{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "47e6bd0c-c97e-4b6b-b146-b02c6c4bd491",
   "metadata": {},
   "source": [
    "# Tunable disordered plasmonic system for structural color generation\n",
    "\n",
    "Disordered plasmonic nanostructures, known for their broadband absorption, can transition into tunable narrowband reflectors when coupled to a lossless optical cavity. This effect arises from cavity-induced suppression of intrinsic decay in specific optical modes, causing those modes to reflect rather than be absorbed. By varying the spacer thickness, the system can be tuned across the visible spectrum, enabling precise control over optical response. This mechanism offers a simple yet powerful approach to structural color generation, producing vivid and reconfigurable colors without relying on periodic nanostructures or complex fabrication.\n",
    "\n",
    "This notebook reproduces the key results of this phenomenon based on the work `Mao, P., Liu, C., Song, F. et al. Manipulating disordered plasmonic systems by external cavity with transition from broadband absorption to reconfigurable reflection. Nat Commun 11, 1538 (2020).` [DOI: 10.1038/s41467-020-15349-y](https://doi.org/10.1038/s41467-020-15349-y). The system consists of silver nanoparticles on a LiF spacer layer and a bottom silver mirror. The level of disorder and the spacer thickness can greatly affect the spectral response and color of the system. We will also demonstrate how to convert the reflection spectra to chromaticity coordinates and plot them on a CIE 1913 chromaticity diagram.\n",
    "\n",
    "<img src=\"img/disordered_plasmonic_system.png\" width=\"300\" alt=\"Schematic of the disordered plasmonic system\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3c4659ad-b8e3-4b75-9293-0e93be2ac022",
   "metadata": {
    "execution": {
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   "outputs": [],
   "source": [
    "# library imports\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import tidy3d as td\n",
    "import tidy3d.web as web"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b9cf481-d40a-408b-93e8-ba8c7fad18b8",
   "metadata": {},
   "source": [
    "## Simulation Setup\n",
    "\n",
    "To characterize the color of the disordered plasmonic system, we will simulate the entire visible wavelength range from 380 nm to 780 nm. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "563ac67a-62fc-4370-b81c-88bfd954ca5b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-15T13:34:56.570439Z",
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     "shell.execute_reply": "2025-05-15T13:34:56.572486Z"
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   "outputs": [],
   "source": [
    "# define frequency and wavelength range\n",
    "lda0 = 0.58  # central wavelength\n",
    "freq0 = td.C_0 / lda0  # central frequency\n",
    "ldas = np.linspace(0.38, 0.78, 401)  # wavelength range of interest\n",
    "freqs = td.C_0 / ldas  # frequency range of interest\n",
    "fwidth = 0.5 * (np.max(freqs) - np.min(freqs))  # source bandwidth"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4158c9b4-c5ea-4375-b34e-b44274a28a88",
   "metadata": {},
   "source": [
    "The plasmonic nanoparticles and bottom mirror are made of silver. We will use the silver medium from our [material library](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/material_library.html). LiF is characterized by the [Sellmeier](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.Sellmeier.html) model with the parameter values extracted from the reference. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "575508bd-369e-4a24-bf7a-03e47e19f857",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-15T13:34:56.573780Z",
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     "iopub.status.idle": "2025-05-15T13:34:56.575404Z",
     "shell.execute_reply": "2025-05-15T13:34:56.575159Z"
    }
   },
   "outputs": [],
   "source": [
    "Ag = td.material_library[\"Ag\"][\"JohnsonChristy1972\"]\n",
    "LiF = td.Sellmeier(coeffs=[(0.92549, 0.07376**2), (6.96747, 32.79**2)])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5835c7d3-acc7-4604-9158-f91bd89789a6",
   "metadata": {},
   "source": [
    "In the **ordered** system, the plasmonic nanoparticles have a diameter `d0` of 10 nm. The particles are arranged in a square lattice with an inter-particle spacing of 2 nm. We will investigate an array of 7 by 7 particles. A larger array can be simulated but similar results will be obtained. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b4c46918-7047-428b-ad22-d4057ac9cf01",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-15T13:34:56.576259Z",
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     "shell.execute_reply": "2025-05-15T13:34:56.577946Z"
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   "outputs": [],
   "source": [
    "nm = 1e-3\n",
    "\n",
    "d0 = 10 * nm  # diameter of the nanoparticles before disorder is added\n",
    "spacing = 2 * nm  # spacing between the particles before disorder is added\n",
    "\n",
    "Nx = 7  # number of particles in the x direction\n",
    "Ny = 7  # number of particles in the y direction\n",
    "\n",
    "# x and y coordinates of the centers of the particles\n",
    "x0 = np.linspace(0, (Nx - 1) * (d0 + spacing), Nx)\n",
    "y0 = np.linspace(0, (Ny - 1) * (d0 + spacing), Ny)\n",
    "Y0, X0 = np.meshgrid(y0, x0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fa5eb87-f865-4780-82a6-9da9045b93db",
   "metadata": {},
   "source": [
    "Disorder is added to the system by adding random variations to the particle diameters and positions. The level of disorder is controlled by the parameter `alpha`, where `alpha=0` corresponds to the perfectly ordered system. A larger `alpha` corresponds to more disorder. Specifically,\n",
    "\n",
    "$$\n",
    "d = d_0 \\left[1 + \\alpha U_1(x, y)\\right],\n",
    "$$\n",
    "\n",
    "$$\n",
    "x^i = x_0^i + (\\alpha \\cdot d_0) U_2(x, y),\n",
    "$$\n",
    "\n",
    "$$\n",
    "y^i = y_0^i + (\\alpha \\cdot d_0) U_3(x, y),\n",
    "$$\n",
    "\n",
    "\n",
    "where $U_1(x, y)$, $U_2(x, y)$, and $U_3(x, y)$ are three independent uniform distributions between -1 and 1. \n",
    "\n",
    "In this case, we will focus on `alpha = 0.5` but other disorder levels can be studied in the same way."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6c1e7e45-a525-41af-8990-6f6a54c0cd05",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-15T13:34:56.579200Z",
     "iopub.status.busy": "2025-05-15T13:34:56.579128Z",
     "iopub.status.idle": "2025-05-15T13:34:56.581166Z",
     "shell.execute_reply": "2025-05-15T13:34:56.580971Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The smallest particle diameter is 5.00 nm.\n"
     ]
    }
   ],
   "source": [
    "alpha = 0.5  # disorder parameter\n",
    "\n",
    "np.random.seed(1)  # fix a random seed for reproducibility\n",
    "\n",
    "# adding disorder to the diameters and positions of the particles\n",
    "d = d0 * (1 + alpha * np.random.uniform(low=-1.0, high=1.0, size=(Nx, Ny)))\n",
    "X = X0 + (alpha * d0) * np.random.uniform(low=-1.0, high=1.0, size=(Nx, Ny))\n",
    "Y = Y0 + (alpha * d0) * np.random.uniform(low=-1.0, high=1.0, size=(Nx, Ny))\n",
    "\n",
    "print(f\"The smallest particle diameter is {1e3 * np.min(d):.2f} nm.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc702b15-38d0-4fb8-a689-380736cb572b",
   "metadata": {},
   "source": [
    "With the diameters and positions of each particle, we can generate the particle geometries. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e9ef8bd0-078b-430b-86bd-b13c6fa8d7bb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-15T13:34:56.582120Z",
     "iopub.status.busy": "2025-05-15T13:34:56.581994Z",
     "iopub.status.idle": "2025-05-15T13:34:56.586193Z",
     "shell.execute_reply": "2025-05-15T13:34:56.586012Z"
    }
   },
   "outputs": [],
   "source": [
    "spheres = 0\n",
    "for x in range(Nx):\n",
    "    for y in range(Ny):\n",
    "        spheres += td.Sphere(center=(X[x, y], Y[x, y], d[x, y] / 2), radius=d[x, y] / 2)\n",
    "\n",
    "disordered_particles = td.Structure(geometry=spheres, medium=Ag)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4eb89bf8-8bdf-41ff-b10d-d2c5557ed82d",
   "metadata": {},
   "source": [
    "For excitation, we will add a [PlaneWave](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.PlaneWave.html). We will also add a [FluxMonitor](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.FluxMonitor.html) to measure the reflection spectrum. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "75a1a468-508f-429a-88a9-66f1232f0b00",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-15T13:34:56.587166Z",
     "iopub.status.busy": "2025-05-15T13:34:56.586988Z",
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     "shell.execute_reply": "2025-05-15T13:34:56.588807Z"
    }
   },
   "outputs": [],
   "source": [
    "# define a plane wave source\n",
    "plane_wave = td.PlaneWave(\n",
    "    center=(0, 0, lda0 / 4),\n",
    "    size=(td.inf, td.inf, 0),\n",
    "    source_time=td.GaussianPulse(freq0=freq0, fwidth=fwidth),\n",
    "    direction=\"-\",\n",
    ")\n",
    "\n",
    "# define a flux monitor to measure reflection\n",
    "flux_monitor = td.FluxMonitor(\n",
    "    center=(0, 0, lda0 / 2), size=(td.inf, td.inf, 0), freqs=freqs, normal_dir=\"+\", name=\"R\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a49730be-590d-4c10-837d-3bd21f0b26d1",
   "metadata": {},
   "source": [
    "The goal is to investigate the reflection spectrum as a function of both wavelength and the spacer layer thickness, which requires us to perform a parameter sweep on different spacer thicknesses. To do so, we define a function `make_sim` that takes the spacer thickness as the input argument and returns a [Simulation](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.Simulation.html) object.\n",
    "\n",
    "Usually we recommend leaving at least half a wavelength of spacing between any structures to the PML boundaries to avoid evanescent field from leaking into PML and causing the simulation to diverge. In this case, we recall that the skin depth of silver at the visible range is in the order of 10 nm. Therefore, including more than half a wavelength of silver mirror thickness in the simulation domain is a waste of computation and cost. Instead, we only need to leave about 100 nm of silver mirror. \n",
    "\n",
    "Since the nanoparticles can be small, we will need to use a fine grid to resolve them. We use a [MeshOverrideStructure](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.MeshOverrideStructure.html) around the nanoparticle region so the grid size is 2 nm. Outside of the nanoparticle region, we can use a coarse grid to reduce the simulation cost.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ef9d54dc-74f5-4a7e-be4d-c42e858d1662",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-15T13:34:56.589803Z",
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     "shell.execute_reply": "2025-05-15T13:34:56.592054Z"
    }
   },
   "outputs": [],
   "source": [
    "def make_sim(t_spacer):\n",
    "    # define the spacer layer\n",
    "    spacer = td.Structure(\n",
    "        geometry=td.Box(center=(0, 0, -t_spacer / 2), size=(td.inf, td.inf, t_spacer)), medium=LiF\n",
    "    )\n",
    "\n",
    "    inf_eff = 1e3  # effective infinity\n",
    "\n",
    "    # define bottom silver mirror\n",
    "    mirror = td.Structure(\n",
    "        geometry=td.Box.from_bounds(\n",
    "            rmin=(-inf_eff, -inf_eff, -inf_eff), rmax=(inf_eff, inf_eff, -t_spacer)\n",
    "        ),\n",
    "        medium=Ag,\n",
    "    )\n",
    "\n",
    "    # add a mesh refinement region around the nanoparticles\n",
    "    refine_box = td.MeshOverrideStructure(\n",
    "        geometry=td.Box(center=(0, 0, d0), size=(td.inf, td.inf, 2 * d0)),\n",
    "        dl=[2 * nm, 2 * nm, 2 * nm],\n",
    "    )\n",
    "\n",
    "    mirror_thickness = 0.1  # silver mirror thickness to include in the simulation domain\n",
    "\n",
    "    # simulation domain box\n",
    "    sim_box = td.Box.from_bounds(\n",
    "        rmin=(-d0 / 2 - spacing, -d0 / 2 - spacing, -t_spacer - mirror_thickness),\n",
    "        rmax=((Nx - 0.5) * (d0 + spacing), (Ny - 0.5) * (d0 + spacing), 0.6 * lda0),\n",
    "    )\n",
    "\n",
    "    # define simulation\n",
    "    sim = td.Simulation(\n",
    "        center=sim_box.center,\n",
    "        size=sim_box.size,\n",
    "        grid_spec=td.GridSpec.auto(min_steps_per_wvl=30, override_structures=[refine_box]),\n",
    "        run_time=8e-13,\n",
    "        structures=[disordered_particles, spacer, mirror],\n",
    "        sources=[plane_wave],\n",
    "        monitors=[flux_monitor],\n",
    "        boundary_spec=td.BoundarySpec(\n",
    "            x=td.Boundary.periodic(),  # set the boundary condition to periodic in x and y\n",
    "            y=td.Boundary.periodic(),\n",
    "            z=td.Boundary.pml(),\n",
    "        ),  # use PML boundary in the z direction\n",
    "        shutoff=1e-7,  # lower the shutoff level to capture more accurate result\n",
    "    )\n",
    "\n",
    "    return sim"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a603d581-4c39-4e01-bb6c-d349799bee06",
   "metadata": {},
   "source": [
    "To ensure the simulation setup is correct, create a sample simulation and visualize it. We confirm that the simulation setup looks correct.\n",
    "\n",
    "As expected, we get a warning about structures being to close to the PML boundary even though in this case we don't worry about it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "047a5389-57ae-4b27-9ae4-9d7692bac460",
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       "\n",
       "    <div class=\"simulation-viewer\" data-width=\"800\" data-height=\"800\" data-simulation=\"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\" ></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",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim = make_sim(0.15)\n",
    "sim.plot_3d()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8d047c78-5f51-47fc-bc37-f9e8ba4a4d50",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-15T13:34:56.681781Z",
     "iopub.status.busy": "2025-05-15T13:34:56.681695Z",
     "iopub.status.idle": "2025-05-15T13:34:56.787624Z",
     "shell.execute_reply": "2025-05-15T13:34:56.787165Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the FDTD grid\n",
    "ax = sim.plot(z=d0 / 2)\n",
    "sim.plot_grid(z=d0 / 2, ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "600ac66b-a78d-4a5e-bf9b-f805f964b246",
   "metadata": {},
   "source": [
    "## Parameter Sweep\n",
    "\n",
    "Now we are ready to perform the parameter sweep. We will sweep the spacer layer thickness from 50 nm to 300 nm. \n",
    "\n",
    "To avoid seeing many warnings from each simulation, we set the logging level to `Error`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bab62e6a-8521-42ca-b326-89897c9c5432",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-15T13:34:56.788660Z",
     "iopub.status.busy": "2025-05-15T13:34:56.788573Z",
     "iopub.status.idle": "2025-05-15T13:36:11.217572Z",
     "shell.execute_reply": "2025-05-15T13:36:11.215951Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d2c9868287f740dc873d1424a5a4bb77",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">22:07:59 CEST </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">26</span> tasks.                     \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m22:07:59 CEST\u001b[0m\u001b[2;36m \u001b[0mStarted working on Batch containing \u001b[1;36m26\u001b[0m tasks.                     \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">22:08:23 CEST </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.821</span> for the whole batch.               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m22:08:23 CEST\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.821\u001b[0m for the whole batch.               \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>Use <span style=\"color: #008000; text-decoration-color: #008000\">'Batch.real_cost()'</span> to get the billed FlexCredit cost after   \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>the Batch has completed.                                          \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m             \u001b[0m\u001b[2;36m \u001b[0mUse \u001b[32m'Batch.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit cost after   \n",
       "\u001b[2;36m              \u001b[0mthe Batch has completed.                                          \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6c7b66e4d10541bea476399f91e41e8c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">22:08:40 CEST </span>Batch complete.                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m22:08:40 CEST\u001b[0m\u001b[2;36m \u001b[0mBatch complete.                                                   \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "338a2f71472d484493abe6f32947097c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# change logging level to avoid warning\n",
    "td.config.logging.level = \"ERROR\"\n",
    "\n",
    "t_spacer_list = np.linspace(50 * nm, 300 * nm, 26)\n",
    "\n",
    "# batch run simulations\n",
    "sims = {f\"t_spacer={t_spacer * 1e3:.0f}nm\": make_sim(t_spacer) for t_spacer in t_spacer_list}\n",
    "batch = web.Batch(simulations=sims)\n",
    "batch_results = batch.run(path_dir=\"data\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef29cb57-d628-4eb8-bc45-fb3d7b2841ad",
   "metadata": {},
   "source": [
    "## Result Visualization\n",
    "\n",
    "After the parameter sweep is done, we can extract the reflectance from each simulation and plot them in a 2D false color map. The result reproduces Fig. 2f of the referenced paper. Here we see two reflectance peaks corresponding to the first and second order modes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "76575f3f-f3e3-44c6-b246-e63111fa77b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-15T13:36:11.481249Z",
     "iopub.status.busy": "2025-05-15T13:36:11.481189Z",
     "iopub.status.idle": "2025-05-15T13:36:18.613585Z",
     "shell.execute_reply": "2025-05-15T13:36:18.613154Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# batch results processing\n",
    "R_2d = np.array(\n",
    "    [batch_results[f\"t_spacer={t_spacer * 1e3:.0f}nm\"][\"R\"].flux for t_spacer in t_spacer_list]\n",
    ")\n",
    "\n",
    "plt.pcolormesh(\n",
    "    ldas * 1e3, t_spacer_list * 1e3, R_2d, cmap=\"seismic\", shading=\"gouraud\", vmin=0, vmax=1\n",
    ")\n",
    "plt.xlim(380, 700)\n",
    "plt.xlabel(\"Wavelength (nm)\")\n",
    "plt.ylabel(\"Spacer thickness (nm)\")\n",
    "plt.title(\"Reflectance\")\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b654b879-7aaf-4c55-920e-09d0c5e2ca12",
   "metadata": {},
   "source": [
    "Finally, we will calculate the chromaticity coordinates for each spacer layer thickness. One can calculate chromaticity coordinates (CIE 1931 ($x$, $y$)) from a reflection spectrum by simulating how that reflected light would appear under a given illuminant (e.g., D65) and observer color matching functions:\n",
    "\n",
    "$$\n",
    "X = \\int R(\\lambda) S(\\lambda) \\overline{x}(\\lambda) \\, d\\lambda,\n",
    "$$\n",
    "$$\n",
    "Y = \\int R(\\lambda) S(\\lambda) \\overline{y}(\\lambda) \\, d\\lambda,\n",
    "$$\n",
    "$$\n",
    "Z = \\int R(\\lambda) S(\\lambda) \\overline{z}(\\lambda) \\, d\\lambda,\n",
    "$$\n",
    "\n",
    "$$\n",
    "x = \\frac{X}{X + Y + Z}, \\quad y = \\frac{Y}{X + Y + Z},\n",
    "$$\n",
    "\n",
    "where $ R(\\lambda)$ is the reflectance spectrum, $S(\\lambda)$ is the spectral power distribution of the illuminant,  $\\overline{x}(\\lambda)$, $ \\overline{y}(\\lambda)$, $ \\overline{z}(\\lambda)$ are the color matching functions. This calculation can be done conveniently by using the Python library [color](https://github.com/colour-science/colour), which can be installed by `pip install colour-science`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6319be35-73d0-4f45-aaff-ce90ae4e50a2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-15T13:36:18.614919Z",
     "iopub.status.busy": "2025-05-15T13:36:18.614816Z",
     "iopub.status.idle": "2025-05-15T13:36:19.062540Z",
     "shell.execute_reply": "2025-05-15T13:36:19.062083Z"
    }
   },
   "outputs": [],
   "source": [
    "import colour as clr\n",
    "\n",
    "\n",
    "def reflectance_to_XYZ(ldas, R):\n",
    "    \"\"\"\n",
    "    Convert a reflection spectrum to CIE XYZ tristimulus values.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    ldas: Array of wavelengths in microns.\n",
    "    R: Reflection values corresponding to `ldas`.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    Tristimulus values (X, Y, Z)\n",
    "\n",
    "    \"\"\"\n",
    "\n",
    "    # convert wavelengths from microns to nanometers\n",
    "    ldas_nm = ldas * 1_000\n",
    "\n",
    "    # determine spectral sampling interval (assumes uniform spacing)\n",
    "    step_nm = ldas_nm[1] - ldas_nm[0]\n",
    "\n",
    "    # define the spectral shape (start, end, interval) for alignment\n",
    "    shape = clr.SpectralShape(ldas_nm[0], ldas_nm[-1], step_nm)\n",
    "\n",
    "    # create a spectral distribution object for the reflectance\n",
    "    sd = clr.SpectralDistribution(dict(zip(ldas_nm, R)), name=\"reflectance\").copy().align(shape)\n",
    "\n",
    "    # load and align the color matching functions to the same shape\n",
    "    cmfs = clr.MSDS_CMFS[\"CIE 1931 2 Degree Standard Observer\"].copy().align(shape)\n",
    "\n",
    "    # load and align the standard illuminant (e.g., D65) to the same shape\n",
    "    illum = clr.SDS_ILLUMINANTS[\"D65\"].copy().align(shape)\n",
    "\n",
    "    # compute the tristimulus values (X, Y, Z) from the reflectance, CMFs, and illuminant\n",
    "    return clr.sd_to_XYZ(sd, cmfs=cmfs, illuminant=illum)\n",
    "\n",
    "\n",
    "def reflectance_to_xy(ldas, R):\n",
    "    \"\"\"\n",
    "    Convert a reflection spectrum to CIE 1931 chromaticity coordinates (x, y).\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    ldas: Array of wavelengths in microns.\n",
    "    R: Reflection values corresponding to `ldas`.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    Chromaticity coordinates (x, y) in the CIE 1931 color space.\n",
    "\n",
    "    \"\"\"\n",
    "\n",
    "    XYZ = reflectance_to_XYZ(ldas, R)\n",
    "\n",
    "    return clr.XYZ_to_xy(XYZ)  # convert XYZ to chromaticity coordinates (x, y)\n",
    "\n",
    "\n",
    "# calculate chromaticity for all spectra\n",
    "chromaticity_xy = np.array([reflectance_to_xy(ldas, R) for R in R_2d])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d14e8d08-aec6-4cee-af2b-da36483257e8",
   "metadata": {},
   "source": [
    "Finally, we plot the CIE 1931 chromaticity diagram with the sRGB color gamut as a reference. The chromaticity of the disordered plasmonic system is plotted as black dots. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c8d7db46-169c-4fb9-85fe-1313e7ddea30",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-15T13:36:19.063988Z",
     "iopub.status.busy": "2025-05-15T13:36:19.063908Z",
     "iopub.status.idle": "2025-05-15T13:36:19.442718Z",
     "shell.execute_reply": "2025-05-15T13:36:19.442231Z"
    }
   },
   "outputs": [
    {
     "data": {
