnbsY15Zbw5kDmLZGNMNw3H13w4BbSZ//jnr97oi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\nDpoxGTugK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A6xCwdNafIWmET0d/6h0FXsywHVr+1MgeDpJjvTRQig2a7lGciTuQ0JTgZA\nzmpZs49bfiQHTE5mZ7fsS2ec1XkqYCdTdplwIHSlzfGqwJNjl8lNJlcMtOx23/yU6gfuVSCLSJaN\nNoNxRufyo8NXfGUrwCqSwTkyhmkyKFq5pFpy4SUDTv0+Y8JuotON8dMzToKBGCdr/i7ira8zm5g+\n+BLGQwRDjubsXH4ttZdKIDOXWTTBMtNvjOC7L4pbqLmPim4P92W2TEzvT2d0voLD+8s1fwWiLdDz\nfhj6f3UePyfPJTnzNCTvJwfNLC+w6rsKuNQesmvKv9LYXl6+7UUrhinA1F4GY9qg61TKg/LN+SBg\nlrzqPdfQe33ounTOr6xk7WKknvfhwEnGyc+zvjpWOTrjpNbVIDrTZE1hU3EBriZSprWykpkeFXP0\na6it+ow+qWwHniFG2mKAFfNs1b6npF8v68vMBeKTP/OTVa6LjJlRmQ2BnLPYob4Zwzq97wmcznBd\nqfK1syn9h0DFYzKZ9CwTV2ZimfKZ03c+nX7b3GU6nb4JMraYvctsJX8OlApq+jVILmiWjwHNQ9pY\ntVVMU+TGxysDzqyuiMIxykn345QgS3CdaQqU3M/i5m42EfV7B4CWn8snSTbJ+DtnLLqmTwRujjvG\nrM9KBV5c8UFmmQGm+k6H3muCZH4ggoCDEvNKW/em81DzD7lbOO40Yw9hnN5nGWMRy1N7MtDPfGVZ\neg3bRguEQRaZ3W6hZONEczLz07nCGwMELsMOlAQ9ygvN8cvL/eYjqvW5r2zK+saVhrepAk6Oh4rG\njvdGUzyzDFrs/Fjl6EsuOQl1SGDVaf6e5o0KtWRlGmU+sjGg6YPjwqgOZ6GTXayBDFQ+x2x3cTeb\nvG1Zn7mPyuuK+dEv5CDCfFMKvUpmqo+NwLogZ9aCj5u/HjL1KsbZYpgRe+ZCBUhgoe+bgZgspczl\nwbdj8/GWsstyc105+7UIAg6azsL8fOp/3ZPGXb/V8mhdK1v6WR3MHsksjWzsMhn3uUqCpeJzkX1C\npZN9/tMwToJRRJ9BOnC6z4cTQ8U1rTNOAh0HxsFFhULK4sKrnDpPtfD8MN4HV3ZERA90yNIc8DjJ\nMuDMav5P7VfbNSHE/tV+MQc9KE0MNGP0ZIQETd8ZvAJv9Vc2ydw64D04O9HvvH8q14QmzGw26wWg\npNB5fgK8Bzp8FVjWRxpfKUyZ2DTZKQcC1YqtuxuFdTYXHBjcSuM96HuCojYN0QbK/ghnPlAvY5ot\nNi755PjSInAZz2TIraFMybiyqQJUpygnNdUdMPV59b7yUfGc2YTj7x1gWCrQzITVBySirwBkZmpC\nXFzsV6QQeJg3VwFodgx9z5KxPGpxmmH+bHM60gnmZNc0Q7NIvoOYm4f0E/rk8nFuMU72baYQ3ewV\ncMqnzfHOzFcuYlDN8c/6Rnm2+ly+SpcD9mWLeTqQVu/9c3c3sA2aiwJUrvrRWnPVlA/6M6slxdm4\nUo6oEP03lVtNv3Or0OepA6YzzZ+GcTookRlmnekU3p3qLD5hxFSzAXFWQm3nWpx+WEU4lUOndeh8\n/C2XWyplRLuza8s3PvpD12bb3dzM7j0LeGT9QtDb7fYPidPvJOyaFNqmbLlcdhPCXRdkVTI1fZdw\nD4xlLCozqTLWSaY+VLJJ5gpDQMl2ceydacp/58DJIAPbKyWi1WPM0NA2gNl/1Gccd5/YFdN0NuWy\nr9dSBmKKYpI3Nzcxm826h8Dd3NzE1dW3jZHJPPU/KlbWGbvzMXXiwv7Xe83hjDD5nK76YsitcSrQ\njDghcJJxcmLzZjJAyDrSQZc0PqPjLfZa+Vs1oZhz6oxEEVCBjZ4FpImj/08m/ecJVWYKgz1ZGkul\nlV3AMj8l71f3wB1tOFHohqjaSMD0HFKCAcsQi/L78dc6R1XITDiWWdZExoT5KF4CaJZsrvNJWWgz\nDBX1SaUcKuDkfbSYpmSIoExZ5li7haH9PmezWVxfX/dqN9GpRMhg3Y9YMWDeswhDNpYZSfDftdj1\nkDJx0PxTM06WrKGZdnVgdYDg6wwwM8aZ1bouJyy/98CDwFD+Mj4hk2vJF4tFVz8+PsZ8Po/NZhOz\n2axjps/Pzx1zFbgqiMRrU1N7f2QBJt57K2BCc127jHODXAZE3MRjcEMTn8CZMU9n1z4O2f1VjJrj\nxtfVpM1qmuZSfM403Y/HvmD/6n4vLy97Jrr2FMhAszrYF87GKNMOjFTeAn/5JJ1hfvjwoavn83nH\nOMk0yTCHdvnKrLxqDtLPzHvy+V2NOeW3BZBjZODY5WTAmZWhG2vdYMZYM7bZujYBuzq/m84eTedy\nOJnqev65nkqpFVRipJpgYkZiHZPJ3lfKQJMDe8U4fcJlv9N9M3LszDMz2SXw6gP6az2DYMiPWwW4\nvM8zwM0mh5tule9L7wmYBBvf2Sp7JjlBYLvd75CltmkDliyToFIMrthcDl1uda8EMt0TgVNBHpni\nAko+h13ASaaZMcxWwIXtqu7B52p1n9n9jlGSfyRoRhwZOAUCKhVrGhv4GMNEWPvnmmA+EP45i7eN\n4CFQ2G63vQfAqX56eorlchmPj4+xWq3i8fGx9/nT01Pc3d11SyhfX19jvV73GKiDkJs7Dq6V8siY\ndmbKMU/P/XrsgyxI5DvreACklYtK8HQl5WPdYhrOJAmUnpdJH2bl26xMdN2XFKWUSZYx0Cpqs7Ow\nLDBJsBcTFDMU4EnxuQ9TQKlazFMPe9P/HDB5DAFmxhw5flmA1mXT+4YKK2OorJm9wP9X4OlZP99T\nTg6cqg8xzbw4i2KnqngnSTgJkhlj4X9abXUmenl52QsiTaf71R8KEvG56BFvnxcv5qJa53Y/LCcw\nP/O2ZyVTGh4gIXAKfMi2aKYSONkHTLnhqiaZa0x2zxQnmSrH2++X1gLZtANo5qP26DmZJ4GXrFtt\n0RjrvawNgsyhFpCPCxleBfpiyZ5GJMCUSf7x48c3TFO/p2k+m81SZlnNESptJ0Scy1WcouoLn4Mu\n+yz+nkooG4NTsM6jAufDw0PvfcYe+boCp4z1+f+ywsm12/WXeup716iuobLBdi2qibTdbmM+n8fr\n62vvsRzPz8895vn09BTX19fx9PQUNzc3HfN8enqK+/v7joFmG8oKhBRkcjPYJ57f01DkkkBK9pSl\n4LA/PfOAgEo/rsZOisxlwpko2+pjpv/wtc7N9jswsiaAeqoNwUPXps84y+RwOXUQcbZPOVXbCVyZ\n7/Li4qJjiAK+m5ubuLy87ABRjFKmOd8ren55uX+sMJnmkOnrwOPzVoqR8yebx1VxGWYf8RoeHPZ5\n76/9GsvlsmzDoeWowClGVXVSRbmd2meMdIitVoyzBZqeg+baNGu72kgQ0YC+vOyfCz+ZTHoMVP0j\nZqrfTafT9ImVqqk4Ms2udrfYTtVvLTZKISYD5r3qO77nOcUi5dvNmAUBJwtucQIJ0DJfMNtPpul1\nBpweCMmAotXHmax6ySwegoWzZTfJCZgK/jjTdODk72ia07LQ/MiYpdcZ09RrWijVb7xvMnnwmr9v\nudh+dDkqcP6///f/3nyWaQM3u8YIZAWm/K3OSZaTDRTNOxdkv37VJkXdtVegWJeY53w+757hLgZK\nxqn669ev3X6bYqDPz88dE9U2cnykAdmZsy7dEwVX/jnlHuoQYxRD1DlajN5BVpNG52DNgBcZsPtM\n3TfqwKm2ifXyXNnyT7a15bergoQECbbX+zF7DrknuDvbpBLKAFOMUECp6LfSh+TLpE+TAJrlZ44x\nzV3+xyhhHxv/DccyY53OcDNmWV1fY9MiWV7+5V/+Jb2n95SjAufd3V3vfQWUmQC3AMyZKF87M6Ff\ns2KkQ9d1NsPCQRPbrNiYlj86A+VjEpyh6ve73a6r3RfK/qCSGGNGCgB85Q8PToSWdnfBd6BsMQpv\nj4Mgr6/fZ4BJv2PGpLN2upWRjXHFhn39ftWfWR8RqMk0q6APAZMmuQMlAVMmvICXpjnTjFp+/jH9\nQqaZAV3GTvl5RlI8KEQ51riTxWbZG/od/3eKclTg/J//83/23jtQZo5vRg49FcKBgCUzpbOBGyrZ\nJKquyf9UAiTGpbQl+j5fXl5itVrF8/NzXF9fx/Pzc9zc3MTz83N8+fKlq5+enrr32vldTJT7cYp5\n6n7JOvWZWOrT01NcXu53FF+v1xERXbK4gD8iOv8l2WvE2yBRBh4ZOPuqoyqdieu5WSQPZJzySYrt\nU9FobTqDbqy5rwCVBcFZ46r2i1luNpvuWK/X3aE8TmecZJsEVPWvAFPMMANKmeIETmeWAsqMYXpe\nZqXYOG+G5lIGcP77jAE6o+d5nCA5QNLakt8/8/8zP5rlv/23//bmPt5bjgqcv/32W/faNa0AczKZ\n9HZskfDQXKH/hdpxyLeRDUpVKg07xmxxMOFnVBCcqGKiYpiZb/Pp6Sl2u12vpoAIIOj7dEbmPrqW\nqSlTXUtJPYDh7DNjp2OOjJl5Ur1ecwKwXykH/J36mWYjE6910CLIXDlunbibI3N1uIleMWY3zyMi\n9WVmJjl9mAROmvACTJr6DphjmKbPH++PliXmpbIMs+t4TcAkUDL9je/dfZVlZxybfR4VOP/7f//v\nEZGb5hw8X+2gQZe21OBzF2wBEs87pmQD6KDjk1QlA2oHVgY+eA5NFvo+t9t9FH61WsXLy8sb5nl7\ne9vzgV5fX3f5oM/Pz51PVHmgzjzZ3xF7s1bpM2SaAkYJ3mw260CUDKUl0J7fyQR5ZgiIranW55n/\nNgMeAaLa4ylIMnkdPDWJPCPA/bqUL92r7lGM8+npqWOY9/f3cX9/Hw8PD/Hw8PCGcWocdE4pPTLN\naqVPlU7EPEw3xX3H+GyppPpTx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rg/ToW/d9N9Ot0n6W82m7i8/PaMH/l25XfhUkn3gQlU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\nW64H3fPbAAAAAElFTkSuQmCC\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 9:\n",
            " beta = 1.788e+00\n",
            " objective = 6.259e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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wagI6KJJpZlsbOmgyys420Swn85Tvc7VaxXQ6fbfiSJ+LkYqJihW3GOgQS6s1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vRtagVXH9vMlJHkLaLfffEl5aTAycAFO1GN4ueVGe+dvt1u3/k6Z7NZvLy8dHme2QqOjH1W71ua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\n5QLgPdTPAjJGx913mTFLPwsoG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          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 10:\n",
            " beta = 1.922e+00\n",
            " objective = 6.747e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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QzRgngKdPDqUumexZLqQDZ8lUV1eER9PZNaTjpGwUxqlPFHC2PxwOmx0xpN4o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\nLddyLWeW/w/saZIPnRvVNAAAAABJRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 11:\n",
            " beta = 2.067e+00\n",
            " objective = 4.429e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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20SWWmTHNEtvIwDMbdP9MfUO6eDKGqSZ5yZcJcPqOIE83AjDVIU4/AC31bSrz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\n5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l+mgiUMUZmlZg54BoG7I/Q6ACZMU32aRNFhnHx+d3dX8xuz8053BJWYZgZY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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 12:\n",
            " beta = 2.223e+00\n",
            " objective = 6.815e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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z6CTnmZVtuq+d6/nvlX0q2+TaEYclkfQxzFOP6o2I4m5hOSW1+pZhoFy/ay5p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\n5nMHTi0AHvci6OTKScFU2b+2meuoIvSx4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qOYTCYxHo/j+vo6xuNxY5OgH4Jx/vnPf26Y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\nSUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 13:\n",
            " beta = 2.390e+00\n",
            " objective = 6.765e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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+zGz9dhYkciUASBLs0J3Wr66uSo0PVJkotVplSjIy/23bM2f1McTE5SD7X9an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\nDJznci7nci6vLGfgPJdzOZdzeWX5/wD7X8INrVglWQAAAABJRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 14:\n",
            " beta = 2.570e+00\n",
            " objective = 6.670e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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oqZLwNno/1PrkUODUQh/AhrX9gCr3UeapCl77Ri0V0ufYFKR2LLIzzy8BnkcF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8+PAh\nxuNx3N7exnw+j/v7+wKc6/W6kJMMMH0OAGqZi0sDSN73GfnwccDyU8XNeMA4sQhqqUlfs3z1BPhM\n66gZA5BGRDEjMEEPTRT2z/z/mdBnDMp9gfpSZrvZbGKxWERExHw+j06nE9PpNE5PT3eYJ/mQKA01\nf/Xvff1W85U9PT096xNlj9oHDqD6PG1XxFZ5ud/L81OdEb2m2d7EcJh42XLK2rJKL/vkx0Gixmpr\nsuxt4ZkZ09QoOkxzPB7HZDKJyWRS/JvkaGbBH19mrGPqcpP5NbWetTnjJVNmWrKk91pUvdZnX6p8\n1SWXKkgRUdgRwSDWmg8Gg0LbGdxWq/XMzMlM9YjnGwQ0OfZrwu8mGe1w7QmQtFqtssfgcrmM29vb\nWK/XcXt7GxER19fX0W63o9frRavVKhkATb5OFQq+Qx4o5jM+TvxE6utU4df7+6TwCeCTHubE/7i6\nYomIMhFfy2z3PnOfJitRzs7OCuPr9/uFeWLR6IIKZ5nOOGuMS11RsE1lnOQkuiwfyjYzwHx4eIj7\n+/v4+PFjPDw8xO3tbfncfZvcI2POXnS8a6DprDIzoWuKjHmOvLVarZ1xoc8URFU+9f5fo7za0RnO\nnjR6i4+T1AgGIYsi1wTNAbWJ0meTwQWDOiv46KRiSdpisYh2ux3T6TROTk5KahXvPSHeXQP+DP0s\n83Mqi8GPismXBYm0LXxOf/lEACQVrDebTQFHBUmtb8TWbFcQzfr0mKVm1fiiBfWd1ZZUOqOpKdmm\nqLL78J1x1nI4vTiTdzN9uVwWvyYsczwex3g83mGbLCHOmGbmd9d+datinytrH4DxHY2uY4XRD4xJ\nbWz2KZkvWV7l6AwmKf4M2BeAiVnLAGMGK1hknaiM01Me9jmU+V2TU1zboT5C7qeM7/7+PlarVdze\n3sZms4n3799Hq9WKy8vLaLfbO+vx6ZN9fUYf0Ge4NfB1wkDxCTtgZcKvAKpCyzN578yTeigTzRho\n1o9fAjwzwMyY5unpaVlpBqPp9/uFgWLNaD8oqABYmY9P2+8muuYf41P1aLqzNS/ONjX1aDwex2g0\nitvb27i7u4uPHz/GaDSK+/v7mM/nMZlMSvqRul2aAFPHcd933LqrgZp+poBJPVD6ZNEoU9ec2tpz\n/ukYp2ot3meUnShuxCcfhzIhZQ9NA6QT6CXgWdOqtYmujA6Gxb6ds9ks2u12jMfjHeZ5iK+z1n/e\nZygRglLkjGqQyNkrZrzX2wGP7+hEVj+Y/lbZM79jiZ4GHpzRH6PoGDrIK9PEXObatOQRZUC/Ocuk\nPVl2gYKCpyDtY7YZyGgd9OVRdBLeR6NR8W+yYYdvSpyZ6E3jkcmnzq8aaPoc8/npc1RBs91uVxn6\na7PNiFc+rE1Nqc1mUyLO7HLEWT860ZVBONt0Uz1LAWlKGNeyDzzdZwh7RKNPJpNYr9dxd3cXm80m\n7u7uotVqxfv374sft9Xa+jrVV1PrOxU09Q9rdB0GCiN10z976djQJw4C2v9+BaT0u4yZAjMgkymr\nl5baJHRFrEyTaHnGNFFCbrm4SZ6BZpNvk12CdP9Yj6bvs4S0uIlO3ia+zdvb27i/v4/7+/sCnrph\nhy6hbGKRWlTWtc91/r4ktSoDTLVMuIeyTPUHH5q+9SXLV1urXvOJuLBrR7KUURmKs8YaVff7ZjmP\nTb9XMzoDTQpAwHdx2C8Wi2i1Ws98nZPJJE5OToovtObr9D5UIHNGA6shSER6Euvrs/o2PQt2mY2V\nRj+dceq9lXlyP77Hd/T7WT/X5KmJuahVAjABnEy+Q5mmg6Wey+NMmvq4NaCmJs/P0o8y8zzzbTrb\nBDgx1fFtktKnoJkFspqAMwNLlT+3AGtzMxu/zHqK2B58qJaCk56akvma4PmqwSEdhM1mUyLpsDAY\ngA6ugmET8DEYOgC15GY1K5pK08TG9EGjz2az2Gw2MRqNIiIK4xyNRtHpdErakm4UQvtq/cX/0cr0\nlfo4uV5cXMR6vS7fUwXE+wysvS+1fzU1x5kngs+VftWzm7Qd7mfVa9bXGVhmzAcTr9PplOh4r9cr\nK1BgnMo08Wlq3zeBpoIn4+YKTXNE2T+2iW02MSf3bWo0XfM2eT08POyAp64pr+UqNxUHJ+1v9ePW\nlqjqOGtfKWjq+NM3KJpsL9TXNtdf7bA21dI19qmTEcHZp82ye9ZMdtWSGuzRyUDJhMwZAYIZETuM\noNPpPPN1LhaLvb7OGlt3Ta2ME5MdEx5lpOCs4JmNj7cdM1yfz3OVadKHBKcitgCqzJPvZJO4CThV\neXDNmCYBBJKlCfroRPSUNu1rD/44aNaWI7Zaz5dWEhTi7yxHtMacvF8y3ybAyRJL9W26XzMzz122\nvL+b5qe6Q9yKO6SoslHrQ7Nn9rnlahjwpctX93FmgOkgp6Z1xC5w6gBmTLMGmp664/RfzUi9Vw0w\nM+YUsQ0YkZ40nU5js9nEw8NDtFqteHh4iE6nU0x4ktZVcPYBmmt9zE/W/cM8cXeowqGuWl81510g\nM/bpzHOz2UbXGTNAlXNkAFBdFw3YKgDtA063VA5hmn7l//uYJiClx0f4KjOtm7JN92v+Ed+muw00\n/Wg0GsXDw8MO22SvB93WsElJ7ZO1Gnj6IozMlK6V7H6MA/fSezalbv27YJy1kg2Sdq4GOjLQctMj\n8zvt83XCOPV5hxYHTqLKbM4KUI5Go5LXeXp6Ws3rrIF2phQAyOVyWRhnk8kOYHkf1saFosLN/2Ad\nziYVUFutVlEQMGw3d5XpN7VbAZxJCgCyRBKm6VfdHm4f01TAzMCTcVJl4qAJWJJWU0s/apIzN9MJ\n8PhmHvg3ydl0trkPNJvA0ueQzqMmBeDz07MpHDyzOEYtnqG/f43yTQBnrfE+cBkb00GBWfnvM+bp\nWlJ9jQ7Q/rys1ICTNfeTySTa7XaMRqM4Ofl00h/ACeNVf677hPy9+zrJ34Rxcq6LrihSpeCTKEtL\n8T7geQ5gABdAyfciovwPX6cCp5rsNeaZTegmpkk0Vhkn7wFWfuegqeDUBJoaRY/Ypsmpia7nYinb\nzFwEDgY1+YatcyqlRtMfHh5iNBqVzTxqm2hnMrwPNBXcnIQ403R5cdBukjMd31qg6RBl8zXKNwGc\nGXP0l6ay8IKlsQpCfZXu04mIZ4OSvZT5eJ18wrgAel3VH0VeJ8CJzzMLEinbdPDkb1UIRCJhmAqc\nvV4vNptNzGaziPi0sglfWQbS+sysDyK2vkUKf2tk1H2d/E+Bk7qz07+vk/b6ONPMouf4NvV9bTUQ\n47nPPHfQzKwZQFODQYPBoLw/JCDkTI2/tW4eSX94eCjBIM3bzMzzJiavf7tizEAzCwB5ffkffZa5\nO5yFZnX7FoDSy6sD56GgmQ0+gRgmJ5PSAYyifsHMd6LAq3WjuIC4oCu4ua9zNptFq9UqgInJPp/P\nC+hpUnLNwa4gwpWJu16vi28T4OQKI8W017r7GHjbvR/ob2fAsFGYrTLPGnDWgkVZu3X8MNEJBmWM\nk/cw0pp5ngWDar5NrU/NRPcTWDPf5iHsyedAFhSCaXrCe5OZnj3vEKbp4KmmNOPufar97H3qVkZT\nXWr1fq3yVYHTJ6N3tGv9pnNP3CRk0jGYMBjf3p/fZwKhgkFR/5uDsrdJ28b/YcXkbY7H4+h0OvHw\n8BAnJyc7a9gBFL3vPjeG+zqJpgOYg8EgNptNTKfTUg9Yuj5H2+mriWpj5sxT6xOxm07G89xUV+ap\niqPWVjfR3bepQJptBKH3V5ljYjtw6v9VWWZME5Y5HA5jOBwWxrlvM4+sZKCZJbwDnLPZrOy1WTPR\nazJEe7jWzHP3OWqfapqUHoDI2G42m7IzEyuZ9Nx2tSZVmTa5GF6zfHXGmQ1kpqlUgNWUoyg4RuwC\nJ36/zWaT7u6e+VJ4ua+RAeRKfTNz2v9HW1qtVjkzejKZlPSks7OzmM1mzzY6dn9uDUQVpDSvU5nn\nYDDYMdmn0+mzYJGzZH1mTVhrkfga81SrQN0sDpxuJfh4NQEnVxhmFuHNFHaWduTLE70+1EN3MVe/\nJq9sTfq+YEo2JzQoRDTdE94BJup+CNPUz919kJnsGRPkGU56+Iw26OolBU7qyj2VSO0D/9cqr2aq\nZ8LLoOtZ0LrpKqyFDkaDswEqa9thoQCnr9fVienaVTVkxK4fTEG0iXnqQDPpCI5Mp9Not9slLUkT\n4tvtdnS73eLH4z5NJoqyPIBzs9kUoIRx4ipgp/qaT1Xb5czTQYdnup8rYveYBf0uAMpzM+D0iaLA\nybirqQ5QAqSeJO1j0mSi7/PBUQ/S2oiaD4fDuLy8LNeMbaqZvs/sdDBSE53NO+7v74uZTkAIokAb\na26PGlhmjDMDT+1HdSHgy2esNd4AcALwi8ViB1jpG2REx+BbA9BX9XE2gaeeQEkHK2tst9sFMNnU\ngkkIcEbEjmngE7OmURUY9Tv7mKe3LWLX1wlwwThZgnl2tj0jXc0U2pkVZXnquiB6rlF29XWyhp4g\nEcpEn6lmkz6raRwdDBzo6Hvao5aC+jhrEyRjnAAogKmmuU56vZe6JFTmHDCzuqhyVb+mMs3BYFB2\nK/8jeZuuwJgPRNM94V1Pa90XdNE+rYHmPh+j1k3rx6muCpzUB1nzzZTVrcU4olTfgDMpCi5qjrBT\n9Ww2K0eZ0vFqdqifSZkHHQ+zenp6Kj6g+Xy+wzzdfHeNS3HGmTHPzAWBUGCiwixhmvf399HpdEq6\nEia9M8EmM0s1PEyVXfTZTAQfKyuWPKpNG9Us1bYhyN4+GKdPOh1fNW2pK32r/ek+Tm+7Aqcyz2wZ\nntaPflTAdNMS+dN6eP0BaZLpe71eYZlXV1dxdXVV3td8m/vYZpOJDmASSSf9iHniebFZcV/mIYwz\n61evG8ohIspuXfyGOmnMQvuduqpigaFCjAh+HqIQvkZ5FeB0s0kHwrUXx5xirmRMsAacDIAel6qg\n6cDJlclN/bJJ7swzayMTVn2d1IUE+MlkEufn50X4YM/KzvSeWlctfBfhxWTvdrux2Wx2gkURn/JL\nN5tNWdmDILtfTIGMPqctXlzZ+OcwUNpHnzK5DmGc/J5rxjB5aRt4lr6U0TQxG56hwSBlmoPBoLyI\npLuJntXPFYyPtTJi3z6O13w+3/Ftqkxnfajj+FLGqfVyJsx2icgSwU4HTmf4Klvqu4b0+Fz9Vljn\nqzNON0ncX8ImrVB8ncgRzztcOx4AZIBxrKOhs4mqQgRo6v90okfEDsBloMPfsDXdNUmj66QpIXBs\ndJzlymmpmexslMJRHbpyB+3NLkewYEDdmSdt0X73MVQ/a41VKYCqMqI/NY/W/YoR+X6byoxqYJS5\nhLJrzQIBMGGa3W63+DFvbm7i8vIyrq+vdyLpTXmbTSUz0QHM8Xgc9/f3cXd3VwJDWbJ7xsocHGvX\nfaDpfk1cT5vNpkT9aTe/pz5ZPqzKi+4ahVJncYqCrI/va5RXz+OMyIXFGedyuYzZbLYzqel0BFO3\no2IycW+A148QyITMzcmMuTizUYbjbdPfqHnD0suLi4uYz+eFEbtZogKmRd/7RNcVRZvNNljEbvpc\n8b3CIpkUOi7ZOKnp7uBN/9Xqi4tA04Rg8DWAzphRFrDQPtf3zjazlxfty0OYpkbRs/Sjl/o2GQsA\nSY/GYIUQ0el9oFnry5eCZgbqGvBDfgFOPofAZP2tzJQlsih5ZZxaj9cu3yxwMigcQsUyMzcpI54z\nGTWNKB6dzPYp5F5c1dzXq36H0mS+1wQOpnl6erqzQzx+HWW22TO1qJm82TyPXmv9YJr4oVhpw5nw\nKC76TNvj4KltpB7KImoKxSesMk2fHDUTswZENVeQMk79rDbuKGGi591utwAl/sybm5sSSdcjbF+y\nbZz3r1tf8/m8pB0RFFLLqcm3mfWZgrhG+TPQ9DGmXhTqyuq42o5TfNetRa3TarUq6V2QjJo18Nrl\nmwBOigq25nuRljSbzXacyj4ImqTLe/6nGlzzyGopJzXQ5Jn8XQOI2mRWfw+TQl9aL0ygQzSsCjp9\nEBEFJFE2CD0BIa4Atbon3NTK2uLgrv2ibo5aXelLZ/Uv8c/p/zM3iTPLzB2g91am6Zt2eJK7rhDS\nnE3P16wpXC0ZyDuJIMDJnMii6DV5aVI8GjTK6ujKn+/w+Wq1erZmvTYmOu6t1vaIE831rZn13wp4\nvgpw7tNqzjzV54l2U+bgfqlsSZv6GmupJ17HiOZJXZsIGWuiuGJQE+z8/HyH9SkIHSIwPgm0fup6\nQLhZy41PbjKZxMXFRWH5yspVgJ1pe9sPAQkFVp9Qh4Cn3zsDdp3szmi1v1RJZKa5Mk0Ak+g5EfRa\nQKiJZXpR0HTGSRqSRtGzFDvvL2d1SioyxlkbM+8/5k2n0ynRb1777qV9TUxCgRNzX9MP+Z1akftY\n/Jcsr844tdE6cdxk0SWYBDBgUc48M4c3pebv8gmlE7k2oZ1xOkg3Aarnv/FCWWjd9kXXtX7O8tRk\n9ytsURk17VagVeaZMbUMqDJGrmPkAOyfZ//P+lT7o1Yff/m9MtDM1p77cko3zQ89liWrd+ZayMjD\nIfmaWb9mTDNjnE3KSJW4Aryy6kxpZhaGMs2IKEEg/N+ZMthHGr5meZUd4PVvNY30pf46FSK0MO8B\noaYJkQluTWgpGYjoe3+Oty0bdAU4dx3APBeLRdnNXYUoA9B9/awgSsaBCiyTnUTtyWQS3W63bCAB\n89SNI5x9anHQ1PruA0IHyxq793Hy5+8DzEwmNNWI4ISvP1fG6eY5frl9+1M2FTfTNacZ2fDVQYeA\ni4KkMk7NSGiqYwae+qyMrWbzwvtbg7mMvcuV1rnm9nit8mo7wPvnrg11ANyxr2uKEbKIfEJl9+Zz\nvfr3tb6wLb3uY1c1oNDibcp2j9GJ4SZt1lYvNbbqzE5NbL8itCTnt1qtHTdJBqA+Hj72hzDQrE3+\nPe+blzBMJqHu0+rmeb/fL2AJeNbORq8Fg/bJQVZnxl+trewoDO+rTJ69Pg6mEfFMyWX1i9haLE1g\nXQNOVdz8TVuZW+ov1zp+C2Cp5VV9nK5RMJE4I9zPB6Io2LjJ7hqyCZR9UNw01ZIxThUmN+0zoNDn\n8pkyap8gTJImttvUx9TbJ7ADBruT+16SnvpCUCI7pztjdjoOh9TZ619jll5qCtOvzjAVMDHNLy4u\nigkOSCpYYprTZ7o9ocvToUxT/0YWVB58nwUHF2TKMx18jvm1iXFm88mDa1n9a31Ov6uSVquSuriP\nWTcdb9og5WuXb+KUSwfQzGxXMHKzRplbxHNWxfNc07pp7vXyye+AqYyT32e+Qr8v7/Ve2gZPwag5\n/5v61gv1UwXkdXGfl76yiXdI4rWWl7DlGrP0fvP/Z/fKGKa6KjC3YZGDwWAHOHXtuedpvsSn2dQv\nzpxVFg5JbM/+1s+y1z7GmREArV9tTtSYptfR26TgqcotA8zXLq/GODMtw1G3HP/ABhWcm0NiuA4o\nAtakDTPNp0LDd7hmA4SQAIrqV1XG6c9Xfw3PRhiyXckzhVDz1R3a1/59V1aq4TkHHNapkVyYJ75Y\nUmIcQJsivYeUDDRr72vMNBtvZZgKmPh4SWD3a7fbLYw0OyU1A83PabOTgNoqG1dom8329ANtf8Tz\nk0CzlL2MJOi9MlDPZNOfrfNU6+NtQQbVTfJHD7j70uWbYJx0IIKNye5nA9WWH2YslM/9ee7z8yDG\nPuD0F0CuLNPZrD8/u7p2z1hIjWUdyuK0/RkD1jrqBMvAnitLRDErcZ0w+Z2R+N/HKIcwzHa7vXPE\nBoCpTFMBE9cFgIk8+qkBn8M0Mwan7/eBksto9uxjME7+zuZBkzXkIKl/Z991Ba7zvmaiZ+P+Ncur\nMU6uqjXZhLff70dExOXlZbRarRgOh9FqtWI0GkXEpxUvEVE2/aiBjk9QHUj/jYO3M1IXFD5Tv41r\nftXa7ldUhZCds+3PPUZRcFfAzwQX7f/4+Bj9fn9n7wC/Eu317cI8raoW7KJkIOvvfcy4Ohi027tL\ncDlKgywCAJOrAiX/x4fpgOlujD86kWtgmZmw6lOlPlhCblUw5tkr83V6fTQA6OCp36sBp46X/l/H\nB+aPwiJzgZVYmrmgQSUnQF+7HBU4P3eCN03ex8fHHW2vIJNp99pEBCxwojsrzEwgZ6J+n4h6Lqcz\nT/ev+nMy06OJpbkwNxV1A2QmE9/JAEjNXECo6cpO9uTk+Q5EagaqUqhdm9qkbVH2rgyz0+mUyLea\n5g6ceuX7Dpi+y5GP2UuBs8mK8LHLZMdfGhw6hHG65eN1AJBVxr3uNZKi8yUbtxrTzF6Zie4ykPWt\nl2My1Fc11RksAhasUe33+9Fut+P6+jo6nU45GZI9LP38HJYNcl8t2YRsMhd0wgDOEbGTHkL6hJqi\ntMWf55rfMwiYqPztSqEmoH9ECPzeLsgqzKvVKs7Pz3c2hNad+VmjzAoX/b8elaBZEPSbpzS5iyVj\nMTpZ1E+nJrke4pYxzW63W95n567z+0NM8j/CMvVvZ+Labh0PP9ZaGWfE1srJGLjLoCoD5iDEgHGi\nfRp8zdrQVFy+nGmS7nV9fV12mtJd9Gs7Tb1meRXGmZnIDD4du1wuSyL4xcVF2RyVbdGU0ahWbKpD\nTUNmGpCX/t/NdOpc06zZ+xqz9Qn6klJjKV6ahM3bofXUvxFeEvQBGd0CjKsezqWmu6bVZNkD2iYF\ndurFywMevi+rMs0MONnchGsNMGupO4cyzZpMHso4awBYY5FNpWZRKElot7eHBjK/avc/VKE7u82s\nS16aH5tZmIcyzUPnxeeUowJnlpCrVy86UBFRNiDudrvRbrfj8vIyOp1Pu6Ozg9DZ2Vk5GZJdzWGc\nDLZHF5vA1JmmRlGpT8R24wFYF8/NALRmnqjQKzgrg9gXBFM3gzKNzy06Rir8PAsBV3Pbl8BmZ8nA\nPBU42WNAARTmuS8rgrECMNUk9zOI9NRLBUY/b10PdXNT/JgmeVYOYZy0NQvKuU88G0feZ2CpGQbI\nP9/RxHsKROUlbC97rmZvsAKLvUzfvXsXl5eXcXV1VRYfNO2ivw88jxUbyMpXZZxNLMxZDVtMLZfL\nuLi4iOVyGd1utzBRZTaZBgbEar4Of2VaUIGTZ3A/Jnvmd+F6yLP3MQj61SdW1j79/kv634u2U+tC\nezMGysTSK5YBZ0aRbubMUwG0yWemwOmmufs03VQHMPX/DkLOLN3/tw8498l/xi4zAPWisvISdpmV\njK0j8wqc3Ju5+FJXxaFzTFOQMN3dNM8AMyMV/vefBjjdB4LAKSvKJm/N1zkYDKLT6ZRNf2Gek8kk\nTk4+7R/pKTFM8IhIzXcHawYSE47IHvljfA9Wxa5B/JZnAeCUJpPBSzYxsnvAxrwN/F1r56FFv6sK\nSBnuZvPpLHtligCgRtObrtkZPx7F1fZnjDMDTjfVlU1x1e8rUNaA4aV96CVzPXBV90TGuP0eL3mO\nF7d0dEd7WCB9whgRQ4iIMlaHME4nGzrHdIUae5q+e/curq6uCuO8vLwsCw48Z/YQppnlUUdsj5U5\nRvmipnpEbgLW/qe+Tl8//PT0FN1ud8fnqY5y93U68/Q6cd2nCfU7BIY2m01JxnfGqcXbXfOx1iaV\n/l377FBTvcaAtT+afpfVASXlV8aBceFKn8E4PWG+BpzUowacbsY6ULLBiZu4GbOsAab+/RJmuQ84\nHUBr/2+SgX2gqe1xMGMOaWBS55Kn572EcWbPVLeYsk1dlZXlb2YW3b4+zvK5j1WOCpwcx0CjPOrJ\n/zJmE/Hc18kW+sPhME5OTsqBUM48OTMHJqgbrUbUUxOUcaIJ2d0b1knd8dednZ2VM8oxSTebTfHj\n+TNdsBFK0nZ0U2X1G+rKEdqkQKxApW3VttWYqX+/VvyePN8ZKGzp9PR0h4keclUTPQMPrYcDnAJo\nq9XaAVLeu1nqAPlHGWYGWjWQ0++pVaR94pu9qHzotoO+2a/vLNREDlgddn5+HsPhMM7OzqLf7+8A\nJ9kS3AeLK/OrZnJDvytAA5Jsy/fu3bu4vr4ujPPq6qrkbjatFvL+1z51edK+7na7B4/rvnJU4MSZ\n7CDpfpMmBugacb1eF9+YaqjHx8fCRDXK7ozTn5dNlsyc4Fk6aAjvZrOJ2WxWnlkb2Iwd1JbV6a5P\n2RplTzNpUkD+nRozrSkWb0M2QZSJ6jOViQKwCLL7MjPg9H5z+XDgVIB0oHQTPIvMHsIwsz7Kxlc/\n8wyBGlt0U/2lspFZMNm41VifMj/+h8sLK6EW2c76Sccpm1/ONt2vma0SzMYqa69nZ9RcH8coRwXO\n6XQaEVtmQIfrxG1inkw0BojTKnu9XrTb7bi6uiq+zZOT7cmQnEk+n8+j1WrtHEBW67SaFh4MBsXP\nMhgMdpYWwjhpJ4DNM2GeClI+gQAP2PlkMolW69OqqFarFZPJJCKiHEyH0qDvNG0km+gusJkZ6u/9\nXt5PGYDpxHQGmpmfmUDXvkdfeT30eRHxbCL7+30m+OcyTAdArX+tjVnb9Hv4EFHI7AswGo1iMpmU\ns4Z0tyqyF/itgoTON1g4vkxYX7fbjXfv3pVcSuSLgxFxrazX6+LbJyCbMU4dH+6lO+kTP7i5uYmr\nq6t4//59XF9fl3ObNLbQtJrOx8NZu2dtfPPASVqQmkS8j9hNp9HiE7FJU+HjXCwW5Xp2dlYGNcs7\newnjhHXqChIGEMa5Xq932G6TOeGTBkYMW9Ud4Nk44/T0tACw9ikAVdPyEbsTRsHE2Re/qY1F7f4O\nov47fflnyn4zUKmB5r42ZsrAP9ffNymeWh0ytlhjNxro2ddGBU7fSk7lwk8IyHalqimbzK+ZsT6+\nA/Bk8l1jgP5MfW42r/S5ui+FWwu152Rjkrk9sGiOXY4KnA8PDxGxneSkgeBkZiIDHpkm0c/5TRZl\n73Q6MR6Py7Xdbu+sKIrYug4yJ7GyFNXG+DlhnQwowkoi9WbzKUBE5JEz3wFWBo2Cr5LI8nw+j9Vq\nFaPRKJbLZXz8+DGenp5iOByWXeAvLi4iIsozEUItmVnrQptd3e/n4/ESNuYAlDGrJrP2END0cfM6\n+gRrYpiHlEOA0s1q/zsLeHnhfoDVZDKJp6en+PjxY8xms/j9999jPB7Hhw8fyrnqvhu8giftdLBE\nnsiPvL6+jsFgEN99911hnPwONxh/Q04U2JrGRhkuvs1+v1/m1M3NTXmxSshzNmsBKR0fXvQ3cQbm\nFkfsfPPACWDp5ARgWq3d3dMpDmbOPDNteX5+XhinbioLwKnW0mfWJlemHTXaSP3JAYRx8oIlZppZ\ni5oNACkHXRH4mk6nRQlERBEC6udC4KlX3m8aaaY/2u1tSg4MsOZC0XHxz7xtTcCkY5ABp8tC0/Nq\ngPgSZunP8Wdn5jR/KzBqapX7It0/nRXuqwqVwIy/FCxrjPMQq80ZH3NI5Ra3VCbXev/MmlMXiVty\n+uzMr3lokrv2nY6Lpr39aYDz48ePhSlC+U9PPx1PS7qDTtSmzo/YTgRYFulBg8EgIiJubm6i1frk\nH2y328VPOJ/PI2LrOqgJFlf1x/hxsCzX04R3EvJhnPhXI6IMFkwAsHNznSj9aDQqG5mwIordoXq9\nXtH2RD1h4a5tfScbbRNCi9LR9fi+esZN+0zZ7Cv+3ZrZe+h7v+/nvm8qmUmt7NKDNDo5dUWZR7y5\nh8s0V+4PWxqPx7FYLOLDhw8xm83i73//e0wmk/jtt99iOp3Gw8ND2ReA+qhsOWDpKp1er1dW6bx/\n/z76/X68e/cuzs/Py5xi/iC3nHyquxPViEFtLnH8CP7Md+/eFT/n5eXlzjzL3F6ZslPWT5+zV8Jo\nNIqnp6eYTqc7fXTMclTgJDija37x3zAQOukPYSnOOrOIIC81J5pSGLL3+hwVPAUrUm5gnJg0uklH\nLe+NwgCiBXG003cwzfF4XDIJzs7OIiJS4PTVN9yf58OclZETcFI3igKF+iAP1f61vt03xoeU2u8P\nAcoaw/TPMsB0Zglg6qtpYxPPhoh4HtBS4FwulwU4OSwvCwbpeeruBvgcpqkyFhGlPh5N36dIa9Zb\nNldr6Ub7Ank+XlkqF0rMlcsxy1GB88OHDzvAyfLITme7btiBDVaWmVOqnfltRBQf4+XlZUREXF9f\n77wnMg0L1E0lsmAIV8xxNdUZYAV6glSaW4qWxueZrWJSUz1iu4ECgSBAk6Wl3W43xuNxYQQIIvfV\noAJpUprvqcJb27SXnDlWafhpjZlQf64v1Pvc3ytresnvX1pqprj7LTWfkuAMAIb5zO747BAFA/WM\nDk/apw+pi1ogi8UiPn78GPP5PH7//feYzWZxe3sbi8UiJpNJFZidaWKpdLvd4tN8//59YZwwUHzo\n9Ae5nPP5fOcwuiZQY+7QRmebV1dXhXFeX1+XnE3f4b2JaerYqTIDKCeTSTw+Psb9/X0sFou4v78v\nyu6bBk6ACjbDe10SqX5HBbImZpIxz5oma9piv2mS+/+dgVI0t5R19I+PjzsR/ibm6T41AliPj48R\n8SkNabPZxHg83nEHINAoj0x43GTXvprNZnF2dlZ8w2Qn0AbaBKvOTHju6f2lfbjPF1orL2Wm+75b\nCzbVTHIP9GgCumY8AJKTyWTnyqbOeoyItikLzmWME9fNZDKJ+Xy+czxzdkCe9oezPd95qJY3CTBG\nbDfn3hfdPpRxZrsf6TNrYNlkKfi46VixsTZXPv+mgfP333+PiCjAwaQkD5K8RzrUo7pedCAiokxe\nGGC/34/1eh1XV1flutls4v7+vuSeRURZUZT5OGsTTJ8Ny+N7tA3l0Ol0Sm7pYrEo/yeDADaoUX5n\nnhFb/yjpVWdnZzEajXZ8nASqEByYh/pWldm6z4mlbcPhMHq9Xolo4msaDAY7O0T58bcq6IeacK9Z\ndHz95ZFw3e0JsAS8ptNpyaccj8clpxLgJHCjoBmxm9OM60TNX2ecRNXxZT48PBR/XcY0I6KwPYKX\np6enxaK4vr6Ofr8f3333XQyHw/juu+9iMBjE9fV1ibJDQlSBeOK7m+w8V8fZ2aauxLu+vi4vZC/b\n+ajJveXjpvtHLBaLuLu7K5kIi8Uibm9vy3h+08DJEi38ZjBO/Hc15ukmWlNwIPN3qlZTLaqDAWjW\n6H/2XAUDNUcATxUSmCfr6c/Pz2O1WpVEdn7nbVbmGBEF+GazWWHuDLwyzoh4xjhhSoCBg//p6WnM\n5/PCONHI7F6k27+h9FarVWHRTCpYaMRuJDtzg3xuoOelpea75KomuQd88Bmqb8zZ5Xg83klE12R0\nzHRlhBTAZh9wKgg8PT3FbDbb8Zk2MU2dD5lPU9eCK9v0He7VRaZumZprJgPOpliE5mvuSzfSMVRc\nyIJ16kbRF4sJvnngxMfpjLPdbpddWLiuVqvCyNQczvxdCgCbzaasiQachsNhYZz6fjQaFW0e8Xz3\nJp7j5po73CPiGQCzjp3Ee8x0BU2CMPP5PDabzQ4bzFY1AHr4h3WVFMxdgVODQ77XJW2lvi7MTCTy\n+lgpdXl5uXPmC9HY7Ghcj4J+Cwy0xjA1iMCk031ESQGaz+eFScIs7+/vYzwex8PDQ4zH4wKietqn\npwe536+2MxP1A7yZ7ChOAhz7mCZjMhgM4vz8PG5ubqLX68X3338fg8GgXPmcNeqaH4zM6Hique4+\nbh9j5MtX4eHbvLq6KmwTi2ZfIFX7iPYzbvQ/ua2///57TKfT+PXXX2M+n8fd3d2fAzgBKFgJJvVs\nNouIeLYZh25ArJ3kGsaLCqXmXaLRsvyzLLpOycw4PtfnKXg7EPmeod1uN1ar1c7RxvwuIgrj9mdp\ntB3Q1yWXBJ3oZ19mpsCpfcdE8A1FlHH5RiPKovSlEV3apoE8+swZqI7fsQWZPsyCPhnDVKbCBAQM\nAcaHh4cYjUblmpnnRLp9/TjyhvxBFAgIApwAIeOmDDPL1dQ+zCwvZ5mAlO8+5Oln+176XK6ZNZax\nXp2TLzHLFTQjdo+vYfxwpxCowwJQxvnN+zhvb28jIkrnkK6z2Wyi1+tFp9OJfr9forztdnsn1UYF\nLgNPBS+EZb1el3PYh8NhLJfLuLy8jNVqtePr5N4OxhkjqTFP1bZsVQYzJHVIQbPb7cZ6vS4rgAjy\nqK8zY56aM4pbg3X77m9VB7nez9OTImKHRWhCMgwBlsBJg/6ChbKmmIi8O/ydgTaxz5ea7D4B9vkw\nuSrDxB9JAObh4SGm02lhlnrFPNe0IH6Pa0Plhro4cHpwSJWK++2UYWbykfk0lWl2u934/vvvo9/v\nxw8//FB8nN1uNy4vL8t4A3A6NrrYQuW9yVzn+8o2sWLY9cjPEMo2DlGw1LGlb5WVPz4+Fp/mb7/9\nFpPJJH755ZfCOBeLRVmVp2eSHat8McaJ5lHgIk2IoE2v14uIKMxU2ZxrnMz/qNE7TfLOTElNf6Jk\nk82ZCt/zya8RawI6gOVqtYper1dAfbPZ7IBnq9Uq4EmbddLRhxFbNs5xHc7IqauaoR5d57u0n6tG\nkjNTVtnnIZsROwPlmbWI6eeY7670snHUPtEIOeyQYMJ4PC6AOZ1O4+7uLsbjcdzd3RXGOZ1OS06l\nRs41EJQxQh8nBQTPsvDx83vq7xWQa0yTjYJ5uZvlJWvPtfgYOnDu8202WYDZWFKcaaprhfHBEoBx\nwkT/FHmcvladpYj4OlutVokO9/v94iuMiGLKornU1PPO5H8wPc0Ze3p6isvLy3h6eop+v19WY2w2\nm539Oh18fGVI5oiPiB1wb7VaJU/VwXO9/nQ+PApDXRa6ll5NcW8nzwdomTAqcA6wCIkCGfdWoXel\no0E2ggi9Xq8wzH6/X3xU5AQSsWWnHY7XJWfXzcEms/AlpdZPrkQAfSYajBFAvL29jclkEh8/fozJ\nZFLePzw8lKAQQSLdDzOTEZVN5EQZJ37PLIvE2bFeXea5H0A0GAzi7OysMM0ffvgher1e/PTTT8XH\n2e124+rqquzF4PnUlJeAp1t/+Fk1d5O16VgsukJIAVT7AVlW2Vam+fT0VJjmL7/8EpPJJP72t7/F\nZDKJf/zjHyXnVVdXZbGNP1q+yO5IKiQ0WAEEIBsOh4WNKUtF6Fxr11inJ617hF01ndaP4kxFJ0Om\nAd3XudlsCvNU18RmsynLJ7kCng7i2XMcHDLBrjFlv59Pwux/2b3UFaDAjN+Iq/9f/VnKQN38oz6H\ngqf3CVd9aaYBkerHx8fCHDHBAcrb29sd5kkSOr/TFTtNoOn1dNlSAK2NYUYStI8UpEh0R8mhvAjo\nAVTZqjplnFn/av31SqmxTd1PYl9uda3tfE7/6vJWXCz4op1tqt+ZgGlGgP5oOfp+nDq52cBiuVwW\ncxyG6YDC5hlE3N0f5AOooAnT6/V6xcfJTkOa4E30U4FTGaeapp7+UWMUCp6w5ouLix3QxDXB3psO\nnrrKyIM6WtfMN3go6Gfgz7NV+HWZKSYWkw8fFb7Om5ubspM3DJS9HtWPBiv3iHIWpfV26pg7YCo7\nU8BknPGFjUajmM1mcXd3F9PptOw0BNOEwYzH4xJUIJnaA2JuQmd9yljWXEP6PWdZ+h29pzPNfr8f\nZ2dnZT9NZ5o//PBDyeNkrTqAxvhqn2cKu+bv1zq1Wq2iJPFtqk8cWXHfpoOnght/0+8Eee7v72M+\nn8c//vGPmEwm8de//jXG43H8/e9/j9lsFh8+fCjAqtH0mnL7I+WLHNbmgkED8HXCOEejUTFpCa5k\nUUc1JyKe76ikwSJfqeCsk4nmQqOCkgWJ+J5PblgTdXTwxI+rigLwbLfbxXfJM3mOBwNq/rLPLQ7O\n/r+M1cGQI7Zr7LlibTDWmgO6Wm3PHVKrwtNcDgFOfSlgamCF9eOY2pje+C5hmjBMADNjmOrPbQJN\nL4cwaJfjTL7oF+QXedYltAAWbFNzNg/ZfahJ0TYFSiOeH8im7h5fQJGNddaXKETG05mmbu5MJP3Q\ntfzHKkcFTpYN0imAIOC32Wx2mCesDIDB1F2ttgd7NTFP9dOdnp6WlKDhcBhPT09xdXUVy+Uy7u7u\nYr1elwT9DDh9eR3+LGUafFeFDhNdtSaZAt1ud4dhwsjZOi47pZMVQE3CmpVs4tUEJlMEAKMyUN3y\n7vR0e8row8NDXFxcxN3dXXS73cI8b25uChMlgosZqb5PXc6pfjs13bP6ug8TQMNPrIDJqht8XjDN\n6XRa9rpkTTPfd4apgFkzYZvG5SX+3Bpg0i/ONG9ubuLi4iK+//776PV68eOPP+4wzZubmzg7Oysr\ng5xpZqliCpS19DPqpr/3lUJE0zWSrjss1fz0bpozng8PDzGfz+PXX3+N6XQaf/3rX2MymewwTYJ9\nME0IkI/VscoXPVddKbcyT12PzVWZJ6tUdKDdhKGo2ZCtmtA9MwG5jMEyITUK6+a6/jYT8Igt8wQ8\niabDNAeDwTPQxJ2hqSca5PH2cvX+VsWSfTf7Tfa5m5c+phqdVzYJg8ZNExGFNcA8dfGD7qKlpl/N\n7+YWgW/txqobdhgiMRpTnPdNPsxDGGY2ETO55FoDT/1NNpYo5nZ7uyk4SghmCTDpQgVPEXOm6Way\n9zHzQF9qeam8U8dsTXotn1plUuvg46qKkGNENIqeHSGSudf+NMDJZNRkbTqMScKu7u7zxLQlyAKT\nzLQlf5+cnBSmt1qtYjAYFF/n4+NjDIfDWK1WxcfouXEAlG8SoMxTNaVHIqmDAmxEPGOeLAAANFkV\nxA5LeqaL7yTv5rT3ufuI9DNVOBlQNjFQwBE2DtizfPPs7NM+ohcXFzEajaLb7cbDw0PZkUcjukSA\niezqaqiMeWr9HDDVZw1gskEGDOX29jZms1lhmHd3dyW/jyi7ZjY4w3Q3TVYy142Ck2cU7HNLeDQe\npoiPEp8l0fIffvih5G3i0wRYnWmqC6zWv5pcrsd1qNXlY0UalJ6cANvUnd2zHFbt6xrTZC9SfJtE\nzz9+/LizY1S20c2XKkcFTooLhWszWAlr2TV4stlsYjAY7PgJAcZsUvGcmp/F1+cqQ+K3Lji636Iz\nT2V1GavImGer1drZhFlBEyYMMMHQASzNuXRhqL3XHErXvDUzWN8rsGaADZhrZsF6vXuO+nK5LExa\nmSi+UHzB7vt0RkQd6Bf3ZS6X240xYJpMOK7qw0Qx1qLkWV/X+s8BUOuuAKm+vSx3Mvs9TBGmiYlO\n4I0UMN2UpYlpOmCrvGi73eJyFufzTfM2m/bbzKL4mSWhK9Z0CSybrMA+fVMVj5w3ubWOUY4KnJmP\nSoEJwSdq2W63d46MUAEhIssKHViJC55OXkx8lj3COFnDPh6PI2JrPjKZI2KHceryLY0GaiTSBdHN\nn1Zre1SIBlA6nU4BS04SZN9DrhoZnM/nOyxL2aRe0bKZCZSxJmXbXhwoGL9Wq1VABp8soH96elpW\nirF13Ww2i263G7PZrLynnexbkDHPDDi1D8jPc6aJz/L29rYwTkx2fGC6uUnG6t0s3yfrenWGqQzP\nlULtd/QB+6LCNK+uruLi4qJE0Tkr6P3793F+fh5XV1c7bF4zGfT+Ps7q00T+dYMTAErly4OxADj7\nbpK7mfk2s2i6Z0MQ1MPF8uHDh5hMJmUtOpaDLqnUscvI1bHLUYHz5KR+O9c0dBhAAohiyrZarbLK\nhmAOk5cB5G9lWJrPqaspYJ1M8oitv446KeNUM0WZp07sjIFoXSJ2mWe73S5LTTGl2D5uuVyWlCz8\ngwC7tl8T2zOg5HuwQAWCjDm5r0v/znyijEHENotCI+oR2z1FCQTqPp/KTFGITGz6TSe5Tm73aer5\nPPgsuZJWBMPU1T6+4qfWT94XzthcgSu7VKaXZRA4YGLGwhQBQNwbuDsIuME88Xke6tPUdmUmuib6\nq9/XGWeWs+nWnS6CqDFeZMotPnzPeuaS7neqbhWfezo2X6ocFTjx6WlpYjuYppPJJFarVYmK9/v9\nWC6XJdKOyc4yRUz3iO3EZ+Jh4q9Wq+j3+4VxLpfLeHh4iM1mU4DafXpMRsyC8XhcBFMT83VAMuap\n7gUFfA2gAJowsG63W7Z8g7GRg4gfD1as7N1fOlF47+wyY1P7GGhNWQHksDayAliXz9hxRTlosEiZ\nK8ovA058kTCN8XhcfJowFHbFgWmS+I7pR2K8+kwzN0hTyUzyjGlqW5r+r4CJpQVg4tOEaRJNh2Fe\nXl6WoBFWV/bcbEzdPEbZ6JEdAJbmP6v/VVcKkbtZi6S7QnQzHbDkuexG5WljuFo8JztbmaYYcczy\nRYEzYzoRz/MSAQLVNqenpwVgYKaZKcW9YI+6gkE3sIB56sYjADFFfbC+v58eJuUaXE0vfa/Mk9+5\nmauRZlKxMM8BHxidJsprfTP26NHvGvNUBeJMswlIVGB1AuKaQEG029ujQfQasWWq7sN2Ju/RVpiQ\nbjiswbyatdDky6y1132QzjIdQGvs0pmoAiYBFo2awygzpolJDtPUhQtNPk0duyaW54FRACpi1x2n\nfk2NJzStTc8sNa2Lj28T83XXoLvNMtfhscpRgZPIuFJwNSud7vNdJhxMkORwTHYmHKDjQu7ApSuJ\ndO06Cfeaz8mAUV9Mv/F4vONrzSL6+mxlZHyuzBMQYxmq7qj09PRUGCY+Qr/CyFAk9AcMNGOYfs18\nnmrq6G/1e7X3fNeDRbSZTZzdZNcgEmPKGGSmOuOk+zDqZh1uopNmhImuUXMHz0N8mhloerTcGSXy\n4rmqGlDpdDo7UXMFzJubm8I0ucIwT09Pd6Lm7fbz3bNq5rn6NGGa6tf3jZphdwqctEFXCum6dCLp\nTecVuQwqgPuZTp5ypMCp85Fn1ObqMctRgVMPfFKgxJzTNAHX2ACNap6akEc8F+aI7R6XCC7BJd20\nArNYJyL34/nKOAlowDh9A5KIrR+z5gejbnwXbU3biD7DstkQGRMJcxYnvSqRzByvsaOMhUbEzvuM\neWpx/5/+VpkDddTc2NqVMQBcnJHAeDza6y/fO9TZZcYwm0Az68PsfcYs/fsZ48S0PjnZHqbX7/dL\n6hYbTesiAg2aZquwMhlkjFUJOXDqrum1o0BQDIChMk3f7/OQqL7LkTNPzyHVvlT5rPmLm575R8tR\ngZNTJhFGOtw3hNCO0Ma5NqxtquBFgZeBxTe6XC5jMBjE4+Nj2acTxqkajs5FmKbTaWEEDAbPUian\nE081oNdNJ48yUE/h0XxOjhzxM9vxDcMENGDEM52Re510nKiL1tf72sGMz+gHfpOZ7JmpjiURETus\nOfNxahoSeZeMm5qXh5roh/gza6DZdK29lG3WAFOZpkbNWQEE03RfpiryGmgqkaEv6Cf1J+rmzSSZ\no7yRb009crZJ3iZtygJVXifFgyxA5UEg5EPl1TMS6BNfj3/M8sVMddduOuGVbtPALFVBNVGNHXjH\nqLB6Tmev14vFYlE2PgaYlK1RbzUZNAmfiLwzNkBbE52pX1ZXvgcgMREwvTT63m63y3JN8kHdT6is\nwCfQPnaeMdF9wpYxUZ8MTSyCSdJqtYpCdR8nz0B+nFE6MDpLafJnZm3wcaq9auBZe9HfzjybMkA0\nL1N9hk1rzrOxcaZJH/qelgRENSCEX1HlCjKhu8yzK1NtbbzOB+qX1dnnu44HfbbZbDfT4R4wTE9d\n/NMA583NTURsOwGAxMTk6lqEDkYYuIdPPkpmrvOe+2HOEF0nYg7jjIiSV4lg4Wcj5QUtxqTW9Btl\nfPjw1J+pVwd2Z9sIF/2lK2Mw3Ulb0tU7gI7+1s0ZNacp+l4ZpzNP7+9aqYEmjFOT4WGDgD/9xgTV\nfube7uPUbcMylnmIP/PYoOkmur908iObKGTYG8EfTHRNNyJ45KBQ82VmY4Fcq3+YiLVvfIJvUSPX\ngCFAqSuF8G3qWUI6r51AZIo3c6swP3yFGfMc0gELz9j4Nw+cbqrT6Zqi4ukg2jloVDd597FNB05A\nwHPNdMCZgBHb5HcmtLNOBiMiSnBHmRJAx7N8FYzWlfZou7Q96nznfurnpI80sNLEeLyfeIaaxk3M\nUxVWrdT8hsrgAbNOp/MMOGkrwAkT5d4KnMhPzafpbp1DGWYmU4eAZcY4s/vrvZR16guwyfyW3s/I\noJKIbCw0Ug15YJWVr/9WwPSk98x6y9bIZ+lHtLvmPnKXkM4FNc0JLiKT9BMBNr/6HDxmOSpwvn//\nPiK2g6cJy5jG+h7gidimN2T79WnJ2KabRLBIBpu8TuqDmQsjAtQjdpf3RUTJn4yIAvi0gxVK+FIB\naGUGnltG3bUt2iY1R9br7f6kCI1Gprk6u81AssY4/bMm5ul1zcbGmYOCpqYnRcTO0ldlCg4Wno6k\nxxor89wHoFp/2uDt+RzQdJCrgW8Gmmquu4mrgRXqroqs1Xp+mkET01wulzs7R+l6flbpsArLDwkE\noGDDWSRdwTPzb9LfevW66xjQT7jH/Dua+9rpdIo7Td1qfwrGeXV1FRH5UiomvwOoak8EJ9u/T0v2\n3lmDCqhrSmWcgCTCqb43JmvELtOEKTGBSVrPop61qKJrXARdl4PuC2w0mZzeP27GwzhVI3Mv/pf1\nddM4aJ20TQqe7XZ7J3+TZ9G/bm1E7J67pCCgAYSXBoG0T7QtNdDU8auB5CF9kikXDaqRcgYrx1qL\n2JVB96Hr2GUs3fcoHY1GMZ/Py+bArPNX32ZE7MwhZZoEgnT/Tyc+3mcOjDoWmZJRlqv34L4wS4DT\nATTLgDlW+SKMk8HztcV6ZjRmg4OTpjtkk4hSY5zcJyJfnQCgK2Cv19vt4gBTBTImJcLHenLWX6OF\nSUxuYp6ZWaf1VOd9thFF5rZoAk8HCGegtF/r4UKePaemAGr9DijQx/Q94OnOfO0blyeAUxlnLQOj\n5t5R5pPJVMYoAfgaqLpyzEqNlav/t91ul7mBb9j7SPte+x0ZcabpW+6x2urh4WFndZXuB0ubkGf3\nazrbbAoONQElRckOc2e9Xhf/LmDOvQFIyAoZB3864MTH6YKumxOrvw4zFJOdRu5beVAbBN4jZD4I\nyjoRVvcX0cmabIvZjlDqHpMEbabTaWGcaGf1eWpKSiY4ztJJ8tYt0HT9tYNqFj3WPnLw5L0yTwDU\nr86W+CxjaRRnVwAajBPfJvXN+sZZlGZneLBR++EQJu7jXWM9DpxNZrmWjF1GRJEllAgAyX4F5EdG\nRMnr1cCHB1oozjQ9GIQ8AZAsV2VnKT0Rkv5QpqnJ7pjq+DcJcDWtXto3Z7Vf8eGTCqh92Grtmuik\ndOn1T+fjVFNdBR2tx7njflVzpNVqFdB0f6d3dvZ3RDwTLhVg9RM5COhE5ar+slZre44SaUrsig7T\ndODM9kPMTHfqQZ/hBkDAYQqco6MrKRw0MvBQsHSTXMGzBgIeJMpAM2sPfdhqbY9EBjD5DBM+AwUF\nIPV1KoAeEhjSOmtf6P9qTNN9kzoZXQ6zfmu32ztMUJUGTIpMiYgoIHp6elr2bnXLJXtOplyQI11t\nBZBqpommCCrh0PXoHkWv+TY9yOv19X73/tWALr9XC4g5xUYoXDHVa+cqHbN80TxOBjFL8tarR8sA\nTJinU/5M4PlbP2cgNOKd5fspkPq9CAipWcWEb7fbJerOtnhoXgbPUyM8jSTz56mLgM12FUCZACgd\nTfHKzPmsf9Qkz3xumPTcr6Z0IuKZYmtint6H6h7QQIcWnqngo0pNmbaWjEVSjxpo1sAyM8mbirdb\nlZam00RsXRe6PwPydHFxsWOi8xt9Dn2kwKyBUJUTjS+ghKinzhmS3ImcA5QwTjbyADR9p/cmRZwp\nWwVN0vvoE83bJEilDFNNdH5PnyGfxy5fJQFeI8KYuGqy13ydta339wFoxLazNpttfmU2sbQoA+Wq\nZg8TVgFJzQuYgV/5vzIG95Vpvymrgq3DEADMpp1+vE01AfbveTDHGalOfu2DbJJk4AkwauDB/WlN\nY+Ksqil67nVTeXAGo89Wl4qDpvrcvX3aTndpROyye5QEV1K0sGTcT5e5MbLnuamucqQbpLhLh3uq\nqa1urX6/X1gmV90BKTsmw5m5lpqi0rQjxojxjdguyXXg9KAQv8/8q8cqRwVOtg5DWBhENUe4alI0\nTuDM16mrJfZp+kyzwTIUPFVofMLtM1lVODPWlU08HcQsuMBza2apZiZ4LqwvY621w9lS9lz3k2XM\nvInd6QSosbcaG43Id5uvfVef64wSVqaAr9aEM3FnlpoO5CDAs5zpZT7mjPlrZgHXTqezY7mopeIp\nSTWZ1PrUXjrG2ncwPTfNe73es+3i2KDY16YfQm6axk2BE2sNRUN9NW8TNq7WHaa97vGqzzpmOSpw\nsl1bRM4QMgCFjqs2jNhdisn1EOaUsc6mkpnnfJ6BiAaMaiyvZor45GsCaO+77Er9MqblQIUgNflY\na8Cpz1TTPWuzgpA+L2trxs4OsQJqzBLgZNwdOB3wnWnqS5lTtphBgUhZkcv/PvnIQHufL9xLjfF6\n36ksqGnMszBzlWm6ia4R9BrTzOrt/e5jQF02m00Bwk6ns/M731FKGaZbd27BfNPAiU/BtTEmWZOp\n4mZEROwI0SGMU4t2WI15KhPRSevs0c1s7qVtdLaxrz77BtT9erVrNilVYShgq5Bpm/hdpiw0+LQv\n3YdncW8mkwr2IQJem2QKACpP9JP2m/ppGXPtqww0ddWXWjpu8ul4E6AjsKM+4CYXisuCs1rGRcH6\nEPCsPUPlQMEa4AMMYZRXV1fR7/fj+vq6mOqAqZ5tVGOaTcXrqoyTPtT0I+6px4pkgMk1s6qOXb7Y\n0RkKTMoEMuDkCnASfY2InQnYxFiyzlGhaSoKmFwdUGsBCurRFNXNzMtDiv6+yQRsai/fUa1Oapaz\nKb7rKS2AA24D2p65B5Qtud/XlxQ2Bfya+kSBQJVsRA6cTaxcWSVAoFkdXk+1BJBdPs9A02VCxyRT\nppklcihryu7njFYjzYCNbtpBUrunHTnTxFw+NAXJ5dHrrcrClRz3VOBUoKwp4kMIyueWL3JYG8UZ\nHZ85Y+BKBFyjrcoI/L5uirlA6t8Z88y+E7FNZ1LTgBQjUkROTk6KX4o8OG3/IdFo76us72omasb2\nqHvE7uof/g8oaL5plh+oE1/XhOuyxgw8dQI4KLmAOztxk65pLJ3tIy8EIVUB1+oIMwbYNSNCfeu0\nQ5UKPma2yWu1tofYUUcNtDl41xSe/l0DzZpsc81cQqrENLBydnZW9vu8vLwsRzrDNGGeHMbm+9I2\nJbnXZLnmanEF5crYFbH6MtWnmTHNb55xZuCWAadelckhgIAb/3N/XW0gDjFX/PPs6iAEyDKBuKoL\nArOCiUI9a0ED7QPts8+5oni0fbxXhuYMQ5eI6ioL6girAjCzvS7dDK2xnMzloX1e6xMfw+z79DlB\nRvcDe0DEJ2It2KCmH/fQzTIIZpBqp5vE6Ng3uTea5PCQq7+QS7WWABWUAqY5GyZ3u91iil9dXUWv\n1yvvAVY/EkPZeI1pZkq/Bpw1wFNFnClgFOA+pvlNM07XhllHOVvgqlE0fgsY6b2VaWogySdGrW5N\nGkkBkwFS7Yy5Mp1Oy7G3rPll8wQSjXUjE504HkTgb1ckWZ/5b7Rt3gcZIwUMWBpK9FT3G1Xl535O\nPwOmtlpHBd6ZgPupVT6ytutEyHxX2je1SLL3g/aFgkm2ezl1daYJ6OoKHXeRZHXKlJ6PpbcbANTv\nu++TugIuWBLKME9PTwtz1DONOPyt2+2WK9vbcaRHxjSbADMjOR4P8PFx2ch85jBMjzk4cHpfHrsc\nFTi9eIWVzagAZJ2q38mYmTIdBdB9po368mrfrQkh4AIjmU6n5f+tVqvssAQjhfFkE3yfNm4Czoyx\n0DZVKg5Ayjp0mz38W4AJ93N/HsCp27rV2FTGAHR8GDcUpPaLt08DJnp1cPGXu0d0IhJcgGFm+wuo\nrKA8OP+GZ/DeJ20NyH38XBYVdLL3Lq+qkJRF0zYADwC8vLxMARNTXQETGTl07wUtLt9OlLKx9vnr\n8zDLPMgUq/bRlypfFDi1qOZEIPFpOtvEBPIJELHrOGbCOfvkWgPPiKgCqJoGMA9O3eTY3vl8HoPB\nIObzeQyHw51dZtg8QRmortzIGKiDB+10NlIrylb5TcZy6HvP11PmiZJwf60yTw8WNa3eqdUTQFaT\nWk1rLT6BfBWWZgbUigJMUzBIA2bIFX5TZZqwbg1c0sZDlGBTPfXqbErBX9mX+uNZTZMBJqdl6nsY\nKFaVMkwFTPX77gNM7QuXRXXxZHKjbVWAVJabKeWvWY4KnDWhUNB0s4NOiIj0mgldBpzt9jZCr+ac\n1oHi9800uGo8hBIfGBt7zOfznWARqz7m83l0Op3CREh2Xi4/bVfnOauZ//NQ0NS+rzGvzFRlMijz\n9ONmqQfCrVH2JiVQGy8PmOiqFnyy7jON2HWdwPD1vTIQH08d11q039Na1F2hJrqmNekmNBnTPAZo\nZmzK/X165IqupmG3Lj9mmHPaAcxsp3kFzCx9rYlp0k5n/k2vjHUqNjir3mfJHNLXf7QcFTjVJ6kl\n00IZUGiH8Vl2Hzd1lXHqtRZl07+deWZCSpI+6+qfnp7KGe39fj8Wi0VcXl6WowiUebJtF7vQsGQy\nWzOsgQ1ncfpSUHXw18+aQJT24bfS87F1Wz8FYw10aFpSLXLsprgvA/RdjnRfAK1nBhIZ4GVsyNma\nB6sUFDw1i7qz2iciyiYvahYqODQpLS0u27U6NzFLVeZsdOGAuY9ZNm1K89J0o8w815daV/pe57H2\nTwaM2qdYWF6PGvtUhfhHy1cBTi81gfJOcKaqv4Wd8FxlnM48XaPps2rgHbEVZkBYl4uenGw3KuFc\noMViEaenpzGfzwsjJW0JpoqZ5wyUa8Suz5Y2u7vC2Xutj2uTWCcoE8SZhvv53NTSCaDAUQNMGCt9\nydjpeGoAjVJLqNeVIxkDdfNWTX4FZDf5qQt15z3LhB00DzXPaxO8xiyblIYD5nA4jNPT07i8vIyz\ns7O4urqKs7OzuL6+LqY66Ue6i5dvSuNKKGOa9JG2LWu7WxjZ+1rf7Cs1wP1a5ajAOZ1Od95nGiQi\nT0nSiVbT0vq5sxsmeDagbgJldcx8nhpoYfIw6ZWBLpfLHQbKUcQcUcCO24+PjztXduRm847Vqr57\njafWZIEG7efMfMyE2IWXSesOeO6z2WxXXzmDcObF/32jiYgoIBqxDabp2GXKTPNC1e/mO1EpELqZ\np++zIIP2I+OvddJ+VOadWQjcR5W8zwVtm1o5vkrGgRKfNAzSrwAnDLTf75ffK2NtcntkAZgmkGpi\nmpnsZf3k9+F/am1pvqw/P7tSut1ute4vLUcFTpadacmExIuCQK3RFP3cfWHc25dqAXw17aSfqZnm\nzFOZkZpNsCg99gCGyfX09HTnPUEnfKCt1na/SmVjtDPrm1of1frNBbuJiSrAODtXJaJXnzR8jrDT\npwqUhzr5vU5MaoA0Y0tZuso+n5n3r9anBp41MKjJWGaGqj/dTXIP9ihgwiSzq37fN/nVQFimbLK+\ny9pSk60MMGvuJ+13lTO9p/efP9/r8ZK58TnlqMD597//PSLqEcHaYGTCGXEYcPgrY5x6pV7+XC8K\nDgyoMlAGGODEdGdz5m63G09PTzEYDOLp6SkuLy/Lju5PT0/F9+lXZ6JsRKtnETkDpX3e79qnKsxE\nxLOEdgUDnzBZXyqgqYJSRVWbVLUovW6qy+9xv6zX6xK4gnnoc3Vc3fzNLA+fwFpX7ys2kF4sFiUN\nKctn5RlaJ32Gzwl1Q+g5OsosAURnlGqCwyxPT08LM/UUuqbk8cy9Ueu3bP5lbLyJaaoceT/x3UyZ\n8p1sdZ5/rvf++eefq/P9peWowHl/f7/Tyft8Sw6kXjJzNJu8zjwd4BToXqKNnInq59yX/2m73Bfq\nTFQZKdH3VmubB8phcHrEhIJRpkgyVl8DT2cBNSFXMPT+f2lxQPJnq8mr+a/KyJSRqy8765OX1k3r\nqPX0+inQq7Jxt4f2v4+Nz4mMYWrCuudfqu8SIB0MBgVoFTCbAmg1sHRFc2h/uYxlrLxpDvrnzjT9\nWbXgZLZi7NgM9KjA+T/+x/8of2fa9NCoaM2v4qYTn0XsgqdH67JrTTBqHZyxGXWUK/NZr7fH+nLe\nUq/Xi+VyGcPhMJbLZYmyX11dxePjY9zf35eo/GKxiLu7uxKVVwbKBsb4QGvM04MY/A9BVhalq2E0\nAR4mra4K7WvX9Krxqdt6nW/GTJt8N3ttE/3sSyN1E2y9qsICjGqWTg0glM3A9DmyhBds0w+Jc7ap\nFgslC/o4w3SgPD8/j5ubmx3gJBgEYPqxEb6euxYwq/WBv8/mQxPTzJTxPlPaYxwOxpqVoXMg26NW\ngZT7/d//9/+dzu3PKUcFzl9++SUituCSaVOERB3etWMm1N+i99WSTWi+lzFP/u+grCVzAWTPjdg1\n6bkfgseEV38fE10nOFF2ZZ4IxHq9fiYQvkZclQbPVtDcxzyVTfG39rkydu2fDDh1ovhad0xbTgvV\n6yHAudlsikzRd9QV9qmmp47PS0BDgVOXmPpyU3VtqJyoOa5jErELnMh8tsKHFTzkXXLVoA8muWYY\nNEXDayZ4Vpw5+xxw0Dzk5VaSPws51qAjlhfzAMAkkKruLF1konJ0bLYZcWTg/O///b9HxO7SxZqj\n2x3ebma4ueFmhoOUdj7P98i7mrv7gJOrD2o2+D4pIrZBJiLQ7NxzcXER6/W6MFB8oMPhsETjF4tF\nWZE0GAxSBupnDulO8Dxf2b4CqQODMk7cBfQfKVPa3swc0/cq6E1MU1k07E6ZAkXZmSZ548/jwDyX\nH7YfUxCpgQnjyHN1fb4yTmebWlcPXKl7yMdD54Ka3DDLd+/excXFRdzc3JSlkZ5O5AzT2TV10msm\n5/yduXlq8yQDzia3T0ZEVEkpIfCD5rgiP37NVudljPOY5ajA+fvvv5e/dRAxGxBo/DcIPvmPanIB\nOAQCVBB1EGvgyf+4+uD7hKE0mfg1jan18HtSFxiT+is1qNRut0tWAj5OUpMQHPqICcu9VLNqRoEr\nmZq/yIVeGacqB32Gmv0+UdSUAhhV0B04aZ8zBZUjZ5enp58O8Mqu6/XuaQOZK8gBVNsYsQVOZ5ju\n18xYJi/tv4xEwBgJ6rAUEqBUxkkQyIM+We6qy/Q+l5TOnz8CnPuYps8fde0AeCrvLi96tLG7evid\nkghXwMcsRwXOf/zjHxHRvPYbAO10Os9WO/gqB0+tUKFhIujzKAyKm5dustX8pbVr9l0XLGWcEfEM\ngJjgnOSHsFxcXMRyuYx+v1+i8YvFoqyJ59rv92M+n5e8UYRIhYbn0fe6AsTbTr/wW1KjdNwoNVPc\nl2ACmJji0+m0nA2vAq/+Whd4La6A1eWDXODvUznxFJxDVhrRJ+7jzJimKmjASxU9MqimOSY5Mo8P\n8927d9HtdgvTfPfu3c4cUDYN+3aG+TkEoOb+arrqMzLwzCw9t96UYQKUyAW5zrr6TnOhVX6amKa6\nsI5dvlgCvHa2R511LTdRZg2mbDabYmahmWEZEds0JR98H1gN1lAYwIyB6f/9M2+Xvs98phmYRuwC\nqvtgSa8BQDgVlBQnlnvCPGGrME/tF9robCQDiUz7ex/rBHEnve6WpAxSmaYvO1XfJia6+m51bKnz\n09NT8Q3TfycnJ8V3HLFVTGqxwPTV16zM3xPgFThr0XOVKWWamr6m/U2yPsDZ6/XKWnHdSFh3KTo/\nP3+Wh5m5rVSudOwzmXZfY1PZJ8sKiM4w95nnzjSRBzbIYeOczE01Ho+LnCF/mo3xkjZ+bjkqcM7n\n8/RzZWHOQFUL397ellSLi4uLeHh4iG63G/P5vDCyi4uLTxWXhF1lRTX2qRqoNvjZgGf3VZD0hGEP\nTvik1OdGbLWvH6F8cXERT09PcXFxEY+Pj6Uf+v1+zGaz6PV6MZ/Po9frxWKx2GGegJr6Xtn5CPap\nk9rrpH2VCbr6/56ennYYpvuiAExlnC9lCio3yjw5e1w3WTk9PY3pdLoTaEFBAz6udHzMIuIZcKpL\nwt0I9C8ArYxZmSbWFcGebrcbNzc3hWmyAztryj1xvYkluzw7gAEqNXCpgUxGDPaRjhpw8ZlmWyiz\n/PjxY8xms/j9999jNpvF7e1tAVBVvGpdZXKTzfNjly++Vj0DHwYd3x6+KJgDEWaEu9vtloBKxKel\nU8rUeEaTz7L2twtZDTj1vsqCYLU8X99nfiJlNdm96EfYEkwbxomvE+ZJTij+Un5PcIp6MYF5ue+z\naRLWWKkCiybUMyFgnFwx3QFagNOZZgacXL2PCV4hNypTsFFnmbhPdJw8eOLA42CgfaZmuo4n9VK3\nAr7M4XB48D6Y7ssEsFXGagzL2aDnPNZkXWXe29SUsZERDmXAqoSRG4Jvk8kkptNpjEajmE6nOxvm\n+BaNbqHonPL6f4nyRY7OUDbFNRscWBHbr7Epxmw2i/Pz8+LLe3p6in6/HxGx4+fU9cqZ2aIlA4Es\n70zTS3wCq9A4a/a9HbOoZpO2po/U9FytVsU8h3leXFzEYrEojBPf593dXfF5wv4QUJ3YHLbF0Qns\nfu6gqr4z6uZuD/pQJwACrnuSuokOcHowSJ35ClDe94CjgiL9dnZ2VmQLX6B+J2JrraB4DykOkjB4\n+gXlhnzRj55mxMbBME2PmvuO/Nn56pmSy4Be/dCayoNFkrE1QE77XN0QKh+14OM+UEXJjsfjmM/n\n8eHDh5hMJvGPf/wjxuNx/PbbbzGdTouJXsvzVfavY1SrzzHLFzmsrUb//XMGCQYBcDA5AA9Akx3X\nWXEDU9XSZBbzt4Km5y+6L8sHRoWIycuEZML4pGwydbxuAEDEbiQekMgYJ5NWVxxRN/ymsE49B7vG\nQrOrBjqazENXQJmf0E1f949lY6fMhecrM1dA9RzP7P4OzPq3g0cNQGD69I0ShywYpBsJwzj5nONZ\nlBBoXqaPiYNSBg4OoJqRoX5lB06XdW+zzznq5P3m/cr91bdJ4G06ncZkMonxeBzj8Thms1lx9agv\n061CfUY2Zv78Y5WjAudwOIyI7YBpXlbm/HezRwUeADk/P4+IiMlkUtgo/j92O8H/oy8tKkARW6aE\nU1pXz/Denc0U7u++K9JKYD0oAveBuoZ2N4MzTxQEbovz8/Md5kmUfTgcPsvzpA0UmBK+MzawVQaq\nE1friG8K05j2MW7UVfs+M/OzoEHNTKwV/50/R4uzRJiibqmmZjD3RCm7H5h+RAkhQ8gX39ec09qR\nFQSHNM1I98N05q9zRceFz7UPGCvcI7X9YD2TwZk1dfG+wypCaWlfNzFiAHA+n8doNIrRaBS//fZb\nPDw8xC+//BLj8Tg+fvxYzvECXJUd69gyHq3W7vJV5mhN2f/RclTgJHBDJwGYdJg7bzPzQNknwabZ\nbBbtdrs4/zXvM0ty9ckb8ZyJZsxTQZQIsQO9BiiYaPo3aSLqZ/SAwiHMk+9iCqqprGCKDxSznn7H\nz8fEiIidScDGxZxcqExUJ4RPUB1f9a3C7jyCX/Ol+stZU2aqH/JSZpYxJk3P0pcqXK2LKl2XBRQi\nSo4xare3O7KjUImeEy1XhQUgKaNzUzhjT00ssybX+AlJBfOFE/SjBr30f2qqZ0oqAyrtS/VvsmEK\n7DJbZFCzALNx1zorgGauuz9ajgqc//qv/xoR2+MGmrRdFgzQYA9MCbOTyPJyuYzLy8tYr9dxdXUV\nrVarrNfVztOBU8c4z1Ogxsydz+c7AwebUL8nv1OnP4zi4uKiRMRbrVZhwgpErpFrV4RMmauDJL5P\n8j7xG+kEUfNG2bKyLo7M0Mh7lqKj/jKCVZwtj8LAxzibzYpS4RqxXQWkAUH1DdYYqPadLitUf7eC\nVLb7OdfMj6gsWsFHMwj0pe4HBRDkj/7U88t5tieyK+s9xDRnPPRvZZoE4ohY4wPPLBLN+1UlQ51Q\nqgRo+Y4TFa23mu5aN+oHm3x4eIjb29v4+PFj3N/fx93dXTHXYZrq0lFZoK9RUsxFVpTB9mnPscsX\nMdXVdNNVLgSDGCwPNqgm5z6tVmtnOWCmjWqMUxlbxO5W+4eyTwVPrSvggk+RfEFAE8Cn7W5aUj+9\nZsVNfvoHd4AGRgAn8h0JBqDlDzFbYT4ZcNIe6sXfAB8+VnJxdSWUumJUMWbM3IGTOrh/WQNyrgT0\nKBB9z0vb2gSczpp5voKmMjIAxIHTj6pQN0HNNHdZ1bFwS0DZnAfsYHUEWkgNU6WlTFMZNJ81+f21\nbzLgzOaZ1o2XKyV/plsfCvK4OXRBRK/XK6B+7HLUO/6X//JfCpCsVqsYjUYlP4uDzdjIAhDVRGsE\nEDCELQFKd3d3sV6v4+7uLlqtVkwmkwLIuopIhU8ngmpL7qvmGQMK+8x2wXGTDOf/ZDLZ2QU+IsoG\nDCgRnRwqrNRbrwicm+kOluR9KhvXVB9d/839M2e/B4yc6ai7hb7Ick2J+ON/ZfUTUXbN49TNS7i/\nKxfqrONKHXVnIY1c11ag+coi9SeqyyBi10rJAlxqhWgdtW6umDy9yGXCQVrlQYvWU01fNX8fHh5K\nTuR0Oo3ff/+9ME/N94VMuEJFwfA/NdkdsFR2tP46V3iPmwDGeX9/X16TySRms9kzE73Wx8w9XefP\nqivW/1OvJnLyOeWowHl9fV2AE7YI8HQ6nZjNZtFqtWI+n+8wT2dzEc/ND2WBGZi5j8aBk3u6kKqw\n6rN10vBcHUwVBgZnvV4XLcfqKF3tAugBAu7X06Lskvfu50KouBeCi78R095ByX1/Cpi1BGue4xFk\nZcQoCGfB+H5xueAT1SCculIyxqnAiVmrARgFTsxiDbxkB5P5URs14KRfsmwA7VOd1J6exlXT15oY\nZs1HmM2PTF41Wk3Emvf8XwkFipSiGQNNDLMpPYl+pKi5XpvL2r8uCyoHCvJYFf1+v+TGojD53jcN\nnP/pP/2nHcbJkqnhcBjT6TTOz88LSwQ8MeeceSoDhZ1OJpNot9txf38fnU4nxuNxnJ6elqMpKOrL\n03uqCYGg0fm8mhhotiMOoDOfz8vSyH6/H5vNJgaDQbTb7QKmmMtMVAS1xi7cNHGfJ2AJQCGUeqWu\n9K/e282rbCJT1F+l6SS4A5bLT3uN+tr0pjxO39WeOtaCDkxONYfVt+XHS+hu6A6YOqFcCVCH7OXy\nqW4EraO6E7TO+0zyfe6bzGcIi2Nf19lsFr/99ltMJpP4+9//HtPpNH777bey3lt9m9QBZkz7mQ98\nRyPr6vvUzzwLQTM6qCvugvF4HA8PD/Hw8FCYJiCqwKn9Ql+iAIkrfP/999Hr9eLnn3+OXq8XP/74\nY8lgoN7HLkcFzsFgEBGxAy4EXDqdToxGo2i1WjEajSLiUwCB70c8Z54uJJpCpD7IJs3I39xPtau+\nagw08x1pMAOBgGmxXp+cU9qukW6YqtfRGaj7tLLP9b0G16jPvgTnGoB6vbQvdMIDdmpGt1pbH6wy\nbgJa6kZQxtnk46wxTkw2ZZ66+Qefq2nu+746aGVsLrt6/bSODqA1ZqZWRBNo+hjonFAFr1HqyWRS\nVuNoTiQyGxE78wGLyNvmilW/n82fbA4inz6HYZrqBtP2+vij8Mh5JRe21+vF5eVluf6pGOfPP/+8\nAzKc9Njr9WI6ncbZ2VmMx+Not9sxHo8jYru+PWOeXFVbKdMcjUZxfn4ei8Uizs/Pn/kfldEp49QJ\n4oOJ1sMnmzFQdRFwP02RIr90MBhEq9UqCoUlo0SeayYbdaZkIJYx0Ih8BQn1d0DiPjXG48KmrFNZ\nmCe20z+4NwBIvbpv001fVwo6gZ3NwXZ8F6RDDybb11Z/6XcyJaSKpXZt6uemetBX9DXLWWGav/76\na4zH4/jb3/4W4/E4/v73v8dsNtvxbXIv+kJToKiTRtU10ObBNk1j0xiCKxjGG8Y5Go1iPB4XFwJW\nSMY0qR8KkVzYH374Ifr9fvyH//AfYjAYxL/8y79Ev9+P7777rrhsGP9jl6PncfpEODk5KSbrcDhM\ngaTGPDMtq6wvSxeiuHBqkCXTnp7X51o0A1tlx4AzimAymey4F/DvAqoMJvWijgrGmQ+0iZnq/7mv\nAqde/beHmIp6D+qqPk8+UzDDHbJeP9/Jnj7MWHFWR/UjclUAVSa5DzAzf5y3VYHS/876T/sxM8H3\nKSgHZX0u84G+0tQwTaVTnya5kQpMmn5EP2jbtP4+P7K/PZBYs4zcxYNydYvxpUyz3+/HcDiMwWAQ\nw+Ewer3eTgaDBv+OWb5IOhIdcX5+XpYEwhYnk0lERIxGo9hsNuU9mpCUFg8W0OEnJ9vVQ5PJpKzZ\nJofSwUxBMzPJMpMHdqv5cAgIv1MTc7PZXeZIIjquCRTFYDCIzWZTcuJ0cAEcH+R9DNS/V5vslBrr\nbLq3/7bGxJw5KjC6v/UlrFjHMmLrFlC/opvH/jlX+qrGNGvt3VcyAPV615Rd9iz6hD5C1gAaMhPY\nCAOf5r/927/t+DZ///334m9GZnVOaJ8gf7DMi4uL6PV65dXtdqPb7RbW6fsc0K/KGmkTIK/LKwF1\njxs4YDrT/Omnn3aY5n/8j/8x+v1+/Pjjj2VVFj5ttTyPWY4KnJoSxIRot9slt5E0HQAWQFEWBnhG\nPA8SZKzTc75qvifeKytqYpw19pkBrwq77t4O49QrPlDYuTIimJzW201W/5t6ZKxTf6/f9ZKx2qz4\nfX2SR2xzc5X1KlAqs9C/94GUjyFXnqkA6WZx5gZ5CXA21cv7qwlAX/IcVUaqhHStOQsdSCjXV7aQ\ngz7PLJqMZTZZYplFVutTHe+meeuynkXPu91u9Pv9wjAHg0FhnqzG0hxZVZjHLEcFTnx3dIIyKSLj\ngOZkMimsbLPZxHg8jtVqVZin5prpBEVo8JVgjnCGD5N4n4lEPZ1xZgeLPT4+xtnZWUmloS1aJ8p6\nvS4DBVgSDBsMBrFeb88bIg+SQIb65XwlhrbJSxOoalsPLYfew8GOSD+f6YTRz7K/D6njPjZXA0a+\n4+z9JebbocDZ9FnTPV2ZEIBEpgmo4dNkD8sPHz7EdDqNv//9741RdMgI/aDKRc3gJqbJfgbkpKpv\nE+VE0YwDAFPzo4mi++IS6tRubxcRsOXeDz/8EIPBIP7Df/gPMRwO4z/+x/8Yg8Egfvrpp3I+E8FB\nnUPHNtMjvuDuSABnq9UqTJQNO2CeME7Sd7rdbmw22127uZ8Ck7POLO8rY51uqusA7dOw+sompD5T\nk/cjovg2p9NpYZ6bzSb6/X4x1/EF62okrbMKoTMFPmsq/v1DyucIGwyTZzqDaALKJvCstdUBMAPG\nJpP5GBOq6R6HKCDvL3VfaBAIhY5pq0xTI+is99ZVOA5MfvWof80C8wi6zqNaX2vbPDOllkmhbgOS\n8dmrFLapTJOgVQ3Mv3ng1LzJiN1VL4AfJsNgMIjValXWVrPKSHd51tQf7oswaZLvviWYCp6aLhGx\n60PKBJTVQMo80Z6qzTTKzGeskgI0UQz9fj9Wq09nret6c+59crI9jEvr/LmM6ViCk5n0DsqHgGEG\nji/xIx7j/ddQJIcUBUwHSiyw1Wr17DyeDx8+FN/mdDqNf/zjH8WnCdPUKLoG8SLiGUgqQGESZ0wT\nFpi5sbK+AjCZM7rE0ucr85R7s6nz+/fvYzAYxF/+8pcYDofxr//6rzEcDuPHH38se5qq1ebnMX3z\nwOkVVOCM2EaSWcvc6/VivV4XIOl2uyUKy4oNBSKKsk41szPzr+bPyVgn15qWrUUQub8KKPmarNPG\n5wkDJZMAMFXmyRX2rW124G/q/y9ZMt/rocyW/vLPXlr+KJB+7nNfWg5RFB5Q09QuTZPDxIVZqrsK\n5Z4tWcysFJV/nQe6isyj54f6Nb2tqhz0tc+3qVF0Iua4EAhSOdN0H/g3D5xqqkfsThBNT8JEhW1N\np9PodrsxGo3i7OwsRqNRdDrbJZoacVPQ1CT4WoCI4kKDkFAn9fEsl8t0Ywh8nNkqCYq6FVarVfHv\nnpyclONAlIGu1+uSEcC6c3zFWY7n1xCKzy1NQPUSH+sx6/CtFgcTz+rAl4lFxrk7d3d3Mf//2juX\n5cRhIIrK9hKQFxTF//8jixQbZtXOpacl3ImdDFPnVFFO5QGyI131S9LHR3g+j549pceSlPLsHWj/\n1xVBusWg7/utDbB7MUQf59YSwt5SaWuLieT5fC611nK9Xss8z+VyuZTD4bDsaeoPslOr2t57a3a1\nOH1cUUsg7OFYkuR+v/8VePY1lPq+dtXOF8U4o7b5mbI1+3pr1Mdz/GwbtcssT1tBY8eEmBtvdZ+6\nEGAYhqVsRBcERJbDb7G2DZFl+hP8C8/I8P1DUcMiigOaBakLM3QDGl3rrTXNfkGBb4+PT0bx/jXZ\n84zFqTHcaJz6cehLo7T4XoW85wnqdUu232+pfM5uvsRG1xiP4+ca7lprGYah1FoXF14Lp80y1LIX\nnaX9FlSl9MtaWq66uul+DXsvQK5oksjKRx6Px1IhoEf9mgVqSwb1gDoLV0SfbfehV3gPVDT8BKsx\ndkvw3G63p7PFbV9Nq9+03EArIeQnrqjfR4kg7fc+QeqTQZ5WaO2Vm27tss839/x0OpVaa5nnudRa\ny/F4XOKu3siKElV7sLnFGbnp+nPvKkSrE/xD8PSykmvb2bpmXi3UKmwNEF/PZkmhyGL4KTd3DxD2\n9USxQOsPrdrlVn9Z02/WeGGv+n/L6/JhmtbLt6dnzKyJtfbub0t2sTiNljBZttgXuHrrLppBjCgR\n5L/OtrHltq8Vz6hN9j2Nd47juGTl9TpNz9vQTdO0/N2rxBC8J96FVcFUkdTzsKKd6LOTbcsCjfp8\ny4pbI0Z+bEbiHo29qCyqlc3PGjZbsLlw9uI5vd/f4oa/apnt/aBb7fIdfK2lAP8nr/7vWxgKW/OV\nsZPRhu/GLfca18Pjt588AMCbge8HAJAE4QQASIJwAgAkQTgBAJIgnAAASRBOAIAkCCcAQBKEEwAg\nCcIJAJAE4QQASIJwAgAkQTgBAJIgnAAASRBOAIAkCCcAQBKEEwAgCcIJAJAE4QQASPIHtpJ6nJkv\njYEAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 15:\n",
            " beta = 2.764e+00\n",
            " objective = 6.584e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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ae+2rbKyzPnUrkDqyzpy4BK4cVjddXV0VWdfcZUgDn5N6l82F3wVw/uEPf4iI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\nwEmUSzeFaPKJaadkvk3VQqr9avli6qjP1nxn99b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4uYdem9qSmb1qqg+Hwx3f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\n7NSnqav53LeZFR3LWuaBt0NlVolKDTAz1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8Q0UT7uR9RzmNQt4qlUWZ/r8/2a1WcfqBLg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\nRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 16:\n",
            " beta = 2.972e+00\n",
            " objective = 6.687e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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OWT+c3ohubzKZFN0n0pf7fWqba36fGRP92KsXn+dZwcKtagPmCCoePsejZTAY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\nEcfHxzEej+P4+Dgmk0m02+2iu2ZtOIB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LiC3AVMapLJb7wiAx1MEsyaGJ65jqL3WTc3H8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\nWt3pF2U9nsgis7TuYhXKStXq7ICpQKnXTFerOtCaT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ZRdVy5E5FC10xZgMIubtDg2lORm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\nMRBOnA6HwzEQTpwOh8MxEP8A4pEgrbN75kgAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 17:\n",
            " beta = 3.196e+00\n",
            " objective = 6.985e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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DQMcz0BxwRTK/aw7sSw50gfLX00WEvsC7jgmIMLlut5s0ETVbAZhoWRz5PGKg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\nUl9ZiDiqtkJf+zC4nFe4jF16RqvjDkhTWk9tmc1mM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4FI/F8ul+GxwOPxWJIkCcGx8Xi8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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 18:\n",
            " beta = 3.437e+00\n",
            " objective = 6.875e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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NZhqETcahHFCqJd073AIKLFx2d3zqAPN2u221Ws1++ukn63Q69jd/8zfW6/XWmCY7bsQ0\ntxnYiEVGbDBib17880zIL3QvMnl9MCwdFczd3V1yJYOho36ZTCbpczJPYfVV4FQvBa2vAqcueIxr\nsJZms2mHh4fWarWSugTvC6K3YPuIjD4DVW4sfF/mNqKc3jVit15NsM0ciDZawPPo6CiJ6avVKjHO\n0WiUHObH43EaT/pQfSoZB6ztuP7g10lfeV38pnnMbxkPpEXGSNVtFDUSwZwBz1qtZqvVF/3ucrm0\nbrdrd3d31m63k49ru91Oa83M0mayj7JX4GQnYIcajUY2n8/t+vraxuOxXV9f22AwSCKwD95XtkHR\ngVH9iA9P9APmJ3c08XOip49W8voZ9CiIBNVq1TqdjtXr9WQ9B9xxldqk04xKGdvxbcjpF31bIvFX\nFzKLxz9D2QeAiaTAhCZM1l8B0NlstgacXp+9CThV4lDRHECcz+d2eHhot7e3dnR0ZHd3d3Z8fGz3\n9/cJVIi84aoia6Q2yc2Z3GZEHVW/qvfW73nQLFMB6Hs55ol4CvNcLpcpxSJudLSBkErP/ry+MVof\nvLQNm6QibbdfxxHr9NISc9DMvmKepJ3EKEY0lfbLD804/+3f/s3MLDES/Mr+8Ic/2Hg8tn/7t3+z\n0WhkHz9+/EqnqR2jgEVHHx0dWb1eT2Jwt9tNOhJlcPr7HHDmRHN1N2JCwFCazWbaodETFUWRQPHs\n7Myazab96le/sna7bW/fvrVWq2XdbvervIZ+cebKNgxT2wEYoT9UzwQVf1nI/uWB0+swieRSZomx\nbzabJf9cvCcAToAV4KSOuJz5TTMnClNHr+NENMd3tt1u2/HxsXU6HavVatbtdq1Wq1mv10tRJzAf\nwAYVigI1dfGbahSSqAYr6qasNqdnjUJsPRONihc/AX/ajuh6cHBgo9HIGo2GzWYzu7y8TNId90GS\n81F4iM3abn15VURu/vI92s86RmpsNBpJ2lMcoCiZ4jOkUwIBaF+73bZ+v59yjgLQRVHYf/7P/znb\nn7uWvQLn5eWlrVarr4ATdwJ8Nb1OU11VfGfT4SiXifn2qbSisolxloleujMeHx+niXJwcJB0RZXK\ng6M7yTqIDFLreRQRlCseNMoYphpY0B+qGIxYze/8BFZ9q7JhD5yMJ0EJjGEEmACpMk5EedxLPKh7\nVpwDTi+y07eLxSJJABgxEC0R89B3wlZwszk8PEySg9eLaR8oYPh5C8gxP5irCsqwY0AJsKVdmxho\n1B+elaskBHi2Wi0rii/JP46OjtKcUPck6sfaKvON3mb9+PkbAaimV4xsFVH7PfPEGI36od/v293d\nndVqNavX60myADj3WfYKnP/7f//vNeDs9/s2n8/t4uLC5vO5XV1drflpamSQ2dcTQTu4Xq8nR/KT\nkxPrdrvWaDSS5VTpvbKACHj8S5/LM9GhwCobjUZa6KvVKg10q9Wy4+NjOzk5SdmPqKvXaUbA6Sdl\n7qrirBpk0MPC6kajURKfATvVaQGWfqFgmUYfZLaebIFnwCSn0+kaYBLQQBQKdcgBZs6aXlZULC1j\nnoAE0TCj0cjq9bqNx+OkIz8+Pk5jRJ6AyDPDu9TxYuMHRBlL+hdJhPmBLj7Ss7JJR6oTP0d8iZgq\n8x6r8nw+t1qtZvP53E5PTxP7Zwx0M0Xnycav7FPnqa6lqC5+/rKWkNoajUaKeEIvCS5QJ+YJhc1f\no/Z0w5zNZlar1ezi4sKOj4+t1+ulcS2Kwv7bf/tvpfNrl7JX4Pz8+bOZWWoYbkgwD41BV30WRZmF\nipMwTfSFUVIPLcqY9L2y3dHrMdmxWQzoxCjsyiTxwDikEUHbOORvYph+ktK3Kjbf3t6mvh4Oh0nf\nqAa31WqVNgU2BlQIACjtpyhwAoS4a5EYQg1pUWoytcjqSwFzG+BEbNQr9wHodMHBMiuVit3e3lql\nUrH5fJ7GjkWnksRi8XB8g/a79+slAYy2kTFj3DFYaeYi9I84rnsXHzWwPMYK75mngidqCeYQTJs5\nrS5DzH+ftSsnjufGLldPBWmvImBjQodqtr6O9d6MDe6LkAXagSSCJLHPslfg/Md//Ecze9ilYRro\ntmA/Kj568URFMToTXcj5+bmdnZ0lxsmuzu+8G0sZm6MoYDKhcXWBZSrTBAQBThYIInu9Xk/32lan\nGTFMb/RRhnl/f5/E4X6/b9Pp1C4uLpJa5ObmJsUrI5qa2RqjwD0KRqTZmehP9XFFRFfg5BwcDH2k\nBARUVGfsRduc9b+s6FwBIPQFCFJvNg0FSPSrMHWYijJOgJOFiUGLNqKP86cVwOqRUpi7tVrNTk9P\nk0TSaDTS/MXi78/28b6mzOcITPU9fsdGyUaCHyehmahyFPSVsACYCqQ5ANUxiNacMlPWFrrn+/t7\nOz09teVymRzc2Rj5LeuPwudskKj+UMeMx+MkgYAn+y5PYlWno7wjtNdlqi5DJ4mKk4g5hGk1m801\nxhk5zpbpW7TwTJ0sOsDoz1ScV+BU8TDSDeVcNHK7c8QwlfWxCcEs5/N5OixO1SHKONWQpbu8Lhqu\nsGr6RQ1Ou8Tsa38yH7yekrZVKpWN4OkNEDlRXQ0yuZho+lqfr6G9lUpljRFrKK7mjGUcNNk27axU\nKjabzZKFn4xFjUbDVqtVYr5sajhm+1hr7/LD3wpQESHg+6p6Ud0q8efK/rX9Ku3Rh/RjTori91qP\n3JiimmAuNptNm8/niahguFLi4O/lx5J5zBjQ1k2k5bFl78Yhs4dB9I7NKp6rHkeZJjqQw8PDZHF7\n+/atdTode/fuXQphVP8vnpljnDqgCoA6oGq91wQjZRNSXWNUVxUxhmhiUR8PmPSVuuygN7y+vrbZ\nbGafPn2yyWRi79+/t8lkYp8/f06nHOKTym6tQIZY1Gq1kp4JiyRMwG8agCYsix2ez1UfTXtRzOMK\npBuoOr57FqpjpP3OGGnfqz8nmxhiMtKAXgFYZZPcn/bqZp5TU5CXVcFTvTHMLIENqQO73a7V6/WU\nwwCvi/Pz8zQOyvzR3fuwUk82tL/0PSUBMOHlcplA3K/NTfPcX8tUZF7dpIQJ0oF6a7Va2Zs3b5I7\nGUa76XS6ZtTTOvv6ahuYe0VR2Gw2+0rvuq+yV+BUHWDUQC+S8zeTgl1RJ1uj0bBer5es1Z5x5pTW\nmxTqZl+7UOiEUdD0IqLW2UehlFnP/WTX/oms5Wr8QTS/vr626XSakj3DOK+vr5OI7o1CCmw8DxC5\nublJOiHdvHTCewOAshF9DxaDz6QCZXQFOMsWsY4Lfa6blQIm7F+v+jlzRtUoZQxKVQAqtquByLNO\nfsN9EZPNzObzeRItDw4O1v43s5TRqIyBbgJP32+6cXMf/t60WfFbndf60rHRfvP95zFA9akwzvv7\n+5Swgzm5Wq1SH6t04udJDsA34cC3lCcDTrOvxQfPwhgABUyYZq1Ws1evXlmz2UzZ0n/66ae13ZmJ\nz7P8Ao9EZQ/eXpm+SWT0Lz+ZvZjl+yPajZWN5wDz8+fPNp1O7eeff7bJZJKunz59SkwTkRJwosBc\n0KWhY2YyavtVVeIZhIIl7Fz1l7lNwIdmbhN66cdRNykYpkYORYCJztKzNuadlw4iBsdCVed/PRlA\nI8xohy5o5uhgMLDDw0O7vr62Wq1m/X7fms2m9ft9a7Va9vbtW2s2m3Z2dpaiXg4PD5OfcuSk70FL\n/44kKsZZ558XraN1Es19/7zoPn49qcpotfoSW39wcGC3t7fWbDbNzGw4HNrx8bFNJhO7urpKXhw6\nt71XRrRe/dzdd9krcOaUsJ7h5dxIcNlAcf7q1aukUEfPGUXhaPHgpDuz3328CO9/G7UjN5H8pNJ2\n+2fo3wy+6hPv7+/TZMGlC4Z5cXGRJpX6THr3I93EdLGpZTu3e/tNB9ABbBADFTCV/fj+VGapgKkA\nCkP1DJf6qzrEM0zAxQNmFK+s46fSgxa16GKljfSkHli1X3kG9yqKdZ9Sjr/QiCcYKIk1IuapzDEH\nYn7O6m+15AiC/+22z9L1lltPunFh2ScZMQ77d3d31mg0Ehsn6GQymaTNSzfcTX7AT1H2CpzoJyhe\nmZ8LlcOfjiib09NTOz4+TrvvyclJigTBgs0C9pNZgVIXc9luSdl2Em3zv7+fZ5hcARVNiBLpMv/0\npz/ZeDy29+/fJ1FdRXN0mrBJ2g5LURESJ/6ccUf9C3XB+brrOCu45kAGRqnAqUlANKIoYm1IJo1G\nY02X6QFTNwpdwGW61AgIOW0RSSCabzAgjTzzm0lRFEn8xIKvPqaNRiOdHTQej5OxpF6vpxwHGHTU\nbUxZdG5u+/ceYygpE3fLWKt+ru+zUTF+Zpa8O+bzuXW73WTonM/n1u/3Q1c7zlbSyEPdeCM3pn2V\nvQInOQDpaNUD6sTXpAy4bBwdHVmn01kD0G63u5aswWcXiliklpy4EX3mGVPuXrn/tUQL0jNMNbws\nFovkLI4/JrrLT58+Jav5dDpNDJTEGYCO7r6+PTCfSC8Em6JfNaJDrbLaFt8HHjBVGlBW70V3GKde\nI+D02ZCUYaohBYYZMUjt8whAFTTZgKg7i9Nn9PEbgwdoz+LRueFfiP7z9vZ2jXmSRg0mplFOqlZR\n5ulF95wIXzZvy4r/3SaS4eeZl8p0bjF+GBTNvug5Dw4O0kmet7e31m63k/pKk8bgzO83Xr/B77Ps\nFTh/+uknM3voJBaQxhJ7hglg8j7fU9FL04JFOquyogO1SU+z6T65kttxPctRS7IC5v39Q85SAPLD\nhw+hLrPf7ycrbwQ2frHyvzd4ma0fKEe0CP6duknlVBSqK1RjC+Puf+tF91y+Tu99Eek2dSOOQiW1\n/33fqzXfAynPx/ijlnj6G7ckVRX5Z/kADyy9PgR0Pp+nKCdOrVQGOplMrNFoJEd61gqbR3RWVdQX\nZeD5GDCNVFz0gc6RSF2mxmBUGVj8F4svmeyRopDCENUhF0TJAaR8TzfiMh3ot5a9Auevf/1rM3tY\nXEw6lPgAp6b9gnkqYDIZVLkfuUKUieHRyxtu9jWBFKD0/UgkBxyI3yb13vX1tc3n88QwuV5eXq7p\nMvldbnfV+kRimU5eQEcz1fjjW1U89S8vUfhrzuiingPKFFTkUuBk3L1VPApX5DcRi8StRYFQrwqw\nPJP3MQrRN1G2Kx33aMHqd25vb9MzYKA45EfMsyiK5EoE4MA8VU3B/N6VeT6Wiebml+pjuaq7F+/z\nXABXxwnjI4CK9b3Vaq0BKbpPD5yeTOyz7BU4/+Ef/sHMHkQH7y6CbpJMQ7Aab/1Uqzv3o2wa8IgR\n5YC07D5lxS+GaPfNMUyAT92L5vO5ffz40abTadJhfvz48atIIHZhGJEues90VTT0Ih0iOQ7IME01\nwKkRTnWWOj5eNPe+rJFRxsy+2kxyfp0UbxyKJA8/hrqZqAFOgTm68jk6TtrP+zjCE7LKHFdQ1E1M\n9W3aF4AIIM2zMIZMJpMUXw/zbDabNp1Ok+iqYYUAjgJorm9y0tY+wJP5oUwyuuoGn/NoiewB6p0B\nIy2LUHwqcX3vorpODhWxvDV0k/XTbB2UzPKO0X5B+wW7rZiuk1/Fi9zzo/dU5FNxFJcVzzAJlQQ4\nP3/+bLPZLCnEVZeprhj6MntQhJcxDN1MVKepORm58oqAU++DJKCW50gy8HXRxcEVsI8MVgrIZWGJ\nfjz1/h7gdKz1+aqbxS+VTUYZuc8l6eevPkOfxeeVSiWNJ4ysWq0mMEXPh1qAyCPO1iGfAqHCGFoA\nS10PXufo+6nsf19y64NnKjhGV/o62vBzz4s2QJio99Lw7m0/vKhOvjsPWDADvepE8yKlZ3C6g+fE\nHw+aObD0v4v+33bnjeoZASax5be3t8mN6NOnTzabzZIuE4Z5cXGRGCYKcLUcRqJ5xDa1fjoeiLgs\nfhgnL01UEomj+vJ6tVxYnu9PRGW/qGB2Hjj1/kVRrBmBovvrOPqXMh9+55kNAKaAjM4Mv036SvvJ\n16VsfFQqgYECpOg+EdePj7+cd16v15MOdDqdruk+idBSAPXGOS99PLYoaG4CT70yvrpR6Waia1mv\nuY1IJQQA1atenoJtmu0ZODlAKQdmkQN8bodWMcczQcomxrlJTN9m8kSMUq+R8UddbWCYWMNxZIdh\nAqC4XgCYiB1RQmLtG1+fiGX6PgJAfQyygkWOLWo/RIsj178RoPj7+bbo+36x5tqsv/GAGBmEcpux\n7yvveaBsvMwp3c+bXP15XzMDAeDoQ2ezmVUqlXQUbqPRsOVymRgoqRDV/zMCS//eJskqx1LLwFP7\nUJlmJK5HgOnr6DHC7GED9ioZL4X98KK6P9PDN9wvYi0eNLUj/OcROKjo6NnsY0HTF7+4dTGqe9H9\n/X2KLQcwfWw5ukyScxD54x3ZfSYp3UWjCVEGoB4wcyCQY3KReFsmBZg9xJdH9yh7+eeqUSfavPzC\n8iCpY+SB0/elzhXtM598VxPwlrFfvxFoH6Lr9CCkuk9vfdcco1jdNUkGAKruS4yFXrWduq62XRtl\n4Enf5ZgmoJbr8zJVT1Si+fNUbNNsz8DJAFEioIpYSI5J+BLtamblYrrWY5vOj/4vW+zetYbUamQv\n8u5FHz58WEsDR1IOBUyvy1TAjOqU65+oryIwBFR4rop4ke7Ug3NkJPI6z4g1eAOaF7V4hgJjxJQi\nNqtAmbt/2caj/eHDSj1T3BZw/FjpvNc2ck/6nn7Et5S8AqRNg3GqDnS5XKb8n5rlHvYXqVMiENR1\nuWl+Rb/fZCDS3+fWaRnh8n0bbVJPUfYKnDivatlm99LB0d+UTUgvduT0cGW/1eI72dN8pf/KNCNd\npqZ7e//+fTrRczweJ9H8+vp67QRIzzC9YjvHxHYpEWgqQBBvTYH1+D7xbIG+BzDVXcirABQ8PXB6\nJ34KgKwiX1E86DyjNqnaJJd53veLMmMd3yivKL/bdlP2JSILEfjQVm99J20d/p9Y3WezmTWbzRS2\nGAGounJFhj9tm/ZRJJJryX1HxXJlnLk1v+m1az8/RdkrcHojzzYlx6JyYKHPUGrvmWauwzex3EgU\n91evy8SXDPeiKO0bOk3ciwgbU/ciXdQ50CybCJsmtjIxwBojBIuLBaaeDtoXXtRlTCqVBz9LjehR\n7wkWKcVbSdUaqmOs7kjqYO8DIKKxiWLiFZhzGy9tBjR9Ug9/OutjSsRAtS05Bqr5U4uiSFnex+Nx\nYp7L5ZcY8Lu7u3TqIwfVaeLkXPKQbcTkbVip9mXEOLeVmHLP3tf3di17Bc5dKrlJLM7dP9qZtgHM\nbeuUY5YqzrII9eiKfr9vs9nMPn/+nGLKx+NxEtEvLy/XjD8eMMsY5j50Nl6ExaF7MpkkcCL3JAuK\nflaAi9QICpwa6EBoLUDKIqXw+wg4dSEClACwpsBjfHV8ADXUHz7KCuBk7qiKgftSiEPHf3M8Hq8d\nFbIteG7z+TYMVK3vlUplLVEI/p9Y3Yl5bzabyfp+e3ubANTHvqt0wLhuIh9R2yJANfvaVSma47sC\n3VMB46by3YAz0j1sYnlen0TxA5qzwpWJ+vo8famFTvVkMA8AU3WZNzc3dnV1lazkhEgCmET+kAzY\nx5ZHFt59gKVvJ6BHBBIACeDo2UP0pRfneamhxTNOjhGJDihjcWrbIlE9Ak7N9K7jrWI17FDVIFHm\nKJ07aigDRHg292ajGY/HNplMEoDuAp7bjJMHS4o3gFF3fBj5uyi+HM5WFEXSeTabTbu9vU1GJI6t\n0IPqdHPzrN4b+Oib6H8dtzKxXUlK9L2yNRDd+3sD6F6Bc5uyCTRzAELZhmnyPb36v/0zI8BUoEAk\nZ7Ggy0Q0v7i4sPF4bJ8/f14DzMFg8FXaN9WVRfG0jwXNTe2DjVWrVZtMJun+8/k86cxgmrAD1ePC\n5PifutPvWOf9+eb+NEllnvQ5YnGZjlMXtYrU6mOpQQZsVnpwHW2ijd5irvXDim9mCZQR10ejUTpz\naRux3QNhruTAU/9nrgLsar3Gn/Pu7i6dbFmv15PfJxFJ0+l07cRPPfuIaD7ar363uvbow6iO2uZN\noj6/jfrAfxb99jnKkwNnGdP0YrF3XI2MEBFQ5pTbm+oSAabmjEQPiNUbxqFniHNYGpnZfZ5MXVg+\n5ZgvkWim3ytbfF6F4dutuk1AARBBfwcb1PFRy7I/uVIXMMBZrT5kvyInAcDJ4iSSTMFT2bc3HKiO\nEwaqbVPRnHBWTQLBpsVpiGrcUTE1MmrxPcDZny1PRFguXDQa11yJNvkyIqB9pyn7VqtVit+uVCqJ\ngZLEul6vJ+aJcQkAZcxI+aYJdgBRnhvNT22vb3tZe7mnB2G9p6oQNpWnBtbvxjjLGGZkgPHgEuk2\ny3Sa0aCUPV8ZJjpIPdmRs8QHg8HaFd0m/poApmatVtFcF1cEio8Bz02bBRtDURRrp16SLMRnQfKi\nfXT14jQgVK0+nBmlzJOrshofAukdmClsjN6hm9/4YAMFTs3bqLlK9d7ewV0DA3g2z9NjMxDfPePM\nSUo58MyJvWVX3dwAdoATxo4xDAZ6fHxss9ks+X8CnPV6Pb0PU10sFimkU7P+02fUQ/snaoOfy7nv\ncI2YZ67tUfleTHTvwBk1KgIrXSj+6nftSL9SBpo8y3eyf74aFFgQMAoO5BqNRjaZTGw4HKYr73ug\n1KNxtQ2Aik4g/i5TlEcTKdfHUd/o73Rz4D3aDHj473uDWORAzjPN1v0NNduPio8YjTTzEmWTpOEX\nKfXRPAAqqke+sTyH+6hFXf1RfUQQbVXJRF24lHHqOPj5qP3lx82Pob6fk7K4qi7SbyyomNg82cyP\nj49TvsvZbLbmSH97e2v1ej0lGGZcYOP0nRp7ImknIgJRm6lvtPFoG/U+kb92GbPfJ6juFTijRa7/\n5xhmBKAUneBaIoDQ7+fqpnVQ8RXQRGwdDoc2Ho+t3+/baDSyfr9v4/E4iej+LHEmI+zDi7HUX53B\n/UQpY8X+/aiPc+32YES7scpqP/r+0X7KSQP0O4uWXJOw2fv7Lwl7NW2aZsXyz9b7l22MsLwIOJVp\nwrxyTL8MgCL/07KNJeobnpMrZSAZ9cEm4NS6IsIXRZF00yRPPjo6SiI7wHl7e2utVsuWy2U6B4i5\nEs07BU39zANkGaDp77RvKWx0EA3fV95FMfeMXwRw6nu6W+vi04gOXZze6mkW+4qVMc2oDsp0eS5i\nF2dlo/S/vr620WiUrjBNAJPFqqKR7orsxjgdq0uPbg6ReqJsk1FLZASqvm/0u/pbJqPfkPxzdUPL\nMQKep4uWMcRosVgs0rUoirVUaPyOe3rG6YGFumm0FqxK1SN6No3v86iv1M3HMxrd7LSfyjaUnHip\n81ONLFwjYIyA0l+VNSt71s8x9hVFkdYdcxmGjjdCu922xWJhrVbLVquHWHg/PtH4R59HjFP7BcCM\n2LvZg5HQJw3KMVDf1/ss3w04I4apbigsBJ18as3TRW+2WS+U23W0DgAnzHE8HttgMLDBYGDX19fW\n7/cTcKr/HoYjb8zwE3i1eogXVoYSMbjcNafO2ARkfkx01+bvaFJ5g10EutE4AJLKrNXau1wuE1hW\nKpUEYioSl42btoe+BBhZ+Fy9w3tZRqkyVhe9fF02jYWfl/69MmBkHuWAUsHDn4qQM6TqnK1Wq0kK\ngDzA1FmXOoar1WpNTPf9klub2u4yjIhYvP5W1QJ+wykjU09R9gqcfifSRatsK5f52zs+o0/xjGSX\n4sFIARM9GMae4XBoV1dXdn19bdfX1zYcDpNuU332VPzJTVjP5DYBIff0Po3+RD/vJB4x0Vw/6N+e\npftrDgz8/bkXk9kvAiZ8BCg5cThXd62LLlavVih7z9dD51sZiPI+1+geEQv3f3P1AOmTQWu2e/7X\nz3PsS+ed9pcnK2pU4rtqYNJ1qeHAZg/ShLZHvTGi9m8quj4hJcx1Cn3lvR+i/KxRn6se/1vLkwNn\njmnCCPSqoXYKloi725RoYfu6REwTsfzq6squrq6s3+8n0CQ6SBkxCypyZdGJrSJetKBVbaBAqRnj\nYVUq/tImfs//0QYTLfKof6L+yn1O8WCyiYUp6KmInAPPqD4sev++n2/b1Cdqh79G4FlWyqQh32Yf\nFcWRJXpGvA9fVUCNQEPnmZ9XPmJN16YaSnmP+YZFHZewTUcv+7EuKxHjVFULY6VRTYAgwB+BZW49\n7KPsFTgV+My+Pl3QxxADCuoUbrYuvhHZogtz26KM1+s00VcOBgPr9/t2eXlpl5eXiW16B2cvjuPs\nzRETRMf4iR5lBoomNhMZ/Rx6Jj2QSvVQyhYQfTcxz11AU+uau5+/TwQYLOooLZs6xHvXHy2eReqC\nwhhlZkmHinjpWXXZ/Cl7X4EhBwZl4ukmwNR5hK+rHmCo53L5+P8oTNSTk22jqViLEUs1s7V5B6BG\nm2BuPuT6XNeE+lCjOkC6Yo6wuWCEZMwJxfVH8FD88eXfUvYKnKqT0J1fnXN111M2RaepiM6k4D67\nFL9Q/E6GjyZ6TfSZ/X7fBoNBYpqIDRTvq5hz8uYUQj2fXHe/HCPAwMFJfoeHh2ky8x01snhRNBLB\ny/7fBjx3LR4s1E/SHwynDvF+k+H5Oo/Qc7GgWCi8H7mo7FJ8uxUsc+CZA1QPmJFoTk5PNl4c0U9O\nTuz4+Didq84JsP50S1UVKQBFR7bokbtmtnaqqNfXK1EwezDMAFrqGK/z0ffFJhDV+eUJDqoxiAt9\nuFgsUoo8mHDkY+qTwOyz7BU45/O5mT10BoPBINIRgIPuevymUqmk3ZdddRNbyBXdxRBBAEz0mZeX\nl/b582e7vLy0q6ur5IYE01QxoVqtprq12+0UcVGv19P/xGfnss8ocCobZxLDCEjMwAFeykbZkXX3\njwCvTFx5CtBUsGJR43Z0fHycjh6mr2BTuslE4jrMR63o9/f3CQTYTACE+Xye2KhfuN8iukW/K2Oa\nXBU8FTiVaeIveXp6avV63c7Pz61er9vp6akdHx8nBurP68q5t2lyEgVOEn8cHx8ntzA9blp16V7k\n5uqNgLox6Hot65+ob1kP6unClTlQFEXqA1g417K+MTPrdDq7DXhJ2StwEpVCp0VsSkPjCAtjwuvE\nMntIJvtY0OTKgCjbxPVoOBwmfabqNJXRsHux0xLb22g0rNvtWqPRSAC6CTgpXvwEAMhgUxRFAm/y\nLhZFkWLMNSmtWayL+16g6Z+rRp9ITAdANQmIxoh7A4cX0VnsAOZsNrPVapXUOljxI5b42HmUazff\n8UCpn0fiOhsx/cLZT61WyxqNhvV6PWs0GnZ6ehqep+7PXaIeCpyQFXw2b25urFKpJCAiOAF1R1EU\na+5yEAetL9JCo9Gw4+Njq9fr6bRN7fecSqOsjyMdJ2uV9phZ8g9eLpdrUU1+XUTnQO2r7BU4+/2+\nmT0MoOrtYFOqv2OXo0PQ97BrwcZykzfXKZE4zEBgQb+6ukpM8/LyMlnVmWjoCjH+MFG63a7V63U7\nOTmxRqNhJycnVq/Xk4iFyIUSP3JMpm5mD6ycSWxmSTwvii+5Fpnk6HQihXyuf7bRTe5DPOd5Cpr0\nAwfBtdttazabqc8QQ1V/54FT+wiJhWNJYOM42BOTPZvNzOxr8W1bA2NZ8YCwSecZ6QC1n3IAynHN\nrVbLarVamEdTdZuecdJnx8fHKXKLTZjMWJyeOZ1OrSiKRGA0RBhdox9fn7TaZ1OiHrsyTiU55AIY\nDoeJhaLrVMbp9cB+c2H8f/3rXz9y1L8uewXO6XRqZuui1XK5TDsGgKmRHYAbBg7dVbUzt13MEQio\nm4PqNkejUXrhcqRhiHQ6ejgYZbPZtHa7ba1Wa01U1+QI/iwaBc5ogpt9EXsAz6OjowQITMrIN8+X\nTSLpY0FxU8mxKmWbAChsHfFUc0P6TUbHD+AkKom/YeH+nPFcfz2mDyLRM1KHeN2n75uyvmKxM99g\n6LwATjUKRQY1nVeqf9RTMOk7WChSDlKjMk/YqI4j572TfUkTv6govyvTj9YreSNQWdFuNgJlz1wB\n9VwffWvZK3D+8Y9/NLP1/IgqonumGe0giHBMfq+Y9yWatKokh3F63Sb6TfSaZD8CxKD6jUbD6vW6\ndbtdazabdnp6aq1WKzHOTqdjtVptjWlq0gy/eL2OU63gqpsiZp6Ub/yvzvfeGV7vU7bp7Bs8PSAo\nYMLC2Wza7XYSQzGARFmTIuAELGFPZpb0YAcHBzaZTKxSqdh4PDazB/EN9xoPat/SDznQ1Ht6kNVX\nJJais8UhHRDwmZc86Pq1EekkzR6OtuEUTM4sUjWQ2YOOWH0qkdaKovhKd83YqbplV8apRVUz5I0g\niTR9YWbpmcwfrqh+VNe577JX4Ly+vjaz9YZ74NQYYkR0TSQL88yJ6GVi0jZscz6fp0S0ZDxi8bGz\nMiG9YaPValmr1UpsEwYFO4AtqIjuJ7VfZFFdNYEE9eKlFlAPituI5WV9tWvJsSh1udE+1PPbG41G\nUn9oouMccOJLCBMCXIriy2Fli8WXbD4kGPEqkkjX+a3g+diibfIAyrjztx9vfu/73M8xv0nD1Dhm\nA92m6tPNHkATsV0T1ugxxQSOsKlTZ7V4U9dojfriv+M3lfl8nmwjSGWoHNhsNBu+SjA/PHD+/ve/\nN7OvY4nRcXKFaTLA5G+koUwUOnMXqh2xTSxzJOvAX3MwGKRQSnYyFjsLvNvtWrvdtrOzM+t0OnZy\ncpLAE32UJn71/oie9XnXGnR0ZPQhnydnFHEO+/X1dQJ9ANWLR7R7W6b5rTpNSk48Pz4+TmxcNx10\nnSQ6VoagxkEKzBqxjAWPiMYCGgwGZvblvHEzSyK8OktvUmXss+iYa1sQZVerVVoT6LBJvHF0dJRy\npDYaDSuKYu3YX8TwSNfpn8/ntJlnowPGv1HPZadu6pWC3nEymSSVmr6UeQKekQqjDDx1E+DZemwJ\nIMo9vC+s6jhhnD+8qH5xcWFm6+CgDu4+tFJ1gPr9SNzZpuFlDI5Y5txuyeRmkkV6zVarZc1m0+r1\nutVqtSSm+DRkkS7N6zTVQRkFvCZKHo1GSRfr6+rTmEXsU59b9v+2n/ni2c4m/abq62q1Wuo/Xt6q\nrn2IvhumBHiy0EnQi0cCKewODg6+coj3bOwxpUxMz+k8dUOHHJg9BI3gkjedTm21Wtl4PLblcpky\nFXEMxtHRUdrgAUHtL7/pKFia2domwvNXqy/Ha/B87BKAs65NM0vgRWIcnwVf9Zw5Zr+JefIblRjV\nyq4smnmDb6l3S/J9so+yV+D8t3/7NzOLQYIO0F0Q0RbjhxpJWHg5q7QvOhCe5gNERAVdXV0ltomf\nGwse5Xe73bZut2unp6fW6/US42y32wk4qb93N2LAtS98EAAsF0d3mOanT5/S2UWz2cwuLy/t5uYm\nWRY1Ka/2aU5nqhvJvhgmxYvmkYUYttlut63T6Vin00kuNyQ69q5bXvSkbRg6zGzNwNHpdKxSqVi3\n27WiKJJ3x2g0MrMH/2JASvtoVxDdBix5BvpF+siPEW0BnNDr40lRr9fXzgoibybeHWpI9VEz0VpR\n5ol0R18WxYPxiBNP6WOkIvpwPp+njQsdNfYJn2s1Ypyb5hG/Z/3T7949iYgxfu/j/dUv+IdmnExY\nswfLnl7V8KINUcsyn/tXWeM9OChw+7j03C6pERhYL9UthIVeq9WSPlOB3TNNZRgqmvsQOMCbTPIA\nqGaUzwGmF9G1PyK26/squm5TNuk2IwuxMkwYqG6cbJSevSog8bcaOZbLpdVqNbu/v09Ac3x8vJbZ\nPvLrpO6PAU/t19w9orqrmIzagPEsiiL5QmrGIvwvSTqsnhsKlmYPbFJZltd9eubJvGF+NpvNBNqo\nDtCHqsiuIOaPEPE6+E1968c858an7FPdkyhsCj7xyb5B02zPwHl5ebn2v+7sFBrkGSUUG8DCsVb1\nXpEY7Jkmk1KjDwipvLi4SAk8ACxAnR0KtgnLPD8/t16vl6zqAKcHTeqSY9tqILu9vU3AeHFxkZjm\nfD63z58/283NjfX7/RRbjJ5H1Rzeol4GiPsETS0eKNU5muCAbrdrJycnqQ8xrDHW6rrlgdOPKwxO\n2SfGAdySDg4ObDgcJis7vp6VSmVNFeSNLfsEzxzzjL6vojuO6MRhY+jg2F/cgIgsqtVqdnp6miKP\nNHrG6z4VSGF1CqIKwKri8NFYClij0cgODg7SeOKBomoXVSFEKiwKdVX9uB7lQRQdzF1VfzB37qMb\n+S8COHGUpfgOiiycTCDtNM9E/I6Uuz8LwhuG0McQFaTnxKjqQHWbOhG2YZoeqFRdwCDj0oHoPZvN\n0imZXDkVE9eLXDYbr9f81uu2xY9FJGLBLL3xQPXCCpY5Czj1U/cWswfR9vDwS65TzshpNBp2d3dn\njUbD7u/vExNVYwrzbdNcKis6Z/h/E/P0v/dqHW0nYrHGh1erVZvP52lzV0aqOmJl135+KtP2Yjp1\nwCeTA90IzVTHdlwNNQF4dNa86iGjPojmlurH2YhV9Ff/UF1jOj8UrPX/fZYnBU6z9YWmuxw6FcLJ\n2u22nZ6eWqfTSX5+sE4PoL54sMIQRAKPi4sL+/z5s33+/Dnl2URUZ3LBeFutVmJJ6Dc7nU5im34A\ntQ7KMDUD1N3dnQ0GA5vP5+nYYHSZnz9/TiI6gKrBAX5X9Sw+B4DbAOW2YBGJ5So5aMKTer2e9MFv\n3761Xq9nr1+/Tn2K6kMXvEad6LP8+CoAwKRgR/g8IqZzljgHtmH00JyS9KeqOXbpl21+o0bHqD/5\nHaK7hkCq2A6IcazvZDKxRqNh0+k09bnqPhuNRhobNjXPQHXT089UhYAL4Xg8XjMo6UYEkKtEFumr\nIzuFB3Ezs3q9bpVKJemuz87O7ODgwPr9vhVFYaPRaM3rRl26Hjt+u5YnTSvnKbMuAAZTGZ76RbKo\nyoxDEcvzhiEc39WSrk7kZra2cNFvesuvZ5q0z4vL6r6BbhWmic7Sn5bJ+5qFuyx7ubbd90XUN/7z\nXSZWBJq66KJwQTwQ1PUI1h71ZY5t+gLj8QsNd5p6vb5miW6322sWaRy81R2Oe2rfbCu2P3aB+k1A\n+1k/Uz1oURTJjxKd5+3tbXgy5XK5TGycPvJqCZ7pNyjNKaA6afV+UYKCbzTrS09IULZf1qd+bsE4\nCRdFd60iuzc+bbNG9lmeLK1ctNDoEMS2s7Mza7Va9tNPP1mn07F3795Zq9WyXq8XWugilqedhiGI\n5MTX19d2cXFhHz58sE+fPtnl5WUKr9RQMjNL+iHCKL0FmAXvRXPVq6p7kddlwjA/fPiwZjW/vr5O\nRiJEc2Wu3kqeK2VA+tgJ5JkCV0RCPAs6nY41Gg179eqVdTod+6u/+ivr9Xr2q1/9yjqdjr169cqa\nzWaK51fdpjLNHHD6DZK/VS9HNAw+j+Px2CqVig0GA6tWqzYcDtfiszWCLVKDbAueWsecuJ77vu9n\ns6+t8egayQaFwQbQxOrOFRXFYrFYC7HUcWQterBSMRjVUqvVsul0msATVYIedwNIIyEq2EbuUTnW\nCStmfvR6vaQqoB54GEA09FSGiMg8FXg+2bnqurNRVHeh0TgRM/EGGK+v8MDgd0KNNkC3qcdf+GgM\nZU9+t1U/TergjQsK3t7qiH6ViCWu+JTqOTnedWvbCbAtA9225Jim10FpSGWn00kGoW63m1Qw+L7m\n2GYEmmV6Kc882dAIIWy1WlYUhfV6PSuKwobDYRLxiuJLEhBlcl79sQsA+j7e9Tf6XO1v/kZ0B0TJ\nZ4C1m6gpPZlyuVxavV43M/tKNeHXpfpa+rH17oKecfK/ng5LzgeYJ2Ouetdc0TqYWQJ+fEw5PK7R\naKyxa/S62p+/KOD0k57FAfhgfXvz5o212237zW9+Y91u137zm99Yu922169fJ9bnY01zTAS2R3w3\nPptXV1f24cMH+/Dhg71//z75bgJkFDoc0UCTUPhwSg3d8mAN08T4g3vRx48fbTwe24cPH2wymSTm\nCdNEh6RJZSOxY5fyWNDMgSXjyCLSTFHNZtPevHlj3W7XfvrpJ+v1evbu3TvrdDp2enqaNkf11/Q6\nzW1BMwI0/oe9wlbQCY7HY2s0GjYYDKzZbNpwOLRGo2GTyST5yDIGqG/U2LCr6OeBKQemEQHQ/72B\nRx3K8ffEHQvwxJUIoAE81W1JxzPqe9aTBiqwflWFoCHKMGI2LiQRfQ5qAA0U0b5Q6Yb2r1ardKY7\noDkcDm25XNpgMLDlcmnj8TiBt9m6r27k1bOv8mTAiTigCw7xG4apzERZidL8nKWVKyCjuk2NSfds\nU3WbuhBVlUB91Q+QukQTXZ8dsV1lmiQs8Ak7Il3mt+pqvlWXqa5iykL8OPZ6vTVjWq/XSyGWXq+Z\nA0wPmjrWOSBlPLgfzBOQwcCCVXgymaRrpVJZc1PSsdU5pX25LZtU5hqNg79P2T3VCIJorIYZcpEC\nIOhxyVRGekJEWfrG1yeSKvQVMU4KekeV7iAQXtep/RyNuVcJqSTRbreTJGFm1m63zewh0AHw/B5G\nor0CJwkEaDyLhZjkt2/fWqvVst/+9rfW7Xbtb//2b63dbtvbt2+Tdd0H50eAyd9Mbj1HaDQa2cXF\nhX369Mnev39vHz9+tIuLi6Tb5LseCPFD9CGBKqbjQ6YLTPWqMM3pdJqY5s8//2zj8TgxzX6/n1gO\n4ahqBHpqEUNLBJYAJmCpIjlM/OTkxDqdjr158yYxzF6vZ69evUpeCYArxobIqTkHllEd6W9+F+kU\n/SaN0zgMs9vt2mAwsNPTU+v3+/bzzz/baDRKng3ozYiU2aQ2ecox4jk6933EEUYuRFrAs9lsmplZ\ns9m0SqWSrNTMZ1irZ30KmIy9MkezdSd0rRPgyPMZi8ioa2Zr80DfM7N0HwVPgB81y2g0smq1mnTY\nbIpegniqtbRX4CSig05hoNBbovM6OTlJbJPFqEwz0mtGIppnmz5CSPUtXrfJfSl+t1Vrr2e9uoC8\nz6haGWGYvh65BB1loJljXVq+lWF6HSY6Lox5moi42+3a2dmZnZyc2NnZWTieOXejMtDMtXMb5snf\n+h6bHbrBg4OD5DCvR0dEce1mebelx+gzy1QQet+o3bwPiGsIr5kl5gnjJFUcQANZ0DaWMU+dDwpw\nOueVuBRF8dW8jyL0YMo6z3U+aF1UktANoNvtWrVatZOTEyuKwrrdrlUqlWQQJJ8u4/YU4LlX4Dw9\nPTWzh1jzZrNpx8fH9vr1a2s2m0mX+Td/8zfWarUS0+QgqpxOsww0NR6dYzA+f/5snz59SpZ0nM1x\nJmchIbqYrUcuRCK6Z73ewZ5TMT9//myj0cjev39vo9EoZTlSnSYhY97dSO9P2QQolGghR/9zzYlm\nmpSDCCA8DADKV69e2cnJiZ2fn1u3201+t8Se60FejzUAbSqRSO/BEjA8OjpKCVpms5mdnJzYaDSy\nt2/fWr/ft/fv39tgMEhSAsEIjJU33EWbnR+7CAg2tTkHxv7+CqJmlpgVuvvxeGxF8cVIVqlUks1A\nxwcvBMiOr6sfKyUoGtihEXLoXpvNphXFl6xnRfF16KOCYo6N8j36hM0MtcpsNrNKpWKj0ciOjo5s\nNBpZvV5PdgQ9R0nVCvsqewVO0nkBOqReQ+eFM7nXaUaWVrNy62ak21Tdouo1VZfIb7xOy4NJNHmi\nZyPSkWhYsy/5XVd3Xi/+cV/Ktkxsl6L3UjbhQVONZCRt7na7dn5+noCz1+vZ6elp0nP6qKCIsX9L\nu6IxKGOgen8FVRgPIZskssDVB7BFpNW8lGbxSa7b1HdbRl023z15UF0j9eP4EBgnqenQ8+qRuhpJ\n5evqWXAkZXnHc40mUl1nlD2J8cgxzwhkPfPsdDpWrVbt9PQ0OcgfHBykNbdardbW2j7LXoHzN7/5\njZk9nB10cnJitVrNfvrpJ2s2m/ZXf/VX1mg07PXr13Z8fJyYpk9gGzFNFZG9eK5+m5eXl/bx48d0\nnhDZ3VFS6z0iCu8BM1qwiErsapPJJFntP3z4kNgLGZk0CavP3q4Lz6sONtXF14m/9RrdbxNYkskI\ng4++NJJKndo9S/cbkG/fvosHSjNbE9NxCifIAiPWdDq1t2/f2nA4tM+fP1u/37dPnz6lvK2j0WjN\nGyPaACP2GdWrrB/876P56cfWqxNUZFbQJH8mx7xgATd7cPnxRILiyYm227vPEZ11dXVlq9UquYV5\n5unnR9RXjB8FfIB5ck81/BHL3+12UzQe63TfZa/A2el0rCiKBJw4siPK4UyuLg7qI6avsh1YwU+z\npWiOQG9FV92m30H9BN0EVB64NR5e2a6PosgxTS1+oekk08+1L6iTti1iEcoA0WF6X0y8HWCUvEjU\nQVCAT62nQQqRJ8S+wTPHQP3V95vqQM0esgSp0WS1WiURlsWuzvro0dClqSSjY+LbnQPPCDBz47yJ\neQISeAxMp9PEwsiSrixbnf39BuyJSm7dqNosiibyayHabMrmiV+L6ihfFF+s7dVq1Xq9nh0efjkR\nFh/PKIvSPspegfPv/u7v1oATxqmZXLDOeuu52foOE4GmHyTVL6Lb5HV1dWWj0SixBE3EGk2UTYXv\nsesClIPBwAaDgX369Mmurq7s06dPNhgMvtKTRX6avihQIp54wwp95BeaZyhe/FFrqYaV4jYEA1Ow\nxOCjTuxRshOt2/dimLnimaffiOkDfBXZLG5ubuz8/DyFwXI2FVIMuVyHw2EKm9Xw3SidmtapTP3j\npShEzJwuld9syzwBzdlslqKN8PVEWlDRWdlk9NK6+SCS1Wrdus+1KB6O7VDmqb/T8fJj6cdXbShF\nUaRjM2azmbVarZQXApz4oYGz2+2a2YOojhsSDfSROGW6r0jH43fAXJSOPwdFJ9+m3TVioX7CRrtr\nlOtzl/yEkSitLh1RdhgzWwNiBWSdhPxecwPg4I/OWRM2q/6ScEr1sc0Zz56SYW4qmxio2br1neLF\nRtpEf+sV1YZ6HJSBp9YtAk4lBaiRmK/8Lsc0tZ1cAd6iKNJZQjDM2WyWjuUgzl2PIomkMa/LzLFO\nilrZvQTos5Ll1oRn24oHXmoAgAHPZrNp1Wo1JXtWv+59l70C51//9V+nHaVaraazoDudTrLS4i+p\nC06Zpu84P5CaQMPrNj99+mQXFxd2fX1to9FozQ0pB54KONHLD7CevDcajdK57DDOq6urdBCc14dt\nYpoAJXHg1Wo19RnHwhJ3bPZg2dcF53WmgBygR7ZuxG5ciQBKXIrIdKMGn4j9PjfD3FQ8AzVbd5xH\nLEfH22631zZigheGw2GSJAaDQdJp403h9Z9+LOgz75LFvPLnc5G4OpfshRIxT8RvQFETIjebTbu7\nu7NOp5OySan/NXXhBdhFel2/WfN7Mu73+31brb5E/axWq5RHwGdsUubpNzs/ln6uIa1yTz06pdfr\nrflz7rPsFThxvAU40YH5eO8yhhIxskhU95Z0drdIl6KDnGOcen//UuD0LFefmzMelO2qygqVGaoP\nLFfETL/gWFh+sQLEkWiOE/vZ2VnyrfWH0Gki6e+tw/zWsisD9eOgHgfK1nGbY4wA3MlkkuYDc0/H\n3AOn9zNElVOpVNJYquGFsfUSmWeiCppFUazp4I+Pj9cko8PDwzU9Lf2gxh99lTFO1gm/95Igqo3I\n9uDvF6npqFvEPAFPnOVJDqR2iH2XvQLn2dmZmT3EqMOa/Jky+qJETFP/VvGcwYAFfP78OeXc7Pf7\nSQcVsU2zWDGvOh3ELlw3zB4mOO4V/X5/Ta96eXmZnh0lE8kZDugHAIq4bvTD5FnUqComEP3B5NDn\nsEnBGjHowCgx2HEuvM+R6eOKfykMc1PZhoEul8ukzlCVDCkKiTKaTCY2HA6T9OFFUjVIet01L76D\n1wW5Yq+vr7NnTXnmmbsCnovFQ75S0tC1Wq2UYQkLNWOcO2YmZ9hR0DZ7cI1C13lxcWGLxSKFSDYa\njbSpmz0AnzrHe5D04rsfR9yU2HwWi0VKM/jDuyORTEDZU1mondlmh+BI5xLpFwE03fG3Ua7nVAH6\nUstpTq+5KSKIZ/qizEYzMwF0pNY6OTn5CjiVcSpwskAJPTw6OkpMstvtrgFmq9VKYaaamT2nv9w3\nw/zWCb3t8x/LQHU+qwuXqj/QAUe6PBVj9V48k+9wUieiLFZvdJXqR7qNDlTZHyK/P52SlG1FUSRV\nkHoMQCByOkk/t8skQvU48WcUqVSobciJ6zyPEjFP9LaQon2XvQJnq9Uys4fdFfGujGmWFT8QgBYx\n6VdXV3ZxcZGyH11eXiZ9kx77mxOT+V+t9B4Ul8tl0pksFot0XhEsk6uemun1XB60lb0BcIQpnp+f\nW6vVsv/wH/6DtVot+9WvfmX1ej2dLUPSXuruQ/DYfb1uE9G70Wgkf0bEThXFc/pL6v3nVsoYKOIe\nDFStzYwxIMm4AwhqLPJjr/3Id6bTqd3e3trl5aVNp9OU4+Dw8DAl7MA6rOKtB0+uPAOGCpu7urqy\nxeJLBqWbm5u0efIdQlLH47GNRqM16U1ZdE7VpfpYcsv2+/3EOBeLRXoecxm9PcDn+6hs7Pz4aUQg\nrmX7ZptmewZOL4ZsWoS5ztlmF9PM7pss6ZH+JMc2NcMR8b1mlu7rLYW53TPalWm3th8Wo4k0SJRB\n5iEOPlPgpB3qvkKfKdvHdQigJO0aYZFlLkXRGG0LnrtM1sdObK8Dy31nm/c9A1URkO971nh/f58Y\nKPpC2GKkw9P7UABONmdAmqQVg8HAzB7E3ly0T9QOldKUeDCHOYoDMZfNlu+gnsitKZ6nV/5mTupz\nNWcnwL1tRFFu/LzEsFw+hFNrXX5oUZ1oBLP1UKncoiwrOvBMRJxq+/2+XV9f2/v375NFGwunD+/a\n1HFMKrWWD4fDpOvjgCwm0OfPn204HNrHjx+Tfx/RSV5NED1TFx/AdnR0lBzLf/WrX1mv17O//du/\ntU6nYz/99NNa5iifhd5PXL+4AUavNskZK7bd7R9TfH/kxsS//1hx/DElYti6mH0uTMbaG1G8uiZq\nl258zJ3T01ObzWbWaDRsOByamdlgMEinCkAc9Bn+3h40Ycar1Srls8SfEzXOYrFI84t1gAeBrqvo\nmf7qdZ1kAru4uLD7+3trtVqJ9Zo9ZO+HeW47F3NjpezzKdim2Z6BM4rS2GUhljFNjdJRfYnPtZlj\nfbnn+Qnmd2XdMUnSkcvxuWmhaFHGCQPESIN1m8QUWG5hN1F/euAEDFUE9+qSMt2l/3vbsSt7zy/u\nbX+3iTWWfZ4bg22ZdMTuAFL6DaZEDLgCYg5k+Ft1e7BW8jyYfVF/ESKJ3hO9u9Yt19c5iWo+n9vR\n0VFinHhv4LZUls0rxzgjaU6f6VknR2EA4DB47z3gddHRuOn8V131LwI42TEUOKNr2cL3na5sEH86\nsh69f//erq+v7erqKg2EZh6KQDMSZRaLRRL9h8Ph2rEDGAIASRint+BHek1fPKBh9dbY6Xfv3tnJ\nyYm9ffvW2u22nZ+fJx2lt3JHxasC9JmeWer3cvd5TMkxEc9IysQ9/T8HclFb9P19tEXv4Repzq+c\namhTG5kvbL6cJ2T2RTyfTqcpcz36Tgw4ZpaVqnxfk89SfSwBaU4ExXUQKz65FiLGuQk8VddJztnh\ncGiLxcI+ffpkd3d3ienW63VbrVaJeSpe6AaxCTyfYtxz5UkzwJexmGin1AFQi5juknp+T4715SYv\nz83txrorYmUG4HgOz41yfG6z8D2YAYb+LPLI+Zzv+nv6vvXPKWOWuzLMsh08Wkh+gW0DLtFzorbB\nTHLqn7JNYVdWq/XSRczfKs7n2h61TTcz3NLMLB24Vq/XkxGH/KHeF1rnWTQHI9YJUJKvU3Xfuta2\nsRv4fvHPVkd8SAh63Eajkf7n85zEGM1V/5mC6y8GOP2iLlukuaLii2Z254wYr9vE8rdNzLB/jpmF\njJMdnd29UqmkSXR9fZ2ilUgbVybKaNEFriI6ESucPY5zOjku1Q0p18fRs/z1qSaSZ5D8r1e/Ger/\n27htaRs8i/Y6dM+u/VXv99hStohzZECL7ytEVLMv7jQA2/n5uVWrX5L2rlZfom+Wyy/nnasxRcE8\nAi8FzaIoUq5K/ibW++joKEl5rAec+72vcNRGfb7qOvFVXSwWdnl5abe3t9Zut5NP6WKxSDaSb7Gy\na9nWe+cx5UkPa9uW1US7dGRF1/N7POvzxiB/3+j5EePEpQRdIosQgIyyWudE81zfRKxTI1Ny/q/q\n/7eNuL7LGORK1K5oYUZiqwdKvapjchQ9EpUIGL2hK9LjehHP9923MFDtj03iZCT5AHzqi4grDdKG\nnjjpPSC0TlE7fD1Vn1+tVpOfKPpVDajI2Q20zdEzqEfZeuZMsFqtlq7oXTVzE230m4Mfj4iVPmV5\nUuD0f5eVqIMRm8lA9OHDh3R65WAwSCdJ+jNiythLtCuyw5Jpablc2s3NzVoML2DJ7qu7sI8O2tQv\nCpgsDET0KAMRQBqBZ9nz9l1yongElCxOvdJX/n0NLeQ+UZvUP5iregzgL+wTo/B9Dzjb6N53LZG6\nILeofX/SJjNLadH0zHQSdTAvYIxeZI+Kis1FUSSf0KIo0jymr/yaiHyTtd7Rs6iPjiu6ztFoZPf3\n9/b58+ek64R5mtlXzNPrOrcZg22/+9jy5MDpP6PkmAyDG1nRSZ7hU3rlYl5zJVr4nnX6icjk8rHo\nOcDcFtQiBpoLFFCmtI3647ETJydW+g1JAVMXiI9mwn0G4wJj5r/nRXjfDp9qTwET1y698j7MRa3f\n2n9qxeW9bRlo2WdlLMgzKP1bx78s8i4ndZStNQUzfFHp20qlsiYFaOLtHOPcJGlFrBOjlJ5RVKvV\nbDqdWq1WSxmdqCPj45m9tvV7M88nAc5dinashjXC7ji1EqZJJiSMNIDnti5Ivqg+FaBaLBZJXKcA\nljxvU3hl1DeRuM7/frF4d6FdfGD3VfziyIngKt6hL0Zi0CuSARmAAFLvl+j70ltZAU6c+Lli4OCq\nTv98zzNSL/rr856yn73KSOcAojugidThk37v+gzGriiKZPE2+wKa9/f3a89X1hnl4dym0C6+rz6r\ny+WXiKL7+/tkZe/1emv+nQR7eF3nU7PJbcqzAqdnMl5Ux7KnZ5JHef10Me8Cmv75GlKn75s9JDDO\npdbatd2evUX32LRA9jV5dmGY+kJ0AwA51Gw2m9n9/X264tydA05lnBFw+s3DM02CFTxg4k6m/o+I\nojhHKwPl/00MdNt+3/Q93z7/DB3/bebLphKtNyLOPHD78dhEDKJnKcgpaPuIoul0akdHRzYej61W\nqyWVBMw00nXmyi9Sx/mY4sVlGAoRQv1+3z5+/GjX19fpBMnhcJjCwXK6zW2eq89XfREDpYOV09tF\nTDeqRyTi+A0j14YfiWGqrpLNCx0Y6hMkgclkkt7HN5DxVaapfeo3QdqvL59kGMYJYBKPT8YnMk5x\n9UyU/LCRLvQx+vpdSpkO1I+N75tNm7aCjAKYSgtmD1KXAriC565M0z9fn2P2kLSZiCKs7OTP7PV6\nZmbpzCL1KHlKS/ku5dmB0yyv29TTIvXEyMeCZbSL6/OZKLpD8rlnW34iRXXIsZSIxUWA8dRFnxMx\nGm0nTFwBE+aPq5YCpv6vzFNDBjWXqAKzNz54FYfXdd7e3iYLMRmFsBL7GHKuZD8/PDy05fIhIUQu\nQED/3wboHlsi/WQEmn7s/G9y9/JX+trrCr3+Osd2I31wVHw7YJ6wTpz7va4TiUH9ZJ+y/7ctzwqc\nEdvEf3I8HqeM6sSiDwaDZBjaFTwjo4yvg+p+vPjk9XrRJN60++tV76evHGN9St1mDjCVZQOUiNwA\n43w+T1mhxuNxivBi41MR3VvVvWgeMfeoD1R0V52wiu4kNiHrPTlNifvXlHrNZjMleybsUHWNuair\npyqRiK5jEs2TbTdcnX+oJTwYeaDeRn+/DfPV+5o9ZHsaj8e2XC7t8vIyXYuisNPT0xQOikRgZl9J\nAs9RvjtwRrujsj0W6KZT8rzPphYvnvjd1CvY/WL1Oq7ocy8q7cIS/WSPJqevs2/bt5SIeeQYpmaL\nYgwAzMlkEgInTBPARDRX/XDZJpTbjCIWqCIcvomLxSIZPGAsuPeQHo7YbyJ0+NwzULVq+2f78pQb\n26aXH9tt75vT55Y9Q4vXY/LeNm3ReabRSpq3U2P0/bx4avZfVp6NcUYdyGIjJp2TBcnQopnVlW3m\nSgSaftFFO7vffc02R8P4NuXqFYFvzsiUA899FK1jjmHiesXGhboElzCuAKgHTIw/OT9Nf40AXa++\n6EbIVUV43JIIn4V5kiSac8a73W76v1arWaPRsKOjo8RAo+TOUT2+peTmJ8Uzzpxu3ZeIqHA/WHTu\nO7lNzIOlXsvapm0xe9B1zudzW61WNhqNrCgKu76+tkqlYqPRKGVrYkNUG0TZM5+6PLuobvYwKaLs\nRIiFnmn6somhlQGnF8u9aMF7ZTvxpknrd3L9XCeA99fbB7PJsXwFbvUogGF65k+SaDYxmKY3AqkL\nS5m1vKw/omuuXZ59rFYPETlYz0noi34VZ2x/5fiFWq1my+WX9HGr1WqNgXL/fek+c6KuqiNyus9N\n/RPVJZrf3vCTGyOtW9n/Ucm1gTmiko3mA90lQu97lWcHTl24gCaO7sShkzjYJxtQsPGTdperF8uj\nq2dFOfEyN9G0vtH3dJF48NzFd29Tf+vzc4DJxIVNcpIj5+wAoLiG4W7kGaay6qhPy/o797l/PyrE\nY3v3pdlsZgcHBzYej+3o6MhGo1HSeZIsmiTSjUYjHTeyWCxS3lT8KQFRs/1Eqvj5GDnAR3NgE5D4\nz2Ga/hr9Jtf3j21nRAZWq4dEPiQxYXzG47EdHx/bzc1Nyn/6vQ2oufIswBmxjkhEjA6IMosHYBOz\n1M821c3/HTGjTbu9/2wTq2CBRJEijy2+LRHT1D7XA8k0UgvAJIWeZr7nd55h8oxN/ZQT+3Kfb+pP\nbSvfU2dv/Ba54rObi3aCqdI2ZaBmcWq7bZmnbqT6noKnzgl/nK5vc3SvshIxT1+nHGjq9x7DsCNV\nmc5HH6VXFk79HOL6szNOM0usR48T1RP2YJoeONVFISd+Rzu1MqBNgJhjnBFrzLFNPovAHYAkZp1Y\nZGUZ++pnzzQ9yyRlH0x/OBzacDhMwKkuYUzqiGFuA5a5fvEg6UE1+p1vIwVwJJQQtxYN+cMN5vj4\n2MbjsTWbTZtMJtZqtWw2m6XTIJvN5pqqCEOSss59WN2Zq3owXG5e7MI+cxJQxDg33W+T1FZ2r9Vq\n9ZUqSnFAjcO6OUdpI5+zPKtxiKsyIBUdPcuMxFiKgmSUZozijTFlujf9e1uRMve/L9Qf0U8Xx6YF\nsm3f+vojFiloqh6zDDQj74YolV7EeMoWZg4k9R450PSsJ/q99oc3Suh7ykRhmHqlnXxOOCD38REu\nuzDPqL+YtxinyNdKgo9t5saum070+7L6+TUWieFco7mR+63f3HPGsOcszyaqm62DmKfpymK83se7\nJuhnuRMbeZ6Csr/m6qj/50B0G6ZF8W3R7EicShnFqz8WQCPQ1APvAMzhcGj9fj+dV69JVcoAM2rf\nPkBT7+cXnd80ozbrlb8VAJWBckiZulpFelyfkERBKALPbYsCnDJOjlRpNBrWbDZT5izvIpUrZZuR\nfu6/X1ZPJSjqR6vJU/R+ACFXir8PbVebh4Y6R+D5HGK62XcEzk1gEom+queBmUWD7B2gfQgdjr5q\nuUO3pVEJvq6bwHKbdlFybILTLQHOnEj2GNCMmKYXzTH8DAaD5AIG69TcAGVnK2kbfX2jerMZRsxw\n1w1Ir7qQtpEQIgYaAXq08P19SQjzLczTMzkV1Tm7nY1VM8FH7fZt9Yw8x9CjcYnmLvPXJyHx4Mnc\n001LwbMoijV3r0i/H2GDb9v3Lj+MAzyT0u9IDAyKeZyb9Tt6hrjGIOvBZuhQNUSQxYB/mNYn52Oo\nfz8GPL2IXq/XrdFoWKvVslartcYoNp0vtE3JgSbWcRjm1dVVynEK0/RHH0euYB4sN4mQ0WL1C6NM\nFPP33QTSZVKBX9Tq9M9moS9NLBMFYCjz9OC0bfHSE/6k6FybzaZNp9OUJR5SsKlQD920Nonx0Ybk\nyQxqBABewTPatNUPlfshIeoRMape80z1Ryg/TKy62cOgeL0fQf4+kapOLkLsuPI+g6eRCfqeV47n\n2GUE+GXXqORE9Gazac1mMzlek/Zs1yQTWgfdFBQ0ET/RX3K88dXVlY1GIxsMBuk7agCKRFPPiCOd\nctSvvo5aV7N4s/IAqc/x7+f6pcwoyOf01aZ+zo23piL0dcsVD1Cr1WptnhweHiZRHQD12YPKGGdU\n/02MM2LKOTZcq9XSC/LC5sE6Wywe0g36wxQBStXjKojy3E2b6vcsPwRwUhQ42ckIi/NB/ojosDbN\nfsM5PYTPMWiTyWTtMCgYhF/oOfZTJvZF7/u2cWXSEcXSbret0+lYu91OE+exxqGIwaPT9ExzMBjY\nxcWFDQYDu7q6Sq5HkeOxb4c31Pmrr4/vJ62fD8GMFkcZq2U+RKoCrYfOocg6q0Cu+QO87j0yXOZe\n2mfbFgUnpCys+51Ox+bzudXr9a/SruVUIFHZxDg9aEZ1Yw5zNhYRWYAn/euzaDG31B+7KIokbUXq\niGg8d2Xz+yw/BHDScZ7+1+t1Wy6XKT0Yg2Fmidpr+rB2u52Ak4GFQUynUzP7sjhms9kaq6NEoty2\nzHLTZPUiDscCdzod63a7iXF6q+k2pQyQMGhgOUd/SSgrOs3hcLgWaIAfo4pUXselxrdtrKoK5HqN\nYtf1957h8jwFQ+2vCLA8Y0FsNfuaiUZiodYhuuaeDfOK7pUrEbNrNBp2c3Nj3W7Xbm5urNFoJKOW\nGlC1rb74/ixjnLl6at2QmlAldDqdNXUTBaMiKjI1tCFlFEWRJEaY61O45u2r/BDAafbAxLAk3t7e\npvPN6WjEIPQiDBBZbjqdTgJOJh36KgZysVik2OqcFTDn9vAtoOnVEIjonKfebrfXNojHGoZ08asF\nXUX0wWBgl5eX6UpuACa1D231oOmV+H4D0npon2osvDqbe1efnOHJW2EBTNUpaj1yzNPMvmJpHjzV\na0A3Iuqv9zB7ONYjOuZilzFUFlgUXwwnq9WX0y3v7+/t5OTE7u/vrdVq2d3dXYqoUc+RXUTZiHFG\ndfJXBU6irHq9Xoq6qtVqqQ0YFvW8Ls1pwDM1q5Weu5XbmJ+zPDtwKoPwInqz2bRKpZKoPrpOvouI\njogL40S0L4pibVdGNxQpn8t0JxF4+r/L2qdtRC/UbDbTZOv1emmyqffAponi6+JZHZsGceWj0Sgl\nh8Yo5Jmm6p+0/p5pesap9fSAo0CpRoIoH2cEnJ5x0j+LxSL1aRkD9GwUvZoXV3PiOyGcen8ih/xR\ntqqT82NIPcoYXTRnSFRyd3dn3W43XTXr03w+X7tn2dzMMUxfB/2+rzebhEqHzGlEduYJonm9Xk8Z\nj5iXzIXVapVIg/cw8brOxxCKfZcfAji9WEKChVarZQcHB0nXdnd3tzZgGFNgmu12Ow0knaqZVSaT\nSaL+OsEivVckMlJ22dEj4ES32el0EnA2m80kqnhr+qYJ4uuvYroeP4K7ESK66jTZ/ZVpqmjsQ0LL\n3Eb42zsx6xlDHji9b6Rf3PoCMGFaME/q7Ouu9+EzBQFleNEciIxXPB/gxAWOa8Q8twFM+s6L+qTD\nI0s6AEraNd0ItF2bSg40N4Erfat6TuZ0p9OxZrOZ+gDdMMBJ/DnMk/FXacyf9PqjievPCpw6kT3j\nXC6XSVfJwmPnV0ujMs1ms5nEB118iPmeaaqI6BfMY8XyqI2APS5TjUbDer2enZycWLfbTenMvOP7\nNsXXOXJwx1oO08Rnk2ggZZpep6mieASaCkL0IQtBD7hTwMQVLGKc3Ef72oMh7mOoNHBRWy6Xa1cF\nVMbAM0cPnAqequukfljcYZioj1AFqT9nJGJ6Rlw2b/i+Gok4Svf09NQWiy8Hmy2XS5tMJmZma8Ec\n24JnWVGdsF8b0dxGd4+BVtcvzJlw12q1uua5wfex0Jf5ND83gP4QjFONJmSiUeBUCyd6H28UAki5\njzIwjlRQ4MyxzG3Ac5e2cY2MQr1eLynUUYZvo9uM6uN1m3oQ1mQySRn0+/1+cnondZcyTQ8iHjQB\nKw8IysqUYWoiYz1rSCO4ykLqtA91oUbMUwHTi865gILo/oCn9it9C9izYeg56JVKJQGDql20v5QV\nljFQr2rAQ6TVaiVd593dnTWbzZToV+v1LaAZkQVdC358vGsSwAnosXYByqIo7OjoyIqiSB4cjCV9\np25JOQ+T5wTQ7w6cka7EgyeMEV2lMsMIOBFxObQL1oEIQ6er6OjDuCL91re2UxesF9FPT0/t9PQ0\niTXKNrdlnH5Re3/NyWSSjEEwTSKCNM+pMk3qvolp6uJnfJRRAph63VZE9xuW1xEyD1hsemWheuap\nV38ssN7bA6vXudJPt7e3ZmZrwFkUDweLAQyqB6Ytm0R2Pw5mtqaeur+/t7OzM1sul3ZycmJmZtfX\n11YURapXTs30mJIjFbpu6EOkQYAUzxbqo+elM046lqwVH4nk9dTPXb4bcEb6GwVNdksmyHK5TJMw\nB5zqvqBnxbBozB5EJp6tPnoeNHPi+mPaGm0ITHw1CpW5Ie0irnsruuo20W9yzDJhlFHKvjK9phqE\neC7P1s0I9xM9OiOXET7HNCOdmn9RJ2WennECklwR33PWd89imHMKnFjizcxms5mZPQAnIqo/x4ix\nVVZfNn/oA20rZEJ1nZ1OJx1GBxA9RtcZFa8H9qCp6gzmDG3VSCLYMOOCyg2bBeod2qprIfJQ+BHK\ns4vqFC8W0vmr1SoBKZ8zIJpNyItFOlmUjcHIvDNzzgXpMe3Q9gA6JGpAt3l6emonJycpccOuLkh+\n1weQMPSQuAMRHfFcQTPnyK0g6ZkmzzZbTweIg/P9/X3SmyrjjELuNjHNqG+9OK319SI7Bgd/NXvQ\nUdJOHbNc0TmCPpbfomOs1+tWFF98EpmryjwjFUFZ8Rsw+v9er2fL5dJevXplRVHYx48frSiK5K+8\nb12nWTzn9KXzSO0W+juAcbl8yG2Ke5f/7Y8CklH5YYFTdWoeOAFLH5qlk1N1Sp6R+Qw/+2Ka2pZo\nwtdqNWu328kgRIZxVAxej+MnTk636dumfpswTmWaGnPtQZM6KHjmmKY+E6CEaSpwbmKaes8y0PR9\ny0JUwGTThHkBcDDHnCVe7w8Yah97vSGghLFoNptZURQpOm0ymSSDJWo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rgD7xyWlYi7B0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\nrkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 19:\n",
            " beta = 3.696e+00\n",
            " objective = 6.762e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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ts6cY69o/VrNS0PSOvEcNsKfKvtls0Ov1dmyaDGxnRtpkMsF6vQ4M1AKp2kKf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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 20:\n",
            " beta = 3.974e+00\n",
            " objective = 6.772e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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jAqdPXQkxTQuYnAS9Xs+FGU2nU3z58gWTyeSOLZOTiPex7MlOkNCuT0DTOEfa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\n+Rwb+v+2z7TvyExoc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k+fPmE+n+Py8tJlv5BtaZ+yX9jnqr77wPTYzFOfpxvDbrdLJD5s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\nAQEBATsiEGdAQEDAjvg/lO3lgRaimKgAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 21:\n",
            " beta = 4.273e+00\n",
            " objective = 6.920e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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M367qm7w+1qMMi+ySYMmQHRZp1ugCftkoCP3MriQAX9ssgEW12V759133JUMm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\nOXDmkksuuewpOXDmkksuuewp/wc/KWKlhCCvwwAAAABJRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 22:\n",
            " beta = 4.595e+00\n",
            " objective = 7.149e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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Ho6a5r0kAdgx9/eVzIlCsVeEbdx+K1X5n5o++c7Px9ZlFrppdpc4u28e+jCm+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\nYb+xKDFLw6kzSHkpejHZr1SWmgmkzjXegwpyPB47Z9NoNPKecunjMbc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2s2mzg6OsJoNHKLWsM49pkQ1nwlClwulygWi7i5uUGj0QDwlTKgQovFYt5CxSTpbRssklDTjPdU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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 23:\n",
            " beta = 4.941e+00\n",
            " objective = 7.323e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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zM1e9w1SYsEijD3SshuoDWXXplRkmEgmXZ6hMimOrTTTokpNh2txW33Oy42Rf\nLXuyC8/+jn0/1WCpNzKpXYHTMkplw/qZdj7yb/kcrBfhq6AiU9fg33K5RL/fx3w+dxVMJBbUPoMg\ncAn0SjJU5+XmZz2dTaz0vuaTx3aJLegz5PPQ5xMEgctz1Y3PV15M0qF9X32u+z5tr8D5H//jf1yb\nWGSO1DS5oBiI8AGkmmURvv/bpt089e5rdTxdMOyKP51OHUB+//336Ha7+OGHH1x9/3Q6dfX93IW1\n+e8mN0Q/3y5wTnA+A4Ker8UYTcV9TU3SFmFhDS02gZxPzghb8NvcUfueYYBmG8xY5svFDMBtKGEJ\n9LrA9TPCZBpG+JksP5/PEY/HMRwOkUql0O12kc/n0e12USqVMB6Pkc/ncXJy4o6b1k3KNz6P5aqH\ngWeYKbjrOG4zO7ZcSyQhKsXYNbJv2ytw1ut1AH6NU11vuhl2B9/GSMLMsoXHYpg03+Lgv23lD3dL\nNvu9vLzEaDTCx48f0e/38fPPP7vepapl2lZtPk1wl/vVMdI8S7IXLbmzm5myL934FDBtuekm5r+N\noewCnJvu1XfdYSBpx1JBTsfJbgh2voW9j16L9UR4/+zmxM5i0+kUqVQK/X4fsVgMhUIBQRC43Ftm\nBGhWhH1uj+G++4By18/TzXmXDVG/yEzpGR0cHKxtYOpR7Nv2Cpzv3r1b+14XqHW1+f/6quZzezft\nHru45w9tvsVIhkeNkDXeBMwff/wRvV4P33//Pfr9Pj5+/IjxeIxWq+XO7bFuRxiT2XQtagqaCphk\njfyywRz7PH1pQvreu3oDuvDCFtBtwNK+rwZ5fGDtyyPl9WijDx+btqCpf7/tuUQi18f28pUMlClL\ng8EA6XQanU4HhULB9dacz+fIZrNYrVauEY2VRPRZPTR4brJdvEHf2t12vT4PQX/+EC467UHyOO2N\nK1Badugz+5DDmIlPm/J9/rad7La2C1BpSsxq9aWMkdHyyWSCjx8/YjAY4KeffkK/38fp6alr7sw6\ncWqZFjDv4n7cBoB8z2mbS6yurXVzwz7HB/6+DdM++12AIGwTA25G8e11bHLffT/3XXfYfep4WOZJ\n1hkEgUudovaZTCZd1J15jwympNNpx0ABONddQdOnfeq17Mt8DHLbs9pl3fq+t89GPw/Y7xlD1vYK\nnGxhdRu3y2c+BqIPX3++bdAfY5fVa7L6CxtjsBv+zz//jH6/j++++w7dbhc//vgjhsOha8I6HA5v\n5GVuc8u3mW9MdmHnmzY24NqNJSDp7/Pn295jGwApSIa9bnt/+7VJ6gj7Hf1+k465q4VtEMyPZRCJ\nDUcYMOr1esjlcuj3+ygUCphOpygUClitVq4xM3Mjfdqn3YD2ZT5Atv+3CRduC5rb3vcuz+Q2tlfg\n3IbwuwDqbRaO/ft9M81dWISCSBDc1DJ7vR5ms5kL/vz4449Oy+TZ8uPx2KVShAHmXUHTd918f62A\nmc/nSCQSrs6aG1VY2z5gvcGJap5aIaSBFN+zDrtH3Rg3fW17Nnwm+moT7n3jqrmgHCetEFLdWaPn\ndwVRHwMNguvsC0biO50OptOpy06Jx+NO+8zlci4XslQquSouK6NsY6C0264Zfa/byAO3WbeWVYaB\n5kMTpr0C50Nd7C4s4zGY5ib3zVarMKhzeXmJ4XCIH374wdWYd7tdfP78GaPRCL1ezy1K1TLDXMn7\nXj+v1YLBeDx2gR5bLqibg74SvGwJLV8tgPJvfGMXxuC42Pk5+r0vj9f3TLRLl00bUtO5Y4GT7fXY\nTk7b7G0Cz12fnc5v3TjUhY9Go26DG41GSKfTGAwGKBQKGI/HKJVKWC6XyOVyAOBcd0poCpa8z30z\nUB947vLe+76Gh7ZnC5x2Z9Gf7wqed7kmnwtlX/XL5phpF6PxeOwqf/7whz+g1+vh9PTUneHDOmfb\nQX3foGnBhG3nxuOxi9geHBy45PiDgwOX+cDxJgDZiCVwHZTQ5h5MgNdIvQU6mxZk9Vx+vpbsKnvS\nYMimZ6KVQ/wcjgv/3kbM+V4KnCwDZAs57b9pQX8f7ruathdk9F1BNJFIoN1uA4A74TKTybjEeVYe\n2THUgK0PVNV2XUs+wLwtE93mqj8GOG6y/Xf4fATbFTRvaz7Q9LmQmg9J0GMiO7XMz58/o9/vO6ZJ\nF73RaLg6Z9Uyd0kxuo9ZpknQZGAhCL6kuQyHQ1d+SNPSRf69Ar3m7WrBQ9hxETQdQ76/gjIXNv+O\nSd/MXbSNL2zvUltpwq5F2uyDIGIT9vXelXESONmPk8/d1qbf9/npHFCwUbc9Ho+7wBHP2xmPxygW\ni5jNZigUCri6ukI6nXYneGYymbWCAG5oVhq5LxPdRfP8JduzBU7frnSbXequTNO+qltnFzkXJ4/Q\nZUf20WjkgJP5maw9Z3RdF9tDgybfzwInQYNMk+WSBCUNdGknfz1nSJ+TdrtiRRGrXAjG2gpQr0kz\nELQENBKJuPdlhRl1O2XFvk2MjZdZnhoGzFqrruWM6rJT22TfzXa77VinHh+y783OgoyyfwBrlUdX\nV1dIJpMYDoeu5yrTlnjGPBPnM5nMWlFKWDGKlcn4s10s7G8eQ4N8aHu2wGknzEOCppp1ky2zJHiw\nXyUBU49CHgwG+PTpk+tiNBqNXG9BTTNSkOBn6+u+TF1YuumRSMRdR7/fR7fbde41QYOuuTJNBrDU\nbadpqS0Bjt2sGKjQBHlemwVOrYcnQBKI9X0IcADWAnIMtDFDwdb1Uzeku082TIlBNVo+C9ah82wh\ndkRSd91qnft6droWNN9Ty3eDIHD3zXaB2WwWw+EQuVwOg8EAmUwGtVrNnTHPsmdfmSzHXxn9vpjn\nC+Pcg/kG8DaDel/tw+eGW52MYDOfzzEajTCdTt0xCawh73Q6GI/HjnHyhE8Cq2VpYRrQQ5jeG5tM\nkE1Rl+WxBeqmalBFv2wFEz+DDFErxpTJ8dUCpw3i+DROLdXlq16r6n900fXMK96HBl4IzAqeWq+v\n6Ty8Z18PTn2udl7d17aBln2uPDKFGno0GnVAmkql0Ov1HHCydJNMlK68ViKFMdBN1xR2D7xe/Zll\nn5Y8+DTS52BPDpzWdp1w+xSLw7RLLj7mV7LTOhkkX3loF4+uYG05/45diXyu+UObamP6MwINzxy3\nlTDcPGwdtu3642MTCkib0pR842/Hhe9Fl10DGxZ8w2qWbRqSmkbotTLIVggB1zXm2krONlzZ53O1\noBkGMHxWwLXrHolEnCzE/M9UKoVWq+W63rPrEhsG20R6jcbrs9Wxv+s9PTcgvK09GXD6AjFh/wfs\nb4B9n2MBk/oYAXA4HKLVajltazgcOqbJ5rWMplPzonvLz6AA72Nb2/TNbd/ves8Kdlxsi8XCC5p2\nM/Fdqx1L/j0XGu+VnxFWw+67PpouVJ6jZBO7VYtVzTRso7KBDwV7vtqySqt560ZiMyLuaj6A9F2n\nXqtuSgr8vEYCaRAEGI/HLge02+06ICWA5vN51Go1d3w0j0qxPUp913xf24Wth7n9T2GPDpy7gsKu\nVP2uA2cXEicaE8KpYTUaDXQ6HZyfn6PT6bigAAHTuuEMFGjAgNep4GHv1QecdwVI389UK1Odj9dm\nzYJs2LXZ50K3Vl9t3mVY/qXvHsKAw/4tn5++7rIp+VjdLszKbi6bPsP3eZv+b9M12ZxWbZyj84vj\nwFxTngDJ9DPt2p/NZtHtdl00vlQqIRL5chYVJZewIoZd7us2tuk52Q1Vf++xAfRJXXW7y2yb3Pv8\nXJ30BEwGewiY7XYb5+fnaLVaaDQa6PV6LgXF9sXUa9bJy84tlg2RjfLVusCW5eniVAC87X3zvTdt\nQD42GcYIfMCsr5s+x/dcfRupfT8fU1V2bBPcNwGavj+vaZOL7LvvXZ/DprHQfEofQFrZwxYb2A5k\n9jgRjsdsNgPwxaWPx+MYj8dIJpMYDAbI5/MYDAbu+OhSqYSrqyt3CieDSJZ5PiRocq5aL0G/fwp7\nNODcxix97p/afQfJ9/kETT1Hpt/vo9Pp4OzsDBcXF/j8+bMDUQaE7Jky6t6pRmYZXhiAKpBa1uQD\n1rCx3MSO+P+7LvRtnkHY31jwBK4nv2W5u05+C872/yzjvG16l4/JhH2/y3Vu+1sfMFug1BM8fUCp\nvW01RUs9GpsNYjMLgOsTJ/v9vktb6vf7WC6/nCF/cHCA5XLpDo7T/Fm9n7syv11xwTdv9OcPTbas\nPQnj9IGlDzgfYodREFPXvNfruY7rBEwe/drpdNzhaXTBaVrVoic8atWMDTCo/maTv8Miw5tO+NsV\nEG/DUG/LZvXvtrm/llVZtrvN9H4VBPZhd73vXWyT620BkdoiD2vjaQl6aoJGv23uqR5nPJ/PXZcl\npmhpQIuuPGvw9W8WiwXq9TpWqxXy+TwAuNNBtSR3n0BlZSIdP5+M8hTMc+/AuevitRPfAqddTHcd\nHJ/LaV105uW1Wi2cn5/j06dPDjhZXsdJxb9XhklmwLy4g4MDd84Sk78JsLweTXeiC6XJ2zxHhYnN\nkUjE5TeGdS7fNNZPZT7Q9AVfbguevnnzEAvoLmMXxlrDGKambmUyGe/JrzyviwnsLKFUpglcR/6Z\nX8osjyAIXPqUzn898VPTrJgJEot9OUSNJ9imUik33/l31qPxjcEu47wLkeLYbRt733Pb5/x4FMa5\nCbx8mhSANbdlH8zTB5hkmp1OB6enp/j8+TM+fvzo3HOmHJH1MdgBXJfq8bydUqnkStuY7sETH/Xg\nMvvQNYlZa93ZBefi4gKTyQQXFxfuqFRtPab13Xasn9r47GwTEHvOunX9aL55A6yXatqAnNWEdTE/\nhVnQtIBJhkmgrNVqyGQyOD4+RjabxeHhoZtP3JDDmCblCib9z2Yz1zMhnU5jOBwCwNqpkCoF2UwE\n/h9zQ1ltxn6gLJbgfel93sYsmbK4oGTF6r52Y36oDdTaXoHTTnTf/+mk9kVBabq7bNK4bnt9utNO\np1MMh0N0Oh1cXl7i8+fPOD09xdnZmQsEMWhkmSZ3eR5SlsvlkM1mUalUkM1mUavVXIKxLWVUtqVj\nsVwuXe4dE+kTiQQGg4FzoZjUrOyT4xU29o9pPoZpgdOeQWXzMmmWMduxoqzBz9V/60J6KguTLOyY\nkEFmMhkcHh4in8/jq6++QqFQwKtXr5DJZFAul12ppFZN2aYk3ER40kAqlcJwOHT5maPRCNFoFMPh\ncE175tjZAgca52+xWHTlr7rp+XTH25iPUNkiC5Wl1FuxgaqwZ/5sGecmsNQv66Yqa9Ld2O7S97ku\n3UWZbsT2bh8/fsTPP/+MDx8+uEAQc944kawWxaNwy+Uystksjo+Pkc/ncXR05PLieLwuNSEfcPL6\nOCasUMpmsxiPx4jFYg7A+/2++9l8Pgdw3YDjOZgFCN4rSxnz+TySySRKpZI7L0dPbLQehl1I9qC7\n4XDovAbqdxr80IyH5wCiKlVwLqTTaSSTSVQqFeTzebx9+xbFYhHffPMN8vk8Dg8P3TyiHKQSkR0r\ngl4ymVzrnhSNRt2Bf71eb+18csvUqanb618ul66xCLNFNKd2H8TGeoXqVfF+mTng65alY/2Q9qDA\nyZ9ZLdPWJtsaYpuTFvbeu16LfSBMcGfzjfPzc1xcXODy8hLdbtcxPGWawPURsUzLINPM5/MolUoo\nFAqoVCougTidTt+oBfYBJ3DtfjLvLh6Pu6qlg4MDNJtNAF92frYVo3RgF9BTmI9VKSunm5lOp1Gt\nVpFOp51+Z5Os1ex8YS06j9JV/Y4Shh5sZ124pxwf/eJGwbnB8+ur1SoqlYpjnrVazXueuk8X1k0m\nHo+7woNkMum6KfX7fUSjUXS7XQRB4Nx3do7STZxGcKLGSkmKfQhisdjaOrmv1mmlGAZO+X4EbAVL\nX6DxIW2vwKnRZuBmYrINhFBrIXBysdGVU8F7kyC8yXRCcSdlezeyzJ9++gmXl5euUYdWWxAE2Ggi\nm80ilUqhXC4jl8vh6OgIhUIBh4eHDjgzmYxjVwoK6pZaTYiTBfgyCdLpNILgy1naBE8GEHzaznMw\nC5q85lKphEwmg9evXyOfz+PNmzfI5XKuVyR1OwKnBQQuZGpyZJqtVgvj8RifP392HYG0oQeB07r8\njz0mvp9xnBg4pJyTyWTcF9kok9XVxbe6v9V/g+D6PPlYLIarqyskEglMp1Ok02lMp1NkMpm17lHa\nRFvXi8oK1KczmQyCIHDlmVotdl93nSyT3hfbAhJfeA3MMCBeWMJl1xgDWvuwvQKnL+FYGYNNtVFX\nAcBagwW+ny9vcVezbFej6Dy2gl/dbtctSE4gAGsT3Mc0C4UCisUiisUi8vk8crkcUqmUa6mmZ47b\nia+TS91bAGunTfI9nitgqilw8r65kVSrVZRKJbx69cqxKWXlemw0cD2PCJz2aOVUKuU6AqVSKQwG\nA0QiEQwGAwBwyd7PhY3rv60OzLHiZsN/67P3uej6nnp/miYXiXypAgKAUqnkXoMgcN3ix+MxADhy\nA8Cx/Ol06ghNJpNBsVhEt9tFLpdzmzrJzT6CM7pWtYyZ65LAGQSBO1+Jnaz4c42NPMQ62StwjkYj\nAP7zdxgx1lQbCtR00ZmKEQQBUqmUS31QALwL9Sd4s/aceZofPnzA2dmZq0PnwlQ9hSyPgEhXnK4U\nX4vFIjKZDFKplGvca9mBXpP9XnPqKCWw2TBzTNlpyXbk0a+nMBsE0YyDTCaDer2OcrmMr7/+GtVq\nFW/fvkU+n0e5XHbBNdU4rXdhXbdSqYT5fI58Pu8CaN1uF/P5HN1u13Vr5zhp4+Kn1jrtRq79UROJ\nBIbDIZLJJCaTCRKJhJMfNP3HF8G2rrJKAqvVlyOEgyBAsVhENBrFZDJBKpXC1dUVer0eVqsVJpMJ\nALi8TmWAbFjTarWQy+WQy+WcxEA5htd2H8ap48IeEDwZlkSLGzM1cgbO+D0DV1bW4GF2+7C9AicF\nZQIndy+m81A7pJg/Go0c/aZml0qlXI5aWAXIpofiWxQ+bbPb7aLdbrsmHtTINJhgNc1MJrPGNAuF\ngmOZdKsUMH3ygtWB1MXSrjtMl5pMJmtfdFf31VhiX6bgqdomF1epVEK1WkWtVnONJNjKzBfwsEEP\n9VySySSurq6cpMHywXK57OQN6sAaiX1q0NT7sZuBbVdHtrVYLNx9EJR89+K7Lx+j5djwZMxisbim\ndRI8NbCmzJOtErlubCXdruvUNyb6PT1U7UzGVDwyyvF47Cqbkskklsul+17LUO8q822yvQLn73//\newDXDIFaIRkmAZMVCYwMU8NhDht3Bi4OH+PcBUB1B2MPzVartVYVxC5H6qIQLBOJBHK5HDKZDCqV\nCgqFAur1OgqFglv8zNdk5JgPSfVeTipOYr1uq9/1+31MJhN3Kubvf/979Ho9p+NpMr4v1+0pzbro\n2WwWxWIRh4eHODo6wvHxMarVKsrlsnvOdEV1gvuAE4DrSq+Bj3Q6jcVi4XpNJpNJNBoNxGIx57pT\nClIQfSwL8y60DdxqtUKr1cJ0OkU2m0Wv10M8HneHr2WzWZRKJW8GgoKClaYsC2VlUhAEKJfLiMfj\n7v0jkYgLHDFzg0nwHDNWsvV6PTSbTZRKJRfgI9mx0fa7jJeuWZ7zNBgM3BHaDAjSG2RxgBYL0OPR\nvqpfffXVna7JZ3sFzsvLSwDXYECmyXQaulMs+1IXna45ANdp3Kdv+gDUmu56lvrzZMl+v3+jjFID\nVFz81HWspsmuMuqa6yS2UUD+24K9Pe6BQN5qtVwQi+46W93ZkxWfEjDt/SjjVD3YsnOOm83jtG6/\nZTB8VS2Lx+PShc9msy5lhqlkz4V5qocBwIH6eDxGEARot9tYLBaoVqtYLpfI5/OOSSkzt3mc+v4W\nONWDYkpTOp3GarVCoVAAcC2z8ZX6sDZ/ptc2m83cMTC+Dvjqrt9FZ1QPgzEJrlv+m5/DDfLg4MCd\nPT8cDt3GzXvet+31Hf/xH/8RwE3GyagYgZR0m4umUCg4BhKJRG4A520muQ80CdatVgvNZhMXFxeu\nr6amYWhCMhPaa7UaSqUSDg8PUSqVXL4dNR7NAOCE0U2BrNpeFycadd9er+cqhUajET59+uTOLiKQ\nUguzFUNWytDXxzCbYkNZg+754eGhGz+ms/h0YN/GYj0MvuozKxQKiEajOD4+RiwWw8nJCeLxOJrN\nJiKRiHM/yfIeGzwt+Eci1z1KGYwE4ACBHdtzuRxarRby+bxLhLenViaTSTf2dvysLABce1NMpI9E\nIo6Z8TiNXq+HRCLhNHZtS8eYBfOgm80misWi0xn3VcOu61eBczgcOo+V96SRfgKmninP+/zP//k/\n3+cxrtlegfPDhw8AroFTo+iaj0VQ0UYYwDrTDAMEtbAHY10WFeBHo9GaNqPNhjkBlWky8MOvQqGA\nbDa7FjXXxe/TZHXy+iLErBSaTCY4Pz/HaDTC6empE8Zns5nbfHzjEwaaTwGeuvkwYs4vAibHzAea\nuyw0TX0B4PStfD6P6XSKfD6/FvxQrZPX+hhjY/VsKz9wbkajUedJxGIxlwJEAGAAhi51KpVykgUZ\ntW007JM6OHac4wBcypZeB/CFAUciEeeq83P4Nzw9gIUiXEs6L+1938b0+jnvqf/aKDvvWztF2WKB\nfduDaJxK7XnjVm+hPnVwcLDWcUjdZFvbfRuNkyBFt6LX6+Hy8tJVBg2Hw7WSPbIfuuCHh4eoVCo4\nOTlBtVpFtVp1oKmL316fzVn1pWCRYc5mM3eIW7PZdIe+8eda3eE7N8fHxp+KaTJvM5FIuMDZ8fEx\nTk5OcHh46DRhbjjaNWoX0FTQo5tGFz+dTiMSiaBSqSASieDt27c4ODjA5eWlc+GsO/kU7rp+nqbu\n6T2xOmc6neLg4MB1av/8+TMymQyOjo5caSbziW0Nu6/QwsocZPxkZmxqnE6n3Wd2Oh0X6Wfwll9c\nV91uF91u1x3NQfeY6+K2gRn1XBhc5Frj+mLgjN6ismlmIOjrXVnvJtsrcHY6HQA3dRyr8WlCLem/\n7hxhuY587100TqX6jKYzOqeRQJ1MnHjUNIvFohPAi8WiS0nygSYBWD+TboZWuxAw2+22A8rpdOqY\nJSOHYYDpky+eAjwt4IWxdcvQw9xzq21a8zEYjr9GjOfzOYrFIqbTKXK5HObzuYu0Wu3tocDT6nqb\nPkOZsM1GIVgdHBy4ABhPsVwuly5Czmoy7ZrkA1Cade35LMjMgS/R9dVq5eQDzToBrlkndXef9s57\nv80420wAfmluL6Uq22LRzouHrCbaK3AypcFn+oD4b4JnNptFPp9HpVJBuVxGoVBwbdl8zCTMfO75\naDRCu91Gs9nE2dkZms2mSz/SnYpJ69VqFfV6HW/fvsXx8TGOjo5clRBdAAuYqllqHTWB0gLkZDJx\nzNLWWfO69Axw3hPvUV+fwhTktKqKIPnmzRvU63W8f/8eJycnqNfrrnuUdom6jXvu+2wapZ58Po9o\nNIq3b98inU47L4NaHRe7bqrA445l2CZHAKXrTKCn+8581Xa7jWQyidPTU6TTaRweHrpcWZZCavs5\nVq6F1XXzs7nZMZjHky/j8TharRYAuFQkuvZMEWq3245Y8BloMcM279ACHmUEJufXajUAwOnpKZbL\npau557XbNeJ7733bXoGTIjdNJ7kdHABrLC+dTruEaaYn+Ro/qPkmodUTyTZ92ibdI9J6iu5kSgxm\n0IWhEG+1TJ38BGwmqvMzmZhtXXKmamn5qU6G5+KW0yxoqmZGV61YLKJSqThNmM90k3u+bYKHBYn0\nGsgs8/k8rq6uUK1WcXV1hUKh4JhbEAQuYKcL7SGZp+9eNmn2BCafC79YLNx9plIpBEHggqoM+KjG\nxxQuBUqOG3B9iKBWpgHX58gXCgVXpUUQB9arilisQa0zLLq+yzNW5st83Uwm47wWW47NcVPdf9PY\n78v2Xquug2PBkg+M2gVzI7/++mtUKhV8/fXXrt5bW7H5EqOtWfecLK7dbrtWcYymU1ymPMAoeqVS\nwfHxMd69e4c3b97g5OTE7aRkVfwsTg5NZGbd73Q6RbPZxHg8dsGei4sLd7ww29lx4tH1CANMe59P\nZdZb4MJkLfr79+9Rq9XwV3/1Vzg5OcH79++dzEEdTXW3+14LjfODEd1arebc12q1iiAIXKrcYDBA\no9Fwm9U2xvJYZhe8ZaAM3sznc9cA5uDgAIPBAKlUCt1uF5lMBr1ez3XWYi060/woMdkNR6UCkhbO\nd66RyWSCSCSyFpjhz5rNpus5wIDWwcEBgHUMCANPuxmTFbOz2Nu3b1EoFNDv91EsFl0uqR677Vsz\nD7lWHqwDvN1ldNExbYHsrlwur7E7ZZzbdAqr9VlXnd3dfTln/FteE6PA+XzeBYm4yxHA7cPRSad5\nbmS5PPyNLeEYRaf26XPJt2mYT2FWy+SYses9pZZ6vY5arbYWTFPJ5b66k2We/JlGT8nEyuUyVquV\nO/qBddqaGK+dgB5K87S27TPUo9Gx4nVS7+ZxybPZDPF43J2NzgPWVquVq1HPZDI3Ko9stRZBksQg\nm806MOTGF4vF1rpVMePDxg/YjSlM69z0/Em0CL48sqNcLjuPYrFYIJlMugwVG/d4aPB8kA7wustE\nItdt4hiRfvXqFQqFAv7yL/8SlUoFf/mXf4lCoYDXr1+v1b/aE/vsYOvgEHTI4sgszs7O8OHDB3z+\n/BmtVstFWPk3ZE5sOnF0dOR0ObaGI5Oh68S/1e7ZBEO2pTs/P0e/33cVP9Q4GVXfBpjPBSz5yufA\nwMPBwYGr23///j0ODw/x7bff4vj4GG/fvr3BNH2yyz70J14b3U3OM84dspZms4lMJoPLy0vHzFiJ\n4suNBZ7uGYRJUEpGrAt/dXXlenBms1nnZgNwHhNJgG5eWh6sLjuDtmSW5XIZ4/HYAbRmjbDJBzdJ\nbqjAeqBmm6dhJT0GYtl5jL1EgyBAq9VCJPKl2gnA2pEgHLOH9CD2Cpx2QWi0jmkP6XTaRavr9Toq\nlYpbgGzyoTlpPp0U2N5vk4EhntrHdnGagsT3VcZJ1qlllDatwTIBgqdqPtRUyXTZW5O7sS9K/txA\nU5+jRjlZ5UUduF6vu0AaA0G+DAQfaO6TeWp+J6tjAKBarQIATk5OnGsZjX7pgs4ADEHJVqs99bOw\nTE1deE13I/gPBgOsVivHqtnEmC6+ZdjqCfLzCKCU1LhRcmPScdIEdfWsyH4Z5LJs046rT+LjRkuw\nZ5lovV5HJBJBuVwGAAee7NeqgLmPzdlnewVOaoAacNHOQuxu/Vd/9VeoVCr4i7/4C+TzeRwfH69V\nQ9wm6soHrcDFlnHs7P7p0ye02+0bVRDqcrIemF8255DGScvrI1MhQDebTXcee6/Xc1F0apqWaT4n\nt9wX+OH4cIzS6bTLNPj6669xfHyM9+/fo16vO2ZA5hHWrfwhr53Pha+aW5rL5dBut1Gr1XBxcYFq\ntYpOp4NPnz65yLtPPnnqDc26u/bfBDPmNbJsst/vOw06m81isVg4b05lKvXqbICKxQusygHg8jgV\nQKfTqStEYACH76+m8Q5rvpgIr5OB2Uqlgng8jl6vh3Q6jVar5TIoTk9PXX6pzXnetz0ocDKSqp2/\ny+Uyjo6OUKlUUK1W3YPRnpU2eXYb07TaJt0v1qPzwDXdkfShkE1xh+Vi83U5onuv39NVp7bJtmbc\neena6JGsmwJAT2E+hqlZD5RQcrmc0zBPTk5cgnu1WnWt9TSCHsY093ndwM2CCAVsthnjhjeZTBCN\nRh2wjEYj5+4yXUkX3UNH329jPgbK6wWua8zJNJnGpGekW4/L93xUmlEyY707gijwJR1R+0Awt5Ns\n1Sc56HXY++N1MTOARyKzvPP4+BiJRAJnZ2eIxb4cMUMNVtOVHmKN7RU4K5XKlzf9/3USalw8eOrf\n/Jt/g3K5jF/96leusS2P0LXMZNcFpmyTgSAevPbjjz/i9PQUjUbDgacCl+o8BwcHLo+NuhwZswVK\n4PpBUyAnu7y4uHDNkYfDocvn3JaXGWbbxuE+E0LHWnVM3jelC6YWvX79GkdHR3j79i0ODw9xfHzs\n8m4JmD7X/CGZpu+e9N60yog9GwuFAt6+fYtXr16h0Wjgxx9/xOXlJT58+OA6/7C0z3cmz3NioHrP\nWrUWjUZdk+HJZIJisYjlcolarebSfXQNhAGnVnnpWtNep2ygk0gkMJvNkM1m1/RSGtcU39+Cp5q9\nJv4u+37y1M/BYIB8Po9Op4NyuYxer4ePHz+6zBV6hPu2vQIno18cbB4jwQYPR0dHrhKHIMVFqjqL\nb7H5JmkY26S2yWi6apv8Xd09gZs7bFgE2LJfPhjbO5N6ZhjTDLsn+zm3AZ3bLGQFSwuaZJhsWFur\n1Vz5KcsoGT3P5/NOm/b1In0opum7H8Cf5wlgbY4FQeCqchjsYI14IpFw0ksQXOd8KlO7q/u+z2fp\nY568Tj0TfTweI5lMrqUnaU25XpcFK19cQVPwOCa8DjZfZjevwWCA8XjspDpfRdFtxkjTzkjMEokE\njo6OcHBwgEaj4U7yZK29njCxT9srcP7d3/2du7GDgwMcHR0hl8vhq6++ch1eGBziAvVF23aZYD7A\n5OFrHz9+xMePH/Hp0yd0Oh3H+nxHYmi5py3x2pQ6w4lDlku2yVr4wWBwo/HwLkzT6jxhmpAvoKQL\nSd/fjq1qmARLBlPY1YiSCvtoMvDD3FubomI3m6c2CwD2flkhc3h4iFevXqHT6eDP/uzPcHl5iY8f\nP6LZbOL09BS9Xs/l3lq55zZJ13YDsc/EvscuMo7vbwA4nXOxWLiNoFQqYbVa4fXr186dtdp9GGja\nGALXEseCOaaRyJduYD///LNLXNex1/vW/NFtZr2iSCRyI2tiPB6jUqmg3+/j7du3GA6HOD8/d8Uo\nz9pVPz4+BgC3oHhUbq1Wc7l+YTmadhD1oVmzk8uyPuZO2iN+rVZlJ6cNLPgmkP69zRcl06SmyR3Z\nB3LWfJPWMkI1dR31fnxmF4VGyZlTm0qlXN9MNjUhuzw6OsLh4aFLMbJuuSZVPxbDDDPfBqObkR1n\nzkO6lNTT2MuTriEj8Hy+nHOUA+zG5bsuHzjx33aO2FSasPf1bZjc1LkmKDuwrly9r01zUT+D64dz\nWjcOfr7mdfb7fffFdaEntOpn70KafM+RwUc2OGHhA/NKAbj733dq0l6B8+///u/dDbEzM085JKNR\n3XBThG2bWbZJbfP09BQ//fQTzs/P106t5EOm6YO3botP87GfTcAky200Gri8vESn03FnA2mC9Sam\naYGSoBaNRh0rp6upn888O18+qH1/X8AnnU67tnm1Wg31et0Fexg5Z4aBlsLuKq88J/MBJpk2zy3n\neUi//vWv0e123TM9PT3F5eWle769Xm8t4BjWClFNU/P0VZ+pPledN75NXs3HOPk6GAwQBF8qpyKR\niOuOP5lM3CYRBtJ2jfFLJShuHrTlcolms+nOhFosFi44F0ZMbvscdc5xHDk/Z7MZKpWKa6RD/fVZ\nM85qtepodCwWW0u89bnAwN21PHXVbd4m2aYm6vry83xfu3w2sN62jt1hti2kXZimtmijS8kFzt/l\nPfPztcZdP1MnJ5mhPamTbjmbDb969Qq1Ws0dQpfP513ept30fBvMcwNPBSYyIyuH2DHSucqFyTnN\njAt2GreH51kgsq4px0/r9oFrD4JBRLJCm5TPe7EWxjy1dwK9InphNl1Hx0bXBFmm76wrvRYFWabg\n9ft9F2vQcQqLsvtY6KbnqGPJCj9muUSjUXc9+7a9Aue7d+8AXKez0CXfdt7xbU0nBfM2qW1++vQJ\np6en7rhf7oz8Gy4Sq5Hyy5e7pw+UgMkqII2kdzodN0F2Od7CAls0et2jlFVL9XrdMSKO23K5dG3q\neCwJI4iaX6fMiu44o8r1eh3VahWvXr1ywMmEdmqdmpble3bPDSR3MeseK2AyHS2bzaJQKODw8BBv\n3751/VzJQu0z7/V6Nxr68pmrWxmLxdxGaJtVcL5oVy2SAdvAGtguYXEesxFxp9NBLBZzqTu9Xm8t\n+Z/zhX+vuiYDrnS5w+Y22TIPYTw9PcV8PndHm1g9XNei3dRu8xwJwpHIdXxltbo+iE7Lq/dlewVO\nNhPQBPiwNKP7Mk2rbVLXYDciNs8ISzTn+6lW6HOLfPqkrUknu7WBoF2YrGU7ZHflchnZbBZHR0dI\np9MoFApukTHqy+oM6kfcSHgvqmMytahUKrkD1CqVCl69eoVisehyankkSFjQ57kzzDDbpH0C1+kx\n/F2OnWWZBD12g2Klmc/LIXCqB8FEcgIo1wYZJvu1ArhxcoLVULcxTyUGqj8S5OmtEAR537omtPfl\nNsapf6M9cHkqJnXWXC53o4OS7xlteo4+sFXvQDeYfeubwJ6Bk6dTWhF3n0nQlm3y9Dtqm9oBySeC\nK3O0rn7YEQAKsEx017zNs7Mzp236moj4TDVNBczXr1+76qpSqYRvvvnmBnCyxI4H4E2nU3Q6HcdQ\neL2sK2d5ZDabRbVadZ2gqHHSdd+UUfBLZZjbbBMDJVgul1+O0726usKrV69cjuB4PHZpN9Q9rUtK\n4GQVGquqfMC5WCzQarUwHo/x448/ot/v4w9/+IPrdaCpUduYp64T4EtCfCwWw/n5OeLxOC4uLgDA\nNUChFKTEQI+b4f350pl0TfFeVquVa8r94cMHxzyVfe8j19fOT453EARIJBIbZbL72F6B07rgPrfu\nrkyTr8o29dxlfhFQfOAXpgPpzmq1Kv6+VmjoGdO2I8xtE6T5oAle5XLZpQKxDpwAx4lGqWA+nyOV\nSq11xRmPx+4ayJYInJlMxuXQFgoF1+2eGqovpeiXyjC32a4MVBcjv5inTFmF1W9aLUbWybEkSyXj\n9LnqTB+iFsljLOLxOMbjsfs9HxGw5tM6yQJZW861wj6fKgUp07TelI9x+pinuvmMsDNNj16S1eR3\nddct87T/pz/bN2gCD1RySdvnotNdlMDFDt8//fQTPn/+jM+fP7ud0WpNPs1Sd1dlEZPJxLmrdLc4\nacgqLi4u8OnTJ3c+O0/M3AU8lYWzkwxP0/ybv/kbHB4e4m//9m+dFkntTScLP4efqUEifqYuci5U\nuptaR25d8T8WcLyLWQZKU614tVo5d7NWq625surS6t9TtqJmbBvHcKMmY339+jV6vR7y+TyazSYA\noNvtOsKgOvYm8CQzJXtst9tIJBL4+eefsVwucXR05LrF87qolQ8GA7TbbXemEBlnmBfHV4IrZaPL\ny0vMZjOUy2UsFguX36ljYMfjPs/uvjGUXexBuiP5vr8teNodzKfZ0I3QM9IJIGE6jP0M667ziwsA\ngANOygPUU7l7Mkq5S+qIjoeWtTEgwRp+nt2ujFCBkzoOJzoXtJaXqU7HhcFAnaYTKWD6ntlD2l3Z\nwL6vbRsDBdZZqDJRbn6+yDNN05Cs7g9cS0cMcEynU9cJCIDrYt/r9dx83TQGPq2ToEuJi/nOsVjM\nSUFBcJ2PyUi8Zg6EZYrYzwPgza+mtMENgkxc/043g23PWdfELr+/L3tQ4Nz2811MH4wCZrfbxefP\nn/Hp0yf84Q9/cF2J7EFs20CT6Rqj0QidTgftdhvtdnstNSUWizl3hRrqhw8f8OHDBzQaDfT7/Rvg\nuWmMFDSZFvTu3TscHx/jz//8z10+JYMPNoVLx8UmwttUGA0++QAybJf/U2adPtNxohfCf/u0cDsH\n7HhbIsHf5wZI8ASAVqvltHxu2LaFWpjWyVeC5mAwQCwWw8ePH7FcLl2xg8o6LOhgz4eLiwtXgceN\nwb4/XxX06PGxKxlryFnFxLmtc1M3p/s8q/u+xzZ7FODc9n9hZrVNmydGzWQXbVOvw/e+tpcmSwoJ\nnGSz/X7fNSvW1KNtCdC+8SBbYV04uw9RB9tU+20/Qxey/ZwwwLTPZZ8T7TZM8rasc5N76vvdu1jY\n34VpaqrT8ffC3jNszIMgcEnpyWQSANz5STwygpo2G3Vs+jx9X8s62cuBGmq/33dHdZOckJXqyQmb\ntE37va5ZSgWDwcDVso9GIzffNVB2F/b42MzzQTrA79P0gTOdotls4vz8HD/88APOzs5cl3Weh7Ip\nf9LuitQFh8OhOwmTzRB4JEEsFnNu+R/+8AdcXFzgw4cPrucmE9+3JSkreNFd5uFmr169wuvXr53W\nqb1AfazwttLHc9AuNy0y3/dhFnbvj3l/vmuwoLHp7za9L/+W3c9TqRTev3+PdDqNDx8+AIBrWKyp\nRNu0TpKOaDSKRqPheme2Wi13NlE2m3Ugx45RnOfsFrUtvcd6Q4yy8wjsH3/8EdPpFMViEQCcDPVL\n0tkfjXHuamHapgZxuGuR+WlO2jZXWT/DxziZeqFsk8BJd57J9QqYu+iaNAuejLJS79Gqkn1NpKdg\nlj5g9D1f3++Hubr67zBNVl/vCmBh5vu727KcXTwz1U+Z/aBlr+qFbDKf1qm5z71eD7FYDK1Wy7FZ\nAifXlxKSXTV8HRefvprJZNZq2Xnigvb9vAv7/EVqnPs0+6Cpz7RaLXz48MHlbbbbbZc0bNnmLu+v\njJPRZ9b4NptN9yC73S5GoxE+f/6MdruNi4sL99AteG4y1RypcWYyGXeULs84Utdl3xLIQ5t146z+\nqq92IYa5gD7JgcAR9rpNx31Iu+vnETS0CXMQBKhUKmsu+8HBgasT3+WzdL5zLTHPlHObkpFmrTQa\nDcc2lZzsYqp1rlYrd7zH2dkZptMpqtWqq2mPRK47HpE0PLROeR97lsCpi8dqJKPRCN1u9wbr2xTx\n2/Q5vs9gJ2nNw+PkYQR/Wx38LqZBom1t7Pj7T22bghD8twVM24CE39tGFmHPT1mYBrrCXi1btwEH\nHxO9bzBiH2a1eL7SM9EChbt4Ilbr1CN+e70eDg4OXJyA+dFhJ8NuIwmW6fJ5MzOFnl02m0W/33eS\nlU+euqvu+ZD2LIETuKb3HOjhcIiLiwucn5/j+++/d51rtHXcbZLP+WC19pwPi5U4rIQC4Gp1yTKZ\nK3obtqlmmScj+DZ6/pzNxywtQFIG4auWEDL7Qf/fAqgChOZCai8E2xOBmhkXoD3/5jHy/PZhBE1N\neeL5T74ihU1mNzM+gyAIXO4yx1LdeQZANR3pNoyToKfPl3X4P//8MyaTiate0vxOvf9d7/Ex7dkA\np4+1aFCIh9DrmSa2Lvi24OXTUBkQArCWE6m9Nrng7/q5Ydewi8Tw2LaJYVoXm2OiLe+4APWVGx1d\nPy5ibZGnn6O9DzQnVWvHWbaq3xNQ6TlYXVAX5T4Z6ENZ2Dy7y5wnANLdp+ejbe3sCQZ3med2XZMM\nMbKfSqXQ7XZd5RV7KmjPzuf4LJ4NcNLsQ53NZuh2u07bZBS91+utdXa/z4O1iePUgAigQRC4CaTH\n+9omIrf9XE4kTZzm9TxH82mWCpgcG/Yi1Q5OrERhJyfmClJPU+Zpx5SAp+3DWPKo9d/s/8r6+3w+\n78ocCbRkb7oYnyOr8W1K+nXXzVoJCd/Dnvxq3XltBHIf43zh8242m5jNZq6WvVarIRK5Pg74Nl3i\nH9ueFXBa9qU7E3POeG4zB9/nnu86oayWqjuwZT4ENl/fxbt8rk5ObWt31w1gn2Y/2zJMXiOvV8/2\n5vNizivb/jGayv+nvmZ7iqoGqq66asFkklr/fXBwgOFw6ACU5+wQQHkYHxmpAig/5zkyUF0L2jz4\nvvNE5zxNOyP5NOj7eFf6d5ui7Nls1h0yp2lKwPPSOp8VcALrdJ5lWtQ2P3z44HoghlUI3ZX5qYvJ\nhgd8ODrJbIDjtruwBWvbZNZXC/xUtgkwCXhkltSFx+MxWq0WhsOh6/TT6/WcTs375d9zvH1jqowT\nuNkMmC47GWgul3PAyeOoM5kM6vU6MpkMqtWqa3jCFDDVRmnPhYHatWAbEd92nujvMfeTRGG5XK4F\nZKxLfx8ZSbVO4DpYyF6jPA/91atXCIIA5XJ5rczYVwDy1PbkwGk1EAUxrRDq9/ve89H3wdDsbsr3\n1Ifti/zeFaz5N9x5ybZ8FUiPucP6noUPMCmPEDCZcdBqtVxzZ+a8cvNjxgLdQqtp2rHV61HWqQuJ\nAEpdej6fI5FIYD6fI5lMYj6fu2KGTCaz9j1Tb1hmSAANc+F1bB7yWfg2K46V79TU27znphxUAqne\nq2++33cz53sStGOxmIuys1KJm0M2m73RKf652JMDJ826y9TGOp0OTk9P3QmSWqmzD91FAVLBEbhZ\nnglgjQ3dBTz1fXRBMLKpjPOpbBPDpEbJTjv0CJjzx8IENkJRhqlAuWkDCrt3m5epmQnKQHmQHMtm\n2RSax4EcHx8jn8+7ln3URn0Aqov1sRaujgPHjal4nCd3ddft5ripNnwTWN6VLHBN8b4AoNfrYblc\n4vz8HJFIBG/evEEikXCHsOl5W8/FngVwWnajOWZcgL668LuafQh2Eli2aVmA/ZtdwVMnKN9Lg0P7\nZNG7mO++7XMgw1RwZ8OHZrO5Bpg8HI/BID2DifeogBx2Dbtcrx1L6tKMonOesAUbD+wajUZYrVbu\nILFcLofFYuGarbCVIPtkKtPl94/hBdgN1tey7j5ej53jYZ+/be7fxSyjtd3OlERwTdy2U/xD27MA\nTpoVjbvdLtrttut8RNcwrMO6LqQw2zbo2xb0vsCME5GThuC0DxZ9l2sB/FFyBnPIMPv9Ps7Pz9Hp\ndHBxceGeEQ/J0xZku2wEd1kE9r0YxLMuPdOXut0uDg4OcHl5iUwmg7OzMxQKBdcs+vj42PU+ZZNn\n9kBVSeCxq1kUWHggoJ0n99lgt4Hmtt+7r/G5sX6+2+0ikUig0+m487ZYcmobbD+1PRlwhulpCiac\nLDZ30me3mdQ+92sXtuj7vftMKrubP5Z7Hjb2yvYXi4Xb+Zk7y8Bco9FAp9Nx7c5YFMCAne9YZCDc\n1bb/t+m69dptEMneHzdXPbOHQRD2s2SzXXbOz+fzWC6XjoEmEgkAWGv6zOt8TAa0jyANTa/7IcFz\n13Hh3GMeNXuB+nqbWqb8VED65IzTgocyTvYeZFBIewH6SrLuCp6brivs+7CfbTN7v08VCLLXQGZD\ndkPA7Ha7uLy8RLPZxMXFBVqtFlqt1o1jEHzBLZqyQA3uaLBH79s2r/BtMDp2vuYT/H+CpQaRhsMh\nkskkOp0Ocrkcms0myuUyOp0OKpUKjo+PUSwWHYAGQbCW06tu/GOYPqN9gafvM+7yfz4LGxfdLJU9\nUhLSY4XpvXDTswHbp2aeTw6cwE09RzU/m9NnF6BdVNs6xuzKLH2/u+vuvIv5AhxhJ0ruy+y9KfAw\ni4E1ytQsW60WLi8v0Wq10Gw23TEK2nHfplDZe7M15hT7w+7XB5w+wNT5ogBqK4/4b910+TmcM2Si\nqomSga5WX/pjKoD6ntFDLGaO3y69DLaZ3ZjvCr6+z7c/2/Q7NjvCuuCqr/sCiU8NmsAzAU7gZioS\n3XXtc8lB1oanugvtOqhhiet3Ac37mE4e1iI/REs5a5ZpqpbJ/MtGo+HyZ5vNpmOZBEzrkuuitIud\n90TNUV99zNMCJ5+XDzA1/5ZzxWqrvld7iiM3hFKphG63i1qthvF4jGq16oJIwJfekQDcRsd73pdZ\nOYPjyPaDz0nn2yaz+L63XodtcKMb+X2rpB7Sng1wAjcBjAPLKgJGPJPJpCuR5EJQ25ZasS0q+RB6\npl6bZZoUwG07uX2Zz9X1ZS/0ej20223XQOXy8hKNRsOBCiu2bP2yLyijQKnnHdlzj3QjDNsoLOPk\n89OCBW4A+qp1175MDLLM2Wx2QzKgm89qJr5nJpNBEARr2if/Rp/xPkw9Ec4P26/1LnZfphmmVVv5\nLAxINQ+X65t9Rn1r4LmBJvBMgDMMwBRUeP4O3arlcumSY32MRx+aLjguFi4o+5lhoLlv4zXy/njE\nrGWd+zQLmlryRi3z7OzMnRXP85f0KFmb0aDsQYGSlR/6yka1eqLiJq3T5xFYTZavvB8t4dRSTrIY\nZaIEVG3wQgbKI1kY+KrX61gsFiiVSms6m93k9gmaHFOWi2az2bVGxpxDTwUsYVJMmKTA723eLXvQ\nZjIZd+Qyc2l1LjwnAH0WwKmmE4ZnjefzeQRBgEKh4FIXuFB0QH0urs2Do4tGxkog9YH3Qz0oZZvc\nFLLZ7I2zV+67CH1MkwBCpjkYDNDpdBzDPD09RbPZRLPZXOtCpVkNPoZJ5qBHEOsr71UBM+w8JQsG\n9nn4gE8BkoCppZ0KrLbyRiUiuu92LmkxQBAEyOVyCIJgzXW3EsNdn5/1SHjECucIE/W36fkPYZZV\n2raI+n2YB8Fnzp4DuVwOqVQK+XzenezKBi537T360PasgNO6r9lsFldXV652lalJPIpVgdMuRA4y\nFxTZlfbdVM3rsR6KuiuxWAyZTAa5XM51gCf4hOlGdzHLuAma/X7fBX8+fvyIi4sLfP78Gd1u15VL\n+vJmlWEqo0ylUq4Ch7XgZNT8PX1Gm+qPt21edjOgbsl5oe3rmJFh29kpgOrf23Q4pmVplFc33G1a\n313MroV8Po9isbh2uNlTsk71NOhhUEqwBw1a708ZZzweRz6fRyqVQqVSQaFQQKFQcN7Xc+2Q9GyA\nUwFF3ZPlcolSqYREIuHcKf6cJVvKUglIwJeHpC4Yj0bVhUbQfKyJZ12wXC6HQqGAXC6HbDZ7Y5fV\nsdnVLFtT0NTepp1Ox7nmp6enaLVaaLfbawff6eFcPm1KAZJuVhhg2sVur3eT7sxx8GlobIXGEyIT\niQSWyyUSiQQWiwXi8bj31TJQfh7nlrqfNhCkrBeAO5XSFzDa9flZiULnCjfYUqnkjrng3H4q0OQz\npTaZzWZdP00+eyUBGsClTMXmLMlkEtVq1bFOAqcep/Gc7FkAp+7cHNDVaoVcLodIJIJarYZsNuvE\n+slk4lwrfYgadOCkJmj2+323cG0HcrWHdNPV5WAUvVQqoVwuO8bpA867mtUEudCGwyHa7TYuLy/x\n888/4+LiAh8/fnRgag+/s24jA3VkmKpRKXCSiaqWqddm8zB9Oa127ICbR2ioWdd9sVg4kOHxt9yE\nGehSANXr0ZJTZaya6bFJ27vP89NNgYxzNpuhUqlgPB67g9WYUvUQuZ2brk3nA599sVhEPp9HoVBw\nB8tp5ykbyOUGTO22Xq8774tg+lzd9WcBnMDNIAOTjwG4/ooAnKtFMNCUBo3maqkaQZMpNDxTiJ8L\nbE5F2tf98ZV6XyaTQaVSQbVaRS6Xc52v7xoYsvegaTtsHMzI+fn5uQsCtVotd2AXwURzHjm+dMN4\nIiEBk0yTr2GAaYGSEWsN8iiL080UuNYRyWIYQLDApQuNz5kL+OrqCrFYDPP5fO1VGagGEPUICb4P\nr8WOvXouZMH6s7s8U85vMrparYbpdIpcLucarqhc8BSeUyqVcmy4UqmgXC4jn8+7+eCTxuiyRyIR\n93vlctkdXsjNd18kYt/2LIBTQUUZI6PopVLJnfvMHZ9m8wO5UDnpR6OR04SoUSWTSUyn00en/8qO\nGRCq1Wqo1+tOFA9zZ29jNu1IFz9LJj99+uQ0TYIpS900zYjjqylTnNh85cTXdBkNXvBaNN9SgzVh\nR2fouDEIxaBCNBp1Ncw2yqwb6Wq1cq45mSZbz3EzJYBGIpE1RqmRew0MzWYzAHAVSeq27ot5Wi08\nnU5jsVjg8PAQV1dXyOfzmE6n7h4f0yzjZAC3Wq3i6OgItVoN5XLZsU7dOPWL78WNlp372dWKwPmc\ncldpzwI4aco6yXCCIHA9FLlrcWEpQ1Umwqg72QUjrFzgPsFaXx/q3qzYXyqVUKvVUKvVXBTxvnqO\nTTnSs+jZmEOZZqfTWWueYl1QumJklAR8Aqe65poRoBU92paOrxqkoQdh+3PquFng5Oaj0Xp7NIYG\nn1TK0ffiz5SRRiKRNded9wAA4/EYwHUivM3n5OfR1LO5LfPkffP6kskkKpWKc9mvrq7QbDbXxu4x\n9U6OK+dGoVBAuVxGtVp1rfySyaS7D5VA9Fr5LDKZzI1CEJvd8Fzs2QGn1SwBIJPJOFFfBeYw4ARw\nAzgnk4kDzk2pHA+pbSp74ySr1+sOODWKeNuJ4gsIcUEpcKqLzmOWWWpJJmD1TLrjTBNhEIAuuz3S\nlZ+v6UFsGqJRbr5qvuUm4NRTLOkikvEwgEJAVTDUjIvVahWajB+JRBzzpFdD1137JFBb1zmpgTC7\n6NVt33W+8DnqvTPyfHV1hWq1itls5opByIIfM99R0waz2SwKhYKTnqrVqpsjCpyqQesmHYlE3Bj6\novLPDTyfFXDSrOvOXVvz7ixg6u/xIZFBMDrHB6HAEhaMeKh74e5cq9VwdHTkAkP3Sb2wUWnrnvf7\nfVdCeXZ25rocsZGC1TSpT6prroBJF12jnqpd0gUni2WEnq+aHmTzK22gQxeMTZzmQlPgtABKRqR6\npzIl+95aRw9cn3Sq4wrAaZ6pVApBECCVSgFAaCrZptSrTWY3XAaJjo+PsVwu8eOPP2K1WmEymTyZ\n1skNiLIN803pkRD8bIksnzctLIXpMe9nV3uWwAmsu+2cdGSgANYWkN3hgWtWQOBUN9KCJu0hwZP3\nQ/ZWrVZRr9edkM574e/vYr7r1QXOZG62hCN4djod10mfbE9ZPBcC3XAuBk3AJmjpRsQeA2xCy2oj\ndoLXQ9o2MU19LgpCCm7WZeehbYlEAtPp1OUBE1gJlJaBasK2zS3V4I4WTJCVs3ptuVwik8kgGo26\nNBrfZm1BbZfnzN/hM8nlcri6unJaZzabdTqtTx9+SLPyk91kOU94D6obK4vXgNomff82rP2h7dkB\np02h0S8OsG/yK+Pk+6h4D6y7XfqeD+3ekMWRMZTLZRwfH+Pk5MRFH/dRf8yFQzY3Go1c7fnZ2Rka\njYZrRqyH3fEaCSAETF0E/LemmHCM+T58T1Yb8Xjg4XDoAFPTf7Qph6aq2OdhXTWyOm6G0+kUsVgM\nk8kE8Xgc4/EYiUQCo9HI5QMzz5RMWlmlykIKBlYnBdaPPAmCwEW1WcPOTBD7POPx9a5KtzVeE93i\nk5MTBEGAer0OAOh2uwCugf0h57N6OBqYUmasr1bjpGn2guYK6yZFecXKF09tzwo4fS6nZSK6gJQx\nWMbJdAf9meorj9V1RRkD3Uied1Ov193OvG233WRhUfTxeOw6tDcaDdcWbjweO91R2Q9ZPHVNBU9l\nmqoXEjgJkHocsAJo2PnpdlO0r9bt5XVaBkoAZfZEIpFwVWb0OpgcD6wDmy8PU4M5No1G3c3RaORS\n54IgQLFYdBskg2rUQe9j6rEsl0vUajVXVafVdL7r35eF6eg2A4NzXTMNeA/6vHWtatCIwOnzQp4D\naAJPDJx259JIsLp04/HYDRwnD/9OwdQX2bRgwkVuu0s/FIAS0Klt1ut1HB8f4/Dw0Ano6kLeFTQV\nxHjyJPM12eWIHY4ImrrLk2lqQxWrZ3IRaBUSXXB+JgNRLFUkYDLNRzcty/i3PQNdgLwOBmlsjmY8\nHsdsNnOu+8HBAabTqTv9kkyU9w3cZJ46xvZ7ZdtBEKDX62G1uu7fSdfd50nc9jlbts2cx8VigTdv\n3iAajeLz58+IRCJr0guvdd/mIza+TZj3GXa//FvOD/49JRCVY7j2gedxfPOjA6d9kJYtEeRY5cKF\nx7/TxGr7XjqQytwsIIcdeLVvU0CneK7pGqVSydsNaduECBtDjaIzKMQyym636wBNU1eUKWgUPZVK\nuS8yJzIzgh9ruQeDgWO37ODNnFB1zXdhmGHPwo6JggmB0wLo1dUV4vG4Y5zL5dIFcTQHVKUePgs7\nrgRKK/dwLIfDIVarFVqtFiKRiDvDncxTNWz7HMOet3VPdYMrFAprWidT9vbBbncx3aztM7XxCSu1\n2HWp5yjRqJkCcNKKuux6HTpWj2VPzjgVMAlsXHjtdtsFOIB1RrBcLt3k3xQkURbGfpJknA+pBakb\nyPSjYrGI169f482bNyiXy+5Mm7vqXgr8GgwaDAaupyaDQTzmQiPoms6lgSB+hTFNapn9ft/18eTn\nKtP0dSPybVa7sCMf67MuIH9GbUyDN0x+T6VSuLq6QjqddkBKF54LlBudjrEdbzt3WTjQ6XQQBIFr\nP0fmaStg7vrM+bx4rDEZ58nJCRKJBAaDgRuDhwoW+datNrbWMfOBpt3k9QgWyh7sM8AiGMpZfM+n\nZp3P5rA2jQTz4K/BYOC0s0gk4qKVnODL5fLGLq7vSZagDNb2lHwIxqmThBosqyuY8M4Sy31VCnH8\nCFzM0ex2uw7gbGs4ZVk6tvzSdCPgmiHo2TBktjzGWQ/ast2HLAjd5T7t91yI+sp70wguAZT5mWSn\n/L8gCJwup9qcnUd6pItKPax+GgwGAIBOp4ODgwN3ciaj7Xedawq4wJc0qOVy6fqElstlXF1dOQ1U\nI/n7nN924+A4+E4D4HX7WKLd7NkHlVkZLO9l932Cp2Zx/Em56mq64FkeOR6PcXFxgdFohLOzMwek\n0Wh0LTcsCALk83mnf4QJ19Q2lXH6HvK+JpdOcD7sdDqNk5MTHB4e4vXr13j16pVrYrApGX/b2OnE\n5QTsdrtoNpvuyItut+sAjUCmoEmmZZkm041U0Cdb7/f77rgJHqjHA970HHUFTb3mfdomMLXyj7rW\nZDc2Gq4bs3o4CvwaJLLHdfDc9kajgSAIUC6XEY1G3Sapubr31TpTqRRqtRoA4JtvvkE6ncbFxYUr\nJbXjsG9TCYykRFmn1aTV1eYzmEwmbnPvdDpOn2aQL5fLIRaLuQY4q9XqBtt8CgB9cuBUgNMjHAaD\nAZrNJubzOWazmasAWq1WKBaLjkFsmhD63upO6GJ+CFPWQxeY5ZVsgsDcQ6sBbbIwbZOTl+ycHd0J\ncPaEUABrwMlIuh5hoA0WVPKYTCbubCJ+WQlEZZCH1pHtWFgGahkvx0BZGcGRgKn5l9w8OH7USxeL\nhZuTyj6px7ORTK/XQyaTwWQycYE2Xfz6XG+jdbJGvVAoYLFY4OjoCMvlEvl8fq2iiRHqh2Keur5s\nXqa9JxtF59+x4z41cs2WmU6nqFariEQiKJVKLl/Vko3H1jqfBDh10BlkmEwmLvL7008/YTAY4PT0\n1O1g1KiYgsHdx2opyiAt4/SxzYdw06mRJRIJFwR6//49Xr9+jXq97iqFNMftLuOnoEmXmZ3c2fGI\nUXROaF+CuzbssIEMuuaz2cwd1Uymqeep68J5bNC0Y+P73rJFjgddd9ao04VnMI+eAwMVyjZtCSE3\nl9Vq5aLsFxcXiEQirhm3zaC4j9bJJP/VaoWvv/4ayWQSHz58QDabdYfqaUqPb3zuYpbVWxnDkhKV\nTnS+c7yGw6HzlHi+PTME2B2+Uqkgl8thtVp5K8Ee2x4NOH0PzFL9wWCAXq+HZrOJwWCAVqvl0hQ0\nJ84Gd3y7Gj9TpQB7yNhDa5us9CgWize6IGkd9X21TWWDg8HAfRE0tX+k6pqqbZJlKtNUd5Ru1Wg0\ncl/sim7d8/tqmfswZaDqIvrYEJ8FAxCqpelGSC3z4OAA8/ncbebUSsmigiDAeDxGJBJBv99HOp12\n48XuXPvSOplWxdM4a7WaC6qsViuXymfXxX3NSiGW2ev1WpedpsUaqpkrS55MJjg8PATwpcEKNVxd\n+0+hdz4Z41TQJGB++vQJrVYLHz9+dM12OemVDXGRasoDv6xwrJ/lS53YlxEAqWOxo/u7d+9wfHyM\nd+/e4dWrVygUCns5M8YCZqfTccdg8LwgRrc1is6KDu2pSR2WwMlxJCAq0xwMBu69CQRhTPM5mF5H\nWBoUwZWsiO4gx0qDRQqQyrTs/CLbazabCIIAR0dHbl7YihrgdqxJpSACeq1WQzQaxZ/92Z+hUCg4\nfVu7xHPOWM9sH2Mclo6k18r/pxvO61AJiAFhbtjsujQej/Hq1SsEwZciA977fYKq97EnyeP0ueoM\nbHQ6HdfqbDAYIAgCp9dQgNbdxj4k4KZorO7VQ2ibyjTJ6Oj+VioV1Ot1VCoVlEqltRrvXbVNa1Zf\n0vPBCXLUHMOi6Kpt8t9c0OqCUWOmS06WSSZrQfMhteO7mgVJGt10LmSWbNIjoI4JXG+MqgczkKFV\nX7z/+XwOAK7ss9/vI5fLrXkAvk0e2F3r5LXTZV8ulzg6OsJqtUKlUkEQBC5IxevxMbW7gqeVQfQ6\nN33Z9apep/aE5TPqdDqIRCIYDAYuX/WxKv/C7EkZJ/O4WBJIxtlqtVygCLhu7kF2owK5Nvjw7Wq6\nuz2E2cnAeu6TkxNUKhX8+te/xuvXr3F4eOg62d8nd1M1Oro5w+HQjVu73XZ5lZxgOl6ar8lXph/x\nmjiRyQL6/T76/b47Mpc5dzZ6/lxYps9swEjNur+cb9pzU5PPyca5sVh9j3ObQaIgCHB5eYloNIp6\nve4yGThn+Nm3nQ+q82UyGQDA27dvkU6n0Ww2cXFx4fJrec0EJQvcd2GgOm66KWsJtNVzgWuw5xeA\nNRJATZ76eqPRwNXVldOL37x543JZ9X0fk3k+aXBIAxvD4RC9Xg+9Xg+j0cjtPgQmjdgpe/LVqft2\nuLuyO59ZTVWvh24wexMyb5M16XfJ2/QFPKz+SN2RLjTZoG4kutko4+TPaCoDKAuwTNOXn/mczQY1\neJ+a56ulmboxKDjoog/reE95hBkhzHZgBoKO310kG2WMGswqlUpOGgiCL4n4ANDr9RCJRFwQTJ9X\nmFa46Zn61poPLLf9nrrsWpWlZbmj0QjxeByDwcCx9ocuYNlmjwqc6qZzNxmPx67dmfaJpL7GASYI\nRCKRGwENBU8FCi0h1GjxXXd3+71OAgavarUaCoUCfv3rX+PVq1d4+/Ytjo6O3BGod/18HT/dnak5\nkm1ycWr6kQV1ZZoEc03vouvPyPkmpvlLAU2aj3nazY9AyCCRpilRm2RaERcxU92sdME+me12G5FI\nBM1mEwcHB64ZCLND7rKpK+MjGy4Wi4jFYvj2229RLpcxHo/RbDYRiUScZ6LMUz0Gjo+Pifo+1xKG\nsONTLGgylYrrkr+rnpTqxiwqaDabSCQSGA6HrvKLf6fX9Rj2pIyTOz31OTImW91jk9V9PRTtDmfd\nB60K0Qe5y67q+94CJxcBO2Gz3yZP7NOa6LsEBKzZVCvNpVRg4+doRUwYW+IC0rxQMk4FBss0f0nA\nCdysWmOgUfN9bTMY/o0GAe0YWq2Tc5wbUSqVclUyqj/rtewyJ3xaJwEpmUyuaZxHR0eIRCI4Pz9H\nNBrFeDx2WQDcWK3Gusv1+HR9XWcWMDetTV0TSg74b5ZMEyM0H/u2OvG+7EkYJxcnUxCozzGwoZOK\nEU4NcCjb9GmcuguyfyGrjrjDUfsLE8ktuFmXg59HV5dnrLx//x5HR0f41a9+hVevXrkTLDXN5z6m\nbjRbuPV6PXS7XdecmAE0wN/5SA9Yo44HXOfVaWoIE9zDIui/VOO1c5w0QKHsnH082QuT48m8TjJO\nblrz+XxtE2L3JNaQkzWdnJy4Z3HfnE7V+ZjjWK1WkUwmMZvNcHh4iGg0ik6ng0wmg9FohFar5Z41\nwd3mpuqm6Av+6Fho+0GSBEtS7PrUE1Gp1WpaE7/nMci9Xg+pVMq57IvFYq25+a4bzz7swYFzkz5n\na9NtZY9GwnUn8Wmb1tWxboSyA99u6Bt0H2jyb1UzZPfxXC7nzlypVCooFouuUcZ9+m3asVSXxuqP\nVgu2ejBZgbIkK6FY5hWW3O57vr8ks267uolaaab37vNkfIyT7+/zDDS/1hcd3pU1WebJa2PgBABq\ntRpisRharRYSiQS63S4ODg6cJ8GgEZ+9jZSH5Urr5+ka28Q49b50XmqQTD+b/9ZAqHpVfzIaJ42T\niS66ZUtW+NV/0y0Oe0A03dWy2Szy+TyKxSJ6vZ5rMaYHXFmzD90CJndK5mV+/fXXqFQq+Pbbb3Fy\ncoKTkxN3RKo9vvYuZtk6NxxGvKlBalCI10twtw08uImotslsBjJOu8itHvZLN51jyjqZUUA2xYbI\nOg84puy6RC9AwZNzlz9n8w+WYrIGW9PA7jpHeF2RSMSx5KOjI1fv3ev13Br49OkThsMhGo0GJpMJ\ner2eiznYzlYW2C0psQf4hWWNWE1Wu8RrYM1KQCrpscyXzbF14/mj1Djtjqr6D3c/X9ciK1brThfG\nNPm6SbhW19434BYwdTcncJJpZrNZlEolVCoVV4u+KYq+6wP2AZNlRxw7BtPCEpGVcfrYkY0w296l\nlvn/MYAmsM7iVeP1jYPdwMPG1LIn4HrxE5T53PaVj6hekwW1SCSCSqWCRCKByWTiQJ5ntZNIxGIx\nV7WjJboaSONnWW3TSmdW2vKZLzbhA06ru/sq1R7bnlzjJOvkTqfBB/0bHUhNYwhjcvw/alXZbBbF\nYtGd8cOmIvYzfKK3slyyNUbJT05OUCwW8e2336Jer+Orr75CtVpFoVBw1Tj3rRLyudJ0+5Rt2oCD\nMs6wTAQAjm2ScfCZaPrRLzWKvquFSUgcCxY00ItR1qmZG0yMZwMQvi/Z6mAwcIwzl8u51Cce7XEf\nr0T/jtF/Le8tFotO46zX6xgMBjg7O0Ov18PZ2Rn6/T7Oz8+dF0gGrZongBuAqb0O7BHXvuvzeXK+\ne+bn2dJMzlFLtB7TnjQB3ldD7tPQLHBuY24+8FPQs5HkbfqNajgMquRyOWQyGZRKJZTLZcc0WYvu\nm0D3dSXs4uYC90V/w+7Dp7XqeyrD8vWd/GMETtU6w/RO2/Vp09jq+Nr3tFH7fbAmq3XSeG0AnOu+\nXC5dEj97elLzjEaj7vA5NtvQzVXf13phPulsl+u2v+tb7z79/SF7TuxiT8I47Q5CZmNdQp146krt\nOlCWdbJ+PJPJuPNo9LqUcXIyEGzpepdKJWQyGRweHqJQKODNmzcolUp49+4dSqUSqtWqA07VbvYN\nmrr7qjasrMAXxLBHj6i2qe/n65T/xwaYaspuIpGIk0GU4UwmE8ewFCx95auaQUFZKhKJuIyFfr+P\nfD6PyWTiyiUJPPfV61RLVNeZXhM3/clkgmKxiH6/j2Kx6CL+rVYLy+USw+FwTefkvViNklqvLQS4\nzdhzLm5y1bnZMEj0J8U4fW6nj9Xwd/VvblupYlmnRv5U57S7NN0wdcXojuRyOeTzeZRKJRSLRdc2\nLp/Puy7fNtF+X4wTuFlyaUv9fPqmftkdPoxdbXsmf2zm0zqVJSoDVyam8yuM0ev7qqegpYX7GFcf\n89Tr48+YScFUPwL6YrFAoVDAdDp1OiiDVgR0vmfY/LqtWaD0eTVhnsCfVFRdJ5BNrrbaJhmnHTBf\nw9QwUwapUWUCKHNF+XA0N42HYmWzWVSrVRSLRRwdHaFYLOL4+Nh9z7PSmct2nwqlTeNmGSdZ565p\nSJYNqOvI91IPQAH0j51x0uymbscmnU677urcfDelejHJ3Obfqo7MHEp1h/dhnAOcEwR8zgOuA3an\n53lMicT12UXsF2FLRNXN9gV2wsZWX20wbhtx0gCbnfOPbY/uqvOVk9O657swzl2Z5y47pI9xWvGb\nSfS5XM4dusYvuj2+ks59Mk07DlaDtGOxTYAP28V9z0R//4/ZwrROOz527m1i9/b9lcU+VIrXJs3T\n3is/m9khlLLC8o/Dgjib1q6dd/ZvNq19/V0F2qfW3Z+McSrb2bRz6KBxsvkS5cPAyTfBfeWa/B2t\nU+ZJguVyGcfHx6jVai4/s1arudxQuvHaz/KhQFOZkAaGrNvCSe4LWAA3u9GQZbIx8Z+KtmnNt6Ho\nGHGcuLFy7vlKDnUeWNak3oLq+/y9fc0bILz6TYOXXEv1eh3T6RTFYtFpuovF4oarruOlG4Gvsizs\nfpQAbHO99ZloYM0m7dvreyh78qMzwgRh32vYbsP/10lqX/XLN5FoNlpIxslyMt+u7GOa+46m2/vg\nWISxb3sd2xjnJvb/pwqedp6G5bRaZr/JlbXu6aY0r/sCgWWeOvfJPjnPfWlVYR6UHSediz4myM/2\n/V0YDvjGIczr1N95LHuyyiEySJ08NN/AabqManDsLmMrD/ShqLtlP8uCGxkpA0IMBLFpR7VadYEh\nngoZVsm0D7OgqbuuJmjb/E2f+6gLyTJX28jDjtOfmvlYp36xmQbN5834XFTL9H0NKx6CdfIa+co1\nQ9ZMcpDP5132iT2F1c5FqwPruvQxTnt/vgDnJnddccN6nI9tT+Kq89Wnb+xC1S070vfzfcY2dkuz\nuqBNHtfgUphb9hDaph0H3z3d9j2A9YYKYfrxnxLTtGbHOYztAOFtB8NYWhjDfwjbxDx1g/UFuMKu\n327km3J+d9FFN4Gm72+eWkZ6FOC0i9CKvLsApjJO7tT6oKjBWFqvSd2+lms+8FT3hVVHuVzOBYLY\ny1KbAFtWt0/QDJuoPlfPjqXPReer3fG3uY5/CmZdS52nvrQku9mGbaJ8b+sB+co5H9pswEgBU910\nWz6p98H5o2Wkenif1R4t49w0j31m/+6psz2ejHHqv8N2F2D9IXNgfTqTfT8fM/MxKp/ppLepJpqv\nF6YhPjTj9N3jbSaPHbNNO/6fIoBuGmM7RmHPeFuw8im0ZF+03cc8w7ICfPehBCVMI/dpnL732PXe\nw+bpY9rdC6jvYWGU+zasc9txtHZX486oGt428LTVESqYq5b12Ba2AWximmGpMbtIGC+220al4LNL\n6s5zYfZWntK83016vc+r8zXfCCNGYQHOXVin7/cfcxyfBDhpt73RXQfO/mwTSIRdR1hU2jeRLEA9\nRjqEb9fe53vq65+qbRrbTZvUru9t3+cpLCyzZFe2aTeBsE14Gxj6fr7L5z+VPSlwArcbBAua9v/C\n3ltBc5fd0NpjAOG+zY7pJmb9Yre3MMDZ5e82bcJPbXchAbsy6F2Izq721BvPk6Qj3dV2AYLb/H3Y\n+/l21DCm62O3wHV/RP57n7aPxbdJk31IjfaXZNvG9z7jFKaNP/aY7xOAHvPan3puPjlw3mbx7+ou\nh/1+WHqI73vVYGxD27Boto2gPsTDVT3Kd19hoG//Hrh59vwuQYE/NfPpfzY4SPN5ONve6zmMuV63\nr4IvbH1qANXXIDtsjfpeb3P/z4GxP7qrfp8dNmzA7vogwjQ9O5F8nYM2BVb27T743KdtQQh7j773\n1PcJ66D0HN3JhzbffAobo103Yjue27pWPYT5vCPf92FymG9O+O7H9/+bWHsYKG+yp/aKnoRx+hb+\nLhNnl0kXiVwn+IYBTJjOwr8NguuaYp49MxwOXT6nnq+t7cX0s/c5Vno//MxtzWPDwFzHxJcxYJP6\n2d3nT8XsgtQ8R9+xysBNjS9M61O2aY8X3tZIY5/mk6A0V1Wj45uIQNg80rxmn/mAdpf73+ZtPSaI\nPirjDNvJd7lhCxw+sAhzBdTCQFP/TwNJer64lpXZzuvb0oP2Yb4x2DR+u7jsm9z1p5qUT212UWpl\nzbbuR2EBEPve2/p37sM26fA+hulL8g/zou7KOH3e023nmA9gH3t+Pgrj9A2WT+fZ9Peb/m4T41Rw\nVkbgYweRSATL5RLRaNTV3w6HQ3dURiQScWeyk5UGwZcjCCzb3OdC0HsJYz+2Ft3eq7pefJ9EIoHl\ncunOW2fVCLv/aGXMvjeB52p2Uw9rgEHGaWUbn4yj763HuPAYFtsxXq9jn+YDTG2srN7VeDy+UQW0\naRPwnTBg7yHMG9xFrrDrP6wR+WPZkwWHwnapbbuPj6L7fkfNJ9qHJdzqhLJHxaZSKQyHQ3dUAIFU\nX7kAHiq6bjePsECFvW/rrlvmE3Y+uB3rPwUA9TFNGwCx472plj0IgjWXVBe/rwpNr+MuZuez/jvM\nPacHpa3utMGy/q3vunyeoG9Obvt+k1ki9JRe0KMDpy58e1SvZY38d5jrtA1AaUEQrE0QX5DH/v50\nOgUAdLtdx0J5zkm/38d0OkWhUMDV1RVyuRyCIEA6nQYAJBIJd5370jwt0IW1/+L168KwTAi4bicG\nwPUe1Q7n7Dql5838KZnOUTJynhvOMed42yBiWO11JBJx78fOWnyGj9FZS8kDr5HEoNfrodPpoNls\notVqodPpYDgcumo7nTs+GSJsbfL/+OqbS2H3bL03q6nu+5SF29iTBYcUQC1o6muY2Unh+327u/o6\nnFvg5LUp0JJxRqNR106MZ1ETYHhkLBeUj3nue9x8ASJ775Zx6nhZ9qPnMakUQpddx/2P0XwbdNiR\nGCphWDedrq2VR3S86f7r++3TfLo9CYQGgdicYzgcYjAYYDAYuOOmSRQs6+R9W0nIjqW+brvWXeaV\n9bZ28VAfyp4EODmB2K5tky5izWqU22y1WjmXmycV0g0J6zvJ92VEmT0GeYZ5NptFr9dDoVDAaDRC\nsVjEarVCsVh0LDPM/bqr6WLm+TD8sn0Ted/KLHwsKBqNugWcTqcxnU6RzWbdZsG+n39K0XXrESk7\nJEMk2wH89dq+juZ8T/Z5ZYZGKpW64THsy3ygTo+LQc5+v4/BYIDLy0s0Gg389NNP7t/9ft+doOpj\n0PremzqObbu+sACUmmqpepKobjqP6b4/KnCG7eY+nccOog7utlZq9nc5qW1bOV/aCB++RhkjkS+n\nAFKrWiwWiMfjuLq6QjKZdO46AGQyGbdAuEHoLs1xuOv4+VJA7CTyuWa23FRZZ1jASQMgyjz/GFnn\nJqbpOx2Vz1CBY9MZUHxu3KiUNNjFf1fzrQE+ewI6gXA4HGI6naLT6WAwGKDRaKDdbqPb7WIwGDiC\nse1UAL3/27Qk9MUc7POwcp3O/cdO4bL2pBon2RJ38W2Mkw/J11cTCK/64amCdEFUt/F1hLcATbGc\np/8dHByg2+0inU6j3++jUChgsVigXq+7qDv1Q97TfbROu6iVceZyOYzHYwfgZIe+TSORSODq6mrt\ndE8uZmp42WzW6V48iXSbvvXHYBY0lW3yqJRMJuPATpmmdnP3naFFtpRIJNaOmM7n845x7hJZ3tV8\ngDkejzGbzdDtdjEej9FqtTAcDnF5eYl+v4+zszP0ej2cnp5iOByi3W6HnodEsx3gtZt92HXpl2Xp\nYV6k6vvMSFCm/kevcequqqzJt4MA/h00TITXv7Euih554GtH53tYfPg29Yg/i0QiWCwWSKVSWCwW\naDabAIBarYZ4PI5cLufu765ajG8c7OK2codl7D5WoM2f+Z7KOvmefDZ6WJfVUf8YzDKaTWOhrN5q\n52F6IIC10wR8EstDME2d+4PBAOPxGI1GA6PRCJeXlxgOh2g0GhgOh2i1Wk7fHI/H3gMRfWzTFxjz\neXN23tix2yS9+TyjP7l0JF2kPACN2pFOIk46ZYDcoahV6sNVcNLddjqdYjQaufy0yWSy8RRHnex8\nuHTPo9EoZrMZotEoxuMx4vG4i0Qvl0s0Gg2kUilMp1NkMhkXLOKDv88DtrsuGWI+n8d4PEY6nXZs\nkvdj8/QSiYTL0VwsFu79lHVS4yQrn8/nbsPSIMAfG2jqZq46JLVIHgHNzcmyTXtmE+cW35cMliej\nFgoFFAqFvWqcCmZcK8PhEKPRCKenp+j3+/jpp5/Q7/fx+fNnjEYjtFotF1WfzWYYDocuaKSbga4T\nJRWaA0rdNOw8ILuJ07Ox5y7ps+ErYyJkm6lUaqeeoQ9ljwacemM6mVTvsSkZYYNuD7pi4IKsyO6E\nOrF9O6J9WBYUFCyoc/Lnk8kEq9UK3W4XANBsNhGPx3F8fIyDgwOnedpIrB2TXceQX3q0B9kLFyAZ\nsR03e0wGx4vvrSxW053UvefXH0OU3YKmMnkCXZgWqZtSWPMXYF3b1NNS7bnl9zWfpjmdTtHv99Hv\n93F+fu5ccQaDJpMJut0uZrMZRqORW1e7VMNZZmsb4fhYt+9vfJuNfUZW11e8eAq2CTxRcEg1Tmo+\n2Wx2TbPwARhBkwyS5z5fXV0BwBqgqfbCXdcK3j433fc9GYYuNDI2BoqCIFjTPcvlMlarFTKZzFp6\n0l13R2XhDD6l02kUCgVMJhPkcrk1gJvP5zfGIh6PYzqdIhaLYT6f32DEiUTCMVfVn/gePsb5SwZO\n4Ga2Atkm5yXZJpmhj22yFNenb/J9qZWWy2VUq1UUCoW1Ob8PfZOewdXVFUajEQaDAT59+oRms4nf\n/va36HQ6+PHHHzEej9Fut533xr+xcsOmNWKJDM+Jp5uv40BZSEGd65hBKmrpvvmkeKGa8x8147TM\nRHcQTYXRY3bD9DRODLJHPbSNg2u1UF/Su49p+na6MBBVF4KAMplMAHxJmI/FYmi1Wkgmk6jX6+4+\ned86LrcdS3XZCXRkMdxIOFHDdCiOiUoQWvmkSd+pVOrG4Xi6cHzj9EswyzYt0+S9+0oidW75UpC4\nuVhpJZPJONd/U0B017mh464uOjXNbreL8/NzNBoNxzi73a7LS9bgnwXMTTEAlc9sVoGvuISgqQE1\npghqWacN0gJY8wS4qfmKBh7bniQ4ZHfhUqmE8XiMVCrldiLfA+PD4U7FOnLqcMo4tTmHRtK3CdG0\nsP+3DFSDLNPpFJ8+fUK/38fh4SFmsxlqtZrbLTkJ7vOwrWZWKBQwnU5RKpVwdXWFdDqNIAgwHo/X\nQPPq6gqxWAzT6dQl8gO4UYVBMObmYxeSXVC/VJfdMk2Op0a9C4UCcrmcqymPRCIOJPQscY0oaxBR\nteN8Pu/YZrVaRTabdTrdfdmmAhjd7vPzc1xeXuKf//mf0Wg08C//8i9rTJOA6UvWt4Dpk7I49xl7\n4Hgwem/B0I4dk+5ZhcfyTv1c66LzudBDtYzzMQH0SdvKUUujS5ROpzGbzdbSPfj7NAVFnbD6IO0u\nGMY0w3ZUa2ETx+66ADAejxGNRtFsNpFIJNButx3AaeTbJ4LfdvzUtWRaEqP8TNDWhaGsgEEuuuya\nPsXdnZocF0KYFvVLCxgRqGyklkyTAUsyTn1mtrY7LAWJn8FxzGazyOfzLuCk7dduu+jDtH+63v1+\nHxcXF7i8vMT5+Tna7TYGg4FziTkPeD/AzWcYJsXo3Of3Ph3dJsUzTU4j/dx0bGDIBof5fOhZKeO8\nK1u/rz0Z4yQLy2azqFarmM/nKBaLWCwW6PV6ALAGnDpxtfEGFzbwpUacf8ddMKwu/a6L3E4cMk+6\nvv1+H7PZDD///DPG4zHevHkDACiXy84d5KK9y/jx7/hejIJXKhVcXV0hn88jCAL0+3137wDWcloV\nKLlJaSML1fLsvepmo5vOLwU8rXvOzSedTjtGw6g3N3OORxAEa41fmN2h+ibHgePJ961Wq6jX66hW\nqyiVSi4n9D7BIZVi6Haz3vz3v/89zs/P8f3336Pf76PZbLpr5zraJldt87oUPJXQ6CarGzdBVUs8\nuV6UqdtgHTfwUqmEcrnsnssftcYZZly8BwcHLqWmUChgPp87N9ImEdtIsT4gBkWAa73HTox9DbBv\nQuk1RSIR9Pt9xGIxNBoNJJNJvHnzxrFDnRi7RNl9OrF12ck4c7kcFosFDg4OnHzhY5zz+RyxWAyz\n2cwFibRxBYGZgjw3IlshAsCB83MGz02aJvVMJrlr1NuyTY6DpmzZ0l2rQWezWRQKBRSLRffe99Xn\nfAEaJrZT02TZJAM2+tzCntWuz87GIPTnVivlmPjiDj62yfdVfZhjyBQuxgyeAjSBJ6xVB+B2+lqt\nhtVqhaOjI0QiETQaDRe44KAq0HD3ouvB3ES6Hfrw7APZtx5imSddoVarhel0ip9++gnz+Rxv375F\nPB5HNpt1bvY2wPSZTqogCJxrXq1WsVgsUKlUEASBS8ifTqc3tE7gOnWL76OvWp1k/z8suPVcwVMD\neT6myUWZz+dRKpXc4iTAETiVsbMxRhjbtBp0pVJBvV7H0dERisWic9X3oc9xLdBF//jxI05PT/H9\n99+j3W6j1Wq5IIzVqGn7ela67mw6UyQSWWssolkuZJv6jAC4oCq9gFqthlqt5hjnU+mbwBMlwNM4\nwbibEECLxSJisZgTmJfL5RpD8LVQ0/xCS/k39Zncx6Sxeh/lhGg0ina7jUQigWaziWQyiUql4q0o\nuq3ZwAaDGgwSZTIZBEGA0Wi0xjSYgUBpQV13ZUqa+ZBKpRAEgQvC2TZjNN24dtWPH9JUGlKWr0yT\nrjS1R9U2qRPTk+AmracA+AJCDL6xQIGAbEss7fPfNhc2aZuDwQCdTgdnZ2c4Pz93NecK6vt6Lnrd\nCnbWK+Q12jRB2wRF3XJdo4ygl0olVCoVlEolFItFV4jwVBF14ImDQ4lEAkEQoFQqIRKJ4O3bt0gm\nkzg7O3PRcu5SnIxa/saHo+6jBWYFXF+39H2DJyfDeDzGYrHA2dkZZrMZPn/+jGg0iuPjY8dGND3p\ntuOnwJlKpdbq5bn5RCIRDIdDN46MgOri4f3zOvjKcdJGzQDcMyOoKAMlm/WB6mMD6CamyeR+Amap\nVHKbDl11gltYruImbZMZI/l8HrVaDUdHR6jVaqhUKshmszcW/m0Xv4ISWXCz2cT5+Tl++OEHFxhi\nF3crrezrWdiYhY/QqCxg0+EoxXGeqRcWjUbdRlav13F4eIijoyPU63WX5XDX9bMPe/TKIdVGNEi0\nWCxQq9UAACcnJ66hLlMXIpGISxdhieamFv028qwVIPZv9gmefB9NnYrH407r7Pf7Lsp62/QkO4YK\nCGQ4xWIRs9nMtbpLJpMIgmCtWUckElkrISXTBODcH8s86dYCWANIBVxej81y2PeC3TZGlmlqqhXZ\nOTMRmFfJRWqZJhe6uujKOK22yc/I5XIoFAqOLeXzeQfI96l4sdom048ajQYuLi7QbDbR6XQcqD8k\naOr8025SCmbWG9NrsZVqzAbhFwNBx8fHqNfrKBaL7rDEfRUN3NWejHEC6/mckUgEr169QjqdRrvd\ndt1ZJpMJBoMBADixndUcKt5bs+k6tiyRgLBLTudtTIETAPr9PhaLBT5//ozVaoU/+7M/c9oXJ1uY\n0L7JOGE0CLFcLlGtVrFcLt0m1Gq1AMAl6Pvqj1WX1OAQmSavE7jOXKDUYLtAMcPBap52fPZtlmGq\na84FrUyTUVoyTgZx1JvR8t7xeIzRaITxeOyYnLJNPgvOt2KxiGq16pgSWa09BXJf2uanT5/w+fNn\nnJ6eotvtYjQarZ0XBOyfaeocpCfok9LUG9P1puuTMtBisXDvQ0343bt3ODw8RK1WW3PVnwo0gSeM\nqgM38xELhQKAa8ZJt6jdbrtFTbeUTWB9FTlhrtm+64PDjGAUiURc9JpaZ6vVQiqVchVFmuqi47KL\n6b1qE4nZbIZKpYLlcolCoYBIJOIWks3fsxqVvlo3SoEBgCs7Xa1Wa0BL1mkLDnzM576LOUxvUybE\nRU39Mp/PO1daGxQr0+QG4wsGaTTdl35EMGbqUbFYXGOz+9A2Gd3v9Xpot9su4Z2NbHbpALaPcbcd\ni6xH54vaq8SUyWTcHE0mk1gul44UvXnzBqVSCcfHx2tFA76MhD/64JCaLvpoNIpSqYSDgwNMp1NX\n6z0cDpHJZNzOeXBwgFKp5FwfO5D6ZVNq1MXn3yjb25e7TiAkY2GUe7Va4eLiwk0KHsNxHxDXCCSZ\nznK5RL1eRxAEuLi4AACXG8s8PgUzG/0E1hcGgLUAGz+Pr5FIxFXWUFahBKCBAOAmA9Vxu435GKZu\nmJxX9Gh4UinHiLIGFy/vD7juicAUH2WbtgqNY0aA1kAntc1yubxXbZPMbDabod1u4/LyEh8/fsTF\nxQV6vZ7rAOaLoO/TlNHbZj323vQ6+DcMaBaLRcTjcafDFwoFpNNpvH//HuVyGW/evEGxWHTBtafM\n36Q9aR4njROWuYelUgmJRMJN2EQi4bQm9rrc1mHGgieZku108xADb7VOMr5EIuG0zuFw6HRJy5h3\nNQUPTkbqp5VKZU037na7iEQi7hwZLnpen7JNvie/1LXiWDOVLBL5kqpDl50eAMeZ0WitVvFFeLdt\nXmE6NnAtK2gwkLovNU2ycX1lcrsCpiaTk20ydUZboClo0hMiKFcqFVSrVdRqNZfaZBvY3Nastsl2\niY1GA5eXl2i1Wq7TUVhbt32Yb5Mi01QJQq9bX4FrFz2bzbp1nclknJdWLpeRTqfx6tUrFItFp20+\n1KF2d7EnSUfSdCHgmjUx0syBW62+tG1LpVIu/4vR9W2ut11I2iBAdRibwrQv4/sRLIbDISKRCC4u\nLhCLxdDv9x3rIZO7jYuuY8gNIgi+5HVS61ytVo55tlotdx3K/nRBqt6p781/A+sRVFZv0M3iK9Oc\nmPZE5hmNRr3177uwInsd1rPQtDMyO7p8bKpRKBScxkngV89DyylZd62apu1yzuwCTdIulUqo1Wo4\nPDzE4eHhWt7mPurSLXCen5/j7OzMBYUUOB9ST7auetjZYRY4I5Hrkz5zuZx7H6bHxWIx1Go1ZDIZ\nvH37FrlcDuVy+cZaf0o3HXjC4JDV9JT2cxEWCgV3miTrcIHraJyyBZs3phOH76spSXb3fyjw5DUx\nO6DVajmtk3mdvB9183lNu4yhMgCOXy6Xw3w+x+HhoQPOSORLelI0GnXBG9t0l+Oln6/3sVqt1pgn\nJQICtwInGyez9R+TnX2t6ixo+8bAp8cqYHLxMleSgEU3md/zejmGZODarMJqm1qTzs2WEgX1+WKx\niMPDQ6fJMeh0V23TN5ds3ub5+TkuLi7cOUEqizyk+bRk3o+tHNLgEHC9+fI4bc5HPr9KpeJIBb2F\nsGbPf3Kuupp1uSjULxYLV355dXXlWqbxd1WXAnADNBU4N+VzcgHtEzz1/QickUgErVYL0eiXxPhM\nJuOARZnvbZgnTbXOIAiQy+Uc41QG2ul0EASBa8DMcdMx1FfrUuu9RSKRNaAiw2QpJ4EzkUg4vZAB\nFybik0HZ4JHvXpXl8LPpgTCtjdVZTAnSVz1IT587wYgJ7gwCUc9kIwrq1VbXZF9UrRCqVCpu4d/H\nxbSBIeqvFjjDgkIPaRyDsBxO5lfzZ/zS4BCfXxAEbpMplUpO9qCXaDMRntJNB54BcG5yOxmAUDeQ\nzEBBSUu2OLj8Pe0hqTukfQAPyTgBrDGFRCKBi4sLJBIJfPXVV461+Vzj25hlnZlMBuVyGcvlEt1u\nF9FoFIPBAPF43FU22RI54DpP02pVHG+mPqlux8+k604QY++B+XzumiTbg+DCkvN5T3Zj5SLi5/Oz\nqFlSU2TQhy651jcr01T3XNsQ0jXXfEheDzdgHrpGwGSSNgMcmgt7X9DkBjwej3F5eenyNqltak/N\nhwBNq2/q5sPxpJTBDVTXlW38oWQmEom450YPwTLN+6yNfduTB4d8kVxliAAcQ9B0mkgkspY2QmDk\n3+uOp6Vdujvah/8QZoNEw+EQsVgMzWYTqVQK4/HYZQ3w+u5iVoMkiy2VSlitvvQBWK1WLrWLubFk\nUcB6xU9YFNynWdm82Fgs5oCVnsLV1fVRygcHB65LDhkUN0Bf1ZHVMglGdLl3BUxlRLbFngImXXOb\ndqSbMzc7VhxpFL1arboIfpgsdBtTBsfrazaba0f62tLKhzS7XnmNtsGzncu21FKLLaLRqGPnzH7R\nQK6P6DylPTnjDDPrIipI6mJnzqC6YFy4TBD2lcbp7qn2UMyTwMCjKy4vL11+JzUyskVex11MWSfP\nPFoulzg8PAQADIdDJBIJV1ig42m1RtsQhItDGepyubyR1K1SCP//6urKBfkymYwDTjJPMj9+hr0n\nZZp0fRU4GQziz/l76sHocyBgWqbJ7zkuCuS8NzLNXC7nGObr169xcnKCSqXiglH7yN7QcV8sFhgO\nh+h2uzg9PXUHsFECseP2GMY5wHHjkR185gcHB+53mY3ga3Jsdeuw9flc7FkCp3VRdPJobiRdJwIn\na9pjsdhaWok9FtjnbjwU81R2DMC5yAwS9ft9d16QBoh0HLZNHvv/qneymzs1zn6/v6Z1sts+QdJX\nosfr5/hYF17HU1kzK3AY4GNZHUts+UrNk0DlA05uBj5Nk8ySr+oe05TRkhEp09TG2NxkVTqwMkg2\nm3XVQUdHRzg8PHRlgTZn87Zuus9F5/WPRiP0+31cXl66o30fW9vUa7MaMbMQmKPMeQVgLQin61Cr\n53xr0n49B3sWwBnGLqmVkDVSyxkOh+7/VaAmE0kkEm6ysSSNOzPZza6gtM/740SKRqPodDqIx+O4\nuLhAPB7HycmJY4m8rrvqnHzVAoBCoYDVauU67M/nc5c7R7ddG91yESoTpCsOrOc88ncIZOpe8Vro\nmpGBLpdLlzqljFODRTQuJss4CaD8ngzTAiY3XOqATBAnYI7HY1ePrlF/3RSY0sZmx2Sab9++xcnJ\nCer1+lqD4n117+Hc0ayMy8tLl7vJe3hs0OS1qe7a6/VcPGI+n7vADq/JarBct9xoKM1xAwxLWXsO\n4PlkwOl7wAow6lIxp24wGGA2m6HX6zlXCsAN4GQi/Wq1wnQ6xWAwwGg0upEcTLMg9VDME7gZJGq1\nWi66zmuzKRe7mt4D34O7OUGSIDgajQDAgSbby2kwzQbf6LLzleNkX8myCBzKQFerldvYCKAMvihw\n6pj5gFNfyTBVU1PJwTbQVRddtUxtY6jPnxsQ07ws0zw8PES5XHYlnPtK1LbPgHO/0+mg0+mg1+s9\nqrbpuy5101nUwQ2SuZf8G+vNaEOVxWLhpBbWq2/aDJ4aRJ8V41Qdk8xyNBq5GtzT01PHPMmOgHV2\npawNgGMWPPWPbdbsQ6RZENj3ffIex+PxGuPs9Xouokhg4vXc1TSownxGDfqw5pyNo4fDIXq9nnNh\nFXwUdAmwdPG5eJiLp40abI4fAVDTnahBah29j3Fq3ibfR4HZbry8NqYTESiVcarGqrqb6rVsppvL\n5ZxL/ubNG5ycnODo6AjVajW01+Y+QJPzZTAYOG2T/Ta1iukx2SZwLX9Qt4/H447Rdzodx7xt8JFj\nQpbJEtggCFxxQhAEjr3ahh5/0oyT5tMzLdPsdrvu3JTJZIJ2u+0eGBeyLbXjQJOZjsdjd4az7Rrz\nWPepmQBMEO90Okin006O0F32tlqnmkbZ7XVoAGY6nQL4csgcXSwAa8yPf6eNQbgAmC3A/+PPeR9c\nOMpAbTYDNwr+rt3QrCatJZY6JiovkMESGDmfuOGSfWqk10bOuQmzI5dGz8k2K5WKSz0ig7pvFN0+\nL0osbHjTarWctmk7XT2WWcbJ8aLrrhkFCpwqfzAbggFDVguWy2VXZq2BPevdPKU9OXACfpeE56d0\nu1135O7PP/+MyWTiXHUyTi4+PijmhWlaEpmG9lL0pb481n2S8bRaLRwcHKydw87d+74TJAw8aRwv\nakyNRgPpdBr9ft/pyWRjyjx10yFLpH7I8aVrS/DhPVkmpgvegqVv/ACsATpNI/3cGFXT5LXZCiZN\n0rZ6OevaC4UC6vU66vW6Y5k8eE0PdNtnHbWSCO2CxKAQU6ceMm9z27Vx01TvhC67BugUOIFrD4Lz\nYzAYOMbJVn/L5ZcuSfw9zY54atAEnglwAjdBha56v99Hu91Gr9dDs9nEdDpFv99fi64r66R7pQOt\nE1C7T6u7CPhLQfX/93mfXLi8R8oSmiBsmeeupte9CTz1frkIGHDTZsRk7rpglEEDcGlU1Cnj8bhr\n/rFcXh99YpmnHZtN42Z/xzIZjh2ZpIK5Aiafv9UGNX+YBQQ8D51MUzVN1r6HaZq3fW72/pVMsNlI\nr9dbOxnysUFTr4uehpbOshGPHQt9fhY4F4uFa8fHzA8t1/V5YU9tzwI4rZ5DxtnpdFwUkTuuRtVt\nuojqYDbhWaOrXGCPzTj1XnkdTC/pdDrIZrM3SjD3YWHgyfFi5J06XqPRQD6fR6/XQ7fbdTKC7UGp\nOjHHNBaLuaqR6XS6xjg1iHOffD3dVDToQNAmSyZA2qi9uubU0MIAk82I2ZC4XC47VqRM8775mmH3\nSMDnWngO2qZlkADc2tLnCtwkIyrbTCYTB5xs2jOdTnF4eIhIJOJ61tJlf072LICTprvWfD7HaDRy\n5y+TkTHvTl1GBRnVvnwlg8qYwrShMG1xXxNUr0PP6GZazL4WxC7MUzcb/R1G9zV/k+8F3DxjnUCk\nf0sg1QIFDe5YrdKCTti487MVtDU1SqP0+r1ulvpsKSOonsnIeb1ex/HxsTthkSWWZJrcCHS+7ctN\n12DpaDRy7e30HKHHNtUZeY3AtVQSthHqM9QsCQLi1dUV+v0+IpGI68GrGQNPwaw32bMDTp0wejiW\nVgDZRGmfe21dJrvwddHrzx8imu67T04GpnIw13QfaUlh5gNPjVSz0ognM7Ksj0yHubDKPnUTUveN\nFV2auO5jnL4E8TDgsaDNz9Sc0rBX/h0/hyyRLJMd4QuFAqrVKiqVimvWwdpznumtgY99aZp6j1a2\nYkodmxSr7vyUYGJlHh0D/bclIPxdznFutqPRCLFYDMPhENls1gHncwJM2rMCTppqO2SfXKjWzQ5j\nZrvoTD7djH9j9RSfvnKXB6o7Nu+RepztLL4v28Q8baSbYLCtXNCyDl3EyjjJLKibbmOcm0DIAifH\niYtL05msR6JmQTOTybhKoHK57AI/PCuoUqm432GalTLNfUTPffeqkg5b3Wm/Brv539buer3W9d6V\nbPhIDZ9bJBJZy7G1KYPPRdukPQvg1MXMCalfwDpL069twLntZ/b/w5jnQzFR1XW1qYRdFPucODre\nQRCsRbvZt5SnP1YqFdRqNbTbbTQaDXS7XXQ6HQyHQ5fexUCFBitUP6ZnYIFSgccHQNtcdQvc9ud6\nv5xXLJlkXiubDxeLRVf9c3h46NrEETAZZbeA+VALmvdg6+qV5T+1hRGPMAsDTnooOmcUB/bN6vdh\nzwI4gZudkXyD5nOzwx5eGIvU7zf9exvj1O/vM4lVmvBpcPs0373Zyayuu63OIbACN5sd89XmFaoG\nzVc+UwJq2HttAk7+3H6OfcY6p8gW6W5Tr2TT4cPDQ5RKJdTrdcdAGbRgKalPk31I8FQ5Yl85m2Fz\nf5fr0df7mn1+ShL02T0nwKQ9OXDaQWLzhkwmg2KxiMlk4koSmdpid58w0Az7HeuK+4AkzO6rhVqG\npWBlr/ehWYVlnvwZgZMt2jKZDCqVCiqViitEYHpYv99Hr9dz50PR3fIlltM0oKDXYa8r7HrDxsXK\nD9oZniyaDXJzuRyq1arL0aS2yVMXqXvavOCHZpph5tOEgfsFLh/7HsJcbo4tu/OzHwC7v1sC9RyA\n9Fn046Qp21FmwInvAxiab+KEufCqy/h2310ejO899gWkD21hn6GT02qenMB0V5mUzMYaBBfWvFPP\ntHl+Vh/T123Xt+nn+qX5vHrKJRdjpVJBPp93Lnm9Xndn21DzZKnlJi3zMRew3WDvMlfuM9cf0uxm\nrU2Mw5qlPDV4PjnjBNYnBSf6YrFAvV7HarVyeV2Xl5cA4Eot7+LSbgJN34S08oDvPW5zDZZlUjsj\ns9Ou6o9pm1x2HnOQTCZRLBZRKpUwHo9xfHyM4XDoSgDb7bbLS2W5rI+BhqWDhY2jXeQWPGxASw9r\n4yFt6XTaHdPLM7qr1ao79oIMk9kFD5FmdBvjvemJkGTM3Lx0rt52Dupr2M98m9w+jWPMsWdJK6u0\nWJWlgcrnYs8GOPmqqTGcLNlsFqPRyDVH1eT2u7jMFvgsaNgJGcZmbwuevl1Tcwjvc8zCfSzMfeKr\nZXHaC5Mdbdh1fTgcIh6PYzKZuOqPsGYaNurtA1B7HcDNIJPqsXqEBruws92bAiaPFfExzMfWMsOM\n10C5wHZE5/XddQPf9Bpmd/ks32fbzZm9Y7PZrCMRvpNBnwt4PgvgpBEM2R2lWq0CAL766iskk0mc\nnZ0hkUhgNBohEonc6Oh+n7SMsNxCGyX2RfPvwji5GDKZjEu45uFUejbOU5gyO10oBM5EIuFqia+u\nrlCpVDCbzRzTZL4hv2dHKib4ayWPz5XfFijgBmMZJl1yPQ5YD/0KOx7YV/3z1AuV90vXlXp/oVBw\nDWJU77+rTBSWCuYLvPHn/NvbfqbdBAmYzJ9lF/3j42PU63Wvxvlc7FkBp4IK3UMNEvHIW/bqswv7\nrm6zLkwbzdecQTWdSNb133YNvt3Wnub3FJMkjHkqkOm4sHdiPB53xyTwcLbpdIp0Oo3pdOqqQIbD\n4VrDYF8fzk3AqayXDJOd38l+eQyJnqPO13w+78ba55Iz9W2TK/uYpmuBup+tjb/Le/LVtylZ4LTE\n5D4gbV/tOs/n866Dvq9xiv79U9uzAU47oNyJIpEIvvrqK6RSKZydnSGTyaDX62E0Gt3IebTlgbt+\nrgIYz8mmtqcVPr5WZPzsbZ9rJyoXLicLvyiKbwqEPbapi0zmGQSBGx/W1udyOSwWC1QqlRud1vWV\nJYNaU85iAKtd66LmIiLg+Y7QoMvH77kwFSi1CYyPbT3lmCvbB+DmJJkmSQSPIVHyAOzm/fiIAjds\nbh6c93rcBeDvTHWbe+Pcp7yTyWTw6tUr1Ot1vH//Hq9evXLZDny+z+G5WHty4LQPXB8qd9p8Po/J\nZIJSqeSYDAv/bZ36XRmnakl6wp6WEur724qGXT/X6jsMDvm67NgxemzT+7VjzHvnfZCBrlYr50Zy\ncfNwNjJNC5y+5htqVsskE7GHthEg+T2DKJtq5O296b0/B+P1bponu1yrvTc77wlmbGdovSybBnif\nDBJ+JtOPSB60rDVM738uz+XJgdOaTmimvNTrdcTjcXz77bfI5/NotVruvBUuQgYcdgVP3dm5yLLZ\nrHt4dBe4kFmnTf2OEWPgelLdBjw5SVmZwt13Hycj7tN892U3EbIeMlIeOqclkb4acg0SKWBa4LTu\nJEFDo+n6qv8fxiyfI0iqWdkqnU67ucLST97vrs0+rOzBTYaBWH7PZ0Jdmv02NaZw10wSrrVkMola\nrYZKpYJvvvkGr1+/xps3b1w0nZvgc/G6rD0r4FQdRXdCRj6LxSLG4zEKhYJrv8ZyrbtGuZXdsskF\nE3Bzudwa42SnH7rudGHuwnh9rtJzTPQF/MASlgML3ARSvtrgGoHVaptheZ0cGwVQZb2+n/Pv7Pvs\nco/PwRTofPPkru9nPSwG1kgW6NFxU6OcomsM2E3Pt14W5YdsNusayrBVn+/4Eb7Pc7JnBZzA+gBR\nb2En6Ldv3yKZTKLdbqNQKKDX67kzcvQQtl0YoE5Ipq6Uy+W187FLpZJ7j1ar5brQt1otRKNRDAaD\nNZZ0lyijAoH+7JdkPkDSjAPtN+ADyDDADPucMPYY9r39+1+C2YyNXcYnzHQ8VAJjbiuLAdghimyz\n3++j0Wi4xuEA1mIKt/1csuRisYh8Po+vv/4ar169wjfffIOTkxPXUd+XhvTcbK/A6RvMXW9adzDf\ng7Ytz8bjMbLZrOs4fZsou11YfKh6tky5XEa5XF77O56DzknFQ6rIOm/DOHmvysS2Tcj75M757D4T\n0v6tj4HaZ7Dr67bPvO3rpuveh+37udj31TmiHYNu6y7z1Zc7WSqVkE6nUSwW106QpSR1VwkpTB7Q\nblT07jblbd71uekY7fPZPzvGSbOgFolEUCqVEI1G8atf/QqZTAatVgsXFxcYDAYYj8cOwHbRYTiI\nFKnz+bw7vfCbb75BrVZDuVx219DtdjEajZBMJlEqlZzb4jvoy/e5+jPqRVdXV65Z82g0cnmOTLcC\nbrqZYe+57T6fwuykD7teOzbb3s/+e9PvPZXteh++v1OgZL/WwWDgerYOBoNbHwtsSQg9rK+++gq1\nWg2/+tWvHHAyA6LRaLjCjPF4jCAIXNXeLtF1rmEbRX/9+jUODw/xm9/8Bm/fvsWrV6/WzqR/jnmb\n1h6UcSqI3Id5qh7DKNxoNHKaZ1iU/Tb5lNR3qHHyS6sz4vG4i+zbQ7rs7rgNJFSAZ0s5bSu3633c\nJ6cuTEu8i237W8tIw65nl2vY1+/cxXYB/02/t8v7EzipoRPIxuOxC4juCpo+70pd9UKh4Jgfv7+6\nukIymcR8PndHqNDNtkww7PN92qY28WD6HY9VtjnMd2Wam0jLL4Zx7roQNhkHHvgSZQeAw8NDxGIx\nfPvtt455ttttFwG03bF9dF3dB+7A7Patx74SFNmhabVaoVAoYDAYIAgCxxJVY93GPCm+z2YztNtt\nAMDHjx+xWCxwdHTkUnoSicSNMeB7KADbn9n71Pvdlwv0EPacrmWb+bRHn3artouOzUAZ6/vb7TYG\ngwF++uknXFxc4PT0FO1223vK5TYQ41zPZrPuxM5vv/3W5VAys4RAnUwm3eZ+cXHhXPZtUXwfYGoU\n/Ve/+hXevn2Ld+/e4ejoyKUgaeBrH/ZQEgrwSIzzLszT/r1qJLpbFgoF5HI5TKdTb5Q97H35andh\n9l9kIjwfPt+PB6qRkTJh3aa8bGOJZBQ8HqTf7yOTyWA0GrlgFXDdMcr+vTITfbXjbCPRYVH7bXrw\nfe2XBIrAdmbpC3TZ56C/69u4fGNCJsnGxTwFtdPpuIPz7Hnq28zOc1vqqxojiwZIFrSKxzLOsPli\n2Saj6IxRkOVmMhnvMSR8n9uYT+75xQBnWH/FsJ/tYtZd544ZBAHevHmDWCyGRqOBTCaDTqeDwWCw\ndgQFsDlopRIAc+QymQzS6bRLoNads1qtIpFI4PXr11gul2g0Gu5Yg22NZrmwIpEvbdeCIEC328XV\n1RV+97vfodVqoVgsolarAYCbaKxi4ntQY1qtVmvpUVq2yDHj3xLc+WobWWxKBv9TNl8AS9Oq7Mmp\nvqNdgPXTDTTHlOPO50qm2el0MBqN8N1336HVauH//b//h1arhfPz8zXPSsHamgKYrh1mj7x58wZv\n3rxxx4NQ/+Spk9Tgm80m8vk8BoPBRkZoCQnBlmD59u1bF0N48+YNarWaIx/7qhDyMX6+MrtjH/Zg\nwOljM7dhnj4NRSeBRgSLxeLayXh0J7Zpjvr/mlPpa/jBQadOw92Y7NRGHbdpQJzwbHrR6/UQi8XQ\nbDYBANVqde2MnoODg7Vx5sbABcRCgKurK/f+HCdGMpmzR3atSeO+Z+Ibtz9WQA3b6HyMklIL9UdG\nobUk18pFmqSvJY7cuPi+PFeo2WxiNBrh8vLSSVG9Xs8dWOhrEK3m86rI/uiSkyRwDvO6gC+SgZYg\n23aHYazZfp7WopNp5nK5rd2Pdp1nm5jmJtnkvrZX4Ly6utqqpd2HeVrQZJ7l119/jXg8jvPzc5cy\nRFZntc5ND1rZgAVPPuBUKoUgCByw1Wo1507pqXz8suCj2mQQBK5+m/mhkUgE5XIZvV4PxWIRb968\ncQUAvHbWgc/nc5fH2uv1cHV15aKfBE7KD4VCAZlMxiUas2MQq1C4cGzLsj81BrqNWRIg6TL3+33X\ng5Rd8Olma5kiWZWtp+d401thmtunT58wGAzwww8/oN/v4/T0FJPJBIPBwIG2lQRoPkJAr4rs8uTk\nBIeHh65HKctUVRoiMUmn02vguolxco3yXtPptDuT/v379/j6669dziaT7vcRRdex8DHxIAhcjGQf\ntlfgZCOAsAqOu2qe9u9UO2GbMFb7jMdj526EaZ121/T9n36vv686KzvUk835dJpNTAa4LtecTCYA\nviTaLxYL55Lxs7LZrLufxWLh3DWykF6v50rkOGl8wDkej5HL5TCbzVxbONuT0naI2vUZ/ZLMPhfL\nUhQw9bTVyWTiAGw4HKLX67lUIZ59rlKRBU6OM4GTkgmBmc/z7OzMNYlmqpoNfG5iUVZn1CqhVCrl\nwJAeiYJmEARrnpZvPvgYZxi7zeVyLh7BKHpYlP6+TNM+u7DN5b62V+Ds9/sArhvNcrKQ/QD3Z57q\nNrM87OjoaI15Xl5euma6VusM+3wdcN9AsyaYE5CsrVKpYDgcotFoOKZhSwt9ZrXK4XDoRP9kMolm\ns+l2a04+XsNyuXQ9Lsk0h8Ohi9TzXrRslYuFE5gRzpOTE5TLZRweHroJbg8oC1s0fwzmc8PpijOH\nksyS5y3pefOdTgf9fn/txE/1dFTvs41JVN4hcDJLg57EYDBwHaVsBylev88UMFnrznOWarWaO6CO\nqUBKcgicBEzb+CZMklJCc3Bw4NjtV199hXfv3uHt27c4OTlxgSGf+3+X56clvAysUb5SALUFLfex\nvQLnYDD48qb/v1sbBMHav3VHAm6f56mMk+9jo+zUT3i4GwHEap766ls4vsgo/0YlA4KMnpFCbdKy\nXbtLUtuiq0bXfblcotvtOhZ6cHCA4XDo7l9ddbpu4/HYuZIqE6hGmkwmMZlM3KFqBGoWDxQKBczn\ncxdxJVslgKoLr+7abZ/jU1gYw9SsBB+7HI1GGAwG6HQ66HQ6aDQaDjzb7Ta63S6Gw6FjhNyo+b4c\nJwKOBVAFztVq5Z4J2ybaJjbbdDu7uSnbpD5PENwFuJRBWgnHbqAqa9m+D+yzqd7ZJklvl+doNz1q\nywzUjkYjp/s/a8b5r//6r45pxuNxVCoVp6vQHfRFdHexTaBZKBSwXC7x9u1bBEGAi4sLp3VyB9e/\n5/upka3N53OnY9HVIggqODB1g+WfTIyfTCZrnX6A8Dp2ddd1x6Q7GIvFcHl56Sa+vh8nia+Lur43\nsB7R1cbJKtjX63XUajWcnJygVqvh6OjINV9gloEutvumjzyVhQV6GKSjG85TPBuNBs7OztBoNHB5\neenSgtR95jPwHQXCcdENxwdAvCY+R9tByj7XbaCpWSjauq1arboyx7DzfHSeK/ByA+Xf2Hvk/7F5\nx6tXr/D69Wt88803+Oqrr3B4eOi09ft2AVOmyfGnTMLOac1m0+WkBkGAv/3bv73154TZXoHz/Pwc\nkUjE7Sqr1cqBJSt77FGrwGbGYl0BHyCQ+ekONxwOXT9IlQl8+qZlHDadxJfwa5N79UTO2WzmqpiU\n6dJ8zFNBlH/Df3OT4O/bRc9rB+AFTo43gwo2IsyJx4AGI7fj8RjT6dRpUxokUE13kxb6VIC6SVu2\nkfHZbIbpdOrYZbfbRbvdxuXlJZrNJs7Pz9FqtdxxyIPBYM0t950lz8+z8y2MsdlNNCw/d5Nrbj9H\n8za1gzyJjU3PCWNzADYyTvXCbBS9VCohn88jm82ufW6Y97fL87TPkQUolLuazSbG47FL2idw7tP2\nCpz/7b/9N0QiEcdOXr16hXw+j1/96lfuTBHNTbSTaVdTFkj2tFwucXh4iOVyia+++grRaBSNRgOx\nWMxpnT4mwAegwj/PcidTVeNDI2Cz5rdSqbiEZbJH/axNOaXqWqsLaWUN39+ESQr2c3wuXDQadeV0\nlDvY8KFUKrkqKkZg6/U6yuWyCzT5ggvPTQPV8dCFxobK4/EY3W4XnU7HMctPnz45wOz3+042sVVi\ntzlszn7vGyP9+23P075nGGCSTFQqFfelJw3wGnSDV8mK96YeiwVdPneSB3os79+/dzmbh4eHLjB0\nnwohyzQXiwV6vR7G4zF++ukn9Ho9fPfddxgMBvj06dMacP6X//Jfbv15YbZX4Gw2m2uMMxqNYjQa\nIZvNroGR78xqYHONt898bjt3OlZDzGYz11hXtQ6729Pttbl4rESiqdsdiVwfgaGRSj1My8cELcug\nhe34YSC0aYHZxavvpd8roKhrSHBQkKErO5vNnJ7MQgGrg4Y9z4cC1E0bkvUoyDAHgwEGg4EL9Hz+\n/BnNZhOfP39Gt9t1uZTD4dDJODZH025cYddym2v2vYbZNqZJj4ipQXo0i50H/DwLnJw3Vuvk3xEE\nKV/Z42B46NptatG3eQzMYZ7P505nPj8/R6/Xw/n5OQaDAZrNpusF8awZ53fffQcAzo37+PEj0uk0\nzs/PUSqVMBwOUalUsFwuHVPjw/W575vMgiZPMVStk4yTO5LWk/sYJxfJYDBwjEo/D8AaGDKvk/ey\nXC4xGAwQiUTWAkQEbAXPsAepjNPe76bft//e9jtkwRxH7szxeBzdbheJRAKfP392HXPy+bzTP9+9\ne+eYKPuWavmcDSRtuv59m2VtmoPJCq9er4dut4tPnz6h0WjgD3/4A5rNpsud7HQ6Tq+mlOELHNqx\n3XQ9wPpGcpu/C7MwpskoeiqVch4CsygYpCFhUaCkcYPRs7V0rekzVhZKT+Xdu3d4//493r9/j7dv\n36JSqXhd9du46co0KZG0Wi0Mh0P867/+K9rtNv7v//2/6HQ6+PDhg8uEUO15n7ZX4JxMJg40ODiz\n2cyl6pydnWE2m6FUKmE+n7vdkPoIsO6GW7PM1E4arYrgrjcYDJBOp7FcLl3EWv8WuA62cHeixsde\nn8qKbaDH6jrpdBqz2czJB+xr6HPnwphn2M98dtcJ4ZMGAKwFmYLgOljBZ8oNgQ0mWCJIlk8NLSyA\ntC8GumnMbKScgR+277u8vES73XbAeXp6ik6ng1arhfF47E7j1C7/m2SR+1zzXW0XTZNeENu5aZUb\nvQIFJRrBxkbzAb/WSc2bR88QQOmR3KZCyLfJ8xp5LfR+WE11dnbmNGmmjdE7Uv1/n7ZX4ByNRgCu\nH+ZoNEI8HsdwOEQ6ncZgMEC5XMZkMkG1WsVyuUQ+n0etVnNapU1d2rYrcdLQHde8zl6vh0gkglar\nhXg87srZFLQ4sHTdGBjgRLPuiD1QjO5JsVhEJBLBcDjEwcGBOy6XOyRwXVm1C/O0tu8dU9+T40Fm\nwb6ms9kM0WgUw+EQ8XgcjUYDyWQSP/74IwqFAt69e4d6vY5vvvkGh4eHePXq1Y1WYWHJ9PtioD7X\nVo97oO48HA5xdnaGZrOJ77//Ho1GAz/88AN6vR4uLy/d+e96eJzq0ncFy4cwG5CJRK7rwumOsyKI\n3Yfq9boL0nCd8VkDWANSbjRKIrh5aLoRjcB8cnLioujs6l4ul+/UZ9MnJdE1Z1f63/72t2g2m/jf\n//t/o9Pp4Oeff8ZkMnE5zZuqq+5rewVOdf34ULhDBMGXhhar1Qrn5+euXHE2m7ndUV0BGxjZxkCt\n1kkwIxPiGUWcGGpknJwo4/HYldRxQnLS2B2Yk1dr2K+urpDNZl1qEYC1GnK+2p1e//+xzTJQYP0k\nzyC4zjGNx+NrjSCYSRCJRFzeIe/fRuAteIbd7yYmYn9mXTnqsswKaLVa6PV6+PTpk9My2+22c/WY\n12rTiu6qXT6E6XiorMVxZRtCAmc2m3UVdVo2aT0oZebA9Vog41ZtlxurAjZjGso2qX/7Kupuo21y\n/PnZfJ7NZhPdbhdnZ2fu4EamHvI5+mSVfdqDdkdiYIU3vVgskEqlMJ/PXafparWKIAhQKBQAwIGo\nTSEKG3CdREEQOJZI8XixWKDRaLgIMlOjdGDJOIfD4RrbJNASAAigukjpGrGyp16vu4omtoYbjUaI\nRqOYTqduQ7FRfn7dNkC2T/PJCMpEtaFuPB5Hu91GOp3G58+fUSqV8Otf/xqHh4d4//49qtUqDg8P\n105l1