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27HpgduD7NsB0L/xEG36EEzbRPmQzm/iBaSm/Y+Aaa1drFq41013j2Z1lw3f17sFoVwDbT7EC7O6FH2fTvtkJM9b25Z7tfjbuIC/8T+51bEdZrW5WYBngM4n2WU38sW3LAvXJauL/rI3zr9dpNvyPkXvXOL+VX2R1jSjaxG8FmUl5RpqhJn4DfNUL/zdwb+A6dwW6uvzH/nG5sRO2q70/fuOE1X4X5zhhZeAZ2z/3C074hlboX+DZjvPK3tCKovOcsGgTv9+NyP5BWLHXreTZirN/C3CLc5z1Tv2n3wwPvCuxS1Fm9yB7vga40vsO53h2uc9s591/hmf7a//6OfW6OFCn0DP6fdb+re36/pvZtIk/zFT72aoHAPvy2zew/b0NeWOM+bf9y/kLtjl1exE5wHqh+qzI8bnE1uFI2wGfiF3bEJEv2b/sv2iMWd6GLGtTq0yxn0fYh++NIrJpbQPus7a1ZqS9rcfvbC+/MzPK+pUxpuIc72t/gJd4ZVXsd7GnPeeN7V/xv695g6zdJtbjsZOIbBMr1Hq032gH5GEF83nAPBE5M3VEqOsZt90dplnR/ZqA+U3GmNlO2geBFfYv7NrAkulW9D3t2D1qzymr7Gn2/G8FdhSRaZ75k8YYP493APNsv8Banmus5yOP2r2R9zuuxU/1wn0Pb+0eeYf9rN3H77TeyxBHWG/DY969crON39Ozv9UY84gXdrP1cL63FmC/x32tN6OdZbVKO5+d34w8O5e2IW/ss68LON921dheRD4OHG/jQ8/EL9o/GD5qPVbj2twS2ez182eF+UftN+txhdvVRUS2soPILjDGDF5X+7u/0bnXXc517CrAvfaP7vOc8OXADLcOxphKrQXAdrPa2F67eyPPohQOtf2nv2mMqboRLXjZL7TN8C9ywo6yQuzWJvOs4b+3giQ+s2tdcoq8yxpmD/LKqrX4/ssGhb6Xpr7/ZtAm/jAr7GfmTZTIXGPMTW3IJ4vD7YvqfHtcAX5k3f0v9Y2NMU85zceXiMgvgZtE5KXD0cwvIu+1oy/PM8b4TU7NMtl+1h7kO9kf8cKI/eb2czv7OcuNNMYstf1yQjzpHe9kP28O2OLcPy+2P9z/s1usXs9G4jDGdNnuCJ8Xke2swP6c7brQZZtXMhGRg6zdq7y+m6EH+NOBsGW2aRtgM/vifjxgN8N/odlpeL5h+0pP9Oyn2XOo4V9n7Pc1K/CymRGw9andG3m/45iQ9c9xtvUU1KYsusw2WZ4LfFdE/mY9OX9wXpY7We/yIsJs7h03XANjTL+IXAEcKSIbGGN6bDeMTk+gtlxWCPuHhCvWel0x49HOZ+d/h/PZaYyZb/uC/9ZpCl5hm7d/44gJN83giG8Ruch6Ki+wzb/twL1+qX/Id/v9q73frIv/ndeeh6Hf06PAdBGZZIxZ7YT7z4guWwe/61aX/WN8EBH5kO1+8DJ7/8bqlcqL7G+ynX9oXQb82IrSb9r7/yDrqWxW9Nbw31tBEp/Z29lz96/dLOI0XGf7h8LXrdfUf0b4TgRa+f6LogI1gDFmhYg8Z/sXjXmMMc8Cu9v+X1sCj9uH73MJ01lhvVMfA94W8oK1gu0MfqFtjvxEG7OufTe1H2PJitOjIvaxl3YKvmivecs+YJunfPo9ux9kXNesh0kd9g+L823/2yfsuWYKVBF5q+3LdJv1DM2znvUPWw+6TyUQhtNfKRnrgfib7abwWeuB6LUi9qTA1Cpt/ePIGNMlIvNsc2UWuwLP1gadZWXp5b9WRN5mPZMHWo/Ge4GbRWQ/610o2aa52JRoz3jHsWtwqW2qPwC42vY7e8wY84Bj066yfH4CfMg5vjVj2rvH7OcrE/MeVWwf5B1tfSfZKf1q8wtnPjuNMb0ici3wRRGZ0KY/7t3rF+w3HSD2mw3RjjqGyst9bojI0VbMX21bhRbadKc4A0JHHWPMMjun+VHWi/9uKxIvakP2/nurgSae2UUIff+/B95sv5P77R9mJdudJdQy1NT33wwqUONcB3xcRHYzxuTNuzcmMMY8XvP6iMjL7RRUF+SnHPSOhP5aaho7IvUq2wTwHmNMf0KylHwn2z5Bz9i/8rHerX2AO3JeFDXP8YvdvybtiMWQxyFErQl8YY6H5wn72ddOT5B9gM72/oCK/WV/ONBt+3b21AJF5MNNFr/IPuR2CsT53vqD7YP9ELc7gDtqN4GngFeIiHjei4aWgQjX2XlzdzfG3O5H2pfB9rZLjM9OnsfhxfaBPThoxHpK/2a3z9quLN+2ovUme6/8P9t3rBXvy232RfVeEbnddh35tmfTrrJ8vue9nGMtDRhjZorIDNvt4URjzJhf5cj+IeF6Rvexuym/2Qn2JTylTeLvj1awHV1AoLZC7XkY+j29DFjseU9b4d32mXiYe3/aOXNdity7s+1v8uUF5zPNK+NC4BoReb0Vqv8xxjyckyaF2iDWLEdQ6jP7KXvuO3itPS9OrYztPrA38HVjzDed8NDzfcTRPqhxvmdHXJ8rIlv4kXaFqRNHp2rZ2P5w37OdlH/hhDdMnWH5qP3B/ruNddjZek3n2MEdbfGO2VHdv7VzHX7bedD93nbY/mogTYeI1KaC+Zv1cPpTHX26QDVusE1xX7KT6fvlbcbAi2+h7Zx/nO3rFbTLONf/FxrFbJv6X+41y622cRt65hX73dZNORMY0Z2EfZnfABwqIts6ee7sLQqB81e160WZZj0BqfzZerQGm1BFZGLCAhk1vm+FwzmBaVM2tr+PNU4/X5dPeccn2M+/OOl9ai/JWrPc7+1E3R/zDe0UMZP88BBWCP/Biv4PWOfCZZ5ZW8oKlP2IMeYmZ7svJ8nXbdPeuSLS4ASxKy0d1Exdhhv7m/yCHdh4kxPuN33WfmuHA8/Y33rLWGfI9cCxItLwG7VTNf0gnLqp8ubZe/ZD7rNDRF5h+9r+uV1lRZ4Hb7Tdf1xqsyj4z7IQV9tm7q/5/cD91RE9aqI7VsZfbL/vL9iuci17T0XkSNsl6E5jzN8yTFOf2TWRe7wXfgLpNHwnls8UyGPYUA9qBGPMbHtDXQY8KiLuSlJvtgMSUryTL7FNGz4LjDFZ00wgIp+2P6Bak9PBIvICu3+m7Z+IiPzETh1yv+3XcyTwBuBDrufKzhv6FvsAfNqKvMOB19v8ZjllT3Nu9Nq0OZ8WkeXAcmPMz4ggIlPsj2cj++I/0HtWzE70Sm/jXLvJVpQdYbsx/NAYM+j1MsbcKiLnAKfY5ev+aptFdrJpTrR9AxfY6/W/tnnueut1OsA+kHL/erddQD5phfK/ReRS61nc1jb13uEI3k/ZqUv+KyK/sh6ELexD+QW27Bj7At+w9fxXbUJ5O5J/A2/VqJpo+KmI3ABUjDGX2j8SPgtcLyIX2z5Gn7JNTHlN3zG+bpuz/yEiZ9vnyAl2Oik3z7/aJv0/2u9mshVPC613P4Vf2Wt5oYi81noRP+C8xDIxxjxu+739zn4H/kpSmwLvdweGOezg3CO7Wa/WxU6z+tdsE/+frDdjc/uymFubY9DeI+8BfmE9x3fYF8/LbPh028KQwmX2On/D9s981ItvZ1lNY4y5zE5F9mU7xdslzkpS+1uPTUpT5Vsjc04+aAfxBCny7BKRW+3KVLPsc+Xj9j49yBt08xcRmWsHQS60v/UP22fze73yd3Wmi3oxME1Eal1xHjDG/DHnvD9ofztXisgf7R/Vq+2z7H32t9MwF2oLnGwF2Z3291GbZqqrzSvTXWf7Tl8lIn+ynr9P2P6jtb6Zta4zj9jWgpl2UNxDxpiH/AyNMbNE5NvWMfEPEbnSzq7wejsl3SmRusy2fXw/ISIr7fW9yxjzpM23zz7XP21F3CUFz/XdIrLK6oXaSlJvsV1IjshJm/TMNsbcZ/umf8b+8V2bZqq2FG7qu+w2O8ah046H2M9+N6NPK1MAPB82+1D4pX2p9VjP2e32xnWnDio6zdQtCWXPyUi/vWN3jNN3ZIX9y3/PQH772iakZ61wqJ3LMe6UHKZ+WpLQljltSk5akzL1hHfuVfuwfMh+F2/ISPcx+xJeY8/vQeB0dzUw+9L+phU7a+wL4GVWoP7cu64GeF2krD2seFluvXSz7BQfr/XsdrSDLubZ6z7Xfg8NK8V46XawYuROOw1Mn305Xud/v/acfmrjq95ULB+x/em6bZeIY0KrPhFZ+cx+Fxd4YW+z17nHPuyPi+R5sH0or7W/oc/bF7t/D0enFbNi4Br7EllkBzDUpg/LnPbFyeOVdtT2c/Y7mGePXxGwrU2nsrOdN3CFfUme6U4pZJvZr7a/px77eTGwk5dfpz3vh+x3sNReu695q4EFr78TL/YPSwN8OWLTlrLasTnXx713r61NDec9K4pMM5W5wlCRZ5cdTDrbXquF9g+ZHQN5fso2uS/yzuWtAdtjMspPmnbHisT/Be62A2p67G/4p940cMGVpALTMTVcZ89+b/suWGOftdcCO0d+F5t64bE63GKFpXv/nmJ/6922xe7AyDRLuznPl8HvPLZanX2m/Nu5529xVyz0p5kyQ1OiPWy/T+NPOWVFrgFuKHDPn+p932ttV7Q/2jpuEEgTOv/UZ/ZEO8XgEnufXGUFqvGmfcpa4WobO7hzmX2X/d7+EWQiU1U19f03s4lpa1clRVk3sc1by+x8sn7fPkVRFOV5hIj8P+v4+aAxpsjCCaOKbUH8D3C0Xb1qnUX7oCrPO2w/Vp9an5tbRrg6iqIoytjjY7ZV8soE21Eh411WtQMr12m0D6ryfOS9InKMHQCwyq5C9X7gr8aYhnXvFUVRlOcHInKwHe/wcdsNpl2zGAwHn7d98/9uB/8eYLdfGmP8aeXWObSJX3neISKvsbMcvMqu3LIAuMI274/5aXEURVGU4UFE5tiBrDcAHzDGtGNVtGHBzjP+dSuoJ9s+6r+1M9y0ZVrH0eR5L1DtVBRbt2lpPkVRFEVRFCWbKcBzWXM2axP/gDidO9qVUBRFURRFeR7xgqylvlWgWs/pM888w9SpU0e7LoqiKIqiKOstK1as4IUvfCF5LdcqUC1Tp05VgaooiqIoijIG0GmmFEVRFEVRlDGFClRFURRFURRlTKECVVEURVEURRlTqEBVFEVRFEVRxhQqUBVFURRFUZQxhQpURVEURVEUZUyhAlVRFEVRFEUZU6hAVRRFURRFUcYUKlAVRVEURVGUMYWuJPU84dFHH+XPf/4z9913H729vSxYsID+/n4qlQrVapVqtcpGG23EihUrmDBhAtOmTWPTTTdlq622YrvttmP33Xdn5513plTSv2kURVEURRlexBgz2nUYVURkKtDV1dW13ix1Wq1WufHGG/ntb3/LnDlzWL16NeVyeTB+rVnLBJnQkG6VrGKymdwQXqlUKJVKVKtVJk2axI477shuu+3GIYccwjbbbDPs56MoiqIoyvrBihUrmDZtGsA0Y8yKmJ0K1PVIoM6cOZPvfe97/Pvf/0ZE6K/201nuBMAYQ7fpZs1Ga1iz3Rqqk6tUJ1YxEw3VSVWqk6sYMXQs6qDz2U46F3Yybtk4Old3IhVhcnUyItJQ5tSpU5kyZQoHHXQQRx99NBMmNApfRVEURVEUVKCms64L1N7eXs466yyuvPJK1qxZMygiq9UqSzZdQvcO3ax+y2rW7r+W6ubVpsuRpcLEP01k0j8mMWnmJCZ1TWKD8gasMWuYKBPBelqnTZvGW97yFo499lh22GGHtp2noiiKoijrPipQE1mXBerPf/5zLrjgAnr7eimXBprwV7OaxW9dzNLPLaW6TfOCNIXy7DJTfjeFaf+YxrTF0wa9tViP7aRJk3jTm97ESSedxFZbbTWsdVEURVEUZeyjAjWRdVGg3nfffZx00kmsWbMGgJWykjVbr2HxJxfTvX/36FSqFyZdMYlpV01j2uxpSFWYUB5o7q9Wq0ybNo13vetdfPzjH2f8+PGjU0dFURRFUUYVFaiJrEsCdeXKlXzqU5/ioYceolQqYYxh4dYLmffzeVReUBnt6tXR+c9ONvnFJmzy0CaMLw0J0kqlws4778yxxx7LXnvtNap1VBRFURRlZFGBmsi6IlCvu+46vva1rw1O87SytJJnvv4Maw9cO9pVy6YKE6+YyCYXbMJGz21EZ7mTtaW1TKhOoKOjg3e9612ceOKJ6lVVFEVRlOcBKlATWRcE6imnnMINN9zA2vJaxvWPY+6Bc1n6zaXr1jILBuiGaWdNY+PrNmajlRsNDuiqVCrsuuuufOUrX2GnnXYa7ZoqiqIoijJMqEBNZCwL1P7+ft7//vfz5JNPArBs/DLmXDKH6gurA4IPoHHmpzRMwbTtKM9JP+7ucWx2+mZs+sSmdJQH1ouoVqu86EUv4thjj2X69OlNFqQoiqIoylhFBWoiY1WgLl68mMMOO2xwINS8Hefx3MXPDaz95X5lzQjGZtK3UmZGWukSNjptIza/aXPGV8aDQLlUZvz48Rx//PEceeSRBQtTFEVRFGWsogI1kbEoUP/73//y4Q9/GKxX8an9n2Lpd5bWGxX1gPqMsgc1xMRLJ7Ll2Vuy4eoNB5v/S6USRx55JP/zP/+jy6wqiqIoyjqOCtRExppAvfvuuzn55JNZvXo1fZU+Zp80m9UfXN1o2KpgjNGq8G0DG/x9A7Y8bUs2XrzxoCg1xnDYYYfxhS98gY6OjtGtoKIoiqIoTaECNZGxJFCffvppDj30UESEFeNW8PSPnqZ3t96w8XAI1Fa7DrSzDgKdD3ay+dc2Z7OnN6O71M0kJlGtVjniiCP4whe+oB5VRVEURVnHUIGayFgRqCtXrmTvvfemWq3SW+nlsV8/Rt+r+uIJhtODOhz5FinfK7v8dJlNv74pW92/FeXywIpZxhiOPPJITjrpJBWqiqIoirKOoAI1kbEgUPv7+9lnn31YtWoVlUqFx779GN3vGMEVocZAs34K5afLbHHyFmz++OaDS7sCHHPMMRx//PEqVBVFURRljJMqUPWNPgZ4z3vew6pVq6hWq8w+bjbdB4zwcqXiNe+PUSrbVnjusuf47+X/Zf5286lUB1bPOv/C89ltt924/PLLR7uKiqIoiqK0ARWoo8ynP/1pnn76aQCe2v8pVh63cuS9meuIB7VG5UUVnr3iWR669CHmbTcP02eoVCqcfvrpvP3tb+f2228f7SoqiqIoitICKlBHkd/85jfc8c87AHj25c8OTCU1GkJxHRKnLv0v6ee5K57j4XMfZvGGizHGsHr1ak488UQOPPBAZs6cOdpVVBRFURSlCbQP6ij1QV2wYAH7778/IsKirRcx99q5Y/PPhXZ5V0fASzvhTxPY5tvbMK13GtglVN/whjdw+umns+GGGw5v4YqiKIqi5KJ9UMc4xxxzDOVymT7Tx3MXPDc2v4l2/+0yzH8LrT1wLbP+OYsZx81gNatZW17Lfffdx5577smpp55KtVod3gooiqIoitIWxqIsWu8555xzWLRoEQBzjn+K6qZjVDhJG72e7cwrh1UfW8Vj/3qMBYcsoKfSQ7lc5rrrruONb3wjv//970emEoqiKIqiNI028Y9wE3+tab9cLrNw80U88+dngWpx9+Joz1e6jiDLhS3+Zwu2fGjLwamppk2bxg9/+ENe9apXjXb1FEVRFOV5hc6DmshIC9R3vOMdLFy4kJ5KD4/c8ATVzfuBihWppAlVFaeF6fxvJ1t/dms2XbYpAOWOMi99yUs588wzaz8URVEURVGGmXW2D6qIfEpE5ohIt4jcJSJvyLH/jIjMEJG1IvKMiJwhIuNHrsbp/OpXv2LhwoUAPPXJ+VQ3LwFloMN+ltJU5wg2l68v9L2yj6dufIpHT3mU5Rssp6+3j0ceeYQ99tiDH/7wh6NdPUVRFEVRHMaUQBWR9wI/Ar4BvAZ4ALhBRDaP2B8JfNfa7wx8FHgv8J2Rr302XV1d/PznPwdg0WZLWPnxiidOO9IFaqsYZ3uesebwNcz+x2zmHDiH3kov5XKZSy65hLe85S06f6qiKIqijBHGVBO/iNwF3GOM+bQ9LgHPAGcaY74bsP8ZsLMxZm8n7IfAG40xuyeWOSJN/Mcccwz/fuA/9HT0Muu6JVS3MLZZv7ZVgFpzf8WmGqbvRrsIAFBaUGKr47di8yc3p1QqUa1W2XHHHfnlL3/JxhtvPNrVUxRFUZT1jnWuiV9ExgGvBW6qhRljqvZ4t0iyfwKvrXUDEJEdgXcAfx6xiifw7LPP8sADDzCu3Mni/VZR3aLWnF/7dJv6O4o3+RdFuwgAUN2iyrNXPMsjP3yErs4uSqUSM5+ayd577833v//90a6eoiiKojxvGTMCFdjUqrIFXvgCYMtQAmPMxcDXgNtFpA+YDdxijIk28YvIBiIytbYBU9p+Jh4nn3wy5XKZtdVuln696ojSmjB1t5BAtWrSbZZf15roU+s7CufUs2cPs+6YxazDZ9FX7aNcLnPZZZex++67c88994x8hRRFURTlec5YEqiFEZE9gC8Bx9s+q4cBB4rIVzOSnQJ0Odvc4azjnDlzePTRRwF47l0rYVzMexryoJaHBKpxXJ7rkjClQH2N9zmSCHR9sYuZ189k3vbzMMbQ3d3NcccdxzHHHMPq1atHoVKKoiiK8vxkLAnUxbbz5RZe+BbA/Eia/wN+a4w51xjzX2PMVVawnmL7r4Y4DZjmbC9o83nU8fnPf55yucwas5blp4jnFS1FNtej2jkgWMUKWnGE6rrSTJ9aT/E+RxJbZnWzKs/94Tke+e4jrCytpFQq8dBDD/HWt76Viy66aBQqpiiKoijPP8aMQDXG9AL3Ae6Ap5I9vjOSbKIzgWiN2gijoMwxxvQYY1bUNmBl207C4/HHH2fWrFkAPPfeNdBRzhGmvjj1vKlSGhKp64o4XZdwrmn3vt3M/NdMntz3SfoqffTQwxlnnMH06dN5+umnR7OWiqIoirLeM2YEquVHwMdE5EMisjPwc2AS8GsGBOuFInKaY/9H4JMi8j4R2UFE9rVe1T8aYyrxYkaGk08+mVKpxGrW0PW5kDj1j93m/9CAqdK6OcLJRPZT7EeTEiw9bSkPX/UwXdt2ISIsWbKEd77znfzf//0f1eoYXaJWURRFUdZxxpRANcZcBnwO+CZwP/AqYH9jTG3g1LbAVk6SbwE/tJ+PAOcBNwDHjdIpDPLwww8Petqe+0A3lFxx6Tfxp3hVQ/1TR2je1FaRyH6K/Rigsn2FZ69+lhmfmkF3tZtyucw111zDW9/6Vv7zn/+MdvUURVEUZb1jTM2DOhoM1zyoH/rQh3j44YdZJWuYcVfV/ingzpBf9Y79sGrjZqogFWfeVDcuQdil2LRKrIx2z73qljMS52WRlcKWH9+SLWdsOTh36t57781pp51GR0fHyFRCURRFUdZR1rl5UNcnFi5cyIMPPkh3fw/PfbAnx3ua5UV1+qOa2meH10+1VD/CP0ZNxA3n3yOxMtpZpj9d1Uicl1vcFMO8S+bx6OmPskpW0Wt6ufnmm3nzm9/MrbfeOjKVUBRFUZT1HBWow8B3v/tdyuUylGDlp8YHxGlo8/uYeqJVQn1Uy8Wa+4fb0xgTiu0s083LnZZqhLsFdO/bzYw7ZzB/r/lUTZVqtcpJJ53ERz/6UXp7e0e2MoqiKIqynqECdRi47bbbAFj0mm4rLLMEqR+f0Q9VSna6KW+kvzjTUMWUWjvGVqV4Kd1yTCS8HaT0ax1ur2oHLPnhEh455xFWdKygVCrxwAMP8OY3v5kbbrhhmAtXFEVRlPUXFaht5oorrgCgWq2y5IvjBqaEMkVFaZZY9aehcgdQjaFBU8PV9O7nm9LvtkjeTdD7+l4e/+fjzNlzDv2VfgBOOeUUjj/+eLq7u5vLVFEURVGex6hAbTO//OUvAVg2bTWVF3c64rTIltc3NU+wDsMI/6LiTYap6d3NNyvvZgZltSKoS7Dk+0t45DePsHyD5fRX+7nzX3ey++67c/PNNzeZqaIoiqI8P1GB2kbmzZvHokWLAFj8QSsQxW4NXtPEzSQOogpO7p8xb2ozgrNouuFy5qYISf+0U+dibbHOfbv2Mfsfs3nmnc9QmyHjc5/7HMcddxz9/f2tZa4oiqIozxNUoLaR0047jVKpxNpqN6s+NCFBfOZ4R4PiVBxxmjdXainsSc0SaP4oeT/NWOhBUNQz6w6mMl7YcFCC5d9YziO/foSuzi5KpRL33Xcfb37zm/nXv/41jAUriqIoyvqBCtQ2Ua1WueOOOwBY/IbeyNRSoab8ok3+RZr5fRE7FtTl84e+V/Ux645ZPLX7U1SqFarVKscffzxf+tKXdBUqRVEURclABWqbuOyyyxCRgcFRX5qUJjolxyYYn9I3NdTc74hVyRCqsb6d7R6F3wpF6xE7n5GgBIt/vJhHznqElaWVGGP481/+zFvf+lZmzpw5QpVQFEVRlHULFaht4uKLLwZg2UZrqGzb2Vx/05DolIQR/qbWHSA2wj8wcCom0GJN/Cn4zed+k3qs68BITLLvX+YYWd0b8sg4l97depl5+0zm7j6XkpTo6enhve99L2eccUZi5oqiKIry/EEFahtYvXo1c+fOZU21m0VHlR0F1Iw4LSJgJSJis0Rqwgj/Zr2L4vQPDfUTHU1PZgpZfVvzRGpKH91xsPjMxTz2f4+xtrqWcrnM7373O97xjnewdOnSJiutKIqiKOsfKlDbwHnnnUe5XKbTlFn9wckteE6b9bZKQKS6YjWrn2qbFaJ4XlMZIQ9pO4hdipTuDQUu49oD1/Lo3x9lwTYLwC6Nu88++3DllVemZ6IoiqIo6zEqUNvAn/70JwCWbdUDHU1OJ1XbjHhzp2aM8Df+TAAh+9gUVBFPajv0qt+UnifwRtqLOlzdCgqch5lmmHvNXGZ+dCa9lV5EhG99+1t89KMf1emoFEVRlOc9KlBbpLe3l4ULFwKw/GC/7ymR/ZxNXOGZ40GVPHGaNV/qMEzorxRi5SdX8shVj7Bw64WUZGCp1N13352HH354tKumKIqiKKOGCtQW+d3vfke5XKa/0s/KY5pt3g+IU0nwxIonVhs8qRLwpGZ5VZ8nt0NKk/0IUtm+wtxr5jLn7XOoVqv09/dz9NFH8+Mf/3i0q6YoiqIoo8LzRJEMH1dddRUAXRv3wISORm9pQ5N9okhN9pz6o/szugUEvanu5P4FvKlFm8jb2ay+rvRpLUIJlvxgCY9+71HWmDWUy2UuuugiDjnkEFauXDnatVMURVGUEUUFagtUq1WeeeYZAJZN77ChXn9SPyxpi3lPQ2I0JkpjQjUmTnOWRnUpuhpTOwXlSKwENRrY8+neu5vHbn6MBVsNDKB67rnnOOSQQ7j11ltHt36KoiiKMoKoQG2Bq6++mnK5TKVaYcXHpzb2P615QsUVfU30Sc0UrVn2eRP6h6al6syfjkq8zzza2ZxetOx1Bee8zDTD3D/O5fGjHqero4uVK1dy0kkn8dWvfnWUK6koiqIoI4MK1Ba49NJLAVgxuRuzYWdYeOY217drKzle24hQNVlN/QU9qjGBGPNsJjhmkxkpcTrSXlrvvFactIKnfvUUK0srKZVK/OUvf2G//fbTOVMVRVGU9R4VqC0wa9YsAJbtEWje972p7RCfmc36zvHgylIBcWpiHtSOyKCpAspyrDa/m8iWl4bRP5e+V/Yx87aZPLfTcxhjWLp0Kfvssw833njj6FZMURRFUYYRFahNctNNN1EqlahWq3R9csOIICVHrIbiUwVtRLQ2dCtwhKuUbHjqAKqMpVJDtNNL2k4ksp+Sbiycz3iYd8k8Hv/44/RV+iiVSnzhC1/g1FNPHe2aKYqiKMqwoAK1Sa699lp6Sn0s3Wgt1a0izfuFRGdefIEt1K1gMCx1EJX1pJqQQM1RbUVF3Uh4KWvVNmmnMCaEqcfK41byyCWPsKJjBX3VPq659hr2228/li9fPtpVUxRFUZS2ogK1Se699142qHay9sXliFAk0YuasUWnqEodyR/asmy9eVJNqE9q4i2TOq3USDelj0HhWYT+l/Xz+O2Ps/C1AxP7L126lL333pvbbrtttKumKIqiKG1DBWoTrF27lu7ubgBWHjgxQZBmCdMse0eoNtvknyli87yoWStRJTT3U0B4ruPCcUTpgIXnLeTx4waa/EWEE088kW9/+9ujXTNFURRFaQsqUJvg6quvplQq0V/pZ+07piQIUjLiYmEMNMuL2MM2Nf8HxWqG91VC/VETl0lNbUpfX8TpCA+oWvnxlTx64aOsLK2kXC5z1VVXccghh7B69eqRrYiiKIqitBkVqE1www03ALByci+Uyza0FS9qE6tNtaXJPyBUTao4rX3KqI90HxM0ew1avHZ9rxgY5T9/u/kAzJ07l3e84x3cf//9rWWsKIqiKKOICtQmmDFjBgArdylnzHNKumg1DMN8qSlN/hnTVKWO8jfWkzoosJ+nFO3SgDNgq1VxOx6eveJZZr13FivHrWT16tV8+MMf5txzz20yY0VRFEUZXVSgFmTt2rX09PQAsPKQyVYkpHpPI+JV3AFRKenbIU4jYrVuKirJFqeUQTrs5g4We55S9PT9W6HF8rpO7uLpHz7NGrOGcrnMz3/+c4499liq1WqTBSiKoijK6KACtSBXXHHFYP/T7n2nWDFHjtfU/ww070vIi0rCftZo/yJN/jl2dZP/+ytPddopqeztNCi020TqSH/j2Y5m14NRKr/3Lb08duNjLJm2BBHh/vvvZ4899mDBggUjXxlFURRFaRIVqAX561//CsDKKb3QWW6h7yhDn+ILTJrMsxWvakiwpjTzdzQ2+Yt7Hm1AnObworajJVJH0ZFsNjbMuXEOT+/2NNVqlTVr1nDAAQfwt7/9bfQqpSiKoigFUIFakJkzZwKwctcO2zxPQe8pYYEoGXF5m0Qm508Wp1mCVZym/5y+qRKaN7XNYjULCXhbR1EojmrZJVh05iJmnjyT3kovPfTwuc99jtNPP30UK6UoiqIoaahALcDKlSvp7e0d2D94aqD/qdPcnuRZDaSP2WTlm1xeiuc0MsLfeM38JuRJ7QDpdFafKjCxfx4pYs8Vpe7lMy02uY+EF7YdXQIC6Ve/fzWPXvYoPRN6KJfLXH755bzvfe+jv7+/xcIURVEUZfhQgVqAWv/Tvkof3ftMDTfNi9uflGJe1KB4DeTvC1dJyS/LQ5onXMUZOGVFqtTEqidSTYc3PZVbzgggAaHmX9ZmGKnlWFsR0ZH0/Tv1M/um2SzYeqAf6qxZs3j729/O3LlzW6uvoiiKogwTKlALcPfdd1OpVFg5tR/KJU8cOp+FRuMH0mcKU2+rieRC01QVbfL3xaojUhsm9i95A6gKrD7VKpLRV7UVgdmquE0tI7WfbdH0AkyAudfO5cn9nqRardLT08PBBx/MjTfe2GLFFUVRFKX9qEAtwAMPPEC5XGbVznZKpQZx6ojGXAHqpIk20dMYZgJhbZ1DNaO5X2RIlErINtLsT8dAlwAzQiK1SPhYotU6JqRf+p2lzPjKDHoqA03+n//85/nBD37QYsGKoiiK0l5UoBZgzZo1A59vmWxDUr2hCZ8i4T6tWcI0WIdWhWmKaPXtS15zvt/s73tQ1wW1uP6y5rA1PPb7x1hZWsnajrVceumlHHXUUdovVVEURRkzqEBNZObMmZTLZYwxrJ0+LUGUFtgym+mp95LmrlzVTB2abfKP7fuT+fuj/F3BqowG/Tv1M/NvM1m95Wqwq6PttddeLFy4cLSrpiiKoiiqEFKpzX/aY3qpbj4uQZT6cTmfEovPE6PNeErb5V3Nmvjfa/qXjkDfVNuPt10DkFJHwqfapC4QsK4yeaBf6pw959TNl3r33XePds0URVGU5zkqUBO55557AFgzrdqEKG11cwZeNfRVbbWMlGb9LEGaFReb1L8mUp3+qO0UgVl5FRWdY2VlqnbjnMuS7y1h5mdn0lfpQ0Q47rjjOPfcc0ezdoqiKMrzHBWoiTz55JMArHlRhw0pIkpjNqmfoSb+rHJyxG5bvawpq0+5fVQjg6ikjYOnsrJptghpX/XGBFK/v/ro1Tz660dZzWrK5TJnnX0WJ5544ihWUFEURXk+owI1kZUrVwKw5g0TM4RnEVHahBc1utqUE2YCYU2X2YQ31hRZJrU8MLG/+CtPNUmqiEyx87+yFMaqhzVWL+869L2qjxk3zWDRRouomAp33HEHBx10EN3d3SNVU0VRFEUBFahpPP3005TLZQDW7LdRhuBkqE9l7lyofvq8z0RvqCSsLGUCW673NKGvaW2gl7/qVHCEf4e3jbFR/u7E9+uySM2YwD9ovqHh6RueZtGuiwCYP38+e+yxB08//fTw1lNRFEVRHFSgJnDDDTcA0FPppbL9BBsa81KSISTzPouK2QzblLlRk+dPTWzyr5u430+b51ENjfAfA2J1DGjllmim/iWY/5v5zDpiFpVqhf7+fg499FBuvfXWYaigoiiKojSiAjWBu+66C4A1Uyo2JEOcDvYV9e3IFncmZJuTJmab2U+1NuG+M7VVplCNiFMT2cdZFjW00lTupP6dYY/qcHkms5q/i9KMnh4pj2sT9er6QhczvjkwqX+pVOIzn/kMP//5z4epgoqiKIoyhArUBGbPng3Amu078gVi3Wh78u1rtuKncboLNOtFjYbhCMmsfHKEq3GWPDWeABXfi5oiVj0vqikNdUGQiJgrMmWUb+s3f4/0SP1Y8/tozxjgXI+1B63lsUseY5Wsolwuc96vz+OEE04YxcopiqIozwdUoCbQ1dUFwJrXTnRCUwVolrh0bKIT9ef0J80VraGwFjfjeVWj9UsZ4R/xpJpyfXP/YJkBmhVzvjgdDULlSkbcSGLr0f+yfmbePJP528zHVAx33nknBx98sA6eUhRFUYYNFag5LFy4ELGexjXTN3LEF2GBKNbb19DM7n8626C9ZyNOfm3xorZjKzV2C8jtJiAJQjUwsb+78pSUnS4DDu7pxvAvSyx9Sl7tJLVeI02gbDPF8OxVz/LsK58FYN68eey1117MmzdvdOqoKIqirNeoQM3htttuo1qGro5u+l82OVucNuXZzLJpxruZlU+byggK05Lj6Sw6oX+GJ3VQqCZMQ9WKx7FVMTjazfIjQQkWXLCA2e+aTbVapbe3lwMPPFBXnlIURVHajgrUHP79739Trgqlhr6gMXEZCisiSmM2iZ8SanLPKidrP3WzwtHEyveFaapY7QgI11p8RFGOlkisVWd9F6nA8i8vZ8aXZ9Bb6aVUKnHcccdx8cUXj3a1FEVRlPUIFag5PPHEEwB0b+iLQTLEXVYYAfGWYpOy2XSSUla7NkdwSk5f2qhYTemj6s+ZWm68fd1THA1Gu/wRZM3ha3js14+xxqyhXC5zxo/P4Bvf+MZoV0tRFEVZT1CBmsP8+fMB6HlBh6M+sjyPeWGBOHe0vjtxfsOE/3mfCeK1iFjNmvDfBD5NoMk/s7k/ZBea1L82qj82sb8yGvS9qo8Zf5nBgi0XYKqGP/7xj3zoQx+iWq2OdtUURVGUdRwVqDmsWrUKgO6XuhP0NytO/TCGPI94c6HWBKukrEoVEb6FPKYBu6xZBcQZzd8wn2rexP4hwZo1iKrsjepXkTomMFDdvMrcK+eyYOsFADz88MPsv//+rF27drRrpyiKoqzDqEDNoFqtUqkMTM7f8+rJATGHt9+CN9UdxS80isFcARrKN0+8JojVkEj1+5nW2SSuOhUUrBmeV7Ej+RsGUoUm9ldGhNqlHgdzr53L0298GmMMS5cuZc8992Tu3LmjXEFFURRlXUUFagazZs2iXC5jjKHnDdPiIm+wKb5Fb6rrhZSM6aeC+TUrXrPiMuIldXqpmNc0q7nfty83elPrmvs7nIn93XNWkonNQlBgdoJFZy1i1tFDy6Mecsgh/Otf/2p3TRVFUZTnASpQM6gtcdpb7cdM67ShAaE52EQfiS/qTW3aM1pkyyq72S3kPQ0J0RThGhkwZVxPqi9Sa6taueejFCK2cECiSF1x0gpmnDowwh/ghP85gcsvv7y9dVQURVHWe1SgZvDQQw8B0LNBJSLiqBdCDUuHkpOmiCiN2TT7OdxitVWhG2nyF2d5VX8glXQMeFalrE3+zeJfLnGWZE1k7SFreew3j7F88nJM1XDaaafx/e9/v901VRRFUdZjVKBm8OSTTwLQvXFtMFBGU37bxKknEoOj+NuwNTXwqhmhmSdCM5r8TUSoij/C3/GiSueQN7UuP6UBv/lecsIL0LdrH09d/hRdnV2USiUuvfRSPvWpT7VaY0VRFOV5ggrUDBYsGBiZ3POCcd6oejKEZqvi1AmLikg/XcHPllabip1zEdFaQLiakJgNTUUVmydVvahBjLcfukQtLjpQ3aLKrJtnsWiTRYgId911F4ceeij9/f2tZawoiqKs96hAzaA2xVTPSycMDVoyed5SMoRcwbC6QUi+PTlCMGPLzLeIWG1GnBatpy9om53UX5v86wjdeqG4VpkAT//laZ7d5VkA5s6dy1577cXy5cvbkLmiKIqyvqICNUK1WsWYARdS92um2NCiTfmtDpzyw2gUcVGb1M/QllVOgc14+/6k/g3itciE/lkCNSZU1yGBOhJLpmZdinZephLM/818njjgCarVKl0ruzjwwAOZPXt2GwtRFEVR1idUoEZ49NFHKZVKGGPoff2G3hs7tJ8hTk0kPiksJS5kU2Qrmk/EznhbVIy6AjaryT8mWGPi1N2PNfmvAwLVeJ/rCcv+bxmPn/A4veVeenp6OOKII7jzzjtHu1qKoijKGEQFaoR///vfAPRW+zCT3SmmMgSpv99yV4DUuDybvM9WRKsTLzTOi+qvLlU3wX/RSf19sZriRc2YkmqsitXQrbKesOrDq5hz2hx6Kj2USiWOP/54rrjiitGulqIoijLGUIEa4ZFHHqFSrbB6cs2NlSNIGyaId0RqTag2DHoK7RMQZkXismxThGZWusQ8/Un8JbIVEqSpk/qHBGtHQKiW82//0fRgrofitEb3vt3MuHAGa8wayuUy3/72t/nxj3882tVSFEVRxhAqUCPMmzePcqmMGSeeWgjsp4zqN84gqyRx6oelxhUVsFlps4RpSro88ZkjShu6B9g5UGPTTyX1R7WrUJmydy4etZHt7RapJrI6U4EVm1ouewzQ98o+Zlw3gxUdKyiVSvz2t7/lc5/73GhXS1EURRkjqECNsHjxYgB6NyrbkCxhmbDfkjhN9XT6cVm2RcRsO4VpomiN9VsVNz6lyT80wj/kSQ00+RecoL4QsXyHU0DWyhwjIrW6VZXH//44S6YtQUS46W83cfTRR1OtVke7aoqiKMooowI1wooVKwDo26IzX4QKTn9T6tVHrVm/JXEaCisiKtshYFPyzbLLK8PzqDZ0BfAm6m/oIuALVakXp6b26XtVO+3mTepf2223mMsSie6lGi5GoowiTIA5N87huZc8R5Uqjz32GAcccADd3d2jXTNFURRlFFGBGmHt2rUA9G2zgRMaEaGZIi00d2peuqJhblyrYrSIfWperWyB/qfByfsDQnawq4D76Q+Y6gxMQyVDArLdYs6fIJ9h9tSuC5Rg3sXzmPe2eRhjWLJkCXvvvTdLly4d7ZopiqIoo4QK1Ai11W56d5yY4CmM7JvQfl66ZsJaEZcptinCs0j6IuI0Epc5j2pIqPqrS/nN/IEVqAYHtQ0jY6S5fSyw+CeLmf2e2VSrVXp6epg+fbrOlaooivI8RQVqgP7+fkqlgUvT99LJTkyqOK3tinPoT8MUS9dqGI1iLmrT7OdwC9MccVq3wlTIzhOn4ovWMogrVn1vaoftRlBq/0/E17wSCHse0/WFLmaeNJP+Sj/GGI444gjuvvvu0a6WoiiKMsKoQA3wxBNPICIYY+h72ZSAinCagP3wwU9nf1CoRoRsOwVrQ1/XULp2bJH8GqbSardozZpyKqPJv05wlur7pJrQFFRek38r+F5S/zKuL7TJG7z6A6uZ8f0ZdXOlXnvtte3JXFEURVknGJMCVUQ+JSJzRKRbRO4SkTdk2N4iIiaw/anZ8h999FEA+qsVmNARF4aheU0HV1IK2OcKzZT4HDuJdSfIE65FP0PitFZ+gpDNFaIpYUXErOtNrYnUmic1NJG/3yWgBTUpz4Om/Db3o+3ep5sZv5nBivIK+ip9fP3rX+fcc89tXwGKoijKmGbMCVQReS/wI+AbwGuAB4AbRGTzSJLDgK2c7RVABbi82To88cQTAPSVKm7N6vfFDZfG8Nio/pbEaSg+ENcwwt1PF0rfzOblVxOnDStoZZ1LO7e8uVV94Wo9qXXdBUKCtQ1LpbZRvI1JhuH8+nbt44krnqC7s5tyuczZZ5/Nt771rfYXpCiKoow5xpxABT4L/MoY82tjzCPAJ4A1wEdCxsaYpcaY+bUN2NfaNy1Qn3nmGQB6x5MtroIiNCTQcvbrPLF56fLCUuL88n3b1M/AJpG4hkn32yk88+ZC9exrfVjrmv3zlkatha/vSnNsUXlBhcdvfJxlE5dRKpW46qqrOOGEE0a7WoqiKMowM6YEqoiMA14L3FQLM8ZU7fFuidl8FLjUGLM6UsYGIjK1tgFTfJt58+YB0DfFvTyJYrPwvv0ovAxqSlhKHIFm+WY28uOSljdtVbTmCdmQiM0a3V8ONPcrI4mZZnjipidYtNkiRIQ777yT973vfTqhv6IoynrMWHvbbmqVwAIvfAGwZV5i21f1FUBWZ7VTgC5nm+sb1OZf7Nu4g3qRxTDshzyPObbJYSlxMrQMa56QzRXBOaK1bQOoUsVp3gh/yfG8xrypnepNHWnGwdN/eprnXvocALNmzeLwww/XCf0VRVHWU8aaQG2VjwL/NcZkzUtzGjDN2V7gG6xatQqAvi39SfpjorCJfdPM6lJFxKkflhHXIE5ztmhzfUY+QkbfWGe/JRHbZJN/dMtr8s/4+RhvIv5WBknF0g9XvmOVEsz73Tye2v0peio9PDnnSfbdd1+6urpGu2aKoihKmxlrAnWxHeC0hRe+BTA/K6GITALeB5yXZWeM6THGrKhtwErfpuaV6d12vCegCOw3KU7F2Q/m305xmigic8Ut9YI2c7aAUP0Tt6a6G7Szyd9t9o+J1MRBU6GVo4qQkma48h2jLP7xYp553zOUpMTatWvZd999efbZZ0e7WoqiKEobGVMC1RjTC9wH7F0LE5GSPb4zJ/kRwAbARa3WY/z48aySHnq3n+gIkJhgpPi+hPZTBW67whLFaNYW7FOakj4n78J9VVPEaRMj/Bs8qX4fVX+pVP++8MjRsk2nGa58xzBdX+ji8eMfp1KpUK1WOeSQQwanh1MURVHWfcaUQLX8CPiYiHxIRHYGfg5MAn7NgGC9UEROC6T7KHC1MWZJK4VXq1XWrl3LZLMBle0m2VBfaOY00Wc23Tv7SeIUbz9FiOYJRj8slC7HVorkkVK/ZsVpxmYinlLjC1AZCm+I8wdQud7UTk+gOiLYP8UazTSru/n46VOEZqy8HD3ddL4jxKqPrmLGqTPoq/QhIhx55JHccccdo1spRVEUpS2MOYFqjLkM+BzwTeB+4FXA/saY2sCpbe18p4OIyEuB3fOa91NYunTp4DKnlW1iHlTi+zVxmjtRf7OCNEWchuKbiQvZFNmK5tNMeZGBUCbHq2oC9rUlURtEatY0VDWBmjGhvysuCew3Q+rE+DW7dovJ4cq3YPlrD1nLjDMHVp0ql8t8+tOf5pprrhmlSimKoijtomO0KxDCGPMz4GeRuD0CYTNa9AUNMnfu3FqeVDcdZ0PdN7GjNsRVHnZfTCRN6n4gz+B+M/FF48ixyfsMkWLjn1MTZIknETDVsL2U7E7VCk53pFOsIHe/YtNV7QYYk355Us8rNX2r5Y10vkWw5ffs3sNjFz3GTh/ciQ7TwamnnsrSpUv58Ic/PIqVUxRFUVphzHlQR5vaYIv+agVK7lRCUv82bpikP+LFzJrftCUva2J8oWVPs+KybFO8olnp8vIsUqbbzO6HO15OCXhJpRSw99OGvKm+R9Xtryr1p+B+NkuR9MMpIkdTnHo/x/5d+plx7QxWTV1FuVzmzDPP5Ac/+MEoVlBRFEVpBRWoHgsWDPQkqIjrYUsRowG7mjitTcvk9lstJE79/AuK02BZblieKM0QjbVziq5G1S7h2coWae43oSmzik7q7/dJDY3yjyg542ztxM13NEXkCFPdpsqca+ewfIPllEolLrnkEk455ZTRrpaiKIrSBCpQPRYtWgRAf9l44iIkRnMEo1CfpuZ1NUSWSY3ttyJecTyJOXbNCtfkgU1ZZQyXaM3oiyp5dU+d1D/mUfVXoYqoxeeRiBxuzIaG2X+bzZJpSxARbrzxRo477rjRrpaiKIpSEBWoHosXLwag0umG5gnViJ1xJqivCVJ/P0mE5onKyL6EysjLp6CYFO8zWfQWqcNwbH7TfmwLidUig6gy5k31b6V24V/CdXjO06YYD3NumMOCbQZaQ+677z7e85736NKoiqIo6xAqUD2WLVsGQP8GoebZDDFa23ebvCU1TRFBSgHbSFiwSb6oYM2yzdpS0mWV3y5x2oSQjQpVv9k/JE5zvKjDtarTaI+2bydFzqED5l41l2d3GehTPvPxmRx22GH09vYOW/UURVGU9qEC1WPFihUAVCa6lyYmBAns54nHUBo8wRjbLyJkE8SeCYRl5hfKK1XAZqUtKkLzzi9LiBYRp1liNcWLGlp9KkGotpv1QZzWKHIuJZj/m/nMeesc+qSPuXPnst9++7F69ephrKCiKIrSDlSgeqxatQqA/imhlYESxKhgm/Fz7Pz9witK+eKPdNtaNwMJpckSrKliNFVgpqRLzbOVLU94+s39qWlSmvwDp9hOhiPP0aLJc1lyxhLmHTqParXKqlWr2GeffVi6dOlw1FBRFEVpEypQPdasWQNAZarbCTUm+LLicsStO/1Uy+I0Zzor37ZQWCui0vlsqF+qiE0QqyY1z1Y9qkX6poYGTLmrT7lTmA0zrYzmz5sGdiwSqOuyry1j9kdmU6lW6OvrY/r06YNzHiuKoihjDxWoHj09PQD0b9yZLzKT4jJEq8lKn7qfJU4Dti0JVjcuzyZgGxSSRcoIhCWL01TBGhOkWR5U/7gcEav+yP6EJv9WaYfAXBfFaaDOKz69gsc/+zj9lX6MMbzzne/k0UcfHekaKoqiKAmoQPXo6+sDoLLJBk5ohsjMjYvY1TWx54nZnH0hcbR+K+I0S1RmbXh1bCJt1tZwHduxhQRplmBNmTc1Nql/Z3yUfzvwL2cz6Wl/tYaNnPquPno1M781k75KHyLCUUcdxb/+9a+RrKGiKIqSgApUj0qlMvC52QYFBGdWXDN2zez7+WfYDk7gP1yCNfCZ5elsmMUgVIZ/DpF83EUJTFY+sXq0Y4S/BDypocFTrkD1y81gpAdSjSVxmnLuOfVde+BaHvvZY3RXuumRHj75yU9y0003tauGiqIoShtQgRqhf4sJzlGe4PSEk8ETRyl5tLofyH9wyquA+DMxz2NWWKicUFxMAAbSuKttZaZ3r2/OBPsNq0PFxKUXJqWcdLHmfj8ubxqq0Oj+AqtPDRdjvSm/jVNm9b6llxm/mQEGyuUyJ598MldccUU7aqkoiqK0ARWoDv39/QBUqhUqW43PF6OhuJroy1wpKk+0tmlfvDrV4qODsvLCmonDq4+XRrzPaHrfLi+uiS0ofIuM4vfjxPv0PamxeVMzmvwjurVlhivfdiItDvjy6N+1nxlXzGA1qymXy3zrW9/i/PPPb0/miqIoSkuoQHVYsWIF5XKZcqlMZatJTkxIjBaNa8au1f3aR4Z4JRJfRLD6ntFQ03qD8MOrSyjfyFytErAdjPO2ZIFaqrcv3NzviVYjYFKnoXL7pAbmS/Un8W9GoLWhaXxM0OY6VnaoMPOPM1lZWkm5XOZnP/sZZ5xxRnsLURRFUQqjAtWhq6trcL86bVxEVGYJzpD4o2Ae7dwvIGRbDavrThBLF8onspm8eVpD55MVVnAr1NzveVBNLD42DVXZE6gBkdqKMGuj13F9pLpVlcf/+jhdGyynVCpx0UUXceqpp452tRRFUZ7XqEB1WL58OcDAmt3jO5yYVMHJkFhriEsVuyOx759Hi+LU9TwKcY9oVEgGPiWvr2lK/i2I1WjZsT6oTpykzpUaE66BJn9Tbv7nquI0nw0NT900m2VTliAiXPfn6zjppJNGu1aKoijPW1SgOtSWOa2amsIsKExdcZUkRkN55qUJ7BsCI+GLCM1IvAkNXorkE5ruyR1Vb/zJ+kP5eB7Y4LRUnn0hMRo798AWFadFhG5glL8peU3/IU9qGYwjTqUDJLSymdJOyhNg0Y1zWPji56AK//jHPzj22GNHu1qKoijPS1SgOtSa+KtUCwrMIiI2L892CNistE2I14bR9wmC1RWjSdM9EU6btBWxTRWWRcRpzBsasnGEaqzZ32QNmlKGg9q3VO6AnovnsXT7eQDcf//9vPe97x1oVVEURVFGDH3jOdQ8qEPjSYqKzxQR26poDaQXN30z+UTCah7MpFH/floaR+iLny6QT+bgpox0wy5as4RpIE584VoLt10AGuKdqahqNiZl3lSlXdS+kY4SmD88x7JXDCyFOnv2bA455JDBWT4URVGU4UcFqsPq1asBqIo/qiRVfKbYtssuIiZT7WMeTn/+VomkCebvhnmitEGcFhGgWWkKiOaULTgwqqhH1RWpvpj1p53K6IsqoT6p7kj/MSpQR2M+VRPZL4D/rYy7YAFduz0NwPz58znggAPo7u5uT30VRVGUTFSgOqxcuRKA6uBVSRWORWxTBW0bRGtUnNrduj6iOStM1U2oH8o/LyxVjKZuRcpIEKu5E/sXEad5Tf5ZYtWfIzU0sf8wLo3aTkZKqBrn03hhBfC/HQEmnbmIlfs+iTGGZcuW8Z73vGfwD1lFURRl+FCB6rBmzRoYFKjNCMwitq0K0FCaxH3xmu/rmvIj3s5aWNZE+cmCNZQuzzYlbY4IzbLLnTUgVbim9lUNpcmbiqrgpP6jhYzC1FaxW6VA8tA3IMDU05bS/e4nWCMrefbZZ9l3330HZ/xQFEVRhgcVqA6DTfyDM0ylishmbENxrYrWgvvieEYHRSrxdHXN/aF83bBm4rzPmFczaWaBoqIVb/aFZsRpM2LWF6chmRQSrH6f1LIz8GoMCFW3CsPtSXW/siaEcdafGLX9aacsp+OYeRhj6O3tZb/99mPBggXDcTaKoiiKCtR61q5dC0C1o1VhmiU4i8YNs2jNEqSx/ayuAE2L0pAIdbohGG+qquSR/ik2OZtxtmEd4Z8iTCN9Uk3J+07GCC00uQfz8lfV8mlSnMb+PHC/3Y0+tRI+M5NKpUK1WuXAAw9kzpw5rZ6VoiiKEkAFqsNgE3+HL6BwXmVFjlNsWxWgoTTN7KeKWrK7AmTmGYqL2Ihn4ze9J4/0b5Nojc4uEBOnRZr7Y/1TU7yo5aG5UqnNlzrGmvxpc1XamJd4VzXvW9vog6sZ99WZ9FcGRvQfdthhPPbYY+2rkKIoigIqUOupjdCtdrqXpRlhmiUki4rRrLiR2Pfr2qo4LSAm/WmugtNe5eSRK0wT0hXul1q0ud8XpjGhWo4IVU+k+sukjib+rTxW8rJZlb2evGXv6oe+qQ0PW8Ok786gr9JHqVTiyCOP5N///nf7KqYoiqKoQHXp6ekBoLpBKfA2HC6hmhFn/CbbERatuStUxdKnhKXE+WK0qFjMKsvZCo3gb0WcZnlGQ3ZZafzmfrc/6hgcOOWT0lyfl57Wug7Urq5/xVL+vNhwejcbnTmD3koP/aaPY489lttvv735yiiKoih1qEB1qBeoNdohVFNsM9JFRWIo/7y88wQnBWyLxrthGaI0WXDmfSbkYUJx7d5SZE9IsGaJ0yyx6ntXx7BQbYU29Gt1RWrZu/J5f25M3b2HTc+dQbU84Ek94YQTuPHGG9txZoqiKM97VKA69Pb2woh7UInH1fX1zMqzWQHr73v5iN8XNMO2kDj1w9y4ZoRr1paTvuEc2y1Wm2nuD4na1AFUeVNRjRH8r6aZ9P6t3mQWIcmf+i1t+No+Xvjb2fRU11Iul/n85z/PNddc03ylFEVRFBhbb6zRxxhDpVrBjCs7oe0Qqgm2JhLXIBCz8hyJ/WbiQ15g1y5RTAZt8j6zthSbrHNuRYzmDYYK2fnHvqwqtV+gtnMUvp9PC+KyXbhXsRy48il3xOSd+9n+ihn0sJpyucypp57KxRdfPMpnpiiKsm6jAtWhp6eHcqlMdfwIe1CNFaINc4tSMM88u9EQp85mAmHBtHlitNktJZ9Wy8gTrKk+uqwm/1B8nhfV72GZiAyTOB0jSEDqFxGntf1JO1TY6ZqZdJdWUi6X+cEPfsCvfvWrUTwzRVGUdRsVqA7VanVgpzTCfVDF7kvMNquMIqI1JX1W2hbEqxCYCN+1a0ZEFv1MEa9jdUsVqiHB6g6icib2LypUW6UdebQR/+qG9otsE7apssufZ9HdsYJSqcTZZ5/NT37yk9E+TUVRlHUSFagOxgy4eEyZHFFY9LhdtqG4PLsi6ZvJJzE+s4k/FBaLy7JtZsvKp11l5EmfnOZ+48unrK3sNVp3eB7VzuKj/BNMksnKaxQ8rKErmnq3EAjbYNMq/++GWfRMXEpFevnNb37Dt7/97ZE/MUVRlHUcFagONYE64h7UZNtQXDtF6zCLU5OVJivMjSsqYPM+U4Vpln2r4jQj3eC1SxnlH5sntSZIfQ9qqCvLKDFK4tS/iqniNCtu3DTDa294EqaupVQqceWVV/KVr3xl5E9QURRlHUYFqsOQB9V/9dDicbtsU+NCdkXS5AlSCthK41ymSUIwJS5k08xWNL92lZvQmCzeZ13aVpr8/blTx8B0VCNUtH81QleumTvG3e+YAK//65P0bbQYEeEvf/kLn/3sZ0fmBBVFUdYDVKA6DHpQy6liMnKcNLl+xsj93HJCcXl2Xr0y65i1nyVIM17d4gvVvDRFxKNvU/Azc6L+rHILbMb5NBFxOlgPT1xK6ij/FHGa1yfVv7eGkVEY0V87O39pU//byBWpxm4ZV608Dt74l6eobLEQEeG2227jE5/4xMicqKIoyjqOClSHQQ9qKfS6KSBUxY+PiFgpOnI/Ky5R0Bq37FSx2aI4TYrPC8sToy0Kx0Jl54UFyhDnUwLl1kSrSfHfhYRpKCzU7N/hidQWRvi3yggW5RYZ6q2b6jmt+8bFOw5s5Q540x+fwbxwPgD33nsvH/zgB0f+xBVFUdYxVKA6DHlQa5fFF32hsIj4rIsP2NYEYssj91PiarueUG1oem/HfjPxRcPcuDybnE/JyrPoFslDAh5Uv8leSkO2TZVdVKjWjkdxqdRRmnYq1sQvBUSq2PrHfol1IrUEb7riWWSn5wB45LGHeM973jM0a4iiKIrSgApUh0EPaocr5EJN8WSLxDrRk2ErOfFti/PqJn7ZCemNP49pKG1eHWLxCWGF51DNa7r3BGSm4Eyta04Zg1sRGZTShF+0yd8XqsO48pTJEKJFtW9WXomIc+YdrXpP3Z9UzumUS/CWS+YxfrenoFriiSee4LDDDlORqiiKEkEFqsPQKP6aOM0TkqGwVAGZetxsOXl2RdI7+8YPT82/mfhama4XMmQfSBe0DaUpYjdcWykgpovIJl+YZonV2NKobp9U37c4hpDWRGrtysQGSUniVSeyn7e94czFjH/j0wDMnTuXgw46iP7+/tavi6IoynqGCtQAplxrbq29EPOEJDnHeemzjlNsU9Pl2SXsN0y2n7LfTLwTVvsOxLWL2dvPzKbyULmpkiSrDi1sdX1TUyRSlu8vpW9qqKE7bxUq/x5PpMlkQUzr+YU6PRQVpaG4WDxe/G5nLWLy2+dgjGHhwoUccMAB9Pb2tnZSiqIo6xkqUB0aPKiuQHKPGY3jjLjk2QCasXOvQQH7wf1m472wYPkhe8cmOGtAVpqQHMkpIzrIqsktU1hnjTnPa/KP2YXEakegb2rBladqNJFkOPNKuZJZd0PenZFVpmvzxh8uYaMDBkTqsmXL2G+//Vi7dm3rJ6goirKeoALVYWge1FJgoJM4feCyhN5wHUfiGibBT0mXZxdIEy0n9NomIz72is+LzxKAvn3IJjVNgbTuwKdmxGhUhIbCijT3S0CCpQyaCq081eY+qa1gvM8mCV2NrCtMxlXOiqvbzFAf2lrY67+1lM0OewJjDKtWreKwww5j9erVrZ2coijKeoIK1AADg6RoFHLiHScJy3YdR+IGgwumS95nqJzBa+Dm5e+n5t9MfFaYG1fEpsjmpa+bRD+r/OHcig6c8o/9hu4sb2qHM7TI/e5HmBaLDl21oncAXhg5aQZ/qt7UVK/78nK2PnI2vWY1CxbMZ7/99qOrq6u1E1QURVkPUIHqUDdRf2j6p8H+b1mibxiPs7y3ufUKxdVOPEsoOvttm5bKC2soPyFNVABmxcVsUj8Dm2SVEyozcaubtD9kkyKtUpr8JSJMQ95UfyDVCAvV2im0YZBUqjglJ963zSrTfaS49q/+3y52/OizgNDT08P06dNZvHhx8yepKIqyHtAx2hUYi5iOmm6viULjvWHMUHyzxzWxKQXtDba9MKus1Djn/Iw9v8HzzUjT0r4XVutKYYz3R4GfPiUsJS5xlI1/6YIGsci8MnLiTZ5ZMyqt5MzTVHWO/QLdMmIivTJ0nwzeK8VV49/5O3uwR0N4hQpddPEkT3I7t/NLfskjPJLwnQwxjWm8j/exN3vzKl7FpmzKZDOZFaxggTzHo9zPPdzMLVxFD11Bwbkl23Ehc6JldLOalSxkDvdyF7/jAa4ZWl1K6vOqERK+AK86fiXjxj/O4z97MfTDO97xDv74xz+yxRZbFLmkiqIo6w0y6DV8niIiU4Gurq4u9thjD0qlEjM/ui0rP7nrgEGdSPCvVYvHxngv2wx74xxLjm3DcWzf1qGWp3svSEaapLxDoiew7/4BkJuuaFhKXORz8Lspki41LmffOJ0VB8NDtkXiqjnhoU9/q9jPfjB9IP1gqvZeqXrnnE9MoPr0089X+Aqnm9NzxakgnMzJfJEvshEb5ebdQzdX8SvO5xusYkldj9ut2Y7fZAhUn4e5gXPMYfSzhpLEe/+G/Ni1/ccunsSj39+JcrmMiHDVVVfxghe8ILkOiqIoY50VK1Ywbdo0gGnGmBUxO/WgOkydOpX5a5ZhOp2myzqh1kYPKgU9suLHp6QNxUXqUPNgmpCHNi/vrP0cz2qwrHaFEYkL2XgkeOka8y8aV7TsmKeyFp4lDl0Pqisoi3hSnbJq96PUhKs0JVJrvIJXDO6PYxw7siOHcihHczQddPBdvstsmc0f+EM0j/GM5xIu4VAOBaCXXq7kSm7iRubwBCtYzuZsxIvZjj3Ym704iKlsyPs4gYe4g1u4LNpkfxdXcylfGZzLoARMZho78Fqm8xk2Y0d2YTpHyTn8hg80XL0UL6oALz9yNR0bzOS/39qJcrmDd77znfzhD39ghx12KHxNFUVR1mVUoDqsXLmSydKJ9GWJ0lDYaB63KU484RG0G4n9WDzhsAZB7duliMdWP7PyHkYMViRmCMJoVUuOpzbW5O+KztqxDKWnNOBNRcBUbJQnUv1bL8LDPFx3/B/+wxVcwV3cxZmcCcDX+XqmQD2HcwbF6Z3cyZEcyRzm1PWinQ38B7iOC9iYKXyAT/MxvlInJEOicjXLmcvDQ8PKzMDZPyH/5D4u4xv8l6lszus5kmv4PCuZV5+H/fvPvVV90Vr7fNnhaxg3fib3fmUnhBJHH3005513Hi972cuyL6KiKMp6hA6SCiB91Ry/RyxsNI5TbIv4cIratbrvn0uebSAsc5BVLC5k044tK992l2k9/dFVqOxmiozyz5sj1R881Tl0bMrOfKneb6W4UxWAsziLp3gKrJd1C8J9Mg/ncD7IBwG4l3vZi72YY5vna2foT5i1lpWcz2l8gNfwLLOi31jDt2bq41eykH9xIQAlSmzH68JpTf1xaL/2+eID1/Km78+k2rmanp4ejjzySP773/82dxEVRVHWQVSgOoht7m70oMZeVXk2I3Hcqm277JrZb9WW+kXRc9O6cXk2WWmK2OWV28ImzlYnNj0bIgsASGlgKyRWw1NRbSUv5DT5DvdxN8tZSi89zGc+D8qDXMzFfEg+xBSmUBSDqfOuvpAXBu2+xJcAqFLlw3yYbrrr4kMTa9XO9mlmMIP7ot9cjcEw99LbuMU8OWjXwQYN327dV+bnF/l80T7dvP1HT9NX6aVUKvHBD36Q++67r/A1VBRFWRdRgepQE6j0t9mDagLxpkD6pOMU26LpIvsmlF8z+wllZcanhBWNyxOZzaRpx5ay5lHRyfz9tFkT+4c8qQPb7ryFR7mbL/JZXsOrmMY0OulkC7bglbyS98v7uYALeBtvy/akRuJ6GVoGtI++hvhX8kpew2vADrx6iIfq4sWrfZH5T908YMh76n+zm7DdoO0yns68CwjsY8Jlb7d7D3ufM4O+Sg/lcpljjz2Wf/3rXxkXUVEUZf1ABarDkAc11u8udJxjExOiEhGuLR8Pd5xT99T5U1vabybeDWsmLss2T87kpcsqv5UtIreM9ZJGm/lT5kqNi9VxTORSzmEaU1nBSk7nJ+zPYbyGt/Am3sb7OYoz+RlzmduUOAXYmZ0H92vN/S5v5+2D+9dzfUN87ax8gRo6W/9bcetX6z/qx09lM95kuxcs5Wnm8u9g+aHj2gpTvmfV/XzhG3qZfv4M+irdlMtlPvnJT3LrrbfGL5iiKMp6gA6SchgUqIMe1CIDozJsJJDGZNi3dDwcA6sidhJK0879ZuKbHdmfRSuDpfw88mjn4Co7Kic5y9hcqfHBU2/hDWzDVgAcyfH8iRvsqP4K0M9d3MOlXM5J/C8TZXy2SA3U8V28i5fyUgBu4iaWs7zBZld2Hdz/tycO3ayzxGjWnxoAk2RDXmh2qZPoE5nK9ryGfTiRaWxJHz1czglU6W8oA29/MH9p9MqGPrd5dR8HXTSD6z7wEjrLE/jMZz7D97//ffbZZ5+MC6ooirLuogLVoVQqUalUHA+q+zpJFYlemETSiHNsMibsNxRcIKBdtjl2IdE96uLUpagobUZ0ptDKSP/UOvh/THlh/m0sbrwrSF1SJvaHLZ1BS7dxj/VR1vIf2ipUWMmq+Ok44Z10siM78i7exVf4CgCrWc2XzZeD6Tdl08H9RSwKZl0CpjCZF7Hd4FpYHY5X1dDLPB4PClWA13Mor5dDI5WHe7mUm/g+z5p/D4hTqU8fE6ri/LwbxGnt67MBW+7Sz6GXzuTq9+9EqdNw8skn861vfYsDDzwwWi9FUZR1FRWoDkMeVBN46acKvxSbyLEvVE3B9G0Vqk2I1kJpQoLTzScvHTl5ZYX5aVNEZLOfo0FIsNbuJ1eUuvjzpJrAXKm+UBXmMbQk54d5Hz/lXFu+24+7dh2qASFsq5bhWr3P3Mf/8D/czd0147pL6w6+Ws3q4NUQ4G3szblcHSxjPnM4mh2i3s48XsnB9LOWqziJHroG6+hfgaz9lM/NX9LP4X+YyRXv3onOcpmvfOUr9Pb28q53vatAbRVFUcY+2gfVoVSyl6Pf9aD6ryk/rBmbwLFxXS4y9HZrNr/oqzZ0XDRdyn4o76z9ovm3MyxPKrRrSyk7L22zW2loJH/DtFQZaXLWP7qdfzObpwH4CadyF9fxRf6HN/NGOhnvTEdVm5Kq5rtMe/T0mB7O4zz+yT8HAgK6fyUrB/cnMWlwP3QGWYSueI1buYCjED6AcAzCRxA+wQZ8hZdwFadgMLyJD/MZ7mAym9ctdernH9ov8rnpDhXef83j9LOKcrnMN7/5TX7/+9/nnJ2iKMq6hQpUh5pAHfKg1qi92GkMCx2bBBv3eDA4EC8J6ZOO2xkXui5Zr98C+8kDr2LxzYaF4vx64Z1v0c/R2rJ6XQYGQJnaoKra9xuxo0Q/VQ7mOB5hFgBv4FWcxhe5g2tYzkz+wu95P++hxAZWnI5zGteHeIXz7628lU/xKWYxiw1kA86Ws/mcfK7xVrQsYcng/mZsVne13drexDW8DGFXhNcivBFhnrOUaeSbb4iv7VfoZRGP81e+y684DICtZBcOlR8Gf015dzI4g6ao//n7aTd8QYWj/vg4/aWVlMtlTjvtNH772982XhxFUZR1FBWoDvWDpPAECnb0epaYw3mr5NiM2nE74gJ2pg0j+407u0HKK71IfF5YhmyonZMRp46tisbadcuqQzNbxnRUxr03M4YLDXpaS94sAF5aK1wfZQ6v5GAO5XjO43Iet6JvIhPYnz25mF9wFzeyGVt5vT+H7qGHnX+3cztnczav5tU8wAMAfIfv8DpeR4iaDcCrefXg1UuZq8Al9i2F4v3jGdzIXO4H4FW8h3FMDOYzuB8ZGCXQ4H2N2U3bqsqHrptFpbyCcrnMGWecwbnnnhu8RoqiKOsaKlAdMj2og+vUO2ExMVfUgzqixym2qXGR/Jv1qA5e49DrmcT82hXmizb3/LzjJOEYsK8TjCOwiesNzbAzgTQiAZk3JFyrwDX8jWP5Mi9hH7biTXyYk7mXBwF4Ha/iHH7kNPd3eN+tW6cBVrGKD/JBKlTopJMf8kNC3MrQlEv7s//gFQ6tHpXV5B/6xmJ3nh8PsIDHAOhgHJvzsuy7XhpF6uC+CafBK1eAKZtX+chfZlHpWEGpVOLss8/mrLPOCl4nRVGUdQkVqA6DArXiDthxXgkNntGADX6zfMTGDNc8qHnHkbrUiHpAiefZICgT0sT2g+I0IZ0rHhv2Q2lqYiyrHPsptc/Qyk1+eX5+oTJj4pCATSB9K5t4fVHr6mKlm5TqV5mSmP8xvs1nCRdwJbtxOPcxsETnQezLeCY5/VHde6MclI0PMrASFcDbeBvTmY7Pf/kv/+E/AOzFXuzMzoi3KGs5IstdYt+IGx+0s3Oklp0xp+5+9I6VSFjCalPu/qSNDR+7YRalaYsxpsp5553Hj3/844brpCiKsi6hAtWhXLb94vr9kcYxwRcTX6FjL0xS0gznsSvQcMQKnmiLpPPjGs4nL03qfkqerkCMdTUIpGnotpEnCP28ArZ5Tf9udwGJ5NNy94HaluEpDQnT5Dydpv+69KE+qoZb7ej7TjrZkI0dgeo+fsICFeDbfJsKFYDBaad8TuM0AEqUuIALGM8GUQ9q6Fv1v0n/bvTvntBd8kJeOxjXxTO5v76ssBQbd3/iNMOx1z5NefJKSqUSF154Id/73veC10pRFGVdQAWqw2Af1IoJvI5IDMt77eEJlCJ5DMOx+CMx/LXts16xXpw4eUZfpcO1b7fgOUTSiES8nnlSISRx3HOPpcXpYJghAmt5pHiAC20lrwxxRGZiOu/a7c5reRHbOXb1Wycb8HbeCMBKVrGI5Y5P071/OiL+TpjBDK7kSgB2Z3f2YA98LudyfsfvAHgDb+Av3Mh2bBtcPar2OZ4JdLJB7jcbi3cj38rxbMIOADzLf1jJvOA3VuROy7P148dPMnzir08gk5ZSKpW47LLL+Na3vtVwrRRFUdYFdB5Uh5oHVfr9pU5rxOYUDYXl2EhKmhE8Huz/WXROVS+u1rku0y5xf7A+ifZiHC+wCXS1iKQhZlcwzjdtCifftuSXQd13VRcRmBM1ME+qGPbmjXyVY/kH/+FP3MaDzGARS5nABryEbfkE7+W1vAKA87icCiYgTnE8qjX5WHU2w3f4DkdwBFgv6i3c0lDrj/ExpjGNgziI3Xkr/2Ym15k/8E+5kXk8QQ9dTGYC27At/483sy/vZ2O70EAPa4J/BtSYyIZswy6DNS8BnYxjU7bnNbyb18mRAFSp8Ge+UHclY4JycN+ZM9W3iaaJCNbxE+BTNzzJ2QcYqis34aqrrqK3t5dvfvObge9ZURRl7KIC1aG+D2pAYNbET1DEEQkraOM2r0fLGabjBjHo26bGNWMXEKcYb/EC397N3xGnuOI0JChTw2girtVP57QGgwJxQWHdDmKiNW5fpswevI49IqPsAa7mJk7hh4449aVbhxfePxBsBv5YvF/u50/8iQM5kL3ZmzfyRu7irroy1rKWQ8whnMIpnMzJbCgbcrgcxeEcFa1XD2v5K7/md3wtKk4BXsuhvJb4SlIA3azkCj7JTG5sGPIV3TfOZ4JI9cNC++PGwwk3zOGsAw39yzblT3/6Ez09PZx++umZ9VcURRlLqEB1mDJlCnOee4Zq53gntIjADIU1YVNYmBIQW0XSt+g1LSRUE9OIJziTxCUFxKlLG72o7WTYRCgRIZolTmtx9dsPuIgHeZx9zBt4tbyUrdmMzdkIgPks5m4e4kKu5s/c6qxE5eZZwxeoNRNjRarh23ybAxlY1vOrfJWDOKihlsZ6W8/jLI4272cv9mEX/h8byaZMYBKr6WIpC5jFf/gvt3Ebv6ebrsGlAyRciyD99LKWLhbwKDO5kbs5j1XMa+hJmyVUkeY9qKGrWNvvGAf/85en+NlBhp5Fm/K3v93I//5vPz/8YXgmBEVRlLGGGFPEW7L+ISJTga6uri4++tGP8uSTT7Jg6zJzrz3cWvjXJ3S9UsKasWl3Hq2UlxrXjN1w7jcTnxWWEtesbbM2eWH+fspxXnhsq2YcV51Pf78KVAJbv/2sxac9ryYYmAhMEuqWCOj0JroqZ2wlr/9qaKqqrLlW89bhygqTSFgoLmvfVOFXR25F16ytAXjzm9/MT3/606RrqCiKMhysWLGCadOmAUwzxqyI2ekgKYfx4wc8p6WeqvMe9H0p9jhzmqiMdIVsYsfNpEm0jZ2XP8rf+AOMUspo035K2cafRilmmxBWd74hP5afLpZ33mdKHsO0xaacKpxXooQzZWfFqpIjC91lUd3lUcMj/KPYcVwlOwVU0bMJfTN4x6E0vk3oOHY3Zt0NWemy6lkuwXEXz2PS1gsA+Oc//8knP/nJ9OuoKIoySqhAdRgUqH3VhFdOKCz0umrFph1pQsfNpLUYf57XIq/LIq/YnH1JtA/OSFBELtTKKyohQjbNbFn5ZNWjyFZEuqX6D337WFrfX+nOXtoR8Hc2TujvklXLdn0DMbLSuTZZd1voMy8stO/al0twwtVzmbLdfADuuecejj322IwzURRFGX1UoDpMnDgRgFJ/1RNAgcd/XXDo1RVJV8imHWmyjgNxEpn+yp1B3FA/PdWgbWIZuXY5+1LEJs82Iaxhhass+zybop+tbAXyqFuAICbnCs6VmiVO/cUAgqK1w/Oouo309UK1RIk9eTtH8j725u2MozQgZ2VgK3IGeXdOSvoid3TKHZB6N4f2qYnUy59lwx3nAXD//ffzoQ99CEVRlLHKmBOoIvIpEZkjIt0icpeIvCHHfkMROUtE5olIj4jMFJF3NFP2hAkTACj1hQanxF4/sVdSK+namSbh2J3gPstWGBIzwXybeUUH6pLbdSBxX/JsY/GBOmSucJUSF9iM9xmKi0qgQLN82yb497eCPsiGejiT+xuJ+DdDvT+tSDVuU/+4Bm/quziMOczhZm7hIi7hRm7hv8zhQN4VlcrNXIW8b9W/m1Pu1tRPsd14i/wC/ONSCf7n98+xyUufA+Dhhx/m4x//OIqiKGORMSVQReS9wI+AbwCvAR4AbhCRzSP244Abge2BdwMvBT4GPNtM+ZMmTQKgFFvqNDks67WVkq6daXKOXXHasJRr1nE74kJ1KZIm9LqnQLqcvBrEclbalLiAbZY4NRnpfPuabcoyqpkSrU3N/SYkDcWJy0rviFXjelM7HQ/qgEB9F4fxBy5nG7bBZSu24Rz+wH68K/lsQlc4dBwjZJd3txb5FOpFKoGyQuX6x5/+3Tw23+VZ+lnFfffdx3vf+16qVX/1PEVRlNFlTAlU4LPAr4wxvzbGPAJ8AlgDfCRi/xFgY+BQY8wdxpg5xphbjTEPNFP45MmTAShViTzes14BqWHN2KSU3+Tx4Bsw9irNO25HnFuXvK4DWfs5+Qf3Y3VxuzvEZEzROG8TvDIYCkcCXQr89G4aSUuTWrfBLSRYczyqwTo4zfni5+GLU78rgD++fkColtiAn3AG2CZ+l9rxl/gxHZSSzzbvrklJ59tn3XUx24ZPdwGyxLs76xw+9Zv5vPD/LUNEmD17NkcccYSKVEVRxhRjRqBab+hrgZtqYcaYqj3eLZLsEOBO4CwRWSAiD4nIl0SknFHOBiIytbYBU2px9QKVwOM+FJb1eiqQzmTZBPLJa44vcpzaZG+y8orE5Z6Xt580qKld+83Eu2HNxIVsAluu0HSuV4M4TSzD3ZK7B+R5WEv1YtR4YrZOnOZ5XX1hWt8n9a28nRfyggZxWqNEia3Yltfw1kJ9TzPvHhNPG0pPZD/r7oveOZKf1q9HVtzx5y3kha97BoCnnnqKww47TEWqoihjhjEjUIFN7VtogRe+ANgykmZH27RfBt4B/B/wv8BXMso5Behytrm1iClTBrRqqWGqRf8RnxqW9QpzqI2MzxWdXli0Sbzdx94UUymvQ0Og20Deqzvv1dvO/Wbjs+xS4qLyo+BnVp5NbsG+o1nHbniGVzXY79RL22Djz0DaOA3VVl6zfozN2Sqz9klXcfB+DpeRlUfROylkHwsL7YfsY8ef+MVCdtjtaQDmzp3LIYccoiJVUZQxwVgSqM1QAhYCHzfG3GeMuQz4tu0aEOM0YJqzvaAWMShQg68QcsIoGOYdJ/UB9cIkId+2Hmd5W/265eST9Bodzv1W4vPs8iRIu7eUsodra3bIUWDokuT1Ta0XrPNYRApLmJdb29hVGgyXtLMqehfnfeaF5e2nHH/szEW8+K1PATB//nwOPPBA+vv7k66toijKcDGWBOpiu1TMFl74FsD8SJp5wExjTMUJexTY0nYZaMAY02OMWVHbgJW1OLuygRWoLv4jPRTmvKaKTuAfnLLJHtd5LB2bQgOa2nAsoeb3nFei5OWbl0eRNM3sNxPvdXWIzThgSBiwFPv0tpYWCUjcJLX/qrvlDbbKmkrKs22wEUeMhpv8/8G9PMNzVAl7/AyGxcznfv6RWdOUbx6yRSpemiJ3V8rdkBWW9QtKORbg2DMW87K95mCMYd78eRx++OEqUhVFGVXGjEA1xvQC9wF718JEpGSP74wkuwN4sbWr8RJgns2vEIMCtVQKPM5JD4uKx6zXRSCsoek/lG4sHbcjrp1pikiQ0H4gzB1h3yBAGbKJTksVyj9WnvMZ/OMgJY+8sNStaHN/Sn4xURrzmtaHVRFO5OtIw+9oQJwKwjQ25iA+WOgqZdnGCNml3H2pn35Y3n4zxx/53hJeuf+TQD/PPvssBxxwAL29hR+jiqIobWHMCFTLj4CPiciHRGRn4OfAJODXACJyoYic5tj/3I7i/4mIvEREDgS+BJzVTOEbbbQRthxY22dDs149kcd+U0ugBsLEb/pvx2so9FpuJb/QcTvi8tIUTe+nLZLOCYsO4nLCJORZjUmjLBtnSx7ElJjfsGypwjQrzheqEhGrA9tV3MhDzMBnAc/xX+6hk3F8lV/zv5xFJ52FrlTRKxm6I7PuvqKfRfZjcXn1PObby3jdO5/DGMOyZcvYf//9VaQqijIqdIx2BVyMMZeJyGbAN+3AqPuB/Y0xtYFT28JQe54x5hkRmQ6cATxo5z/9CXB6M+XXBCpAaWk31W3GgXEnHqztuC5NqVVmSJgM2htHYOKlzcjLtZGc8qh5WJ3jYDlZZbvHvn2WbWpeqXF5du65R9IPXm8/3L2WOfkP7kfi3e+37no5YRIIyxpl02DjfIpzbGr5x+yz8h5O3GseCne3kv1OjDP6yDg/7ZITxlCcKTX8HiYxkZeyIwDHcgKd9LOCeTzAHXTQz3GcxHF8hcM4np3YlW9xBF3MzxSkeGGDxybczI+XJkVI+vZ5dSGSNlrXnLgsofqBU5fRUTbcc/WOrFixgv3224/rr79+cCloRVGUkUCMCb1Unj/Yqaa6urq6mDx5Mq9//esRER64YF/6d9nCefeHrpNp3BUvTPBEbiBtNCxiY7zjOn3STL5FjocrbaKdMZHvxESud0oZefvDFWbC55H3WZcmxd5494Yv/kJhCfuDAtONC9k3u1Ub940BqQ4eH8weXMs5PMHTvIa3Mokqk6gyjn46qdBJhbexF1/nPKawIUt4jm/zbmZyZ8MkVqEerw2dDYxdPjWjM4IU2M/6zAtL3U85DoVdetqG3Hn5DpRKJSZOnMgNN9wwuNqeoihKs6xYsaLWpXKaHQsUZKw18Y8qpVKJmmAvLe8ZCBwUfhm+h1pzrm836FTy06WGRWxcj6zkTTeVkm+R4yw/UWravLgMO/FXd/L2Bz2oTrjx+4ymlp0V32yYW1d/YJJvE8gnqanfSy9FuggU2KL5JjTjG2fLGjzlSjTjT/JfYjpvBeAm/kHZ/itRQuhA6KBEB//iZj7B23iCh9iErTmdWziATyK292rytx3xoDZzV6d8ptQra7/IcSjsyFOW87Yjn6BarbJmzRr23XdfVq5ciaIoykigAtVjUKCu7B16Cdc9vml8pIsviiJ2ua+zJtKZWPk5ZQWFcytzq7bLNsGu4Xyd/VB4zT7UfzRTtObVrZkwv66huJD0cdKIn29WObVrEDqPrLDETbLEqLu58506dWqYOSDDHxmYDWA/K1D/zh10ULL/yoNbTag+x1z+h325lT/QyTg+xdl8mnMZx/ikKz94C0Vs/CuYeuekfJOpd2PeLyoWH7MBeO/nutjzg7OpVqt0965k//33V5GqKMqIoAI1QmlFj/e0Dj2+WwwLisGs10ggrJkZA2IrQpmc+KTjdtkm2rl1jS4KENmvmyWhGTnQbFhKXMimla3d+cW2jMZjX5wm5xceMLUj27IT29FHH3dyFx3Wgyp14rSM0InQSQ99fJdjOZ8vU6HCPnyE/+NWNuGFmVcqdif74al3ctFPPyxvP5S2yDn5dkd8ZgXv+MTjVPvL9PT0MH36dLq6ugJXQlEUpX2oQPWYMmUKq6QPWd2T+PjOCQvObyqBrgOhMnLyz5w0Pysf++EL0cElMxPS5x63yzbHTkLe4MT9lsRplm1eWEpcqqxJtR+tzRGs4oenbuE003kLAPfwAGtYO+g3HWjir32WB7eS9aZexVl8g3eygsW8mDdwGvfycvaAQJN/5JeXeeV9W3+/mc9m97OOi4Qd8vFVHPCxWVSrVXp7e9l///1Zvnw5iqIow4UKVI81a9Yw2XTSsXitExp6fJMeFmr+b3WuVMlops/LJyZETcS+peN22WbsR4V6wn5D03+RPGLxKWFF4/JkUZE0ReucuiUMxZFIeG6+jWJ1PytQb+ZOyqZEyWnilzpPqrt1IHTyX+7gC+zBE9zPNDbnFG5kfz4T7JeachWbvWtSvlEiabP2ixznhdXC3/XJlRz8ycepViv09fWx//77s3TpUhRFUYYDFagenZ2dAJSXdTc+qt2BNu5g5egjvV1h3mujYcBPwAaGViDKEp7GOZfoilaJr8DM8ork1eyrP/Q6L5I+Em+cc2s4lyJ55aVNkSoRW+Nsyfm1klczW94k/nke1CGbTjOOvc0bALjF3DkgRY3vPS0FmvsHvKhiOlls5vE1pvMPLqZMB0fxIz7ORWzAhORfqn8lm7nDUu+YnLs0WM+sOy1W/9DdUeOdH1vFoSfMolqt0N/fzwEHHMDixYsDV0VRFKU1VKB6jBs3sEJquavHCXUe0+J7Los86psNIyMswSZlWdToIJpQmoxXsqTUsejr1Y3LsyuS3t/PyCdlgv6Ga9NMWCguz5aIF7iZPEdjKypchd34f0yRSSw2y3iQGQNN+1IvTgeEacnZHC+qdAAd9FPhFxzPhXyOfvrYjSP5InewKTsEr1DsKqXelRnfYDRdLCy0n/Kr8uuTFRYKP/jDqzjipMepVCtUKhWOOOIIFi5ciKIoSjtRgepRm4y6XBvF7z6u66bVcaOyHuvtCPNeEUKCtzPLxjlOsUk9FnfqpKJ5FX3VF7FrcV+c88uVHM3KjVQJk7EFR8XnbYF8a/lIQpnRLXXmzaLN/QPppstuAPxN/jUQIkMN/PUeVF+cOpsMeVVv4jy+x8F0sYBteTVf4h5ezvSkq+dfpbw7K/UzL6zoryPrOBYWC3/HB1bz/s89TpVVdHUt56CDDmLBggUoiqK0CxWoHrWJqMur+pxQ+1g27pvAf3yT8FhPCQvlFwgzReZY9Y7d5tt29zuVUHyRvFLjmrEbrv1YvBPW0FwesYvGBWyMP8iryNZsunZtzTT1uwOk3gTAzdzliFOpE6n14nTouDYNf02cYjoR08nj3M232IMnuYfJbMKn+BP78PnglfPvutQ7sehnyl3m77dynHJ+tfADjlzN0Z9/BmMM1WqVgw46iHnz5qEoitIOVKB6TJ48GYDymr744zrPc1kXXjQs65VX9BWTYJPS/N+243bZtmrXzv1m47PsUuKczYRs8z6zthSbIluKN1WSPaqbsRGv5WUA3MzddeJUMjZCXtRan1TbL3UZC/kBB3I7v6ZEmUM5nWP4PRswueEOy7piWXdCXh5Zdw4J+3n1idmHzi92zjX2e88ajvnK41Qq/RhjOPjgg3n22WdRFEVpFRWoHlOmTAGg3F2xIc5jue5JnvVoH6EwSU3nHQsjLEz946xXecw2L64Zu3bsJ8Y3fFcp+eRImMHZGGL2RbeUsodryxOmrvf0jQA8wEyWsKzOczogUiVDpNY3+UMZkRJIGZEBwdpPlYs5iUs4gX56eTVH8Bn+xWa8OHhVYnefvx+7S7LCWr1Ls46bCQvdBfsevoZjvzaTSqUfgHe+853MnTsXRVGUVlCB6mHXh6XcW814NIfC2vUKSHn9kTZNlWlmMQDnOGu2gOGakiq6klVWPQJ2wS4QCfvtWg61rvk9lj4lLBTn2IQGRw1234ilc69RXhnt3lJWgXfD672qgrAfA6P3/8Y9g/OeDgnTerEa9qpmDJ6yG3RyBxdxJu9gOc+xJbtwIvewMwdm/ury9mPfbuodkLpf5DgvbDDcBMJt2N7vWssn/m9IpB566KHMmTMHRVGUZlGB6rHRRhsBUO6vKbDo4zojfLjCsl4pGelMSroCr7Oa8AqKuRZelzWxlLmSVSRdllDNzMOxa0qcBs57WKejCsUFbPOa/ZOnkEopr5Wt2OApocS+vB6Av3P3oLQM9z+Ne1JDA6fwm/zpZA7/4Ue8jSe4gwlsyIe5jr35us097S6NfYN5n35YVnzBX1rwOBYmzpR6obuj9sfgnget5dPfnkGl0kelUuHoo4/mySefRFEUpRlUoHpsvPHGAJQrxosJPcZpIqzIq6FIGYF0DRPyZ6VrJd+UV3XC61Tsf0mzAHjp/BH2wZH3WXlkTSVVRHakNOf71yUvLCXOLT9hRH9ut4BQmSlxrW7Zg6d25cVsySasZi338rDnQR3yotaL07BQpaHZv7Zf71FdxTLO4RDu4OcA7MOpHMU1jGcaOEK1yF2S+pmVT2g/71cXO46FgXc7+fZe3Nve0c2J351JuXMN3d3dvPvd72b27NkoiqIURQWqx6abbgpAOTjqukZWWNIj32vKzsvTkukJjbyqJMEmdhybgsr3SrrH0SZ6/zjyypQs29D5pcal1CUrTYrscPaj0zQlpm+4RpG46OwAWfmIU8eUcodrSxg8ZaTOo7q/bd7/B/dTpX/QeyqOF1UKeVHDnlS8if2rCNdyCpdzHH2sZWcO5jjuYnNeXvguKfrZ7H6R41hYSrgf99bp3XzmO09TqfQhIhxxxBHMnDkTRVGUIqhA9dh8880BKIt/afIey6m2DE1XZfxm8liebvN3YhlN22S9mmqHNfHgrEBVa2aXvCb6vOOUuKKv5jy7ImlisqMV26JhzvUndaopvw6hOqXmUWRrZp7T2vmVQEp1v5P9Bpv37xlazNSUKJkhQVoKelHrxarvPfUHT4kVqdj+qAPbOP7N5fyS/VjO02zKSzmWO3kZhyd/83lXMGRf9E5r5dgNSw0Pxb1ln26+8KMZVCq9lEol3ve+9/HYY4+hKIqSigpUjy233BKAcqkEa/ubeJSHwrz04ghOSUlf+/A9XhllDKuNd+x7UKPnVOS4Wdtm7JpNUzT/onnlhUngnoiV2cqWlV+RsvLmPg2clxnan8QE3sIuAPyd+wYXMS2JOMI0NFF/apO/P3gqPIhqHg/zC97OE9zCBkzhPfyBPTmNEuXUb6whrsi3n7cfKjN07Nv7YSG7PHs37k179vClH88cFKlHHnkkjz76KIqiKCmoQPXYeuutB/fL81ckeixDg3Fitu5hgp0bJhG76KT9Ka+kRBvjnWOtCbt2HtHVhwLH/uwCSYOiQq/smG2zdqEuCln7iXnmyo6s6+WFGW8QVsP1TpFBWWmK2KVszeZRcu6zgbA9eTXj6ORJ5jGH5+rlZp1I9f/Vi1UahGmsD2p43lToZA0ruIjD+Sc/AeAtfJH38CcmsHHut53yrbR6l+X8mpsLyxooFfmm3/j2Hr565pBIPeqoo3jooYdQFEXJQwWqx4QJE6hWqwCU562yXhzXIuPRHO1X2pbXQzjMZHlVQ3Vp0kay4lNeh4Hjhj61RfJKjcsqw9s3sQFO7dxvJt5ute4UtTgJ2Yfyim1+moJpk2cCCG0FvamUmM5rAfgb93mTRcWWN83yog6UERs8hSNWGWzur/VN7UAYh6HE3ziVKzmGXlazI9P5EPewGbtGv+HUz7ywvP0ix0lhJtvWj3Pj37B7D984ewaVSg/ljh4+8IEP8OCDD6IoipKFCtQAxgwo0vKiVY4oyHgEuzNS5T6u2xwmWf1Ss15BBW0yp5TKyjfjWEKe56J5tSPOvZZFpUCz+1nxkTDxB0WF8svKqx2bl19yfbK2lEn6ZVCg3sx9wZlOs//53lJfrIab9vGOQ31UH+VaLmQflvEEG7IjR3EnL+MoW0bjN5H6mRdW5C6PHSeHSX2Yaxv71l1et1sv3zpnBv19JcrlMh/60Ie4//77URRFiaECNYBYL1V50ZrGuVVCj9+G0dCO7Wh4VTNfIRZXWKRMuj+4m1dW5NgvY/CNGVs6NlTHlFdxK3EtTjXVMP9p3n4sPmMuVSEwRVQovzyblDTu95BnN1zbgDjdgS3ZiW3oo59/8GDQN5rVrJ8tWCVDpDri1Lij/Ov7pS5iJheyF0/wVzqZyIFcxNv5obVJusq5dwYJ+yl3vF+X5DAJh7v2sfMEeM0b+jjtlzMHPKnlMh/+8Ie57777UBRFCaECNUCpNHBZykvX2JC8x3AonMCo9gzbZsOMG5X4yjGO59UdhR8tL+vV1cSxJNgbx8OauSJULC72mk95pTexX1ic5tRTYt7cmKRJjYttfhrnvBo8t87WIOhb3cLe1Jr39F88xiq66/qb+oOjSg2iNNbXtHHwVH3zfr0ndWBGgcZBU9CJ0EkPq7mS9/MvvgfAaziJw7iRCWyWd5Vzv71m9oscFwlzw4vGvfr1vXzv3BmDIvXYY4/lnnvuQVEUxUcFaoCOjg6oE6g1Uh7DTliD8KNY+pQw8Zvf89Ja3L6rgyK3iXxy0zjHDdMhZRyLJ0z948yyQnVr1S5nv3b92uVFNVneXP/cY2Ep6XK2PHHaUj/U9G06rwHgJv7jrR5VW9w0u5mfpGb/rL6opQEPqsTnS8UK2X/yXa7lSHpZyQvYk/dyL1vY6bFC30bWndDMHRmLix0XCYvdebE7K5TuVa/t40fnz6BS6aZcLvPxj3+cu+++G0VRFBcVqAEmT55MtVql3NWT+JgOhbuHzTz+C4QN7qakdUZGD/adLfK6yjuO2ATrFzh2lzuNrQ6VW5/UuGbsMvYbZjFI2I/1eY0246eGhcqI2QTSuFvDKltk1LNofbO2AW/qODrZm/8HwC38h44cf2le/1ICXlQSpqEScYWrK5Prl0mFDp7gei5jT5Yxgylsy6Hcxsv4cO6VD90lRe/GlLs7ZN8QljNqPxYe+5ZdXvnqPn76m5mDIvWEE07gzjvvRFEUpYYK1ADjxo2jVCrRsazbi8l7HLfTdrjC3KCY6Et5rRVMk7zCFPXeQ6FRqLr2SVNUReJM0TzavD/YvSLPNhafZZdVRt7m51ckbfu3N/MypjCBxaaLh3li0GeZ3fc09Z/vMU0b2e/OnUrdFFS1Uf6dLGMOv2cfnuCPdDCePTmf3TmLEp2ZVzl2B+TdDaG7t8hxMMw4QtWEbWN3ZCyutu2yax8/u3Am5Y4uent7Of7447njjjtQFEVBBWqYqVOnAtCxIsWDGgobLtt2hGW9jlLSFcmn4LEp4iW1x0GB5x9H4iSrn2dWHm3aFwl7ioP1yZIuGXbRMkLp2rG1P9/pvBqAm+V+yqY2nX5oUdNGYUp04FSoL6p4YlQC/VFLdeLUXyLVF6p9dHM9H+QuvoGhyi4cz4HczES2Cl610LcT+9ZD+3l3cuy4IcwM/URErFCN2ArpcX78Lq/s4yfnzQHpo1wu8+lPf5rbb789kEpRlOcbKlADbLTRRgB0rO7zYvIex3nhebbNpC8allVuSroiNs5xQzNxRExBZH7PjPyjAs8/DuQbbJaPpRuG/bqy89I1GRYsw0/nf6ZuzaZL3/blVQDcwgOUxe9/6orPbA+pK1hxLBoFaMgb2+hNDR8PCdUhb2oH/+HHXM+76WE5W7I77+ReNuctth75V7SZ/SLHDWHuuiCmfh2OWPqUODe+ZvPyXfr51e9mUKmuHWzuv+2221AU5fmNCtQAm2yyCQAd3ZXGVY8g53HrhNeaxxqakGN55OXbjjBnNaLM1a8y6hY9r8TXn1t2w/XNyjP0Gm+nbbN2OfvutWq4bkVlSTNhKXF5trHPlA3vvktNJ2xmpvFaXgTArTww6D0t18nSkP+0WFN/rbxo/9Pg6P76ladoEKeuN7WTZ7iVa9iTpTzMRLZmf27mpXyi8Dfb7F07eGyGmut9+4Ywv1EjYhu722Jxvs1Ld+7nvItnUrUi9cQTT+TWW29FUZTnLypQA2y55ZYAdPQPrCg18CRNefR64dE5VGPhebZtDktaajUlXZHyI8fJYjd03C7bVu0i++5sCQT2G65ZVn7tCPPjsmxa2SL5Fpiaal8ZGBz1IHNYQtdgI7p4vs1Gr2lIhIYGScX7mg7Vo36+1Pi0VaVAU38ZoXNwKqoVPMN17MuT/IEy43gTZ7Mb51FifPRbb8ddmnVcJCwlvGhcbXvpy/r59aVDIvUzn/kMf//731EU5fmJCtQAW221FQAd1YwJ+DMfvW5QkTwK5NtKWFODo7wwofnR/7W2QneVLsmwTz6OiaMs27y4ZuwC++Kde0v9TmPxKWGhuJhNlm3WFkkXHfEf36bb5v2beSDYEB+e8zTWzB/2nMb/NZYWa+J350v1vat+k3+FXm7lWO7jK1Sp8GI+wn7cxkS2jX7jJOyn3LEEfv5Zv9pYWFZ4alzI5iUv6efCy2ZSrQ5M8ff5L3yem266KZBKUZT1HRWoAV74whcC0CElqFovavQRmxVWNDzPtoWw4GIBWWHDZeMc14nTLIGTdZxSXjvissoP7Iea8rNWqQo2/eeVk1XHiF1mGbHNt837jGyF5kwdEHn7sSs4ArXsDY7K/WdKiC23UZhmz4MqRgY2axvypOZ5Uf2BVEMT+4/jYc7mZg6jhyVswuuZzj1sxh6pd1hTd2vsuEgY1I/oJ2KfFxez2Wmnfi6+fCYTJ67EVA0nn3wyN954I4qiPL9QgRpg++23B7uiVGnp2oBF3uO3SHirtgXCgqsyxdJmva5asSmSJuU4ln9R25S4rDyd/dxpo1LTptQ1Fh+wq+UdFIoZ6dq6+X8sxbdd2Y4t2ZDVdHM3MwO+UH+v1ChOM4RpqA8qXpcAGFg9iro0WV5UvwtBfZ9UvNWn5nM717MHS7mf8WzOHtzITnymmTsn907NOi4S5o7oD91FzcT5Nju+qMIFv52DMWsol8t8/vOf54YbbkBRlOcPKlADbLrpplSt57TjySWJj9ki4e20TQwTfyR9M/kNl81wHPvlp9jmxSXaBT3DOfsNMxj455CVR2JYQ71C9n66LJsim3td0uwPsJPz38YjVKgMjt73pWjYk1pCxApNCTf1E/G6Ds6HWksn9fmGxGrYG1v2BGs52OS/mnn8jf2Zw8WU6OBVnMHr+R0dTEy+G5v5JaT+WhvC2jCan5x4AXbYocJll88cFKlf/OIXuf7661EU5fmBCtQApVIJYwbcBOW5XV5swmPW5NmnPKpTbQNhwVHxsddXkbCUvIrY5M0GkPeKTci/4TgxLskLmhEnKem9/cx+qQx9tyawn1lHJywoDkP2MZvYZ56dFCpfEKbb5v2beDDS/zTXh+qIy7AwDTfvO7lLaBR/SKxmeVFD4rT2OeBJrVDhbj7NfziZKv1sy5G8jduZxPapd0+huNC3VihMwuGxOy8Wlxe/4w4V/vCHmRizmnK5zCmnnMKf//xnFEVZ/1GBGkGsR6vj2a5I/03Cj9mGZtSQfU4ehWy9MHf6ptw8W3pF2fP0RWbKKzGQb0PTdkoeWSKn2bTuueU112fFtXvf/cMjtJ+VPi8sJS5vayZNfJvEeN7MSwC4mf9mCNOI9zRwTEPYUDgZuTXG+038EhkcVXL6nvqe1fqlUWsj/WdzPv/gYLpZwIa8mrdzL5uzb93dVuQuLHLcTFjsLordDVnp/Pga229f4aorHgcGROqXv/xlFamK8jxABWqEzs5OADoWrvKenDmPW3eJzjr7AnkUei1E0jeU38orKaPczK4DecdOPZOnrmrmOCaksmxD9WomjzbuxxYwEP8cQ+ddJMyPy7JpZYvnuxcvZxwdPMlCnmYhHYkDo8g5HhKYMSHqTzUVnorK7xLgC1UcEZznRa1fjaqDJdzN39mDZdzDODbhjfyFF/GFhm8k5c5JPc6zidmlhMe+5bz4QTsD225b4crfD4jUzo5uvvzlL3PttdeiKMr6iwrUCOPHjwegY/GqyCOV+nC3Wb+pqali4Xm2zaQvGmaPMyfUz0iXV/9mxG3DIgPNHLcjLvZa9+sascmctD+w7/5BEFwFKyQDioSF4mI2WbaZkiPXZmj0/n8Hp7yPNcZni9V676krLqmzzs+RujRxL2p2U78vVkt1/VFrA6h6WMTtHMhT/BqhzM58l1eb39PBlNQ7pdBx7G6O3SlFwvPi3PiGOgy2CA2I1Ksvn0nVQLlc5utf/zrXXHMNiqKsn6hAjTBx4sAAhY5l7ij+yCO1SBeAwuF5tl5Y3aTwRfLMCYt2HchK14pN5LjW7B5dDrWZV3UkrYS+29QynH2JdBcw9vtqetR/s/FZdilxebZ5n/nbfrwCgFt4aFCglgOisbHnaag5P0t0NnpEG72tsRWkSnX51HtXG0fz14vT+DypteZ+AzzI//Ig/0PV9LKVHMFu5k4m8eKm7sTYcVb6WFhKeNG4kA24K/LBC7apcs3lM4FVlMtlTj31VK666qpQKkVR1nFUoEaYOnUqAB0rehIer8MZnmfrhdWEZNIqUU2EiW/T7GuuGZvaRzuWR014tZss724BeVCra6i7gImEJ+23Ep9nVySunRvswObsxJb00c8dPBr0nqb9y+uLWu9NHdrqV5MKe2Z9gRsTp+LVvFy3H2/2d5dIvYi7OIBu8xyTZRfeyL1sxsE276bu7KRfRiwsNTyWT2Y6M7Q1YEXqNltVueayxxErUr/5zW+qSFWU9RAVqBE23HBDADpW9zmh3uM100uJI06KPt4TbGP5tjyVVCRsMCrLLiWvZmy844a6FEwfPPbi6q5jYrqYt1UIi9BYeF4Zxg/PS9eOMD/O+0ydhD9qN1TmdOs9vYfZrKWnYYBU2GfqiEYTFpQEwhoFbFz+kpEHTh7+NFSuUM1bZjUmUpfL/dwpb2cZ/6STabyKa9mBr9s0+Xdn6nFKWCvhsTsriPE2h222rnLt7+tF6pVXXhnLSVGUdRAVqBE23XRTADq6+8OP0dqL1vXk+SPRjd2NjlCPhefY5k4jRYtlZYVllZGSrohNLE27jkPlZdlmxEW7PrR5P2s1qqR6NxMWinPvc7c7RI4tvsButK8J1Jt5uE6yhcRp+r9GbyqZ8fWCM97EH9of8q7G+6H6Tf7hOVLdlad6Wc69HMoz/AKAHfk6r+RqykzNvGuKHBcJayY8L24w3hengW2rLapce+mQSP3e6adz+eWXoyjK+oEK1AhbbLEFAB19VSc08JgVJ7zOc8lQ30O88ODjmpywQJkmJd9mysoKK/oqa8WmSJpmjmPlZdlG4mrffXKf1Sb3k+dnLRrvhxWIq93nwX7BzmdDV4fGrZMO9uJlAPzNCtRY836mUDXhcLyUA+U25pTexJ/tRa3l7Tf5x/qjxkb5D01FBTM4hUc4jgrdbMrBvIa7mcQuNu/id3srv+5mw904vGb90EpVrq0vUq+75HGmTVlMX38/3/nOd/j973+PoijrPipQI2y11VZ2NamGR6TFfTG7Jt4jeHA3+GjOCcsIT803edL+docNl03OcWx0f6aH0z9u5jVPznRbkf1mR/HXwhu8ln4dY/F5YVn5BdKlrA4lvoht3HbjxUxlAgtZwUM8HWzezxWnMjRBPzmisl6o1rZw7kNxaV7UoXJCMjs+0r8+rjZfatnZ72Q+f+A/TKebp5nIS/l/3MmmHJ53hw4dR5YrbSUsJTx2N7lxMCRas5r5a2yxRZWLf/kM5dKAJ/W0005Tkaoo6wEqUCNst912lEolxpsSVKqOGKi9kHE+Q49hEh7RRWxTwr2wQpP2J+aZm7ZIuiI2znFQ1MUm+3fsY/HR8pqxzUvnfj8tjuI3Tj659RiOsJhNim14m84uANzMo+D4FZPFafBfyEMaiwvbNo7az/aihqeaEk/A+kI01A/VFaZDfVKFTlbxCP9hL5ZzCx1M4WVczrZ8e/CxHr0jTdovPfWuKBKeGgdpzfy1bYvNqlz3u1mUZOWgSL300kv9HBVFWYdQgRrhJS8ZWMWmVCpRnteVsHxpVjgF7ZsNj9hKVvpm8iyaXztsiqRp5jhWXlHblHRt3s/sl+rXt11hobhWbAfspvNyAP7GI4GhRsVG8BMUpY0j92PidCC+sVTqygh7UesHRw2VHeuXWj+yP943tV6kdtBHFw9xBM/yEwBewJd4GX+mg41z78asO7nIr7yZcDfOJXMUf42ISN18syrXXTQkUk8//XQuueSSjIwURRnLqECNsOGGG1KpVADomLnQa550iT1yRyPcCxvcbTJ9aljhZUpbtImtOtVwvuLZ+6/hvDqE6pNim5fOqS+pA58CW3Smgaz9vHJSwwrWNViH+s8tmMpr2Q6AW3m0bvWo5gZGZXs73WmnQltYsEqD+Ix7UUOi1A+XpAn+6wVrR11zPwhP8U1m8hEqrGZDprML9zCR/xe+E901Hpr/1UfvlKzwzDsp1WMaw8Dmm1b580WzKJcGROr3vvc9Lr744oxEiqKMVVSgZiD25d85Z4kfk/DoTQhvZYL/uod1ah55+aamd18YbjN1LL+cvJq2yTu2YdE5U1Pzy0rbSlzefhG7dtmmhBWIM1I/40Vsmikj7Gt2BuBBnmEpK+tWsa+Xk8VEaTSubiBVvKmfwTSlYC0wtbxinlE/37gQHUqX6kkdmth/ibmWh9mPbvME49mRnfknG/P+4F2YddxqWFZ4tPyMeU+LbptuXOVPv5lFubQCoZfvf//7XHTRRYECFEUZy6hAzaCjowOAzmeWRR6xNB9uxIsqkE/NYxldvz6lLqlhBMr3yg6u7JRXxnDZBI6FnAFMecepwq6ZuHanaZdtVliROBpH+fsi1cbVmvdvtt7TsiflJCD5Uj2r+MeRUf5hj2mjYB3aLyESas7P8qKWvHyzPKlDfVNjo/sHhap0stbM5BHZiy7+SomJ7MDFbMOPrKDN/vb8Oz/rjkhJmxXuDoAatEv1lCaw6SZV/nLhLMZv0EO5XOZHP/oRv/3tb1vLVFGUEUUFagYTJkwAoGP+Ci8m9AguGC4t5CMp4jYv72bSO+W73tskoTzcNrE0rijKiA+KtbzjdsSl1qVo+pBUyJMd/n5eWELZ7kwXddNMUWcjpsQ+MuBBvcWuHlX2pFyWvzNVmA7+k1LdH1X1ojQ8R2q9rTfnqcTLDn+GV5uKN/eXG+KDnlXppMJqZvF+5vE9ADbnJF7EjXSwee5dHbsTU7/1LNvYXdKspzRv23hDw3XnP0G5tIJSqcQZZ5zBhRdeiKIo6wYqUDOYMmUKAJ2LVwcetTVCj+GxEJ5nG0lvEudXFb8PZF7ZCXWprVcf7PrQyiu19pGaZ1b+jm20vt5+cPUn51rnzi7Qjv1m4psN8+LE+XS9qM7121W2Zkumspoe7uNJp4G7eD9UouGRHExp8DuMSWG8MOry9UVrkU/xBKlkiNRYk39HoMm/g/mczpMcRYWVTGYPXsw9TOD1uXd44q81GpYSnkQrAtWy8UaGv1wwiw4rUn/84x9zwQUXFK2JoiijgArUDDbeeGAkbOfybic063EbixuN8CZsW16hqmh9vGNJySshn2E9zhJ7EVvJyie1vHbtNxNfNMyPy7Kpb97/BzOpUKnrf5ovTAmKUzLCwkJVGkqjIU1InMab+PP/hT2pYWHa6EmNj/DvBMbRxQ3MYi+6mcE4tmUHbmNDPpJ0t7calhU+GG+8kfttauKv86ROM1z/6yGR+tOf/pRf//rXLRagKMpwowI1g803H2gS61zdF3jkEnkU58WNVHgTtsKgYBieV1asjp6NFE0XK2u4jmuHNYGVZ+tfUy9dw0j8SB5t3W8mvmhYho3Ue1T3Z6B5/2Yea9Pcp9lyFjdE6if3H7LxxaovThsHTQ3Fp3tRXaGb1ewfFqZZA6nKCJ308CRPsDcr+CMlxrM157EFZyFsYMtu3zdOYjgEROhwNPVbNgyI1PPOOw9FUcYuKlAz2GabbQDo6Kk4oaHHrh+eFTdS4U3aSsi2mbJyX09hG3ew1eBLJi9dkbKc2Qfc4yLpG65Xim0krmFVqFC6Nuw3nGOW3MiLTwkLxYVtJjGOt7ADALcwI9q03+hNpZAojQnV0NZo2yhW/bypE5WhuNin7zWVDGEa86pmDJ6ikyq9zOUYFvEtDFU24nheyN/oYMuiv9DcsNRwyPGYNilGY3lsOMVw/XmzmLzBEqDKWWedxfnnnx9JqCjKaKMCNYNtt90WgM4qgUcskUdvXtxohLdqm5e+aFhCGUnCNMsmlq9znNl/NO84VF6WbU5ccLWrNuw39HHNqlfR+KywlLiBbU9ewjg6eJLFPMni6MyhjZ9xERqyDKdy/zX6bAmkC+eZ7U0NbVkj+7M9qeXIfsnznvpN/p0s5gye5T1UWM4E3sILuZfx7JZ5pzYb1hAemoS/qODMIkHATptquPoXTzF+3BpKpRI/+9nPOPfcc5soTFGU4UYFagYvetGLAOgslaG/5kXNE2t+eDNphjO8VdsRCqt5FiUvXSyfnHzdY/HzSDnOEnVFbO3+4GGOXdF9oeCE/s3EZ4X5cY02+/MyAP5mvad+874vHdP+kRgazpk6W1+s+gOnYv1Ps72pjfXyvaOhsMYpqOqF6cC+700Vx5u6mlt4hj3p4WE62JqtuYWpHD9YE/8OLnoHZIUPEhKhw9S87+YvBqZNNlz/y9l0lrsolUqcffbZKlIVZQyiAjWDnXbaCRiYsL/8lDdZf3DkdY2sR7MNTxkpPyzh7bQdrrDaYYJNSj6hfIOiLe84Jf8iab39tojTPIGYuJ/b3SAlzPdQh9Ptx0vBEah5o/dLnrCrbalSNZYmK6+hsBRxmuf7zZpOKpSP70kVL407V2pak38fc5nL/qziCoRxbMJZbMK5tl9q/G7ODKt5SHPuyCKCsumm/Vh6W4dpUwzXnzObcY5I/eUvf5mRmaIoI40K1AwmTZo0uNxp56xFjY/muodj6LHthzvpBG9lnaJ5JYQbf4qjonnk2TaTPiW/lLxS8m4lTeg4L79m0qbGZaVJzTvRtvbHV970WZnXQxrzC2w7sjE7sRl9VPgHs5qaViomJgmEhWxJiI+J1cayQh7TcFN+qJ5hT6lExKzdNyXEuMI0NMK/1uTfaZv8xwG9LOTjLOWrGCpM5iNszm108IJCv6Q6O6kXqQ2/iiJe01SKCFgnfNpkw19+MSRSf/GLX3DOOecUKFhRlOFEBWoOQ8udLvZjIo9oP64hx3pPmeSlaUO4xOyL5N1M+qywVsoo8vrMS5OaR5H8iqRNjUvNv2j60H1s9xvum5S8svJvjKs179/FU6ylt26BT/FEappgpYkY/1/9yPqh9LH5T7MFa3ZtQ/1RQ6I3Z3S/xJr/fZHa2OS/gp+zkMOosIQNeAObcR/j2LPQr6rOrtazxMRXjPK9rcPdtB+zmTbZcIMVqabazzkqUhVlzKACNYfOzk4AOuYuH3gEux5P90kdnFyeyGO9FlU0TUZ4yBMroSmjYvnIUD51gxjyXkujEdaKTZHXbug4Nb8iaVPjCtg1PSOA2y83Vm5evZww8e/zevv9eAkAf2cGnQ3Lm9ZLuAa/o2n0Q9IgAIuJVLee2fn4QjK0+lS+NzVURrzPqTSkdZdaDTX5uyLVn4rKbfLv4Z8sYE96uZ8ym7MJf2UiJxb7ZUrcTmhtBH4h72pBT+qUSYYbfj6bjaeupFQuc84556hIVZQxgArUHCZOnAhA5/wup2mexumQ6gg9wv3wrLiC4YW7GjgYb1Uf17bWNcAPz823hbBgt4fEvELnkJTPcBxHxNzgizHDNrbyVJJAZGjde5Nhk7sf2kLxqekb4zopsycvBuAWZg7KpSyv6eCxsfOWmrjQzBKpsa3unxnYQumzxGm4/2nanASNI/rd+Hjf1ZS5UusHU3V4Tf6dVJnPIg5kDRcjdDCVHzOVixAmFLoLQk+JIM32LU1Jm+JJdcKnTDRc/aOn2KC8nFKpxDnnnMPPf/7zlLNQFGWYUIGaw9SpUwHoXLJ6SASJ//jNejRnPbKLphmGcImEu0IvaeL+WHiBMOPXqZm8smxS0wzXsbMfHFVPfVyWiM3br/sjKsE+aT81LBTfGLcb2zGV8SxiFQ8zL7i8aeY/Uz+5frv/1a6fK4LJEL4x0Rk/k/Ck/X5c2JMqXpq0uVLDTf7lQU+qUKGLT7OCz2HoZzxHsSF3UGIH58ziv6TYN09oxSiXEW7ab4hnwJN6/c+eGBSpv/rVrzj77LMDGSuKMhKoQM1hcLnTrm7vSeyJvJjQIxaeIu4Sw2P1Ss1HnGbdwc2fgimWR155lgZvXsBucLfoa7AWFJhGKlM4ZpU1HMex2QPsvjsXqoSEaqKQrH1/efatdANICgvFD8VNt837t/B4w6RJ/nj24D9PnPrWePvk5Vdn65Qh4vU/De8TEKN53tSQqPXr3bhf3yc1f0L/sudl9Zv8OxpG+a/l1yznYKospINXM4176GA/7wql3QG+tzLVW2qiBxEKNu2H6jVlouH6M4dE6rnnnstZZ52VULiiKO1GBWoOW2yxBQAda3qbEH/Nxg1TeGbzdyy8VduRDGvFZqSOQ/WR+mb5qLgMpCskCotsRfLPK5Og3fTB/qeP1/n0SrZpPeQzHPRmZnhOicYMld34rxSIC8tkAvsE7BvFabhf6lBZWdNPxfuk1gve+FypjU3+oVH+HQjjEMbRz30sZ0/6uYcSmzCZPzGOz+f+wvwwiAvCrE0MGDdds97UrPhA2JSJhr+e+QTjO2oiVT2pijIaqEDNYccdd6Sv0k+5r+rFpAi3FFFXJL+UciLhgwKomfzbZDtsA66Gy2Y4jjNEYJY4LepFTbWL9lMNbXm2qXnBZkzmtQwsJXwrs+qa90UifU8Hm/RJkKKuRaNdqF4pYpbAfjjMF7dZntRwn9NQmJ9nw4CpzCZ+vx+q38TfuPqUYRErOIgefo1QZgLfZQKXA1MbriTUN+MLzQtIYzdpRpDGyo3FB8ImTTDc8JMnmLLBEjAVzj33XH72s58FClIUZbhQgZrDDjvsQGe5g/GVmDgjQ7hlxYVe7oE4E0tTsJzoykx5A4ti4QVtk/qxFg0rkC5THMfyGa7jQPkNMy4kxiWXF9gXmsi3HfHCvgwsgvEg81jM6gaZJUKDSM2SoXjSzj0mOZ+wIAyJVRzROSQW0/Orn77KzzPFe1ryRG/Mkzq0H8traO7U0MT+nQiGtfwvazgRQy+dvJuJ/BPhJc4VDj+V6ijQvC9OkiTa0Lzvh00ab7juB08xafxaSqUS559/vopURRlBVKDm8PKXvxyAjnIZWbrKhoZeyBSM8wnEmaw0zZRTpIwieSfYuiI4afGAlLDEdCZQB9emkHjNqEtwFoHQcd55FI1rxq6V/dBWLH66Fag38TjiyaUGaZfQrB8XgtnhvgUB2/rjFG9nSlN/Y76x5v/s/fQuAfVN/m4/VP/Y9aZ22ib/DejnYtZwIFWeo8QujOcuyhwY/eaTBGFkMwk2qZ5U43cVCNUjEjZpguH6Hz3BeNsn9fzzz+enP/1poCBFUdqNCtQcttpqK6rVgeb9cQ/NDYgwMgRaVlzoBR6Ik1jf0az8CoRLVhnN5J1h6w5gkiLps8pOSCe+t9CxiU5plSf8vDQ1wd1QRupx6LxS47LyHKn99HihxH68CIC/160eFRCqDc36zYtSvy6xsLw8ssWp/1msX2oorlifVEkQqSHRGmvyL9dNRWW4n272pMI/EaYxjj9S5us2T+duNc5V9ZvqfSL9TxvSNdm0L1niOBTuhdVE6oSOZZRKJS644AIVqYoyAqhAzaFUGrpEnTPm272YCGtznDh9RzNFWhvCi07oX9RWag/8vPRZYan1CYTFhGjDpPQxQZhTHyFDnKbklyrymonLSlNkK5JnPP5VbMmWTGE1vdzDM8HJ+QelVoPXFO8z+1+WVV4cOcdD//ym9ti/YM9a74zi8xjk72cNopLoCP/48ZBQdaeigmX08i76GZjMvoNTKXM1MG3wmx74zTmCr4jILEJinlGBnCVWnbSTxxuu//6TdSL1Jz/5SYuVVxQlCxWoCdRWkxo3Z3GOMGsyLmvgkh9VSCAOd7gEms+pP6/BF1TonLJEoTOpfZZdaleBpDJjNnnHWXk0k19oov48UeheE7zFF8T7w6CI4PTLSc0jbjvdTs5/K0/y/9k77zi5ifNxP7O712yfC6Zjg+kt9PYLJXRseodgAqEm9A4BEggQWiCUEAj5hgABAsQJLfSS0AMBU5NQDW7n3u07++ru/P6QtDsazUij3b2zIfveR5Y0877vjLTt8TszrwrkS6v3FWzTEcuOfiSiq37uDLXFRP0Zqz9Tm6WyMLiGdU1zVs3zWKsVSY2PrIaH+4WWhqqUiioY8hfk+Sk9nIqkgwz7k+EdBBumnwtarS2pDVtdsFOmAkhdzx/uf+FXXiS1UOipQWpNatLLskwCqhDidCHERCFEhxDiHSHEtjG6xwkhpLZ1VLM/AwYMAKBu6vygVQvElVknFKCIBcO+hE/HcuF/gevRQxkcarp6ma0tk09bn5yyA1Sq42pT7rnmX5iuy9GPvvBJxuRerfjYtMXrBoD6Ml8rcGp6+GcyYhI5omxIxWQnbIn6bTDpsrc9AtVUVt1IqglSSVjhjwKp+tOnJI+Ql6OQcjKC9YF3gENLb+feglWTpG1LKQ9SWhW/zgJY1WybGuDFG8ezQvMistks9913Xw1Sa1KTXpJlDlCFEEcCNwNXAlsCHwMvCCFWjDFbBKyibGtUs09Bsv76OW0JEFdhnTDV6eLiz6UPLuWO/k0r9IOUVkL9MXBtT7NP0otNzo97m7E6aWzKOdf8R55YFtcXw7FQj+OgsTeO7fX9qWd7VodieqnwnNNMJF6ZFjNtqGjrW6mPEQ8i/LQqDN7NLQkNtePzEZhSUtmH+CuNpEYB1gyt6qp+09OocsrTpz5FsjtSvooQzYjMIyCuBen/vPTG8H65kVRbnf8uUCOogqidkNBUD09eM4l+/nD/fffdx6233lrBxdSkJjUxyTIHqMB5wF1SynullJ8CpwBLgBNibKSUcoayzaxmh1ZeeWUIniYF3ldXZCU6pToXuNS/MAPIk3GppRSfwTBuGhu971abJD+OEBtAUgQiXdpT7CPXaLiPvRlFTcw60AvnEag0AZ9+bvBRFpy6bOX52Y01qSfLROYzmfnFGY5RjDMho73OBIkkati9F7VSwak2p7Q4RSCsY7LRYTVaZl9MZT92j6QKLZIqQplpbflSS5FUWATyCKT8jfcOyFwC2WdADiEkvTi8Xzx0Hd439Kv46ut62nlTPbxw/fgipN5///3ccsst1KQmNameLFOAKoSoB7YC/h6USSkL/vl3Y0wHCCEmCSFahBB/E0JsXM1+DR8+HID69h5Trx2BLUWd0OcM2uxs0UkXGKRKi6/6QNc0XUDV64soqkiC4N44dwHCcut0vUpt3OxGFlfvf62sE9eXBpkXTEXBzV7ngrmxYGopix6bsRqCR6SaILVkq5+HdeKG+DORzTWSmrzC3yGpv8wiZA6kD6qy3qsrXAX540EuhswoqHsP2LTXh/eNaalsbZVbpp03NcAL15Ug9YEHHuCmm24yd7AmNalJalmmABVY3p/0pEdAZwIrW2y+8KOrBwI/8K/pLSHEMJOyEKJBCDEw2IDmpE6ts443Z64uL0s/usaoIDEQ5lgnVCBLsBOKjXNbaSKaactNwOKim+BX6PMoFT1hiaxG/KXpi3Yu1CH3JAjs7fNq1JWj5+rL9B4oHZfSS423zj0NI5UZNd3PSn1JA6Y2P3HHxjZERsnfah72J3LVUVgNA6vtcam2/kYTeFFsIy6yalrhr85LVR+RmvVgVeag8BT07AlyPGTWgoa3IXN0aRSkF4b3g4iniNMzlbuUxZw31cML15Yg9U9/+lMNUmtSkyrJsgaoqUVK+baU8n4p5UdSyteAQ4DZwI8tJpcAC5VtSlIbG264IQB1mSy0d2q1NiiroE442IWeDOVos0yUu5Zp5SJG12kxVdq+aOfW+aBx50kw6AKL+nmcrmudi17KY5nc3ppyCOuyHN3k+ScTtehpzExNGcYuHcow1Og6wnr9pdX61YLTaK7T+H0SrKLomK8rKSIajaTGr+iPW+EfLiOA02CVv6zztsI46Nwd8i+C6AeNf4L6m3yITY6Syphk/dIEk8E7r0pR1FBif9twvy9N9fDC1eMZ2m82IHnwwQf51a9+RU1qUpPKZFkD1DlAHlhJK18JmGGxCYmUshv4EPylwlG5zk/YF2zGSKsq6667LlJKhBDUfT4tBqhwq1PnM8ZG/5LqTLBRrk0l5WnbTVtWqX05duXopGnb5dy1vWrUuRxbNnUudIyfYHj/XTmVxXRbH9hZAlPlKVIyimVJsUNidQx/yhSONHBq0o3fm1bxl+BR141GV4UGkfH9wmgTjZ6mTehf3GSuuHmgWg+yAWQ7dB4NXTd4b4X6c6HfiyBW8M4dQVWfZ6ruE6cBlBFFlWpbcVFU5bipAZ64bDIDGxaRyWR46KGHapBak5pUKMsUoEopu4D3gd2DMiFExj9/28WHECILbAJMt7TRKaVcFGxAa5LPXC5XeprUZ9P0Fi1ApdcJrdgvS0yQX25dNW2Sym3+y/VRbftK2y3Hd2+dm9qP03Wp0/Vsm8VGoL2XzXYjxVoA/EOMD810FAoGCRW7hPIUKetjTonFVhJhtqSHoQ2cj81pp1SgtJVj8KnXhdsxT3xwj6TqEypMd9/Nj7dSPwMyG96CqKrMQNcvoX00yFbI7QoD3oPMdobPdVRCGupQfpo5pymH94Xalq5jOlfmpD5/1QT65+YVIfXGG29MvMaa1KQmZlmmANWXm4GThRA/FEJsCNwJ9Afuxfuhul8IcV2gLIS4XAixlxBiLSHElsCf/DRTf6hmp3K5HAB142c7gpPpy1erEzF1cXZOdXF9WRrllepWYl9JGxX4jkTHXX3E9SGNrUudRS8hGho5js0WIKgjy25+9rd/MME6+GxEwOJKeiKaUKqLhU8LAgZ91wEYTdvlONont6F+M6yaINRclj6SKhIjqeq8U9PCKcgiAhCVWQVSc+GNOm/rfhHadof8l5BZHZpfhfrjrRHQuMecChOQUr3h/RCcppmXGsxJVSD14Ycf5oYbbjB0tiY1qUmSLHOAKqUcA1wAXAV8BGwOjFJSR63u5zoNZAhwF/AZ8CwwENjeT1FVNenXrx8A9S1ztRobOOl1cWDVG3VxfVna5bZrqKQsRld/qlJZbaTUMbYV50Pvr4t9nK843QS9AE5lGvv44+8yjIE0MIvF/JuZCg5Fo6d2rIorS6419c/FnhTH+j76F57QUNKPwieKTVyu1Dj4LC+SGjdHNZxzARlspcVTYVCtA1kPNEBhIrTuCV1Pg2iEAXdD/zt8nYThfpP0wvB+4nB+DLgGRY118MIVExjgQ+qf//znWgqqmtSkDMkt7Q6YREp5O3C7pW4X7fxc4Nze7tPgwYNZvHgxdbNalR85/ZtTB6a4+jS2rnW9ZdMb5Un9KafMUi6CzNv661Zuu3E6rjYx50JqeVfj9NP41uuI1xNJNu4yijUBeJmJypIbyCAVOA2wUUaQ0ryF9VDKSLRV7Us2up3ND4Zjky4+OoKM9RfFZrs+xvqgDW8z9c/c90zRRviIJSj4ECpBPZaEP7dSaFsCIErpzUtt+yE0ngtNl0LTaZDdDBYeAXl9+lScL8doaaVgmnSuHQeR18Z6eP7nExh1JbR1NvDAAw/Q3d3NRRddZL/GmtSkJiFZ5iKoy6qssII3sb9+/mKl1PQTg2N9GltfZExdqvaqaVNueUrdyGNgU9rHpoiylKXKe6r5FqbMAyl8GPtrso/DqQRdW4Q0YS5p2mOBYKQPqK/IidT56d7VlfvmZUCGOKbhsaNRyxKiuvypiKd6RDnH0o6p13q/zHtb9NQUKQ3b9U4kVe+D3Vaoc09DkdQgeqpHVNVoap13vORWWHQkFBZA/Q6w3FjIbZ8MoraIaszq/jgINT3OtKxzw7SAxnp4/vIJDGzsIJPJMGbMGH75y18aOl+TmtTEJDVAdZQgWX/dkm5HqAwgwAUsLbZqXWSltKNdYnk5NtUut/VHuWYR3Mcy7F2AUteRSTlWy/GdZrqB6dzBf1pbadCTMXVlHK9AP7b00xi/wcRign515qOOVUb8k8Lj/pgV/URqSv0wQalebga9cCoqbDox/mx/cXbRCQ/6oqlqzkkVBigVofMojCpD/EZQ1RZM+U+fQtZ7oNr5KnLebsjuTyC7Kgx9BfqdkgyjRIFVfUSpqd5kF4wNRDIFpEwzFQetjXXw7M8m0pybhxCCv/zlL1x33XXUpCY1SZYaoDrKmmt6EaD67oJSGgd6SfVpbHWVFHap++Ji0xvlCdfu9CjTuHKXMu28OC0gpV2ozHZNST7KPa9E19ZHVxvzthcjAPiPnMU8lvjRU3OKKfNadzRItSNdHAqqfYoDRkweg4VaETiO70l4H59gPxo9Ve11GHWNpMbnO7VHSkXkXJBBSA1eVUiVKqRaoqo6sOanwLyR0P4YiHoYfCcMuRtoLH10HKKpwqZrKlfKpKEsiIRKYvzEHRM+bqyD5342gebcXIQQPPLII1x77bXUpCY1iZcaoDrKBhtsABlBZ10GevIGKMLyI6+q2kDNsS7xCVDl1lXTptxy/9wWITYOmdsA0C93irjqZcGpKQWYg10SHAoM15lgYz039SGFbeQatTqjj7i+mI8DQH1FTCQr9MebigioWhFOoKzot0MiRvxLhtg4n4Lwan8MOuGy9EP9JlgtgmCoLfNTp0SkzDb073LNtqkBQoFPYQDS0ip/b3jfFFUtrfIXMocodMH8k2Dhz0Dmof8JsOJrkBnmPLyPuvLfUGeCTCGVd6mmE/HlAKoRoFWOG+vguUsnFiH10UcfrUFqTWqSIDVAdZRNNtkEmS8wsJAh98W0EvwYI3uBxMGeXp/Gthp1lvLYKQS9XF4cc7Ndg6UsMj8Vy/W4+EzRbmo7/ziSkslk43Ke1AcXmPTP1XtYxTmoAsGePqC+6g/v22dNmpDLXF+qNdeTZCnDenZQS4a65F7ar063N7UTLotGUqP1UdwP5o3Gz0E1R1KL9sVhfJEwvG+DVX1T56XWQ+vvYPYhkJ8LDdvCKu9D485EJGleasooqhEq4yKjhkipxF/bGBNdbayH5y4pQerfnniMa665Jnp9NalJTaAGqO7S1NRUTNbf8O/JYaAqShwcJtWnsa1GXUx7Vuh2AccKykUCbJp8SEtkNQBTkWDvApTVtAvmn/baEL8JGPVzi64x4pzmOLptyoqsTH8W0817TC8/epoIpabSUt90GERgHK5PA6c4lLnuo4uUwuVEjnUbU70owaY053otwaepPaEN4QsDkApteF9EI6ohkFWAVX9MKnXQ+U+YsQt0fgjZFWGlv0PzOeEsAbZoaiVgSsJ5HLjKUqKQYp3luKEeXrhkIsOaZ5AvwGOP1SC1JjWxSQ1QU0hdXR0A9V9O83/3YiAPYgDNpX4p1YWG0tP4q1J5sdrWrlYW0VXVHOydy6pkF+qXa1vlnqfQNd4vF5/xNiP96OnrtNBDIeHp8PFYaisjQUtofS7+aXNZI/Uxvu290evsV6Xrm/zb24wf9o9EUoVeHl0MZV8YJRTwFIbhfRGNppqG/o1zUw0R1Z7pMGNvaH0IRA6WvwVW/JP/vBbtu8MVWF3KyjlXhveFLcG/ciwk1OVgzNlTGehHUh977DGuvvpqalKTmoSlBqgpZMCAAQDUT5pjgCwSYC5tfYJt6AswbqpBXJt9YVNJeXB9lH4kUwFiGt00ZdWyi7NJ68Nkb1uRb4ZJtzoXvdLxKP/pUS8zqfg0dxVOiwjlr5I3PdwzvGofw1EURtP+mawMPXECySQALelGJzIkRU/tMCoiuoT0LUP/xewEtkVUorgwynsfOUCqHmk1PQo1tHAqmJMaHNdDoQCzz4A5F4LsgebRMOwNyI5IPbwvsaSgihnej8wnNZxLJWoqND/SMidV+vNe63Pw/E8mMqjOg9THH3+cX/ziF9SkJjUpSQ1QU8jyyy8PQP2MhX5JHMhVWh9TF8CG0Ie4TbaudeX0xdWm3HJhuc40fentsrR2rn7S+IixF0lTCuLadq0z3X9Bf+rZgVUBeIXJxrXjAkHGMPwcAiiBuc6IjHbgNOuZSsNlLsfJUJqJrY/zEV8WzYMQ1klY2S/8YzW/rCyBqxpBFVIBVh1SnYb39S1rGPJXhvuph4X3wNT9oGcmNG4Ba4yFpr2ic+VjgDXyaNSEKKp1Pql2LjD7Kc78Mgz1C8KQ+twFJUh94oknuOqqq6hJTWriSQ1QU8iwYcMAaFiwxAH+ql2vlAeLbIJvQiksw9kpfJZd10flwqafxndvl/WWToXnvQqnpveJd7w7w6gnywQWMpEFlqF9f2V+BET9Y+u8SSzlLvBJYl2cXxd4TPNnSi/lFj01ZwAo2UfzqFpX9gsR+q9DAJHCGBkVGpCqEVM9yuq6mYb7/X37WJi8i7fPDoXhz8LQi307t+F9YSgL6SnnQofMpHmp2rFQIqVJYFtfB8+dP5HBdXO8SOpjj9UiqTWpiS81QE0ha6+9NgD1HT1+if8jWBxi1yUO8tLa61UKlPZK6imtTpqG2ONsHMuLX+CWcuv0hXLb7KuyXtKJvA5JPl0h03T/0taVjgWwlz+8/w8mxyyO8tHJFkE1omDpKFxrwLXgPaT02aUlkzeTbVyZeZ+UCzWuzraQSsSCa9Bu1K8PoSIaeVXbKX0mhWF43wCk6txV4xQAW57UTBhOi5HUOuiZAy37wYI/gsjCitfCamNADCh+cqTtaVIph/dBibqaYBRFT6+zRVf1Y8VPfR08e94kVmyaCRR44oknuPLKK6lJTf7XpQaoKWSjjTYCoB4BBeVbJvhttqZHUhUN9SKhPrGuElvHOlGGTaXlIqntpP4sK2WV6hjuiZMP23m1dOP0BHuxOgAv+4Cqz3K0oVNcXNCEpdEavywYtk6AXyJe4s9xLHP5C9tlDHXGWbkRiDQfC0PMWoReAZOv8LC+P7QfAlJ9eN8wNzVxeD8Y4rcN9xsekVqQMP08mHYWyC4YdBis9S+oW7cEhmnBlJTnDtDqdKz5qa+DJ8+ewvJNixBC8OSTT3L55ZdTk5r8L0sNUFPIFltsAUA2kyU7aVYUjHTGigU5rT4SBU2yT+E7lW1f2NiuWysvjrM5+EnsTzllZvCqrI1ydJRzqduUc+7aXpq6sN5aDGJdBtNNnreY4j/e1AanQjm24RhGOItAqXokolo2QLSXYe2RS5l9H5cL1V4XvVNxd80lR6ol76kMg2o0aqpFVBGWiKphikC5Q/5BRHXBgzBhH+ieBo0bwzpjoXn/0lu9N8BUP6/msb/PZeC58yaxnD/c/8wzz3DZZZdRk5r8r0oNUFPI4MGDyefzANR/NDFcGQtSqlJv1aexda3TfIqYutR99CUyvK+qp/Dj1B9DWZBfsVx7W9vGKRFJYOigY336k+O58xSByupG+tHTscykg57Q8L6I4FAYv9z/7HZBX6LR03DfdT+6RxyOXaE0SS9Ox+2pUFHcjzuPe1xC6bOhQqqwRE0NEVXb8L8rpCqRVUkOqUdUl3wEX+2KXPwWZAfBmk8iVvy58nn2pYzhfaQyXQCLve7L8Via8qUqq/5zGXjm3BKkPvvss/zsZz+jJjX5X5QaoKaUbDYLQMPnU1JCYV/XL806FxutPBIZTNBP1a6lzBihTWFvK4vMmXWxK0cn5XnQL+uTrFx9JdsFw/uv0EIO4adkNw84uxxjODZrq6XmPtv+9Dp7D+JA0t2/Co5mP6a6+PhzCT7Vds1pqIp/spSQX4RAUoT/Q6MDqe87AqkmWC3uDXNUTcP8WgRVyCwyAFR/XqrsmQfjD4Y5v/PeeqtcAWs9AZmBFUVRAzAVen2Fw/tFvzE+i5B6dglSn3vuuVqe1Jr8T0oNUFNK//79AaifMMtQGwdwpvokmEuqT9N+X9a52qhc46gfW+7SH6XM+OSqFPa2Mtu0BWdf5eg4nAtl6oRVP41v0z0X1JFlV1YD4FUma0P70YVS8Qn6Xf5IgERTDaEj3QMWa9uxXpZ2b7oL8b127Z97Qn8Reh1Nw/v60L4eUTUspIrd65u5XMgM0v/vjQqvQuYQBQlTLoVJP4ZCBww6ADZ4Fxo2Kn10UkZRBVqaKRxBNeE44lfzL4K9hFwWnj1rEkPrZpMttPH444/z05/+lJrU5H9JaoCaUoYOHQpA/YwFCSCG8cc7WSdNvaUuMRrpWGfMLuDq06UfKtAZymPhMW25RbdYXY59pWW9pZNwXlbaKXfd77ISA6lnNu18wlxtBT9GnConqmoCNoy65j8sWrYWbe1i1XX70+2jfsyr8s13Ly4Nlb6YqgSvkc98KHKqwWgEQh0jqmlgVYu2isi81Fw4b+q8R+CLkdA5GRrXR274L+TgQyqaiyoMddah/xTzTQVmeC3uKUHqU6dPZkhTB0IInn/+eS699FJqUpP/FakBakpZdVUv8Xj9/MWGWh2UdIAz6VSzXvtRSWsb+qFSqmKzE1jKQ/1wtNF/KDHNUU2CQFt5Gh+u9paysqKyleq42tjO09ra64L5p68yBaEN7VueZ1Q2zNng0b0+fISmZ2rbtcx1r8OoTSdp8VTSHFSsdf6f+jmPG943Pv7UNLQvzMP8EQAV0eF/2+NQ41b5t38Kn++KXPQKItuMWOdR5LBrfX9VXBSFIbpqs9F1HBZLqcf1dfDM6ZNZoX42QgheeOEFLrnkEmpSk/8FqQFqSllzzTUBaFjSHQM9qiTpVLle5YVKfKtRNuc8qwYbkcJGLQ/6H4mu6jZl+i+rzFHXOMfTVGbz5WJXqV8q9G+vG4n3QIuXabHnPY3BLBNQxukQ8hXWMt1Pm67rOY5lLn+6Xck+fgmZSc/eX0MaKqk+HSoMhsX0XCEotURXTeU2cA1NFbBFTw0LqiLgmjFDq8xB90LEF4cip//ae+VXvQTWfw6yy5XeDw6LpJJAVVjKQzZxOi66/j6XgadOK0Hqiy++yMUXX0xNavJtlxqgppQNN9wQgPqCqVYHCx2sTDpl1hsjk2hQFwd2Dm2H1OJsLeWiDJtQ+zbYSlue1G4SECb5NZRFVtub9JLadbFzOSfhvFz/0boVaGIrVgDgVaaSKQ7vJ+c/teOWO+i5YWK8NtoRMXVJAJm0j+udepeEY5nt2Hx3laiqETLjhvsNEVUE0gimpmH9mKF+YzTVvso/GPKXMutFUskiWq6AccdBfjEM3gs2GQtNm9lX+ZvODXVCg1MZZ+MQLbXNR9Vtchl46tTJrFg/CyEEL730Ug1Sa/KtlxqgppQgF2oumyUzs5x5qEn1cUCl1ccOf8e0LyuwNdaVY5MEiGnaSSp3aTeNj74qK0enL8+jdXv60dOPmctsOkJD+yZMShNJjYJhuJyQLxv2hUvQ6nUtlx6ZwdKsk1a/VBeNqMalidLvbtxK/tDrGDf/VGbMen6d9COvUh/iNwKpaYW/qm8DU9Mqfz8NFTkkwZB/Pcx9Cj7ZEzrGQ+NasMk/YfmjvLdqBcP7Opya5qQa00lhh1OJ8hQsi00uA0+f2sKK9bPI93TxwgvPc9FFF1GTmnxbpQaoKWWVVVYp5UL98GuDRhxsmepddNLUJ/nXfozKbrfc/rjU9WV5tXTLKXNto1ydvjovHY/yAfUfTPEXR6EN86PgEQnIZ9aIsyLmTAeyJG1bO0l9KgdE4647uSwuxZTpOKPcA/9Plp685TSMjzAm7ZcyiMaaI6zhR6c6LqKKi6YWF1Hpc1X9xVOLv4B/7wbzX4RsP1j/QRhxs7/Iqrzh/VBd8AlIO7yvwanLfFSAjICnf9zCiIHzyWZz/OMf/+DCCy+kJjX5NkoNUMuQTMa7bQ2ftIS/wCMAZlpgZNCJq1cjnWobIdWU/kOq2g+Ra79c6hIXSMXVudgklKderNRburYyk7+0dq46vXnubRkEexbTS031nx6VDKcZlMeSpkbD6LGpb+oWD4QYYNBsFaep781/pTsSp49m46LnHLNOHMqPKdMAtvhIVAVW44f7LVDq978EpYaIqgFYvfm0PpxKZRFVTxt8+n2YfIP31h12Lmz6EuRWSh01VY8F9pymQn3sqiUyKhQfoakDNpsAUjPw2IlTWbnBG+5/+eWXa5Bak2+l1AC1DOnfvz9d+R5yU+d4BeoXmQk6pO4hDtIIfel7e/1LytHepT5VFDWhLvRDVqlPVxvbdSXpu7RbqW6lZaZ2HXRCGRSSbKp0LgWbsxwr04/FdPM+s8iFoqfEoJKPVtKEiklAmQSB8bhnKok7N7VFTF1YJwqk4b8APl0g1DS8b/JrTzsV/Z4xAWnCQil14ZPfdwjgVI+wmlb8C22YP7pgSvrnUtXTF0tpQ/9Sek+gAn+Fv8zBpOvh09HQ0wqDd4Et34XmreOjqNIwXF/OfFMqrNfqMhl48qSWIqS+8sorXHDBBdSkJt8mqQFqGTJ48GDqszmaxs+Mhz0jTCYAo1N9EuSlqBeEf6QSbRPqpFZXURTVBm8pymOjqHFwWA3dcspc20jQ6Us49be9pDe8/wbTKVAI5T/VkSoUx5M6VEXRC+VYGI6xlMehIwY7XTPJo8mzXmdu3UXPZSW/aVmZZQKFVBZDkYkujCL4z7DlXB2uj1tMpXyXhOejiuhwf1JU1deTxERR9aF/LaF/KGfqnBfgw91gyRfQuDps/gasfEL4+ysJOkl57LBYKhFYDXqZDDx5YgurNMwE4NVXX+Xcc8+lJjX5tkgNUMuQ1Vf38jw2zGn1CkK/2coXdLCKW2ewWEBT6o0rwVP6cKkXeh/jbGPqhIimpxIV+kxtk7b9pDIb/JmALY1fW5nJX0q74mGSH8dzF9gVMFJ4w/uvME0b3keBVD2bJwghEMIeV7QBY5o6XQ+DNtoZkToMeu5tU7ZuGPHN7ZsjqiLmuPjaxg3lm3Ti5qbKYLhfBWLDo1Ndo6pB2qvi9AFTFFUf9vcejSoii6p8SF0yAd7fE2Y/DdlG2PBuWO92/xGqvrgO11sWPVUEpynKMhn42wlTWLVhJoVCgTdef60GqTX51kgNUMuQ9dZbD4D6JV1moNA5Qv8yj4juQwc/BTZswBqZ65rUhmqbZJ+mzjU9VTntJdjoc3QjNrY2UrQr/euLRMdd/VZaZupjSp2g71bQVs6L1xvfZn/q2F6uCMDrTC1FT2V4kZQRq6QpikrisRnUSpuOlkG/44DQvXV7+y77JP04HVtklQiIRutDr6ttVb7pXC/T63S/sRFWbdqA86p/00IpoZVnLVHUYG5qMC+1Hf57LIy/GmQBhp0GW70MdSu7zUs1wKnAsBK/nKF81zJ/nxHwxPFT2GDQdBAZ3njjDc455xxqUpNvutQAtQzZbLPNAGggAwUtIarxy9sXK7Tp8GTQCcBWH0KPgIZrG5qtczL+FL5T1VXJJnaObpXKZVKOUxPEVbvM1G6CTjA3WGhDuHE+RDKcgmBXuQr1IstEWplEW2gFfwk+MeOhiKKURTOCqBhKg2O1n3F/uo8kfXNrbnYJdyLRX7jOLaIaiZ4WE/GjDPmbhvcdo6kR4DRtlqH+2CF+zc62uj9h8VQEVoPhfpmDCTfDx0dA9wIYvCNs9z4M2t48pJ8Aqklpoiqae2oqU/QzAv40egar+cP9b775JmeddRY1qck3WWqAWoZsvfXWSCnJZjLkvpii/aD7P9ohxtLrdQDD8qWuVWNJwi+Uepu9sY2Yfkbsy/BdUV0ZNvoUg7LbiCl3AlO9vDfKTO0m6AjCcBrcMxcfxqdjlc5HCu8RwC8zLTT3NCP8LZSo34J4woxrGG3cYC8JEtGsdV9JrZtqsezjYTP+OuLbjpurqi2SUkETG3Cq/yE2lCXZWaOocYumbEP8BngN6p1gVY2iWqKqc16Gd3aB1v9C46qwzSsw7FT/+t3mmwZTAATJIFvp3FObfkbA4z+cwrDGGQC89dZbnHnmmdSkJt9UqQFqGdK/f38KfuS04b1x4crI8KkJ5lLo6IBhqg9FL2LsbfVlPXnK0XfV6qppk7Jcf52Eq484v+WUubaRoCMUWI21Ud8f8W2MxAPUV5gemndqGtqPzkP1IDaKhHGQRugYS7kZJc1t6GWouUEtrcUBpE2nUl17mX14P+QziKSH4JDwd0lS1FR9LxjqZSTNVAzIKr5kZIhfz4WqRVItK/+Duaj2KKo65F8H7S3w7kiY8Rhk6mHj38LGd4No8L8D3If6E/WrUWapywh47JiprO5D6ttvv80ZZ5xBTWryTZQaoJYp9fX1ADR8OtkMFiGGMsCcdNCJiEUn1k+SjzT1SX3syzpXm0p8aa+Xs49KdW1lJn9JZeXopDtfkwGsy0C6KfAmM30UUOFUj54KBadwhlA3SHMDv/hySud+xDm5R2awTOpTsr66vMztekL4ryxUCvRjh/KL50RhNC7SavhuEAhv9X1o04f6S8BpTvIvzPNSIzlSLcAaAdisZbi/Dnq64OMT4POfgszD8BPg/70ODcOdhveT8p72NpyqkPrI0VNZw4fUd995m9NOO42a1OSbJjVALVMGDx4MQMPEmeEKgfHLOiKR59QbdFz8BD8c5U4dSF2f5H9p1aUt1+tiyoXp9Yrz76Kb1r4cf+XqpDsf5UdP32EOS+iOPDnK7XGmLviXrGd+P5c2uzeiHoUPeIapB6YeuPQ4WTcKpBjqozFok08NBm2RUgxz5+NA1CEyKkLA6RZJFVIFWssc1aDOCKw6rAptyD8bXkxFtnSsLqKacAeMPRC65sLgbWHH92Dorsr9iwKi8HOlChcg7UU4DeoyGfjr6KlsMnAKBSl49913OfXUU6lJTb5JUgPUMmXVVb0f5YaZC6I/Amj/cwbLD2ZKnSCqoeuIFD6MOmnqRfR6paU+ri7Jb6V1kaHIJF+9UR6nW659Gn+G88h0kDidpLa985GsAsDfmUZGTy/lQ4odq/w/f8GODR5NsBYFMlut+Tjov7AM5Qu8//iVtONBVVACsiRgNYGp6RpdITRpeL/4xCNbpFR93aXyOscN7ztAqnVY3zJdQNj0/HdPPLBaoqax53qS/zov3dSct+DNXWDhx9CwImz3Iqx5tn/dykfTMA/VNOwvNV1XOA1spXqeAKeBfiYDfzh0JiOapgMwduxYfvzjH1OTmnxTpAaoZcraa68NQENrh6HWBRJd9ZQfg7KA0qWdCuuFoX9SqSvLbxo7l7qlUe6im9a+HH+E30MiRif0Gib1R1BHhl1ZGYCXi/NP9dynwseI8HkaDLPBZpxm3J/JDmnXsR3bgTBal7SP66dTm8FdVvKGBtcV0o2NnNqiqaYFU4b3RRy0Gj/vSeCaFEnVh/eToqi24f6cMi/Vf/pU+3T450iY8jBkcvCdW2CLP0G2KdWcVEECkOr1ljJjlgBbRFeB1L8cOY21+nmQ+v777/OjH/2ImtTkmyBlAaoQYrvqd+WbJZtssgkADT0y/GUr9ATxgcTBmIOe+luQ6MelrSrVB3AqtDrrQwaS+uYKgAlwZ4SwBJteK4/TLdc+jT/1velgF+iIZL/bswIDqWM2HXzGAnKh4X1/8VNkiJzouVCjlfEYZrDWSqM2ak2kNmhbmH3aPGPqmwjv0/6h7d3uSPK1RoExJnJawdC++XOqtxNnb8rNGhdJFRrEWob80WDVFFVVV/qT887zPfDhqfCfC6DQA8NHw47/hKa1fH/x8CnQIDXl8L7wbYMIePE4xofepsjAnw+fxto+pH7wwQecfPLJ1KQmy7qUG0F9WwjxpRDiMiHEWlXu0zdCtt12WwDqslkyM+cZNJJAzKIjtf9Fq3pxSfojPw4JbUldJ6m/MfVW6CnXd6V1cfcrwaZXyl1009onlSn+rEP6Njs3OAXBKH94/xVmkEP4T5AKL4oyrdpPws20aIa1FqUeoy+9PK4HTr2KgG7cPjmeXNmdUT7vtsipAqzSBK3Wof2wH/eV+ybo9OafSr8u5Mu/T+G2MxYwFeYhf2sUVQdVywKq8ffAW/tDxywYvAXs+i6ssFc4WkrpuLivAE6tfhz0hbIXfiT14cOmsU7TNAA+/uh9TjrpJGpSk2VZygXUHwDjgMuAcUKIfwohThFCLFfl/i2zssoqq5DP5wFoeOfzBJAKJAnUKMFBqiH9lDrSppPkI019Uh/7si6uL31ZHqdbrr2tTIEJoUTHYttNOo+W7eUP77/GTOoQ5JQV/MK49hy/PBmziJzb6ggdmTZXsIs7Nx1Hy/Rel/8XbSMT2WMoD7Wvzq+1DtUrcBqCVBPIWt5j/iaKfuJstU1bUCWLAOovmjIO75tAN2HIPzaKqq/uV4f+6/x8qe/CqzvDvLFQPxR2eAbW+0kJTnsrzRSWMpc6ZZ8R8OcjprPloBYKMsNHH33EiSeeSE1qsqxKWYAqpXxISrkvsCrgzxznt8A0IcQTQojDhBD11e/usiXZbBaAhv9MNNTafiwd9KSumuBHOOiofqo2/F5pvatttepc+tKb5S66ae0TygI4TXyAQdJ5tGwFGtgS7/+krzMzFDnNGOA0fkW/HR2x6Jqt43zGa8adq70xtRBXVu5evXM2n+Y+mFbv+6+fCoraUH8RZougpNlbIqdqW1K5R8bNElEVKhgruiLSjuEBAHp01Tbkb42amob79ZX+/hzV9lnw+r4w4V4QWdjkevh/f0Vkm+OjpVQAp5XUGXR+f+As1uvnR1I//pgTTjiBmtRkWZSKFklJKedIKW+XUm4PrAtcA2wAjAFmCCF+L4TYsXrdXbakubkZgIavpyWAkiqmL21dxcWXVh95VKmlrdQ6VapXfyTL9l1pXTVtKimP0y3XPqYsNiG/qSxGR4mg7elHT//DAubREXqClLDBqvWxp/q5uQ4nXExCzPjWor0xa5tKk/ym+4t7QlRCP5KgsggsGgBaF0Mp049iIFPE1Fs39RpkOHereWpBTCTVdI4WZcUCrpGIqg6qfhqqQgE+OA/ePwsKXTDsMNjtbRiwjjt8JtX3EpwG+4cOnc76PqT++9//5rjjjqMmNVnWpJqr+NuBJUCH/60ggQOB14QQY4UQG1WxrWVCVlxxRQAaps21aLgAIuEv37LzmfamTlofWp2swLZX66ppk6a8Ut3eLIvRUSEGwUgfUF9hRvjxprYhfKntFcSCJOSy1+Fkp4IQoVJbucmrqYW4Mn2f9OfplZtySmvTGjk1RVK1aSAmwPXrJkxu5drb3+fUn77Otbd/wITJrfbpAymnCARbEE0N5qUa56QaF08lDPkr0wfMUVM1X6ppuD9XAtUJf4JX9oEl02DQxrDHe8hV9vXvN6V9OcAaZ0sp3ZS02SXYI+HBQ6azQb+pAPz3v//l2GOPpSY1WZakIkAVQjQLIY4XQvwdmARcC0wEDgNW9qcAHAmsCNxbvW4vGzJixAgAGhYstoCXK9wJg3q5vnpDpxwfalVa/65tV6uumjZpyqulW06ZrY0YO+WRpwLBXqwEwCvMLMJp1viYU0IAlRHEYJcZD4mpC8OnS507cLocJwGjeYg+o50n3RFdV5t36qeVQh2iN0Y8/dczBIwGPRR9pW7M38ax7QF/4do7PuCBx77g2js/YNuDH2PMM19ZPj+GzSGaWtLLlKKzJvvI4ilDmT7kj1CG+4UGrpanUhWP1cVTOZj3Afz9ezD7n4j6QYjvPQ0b/9xvo8K5pzFwKZIWTTlGV/908Aw29CH1809rkFqTZUvKTTN1oBDiL8BM4G6gGTgHWFVKeZCU8jEpZbeUMi+lfAS4Gtii+t1furLhhhsC0NDZYwCrQJLgLChy0FumdFLWR1JvxdmnbbvSumrapCmvtm6aMtc2tHN//vKmDGZlGmmjh7HMi8CpilXFcyH8t0Ec1uF8ZoM4fbPZmUpJqC/+hZLxm3uZ3Fu3v7Cf5HwIoeuPgdAJE+Zz7a/e5NTznufam99iwsSF0SkAio8JkxZxxuWv0t6Rp7l/HQOb62nuX0d7Zw9nXPFPJra0OURQLTCs9Vedeyr0a4kb3jeVRc4zWhTVAK7Wlf3Z6LB/+3x49UD48k7vlm1yBez0BOQGle471YPTEKimsbPsHzhwBtsNnkSBDJ9++inHHHMMNanJsiC5Mu0eB1qAW4D7pZRfJOh/DDxYZlvLrGy11VYA1GeyiMXtyP5NBi19gikWICxXb1nSqXa9q2216qppU055pbq9WRY+H+lHT19nNj1ImhBkkMr8U8j4S2ZM596W9jwOp+26Jj0MNlGf5vZQ0veo/+9Ksk3eC4T/mkd9itCT7c06yksV2qQGhzDm0f9wxoXP0d7RXXxpb7nzXW67dk/23X0t5s9vZ8HCjuI2f0EHf336Cxa2dlGXFSxs7QIk/ZvqaO5fR+vibh566isu/fEWhvYN/dDfatoWUpEZkIUIgAWJ6728oAYdMn6bBfN54JdMqVEp/WFzqeQblaF2I1FoBOTz8P6lMO8j2ObXMOwAGPUOvHYILPy0V+A0VV2CzR2j5vDDp3J8sng1PvvsM44++mgefPBb95Ndk2+YlAuou0kpX3VVllK+C7xbZlvLrGy88cYUCgUymQz1H46jc8dNDVom2MER/lz1yvFVrk5vQ2tv2brULS0wtZUvDWA1tRG1CwD1ZWb5kVOpPEGqBKPaevIKNuljmu3cHVYxltlhNXIsQEhz+8S0UY0tzm/w0hWPi8/HVKBQSiZMmM8ZFz7HkiXdSCSFvCRfKLBkSTc/OPUphg5tIpfNlBz6u4WtnXR3F8jn1fdCN4MHNoCElultERAu5V3S3lM2iNXqQ49oNdQF1Z5eBihE/avwin6uHVNAyAxSFrx3dOg+6nAa9EcB1fF/gfmfwPcegoHrw6h/wVsnwKRHw+S9NOHUUnfffjM4/mnJfxYP44svvmD06NE89NBD1KQmS0vKTTPlDKffZslkMgwYMICOfA/173+Z8LOiSzX1XNuthk45PtLUp23f1TZNnUt7S6PcRTetfVodQTNZdmQoAK8yy3+SeXSBlCmllH1dOtqRXh83rB2nG/Zr0oz2BEutcqw8ecqldberMdm7JPJXFlWFhtINQ+sIHvrrf2ht66Sjs5vOzjzdPQUKAddJSUdHT+l1V6Axm/GmaGSU6ciFgmeDgOErN5s/P06LpkRIV6jD/FqdWhbRMzwAIDyEr57bF1AJMgjrcL829E+mNNxPDuZ9As/uDNNfhbpm2PmvsMV1/uKrZQdOpUHn3n1nsmn/KQB8+eWXjB49mkLw5qhJTfpYyo2g1kSRxmyOxs8n04owRBixQBrlR1GDaEJEvQrR1mI4Io2fCuul6dGwrvZp2/4mRlJt5a5lur1blNRWthsrUE+GCSxmMovpr0ROPSQIRyNTD+1Lfxi++LYo1WPQp1hu8q3Wm+tcz23HepmpzqaTtI/bPJDyXstSpDEgDxVKS0PrM2e2cd9DH9LZmSeT8bzU12XJZASZDHR15dniOytx+g+3ZMigBgY3B1s98xe0s8Nhf6a9s5t8XtLVXaBQKNDa1k1TY47R+62rgLE5Qqo+Tz64ThmKlBq+okxTA2KirsVIqq4j/SH+UJRV1Q2OVT11GoAWEZZq9FYo91xA5yL4x6GwxeWw8dmwyU9guS3gte9D53yDvXIN+r5SOE0DsMA9+8zkpOfgg0Wr8sXnnxYjqZlMNZP+1KQmyVJ7x1UoK63kDXU2Tprpl8T9NOlSpl4QvoiwsIs/Bx09qlGWH8d6dSFDRf5dbatVl2RTaXnadvuurLR6f5b/aFM1xVT0MacidmlPpX+Ejkz9tdnZ63TPbsdx9vF/prsTtxgqE8oXKkLD3/YFSc88/wW77X8PM2a1eV4EDBncyJDBjQwa2MCA/vXU1WUZufNaHLH/Ruy501pss9mqrLvmcqwwtD/rrTmU26/YjaaGOnp6ChQKku4eiZRw+anbMGLVQYlR0uLrZHs0qvq9oEaCI+VJZZYcqsa6jGGRlG3BVOlY+hFUGXkKVZCKSsD7P4fXjoPuxbDaXrD/ezBkM+/66YPIqaVOanu9/g+jZrLDkBZEJsdXX33FUUcdVYuk1qTPpQaoFcpaa60FQOO81hiYwwImruBn0As9DSqtvxidsp8y5aJjqA+plmFfdtuV1qXpSznlduAq30d1yvZiBQBeZXYRUDOGFfzRx5yGsc08eE1o+NxUb/KaFgkxnLlbp2sZBx0X33p+hKBOhVDvPIg2eseLFnZy9kVPcfJZjzN/QTuNjXU0NOZoaMhRl/OGnaWUtLZ10dRYx+iDvmNefQ8cud8G/PzM/xd5MMhVd45lzHMxqabUVfn63qhH6RrQ+2IoM+npT51Cr9OmA0RW+uvH4SkBQvqbacW/mjt14t/g2T1g0XhoXgv2ewvWGl16sAF9HzkVJKSqAn6zxxy2GNACwNdff833v//9GqTWpE+lBqgVyiabbAJAY2ePUmr5kjaK6YvcQc/qs1ydcny5+Omleuli3xd1MX219rGa5ZXqpitbk/6swwC6KfA2cxVAJTT31Bz/I/EcSz0J566Yh8UqzrPLcRoY1XWS9nF+onAWjpq+/a9J7LH/Xfz1if8AMKi5kT/cejB//M0hNDXW0ba4i0WtnUU4vf3qUYwYPiQyTB9EOydMXsiVv/mX16KAbFYwcEA97R09nHH1a0yc0hqFSQPsBmAmINSOE5hq5VLXC+kok09soKqf+0AqVYiNzFfVIqrocJoLJ/af/wU8tRtMeRFy/WCXP8F2N3mPS10GhvVtUzLu2msWW/qQOn78+Bqk1qRPpQaoFcoOO+wAQH02h5i3yAIugbgAnf/N7zTMbvNZZrt9plNhfeK9Kdd3mroEG2mx0aNdZbURV16pbnzZSD96Opb5tJP3h/f1xPwlvFLPqz3MHw9w0VosdbpmvN+oTpy+iy/nv9CQfsk7fiTO27zSrs48V1//dw475gGmTFsIwM7br8UrT57EAaM25MiDNmXsi6dwyVk7ccxhm3HpWTsx9tmTOfKAjSP/sZJKtPPhp76gvbOH+roMQviwKQTN/T1IfeiZL62wE3kvxkwFcAVTSThnasQWFVS1+lBdCVSlD6ciAq2Gp1EVy7KWBVUKpHa2wkvfh49u8G7Dd86FvV+CxhWrA6f6vU4LpRad3+85i62bS5B67LHH1iC1Jn0izoukhBC/Be6RUr7nn9cBBwOvSClna7p7AJdKKXfrjU4vS7LmmmuSz+fJZrM0vvUf2vfb0a+xAaUpPCrChzIo0nVdfVaiV46vcv2k8SEMh672adt2qUtoT8SUS/0abL5cy219ctV1tZdFQH2F2T6cltJLCSXFVLjMlPbJbeEUyjmWeoz2zv+ViDkPt2nz4VJfursilM80upnqS2WhNiSlRVFKxPOzz2ZwxrmP8tkX3rz4hvocl1+0O8cdtZXno+DZjBi+HJeevYufZkn65UruJlkaDg7eCS3TF4H0FkgB5HJejEP4Q/7FVFMmsYGrjNExlQf3QVt0FdIznav5VCN1FBdJCYK5mUF+VDWParBgyl9MRXC/ggVVcWApoJCH96+F2R/Bzv8Hq+4KB4+Flw6DWWMrg1NbXRVsfrf7LE79h+Rfc1fgk08+4fDDD+evf/1rbeFUTXpV0ry7TgHWU84HAg8Dmxh0VwJ2rkL/vhGSy3mc3/DhOMtPoypxP2GKilW3TJ/GiJ7JnyFakaRn9OXQp2rUG+feudiXWReJfsbVWe4p1R7+F4Y2TJFmR3tjW5Ajw27F9FJzipHTbCh6ii3+lypm6eJF17cjn9lbXJ1e43Kcpu+UuTdes/++y+cL3Pl/bzLqwP8rwulm31mFl574EceP3tafK6m8/4qbJfqoQqq/H77yQAoSevIetDU2eN990s8LW0w1lTjMb3jPqoum9O8gSx+FSS/unFIUVPp1oTaDR6vqNpFjU5qqTDiiGlk4FezrYOJzyL/tCgu+gAGrw/6vw3rH+Z9bSnuXqKgjaEoV6MsA2jt3m80OQ2eTzWaZNGkShx9+eC2SWpNelUr/+2Mil/85GTTIe6Rd47gWrcYF0tLqlukzmDYQCeDG+BNJei6+0uqkrNcWa5inR7j6d6wrtqHUOQ3ZK4vCnPtQRrnwoUPo+iYf7mXfZQgDqWM2nfyXRdrq/egKflcYTUY8tKMkn8ltmDTirdLX4mQZ92efyTtxwlyuu/Z5TjvtYa67/gXeems8R4y+l19c/wLd3V4KqXNP+x5PPnwi66y5gv8e1aJ5hrmhRVHBVdmO2ncjr1p6UNpYn/UWWC3u8lJN7b1BaigNwSmGOaU2YDWdk3CugKaIwKk+pK+Wx+VNVeehxuRODQFrHWL+BOTje8DEpyHXCLveCzveAZk6d4h01VGj4eVEW/397bvOZrsBkwGYNGkShx12WA1Sa9JrUsuDWgVZddVVWbBgAY1T5xiAKEKEMUBZia6jng50cf5M3QkVuvgqV8exXgZQqhSLSv3H1AXf8EKrs5VHfAqlj2qdzabMcqGWmfpk8hFfNsof3n+ZuT4+oWzxw/imJ0qh6eg2NmTWz9NtUoFce1+wtGc7dulbtE4kDPebt7/8eSxnnvUQ7e3dICX5fIHLu/M0NzdSV5elsTHHtluuQXd3gSlTF7Lm6kMUKNWHwdUhfaHVKW8Bf1ttxYEMbm6go7OHbEbQtqQbwFtgdfEujFh1YHiagOktammv+BGK9NEQSTSVuZ4Xj70he2Gsw/BoVAx5U6UyvB8M+0P48ajBd1V4dEMComsJPP8D2PI82OZn8J3TYOhm8PzhsGR6RRFTXTf0FVUBpN6xy2zOeBX+1bY6kydP5tBDD+XRRx+tDffXpOpSe0dVQdZbz5v50LBwiaHW9j950xd43E+bo27Er1InNL0kf8KUQN+lfyl0rNMI9OsyRC3VaxJ6f5P6EFefYBtJ72Uot/UXUxov136UU266j466WtlIlgfgZeYU43sZLdepmv80bTRVr42zwdFnSFMZFnbvVXKfTPpxPjDuk5aQeXd5woQ5Ppx20b9/PVJKOrt6yBckCxe1s6i1g3nzlvD83z/j2pv/zra738qYxz6yDt2bh/aFFVb//vZEQLD8kCa+v/eG/GD/jbjk5O0Y+9Bojhy1gfVza855qkgQ4ZMqMztGUSPfI65RVKGkiPIXXVkjqvo0AGX1f8IKf0kGaRj+F0EaKrLw/s3w7OHQuQBW2QGOeA9W2r50b4gCp7RFQ5XNqhOzj0wFCHzJkq/bd57N9s2TAJg8eTLHHXdcLZJak6pLDVCrIFtuuSUAjXl/oYHph17/n79QvgRjQQ4LMFl0XfwaASUBJFPDXkqduD6FAnvltOPazyrV2cA00WeSTYXlxWCqi49w2Qo0sBXeVJaXmVuce5o1gGhS/tMkdMNgUa7HeF0i5XHn5fSnnD6G9gFU+2D954fH0t7eTWNjHfPmLaajswchBNmM8NY5FSTdPXnq67M092+gvaObM37yOBMnzVNAxDSErnwOQxHO8PboC18AMLi5kbuuHMWdl+3FT0/6f6yx6mDrsH4ITPXPSexQvrYISu+T7iPNuXYsjcP66rEyrF/sY/zjUgM4Fda5qT6cyjqgDia9An/dBeZ+Av1XhYNfgY1PDb8ulMDTmEM1DjoN5bpt5H5bfAHcttMcvjtgEpnuNj799FMOOeSQGqTWpKqSFlCPFULcJoS4DbjOf8ueEZQpdcf0Un+XSdl+e+9/urlsltzXUwwaWvQymMNoZEIbREUULTDn4NeajD+ufRe9cnwpfbL5qWheaaX1ZdSJcn2msSmjXAjDvbT5CJeNZDkAPmYR8+kmp0VJ9Wiq+qeXVW8xVamfNutQvSDWm8l32h5WqqfeIVNvWlrm0dOTZ8GCdgoFjxQaGnI0NdV7L5uU9PQUWLiog67uvAep7d089OiHBugywKj6PaJtCxZ2+hFU2Pd7a9NYX4eQ4TRUpk29fpuO3m4kib8a1Q1EjQBj92U8145LqbsMT6AKHevRVBGOpmrpp4T0oqfCODc1ANZMaW7qwknwyO4w7lHI1sOuv4Xd7oZMk+/X/3SagNMAlELXUXX1DQv0xvj8zU5z+O5y8wCYMmVKDVJrUlVJOwd1L39T5SCLbmQQ+dsqgwcPLqaaavjXf+lZdw2DlgwfFiHGJqbbZ9OXmkoavw4+nfXK8CXQvmktftRvxWIEOm1fqmTfJ3VJNhWUh361TO1Gy4Lh/VeYSz2CnJZKSt9K5eE5pRlDmUnPZS5qFMvDfTe2I+y+kvy76Ln6SfJh2mRBMnXKfLq6vIeCCCFobm6kX1M9C/zpRfm8RxC5XIaG+tLXe8vUhREYKQKPEVa07ysJT78yju4eDz4O3WP9yLC8aUpAYB/R8eGy+C40wRIWv3o/i9E/EfVFjL3h2JujmUFKiQjNPfUPJSAz3lzmUMoqfz5qKP1Uwde1zU1V+yBKr0d3Fzx/Asz8ALa/CjY+AYZuAk8fhmybXHrIgUO00yW6Wun+th3ncPab8M+2NZgyZQoHH3wwjz/+eG1Oak0qFud3kJQyk3LL9m7Xly1paGgAoPHfX5sVpDZf0vDz6ukp+jE/xWHpDd1q6sXopLreciKpwlwfiSLa7JP891ZdGptyyl3bBYFgDz+91GvMow6hPeI0OhfVHAe0xQhxiDzaddL+mTyhlaZtzeyzPLtwvXenerrznH/Bn3nn3fHF12XwoCb6NXnzUHt8cCz4468D+nvfR9I/H24bgrdCajQC+ehL3vD+ysv357ubDbN/3mKiqZHPnd6mwUckHZRBL4DTEohpfvR+aXVSiaKW5qGmHPZPiKZGnz6lrurPhtNQUQcf/BaeOAja58LK28DosbDazqX/PzgAZBpd1700lP96hznsOMCbkzp16lQOPvjgWiS1JhVL7b84VZKhQ70f8MbxU81f2pHURKoYvuCtq+1tEGbSr4Zub+rZoD3GT3GYOmU7uo/Evrr6t9SJcvza6pJseqvcK9uUZlamgTZ6+ICFeDPndBBFOU7GNlONC7Zh1Yn3GGefZInDcdoym45Jd+HCdo4e/TvGjHmHXC7LmiOWZ/CgfnR15VnU2k5rWycD+jcU39bZrKChPuelf2rrpKmxjtEHb1X6bolEK5XvHcvWMm0R7/x7KgCH7L4B2Uw2GUSNUBpXb4rkevcgNI1A9xHcOwUyI9CbMNwvZPipVCIGVCP9iIBsxgCnLsCqDPUHW8ub8PD3YNbH0G9FOPTvsPk5pd+SpIhpEOVO0nXwJZTN9J+aW7efw04BpE6eVBvur0nFUkszVSVZY401mDlzJg2z5vtfgoaxriK0mEQd1woZWNSloVr50grVmcbdEvrRl3rCxZemU9YQvaKTmG6rHP+arfE1EDGvj82nQ1tl+4rz45WN9KOn/2QBBaQPp+EUU9Hhfm943VQmDGWEytDOw3a6rnmLThkg0rYrqtufUuXeH1VPKOmltGMpi29NAUyaOJsfHvtbvv56FgCbb7Y6f/z9iSxZ0slDf36blpZ5DF9tCJ2dPdz2u3+wcFEH2WyGRa0dEKR/uvZQRgxfTkt3ZILBoD66PfbS58V3xqF7bGCJuur+tLeTEY4xt1ksl0U4MkKsci6kwRdqyithb5cSeAUwF/FHxhv2t8FgMdVUUK6npNKfPqXcby2KW+qvgEXTYcxI2P0WxEZHwa63eBHVF06CnnZDP7RrInxdwbnEdI3RvUyRouqW787hkncKvLDAG+4/6KCDeOKJJ2rD/TUpS9I86vTJlL6llPLA9F36ZspGG23Eu+++S+PiTr8kBi5TAaNBX/2yNfKG1OrS9GVpgOvS1kkJnqnqtTr1S12ksIvUVQtmk/0EgPoKc/2hffzV++b8p26PNjWX4TT31B021atzgcu4c9uxG7SWQNRqK5W9ELw39itOPP7/mDevDYB9996M227+AU0NOZCSSy/cDwqSttYlbLvrdTQ11bPh+quw7x4bM2XafIavOpjRB2/FiGHLGXKTRh9pGlmEFGgWJI++9BkAG665PBuuuUL0kaimT1HEv4zq69CqvgUjIKrBJjF2pnMpw5FHA+QmHhcffyoV+FR1tcejyoyiG56bijI3VfrXFobGAFYFdHcjnz8VZrwPu1yP2HA0DN0InjgYFk6MBUzTvvgzoUGnnpJKKvskOA321207j85/ZXi9bQ2mTZtWg9SalC1pIqibWsjKJml0v/Gy9dZb88c//pEGBHT1QH2dX1MhjJr0hfZDE6kz5S9N25dvO7im8VFtqHVM6O9cV22YLZX3J8uOfnqp15ivpJYKR06DSGnGGDkN6pJg0hVsdfA0L7Aq1btCZLp6F/1U7YsSpP7tsXc579z76e72FkSdftqeXHLBfmQEXio7CRMmzOLhv7zDsy/+hylT59HYWM9Pzx3Fvnt+x9fRNw1GQSszA+V/vpzJV5O9ldqH7rGh4T1TAk3b8G/k4+/rSnXRkOInFlgxwKoNOCOgGdiJqO+k40hZxg6qkST/OpxKrT+ecTFSrE9V8Ovkh3fDrP/C/vfBipvDMe/BU6NhwovRftr2MU+UUsvTRE71/c3bzeG8f8Hri2uQWpPyxRlQpZQjercr32zZcsstKRQKZDIZ6t//lK7vbubXVAijNn0ROTDUuUJhJbp9pVdtnUrBtkyorSqYBnXVtAmX78pg6skwgXYm0cGAIpBKZe5pGE4rBc94mDNHWE0S1xZltJF0XC7shv1Jbrn5GW656WkAcrks1197FEcd+f8QAXQiGfPXdzjj/D/R3t7FkvYukNDR0eMN7RfhMwbiVGDDUB5AnIRHXvSip0IIDt5tA8sUAWmGU/XVMNSHvqoUKC69JeOH5UPXGXiL008C1bhjK7xmwk+bCtXrEKsM+ytPn9JX+kvUVfrC765AyDxMeQfu3xkOfABW3QYOexZe/xn86/poH0z9VvamtFIqlMbBqbTYB/ubt5vD+e9IXls8gmnTpnHkkUcyZsyYGqTWxFlq75QqSX19Pc3NzbQKScN7nxl+gkyS9JPWW/qKqF+C1fRbrp6+aCKVr3J10vgop77cuji0SfKZxsZeHuQ/fZn5xeT8meLa8vAqfv3Pnu/UrQyjnouvJAvdxlSS1qvJNuMl2Dc8vcr019XVw3ln31eE04EDm3jwgTM46sjtQxG1CRPm+HDaTSabQfi5s7JZwVkX/4WJk+YqYKN+pmwQavj8+VtPd4En/vE5INhh8+GssvzA0qr5VAuiTOAaY6vaBWJbhZ+0MMq6Cl+9J3E6LscZbUGUUo+ILqIyPX0qePKULO29p1BlvZnfxVX+OWidBQ/vAx/fC5ks7HIdHPQXqBtgfp2JwqW6V+uNw/raJosR8Gi5WnbTNnPZud9E8l0dfPXVVxx44IG1hVM1cRZnQBVCNAohfieEODNB7ywhxJ1CiLo4vW+rNEtB07/HaaU2+LABYDk2afQNOkYorILfNHqRgLKLv2rolOvDtT7Ofzl9K6e98sqjgEoovZQrdGZi9EiwjddLtnPvZbKNy3GxzOGxqsHdWTBvMUcfeSuPPfIvAFZffXme+ttP2GmHDT0dBb4e/su/aO/oZkD/etrbuwCoq8syeFA/2ju6eejRsRYw1D7voU2PeHryxgeTmLPAy7F66O4bFSHEpFsUF3g1DuVb9CN9jNPx37u267Ue46CTcFwsM6WfEgqImvRiVvWbVveTg54CPH8OPHcG5Ltgg8Ph2H/B4HWtEdPYvR7djgFcME8RCPYq+N60zVz2GDKDbDbL9OnTa5BaE2dJE0H9EXAc8EyC3jPA8cBJFfbtGyerrroqAE2TZjiCGjGAUq5NSv2IaRrfrrqOekJ/ylVaf9XWWRr1ldTFtZe+fG2aWJcmuinwTxaGHmtqy3+aMUROk54ynwYYcdZMD6LleY35E8oWaaN0VyaMn8lB+13H2He8/9hutfXaPP3kJayz9irRSKeElinzQEoWLuooPk1qQL9GL5KKpGXqfDvMmYapQ/7D26MvfgpAQ12WfXZcL3Rv7CBqipaa+qKDnWFExwi3FqjVbVCuLVJnaZ8UoIp2HKk35FFFKCCq6oWPRfCIVH8vQuCq5k7NwccPwIMjoXUarLAxHD8W1tkvfA+0vcCQMkqpSwJadUGfS/mNW81ll/7eU8imT5/OAQccUIPUmiRKGkA9AnhUSjk+TklK+TXwV+Coyrv3zZINNtgAgMb5rRYNV6CrxKY39cvQleX6TNAzRnwNOlLTMf3AJPlxAsRK65dGXXz5SIYA8A6ttJMnK30AlWoOVPy9OpSNBUqJLUt/5I6bNpskX+naSrrC6N87b3/BIftdy6SJXhqpAw7Ylr+OuYChQ5tL79cQvAmGrbocXd15Oru6AWhsqKOhIecn5RcMX21I2A4LiOqfEw0SFy/u4rk3vwRg5Pbr0NyvwQlqI58tK7ga2i+WOei5RlXR+otNT71nah7Uko7E0UfIRo+cBvWlCKpUjtXHogolqip9KJUqnEo/sf+Uj+Ce78Hkf0LjIDjyKdjpcmTwtC5bpFSv0/amKQBp9qr9r7acyy79PEidMWNGDVJrkihpVvFvAjzoqPsWsH+ZffrGyjbbbMNTTz1FY0/BW0VrnQxuGh+zAWS5NtpiA+Ggn9Z/nG5Q7ZTj1OQzRi+UA9aiF4w/6dct1GZc2kvSqVZ9XPvVrItrr2QjoAioLzPfSy8lICvD+U+LkCpLjxE1b+kWRSVtOLZBRLekY/Jh9hutsx3HbZMmzOTRh19nasschg9fnoGDmrjlhifo8Vfqn3vuAZx//gFe1KCgrO4uwpX32mUzGXp6CkgJdbkMAwc2aUn5t9UgUnl5Qz61t6eiP6FlHj+97QVmzGkjmxFsv9nqBsi0+NF82XV0e4t+XHopXUevDx37BaZ7ohxL35+QZl8SdQFTDOwput5eWzBV1PMWTnkvbwZRXP2fUfbee1ca2/TfYW3z4MEDYI+rYZtTYecrYJWtEI8fg+xY6N2ZFFAZ7nvCtcbs1bmsv9pyLhe8D6+2j2DqlBYOPfRQHn300drCqZoYJQ2g1gNdjrpdQEOZffrGyk477YSUklw2S+6z8fRsvI5FMy0olmNjSzVls6kyvCYBZKo+aHqJSfbRnjZl659L35LaWhr1ldS52eQQ7FJML7WgmP80A2REdBW/V2YD0cpW92PRU2HaBJO2Olc4jbO3b4LgCfNq+eNj3uDCM35HR3sXEklPd57u7jyDBvVj4MB+3HDjcRx++A4+nEgNTAMAE7z6+qfcftdLDBrYRGtbB7m6LK2hpPyjGTFMzVMqo1BhAkflszLmuY8549onWLCog558ASHg/JuepyGX48i9vmN4/6i+LQBb1ImB1jQgqo6MxNWbQNKPNJshVoVPGYFZYfOJ3Vd0JbyacirQ08tUOFVIL+RLixAD5PPwwk9g2oew722I9fZHnvgOYsyhMPtThUDtQFlc/ISp7+n2plX+v9pyLj/5UPLiomG0tLRwwAEH8OSTT9YgtSYRSfOOmAbEfDuF5Du+flkihDhdCDFRCNEhhHhHCLGto933hRBSCPFEuW1XIs3NzcUhi6Y3P3T4OTNJhTaRoety2qm0T666vaxne3yqcY5rjK/Q8GNSn/qivpp15vLv0sxAcsymm89Z4gOqICNKw/rCsFBKH9q3zz/FWqM+btJpWN0wbaO8AfqYNsrWyTB5wkwuPON3tLd30b+5ESR0d/d4Uc/Wdm669UQOP3xHLU1TdAj7q69mcMo591AoSIYM7s+TD57DpefszzGHb88lZ+/L2Ocv48gDttWgyTSEboJJb5vQMo8zrv0bS9q7yRcKZDKCfo11tHd2c8Yvn2aiOr/VuNmG7E3zTNHq1NdS8+frBcPuEnO9cVg/8hku+Zd6nWW4PygrtR8/rK8eR96jxc20mCoYzhfaoip9+D+rLaTShvw//gvcuycsmIxYfn046W3Y8NAQKBZZ3ZAyF0rzScuBU5lQ/8vN57FH81SklLXh/ppYJQ2g/h04VgixYpySX38s8FI5HRJCHAncDFwJbAl8DLzg0O4I4FfAG+W0Wy3p378/AI3/HhcDcIGkBT8HG2EKeFazjUr1XXX7Ss9Rp3hfk/wsjfpK6sztjWIw+NHTLKIEqNpCKZG4KAor0BkRT+qLijB4Mfj0n76UHjYpAbG06djtk64OBI8+/Dod7V0MGNDIwvmL6ejoQghBLpeloaGOLz6d6t1301xQvOMF8xdz7I/vZFFrOwC3XvMD9tljcy499wB+e8MPufTs/RgxfPkoJGKByOC11uDw4Wc/or2jm2xW+IuuoKmhjuZ+DbR39vDQ8/+Jn3uqf/ckQivha6UEosX5k4T77eUD1dqzAbFmq+pJ/30j4+aREm0j1D7C6NsJXov78GIqqZcZV/cr+9Dqfh9UqYNp/4W7dobxr0BDMxz5V9jjOh+AS/c9CSbT7GUKfzduPpfdmibVILUmVkkDqL8EGoGXhRDbmRT88n/4ejeW2afzgLuklPdKKT8FTgGWACfYDIQQWX9+7M+B2EVcvS2rrLIKAI0TpiqlcRBlgrhK7NLaLE39cnUr1UvpS/g/JLHZBZLa6s36atZ5spcPqK+y0H96VDT/qQlO41AwvtwvE8IAqQl/KXSNPRLxfmxX4fo3tWUOUkoWLlhcfDJUXX2OoUMHIoSgpWVO+BnsCpgiobsrz4/OuouJk2cDcN6p+3DAqK284V5fR0SAzAJmEQAmZNMyfQFSSpZ0eP3MZTPU5bKlDAEzFkaBV38PJbZlA9aSz+J912Bb6FFTlDZQrjkChdH7IaTyzDH9XiEMfvx+VRNOQ9eX8ZP262WBfia6N6alypairIsXwAOHwD9/7d2DnS6GHzyHaFouFh6FpTz6/gpvQtsnbTduFobUo48+ugapNSmKM6D6q/ePAFYH3hJCjBNCPCaEuM/ff+kvjhoBfN9fzZ9KhBD1wFZ+tDZot+CffzfG9HJglpTy7rRtVlvWXXddAJrmLHQAskAsEKF+uaIPjcXYBSAV0Y+xsfavAn2ZpJ/Gt4Ne3JBeWe0a7mmkTdN1Coe2erO+kjrBCtSxFV7C7zdYVJx/quc/VeHUlBfVtpKfGPhDAUW0Wl03LaTa7NHsY9tx+NPthw4dSEdnN13+qvuGhnqGDBlQnEo9fPgKGpiK0ntZCn5+zV948+0vAMF+e23JeaftrYGYmhxdhx8bWJghcfjKQ+juyRchoblfg+9fevUrDTJ8T9kAxBLVdAHWEOSE7cMLdiwwqn8HhEDVAo7or4FBJ/jPALZ6dziVJj1EMVF/qUwf6rflTNWjqv6QfyEDL/wc/nIcdC2BdfeCU8YiVt40lBZK3SfCJfa9+vpICC/sMuxv3NSDVDpb+fLLL9l///1rkFoTSPskKSnlM8CmwO/9KOlBwDH+vh9wF7CZlPKpMvuzvPffPmZq5TOBlU0GQogdgROBk10aEEI0CCEGBhvQXGZfjbL11lsD0NidN7WeEsr8YvULLjFHqGorStE/J5u0/bPBYBBxdATqON+JulqdMP3gVODPBe6M8JrSR1XrK6vb04+e/ofFzKUnlP9UaLlOzU+RohxEdIQ/k25yGRY995aj+rZj9W/u7IW8+vePkAVvBXZDQx2DBvcHCa2t7TQ11TP6qF08bRlOyI+EPz7wCn988DUANtloOL++9odkRNb/jAVP9IkDUlOk0g6V22w8jHze62t9LkN9XdabK7uki6aGHPICMaIAAQAASURBVKP32swOuZG21H4Y+mIEVosfFVRD3zlBG9Fopx02bTaieF/j4dMG1ekip4JgGkPYVwDAMjJHVQPVCJzqQ/3Kk6fIwX/+Br/fHeaNh+XWgh+9DZseVRaEptkLB70bN5nLrs1zAZg5c2YNUmsC5TzqVEo5UUp5qpRyODAIGA4MklIOk1KekpQntZoihGgGHgBOllLOcTS7BFiobFOq2afvfe97ANRls2S/bnGEsUAssGWL3tns1E3aVvPHgVgZ7egr6wWGvsf5T9OfuOtV1V3br7TdNDrl1osq+HerG+mv3n+ZRcVh/ejTo8wRUn0KQDngl4SO9prK9XVdN1vz0rDZMxdwzKG/oGXyLAYO6kdjYz2ZTIbWRUuKcPqb205jxBoraxDnHb/x5mdcdvWfAVhx+YH88fbTaGqsD+kKKbRHUuqwaAOPKFTKAvzhsXcZOKDRWwyXybBocWcRTm+/4ABGrLKc3bf6HjSCq6JiBVZbJFhE7TD4jsB4PKgK3cYl0lpsr1w4DRZC+csNLXpC1Y88KlWNrorwfFVjVNWH1hmfw293hS9fhPp+cORDsM/N3uNSqwGlhk1/HKptu3HTueze6A331yC1JqRMMxURKWUrYMtKX47MAfLASlr5SsAMg/7a/pSCp0QJkDIAQogeYH3DVIPr/EVYgTRXE1KXX3558vk82WyWpjfep23t1Q1aNgBUJRgv0U2SbGX4VKRsz7mPir7aN2nqs6mNlNcRq6/eKxGj7tp+Cr3E+xv4EsZTQ0GpOEnHrBzffoKtAPYqAurC4uNNM6EtnGIqvKVJKRVXbkLn+BymRmQPhi4NOVpdfJg34ffFrjN96hyOO/wXTJ7ofW398IRRnHLa/jwy5jWmtMxm9eHLc9RRu7Dm6isVU0gVx0OlYMKEmZx85p3k8wXq63Lc85tTWWWlIeH0UcH1hcBOTysVBUnPVIbfXhL+/vaXvPHBBJoa6jhq5OYMW3EQLTMXMHzFQYzeazNGrDIYpPRXshtSHJv6oAIiWplUHEQiqaoP3bZ07TIy5C/N/tQ8qXqE0Jp2SvOl9oEYu4ieWiaK1+bBsZdGSvovjPBzpAqjjwyyqKPmVM0UfaLkShURUPbbb2+F+46EPS6BXS+CHc+FVTaHh46EttnRPsddj/JSmVJKCZsvy/6G78zlov/CPzrWYObMmRx44IH87W9/q6Wg+h+VigC12iKl7BJCvA/sDjyBB5oZ//x2g8nn/gMEVLnah86zgRZDG51AZ3AurDk1y5empia6urpo/PgL2lKDWLFnDi2ZbHvLzgEYA9YJfVu5tlEBIFcLNntFz6IjY+BW6gfVgU8X201pYmXqaCPPuyymKQKoUnm8aRhcy4XQKDi66aNcgUt5EpymsYnTnTJ5JscffhVTW2YDgh/8cE+uvOZ4cpkMl1w62r9v0k/GH03Iv2jhYo49+VYWtS4B4JZrj2PLTde25EdV4csApEFFJGIVBqvu7jxX/t+LAAwc0MDVp+7NcgObInmIpP96SvVjbvIZgVcDcIb6ZbmGQMlgJ0PXp0OkDUjTlieBqAwDNBjsdZu4ukz4nkeS+uN9AiNwGs6Z6kXWCwZADGA1Dy9eC1M+hCN+D2vvCme+B/cfClPeSwWV0lHPZS8l3LCxB6kvtQ9n2pQW9ttvP55++ukapP4PyrL4it8MnCyE+KEQYkPgTqA/cC8eUN4vhLgODzY7pJT/VTdgAdDqn7s+WKCqsuKKXkasxuIQf5y4/WSXZ1tNOwebIpyW00Y19cvxWw09h3aLhzF+Aley3L641JvrRjEQgNdppaAtjFLzn0YHtqMr/Ks7+G73oV9D5C9NRoAyeqfqTZowg2MO/rkPp3D8yftw1bUnkc3klHRWlKJaGtz1dOf58Vm/5esJXuT1rB/ty8H7bqfp6bCkD3Pr0Ojfm9A8x7DeH//2LuOneHMAzzt6Z5Yb1K/0NlJ8CSUXaXjuqw6Ven/VoXdL/9D92Ib4KQ6Bl/qj3YuiP6LXX41y9H4ZrjNu2N9QZx7qV+ahRnKqGhZSSYGQXh5VYVzdny2dyxx88hzcvjPM+gIGrw6nvgFbnVC6Zkjcx+ZLTbkFDwm4YaO57NdvEmSyzJo1i/3224+enh5q8r8lyxygSinHABcAVwEfAZsDo6SUwcKp1YFVlnI3Y2WddbwnSDXNmu+XJMGPDcJIYd8LdvqXvYuNy5xP9cveuV8WPWnST/AtXXXT6lVZx7ogLslHefUCivNPX6GVutDcU39BlEyzKCquzr2cWP0EHwY4TePJ+3NB7gzjx03lmIMvZ+b0eQD8+IyD+NkVx5ERGsrrQBV8JhBcec3DvPbmJwDsvceWXHTWQRokKXaR4XvDPElDRDMMyIL5C9u56YFXAFhzteU4fv/toiCl+BOmNEL6Z9IKrQboxNB/RNS/Xy9DsCq0oWxDO2jfOQ7lMk5f/26MvJ52OJWhKKb6H4YkmC2BagRSZUZpT0/or6/uz0QXUs0aj7x9N/jkaahrhCPvhoPvgGx95dCp2LrmSA0G336xwXz2bJiIlJJZs2ax//771yD1f0yWOUDFg9TbpZRrSCkbpJTbSSnfUep2kVIeF2N7nJTyoD7rrEG23HJLABo7uw1f2nGWSdBmg8NKbMuxq5KNrKQNRRKBV9ONtG3rh+v1ueil0NF/qJz8WOoj7zu7/QCy7ID3oInXfUDNqflPAziV6mIoyoDT9H/V8mTzo5cnnet/X342iWMPuZw5sxYAcNb5R3DhJUdH4LToLwRw3vGfHnqZu+/3nm+y0frDue36k70V+7boaQSidDAwQabyXvF1f3Xfyyxq8x6XesXJo6jLZg2wYY7+yWAzAorlfWiLkIYgyAyrQWomGbkWEzBqbevfFaYIKPrTqkzgGAeiNhsR7rvR1gCnkbqMAUrDABufliq6yl/KOuhoR973A3jhKigUYPtT4ZSXYcDK0deVvtlLCddtMI896j1InT17Nvvttx9dXUtlYLQmS0GWSUD9pkuwkr8+myUzfZZXWPwudYE7E7Clsa+SrXOfy2grYpr2ugI/2j5ON9Bz1U0DgmXpWXRCfXT1Y7vPfn3clALffjeaqSfDRDppoctP0K88OUp4EUlzsv7KMdFc2vt/5bVbuurP/jOe4w69nPlzFwFw/iVHc/b53ycjsn7qqNJTqvThzCC11D/f+oRLr7gfgOWHDuS+355L/36N3ksTgbsASuKANCizgKPv48tJs7j/6XcB2HHztdhj2/XjoVYV04MCQmBpbzfa/6AsLhLqvVpGQNT1Md2vGIhU7KMRWRM42kHUZiMIfMfZpgFXw6NS0zyByh/qF/5wvyhk4KWb4J7DoH0BrLkDnPc+rLFD6X5Cur32fk8TfQ1e6+s3mMeePqTOm+UtnKpFUv83pAaovSDDhg0jn/fyoDa+NjYGjuIkLbD1kq1T3tWU7YmkiGfKdiIw59AnkULX2W9avQQdUS0/ST684z39+aev0kpOCnLaY02LaaaKkEoE19Q0VJWgIobyqMd0bZTToyQ///lwHCcc/nMWLWgD4OKfH8epZx5m1Ff3KnBOnDiTk0//NT09eerqstx7x9mstspQS8TRFtWMgcEYvSt/9xz5fIFMRnDlj/e2Lxq1RWOLw9MKmNj0i3VR8EyMCms+he5H1dfbx+IXm71yXbjphu5z8XoMsKneL81WjaxKpU6qfmKjqqqOwxOoFIAVMlPKmfrZy3DLLjD9Exi0Kpz+shdRDd0L+xaKphPeC8zl0lIu8MD2uvXncUDjePIiU4yk1iD12y81QO0laWjwnsDS9OGnMVoGYIhEISw/GDZ7J9Croq2xvyY7zcaprbR9S6PfG7rV0OsrnWj9Xv4zK16TbeSArBTaIikVQikTBaN1cdrV+kvThq5rs/1o7OecdOTPaVu0GIDLr/kRJ/74oHjfIVD0Vuz/8ORfsWCh5+Omq09iq828p9GFIccEdglQF4HGsP3L73zJK2PHAXD0qG3YcMQqMSAaAyXG7wO9fYO/Yr/07xA7fAZzOKXuxwaqmO6XQU+xLy6ix+TTBtYmUDVFb817dfhfKmWl6QYW+wiUmhdOmZ9AlTUO+SNzMGcS3LoHfPgo5Orh8Dvg+3+AbIMVPkHJzJUiuiq1vW27fO0F7OVHUufMmcO+++5bg9RvudQAtZdkrbXWYklGUDdlZnoYjDBSSvuI9LKt0bycNtPaVFu/t3Ur1RFV0onWr0k969JAN5K3aPMebyri4VR/ilRacI07qwZouti4+wtPZBj71n/58VFXsLitHSEEv7jxdI45fj+rHfjD+ZSG9vM9eU47+3bGfTUVgNNP2o/DDthRAR5TRNQUQdUjVhbIDERCd1eeK373DADN/Rq58JjdE4ZcY/4zatMv1pug2QCzet+V/ob9BQtpNP+qfahdEW7PpocS4UTPtqBeq+7PBq+WtvS+2cBTLwvdszgd08KpuCdQKQun1MekdnbCfSfA334KhTz8vxPg7Ndh0PDS66LtBXHvIcN/nBQbYfEJpYVT160zj1F1HqTOnTu3Bqnfclmm8qB+m2TFFVek35df0j1+igYgMsbKBnu62Hw4GVvsy7QVOPZbsRORA/f2Em0q0V8autJBx1XPVSdaP9If3h/LEtqFpL+W/1RouU6DMqHUV3tDaS8topejW9pEbCL+t1/7gLOPu5rOzm4ymQzX3nwWhx6xu9+WxVZ6YaUJ42fw8J9foqVlFl+Om8J//jueXC7LnrtuycXnHuFDhJbrFC2HqO8rDGWUyjHAQMgf/OnZd/nKT4V1zlG7svygZnOC/SJMaJ8rk99QxFT3pUdNzblNjflIJUhkERhLCeE1H6HrF+G+J+kRblvotiT4K9rrZUFbQitTbJT2pGYrIvox+0iZmiNVO5cZJY+q9r4JwTXw8u0w5d9w3B9hjW3hovfgniORX74agUq9/657l+sMdK5ZZx5iHDzXM4J5s2ey77778swzz5DL1XDm2ya1V7SXZOutt+bNN9+kqUNfcVgJRFbLR4x9iHGkobzctnvTLg04VqJfTd0UesGPhlW1cngdyQAAXqYt9PSoLJCRPoSKcJL+6BaXYN+tDqtvHTyTn0AV8aU9VcrUll7WMmEaTz78ItNbZrLa8BUZNnwlrv/Z/9Hd3UM2m+HG289nvwO/F99X/4d3zJh/cMbZt9De3klPd56urm4Qgo02WJ07bjyDbCZreKqUAUr1MqWNMHBhsIMFi5Zw431eUv4Rqy7HiQduH/O+CXzFDfPL8EfKGDFV+2mCPQss+kPtQX5MkRZAk8DSmITfBJpaWdGfpSwCWBZ41eqEAnmC4JpL+tL/D4yg9PAEUPeFkG/veSD+E6hCoBp9ApUZev138edvwA07w0kPwvDNkGe8BI9fgHz515ZrKrUfXFc54GrbX73OPBq/zvN499rMnTuXffbZh2effbYGqd8yqb2avSS77747t956K/XZLNnJ08ivvppBqxoQGuenF0E20T4tKFZit7QhthzdaupVppMDdvPTS73iA2rxCVHS/njTcBQ1DIyZXoysxkGoqSx+s0dLnx7zEpefcSMd7Z2AJJ8v0N3VTfPAATQP7M9Nd17EyH12iNpL4QN00BfJhPHTinDa2FDPgva2Yoenz5jHnLkLGdBvJQOYmgDOBKpREC29/GFgvPmBv7OgtR2Ay07Yh/pcXXz01OQ71I4GafrjVtGBVZr7ZoJY8B+vWgGASpOeOXIa8RVrpwFubJliHyqz7A2PD5UudsHTpJSnUEm9zvYEqqIf/52s7+dOhZv3gqNuQWw7Gg67Fbn6NvCnk6GrPdIXae2j4z5B52drLqRr/ASe6VmTefPmsffee/Pcc8/VIPVbJLU5qL0kq6yySnElf9M/3rJolfNzXIkfB3tjGia1vJrt96ZdpTbV1E2DTq6vSRp/8fXb04+BZJlFD5/Q6aeX8hdICR86RXhWZdyCqUrmpep1cbWqBxI8Cfyk/cJt7umUCdOKcDqguR/19fV0dXZTKEhaF7Xx06tPYeQ+Oyb3zgemh8f8nfb2Lvo1NbJw0WIkkozIsNyQAXR2dfPQX181gGhwrANgAA76D7k+RzH6g//VpFn88Unv+2j7Tddi1Hc3TgBTrV2nOaimuZZ6313nn5ZSdAlMPhRIjtwrfe4oYTuSdExzTi12TmXCUmabAxvWKT6JDJO9aW6q/0mNTe6vHCeko0Jmoasb/ngK/OUCZL4Hse3RcOFbMHSEFSSFqdxlM/jS91etOZ/9cxOQUjJ//vxantRvmdQAtRelXz/vcYFN7/9X+wJ1hSpVXGEuzk9f+ijDVv9yT9VmX9vE9N/ovwK/vabn1Y/yh/dfYXEIQAO4zBgWS7kBpkv9svn35MMvFeG0s7OLRQvbvPRaGUF9fT1TW2Yp2jHJ+P33c0vLLGShwIKFbRQK3lBrsw++SGiZOluDOQPYWctMw/pmoLzqrqfpyRcQQnDlyQf4TxwyAI4JeFSx9kMUqymOPGs+dFhFuzZM12UHUOnfY5lk66/QD6VzsoKq+pkutSfVvoZeY/cy29Ok9HZlqM4CpxEoNe3Nyf2lMbm/t5f6U6eKK/z9/St3IX69HyyaiRi+OVzyHmy4Z2kajZL3VF2dXzzGvg9lAHDYrhgxnwNyE8j3dDNrxnT22WefGqR+S6QGqL0oq666KgBNX0/2vgQS52+mAcg4X8uCjzJshfIDlbrdpWyj/6A5+3fV7Q097wevNP90cSlyqj7eNAXYpUvaTyrtav3ZWlXLp7fMBCRdXd20+imghIDBQwaSyWaY1jLTrSXpeV15xeXo7Oourjju37+JpqYGpDdJkOGrrqAAigVK0cpQf6gNkUBte+29L/j7O17au6P22oaN117V8tk1iAlE9b4UdQMQUxLTm3y49B/7PZDFYXA1TZP2HaKBatCfAFRFMWWV2pbSt0iZmq9UrxeGayyVBWmjhNU26JsSSXWKlCbohHT9CTvF+yUiEVVpANbS3l/hTw6+fAeu2Qk54V3EgKGIs56DkReXYBRC71P9PPz6lwBWOIKsavfz1edzWP1kRDbHggUL2HvvvWuQ+i2QGqD2omywwQYANM1ZUIKv2KTprvAXSDX89KUPR1unhwO4tluNvjroC0U1lX9X3d7RW5EcW+I9segNllBXHN4nMpQf3UiAUnoVKKv3F72CVYevTD4vWbig1btbAgYNGUiuLocAVhu+cqwPFQy6u3r46KMvKRS8uZSNDfUM6N+ElJLWtiU0NTYw+tDdzNFTkqKnpqHRKKj0dBe44ndPAjCgXyM/OXZUfBTUBqKmYdgIFOmLYiwwq8MqcbCqXlPQajQKKhLtwm3K4ClYqg36NZd8CGN91G8EFkF7QlXUt7ENfR9b5xJNDdrwgDM8jaAUTRUqlEaiqcrxglmIG0ch37gHMlk49Dr48V+hoTn0AIcAOI1Pk6K0F+rcW5dNsf3p6gs4KDseKSULFy6sQeq3QGqA2ovy3e9+F4CmnjwUpB289AhESFyBygZx5fipBAgd7NUv0Qjo2ezLbbvc/pbZju26yuqXq64vsW2b/e3pL476Dx0soODlPzU8QcoFGxOjp6H5hHZv9BqWusd311l/BN1d3ciCRCIZOLiZXC7L4tYlNDY1cMTovc3+ZannSJAFyUUX38G7733OoIH9aaivQ2QEixYtLsLp7defwYjhK2sQaIFSbBFGgz6l4weffZsvJk0H4KwjdmeFwQOT4dO4ae9xo616D6L9LSWgt0AsljIDcAYRahFKPxVnV7KJAKUW8Sx9nsP1Qr/3DjYhSLXp6W1EXlvtO8YBSiNPoQq1IUpD+lo0NXRMaS+LUdRsKZraLRH3nwP3nwE9XbD1YXDp27DCOsX7L3Cfi5q44l9LYKBulw0PQ+oRRxxRg9RvsNSWu/Wi7LzzzkgpyWaz1L//H7q22cygpX4hx7BdSGxE62TcC75MPtL2RfdRSfuutqpdX9j0hr50fA+ZK0b6gPoqS6hHkEP6Q/zRHKilVfmlFfsuKafMOvFpokxo7apbqZ9PPvyMay++jeaB/Wld1EZ9fT2dHV10dXTR2NTAjbdfwogRw8Kr96XWjr+S+1c3/Ykxj/wdgO222Zibrz2DJ556nZapMxm+6gqMPnR3RgxbSUkPJAwr9y05RUMrr/W60ttoUdsSbrj/OQCGr7QcJx+4kwOEWqJVwYFNP6iMAGtQJaPloWtR21Y+B0X/eo5Yk63ryn1RPIykr8LgE1O7yjWY2jDZoN2v2Dyphr1JP6KjvVymRPghHW8lv/RX/hOkpvJX/EvlPkuiC7iQGXj9AZjyKZz6AKy2MfLysfD7H8BHT9v7mbQ3lMkE3ctWW0BmynieaF+RlpYWRo0axfPPP+/N967JN0pqgNqL0r9/f+9DLgSNb46la5vN7cohfrBBYyCVwl+1ffW1j2rBbC9AqfE17C0wNeimgFMB7IG3kO912vFiIrYE/cGxGSzDEGqBTxEFuWVnEwgkX302njNHX0L74naa+jXxs+vPYf7cBUxrmcGw4Stz+Oi9WXPEalYo936sPVB54IFnuOU3fwYJa6y+Mg/8/jJWWH4wG623hqdT8NP8FKQGogH02MDLBIb2NFC3PPgC8xctAQSXnbA/DXX1CWmlLN8XVoCVmo4OydG0WAJDuXrN1utOAsaE+4faB6kM8RvgT4XOVPUG+CYObGPKIjBrqFNfG8J7QTDX1pQ3tWCwUZP540dPFcoFP59qRrP1+/LV+3DlTnDaA4j1doBznoLHr4C//cLSXnpgFepbzqLz09UWIKbAo3IAixYtYuTIkTz33HM0NjZSk2+O1AC1l2XQoEG0trbS9PFnLCpCgvYDEGEHB0CJ8Ek1ITTOXxVg1DnZv60ffQGzZQBmKERhsYl93SoAU2NRfF82pZ6VydFGgQ9ku/94UzOc6k+OKjvHqVh6EIoCoqa6lvEtnH7khbQubAPgsl+ew+E/2F/JA2uG2lCZD0Uvvvg2l152B0hYbrmBPHTPlayw/HL+D78Oo3F5T2OeIhXaVCAq6UyYMpt7/vYGANttvBb77mAaxbG8zaxD/2oS/eBtL6L1RV/hOmHy7zuTLk+KioHOEDTqfgw2IgTQZrCVfr3Q6oPsASJib4HSWLAtlQWHotiWDq6lvSkyKiE0DaEUHdbtM0UnQknwL5U6Y3J/9Z4F91691oXz4YYD4PvXwB6nwMFXwBpbwf8dA0sWlm4HMcP+lusN9sJB99LVFiCmjucRuRatra3FPKk1SP3mSG0Oai/L6quvDkDTpKlKabk/r74YuaNCnxGplq9KfVTaj3Jte8kuyGkq07ZTjn68zkg/evpP2skjyApBVpoXRAllUVT8jE6Mpel1KrFKl0tAIJjeMoNTD7+A+XMWAHD+z0/lsB8cEG/lLzbRF7988N5nnHr6dRQKBZqaGnjgritYc41VNSjT55uqx4ZzdBi1zP8kbHfVXU/Q3ZNHCLjy5IPd00pZ4bQEPvj3QEpl9bz6vtb9mMoDKa76L/GPcR5paM4n0fuA5jtubqkM90fa9NVsBPo8UanM8zTZR+6D/trp80ZL81QjfkO+4tJViVAqLZtOaFPmmYbysJpypvpzUb05qdnoCn+Zgx4JD/wEfv8j6OqALfeHK96FVTcMAaZpHmnx9db3cbqGTUq4ZJUFHC6+RkrJgvnzOfjgg+no6Ij+TNRkmZQaoPaybLrppgA0LWwrE/AC0SBH/dIp229a+IvzVw0/1ejP0rBNYRd8gTpnc0jbhrt+AKiv0O493lR6kBpOwh+GUxP6pcfBZetvzsy5nHHkBcya7j2b/pTzj+OHPz5Suy6Hq5SCr79q4djjL6Ojs5OMyPC7X1/CFputbwE+A6SiQqiuqw+dY4CN0jvgzQ+/4IW3/wPAEbtvy6brDI+HTutm+K5RIABpWPyj25vKCfdbeDG7kq8IZOrnwtBGEqja9UWMvin/qVSB0lBf8q9+X5sgVn8dlf6E7lv4Hgu0clcojdHx/sOhJu8PA6x3nlGyAOgr/bVFVG+OgV/sAXMmwyrrwRXvwNaHld43weuB7b3nBqMY/ATpqi5eeSFH8DUUepg9ezajRo2qQeo3RGqA2suy0047AXiJfNrbYzRTglnsk50UcYJYC+iEIh9l9tMIgkvLT6V9qEK7tid1WW3StuOm2x/Bjn56qVdo95LxGxLym9JJVTOtVNFCunlyasGQKSBsV7qChfMWcuaR5zNl4lQEcMwpR3LKecdZPMdAqhTMmjWXo4+5hPkLFoGEX159Jnvutp0BSHUwsUGoIQJpKAtHobz6fI/k5//3GAD9Guu5+Jj94+HTGllT3osGW6HlOpVKnVTtTbBrgNXQCm6E4V5ZoA7Fv+rb5sOoLzR9oVxj1HfwupdgXb8uA5TqfTG0B0p7EZgNvz7RxUoioqOWSYuOGnEtXpcpwb8Mg2qwl1jSUMkcTPwvXLYz8pNXoKkZzvkrHHGdH80P/0en+LoY32/h97wx+mrZfrLSQkbXTaFQKNDW1sbIkSNrkPoNkBqg9rJsvfXW5PN5MpkMja/9q0pQpkqMrf6llcq3wU/ZfU17zTZflfroS/tK7XrTBnaliXoEE+hmEnktQX/4SVJxaJY+ekoqsEz9V/yBTepZhrZFiznrqAsY/+VEAA495kDOu+x0MiIba2cqbWtbwjHHXkrLlJmA4Pyzj+HoI/fRwFQHTR1cXc+jcKb/WP/5hbf4bII3rejMw/dipaGDwp/nCAxbPnKxIBvWkwrshJ8GpIGkXo52L9D65nwuwr6x2ET0HW0x9VmE6qVej3avItdn8Kf3LfSa6W0a7IJIqNYHY8opxU9cSqpSsv5At/TEKRmKnhqG+2UOFi2A6w9FPv1r75vqwIvhJ89CvyHK+8cMo3qZE8wS1b9wxYWMZjyFQoHFixczatQo2mODRjVZ2lID1F6WTCZDLuetRWt66/0UgBhIOXDnb4lNJdlr+8R+l9vXavmqto+lYdv7NgLBKJoA+AcdRTCNAqr9SVLpH3ma8CfcdYkBxaKfBH8dSzo4/5iL+OI/XwKw9yF7cel155MR8XHijPIv/r/dXT386Ec/57+ffAXAUYeP4rwzf2CBTBuYWqCUhMijAiwTpszm2ruf4MQr/4/zbnmQnnye1VYYwo8P2jUZRPV2TDAa8WHWCd6ZQrfFFkk0QaIBFE3gqJ8bwVMHOxO0JoFqvG4wNcGcyF+E27JCrNJvq752bQa7AE5FRMeyV6A2SYfi0H5Qp0RRjcP9meJwv8gDD10Ot/0QOpfAZiPh2veQq29Wet/YoqCU9q5J/KWaf9XfLlhhIaPlePL5PG0L5jNy5MgapC7DUlvF3wcydOhQ5syZQ9Nn45gfqomDPYNI3USay4NzKVI3EfFttHd0autvuf6MDVTqp1Ifqn1f2QZ25dkIYC8fUF+lQ0nOT3FvShWlr9435UWtaKvWCv+iH2Fcsd/V2cnFJ1zKv8f+FxDsOmonrrr1p2QzWU3XbK/WyYLkggtv5LXX3wNg912245dXn+0PX2or9oOXQS0LjlGhVMv1qa/aJ1o+5vl/cub1d9Pe2UVXdw89PXkQgh/u/T0a6xsS0kqpW4Je8J4z9su7L7KYbF1dza/1OVRG8R7I0DC/nvPUstq+GL2UCiASf19V+5C+CrAyalu8vrCuCHRNfkN+YtqhdB7JZhDS18qI9rcIe4qungBfUlpFH1pNL4U9JVRRJ+On6QpSTsniKn/PrzTYed8RvPUETPkcznsYVl4L8Yu34HcnwZsPR/qlXrOasUBf/S+1hVfC4iOA1LrZX3NfZh2WLFnCyJEjeeGFF2hqaqImy5bUIqh9IGuvvTYATdNmKv/rV/6Haol0hUT/sIP9f7uBj8S5jnFSCSLE9LcSn1XpY7V9VGLfl3al87XIsS51dCN5m04fUM2RU9PTpOKG++1PnnKNjFb/T/Xb093D5af8nHdfHwvA/9t5W67/3VXU5epirsr+d8MNf+CRR14AYPNNN+D/br+MXLZOA8wyo6chIDVHTqUUTJgyqwin/RrrKRS8X+iMEPzx2deZOG22I5xG/Ue+ozSd4KlQpYidGrES5r5byuxPl9LO0fsXDOMqw9rGdgznCMOxZqt8X8e2g3bP9DYVP5H7o9gG90HG6uv+YyKlhrrAd3hYX59faoiIan4EankmNPSvRk9Dc1JlDiZ9CZfsAh++AA394OyH4NibkCJbhMziVnx9DcP7WmrXiJ5lO3toK8cUvqZQKBQhtRZJXfakBqh9IFtttRUAjUuUSdlJfOgKHyqESh1Kq9RGKmgk3C/n1eoOPqvSx2r46Wv76tqN9KOnY+miAzRAtQ/rx+FfX6/kd2+1pFPIF7j67Kt54wUvL+gW223GTff8kob6RmcfQlkYdN+9j/Ob3zwAwIg1VuP+P1xLv8amGNirAFIjsFOKJD383Ju0d3bT3K+JtiWdSLyHgwxu7kd7ZxcPvfB2jC/Lpr5/4myDd5URai2wq8MqKtiqYGWCRTO4hpPt6+1o5yH/ZUAretaCJJi2+wnfd7VOX5hl0tf9W6AVzXcczCbq6Iumgjp/Rb+vE05RZZqfmoW2Vrj+CHj0l9517H8e/PwlxMAVi/dKH86PDO9jqMNtGsC5yy3iWB9SFy9ezGGHHVaD1GVMakP8fSC77bYbv/nNb6gXgszUGRRWW8WrsPGYtDBNqFyG63RdU4XJb6zIhPoEZ7HVNt+pOujgs1x/uq9K/ZRjX6mt2W6v4ur9Dur84f2s8pQo8+NNw1tSov6yE/lreF2J/dQJLTz38JPMaJnOKsNWZtrEKbz6zCsAbLjZhtx6/030a2ry+yuMw/ml6xD+k6K88+eee5WfXXYzAEOXG8xDf7yR5YcO8Z8KpT4ZShTDQFKFsNAwsGFIH9O5Bq94dVNmzAEp6ejqprO7G4DG+nrq63J0dHbTMmuuATgTPtuxsFyyFZF6W1/V8nD/gzIZSnofgBfavbKcF6HRcP+QIX/eVAD1WPGFYVhf6UcoWX+kDe26fJ/eI0P1azb4ibQR7zf8WibpKL6wD39b95GyaJJ/7/Xzp7Zow/46fBevNw88dDV89SGcdRfiO7vCje8hfnkYjBtbfLCDjEnOH8CojLsuyzWdM2QRYt7XPNi9MjNnzmSvvfbi+eefp3///tRk6UsNUPtARowYAf6CqX4vvU7bcd+3K6tf8CpfqB8sQXpoidjrFSapBBaT/Ffqu5owavJn8SWTVRyVHPpSCRSbbXPALjQA8AZd5BDkFBg1wWnGUF9tGI1uZmB01XthzFNce8bP6WjvACQ9XT309PTQPKiZjbfYmN889Guam5tTtunVvzf235xx+hVICf36NfHAvTcyYo3VoFCwRGsE0oeSIhBJHUx1gHN8ghSC4Sstj0SyqG0JCMiIDM39Gr02BQxfcahmo7xNlE0dYg9HoKTBVkTrbXUYroNwm8F9DwGhARBdwVX650Ltjz+3E+XpUPgJ+oUNGh2gVQdltU6qIGzyWbwPJT9CaU8qbYSfsKVCrAnGojrq8LgKchKt3FBng0Nvn/HvdfD+Vx6Xqj8qNWLvf7reeR4u2gV+8hAMWx+ueQ1+dxr8/d5IfzH1xZZTtXh/S8f6tZw1eBFiPvyx0J/29nZGjRpVg9RlRGpD/H0kwZu96d0PEjTLGRa3bVHX5sIqt9Mn/qvtM6V9bGaDSvvUe/bfpYGBZJhNns/oKQ7vZ7V5p4bBbeNA+7KRpD/ci6kTWopw2r+5P9lslp6eHqSULG5bzKU3XMKQIYOdfOl/X42byHE/vIDOzi6y2Qy/v+MqNt9kAw3ATMP5pmhj0hC/YTjcUH7Ibt+luydPQUqklAwa0A8hBK1LOmiqr2f0HjskD+lH2o+CsK39uL4Zy9GuL3SuQJXLOY5D+f6x0NoTxLQT8aHrxrSn6IVX09v0Ajg1tIemG2nf5EuE+6v3R3ldElf7u9aFhvKFNh1AG+aX+rzULEz5Gi7aDd55Cuob4ax74JTfQrY+/r2pQ2kZ21mDFnFCtzfc397ezj777MPixYstvz016SupAWofyfDhwwHo99UEN/DRAUikSM5fFAe/FUGioZ2qQmM1/VfJp/U1qEbfet9+lB89fY2uYmopHU6T5qAmJ+zvHfB01X3+4aeKcNrZ3sGStiUIIcjmstTX1/PGi284+MpEPM+aOYdjjj6XhQtbAfjV9Rez2y7bWwAzDJ5Cqqvb4yDVBHKmH+ISGDzwzKv0b2pECEFdNkdHZxetS9ppqq/n9nOPZ8TKKzj9SIvQXnvv2K7NVm8sV8EmiGaFk92XrtkEr9q5fi+Uc8+vCo6l4+JiLtBWy5v82mHXDMbKsdaWXY/SAw+0+ySkUofpHopIm5H/dAS+0NpQ20GZ86psQV5h639qrHUZpS4OVDVgXbwYrv0BPHiVNyKxz6lwzSsweFXtvZRuE8pGQakrlN73ZwxcxAldX5Pv6aHVT0FVg9SlK7Uh/j6STTfdlHHjxtE0d4EFmKShzFKdClIVe6Hs07TtNWo2ietK6rbKuC5rw9X2rfuspr9KfBlvslVG+oD6Kl0+nEplcVTyEH8JSaqUWqqqm0AgmdEyDZB0dXaxuNX7gclkMgxabhDti9uZ1jLd2PfoVAVRHHpua23j2KPPYerUGQBccN7JHHn4foZhfRGZe1r6kYyWhW3C5+HHiGK0feGtD7n3qZdpaqhny/XWZJctN2banHkMX2EoR+2xvQ+nUoHjKDwHW3h2UbQtqfbF1wz7VSHSMJeUaJn09YJ5oMUUTiGwNM85RVrOkYY2gmipLIIxkXRRJj/aMbb+hPWkfxxNe2XyrdXFzSmNrdP7qXxFqMeGusBUWOqiQ+wiumTen4taai8TrisO/SuvUdGXCuAF+PNNMO5juOBu2Gh7+PVYuPYw+PTt+GuKOS5eY4zOGc2LyC4az10N69DR0VGck9rc3ExN+l5qgNpHsssuu/Doo4/SJKX3yNNIzrVqwZku0nhYUduJPKvNNQq5r+Z12jpSjTaqDaS6z2oBrrufFRBsRR0Ar9Ht5z0t5UDNGEBNh7Y0803j/KSFzjT6qwxfjUJB0rpwkWcvBAOHDCKTyQKw2vDV/LgoDr4FPV1d/OjEi/j003EAHD36IM458/gYwIyDVaFARRRKiy9t5DwKgNNnz+PcW+4GYGD/fvzxsjP9+abSh1JZhNMSYKr+DJ8fwzVIk41WL4Jff7S+hoDRBJG+Dwjfo7hzV3DVALMI2EVfDsAZ8qkcm3z4NtLWD6NNsj+jjzgoTYRYrb/q60l4b64zvDchtHCqmEc1UheAarBX739wL/y+jv0HnLsL/PRBGLExXP8q/O4ceObO1IAq43S081ObW5GtX/GHhnXo7OwszkmtQWrfS22Iv49km222KT3y9JV/pv+pDg3RpxHFzvk58El9UVzb2qx4SoG6JVxbVbbe8l1tn+X72tOPnv6bHuZSMD7a1HX+ad/OPU3X2ne22YLuri5kQSKRDBw8kGw2y+LWNhqbGjl49MFW33pLsiA5/9yr+OebXt7UPffYiWt/cWHoOeIR+DIO98eUYdYJD/uGt3y+wOm//D8W+BHiG08/luErLq/ZK9Ei2ydJ0ycyJ1EZHi3aqEPAhiTvkSF7rVwpU1esC1O6KNO5ev9C4GWaCkB4mNz4eqh+4nxqkT79OLiPlO5NrI3q2+pPmH3odSEfpuF+3ZcIvwbFofywndCfMGVMMWUZ4jempFLyrJpSUIXmpmZh6kQ4d3d4/VGoq4czfwvn3A25BuPnwrYJbR8a5te3ApzWv5WTO77y5qS2tbLPPvvQ2tpq+gTVpBelBqh9JLlcjro6L3rV781/OQKYJkI96K3NsSMu4JkKTpMuvJeuUf0h6pV7WG2f5fsYST0Af6erCGM2SFXnmUbnpNJnsJnWbtbUGdx80dX0b25GCEF9fT2dHZ1FOL369mtYfcTqBt9m/zdcdztPPP48AFtusQl33nEtuWxO+ZGLg1IXWBValFKHMDQI8bZbH3qSf/3Xe0zr0XvtzP47bmuABA0ynDbDNaD2Qe+bpc5UbikLwSNmmJXaeQRcEZF76gycUmnD6FM7VvoiLf0WVpvwAwlkjJ4Vzim9Z6Tev2KdKPqXaPcjBJfm/5RYwdNUFleHCIGqlCIyJ9X4iNRigv8ctHfCtcfDXT+FfB5GnYC86XXk8sP8a4yHzSKkJkCpfn5qUyunLBmHRNDe3s7IkSNZuHBhwm9VTaoptSH+PpQVV1yRGTNm0O/TL5gXqnEFw3JFOugE0pt9ietHb7WrpcARSlvSP0xze2xthKRa1xLpeNkigL18QP0H3ZGhfdNwvG14v+9STembiB2Sb1u4iItGn8acmbNpamrkxPN/TDaTZUbLVFYbvioHjz6E1UcMT/APGT8l0H33PMydd9wHwJojVue+e2+hX2OjkuvU9AMnrHNQw2XCMM9Un5dnsod//ftzbnn4bwCsN3w1rjr5qFTRJNsWmgqgvt8k1hRXxjpTuUuZft3+eZAySqLOgbWkftLPQ8dqWyJ0HMx99Z6IFeNfOZYE/QoWGEkFFKP20m9TFI+1ObCBTbGfyveU5k/6c2plUp2fg1UW55cq7anAX3ydDWVBE8qxcNDXyzwQlcpjVP1zWUD6IxIiNO1Bg/K/3g5f/Rv50z8iNtgW+dv3kb84Aj56Tbm+mD7oxw7nP2pqgyUT+F12Hbq6uorD/YMGDaImvS81QO1D2XDDDZkxYwZN02dVCBxpiaq3ARjHPi0N+BUlCDUFN03lqduq9nUF/qvnd3MyrEyGNiQf0EO/UIJ+cx5UF2gsxyYJNNPYTpswiRcefpxpE1v46M13mT9nHtlclsNPOpozfnoeWaEuAJOOfRQ898xLXHH5jQCssMJQHvzTHSw3ZEhxfmcyjFrqCUOqUCA16kcBOP9tsWBRG6ff8FsKBUlDXY47LzqVpoZGf25fuXAawJLycTBejwJ6ER01kmhYIJVUFoHV0nkAdCUI1EFWv0+uoFo6LrWhvU4Rf6VjEXq4gAWAFXvhw6NU2vegW2rXYOp/uC4M0+a6Ehhakv8H55E5q+YyYfQVA6rWsjCoCpnxnn4Weg2lZuP35f3XEafuhLziIcS6myNv/DvceSE8cqu53TKgVC//UWMrom0cdw5Yl87ODg499FAeffTRGqT2gdQAtQ9l++2355VXXqFfV5cXhcmUCyB9AZzKl5lTc0sbghPat1U7dbu3gVRvo/rAGwzvvym7yQgvOb8JTk3R1Iz0py87LHxyX1SVDKlxthngxTGP88szLqazvYOuzk7y+TwCwXa77sjZV1xERmQMbQZPzLK3O/ad9znnjEuRUtK/fz8euO921lh9mLdiPxIpTQBSI3xGIbX4FpAi+uNcHK4tcN4tdzF9znwArjhxNBuuMTwMW8rbKbooyvIjrLz3klb6l6BJB9MgwhktN+naYdV8roJjEO3ECJVRUJU+kAWR0dJiKVMbZoA1+1aS72u+ZOSpUzER0wg0atdj0QuDraEuFZTq+tEyGapLC6Wm1fOlCKpXrqzyNy7C8u/vjGmIs/aCc29F7DUazrgFuf7WcOPJ0NFeHqTGgaqEk+vbEK3j+F3daixYsIBRo0bx3HPPMXjwYGrSe1Kbg9qHsttuuyGlJJfNUvfxf8qKH1W+OYoM1BP8qXONer1vS+ve9EV7vdmGYKS/ev910UODFP4jTu15T4tl0lsFn5H67Mxq/GVSPBQg/DdtwmR+ecYldLZ3eG/Xgv+Y1kyGL/79CdMnT01o19zaV1+O58TjzqKrq4tcLsddv7+ZTTfZsLjQJvrjZSpTy4VFV4UF3Ycw+r3vqb/z/NvvA7D3/9uKY/fezfqDGnx8JQli7Lc+H1HX1+oVP9JYrsx3NJW5nlPKGBDMrRTFoWe1r+E+BK+b9O1EMYppaiPh9Qn51uZsFuHU0IZyDZHXGP31TtCz+o32JfpaCot/k374Oz6YKyx1O+NmmldqXjglZcaLooZypQrzoqkgsX9HD1x7Ctx2PrKnB7Hn0cg73oKVR5g/E4Y5pkadmHmqJ9W1cXrXVAr5PN3d3YwaNYoFCxYkfcJqUoHUALUPZdCgQcUUJP3+8XrfwWZIHH0LR/B0XghVxb71Goz2dbt90ZagP4Lt/cGS12UPWWGGU+NSIVGCVB1g7fiXDlLLQdsXHn6MzvYOstlsEVJzdTkGL78cne0dPPnQYw4th+/AzBmz+OHoU2hd5K3WveGGK9j5e6ZE/HGgWg7EWqBUgY7Pxk/mirv+BMCqyy/HTWee5GcSMMNsAG7xEVQTWGg6gcRCqwowJpvg3FRm09HOCa5LFOdYBkAssL02AQCVIK50Xwz3HodjE0Bq7RenSujXabgeK/zqbUeA0qYfp+cCpRZ9f3GXVBdUhfRiymIBVpRe0wic6seGhVSP3AXn7oOcNxOx7uZw13uwzUjPLglKCxYoLdi347NtnLXwqyKkHn744cybF15RUpPqSQ1Q+1iGDBkCQNNH/66CN+0LoRpQo/pKTEtVRl9d2i9Xx3gfKuzPNw5KRaStXamjHsFECrQIqTze1L5yXwXWjNDLq51kKunZVf6fLGnPbJlGIZ9nSVspEf/AIYPJZrJIYEZLXAQ12nLrojaOP/pUpk/zEvH/5CdnceThB/o/WMLyQ2cDTxeQNQGK2WZJeyenXHcbXd09ZITgjgtOY3DzgETYTF65H0Ceoe/B+ycOXI1QbShHi6wqEFRcia7bGf17xwKK1xeAqh0sKeoV02jFwGXkGMtxMYqLwZealcAOnVLtr6lPccBqhOWSX2nVEyE9E1jKYt80wA89VSr8npOhYy21VCy0alHVglIWOlaiqQX1Eak5xEfvIE7cCT4ZC4OGIn/1DPzgJ3ZIjYueOmzHZdo4Z/44sovbmD9/PnvvvTdz5syJ+a2pSblSA9Q+lrXWWguAfpOnVA8oq51rNI7rIopV3KRD5DaiY+iS7MU+pr2Xfd6HaHvB8P6r9JBDFAE1CU77/i8BVEUJUgcMbKars9MbkRDQPHiQB6f+quVVhw9zvorurm5OO/FsvvhsHCA49tijOPOMH2k//BbANKaaMgGdDYRs5yUouvx39zGuZSoA5x11CNtttKECTNXZQumKQhBiuH5jvaXcWqZEeHWduHNMIBkHk0K5T3HH4Uhr1Hf0OPRo0Eh7NogsQZ8IpZxyt7XDqygCeRH+jW0Y/CmgKSLnWuRU2yQlHVXfDqWafdFGnwIQF0VVhvwLOZg1G07fG/52LyKbhdOug2vGQNMAI5RKW/Q0blNsjhWLOXPJVPL5PPl8nn333bcGqb0gNUDtY9lmm20A6NfaVh0gKcJapaL9OC0NsAuuJe5hBAGACkO/Ue2XFowa+tSn/YjWjfSH918jXwRT2xC/DU6jdfHwVxngWkBVetHczvYOPnrrXcBbjNK/eQC5ujqklMV8pweOPlzzZfYpC5KLzrmUt//p+Rs5cneuvvqnSiJ+oYBoHFTa6m1gmgSpXtmTr77FQy+8DMB3v7MhZx9+UBQ2SOqLrX+lSJkI3kMxuhh1dAjUgVWF4HCZKObotNlo5yEow15HHKjajlHmjRoA1tBmpO/WtnWfpbmccflSowAaB6/KawoKTNraEP7nJ+xPhebSXFoNxnUbDWBlqP/JmxmAM9qxBqoFDVQLWejMI687G3ndGdDdBbsfDvf8C4at59kqgCnUkQOXyGk+en6MXMyFs8aRz+fp6urisMMOY9asWfbfrpqklhqg9rHsueeeADRks2SmTquOU4EblLmAZzlPmxIObahf2knXUrqo5PYq7Xukj98EGDX1y1y3JhnWJUM3krd8QI17glTsfNQKMTRNdDYTgUsvgoqEm8/7KVO/nsiAQQNp7NdEvidP26JFRTi98vYbWX3EiAT49bYbrrmJp554FoCttt6cO+74FdlMLgE640A0TscGLObzydNncuFtvwcEgwcM4DfnnU42kzX3TX8Px23Ke1lgm6caBplwP8PQJPVrMFyXbTi++CSqhHsRAkMjuJogVsTfe0OfRaj/ZjBUoc4JMCN9QmkrGYil3mei/ZcIbfESxf/U2SC3NGfYEGXVIDVy7do1iZBPFVbdIZWIjbagqlCKoEqZQRa0qGohi5BZePwB+PEomDUN1toY7n8Xdtwv/P4t+In7y9nypf3o/GIumj6ObEc7bW1t7LfffjVIraLUALWPZc011ySfzwPQ76WX+w5iZIqFT05AZBDpV+sgWjxf2iCXsCU+RnYZ6KPxdbDrjJRe9PQdWWCxEj3NGsDUBJC28lJd8ozU6kwX8Fp75M57ePVvHlB+d49defyjt/jxJedz0DFHceql5/O3sa9ywJGHOXn84133cded9wCw1tprcu8ff0djY1NKuInbLHrE+fLa7e7u4bTrf03rknYAbj77FFYZunzoKURm3w6SBKQhQLLp+FXKwqUwQOnAZoIsE9BazkNwqkKdC/yreppNnL0Og4SfHGUGTA1Gje3GwWvYTwCdMsFWBWsR1wcLiFIcoldttOF+dECP36S2j27RhU+lFf0BlGp6BW0qQCE83C8LOSjkkP/+APmDnZAf/hOaB8Gvn4STL/d9Wj4DLtFTBU6D7ajuxVw0u4V8Tw+FQoF9992X6dOnO34YaxIntTyoS0H69etHZ2cnTe++T9txx/ZRq2oW7krF4sQEp2p5VdquRBJ+wSUOkLosSHAd8X0VwCiRBeAVkS8+PcqWnF+kTNBfOhf+ebnJ993afe/lV/nDNV7y/JWHD+OK/7uN5ZZbjlMvvaiYhN+1/88++QzXXHEdAlhhxRX404P3sNzg5RBSSRgetwq4OPdUxux1uItJfh9KWg833j+GD74YB8Dx+45k1Hbb+Lk1TVBr85sGnPWnQQVvNWHW8eu8oVJpWL2PsvrJUFbuuZ/QXYbyx5bqwscBbLkn7Hc5Fqh904/VPlmOI/20tKn4LrZpsY3kXbX4wein1IbUHwKg6AowXLd+DSivk/oEK/V9o78W4TrPJsiRquZJBWQGIQveV7XMKP3BB/XS3GY5ey7i5APggmvg+6fAaVfChlvDJcdA60IzoNrK1L0BYI8oLEFMGse1a6yLyOc56KCDeOKJJ1hllVWoSflSi6AuBdl4443pKBRoGj+h7xoNhr6rEkGN8aMOs+s61WrbGEV0ugnxW5/OXa3kOt1s6hDsigeor8qCcXGUYSA9Meppq9PTNrnERF3/po6fyPWnnQdS0tDUxNX3/o4hyw2NRFiDmG5G6426jX37XS4480Jv/uqAAdz/4N2sPny4d2sTgc41eppka46cIuGNDz7mjkeeAGCjEWtw+fHHFH98zX10i2hFoqOmLXh/2XRD9Wj9MkVf9TKbju08HIUtDSX7qpZIZzgaabj3lHcsIn3Tj5XIZ6jvevTScK1a9BRlCoE+fK8fxw3ll3zbo7BCbU+NnIbeC0nvqWh5bCaJgl1fhuqCSGnpXBQMc1ILpWF+Kf3h/u4CXHsR/PRH0NkBu+4Pf34X1tww1VA+eZB5oMfbZA/QDXT5+244fPESLhv3JVII8vk8BxxwAFOnTk38VaqJXWqAuhRknXXWoTGTof/s2X0HONWEQ+ngU/9yi+1HBaL7/1ZtqqS3354MAxHMlpJPITa1lI55puN0UKkiYmV/S1rbuOr4U1i8aBEAP7nll6y70UZG4M0YS0rbl5+P49TjT6W7u5u6XI677v4tm2y8sacf+hEPIiY2oBOO+6TjACa8bc78hZx5421IKWlqaOB3F51LQ129BhVpANkRotXPp1YfJLiXlnqjnbUsRsd4boF9dTEPJN9jIySWjoPhbRl6TRKOTeBHKSOCjFyHpusAr1YwTeqHwzXHgWWyXpxdjI4PnlLZ1PrY6QOhOaeiBKUqqPqwKnxY9bYcPDEGjt4Tpk2GEevBmHdgj0PSwam/lwGkdmuQ2gOHtLdz+Vdfke/pQUrJwQcfzOTJkyv7jfsflhqgLgXZa6+9AGhCIBYs7DvgqThCmEKEttfLI4VL87qWla2692VkED0V4eipbZGUPTLqDpNmXdeWoj5kQXLjGecxedxXAIw+8zR2O2D/BDA1/82YNp0TRx/PokWLEMCNN9/AjjvuaIHKOChNAX6Jx6XzQr7AOTfdxqz53qNMr/nRiayz2moGXeV1LgdGI/+pi9f3/ix+In1wKavwXK8zQhqpj0XEr3aM5VjrQ2mo3QCeCsiGy9W+W+xM/cMRXp3a0X2mhNSCcq5GQA2R0mALRVgLWpnJrlhmANWCYXW/un3yHzj0e/D2q9C/GW5/FM67zsMgw9xSepR9TylSWjxX56Yq7/eD29u54ssvyXd20tPeziGHHMKUKVPS/X7WBGqAunRk00039Z4bLgRNz79YHSBMEhswpnbiuFpeKjqiCivsv3VwGnN/q7Tt5X+8X0NSJ8z5T+NwshJQdUPZZEx+6KZf885LLyMQbLf7rpxw0fll9al1USsnHX08M2fMBAQ/+enFHHroIT6UKD+4oR8bAxAU9HKTvgs4RiHursef5OX3PgDgwJ124Mg9dkv2hf3H37ip4gSxpfJwqiHdR1TfWlb2eRhA9QT8Zj03aA3gVFh14mDO4E99qpYTTOrX68MaCvQaAdP03ouDTosONtuUkJp4HkCoP51Ag1BhglQdVAtquSUFVUEHVz+aOncBHHcQ/OFW75pPvRjufg6al/OAM5OD48+Gq26DE8/2HgbQDaKrFCkVPSDyShYAgxzY3s4vvv4amfWCBAcddFAtklqGiODRm/+rIoQYCCxcuHAhAwcO7LN2v/vd79Ld3c3k727H7N/8us/arZoEbxuhlQllvzTF1L8+b3zpyQrALD9B/xZ0sxjoD/QDGoF6oAGo07actmUN+yyQlZAVyp7wltH2eplenzGUv/3sc1xz0ikADFtrTe589kkGDhyo6Uky0rcV0cVfGaC7s5OTRx/Lu2+/A8Cxxx/LL66+kizCXxTlj2MXClAoIAqF0Dn6eXDstPcXeejH2vm/vxzH/uddSHdPD6uvtBIv3vorBvbr5+soi0WkjGxSORb+uTDo2W2J6qPrYqkzlceUYWiTcL2uHz031Ol+I3plHBPcI+9YaMeqDhDqS+TYrw9+bwNfImIfPpbBMer9MuiG+q/e62i9iLlW+3G0X8X3muJPor8Ghj7r/TW93/T6iJ75s1AqN+0L3hh9wd/vdzDccCc09YNJ4+Ht1+DwYyCrrB3v6YHbbkJecjHkUR5j69cnfNU/3dTEZeuuS7aujubmZu69915GjBiR6rv82yiLFi1i0KBBAIOklItserVV/EtJhg8fzvjx4+n3xZfLAM3VxCzlgubSfz339PvwXyQLEDRpoBisdk9a+Z7R9kKzS1o1b6tPKp/42WfcdNZ5APRvbubqP95N88BBBnth9DN5wgQef3gMUydP5t8ffMjkiZPI5XKM2nsUV1x5hT8/1pfi6njbJhRIUo8dbEiyF7QtXswp191Ad08PuWyW315wHgP79Q+tTo5GzHDsh6lfepl5NXVYV1rq1PI0ZQ7nun1sXZJe5cdeiiupRCVNx4pdjG7gSxYXQhl0Ce5bUK/5DdUbdBH+ezt4AIGmi+3+mY7V1165hki53o7pfeVyrt5L02Zf5e/9p059Xyvvb3UawhNPwGefwx8ehhFrweprEpFsFs69yIuuXnQxMuW3+77t7eS+/JKrhg2jFTj00EN59NFHa5DqKDVAXUqyxRZbeIA6d94yATSpxdTlxOhpucBXhohqNPcNfF18Gen3/VUkWUQx+pmUXiop9VSxTvhJ1oV7aifXrW3BAq4+4WQ6lixBCMElt/+aNdZZ124jwud/G/MXLjnjLDra2+nq6qK7pwcBbLHVltx6+2/IZeuKUR8hZRiQgh/HQhL8idIPsXFvgFF0W+/8ktvvZOL0GQD85AdHs+V662tRw3jYDKXWKQ7F27bwdYWeqANhIDGCq4jWka6sFH3U4dV07lonteH5cqDVbCuUY+lH3UN9iPWh9TEAXb9e6Lqar2Iar8BvCIQN/dVA10v1VPIrEgHb7di7jmhqK1F8r+qQaoJWDYBt4JpYF8BqQQHRjH/u1xWn7ihTBgrAfz+HfXaDTyaYUwwK/3U793zkpT9D9PS4fgUHnyZGdXQgpkzh4n79yNbVceihh/KXv/yFtddeO5Wv/0WpzUFdSlJaKAVi4cJSRV8wnOzFdmKZrkJ0kSn1XeenpvW7jG8CwV7+C/EaFOeeJi2OMq3oj/0Tdt1y56vme/L88senMmOSN1/ruIsuZPs993L2PXnCRC4+4yza29vJZLPeXG9ACMHECROZNWOmoq0Al/oDZoDA2LmnTo9BNfv960v/4NFXXgXge5tvzqkHHWzQ03/Yo5vQ9vom42zVz4FRx1YflOsQ4aDnn5dGgIVdP02d9VjEHpce76nZam2JSLnuz1Cv6Qplzmtw7bLYh7Avtd7UlnrvovbK41QjfbTfExmXPUDRQcl8ULx/ofmiaPNHiazity6EKlgS/Qd1/haajxqacyoix7KQReYzUNyy3nbgUQmP1xaQyyFOPz3yMUQ7tsnIjg5u+PJL8t3dZDs7OeKII5gwoQ/TTH5DpQaoS0m22GKL8EKp4g+R4QNb7Y0+aqc3+v1N8ruUtk2lYGUEbVLyvhRk/S2jbepjCfXzSjfKtLvv6mv56I03Adhp3305+syzUvl+4qE/09neTi6XY3FbGwDZbJahQ4fS2dHBnx962Hv3K496tEYcbU+ckaJMMA3Xj58ylUt++1sAlh80iNvOOZeMsDzKVCZBZPImQ/1QvwdirhMTHAf2tj7qZWYdabQx6Bvr9Huh1ZVxLI1tJABuxJ+um1QvQu0a01wZ+iIVXakAttG/70tYfBn74nLtwVYoQavQ6yLnYSiVAbRaQDUKoa6bAqd5/7GoeVGC056sv+W84X0XMUQ8k8BUlT07Orjhiy/ozmYRQnDYYYfx9ddfp/Dwvyc1QF1KkslkaGxsBKDfm28u7e7UZGlJmbARt430vzXfBPLSW8iUUbYAyvRzly2uXaFF8vSoninKpx6/8tdHeOL3vwdgzQ035MKbb1GGV6N+TdvUlha6u7tpa20FP3I6eMgQsjlvNtOUlhZ7btNIuR0uoz/0tjrzcVdXN6dcfz1LOjoAuO3c81hxyHL+eyIGREP17psK9/HvPcUuoqP0C0N5bFlUJxgeFk76BnDEUc/hOFhVHu2L3pZ2bILIWN1Su6VIqgiVhfslSuXKZ0FPzC9CZSVd9T9isfBcbD/crvkaBaKg6gjFVks3JYUGoH47flkkzVRxA1HQ3rd6e0YY9bfisQekokdATwbRk4HuDHT5m6yHFVd2+672YdIUa42Jv4Zkz87OYiRVSslxxx1Xg9QYqQHqUpTh/tNr+n/xRdUhpbZ9Q7ZekJH+t+XLsjRnNDL/1BFGdeB0gVfTsQkq1bKvPvqY2y+6EIDmwYP5+R/uoalff6u+bZs+dSpd/pd/AKe5XK44D2/YsOEWW//H0/B4U6nrWSOraD/8dp1r77mH//o/TKcefAi7bLElRIbiLaCqSjnvM60unBxd0Tf1I+TDBKy2MrOOsNYH5/o9iINAA1BRzrHptbT5JsbOAoSEyyJwTDiqKhJ8hv7jYWzTfG9MUwqIRFqV40K0vAjAESi12WvtFIS3xskCobER0lBKKW2IP68Baz6DyGegR3iA2p2BffaFsa/Bwfv7987yhSylt5r/jjuKReqkquBt6yp7dnRw45dfUtfWRnt7O0cccUQNUi1SWyS1FGXzzTf3F0rN1d7qQtm7SPDx6C39XhDrJ7pafVMb0H0tA9ffS9If2LEIqMIMp9oXrHWRkwx/CdtmvQb3szivM+bOmuoXzp7NdSedSE9XF5lslkt/+3tWGb5G6CVMfKWk5I6bbuSDd94p6g4ePIS6ujqklLS1ttLU1MT3jxxtAbDoSt9S2iKtPmSj721+BROmTOHh55/j7X9/zGsfvE9jQwNbrb8BF//gh357+AtxdBhX4cewcMlFLP6k7jOkL8Jtxpa7lLmfS0r3L7r4Sbu39OZxAH621fTqcQCuMSvv1Xrj4qbwtYevu9Qn7z0i/ad7pe1z8ChWWRqWN/XJ6Es5Dtmh2ernMvw+VuyChWCEIsj2TSp7of5nsaDsC5RW9Bck5AteWU8GttocrrsUtt/au56Zs+HjT2DPnX2npW8b6S9s46ZbPEitkuzR0UFm8mTOX399snV1HHvssdx///21hVOa1CKoS1H23HNPCBZKLVho+OFL/rCWt/Wmb8ctVsoER+M12q51GbgHvbDtAdQLmCBhioScZXjfuBVKGwXzcL1pK0V/ZFHfZY+EfFc3v/zRScydMR2AE396OZvvsKPmP/6aZUFy01VX8vvbbiWbyzFs+HAGDR5MR0cHrYsWFeH01ltvZ8QaIzy74mMN7e+DSLuxkVPbe8s7HvPC82x77NFcc88feOafb9K2ZAlzFy5k3+13oC6bU9rTo4km3/qWRlfYrxHdxlZnKk8qS3OuDjVH68zRSJNeOceWqKd+rN4P9XpJ4csSdU2cK0oAdXHt6GXh+tDUgUikM+aeFHRdTcdheN8WGRUFodli14sM5ftbj7Lv9rcuP2o6fATcdzu89pgHp0va4Re/hnV2gpFHww2/9UBWlXwebrgFLr5MyQQd/X0q5xdrt85ObvriCzKLFtG+ZAmHH34448aNK8PTt1dqifqXUqJ+gEKhwFZbbUU2m+WzC37CksMO79P200nwPvmmRh1ltO/Gt75Bz1jmUtf3ckcGTsvC3Xm4ogADgWY/KX+Dlpy/Hg9gkxL0R5L0G5Lvm85tyfhnT5jAq395mDktk5n02adM/uJzsrkcux96BOf96hayQtinJihTFDIAhQK/vOwSHnvoAQBWXmVV7n3wr2SF4JExDzFtSgvDhw3n+0eOZs0RIxBIZYqDmnxfScofJNCPJOlXyqUtGb+2l5IJLZPZ9tijaO/spKenh+58HiklDXV1DGjqx9i77mXEyquUlrQHW8GWjDy8pUnMj5LY35j43bTZ6k3lkTL8/0WYdYJInlDOBTZ77VgNpcXpaceyGJXV/aQ5pnQf1WsuHivtmsq09vUE96X7YG7b1J40PUAg9jpxus9Sv0bD6+C1jfJ+NLxWMfahOv28oL1vC6UHEHjH3mdQBNHSgvQm3wfbkEHwk9OQP/o+or7e+1z98RG47GaYNiMUepW5LOL0H8LaayC/noC44y7o6dSegZq3P0KqDHmloYHz/EgqwIMPPsj6669fNf/LotQS9X8DJFgo1d3dTb9/vtk3gFr2/0eEo/GyBWwlcemTVK5TWWwRqlt2RQB7+WMibxSgXnofcH1ovwho1iH76LB+XJtCO4+T1/86ht+eewZd7e3ku3vo7u5CAGtvshmnX/PL0KKoJF89PT1cfdF5PPf4IwAMX2MEd//pLwwbNowMcMFFl4auvRThUvay+NtkOY8butfqIo9J9eoefv452js7yQhBdz4PQL+GRpr79aO1fQkPvfQil/7gh1obRIdL9fpgmFPZm3RMW5C8vQQeJj11SDep3FZm15F+Xs4SZ5bOi1HEor02VF0ELMNQs3ospTZ1QM8tGgBT+qF+76lC7sPq4T5LYzsy0leb7/C1SiXHqtCu2XoNxv6E75ksJvqXSmRXu6d+JFb6fRGKXfT10De9LnzuwWfYVqpD+f5e+P/HLD5+tAeoa4DTj4af/AgGNXv357nXERf9Ev77hW8cDCL7U2t6Cshf341AIooN5AwzTqsHqLt2dnLzF19w3rrrkpGSo446ijFjxrDuuutWrY1vqtSG+JeyDBs2DIB+X3zu/ONS0Va2WIxNP2p9cR2pN9uPsN537Qsz7nYsY9uaEtYR0C3hXwXz6v1MMJSfsDDKdl7OwqhgP3PCBH57zhl0LWmnrqGRfE938XbOapnM3GnTlflj8Vt3VzeXnXUaz/pwuta663Hvnx9n1dWGWW2kTPBty3UalwM19v3vHbfMnEFPT57F/or9bCZDc/9+COHXz5ppH65H9WUeok+G0+gwv4zMczXoRt7npvI0ZeHzoO+oeTRDcGq/p16dw9C9NgWgeL9sUwPUBUyhY7RjoQ2x620nDLtb2lRX8YtY3+EyEUnzZOmDabjdZFMI+uDnUjUN5RdK0wRkcVU90cVXBX24Xh+6Nw/lF4fvg3p1KD8P5AWyxxvOl90CEQzpd2fg8P3hw2fg2vNhUDN8+BlyjxMQ+5wM/x1nnIUvvAcnW8Zs1LEkdZwp4/Df8mTZtbOTW8aNo5DJkMlkOPLII2vD/TVAXfqy+eabA9Bv7hzLj4sLWPXFZvmBrkSWhf476VnAAcJfTkv5NRqZ8To2VkKHP/80AqkxcGoD07g2TSv+sZS9NuZhujraaRwwgCWLFiKBjMjQPGQ5urs6eWHMQxF709bZ0cnFp5zIP557GoD1NtyYPzz4KCuuuFJYt1DapCP4pn8vmKAhuqmZBYY0NyMoPeFn2Aoraf40X5H3Vhg2bWl4bL6EEU41XSx1kXLL/cFmazrHfG7RlVI7TjkPVVjK4wDQVB9J7WSBz2J/MfkpAWYAlyIGNOPmnbol5Df3wfvPmx1SMdQHNlLvu58iKrpC33bs66k2BWWOqX8sCgKR97biPNMeD0xFMOd0++3g9T/D3dfB6qsgW2bADy+FrQ5H/ONfReCUoTElYRhjEgmQWqfNSa0cUnfp7OTmL78k39VFrrOTI488ki+//LJiv99kqQHqUpbiQikpEX7uxpJI+9B6qh/aZXRzlaXdT9f/JCzVPktGZrwvydfyUGcC1EL8YilSRk9d00kFQ3BzWlqQEtrbWikUvCGyfs3N1NXXI4FZLS12H/62pG0xF5x4DP985e8AbLrFVtz1p0dZbsjQEJCqMCotfTIm2jetCjZucUBaqhvfMoWX3nnb/xhLBvUfQDaTRUpJa/sSmhoaOHr3kYY+xgFjGZvxfWmA2JCerQ+mcgMMx8EnKGCDD3VKVNWyMCqIfkol2ipN7RmjnrZjoR1r/SU58hk6jvSnOmVSiVamsi3oZWp0U4t4xi56ohTxVOFajYSaANQaPaWUjF+Gnw4lCxSPRd5PY6UthhJ5H0x7BKy7DjzyG3ju97DFhrCwFXnxrxHr7Y+8/6nS6xXZwhOgRGz0VIXTekoTqPQJUuXLrp2d3Oon889kMnz/+9/n888/r9jvN1VqgLqUZeutt6ZQKLAkk6Hx7y8Zflws83eqIal+5JZiJLeq11HuFgckCX3ug/7lpGBXP4L6eo8HplnHyGngwxY9tekTB6mGbADLrzacQj5PZ3s7AHUNDTQ0NRXnz6242vBYOG1buIjzjjuK99/2Hmyx1Xbbc/vdD9PcPNBqY4VT07H19RYO+lGbeQsW8IPLf8KSzg4GDRjw/9k773g7irLxf+ecc1tubm4SktwbQuiEJghSpDeBoKAovvRmAUEEUSH0hJAEUfRVEVQUFTv4Wn4qKhZKaKKg0nsJJCSQQki5uf2c+f2xbXZ2Zss5597cwD75bHZ35pmye/bs+d5n5nmG0aNa6R/oZ826dazt7qalsYkbzr+IzTqnuHNBbXUqAJXleYo8gzGWVWnS0/NM6SnSIjoajIYgTBt+14BSB1LpW4NNFkrbcZJVUdfNmh+uP4DKNNZNe1omz31DzNJwXrh/qFMWkiDVtXiKil53DIDGQKrQhvKFMowvygKpWEtV73w5AGw0Aa67Av51CxyxHwwMwDdvga2PRnz5ZmRvf7CUr7IJd5apDqvSXUg5fphfB9aS5hpaG6ge2N/PNxRL6kknnfSOtaTmTlLrWQqFAk1NTRQGBmi9dz49Rx+j5KZ90OUweJnrTkPDIXXoe136W0fnqLrfP+ce7V2QjBGC5RKersBo3QteRu0GNiepJAcpq2OUDJfVZdeDD+VnV89yvG8LBVrbxiClpKdrLU3NLUw/9iTz/ZGw+q23mPHJE3n+qccB2Hv/g7n2+u8zqqXFek+NT4/UjqVqYZLKuQ0W3T8YKzJ8rv0B19fXz8euuoxXXl8MwKWnnslxhxzGL/72ZxYtfYOpEydx0vuOULz3vR/6uD8ERfRaVX3tzkfnpsbUHeeQhaVv6Ndtd5QK+hJ2nBKh8yA+JxFd4Tv1CE0vcAxS9ZQ+Gx2GDPVHjoM2zcdKXSFHpMDRy3MuMvfPXDauDyJtWYtzlOpEJd2oAZ5zWvgZNNSnxF8NP/uEj011SZTvTDTd/0w9HWWEw7GeOuHkhDf/tLkF8bmT4XMnQ2uLc32/uRMuuR5eXOh/F9Tvv/c+kAnvNuft6L0ICspe//Kpw/ueZ7/QArJWJwf29XHdc89x/rbbUnQtqb/4xS/Ybrvtqq5zQ5QcUEeAbLbZZrz44ou0PvsMK9SMTDBj+jmWMXnDIHWBsSHq+7CC9lC1H3y+04vOPZo/6IBAUQvRJGQylJrA1KYT0ovxuA/gVXLbd2+gZXQb3WtWU2pooKerCwQ0Nbfwha/cwMabbh5+ZF15c/kyLvrECbz8wrMI4MBDj2De126kubEx+T7G5asQVdGgSmo/zhlioFbKZc7/6jz+/cyTAHz4gPcx46SPI5BcduoZbn1eGJ1KGDBTgaoGiaHr8aAtXV+Ddk3tmYAzHkSjdUe99PV8HUCj59HjwIOeqNd6InjGASnKcRL0xkNi4PluhtPAWpzk5a/e75i+WvXcZ8JvN2jLB1YLkKr1SX+PBsoG6PTbUcs7x4HDlcJxanolfExZID3+kwU4/SjEFWdA50ZO9/7xOFx4HeLBxxN/L4JcQbgTJqBUoVT9kqK8/crKsUvSoMBq9S/6A1xL6uemTaNULnPSSSdx6623Mm3atKrr3NAkB9QRIHvssYcDqG+9WeXzbPgi6D9eI1Ws1ytr/oLXry8jtc3AHnBE0Um5e9CxlobgVLGgVgOpplbjrKYmK+o9v7qFR+ffQVNLC3sdcRSbTdueFYsXMWnKVKb/z0lM2Wxzo8Fh2etLuPBjx7J44QIADjvyw8y85joaGxrM905hnLinXxI/1zX846lDqw32nPxrf3wTf7jvLgD23GEnvnH+xcqwtQH2bHCYBVS1zbu2qBVVgQP1ZhnB1dRXPd2WFtQtQlCjXbNyLiF83RHd8LFwIS8CvrbjzNZQ9Ti9tdWDPvsqTzK4LyGINUF2Ql8jerY6XAgkAE38WKsaaJrS3LqFnhZjSRVqCCovXFVoeo1qRdUMj2U3vFQ5AFY5fV/k3LMR22/h3I8XX4NLvgW/ucvwxjF83/0n3va7UlA7Z0ivKLMibbCqpqHUU92L/sC+Pq57/nnOnzaNYqHAySefzM9//vN3DKTmgfrXY6B+T5599llOOeUUpJQ8+qs/UumcPLwdGKmPwPru13C2X0NbkwQsbXOO37XW8eBvd4PyN3vB+aUzrb9B80GtOji/DAfhjwvMv3LRQq748Pvo617HuIkd/O9t82lrb/frsQV2eWPhK1z0ieNYuuQ1AD740ZO4aPaXaSgWjUH7jfFeI5sMYF26BFepaAH7pR+QX1YkIpSm7WU4OP+tf72NL3z9i4Bki8mb8MevfIdxbW2KxVQtr6X5/dHzDDqpN8zpJOhSTbpJL0lHPdf6ii2PUP2hAPV6vQnHiUHoreVNfatj2UQ9S15cW+71emnCpB9Xr1QC5MtwvSB9S2j0uUN5rr1jLc0Psu8eD0o3lJSEXabBNefAAbs6fVqxCubcDDf+P2fOafCXjraZ0uLSbZtt0rpK1WXFgqrv1XLVyb1NTXxuyy2RpRKiVNrgLalpA/XnTlIjQLbbbjvK5TJCCEb9+Y/Zvjs1b/oXN0aGqv3QiyxFd4br3gxnmzW0cbhrPX2sDCu0+KeeY5PtuJrwUkJbBhXtWE2T5Qo3XfY5+rrXAXDW1V+ndUx74ERlaWPRSy/y+VM/wtLFr4GEj578SWbMvpZioejoGLz1U22RYPo6twUWHTU2Z1x9Xtn7/vswF33zywCMa2vn57O/wri29rDVUm0jkmZKN+lk2ZKeNYMu8X2SWtxSiema9DrTnAdlpeKpH65b+P2TusOU3pdIv0Sob1It59WH3o6pLvW5EeY+VpMW8bbX76OnF1evCPepEr3eSDsVQ5pUnZmCeq19s8VJNTlIlV0vfX+pUpSwUQTOUJM74fsz4YGb4IBdkb19yC//DLY+Aa7/NQyUtfEc97kxOkDVsiX/2Rv9s1798772kcwD+vr4+ssvg+u3cuaZZ74jHKfyIf4RImPGjGHdunW0PvQPuj5+ZvqCMoVOKqnTdIC69WcEtz3U7WSoXwDT3W/xXQNuaCnDEqFCxr+CSfu6luG2MTw5y15dwD9+cwsrFy/iraWv89zD/6BYLPG+40/j3fsc5MCpVmbJqwu447e3sGzxIpoam/jHnbfT3eWEXTv5zPP41PmXUEBU53dguZ9SA1YblPtDsDHg+NyCFzlj3qUMlss0lErcfPk1bN65iVJOryNmaN/rXBrgzrL5F64Cjozq2KYXKHM+AyObUKxpqp52raQ9Dw9pC48YDXnesfDnR2pt24bYDXUYh8hTD/Vn1Iu0Z9NL2X9DP6JzW5VhflvbkboI16EM3duH9j2LqJavOj9537tKeBjfB9i2VrjwFPj0h6HJXZr0Z3+HK26CRcvcCoSyj/vi13OamzrUj2LfU79cprepJ2WDfnrxhvsv3WQT1gEnnHACP/vZz9hhhx2qqm9DkBxQR4hss802PProo7QueGloAMha5zDOUzX2YQjbHw5gHao2UtYrgEPdb/E9A85QfgROEwAVy+tUbUPtkzDkeft//r9fcvMl5zLQ20OlXKG/rxcBTN5ia076wkz3xzMsd/6/X/L1S86lr7eHSsUpAzB6TDvnzJjNaZ86PwTGqSSNvgx+b3wP80rwgx0MG+tQGd4vf3MFp836AmtdK/E3Pz+TPbd/t2FkQAWOOEhFm0tYDziNgdI0bWrQ6TkpRe5RJjj1rJNRABW2e6UcC7c9qThNCRW4VNAyAKIIzXt18uPnskbLp4fgOIg1QbEJ2jXoM8Ks8geD1h+hXWvQjglEo+Caev5pRT3W0ioicILy5pp6nvmlEpz9Ibj4ZBjvTre74z8w4zvw6IsI/2FQ3yAqhErNb3+oRJ+Tqr5s1D7qb0qhDftklwP6+rjmtdc4f9QokJLTTz+dn/70p29b7/58iH+EyD777ANAa9da7YekXj9QKaQe7VTTB2uZGq+/btcY04fMdae8ppT1vbsAnQXokvDoQBCgX1/eNC5Af1JgfrQ4qhjKIGH5Kwu4+eJz6e/pobm1zQ/GL6Vk9YrlrF6xPGKlXPLKAr7mwmlDUzODA/1+mfLgIAdPPzr95+RbZVLc4yxTA/S1v5Wtp6eXj82+gNeWvQHAJaeexdH7H6romIa+9XM9zZRv1wuGwsNlpFT+7LDU7w1T23VMeUIBIfN1+NMAiOb7bVrvi3KM0KZa6HkES22G+hxTp3IcWrUJy5QCZR/ue9xQuzlNalMLYofrrUP+Bv3Icrxph/INQ/GRz1NofQ+OpRZUPzScX0bbK8P5ZYKYpv3Ahw6C//wQvvxpB06feBk+cAkcNgMefcl9jLyhe2KG8al2bMgwpG/aqhn6D8/0lyFwzS4H9PXxzeeeQ5TLSCk55ZRTeOqpp2qqc6RKDqgjRI466iiklDQWi5Se0R82GT4cqi1JhrXdIRji1NvKVDYF9GSqtz6Q6g3v/8P1FTAub5oBSjGkxQXnV9Me/K2zlGnL6Db6urspDw4ghKC5dTTlwQHm/+YXkXJ3umVKjY10rVnlLwc6uq0dKSV//m20TGTLMhdVWbkmMWB/5Ec/vJUHy5x77Uweff5pAE449CjO+5/TE4DTVqcBQI2ffxhYpXbuw4RXPLEfwqIX5Bn7TlyaCmTaOdr1R87NIBmF6DAsiUjbyXXGQh8J+VXCabjvplWw7IAYgdkIgBrqsoFrBFa1doxzSE2B94O99FZ78vfq/FJlbukgDpgOAnvuBPdcDz+/HLacDEvehE9+FXY5G25/2P0ghAJ14ePqIDROPynOiQlW0wT1Dwf0l6HryC779/fzzZdfptLdTbmvj1NPPfVtCakjElCFEJ8RQrwihOgVQvxLCLFnjO4xQoh/CyFWCSHWCSEeFUKcOrw9rl0mTZrke1i2/u3PMS/bFJLmh7qabVjbtMxwHMrrietLoqXLUK+1Lv2HIaGumPzDGxyV+f1ROE1apjQNqDo/WOmWNn1z8SKnu1L6TlHFUomWVifEwPLFi0L1CgnLFi9kYGCAdWtW+8OirW3tNI8aBcAbWhm9X6blSqNWsDQQq+jrcRr1z839YZ/3/eu4/R93A7Dfu/fgy+dcooSTskFRXJohPeHZjHwO3rfG8PmYnmUP7EQk31ZO7Y8tLZirLLR3l1DzI21px37fzGW8tecjdcUBKXp6ULfQrbCGMsJUZ8o0YahD6Po2aLSBaxorqQqbpvYsIBo4IiorPin6ohzWFyqcehZSFU4HXDDtF7D5FPj5LLjjq7DHttDVAzN/DNt8HH74V2feqQKU3mpQ3pl+jPW4WitqFktrGstrAK2CEoIGRMiJKjus7tfXx3UvvQTCmeZyxhlnvO0gdcQBqhDieOBrwFXAe4DHgL8KISZZiqwErgb2BnYGbgZuFkJMH+au1ywTJkwAoPWRh1P8kMVsvqgJMppc02ZwrjBJSD+rVdRw7db6k/pabwtohs8hzXXF9Q9zXquU7NvgNHRff7C8adE4tC9TQWkEXitRMNXhx9tvtPFUAHrXrcOd3UfL6DH+zZi48dRQPf29fbzw5KMMDgw4f5wJwegxY2lqbvb/WOtUyvhbWtg0ePpHLIVZowC424/+8Eu++9ufAzBt6pZ8/9Iv0VBssOobIwLEDauHvLHjn8vQ/Fw93WBdRavTDIveY2kGVvMQvdDa10FLgzK08qi64WOvjD+dgSjgRacOxB97gf6ThvX1NKHcg+SyIlq2IpTvkUlfqSvBSioVHamXiwCpAUDT9F2DVFHBhdHgWPhD925QfRVSVTgdOxa++hnkv78LH9wHBstw4x+RW30c5v0CunsjYOkN5Qtlb1q+1NNPB6n6eT1AVR3uFxZrqhfkzwv0p0NuNtm/v59vP/ccjevWMTAwwOmnn87jjz+euZ6RKiPRSeoLwE1SyptxgPVs4EjgE8CXdGUp5Xwt6TohxOnAfsBfh63XdZAddtiB+++/n9bXFoYzpK1EWpHaPuGLkNieWl+aL5WhwpqvKX1TI6K+1PXo91QaDwEOboRGIXilLFk4KBht8t53X+96oH5iXuumfuv5un1bAPt8+ET+fOPX6Fq1EoCGxiZKpRI9XWtpbG5hxz3355brvsiKJYtoax/HM//9J0sWvowQgBCMaR9HqaEBKSXd7vKnH/jwSdHHN80tTKsXC6vC+IfBnf+6jyu+cy0AE8duxE+v/AZjRrVpy59Gy0tjfeY21HypQ6jt+2T9w8dSN2qZsJ7E3DcP6kLp6HoebJocjpR69fYx5emORe49QSqgKxVQTFuPVg7tM8NSxuD8JBWHrbBeyjr89uP0o9fv5UlbnZHymPNkijx9aV+T85OU/vC/vyypuxIUDU3wuaPhgo9C2ygEIP/wT7j4h/DsIuez8K2i7n1VjsPvRdux6UtR/TB6vAjLUqb66lOqnlDO9Tdq9QH99+7v57pXX+UzW25JpaGB008/nZtvvplddtklc10jTUYUoAohGoHdgGu8NCllRQhxh2shTSovgEOAbYGLLTpNbuxyT9rq1f9a5eCDD+b+++9nVH8flCtQSGngtj7TQsusw5fVe3lm+vLr/Yiru85SVX/j6qpHf0xi66OWrpSf3uik3d0nYoLVu7YGzXs+lW1ARl+jcZA6aeoW7Lz/oTx42//5v5cenB704ZOYe8Yx9Lue+gN9fYCkdUw72+60G0sWLaCvt5e+3h7AWf70snk3sMkmm0eGr7Pf2xg9z6pkgUo97akXn+Xsay6mUqnQ3NjEj674GlMnbewG6zcDJn5g87j67TBpHqY3tZV2hEK1VhrKoK7+o6dLF7aVfljhM+lcBbJ4IPXaEDqcunV5oaaEXtZYj/uZYOuPBqwWeIz0JaKnX3N6AA3XFe2jH1qL4PmSkf7rsBkDsHF5viVWKt8VEQTW948FouxAqvA89CnCiQfDzJNhirM0KQ8/Dxf+AO59UvkyuhEUFPCMeuSngdQswGrSTfqd8N7HMmblKVKsPqXXWVHANfSlSyV79ffznZdf5qxp02BwkE9+8pP84Ac/2OAhdUQBKjDBNQIt1dKXAtY4CkKIdmCxC55l4Bwp5d8t6pcCV9a32/WRww8/nKuuuopSsUjTg/fTt88BmkbaL6IqIstzbhBbmyKskqYf1TSduYCtnVruQ/ASzdYvS39iITUhPQSozv6uPsvyphbYNA10qS0Jz34hRSTd1stlCxdw7y0/4JG7b6ehZRTjJnayy/6HMnHKprxrz/354pkOnJYaGunuWuNagCT9fX1cdcMvaCg18Pff/ZxlS16jc+OpfODDJzF1arD8aeIAWJq/f/QQVxaAk1JZRECxqr6+bCmnXPEZ1vV0I4TgWxdeza7T3hXzQx8DiMb8MKja4rJm2WSoHhNQGtpX8qU6VK+kq2vMy9BwdQo4jYCjfm4CRAXOMNcVgVNDPVINH5bBSurpSbceYdKLBds4K21Kq6oFPIX7PY3GJ02wyoYsosTkKe1XlDR/uoCb5oaMEl7oqPftCvNOh502d65twVK4/Cdw673B55jKUpoVTON+J9P+bpokztASt0yqKRyVWqcHqGXlOHsoqj37+/nec89x9tZbI4TgvPPO45vf/Ca77rprpnpGkow0QK1W1gK7AKOB9wFfE0K8bBj+x7XOfk05bwNeG8a+WqWlpYVisYiUktb5f6NvbxVQpbanxi+boTprZpVt1gTG1daXsn+Z+2awcKa6d/XsQ1BuiyJsU4IBCff3mQP0e6++NIH6wwDodEy4a3fHWU0F8M8/3MpPrziPnrVr3DBRgrUrV7DT3gdzwIeO59fXf5G+nm6klKxbuxqAghBuKKoyd/3xV3z83Ev5+LmXUUD4/TeNoEU+2TT30KZjArqKGrYoAKiuri5OnfUZlq5cDsCsT3ye9+91iPsjboPNFFZZYz/iLappwTRqaY1vT0by9eH36LVJ33rpAhKG/mM6V6ELA4Tp98gCt3FAagBNIYNh/WjMUwvMGcBSXRhASguw1gFApdK2CqAyApsx7YY+jwQLqm0oXzrD9l6aqASQKl1IFWXhLFG64xZw9WnwPtd691YXzPs/uOGP0D+ofZuDd2owyD/UkKq/BGr8DY2IDqvqOYa3rlCC+Kt9zi57DAzwvRdf5HNTp9IDnHHGGXzve99jt912q8uVDbeMNEBd4X5SHVp6B/CGrZCUsgK86J4+KoTY3rWURgBVStkH9HnnzqyAkSOTJ09myZIljHrqMVaGcgx/vdUbAFPVPZRAvJ7qqhV8a+lHlWXf71pP/9kPfRVn6MAWAMVmRUXbR7YEC6oAli9cwE+vOI++nm7K5UFEoUChWKJSHuR7M89l6x124eE7/0Rfb4//XXPCSI2lobGRdV1rWLZkUQAFWe5Lkk6a/JClNAAY1Xo5ODDIp784g6dffg6Ajx15PJ86+lQ7dBqhMfvQvnkoP52uN0Qf0sFWxrXYeiyq9Dc0vSICnk5aaCqAbhkNAV4cRKYE0gTraqhsqJ6wrojoxoBiTD2o1lQdbJPqNfVf0/H/WNLKCW/uqal8HIBadeLmmbrlK1E4peyAqawAk8fDzBPhpAOd6Wl9A3DDn+HqX8Fba5UvXhgchWH+6dBCqv4uTzqvRUyrT6nD/hjGsFDeuOrE+HSy28AA31y0iDMaG6mUSpxxxhncdNNN7L777nW5ouGUEeXFL6XsB/7jWkHB+TEruOcPZqiqoM0z3WDEmzPSuuwNy4+QssV9iYw/YrbN8KMHRttatnoNW039NNUltbpMP+oJ15vYFxFfr7F8Qhm1bMbrFhKmu0/3/F5zeKmsoaYifXfnnSWFl/rX7504poVC0fmtlJKC4/VET9darjjpMF559gk/r7GpmfZxE2hobHTABpg0earyI5nsWS+SdGrMV69XVmDWd67hzofvBeB9u+/PnDMuUsJJxT1zenpavTTPor6Zr8P3OCewqsrQuurh59AJtSTCnzteuYTnm/B5OFA/irU06d7EHBvLJx2H04RyTWnLqGXVkFQiLtC+qQ7ds94WOF/vrzXIfpxnvqX9hHBSepB9WdaC7Ltho6Tnmd8yyplj+uj1cMrBDpzeeh9sfx5c+CN4a50/lG+PYVpLWuyf2TFjRVn0a92SgvoXlTip+j47pu06MMBNL70EUtLQ18eZZ57Jww8/nKLkyJIRBaiufA04UwhxumsJ/Q7Q6oaPQgjxEyGE70QlhLhUCHGYEGJLIcT2QogLgFOBn63Xq6hSpk+fDkJQEQKxVl1VKuNmFBnsIj8OScOJwl5vtX001Ze5Ds16kViPblWw9KWWa6mmXAb9BgkHuYB6jwFQ04ApcaGlYsBUL/emG6e0PNCPlBWQkoH+Pnq7uxjo72PViqU0NjdTLJVobGqmdfQYCoUCUkp61jkOVId/6CTlxzphS9Kx5EtTfor2bvrtj/nRbbcAsOOW2/GdGddSKpaSvyepz9X0LKCa7fnyYoZ690Go9ySufcLlfF305yIKp0Ebet0i1LfweQ1AavyjIb6cOSxVDWlpAFQvFweeerkQiFrqjgNPm045Bk4rzl64cCo9OJUl5CenIx+/HjHjI9DSBPc8BXteDCd+AxYs89/J4clCYUCUvh0VA9hhODalJZVJglI9L043DkCzrj5VTIDU6uOkvmdggB8+/zwDhQIMDnL22Wfz0EMPZa5nfcpIG+JHSvlLIcREYA7QCTwKHCGl9BynNtVmp7UC3wY2AXqAZ4FTpJS/XE+XUJPsvffelAcHGVMs0nLHn+j+8AlRJWkqmSQy5iGXwY9BbPmMzdVDEuuJuy5THSJb56q9jmrKpSyzTyOMKcDyMjzbD6OU15z6Goy8RhMcpUJpMpyO5S5vNHkq0oVSk5QHBzjmjBlM6pzCjXPOp3tdl195U3MLX5h9A5OnbB7+Rqe4P8ZPPO7+mfI8SFA9kX3IkNx+39+56ntfBqBzow5+euW3GN0y2jGr+lBgmmea9Aeflo+eR03zT0P14AGjDEFpMI3Bg0DL9AOkBrTqsDfKEqNeWtB/6YOxeq36kDfaeYb5p7p+pGySrsVhKgTOMnQf1bL2YX3DZx1bv7LXryFSPqjH9+Q31RM3rB8Zync/A89DXx3Cl67DU0UG8U0rEo7aEzHnRNhmY+dSnl2MuOhncJtqpfPetd4wfjhNfXdH55+q73XTO96UbyuT5tjWjq3NLGJyoEry8tfbEVU5T+06MMDNzz/PGVttRblU4rzzzuP6669nzz2tax+NKBlxgIoDqTcAN1jyDtLOrwCuGLbODbEUCgVGjRpFX18fox+YT/fRBkCNE+uzG/fFismTNp0qvqz1gNZIHRlfKN4PSs3tDmG5hDKHNzv7e3vdwPzG+KcqpLr2ixhHKV08Byn/3LLf+4Mn8odvXW3ta0NjE5XBAQ7+0Ens+J59mP+HX7D89UV0TJ7KYR86iSmbOHAa+4kk3cMq8iWa57kGeI888xif+fKFjsNi8yh+euV36BzfYYh1athSxVNNAlGTNTUJejVdgvPoylJhADX2l3CaiNSrAh4aPBGCMilxp0V4c3z1NuoBpOGykc8Y+7Wlg1sLsBr0ZWhuatCmNDg7CcOzoZZXHfZCf1h439GQjuZ1bwJXPVSUxAkNpcNpxZtfKp1h/bJA7L41XHMy7L2tcz1LV8FVv0bcdKcTdF+DTKmFjxJKnrcX/vB/GkhNgs1aITWMzdUBaZyY5qSqD5Qu6lu6rOzT/7DsMjDAD196ibM224z+MWP4/Oc/z//+7/+y11571eWKhlJGJKC+02Wrrbbi6aefpvXFZ+sDddQJDiN11fgFrrVPseUTKh9BwJlVf7oLqPf0uuuRSPuAkg+nCqSSOIjl/QjbB+Zwf/wnbrIF096zD08+cEfIOi2EYFRbO+WBAZa/7kwD6JyyOSd9+rJwpIGKuS+p711cfpo8wzD/otdf4/RZZ9Hb10uhUODGi7/Gjlts5/6oy+D3JQKfcVZUG9SmmV4TB60WeCWpDh204vISrIsRkAxDnz/3VYFA6YeLqh+QhoE4ztJpgM5QXVmB1Wz5lJoDldcnqTg5RZy1FKuoVOpWrdc65KLXp/ajkgynapB9ocCpM+/U3W/agbjqePjoe53+dvfB//4Rce1tzjKlIQngVIXU4E0ShVQ7aGaBUAxp2Y5lJP6qXn+9oNXm6Y/1rexsg1WFoNp5YIDvvfoq50ydSs+4cVx4wQV85atfZe+9E8PLr1fJAXUEyn777ecAatfqcEY9IbOm+gxf0iGFzWrKi/SVDgd0Zi1j0Z1YgPe4Hvz3dwdLm9rinxZUOMXsyR8Vkc6C6vZxh/cezPP/eYBCoUhFVigUis6800KRnsEBJnY6y5Ua27Rcp9fXOInNt+XJ8KGQsGDRAm79860semMRE8dO4K8P3sGKVW8CMO+sy3nf7gc6w/q2OavWuawZIBUDZFa7YeqHAWTR800Qqqfb0sxwijIULcAPJh92VEoBpxmtqyIUislWX5KV1DR0r0NpVF8q0SDUe6x63stQxAhbnarl1DaMH7WyJsKpvycAVR1K3XM5rg0x48Nw5vugseQsSHHzPTDrV7DkrVhoFBELqhk2dStr9ZCaFUyjovZo+EQf7te9/FWR2vWqD1m87DQwwLcXLeIzUtI9fjwzZszgK1/5yoiG1BxQR6AcffTRfPe736WpWKTh6ScY2H6n5EL1gtdU9cR9eWXwI1Z1B2opr15Dxr98hwNUa4TUw1zr6RP98GbZmYBdMCxlGrakBitXe6BI3N/p3nCsBrImOBXA3kedyO03f53+vh5GjR6DEA6QeKtIHXzUSWaYlPqJiORZP7EUABqpWUbPf3n7Lznv6s/S09cDUtI70EelUqF99Bg+d8I5fOzIk5UhUxt8xllOgy0MIzagrRFU0euKqc8Em1bojIKneZqAeeheSHxgNIekigdSdYpAOn0tzmnNVlK1v/FD/R4oiki9CqRGrilGx1CPPtUkulKZpmOAU89i6ltOvTimg8KB0fMOhxkfhPZRznXe/hhcdAs8qS7FHYVM73/PgpoEm0kAW39IjbwZQsfRd45eNsVvSURUoJTu3bGtPoWy98oK7dwb5q8o0wXSQep3Fi3i07BBQOpI9OJ/x0tHRxAGtvXvt6X/YdKl2h+4qutRrQ1ahZn6IatsX7uGUL9ifqit5VK2Zb0Xph9+ac9LUbc3vH+3Yj01hZhKG1oqLtyUaSUjkzf/pE224OOzbqCxqYXedV10r11Dr+uh/+lZN9AxZfPotRmtjvrwuWXLbMk05y1YtMCH07ZRbU70jErFgeu+Xk494gSzJ3Wm51H4H3nY0Sj8KETLiIxtuT9iKcpJKVxYtPVXz7Olxelo52ihqyK60fsl3egB0rfCxpeVWpQCu66t7QS9SlJ9Fu96xYNehr575vBQ4WsQvq4whpKyhI4qK+dlfe+FjvK8852wUQwAAwXksfsgH70W5h2PaB8Fj7wCh10DH/gKPLko8ierVPbSf4l6fxQb/7yN+9O3yrykNH3cKMtxms2sLw3mgmDSlc3bXw8/pXv5N7ibaVmWZNlxcJDvLFrEqJUr6enp4cILL+TBB7NE8Rw+yS2oI1QmTpzIihUraH3sYVbhveTrJPWoy1hH0l/MSe2n6FhVfa/SIpu1TEhfWCoQ2euWQcnDW5zju7sNy5tKi/e++gpV6jK9zgILaqi3EV3VIiqAfT5wPNN2fi8P/PEXrHx9ERM7p3LQUScxeZPNo9cauXYZvl9avtBVY+5RlvRb/3yLC6ejWdfTRU+fs5hAQ7GBUqHIrX/7DZeddkECfKaxopoWAPDAI5inaV7aNC2kKvcutr+OrojoCks9MdZCBT7jhvij1kq1HfOQvVDmXorQnNX4If6wU5TN4mrrl14GrY8WS6ztnhksrsG12IbsA52IQ5U6dSAEzlo9RsupYmzzLKdlZc5pWcL+O8C84xC7ukuTLnoTLv81/OwBxWhgfscHfvqem5PN4Un7rqe0sqbLqyatmmPTufEVo9wDU54ucUH9bW90T0Qma6oHqZ8Wgi7FcWrfffeNLTfckgPqCJV3v/vd3HnnnbS+sTj+WasK2IagHr+8+oVM/hJHy1bTZlrlYQDVkG7C9aSt19XbuRE6S9BVgYd7nPBSob/B0yxnmmKIXwVi417pt3qFk6Zszv+cdZljzfWGZwzXqPYh0oLlnqj9st2frOmL3liElJJVa1fRPzgAQLFQZNyYsXR1r2PRssUBCGSMn2qDVJteMCezyi22bHgo3wyntrmpNljz0lLAqQlGI2WjsCjdMv5KVQn6YR1Lu7H5BmCNBdu4KQF2sI9494c+R4NOJTwfNVI+4vhkXwWKijuMXxYIb67pdhvD3GPhiJ2dvq7uhmv+BNf9FXr7tW9hFBiFspcaplYPoGl0THnVpFVznCzCUia5Bn1OqrTMSy0pb+2Kduy1bZcdBwf5zsKFnLnZZvSUy3z2s5/l+uuvZ5999kl9jUMt+RD/CJUjjjgCgNbKIKJrXfwPky5+fsqhZFM91fxA+pJxiDK27zH9z9RfDX6yXlsqXaWAnm4c7k95vTjp013r6T09zm9MQQ/O78GflJHN+wEPdOx9tAXzxzLEr5fRt9A0goolXWYfoq81fWBggJ6+HvoGnB/hUrHEuLaxzpKsAqZOnBL/LMnoqj/x8JplWL3W5zP8HYyfSqDXFU03rj6V6VxvJ36IH3W1pti6zEP88boxabag+ZE0Qx3ukLo6NSE0xF/RywXlvSkN5pWhlGdXz7ME2PeG8vGG7we1/QCw0Vi47nT451UOnA4MwvV/R259MfLLf4LegdAfj043POwKzqX3zvcRyfqnrWFfq0690pL+bE+jn6Z8li0YvpcUlCkBRWUrKVtRi4idLDsODvKDV1+l1NdHoaeHz3zmM9x///2pyg6H5IA6QmX//fenXC5TKBRomf+X7D9YIZHBrto6qvnRrKasLxl/sLO2lbV/1dRflZ5+3YEVZrrrq3DnuujKURFYNS3L6NaZZm4qGeE09CMaM6/VulVidGNg01gmRl9KGOgf4Is3Xc1t99zm3H4paW5sZvyY8RQKBdZ2d9HS1MxJhx6nfSZZITJufqNNPyOskr68iOil67PjcJSklwFOU8BmqmMF9lKvCFXR+mGKWWuaaxpJs60SpS7Fq+cpfbAsOSrjliC1AawRTqNLkzLoLk3a2ASXHA1PfBE+cQAUC/Drf8MOV8BnfwEruoJ3sGHvQarQ9umBU98PFaTGgaOpbJb8ekFpmhWo4pZJLVq29PNStx8c5Ccvv0xFSgr9/VxwwQU88MADieWGQ3JAHaFSKpVoaXFMZq3/uNOslOoHUvkxylxe+yGstnzV5ZQvWDVtZS1TF10R1g19DjF1WnWc9DYE+7kW1HvXOcud6s5RgYXUDRPlr6suU0Bq0H6cBTXuOC4tCgfmLVK2Ysmr0nK6ZNkSjrvwo3znl9+iVCwxafwk2lrbKAjB2u61Ppze8Pn/ZfPOzdJ9zrHpWSFVf2aybEn3VcT84Wd//oRex/qCU+O690Efg+dYyU90bDItKarHuUWDWS3NsPRoxKlJ3Qzg6t1boevGOT6pUFo2WEwHPMcnAf1AuQinHgCPXQ2XfxBam+AfL8I+18Cx34EXl/m4abKCCu1cGvXCOun2aXXrDbDV5A81sJrgVbj/bKBajLGsFlJh3vaDg/z4xRdp6u2lv6+PCy+8cERYUvM5qCNYtthiC5577jlGv/gMy2WcppfpgahM9ZdTbFWZCojAKSBTI145svU3ax+z6Neka7kG/zOJ0Ulo+5BR0CjglX5Y3A+jldeP0P5edpylwlFMQ69OSzv+K1aGexr5GQnlB597XN2x16eli0i69mylrMdPlE6td/7zb1z41c+xeu0qAHbYcge+e+mNFITglr/cwqKlC5k6aRNOOvQ4Nu+cqszfi4Ku6mkdiu1phGMv6HoY9KTiJJV1k+4fI+qQtt1a7YGQDO6TKU8q99GYLgzzTRUdqbx/pKavl0do5aRfVRCGSu9nMC/VtESp/zmgfj7C0J9q0tD6qt8Lwk5NGOaoGp2iAh2h1EPFMFfVuAKUN20mmGMq3RWg/CD7gxKO2Bk59yOI7Z2lSXlxGVz6G/j1f5SvjinkU7DXw0apkU7D7zd7HeY9ddLNmmd4t0TSsh6nOfdEvW9xEhfUXy2vwq266lQ5RRvwrsFBfrBwIWduuim9/f187vzz+cZ117HffvulKj8UkgPqCJZ9992X5557jtauVTHPsYw5FtHkrJKqrEEpczkZ/OCllazXlUW/rroypZ5d53B3eH9+NzTKYMaRMUB/krNUTD4aZJrg1NGVoXQVXLNcly0vqC/ls2Ws3/kRHxgc4Os/+hI3/fpG/3pO+cBpXHXWbJoaGhFSctnpl7jB+N15ALJihT0fNiumeZ0mkAunRbywM0KqV96/PdY+eMcmByhD28T0KQJkOrzFwGikvAkGvetRnKJMgOjWI31rqdOgDNUThT/qmhbNC+KWmpcutZa36VS8+6DDqfvcmYLsK8H2neVJBWLnqfDFj8IB0xwcWtEFc/6IuPEeZ86p4n1vhzvzPlyOquowg14tulnzktKqOR5KMTlQYXuTK31Lt/rU9oODfO/VV/nYllsy0N/PRRddxLXXXrveIDUf4h/BcvTRRyOlpKlYpPTSs+FM4w+Req4NNRvLptgSy1qGGBPL6H0XCWUS+pZFfyh0Y3U8y1KKoV1LXYe3Oln3dDlLm5rmoIqIs5RlfimGNHczDemb04VryTJfU9I8V7+exPml4fqFSd9ah+C1N17jpAs/yk2/vhGA1pbR3HDJjVxz7pdoKjUpw67aZxVxZhGha/PSQvfDVE/ofgjtPOE7ZNlUj3/z8HtSPfbh/HRTEmo5tw29B/cnzilKaLqmz0GYhvWtc01TpukOS1qeNzSfOP9UfWYt81CF6/gk/OF81enJGdIXZYEYBKE7PvULRD/QuRHipo/D/ZfCAdMch6cv/wW2uhxx/d0wUPYBxjyXNLo3DedHj6rdZy1Tz7yktGo2vWwtdZk2k2nCNjfVi51aSoV8O5TL/GTBAkavW8fgW29x4YUXcu+99yaWGwrJLagjWKZMmeL8FS0ErX/7PavP3s6i6X4BpHaeRWQKnarKyHB/In1M0dcsfRsK3brome5Burq2aICtG2FAwj/Xua8dbXnTyCaV5U2VHvjnSv2R16gM0le8toBHbr+FVW8sYnznVPY64kQ6NtkipK/22ZZuvCORcFM2ff35Tq4bCXc++Fcu/frnWOMuGbzjlu/iW5d+jy03NiwcEAtzYYupzZksjTU0fiUpb5jYO7frOZ+h0NqPb1vi1a0PTetD4ToYyuBeJ1lKbZZVRVdqkO3pSb9c/FQAgd5H6T5PynC5qb+2oXdTmmUYPzr8rw7RV2cpVS2wQhm+90HWTzNYTN1QUdIdzhdtzXDBdDjnQGhqQFYq8POHEFf8ARau1IBS+ns9LJR5iVKpRDmN1lHbnjqX0V8S8eXCpeLqt+Xrx3bxHn291ah47eqbugJVmtWnvOOyomd7cTqy7eAgNy1cyBmbbUbPmjVcdNFFfPnLX+bAAw9MvL56Sg6oI1wmTpzIm2++yejHH2J1/DMVFak/sGnLZWzHWC5FJZmvZz3rptGrV11K/nTXevpwN/SUnfinRWn++1m4Lz4H/mIgVRvmR8n3fuD/+5df8utrzmWwr8eBCgF3/PTrnHrpDew9/fhQd62wab3WAHIi614r+sKQFtUNP+cDAwN87Yfz+Onvb/JTTz3y41z2yVm0NDb5Tcc5ZOlp9mH5OOAUKZZJVUBRactkPQ5tkGFqgBt+CX2xgMD7XdrAL9ReFhjFCJpSaTeyFKmrJ41AmnYYHgtg6mBNFBYxpIWuMwN4Gp8Ry14ZvpcV5TOrKMCqLlXqLUvqDeeXJRRLcPb+yIunI8a3Omhzx7Mw47fw6GspA+cnDferEg+y2fdUWZYqddTXSpy+/rLJAql6HdG27b/KpnvuiTonVVqG+9W4qGWtT+mG+7ctl7lp4UI+NXUqPcCll17KNddcM6yQmg/xj3DZc8896RcFGla9GSSm+lFSaxHZyuqSuT31xzXhR7bafqXVzVJvGr3hqkvJ9wD17i5lSJ+45U2dF1M41FR8yCfdc//N1xbw62vOpb+3GwmUywM0jWpjoK+Hn15zLssXvxIpZ9xiht/V5yNxyD+27qCu15Ys5NQLj/bhdPSoNr558feYffbVNDU0JffLkud7Wdt0In2xndvTU4fkSr1Fh+yFlm+e0mG6hjoM65vuYygvWsY43B87NK/oGj8TS8goGTOMr+YleOMbPwPjcD7h4XvXM19UwsP4DCoe+55Xfj/Bvh/Eh3aFf1+O+PIxiPGtyCeWIN//bTjsenh0sfsLoP6Jat9H/lgMSaDrvmH8Umnqjt9XW7a2+sMxC5L0az0O7poImQ5q3fSQVMIy3F+yLJWq9jV81dsPDnLTokWM6ulhcOVKLrvsMu6++26GS3JAHeFyyCGH0CgrjOteg1i71nnpmSStNSVSrh5lZPQYgsc8axtZ9OulJ5P01OsyXG+mutL3pyThEBdQ5691lzc1zTtNmOuZaj6ocvzI7bcw0NdDsdTAQF8PlfIgg/19PqT+88+/SAAqmQKMU8wvlVEYFIY0pOCO+//MsZ89nCdeeBSAd239bv7f1//G+/c9KrY+W3/0dJPlMb5cmnpFqE+JwJ+4pZmHKgzQGE23973aOadokG8A0grRAP1G+IxCoYwNnk8YJA2QKdW6K2p9ps/aApzGQPsWnbIS91SBU+HNQw3FMVU2L2zU7lvBXV+An3wcscUE5JLVyDN+jtjlS4i/PJ0IkFKBEqm8KlVkqw98ptmb+lVvsI2H1HT6yQDqbdKYruvby2eHVFMcVR1US9qm6obFS9lucJAfLFrEqN5eBlauZObMmcyfPz+iPxSSA+oIlwMPPNAP2D/qztusMBARPd/2YxVbLkUZv26pHdv0M9RfT92a9AzXSMz1qnUltZXQn71bYEwRlg3Ckz0BnBYVK2pah6QkMFX13npjEQCNzaMQBec10dfT5ayyBLz5xqJIX506pB93Vb0voTZjrJemYfekofj+/n6u+fblfOGaM1jbvQaAUz54Br/40u/ZVI9lqoeMClnENAhRgUfJl9o+uulQRkpgTAJd2z2IL+/1UxhXg4rrX53gNDGvlmPvGt2pCgbrqJReqC9CmwqO3tQHqazq5D+rNvCMzRPRZ0vJky4AiwpI1XJaIRrXVIltKgcEcvOJ8PNPwh2fhT02Q3b1wcw/wTZz4Qf/cob+FdgTyutGfb0Fr59qwLCeewz9HV5ITQekpjQzbEoXfMMrbdVzMwX0j4NVk8OUl6ZfQ1S2KZf53uLFtPb00L9iBTNnzuSuu+6y6tdL8jmoI1wKhQKtra309vYy+p93su5DJ0XfNokiqihjeKvZ6vYUs7aRRT+tbj31hkvHki+AI9qcY896WtBfKTL+NUaC45Ke55UZ1zHV1ZM0NbfS272WSqVMf28PABt1TA3qCM0/FQoZmF94xvmqtntkSlfSFr3+CpdeezbPvPg4AG2tY5j32a9z+F7vd/76luZy7qWlm4eqQZaoyDCc+lBkmI8ZATTDHzOpQVbbvGtK4ZgljfNM1fZs8zO9toShLfezNl0fcfNVTfM748qb5oiq6U5oJ2mtI9qe0NKE4qjkP76YHJ9Mn6eyj8w51ueZBjFOpZRKHFMddt15pmVlvulGbXDJ4fCJvaBUhMEy3PRPxOzbkcvW+t8+09dFn38qaggvVZ996I2g9LLaea3USdeUF72bdj31bgfH5nKmOtOIfg/1OKlquj4/1VZfRdlLo/60wUFufO01zpkyhXXLljF79myklLzvfe/L0PdskltQNwDZbjvHe3/0K8+ZnzOr9URJj5RRN5sFUHtQjWWk0oaCRpH6ZLQda38sP8bDrRe6v/p9NdVTX0uqkHDEaCf7rrWW8FIZrKihjajVVD3e7fATaWhqobd7LaXGZoQoIKWkt3sNDU0t7D39pJjh6HTWQNtQdux8VCXt7/fdxsmfm+7D6U7TduXXX/87h773/bHlrHXbNsucVFuIrfj6RaxeYN2rxxZ8DubPKuGdkahnOxf+tYTyTOGfjGVMw/KBRTua7n0mprBfhiV/LfNIo3oxy46mtJRG9krIKFHWhvL1VaD6gT6BLDTA5w+Fxy5FfGpfRKkItz0JO10L5/wKlnVpf2gG1jyhIBKKNU8qesKgN7T7eB2RkG/fV6crM9WjH5vSvOtQryVNHbb61M0at0XJNw3xC4M1VR3yNy2TGpVty2W+41pSy2+8wdy5c7njjjuMuvWQ3IK6AcghhxzCo48+yujedVCuQCHh7woZnx2VwBIRSTdWpoRZMb58bP1J8Vdi2r7XUy9RR7HI+KL+Nazq1NCOlj+pBO9xA/TftyYcWiq6cpTlFSeD3kbylbzQVUmYsPEWHDfjBn71lXPp71nnDPOXnTAl+x/1MSZN3jx06amvV0sTmfUkff39XPfD2fzm9h/7fT/16LP43KmX0VRqiNannUvVgpsaMD1LWBIQJllRVSgy/0GTaQ6q8Rpi6icuXwTPsekabGURYQulF0oKtMD1av26hTY8dUL45VVHKa9eLZh/kvXX2rZaj1YWSx2a1330PikhoUxWVTVslB5gP2I5LcCJuyGunA5T2p3re3ghXHgb3PuSYqGTyrvavpfanpSe/dXt42So2lTfyel0pXFFLP13Kk0bxBynkaz6acQW1F/9fNRfBHXFKWn9HKeVy3x7yRI+s/HGdC9ezLy5cwE49NBD69x/ENI0f/EdJEKIMcDq1atXM2bMmPXdHaOsXbuWAw88kEKhwJOfu5a+vQ7JVkHiR6x9OaR+YPriKGVSPULer1DKL2Hax7KeeladuGtV75EJZDP2Q8k/dRz8ZDN4ogemPwet0lnitAVodDfPH7NBRqe/F10nqyKWTUZXcfYsst7xqiWv8PBff8Gbi1/msfv+AMDUrXbikuv/TqlQiOgXlDqMf8tr6b4FOEWakJLFS17h8q98ihcWPAXAmNZ25p7/TQ7a4zBjOaHFi1XznVixnjOXdFeRck13/opSMry6VEUGx1K654puSEfT1Te9LindEEvShbqUm0d1PjjG6dp0NEI01Rcpq5cJ8r3fFWGqC71u51ga0oVWt3T3ItIfDH3CcB1BmkT6UwNEjJ61jopFp6LoVojuK8p52T0v48Y0dfMO3gbmHgk7TXYuc8FKxGV/hl8+6l+fdF8YIvTisO+lJd1ePrnOkbtPryt9O2rW+qpJiztOyrOlpd30CfhSMf2XDfuy1m5Yni0WObezk1WjRsGYMfzgBz/g3e9+t1FXlzVr1tDe3g7QLqVcY9PLLagbgLS1tVEqlahUKoy+989hQE0CnpC4oCWVY39vEhW6THmWJqx1pdWtQs+oY7i2quqKq8PwF3NSG3H5St7h7vzTu9c4oFkyWEoLXqzTyFxUGQwwWeapem1F7OZK+kaTN+cDH7uMInDnrd/k9p9+iSWvPMMT//wb79n7CN+Cm3SNSXrCkKbr3XHfH/jSty+kp3cdADtN240vXXAjUyZOCaxVlnqkqX3jO1+zgFkspjJmeoPVKmf5rQiC87tQlvo3R2j9t0wxUXV9sDOkh+6HxRoM5mvSLI4ipF/dfFST5VUY+6NYV639jfbDc4rynx2p9yk5T1a0pU1DDKDoGAPtew5Q7lYGdtoY5n0A3reN0/e3umHenYgbHoD+Qe0bpb/DTXv7Gz7ZVDCUls6h3pNaV6QqQ0orq6kOW37cp5OUl/SZqQ+kJ7pF1durZVVLqtA8AQOpAPe1tLDGhVP6+thxxx0z9jVZckDdQGSzzTZjwYIFjH7uMd7Uf2hVseZJs0KsRVMtk8VamtSXIdSTkYMa60mbnxGEEz5DARzqAuo9qx0LqWP1lK5FULhwGsBoAKJegH4zvPo9Voa6Q3vNick73u/Ij3P3b75Nb/ca/nLr19n1vdOz/aGS1jlKhtvt6+3l+h/O4g9//5mvcurR53DOSRe7Q/qWP6L0NNN5lq0SgBCu4VMfZva8yGMh1RARgBCopt10qDRtNgCNApufBmY49cvGAaeeH5OnBOUXWrqIACEKBJunFECwfn203mg9UqrOVXr/TJ+XBqdSjQCg/2EThlOpz30tu8/ToHTmnXaMgVmHw8m7OFO4+gbhW/+AeXfCWz0a9OhndpGullSASWjnb9+9fqeqLyMT60M7xpCW9dj8iWJdg8r0RJgcqEzD/fovhAeng6E6+4GvjB3L/+vshFYn/qGUkvGdnZRK9cfJHFA3ENl3330dQF2zIvmtpIqvqz+8lr8EjXVngJCRoufPkY35wie/3YcuP6Hszs3Q2QBdZXikKxiqL0gPTIMoewXPycEHUeH+NAkfOFXxX0UyOA/tZVjPk1Gj2jjoQ2fyl1v/l0UvPcFT/76LnXezeHCars9Ur6Jn6uvCxS8x+6uf4uVXnwGgvW0cs869jgN2OzSsr8+J1tu3nRuhTnmfG9KFD5NRi6VIsK6Gh4UDPXuZDBtaWxIDgHq6CVEGMKR552SBV1tdzrGAkPe83fIa3zeh/FEglfmvcdcYfFYpPPUN805FJQDiCJy6806FO2vEtAIUFQmjmuFzB8C5+0JLg3NttzwKl/0FXnnL8kXKDpkiMtsyXbkNf09dynj3TdVI1xbacVaJlq2+Nh1WbfNSUd7STvpaIblyo/Hc3dFBsbkZgEqlQmdnJzNnzmTvvfeuqkdJkgPqBiLHHHMMP/vZz2guFim9/CyDWzqe/cb3l1Fk8KPkS8Jjngby1OrTdqNeeok6lggGWeupJb/KvOnudOgH1jpTIENzPH1IDSLtqZZSfEgNw6j+NzIpLahq+oEfPIP5v/8u69au4odf/Qzv2vUgJnRsygGHnsjkjbcItZV4rQlpf7vnN3ztuxfT29eNAHbadg/mfeFGOsdPDpeV2lXIYGeC3khZ2xCtCjAVHU506FOgxAh2JkucUp8JIrNu/vUQM9yvTPGxgFu4rgzD/Bq8hiAeC2wqS57qoZ8SQVXrp3ffhQubUSusAZBjITbGilpRylc0HS1clKgo4aLKblkh4ON7wKWHwER3JY57XoYZt8PDi7RvXhSk0sKpMOi/c+BUxt7DaiA1G5CmTYs7jp7b7KfZxOZA5d0vZ1tcEFwxcRyPdkyg2NBAESiXy0ybNo25c+cybdq0GvsRLzmgbiCy6aabUqlUKBQKjL7jt6w68zKzojSdqFgitGwZTTeVlzF51vZjJJOe6cudsa5YHXX+YpVtxOVXkecB6vzVgTNTUXH8Ee4Qf8F9dcaBqAka/XwTpEqDnqs7qrWdzaftzr/uupW1q1aw4o1XKRaL/PGXX+esz9/AAe873r8m4b5MnXai91RtZ/HrC/jbHbewbPkiJozv5PWlC3ngodv9/FM+ch6fOn4GDYVS+J7p9y/LuVT2+lZJtsDZvfQNusaoAETKe8PN2YHVNsc0pj0M/VT1sQ3bowGnlo9+70zD9IZ7iSU9FlTjphPEXJttbqnNQ9/mma+GlpIWz3wPTgclsgziqB1gzmGwzQTnup5djrz4dvjDs4nwqHrup4FUdXDajjTrGyKHck+NZUmow5RnKmdLS3NcX/G++k7tOqgKoMJTJcGsjjZenjiOYrHog+kee+zB3Llz6ejoGJK+6ZID6gYkHR0dLF++nNFPPsQqmaKA94MQ+7C76dKko/4VqtYr7XmR9tP2M050y2+V9RjzlUTjPai1/ux5rQXYz41/On9V2EtehLzcRWio3wSoQmtDaFdoHObX0lTdFUsW8OTDfwt9HM0tbfT2rOV7Xz+Xbbd/L5M7N9dLmh2U3Db+ftcv+co3z6Wvr4dKpcLAYB9SSka3ttMxYQozz7uBvXc5iII03Mcs51L7JuigVomCiwjNNVXe5VLbjMH6CcOMcYuCYzo4Fdp53HxUG0gr332bPqby6S2pkTBTVoA29T0N5MbpJqXpZT3INKUZ/tjQoVQqFlLVCcrbdpsKV0+HvTd1rnNpF8y+C77/MAxW3OfSBkz6WXpJHtKvp4wEKNX3+t2rdx3hu50OYG3HNkmjk+Zzke4TIQk7Pjmgek9ThS92jGb5Ru0UCgWK7lD+YYcdxqxZs2h1550Ol+SAugHJe97zHv76178yetlrTkLiu0X729mqrz38IT3Tl0L5sqV9v6XRi9VJuoYMbUWuT4bvQVz5THWnzNPSD26DxgIs6IVXe2GMaWE7Zb5pCEY1i6gJXInRR0vTdR+84xYG+ntpammlv7ebwYF+utetprllNH096/jWVz7F5I23YtKkqRz8vhPZePIW/vWFniQ3bcnrC/jKN8+lt7ebUqmBvv4uZMUJOdTb283VF97Mu7fbIwwwtvuZ5VyHIfXYD/yuzg2NgbyKAd5CdSVZWvGBM73lNKE+MMKvsZ+E+5B6zqnEAIvBcLvEPE83Wm/6uaaJFuwkeLU4PIX09T9U1KH7yDxTBUZVIPWWLi1L2GwjmP0+OGZH5zvQ3Q//+wBcez909bnAkCRhq2naeaRDF+e0HrD7doLUOJ2kNFWS8k16ae9zcOZIMCf1/0aVuaFzFOvGtiGEcH5nhOC4447j85///JA4QKWRHFA3IDn66KP561//yighEW+tRI4dH1aQKA+i/sIQYcXQuyTmQZf6QQRnNL0ESaMXug5THxVLSqp29PugXr8w15PUz7j8avKUdG94/87Vzg9MIeS5b4JUM4x6FQu/fic1BKpuuyFwVfqiQitIVi5dCEBzcyuD/b2OxbO/j4H+XqSUPP7I3Tzz5D8QwP/71dc597M3cNCBx7Jq1XJWLF/E8qULWb58EcuWLmTZ8kU8+fQ/WbX6TQTQ39/rtCkELc2tSCl58D9/593b7hG9b7Wc68fKJrXzyFxTxUufzCGhkiC1Xlt0uD88daAKsMNUzm5J9Yb4pVZWDe3kHxNNt/VRKnAaN8c0qCvGiqqF+vLyhCmwvgulsqLoeOXLRIPsDwoY2wwXHQhn7g6NRahUkD96BGbdhVi8RnmjpoekDWH+qAfRwjIlIbjeOEnfZroFC7LVaW+DFGVMOvrLKC242o5N59mkguSGMRV+3jmKclurf4eampo466yzOO2006quu16SA+oGJLvvvjvlcplisUjrnb+l65gzYrR1CDWJ8FVTiSTdlyJNfWn6JtUXi14wZd8j+WpCggU4c90p8lKUmd7u3OO7VrlwqgWbF6G5qHZADYFoBFzxwTXyJ4dmbQ3SBBtNmuoqC0aP2YjenrX09/X6gdkrlTKFQoFKpUJX1yq+/MVT+N53LkDKcBw9r72urtXOj5Zw4vGJQoHRre00lhrp6l7D68sXKYCiA7PlvsblEXw1fBDXAM9qOa2EYS8CMDq4pZx3Wr/NUr/3+VnbNw29xztAJeeb65cGiAwdo9dtBmdjGCpr32LSlLml3nQOU57qmY/rmS9MnvllCQ0lOGdPuHA/aHc8nrn9BeRFf4Mnl1lgLeu+Vhk+OB2668tSVz2vU5U4nTR5prrSHusSlxdIL5Ivjivzp85RiFEtTkkpGTt2LDNmzOCII45IrGO4JAfUDUgKhQIbb7wxLy9dTssT/6LrIyZA1b+UrkibjibWd4P2BUvzDkn7noltM2XfY9tSQdTwJU7qZ1x+NXkx6Vs1wTYtgoEK/GO1pCQFRSQFKQIwTYBUQmnheKjo4KqkoaX550raXoecxF9+9Q16e9bS0tLGqNZ2pJT09/X419Db4wTS96B13bo1jBo1OnSd7WM2onPSpqxavZznX3qM5sYWiqUSDcUGhBB+2ckTpjpWTMP9qxlWFXjzNlFR4DQpzFTc3FKjs00cLNWyJYOvwNamPmRv6l8GByk3XyjgGcQajUKo0EA1yUHKvgBC2Doa+uOiYtcLTeeoBBEAbJ75wrWi+p753n7Q1TluJ7jyYJjqLk36yOsw4+9w58sKYuhwWo3UClpD06ZnxYwGtRqK6QZBr4b2XsU5pRFTVpU05Yg5tkkaHUdWigqzJgzyQMcoik1NCHd+6SabbMKVV17Jbrvtlqqe4ZQcUDcw2WKLLVi6dCnll59guf5llbYvhSE5jUQsmGpdSt1p6quHTl3yY77MceWryZP6ie0PhkCOcH/X/rUW+gcFrd7Qvr+KlOcUpcc+xf/RE0r9ah5SKOdhmEVLC5cN0iZ1bsHpn72BH3/zXHq7u5BIyoMDADQ1t1Ie7KdcLiOEoFgqUSlXmDp1Gkd/8Bw6Jk6lY8JUOidOpbWlFYHkjddf4ePn7Ulffw9NxRYfTtf1rKW5sYWjDjopeq+k5Tjp3HTsfXWU4XzjELNmKY0O7cfNc4yDShKcqLQNQ3mtDRmyAmvwqpWPTlVw3yc2+PSG7rFNFwg7Mwm/ftVaSqhN75mToWsIA2wai2niNAbTHw3KfFNh8szXVoCS3rKkFZDufFMxCOy3BfLqQxC7ukuTLloNM+9G/PRxp6z+HYuk1BPchmofJ2FdYdmv/2uobh8XMUG6X6r4a6SKNP1FlgZco3mvFAe5ZvwAD01uo9hQ8j3yd9xxR+bNm8fmm+tOrSNHckDdwOSoo47in//8J6PL/YjudcgW1atOaodxD7G7j0CtRT+kp/7SJUOXsemqdbwfv5gvaVz5pParLWvLk2S6X4ePdfb3rHJWjyop4aXCQ/2m1aOi6V4jHsx64kOqDM5VGI3cWQWE9znoeKZt917+cecvWLlsEUtff4lnnrifUS3OBHvfaiIlPT1r2W/fY/jA9E8glGvADdK+ccfmzPjMDXzlW+fS3dPl97e5sYXLz7mBKZM2D98n/Z7VmieD74pU5yxarKcB2KRNt0BqRddRz00Aptcrw/03Ah6GFa3cT9sItcmWUqnDKDaYNTk7eX2Mt5hKpUxoLmvMvFO/3lA4KE2voqWl8cz3zssojlAC6YWOmjYBOedgxBFbO5ixuheueQCuewh6B5QHbmSA1vDC6/ruU/33uiU4mMZAijpMOvpLKS2Y2o4DeaRhgCs7BnltwmjoL1FsKFEul9l3332ZM2cO48ePj5QZaSKk/zZ4Z4oQYgywevXq1YwZM2Z9dydRBgcH2WOPPSgWizx77OdY94GTNQ3Dw2/8iA0PdUTPSzDpmb8U8W1myI/VcduOq6OW9uudZ7tfmn5JwJt7wpgSTH8EXlgHo3C2JhxgbUTSAJQQ7j5YZaqEpIhwoFaJnerHUNXiqappBS2tkJCmAvPy1xdw8Xl70t/XQ4sHqS6cNjW18O1vPszGnZv7UxKCOhwgLABvLH2Fv979C5YuX0TnxKkcddBJbNKxuWI5VsNrRY9V+BWp8xx4C6x87vh+xd3758qxrLjnMqwT0dM3ta46b4TPpQewUrrXpm5Eykn/HsTpEWkjVAbMZSPnOD/yhnSnXnM6ofbM+dK75tBqXYpeRUmrKHkVJa+i5PnWUndflq7VVCImjUZevh+cujOiWICBMvI7/4W59yFWdCvxR6X2ZTft0+gM5f7t2lZ997bP1Jxe7eeelJZ8/NfmPq7tLLNq/GiEcHsmJR/+8IeZMWMGze5KUOtT1qxZQ3t7O0C7lHKNTS+3oG5gUiqVaGtro7u7m7aH/s66D5wS/IAEdjF7BWn/HgnVZ6lEqudVWDPT9ieik8FqWxNsWq4rdZ1KeZulWtHfu82B0+X98EwXNBONfyqUYXp/00JOgftjrvU9vNKUspfhNPVcTzP1vaNzCz71mRv43g3n0qNYQZsaWzj3nOvp7Njcf4dqPfItuBtP2pxPHndZAJ9gnXtqPE+bZ/mdtHrjR7z4zRbRIFZqzFzPLEP5VW3O3TWHdrI7SHkrOYV1DZZRlDKmfLUOTHk2L3116oTNWcrkkBZYT4U+tK9bqEMOT1p9pnBRFXdOqjfPdNCZZyqaGuCCPeFzeyJaG51+/uZZuPRuxAsr1Sdb+f4nvaSSLXVDu08jb29La5r7bcs3p5OibZNOUppdftLaw3c7K/SNHe3f1WKxyKmnnso555xDoVBI+VmPHMkBdQOUHXfckYcffpjRC583f+cT3zkypZ6tPu/LI4NzAxBl6tNQ5ldV1pvWoF+X8uMZW5ehUls/3PTp7vD+vasCC6ge/1S3DIYB1dukC3/BnFQVNCN/xujzUGOWKtXb9GS/A49n22nv5b75P2fF8kVMmjiVQw46iY07Ng+eDaUO4/3Q21XybYH+jedpjsEHGz9Pmobek6DSCz2k1KdvoTmppKgz62aoFz3fBq16GX2uqAVGsdVtG+ZPcIRKeSz1dirq1AR1yN4eUioaYD+8PKl0h/ZFWQZxTaWAU98NV+wLna7D3z9egwvvggcXp3jJZIMlDF7w6zfEVG3XlL7u4b2u2qMpZAXQNDqht1Rs2iAVvt6+jv/rFMjRo9z3mqS1tZVzzz2X4447LuG5HNmSA+oGKEceeaQDqIN90NMDcSZ747vF8GJIer+GdHRl5UuUVM/6zM+cJ0Ng5Yhy72z1VZk+fZyzv3ulO7TuQqoHhVavffS5pK7nvsEpKs5r39fV+mkCUrQyAujo2Jzjjr/cX4LVW/kpDkhDfZHRPON5lXnS1JcIPKkgo8GcPodR0wk5GkWseFpdNUOq3UkqokMKOFXTSNvPOP1artEOqkJxhvLSZEWbZ6tbuU2WUhmGUnVZUlEGOaiEkpq+JVx1AGzvLk364ltwyXz4zXPaA1dP+AtLvO0srWwI0Doc/Q5DvxxSi7Uq1eiY09aJQeaM7+LvHSUKrh9KpVJh4sSJXHbZZRx44IE1PCcjR3JA3QDliCOOYObMmRSLRUbd+3u6Dz/e/t1WH/SQldP2yvMsh0l1JbwyI/3RvoxJ7+VM+ba6DS+AuHq9H1vTvbGVs6Zb7o9Ff2IJdm9zju9d6cCpPu/TB1XNMmoCSKGBtQpmIWDV0lQdoZWLvQ49dqok9FKNhK6KrU97BuPKxtWT9tg7j8TAVKHHAFK+139Kj/EIhHnHaUAuyZHKvW3aUHfEqus9FzY4Vc59yykmnRSW08Ryah9jgDlyP72pAuofAhZnqDgolUqYKG8VqEFgUCAGJezSCV88EA5wY/+u6Ia5/4DvPAIDFffykgPEmzBEe6JDZYZuaD+NjETArGddzl793IbPMk2VOkHa0sIAV0xYy787Gik2jqbgeuRvueWWzJkzhx133DHl57xhSA6oG6CUSiVaW1vp7e2l7V9/o/uw48MKUj/w9spDb3yXqPq6jpYXacsiMqZs6vJJdZv+GpX2skYQ9a5ZLaTVG7qWFH3MkH6YO7z/eBe82Q9tmnNSAIyuYw8apPpp+DNRjcubyuiV6979EXg09Tnm3IFe072zlw/adMHDVjaunpTHfs3esQ5ExtWjktIscx+zwqfN6oq9nohFUaLM6YzpD7Z+prGupr3OFB77iZZXZYi/os5j9e6ZyaJtimXqpEl3L5T5pn6Q/QEBk9vgyn3hxO2d6+0dhG/8B675J6zpUx4lD3bi/twPRwONAyaGdd7phgqYtde1fj8T/eWVDlKfL/VxxaQuXpjYTLE02g8VtcsuuzBv3jymTJli+ew2bMkBdQOVHXbYgf/+97+0LXyWpbb3Cvp32vIq9XViXlIhnaR2dNHBL2v5hPy4+a+p741y7X5fDfXa6suSbkib7kb8uPNNzbNe9VoPwajiEOVWqqbroOmDakLcU71/YQCOntuuKeKkZbHSRsuGn5VYS6vtOK1eCNIsmzF2pgWkjHCZZvpAjRsokBtuS7eoWvtHXH/TzjONyUt7bJpGobQrKg7U+rFRTXNLZRRKAzj1Au4rUOpZUduaHAeos3eBppJT7mdPwxX3w6K11i95HMCYA7wPl4xEaK1n/6qryx50f7j3JOTBg409zO3o4o0JoygUAjA9+OCDufLKKz1P+Let5IC6gcr73/9+/vvf/zJ6oAf6B6Ch0aCVEq5COhbQ8+pLqqOqfOVLGVfemGcrF4ajdHlxZRQdW54JlK26wWEBONybf/qmHu80gFSBAqCh+KdqcP5wHyJD/0ofhUUHy1Knpv6bYNi7R6byKhAb65bYP4eYctZhf2l5tqRhL5PAMQCoyNC5DVp92EoXkN/qaBWziZA1UrnXofZN0Em85RRT2YzD/AY98zWmBNVKeDqAv/qTP2Svlo965ouKE8NUlt1h/EGgVISzdoKL3gvj3fn8d7wKM+6FR5dpD04YdNLAXPSNaoam+kNQGlmf0Fq//mhvvcQyae738FizMeb9vmUdX+/sZu24UQjhDOUDfOQjH2HGjBk0Npp+799+kgPqBipHHnkkc+bMceahPvBHug86xslI817KpON9aQzgmlRPJD8NAKbIj+QpX/ZM5apMt/WhyvrfPRo6m6BrEB5eBS363FMFGMNWVBVSdWjFsLyp86Mt/JdvGBjNsGnpvyRy34VBPxFI9fPIseWzTXUs0+l750lD+9UO66daWSrrFp3DKiLwp0AoCX3MajnF1J80