DZ9u3oUm66Rr5peREmGgNntdvHjjz+i0Wjgd7/7HdrtNn7++WcXTSe7slHy58AsaZYgKGBy\nXpLVVSoVpNNpnJycIJvN4tWrV8hms+7ndJ05z8jKgGvvazabudQsVkVR741ErgOiJDnVahXVahXv\n3r1zUXTbZ9Nq3jSda/oz9RwI3nTF/+mf/gmNRsMxzc+fP7t0Mkor+gyfPXDahc9FR4Cg3tfv9xEE\nAS4vL11rNrK05XLpyjQtKNr3tp+pOg8j7DyjiFqn5nXqhKHGyWoRuneMQurv82/0GjW6rqA5HA4R\njUadRshINYC1XZ7gZB/yc2KgKrKTTS+XS3Q6HSwWC9cEN5lMOgbKSiYG2sLqovVzwjYPyzB1gXHB\nX11dubrx8/NzdDodxzQvLi5u5GH6GOZzAE3LMPm9uuZaukkXnKliPOKalXS+Jh0+bZOel6bmUeIi\nyBK4fX02C4XCDV1zU5qaT+e3z9VuhBcXF2g2m65PAOUE6w3q+z5rV92aTeTmA7i4uHD6I88Rqlar\niMfjrus6d8VtNe4KmgBcovhqtUKtVsN8PncL++LiAgBcOZsGERg86HQ6rjkGF/RqtVrThjQVgztw\nOp1GLPblONV0Og3gy0FXTMniuS3xeNx9FicpgVvZznNloGQlZM6xWMw1ke52u8jlcri8vEStVnPd\nxd+8eePcOA0eUZIB/IE/ew18tYyEaWSDwQCj0QhnZ2fodDr43e9+h2azie+++w79ft8FJ1XLtAzz\nubjj/F5lKM41zs9EIuECctVqFZlMBkdHR07bTKfTqFarSCaTyOfzDujoOXHe0bj5kI23223nFjMl\ni2uNOaLZbBaHh4d48+YNXr9+jdevX7vTKm0K0jazmiY16larhcFggN/97ndoNBr47W9/65gmiY4v\niPeQtlfg9CW06oBp8IGtuWKxGDqdDiKRCLrdrnPbgyBwAnRYErh+BhebMkA9o4jC+Hg8dlVNFgxY\nG8zI6mAwQDabdS6mTly9Hss6gS+CeTQaRbFYRCKRwHw+RzKZRBAEzmWfz+cu4ERJwweg28DzMRb7\nJgZKVjkcDrFardBqtbBcLlEoFJw8o+d0cxytju17vpbl85VuJhnJbDZDt9vFYDDA+fk52u22e2VT\nYBZCWKnmsUBzF/Cw8oXOu2g06sCI8ke5XHZJ5wRK9m2g5k7906dvEjg593T+U/9lXwSOG7DeAJyM\nU7vF36cgguuRGmu/30ev10O73XZHiVCXtscVW+/0tlLQrvbgwAlcTwYCAhdau93GdDp1Gf/sNkRR\n2wYWrJtuP0OvgS5EqVTCyckJxuMxjo6OsFgs0Gq1HMvkoPOaKCMwgZ2Ti6687SHIz+Z1AnAgMZ/P\nXUJ8LpfDeDxGPp/HZDJx987uRtw1tzFQ4Gndd77q89S0JKaCZDIZTCYTlMtlTKdT1Ot1LBYLFItF\nrFYr57qTeW4LHuhYWA+GteMfP35Eu93Gv/zLv6DdbuP3v/89hsMhLi8vnQxja8qfC8P0BTq5GStg\n5vN5HBwcuMPVeB66ZZiFQsEFiwhyzLsEbia6a8pWv993KVuXl5fOJaY7rDXprDA7Pj5GrVZzOb1h\nbRZ9pkxT1xubp7Aw4YcffkCz2cTl5aUDdNUz1fv0aaf7tL0Cp6YoAP6yP9UsNZrNNAJ28GHklkxs\nE9v0/Ux1GJYS5vN5V8XAfESdPNzlKDSnUikMBgPXTUYnge3wolIBI43szsQgE+v26dpOp1OkUimX\nWUAWzjFR90N1OGV+YeL6Q5vVkRTsmUnQ7XYBwHW1LxaLAOACeNq7gBNeN1n7eTYIRJ2SumWz2XQ1\n5WSfGmn1Vfw8pG3a4PV7n0tOoOM8IpEol8vu4LNUKuWCkQTMYrHojsig5EUA1s/XOa9r0B5DPBqN\n1lKSLONkwMl2PgrbCMMkGJrVrMfjsavwsuct6Rj6dPKwZ7AP2ytwMiCiAQS7s+vkoHvMlmnNZhNB\n8CX/EoA719wmyYeZDhYfLFlntVrF8fExRqMRcrmc29FUL+OiX61WiMfjLitAO9ZwoukBVhrsYGDr\n4ODAaaPL5RLlctl9JnVXdnJhisV0OkW73cZ8Pke/319rK0Y9zgYyLIg+pulzVukBgJMj+v2+k2MS\niQSGwyFisRjy+bx7tgRRX2NbvTcuGA0Cjcdjl8DO83m+//57xzS5GSmwPwZo+swHIpZhEjA5v1hX\nToA8OTlxWmYqlXKAmcvlXFBUx1IZJtciNxACJpnmcDh0QRfW6bPTkJ4sQOmAjJM18Mzf1ewJvd8w\ns9omr4su+uXlJRqNhtsMCeIA1tac3Xz4+WGe8H1sr8DJQ8Y4EJzouuiB6wmjOZvAutZoa4J9tomF\ncuC467KGllFGslpNCbJaJ5P31eVRbU7ZnnVL+P/8DGWfmpbFUzPpwvPEzmaz6SYPF78mZNsmIj5d\n56mYJ3VMJtDzkK9ut4tYLOaONlHmyfexTAW4qWlysTP7gU06Op2OK6/VSLDVMx+bafpcci5mjZJb\nwKR2mclkcHx87AAznU6jUqnccMkJvAqYVlLhfLdMk5p+r9dbY5uqb+q1a0cy7SYfVk65C/NTEqMV\nX9pYhZ9PYsS1BVx7exxL2zthn7ZX4Pz1r38N4DpowIai1JY0Xw6AC+BwsLUvIgdMI4CbNE6aPlx1\nJ1g90el0XO9M6pg0gvxqtXJRb5YXAtdJ7GQu6XR67UHxnnTXs9eqSdpM6WHH7+l0ivPzc6fXDYdD\nd9ZMp9NZY08AbozLLoGkhzDLPAlWzF7gJlAsFt3Rymz2wgVpj2PWcdPo+WKxcCkorCD59OkT2u02\nPn/+7I7S5RzalND+GGbnQJiGSeAplUpIp9N49eoVcrkcvvrqK+Tzebx9+xaZTAa1Ws254lw/nOv6\nOZbFad9WxhmUaTYajRsNMui68++0Lp1B13K5vFYtdt8+m5oaqIUoxA4AN2QHkhbqwOwzynzwbZ7q\nXezBgJOgQPdU9TtWEnFnZDSOqRLbBt23g9Ms89K8TgadCoWC0y5VR+VEA7CW1xmLxZyLmUqlHFsG\nro8c1aYJnMgKArYKihOauaVkoExb4mdGIl9KV7kRcWIpi/Ld92MzTx1/ZQ5kNcre+/0+otEo8vm8\nY+UENx8IWBedCdl05ciSdomcP6Zt0jO14ocaZjKZdEUDb9++dWWtuVzOMU0yTK200/llZTK6tD6v\njlo+A0JkmhxfsnaOI6+ZoKTapq8e/bamc1m/OCe4XrkJcI4TMHO5nEvRokyn+u4+ba/v+O/+3b8D\ncD3R2ZGo2+1iNps5JtDr9VzkjC4baT93iTDmtCv1VzmAEfZyuYxarYbDw0PX6JSMGMDaQuPZQaw0\nIvOkC8r7jEQi7vfIPvm5ZLwaObYTi5ODk+HVq1eYTqc4OTlBv99HPp9Ht9tFJBJxuz+vTSPvPtB8\nCubJ8eD4AHD6GA+iY5MXBsY4+ZXV6PjofJrP52i32y7BvdfrubzgXq/nFryv/dtTmmWaZEIEHWaT\nfPPNNyiVSvjzP/9zd8opE9rpHiuL8nk0+kUPgL9H0KR7zkYZFxcXa0yTEhGLVpTdsSNYsVhc6yZv\nA6i7gqeCpAat+Oy0eQ+BkC46c7+Zy5pKpVCpVHBwcIBcLufW4L5tr8B5dHQE4JpxcgLn83nM53MU\nCgWXb8cdj4yDOwXzJrVn4F1NJytddjZ17XQ6yOfzjgkz1QJY1+rm8zkikYhLZueBdAxqUErgrqZu\nu10o+mrdKuY4AnBNQpLJJAaDAVKpFLrdrjt7iEc2cKz5Hvr62OYLVKnYz+etxzd3u10HlqlUykkz\n2mBXNxXeN/Myu93umh7HhOkwwHxq8ATWMz7I3Hi8TKFQcEf2VqvVNReYbrCvBSNNpSwNlqiXQymM\nTFM1zbCzk/hZvngBGWcYMbjr+iX54Lq9urpyui+D0JQ3mMvKQFmpVHLdmnwezD5sr8D5/v17ADd1\nPDJP5vi1220X+KAGxUgrE2q5s25LkA4z1TrpqrNm9+TkBMPh0DFORtc1zYGuAHWySCTidl8y1Ol0\nCuA6bzMIAnfdvAbVhSzz1OvkImc7umQyiel0img06k48ZAVFIpFYa+HHMVd7CpCw4KmbDwDHmBuN\nhgu+McOBC4LJ2up6MjjB6pVGo4HxeOyO0G23204PI3BuCyw+lil48blzI+fiZqVPpVLB119/jWq1\nirdv3zpWR8a1CQQ04k0PiJ/P/6dMNhqNXCCN9d88boKnalJTVAAmiOXzeVQqFZTLZdeFaVeZ7Tbj\nxvtmNWE0GnUdxlhcosn/DJhphoHKGPu0vQInk5r5EBn1orvLfo7xeNydpkg2EolcH7lh62rvApi6\nYHS3ZHpSpVJBvV53AA7AyQe+6DUXP6tj6FoywGRzNskMNJLpu05ONLpVnPCazrRYfOl3eXV1hVwu\nh+Vy6f7ft0D0M55C67Ssk1qnpigtl0tXHMANh20IfYxTU7mYIqOHptkourLNx7rvTdq7Pm8CIBc3\nuwvxix2OfMfx+t7fd38+nZmNbHgcCOUNVgjZM5T4OZZp0kVnXbxvrd4HPLm5EAsoU+hai8fjLlWL\nua38PWqbXIP7ZpvAnoEzk8m4f2vElw8in89juVyiVCo5kV9ddmo3TPa9b4ROd3q6RXSHxuOxq9oh\ncGrTYZ14QRC4oIMGadh/lOxvPp+vAajqSz6dTScaGSsZKYGU+Y7VahUAUCqVHDPldSk42gX1FFon\njYtPPY/FYoF4PO6yA9LptOthqpFiHTNtE8ejEmazmYvWM7dPk7Q180BfH8PspmhBk/NRizP0YDNq\nhqxH57qw77fJdNNSTZNpW6wIItOkpqmZL3qtZHIkHMfHx06XVVdd7/+uY8fPZNYKyRXXn81xpaei\nKVkP5aLT9gqctuuQThguYjI4AgrdUgKFphXcpkFAmPGzNaczl8uhVCrh6OjIASgAlwJBwNTuRfw3\nJxYjwdQj2byDpZbqVhBEKVJznFQ/4ripsK+Cud6PunxWx9o2Fvp8HsKspqhBCpa1EkBjsZgDQ0aK\nNTjE9yLwklWSefLVd575cwgIqVm2aAFQgc5+qUdi/9YGVjgGrJZipgH1YFZVseZ7OByudRfSXGuy\nNkbzy+Uy6vW6O2JYe27eJ5pux0mj6ACQz+fdhhiJXFflafTcVkmpi/7sGafVEsii7Ctd+GQyuRYl\n1gYQ3GXvwzj1usjm2LmItdMMDgHXmiV3adXIdFFqDiZzPlerFQaDAYAvUeRIJOIixrpz6rj4dkUF\nTqvTWdD0AehzMh076sUcg0Qi4XI5WV3EBWg3E/49wZFBRwIw097C0rSei/meEb/XQJr94u+FPWcb\niNMiAYIjK29OT09dFF29LhICBWgGo7Qm/fXr1zg+Pka9Xncao31ud52H+rkA1s6w4npRYqUBM11L\n+5IMNtlegXPTRfp2SD5wuqbc7XwR6Ps8DBW4uTMxUMQdmbs0HxIDQJyI6rrrNVNuiMW+HEMcjX5p\nI7dafenJycYgdCvYAIFiv7JqXQBM+u10Ou4AMWp6ChSbmFWYxrlNH9uH6fvagJtmMMTjcdc3IEzT\n9rEpggM1PP6fj3E+JHhu0jKt6XWp7stqqmg06lK2qMcvl8u1+RKWzsb75+bEIoFms4nBYOAAs9Fo\nuNpvrUHXQhDNQmEg6Pj42H1peaX1Cu8DWCqtcZ2SPFng1FdbdKIE7hcHnLpIuYC1plRfCVbcXQHc\nAJX7XhdBk9/n83lEo9E1d5waJ19tFx1eo97ParVyojXbp2UyGcxmM2SzWUynU1fiyWoLuj/qXvAe\n6S7pMQHD4dA1cbUttSzDuq3G+RAaqII1vycb4qTm2IdtkGHgqSChJb3PETTDwFMDZtyg2+22S91j\nExg9fsSW/Fp5RxufsBcCMw/6/T5+/vln13JvG9PUQGqxWEStVnO9Nl+9eoVqteo9I32f6zQSiTgJ\nj8/QlqdqPf5t9N992N6B07eArdF11hplC6i+AbnNwPhYFt+b2s1qtUKxWFzrRsSF3Wg0EIlEnNtt\no+028KGaJuvK0+k0xuMxUqkUWq3WDSFb3QyOCRcVo5xMvfn06ZOry9Yo8i66nmWeaj6Q26fpNVnm\nyeepi5bXu+m9LIBaL+YhLQwsw76n6RhQdgiCAKPRCIvFwgVpotGo6xvLFBvb7UhJgG7oy+V6b9LJ\nZIKLiwtXLMAgkJaj8no00q/llCcnJ3j16pU7DoPapp7Pft90Hx0zXfccLxrB2VfWvMv82aftvRYp\njMHYwfEBJsGDv3MXwAy7HqXwfC/VPgnkANYWJr/ntfLfumDpthPMWDZ5cHCAdrvtOnBzAWjTEHXB\ngGvGSeBst9uYTCZoNBquZp2t72y+omVZYRuZPh8fQ7W/c1ezjFfHT6+L2rZezzbwVO3zMQJCdv7e\n9ncUOCORiNv0IpGI6wurrQY7nY47F50BTYKasi2+J4GTwTaeDc9KIOZODwYDRxQ4dlwbmu9MTZOd\n3d+9e4dqterOLtI86325x7ou1VPl/+ln6av+7S+ScdLCmA3/T9mGLlQLuvsGT702giQrgMrlMgC4\nZHzqSpeXl65ix7I8Xre6jboo4vG468LU7XYdw/RFAHUREIQ1d5GJyWw+ogE1HyDZZ7Fp7Hxu7aaf\n7ct8c+I2nxG2aOwc2vU9b+t6b2Pqvp9xjmgZL9kne9AmEglX6MCNlhkH2+YNJRw2WGGqFpmtek5k\nb5zvTNdj8++joyN8/fXXODw8dMcLh50nFDaGu5reCwmNfS+VebaxzIcG0Ac9c0jNB5AcIGWaYWx1\nHzuKbyFopQ8rDTb1/4xEImv5nrxmDU5wQah+52v64bsnsiZKAARIvuqZ35vYlm8yh42hHXufDm0t\nDIzu8nzs5+n7+94v7H7CxvM216Tvscv72+vXa9f/9/2uaosMkNFdpxtMoOT32gtB5xGvSTtJaSDN\nzhv+jQaCmKdZq9Xw9u1bHB8f46uvvnIloHrEcJibfBezz943xvpMNj2bx7JHA05rvsHa9LsP9bkE\nR3Y9YoL2/9fede02klzRQ44im5lUnOQF1g8eww/27gf4w/0Va2PXgD0D7EieIIoUU1NZ7YfBKR1e\nVTWDWmHtvoDQEiV1V1c4dW4sAIiiyBnIj46OcHJyguFw6OxIoUISuiA0nMROMB9jsXY8es454UOA\n6bNV+hh7yAlj7xX60nvPY5LRL9qu0ipHzXO1/cwxYJt8fTRrTvjaOwsctF9C5hI7tnb+sd28anqv\nAqT2nV59qjLv62uX/r/mytdqNdRqNezv76PdbuPt27fuiGfWsNWklIcKgUvbKPn9U4GlyqMDp495\n+sAkpHJaSWMmac/Vz6zRmXYkZrIwhIgTh2X8NUUt5KjwLaZFrvb/0+4X6isFAhv7qQvOLjbflX9n\n+9Q+2wdAfC4Zi88b6ruGgF5jF23bVBsIgWdoHvCaBk7q6FLQs/1hnx3qKwKmVjLybXwhcLdtDf2t\nhvrQdloul7G1tYVms4m3b9+i3W7jzZs3qFarruIQbfJZplbOGg/f7+b528eQJ2OcFB94LqpeZfFc\nZZ509lAtYbHWXq/nSpgx3IOFJ2j/tAVj1cE0D6jq92mfhdRn+17K9qiWaQFpXQjKnjRkRrNYfGE/\ndvOyDJNAadXPUMGT0H2s00DtegzFYXwn1VVloL4NxgIKmZheFeD5XPYLbYostkIAnMVy7Vj6xs13\n1b7SPiF4c/PXK4GSDHNtbc3ZK5vNJqrVKnZ3d1Gv17G/v+/Skjc3Nx1p8Nk0swbNecw/T8kyVZ5U\nVQf84TDzdI5drFkwT145SWgI58l9PC+61+uhVCphOBxifX3dC6Bsj1UbQwCq72DfMfSz791mgScd\nVAwn0awLbTPtYgQFdSz4AFTboCyIgMkIAr3OyjhRTUAZKm3iNuhbc+GZ0kmQU8as97eAyf5RR546\nYvSZtEsylZR9ssz4hZioHV8CpO3rJLk97E7Ble/EuVwulx1gskByrVbDy5cvUa1W7xRM1vqf9t6L\nyDwbSdo9n5phWnlyxmll3t066+cp82RWAhcMJ12z2US9XneHWvEaxzG63S4mk4kLAxmNRu48F3rB\nCaLAbDWdskhfhMwffC+1aTHPmHGlGhalDgYGSTMnnDnQmuJI8FTAJEBy0dIBoaFYGvxvN08dC+sY\n4SImUBHEmBjACAR6kjXDiKJmA1beIRtjGqHNXCG7ZZ48y7CxQr/2hY1yWHYcKb6f9Xu+D9khbZI8\nX53HCfMMo62tLURRhHa7jSiKnPOHp2Rq3YC0ze0x5LmApcqTA6ftFN+k4ee+/3sI5kmhmsNCJCzG\nzPPC4zhGo9HAaDRCFEUYjUZYWVlxVZNYKYlMxcc4tc33AU39Hx9TIfsgQERR5IqdMBWUC4WAROA8\nOzvD2dmZq66uAKpqMBcXF6+yHL2WSiXXFlXVrerK3xHUbSgO+5PAydAb1i9ldgwTEhgNAUyfScUT\nCBifaNNiOQcYYH56euqKbSs754Zi51IW42jXhW+MdSOgB5za0s7ODsrlMvb29hzTLJVKaDabLuDd\nFlqxgLkM61t2Todsms9Fnhw4l5Ws7aJqQ0qS6fRQZaEEAJ5O2Ww23VEXzNAYjUb4/PkzRqMRjo6O\nMJlMXCk0Hlxnw0OWYSazxKdCM32PXlQyD6pmWsOQLI0si9EETOtT4ATg2Bltw1EUuYBqAqZP/Qtt\nIMqi9KqZJUlymzWjsa8EUntWPftaTRdkmHrl7yhaE3Q8Hjt2qtXtH7KMmYKXzwyiZqXNzU3nDeeh\nb7u7u45hau0EOkBDgLmsav6/Ls8WOC2DpOiO61NlQv8XGngf+NqdXdU1sgwesqbHgpyenqJUKrnj\ncAeDAW5ubly2Bm1uetSpz/aWBXj6bJyaHVIqlVCpVNyRDcxQoXOMbbXM0wKnqr92ETM1j8BJQLVl\nyHyecOCujdNnE1XVWKsnUVW3Kjs3K1XVaVLg1ZcGy82DTI6miuFw6FT6h1JlLWj6VHNlmFEUYXd3\nF9Vq1Z2Sub+/72ybDKxXO64NMfIBZpZMcx5H0KLPfEx5tsA5S9JUmWU72wIm1U9e+TlV+Jub6QIf\nFxcXKJfLTpUfj8fY3t7GcDjEwcGBY6B6GBYZqI3XzJKB6jtxI9CK3gROG3ZCCTmLNBQHgFuEBEgy\nOAKSr2ycgp81YWh72e++Ra3gqRsTbZu8ajEQipYv1C/eW+2oFxcX7vc8ttaeJ56V+Bimzj0+lzbM\nra0tlMtlvHr1yh0nTNV8c3PTbYw0k6TVrsx6A8jCBPXcJFPgXKZD7jNAIcYZMqLP2x5rR0oDVNoE\nCaDr6+u4vLzE2tqaO+Z3OBzi5uYGg8EA19fXGI/Hd8qi+byyae87r/iYt9rCeMZTqVRy1citJ1mD\n8TVuUgtEFAoFB5xUxfmzT8W2m55vs1DzCdttAcV3DxsYT8DUzYn/o/fVK9vAe6yurk4lPVBVzxI0\nLbubxTB5MFmpVMLu7i4qlYqLv3zz5o1zAumJjxpFMct+ucw7hUByXp9F6H7294+NNVYeBTizanBo\nECxoPpS6ZJ+n36ttlPnu5+fn2NjYwGQyQbVaxXg8xtbWFkajEf7zn/8gjmN3cNlwOHT1GUMM1G4K\nIfGxcQsm1o6o3mWGsFgQUbBUgNd7ECjVXmbjMH3t5dU3tnZxayC6714KoEmSuEpYmn1l+8mCB+9h\nw6+0f7JkmfbdfAxzZeX2KFx6w1++fOmYJm2apVIJ7XZ76uAyH8MMAWZWkub8TCM9913HD41DQMbA\naTNK0iRki6TM+twC16xOD+1caW3zPdsuLgKLPpfqK9VeVoKnt52HlVnnhe+8dBsXOC948u99Xwqc\nymZsXKMFOssKLRvSwHF7z5AKmLa4dCwswM1iKPq+aq+17x/STnSzKhRuHWU2XdQ+axGx7xBimARO\nhhfR+aMq+evXrxFFEba3t6cOLlObdSiAPSvw9AHjrGva+tX1tghOPIYpIFPgtIfX2100tLuHxA5E\n2s7lA7WHZKB8jj5PWRwAF3fIoOzz83OUy2VMJhO0222Mx2Ps7u5iPB5PMVCevEkGasFUwdM3SXzv\nS8ZlYzPVO24D229ubqbYnQUHu8itN3YWaGrfpY1VaB6ljYmKfQffu8wSy7o1ISCUDKDtSdsQ9Iub\njmWYW1tbKJVKUwwziiLn9OGZ4pVKZcpLzjloveRp/bWMzAuaPpU9BJr6+9DzfBgRWhu+oj3LSqbA\nybQzO9Ht4vGxNJ+k7Sa+iTiL/uv/LTNhfGzJfmZtnxsbGw6AeMQGD3VjkWSCJOMQeaKmHqClTCk0\nyUKiTJMAatMpbXwp2zwrE8aaMNKuaf0aepdlWZFlj77Nelb/hRY++1G/fMx+1vz2MUyydoa+MTVS\nnT8hhknbZygCIdSHj8U0l2Hlac+z11Aq8ENIpsD58eNHANMB14wdVCeBdRZYj15I0jpiFt1/SOYJ\n+I3qnLR8Nr3LV1dXzgtfq9VwenqK7e1tjMdj/PrrrxiNRvj48SMmkwk6nY7LhmEQt2WF86rvSXJ7\n1g2ZJ1knT5rU+/NdLEhQQimVHO+bm5upeFjbT9ou3zVNTZ9nnqQBnb5LaDNlf2nevn5pdIHeg1+h\nuaft11ArjX0lw3z9+rVz+qgNs9VqOWBlKBXvUygUFl5by8oyoGn/Z952WYBUm7U6LX1OwCRJ8Pvf\n//6eb3srmQJnt9sFcAsYNEhT7fDlKusgz9oZ08BhHtDMinmmCZ+jYUxJcnuyJ4HoxYsXUwy0UCi4\nIsWDwcDlvzNjR1VqBcrQpmAXit2JtXCH/bL/a4t88B4ETuZ2A7fmCQUl/p32t1XH0jQJfR+rsfjE\nvqt1jFmm6HsW72P/3vaV3sfX1rSx4dxnHzK+cmNjwx2Itre3h1qt5myZ29vbdzJ9yFSzyPRZRO4D\nmr6xT3uGnbtJchvlYWvX2iiKh2CemQLn3/72NwC3XlYuKFax5vERtVrN/cy8WmUqvhqEvC8wn9r2\n0AwzTXTBaJu5SAgm19fXLvuEB7zV63XEcYytrS0Mh0N8+PABo9EIBwcH7ggEBqPTZpmmmijY6GKy\nAErnFENuisWi+x0/p12ULIv3ZMGQUqnkgus155uMdFb8pi8US9uu88H2rYqycWUiPucbMF3sQ+db\noVCYYjP6pZuIqtoaOM9+VlGVvFgsumyqRqPhbJiVSgXfffedCyuKoghbW1ve2gKzzt95SrHv7tME\ngLvlDO0Gp+OnGWKTycQ5V9XJatcGn/Pjjz9m9m6ZAueHDx+mJhGZJXfHer3u4hvX19dxfn6OtbU1\ndyyvD0B97MKqwFZmsRFgtld/EQkBljJdBUx+TjBRG2ihcHvY23A4dId2jcdjrK6u4vT0FC9evHB1\nG3WCWZXdso4QC9GJrBXCqY4yR51XgifvQ3sc1czz8/M7Od/qqdf+0QXjY4AKlJwPoZAafRe7KXAD\nsHGzvD/nm44P+9eyS8tWLWD5wIvf+1IlGY8ZRdGdakW7u7solUqo1+t30kF9gKnPeow1MOt/7YZu\nN0vfBsfxslXsCZh6LMjl5aVLJqHGZtOafRvyfSVT4PznP/8JYHrCK4DyZEcWe6DHkIUmGo3G1NUy\nU5tPa+1nPgnZme4ri0w2n3qqC5aAenNz44qJRFGE09NT1Ot1DIdDtNtt9Pt9vH//3uXEn5+fu8li\nJ4kyIT6Huejr6+uusAVVRAKaMjIWtBgOhxiNRhgMBq4qEHd1mh04vqurq3dSLfm5Lerhs1Vp3xIU\nCDJ6XlMosN4uRFszk0Co4T7sB7ZTgV43FBv/ythXFgVeXV11Gwo3RP69NWtw7rP4xu9+9zvUajXH\nNAmYXAPzAOYic9a3yT6U2GexTwmU1HJY3YoncWqxFn5Oe//FxYVjmgRKptSGsvCylEyB8+TkxH2v\ng2udRJyg1WoVa2trLt1vPB5jc3MTFxcXzhtNGw7/l+wNuF1Y+ky9UtJsnPeRWfcItYNt59+oClMo\nFFyhjVKphOvr66njYpkbHccxVlZWXE1IyxhDKiQXnwa7q41ZgYdhSyyfNhgMMBwOMR6PnedfVfa0\n4h6aF+0DTl9Ij41lJKClHVxm269Mk3UzOYcIeqVSyR2doloBx0TZsG2bL11TWTtFw4y4uTBQvVqt\nYm9vD/V63WUAMbxIK0nNYpjzzk8faGYJLmn3tkyT48KaAmdnZ+5k126368xTZ2dnDkh9xVsUiNUE\nkNYP95FMgXMymXg/V7AgkBIgLBNdX19Hq9Wasve8fft2Ku+2Vqu5Ba/31+8X3UHt4M779/Y5ac/1\ntdPeR1X6q6srd2RsuVzGaDRCs9lEv9/Hv//9bwyHQxweHuL09BT9ft8BnU4eAguBrFqtolarodFo\noF6vo1aruWpPBFUNhSKr7ff7OD4+Rq/Xc0eHcMJbVqVVxzWTSAGa725ByYKTzhfeR6/WMaLjoyYA\nfkawo2mBanC5XHZ2RuDWycWx4RdBjGXooihyhV7IvjUygX3CAHbWxXz16hVqtRrevn3rVHMelsY0\nWF9+/7L2S7s5++blvHN31jOsmcoK+4bRHN1uF3Ec4+DgAIPBAB8/frxT14Fher5EEaupzNve+0im\nwOl7AR9VtrYrLjAeiTqZTBBFEQCgVqshiiJcXl6iVqsB+HaImk/9ntfGY9toP0sDznl3L21fGiMI\n2UDZJwBcyuDm5ibOz89RKpVcaTN63wl2wK26TYZC4KSKvrm56arp8HMFN7JIvRfPcj89PcVkMpk6\nc8l6ldXJ4rNJ+vrbfilIWIeKrZbk8yjbOahzjuYKhhPx3enEZIaQb37xeaqmsw/X19enIieSJHGb\nCFl4s9l0tkwew1utVl2BYfoDrPNnHobpm6N2Tmv/+uah794+AJz1dxY8fWNC8wnncLfbRa/Xw+fP\nnzEYDBxw0hxlVXH7biEb80OAaKbAyYWuTAJID0wtFAruSNTRaIRisYh+v4+1tTUcHx+jUqlgMBig\n1WoBwFQVn7W1NffcZTsqtHj1M/t3KqEg/3naYSdryAZ6ff3tjHaWNZtMJmg0GhgOh9jb28NgMMDB\nwQEmkwm63a5jnrw3Pd6VSgVbW1totVp4/fo1Go0Gtre3USqVUC6XHTAwnpNgqSFGvDdrc3L3940r\nr6E+8fWzT2wf26svnC0EvLSVcxNi/OqLFy9cpSG2U00c/JmLtl6vu7YzgqBarTrnGe+hpwdEUeSA\ncn9/H5VKxdXHpN1fy7z5QGBesWw+bYxC4xT6nvefd35rlAFwm8U2mUwQxzEODw/R6XTwj3/8A51O\nB4eHh4jj2Dl9OMdCNksdZ92wdd5kLZkC5+rq6hT4qPcyTSXji9NeR6AA4GpdAsBgMHCLms+yssgk\nS2M8oS8r6s3WwfLttLMmn/6sk61QuD3/PUkSrK+v4+rqCpubmzg7O3OhTDzCgYZz3pN2vEql4goY\nVyoVZ2ejGqlsLUkSrx2U91SHiY3v9I3JrP5PE+0T24+6YEKAaW27/F8yZuv4seCsC48sk+o0tSGG\ncNG5x/8n02y3266gcLVadZlALChM+7CPnS/LNPXLmi1s3/r6zse49bM0tV9/75vnugmPRiP0+330\nej10u10MBgPEcexsmDZzTp9l2+ybF88eOPf39x1g3tzcOJtEqIhFaPegqsijCoBvhTFYYWhnZwc3\nNzeoVCqOUc0rvkHUyWWDpfWqA8h7qNqo9je+yzw7s767/VkXL0Hs6urKhf3wCI9Xr14hjmMcHR05\nQzrfhUcp8GyZWZXfVe1ngD7HkXUoWSyYXuQQq+HvQmOxiNhFrH2k39t+I4OjhsL5VygUphgobb3c\nTJi+qB5yOqno4ImiCOPxGKPRyM13bvy02zOgvVQqORsnY5q5IYbO9rkv06QpRU9f1TnML42dZp9Z\ntr1ouyx54P8TA0ajEbrdLj5+/IjDw0McHh6i2+260xLs0SyWgCij1DVI+zDHj++WpWQKnFRf+MI0\nlCsQKpDoDmI7hcwJAMbjMdbW1jAcDlEul3F2dobNzc07O5CK7Sh7fysWQG0MoM3r5n04WEmSuMnP\n51jWOKuN2hYLuspA+IyVlRUkSeLUyziOUSwWXf+wvZxEXLiVSsXlQGtVdtumjY0NXF5eOmbFup1q\nE7V2S9vf9nv72bzgqcxd2+m76gLXBWsZJcGNKjJDirR0nAVO3k/NUNwwNUSL96hUKi7EjoBJx5I+\nw6rmvncLiW+jUiKghwUysoAZYvp+nK+cX7yvVbXtGPjaqH3tax+dQ2dnZ27jiePYZcnZJAN7P+0b\nq1HoCQQawpWlZAqcf/3rXwHABap2Oh3EcYxPnz5NVf6J49h1CnAbNgDADar+bjgcAgAODw8BAMfH\nxygWi9jb27sTsLxsB3FwNIuGGTr06HGgyagBuPzzSqXiUuFU9QLuhk3NKzo5dNFyspOx8AiPy8tL\n7O/vO1Wdi4YgQZWdHmXNcVaWvLa2NgW4hcK30KhisTgV69jtdh3TYn/ZsCJrrshafJuMZZ0ENrJI\nRhPs7e2h3W7j5cuXaDabUyyc/aWqHucHCxnT9OE7f0nLwel5RiGGac0Qy4qGeFFL0BhIFtHmvOBG\noSeQ6jEiZNmzQHxezYoa6eXlJQaDAY6Pj3F0dISvX7+6hA8CZ5pWSnZMhrm6uuqicZjPv7297fr+\nWQMnVXUa3YvFoov5W11dRRzHzrYEYAogKdpJZHYEMto9ePaNTlSVNHZnWYvPLqTquh7GdXZ25gaW\nzyb7AuA8tDQfWNY57+Ty7d76mXWWcGLTG0z7p+aec5GwvVwYdgHz+QTQJEmcHa9er+P09BSDwWBq\nDHQMNaPJN/FDzGERCansPqeRggOZHp1hZN6VSgVRFLksHlvM2bJX3/21H6j60jygMaxpxZ0XVc99\ncxfA1PzlZh/HsStXqMBJpg1gyrfA2gp2A/SNwayfQzZOto1fNP2E5o7eWzdFdc6Vy2W3Ae7u7rrf\nPWvg/OGHHwDcngjY6/UwmUzw/v179Pt9/Pzzz+j3+y7vmoeYhTqJE5GM7+TkBKVSCZ1OxxnhQ06i\nkFi7ixV+xpSt09NTxHHs4hf7/b4L1NVQFlbkZnwew0vUfnRfI7UFNqpVXORMGFDbrC5mtV3ZegB2\nYtuFT1vd9vY2ms0mjo6OcHBwgOPjY3Q6HYxGI4zHY5fTHqpVacd6WTtnCDD5bmw7C2fwKFzGTDYa\nDbx588Yxz1Kp5BIyfCxc+0Zt4da2q+YUBUhrM7yvhqTiMzMx6+vo6Aij0QiHh4eYTCY4OTmZsn1H\nUYQoipzXv1C4TWQgAZhnDNLErjUSocFg4JxBo9HIzZtQ4LpuWC9evHBx30xPfffuHer1Or7//nuU\ny2W0Wi23aT5r4KSNk4UQisWii8NaX1/H0dERisUier0egG8qPYApW4adpDohbChMmjd3Hvuh/l1o\nIvt2bg0AJ4Mgk6bDivYVDWAOPXuWWMZj7XZqi6K9ynpRdZf2XX39zkVP5s/oBjrszs/P3XsRYNVx\nlFYgWZ+jz017/9B4KUipE422LjLKVquFer2OdruNer2ORqPhWApjWgm6loXb+aN2T9t229e+/rbv\ncl+xwMn5OhqNMBwOXTZOr9dz/U+NAoBTdy3js+8UanvaerNi26hmnrQNVVV0OvWYwMDQOl6jKEKj\n0ZjSHLKUTIGz0WgAuFUVaHcrl8uI4xilUgndbhcrKyvo9XooFAoubIYqcYh5MnmfgbKVSsWZAEKU\nfhFRRkbQ4PfcwUejEY6Pj3FycoLBYIDT01P33M+fP2NzcxODwQDNZhNXV1cu9pQHofE59x1En1pE\nAAuBkv5t2gLg/wK3+dZU6ZhjXavVEMcx3rx5g+FwiE6n4+xV4/HY9Q1zj8kkfJ5d22a9+toYUpXp\n7WaxGNY6YHV0lmTjlY4yPVvcZumkaQgh1hxqs/0+a+E8pdrb6XTQ7/fxyy+/oN/v48OHDw5I2Xes\n61mv110aKzc5DeXKiiUrAWJGUL/fd8kUoThNPl+TCTY2NvD27VvU63X8+c9/RqvVwrt371yoF2sP\n2HCyrCRT4KR9RF+eOemrq6tot9soFotot9sAvjl5AD/zBKaZltocaV+zBvlFxTIZH4vhoHFiKutl\nFSO27+zsDLVaDUmSoN/vu3enjct62ZdlnhSfjdB6RENMfF7GoJNO34FjzQXHvPTxeOwKlFB1JwOl\nbdg6kdJsWrpQrUquYUbqiCFw1ut1B5wszUbA3NjYcJlCevJjiIWHxiPN9rdoX88rPtum1cq4gfV6\nPfT7fRfiw8gLquBRFE3Z7LXP076WeQ+201fGcJ4kCjJNjRChU6/Vajlzgzo+H2qzyjwAHphW9Xhl\ncPt4PEaxWMTx8TEKhYJT25V5+lKqkiSZsnXW63VnAmC40yLOBjvpCRC0a9E4Tg85WQ2BezQaObvM\n9fW1Uw/jOEalUsHNzQ22t7dRKBTchkF1MKQG3ld0ksyzmYSeb80BysbZJ1dXV6hWq7i8vMTLly9d\nkQYuThYH0XqJtAvbgrOhAGd9Jy6cQqEwdZKAFv2gZ5hqJ7NxbLERPY9Hs3TUsz0PaM4jD8UwgWl7\nKwHz5OQEJycn+OWXX9DpdPD3v//d5X1z02IfXF1dOaABMOVI0zqqaWFni7aV2tt4PMZwOHSFOxQ8\nKRp2R5smmWaj0cAPP/yAra0t/PGPf0S1WsXOzo5zBulGCGQ/DpkCp2+3TZLEGWfL5TKKxaJTYXnt\ndDoAbpmndWrwPtyt9LgHq97PsiPq/RQgQkBBFU6zZ3TX1OMTisWi81p2u128ePECg8HAldDTmLL7\nME9ff6sssoH47hP6f2uzU3siC5Iw7pP2K6plzDW2KrvPkRWyP4eAU8sWatEYDYQmA7HFQXwMM+vF\nltV9fPZgzn0yetrge70eer2ey8Jh6TX2NceM9yFAqo13HraZNgd9nxHk7UGB6uOw4047JeOIm80m\nWq2WY5osVOOzUWfZ/yoPApx61YGp1WoolUpIkgQ7OzsAvqnrSZKg1+shSRJnS9RMHd6PoMmdqt/v\nuyDtRRmntjlJpvNpFUjZ3kqlgslk4jyOSZI4MGBQcaFQcJ5+APj06RNWV1exu7uLlZUVNJtNFAqF\nqRqYD8E8sxY7ruwrsvP19XW3mdAerYDoA0j+vdo4bWiafb4v3IgLi1dlGvZnq4r7FtZzHwtgWj3n\nRsSyf//617/w9etX/PTTTzg5OcHBwYEzLVFor+Zmz2Bxsk861XwgCtxfRY/j2HnSWaBGx14Bs1gs\nTjHNer2OH3/80TFNZsFRM/RFQ/xmgBOYZg1KuQE41aDZbAKAs3keHR0BuPXahlinPeJWY+j4N/Oq\nWiHGyXbbKjhkWHwnG5pSKHxLGWXQfrfbxerqqqujGUXR1GLOgnmG3i2L/09rk9o/dfNhaJQPIENO\noZCNU59t41dDQJoWOZDGnkJ98NQSYppq92eFITLNfr+P4XDo6qbydAGNBiA4qWruiyoI9dU8fWS1\nQWWcGrfJ++mzfDbNVquFdruNVquFarXqagFodMuybV1EMgVOKzrh1YZI5gkAo9EINzc36HQ6LvaT\ndhAWrWA4DHdY2khOTk6ccZv2t2U9aAqeqsatr68D+Fbe7urqCvV6HYPBwKl9AKbUToZh0UG0trbm\nPO7MdKrVak7ltGmaz00U0PUz3Xh8Dim7YPRzis+BFbLNpi2GWYv7MRbSY4j2KzUyVhj6+PEjjo6O\n8NNPP6HT6eDXX3/FZDLBcDh0mxjnHMeMTJMZUMx+I0GwGtF9+kztsKPRCCcnJy4e2jqm+FyC4qtX\nr9BoNPCXv/wFW1tb+NOf/uSYps+m+Rhj+2DA6WN0PuaZJAmazSZubm7cdXNzE0mSTIUo6P3Uu830\nLJ9jYZl26udkMbSLad1FBTw10qsjC/hWnISxq+vr6+7sIIZKaMroLPvsU4mvHbPaaAHXB5K++y3a\njhCQ+v7muTNLK2k2TW7WVMP7/b5zDDEcjDZl/o+aozj3eGwIzUdp9k3KMqo6MB2/6YuKUdBk25gi\nS7tmq9Vycbk0J/hMXg89rg/KOFW0U4Bb5slMl3a7jclkgq9fv7qK4+oEojBVi6l/9XrdHfoWUvWW\nEbaTO3QURbi+vnZnAHE31BqkCt43N9/OUvn06RP6/T4qlQo6nY6zlTJrg+oS+0ivvzXxtX+e8Zh3\nzBbpl99qH/rEqrpcA+fn5+h0Ouh2u/j555/x9etXvH//3gW9U0W3xKNQKLg4Ry0zyDoGZJv37UOf\niq5l5FjjgKo61xzb0G63UavV8O7dO+zs7OAPf/gDms0mtre379g0H4tpUh4cOGcxzyRJsLm56XKh\nLy4uXOA8Q4LU+wdM71y0cd4nnpPt9E0wa+u0FdOt2qrACcCdmU4bJx1aZ2dnLixE7cDPmXmqzGrT\nQ7R9mXs9x76bJWlMkyCk9RvoGCLT1EI06nTRMaEWRbapdQuyYpqhdmtWmbaJ9+da47EkzAxScM+q\nDN+y8miMk6LGeuAb8+Sxwd999x3K5TIODw+xsbGB4+NjFzupjgROmvF47OwkPLbAF0C/bDvZviRJ\nXLwoB7JcLru4QVXZ9atYLLrsmcPDQ4zHY+zt7SGOY9TrdRfCw0Bda+v8LS76ZeT/5T0XFcvYOPev\nrq5cKbbDw0N8+fIFHz58QLfbxcnJiUtjVOBUx5rWIGXKqfWkZwlGbD9D1OjI0ipIwO1JDsy0e/ny\nJba3t/H9999jZ2fHFe9gHO5TME3Ko6rqAO7sMLr7aeUa1uC8uLi40zm6e2ls2kO0l9/74jp1h9a2\nkTFy4vLQM4ZaMbOGzIDM2zLm3wLzDMlvqa2/FVFPOtXeOI6nqoZpxXSdiypcczqXQ170rNuukQCW\n5Kh2x4QFnlKgwO5Lo3zs+fbojBO4G17Csla1Ws1l3FxfXzu7IqsoabwfDeNZOIjSRENstLDAxsaG\ni+n02YPoxeQkZoTAly9fXBRBsVhEvV53NifrULHmg1z+/0TVXFXRmVL55csXfPnyxTmFtDKVL5pB\nHS9knSHTU1bzjs/XNEtds3wW28Zq/FtbW9jd3Z3Kp9cjpp9yXWSf/T5DfHYT3Wm42/g8fBSrEmfp\nFGKbfG1WB9e8+cw2fERj2LQizEO8Ry7/e6KsU+2Flmnq31vxzefQXM4SnKy9M9QuAug8aZ9Ppao/\nOnCq2AG0DhhSc5/6oGCUFYimTRyrrs9jY9H2EDR5xC4LldgjAvh/ueSiYpknN2BfEWBfwQyKBSe9\nPgSL03Zo+60/QtumOMA6Eb4A96eUJwXOkDxl58z73LS/s5PFd7Xf2//LJZc0SZtXi8g88z3L9Thr\njvu00ecCliqFJF+pueSSSy4LybNknLnkkksuz1ly4Mwll1xyWVBy4Mwll1xyWVBy4Mwll1xyWVBy\n4Mwll1xyWVBy4Mwll1xyWVBy4Mwll1xyWVBy4Mwll1xyWVBy4Mwll1xyWVBy4Mwll1xyWVBy4Mwl\nl1xyWVBy4Mwll1xyWVBy4Mwll1xyWVBy4Mwll1xyWVBy4Mwll1xyWVBy4Mwll1xyWVBy4Mwll1xy\nWVBy4Mwll1xyWVD+Cx9RYMJCLCiPAAAAAElFTkSuQmCC\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 24:\n",
            " beta = 5.313e+00\n",
            " objective = 7.266e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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gHo+LfX29XiOTycDv98sGGI1GnaB53djbsb7OruZipDdhbfZ8Whsju14sFiiVSuKJHo/H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\n2E0vR8N9qC/2HjmB9GduKy6mqQGEHTu73a60PL64uEC1WkW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PtARrW30IeXDGqVVzqnzv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SUT1+NLxxVjMlmQmOxtW7wm7ais7MVwmaOjIwmjcUV83GTu6PHXZeMuLi4kbtOq6PcZ9sXx1JWj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\nUmLgjCWWWGJZUmLgjCWWWGJZUv4PQw3TsxKmeBcAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 25:\n",
            " beta = 5.713e+00\n",
            " objective = 7.301e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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7Tdpno9EwGTXZbBavXr1CPB7HarWyOo943X3cBxoRc23JvQ/A8J3yfVLknNj8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ruG6wRgHG6yr7XcgBLVExFrZCwXOh1xwMfYTgY0LxYLhMNhzOdzU3eVbU+48bWiktQNDwKa5vSa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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 26:\n",
            " beta = 6.144e+00\n",
            " objective = 7.448e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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rts/nrs/TauHq/9Ov2ghwJmPWm5+5UE25wLx//W98L58vAyH5fB7dblfKZG02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\nRK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 27:\n",
            " beta = 6.607e+00\n",
            " objective = 7.289e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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0OK4TvUG50agMi8Ui2u02vvnmG1QqFfzud79Do9HA6empEOQkwm9DdpufsUKR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\nrkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 28:\n",
            " beta = 7.104e+00\n",
            " objective = 7.632e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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nJyeS7scg6nmc2TLHCLwbd6t/Z/59nrKbtUGsTNdZJpVpxs87QG/y3GcpTauf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snT4Uh6kvUD0xveNNMfUnmS7K/VaqjVaohEIkin01MB5asQIk+dd07HRywWw+npKU5OTlAqlVAq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\nJRaM3nEz3lOHccwS/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cGBBHjTtmfaqB4D9OFjSu3AZLnq0/z9oUETJ58vABweHmI4HCKX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\nsI5UYZG0tg8AAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 29:\n",
            " beta = 7.639e+00\n",
            " objective = 7.029e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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3iy5UFl6vF3a7HT/60Y+wtrYGm82GbDaLL774Au12G41GQ9BpLBbD1tYWVlZW4Pf7x2py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\nLly4mBIucbpw4cLFlPg/oXcqGSBcyWcAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 30:\n",
            " beta = 8.215e+00\n",
            " objective = 7.251e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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WjeIhd5NgBL+XzIVyuSxJCy6XC9lsFpFIBPV6HclkEjabDYFAANFodKQA8bj7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q41G31/2idJH18wGEQwGBRWQ71eR6FQQKPRQLlclh49ZnUhvTFMMOTrJJqmFn6fTq3U90/3AAEz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\nrkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 31:\n",
            " beta = 8.833e+00\n",
            " objective = 7.249e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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dGeeSdLFKpSI9l7TF+brX4Ri1Wi0cHx/j8PBQsM9QKIRutwu/34+1tTXhOJ+U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GVCZN\neXldGbUefD4fYrEYgsEg4vG4rBEqTt0WWjfqKxQKKJVKkinGzU4rNhAIIBaLCb5JZTyNzc6srkKh\ngM8//xx7e3sol8tnZuFMUghPMIdfp1zq59VrYlSmke5ewAOcLvoHH3yA27dvIx6Pw+12T6X2w3nl\n6u/g/xcOpMvlwsbGhlhMhUIBX3/9tfybA+90OhGPxxGLxWTSjKmVGsti9SBaRZdhcQIvsU7mA+/t\n7cFutyMSiUysWvyoTCJiu+FwWOhQwDcuO/CNdUiriqKxY+J7xE0p9A5IeaLrpcecvMarStE0eh5U\n/MxUY2k4vjJKSw+BQTQyNqrVqihOBoRobXKsGEWPRqNYXFwUC1YfjtPENpPJJHK53Knu76RFW5w6\ns+qs5ySExuSXVqs1lDVIXPjBgweIxWLY3NzE4uLiUEWk77zFqcnqzFq5c+cOVlZWEA6Hkc/nEYlE\nJDedtBqHw4HFxUVZ/Kwkb8RAGVWn8mw2m5c66MQ6a7UaAGBnZwfz8/N48803BTecpGjF6Xa7EY1G\ncXR0hGg0iuPjY2QyGcGMucmMlqcOwDGIRVeeOB4VJGtS0pIFhosfX3Y9T60wjRktXq8Xbrcb4XBY\nNi09loWFBQlcMMOKhx1xTWaFsZLP8fGxFCdmhfh4PI6VlRXBNs8KllxU6MkcHh5ib28Ph4eHyOfz\nZ2bgTFL0WqM3clYBE61og8EgotGotKPhfbOH109+8hOsrq7i/v37Qum6amyTcuWKExjGG4l9AEA4\nHBZKTK1WE75no9HA3NycuFfM7hg1adz8rMCtC1pcJg7Hhb63twez2YxyuSxY56QtEm1pud1uBAIB\nLC8vo9/vI5PJwGQyCVVFl43TPE4ttB45fnT5SZAn2f7o6EjwPJ1RY+zRPWklynHjocl74P06nU7Y\n7XYEg0FJqdSYnA6YkXlAbJ0BIVKQmJfOMWblIwaXotHopWCb5G1+/fXX2Nrakgj/ZVr3+nAaVSyc\nBpHxnghrxONxWTO1Wk08g1u3bsHv9+P+/fuCa141b9MoM6E4gWGlQYCZVeKDwSDa7TY2NjbQarXE\nZQe+MfvZ2/wkxcmJNRLhL8tdB4YV5/HxMcrlMsLhsOSUT0KMATdaQkdHR1heXkav10MikZDKNHSN\ntPLURT34O46VrgdgMpmkolUgEJCKQVREulAv4QB9UE0y5c9oZTLHnti3z+eDw+FAKBQSxUn6DIMS\ntCBZ7aher6NSqYjCpAVK9oYuIM1KSsvLy5KXrvmMk/ZwGJir1Wr4+uuvsbOzg3q9fimcTS06CHtW\ncQ99X4TPYrGY1INtNptSuu/evXsIBAJYWVkZ6pg5Cy46ZWYUp1GMkXHWQGRBXoL33Ci6cK8G93Wz\nKSMGepnCeyuXy1hYWMDh4aFUIppGGh7dKCqQUCiEdruNW7duwWKxoFQqDVG+dK8ckuU1YH98fAy3\n2y3VlTRlyW63A/iGz0lvge4vFRFd4JMq8py14Y3zxfWhGQFaYfLQYKCMgRtN0qblxpTETqeDVqsl\n7rhWmHwfhQkC4XBY3PPl5WX4fL5X+u5MUsiIyOVySKVSODg4kKZqV8Fk4PNpyEeXdKRxon84V6Qh\nulwuHB0dwePxwGazYWlpaaja/lWmVp4kM6c4jVaT0Yro9Xqw2Wzo9Xqywek66oWjJ5EbVQc/Lnsi\nqHzK5TLMZjOSySTcbjfW19clh13DFa8j2nVlUIQBj5WVFXS7XRweHuL4+BjVanWoSIS2OHkA8d65\nIXTRC7rsFosFvV5PWm7QGiWmzAASv/+8Zcz0mOhAlF4b3GhUmAz8UGGSycBgF5+JdTUbjYa46LQ6\nWdmdikEraafTOUTMjsfjQ1jcNNYYcdhCoYBMJoNUKoVsNnslitOoGHUdXD2vRsVJg8jj8WBhYQGh\nUAgAZOy8Xq9gx1dl6JwlM6c4R4neKIPBAAsLCwAgBGVaAtplI3+SWR7Mib1KfiEXfbPZxPPnzzEY\nDPD2229LwYJpYDia9+rz+bC8vCzE/GQyKQpDL3rWmmy1WgAghxLvX/NiaZXS5aIlyihrs9mEw+FA\nu91GrVaTPHle4yQSvfEZjHxMsjCoMGlh0jW3Wq3wer3C1CBUwwNKeyTNZlPujymVJGnzPbwPUmgi\nkYgUBNnY2JDiE9MsUszDrdFo4OnTp1LNnaUDL1s4Z9xntNSJVfLwMB7MNGg07c1isUhtAE3fmjWF\nSbk2ilNTZOhmcVJ0dJgDTcXZaDRkY1w1MZuKhzxVs9ks2BTLu01S9MJjlD0Wi+Ho6AilUgn9fh/Z\nbHbIPdeuNPmAGhPWyq3f7w+1gtDVv42Rd1aeZzk7ckCN6bKj3PZRFiYhAlqYVqtVLEu/3y9JAIyq\n82BioRNizlSYzAxijU3SkXhvGit3OBwIBAKIx+NYWlrCysqKBJw0AXxSm16PBytc7e7uYnd3V4JC\nV7Wuibey0E6z2RTqH61LrhWtNKk4GWXXByDHcBZddMq1UJzAsLmvrUnyO3WDKQBSlKFcLiOTySCf\nz6PRaJyrCdU0hBhVKpWC2WxGJpORCO+0FgoPHirPSCSCO3fuSPO2VCoFAOKeUonxXml5aq5dr9cb\nytoipkeFRo5qr9cTrNNoeRqxT02J0jJKYc7NzYnCpGvn9/vF8uRG5LPTyqRbzuAKs4KMFrGxLxOD\nScxpZ/ofleY0ouhGIbRSKBSwvb2N3d3dK1earMeQzWZxeHgoNRI47wy+McuJ60ln8F0mr3pScm0U\nJ4UbQFNGcrmc/J9WC12xWq2GfD4vGRW6LqEmjl/m/R8dHSGfz2Nubg6lUgmVSgXRaFToG9MQncuu\nrcZqtQoAqFQqEgHnGPF9hEJosdHy1xxcAEMuNPASSpmbm5OgEgNIuoUHM3C0665lFL2I6Y20NKlA\naRHyeQG8Yu1QObKsGdMn2TNI34ex/BwtzZWVFdy6dQvRaFQ6Lk7TveSaJrc0mUwinU5fKm/TKPRO\nWKGM9TWJOfNQ5bg3m82hg4mWJYNpel8a9+asWZ7XQnEaiwNkMhkUi0U8fvxYOvbxbxqo5ilHPh4t\nDCOv8DKF98ZWrFtbWzCbzVheXj6R0jEp4Xfb7XbZiAAEpE+n0zg8PJQ0Q11ghVY+v0crIaZg6rxj\nHdQbZYF2u13pUNpsNsV11i47NxAjq9rSnJ+fF0uTQR/mMevKU7xHpk9qC5OvOmqurUxufkbPI5EI\nbt++jfX1dayuriIWi8m9TDt/WtPZtre3USgUUKvVLqWQx0miLU6TyYTnz5+j0+kgnU4LB5uKkxCD\nLjBDj2V5eVlaYQB4pXngLMrMKk7jYqDb2G635XTb29uT3tCkkhgjeMa+12eV6b8MoUJvNBpIpVJw\nOp2iNPR9TZIQT6H1pMnutDTNZjOazaa45FQm3CC6fBrxK83x5LPpqD7wDb7K3zNNkZzPo6Mj2Vy6\nva5WnMRRNaZJxakrNzGST0tY81Rp6bRaLcG8WYSYpeF0mTNarHa7XcoeLi0tYXV1Fevr61KCjiUC\np8XX1P/u9XrIZrNIp9OCy14lZs9rt9ttDAYDJJNJgUDy+bwoTo4t65byc36/X6hjR0dH4jmQJ3uj\nOC8o3LCM8CYSCWSzWfzhD39AJpPBo0ePUK/Xkc/nBdPk5yiaX2bcmFcptKCZSVSr1SSYMe20Mu22\n6+CR3++Hz+dDOp2Wtq0si8dgDhUox09bnOTY0vUyYn7cCDqAxE0yylU3Kk5+r8PhGKqso8sLcmxP\nsjSJjTNwyHWj6WpUmC6XC+FwGLFYDGtra7h16xYWFxcRi8WGUgynvbm5BxqNBra2trC1tSVl2a5a\nSHPr9/vI5/PithPz1RgnlSbnldh+uVxGMBiUYCLXB6lts6g8Z05xGhUaLQZmDKVSKTx79gy5XA67\nu7tCWOZmOek7tQVyXg7hNIQLKZ/Pw+l0voK/TkNGWZ4MvOhoJhc7kwqazabcsx5HKitaQ3pz6MZd\nWrkwgEQlrKP1ZEtoXIvuPqP2tCx1mp8mYfNeGASiwqGFT2xTu+ZcDzo91+VySRX31dVVUZyBQAB+\nv18oN5dFmeHzZDIZZLNZUVZXuYb1vuK9sGe7jopr+IwEeJYpZFWzarWK1dVVWK1WRCIRYWjMUpql\nlplTnBTtZufzeaTTafzud79DIpHAo0ePJLpIS1K73ycFf2ZBYVK44EqlEpxOp1Tdcbvdl3bKasyT\ni9npdEr/nVQqhVQqhWKxiFKpJPnn3Cg6Ck6XV1uCtMh07VEqSa2A+UNFqe+Pv+Pv9ecACLkeeNko\nj9XFGbWv1+vyykNY47e6X45+fhLbV1ZWEAqFhnC7y6TK9Pt9MRByuRzy+fyVZQqNEh5+PLDonRij\n5RoG4byRjVEsFhGJRNBoNBAKhWROGJybNZlpxUkLplarCQUjlUpJZzxG0cc9eWdBYVJ0kEg3/bqM\nzWC0PDVH0mjV6cQDKi9igppDywAAOZrM8mKwhhvA6LrrA8+YHaSVrT4EjQERKmOdb07FqWlPpMHw\n3vlMugwfCxHH43HpQaS7XfIguGxyNul27Kp5lUEhoxjnkaLHRxsDHDtdlq/dbiOdTmN+fv7Kuanj\nyEwqTq00G40G9vf3sbOzg+3tbeTzebEgjK73dROSh5mtQsjhsnEdKiiN2bF2ZTgcRjqdRi6XEzaD\nroBOd1e7vAw0adef/x+lDI1jojPAgJfKXStyLZpzqhUnrWNuQp0BRPyNCpOtfMPhsFiYi4uLUvR4\nmkGg04TrW9OnLrNQ8XlkFMxmtDg1hY2vTGnNZDKwWCyCefr9/iFvZJZkJhUnhYu+VCqhWCwKH1Nn\ndMzKqXte0VF/WhOXzckzWnjAsBJlkIQKxuhKG7ErvrK/OC1MvlJxUhGelIfMa/BVR+71PWiXn4qR\n8A7XDgODvD/eF5+JrYHJz2QgiPU6SUfSLuNlb2Litgx2ndYVctZklDLlK+eePOFarSYppLOA4Z4m\nM6s4uSG63S4qlQqq1epQD+tZHtSLiE51vKrn4kKmgmOxDJvNhlAohFAohFKphFQqhUKhgHw+L3PT\nbDbFhdc571RcWlGepDi1JXrajx4zo+LU2Ksu7sLnIkGeZHafzycFsdmsLRQKSU8rY3DrsuU0N1hb\nc9dRtBKl1zBLEMRpMrOKExguImDk2l2HwR1HZskF4b3oiKhOc2T1d1KEgJeczlHPYcwC0sEhrTj1\n385SmBrrNCpOrg3jAaRxTBZfZiV4KsxgMIjFxUU4nU6hhRlbm8zKXM3KfUxKTjocZllmWnEysKDb\njs4qPeG8ojmKNptNnnFWChtoV5sKdG5uTtpPLC8vY2lpCZVKBdlsFpVKReoBsLoQo9v6sDMGCUa9\nco5PGwcqXo2XaexTczJpNbPFSjgchtfrxeLiouTusyCxLso7C2uNz2m326V+Ky1hTdi/zsKDzePx\nwO/3yxqb1VqcwAwrTi4YWgqac/htESqkhYWFoeDDVYsR+9RKlAEklpBjryfmh5PD12q1JFPkPIkH\noyw8o1WqxZhdo+lLpLSw51QoFILH45G6mYuLi3A4HMLLZOaRVsCzMh9U6DwEZuG+JiXc54RHmON+\nlRDJWTKTipOLn0Tk5eVldDodBINBDAYDVCqVK6+t+brCjU3qC5vO6R5EsyIa+6QCtdvtsNvt6Ha7\n0qmwVCpJ5kiz2USlUnmlArwO1hh5nCfRWYxRdmNkXmOnPGipMGlpOhwOaWnBsnO0alh27qqCP2eJ\n2WwWQv7a2hqOj49xcHAwVIv2OgoPOGZpbWxs4M6dOwiHw1LhatbmgjJzilNvFioXj8cDt9sNl8uF\nRqMxtHGuq6vCje5yuaTXyjSL4F5E9H1oHqdWorQOut0u7HY7Wq0WHA4Hms0mnE7nUH1L0oQYxDHW\n4TQmKBhdd2NQSStMrhVdlYetGAKBgFSCZ0dGvs+oMGdl7Cm8Jyp4psVqN/Y67wHCVTzQQqHQK/3Z\nZ1FmTnFSuDntdjsWFxdxdHSEt99+G263G+l0WjYkMFliu9FNNbqCkxBdG/Ptt9/GxsYGAoGAuLuz\nLsQWqaiYKsnc83A4PFTUgemkZEQw8q7J86OCOtr1HqUoNc2JeLjOaWfaHl8JMxASmfUq4xQqF4/H\ng3feeQdOpxOffPLJUKm8SazNUeMwLaWsWQ6rq6uIx+N46623cO/ePeHNzvJemFnFCby0yhwOBzwe\nD8LhMOr1Omw2m1BcpqE0jTjbpJUnLQjSfJibexUZKePKqHsyYpDMMGI1JDbhYiEQuurk6Gn60CjX\nnTKKxqR5obS+qDipIImT8e8c31HBp1kfcz5HMBhErVaTPG+z+WU/+0lc6zKVJ+eI2VokvWvPaxbn\nBbgGipO9bCKRCD744AP4fD48f/4cuVxOUugmEV3UQRD+0LLipja6lhcRboBoNCqn7MbGhriPs7pQ\nThOjIqLry+o2o1zyUa+n0VJG0ZOMluhJPNGzspWug9BLWVlZgdlsxsbGBiwWCyqVihw+F/1eoxXP\n8TceapMS7q9QKASfz4cf/OAHeOONN6SIyqxbm8AMK059AtJlD4fDqFQqCAaDUlCCmSqTuibdB90C\nl6mROs8ZuNhJzI3scrng9Xpfwayui5xkgWpakMYmgWHC86gf43tGXc+oPPV1Tvr/rFuW4wiVm9Pp\nhNvths/nQ6lUeq3DVhsLtM5ZNZ/ZSgAmmnDC65GR4ff7EYvFhBo269F0yswqTooR6zSZTPjZz36G\nFy9eIJvNolaroVgsjmy5cJ5rUFFSkQUCAXi9XtnUzJIplUoS7Dhv8zf9LHfu3JHuiLMaTX9dMVqg\np6XfXfS7T/v3t0l44Nrtdni9Xty5cwdmsxkPHz680Fo0FjcJBoNwOp0IBAICq1SrVWSz2aHSja/D\nZKGiZubW9773PWxubuLdd9/FrVu3pJL/dZjDmVecwMtTiiTleDwuhX/Zq/yip6E+dVlNPBAIIBqN\nIhQKieIkj45gvK4leZ5rE2ujtanbSlyHBXOWnPYMxij9JJ/32zB2J4nR+2JDOlZrOq+nwrXGABqT\nAtxuN6LRqAT02GQPgDTse13FyQpcTDxYWlqC3++XFs6zjm1SroXiBF5iPH6/H++++y5cLhcODg6w\nv78vvYR064xxhZPpdDrh9/vx4MEDvPPOOxLp4ySyMtDHH38sHQYLhYIEPsa9FoNC8Xgci4uLUkTj\nOrnpN3J1woPX4/FIr6jzrh1ypP1+P9bX17G2toYPP/wQPp9vSHHu7+/j4cOH2N7exldffSXVpi7q\nITCR5e7du1hZWcEPf/hD3L9/H7FYTCrGz7rCpMy84tQDyQn3er1SzabVasFut0vprdeZVN1bhkVs\neQLabDZ4vV6k02k0Gg1plnXe6L7GlIytF67LopmEfJeedVKi14lOCT3PWPKzTGXWtUdZWo8l+fr9\nPorFIiqVCmw2m1SnAs4Hr/Ca5GsGg0HE43GEw2EEAgHYbLZrQw2jzLzi1MLB93g8WFlZwc9+9jOE\nw2EcHBwgl8tJIRCC2uMIgepoNIq33noL7733Hr7//e/D7/fD4/HIZPr9funM+MYbbwgWk0qlUK1W\nz3USnxVBvpEbGSVkIBwdHUnX1vNm0JETGggEcPv2bfzpn/4plpeX8eDBAymCwoCrx+ORpAG2I9Y1\nY8cVcn1jsRgikQh+/OMf45133sHt27eH6EfXSa6N4hwVZWc7g3A4jF6vNxRlP68FSGCcwSGn0yk1\nKHliWq1WhMNhABAqRbFYhNlsPlcVekYsyWM0Bkmuy6l7I5cjen0wgaDZbEpb5YsEKFntPh6PIxKJ\nSIET7iHybEOhEAKBADweDyqVyrmtQs1UIV8zGo0iGo3C6XTOdCGP0+TaKE4KJ8LhcGBxcRGDwQB/\n/Md/jK+//hqZTAbVanUogHOW6Ij9W2+9hZWVlaGK3/q68/PzWFxchM/nw4MHD2A2m6WVwTgRRypM\nduy02WxoNBqSlzuLvVVuZDaEKapsI/P06VPs7Oyg0WiM3X+IRoLH48Hdu3dx7949vPHGG/B4PFIu\nkJbfYDCQXufr6+t48803cXR0hL29Pcn8OksIJ3i9Xng8HnzwwQd455138Pbbb2NlZUUKxVw3pQlc\nQ8UJvFwAxCVjsRiKxeIrUfazFhMXCpWn1+sdCtYY8VXgG1I3APh8Psmr1e8/y+qkq1WtVlEul6U4\n8+vkqb8Oo+BGLi7THnf9/br/VrlcFuzxPK66xhq9Xi+8Xi+cTudQOUNdqk+3FmEP9PPUieDe4ucj\nkQji8bjUELgOfM2T5FoqTuBllD0QCODtt9/G/Pw89vf3sbu7i3K5LBFAYPQC5+Sz6AML2Xq93pFR\nbk4wo5grKysAgE8++QSHh4fS1uA0IYzQbDbx5MkTVCoV/PCHP8RgMBDgnATki8goIrkx8HRdF+qs\nyzhK9KKHIpv6VatVfPTRR9jd3cWjR4+Qy+XO1X9IK83bt29jeXlZ+sMbi0oDEOMkEAhgY2MD+/v7\ngoGeVpWJe4sVtN566y3cvXsX3//+93H//n3BTa8brqlloorztMUzqQ1rtAJZPoxUimq1CpvNJpXj\nT1tUmr9JYFznixvvWRedsNvtgoOep1KNdrlKpRKy2SycTidisZhw8k5S2qO+m8qSUIHur8PP6pS6\nUZbFaWN8I9/IOGM/KuCnMXL9yr+ddT2mFNPKPDw8RDKZRK1WkyZn4yptzeigpTmKB2qM3vP9LJbS\n6XROXZOar+lyuRAKhRCPxy+Fr3kZOgi4BMU5zU1I3NHj8WB5eRk/+tGP4HK5sL29jUKhIP2zR/Es\nqUSsVis8Hg9cLhccDscQrnnSNXUGBytyl0qlsVwYWp25XA7NZhP/43/8D6yursLlciEWiyEajUqx\nipPGTm9Ybiz2/CmXy4KjAi8LKdCy4MLVNSivEw3kqkXXLuj3++JpsOMnU3O5BhYWFgQK0hWadMER\nPf5aYfb7fVQqFdRqNfzmN79BIpHA3/7t3yKbzSKbzUrG0LhCQ4Ml3FiE+iSISGf6RCIRBAIBKdwy\nqjIZv4MpyysrK1heXsYPfvADfO9738PKyoqsv2mvt1He1+t4c0aZqOKkguKgaJ7ZNCLGGqNk3cVA\nIIBgMIhutytK0Oiy6xOVioXBmZMsTeP/qXjPq3z4Xd1uFxaLRVqiJhIJAJAWGqwVScuQojtJ9no9\n1Ot1tNttFItFtFotIeU3m00AwyXsqOyZucEuj7rUmvF631WFqsdAH1Tse0Vsmm2Sm80m2u22lNCj\nsFuoy+WSA0zDMsY2HZxfKuJMJoNyuYzd3V0kk0nkcjk5HM+bxWO0fMex+oy8Y3plZJLoz/K7WKme\nXOtQKAS/3z9VvuaoPWJsHz6zipNWFweWp+s0W15QcbrdbqysrKDb7eLDDz/E119/LVbdqP7rVHh0\nJzipZ90nNxEtPX7XeZ6P0fV+v48nT57g8PAQALC0tIRf/epXCIfDWFpaEhhAWyPMIy6XyyiVSnj6\n9Cmy2Sy++OILVKtVpNNpKRpMoZVBLDcajWJ9fR2Li4u4ffu2JBSwhcd5n+fbKlwzbDXcbrdRKBRQ\nLBaxt7eHRCKBRCIhyqzRaIjFCbxMrJifn5fgyvLyMnw+H1ZWVuDxeKSjJtNuu90uut0uEokEKpUK\nPvnkE+RyOXz11VeoVqsoFApDTQvPK/owNsIMJykzKnyfz4dIJIJer4dyufzKPdD4CIVCCAaD+OCD\nD/D+++/j/v37iEajryR8TFqMh1u9Xpe5A4Dbt29P7FoTVZzJZBIAZLEwJYxWjd6Mrzt4WpnwVNQ5\nsPl8Hi6XC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UpWD0qlUmg2m0in0+Iyad6croupCx9PaiI4qCTssnLTNFxGo/A5WKM0HA7D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\nSetFNxFh71Nmz3lc2lp2OBwivWLbPD6oz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+h2u9Ir8zpLYmxcHLj+G40Gcrkc/vvf/+L7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\n04YNGzZGhE2cNmzYsDEi/h8OkuNmD7UU0QAAAABJRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 32:\n",
            " beta = 9.499e+00\n",
            " objective = 7.333e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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NhaMp+NVsNi/03GQIPxh8KbzCMRHlchlWqxV+vx+1Wg1utxvLy8tKNWzUvTnp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\n/wPxYv5gAmqSFAAAAABJRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 33:\n",
            " beta = 1.021e+01\n",
            " objective = 7.866e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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9Xg+n0wm/3983Kx64BsxR2jVwDtGOCzcJGu12G9lsFuVyGQ8fPkQikZB5TNS9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\n1f2ssl4YiZEb3Wg0MDU1Jc0FzBu/iiy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Py1xui8UiNBi1TVK1Sd+wXHP1el0O84t6nHw9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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 34:\n",
            " beta = 1.098e+01\n",
            " objective = 7.725e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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Hxkf1B9OTYl6O9CgSlenRsqpcLBaFVigJ/TLvjh4apcXoOZEHLLfiGo1GBINB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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 35:\n",
            " beta = 1.181e+01\n",
            " objective = 6.890e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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NZjHLifOByHk8iAd8EsN1EkPDQl0+n0exWMSTJ0/wySefIJFIiM6WYUULXDe9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\nQmCC\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 36:\n",
            " beta = 1.270e+01\n",
            " objective = 6.770e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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mGWpXq1UxLnhnZwepVAqLi4uIxWJCiCSVSqFcLguPbD+1IqBZVpCqSzabDS+8\n8AKGhobwrW99Cw6HA36/X4iHHGQcOl2E4j3gJNBbt27ho48+wv379wUDohPPkWkWtm0WCgUMDAxg\neXkZOp0Ow8PDsNlsuHr1qtB14Ox4rVYLq9UqioKtaY5znBznhrMN7JevO87v0mDKnubt27cRCAQQ\nDodFP3i3xFy5yTOZDJaWloSgyuDgICYmJkSXED29/XKRpElR9LhQKIjuJRp8fue/04CyayaZTAr2\ngExM3q+/Hmje3BysVqlU8NVXX2F9fR2xWEwYCaoxURaO7ZOtghutY0X4c9QNpQHmv7UWYJgrzmQy\nyOVyWF9fRyAQwGeffYaVlRUhitKNHmn5XrE7JhqNIpfLCcHqra0t6PV60YFEUReO0vZ6vcIzZXvp\n16Gp4bRxbjiPgdbe13Z+nkaIvbdsv7tx4wZ2dnaws7PT0ULQQdfBOdSlUkkUY+bn54UEm81mE+2G\nDLl5zYlEAqlUCtvb2wiFQtjZ2UEsFkMymRRGlN4mDwhZ3eYgw9jOdQMQRq9cLgMAgsEglEolPvro\nI6GmZbPZcOHCBdhsNoyOjgoBDR4ANOh8HV4XDw1SfUwmkxAqofgMeYIKhUJ4yltbWwgEAvj0009x\n584d8Vz52bsF3lOmRFiF397eFoI6KpVKSP6RA+r3++F2u3HlyhV4PB7xM7Jk3znax7nh3AfyBudG\nyOVyKJVKYiwwc5FsJ+VCNZlMTSK93KD5fF4IGUSjUWSz2aYWPJ743VJzASA2WyQSwVdffYVIJILN\nzU1RXGDBhV4VCxT0LtPpNLLZ7GMeJ1veaCzl0Ps4B0274D3lYROLxZDP51GpVKDX67G0tASVSiU8\nTlnUg0aYr0OPk4ZWq9U2eZ58HT4fytClUimk02lsbm4iHA4LlfnTHmrHe8H732g8nFJQrVahUqnE\n3KRUKgWTyYSdnR3YbDbcvHkTbrcbc3NzcDqdGBsba2p/BM7D+cNwbjgPgBxiU50okUhgbW0N0WgU\nmUwG5XJZtMNxyqXH44HRaITJZBKLkLPKi8UiAoEAYrEYstmsKIZ001jKYNgdCoUQjUaFcZDzgwCE\nh0YdT1nn86TeY6fBZ8MWR4VCgZ2dnccq7q0GvLW405oLZWjOCnWr5BuNMN9bvje9AJ8Hi2pkJciQ\nPxtTEk6nExMTE/j2t7+NqakpOJ1OQf86N5hH49xwSpDzYclkEqlUCgsLC9jc3BRdPIlEQvQd0+Pk\nHGu58js4OAiTyQS73Q6NRiM2HHvG3W43VCqVGHORy+WEhFa3DRS9MHpgrGgDEMZBrpLLKYdeG8yD\nwGvcz2tvNZb7fQb5/+SiFyXn6HHKoTJ/rpP3RM43tlsB3+9zyf+23yECPDK6KysriMfjGB0dxfPP\nPy+YCvI1naMZT73h3K8Fbnd3F7FYDJubm3jvvfea2h9Z1CC4uDkfx+FwwGg0Ynp6Gna7HRMTE7BY\nLDAajcKTodiGWq0WoRSN5n5ixN0IdWkgOqlR2GucxLAfZGS7mac8CLK3TGrVYXzV/bzp/ehireuI\nXno6nUYgEIDH40EwGMTzzz+PsbEx2Gw20Zl0kODL046n3nAS9C5WVlawurqKO3fuYGlpCcvLy9je\n3hYiqvvp+ykUCjGagpVklUqFRCKBgYEBOJ1OjI+Pw2w2i1k4Ho8H1WoVFy9eFBzHSqUiuI7xeByl\nUgmJRALVahWFQkF4gOf4+oA5copCU7PW6XRCq9WKFArXHbuRyEzI5/NCab5arQqtSo5AkRkEhHw4\nkD62vLyM3d1dKJVKzM7O4pvf/KYolJ0bz8fx1BrO1oXEauvy8jI+/PBD3LhxA7dv325L+1IOrRna\n7e3twWAwwGKxYG9vD6Ojo1Cr1YIyo1Kp0Gg87BChKCvlyHK5HFZXV5HNZqFQKESnzVmbBHiOw0HP\nUqVSwW63w2q14sqVK3C73ZicnGzqSWekQwYGRx/HYjGRty4UCgiFQoKqJFf4D2pkqNfrotiXzWbF\nnKmpqSl4PB5YLJZzz3MfPLWGk6hWq6hUKrhz5w6++uorfPnll7h9+zaCwaDogDkOuBgrlQoAIJfL\nCaV1eeIjPQnmEPle09PTqFar+MY3voFSqYRIJIJsNouFhQXE43HcvHlTkK5Pu4LbCbTTnXTU78rf\n5dfrZiW/06DC0dzcHFwuF1555RUMDg5ibGxM5MblHnQemCzWMcfO9lwWK8nYWF1dFQr0DMtlD1QG\n11E+n8fOzg5u3rwJrVaLS5cu4bXXXhN0tfOOo0d46gxnq6fJMPjBgwf4h3/4BywtLWF1dfXE1BJu\nWrbccda3Wq2GwWAQM7t1Ot2BLYIyhSaXyyGVSuH69evY2NjA1tYWFAoFisXimTAQxHEI1gcR4eXq\nsJz/47/zEDrIy+onkHM5OTmJiYkJ/JN/8k8wNjYmion7DSTcL3cph/CVSgXxeBzJZBJffvklAoEA\ncrmcSB+1ckzl12P4T2oZqWYzMzNoNBrnnmcLnjrDSXChffnll/jss8/w5Zdf4t69e0ilUh2hCPF0\nz+Vy0Ol0qNfrYmgaKUwHtQby3znwTqVS4fnnn8fQ0BByuRy2trbw3nvvoVgsClJ4P4LDx+x2OwwG\nAwYHB2E0GmEwGDAwMCA2MonpxWKxqdoPPDSS8nRNzk3SaDQwGo1iI9PbymQyWF1dFYLC/Xa48Lm6\n3W44HA68/PLLmJ+fF8PbWGTkz7b+Lr/zM5ErLN8ndgllMhnMzMwgGo3i1q1biMViWFhYQLlcFhzi\n1omQ5BwHg0HcvHkTAwMDuHr1qvA8HQ7HufHEU2o4mdPM5/NYWlrCL3/5S2xubmJjY6NjOUTSedip\nU6/XRa8weYH7aSnKi1EWHzYYDHA4HEgmkzCbzbh+/TpqtVrHxCQ6DYVCIcjjLpcLNpsN8/PzcDgc\nwvAxPcGCGIdvyY0BFPvQarVwu90wGAxi2B83MT3zlZUVwX7olJZpp0HDabVa4fF4cPHiRVy5cgUu\nl0vMf2rHILX+DHPmer0e9Xodbrcb1WoV09PTCAaDUKlU2NzcRCQSQS6XE6mk1qo70wDUTCBHdnZ2\nFgqFAjab7dzzxFNoOEn7uX37Nj7++GN8/vnnWFpaQjab7egmk09vlUolZpTv7u4ee7FR6MJoNGJi\nYgKlUgk2m01oWfaTYQAgvOqXX34Zo6OjuHbtGrxerzB8VOxhOoSVYn6X83A0wAMDA6JFkKN0ORmR\ntKq5uTkkk0nMzs5ifX0d7777LvL5PDKZTN/cIxaEHA4HfD6faImUFd2fFDyQtVotbDYb1Go13n77\nbcRiMUxMTGBnZwfXr18XdCQySggeWrlcDjs7O7hx4wZqtRqee+45vP7667BarU05z6cRPTOcx13I\nT/qQZApGuVzG5uYmPvzwQ6ysrCAYDHbFM6FRIMGdYgztQv7MlAjzeDyIxWIwGo3I5XJ9uXjZnTI/\nP4+rV6/im9/8JoaGhgSbANg/byd/b8VRqkf08HO5HNxuN5xOJz7++GNRNe4nw6lQKGA2mwVfknPc\nn/RZtq4XpnoMBgNsNpu4N8vLy2K8B+lurQpV9Xpd5DyZU6ci/cDAgMh57vfencBxC4anjb7wOFvF\nIOQcX6duDF9/Y2MDX331FT7++GPcuXMHmUymq+EcOXXLy8toNBp49tlnRbhzEshFgX4xBgSf2fT0\nNPx+P1566SVcvXoVXq8Xer1+32LYcUK+/X6mtWBE4eNarYY333wTKysreO+99zoqDP0k4PNjCkc2\nWt0CIxZqmNKYbm5u4uOPP0YwGMT9+/eF0pW8xgCIPvzr16+jUqngpZdewhtvvAGTyQSz2dy16waa\nC2Hys+41Tt1wtla1G42GCM1I/WH+T+4RlkO3k7wf8zexWAx37tzB8vIyAoFA1xctix3hcBg6nU4U\nQORra+czyZ6A/NVPoOH0er2YnJzE9PQ0pqamhEd12O914r2Bh+Gp0+lEqVTC/Py8GMN70gmhnYbM\nuuAc8FZvr1POQqt3zkF9ZrMZdrsdHo8H2WwWWq0Wm5ubUCgUTblP4JG+QaVSwerqKiqVCux2O65e\nvQqVSgWTydRRr28/+8D703rg7tdee1oeaE88TlJtKHyxtraGYrGITCYDpVIJl8sFs9mMqampJoXv\nJ0GhUEAikcC9e/fw3nvvIRQKnYo4A/Nvm5ubQsBYr9djdHRUaGAeBS4ejp1dWloS0y/7wRgQZA3M\nzc3hxRdfbBp1cVpgDtFqteLy5csoFoswGAyC5dBr0EEIhULY29vDysoKdDodpqamYDabOxKyHwZ6\nnxaLBRMTE/jud7+LqakpGAwGbGxs4PPPPxfzk+TDutFoIJ1OY3d3F5988gn29vbwyiuv4NVXXxUd\nTp0ERaKr1SoikYiQOFQoFHA4HNDpdHA4HNBoND0RJum64dyvY4GSZalUSojrZjIZxGIxqFQqjIyM\nwOl0wuVyoV6vi3nJpF4AxztZSFdJJpMIBoNYXl5uqtx2GxQNAYBoNAqPx4PBwUHhiR1lvMkCYGdR\nOBxumh3UL2CU4PF4MDY2JoasnSboieh0Ovh8PrhcLmi12r6hbdGLYldYJBKBy+WCz+cTw+gOy/M+\nCeQ8McVp9Ho9dDqdWJ/3798X+0WO1uScJ+cg+f1+PPvss+LA7MQ18v3olReLRYTDYeRyOeTzedHe\nbDKZBM2PEep+965bBvVUVrVcYc7n8/jss88QiUTwxRdfIJ1Oiy6dcrks+nbtdjsWFxcxMjKCd955\nByaTCRaL5USh+t7eHnZ2dvD+++/j/v37ooXxtMCFmEql8Itf/ALLy8vQarXw+/1wOBxNKQn5d0jQ\nz+fzQqXpZz/7GUKhkOhR7iew0m2z2YTB6uW1mM1mWK1WWCwW1Go1wevsNbgXarUafv7zn+P27dtI\nJBIYGRnB3NwcLBbLoQ0SnQINp9/vx+uvvw6n04lisYiNjQ3cvHlTyArK191oNBCNRlGtVuH3++F0\nOjE/P4/Z2dmO1STY/vz5558jEAjgk08+QTweF/Qys9kMvV4v5PC++c1vwm63w+fzCS4r0N2wvaOG\nc79FSQ+Tw7tSqRTu37+Pzc1N/Pa3vxXjcWURVipXK5VK5PN5vPLKKxgYGGgS2z3ONXHswsrKCiKR\nSE8KBZzJs7y8jEKhgHA4LMjg8iYhWCVmCmNjYwNra2tYWFhAKpU60QTFbkPmnXaaYnOSa9HpdNDp\ndEKYuJ/AotDy8jKi0SjGxsZQq9XgdrvFGifnl7njJymi7ff/9NIsFgvUajXK5TJmZmZQqVRw7949\nkWZq7VhiUWt7exurq6vwer1C0u+kkG0HI9KtrS2srq7i1q1biEQiwnCq1WrodDpEIhEMDg5ieHgY\n1WpV6EJwvhKjuW60inbUcNIDYuGiUCigVCrhwYMHiMViuH79OmKxGBYXF5HL5RCNRoV4BfCoa4b8\nvtu3byOVSmF4eBjj4+N48803j70J2D4WiUTw4MEDhEKhnlSkuQh3dnaQTqfxF3/xFxgcHMSLL74o\nOH38XLu7u6Ln+O7du0gmk7h79y5SqRRCoVBXx2w8CTiGQq/XC65mr8BcHjuWeO/75Z7x+XGiwP/3\n//1/sFgs+M1vfgObzYbZ2VkxP50aB7y/FAaRW06fxChwZv3o6Ci+853vwGq1IhgMIhKJYH19XRzi\nBGsDq6uraDQacDqdmJubE47Ak96XTCaDRCKBmzdv4sGDB6J1lEZcoVAI4726uopAIACLxYILFy7A\n6XTiueeeg8Vigc/nE+r+CoUCTqfzia5NRkcNJ/unWfxJp9PI5/Oigv3xxx8jGo0ikUiIamIr5P7b\naDQKpVKJ1dVVKJVKVCqVtkba8nWARxMe8/m8GLHQK9TrdeRyOZTLZdy+fRs7Ozswm83weDzY3d0V\nnSOVSgXb29tIJBL47LPPkEgksLKyIhLk/eZpEhy9IHdH9Qr00lhFNhgMfcd5ZQqnUqlgZWUFKpUK\n4XAYZrMZ+XweLpcLSqUSdrsd9Xoder0eZrNZeFwy80QO69vN88n/rlarYbVaMTExgUgkAp/Ph0ql\nItgQ8kHNPZ5KpbCxsYFYLIZisdjWvmz3nuTzeYTDYQQCAWSz2SaaFMHUXjweh8FgQCqVgtfrhdls\nhsvlEtxnFmH71nD+h//wHwBA0Cw41TAUCokkL2Xa2i2IpNNp3Lx5E+VyGd/61rdE7qzdkF0uQtFo\n9dLroCEPBoNIJBLIZDKCOcDQYm9vTxR/qNPJCnq/Gk2FQgGr1Qqv1yvGhvTaULG6funSJQDAl19+\n2cRP7AfQGMhTUDl9QKvV4sMPP4RWq4XFYoFWq4XD4RDeocViwczMDCwWC/x+P7RarRDMPkm+kdX2\nubk5/P7v/z4++eQTBAIB5PN5ZLPZpmsGHjpKALC1tYUHDx5gZmYGZrP5iYwmnYtUKoVsNismI7Qa\nTfnn2br74MEDrK+vY319XeTaWbhSKBT4P//n/5zouvZDRw3nJ598gkajIWgE3PTkLh6na4YGpFKp\nIBaLwe12I5/Pw2QytW34mF/leFsqv/QScp6oWCwim802eQzyaAaZ6N4vIeZBUCgUQn+0U50wT3o9\nrK57vV7Rr92LgWrtgNdULBahUChE1X1rawtKpVLMA3I6nTAajYjH43A6nVCr1cKYMq8sD11rhwMt\n5zw5OnpmZgbb29swm81CrAZo5kXLSvLRaBR+v/+JPE75EGFh6iCjKf8ObUsymYRCoUAsFoNSqRQO\nVjeYHR19xQcPHgCAIBtTePdJSOb1el2ouWQyGRiNRjGY6qiRpnT7E4mEOLn6ZdO0dkTQoMsLU/7e\nz+CkyAsXLuCZZ57B4OCgmEneSyiVSthsNjz77LMolUpwOBxCrLef0WqcuD6USiWKxSIGBgYQCoWg\n1Wrx6aefwmQyYXJyEh6PB2+88QZcLhemp6fFIL52c6ByO+jY2BiuXLmCN998E/fv30cmkxFD6gju\n8WAwiDt37mBoaAizs7MnNlR8fx4CrGccZx3RWWKthK/baXTUcKZSqU6+XFM/Mh9Su6R1uSuJ/LN+\nNEJnwZs8CvRwXC4XhoeHRbjYa48TgFBVcrlcsFgsgt1xVu451wcPfPaO53I5KJVKRCIR6PV6ZDIZ\nDA0NYXR0FNVqFYODg6jX68fqvuO/My/scrkwNjaGaDQqRi3Le5LXVSgUEIvFOqJGxaIeSfXM5e6X\nu233nnUDfdGrvh/oUep0Ong8Hng8HjgcDpjN5rY3JUm0FHI9K5vlLEGpVMLn88Hj8eDZZ5/Fiy++\nCKfT2XNvk2B4e+HCBfz4xz/G/fv38bOf/QzVarXveLDtQo5WmIJaXV1FKBRCPB7H0NAQQqGQ0Asg\n0+E4nqdarcbIyAjefPNN1Go1oVUbj8cf20fZbBaBQACpVEp095zE62RBz+l0YmBgANeuXYNGo8En\nn3yCZDLZV85PXxpOJrdZEeM8FtJc2vVk5Dxp62TKw7oz9ltg8mI9x0Ow+8ThcGBoaAher7dJV7If\nwHVkt9sxMzODXC4Hk8kkFNHP8vOU83u5XE4McCsUCpiamkK9XsfFixcBoKmg2o7nScEUHoo2m00Y\nRb43v3OKAveZ7HUedx0oFApotVqYTCYMDg4im83CYrGgVCo1javuNfrCcPJByeNzDQYDxsbG4PP5\n8J3vfAdDQ0MYHh4W6uFHPRC66uVyGZlMpqn3lu8phx6U4WJeiPNeZM1Ick5bF8fTBj6vwcFBOJ1O\n/OhHP8Irr7yC2dlZwQ7oFzBy8Xg8+Na3viWmiy4vL+O3v/1tE4/4LIOprHQ6jUqlgnfffRejo6MA\ngJGREbz66quiIaBdY6bT6WC32zE9PY033nhDqMi36ndyj/GLsoInAQt6AwMDePvtt/HMM89Ao9Fg\nY2MD169fF15tr2sVPTWcPAHVarUIy1UqFSwWC0wmE0ZGRjA0NISJiQm4XC4Yjca2k930DmVFa0I2\nmvwiP9RkMsFoNEKn00Gr1QrDyTEVnMXCit/TZkAVCoU4WFwuF/x+P6ampjA7Owu73X7qvelHQc51\n8nrZHWOz2QSz4esQTbCY1Gg0EAwGoVAosL6+LopKdAyAwz3B1iq71WrF0NAQNjY2oFKpHusSojg4\n26bpyR/H25Q9WaVSCbVaLUatTE5OQqlUYm1tDQCQTCabVKV6gVNf5bLAgNVqhcFgwOTkJKxWq+jT\nHR0dhdFoxODgoOj8YNh+nPwmWxbj8Thyudy+IQQ9S5/Ph6GhIVy8eBFzc3NwOp2w2Wzi50nmZyfD\nysoKotGo4IY+DQaUkxnn5+cxNjaGt99+G88++yxGR0fhcrmgVqt7fYkHgkZgdHQUv/d7v4dr165h\nYmIC9+7dwy9/+UsUi8W+VNM/Cfb29sTEyp///OeYnZ0V6/vSpUvCUTkKzFMPDg7iueeeQyQSgdVq\nfUwngfOikskkQqEQTCYTHA7Hia+fNoJCHr/zO7+DfD6PZ555BsFgEH/3d3+HUCiEYDAoWldPG6dq\nOFnhM5lMQs3cbDZjYmICDocD8/PzsFqtGBsbEzN26Pa3knqP6hiSK/Hklcr0H4IEWZvNJrxbtm7Z\n7Xbxs3JPvVarFRVEDhzrp8R1p8HnZjabYTQaMTIyIrxMttq148n0EjLVhRVnhn2yoDXD0LP8LGU2\nSTgchslkQjAYhEajwe7urnBc2slDsuff4XAI8RHmOuXqNd8vl8s17YWT5Dj5GTgyZXBwUHi0NpsN\nX331FZRKpRCDLhQKp+59norh5IPyeDyw2+343ve+B5/Ph6tXrwpRVU4tZMhO4ipzn8d9ABRg5VyV\nZDLZxOPk61osFrhcLrz88st46623MDY2huHhYWi1WuFBKRQKeDwe7O3tYWJiAoVCAffu3cPOzg7+\n/u//HgsLC0gkEiiVSh3PvexXpDotcOF6PB64XC68/vrreO655zA5OYmhoaEmlsNZAcNAn88Hs9mM\nCxcu4JVXXsFXX32FX/3qVwgGg1hfX38sj3cWUavVhEDMu+++iytXrmB+fh4WiwVWq7XtPaXX6+Fy\nueDxeODz+YRoDtciuabBYBALCwvw+XwYGxvrSNqGaTSVSoXZ2VmxPxOJBH71q19hZ2cH7733nmDO\nnFbus2uGk4aJUwp1Oh38fj/cbjfm5ubg9/sxPz8Pk8n0mEcpP9CTdiDQ2yyXyygUCo/pC/J9tFqt\n4KwNDw/D7XbDYrEIY0+wE0Or1aJWq6FQKECj0cDtdiMYDIqQ/Th8s8PuHQtgck6XOSxZlLfThpRU\nEpVKBYPBAIPBgOHhYfh8PszMzGB+fh7Dw8OiF7ifCkHtQH7uzGvr9XqUy2Wsra1BpVKhWCyKOVFU\n9jqLHig9z2KxiGAwCK/Xi0KhAK1W21YOUi6cklPZWmeQawmFQgHJZFIYsCflc8p/bjQaQklMo9HA\n6XRia2sLOp0Oi4uL0Gg0Qu7uNCKGjhpOWQePOUyTyYRvfetbQvOPoq0ceXvSvtqjUCqVEI1GEYlE\nEAqFkE6nm9x5XqPT6cTMzAwmJydFbnU/RWk5J6pSqUSnxtLSkmgz7YQiO0fqut1uGI1GjI+PQ6vV\nQqVSoVKpiN7hUCjU0fHAcoGM+bBnn30Wzz77LPx+P3w+H2w2GywWS9Nc+LMM+VA3m824fPkyIpEI\nNjc3cfv2bXz00UeIRCLY2dnpmgHd7x528j1Y2Nza2oLVasXS0hJGRkbEaOV2niENp9Vqhc/nE62N\n8nvs7u4iGAyKOexsj+5ksZB7lgPuvv/976NQKOD5559HIBDAX//1XyMcDmNjY0NQo7plQDtqOF0u\nFwCI5LPb7YbVasXMzAyGh4cxPT0Nh8PRRCnqxuajZ0bVaIqOyJVT2fOwWCyixeswVR9W/BqNhiAU\nW61WWK3WJy6McFFw8iFFHDizh3qJWq1W9LczIU/9Ql5ju+ChpdFohECE2WzG8PAwRkdHMTs7iwsX\nLmBwcBBut1t4orzeswzZm+IhbzQaxTool8uiK0ehUIhcGmlpJ9UQoJNA+hsPaV5Pa7tyJ0JPqrfn\n83kkk0lYrdZ98/0HgdGjRqOBwWDY1+OkgWYtgJ6tTqcTr/EkaK1LkChvNptRq9VE9Z05WDoyZMV0\n2oB21HD+23/7b0V/sF6vx9jYGCwWi5hyyBOomzkxhg3JZBJ37tzB+vo6stnsvp6ZQqGAxWLB8PAw\nHA7HkUPF5N+T1c7dbvcTqZ2zaGG32/HDH/4QIyMjeOONN2CxWETaQKFQNG2Azc1NbG1t4Wc/+xli\nsRhWVlYEJ/GoDU2+rMFgEMU5sgmuXr0Km80Gh8MhDAm97LNuLA8DjZjL5YLVasXIyAi+/e1vI5lM\nIhqN4v79+7hz5w5WV1exsbEhRFpk0ZD97nkrT5hiHYwoyBxRqVRoNB6qqxcKBezs7KBQKDRt/pOC\nPOREIoEvv/wSu7u7eOGFF9pOs9BwGgwGQQts9TiBhwXUWq2GtbU1LC4uisJht/Y76VWjo6MYHBzE\n0NAQMpkMbt++jVgshs8++wy5XA7pdLrjuc+OGs6ZmZkmwzkyMgKj0dhkMLu9+VppSNls9kC+JcNT\nnqJHXZ9c8Ttp0Wq/11SpVHA6nfB4PJicnMTY2BgmJiZgNpsFYZmnO3NW7OedmpqCyWQSA7YoxtDK\nIqCx5O8ZDAZBG5mcnMTs7CxmZmYwPT0txr7yd+TP/nWFzOnlocixG1arVeTLeS+z2Szy+bzQ0ySv\nkOtMfi02dajVavFMKb8nG04AsFgsKBQKUKlUyOVyCIfDIk9/0soxPULKFGaz2WN7YfwsOp2uKZUl\nvwbvUSqVQiQSwcjIiOB8dnr9yK/HiMzv9wturs1mQzKZPBuG83vf+x4ANIUh3cphHoTd3V3k83kE\nAgHcuHEDOzs7h46ZOOgUbQeNRgO5XA6JROLE3QxqtRo2mw1/9Ed/hKmpKXzve99rqla3ntY0fgzn\nL168iEwmg5WVFQSDQVy/fh3JZBLb29siL8eft9vtGBkZwcjICC5duiRaJel5ylzZs1Qp7wZ4D5jX\n9Xg8eOmll0ThKBaLIZFIYGNjQwzQY2GkWq0KL93r9cJqtWJ6ehputxt+v19EEkyRyIPG2FgRi8WQ\nTqfx7rvvYmtrC9evX0cmkzkx7a3RaAhRcZfLhXK53JR6OQw0fDqdDjabTYTfrWB64d69e6jVarDb\n7fD7/acyuoS0KY1Gg+eeew61Wg0vvvhi13LTHTWcFotF/PkovmWnIVMjCoUCcrmcGKG7X5+57BGw\nY+k4J6Oc15Fl/Y+bY9Tr9bBarRgdHcXY2JjI2xzUVsprJP+UhQ1WHROJBNLpNAwGg6DUqNVqGI1G\n2O12DA8Pi3wzZ2vL4wX4Hk8rWj87DQtniLPlljQ6tVotBglSuJuGc2BgAF6vFxaLBdPT06IwSkV6\nOhbyuqPXajQakc1mMT09DY1Gg83NTajVasRisRNVjeXKN3vaj0Mcl9ecHOLL10HHIZvNIhKJiKYR\nFjz3u79Pitbqu0LxUBe20WjAaDR2TSWpo4az1xuuXq8jm81iaWkJKysr2NraEjmig/JPR52iB4Fh\nCdWvM5nMsRezWq3G3NwcxsfH8frrr4uRuu3mnpiwt9lsMBqNmJ6exvPPPy8Gw9GQkxPLEJThuizy\n2utn1+/gptRoNMJT9Hq9mJqaEsaUKSGOrJVD9daRIgdFYfQ8XS4X7HY7/viP/xjpdBqjo6NYX1/H\n3/zN3yAej5/I86xWq0gkEiKE5WHQLig3d1A+n+E/p7Dev38fPp8Pc3Nzgpt9GuCz4vt1o7L+tTGc\ncm4zHA4LQvphJGaeolzcR12//AAqlYrwbLPZ7LG9AG4qkopZ1W0nrbHfKctOEL1eL3KhvGZ5o8o5\ny3Nj2T5avXEeOuREHqSeJedO2/Xo5Zy0zWaDWq3G+Pg4gIfMFY6lOe40A45tqVQqKJVKwiNr/YwH\nXZPMBgAOnmpLtaR4PI5AIAC/3y+8227zfg+K0jqN/lJkeAKwU2hrawu//vWvsbq6emhCnTdTDtXb\nRaPREIOkNjc3EQwGUSqVjnW9PO3feOMNzM/Pw+FwPPGcHtkwti7QcyPZPXTzEOIcoDfeeAMXLlwQ\nI3N/85vfCP2FdkG1MOpnKhQK+Hy+tq9dHg53GNg/fvPmTWQyGdjtdni9XtEZ+HXAmTeccm4zn8+L\n+SfsPT7IC2z3pG0FQ7FYLIatrS3hbR43j8JFaLfbRa7spJvvtE7ZczSj2/dY9m6NRiNsNhvGxsZQ\nrVah0+mO3WLYWl23Wq1tV71lvuZRFfnWXCcr+cyly5/trOLMG07g0djdpaUlLCws4P79+0KQ4zDD\n2e5CkMFunY8//hi/+c1vsLa2duzuHdKg9Hq96NLpZ2Whc/QeZF+88847mJ2dxYcffohqtSochHbA\nFE4ymcStW7fQaDTwjW98o23WiyyYc5RTsre3h1AohEwmgzt37sBms+HatWvHUjjrZ5x5zgkXAylI\nnPFcrVaP/F22iskagge9B7/y+Tzi8bho52wVSG4XzGOx4tiaBzvHOQg5v2ixWGCz2WAymUTL8nHQ\naDwcJxOPxwVh/ajqOtc+ozo6CketexZQY7EYtre3BfvkrExuPQxn3uMkIXxraws///nPsbGx0TSL\n+SBw+mYul0MkEoHdbj9UCoue6eLiIpaXl3H79m2srKygXC6f6Lplw/l178o5R2dAXqnb7cb4+Ljw\nHo9bJMpms7h16xbMZrMY+3tYxMPILJVKYW1tDYlEoi0yPo3yzZs3xSykwcHBYzFH+hVn1nDKp2A6\nnUYikUA0Gn1MzOOw3+eEvng8jnw+L7QKW41Yo/FwKFa5XMbOzg6Wl5fF8KiTcsTkNEGvxwCc42xA\nPmzZDnuSCZDUcUin02L4msFgeCzq4WuyGp/P5xGLxZq40Ue9V71eF1FaMplEKpUSdK6z7CycacO5\nt7eHdDqNe/fu4d69e7h///6hvE0ZDNPZYWS323HhwoUmvplCoRCvFQqFEIlE8Itf/ALvv/8+YrFY\nW+mAg0DeX6VSObSz6RznkEFOqNfrRSaTOZHnVqlUEI1Gsb6+jk8//RRTU1NwOBz7dhLRachkMtjc\n3MTNmzcRDofbqgvQuNLY3r9/HzabDc8//7yosJ9V43nmDCcflnxybm9vIxKJPDZbqJ3XKhQKiEQi\n4otqR3ygnDW0traG9fV1BAIBZDKZJxK55YIihapVv/CsLqaToNN5rqfh3sl80JN8XtYFstksVldX\noVarMTs7K1pv+Zp0LpLJJHZ2dhAOh5HJZJq0bdsBHYREIoFAIIC5uTns7u4ei9vabzhzhpOg0SRv\nc3t7W4Tb7TxUhhHhcBjFYlHMP5qensbExIQgjW9ubiIcDuNnP/sZPvvsM1EpfFIPkUWpSCQCh8OB\nkZGRY3cvfR1xXEN61jbck4Lr9kl6sClbt729jZ/85CfY2tqC0+mE1+vF9PS0kNpjk8ft27fxwQcf\n4KuvvkIwGDy208CC0P3791EoFDAzM4OhoaG+m4h6HJxJw8mcSzKZRCKRECpIx1WPodfKbqOFhQVU\nKhXkcjlxGm5tbSESiWBrawvJZLJjg9nocaZSKZHgp6rO1wEHdZXs9yXnevn3g7px5DwcQ73W70y1\n7FdxPuv3V9ZIeJJREezwyWQyCIVCuHv3LmKxGMrlsuBbFotFZDIZPHjwAGtra2I08HHfU64npFIp\noSxFUY6z+EzOnOGkwclms3jw4AEWFhawtrZ2JG/zIFAS7ObNm1hZWYHL5YLT6RQbmQWnbDYrZgp1\nIrwkEZkK8q+++uqx5sCcFexnILn5WFwrl8vY29tDpVJp+s42Vpkuw+IIZ1NRV1TuAKNEoCzc8nW4\nrzKBPRwOIxKJnNjrZO4yFouhUChge3sbLpcLU1NT0Ol0MJlMSKVS4n22trbEXjmJwEi9XkcikRB1\nhWAwCIPBIISizxrOjOGUK3xUQAqFQuKUfNKcIxXUlUplk/p2JpNBPp8/kvR7EpDiwTnRFIc4S5Dv\nB//MA4x0FI4xoCpPsVhs+ju/txpQ2XDSG2ePP0VsVSqV0LrkPByz2QyNRgOLxSIk9SjH12pEz9qm\nrdVqosLNSasnBe9tpVIRIjXsv9fr9UJhLJ1Oi2fzJOuf89fz+byQyOuWXme3cWYMJ0FprHA4jC++\n+EKocZ90QBO9IQrS5vN5oVADoCmE7CQYKm1sbEChUAg18bNaaeQmpEe0u7srCglUNY9EIigUCkKA\nJZ1Oi9RIrVZDqVQSG7l1fIR8/1uVh6j3SJUoCtpOT08LNXe9Xi/U9I8rIdgvYIjOVsZYLPbEM8Xp\n8VerVaRSKdHDTooTn2knZpdXq1WUSiVEIhFsb29jfHwcDofjzDkLwBkznAzzOFIgnU6LU7cTOUe+\nh3yKd7PDodFoiNnQlCbrtuDrk0K+F7zvFN/lpM9UKoVSqSSEfePxuJiASJV6HlLcTPRG6GnyWTPM\nk9+7ValHo9FArVaLvFmxWITJZEI+n4fFYkE0GoXZbMbg4CCMRiMcDgfUarWgnskbtx+Nqbw2qcbF\nKKtTa5OeH0f90nB2cv3z3srPurWLqB/v/344M4aTG4h5mXA4jGAwKLoYOsGDPO02MM6nNpvNok30\nNHULTwreJy7+VCqFfD6P9fV1xONxrKysIJFIIBQKiY1eqVREuMcQjc9NLgoBEN6N/Dxav8uQ9Rep\nA8AQ3Wg0wuPxwO1249KlSxgaGsLVq1dhtVrh8XhETvQseKC7u7sIhUIIBALI5XIi594pdGv9y3lm\npVIp0jI8cOv1+pmrrp8Zwwk8Cgd507nxzsKi3w/8PFRqf5I8bbcgGywauVKphEqlglQqJebipNNp\nbG9vi3Avk8kID7NYLIrP12owATR5lPtV09sxnsCjDSoXoOiVVSoVDAwMiI4vh8MhhKM9Ho9Q05er\n8nzNfgC5l/F4XKjAn5WmCd5TzmXn11luNT4zhpNGplarIZvNNoXo8ol2mh5jJyALy550blG3IXuY\ntVpNzNdZWFjA9vY2VlZWhHi0PI5ZVkRv15s5yljK3/crTAEQB1CpVIJCoUAymYRKpcLKygqMRqMY\nYXH58mWMjY3h2Wefhc1mEx7ok0j8dQs0/isrK1heXhb54H4HUyoqlQpWqxUOhwMej0dMvj2rTs+Z\nMZyEQqEQ3oHJZEKlUoFGo2ma+dOPxucw8Jr7ZSPIOTXmYZkiSaVS2NnZQTQaxcbGBsLhMEKhkPA+\nW6OBVg4mgKaWVvl76/sfZCwP8kxbc6GtVX7+Gw9YtVotBGE8Hg8mJiZgtVrhdDqbtCP3u8bThkzD\nI2e530H2A5tLJicn4fP5MDw8DJfLBb1ef+ZCdOLMGE6ZimIwGGCxWOB2u9FoPOyFHRgYaAr/Tjtf\neVLQaHJ4Vj9dMz18NhncvXsXy8vLWFlZQSAQEMPwyO/brwIu5x7l8R1yUabVkB5lMOWc6H7Eefka\naHCYEimXy8jlckKI2mKx4Msvv8TExASeffZZTExM4OrVqzAajbBarX0z8ZOhOluDuzG5sVPgXuV8\nJr/fD4/Hg1deeQUzMzO4cOGCGGLHgXVnDWfGcAKP5vRYLBZB1jWZTKIyTT4kixBcXP1uRGlMek1F\n4n1iPjKZTCKZTGJrawuBQACrq6vY2tpCKBQSRpNaprKx4kbg5+HmaP3OHNdBwrb75TplXie9WrkK\nL+c1+XOtLAlZh5Xvz3CSFf/BwUGMjY3BaDQ+Nqq5V89Izon343qmwdTr9dBqtRgZGYHb7cb09DQG\nBwcxPz+PoaEhOByOx6Z8njWcGcNJ46LT6eB2u6FSqVAulxEOh6FWq5FKpbCxsYFisSgKADSg3ED9\naEBbdTl7CRqVUqkkZnAvLi7i7t27WFxcRDweRyqVElSYVg+5lSbE2eLs6NHr9YJgLXf4HHRgHOR5\nthLsabz3I9K30ppkD5SHLD3QtbU1eL1e3Lt3D5cvX8bLL7+MoaEhQXfqNVVMPtT6bR0DEM/SbrfD\n4XDgm9/8Jq5cuYKLFy9ieHgYZrNZNCvIAwTPDWeXIRtPi8UCv98Pg8EA4KE4q9/vb9LXJH8wlUoJ\nOky/6V/S0+Hm7MUikqvlhUIBwWBQFH2Wl5extbUl9ABkDxNopgKRkM4RxPQqTCYTNBqNaI2k4WQO\n7LAQne8hf+f/0QCS1kJKF/mh+XxeEOvJXGjNJfN1qtWqKCTJJPnJyUmUy2U4nU5xYHdrRvhRYPjb\nb1qWfP4OhwN2ux0XL17E5OQkrly5gvHxcfh8PlgsFuh0OjFvvrUVtp8+Tzs4U4aTm9NkMjUVh6an\np4VmYD6fRyQSQTQaFdXe5eVlZLNZ0SvbL54nw1gWu3rF4aRXlslkEA6HcfPmTdy4cQObm5vCi2eb\npHzotBpMdvCYzWYxr16v18Nut4vnJc90bxXhlUNr2Wi25kblggK9MI5PIQGfxHsS8TmylmrprXlS\nkrJLpRISiQTC4TCWlpZw5coVpFIpzM/PQ6/XC+PfC6PJe8y5Pf0CHjTDw8OYnp7GO++8g1deeQUu\nl0t0a53VkPwgnCnDCTSHgwz1mFfR6XSwWq2Cm+d0OhGJROByubC9vY0HDx6IPlmgO4Pqj/tZDAYD\nTCaT8MJOA3IVmpXaZDKJ9fV1LC0tYXl5Gevr60IAgr3jcg5TDsWZ07JarcJQGgwGYTjNZjO0Wq0I\n2eW53Cx6tOYqZdAw83nLIh4EQ3NyNEulEmw2GwqFAkwmE4rFIhKJhJBKkz1QmU9Kb7RQKEChUGBj\nY0NIrNVqNYyMjMDv94vCx2mFmlzzDocDDodDeG29XsMAYDQaYbFYcPHiRbz44ouYnp6G3W4XVXPZ\naH5djOeZNJyy50FBAgBNOSyGaLFYDOvr6/jyyy+RyWQQjUbbVonvNkjVsNlsPZHYYogai8WwvLyM\nmzdv4pNPPkE0GkU4HEa1WkW1WhUGTmY20GDSszQajaJS6vF4YDKZxOdibpOemtzTLuco+X/AI2oR\nDSXZFPJ3qiMxdGboTvpUIpEQM8QzmQw0Gg3y+TwUCgWq1arwouX8N9kNDP2pHBSJRBCPx/HCCy8I\nQ3GaITujk8HBQTFqtx+gUChgtVrh9/vx8ssv44c//KEYJtdPXnGncWYMZ2seTF6scrWz0Wg0JZ3t\ndruoEM/MzEChUCAcDgNAz3OdKpUKfr8fo6OjIkzv5iaUQ+Ld3V2kUikEg0GsrKzg1q1bWF9fRzgc\nFi2S9ARbC1iUA+MGcbvdMJvN4ju9DeY46WXyYKO3VygUmnKRrZ4g8PCZ0lOl6tHe3h40Gg0GBgbQ\naDSEB6pWq1Gv10UeValUikmQFosFCoVCjJugR8nwXPY2WyvvABAIBMR77O3tYWpqCmNjY9DpdCLn\n2M1nR8Pp8/mQz+fF5+sln5POi8/nw9WrV+H3+0U+++vmYbbizBjO/XBQ0QCAKLhoNBqRC6UE3YMH\nD0RurFdgon9iYgLT09OnSgZmWBsOh3H79m3cvn0bH374IdLptBBVlsNl2bvXarWw2+2wWCwYHByE\nw+GAz+eD3W6H0+mE0WiEwWAQho0tkI1GQ1TjOZueBjqZTIq/8//kA5KVWJvNBq1Wi3q9LtID/Ble\nH1Gv12E2m1Eul2EymZDNZqHT6ZBMJqFUKpHJZIR3KlN8ZB4w/58dUxw9zVy5xWKB3W4X1fZuGwm1\nWo2xsTHUajXhbXdDuatdcF2MjY3hxRdfxMTEhMhpfl0NJnHmDOdBD6TVE2VoyVDOZDLB4/HAarWK\nUL+XIDtgcnISMzMzok+6G5BzmiS0b29vY3FxETdu3MDGxoaQepPnXtMD5gFks9mEypDT6cTg4CDs\ndjtcLhdMJpPI1ZJuQi+OBpO6jiza8CBLpVJNxRuZbsP3p8ep1WqRTCah1+uRTqdhMBjgdrsF00Ku\nesv3uV6vw263Q6lUolwuQ6vVijnhbGcEHnnjvG+tVfdQKAQAsFgsAIC5uTmMj48Lz5PX3Enw9Uj1\ncTqdYq56NpvtqeHkgeb3+wXfVb7mryvOnOFsF3LoxEqvz+eD1WptKlD06tqYI5ybmxPTNbsNGoBo\nNIrbt2/jzp07+O1vf4tsNotUKtWkMiXnM3U6HQwGA1wuF1wuF8bGxjA4OCgMp8lkEnlMaplSyYrV\n7lKphFAohHw+j0AgINgPHM/Ann3mKWW0Vu2ZCmBoWC6XYTQasbe3B61WKyYo8oBkFbperwuPVafT\noVarCQM6MDDQJJ4s99fTsFK9PJVKAXhIgVOpVEJTsts56oGBATidTuRyOVgsFhgMBuTz+Z6lnFiw\nczgcGB0dFZ1WTwPOnOE86HQ9qN+Z/8ewghu7l4UhhUIBm80Gl8sFu90uvOBuepzMae7s7ODBgwe4\nceMGtra2hBcoF0nkljmG5na7HSMjI6LX2O12w263w2g0CkYAvTPyKZPJpBCdzufzCAaDgl8rG0yG\ny7K3K4OeLxWOyuUyNBoNCoUC9Ho9kskkDAYDBgcHodfr4XQ6odFoYDQaxbOXjSI5pTabDQqFQszZ\nYcEKeNRuyvsHPJp1BQChUAiNRgNOpxNKpRIXLlzAyMiI4OPyOXcazDFPTk6KCQKtLITTAu8tKWa9\nbuA4TZyJT7qfkTsoNCfk/Kdc3OgHw6lUKkWI63A4hOHsBuRCRzqdxvLyMu7cuYPPPvsMmUwG6XS6\nqbtKPmRoYJjHHBsbw8jIiAjV5TwjAOGVFQoFQaRPp9NYX19HOp0WnmY2m33Mwzyqs0smTLPAE41G\nodFoxPwan88Hk8mEoaEhcd1qtVqwLng/6JXScNIgV6vVJiPb2gsvdytx2qnJZEKtVoPJZBJGtFsV\nbxaIOI21Xq/j7t27xx7X2ylwT1EU+riH/1HX3M/hft8bzoOEHoDmzcSK+kGte8y1cbP2KrxRKBTQ\narW4evUqZmZmRF6uG4uERpNjKxYXF3H9+nWsr68Llfb9PE0W1kwmExwOBwYHBzEyMoKhoSGRJ2Zo\nDkB07lBWbmdnB6lUSni0kUhE8GfZwUXaT6vk3GGbidco/y6VmCjsq9PpEI/HBU1Kp9PBbDaLzU3I\nAroGg0G8FgsuLFAx5ylfJ4trjUYDW1tb2Nvbg8vlwsDAAKampjA4OCjSC50Gi2VXrlyBVqvFr3/9\na6F3etpoTWkc93f3+zNwsDPUT+hbw7nfg5A9AOAREbuVjrQfMbhVdbqXCXWtVotLly5hfn6+K7Ol\nZSNEwxkKhbC6uorPP/8ciUQC6XS6SZGJC5RehFarhdlshsPhgNfrxfDwMAYHB+HxeJo8zUajIXQB\n4vE4kskklpaWEI1GheHkbCF6ayepBLd+JgBizEOpVIJSqUQqlYJKpUIoFIJGoxEG3uFwCPqUbEBZ\nADMYDMKbpGEmp5Rq9QCarpsGOxAIIJvNwuv1QqvVwmazCc+z04USHmx6vR4XL16ESqWC0WgU4fpp\nr+mjooSTvEYrU2Y/+mE/oG8NJ/DIUywUCiiXy0JOi3QMp9MpqqlyJ0nracY+7Hg8LvQXe+FxslPI\nZrNhampKVNO7ARq0bDaLzc1NfPLJJ8Kg5fP5xxSNgEf0ErZH2u12eL1euN1uOByOJo6e7MFTj3Nl\nZUWMkuX0TpLRZSPdyQ3e6vXInmSlUoFarUY2m22afmk0GkVeTt6gLBxxaF6j0RCH2kGeJ3meq6ur\n2N3dFe2lg4ODXSuWMNXj8XgwNjYGANjY2Dh1r5MsjVbubbvgmmDqhs0WfE6cTtqPBae+M5ytRo9V\n2Uwmg9XVVZEbM5vNUCgUMJvNopNkP9deroqmUikUCoWeher0FiwWC0ZHRzE6OtpRwYZWg1StVpHJ\nZBAMBnHr1i0EAgEkEokDlY14+NC4sIDlcDhE+yQPJxaBmMsMh8NYWFhAKBRCJBJBLpcTOc9u55T5\n+q2eaKFQwMDAANLptMgNarVaITjB7h8eXhqNpul1WN2XPc/W9cnUz9bWFvL5PKanp0UjANeofI87\ngYGBAVgsFjgcDvj9fpTLZWxvb/fEcJLz267hlO8fc8npdBr5fB7FYhH1eh1er1ccbnJ7LtA/nmff\nGU4AwkPc2tpCNBrFhx9+KCrCXMx2ux2XLl3C8PAwXnnlFRgMBsEjayXEcwJjKBRCOp3uCWmYVeor\nV65gcnISDoeja6IezMFFo1F8+eWXePDgATY3N4VeqRzWycUzemEmkwlWq1V88TrldsZqtYrt7W3E\n43EsLS0hFAphZ2dHbAK5v70XISSAxzzR3d1dqNVqweMsFAri8/KzA2iKAljw4He+jhxicn3V63Xc\nv39f0J30er3gtnYaNJ6vv/46vF4vFhcXm5gApwHZ6y4UCrBarW3/Xr1eFwf5J598IgbQUY3fYrHg\n1VdfxeDgIIaGhvpuiGHfGE55c5EDuLW1hZWVFfz0pz9FKpVCLBYD8NAzcLlc4oFduXIFSqUSJpPp\nsU3KnGixWEQsFhO8t14YTrVajenpaVy4cAFWq7Vr8mA0nJwLtLq6imAw2ERwl69LFvJl7z8J7SSd\n03Cyw4c93Ds7O8JwptNpQS3q9WgH2WDv7e2J9sqBgQGUSiVoNBqUy2Xo9Xrs7u6K+Tf0uGXIwsnc\n9HJPvUKhEAWa9fV17O7uCnpStzQIlEoljEYjnn32WcGzZQrmtNY27wMpZa2NCweB95J58I8//hiL\ni4vIZDKo1WqCpud0OlGv1+FwOJpy6ke9/mmgbwwn8PCmlMtlrK6uYnt7G3/1V3+FUCiEzc1NlMtl\nkU8i125paQlarVYYVIfD8VjPMCukuVwOkUhEdFqcpuFUKBRinvczzzyDy5cvPxbGdQJckLlcDmtr\na1hYWMCdO3cQDocFt/Kg8JxEd04gZD4TQFM7ZK1WQzAYRDwex+rqKsLhMCKRCDKZTBMftN8gG1Ea\nPzlHZzAYsLe3B71eD6PR2NTnzkNFqVSiVCoBgPA++do0pLFYDHt7e3jw4AG0Wi2uXLkCn8/XlSo7\ne9dLpRLm5+dhNBqxsrIiuKbdhlw/SKfT8Hq9bf3e7u4uKpUKHjx4gDt37oh1RM0AcoB/8pOfwO/3\n44//+I8xNjYmCnD9gL4ynMDDTbq9vY2FhQV88MEHSCaTIvcho9FoIBAIwO12i9a7/Qwi8zB8uFz4\npwk5tzk1NYXZ2Vnh4XQC+1XRA4EAtre3sbGxIaracl5TDtEZplMXlJqPzBtTSYh5qM3NTYRCIWxs\nbCAajYriXS/7ptuBnAult8QCxd7enggFtVptk2wcub/Mjct97XI+tNFoCK9pa2sLVqsVo6OjcLvd\notgEPLm3JLdgOhwO5PN5jI6OYnd3VxSJTuM5yPUDike3QyFiSoFSjxzFwntYLBZFa6zL5cIrr7wi\nHI/TVhA7CH1jOFld29rawt/+7d9ic3NTjGnYb0MybJRVfIDHBT9oNAuFArLZLEql0qlubs6TfuWV\nVzA1NSXaBDudr6GB43xz9qDLB08r7UgOz1lJZ06OhHCS5Ov1OuLxONLpNHZ2dgT1iMpG/W40W7Ff\noYf/PjAwIO4DDxIeLBQvKRQKAB5Vhvm75Heurq6iVqthbGxMDBY0GAwd3fRMLTgcDnz/+9/H4uIi\nlpeXxXM5LePJcTXtOiU8fCguzlEnct640WiItNrf//3fY2FhAf/qX/0rkf7otfHsueGUF2w+n0cs\nFsONGzcQDAZFBXw/yGHWYeMw+HOcXX7alUd24MzOzuLSpUuCrtKNMJ1FCobR7A2XDZvsaVIARVag\n53gDhqLFYlHQjhiiRyIRcajJep1nDXLeEmgezcKQUKYtyV1FrULIfA16o5FIBPV6HdFoFOl0WnBK\nO204aeSfffZZwSOlo3BahlOWBmz3dxjiy+uz9WeY+rl16xZisRh+93d/F16vty9k63puOIGHxi2b\nzeL999/H8vJyUxHnIMhCGQ6H40A5KyavSWM6zb5epVKJoaEhuN1uPP/887h8+bLQhewkSN5OpVK4\nc+cOFhcXsbm5iXQ6LTY5gMcMpuxRUW2HghgktdfrdWQyGeRyOSQSCfHn1q6jswpuYm56euEkl/NQ\n0Wg0sFgs4p7xcOHBIh/gDNnr9ToePHggupMoUtLpXKdKpYLdbsfExAR+//d/HysrK3j33XdRKBRO\nxVFgKqfd95IPbGqp7gcebJFIBHt7e7h//z4ajQYuX74Mk8nUyY9wbPSF4Ww0GiiVSlhYWMDKyooY\nCnbYhuRpy9ZAenH78ThJITlN4juvz263iz5vCt92OrfJfF2hUMDOzg6CwaAQ2GhNY8hcTY1GIwSH\n5Y2tUCjEBMhKpSI6jWg0qU95lg2mDLm4w8iEnU6NRkMMGJPFmOXWUdmj5xdTQqFQCGazGVeuXMHu\n7m6TMlen1gEr7C6XC8888wy0Wi3ef//9rnfJMYKhF94uk0JOEx01oLBeryOXy0GpVCIQCMBqtWJ2\ndratXGo30XPDyWJGMpnE7du3sb6+/lj1dz/odDr4/X74fD643e4mT6615VKmkJyW4eQ87t/5nd/B\n5cuXMTIy0hX6Eb3NZDKJYDCIu3fvIhAIiFlBXGCywZQ9THpRFFJmbpM54Vwu1+RlthaZvi7gGpEL\nYdlsVigssdrOVlS1Wi0MKvN8rWIgjUYDm5ubqFaruHr1KhwOBzwej3jNToJ0vGvXrsFut2N9fV1Q\nfaiH2i1wfbX7mbgOfT4fJicnEQ6HkclkDlxTDOtv3LiBZDKJZ555Rmg89Ao9e2e5Elwul4VOYzgc\nPjKcJpmccmdc0LLH2VokOs2QkhvNarXi0qVLeO6552Cz2br2oNldlU6nEQqFEI/Hm7p2WhWPWAgy\nGo2wWq0ibJcPGHJkaTQZ9vUr3agTkHmJskcJQHQeMQdKbzyfz4sRILLXxcMlmUwCAJLJJDKZDOx2\ne8e9Jb6WRqPB0NAQlEolLl++DI1Gg1u3bjUxATqJVgWydj8TD3GbzQa32y327mGGc3d3F5ubm0Kb\ngG2xT22Os1KpYG1tDaurq21VvRkCu91uvPnmm5ibmxOjGva7ifz505KTYw7snXfewdzcHC5dutQ1\n/hlDzEKhgPX1dUEPooBHvV5vMphGo1Hof3q9XuFx8r7R0yqXyyI0Z9pkv5bDryO4ScvlsiD6kz/M\ntAYPIirLyx1EwCPlpUajgWw2i3q9jsXFRajValgsFtFO2OlNz7y/0+nEd77zHczPz0On02Frawsf\nfvihaJE9rJh6ErBttV3HgHvywoUL0Gg0+OKLL7C9vX3o/tzb20MsFoNGo0Emk0GhUOipIHnPDefe\n3h4SiQTi8bgIKdoxnCaTSdB75J7WVkmq44YRTwJ6wkajEXNzc3jmmWfg9XoF/agb18B8WyKREL34\nLOrwmvZrp3Q4HKJNlTxG3ntOCGV75X697V9X8DAiE6M118mvSqWCer0uCmZUg2eXEl+rUqlAoVAg\nFos1MUXIkQU6q57EQtTk5CTMZjOi0ShMJhMePHgAlUrVNMWTEQav9aTvyfXVjhGT6XAulwu1Wk0o\n9h+2xsi6oXMlz6XqBXpqONkK+dVXX2F5eVl0DhwGtVoNt9uNkZERXL58GU6n81CXnR7XYaFAJ0C1\n9G9961uYmprCa6+9hqmpKaHc1A2QN5jNZrGxsYFAICCqm/KhwVnnLpcLExMTQhyC18ywnCFnsVgU\nOU3Kpz0NRhN4ZEBqtZrwwNPpNFwuFwCIw4cFGXqjDO/lXDqpOo1GAxsbG9jd3cXzzz8Pj8cDu93e\ntS4Ytvc6nU689tpruHTpEi5cuIB4PI6FhQUkk0lsbm6iUCiIeU8clczIoh2PlGuMSkbHEXBWKBRw\nu91Qq9XweDxwOp2C07kfeC9LpRKi0ShcLpeQCewFemo46d2wba+dSq1KpYLFYhH5EbYuthpOOf8i\ne3vdyPMoFArRLzw5OYlLly5hZGQEHo+nKyLFcn6Y7WvpdFqIJDDPJjMP6F06HA44nU5x4NBTkLUo\n6W3J+plPE2SKEqvs9NA4TZNEeavVimw2+9hkT4KhfyaTgVarRS6XayJ8dyMK4XPnXCYqXMViMeh0\nOkSjUSgUCiG3VyqVxBgTMjHa5efyvbiOjvN59Ho96vWH00iNRiPS6fShP89IIJ/PP6Y5cdq5zp4W\nh3iqb25uYmtr68jKH937t956C5cuXRI8u6PQTaNpMBig0+nwzW9+E5OTk3jnnXcwOTnZNaMpg2pF\n+XweiURC5NOAR3xEepvDw8MYGhrC1NQUrFYr3G5302uxKsy2SoboT0Necz9wk5LxwRCRxTQaJo/H\ng3q9Lrp1ZF1J2fOkUQgEAvB4PE0Uum6CwtlknjidTpTLZbz99tvC0yyXy8hkMqJxYmNjA7du3UKh\nUEAulzvQgNJpkHv5jwPmRqemppBMJpHL5VAsFg9cb7QZoVAINpsNly5dOtE96QR66nGygknay1GE\ndwovjI+PY2hoqG0ycTc2PgtOFMSgpzkxMYHh4eFDib2dAhcSyeoyjUv2NnU6nZCI44hfKknt7e2J\na+XryR1ZT6PRBB7lOhke0gOXC25qtRpGo1FMnGRr5n4RTqVSQbFYRDabFf3s3b63crqGIi5ms1l8\nNuY6y+WykF2ktu329jYUCoUoJh10ra2V9eN40bwuCmbzIDnMcPJwz+VyPVXg6pnhlG9ANps9slOI\nVUyXy4Xnn38eQ0NDbXl07GnvlPdEriNP8G9/+9uYnp7GCy+8AL/fD7fbfWpGk2LCxWJR0I+4GFkk\noFL46OioGOlLHidDMobopVJJ5DaPQ2j+OoKblN4YFe3tdjv29vZEkchsNqNer8Plcom+/nw+31SA\nYZFIqVRie3sbJpMJMzMzYqzwaYaZPCBlXq+s+O/3+3HlyhVcuXIFN27cwE9/+lPB6T1o77A19yRc\n0YGBAUxPT0OhUOCTTz7B1tbWgcaTa55tv8zH9qKyfuqGU87P0VOSK5cHgQlvg8EAj8cjJhQetOjk\nrhqZf/gkhpPXwFnSbrcbs7OzuHz5MiYmJuByuUQYdxqQFbgZFspeBkMhekVUy6f6D4AmCg1zek+7\ntwk0y9BxnVKaj4aTs9TZttqa55QNAA0pi029oHcd1t/Nz2E2m4XnnEgkYLFYhFQh8Hj0xjy73KXU\n7kHAe8TUEXVfD3OgWFDeTzHtNNEzj3N3dxfRaBTRaFRUbw8Dq29utxtWq7Xt7otSqYRYLIZsNvtE\nhQ61Wg2VSoWZmRn4fD689dZbuHDhAqanp+FyucSclNPyHugR8dABHvH4gIdFNLPZDI/HA4/HA6/X\nC4fDITiEarVaFChYmc/lckK9/Wk3nMCjw53qP8FgEC6XCz6fTxSJOH6YFC/mLmVnQKY4xWIxGAwG\n0bp6mgftUWB6x2q1YmpqCrFYDK+++qqoxLeyK7gGU6kUNjc3cenSJfF5jxOuO51O7O3tibV5EIuD\n78d0Ry+bMXoaqpOQ287kw4GBARiNRuExtUO2Zc6OxuBJbjLl19xuN0ZHRzE7O4uLFy/C5XIJHtpp\nhwxcSK2cTRpQtlfyiyRlufIrE74rlUqT5/C0G07g0f1hlxDznbJwiiyawgN2vxEuDP1J+2odLdLL\n3mu+P+lFHAjn8/kQDAYP1IFg5x+FrNtdN3IOWKvVCjrTUakLHmZPJY+TBm1nZwc7Oztt3QStVguf\nzyeq1e0WhVKpFO7fv49gMHgiL4rGaGhoCF6vF++88w5eeOEFjI+Pw+Vy7UtBOQ3I3SrM89BYkrtJ\n+pHNZoPRaBSGU6FQiL5scvkoJtsL6b1+BlM9mUwGoVAIPp8PXq9XVNVJS5LbWPV6vRCmoBSdXNhI\np9MoFAoolUrH5j+eBngY2O12TE9PY3t7e98Qmp8pGo1iYWEBkUgElUrlWApQMpWPKlTUQ9gPjcZD\nAZVisdhTfnFfFIeOMmhyRwTzIEcZKvk0jMfjJxZ2peE0m81ivvj4+LjQ1Tzt5L4M+XTnJmXxisoz\nzGce5GmyasyOo/P8ZjNoHBiys1GgdUyILEfX6nHK3hXveT/3/XPNc6TyYbQpGrJ0Oi1ywMfVZJAL\nmkcZXN7DXq/TvvA421FDkjUN2zFUXOzRaBS3b98WHudxQS/u0qVLeOWVVzA3Nyc8zX6Yusf7xg3L\n/CWl4njYcEFywVFxPxKJIBwOIxgMCv3Op7ma3goaThqHaDSK7e1t4WHyvgNoEoXeL+yUu1/41c/3\nut2uO1KDgsEgAoEAfD5f06TQo9B62B+2r2QKnqwTcNrOS092PpPlPL3bPTm4EI/KgbR6CTwNTwJZ\nycXn88FisTxWOe0l5PwYvU7Z85Rzr7wvci92oVAQVcqnRcjjuJA5nfLsJeY65U4t3ns+h9b1wfvf\nOma430Bj2fq1H2QuaDKZPFauU36/dqM3clB7ee964nEybxSLxRCLxdpSZSdnsd2hYMViEeFwWHyd\n1HCyXXFwcBCTk5OwWq09lbMC9pfJk09t2fOU54FTvIMGIBKJYGNjo0n4+Nxw7g8WiFKpFAKBAOx2\nu2gmMBqNYg2zUETj2Xq40mhStq6fPU6OmD5qXVCGcGlpCR988IHQ2jyOY3EYVaoV8qHTK/TE45Q1\nH9spDLVSb47a3AyJUqkUcrncE43MkLsujEZj19sojwvZ45S/WrtXZE+HvES21FH0uJ89oF6jtZOo\nWCyKQ0jOt7U+h1bjIUdE/XxIMZfIz3jYdfKzZLNZBIPBI7sAD3o/+fthP8f791R5nDKnjV1D7Zy6\ntVoN0WgU8Xgc1Wr1QP0/vn4oFMIHH3yAe/fuNQnSHhcyraefKqCtGxDAY0ZTLkbQuyEJO5FIIBgM\nYnt7u21Jv6cZLKaRhZBMJhGPx0VozjQHC5myxwngsUOMEUA/3+9CoSBy3+04K1tbW6hWq3jppZdQ\nLpebGi0Og3ywH2Vwn/riUGtHz1GgoAWNII3tfp0MzJ/yoT8pbUHOXfVDXpPY78SVN2hrTpNg37Tc\nrvk0qiAdBzKRnTxCmfe63wHW6nHu53n2K2igmPtuByygcVpAu06GnHpqxxj2w73ricfJqhgNYTs3\noVarIR6Pi9neDJ9bK3AkvG9vb+PTTz9FNBrtyMl0nOT1aWK/fKfs1TOXVigUhPFPpVIIh8OIRqNI\nJBLI5/OnOsjurIIpIOqVptNpwfSQZzEdZjRbD7Z+BK+tWCwiGo0KKt9R10s93Xg8jlgsBo/H01Z1\nXR653I4jJac5niqPk14Qv9r9HRoBFolaqQg8JQuFgiAaHyZT1Q76eYETcn6o9Uuu4CoUCiF6wg6Y\n1hzdOfaHfI/lULs1bJTv4UFGs5+iloPAtXOc+gANIA9q2Qge9nlpCI+zBnu9L3viccqLrt0wmi2a\nqVQKGxsb2Nvbg9vtFsRZPuhMJoPV1VVsbm4iHo+jVCo90fXKp2E/KqFzsckbl4uQ1VuG5sDD+08V\nH2pMtitae47HGwfkw0emJR3kcbbSxfoZDNXbbW/k508kEtje3obNZhPK+Qeh1R6063H2eq32rKou\nf7UDOb+UyWSEdJdsOOiVplIp5PP5jpC5+b7t9NP3Cvt5nPL9lb1O+Uv+XOc4HvYrzsmQPaxWT5Mp\nn35M/choN+fY+juykny7TpG8v44qQsnfe4WeGM5WKbR2bgJPplwuh+XlZWxubjbJfJGEG4/Hcf/+\nfWxvb4v/e9JrlWXFTlqd7xZk+TJ5I8vUo4O+nmaF927iII+T4ivk2PYbte1JwTWYz+ePFe3JsnT9\nzGuV0ZNQ/aQ8LBpPdm7IxpfGolqtCjHeToSfcqGldXBZPy76/TzOVq/o3FA+OWTvkQIYB+Uu5X9v\nDdX7cQ0R8uc7DtqlFrX+fDve5H7c2F6gp6H6cQwbjUG5XEY4HEYsFmuS+GJSOpfLIRqNIpPJdMSb\nYp4wk8mI9+wnw3MQ0b31S74XB7Vk9noxngXIYzOo5nOQlFyrxynLz/Grn/OcnFl1khnwx9kj9Djb\nNbZymqNXa7anKhUnMUDMocgTGFtze8ep1rfzfhR54CTAfimkyKdvazV9v8NJ5qPKRrPfc239APle\ntyohtZLdD/pdAE33vt94wTL4OdvVvpUhT71sB8etqPfaaAI9NpzH/fAMm9mqKVfhTkJpaAesogYC\nAdy/f39fJexeoDVU5H08KERn66hWqxUzh6iBSI+iHzdwP0GhUDw2jkS+h62hdys1iVJtFJWmRGK/\nQqvVwmazQa/Xt/XzXEN6vR42m62tufFMv8ke51F7S56q2av715N37USeojXPKHtT8jiCJzUGNMpM\nAbBa32sCLiHfx4Oq6uS60njSgFKxvBfq9WcNsrdJ+ThZ61S+fwetC7k41KqP2m/gZ+WhcJzfozBO\nuyH+cRye1i6+XuHUi0NyL++TfPBW+S4uaE52NJlMRw5+agd8oBsbG6hUKnj++ecxOzsLq9V67BCm\nU5C9Td6D1qJba25THt7GdtdcLger1YpqtdrEhT3H4+C65Xwhu90uZgxptVqUy2UoFIqmwsh+eWUq\n89Pr7McDi6kfnU4Hu90Og8HQdDgfBH5Gq9UKn88Hg8HQ1vsxqmvXeGo0GqGH2yvj2ZOdL4eXco6u\nXci/J3PiOEfcZDJBr9d37MY2Gg2h6xmLxRCJRITX0ev84H5iucDj3RitdBhOZtTr9SKPxcpwr73o\nfoS8vhieyzOGWilhB3mc9FTlYlI/ep28ruMMk+M+lGcIHfTZ5PtzXI+TUVMvK+w98TipONTu7KBW\n0PDKcvtclBaLBaOjowiHw1CpVB0rFKVSKZRKJdy6dQsqlQpvvPGGGAfbC6+Bi5QbF3iUVuD/k23A\nz89kP3NEpVIJHo8HlUpF9PRXKpVz47kPeO9sNhu8Xi/cbjccDoeorDO6IW2t1YOi4TWZTCJv2C9T\nBA7CcYtDTAFx3G87feqNxuOK7oeB87QMBkNPebA9eWqtlcXjQs5vtuY4OSdFr9d3NHdHjmg4HMbq\n6ipCoRASiUTbwsrdwH7FoYMoSfQ6aTRZJOJwsf1yded4CPmwl0Nt2XMEmtXdW7mzNJy87/1+r7mO\njtNEQuEdOXfeDsiTbtfjZLTXS2+9Jx5na3L9JJX1vb29pnCdr20ymeD3+8WJR6GCJwV7aW/evIm1\ntTWYTCZUKhVcu3YNPp/vxN7zSdHqcdJ4yiE6O57kkb/sWtFqtbDb7RgcHEShUIDNZkO9XkehUOiL\nole/gPdZp9PBYrHA7XZjaGgILpcLZrMZQLMgBr9kuhzwiKJjtVrhdDqFx9SPxpPPvlKpHGvsjF6v\nh8PhEKr47Y7wppZCOy2aCoUCZrMZFoulpx5nz3KcXEjHJdfKPM5WT4+egU6nEydfu1qC7b53qVSC\nQqHA+vo6DAYDHA4HVCoV7Ha7GCR3Wg+ztdDWyudsleui59mar+NXoVAQRaLz/vWHkD1Fk8kEk8kk\nJj+q1eqm4Xe1Wk18tVLWmFqil9+vRhNo1uJMJBIoFAri3w8DC2eM9trdB7LQ9mHvwzXO/d3L+9cT\nw8mwhwux3RvAfEg2mxViqXLvOPOcNpsNNpsNVqsVu7u7SKfTHfOgOA/7vffewxdffIFarYbnnnsO\n165dw+Dg4KmdgnJqgt0rzLPR0+FJzoFsBoMB9XpdGE2j0QiHw4FMJgO3241qtYpkMgkAfcFV7QfQ\nq7fZbPD7/fD5fBgcHITNZoNOpxPqQaVSSbQCy2OWgUfrUqfTwel0wuv1drR42WmQKx2LxcS89HY8\nQYfDgcnJSdjt9rYPhkajIYa8Mc95GAYGBmCz2YTD8tR4nDIfzmQywWg0HuvkYNslx6vq9XrU6/Wm\ncF3OR7Uj3X8c0BujzufKygpUKlWT56nVak/F85QrjHKqQM5zMvHOkL1Wq4l7RQPKUbfM27HI8bQL\ngPD+arVaGI1GMZxNbkOUZebktIh87+Q1aTAY+m52ldwjTpGOSCSCSCSCVCrVtqat0WiEy+VqO/Li\n+1EY+igBHToLjJCeOo+TG3ZwcBDZbBaLi4sol8tt/W6tVhMzXxKJBFQqFVwuV5NB5kJ3OBwoFApt\ncdCOA56ShUIBv/jFL3D9+nUolUoUi0VcvnwZbrf7VLwJEpRZZaTBlsN0jrPNZDLCQ2K4w1n1rBQX\nCgXEYjE0Go0TjXj9OkEOC202GwYHBzExMSG8TXpUHGiWzWaRSqVQKBTE/CYe6NzsVqsVLpcLHo9H\nPKt+AtdMIBDAp59+iq+++krMEToMNGgejwdzc3NwOp1tf7Z6/aFifCAQOFIHgvvb4XDA5XI9XR4n\n8OgEdjqdcDqdbQ29J1j04KmoVqsxMjKCRqMBlUolNjv5ZPQMOm0AWj3PxcVFKJVKOJ1OkQ9jx0Wn\nH67MJCAvk9xCeVCb7HHSQy+VSlCpVMIrYrGOnpDRaESlUhHX/rTmOmXCOlM/NputiZ/I1JF8b+VC\nnNyx1drmepqdL7JHeZjgdS6XQywWw8rKijCa7Wja8pBh80m7hwLfn2NI5LlYB4GHkNFo7KlASs+K\nQ1qtFlNTU6jX602e0lHgfPVYLIbbt2+jXC5jdnZWvAYXhkqlgslkgk6n69oCbTQaIn/4D//wD/js\ns8/gdDqhVqsxNjbW9YmYvI9GoxFOpxPZbBYqlUp4O6z0FgoFJJNJaDQapFIpNBqNpnCKHSLZbBZe\nr1ccCAqFQuQ6nzbPk5GLw+HA6OgoRkdHMTw8DLvdDp1OJ/LrhUJBKOqzAi0bGxaFHA4HfD4fHA4H\nrFbrqU9LpZHitdHAc33E43Fsbm7i008/xdraGm7cuCHUx9rJbzL3ODw8LNgG7VwTp9dubW0dqd8p\ne5xOp7NnnXtAjwwnAOFxckMPDAy07d3QeG5tbcFoNCKZTMJoNMJqtTZVNVvHs3Zj8/M1aWju378v\nQmAWbbp5MjLtYbVaYTaboVarRWhFr5MeJ+eoq1QqmM1mwWwAILxOi8WCQqGAbDYLoFl0+mmA3P1i\nNptht9vh9Xphs9lgNBqbinC8r9R/bS0KARARAcdIkMPZzRy47GHKAt+FQgHhcBiVSkUM6ON1p9Np\nRKNRLC4uIhKJiAPgOP3j7BhqN4SW5xPxeg4DowCmp566lkvg4UadmJjA3t6euNnt8LhoDFKpVFNV\nmycQF0OtVmsiiHcz5GTOs1gs4mc/+xm+/PJLDA0NwWq1wmKxdM1wMlQ3Go3w+/3I5/MwGAzis/NE\nL5fLyGQyGBgYgNlsxu7uLrRarVD5ASByeUNDQ6Iir1Qqm17rafA65cKl1+vF2NgY5ubm4Pf7RbVY\noVCI/DHbcFOpFHK53GPTLtVqNfR6PYaGhjA1NSVC2dMIMzkmOxaL4caNG9jZ2cHHH3+MTCaDSCQi\nDL+swM7K9nEOSlknol1VJADi0GG94rBQnc9FrVbDYrHAYrE8XcUhnhDMVZAXZzQa2+5SYG6JOZnl\n5WXk83kYjUZBqC2VSk0E5G6fTMwZZTIZKJVKLCwsQKvV4vLly7Db7V05Hem1yBQss9ksCmiyMj7v\nSSaTgUqlQiaTaaqwAw8PM7YEMndLxX3++evsecqGzm63Y2hoCB6PR4h5yHlfem25XA7ZbLZpjIus\nDUDGgsPhEE0Z3TKask4BZ5zfunULkUgEN2/eFOE414FsKOkpn2Q0DNMRbGw57PPJ3nA6nUYkEhHU\nwqOcGzITqOz1VBlOQqlUwmq1igWVy+WQyWTa3pi1Wg3JZBLr6+v47W9/i8nJSZhMJkHgzmQyxxpt\n2gnU63XEYjFkMhm8//772NnZER0mJ1HRbgcMXYaGhpDNZuHxeFCv1xGNRkXKgt4RPdRarYaBgQFY\nLBZhLOiBsk1V1ouMx+PCWHxdPU+5Q8hqtcLv9+PixYuYnJzEyMiIYC2Q0pXP55FMJoXoSyaTEd4b\ni5NKpRJmsxkulwsjIyMYHx+H2WzueojJg3NpaQn/43/8DwSDQSwsLIhCYadz1swHk5jeTu6xXq9j\nZ2cHq6urSKVSYm0dBJkLazQan046EtAs0zU1NYVGo4FAIND2ZDyG7KVSCeFwGFqtFltbW+JEymaz\nwgM4zW4ento7OzsAgJ2dHSF6wBCm09fC+2ixWDA4OIharQaNRiM8c3qL1WoVxWIRarVaNAWQ78p7\npFarRfjOWeyk3mQyGfHvXyeCvMyzpCRaK9GdxoCpoHw+j1QqJZoxWkc/kDgv50hNJlNXKTTsqovH\n4/joo4+wurqKra0tpFKpJn5pp0Gua7sD6BgFhUIhrKysIJfLHXkgs2pvMpmErkIv0dN3Z77ihRde\ngM1mwxdffCFC7KNAw5nNZrGysoJSqQSLxQKTyQSn0ynmAzFHd1qgseKkzTfeeEOcku3mfo4L3ke3\n243p6WkAwMLCAgAIERJ5w/BwInfWbDZDoVCIdkCqAJnNZrjdbkH6DgaDIgzk651149l6YHi9XszN\nzWFmZgYzMzNiTREM0ePxOEKhEOLxONLpdJO3CTwyJkNDQ5iensbg4CDsdnvHGzJkMKe5tbWFv/iL\nv8DOzg4WFxe7ZjAJdqHxgDnKE2TufWFhAZ9++imSyeSR16dUKmGz2eB0Ok88B6mT6KnhpPs9Pj6O\n3d1dOBwOMaWynQfNvCI5aJFIBKVSCUqlErlcToSqvVBRYTXz7t272N3dxfDwsKjKdupaWvmcRqMR\nQ0NDyOfzcDgcUCqVyOfzwgtmhX1gYAC5XE60bNbrdZG/o+dAehc7iZi7UqlUiMfjTR79WTae9Ax5\nSPh8PgwPD8PlcolDRKFQCHYBPU02YeTz+X1bLJnb9Hq9GBkZEWmkbqxF7oN8Po8vv/wSS0tLCAaD\nYsxLt7m4Wq0WFotFpHaO+nyMfFKpFOLxeFsiPAMDAxgcHITf72/7fbqJ3vq7eFjNvXz5MgwGAwYH\nB0V/dbsPm2IEqVQKGxsbsNlsom1MDtVPG0x2f/DBB1haWsJLL70Et9vdlTEV9JgsFgtmZmawu7sL\nn88n8pNyuC5LzsmcPl4Tc3lGo1Hk4xi+kiDPjhkAwms9i8ZTFoWx2+0YHx/H5OSk6H6xWq2i0MEQ\nPZVKIRwOIxQKIRwOC51W3mPmNlkQmpiYwIULF4S32Y28HKOvZDKJX/ziF1hZWRFR2Gk0MFDshnnH\no/Ybp9FGIhHRMXQYeMBPTU1hbm6u5+R3oMc5TuARidtut+PVV1+F1+vFr371K2H42gGNQqlUglar\nFRVOvk+vhjo1Gg1ks1mo1Wqsr6/DbDZjZmZGhH6dNug0ni6XC+Pj41AqldjZ2REdLbxPfG/mmel1\nMVfK6jrDTXoT7DoibYTtma1iK2cBrASTQiPLxRmNRhFSU1+TxctYLIZwOIxkMolsNvuYt0mv3Ol0\nwu/3w+PxiG6ybniawEOjHovFEAgEsLS0hO3t7bY5mE8KheKhlKPH4zlUd0KupudyOSQSiba5ojzc\nRkdHMTEx0bWU13HQc4+TuTWPx4Pf+Z3fweLiIj7//HNRvWyH18lQtFAoQKVSCTItjYM8ouA0PaN6\nvS4S8/fu3YNCoRCeWzeoSRqNRtBoLl68iIGBASwuLgJ4qOokKyfRIPCL7ZesjFIejH3wwMOQzOVy\nCV1Ppkno8ZwVr5MHBhW6vF4v/H4/Jicn4fF4YLVaxeZkQ0UqlUI0GsXOzg42NzeFt9m6+bnJfT4f\npqamMDw8LNSQuhX5VKtVBAIBrK2t4datW4jFYqdqOC0WC/x+v2BpHPY5G40GUqkUQqGQ4L22U003\nGo2Ym5vDxYsXm2Yg9Qo9N5zAo5vj8/lQr9fx9ttvY3t7G59++qnwHo/S6AOapzwyDONXr/iH7DB5\n8OABqtWqKIR10gNpzXWaTCaMjo6iVCphaGgIarX6sZyk7HnK+qjsdqKmIkdDkOAMAIODg6IQsbu7\ni3g8DgBt9TX3GrK+ptlsFt4mh5LxQOC9oixfKBQS4XksFhObngUhrkOODR4dHcXs7CzsdrvoNurG\nZt/d3UU2m8Wnn36KpaUl8UxOy2jScPp8PphMprYMJ4nvXIOH7W2VSoWRkRGRd2b65Nxw/j9oNBqM\njo7CZrPh93//97G4uIjl5eWm3Nx+N3g/w0nviRue4aX8c6cFUkS++uorRCIR/OEf/qEwZt3MdU5O\nTqJWq4mQPRAICIMgCz3QA22tCFOSjyE7u2l0Oh1GRkag1+tRKBSaBHxlEYl+BA8JHgxUY/f5fHC5\nXILqIhPD0+k0kskkdnZ2sL29jWAwiEgkIopCPIgoKM1UydTUFC5dugSXy9U1sjb3RiqVwvvvv4+N\njQ1RFD0N8H7abDaMjIwIj/Ow6wUetifzID+KgqRWqzE1NYWpqSlBD+t1fhPoA8MpGzMSkCc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rGw1eswfT9wDfB50GOUD1t5j+7u7gqPc3d3F5FIBDabTdDS+nk/nwnDCTyaGZ1IJLC0tIRwOCxm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\nIaNNyIZThgwZMtrE/wdtCYBKXmHdXgAAAABJRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 37:\n",
            " beta = 1.366e+01\n",
            " objective = 7.935e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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B0/OkKvrW1lbTnKZeEK/pvpTLZTZxVSgUYnd3l42RkcvlsFqt0Gg0mJmZgV6v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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 38:\n",
            " beta = 1.469e+01\n",
            " objective = 5.453e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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CJqMex2dQT325XIZAIIDf72cGkPQeqK2ZFN4NBgNOnz4Nq9WK8+fPs4YTavcc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\nV11Se+M3iQAAAABJRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 39:\n",
            " beta = 1.579e+01\n",
            " objective = 5.809e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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Sc7kcPB4P0uk0U5jne5Fb8cb436tUKkgmk6jVavjZz34GvV6P+/fvM09UoVDA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\nQKlUglarhc/nw8rKCrq7uxGNR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          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 40:\n",
            " beta = 1.698e+01\n",
            " objective = 7.292e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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mM2ZnZ1kap29EW8eBdg71sRnNMnDVapWF4y+//DJTNUomk8jlcgcqKswFV5Xm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\nAqiSAAAAAElFTkSuQmCC\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 41:\n",
            " beta = 1.826e+01\n",
            " objective = 6.543e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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Gtqe8561bt/btM/f1Di0sLKBarSISiTA6SiaT2VMusxYCgQAqlQoKhaLpxHcejwe1Wg2b\nzYbBwUH4/X74/f4NRoWS3SqVCjKZjKUPBgcHYbfbG1KD2S9wq+IUXhcKBRSLReZZUZU8Ho9jbW0N\ns7OzcDqdCAaDyOVyu1J7ehhAVf5IJAKn04ljx46hUChs8FzaGQKBAHK5nHUUHT16FNFolHUWlUol\nln+Xy+UwGo0YHBzEkSNH4HA4mr6nmpnm4a51gUCATCbDioD7zkndzzf7wQ9+AABNTTTL5XIMDAzA\n4XAwMm0z0dvbC7vdDplMhosXL+KHP/wh7ty5g2g0ikwmw9IFVOH/yEc+goGBAej1+paF59wmA/L4\nSQXH4/EgFAqxVrvl5WUkk0nEYjEUCoW6CwoPOyhNMTw8jFgsxsjWhwFarRbPPvssTpw4AYfDgcXF\nRfzDP/wDkskk4vE4RCIRNBoNBgYG8Pzzz6O/vx8XL15k0obNApez20wQ9ZEYAs3Avt6lRrhjuwGf\nz4dCocDQ0BC6urqaZjS5PEE6gU0mEyqVCiYmJqBQKJBMJpHL5Vi//NGjR2G1WmG326HT6ZhK90GA\n62EWCgWkUil4vV6kUilGQg8Gg+xnLBZjugDkYRLV6iCM5nanP7fqSocOdZrQTwLRnWppUfsBEqrO\n5XKsYtvuoHtD6SyVSoWenh7w+XxcvHgR6XQaqVQKIpEISqUSDoeDEcgprOW+z0FcazPRzLXc/rHH\n/wNV/ux2Oz7zmc+gu7v7QKg9tHn7+vrQ09ODkydPso1KBQO6toOWuOOCFLPD4TDm5ubwne98Bx6P\nB3fv3kU+n2ejSLhtj9T9cxAGk1vV3IqSwu0Q4s6SonSHTCZj/0ZFLSLcU+cSGdC9gu5NOp1GJBKB\nRCKBTqfb8/seFGg+0ZkzZ3DixAk8++yzjFNLoTp3BtBBHvL0ee2k6N4o2t5wkuehUCjQ09ODwcFB\nWK3WpnQMbfbZBNqwAoFgg6HhnvIHXUDgKkxFIhGEw2FMT09jZWUFS0tLCIVCjPpFIfhO/eF7Ad0D\npVIJiUQCvV4PuVwOmUzGjCCXGrKZIaVNzaXIEKNBIpGwnDJ9bwrJuJ1LNEXA4/GgUCjUNU2gFtyu\no4NICe0nuOtQKBSyAx24dyBwvfdm76Ha6yK9AIlEcmDq881A2xtO4mx2d3fjC1/4AoaGhjA2Ntay\n/OFBLrSdQB5EJBLBlStXMDU1ha997WtIJBJM8u6gZsqQoROJRBgeHobVasUTTzzBPHW1Ws36lGvb\n7rhCHLWtldyQvfbec1MUFFonEgnMz89jYWEB3/jGN1g+t1FKlUAgYK18er3+UKtY0WHUapCHq1Kp\noNVqWcHyMKL1dxP3PRXySmj4GnksJpMJNpsNY2NjsNvtLfMA2s1gkkah2+3G+++/j5WVFUSjUWSz\n2T3Peq8HZCi7u7uh1+uh1+tZZKDT6XDkyBFYLBaYTCbI5fIN0xk383Zq/36n0J57PyqVCiQSCYRC\nIbq7u8Hn8/HUU08hFovB6/UikUjA4/GwnnkytrWgzzUajejq6mIc3HYwPI2iXdYrgSI2Yqlks9mG\nO/LaBS1dDdz8IFcmrr+/HyaTCY899hjMZjNOnDjBTv7DQgtpJii/t7a2hr/7u7+D0+nEG2+8wTp8\nDipfqVKpoFKp8JnPfAaPPfYYxsbGYLFYNg3L6XXNuh7q8CEVpKNHj+Ly5csoFotIp9NYXFzEd7/7\nXczPz+P1119nhZ/adAWFtUeOHMFP/MRP4OzZs4dWyardQOmWM2fOQC6XIxaLse6mw2Y899UCbeVB\nkFqzRqOBRCKByWSCRCKBUqlkN5M75tdisUCj0WBkZARarZZVqbltYY/SQuaGpPl8HrFYDLdv38bq\n6ipmZ2fh8/nq9jK5Rob+kMdWq1REn03PUaFQQCaTsb57Gmk8MTHBvExSqGlllxR9J26xzmq14uTJ\nk0wJKZvNIpVKIZ/PI5VKsbWrUCigVqsxPj6OsbExmM3mPadn9lvE5LCC0i5WqxXFYhHHjh0DALhc\nLqaYVQ8zopm6CPWCV93HTydNvNpKs06ng1KpxPHjx2E2m/HEE0/AaDSir68PMplsw2bbKtf1wIU/\nIosNuL9A8vk8gsEgZmZm8Md//Mfwer1wOp11d/iQ0ZRIJCx0lslkjF+Xz+c3yMbRZ1NE0NvbC5vN\nhk996lO4dOkSk8gjA9wsQYXdoHZZc3VEqaAUiUQQDAaxsrLC7o3VasXAwAAUCgU0Gs0DOdbdXstm\nm/2gizOtBPd7k6Tgm2++icXFRbzyyitYWlpCLBZjUoO194n7PrX6q7XvX8817BX76nF+/vOfB7Cx\nOsrn86FUKiGVSlmRoK+vD2q1GhqNBmKxmFEiNgvpHoVFtRXoQRcKBaZUdO3aNTidTng8HkSj0bqN\nJj0Hs9kMs9mMgYEB1rZKBoU6i8jzJFB6xGQyQafTYWxsDEajEUqlkk3nbLfnVHs9ZADJEwXu3V8q\nVtG/a7VaqNXqB3i4u/l+3E2eTCaRz+cRj8eRz+eZo6DVatlBRvul2amNVqCWGy2RSBilMJPJYGxs\njE3rpHtWm+/mRl7UMkxpq1KphGQyiWKxiFQqxYqF+0VPe+D77KfHSQpCm1VJAewq5/UwLZ5GwZV5\ne//99zE7O4s/+7M/QzgcRjwer3tBUFK+r68P586dw5kzZ/CJT3yCdcPQc+GG7ERboQOQvEqupiIX\nh+U5beaJ1mIzo7vbzyJvfnl5GeFwGLOzswiHw4zmNDY2Br1ej+7ubigUig2Fz8NyTxsB936TUaPD\nmnQg6HsTLa1Wv5PWKNHPQqEQ0uk0VlZWkEgksLy8jEwmg3A4vIGK99prr+3b99hXj5PbE7pZdZT+\nvoPtQRsum81ifn4egUAA77zzDtbW1hCLxRquREokEmi1WgwMDODxxx/H4OAgdDodxGIxpFLphkVZ\nGwLRwuWmUujvDyP2yyhuB274GA6HkUgkcO3aNayurmJtbQ2JRILlX9fX16FSqWC1Wlmnj0qlgsPh\ngFQqZdFYs671oMH1PGk9SSQSVCoVCIXCBwp1AB74/mRwRSIRSqUSBAIB8vk8xGIxstkszGYz4/Ny\nZ1ztJ/bVcD5KY26biWq1ikKhgGAwiJdffhlLS0v43ve+xxLojUKpVKK/vx8XLlzAiy++CIlE0tQx\nsB3cjxZoRMw3vvENfPDBBywcJVA0QCmC5557Dr29vXj++edZkbSVY3CbDS7HtNG5QcSt1ev1AIDh\n4WH2b80uHO17Vb2DxsHN3WSzWSQSCVy/fh1utxu3bt1iVfPdtKjxePcUno4ePYru7m7GcKB/azW4\nC7x2sR/mSIXyxTR6xe12I51Os3CUviufz2ec3FKphLt378Lr9SKTyUCn0zFPtL+/HwqFAjqdbkNe\n9rDeo2Zc60F+/0ebENlmoC6g1dVV/MVf/AVWV1fhdDoZTWO3ICbD8PAwa1tsJ2zV/nmYq87ZbBbJ\nZBJvv/02Xn31VUSj0U0H/VERLpFIIJFIIBgMgs/n45VXXoFUKsXo6CisVis+/elPw+Fw4MiRI6yN\ntTZ90sHBoWM4WwgK54rFItxuN6LRKK5cuQK32421tbV9IwfTpM1WTNbkGkOq1sfjceRyOayvryOV\nSiESiTBJO+53JRqUTqdjjRFyuRw6nW7P0xKbAW6OeGZmBktLS1hbW2O99PW+B62JarUKr9eLdDqN\nH/7wh9DpdLh+/TpkMhmUSiWThxOLxeynWq1m6kdCoZC1Jh+22fHtjo7hbDGIU3j79m04nU78r//1\nv5gU3H7JpFFHTStz0EQfKRQKcLlcCIVC+MEPfgCXy4WZmRkkEgkWrgL3x5bIZDKMjIww/qjVaoVU\nKmWFk3YDFSPee+89/Mu//AtmZ2eRTCYbeo50r4rFIlZWVgAAd+/eZc0kIpGINRsQtW9wcBBqtRq9\nvb1QqVTo6upiQsXUOMJluHSwN3QM5wGCG5LSrPLbt2/D7/fjypUr8Pl8LKTbT23JRCKBhYUFSCQS\nHD9+fF/6/Gtzk8QEqFQqyGQyKBQK8Hq9SCaT8Hg8TLGISPzpdBpzc3OIxWIIBAJMIo4r11cqlZDL\n5RiVBwBT5KeeeK1Wy0RfaETCQef9uFX09fV1BAIBzM3Nwel0IpVK7ctzJHoYcRdpcmy1WoVUKkUo\nFIJUKsXU1BRjUZCghlQqhU6ng8FgwPHjx1mu9GGq1h80OobzgEEGJhaLIRgM4tvf/jacTic++OAD\nRuDdz4pgtVpFNBrF5OQk1Go1KpXKvoW4tV0cJPMWDAaRSCRw9epVrK2tsfRDOBxmv1OPpF02mwUA\nZjSvXbvGRHp1Oh0uXbqEwcFBaDQa6PX6B3rkDxJ0DxYXF3H37l3cunULs7Oz+0q+JtFm6vICgEAg\nsOF3aumAIpGIqYsdOXIEv/iLvwibzQa1Wg0AHQ90l+gYziaC64nQgvd4PIjH43j//ffh9XoxPT2N\nQCCAbDbbNAm4ZDKJubk5GAwGTE1NwWAwwG63PxC6cTl2wP0ODco/RiIRVsCIxWJIJpOMhEyzXsrl\nMuuSWV1dRSwWg8vlYpMI9yKczM3/JZNJzM7OIhgMIp/PQ6VSwWAwQCaTwWg0QiKRQK1WbxDp5WqR\n0ncXiUQsJUAEdCqgbVa5rr0eeq5LS0twu9146623MDU1Ba/X2/QZ5VtdU+31ZbNZZmBfeuklmM1m\njI2NoaurCxcuXNh0BnkH22NfO4c62AiuR0YSWtevX4fL5cI3vvENuFwueDyeDV5YM0DFgYsXL+JL\nX/oSRkZGcP78+Qd6zLmGkzzjcrnM8o/z8/NYWVnBnTt3sLS0xMY900A+CiPJyzqopUUtfHq9noXu\nGo2GtfRJJBJmRKjrhO6JUqmE0WiEXq+HzWaDUqmERqNhnT2bSeDVPtdcLodXXnkF165dw9tvv43Z\n2dkDma2zG/D5fCb5d+nSJfzGb/wGq9J3DGf96BjOOlDbJsbdOLUnPLePloxOLpfD6uoqotEobt68\nCb/fj+vXryMSiSAejzddCZu8q+7ubpw6dQpWqxVDQ0PMSyMjkc/nmVoQeY0kVZfL5RAKhRCNRuH3\n+xGJRDZ4nJspKx0UiEQtk8kglUphMpkglUqh0WiYgeQ+G64KulgsZoZDpVKx5gDSGiUtBfpvMqDk\nhadSKWQyGczOzmJtbQ2rq6tM77NdQRq3NKxtbGwMH/7wh9n37BjQndExnHWAaySpAFI7I3qzAkk+\nn4fL5UIsFsO1a9fg8/kwOTmJaDTKKDjkpR3EY+BKpxG5emBgAHK5nA2gi8fj8Pl88Pl8rKBzUNMJ\n2wHc/nzKD8rlciiVSiiVSuaBplIppFKpDWyAwzZDh6ruzz//PP7gD/4ACoUCSqWyYzjrQMdwcsDN\nSdJs8ZWVFfh8Pvj9flbxJg+x1rviKriQahF5nG63G8lkEn6/H9lsFplMZoNB2qxK3QzvjQoGUqkU\nSqWSdaKIxWIUCgU28ZJaA6nS3c4e1H6D25/P9TzJGyOPkzun/jDeI9LAPXLkCF544QWMj4/j+eef\nZ2pYHQO6NTqG8/+BazSr1SpisRgSiQTefvtt3Lp1C3fu3MHKygpSqRQT2aCNUiuEUVvVrQ0TuT+5\nxpH7kwxzKwoMHTxaUKvVsNvt+OhHP4rf+Z3fYTxZoENV2godw/n/QHm827dv4+7du/D7/QiFQlhb\nW4Pf72cUG6ogb+Zt1hYRavmEXIk2tVoNqVQKq9XKck4kLMzj8ZjMViAQQDwex8zMDDKZDBKJxKHz\nbDrYGnTokgao2WxmUz0rlQqi0Sjy+Tyi0ShrINjvw5Q6jk6ePInPfe5zGB0dxeOPP95p6dwGjywd\nqXbh5fN5JJNJXL9+Hd/+9rexvr4Oj8ezL4uUChEkJSYUCmEwGKDRaDAxMQG9Xo+xsTGoVCro9Xo2\nc5qKDh6PhwkZp9PplhRgOmgOqHil1WqhUqkwNjYGtVoNsViMcrmMlZUVJJNJth6oiLifxUQSyp6f\nn8err76KbDaLc+fOsY4jom91cB+PrOEE7hlP6gu/c+cOJicnMTMzwwRR9+tk5xo6tVoNnU6HZ599\nFna7HaOjo1CpVDAajRv0Makyr9frkUwm0d/fD5/PhzfeeAOBQABTU1OHdrTqXkFeEFGpqGpOhbnD\nUMiiiv5jjz0Gh8OBiYkJGAwGxkGluUnxeByFQoEpx8fjcWQyGTidTsRiMSwsLLBIZC/MBvqs2dlZ\naDQavPXWW+ju7sbY2Finx30TPHKGk5tHrFQq8Pl8uH37Nl577TV873vfq3sUxW6hUChgMBhw/vx5\nDA0NsblLWyXju7u7UalUcPr0abhcLqRSKSwuLmJ+fv5QGIj9BHeyAAmXUCdRpVJhtCgu46FdwZ34\nODExgSeffBIWi2VT7U06FEqlEqLRKGKxGN555x0mVcdlaOTzefb7jSKZTCKXy0Gj0eDGjRuoVCoY\nHh5mB1TH87yPR9JwVqtVTE9P48aNG7hz5w4++OADrK2tNXVMabV6T/HaYrGgu7sbDocDFovlgdk2\nm4Eq4UQdcTgcuHbtGuNStrOB4PF4bDBcf38/NBoN86ro8EqlUmxWTKlUYp40VbL1ej1kMhkT+CBx\nXzKclA/MZrMIBoO4evUqQqEQZmdnm9aNtRfweDyYzWYYjUZMTEzg5MmT0Gq1Wx6eXO9ao9FAKpXi\n0qVLSKVSOHbsGLLZLGKxGAqFApsQ4PF4kEgkmDpTOBxmrZp032tBBtftduNf/uVfkEwmmTZAX19f\nx/Pk4JExnLXtj8vLy/jhD3+IqakpTE5OHkjekMfjQavVstG6RAXaqV+YwlG1Wo0zZ84wxfBcLrdv\nIhLNAHmHJIM2MjICh8OBgYEBKJVKFlqGw2Fm9Ih0D9zjGUqlUvT29kKj0eDIkSNszAS1RtImLpfL\nSKfTcDqdLJRdXFxsS8+T1oHVakV/fz8GBwc3zBra6jWUD1UoFNDr9ahWqzh79iwbs5LP5xEIBBCL\nxTA9PQ2/3w+BQMAKTDTbh9vZVUuDK5fLbIaPWCzGwMAAgHuRT8fzvI9HxnACYJ7mlStXcP36dea1\nHUSVmhYodabUTjSsB1zRBpPJxJSG2hECgQAnTpyAw+HA448/DofDAbvdzuaWi0QiZtRyuRzb/JSj\nBO5P16RpmqT4I5PJHhDzoE3d19eHz372s5iammLydW63u62MJ8nDSSSSXa2D2vcSCASQyWRMc9Vo\nNMJgMCCTyeDcuXPI5XKIxWLsZygUwtTUFMLhMBYXFxl/F7jvWORyOczPz+Pb3/42lpaWEI/H0dfX\nh5GRkU61HW1kOLda2Pv1cOg0XV9fxxtvvIHZ2VksLi4e2Iaiz6GOlM0mRe4E8jyJPqJQKNpy8dJm\nHhgYwLFjx/CJT3wCIyMjTZ+dIxQKWc+6RCJBV1cXqtUqPB5PWxlO4J6h3+06IHCpb+St0hweq9XK\nPErqz6e22dXVVYjFYqysrCAQCCCTyWzo46d8sdfrZTQotVoNgUCA/v7+A6m21/u8WrX+28ZwNht+\nvx8LCwu4evUqrl27hlgsduCbqVwuw+/3Q6lU7mroGm0CymW1a35Tr9dDo9HgySefxOOPPw673b5B\nTKSZIKNts9nw6U9/msm7kQxbO6BarcLn86FSqSAUCiGRSDAlp/0GhfgkDG0ymSCTyaBWqxGNRvHM\nM89geXkZ7777LoLBIJxOJytEkcTh3NwcUqkUFhYWMDc3h5MnT+L8+fPMCWgWaL3TfHQ6KCi33UpJ\nvJYZztoNz+2ioQ1GpxoXjW4+en0sFsP8/DwWFxexvLzcEoNDArQ0EqPeE5t7rbSoM5kMcrlc2xlO\nHo/HFIfGxsZw4sSJA13ktLm0Wi3Onj2LbDa7ITfXDqB1wOPxWK+7XC5nQ/QIez1oaos5RIFSqVSw\n2WzI5/M4ceIEJicnEQwGIRQK4Xa7mVoXGS2fz4dgMIh4PI54PA65XI6JiQmWctqPayVwnxFdA5e/\nSuuI2xZ60MLVQIs9TuqO8fl8SKVSWF1dRaVSYaIKw8PDkEqlkMvlu74hpBM5NTWFr33ta3C5XC3r\nvCmXy3C5XKylM5vNsnxdPchms1heXsbCwgJTi28XY0Dg8Xg4e/YsJiYmYLfbW5YLE4vFMJlMrFpN\n0yTbBaTe/vWvfx3Xr1/HT//0T2NgYAAqleoBA9osiEQiqNVqHDlyBF/60pdw+/ZtAIDX68X8/Dyj\ndVH4TtM30+k0pqencfnyZVy+fBkSiWRfx5hQWuGtt96C2+3GnTt3EI/HmQg3yQc+99xzMJlMbHrr\nQa6zAzOctdU7Os0ymQx8Ph8ikQju3LmDUqkErVYLvV4Pk8nEpL7Ia6H32ekm0e9R0cHj8eDGjRst\nDdkqlQpisRgkEgnreedOnaz9Ttx7RvfL6/XC7/cjkUggk8m0neEk+brx8XEm69YKCAQCKJVKyOXy\ntixkkFDMBx98AJfLhSeeeIKp2FPL5U7YS0EJAOtms1qtbDY57UFiJAD3o8F4PM7W3fr6OsxmM86d\nO8eKlnu5Ji6oODU9PY3Z2Vm89dZbCIVCKBaL4PP5MJvNMJvN6O/vR7lchsFgALD5XPZmPfcD9Tip\nG2Z1dRWBQAAvv/wyAoEAmxsei8VQqVRY5fSf/umf0N3djZ/6qZ+CyWRCX19fw/Ny1tfXceXKFdy6\ndYtVb1sJyk++9NJLuH37Nj772c/CYrFseWJSqLK0tISVlRX87d/+LdxuN5N7azfw+XwmV6dUKlt2\nHbSZKaRrxxER1WoVoVAIqVQK//W//leYTCYcO3YMJpMJly5dgtFoZJzVzcLS/QLlDQcGBvD5z38e\nr7/+Oqampph3WXvNiUQC+XweL7/8MpaWlvCJT3wCzz//PFOS2gvK5TJmZmbgdrvxxhtvYG5uDn6/\nn6WleDwefD4fYrEY/vt//+/QaDQYGRmB1WrFZz7zGRgMBmi12qbn1JtmODeTSSPag9frxerqKn70\nox8xvcraLhjiqw0PD+Ps2bOoVCro6up6YNzDTtcQjUbZg2iHFkXygO/cuYNEIoHLly9DpVJtIDkD\nG8dWJJNJrK2tYWFhAe+99x6i0SgKhULbeZu0sZVKJfOeWnktRI5vdSFhK1SrVWQyGWQyGbz77ruQ\nSqWIRqPo6upCT08PALDOKG4FnrtWNjOmjRoMujc0zG15eRlyuZxNYK0FyQ3OzMzA4/FgeHgYTzzx\nxIY87W5rEdTNt7KyAqfTieXl5QccBGqWCIfDkEgkWFtbQ29vLy5evLjhftUeNvsxpJDQVI+TKECR\nSASxWAz/8A//AJfLhfn5ecRiMTidTmSz2U0HlNFDW1pawp//+Z9jbGyMVQWpSrsdaDbN+vo6Xn/9\ndfh8vmZ+1YZQLBYxPz8Pr9eL//Jf/gssFgvOnDkDrVYLg8GAarXKVJHu3LmDaDSK5eVlxGIx1l7X\nbkYTADNURHg/qFzdVuCqvItEIsZVbEdQwe/27duYn5/H/Pw8y/UT/UwqlcJut0OlUrFxwD09PZBK\npYwutBfjQDnPvr4+XLp0CfPz87hx48aWay2dTqNQKOD73/8+IpEIPvrRj+LJJ5/c9SFFjsJ7772H\nGzdu7KikT7/vcrkQiUTwe7/3e1Cr1XA4HNDpdDhx4sQG4Zzz58/v6ro2w76ubKLYkIdJqtjhcBh+\nvx9Xr15lVe2dKsIU1sdiMZab9Hq9LCez02hTIlLH43GsrKxsenK2CpVKhQ0+K5VK0Ol0EIlE7FCo\nVqtsBMPbb7+NWCwGn8/X1JbQ/QB5eRSytdrL417PfnobzQAVYqihYX19HTwej3lPer0ecrkcQ0ND\n0Ol0KJVKMBgMkEqlrKBEIjG1971e74+8Na1Wi76+PkQikW3ZCLS/nU4nisUixsfHmXe4m/tNe9bt\ndmN5eZkV0HZ6TTKZRDKZRCgUgkQigcPhgMlkgkAggE6ng81mg1AobF/D+a1vfYuFx5lMBsvLy0gk\nEqyFa2lpiZ1S9XpMVBRZW1vDX/3VX2FiYgJdXV3sJN4KVHQKBoNMzbydQAdLKBRCPB7Hyy+/zBY+\nADZ6IxKJoFgs7vvY4GZAIpFAoVBAKpUyrl2rwG337OrqgkAgQDweb/t7SCDng4bgFYtFCIVChMNh\niMVi3Lhxg5H91Wo1xsfH4XA48LGPfQxqtZqN+dgN7HY7nn32WeRyOfzoRz8CgG0PbNpjc3NzmJub\ng81mg9FobPhzyXDSCJdGR5GQrfB4PAiFQggGg2yKKY/Hw+c///mGr2kr7KvhnJqaQqVSgd/vRzKZ\nxN27dxGLxVj3wW69pUqlgkQigbt370ImkyGXy7HNWVtlp/8vFouIx+NMQKIdCynUbpjL5ZBMJlt9\nOXsGDT4jD6/VlWwqeuj1eqRSqbbictYL8kTJiNA6WV9fZx6iSqVCJpNBOBzG2bNnUa1WWQdRI0wU\n+nelUone3l4YjUbw+fwd9y1xigOBALxeL9RqNat0N7IGuJHqbhwFSg2m02mk02lEo9GGXt8I9tVw\nfv3rXwcAJiaQTCZRLBb3JcSkkD8UCiEUCoHH420algD3q5U3btzAyspKWyrkPGzg8XgYHx9nFc52\nMJwAYLPZ8JnPfAbvv/8+pqam2i7y2AvIwyqXy3j//fcxPz+PtbU1DA4O4l/9q38Fg8EAs9nccNgs\nlUphNBqh1WqhVCqRyWSQzWZ3vJbr168jlUrhi1/8Irq6uhr2eClHTiOaE4lEQ68/SOyr4XQ6nfv5\ndhtAi4T+bFchr1bvzbv2+/0sPOsYzuaC+HX9/f1QqVRtkd8EwBopfD4fU1Vvx+hjt6AWXOrsyWQy\nSCaTcLvdAMD4mSSMDOzsBQoEAjZ3SCKRoFgs7mg4gXttzdVqFeFw+IEuwHrB492bwnqQjQC7Qftx\nNLYAn89n868pYb4ZiFwfj8exsLDAHmYHzQPJnD3xxBP4qZ/6KXR1dbX6khgUCgVGR0dx5MgRHDly\nhFHaHkYUi0WEw2HcvXsX//k//2d85StfwczMDLxeb0MRH7ERtFotBgYGWNi9E+LxOFwuF5sG2+gB\nRQb78uXL+MxnPsMil3ZE+5p0DojMrFKpWFFou9OIaAqxWKwtu2seJvD5fEb56OrqQm9v77623+0V\nIpEIGo0GBoMBXV1dqFQq8Hg8G3QpHxbQuo9Go5icnESpVILL5QIAmEwmNihwJ8+TCmtSqRQ6na7u\nXCHlJWmEdqMiIKT+Rc9Jr9fD7/cjnU63XZTQ9oZTIBBALpeju7sbn/nMZzA0NASLxQKZTLZlfpMe\nXjgcRiqVasFVPxogoeGf//mfxzPPPIOjR49uaCFtF/D5fBw5cgT/6T/9J1y5cgVf+cpXEI1G4ff7\nW31pTUG5XEYqlcLMzAz+83/+zzh+/Dh+5Vd+BQaDARaLpa7nQyr1586dQ7lcxtTUVF2fW61WkUql\nEAqFYDKZGEukXggEAoyNjcFut+MLX/gCFhYW8M///M/wer1tVatoC8PJnSXDnSlDfECtVgu73Y7h\n4WFG+N2pN7ZcLu+YC63nmrikYh6Pxwpd7agsflCge6LT6aDVajE2NoaTJ08yEnY7gdaHWq3G0aNH\nEQ6H0d3dDZFIxHi07dBRtt8gWs/MzAxEIhETczYYDDu2oNI9k8lksFgsUKlUdX8uUahI47NecPex\nSqWCWCzG0NAQBAIBbty4wSLIZs8EqxctNZy0ARUKBcRiMXQ6HaRSKXtYw8PD0Ov1OHLkCMu3UMJ6\nuwdPlAbqSmoU1DYol8vR09MDi8XCWvdcLteGUb2P4sC0np4epnf5+OOPo6+vj6kQtStouNuZM2fw\nJ3/yJ5icnMR3vvMdrKys4Pbt2w/lQUjGc3p6Gn/8x3+MkydP4t//+38PjUYDtVq94+t1Oh2OHj2K\nmZkZNtdpp6YV4J6Eo8vlglar3RWfk2hWjz/+OE6ePInR0VF4PB785V/+JZaXlxEKhVrOjjjQlU5e\nHPW0EuePFJCMRiPkcjlsNhu0Wi2OHDkCo9GIY8eOQS6XM7HXesQOyHg2ejpRXkav18NgMKCvrw8O\nh4Od0kKhkKUJBAIBUqlUW4nkNgMUAVBxjnqpx8fHcfLkyR1zzu0Ark6nSqVCsVjE3bt3Ua1WmVwa\nzW96mHKf5XIZiUQCc3NzUKlUjMrHJchvtZeoi4hkHevlwebz+V03nXC1eEkQGwCMRiP6+/sZH5wE\nSFrlfR7YaifepUajwQsvvIDu7m6cP38eKpWKaVIScZoGV9HYXJIGayQMpF71Rm+sw+FAT08PPvax\nj+HJJ5+ERqNhIyp4PB6Tg3vvvfewtLSEH/zgB2xU78O04QhkbLRaLT7xiU/gySefhMPhgNFoZNMq\n2y2nuR2oADE2NoZ/9+/+HRsl8e677+Ib3/gGkskkYrFYqy9zX0HV9unpafzv//2/cfz4cXzxi1/c\nccKqTCaD2WyGRqOBRCJBoVDYcY1Xq1VEIhGsrKxgeHh4z9cuEAhgNpuh0+nw27/924hGo3jnnXew\ntraG//t//y+CwWBLuuqabjipOicWi2EwGGAwGDA6Oore3l4cP34cGo2GtedxPcm9Ukaoi6BeY0af\nrdfr0dfXh+HhYRw9epSlBgg0vzoajYLH4+HatWsQCoX7fvJxc6z0fQCwz2nmQiGvWyaTQSaTMSM5\nOjqK48ePM4Fgus7DBLpehUIBhUIBrVYLjUaDSCSC3t5exGIxSKVSZLNZpNNpls8+zKBqeyKRwNLS\nEvR6PQqFAquybwWa/U70v3K5XFfqK5fLIZFIbGit3g2fk0BCyQMDA6xDigrGAoGAGc9GWzT3gqYZ\nTjrZ5XI5nnrqKfT09OCFF16A1WqF2WyGRCJh4cJ+eyxkNAuFQt03k/rEL1++jC996UuwWq2MyM19\niKS0MzExgd7eXly/fh0ulwvBYBCZTGZfrp/CYjps+Hw+U7Kn9tVmKCRRzrm7uxu9vb24dOkSLl26\nBJ1OB41GA51OB7Va3fZheSNQKBSQSCT45Cc/iccff5xNxXz33XfxyiuvsFEnD0MTRTwexwcffAC5\nXI5gMMjSUVuBoj4aZRyJROpSmAqFQmwy5n6C6iGXLl3CmTNncObMGbhcLvzZn/0Z1tfX4XK5Diz3\nua87gLwQCrkVCgXr3Ojt7cXY2BgsFktTlXNqJ/vVu9gpjWCxWNDT08PSBLWgPA8ZfcrX7vX7cEnH\nEokEOp0OEokEJpNpg+EMh8MbckiJRGLX3TD0mRKJhFGLZDIZent70d/fj9HRUYyPj0OlUjHN0MPm\nYW6FWhV0g8EAvV7PxIPD4TDm5uYQiUSgVCqRzWaRzWaZFuVeDClXR7P2YKY12wwvl4pF9Ecmk23b\n3UPrQyaTwWAw1C3LV+tx7sea4T4vjUYDpVLJ+vSHhoYgFAqZFCXtiWZGCvtqOF988UXw+XzY7XY2\ny0Sr1TI+F3krzdx81IJGijL1epz9/f04c+YMxsbG6po4SDJeteIiuwGJUZhMJnz5y19Gb28vxsfH\nmdfJ/W75fB7JZBKLi4tYWlrC3//93yMajSIcDjdUGSajr9FocPLkSTz11FNsbrZMJoNcLmcHXzuO\nnthvkCHT6XRQKpWw2+342Mc+hlQqhWQyiZs3b+L999/HzMwM5ufnkcvlkM/nG3ruZIj4fD5jkqjV\naiZWQ6NV6GDc781P6ycSiWB6ehq5XA52u33b6yUWxbPPPourV69iZWVlx88hObpEIsHmBO33+qHG\nC6lUit/5nd9BLBbD1atXsbq6ir//+79nrBfaE/sdLeyr4aRh9Q6HA2q1GiMjI9BoNA0NJNsrqChE\nxZp6b5hWq0VPTw90Ol1d10oPg6ZO7uXBCIVC2O12OBwODA8PsxwrVe+5xrlUKiGVSjFPaWhoiHlF\nhUKBbTiuV0SFNZFIxPJFUqkUCoUCOp0OIyMjGBkZYYaTO6rhUQF9V/ruUqkUBoMB2WyWVXCJ90lV\nXeqQ4R7SlBMlo0PRFxViiIFAHXAajYZxkiuVCmtXpPEUJFy9X6kZrvE0Go0bjMpWSvJKpRIOh4NV\nuHdCsVhEJpNhxaRmjfugQ4iEiyORCCQSCYaGhhAOhxGPx9n+3G/su8dJuU3iYh20Sk6hUGCzquup\ndNMCHx0dxQsvvACbzVbX55DnR97ebnMrQqEQJpMJv/Vbv4WRkRHmaW5WraaNqNFocOzYMQwPD+Pi\nxYvIZDIIBAJwuVx4++23EQwGsbCwwBaNTCZjLZETExNwOBwYHR1lxlMmk0GhUEAkEjEv+lEymtuB\nCpuPP/44Tp06xWQAyXCura3B7/djdXWVDdGjIXwikQi9vb3Q6/UYGhqCwWBgXGVijtDmBzZS6MLh\nMMLhML761a/C6XRiaWmpLqGNehCPx3Hz5k0IhUJUKpUdHQW73Y4nnngCTqezLj4njfMlBkqzHSeK\nns6dO4cTJ07g0qVLyOVyCIVCyOVybELmfmJfDWe9YgDNRKFQQDwe3+CmbweulBXxSLcyGtz3IoHm\nTCaza61RCtm0Wi16e3vR19fHQrftQHknUv/O5/NQq9WQyWTw+/1sVABtQjKcDocDIyMjsNvtGBoa\nYkPxCB1jeR9cdgefz4dSqYRSqWRrigwo5caJ81hrOHt6eqDX6zE4OAiDwQCNRsM63zbjUZLHqtPp\noNfrMTIyAoFAgGQyiUQiwfJ3ewEVGZPJZF1erFgsZnxOMoDbXQNV3+mAoQO5GeDmPhUKBRs3UiwW\nodVqkc/n299wtgOi0Shu3LgBp9NZl+Gk6r5Op4PRaKyrYkzagzdv3sTy8vKuwyixWIyTJ09icHAQ\ng4ODsNlsDQ84I7qX1WqF0WjEyMgIC9UBbAjVhUIhJBIJoxt1DGXjIG+cDi6FQoGhoSFcuHBhQ3qI\nfo8oPxSy79TAQSwTYjD8xm/8BsLhML7+9a9jaWkJr7766p4FetPpNBYXF9Hb28uKUdutBRpXTJzm\nXC63rfdLRtXtdmNmZgZjY2OQy+V7uuZGQPfcYrGgWq3C4XDs/2fs+zu2CGS4stksGx9ajzGTSqXQ\narVQKBR1Vccp/A0EAlhZWWHdJruBQCCAzWaDw+GATCZr2GjWekXEvdzqejqGcu+o5Rk3KwSlzU+F\n1aGhIQCARqNh3u5u1125XGapBq6h3wrUMUfsC5rUuhW4hS63243u7u5d8zkbRe2eaBYeKsNJYzve\neusteDyeuhaW3W7HqVOnGJl2pwebTqeRTCbx3nvv4dVXX93TyAuZTIann34a4+PjdfUOd/Dogdoj\nP/WpT8HtdmNqagoLCwuYn5/fdatvsVhkwwKLxeKOoTQVYjQaDXp7e+FyuXZUZ69UKrh58yYSiQTM\nZjMGBgYOVYfZTnhovglNxcxms4hGo0in03UZToVCAavVCqVSuW1uk/4EAgEsLS0hGAwimUzuqWLH\n5/OhVquh0Wg2zMneK7g8Qe6fDg4XuFxP0jwdHBxEf3//nnKGxDwpFArI5/N1rWEe797ETRpTXA8S\niQR8Ph+b+3XYO7C4eGg8ThrORp0f9XbxOBwOXLhwAd3d3dv+HlGPXn31Vbz22mu4ffv2nroUuBui\nHeXYOmgvEMf0l37pl7CwsIDJyUlWAG0URElKpVIIBAKoVCp15SBp5nq9OVZiGfh8PiQSCaZL8TDg\n0Huc3DGqwWAQsVgMhUKhrsoj0XtIpWk7z4y4dX6/Hy6Xa9/mtD/q2p4d7AyubgG1SRKdabeoVqvI\nZDJYX19HKBTaEFVtdx2NkNlLpRJyuRwTjaa87MOw1g+94SQEg0G8+eabmJycrCv8oMXIHWm7Hdxu\nNyYnJzE1NYWZmZk99+FSTjaTySCTyTxUYUwHzQG15BoMhj3PTq9Wq3C5XPjWt76Fd999ty5Hg9ga\n9dKhSqUS8vk8Jicn8dprr7EBcg8DHgrDWalUkE6nsbq6imAw2JAHR10OJE3FfR2F58ViEevr67h7\n9y5TYtkPQ0fz4mOxWFuoWnfQ/iBqGZHo95K7zmazTKBmO2eDDvl8Po9EIlF3zzq9jqT7kslkW42/\n2AsOfY6TetM9Hg9++MMfMsO5E4iCEYvFsLy8DL1evyktg1ruvvvd7+Kb3/wmotHovj34QqGAubk5\n1rmkVCr35X07eHhB1CCdTscGqe320I1EIrh27Rr0ej2CwSDUajUbJ8wFdTSFQiHMzs4iGAzW/RnV\nahVTU1Pwer14/PHHceLECSYjeZhx6A1nuVxmFCHq2qjXsFWrVcTjcayurqK3txeZTIb1KpPi0MrK\nClwuF9bW1pgAw35eu9/vh0aj2SDG2qmAd7AdKNe4V+NTqVSQy+UQCARw69YtdHd3s+4gagSh4Wvx\neBzhcJj10DcCqg+kUimk02lm/A8zDvfV455HuL6+Do/Hg1Ao1FA/b7VaxeLiIlKpFJO/Iwk1esgv\nvfQSXn31Vaytre37xMxCoYAbN24gGo3iZ3/2Z/f1vTvoYCdQtDY5OYk/+qM/wlNPPYVf/dVfhVKp\nhFqtZoXLtbU13Lp1C5OTk/B6vQ1T8Ghwm8/nw/r6Ovr6+hqeftluOLSGk9spREZzNzJcVPVzOp24\nfv06G2QVi8WQSCQwPz+PQCCwbyLFXFQqFaRSqQ2CJIc9hKkXW0UFtTnm7bDdtICH1WunvCFJJ+5H\n2oi8zqWlJVy5cgVqtRpGoxGVSgWlUglOpxN37tyB2+3e1YgYqhUkk0mEw2HYbLZDH10dWsMJ3DM8\n4XAYV65cwfT0dF0zUWqRSqWQyWTwyiuv4L333mOG0+/3s9Bkt3y5eq9foVAgn8+jXC4/cmR12kBc\nOgz9Hd3z2nvPHejFpcg8KveOBrDtl3hFNpuF2+1GNBrFzZs3YTKZ0NfXx+hEfr8fKysrbI02CvJc\nPR4P5ubm0N3dDYvFcqif1aE1nHTy5nI5hMPhupVetnqfTCYDHo/HiMHRaJTlc5pV8ebqeZKm42HP\n/Wz2DLiq/NxZUMROoHtMld18Pr/h3yk05IpnUJ6MKsw0poV+kvZlbc/yYd6sANhkg/30OLlcaNJ4\n4PP57HNisRiTitsN6J7TFIN6+uPbHYd2l1KLZTKZhNPphNfr3TWRnBLg6XSabcyDGhNLrW/pdBrp\ndPrQTY3cClzvkQwlzYAi+lc8HmcHXzabRSAQQDabRSgUYtSXYrHIDCk9Wyrg0bgPo9EIpVKJ7u5u\nqNVq9PT0QC6XQ6/Xb1DqP8wbFbi/5kmwer8jITq8U6kUPB4P+8z9Iq0Tte9hoN4dasNJpy/lXfa6\nMVrV1UCeM6nVHCZwQ23i6JHnSAYynU6zDUmHHemmkho55ZpJeJYOk1o1e+D+nCDStQyHw5DJZAiH\nw1AqlfD5fFAqlTCbzVAoFGw4oEqlYq/dLj/aruDqgDZzHPV+vy95/2q1GgaDYcPU2MOKQ2046YTk\nFoXIWzwsIIMTi8UQi8VgNptbfUkNg3JYuVyODZRLp9Nwu92Ix+PweDxIJpNsEigZSDKgqVSK5dO4\nB+FWg8tqc5wUstMoW8pT9/f3w2q14uzZszCZTBgeHmYamodxjhJJtUWj0YYmuLYaUqkUcrkcPT09\nGBsbg0ajOXT3vhaH1nAC9zaQVCqFyWRCLpdjk+4OWyhQrVb3da5MM8C9Lgqb8/k8isUiEokEMpkM\nG5AVCoWYgEQqlUI4HEYmk0EsFkMul2MTOommks1mWRhHOU1uTrT2ntQaTmIjUF4UAJNLy2azEIvF\nMBqNyGQy0Gg0sNvtbHhgLaewnTd0uVxGJBJhDJJ2h0gkglAoxMDAABwOB/r6+joeZ6tBngYNhQOA\n2dlZ5rUcJlQqFdah1O6hOnWRlEolxjpYWFiA1+vF4uIigsEggsEgYyvQgUCvIcPI/UmeJT03ugfb\nGU1uZEE54VKpBB6Ph1wuB4FAgFAoBIlEgpmZGWi1WvT396O7uxtnz56F2WzG0NAQyykfhhxooVDA\n0tISlpaW9rURoxkglXyFQoHLly/jscceY7q3D8P0gUNtOElcdXR0FAKBAG63G5FIBC6Xi4Xx7erB\n1WI/OkH2G1xaEKnp5HI5BINBxONx+Hw+RCIRprDj9XoRj8dZPzMZTEqlkIHcTqGeqq2b8fxq9UU3\noyPRfaR7WS6XWVrA7/ejWq1CJpMhEAggl8tBq9XCarWycLL2ObTTBiePMxwOt61zwOPxoNFooFKp\nMDY2hp6eHpw6dYrN06Lpqe10X3eDQ2s4aVSE1WrFM888g/7+fgiFQiwuLrJxrsRza3fjSYdAu47k\nJW/R7/cjGAxicnISi4uLGyY7kndJraqbeYq1RpMMHYXlW42npf/mzvHZ7Cd3+Bn3tTTGN5PJwOv1\nYmVlBQaDAYODg2xjGwwGOBwOiESitvWISqUS1tbWsLa2xlIS7QR6Bl1dXejv78cXvvAFPPnkk9Bo\nNOxQasf7uhscWsMJ3Bc8UCgUsFgsOHHiBEwmExQKBUKhEJaXlxGNRuHxeFgOrR1BYY1MJmuLhUUG\nLpfLIZ/Pw+/3IxQKYW1tDT6fD06nEx6PB4FAgFGKqEhXrVZZ1br2J6GWx7lVbhPYqIJORSCZTMZm\nk3N5myQNSO9B15TP5zcYZ6I6UWTC5/NhNpuRSqWg1WphMpkgFos3qKy3y3Np10iKx+Ohp6cHNpsN\np06dwsjICAYHB6FSqQ5VOqReHGrDSXqaIpEIKpUKPT09yOVy+PjHP47FxUW8/fbbmJ6exptvvskK\nEe224IB7dA3qkW8HJXgyMtQi98EHHzAvc21tDclkkhGiKWQkA0mRAA33Ig+OOz+cPFOi1VBemsjR\n3DCUPEqanS0SiaDX6yGTyWCxWCCXy2E0GpkgNXCfaE2iL+FwmAlNUDGK+KNra2tYWFiA3W7H2NgY\nBgYGcPz4cajVami12rbykqggRwdBu4Ck7k6cOIGnn34aly5dwsTEBDvoHkYcWsNJi5lyYtxJfCqV\nCg6HA6dPn4bRaIRGo4HT6cTNmzfZrOd2AV17O3icZAij0SgikQhWV1exurqK+fl5OJ1ONgKB201F\nnh55fmKxGEqlEmKxGAqFgg0Co6o3dWmRYSsUCuDxeMyLorZTbpcQGWCa7d3V1QWlUone3l7I5XKY\nTCY24RO4P1Mnk8mwGVRU5aeqf6FQQDabZUR8ym1mMhnk83nYbDb09fVBqVRCpVK1RQ6au05afS1c\nmM1mmM1mjI+P4/jx4zCbzTtOVDjsOLSGsxbk8RAxWqPRYHBwEIlEAh/+8Ifx2muvsf7zRqTnmg26\nbtqgrTyhqd1xbW0NMzMzuHnzJm7evIlwOIxoNMpynbQhyJtUKBQbOnhMJhNT2CGjx+PxWJtgJBJB\nNpuF3+9nhxh5UfQZ3AOROoQsFgu0Wi3Gx8eh1+sxNjbGPk8kEkEikbBro04laiOMRqNYXl5GMBjE\n3Nwc4vE4vF4vM+DRaBTr6+tYXFzE3Nwcjh49imKxyKhL9YyObjZouB/RqNoFvb29OHPmDJ566ik8\n/fTTbeWlNwuH3nBu94D4fD6kUil0Oh2Gh4dx+fJlTE5OMrHjdqD+kPEhr+0gQYdHsVhELpeDx+PB\nysoKFhYWMDs7i5WVFUZaJ4+Qz+dv8AAVCgWMRiPUajXMZjNUKhV0Oh1kMhnrHScPMp1OM+4nt6hD\n+U3uH/osbssmN6dNhlmhULDP4SqiV6tV5u3SYcrn86HVaiEQCBAMBsHj8ZBIJBgvMpfLsV5tgUCA\narWKgYEB5HI5GI1GmEymDVqVBw2BQACz2YxYLNYWmgbkhff09ODChQuw2+0PXS5zK7T+7jcRVHSR\nSqWYmJhgoeN7773X1Ja1Rq5PLBazMQitquZSu+OdO3fwxhtvYGlpCfPz86y9j9sjTh6mUqlEV1cX\njEYj+vr6YDabYbVaodFooFAomMGiMLxUKiEajbJQmEs8J5ETLt8TuJ87IzI7GVuNRsMU0BUKxaat\nlMD9g0GtVqNUKsFsNiMej8NsNsPlcgEAfD4fkskkstks+xMOhxEMBuF0OjE+Po5kMokjR46wQker\njJZIJEJvby/y+fyOM7IOAvQMx8bG8LGPfQwKheKhN5iEh9Zw1uZAZTIZzGYztFotpFIpK0y0EkKh\nEA6HA93d3XueH9MIqGqeyWSQSCSY3uLc3BxmZmYQDAaRTqfZ4UJGSaPRMINpMpnQ09MDs9nMQmit\nVguZTAaJRMJSDtyUCBWA4vE44yOS7mk+n2dFIqqqk0dDXmkoFAJwbzAfGdTaQlLtT/IeAUAikbDQ\nnoRdpFIpU8OiVALlRyuVCpaXlwHcpzR1dXXBbrdviBAO6rkJBAJYLBYkEom2MJw06JBSKe1Kp2sG\nHlrDWQuFQgGbzQaDwQC5XM56q1sJoVCIvr4+DA4OQiqVHrjhTCaTWFtbw9WrV/Hyyy8jGAzC5/Ox\nIhHlGMkrNhgMMJvNOHbsGPr7+9HX1weLxQKVSsW8Zm5+iwwvGUKqaEciEQQCAfj9fsTjccRiMWaw\nanm3PB6PVd4FAgGbL8Xn85HP51lBaDOjyf1J3qtIJGJkd/Kek8kkhEIhYrEY6+IiURLquSeZwbNn\nz7Ii1UF7niKRCF1dXcjlcswDb2WuXiKRsGmb7VawajYeesPJ3UDkwdSGdK2CRCLBqVOnMDY2diBh\nDhlMyuvNzs7iypUrmJ+fh8fjQTqd3qBERHQSCo1HRkbQ19eH4eFh5nVqNBqmUkT3l6u/Sb3siUQC\nS0tLTGk8FAohEomw0J1LnOdyOMngkqGvVquYnZ1FPB5ngriUjqHNu9V95LIvZDIZ42z29PQAAKLR\nKJsrRekDKlqtr68DuHfYVSoV1r5J+emDAGkz0B+JRNJSapJIJGIMikchr8nFQ284CVwVnXaglgD3\nDOeFCxdw/PhxKBSKpn8eGaV4PI75+Xm8++67+OY3v4lkMvlAlxUZICoCdXd34+jRozh+/Di6u7th\nNps39TK5xRwq+kSjUYRCIczPz2N9fR1zc3OIRqNMbm6rkbHclk8yZFSo8vv9sNvt6OnpQXd3N7uf\nALZkJpDhJOqSXq9HuVxGJpNBtVpFIBBg94eun3iTNHqa1JwAwGAwsLz5QYAMJ4XHEomkpcIwRP17\nWDRkG8EjYzi5auvtIMklkUggl8uh1Wqh0WiaSkOijUVcxjt37uAHP/gBFhcXmYfFNV5kBGljdHV1\nYWxsDP39/bDZbCxPzPUygfs97ZQr9Hg8iMViuHHjBjweD6anpxEMBhGNRlk4XG9LLHmwpVKJGa7r\n169jfX0dQqEQFosFExMTkMvlG3iXtV4QHR5EAyMZOoPBAKvVikqlgng8DoFAwPrsuZqgbrcbAFiE\nMDg4iK6uLiau3GyQ8RwbGwOfz8fk5GTLUk61XV6PEg6F4az3wWwXKnA3HoVirQKRuilcpA6VZoJC\n3eXlZbz//vt4+eWX2Vjl2h5ySmUQH5a8zf7+fjgcDlYA4vaaE4g/SfQmr9eL999/H8vLy1hdXWUa\nnLsRqaCwnTqXUqkU8xr7+/thMpmg0+kgFosZA2CrEJIMJ31Hg8EAm82GYrGIUCjEimf0mVT1d7lc\niEajEIvFKJfLTNZws9bS/QZ9F6lUiiNHjoDP5zNFsFZgr4ZzP/Z1q9D2hpMbrnGVxbk9y5RjIU9i\nM5DyOFeMolUQi8U4deoU6+Vt9sIgVfWpqSm8/PLLmJ+fZwaMK+FWW0hRKBTQ6/UwGo2Mo8mlGXGF\nO6gjKJfLYWFhAcFgENeuXcP6+jpmZ2eZuDF5mXsFrYdYLIa7d+/C6/UinU7DYDAwsdzu7m7mNdN3\nou9KPezkSVLvu0ajgdFoZPeNmiXI86R0wfr6OqrVKlP86e3thcVi2dBa2izIZDKcO3cOarUa3//+\n93c9b2uvoLQF3cNG1jFdL2kiUOGwVCqxwptMJmN82nYznm1rOLkLgRYu8ewikQjEYjH0ej0jYwPY\n1HjS+5RKJaTTaWSz2ZYbTpFIhBMnTrDOl2ZtNPru+XyeFYNeffVVJBIJpFKpBzxNbpujQCBgc3uI\n/E2Gs5Z2Qv3l5AUuLi7C6XTixz/+MVZXV5ni+37yZiklUCgUMD09DYlEgsXFRZjNZly4cAFWqxWl\nUokR86mziEBGkIj9XMOp1+s3pAQKhQL7nhS+u91uJBIJGAwGpipvMBg2eLjN2uxSqRSnTp1iRbFW\nVdd3azi5RrNarTLtgEgkgkKhwLQIKBXE/X7tYkDb1nASkskkZmZm4Pf78d5777HNKZFIYDQa0dvb\ni8uXL0OpVEKv129pPKPRKObn5+H3+3c1f32/QP3GExMTOH78OBOmaAbIq1paWsJ3v/tdTE1NIRqN\nskrsdpuNimmUyyQvkyvCQQUUGqE8OTmJ9fV1lntcX19n84OaubEpPRCPx1EsFnH16lWoVCrMzc2x\nziYqBhGFhiIVrhJUsViEQCCAWq1mFXU6lLlC0/R5qVQKTqcT1WqVUbIsFkvTR0NQG6pKpYLJZEI6\nnUYkEjnwNU3eN5eJsdP35kaQc3NzCAQCuHbtGjweDxuholAoIJFIMD4+DpPJhIsXL0Kv17eVYEhb\nG85KpYJUKoXJyUnMzc3h61//OjvhKLd0+vRpjI2NwWQybatmQ/m9UCjU0oQ2FSTGxsZw7NixpowR\noO9GbYRra2v4wQ9+wLQzd/r+dP+4CkfkFdMGodC1XC4jHo8jGo1icnISU1NTuHXrFrxe74Hlkrm5\nT5ptRPlLqVQKvV4PtVoNu90OtVoNq9UKuVwOnU7HviOlG/h8PpRKJctpAmByhNzxtpRycLvdyGQy\n6OnpYZKGlBqovZ/7BWroUCqV0Ol0jEbVKsNJ96KR70nNBTMzM3jppZcwOzvL7i09u6effhoDAwMY\nGRmBRqNpK4HptjWcyWQSt27dwvLyMv7xH/8RPp+PEaXp1CfBhu985zsYHx+HxWLZELoD98PIQCCA\nW7duweVytcxoCoVCjIyMoLe3FxqNZoNB2k+QEfB6vbh69Spu3ryJ9fV1JJPJug4NMo60MUgEg0s5\nqlarCIVCiMfjuH37NlZXVzE5OQmXy4VwONzSdAgZdsqdlUolJvQhlUqZd6hSqSCXy6HRaCCTyVjr\nJik9GY1GiMViSCQSxGIxSKVSNsaZ1mA2mwWPx8P8/DyAe/lrMmrNnq2j0WjwyU9+EnNzc/ibv/kb\nJBKJpn5eLegAoZQJ5b93AqXcrl69infffRcul2sDs4PC97t378Lj8UCn06G/vx/PPfccK8S1Gm1n\nOGlTZzIZ3Lp1C7Ozs3jzzTeRTqc3bHiqjgPAm2++iXK5jJ/4iZ9g3SHcPApJpc3PzyMQCBz8l/p/\nEAgE6O3txdDQUFP4f7XtjeFwGNeuXWMhUT0CuLRwyXBms1mk02kkEgmW36Q83/r6Onw+H65evYrp\n6WlGP9qKl3lQqCXgZ7NZAPdbNcnLJO+QWnFtNhvz4ohgztUTBe55OkRPonC+XC5jbW0NpVIJg4OD\nsNvtTAi5GZuc3lOhUOBDH/oQDAYDXnrppZYYTuC+1kC9dCxKc0xNTeHdd9/dUKQE7ssbLi0tweVy\nQS6Xo7+/H+fOnYPBYGiLkL3tDGe5XEYikcDq6ipee+01rK2tbdsdkc/n4fP5EAwGkUwmmSISgeZ6\nR6NRNhOnFaC81DPPPIOJiQnodLqmfVYymcTq6iru3LmD69evM6NZbyhHRieRSMDr9bIwitSI4vE4\nUqkUVldXEQgEmFwbeWLtyuujQ5TL6aXKeSwWQzqdhslkAgCoVCo28sFgMECv18NsNiMYDCIUCrEe\ne8qXx+Nx5nmKxWKWhmmmmK9IJILdbkc8HofRaGTK9gcVstM6yWazTNOUu/e2eo3f72d7cSdx8VKp\nhMXFRSSTSUxOTqJQKGBwcLCptYF60DaGk5uXo8FaN27cQDAY3DbkKxQKiEajiMfjyGazkMlkD3im\nNJKWdCBbAcrbnDhxAufOnWtapxDxD9fW1uB0OjE/P8/U2us1aGRY0uk0wuEw1tfXUSqVGH/T7/cz\n/cpgMIhsNtv2UxeBjZ4oAMY3JcFjymWSwaTKLrUW1qZXaG3l83mk02mUy2XmIXV1dcFisWxoENhv\n71MgEDDWg06nQyKRQDKZ3NfPqAfkQda7pmOxGHw+H5vKsB3K5TJrB3Y6nZDL5eju7n5Ao+Cg0TaG\nE7i3sMPhMP7P//k/WFhYQCqVquv05FaIudU9qpZSLq5VxHehUIhz584xUYxmCSIQhWZpaQkvv/wy\nlpeXN/Sf1wuuJ0EUnFAoxApvqVQK2WyW/Wx1F9ZeQIdyOp0GACb8Qc+IQneiL5lMJnR1dWFtbY3N\nXYpEIiy14fF4UKlU0NPTA6VSCavV2lSuLo/Hg8lkwi/8wi9gdnYWX/3qV5FIJA7M669W72kfeDwe\nKBQK5rFvB+7E03o/I5vN4nvf+x7m5+cxOjoKpVLZ0pC97QxnIpHA22+/jZWVlQ1akNu9ZrPfob8r\nFAqM+F4rQ3ZQEAqFGBwcxJEjR6DRaDYMAdsP1HJVfT4fbty4gXA4vGHMRSPvx204II4dLXiu2HC7\nhuX1girywL0NLZPJEIvFWNGHhLCJn6lUKqHVatnrKYdKdKZoNIpKpYJAIIBwOAytVgulUtm0XCeP\nx4NKpcJTTz0FnU6Hr33ta0ilUge6zmk8SSMdTI2unUKhgNu3byMcDrMiZyuV5tvGcFJuMxwOw+12\nIxAI1PXwaVCbSqVi8lbc6m8+n0c4HGbe60FvdIVCAa1Wi6eeegqnT5+GXq9vyufQZn3jjTdw584d\n+Hw+lnNsFNy0CXmctV1CD4PR5ILWGvXz2+12JrjMnZ2kVCphNBrZZFVad16vlxG4Y7EYFhYWUKlU\noFAoGC+xWWIgIpEIZrMZfX19eOyxxxjD4aCmumYyGYRCobrTYCaTCeVymR0o9awjSkElEgmWZzaZ\nTC0TF2kbw1mpVFjvdDwer7uNjIoulH+r1Smk8LUV8lvEt9NoNBgdHcX4+HhThCAoJ5lIJDA9PQ2n\n08kGodVr4GqpRlt1YD2sIM8zn8+zCIUODIlEwjihMpkM5XKZtaSmUinkcjmk02nm6ZF6k0gkYiki\nLtNjv70kPp8PlUoFg8GAoaEhAMD09PSBGc58Po9UKlXX5/F4PKbIT3oH9a4tykmTTKFer2+ZoHPb\nGM5kMonvfe97mJ2dfYB6tB0MBgOeeOIJ1oVTO36CujyIinNQBoA6hF588UUcP34cfX19TVPIphDR\n5XLhgw8+gNfr3TItsdPncxfyw24sNwOxMJLJJOuyIm+TiPLVapV5osViESqVCsD9HH0qlUIwGEQ+\nn8fi4iIkEgkGBwdZZ1uzYDAY8LnPfQ4zMzOYn59HMBhk87WaCYpK6v0c8jSVSiWkUmnd6SSKIO/c\nuYNSqQSLxbJjFb9ZaLnhpM2Zy+UwPT2NhYWFuk9KuvmDg4NwOByMZ0j/Ru/fivlCJFJw9uxZPP74\n4zAYDPseVnBDamINrK+vIxqNbioTx/3vzbzJR9FQ1oLaVKnaXiqV2OgQ7tqioXVmsxk8Hg8ul4tR\n4qrVKvPAgsEgC/2blZfj8jpPnDgBkUgEm82GUqnEClfNfLbc9E09oAOIuLKN1B5KpRI8Hg+USuWG\noudB5zpbbjiB+2H65OQknE4na3XbDtS66HA48Mwzz8BisWzq0dEiP8gbKxaL8fzzz2N4eBjj4+Mw\nm837XhAiUEHt9u3bmJ+fRyKR2FBUowICCXcQnYaUzKngQzzPVoqftAPIe0okEmyQG3B/HdF/Eyle\nr9dDLBZjYGCAdStRaiiXy7EIymKxQK1WQy6XNzUvJxAI0NPTg//4H/8j5ubm8Fd/9VcIhUJwuVxN\ne7aNTlUgMekTJ04gk8ngypUr8Hg8db2WeJ0AWjr6pi0MJ53yPp+v7qIQ5TZ1Oh0GBgZYfzDX0+Qa\njYMynAKBAGKxGCMjIzh16hQsFguUSmXTPo8oV16vl4WH5LFzvUsS2iVSNulJUtcHeeRcmblHEZQv\nJjI58VNr1xIZUrlczgwo9aoLhULkcjkUCgU2hjgejyOXy22YktkMz5PH40Gj0eCJJ56AXq/Hj370\nI/D5fITD4Q1qUPv5fBtxTrjShQ6HA8PDw7hz507dn1UulxGJRBAKhVpKg2u54SyVSiwXQ/Nn6nmo\nDocDn/zkJzExMQG1Wr1lXzDXU2i2MRAIBDh58iS6urrwzDPP4NixY03tEOIS1ZeWluB2u1mIzt3c\npAik0+mYELFKpUI2m2XzhzweDzKZTNt3/zQbZFSSySTcbjcikQjy+fwD64vuL40OsVgsqFarWFpa\ngtfrZapBxG5YWFhgyu3NnmhKHnF/fz9+8zd/E+FwGNPT03C73Xj77beRTCbZLHmu9kOjITeBIphG\nPGk+n49z586hu7sbV65cweLiYt2cbRrwx13rB42WG05q7aMqcL3epkajwcTEBAYHBzeddb1ZyN5M\nkKfpcDgwMjLChnk1+3Or1SqjwBC/Ddg4mIwELQwGA3p6ehhFKplMIhwOo1q9J7tHItEd3Of/ckd8\nELjPlEjYRJRXKBRMI5MOtXK5jFAohFAoxByDZhtOgUAArVaL8+fPIx6Pw2AwYHFxEaurq4yTSwId\nFHlQqoZrUOs1oo1+Hx6PB6vVyvQCSLC4Ht42pUFaJQ0JtIHhTKfTeOuttzA/P18XD4x0OAcHB3Hp\n0iXo9fptTzoqDjUrv0OLdGJiAl1dXfiZn/kZjI+Po6ur60CMJi1+8nAo38T1NB0OB06fPg2Hw4Gj\nR4+ygV80T3xmZgZ8Ph/r6+us66SVi7IdQKT/UCiEQCDAhtZtdiCT6HO5XIZer4fBYIDP52Oq+Pl8\nHrOzs8jn8+jt7YXBYKhbSWivoO6n0dFRdHV1YXR0FIVCgXWFkaGkQzMWi2Fubg5vvfUWwuEwPB7P\njgaNUhuN7jGJRIJKpQK73Y7e3l4W9WwHWvP1CNY0Ey0znPSli8Ui1tbWsLa2Vlc1XSQSwWAwwGKx\nwG637zhWlxZHswwBqeB0dXVheHgYR44cYfNgDsJwcrt5uLPQiX+oUqlgNBrZvKCBgQE2Jz2dTkOj\n0SCRSGB5eRmRSAR8Pv+RLxAB9/vQSRnKYDBsakCIvkX5Y+J6kgdFzyYcDkMmkyGdTqNUKh0I/5DW\nH01L0Ol06OrqeqCJgbxPolHJZDIsLy+Dx+OxXOJW+UQSt671UOtZ+1Ss1Gq1MBqNCIVCdUU83NRC\nq9BSj5O6ASYnJ7G4uLhjNV0gEGBwcBC/+Zu/ib6+vrp6vqlzqBFuaD0Qi8UQiUR49tlnMTo6iqee\negoDAwNwOBwHWsWnA4G7aWkjm81mHDt2DMPDw7hw4QK0Wi2sVivzSuVyORQKBQvZE4kEZmZmOoYT\n90WgXS4Xbty4AZFIhJ6eng0ScwQqvlGfu1qtZoaRDjSfz4dSqcR6200m04FMxdwM3Lw/ALZeqDNK\np9Ph2LFjuHHjBl555RUsLy9jenp6y/0Ti8VYtNIoBAIBnnrqKdhsNnz1q19FLBbb8TXciOiRzHES\n9SMcDiMSiWy7YSn01Ov1OHnyJEwmU10UCApB6qE41QMqClAr3dDQECYmJnD06FH09PQcqNHknu6k\n4kMblsJ0q9UKq9UKi8UChUIBuVy+oXBEnRw6nY5RZdpBKLbVIG8xmUzC4/EwCTTyJGtBITsZIJr+\nyZ3HRLOeatWqDup+b8bn5YKrU2q1WhmdiuQaN/PyKOdIHVL1GrLa6nq1Wm2YffJIepx0w6myu5MS\nklqtxpkzZ3Dq1ClYrda6hRMSiQQWFxf3RcCYqB4qlQqf+9zncPbsWRw5cgQWi+VARvxudj3AvfSF\nTqdDLpeDVqtl4U9/fz9OnjwJu90OrVb7ABWGQjVSQacujI7hvF9dd7vduHbtGhwOB44fPw69Xr9h\nRAu3eYA6iohPzA3VSX3J4/FgbW0Ner2+qTS1vYAOgdHRUbz44ouQyWS4fv06yy3WgvYWjaVp5PDl\n8/no6upiM5TIQO90fQdNM6xFSw0nFTbqSfZKpVL09PTAbrdDJpPtSCjnqiPFYrE9V4vJQ9NoNDCb\nzTh69CjOnDnDZMPodw4atMgpTKd7o1arWe5Io9Ewo8ldbKQVyS0odbARmUyGKR3R6A21Wg0AD9Dc\ntlLp4q71VCqFRCLB1KXa8ZCiNaJWq9Hf3w+j0QiBQLBlRJjL5ZiiFOXZG4FcLkepVNrgqW9nC1pt\nNIEWGs5SqQSfz8eGem31UMgw2O12vPjii6y1sh4QH49G1O4FcrkccrkcX/jCF/D0009jbGwMVqu1\nZSIDBFLdNplMjFYkk8lgt9vR3d3NDCcpkde2WhKBnhTQWyW9164gvdFbt25BJpPhscceY4eUVCrd\ncEBTBMUdYMYtvuRyOfj9fqyvryOTybSt4SRwtUmpYWIzEGUrHA4jFApBo9E05E3T6GaZTAa5XM4o\nXFuhNkfbCrTMcHL5mzuJmgqFQigUCjZJsJ5QgIwCnfJ7bc+Sy+Us/D127Bib/dxKcFspydskA69U\nKiGXyzcoRnHBragWCgWk02nk8/mWVyvbDbQ2w+EwVlZWMDAwgGQyyQpCBOrAoj/cwWPA/UowCUDv\nNDKiHUBri6KRrfYccUCTySQikQgkEklDhpMiHupu24nZ0Q6HTcsMJ6mcEH9zq0UkFothNpthNpuh\n0Wh2pB8RuIO6uK1zuwGfz8epU6dw6tQpTExMwGQytdzTJFDfr1arRalUgl6vh1wuh16vh0qlYguR\nKxfHPVSoQ4YmgLZCEKWdQXlKqhrTsLrR0VEMDAwwTz4ajbLRxESroXtJf2jaZigUYgTuw1CMI57m\nVpQkukc3b96ERCLBxz/+cRiNxrrfnzxIYiRwx5hs9/utxIEbTq6iTzgcRjgc3rGarlQqmZhsvaRh\n8qQoh7rb8JO8OoPBgL6+PlZkaSdQ1xJJnxFViit6Ums06f5kMhnE43GEQqGWiT0fBlAl3Ov1Ym1t\nDVqtFnq9nnn0pMeZyWSY0eR6nLUh+2FIh3DXSj3rIhwOY2lpCbFYbFeMAWIk7PSadjhoWuZxFgoF\nzM7OYm5ubltvUCaTYWRkpGE9y0wmA7fbjXA4vCcvisKVgYEBXLhwAWazeVfv0yxQmENCu1KplOWA\nafyFUCjc0FVEYaXL5cLc3Bxu376N6enpA52QeNhAh+/09DSCwSA8Hg/W19dhNpuh1+uZx7m2tga/\n38/CcW6es1KpbJCrI0HkdgVxWfP5fF3t0CsrKwiHw7h8+TIKhUJDEz6pYUMqldb1mlYbz5YYTnLt\nKce53WYVCoVQqVRQKBQNhTXckRl7UYMhj5OUmEi1uh3AVT/i5qKA+x1T1PVRKpUY1YNa7mKxGLxe\nL0KhEJLJZEtlutodXF5ntVqF1+uFRqPZIENHAshUUOJ6+ARuX3i7gzxk7gGwHeh7U02BOqjqRTuE\n4PWiJYaTNi+pIm0nDyUUCmEwGDbtE94OXq8XP/rRjzA9Pb2nRUoPk4Qy2iW3WQtacFSUSKVSEIvF\nLJ8G3De08XgcPp8Pk5OTeP311+FyuQ58wNdhBeXfZmZmEAwGYbfbYTKZmIFxuVxsDDW3AEQGlAzn\nfku7NQOZTAY+nw/xeJx5zNuBDKzX68X8/Dx6e3sbitDqTQk8sp1DdIMoBNiJs9WIy0/vlc1m4fF4\n6mrh2g7cLptGxFpbBVp4XBVzMvz075FIBD6fDz6fD36/n3XFtPtGbgfQwZROp8Hn81lahDZzNptl\nYe1mHifhMNzrYrH4gDD2dqB7QCLQ9YwKrn1tvSM0uD9bgZYUh0qlEhu8tNNDIfJwI6Kl1WoVoVAI\n77//PoLB4J5uMC38diDdbgcKGanwQPPUiaoUjUZZMcjlcmFqagrr6+tYW1tjNKQOdgZtcC7nNR6P\ns1RJIpF4IFTnot3XERfRaBSzs7Pw+/1176FqtYo7d+6wFsq+vr66XsPtJNzJeLbDpIKWeJxcNZ+d\nNiwZzlrl6u0WHlFtaBHvFe0eVnGrn5TPrFQqEAgESCaT7N7RBEeagxOLxTYoxndQH7j3mkYIE+OD\nS0Haqqf9sOTxCoUC4vF4w3sokUjA6/VuENap56DgpjG2QzvsxwM3nKRRSN0VO5Hfi8UiQqEQYrFY\nXV4RLehsNotoNLpnw8mtiO50ra0Ct6WPBE3y+Tz7b6J5pNNpRCIRBAIBLC8vM6+04202DloLFDFR\nOqlQKDyw+bnpHqKMNaqY3gqkUikmfNwIAoEAm7xaTw6S9hillrbzJhuhRzUTLfE4uXNudvrylDdq\nZC46dwDZXl16rjfXTF3PvYLrBZERrVarbDibSCRCKpViM+tpJk67fp/DAO664Ip+bBeicwfmtTvI\nAWk0IqHGk3r78Wv3WDs6J7VoiceZTCaZ0MFOG5dGrJLc/04Pgroc6OTfL8NJoratmuO8HahaS+Tq\nbDaLdDoNoVCIfD7PvB3yOCn8og1xGBZqu4HWIbcziDq0uOAKqggEgg16ne3eNUSSjHs1nDvtWfqd\nepXdyci2MmRvSXGIOnrq+dL1Vt+570+e4X7dVLrmTCYDjUazL++53+CmE7i5Iu7m5HZRtUOe6GEA\nl0vLLfpw/5sMBzdUPwweJ7B7onmj64vrddZjOFuNlhhOak+rxy2nqiUNItvp9CKOaKPDpra73mq1\nikgkgrW1NahUqqZOrtwNuGEOndrUKcRlBJAX3urT+mEAN29J4hQ0q557eNPvkkK8RqOB0Wg8FMaT\nO066UTRicLm9/IclVD/wJ0eLqt4QmktHqnez77dRqFarrBpNxYB2fLi1p3Ztvo2r+n5YKDHtCi63\nl2s4uUpCtdqnXN3UZs1W30/Q9TZqOHej77od57UW7XDPWnLkUQGj3lCd+J71uvH7bdSq1SqcTife\nffdd+Hy+fX3v/ULtqc09uak4REPaxGLxBn3OdliIhw1U5CHlcqVSCaVSueH+ckWiSXNSr9fDbDa3\nVevuViCd10aV6klWjgQ7dvqe3Cp5PcXKWgegFWhJVb0RLhs37KnHcDbrpiYSCfj9fkaXaMfE/man\nNtcrqlQqkEgkTNGn1STiwwpudZxGLZOhpHQIGU0yBFzjST3c7bZ+aiEUCjeIxtQLUsmvR+mIUK+z\n0w5jM4AWGE4ej8cS5PXqalIxqR46ECXgSbyXKCJ7xfr6OuvxzufzbZOjqpWN4x4wlFujMcGlUolt\n2mw2Cx6Pxzz5jhGtD2QQydM0mUzQ6/UANrYCUhGOno9MJoNCoWBz19tNmnAzSKVSGI1GKBSKhl5n\nNpsxNjYGvV5f1x5vJEwHwByBR8rjJMNJ80XqMWzcanE9g5wov7KfXiGppJMQrcFgYAuqXTyHrTxO\nMp4UrpdKJSiVSpRKJSbM2zGc9YHSHjTgTqvVQqfTMUOZTCaZ98mNrKgJgaTT2jFiqQV3LzUCmt9e\n70DFRkHtrY+Ux8nn86HVaqHVausS7uDyu4i0LZVKt7xpAoGAifnSQ98Po0DiDTMzM7BYLLhw4ULD\nJ3GzUNvdxFWyoQQ/3W+RSASlUsn+myTAOm2X9YFCbYfDgb6+PqbHmUgkkMlkkM1mWQcMUeh4vHvj\npFUqFTQaDTQaTduqbHFBhrMRA8Xj8TA6OornnnsO3d3ddb1ms0Lmdu9PurOtPHwOPNasFSyt15Wn\nEav1tFByE/L7JRRLxsntdjNJsXoECQ4K3IXHrarT4heLxZDJZFAqlWyOukajYXOJDoMH1ErQfZTJ\nZNDpdDAajbBYLEzyUKlUQiaTsTXH9TjJS6V8ITfaaud7XiwWkUwm6x47Q99HqVTCaDTW3SxSy9/c\nznjyeDwWOT1yHieFOLTItgu/6aaSTJxAIGAD2zYD11AoFApWld8rqEj1zjvv4Pbt27DZbDCbzTAa\njS2dj11LtKawm9uVJRKJmBg0efsajQZisRiJRAKhUIhNFmyXg6DdQAex1WrFwMAAjh8/jtHRUchk\nsg0FN4VCwaIdruEk/q9KpWpY4LdVSCQScDqdCIVCdf0+OSwmkwmDg4N1G05uq+VOHiefz4darWaT\nW1uFlnwyt8JIObftbhi1PK6urkIoFGJ0dJQtvNpThwwJLeJCobCv1048ztnZWRgMBpw5c4bN92nl\nZuAWwrhtgNxCEaUx6BCg2evZbJaFjh3DuTkkEgkUCgXMZjO6u7thsVig1+vZcyfDyT3QuSR5qr7X\nzoJqR5ABS6VS8Hg8iMfjdb2OcuncVFk9aEQVn8e7N42h0YkQ+42WFIcoVCfPZ7sJegBY585rr72G\nU6dO4dKlS5uOvOV+hlwuh81mQ6VSQSAQ2Lfrpxks3/rWt/D666/jt37rt/DMM89ArVYfuOHkejTk\n4dSOzKDmAe5hIpPJoFKpmCdfrVYRDAZZX3I7kvtbBTJ+Wq0WdrsdJ06cwMWLF2GxWGA0Gtl9jkQi\nLHzkdgxRBVij0TBOJIXq7QpaQ16vF1euXKnbcFLBTKlU1s2aqVY36nDutPYEAgGMRiPMZvOj53FS\nZb2rq4sJT+wkVJzP5+Hz+RAIBJDJZNjpttX7UxGkGaIcdBoDwJ07dyCVSnH69GnYbLZdVSH3Csqh\n0ULarAWTqxRFv08GlML4crmMbDbbcsmudgKlfYxGI/r7+2G322E0GqFWqyGVSjfk/2oVfkgrQCgU\nMvpSO4t70DXH43F4PB42UqXeqE2tVsPhcDRcTc9kMkgkEnUd2jweDyqVqiWOChctM5wKhQJPPvkk\nLBYLFhcXd8xDptNp3LlzBwqFAqFQiBnfrR6QVCqFzWZDLBbbNy4nF9Q//zd/8zd45ZVX8Lu/+7t4\n+umnWQhxUOBuTDpIKNdJFCrSP6WcL7dv2mazIZlMstkwpCHQiOL+wwyZTAa1Wo2jR4/i8uXLGBwc\nxODgILuH3Ge92SHFNbx2ux0KhaLlVJqtQIZ/eXkZ//zP/4z3338fkUik7r3T29uL8+fPw2azNfSZ\ngUAAa2trdRV+BQIBrFYr7HZ7S5kJLQnVgXsFi56eHuRyOUYt2KlIVCwWEQ6H8d5776G/vx8XL17c\n9ATn9mY3c4FWKhXmed68eRMCgQCnT5+G1Wo9UK+Cqr3UV0ziHuRx5vN5pNNpKJVK5HK5DcULsVjM\nvKFUKgWJRLJhZs6jCgqztVotenp60NXVBZvNxiadcnnCtDZJxYvrORF/U6lUMhpSq4xmLfOCWnTp\ngCVPc3Z2Fnfv3oXH42mImE73Sq1W1/0dK5UK/H4/VlZWkMlkdvx9Pp8PpVIJlUrV0nRHy5IEUqkU\n58+fh16vh1qtRjgc3lY6jhan0+nEV77yFVy4cAHj4+MPhOP1SlPtF2KxGBKJBP72b/8W3//+9/EH\nf/AH0Ov1DSXH9wJKSxC9iNRsyOvMZrOsci4UClknCBUoZDIZy98Vi0XEYjE2T+dRDtnJ4PX39+OJ\nJ57AqVOncPz4cchkMshksg191ZTiiMfjyGQyyOfzzOMkdofZbIbD4YBcLm+p4STmBHXjUarM6XRi\namoK3/3udxEKheByuRo6PHk8Hnp7e3Hx4kVYrda6r6lSqeDu3bu4evVqXUrzfD4fJpMJFovl0ctx\nAveLRAqFAg6HA/l8Huvr6zuGiCRsvLy8jHfeeQd2ux3j4+MbZL1IO5Mm9DUbNNkPAG7fvg2hUIjj\nx4/DYDCw79pMCAQCVmmUy+Xs5ObOxUmlUkgmk2zUq0gkYpVMoVDICNo0hpkbdj5qxpPLRezp6cHA\nwADMZjOkUimLcMhokseWyWSQTqdZoZOYDFKplAmAcA+sgwAZynQ6jfX1dVYlp2YSOliTyST8fj/W\n19fh9/uRSqV29dypR72edlLyZMvlMpu6Wg9flM/ns8PrkfQ4yXBqtVqcPn0aKpUKwWCQhb5bIZfL\nweVysS6NM2fO4Fd+5VfYwiwWi+wU9Xq9iMViB7Lxw+EwYrEYvvWtb+H69ev4zd/8Teh0ugN5uORx\nUh80aXGSGn4qlUIgEEClUoFcLodWq2WFC6KG6fV6JlAhkUjYJEcurelRAIXgZrMZx48fx7lz53Dp\n0iWo1WoolcoHRmQUCgWkUilEo1G2fsnoCAQCpr9pNBoPvEednAi3241vf/vbWF5exuuvv86MPLeQ\nVStF2AiI3aFUKmE2myGTyeq+vmKxiLW1NczOztbd3EI0ukeuOESgE3liYgJSqRQ//vGPkclk6pp8\nmcvl4PV6MTs7i+9///vQ6/Xo6elhcv9OpxOxWKyuvMl+gUt9WlpaYlXGZrVmcrUeuSFhLpeDSCRi\n4Tp5FqlUCuFwGOVyeYPMHP0/iVZQwSkej7Pwk6rtDzvPk/KRXV1dGB8fR3d3N0sHcbnDdC8oskkm\nk0gmk2yOEx1KGo0GZrOZEeMPoluIpiaEQiFcuXIFLpcLN2/eRCAQQDweZ8P89iutRYZzs4LZdohG\no4hGoyw1VE9FvVbrolVoqeEEAJVKhY997GMYGBjA17/+dSQSibpc9nQ6jYWFBbjdbkxNTaGnpwdP\nPPEEWzROpxMej2dfxgPXi2q1ipWVFXi9Xrz77rvIZDJ47rnnmt7TTmo9Op0OQ0NDqFQquHPnDuua\nornp1MdO1A+lUgmtVsvyedQ+aDabkUgkEAgE4Pf7EQgEEA6H2fs8zKG7UqmE3W7HxMQEPvKRj8Bs\nNkOn0zFhCW5xpVgsMsUsukckO0gHk81mw+DgIPR6/Qbj20yUSiUkk0lMTU3h//v//j8Eg0FEo9Gm\nPTuKWug716tB4Xa7sb6+jmg0WvdoHArVW5krBlocqgNgXRUajQbDw8MQCoVYXFysS3SCQqVEIgGf\nz4fJyUnweDyUSiUEg8EdifXNAHl509PTyOfzmJiYgE6na+qmoRNfJpPBbrcjHo9DrVYDAJttTXmt\nVCrFTu1CocAKRAqFghHkFQoFDAYD9Ho97HY7/H4/gsEgfD4fMw6NTB09DCBuq8lkwtGjR9Hb2wud\nTge5XL6h95wMJ93PWCyGQCDAJodS6EsKSkajETabjeXkmrnZKWcYCoXw2muvYXZ2lo3IbmakQJ1T\nXFWo7a4RuFdQm52dxe3bt+umPJHHSfWMR9JwEqjLx2g04tKlSzCZTFhfX69brYfmN8fjcaytrTHP\ngCqHrcjNlUolvPnmm7h58yaeeeYZ2Gy2prdkUu5ndHQUhUIBJpMJwL3cK1cVnsL2fD4PjUaDUqkE\nnU4HsVgMlUoFo9HICk3koXq9Xvj9fty6dQuzs7Pw+/0PXdVdKBRCJpOhv78fly9fxsjICKxW6wNC\nMZTvzeVySCaT8Pl8WFlZQTAYZCEncL9Q0t3djeHhYWg0mqaHlpTTXFlZwZ/8yZ/A5/Ox2ebNBKWJ\n6k1FkIF/88038eqrr9bd2UcOAoXqj7zhBO4RjU+cOAGJRILXXnuN0SXqRa1SfKuH1pfLZeRyObz7\n7rtIpVL4yEc+ApvN1pQcF72fUCiESqWCwWBAb28v+Hw+3G43ADDjSV4meQZkGKiqThGAWq1mhRIa\n+SAUCmEymXD37l2srKyw/NRhN57kdZtMJpjNZlitVmg0mge6wLjdWPF4nHniJJJCRpNymxaLBTqd\njo0DbtZGp/ufSCRw9epVTE1NIRaLsXbaZkMmk0Gv10Mmk9X1HTOZDFKpFMsN1xsVctuLW91E0HLD\nSVAqlbh8+TKsViv++q//uuG+aQqRAewoGnIQoD7wb3/727hy5QrGx8dhtVqb+rCpum6z2XDs2DEI\nhULMzs6iWq0ik8mwe0RTMKmKDoBV2ylfSjk5qVSKrq4uVKtVDA0NIRKJQK1Ws5TKYW/RpINMpVKh\nu7sbvb296O/vZ1VbMpy1IXowGMTKygrW1tbgcrkQj8dRLBZZGGk2m9HX1webzQaj0djw+IndIBQK\n4Wtf+xqWl5cRCoX2XeBmK6jVathsNqhUqrrWdzweRygUYkyUeqNC7kTRVqtLtY3hJO9Hr9fj+eef\nx+LiIn74wx/u6tRsl01crd6bjikWi+HxeOB2uxkfsBng0kL6+vqQTqdhMBjA4/GQTCY3HeKWTCYh\nlUoRDoeh1WrZgcUVqKDNQFJeR44cAY/HY1415fcOIyhnRl4TiTxTPpPuF927eDyOWCwGl8sFp9OJ\nQCCwgYJEupt2ux2Dg4PsnjXzwCTl+WAwiLW1NXi93gNlP+j1egwODjIO8GagNVepVDA7O4vZ2VkE\ng8GGCPbE3+TmnFuFtjGcwL1Q02Kx4MUXX8SdO3dw9erVDV0Yhw3VahXRaBSlUglLS0vQaDRMHKJZ\noDbBo0ePolAowGazsX5gbgqDm/PkthcSpQa4XzChhSoWi6HVagHc60uOx+OIRCKML9ouB1YjIC9G\nqVTCYrFsMHQ0M4iKkIVCAeFwGF6vFwsLC5iamoLb7UYikWBRDs13GhgYwMTEBIxGY9MNJxVDPR4P\n5ubmGjJI+wGLxYLjx4+zvPp2qFQquH79Ol5//XW43e6GDCe1BlMRqpVoG8PJzdNZLBakUik8/vjj\nWF9fx507dw4s7GgGCoUC3nvvPUQiEfT19bFe3mblOgUCASMjHz16FCKRCKurq+xauF0b1PUSjUYR\nCoXg8Xig0+lgt9shFos3EKLJO6OhY729vQgGg+w9uOIWhwV0aFDBh8jslMKg755MJpFIJLC8vIyV\nlRUsLy9v6LKhe2M0GmG1WpnQ9XZjXvYKurZ4PI4f/OAHmJ2dZXqxBwmdTof+/n5oNJptf49oXJFI\npGGqoFAoRH9/PwYGBurOpTYTbWM4CSKRCHa7HQKBAM899xxmZ2cxPz9/qFv/CoUC/uVf/gVTU1P4\n1Kc+hZ6enqbmaIjMbrPZcPr0aQDA+++/z7qBuB0iZOjK5TKjIhmNRvT19UEmkzEyN6UBALDRr8PD\nwyiVSvD7/fD7/YdSQZ6+F+Wkk8kkwuEwW2/knQeDQQQCAUxPT2N2dhbr6+vw+XysdZFmqVssFgwN\nDaG7uxs2m63pnUIU1fzDP/xD3UIZ+wnqHR8eHoZOp9v2d+lehkIhrK2tNXStQqEQY2NjGB0dhVwu\n3+tl7xltZzgJCoUCp0+fhlarxdLSErxeL+7evdsWhZ9GUa1WWeeO3++Hz+eDyWRq6qaifuve3l6E\nw2H09vbC7/eznnpuPzX1s1PuzmAwwGAwoFwus7wSvSed9DweD2q1GhaLBSaTCQaDYQOz4TCAm8dM\np9Pwer2s+0WhUECtVrN+/VAohFAohPX1dbhcLsRiMcbbBO4V15RKJQYHBx8I0ZvlHZE6Vzweb7jQ\nsh+gCrdEImECzduhVmS73n1MTI8jR45gfHy85eR3oA0NJy1mpVKJCxcuoKurCz6fD7Ozs1hYWDi0\ncmfkzXi9Xng8Hmi12gMxnAMDA4jH4xgcHAQArK2tsfvHrRSXy2WmUEV9/9RNBGCDfB/1uWu1Wths\nNlgsFpjNZqb9uZt+51aBDGcymYTL5WLPibpT8vk8crkcIpEIIpEI02Gle0YUGWoaGBkZwenTp2Gx\nWJpeSafrpj75g+BsckH5YdIs3UmtiERn6DCq18jTpNbjx4/j1KlTHY9zK3CFh9VqNS5evIiuri6U\ny2Wsr6/j3XffbUlX0F6Rz+fxzjvvIBAIMFFbYP/Vk2p72C0WC86fPw+xWIyFhYUNVWCuPBrJjHm9\n3g09xw6HAzabjU1p5LZvEvHebDYjGo0il8shm80emtQKGc5cLod4PM4aBKiFkLwjEsagFla6dzQ7\nq6+vD8PDw+jt7T0wMY90Oo0333yTCWQc9P0m4rtEIqmLV1mbL69HYFwoFLLUh16vh1wub3lhCGhT\nwwnc3/wqlQqPPfYYIpEINBoNbt26hdu3b29QdjksKBQKePvtt7GysoKf/MmfhMPhaOrnEXndarXi\n/PnzyOfzeOutt1CpVJBMJje0EFJlvFQqwePxIJ1OAwArIAkEAjZiA7if6OeSvX0+HyM0k2Ft5+fD\n/e65XI4pHQWDwQ0hNpeJwKVykccllUrR19eHU6dOMcN5EO2VZDiJT3vQIEGURkd9NwKBQIChoSEM\nDQ3BYDC0hbcJtLHhrIVcLsfw8DALn1ZXV/Hmm28ilUohEolsKn3GNQztgEqlgng8DrlczromaJRC\nMyGRSNjI1kuXLmF+fp4Rtmtn5pARAe6F9STTFwqF2BxxmuiYyWSYEpNarWbDy/h8PlKpFCucNOuA\nI+NGRoruI7cfGgBbF5utBS6/kA4Del+uR8T1zAGw7hWLxQK73Y6xsTEcPXoUer3+QIxmqVRCOp3G\n8vIyVldXWxJ9KZVK2Gy2umcMcbnBQqFwx0IiyU5eunQJ4+PjO1btDxJtbzi5LZkDAwOw2+3o7e3F\n7du3sbq6yighFFJthXYwntVqFYlEAhKJBIlEAul0uuniH8C9BUhtmOfOnUOlUsHk5CTjJ3KNB3Av\nH0t9/tFolMnRUSeMWq1mFXfyOqnVk9SpajUem+F9cuXMiHNKoHwaGcJawwdsHCWx1b2rBRlFMgJ0\nIA0PD2NkZISNgWkmyHBms1msrq7C5XK1zHBaLJa6DSe3ZVIoFG5LMSTJSbVajXPnzuH06dMND4Fr\nJtrecNZCKBRCq9VidHQUX/rSl7CysoK33noLkUiEeUhcAYp2Cxepwv7mm28iEAjg4x//OIxGY1M/\nkwyMwWDAiRMnkM/nsby8DI/Hwwpu3NOf63mSyEcul0M6nUYgEIDBYGBEfpFIxEJ5rjeaSCQQDoeR\nTqeRSCSYBuReQniuyINUKoXVamXamTRNgPiYmUwGXq+XXXOhUHhAU3S7HFvt33M3LDEKtFotJiYm\ncOnSJfT29rJcX7NRKBQwPz+P+fl5ZLPZluX6JRIJG9dSD7jPTyaTbVmnIJHzCxcuYGBgABaL5UAO\npEZwKA0nbVqDwYC5uTnEYjGsra0hEokwAjB3g3DDrVajWr03R/r69euIRCJ48sknmz5igzwkrVbL\n0gRHjhwBAKysrADABmNGnlk+n2eHUDKZRCaTQSQSYSG7RqOBXC5n3UVarZaNh9DpdBCJREgmkwDA\nFMfpHuzWcNJgOpVKhb6+PhiNRpw8eRIKhQJarZa1RUajUczMzCAUCiGbzTIvuva71guibtHmVygU\nMJlMGB0dxblz56DX6w+EswncUwRbWVnBysoKO9xaAeqSkkgkG4o+W4ErRLzdIUPRw8TEBI4dO3bg\nyvn14NAZTgLN2bFarbh48SL0ej2T0SoWiyy31o4olUpwOp0ol8sszXAQg6doQfb19eGjH/0ojEYj\n0uk0mzdT63lyq+0UttMEzHQ6zeaLkwGVSCSQy+WQy+UolUowGAzIZDLw+/1Mgi2dTiMWi7FpkNzc\n9FZeHuXEaLDfyZMnmfes0WjgcDiYF1qpVJgqu8FggNvtRqVSYQaU1sZmn7cdaNNLpVLI5XKcOnUK\nFy5cwLFjx9jky4MCFYXI42wViIVRb1cfHZiUXtnMyFJrpU6nw+joKI4dO9Z0IfDd4NAaTqoYGwwG\njI+Po1qt4saNG6hUKgiHw8xDaEeUy2V4PB7weDxkMhmUSqUDkcmiHBPJppVKJSwuLgIAfD4fgI3e\nGHnu3FZKMqJUQCqXy0wfUaFQQCaTsZwjzTFSqVRIJBLg8XiIxWKM3kO5OtpQm31/2mT0rIlaRV1R\n1L9MuUfSpEyn01CpVFCr1XC5XAAAl8u1IefZKCiEVKlUGBkZwRNPPIGenh6oVKrGH8YekM1mcfPm\nTSwsLNQ1LaFZKBaLG1TM6qEjcceKbBZ60+FEzRvt0mJZi0NrOAmUMxEIBKxARN4MV5+z3UDJ/YWF\nBUgkEoyMjBwY1YJIy2NjY/jsZz+LW7duQaFQwO12swotl4dJho2MXDqdRrlchlAoZFJqJHBBc9rJ\n+6xWq5DJZMhms5DL5YjH48yQBoNBxvvkKjeRd0ejGMxmM7RaLc6fPw+LxYKTJ09Cq9UyAWaugC7X\nMNLvGAwGJJPJXYtDkMGUSqU4c+YMzpw5g8ceewy9vb0HajSr1SrLNZN4dyujqlgsBqfTyYReyCBu\nBeqeS6VSm6rSUyrG4XCgq6sLGo2mqb3+e8GhNpy0WWhDcFV/2tloAvcHarndbmg0GvT399eVJ9oP\nEJWmq6sLBoMBQqEQoVAIABAIBDaMgOAaT/o7yqslEglUq1WoVCqIxWLodDo2bpiKRNQuVywWmYxd\nsViEXC5HsVhEKpVi3UvcNlCSEZNKpawz6fjx47BarRgYGGAtjuRFc0n/ZEAVCgUbzcsdgdEIuHk5\nhUKBoaEhPPHEExgZGYHZbG5qS2UtiAVBxpO89lYhlUrB5/MhkUhsUJLaCvl8fkMTwWaGkyIVq9XK\n8uftVBQiHGrDSaIVTqeT8dni8TgbKtZuFfVa5HI5vP322/B6vTh16hSbE3RQ4HqeMpkMR44cwcDA\nABYXFzE3N4dMJsOmjnLzkFxVpUqlAolEgkKhwCrsPN69uezccQok3UbcR5lMxnK8lDslGhOF5zqd\nDkqlEuPj4zCbzejp6WFK49wWUK7hqiW1ZzIZxGIxJpfXSI80GW+5XI7Tp0/j3LlzOHv2LMbHx5n2\n5EF6Q9xqeiuLQgRiKSwuLuK9995Df38/urq6HrgnFAneuHED09PTcDqdbKgdF7RObDYbenp62qZL\naDMcasNJ3g+p89AgMW7erJ1RLBYxOzuLfD7fkiQ/eZ52ux0mk4l5jsA9z5MMYC1lhBY8GbpkMolq\ntQq1Ws0k7agQRR4heZ48Ho+NpUilUowInc/nIRKJmMcqEolY5b67u5vNJlepVBCJRJsKaHBZAZTr\nJO+MaDv1hrbk/RCXcGRkBE899dQG43DQm5q6ujweT1vILNLa8Pl8WFhYgEqlgtVqZc8bAIsm8vk8\nlpaW8MEHHyAQCGzrcWq1Wqaa345hOnCIDWepVEIqlcLKygq++93vYm1tjQnKtvokrhekTahSqVi1\nuhUjAagw1d3dDYVCwcbjzszMYHp6GoFAgOlucnOfdEDRSGc+n49YLIZ0Og21Wg2DwcDCbYFAwPLO\nuVwOxWKRKetQSEb6n5S3JEOpUqk2KOJwUzLcDh8ivVM32dTUFJxOJxYWFhAKhRhvcLtDlTY9Xf/p\n06dx6dIl1hlE4yFasaHz+Tzu3LmDubm5lhaFCHQPP/jgAwSDQUxOTuLIkSPo7e2F1WplhnV6ehrr\n6+u4du0anE4ngsHgpt1kFGmYTCbY7fa2oyBxcegMJ7edLpPJIBgM4u7duxvmfh8WEHUmnU4zg98K\nw0nGQq/XQ6vVQqPRMCFj2qDZbJbpJ3JJ7GQIy+UyE/ng8/nM81coFMwwksGiQ4I2ilgs3uClkJgI\n6YNS0Qm4X5mlP1zDSfJ4RHlyu93weDxMTm8noWXyeEjP1GKxYHx8HJcvX4bRaDzwnCaBe1C53W64\nXK66p8A2G9VqFevr60yYOBKJIJlMMlUpEvGemZlhs5C2asGl+69UKqHVals+Ang7HDrDCdzbuF6v\nF6+99hru3r0Lr9fL8m2HDaRPSN5cKxcLLVy1Ws3mZA8ODmJpaQmrq6tYWFjA6uoqa8PkFnSo0EPe\npEQiQSQS2eBR0nfjep703ckYc71HGipHGqLU4ACAFaAAsN+Nx+OIx+NYWFiAz+fD9evXmY4mhYZb\ncUXJ47Xb7RgaGsKxY8dw8eJF9PT0sM6kVm/icrnM5O3aiaNMhyh5k9PT01CpVOyZBgIBJBIJpFKp\nbfVaiZFhNpsPRAR6Lzh0hpM2VSKRwN27d7G4uMi8icMIrkRbq4tZXJI3/bHb7dBoNEyomMZEVKtV\n5oHStXM7jYRCIRMAUSgUTKaNm/ui712bXuH2t5dKJfY+VIGXSqUQCoXMaJOnSUZyfn4efr8fTqeT\ndTzVhuhkBLleplwuh8ViwejoKE6dOoUnn3ySCTm32mgC9yenUlGmXUD3lYz62trapr+zHYh+RjxZ\nype3Kw6d4SwWi+zhXLt2DYFA4FCqwnPRDptyM1ArJUml2Ww2nD9/HgsLC1hfX2dzdxKJBDNOXENI\nqYd8Ps+EHWrpQwA2GDMuH5OoS2KxmE3plEqlCAaDjFpUKpWQTCaRTqeZMjsdpty8JtfQcEU6ZDIZ\ntFotRkZGcPHiRQwMDOD48eMwGAyMBdAu4KoLteuaAXbX2iwQCNDf34/u7m5YLBY2lK1d0b5XVgNu\nbpObw4rH4211+jYKrrFol81A10HGiaZzKpVKlvtUKBQPHFgUptd2HHHzmdx2O/I+uZ9HRpNI+Dwe\njxHuqce5UCiw19JBSoXCRCIBt9vNcrJkNGuNs0AggEgkglKphNFoxMDAAM6fP4+enh6Mjo4yxkG7\nPBMCtZ+223XtBbQWjEYjHA4HlEolJBJJ21KRgENkOAm5XI4l/LnCDYcRFBbLZDJGGG/HDUHGhkRr\nJyYmMDAwgLGxMUQiESwtLbF+92g0yuask9GiDUCGmH5yh8CRMeOOJCb1JT6fz6hnlPcEsGFkbyaT\nQSgUQiaT2VA9p/el7yESiSCTydiAscHBQVy8eHEDsZ4rT9dOEIvFGBoaQrlcxurqaltU1vcD1Mxw\n+fJlnDlzBjabra2NJnAIDSeRpomXd9i9TSJYkzfWboaTez1U4BGJRNDr9VCpVEilUkzImL4PycnV\nFmS4eoxk0Mhwcg0qGUsqUAmFQggEgg2eLPXLk1wcHaKU6+YaYq5au0QigVqthtVqxfDwMMbHx3Hh\nwgUolUr2HWq/d6vBFTsxGo2IRCJtlULYC2jNaDQa9PX1YWRkBAqFomM49xu0odrVK2gEcrkcH/7w\nh9lo1cOyGcggabVaNtjt6NGjOH36NNLpNCKRCDKZDOLxOHK5HKMr0SHHlWfjpim4nid5h6RFwA3x\nyYCSsYxEIshms9DpdGywGpGuab2oVCrY7XaYzWaMjIxAr9ejq6uLKde3Y1heC5lMhg996EOwWq14\n9dVXEY/HD3VuXyAQQCwW48Mf/jCOHDmCo0ePMuJ7u+PQGU7aUIc9z0Pk7/7+fgwNDbWdUOtW4Hpk\nxK8kOTdSQ4pGo8hkMohGoyzXSPlObq6xNsdJ/1/rmVIKg/6dmAjkcQqFQmSzWfB4PORyOUgkEmY4\nhUIhkykbGBiAzWbDiRMnoFQqodfr2SFwGNaSUCiE3W5HJpNhh0k70ZIahUgkYvOaaOxIu4p61OLQ\nGU6pVAqHwwGLxcKEIg7btEuhUIje3l50dXUxj1OpVLb6snYNMjwkKyeXy1Eul5mx5FbZATxACapF\nbbi8WeGM6EzczyHPltvdRF4NFbSohfIwVKdrQSr7iUQCFouFjTQ5jMZTIBDg2LFj6OnpwYc+9CGc\nOHECer3+0DyPQ2M4uXkeUryRSqUbOlr263O4ebf9HsFBOTyLxYKuri50dXXBZrMdmjC9FrV8yGq1\nytIotYryWwkW7/a+ct93s2dEz5A8VvJg24nB0AjIy5fL5dDr9YhEIohGo/tmOGsZHsTP3G/dBzq0\nrFYr+vv74XA4YDabD0W6hHBoDCeBxtGSkO3a2ho++OCDPS8e2vgajQYajQZarRZqtZp1yRDlZS8T\nG/l8Pmw2G6xWK371V38Vo6OjcDgch9Zo7gQuzQjAvqciuM+h9r8381YPy6bcDnw+HzqdDl/84hcx\nNzeH//bf/hvC4fCe3pMOFUpp0GgSUq7KZDJMyGU/YDKZoNPp8IlPfAKPP/44enp6DpXRBA6h4SQP\nQqlUwuFwIJPJbPAMdwvqmdbr9bBYLDAajdDpdFCpVIjH4+yUJD3BRj+LJLPMZjO6urpw9OhRjIyM\ntC0FabfY7rs8TN+zFaD7J5FIMDg4iFKpxBSEdrv2eTwem49ObAOa35RIJCCVShGNRjeIhO8FVFS0\n2+3o6+tDf3//ocnvc3HoDCdw7+bb7XZ8/vOfx5UrV3D16lXG39stent7MTw8jKeffhpPPPEE5HI5\npFIpayOkUcTf+c53cP36dWQymboXEXEg9Xo9fuVXfgUTExPo6+t76IxmBwcDLp9TqVRCLBZvGPNc\nL6hAOTExgc9//vOwWCwYHh5mTgRprt6+fZvNOLp9+/aujTRxlj/3uc/hQx/6EI4dOwaZTHbojCZw\nCA0nGRqZTIaenh6srKxApVKxXundgMKf/v5+NiBKLBYzfchKpQKNRgO/349bt25hbW0NPp9vQxFi\np2smwzkyMoLR0dG2FmntoL1BUzapw4YEpBsFRVgOhwPHjh2DzWbD0NDQhnZWGrft8XgQi8WYfmqj\n/GnaA1qtFv39/RgbG2O6rIcRh85wEsRiMev+eO6557C0tIS333674VwnEbrPnj2LX/zFX4TNZmNG\njdue19XVBYvFgl/+5V/GRz/6UfzP//k/8fbbb28qyLrZtT7zzDMsp9kxmh3sFdwBdvF4fNMZPtuB\nz+djeHgYX/ziFzE8PIwzZ85skO/j0v4mJibgcDigUCgwOzvLVKga+SyhUIiPfvSjOH/+PM6dOweT\nyXSoudiH1nASMVqtVqOvrw/pdJoNDWvkNCS6il6vR29vL+viIXA9XOKckV6lVqtlXMWdPoOq6DKZ\n7NCesh20D6iYyR1W18hrhUIhtFotxsbG0N3dDY1G8wCvln6q1WrIZDJYrVbo9Xom4VcvKETv6enB\n2NjYgcygbzYOreEE7j1Yh8OBz33uc7BYLHjrrbeQTCaRTCbrfg+FQgGj0QiDwVCXlJVOp4NCocAz\nzzwDjUaD733ve5ibm9tWUVwoFKK7uxuDg4OQyWQNfccOOtgKZAAb5aNKpVKYTCYMDAzg7NmzbNTJ\nVqDQfWRkBC+88AJ+/OMfw+v11vVZfD4fx48fZ0Puzp4925Zz0hvFoTWctFCkUimsViubhMjn85lu\nYz0gvUjqi95pAVJPOXHQaNFtV9Xf7QLvoIOtwNUsbZRRIhKJoNVqGeVOKpUC2L4hgcfjsbZVjUZT\nVyWf1rzFYsHg4CDMZjPUavWh6dTaDoc+0SYQCKBQKDA2NoZf+qVfwoc//OGGRoqqVCo2w7leYjSf\nz8fRo0dx+fJlOBwO1v62GUhoNxAIwOPxPDSKNh20FjSMLhgMIhwON5SeMhgMePLJJ3H8+PGG9opO\np8PY2BhzUHainhmNRgwODuJjH/sYfuEXfgEjIyMPTW7/0HqcBCreqFQqDAwMwOv1QiqVsj7mnUAy\nY/VQg+jfq9UqFAoFKpVKXRw0GsoWDAY3VOIP+6nbQWtAAidEwWuUikSD8CivWe86JJV8yqlu5XVS\n/tVgMKC3txd2ux0Wi6Wtp1Y2ikNvOAkGgwEXLlxANpvF0NAQgsEg1tfXd3wdFZgaTVbTfBSpVMpE\nJTaralarVeTzebz++utYWFjAY489xtrLOuhgN8jn85iensbc3Bzr7GnEcMrlcvT29rLhc/WCUk4k\n8rzVZ0okEkilUrzwwgv4+Mc/jsHBwUMj3lEv9tVwkthGbXWu9r/3E9wedpVKBb1ej56eHlSrVbjd\n7h1DGK6cGbdVbz9B81hEIhEikQhisRg0Gs2+0zFoIdf2Fm+VgniYFnIrUNvmye2Xp9bczZTnuRM9\n69kj3M8pFovIZDJYXl7G6uoqCoXCrjRpd/Psud9ruzWlVquZbF9PTw9UKtWBhejcPcB9FgBYLnc/\nsK+GMx6PsxYuovkc1A0j3tnY2Bj+zb/5N3j99dcxPz+/Qdx2q9cBjQtNFItFlg7YafFWKhU2/+aN\nN95AMBjEs88+C6PR2NBn7gTuADRuSoArDtzxdPcXZBxJpSuZTCKbzbKfpAxFIa5Wq4VUKmUD7MiQ\n1oNisQiv14uVlRX8+Z//OVZWVhCLxRq+ZpqioNVqG1r3pHW6lagOeaKPP/44Ll26hAsXLsBqtR74\nmiNFrkQiwaakVioVHDt2bN8+Y18N58zMDFNwEYlE0Ol0kEgk0Gq1LIfYbM9TLpfD4XDAarVCp9Mh\nmUxuyTnj8XgbpkzulHvknmYk6UUTB3dagDSJcW1tDVKplNEy9jJbhT6TO5o3Go2y8RJcwykWi1kr\nHYk4kB7iwySC0SxwZ17R3CvSLaDDs1gssrEhZDhpbdFIjlrDSWwO+n+pVLpBI5Q+jwbiOZ1OrK6u\nwu12IxgM7krchopKsViMzYPabm/Sdy8UCkgmkygUCg/8Lu17mUwGm82GgYEB6HS6AyO5UxG2UCjA\n5/OxGe/5fL79DefP/dzPbbiBTz75JHp6evDpT38aVqv1QJLDCoUC/f39OH78OC5fvozFxUVcu3bt\nAeNGC4W72Eul0o4eAHl1N2/exN27d9nsl3rCpWw2i3/8x3+E2WxGf38/jh49iuHhYcjl8l1/33K5\nDL/fj9dffx2Li4t45ZVXkMlkkM1mmTdEAiXEWT127BieeeYZdHd3Y3R0lNFGOtgadC+pa+add97B\n9evXsbS0hPX1dTYPiQxlbaheO1eJDjKz2QyVSsXmHh09ehRarRZyuRw8Ho8d/K+99hrcbjeuXr2K\nWCyGYDC46+mugUAAP/zhD1EqlfDJT36Szbza7ruXy2WEQiHMzs4iGAwCeFCCsbu7Gz09PXjsscfw\n1FNPHShfs1QqsbrGn/3Zn8Hj8WB9fZ1FAtVqFZ/73Of27fP2dbe4XC4WMkulUiwuLiKXy2FmZgbJ\nZBK9vb2QyWRN5TPSotTpdBgcHEQ6nYZMJmNeARd0oufzefaH0gy1oE2QSCSQTqextrbG5nbXy6Or\nVqtIJpPg8/mYn5+HQCBg4XojCjF0LdlsFm63Gy6XC7Ozsyzvlc1mNyg4UYgul8uRTCYhkUhgs9kQ\nj8eRz+fZsCzuPOvNcnCPErjjOUhWjWTW4vE4Zmdnsbi4iOXlZXg8HuZx7qRdSfeTwvR0Os1y87FY\nDNVqFWq1mhnOVCqFRCKB+fl5+Hw+uN1upNPpPYl3F4tFRKNR+P1+LC8vw2AwwG63b8i9cu8Dqekn\nk0kWqnONJrVmms1mDAwMwGw2Q6lUNnWfc7VeU6kUMpkMZmdnsbq6CqfTCZ/PB6/X27S5ZLzqPiqU\n1mogSqVSiMVidHd3w26343d/93cxPDwMrVbbNA+Hvk4ymUQwGMRrr72Gr3zlK4hGowgEAmxh0yKx\n2Wzo6urCCy+8gE996lMwGAzQ6XTs37nhcKlUwttvv43p6Wn80z/9E27fvo10Ot2wwAJRNSwWC377\nt38bo6OjGBkZqburiHKY09PT+NM//VO4XC5MTU0hl8tt8DQ3+1xa6PRsqBVudHQUly5dwvPPPw+F\nQgGVSgXg0TWcJG5x9+5d3LhxA9evX8fVq1fZYDgK0UlubTfbiOut0YFNBpX2EHmwFBHtRgVps88V\nCoVwOBy4ePEizp49i5/7uZ+DTCaDTCZjz5zI9dFoFD6fD2+++Sb+8R//kXlzdLiQhu3P/MzP4IUX\nXkBXVxfMZjP7rGaA1ng6ncbVq1exvLyM//E//gd8Ph8ikQjLc9a+Zr/QFOtFXyqTySCXyzHLf/fu\nXeTzeYyNjUGhUGwQu9ivG8zVLNTpdEzxxeVyIZFIsNEKFDqVSiVkMhkEg0EsLy8jnU4jk8kwr4tk\n5dLpNLLZLKampjA/Pw+/349kMrmrHBMtRuBeXrhUKjENRI1Gww6V2ntCCzWdTmNlZQVzc3NYWVmB\n3+9n+aqdPpdmlmezWdYOCtxjJej1ephMJqjVaqjVauh0Omi1WtYPvdk1PSyge0NeZSqVQiwWw9zc\nHGZmZuB0OuF2u1lksh+oHf/BxW6LlvV+LhWyVldXodFocOvWLaZeRLlwWivhcBhutxtut5tFKWT0\nad3Y7XbYbDaYTCbmLTcDZFtKpRL8fj+i0ShmZmawsrICj8fDBvU1G03xOGtBoaLRaITVasWv//qv\nY2hoCOPj4+wm7/eNpvDZ7XZjenoa77zzDr75zW8+UCySSqWQSqVsjIXD4YDdbmeG0+PxIBQKYXl5\nGX6/H/F4nB0Ie511RIrzRqMRP//zP4+hoSF8+MMfZnJbtfekXC6zkOQP//AP4XK5MDMzg0KhsCcF\nfMqBEv9Or9fDYDDgIx/5CD7ykY/AbrfDarVuGso9LKAxw++99x7++Z//GYuLi5icnEQ+n2feZb0y\ngocF3OhDq9XCaDSyoo7D4UCxWEQ2m2W5w3A4DL/fz+TmyEN96qmncOnSJZw5cwbHjh1j1fVmgIxm\nNBrFX/3VX2FxcRE/+MEP2GG3XVje9h5nLeg0j0QiqFarmJqaQjqd3qAGTclywl4NKRljhUIBm80G\nh8OBrq4uBAKBDdXOcrnMJjPyeDxWOSQjEQgEEI1G4Xa7EQqFWBFgP1CpVJBIJFCtVjE/P49cLgej\n0Qi9Xg+z2cw8vWq1ilwuh0wmA7fbjfn5eaytrSEYDNZdmNoO5PUUCgWkUilmRObm5mAymeD1epkW\nAI1WoGLCYfVAuaFeNBpFLBaD3+/H7du3sbS0hLW1NQQCgV1pTx4WkIYtpQAKhQL4fD4zQvT3lOZK\np9PM2+bx7s1Dp4kJNGq5WSMwyDsvFAoshzk/P4/V1VWEw2Gk0+kDPdQOxOPkgs/ns2FrZ8+eRV9f\nH7785S/DarVuUCfa683n0kcKhQLzOm/duoU33ngDmUwG6XSaeabcZDeR4bkiCrWUpf0ELUKJRILe\n3l5YLBZ86lOfgslkgt1uR6lUwtLSElwuF7797W8jEok0N/HNkSyjmeRKpRKf/vSn8eyzz2JoaAgO\nh4P93mEEhaF3797F9773Pdy9exevv/468vk8MpnMpjmyhx0UGdbyfWulGkUiEUQiEUZHRzE6OoqP\nfvSjePbZZ9mUU2D/D1RKowQCAfz+7/8+ZmdnsbCwwEZP11uc3S8cOAelUqkgmUyiWCxibW0N5XIZ\n169fh9n8/7d3ZcFtndf5AwgQ+75yAwmS4CKalMhol1XbcWLXiT2J0tZJp26TtplO02WaTtMnT9pO\nHvPgTtuZPnTJtHE603GatOlM3aSSLNuRbGqzaEmkSIE7SGzEvm8E+uCcX5cUKQIUAAL2/WY8Mm3q\n4uLe/z//Wb7zHTPa29shl8vR1tbGXs5+OYb0+xSOaDQadHR0wOVysSo7GUcKc7d33tTrBKN8MHHQ\ncrkcpqenodfr4fV6USgU4HK54PP54PV62fOr1f3RM6FCSDabRTKZxP3796HT6RCNRuHxeNDZ2Qmj\n0cja8JoBdJAGg0GWJ56dncXy8jIbtftx9TD3AneEM7DzoDsqLAkEHym6W61WaLXamrFlKNrKZDKY\nnp7G2toalpeX4fV6kUwm65LP3Al19zi5oA1Hg6KOHj0Ku92OV155BUajEUajcUuFcT/gVtkDgQDO\nnz+P119/HV6vFy6Xq6ae5H5AHi8R40mcuVAosE1fT6NOoI6w1tZWWCwWGAwG/N7v/R5++Zd/GRqN\npmk0FslruXTpEl577TVEo1EEg0FWHefxaFB0JJfL8eKLL+Kll17C8PAwBgYGahKBFAoFrK2twe12\n46/+6q9w7949BAKBfbWaNrXHyQUtVqoqrqysIJ/PY3JyEmazGX19fVAqlVuKNfv1PEUiEQuHqf2w\n3p5lOaDFQKryXGrIQYLESrLZLEQiEXK5HG7fvg2lUom+vj5YLBbodDpG5m+U3Ce9W+qq8vl8mJ6e\nxp07d1i+O5PJHPBdNg+43XVUVKLus2q+c+Ip07A46pYKh8P77s+vJhqiXYSoETdv3mQT9cxmM55/\n/nk4HA585StfYYOp9guxWAyVSgW5XM68uceZkV5rcNMGjYZIJIJoNIp/+qd/wg9+8AP86q/+Kk6c\nOIEzZ86gr6+v4fKepVIJfr8f7777Lm7evIl/+7d/Y5uyEZ9vs0CtVm/Rsq0mNjc34Xa74fF48Npr\nr+Hu3bssRdUIaAjDCWwVqCgWi2hpacH8/DyKxSKr7trt9l05jnuBW/ih0LzRvM1mAbdzKZfLYWFh\ngZHpo9Eo7HY7ayI4KM+T7jGRSMDlcmFpaQm3bt3C/Pw8YrHYvknrPB6AxgtXs5JOdiCbzWJ6ehrz\n8/Pw+Xysyt8oaBjDSaAWr2AwiIsXL+Lu3bsoFosYGhrCV7/6VSgUin15NNQnDGBX7UwelYEOubff\nfhuXL1/GtWvX0N3djW984xs4ceLEru2r9QBVgldWVvD9738f9+/fx8WLF/dUy+KxN+hQEolETLyk\nmiAVpn/+53/G9evXEQqF9jX+uJaoquGUyWRbNPseJxQulUrI5XJIJpNYWVmBSqVCNpvdMsK0UhDN\niOtx8nh8UJ7a7/cDAG7cuIF8Po9Dhw4x0eZ66zEmEgksLS3h3r17uH//PtbW1pDJZPgDswqgPcSN\n4qqFYrEIt9vNuoDi8XhDeZqEqhpOg8EAAEilUqyV8XGNZzQaxeTkJBtJup2mVC4oeU193o34MpoZ\npVIJy8vLjJhvMpnw6quv4uzZs/uOEvaLYrGI9fV1vP7663A6nTh//vxjd1fxeAAur7PahPdCoYCr\nV69iZmYGa2trSCaTVbt2NVFVw/m5z32OVV/z+TxCoRCSySRmZ2eZjl+lRpQ8TxJUeJzFTydkPT2g\ncsA9uem+6Hs2ElVqL1CUEY1GUSqVcOPGDWxubmJiYgJms5kJWNTqs4GPwjyv14vFxUU4nU6sra19\nrIwmVxSE6wxks9mHiOq1AvdzqlVN5zaseL1erK6u7ovtQOpsEokEVqsVEokESqWy6rn2qhrOv/7r\nvwYARi9aXFyE2+3Gd7/7XTidToRCoYo9PZrml8vlWHvYfkAvWCQSQSqV1k1gdS+QsaRKP6UhqJWS\nqBfNYjwBIBgMIhwO43vf+x6MRiP+8i//EqdPn2Y9+LVEJBLBlStXcPv2bVy6dIm1134cQEZBLBbD\nYDCwQmk+n0cgEGAtkrUGN91V7TCdVL+uX7+OWCxW8TVaWlqgVqthMpnw3HPPsf77au/3qhpOqVTK\ncodisRgmkwkikQjPPvss+vr6MDk5iVAohHA4XPZipqIOKbY8jhydQCCAXC6HyWRCMBjc93WqAdoE\n3d3dUKlUTKuUDCd1S6yvryORSGB5ebmpPCfqEAOAa9euIZ1O48SJEzCbzUzlHKge35MEULxeLz74\n4AMsLCw01fPaDdQE0dHRAaVSCbvdzpS0aGBaKpWC0+lEJBKB0+msivTcXuDyOavN39w+waAckHyl\nVqvFyMgIjEYjxsfHoVKpYLFYqn5gV9Vwch9iS0sLbDYbOjs74XA4EAgE8J3vfAf37t3D7du3y85d\nkIHhTpXc74sSCATQ6XQYHBxEMBhkxaKDAHVMPfPMM+jt7cXnP/95GAwGxlVNpVIIh8O4dOkSlpaW\n8MYbbyASiTC9zWZANBpFPB7Hv/7rv8JoNOLb3/42jh49CrPZXLb2aLmgdtV79+7hhz/8IcLh8Mdi\nhj0NITxz5gzsdjvOnTsHk8nEwk9KiV24cAHz8/PweDyIxWL1kVargdHkGs5y0w5CoRAqlQpPP/00\n+vv78corr0Cv129JZ1QbVTec20Hhp1qtxunTp9HW1oZcLge/3w+v17vnC5ZIJGyGEHHGHufetFot\n+vv74XQ6IRQKDyQMFovFcDgcsFgsOHLkCLq7u6HX66FUKiEWi1EqlVge9tChQ9Dr9YjFYnC73Xj/\n/fcZf7IZQOIMAoEAly9fxsbGBiYmJmAymZj3ya3MlrvI6Z2RyK/P58M777yDe/fuIZFINDXliFTD\nFAoFjhw5ApPJhOPHj8NiscBkMkGlUkEikbDUk0ajgcPhQKlUgk6n25JnrgW4AszVrqpTR5JcLt9z\nEB21f46OjsJqteL48ePo7OyESqViVLha8YjrwuMUiUTQarX4zd/8TQSDQeRyOczNzeHtt9/ec4Er\nFAqMjo5icHCQTQp8HLS1teH06dOYm5uDSCR67ILTfiCRSHD27FkMDg7ipZdeYqEE9yVLpVKo1WpY\nLBZks1kcO3YM09PTTBe0mbQhY7EY4vE4/uVf/gUajQZf+9rXMDw8jFOnTsFoND7WgUge1+zsLP7h\nH/4BXq+XDedqRpAx7OrqQldXF771rW+hr68PBoOBtQpz0draCqlUilOnTjGJRkqT1Gpd18pw0nVV\nKhW0Wi2jt+2GlpYWaLVavPzyy3A4HPilX/olKJXKuhR+a244uUrWNDDs2LFjsFqtyGaz8Pl8cDqd\nyGazW2Y2Uyjb1taGo0ePoq+vb180pO2g1kur1YqBgQH4/X74fL5qfNWyP18ul2NgYADDw8NQKBS7\nCpmUfjHigyaGdnZ24uzZs1heXsbly5dZJbUZQGyLWCyGW7duwefzwefzQavVwmq1QqFQwGKxQCqV\nsnk1IpFoy8bkhnLZbBZ+vx+RSAS3b9/G4uIiNjY2kEgkmuaZcEFC0ocPH4bJZMLIyAgsFgva2trY\n89htWgIZW5lMBovFgnQ6zQRsanWvMpmMGfJqGk6RSMRmhfl8PqRSqYcm0BLx/ujRo+jq6sKhQ4fQ\n3t6+ZWJsrTvW6to5JBAIoFKpcO7cOUSjUeh0OszPz+P1119HMBhkhoDUgSwWCwYHB/HFL36ReSaP\nC5q109/fjzNnzuDWrVtsFlGtwRVGOHnyJA4fPlxWzlYkEsFkMkEqleKrX/0qPvzwQ0xNTTWdog8V\nvN58802mfq9QKDAxMQGLxYLTp0/DZDLBZrNBLpezQ4W8UaI7xeNxhMNhXL16FcvLy/jxj3+MSCSC\nUCjUdAwE4MG60Ol0+MpXvoInnngCY2NjZQsDk3IVFY8KhQLu3LlTs3QFfRZ3lHE1QPUMSkvcvn17\ni12g35FKpTCbzfid3/kdDAwM4NChQ1XPme+FuhlOrtcgFAohlUoxNDQEvV7PlGtIe1IoFEKhUMDh\ncKC7uxsajYbldKpxkggEAnR2duLMmTPIZrNYWVlBIpFAIpF47Gs/CkKhEEajERaLZYt+4W7faft/\nF4vFsFgsTImoUCjUNJdVK5BxI6rQwsICNjY2kEqloFKpWFhK+U+uuDTlNGnGOFGfyp1v30ggTUu5\nXI6zZ8/CZrNhZGQEnZ2dkMlk+5JU3K6pWQtoNBr09PRAp9NV1dsEPtojFosFQqEQp0+fhtVqxdra\nGrLZLFQqFWQyGasPOBwOmM3mmk7T3A0H0qtOtKATJ06gUCjg1KlTiEajmJqaQjabZVys8fFxNnGx\n2gnogYEB2O12ZLNZ3Lt3D2trazU3nC0tLejo6EBPTw8UCkXFqQeJRAKbzYZIJAKLxcJUpZqNcsMd\nW0GjKwDgypUrzFBw/yHDub1lllI7zZrPFAqFbPTE17/+dYyPj0Or1e6bc8jVba0lTCYTRkdHYbFY\nqm6whEIhenp60NbWhkwmA7fbjcnJScRiMXR3d8NgMOCFF15gRbKD0kKou+Hkep6Uy6RplwMDA2wC\nJeW6qk0p4FZvRSIRhoeH8Su/8it4//33mSGqVZsXbRSTybTvzUE5T61Wi1gs1jC6l9UAGVTuO6LO\nmJ1+r5n1Bqioc+bMGTgcDnR2dkIul++rEkz540QigfX1dfh8vpoWhogNYrVaa7L+KGSnOUYSiQSZ\nTIYxT3Q63UNsjHrjwNWRKCxXKBSs173aHQm7fa5QKMSxY8dw+PBhKBQKrK2t1bQ/VigUshEhdCBU\nAm6XkdFoZEPlPm5oZC3SakEikUCj0eBzn/scTp48iba2tn3n6Sh9EY1GsbCwgPX19ZoYTlp/NpsN\nZ8+ehVarrfpnAA/2Zn9/P0qlEo4cOcJSfHQfB40DM5y7ffntRrNWD4mbUxGLxRgbG8Ov//qv4/Ll\ny5icnEQ0Gq1q6M71nri6o5UYPqooU064mWk3n2QIhUKo1WoYDAao1eotzIpywD1YstksIpEILl++\njPv37yMYDNZMoJnmrhuNRuYJVhvciJT78/ao86CN54F7nAcNOt2OHz+OI0eOQCQSwe12Y3V1teEM\nJ/Wup1IpBAIBRCIR3nA2IaiDzWKxQKvVMrpRpaCBel6vF//93/+N5eVl+P1+ZDKZmhhOlUqFrq4u\nNqCtXsbroI3kTmg4w1nvh7Td85yYmAAAXLp0iXme1QjdqbARCASgUqkQCAQgk8mgVqsf4ityQcUP\n8ixu3LiBubk5eL3epqyo83gw1TQWiyEWiyGRSOzI0+S+WzpoaeSH0+lEOBzG7Owsm6MUCoVq0hhB\nIfrAwAA+//nPY2RkpGatjNzPbGQ0nOE8KBAf7ejRozh8+DByuRzW1tawublZtZxnsViE3++HWCyG\n3+/f0nu/UxhCxQ8SsPB4PPjZz36G5eVleDyepiLA83gAYhREo1FEo1HEYrEthdCdfp/mwEejUQQC\nAVy6dAkrKyu4cOECIpEIEolEzaIPEhoZHh7Gl7/8ZajV6oY3bLUGbzg5oCo/AJw4cQIymQznz5/H\n9evX2eJ8nGuXSiWEQiGUSiVcuHABJpOJ9eBzq4RcTdNoNIpsNotgMIhQKIQbN24gHA4jn8/zYXqT\nggxnqVTC+fPnsbCwgImJCRiNRuj1eojFYuTzeeTzebhcLjY3iahbiUQCc3NziEQiiEQiNT1ABQIB\nuru7MTo6ykj5lNv8JBtP3nBuA3mex44dw5EjR5BIJODxeFAoFNhirxRcDzIcDiOZTOKtt95iEncS\niWQLJ61YLCIWiyGdTrMqv8/nY5qkvMFsfiSTSaTTaVy8eBE3b95EMpmEzWaD3W6HXC5HKpVCKpXC\n5OQkfD4frl69ygxloVCo2xogw/ncc89hdHSU9zZ/Ad5w7gKqcp45cwYGgwFXrlzB9PQ0VlZWsLGx\nUVaXCpfETdcjT9Hv90MkEiEYDKKlpWULGZ6KQMQrpUo6FZV4ND8o/I5EIshkMnjnnXeg0WgYAZ6G\nyrndbiQSCWxsbGzRc6gHjEYjurq6MDExwdogeXwE3nDuADJ05HmOj4+zIXGkk0mn/k6LmEuhIINJ\nYXihUEA+n2feKz+q+JOLUqmEeDyOeDyOQCCwxZM76PVAlf9Dhw5hdHQUR44c+VhyhvcL3nDuAaq2\nj4+Pw2w2Y2xsjM202djYgN/vZzOfaR48zTUSCATMS0yn08jn86w/m4wmeZC80WxM0KFHYiOk2kQH\nHkUGj9sjvr1r6qDWg0AggF6vh81mw7Fjx/Diiy/CbrcfaJdOI0JQ4nfsnuB6hOFwGPF4HO+99x7m\n5+cxNzeHjY0NFkrTQDKil1CRJxgMIp1OIxKJsBlKzSZK8UkD12i2traitbWVRR7Ex02lUshkMqxH\nvNnfp1AohN1ux/Hjx/HMM8/gt37rtx5Jl/ukgjecZYD7iDKZDPL5PDweDyKRCMLhMBuHTIR2rteQ\nSqWQzWZZV8eNGzeYog9fGT9YbE+pkF6sWq2G2WxGZ2fnFjUruVzOPE6KJILBICKRCG7evIn79+8j\nGo0ilUod8DerDEQ3Ii+zv78fJ0+ehM1mw/Dw8JZcPY+PwIfqZYC7YGQyGSOubxeb4P5DGysejyOd\nTkOv12N9fR2rq6vIZrOIx+NNpaXZjNhJ8Hf7z+RV0khZrVaLtrY2DAwM4MiRI7Db7RgYGGAqXeSB\n0kHpdruxsbGBXC7HtCObaS4U8FEhVCKRoLOzE5/+9KcxMDCAU6dO7UvW7pMC3uN8DHAf3XZhCq5a\neaFQgM/nQzQaxbVr1+B2u/Hmm2/C6/UiGAwe6BiM7QWJZgE3jJbJZJBIJDAYDJDJZDCbzWhtbYVC\noWC/s/29cI0laWJqNBqmvqPT6WA2m6FWq6HVaiESiRjzgbi2xMdMp9P48MMPMT8/j//6r//C9evX\nWWTSSOAyPOh5DQ0Nob29HUeOHEF7eztGRkag1Wq3SMbxhvNh8B7nY6Ac0QEaviaTyZDP5yEWi+Hx\neHD79m3meW5ubh6YpuZunSrVvGa1DDK3PZZkAcViMZRKJZRKJRsP29/fD7lcDoPBwEJw4IGAcrFY\nZOOmlUolDAYDVCoVjEYjpFIpE92gv7eb11UqlaDVaqHRaCASidDb24vbt29jenqaEdgbAdtpcWKx\nGAqFAlarFePj4zh06BBeeOEFlo7gDeXe4A1nnUBhT2dnJ3Q6HX73d38XHo8H58+fh8fjwb1795BM\nJuu22chj41JMuMWqcowdbUaad6/VaiGTydifdB3qbqE/iY/IpWJtvy4AVsmWy+WQy+Ww2+1sbjYZ\nPJrhRLOkaKIqzfCh77k9lbI9RBeLxUx1netZlvssSajj8OHDiMViuHHjBpaWlmrSN86lt5H6ORVw\n6E+xWMwOFblcDqvVypTblUolzGYzNBoNW49KpfLARIGbEbzhrAO4J75er2eKOKFQCD6fDwqFAi6X\nC/l8vi4kd67R5IaxACqiR9F1qNpsMBjYpEWVSsWu4/V6mXZoMplk43t3U3CnZyUWi5lB1mg0LKx8\n9tlnodfr0dnZyardexUwdkul7PS55RpNbhGQZll1d3cjGAxiYWEBKysrVWFO0HMGHhzAZCBbW1uZ\nRiv9TOkLqVQKg8EAjUaDgYEBWCwWTExMQKPRoKOjg3ndfEheOXjDeQAQCARsdMYXvvAFhMNhHD16\nFF6vFz/96U8RCATg8/lq0lrHrSCTd0WpgkoFhKnCTArmp06dgt1uh16v3xLyUb6P2AfkcZLxpO9J\nBovujYwAGSWj0QiZTIa2tja0trZCJpM95DWX8/23oxrC2VwFIYVCgbt372JpaQmJRAK5XK7ia9Ez\n0Ov1UCgUGB4ehlarRW9vL6v8k+HjzmXiHojcZ6fRaCCTyWAwGNhBx1OM9g/ecNYR3JOd+IBPPPEE\ncrkczGYz1tfXMTMzA4FAgGg0ygxONcM9bohKxok+QygUlp1r5RZnTCYT7HY7JiYmMDIyArVa/dBo\ng50YB2RAidPKDf2pgEHh5+NSYrYTy7f/vN14cp/5Xp/J/f9msxkymQxGoxEKhQKZTKZsw8k1fLQ+\nDAYDdDodxsbGYLVa8alPfQoajQZGoxFisXjX0TLctcYN7fkqeXXAG84DBoVXnZ2d0Ov1+JM/+RME\ng0F88MEH8Hg8uHDhAtMEfVzvkyZHEk+RPM9oNMoI+uXmWMkAkmGTSCRspC95QduLZ1SN5uYwuW2n\n24s/lHOrdqtf6RdDzaiAk06n2T3SLCDyprff814gmcCxsTEkk0lcvXoVKysrD7Xocr+rUCiESqWC\nXC7H2NgYTCYTxsbGmNo6zUuXyWTQ6XQsPcH1NHcDH4bXBlU1nI/yjPgX9zC43oBGo2HjFOLxOORy\nORYXFzE1NbVF9GO/1XfyMuVyObRaLaxW65ZiQjKZrJhXSsaTvFUK/R8VPnPXQT2LEbQ2SdeSlPRp\nyBlBJpOhWCwyb5cr9VfOGqbCUnt7O/r7++F0OuHz+Vh3Ed0LXZe8a61WC7VajUOHDqG7uxtPPfUU\nTCYTo0LtZ4jbxxnlRGHbf6eaB3BVDSd5RPwpt3+IRCIolUqMj4+jv78fNpsNPp8Pb731FrxeL27d\nusXCv3ILOFTp7u3txcmTJ2GxWGC321nboNPpxNTUFBYWFpgBLcdAU8h9//59xGIxjI+Po6+vjxnk\nRsLm5iYymQy8Xi8+/PBDrK+v486dO0in04jH4wA+elYajYZ5fKdPn4ZWq4Very97LXNFf/V6PfL5\nPDo7O7G6uopoNMqMcVtbG1QqFUZGRmAwGNDR0QGlUon29nYoFAomN1jpCOlPIsiTp3WbzWZRKBSQ\nyWTYGgeAvr6+qn1mVVc3tZpxwxD6k0Kv3fIs/OLYSu+xWq0wmUywWCzwer3w+/1QKBRYXFxk9Bou\npWcn0CYmTqPNZmNjXe12O1tkAoEAoVAI4XCYCViUYzgpZxkIBFg/fiKRgEwmeygkrTe4uUvKp8Zi\nMXi9XszMzGB+fh5XrlxBKpVCPB5nz16n08FqtaKlpQX9/f0QiUTQ6XRlfxeKIEwmE+RyORwOB3Mo\nAoEAK9r09vbCYDDg1KlTaGtrQ1dX15Y0R7mfV84z2OkeGxW73TOXBbFdJId+pqiMDv9kMsmKkKVS\nqaqGs6qdQ1/+8pe3JLjlcjlaW1sZPYW6Ejo7Oxldopw8zScN3E1Pxm19fR2xWAxOpxNutxtvvfUW\nAoEA5ufnmcAxgfKmRqMRQ0ND6O/vx9NPPw2TyYSenh5G8qaFFwqF4PV68bOf/Qw/+tGPsLGxAZ/P\nV/b9UpHiqaeewtDQEF5++WWMjY2xMPQgQBsrGAxienoa8/Pz+L//+z+Ew2Gsr68jmUwiGAyyqj6t\nP8oDd3d3Y3BwEM8//zy+9KUvMZX+vT6TQJvY6/UiFosxJX8qyqlUKkYXkkqljEPKDSc/qYaTayBp\n9HE+n8fGxgYSiQRmZ2cRiURYhETizlRkJENZKBS2XO/nP/951e6zqh7nhQsXADwgLiuVSshkMvT2\n9kKv10MqlbKqI81SpyQ8t3q6kyFt5JddbXBTHfRcHA4HcrkcrFYrVldX4XK5IJfLWVGHvP1SqQSR\nSMRaD/v7+/HEE0/g5MmTkMvlUKlUW0jhABhdZW5uDhaLBel0Gn6/v+xqPrWVzs/PI5lM4sknn4Td\nbodKpWIk9O3frdrY3v5KoVooFMLCwgLu3LmDS5cuIZ1OP7KXvFAosGJRKpXC8PAwstlsWakHbqWe\nDGR7ezssFgvbxJQD5uaCq/1MduPlbn/vjbCntt8reY7cvH4ymWTOQyQSwd27d+H3+/Hhhx8iFoux\niIfSV/VQHauqx9na2vrRRX/xQsggUmcHVQSVSiUrVEilUlZRPnbsGPR6Pex2OyQSCePpfdIpFNzC\nRi6XQzqdhtvtRjKZhMfjQTKZhNfrZZViuVwOs9kMrVYLm80GtVrNws+dDACFO8vLy7h//z5+/OMf\n49///d+ZQSwXCoUCUqkUx44dQ09PD15++WVGT9qNNlMt0DPK5XKIRqNwOp34wQ9+AJ/Ph4WFBUSj\nUbjd7rIbDIgl8Morr+AP/uAPYDAYYDKZKroX4IEx4Bqr7emqWhhOClFjsRijfNEBuZ34fpAgQ7e5\nuckM49tvv421tTU2NoYKa6lUis3hyuVyTCiHK9H4KHNWTWNaVY9zO5WF+GtUtVxfX99SSSalof7+\nfpjNZuj1eiQSCUbN2NzchEgkeogTCBzMabnTg9+tXXD7vz8OuPQdSnFoNBrk83n09PQgkUhgfX0d\n+Xwe2Wx2S5HBYDBsEVbeCRQhWK1WSKVS3Lx5EyqVquJKezKZRCqVwszMDPx+/5ZxC3R4csPRSp7P\n9t/d7mFyD5WNjQ0sLy/jvffeQzAYhMfjqZjKRcWkbDaLXC5XEZuhEZgDuVwOmUyGichkMhlIpVLW\n5aRWqx9iP9RzT3HfH3mLGxsb8Hq9rFC5uLiIeDy+pUW3UVD30ieXCE10kOnpaTidTszOzkIikTCV\nGrvdDpvNhnPnzkGj0TAjcNCgcII2V6FQYJQRmUy2ZUZ2rUDhnk6ng0qlgk6nYwaEOkbIwyx3Q1BO\n+tOf/jSkUikuXryIixcv7nmSc1EqleD3+xEOh/E3f/M3TIHHbDbj1KlTrOglk8ke4iJW6omRZ0We\n909/+lO43W42CXRxcXHfmqeUJ6aeeLlcXvE1DgKlUgmxWAxTU1NYXV3F//zP/zAFJ4lEAqPRCIfD\ngS9+8YvQ6XRob28/sD1FKZWbN2/C5XLhJz/5CRYWFlg0lUql9iyAHhQOjDNCi57CCADY2Nhg7WZK\npZKJxJ44cQKbm5sszKj3i+YWa0jRnYx+KpVCLpeDRCKBSCSCRqNhaQauuk41wfVAiTtJoho7/V65\noHwzyYzdv38fcrmcfedykclkkMlkMDMzA7FYjGQyiba2NpjNZmbIKE1D32F72+BOfxLogKDURDQa\nxfr6Om7fvo3V1VVcvXq1Yi9xO7gCGUSIbwZQMcXlcsHpdOKDDz5AIpFAKpViegLpdBqf+tSnsLm5\nCZPJxA79euc+KUT3eDyYn5/H3bt34XQ6y6baHSQabjXQKRSPxzEzMwOXywWXy4Xh4WF885vfhF6v\nh9ForHuoTmHbpUuXMD09jbm5OXi9XhZGUDfH+Pg4Ojo68Pzzz8Nms7HwtJnQ3t4OrVaLaDSKlpYW\n3LhxA1NTUxUvZuLVzczMYGFhATMzM6yCTJJw1PYpFAqZgSKVI71ez8SFSfBjc3MTkUgEyWQSy8vL\nSCaT8Pv9SCaTcLvd7D09TlgnEAgwNDSEp59+GsePH98yurmRsbm5iVgshsXFRXz/+9+H2+2G2+1m\nXUuZTIZVoVdXV3HkyBF87Wtfg9lsRm9vb933FFHBzp8/jytXrsDlcjWF0QQa0HACW40nVUEBwOv1\nQigUbiEk1/Jlcz3NeDyOaDTKKrR3795leUWu4RSJRIjH45iYmIBer2e5pFrea7WvK5VKIZVK0dXV\nheHhYayvr2N+fp7l+8oFhfg0yTEYDG7xIKmyzBXzEIvFzGunkJ6EKcRiMQqFAgKBAOLxOJxOJxKJ\nBPx+PwqFQlUU9YmOZLVaMTg4CLPZDLFY/NjXrQdoBlIkEsHS0hKbhcWl91AePBaLQSKRYGVlBQLB\nR7PT692dRF1bHo8Hq6urSKVSTWE0gSobzu3CCdUAGdD5+Xn84z/+I8bGxvCHf/iHdRNcJQ/mP/7j\nP3Dp0iXMzc3B4/GwUJ2MA9FYJicncffuXQiFQgwODuLFF1+EzWZriApmpRgZGYHNZoPVakVfXx/e\ne+891gK6n3fMzW8DYKF0JpMB8KBRwufzPaQtyc190mFFE0OrIYRCBn14eBhPPvkkjh8/jueeew4K\nheKxrltPpNNp3LlzBzMzM2z20U7PhRoCZmZm8Nprr+Gpp55iqkv1+r7FYhFLS0tYXl6G3+9HKpVq\nqOLPXqiq4SS6Bpe4Wo2FTcZzYWEBOp1uyyjeWmA7kTmVSmFlZQV37tyBz+dDJBJ56O+QEQiHw0gm\nk6zDJ5FIYHNzs6l6jek+VSoVVCoV7HY7IpEIXC4X1tbWWM5sv++U68kDeGjDcMn8tQZ1tEmlUqhU\nKthsNgwNDcFut8NsNtc8WqgmqHsrHA7vmeOleVjz8/Po6+tDPB5HS0sLFApFTXOd3DUTjUbh9/vZ\nAVgt0CH7KF7446KqhvPv/u7vUCwWEYlEkEgk8O6778Lj8cDpdO5LRIKLdDqNubk56PV6xGIxRrCv\nJUqlEtbW1rC8vAyn04m1tbU9NzVV3K9du4aFhQU888wzMBgMLF/XjBgZGUFPTw9GRkZw7tw5/OhH\nP8K7777LCmPNCoFAAJVKxSr+v/ZrvwaLxQKbzQa5XN4QDI5KkE6nce/ePTidzrL2GpHL19bWMDk5\nib6+Puh0urp8783NTczOzmJychKhUKhq16VcuVwuR3d3N+RyOYxGY9W/U1UN5+joKGvhi8fjcLvd\nkEqlSKVSiEajCIVC+652Eu2EaAokYVZrTyCTySAWi7H52eWEE6VSCdFoFMViERsbGwgEAqzgATSH\n9wKAqQLRTJ9CoQClUompqSksLi4iGAwynl2jzNd5FMi7pHypQqFgivUOhwNjY2OM2tUs7wjAltRH\nJBJBPB4ve51Sh1U4HN6iElVr0B4JBAJVOXzJkWptbWUTFux2OxQKBZNQrCaqajh7enoAADabDcVi\nEaOjo8hkMnC73fD7/fjbv/1bLC0twe/3V7zR6CVHo1FMT0/DZrNBq9XW9HQkw/Go+Ti7gU7zN998\nE/Pz8/j617+O/v7+mt1rrUDPAABrUvjjP/5j/MZv/Abefvtt3LlzB9euXXsszmQ9QMLIZrMZIyMj\nGBwcxGc/+1moVCoYDAYm6dcM1fPdkMvl4PF44PP5KnoPuVwOkUikbsUZ2kc+nw9LS0tIJpP7vhYV\nGQ0GA15++WV0dXXh5MmTrImGO0Oqmqiq4eRyCUulEtRqNeNfGgwG9PX1baFFUHGlXBCP0ufzQaVS\n1ewlc4tcJNLLVSEvVwtwc3MTbrcbYrGYkXmbcWPS8yBPraOjg6k2ZbNZbGxsoFAoIBKJIJ1Os9z2\nQVRIKafF9SyJbE9DyxwOB4aGhjAyMgKFQgGNRrOralezgNYbRUaVPHtuIa5e379UKjE78Lgas21t\nbbBarRgYGEB3dzdGRkYgl8u3NH80tOHcCTQ3RaVS4dvf/ja8Xi/+/u//HouLi7h9+zYTpygXwWAQ\n58+fRzgcxtmzZ2tOFens7GSjVCUSCRMeKAeUx9nY2IDb7UZXVxdUKlXT0Ft2A3Eqz549i6NHj+IL\nX/gCotEo/vd//xd3797F1NQUPB5P3TxQMnjkXSiVSuj1ejzxxBOw2Ww4e/YsU72neetUDKp0ZlGj\nolQqIZ/PIxAIIBwOl/3cSUpvbGwMXV1ddTGc3I6vaDS6rzSPUChkaZZXX30VPT09sNvtTECo1u+0\nZoaT+wKoM4E0Bx0OBwDA5XJBIBAgnU6X/aJzuRx8Ph9CodBD4gm1APWFE/E+FAqVnQuitlKxWAy/\n3w+v18u811recy3BPcHVajVUKhWUSiUymQwWFhaQy+WYJmcsFkMmk2HiDPv1QrmfSdVSmstDWgYU\nGbS2trLwe2BgADabDYODg1Cr1TCZTKxLqRmf/aNAXTjEtS3nOZOnKZVK2YjgenjdXB1NUo2qBJR2\n6erqQk9PD3vPpJZfD9SVAE+5iN///d+H1+uFQqHAwsICrl69WnaeI5VKYWFhAV1dXcjn82zEQa0g\nk8kgkUhw9uxZSKVSvPnmm7h161bZf79QKCCRSOCNN97ABx98gD/6oz9CX1/fx2rj0jN66aWX8NnP\nfpZ19kxOTmJlZQXvvvsuXC4XU7XZa6ImPRuuADZVS1tbW2EymaBWqzE8PAyj0YixsTGo1eot0y9J\nWo9C9EZUpa8WiJdJavbJZLIsY0TNBhTm1qsfn1qVqahYSVQiFAphMBjQ3t6O73znO3A4HOjq6oJE\nIqlrGqxuK4krNUcnPxVL5ubmAKCs5HSxWNySRysWizU1nLR5LRYL+vv7YbFYoNFomBdVDijXKRKJ\nWBKehGubHdzcIM1N0mg0yGazCAaDkEgkbHZ8JBJhm4V0CnYaYLZ9dji1ZkqlUtZRpFarMTg4CIPB\nAIfDAZVKBavVCrFYvGX07cfpgNoN1GoZi8XYsy0HMpkMXV1dTCOXWB+1BqlYVeptUpTR3d2Nnp4e\n9Pb2oquri8lP1hMHcgQLhULodDr89m//NiNULy0tYWpqinWR7AYynKlUColEguW0agmBQIDR0VE4\nHA6EQiG0trbi1q1bcLlcZf39QqGAubk5+P1+1nlz6NAhqFSqmt73QUAgeDD6+MyZMzh+/DheeOEF\nJnOWz+cRiUSQyWQQiUSYen2xWGQGkmglarWa6bZyZ4hTi+ajxgh/kpBMJvHee+9hZmaGFSH3gkAg\ngMPhYBEQSTfWGqXSR6NWSAGpXMNJnFur1YpXX30VQ0NDsNlsDwll1wt1N5xcr0Kv16NQKMDhcEAg\nEMDpdLJOo91Ayjj5fB7JZJIlg2vx8LjVdQpHu7q6MDg4iLW1NYRCIeb57oVMJoNEIoHl5WUoFAp0\nd3czr/PjsNF30iGlLhS1Ws0YEZubm2yMBBlOyslRLpxm76hUKjYziUsr4eYoPw7Pbr+gHH8mk8Hy\n8jJcLldZhUs6dLRaLXp6emAymep64JBqe7kdYkQ56u7uhs1mQ3d3Nzo6OrbMZ6o3DjTpIxQKYTQa\n8Y1vfAMLCwtYXl7GysoKvF7vI41RqVRCIpHA/fv3kclkoNfra36vlGt7/vnn8eSTT7KQ0Ol0IhAI\n7Pn36Z6/973vob29HR0dHUyGrtmr7HuBNiXN7KFhbp2dnQ9xY7mhP3fYH/0/Hg9AlXS/34833ngD\nLperLJaKXC5HV1cXBgYGMDo6WjfdB+Cje56dncX169fL2jfAR+k9vV6PP/uzP8PY2Bj6+/vres87\n3tNBfTA356nX65FMJuFwOCAUChEKhZgi0k6gtka/38+8mXrcK3XRSKVS9Pb2wuv1IhAIIBKJlFUx\nLhaLCIfDEAqFcDqdaG1txcjIyJbpnx837OSJfhzoP42AQqEAn88Hr9eLUCiEaDRa1l5QKBTo7+9n\nQxPrcXBzi4HRaJQpN+0FmhhKk0Db29trXhAuBw1RZhSLxWhvb8e3vvUt3Lt3D3/6p38Kn8/3yLAj\nHA7j/fffRzabxZkzZ+p2rxQ2nDt3Ds8++yz+4i/+AtFolIWfe4EI46+99hq6u7vx3e9+Fw6Ho2Fm\nwPBoHsRiMfzkJz/B3NwcAoFAWcR3oVCIvr4+fPOb30R7e3vd57YXi0Wsrq7izp07iEaje/6+TCbD\nSy+9hMHBQTgcjoaZAnHgd0Cellgshtlshtlshkaj2TNvmcvlWE/8drmyWt8r8JFykNFoZDyySgo9\nm5ub2NjYwPr6OtbW1hhZvB7fgUfzgwjk6XQay8vLWF1dLUuBjBgK1NCh1WoPpGOK8v175WPpfjs6\nOtDT09NQNYEDN5wEKha1t7djZGQEDofjkSFEOp3G4uIi3G73gfRHE0/wS1/6Ev78z/8cQ0NDZb9Q\nEkKhOSv/+Z//uaNUHQ8eO6FUKrGhdBcuXMA777zzyNQWQSQSQafTwWg0oq2tbYsgeD1Ahd1EIoFw\nOLwnnU8ikUCtVuPUqVN45plnoNFo6nSne6MhQnUCcfU6OzuRyWQwPT296+/SiXsQUvvcXB3pg9KM\n+HK5aTSJcG1tDVKplFFyGiEM4dHYIGYCyTc+ak48FzTcj2he9eYRU0RFHN5H3bNAIIBcLodKpYJC\noTgQruaj0Dh38guo1Wp85jOfYZ06u4E6cmjRHFSIa7FY0NvbC71eXzGpPZPJYHJyEj//+c+Z+Cwf\nqvPYC9lsFrOzs5idna1I51alUmFkZAR2u72i6afVwvYhe4+KFFtaWtDZ2Qm73Q6lUln3XOxeaBiP\nk+vFUf/zXg+qEUaH0tAxEr6o5OUSBy+dTlfU8cHjk41iscg6hSrp/29paWFya0D96V1cB6ece5bJ\nZFAqlQdi5PdCw3mcRE/SarWPTARzXX76+SBA/E6JRMKI2uWCeHjZbJaJMzSqniWPxkGhUMD6+jqb\nYFkuJBIJLBbLgQo1cwu5j9qzNJSRFK0aDQ3jcXLRTFJf2ztYKl2Q5S4kHjwIFPLuR23qIJWh9nOv\njdr8ICjxu5UHDx48KkJzuHU8ePDg0UDgDScPHjx4VAjecPLgwYNHheANJw8ePHhUCN5w8uDBg0eF\n4A0nDx48eFQI3nDy4MGDR4XgDScPHjx4VAjecPLgwYNHheANJw8ePHhUCN5w8uDBg0eF4A0nDx48\neFQI3nDy4MGDR4XgDScPHjx4VAjecPLgwYNHheANJw8ePHhUCN5w8uDBg0eF4A0nDx48eFSI/wfG\nkSUQmzf97QAAAABJRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 42:\n",
            " beta = 1.964e+01\n",
            " objective = 7.385e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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6sNmt2qqFj4wON3yNRqO4fv061tfX8dZbbyEQCCAYDDJPrVmgCnV/fz/OnDnD\netXVajUMBgOEQiFEIhEymQwymQwSiQQSiQRyuRxyuRwymQyy2Sx8Ph9CoRC8Xi9CoRDLWVJusxVG\nk74faSJIpVLmcVbP1d7K4yQRGrVazbQTKP8nEokY7YfLSqCDkO7N3NwcY0NQS2W7gtIdvb29ePzx\nxzE6OooPfehD0Ol0sNvtHc+zBnQMZx2oNgzVJGb6f/JEisUiGyd86dIlrK2t4a233oLP58P6+joL\ngfdi9g/wPi+SvKyuri4MDQ1BKpVCLpcjGo0iGAxibW2NDXtLJpNNa1trV3CpUEQ2VygUUCqVLISn\nwWfJZJKlWfbbPaLD46GHHsLXvvY19Pf348SJEx3PswZ0cpwccA0gCd16vV4Eg0Gsr68jHA4jnU4z\nY8cVh6ju4KCNRGOEqSOE8pmkjsPNv3Gvgf7eSINK753NZhEOh5miDHlWNCaYuJXcSveDBG4+lHKz\nuVwOiUSChe20PsjjbmcPcyvQ93S73Xjuuedw9OhRpn9rMpk6nuc2eOAN51ahNk2GXFhYYHm9hYUF\nRCIRJJNJFoqTF1ctgkEbjwjs9LNato0MJ/ezKdTn/r2R35dC8EgkArfb3bD3vp9AhpCM5v2KSqWC\nlZUVrK2tIRaL4dixY2zkSbVqVAfv44E3nATK712/fh23b99GOBxGNBqFz+dDOBxmUm7V/cZcj5PL\nIeRSdbiGj7w76uzo6emBQqFgHR6kMEV6guvr64hGo7h58yZSqRQSicS+9G462B7ckch0+NIhRwWt\nZuWQaZ0uLCzg//yf/4PTp09Dr9dDoVBApVJ1jOcmeGANZ3WuMpPJIBKJ4MKFC/j+97+P9fV1BAKB\nhixWbs6Mig5UyT116hRMJhNGR0dZK51AIECxWEQ6ncbU1BTcbjd8Ph+CwSBSqVTHcN5noC4poVAI\npVIJkUi0oYjFVeVvVh61XC5jeXkZ6+vrKBaLeOKJJ1CpVKBSqTqe5yZ4oA0n9RTfvXsX8/PzmJub\nw/T0NNbW1lgeshEnPDfkViqV0Ov1OHfuHBvTQNVtsVjMKrcU5kulUgwMDMBqtWJtbQ0//elPEQgE\nMD09vWejf9sN5N1zhW65nUvtTAUi0GHqdDphMBjw0EMPwWw2M8MJvO9xksp5JpPB4uIiotEopqam\nkEqlEI/HGRn+XkHqXHfu3MFf//Vf49SpU/j4xz/OCmQd4/k+HjjDyc0nlkoluFwuvPbaa7hy5Qou\nX77c1HAIAORyOXQ6HU6dOoWhoSF0d3ez0SGbLUyz2YxyuYzDhw/D7XYjFAphYWEB8/PzD5zh5E4S\n4ApbSCQSRv3iVrfb2XiS4ezt7YXT6cTnPvc5DA4OQqlUbuh+IqMYj8cRj8fx9ttvw+PxIBaLIRgM\nMmZGI/LhdPgsLCwgEAigXC7j8ccfBwA2YqVjPN/DA2c4Kdy5fPkyXnvtNUxNTeH27dvw+/1N5SHS\nojMYDLDZbDCbzTAajTXJvFERyWg04qMf/SgmJydx8eJFlnNtd5Ayk9PphEajgdVqhVQqBfD+PJ5C\nocBUhOhAIAELk8kEmUwGi8UCiUTCVNFJtIKUw7PZLPx+Py5cuAC/34+pqam2PVzkcjmTizt8+DDL\ndXMnuQLvT+ykCbFnzpxBMpnEgQMHkEqlEIlEkMlksL6+jkQiAZfLhWQyyehuRCerJ0dKz+LKlSv4\n0z/9U5w6dQof/vCHO54nBw+M4eTSfAqFAu7evYvvfve78Pv98Pl8e/L5PB4ParUaer0eOp2OjUeu\nxXAKBAKo1WqcOnWKdbwQ+brdPSupVAqFQoHBwUF0dXWx9ATw3vMIhULIZrMIBALI5/Osiq1WqyGX\nyzE4OAitVsumomq12g8IVJRKJWSzWSwuLiKTyWB+fh6zs7NtSaeie6JSqTAxMYEzZ85ArVZvq15F\nCldarRaVSgXHjh3boJ40OzuLQCCAd999F8FgEOVymbE/qCuN2Bw73Q9qaZ2ZmYHf7wePx8NDDz0E\noON5Eh4ow1kul3Hp0iW88MILuHHjBlZXV/fUYyPuJvdPPaC8nlQqhVarRTqd3pVk2V6Az+djdHQU\nVqsVjz/+OHp7e2Gz2ZjhIyPB5UrSz1KptKFgotFoIBaLN2hQVg+MI7J6d3c3PvWpT+HWrVuYnp5G\nJBJhRb52AhUKua2d9YAOU5ILHB0dRV9fHxwOByt00sTHfD6PeDyOcDiMu3fvIhgMYnZ2lil0bXVv\niLL21ltvIZ1O46GHHsIzzzwDlUr1wFfb73vDyfU0i8Ui5ubm8IMf/ADBYBDhcLgl10SbfjebhTYb\nCVO06+Ll8/lwOBwYGRnBz/7sz+LQoUMbRj00AwKBAAaDAadPnwafz4fFYkG5XEYwGGw7w8nN1XLp\nR/R/O72WfofaSZVKJSqVCpxO5wYqHJH0w+EwVlZWIJVKsbS0hLW1NaaRsFXnGpH8p6amsLKyAoFA\ngKNHj7LUQTM9z1qfV6vW/31vOAlzc3N455138Pbbb2NtbQ3ZbHbPr6FUKsHr9UIikbBxGPUYEkre\nkwdBlf92g1KphFKpxJNPPomzZ8+iu7t7T9Xa+Xw+rFYrPvnJT+LWrVtYWlpqKwpXpVJBMpkEn8/H\n0tISzGYznE4nlErlPb83l0dMxpnSGgqFAmq1GvF4HM8++yxT5/J4PLh+/fqG/DIXxCV98803EQqF\n8Mgjj+Cpp56CyWSC2Wy+52veCmT8KRKh70bF1Fa2hrbMcG7WsUM/uTJehHsV3fV6vUzyKxqN7vq9\n7gWVynvamKFQqC41pGomQKFQQDqdbtv8JglmHDx4ECdPnmy6p8kFbS6NRoNjx44hm81CIBAw3cp2\nQTabZeOB19fXYbfbmap9rZ5nNbbaL5TeUKvVsNlsrBtqYWEBfD4fMpkM09PTyGazmxpOSp/MzMzA\n5XJBJBJhaGgIYrEYRqOxocLR3PVMDAnSAgDep6JR5FX92Xt1OLfU46TwmYjdy8vLKBaLTFRhYGAA\nEonknip52WwWyWQSCwsLOH/+PCKRSIO/Re2gQohIJEIoFEIsFmN5u1qQTCZx8+ZN3Lp1i2letpvh\n5PP5OHLkCA4cOACbzdayuUASiQRdXV0wmUxtKVpRKpWQyWTwwx/+EJcvX8aXvvQlDAwMYHBwECqV\nqqnXzOPxIBaL0d3djY9+9KM4dOgQ+vr6MDk5iRdeeIHpq252zblcjrEWnnzySTz99NPo7u6G3W5v\n2PVRvvvFF1+E2+3G9PQ0YwdQmkCj0eCZZ56BxWLB4ODgnqet9sxwVnfqkIJQLpdDMBhENBrF3bt3\nUSgUoFKpoNPpYDQaoVQq2bzlek4W+rxCoYBYLAa/3w+Xy9VSBRui3sTjcaZxqVAoPqDITt+Ne8+o\n0ulyubCyssLERtoNPB4P3d3dGB0dZULCrYBIJIJGo4FSqfyAlmY7gBocbt26BZfLhSNHjkAgEMBi\nsTAJu630UrdCrb9HYS4JepAANAC89tprLCW02TWXSiUsLS3B7XZDq9Wiv78fCoUCVqu1YZ5nsVhE\nJpPBzZs3MTk5icuXL7MZXMRMMZlM6O7uRi6Xg81mY5qs1eutWcZ0zz3OYrHI2hmfe+45JrGWzWYR\niURQLpdZ5dhqtaKnpwef/vSnYTKZ4HQ665b6n5mZwQ9+8ANcv36dCWy0EuVyGfF4HH/3d3+HgYEB\n/Nt/+2/R3d3NuInVKBaLSCQSuHr1KlwuF/7hH/6BzeBpJ0NAoKLQoUOHGOWoFeBW5du1gAaAKVQ9\n99xzeOWVV9DT0wOtVouTJ0/CZDJhZGSE5YypEs9lFDTiYNJoNDh48CCy2SyWl5cxNzeHd999d8u9\nQpQmmpP1qU99CkKhECaTCXq9/p6upVQq4caNG1hZWcH58+cxOzuLcDjMSP4AEIvFkM1m8a1vfQtq\ntRr9/f2w2Wz4whe+AJPJBKPR2PRIp2mGc7McJlX4AoEA3G43Xn31VbjdbgSDwQ+0yRHVYnBwEEeO\nHEGpVILD4agrKVypVBAIBHDlyhWsrKy03GjSNeVyOTYy42d+5mdYfzqX/EyJ8Xw+j2g0ipmZGczO\nzuL69etsnG47gvKLZrOZkdxbdR3V4y/a8aDhtjmSF0ieusPhYLxfcii4pP/NVLm4qKU6D4AJQNOB\nl06nWa51q3tGqkqrq6sYHR3FsWPHIJPJoNPpavrszd4PeM9wrq6uYn5+Hm63G6urqx+4BlL3unbt\nGoRCIWZnZ+FwOPDwww+Dz+czihbdI7qWRs5XarrHSUTcWCyG5557DisrK5iZmUE0GsXs7Cwb4FV9\nc6iFzuVy4S//8i8xMjICkUgEi8WCvr6+HQeO0aAvv9/P5qy0CyjXmclk8N//+3+HwWDAyMgIVCoV\nLBYLgPemJSaTSSwuLiIej2NpaQmJRIKRmtsRtEiJq0k91626FhJW2S8jccvlMhKJBLLZLF544QXI\nZDL8+Mc/Zqr0XN6m0WiEWq3G2NgYDAYDRkdHIZPJIJfLd/1d7XY7PvKRj6BcLuPll19m45y3Ah3u\nr7/+OpaXl/GVr3wFn/70pxk3tV5Q+u7ixYu4cuUKQqFQTWR9mmn1+7//+1Cr1TCbzdBqtRgfH4dS\nqYTJZIJAIMATTzxR9zVthYYaTqpccjUlS6USotEoAoEALl26hLm5OczMzOxY2KA8SywWw7Vr19i4\nWTqJq4WDq0EJ5mQyiVAo1Fb5QCJ953I5nD9/HgqFAsFgEDqdDr29veDxeFheXkYkEsHk5CQTF24H\nj3k7kOGkOT+tLspwGw32g+EE3udOLi4uAnj/ntIhoFAoIJVK0dXVBb1eD4FAALvdDqvVilKpxNIT\n9VTn6f9VKhWcTier8JPzsh0qlQqWl5fh9Xrx2GOPIZVKbZieWc99J5uxtrYGl8tVU3MK7aVsNosL\nFy5AJBLBYDDAYDCgUChAr9ejp6cHQqGwfQ3nK6+8gnK5jHA4jFQqxag/wWAQyWQS8/PzSCaTddFo\nyIB6PB787d/+LY4ePYqBgQHWu7sVotEopqensbKywgaJtRsobC8Wi7h58yZEIhGuX78OAMwTJ/Wb\ndjeawPu0F66H1CqQsaFmgWbPdWoWuOId5IjQ2A6xWAy32w2FQoEf//jH6Onpwec+9zmYTCY4HI66\n87t8Ph8SiQTd3d14/PHHMTc3h8uXL+/4OlLAP3/+PAQCAZ5++mmcPHmy7u9KOhLkKNS7ZykdGA6H\nWSuqSCRirJxf+IVfqPuatkJDDefc3BxKpRLW19cRi8Vw8eJFBINB1oO8281PhOHJyUkoFApkMhlI\npVI2vRD4YCU6k8nA5/MhGo22Zb8ygTZDMBhs9aXcM0QiESQSSVsUZbjkb5lMhkwmg1Qq1bLruVdU\ndwNRA0cgEIBIJMLKygqcTidOnz6NSqXCqtzcCQM7PQ+KEKjgEolEasoNk1FfXV3FjRs3MD4+vquu\nIq7m6G6lAckZoVEnzUJDDedf/dVfbfCiYrEYG596rx4TVZcjkQjW1tZQKpUYYbga5XIZfr8f77zz\nDubm5trWaN5P4PF4GBoaQm9vL8xmc8v4m1zw+XyYzWacO3cOc3NzeP3119sy8rgXkJcViUQwNTWF\nP/7jP0Z/fz/+1b/6V7DZbDh48GDdh5jdbsfTTz+NTCaDn/zkJzXPh3e73YhGo3jyySeRy+XYAVor\nKEqgDieSCWxHNNRwTk1NNfLtNoDbbphOp5HL5TZ9mHQyp1IprK2tIRqNdgznHoDH48FkMqGvrw9K\npbLl+U0yFAqFAk6nk7U43m+GE3jfy8rn87h16xYSiQQWFxdZ77pUKmWq8sDOnqdCoUBPTw/0ev2O\n1XUuKA0Xj8eRz+eZx18rKEqgkR2hUKht5z3tm151IrhSJ9FW+U0KGxKJBNxud8uEPB4kUE7z3Llz\n+PCHPwyHw9HqS2KgnnWtVouXXnoJqVQK6XS61ZfVFFBVemVlBX/913+NoaEhVCoV2O12HDp0qGbP\nUyKRQK/XsznzFDXuBEqJBQIBLC4uoru7GyaTqebrJ4WrZ555Bj09Pfj2t78Nl8vVlvn9fWM4yYWX\ny+VM+XurRUB5oFQq1RIxjwcJPB6PtcD19vZicHBwW13JvYZUKkVPTw/bxAKBgAms3I8ol8tIpVKY\nnZ1FuVyGy+UCAAwMDNTseZK6vlgshlAorDlcphxlOp1GJBKpy2hy1Z56enpQLpeh1+tZs0e7RQpt\nbziJ3mKz2fCRj3wEBw4cYGrZm4WD3AQ6zTTvoDmgCvrP//zP4+mnn8bY2Fhb0JC44PP5EIvFOHr0\nKP7kT/4Eb7/9Nv7sz/4MmUzmvl0blPdcXl7GX/7lX+LAgQPg8XjM89wp/0xdVzR9NRKJ1OyAEDH+\n2rVr0Ol06O7uruvaBQIBRkdH0dXVhbW1NczOzuJHP/oR1tfX28p4toXhJK4ad6YMVw5LqVTCbrdj\neHgYvb29jARMr90MJCByrzeb25XB4/FqVtG+n0GcQupyoc4RtVrdUgrSZqA1pdPpcOTIEYRCIVit\nVkaT20qLcr+jUqkgnU5jYWEBQqEQLpcLPB6PRQTbeZ60B8ViMZRKZd2pjWQyiUAgsKEtuJ5+e5VK\nBbFYjMHBQfD5fFy9epVJKZJ+aKvRUsNJRkkul0MkEkGtVkMqlcJgMECtVmNwcBBGoxHj4+PQ6XRw\nOp2QyWRMj28rEIWC+GW7ARltyvVQB0ooFGJJ8Hqk4e4X8Hg8dHV1wWKx4LOf/SweeeQR9PX1sXEW\n7QqaZf/EE0+gu7sb7777Lr75zW8iEomweVP3G8jzdLlc+Iu/+AtMTEywdtj+/v4t9xD3sBkdHQWf\nz8fq6mrNnxsMBjE3N4dYLLar6yY+6dmzZ3H06FEcOnQIa2tr+Ou//mu4XC6EQqGWV9v3fKWToSR+\nHQmsisVi6HQ6yGQymM1m5smYzWYcOXIESqUSWq22ZsUYCtnr3RB02qrVaqhUKpjNZuh0OtaNIZPJ\nEIvFEAqF2FiCdgohmgHuASeTydDd3Y3u7m4cOnQIR48erZt20grQdyDFrXg8DofDAZlMhmKxiGw2\n25YyffcK8jxdLhdUKhVWVlbA4/HgcDi23Uc8Hg8ymQxGoxEej6euz+RW1usFXQ+fz4der2c6DiaT\nCf39/Uzsg3i5rfI+93S1SyQSaDQafOITn0BPTw9Onz4NlUrFukzIONFG5BpWEjaoBXTzd9NxQ0o0\nn/70p3Hu3DmYTCZoNBr2nrFYDMlkEv/8z//M5tq040ybRoHH4zH5sY9//ON44oknYLVaodfrYTQa\n2fyf/QKBQACZTIaHHnoI/f39WFtbw/T0NC5evIh//Md/3DAs7n5BuVxGLpfD3Nwc/vRP/xSnT59G\nf38/lEolFArFpq/h8XiwWCw4c+YMYrEY3nrrrZrXeDKZhN/vb8g8L4FAAKPRCI1Gg2984xuIRCJ4\n88034Xa78dxzzzGBoL1G0w0nnVwikQh6vR4GgwHDw8Po6+vDxMQEozw0WsmZ26pWD0gle3BwEGNj\nY9Dr9VCpVOz/k8kk0uk07t69y+a4NGumDVc+jDs7qdngHlzkdZAQycTEBEtf0DXuJxDJmvKz5NFE\nIhE4HA6kUimWiiEP9H44FInb7HK50NXVhXg8zkRDCNWTF2QyGUwmExvMVut9IBU06v7ZzRrhvoZy\nsgMDA0in0wgEApDJZKwHPRgM7nlbdVMNJ53ujz76KBwOBz71qU/BbrfDZDJBIpEwjcFGbz5ub2+t\nhoZCuWeeeQaf/exnMTQ0hJ6eHlYIIahUKsjlcjz11FMYGRlBIBCA1+ttSHcUgZgEXG+b2tBSqRRr\n02w0yKvv6+uD0+nEI488gkceeYRNNeSONL4fQKR9lUqF4eFhfOITn2CSZhcvXsRLL72EdDq9r1s1\nuaA+7uXlZZw/fx5OpxMPP/zwlpEcjWS2Wq0QiUQ1F1tzuRzi8TibVdQokRVKFz366KM4ceIETp06\nhZWVFfzhH/4h3G43/H7/nnmfDd0BGo0GAJgSs0KhgEKhYK14NC6WqzvZDOwmvykUCiEWi2E2mzE0\nNMTC0Or3pSKRTqdDqVRiAgKNWBgCgYCNwqU529SFQ4YzkUiwmUP5fB6JRGLXlWE6LGjuORHZnU4n\nBgcHceDAARw6dAhyuZx5JvvNw9wK9D1IAk2hUMBsNkOtVkMkEiEcDmNubg7JZBKJRAKZTAaZTAb5\nfL4hRUEui4QLeo7N8HKpWJRMJrG2tsZmtG8FYrTIZDKIxWLmjOwEmovVSPYJl+dJyv5SqRRKpRID\nAwPM+GcyGSQSiabrUzTUcH7mM59hBFaNRoPx8XFotVoYjUZIpVJoNJqmazSSMCxN7KvVMzMYDLDZ\nbOjv70d3d/e218nj8SCRSJh8ViPCOaFQCIPBgJ//+Z9Hb28vTpw4AYVCwQZScYWNY7EYJicnsbCw\ngH/4h39APB6ve746HWw6nQ4nT57EuXPn0N3djb6+PkilUshkMpYDaydeZrNAIbzNZoPBYMDY2Bi+\n9KUvsVEnly5dwvnz5zE/P4+FhQUm/1YvyPuiiEIqlbI1ROT1YrHYNNpNpVJBKBTCW2+9hXK5jGef\nfXZLIWSRSASlUgmdTger1YpIJFKTGA3dl1wuh0KhsCHl1CjQ7CGn04nf/d3fZbnPpaUlfPe730Uk\nEmEebzPQUMM5PDzMDCe5+Vqtdk8lxoj8Xq+6ikqlQldXF3Q63ZYFD64CU6lUYhX1RhhNq9UKm82G\noaEh9PX1YXh4mI3ToM8lbirx2QQCAYaGhhCNRhGJRJDP51kozx01QCo5NJKEftKmGBoawsjICLq6\nuphI9H7SsGwE6LuKxWKIxWLmgZLEGfE+yQhQbzgd0vSTvH/yJkUiEevEoWdAdBvKIwsEgg8YTpp5\nThNRGxmC5vN5hMPhHQ9bOkzkcjmMRiPy+XxNhpMUjgqFAvL5PCv8NhJchf+enh7odDqsr68z/idJ\ny9GeaTQa+m1I7467WPZaJYcWBbnrtZ44hw8fxhe+8AUcPHhwx9OxUqlgfX0dLpcLkUjknrwDol18\n/etfx/DwMI4cOcKYBtXXQYwDnU6HU6dO4fDhwzh37hzS6TT8fj88Hg/eeOMNBAIBLCwssI2sUChg\nNBrR29uLY8eOwWq1YmBgAGKxGFKpFHK5HEqlkm1s4P4Jye8VpIvw5JNP4vTp00yyjEJ3t9sNr9cL\nl8sFr9eLeDyOdDrN5PV6e3tZQdRoNEKv1zPeMveAIgNGkdLa2hp8Ph/+/M//HEtLSw2tHmezWayu\nriIYDLI9stXoDR6Ph/7+fnzkIx/B+fPnsby8vOP7k7GKxWLw+XywWCzbaufeK/h8PpRKJR555BGc\nOnUK586dY7KSmUwG4XC44TWBhhpOo9HYyLfbFWiqZa3dDrQ41Go1urq6oFartzQatLgrlQqCwSBW\nVlbuiUtGIb9KpUJvby/6+/uZx7vda6irSi6XQ6vVIpfLQaPRQCaTYX19HXq9HkKhkBWRqHXO4XBg\neHgYFouFDb7j9pV3jOX74FaYKSxUqVQsLUMtm/T8qIEjHo8jk8mwSrDD4YDBYGB5c71ez7z+6ikG\n9N7FYhFyuRxqtRojIyMQCoXMG81kMvccftJ0BCpobuV10nUplUp0d3dDq9XW9P70PWj6Qq2v2w24\nuU96Pmq1Gvl8HiqVCtlsFuFwuOEh+/1RHuUgHA7j2rVrNauqkEq41WrFgQMHdhwwRiHIG2+8geef\nfx5LS0u7vlahUIj+/n4Wmvf19dWdAybja7FYmGdD10gbgqrlpNBOnmXHUO4ORLGTSqU4cOAAhoaG\ncObMGebhEwWHUiS0xoihsVUxkTt6hLqzfu/3fg9+vx9/9md/hvn5eVy/fv2eq/ykIk8FRjLyW8Fu\nt+ORRx7B/Pw8BAJBTUWfcrmMqakp/PSnP4VUKmWztPYCdM+7u7tRLpfR19fX8ELRfWM46cZks1l4\nvV5Eo9GaXkcVVdoIO+ViMpkMkskkgsEgfD7fPakvCQQCmM1m2Gy2Df33taLaK6IxAR00D9Vcx2bl\n7olLa7VaIZFIMDw8DACYnZ1lHMndgjuGoxb+I7E8ZDJZXfqc0WgUHo8HyWSy7p713aJ6TzQL943h\nBN5bED6fD2+88Qa8Xm9NHqfBYEBfXx8sFgvEYvGOD3Zubg4LCwuYm5uD3++/p9yJVCrFk08+idHR\n0ZbOIO+gfUHUt1/8xV/E8vIyW3v3kvMkw5nNZhGJRFiOcCuQ4STKWq36nLOzswgEAnjqqadQLBbb\nYipAo3DfGM7qxZBMJmt6nVKphNVqZd0RW703VT29Xi9mZ2cRiUTuOVlPPfFarfa+WlQdNAbcvm2t\nVotMJoOBgQFWeLlXrzOXyyEcDrPZXdv1rVOaoR59TupZT6fTyGazO4rz7CfcH98CYF01kUgEHo8H\nkUikptf19PTgscceQ19f37a/VygUkMlk8PLLL+Ov/uqvMDMzc8/XzOfzodFomOHsoIOtwOfzYTAY\n8Cu/8iv42te+BoPBcE/vR3zOd999FzMzMzXRkqjbr9YKeSaTQTQahc/ng9frva+U9+8bj5PayYjj\nWOupKJFINvTLc8FdTOFwGKFQCH6/n3EmGwHqCOqgg61A61IoFMJkMiEWi7Gq/L1Ui9PpNNxuN8xm\n8wZK0naeZz38XuJzhkIhLC8vQ6lU7luNg2rcN4YzHA7j8uXLLHlea+5RJpNBp9NtW02vVCq4cOEC\nzp8/j8nJyQ0CrfeCUqmEcDjcMoWXDvYXhEIhbDYb0uk044JyGx3qxfr6Op5//nkAwOc///ktO4gA\n7Kq4Q+mzixcvIhqN4l//638Nm822q2ttN+z7UJ3bcbG0tAS/319XjyyF4ETfqVZVyuVySCaT8Hq9\nWFhYQCwWaxi1oVwuIxQKdQxnBzWDBLbpz72AcqWRSAShUIjNIa+umhOhndpM6/FyK5UKIpEIVldX\nkUwmm95Dvle4LwxnqVTC6uoq/vmf/xmXL1+u68FGo1EsLi4ykiz3odLEvrm5OVy4cAE//elP61LC\n3gn5fB7Xr1/H5cuX76v8TwfNA3FDSUDnXoot+Xwe0WgUKysruHjxIubn5zfdOyQMQoIn9eqVLi8v\n4/r16/B6vW05eG032PehOom0UmGIyxmrBfF4nGlqJpNJppZDAgXz8/OYn5/H2tpaw0J0QnWovldc\ntw72L7iV9kask3K5jEgkgtu3b6NYLKK3t5eJvND/h0IhrKysMNm2eg0fRXXJZJLpgDZb7KfZ2PeG\nk3rTg8Eg1tbW6vbcXC4XYrEYtFotBgcHmbitz+dDMBjEd77zHbzwwguIxWINb9sqFotYXFxkNKrd\nir528GCBO9SwEZidncVf/MVf4JFHHmFKSAMDA4wgf/36dfzoRz/C7du32TqtB5QGW1tbw/z8PA4c\nOLBBQHk/Yt8aTnp4+XwegUCA8SrrNW65XA6JRAIulwuXL19ms4b8fj+CwSCWlpYQi8WaMk6hUqmw\nUQ10kt8vIsE7YbvNV8/G3K4CfD+CK9LdqLx4sVhEMpnE6uoqrly5ApPJBJ/PxwznrVu32JC03UZc\nlUoFiUQCwWAQuVxu30dX+36XRqNR3LhxAwsLC7sanJbJZJDNZvHiiy/iwoULrPUyEokgFos1df52\npVJhIxpIdOFBI8JX55S5hYnqn4Rq2gy39/tBuHflcpmt20ZEQZTuunnzJmZnZ6FUKqHX61lRKJFI\n3JPCEBVwV1dXcefOHTZdYT9jXxtO6n4IBAK7rnbTRqWe80wmA5FIxGYLNTuRTfqN2WwW2WwWEolk\nX3dXVFdjadPQJiS9VPrJVQunv9PvUQWW/nD7w6lIwtW2JK0B0rikFlru/dzvhpXuC8nPNRKkA0rP\ni9uN1wjVe+777ve01L41nLQhE4kEZmZm4PF47kmqnwwXV+JrL0AyYtFoFNFolOli7mfQs6H0QyaT\nYQLMuVyOpT6i0Siy2Syi0Sj793w+j2QyyQZ+kRgFV3GI1NPlcjkkEgn0ej0UCgXsdjtUKhW6u7sh\nk8lgMBiYdF6jxpu0EjT6gu7NvXA4t3p/Ctu5CkyNGhNCPNH9/hyAfWw4gfdPsN2MAd4KreCYEQ81\nlUrtG44b9zrJQySZMjKIRF1JJpPMIHJ/JhKJDYYymUyiWCwyygrpRZLXXy3VRrqWKpWKaZHK5XKs\nrKxALpfDZDIx9XKZTAatVrtBg3S/GVNuaqeR83y2+qxGgaroVHjaSbpxP2DfGk7yashocscV7Bfj\nQyiVSggGg/D7/XA6na2+nJpBzyCbzSKXy8HtdiMYDGJychJerxdut5t50uTRc6XMiIJFP7lhHP2d\ni+qcJv0hJXXyRGlWks1mg9lsxpEjR2Cz2XD48GE2LoQ0SvcTiL4WDoebNpOoGZBIJJDJZBgcHMSx\nY8fuuc++HbBvDSdtGplMBqvVing8DrFYvOshWq0GSXW1q9HnGjQKE4PBIOLxOAKBAOLxOFZXVxGN\nRrG0tIRwOIxAIMA8aZoOWX3YcQ1m9YTH6ntRXQCiNVAqldhPEtqlgl4mk4FQKGRjFLRaLbq7u6FU\nKmEymSASiZhoRbt7oHTABgKBfdFpRpqiIyMj6O7uhtPphF6vr0m+sd2xbw0n8L660MTEBCqVCi5e\nvIh0Ol33oLZWg1scamcvgoxeOBxGJBLBxYsXMTMzg7t37zKjmU6nWW6y2oOsfiY7/X0zbFZBp38j\nY5LJZMDj8RAKhSAQCDA1NcVCdpvNhomJCfT19eH06dNQqVQwGo37gs2Qz+cxNzfH9BjaGTwej82y\n+shHPoLHHnuMjQffb57+Zti3hpM2i0KhgMPhQCaTwcmTJ+Hz+TA/P498Pt/wTp9mgfJ2QqGwrTYv\nl3GQy+WwtraGQCAAj8eDQCDAinKrq6sIh8PMs+SOkNjuvbf7ezWqw3MK0blV880MKnFleTweIpEI\nGzUSj8dRLBbZEDuNRgOTydTWc5hIaSgUCrVt2yKPx4PBYIBWq8XIyAgcDgcOHz7MvPztRofsJ+xb\nwwm8L/B67Ngx2Gw2aDQapl4UjUZZcaGdvTjg/blBW40lbhUofKbRuK+//jouX76Mubk5rK6uMv5p\ntXe5GXbLs+QaSqrIEg2J5iYRC4HeuzoFQNSddDrNJM4UCgUuXLgAh8OBI0eOYGhoCCdPnmSshnbc\n3MViEW63G263uy3TUVQ1HxgYwMGDB/GpT30KZ8+eZWNh2u1+3gv2teEkr0MsFkOr1cLpdEIkEqFY\nLCIQCDC1pKWlJUbhaEfw+XwoFAoolcq24HASjcjn88Hv98PlcsHtduP27dtYXFxEIBBglXFKi1Qb\nTa7h4XqE3M3DzWVultfk8jbJUBINicY50Ax0mvxJhrJQKLAqP1Xr6flT5T4cDrP3pcmoVqsV/f39\nUKvV0Ol0dWtQNhNcOlK7RVI8Hg9Op5ONoD5w4AB6e3shk8nYQXc/YV8bTgCMAG0ymWA0GjExMYGn\nn34aq6uruHnzJi5fvox//Md/RDweb9viC6l7E++w1SgUCshms7hz5w7effddXL16Fbdv32b8vu28\n+GoPkcvdq9483Or5dsaXazClUilMJhOUSiV6enqgUChgtVrZjHjqqkmn0/D5fEgkEvB4PEilUgiF\nQuy7FQoF1gK4uLgItVqNd955B+Pj43j00UfhdDqZ5mW7bHpui247rWNiKJw5cwY/+7M/i4mJCQwO\nDrbNgdMMtH6X7hJbPRDqINHr9RgaGmIbd25uDleuXEEqlUI8Ht/jq90e5HHeq0zYbkGbMJvNIpPJ\nwOVyYW5uDpOTk5icnGSTCqnos1ULJDeEpkiA5tRwvxd5tFRl36xTiN6XaEYikQharRZKpRJOpxNq\ntRqDg4MfqI6TV0YE+2QyCYfDgWg0iuXlZcRiMayvryOXyzE+JHFNeTwe5ubmIBAIsL6+jmg0iq6u\nLjgcjg0jdFtlDPh8PmQyGeRyedsYcwCw2Wyw2Ww4ePAgBgYGGN2rHdMdjcK+NZybgTtUymq1wmKx\nYGxsDE8//TR+8pOfIBKJYG1tDYlEom1ObMrR0eyhVm2ISqWCZDIJv9+PN954Az/60Y+wtraG1dVV\nliPkGrWteJQ0blkikUChULB/I5oQEeUplCYPkChF3KISPUviAVosFuj1ehw+fBhGoxFjY2Osr7p6\nVny5XGYFwkAggPX1ddy4cQMejwelUgnxeBzZbJaF9dTB5PP5MDk5if7+fhw8eBBnz55lwi+tlkKj\n4X5qtbqtDOfg4CDOnj2Lhx9+GEePHr1vjSUX943h3GxeEBkluVyOvr4+PP3007h8+TLcbnfbFI3I\nIyMd0L1cdGQI4/E4wuEwZmZmcOvWLdy8eRNra2uIRqPMK+QaTaqMEuFcpVJBKpVCp9NBoVBAo9FA\nJpOx/BZVtynnGAgEkMlkmCgLt599s2o8tzNMIBBAqVRCpVIxortUKmVGltsySyFkpVJh0xn1ej0A\nwOv1olQqIZ1OIxqNsr5syh/6/X72XIrFIoaGhpgcmkKhALD3nic5BPF4vC1SOpR+6e7uxvHjx2G1\nWh8YsZXW3/0mg2g+hw4dgtFoBAC89tprbdF5QYadwsy9rjySMQyFQpiamsKrr76Kf/qnf0I8Hmf6\no9x7xPUwSYVcJpPBZrNBp9Oht7cXBoMBRqOReZ0CgYB5dn6/n41tjsVirNWyugusumhEoX21d04G\nmsbOVnthRCtSKpUwGo2w2+3w+XwwGAyYmZlBNBpFKBRixSMK23O5HLLZLNbX1+HxeHD79m08++yz\nbJS0XC5viWEQiUTo7+9HoVDYQJlqFaggNzQ0hKeffvq+aKWsFfet4axe2GKxGBqNBiqVCnK5nAlP\ntBICgQAWiwVWq3VPvU0yVKFQCB6PB3fv3sW7776L6elpxGIxFjpXF2rIw9TpdFCr1ejq6mIGSa/X\nw2QyQaVSQaVSbdjYFBaTnmM2m0UqlUImk2Ge52bpALpOqoYHg0EIBALmDRYKhR27fsjzpNy3VquF\nw+FAsViEz+eD2+1GIpFgaQMAG/Kt8XgcfD4fN27cAAAcOXIEExMTbC3tZR5PKBTCarUikUi0hccp\nFovZwUX57Pvd0yS0/u7vESQSCbRaLdRqNRQKBQvTWgmBQMCKD7XOqm4EyCB5vV68++67ePfdd/HC\nCy+w4lB1LpO8Oco1dnd3sw6c/v5+dHd3Q6/XM5oQFQZo/IhYLEYikYBAIECpVEIqlUIikUAymWS6\nktWFIQAb8p6FQoGJ63o8HggEAhbqb7dZuRV+CuelUimkUiny+TxkMhlWVlbA4/GQSqU2pA5KpRKi\n0Si71unpaSSTSSiVSvT19UGpVLLP2AuIRCI4HA7kcrm28DjFYjGUSuWG5/6g4IExnMD7Vdp2oUlI\nJBKcOnUKIyMjUCgUTb8mMkzEzbx58yZef/11uFwuNulzs9CcyPkOhwNWqxWjo6NwOBzo7++H2WyG\nTqdjm4dyikSdqVTeU/4m79br9cLv9zORaG6ec6sedeqSSaVS4PF4uHPnDuLxOAYGBmCxWJjHw/Xa\nt8p5U7VfrVbDbrcjFovB4XBAJBIxyhp9HjdVQYfsrVu3AACnT58GAOZ9b/aZjQY9C5lMxr5vK4nw\nVAjc69x8O+CBMZyb8QpbDalUikcffZRVh5sN8qTW19dx/vx5XL58GS+88AIKhcKmHFe6Z1KplNF/\nDh48iKNHj2JoaIjRg6iqTqCcJNF9otEoM9Yejwfr6+usPXOncbFcrmcikUA2m8WNGzfg9/sxMjKC\ndDqN7u7uTTuIqkGGUyKRQKPRwOFwIJ1Oo7+/H5XKezNxAGwwnlQ0Iu/46tWrWFhYAABGu6GQvdkg\nURuZTAaJRMIKV61iiJDHeb91BdWCfWc4t1LMqeV1VDWlYkUrIRQKWfpAp9M1NWdF9ywSicDtduPq\n1at44403WOveZpuPW7iy2WxwOBwYGxvD+Pg4HA4HdDodZDIZI4hzqURkiL1eL0KhEG7duoWVlRW4\n3W6EQiGWT6xXU5IrtOvz+fDmm2+iq6sLAoEAZrMZBw4c2NC6ulmnEv0hYr1CoYDJZEI0GoVGowGP\nx2PTADbLt2YyGQDAzZs3UalU8Oijj0IoFLIUEN27ZoG8zoGBAZTLZczMzCCfzzft87YDNxf8oGFf\nGM5axSK2W7C08GlUaStDHNq0ROHR6/VNzw9VKhWEw2Hcvn0bly5dwmuvvcak3ra6v1RQsdvtOHTo\nECYmJnD48GGo1WrWHsrn8zetgmezWXi9XqysrODmzZtwuVxYX1+/J/UqOvwSiQQymQxef/11VuXu\n7++HzWZjveabVdm5IKI+EejD4TA0Gg1TqqfPos8FwNTsaT7PysoKC/mJZdBM0PqWSCQYGhpCpVKB\ny+VqmeGke0TpjHoPjFrXQDt6s21vOMngZbNZ+P1+pNNp+P1+SKVStmkMBsMHFHKqQQrj3CpuqyAS\niTAxMQGn07knYR71Zd+5cwcvvPACFhcXtw2TuSG6RqNBV1cXBgcHYTabGam9Ot1RqVQYlWdubg4+\nnw/vvPMOlpaW4HK5EAwGN63W7xY0CycYDOL8+fOYm5tDIBCAyWTCoUOHoFKpGFuB64GSgHImk0E8\nHmfpBDJ8mUyG0WqqdUOB9wVEKOd5/fp1lMtlPP744xvyj82EXC7H2bNnYTQa8fbbbzOK116Dq94P\nvJ9HrgXcw5bSNrFYDIVCgbEyuE0H7WY829ZwbhYikcL41NQUNBoNxsfHYTQaodFo2DiF6odH70Pq\nONyCRKsgEokwNjaG4eHhprZZ0nfPZDLwer2YmprCyy+/zDzu7QwYj8djhpPmbJPhrG6h5NKGUqkU\nFhcXMT8/j3fffReLi4tsxlAjQzoy1Pl8HpcuXYJMJsPs7Cy6u7uRyWSY7qNMJmOHE5/PZ+maTCaD\nZDLJNFD5fD7kcjnLH1J0wr2P3M8m3dFbt27B7/ejq6sLTqeTjYmge9gMyGQynDp1Cmq1uqXcyUKh\nwIzebo1muVxmGggrKytIp9Ow2+1QKpVs+B41UADtY0Db1nAC75346+vreP755+H3+zE9PY1UKoVg\nMAipVIqLFy+it7cXTzzxBCwWC0ZHR5lIavUNJo/L6/U2fV7LdiCDdOLECYyPjze1KFQqlZgH+P3v\nfx9TU1Msv7iT0aRcmkKhYOIalIetFuZIpVLIZrMsl3n+/HksLS1hZWUFiUSiqWo+XKNNKu/FYhEq\nlQpvvfUWZDIZNBoNJBIJSy8IhUJmQFOpFCKRCCKRCDOUJBZC7ZgANvU8gffGU5fLZVy9ehV8Ph+n\nTp3C4OAgoz41A3w+H0qlkrVfKhQKpNPpPV/T3LQXHT47GTbu/bt+/TpWV1dx7do1+Hw+5nGS0ezr\n64PBYMCHP/xhWCyWttKrbTvDyT2NqNvk//2//wePx4O5uTmWH6M8IVF5Dhw4gOHhYfbwuIuIiMzz\n8/Pw+/0tNZzEhxwbG8PRo0ebwt/k5uSy2SyWl5fx4osvIhQK1STuzFUl4lZxuVQjboskCaeQKMil\nS5ewsrLCQvNmg/rSaR6P2+1mY4JJ8EWhUMBgMEAqlTIDSrxSUhwqFovswCDDSu8PbF4sokr/nTt3\nUCwW0d3djd7e3g2530Zvdh6Px1o/6WBrhWg3SfWR4azne5bLZdy9exfXr19n6SPuNFPqSOru7saR\nI0eg1+vZ+gNa73m2neEk+P1+/PCHP8T8/Dzm5uYQi8U+0FlC3R+vvvoqkskkHnroIaZryRV7KJVK\n8Hq9uHTpEpaXl1tmNAUCAfr7+9HT0wO1Wt00yTLa1Kurq3jzzTdx7do1lh+u57sXi0U2jTIcDrPO\nITKskUgEiUQCN2/exNLSEq5fv46VlRX4/X4mIt0K0KFL3lChUIBIJGKdRzS7nvtduOuFDjcAyOVy\nEAqFrJBG44rpc8gzXVtbQ6lUwt27d6HRaJi31MwNrlar8bGPfQyzs7P44Q9/uOe5TrrPdI+J7rUT\n0uk0UqkUbt68ibfffhuBQOADXN5isciKid/61rfgdDrx+c9/HjabrS2I9m1pOMvlMiKRCH784x9j\naWkJbrf7A8UcquiFQiFcuXIFKpUK8XiciUBwf69YLCIUCuHu3bvw+/17/XUYBAIB7HY7ent7mdZj\nI1HddePz+fDWW29hfn4ekUikZu+PFjB5Y6lUCrFYjPWm0++sra3B7/fjwoULuH37NtxuN8LhcMsp\nKlwCfj6f39Ahxu0iIrqVWCxm7YNUTCJFJ+KoVhPruV4oDVFLp9NYXFxkKk56vb4phpPeU6FQ4OzZ\ns9DpdHjxxRf33HDSPSDvnJvf3Q40Onpubg43btz4wHqh5xcKhRCNRvHjH/8YXV1dePLJJ2E2m9tC\nrq7tDGcul8PKygrm5uawsLAAn8+3redC+a14PI6VlRWUSqUNeoDZbBbxeByhUGiDyMReg8jLH/nI\nRzA+Pt7UEamxWAwLCwu4efMmrl+/zmbU1MuZpFETs7OzKJfLbJYM9ZmvrKwgEAhgYWEBfr8fiUSi\npWmQWsDNz3LzmORRUrGFQnp6DfXVp1IppvJEuVuuhzs1NYVCoQCDwcDaUJvVTku0pHw+D5VKxTRT\n9xJUuI1Go9DpdDsWq+jAXVlZQSwW23FdkqZCpVLBO++8g0gkghMnTrBurVahbQwn3bxCoQCv18s6\nTMLh8Lavo/xWOp1GMBiEUqncQHQmpW9S/GkV543oPSdOnMDJkyebxvmjYs3i4iIWFhawuLhY9/RM\nunfZbBaxWAwrKysoFArQaDRQKBQIhULsoCKJuHYdS7IZuHlaACzUpKhGLBazHCJ5pRRecvNslAYC\nwNJIlNt96KGHkEwmmTcLND4vJxKJYLfbEY1GWctrK6YckBB0rWs6FAphZWUFqVRqx2utVCrsQL5z\n5w5KpRIOHjwIlUoFoHW5zrYxnACYe/5//+//xfz8fF0iHNUFC0IikWA0plbRkIRCIQ4fPoze3l6Y\nTCbIZLKm5GnokJibm8MPf/hDLC8v77pLikLdSqUCr9eLeDzORlgQFYd4sa3uwrpXcNMSQqEQmUwG\nGo2GjRQ2m80st0lTJtfX19nceK4wColk3717FzKZDMePH0dPT0/Twks+nw+j0YgvfelLmJ2dxQ9+\n8IM9j6ri8ThWV1dZF9ZO2E3HUT6fx/nz57G2toZnn3225WNm2spwlstlxONxvPPOO1hZWbknL4bL\nYQwGg4jH4xu6HPYSVBQaGRmBRqNpOEGam1BPJBJYW1vDlStXmBBxvR4I11un/FUsFtuQ+2x1HrPR\nqG4XrVQqkEgk0Ol06O7uZnlRv9/PWjOpmsxtW81kMiiXy/B4PNBoNBgcHGSdRY0GGWOVSoWzZ89C\nq9Xi+eefr8mTaySowYJaVbcDNxqs5xoLhQJmZ2eRTCaRTCZRKpVaKmPXNoaTqEc0YKtWegVV8mQy\nGcxmM1vU1DudTCbh8XgQiUTqfliNAJHIz507h2PHjjUtt1kul7G2toYf/ehHuHPnzgbq0W6/MxlJ\nLtVkN4t+v4BylUTWF4vFTKCZaFmpVAqpVApOpxMejwfT09NwuVxMfo48dWqFPHjwIEwmE+vtbwak\nUikOHDiAcrkMh8MBoVCIQCCwZ04CcatriRB5PB7sdjsqlUrdeUrijXo8HqarupdyjFy0jeEk7cNI\nJIJsNltzLpKreKNWq9kgK9rY+XwekUhkz09hujapVAqVSoXR0VEcPny4KZ4HGbhoNIpr165haWmJ\nqZrfy3fmchYfFFDBqFKpQCAQsJZeEmimfKhMJoNarWYcVppvRGFoMBhEuVxGMBhEIpFgpG6g8Xk5\noVAIi8WCSCQCk8mETCaDUCi0Z4aTKGu17FkejwetVotSqQSpVPoBzvV2oHQK8XXtdnvHcMZiMXz/\n+9/H3NwcUqlUza+TSqWwWCyw2WywWCxskFV1caiWMKKRoCr6z/3cz2F8fBxOp7NpnQ/ZbBY+nw8u\nlwt37txBMBhkoyC2uz4uHiTjuB3IcJI0nlgsZvJ5SqWShfRisRhmsxlisRhWqxVXr17F7Ows4vE4\nG09MuU6hUIizZ8+yQ71ZFCWbzYZf+7Vfw927d/GHf/iHiEaje1K0404qrQW0R6n4Vs8Bn8/nceXK\nFSQSCfT39zddWGUrtNxwcnORt27dwsLCQl2Vb5FIBJ1OB61Wy4aGcTl3JBCy17qFpDR+8uRJPPzw\nwxuESBoFbm4zHA6zaY7xePwDtKDqzVrdz1/PyX8/g5ueKJfLLA1EqvHA++pWarUamUwGQqEQq6ur\nWF9fRzabZRETqeyr1WpMTEwwcn2jQc9SrVbjscceg1qthlarZb38zX6uWw3Z2wp0H2nOFpedsBOK\nxSLcbvcHGAR7netsueEEwDhwy8vLWFlZqblKy+Px4HA48OUvfxnDw8OQy+UbvDoyBntdFBKJRHjq\nqacwMDCAgwcPwmKxNG20LDER3nzzTdy9exepVOoDknnVpG/qmuEWeqjQ0eoBdq0GsTOINVAsFhmb\ngKuDIJFIIBQKWRdYKBQCn8/HzZs3mfpWPp/H0tISstksjh07BovFAq1W2zRhDqK8DQ4O4nd+53dw\n9+5d/M3f/A2bqdQs0Hqq9VCg3x8dHUUgEMDNmzcRCARqei0ZTqFQ2FIKXMsNJ23eXC6HSCTCpivu\nBMptarVaHD58GHa7/QMtjNwuj73ypkjncWhoCBMTEzCbzU0V8qA55S6XC2tra6wSDmDDAUJGk8Q6\nxGIxk1jjtkfer4WfekBrknrtuR1EwMZpn2q1GhKJBHa7HeFwGC6Xiymzl0olRCIRAO+JgaRSKcYz\npvdpJKjH22Aw4KmnnoJOp8Nzzz3HUlb1eHb1oJ6pCvQ7fD4fVqsVTqcT8/PzNRtOmihQTydcM9By\nw1koFLC8vAy3212XKIRCoUBvby9GR0cxMjIClUr1AaPJNZx74Unx+XyMjo6iq6sL586dw8TERFM7\nhIgKk0gksLi4yPqluRuTO/rCaDTC6XRCoVCwDqBoNIr19XUsLy8jnU4jmUy2fffPXoBobKlUasP9\n4B5G5HkKBAL09fVBKBSypoBAIMCKJsViETMzM0wOrtnjhcmgT0xM4I/+6I/g8Xjw5ptvwuv14vr1\n62z8cTVDYrfPvF6Pk67x0UcfhdPpxN27d2vWkCDKF3ewXisoSS03nFxScT15SFImt1qt0Ov1H6hY\ncm/oXhgC8jTtdjucTif6+/vR29vb1IfK9da5dBhgo1dEw8nMZjOcTifUajUMBgPi8TgCgQAL92kC\nZSff+d6BTq2V1V44d40Rl1Cr1aJYLEKr1UKhUDBPk6hNwWAQXq+XUcSauS5IpMRsNuOJJ57AysoK\nIpEIlEolOyBFItEGh4LL0eUyC2pdB/US/Hk8Hrq7u5k0Hp/Pr2mfkvfcTKnCWtByw5lIJPD888/X\nXE2nxPzg4CB+7dd+Dd3d3dsOi6KQq5mjMvh8PkZGRmCz2fAv/+W/xMTERNONJgBW+OLOJwc2ekM0\nyvbhhx9Gb28vDh8+DKlUytTO4/E47t69C6VSyarC9VRI71dks1mEw2F2IAmFwk1TLnQ4UQugzWZD\nd3c3otEoU/Qql8tYWFhAoVDAsWPH2Jptll4n99poZtSnP/1ppFIpfPrTn2b9+RS6k6FMJpMIBAKY\nnZ3F22+/jVgshmAwuKOBIu5rvR1kpHtqNBphsVgQCoVqyltSiokM+wPlcXJ5louLi3C5XDUZN+LW\nmc1mHD16FBqNZssOAqqqc/N+jYZIJGKL0+l04tChQxgfH9+TSZpE2KZ8Gnf2C20apVIJo9GIwcFB\nOBwODAwMMAUgUmxPpVJYXV2Fz+drmwmgrQbNTaJDSaVSbZqbJO9cJBJBLpdDqVSy0Q/0f8ViEZFI\nBFKplM1calaxkAsy6kSl4rYl03rhFgdjsRhWV1chlUqxuLgIgUDAOu62M4qkF1HvYUtqSmq1Gjqd\nDolEoibDyRXRbhVa6nGSx7S0tITl5eWaTqyenh588YtfxOjoKDQazY4Vynw+j2g0yqYTNgpUbHn0\n0UcxODiIZ555BoODg0zEdi/AbYuk6yFWgUgkgtlsxvj4OMbGxnD69Gk2UZMq7GKxmCltE2n62rVr\n7H0fZBDTw+v1YnJyEgcPHoTRaNzy2ZIR0Gq1sFgsGxoxiC4GAIFAAKFQCGazuSW91nQw0vfg5jnl\ncjn0ej0cDgfOnDmD69ev4yc/+QkWFxcxOTm5paGKRCJYWlpCLBar+3qEQiGefvpp2O12fPvb38b0\n9HRNr2t1KqnlhpP6q0kBZTtwk969vb0sMb8VuNXRRhoCUuCWyWRwOp0YGxvD2NgYBgYG9txjo9OX\nKpvkfZO3abVaYbFYYDabmYIObRz6fZVKBZPJBJVK9YEZ6Q8qyOAlEgmsr6+jp6eHtZ5utmnpXkok\nEqa1Sr9bqVSYd59Op5FOpz9QxNsLVGuKVkMsFrPCIX3fxcVFJBKJDXndamSzWUSjUVZw2u4zqq+F\nz+ejp6cHlUqlZvZJq40m0ELDSX3k1NWzE1GXkt2Dg4M4depUzSN1s9ksQqFQwxRjyGB+/vOfx8mT\nJzE2Ngar1doUgnstIAoKjU+QSqUQi8XQaDTo7e3FiRMn4HA4oFarWV6Nu2iB94Z/abVayGSylgon\ntBPI4C0uLuLFF1+ETCbD6Ogoe/5b3SMaN8KtMlNkJRAIsL6+jtXVVRiNxqbS1O4FFOKPjIzg537u\n5yCTyXDx4kUmgFINUnAPBoMolUp1OQ98Ph+9vb1QqVQbikQ7XV+r0dIcJ3VZ1FKMoBY3s9nMFt1O\nN5C8hkZ5nKREo9PpMDo6yiTDtFot+/+9BnmPpPtIiuZyuZxRkLRaLVM0r65+cjmezS5W7EfE43F4\nPB7Wc04dYcAHu6+4nn/1WqA8YjqdZhSlVhU2dgK3E0ksFsNkMrEBd5uBPM5MJoNSqVT3d6JWVoqG\namF1tPq+tcxw5vN5zM7OYnZ2dsfRsTweDz09PfiP//E/oq+vb9sTn0BhOnHp7rXLQCwWQyKR4Atf\n+AKeeOIJjI2NtVRkAHjf25RKpUw4IZ1OQ6FQMKqWyWSCWq3eNATnFuiSySTT2dzv+pqNBM0Nv3bt\nGoxGI44cOYKJiQnWTQS8v9YKhQLjSHKrvnSA5/N5BINBrK2tNTzn3gzQISGVSiGTybY1nDSexufz\nQavV1qV8RMVK+qyd+Nx0MLVyhEbLDCfxN0mQYjvQOFSi/NQ6hpSqhlR1vhfQKAWn08k6glolMEDg\ntlJKpVLW+0t5NppOWV3B5R5SVAgio3m/6WzeKygaCgQCcLlcsNvtSKfTHzi8id1A4Sw3giLjSWMm\nWk3erhUUjXAN1WbgNmIEAgGmVFbv55Dafi1OTqvvW8sMZzabxZUrVzAzM7OtcpFQKIRarYZer2dk\n91pyicVikalz36vh5PF4GB8fZ1Qjau9sB1CYrlarGYOAZm7L5XIWnm9G3yCPfG1tDVevXmWK8a1s\nZWs3UPFtZmaGaZyWSiU2rZQMSyKRQCqVgt/vx/r6OlKpFFt33EOcJobuFGW1E6jJYqt1QWvr3Xff\nRTabxec+9zlYLJaa358cAJVKBa1Wu+PUgnpaPJuFPTectFgomUwJ5a0gEAjY/GipVFqzwSI6SaPG\n1BoMBvT19W3oUmoHVOc4iZJEG5obLla311H+NxaLYX19nQ3PetDJ79WoVCpM8MPj8WB5eZnlkCmv\nnEqlmDp5KpX6QLGTK3OYy+U2dOy02nvaDlyjv9O6CAaDmJubQyQSYQyEWqvrAFh+fj+wOlricVYq\n76lku91uuN3ubQs3crkcExMTGBkZqeumxuNxTE9Pw+v13lPLJRmmkZERPPXUU7Db7bt6n2aArk0o\nFLKwnHic1M1BXS80H5xa7ejg8ng8uHr1Kl577TVWHe3gg6B5VVevXoXH48Hx48cxPj7ORgFTh9HC\nwgJWVlYQj8cZx5Z7aGWzWUaCb3ePk+iC+Xy+ptlVa2triEaj8Hq9yOVyG/LAO4Eofmq1esfXtDK3\nSWiZ4aS+aBJR2AoikYiNpa3HPc9mswgEAojH4/d8vTweD0qlEgaDYYPeZzuAy8nkkpop30bMBW5v\nL20GWuQ+n48JWnSwOeieklduNpuhVqvZfY7H40gmk4jFYkgmkyzSqfY6ue2C7Q76zrXOmKLCIvFV\nSai4VpAKVTvtr63QEsNJFUgKa7YznFKpFENDQ3A4HHXRZbxeL15++WVMT0/f0yKl000ul0Or1TZ8\n0FqjQIuNwm9q8aMxGuRtisViJBIJhEIh3L59G2+88QaWlpaYyEcH24OEP27dugWPx4Ouri6YTCZm\nYGiiKter3Ky6TqFvO1PASDyG9uhOoTodFEtLS7hy5QpGR0fhcDjq+sxajGar2y2BFuU46QSjSuR2\noN70Wgdd0Q3NZDJMDf1ebzK36tdupyG3o4MWN3ma6XQa0WgUQqGQ/RSJRMzTXF1dhcfjQTgcbrna\nzH4Bt4JcqVQYv5E2cyqVYp5XdV4ZaI9NXyvIe6xHRb5SqSAajcLj8dRkNPfrvWmJ4aSZLNwc0FYg\nPcntFJA2QywWw8zMDKLRaAOu+v2QuN0MJxlM8mSIH0ibl8SeQ6EQO7R8Ph/m5+extraGubm5hhXQ\nHgTQ5s5kMkzeLBwOs04hMpykPsQtxm1WpGtnRKNRzMzMwOfz1XW9N2/eRCwWg8ViwejoaE2vobZU\nakfd6Xe5fx4IdSSqLG6WA9ruNfV+Bp2WjZDXb/dFzvXiuao3mUyGKepTUahQKMDn88Hr9bJZ2B3C\ne/2gzU3ri5gMNGN9OwWfdihu1IJ8Po9YLFY3WT+RSMDn822YLFtrl1+t+d9WHz57bjjL5TIjvtcS\nHlIRiaYG7gR6ACSqcK+Gkx5Quyb1yePM5XIf6FrJ5/PI5/OQSCTwer1sLnU8HofP5/tA0aiD2kFr\ngviNXMO5XTGFWwBpd+MZj8cxPz+PYDBY1+ui0SjrRquVlgS8V9Cl5oDt0A7rtWWhOs2g3ukmkFGo\nNc/CzfU1ipNYD5etFeBeH9fr5PF4GxoAqEMomUwyo9mO32c/gBuCc2f5VIfnXHA7vdrdaAIbVfDr\nATku9XZH1eOctNp47rnhLBaLrDBRi/BGoVCA3++HwWCo6WZROMoNme4FXP5dIpGARCKpuVC1F6j2\nOGnCIuU8C4UC43pSxZ1+r1NFv3dUe1Rbhej0O9QSux+MJ9Gstuvs2wx0SNcbdufz+Q3NAdv9fqux\n5xR9bnGoFqNGUxy5Wn87vT95XI26wZS4pja6dkP1dyaPm4pGxDWkxdzo+9NBbSB2RvU01nbFvRSy\ndlOXoHW8H9blnj+9UqmEQCAAv99fkxHK5/Pw+/0IhUI1G1ruadeohxAMBuFyuZBIJBryfo0Afb9q\nL5trKCnPyfVGO+H5vYMrClz9Z6vf5/F4kMlkUCqVjNrWzl4nicfsRqm+nu/F5bi2Yx1hM7TE46TN\nXGvonclkmChCLcaw0Te+UqmwSiFNKWynh1vtZe5H6st+BBk+bufWdgaUZACrBaXbFTRepV7DuVvq\nXq1rtR3uW0uKQzQ+oBbPp1gsIhgMMuGAVmFubg58Ph+Dg4MYGRlp2XVsBqJ4kTdZ3R9N4G7ydvd2\n2h10/6ipgO7rVvlN+n+lUgmNRsNGa7QzpFIpTCZT3Ur1dDgQt7WebqBaUkhcw/xA6XHW84Wrq+o7\nVelqCZt2g0QiAb/fzwx+Oxme7TxOAuXUBAIByuUy2+Qd7A7VGpK0HorF4qbrjzY7ifbuhxwniWTX\nK6FI40PqPRxqXY8PpKwcVRZrVToqFotMeYaMwk6Gk8ZE0N8bYSBWV1cRi8Xg9/uRy+XaRv6Km+Os\nJl5zycdCoRCVSoUtZsovU2W9Y0RrB60xGm4mk8k2HFx0sHJBNCSlUslGmbQ7JBIJDAZD3YLdWq0W\nVqu1pvE21ajF2+ROc22V8dzznc/j8ZgUf60uPBU6anXjuarVjQKRx6PRKAKBAKvyt4vB2cnbpGou\ndzZRZ6Jl/eCOVpbJZJDL5ZDL5Uxpf6t1x9VNlUql+yLHudtcpUajQXd3NzOcjf6e7aAbsecep0Ag\ngNVqRSKRqOnUJToS9QbTDPGtQOEQGQYihN8rqPd7amoK77zzDs6cOYP+/v57ft9GgFtV3yqvyR3k\nls1mwefzmV4AgA6ns0Zw56frdDqoVCooFArEYjGkUinGk90sTBcKhUzlfD94nLvF6OgonnnmmZqV\nkeopZBIzQSaTtfTQ3/NP5vP50Gg00Gg0NUlqEbeLPL5aRg5wZ4Y36uZSSLy6uoo7d+4wr7NdqD3b\nVdO5/EFadHK5nFFNOl5nbaA0E80eN5lM0Ov10Gg0LKfHvZdcb4vWJBHgW13cqAW77VXXarWw2+11\nh/hbdVxxwePx2GC3Vq7bPfc4RSIR+vv72TjQnUChejqdxvr6Ovh8/rYPhHu6SyQSZnQbgXK5jLff\nfhs3btxAT08Purq6oNfrIZfLG/L+uwHlcLn90dw/lG+jDa/T6VAoFKBUKiESiTaMaAY6uc6tQAcx\nGczBwUH09fVtCGULhcKW1B06uLhV9XYHqSP5/f6afp8Ogp6eHhw/fhwqlaqm11Wv1+3A5/Oh1Wqh\n1+t3xS9tFFpSHJLL5UwdupYB9ERhmp2dRbFYRFdXFzttqk9sengCgQASiaTuPtudQLnN6elpmEwm\nHDt2DN3d3S3JF1ZXbzfzOKtznVTU4vF4yGazkEqlKJfLbZezbTeQp2g0GtHT0wObzQaz2cw6sarz\nm9UMEDrMuR5nu4KuPZlMYnV1tWZpRjpcqC25VsPGpSHVEk0qlUqoVKqWVtZbkuPU6/WIxWKM6lAL\nGd7v9+O5557DsWPHcPz48W1PbPKwaNZ4I7t9qP/7u9/9Ll555RX89m//NrRaLRQKRUvU4bkjM4AP\nnt7cohGfz2dFOfLMufnOdhUxaTV4vPdHp4yNjeHo0aMwm80wGAyIxWJIJBJYWVlhz6G6iMntUacJ\npK30lnYCRTBerxfnz59HMpms6XUikQhSqZQ5RvWKe9TSCiwQCGCz2Vo+abYlT488H51OB51OV9OQ\nsHw+z+bjJBIJZgS2ArWLNePm0mkMALdu3YJMJsORI0fYzPe98ibIs+b+4V4j/eQqO5EBpUKRTCZD\nOp2GSCTqeJubgEJsg8HARgLbbDZotVqoVCrkcjmWA6ze+ORxEn2JBLnbNa9MB244HIbH44Hb7a5L\nHUmhULDUVT352+rJn9uBz+dDrVZDq9W2dOxISwynUCiEXC7H0NAQKpVKTQnoVCqFO3fuQC6XY3V1\nlYXsWz0csVgMjUZT82lZL2iO9re+9S38+Mc/xu/8zu9Aq9XuabWP28Ink8mYx0sblwwmjdIgZXIK\np5RKJfR6PQqFAmKxGAB09DmrIJFIoFKpcOjQITz66KMYGBiA0+lkYSLXcHK1ALhGgMfjsfyyUqls\neUV4K5CnOTs7i+9973u4desWYrFYzevBZrNheHgYJpOpZqNJTghpeO70WQKBAF1dXejp6Wnp/K+W\n5DiB9wzboUOHIBKJMDk5uaPhJBGAUCiEt99+GwMDA9DpdIxmw/29ak5js1Aul1ka4Nq1axAIBDh2\n7BgsFsueVEy53Si0IelzydvhGk8a88rn85mHz8270aiNWgZz3e+ge6vX69HT04Pe3l709PTAaDRC\nLpdvyGHS/SW6XPW9I8Op0WhaKinHTePQddKhGo/HEYvF4PV6cffuXczMzGB9fb2u/aPX6zEwMACN\nRlOX4QwEAlhZWWE6ENuhOsfZKrQs0aJSqfCZz3wGs7OzePHFF9mIh+1QLpfhcrnwP/7H/8DZs2cx\nNjYGnU4HtVq9ISlPKit7kbOjHNe3v/1tvPjii/i93/s9GAyGPSPo0kx1q9WKZDIJgUCwoUJO0nKZ\nTIad7KVSiRWFyFtVqVSsSNRRUHr/QBkcHMSjjz6KI0eO4OjRo5BKpZBKpSzXDYB5nTTYjBuukwE2\nm83o7e2FSqVqWahOBpOryxqNRuHz+XD37l1MTU3hpZdeQjweRzAYrHsNDA4O4qmnnkJPT0/NrymX\ny5icnMTk5CTC4fCOv8/n82E0GmGxWB68HCfw/smh0Wig0+kQi8VqMp7FYhHJZBJutxs//elP0dPT\ngyNHjrBuJBo7HI/H2UJuNsrlMuLxOHg8Hm7evAmRSIRDhw5Br9cDaJ6aC3mXEokEFosFkUiECRaT\nPBd5nZRHSqVSEAgEbB4M9a0TN04mkzGu7IPqefJ4PKjVapjNZvT392NwcBAWiwVyuZyNyCCvnu4p\nGSIuJQx4v5qu1+ths9n2lH9IhjKRSGBxcRHJZBJ+v595mYVCAalUCtFoFCsrK/B4PIhEImxqQL2Q\ny+UwGAyQSqU1XRsAxo2em5urKa1GnYdSqfTB6hwiEB+LTmJ6iDsZOloIt27dwv/3//1/OH78OH71\nV38VBoMBXV1dSKVS8Pl8WF1dRTAYbFqOsxqhUAjRaBTPPfccrl69il//9V+HTqdr+sPl8/lQqVQ4\nePAgmy9E6u/csCyfzyOVSkEoFDJPiSs4QZw7on4B2NCN9KCAins2mw3Hjh3DQw89hEcffRQKhWKD\nShAdSMlkEsFgkM0fr87Tkefa19eHQ4cOQavV7tmGL5fLyOfzcLvd+Pa3v43l5WVcuHCBTQuopgHV\nwqPcCjweDzqdDr29vTWrKVF0eOvWLbzxxhuIx+M7voYcLqVS+eAVhwjE6Txz5gwMBgM8Hk/NG7VY\nLCKRSMDtduOVV16BXq9Hd3c3Cz9mZ2eRyWT2xOMklMtl+P1+8Hg8LC4uQqPRwGazNZ0gLxaLYTab\nYTQaoVarWcjN3RQUsmezWQgEAiSTSUgkEvb/IpEIcrmcjWOWyWTIZDLIZrMsLH0QPFAqBjkcDoyP\nj6OnpwcKhYIdMNWHUTweRygUYu2r1WG6WCyGXC6HTqeD0Wise8z1bkCKYsFgEG+//TaWl5dx9+5d\n5khwI5JGHIpciT3SGq0FqVSKtapmMpkdmTXVUn6tRMvJZFqtFj/3cz+HmZkZvPzyy0gkEjX1TReL\nRcTjcdy+fRuzs7PQaDTo7e1lizoSiSAej+/pqItKpYLFxUWsra3h3XffRT6fx5NPPtl0wymXyzEw\nMIBIJAKz2QwArBrK9SLoEKH8r1wuR7lcZmE6iU+QoYzFYojH44jH40gkEg/EcDcymkePHsWHP/xh\nlkOnKjoV2/L5PNLpNAKBAJaXlxGJRDbMcaJNTu2ZdrsdDodjT7rMyKmYnJzEf/7P/5kZzGYVS4kW\nR/nyWjiqlUoFwWAQPp8PkUik5im2lFZqdRNBywwnt6OCFhcZvrW1tZoNHoUjFKLTvxGhe6/DTAo/\nJicnkcvlcPDgQWi12rpO4lrBvYcSiQRarRZDQ0MQi8Xwer2sUEHXRV4nEd+JX0h5UvK2SLaLQrpI\nJMJUocLhMPPk76cQntgJFosF4+Pj6O3thVqtZjlJLluB1lc4HEY4HEYkEvmAbgG3Kt/V1QW1Wt30\nzU5OQzAYxIsvvoipqSnEYrGaOZK7BXFdaxEu5uY2b926hbt37yIQCNS0lriNG60M04E28DiJ0Go2\nm3HkyBEolUoEAoGaDScZKvKKuAu8VS2EhUIBr7zyCq5cuYInnngCdru9qYRdgUDAKusPPfQQlEol\nbt++ze5NdbjOJcUDG9tgbTYbDAYDjEYj2wyBQADBYBA3b97E7Ows/H4/IpEIgPunt53YCQMDA3jm\nmWcwMDDA+qG5xo7uWyQSgcfjwdraGrxeL4uUyECRF9bT04MDBw7AaDRCJpM1dcOTrsPS0hL+4A/+\ngDWLNPsZcQWPa22DLJVK+MlPfoIXXniBOTw7gRuqt1qWr+WGk7485Tp1Oh0uX77MhHnrQXV/cCs3\nNeUZ3377bcTjcXzoQx+CzWYD0JwqOxk/p9OJeDwOk8mEaDTKvI3qsJ3H4zFep0QiYb9HnFCTycTC\nd8rVymQydHV1YXJyEi6XC5FIhFXn9ztkMhlMJhNMJhPMZvMHeqHp/uVyOaTTafj9frhcLgSDQVaF\nri4KSaVSdHd3Y2RkBBqNpmneJn1uLBbD+fPncefOHcTj8ZqUxBoBiUTCPOpa1nY6nUYymWSpoFr3\nOXmbe9mdtxVabjgJGo0Gn/jEJ3Dnzh38/d//PVKp1K5D7XbYyDRk7rnnnsPbb7+NgwcPwmq1NpWa\npNFocOTIERSLRfT09EAoFDJu3GbKSXSfRCIRGwlCrbBdXV1QqVSs2s7j8XDo0CFEo1H8+Mc/hkgk\nwuzsLKvAt8M93y2oF72np4f94eY1gfdTHSRm7XK5cOvWLayurm5aTaei0MjICE6fPg2DwdB0DykQ\nCODb3/42XC4XwuFww1TBdoJCoYDJZGKtljshFoshFAohGAwiHA7XvHaq24sfaI+TQPk2g8GAD3/4\nw1hYWMCrr75atxZgO6FSeW86JuUcV1dXYTabIZFIGvo5tIColdJkMuHEiROYnZ2Fx+PZ0Ba4WTsm\neVE0v57EormDyIjbKBKJcPDgQfB4PCb3l0wmkcvlGvqd9goUUpNnTd1XXKoO5dFJL8HtdmN5eRlr\na2tIJBIb0iHc3KbZbIbZbGYdbs3a6ESLoh5zn8+3p0U8o9GIoaGhmuh35XIZt2/fxtTUFHw+X81G\nk/ibcrm85UYTaCPDCbwX3lgsFnzlK1/B7du3cfHiRSZ3th9BffjlchmLi4tMMbzRhpNAwifd3d14\n6qmnoFKpcOnSJQDYcB+rc7+ZTAZCoRDJZBLJZBKFQmGDDBpJ5onFYpTLZZw8eRL9/f0Ih8NMoGW/\nG06ZTLZhvg4VWmiDUmfQ0tISbt26henpaSwtLTF6DxkqCiOtViucTie6urpgNpubmtssFosIh8NY\nX1/HwsIC/H7/nu4Zq9WKI0eOwGKx7Pi7lUoF58+fx0svvQS3213zZxBDgWbSd0L1/z9ogVJlM5lM\n4syZM/B4PLhz586ehR3NQD6fx/nz5xEMBlkY2KxedjqZu7q64Pf7MTw8jPX1dZb64OaTyJvizlPy\n+XwIhUKIx+OsLZM8TlqscrkcWq0WDocDIyMjrHtmP8rS0XMgCk80GoXf74dKpWJ8x2KxiEAgAJ/P\nh9u3b+POnTvwer1snEs1b1MikWB4eBjHjh2DyWRqmm4kN7f54osvYnp6uqZ+70bDaDRieHgYOp1u\ny9+hw5qGL9LQw1ohFArhdDoxMDCwrSraXqFtDCdBJBKhq6sLAoEATz/9NKanpzE3N7fvDefLL7+M\n27dv4xOf+AR6e3ubGmrI5XL09vYikUhgfHwcEokELpeLhZJcz5PCda6cmMPhQDQaZf3r1X3XpB4/\nMDCAdDoNr9eL9fX1fWc0CZR2oB7ttbU1aDQa5PN55HI5ZLNZLCwsYH5+Hnfu3GE0Hy7ljdv+qlQq\nMTY2hscffxw2m63p1JlIJILvfe97WFpaYjnnvQKPx4PFYsHY2BgMBsO2v0vpoXA4jLW1tbr2NKWI\nRkZGWjpxgdB2hpMMilKpxMmTJ6HX67GwsID19XVMT0/vKaG9UahUKshms4xrur6+DpPJ1HBZLLp3\nFH4ajUacPn0aIpEIt2/fZh4VXROBFnQqlUIwGMTKygqmpqYAgA0j42oskvegUChgNBqZNmWlUtl3\nOWnyulOpFNbX11lOV6FQQKVSIZPJsMNhbW0Na2trrGLNPVSIW9jT04Pu7m44HA4YjcaaK827vfZM\nJoNEIoFwOFyT1kMjQQepTCaDWq3ecT0Xi8UPjLGu9XPEYjFGR0cxNjZW84TcZqLtDCdBqVTi4Ycf\nRnd3N5aXlzE7O4uFhYV9aTiB9xR0kskkKxJpNJqm6QmS4TSbzTh79ixKpRJeeeUV8Hi8TfUVaRFT\nvs7lckEqlTJeJwBmULijTlQqFUwmE+uuoRbN/ZSTJq87mUxibW0NqVQKgUCAjVGm3CaJ0FALavXG\np5xwf38/JiYm0N/fD7PZ3NRcHBHxE4kEgsEgIpHInt776sLaTp41dVxxWz5rAbUBj4+P4+jRo3UP\ngWsG2tZwEjQaDR577DH09fWhXC7D4/Hg4sWL+7L9L5fL4Y033oDX64XNZmMLoNGnJ72fUCiEUqlE\nb28vnnzySUxNTSEYDLIKMYAN4TsVeQKBACOEA4DD4UBPTw9kMhmkUilb+CRBRzy+eDy+L2XpKM9L\nlKxcLsdYBXSvuEPtqHGAW0XXarXQarUYGxvDmTNnmNFspmeUTCbxxhtvYGpqqiW5TWqx5E7t3A5c\npkKtEAgE6OvrQ3d3N2M9tLowBLSx4aSHQIYzEAhAJpPh5s2buHnz5r4sROTzebz++uuYn5/Hpz/9\naXR3dzf182iONxlOoVCIixcvsg4Tbq4TeL+HPRAIMFUp8rgAMFYAhfYkTSaRSKDRaBAMBiESifaV\nGAilHSiEpCJZNfGd2zzAbbLgGk673Y7x8XGcOXOGCaY087pTqRTeeOMNzM3NtSRFIhaLoVQqmTjz\nTuAKjNcKMpxOpxNarbYmybq9QNsazmooFAqMjY2xAWwulwuvvvoq4x+2qr2yHhCvMxKJMAFkhULR\n9OKBUqnEwMAAQqEQTpw4AY/Hg+npaTZSmHt9wPtiIF6vlxkTn88Hi8XCRJoFAgGi0SgL70ldiSTF\nSBm9mc+FjBbRU+g+btZeutN1VHedVRtO7v3hfj7NqT9+/DhOnDiBwcHBPWmtpDB9dnYWLperJcVT\nlUrF+vBrAXnxRG/byYhSxPT444/j0KFD21bt9xptbzhpASsUChw4cAAOhwO9vb24fPkybt26hXA4\n/AGBBS7ayZhSHpGMZjKZZIpEzQC30CaTyRCNRnH48GHw+XzMz89/IHSq9r7W19eZwIfH40F3dzcs\nFguUSuUGFfRisQixWMwIylx5tVqUrnYL7jha+gmAHQi0LqoN6GbYyjhuB6J+aTQaHD58GM8++ywT\nK2426Pu5XC4sLS21JPevUqlgs9mgVCprSknQ86o1hUGzyR566CGcOHGi5s/ZC7S94ayGSCSC0WjE\nxMQEfvmXfxmLi4t45ZVXEI/HWccE19Ph0m/aBdlsFj/96U+xsrKCT33qU0wKrlkgz8xut+Opp56C\nXC6H2+1mpOnq0JobuhNNibqPiONIXhWPx2O0HJlMxu45Tc+kWUeNmANFxQgSJBkaGmJyghKJBHK5\nHKVSiVWal5eXEY1Gsby8zLimjUoj0JTQI0eOYGJiAhMTEzCbzXvCMczn81heXobL5WKdXq2AXC5n\n4iW1gKtsJBQKtz3IRCIRDh8+jN7eXqab0A65TcK+NJw6nQ5yuRxmsxk3btzA0tISvF4votEoy91V\n56PayXjmcjlcuHABPp8P586dg8lkAtDcERtUZVer1Uin07h06RJ4PB7rMqnmd3I9T6o6JxIJNp9I\noVCwwgAZUG6uK5fLgcfjMZIzPZd7eQ70PZRKJYxGI44ePQqr1Yrjx49DoVBAoVAwgnUgEMD169ex\nurrKUgrcttN7vQ4a93vgwAE8+eSTGB4ebno/OvdAW11dxerqatMl47aDVCqtK+/INZw7tU0KhUKM\njIzgwIED0Ol0Teu22y32neEkCIVCKBQKOBwOfOhDH8LMzAyi0SjLIVZ3ybQTisUiazdLpVIoFos1\nib/eK0i3c2RkBF/84hdx+fJlZDIZxGIxBIPBDQcOgcJt4gxSRT2dTkMulzO1eGrNpNnh5XKZkciJ\n95hMJlmVmuv5bWfEaLOJxWKYTCbo9Xo88sgjMJvNOH78ODQaDex2O/MAS6USU1uXyWRYXl5GMpmE\nz+dDKpVikyh3e5iStzQ6OorR0VGcPn0ao6Oj0Ov1exZGJpNJ/OQnP9kgstIKEBOhnn3GZSJsdb8o\nX04D8mrNoe4l9q3h5PP5kMvlsFqtOHPmDMRiMasYE1exHeTlNgON2BAKhcwY7YVwAZ30DocDOp0O\n5XIZN27cAAB22FR7nqR6TmEVl4pEAiHkwVGFlTifxNkTiUTIZDKsfZPyjnQvtgPpL0okEpjNZnR3\nd+Oxxx6DzWbDgQMHIJVKN5DMydBns1kolUooFAq4XC4AwMLCAsrl8q6NJl2LSCRCf38/zpw5g0OH\nDqGvr69pLbSbgSKG+fl5ZLPZPfnMzcClpHG7y7ZCtRDKVr9LknxDQ0M4dOgQFApF2+Q2CfvWcBKo\n8iaXyyESiSAQCJjnVItH0yqQXufk5CQqlQrGx8f3jNgrEomgUqlw9OhR/MIv/AKuXr2K1157DaFQ\niOWJNzNo3JwU/T8ZQBIGAcDU5Cn3RXqfUqkU6XSaKabTnJnNqu9cI2U2m6HX6/HEE0+gq6sLQ0ND\n0Gq1bOokfS7XIIpEIigUCqjVaphMJjYBdLeFODp0Dhw4gAMHDuCJJ57AQw89BJvNtqdGkzilkUgE\nkUikpbSvUCiEubk5hEKhDY7KVqBGAnIWNrt2Pp8Pg8EAq9UKtVrddFrXbrHvDSeFh9xc23YUknYB\n5RCXlpYgk8kwPDzMenCbvQlpNIbT6WQiFAsLC6wQtNUgL/o7tz+7XC6zw0omk7FRHOQ10CwaynFK\npVJmZKlPHsAHCgU0ykIqlcJgMMBms2FiYgJ2ux12ux1yuRxisXiD0eS+lrxUagdUKBS7JqRTblUs\nFsPhcODkyZM4fPgwDh48uKeiuuTx5/N5JBIJVuxqFRKJBFZXVxGPx1k0Qdgs2stkMixts5XWLk2E\n0Ov1G4bktRv2veHMZrOsj5hbIKqXaNsKZLNZvPXWW1hbW8PZs2f3nKdGnufx48ehUqlw8+ZNXLx4\nEW63Gy6Xi9GNgA/Sdbg0H266gYpBcrkcKpWKtZVWKhWIxWLW404h+2Y5TyogaDQaKJVKDA4Owm63\nw2azsUmR26U2iFlBlXQa30upg3qKQ5Q7HRsbw+HDh3Hq1CkcP34cVqt1z3UhC4UCFhcXsbCw0NKi\nEIE6rWiKptVqZYVOLqjecOnSJdy8eZPRpzbjxfL5fHR3d2NgYKBtvU1gnxvOSqWCfD6/YWjWvSjH\n7zUKhQJmZmZYO99egzzP/v5+2O12FkqXSiWsr68DwIZ7uZnxBMAMH917kUjExJBpHAd5oTRVs1Kp\nsMo75SXp/ei6KNS2WCywWCzQarVb6jFWMwKojTKbzSIej7MiXD3GhqrnNJLk7NmzmJiYwNjYWEvG\nNxSLRSYS0w5qYXSw+v1+rKysQCaTQa/Xs/vCZQHkcjnMz8/j8uXLCAaD23qcer0eFoulqQIp94p9\nazhpY6ysrOCHP/whFhYW2Ajb/WA0gfe+QyKRQDweZ6NlWzG9j9IdNJHz0KFDOHbsGG7fvo3bt28j\nHo8jmUxuGPAGbOzQIYOUy+VQLBYZyZ/EMgQCATOOxO+kcJ+bYgHea+Ujg8UNyYkTyjUa3PCbri+d\nTiMajWJqagrz8/O4desW03/cqQJM+UrymI8fP46zZ89idHSUda80uwd9K2SzWVy7do0dtq0GPS+i\n1h0/fhxjY2NwOBywWq3I5XIoFAq4fv06lpaW8NZbb2Fubm5LMRI6XHt6ejA4ONgW8nFbYd8ZTq5n\nkc/nEQqFcPPmTfh8vm07iNoRlUqFeZtkVFplOAUCAaxWK8xmM7RaLQwGAwqFArxeL7vXm3ExuR05\n3FBYKBSiUCiwPCU3rKVDgt6n2nMjj7N65CxXlowMLrcoQTlTMpxutxtutxurq6uIxWI1CcNwSfYG\ngwGjo6M4d+4crFYr7Hb7nhaCqlEsFrGysgK3290WHifw3vN3uVxwu92scEUtu+l0GplMBpcvX8bN\nmzexuLgIv9+/5TOgUF2n0zHZxY7H2UBQEePatWu4evUqG2Gwn4wmgZuPI1WeVs2MJgNlsVigUCig\n0Whw9OhR3Lx5E3fu3MHS0hLW1taQy+U2SKtxjSn9G9GRaOY2N7TlhtPVuWjqcefxeMhmsxAIBPD5\nfMjn8zAajdBoNCiVSpBIJIymQoW2eDyOaDSKmZkZ+Hw+XLlyBcFgkHmbW/XOc3veLRYL+vr6cPjw\nYZw9exZ9fX3o7+9vCw1IEmAJBoNtxVGmQ5+U8S9cuMAU9EulEtbW1hjHervaAw246+rqQm9vb9sI\nemyGfWs4U6kUFhYW4Ha7EYlE9u3MGzIg1YIbrQB5UzTdkiTpBAIB42wmEgkAYNdaTVHihtzFYpEZ\nUC53rzoHVv35ZFDpM+PxOHg8HoLBIAqFAuuVJ8+TK4cXCARw584dJnxNc5S2avekzyQWgNFoxODg\nII4dO4Zz584xEY9WG00ALI/cbiOZ6b76/X74/f4P3Kt6CnGktEUz7dsV7XtlW4D4jx6PBy+88AI8\nHg/zfvYjWhn67QSiF506dQpOpxMnTpyA2+3G1atXMTMzg2AwiHg8zrpxuN4n1wByq+X0fbnfmftv\nFJJTLpTERmKxGEqlEhQKBTweD9tk9HuZTAbr6+uIx+OsWygUCm24Ni7IgNOoi+HhYZw5cwaDg4OY\nmJhgYiat8v63AolktDN2Y9SFQiEGBwfR09PTtveei31pOKmNj8i3+9VotivIqFGOsaurC1arFSqV\nClarFfF4nI3FLRQK4PF4mwp5kAHldiRVG85qo0kGF3i/v51aNckrpKmcQqEQxWIR8XicjbdIp9MI\nBAIbhIm5niZ9LvFEZTIZtFotent72QExNjbWFrO7q0GesVAobKvrulfQIWYymdDd3Q2lUrmBo9uO\n2HeGs1AoMPpRPB5vifJ1I0GeU3XrYDuBPEWbzQadTgetVovHHnsMd+7cwfLyMiYnJ+HxeBCNRhmn\ns1olHdjcSHL/kKGighB9LvEAk8kkstnsBhoT/Xsul2Mpm2qCdfVniEQi6PV69PX1YWRkBE888QTs\ndjsGBwehUCggEoladq+3Aw3II62D/ZqeqgYxGJ555hmcPHkSdru9rY0msA8NJ4XqtIHapbq4G5Ci\nkEQiaVtPggwO9aLT4DaHw8EU5okGBrwXSnLHZ3CjgWpDSZuDDGa14eSK3gLvk+5J5Yj65lOpFJtI\nya38V3u21P1Dcmh9fX04dOgQHn74YahUKuh0ug2/324QCoUwGo0IhUJtHcbWA6J+aTQa9Pf3Y2Rk\npC1706ux7wznTgIB+wlSqRSPPPIIBgcHodVq98Vm4PHeE+8ViUSYmJjAwMAAJiYmEI1G4XK5EAwG\nsbi4iFAohHA4jHQ6zehH9MzIQFK1nWsoKYQmYWIa1EVGjxvOk9BILBZDLpdj3UEUolM3E414sNvt\n6OrqwtGjR2EymdDf3w+tVguz2dyWh1Y1ZDIZEzh58cUX2cTS/Qp6Nj/zMz+D8fFxHDx4EBqNpq2L\nQoT2v8JN0IqujUaDpNIcDgf6+/vbTqi1GlyjQl6gXq+HTqeDwWBALpeDVquF3++HSCSCz+eDQqFg\nOphcxgC9ngznZj+5hpN0CMi4ERMhk8kgn89DJBIx6lI+n4dMJmNMBYFAwPKYTqcTTqcTp06dgl6v\nR1dXV12K5K0G5ZvT6TQ7RPZzmoq8/8HBQYyPj8NgMLSd7uZW2HeGUyQSwWAwQKfTQalUsgLFfoJA\nIIDNZoPdbscnP/lJDA8PQ6PRtPqy6gZ5f6TBOTw8jL6+PoyOjjLFeOr2Ia4fN+dJB0V1tZ1LW9qM\nxgS8H7ZTsbB6VAaF5jStUyKRQKVSMWJ7u6ZGtoNAIIDBYEAsFoNOp0M4HGbcyP0GgUCAkydPwul0\n4qGHHsLY2Fhb6m5uhX1nOMkDIX5dJpNBMpls2MlL3ixtVi6lphGfQR6VyWRCV1cX+vr64HA49kWY\nzgXX4AiFQlQqFWb8DQYDK9yQIeMazs2oQZv9fbOf3M4xej96PlwBD7rPXJUm8mjbmQK2HSgnLpfL\nodVqoVarG66QxD3AqpsbGgUK0bu6ujA8PAybzcZ63PfLc9mXhlMqlcJsNuPMmTNYXFzEu+++e8+d\nFGQsqe1Qp9NBo9FgfX0doVAIgUAAsVjsngwon8+HzWaDxWLB17/+dYyMjKCnp2ffGc2dwPUkuapI\nwNYcv91umGpxj+r3JM+Te137GTweD1qtFl/60pcwMzODb37zm4hEIg15XwqdpVIplEolc0ooemgU\nurq6YDQa8eEPfxgPP/wwrFbrvns2+85wcnuJu7u7kUwm2Ul1LycjTWk0mUxwOBxsTAONhqBQkRZS\nvZ9F1WKz2QyHw4GxsTGMjIy0HVdwt9jsO9wP36udQPdTLBYzWlIjqFPEZ5XL5dDpdJDJZNBoNEx4\nmLrF7jUtRntIr9eju7sbDocDPT09TD1rP2HfGU4AjFP4mc98Bm+//Tabr07iArt5v8OHD+P06dM4\nfvw4jhw5AolEArFYzGhPKysr8Pv9+O53v4sLFy6wim6t76/RaGAwGPAf/sN/wPj4OPr6+u4bo9nB\n3kIikWBsbIxJ75HyVL0gJ2RkZAQf+9jH0NPTgyNHjjANUpLlu379Ol577TXMz89jcnJy19dNxvlz\nn/scnnzySQwNDe1LownsQ8NJN1kqlaK7u5tJ7JM6z27ej8/nw2g0sql6Bw4cYNVWCs11Oh0CgQAu\nXbrEVF42E2Pd6jO0Wi0sFgv7jHbvjOigfUEq6UTd2a3hJB6uxWLB6Ogo+vv7cfToUVZUIw8zn89j\nZWUF8XicaarWm1fl8XhQq9XQ6XRwOp0YGRmBUqnct3tg3xlOgkgkglarxcDAAD7ykY9gfn4er7/+\net0LiEL0Q4cO4aMf/Si0Wu2Gais9WKvVCoPBgK9+9av4yEc+gr/6q7/Cm2++yXqhtwKP996M8c98\n5jMYHx9HT09PW8tlddD+oLSPWCxmo5rrFWkGgN7eXnz0ox/F2NgYPvShDzH2AeWGqbh29OhROBwO\nPPfcc5ifn0csFkMsFqv5c4ij+8lPfhKPPvooTp48CbVavW+NJrCPDSc9WJVKhf7+fiSTSVbdrWcB\nUdVVo9HAbDazyms1KHTv7e1lI2nVajXi8fiOxlogEKC7uxv9/f1tPQ6gg/0DKmbudgAdn8+HSqXC\n0NAQ+vr6YDQa2ftUsxk0Gg0UCgXsdjuMRiMTqq4VFKITVU2n0+0Lkvt22N9Xj/cqdJ/97GdhNBrx\nyiuvMBmxWqFWq9Hd3Q29Xl9Tr7hWq4VCocBjjz0GmUyGl19+GXNzc1v+PtFibDYbHA7HviH4dtD+\noBxlvblyoVAIuVyO/v5+FmVtZ3xpDY+OjuLzn/88Xn/9daytrdX0WXw+n41RfuihhzA8PHxf7IF9\nazhpoUgkElitVlgsFpjNZvD5/Lr0CmmMbK3T9Kgt0Gq1or+/H0qlctuKPl0nKZp3QvQOGgGuGHS9\nDA9ipahUKhiNRjbGeau1SaG7Wq2Gw+GAVquticUiEomY0zA0NASj0djW4zDqwb6PGWlezsjICL76\n1a/i2WefresElsvlMJlMdT1QPp+Pw4cP40Mf+hCjU2xldCmRnkqlkEgkWi5W3MH9ARoTkkgk6p5+\noFarMT4+DqfTyQRmaoFer8fo6Cib8Lmdo8Hj8WC32zE2NoZz587hM5/5DPr6+mq+xnbHvjecFK6o\nVCo4nU7YbDbW21wLuHminTpKuP+vUChYeL/dAqIJjtFolCmYN6Mbo4MHB3QQJ5PJLYWatwMVVila\nqrWTigbo7VTcpPHOJpMJTqcTdrsdBoMBUql033ZtVWPfhurV0Ov1OHPmDJLJJHp6ehCJRODz+XZ8\nXfWUxlpBXRYSiQQikWjL96CBbC+++CLm5+cZfaqDDnaLTCbDVPhpQmo9kMlk6O3thdlsrsuIUTWf\n8qpbFWKpGPTxj38cn/jEJ9DV1dW2Gqe7RUMNJxHCuS13hGafMsRJ0+v1cDgc4PP58Pv9O57E3F7q\napXwRqFcLsPn80EikSCRSCCXyzWFkrRd++FmXvH9cPK3EtXTPrnz4at788nTohz5ZqpMWz0P7nMt\nFApIJpNwuVxYWlpCPp/fVfTCXSO1rnv6flyhlmrweDzodDqYzWb09PSgu7t7T/U1ud+JrpXasRuZ\nX22o4fT5fEyYlFRp9qoPmxbl6Ogovva1r+H111/HwsLCjiNhs9ksIpEIU5Kv9QGT7iOJ5273GcVi\nEVNTU/D7/ZidnWVCwJSUbxRosRSLxQ3q4FyJtvutL74dwB2fHI1GkUqlEAqFWHtusVhkClJmsxkK\nhQJarZb9W605+UKhgKWlJbhcLvyv//W/sLy8jHg8Xvf1ptNpLC8vw2az1RVp5fN5pn26WchNilNP\nP/00nnnmGRw/fhwajWbPD2jaA+FwGLlcDuFwGOVyGSdPnmzYZzTUcN69exc8Ho+NH6DFYTQaWadM\ns24ivS8ZJavVyoQK0un0lq8rFousfbJUKm1rXLinWTweRyAQQCaTqWnxZbNZJBIJuFwuKJVKGAwG\npjt5rwIXtKCz2Syi0Sj7TgQynKRKI5VKoVKpmMpUO6uetwvoXnPHeKRSKXZw0s9oNIp0Oo1QKMT+\nn2s4g8HgBsMplUoZl5hoQmSA6PNKpRKbqzQ7O4vl5WV4vV6Ew+FdFRsLhQIikQibG7XTSGruOqPD\nYDNFK5lMxvie/f390Gg0e3ZQU+SYy+Wwvr6OdDqNYDDIHKO2Npy/8Au/wIo1YrEYhw4dQldXF375\nl38Zvb29e+KBEql3ZWUFR44cwerqKmZmZrYMZ2i4Fy14kiDbCuTVnT9/HteuXcPi4iIr+GyHSqWC\nRCKB//k//yfsdjv+5E/+BIcOHYJSqbwnMnCpVMLq6ip++MMfYnFxEa+99hqbu0OfS4eBVCqFWq3G\n2NgYnnrqKTidThw+fHjDRu1gc1BoG4lEEIlE8Oqrr+L8+fNwu91YX19nmqDckSHcUJ07JoSrdk95\n8uHhYRgMBpw8eRJGoxFGoxFCoRDRaBTRaBQvvfQSvF4vZmZmkEgkEA6Hd60IFo/HcevWLZjNZkSj\nUajVaiiVyh2/eygUwtTUFAKBAICNEox8Ph/Dw8MYGRnB6dOnMTExsad8zWKxiLW1NSwvL+OP/uiP\n4PV6EQgENqThvvKVrzTs8xq6W4gUy50gmMlkcOfOHWQyGTidTlaVa1b3DCmr6/V6DA4OolQqYWFh\ngeWcqkEzuROJBILB4IaWS+6pSpuATuqlpSUsLi7WpQVaLpcRDAZRqVQwPT0NgUCA0dFRJtRQq8dH\nCzmdTsPj8WBpaQkzMzNYXl7G8vIyCxvpd6kfnzxNmUwGm82GTCazwVNQqVSMDE3P50H1QqnwkU6n\nWVNFMplEJBJBNBrFzMwMFhYW4PF4mG5BPdVt7jOhcD0SiUClUsFgMECv10MgECAWiyEej2N+fh6B\nQABra2vI5XL3pMFZKpWQSqUQDAYxOzsLi8UCp9O5ZRcS9axTlJVKpTaITovFYojFYlitVgwODsJo\nNDZ9ogE3AojFYkilUpiammKpDJ/PxzzNZgg98yoN5MVUJ7qp19VkMsFiseC//tf/ipGREXR3dzft\nNKKvE4lE4PF48Pzzz+OP/uiPWMhe/XVpWBrlZQ4fPozx8XFG3iVks1nk83n8+Mc/xrVr1/DGG29g\nbm6OTXWsB0KhEHa7HT09PfjDP/xDHDhwoC7Pk4oPt2/fxu/+7u8yrzqfzyObzW5LxqdDjVpIJRIJ\n7HY7nE4nnnzySfzMz/wMlEolVCoVe82DiEKhgEKhgGvXruH8+fO4fv06rly5wtSy6A95mLvdRtVF\nIzKiZHTIgGezWebRNmLLUhFncHAQZ8+exa/+6q9CpVKxnCQJ3JTLZcRiMYRCIbzxxhv4p3/6J6ys\nrMDlcrFrM5lMMBqN+Bf/4l/gE5/4BAwGAxO1btb6IechHo/jpZdewuLiIr7zne/A7/cjGo1u6ig1\nkgLYtPiMEub5fB4+nw+FQgF37txhc7i56i5A424wVz3JZDLBarWip6eH5TuqFznlRoLBIObn5zcM\nBhOJRMxIZTIZZLNZTE1NYX5+HsFgcNfq26VSCcFgEDweD5OTkygWizhw4ADrYNoq50iLJZVKMS9z\naWkJgUCgphEKlGagMRO0QWiQmtVqRVdXF9tAOp0OOp2OeRSbXdP9AjIS8XgcoVAI6XQa8Xgct2/f\nxszMDFwuF1ZXV1EoFO5ZNJsLeqZEKeLmppsJilhWV1exuLiIGzduQK1Ws9y7VCpl9yQSicDv92Nl\nZQXhcJhFKmTgTSYT+vr6mJI78TWbdd1UKV9dXUUgEMD09DSWlpbg9XoRjUb3ZJRI0zzOaggEAqZJ\n+ZWvfAWDg4N49tlnodFomlI0IoN3584dvPLKK7h8+TJ+9KMfMZksAn22QqGAQqFg84zII0ulUkin\n0ywcoOT4TqpIO4EWnslkgt1uxze+8Q0MDQ2ht7eXeePV94Tm60xNTeEb3/gGPB4P7t69e8/XQjk3\nKhxptVpotVp89KMfxcc+9jHY7XbYbDZmaO9H5PN5ZDIZvPXWW/j+97/PDqZcLsfGHdeSy95voMKh\nSqWCWq1mKmAOh4MdtOFwGOvr6wiHwyxvWCgUoFKpoFKp8OEPfxhPP/00hoeH0d/f39R1QpSsYDCI\nP/7jP8bc3BwuXbqERCKxY6F2X3ic1aDumVKphNnZWeRyOZhMJqa4TiFzoyq8ZJhoXvPq6iq0Wi2S\nyeSGcId+UihEeS0K1dPpNLLZ7IZpjY040ejUDIVC4PF4uH37NqvUqlQqptRERONsNotMJgO3243p\n6Wm43W4EAgHk8/l7vh4yyFQ1zWazSKVSmJ2dhc1mg9frZVoAer0eMpls33ug5Lkkk0mEQiHEYjH4\n/X7cunULi4uLWFtbg9/vb9isqXYFRVM0HoMYA8QPpXCYvHDyiPl8PpRKJcxmMywWC2OxNNNgUj1i\nbm4Oa2trWFhYgNvtRiwWa+hoj1qwZx4n93dI96+npwcOhwO/8Ru/ge7ubtZh0AgPlL5WLpdDOp3G\nK6+8gr/7u7/DysoKZmdnmUfK/frc9jP6fO7AqmZtIJL4UqlUOHHiBHp6evCFL3wBBoMBKpUKhUIB\nbreb8fd8Ph9WVlZ21fFUC+j7Uw5UqVRCoVDgs5/9LJ599lkMDAzAbrfv6/Y5StHcuHEDP/zhDzE1\nNYXz58+zA4pSGg8SyFMkp4P+jbv2aV1IpVIcP34cJ0+exKOPPoqHHnqIpbfo9xoJyrX6fD785m/+\nJqanp+HxeFg0UAv2pcdJoNwK5T4B4OrVq1hbW0NPTw8UCgUrHikUil1Xd7mqRDKZDHq9Hr29vUin\n08yLq76Rreohp9xaPp+H2+1GPp/H1atXmYRdsViE1+uFx+PB2toaotFoU8NGug/ZbJb9SSaTmJ2d\nhdFoRCQSgc1mQ09PD9Nx3C/EegozQ6EQFhcXMTU1hdnZ/197Zxob13md4Xf2fd+4DDncZrhKohbS\nqi3HDuzGDuwiiBPXsosYdlsDbVE0LYoEBoqmcFH4R4DWaIGiQdEYaFMXSWNkcZpUihI5liLJNmVJ\nFhdx3zkbOfvG2Tj9oZ7PlzQpzpAzw6FyH0CQLVFz79z73XPPd5b3TGJxcRFra2v3vYd5L8irA7DJ\nGG3nUJAKfUNDA/R6fUmF/KWeE+UXhoeHsbi4iMXFRfj9fvaCOwiq7nFu/XmRSASFQgG5XI6GhgY0\nNzfjD//wD9HY2Iiuri5WuL2fIvFCoYDFxUWMjIzg/Pnz+M53vsOyo7UGZVcpSUUvDopjUodTtR9u\n8jSkUikbZPcnf/IneOqpp1iJ02EgHo/D5/Ph4sWL+OY3v4lYLMZCSOVM+tyvCAQCFg89e/Ysnn/+\neTQ0NMBms7G/Lye5XA5zc3Nwu934xje+gfHx8T07Dofa4+RCcT6Kq5HXcuPGDaysrCAWi7GSCYo5\n7uXGCAQCyOVymEwmFoep1SQHPbxUfUAjdmlLflDeUKFQYCU4QqEQmUwGt2/fhlarRXt7O2w2G3Q6\n3a7ajtWGrlcqlUIgEIDf78fY2BiGh4dZpUUtvkBrFbqeQqGQJZUqpbuQTCaRTCZx+/ZtzM3Nsax5\nLSTpaqJdhDJlPp8Pq6urmJqagkqlQltbG3p6evDqq6+ybPdeb5BGo0FzczPMZjMkEsmeJ2JWC/Iq\nq1FaUSrRaBSxWAz/+q//iv/4j//A888/jwcffBCnT59GS0tLzRhNolAowOv14pe//CVu3ryJ733v\ne2z7d9AP4GGEaoHVavUmIeRyQh1xbrcb//AP/4DR0VHE4/GaiTvXhOEkKMZCZQVerxdKpRJDQ0No\namrCwMBAyT3v3JiMVCrdtiuIpzS4MdBMJsPqXyUSCUKhEFpaWthL7qCuMxnEaDTKurw+/vhjzMzM\nsDlRvNHcG3RfaRpmOXdv3Oz5yMgIpqen4ff7a8poAjVmOAl6KBcXFxEIBBAIBHD8+HG4XC7o9fo9\ndR1RrzZt93nDuX+oQPqXv/wlLl26hGvXrqGlpQV/9Ed/hAceeGDTtNCDOr+5uTl861vfwuzsLK5c\nuYJMJsPHMvcJhZCo9rfcYS9SNPr2t7+NDz74AJFIpKaMJlBmwymXywGA1TruN0NJHRVkPCORCCQS\nyZ5iKtxSC95olhfq06YqievXryOTyaCnpwcWi6WqMWWupzk9PY3R0VHMzMzA4/GwzjGe/bFdCV+5\n2NjYwPLyMlZWVpjCVC3es7IaTqPRCOCu4lA2m2VF5fuBypZWVlYwPz+PXC7Huo1KgSsey1N+CoUC\nZmdnMT8/D6/XC4vFgr/+679m00Cred03NjawsLCwydPcTTOVp3i4sfdyG85sNovLly9jZGQEbre7\nai2opVJWw/nUU0+xbXYul0MoFEIikcDY2BjT/tuLB0rFytThsFfIeFJHTi2xVTWfFuZhetgpPhWJ\nRFAoFDA0NIR8Po/jx4/DZrOVPR629dgAWP/19PQ0Zmdn4fF47kujya1vrnYSkY5Hylvl+kzg7nr3\neDxYXFzck9EUCARMZ7a5uRlyuXxTPXi5KKvh/Md//EcAd798NpvFzMwM3G43/u7v/g6Tk5N7nvJI\nnxeJREqScePClcBSKpVVb9G6F1x1HOq8oIe9FkovSiUQCCAUCuHb3/42fvzjH+Nv//ZvcebMmYq2\n5HGPfeHCBYyMjOD999+/L7fntE7I26OQVrXqe6mMsNzXldb72NgYhoaG9qRuLxKJYDQa0djYiBde\neAFWqxUtLS1l15st66dR0qZQKEAikcBqtUIkEuG3f/u30dHRgatXryIYDJY8zpQMi0aj2fPcEDKc\nKpUKdXV1yGQyTJD1oCB5OZrQSVqlAJhE3NLSEuLxOBYXF/ct5lFNNjY2EIvFAADvv/8+kskkBgcH\nYbPZNk0GLZfHQvXAXq8XH3/8Mebm5u4bT5PqkOVyOdrb26FSqWAwGCASiZDP55FMJjE9Pc00Niu9\nRra2YJb7s3O5XMkaDDKZDC0tLdDr9Thy5AhsNhu6u7uh0+lgsVjKvsMsq+HkCnQIhULY7XY0NDTA\n6XTC7/fja1/7GkZHRzE3N1fSlpvc7/r6epjN5j17LQKBACaTCb29vchkMpidnd3T55QDoVAIhUKB\nwcFBtLW14bnnnoPNZmM1cVSwff78eczNzeEHP/hBTWYX7wWJ8L755pswm8147bXXMDg4yEbFlpN0\nOo2lpSWMjIzgRz/6EaLRKBNzPuyIRCIYDAbYbDZ85StfQVNTE1wuFyQSCRKJBLxeL/7zP/8TS0tL\niEajValP3ZogKtdncgVnShGF1mg0eOKJJ+B0OvHss89Cp9Ntapgpt4GviOHkQttjrVaLRx99FHa7\nHefOncPa2hprdbsXIpEISqWStXntdWIe/RuTyYS+vj54vV4m1lptRCIRGhsbYbFYMDAwgJaWFlgs\nFmg0GrZVp1KeI0eOwGKxYH19HW63G9euXUMqlTo0RoH0QwUCAS5dugSfz4cTJ07AbDbDZrMxpfBS\nFzhXATyVSsHj8eDdd9/F+Pj4nsSlaw0q9enq6oLBYIDT6YTZbEZPT88mhXgaRzMwMACTyYQ7d+4g\nn89XtMGjkhUqXHGZe80KIxQKBY4cOYKGhgacPHmSTdUsl1jQTlSljlMsFsNoNOKVV16Bz+fD2toa\nxsfHMTY2tmusUSwWw2AwwGQywWq1Qq/X7+tiOBwOqNVqrKys4J133gFQ/QSMRCLBsWPH0NHRgS9/\n+ctoamr6VD8+jbmw2WxIp9M4c+bMpoLgcimBV4NYLIZ4PI4333wTGo0GL7/8Mnp6evDQQw/BYrFs\nkhMslWw2C7/fj5GREfzLv/wLE5g+LNdmO8h4GI1GfOlLX4LL5cKZM2eg1+s/VYdcKBRgtVphMpkw\nOjqKn//852x0SqWuAVfEuNyfS3OY1Gr1rjFOoVAInU6H5557Dk6nE5/5zGeqEkcHqmA4uTeY4pSP\nPPIIHA4HhEIh1tbWmLL2VvdfJBLBZDLh0UcfRW9v76bY2F6RSCTQaDSor69HZ2cnVldXWf1hNSAB\njyNHjqC7uxsajYYZze0U3ykRoNPpYLfb8dhjj2Fubg6XL19GOp0+NAaCet0FAgFu3rwJv98Pn88H\nvV4Pq9UKpVKJ+vp6KBQKaDQaiMXiT3kNXLV08sCDwSDT0AyHw0wE5bBB672xsRE6nQ59fX2wWq3o\n7+9HXV0dVCoVSyByrwf9O6VSCZVKBZ1Ox15UlboOUqkUarWaxePLBeUy2tvbWZhnu7ADedonT55E\nU1MTuru70djYWJHY+U5UtXNIKBRCr9fjpZdeYomZqakphMNh1gbH/VnS7Hz55ZfR2NgIpVK5b8Mp\nl8shk8ngdDrx8MMP48aNG/D7/VV72EQiEVQqFR5//HH09/dDo9HsepPFYjHrCX7llVdw69Yt3Lhx\n41AliwCw2NW5c+eYEC5ttaxWKx555BFYrVaWKKOXCmVEqSwtHA4jEAjg4sWLmJ+fx//8z/9U3FhU\nGorjHz9+HO3t7XjppZeKngwrEomgVquh0+lgtVqRSqWYCHMlkMvlMBgMm0ZLlwOB4O6csoGBARgM\nBkxOTiIUCm1qj6WfMRqNePHFF9HZ2Yn+/v49J433StUMJ/ctSTf6gQcegMPhgF6vRzAYxPz8PDKZ\nDAQCAZRKJZxOJ1pbW5nmX7liFgKBAHa7HWfOnEEmk8HS0hJisRjLAlcKEnFWq9VsuuG94kRb/1wi\nkcBiscBqtcJsNqNQuDt187AZC6oBpAaJxcVFNpFQo9HAbDZDJpOx+CcZDqoTpcmTExMTCAQCbJzJ\nYbsOwN2XokwmwwMPPICGhgacPn0a9fX1MJlMu+oycJ8polJTHbno9Xq0t7fDaDSWzXByNSXsdjvE\nYjEeeOABmM1mrKysIJ1Os6qa7u5u1NfXo6urC3V1dXtWTdsPB9KrTlmwp59+GplMBp/97Gfh9/vx\ns5/9DLFYDAKBABaLBU899RSMRiMaGhrKXoflcrnQ3t6ObDaLqakpLCwsVMVw0iA0pVJZ8ghVqVSK\nxsZGBINB2O12ADh0mXaCK5Q8Pj4OABgaGtqUJNpNkf+gpfbKgUwmg16vx9mzZ3HixAk4nU6o1eo9\nGQIq5an0erDZbCyEUG5EIhG6urrgcDgQjUaxsLCAX//614hEInA4HLBarXjhhRfQ0NCwadhjtan6\nUbfGZyj5IxaL8eCDD7IyJZpnUo7t+XbHp9hQd3c3nnnmGVy7do11vVTKgFI93n5aEGlLZ7PZkEwm\n2ZTK+wXuLKidMu1b50UdRqja5MEHH0RLSwtcLhdsNtsmHYZijWc+n0c0GkU4HEYoFEI0Gq2Y1ykQ\nCGA0GuFyuWAymSpyDLo2HR0dbNTw+vo6jEbjJim7SijOF8uBqyNRAshkMsHhcGz6u0peFPJiTpw4\ngWPHjkGj0cDr9WJubq6ihpMyhns1nJRcampqQiqVuq977+8HA7kTlOD4/Oc/j4GBAfT29rKZ5qVC\n7c1ra2vw+/0IBoMVnUVVV1eH/v5+qNXqsh8D+CS/cfToURQKBTz88MMsUUrncdAcmOHczovY7oJU\n6iJxYyoA0NfXh+eeew6XL1+GUChEMBjcU8vXvSDBZioXyWazJSs9UY0end/9aFR+E1AqlWxcttls\nLsnTpFBFPp9HLBbD6uoqfvrTn2J6epppQlQCqnjQ6/VQKpWs5ricbI3bbg3dbP25g+LAPc6Dhrbs\nJ0+eRH9/P6RSKdbW1jA5OVl2wwl80kpJxrOUxUdxvXQ6jdXV1Yp5FjyVRSAQQK1Ww2AwsPG6pZb2\n0Et4bW0NU1NT+K//+i+43e6KxrypXdloNO65EWUvHLSR3I6aMZwHdXG2xjyPHj0KAPjFL37Bstbl\n2rpTF00oFMLY2Bjy+TxcLhfUavUm5aCtb13yLhKJBCYmJjA+Po6FhQWsrq7yhvOQks1mkUqlEIvF\nEI1Gtx1KyN1N0DC5QCCAaDSK27dvIxQKYW5uDj6fD16vt2QNiFIQCARwuVx44okn0NfXV3Fd21o0\nllxqxnAeNDQUjWKe6XQaHo+HbYfKQaFQQDweh0gkwvDwMFKpFKxWK8RiMZRK5Y6LkbyLcDiM69ev\nY2JiAnNzcxV9UHgqB7eIn5I6NNlgp/tPsopLS0tYWVnBW2+9hZWVFUxOTpY0W3wv0Lrs6urC888/\nv6/ZX/cLvOHkQAtEJBLh1KlTkMvlOH/+PD744AMEg8F9G1AygIlEAtevX8fc3BxWVlZY3EgikbBs\nIWXLk8kkGyUQiUQwOjqK1dXV+1Iu7TeJ9fV1RCIR/OIXv8DMzAxOnjwJs9kMo9EIiUTCSrWoTM7n\n8yGZTMLn8yEajWJiYgLRaLRkFaG9QNJsTqeTFb4Dte8VVhLecG5hq+cZjUbh9XqRzWbL0plC8mfX\nr1+HRCLB0NAQZDIZLBYL68gQi8UQi8XI5XJYXV1FIpFgwq7kZfJJocMNxbkvXrwIrVaLcDiMpqYm\ntLW1QaFQsLKi9957Dz6fD+Pj40gkEkin01V/YdpsNpw6dQodHR28t/n/8IZzByje+OCDD8JoNDI5\n/7m5uX3FFsngUbvkxsYGRCIRUqkUxGLxJrWgjY0NpoQUj8eZeCxvNO8PKHSTzWbxwQcfYGxsDHq9\nHmKxmM17X1paQiKRQCKRqLqotUKhgE6nw9GjR/HUU0+htbWVN5r/D284t4HbrULZdhKdiMfjCAaD\nAEpXVaJFx22Lo4L/cDhcvi/AcygoFApIJpNIJpMIhUIHfTqfQqFQwGq1oru7G4899hhrfeWNJ284\nd4VinsePH4fVasWRI0fg8Xhw584deDweeL1eJprLLQPhtgVSVpx+5zk80AtULBazeVVisXiTUhPF\nGe+XmLNcLodOp8Pg4CC+8IUvoLu7+0C7dGoRQYHf9+0KtyyIkkTnzp3D6OgoRkdH4fV62WRP+jn6\nReMbMpkMKym5Xx6w+x3Sh6QWQKlUCoVCAblczgxlIpFg956r4nOY0ev1aGhowDPPPINXX30VEonk\nQIQ0ahnecBYB9xKtr68jm81iYWGBzXtPJBLMMJKHmc1mkcvlsLa2hng8juHhYQQCASwtLbG4JX/p\nawMykNQGqVarUV9fz0QlSCdUoVAwI0KGMxqNIhaLYWhoCOPj41hbW6tI40SlEQqFMJlMaG1tRXd3\nNx599FG4XC4MDAywlwdvOD+B36oXAXfB0AN05MiRTdtx+kXGk7Kmi4uLCAQCyOVyWFhYQDAYZAo2\nfKLn4NjayicSiSCVSqHRaGCxWNDZ2YnBwUE4nU709PRs0hgQiUTsflP2u1AoIBqNsqL2w3Rf6TsZ\nDAamzH/27FkWnuAN5qfhDec+4c5fEYlEEIlETO2eMubksQSDQVy9ehUejwdXrlxBKBRCKpXit+57\nhB5ouu4ymQwSiQRqtXpTTSxtM+k+CYVCVsFAEyO1Wi3MZjO0Wi0Tnamvr4dOp2MlYtyxFXS/dTod\nFAoFPve5z8HpdOJ73/serl69ykqHahE6d7Vajbq6OrS0tODMmTOwWq1ob29HfX39pk42nk/DG859\nsJ0oA1etu1AoQKlUolAowGazMTWj+fl5TExMMK+0WvOwt2OnFr9ahdtdRVtIqnvVaDSQy+VsiiY1\nFVCJF/0SiURsppPBYIDdbofZbGbzqKgkiAbm0XG3Q6lUQqFQoL+/Hy6XCzdu3MDIyAgymUzNGU6u\nwacRMk1NTThx4gSee+45JjpSqqzdbyK84awCJPcvFApx4sQJdHR0wGw2w+v14ty5c/B6vazAvZre\nJz1IXCWavRhP8uQoBqhWqzfNf6GYLiVRKEG2kxDxVsMok8nYeGidTofe3l5otVrU19czpXjyOMko\n0tabqyDP/XwyuDKZDCqViin/UBKo1F5sOtbg4CCAu1oHo6OjFbufdG2586q2etV0LWQyGUwmE/R6\nPZxOJ/R6PZqbm6FWq2GxWNhUgVKVun6T4Q1nBeEuQooXORwO5PN5WK1W+P1+zM/PQywWY3V1lUnG\nVcPz286rIGm/Uo6/NbGiUChgNpuhUqnYQx2JRLC+vg6hUIh0Os26XygLvZPhpGumUqmgUqngcDhg\ns9nw6KOPwmKxoKurCwqFgh1ruzHD3IqI7X7Rz3Iz6HuRL6NzbWtrw8bGBj7++GPWhbbf+7nVy+ae\nK11j7u9cL1ytVkOtVqOpqQkNDQ146KGHYLPZ0NfXB7lczjQSSvmuPLzhrDq0uPV6PeRyOV588UUE\ng0HcuXMHXq8X//u//8uy9ZUqb+E+cDRbnupLSzWapAiu1WpZJpYmNdJDTBUHW0uyuL9zjRjF18gY\nSaVSSCQSaLVaKBQK5mnSMWhLfS89V+4L4V6jN3bShS32ejQ1NUGlUqGlpQUTExMIhUJFzQff+jn0\nvUjCraenB3q9ng2yI0Utbvx26/elCak0lVKpVMJmszHvms+U7x3ecFYR7qKmesCBgQFkMhnY7XYs\nLi7i9u3b2NjYYAPIym08udtU7haPW6xf6ucpFAro9XocOXJk0wA+boKBa7Rom061j9zSLAprUByO\ne67093thO4NIba3beZ/038UYUq53SyIYFosFer0eiUSi6JHFXE9SJpNBKpXCZDLBYDDg2LFjqKur\nw4kTJ6DT6ZgYyNawwlbV/K2eKW8sywNvOA8YKq5ubm6G2WzG17/+dQSDQdy8eRMejwcXLlxANBpF\nMpncd7xMIpFAJpNBrVbDaDSyTqZ4PI5wOFxycT4ZHDJuer0eNpsNKpVqUwYa+PSsKW4FwtbtLHc7\nWmqscTfIUK+vryMcDiOZTCIcDrPjUXadMu6lGmzK1g8MDEAsFuP8+fO4c+fOp16C3IoAoVAIg8EA\ntVqNgYEBWK1WuFwuaLVaGAwGyOVy5ikaDAZmMMko3outZVc85aGshnO7typ/s3aGG1szGAzQ6/Ww\nWq2IxWJQq9WYmZnBzZs3mXe2nwmGtG1TqVTMwJEREQgESCQSezLM3HtOiRbyFOk7bv3OxG7zwsvB\n1tG5pGtJIyei0Sj8fj+Au9fIYrFAJBJBq9VCKpWyLXOxW3i6zk1NTchms7h58yYWFhZYe+ZWT5AK\n6smz7O/vR0tLCwYGBtg2nZsA4rnLbh78dn9fzvKqihhO/gbvHaqvo1Gxra2t8Pl8ePfdd+H1ejE0\nNMS6l4rZ/gmFQpY97ejowEMPPcRGLqfTaSSTSQwPD+PatWvweDxYXl4GUHyss1AoIBAIYH19HcvL\ny1hZWYHD4YBMJtvXdSgnhUIBsVgMbrcb09PTuHjxIsLhMDweD9LpNFKpFIBPhulptVp0d3fj1KlT\ncDqd6O7uLnqLSz/jcDig0+kQiUTQ2dmJ6elpBAIBZjDtdjt0Oh06Ojqg1+thsVigVCrR2NgIlUrF\ntuJ8AfrucLv18vk8E3amGmmKoXd1dZXtmGU1nBQE37o92Fo6sZ3l5xfHJ9dLKpWirq4OFosFDQ0N\n8Hq9WFtbg1qtxtTUFGKxGPMQd4qB0nWmxIDNZkN7ezsGBwdhNBpRX1/P9D2z2Szm5+eRTCbhdrtL\njnUmk0nkcjkEg0EEAgHYbLZ9JVnKAZ1/Pp9HOp1GNBqF2+3G5OQkLl26hFAoxBT+c7kcO1epVAqZ\nTMa8fo1GA6fTWVRBOPf7UmF8Z2cnGwft9XpZvLGrqwtmsxnHjx9nAsZUTlUuz2ine1jLz9pO58wN\n6dCa5wro0Cwu0rslKUZupUo5DWdZe9V/93d/d1OAW6lUQiqVwm63Q6vV4ujRozAYDGhsbIRcLt8U\n2K7lm3lQ0KJIp9Nwu92IRqOYnZ2F1+vFr371K6yurrL42fr6Ovt3EomEeS+UrDl16hRMJhPsdjuk\nUinkcjkzGj6fD4uLi/jZz36G7373u4jH44jH40WfJ93zvr4+NDc344//+I9x+vRpqFSqkoeQlQvy\nPKanp/H222/D6/VifHwc4XAYS0tLLM65XXxVKBTCaDSirq4OTz/9NM6ePcuGqhUDNwFGWfVwOIz1\n9XVmGDUaDasMoI6ncsd0D6vh5L70SJM2k8nA7XYjFotheHgYoVAICwsLSCaTSCQSLOy0XbUGhaCu\nXr1atvMsq8d54cIFAJ+0wKnVaigUCjidTphMJub5KBQK1nFBiQVu9pT3SO9CpTkikQgdHR3IZrNo\namrC8vIyvF4v1Go1/H4/Wzzk5UmlUmi1Wtjtdhw7dgxtbW04ffr0puJuLlKpFAaDAXfu3IHRaGRZ\n/WIhAz83N4e1tTUsLy8jHA5/qvuGvlMl2Jq1T6fTzEi+//778Hg8mJiY2LVKgQxeIBBAJBLB0aNH\nEQgEoFarSwpFkRE0Go0wGAyor69HoVDYNrtd7muyNa7LPW+qLa3EcffCdue6tXwtHo+zUFAgEMCt\nW7fg8/kwNjbGht1R/H9rVUGlKKvHSaNu6a1JBpQ8T4PBwLK6NKBMoVCgvb0dZrMZZ86cgcFgQF1d\n3aekrGrhJh8U3MVAnpLX60UikcDq6ipSqRRCoRBbeHK5nNVW2u12KJVKGI3GHV9K9HaemprC8PAw\n3nnnHbz99tsla0ySoTx69Cjsdjteeukl9Pf3w2QyVXxODXkqkUgE4+PjmJqawttvvw2/34/p6Wmk\n02n2cikGWsOPPfYYnn76aQwMDOD06dNFfYetx+Dev+3WcyUMJxkeEphJp9OQyWQwm82suqIWnimu\nd+52uxEOh3HhwgUsLi7C7XYjmUyymGUymUQmk0EoFEImk2FTEciz3EvCaK+U1ePcadIeeS+UeKDt\nEEl4BYNBNDQ0oLm5Gevr66zFTqlUslY6ohbiZvTf3G3A1s4O7p/tF+7nUX2fRqNh29F0Oo1AIMAW\nIBlO2pLvFg6hF1xjYyNkMhlu374NlUrFPrtYaBHfuXMHS0tLePjhh5lgxMbGBstS3+tcir1mWz0V\nuhahUAjz8/MYHx/H5cuX2cNWKvT5NImylOtwr0qCSkLnTB53MpnE6uoqS4DR88QdCMh9kVbz2eLe\nv1wuh0wmg7W1NXi9Xty6dQuTk5NskittwWtJS6GsHmcpF568H9rSy2QyWK1WyGQyNvXx+PHjaGpq\nwuc//3nWT3zQhpOMUzgcRiKRwNraGpLJJPsOdXV1rCSnUuU2OxWT059RmUupD0Y2m0U2m8XVq1fx\n3nvv4dKlS7h06VLJ50clPK2trTCZTOjp6YHNZsPjjz+O5uZmmEymTXPEt6v3LOYa0PcOBAKYn5/H\nW2+9BZ/Ph5mZGUSjUSwtLe25gYDO6Qtf+AJ+7/d+D11dXejp6SnpHKsNvcyDwSCuXLmChYUFnDt3\njk1KpV2fy+XCM888A4vFgpaWlh1Lx6pxrvl8Hh999BGWl5fxgx/8AFNTU1hZWWGNAxTnLNcxy8WB\nFcDTRcvn82yGj8fjYZlgmqaXSCRw6tQp5PN55rEA1bnJWz3MjY0Ntgj9fj+i0Sg8Hg9isRjLoorF\nYmSzWRb0r0Tii2tkaNGXIwlD4ZHGxkYcO3YMs7OzUCgUrIa0WOi+Tk5OQiwWI5lMor6+Hu3t7cz7\nJEEQbn/4doXvW7tiuC8Lmk3u9XoxPz+PDz/8EH6/H263e98jSii+rFKpYDabN/V01zKUTJmdncXU\n1BRu3LjBhLZJESmRSODkyZMoFApoaGhgIZZqQzbA4/Fgenoaw8PDmJiY2NSCW6vUXOcQPRCBQADv\nvfcebt26hdHRUfT09OCrX/0q61euNoFAAOFwGD/84Q/x4YcfMmV3KoGgWTSNjY0wmUz4gz/4A/T0\n9DDFncMEeYUkg3fr1i2MjIyU/DnkEU5NTWFhYQGzs7NQKpVQKpVML5MeZm4MnGThKNygVCoBAJlM\nBqlUCgsLC4hEIpiYmEAikUAwGEQ8Hsfi4uKnZj/tFYq1d3V1obe3l51DLZPL5RCJRDA7O4vvf//7\n8Hg8CIVCzGvL5XLIZrO4ceMGXn/9dRw/fhwvv/wy6urq4HQ6q/5ioHK48+fP4/Lly1haWjoURhOo\nQcMJfGI8qbODYlTBYJBJZRGVvtnk3QSDQbjdboyOjmJoaAihUIglG2h7LBQK4ff7YTKZsLS0BKvV\nCrlcvilpdhgg49bc3IzOzk7m0aXTaRYSKJZCocBi3MFgEALBJ73oZED1ej0zmAqFAjabDUqlEhaL\nhXUjCQQCrK+vI5lMYmpqCsFgELdv30YikUAkEilbDIzuo06ng91uh9VqhU6nOxSivlQNEQqFsLi4\niLW1tU3xXcpYh0IhxGIxKBQKLCwsQCQSob29HUB1WzMpYed2u9n6OgxGE6hRw8klk8nA5/NhdHQU\n3/nOd9Dd3Y1nn312k/GsJNFoFNFoFG+99RbOnz+PpaUlNv6CG3shA7u6uopIJIJ/+7d/w4ULF/DV\nr34VfX19VWkvLDf9/f1obW1Fc3MzOjo6cO3aNdy+fXtfi5sqA8j7EQjuys4JBALMz8+z+CxXuZ2u\nHV3jVCqFXC63qQmgXFBX1ec+9zm88MILsFqth6Z7J5FI4KOPPsLo6Cji8fiOSbFCoYBcLoeJiQm8\n8cYb+OxnP4vOzk72wqwGGxsbmJ2dxcLCAlZXV6uuRbtfymo4LRYLgE8KV9fX11mR9V4ftkKhwDo/\npqenoVarWcC/0jWBANhWcG5uDqOjo2xrvhOZTAa5XA6zs7Os8DmdTjNx3cMAXVetVgutVov29nYE\ng0EsLy/D7Xazurr93FNuRUKpXmy5oWoFlUqFuro6OBwOdHR0oLu7+56SdbVGNpvF6uoqK0G61/2h\nncDMzAycTifi8TjbBVSLcDgMn89XFgEbLtxyyGKEUPZCWQ3nP//zP7OsXiwWw8WLF+HxeDA7O7tn\nEQkiEongypUrLEFDGo2VpFAoYHR0FB9++CGmp6eLfitubGywkcF37txhbXtarbai51spjh49ivb2\ndhw/fhzz8/P47//+b/zqV79iL4nDDI38HRwcxBe/+EXY7XY4nU4YDIZDp4ieSqUwNjaG6enpou5L\nPp9HMplkGgitra04efJkVb7zxsYGRkZGcO3aNQQCgbJ9Lr0EFQoFmpubWcin3MazrIaTJj9S18Xi\n4iJkMhnS6TQikQhCodCeg/e5XA6hUAiRSITF2iptOIG7NahUclTKeWcyGSSTSfh8PqysrKC5ubmm\nOjaKgc5To9FArVYjl8tBrVbjo48+wvT0NEKhEKuzOywGlDrUpFIpVCoVmz3U1taG3t5eNDQ0oLW1\n9UBKdPYKrStKDhU7ZZOy2iSxl0gkKn2qm0rpwuEw/H5/WWYz0aQAqVQKnU7HxKTVajULt5STshrO\nlpYWFAoFNDU1IZ/P48iRI6xcxOfz4Y033sDs7CzbSpQCJYxisRgLJLe2tlZNmqzUbWmhUMD6+jp+\n9KMf4caNG2hqaoLRaDwUSYadsFqtMBgM+PM//3N85StfwU9/+lMMDQ1hZGQEKysrNVekzIW2bjqd\nDk1NTejr68Pv/M7vwGAwwGazsemWXEm8w0Y2m4Xf72fNEKX8u1gsVrTgcjkoFArw+XxsN7ofxGIx\nTCYTnn/+eTQ1NeH06dNM8Z47IaCclNVwchM2hUIBWq0W+XweBoMBJpMJ7e3trEuAOjpKuVHUEeH3\n+6FQKKpyk6kgfy8lRRsbG/D5fADuxkqz2eyh2/4R1AMvkUhgt9tRV1e3yesUCAQIh8MscXOQgX6q\nBaXREtSQIJPJYDAY4HA44HQ60dvby7RJKyGaXE0oZpxKpUqOP1NCrhIGZifIsSh1J8eFzttms6Gu\nrg4ulwstLS3o6emBSqWq6PepeFadBt2r1Wq89tpr8Hg8+Kd/+ifMzs5idHSUaSEWi9/vx09+8hP0\n9/ejr6+vooW7AoEAvb29MBgMmJiYwK1bt0ryqihskc/nsbS0hPr6ejQ0NBxIHWo5oYfsySefxGc+\n8xn4/X6EQiG89dZb+PDDD7G8vIxoNFp148mV0tNoNHA4HGhtbcWTTz4Jk8mE5uZmFv9SKBRsZtFh\nSdrtRjabRSgUQjQaLaknn0Zz1NfXV/gM70KVEKlUivWblwopTDU2NuJv/uZv0NraCofDwZT7K71r\nqJjV4Vp6UvihQVZOpxOFQgErKysQCoVIJpNF32iSWLPb7Zu20OV8s3A7VShGQqIZ1IVRLLlcDuvr\n6/B4PFhaWmLF3eU+52rB7Voi1Xq1Wo1EIgGXy4VQKASpVMri0TQ7vhyzk7h6ANyyJerYkslkbHSF\nRqNBS0sL2tra0NnZCZPJBIfDUbGt20HD7aYqdidH3VE0koM7KqTS50rdZXtZFzTAr7m5GS0tLXC5\nXHA4HNBqtVV7CVa1jpOm9v3pn/7pJs/z+vXrRU8CjMfjGB4ehslkYiUXlbzZBoMBGo0Gp06dQjgc\nxvXr1zE3N1f0vy8UCkilUvj3f/93XLx4Ea+//jp6e3sPbRxtOyie9Pu///s4e/Ysq2V9++23MTo6\niqmpKZYYLNUL5bZd0guYjudwOGA2m3Hq1CmYzWYmGkzqW6T5qlarN9WF3m9QYfv6+npJw+EodGGz\n2dDc3Fy1nRB1DFFVRqlhBZ1Oh8bGRrz++utwOp1oamqCTCar6jNVNcNJC1YsFrO5LtTmNTU1BQBF\n3fB8Pr9JAKDShpNqwerr6+FyubCwsACv18u8qGLI5/Ms1rm2toZwOAytVluVqoBKw62XM5vNKBQK\n0Gg0iMfj6OzsRC6Xg1AoRCgUYvJgNLiMYqF0zynOSPqslKih30mrQKPRsM4ms9kMl8sFk8mEjo4O\nNmd9uxnp9yv5fB6RSITpUhb7cqJrWFdXB7lcXrV+dVJuKnb8C0FroKWlhe0mKPxSbUfkQDqHaDjZ\nK6+8gqWlJcTjcczNzWF4eHjX0gQKgFMQXCaTVbyLSCAQ4JFHHmHCCPl8HvPz80XXn1GsM5PJ4N13\n34Xf78fjjz8Os9lc0fM+CAQCAXQ6HTQaDV588cVNicBAIIBEIoGZmRlEIhF4PB6m7l0oFJhuq9Vq\nZQr2CoUCZrOZ9ayT50jbNWrBpf/fSXP0fiYej+PKlSsYGxtjc3Z2QyAQoKurC1/72tfgcDiqVk1Q\nKBRY2CoWixX97wSCu2Oo6+rq8I1vfAPd3d3M0zyIl2PVDSd9SZFIBKPRiFwuxzzPmZkZ5onsBFdO\nLJFIVNRwbo11KhQKtLS0oKuri42XKHb7SZ7WwsIC5HI5BgcHodFoDnX5Cxfu4qWEC40gJnVunU6H\nRCIBgUCAaDQKjUbDYqBcw2mxWKBQKFBfXw+FQsHKhEhHcjs5ut9EKMa/vr6O+fl5JpKxG/Sy0ev1\nLNxRTe88HA7D6/VuGveyG2KxGM3NzXA4HHA4HEw79qCenQPtVaft3Z/92Z9henoac3NzTJzgXttg\nEjOYmppi84wqHRSmLeSXv/xlPPHEE/j7v/97/PznP2ezgIohlUrhnXfegdVqZc0CNH/pfoZkyywW\nC8xmMxoaGjYNmuMm+GjrT9d7O5k5nk/I5XJYXV3Fd7/7XSwtLRWVK1Cr1Whvb0dXVxc6Ojqquv42\nNjZw+/ZtXLlyhY1l3g2RSAS9Xo+vf/3rOHr0KAvJHORaODDDyY150tTFzs5OiMViRCKRXeOHVM+p\nUqkqP1+E43lqtVoolUp0dHRgZWUFqVSKtZMWI90fi8UgEokwOTkJiUQCg8GwaVDX/cbW6goA90Vs\ntxbIZrPwer1wu92sW6+Y3Y9arYbL5YLdbmeVCJWG+2xEo1Em7LEb3MF5drsdDQ0NB+ppsvM60KP/\nP2KxGPX19Xj11VfxF3/xFzAYDLtemGAwiEuXLmF4eLiq9YIUoH7hhRfwzW9+E7/1W78FjUZT9OLb\n2NhAJBLBG2+8gddeew2zs7NFx6V4eLhEIhF8//vfxw9/+EMEg8GiWheFQiE6Ojrwl3/5l/jSl75U\ndQFjmi00MTFRVIxTKpXisccewxe/+EV0dHTAYrEciOjyVg7ccNL2SyKRsBGs1Gt6Lw+MRiaUUuxb\nrnMF7ioHWa1WVieo0WiK/hzS9/R6vZidncX8/DyL89VqyyJP7UAJShJ1JgHn3RAKhWxYIumMVjsE\nQqVTVBVzL8guNDU1oa2tjSUHa2FnduCGk6BkAqlut7W13fPNkkgkMDU1heXl5QMxNlQ4/Oyzz+Kv\n/uqv2DyaYqCA/urqKt58801861vfwtraWgXPlud+gtbP2toaLl68iF//+tdFbXulUinMZjPMZjPr\n5qsm3GQWzUK/FyTcQZNGDQZDlc50dw7e5+UgFAohl8tht9uRTqcxMTGx45uUO6i+Uh1EO8HtYDGZ\nTNjY2IBKpYJIJCqpJTOXy8Hr9UKpVDLt0vul/Y+ncuTzeYTDYTaFoNiCd6pY0Ov1rFa2mnB1WIvp\nGKL2WJVKxZ6vWqGmDCcA6HQ6PPnkkxgdHcW1a9d2fJPmcjnE4/GqKrpsh81mg0ajgcFggFwuZwaw\nGLLZLCYnJ5FKpZhABm1HeHh2Ip1OY2RkBBMTEyWJZOh0OgwODqK7u/tA1hjXaO7mYJBTQmNUak0c\np2a26txSFCqgvtcbkeI8By1lRgXZpMRTylucxkhkMplDpWnJc7CQxxkOh0tSFhKLxSx/AFR3vhCw\nWZ5xt2dWIBBALpfXVFyTS80YTkIkEsFkMu2qXckdL0z/fxBQnSH3JpcCvYETiUTZRwjw3J9ks1ks\nLS0VXfBOyGQy1NXVwWg0HpghIuO5WyKUOtCMRmNNlq/V3Fb9sBY67+d8i1lIPDxc9rLb4uoKHASl\nru+tzQ+1hKDAP608PDw8JVFzW3UeHh6eWoc3nDw8PDwlwhtOHh4enhLhDScPDw9PifCGk4eHh6dE\neMPJw8PDUyK84eTh4eEpEd5w8vDw8JQIbzh5eHh4SoQ3nDw8PDwlwhtOHh4enhLhDScPDw9PifCG\nk4eHh6dEeMPJw8PDUyK84eTh4eEpEd5w8vDw8JQIbzh5eHh4SoQ3nDw8PDwl8n+rfBIHlDBaiQAA\nAABJRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 43:\n",