AO7CtAaa1muMBNdX72vgNCV0i6nU5ptWnMD6/kpQA44jFB+ehpizD2zhWqKeWAEX3Qd/WaA8JEMPWOtvHyfrG1rTwqkOnBva5+C9fip8v201N3f0M9A+CmhFAA0NDXziE5/gk5/85AYZKqoWyQF1A5XGxkZGjRpFX18fox+8ne4Dj4kqJb1/EnVkCp0s+eEvpJMUUzhVvQaluHK2vJrThfcLnB7m3TRveP/etxzPYT28VCFiRfXAT/otCT+slJfv9Uf15Bc+pKL2MnG4Xm9Xv+agtAlI4xykIqtbSf04fB3Geyltx96PgNJHk64Jjoye4GEQC2Kf2uqwQJckFszirajx5cNLnKbw3seQZtKrkyVVmOadGhygwvfQ4AxV0UA3wTPfc4ISZZBlAXtNhnn7IXbvcO7Bki6Y+SD86GlnoYa6wtdwy1DC69ADZzVlzZBa7/sxNPt+JNe1r+SXk8vQ2uwsuSIlY8aM4fOf/zwf+tCH6vhsbFiSA+oGLNtttx2PPfYYbQufZlnSezA23/2yRHR0mDSUieQb0r26jH0wgIOpe9Y8U1sJ5YYsPeZaYuo43AXU+W9Cgx9eyuQEpW0+fEq3dW3+ZmjJ0wBS0T35tb7ZgTSab/pcU88bTZ0n7HqJx5ayepq6pQjOL+Ksooke/CigSQC8Xt1WPYz1SgVMHQg061VlOcWkkwFODUP16pQEsye+Xla7r0qgfR9OdSitKJ75ZWW+6VbjEFftDUdt6VxaVz9c+x/E1/4L6wZrALM4GW7wSSPVhlaq5brSlTX3y14m+RrW52dh368WA8ze6E3mdwANJaCAqFSYPHkyM2fOZK+99kr5Wb59JQfUDVimT5/OY489xuj+bhjod+ahpnk/SeuJNcmc733htPNqnZaS8m15Uj8QhrysdQ1BuiGttQD7uh78973pLGdakjIaXsoQ+sm8glQ4/JTXpglI/bskcV/0HuQm9Fs5NwEuhuF+/Typ3qE5Vp4PqeXrEOSf65AXM081qwd/JQyVZqtpuikBEaspuk4dhvUTryvJGz98nyIgbhzOj0KpNWyUOt9UhdJB4cwtvXh3+OSOUCrAYAX5/acQV/4Luaw79KCoDjQi5M0dJ+sHdJLDXNnKBY9I9LpqAeHaYFX3sU9TJtt+/X1W3n5xYYDLJ67gsY4ixYYm3/Fpt91246KLLmLatGmxT9o7SXJA3YDlQx/6ENdccw29okjLg3+hZ39tKMD2DgnlC+XE8Ao21iEVEFVFhOuJa3/I8tJeQ0KeKX0IdA8eB40FeKUbXlsHLaHwUs5L2uwsFQ2wr4MsyjnqnbGuHGX53FKcmwBUxJzHHuvl1PaqPfafDQ3g1H3q8FIGaDM6QCV7+nuQVo1zFAqYOqAb46BlA1Hi+lvFMH9iJAObxTRuOF+9x5rFVCqWUs8z351vSllCYwnO2xm+sCu0uY4lf1gAF/8D8exK5W0VhlL9MdJ10sPX0ElyS/Z+xnuyZ6vLXjZ7GTuc1hNWaylb/f6JhnVcOWklCyY2Uiw2+2C6xx57MG/ePCZNmpTiU39nSQ6oG7A0NzfT0tJCsb+ftn/8gZ79YuaqJL3NYr339fIR5FHy6wSIVeUlRBmw5WVJr1VXSztiI2c/f4W6vGkwNB+/pGn8KlAmILWXCT43W0gpvU39mvT20XUt5Wo5jrSZdCwNz6wJvtIMOUvz3NQInFVs8Bhs1cCpZ3mVelxQIxgmpdcCpzH12+aX6umVBFCtaFbU0DC+BqWDbpkTp8HMPWFjZ6UdHl4GMx6Ae5b40BA3bzE7xAVlhwN6skGcuY/ph/irub7qyohhaUctO7Sf091Na7mm8y1WjG+mUGih6K76dPjhhzNz5kxaW1sTPqt3ruSAuoHLjjvuyCOPPMKYV59iGYSHMU2S9N6ylnfTM4HsUOWpfbH011ZfbLpWlwxlGtJT1J2QdrgPqNJZPSriGCUCULUAqnrlycH53XmA2h8Xap3hPqvRCUREX7++pPmnJmg26WGqP+m4Gl11HwKkmHMTVOmbVkYqcFYdjGptSxLqyw6n0qLjWGjVtnRraXx4KakAp18+YThfSvMcUymDYXxRJnCCKisrQR08FTn3vYidnC+XXLAGLv8X4pcvOGWtEgUMz5qaRjc9RNUi9YKn8PfPS0k3XSB8RSJVv6q5hmrLOMf6VI2skCpTlbXvbx31Jt/qXEv32GaEGOW8w4Xg+OOP53Of+xylUo5fSZLfoQ1cjj76aB555BFGl/sQ3euQLaOcL0mad6JVx+YwpSTG1Z/Uti0/c53uC8EWCSBrO5LaQDdj2hYtsE2rs2riP96EohQUvXXsI175JthMb1X14dSt1xNV39pnaf/s6zL/1Ba0vx7HljSp3Bs/T2YZ5rdAoQVahQupEQem1AH7o05V8XrZLacePKowKhXnLXMdNquodu16xIOKfhwGVVEJQFVoFlMvlmnECWqHcTDnvfC+TZy31Vt9MO8/cMOT0F8OPnP/qUyCoiTdLPBZP7BML+nqjJ9jay4THYqv9n5lB88s9QsFNKvpU5oVp9R9hTLXj1nOLzq7Kbe1AC0IoKmpibPPPptTTz0142f4zpYcUDdwOeKII5g5cybFYpHW+b+i64iPRZWS3mu15K+XPPWlIuOBPFO6pR6b1diomz5t+gTn8F+roHtQ0CYlBYQ791RSkEJb5tTsYR86V9L8q/Lbt4eZUu6A1oYHyupiAOHrUPui1hPStR2n1dOOU9cvw3up3g99r1sETXFPKzY4i4PAANQCGPPS44bJSaGnl0njwGRPUyMJqOGggr4n1GmzqlYSjtU4pp4VtRKAamA1dWKZikEXSgclTB4NM98DJ24DBQF9ZfjWUzDvv/BWr/JM1gKjcVIv+Kz3Pl2f009liEJq1jLDpytCNtDs9y0bnPZS4epxr/PnzgHEqCagBSkl48aNY8aMGUyfPj3h88jFJDmgbuBSKpVob2+nq6uLtof/Std0A6B6kvTOkoRsDNH8uLykemvNk5Z0YUlP0UaWdGta8ELLVF7CdHd4/67lrlOUC6QFxTFKyLh5qK7VQ/lcPB2UMmhhoZKmBUT7KiK6vqL6zBiu0UsUWh2mY/x+x9QrlQOTjkk3TZq+VTRAiwzZu/e1EoY6I7glrU5lBEQ7kJrbwwDLhjxbH900td1oLNW4OblhS2pghXWOhdXpyRw+ihCcenNMg1imDApoKcElO8O5OzrHALe+CJc9DAvW+mAhQ3vvGSPWWz/6rXZS1fXZzUPAwy31gVeRqq5q2l+/utEpGtnuT9J9WSn6mTlhCf/oqFBsakTQRKVSYerUqcyePZtdd9015eeYi0lyQH0byHve8x7uvfdexrz+Iq97iUnvylryhzPPhxztxZTFqlmv9EiaTKkXTSsJOMQF1LuXOYAaeO/bgNSRiPe+YuGMAml8MHz13NhXS56/GpU6XUArJwzlko9lrE7Y+uk+EzbHJyVNWmDY/wgVyNJh1AinSRbTVLFQ4+pNpx+/GlONTlI2AA1dp54XhlCp3884OA0d6175StgoIeDj28Gl74aJLc7neM/rMOMhxxEqeFoiD7AHllLLCz8aNguh/bHVQXb49mmklrpGNoAGulmusZp7HE5bUOzjikmLeXpigWJDyffIf9e73sXcuXPZfPPNU342ucRJDqhvAznuuOO49957aRUVCiuXURmnhKtIeofVkl/vPGsZNbZq+OcgU1111zUAUso69x0HYxpgWR88vRpGaytGxcVAVcNCCaQf+9TvlR5aKib0lNovIxRbQdOFOe2zEJE6Rah+03G4rBZH16ofA6fqcVyaaa/AlG1YW1S8IPOE9nr5NLFA1S1UT8xmnc8qU7RtBOcUHvtWWDUF1FfuTcVQR8hSqvRLtZh6c0wH3c0D1aM2hdm7wTbu0qTPrIKLH4bbFloBJzxYqw9mm6HE/OdvAK7x8TqzwGMaGQqIrabsSAbQoWo73If/NKzhqo43eG1CiUKx0QfT/fbbj7lz5zJ27NgMn2suSZID6ttA9tprL8rlMsVikdF3/oI1H/2cWbEaaKy1bBYojM3zQCclDNrSJdpLL0k3KV1YdGW0vwpsHeHOP52/XA0vZbCgGoDTtpKTn6ZCHXYLql5f0E/l/rj3K5iDKpVrFtY6jWCY6ViGri3ol5pmCLivHmdJiwW56JxUoe4rImZI3h4fVIaG6cP1osBqNKA9KRylqrCcVjzwlUr72rXF3hfN0Um1pFakf688T3xR0aBV8cqXrvVUDEjkAIj3TIBrdod93D++l/bA7EfgpuccmI18q83Aqf5hhzYEHP4K28DVVJ9NagVLZy8T26mmzWrKrk/drPVlA88k3b81v8mXO5ezanwTQjRRwAnv9sEPfpBLLrmE5ubm1J9QLuklB9S3iUyaNIk333yTMY/d7QCq7R1EzPspTX41efUsU3O6tOvXLS25jcMmOvv5y6CkAqolIH/suQVivWPUY/dcaOfma5HhY78dGYHHuHinyXNOVViUofxoHxXwN7WppUlb36T6GaWYM2qyjCZZS0PgFkBlrJXUCLJCgdQgHFQUcBM8+CMRBsJ99kJhBdZgi2XVGOnA4M2vwCnScXoKDedHlijVvPIHJXJqG1y5K3x0M+fz6h6Erz4JX3kSugb8D1T6T1JaqAnnqZ7eZs90XeoDn8lwGuzThoCqvq9ZylarWw9gHJ42K5T5yehl3NTxFn1jmyn3FigKQbFY5LTTTuPTn/40hUIh5hnJpVbJAfVtIvvssw+33XYbbStfM/9w2yQuv955WdOzlkmlq7yI0taROU158el6EiY2wm7e8qbLw4DqwaW/epQBSL16QmkyaFko+Sh16sdY6hJGMEQJN2Xw6JfR+kzpycfC7acCx4b8ULqprrg0SQClXk9tgFinMFMB4HlW16T5qYHzlG6dFTqcGle30uuxwKkC0SIUC9VtyzTX1gakUhu+l8pwv+eF7zmVeSs/heKYKsdjm2DGu+CMbRCNRccCe/OLMOtRWLJO+XADqFSdoNQ8s4SBRKTQSQdp9RW1xfT9GipoHS5wzNpmfaF3EMnX2hfxq84u5OhmoBkpJRtvNpWPfexjHHvssSk+uVzqITmgvk3kpJNO4rbbbmNUUVBa9DyDm2jr+UqUL6RB4t63mfJi4C+pvqFMD6UZICexvOHexZZVwEe774e71tMnVjtRcFq0AP0qJOrQqJ4HDQht2D8aL9UEjZ6jU9TCKPyygcU0eg+sTlFq25G6g+cjFmKNc0tTDumnzJNSAW3TFms1zeKpH0QFiHreh7dAxxbayb3XkXrMcBpxUjL0XSrD8UIrG55H6l2LPi0gmK8rvRimUrGMSmU4Xx3a9yB1UNlKRTh3GuLCHaHdXZr09sVw0X/hybcyAI0prV6WwqQy9d2nC4+VtW+1lhlJsBrWMc8Ljq9HIukWZa4a/yp3dPRSaGkCmqlUKkycOJHLLruMAw88MOW9z6VekgPq20S22WYb58dICNru+gVvnTpb01C+kHUJF+WdqDCqvzxi6lsf6WnTIukeVCnXlamN8F/yHqDOX+pYT0s481CFCqkJ3vweOAoPNLVQU1gsqOjQqT8Pev+lWkdUT4dQM5R66dJv39ieCVpjdBP1suSp8KavchQDirGxQZU83anKVI996N62KUPyWiB8b7g+Wk/YyhuZbmCyxsYsS+oN23urRfkOZBXNU98YMkpZmnRQOMP4s3eGTd2lHx9ZCTP+i7zzdeWtYocSPa020EnSrQYaq5Fq4baauuLLhKdBVFtvrTrxbblvmBTOa56+YGmhl5kTXuHfHWWKjQ0UaKJcLrPlllsyZ84cdtxxx4yfWS71khxQ30YydepUXnvtNdqefZC3vEQTaBnzNInNU7/kanrMiy4LSGZNr1U3VVp13vrOeXC/BHCY6+cxfynB8qZJ4aViHKU8T3mhfCI2C2oAkMpnFeu1r3zWtqD8SRCZ4jhUZxxQpk1Lk2faZxrit807jaaH4DTGKmqdn5oqtmmQL1xojFptdatvCo/9il7GO47GNfVXjKoYtrIytK8O5+/XAXPfDbuMdz6HRevg8sfgZwv8PwqlFYrUsyzQY5Ja4LNakKwH+A4XtHp3uRq4TA+Z6T8Lu45IofNsqYtZkxbywkQolkoUKVAul9l1112ZO3cuU6ZMSXn/cxkqyQH1bSQHHXQQP/vZzxi9djmUK6BO4E5tNZWhr7f5veZ+ySPD3tIHmeR21HS9nqT0tHXXAJWhtIT7oadFdIJ7snM7dDZD1yD8ZwU0KvFPheoopYSPMsKjDPfLFlpKzVf754GtCOUF9ytoz3ztccP79mMRrkcNUxUHlLWkGfZSuUd+XiIUJsQ2TWFJTWMVjQ7H63USgcyoo5SMtmcJLyVM4aP8/upwGp136vdXBVEVVsuK9XRQsZiWgWljYO7OMH1j53NY3Q9fehq+8Rz0hpcmDZ5KO6TYg7KbJLCgJQfaH0q4rKX+NO3UD1rNfyBUB5BDpWOG53Dag42rmNuxiDcmlCgUnBimlUqFgw8+mNmzZ9PW1pZwT3MZLskB9W0kJ5xwAj/96U9pLgqanryfvp0OiCrFvc98a5kBDBPhMksZ04kNJg31pqpbxuta07T20pTNoDPdtZ7e7/4NYfbelyEg1QHVeO7W7/+gK+cqjIWBVL9uM+zZyghNTy8TgUO0z0e933G6WdMSAvNH9zbv+zRpSQHsyQC1ti1NaCkM1s8gXUbmtMY5PRGB1fg4ptEhfGkazh904XRCC1y2A5y2ORQLMFCBG1+EOU/Bil7t4zEBZBqYMaWF9/qjIIztZYXN5HbXf91ZytjvnfqnQbX11FcnvvzvW5by9c7XWTuuESEa8cw3xxxzDBdeeCGNjY2ZP4VchlZyQH0bSWdnJ6VSiXK5zJh7b2X5uwyA6onx3SUUcIgrZ6AVW5nU6bolTSboZ6k7bZrlOgyXW62OB6h3LQ2G9QsRb30vAL99hSgVUFHy0HQ9sXrma6AbytOOTeWTQkjZ0hMBNmtaNTr63gihSUPgJpgzgKNM47mvgJ9aLhFwLXoaeAYOTzFzTCOrPhGF07jVn8rhvfSWJi0DTUX4wjT47DRodX96fr0ILn0cXuwywkg6q2gakDGJGVjT6K7/fS19zVIm7n5lWUq0njrpy1eQ3NS2iJs7VzA4phloQgANDQ188pOf5BOf+EQeKmoESw6obzPZcccdefzxx2l/5VGWe4lx77NIXoL1EBRLp/rCSCqTVJeiKEW4zrg6UtebprwOyRnaTaHTWoD93AD9d72hLG/qthyehyoiw/ameaV+nnvu66uAGOqLNnVAqlrSaJXV2zJCoNa+DRSDfMMzo7VhvaZ6wGhonwZCs4acsg37e8cGL/iIZ3+Cg5ZfxgbHihd93LXFLUUqdYupYTnSipLnzisVqgMUBTh5M7h8e2d+C8CDK+DCx+EfKwiL+xwa0kx65rR0edG3WC1QOJRSD3jVobI2gFSXjLVPkRg+ENX3/ZT58tgF/L5zNbQ2+aGixowZwwUXXMBRRx2V+VPIZfglB9S3mXz0ox/l8ccfp63ci+hajWxtDytkBcjYMgYIrKYNqR4oL5pY6PN0M7ZXJ9hMVU6bnnDQJGgswMtdsGAttBO2oqpWUWE6j11RKhqcP8iTyrl5KVHjPU90inL+mLBBaRLM6mkRAFXvYT2g1KtPCrtexLEoLZgmWVH1cs41hb37FSej1HXELQ6gA27gcR+0qQ/da9cRZy0NBdhXhvPVuaaHTYY5O8D2Y5x7/EIXXPoE/GZxAnSGYUSGANJUpvq85DmotvrS7dMH2a8FjJPr0FNrB8j61WP7vGx9DVtvg7zVoo8rN3qRezp6KDY3Ak1UKhU23nhjrrjiCvbaa6+U9zOXkSA5oL7N5P3vfz9XXHGFs+zp3T9n7ZHnmBWzQmQ1ZaoCR5lCNwx+6eqNSRuScjKi8/4OZ3/HG0pwfsMwv+rNTwZgxWhB9WKdKhQmgzLh+rT7aoJHvx0PHN0f+RhdtX+R+xYHspLgx0eBSmNd1vLqXkbSJVEgNK4jb5uvmRoYzZuohCEVYxB+fYubMmCYr2qYYxqBU6l75YfjmBqtpSqc+sH23W2nsTB3RzjAHTJY0QdznoUbX4IB9cNKso4KZT0lGxDZyuqS3tJYGywGEoXCtFIPiI3qhsMvpWnPXK9UFkcQmeuJ0wn3lZg2VEh9rdjNzI1e5NHOQYoNJYo0Ui6X2XbbbZk7dy7bbLNN6jufy8iRHFDfZlIoFJg4cSIrV66k/dG/OYC6vqAzc7oIICJW1xCTNK7eYQFS/TxspRPA4S6g3vMGNGje+0YA1SAU/VyGWrJYUPV+CHduq6H/xqF/C2TqQGsCRMxWUb+fcVAZSrNYPE1pMXupgrRprwBdxIqZeng/YTUpQxkR124EMk3wqYKraSnSMJwKUz9166jq+CRjrKXe5gXanzIKrtwOjtvEua+9ZbjuJfjic7AmWJo0KnaQUf9PD6W1wGicZANHoe2H22qqa9cKuJ5u8Idx/a2mQU4AoqqO9HMlTzSsYdakF3hloqDUM0ixwYlhuueeezJ37lwmTZqU8l7mMhIlB9S3oey///78/ve/Z8zKhWEvexPoeWJ8R3ll4kBQewFJXckAMLFteulqZjX1ehkWvcT+mK6nmnqc8y1bJdu0CQYq8E8XUEuoMVA9z31zaClvU2ExnQWVUL3h50D9fM3D+/r1BJbY6GpQkeM4kEybFpMXC5tZ9ybQVGDPs24arao2ULQAqblM/LQCP/C+3h+ZwqobmU+qW0rdOivBsdCtpVJZ+akSQKksC8SghNEN8IWt4dObO85QFQk/fw2ueBoW9mjfx+A4wA0M+d7HY1rINCuUDgWE1luGxmpafRlHpBFEa73/4efAlKd/3p7NVCC5u2kZ13QuYMX4IFRUob2RQw45hFmzZtHS0pLx3ucyEiUH1LehnH766fzud7+jpVSg4YX/MrD1e8IvBB9KFNDD9P7SyxhEGuoBc/ipWCAl/JIK9dHUvyRI9cpaQNNazjvw+hEH52nPJdM7nXoeXgH9A9CCY0EVISuqiMY/TbCwYoBSHWSDPnn3Qir1haME6NcgIDRdwLGyas+ECSIN+SKpTFyabZ9WN62OBRA9SAsPv2cMMZXJoUptw52f6oFpJTwlwO74ZLCoRobxg/LCZC2NBNpXh/MFoiiQZ22KmLE1jHfD9NyxHGY8BY+uTgFF+nE0P3iLxOvZ26jWupckWYGyHsA71NCqQ2K9PPWz54UnEjgpt45ayLc6X6N7bBAqqlAocPzxx3P++edTKuVI83aS/NN8G8qmm25KoVBASkn7PT9jxVbvMbwQYpY8Db0z4gDWSzfVU80wvPajZS2ftc4kHdu5BYCzniM4vNM5mv+6snpUKLyUC6cG731UKLUE4NfzzFMDvPBV5j88rKGo/PTkOadxQ/o1Q2kanZQgKvV+JYBj4kpQCYCZem5qCG4xDtkL19oZeP7rEJoBTrWhfVlxg/frnvleoP1BJdD+hzth9raILUY59/GJNXDRM/CXZRb4jAKJSMj30oQhzaRXPbDadOoBlfVoJ0179YDWsE49PP5ryRNIykiuH/Miv+hcTqWtyQ8V1dzczNlnn80pp5yScF9y2VAlB9S3qWy77bY8++yzjHn5P6xA/e6nhLu6pKuWS/VHCHN6aP6p1HS1ynX4NLVf9dKkBgW9vQyQWhJwsDf/dIljOS26w/oOpAoKasxT1wnJs6ra5oPq8KrmmfT8FPVabHWb0mPLyUi9EdhV9ipIG/eWctn3Sr90INV1jaAYHqqPOjCldIyqaNBpBVIzlOrzU4UOviYQVdMtcCrdNOGeh+BUn2s64G57jINrtoU9xjr3bkkvXPk8/HChU86XADrUmaThdE9ThGYX2kHGlFYvYB1OK+pQtFHrNdaqE9eWageN5pnK9VJm3vhnuL1jFWKUA6ZSSsaPH89FF13EYYcdlvE+5rKhyYgEVCHEZ4AZQCfwGHCelPIhi+6ZwGnAu9yk/wCX2fTfKXL00Uc7gDqwFnp7oMm1csS9G+sBqlXrSu1QhPOk/kJMOWxfNx315ZkNUPeeAGMaYHkvPL3SHd73vfUDq2ZgJVXgFG1Y3xBaKulY7YutvpBeDKgK/diFQOHfIwtcRsqY4TjShwy6VvBM0I2ElTLApjOc7kZDMIWYShs3NQKrFiA1ldfnv6YJqm/bRzz0VScok2e+gM1bYPY0+KDreNI1CF9+Gb62ALoHsUn4q2G2mKp4EnzLqoVSk9TDElktdFZbXz36mqVMrTr1yVsperliwtM82NFNsakB4YaK2nTTTZk9eza77LJLwj3J5e0iI24JBSHE8cDXgKuA97iA+lchhM0d7yDgFuBgYG9gEfA3IcSUYe76iJKPfOQjlMtlJ9zU/f8X/vHG8sNZj3Rb/RC1FEEAmlLZo/+Auy8yqena+pWmj2muz9p+ijqU8+mTndP5rzsgVJSuY5R0LafSHdaXylC8m4aarmwYjjEc6+XNUONY0GyQFheXMxhmFsZ61fqt91cHqLgtDrqsuiKqm9RmxXB/Kob7lzVN70NcmnETAUSqc0P94Xgtraykq7DpHgvP+35A2fqBPqDX3cY0wZe2g3/t48DpYAW+sxC2ugfmvQTd5eC77ItQjkQkN6yl2kxN2kLbR2swp5nybDppyiRJPetKqrNe1zZUOtE8kVBuQbGLkyY/xPt2/g8PbTpAsamBcrnMDjvswO9+9zt+97vf5XD6DpORaEH9AnCTlPJmHGA9GzgS+ATwJV1ZSnmyei6EOAP4KPA+4CfD2fGRJKVSibFjx7J27VrGPPJnug7+mFlRmpOddC9TpNTXyoR0LZbHkK72AjOWN7zk9DpNbVh1bP3Vh/XTePRr98s99QD17iVa3FPXUhpe5jTByokXdF/41kib1dS3tErLNRqOTVZT/4q8Y/XeeffIYokNpxmG2zV9295oeU2zjwvK7x9LuxU1LmRTSCfOq99WV4KOHhmgQsySpDbLqebwpINw2Z0uUFa89AcE9EsoFeD8TeGCzaDN/an4wzK4+Hl4touw2IboneOoRVRFUiLlpCFNbcueVq01UJdarZ712lfTR7OufYg9S31xOsnlTWGpHm58kzmTnmXxBCgUixRxluvef//9mTNnDmPHjk24D7m8XWVEAaoQohHYDbjGS5NSVoQQd7jW0TQyCmgAVlracCazBNJWc8dHqOy33378/k+307hmWZCYCJimdO+FkqRreCllaa+eaal0tP4ayyRce9y5hInNsPtGzun8xdrKUYrjUkELL4UMH6PBq/eZ2Dz3dYhMBF+t30mwKQimXZjg0QiUprSkfZJOmnqypEXg0BZb1FSmDpBqPI8Z0s8Cp/pQvmmeadl1hDphMszcAqa4S5M+tBpmvAD3rowFJxU/7GIGVVN+UFdaUDX1JK1OGigcDqkFXmvRzapTG8j+uXkJX+18kdXjSwhRpOD83vOhD32Iiy++mObm5gz3LJe3o4woQAUmuNF3lmrpS4HtUtbxZWAJcIcl/1Lgyhr7uUHIaaedxp///Gc2Knex+KVHGNhy1yAzFTi6L5XUS5rWGEC/lrSqdAwLA0glz3TtiYAa1p/ueu8/vhJW9sBoVAuq4rlvgcfIMV6YqLQWVJEYUN8Gq3EAG/mslTLWdjyg1SC2auuovrfk+dZRq35cuKgYaDXqpAgvFXcecXaiOjg1rgKleOTb5pkeNA7mbAnvGu3cmwU9cNmL8Ms3zO8G5dj7P7oEpX5sknB+tC6zXjitVhiz6Y4kq2lSH+26QxlUP21ehTI/Gb2A73UupL+9EWhAuCN+p512GmeffTaFwoibeZjLepKRBqg1iRDiEuAE4CApZa9F7Rp3jqsnbcBrw9TFYZVtttkmCDc1/2ZWbLGLAo+1hplyX0Ym6Ivomsrb0tR+WcDKVjZWJ6a/1nq8tmXMfdD0lTwBTN/YOb5zsee9LwPnKGWoXodEDyrDVlMvTyh6Sk814DT2N3SswEMIMD2yC2xXEQD1gTMMySZIDOcJo06o7iGAVB/0vOuylZEpLKFZrJ5JEBoKGaU5UEUC7CfAqTrn1mY59YbxB7Vth1aYtxUcMs65F28NwNWvwPWLoL9ihc10+KkuVxkPrcMXlD+3ng4nrA5S4boxz3Dr5KXI0Y1AI1JKRo8ezWc/+1k++tGPVnW3cnl7y0gD1BXu3/IdWnoH8EZcQSHEhcAlwKFSysdtelLKPtcFwCtXj36PWNlxxx158sknGfvKv1mhwgcELxHbO8wKfOoveq1AqkOku9fBMm19Rh2tv0lljOdRmEsqXwAOdQF1/mLFOQovxJQDqYWIpVT6oabUa9dhNcmCilaXGmM1SI8+EsKv23C/MqwSlcoyakiLA1VTXqSdGDiVir56HGwm62hMTNFYUDXDptR1K85KUSIJSkNgSrzlVIfTkOXUtZYOSJjUCJdvDidNgoKAvgrc8Bpc/aoDqSlBR2rHpvmkytNsBNXwx6bWZSpj7kd83oZuPR0qaK030AayTgxy1fjHuaPjLYplkKMbqVQqTJo0icsuu4wDDjgg4ZpzeSfLiAJUKWW/EOI/roPT73AAsuCe32ArJ4S4CLgcmC6l/PewdnqEy4knnsjll19OW6WXwurlVNonKu8QDc7TAiWWofzU5W1Qp/1oVdtG5Fx9gaYtY+ufId9S9t3jobMFugbgP0uhUapB+p2f8IJxKF+4oabMK0rpUIqSjpLuW6xUwPYpILjXtlBTvp02LhSV4T5kDg1V7T5TnjKdQ8+P22KtpaZlRON03XvpQ2mgJyJxSw31VLDEM42B08gwvps2qgAzpsA5G0NL0bkXtyyDy16GV3pTgqBzrP6PBqdoKwHZ4QaL7XQ4rafr24o6FPA6HDrRvKWFXi6f8Cj/6VhHsbGBAo0MlstM22orZs+ezfbbb1/lPcrlnSQjClBd+RrwYyHEv4GHgM8BrYDn1f8TYLGU8lL3/GJgDnAS8IoQwp31R5eUUnc1fcfJYYcdxiWXXEKxWGTMXT9g1YcvDV4utQBlVZZX9cTWvvfSy9DHNCCbeS6pepLR6uoeH76x06/7XwdZdob4naD8Tm8j3vvaXFM9z++NBqUqPKoQG+6PZoU2pAk1PVTexQtDH8JAG02L7mW8Z73anzTl00Jq2mPPsmqyWlo96FOea8dCT7fOMzXAaQRQHTiVXjgsL7zUoAung84zKCjA6ZPgkqkwscG59ntXw4yX4OG15u+5BqR6LtFvX0SSV4xS66kWSm011gv2hs96Gn2j1cN6Gq5XKp9LvZY0fba0ilmTHuOFiYMUS0WKOKGi3vOe9zBv3jwmT56ccO9zySWQEQeoUspfCiEmutDZCTwKHCGl9BynNnVfyZ58GmgEfq1VdRUwexi7PiKlUCgwdepUlixZQvszd7Hq6EvjLYlx6bXqZoLUtHVlAdl6nCs/sgYoDc4lh7vD+/e8Bg3SnYNKMMwfgVItCL8OjkkWVB0gI/XK8OpUZqtpGHBN0QB0uBVaHXq/Ah2pnZvL2mFTWbAhCVKrhFP8ZU3dVZUSwdMQpD8GSmOPrXsvjmsKOC07c1pVi6kYADkIfGA8zN4UtmlxrvuZbrj4FbjtTeOXLLz6ky424PSAB98mapckaE0DX6a0elkch1OCfsjM/UoHktJQf/gVVm0IKsEDjW8wr/NJlm7k/OYUKVKpVDjkkEO48soraWt72wbLyWUIZcQBKg6k3mAb0pdSHqSdbz5sHdtA5cgjj+Smm26ivXsFDA5C0fCx1xU+hyCtGkjNVIfhvAagbS3Cvu5M6nvd+afFRKtpGBLjVokirQU1dD3ej0oAeNYVp/zyMpqvw6uxXLZ9+nIWC2xWSLXAKcblTBOO44b640A0LZxGvPHNzk+i4lhJHYtpMLQvdx0NczdF7O1AglzaD1cuQnz/DUcn+PRSAmEWaEpT1pSflKaXzQpVSf1ef9bT7H1KUyarTrq8/9eygG90PkfXuBJCFPyVfz760Y8yY8YMSqURiRi5bCCSPz3vADnllFO48cYbaSgVaf3Xr1i3z4nasLhyXMvc0tRphpdeTZCqWoS1/tcAmeFzmcJqGhwe1CloLMIra+DV1TAqEqDfEFoqdK4vf+rUa7K6oh2H+mKcJhD1pA/lK2kByAbXb7O8mqFY3ds9+EMOWXo/kuDTlGY8tqxA5p+7IbyqAtFgCoA0Dd+nglF1rzhCGeebBjFMZcVZEUqWHQsqg+7Q/qZNMGsTOGa8c43dZfja64hrX4O16iAUREEkLZCa9ZKxK63FtB6WVZvOyLOekhgOKr5s3P1S65URy3h6WK1Q4bttz/DjzlcZHBOEimpsbOSMM87gYx/7WB4qKpe6SA6o7wBpbW1lzJgxrFu3jvZ//5Z1e58QvHR8wFNeSiZ4tb0nqwJVmc5xyZQWAUahZRqcq2IhVF8xygRY0qAbD6xHbOLs734t8N4PLKgi8OK3AmfgKOXVHVhHo+lq+7a5q378VK282v9466sBHk36mffB5yZ0iFVDQ/lphnqqOdbOo5bTuDXvLd71sTFLY4DUPZYVxZu/Es7zvfDVYX0XSqW/bKmAtgLMmAxnTITGgmMl/dFymLUIlvSTLAHAqLcJ97k0g2v4WCbGRaWOaUNrPY0OfW/41tNsMVEd6afMl8Y9yh863oDWIFRUe3s7F1xwAUceeWTCteSSSzbJAfUdIvvttx9//etfGfvmSyzxocuDVAsZVgWfadMscVhTQaqMya8muH6acxXoFQC2lJ3uAupdi1w49eeduvNApdlDPxhyV4bhQ6AprVZTW9io4FjY69Xq8dLU+kLHMdAptHps+4B+NA/70N7L05ZVzQqplnMHSg1B+q0warGieoCpLkma1nqqWUx9Jy3T5jk/ucP3nuWUMtBQgM9MhC90QrvrmX/7KrhoETzZnQJoTCnVWxdtNQ699TSLTrrrU77xdZahgNdadcJ5q0Uvszb6N/d2rKLY3AA4oaI23nhjZs2axZ577lmH+5BLLlHJAfUdImeeeSZ/+ctfaCkVaHzxIfq3eq+S68GW4SWlAxmW92amtGqtpkp/rTrx4GjWN8B4BOws54ZyW7TBNu0wUIYHvOVNfc99YZ2Hij+sL0PpHhgKz/JhmneqQWkEfiNhp8LgaR7ed49D8CkjdQhtT8p9WN9cpynP39cIp8F5ipWk0lpF/QgABlA1zi/1jh29EJhK1WKqhIiqyCDA/oA7rH/seJg1GaY2Otf2SDfMWAR3rtEeUh1C7Odq2CfPGmqGzOix0NLNgDdU1tMsOjbdYP92s56mhdXXimu5bOLDPDGpm2JDyffI32677Zg3bx5bbbVVQv9zyaU2yQH1HSKbb745xaLjWdl+349YvtV7o7CoWrJUSbR0atBi1bOkVaNjbL8ay6nMoBsHv149wree/nMprOuHMf7c0wAco/FPw8PvYai0OEmFQNUrJ4MVntS+ajBqsrQaATOUJpVnRMRaUbPs6zfHNB2ohobyVZ3UIaKiQ/nevFMRgVfhA6bU82Odn0xWUxzL6aCb1g/sMxrmTYZdRznXsagfZi6Gn74ZjnXiYmPYqz4JVoPnyw6nNkkDs/Z2q7GeytA8y7g+ZbOeDp2MTOvp4w3LmTXpvyycOEihWKRIiXK5zHvf+17mzZvHhAkT6noXcsnFJjmgvoNk77335q57H2DM4sdYbgIQVVI7MukvwDoBaBodHwyzWk1TnGfW9SyxkumbOP25c5G6clSa8FLh4XcdKtX0aL7yecVCZpBkAlXr8L5yjWnANLVVNW1e0opRFhiNPTelRSDVNq80GOoPrQxl2XvxSSPD9zZALWtW00Et2P60JriyE6aPca5hdRmuWQrXLYXeSgRGzHEu4yQtvCWDa3Cb6z0fNZoXvA3qaalcH9bTpL6l0c2mc1fTa3yp8zFWjHdCRRXcUFFHHHEEM2fOpKWlJWWfc8mlPpID6jtIjj32WB544AEaZR/FZQsoT9wiyPTfVd6Ly+A8hOm9l3LFpyGD1Gqsppby1QKrcu8aC3DIFOds/sIg/qlqQTUN8eNbP6NW0xDsWS2oXg9EZFg/zmqq1qcCrykvSDdME7DUlSrflJcCWK3H1cKpCVJTODlFrKaGvRFOYy2mSrioAWVIf1IJLpsIp4yDopv3nRUw9w1YMWiFj+gYSLL1VM0zg2W6YxFZsjSuH1nSwnkblvU0qV+1Xkt6nVtan+fbHc/S1SIpNjc476pCgRNPPJHzzz8/98jPZb1JDqjvINlvv/2QUiKEYOzd3+HNY68NK4QgVU/T9dSfnCoD5YMypcBiBTXWI+P7mAiT0pBnaD8tsCrH+0yCMY2wvBueXa6Gl5Ku936cBTW6epQJSv3eKsfCW5rU1C8lTeie8ujwaTgP5Qljf4xACWEvfOU41hrqlVP1YuFUmtOVuavWYf1UgCrM696rXvsJTlDeFACpzzONs5qWcQC0H2gQcMEE+PxG0OoCw29Ww6WvI1/ocwEN1w4fDSEUTkuCUzNs2iEzWZJXknLSwm1ks55m07Hppt8HC7hWV776vlV7zYFOhTLfHPMYv+hcQKWtEShRBCZOnMipp57KSSedlNC3XHIZeskB9R0m2267Lc8//zxjX36AN6nWk16aLadVQaph3mtsGUOIqiyAGipvyK8CStXz6VOd/T2vQUl6AfodKIzOO40/VgEUfdjcYkHVy4T7GkQhEDokprB+mkA23V6E73tisH1pSEs49utWzy0AqqVH4DWt973EvvyoDMOnFU5DUOoeK0H2qQCnjIXLJkCn+7r+Rzdc+Do82K2FgxL+/8qnquSkAUwz4MhIXtZjU/3hfA/34svY+jv81tPaaxkq66lNF3oYYN74h7m943UKoxp9j/yNNtqIiy++mEMPPbSmK8oll3pKDqjvMDnllFOYNWsWYyo9FFYto9LekQ4sQ2nKiy8RQNNAahbIVGGnyvIhIE64hozwepgLqPNfdeFUep770cD7JkupDoxpLKiqrnGKgL+Pfm6R4X0LsMaBaWw4qQicErRvnVdqCNifCU71/BTpISAVBu97mxUV82pPMmohTYTTQeEO5btwelgrXDUBtmty+v1CH1yyDH4beOYLw5HyCYbShFEvDeDYwDGtJJU1QfRItJ7Wq56htp5GdVcUepi50YP8s+Mtik0NFFww3XTTTZk9eza77LJLQn9yyWX4JZ9c8g6TI444gnK5TKFQoH3+d6OQJYlPU6HA9IMfKiej1jAjJBisXUltJ+p7ljoTpLge/1KY821bpN/hbWIz7DbJUbtvoaQkpR+kvyBFEG5K2zCk2fLQrH0hz3F/k9H14UP6MpIWOY+bT+nvlXYqUoG6cPvCu88VoYRfstSvX49+HArLJJXrVfNFBA5jHZLcIfjEuaE2uKx4XvYilC7LSoxSdRskFCaKAQH9AvqAXmD7JvjdFPjlFAdOVwzC+W/Aji/Db9dGvtNC2bxH1Cwi9AjjDk7rCKt/9W31pD9Onx9NjbP5ev2P11H39muKzzPVZe5vVonWmb2MXeel4ipOnHw7h+10Ow9v2kWxyQkVtcMOO/C73/2O3/3udzmc5jJiJbegvsOkUCiw5ZZb8uqrrzL2hbt4S84KK5je0GnSIjoJKzRVW2/ceb100+Zpx4e54aWeWA4r10GLHl4qxknKdIwW49R2jJbmWUujIae8PxbqMbyv/OGhftZSO9attaZ2qjnW2/PPq/vjwgrMCXNLI9DrWVo9xyhv/mkknqkyz7QsHVDtLMEV4+D4Nqe7vRX4xluIa96ENRXs4ljMZKxFNWpVCz++cSGokobtzf1Jp592SD9qHYzWmmxt9Fy29NWhpJ9T6zSAkWFFfbjxda7qeIglGw1SKBb8UFH7778/c+bMYezYsVVcWy65DK/kgPoOlOOPP55rr72W9oE1iHWrkaPawwp1gVSRQmcoz9Uh5RRlq4RSVaZv6uzvetW1mCJ9GI04RxmXN7WvDKUP25ugNHTtChwGOuHPJFKXBUbN8Bpe/cnRd21Z6rC+oazJWz+SlhpONRBOCaeReacqfErb3FJhsNaaLKyBBVcYh/IJwHQQGF2AS9rhrDHQ5ALuz9fC5SsQiwaIlyiSJg3He0PoOo7pdSbb8qoF0axQaq4vOWyWGexstt3ofTDVUQtwZq07SxlH/tTyEv/b8QirxwuEEBQoIKXk6KOP5pJLLqGxsTFjH3PJZf1JDqjvQDnmmGO45pprKBaLjLn/+6w+/ALlHaf8iCTBoJ+mvNozg2yt53HzUTPML43LS6EngMNdQPXnn7qrRoXDS9mXOvXqEy4+eNZPo+d+jIOUcyyMefqKU6G0FGAqLPtoO0rfTYAbOfYsoV6/ZYqpHN7nW6PlVJ8ikdpammEagGl4vwCc0Yac0Y4Y7y5Nemc3zFgBj/Y5UyhSwYqakgb0wgCqlrHBKm6J6sNNpet/WuupKU9d9Sq+PfM+GcjjJbh32WFWvWPxfY1KBcmPRz/BTZ3P0N9ecterg1KpxGmnncbZZ5+dh4rKZYOUHFDfgVIqlZgyZQpvvPEGY5/5C6sPu8DJMK4ilXCO1Lziq4yLWtW51PqdwmpbRyhVj3eeAJ2t0NUPDy+GZi1Avw6jphWjgmMZgVKbBRUMVlmDdVaHzKyrQEX1pUHP4NzktWmAU6HWFQJVZTlXGS2fOlxUXJ4JTFPBqcEhKml+qgqnA+72oRa4cixsUXKu84l+uOhN+Et3SsBLa7FLD4ke3ulhqgzf5oxSf+upDfBqs2xmtZZG99EQX9W2maw7SIX/bX+IX3cuQI5uAEpIKRk9ejTnn38+xxxzTKae5JLLSJMcUN+h8uEPf5gbb7yRsX0reLW/Fxqa08NlKE0okErwAo0tU4dzD4i8kziv/iGCUvX4iM2c/X2vQbkcXkEqPMRvX8Y0AEcP0Jx7GYk5qsFopF8GuDRZW23W0iQrqrNXh9b1vaUv1mPvGfIcqmRYzwSb+rlhk+q1mGA0M5xqkJrGYqpaTcvAno0wpx12d4dalwzCzFXIH611nNcg/FwbxQYxaWDMrhO1vgaWRftSp1msp7WAanxeYD9Nuu5aADZezJbnWto1664VfcwZfz93drxBoaUBaKBSqdDR0cHll1/OfvvtV5frySWX9S05oL5D5ZRTTuFb3/oWxUKB0Q/+mK79z3JzbFZIw4+nMR6p8pquJ5DGnqvtWwA5M5RqTl4x5YUy//TOV9zQUlK6gBqOf6o7TOnWUELgGTgzBXt1nmcUQuOsoxHrqwyCu4fmj1rCSgn3/oanHsggugBRy6fXThDgPzp0H9aX4egKavlYOFV1ZLYIDda5p4Y5p2mH8vXh/M2LMLsNjnKXi+yqwFfWwP+ugXUV5VuT3uKpPo5Zhvbj6rLlVW9BzX491VuOs0Ng8Paq3Xqapk1pvJfpHLReF2uZOek+/jPpLYqNJQo4Hvlbb701c+bMYfvtt4+91lxy2dAkB9R3qDQ3N7P11lvzwosvMu6J39G136eSLadST6wlHmkdzq0QbYBU47FUdjYQlVp6tN7RDbDvFKfN+QukH04qdtWoBC9+NAuruvf6pa48FYFJI5Cq9UjtPABgE/z691cr6987HR69cr41VC2jQ6qap9ZlCJVF+Fyo5UNhxVJAatzc08Q5pm4wfdtQvreNLcCMVvh4C5SEE+P0pnUwezUsK2cARnO+dNNNq0clwVlS3ea8kWc9pUrrqfa4hrTrI3p7wV5o16W9uUJlny0tZ+ak+3hxwjoAig2OR/5uu+3G3LlzmTx5ct16nEsuI0lyQH0Hy0EHHcSCBQsY1/0GiwZ6odQSVYoFRpu1dQjPU+mm6FdIT1p0lB/GULimcD0HbwKNRcGCVZKFb0ErgqJrkbSGlDKAZGyQfaVdk0d+3D5iqfWtnQo8qvdEBuWiIKrohoLvWyDSB1VFN7KEqR4uSqk/ArB12Fz49D35bUP7icP5yopP6jD+INAInDcKPjcK2lwHld/3wCVr4NkBA5jqD5YuZoA0D25XY0216WYF3eQ+Z+tnujyhLD2avr9hy2W0jvpaUdVcc6oMWcLvb1rI1R0PsnSjQQoFJ1TUqFGj2HPPPbnyyitpa2tLeZ255LJhSg6o72D5xCc+wfe//30aSkXaHvwJa/c/y/3lNllFVVhTM3QYlFErI4b3dd2hlOR2rce2640HU+9g+uaOzt2vQIMUlJBumCmnlrAXv9vTFNAKirXTYC31HaqUvMjcVA1Uo5CqtmMB01AYqfAwfiTSgAVS03nlG841aDZvGsiG0oJNVpT+Sc2CqlhNjUuS2pyfBt1YpoNuLNMycHwTXDEKNnY98x/uh4vWwvy+RDCNAgxW4DHppyufBVZt9ajWP5t3f3y5+PbTW0/VVLtOtB5hKGeynprvaVbRAdTe99+OeprrOv5L17ggVBTAscceywUXXECplP9s5/LOkPxJfwdLS0sLkyZN4s0332Tck/+Ptft9ys0xQar2I2H6PZPaD0JVUOpBsAkaLefVQKk1T6aA0nBfD9/cud57X8ZZPcqdd2p2kopaS3WIFMoxfliq4GdSKHmg3HetfyZQTRX7NJKmfCYG8I0eS8VqGgCjqX71XF8hywqssaCqDvd7K1hpejqYansvwL7QwdQyz1QOOqtBiQNKcFUL7OS+VheU4fIu+GWPY4X1Jd5iGgYiMzxKN0+NBSo1m2A6iYPVZHANf+OzlK2f9dQEoWov4nWje9WK6l1TdFi+Nmuq3qcKZW5s+zc/6XyawTFBqKjGxkbOOOMMPvaxj+WhonJ5x0kOqO9w+fCHP8wPfvADxvUsZWF/HzQ0BZmJQGn4GUwC2VhgrKVsPfRkCp3w8RbtsPU4wUBZ8uBCKEko2kJLGQDVBq2BRdL9gQs5SOGnOX3RrNgJUEoMpEbyDeGkjE5YxmPL0LxybgzQb9KpZssIpt4WWfa0rAzl63NMy8D2BZjdDIc0OP1+qwLzeuCGddAvDZiUBCyexMOpnpduuL9WCIwexwNxLdbTuPpq1bGLWip76TQ1B/t+Brhm3H38oWMBojUIFdXe3s4FF1zAkUceWdce5JLLhiQ5oL7D5eMf/zjf+973KJWKtD34A9bu/5mwQugNbQhDFXmDxzgnJZ4PV2B9aemnsOjbjgXTN3dOH1os6O6DFhnEPi3oc1A9ICSAwDCoOv3yveMRigU16JsXJ1W4UBKJrRrrHGUBWauOIcyVDPpvhEyCIXfh1hEB3AiYJnnpp91EdWCqHBtXf/K2AaDf3XcKuKIJcUIDFAT0SfhWrwOnb1VceMO3cppQVZcky2lSnnmYO+25rWya9obCepoFRm39MtWTbOVUbdzJ8J29/lWim1kbzee+ztcpNjUg3FBRG2+8MbNmzWLPPfe0tppLLu8UyQH1HS7Nzc10dnayfPlyxj/1ewdQQ+9Sb8jbt+0ZANB7CRsAr9bzegOrOg0h41C+Sd8D1PkLvPBSUceognH1KBVG8fvjeNGjwKkKpioM6lZTD7qDn1RhsHamiXeqh5MygazpWGjlVegUahkbhJrSagkZZQJSKYOlSKVmKdXnm3qQOujNNZUOnDYBFzbCuQ3Q4t6jW/vhsh5nWF8B0rhHK53VUS/rDT2bkCoOCtPCVpJUC6L1tJ7G5dViPY3WET+sn10WFldzxcQ7eGLSKooNJYpuqKjtttuOefPmsdVWW1VVby65vB0lB9RcOOaYY/jud7/L2P7lvNrXA40tYTDD8D5WwSqNZXW9QqlaQISnEqQur12jhFIBDnED9M9/2V3eVLOgBmAqg2VOFVglYkFVV5NSQNPviwylBfsAbkP9TzO8H4FUGewtMUtDwKke63AaybOApS3dn1cqAvjNAqYhSJURMHXmmsowmFY0j3xvL4DTSnBxA0x078s9g3BhL/x7MDMymoGxXnAaTpPafNXqrKdZj5PqTpNWrWXVpls7ZFbTzqMNrzO7424WTuihUCxSxAkVtddeezF37lwmTJhQx77kksvbQ3JAzYXTTz+db3/725SKRcY8eBNrDvisk5HKUUl5EY8kKI3VS2s51fXD0LX3xjCmCZavgydfh9Hq0H7svFOT130AH3Ew6S2PagJRtHrRysZCqneu1KOWswGpOd0QsN8AoRE4tm4xFtRMw/kiOqTvhYuqKHNMywIGZLAsaQX4QAGubICtXUeVZypwcS/cFgXTtJIWTvUcFQXTAp+Iza83rOl1Drf1tJp+1ro3yx3NL/Lljvt4c3yZQqFAgSKVSoX3v//9XHHFFbS0GEL75ZJLLpADai64nqKTJ09m2bJljHvmNtbs/9kgMxVkxllOpT0/Fii1HwHNemkvp9dBFJ5j9Q1tmI4lTN/CObxrQeCprw/xB8eGuaLKMdr8Uc/iSsyc0qS9OSwVvkUyXGfQlrG+uOO41aN0oI0B1kAniJeaDkxlsOqTFAYwNTlDuWUMc03lIIh+d67puwV8sQh7u2C6VMLsfrhpwBnyTxDTkHq0lPBzpKUMEQtoFskCfiPJehpXRxadoQDwsIRbE/yi9b98u/Pf9I51npsCBQqFAieddBKf/exnc4/8XHJJITmg5gLA//zP//Dtb3+b1r43Ed1rkS1KEOhUkKqfp4BD/dwIt26GcVnVuDrSL1Ua7XcKoJUwfUvn8K6XwpZTW3B+/JWalIo8y2loyD+Yh2qyqJpinurtqH0NoFO5Jzo4+vc7Om80rTUVDYAj7Yfg1BazVGrhouLA1DC3VAfTEJQaVoIqi0jYKDEIcgqIKwpwjAsS3RK+WoavDEBX7bCjwoz+4Ech1QZYaeAui7W0XiBXL+tpNTCapl/13wskZSRfH3Mv/9f5DJW2kvvnqRPO75xzzuHEE09MfQdzySWXHFBzceWUU07hu9/9Li3AmH/eyOqDZoQVMkOq8oORpax/rM0VJaVTk38uFCBLKOODVvqh/44W2N1dYfDelwIHKQ9K7aAqgrmoWqB9/OF24c9H1aFUh0/T3jrE71lqNV0fEiNpSh2GY7s1VIt5atQTFgcoy5zT2KF8t0wKMJUVEP48UxENG9UO8gsgPlmARhdif1SBmYPwelrQi5c4OE0/7J/V8hjXk6S8kWY9jZPhs5p60sMAc8f/nb90LoAKFFodj/wJEyZwySWXcMghhwxLP3LJ5e0mOaDmAu4wf2dnJ4sXL2b8839yADUzlOrHcUP/ykGcbghY1cQ0w/Zph/bVYxWq7dbXw93h/cfegLe6YJTrrV9wQ2zb451KLc9zbgo7TXnntkD7SVZTE2gGkBrO86yeaj5aWTNkKvWqlk8sQ/MEQ/d+IH+Tnpqug2kETlVI1YBUKsP3tkD7AyAHJKIEnA1cAKLd/dz/UoGLyvBELcBkLidCH5ZdrzY4HTrrqQx/Yy311MN6GtfGUFhN05dfUVjLFRP+yr8mvUGxqUSBBgSCTaZuwlVXXcXOO++c0LdccsklTnJAzcWX0047jWuuuYaxlTUU1iyj0japCijNqmuzdHqgo/0UVhUmKu2xMpUgZAGOtnO4O7x/90tOcP4S0vXgD8DSBKj48Cr9fQRONTBNY0H1QkrpOjrkJq0cpc9FtQ3zR8rIALRVmIy0HYJZPd0CobFgquxtltO4mKaDID4iKMyUiKnu3X9EwgwJd1ZIlixg5326afRrtQDWa6g/eiwj1t+htJ5WM8xfy71LruOl4nKumPRXnp20mmIp8Mjfeeedufrqq9lkk02qbDuXXHJRJZ+pnYsvH/nIRyiXHW/TsQ98U4MQHUoMWy26kTybNc42NFyPTZn7iN1RR0g41A1XeM+L3vC+8CGx4A33q1tFiUuqrRkvlHpxdVHKGGHMtFfqiQyNKzrCmOYNqYsoCBog0OuX8OZzKvFFQ+vYh4BRaPvoJsqaxVOPSapDphoKSh+uH1C2fqDP3XqBHhB7QunvUPoeiKkCuUgiT5ewG3AnVhthVISy2dLT1pXUrikvS91Z2zNrm9FNWI7rkabnpemzrlvbfXqo8VWOmvoDjt35V7ywcRfFUpFyucy+++7L3XffzY9//OMcTnPJpY6SW1Bz8aVQKLDddtvxwgsvMP6Vu1ip/grZjpPOU+XZhtIN6VAfy6k131C3Fg1g5w7oHA1d/fDfhW78U3/eqeaNb9yHrawYrKQ2S6h1r1+XcRhf0XGPw1773vC+DGDVajXVz4UlXd0sjk86TIfO3TIVEXj3u2GhhLTBrgzCR+nQOghia2iYLSlOdwfaV0PlyxJxHYhuahJv0U/TEL402FCjyGTGP+nmRT35qxnar9566h0LY3pSfXFSL+tpGkke7g/sxJI/tTzFVzvuZc34CkIIChSQUnL00UdzySWX0NjYmLLdXHLJJYvkgJpLSD71qU8xY8YMxhT6KC1/gcEJ2zgZWaBUP0+bV41ePY5T5zuW2+mu9fSBBU5IopIe+9TqwW+YO2rRQdP1+2EAUQxlTWBqjDtq0A0F7Dd440f6YwkfJSz5QreAW4bzAyBFcYISSsB9EYSL8ofyZdTS6lpTxUbQeDGUTgFRFMgBSeU7UJkrECts9rXqhotVGFXP47EuGcT0emvvb61TCaqpMy0gZ62XGOhML84jV+Hm0f/kB53/ZqC94NYsKJVKnH766Zx11ll5qKhcchliyQE1l5AcfPDBSCkRQjD2wetZcdQ3g8yhgNK4vBEDqMqPncQH1LtfiC5vGnKQMkCm7dwIk9q5zXqqX4cVUi3AquY7eco0Cj3PAqAR8DVu2vSMikE/1jvfBVIfTE2xTF3P+0ERWE2bofEL0HguiFann+VfS8qXCngxbNWsx2C5qR49PaoTD2bCCKdZgC1dO2aEznqcVF/Wvtjy6ms1BckgFb4y9g5+0/kUtDqhoqSUjB49mvPPP59jjjkmZXu55JJLrZIDai4R2XXXXXn00UcZ//o/WTFSoLSaMqkBVPnpTyjf2gD7bero3/MCFCqu9RR3HmoKS6pXp5Pu1OVApRoPNTxVINQXC7zqoGgE04QwUoGVVB3eD5ZdtcJnXJ4OqWrsUh9W3TZUSI3sZXQeqz43dVBxgKpA44nQdDkUOpwulh+EgRnAP5R7GyPup5MBhOx1CqtOuvqTy6Qb2g+QMdmmmyTZoTnrUH41w/zZr2Wt6OWq8X/irs4FFJobgBKVSoWOjg4uv/xy9ttvv0z15ZJLLrVLDqi5ROTcc8/lk5/8JG2lCg2v/YeBKbuFFeoNomn16nEcSpMJ+bqe5KDNoLEkWLBS8uqbgtHe/FMTmNr2/rEXkN/bB235zlSIaN8ssGqyqPoLA7hzXyNlNDCNwqYM7oHi0BU4kxGApbJZh/crWnnVQhoJti+1sFEalOoOVIM4S5QOQsMhklGzBcXtnT5WXoC+S6DyW+c+pRmcVW9FrZZVu9QyHF5bu9KfMRvXZvKxdI/t92gorKdpJN5aKoHXC6u5YuIfeGTSUoqNTqiocrnMNttsw5w5c9huu+1StpVLLrnUW3JAzSUiu+yyC6WSEzpl3MPfYdmU79cHSuPy1gugKgOusYCK/6M2fWsn6c4XROCxr8BpwQCkWEA1gEYZOg+C9BtCVpmG+L0+6rDp1yFD+SFo1MrqoBka7g9Bp2dRVQBYL6tukXmm3nC9dhzy/PespTLsDKVaTVUHqDKUdhK0XiVp2N/pX2UF9M+BgRtBDGQDzfCw/FCAYrVwWr31VC+Rrh/xYq4nLZTWa5g/2zU8U1rCzEl/4qWJ4VBRu+22G1dffTUdHR2p68oll1yGRnJAzcUohx56KLf96XY2WvFflsXBm+m8VijNWqZmXYOVMlRG+PsjXJ+xO58PQkrFW0ntUCm0YPxCacdkDY3sFSA1DfHbdPV03YoaPbd76Jusp/FgqoaqEuH5pVK1lurLkhrCTCmhpAqd0HYlNB/nfJ6yB3q/CX1fhMKaellAzRCkIln6ejDWldRWdsgz1ZAWCpOPk6c/1BNU01xnPLje2/QcX+z4O8s26qVQKFCkSKVS4dBDD+XKK6+ktbU1of5ccslluCQH1FyMctZZZ3H77bfTWCjQ8swf6dnuqHiI1M/rCazDCasxaVuMhW0mwEAZ7n8piHdaMCxtqoOrXl8EVE2wmWA91YFRh9pgmoDZg9/kjR+BWmUTlvSIXghCLbAaF9NVj6WqLk+qzTMVzdB2CYz6NIgmZynT/p9Bz0yQC7ODqTTgowzBZ62W1CyQVa826jVknrbNWqC0mjmnyfKbUf/hus759BbLVMYUKVBACMGxxx7LF77wBUql/Kcwl1xGmuTfylyMsummmzJ69Gi6u7sZ/+j3WbztUU7GSIRS23GdAfX9rvX0wVehpxfaDGCaNKxvAlBsYKr3SYNHm5U1DKOehVOaoVaD1dC5BVhNQ/l+msliKhWPfcsiADqQRuaYDmoB+YvQega0XQCF8U4X+++AdTOg8mhgxa5GTMgUTckKdWmspkl11249TV9/1uNa+lsrQJuBtUKF77TdzU86H6Y8pghAuQyjmpo488wzOe200/JQUbnkMoIlB9RcrHLkkUfyq1/9ivE9r7J4oB9KbkDqeoJo1jLDBaiGvOkuoN79PDRIJf5pjINUGlD196Z5pXGwasv3naOEUr+IlLEBaAg8lb5ZoTQOTi1WUx9W1SF93flJtZj2B0uTtnwYxl4JpS2crg88AV0XwcBf3D8WSBaZAWDNuuowd5wEYJqlTXM91cDecFhP69HPpP6kt5r2MsiXx/2JP3Q+hRhVAopIKWlvb+fCCy/kAx/4QOaryiWXXIZfckDNxSrnnnsut956K42lIm3//T5r9zgnyBwK+Ex9rPzU1wNGTWlaXkMBDnLjn973HDRKNwaqNu/UZFFFh04TnGptB+WlkuY4PAnVmcovI5Q2pOIcJfz6cMuqwfdV0Iz15JdoXvw6eCqrT7ne9+pxKLyUyUPfB1MRtZwOOEuUNu0uGfdFQdMeTvfKS2DtLOi92V0WlqERvV6p5ETb1DFUhlLjITXLvNM05auF1dotqcme/XF9qm6Yf5VYx8wJ/4/7O16h2FRCuKGipkyZwqxZs9hjjz0Se5NLLrmMHMkBNRertLa2MnnyZJYtW8ZGL/yGtbtbAFU/H5Zj98dpmAB1701hTDMs74JnFkOzC6gqlMaFmSIGWtWA+dG4pyIc6snLU+aWqjFKg+F9GZz7ZdyIAWrsVX2LDPMnL08anmcqjceiEragWofzBzVHqDI0bA4bzYRRRznXWVkLXdfCuq8B3fUCU/sQvA6V8bhoz41HzHoO1Q9H+XR1hu9dtdbc+L4uLK7g8om/5clJSyk2lHyP/O23356rr76aLbbYoqqrySWXXNav5ICaS6yccsopfO1rX2Ns+S0K61ZQGTUhyEwDk2n1MgGmyKCbIi1Fnje8f8/zUKyYHaMyDeunsLAGOiJchw+g0WVICc071eqUBFBvgdNouhlkRWg43wsRpYSkCllJwx76wXxTJ7yUUFeAGgDhQmpxPIyfAWM+BqLkLCvbdROsmQ0sq22eqV2iMGRqoxqczNJmfF41Q/vVWE/T6NjrFZn6nyXP2T/a8CqzO37HwglrKBSDUFF77703c+bMYcKECZZ6cskllw1BckDNJVZOOOEEvvKVr1AsFhn7r6+z8qCrg8yhANE0x9Xk1wioh09z9vOfcyynxRhANe4N8EoCtBrB0dcVfrkIpGoe9yZv/STnKPOcU6lAaNAPD0CFDGBUVBRQDVlOpTaU74KpC6cMODA67jwY/3kotDn96/4DvHUxlJ91rdZEJSus6pbRrGXrU9dwzxHNUm86PelOdvDWqBLuWXJdTpr53tnb/nvzE1zb8WfeHN9HoVCg4IaK+sAHPsDll19OS0tLimvLJZdcRrrkgJpLrBQKBbbbbjteeOEFxi++i5XUCJnq+VDBap0BdeJo2H2qc3rvs+7cUwVObZDqlVeH7HUgjehoejrc6sAaSjeBqQVAI+Br2cLD994UATVN2ueXSt1iKsPzSyvRIf3242Di5VDa2Ole70Pw1gzou3eoLKa6ZAfC6hGyGjhdH9ZTu770Z5uGc9NaT2WklE1f8LPW+7ix8256xzo5BQoUCgVOPvlkzjvvvNwjP5dc3maSA2ouiXLuuedy3nmfpVAZpGHpEwxM3CmsUA/QtB0PJ6BadA5zh/cffw3eXAOtGa2nWKyoqDqRIXwzjAoNPDEArAlMTRCbxmrqQ6YhLYBWJU11iDI6QEkYFP58U1EGBgWtB0o6rhI0v8vp98ACePMKWHdLMLd3eCSd1VAot4KqwLle1tGhmruafhg//LXJZj0137dAf5Ay17Xfzi87HqLS5oSKklIyatQoPvOZz3DCCSekuJZccsllQ5QcUHNJlH333ZdisUBbQTL+4a+z9AM/TABHGcx1tOqkPK4LoCre7iSsbW+oa7o7vH/nc4HFNLLEqcHiGQerIWsnUehMOraBahowTdpiY5oqQCp8a6kIhY3y56eWo0P6oixcz3wJg9C8PXReBaMPcVClvBLevBrWfEtCn+4lrwOTCW/UD3Fosbb62pMgMYv1NEmnflMIwndcHZ4PLKnxdaefj9pDH3PG/5a/dj5FocUJFVWpVJgwYQKXXnopBx98cOp+55JLLhum5ICaSyrZf//9uffee9lo1aMsLVdAaMNp1YJprbpZ09LkqdAn4PBtndO7nnZAVA8vFee9r1tFhcVqCga4tRzroGo7j4BwHIxGQFQf3lf0FTANgazBK1/oy5O6K0A1dEDnpTDuBBAFQaVP8tYNsPJqkG+JmOH8qM0uCRXjNJJL13seaD3htJ7WU5vFVIXPavueRs9JW1ZYzcwJ/8dDHa9QbCxRcB2ftthiC66mEe+jAABBC0lEQVS66ip22mknS5255JLL201yQM0llVxwwQXMnz+floYCo577Dd3bHWuAPfeHJ8nL3nY8ZIAqgtipGQF1l42hcwx09cF/XoYmGbaiWi2lptimCWDqt60fa+eReae2IX61bR1aLaAqDFZTEZpf6sGr8OefRlaBUoPslwUMSn8lqMIo6LwAJn5aUHB9WVbfKll2KQy+4gXaD7Ax3ipnwss462pWqSecev2pB+ClLV8f62ncHTVbT9O2E+S9UHqdmRNvZcHoFZTHFHyP/He/+93MmzePTTbZJFVfc8kll7eP5ICaSyqZMmUK7e3trF27lo2e/hHd25oAlZExtG/ME5nLCwnTXevpfS9AZTAaXqqAwdoZYxVFgVT9GN1iapuXKu1pNjBN3DQwFXqavvqT9MJEheFU6CtAuXNMhYRJp0HnJdAw0ele172wdAb0PhyE0TKLikdpwFPVkYa0rFJvcKxH+SQYrRZWzcfCalVV/5QI5xO66+b2/9n4PHM7fs3rE7pcJyfH8Wnfffdl9uzZtLe3x96ZXHLJ5e0rOaDmklr+53/+h5tvvpnxg0t4rXctsqlt6AA0STczoFane/h2zuHdzzhLm3rhpWze+xHI1PMMVtMkT32UstZ5pzHpNuupbjU1DukbrKfGIf2Q1dQd3netpuOOgE1mQbPrbNb7DLx+MXTdRmgo34yQUdtdetSsl/WTGiCzlmFvW/r6BWZphFJTK/a5qX9seZj/7fwja8YNIISg4AYOO/roo7n44otpbGysun+55JLL20NyQM0ltZx55pl8//vfp1Qs0v7fb7Jqr8vXv7XUlFYNoBr2oxth3y2d03uecuOfxg3vx8w9JQFSrTCq5unlZLg+G5imtZpGLKU6qOrHnsXUhVMPSL1t9G6w6Rxo28vp3sBSeP1KWPl9p1y6oEC1DNmnK2vWqBUM0wzpV1NvmvL1tZ7qx8IauzTQDd9556xChR+M/js/7JzPQHtQW6lU4hOf+ARnnHFGHioql1xy8SUH1FxSS2NjI1tttRWvvPIKG732Z1bJy52MYbeWel75+rC9e6AP55vqStxLDtoGGkuCV1bAomXQnNJbH6kdG+al6lCpD+2H8iyOTkK53iQwTbSaasP5OpRalybVnJ8YgOapks1mwUbHOJ9DuRuWfg2WXQtybdhqmk5qHZ73RBrSqq3PZu3U20pTXxp4TKNfa3vZaomvMwg31c8AXx37W37b+TC0BqGi2traOP/88/nIRz5Sc39yySWXt5/kgJpLJjnnnHO46KKLaC/2Ulr+NIMTdhhma6kGoSa9OllSD9/OaePup53h/ZK2glQcrPpgaJh7GoJYiwXVdG4f4pdWSDVaUXXLqWI1jVhPtWOhDOf71lPXYlpqg02/IOk8AwqNAlmWLL9ZsGQWlF+PB1OzA85IFlPvsoJfPZyYhtd6aj42t7VWdDN7/C+4u/NpCs1BqKjOzk4uv/xy9t133xTXl0suubxTJQfUXDLJIYccQnt7O8uWr2T8o19j2fu+72QMmbVUT/Oso8ogY0gve5zTyN6tZ/oOThvznwpWj0o7rK8P8Sc6PenOUbquAqZBmreykxKbNM56WjGf68P5odWfZBhKVSD1nKAKjbDJ2TD1C1Bqdz6TVbdLFl4k6H3S88wfCWKHNTli+hgnI8N6mlTn4sIKZk78GY9MejUUKmqbbbZh3rx5TJs2rc59yCWXXN6OkgNqLpllp5124v7772fCqv+yrFyBQqF+1lJkSo970zC+pVwV+y0mwDaTBANlePBZ12oqoytIFRSYjICmlxY3tG8avtfPtWkCYfAUiWBqspiarKf2eKZuMH7PYtofDOd3HAtbXAnN7lKwXY/AwotgzR32WKbrFwRHCobWY2h/KKynafpr1n+q9CqzOn7KyxNXUCwW/VBRu+++O/PmzaOjoyOhjVxyySWXQHJAzSWzzJgxg3vvvZeWxgKtz/+SddueWCWM6vnuiR6zNI3lMy6viv307Z3Dh16C7h4YpXrwa2AqdIDUhvPTDO2b5qGanKTMkKpZRg0wmslqqjpBVaQ7x1S6MU2BPhi/N2w9F9re43SxdyEsnAnLfzq0S5NWW+/IspDWY2i/nm3a9NKVubfpCa7uuJXlG62jUChQdIfyDzvsMGbNmkVra2vNvc8ll1zeeZIDai6ZZcqUKYwbN47Vq1ez0Qs/Yt20E52MWiynkuAHsYqYpXUDVfd4+g7O/q6n3JBSCpgmOkopkBqZf5rGgmrQSQupfprNCUoLH2WGUtX5yQ20XxZQhtZpMG0WTJjudHFwNSy6BpZcB7I36pmfBgpHipV1eCC2GgAdSutpVgnK/mrUvVzf+QfWjR30Q0UJITjuuOP4/Oc/T6mU/7zkkksu1Uv+BsmlKjn55JP59re/zfjKMl7rXkGlZUJGGLWl2eaQWqyqtYKqIa1UhEO85U2fhEIlwSnKNg/VYE21WVB1eI0Ap8FaGgemugU1Aqkxzk+hOKYDTqD95omw9aUw5RQQRagMwJLvwKtzobwivWf+yLFirg9JAsP1YT3N5hBVocK3x/yOn3bcTXmMcHMFTU1NnHXWWZx22mlD0P9ccsnlnSg5oOZSlXzsYx/j+uuvp1gsMvbRr7Jyry/VCVBN0Kgk1HGeqW2/9+YwpgWWrYEnXoXRite+DVIxpGPSMVlQDfAqLBBqO1e97yNOUf5eKlZT4ZxXlBWhyopnvjvXtNgAW54PW5wPJXekdtmv4aVLoffFkeQAVR9Rkay+Ui2cjgzraS99fGncLfxlwn8YaJMIIZBSMnbsWGbMmMERRxyRuc5ccskllzjJATWXqqRQKLDTTjvx9NNPM2HZXayU2u9eZgiNyxNBwhCCqXd8xI7O/q6noFAOh5byoLFgmoeqDdfrYBqxoMZYTJOspyYrqW04P7w0qVT2WrgoJWxUAdj0ZJh2KTS5vi2r/gEvXAhrHjRbTLOe29LeflJPy2jWumqznq4SXcyc8EPu73iaYpPzc1EqlOjo7ODKK69kt912q+Facskll1zskgNqLlXLhRdeyMc//nHaGis0vnY3/VMOrsFKmiIvS+zTDECq7gUw/V3O6fwnoUFb3tToua+DqcVqGgFNU2ipuOF703HFfKzPMfX30plLKjyr6WAApcI97jgUdrgK2txlXte9AC9cCst+G3aAGmmOUCNTsnrI11q2PjD8SvF1rpj4A56atIhiQ+CRv8MOOzBv3jy22GKLmtvIJZdccomTHFBzqVp23nlnJk2axKIlbzDxqW+yeOOhBtQMOgkgatOZNBp229w5vv8JNzh/iiF+W+zSUHgpg2U1i+U0Uk9FP3atolIkrwBVUeaZunNNx+4E75oDEw5wrr9/Bbw4Bxbd6OTHLUKZxlpaq9jrlIkantbwwm+94bRW+Ez20H+k4Xlmd9zMogkrKRQdj/xyucw+++zD3LlzGT9+fA3t55JLLrmklxxQc6lJDj74YP7v//6PjQZfYUn/OqQ3UXEoAbWeey3tMHd4//FXYeUqaIkZyreBqdFz3wCmWSyn8WDqwGlgJdWspupQvr4CVBlGdcK7roCpxzn9LvfAgm/AS1+Cypp0w/lJMjzD+8OPoHapBU6rbaNaa6rg783/4ssdP+etjXp8j3wpJR/4wAe4/PLLaW5urqGfueSSSy7ZJQfUXGqSz372s9xyyy00lIq0P/E1Vu0yM8isBkLj8oYASPU8f3j/8WD1qIJlzqlqIUUB0wh8WsA0yXIasZ4awdQ7FmErqVQspZXoHFMGobEVdvgCbHUWFJtAVuC1n8NzVzhxTVUHqDjsGw7rabx4IDYS4FSZL11THcNjPf1p6+3c2PkH+saW3RxBsVjk5JNP5txzz6VQiLOb55JLLrkMneSAmktN0tzczLRp03jppZeY+MafWCWvCH6kQxAo04WJisuz7mPqzgCrAjjUtaDe8ziUKvHzT5O88CG6DGkEOr169PBQehnVEUrzzjcF2/fCRvl7ZZ5poQDbnAE7zoBGd8R22Z3w1EWw9hHlevybEwbAobSeVo+YQzkjNi0YDpWuIzJUSj8SiJTW00EG+Ub7Lfyy827kaOe+SSlpbW3lnHPO4YQTTsjUr1xyySWXoZAcUHOpWS688ELOPvtsxjQO0vjGP+jv2McMjKQIExWXZ9xrdVZrRZWw86bQORa6euE/zznzT23WU+tQvw+rMuzBrx4bHKa8ofmI9dTgoe9DqmE4P7QNRi2nm34Q3j0LRrs+LqufgCcvgmV/cQHcvSUB7ungMzJlaG2ncVZRteV6wKnZeirdNFOp5FadOteJHuaO+z5/6/w3hZYiIKhUKkycOJFLLrmEgw8+OGX/c8kll1yGXkYcoAohPgPMADqBx4DzpJQPWXR3BOYAuwGbAZ+XUn5j+Hv9zpY99tiDpqYm+vv7mfDM11kyaV8nIwSCCWBaLbCmiYuaMs8b3r//aRgcgEabY1QMmIbnnQpjmKnIZrOeakH2I9ZTywpQ/lzTgcBqOum98J65MGF35xp7lsCTs2DhzU450zzTsJitp8M1vF+vemubCGAqmRXes8KpKSc61zTOerqssJIrJnybhzuepdhY+v/t3Xl8VPW9//HX98xMSAhJWBIS2VzBFUVtVRRbRK1arYg7va7grlf0oSAiSwiprdqrpS6tV6xItdbi2lJv/bmBVnGj4r6giOybAmHNMuf7++OcyZyZOTNzZsnMJPk8H49xZs42Z46BvPl8l4NhD3zaa6+9qK2tZfDgwSl+ByGEaHsFFVCVUucBdwNXAe8ANwAvKqX21Vqvd9mlK7AUmAvck4dTFraRI0cyd+5cKlu+YU3TdnSgNEHYDM1n6tYs72yuT7Sdh+cUl510sPX82ofufU9dg6rbyH1tTecUOVhKtwbWiIdb5TSqf2m8Zv3owU8xVdMmKN8DflQL/X9hnUvzVvjit/DV/4C53X1kfmwMy26ky37zfvvkLSxHNuWnYol/OZN7P8BXVSvx+cNTRR1yyCHU19fTr1+/NM9cCCHantJae9gsN5RS7wDvaa2vs98bwArgXq31b5Lsuwz4XaoVVKVUObBly5YtlJeXZ/oVOq2dO3dyzDHHsL3Fz/rKkWw+5LYkAVW5NPk7l2MHU+09oGYQVkuL4IdZUOSHI8bB+rXQVUNR6IHV5O98+LAGUsU87FAbHmSl8WmFoTWGVuHwazqCsMsyZUYuU6b92gy/VqZ1MwHDrpwa9tRRXXvCoTfBoEvB8IPZAt88BJ/UQtP6cHN+qHKa6msv71NZlmh5snVe1qe2rbbDYCgYupW903mEf/C0/axc1sXbx+v7hUWLmVH9EGsrN7UOcgoGgwwfPpza2loqKipS+rMthBDZ1NDQEPp7qEJr3RBvu4KpoCqliuym+l+HlmmtTaXUy8DQ/J6dSKakpISBAwfyzTffwMbn2axdAmpEUHULnip8W1PXAJthME2w/rgDrHD67TpYtsa+vWl0/9MEA6Lcm/jD1dRQBZU4VdPo5vzoamlMP1PnlFEt4YevCA7+bzj4BgiUWd9txfOweCJs/SL5rUmzWcUs1Oqpl8plZl0B3MQ20qe6TzJ/L3mNu2seZ0vpNnxd/Bh2ffyMM85gwoQJFBUVpXHeQgiRHwUTUIFKrOLTuqjl64D9svUhSqkuQBfHorJsHbuzu/XWWxk7dixlRSbFq15k124nWStiAmqiiqgzkEZt1xpqE1RVI7oK0BoKY9eHXysNJ9nd8F75UOMzVfj2psn6nWpr/HR0E7/zGUeTv+to/dZAao36j27Gb23iD0Y164dG5jdZ7/c9D340FUr7WN9l43uwaAJsmB/bxzTea+cFVRFDpSLlqu9p5LGzHxtzI3HQ1PZ651bRr+Mdx8Tk4W5P8aea52muMAEIEMAX8HPppZdy2WWXyVRRQoh2qZACaq7cCkzL90l0REOGDKFr167s3LmTqq9nsqImTkCNafL3UhmN7haQbPR+KMhqTyH1pCHW86sfRDbFxw+mzuWO6qhrBTUqiEb1P7XW2cewn6MHQSln5TToGAzVDP2PhaPqoJcdsrd+C4smwXdP2n1n7a+bLNo5g1CmI/fbJkaGAlp7DKnuQtND6ZhAGhlao79xE83c1f1hnq15FUqt/8Naa8rKyrjxxhsZOXJkjr+JEEJkVyEF1I32r97qqOXVwNosfs6v7YFYIWXAyiwev1O74IILeOihh+jFWlbtWIdZUp04hHp+djb/68TbRryOE2Idr/eugoG7QXMLvPWRxm+q1gFRMVXUBKP141ZQo5r0cRmdr0xlBV1TxQ2loduShgZFVe4PR0+H/iOsr7LrB/iwHj6/3xogFV01DUlcPXVeTPdt0q2eZt68n71wmruYm7h66gyg4R/J8DsdFVi3qm1M6/V7XqtehK/YBxiYpklNTQ1Tpkxh6FDpDSWE6BgKJqBqrZuUUouA44HnCA+SOh64L4uf0wg0ht4r1XGqMYXg8ssv58EHH8TnM+j1eT0bDr03SwHVpbkeZ1h1q5IqosNozGsdrp6++yU0blettzd1BtN4I/gjR+brcFN+KKQ6q6TOcOr2bFqVU2f1VIWa9ZvDj27VcPQU2Hc0KAOCjfDp/bC4Hpo3hQcCOaUSVFWG0S3x3qlFw3Altz3+OU3WhzRcJSXJN1xlrGVy1T0srv4KX8CHz54qatCgQcyYMYNBgwZl+dyFECK/Ciag2u4GHlVKvQ+8a08zVQo8ghUm5wCrtNa3Eh5YdYC9bxHQVyk1BNimtf46r9+kkzIMgyOPPJL33nuPqm1vsiFoWimKNIOpp3WOJv8kTfkRfT/t9z87xHo5/wMIhEboJ5pWyuUROqZyTiflnC7KOTjK7TnOnKat1dMmKOoCR4yHQ68Df4l1zkuegPcmwbZlkaPTSXGQUjzZrZ7GhjVvYbZtQmryqJzaIKXs7Bu536f+JUyt/h1Lq1bh84WD6Y9//GPq6+vp3bt3mucnhBCFraACqtb6SaVUlT35fg2wGDhZax0aODXA/hUe0gf4wPH+ZvuxABie49MXtsmTJzNq1Cg0Jt2+eYhte19prcg0kLpu4xgh77Y+QTBFg9+A4XbfzdcXgc8Mj95Xbs37ccJpdNU0uq9p/KppZChV0X1MW8BQMORiOOoW6FplneuqBbDwZtjwfnoj870PmEpNdgNfe+1z6uV7Jt5mQZd3uL36ATb02oxhGPjwYZomP/vZz5gyZQqlpaVZP2shhCgkBRVQsULqffGa9LXWw6PeL2uHv706vL59+1JZWYm5fj3V6/7Mtr2uDFc4SSWQulRFXffz1pTv9n7oICjvChs2w6dfQxcPoTTiGI5mfRwj8Fv7kzqb+qMqpjGV02D4zk+hCfcH/Rx+Mg16DrTO94fP4a1b4Lt/RDblR1dNC696mvpZeB29n8lfANmPv6mHU2c/07ld53FvzaNs774LpRQGBkopzj33XG688Ub8/oL7K1sIIdqE/G0n2sTNN9/MhAkTqAjspGjjmzT1PDp+SHV9DvUtTTZaP71gGnp90qHW2/mLrbDoi5hgP1kVVYdH8ZuRfVGtwU/aHvwUv2ra2s/UUTGlGfoeCiNmQD97zMv2dfB2LXz2kBVcvU4cVDjV08y3z410m/RJq1lf21NFPVD+KI9VP0uwXNtHUnTp0oUrr7ySiy66KINzEkKI9kkCqmgTI0aMIBAI0NzcTO9v7mBlj+etFRn3N/W43st7R0B97X3HHZs8Nu07R+VHvlatIdU56X7EIxjVz9SumPbsD8dNgf1HWefVvAPe/y0sugtattk3DrC/SryqaeFWTwtTdqqoXsNpeLtdNHJ7j9/zz5pXUV3DU0V1796d8ePHc/LJJ2d8VkII0V5JQBVt5r/+67+YPXs2lWoFq3esxSzZLYVgqmKnk4q3b6pB1V5WVQ4/spvOFyyKus2ol6DqrJo6+p1aoVS5N+NHD36ym/RLKuCnN8GPLrPuBmUG4ZPZ8OY02LEqMph6la3qqZfwlu3qqXJ51ZaczeypV1FTC6c/qE1MqbyTt6oX4eviQ9lTRfXr149p06Zx+OGHp/UdhBCiI5GAKtrMNddcw5/+9Cd8Ph+VS6azfvAf4vcpJUkIjXjtYcS+h/cn2tNLLf4aNnwPZY6mfdf5T3V0CA1XR6OfW7eJGgDVOhDK7mfq98PQa+DYm6DYvkX6N//SzJ8A33+iWgdshSSrmqZWPdWuW3gPj9nZLrns9xTN3qd4D7TLfCuYUvVrvur2LcEKs3VE/oEHHkh9fT177LFHGmcthBAdkwRU0WYMw+DYY4/ltQVvUt6ymPXNu8BX4jGYJqieJgqpXiuoGk46zFr1yvuR/U4NM1HVNBxSVXQojQqmzuZ8zHAzPkEwgjDkLDhhMnTvb53H2g/g1fHw3SuhimlkXS8VbVU9bYvuA4ll0ic0de6RPR5v4fSDwEfUVt/Fiso1GD4DszmIDsIxxxxDXV0dPXv2zPCshRCi45GAKtrUlClTeP31E6kohh5L72LTPlM9VkwTjczPLJiiwQf8zA6o89+zppfyeQinMa8dz9HBtLUp3wxXTGmBvY+Bn8+APnYFd8tymD8VPp4TmuLKvYE7W9XTRM3n2apTZnKcdEf9507onBKH05eKX+OO6nvZ1GtL64h8rTWnjfwFEydOpGvXrjk5WyGEaI8koIo2VVlZyX777ceSJUuobvg7m1omg2FEVkqJEzq9vE4xmIbWHbIX1PSEbTvhPx9DIDRAyqUfasQofTOycto6qb6ODKatTfot4eeafeDU6bDfSdZp7NoCb/wG3p0J5k5nU76OqJumW6H0UiVNtI37+8gaY25H7sc2wqdXjU20V3TodNs2cTD9c+mT/LHmERq7N9lHUPh8Pi688EKuueYaDCPV3sRCCNH5SEAVba6uro7zzjuP0i4G3VY+zLb+l7tUT9O/E1QqwbS1ed8eh/LvD0A3haunMf1OTWdItUfom46R+847PzmmjHKOzi+vglNugR9fAIYPgs3w7h9gwQzYtTFyov3IwBjbxJ9pFTWzaaUig5mX0Juq5Pvmpj9qqlpo4XcV9/NkzbPobtZ10lpTWlrKddddx7nnnpvvUxRCiHZFAqpocwMHDqSmpob169dT8/0jfN33cmtFa1N++neCShhM4y3XcKIdUOe/azfvR4fTiOZ85Vo1jQinzmDabFVMuxTDCTfB8P+GLvaNfz5+Gl6aCJu+dp9oH7viFgpi6UaxtplWSiUNiJnOBpBYLmZqTW0U/3a1nRk9fsP/q3kVo8T6v2maJlVVVUyaNImf/vSnGZyvEEJ0XhJQRU5MmjSJcePGUd6lkeL1/8euqlM89jfNbjBFQ2kxHBO6vek74A9Gjd6P19fUeTeoYNTo/CAQ1Khmhc+EY34JP78Nymusz1m2EF4YDyvectxKNWF1M7anaPaqpzph9E0c49Jr2vei8Oqi8a03NjC5chrvVf8HX5EPA4NgMMhee+1FXV0dBx54YL5PUQgh2jUJqCInhg0bRt++fVm2bDk1a+9kWa9TrBXZCqZuy1of2vFaMfxgKArAstWw/Dsodtw9ynXwk9vtSZ1TRjnuBDV4hGZUrWK3/a1T2rAEXpgInz4Tfy7TVJrgE4XRRPuFL1DsFrmYVqqjBNol/q+Z3HsaX1Utwef3tU4VNWTIEOrr6+nbt28ezkoIIToeCagiZ8aOHcuMGTPoqRtYs+nfNFYMs1a0WTANh9LWbgQaTvqxtdtrbzsm57cDqeESUN3uAKVaQDVbfUyVCbsfDOfMgH2PtWLTto3w4nR4+0HQzbFzmSZqUk80cj9aatVT5RiA5b5fvqaVKvTq6cKihcyovp21lWsxDKM1mB533HFMmzaNioqKfJ+iEEJ0KBJQRc6MHDmSO+64g6amJqpXz2B5+YttHEyjQ6r1+uQjrd1fXWgH1Ihwqq0+p2boOWraqFD1tAlogsoaOHs6HHUegKJpJ8yfCa/8GpoawlXTeEEvk+ppatNKhfq0phMFYwdrefncjuDvJX/nnpp72Npja+tUUQCjRo1i/PjxFBUV5fsUhRCiQ5KAKnLq6quvZubMmfQq2sCahsU0dxvSxsE08rFnDQzsD80t8Na71oT5VgVV21VTK5waUSHV2YyvgtC1BEbdCidcA4EuYJrw7mMwbzJsWeHenK9cQikeQmo6TfCRy9wHNnmfVirx4KhMm/YLLdyamDxcNotHq2fTXNEMdrQPBAKMGTOGsWPHylRRQgjRxiSgipy68MILuffeewGoXj2Nlfs8b61o42AaujXpSXb19O0PYftW6GaGmvmVHVLtoGpqVFCFQ6k9n2nAByePhTNuhm72DYA+exmeGQ+rFkdWTOMFUnJePU0+sCl+WM18RoFEcjVLgRdNNHF397t4rfsrNPRqAKyposrLy7nxxhs5/fTT2+BThRBCuJGAKnJuzJgx/O+sP9HLv5y12z+lpeSAyJH82QqloX6nZnhZKKC+8pYVOA1TW037dqW0tck/NDLf7muqWuCYUTB6KlTvaR1jxcfw1AT47F9WKPXFDaTaXh4b8lKvnkYOdIrcznuQDG+PI4S6f2Lup5VKdC6J9nHbPn7lN6RBbaa+13Rer56Pr9hHMGhCUNOnTx+mTJnCUUcdldLZCyGEyJzSoTv5dFJKqXJgy5YtWygvL8/36XQKpmly5JFHorVm3a4+rNzz+Yg+ouAhfEJE8IwbUM1w/1O/Ad+/CuXdYNh5sPRTKDc1xaZ1J6mACYGgwm9q/EGFrwV8zXDwj+GSehj4I+tjN62Gp6fAW7Otvqk+wpVT94fGQDmew1VWr6+VfRxlH0fZx1Fx1qmoSq77a22/V/Zr69mw91dx9k+0zMu65NtEBvrk+4bPPXKfxMdZY6xietVkPq5ejC/gAyAYDLLvvvtSV1fHoEGD8vMHRAghOrCGhobQwNIKrXVDvO2kgipyzjAMLrnkEh555BGqilaybtvHNJccbK30Ekyjmu3dm/RDU0uFK6jHDLbC6frv4fNPoDSI1dc0aDXrG0H7dVBBC/TfC8ZMgyNPtT5251aYdxe8+D/QvCO2n2niQBY792gqTfzhNbH/oFQR62Kb85NXOZ0XNnlf1WQy73fq/j3j76vinLty/ECE133u/5T66ql8V7UUny88VdQRRxzBjBkz6N27t4dvIIQQoi1JQBV5cfXVVzN79mwMw6Bm/SRWDJiXPJDG6VfqvszRtG9a1dSThlohZf5bEGgGf6hJv0VhtPYzVfToARdNgJ9fCj4/BFvglVnwdC1sWxfZnI+jahdfOHB57Xsar8+pcgmgRK2L5R5cMwmjbdEH1P0TvDb3x1sfXv7vLgu4u/p2vu+1oXWqKNM0Oemkk5g6dSolJSVZOXMhhBCZk4Aq8sIwDMaMGcPDDz9MqVpDoOE/NJcellrf0+iAarq8NsNN/T872gpqC16HoqB9B6nQIKhmKA7A6Gvh/Buha5l1Gu88D49PhLVfhJvyw2FRt4ZUEjRHK0eYTVbhzEa1MvJ4oc+MrTC61RtTPX4q61LZJnJrHfEuVc92/Ruzau5jZ/ftrVNFGYbBeeedx7hx4/D75a9BIYQoNNIHVfqg5o1pmpxwwgk0NDSwYUcly/v+K71gGhNIo55NqOoO6xdan3vwj2HrWihugS5B605SvzgXrrgNqvpY23z5LsweD1+8bgXTUDiNfY7sV5q4D2psH9PYfqbuyxI9J3/t7Gsavw9osvfpLk91G7euEanuqzF5uPw+nq55HLMs2PozV1xczJVXXsmFF16Yp596IYTo3KQPqih4hmFw6aWXMnPmTCpLNrBu6+s0dv1JelXTOMHUAI49DM4+yfrMjz6BH1ZZ4dRogWHDYVwdDDzIWr/mW5h9G7z5pNX873Ocr3uzu4pY7/5I1rAef3n0Zybbz/218wzcR/p7qaYmO4/4ko+kjy+1/RrZxe96/IpXal7A6GrXrbWmR48e3HLLLZx44olpnocQQohckgqqVFDz7phjjqGxsZEftnfj2+r5WQuno06AmbdB/93Cn7V1K9x8Haz9BiZOh6HHW8sbfoDHfgXz7gfdGK6aRj+c1dPo114eblXSbFVP41VRYyupRIxs9zpCP71R+9qxTfJuEOlWXjerH7ircgqLqt/C18X6Z4VpmvTv35/a2loOPfTQPP10CyGEcJIKqmg3br31Vmpra+le0kBxw3PsKj0jo2AaCqdP/T72s7p1gz/OtrqlGgY0NcLT91nhdOcm6w+EL04IIuo5uloZbx+itoveJ3p59LZetkkkspKavJqZaq3T2zmkW0FNfPwVvmXcVTWZJb0/xRcIj8g/6KCDmDFjBnvssUfanyuEECJ/pIIqFdSCcMYZZ7B06TJ2tRSzpOItUIb3cBr1MDQsewP61lghNJ7/exIenAgbllnBNPTwOZ4T9T9NtYKq4rxvy+ppqv1MC6PfafJ9Pwl8wMzqaaytXInhs/4nB4NBhg0bxowZM+jevXvufniFEEJ45rWCmuDXtxC5M3HiRPx+g/KuLZQ33GuFzWAodGrrdTD07Hw4lrVYj2MPg/59EodTgGf+CGuXJW6aDglXMbU9tZRbNVQ7mrSd82RFHiP2mPGXpVY9jf1ML5+fjNt38Sr9uqm7BcUvclm/05k0+DLWV6/G8BlorTnttNNYuHAh9957r4RTIYToAKSJXxSEo446it13350VK1bQTz3KZy1XAsUxU0W5V001BFVrUN2tl7fP7F2TrGk++s5EzvWR6yIDXOScp/Ga9UkSQN3ED7U6znL343vtLqBSmjA/u5zHf6Z0Dn+teZCW7o0AmC2aoi5+LrroIq6++mqMZP8aEUII0a5IQBUFY+bMmYwcOZKigKLn1lp+6PobO5CquM35rcG0OVxBXbPC2+dtXJOoGVnFBExl/9ftrlDh5aEtI/t6phIQ06uiRvYvTTU8xt8+9rt4PX4mAVYBLbQwu+IeXqz5G3SzgrLWmtLSUq6//nrOPvvsDD5BCCFEIZOAKgrGgAEDGDFiBK+88ir9il9kS/N1BFU/98qps5m/BWiyHy3wxiuwYgX07evezG+asH4lfPiG9QcgMqRG39c9clomFfXfyBDrXO6sruJYHr4zUvjYqQVAZ4U3vMR5h4PEx/La1B+5PLXw676Nt7tC7VTbeaBnHW9Xv4SvxPofaJomVVVVTJo0iZ/+9KcezkAIIUR7Ju1ioqDU19djGIpAwMdujdfG9C+lOc6jKfwwG2HcOOt4phl5/ND7395gBV23fqeR/Uhjm+qjgyeO5W7cA2Ho2JFN8176qcYe172/bKLjJRMbgr3vn3wb924DG411TOt9ORceNIz39ngFX4lBMBhk9913589//jMvvviihFMhhOgkJKCKglJSUsKYMWMA6F2+kuLGl8PhNBRCdzkejeHKKY4w+uyzcPbZsHpV5PHXroSbz4b5z7oFT7dme+UaTOP1W3Xvy+peZXVf4zWURh8r3AEhFV4/w2u0TbyV+7GW+b/i5j7ncu3gk/mq/wf4i6ypog4++GDmzZvH008/zYEHHujp84UQQnQMMs2UTDNVkIYNG8amzY3saipmaeMCMI3ICmowzmApjSOsaUoMxXHHWpP1b1oDH78BRSYE0PhRBBJMLZVsiqlMp5dKdVop77c2deu24Jwo3+q+YLRWipVjmXv4du8GEb0+/qAyt8dHRQuZVT2DTZVrWwc5mabJcccdR21tLWVlZfn9IRRCCJF1XqeZkoAqAbUgLVy4kGuvvRbDMFi67nQ2NU8NN+WHBkTpyKqpW3N0CYoSoATo0vrQBIAAKuHcp5nOf5pKMM32nKfRYdJwTI0VCqTud4tyD5jRYTcyiIaO5S2cLih5nidq7mFXj60oFa6mnnnmmdx8880UFRXl7gdNCCFETsmdpES7NnToUA444AC++OIL+vV4li0rLsds2c0KpsGkU362ig6J4TCYPEyR4L0X0dtFN/m7beP1WPGO57ZV7FRROunxEi+P7gSgHP9D3I9iYvJ82Sz+Wf0IuqK5db9AIMDYsWMZM2aMTBUlhBCilQRUUbDuv/9+hg8fjmkqqkuvZ82GuY6mfOU5oKqoimeypuzofZ1znpJgv8hppqKPEXrvHMVPxNbJnqNfJ/rOiZZkN5xql28Z1kwTj3W/k3/XPIdRai3TWlNeXs5NN93EaaedFv+LCCGE6LQkoIqCVVFRwXXXXccDDzzAbtVL2bLpr+zYcZ4dhpLfU57W5mcV0WQfL5yG94mtmkaH1FiRwdPtmM718eZJTfSN4gXVRAE22ftEn5ns6rpNjxWyTW3hT71q+bB6Pv5iH4bdv7RPnz5MnTqVI444IsnRhRBCdGbSB1X6oBa8448/ni1btrBzp8nnn7+B1l3jBKPIeUEVUIaiG9ANCABF9sMf9Ug8OErjs6uuifuf6ogKrXvfU22/VhF9O7PRBzWVdYmWJVoeuz5yYNRGYxWzqiaztGox/i4+AILBIPvttx91dXUMHDgwpz87QgghCov0QRUdxqxZszjzzDMJBgNUV1/F2rV/jrNlvJpl7GClZA+iBgMRsS4e5bqdW7O+8wwTNem7fbPEnx7ircKc/DjJ1lvvvgl8zOze09hQ9S0+n49AS4CWYDNHHnkkdXV19O7dO61zEUII0TlJQBUFb8899+Scc87hmWeeobT0M7ZseZ6dO0d62ldFBVRv4ZTWcOrWtJ9sX+d2oVfKMarLrYk/3rkTtZW3pn3tGLikXNa77eNN9D4fdHmNv9b8mm09N2IYBj58mKbJqb84hUmTJlFSUpLGpwghhOjspIlfmvjbBdM0GT58ODt27GDrVoMlS15Ba/d5Mp1N8d0cj1ATf7y5T/2O/aKb9lOd/zS2WV+1zhOayhyoXpr23Zvyw8E6W037znXzu/6Vf9TcT0v3Ha1TRRmGwejRoxk3bpyMyBdCCOFKmvhFh2IYBrNmzeLiiy+mpGQXffpcxKpVz8Zspxxh0+8Io14qqMS8dq8+uk1Ub3GvWCrHkVKtWqa/fbzKqY57FvG7CFj7mJj8vfxeFtT8BVUWtPdRFBcXc9VVV3HBBRekeLZCCCGEOwmoot0YNGgQo0aN4m9/+xs1NSvYsuUPbNt2VUy0MqKqpT4P4dRrcI2dU9RtvXtfVOe2qTx7fZ2c+/ynscfREc/N7OLJHrfzn5oX8HW14q1pmvTq1YsJEyZw4oknpnQWQgghRDLSxC9N/O3OKaecwqpVGzHNFr788i+0tOzXGrEM+25RxY7n0CMQVVVN9e5R1vtwc73hmE/VOYo/dnlsU30qTfqpNe17afonogLsHt41W9UP/KVyCkuqF7aOyDdNkwEDBlBbW8uQIUPy/JMghBCivZEmftFhPfHEE4wYMQLD8LHnnpeyZMl8O46GQ6oRFTjdwl6iaqnzmaj10WvD+8fbwv2YsXTcbgXJxHZD8Lal23Zrfd/yl96TWVv1Gb6ADz8+gsEggwcPpr6+ngEDBqR4dkIIIURqZCSDaHe6d+/OHXfcQTAYxO9vpk+fC2MCo7M6miicWqEw3KStHPesp3U73XorT/e+p0R8dui44Sb1yPuyugdh57bEbIvrcWO3Iep83faNnE0g7OvAIm7vdzr3DD6LDX2+xBewgunRRx/Na6+9xpw5cyScCiGEyAmpoIp26cQTT2TkyJHMmzePrl2/Zfv2O9iy5ZaIZmu3kfWxD+UIpuH71seGVLd72sdWX53LLdrxGbFil8XeAjXR6+THi47uOqbW+5/ifzGv5i6aem5GKYWBgdaa008/nVtuuYXi4uIEnyiEEEJknwRU0W7V1tby4YcfsnTpSvba60m+/HIgjTvObA2MyW5tGh1UVVR4CwfP8BJv1dPQtro1FEY33ccG2vhN+8plO7d1kUtjg6jzCCYmr3ebw/zqh6B7Y+sav9/PRRddxFVXXSVTRQkhhMgbCaiiXXviiSc47rjjaGoy2W2337Jy+e6o5sNTvHNU7DRQbv1P3aqkiaun7rEzUV/X2GNEc78rVeQ+oSpw5K1fQWHSwryKu1nc6x/oHjutrbWmW7duXH/99Zx11llxP1kIIYTIFQmool0rLi7mqaeeYvTo0Si1g0DgCtYueRojuEeSvqfe3zt5q566v07UNB9vO6/N/Infa3ap7TzXs44vq1/GX2Jg7lJgmvTu3ZtJkybxk5/8JMnZCSGEELkj00zJNFMdwqJFi7j88stpatIEW/xs/+pFynRPAo45UZ0T+Me/e1Rk1wAvd5CK7vOqkrxO9Jxsmdv7+Os0DcY6nqmcwsrq9/EXWVNFBYNB9tlnH2praznwwAPz/b9OCCFEJ+J1minpZCY6hMMPP5y6ujoCATAMk+I9fwFqa9IppnB5Hb0sGbfqqZfm+9Sa9t23ibf9av8XPNDnPO4dfApr+3+Av8gakX/IIYfwwgsvMHfuXAmnQgghCpY08YsO47TTTmPr1q3ceeeddCneydZ+59JlxTMoSpL2QyXJ+2T7Eue923O0TJr2o31TtJAXqmews3IthmHgw4dpmowYMYJp06ZRVlaW5AhCCCFE/klAFR3K6NGj2bx5Mw8//DAVvTewVZ+Df+VcTyE1neopLtt6qZp6raJ67Xe6uOR55tfcQ7DH1tapogDOOussxo8fj98vf9SFEEK0H/JbS3Q4V199NU1NTTz22ON0672GBmMkRSueRenShKHUOR0UHsJsKtXTZFIJqqH3JiZvlv0v79fMxihvsZcrioqKuOyyy7jkkktkqighhBDtkgRU0SGNGzcOrTVzHp1DcY8NfG+cRvV3z+LX3eOEy8gJ9b3NNxo/mOISUr1UUb0E2iBNvNj9Dj6veR5/qdW3VmtNRUUFN910E6eeeqqHowghhBCFSwKq6LBuuOEGAoEAs2bNItBtM+v3PI2aZU/iN/tCTCVUtd7mlKgJ+eP1SXVKFjKz0bS/U23hX72msbx6AYFiH37ANE369OnD1KlTOeKIIzxfGyGEEKKQSUAVHdq1115LWVkZ99xzD5RuZ+2e51Dz3cOUtezv0sSvHMt00npmKtXTSNrxifH3Db3e7FvJv6puY2Pvj/AHfASwRuTvt99+1NfXs/fee3u6FkIIIUR7IQFVdHgXXXQRFRUVTJ9ehyrdybrdL8NcWU+vxuMgbkhUrc3+ifqexu4X+zr2WcX0d3Xbf23gY17qPZXtVcvw+Xz47WB65JFHUl9fT2VlZZpXRAghhChsElBFpzBy5Eh69uzJhAkTaPTtZEP/SbSsuYY+2y+ME0ATV1ATDZJKHFJ1zFbRn/JNl9d4p9f9bK9eGjFV1Mknn8yUKVMoKSlJ+zoIIYQQ7YHcSUruJNWpfPXVV1x11VVs2rSJliYoXTmaPRsm2HeM0hioiNfp3z3KqpDGvo9eHg63H5X+hUXVf0B130Gw2cQXMPD5fIwePZpx48bJiHwhhBDtntc7SUlAlYDa6WzcuJELLriAdWs2olUQ/+qhDNpwH4HWQBo/mCYKqpGvtf2sHO9VTCgFk3fL7+Xzmsfxl5mt51hcXMy1117L6NGj83ilhBBCiOySgOqRBNTOqampiXPOOYfl362geacf37bdGbz6MYroklIojRdSQ1VTw+7Lajj6shpAC7t4s2c931X/H4GudlQ1TXr16sUtt9zCCSeckO9LJIQQQmSdBFSPJKB2XqZpMm7cOP79xr8JBoEt1Ry08i901T0zrJ7Gf95lbOT1XlPZUL2QQBdf63kMGDCA2tpahgwZku/LIoQQQrQZCageSUAV9fX1PPfc8zRuU6jGMg5Y8UcqggNTrqAmCqmbfd/yZu/b2Nr7c/x+K5gGg0EGDx5MfX09AwYMyPdlEEIIIdqcBFSPJKAKgMcff5zfz/w9O7cF0Y3FDFr5W6qbjooJo6mG1LVF7/Fu7zqaK1dh+KxBTsFgkJ/85CdMnz6d7t275/urCyGEEDkjAdUjCagi5JVXXmHy5CnsaGjG3OVnj9WT2H3XL9Lqf7qs+AUW1/wW1XMLStkTV2nNyJEjmThxIkVFRfn+ukIIIUTOeQ2oMg+qELbjjz+e3r17c91117Hl+5182/d2gmsa2GfHf7VuE74daui9c43Jp90e5cuahwhUNGHYy/1+PxdffDFXXnmlTBUlhBBCeCAVVKmgiijLly/nsssuY8OazbTsNKjacCaHNEyImD7KWTGFFhZX3M2Kmqco6mb9edJa061bN8aNG8eZZ56Z528khBBCFAZp4vdIAqpws3HjRsaMGcPq5etp3KYp2TKYoRsfoIgie7J9CKrtLOpZy8bqVykqsaKqaZpUV1dz2223MWzYsHx/DSGEEKKgSED1SAKqiGfXrl1cccUVfPHZEnZuAqOxjMCGQ8BUUP4VzX2/I1AUHpG/zz77UFdXx/7775/vUxdCCCEKkteAWpAd4pRS1yqllimldiml3lFKHZFk+3OUUl/Y23+slPp57s5WdFTFxcXMmTOH0884lR59AqiyrWyreY2NNa+yvWIlyrCC6ZAhQ3jhhReYO3euhFMhhBAiCwqugqqUOg+YA1wFvAPcAJwD7Ku1Xu+y/dHA68CtwDzgl8AtwGFa6088fJ5UUEVSb7/9No888gjLly8nGAzi9/s5//zzGTVqFGVlZfk+PSGEEKJdaLdN/Eqpd4D3tNbX2e8NYAVwr9b6Ny7bPwmUaq1Pcyx7G1istb7Kw+dJQBVCCCGEyIF22cSvlCoCDgdeDi3TWpv2+6Fxdhvq3N72YoLthRBCCCFEASu0eVArAR+wLmr5OmC/OPvUxNm+xm1jpVQXoItjURl2ohdCCCGEEG3Ha94qtICaC7cC06IX9u/fPz9nI4QQQgjR+ZQB7eZOUhuBIFAdtbwaWBtnn7Upbv9r4G7H+zJgJdAP2JrBuXdmcg0zJ9cwc3INMyPXL3NyDTMn1zBz7eEalgGrE21QUAFVa92klFoEHA88R3iQ1PHAfXF2W2iv/51j2Yn2crfPaAQaQ+9D90kHtibqrCvik2uYObmGmZNrmBm5fpmTa5g5uYaZayfXMOl5FVRAtd0NPKqUeh94155mqhR4BOvCzwFWaa1vtbefCSxQSt0E/BM4H/gRcEV+v4YQQgghhEhHwQVUrfWTSqkqoM4e6LQYOFlrHRoINQAwHdu/pZT6JVAP3A4sAc7wMgeqEEIIIYQoPAUXULFC533xmvS11sNdls0F5qb5cY3AdGezv0iZXMPMyTXMnFzDzMj1y5xcw8zJNcxch7iGBTdRvxBCCCGE6NwKaqJ+IYQQQgghJKAKIYQQQoiCIgFVCCGEEEIUlE4RUJVS1yqllimldiml3lFKHZFk+3OUUl/Y23+slPp57s62MKVyDZVSByqlnra310qpG3J7toUpxWt4uVLqDaXUJvvxcrKf244uxet3plLqfaXUZqXUdqXUYqXUhbk948KT6t+Fjv3Ot/8sP9f2Z1nYUvw5vMS+bs7HrtyeceFJ43dyd6XU/UqpNUqpRqXUV53593KKP4PzXX4GtVLqn7k969R1+ICqlDrPnlt1OnAY8CHwolKqd5ztjwaeAB4GDrVvGPCcUuqg3J99YUj1GgJdgaXAxAR39OpU0riGw+2fw+OAocAK4P8ppfrm+NQLQhrX7wfgV/a1O9ieR/kRpdRJOT71gpHGNQzttwfwW+CN3J1tYUrzGjYAuzkeu+fwlAtOGr+Ti4CXgD2As4F9gcuBVbk/+/xL42fwzKifv4PsO3amO/NR7mitO/QDeAe4z/HesH+wJ8bZ/klgXtSyt4E/5vu7tJdrGLXvMuCGfH+HfD8yuYb29j77F91F+f4u7fH62fv8B5iR7+/Snq6h/XP3JjAWmA08l+/v0Z6uIXAJsDnf511IjzSu4VXAN0Ag3+deCI8s/C65wf5dUprv75Ls0aErqPa/vA4HXg4t01qb9vuhcXYb6tze9mKC7Tu0NK+hcMjSNewKBOzKYKeS6fVTluPtysvrbX7CBSiDazgVWK+1fjg3Z1q4MriG3ZRS3ymlViilnldKHZibMy48aV7D0+1bl9+vlFqnlPpEKTVJKeXL3ZkXhiz9LhkL/FVrvb3tzjQ7OnRABSrtCsC6qOXr7LtUualJcfuOLp1rKCJl4xreAax2+cdTZ5DW9VNKVSiltgFN9m2Q/1tr/VLbn25BSvkaKqWG2b/MLs/NKRa8dH4OvwTGACOBC+zfuW8ppfrl4HwLUTrXcC+7ad8H/ByYAdwETM7B+RaajH6X2H1VDwJmtd0pZk9B3klKCBGmlJoInA8M11p3+gEWKdgKDAG6AccDdyullmqt5+f7xAqdUqoM+DNwudZ6Y77Pp73SWi+0q39gXde3gM+BK4Ep+T27dsMA1gNXaK2DwCK7L/54ux+m8G4s8LHW+t18n4gXHT2gbrQ7A1dHLa9OMHhnbYrbd3TpXEMRKe1rqJS62R5sdoLW+qO2Pc2Cldb1s5u+vrbfLlZK7Q/cCnTGgJrqNdzbHpTyD6VUaJmB9TPZAuyrtf6mzc+6sGT8d6HWulkp9QGwT9ucYsFL5xquAZrtcBryOVCjlCrSWje14fkWmkx+l5TahY6pbXuK2dOhm/jtH9xFdvUErP9Jhv1+YZzdFjq3t52YYPsOLc1rKBzSvYZKqQl2leVkrfX7OTvhApPFn0ED6NI2Z1nY0riGXwCD7Qp06PF34DX79YrcfoP8y8bPod1vcrAdujqdNK/hm8A+9nYhg4A1nSycZvozeI79999jbX+mWZLvUVo5GPF2HrALuBjYH3gQ2ARU2+vnAL92bH800Gz3cdkPqLX7sB2U7+/Sjq5hkeOX2mrgLvv1Pvn+Lu3oGt4CNAJn2X2LQo9u+f4u7eT63Wr/w3Ive/ub7D/Xl+X7u7SXa+iyv4ziT/3ncCrwM/vn8DB76ridwAH5/i7t6Br2t0ed32sH01PtPpe35fu7tIfr59jvDXtwVN6/g9dHR2/iR2v9pFKqCqizf8EvtitSoU7GAwDTsf1bSqlfAvXA7cAS4Ayt9Sf5+xb5leo1BPoAHzje32w/Ftjze3Y6aVzDq+2g/1TUoabb/2jqVNK4fqXAA0A/OxB8AVygtX4yT18h79K4hiJKGtewB/CQve0mu/p1tNb6szx9hbxL43fyCnv+4nuAj+wplWbaA0c7nXT+HCul9gWG2f9YajeUnayFEEIIIYQoCB26D6oQQgghhGh/JKAKIYQQQoiCIgFVCCGEEEIUFAmoQgghhBCioEhAFUIIIYQQBUUCqhBCCCGEKCgSUIUQQgghREGRgCqEEEIIIQqKBFQhhBBCCFFQJKAKIUSOKaX2Vko9qJRaqpTapZRqUEq9qZQap5QqcWy3TCk1L2pfneDxx7x8ISGEyDJ/vk9ACCE6E6XUqcBcoBGYA3wCFNn3yr4LOBC4IslhXrL3jfZVG522EELklARUIYTIEaXUnsBfge+AEVrrNY7V9yul9gFO9XCor7TWj7XhqQohRF5JE78QQuTOBKAbMDYqnAKgtf5aaz2zLT5YKVWilPrCfji7EfRUSq1RSr2llPK1xWcLIUSqJKAKIUTu/AJYqrV+K8PjFCulKl0eRfF20FrvBC4G9gF+5Vh1P1ABXKK1DmZ4XkIIkRUSUIUQIgeUUuVAX+DjLBxuLLDB5XFmop201u8AdwLjlFLHKqXOBs4HbtVaS/9VIUTBkD6oQgiRG+X289YsHOt54D6X5V7Cby1wGvCo3d1gAfD7LJyTEEJkjQRUIYTIjQb7uSwLx1qptX45nR211k1KqTHAe8Au4FKttc7COQkhRNZIE78QQuSA1roBWA0clO9zAU6yn4uBgXk+FyGEiCEBVQghcmcesLdSami+TkApdTAwFXgE+ACYpZSqyNf5CCGEGwmoQgiRO3cC2+1QWB290r7D1Li2+nClVACYbVdyxwGXANXAPW31mUIIkQ7pgyqEEDmitf5GKfVL4Engc6WU805SRwPn2AEymUFKqQtclq/TWr+UYL/JwBDgeK31VuAjpVQdUK+Uekpr/UIGX08IIbJGSd94IYTILaXUQGA8cCLQx77t6Uf2XaYe0lo32tstAz7RWp/m2DfRX9oLtNbD43zmYcA7wB+01tc7lvuAhfYUWAdqrTdn+esKIUTKJKAKIYQQQoiCIn1QhRBCCCFEQZGAKoQQQgghCooEVCGEEEIIUVAkoAohhBBCiIIiAVUIIYQQQhQUCahCCCGEEKKgSEAVQgghhBAFRQKqEEIIIYQoKBJQhRBCCCFEQZGAKoQQQgghCooEVCGEEEIIUVAkoAohhBBCiIIiAVUIIYQQQhSU/w/GXMxWu1QsiwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "\n",
    "# plot the CIE 1931 chromaticity diagram\n",
    "clr.plotting.plot_chromaticity_diagram_CIE1931(\n",
    "    axes=ax,\n",
    "    show_diagram_colours=True,\n",
    "    show_spectral_locus=True,\n",
    "    spectral_locus_colours=\"black\",\n",
    "    spectral_locus_labels=[],\n",
    "    show=False,\n",
    ")\n",
    "\n",
    "# plot the sRGB color space gamut\n",
    "clr.plotting.plot_RGB_colourspaces_in_chromaticity_diagram_CIE1931(\n",
    "    colourspaces=[\"sRGB\"],\n",
    "    axes=ax,\n",
    "    show_whitepoints=False,\n",
    "    plot_kwargs=[{\"color\": \"white\", \"linestyle\": \"-\", \"linewidth\": 1.5}],\n",
    "    spectral_locus_labels=[],\n",
    "    legend=False,\n",
    "    show=False,\n",
    ")\n",
    "\n",
    "# plot the chromaticity of the disordered plasmonic system\n",
    "ax.plot(chromaticity_xy[:, 0], chromaticity_xy[:, 1], \"-o\", c=\"black\", lw=1.8, ms=5, alpha=0.9)\n",
    "\n",
    "# add text annotation and labels\n",
    "ax.text(0.3, 0.62, \"sRGB\", color=\"white\", fontsize=20, ha=\"center\", va=\"center\", zorder=4)\n",
    "ax.set_xlabel(\"CIE x\", fontsize=12)\n",
    "ax.set_ylabel(\"CIE y\", fontsize=12)\n",
    "\n",
    "ax.set_xlim([0, 0.75])\n",
    "ax.set_ylim([0, 0.85])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a7cf4d3-956e-4c62-905d-aff77f1ee080",
   "metadata": {},
   "source": [
    "Similarly, we can calculate the sRGB values from each spectrum and see how the color actually looks like. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2a31be10-c6ab-46ae-a59c-10ecfbd9fe75",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-05-15T13:36:19.444262Z",
     "iopub.status.busy": "2025-05-15T13:36:19.444180Z",
     "iopub.status.idle": "2025-05-15T13:36:19.510817Z",
     "shell.execute_reply": "2025-05-15T13:36:19.510482Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def reflectance_to_sRGB(ldas, R):\n",
    "    \"\"\"Convert reflectance to sRGB color (range [0, 1]).\"\"\"\n",
    "\n",
    "    XYZ = reflectance_to_XYZ(ldas, R) / 100\n",
    "    sRGB = clr.XYZ_to_sRGB(XYZ)\n",
    "    return np.clip(sRGB, 0, 1)\n",
    "\n",
    "\n",
    "sRGB = np.array([reflectance_to_sRGB(ldas, R) for R in R_2d])\n",
    "\n",
    "# plot the colors as a function of spacer layer thickness\n",
    "fig, ax = plt.subplots(figsize=(8, 2))\n",
    "ax.imshow([sRGB], aspect=\"auto\", extent=[1e3 * t_spacer_list[0], 1e3 * t_spacer_list[-1], 0, 1])\n",
    "ax.set_ylim(0, 1)\n",
    "ax.set_yticks([])\n",
    "ax.set_xlabel(\"Spacer thickness (nm)\")  # or whatever unit you use\n",
    "ax.set_title(\"sRGB Colours vs. Layer Thickness\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "applications": [
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  "description": "This notebook demonstrates how to model a disordered plasmonic system and structural color generation in Tidy3D FDTD.",
  "feature_image": "./img/disordered_plasmonic_system.png",
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text-decoration-color: #800080\">100%</span> <span style=\"color: #808000; text-decoration-color: #808000\">0:00:14</span>\nt_spacer=290... → <span style=\"color: #008000; text-decoration-color: #008000\">success      </span> <span style=\"color: #729c1f; text-decoration-color: #729c1f\">━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span style=\"color: #800080; text-decoration-color: #800080\">100%</span> <span style=\"color: #808000; text-decoration-color: #808000\">0:00:13</span>\nt_spacer=300... → <span style=\"color: #008000; text-decoration-color: #008000\">success      </span> <span style=\"color: #729c1f; text-decoration-color: #729c1f\">━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span style=\"color: #800080; text-decoration-color: #800080\">100%</span> <span style=\"color: #808000; text-decoration-color: #808000\">0:00:13</span>\n</pre>\n",
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