            " beta = 2.111e+01\n",
            " objective = 7.839e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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QiUSYXmojg7wduVyOnp4e5PN5jIyMwO/3M5nGXC7HXieTyWAwGNDR0YEDBw7AZrPVdAoB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\nOHl4eHjKhDecPDw8PGXCG04eHh6eMvl/MsyHGXhIGSkAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 44:\n",
            " beta = 2.270e+01\n",
            " objective = 7.734e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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9vb2qzSSFQoElCKsBWrfUBk2VK9V4/yr6i36/n/29Wq6dRCKBzWaD0WisuoAxj8fDAw88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ZfLweVyYWpqCl/5ylcwMzOzoaaPeDyOsbExaDSasmKj3IJ4iURyk3YmVY48+eSTePbZZ2GxWLYk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\nUyS84eTh4eEpkv8H5KbzEtiKdMYAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 45:\n",
            " beta = 2.441e+01\n",
            " objective = 7.649e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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DZbfb4ff7cfbsWSwsLOD8+fNwuVxwOByIx+NsO1vMSEUoFEIsFqOtrQ2HDh1C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\njkajbK4Kd5pkKcGNOLnVdO715V5nbsslbeMr2Bi45EBD17hR/kpVde7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yfrWiCCX/d+7c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\nwhpOFhYWliL5f8IRS7B19vW/AAAAAElFTkSuQmCC\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 46:\n",
            " beta = 2.625e+01\n",
            " objective = 7.741e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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Qp69Q0Gq1qKurw0033YRHH32UyfeRAZidncXk5CTeeustvP766/B4PKx3+HoF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ODnR1\ndZUl4X0ltrXhzGQycLvdOHnyJBOWLXXeZzOgXFy5CJZky9GJRCJ0dHSgtrYWNpsNFouFjeBY6XES\nsg3ZymOu9b+z++BJbd3n80EikcDj8UAkEsFkMjGPMNsY07kSiQSCwSCWlpYwOTmJN954A263m6UX\n1gOlCKiV88CBA7jrrruuOFcpkUwm4XA4WDqqXDAzM4PZ2VnU1NTAZDItkxoUCAQYGhrCzMwM+vr6\nMD09jXA4zGY0cblcKBQK6HQ6GI1GGI3GshjGthG2reGkF2t+fh6XLl2C1+vdlkaTUM6dTvQCvOc9\n70FPTw9eeeUV9PX1YWxsDAsLCznlDld6ptlGL5sITx4ncHleezwex7lz52A0GpFIJFgBgcj4yWQS\nfr8fPp8PQ0NDsNvt6OvrY+MZsrUzVwMVqnbs2IE777wTra2t2LVrF4xG45Y2JeQKSumU21qhYXGh\nUAhPPvkkjh07xuhfxBpxu93LircikQgSiQS33347duzYgYaGhlVpSuWIbWs46YXxeDxYWloqKZ3n\nWgZ17/D5fDQ3N6Ourg52ux1+v58VgFZOh8wF2VXVlTlTKpiFQiFwuVwsLi4ikUigqqqKKdRT3pTo\nRna7HRcvXoTVasWpU6eYdN56GxL9NpLbu/HGG9HY2Iju7u5lnnA5gTzzcrsu4HJDB9Ub1gNdPxHh\nW1tbsWPHDtYwsR2wbQ3n0tISy21m8wC3I6gYQQIa5Qoq1tx8883o7OzEjh07MDo6ijfeeAOjo6Ob\nVn6nF4k8FCoo0fkikQj8fj9mZ2fhcDjgcDgAvNO2OjMzA7fbjaGhIeZ9ktL4auuCRDrUajX27duH\n97///airq0NXVxekUmlZGiXgsvBFd3c3BAIBnn322VJfzqZBbZddXV1oaGjAzp070dHRURbTK3PF\ntjOc9CLQrHKLxbKtQ3Tquc8WzihHZHs6NTU1qKqqQjweh0wmw/T0NGw2GzgcTl4CHitFQuheUAGI\nKEmU+yQuJoV6gUAAgUAAMzMz8Hq9WFpaQiQSWZbrzk4D0Dlofo3BYEB7eztuu+02KBQKqFSqsr3/\nwOW1YjQa4fV6t41nthqIOWEymdDU1ASj0ciq8dsF285wEiKRCCwWCxwOx7b1Nvl8PhobG9HU1MRk\n3rYDyNhR0aihoQFLS0t4+eWXMTw8jKmpKbjd7it6kbO/S6EaTeIUCATQarWQSCSoqqqCTCZDTU0N\nZDIZTCbTst53ojwRrzQajUIqlcLr9SIUCrFQP5vyQiF5Y2Mjbr75Zlb9NRqN0Ov1Zd2lQhAIBGhu\nbkYqldoWBZS1IJPJoFQqcccdd+CWW25hCv7bCeW/WtZAKpViEmXb2XAajUaYzeZtkxTPzv2p1WrW\nSRMKhbC4uIhoNMq4nhS6rySuUwguEolYTzqJIFO+US6Xo66uDjKZDDqdjs0rJ5oTKS3x+XzodDoA\nYJ+jzhqi7FA3EulH7t69G01NTThw4ABLD5Szp0ng8XhQKpXbKhe4GmgkRkNDA1pbW/MSbikXbFvD\nSdSRSCSyoTxZPliZeC/W+AepVAqTyYTPfOYz6O7uXrPjYjtAIpFAKBTive99L2677TZ4vV5EIhF4\nvV5Eo1GmOwq889sFAgHkcjmTpyMRDT6fv+z/Z8+pIWORPfMomUxi3759iMVi8Hg8iMfjrN0zlUqB\nz+cvk8FTKBRMz7OcUyNrgXrnZTIZmyi6XRwH2ujuuece3HDDDejq6ipbvc2NsO0MJy10mjsjk8kK\nsvipU4WEamkxkpgCvaRXCzIAWq0WZrMZO3bsQFdX17Z7gQnZ+or19fXL+qk9Hg+rspL3RxJkQqGQ\nGU6xWLxsHg15gOtVj7PpS5RTpXZPmgSQyWSWGWJ6Scu1Kr0R6Lr5fD4UCgUUCgXTcy0kiLua3RFW\nCONMm2BDQwN6e3uh1Wq3RYpkNWzPqwZgNBrxwAMP4PTp0zh58uRVL57e3l7s2bMHO3fuRE9PD/vv\nExMTmJ+fx0svvYS+vr6rWkRcLpeRfP+//+//Q2dn55ZORdwqUPir0+mQTqdhMBiW3TPKU9LnVjNm\nG92T7H+nl1wgECCTyUAul19RECKDfC1Ao9HgYx/7GEZHR/HYY49tSP/JFdT6qFQqYTKZkEgkWMTg\ndruvmmtcU1MDo9GInp4exmDYrti2hlMikaC+vh4zMzNX9UJkV/i6urqwd+9e7N27l72YarUaWq0W\nY2NjmJubg9/v35R4LJfLZWrmdXV12Lt3Lzo7O7et97MWsn8PhdYSiaTo57yeIBQK0dHRwST6rhaU\nFhGJRJDL5dBoNKipqUE8HmcRA5fLRTgc3rQWBInH1NbWQqfTQaVSXfV1lxLb1nBKpVK0tbVhenoa\nEomEFQzyhU6ng9lsxq233ooPfvCDTAaN0NnZicbGRnR0dMDhcOBb3/oWXnjhhbxmhnO5XJjNZhiN\nRvzFX/wFenp60NjYeN298BUUBiKRiKV3CqEL2tnZiaNHj6Kurg47duxgVDBqZQ2HwwgEAnjqqafw\ngx/8APF4PC8BZeLlPvTQQ7jvvvvQ2Nh41ddcamxbw8nn8yGTyaBQKKBWq5HJZOD1evM+jlwuR3V1\nNaqrq9l86GyDplAoIJfLIZfL0dDQgObmZhgMhrzEhylEr6+vR3d3N7q7u684TwUV5Arq71YoFDmN\n2l0LVDCrqqpCb28vGhsbsXfv3ismh8ZiMYTDYYyNjcFsNsPj8cDlcuV8HqIfkQNC3NztjG1rOIHL\noWBjYyM+/OEPY2BgAE8++WTeuc6dO3fikUceYcZsLRAp+yMf+QhuvfVWfPvb38Zrr7224fGpivzp\nT38aBw4cuCZ22wpKD8oNU2FuM9FWa2srfuu3fgudnZ249dZb11SBooaBe++9F+3t7fjpT3+Kxx9/\nPKecJ5fLxYMPPohbbrkFBw4c2LZV9JXYtoaTdiwaxuXxeDY1a4i4fWq1es1dMLvCW1dXB6VSCb1e\nzziDG8mVCQQCNDY2or29HUKhcNvvthWUFtlcWjKgmzmGUqlEd3c3mpqaoNPp1jwOncNkMkEqleLt\nt9+GSCTacHwHCVE3NDSgp6cHWq12W/NPs7FtDSfBYDDgjjvuQDKZhEQiYRJtuUIsFkOtVucsUksj\ncBsbG9Hc3Ayr1Qq/37/m50kAl2hO18JuW0F5IJuZkE+4TiOea2trceTIkZyFgynqqq+vR09PD6xW\nK6xW65rX1tvbi7a2Ntx4443YuXNn2Y763Qy2/VtMrXo6nQ46nQ4KhSKv7+dDsSAOnUgkgk6nQ3V1\n9YYV42yvoGI0KygErpYWJBAIoNFooFarodFochYOJh6mUqmE2Wxe812jd8RsNqO1tRUGg4Fxdq8V\nbPs3mXbdlpYWfPzjH8d73vOevMIBn8+HmZmZvLhwHA4Hd955Jz75yU+itbV13c+SMO926e6oYPuA\nRiznK+lnNpvxvve9DzfeeOOmQuf29nYcPXoU3d3dq2qWUrHpve99Lz75yU+iq6sr73OUO7Z9qJ6d\n62xtbYXNZstrdnYwGMTi4iLMZnNe59RqtYjH4xuSeEnNh4QnylEct4LtB5oYkD04L1dIJBI2a34z\nPGISXlEqlczw0vRSUnBqaWlBXV0dzGbzNbnet73hJBgMBtx2220IBAKMg5ZLi+TAwADC4TC4XC72\n7t2b8/mUSiXS6fSGudFEIoFYLAav1wu32w2NRrOtlW0qKD2SySRsNhtsNtumxsUoFAr09vairq5u\nU0ZNJpPBbDZDo9FALpczXqder4dGo8EjjzyCBx54AEaj8ZpNTxXUcC4tLTFSLuU5aEcq9q5DKjtq\ntRp6vR4+ny+n8Js8ThKGyHUHXjkPfD0kk0nMz88zsj7legp9T7L7t1fO+8lewNeiB1AKZD976s8P\nhUJMEX+1JgnKdZMwCknq5aLQRLnNWCyG6elpzMzM5EVEX+va8wXRoGh4Hv1/o9HIZAZra2tLwiCh\ntZ9KpZigNQmdF5IKWFDD+dhjj4HP56Onpwd6vR5dXV3L3PlignKdjY2N+K3f+i0MDAzg+eef33CB\n+P1+hMNhuFwuJBIJJjaxHjKZDOx2OywWC4LB4IbXFolE8I//+I+oqanBt771LezcuTOv35YrSPAi\nkUgwcn72iIJKgarwoBd1aWkJbrcbx44dw+DgIObm5uByuZg4THZKSSwW44YbbkBtbS1uv/121NTU\nMCGSjc4Vi8VgsVjwla98BZOTk3C73Xlfs9/vx8DAANLpNHp7e/P+Pg3Gk0gkMJlMLES///77cccd\nd6ChoaFkUnHpdBqRSAR2ux2//vWvYbfbMTExgWQyiSeffLJg5ymo4RwbG2NDtEgjUa1Ws+pzMek4\nK3OdDocjp1wneQUulwvT09PQ6/Xs2lc++Gy1GLvdjunp6ZwMZzqdhs1mQyqVgsVigcFgYDzQqwFd\nTzQahd1uZ2N1VzOcRDwmhXWpVAqpVAqlUlm283XKCXSvY7EYYrEY/H4/gsEgUqkUUqkUM5yjo6MY\nHx+HxWKB2+1eZjg5HA5kMhnEYjE0Gg3C4TDMZjO8Xi9kMtkyaT2FQrFsrrzf70c8HofH48HMzAzm\n5uZgs9k2pdgVjUaxsLAAo9G4TLQmF48XuPzOxONxJkItl8shlUpRW1uL2tpaKJXKLdug6ZqSySRc\nLhcikQhcLheWlpYwOjoKh8OBqampgiibZYOTKWC5l/hgNE9ZIpFAq9XiL//yL9l8kWILPkSjUfj9\nfvziF7/A5z//eZZA3whdXV3o7u7GBz/4QRw9enTVkJ3yprFYDH/1V3+Fp556CktLSzkZT5pzc//9\n96OtrQ0f//jHUV9fv+nfSdeTyWQwMDCAb37zm1hcXMTExMQVIWL2iAoaurZ//37s378f99577zJJ\ntwpWBxmY0dFRTExM4Pnnn8frr7+OWCzGwvJUKoVoNMqM5WqpHArJKZ1FhpJ0Nnfs2AGj0Yg777wT\nBoMBIpEIkUgEL774IhYWFnD69Gl4vV7Y7fZNGwORSASNRoO7774b//Iv/8K8w42eP92DiYkJDA8P\nY2hoCAMDA+jq6kJ7ezt6e3vR3t6+TDu12KD763A48Nhjj2FqagrHjx9HMBhkGxvxugs5i76gHudK\nA8Lj8RAIBDA0NMSqbiqVChqNpmicLtLppD+hUAihUGjD73k8HkxPT2N8fBzDw8PQaDQszcDj8Vje\nyuFwwOPxYHZ2Fna7HdFoNKfrImK+xWIBl8uF1Wplnke+9yJ77tLs7CyGhoYwOTmJpaUlWCyWNb3s\nbIk10jKtrq5m5HyNRgO9Xp9TuuJaBxkJr9fLQu5YLIbJyUlMTU1hYmICs7Ozeeu00rOh7/h8PgDv\nSLpJpVL4/X7U1NTAbrczwzk+Po7FxUXMzc1tWqGIkEgk4PV6YbPZMDw8DIPBgJqamit61AnZXh1F\nM4FAAABYF111dTWUSuWWrRu6png8jpmZGVitVoyNjWF2dhYWi2VTCmb5oKAe52o7FpfLZUWbhx9+\nGK2trXj44YdhMBgKddploJ/z2muv4Z/+6Z8wMzODS5cubfg9MpC1tbWorq7Gfffdh1tvvRVqtRoy\nmQyTk5NYWFjAr3/9a5w9exZOpxPBYDDvBSwSiaBUKvF7v/d7aG9vx/ve97681d/J0zx37hw+97nP\nwWazwWq1sgLFRsgWbJZIJEwZ/aGHHsJHPvIRNp7hevZAqVL861//Gj/+8Y+xtLQEm83G2gwjkQhi\nsVhB+bmUVuFyuUzcmQbV0RC8Qk105XA40Gg0aGtrw+23344vfelLEAqFq0YetIl4PB44nU4MDw/j\n0qVLzEvet28fdu7cCalUylgmxV47FP3Nz8/jM5/5DCYmJrC4uIhYLLbmPSrksyr69pBOp+H1etlu\nnUwmMTAwgKqqKjQ0NDCllELdaDqOSqVCR0cHYrEY+vv7N7xpFGq5XC4kk0mMjo5Cq9VCoVBAJpNh\ndnYWNpuN7W75ko4JsVgMwWAQU1NTyGQymJycRCQSQVVV1YbVdjofjcQdGRnB3NwcPB5Pzp4v8E4F\nOBwOw+v1QiwWQyaTYWxsDH19fVAqlVAqldBoNNBqtRCLxVv2QpQKxId0u91sdlIkEsHQ0NAVY4mL\nBRoHAiCv57nZc4XDYVgsFoyPj+PcuXOQSCQQi8UQiURssgKHw2GUOrfbDbvdjoWFBfh8PhgMBqjV\nasjl8i0bRUIF0Hg8jrGxMUxPT2N2dhaLi4sIBoNbNvG26B5n9r+JRCKIxWI0NTWhqakJf/u3f4v6\n+noIBIKC3/BgMAiXy4Wf/vSn+OIXv5gzdYhygSRQQDmp7BzWZpRoVp5DLBZDLpfj9ttvR0tLC/7o\nj/4I1dXV7N9XA13/wMAA/vzP/xwWiwUjIyMF6UwiL4foUgKBAPfddx/uv/9+tLe3sw6pa9VwxmIx\nRCIRPPnkk/jWt76FYDAIn8/HDOhmiObbAbTWabM0mUyor6/Hzp07mS6n2+2GzWaDx+OBw+Fgnuah\nQ4dw4403oqGhgXFCi70+0uk0gsEg5ufn8alPfQqjo6Nwu905vQPbyuMk0NTDRCKBxcVFcLlcnDlz\nBktLS9Dr9YzaQEb0ah8A5exUKhXkcjmi0WhOuzjtaOFwOGe9zXyRyWTYyzg3N4d0Oo2+vj7Y7Xa0\ntLRALBZfsXsTzWJ6ehqDg4OwWCyw2+05bwgbgQRrqRmAz+djcnISFy9ehN/vh8PhgMFgYL3NxS7y\nFRt0zzweDxYWFhAKheDz+TA4OAir1YpwOJxT0W+7g9YVTSelQpdQKGQbqM/ng9PpRCAQgM/ng1wu\nZ4VguVy+JXxNomJFo1EMDAxgenoa8/PzLELcamyZx5kNqrqRCPHtt9+O5uZmfPjDH4ZWqy0IbYny\ngE899RS+9rWvYWlpCXNzc1d1zGKAFicJHX/9619HY2PjskFW1JM8NjaGv/qrv8Lc3ByGh4dzZgxs\nFuR10zU+/PDDePe7340dO3agpaWlaOfdChD/8pVXXsE//dM/sTQMeZ5XK6SxHZEtSJO9cWffi0wm\nA71eD5PJhEceeQS/8zu/w9JZdIxiIJlMwmq1Yn5+Hv/jf/wPjIyMwO/35yUjuS09zmxQ2EPjXKem\nphCLxXD8+HGo1WpWsKitrWVzUPLlGpLXqtFo0NXVBS6XW5aGk4oNDocDPB4PZ8+exeLiItRq9bLi\nAFUPKd9WbKMJvMNZpBdqcnKSjWS22WxobGyEyWTaVsT6ZDKJaDQKt9uN6elpnD9/HhaLBS6Xa1Nk\n8msJFG2tNYaG1gH1yQNg1MNiGUzyiMPhMC5evIjp6WlYrVZ4vd6Sbmwl8ThXfodI8+TdKJVKNDU1\n4U/+5E9QW1uL3t7eTYfwRFR/8skn8Y1vfKNs81S0KCnJnt3KRlVVooKUKt9GVVcK1b/0pS/ht3/7\nt1lzw3aA1+uFxWLByy+/jP/zf/4PeylXtqlWsDaItvbJT34Sf/RHf8RU6IuBZDLJJs1+8YtfxMjI\nCEKh0Kae1bb3OLNB/EYaRcrlchGPxyEUCnHu3DksLCzA6/VCq9Wiq6sr575eglgshl6vh0KhYGNk\nyzEEo92e8mr0O+maiWJRymsnik4ikUAoFEJ/fz9MJhOamppgMBigUqnKbuQr3a9AIACLxQKHw4Gx\nsTEMDg7C4/FUJP82iUwms4wXXIzj05TNS5cuYXJyEna7nfFHS42SG86VSKfTCAQCGB8fxze/+U0I\nhULodDrs27cP/397Zxrc1nWe4Rf7vu8EQBIkIe4UtS+WFEVxYkttYnmbeCwndZU2cdr0RzuZpp1k\n3LqdTJeZejyOHafbxI0bJ2mspPU0cZ3YlhXZlmRJlkRK4k4B3ECAWAmCIPb+UM7xJU1KAIiN8n1m\nOByJwMXBXd7zne98yzPPPAOtVltQJWmZTEaPQcJ9quFMLpT17tyXEzLR/du//RteeuklHDt2DHfd\ndRf27NkDh8NR7eGtyujoKL73ve9hfHwc77//Pp0AWIqHrJLKJZzhcBherxfPPvssLl26VPYQrUKo\nOeEkEN9GMpkEh8PB5OQkzpw5g/r6evT29tKlwe0uGnEFkEIXwMYQzo3A0tISEokERkdHaSSA3+9H\nU1MTtFotgOqFLxErMhAI4OrVqzS7isT7sVZm8TAFs9QhSOS6pFIpXL58mWbElSvCpWhyJQRA2X5k\nMlmuo6Mjd/z48VwkEslls9lcNpu97ZjI615++eWc0+nM6fX6so7z4/jD5/NzIpEot23bttzRo0dz\np06dyvv6lItsNptLp9O5t956K9fd3Z2rq6vL8fn8HJfLrfr52ug/er0+19HRkfvOd75T8utMrpvf\n788dPnw4p1KpcjweryTjLiUltTiZ4TO5EvvjUqkUgsEgIpEIjTXLp5AAmQ2lUinMZjMymQz8fn/J\nxsXyYSbS3Nwccrkczp8/j3Q6jc7OTppOWinLk9x3gUAAH3zwAT744AOaHsuuNErDyiZxpSSbzcLj\n8dCA+2I3gpiU494rqXBKpVLq1CVhDaUSz2Qyibm5Ofj9fsTjcUgkkoKCsA0GA7Zt2wYul4vx8fGS\njIllOZOTk5ienobP54Ner8ff//3f4+677654qFI2m8W1a9fwJ3/yJwgEAgiHw+yOeQkhETDlqICU\nTqdx9uxZDA4OrqsCFIGIfKkpqXDed999dJc8k8nQIsF9fX2IRqPrFlFiyRYTjqNUKtHS0oKpqal1\njYFlbXK/jQwg1/rs2bPIZDLYsmULTCZTWVPycgyf5sWLF3Hp0iWEQiEavsVSOkiYXDkmxGw2ixs3\nbmBgYCCvqmYrEQgEMJlMUCgUaG5uLlucaUmF81//9V8BgFYuGRsbw9TUFL7xjW9gcHCwoCj/1WCK\nZqEibLVa8alPfQoej2ddY2C5PZFIBPPz8/jud78LrVaLZ555Bp/85CfLXgQi99takd/85jdpYeE7\nWTSZE1Elvycphl0ui/Pdd9/F22+/XVTKq0wmw969e7Fp0yZ8+ctfhlqtLst9V1LhJE3SgJv+Tr1e\nDw6Hg8OHD8PpdOL06dMIh8NFCyhJ1RQIBAVfNJFIROMMeTxeUeJbDvh8PsRiMdrb25flAJPA7JGR\nEcTj8YpWfikFuVyOWgynT5/GwsICdu3aBaPRWFJrJceI07x+/TquXLlC86pr4fqWEoFAAKvVCrlc\njsbGRpokkUwmMT09jfn5edy4caPsYVbMAsylglwrsmIttGSfRCJBT08PzGYz9uzZA7vdDqVSSVvG\n1LRwMuHxeKirq4PFYsFTTz0Fj8eDRx99FH19fUWJFrOCuUQiKSiWEwAtl0WKrZIK3dWEVIU3Go34\n/d//fTgcDjQ3N4PL5WJubg6Tk5P43ve+h5mZGYyPjxfdmKtaxGIxLC4u4vnnn4dGo8Gzzz6L/fv3\nQyaTlXyZNzs7ixdffJGGHG20c3U7OBwOpFIp9u7di6amJjzyyCPQ6XTg8XgIhUJ4/fXXMTw8jJde\negnz8/NlnTTIc3S7Dq+FQlaUqVSq4O6dGo0GX/7yl9HS0oKtW7dSwSwXJRfO1ZRdKBRCpVLhyJEj\naGpqwhtvvFHwMkosFsNut8NmsxXlsyCvt1gs2L17NyYnJ6u6ScTlciGXy/HpT38aDQ0NaGtrg9Fo\nhFqtphlDAoEA99xzDwKBAM1RP3PmDBKJxIaxPnO/rYoViUTw1ltvYXZ2Fp2dndDpdKirq4NUKi3K\n90l2z2OxGEZGRjA8PEyrpFd7QiwlpDbm3r17YTKZsH37dphMJuh0OshkMrryam9vpz3NuVxuWXO5\nRSIR1Gp1yYUT+PA5JffE7b6DSCRCR0cHGhoa4HA4YLFYyrZxxaQiAfCkeRupITk8PIxoNFpQNWul\nUondu3eju7u76PqdHA4HbW1t+MIXvoDXX3+9qsIpEAig1+vx9a9/Hd3d3bSZGkGr1aKhoQG9vb1I\nJBLweDzo6+vD4OAg5ubmNoxwAqAl/Z577jnIZDI8/vjj6OjowD333EN9ZcVcTxJ29POf/xzDw8M4\nc+ZM2VsmVBIyudpsNnzzm99Ea2sr5HL5R86XRCLBwYMHYbFY8Itf/AJCoRDRaLRs4VdyuRwWiwVy\nubykxyXfiRgO+dzjCoUCR48exaZNm7B161YolcqSjmktyi6czNJUfD4farUan/vc59DW1oZf//rX\nCIfDt/TJkHYCer0eu3fvRlNTU1HOXvJ6jUaD1tZWDA4OQqfTUV9iJREKhejp6YHD4YBarV5WMHm1\nMROLvbGxEQ8++CBu3LiBN998E0tLSxvKj0cKQff399MwIVLfUygUUgvUYDBAKBTSyYScB9Ije25u\nDtFolLZLuHTpEm1rsdEh93tHRwe0Wi2cTicsFgtMJhNtp7FyCZrL5cDlciGVSmmzNNJtoRwQ4VQo\nFCU/NpfLhUqlgk6no11CV0MgEMDhcMBms1GLs5J93Cuacsnlcqnl6Xa7MTw8jEQi8ZGujExIC1K7\n3Y6HHnoIGo1mXWa4xWKB2WzG+Pg46uvrMTs7W3HhFIvF+MxnPoOOjg4YDIbbOtmJxa5Wq/HUU0/h\n/PnzNN96Iy1LSZWnt956CwBoVSyTyQSVSoWDBw+irq4OO3bsgFqthl6vh0AgAJ/Pp60eIpEIzp8/\nD5fLhR/96EcIhUKIRCIbygK/FUQAjxw5go6ODnz605+GTqe7rb+Ow+FAqVRiz549UCqVOHXqVNly\nu7VaLVpbW6HX60t+bC6XC5PJBLvdjlgstqZwisVi3HXXXWhtbcWBAwfK1sNsLSomnCstT41Gg4ce\neghutxtXr15FOBzG2NgYXb4LBAJoNBoYDAbs378fra2tJXP4cjgctLa24uGHH8a5c+fwzjvvVNTy\nJDdHXV1dXm4H5hJGLBbTczIxMYFLly5tuIwYYiWn02naMzyVSuHKlStwu92YmZmBVCqlvcaZFaLi\n8TjcbjcCgQBtbbGRrO7V4HA4tCngnj17UFdXh127dsFisUAqla7ZfZL5fgA0hrbcufhkVVDKSljk\nO/D5fOzZswcajQaxWAwTExO0UR2Px4NYLMb27dthsViwf/9+2Gw2SCSSitdEqEqRDy6XS/17gUAA\nL7/8MsbGxujDkMlkIJPJ0NLSgq6uLjz55JNQq9UlbSm8Y8cObNu2Dd///vfhcrkqWkiAz+ejsbGR\ntsnIF9KryGaz4eGHH0ZfXx+uXbu24YSTQALmQ6EQQqEQZmZmANw+RW6jC+VKuFwuzGYzrFYr/uzP\n/mxVn3c+pNNp+P1+hEKhslrgCoUCNputLJtDQqEQn/vc57B//35cvXoV0WiUtmcWiUTQarU4duwY\n2tra0NvbSyvPV5qKCyfT8iTLki1btsBut0Or1dJePCKRCGazmc66ZHm+3pmF+X4ul4uuri4cO3YM\nFy9exIULFxAMBhEKhdb1GbeD7AbHYrGCltpk7GKxGE1NTQgGg3dk//M7TRjXgsPhwGq1QqPR4J57\n7qG7woUW7WZmbPX39+PGjRtlm0xJtbFyBcADN/2Xcrkcv/M7v4Pu7m5Eo1FkMhn6/11dXcv6k1WD\nqj91MpkMBw4cAADcf//9AD58cMqd48zhcLB7927s2rULP/3pT5FMJnH9+vWyCyepORoOh2Gz2Qp+\nv1QqRUdHB0KhEC14fKf4+D5O8Hg8OJ1O2m+rra2tKDEimXqhUAhnzpzBzMxMWeJYSSw16X5ZLtES\nCARQqVR4/PHHaUA8cd+RMVSbqgnnypOe+21F6ZV/L9fFYVq+JEzp/vvvh9FohEQiwczMDHw+X1k+\nO5lM4r333kMgEEB9fX3ZG12x1B7EX9fb24uenh5oNJrb+jIJxLAgNWv9fj8NgI9EImXdTVer1VAq\nlRV7LgHQzUFmhEW1n5WqW5yrUY2T0tPTg56eHqhUKnA4HJw5c6Zswkl2lkdHR/HZz34WZrO56ADw\nat9ALMVBUm137dqFffv20fTkQiCFdMbHx/Hss89iZmYGkUikbK4OhUKB+vp6qNXqshx/NcpV3Wi9\n1IxwVksAmJ+by+XgdDoBfBg64/P5Sr50z2aziEQimJmZwauvvoqBgQEcPHhwWWfL1WDmZV+5cgXX\nr18vKImApXZgZj5Fo1GoVKqPNLxbLX97bGwMoVAIAwMDWFhYQDgchs/ng9/vL3trCafTiaNHj6Kr\nqwtAeZ/ZWjcIakY4awGyZG9ra0M4HMbc3Bz1HZWSXC6HSCSCeDyOV155BQ6HA11dXbSh3O1umvn5\neZw7dw4DAwOscG5QSF52LBZDJBKB2WxecwVBQrFIDOuNGzfwX//1XwgEAohGoxXzb7e3t+PRRx+t\nuYZ81YAVzhWQ/NjNmzdDJBJBIBAgFovR2qKlJJPJYGZmBvF4HM899xx0Oh10Oh0UCgU2b94MuVwO\njUYD4ObyPhwO49KlS5iensbbb79dkkKvLNWBZFH96le/wvDwMHp7e6HT6WiCBynYPT09jXg8Tn9G\nRkYQDocRCoUqFsNK8uWVSiVkMllJwwI3KqxwrkFPTw+6u7vhdrsxNDREe5qXkkwmg9nZWczOzmJo\naAhCoRANDQ2oq6tDNpuFxWJBY2MjOBwOwuEwJiYm8MMf/hAejweDg4N3RIrhxxWysfPmm29CIpHA\n5XLBbDbT1MGhoSFalDkcDiMej1ctS0wsFkOj0dCyjLW+jK4ErHDeAg6HgwMHDkCn0+F///d/8f77\n7yMcDpclUJ6ElMzNzSEej+PEiROQy+VQqVQAgEQigUgkgpGRESwsLGyoVEuWtSGhNgMDA5icnMTQ\n0BB4PB6CwSDi8TgikUhVq2FxOBz09vbigQcewJYtW6oyhlqEFc5VYIZE7Ny5E9u3b4fP54Pb7UYi\nkSircAaDQQSDQUxMTJT8M1hqD9LobmxsrNpDWRUOh4OOjg4cP36cXaIzYIXzNpCA20OHDsFms6G/\nvx9utxsXLlyA2+2umUryLOWBZPAIhUIIhUIolUpapZ+4UKLRKJaWlu644smdnZ34xCc+gQMHDlSk\nxuVGghXOW8D05ezcuRM7duzAe++9h6GhIXi9XkxPT9dEJXmW8kEmTrFYDJlMBpPJBJPJRMu7TU5O\nLqtcfidNok1NTXjooYdgt9urmt5Yi7DCWQAcDgdNTU3QaDRQq9V46KGHaFjR0NAQbXcxPz+PWCxG\nu33eSQ/TnQjJvxYIBLQyfUNDAzZt2kSrNBGLUyqVLqtaH41GEYvFMDk5Ca/Xi9OnT2NgYGDDXnMS\nknfw4EFs3boVTqez5AWL7wRY4cwD5kxL+ii1t7cjl8vB5/MhEongzTffxOjoKLLZLHg83jIrtJh2\nxizlY2VqL8m/lkgkMJvN6OzsxI4dO3Do0CGo1WpotdpVM1hIEDvZ3HG73XSDZyO6cMi5aGxsxNGj\nR2G322G1WllLcxVY4SwScjORplWf+MQnsGXLFhw8eBCLi4tYXFxEKpWiQcpvv/02PB4PfD5fwR38\nWAqD2dhPIBBAJpNBIpFAp9NBLpfDaDRCLpdDr9dDIpFAqVRCJBJBIpFApVJBr9fDaDTCaDTSTpK3\nqoXJ4XBQV1cHuVyOLVu2IBAIYHx8HHNzcxX+5sUhlUqh1WrR0dGBw4cPw+Fw0K6rLKvDCmcRMAsN\nyGQyyGQyGqgOfFjmK51OY3p6Gn6/Hx6PhxbtJX5RVjzXx2oFH4hokt7fYrEYWq0WarUaDQ0N0Ov1\naG5uhl6vh8PhgEqlogIpkUio7zIfK4v5GvIZTU1NcDqd8Pv9NS2cRPBJp1WDwYDe3l783u/9Hu0i\ny1qaa8MKZ5kgyz+DwQClUokvfelLCIVCdGn/xhtvwOPxYGxsjNYgvVNgVqwHludcFzNZkAdcIBBA\nIBBAq9VCLpejpaUFKpUKDQ0NEIvFUCqV4PF4tIcTac0hEokgEokgl8shFouhUCjob7JE5/F4665t\nyuFwsGPHDhiNRni9XoyPj5d9cryVuDHFkdyPxOLu6emBwWCgfly1Wk17PrG757eHFc4ywCxCS7ru\nGQwGZLNZLCwsIBgMwufzQSQSwev10lg+sju70SFWGylYQgST+P3yFZOVXQ+JVWg0GqHT6bB161aY\nTCZs2bIFSqUSBoMBAoEAYrGYisVKq7TcVpTD4YDJZILRaMyrvW0+MAXwdt9n5b/JOeDz+dRdUV9f\nj71798LhcOCuu+6CUChkLcwCYYWzgpBlkV6vxyOPPIJIJAKv14twOIz3338fs7OzOHv2bFlbuzIt\nEKZQl+IBJ7nMn/nMZ+B0OqHX6z+SoscUTqaQMgtckId9td88Hg9SqRQikQgGg4EuxZmCyawwVWkx\nIAKk1WphMploumShkO+q1+tpEzadTge73Q6xWLym75V5PglEOIl4yuVyWK1WyOXykvXx+rjBCmcF\nYS43t27duqzqDZfLxejoKK5fv05LiGWz2ZLGiBJRIcvYTCZDO4yWQjjJ5sr27duxd+9e2O12KJVK\najECyx9sEm1AxJuIABE+8jtfn+OtWPn9mOKyUmRuZ8XdCtK6WqFQQK1WY3FxMW/hJN+VubGl0+lg\nNBqxa9cu2O12dHd3Qy6X0yZuzPEyrXrmhMi87tWcVO4kWOGsMnw+H0qlEocOHcLOnTuxd+9ehMNh\nXLlyBR6PB7/+9a8RjUbXVdCD+LdMJhM2bdoEmUwGlUqFmZkZjIyMYH5+ft2l8zicm/1zHA4Hmpub\nUV9fD7lcToWE+TrCSvFabRlayoebbNqRbpnhcBgLCwsIBAJ0M0+lUsFgMEClUkGr1VIhK2QcXC4X\n+/btg0KhwCuvvILLly/fcnIivcQVCgUOHz4Mm80Gm80GqVRK/bL19fWQSqVQqVTUelxtTCv9yoSV\nS32W9cEKZxUhlgCPx0NLSwtyuRy6urowPz8PhUKB0dFRnD9/HplMhlbHKdQC5XK5NHCbbAaQnWSZ\nTEY7IpLK4euxPBUKBfR6PbRaLW0FUa0Hlfk9iAWWTCaRSqWwtLSE+fl5eL1eBINBTE1NIZ1OI5lM\nwmg0IpVKIZ1OQyKR0MB34PYWGvPvDocDAoEAp0+fhlAopMkQBKbvkcfjQa1WQ6fTYffu3bQmrFwu\nv2Vh648za92na60kAJS0sSErnDUGl8uFXC7H7t270dnZie7ublpebHp6Gm+88QbNSroVHA4HGo0G\njY2NaG9vx+HDh6HRaGA2m+lmwN69e3HvvffijTfewE9+8hPaebMYcrkcpqamkMlkEIlEijpGOYjH\n45ibm8Po6Chee+01RCIR+Hw+anWS30RcRSIRzQ5SKBQ4cOAA7r33Xmg0Guh0urw/12KxQKlU4r77\n7kNTUxOuXLmC2dlZKpZtbW0wGo3o7OyETqeDUqmERCJBU1MTlErlsn7qLGtDVhGZTAYLCwtIJBLw\n+XxYWlpCMBhEOp2mdUsfeeSRkn1uSYWTPHS32tlbuVxgZ9MPYRaUsFqtyOVyaGlpoW2Ah4eHcfHi\nRXA4HBrCtDIelFixAoGAxi52d3fjnnvugUQigUQioec8kUjA6XTC4/FAo9HQVg7FMj8/Dx6PR63j\naiwNmRtPyWQS0WgUPp8Po6OjOHnyJAKBAKanp2+bzUV8jFKpFJs3bwafz4dWqwWQ3z1LNl7a29sh\nEokQjUaXhQV1dXXBbrdj//79tAV2uVo9r7Zsr3VWrhiIQJLf5P+z2SzS6TRSqRQt+TgxMYFYLAaP\nx4NkMonFxUVks9mSCicnV8JAs6NHj9486G9vELLMqa+vh0ajwYEDB6DX62EymWis3Ua4iNWC3DCp\nVAp+vx8LCwtwuVyIRqM0N/rMmTOIxWIIh8MQi8UwGo30gdRoNLDZbNBqtWhoaKCbAwQiHi6XCwMD\nA/jv//5v/Md//EfRS3ahUAixWIxvfetbOHToEM3rryTkQRoZGcGLL76Iubk5uFwuhEIhuN1uJJPJ\nvCqnE9G32WxwOBz4/Oc/j8cee4xa67eCuVQMhUKIxWLw+/2IxWL0ntdqtTQ8iPQoL5eFuVGFk1iS\nwWAQ0WgU7733Hnw+HwYHB7GwsIClpaVlxgNxsZCJm/l3ABgeHi7Z+Eo6xb322msAPoy7IxkIbW1t\nMJvNaGxsRCaToRkdfD6fzsArH+pavriFxiEWC3l4RSIRtUCbm5uxsLCA0dFRTExMwOfzIRwO0+Wl\n3W5Ha2srPvnJT0KpVEKn0625i0r8q/X19dDr9bh+/TpkMhkSiURRJdKSySSy2Sy8Xi+mpqZgNptp\n19ByX0/mJBONRjE9PY133nkHXq8XLper4ImAHG9qagoejwc7d+5EPB6n8aS3YmVGkVarhc1m+8jf\ny3VOmMJNoiYymQx9xphRDuUcRyEwoy1IREkqlUIqlcLc3ByCwSD6+/sxMTGxrKB4tTLwSmpxruwL\nTS6SXC6HUCiE2WyGWCyGRCIBn8+HVCqFTqfDgw8+CLPZjNbWVhqLVwsXcy1WXuR0Ok1vRmbdwlJ/\nB3Kp0uk0DXOZm5tDKpVCMpmkvbrlcjlMJhNdbhLWGg95sM6fP4/f/OY3OHnyJH71q18VNUYOh4PG\nxkaYTCZ84xvfoLvLtxOb9UIE8/r163j66acxMzODoaEhJBKJouIomXA4HHzxi1/E8ePH0dDQgIaG\nhrzel49VWw7IEjYcDuPy5csIBoMYGxuDUqlEd3c39Ho9nE7nR8KZqkk2m6UdZV9++WUa7UFWCKlU\nCj6fj1bFLyZtuZQCW1KLc+VuFvEhJRIJAIDH46Gv5fF4kMvlMJvN2Lx5M1KpFIxGIw1uJiJUCzFn\nzBNOlgNkl3RxcXGZcEokEprGR3xWpRo7OY5AIIBKpYJKpaLdEVd7Xb6QsVutVuzYsQOjo6Pg8/lF\nVXXK5XJwuVzweDyYmJiA3++HQCBY1dIpBUT04/E4AoEAXC4XTp06RWsClIJcLkd34guxxKt1z5L7\nMhQKYXx8HF6vF319fbQRYDKZhMlkohth5P6pxniZdR38fj9mZ2dx/vx5XLlyBaFQiGpHrVG1XfVM\nJkPrGD7//PM0eFqtVmPnzp2or6/HZz/7Wcjl8prYXSSz+MmTJ3H16lX09fUtK2RMZm+9Xg+1Wo0n\nnngCXV1dVDQ2AkajEQqFAoODg/T7zczMFHwcEtj/wgsv4Oc//zmOHz+Onp4eOBwOmoJaKkiP+dHR\nUfzoRz/C7OwsotFoyYtLk4020gOqlvF4PHjppZfgdrtx9uxZxGIxLCws0PAolUoFh8OB7du344kn\nnlhmoFSabDaL/v5+TE9P48c//jEGBwepH7+WmxFWNRyJ5GgPDQ0BuGn5aDQaCIVCxGIx7NmzB5lM\nhmafVHpZwbTkyNJ4fHwcfX19OHv2LMbHx6lVRjbEDAYDdDodjhw5grq6OhpEDZRvRi/Vccmuu8Vi\nQUNDAxYXFzE7O1vUZlE2m8XQ0BBcLhf27dsHjUYDhUKBbDa7zL+db5YO8/OJlbm4uEhLuA0ODuLs\n2bNYWFgo/IvfAmIlkyIi5XY5rAdynWKxGPr6+uByuTA4OLjMSp6amoJUKsXs7CzEYjFCoRDkcjnk\ncnlFLU/mqtTj8WB0dBSXL1/GtWvXyv7ZpaCkPs5SnHA+nw+NRgOZTIaGhgZ0dHTgL/7iL+j/VdL6\nJFZmJpPBP//zP+OXv/wlJicn4ff7MT8/v+rurFAohEAgQE9PD2w2G/7yL/8SmzdvrhlfUj7Mzc3B\n6/XiBz/4AX7wgx8gGo0W3aCOy+XS1EuTyQSNRoMvfOELcDqdsFqtNFf6di4Z5uZPMBiE2+3G888/\nTzeiFhYWMDMzU3JLU6fTwWQy4Utf+hK++tWvfsRvXEsQ3/elS5fwh3/4h/B6vYhGox+5R4kbzGq1\nYvfu3di9eze+8pWvlNy1dCtyuRzdAf/zP/9znDx5EtPT0+sKh8vnM0tFzQXAkxa5gUCAFv2dnp5G\nLpdbFoNYKREiRYmHhoZw7tw5xGKxW/q5SHbKwMAAfD4fgsEgkslkVZdDhaLX66HX69HU1ASLxQIO\nh0N3OouxPN1uNzgcDiYmJqBWq7Fnzx6IxWLweDzIZDKaHbNWWiAztz2ZTMLn88HlcuHChQu0SEqp\nd1bJDrRGo4HdbodOp4NYLC7pZ5SabDaLWCyGaDSKUCiE+fn5NV+3tLQEn8+HixcvwmAwIJVK0Rjg\nSpFKpbC4uIipqSmMjY1tqMpgNSecBHJxBwYG8Kd/+qfYsmULvv3tb0OlUlXU6vy///s/nDx5Eu++\n+y7m5+fzuri5XA7RaBQAMDQ0BLVaDafTWXL/Xrm57777sGvXLrz00kt45ZVXaEfHYsjlcjT27tln\nn4VMJqPiSZbt5N/ECuXxeMhms4jH4/QhI5kg8Xgck5OTZWuQptfrYbfbceTIETz88MMwGo0l/4xS\nE4vFcOHCBfT39+e1ibW4uAi3240bN27gxo0b0Gq1MJvNFRjpzftheHgYk5OTtFbARqKkwmkwGACA\nxo6ROKtiT0o2m0U0GkV/fz/EYjGCwSB4PB5tz1oumA/izMwM+vv7MTc3V9D3yGQySCQSmJ2dxdTU\nFOrr68sx1LJAzq3ZbIbZbMa5c+dgt9upkBGrulDIveByuZZ9FhFOZpgaUzhjsRjS6TQWFhbWdT/d\nCuKjJt0srVYrGhsb4XQ60dnZuSFcLSRkJxAI5DXBk2iEaDRKox9MJlPFlup+vx+Tk5PrDhdbDWam\nYjkyskp6xH//93+n8VjhcBgnTpygPsFie04Ty9PtduP73/8+2tra8PDDD1dk2ZTNZjE7O4uBgYGi\nfC+JRAI/+clP8O6778Jut9OJZaNx//33Y//+/fjNb36DCxcu4OzZs7h+/XpJjk18XcBNNw2Hw8H8\n/Pyyh5fE65WzARqJ6rj77rvx2GOP0epIGo2m5gWTsLi4iKtXr2J0dLSgUKzp6Wm8+uqr2L59O5qb\nm8s4wg/JZDI4ffo03n77bUxNTZX02Hw+n1aUksvlsNlsJRfPkh6tp6eHik0wGMSlS5do7nU8Hkco\nFCpqaUWsjpGREchksmUPULmzL5LJZF5FNdY6hsfjQSqVornlG8FyIZBxkormXq8X8/Pz8Hg8CIfD\ntA3yesWMvL8SyzVmOjBpE0Eaumm1WjidTmzevJn2ktoo1woALbASjUYL8hcmEgnaVLCSBAIBTE1N\nlcTi5PF4UCqVNIZaKpWisbERSqUSDQ0NtS2cxD9iMBiQyWTQ3t6OpaUlhMNheL1ePPnkkxgdHS2q\ny2MoFMJbb72FZDKJRCJBM4zKBTk2WTIWE0xNQkPIxLHRNolWsn37dnR0dODIkSMIhUJ44YUX8Mtf\n/pL6IDcCIpEIKpUK3d3duO+++2A2m9HU1AQ+nw+hULisDudGI5VKwev1wu/3FyScxK9MyudVApLH\nPzs7u+4gdxIG+NWvfhX19fXo7Oyk6d6kB1Wpn7mSCieJcSO/VSoV9VOS7oKJRAIzMzM0VTFf0uk0\nQqEQzVEVi8UVWa6LxWKoVCqEw+GixJPk3IbDYQSDQVrUYaPB4XCgVCqhUCigVCqxtLQEp9MJh8OB\nSCSCxcVFGqJVC5AHRigU0iQKkpKqVqvR0tKCjo4OWCwWtLS0FFWwuNYgG2n5FDFhIhQKoVarIZPJ\nyji6mzCzC0mqcLG76cR/aTKZYLPZ0NbWhsbGRnR1dVFtKNf1LPuuOofDgVwuh0gkwtNPP42pqSlq\neZJGZflCCu5evHgR9fX16OrqKlspLjL2zZs344EHHsCpU6fQ399f1HGSySReffVVjIyM4NixYxtq\no2g1xGIxhEIh/uiP/gjHjh3D0NAQpqam8J//+Z94//33y+qLvB3kYVKr1Whvb0draysefPBBKBQK\nqFQqWthEIpFArVbTaup3AiRtMRgMFiRGNpsN999/P4xGY0UsbVLBiqRaFgNxAdpsNjz99NNobm5G\nXV0d7WhabioinCRPubGxETKZDE6nk6ZcLi4uFrRxFI/H4XK5IBAI0NnZWbYxAzdnRYPBgJaWFly5\ncgVcLreo2TGTyWBqaoou2auZG7xeiI+Wy+XCbDbDZDIhl8tBLpfD6XQiEAhQy7NY33A+YyB+StLy\nlvgqSXiTRqOB0+nEpk2b0NbWRnsA1ULtg1LDzMIppLIVOY9SqRRGo7Fi6aTMWg/FwOHc7N1VX1+P\n5uZmtLa2orGxkVZZqwQVnWo5HA50Oh3++q//GpOTk/irv/orjI+Pw+125/2ATU5O4rvf/S7279+P\nAwcOlD2LY9u2bWhvb8fQ0BCuXLlSlD8vnU7j/PnzcLvdOH78OFKp1Jo9YzYiDocDdrsdmzZtQjQa\nxS9+8Qtcu3YNp06dgtvtLllgM3nQSXEKkn30u7/7u9DpdGhoaIBAIFjWT10oFNJ+63fK+V4NUixj\ncXEx76W6QCCAQqGgDeEq5UIKh8MIBAJFu3WEQiHq6urwzDPPoK2tDVarFQKBoKLXt2LCySw1V1dX\nBx6Ph9bWVnA4HFrkNR9BSiaTmJ2dpbFq5bbeZDIZJBIJGhoa0NraCrfbjbm5uYLLWZFiwxMTEzAY\nDLDZbJBIJGUZcyUh9UKFQiEkEgkymQw2bdqEdDoNr9cLiURCs60ikQiSyeQty4ExLVqS065UKunm\nDRFEmUyG5uZmWK1WOJ1O2i+cWJ13skiuhMRMx2IxGkOdD2SVUFdXV7FiNMxNoWKEUyAQoLGxcVlT\nwGpc75LmqucDM/TE7/fD5XLh61//OlwuV94+Tx6Ph7vvvhs//vGPoVAoyubUZ54av9+PUCiEp556\nCidOnEAqlSrYkiI57I2Njfj2t7+N1tbWUg+5ajDP1cLCAg3jisfjuHz5MqampnDixAmMjY3Ryjcr\nfaFkg4YUZe7s7ITZbMa9994Lg8EAq9UKoVBILUpiXZKlOtOK/zgJZzQaxQcffICrV6/iySefRDAY\nzOt9hw4dwj/8wz/AaDTCZrNVZJmbyWTw4osv4ty5c3jzzTcxPj6e93u5XC6MRiNeeOEFdHd3w2q1\nUiu50te74l5xpuVpMpmQTqfR1tYGPp+PcDicV3FS4lReWlqi1eTLOdZcLgetVgulUolNmzahs7MT\nbrcbwWCwIMszk8lgZmaGxndqtVqo1eqaLRpRCMwbV6FQIJfLQaPRIJ1OIxqN0v47YrGYCufKqktM\n4SSvNxqNaGlpgV6vh8VioWL5cRLGtSDnLpFIYGxsDC6XKy/Dg/iFjUYjDRKv1PnM5XIIBAKYnJws\nqHAMj8eD1WpFfX09HA4HbDZbxZfnTCpucRKYlmcgEMDQ0BD+4A/+AJOTk3nFee7duxdPP/00zGYz\n7HZ7WWdL5lgCgQDC4TC+9a1v4X/+538KdnKTlNHHH38cra2teOCBBzZEHnShMM9ZIpGgm4FMS3M1\n4WQu1YlISiQSuhv+cbQo14Kcv4GBATz22GOYmJhAOBy+7UrIYrFg37592LVrF/74j/+YxjlW4pym\nUil87Wtfw89+9jNEo9G8YzjVajX+9m//Fj09Pejt7YVCoQBQvfuganEYTMvTYDAgFouho6MDIpEI\nw8PDt90ZXFpawvT0NHg83rJ+LuUcK7GiFAoF2tracOPGDYyNjSEQCOR9LJLD7nK5wOfzEYlEaGuJ\njRh0vRbMG5qsCGQy2Ufqaq58DyuM+ZNKpeDxeOB2u2macz7uI4VCgdbWVpqKWIn7jhm/mUgkaMGW\nfCDZQFarFXa7HSKRqOr3R008qRwOB3V1dfjHf/xH/M3f/E1enRFnZ2dx4sQJnD59umQtEvKBhMF8\n7Wtfww9/+EPs27evYOf00tISXn/9dZw4cQJ9fX20++LHDbI0vxOCz6uB3+/Hc889h3/5l3/JWzS5\nXC4cDge+8pWv4MiRI1XpTpBKpbC0tJTXSo1kBdlsNjQ0NMBut1c0w2ktqh75y+yjYzKZ4Pf7afrX\nrcSEVB4KhUIVC7ZmWp5qtRpSqRQtLS1ob2/H5OQkIpFIXsfJ5XKIx+MIh8MYHBwEh8OhPWCYn3Mn\ncid/t0pBCp4kEglMTExgamoqb98miWcl928lYdZVzXdjlc/no7m5GY2NjVAoFDWTrFAbo8DNmUWh\nUECj0cBisSCZTMLr9a45Ky0sLGBwcBB2u70qWSokLOaLX/wiDh06hL/7u7/DO++8U9AxIpEI/umf\n/omGOikUig3Tn4ilepDlbjgcxqVLl/JesahUKmzfvh3t7e1V2WAjsaaFPK9SqRRPPPEEtm3bVnaX\nXCHUjHAS/5ZYLIbD4aD1+tYSzkKzJEoJswCITqcDcPMCczicgm6KbDaL+fl5BINBWrGbxCyysKxF\nOp3GzMwMZmZmCsq8Iyskq9VaFdcIsTQLeUZIHzK9Xl9Tz0XtjOS3aLVaPProo7h27dpHGk0xIQUN\nkslk1fKigZsl11QqFc1OKXRGzWQyWFpaokv23t7emrpBWGqPaDSK1157DUNDQwXVibVYLPj85z8P\ni8VSlXssk8kUFP9M0rWZdQZqhZrYHGLC4/FofOOtdvvKXdg2X0jg9cpwmUIgIVm3srBZWAiZTAY+\nnw9zc3MFbYzy+XyoVKqKVEFajUK7pTJD02ot4qS2RoObDmyz2XzbSi2FOpnLCSk6IBQKi7rAyWQS\nAwMDuHbtWs2UZWOpXZLJJEZGRjA6OlpQ3QQ+nw+FQkHdSpWmUB8nUzRrbVOxJteEtTjDrAbzYq4n\ngJi0j6hkWBXLxoUIUDGrk2p2IFjP6rDWhLNqmUMsLCwsG5XaN+tYWFhYagxWOFlYWFgKhBVOFhYW\nlgJhhZOFhYWlQFjhZGFhYSkQVjhZWFhYCoQVThYWFpYCYYWThYWFpUBY4WRhYWEpEFY4WVhYWAqE\nFU4WFhaWAmGFk4WFhaVAWOFkYWFhKRBWOFlYWFgKhBVOFhYWlgJhhZOFhYWlQFjhZGFhYSkQVjhZ\nWFhYCuT/AdR7fXQVxSfnAAAAAElFTkSuQmCC\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 47:\n",
            " beta = 2.823e+01\n",
            " objective = 8.052e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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pmPHz17/+9VLeMwOUiHMZpOvnaD6P3W6H1+uFzWaDz+eDz+dDOBxm1WGSANH2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wGhUAg6nS7jm45yVENDQzAajXA6nVmNUKCbi2aQU1vo8PAwenp6oFQq2WKnVqshk8lYh9TVSqZE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\nfkh7vvMJecG6urrwp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SAQQCQSoUmjtrY2DA0N4ZVXXkFvby99wWdPYUwtQpdIJGhpaYHB\nYMCNN96I4uJi2lFEBJpJgnAu/dMvkuEMBoPo7u7G2bNnce+996a9sLe2tuLRRx+FRqPJW2dULBbD\nvn37cOTIEdoymy4ke/7000+jsbGRGnzyd/kk7y2XqZ6nTqdDLBZDTU0NuFwufD7fRTHA+SDB5VAo\nRGNXuTzWZDIJtVoNhUKB6upq1NXVwW63Y3JyMiPjmUgkMDIygmQyiZGREahUKjpCd6mT+uDKZDIk\nk0kolUrE43F4PB4IBALU1tbSml5SyD5bPZ8YTrFYTLdhlZWVUKvVFyVzvkiGcT7IsxcOh3HhwgX0\n9/enFfLi8/mQy+UoKSmBxWKBWCzO9aFSkskkPB4PbadOF7JTNZvNKCsrg8lkKuj4nbx7nATytUTA\n9Pz58/je974Hu92eVl3XNddcg3379kGr1cJoNOY0G5h6iSYmJuD1evHAAw/g9ddfz7j9kMTodu3a\nBZvNhp07d0Kn0+XisAvKbPHnWCxGk0XEYM43Mpf8JPJzqckfAmM4P7vGnZ2d2LVrF4aGhtLq+7ZY\nLPjKV76ClpYW3HHHHXlVRYpGo7jzzjvx8ssvIxQKpR1WUCgUeOihh9DY2IgVK1ZQwZ9CPQcFE/kg\nJ8zlcqHVahEMBlFfXw+hUIju7u7LrpxEVYXFYsFgMOTlWJPJJFQqFWQyGWpra9Hf34++vj54PJ60\nP4t0IpEuKK/XC5lMRlXvrxZSH2gSy5VKpXPOayKkepKMYbw80WgUIyMj6O/vx+joaNpiGWSEhslk\nypv3Prt+MxwOp+1wpFZKmM3mnBS0Z8qieFNZLBaMRiP27t2LRx55hA74uhREMfrQoUMLVuxZCCwW\nC3w+H3fffTf279+PjRs3ZmzwwuEw3nnnHfzzn/9Ee3s7+vr6FkXheL5JLSFaiDbnFx2Xy4V9+/bh\nqaeegtfrTcsQcTgcmM1m3Hbbbdi8eXNBqjvIqIx0NrssFosqZlksFlit1kXRQFJwWblUz1On08Ht\ndtNs6qW8znA4TFfZfEUbUj3PoqIiWpNaX1+PoaGhS+ofpkLqUYlUGvCJEhHxzK5mA3I1n1u+IGEO\n0k3ncDjSch4EAgE0Gg3tEsqnGhKAOcMzl4PL5aK8vBwWiwUymWzR5AMKbjgJpBBXLpdDq9UiFArR\nkqO5mJ6exvnz52GxWPJmOFMhY43vuOMObNu2DY888giOHj2a0WdMTU3hscceg8ViQX19Pa1DZGC4\nFGTK6dTUFM6cOYPBwcG0kkI6nQ47duxAU1NT3useAdC5XZm8r2KxGHfddRdaWlpgNptzeHSZsWgM\nZ2opSkVFBVgsFjwez7yJIrLiLkQwJBvHSlCr1QCwoNU7mUzC5/PB4/HA5XJdVHLDwDAf0WgUdrud\n1kKm2zwiFotpa2Ihal0XYjjZbDbUajW0Wu2i8TaBRWQ4CWq1Gt/5znfQ0dGB8+fPX9JwkhG9haS4\nuBhSqRQymQwcDifjrQjZtn/wwQcIBAK49tprszLyl+Hqxe/34x//+Ae6u7vnHBg4H8XFxbj++uuh\nVqsLsrMhoh6ZtFpyOByo1Woqbr1YWDxH8ilcLpfW7F0q6UJKWgpUTUUhCtMkwbEQ0YJ4PI7x8XEo\nlcq8JroYliaxWAzj4+MYHx/P2AhJJBIIhcKCzlDP9J2dXYq2GFgUWfVUeDweSkpKqEbipcjUu8sV\nRN6Kx+MtqKQoEong7NmzaG9vp0OzGBjmIxKJ4MKFC+jt7c1ox0Xi8rkePTMfmWTTAVwUTlhsScVF\n53ECWDJSX7Nv5kJvbuoY4sWwEDAsbojnlqm60Bethz+XFKxziIGBgWGpsvjdOgYGBoZFBmM4GRgY\nGDKEMZwMDAwMGcIYTgYGBoYMYQwnAwMDQ4YwhpOBgYEhQxjDycDAwJAhjOFkYGBgyBDGcDIwMDBk\nCGM4GRgYGDKEMZwMDAwMGcIYTgYGBoYMYQwnAwMDQ4YwhpOBgYEhQxjDycDAwJAhjOFkYGBgyBDG\ncDIwMDBkCGM4GRgYGDLk/wGWuQoQ5iPhjwAAAABJRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 48:\n",
            " beta = 3.036e+01\n",
            " objective = 7.818e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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9IS2pZIZTJBIp2NTNfKCrqwtvf/vbZ4V0ylgcZYszA6QTIXFPbTYbPB4PTeAE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\nAElFTkSuQmCC\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 49:\n",
            " beta = 3.264e+01\n",
            " objective = 8.131e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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rq4tGOzkcDrUKSNXJgQMH4PP5EAgEMiZR0vqhra0NV1xxBXg83hwhCXI9YnEO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\nrkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 50:\n",
            " beta = 3.510e+01\n",
            " objective = 7.768e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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KlSuxY8cO5OXlQSgU5shzFnzig0OzrRvEorTb7Th69Cjee+89SlyxNvuaC0SA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XVpFzIhz3l6ehqnT5/GyZMnYTAYYLPZ0u4fu1BAusQmI5oeCoXQ2dmJkZERTE5OZtwzy2jijEQg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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 51:\n",
            " beta = 3.775e+01\n",
            " objective = 8.023e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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gjpfz58/j5ZdfxsjICMbGxuI6BtLxLzs7G5/5zGdQV1c378QkTqOcnBz8y7/8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\ntzvt2FQkEkF/fz+0W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          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 52:\n",
            " beta = 4.059e+01\n",
            " objective = 8.160e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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LXyZjJk3U2bQmwxEruZKS2ObmZrS2tsLlcmHnzp1TlPGz+AQXHHECn0ysAwcO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\nDg6OOOGEk4ODgyNO/geh/wNyo4tXNQAAAABJRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 53:\n",
            " beta = 4.365e+01\n",
            " objective = 8.197e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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gQCf+pyqk3RqpjiKflYglcRPN9hnD+fwGgwEGgwHt7e1obGyEy+XC1VdfnRR9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Bs7H5xOJ/XnP/+Zevjhh6m8vLw5z5+SkhKqubk55lkbU4lbAnywxcBkMiGTyXD77bejq6sLR44c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\nYKQJE5wMBoORJv8BPorr569TF0YAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 54:\n",
            " beta = 4.693e+01\n",
            " objective = 7.971e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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tSktLoVQqQ+pVRFEUo4WTPlbTUVhYiJ///Oc4deoU/vSnP8HhcMxl+FGHXOs9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\n2rV4+OGHmbYsM0F/Xd4w2OLIYrEYt99+O5YtWxYXi3XcvR3kpqSnp+P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4IAHPCoUCMpkM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Guu0+mYdsFJEhePx4MjR46gu7sbbW1tkEqlE5wfkzVOs9mMU6dOQa/XR6XeKNF+k4Lz3yQF5wxQ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\nhkSY4GQwGAyJMMHJYDAYEvk/zka6rqgsLbsAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 55:\n",
            " beta = 5.047e+01\n",
            " objective = 7.712e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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Qra2t9EsvvUQnJibSQqGQpijqS/tXKBR0eXk5/fjjj9Mul4v2eDy01+sN2jhm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\nPYc77rgDx48fj9g4nE4nhoaGAlpIC+TlFSfOdLj++uvx5z/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cwVicbW1t2L59e9gyZqRS\nKcRiMXJzc1FSUgKFQhHyfY6FLLiEO015xYoVuOSSS7B8+XK//t6fQsUEiqKgVquRkpIS9heRP0S9\ncPoGdW/btg0HDx7Ezp07p7UyFy14PB7odDoMDw9Pu43qdCgpKUF+fj7+9a9/4cMPP5zU11ldXc2U\nlaMoCsXFxeDz+aAoinlIa2trceLECRw+fBh1dXUhtfaUSiXuuusu5ObmTlrg4eDBg/jggw+mLE8W\nLCQSCRITE5GVlYXCwsKQ788XX3+ry+UK60o6ACxZsgTf/e53/a6LGcgiIovFigtnMMnNzcXPf/5z\naLVadHZ2or29Hfv27Qv7TTMTrFYrtm/fjpMnT2Lbtm3IysoKy35JZlBmZibWrFmDzs7OUQsgYxkZ\nGYHX62ViA0nBZGI5tLa2oq+vD/39/SETzYSEBNx4440oLCxEcnIyU+l/InJzc/HYY4+huroaL730\nUkinrhRF4ZJLLsG6deswb968kO1nIrRaLV577TU0NjZGJGyPw+FAKBSG5MXP5/OxefNmzJ07d8pE\nhIhAxyiDg4P07t276ccee4zm8/k0gJj7pKen02fPng37uTt9+jT9i1/8gr766qsjfg6m+mg0GvrT\nTz+lu7u7aafT6fcx7t27l5bL5TRFUSEZF0VRNJvNpv/4xz/SXq+X9nq9Ibxi49PU1EQvW7aMTk5O\nptlsdtivzc9//nO/x+pyuehvfOMbfm87ISGBPnDgQAjP3syIOYuTIJFIUFRUBD6fD7fbjbq6Onzw\nwQcxZXlGiszMTFx11VXgcDioq6vDyMgIE4YULZDOkRKJBAqFAnK5PKCUTo1GgwcffBD19fX48MMP\ng+7/W7duHS699FKsWLEiqNsNBK/XC6PRCJPJNKviaLlcLuMWilZiVjiFQiGysrKgVCqRlJSEvXv3\n+pVWGE3QYypxh+tGSUpKQlJSEvr6+pi8+WgVTqFQCKlUColEEtD3U1JS8LWvfQ2HDh3Czp07gyqc\nFEVhyZIl+Na3vsV0Vw0n5H7xeDywWCxRWwEJwCgXDu2nO4c0zIuGnPSJiFnhJPD5fKSkpECtVkMs\nFoOiqCk7ZUYLZIGFxWKhsLAw7M2n5s6di4cffhg1NTU4fvw4Lly4MKnPc7r4Vo/3/e9kCIVCrFix\nAoWFhdNqN8Hn85GWlgaVShXUB3DJkiVYtGgRli5dCoFAEJHUVLvdjtraWjQ2NsbEvU4HsCgkEAhw\nzz33YO7cucjNzQ3xyKZPzAsnKaogk8kgEAiYuL5YgDTOEovFyMrKCrtw5ubmIjc3F6mpqcxKeVNT\nU1D70fgGSAeS1UIKZRQVFU2rKReXy4VKpZoyDjUQSHTBNddcg8LCwrBnBxGcTieam5vR3Nwc8U4J\n/syWSNKHP+LJ5XJxxRVX4PLLL4/qalsxL5wEsViMnJwc9Pf3w2KxxET6n8Viwfvvv4/q6mrMmzcP\nCQkJERlHbm4uNm7ciMWLF2PTpk3YvXs308pgpr6z6Yqw1+uF3W5nCgRPZ7/j9QCaLiR/f/Xq1Sgr\nK/MroypUmEwmfPDBB2hqagprptBYyDmerNIXTdN4/fXXcfjwYZw8edKv7Y5NsYxGZo1w8ng8qFQq\nWCyWSA/Fb5xOJyorKzE0NBRRPxXxebpcLrjdbmi1WuzZs4f590wt0Ol8n6ZpOBwOOByOafmB6f8F\nhc/U502Kd+Tl5WHNmjUoLS1FRkbGjLY5U2w2W1S0ZvZ4PHA6nUw9VuCL60OumcfjwbFjx/Cf//xn\nypkgOddju6pGI7NGOE0mExoaGqDX62PC2iQEc1o8U8hb/tprr0VOTg66urrQ2dmJEydOoLKyctrb\nnc7x2e12HDt2DENDQ9i0aRMUCkVAD1NnZyfeeecd1NTUzGg6u2bNGlx33XUoKChAUVFRRC3NaGPH\njh3o7OzE1772NWzcuPFLvz916hRTLIX0b58INpuNJUuWICcnJ2RNDYNJzAsneSjtdjsGBgaieoVx\nIqJFPMmbvry8HOXl5aipqUFtbS0GBgZQXV3N5NmHA5fLhba2NlAUBYvFApfLNSqDZLKpodfrhVar\nxYEDB9DV1TWtMZNSZqWlpdiyZQtEIhHEYvG0jycYRMM94kt1dTVqampQWFiIq666atQ1oWkara2t\nOHHiBPr7+6fM8mOxWMjPz8ecOXMi3sHSH2JeOAnBmprF+YKMjAxIpVKkpqZi06ZNeOONN/Dxxx/7\n7eifCTRNw263o7e3F3/4wx9QUFCAu+66C0qlctJFg+HhYaZPd3V1NYxGY8CCQ1EU1q1bh9tuuw2F\nhYWQSqVRU9iZdBCIFhGlaRpvv/026urqviScXV1dGBoawsDAwJTb4XA4WLZsGVavXh23OMMB7dOi\nNZpuqNlAQkIC5HI5MjMz4fV6UVdXh0OHDsFqtYYlcsHtdsNoNGL//v3o7e3F9ddfD5FIxJRtG+tP\n83q9MBgMqKmpQUNDA/r6+gLqa0Oq/XC5XJSVleHrX/96VNWABBCUBbtgQ15SvtcjEEiZwJycHJSU\nlIRiiEEn5oWzpaUF77zzTsDlquL4D3Ha33jjjVi4cCFef/117Nu3jynlFkrcbjcGBwdhs9nwyCOP\nICkpCXPnzoVCoUB+fj5omsbQ0BCGhoZw/PhxaLVatLa2YmRkJKAiMDKZDMnJyVi2bBk2btyI/Pz8\nqBFLgtfrhclkitpMoekYLVwuF9/5znewePFilJeXh2BUoSHmhVOn0+HIkSPo6uqKypvJH6LtAfXF\n1+KaM2cOysrKUFNTg3PnzjGrqqE87zRNM9kxe/fuhUKhgN1uR0pKCthsNmiaRkdHB7q6urBz506Y\nzeaAwtGIhZmQkIDU1FTMnz8f1113XVSu6pJIg3C2/Q0lpEjI0qVLceWVV04rXjdSxLxwjoyMoLq6\nGgaDISaFM5AK2tHCli1bsHTpUrzzzjs4evQouru7Q56ySdM0nE4n9Ho9Dh06BD6fj0OHDoGmaVit\nVthsNuj1+oCr6y9fvhz33HMPZDIZFAoFU0YvWiEVqmIdNpuNq6++elSSQywdV8wLp9PpxNDQUEz2\nJKIoCkKhcNL6ktEGRVEoKipCQUEBmpqa0NXVBYvFArvdPmXIyUwhQfE9PT3MWIAv5/xPBpvNZgpI\nkPjMdevWQSQSQSgURrVokjFHc0aNP7DZbPB4PBQUFGDhwoVQqVRRs/jmL7E12lmGQqHAz372M5SV\nlSE9PT3SwwkIiqKwfv16LFq0CD09PRgeHsY///lPHD9+POjTSCJmZEGICAf5OUnl9G1JMhbysM6f\nPx+33347ZDIZlEolUlNTIZPJYkKMKIqCRCKBRCKJifGOB0VRKC8vh0ajwSWXXIKFCxdGLGNuJsSF\nM0Kw2WyIxWIsXboUFRUVMeXfAb7onqnRaJCVlQW9Xo9PP/0U9fX1jJD5rnaT7wBfFP2YzLobu5rt\n29/GVzjJ9scKp694ku8IBAJkZ2djxYoVUKlUSE5OjmoLcywURYHL5YatY0CwIdchJSUF+fn5yMjI\niM4ixX4QF84x+LaBDZUDnsvloqSkBNnZ2VAoFDHn3xlLQkICxGIxfvSjH+Huu+9mcsT7+/thMpmg\n0+ngcDggkUjA5/OZYxYIBKPyksf6en1F0/d3Y8/V2OtE+zTB8/0vi8WCQqFAVlZWzIoPSVKIJcEn\nyGQySKVSbNiwAZdffjlT0jAW+coLJ5vNBofDYd7k5AHztZqAz9tdBBITOBEkZi09PR0ajQZCoTBm\np13A54JEKlRVVFSMKq7R2dkJg8GAgYEB2Gw2JCQkQCAQICkpifHtcjgccDgc5ryTbfrz3/HGMvbf\nsSgwExHrxyKXy5GcnIzc3FwUFRVFejgzYlYI50xuqIKCAsyZMweLFy/G0qVLme0RwXQ6nXC5XHjm\nmWewY8eOGY2Tw+GgtLQU6enpePDBB5GXl4fk5OQZbTMaISu/aWlpSEpKQnZ2NrxeLzgcDlgsFhPA\n7mtpAlNfx1gXjmDiOzOKBTgcDu68805cc801yMnJifRwZkzMCyeLxQKfz2eyhwJFqVSisLAQCxYs\nwMqVK0f9joTAOBwO7N69G2q1etpB30Qw0tLSkJubi+Li4llxA43FVwSnU4A4ztSw2WzI5XLIZLKg\nBsPzeDwmwsPXHeJwOJh2y9PZF6ngX1JSgoULFwZlrJEm5oVTqVRi+fLl6OrqQnV1td8Xlryx58+f\nj61bt064ssflcsFms/Hggw9iy5YtePLJJ/Hhhx8GNEYWi4Xk5GQkJSXhW9/6FsrLy5GamhrQNuLE\nISQmJuLnP/85Ghsb8dvf/hbDw8NB2e7ChQvxrW99CwkJCUhKSmKs2X379uH111/H8PCwX3nnvlAU\nhQceeAAbN26M6orugRLzwikWi5GbmwuXy4Wamhq/v8fhcMDj8aBWq5GVlTXuNJCIK4vFQm5uLrKy\nspCfn4+UlBQYjUa/Y0dZLBaSkpKg0WhQUFCAvLw8v8cZJ85Y+Hw+ysrKmBCrmUB6O8nlcuTk5GD+\n/PlQqVTMi52maQwODuLYsWPwer0BCSd5xvLz87F48eIZjTPaiHnhzM3NxXe/+1188skn+Oyzz/wO\nwNZoNCgtLQ1IxFgsFh588EHccMMN+OUvf4mPPvrIr+8JhUJs27YNS5YsgUaj8Xt/ceKMB4fDQXp6\nOkZGRmYUOE6SAS699FL89Kc/hVqtRnp6+qhtUhSFlStXorCwEC+//DIaGhr89qvm5uYiMzNzVvrx\nY144RSIRcnJykJycDA6HA5fL5deFJWExgfT5oSgK2dnZyMjIQHZ2NtRqNUwm06SVgohvMycnB8XF\nxX7vK06ciWCxWEw410wWzIRCIVJTU5Gfn4+LLrpoQutVqVQyyQJcLtfvuqxqtRq5ubmQyWSzbmEv\n5oWTwOVymQKo/hQzdrlcMJvN0yqPxmKxcPPNN2PRokV47rnncOLEiXH/jqIoSKVSKBSKmI0bjDM7\nIS2On3zySSQmJvpluUokEmRkZECv10Ov10+5/SuvvBK33XYbVCpVsIYdNcS8cJI3mUgkQlZWFgYG\nBtDZ2Tml1el0Oqe0FifbZ3p6Orhc7pStFAQCAYRCYUwHuMeZXQiFQiQmJiI3NxdlZWV+Z62xWCxm\nsXSqv+NwOEhMTER2dnYQRhx9xLxwEhYuXIiXXnoJu3btwo9+9KMpazH29fVBr9dj+fLl09pfWloa\nFArFpO1nyWp6ZmZmzKVUxpm9LFiwAE8++SRSUlICWlxyuVx+GRukAHakW42EklkjnBKJBAUFBaiq\nqvLLuiOB7SQbyDdNbypItgyAKd++vrnUceJEAxKJBMXFxZBKpQH5Hkn91an8myRSZTY3tps1wklR\nFDgczqhslKnEylfUpuu8JsHC48WPejweXLhwAUajMabaFseZ3ZCkkUBX5B0OB/R6/ZSx0lu2bMGd\nd94JtVo9k2FGNUEVzoaGBub/2Ww20tLSmBqHoV5V8/V1ZmZmQq/XQ6vVTvk9rVaLxsZGqNXqkDSJ\nstvtTNZFoL3B48QGJD/f7XZDp9PBbDZPWiSGZFVxuVwoFArw+fyA9+f730AJtHi2b490f1bTlUol\nsrKyIuLX93q9TJX8oaGhUS67YEa1BFU4169fD+DzC5OQkIC//OUvmDdvHvh8ftgKWZSXl+OXv/wl\nDh06hL///e9Tvh3ffvttfPbZZ3jggQfw3e9+N+D9TZWGRh4oUvIsLpqzE61WC71ej+effx779u2D\n3W6fMAWYw+FgyZIlyM7Oxm233YaCgoKA9zdT908g3/V6vQF1NvUt/RduHA4Hmpqa0NzcjN/97nfQ\n6XTMuFtbW4O2n6AK54ULFwB8fuLkcjnq6+shEAiQlZUFkUgEPp8f8reQRCJBfn4+mpqa/BIpg8EA\no9GIrq4u9PX1MXm1k0E6a9psNr/ewG63G+3t7UhOTmbORTAhLgeLxYKenp4JHypyPsRiMRISEsDn\n82ccC/hVg/Q0In2QCENDQzAYDGhubsaFCxemFE6VSgWn04m6ujo4nU6mOldKSsqUscVOpxNtbW1o\naWmZVn0Gq9WKtrY2qNVqv2qS6nQ6dHd3o7+/f9K/I5WuSLWrcEDuc4fDgc7OToyMjKClpQWtra1o\nbW2FTqcLyfpCSHycNE1jZGQEP/nJT5CYmIif/vSnKC0tRX5+fshX2hISElBeXo6amhq/Lh6Zhpw6\ndQp///vfcdlll2HVqlVTfq+3txeDg4MYGRmZ8m8tFgt+/OMfIzU1FS+88AIWLFjg17H4C2kpcezY\nMWzbtg1Wq3XcqSKZni1duhRf//rXkZubi4qKiqCOZbZz9uxZHDt2DMeOHUNlZSXzc1JKb2RkBDab\nbdKH1e124+zZs6iursaBAweYMoMpKSl47LHHMGfOnEnH0Nvbi3vuuQfNzc0YGhoK+Bhqa2vx8MMP\nY8WKFfjhD3845cr6zp078fjjj8NoNE76dwqFAiqVatJIk1Dg8XjQ1dWFu+66C+3t7UzBH4PBELJF\n2ZAtDnm9Xqata0NDA1gsFlJTU5mivaF6I5HCuL69t/05eTqdDk1NTUhNTYVSqURKSgoTuOvb20av\n18NsNqOpqQk9PT1T3kwAmBxfl8uFlpYWyOVypKenzzhEyWazMedYr9ejtrYWHR0dkz64FEUhKSkJ\ndXV1sFgs8Hq9zPEplUomGPqrHrBPzt/g4CD6+vqYn9fW1qKpqQkXLlxAV1fXtLdPKmyZzWawWCy4\nXC5YrVbU1NTA7XYzLzkSA0z6OXk8HnR2dqK9vX1KC3AirFYr2tvbkZqaisbGRiY3fWxfdJ1Oh56e\nHjQ2NvrVRTY5ORnFxcVhCXj3er2wWq1MD6rW1la0tbUx/ahCDUUHUZInKpQhk8mQlpaG559/HnPm\nzAlLz5TXX38d9913H2w2m19l4LhcLng8HpRKJRQKBbZt24ZvfOMbzDEAn1+sd999FydPnsShQ4fQ\n3NwMk8nkd4FjHo+HhQsXIicnB48++ui0fFu+NDY24q9//Su6urpw5swZWCwWv96ypHwYEUhyfFu2\nbMHWrVuRmJiIxMTEr/QUnviu//73v+PJJ59k3B8Oh4P5TGeaPBHkhS+Xy8HlcsHhcMDn8zFnzhzw\neDy0tbXBYrFgZGQEDocDWq122o3xiA8yMTERZWVluOSSS/CDH/yAeVmS2crrr7+OX/ziFzAYDH4t\ntP70pz/F/fffD5lMFvKZpc1mw7lz59DW1obf//73TKfVyc5JMK3PkIcj0TQNo9EINpuN6upq0DSN\n8vJyiMViJnQoFCiVSsybNw89PT1oamqa8u+JeU98hXV1dTh16hSA0RZnbW0tmpub0dPT49fN5IvH\n40FfXx8oikJjYyNomoZGownY8rTZbOjr60NLSwsuXLiAnp4e9PX1+f0gOZ3OccW+paUF586dg1Kp\nhFqtZo47PT2d8YXNVjElfuKhoSHGuqJpGg0NDejt7Q15LC6xJsnUmxTgEIvF4PF46OzshM1mC0r9\nTZqm4Xa7YTKZ0NHRgcbGRpw+fZoJTyLCWVtbi56enimTSQgSiQSJiYkhXcfweDzQ6/UwGo2oq6vD\nhQsX0N3dPS2XxUwIucVJYLFYkMlkyMzMxPPPP4/i4uKQWp5msxlarRZvvPEGfvzjHwdcp1MsFo/r\npLfb7Uzw/HTe+OSBmDdvHnJycvD4448HXGaupaUFf/rTn3DhwgUcPnw4aNaPQCAYVciWxMU+/PDD\nuPfee2dFa9qJcLvdcDqd+Pe//43HHnuMEUmyEBQJSGwyRVFMv/hgijexPHk8HsRi8ZeeXyLU/m7r\nN7/5DR555BHm36HAYrFg586daGlpwcsvv4y+vj7G5TQVMWVxErxeLwwGAzgcDs6ePQuj0Qi5XA6R\nSISCggImli1YJ5z0tgnUUU1uTpPJ5PdNEwgejwcOh4Pxm50+fRoGgwHFxcXMavtE58BqteLChQto\nbm5Ga2srent7Ybfb/bYIpsJut49ya5DpY319PY4dO8YIanZ2NlJSUmLaAiUP0dDQEFpbW+F2u+Fy\nuVBXV4fBwcGoyPQi0Ruh3L7b7Ybb7farMM5EpKamMoW6Q3U/kLHabDa0traisbERw8PDIXlG/R1Q\n0AAw5YfFYtFyuZxOTEyki4uL6fXr19MdHR201+ulvV5v0MZCtvfCCy/QbDbbr7GF88Nms2kej0er\nVCp6/vz5dF1dHe3xeCY9B/X19fSGDRvouXPn0iKRiOZwOGEZq0gkolUqFa1Wq+nExET6b3/7G+1w\nOGi32x206xVuyP3x2muv0cnJybRaraZVKhUtFosjfm/E2ueuu+6i9+/fT3d2dobsenk8Hlqn09HV\n1dX0woULaaFQSFMUFdA4g0nYUy69Xi+MRiNYLBbcbje4XC6OHTuGtrY2AKOtLTabDaFQiIyMDPD5\nfEilUr/9J76ZRKmpqTCZTH6tgIcL4tPS6XTgcrk4ceIEBgYGmEZnZOpkt9vh9XrhcrnQ1taGzs5O\nDA4OMj8PB1arlbFIKIpCbW0tDh06BIFAAB6Ph+zs7JBkXYUCg8GArq4uOBwOWCwWVFVVYXh4eNoL\nLXE+716ZkZExZfzzTHC5XDh//jxaW1sxPDzsd/eFUBE2H+dEf09EwlcQie9FKBQiNzcX999/PzIz\nM7FgwYKAWwUcPnwY//73v1FXV4cjR44E9N1wQc4BCR4WiUQoKysDRVHMooBer4fT6ZxR06xgIRQK\nwefzoVarkZCQgJ/97GfYuHFjxMYTCEeOHMEf//hH9Pb2orGxEQ6HY0bT1DjAr371K/z4xz8e1eI5\n2AwODuLrX/86Kisr/fZpjiWIUhfZIh/0//Jfxwsi961yffbsWfT29sJgMCAhIQE5OTkQCAR+VZZW\nKBSYM2cOjEZj1LZT9Xq9jK+GzWbDarWiq6sLFEUx1mUwuxnOFJvNxsSK2u12VFZWQiKRoLS0NGqb\n0A0NDaG6uhrnzp1DR0cHhoeHpyzGG2dyMjIykJmZiYyMjJAtGrpcLlRXV6OjowN9fX2R82mOJZjz\nfoTAf8JisWiBQECLRCJaKpXSy5Yto99991369OnTtMvlmnJMTqeTNpvN9J///OeAfSKR/LDZbJrN\nZtMURUXtuCmKolksFi0UCmmlUkm//vrrwbydgsqOHTvoxMREWiQS0Ww2m2axWBE/f7H+ufvuu+lT\np07Rvb29IbtuWq2W3rBhA52SkkJzudwZjTeYRH1ZOZJOSOjr68OpU6dgsVhQWlrKZAdNZHlyOBym\n708sEQs+N/p/EQg2mw1OpxOnT5+GXC5HRUUFY3lGatWd9onLPH/+PE6cOAGj0eh3skKcqRGLxUhO\nTg5JsDv9v5khmY0ZjcaoeiZirp9DR0cH/vjHP2L79u2wWCx+heKEMsUzzud4PB789a9/xU033YSj\nR49G3CVCyoudPHkSt9xyC37729/GRTPIyGQypKenM72+gg15+fmWZowWot7iHAv9v7S3/v5+HDhw\nAFlZWZg/f/6EPhYimBwOB0KhkMkQihN8SD71iRMnwOfzMX/+fKSmpob1xUVKoA0ODuLUqVM4derU\ntHtLxRmfzMxMZGdnIzs7O2SLQS6XC6dOnUJbW9uMfdEhiTcO5rwfYfSviEQiOj8/n/7Wt75FW63W\nKcf26quv0hqNhk5ISIi4b2i2f7hcLi2Xy+k333yTtlqtYY33dDgc9PDwMP3ee+/RarWa5vF4ET8f\ns+1z66230ocPH6Y7OjpCdh31ej19xRVX0GKxeEb+aIqiaB6PR/N4vKCOL6gW5+bNm5n/JznfVqsV\nVVVVQV8NI7m2/oaSZGRkYN26daipqcGxY8eCOpY4o3G5XLBYLDh69Ci8Xi8qKiqQmJgImUwWMl8z\n/T/XgFarxb59+1BVVQWz2RyfnocAsViMlJSUkMRtkutI/29mSUok+gufz0dubi4kEgnS0tL86so5\n3YEGDbvdznzMZjNdVVVF79y5ky4pKQn6W4/NZtNisZj+2te+RlssFr/Gptfr6SeffDLib+zJPiwW\na9as+HI4HFoqldK//e1v6cOHD9M6nS6Yt9sovF4v7Xa76c8++4xOTEwMW1bVV/Hzwx/+cMost5lc\nR6/XS2u1WnrlypUBjy05OZn+6U9/Sv/rX/+ih4eHR2lSMAmqxenbO4XD4TAVdtavX4/CwkIcPHgw\naLFzUqkUJSUlyM3N9cvPQnycpIwaHQXxnMQPKJfLIZPJRlXOpv+XmzsyMgKj0YizZ8/GnJ+O5BaT\noOWmpiYolUosW7YMSUlJQd3X8PAw9u/fj6qqKr8XDWMNLpeL7OxsyGQyZGVljbLe6f/Vij148KBf\nZRSng0wmg0qlglKpDFmdAq/Xi46ODvT29gZUXIXD4SAlJQWZmZkoLS1FVlYWxGJxwP2c/N5fSLYK\nMIWLU1JS8Otf/xq9vb3YuHFj0IQzNTUVW7ZsQWFhoV+mOAlJ4nK5TFfKSIunVCrFPffcg7KyMhQV\nFTGN7QAwYT6NjY2oq6vDI488EnPCCXwunm+99RZYLBYkEgmUSiVefvnloAtnS0sLHnzwwVmdPikW\ni7F27VoUFhbixhtvhEKhYH7n8Xhw9uxZfO1rXxtVeDmYpKenY+HChcjOzg7J9oHP75fDhw+jrq4O\nw8PDfn9PKBRi4cKFKCoqwpo1a0aVRQwFIRNO30FzOBzIZDJce+21KCgowN69e2EwGGa0fbFYjKKi\nImRkZPhlcZLxFBcX4/bbb0d1dTVOnz49ozFMFzabjfT0dOaTlJQEoVA4rv8vOTkZbrcbN954I9ra\n2vDpp59GPE83UEiKqM1mg8FgwEcffYTW1lamjN2yZcumbcVotVrs378f1dXVsFgss1I0RSIRLr/8\ncqSnp2Pp0qVITU1l6nQCn79k2Ww2UlJS8LWvfQ0tLS349NNPg/6iTU9Px8qVK0MqnB6Ph6kRGkgq\nrEgkwqJFi1BYWMhUzQ8pQZ34jwPxWRAfVFtbG11WVjZjP8vatWtpo9EYcFUlj8dDO53OiPo6hUIh\nff3119OPPPLIpJWhyM89Hg/tcrno48eP08nJyRH3cc30w2KxaC6XS6elpdEXXXQRffr0adrtdk/L\nZ1ZZWUnn5+fTYrE4ajOsZvrJyMigz5w5QzudTtrtdn/Jv+h7n9hsNvrgwYO0Wq0O+jgeeugh2uVy\nhcy/SdM0PTIyQm/evJlWq9V+ZwpRFEUXFhbSTU1NIR2bLyGP4xxb7Ugmk2Hz5s0oKyvD7t27A65Y\nlJKSgjVr1mD+/Png8XjTKizC4XAwd+5c3HXXXaiqqkJlZWVYp+1cLhfz5s1DWVkZJBLJhMdAfk6K\nJyQnJ+OWW25Bc3MzPvnkk5icugNftLY1m80YHBzE+++/j8rKSqZQslKphFQqxYIFC5hi177tSxwO\nB3Q6HQ4cOICGhgYYDAY4nc6Iu16CCem9vnbtWhQUFCAxMZE5D2PvF99/k7YboZimkvswlFNgiqKg\nUCiQlJQEm802Zcy1VCrFlVdeicLCQsjl8vD1cg+5NI+BWJ7Nzc10UVFRwG+91atX04ODg7TL5ZrW\nm8X37ex2u+n/9//+H5MTHuhYpvtJTk6mT548GfDbkZy7w4cP0yqVKuKWULA+JOed5L0vXbqUvumm\nm+iGhgbaZrPRHo+HOQdOp5MeGBig9+zZQ6enp0dlrdVgfDgcDq3RaOjKykrGGp9qdkV+f/z4cTox\nMTHoY9q2bVvQ6+aOxWKx0I8//jh97bXX+mU15+Tk0HV1ddOesUyXsGcOkZJxCQkJuOmmm9DS0oLP\nPvsMRqMRFotlwn7gqampWLduHcrLy5n2DtPdv+9/L7roInz729/GwMAA+vv70d7eju7u7ukfYADj\nCPQYyLlLSUnBbbfdhubmZuzZsyfmYxVpn5YQLpcLfX19cLlc2L59O5RK5SgLyuPxwGq1oqenByaT\naVb5NFksFmNtX3zxxUydU3/jEEPZOZaUPAzlfoDP10MWLlwIuVyO+vr6CReIJBIJE62jVCrD39Il\nbBI9BmL1tba20pdddhmt0WjGjb2jKIrmcDj0qlWr6KGhIcZKC9abj4zj2LFj9FNPPUWvXbs25NZE\ncnIyferUqWmP2eVy0Uajkf7oo49mdSYUqQw10SfS4wv2h8Ph0PPnz6evu+46ura2dtr+umBbnAKB\ngFYqlfRPf/rTkFt15HkcHh6eNI4zMzOTrqqqCrulSYhYrjrx1SQkJGDz5s0YHh4etwIKscxycnJG\nhesE661HxpGamor58+eDy+WiuLgYR44cwZkzZ4Kyj4mg/2dlBXosLBYLfD5/1vc+p2eRz3IyWCwW\nUlJSoFAocNVVVyEvLw8qlSrgGQn9v/q2wS6GkZyczMRGhgPST37Lli2YN28eDAYDPB4PU+yby+VC\nqVSGvKPmZES8yIdCocC999476mfkwofzpGg0Gmg0Glx88cXwer340Y9+FFLhnIkoUBQFHo83rcWx\nONEHm81Gbm4ucnJycOutt6K4uHha26F9mq8F86WTmZnJxI+GC6FQiPvvvx9utxstLS2w2WxITU2F\nSCQKaXdcf4m4cI598Gma/lIbjXCNg+yboihceumlYLFY+Oyzz4IuoFarFW+99RZqampwzTXXBNyv\nx/ecEIv5q2KdzUa4XC6WLVuGiooKJp41EIil2d/fj3feeQcNDQ1BjfVVqVSYM2dOWKr7+yaAEJ++\nSqWC2+2GRCJhElgibjCE3TkwBb7+y0j4LnxjTh0OB/3AAw8E3ZfFYrFopVJJz507l66urp72WA8c\nOECr1epZk9v+Vf0kJCTQu3btos1m87QqSZH4zaNHj9IpKSlBH9/WrVtprVZLWyyWsD2TY3Ug0row\nlohbnGOJ9JuEWG/Et1pcXIy1a9eivr4+aKvt9P/SKfV6PY4cOQKdTsfELAZKNKSOxpkZZDqqUChQ\nXFwMmUwGYPzZmNvthsViwdmzZ6HX69Ha2srUQe3t7YXZbA76+NhsNvh8PrOqHg4irQNTEXXCGQ2Q\ni8ZmszFnzhymWEWwhVOr1eLAgQPo6+tDQUHBtIST9gnliRObuN1uNDY2gsvlIiMjgxHOsdA0DZfL\nBYPBgD179qClpQUff/xxyBuYkQI50S5m4SQunBNALM/s7Gzw+XwcPnw46L5Ep9OJ6upq9PT0wGw2\nIzMzEzfffDPUajUzhvHQ6/WorKzEmTNn4tXsZwFutxsnTpxAW1sbGhoaIJVKR11733uOWJyVlZXQ\n6XQxmz0W68SFcxIoikJWVhYyMzORnJwc9KpKLpcLNTU1AD7v/56bm4t169ZBpVJNKtIGgwGfffYZ\nmpqa4sI5C3C73Th16lSkhzEpoSojF6vEhdMPKIrCtddei4yMDLz77rshuclpmoZWq8Uf//hHZmWV\nz+cjMzMTfD4ffD4fNpsNLS0tGB4exrlz56DT6WZl3ck40QGLxRqVMRTnC+JnxA8oisIVV1yByy+/\nHC0tLSETTr1ej+eff57Zp1QqxZIlSyCVSiGRSKDX65myctHU8S/O7ITNZoPH40U8ZjIaiQtnAFAU\nhRtuuAFFRUV48803Q1pViaZp2O12NDY2MsHudrt91lUBihO9LFq0CDfccAPmzZsX6aFEHRQdfwr9\nhpwqt9uNrVu34tVXX42HA8WZtdxzzz145plnmIDzuI/zC+IW5zRgsVi45ZZbsHDhQqZP+/vvv4/6\n+npYLJb4gk2UQlEUxGIxEhMTodFosHDhQojFYshkMqYW6Ni/nwpS3f7999/HkSNHZsWLtKKiAuvX\nr8fixYujI0snCokLZwD4xneuXbsWa9asgdPpZBZtenp64HQ6v7RgE+sPUiwyXrFfFosFsViMtLQ0\nzJs3D1//+tehVCqRmprKlE4ba1lNJhr0/1Id3W432tracOLECbjd7pgtdUeONT8/HzfffDMT3REX\nzi8Tn6rPAJqm4fV64Xa7cfz4cXR3d8NutzNFFpxOJ44cOYKenh7U1NQEXO0+TuAoFApUVFQw/XlI\nV1Pgc2EQCASQyWRITExEQUEB0/doovqoUwkn+Rw7dgy1tbX4z3/+g0OHDoXs+IIFEURS33Xu3LnI\nyMjA3LlzkZOTg0WLFkEgEMQD3ycgbnHOAHLjsdlsrF69mvk5EVRSaKGmpgYdHR0wm82M9RlfFZ8Z\nvpaQ739lMhnKy8tRVlaG22+/HQKBIGRWk2+BleXLl2Pp0qWorKwMm3AGYh2P/RvyouBwOEhOTsai\nRYtQUVGBDRs2xFfR/SAunCGC1Mxcs2YNFixYgMsvv5zp9200GvHCCy+gs7MTDocjPpX3E1JOLyMj\nA6mpqdi4cSOkUukoq1IsFiMzMxMKhSLsZfdIfdm0tDQYDIaAujT6C4/HA5/PR05ODlQqFRYtWsT0\nOyfuBn/H6lsTNzMzE0qlMmL1LWONuHCGAPKwcrlclJaWMj8nIUYDAwP46KOPMDQ0xPjJyJRvNlii\nvg9lMIWLxWJBJBIhNTUVxcXFuOGGG6BWqyEQCCL6wPtacRKJBCqVCjabbUbCOd5KNovFgkAggEQi\nQXZ2NjIzM3HVVVchKSkJGo0GPB5v1EskTuiI+zjDCBFJu92OY8eOQa/Xw+12w+l0orOzEwMDA3jj\njTeg0+li1gqlKAqLFy+GRqPBokWLkJqaGtRq/RwOB3K5HHK5HOXl5eDz+aO6YEYS4utsbGzEP//5\nT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bmttdlsxpkzZ+BwOPDxxx8LtlDm5+dx9epVvppNvlLEysrKUFNTA7/fn9ND7NVId3c3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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 56:\n",
            " beta = 5.427e+01\n",
            " objective = 8.187e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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v3bqVNhgMIb83JpOJrqmpoV977TU6OzubTklJoTkcDi0UCmmFQkHffffddH9/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\nAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 57:\n",
            " beta = 5.836e+01\n",
            " objective = 8.142e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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A4/Fwxx13YNGiRZg/fz6b3hgMIr03klQqxY9//GMUFxd7NT48hallmpSUhMsv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\nk8FgMFTyH6snsxBziwJ8AAAAAElFTkSuQmCC\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 58:\n",
            " beta = 6.275e+01\n",
            " objective = 8.266e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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3NxcSicRvDxzmfCgUCsyYMQNutxvz58+HXC7Hp59+CpvNBofDgerqatTX14Oi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\nJQXr1q3D0aNH0djYGO2HPgni4+NRUlKC1NRUv26XmSGF0tI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ut8PhcIDH43ltcbpcLgwO\nDsJsNvt8boe2gJg+fTpuuOGGsKiQH07XCACcOnUKp06dQl5eHi666CL2/DBT+P379+P999/3alsU\nRSEmJgZKpTIi1ivCf4TjwHSQDLWTfCqjUqkgEolwxx134IILLsC7776LzZs3B+VG7u3txeOPP478\n/Hw89NBDiI+P9+p79fX1eOqpp9Dc3DxiCb3RkMlk0Gg0WLhwIS699FIUFBSEXDCHQtO01833gsWG\nDRvOyB4jhODo0aNeb0MgEOC2227DvHnzkJub6+8h+p2IF0632w2z2TylqiaFE0w9RJFIhHnz5mHu\n3Lk4cuQIdu3aBafTGfBaARaLBVu3bkVLSwtuu+02KJXKYVP2oVYO81+3242uri5s3rwZRqPRK+uY\nw+GAz+dDLpdDq9Vizpw5WL16dViJJoCgWvveUl5ejvLy8gl/n8fjQSwWY/78+Vi1apUfRxY4Il44\ny8rK8PTTT6OlpSWi8tUjEWa6evPNN2PRokV47bXXAm55EkLgdDrR0dGBP/7xj8jPz8cdd9wBlUp1\nxgKCx+NBQ0MD3nzzTdTV1fnUU3zZsmW4/fbb2aK5wajc7isulwstLS1obm6eMtc6j8fDjTfeiNLS\n0oBUWQoUES+cPT092LRpU8QHbIc7Qy2v0tJSTJ8+Hbt27cLu3bvhcDgCannSNA2j0Yhdu3aht7cX\n1157LUQiEYRC4TCL0+l0oru7G99//z10Ot2YY2L6WjG+zLy8PFxxxRXs38LN0gR+eDAMDAyEvO6o\nv2AaM5aWluK8885DbGxsqIfkNREvnED4Oc3PBiiKwrp167B8+XK8/PLL2LZtW0AXuZjwKLfbjSee\neAJJSUlYtGgRYmJiIBaLYTAYcPLkSTQ2NqK1tRUWi2VMazMnJwcXXHABkpOTUVRUhLS0NJ8Wn0KB\nx+NBT08Puru7I7Kc4uloNBqoVCpkZGQgIyMjqMWfJ0vECudUEEuKoiASicKun4o3UBSF6dOnY9q0\nadiyZQsOHjzI9vJmYj79CbO63t/fjyNHjiA5ORlpaWlQKpWQyWTo6+tDZWUlurq64Ha72XM7dDV8\n6DlOSkrCrFmzkJeXh3PPPTcizj9zDpisrkiGw+FAqVRCq9VCpVJ5VTIwnIhY4WSI5AtIrVbjscce\nQ1FRUVj61LyBw+HgzjvvxE9+8hNUV1ejs7MTX331lV9rdDJB6Eyc38KFC5GUlISCggJIpVLIZDKk\np6cjLS0NZrMZHR0dcDgcsFgsEAgEUKvVEIvF0Gg0rJAyqZMxMTFhbWUOhc/nIy8vDxRFRUSs42gw\nfuTbbrsNixcvRn5+fqiH5DMRL5yRCmMRzZ8/HzNmzIiI2LWRoCgKRUVFKCwshEqlQlNTE44dO4bO\nzk6/PdQoigKfz4dGo0FsbCzS09ORmJgItVqNmJgYSKVSUBQFjUYDh8OBlJQUOJ1OmEwmiEQixMfH\nQyaTISEhgfVfRopYDoXL5UKlUkGlUoV1HvdYUBQFmUwGtVqNkpKSsOsl5C2RebdGOMw0JS4uDiKR\nKGJvgqFQFIX8/HykpaUhOzsbRqMRgH9mBIzQ8fl8CAQCaDQaCIVCttQc89BhAq9jY2PZsCQOhwOB\nQMBWsY9kuFwuYmNjMTg4GJHHwuVywefzcdddd2HlypURaWkyRKxwMhaDvywHpun96VitVr8XUuBw\nONBoNIiLi4NAIIgI/9p4MNNfhULhUysFX4rbnu0wsxShUBiR10xMTAzkcjlKSkqwcOHCUA9nUkSs\ncPoLJr3uuuuuwy233DIsvIUQgn/961/48ssv/RbszUw5H330UUyfPj1ifZtRQkckPkQ4HA7uvfde\nXHzxxRGRGTQeU0I4Gb/VRKaFEokEcrkchYWFWLx48bD3mFa5Wq0WdrsdLpcLJpNpwhYoh8Nh29qW\nlpaipKRkQtuZSkSiCISKYJ6r0zOyJoNUKkVMTAyKi4uxYMGCSW8vHIh44RQIBKzfZyKVcK6++mrc\neeedSE5OPuM9DoeDtWvX4uKLL4bb7YbL5cIzzzyDr7/+ekJjlcvlePLJJzFr1qyQlyaLErkMLUIS\niPRLgUCAmJgYuFwu2O32SfWZoigK9957Ly6//PKgthcJNBEvnGKxGMnJyeByuTAajV4/IQUCAcRi\nMbKysjB37txRn+ZpaWlITU1lawvm5ORAq9XCYDB4XViEoiioVCokJCSgtLQUM2fO9Pr4okQ5HS6X\ni7i4OAwODkKv1086i0goFEImk7FiLBQKIZVK4XK5YLPZYLPZYDKZ4PF4fHJXMWFk2dnZmDdv3qTG\nGG5QJJIDIQEYjUa0trZi27Zt+PWvf+11JZxzzz0X559/PhYvXowVK1aMOQ0aWkCipaUFOp0Of/zj\nH7Fx40av9iWTyfDcc8/hnHPOQU5ODqRSqVffixJlJOx2O6qrq1FdXY0HHngAXV1dk9reokWL8Ktf\n/QoymQwKhYIVUCZKYffu3fjss8/Q0dGBxsZGr7cbExMDiUSC5557DjfeeOOkxhhuRLzFKZfLUVxc\njPr6ep9WGlUqFfLy8rzKjx0qqunp6UhOTkZiYiIkEgkcDse4T3wul4v8/HzMmDHD6/FFiTIaQqEQ\nRUVFbKjVRBGJRFCpVMjKysKMGTMgl8uhUqnOMCIGBgZw8uRJ2O12n4RTpVIhPj5+ShoKES+cDMwU\nw+12ezWd8EU4h8JMP4qLi7FixQocO3YMHR0dEx12lCgTgsfjTTppYv78+fjzn/+MuLg4JCYmjhob\nes455yAzMxNvvvkmDh8+7NW2KYrCLbfcguuuuw6JiYmTGmc4MmWEUyKRIC0tDX19fV5NXZxOJ4xG\nI9Rqtdf7GPokTkhIQE5ODmpra336XpQok2WyMcyMkREfH4/p06efkdN/OnK5nM328YXExERMmzZt\nQmMMdyIvinYU5s2bh48//hgPPvigV0/inTt34uGHH8amTZt83heHw8GFF16I++67b9zsBx6PF5E9\n36NMXVQqFebNm4eCggK2v9R4RGqaaqCYMhanVCpFfn4+Tp486ZWv02AwwOl0or+/3+d9MavkTEmz\nKFEiiZiYGOTk5CAxMdGr2qPMIpG3IUkKhQJyuXxK+jYZpoxwMjBPxvEC4pmWt4HuS83Ef0Z48EKU\nKUROTg4eeughqNVqr2ZnDocDVqvV6/C7q666CpdddtmUTvDwq3BWV1ez/+ZyuUhOTh7Xf+IvmO1L\npVJkZ2ejv78fOp1u1M8zKZUDAwNoampiq84Egqhonh0M/Z2Z64vpRc9YduFQXV4gEPi02j04OIim\npib09PR49fm4uDjk5uaGpMYmIQQejwcOh4OtzcpQUFDgt/34VTgvueQS9t8KhQKvvPIKZs6cGVQf\n3/z58/H2229j48aNeOKJJ8YNFdq0aRPq6uqwZs0a3HzzzUEZY5SpCyOeNpsNTqcTNpsNLpcLMTEx\nbNKFL/3hAwFN07DZbOx4xmPLli144oknMDg46NX2Y2NjkZ2dHZJSiUx7kZqaGjz00EPo7e1lf5OG\nhga/7cevRzY0xkuhUKCqqgoSiQQZGRmQSCReO6InQ0xMDLKysrxuIzswMICGhgY2A4OxCsaCEMJO\nX7wJffJ4PGhuboZWq0VqaiokEolXY/MW5sIwm81oa2sb1Rc11CqPjY0Fn8+PLlz5iMvlgtvtRn9/\nPwYGBs54/3ThZGocMMIpEolYQWFC25jZmbfXhdPpRGtrKxoaGibUtM1sNqO6uhpJSUnIzc0d9fdn\nrGaj0YiWlhavfZw8Hg9CodDncU0E5nw7nU60tLTAZrNhcHAQdXV1aGhoQF9fX0BmfAF7JJhMJjzy\nyCNITEzEiy++iOnTp0MmkwX8KcTUXpRIJF4JgslkgsViQV9fH8xmM1u2azyamprQ3t7u1eKSxWLB\nb37zGyQmJuLVV1/FrFmzvDoWb2GmJ4cOHcLdd989auM65nysXLkSd9xxB7RaLdLS0vw6lqmOXq9H\nT08P3n77bXzyySejfo4RHeY1UgFlDocDhUIBjUaDZ555BrNnz/ZqDJ2dnfj5z3+Ouro6r6fPQzl2\n7BhuvPFGXHTRRXjppZcgEolG/BzTBoVphRLOLqeOjg6sW7eOFXhm4TdQYw6YitE0jZ6eHjidTlRU\nVIDL5aKkpAQymSxQuwQw/CnO5/NZURlrnDRNo7OzE2VlZeyK4Eh9UAgh6Ovrg9FoRE1NDVpaWrwq\nLELTNNtgS6/Xw2AwICYmZtIPEYvFgvb2dtayqaioQGtr67g95uvr63Hq1Cl0d3ejv7+fvZk1Gg3i\n4+OHFQc+W2FuuJ6enmFxwT09Pejt7UVdXR3a2tomtQ+KoiCXy2E0GnHq1Ck2AJ3H4yE9PR1isZj9\nGyMGzc3NqK+vR1NTEzo7OydU6tBut6OjowMNDQ04efIk4uPjkZaWxgq7w+GA2WyGwWBAb28vOjo6\nvBKg+Ph4aDQan+M9JwLT1dThcKCtrQ319fVobm5Ge3t7wPfNDMBvADjjxeFwiFqtJiUlJaSsrMyf\nuxuTTz/9lKSkpBCFQjHiuE5/SaVSkpCQQJYtW0buuOMOsnnz5jO26fF4yJtvvkluvvlmUlpaStRq\nNREIBF5tHwCRy+XkmWeeIVu2bCEDAwOTPsZjx46RlStXktLSUpKcnEzUajWhKGrccQiFQqLRaEh8\nfDxJTEwkSUlJJCkpiTz44IOkqamJ9Pf3E5qmJz2+SIamaULTNHn55ZdJcnIye460Wi2JjY0lYrHY\n6999rBdFUYTH45HY2FiSlJREUlJSSElJCdmxYwfp7+8nTqeTuN1uYjKZSEVFBVm8eDHRarWEx+NN\net8ikYgkJSWR2267jRgMBuJwOIjH4yF1dXXk3XffJXfffTdJSkoicrncq+3deeedZM+ePaSjoyPg\nv4/T6STNzc1kx44dZO7cuSQ+Pp5wudwxx+dPAm5W0DTNWjUnT54ETdPIzc31u5/vdNRqNWbOnImW\nlhaUlZWN+3mz2Qyz2YyYmBhwuVyUl5efscpO0zSqqqrQ2NiIrq4un2NA3W43Ghsbwefz2SmyVCr1\n2bozm81oaGhAWVkZWlpaoNfrMTAw4PW0xOFwjBiGVVdXh+PHj7PFHhiSk5ORkJAwpYOgmalob28v\n2tra2HNZVVXl1/5Jp0N+bPHR19cH4Acr1GKxoLy8nPWNcjgc1kpsbW1Fd3e3X/Ztt9vR2dmJhoYG\nHD16FEKhEDweDy0tLaisrERDQwM6Ozu93p5SqURaWlpAZ5XMwpbVakVFRQUaGxvR1tY2IZfFZPBr\ndaSxbiqmz05aWho++OADFBYW+mu3I2K322EymfDBBx/ggQce8NqxzUxTR/N1Wq1Wthq8rzUKKYqC\nRCKBWq3Ggw8+iMLCQsydO9fnsI1jx47h1ltvhU6ng16vn1S9xKEwrYqHLpBRFIWHHnoId911F/h8\n/pSdwjPTvnfffRdPPPEEK5RWqxVmszmoY2HakDB93pmYZI/HA4PBMOkycqfD9G9i9s3EHjPnxFue\neuopPPjgg2x1pUDgdDpRU1OD5uZmPPbYY2hqaoLRaPTq+vfnwy9odwFjefJ4PBw5cgQWiwV5eXkQ\ni8XsBeJPhEIhW1fQl217PB42DszfEEJgsVhAURSqq6vhdDpBCIFGo0FhYeG4VrjZbEZVVRVOnDiB\nzs5ODA4O+qWdBwPTs/t0qqurceDAAfahkpaWxvpCI7FpGPC/xZve3l52ddrpdKKyshI9PT0hXQgh\nhHgd+uMPHA4Hent7J/x9tVoNlUrldUD9RCBDVs+rq6tRW1sLnU4X1PN0+oD8Brzwg3A4HKJUKklp\naSk5cOAA6evrI26325/DIIT8z0f1+uuvj+v7CPaLoigikUiIXC4n8fHxZPbs2aS6unrcYzp+/DiZ\nNm0aUSqVhMPhBG28EomEaDQaotFoSGxsLHnuueeITqcjFovF779bsHC73cRut5N3332XxMfHE41G\nQ9RqNZFIJCG/PiLtdckll5AXXniBHD58OGC/F03TxOPxkPb2drJw4UIik8l8vgf8SdDnXTRNY3Bw\nEAKBAEeOHEFPTw+kUukwy4WZnnC5XIhEImi1WohEIiiVSq+nAIyVKZfLkZmZicHBQdaPFGoIIWzI\nkMViAY/Hw8GDB4f5rkbq+VJTUxOSp6zVah0W4lRZWYl9+/axufq5ubk+dbYMJb29vaipqWHLD5aV\nlaGvry8gLSjOFtRqNXJycgKWeQf8ED9bXl6OpqYm6HQ6mEymgO3LG4Lm4xzps8xCzNDvMYLJ4/Eg\nk8mQmpqK66+/Hunp6Vi8eLHPgbUnTpzAN998g0OHDuG///2vT98NFhwOhz0XANge4gCG5bl7PB6Y\nzeaQx9OJRCIIBAJ2qv7CCy/ghhtuCOmYvOXLL7/Ez3/+czgcDjakZbS41yje8fvf/x6PPPJIQHvX\n9/b2YvXq1Th69CgsFsuE/Lz+vG9C5uknhIzqdGduSLvdDg6Hg7KyMvT09MDlcrF9yNVqNYqKisb1\nqSgUCuTn56OlpWXCnTADDU3TZzxBmePypw/TXwz1hXK5XJw4cQIJCQmYNm1a2BWtJT/6Mvv6+nDq\n1CkcPXoU/f39XrdYiTI6GRkZyMrKQk5OTsAyhdxuN9ra2tDR0YHe3l4YjcaA7Mdn/Dnvh599JxRF\nEQ6HQ0QiERGLxUQmkxGlUkkSEhLIz372M2IymcYdE+PL+vvf/+5VjGP05ftLJBIRlUpF/vOf//jz\ncvILHo+HOBwO8sUXX5C4uDi/xV9GXyAPPvgg6evrI1arNWC/n8lkIs8++yxZu3YtiY+Pn9R4/UlY\nx5aQH62FoSu9TExbW1sb9u3bh+TkZLYg60gwfVkidfU3EmDysY8ePQqlUomSkpKQx33a7Xb09fXB\nYDCgqakJhw4dwuDg4IRyu6MMhwlXk0gkbHO3QOHxeNDW1oampiavy9oFg4irAE/TNOx2O8rLy/HI\nI4/g9ddf9+pmmKqB2+GCx+PBiy++iOuuuw67d++G2+0OqVukv78fO3fuxFtvvYWbbroJzz33XFQ0\n/QSPx4NYLGYNkkDeWy6XC0eOHMHu3bvDZ5qOCC5k7HQ60dvbi8HBwTFv0KH9WTgcTtgXK4hknE4n\naJrG4cOHIRQKkZ2dzeYuj1ZIwt9YLBa0tbWhtbUVR48eRX19PUwmU1j6iiOV7OxslJSUjFlZabK4\nXC6cOHECLS0t6O/v93vQ/2SJWOFkUtC8LRvF4XDA5/PhcrnC7keYSrjdbrz44ot49dVXceedd2Le\nvHmYP38+kpKSgrL/7u5ufPzxx6ipqcGXX34Ju90e/b39zCWXXII//OEPAc0is1qteO6553DgwIEx\nC5KHCr8e+VVXXcX+m6ZpDAwMwGq1orKyMiBpa4wP1BvS0tJwySWXoL6+HidPnvT7WKL8D6YMWWVl\nJVu7Mj4+HvPmzYNWqw3IPmmahtvthsFgQFVVFVpaWrzqeR/Fe9RqNRISEoZ1dggU5MeoG4PB4PNs\ngcvlQqFQYP78+QHrCeZX4Xz//ffZfzudThw/fhzNzc34wx/+gPr6en/uymcWLVqEkpISvPHGG1Hh\nDAIejwebNm3Ct99+C4FAALlcjvfeey9gwsnEuLa3t2Pz5s0wGAzRoHY/k5eXhwsvvBDTp08P+L4I\nITCZTD4ne3A4HIhEIuTm5uLll18OWHicX4VzaCwXl8tFYmIieDwefvKTn6CpqQk7d+4csWp2MODz\n+ZDJZEGrTO0NAoEA06dPh0KhGDHP12azoaamBiaTCTqdLuKsJ2a8NE2Doih899136Ovrg1arhVQq\nRV5eHltcYrLo9Xps2bIFZWVlsNvtU1Y0eTwepFIpFi1axPYMIoTA5XJhYGAA+/fvD9jqc1xcHEpK\nSgIaq0sIgc1mg9lsnpBfWi6X4/zzz0dhYSEUCkXg7ne/BjcNgckt9Xg8xOl0kpaWFjJjxgy/x5Jd\ncsklXuVMM7nrL774Ysjj35iXWq0mL7zwAtmyZQvR6/XE4XAMezU1NZH777+f/OQnP5kSOdRcLpdI\nJBJy6aWXkvvuu4/U1tb67Xrbt28f0Wq1YVeXwJ8viqJITEwMKS0tJVVVVex1YrVaSWdnJ9m0adOk\nYx3Hev3yl78kbrebeDwev/1up8Pkox85coScc845Po2Pw+GQoqIiUl9fT1wuV0BrygbMuzs0ho/D\n4UAul+MnP/kJcnJysG3btknnW2u1WixcuBBz5871KkaTGUtBQQFuvvlmVFRU4MiRI5Maw0ThcDiI\ni4tDYmIi0tPTkZKSAolEAoFAMOxzCoUCc+fORXp6OrRaLbq6uvDdd9+FVTybLzBVp1paWmC32/HZ\nZ58hISEBYrEYEokECxcu9Dnfua+vD9999x3Ky8thNpsjzir3BolEgmXLlrHRCQkJCVCpVGxaLpfL\nhVQqRUpKCq655ho0NjZi+/btfqvwxXRT4PP5Ae/S6Xa7cejQIdTW1vpU75axNPPz89mSfAElYJJ8\nGjRNE7fbTZqamkhRUdGkn35Lly4ltbW1RK/X+/Rk8Xg8xOVykaeffjpkloNQKCRLliwht9xyC6mv\nr2et4ZHOmcfjIW63mzgcDrJ///6AWhTBfDFZYQKBgKSkpJB58+aR8vJyn6+rQ4cOkcTExKBWiwr2\nKzk5mRw4cICYTCa2IjxzzQx9ud1uYrVayc6dO0lsbKzf9i8Wi0lcXBx59NFHA94ZwGg0kmuvvZYk\nJCT41F0hJyeHVFdXs+cm0AQtHIkp3iGXy3HVVVehqKiIdeL7gkQiQUpKCjIzMyGTyXyOD2SKrJaU\nlGDdunU4efJk0C1PgUCAefPmYdq0aZDL5aM+wYcWsaUoClqtFtdddx3q6+uxbdu2gNQMDRbkx4gI\nl8sFk8mE7u5ubNiwAQcOHADww++8YMECKJVKyGSyM3rv9Pf34/vvv0dVVRXMZvOU9GmKxWJceOGF\nyMnJgVarZSu0j3a9MCF3/u5cmpubi8WLF2PGjBl+2+ZoMMW+ZTKZV9ogk8lwwQUXIC8vDyqVKngZ\nggGX5tNgnox1dXUkPz/f56dfUlISWbt2Lfnb3/5GbDbbqNbaeDCW3J/+9CfC4XCCmseu1WrJoUOH\niMfj8WrszDF6PB5it9vJjh07iEajCbkl5O8Xh8MhHA6HcLlckpKSQj777DNSWVlJ7HY7ey5cLhfp\n6ekh3333HUlMTJzS9QcSEhLI4cOHz7Awx7tODhw4QOLi4vw2jttvv5309/cTq9UacGvObDaTBx54\ngCxatMirfmGZmZnk1KlTAfdpnk7QA+AZy1OpVOK6665DXV0dtm7dCoPBwFZEHwmtVosLLrgACQkJ\nKCkpQUpKyqTSvZj82tmzZ+PnP/852wb12LFjXvUomize9G8f+lkGHo/HWhU8Hm9KZcQMtRpNJhM2\nbdqE48ePIzY2lvVZeTwe2Gw2dHR0hEWJvUAgkUhw0UUXITc3F1qt1msrKlC+R6YubjDapvD5fCxY\nsACxsbHo7Owc1eqMiYlhz5FarQ5+LYqgSfRpMBZUXV0dmTNnDlGpVGP6qebNm0eampqI2WxmLTV/\nPGGYcRiNRtLV1UXuu+++gFsSWq12QtWymWM+ePAgycjImBIr7eO9KIoa9RXqsQXixeFwSEJCAjlw\n4IDXM5LT8bfFec8990x4LL7C3I99fX1k8eLFo44pJSWFHDx40O964C0hS7lk/HeM5dnX1zdm/F1G\nRgYUCgXrv/HX05XZFrOivXTpUgDAnj17cPToUb/sw18wx6zVarF27VpUV1fj888/j9hVdm8gU9Ci\nHA2xWIzLLrsMeXl5SExMDGjVIV8JZqUriqIgFotxzTXXoLi4GIcPH4bBYEB8fDxiYmKQmZmJhIQE\nJCQk+F0PvCZoEj0KI60OMvGfI70XqCfL6dt/8MEHA2ZVTNTiHDpWt9tNvv/+e6JSqUJuJUVfk39R\nFEViY2PJ7t27J32NB8LiDJY1d7oODAwMkIcffphcc8015KmnniJvvfUW6enpCbgejEfIi3yc/qQg\nP64gj/Z+MMZBCMF5550HiqKwfft2v1ueDocDO3fuRH9/P+bNm+dze2AAAY+nixI8uFwupk2bhtTU\n1DGjLMZDp9Nhw4YNqK6ujth2IEN7bVEUBZFIhKVLl6KkpARJSUmQy+WQSCQhv/ZDLpzhCEVRuPji\ni3HxxRfjl7/8pd+F02az4dtvv0VdXR3y8vImJJzMOKNEPjweD7Nnz0ZhYSGUSuWEt9PR0YEnn3wS\nnZ2d/htciBEKhbjoootCPYwzCDvhDBcxYOInGcvz+++/99tqu8fjQVNTE2iahtFohMPhYLMyfIGc\nRf6/qYzH48GpU6dgMplw4YUXIjExEVwud9TrgaZpOBwO6PV6fP3112wFoc7OzpB3f/QX4aIDoxF2\nwhlurFy5Eueeey4MBoPfhNPtdqOhoQFWqxUGgwF2uz0ooR5RwhOmTXFHRwf0ej1cLteYD1HyY3vp\ntrY2vPDCC2htbYXdbo8+SINI9G4dB2a1nVm98+fFaTKZ8MYbbyApKQmxsbHQaDS47LLLxs3Xbm9v\nx3/+8x9UVVXBZrP5bTxRQofb7YbJZMJbb72Fbdu2jRmjTAhhLc6+vr5hLaSjBIeocI4BRVEQCoXD\n0tj8eYGazWa8/fbb4PF4SE1NRXZ2NpYsWTKun6ujowN//etf0dvbOyWLWpyN0DQNs9mMd999N9RD\nieIFUeH0AoqicPnllyMlJQWff/45Dh8+7Nft0zSN/v5+EELw9NNPQ6VSQSgUQqPRYNWqVRCJROjr\n60NfXx/27NmDxsZGmEymKZmfHSVKJBAVTi+gKAoXXHABVqxYgYaGhoAIp8FggMFgwD//+U+2DF92\ndjYKCwshk8lQV1eH2tpavPDCC2HV7S9KlLORqHD6AEVRuPbaa1FQUIAPP/wwYJlF5Mcq2G1tbfjH\nP/4BoVCIgYEBDAwMTOksoSjhRVZWFmbPno1Zs2aFeihhB0WiXmWfcbvdWLduHd55551QDyVKlICx\nZMkS3HjjjSgqKsL8+fPDPkQomEQtzgnA4XCwZs0azJ49G06nEw6HA5988glOnToV7dseAXA4HCQk\nJKCoqAhJSUkoLCwEj8dja136IhBWqxV2ux0bN27EoUOHAjjq4KPVajF//nxoNJpQDyXsiArnBOBw\nODj//POxcuVKWCwWmM1mHD9+HDU1NWxr3KFEhTQ0jCSAHA4HXC4XcXFxmDNnDkpKSnDhhRdCKBRC\nKBSywumNeBJCMDg4CKPRiKamJhw+fDjif2vmuCmKgkajwbRp08Kq2Ei4EJ2qTwJCCNxuN1wuF/bs\n2YPW1lbW4mTeKysrQ3d3N/bt24e+vr5QD3nKQ1EUeDwecnNzcfPNN0MikbC9eZj3mapcaWlp0Gg0\nSE1NBZfLHVbT0VvhdDqdcDqdOHLkCGpqavD+++9jz549ATm2icDUNOBwOCCEDLs+h0JRFHJzc7Fs\n2TLExsYiNTUVhYWFWLx4cXSKPgJRi3MSUBTFxnhecMEF7N+Zi9LhcODrr79GTU0NKisr2dbIzAUc\nZXIwltDQG5vD4UAgECA9PR033ngjlEolRCJRQG5+Js5XKBRi2bJlWLJkCY4fP459+/b5/fcdagV7\neyyMYDJWNiEEHo8HNE2fMT4Oh4OUlBRccMEFyMzMxIwZM6KCOQZR4QwgfD4fs2fPRm5uLvLz82Ey\nmUAIgdlsxuuvv47W1tYp25kxUHA4HIjFYiQlJeGmm26CUqkcVi2HEYuEhAS2fmuwoCgKS5cuBYfD\nwY4dO1BdXT3pbfJ4PMhkMlxxxRVISEhAamoqBAKBT90DhoouY22OZHFqtVo2/C3K2ESFMwAwFymX\ny0VmZiYAoLS0lL1Ye3t7sXXrVgwODsLpdMLlcgEAaxFEOoyVM/Rm9Rc8Hg8xMTFITk7GT3/6UyQm\nJkKpVIaFH46iKBQUFIDP56OmpmZCwjk01ZKZ0SgUCixevBj5+fmYPn06JBJJtKxgiIkKZwiQy+V4\n4IEHMDAwAIfDAbfbDavVip6eHrz88svo6emJ2EUGLpeLO+64g+137++bm6nWr1AokJycDLFYHFYC\nkpGRAZVKhdjYWJ+/K5PJcO+99yI3N5dd4edwOBCJRCgpKYFcLodIJAqLh8TZTlQ4gwhzg4tEIixb\ntoz9u8fjgcFgQGNjI/7zn/9gcHCQ9YNGWjM2DoeDBQsW4OqrrwaPxwt+E60QQlEU1Go15HI55HI5\n+Hw+3G73mA9BHo/HWo9SqRTnn38+5s+f79N0PMroDD33/nzARoUzDOBwOIiJiUFWVhaeffZZtntj\ne3s7nnvuOfT29vpNQAMxfR4KsxDBCMLZCIfDwU033YS5c+fizTffxMGDB8/4DJfLhUQiwX333Yfi\n4mLWkp42bZrf+6JH8T9R4QwDhq7OXnzxxayoVVVV4e2334bVaoXD4QBN0z6VEONwOCOG4gD/E07G\nr+oPYWa2zYhnOMIcN2PN+3Iuh77GgqIozJo1C/n5+dixYwdOnDhxxvt8Ph9yuRzLli1jZx9RsRyf\noYtb3vx+Q98Xi8V+G0dUOMOYlJQUPP/887BaraBpGs3NzXjppZeg1+thNBrHvWhmzZqFO++8E2Kx\neMSQHCYG9dtvv/VL+uhIq7XhBuMCOXHiBD766CMYDAb09vaO+72ZM2dizpw5yMvLQ05OzrifZ/qQ\n//KXv8Q111xzxvvMQ624uHhCx3G24vF40N3djZ6eHrz22mvQ6XRei+cXX3zht3H4VTgtFsu4n2Gs\nq5Fi8MKdoVaay+Ua0Uob2m54olYXc07kcjlWrlzJ/v3UqVP4+OOP4fF42Hi8sbaRnp6Oiy66CDKZ\nDDExMWeca5fLBYfDAZ1Oh08//RQul4td4Z8oTJFdq9UKgUAQ8sr2Ho8HDofjDAu7paUF27dvR29v\nL9ra2sbdjsVigUwmg1qtRnZ2NoDRr10mCJ/H42Hu3Lkjhv5EGZuhlqXT6WSvdbfbjb6+PrS2tmLL\nli1obGwMycPar5lDl1xyyZjvczgcxMbG4ne/+x3S09PZlcNIgalaZLPZ8Oqrr56RIUJRFGJjY6FU\nKnHbbbehqKjIr/s3Go0oKyuD3W6H0+kcdsGc3h0UAOLj4zF9+nR2keb095lA6ObmZlRVVeGzzz7D\nW2+9NakxUhSF2bNnIyMjAw888ADOPffcSW1vshw7dgzPPvssrFYr6+YghKCvrw91dXVwOBxeVZyK\ni4tDfHw8brvtNqxdu5Z1rXhDVDh9h6ZpDAwMoL+/Hy+99BIaGhoA/K9tiNVqRUVFhU/dPP0aFue3\nLQHYuHHjmO9zOBwkJyfj1ltvhVKpBJ/PZ53kvmZFBBPGn+LxeGA0GmE0GnH48OEzjpeiKCQnJyMu\nLg6XXHIJ0tPT2SmbP5DL5Vi0aNGI4zt9HN7A+OuysrKQmZmJ2tpaiEQiuN3uCfs8CSE4ceIEampq\ncN1118Hj8QQ15pA5Fx6PBzabDa2trdi6dStMJhMcDseEt9vb24ve3l60t7fDYDBAoVB4LZyhvqZP\n9+tSFMU+SH0tahIohlqYDocDTqcTfX190Ol02Llzp9/6ffmLoM6jaJpGb28vHnroIcTExLBC+oc/\n/AFJSUlhvQq7Z88elJWV4fjx42hsbERtbe0Zn2EsGaPRiMcffxwpKSn4zW9+g9LS0hCM2HuYm2f2\n7Nm45557cODAgUnlW3s8HrhcLnR3d6OlpQVarRYxMTF+HPHoMG6UEydO4Mknn0RbWxsMBoPfEgt2\n7NgBg8GAK6+8EqtWrfLLNoOBx+NBZ2cnvv/+eyiVSpSWlkIqlYZN5SOmYMrg4CBefPFFVFRUwOFw\nwOFwoKmpKdTDO4OgO6Dsdvuw8IysrCx0d3cjJiaG9QsO9YGGkqF+sY6ODpw8eRL79+8fUTQZ7HY7\n7HY7jh49ioaGBtxxxx0BH+dkLQbm+/Hx8ZgxYwZaWlomtT3GjzgwMACdTsemRfpjrGPtE/jBbzs4\nOIjW1lZs374dZrPZr/vp6+tDTU0N9Hq9X7cbCBirm3mQ6XQ6VFZWIjY2FlqtFgqFAlwuFwKBgP19\ngOBayEOjOvr7+9Hd3Y39+/eHfYm+kK+qd3V14e6774ZarUZeXh7S09PZqXw4wCyYlJWVYfPmzRgc\nHPTqe0ydzkgq5pGWlgaVSoXy8vJJb8vtduPNN9/Epk2b8OSTT47oYvAnNE3DZrOhrKwMf/zjH9He\n3h6QDqBLlizB9ddfj7y8PL9v2980NDTg+eefh16vh16vh8ViQXd3NwQCAT755BPweDwIhUIsXboU\nv/71r0MSdE/TNCoqKtDZ2Yn//Oc/qK6uRk1NTVDHMBFCLpw2mw2HDh2CRCLB4OAgGx7C4XAglUpD\nbnmazWYYjUbodDp0dnZ6/T3Gn8QIKJ/PD/mxjIdUKoVUKkV8fDw0Gg2sVuuExYcQgoaGBnR0dKCt\nrQ39/f2QyWRsXKm/rJqhfrG+vj60tLRgz549MJlMftn+6SQkJKC0tDQiCmEwvviuri50d3eP+hCX\ny+Xo7e2FXC6HQqEI6hgJIdDpdKivr8exY8dQUVER1P1PGOJHAEz4xeFwiFwuJ4mJiWTJkiXkzjvv\nJHq93p/D8xmapsnzzz9P5s2bR7Rarc/HJJFIyJNPPkm2bt0a8mPxhdbWVrJ7926ydu3aSf2mzO9a\nWFhIVq5cSfbv3088Hg+hadpvY3W5XESv15Ndu3aRlStXksLCQsLlcic97tNfFEURDodDfv/73xOH\nw0HcbrffjiFQ7N27lyQlJRGBQDDmsWk0GjJ//nzy2GOPEZfLFdQx2mw2cscdd5CcnBwikUj8/rsN\nffmTkFucDDRNw2g0wmQyYXBwkI0vpCgKCoUiZNZac3PziClz3kDTNLq6utDS0oJp06b5eWSBIzU1\nFampqdi/fz/i4uJgsVh8CvsYCk3TqKqqQmtrK5qbm5GZmcmGR8XExEy47JvH42H9yd3d3Whubsbh\nw4dhMBgmtL3R4PP5EAgEEAgEEAqFkMvlEAgEft2HvyE/WuGMj9PpdI75eWYqn5mZCbfbzUZBBNLX\nSQiBxWKB0WhES0sL6uvrA7avQBA2wslAfpx2VVZWYu3atZgxYwb+8pe/hI3P0xecTie2bNmCiooK\nzJw5E0lJSaEekk9cd911WLJkCf75z3/i7bffnlQcnM1mw2OPPYa//e1vSEtLQ3x8PO69994J+woH\nBgbwzTffoKWlBd9++y36+vr8vhAEAMXFxTj33HNRUlKCmTNnIjk52e/78Ddutxsmk4mt/+otNpsN\nXV1dUCgUUKlUARzhD2N85513cPDgwciZng/Br8KpUqnYIPHJ5D/TNA2z2YwTJ06Aoih0dHTA4/FA\npVIFxfKcjECcvh3GtzSZGMJQkZKSguTkZHz//fdITExkLRmj0eizBUrTNGpra8HhcKDX65GQkIDW\n1lZIpVIA/wuJYgoVczgcNv6VyZKy2+2gaZpNu6utrUVDQwNOnDgx6YUgoVAIiUQCLpc7zArOyMhA\nQUEBSktLMXfu3EntI1jQNM36p325lpnyhiKRKICj+wFCCJqbm1FWVgaj0Rjw/fkbvwrno48+CqfT\niY0bN6K1tRU6nW7CfcDJj/F4lZWVuPXWWzFr1iz85S9/gVwu9+eQxx3DZESU/JjlYDKZIrZAMUVR\nuOmmm3DhhReyqZ7PPfccPvnkkwltj6Zp9tq45557hoUpMYsT559/PuLj45GcnAwOh4Pu7m709/dj\nz5496O/vR1dXF2w2G/r6+mC32yf1UGIKksydOxdXXXUVkpOTkZWVxb4vlUohl8tZgY8EbDYbqqqq\n0NjY6NN1xyywBcMVQX4M8av9/+2dT2gjdRvHv5NO0mRNN522SZNMEzNJ08Rmt4uKIHjxUBcUTyKr\nsAdX8SAiIioI7kEQVvCsPehpYQ9rPQgWhGVBYUFBQRGtpNvGtM0mbbrdaZOWZJtMkvm9h3Xm7fru\nu81082dSns99kl8mv3nm+T1/vs/SUk86FS01nIlEAtVqFdevX9c9hr29Pb3rplgsGvJCtTjI/Pw8\n7Ha77r0dP37c9BlqDc3zbpUX2w38fj98Pp9eKRCNRu86shYKBUMeqFbYvL/sxGKxwOVy6UPUdnd3\noSgKLBYL1tfXIcsy5ufnsb29jVwud89posB/+8RtNhsGBgYO7FrSJPDC4TASiQQCgQAmJiZM0U1z\nWGq1GmRZRqFQMLzvOtlJpGkatAqr1Qqe5zsyEaClhvPJJ5+Eqqo4efIkqtWqXgOZy+WwsbGBTz75\nBKurq4Y+UzuipVIpXLhwAVNTU7riT7tpxSbSvLReNpwamqLPm2++iZdeegnAnd/38ccfP7DyjJYc\nLJfL+Oqrr/SkDMdxuqDK7u4uGo3G//Tpa2gJp2AwiEceeQSvvfYaBgYG4HQ67yvIAUAX8DB74qcZ\ndnd38dNPPyGdThsSbREEAVNTUx05qrcabUCfJEn44IMPDqXAb4SWGk7tGL0/kVOv1zE4OAhBEBAO\nh1Gv13Hz5k1Df6jmeS4uLsLlct1liNo1vVD73v2jVQ9r/I6C0dyvJSCKop7oajQaiEajePjhh3XR\nkO3t7UPFHLWXzEEyb5r6lCAIugqR1n/tdDoRCoUQjUaRSCR0NfZe9iCNorW7yrJsqAFDm+fUzgF3\nWviqVCodmO1vBp7n9ZZeSZIwPj6OEydOwOPxtGC19/netn467ngBoijC4/Hgyy+/RCaTwRtvvIFU\nKmXoc0qlEv78808MDg5CURQ9gdBuHA4HXC6XLiZM3E1fXx/eeecdnDt3Tm9g+PTTT3Ht2rW2fJ82\ngycUCuG9996Dz+fD2NiYnkjSkjt2ux3Dw8OmFVRuJ+VyGb///js2NjaainHuHyPcblRVxY8//oiF\nhYWm5PwOwuv14osvvoAkSbpi1dDQUAtWen/abjg178BmsyESieDYsWOIRqNQFAXr6+tNe55apnB7\nexvpdBperxeiKLbdk3C73RgfH0cmk8Hm5uahP0eLdbZjgFk32P8btBhooVDA7u4uotGoHp5pRqO1\nGWw2G7xeL/r7++FwOCBJEmKxGPx+PwKBQNd1P81Eo9FAqVTC7du3mzrtOJ1O+Hw+eL3ejuzNfD6P\npaWlB+ru4nkefr8fkUgE8XhcnybbsWerpeX0TaAoCstkMuyHH35gkiQZrv53OBxMkiR27tw5ViqV\n2rpWVVWZLMvs77//ZmfPnj10x4LL5WJzc3NMlmWmKEpb19wtVFVl9XqdVatVtra2xv766y92+vTp\nlnR88DzPotEou3r1KksmkyyVSrFMJsPK5TKrVqst7UQ6Cvzyyy/M7XY3fX+fffZZlkwmWT6fb/u9\nVBSFvf7660wQBGa1Wg+9J3w+H/vuu+/YysqKvgc6uQ86/pq2Wq0IBoOwWCyIx+PgOA7ZbLZpz3Nv\nbw8rKysYHx/vSKxzeHgYgiBgYmIC8Xgc+XzecHeKpjjudrv1YVxHDS3G2NfXB7/fj+HhYcRiMWQy\nGezs7KBSqaBUKjVdVcHzPMbGxnQ9U0mS9Gx+rwlgd4pKpYL19XXcuHGjqSO60+mEKIqIx+OIRCId\nK0MqlUooFAqHul7bF9p+CIVCrV1gs3TMRP8LRVFYNptl33//PQsGg4bfONPT07oH1+43jaqq7Nat\nWyyVSrEzZ84YXivHcczj8bBTp06x3377ra1rNQuqqrKNjQ22uLjILly4wM6ePcv8fr8hj2Jubo4l\nk0mWTqdZNpvV/2vyMO9NMplkp0+fZrFYjPE8f+A9fuaZZ9jCwgK7efNmx+5ptVplL7/88qE9TY/H\nw7799lu2vLzMKpVKR9Z8L7oWGLJarRgbG0Oj0UAikUB/fz9WV1eb9jxLpRKSySR8Ph/C4XBbPRBt\nJIYgCIjH40gkElhbW2taYo4xhs3NTSiKgmQyCYfDgVAo1JGSqm7BcRxGR0d1uUBVVbG5uQlBEHSF\n+a2tLdRqNT2TOzAwoMcqvV4vIpEIJEmiGeMHoCgKbt26hRs3bmBlZeXApJDT6UQgENBjg80q2T8I\nrAWVJRaLBTabDWNjY/qptVu0dObQYdCKdRcWFvDKK68gl8s1dZ3dbofb7cb09DRmZmY6YoQYYygU\nCtjZ2cH777+Pb775xtD12swlURRx8eJFTE1NtWml5oH9U0pWq9Wwt7enC+pub2/j4sWLWF9fxxNP\nPAGfz4fp6WldkZzneYyMjLRchu4osra2hpmZGaRSKVy5cgXlcvm+hurpp5/GZ599hpGREXg8no61\nMauqCkVR8Oqrr2J2dtbQ9RzHYWBgAKIoYnZ2Vp8O2q190fVUpNVqhc/nw+3btzExMQGe55HL5Q6M\nhVUqFaytrUGW5Y7VSXIch6GhIRw/fhyTk5NIp9PIZDJNe56a11Wv1zE/Pw+O43TP86hk2/8Nx3F6\nu6IgCFBVVVcZmpychCAIiMViGB0dRTAY1EtJjuK9aDW1Wg1bW1vI5XJIp9PIZrP/tzkAuFOq5XA4\nMDQ0hEAgcM/Jp+1ka2vLcJeZBs/ziEajkCQJDoej6/uj6x6nhlZ7trCwgA8//BCyLDd13fPPP4/Z\n2dm7pP/bDWMMOzs72NnZwdtvv425uTlD11ssFgwNDUEURczMzGBycvKuY+pRRvM8VFVFuVxGo9G4\n58iUbj8YvYAsy7h8+TKWlpb0GfH3KyoXBAGJRAJPPfUUPvroI71DqBP3WlVVXL58GT///DOuXr16\n3/Ez92JkZASXLl3C448/rg967CameVKtVitEUUSxWDRUtNwNu89xHAYHB/HQQw8hHA4jGo0in883\nLWumqqruKf/xxx+o1+t49NFH9dbAo2w09mffe1Eq0Axoe75arWJ5eRkrKysol8sHduI4nU6cOHEC\nkiR1/ISjxfmXl5cPJf9nsVgwPDwMt9vdhtUZx1SGMxAIoFgs9ozn1dfXhxdffBGPPfYYPv/8c8MD\npgqFAs6fP49gMIhLly4hFovBarUeacNJtAZNNOfKlStYXV1tqqstEong/PnzEASh4x4bYwzXr1/H\ntWvXDHfgaZ1NZsI0FkpTtbFarTh27BjsdvuhJek6icfjQaPROFSoQFVVFItF2Gw2/PrrryiXyzh1\n6lRHww5E71GpVDA/P4/FxUUUi8WmnxOe5+FyuTo2qvnfKIqia6o2i9ayLYqiqcRHTGM4NbQje61W\nQzabNbWOJcdxkCQJXq/3gRSzZVnGu+++i3A4jK+//hrj4+MtXCVx1Mjn83jrrbeQSqV6SgSY/TPO\nwwh2ux1nzpzB5OQkRkdH27Qy45jOcPb39yMUCqHRaCCfz5vecGrajw9ylFBVVU82mfn3EuZAm1nf\nbDUH0FmdzVZisVh0UWszSf6ZK3CAO5J0L7zwAp577jlTueYE0avsT8j1GjzPIxaL4eTJk6YKYZnO\ncFosFl0eqhffkARBtBZNpd9M9sA0dZwEQRC9guk8ToIgCLNDhpMgCMIgZDgJgiAMQoaTIAjCIGQ4\nCYIgDEKGkyAIwiBkOAmCIAxChpMgCMIgZDgJgiAMQoaTIAjCIGQ4CYIgDEKGkyAIwiBkOAmCIAxC\nhpMgCMIgZDgJgiAMQoaTIAjCIGQ4CYIgDEKGkyAIwiD/AS5sAwQQJkzhAAAAAElFTkSuQmCC\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 59:\n",
            " beta = 6.748e+01\n",
            " objective = 8.317e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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sOfJ1eTJ3oGkaCxYswC233BIqIuEB7HY77Hb7kLTI8QoX+/2kpCTcfffdUKvV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          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 60:\n",
            " beta = 7.256e+01\n",
            " objective = 8.396e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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zpFIpNm/eDKPROKLlWV5ejvLyciiVSlxzzTVsy11PwuiJs8f/0JYqnsTrirOj\nowN///vf0dnZCZvNhsHBQbS1tbGtFsrKynD//fez2Q3p6em47bbbIBaL7To/synkSwqHUYRGoxEi\nkWjcQdjS0oLnn38eNTU1UKvVHpLSeSaLxedtaJpGd3c3rFYrNm/ejLS0NFx55ZVjRhc4AuMznzNn\nDt5++2389NNPePPNN0f1///000944okncOGFF2Lp0qUe/Y7VajX+8Y9/oK6ujn2WuVwuwsPD8dBD\nDyEqKspjsgBeVJzk16ZefX19+PLLL1FXVzfi6zo7O7F9+3Y2lm/evHm46aab2J3F8b48X4x/JITA\nYDBAr9dDIBCMqjjJr50ee3p68NVXX6Gtrc3DkjpPwBc2cQgh0Gq1oGkax48fR39/PxYsWACpVAoA\n52wWOqrImNVbUlISEhMTAQCbNm1irduzqaurg1arRWRkJJYuXco20XMnjKWp1Wqxc+dOnDhxgn2e\neTwekpOTceutt0KlUrETticyn7ymOLu6uvDcc8+hsrISnZ2d477eYrGgu7sbfX19rMnur1aNWq3G\ns88+i5SUFDz55JNITk4e8XU9PT3YunUrG5cY4PzEbDajqKgItbW1aGhogEQiAYfDQUxMDH7/+98j\nLCxsws8CRVGYM2cO3nnnHfzwww8jbqRqtVpYLBY2m80TS3aDwYBt27ahqqoK7e3tw2SiaRrt7e14\n5JFHoFKpEBcXh5iYGKxZswZKpdKtcnlMcTIfmNno6Ovrw44dO1BVVWXX+202G/R6PXQ6HQwGA0Qi\nkd3xbL6GyWTCwYMHUVNTgzvvvJMNM2FmzKHW+JEjR1BXVweTyeRtse0isEx3PTRNsx1Pa2pqAPxi\nbWVkZGDdunWQyWSs9SgQCNj32fs9MK+Li4tDZGQkNBoN3nvvvXPiYM1mM8xmM7RaLXQ6nV1upoli\ntVpx5swZFBcXn2M8EEKg0Wiwc+dOiEQiZGVlISMjA8uXL4dQKGQ/GyOjK0P5PGpxMj6bv/3tb6io\nqHBq6VlRUYF77rkH06dPx4MPPmi3r9MX6evrw6OPPoq4uDhce+21iIyMRHh4OPr6+vDaa6+hqakJ\nFRUV0Ol0PrW5NRqj9TwP4HpomkZzczPuu+8+NgaYWcE4GrbEwGyyKBQKxMTEsH2xzubrr79GTU0N\nrr/+etx4440T+RjjQlEUpFIp5HL5mEqaaa3d3d2Nu+66CyKRCHw+HyqVCnPmzIFIJHJpLKrbFSez\nEWKz2WAymdDT04O9e/eivLzcqfP19vbi+++/B03To4ZPDMWXrR+j0YgDBw4gJCQEubm57K55e3s7\nvv/+e7S0tHhbRIcQiUTDajt6Ey6XC7FYDLPZ7DfWuiMQQtj20gz5+fn43e9+B6FQCIFA4HAECmOd\nSSQShIWFwWazjag4mQLdubm50Ol04PP5wyxdV0JRFCQSCWtVjwazsTw4OMi2iWb2RcRiMaRSqUsV\np9urI6nVarz22muoq6tDZ2cnGzfmrM+Ocf5ecskl+PTTTyGTycZ8/fvvv4+7774bFovFLkXrDZiu\nixKJBBKJBEajEWfOnPGr4G0Oh4N77rkHixcvxsyZMxEbG+tVedrb23Hw4EGcOHECr7zyyqRUnmej\nUCgwY8YMJCcnsyuYrKwsh5eoHR0dqKqqwldffYWNGzeOurmamZmJ7Oxs/Pa3vx0WYO9KrFYrGhoa\n0NLSgnvuuQelpaV2v5cpEBMVFQUul2u3W9AeXGoaaDSac37X39+PY8eOobi4GC0tLRMewBwOB2Kx\nmPVh2PN6Pp8Pm83ms4rTYrE4bYH7ChwOB3l5ebj44ot9wvesUqlw4YUXsrGP5wNqtRr79u1DQ0MD\npk2bBpqmkZiYCEII+Hy+3ZZnZGQkIiMjUVFRAQ6HM2o4X21tLZqbmzFr1qxhmX6uhMfjITU1FXK5\nfMy05JGw2WwwGAyjRuxMSC5XnowpCDA0BMhisaCiogIajcYlfrr09HQ88MADSE5Otkt5yuVyJCcn\no7u726/CefwRPp8PsVjsE4qKz+cjKCgIMpnMp9017qC9vR3//ve/ERsbi/LyciQnJ2PZsmV2GxsM\nYrGY3SwaKX6YqRPL1H5w58Ygs/QWi8UwGo1eDzF0qeJk/C3uLKChVCoxZ84chIeH27Wjx+fzoVAo\nAuE8bkQsFkMikUAkEvmEfxP43zJNLBazoSmuqJvqDxgMBpSVlaG3txdRUVFsXVfgl7oH9io3sViM\niIgIABhRcTIxlnq9HgMDA5BIJG7brOVwOAgKCoJSqURPT4/XN0tdahqMVizAFXA4HIhEIshkMoSH\nh0OpVNo1ALhcLrvDFsD1cDgc3Hvvvdi2bRsWL17sbXHOoaCgAFu2bMHjjz/utg0MX6W/vx+7du3C\n9u3b8e6772LHjh0OKZwFCxbgtddew+rVq8d83ccff4yrr74aX3zxxURFHhWFQoFnnnkGr732GlvM\n2pv4hnmA//kumaDas81+RgGqVCqIRCKHHgJfzB6aDEilUkgkEkyZMgWLFi3ytjgjEhISggULFkCr\n1SI0NBRqtfq8WX2YzWa25kNpaSm4XC6MRqPd2TXh4eEIDw/H0aNHx3xdQ0MDGhoasGzZMrct2QUC\nAaZOnYqIiAjExMSgp6cHGo3Ga/sWPqE4uVwuwsLCcOONNyIyMhIpKSkQCoVshgSjSDkcDhQKhUNO\nYo1Gg4aGhjHrDgZwDOY72bBhA1asWDFuWTxfYNasWfj888+xd+9ePP30015f6nmS3t5e7Ny5E21t\nbcjKykJMTAxycnLsDl63VwkaDAb09fVBKpW6bckeEhKCf/7zn6irq8PDDz+M+vp6t1xnPLyiOJl4\nsaCgIPB4PPB4PERGRiInJwdxcXHIzMyERCKBVCplm5c5O4NZrVZoNBqHQnuYoNuRFDRjvWo0mvMi\nxGUoMpmMncx4PB5ycnIwd+5cb4tlF0wgdHd3NyIiIqBWq+1qIzEZMJvN6OzsRGtrK+rq6sDlcpGV\nlcVu4o32bDn6zKnVarS1tSE6OtptipOxPENDQxEbG8vGbnra8vS44qQoCjKZDNHR0Xj22WcRFxfH\nFiuIiopiHfpDLc2JYDaboVar7a5nyOPxwOfzsX79+hF9O0ajEQaDAf/4xz+GBR+fD9x+++347W9/\nyy7FfMHX5Cjz58/H9u3bsWfPHjz33HMwGo3njfVZX1+PjRs3YsmSJZg/f77LN/K2bt2KAwcO4KGH\nHnJ7RlFYWBj++c9/oqamBg8//DCam5vder2z8aji5PP54PP5iIiIQEJCAgoKCpCUlOTWaw4Nl7AH\nhUIBlUqFrKwszJo1a9jfhlY1iomJgVQqhclkmjS9bc5GJpMNC+cZ6Z74GyqVCiqVCh0dHYiJiYHB\nYIDZbIZer8fg4KC3xXMrTExjYmIi2traoFKpnE7PHIm2tja0tbWhu7vbZeccDYFAgNzcXMhkMkRE\nRGBwcJCtZu8JPKY4+Xw+MjMzERsbi/vuuw+JiYkeq6HnyObQDTfcgPXr148qm1AoBI/Hw7x580BR\nFA4cOOA1P4u7+e1vf4s777wTwC8rhejoaC9L5Drmz5+PTz/9lI0E2b59O/72t7+dF0v3EydO4Jpr\nrsFFF12E5557zuH4Tl+Bx+MhLCwMGzZsQHV1Nd5880309vZ65tqeuIhAIIBEIkFcXBySk5NZX6Yn\nsPdBYKotJSUlIT8/f8TXDK02HR0djfT0dBQWFrpSXK8il8sRFBTE/j8jI4NtfzHZgsiDg4MRHBzM\njo/y8nLExcWxFotGo5m0FqharUZxcTGSk5PP6e/lCpgsPXd2NWXcRUKhEGlpaeByuYiNjQWHw2FL\nT7oTtytOPp+PrKwsxMbG4uGHH0ZKSgobVOtLzJgxAwsWLEBBQcG4r6UoCvPnz8eUKVNw9OhRFBUV\neUBC93PNNdfgwQcfZP9vTz+kycKyZcuQn58PmqZhtVrx8ccfY+PGjd4Wy60wKzFX17Y1mUzQarUQ\niURut2ZFIhHy8/ORlpaG+Ph4VFVV4cknn0RXV5dbr+s2xcnhcBAeHg65XI6UlBTExcUhKSnJY5am\no4SEhCAjIwMhISF2vV6hULikJigTUxceHj5qbCpTm9NisbhkI4PL5bKrgKFN8NLT05GbmzvprMux\nYD4r4/tkFGdGRsYw//vAwAAGBgYm1VJer9ejsbERKpXKpZNkX18f6uvrERsb63bFyeFwIJPJIBKJ\nkJGRAS6Xi+TkZIhEIhgMBlgsFmg0Gpf7Pt2mOOVyOV588UVMmzYNMpkMAoEAoaGh7rrchElPT8dV\nV11ltyK0Wq0wm80T+kIoioJYLEZ0dDT+9a9/jVoJvqmpCS+88AJaW1tRW1s74c2o8PBwpKenY+HC\nhbjhhhuGKY/zHaYozDXXXIOFCxeyv3/77bfx2muvwWq1TprNwCNHjmDVqlVYtmwZnnvuOZdl1334\n4Yf47rvv8OSTT+KGG25wyTnHg8vlIiQkBHK5HB9++CF6e3vx008/ob6+Hp9//jmbcuoqXKo4U1NT\n2Z+VSiUyMjLYWcAXCj+MhUgkcmiHsbOzk81ecBYej8f6fTMyMkYNJBeLxUhLS4NYLAZFUeyDa7Va\nodPp2KrcjBJnHn4mT/tsX1NUVBTS0tKQkZGBzMzM88rCHA/GdxYSEjJs9ZGeno7U1NRhipMQgt7e\nXqeTKzgcDiIiIth44bG+B6YrQHt7u8vCp7RaLaqqqpCfn+9SS5ppceNJHzET0siUaAwNDUV3dzf4\nfD7S0tJ8W3F+99137M9cLhdRUVE+U/TBldA0jX/+85/44osvnPalcDgchIaG4qWXXkJeXt6YEQZR\nUVH405/+xFq5zCDv7OzE3r17UVtbi2+//ZZtsqVQKJCQkIDp06dj3bp156So8ng8NjMrgH1cd911\nuPjii4f5BQkheOGFF7Bp0yaH03qZAr1PPfUU5syZAz6fP6pxwTTta25uxt133+2yKA7mvK7eSGEm\ncE+FBo2EXC7HokWLMGfOHCxfvty3l+ppaWmuPJ3PwQw0k8mE9vZ2p+v8cblcJCQkICEhAampqeMG\nkgsEghFDgeRyOZqbm8Hj8VBbW8tW2pfL5YiPj0d6ejrS0tLYiuABy9J5mF144H+RGjabDRkZGcjK\nynK4BTWTncZYskzF9pFgrE3Gjwf80jLaVZanwWBAW1sbFAoFgoOD2XHCWNfOXMfbvmAulwu5XA4A\ndu9bOMLkMwfdTHd3N3p6eiZUKCI4OBgvv/wyW7TAWUJDQ3HFFVfAYrFgzZo17GBlUiJFIhGbthrA\n9XA4nFEzzOyBoiiEhYXZNanx+XzExsbitddeQ3V1NdavX4+mpianrns2FRUVeOmll3DBBRfgxhtv\nZHPY1Wo12tvb0dPT45LrTCYmreJkYslcYaIPnT3b2tpQU1MzoaIhjBtjohEGPB4PCoUCgHtm1QAj\nM1TJMbvxnrgen89ns51cWSZRo9GgpqYGwcHBqKqqglAohFAoREdHB2pra9kOm47S09OD+vp6hISE\nsON0sjBpFafZbIZGo4Fer3fZsoGmaXz88cfYvHnziIVdHSGwbA7gDHw+f0JFb0aiu7sbBw8eRFlZ\nGX766SeEh4cjOTkZlZWVOHTokFMbK4QQfPXVV6isrMTatWuxZMkSl8nrC0xaxdnf34+ysjKXJf83\nNzejo6MDdXV1bg+uDRBgJBhl6epJl6ZptiQcj8eDVqsFTdNobGxEZ2en0+ft6ekBn8+fUOSJrzJp\nFeehQ4fw4IMPQq1WT3i5TgjBa6+9hvfff3/ClubQc7o6YyNAgImg1+vR1NSE1tZWlJaWTjhetaWl\nBZ2dnR7LH/ckk1ZxGo1GdHV12V1Ozmq1wmAwsPVBGZqamtDe3o6ampoJzb5DYRrYCYVCti1wgADe\nhukh5KrwJJqmQQjxaliSu5i0261M6JC9X5parUZzc/Mwi9Jms+HNN9/EVVddhW+//dZlsg0ODuKP\nf/wj7r33XjQ2NrrsvAECBPAMk87iZGor6nQ6hzaF2tracPz4cahUKiiVSnZXvrq62uX1BW02G3p7\neyEWiydN+l6AAKPR3d2Nuro6hIWFsbGV/s6kU5wDAwMoKytz2JL77rvvsG/fPgiFQohEIphMJlYJ\nuxpCCHQ6HeuEDxBgskIIwcGDB6FWq7Fq1SpMnz7d2yK5hEmnOPv6+nDy5EnU19c7ZHGaTCaYTCY2\n3MNisbjVGmR8P2azmb1uIFA9wFgwG4qOZil5E0IIurq6UFtb67KNVV9g0inO0tJSPPPMM9Dr9U45\npV1Vus0ebDYbBgcHMTAwAJVKFVCcAcaEEAKz2ex3PZLKy8vR2NiIlStXelsUlzFpFKfNZmPzyHU6\nnV8MLpPJhBMnTkCn02Hx4sVQKpXeFimAD2M0GnHs2DFUVVW5xYXkLkQiEeRyuUuznbzNpFGcTMFS\nfxpQAwMDePrpp5GQkIDt27cHFGeAMenq6sIjjzyC8vJyvxrncXFxSExMnFT1XieN4uzu7sbPP/+M\nM2fO+E3cGCEERqPRabeCP2Cz2dDV1QWtVovW1laHox3GgqmdyePxIJFIEB8fD7FYjODg4HF7hvsj\nzKaiK9OI3Q1FUUhKSsLMmTN9upC5o0waxVlYWIjf/e53gZ1qH4OmaRw7dgyVlZX45JNPUFNT47LN\nDaYKlEKhQHJyMm677TbEx8dj1qxZY5Zp81eG1gH1FyiKwtKlS3HrrbcGluq+CE3T0Ov1dmcKBXAt\nhBD09/dDp9Ohrq4OfX19AH75Xk6cOIGWlhbW8nSlxcnlcmGz2dDW1oZjx46hoaEBnZ2d4PF4bOV7\npv9Vfn4++Hw+26k0gHuZMmUKUlJSkJKSMuHeXL7GpFGc/jQLT0YIIaipqUFdXR3eeOMNHDlyhP0b\nY2EyKXiuvKbVaoVarYZGo0FdXR2rKBm4XC6EQiEuvvhi/POf/4RcLodMJnOZDAFGhqIo3H777bjz\nzjsnZReISfOJmAeGoqiAEnUjQ6ufFxcXo6Ghgc1vZvL529raYDKZPC7XSHG3TI+m+vp6fPXVVxCL\nxRCJRAgPD0dmZiYkEgkUCkXAAnURFEUhPz8f6enpyMzMnHSWJsOkUpw8Hg9cLjeQxuhmmNCvzZs3\n48MPP4Rer4fJZBoWoO0rMLGPJ0+eRFFREfv7xYsX46GHHkJcXNykK7LrLRjjZc2aNbjnnnvYSvKT\nkUmjOOPi4rB69WpUVVXhxx9/9KmH158hhKC7uxu9vb1smTAmj7+kpARarRZms9nnJyumbw9DS0sL\n9u7dC5VKhZMnTyIpKQnTpk1jOyUGLFDHmTZtGnJzc5GTkzOsOeBkZNIozqlTp+Lf//43PvvsMxw6\ndCigOF1ITU0Njh8/jq+//hoHDhxgf2+z2fz2PldUVKCqqgrAL5bS9ddfj2effRYKhQJBQUFels4/\nWbVqFR5++OFJbWkyTBrFyeFwwOFwkJqailtuuQXNzc0oKSmBTqebUH+g8xFGIRYXF6OoqAjV1dWo\nr69Ha2urz1iWHA4HYrEYISEhmDt37qi+tI6ODhw9ehRGoxEGg4H9PbNZxVBdXY2tW7dCLBZDIpEg\nOzsbF1xwQcDytIOCggJMmTKFjVo4LyCTDJqmicViId9//z257LLLSFZWFgHg00dcXBw5c+aMt28d\ni8ViIQaDgfzxj38kXC6XcDgcQlGU1+/T0EMgEJCEhASyYsUK0t7eTiwWyzmH2Wwme/fuJbm5uSQy\nMnLMz0BRFOFwOITD4RAul0seeOABYrPZvP1VDKO2tpZkZmZ6/d6ffTz99NPEYrEQmqa9fYs8xqSx\nOBkYyzMuLg6XX345ent70draioqKCvz888/eFs+n6evrQ1dXFxoaGlBTU4MTJ044lEzAZPIQNwZp\ni0QiJCUlISQkBLNmzUJKSgqkUim7PGQsROb6sbGxuPbaa9Hf34+Ojg40NTXhyJEj57gYzpa5qKgI\nb731FlJSUpCVlQW5XB7YRBoFJhHhfGLSftrMzExkZGSApmlYLBa8++67OHToUCBUaQxaW1tx4sQJ\nfPvtt9i+fbvD94qZtJilvjvutVQqxfz585GRkYG1a9eOG0qUlpaGJ598ElqtFu3t7dixYweOHz8+\nrm9237592L9/P1avXo3169cjMTExoDgDsExaxclYPwxMhRam7maA/9HW1ob6+noUFhbi8OHDqK6u\nHlPpMfd24cKFyM3NZX8/VHEy77dYLNi9ezcaGxtdEgAvlUoxc+ZMpKSkQCgUjppWOfS7pygKQqEQ\nwcHBUCqVkEgkMBgM42aZEUJQVVWFL774AmFhYQgPD8fMmTO9VoyXue+BWGXvM2kVJ8PQIhDBwcFQ\nq9UBxXkWdXV1+Oqrr3D8+HH88MMP476euaerV6/GHXfcwf5uJPR6PW655RZ0dHTAaDROuI6AQqHA\nZZddhri4OIfeJxAIEBYWBpVKBYVCwcZ3jsepU6dw6tQpCAQCCAQCPPnkk16tYh5I8vANzgvFCfyy\ndF+7di2OHDmC7777zstS+Qbd3d1oamrCiRMncPz4cTQ1NY35+qCgIMjlckyfPh0ZGRnIz88ft9c3\nn8/H8uXLkZiYiO3bt6O+vn7Ccp+9mrD3PQCQkpKC9evX4/Tp0/jvf/9rdzgVTdMwm8348ccfwePx\nsGDBAlxwwQUOyz4RFAoFbr75ZlRVVWHbtm2BaBFv4oUNKa9gtVqJyWQiL7/8std3Ic8+vLWrXlRU\nRF5++WXym9/8xi45k5OTyaJFi8jnn39ObDbbsGM0bDYboWmaDA4OkksuuWTC9yovL480NTU5/Zlt\nNhuxWq3ko48+Ijwez+HrM7vvzz//vNMyTFT2iooKkpKS4vVxyxzPPPOMx++Ft/Ebi7OzsxP79u2D\nRqPBwMAAhEIhIiIiEBMTgzlz5oy7q8dU0vGluDypVIrly5cjPT0dISEhHruu0WiETqdDVVUV9u7d\na5cVSFEUCgoKcMkllyAjI8Oh+zjUNzdRiAuWqBORh7k+49JYsmQJZs6cOWGZ7IVZqvvSOD4f8RvF\n2d7ejnfeeQetra2ora2FUqlEfn4+5s6di5kzZ9qlOM+unONt5HI51q1bhylTpiA4ONhj1zUajejp\n6UFJSQm+/fbbcZURc9/mzJmD9evXO3QtX/THTVTxEELw/fffY9euXXjppZc8qjiByVWc2V/xecXZ\n0tKCLVu2oK6uDvX19VCr1bDZbNDr9aivrwdN03j++eeRk5OD3/zmN6MqUF8cbBRFsZkqnlDojAIr\nKyvDp59+iuLiYruU2oIFCzBnzhzMmDHD4ftIfKwzo9lshkajgVqtnpA8zHv37t0Lk8mESy65xO2b\nRkP9yTweDzwez2cyuZyF/FrHVavVYs+ePWhpaQEA8Hg8TJ06FeHh4cjIyPC5fuw+rTgJIWhpacEL\nL7yAnp6eYX/T6/WsMv3pp5+wYsUKLF++3K8CcSmKgkQigVQq9dg1CSEoLS3Fq6++avfGyMKFC/Hg\ngw9CLBY7fU1X57QTQpyaDE0mE3p6eqDRaFwiw+7du3Hw4EEEBwejoKDAIxP0UMXp6hqnnoSZVHt7\ne9HR0cHGWgOAWCzGbbfdhpycHERHR0Mmk/mU8eOzWqa9vR1btmxBRUXFmI2pmIfSH4tNeHognD59\nGtu3b8epU6cceth4PB4EAoFTxRssFgs++eQTnDlzBjU1NQ6//2w6Ozvx97//HRkZGVizZo3DQenV\n1dX4z3/+g4qKCpeMGZqmYTKZ0NXVhfr6eoSGhro9UF6lUuHee+9FVVUV3nvvPfT397v1eu7AarXi\ns88+Q0lJCWtxNjY2sn+3WCw4evQo6urqUF1djcjISNx0002IiYnxotT/w2cVZ2dnJ15//XW0tbUN\nK84wEkOXgc5aIt7AU3Iy9+bMmTN47rnnHI6l5HK5TilO8mtx4c8++wzffvutQ+8dje7ubrzyyiuY\nOnUqVq5cec4S7uyUy7Opq6vD22+/7bIWK0wR5+7ubjQ0NEAoFLpdcQYHB+OOO+5AeXk5Pv/8c79T\nnOTXAivbtm3Dtm3bRnyN1WrFyZMnAQC7d+9GREQELrroooDiHA9CCEwmE8xms13WEWP2Mz/7svKU\nyWS4/fbbkZWVhejoaLdf78yZM/jss89QVFTklJV1/PhxvPPOO5gzZw6mTp1q13sYS/P06dMoLy93\n+Jrj0dbWhmeeeQapqan4zW9+g6CgIAQHBw/73gkhbNUjo9EIs9mMyspKtzTz+/nnn9HV1YX169f7\nzMPti5BfEw/0er3d34M7U3idxWcVp81mg9lsHlZ8drIglUqxZs0azJgxw63XYQZaZWUlXnnlFRgM\nBqcGH1OwOCQkBPn5+QDOtZbPPi9N0/jyyy/xxRdfuGXAd3V14Y033kBOTg57H4OCgoZZnDabDfX1\n9Xj99dcxODjo1l7kp06dwunTp7FkyRIsWbIEgGdWFL5sIIyG2WyGwWCwe2Nr6OYiM5a8/bl9VnE6\nirdvpC/CLJUtFsuEqrT39vbCYrHgzJkzSE5ORlxcHCIiIs55XXNzM/r6+nDgwAHU1NTYvWs/ETo6\nOvDqq69CLpdDLpefY3E2NTVBrVZ7pPupzWbD1q1bUVFRgdWrV2PWrFluvV54eDgee+wxVFRU4L33\n3sPg4KBbr+cKmHt05MgRlJaW2v0+o9GIPXv2oKOjAwsWLPBo+N5I+JzinMiDNlZ8nq+Y+Z4MXrbZ\nbLBYLLBYLLBarU5vhgwODmJwcBC1tbUoLy+HVCpFWFjYsNcQQtDZ2Yn6+nps3bqV3R11N729vfj8\n8889ci172Lt3L3744Qfk5eWxKZnu+r6Dg4Nxyy234MyZM9i6datfKE6aprFnzx5s2bLFofeZzWYc\nO3YM/f39mDZtWkBxno3BYEBNTQ3Ky8vdskz3pgKVSCRYt24dsrOzHS5S4QzFxcV49913UVFR4RK/\n3okTJ9DV1YUdO3ZAqVSe8/fu7m6o1WrU1dVN+Fr+DCEEer0eAwMDkEqlbuu/M7RB4WTHYrGgpKQE\narUaOp3O2+L4nuI0m82or69HU1OTy4N7vW11ikQiXHXVVZg1a5bTMZH2wPiE6urq8O6777qsGlR1\ndTWqq6tdcq7JjsFggEajYasquQMmjZhRnr6YpeUqaJpGQ0MDzGYzjEajt8XxPcXZ19eHTz75BPX1\n9eOGITkC09LWHTuq9kJRFAQCAYRCoVuX62fOnMG7776LyspKv88s8UcIIfj8889x+vRp3HXXXZg/\nf75brxcTE4PnnnsO5eXleOWVV/xiye4MvhSv7TuJ27+i0+lw+PBhnDhxwqUOfcbf5y3FybQXYNrP\nuiPFktl1bG5uxkcffYT9+/d7daI4XyGE4OjRo/j000/R0NDg1lYiwC++zhtuuAErVqyARCJx23XG\nwpHP6KzR4O776Ag+Z3E6mgkkEomgUqnGrS7U0NCAY8eOobi42BViOoRYLMaGDRuQl5eHpKQkt12H\nuXdWq9Uvep1PdgghaG1tRXl5OWJiYtzedpjD4UAgEIDP53s0jI+Jy2SuPRZMfQa5XO5QSJKv4XOK\nE3DMFykQCNg0t7Fmsp6eHhQWFrJFBDyJQCDAxRdfjPnz54/axtYV2Gw2NmlgIrvoAc6FaQsC4JxY\n0bHuc19fH1paWqBSqdymOBl5uFwuxGIxRCIRrFarx6wzi8UCnU4HiqLsag8sEokgk8nYaA9/xCcV\npyNkZGTgD3/4A+Lj48cs8NHc3IydO3eit7fXg9L9AjOgxuqR4wpKSkrw8ssvo66ublImDniTCy+8\nEEuXLmW7XTLLxm3btmHv3r1sZtJQbDYbvvnmG5w+fRqPP/44IiMj3SpjfHw8XnzxRZSUlOD555+H\nWq126/UYduzYgZaWFqxevRpXXHHFmK/lcrm45ZZbsHDhQvzzn//EkSNHPCKjq/F7xRkeHo5LL70U\nEolkTItzYGDAZYUdHIFRmHw+322VmxjLoqOjA9u2bfOJcI3JApfLBZfLRVZWFq688kqEhoYiJCSE\nVZxMG2VmR5umaXaMEUJQVlaGmpoarFu3zu1ZL8HBwVi+fDkiIyPx73//GwaDwSMTaEVFBerr6+0q\nq0dRFGbOnIkpU6Zg69atbpfNXfi94gTsCypnBronnctisRiPPPIIpk+fjszMTLdey5cc55OJK6+8\nEjfddBOSk5MRHR0NoVAI4H9jbtWqVZg+fTp6e3sxODiILVu24PDhw+ecx2AwQKvVQiQS2bWcnQgp\nKSl4/fXXUVRUhBdeeAFardat1zObzWwb7vMFv1ecjrRB8KRiEQgEkMvlWLRoEZu77C4mc16/t8nI\nyMA111wz6vjKyclBdnY2uru70d/fj0OHDuHIkSPDxhohBAaDAWq1mo2scCcqlQrLly9HSEgIXn/9\ndZjNZremnDJ+XnsiOIYWYx7aTtrf8LlwJHvhcDgQi8WsBeBLCIVCPPLII3jrrbeQk5Pj9uvV19fj\n+eefx0cffeSRnOzzAaaltL1KLigoCFFRUYiMjERERMSwBAer1Yp33nkH/+///T8UFRW5S+RzyMzM\nxLvvvos//elPXgtTGg2KopCSkoKCgoIRs9B8HZ+xOB0NQ+Lz+QgKCoJUKh3T2vT08pXH40EsFmPW\nrFm4+OKL3ZY1MpTBwUEcPnwYLS0to876THreUHmYsCXA+1lVvgZTV9OeKAiKolg/dnBwMMLCwmAy\nmdgEDkIIiouLUVtbizVr1rhbdBaVSoWlS5dCIpGwlaMYP6yrssmGYjabodVq2XsxFhRFITw8HPHx\n8Whra7O71fFQPeHNpnU+ozjNZjNaWlrsTrXMzc3Fn/70J8TFxY2pnBjfiyeWsVwuF/Pnz0dKSgor\nlyd6Cen1elRXV6Ovr2/EiUcsFkOlUmH27NlYs2YN2ynx4MGD+OSTT6DRaCZttomzXHLJJbjzzjsd\nirulKArXX389FixYgL///e/YuXMn+zemQpU3lqU5OTnYtGkT62ctLCzE//3f/7l8dfLpp5+isLAQ\nt912G5YvXz7ma7lcLlasWIHZs2fjD3/4A9ra2uy6hs1mQ29vL7q7u6FSqdzu9hgNn1GcVqsVnZ2d\n6OrqGtNXwsSqxcbGYsmSJZDJZGOe12w2u70WI/C/9hKJiYnIzs6GQqHwWPEFi8WCwcHBczYBuFwu\nazlFREQgKysLl112GZvXrNfrsW/fPggEAtZP6g5LxB+Jj4/HxRdf7PDEl56ejuTkZHz44YfDfs9Y\net6oKRkSEoJLLrkEJpMJg4OD4HK5UCqV46Y0WywWh/LCq6qqUF9fb5dPn8PhICUlBVFRUQ4t1W02\nG/r6+tDb24ugoKCA4uzu7sbGjRtRW1s7ZvxZbm4u/vKXvyA+Pt6uZdSBAwfw8ssvo7m52W3LUQ6H\ngxkzZiAxMRHXXHMNcnNzER4e7pZrjcZIFbLz8vKwbt06hIaGIi4uDmFhYeDz+ewDu3DhQsTFxbHW\n0NatW/H22297VG5fhdm8cEa5jfUeZpnpjTbVjHtr4cKF2LJly5gGCiEE3333HV599VW7G8IxSReO\npvkyS257rjE4OIi///3vSE5OxgsvvODWTLyx8BnFaTQacebMGbYCytlwuVxIpVLExcVh8eLF42YK\nMXR0dODAgQNuy1CQSCQQi8VITExERkYGUlNTkZiY6JZrjcfQgcfhcBAaGorZs2cjPDwcsbGx59yv\nyMjIYUHZ5eXlUCqVMBqNPlGBxts46kOz57VWqxUmkwlCodDj5eA4HA6EQiGioqIQFRU16usYq7i1\ntRUqlQoGgwEGg2HcPQjGqjYajdBoNBAKheP6+CmKgkwmg1KphFarHdelZjabUVxcjIGBAZcWAXIU\nn1GchJAxfZGZmZl46qmnEB8fP+6G0NnndVdVFR6PhwceeAAXXnghwsLCIJPJRqyM7mmEQiGUSiWi\no6ORlJRk947qypUrkZ+fjw8//BDvvPOOm6U8/7DZbKisrER4eDjy8vIQGhrqbZFGhaIoXHbZZUhJ\nScGPP/6IL774Ah0dHXalLH/77bdob2/HqlWrxq0MJRAI8Nhjj+Hmm2/Gn//8Zxw9enTc81utVo+m\nlI6E1xXn0A8/0nKTy+VCIpEgKioKc+bMQUhICHg8nkOK0x03WCaTQSaTIT8/H/Pnz/epgrJCoRDh\n4eEICQmBVCq1O2QrLi4OcXFxOHHiBEJCQqDX6706q3sTxnpiluuuiBMmhKCrqwtNTU1ITU11lagu\nh/msjGWq0WhQWFjIbuCOR0tLCwghWLhw4biv5XA4yMnJQWJiot1V3Yf2IPIWXlecAMb0i8THx2PD\nhg1ISUmBUqn0mjOYgQnrefDBB7Fs2TKkpKQM8xt6WzZCCLKysvD444+Pm78/GldffTWmTZuGTZs2\nYdOmTW6Q1PfRaDRoamqCUql0WZsGq9WKXbt2oaSkBKmpqR7pAuAKZs+ejcTERGzatMmu6mJtbW3o\n6+tDX1+fB6TzDl5XnDRNszd5JOUplUqRl5eH2NhYh8J73DUbBQUFQS6XIy8vD7Nnz3bLNZxhqOJW\nKBTIzc2FUql0ahMiJiYG4eHh2LNnjytF9Cs0Gg2am5sBwCHFqdVqodPpRvQRM32ZTCaT26M8XIlK\npYJKpbLbDcVU6LIn3GloJpFIJIJEIoHRaPT5bCKvK87Ozk788Y9/RHV19bDKRUxFIYVCgfT0dISH\nhzu0FB4av+kKJcoUIr733ntx1VVXeW0DaCwYi5PH40EmkzndnoPH47Gf93xl//79KC8vx+23344H\nHnjArvcQQvDhhx9i165dKCwsHPE1er0eHA7Hb8upuQsej4f58+dDLBZj//796Ojo8LZIY+L1J8Nk\nMrEVZIbGEPL5fDZ9TaFQOJwyZjAY0N3d7bLAbqVSiaCgIGRnZ7u9H7oznN0Wl6Zpp6u/M71sfMH9\n4C16e3vR29uL2tpatLW1seXkRoIQwkYi1NbW4vTp06OWL6Rp2usbG74IRVGIiYnB4OAgjh075m1x\nxsXripOmaQwMDGBwcHCYeZ6cnIxXXnkF8fHxow7YsTh8+DBeeOEFtLa2TtjspygKd955J1avXo3Y\n2NgJnctdDN0EGxgYwKlTpxAXF4fc3NzzWgFOlM8//xyHDh3C+vXr8bvf/W7U1x0+fBiFhYU4evQo\n2tvbR7UofWFjwxfh8Xi45JJLUFBQgP3796O2ttbbIo2J1xSnzWaD0WiEXq8fsc2DWCxGdnY2IiMj\nnXrwBwcHUVpa6rKSWrGxscjPz3fJudzB0AdRr9ejoaEBAoEA2dnZw/xI9qDRaNjjfKerqwtdXV2o\nrKxEU1PTiK9h6nJWVFSgt7d30hVacVbJO5IlxeFwEBISwtav9XW8pjiNRiOOHTuGqqqqEUNeHCkX\nNxJmsxkDAwPnTam1oYO0uroaL7zwApYuXYoFCxY4HCb17bffYtOmTaipqXGHqH7JJ598gr179474\nN0IINBoN9Hq922tf+hNM/ytH3T7+sELymuK0WCxoaGhAQ0PDmMptIh3xhlbjnowwivJsi8BgMKC5\nuRlNTU2oq6tjQ2p4PN6IMbDM+wcHB9HX14eqqiqUl5fbXbHmfKC7uxvd3d3eFsMraDQa9Pb2Ohxe\n5EzxcA6Hg4iICCQkJKCzs9NnM9i8pjgHBwfZ3t9nP6BMgVN/mHl8mZ9//hkrV67EvHnzsGHDBoSF\nhSE+Pn7U12/fvh0bN25EX18fenp6Aq2FAwD4pafQSy+95PBONxPZwmw22oNYLMZf/vIXtLW14YEH\nHsCpU6ecEdnteFxx2mw2thp2Z2fniLO4N+vsTSa0Wi2qq6sRGhqKqqoq9Pf3w2AwjHhvCSGoqqpC\nVVXVpLfUAzjGwMAAqqqqnKqc5ah/lMPhIDY2FmKx2OlwOk/gccVpNptRVFSEmpqaUX2b7mxsdj5y\n+vRpPPLII+O2bTiffMIB7Idp/+voZOqsASQQCCASibxSQcpePK6dLBYL6uvrUVtb61e7jx0dHSgv\nL3e4fqAvwFS3CRDAGZj9AkdxpjQfo2x9WWkCXug5pFar8eabb+LVV18dM0jYl5aKhBC88cYbWLly\nJXbt2uVtcQIE8AuY7DNfV4LO4DGLk9lds1qtYxYA8EYbX3vo7e2FWq32qXCTgB84gC8zmfcqPLpU\nZyqNj6cUfaHe3tkwMWm+ZAkHCODLcDgcnym16Go8ZkNbLBZUVlaitLTUZ2OzxoMQgra2NpSWlgZi\nHAMEsIPJanV6THEODAzgsccewz333MOW6/I3bDYbPvzwQ2zYsAFHjhzxtjgBAgTwEh5bqtM0jd7e\nXvT09Ph1Sa3+/n4QQvyqnmKAAAFci0/6OH2Z/v5+tlhtgAABzk88GicgEAggFArt8nlotVocO3YM\np0+f9qmgbGaTqK+vD62trQHLM0CA8xCPKU4ul4uwsDBERETY1TeotrYWt912Gx599FGXFSN2FYQQ\nnDp1Cl9//TVaW1u9LU6AAAE8jMcUp0AgwNSpUzFjxgy7qrkPLXDM1Ov0lSU+IQQtLS0oLS31OaUe\nwPeZjLvM5xse83EqFAr84Q9/QFNTk90ly5iAea1WC6lUCrlc7hODjhCCH3/8EcePH8fChQt9spVG\nAN/EmTTEAL6HxxQnh8OBRCKBVCqFQCAAj8eza3d9cHAQBw8eRFJSEubNmweBQGBXbBhTLMTZPNvx\nYJrAnTlzBhEREcjKykJYWJjLrxPAN0hOTkZqauo5466qqgpNTU12tcNg+uqEh4dDKpW6U1yXMFq9\nV3dfk2kv4st4vMgHh8OBVCqFTCaDWq0e9wbV1dXhvvvuw5w5c/Dxxx9DpVLZVTmJz+dDJpNBp9O5\nbQPHarXinXfewRdffIGXXnoJl112mVuuE8D7XH311XjiiSfYWrGMMvnLX/6CN998EyaTaVxDgMvl\nYtGiRcjPz0dMTIwnxJ4Q3kp/ZqJvfFl5elxxikQizJs3DyEhIdi/f/+4fW2Y+p1tbW3YtWsX4uPj\nMWXKFAiFQojF4lEtTx6PB4lEAqvV6tadb41GA4qiYDQaQdO0V5ZhgWWf+0hJSUFmZiby8vJYVxFz\nvwkhyMvLw9KlS3H69OlxG4xRFIXY2FhkZGRAJpN5QvwJ0dTUhOLiYpSWljr0Pj6fz64qHYWmaZw+\nfRqNjY1j7h94PSOJeBiaponBYCBlZWUkPT2dALDr4HA4RCQSkQULFpBjx46RxsZGQtP0qNf55ptv\nyMyZM0l8fLzd13D2EAqF5JNPPiFGo5FYrVYP3s1f2Lt3LwkKCnL75zzfDoqiyIMPPkh0Oh0xmUzE\nZrMRm81GCCHszyaTiWi1WnLnnXeOez6RSEQ+++wzYjabxxy7vsI777xDpFIp4fP5Dt234OBgkpiY\nSD744AOHr6nRaMjNN99MkpOTiVgsHvUa8fHxpKSkxA2f2j68slQXiURQqVS49NJLkZCQgEOHDo0b\nUM50xWxvb8e+ffugUqkQFRWFyMhITJs27ZxiAhaLBWq12iN1KGmaxrFjx8Dj8TBnzhyPL8MEAgEi\nIiLA5XLZzKYAEyM1NRVTpkzB1KlTR1zZMP9nLCt7rSsul2tXOJ43YMZNY2MjCgsLcfz4cej1eofH\nU1paGnJzc516Dsivje9GK6rNhDVGR0d79z56S2PbbDZiNBrJmTNnSHJyskNWAJ/PJ3K5nCQkJJDb\nb7+d6PX6c87/0UcfEZFIRDgcjkesEx6PR5RKJfn66689fi9Pnz5NrrvuOjJr1izC5XK9bqlNhuOe\ne+4hBoOBWCyWce8/TdPknnvuIRRFjXlOkUhEtm/f7oER4Rw0TROr1Ur+85//EIlEQng8nlP37i9/\n+QtpbW0lWq3WYRkGBwfJxRdfPOq5xWIxWbZsGbn33ntJc3OzG+6CfXitPwVFURAKhQgJCcGVV16J\n6upqHDhwYFx/JCGE3dEeHBxEdXU1PvvsM8hkMigUCtA0DZPJhJMnT3o09tNqtUKn0+HAgQMwGo2Y\nN28eoqKiPHLt4OBgzJs3DwqFAoWFhW6JIqAo6rywZKOiopCcnIy0tDS7s9yA/4UZjbS7TlEU0tLS\nEB0djZCQEHeIbRc2mw00TaOjowPHjh075/kgv24EHT58GEaj0enNGaFQCJlM5pBFSH7dSR+vdKNA\nIEB+fj4yMzO925PIayr7V2w2GzGbzaSoqIgkJCQ4PLtxOBzC5/NJREQEWbhwIZk5cyZJSkoiYWFh\nXrFUuFwuUSqVZOfOnR69hxaLhXzzzTdEKpW6/DNxOBzC4/E8Zr1787jsssvIp59+SgoLC1l/5njQ\nNE3uu+8+wufzR7xHPB6P3HfffWTLli2kqanJzaNhdCwWC1Gr1WT79u1EpVIRkUhE+Hz+OcdEVy0b\nN24c5g+2B5vNRvR6PWlrayOLFy8e9dxRUVHk2LFjxGw2O3R+V+P1jmhMvKVIJIJSqUR/fz80Go3d\n1o3NZoPNZoNWq0VbWxssFgs0Go1THflcAU3TMBgM2LNnD/r6+rB48WK3W54URYHH4yEmJga/+c1v\nUFdXh6NHjzpteebm5iI/P39Y/xeKooZZU4QQnDx5EjU1NT6V1TVRFAoFkpKSHLYMya8W00j3gaIo\nREZGIjk52Svxmx0dHfjhhx9gNBphNptRUlICvV4Pk8nklu/NmR1vq9WKH374AdXV1eO2IebxeF4v\nkOx1xcnA4/EQHR3NNhZztLCHTqdDTU2Nm6RzDJPJhI0bNyIoKAifffaZx5bsmZmZeO6557Br1y6c\nOnXKacV5xRVX4M9//vOYFbxtNhseeeQRtLS0wGg0+lQhlokQFhaGgoICh/vkMMvgkaAoCikpKZg+\nfbpXQmgqKiqwYcMGNryH+GCAudlsxr///W/s3LlzzHHLKGVvh+D5jOKUy+W49NJLUVlZic2bN/v9\ng8jEn+7cuRMdHR246KKLEBkZ6dZrcrlcyOVypKam4tprr0V9fT0OHTpk90OSk5ODGTNmYPr06eDz\n+Wyw90jYbDbMmTMHFosFP/74IyorKyeF5enIg2nPZ+XxeBAIBOByuR5vWtbZ2Yndu3ejuLgYBoPB\nLb7viWK1WrF//37U1NSgsbHRbhm9rTi97uNksNlshKZpUlhYSGJiYrzu63LVwePxSHh4ODl48KBH\n7iHjK2ppaSFvvfUWEQgEdst6//33E61We07M4ljfl8lkInfffTeRy+VO78L60rFhwwa7YyyZe2S1\nWsnvfve7Ec8nkUhIeHg4+e9//+uqr9lufvrpJxIaGupx3/TLL79st4w6nY6sWLHCbhmjo6NJYWGh\n2+6ZvfiMxcnM8lKpFLm5uZDJZKitrfXravHALz5PZqfQZrO5dZnBnJfH40EmkyEzMxO33HILqqur\ncfDgwVEtT0YmxjpiLKOx5Bz6noULF4LP52PXrl2oqKhw/QfzYQ4fPozi4mKUlZWd8zcOh4OFCxci\nJycHCQkJHpOpq6sLO3fuZH2ZnlqWO2Kt0zSNPXv2oLKyEnV1dePKSFEURCIRpFKpT7Qb9hnFySCT\nybBo0SJERkaipaXF7xUn+dWfxGwceGKJwePxoFAoMGvWLOTk5GD79u34+eefRx2cjC+Tz+ezgdyO\nhOGsXr0aV199NXp7e887xfnf//4X//rXv0YcpxwOB9dffz2uv/56p9IPnaWxsRGPP/44urq6POry\noigKXC7XrrHD1HnYtm2bXS4PiqKgUCgQFBTk9Y0hwAcVp1QqxYwZMyAWi/Hll196WxyXYDKZsH37\ndlRWVmLFihUe2WUHfvF5isViJCYmYtmyZWhsbERxcfE5A1UgEEAul0MkEg17vyPX8rrPyUX09/ej\nsrISKpUK4eHhI34uQghKSkpQWVk5rm+Xw+GAx+N51Eoiv1YE87RPc8aMGcjPz0d2dvaor6FpGrt3\n70ZpaSmqq6vt9omLxWIsX74cmZmZXo2FZfA5xSmXy3HxxRdDpVKxD7K/YzAY8OqrryI0NBT5+fke\n22Vn0lszMjJw6623Yv/+/Thz5sw5g1UsFiMkJMQvSp25m66uLpw4cQJZWVkIDw8f9XWHDx/Gxx9/\njNra2jGXmWNtsLkLRnF6eud8yZIluPvuu6FUKkd9DU3T+OCDD/DJJ584dG6pVIr169dj5syZE5TS\nNfic4mRm+LCwMNx8882orq7Gjh07/LYX+1DsnV1dBXMv5XI50tLSUFFRwdZBHfpQWa1Wl4QUMUrC\n10JdHKGxsRHfffcdKisrUVtbi4yMDEyZMoW14I4ePYrjx4/jyJEjaG5uHrW6V2ZmJmJjYxEREeEx\na7yzsxPbtm1DRUWFV3phiUQiKBQKCIXCc/5GCEFpaSmamprQ3t7u1Pl9IQyJwecUJ0NkZCQeeOAB\nnDhxgk1jDOAcQUFBCAoKQlFREfh8PutzZbBYLNDpdC5TnMQLNRxdRXV1NaqrqxEXF4e0tDRce+21\nyMnJgdlshtlsxrfffouNGzeOWbiYoihMnToVs2fPRmxsrMdkb2lpwTPPPOO0YpooIpEIQUFBI/7N\nZrPhxIkT+Pnnn9Hc3OxhyVyPzypOLpcLqVSKkJAQZGRkoL29na207a8YDAZ8+OGHOHHiBFatWuWx\nJTszS2dmZuLee+/F6dOn8f3337MPPlOz1Gw2T+g6QzfB/B21Wo2Ghgbs3LkTPT09bHTEkSNHxv2M\nFEUhKSkJM2fO9Ig/ztv3Ozg4GEqlEkqlckyLsLGxEadPn0Z/f7/d5xYKhVi6dClSU1N9qsOCTytO\nmUyG0NBQ5ObmQiKRoK2tbcIPtzfR6/V46623EBERgblz53pMcTLk5eUhNTUVH3zwAXbt2sU+cBaL\nha26PRHOtmT9mcHBQQwODqKurs7hTUqmqMecOXPcJN3IeMvSV6lUSE5OHtO3SQhBfX09Tpw44dC5\nxWIxrr/+ekyfPh0RERETlNR1+KziBH4ZgCqVCsuXL0dvby/mzp2L2tpabNu2zWu56BOFsVa8McC5\nXC6EQuGwnk9DFd3p06fx1ltvYdq0aZg5c6bd2TPEAyl8HA4HcrkcYWFhWLFiBVtBnfza0K+lpQWf\nffaZR+qvjgZFUVi2bBmmT5/O5vp7gq6uLmzevBkVFRXQarUeueZQpk6dihUrViAnJ8fl5+ZwOAgK\nCrK7ZY6n8B1JRiEkJATLly9ni2ccPHgQ33zzjd8qzqFKxlNxnQxcLhdcLpdVnGdbiEVFRejp6cHa\ntWsxc+bMceVjlD+Tp+3OyYDL5UKpVCI9PR0PPfQQa60zZQSPHDmCb775xuuK84orrsDtt9/u0Ye8\ns7MTGzduRGtrq8euOZRp06ZhzZo1bjk3RVFQKpU+EYI0FJ9XnAwURUEgECAjIwN/+tOfUFpais2b\nN/vt0n2o1enpncL8/Hw8+uijOH78OL755hv290yFqf3794MQggsuuAAXXHDBiOdgJgCapvHf//4X\nJ06cQFFRkVvk5XA4CAsLw7p165CWlga5XD7sb3w+H8nJyXjyySdRVlaGjz76yOObiVOnTkVqaipS\nUlI8HrfpLfh8Pnu4GoFAgMsuuwxpaWk+tURn8BvFyeFwIBAIkJKSgoceegi7du3C559/7peKk1E6\nnrY4GXJycpCUlIT33nsP3377LavA9Xo99Ho9fv75Z9TV1YHP548ZN0fTNMxmM7777jts2rTJbfJy\nuVyoVCrceOONSEpKGvY3pixhYmIiHnjgAfzwww/4/PPPPa44c3JycNFFFyExMdFj1qa3N4X4fD4k\nEolbPi+jOGfMmIHQ0FCXn3+i+I3iPJv09HQ888wzKC0txbZt26DX6726THMErVaLV155Benp6Vi7\ndq3HexTxeDyIxWIEBwcjNjaW7fHCwLRt3rZtG6qrqyEQCNiDx+Ox99pqtcJqtTrs8HeEkJAQ3HHH\nHUhPT4dKpRr39SkpKfjrX/+KkpISvP/++2536aSkpCAuLg5z587FzJkzPbrz29XVhXfffReVlZVj\ndoR0F4sWLcKVV1456qpkInA4HERGRiI+Pt43E2HcVj7EQ+zevZukpKQQlUrl9co6jh4xMTFerfTy\n+eefk5kzZ5K4uLgx5ZTJZCQ8PJwkJSWRrKwsEhYWRgQCgUeq7qSkpJCKigqHK4rv3r2byOVyt8t3\n4YUXkt///vfk559/duM3NTJlZWUkMTHRa+P3j3/8o11yMh0Kbr75ZrvPrVQqyYEDB9x8B53Hby1O\nhvT0dDz55JM4fvw43nrrLb8vCuJJ8vPz8eCDD+Knn37CV199dY7lyWAymUDTNIxGI3g8HlvbkXho\nqeiMO0MgECAsLAwcDsct1lhOTg7S09OxaNEiTJ8+HYmJiS6/xmSAEAKz2cyOIXsYq4C2r+D3ijM+\nPh633norlEol3nvvPb9SnIziIV7aJEpNTUVqaioA4NixYwB+iV88WyEycZ7e3rF2BD6fj+DgYJjN\nZqjVapcqeSbAfeHChViwYAEKCgpcdm57GDpuPDV5TQRm7Nj7bDKK01fSK0fC7xUnQ1RUFK666io2\nyNYfBhTwy6CyWq1ejVGbMWMGHn30UQwODqK/vx/79+/H999/79cB7UlJSfj973+PEydO4P/+7/9c\n5uu88MILsXDhQuTm5iI9Pd3jSQzAL5Pbt99+i8rKylFz5X0FQgg+//xzHDhwACdPnhz39SKRCHfd\ndRemTJnCTuq+yKRRnMHBwbjgggvA4/Em1G/Hk5BfWx2bzWavzrCM5Wk0GmEwGKDVarF//35288df\nLJuhhIeH4+qrr4ZEIsG///3vCZ+PKTCRn5+PG264AaGhoV6LLdTr9WxjM29viI63WiKE4Oeff8am\nTZvsGkN8Ph+XX345Lr74YpfK6WomjeJkAuTNZrPfPOSDg4N4/vnnkZaWhgcffNDju+tnw+fzQVEU\nli9fjsTERJhMJrawxZ49e/zOAnWlwr/iiiuwcuVK5OTkIDIycsQKQJ7CZDKhsrIS1dXVXg3HI7+W\nr2O6oI73Wnvx5SU6w6RRnDabjW1/6i/o9Xp88803iI+Px+233+51xclkFhUUFKCgoABGoxEmkwmt\nra346aefWF+npy1Q4kSyAPk1FXOiKw+m4lNBQQFuv/12h2RwF1arFe3t7eO20XU3TBwvM+Gejc1m\nc/g78JfC2JNGcXZ0dGDHjh3o6uryG4sT8G0HP9Pp8tprr0VeXh5bS/HAgQNuyxI6G4vFgubmZohE\nIkRHR9udpVJXV4dNmzahvLzcqcmUqdy+dOlSrFq1Cnl5eQ6fY7Lz9ddfo7GxEatWrcKKFStYZcfU\nLt28eTP27duHI0eO2HU+hUIBlUrllkwkVzNpFKdarUZpaalf5rD7qvIcaoFOmzYNJSUlqKmpQX19\nPcrKyjxSZdxqtaK7uxvBwcGIiIgYtycScx+7u7uxY8cOdHZ2OmTxMDu6TOO6qVOn4qabbvIJC8jX\nxkhJSQlKSkqQnp6OZcuWsX5gZmVy6NAhbN682a5zMY0ag4KCAoozwOQiLi4OSqUSMpkMV111FTZv\n3owffvjBrdfs7+/Hq6++ioyMDDz77LPj9qY3mUzo7u5Gc3Mz2traRgyvGosLL7wQa9asYXOwMzIy\nJvoRXApTUNmXlOi2bdtQVlbGTi6ML7ywsNDucwgEAtxxxx2YNWsW0tLS3CWqy/B7xUnTNDvDBXAf\nTJWaoKAghIaGYvr06Th27BgOHTp0Tnk6V2IwGHDo0CH09PRgYGAAwcHBbBGNoVYg40/T6XTo6upC\nT08P1Gq13bvOjJWZmZmJVatWsYrTFyxNBpvNBpPJBKPR6FObdGfOnMGZM2ecfj+Px4NEIsHs2bOx\ndOlSF0rmPvxecZ4+fRovv/wy6uvrA8rTQwgEAnC5XKxZswYzZ87EBx98gJ9++smt12xra8MDDzyA\nhIQErFq1ChEREUhOTgaXy4XBYEBjYyM+/PBD9Pb2oq2tDT09PXa5bRhf5pIlS7B27VqkpKRAKBT6\nZHWjwcFBbNq0CVVVVSNmePkjfD4f69evR0FBwZjdMX0Nv1ecHR0d+Prrr6HT6XxqFnYEX7JqxoPp\nnc3hcDBlyhQkJyfjp59+wokTJ2CxWNwWP6vVavH9998jLi4OU6ZMgdlsRmhoKHg8HjQaDZqamrB7\n9250d3fbtUE4tC6pQCBAZmYmrr76ap9UmAxGoxGnTp1CZWWl1+M3XQFFUeDxeJg+fTouueQSn6yC\nNBp+rziZWDJ/Vpq+1L3PESQSCQQCAdatW4fFixfjnXfewaFDh9x6zZ6eHrz55puQSCRsjxur1Qq1\nWo3Gxka7/X9z587FfffdB4FAAD6fj7i4OJ//DqxWK5qamtDY2DgpVlchISFQqVSIiIhAaGgoBAKB\nt0WyG79XnAD8tkEYRVGQSCSQSqU+bemMBFMHk8fjYcqUKUhKSsLevXtRXFwMs9nMTmau/l4MBoPD\n/jRmp1wgELDKMSkpCcuWLYNQKPT5vGgGm80GjUbDlv3zZzgcDpRKJSIiIqBQKCAWi70tkkNMCsXp\nr6hUKvz1r39FTk4O4uLivC2O00gkEgiFQjz88MP47W9/iy+++AJnzpxBdXU1+vr6XH69s4Okzy6W\nwvyNoijIZDLExsYiLy8PN954I7vhw2T/+NuE5Q+Vg8ZDJBJBIpFg/fr1WLhwIdLT070tksMEFKeX\nYLp4zp07F/n5+d4Wx2kYy5PP52Pq1KnIzc1FdXU11Go1+vv73VJ+bqh7YySlycA0+oqJiUFmZiYu\nueQS1ur0BwvzbCiKglAohFAohNFo9It6DGdDURTkcjmCg4ORl5eH2bNne1skpwgoTi/A5/PZ9hUS\nicTb4rgUDoeDlStXYvHixdBoNGzWjquUpzPl5Rh/qK+FFzmKTCbD5ZdfjpSUFHz11Vdeqfo+Ebhc\nLvh8PjZs2ICLLroImZmZ3hbJaQKK81dEItE5fhZCCAwGg8uzkXg8HmJiYhAXF+dXDnF74HA4SEhI\nQEJCwoTOM5qi9WfFN1GYpnRWq9Uvx41UKoVCocCUKVMwf/58b4szIQKKE788jNdffz1uvfVWdhlH\n0zSsVitee+01fPHFFy67lkgkQmhoKG677TZMmTLFJzv4BfBNJBIJlixZgri4OLz//vvo7u72tkh2\nw+FwcO+99+Lyyy/3i8yg8ZgUipPJInFmOSiRSCCTyZCZmYkFCxYMK1RgsViwZ88ehIWFsefWaDRO\nW6AcDgcqlQqRkZFIT0+fFAPIXZzPluVo8Hg8REREQK1We7XwtaPIZDJIpVLk5uZi7ty53hbHJfjP\n3R8FPp+PoKAgAIBOp3P4/ddeey3uuusuxMTEDHtYmSDvO++8EytXrmRT+v7+978P60XuCHK5HH/9\n619RUFCA5ORkp84RIIA/QVEU7r33XqxYsWJSjXm/V5xMuTGmba29VqdEIoFCoUBGRgZmzZo1ooXD\n9JZJTExkFWdqaioiIiIwODhod+9uiqIQHByMyMhITJkyBVOnTnXkIwYIMAwm44bH47m0x5ZIJIJC\noWDdVVarFRaLhc2Pd0ZOLpeLlJQUzJo1y2Vy+gJ+rzinTp2Kd999F3v37sUf/vAHu2svXnXVVbjn\nnnsQGxtr1+s5HA74fD7uv/9+XH/99Xj66afx3Xff2fVemUyG559/HjNnzvTpPioB/AOBQICUlBTY\nbDaX1miYP38+Hn/8cQiFQvD5fDQ3N6OkpARHjx61e6wPhYnX9IcycY7i94ozKCgIU6ZMQV1dnUPB\nzBEREZg+fbpdvqKhAdeJiYmIjY1FUlISwsLCoFarx/V5crlcZGRkBCzNAC6Bx+MhNjYWBoMBzc3N\nTitOxhgQCoWQyWRITU1FQUEBhEIhBAIBVCoVCCFobGx0ag8hODgYYWFhkMlkTsnny/i94mTgcDgQ\nCoVsgzF7Xu9sXB+Hw8Ett9yC+fPn45VXXnF7fnaAAEMJDQ3FY489hoqKCqxduxatra1OnSc4OBgZ\nGRmYMWMGbr75ZoSGhkImk7FL9djYWKhUKtTV1YHH4zlUE4KiKNx+++24/vrrER0d7ZR8vsykUZwS\niQTx8fHo6elBe3v7uK+naRomk4nNt3YEiqIQExMDkUjEbkyN9Vp/S+sL4NsIBAIkJCRAr9dPaHdd\nKpUiOTkZGRkZyM/PP+dcTJaSTCaDUChkiyjbS1RUFHJycpyWz5eZNE/0rFmzsHXrVjzyyCN2+VR6\nenpQXFxsl5IdibCwMCQmJkIqlY75OolEArlc7vf5xQEmH1lZWfjTn/6E6667bszxqVAoEB8fj+Dg\nYA9K59tMGotTLpcjMzMTxcXFdi2/+/v7UV1dDaFQ6HCBDSY/mxAyrkL057JxASYnIpEIYWFhiI+P\nR1xcHEQi0bjvcWT8KhQKyGSySZdOPJRJoziHcnYBiJH48ccfUVxcjHvuuWdCmzbjDSiDwQCdTueX\nBRkCTE7y8vLw5JNPIi4uzq7VGVMo2t7EjyuuuAKXXnqp3xbwsAeXKs6Kigr2Zy6Xi+joaIhEIrsa\n1rsKuVyO9PT0cX2dWq0WWq0W/f39MJvNbM8ZV2Oz2dxSIShAAGcRiUSIiIhAcHCwXc8lsx9gb8xo\nWFgY0tPTx/X/uwPmOTOZTGhpaRkmsyuLirhUU1xxxRXsz0FBQfjXv/6FadOmQSwWe8zHN2/ePHz2\n2Wf46quv8Nhjj41r6Q0ODqKxsREhISEICQlx+HrjKURCiN8XnQ0wudDr9WhqagKHw7HLTWWz2WCx\nWOye/GNiYjB16lSvFSKxWq2orq7G3Xffjc7OTvb5q62tddk1XKo46+rq2J8VCgUqKiogkUiQmpoK\nqVTqkUrbMpkMycnJCAsLs+taPT09KC8vR0ZGht2Kk1GGVqvVrsFks9nQ29uLzs5OBAcHu21AabVa\nNDc3j1p5nbkfSqUSUVFR5xQEDjA+TOvb7u5u9Pb2TuhcHA4HMTExkEgkbIqvPZjNZjQ3N6Ours6p\nGE69Xo/6+nqIRKIxx6/JZIJer3coIw/4Zdff0/5Nk8nEtk6xWq2oqqpCbW0tOjs73bLac5uPU6vV\n4oknnkBUVBReffVV5OXlQSaTub04AZOOZq+Fu3PnTvz888948MEHHTLldTqdXcHvwC8D/euvv0ZN\nTQ2uv/56t1V7P3nyJO6++252oJ89YBjf76pVq/DUU0+xzcoC2I/BYIBer8cbb7yB//znPxM6l1Qq\nxfPPP4/Zs2c7NKG2t7fj3nvvRXV1tVMVkmpqavDiiy/iiiuuwCWXXDLqGGhubsaJEydQXl7u8DU8\nTVtbG9auXYvGxkYAvzxzPT09bnORue2pYWZli8WC0tJScLlc5OXlQS6Xu+uSAP5nPfF4PIjFYhiN\nxjFnZZ1OB51Oh5qaGpw+fRqhoaEICQkBj8c7x3FOCMHAwAB0Oh3a29vR09NjVzFZmqbR3NwMgUDg\nVM7vaBiNRnR2dsJsNkOv16O0tBSNjY0wGAxj1rOsqalBUVERW7mdISwsjA1WDlihv9DZ2TnMV67X\n62EwGFBVVYXm5uYJnVssFqO8vBwSiQRBQUFs22Uej4eEhIRz6sOazWbU19ejpqYGdXV1aGtrcypX\n3WKxoLe3F83NzSgqKkJ4eDhiY2PB4XDA4XCgVqvR1dWFqqoqlJeXo7Oz067zhoWFITQ01CNhS4xh\nwNyTqqoqNDQ0oKWlxe3XZgRwGQDOOTgcDgkJCSFTpkwhxcXFrrzcmHz11VckPz+fxMTEjCjX2YdM\nJiPR0dHk8ccfJyUlJaS7u/ucc9I0Tb788kvypz/9iSxYsICEh4cTkUhk1/lFIhGJj48nR44ccdln\nrKysJPfddx9ZuXIliY+PJyqVilAUNa4sYrGYREZGkqioKBIdHc0eTz31FLFarYSmaWKz2Vwmpz/z\n73//m8TExLD3KDIykkRERBCpVGrX9z7WQVEUCQ4OJhERESQqKorExMSQjIwMsmDBAnL69Gn2e2CO\nhoYGsnjxYhIZGUn4fL5d3/V4YzIqKorcfvvtpKuri2i1WmK1WsmuXbvIypUrycyZM4lSqSRisdiu\n8911113k4MGDpKWlxe3fi81mIyaTiVRVVZF58+aR8PBwwuVyx5TPlbh9ncb49wCgqKgINpsNaWlp\nbveBqFQq5Ofno6qqCm1tbeOa7Mwue3V1NU6fPo2wsLBzZk5CCEpLS1FdXY2WlhZ0dXXZLY/RaMTg\n4CBKS0shFAqRlpY2bvD8WLLW1taiuroaNTU1aGtrQ2trq90hTwaDYcS+3FVVVTh+/PiwbCcmSyoq\nKsopWf0Fxi/c3d09zJIsLy93OqVxPAgh6O/vZ/9PURSkUimMRiOKiopgNBqHhda1tbWhqakJXV1d\nLtlwNBqNaG9vR21tLU6dOgWRSASRSISSkhLU19ejp6cHAwMDdp9PqVQiPj7eratK8qulaTKZUF5e\njpqaGvaeeBKKjKdRHDnZGMs7ph1ofHw8Pv74Y2RlZbnqsiNiMpmg0+nw0Ucf4YEHHrB7oInFYojF\nYnbZcjbM0p9pgesIFEVBqVQiOjoaH330kdPxo4WFhbjjjjvQ0dGB3t5etvzXRGGKOjMw9+APf/gD\n7r333gmf35dhyqd9+OGHeOqpp9iJVq/XQ6vVekwOZtJSKBTnuIpomsbAwIDLY4KFQiHkcjmrpJlN\nISaUzl6ee+45PPzww6M+O66AUZotLS249dZbUV5ejsHBQbvkdKGq81wAvM1mQ19fH3g8Hk6cOAG9\nXo/s7Gy39VNm8mylUqlD/rrRrDFXMNTCOHXqFIxGI1QqFcRiMSIiIsbdHNBqtSgvL0dRURFaW1vR\n39/vUp8ps4PKwDzEZWVlwwqZJCYmshaov/pCya+REd3d3airq4PVaoXZbEZZWRm6urq8FndLCAFN\n08MsUXdjMpkm1FcrIiKCPdy92Wg2m1FcXIy6ujq0tLS4pf20Xbhy3Q87/CAcDocolUpSUFBAqqqq\nXHn5EXnnnXfG9X14+qAoigQFBZH4+Hhy5513khdffJF0dHSM+1kKCwtJVlYWCQoKIhwOx2PySiQS\nEhISQkJCQkhoaCh58803WV+ov2KxWIhWqyXvv/8+CQ8PJyEhIUSlUhGJROL18eFvx2233UZ2795N\n6uvr3f69tbW1kUWLFhGlUunwc+1KPB6LYrPZMDAwgPb2dhw9enTYjiVj4QgEAvZfoVCI0NBQNjbM\n0SWAXC5HQkICBgcHJxx35yoIIRgcHITJZEJtbS3MZjMOHTrExpEylbPJr9YHQ2VlJTo6OjzeFvZs\nS7SkpAQHDx5kl2RpaWmIjIz0qEzO0t3djYqKClgsFlgsFpw5cwY9PT2BJIUJoFAoEBsb61bfptls\nRklJCRoaGtDa2uqQ79UdeMzHeTYcDocNimfeKxAIIBAIEBkZCbFYjNDQUMTExOCqq65CREQEMjMz\nHa4mffLkSfz3v//FyZMnsWPHDofe6wn4fD64XC47WXA4HHC5XEilUhBCoNFo2IeapmlotVqvp2+K\nxWIIhUJwOBzweDxs3LgRN954o1dlspf//ve/uOuuu2AymdhwFne5Zs4Xnn76aTz22GNu9W12d3dj\n9erVOHnypNO1H1z53Hgt+tlms0Gj0Qz7HRNXSAiBUCiETqeDXq/H8ePHoVKp0NbWxirakJAQ5OXl\njetTCQoKQmZmJlpbW53uhOlOGMuH8VUyVjcTi+lo1oYnYPzAjGV8+vRpREZGIjs72+d238mvvsye\nnh6Ulpbi1KlT6Ovrc1m7ifOZpKQkJCcnIzk52W2+TWbVZbFYoFaroVar3XIdh3Hluh8u8plwOBzC\n4XAIl8slfD6fiMViIpVKiVwuZ4+VK1cSjUYzrkxWq5UYDAbyyiuvTDjuLXCMfIhEIhIcHEw++eQT\nVw4nl2C1Woleryfbt28nYWFhdsckBo7xj0cffZQMDg4So9Hotu+Ppmmi0WhIdXU1mTZt2oTkdSU+\nmW831N/EzDZn09TUhF27diE+Ph7Tpk0bNcWSaakRSC10H0yI1smTJ6FUKpGfn+91y1Ov16O9vR1q\ntRrNzc04fvw4BgYGApamC4iOjkZcXBxSUlKgUCjcei2LxYJjx46hvr7ed6xNwLVqGB6c7bhcLpFI\nJOSaa64hOp1uVJmYrIs33ngjYHG6+RAIBESpVJLPP//clcPKKerr68lLL71Ebr/9dhIUFESEQqHX\n789kOVavXk2+//57Ul1d7fbvsaenhyxevJiIxeIJR5K4Er81w2iahl6vh9FoHFbQ4uwNKn+NM/RH\nzGYzbDYbjh49CqFQiGnTpiEyMtKj9Vh1Oh2amppQW1vL7sJqtdpAIWkXIpPJEBMT41Zrk4m+6ezs\nhEaj8bkNPL9VnAF8E6vVin/96194++238fbbb2P58uUOVauaKJ2dnfj0009RWVmJr776CiaTKaA0\nXUxoaCgyMzPdOhnSNI3Kyko0NDRAp9O57TrO4lLFec0117A/W61WNDU1QaPRoKWlxaUZLmfD5BmP\n9UVGRkZi/vz5aG1tHVY3NIDrYSzPQ4cOwWq1QiwWQyQSoaCgAGFhYW65Jvl191yr1aKiooKtzRhQ\nmq4jLS0NU6ZMQV5enttXEVarFcXFxSgrK3PKtxkUFIR58+a5LTPRpQt/o9HIHn19feTVV18l9957\nL4mMjHSbv+Xyyy8n/f39xGw2j1nRp6GhgXzzzTfkzjvv9LqP6Hw5eDweEQqFJDo6muTm5pKDBw+6\ncrgNg6ZpYjQaye7du4lKpfJoZtX5ctx3333EYDAQi8Xitu+Roa+vj1x44YWEx+M5tTeRl5dHamtr\nh+kkV+JSi1MoFA77f2ZmJhQKBaxWK9rb23HgwAG35ODaE3grk8kQFxfnUy1ORSIR5syZA6VSyQbA\nD4Wmaeh0OgwMDODEiRMTyif2BlarFVarFWq1GoQQ7N69G21tbUhOToZSqWSrn7uCnp4e7N+/n60q\nNJkzgWQyGRYsWAC5XA4OhwOj0Yj6+nq2qZozNTrHgsfjQSAQsIkP7rQ0ya/7FYQQdvw4gkKhwOLF\ni5GVlQWlUnmOTnKloG7BZrMRq9VKrFYrMZvNpLGxkUydOtXls+AVV1xBdDodu3s+ljw0TZN//etf\nXp+5mSMiIoLs2LGDtLS0EJ1OR0wm07BDrVaTM2fOkC1btpCwsDCvyzvRg8vlErlcTu655x7y+uuv\nu7Ru46FDh0hERITP1SVwx5GcnEwKCwuJRqMhRqORNDU1kWeffZbccsstLqkTevYhk8lIXFwceeqp\np9xep5XRG11dXWT+/PkOy5qVlUWqq6vHXYFOFLdtDjFZJcAvHS8VCgWWL1+O1NRU7NmzZ8K5plwu\nF0KhkO0JPd4syJTMysrKwi233ILS0lKcOHFiQjI4C5fLRXx8POLj4xESEgK5XA6hUHjOBgpFUQgJ\nCUFycjJWr16N+vp67N27163+YndC0zSMRiPKysowODjIVoeSSCSQSqWs9e0IPT092LdvH86cOTNp\nd89FIhFmzZoFpVIJuVyOqKgohIaGsvHJCoUC+fn5CA8PB0VRaG1txcGDB122QklNTcWFF16I/Px8\nl5xvLKxWK44fP46GhgaHKh/J5XJcfPHFyMzMhFKpdDg122HcppLPgplJ6uvrSU5OzoRnQZFIROLi\n4shtt91G9Hq93XLQNE0sFgt58cUXvWYxSCQScsMNN5A///nPpLm5eVRrmfk9I/ORI0dIeHi41y2e\niR4URbGZYQKBgKSkpJBFixaR0tJSh8fV8ePHSWxsLOHxeF7/XO46IiIiyJYtW0hxcTHRaDTEarUO\nqwzPjBGTyUS6u7vJzp07SUhIiMuuv2HDBmKxWDxSDUur1ZINGzaQ6dOnE7lcbreMqamppKKigr03\n7sZj4UiMBapQKHDNNdcgJycH33//vVOVfiiKQlRUFFasWIH8/HyHQl0Yf+iUKVOwdu1aFBUV4eTJ\nkx7NB+fz+cjLy0Nubu6Y9UKHdqHkcDiIiIjADTfcgJqaGuzZs8fvfJ4MZEjcLfm1jxOHw8Hnn3+O\n6OhocDgcyGQyXHrppaNaoL29vdi9ezfKysqg0WgmpaUpFotx2WWXISkpCSkpKQgJCRlxZQL87/mS\nSCQQiUQu9UMy5/ZULC5TFc2egiEymQwXXXQR0tPToVQqPRb25jGLk4GxPKurq0lGRoZT1gqXyyVL\nly4lAwMDTvfHoWmaWK1W8uyzzxIul+vRrKKIiAhy7Ngxh2Vndo5/+OEHl1oUvnIwVqhQKCTp6emk\nrKxs1Htx+vRpkpSURAQCgdfldtcRGRlJjh8/TiwWyzDrcjSYvx85csSlPvF77rnHYz2odDodefLJ\nJ8nSpUuJSqUaV7aEhARy7NgxMjg4SKxWq0dkJMQLmUPM7KVUKnHDDTeguroaO3fuxODg4Jg7aMHB\nwbjgggsgl8sRHh6O7Oxsu2elkWDeN336dNx1111sLOixY8dw6tQpp87pCEP7+jjyHh6PN2nz7pmd\ncPJrpfxPPvlk1DqfLS0t444Zf0UkEuGKK65AWloawsPDh5VeHIvJkCXH4/FwwQUXIDg4GDU1NaP6\nOcViMWbPno3U1FTWEvfo5/eYij4Lxi9TVVVFpkyZQqRS6ZhWX3Z2Ntm6dSs5evQoMZlM486+jsrB\n7P7/4Q9/cLslERERQY4fP+6UrDabjRw6dIiEhoZ63SJy90FR1JiHt+Vz1xEWFkYOHz58TpdLe/Fn\ni5P5rL29vWTBggWjyhQeHk7effdd8vPPPxOtVusyfWAvXjNdmF3u4OBg3HTTTejp6YHZbB7V1xgV\nFYX09HQEBwe71N8ytIsgRVGYN28e7r//fvz00084efKkS67hKpjPHBkZiXXr1qGqqgrffvut3/o6\nx2O0sTBZEYlEWL58OdLT0xEVFeW2osC+DDPGRSIRVq1ahezsbOzYsQNdXV0QCoWsTzM+Ph45OTmI\niIgAn8/3vLXtMRU9CmfvDjIW4Nmz7dmHu+V4+OGH3WZROGtxMtA0TQwGA9m1axdRKpVet5ACh2sO\nlUpFDhw4MOGdYX+2OBkYPdDV1UUuvfRSEhISQlJTU8nChQtJWVmZ2/XBeHjdWXb2TEHOyjn31Ewy\n9DqEECxevBgcDgd79+51ueVps9nQ39+Pnp4eBAUFORxzxvg6PbnTGcC9MNk5XC7XaUuzs7MTX375\nJcrLy32umpAzUBQFiUSCa6+9FnPnzoVYLIZCoUBISIjXx73XFacvQlEULr/8clx++eX4f//v/7lc\ncdI0je7ubnR1dUEqlToVrMvlciftJtH5CJ/PHzHt1hHa29vx97//Ha2trX6bJHE2EokEa9eu9bYY\n5+BzT563ZxIGxu95ySWXQCKRYNeuXS7bbTcYDPjyyy9RVlaGu+66C7GxsU6dh5xnPsDJjNVqhclk\nwsDAAPr6+qBQKMadUA0GA6qrq9Hb24uTJ0+y2TYWi8Xvx4av6IHR8DnF6WtcfvnluOyyyzAwMOBS\nxbl161bExMRg1apVTilOMiSIPID/wzTs6+vrQ29vLyQSiV2Ks7CwEBUVFXjjjTe83jL3fCKgOMeB\nibccuvvuKtRqNV5//XWkpqZi+fLlCAsLQ1BQ0LhL8JaWFmzevBkVFRWTwpcV4BeMRiO2bduGw4cP\nQ6FQjDsOjEYjqqqq0NPTExgHHiagOMfg7JRHDofDBsq7Ao1Gg7feeguRkZFIT09nUw3HSxtraWnB\nxo0b0dPTE7A6JxEmkwlffPGFt8UIYAcBxWkHFEXhqquuQmxsLLZv347jx4+79PwajQYffPABQkND\noVAooFKpsHTpUoSEhCAqKgpcLhc2mw2tra346KOPUFlZCZ1OF1CaAQJ4iYDitAOKonDppZfioosu\nQk1NjcsVp06nw/bt29n/x8bGIi4uDqmpqQgNDQWHw4HVakVLSwteeeUVdHZ2uvT6AQIEcIyA4nQA\niqJw3XXXITMzE1u2bHFbZtHAwAA2b94MpVKJsLAw1uJkOv4FCOAJmLoSHqs45EcEFKcDcDgcXHrp\npViyZAnOnDnjNsWp1Wqxc+dOt5w7QAB74XA44PF452Xq53gEFKcTcDgc3HTTTZg+fTra2towMDCA\n3bt3B7pn+gkURSEiIgJZWVmIi4tDXl7eMMvKnhhCZpNw165dOHLkCPR6/aSrGTBnzhxcf/31mDJl\nirdF8TkCitMJOBwOLrnkElx00UUoKSlBc3MzysrKUF9fP+LrA5s43mEkBciElYWEhKCgoAAFBQW4\n6qqrwOfzhxWLGEt5kl9bEdM0jcHBQZSVlYGm6TGL1PgbFEUhJycHd999d8DiHAGKTJZv2gsQQtDX\n1wetVovTp0+jo6Nj2N+sVitOnTqFjo4OHDt2DL29vV6U9vyBw+EgPT0dt91224iB5BRFQalUIi4u\nDqGhoUhMTDynU+p4ipM5CgsLUVlZCb1eD6PRiC1btuDQoUNu+2zjwYTOMb3smbxui8UCg8GAnp4e\n0DQ9asV8iqIwZ84c3HTTTcjJycGCBQt8PovHGwQszgnAWC4hISFISEhgf8/MRSaTCdu2bUNFRQUq\nKyvZzI6hD14A52EU3dlFYTgcDuLi4rBmzRoolUq3tJJgzjdjxgxMnz4dVqsVFosFp0+fdqniHOkz\njicbn8+HTCZjW2JTFAWj0Qi1Wg2NRgOLxTLqezkcDrKzs7F+/fpALYQxCNwZN8Ln8zF79mxkZmZi\nypQp0Gq1AH7Z/Pn444/R3NyMrq6uUQeyv8IoltDQUIhEImg0GphMJphMpgn3BuJwOJBIJIiJicHt\nt98OpVIJHo93jvKMjIx0qvKUszD+0ZiYGGRnZ7O+b2fhcDhQKBRYv349YmNjIZFI7NrdZu69QCBg\nFSjwS2EZi8UCjUYDm802at95iqKQmpoaWJ6PQ0BxugHmIeZyuUhJSQHwS4sOht7eXhw/fhwGgwFq\ntXpY47LJ0HSMKXkXHBwMhUIBiqKg1+tBCJnwJMHj8SCVShEbG4tVq1YhKirK5Ralowy1QENCQhAX\nF4fBwUGHFOfQtF4mDCgoKAhLly5FXl4egoODAxagDxH4JryATCbDnXfeiYGBAbZDI03T6OrqwsaN\nG9HR0eGXy3ipVAqJRIKbb74Z06dPZ0vmGY1GWK1WWK3WUS0de2GsKaVSifDwcI9ZlPZAURQuu+wy\nZGdn4x//+AdaW1vtep9QKMTVV1+NpKQkJCYmQiKRgKIoiMViZGdnQy6XByxAHyOgOL2AUCjEvHnz\n2P8zG0l1dXXYtGkT+vr62J1bVzYjG2oZURTl0rx74JfPJZfLsWjRIixfvtxl5/UGQ++LI/7FzMxM\npKamYuvWreDz+aBpesTJYmjBYolEghkzZqCgoABTp04dtSVyAPsZaVy7clUSUJw+ApfLRVRUFF58\n8UU2O6ilpQUvvfQSuru7XaJAY2NjMW3aNAgEAggEAlRXV7s0fVQulyM0NBRCodBl5/QFzu5KMB4c\nDgfr16/HhRdeiDfffBOHDh0CTdPswywQCHDXXXchLy8PEokEQqEQOTk5UKlUkEgk7voY5x1nb8C6\nMgMqoDgnwGjWmqMzG2MJKhQKLFu2jP19eXk53n//fTa42mazOVSklsPhDFvKhoWFIS8vDyKRCGKx\nGFarFWfOnGGX0RNFIBBAJBL5dIoec+8Ya360ezmaxWlPe2YOh4MLLrgA06ZNw/79+3H69OlhbgqJ\nRIK5c+fioosugkKhgEAgmOjHOm9gVmfMimys1529omI2ylxBII5zAjBfjs1mG9b/x1VLArVajWPH\njkGv18Nms6G+vh4vv/wy+vr62M2WkWDCSmbNmoX777+fVZ4KhQKRkZHgcDjgcrno7+9He3s7du/e\njS1btsBgMEyoriMTAvP6669j5cqVTp/HnTBWyKlTp/Dxxx9DrVaPGl/L3F9mYuNwOLj++uuxatUq\nu65ls9lQWFiIlpYW9rrMxs+0adMQFhYGPp8f8F86gEajwSeffIKmpibU1taO2iJk6LPB/Pzll1+6\nTA6XWpw6nW7c11AUBaFQ6HB8mi/A7Aoz1tnQ2Y9RnMwhFAonbHkpFApcfPHF7P+Li4uxefNmdud9\nLMXJ5XKRlJSEq666CiKRaMzrDAwM4PvvvwdFURNSnFqtFiaTCRqNBnq93iX3YKLQNM2mQg61Nhsb\nG7F371709PSgra1t3PMwAfJTpkyB0Wi02/KcPn36sIiKAPYx1GK0WCysdTkwMICTJ0+irKwMhYWF\ndukcd+BSi/OKK64Y9zUqlQoPPfQQEhISoFAovP5gOYLNZsOmTZtw8OBBqNVqGI3GYZbE0J7Qjz/+\nuMsfGLVajdOnT7O71OO5CiIjI5Gfnz/uPW5ubkZVVRW2bt2Kt956a0IycjgczJs3D6mpqfjd736H\nGTNmTOh8E6WwsBAbN26ETqcbpkC7u7tRVVUFs9lsd2MziqKwaNEizJ8/H5dccgkWLlzoTtHPa6xW\nK6qqqtDZ2YktW7agpaUFAGA2m1FdXQ2NRoPBwUGHwvdcubh2qcX53XffjfuayMhIXHfdday/gc/n\nQywW+7QFSghhA7iLi4uxZ88edrk8EhKJBDfddBPS09MhFotdFn+nUCjc8rDGxcUhLi4OJSUlUCgU\n7Gd1BpvNhjNnzqCpqQlXX301aJpmYxQ9AfNw0DQNg8GApqYm7NmzB4ODgxNuL0EIQVNTEw4fPozs\n7GxXiOsRmMmdpulhkwSPxxu2GvHmszc0m85kMsFoNKK1tRWNjY3Yv38/qqurvSbbSHh8c6ivrw9/\n+ctfIJPJwOfzERsbi6eeegrR0dE+HeD7zjvv4JtvvmF7vIwVyG0ymfDXv/4VmzZtwp/+9CcUFBR4\nUFLnWbFiBbKzs/Hxxx/j/fffd/o8Wq0WNE2jvb0dra2tCA0N9ehuMSEERUVFePrpp9HS0oK+vj6X\nhXV1dHRgcHAQXV1dLjmfJ7BYLBgYGMCZM2fwyiuvwGw2g8fjYdasWXjooYcgEAi8brAQQtDf34+B\ngQG88sorKCkpgVqthsFgsDse1pN4XFOZzeZh3SKTk5PR2dnJhmVwudxhFqg3GVoFp7y8HHv27LEr\n9pGmaRQWFqK2thb33HOPh6SdOImJiUhMTERRUdGELE+r1cp2bOzs7IRcLodYLAbgPquG+U6sVit0\nOh2am5uxb98+Ns3VVRiNRpjNZr8oIWe1WqHX62EwGNDd3Y26ujrs378fBoOBrQbV39/PRkLw+XyP\nZ2ExlrDVakV/fz86Ojpw+PBhHDt2zGMyOIPXTbz29nbce++9UCgUiI6ORmJiIu6//36oVCpviwYA\naG1tRUdHB7q6ulweMO6rrFy5EtnZ2di8eTM+/vhjp85htVrxzjvv4Ntvv8Vf//pXzJ07d1jkgath\nNhGKi4vx1FNPoaWlxS2dH1UqFUJCQvwiSL2yshJPP/00+vv7odVqMTAwAJ1OxxoDP/30E1avXg2p\nVAqVSoV58+bhzjvv9Oi+g81mQ1FREVpbW/HZZ5+hoqICVVVVHru+s3hdcRoMBhw7dgwCgQAJCQno\n7+9Hd3c3eDweZDKZ1y3Pvr4+NDY2QqPROKU0meIKQzNFfJ34+HhERkbiyJEjEAgETqVKEkJQU1OD\nlpYWNDU1ITMzE0FBQeyy0FUKlLFYzGYzBgYG0NjYiB9//BFqtdol5z8bhUKBmJgYyOVyt5zflajV\nahw6dAg9PT3nbIARQtDV1YWuri5IJBKEhYUhLCwMNpvNo/sNhBC0t7ejuroap06dQllZmduv6Qq8\nrjgZLBYLWlpa0N/fj3Xr1iE3NxfPPvus1y3PHTt24KOPPkJ7e7vD76VpGg0NDaioqEBSUpJLA3Dd\nCVOkIzk5GQsWLEBtbS0aGhqcOpfZbMbf/vY3vP/++3jiiSfYHHZX+bMNBgMaGhpQWVmJ1157DW1t\nbW4NUVm6dCnWr1+PqKgot13DVdhsNta1MBZGoxEdHR3o7+8HTdNuXRmcjdVqxddff429e/c69Yx5\nC59RnIQQGAwGGI1GnDhxAiaTCe3t7aAoCkFBQV6z1jo6OpyeBZlCx52dnYiJiXGxZO6DudchISFI\nSUmBwWCARqOBTqezO3SHwWazoaKiAk1NTairq0NMTAxkMhmEQqFTWTNDfZlqtRpqtRrNzc2oqanB\n0aNH3dLMjqIoSCQSSCQSpKSkYOrUqS6/hisZWm1rrBJyDDabDSaTCVqtFj09PZDL5VAoFG6XUavV\nYnBwEI2NjaitrXXr9VyNzyhOBiYcoaKiArfffjumTp2KF154wS98SmdjsVhw8OBBtLW1IS4uzuvW\ns6PMmzcPWVlZ6OnpQW9vL95991188cUXTp3LaDTihRdewOuvvw4ej4egoCC8+OKLTikhQgjq6+vx\n6KOPorOzE2q1GjqdbtTwsInA5/MhEAiwZs0a3HrrrYiNjXX5NVwN474Ymh9vDz///DPWrFmDZcuW\n4aGHHnKrr9NqteLVV1/Fjz/+iNOnT7vtOu7CpYqTsR4mWj6MmY0KCwtBURRaW1tB0zSCg4M9Ynm6\nagPIZrOhu7sbEolk3OWSL6JSqRAcHIyIiAjodDocPHgQUVFRw3aW7Q3zsdlsqKmpAfC/1hUNDQ0I\nDw8/57WjLROHWlKNjY1sWxJX3FuBQACJRAIejzcsv18gEEAoFCIzMxOzZs2a8HU8xVjtMUajr68P\nhYWFHolRtdlsqKurQ2Fh4YQKPnsLlyrOgoIC0DSNmpoats6ks0qISWcsKyvDrbfeiunTp+OFF15A\nUFCQK0UeV4aJKFFCCAYGBiCVSv1ScQL/W6YKhUJs2LABq1evxsGDB1FUVITDhw+jsrLS4XMSQqBW\nq/H73/9+RL8vU9GdmSSHFnVgvg+DwYCOjg6XVM/ncDiYNm0aVqxYgYSEBGRmZg77G9MV01+gaRo6\nnQ4Gg8Gno0CYOgGuLJ3oKVyqOJOTk2G1WmE2m9l0KJqmodfr2ZgyRyxRxvIsKSmBSCRCR0cHaJqG\nUqn0mx1qk8kEg8Ew4QK+3oRpnRsfH4+4uDj09vbCYDCgvb0dWq2WTT8dKw30bGiaHjUbhFGczFKR\nqQjlyD0UCARsSu9YG1GMgk5KSkJ2djaSk5ORm5vr9YDwiWCz2dj9AkcQi8WIiorymFuMiThxJXw+\nHyEhIW4PqXKp4nzmmWdACIHRaGStTYPBgG+//RYNDQ347rvvHO70ONTn+cgjj2DatGn4/e9/D6lU\n6krRR2SiYTM2mw19fX2gKMpvLc6RmDVrFnJzc7Fq1SrodDq8+eab2LdvHzo6OlwSBmS1WkFR1LBi\nKvbCNCvLzs7Ghg0bEB4ejvj4+DEnWoqi2FjGyVBL1GAwoKKiAnV1dQ5Zc/PmzcNTTz2F8PBwvzFM\nhsLlcpGYmIhXXnnF7VEPLlWcSUlJ5/xOr9ejtrYWAoEAFRUVEIvF6OzsdGimIYRAp9OhoqICwcHB\nw1wA7rAMmHMOLd7h7JLHYrHAbDb7tcU5FKZuKLPrarPZkJGRgcbGRojFYgwMDKC7u3vCGzX23G8O\nhwOhUIjQ0FD2QWdqkKakpCA7OxsRERFITEz0q2IyE8VkMqG5uRkdHR0OjbugoCBkZ2e7dfJgUitd\nUTsA+GV1Eh4eDoFAwPb4ys3NdXsUi9t31UUiEZYtWwaz2YzrrrsOLS0tuOuuuxxO2jcajWhsbERC\nQgJMJpNLi2eMBbNp4MhGyFAYxenLvqaJQFEUbrzxRlx11VVsquWjjz6KnTt3uvW6zM58VlYW/va3\nvyE4OJhVjhRFQSQSISwsDDwezy+tp4nQ3t6OV199FW1tbQ4t15lJx52TDE3TeO+997B//34UFhZO\n+HyRkZF44403kJiYyE6kI204uhq3ax4Oh4Pg4GAQQhAeHg6ZTIa0tDSYzWa0tbXZbXkSQljfaV1d\nHSIjIxEbG+t2SyI0NBSpqaloaWlx2M3AMFmVJvCLkmKyToBfAt7T09NRXV2Njo4OlwWjM10zmWpa\nTMO29PR0ZGZmQqVSebQKky9jsVjQ0dGB7u5uuyxOmUyGiIgIREREuP0eEkLQ1taGysrKCcXc8ng8\nREdHIyUlBZmZmUhKSnJpRtq4EA9hs9mIzWYjZrOZNDY2kn379pGkpCQCwKFDJBKRpKQkcssttxCt\nVut2mbu7u0l1dTW58cYbHZaVOZRKJTlw4IBbZfUVbDYbaWtrIyUlJeTSSy91+p6dfYSFhZHHH3+c\nvPXWW6SoqIhUV1eTuro60traSiwWCzu+AhBy9OhREh4ebve9XbZsGSktLSXt7e1uv4dms5ncdNNN\nhM/nE4qinB4PUVFR5NtvvyX19fXEZDJ5/Pv3WAA8MxPw+XzWWZ+ZmQmKotDc3Gy35Wk0GlFfX4+U\nlBSYzWa2opK7fJ2hoaFQqVSsZdPe3o7BwUGHzkPTNBobG1FVVYXY2NhJ3ZCLoihERUVBpVKxvs/2\n9nbodDqH4gq5XC5CQ0MhEAggFosRGRmJ9PR0JCQkIC0tja22FOB/GI1GtLW1oampyS63kkwmQ0xM\nDNuZ0xO9j8ivYYbO7qbzeDzExsYiMTERaWlpSExMdK2A9uIxFX0WZrOZNDc3k71795L4+HiHZ5xF\nixaRmpoa0tfX5/aZZqjled111zksK4fDIf+/vfvpTWKNwgD+zPCvRVoKEuJIxypgSuhCZdfowpjY\nmJio6cqVn6BxpwsXfgA3unKjMdFlY1LjxsTEnS7VKAk1VQgICNROgEoZO8icu7jOXL1Ry/TewtCc\n366LplNaHs7M+77nSJJEqVSKXr58uaPXahe6rlO1WqVMJkPnzp2jiYkJcjqdPb9mwWCQrl+/Tvfv\n36d0Ok2FQoEajQZtbGxQt9sd9K9nS5lMhubm5mh6erqn1/r06dO0vLxMtVqtb9Xa5uYmXbx4cduV\nZjgcpqWlJfrw4QN9/fq1L9f8KwM7cmk0Me52u5iZmYHH40E+n+/5k6jVamF5eRmyLO/4CA6j8gwE\nAkgkEpiZmUG5XO75xIOu66hUKlBVFZlMBqOjozh48OCurpqMTeN+vx+JRAKKopjjKyqVCtrttrk/\nUxAEOJ1OyLJs9oM0qvxDhw4hGo3u6ir9v9I0DbVaDfl8HrlcDrVa7Y/Vvc/ngyzL5rPBfmzBou/7\ncK3s9f0Vp9OJSCQCWZZ/OuHVdwOL7O80TaNyuUzPnj2jycnJnj95PB4P7du3jy5dukTtdrsv16rr\nOimKQrlcjubn57dVeYbDYTp27Bi9efOmL9c8aN1ul9bW1qhUKtHHjx8pk8nQ/Pw8TU1N0cjICAmC\nQB6PhyYnJ+nRo0e0srJC+XyeSqUSra+vk6qqXGFuoVAo0MLCAp05c4a8Xu+Wzw5PnjxJb9++pU+f\nPvXttdV1nRqNBhWLRbpw4cK2qk1RFEmWZXr9+vXAn2kPvMmH0+mEJElotVqQJAmqqqJer2+5Gri5\nuYlqtQpFUfq2am1UQuPj40gmk8hmsygUCpYqz9XVVXOeuSAIZuXZz1Ze/SSKIvbu3Wt+vbGxgWQy\niU6ng8+fP0PTNLhcLoRCIUSjURw4cIBH5vZI0zRUKhXkcjlks1mUSiWziv8VY7vR+Pg4ZFmGz+fr\n6/+c0ZvV6hoB8HdOHD58GFNTUxgdHR34e2Xgc9WNH7+6uoo7d+5gZWUFS0tLPY88OHv2LBYXF/s+\n06bZbKLZbOLy5ct4/Pixpe8XRRHBYBCRSAS3b99GMpmEz+ez9cyl/4uu61hfX4emaT/dTjocDkxM\nTJi3X4N+YwyDcrmMGzduIJvN4vnz5+bjj9/xer2QJAmnTp3CrVu3dnycyY++ffuGq1ev4uHDh1AU\nxfIBiVAohAcPHiCVSiEYDA72Nh02aCtn/NHcbjdisRg6nY7tA8To7rNnzx7s378fkiShXq/3vNlY\n13Wsra2ZQ8U6nQ6OHj1qdrzfzaEhiuJQtgi0E/refEbTNBSLRRSLRaiquuX6wNjYGI4cOYJYLDaQ\nO5xms4larbatgySiKCIUCtmm2YptEsrv9+P8+fOIRqO4e/fuULSaEgQBs7OzcLlcePLkidk2rVf1\neh3Xrl2DLMu4d+8eEomEedvO2J90u120Wi2k02nk8/mewiiRSODmzZsIBAJ92Xr0b8aIk93ANsEp\niiK8Xu9Pz/sG/BRhS4IgIBKJoNVq4cWLF5a/X9d1NBoNuFwuvHr1Cu122xwtwdjvqKqKdDqNd+/e\n4cuXLz1XcC6XC4FAYCjmJRkEQUAgEEA4HB747fmPbBOcBqOdmMPhsH2fPlEUceLECaRSKTx9+vSn\nscdWKIqCK1euIBaLYXFxEfF4/H++UrabVKtVLCws4P379zsyKsRO3G43ZmdnEY/H+9qLdyu2W7p0\nOBzw+/0YGxuz/cqqIAjweDxm5/DtMhZMjB6mjP1Jt9tFo9FAs9m01P1oGJ+dOxwO86SQnVr+2S6Z\nRkZGMD09jXg8bvtFIsaGxbAuOrrdbhw/fhxzc3O2WlS0XXAap0h4gYQxBvwzMM9OwT/wfZyMMTZs\nbFdxMsaY3XFwMsaYRRycjDFmEQcnY4xZxMHJGGMWcXAyxphFHJyMMWYRBydjjFnEwckYYxZxcDLG\nmEUcnIwxZhEHJ2OMWcTByRhjFnFwMsaYRRycjDFmEQcnY4xZxMHJGGMWcXAyxphFfwFq05JEncOt\nVgAAAABJRU5ErkJggg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 61:\n",
            " beta = 7.803e+01\n",
            " objective = 8.459e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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Mlt7eXpSVlUGn06GrqwsHDx5EX1+fx/x/48ePR3p6OjIzMyGVSj1yjKFglDaAAZNyCQkJ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prq3ftPvARN04SmaWKxWEhDQwP57bffSGpqKgHg1CYSiUhKSgq58cYbiU6n87jMKpWKVFVVkWuv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\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 62:\n",
            " beta = 8.391e+01\n",
            " objective = 8.414e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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tLbj11lshFAohEAgCcrpA0zQ6OzvR3t4+7DSJEAKr1coOKEzzNn+Hz+ePqamy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59hYfL5fMTFxSE5ORkJCQk+OIvAgFlFr66uRlVVFZqbm4ddTWciEKKiopCUlOSVGRD5PTe9r69v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\nJ+EUJwcHB4eT/P8AIa8e6CaflfgAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 63:\n",
            " beta = 9.023e+01\n",
            " objective = 8.517e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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jyoq9j0ajETt27MDJkycHfZ6YmIjbbrsNCoUCQqEQNE1DIBB4XC94XXGazWaU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\nSTjFycHBweEknOLk4ODgcJL/Byo5qGobKHHQAAAAAElFTkSuQmCC\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 64:\n",
            " beta = 9.702e+01\n",
            " objective = 8.585e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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AwADp7e0lH3/8MZHJZOM+59/97nfEaDR6vF7lhQJN08RisRCdTkdWr17tFV0x1uZJAsbi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crviyuuEmjuq4CZqgcroaGh7OKWu9A0DZ1OB61WC4fD4UHpOCYiDocDWq3WpQw24KeFt5CQkKCL\nH2YWCgNJeXIWp4cIpJvKwTFRYCpayeXygHIvcBbnOGCUJac0OTi8B1PnIpDeM4oEetAkBwcHR4AR\nOLYvBwcHR5DAKU4ODg4OF+EUJwcHB4eLcIqTg4ODw0U4xcnBwcHhIpzi5ODg4HARTnFycHBwuAin\nODk4ODhchFOcHBwcHC7CKU4ODg4OF+EUJwcHB4eLcIqTg4ODw0U4xcnBwcHhIpzi5ODg4HARTnFy\ncHBwuAinODk4ODhchFOcHBwcHC7CKU4ODg4OF/l/bxwySMycfFkAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 65:\n",
            " beta = 1.043e+02\n",
            " objective = 8.681e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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GREZGIikpyWOzHq8pTkIIzGYzuru7sWPHDpdbCnR1dWHHjh2gaXqAVeHtvuDu\nwmQywWg02kOQgP/z/1osFmg0GpdaAl+sGAwG1NXVobW1dcydM71ej507d4LP5yM6OhoZGRlYtWoV\npFIp+Hy+01ZWeHg4Fi1aBEIIfvjhBwBwSHGWl5ejvLwcGRkZ9pRMbxRDHsx4sFqt9uLg5eXliIuL\nw7Rp00DTNMLDwyEUCu2fHc7IchavKc7u7m4888wzKCkpQWNj46jHG+ztE2io1Wo89thjSE1Nxd//\n/nfEx8cD+E2ZVlZWorGxEZ988gkaGxvR09PjW2EDhJCQECxatAgSiQSff/75mMocYrBarejo6IDB\nYMB9992H5ORk3HvvvQgPD0dYWJjTSiw3NxfPP/88du3ahRdeeMFhS/306dP48MMPMW3aNEyaNMmV\nQ3E7nZ2deOuttyCVShEUFDQgCuG7775z2348pjgJIQMCtru7u7F3714UFha6dR+EkICxLs/HaDTi\nwIEDqK6uHjDl0ul0aGpqQmVlJfbu3YuOjg4fS+o4vnaPiMViJCUloba2dswWpyCEQK/XQ6/X4+ef\nf0Zqaqq9JYpYLIZAIIBIJHLK8gwPD0dbWxtkMhkMBoNDoUqtra3Iz8+3pyj7AwaDAfn5+R7fj8cU\nZ19fH5555hmcOXMGhBCYTCbU1dV5ancBTWdnJ/785z9DLpcD+K3aUk9PD7RaLXp7e30sneMIhUJI\nJBKf9rChKAoCgWBAUd6xTktLC55++mmIxWKIxWJkZmbi73//O5RKpVPjXHLJJfj888+xa9cu/Oc/\n/xnR1VFVVYXOzk6X6xAEMm5VnH19ffb/d3d349ChQzh27JhHp9SBbHEyGI1G/PLLL74WY9RIJBIo\nlUqfKi1mpZnP50MqlcJisTi1+BiI6HQ6HDt2zP5zR0cH1Go1BAIBxGKxw89HTEwMYmJi0NXVBZlM\nBpPJNKyro7e3F729vejp6RlyrcFdcDgcSKVSSKVSGAwGn/uv3ao4r7/+evv/LRYLysrKPKo0maBX\nFt/D5XJxzz334PLLL8e4ceN8LQ4yMzPx2muv4cSJE3jjjTfGpK9zKCoqKrBmzRpMmjQJ//znP51O\nRJg7dy7ef/997Nq1C+++++6Iz7DNZoPRaASfz/dYeFJQUBBeeOEF1NbW4q9//Stqamo8sh9HcetR\n7t69253DDQoTvymVSr2aKcAyNGKxGBKJBLm5ubjssst8LQ6A3wpjzJkzB1ar1e4CuViUp0ajwYED\nB2A0GtHV1QWKoiCVSh1+ViIjIzFv3jzU19c79Hm9Xg+1Wg2FQmE/1+5GKBRixowZiIuLQ3BwMHg8\nHqxWq0f25QgBZ66NGzcO//3vf/Hwww/7LMia5f+gKAoPPPAAvvnmG8ybN8/X4tjh8/kIDQ3F5MmT\n8fDDD1+UXRzPnDmDm2++GU8++SR0Op3D3xMIBFAoFA6H7/zvf//D6tWr8f3337sqqsMIBAJMmDAB\nkyZNgkQi8fj+hsLndxJFUVAoFA5PuePi4jBr1iyEhISw03QfI5VKIZFIMGHCBL+xNBmY/GyVSoWJ\nEyfCbDYjNDQUWq12xCy1sYJGo8Hhw4fB4XDQ0dEBmqYhl8tHtDyZBTaRSASFQmGPNR6K+vp61NfX\n4+qrr3b3IVwAl8tFTEwMent7fdoQ0aeKk8PhIDY2Fv/+978dzr+Vy+WIjo62B/yy+AYOh4N7770X\n1113HVJSUnwtzpAolUpMmzYNmZmZWLRoEfbs2YOnn346YNJX3UFRURFWr16NWbNm4bnnnnPYUps2\nbRqeeeYZHDhwAN98842HpXQMmUyGNWvWoK6uDoWFhT6LOvG64mQK9DI5tjExMZg2bRoSExO9Lcqw\nMBYLExen0+kCpsiGp5DJZPaHjqIoZGdnY/bs2T6WangEAgFCQkIQEhKChIQEdHR0ICIiAhqNBhqN\nxtfieQWNRoPjx49DJBKhpaUFKpXK3uhuOEJDQzFx4kRUV1c7tB+tVou2tjbI5XKPTaP5fL49lTIq\nKgrd3d3o6enxfnqtO4t7woGiqOHh4WTTpk3k6NGj5NixY6SgoIAYDAZ3ijEAVwsZJyYmkrlz55IX\nX3yRHDp0iNx4441ELpcTPp/v88K2vtrWr19Pjh49ar92ra2tHrtunqKrq4scP36cPP30035b4NpT\nm0KhIFOnTiV/+tOfiF6vH/FcmUwm0tPTQ1588UWHxo+LiyMzZswgX3zxhcevo9FoJIWFhWTLli0k\nPj7eIfncidcsToqiEBISYs8yYGpQ+tt0Wy6XQyaTIT4+HomJiRg/fjymT5+OXbt2ISYmBhqNBgaD\nATqdLiCbpzmDTCYbsEo6btw4zJgxw4cSjR7G+mxqakJ0dLR9yq7X68e8BarRaHDixAmEhYXBbDbb\n6yMM9QwyiQSOLsI2NjaiqakJra2t7hR7UIRCIcaPHw+FQoG4uDgYDAao1WqvWZ5eU5whISF4/fXX\nMX78eL+blvfnlltusRdMFgqFUKlU4HK5WLt2La677jpUVlaiubkZmzZtwvHjx30trkdg0iZvvvlm\n3HnnnfbfRUdH+1gy93HZZZfhu+++sxfz3bp1K1544YWLwhVjMBjQ1NQElUqF8PBwtxov3j5/kZGR\n2LhxIyoqKvDAAw+gqanJK/v1uOKkKAoqlQqxsbEYP368PT3L3yxNhujoaEyePPmC38fGxiImJgYi\nkQjBwcFOp7P5M0xBhPMraWdkZAx6LsYCjOXJtHdmKuvYbDZ7Ob+xaoEaDAbU19fDZrMhLCzM1+KM\nCqFQiKysLIhEIiQmJsJms6G7uxtWq9WjcZ4eV5xBQUF48cUXkZubi+TkZE/vzmUcLb2fkJCA8PBw\nhISEeEkyz7NkyRI8+OCDEAqFEAqF9nPgTD/zQIWiKPD5fFx11VWYPHkydDodent7sWXLFmzYsMHX\n4nmEoqIirF+/HosXL8arr77q09oC7iImJgbvvfceampq8Pzzz6OpqQmNjY0eU54eU5wURSEiIgLR\n0dEYN24cMjIyBjyU/gZTHHY4S5JpmsbkQo8WLpeL8PBwex+Z88+N2WxGW1ub2y6+QCCARCKx/8vs\nLy0tDdnZ2RAKhU5V1RkLMOddpVJBpVLZC6uUlJQgKSnJ/jlm9XYsoNfrUV1djZqaGjQ2NtrvfXdd\n966uLtTW1kKlUnmt75RQKERGRgbEYjHS0tIgFAo9ml3kMcWpUCjw8ssvY+rUqfYprj8/kKtXr8b6\n9esRGhrqtX2GhITgxRdfREZGxqBVhaqrq7Fu3TqcPXvWLXGHSUlJWLBgAXJycjB//nz79VAqlQ4F\nRl8MiMViCIVC3Hzzzbjyyivtv3/77bfxn//8x+vyMEkenihqcerUKdx3332YN28eHnnkEbdVS9+4\ncSO++eYb/O1vf8ONN97oljEdJTIyEv/85z9hNpthsVg85nN1q+JMTU21/1+pVCIjIwNpaWnu3IXD\nOHvCVCoVMjIyRhzTZDLBYDCMSpFxOBwoFAqEh4cjNTUVmZmZgypOHo+H1NRUiMViWCwWmEwmtLe3\nw2q1Drt6yKTM8fn8CyzL9PR0ZGRkICMjg828GgQmfjcsLGyA/y89PX3A/c3Q2dk5akuUoihERUUN\nmuLYX3GSc50B3DUT0Wq1qKioQHp6ulsVTHt7Ozo7O9Hd3e22MR1FIBAgNjbW4/txq+L88ccf7f/n\ncrmIiopy5/B+QXl5OWpra9HW1ubyGGKxGNdeey3S09MRGxsLiUQyqBKLj4/He++9Z39zlpeX4/HH\nH0dbWxu6urqGvNkTExNxww03IDk5GXPnzrWPLRQKIZVK/dpl4q/ceOONWLx48YDfEULw/PPP46OP\nPhrV2DKZDC+88AKmT59+wd+Y60TOtcft6elBXV0dHn74YZw9e3ZU+zUYDGhubvZI18qxHp3gVsXp\nK+tyMJiKLd3d3W67iIQQtLa2oqKiYlQrrjweD/Hx8UhOTrZ35RsMgUCAhIQE+880TSMzMxPBwcFQ\nq9VDTt/S09ORnp6O5ORkpKamjgnnv69hVuGB/1MKhBBkZGTYY5JdgcPhQC6XIz09fcTnh1kxBuCW\nmqfkXMfZ7u5ulJWVQaVSISoqyq6se3p60Nra6nJcJmMh+7orgCfweZEPT1FUVISPP/4YpaWlblWc\nO3bswGeffTagaLOzCIVCLFiwAJMnTx6xN3x/kpKS8J///AdWq3VYnxefz4dMJgOfz2en4x6Ew+Hg\nrrvuwurVqwf9OznX2oWcK7bNKI/zlQhFUQ5FMFAUZQ+Fc+d1PXjwIJYtW4Zly5bhxRdftN83P/30\nE5588kmX88FtNhssFgt4PN6Ye3mPWcXZ19eHqqoqtLe3j1pxEkLQ3NyMjo4O1NfXo7Ozc1TjURQF\nmUzm9IqjQCAYU0HogUp/xdffEj0fRxWnM/tlfLDutOD0ej3q6+tRVVWFoqIiu+IsKytDXV2dy8/P\n2bNnUVRUhISEhICPFz2fMas4Ozs7cfToUbcUryWE4L///S8++eQTnzi8WQIXT0xTmZhjiqLcutq+\nf/9+XHfddfafdTqdy0qTEIINGzbgiy++wAsvvOD11XVPM2YVJ1POfzQrj/19Wd3d3V5L52IZGwSa\nX89gMIx6wak/vb296Ovrc6qIcqAwZhWnu2BymX3dHIqFhYFZdGHvSd8x5hRnfyvR1e/2p6GhAc3N\nzWhvbx+1bAwWiwUlJSXgcrlIT093aoGIhSWQIISgtrYWx48fR1JS0pjxdbJLrudg4uT6K09CCN57\n7z1cd911+Omnn9y2r56eHvzpT3/CH/7wB9TW1rptXBYWf4MQgjfeeAPXXHMN9u7d62tx3MaYszg7\nOztRUVGBiooKp6zOxsZG/Prrr3anO7MaWllZOepV9POhaRrd3d2QSCQ+7dTHwuIN+vr6oNfrYTAY\nfC2K2xhzivPXX3/FPffcA61W61RR0//973/4/vvvB6xW0jQNvV7vQWlZWFgCkTGnOE0mE9RqtdO5\n5EajEUaj0R4+wlicnmSsp6WxuBeDwYDCwkJUVlaOKestEBlzinO0eENhsrC4Qnt7O9avX48zZ86M\nyRCfQGLMKE6r1Qqz2RxQfYDMZjNOnDgBg8GACRMmsKvrLMNC0zT6+vpGle7L4h7GzKq6yWRCa2tr\nQBWb7e7uxlNPPYVHHnnErYHHLGMTdjbkP4wZi7OjowMHDhxAcXFxwAQG0zQNjUbjm77QXsZms6Gi\nogI9PT3o6+tz2gfNpBnyeDwEBwdDKpUiNjYWAoFgQAHeQMvWuRjIzs5GQkICYmJifC2K2xgzirOw\nsBAPPfQQdDpdwCghQgi0Wi36+voCRtm7itlsxmeffYbjx4+jpKTEqYo7zIKdQCBAUFAQZs2aheTk\nZNxyyy0ICQlBcHAwWwXKT6EoCnfeeSduueWWMeWKGjOK02azjboyu68YS1MwmqZRUFCAlpaWAZXq\nzWYzSkpKcPbsWWg0GqfDvDgcDsxmM2iaRm1tLQwGA3bt2gW5XA6pVDqk4qQoClwuFxEREZg0aZK9\nvFkgWaaBem9MmDABKSkpyMjIgEwmG1Ol5caM4mTxD6xWK9577z1s27YNGo0GRqNxwN+YFhDOQgix\nL/4dO3YMHA4H27dvH1EB8vl8iMViXHHFFXjnnXf8vvfVWIHD4WDNmjW46667wOfzx5TSBFjFyeIi\n/QtN5Ofno66uDsBvln95eTl6e3uh1+s9khnFuDUccclYLBbYbDZUV1fjm2++sVdOj4mJwcSJE8Hn\n8+1dRv2ZQJqVTJw4Eenp6cjMzIRIJAIQWBa+I7CKk8VlrFYrjEYjNmzYgM8++8z+e3+qJkXTNAwG\nA44ePYq8vDz775cuXYoXX3wRSqVyyELE/kQgKc7f//73WL9+/ZizMvszZhRnbGwsVq1aherqahw5\ncsRvHtxAp//Dmp+fjzNnzth/b7VaYbFYUFFR4fe+5fPLsNXW1mLr1q2QSCSQyWRIS0vD9OnTR12l\n3VMEQt+eSZMmITs7Gzk5OW7pieTPjBnFOWnSJLz11lvYsmULjh8/zipON8JYO19++SVee+21C/4e\nKFEM/Tl9+jQKCwvtyuiOO+7AlClT3N6Wwl0EguJcsWIFHn744YsiwmHMKE6KoiAUChEaGoqcnBx0\ndHSwFdtHyalTp3D69Gm71VlYWOg31Zx4PB5UKhWCg4MxefLkIS2cs2fPYv/+/RdYxEwZQYYzZ87g\n448/BkVR4HA4yMrKGmCB+hJ/kGE4Jk+ejAkTJiA3N3dATO1YZswoTg6HAx6Ph+joaPzud79DUVER\nzp49GzB+IX9k27ZtePrpp+0/+5MVLxKJkJGRgZycHPzzn/+EUqkc9HM7d+7E0aNHR/S7/vLLL/j1\n11/tP69fv37QPucsF3LttdfiiSeeuCgsTYYxpTgBIDQ0FDNnzkRkZCSUSiWqq6uRl5fHKlAHYM7R\nqVOnkJeXh7y8PL+bhkulUowfPx4RERGYNWsWEhISIJFIwOMNfisnJCTgD3/4Azo7O1FfX4+Ojg5U\nVlZecD+cb4EWFBRg48aNGDduHCZOnAiBQGBfIWYZCJPRdTEx5o42JiYGMTEx6Ovrw9VXX43Nmzfj\nxIkTrOJ0gp9++gl/+9vf/PKcKZVK3HDDDUhNTcWiRYsgkUiGncpmZ2fj1VdfRU1NDX766SecPHkS\n1dXVI74Q9u7di3379uGuu+5CbGwslEolqzhZ7Iw5xck8RAKBAMHBwVCpVIiIiLCnNrJcCKMg8/Pz\n8euvv+LIkSMOKc3LLrsMOTk5wyouq9WKHTt22OM8R4tQKER6ejqSkpIgEAhGnB4yiypKpRK5ubno\n6uoCRVEOWdKEEBQVFeHjjz+GRCKBRCLBzJkzMW3aNLccC0vgMuYUJ4NQKIRQKERkZCTi4+PR2trK\nKs4R2Lt3Lx577DGHlCaHw8GKFStw99132wtwDIZer0djY6PbFKdEIsHEiRMRFxfn1PdUKhXmzp2L\ntrY2pxZbDh8+jMOHD9u/8/TTT7OKk2XslJU7H8bSSElJwU033YQZM2b4/eqkr8jPz8fLL7+MAwcO\nOKQ058+fjz//+c+YOHGivdUIc77P3/h8Pq677jo88MADSEhIcIu8/cd39jtpaWlYv349rrzySqcW\nM5iQrEOHDuHll1/G8ePHXRF9VAQFBeH222/HmjVrhlwMY/ESZIxD0zShaZq88847hMPhEAB+t8XF\nxZGioiKfnaPXXnvNqXPz+uuv288rsw0F83eNRkMWL1486nOVk5NDGhoaXD5Wq9VKjEYj+fjjjwmP\nx3NZjueff95lGVyFpmlis9lIeXk5SU1N9fl9y2zPPvus18+Fr/H7qXpzczO+/fZb6PX6Yf1S6enp\nWLZs2QWre/5sZYpEIsyePRupqalQKBRe3/+pU6fw888/49ChQw5bmjNmzMDUqVMdPq/+dv45HA64\nXO6oQ2f2798PAFiwYIFXw5YCIRB+NNA0jd7eXlgsFiiVSr/NQPJ7xdnU1IR//etfaG9vH7ItBofD\nwTXXXIMlS5YEVFiERCLB1VdfjaysLJ9MvY4ePYonnnjC4dXzJUuW4M9//rOHpfIs/RXnaBTQzp07\nsXPnTrz88stsvKcbIYSgs7MTBoMBEomEVZzO0tLSgi+++AJlZWXQaDTDWpuEEFRXV+PNN99EVlYW\nLr/88oAoMMDj8ZCYmIiUlBQIhUKv7Tc/Px/bt2/H8ePHHVKaycnJSExMRHx8vF9YO6RfwQtn5Skr\nK8N3332HU6dOuSVG9eeff4ZOp8MVV1zh8UUjfzj37sZiseCbb75BRUUFgN8szu7ublgsFoSEhNgV\np1QqxerVq/2mirxfKk5CCJqbm/HSSy+htbXVoe9UVVXhjTfewNVXX41FixYFjOJMSkpCamqq1/ZJ\nCEF+fj7+8Y9/OJwJlJqainnz5rm8uOOoRetpCCE4c+YMnn/+eRgMBrdkQu3cuRO7du1CSEiIUy4M\nlt+uh8Viweeff45t27YN+9nw8HBceumliI6O9otz7HeK09WHzGKxoKenh22bOgynTp3Cli1bkJ+f\n79R5jo+Px6xZsxAdHe30PhmLoqSkBDU1NU5//3za2trw0ksvISMjA7feeqvDvuG+vj60tLSgqanJ\nXqPTXRBCoNPp0N3dDalU6vHZg0qlwp/+9CdUVFTg448/DqgGhQxWqxVfffUVCgoKUFZWNuLntVot\n3n77bft1j4qK8oKUQ+N3ihMYOBVzFKvVCo1GA4PB4CGp3I+33pzMuSwqKsLzzz/vtNKIiYnB1KlT\nnfY3MRbF1q1bsWPHDre81Do6OvDmm28iNzcX1113HeRyuUPf0+l0qK6uRktLCywWi9vz7vV6PXp6\nesDj8TyuOENCQnDffffhzJkz2Lp1a8ApTnKuJOGWLVvwzTffOPQdvV6PDz/8ENHR0bj88stZxXk+\nra2teP/991FRUeHWgHUejweJRAKz2ezz2pEymQxr1qxBZmamS1acs9hsNphMJphMJpe+v2fPHmi1\nWixduhSXXXaZw/vMy8tDXV0d6uvr3TY1Zmhubsazzz4LmUwG4Ld8aT6fD6lUipiYGBgMBtTV1cFm\ns9ktwvb2djQ2NrpdaRJCsGvXLrS0tOD3v/89Lr30UreOP5agaRqHDx9GVVUVGhoafC2Oy/id4uzo\n6MA777zj9j7jXC4XYrHYbgX5EqlUiltuuQVTp071yv6sViv0ev2QUQkjceTIEeTl5SE2NtauFIay\nlhnrlmnaduLECbS0tLi876Fg7hMG5vqGhoZiypQpUKvVOHz4sEesy8E4fPgwjh49iilTpmDu3LkA\nvDOj8Ad/nzMwrVZ++eUXtLS0+Focl/E7xekqAoEAcrl8yKlbcnIyli9fjqKiogHlwy4GioqK8NFH\nH+HMmTMuKRGapmG1WtHZ2Ym6ujqoVKohfYs2mw2bNm3CyZMnUVpaira2NqjV6tEegkMymkwmqNVq\nFBQUwGg02pvDeQuapvHVV1+hrKwMq1atwowZMzy6v9DQUDzwwAOoqKjA559/HhApxYQQ1NXVoaCg\nIOBcDP0ZM4qTz+cjODh4yN7NMTExWLBgAUwmk08VpzcDmBlfcVVVFd59912XLW1yruRaT08Pmpub\nIRQK7VPk87Fardi+fTu+/vrr0YjukowWiwUWiwUajcar++7Pnj17sH//fowfP94e3+mp661UKrFq\n1SoUFxfju+++CxjF2dLSgsrKSl+LMirGjOLMzMzEunXrkJKSMmgokkKhQHJyMlQqlQ+k+w2pVIo7\n77wTWVlZThepcIWCggJ8+OGHOHPmjFtWkQ8cOIDm5mYoFApIJJJBP8NMxS52mJeWJ1+SFEUhKCgI\nQUFBF1URYX/AbxTnaGP94uLisHr16iFrJorFYkRERPgktZFBJBLh2muvxYwZMzyaEcGcy5qaGmzc\nuHFAb/PRUFxcjOLiYreMNdahaRo2m82jPYy4XC5kMhmkUil4PB44HI7fxMyOdfzqNeVKGJKj9PT0\n4MyZMw4H1HsKLpcLPp/v9VAkFu9B0zQ++eQT3H///V6pohQdHY1nn30Wjz/+uE8Ng4uJi0ZxarVa\nNDY2oru72yPjjwRFUeByueDxeB7vpMjEyflb24uLBUIIfvnlF3z44Yeorq72eE/04OBgrFy5EsuW\nLRvSheJPBFokwGD4zVTdbDajvr4etbW1HumkWF5ejo8//tgnnS9FIhFuvfVWr/k2T58+jbfeegvV\n1dU+D7262Onr60NXVxfkcrnHAuOZRoWBkGbMEOhuBb9RnBaLBa2trWhra/OIpdTW1oYjR474xArj\n8/mYM2cOZs6cieDgYI/th6Zp0DSNhoYGfP75527zbbL8H8zMoX+86lAhT4QQ6PV69Pb2QiQSeVRx\ncrlcuxuIy+V69T632WywWCz2czMcjJLn8/leDxdzJ36jOLu7u/HJJ5+gqqoKWq3W4e+JxWKEhYUh\nLCxs2M8RQoa9yT0JRVEIDQ1FZGSkRxeFamtr8c033/hV//OxAqMUrr/+eixbtsx+L33xxRfYsWPH\noN+haRqbNm3Cr7/+ioceeghz5szxqIyJiYl4/fXXUVxcjJdeeslr4UnfffcdamtrsWLFCixZsmTY\nz3K5XNx9991YuHAh3nrrLeTl5XlFRnfjNz5OvV6PvLw85OfnO5UaKBAIEBYWhqCgoBF9J75Qmnw+\nHyKRCHK5HAqFwqP1Qru6urBv3z4UFBQE7Jvc32Ba3wqFQojFYkyePBk33ngjVq9ejVWrViErKwsC\ngcBu6fW/B5lKVD/88AOam5s97usMCQnBddddhyuuuAIKhQJ8Pt9j++pPcXExvv76a5SXl4/4WQ6H\ng1mzZmHlypVecVt5Cr+xOJlpjcFgcOrmyszMxN/+9jfExsb6XRFjsViMRx55BFOmTEFmZqbH96fV\nalFWVga1Ws0qTjcxffp0zJ8/H9HR0YiJicG4ceMAwF4I+dZbb8WsWbNQUlKCuro6HD582F5bsj/e\niOtkSElJwdtvv42CggK88MILTs3gXIGZcjs6yxkLVez9RtMwmR/OTjFDQ0Mxf/58v1xN5PP5mDt3\nLhYtWuTR/dA0DbPZDK1Wi46ODra0nhuJjY3F3LlzkZKSgvT0dPvvmQc/NzcXEyZMQFhYGAoLC1FR\nUTGo4jSbzTAYDBAKhR5/wYeEhGDp0qVQqVR488037emnnoJxW9A0PWKBaeb3ga48/WaqPtbg8/kQ\nCoVeyeiorKzE3/72N7z33nsuV0BiGZyIiAhMnjx5xCpW2dnZuPLKK5GQkHDBNbdarXj77bdxzz33\n4NSpU54UdwAxMTFYt24dVq1a5ZUOA0ajEb29vRfFPRiwipPL5UIikQyZKcRgsVig0+m8ejE5HA4k\nEonHfZoM3d3dOHDgAAoKCoZdTWXa9fL5fPB4PDZNzwGkUinCw8OHzM0HfjuvoaGhSEpKQmhoKGQy\n2QD/Ik3T9sZ4bW1t3hAbACCXyzFt2jTk5OR4NByKQa/XQ61WO/ysCQQCiESigLwP/Waq7izjx4/H\no48+isTExGFXqg8ePIj//ve/qKmp8VrcmFAoxKOPPoqZM2ciOzvb4/szmUw4e/Ysuru7hz3GuLg4\nTJ061V5JqKGhASUlJR6XL1BxtqEbRVG46667cPnll+P111/Hrl277H8zmUxeDxOSyWSYNGkS4uLi\nEBcXh9OnT9un7p7gm2++wYkTJ3DffffhhhtuGPazXC4Xq1evxoQJE/Dpp5+itLTUIzJ5ioBVnCqV\nCgsXLkRQUNCwsWNNTU3YtWuX1yxOsViMoKAgTJ8+HQsWLPDKPq1WK7Ra7aDV75m4OZFIhMjISIwb\nNw5WqxVGoxE0TaOxsdGubM1m80UxzXKE/llejsLhcJCTk4PMzExs3rx5wN+YxRNvLtoJBAKEh4dD\noVDYZz9KpdLuA2dkYkKthnpJOHpfVFdXo7q6Gr/73e+g0WggEomGNGooikJmZiaCgoKwfft2h4+J\nEAKTyQSj0QiBQOAzazVgFSdFURAKhSOGXNA07XHnOINAIMATTzyBSy65BBMmTPD4/kZCKBQiKCgI\ns2bNwr333ougoCCoVCp7mTidTjegJuJXX32Fd99913cC+xFRUVFIS0tzuUGdP8Hn8xEaGopLL70U\nn3/+OSwWC8xmM1paWpCXl4eoqChMnTrVHph+Plu3bsV///tfh2dsH3zwAfbs2YMHHngAy5YtG/Qz\nHA4HMTExUCgUw7pBzken02Hz5s0oLi7Gtdde67NqZz5XnEyYhqNvYh6PB5lMBrlcbu+PPRznr/a5\nG0Z5Mz7XqVOnYv78+R7Z1/mMdExCoRDh4eFIT0/HggULRnzJnDlzBkqlEkaj8aLPOhKJRAgODoZY\nLPa1KKOGySqKiopCVFQUrFYrzGYzamtrYTAYkJCQgPnz54PP50MgEFxgedbU1CA4OBgGg8Ghnl6V\nlZWoqqrC1VdfDYPBYPep94fD4UAqldr97o5isVhQUVEBmqZxxRVXOPw9d+NzxUnTNPr6+tDX1+eQ\n8hw/fjyeffZZxMXF+fympigKy5cvx6RJk5CSkoLQ0FB7nJ+3sNlsQ563yZMn4+mnn0ZUVJRDU85r\nr70Wubm5+PTTT/Hee++5W9SAor29HSdPnvR4r3RfwOVyIRQKkZCQgOuuuw4ikWjYRZqrrroKmZmZ\n+Oqrr/DWW285tA9CCE6cOAGFQoHZs2cjIyPDLbKbTCYcPnwYzc3NuOuuu9wypiv4XHFarVZ0dHSg\ns7NzWMc5j8eDQqFAfHw8LrnkEp+Vz2Liz6RSKSQSCTIzMzFlyhRkZWUhPDzcq7Iw1vr5lifTtCwu\nLg7Tp093eDWVWUQ4ceIEVCqVPSHhYoRpLqfX690+9kixjp6GyW2XyWQOTZNjYmIQExODkpISqFQq\nGAwGh85La2srzpw5g6ysrGFlUSgUCAkJQV9f34hFaWiaRmdnJ8RisU8L2Phccba1teGRRx5BVVUV\nOjs7h/xcVlYWXnzxRcTGxvo02F0ul0Mmk2HdunX2jJLhKqJ7GpvNZu/kyDBhwgQ8+OCDSE5Odikc\nauXKlZg1axbef/99vP/+++4UN2BgFnLc3WQukFm2bBlycnKwadMmbNiwYcTPnzhxAhUVFZg0adKQ\n/ZcEAgGefPJJrFmzBn/9619x9OhRd4vtEXyuOI1GI4qLi1FdXT3o3/l8PpRKJRISEjB9+nSHqwu5\n26cpl8shkUgQHBwMhUKBCRMmYObMmW7dh7MMdYxBQUGYPHkyVCqVS1ZNbGwsYmNjsXPnztGKGLAw\nC2jO3Ef904aHUrj9K8MHGpGRkQgPD8fBgwcd+nxPTw80Gs2wmWxcLheZmZmIi4uDUql0k6Sex+eK\ncyTS09PxyiuvIC4ubsgOloPBlLqyWCyjVqIcDgf33HMPli9fDh6PBx6Ph9jY2FGN6Q7612HsryBF\nIhGio6PtzncW70AIwffff49Dhw4N2neJ6e/e09MDhULh0UpZnoDD4Tgd2zpW8ZniZKqUW63WYRUb\nE8Q7Utm48zEYDGhvb3dbC9KEhAT7QoG/3DiMv/V8eRjnv7eq44xltFotmpubB7SePv98M3UWmGLc\nxcXFQ3Ya6Ovrg1qtHjbG0V9haot6omgIh8OBSqVCZGQk1Gr1iC4SX+e6+yzXyWq1oqmpCU1NTR5x\n8h46dAg333wzNmzYMOqgY39+y1IUdcFq6FCLRs7i65vTH9i8eTOuuuoqfPrpp8N+rqysDLt378aR\nI0eQn5+Prq6uCz5jtVqxZ88efPrppz7pRDBafvjhB6xYsQKbNm1y+9hCoRD//Oc/sXnzZkycOHHY\nzzKzPl/is71bLBY0NTWhsbFx0OB0Jmg3PDzcpeyA7u5uFBcXjzoeUSaTQSKRQCwW+50SGUoeo9GI\npqYmhISEIDQ01MtSjS3a29vR3t6O8vJyNDQ0ABjc4qypqUFVVRXa2tqGtMgIIWhtbYVYLA7IClYd\nHR0oLCz0yIIZl8tFSkoKwsLCoFAohmytQVEUVCoVwsLCfKo8fbbnrq4uPPPMMygrK0NHR8cFf09O\nTsYrr7yChIQEl0KPmHzs0WYMLViwAJdccsmIb0F/Ii8vDzfeeCMWLlyI//f//p/LU0JPF94NJL74\n4gvs2bMHwOCK02AwwGQyDesaomna3mnVV00DR4PVanW6Xq6zcDgce9FoJi24PwqFAg888ACysrIQ\nERHhMTlGwuuKkznpFosFDQ0NaGxsHPRzIpEI6enpiI6OdvnN4o4LzPgLA2kVtK+vD2VlZYiNjUV1\ndTVCQkIGxJiOZDl3d3dDrVYH5MPtKTo7O4cNl3MUvV4PiqICsrWJMxl+rsLhcBAdHY2kpCTU1dVd\nYJnzeDwkJiYiJSXFK6XyhsInPk5HVrspioJYLB6xbJyn2bdvH15++WWcPn3ap3I4A5Ofv3//flxz\nzTX417/+BbPZ7PCL5Msvv8SSJUs84su62GEWkdgK/YMjkUjw1FNP4eOPPx40cJ7P5yMlJQVpaWk+\nVZxetzgtFgvq6upQU1MzrK+ECX3wda0+Jg7NExkknoQQYk9lLS8vR0VFBfh8vkN+2qGqmLOMHnct\n3HmT7u5utLe3D+pSczcURSEmJgYymQxxcXFoampCV1fXAF0hFAp9blB5XXF2dnbiwQcfRElJCVpb\nW729e6dhLINAthAOHjyIa6+9FoBjoVTsFN2zBJLSBIBt27bh6aefdltonyOIRCKsXbsW8+bNw+uv\nv25PkPGXSA+vKU4m77enpwf19fVD+jb9EUIIenp60NTUhODgYEilUl+L5BQ6nQ41NTW+FoMlQOnt\n7R0ys89TcLlcxMbGgqbpAdalv1jrXlOcZrMZJ06cQHV1dcCFYhBCsHPnTjQ3N+Omm27C7NmzfS0S\nC8uYhsvlIj09fVBDhVmk8qUbz2t7tlqtqK2tRVVVVUBWGe/o6EB1dTV6e3t9LQoLy5iHCUs6v9wd\nUx2po6PDp5EJXlOcWq0WH3/8Md5++223hHV4m6qqKvzyyy8B4ZdlYRmr6PV6/Pjjj/j22299asR4\n1cep0WgC1mJjer7X1NTg5MmTSExM9FnZfhaWQICiKPB4PJcWc4byY9psNtTV1YHP5/t05hp4fTl9\nCCEE//nPf3DNNddg7969vhaHhcWvEYlEkMvloypmcr4CNRgM+Pnnn7Ft27axbXEyjlxn+/7odDrk\n5+cjISEBGRkZflPpR6PRXNSV0VlYHCU2NhZxcXEuzcyYEny9vb0DfJlMeqter/dpiKBXpupms3nQ\nvNPhqK6uxq233opp06Zh06ZNfjUt9odwCBYWf4bD4WD16tW46aabEBkZ6fT3bTYbysrKUF9f75dR\nOF6ZqrtSANVqtdrzpc1m84h1O70JIQRVVVU4evRoQC50sbB4A7lcjoiICJeyfGw2G6qqqlBcXHzx\nKk4mrMAVJ7HNZoNWq4Ver/cbxUnTNP773//illtuwZEjR3wtDguLXyIWi12udG80GvHZZ5/htdde\nw9mzZz0g3ejwuOLsnyLliuLUaDQ4fPgwTp8+bS8M4g8KVKvVorOzMyBjUll8h1QqhVKp9BufvScZ\nTasNpn+TVqsdtvutr/D7VfXq6mqsW7cOzzzzjMO9172ByWSCXq8PyPJgLL6BoijEx8cjKyvLqf5Z\nFytMYzt/xGtxnEKhELNmzYJCocDJkycd7ltC07S978uePXsQFxeHnJwcCIVCCAQCnyb80zSN8vJy\nHD58GOnp6T6rtt7/ze4P1vhYgqnQlZSUhOTk5Av+zixgOAKHw0FGRgays7MDqqOjr/Dne9lrijM4\nOBgvvfQSGhoacMMNN6C0tNSp75eVlWHNmjWYMWMGXn/9dYSHhyMsLMynitNms+HTTz/Frl278PTT\nT2PBggU+kYPD4YDP54PH43mkf9PFDJ/Ph0gkwo033ohHHnlkwN8IIfjLX/6CN9980+GxVq9ejWXL\nlgVcozaWgXhNcVIUBYlEApVKhXnz5iEyMhLHjh1zeMWMqa7U3NyM/fv3IywszB4jlpaW5pMK7YQQ\n9Pb2gqIon/o6lUolZsyYgcbGRhQVFfmNOyOQkcvlCAkJQXR0tH16LZPJBnyGEILc3FxcddVVKC4u\ndsjyFAgEEIvFnhLbrdTX16OoqAjFxcW+FsWOQCBAVlYWkpOTfVuljHgZm81G9Ho9KSkpIenp6QSA\nUxtFUUQoFJLo6GiyePFi8tRTTxGj0XjBfj799FPC4/GcHt/ZjcPhEJFIRDZv3uztU2mnu7ubHD58\nmPz73/8mIpHI48d8MWw5OTlk7dq15MsvvyQ6nY6YzeYLzjtN08RkMhGtVkvuvvvuEccUiURky5Yt\nPrhDXOO9994jUqmU8Pl8l56Lt956y+V9q9VqMnfu3AvGValU5P333ydHjx4lWq3WjUfrHF4vZMy0\nxFCpVFi8eDESEhJw+PBhpyxPk8kEjUaDpqYmFBcXY+vWrYiPj8eUKVPQ19eHhoYG1NXVecVHQs71\nhz969Ch4PB6mT5+OqKgoj++3PwKBABEREQgODvaLIq9jgYiICEydOhWJiYlDdjjlcDgQCAQOtavl\n8Xh+37vKZrPZu88WFRUhLy/Pr8IAgd/KzTHdb33aIthXGpumaWI0GklRURFJTk522drjcrlEKBSS\n66+/nnR1dZHDhw+TdevWkYULFxIOh+M1C4XP5xOlUkm2bdvmk3Nps9nIjz/+SKRSqc+ttbGwPfDA\nA8RsNhOr1Tri+bfZbOT+++8fdjyFQkHi4+PJ9u3bvXBHuIbBYCBtbW3kjTfeIBKJZFQzNk9ZnFFR\nUeTkyZPEZrMRmqbdePTO4TOVzdTbU6lUuPrqq1FZWYkDBw441duHEAKbzWavmLJlyxY0NzejrKwM\nLS0tHpT+QiwWC3Q6HQ4cOACj0Yg5c+Z4zfJkYmWZjpxms9kti0RCoRBCoRCJiYmIjY1FZWUlGhoa\nYLVa/TZMZLSkpqZiypQpmDJlisuVfc6HoihMnz4dGRkZiI6OdoOUrtHW1oZjx47ZM/HOx2KxQK/X\nIy8vz+NtgIeCDNOTqX8fMl/3IvOZxclA0zQxm82koKCAJCQkjOoNx+fzCY/HIxRFedXa7L9xuVyi\nVCrJjh07vH4u9+zZQxISEohCoXDLsYSFhZGsrCzyzDPPkOLiYnL//feTsLAwIhaLfW4Remq75557\niNFoJBaLxWGLZiSLUyAQkC+++IKYzWZis9k8fBcMzb59+0hiYiJRKpVEIBAQPp8/6Mblckd9HimK\ncsnipGmaWK1W0t7eTi655JILnq34+Hhy+vRpD5wd5/Chk+A3mFCa0NBQXH/99aisrMTevXud7ipJ\nCPGLUBybzQaDwYDdu3dDrVZj3rx5XrM8IyMjcf3116O8vBw7d+502SocP348Jk6cCIVCAblcjtzc\nXISEhGDmzJkAfkuHM5lMyMvLQ2Vlpd9kc7kDLpcLPp/vdouGGdcXtLa2Yv/+/SgoKEBvby8MBsOw\nHWZHS3JyMuLi4lyyri0WC/bt24eqqiq0t7fbfy8SibBo0SKkpqYiODjYneK6ho8Vtx2aponFYiH5\n+fkkJibG55bHaDeKokhwcDDZvXu318/ht99+O6rV9ccff5xYLBb7xviTrFar/Xcmk4ncf//9RCgU\nusVC8Zft/vvvd9oqdMTi/Oqrrzx01Udm3759JCQkhFAU5ZVzePPNN5NNmzaR8vJyp2Xt7e0lixcv\nJjweb8CsMSwsjBw+fJiYzWaf+jYZfG5xMnA4HPB4PAQHB2Px4sWorq7GsWPHAjYXnKZpGAwG7Nix\nA62trVi4cKFL5bWcgTmHiYmJuO2221BZWYn9+/c7HNeZlZWFyZMnY/LkyeByuRf49/qvCNM0jdmz\nZ8NsNuPQoUOoqKhwuuZqoMMcKxnGJzdnzhykpaUhISHB2+Khra0Nu3btQmFhIQwGg9fie0NDQ5Ga\nmoqgoCCHv2OxWLB//35UVVWhqanpAh8s48P36Up6f3yrty9Ep9OR/Px88vHHHxOVSuVzC2S0G5fL\nJaGhoeTgwYNeO4eMdfj1118ToVDosKzr1q0jarWa6PX6Ed/qzEq+yWQid955JxEKhV6zaDy5OWNx\nMufAbDaT++6774KxeDweeffdd0lPT8+gcaCe5tChQyQ0NNTr1+WVV15xetVbq9WSpUuXEoFAMOj6\nRHh4ODl+/DihaZq1OAeDx+MhLCwMKpXK9ytnboBZ9SdetMSYt3NKSgruuOMOlJeXY9++fSNaHDwe\nDyKRyKG3OrOSz+PxMG/ePAgEAuzevRvl5eXuOoyA4MiRIzh9+vSQ2TXMOfXmvdzW1oaffvoJxcXF\nPquUPlI0AvM8WK1W7N69GxUVFaitrb2g7i5FUQgPD0d0dLTPa1P0x+8UJ5/PR0xMDNra2vw6WNgZ\nvKk0+5Obm4tXX30VX331FQ4ePOiw4gQcLwHI4XBw4403Yvny5VizZs1Fpzi3bNmCV199dchrzOfz\nvZ6XXl9fj8ceewwdHR0+ufecUW5msxnvvPMOtm3bNqisXC4XycnJSEpK8qtUVb9TnMxJDw8Px9q1\na1FRUYHvv/8eRqPRx5K5jslkwubNm1FWVoalS5d6Nb6Ty+U6/QJy5sbvX2tVKBRCLBbDbDYHbJyn\nTqdDS0sLZDIZFArFoOeCEILDhw/jxIkTyM/PH1E5edtKIsPEQnqLoY7ZZrPZLUyapmE2m1FdXT2k\nrAKBAHPnzvW7ilJ+pzgZYmNj8fTTT+PYsWPYu3dvQCtOg8GAN954A6GhoRg/frxXUzJdLSTrLBwO\nByKRCDKZDBqNJmAVp0ajQV1dHaKjo6FQKIb83A8//IB//etfXpRsbEDTND777DN8+eWX9iaOwyES\nibBs2TLMmjXLSxI6ht8qTuZhj4qKwn333YeKigps3bo1oBWoty0A5hwmJibilltusdcOHUqOjo4O\nFBUVITw83OkIAA6Hg1mzZoGiKOzcuROVlZWjlt8XVFRU4PPPP4dSqYRKpcLkyZMxe/ZstLa2orm5\nGfX19WhoaMDRo0eHHIPD4WDx4sXIzc3FuHHjvCZ7W1sbvvnmG5SVlTkdB+0OsrOzkZ6ejpSUlAv+\nRtM0du3ahaKiIpw5c8YhpcnQv4uE3+CDBSmnYFaIDxw4QIKDg32+6jqaTaVSkcOHD3v9HKrVanLq\n1Cny9NNPDxtzuXjxYrJx40aSl5fn9MolTdOkubmZFBUVkSuvvNLn53q0G1MD4eGHHyZ9fX1k7969\n5LnnniPz58936Lvvv/8+sVqtXl0BPnHiBImKivLZObvtttvId999R6qrqy+QzWKxkLVr1xKxWOxU\n3K+vnpmR8FuLsz8URSE2Nhb33nuv3efpycwHT2EwGPDpp5/ixIkTWL58udem7CKRCBERESPG1dXW\n1uKnn36CRCLBlClTnNoHIQR5eXkoLCxEU1PTaMT1C2iahtVqxbFjx/Dvf/8bTU1NaGxsdLjaO+B9\n36avCQ0NRVpa2pC+SKb6kjOr/P56Dv1ecTLtIOLi4vDwww/j4MGD2LlzZ0AqTr1ejw0bNiAyMhKz\nZ8/2quKMjIwc0bleWVmJyspKl6aXNE3j8OHD2LZtm8cVJ/MwEQ+6Psi5AjK//PILfvnlF6e/75fT\nSw8TFhaGzMzMIf/OvIzGAn6vOIH/q4oiEomQkZGBJ554AqWlpfjqq68CToESQryeYePsA/zLL7/g\nn//8J+bNm4d58+Y5/D2NRoP29naPZHupVCr8/ve/H1BztP85bGxsxBdffAGDweD2fTsKh8PBVVdd\nhWnTpmHixIleU5xtbW34/PPPUV5ejr6+Pq/ssz8LFizA3LlzMWfOHLcds0gkwurVqzFu3DjExsa6\nZUy34kM3gUswmQM7duwgMpnM574wV7aIiAiSl5fn9XP38ccfO+Vfeuqpp+zne7CMjf6/N5vN5Pe/\n/73HzllGRsagvjOGX3/9lYSEhPj0ulIURTZs2ODpy3gBhYWFJD4+3meZW88+++yw8jE1FG677TaH\nx1QqleTAgQNeOoPOExAW52CkpaXhqaeeQmFhIb788ku/qIzk70ycOBHPPPMMjh8/ju+++25Eq3fP\nnj0wm83IyspCRkYG4uLi7Kvt5Fzle6vVim3btiE/Px+nT592u8whISG4/fbbkZ6ejpCQkCE/Fx8f\njyeffBKlpaX47LPPvB59sXTpUsyaNQvTpk3z6n4B+EXc5lCQEfL5Axbf6Wz3sG3bNiKRSHxqaTi7\nMRant/NubTYbsVqtZMOGDU5ZJ9dddx3ZuHEjKSgoGGBl6vV6olaryc033+yxc5WSkuJUlZ19+/YR\npVLp1evJ4XDIG2+84fXryeyvoKDApxXFhrM4+9c0uPXWWx0ek7U4Pcy4cePw7LPP4vTp0/j8888D\nwvnc19eH119/Henp6VizZg1iYmK8st/+WT7OUFRUBK1Wi0OHDiEsLAwA7IsnVqsVJ0+edLusrpKS\nkoJnnnkGxcXF+OijjzxeXWvp0qW49NJLMWfOHI/uZzAIITCZTDAajT6x5hYtWoTLL78cl1xyybCf\nY2R0dFYok8mgVCr9pxLSYPhYcY8am81GLBYL2bx5s1OVgPxhi4mJIadOnfL6OXv33XcDpoamsxYn\nw65du4hcLveobBwOh7z88ss+q9hjtVpJd3c3+eWXX0h0dLTXr83f/va3EY+dpmnS09NDmpqayMqV\nKx06pxEREWTChAnk6NGjXjybzuHHKt0xmBX3iy30YzTMnDkTr7zyCg4dOoSvv/7a1+IEJFdffTUW\nLVqEuXPn+kyG9vZ2vPnmm6ioqEBvb6/P5BgOQgh+/PFHHD58GIWFhSN+XigU4pZbbsHEiRN9UsPU\nUcaE4uy/BRLER87ynJwc5OTkQCAQYMuWLQGbVz4SnrofOBwOLrnkEjz44IMeGd9Renp6sGnTJqeC\n8t2NI+Xjjhw5gs8++8yhNFA+n4/LL78cixYtcpeIHiHwC16eg8vlQiQS+ayvSyAyd+5cvPnmm1ix\nYoWvRXE7SqUSs2bNQnZ2tltrYS5duhRvvfUWFi9e7LYxxzpmsxl6vT4g1h8cJeAtTgaKosDn88Hj\n8QIqNIkpdOwLd0N2djays7NhNpuxZcuWMRU6IpVKkZmZCYqiUF5ePupivsyMZvr06bj33nvdJKVr\nED8OPxoMq9XqUKJKILndxozitNlsMBqNAZVJ1NPTg2effRZpaWl48MEHvba6fj4LFy7Exo0b7Q/j\n9u3bsXXrVp/I4i6YGYhQKHTLeFdddRWuvfZap3P4PYFOp8PRo0dRXl7u00wpd8Lj8XDFFVcgPT3d\nZ8+BM4wZxUnOtQcOJH+dXq/Hd999h/j4eNx2220+u2EYy5NJBW1ra8MPP/xg/ztj2fiyGRuzX2cq\n0/N4PJen6edbP5MnT8Ydd9zh0ljuxmQyobi4GOXl5T5tZkjTNCwWCyiKshfL7n9/MLnpjlj7XC4X\nkyZNwvTp04dNdPAXxpTiDET8acrFKIlly5YNWNHs7u6GRqPBTz/9hF9//dWrMvWfljozhevs7MTP\nP/+MtrY2l16m8+bNw/LlyyEUCiEUCpGTk+P0GJ5Cp9Nh9+7dqKys9EndTYbvv/8edXV1WLFiBa65\n5poBfyOE4NNPP8Xu3buHrV3KQFEUUlNTMXHixGELSPsLAa84+ysdf1FAzuIvypPx440fPx7jx48H\n8Jtsra2taGtrQ1VVFY4fP27/vM1m80ojMIvFAovF4lDvHpqmYbPZoNFoUFZW5nTRC8Z6GjduHFas\nWAGJRAKJROJXfjeTyYTy8nJUVVX5VI6ioiIUFRUhPT0dV155pf33zP189OhRbNq0acRxuFwuhEIh\nwsPD/bOgxyAEvOJk+pYEkm8z0FAqlRCJRLj77rtx+eWX26t3f/TRR9izZ49H993W1obHHnsM6enp\neOKJJxAeHj7s56urq7Fx40ZUVla6lK++aNEi3H777UhNTYVcLvfv7BU/YfPmzSgtLR3wO0II8vPz\nR/wun8/HunXrMG3aNPvLOhAI+LvCZrNBp9P51NczluFwOBCLxRCLxZg5cyZmzJhht+qOHDmCQ4cO\nOV2c1hl0Oh1+/PFHVFVV4e6774ZSqbwg5IyxcKxWK1paWvDTTz+ho6PDofAXJhqDOdasrCysWrXK\nL1tTk3MlCX3pax4MxvJ0BR6Ph0suuQRXXXVVQIUSBrziLCgowIsvvoj6+vqACkMKZJhFk7Vr12L+\n/Pl4++23sXfvXo/us6WlBY8++igyMzPxyCOPQKVSgcPhwGKxQK1Wo6qqChs2bEBjYyMaGxthMpkc\nUi6XXnop7rvvPvviRnJysl9Ny/tjMBhw4sQJVFRU+NS36S4EAgHEYjEEAgF4PJ7fnvfBCHjF2dbW\nhu3bt4+ZsAx/p3+hkEmTJmHChAnYs2cPjhw5AovF4rEgZ61Wi927d+Ps2bO44447IBaLQVEUjEYj\nOjs7UVNTg23btjmUesj4MXk8HlJTU3Httdfap+T+/PBaLBbU1NSgpqZmTBgJEokECoUCAoHA6RbW\nvibgFSeLb6EoCvfccw+uuOIKbNy4EYcOHfJIlgg5Vwmouroa999/P0QiEYDffNxGoxE9PT3Q6XQj\njhMUFIT4+Hjk5uZi+fLlSEhICJiHtq+vD1u2bEFZWRk0Go2vxRkVAoEA69atw6WXXorc3Fxfi+M0\nAas4/cnHMxoCKVtiMDgcDnJzc5GdnY39+/ejpKQEPB4PZrPZ7oszm81uia+laRq9vb1OL0gxFqZA\nIEBISAhiY2Mxfvx4XHXVVQG1+GM2m+19oQIZsVgMqVSKqVOn4ne/+52vxXGJwLlrBsGZ3sz+CEVR\nkMvlUCqVAWP1DAVFUbjzzjuxbNkyWK1W2Gw2tLa2Qq1W45NPPkFpaSmsVqvXX3hisRhhYWGYNGkS\n1q5dC6lUCplMBpVK5ZcLQGMdLpeLBx98EAsXLgyoVfTzCWjFGehQFIXg4GCEhISMCcWZlZWFrKws\nAL+91Orq6tDW1oZ9+/ahubnZY6vvw2UVyWQyREZGIj09Hb/73e/cloLJ4jwikQhSqRRTpkzx++pH\nIxHQijMQS8n1R6lU4qmnnkJ2dnZA5Oc6A4fDQWRkJEJCQvD000+jp6fH7YH+jCuAcQNwuVy764OB\nx+NBKBQiJCQkoMJdxhoURWH9+vW44oorXGo/7W8EvOIMRDgcDmQyGcLDwzFlypSAnrIMBYfDsWfd\nTJo0ye3jMzGNTPwm8H+Kk/mXxT9g7oOJEydi/vz5vhbHLQS04gQCU3kqlUq8+OKLGD9+PJKSknwt\nTsBCURQIIeDz+S73U2LxLBwOB+vWrcPSpUuRlpbma3HcRsAqTnc9IMwK30hotdpRt5zlcDiQy+UI\nDw/H1KlTMXHixFGNdzFzMSpKxg1BUVTALIpyOBykpaWN2NAt0AhYxekuVqxYMWJhWkIIXn75ZXzz\nzTej2pdMJsNf//pX5ObmIjExcVRjsVx8cLlchISEICQkBN3d3QFRQnGsvtgCXnEKhUJERESgp6cH\nPT09Dn9PIpFALpcjIyMDM2bMGPYC0zSNtLQ0REVF2Rc4ent7nbZAeTweMjMzkZubC4lE4tR3WVi4\nXK79Xu/r6/OI4mSeA3cs4ikUCsjl8jF5r3NIgEeS9/T0oKamBnv37sVf//pXh6sk/f73v8f69esR\nHR2NmJiYYRUnIQQNDQ3o6OiwL0Y888wz+Omnn5ySVaVSYcuWLZg5c+aoiuyyXJyYzWbU1taisrIS\n9913HxobG906Pp/Ph1gstre6GE2cNIfDwaOPPooVK1YgPj4eYWFhbpXV1wS8xalUKjF58mTU19c7\nNS2IiIjAlClTHFJeHA4HCQkJiI+Pt1eaT0pKQlhYGDQazYiVmTgcDlQqFSIjIyGVSh2qK8nCcj4C\ngQAZGRmgKMot8ahCoRBKpdKeuSYUCiGRSGC1WmE0GmE0GtHX1+dwz6DziY+P94tWI54g4BXnaHDF\n4uNwOODz+bj11lsxZ84cvPXWWzh8+PCw35HJZHjhhRcwffp0dhWdZdQw9yCfzx9VsY+pU6fiySef\nhEwmg0wmsy88Me6oEydO4IcffkB1dbVDPdEvJsaM4pRIJIiPj0d3dzc6OztH/Lwrq7L9PxsbGwuR\nSISgoKARv8flcpGamupX7RdYAhc+n4+YmBjo9XqcPXvW6YIqAoEAQUFBiIuLw/jx4yGXyyGXyy94\nFvR6PcrLywO+oIgnGDNOtlmzZuG7777DE0884ZXCDeHh4UhKSnIolImFxZ1ERUXhnXfewVtvvTVi\nRfzBSE9Px5NPPolbb70VoaGhQ97D48ePx/r16zFv3jynxqcoasz78MeMxalQKKBQKFBYWOiQFdnT\n04Pq6mp7rrizliefzwchJOBzzFkCD4FAgJSUFJjNZpfSSKVSKdLT0xEbGws+nz+kgpNIJBCJRJDL\n5U6NHxoaipCQkIBouuYqY/eVMALffPMNlixZgo8++sjXorCweBWlUokpU6YgNTV1WIPBZrPBZDI5\n7QpYu3Ytvv/+eyxZsmS0ovotbrU4y8rK7P/ncrmIiYmBWCwG4L1AWLlcjvT0dHR1daG1tXXIzzFx\nn11dXV6Ri4XFX+ByuXZrcjh6enrQ2NiI9vZ2p8YPCwvzeXql0WjE2bNnByyeZWZmum18tyrOq666\nyv5/pVKJd955B5MnT/aqr+OSSy7B5s2b8f333+Mvf/lLQGRXsLD4Iz///DP+9re/OZVY4i/U1dVh\n7dq1aGtrs8eiVldXu218tyrOmpoa+/+DgoJw5swZSKVSJCYmei17QCaTITk5GeHh4Q5ZuR0dHSgp\nKUF4eLjDjnamlJknuzs6A7O6arPZYLPZhsz6YM6HUqlEdHT0mE2H8yQmkwkmkwk9PT0urzYzOefM\nrMzZBUamMpSrRkFfXx/OnDlj72N+vmFjNBqh1WrR0tKC2tragOi2YDKZUF9fb483raioQHV1Ndra\n2jwiv8cWh/r6+vDII48gJiYGH374odf6ijALN44u2nz11VfYuXMn/vjHP+Khhx5yeD99fX0OBb97\ng5KSEjz22GNQq9Xo6ekZUpkz9UtXrVqF5557jl3YcoGGhgbU1NRgy5YtTmeOMTDFXpRKJf79739j\n5syZTn2fpmno9Xro9XqXlEJeXh6uu+46XHHFFXjjjTcumLLX1dVh//79OHnypNNj+4rm5mbccccd\nqK+vB/BbYzsm088TeExx0jSN9vZ2WK1WFBcXg8vlIjk52eOWp7PxmRqNBhqNBuXl5Th9+jQiIyMR\nEREx6BiEELS2tqK7uxtdXV3o7e11qKuizWZDZWUlgoODkZyc7LYQJq1Wi9raWpSUlKC2thbd3d0j\nysPhcFBZWYmCgoILLI3w8HBERUWxlmg/2tra0NLSYv+5pqYG9fX1qKqqGlXKo0wmQ09PD0pKSi5Q\nXDweb9BQN5vNhp6eHhgMBjQ1NaGystKljB6j0YimpiZUV1ejoKDggiykyspKlJWVOW2tRUZGIjw8\nHKGhoU7L5Comkwk1NTWoqKhAXV0dmpqavLNj4kYAXLBRFEVCQ0PJxIkTSWFhoTt3Nyyffvop4fP5\ng8o02CaTyUh0dDR59dVXic1mIzRNXzCmzWYjzz//PJk9ezZJTU0l4eHhRCgUjjg2h8MhKpWKZGdn\nkxMnTrjtGI8cOULGjRtHQkNDCY/HIxwOx6FjlUgkJCoqikRHRw/YnnnmmUGP+2LmzTffHHCOwsLC\nSHBwMBGJRA7fW0PdE1wul6hUqguuw4QJE0h+fv4FsvT29pIvvviCPPvssyQrK4uEhoYSLpfrsgwi\nkWjQ+yAsLIwoFAqnj/GRRx4hFRUVRK1We+361NXVkUsuuYSEh4ePeC7cicfjOGmaRmdnJwghKCgo\nsFca8rTlGRISgsmTJ6OtrQ11dXUjfl6r1UKr1aK8vBx5eXmDtuWgaRrl5eVoaGiAWq2GXq93SBZC\nCLq6umCz2VBSUgKhUOiS9U3TNKxWK3Q6HWpra1FYWIimpib09fU5NQ4zzTuf8vJynDhx4oLfx8bG\nIioqyql9BBrkXJphe3v7AEuyrKwMzc3NHtmfzWYbNKrDYDCgoKDggjAgrVaLkpISNDQ04OzZsw7N\ndobDaDQOsKZHi0KhQExMjFdalJhMJlRWVqKqqgoNDQ1Or/yPGndqYQyj7SmKIiEhIWTixImktLTU\nnbsdFK1WSxoaGshLL71EKIpy+K0plUpJeHj4kJtEIiFcLtdh667/xuVySXJyMrnssstIcXGx08dk\nMplIc3Mz+fHHH0l6ejpRKpUuyTHUJpFIBhxrREQEiYqKIq+//roHrpB/YbVaicFgIO+88w6JiIiw\nnwOpVOq28+voxuFwSHBw8AX3XlhYGJHL5UQikbj1urtr+9e//jXkbM3dNDY2krlz5xKVSuWw1e1O\nvJY5RNM01Go1eDweTp48CYPBgHHjxtnjPN2NWCxGREQEFAqFUz47nU4HnU7nEZkY6xsATpw4YT8H\nI/k8dTodzpw5A51Oh56eHpw5cwYtLS1OW5ojcb4lyljdZ86cGVDIJCkpKeAtUKbij1qtRkNDA2w2\nG6xWK0pLS9He3u7TlWRCCLq7u322f2eJjY1FdHQ0oqOjPR56aDabUVpaipqaGjQ1NfkuDtudWhgO\naH2KoohKpSLTpk0jlZWV7tz9AGiaJjRNk/fee29UfiB3b4xvS6lUkpycHIf8vkVFRSQnJ4eoVCoS\nHBxM5HK5Vy0OiURCVCoVUalUJDQ0lGzcuNFj181b9Pb2kvLycvLqq6+S8PBw+/H5wsIM9O2hhx4i\nVVVVXvFtNjc3k8suu4wEBwc7/Vy7E6/nqtM0je7ubjQ3N+Po0aNQq9XIzMyEWCwGj8cbdCV7MEay\nIv11ZZic82319PSAx+Ph+PHjI1oXVVVVaG1t9dnb9XxLtLi4GAcPHgTwfz1lIiMjfSKbs3R0dKCs\nrAx9fX3o7OxEaWkpOjs7/SIeN1CRSqUIDw/3aM96s9mM4uJi1NXV4ezZs763yN2pheGE9qcoiigU\nCjJx4kSSl5dHOjs7idVqvWBMmqaJ1WolVqvV7j9xxofibxZn/43D4RC5XE6USuWwm7ctzJE2sVhM\nlEolCQ4OJqGhoeSzzz5z523kUb799lsSERFBgoKCiFwuH/XqOLuBPPPMMx73bba3t5P58+cThULh\n8vPsTnxWHYmmaWg0GrS2tuLo0aNoaGiwF1Md7LMABl3pDg0Nxfjx4wMymJsQ4nY/pTcwGAwwGAwA\nfst7ZuJfs7Ky/M732dXVhZKSElitVtA0jfz8fKjV6lEVAGb5jaSkJCQnJyMpKcnjvk2apu1JJ36B\nO7UwXHgLcDgcIpFIiEwmI3K53OltxYoVRKfTDSmTP1ucY2UTiUQkODiYfPHFF+68ndzC7t27SVJS\nEgkNDSVyuZyIxWKfn6+xsj322GOkt7eXGI1Gj1/H1tZWMnXq1FHJ6058Xo+TEOJwPORg1NfX4+ef\nf0ZsbCxycnLA4/EC0voMZIxGIywWC06ePAmlUonc3FyfW56dnZ3Iz89HXl6ePeaWtTLdQ3JyMtLT\n05Gdne3xmptmsxknT55EXV3dqONW3Yo7tTB88NbjcrlEIpGQ6667jjQ1NRGNRmP3g/rjqvpY3gQC\nAVEqlWTz5s3uvK1cYu/evSQiIsKhzC52c2576KGHSF9fHzGZTB6/jp2dnWT+/PlELBY7FY892OZO\nfG5xjhabzQa9Xo+Ghgb8/PPPSElJsfdJJ+da+bJ4B6al7LFjxyAUCjFlyhSvW56dnZ3Iy8vDiRMn\n/KYIy1ghOTkZ2dnZmDBhAqRSqVciVwghA3zqfoM7tTB8+BakKIqIRCKycuVK0tHRQdRqNeno6CCv\nv/76qN9U7ObcxlieW7dudeft5RAHDhwgkZGRRCAQ+Pw8jLXtgQceIDqdjpjNZq9dz46ODjJz5ky3\nyO9O3Gpx3nDDDfZagSaTCceOHYNarXbnLoaEpml7L2iTyQSRSGQvL+evMZ1jFbPZDEIIDh06BKvV\nColEAqFQiNzcXKhUKo/tk6nor9frXaoaxDI4KSkpyM3NxeTJkyEWi73yPJnNZhw5cgQ1NTUu6RCF\nQoFZs2ZBLBbb+8a7FXdqYaPRSAwGA+np6SFVVVVk+vTpXn8rLlmyhJw5c4a0trYSi8VC3nvvPacq\nB7Gb+zYej0dEIhFJS0sjl1xyCTl8+LA7b7cBdHd3k3379pGXXnqJzf5x83bvvfcSg8FALBaL16pn\nqdVqsnDhQiIQCFx6drOzs0lJSQnp7e0lBoPB7Sv/brU4hUKhvfOjUqnE5ZdfjsTERHR2dtoru3gq\nD5yBx+NBKpVCKBSCoigkJydj9erV9qpH/oRIJMLMmTOhVCohFAoHrcak1WrR29uLEydOBJy/zmq1\nwmazobu7GzRN4+eff0ZdXR24XC6EQiHmzJnjttqNvb29OHjwIMrLy1m/thuhKAp8Pn/Q+9PTmM1m\np2cOCoUC8+bNQ2ZmJlQq1ZAZiaPGrWqYkAEr2haLhWg0GrJz507yzjvvkMTERI+/HVesWEGMRqNd\nBpvNRsxmM3nrrbf8zuqMiIgg27ZtI3V1dUSn0xGTyTRg02g05PTp02TTpk0kLCzM5/KOZmNy9Pl8\nPlEqlSQlJYUcOXLEbffdr7/+SsLDw1l/ths3iqKIQCAgf/zjH71ep1WtVpO5c+c6LfO4ceNIZWUl\nMZvNA3SRu3H7qnp/zc7j8SASiRAbGwuhUIgbbrgBdXV12LNnj9sbQMXFxeGyyy7DzJkzB/g1mf4u\n48aNw2233YbS0lIcP37crft2Fg6HA7FYDIVCgaCgICgUCggEAvB4F16O0NBQpKSkYOXKlaitrcXe\nvXthNBp9IPXoIOdy9G02GwwGA3p6erB9+3aUl5cD+K2a1cKFC532garVavz6668oLCyEXq8f0znn\nIpEI2dnZCAoKQmRkpL3upcViQVdXF7q7u3H69Gm3+XfT09Mxe/ZsTJs2zS3jOYLFYsGxY8dQW1vr\nVG0GuVyOBQsWICMjA0ql0vM1Qd2uis+jv+VnsVhITU0Nyc7Odvvb8ZprriF9fX3EarUOWb3dYrGQ\n1157zeeWJ5fLJXFxcWTOnDmkpKRkyLdi/3NnMpnI4cOHSXh4uM8tEXdtFEURLpdLeDweiY2NJSdP\nnnT6/iooKCDTpk0j0dHRY97aDAsLIy+88ALZunUr6e7uJhaLhVgsFqJWq8nu3bvJa6+9RoKDg922\nvzvvvJOYTCav1dgkhJC+vj5y++23k7S0NKeyvFJSUkhhYSHR6XTEZrN5XE6Px3H2t0C5XC4UCgVu\nuOEGZGdnY+fOnaPOBoiLi8OCBQswbdo0CIXCIbOGKIoCRVHIycnBHXfcYa+6VFBQMGjVc08iEomw\naNEiZGRkIDg4eEj/y/nWu0d8NT6kv3XY19eHb7/9FoWFhYiMjIRCoUBubu6QtUqZ62e1WqHRaKDV\nagOiG6MrSKVSXH755YiPj0dubi4iIyMhEonsMxSxWIyYmBio1WqIxWJotVq3ZElxOBzweDyvtvcm\nhECn06G3t9cpXzXTpJHP53vnGfG4aj5Hf3+D1WollZWVJCMjY9RvxauuuopoNBqH34o2m81ebclq\ntZJnn33W65ZDREQEOXbsmMMyM+ctLy+PREZG+tzy8dTG4XCIVColV1xxBbn//vtJY2PjiOfk2LFj\nY8oKH2yLi4sjp0+fHrJCGPPzqVOnSGZmptuqad11111esd7609vbSxYvXux0JExaWhqprKz0mE/z\nfLyWOXS+5alUKnHjjTeioqIC27dvh0ajcchiiI6OxpVXXgmBQAAOh4OcnBz7CrojnP+5qVOn4t57\n77X/fOzYMeTn5zt4VK7DWMCOwJy7sLAw3HbbbaisrMSPP/4YkL7O4SCEwGw2o76+Hnq9Hp988gmU\nSiUoioJEIsHEiRNhs9lw6tQpGI1GEEJQX1/vf1klo0QkEuHKK69EeHg4KIpCSEgIwsLChpxNMfdH\naGgoVq1ahYqKCmzdujUgzwufz8eSJUsQExODHTt2jNgTSaFQ4KqrrkJ6ejqCgoK8NyPzuGoeAsZ3\nV15eTtLT0x3OJ583bx5Rq9XEZrO5VJ9zKDmY7S9/+YvHLYiIiAiSl5fnsqy//vorUalUPreEPL1x\nOBxCURTh8/kkISGBvP766+TFF18kYWFh9r5PvvZXe2ILDQ0lv/zyCzEajQOszJFgIkgOHTrkligM\nX1icNE0To9FIzp49S+bMmTOijElJSeTMmTNe9cMS4sNcdaa2ZnBwMG677TZ7J0wygtWZlpYGkUjk\nNr9L/xqfhBDMnj0bDz74IIqKilBeXo7e3l5otVq37Gu0MLKOJT/ncPS/H3p7e7F//35YrVbo9XrY\nbDYfS+d+RCIRli5divT0dERHR4PL5TqV9aLRaHDkyBEUFRUFXMxvf7hcLgQCAWQyGWQyGQwGg/16\nczgcSKVSKBQK/O53v0NqaipCQkK86ocFAJ8X+QgNDcUTTzzhazEA/HZRlixZgiVLluCdd97B//73\nP1RVVfmN4rxYoWkaPT09+Pbbb30tikeRSCR44IEHMGfOHJdejp2dnfjyyy9RU1MT0G4cLpcLPp+P\noKAgBAcHw2Kx2BUnRVFQKpVITEzEX/7yF6SlpflERp8rTn+znpiqSpMmTQJFUfjf//6Hs2fPun0/\n/a0pfzsHLN6HiTfuP6Nw9r4wmUyoq6tDU1OTWyzyxsZG/PTTT0hKSsK4ceO8cp8y+xAKhVi2bBly\nc3Oh1WoHKE65XI7g4GCEhIT47NnxueL0RzgcDmbMmIEZM2agtLQU+/btc/s+GMXJKk0W4P8WC0dz\nPxiNRlRWVo64oOIoNTU1+Oabb7Bo0SKMGzfOLWM6ilAoxE033eTVfToDqziHgLE8Fy9eDJlMhh07\ndrhttV2r1eLDDz/EkSNHsGrVqoDpEMniOWiatm+OvlA7Ozvx1VdfoaenB4QQNDc3u9Wt1NXVhYKC\nAmRmZrptTEfxd4OCVZzDwPg8r7zySnR3d7tNcep0OrzzzjuIiYnBZZddxipOFns5RmZzpP1LR0cH\nXnnlFdTV1XlksayzsxOdnZ2YPXu228cOdFjFOQKM5ekJNBoN3n77bWRkZODmm29GeHi4R/bDEhgY\nDAZ8+OGH2L17t0MWV1dXF9Rq9ZjOz/dXWMXpQ/r6+rBx40bExcVh8eLFCAsLG/D3/mFSLGMfg8GA\njz/+2NdisDgAqzgdgMPh4JprrkFcXBy2bNni9tz23t5evPbaa/balGFhYbj99tsvqBTU1NSEjz/+\nGBUVFaPqDMrCwjJKvBZqPwawWq3kjjvu8HjmSHp6Oqmqqrogv//YsWMkIiLC55kt7HZxbevWrfN6\nPU5/h7U4/ZCOjg4899xzCAoKsv+OEIK2tjb09fX5UDIWFhaAnao7DROgTDzod+zu7sYHH3zgsfFZ\nWFhGB6s4nYDD4WD16tXIycnBpk2b/K6HEYtzUBSFpKQkTJ8+HcHBwYiMjIRGo0FXVxcqKipw6tQp\nWCwWt9S2DETkcjlCQ0Pd1hdqLMEqTiegKAoLFy7EZZddhvz8fJw4cYJd8Q4ABgvtYTJ1YmNjsWjR\nIsTFxWHcuHFobW1FbW0thEIhysvLYTAYRiyoO1bvAalUiujo6AEuI5bfYBWnC1AUhdtvvx0zZszA\nRx99xCpQP4SpCJ6VlYU1a9ZAIBAM+pnIyEikp6dDJpPZu40GBwcjIiICM2bMgM1mG1Zx7tmzB8eP\nH4darR5z/ucJEybgnnvuQUpKiq9F8TtYxekCFEVh/vz5mDNnDn799VecOnXKqdxzci5LhGV0MKXE\nhrIohUIhkpOTsWbNmiFbcJyPTCZDWFgYUlJScOmllw77WUIIjEYjGhoaYDKZoNPpHCqN6CreLiuY\nnJyMa665xusl2wIBVnGOAi6XizvvvBMLFy6E0WiEzWaDSCQa0GXzfGw2G3p7e/HGG2+gvr7eyxKP\nDXg8HmJjY3HPPfcgODh40F5MHA4HXC4XMTExEAqFHpNl0aJFSE5ORmtrK7q6uvDtt9+6vYsqn89H\namoqwsPDsXTp0mH7VLkKGaRSV0ZGht/njPsKVnGOAoqicOmll+KSSy6BTqeDxWKBXC63TwvPv+kI\nIbBYLGhra8NXX32F5ubmAdYJOddCN9Bhjnu01X4Gg6IoCAQCREZGYvny5YiOjoZIJPLJA87hcJCd\nnY2srCx7e16m+Z+rM4rBXrpMi+3U1FSsXLkSsbGx9v27A3JeiUNWWY4MqzhHiUajgdFoBJ/PH9bS\nZODxeAgJCcE//vEPqNVqAP+nMNvb2/HKK6+gtbXVG6J7BA6Hg6ysLERFRWHevHlITEx0+/hMMdvw\n8HDP9892EJlMBoFAgGnTpkGj0aCwsBBNTU1Oj/GnP/0J6enpF/ToCg0NhVwuR0hIiLtFB+D/1Yj8\nDVZxugCj6Gw2G/r6+qDT6SCXyyEUCof1bzFvc6lUiiuvvHLAeBaLBTU1Nfjoo4/Q1dVl/70zLVL9\nAQ6Hg+joaGRkZGDJkiWYNGmSr0VyCua6DgWXy72gchGHw4FIJIJAIEBiYiJycnLQ0tKCtrY22Gy2\nQa1Ppi1Gf2QyGS6//HJ7NSJvKTNWaToPh7DLwU5js9nw9ttv4+DBgzCZTLBareDxeBCJRLj//vsx\nadIkiMVie9/rkWCmSlqtFocOHbKvzjY1NeFf//oXOjs73So/j8cDn8+H1Wp1e4wij8fD3//+dyxa\ntAjp6ekX5Nv7OwcPHsQ333wDnU43YJVcIpFAIpHg6quvHvDS6w8hBE1NTejq6kJzczM6OzuxYcMG\nHD58eMDn+Hw+/vCHPyAnJwdKpdLu2hEKhZgzZ449bpJVaP4La3E6AWMBmkwmHDlyBF9//fWAv4tE\nIlxxxRVISUkBn893WHEylqhCocCSJUvsvy8tLcWGDRvsDzA51z7XUSiKGjCVZR5EPp8PkUgEi8Vi\nb7MLYMTQG0ePJSYmBhkZGZDJZKMayxMwxziUvVBVVYUff/wR3d3ddssf+K0NrVKpREpKCubPnw8e\nj3fB9eVwOIiLi0NsbCyys7NhMpmwe/dunDx5csDnxGIxZs6caa/FKpFI3H+gYwxmVjaaqAWRSOQ2\neViL0wlomsbbb7+Nn3/+GadOnUJjY+OAv1MUhUmTJiEhIQF/+ctfMGXKlFHtj+layFRCqq6uxrPP\nPove3l6Hvj9t2jSsW7cOQqFwwIIVs+JM0zRsNpv9Zvzuu+/w6aefjkpmDoeDyZMnIyEhAQ8//DBm\nzZo1qvHczenTp7Fp0yb09vaio6Pjgr83NjairKwMFotlwEuKsdLT0tKQnJyMW265Bddff/2g+2DO\nJ03TOHXq1AW+Ti6XiwkTJiAsLAxCodDhF+zFDFO7tqamBmq12qUXvDub/bn1iul0Ooc/y8TZBUKM\nGGPpmc1m5OXl4fvvvx/0czRN4+TJkygrK8Mtt9yCcePGQSgUOlTNezAUCgUuv/xy+8/5+fl46623\nHJ5eJyQkYMmSJZBKpcOuPDNVx+vr6/HNN9+MKs2QEIKTJ0+iuLgYK1euxKRJk+wLZ96kvxVtNpvt\nPzc2NmLfvn1ob2+/4MU3HFarFVarFYWFhSgqKsKMGTOG/CzzcqIoCtOmTcO0adNGdzBuYigbyR9d\nAoQQmEwmu7+5t7cXhw8fRkFBAVpaWpyaeXkCtyrOlStXOvQ5iqIQERGBf/zjH/bQCn/n/fffx/bt\n21FUVDTiZ41GI5577jls2rQJf/3rXzFx4kS3yJCcnIx33313QM9s5mFggu/7PwQRERFQKBQjKi3m\nIb/mmmuQkZGB//3vf6O2PK1WK7766iuUlpbixhtv9HrfGmZql5+fj5deesl+zjo7O1FVVTWqBy+Q\nJ2k0TbvcRdOb6HQ6PPPMMyguLgYAmM1mFBUVQaPR+MWCqVsV548//ujQ5yiKQkJCAu69914EBQWB\nx+PZ4/P88WISQlBSUuLw8dlsNuTl5aG8vBx333232+RQKpVYtGjRALmYf5n/uxI7ySjclJQUpKSk\noLS0FDKZzG5luwJN0ygrK0NfXx8WL15sf2A9fX2tVisMBoPd0qyrq8OOHTtgMBg8ul9/hLkvbDab\n3ZfNrPD3j7Xl8XgQCoU+VaiEEPt1A4Cenh4cOnTogoU1f8EnzhWaptHa2or169cjLCwM06ZNQ2xs\nLK699lq/LSjgz1aGuxXSDTfcgNzcXHz66af47LPPXBqDEIKGhgZ0d3ejsbERqamp9lxwT1JSUoJ/\n/OMf0Gq1oGkaXV1dAyz0iwmr1QqtVovi4mL8+9//HrJrwKxZs7Bu3TpIJBKHU1PdjclkwvPPP4+8\nvDzQNA2LxYLS0lKfyOIIPvNKGwwGHD58GHK5HBRFQaPRYO7cuaAoClKp1C98n0wustFodMvUzt1v\nck9ZBklJSUhKSsLJkychl8thMplcOn6tVguLxYKOjg50dHRAIpEMmVU1WqxWK/R6PZqamrBv3z6H\nF9DGMlarFWq1GnV1ddi7d++QrYP5fD46OjoQEhLidcVJCIFer0dvby/y8vKwe/fuwMiec0MVeTtw\noSw/l8sl4eHhJCEhgVxyySXkjjvuIO3t7e4Uy2VomiZvvPEGmTdvHomOjnb62BQKBdm1a5e9/UWg\nwMh75swZsnXrVrJ8+XKX2y5QFEUyMjLI/PnzyeHDh4nVavXIuSgqKiLLli0jEydOJDwez+PtJJ5/\n/nm3H4O7KSgoIFdccQXJzs4mXC53yGNRqVRk1qxZ5B//+AexWCxeldFoNJK//vWvZN68eUSlUnn0\nmrkTn8dBMKmGAFBfXw+1Wo22tjYIBAK7NepLKisrsX//fpe/T5yomuQvMLImJCQgIiICx48fR3Bw\nMAwGA4xGo1Nj0TSN8vJyNDU1obGxEWlpaZDL5eDz+W5xMVitVvT19aGpqQm//PILuru7RzXeWEKj\n0dhL3g1HV1cXjhw5gpiYGHR1dUEqlUIqlXrlnrXZbCguLsbBgwcDqmKY7+fD51FXV4c1a9bgoYce\nGhMPASGeKzPmaQQCAWQyGe644w5s3boV11xzjctjGQwG/POf/8RNN92E48ePQ6vVumVKVllZiVtv\nvRWPPvqoV+phcrlcCAQCr4dXeYMDBw7g+uuvx3/+8x+vKjEmHC6Q8LnFeT56vR55eXkwmUxoaWkB\nRVEICgryueV5McLkUyclJSEhIQG7d+9GWFgYtFqt06vUNE2jtLQUDQ0NqK2tRUREhL0wRlBQ0IjF\nOki/FeLe3l77g9bY2IijR4+6PS11KKRSKRQKxZjM9mF80enp6R5/2RNCoNFo0NvbG5CLd36nOBmq\nq6tx2223YeLEifj3v/+N4OBgX4vkEkyLhkCFaUxHURTWrl2Lq666Ci+//PIF6aaOotfr8eyzz0Iu\nl4PL5SI4OBgvv/wycnJyhv0eObdQV1NTg8cff9ye9aPVatHT0+OSLK5w44034o477giY+GN/xWKx\n4Pnnn8eePXtQVVXla3Gcxm8Vp06nw6lTp8DhcHD27FnYbDaEhIQEpBIKJP/mYDDyx8fHIy4uDunp\n6YiKirJXEtJqtQ5bDTRNo7Ky0v5zSEgI6urqRiyXRtM0DAYD6urqcPLkSa+V3pNKpZDL5fZzkJGR\n4TeZQIEMIQRVVVU4ceKEr0VxCb9VnMBvJ7esrAw33XQTpk6dildffdVv4zwvJu6++25cf/319qrn\n77//Pg4cOODSWL29vfjzn/88YhgMORe8bTQaBxTf8DTLly/H+vXr7T9HR0d7bd8s/otbFWdMTMwF\nv6NpGp2dnS7nPut0OhQVFUEkEqGxsRFmsxkqlSogLc+xQP8KQGfPnkVHRweSk5NRVVWF7u7uIYOs\nh8Jms6GiosJD0g4Oh8OBUCiETCYDl8sdtshGWloaJk6cyFZGdxOkX7abJ2AKhQ/WTsWt+3HnYIOl\nJKrVaqxbtw4lJSWjGrukpASrVq3CrFmz8Oqrr0Iul49qPJbREx4ejpCQEPz973/HAw88gL/97W/Y\nvn27r8UaFh6PB7FYjMmTJ2P16tWIiIhAUlLSkIoxLCzsolKY3nhBMAt9nlCesbGxeOmllxATEwOJ\nROKxY3Gr4pwwYcIFv+vs7ERKSoo9Bc5qtbpkger1epSWliIkJAQdHR0ghAzwPfkrTOk2T/Tf8SUc\nDgcCgcBe9Tw2NhZpaWlISEhAR0eH05bnaBEIBAgNDR20snp/+Hw+JBIJUlNTkZWVhcjISKSkpHi9\ng6Q/IpVKER4ejtDQUI+eh87OTqjVarfcI1wuFyqVyl7/Njk5GdnZ2YiNjfVoBqLHfZxKpRKvvfaa\nPa2qpaUFjzzyCGpra10ar7GxERs2bEB2djZWrVrl8dxniqLstSudfUOSc1Xde3p6oFAo/KY/jifg\ncrl4+OGH8Yc//AGPPfYYduzY4dX9p6en4/nnn0doaCgUCsWQDz6jHCUSCYKDg8Hn81m3zznmz5+P\n5557zqOuMKvVihdffBE//PADmpubRz1eaGgo/vGPfyApKQlRUVGQSqWIiYmxJ1h4Co8rTh6Ph6Sk\nJNhsNmg0GigUCqSlpYGmaTQ3N7tkeVZWVkKhUHglaDY0NBSpqaloa2tzOuyFpmmcPXsWNTU1yMjI\nGNOKk6n8HhYWhvT0dFRWVqK1tdWpGq2OwOfzERYWZi8szDwcaWlpyMzMtCvOi1kZGo1GtLS02KNR\nRoJp+xIREYHMzEyP3qeEEJw9exbl5eWjGofH4yE6Ohrx8fHIzMxEUlISoqOjvfeMuTWBcxhomiZW\nq5UYDAZSW1tL9uzZQ5KSklzKbZfL5eTaa68lfX19Hpe5vb2dVFRUkJtuuslpWTkcDomMjCS5ubnk\n2LFjHpXVX6BpmjQ3N5Pi4mKyePFit+cbx8fHkw8++IDs3LmTlJaWkoqKClJRUUEaGhqIyWTyWC58\nIHH69Gkyc+ZMEhcXRyiKGvGcRkdHk6VLl5KXX37Z47nqJpOJrF69etT3QVRUFNm+fTupqakhWq2W\nmEwmr153r4UjMe0amFqcXC4XmZmZ4HA4aGxsdNjyZDpLdnR0oLy8HOHh4YiJifGIhcHhcBAWFgaV\nSoWMjAxkZmaipaXF4co7hBC71VVeXo7g4GDExsZCLBa7XVZ/gcPhICoqCiEhIcjIyEB9fT3Onj07\nZGWekeDz+YiNjbXXak1ISEBaWhpiYmIQGxs7pq14ZyHnXEkmkwm1tbVob293yL2kUCiQkZGB6Oho\nv/fxMpmEzKIe037a63J7TUWfg6m8YzabSUNDA9m9ezeJj493+o0jFotJUlISWbt2LdHr9R6XuaOj\ng1RWVpKVK1c6LStFUSQmJoZMmzaN5Ofne1RWf4GmadLa2kpKSkrIggULXLYs4uLiyE8//UTKyspI\ndXU1aWhoIDqdjpjN5ovesjwf5tk6evQoCQsLc/gcL1u2jDQ1NZHe3l6Pn9PRWpxSqZTcdttt5P/9\nv/9HWlpafFZ5zOsB8MybgcfjITY2FlarFRkZGeByuWhqanLY8jQYDKivr0dbW5vH82o5HA5CQ0MR\nHByMzMxMZGdn4+zZsw77PGmaRktLC4xGI0pLSyESiZCYmDjmLU+mdUdmZiZaW1vR0NAwouXJ5XIR\nGhoKoVAIqVSKhIQEpKSkICEhweMO/0CFuf+ZZ6K6utqh9hJyuRxxcXFIS0tDeHi4V3ybnZ2do6qV\nyuPxkJCQgOTk5AFV672O11X1OZg3hcFgIEVFRWTz5s0kKirK6TfQ1VdfTXQ6nddk7uzsJNXV1eT6\n6693yfIMDw8nkyZNIgUFBV6R2dfYbDbS3t5Ozpw5Qy699NIRz5FSqSSPP/44ee+990hJSQk5e/as\n3X/FWpiDw5ybgoICMnnyZBIeHu6Qb/Pyyy8nFRUVpKOjw+Pn1mKxkIceeojEx8cTqVTqssUZGRlJ\nDh06RDQaDbFarR6VeTh8lnLZv8d3TEwMNBqNS21SiZdLtoWEhEChUCAxMRGJiYno6OhweOWYpmm0\nt7fDarWiqKgIFEUhOTl5TFbaYaAoCmFhYZBKpcjOzh7QI57Z+se4Mv62xMRExMfH+2Vvdn+B9EtD\nrampQVFRERoaGkasFKVQKJCUlISsrCzEx8d7PKSPQa1Wo6mpyaVoGCZGMzExEaGhoT5PgPF5rjpF\nUVAoFAFVOo7L5WLp0qVIS0vDBx98gLy8PKe+39PTgz/+8Y+Ii4vDJ598MmJloLGASCTCM888M6AY\niNFoBE3TEIlE9mtPURRkMhl4PJ69zQbL4JBzLXTLy8uxdu1aNDY2jli0GACmTZuGDRs2IDg42Kvn\nmFH0rsDEg0+ePHnEgjDewOeKk1ltl0gkmDhxIuRyOcrLy13Obfck/f0p4eHhMJvNLllETP4+h8PB\n6dOnYbVakZ6ebvd5jkU/HkVRUKlU9p+Zh54QMmYLA3sag8GAoqIilJaWorGx0eGapEKhEJGRkT5r\nzOYKFEUhNDQUERERvhYFgB8oToa4uDi8//77KCoqwk033YSWlhZfizQsaWlpiIuLQ2hoqMtjdHV1\nYf369UhISMCmTZuQkZERMFa3O/DWFHGscvbsWdx3332ora2FRqNx6DsXe1qpu/Abxcnj8aBSqQKi\n5iaHw7GvQGZkZGDGjBmorKx0aJrUH5qm0d3dDT6fj7y8PGi1WuTk5IxpnycD+/C6jsFgQGlpKcrK\nytDS0uJwdIdSqcS4ceOQlZXFWvijxG8UZyDC4/Hwxz/+EbfffjseeOAB/PTTTy6N09nZiQcffBAp\nKSn43//+h9TUVDdLyjKWaGlpwT333IPKykqn+izl5ubi448/RnBwMGvtjxJWcY4ShUIBHo83qhuR\npmn09vaip6cnMHpKs/gUm82Gnp4ep+Mh+Xw+QkJCfL4iPRbw7zlxAMAoTX93L7CwBCocDsfvni/W\n4hwFjJ+OdbizsFxccIi3I8hZWFhYAhz/sn9ZWFhYAgBWcbKwsLA4Cas4WVhYWJyEVZwsLCwsTsIq\nThYWFhYnYRUnCwsLi5OwipOFhYXFSVjFycLCwuIkrOJkYWFhcRJWcbKwsLA4Cas4WVhYWJyEVZws\nLCwsTsIqThYWFhYnYRUnCwsLi5OwipOFhYXFSVjFycLCwuIkrOJkYWFhcRJWcbKwsLA4yf8HL2ul\nD7Piia0AAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 66:\n",
            " beta = 1.122e+02\n",
            " objective = 8.750e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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gYNznhI7zVKvVMJvN4PP5HisMYjQasXPnTuTn55+iOCUSCVJTU3HjjTcyi2c8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\ngg==\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 67:\n",
            " beta = 1.206e+02\n",
            " objective = 8.732e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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CoQCXyx2V5Xndddeho6MDRUVF4HK52LFjB8xm85BzARUVFaioqEB8fDyuvfZa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\nGBhchFGcDAwMDC7y/1dyE6lAqQ8XAAAAAElFTkSuQmCC\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 68:\n",
            " beta = 1.297e+02\n",
            " objective = 8.769e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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sKCgI4eHhLlfwblechBBbuA4hxNbyNjc3d0jjNjQ0YPv27TCbzXj00UddJK1n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+/v7w\n8/Nzq4Xd1NSExsZGl14jAoEAwcHBEAqFEAgEiI+Px+jRo91W8d7tPk6VSoV169ahra0Nf/31Fyoq\nKvD999877afKzs7GTTfdhJkzZ2Lt2rV2+8acJTo6GpMnT0ZxcbHbFySGM3w+H3/7299w55134qmn\nnnI4ztNZIiMj8eSTTyI0NBSxsbG9AuolEgkCAgIgFAo5984gXHLJJfj73/+OyMhIt50ri8WCdevW\n4eeff0ZdXZ3Lxg0PD8fHH3+MqKgoUBQFsVjs1hhwtytOgUCA2NhYBAcHo66uDmKxGAkJCZDJZKit\nrXXY96nT6VBYWIjo6GiPBPgGBgYiKSkJTU1NDitOmqZRW1uL0tJShIaGQiqVuklK9qEoCuHh4bbz\nVVRUhPr6epemP1IUBZFIZGuPC5y3KJOTkxEWFoa4uDhWClR4G4wf0dH7Q6lUIjk52a0LsIQQ1NXV\nuSTtlpllBAUFITExESkpKYiOjnaBlHZAPITVaiWdnZ2kubmZFBcXkz///JPExsYSAE5tV1xxBens\n7HSrzDRNk/b2dlJdXU1uv/12h2Xk8XgkPDycTJw4kZw4ccKtsnoLNE2T2tpacu7cOXLFFVc4/fte\nuFEURWQyGRk7diw5ePAgKSwsJIWFhaS8vJx0dXURg8FAaJpm+/C9AqvVSvR6PdmzZw/x8/Oz+xyv\nWLGCaLVaYjab3XYujUYjWbFixZCvBz6fT0JCQsiUKVPI3r17SXl5OTGZTG6RuS889njm8XhQKBQg\nhEClUkEgECAlJQUURaGqqsphy7OrqwsFBQUIDg5GeHi4W6YWFEVBqVRCoVAgLi4OKSkpqKurs7t1\nBU3TqKmpsVVYMpvNfXY3HElQFIXQ0FD4+/sjOTkZFRUVqKmpsatyfl8IhUJERkZCIpFAIpEgMTER\niYmJXld+0JvQ6/UoLS1FRUWFXX55hUKBsLAwREREuK1aP/mf9UtcNEsUCoWIjY1FYmIiEhISPF8Q\n3WMq+n/QNE1omiYmk4mUl5eTP/74g0RFRTn8xJFKpSQ6OprcfffdRKfTuV3mpqYmUlRURG688UaH\nZVUqlWTr1q2kvr6eGI1Gt8rqLdA0Terq6si5c+fI3LlznbYsoqKiyJ49e0hpaSkpKysjNTU1xGw2\ns314Xs2ZM2fIhAkTSEhICOHxeIOe42uuuYbk5+eThoYGt1mazD2v0Wicuocu3MLCwsiff/5Jamtr\nPWppMnjcIcRYWwKBABERETCbzQgLC4Ner0dra6vdK9d6vR4VFRWor693u6+Toiio1Wpbh8i0tDTU\n1NTYnepntVpRXl4OpVIJlUoFqVSKmJiYEe3zBM63R1EqlUhNTUVDQ4NdPZsEAgFiYmJsfZIiIyMR\nHx/vOd/VMIa5J/Ly8lBWVjZopSiFQoHIyEikpqYiLi7O7a0zampq0NDQYPeMrS8EAgGio6MRGxuL\n6Oho9hISPK6q/wdjeTY3N5N3332XPPLII0SlUjn85FmwYAHRarUek7mlpYWUlpaSG264wSH/XEBA\nAAkLCyMRERFk/Pjx5OzZsx6RmS2Y39dqtZLGxkaSl5dHZs+ePei5CgkJIbt37yaVlZWksrKSNYti\nOJKVlUUmTpxIgoKC7LI0r7jiClJYWEiamprc7h82m81k9erVJDw8nEilUqctzeDgYLJr1y5SU1PD\n6nXB2hIkY3mKRCLExMTAaDR6RbOogaAoCv7+/vD19cWoUaNQUlKCioqKQS1PQkiP4sxMNhSPx0Nc\nXNyIrLTD/L4URSEwMBByuRxpaWnQaDS2FV+mrUX3bqdBQUGIjY0dFk38vAW9Xo+SkhJkZ2ejoqLC\n7kpRMpkMERERLu03PhBtbW2oqalx6rs8Hg9qtRoRERGIjIxEWFiYi6VzDNZjN+RyOebNm4ewsDC8\n8847bItjF3w+H2vWrME999yDRx99FDt37nTo++3t7Vi9ejUiIyPx1Vdf2V0ZaDgjkUjw73//G0aj\n0db6tbq6GiaTCdHR0Ta3BZ/Pt7vgB8d5ysvLcfvtt6OysnLQNhnA+YcZj8cDj8cbNguVUqkUixcv\nRkpKilfU6GVdcfJ4PMhkMvj5+WH8+PHw9fVFQUGBV7dwpSgKKpUKMpkMISEhCAwMRGdnp911BZn8\nfYqikJmZCYvFgqSkJJvyGC4XsyPweDwEBATY8pStVisoirL5uEe6v9cd6PV6FBQUIDc3F9XV1XZb\nmkqlEklJSUhMTPT68nMMfD4fUVFRiIuLg1gsZlsc9hUnQ2RkJNavX4/s7GzcfPPNLs0qcBc8Hg/j\nxo2DXq/HgQMHUFFR4dD3W1pa8OijjyI6OhrffvstUlJS3CSpd8FYO0xRGC4N0jmqqqpw9913o6ys\nzKEFl0mTJuGzzz6DSqVyqPAJm4jFYsyaNQuTJk3iFGd3BAIBAgIChlXNTYqiEBkZic7OTmRmZjr8\nfZqm0dbWBqFQiFOnTqGrqwtpaWkj0ufJ0N264bJ8nEOv1yM3Nxf5+fmora11uM+SSCSCWq12e7qy\nK6EoChKJxGtmJtyVOwR4PB4uu+wyTJ8+HUePHkV2drZT4zQ3N+ORRx5BfHw8fvjhByQkJLhYUo6R\nRF1dHR588EEUFRVxbZBZglOcQ4B5CjLV0Z2Fpml0dHSgvb2dq8DEMShWqxVtbW0Otwzh8XgQi8UQ\ni8XDwq/pzXCKk4PjIkEikdgKsXCKc2gMD2ciBwfHkOkehsQxNChCuObLHBwcHI7APXo4ODg4HIRT\nnBwcHBwOwilODg4ODgfhFCcHBweHg3CKk4ODg8NBOMXJwcHB4SCc4uTg4OBwEE5xcnBwcDgIpzg5\nODg4HIRTnBwcHBwOwilODg4ODgfhFCcHBweHg3CKk4ODg8NBOMXJwcHB4SCc4uTg4OBwEE5xcnBw\ncDgIpzg5ODg4HIRTnBwcHBwO8v8AlQrDiL3INzgAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 69:\n",
            " beta = 1.395e+02\n",
            " objective = 8.761e+02"
          ]
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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QgL1790IgELhdZgghBK2trZBKpX3KzgTX19XVYffu3aiqqnKilByuglqtxr59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\ncHBYyf8Dloplr83Z5AcAAAAASUVORK5CYII=\n"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "step 70:\n",
            " beta = 1.500e+02\n",
            " objective = 8.796e+02"
          ]
        }
      ],
      "source": [
        "from tidy3d.plugins.autograd import adam, apply_updates\n",
        "\n",
        "# hyperparameters\n",
        "num_steps = 70\n",
        "learning_rate = 0.1\n",
        "\n",
        "# initialize adam optimizer with starting parameters\n",
        "params = np.copy(params0)\n",
        "optimizer = adam(learning_rate=learning_rate)\n",
        "opt_state = optimizer.init(params)\n",
        "\n",
        "# store history\n",
        "objective_history = []\n",
        "params_history = [params]\n",
        "\n",
        "# gradually increase the binarization strength\n",
        "beta_min = 1\n",
        "beta_max = 150\n",
        "betas = np.logspace(np.log10(beta_min), np.log10(beta_max), num_steps)\n",
        "\n",
        "for i, beta in enumerate(betas):\n",
        "    # compute gradient and current objective function value\n",
        "    density = get_density(params, beta)\n",
        "\n",
        "    plt.subplots(figsize=(2, 2))\n",
        "    plt.imshow(density, cmap=\"gray_r\", vmin=0, vmax=1, origin=\"lower\")\n",
        "    plt.axis(\"off\")\n",
        "    plt.show()\n",
        "\n",
        "    # compute objective function value and gradient\n",
        "    value, gradient = val_grad_fn(params, beta=beta)\n",
        "\n",
        "    # outputs\n",
        "    print(f\"step {i + 1}:\")\n",
        "    print(f\" beta = {beta:.3e}\")\n",
        "    print(f\" objective = {value:.3e}\")\n",
        "\n",
        "    # compute and apply updates to the optimizer based on gradient (-1 sign to maximize obj_fn)\n",
        "    updates, opt_state = optimizer.update(-gradient, opt_state, params)\n",
        "    params[:] = apply_updates(params, updates)\n",
        "\n",
        "    # clip the parameters to the allowed range\n",
        "    np.clip(params, 0, 1, out=params)\n",
        "\n",
        "    # save history\n",
        "    objective_history.append(value)\n",
        "    params_history.append(params.copy())"
      ],
      "id": "e4c55107"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Optimization Result Analysis\n",
        "\n",
        "After the optimization, we can plot the objective function as the\n",
        "function of iterations. A steady increase of the objective function\n",
        "observed."
      ],
      "id": "96f83bff-6cce-41a9-a034-3d4de1293bbb"
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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pqdLRRzvnRNWta+ZVxcebE/06dpSyspyvnzjRDFkvq1askNq2dQaIkjRhgnT5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\ngwYNgrk1oHyzteg1bCj16OH9XtzmL4wKpDIqKUmKiXF/TwAAAACAInk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          }
        }
      ],
      "source": [
        "plt.plot(objective_history, c=\"red\", linewidth=2)\n",
        "plt.xlabel(\"iterations\")\n",
        "plt.ylabel(\"objective function\")\n",
        "plt.show()"
      ],
      "id": "56f6d34b"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "The optimum design is not necessarily the last iteration as the\n",
        "objective function can fluctuate a bit. We will select the optimum\n",
        "design that gives the highest objective function value, re-simulate it,\n",
        "and calculate the flux values for different dipole orientations."
      ],
      "id": "6d9fe1e9-cf98-4ad8-83b3-4a95d9808ee7"
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/html": [
              "<script type=\"application/vnd.jupyter.widget-view+json\">\n",
              "{\"model_id\":\"a668dbf1a2a14d8a9364d24a26764c2d\",\"version_major\":2,\"version_minor\":0,\"quarto_mimetype\":\"application/vnd.jupyter.widget-view+json\"}\n",
              "</script>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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\">23:39:30 UTC </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span> tasks.                       \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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\">23:39:33 UTC </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.156</span> for the whole batch.                \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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    \n",
              "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>completion.                                                        \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/html": [
              "<script type=\"application/vnd.jupyter.widget-view+json\">\n",
              "{\"model_id\":\"96ea8211c5904aa9a1e3028f9bfd378d\",\"version_major\":2,\"version_minor\":0,\"quarto_mimetype\":\"application/vnd.jupyter.widget-view+json\"}\n",
              "</script>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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\">23:39:52 UTC </span>Batch complete.                                                    \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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>"
            ]
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Ex dipole flux is 880.306.\n",
            "Ey dipole flux is 880.306.\n",
            "Ez dipole flux is 897.163."
          ]
        }
      ],
      "source": [
        "# optimum design iteration index\n",
        "opt_index = np.argmax(objective_history)\n",
        "\n",
        "# optimum design parameters\n",
        "params_final = params_history[opt_index]\n",
        "\n",
        "# resimulate the optimized design\n",
        "sims_opt = make_sims(params_final, beta=beta)\n",
        "opt_results = web.run(sims_opt, path=\"data\")\n",
        "\n",
        "# extract the fluxes\n",
        "flux_opt = extract_fluxes(opt_results)"
      ],
      "id": "fa577980"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "It’s also helpful to calculate the relative flux enhancement compared to\n",
        "the baseline simulation without the extractor. The result indicates that\n",
        "the final design achieves an order-of-magnitude enhancement in upward\n",
        "flux for an in-plane dipole source and over two orders of magnitude for\n",
        "an out-of-plane dipole source, similar to what the authors of the\n",
        "referenced [paper](https://doi.org/10.1364/OPTICA.408611) achieved."
      ],
      "id": "9ff94076-0cff-4f71-bda6-b47b9f9371a3"
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {},
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relative Ex dipole flux enhancement is 11.766.\n",
            "Relative Ey dipole flux enhancement is 11.766.\n",
            "Relative Ez dipole flux enhancement is 196.507."
          ]
        }
      ],
      "source": [
        "for axis, flux_o, flux_r in zip([\"x\", \"y\", \"z\"], flux_opt, flux_ref):\n",
        "    print(f\"Relative E{axis} dipole flux enhancement is {(flux_o / flux_r):.3f}.\")"
      ],
      "id": "b69b3eaa"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "It is important to note that the optimized design is likely not fully\n",
        "binarized, even with the application of a tanh projection using a large\n",
        "`beta` value. For fabrication, however, a fully binarized design is\n",
        "necessary. Here, we manually enforce binarization and test if that\n",
        "negatively affects the design performance.\n",
        "\n",
        "In this case, the results are only marginally affected."
      ],
      "id": "4d7f455a-c4b5-4a39-b692-cafca80628b0"
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/html": [
              "<script type=\"application/vnd.jupyter.widget-view+json\">\n",
              "{\"model_id\":\"d2c1df737794455996a5dc9b1e5b2264\",\"version_major\":2,\"version_minor\":0,\"quarto_mimetype\":\"application/vnd.jupyter.widget-view+json\"}\n",
              "</script>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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\">23:39:55 UTC </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span> tasks.                       \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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\">23:39:59 UTC </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.156</span> for the whole batch.                \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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    \n",
              "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>completion.                                                        \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/html": [
              "<script type=\"application/vnd.jupyter.widget-view+json\">\n",
              "{\"model_id\":\"639518b9ca0b42a587d5ff021f4d26ec\",\"version_major\":2,\"version_minor\":0,\"quarto_mimetype\":\"application/vnd.jupyter.widget-view+json\"}\n",
              "</script>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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\">23:40:15 UTC </span>Batch complete.                                                    \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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>"
            ]
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Ex dipole flux is 758.576.\n",
            "Ey dipole flux is 758.577.\n",
            "Ez dipole flux is 927.238."
          ]
        }
      ],
      "source": [
        "# fully binarize the permittivity\n",
        "params_binarized = np.round(params_final)\n",
        "\n",
        "# create simulations\n",
        "sims_binarized = make_sims(params_binarized, beta=beta)\n",
        "\n",
        "# run simulations\n",
        "binarized_results = web.run(sims_binarized, path=\"data\")\n",
        "\n",
        "# extract results\n",
        "flux_binarized = extract_fluxes(binarized_results)"
      ],
      "id": "2706ed73"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "We would need to export a GDS file for the optimized design for\n",
        "fabrication. The GDS file generation will discretize the design into\n",
        "polygons. Depending on the algorithm, the discretization can potentially\n",
        "impact the design performance as well so it’s good to test it.\n",
        "\n",
        "First we export a GDS file."
      ],
      "id": "a80b58b3-5f74-4603-8869-1df399b12683"
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {},
      "outputs": [],
      "source": [
        "# gds file export\n",
        "gds_path = \"./misc/inv_des_diamond_light_extractor.gds\"\n",
        "sims_binarized[\"x\"].to_gds_file(\n",
        "    fname=gds_path,\n",
        "    z=h / 2,\n",
        "    permittivity_threshold=(n_GaP**2 + 1) / 2,\n",
        "    frequency=freq0,\n",
        ")"
      ],
      "id": "7c737c5c"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Then we will import the GDS file using gdstk."
      ],
      "id": "a665a5b1-ccbb-4b7a-9707-810559088d11"
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {},
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cell names: MAIN"
          ]
        }
      ],
      "source": [
        "# load the gds file we just created\n",
        "lib_loaded = gdstk.read_gds(gds_path)\n",
        "\n",
        "# create a cell dictionary with all the cells in the file\n",
        "all_cells = {c.name: c for c in lib_loaded.cells}\n",
        "print(\"Cell names: \" + \", \".join(all_cells.keys()))"
      ],
      "id": "9710e039"
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {},
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cell 'MAIN' with 23 polygons, 0 flexpaths, 0 robustpaths, 0 references, and 0 labels"
          ]
        }
      ],
      "source": [
        "cell_loaded = all_cells[\"MAIN\"]\n",
        "\n",
        "print(cell_loaded)"
      ],
      "id": "059c8815"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "We can visualize the layout."
      ],
      "id": "a726b37e-aff8-491c-bc5e-fe550c8f7da9"
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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xntIQwbyhEQAWLDBGaDQThkZzuHxZWnmwTBlg2DCGRspv6VJp1DErS3QldDetp61On27M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\nREREREREZND/AbN+Vd1yd2iJAAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "fig, ax = plt.subplots()\n",
        "\n",
        "for polygon in cell_loaded.polygons:\n",
        "    x, y = zip(*polygon.points)\n",
        "    ax.fill(x, y, edgecolor=\"black\", fill=True, c=\"blue\")\n",
        "\n",
        "ax.set_aspect(\"equal\")\n",
        "plt.xlabel(\"x (μm)\")\n",
        "plt.ylabel(\"y (μm)\")\n",
        "plt.show()"
      ],
      "id": "f0eb1cee"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Create the extractor structure from the gds geometry. Here we don’t\n",
        "apply any sidewall angles but if the fabrication is known to produce a\n",
        "certain sidewall angle, it can be tested here."
      ],
      "id": "ced73884-a53f-43ed-b265-df2c52a50e40"
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {},
      "outputs": [],
      "source": [
        "# create geometry from the gds layout\n",
        "extractor_geo = td.Geometry.from_gds(\n",
        "    cell_loaded, gds_layer=0, gds_dtype=0, axis=2, slab_bounds=(0, h)\n",
        ")\n",
        "\n",
        "# create the extractor structure\n",
        "extractor = td.Structure(geometry=extractor_geo, medium=GaP)"
      ],
      "id": "86325bc7"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Simulate the imported extractor and check its performance. Compared to\n",
        "the design before GDS export, we do see a small decrease in the\n",
        "performance but it’s quite minimal."
      ],
      "id": "845ca100-2c39-4c27-8169-2707d947e4f0"
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/html": [
              "<script type=\"application/vnd.jupyter.widget-view+json\">\n",
              "{\"model_id\":\"f3ea8b7c32a64d2c85971b23bd0f9136\",\"version_major\":2,\"version_minor\":0,\"quarto_mimetype\":\"application/vnd.jupyter.widget-view+json\"}\n",
              "</script>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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\">23:40:18 UTC </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span> tasks.                       \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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\">23:40:21 UTC </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.156</span> for the whole batch.                \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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    \n",
              "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>completion.                                                        \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/html": [
              "<script type=\"application/vnd.jupyter.widget-view+json\">\n",
              "{\"model_id\":\"7d4119b11a0f41ff8affa21e53609f02\",\"version_major\":2,\"version_minor\":0,\"quarto_mimetype\":\"application/vnd.jupyter.widget-view+json\"}\n",
              "</script>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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\">23:40:40 UTC </span>Batch complete.                                                    \n",
              "</pre>"
            ]
          }
        },
        {
          "output_type": "display_data",
          "metadata": {},
          "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>"
            ]
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Ex dipole flux is 791.028.\n",
            "Ey dipole flux is 790.912.\n",
            "Ez dipole flux is 878.294.\n",
            "Relative Ex dipole flux enhancement is 10.573.\n",
            "Relative Ey dipole flux enhancement is 10.571.\n",
            "Relative Ez dipole flux enhancement is 192.374."
          ]
        }
      ],
      "source": [
        "# create simulations with the loaded gds geometry\n",
        "sims_loaded = {\n",
        "    axis: sims_binarized[axis].updated_copy(structures=[substrate, extractor])\n",
        "    for axis in [\"x\", \"y\", \"z\"]\n",
        "}\n",
        "\n",
        "# run the simulations\n",
        "loaded_results = web.run(sims_loaded, path=\"data\")\n",
        "\n",
        "# extract results\n",
        "flux_loaded = extract_fluxes(loaded_results)\n",
        "\n",
        "for axis, flux_l, flux_r in zip([\"x\", \"y\", \"z\"], flux_loaded, flux_ref):\n",
        "    print(f\"Relative E{axis} dipole flux enhancement is {(flux_l / flux_r):.3f}.\")"
      ],
      "id": "21b1f1a3"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Lastly we can plot the simulation in 3D to better visualize the\n",
        "optimized extractor geometry."
      ],
      "id": "a16ec0c1-820d-4349-b7bf-b9b85a282ba3"
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "text/html": [
              "\n",
              "    <div class=\"simulation-viewer\" data-width=\"800\" data-height=\"800\" data-simulation=\"H4sIAPolVGoC/+1dW48cx3UmJRsgDARw3pI8BfOaGaLr2t18iiLJsgPrAtMPAQhi0tzpXU48t8yF5NLQe/IP8hPy4J+QH5CnID8h/8SpqnOpc2ZHjmIY0FLiCtTON11dferUuVad6v3Xn3/ysz/7yV/95EH+efTowY8e/PSB/Pk9/vzPa43p+j/i74f4+1/w979/QN8/LNf+Ar//c+z/vN2vf/Xpp7n1789+6DnNj+D3owfvf36IPz//9KOv8u9/QEzy9J8f6HZ///TLL+ZPf/2rX3zxmZLLv/0jn/vwwY+hj4eEH6l+P0yU5M9/+fBhkeyf8jVo9+P0O+MPPoCvHyHlH1JHZ/r24MG/3et5ePrFl588ZC48ePDXH76Xzfc/73/e1Z/fbZMFelR9+Gcff/nL/Pu/t9qv/w7xbyfD8bg/TJ789uvp5Hi7GydPJk+X69NqOC63m8l0cjVujuN+8uRZ87iZ4r/n08lh+TY1fWYfh2n+Zx7HkL5dj4vlaZ06k71uhnVqujmtVtPJ9X7859O4ubqd74fNDX89rFbb1/ObYbmZPLkeVocx3bXdrJabcdjPD7vxihqutwskTX39avlW4ZfjcFRf4Mg+B/qmk924Xy+Px+Wr5fF28sSkYU2utpvF6Yq+SqNMpB+O+/TVaT+moTxTg7oZt+vxuL89Gys+5++2by6xbhYazb0m4yn+MuXX8zOOvRiufnOz3542i7km+s5lYj5c2O2X271oSHNLI5q8s7MVHnfedF3X08+luft6+v+Yrs/w6meJkbsJt17enXa84avt6vbpaniR2g5vlumazXO6GF8n1swTq1ZjoWI62Y/X4z5xcJzvVsMm37peLharzP1Dun/+Is/cgUXEZiVaLFH5oItX4/64vCqkPJs1j1uT2oU+NSwo3EGxJWQkin1G1DJ2LsGWQP7cOESll9YgigVZQj4jahkL8IhCaakRPi50d1HsERXCOkvIFkgIRqRQxCfkEURLA3KlG6IzkxlNT7QUFATVFbUFEdUt3Cj4EhvFQELltgYf1zaF6Odp8l6cVjd5rrIgn8ngdy87vjDC4xB81KgMiRAAnGhfGBHoWienwavJLH22xFwfFHJBCA8ivOYuIZwU5+V9iJDzMOt0n1egiD8PyCrk1IA8ons9fzRhZXxENIEyng6BlaCoNnx2vSPNRs61xgHomKkJtMxvBthZuAs8gCju8VH05qs5IVCEhWSswyugXt19n4M2szAgC1rxORbDFToE5TNwoJiRgPNRtIxBLADvCaVdj4DtOlo6BpbNUDFcZK/yLzZlpQXZQzacToKAoHwGChIlpNhspFsJqJmtk1iITmMHAHMtP+Mz27bKSgDfQywIdwCOQHaAAB7TWiH6ZUIYeNZy8oYSpCfXZomme2+wC6GuFd5dgWRDETmFMn+8l2EAoyKMvpXer6Isjr4jZBUq8uQpYigOz5Mnzp+Dctn0OESeUGnqxG02qv7JfxeajaLZyNG5Vo48o/tuNwJTLYhmaXZoEZJBzqhHUD6jzAKD0KIwsxhIPfFSg3ysVsij1iarS7OJxsoTNUYCmGVBNANfJlnolr///jMNdEYiXaRdouTNCkTkCmrJGEOABMgjVEj34hVybNxmddYQGZ6pGc8uABICO4WohyZBIj+FaImm4Q7yTt7HyEiiCcV7P38wpjawH7uLkJ9TiMrRFRYWtuwXZ+y9CHXkQCEHYN86Yw8YgUnoHAmRFy6CFT05aMhHEEFLJ2SOXXmrUAeItNoCJBWd1bAB2KBRDFIkGDkvqAYhiEgnCBb7Rxw7osYJvrTwGYfQKwa2xPb77kqluMxYN88h+Z8QWZpmNG1tE2tOPOPsua1shEbM8RmzNUT2XTOReMipY1izeYViD1PJyWhxmp495EymqkBTzXhhNq0cTbRODT06TqslTamZHA8KNzdGPWirE5/V7D2Rx6IyQ6VMw6iRQWHifU+6nDQzrr0LPCdKM5U2zWoOZKSZIWQoW5vVgD7FQzTLJauDoIkSPmEtfNCoE7dBFw3lX6r/LrAoVBQ5OasGjxDS7KV5JYS9OBr5fbcBEb16kIogYMdOn5XIszDDxRikAvrAca6CUbc1GlqArFIeH3vf2WdBXAJaRYTEL9vXuEhAYkljKixr4TWYbIxCts5KQk4hZJVH5EWU1gTVS5SPc0EhvC8iAoBq7GQvTtHijEKNjBgRyduCCeIBjKAdLcl0EnnVJSHUTjkCVNxziJrbq156QVho6gxWhDk6MDdgkg6fveoDnwbBCD9bIYgxQhS2J0RaFlLXIBTCpQc0Z2q6GAFdakoYlSmhNRjbK9TJMAkMKyMnn2CtQtAnRscQ2zGCPjGIN20nWGZgtBhjG6eQVb1I0Ch2NmrojRj6jC8yjLVthq2GqK2thuiM0TXTkgHGewzBKXmpkYygKYpGgxGmF/RGJ8fCqJOOqOklMtKZIa96xUecN6NmETneeTk3nZo3mm+kRQErbqPRQZeMooymjQQ4ADI3rUJRBtPIFGXQaHkWWdtJQxh7YSN5xwautY0ShQr7IMM0gnjV1DFlhNAQNDyDM+I+S4LB0JGg11CwfMZaxdCrCBa1k6Bui4rM0FZNnpFVrlCrhdNq4bRauF5BtKqkFgQ7aqy0xGm2Opxzgl2U0a/rVPTrXA0IBeT9iIvQ0jaK6spjfN/y5gyEKwQVkQSdamw9dRVlLkAPMhrS9o1iBkGiIlRzLq4GDfVzgn6Op557FSAFHS8FqwIJF8NFHDXslagYLUhGi5lVImm/5ULWx6vl7svduKdKiS1/fpICqWuMvup28u18uLz9/F1mxSCzztSd2QxVimZ7Db1qS2kkQVu36S5A1liAUUNSpFY917VREAURk6PM1+kBEAyqJ0fPaQGxqEDHrbQbvLIM+uq0gaoQrLrrhOQkQqWl454sPJYEFiKRCkNd0ptR9FEheAgaEALkKvg47gmscYU4WoJBQ69oNE5Dq0Zr9ODB23mr4pAKxcojRxpeRxq8H4HRvr+QJVxIIhgLrvO9DunwcsI8z71VZLhwBoO6F3tiQfHqsWcWKJxBTD1IMVqdGupMEVaEmHe4aquhE9s8EoJX4FmBhDU5JUpnIy8jc7LrepWwVgjZLYUTSDPDEGRXBCONV+kcQTITNAYN7V0bW+3ki+/UTs4uGkqjh2HUIMGBsW5BblMhsosa02WuPpBai6sp7gySH0UjZdS9DXclzTea3F4RVWGZYtspn1uhVY7AftOkfU89IzsDSjPbOikVYblErB6oIsxjqyOrCBcaYDq4E8vOlDuxuBXgNPKiJaTU1nm52WA9b9qXOVWo5915JpMArgpEOTqp3FrzK8INfxS+TiF8HFg5XALB+M4EtVzhFPJ6nePiqoda0+mrL6j2+9Lqj14ZaqJ8AiEvkjrvHCIn6GxauZtnqjFlZ6myWdrfRTdLGavzgmXSI7O7bmUiSuIoPbt2+zomUPGCjiV0oMEhC6Mo5R0+e7HiQv07q5Ajut4h4872mcQqatQKifcInFzsomtqGnyvkdQi37fsPHClzZESNdXNkKI40mcUEFRMo5S22nY27YS81GdC4Vua8u8yNwFlbERckaPJGoOIa4AoPiklgkYBKi8tlYXGKeRrsiBQVxoy8uI+KJczti4SZK1XSFQdNq2sOmxqASRAUYPYRFk4WVGUYy1lcw1Fqr5UYjS+5v45xFbIql6MQipu4JYInQpB+BlOTQuuXHAIglCviRidnjHnwIgyWxF6FWYbHXWbVkXsptOQckbwOFYG+7Y5S0bNxVT1LJFFSM9BF8sFw1aNAF21qWXIsMBG0EhmYOmI4SJlWLiT4TrDtlFMJ0j39mIyEXANs5QBRKrSm/eQAUVZ903TiKiXtd1GAS9Lu8+Qk7VgrIlST6D6i/sH1FWe1pEj8qLOu+EKdFAiV9krRq5FHCeq0fPGxqUY76ZT2VCFQYk4wftfPqPiSB1jEjIywLUSmI4rhUkLK8KdtL4qbEW+BmsGXZ5vPGsNL8EaK7a5m07uLhFC79hERiD14A1R6Bmgn7Qs8gxa8q7iQV4AtOGuFkobdPJ5yZfHhK5FAcuRMSo6Aw6nUdCLXOVn4v1gyDtRPNvI4tsmyjCeRtpWqa6olZE79Rglk1FmcYSEkBAEFMd3Yk4xqsf5JoTPc1JOEFnRpaVOWoU62bCrVpwXHKlHJV1YaiKqnet4SNd7hTpZk9e0jJh9aDCcBJ4zMDRBDFrOuGrftk50NEICEOBjjK3CVQpdjbOiZtvIGk8NuACrDq5Xg+vUwIXvhZLPKgCwdGSsKj80TiEvCxVNUChKZppWoU6y3ahJIEYbYWzASVpj7rv9VOquDAHGg0GcmCCTCKBjI8scAVCz/2p8Y/lsec2gGmkAvWjWd6IDJzoWyxFipSLHtI4qlMpneeTDeQk4d65ZqPMSODvl5L/Esg6LheBC3aEXoHzGbLQv1ERKP0XSaiUwVjQzsgPRsemnKiFWmbNKqkUuXkbTRUzFYy28xiJs2rcWJdUIAldviOWIAJ1L0IrzMJQmRsHdEstT0h3kZyNuQdBVr+XwzEhoukp1EBXi+Nlw9slLFQgcr6ioxRax1iKGBnnSORJuz0sf6KUP9NIHeuEDiegoGAVuj0YtxRB8oPMSOHFohZLiIgbCYdQEGQB+NlWPyi2260XPthOjScn3vS9tVUG3DsgRRRkTUwqFqBPnPSzH2RLgA3qF6LwHZMatunb/Y2HlXZu7oJWOu6snrwzai1y1V72bK58D+TNiHZ7jYgBMJb/q2f6XYzh8P7H3h7MJ3bKi8joPbXggUqs+Tq368FGjEKeyLCCES5AXBOTGoTovVRyWl1VUd2GtlRG7ZMVreMohTXGWnjdbxWYbmHNGcSp3WluFOnnWSR18stWvzshlxlqHQ24S9himdbupyG3dfO4lcrITpx7g1MNFVDDjICMq5CTfnVWIFl6Cn9Z9fYhtojzlyxUAgIxsyYs5wU7FQo80VIg6SRcvH0VpFzFMC5cWAvUiISIyd2D7yBR6Kw2jV0ZTDSHUsK4iJ00olUYIj8Saktjyjm2eTkuBrDhMXpHSfURqxZIkyReDyTuuRWt4FVTZBe+lPCKSB9S9oqVuczccZ1UU6oavsEMG6XwHFtHLqT2SreKpqGIbrtF6NFrTTiHe8S+AeFEWS4JQgcArZ+WoclM3lSWSfQDne7mmzWdNIYrs5On82tIpVOaBq8oAyVcDBLbqnULlFHatIFOodKLsXlA2sZYhSmD7qSx97Ka6EFIUTdriGWhKiq2OJFjFjnPxZUqKp7Uy0wIw1RnUks5eIfW6BtMqFOV7EExQSL0/wTiF4OmdcHxwdB+qg6iGtaw+KNRNRUVrL4ARbykAirlyV5w8h9c2eNy/9PV8um3EMXYEXt7vamIYLVUIx6ms+6UzUsSkRiSGDIoE4GEd4Anm5sAEw5u+AvB0EwMslwmr8mgB/FSVWKvqazF/jZpN6Nwrzns1f42a20bOO1fimk4hLcgKwH2tQrKhUz06KYGse0UCKyp9kNUxxSwESTPrZRlPRUovCx8qaqViFv5VZMT7F5oogXybA3RI50w6T8NGJtPxAzOttfpGATutFf5F/RnIt0GkvLO+8wEsSG94pYRK4J1RQLwmAqwTLgaUNRjqudgYBkEMDaxdPcImDlPIoXkxGi+H5uXQvBxasdt04qE4WgK4ZBAvrCZ4vYYyrUeywfB34g0nvhckMKhOBqlu5HAa2rfopnzwBZyBkfzgszphyqd4fKiH5HEA4hYGrRiAXh8ChA8F+bJCwxlYQQEIKAHpP0FaG52JdBfTFJ3D2F6+uwGQcmhGOTvefwW5NVw5LZ7uQHC4xroUNcjcqtd5l4rIfSf8LscfTsUmyOJW3RcvpnZniV8I8KaDH07+bL3cubVe7pCWgKIx0hJXFORuMCJcDm3vArHS2tQaIgHKo2il1vq6f1JinIYMoNxMQYD3dGeg7vVZtbVFCO1m5H30CnCJWO1zWbXPZb3c2LBqZwsOhJlOVkoZdejIWlmYxQj2Mrws9mIEFQnsLTxXwFPJmKUABoA8Z8Sog0J5WcrGCIvo5VEsi2d0oeratqrM2raqCNsKb6pgXwmnw0Q2qEJxq48LVegrd7gEXUBVaYGsNKp8naE1qvyDIAm9VbUiVldpWKeqNKyu0iCxUIhqEazYRRWQbm1VHYZV5Te2vD6FFRH2d4NqGf+IRP6+vqzwUmVdo/QBxdVX51gLEJpObh5CSxPkkTlGRm46NiRT92rF+eIqCEmsOlNhoj7BZ86glWrW9EqRKoyqysrwlu395gnpuHGiWJWBUYbcyL1sUm8JMM7DhuQoDPgQtP9Q0EsuBQqqZNUsI6g64WpbK7oEkhu0q0YVWZgg/RIic1c0n3/9/Q1GTCcXOhFZkfpZlfpVVLZDVLJnVbJn62lW7ZykI2sVKo/rREZXQaz7fNhF5IyOHKpRoNJA5EWxXMB+PUhQyHFijYMAxD1o7awTW042iFoCG8TOlI2iKgmB5XioKkdba0XSqGqtSMk8m07FWt2FwEuFZF4UuyDAe6Biqq8ZbtN7OZwaExojQkcGgkwMMHtWqapRZc+sql4m7E6EqoNXWn7gej2IS+tanAqW2wtI+HodCNQgoaxFG0YF+BpAiODCyxJI6+VegrVyDwJR+70OCUiZTZD6a9R6VnWJJYCiiK/otqET0k2UezuN2vcBZKURoGLNpiSZZJ3AXBj58BqcKmBkQzAFjJx4mnHfNIn3LTIDOsU6WAWxWiNgOqqcmB2auLaug/FnI6qcAFhbbSutd/Z+yieVwAJzic1UBIntVMWPooMggecdNFxKtdQ11ElRFhRqnRUA01/yzu9fwv5/vjK/edyHmF9Zjz/m4lvY87vub9f46vVnSTan5fX329P+6q5xkqNmDVlujp8sd9si63dfqF8sMr1OX3c/Py5zd+oJw3q3Wh5PixHf+b97ORxIx8iWDqfDYTlsvjolnk6A/c3kiW+T6TBdY03fpv+n6HFy/Xq5OL48v5TdzWR7fX0Yj/lV9UV519tX43xxNb/arnfbTRrE5EmSgDERtMwDSqMbjiN8V7h4nWZxftyyWuP85nb75VuKCD99M8n8LY2G5Bxg8tR435zh3ep0+AOiRkz//Jdp4JvTer4absfcMFm8yW7Yp6bHglUPh+XNephv94s8NY7wekkBIuLhTWZ6kE/5Knd5SM/6zbDbyS4Aly7KPCHOXbiMh1WaOWpvCNdHIs7t4Q85jG8ScxfjXP5BB5yCdNd7ppwzhf+OBcjWJH11+16W3svSn0iW3r6Xpfey9CeSpbOvnmYvmNm33SyP2/03ZUA/W53efA5NLv+Ro/L3jDCwMOUvHOFpI5yEyXXqYYIe/NWwSu53uCqNp+m/59mPr7ZXwq+fDuOcvlvM8203tLgDDXKkkcm9E2qkzobddsGeX0/ocdgfSSbGzYI+YnCiZOWj2guxabPdrxPxi2Ua/eRvJpn5V6vC/NP+eriioDh3PbxYjfNh8U85JMMJSZTd7JeLS6FH+f7N5Xz1o9Nx+1m6nsPf4c38cDWsSkTmczh8eJln4mKaux8W4+JzaJG+XqyEFKVPSWDG3SFH6PPXr1apwz4nFa2xfd/0LoZgz5sdlus5zLEB0StU376TVL9916h+PbwaV+PmpoppCpP3iVSt+c+yHm6STVlubua7LHz4ZbF385Qap2h5nRS4SCFe41EsFyTpqe8DBM42ZfCPm8eL8ZXLec1qe5wDHfNTMgiph8l//UfOeJiKOeVx85RM5X5TRjasUovVab1LypyGkQkgYk8vdss34+qMsYtlanZ13C+vvnHNNkf34+KjROlwk0ZbzNh4HFaXb3h6HJb7q+GALe+qIHX86ccfp5yiKHqiOadFeVYS50q2Bgu5yY6Pi5vE+dTbKROSBnu13e/Hq2qi8kPWV9+KmNX2cEjc+gPEg3n5RebfAIvalwlrvh1h3C3wnib9wH/Kbo4tjsvFrcvasNsejvNs/tBtFUO+SbZweHHY7l8U1/ms2PFTSryPmZb8p8b24yqpEX9JqVmiZ4ni9fL2Begb2NY0pcnaL8bs3hJBL5M+Xl+XkUHWvD9tMFX148y4zLvX8+wL5of1dnt8mTkKCxP57/X9L5LBjyXgdwAA\" ></div>\n",
              "    <script>\n",
              "        \n",
              "        /**\n",
              "        * Simulation Viewer Injector\n",
              "        *\n",
              "        * Monitors the document for elements being added in the form:\n",
              "        *\n",
              "        *    <div class=\"simulation-viewer\" data-width=\"800\" data-height=\"800\" data-simulation=\"{...}\" />\n",
              "        *\n",
              "        * This script will then inject an iframe to the viewer application, and pass it the simulation data\n",
              "        * via the postMessage API on request. The script may be safely included multiple times, with only the\n",
              "        * configuration of the first started script (e.g. viewer URL) applying.\n",
              "        *\n",
              "        */\n",
              "        (function() {\n",
              "            const TARGET_CLASS = \"simulation-viewer\";\n",
              "            const ACTIVE_CLASS = \"simulation-viewer-active\";\n",
              "            const VIEWER_URL = \"https://tidy3d.simulation.cloud/simulation-viewer\";\n",
              "\n",
              "            class SimulationViewerInjector {\n",
              "                constructor() {\n",
              "                    for (var node of document.getElementsByClassName(TARGET_CLASS)) {\n",
              "                        this.injectViewer(node);\n",
              "                    }\n",
              "\n",
              "                    // Monitor for newly added nodes to the DOM\n",
              "                    this.observer = new MutationObserver(this.onMutations.bind(this));\n",
              "                    this.observer.observe(document.body, {childList: true, subtree: true});\n",
              "                }\n",
              "\n",
              "                onMutations(mutations) {\n",
              "                    for (var mutation of mutations) {\n",
              "                        if (mutation.type === 'childList') {\n",
              "                            /**\n",
              "                            * Have found that adding the element does not reliably trigger the mutation observer.\n",
              "                            * It may be the case that setting content with innerHTML does not trigger.\n",
              "                            *\n",
              "                            * It seems to be sufficient to re-scan the document for un-activated viewers\n",
              "                            * whenever an event occurs, as Jupyter triggers multiple events on cell evaluation.\n",
              "                            */\n",
              "                            var viewers = document.getElementsByClassName(TARGET_CLASS);\n",
              "                            for (var node of viewers) {\n",
              "                                this.injectViewer(node);\n",
              "                            }\n",
              "                        }\n",
              "                    }\n",
              "                }\n",
              "\n",
              "                injectViewer(node) {\n",
              "                    // (re-)check that this is a valid simulation container and has not already been injected\n",
              "                    if (node.classList.contains(TARGET_CLASS) && !node.classList.contains(ACTIVE_CLASS)) {\n",
              "                        // Mark node as injected, to prevent re-runs\n",
              "                        node.classList.add(ACTIVE_CLASS);\n",
              "\n",
              "                        var uuid;\n",
              "                        if (window.crypto && window.crypto.randomUUID) {\n",
              "                            uuid = window.crypto.randomUUID();\n",
              "                        } else {\n",
              "                            uuid = \"\" + Math.random();\n",
              "                        }\n",
              "\n",
              "                        var frame = document.createElement(\"iframe\");\n",
              "                        frame.width = node.dataset.width || 800;\n",
              "                        frame.height = node.dataset.height || 800;\n",
              "                        frame.style.cssText = `width:${frame.width}px;height:${frame.height}px;max-width:none;border:0;display:block`\n",
              "                        frame.src = VIEWER_URL + \"?uuid=\" + uuid;\n",
              "\n",
              "                        var postMessageToViewer;\n",
              "                        postMessageToViewer = event => {\n",
              "                            if(event.data.type === 'viewer' && event.data.uuid===uuid){\n",
              "                                frame.contentWindow.postMessage({ type: 'jupyter', uuid, value: node.dataset.simulation, fileType: 'hdf5'}, '*');\n",
              "\n",
              "                                // Run once only\n",
              "                                window.removeEventListener('message', postMessageToViewer);\n",
              "                            }\n",
              "                        };\n",
              "                        window.addEventListener(\n",
              "                            'message',\n",
              "                            postMessageToViewer,\n",
              "                            false\n",
              "                        );\n",
              "\n",
              "                        node.appendChild(frame);\n",
              "                    }\n",
              "                }\n",
              "            }\n",
              "\n",
              "            if (!window.simulationViewerInjector) {\n",
              "                window.simulationViewerInjector = new SimulationViewerInjector();\n",
              "            }\n",
              "        })();\n",
              "    \n",
              "    </script>\n",
              "    "
            ]
          }
        }
      ],
      "source": [
        "sims_loaded[\"x\"].plot_3d()"
      ],
      "id": "8d076e6b"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Final Remarks\n",
        "\n",
        "In this notebook, we focus exclusively on a single frequency. In the\n",
        "referenced [paper](https://doi.org/10.1364/OPTICA.408611), optimization\n",
        "is also conducted at a single frequency, while the extractor’s\n",
        "performance is evaluated across a broad wavelength range. This can be\n",
        "achieved by specifying frequency sampling points in the\n",
        "[FluxMonitor](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.FluxMonitor.html).\n",
        "\n",
        "The enhancement of upward radiation flux in the optimized design can\n",
        "arise from two mechanisms: (1) the structure redirects the dipole\n",
        "radiation toward the upward direction, and (2) the total radiation from\n",
        "the dipole is increased due to the Purcell effect. Although we do not\n",
        "examine the Purcell factor in this notebook, it can be analyzed as\n",
        "demonstrated in the tutorial provided\n",
        "[here](https://www.flexcompute.com/tidy3d/examples/notebooks/CavityFOM/).\n",
        "Based on the findings of the paper, the Purcell effect is not very\n",
        "significant in our case since the dipole is deeply buried (100 nm) under\n",
        "the surface.\n",
        "\n",
        "In this example, we only used the filter to enforce the fabrication\n",
        "constraint. For better fabrication constraint compliance, one can also\n",
        "consider adding a fabrication penalty term in the objective function\n",
        "such as the one demonstrated in this\n",
        "[example](https://www.flexcompute.com/tidy3d/examples/notebooks/Autograd6GratingCoupler/).\n",
        "Before fabrication, we should also closely examine the small features in\n",
        "the design to ensure fabricability."
      ],
      "id": "78a03f64-d465-4401-9029-25c18f3dc1fe"
    }
  ],
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