{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial: Basics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial shows how to perform a multipole inversion from a magnetic scan surface into one or more magnetic sources that are represented as physical point sources. The `multipole_inversion` library contains two main classes to perform the numerical inversions:\n", "\n", "- `MultipoleInversion` from the `multipole_inversion.multipole_inversion` library\n", "- `MagneticSample` from the `multipole_inversion.magnetic_sample` library\n", "\n", "With the `MagneticSample` module it is possible to define the scan grid dimensions and the location of the magnetic sources. From this class we save this information in `json` and `npz` files that can be inputted into the `MultipoleInversion` class. Both of these classes have extensive docstrings that can be read in this notebook for more information on the input parameters/arguments.\n", "\n", "Additional tools include plotting functions defined in the class libraries or in the `multipole_inversion.plot_tools` module." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import and definitions" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "lines_to_next_cell": 2 }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "# from palettable.cartocolors.diverging import Geyser_5\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "import importlib as imp # to reload libraries if implementing new features" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Load the libraries for the calculation of dipole fields\n", "import mmt_multipole_inversion as minv\n", "from mmt_multipole_inversion import MultipoleInversion\n", "from mmt_multipole_inversion import MagneticSample" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Define a colorbar for the plots\n", "def colorbar(mappable, ax=None, location='right', size='5%', pad=0.05,\n", " orientation='vertical', ticks_pos='right', **kwargs):\n", " \"\"\"\n", " Note: append_axes() reduces the size of ax to make room for the colormap\n", " ticks_pos :: if orientation is vertical -> 'right' or 'left'\n", " if orientation is horizontal -> 'top' or 'bottom'\n", " \"\"\"\n", "\n", " if not ax:\n", " ax = plt.gca()\n", "\n", " # fig = ax.figure\n", " divider = make_axes_locatable(ax)\n", " cax = divider.append_axes(location, size=size, pad=pad)\n", " # cbar = fig.colorbar(mappable, cax=cax)\n", " cbar = plt.colorbar(mappable, cax=cax, orientation=orientation,\n", " **kwargs)\n", " if orientation == 'vertical':\n", " cax.yaxis.set_ticks_position(ticks_pos)\n", " elif orientation == 'horizontal':\n", " cax.xaxis.set_ticks_position(ticks_pos)\n", " # plt.sca(ax)\n", " return cbar" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An example of docstring for the MultipoleInversion class:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\u001b[0;31mInit signature:\u001b[0m\n", "\u001b[0mMultipoleInversion\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0msample_config_file\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpathlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPath\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0msample_arrays\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpathlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mexpansion_limit\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mLiteral\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'dipole'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'quadrupole'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'octupole'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'quadrupole'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0msus_functions_module\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mLiteral\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'spherical_harmonics_basis'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'maxwell_cartesian_polynomials'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'cartesian_spherical_harmonics'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'spherical_harmonics_basis_area'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'spherical_harmonics_basis_volume'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'spherical_harmonics_basis'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m \n", "Class to perform multipole inversions\n", "\n", "Class to perform multipole inversions of a magnetic scan surface into\n", "multiple magnetic sources located within a sample. Specifications of\n", "the scan grid and the magnetic particles in the sample can be generated\n", "using the `MagneticSample` class. The sensors of the magnetic scan surface\n", "are modelled either as point sensors or sensor with cuboid shape (volume).\n", "\u001b[0;31mInit docstring:\u001b[0m\n", "Parameters\n", "----------\n", "sample_config_file\n", " Path to a `json` file with the specifications of the scan grid and\n", " the magnetic particles. The following keys are mandatory::\n", " Scan height Hz\n", " Scan area x-dimension Sx\n", " Scan area y-dimension Sy\n", " Scan x-step Sdx\n", " Scan y-step Sdy\n", " Number of particles\n", " Time stamp\n", " The following are optional::\n", " Sensor origin x\n", " Sensor origin y\n", " Sensor dimensions\n", " Sensor dimensions are required if a 2D or 3D sensor is used. The\n", " sensor origins are the coordinates of the lower left sensor center,\n", " in the scanning surface. By default it is `(0.0, 0.0)`. The sensor\n", " grid in each dimension (`x` or `y`) is computed as multiples of\n", " `Scan area / Scan step`\n", "sample_arrays\n", " An `npz` file containing the scan signal Bz and the particle\n", " positions (magnetic sources). The file can contain other\n", " information as well but it is not read here. If the two arrays are\n", " not specified they can be set manually using the `Bz_array` and\n", " `particle_positions` class variables.\n", "expansion_limit\n", " Higher order multipole term to compute the field contribution from\n", " the potential of the magnetic particles. Options:\n", " `dipole`, `quadrupole`, `octupole`\n", "sus_functions_module\n", " Spherical harmonic basis for the susceptibility matrix used for the\n", " multipole inversion. The fully orthogonal and linearly independent\n", " basis is the `spherical_harmonics_basis`. Other options are not\n", " orthogonal but might be necessary for comparison. These modules\n", " populate the forward matrix with the assumption that sensors are a\n", " point, which can be seen as sensors with an area or volume where\n", " the magnetic flux from the sources is treated as constant.\n", " Alternatively, susceptibility modules ending with `_area` or\n", " `_volume` model the sensors using a geometry with a higher\n", " dimension, e.g. a rectangle, where the magnetic flux is integrated\n", " within it. For details see the comments in the libraries in the\n", " `sus_functions_module/` directory and the Notes.\n", "\n", "Notes\n", "-----\n", "Mathematical details for the multipole inversion can be found in::\n", "\n", " D. Cortés-Ortuño, K. Fabian, L. V. de Groot\n", " Single Particle Multipole Expansions From Micromagnetic Tomography\n", " G^3, 22(4), e2021GC009663 (2021)\n", " https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2021GC009663\n", "\u001b[0;31mFile:\u001b[0m ~/git/mmt_multipole_inversion/mmt_multipole_inversion/multipole_inversion.py\n", "\u001b[0;31mType:\u001b[0m type\n", "\u001b[0;31mSubclasses:\u001b[0m " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "MultipoleInversion?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Testing the dipole field function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we are testing the dipole field from the `dipole.py` library. We set the dipole as close to the origin as possible, and oriented in the $\\hat{x}$ direction." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "dip_r = np.array([[0., 0., -1e-10]])\n", "dip_m = np.array([[1, 0., 0.]])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# we set the space grid in the -1,1 range in both x and y directions\n", "x = np.linspace(-1, 1, 150)\n", "X, Y = np.meshgrid(x, x)\n", "positions = np.column_stack([X.ravel(), Y.ravel(), np.zeros_like(X.ravel())])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Bz = msp.dipole_Bz(dip_r, dip_m, positions)\n", "B = minv.magnetic_sample.dipole_field(dip_r, dip_m, positions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now plot the dipole field around the origin, isolines are plotted for the $B_z$ component" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.085, 0.085)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.contour(X, Y, B[:, 2].reshape(-1, len(x)),\n", " levels=[-1e-11, -1e-12, 1e-12, 1e-11],\n", " colors='k', linestyles='-')\n", "# plt.contourf(X, Y, B[:, 1].reshape(-1, len(x)).T)\n", "\n", "# Normalise arrows\n", "U, V = B[:, 0], B[:, 1]\n", "norm = np.sqrt(U ** 2 + V ** 2)\n", "# print(norm)\n", "U, V = U / norm, V / norm\n", "\n", "p = plt.quiver(positions[:, 0], positions[:, 1], U, V, norm, scale=25,\n", " cmap='magma', width=.005, edgecolor='k', linewidth=.5)\n", "plt.colorbar(p)\n", "\n", "plt.scatter(dip_r[:, 0], dip_r[:, 1], c='C2', s=50)\n", "plt.xlim(-0.085, 0.085)\n", "plt.ylim(-0.085, 0.085)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The same using streamlines:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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49eoVrl69in379mHNmjWYPn16vnclNTUVc+fOha2tLaysrDB//nzJxkleJCYmIjIyEnK5HIsXL5ZkIB8/fhxKpRKdOnWSbFg/evQIarXaaO9Fy5Yt4ePjY5T3Nj09HRqNBnPnzjXq3Ezkg2u9YLwiDx8+ZD3eunVr1KlTh3P8/fv3gxCCt2/fGnV9R48eBSGEc406c+YMCCG4deuWUeM/evQIhBDs3r3bqP5JSUkwMzMzmj6i0+kM7yEg3rnxs/h/2jjiIxEzyMjIgIODA/r27WvUuWiahp+fHzp16sTZpnz58mjfvr1R4wO5PKwOHToY3b9s2bJGfz8AsLKywuzZs1mPpaWlgRCCDRs2GDX2li1bQAiRFDbNiwoVKvCSJfkwevRoaDQao0jYPXv2hFqtluxx2rdvH9RqNerVq2c0cZFBWloa+vbtC0IIoqKijN6ZAsCHDx8wffp0eHt7gxCCUqVKYc6cOUbzwPIiOzsbdevWRb9+/bBo0SIcOXIEr169+o/wkmiaxh9//AE7OzvI5XKDYTR79mwsW7YMAwYMQHR0NEqWLGk45uPjg9jYWKxZswZPnjwRbSikpaVh3bp1qFKlCq/nSqPRFDICvn79it69e0Mmk6F06dI4evSo0d85JycH/fv3ByEEPXr0kOQh27Rpk9Fh4hkzZkAmk+Hq1auS+166dEkUb5UL0dHRvAYKH378+AFCCGcyxN9//w1CCM6dO8d6vH379oUiJHmxdevWn6JGLFq0CCqVijM6MXfuXGi1WqNJ7XPmzIFGozF6U8XQY6QmLDD4888/QQgxPDcm46gIwdxcsdb0hAkTYGZmZpT3AQAmTpwICwsLzsWOyWozdkfYp08f+Pv7G9UXyM22aN68udH9zczMOD1Dr1694nX5CmHw4MFwd3c3qi9D3DNmQn337h20Wq1RiwCTISM1VLlz504olUo0bdrUaC8Mg8uXL8PPzw9arVayhyAvXr58id69e0OlUkGj0aBjx444c+bMf01m2b+F79+/o2/fvobw27Vr1wq1effuHTZv3oy+ffsiMDDQ0NbJyQktW7bEunXrRGd1zZs3D2q1upBhpFAoeLOObt68iYiICAPB+mdIvKtWrYJSqUT9+vWRnp4uuh+TYCA1cyknJwfBwcEoV66cUSHLatWqoVq1apL7AbnhcZVKZbQn1snJCePHj2c99unTJ17PSpcuXVClShXOsdeuXQtCiNHzf79+/RAQEMB5vE2bNrznF0JERARvWJAPNE0jMDBQlCOCDXq9HqVLl85HJjcZR0UI5uZ6enqK+tE+ffoEtVptdMbDkydPeENn165dAyEEJ06cMGr8tWvXgqIoox+Wzp07o3Llykb1BQCVSsU5UV6/fp1zsRGDiIgItGzZ0qi+w4cPh52dnVETcffu3WFvby85JHb//n2YmZlJDj2cOHECKpUKLVu2/KmwSXZ2NsaPHw+5XI7Q0FBOV78Qnjx5gq5du0KhUKBYsWKYNm2aUenc/xZomkZSUhKePXuGK1eu4NChQ9i4cSMWLlyI8ePHIyEhAfHx8UhISMCAAQMwcOBADB48GEOHDsWwYcMwYsQITJs2DatWrcJff/2Fixcv4tmzZ0hJScn3O924cQOjRo0S9cx8//4d+/btw4gRIxAeHp6PiL5s2TLBENzdu3dhYWFRiA8lZFTTNI1NmzbB1dUVarUas2fPNjpV/siRIzAzM0ONGjUkka0HDhwIiqKwf/9+See7ceMG5HK5USGWXbt2iaZDFMTjx49BCMFff/0luS+QOw+1a9eO9VhOTg5vRl337t0RGhrKOfbixYuhVCqNui4AiIyM5PWO+/j48GbL8eHLly+QyWRGc1IZj9/BgweN6s941S5cuGD4m8k4KkIwN3fZsmWiF+64uDi4uLgYTdIMCwvj1GKiaRouLi4YMGCAUWMzHpKTJ08a1X/kyJFGe2cAQCaTYdmyZazHDh8+DEKIUaniOTk5MDMzw5w5cyT31el0cHV1Re/evSX3ffDgAWQyGebPny+pX05ODipWrIjSpUtLckHfunULVlZWiIqKEv18ZWdnY+HChfnCWs+fP0doaCjkcjnGjx9vlJF1//59tG/fHjKZDE5OTpg7d+5PcZSkgKZpfP78GWfPnsXKlSsxZMgQNGrUCH5+flAqlawhKJVKBWdnZwQEBKBcuXIoU6YMAgIC4O/vj1KlSsHX1xfe3t7w9PSEvb096xharRYlS5ZEtWrV0KNHDyxYsABHjx7F+/fvJRm47969w5IlS1C7dm3I5XJQFIWIiAjMnz+fMyx8+vRpKJVKg4HEcK7q1KmDU6dO8Z4vNTUVgwYNAkVRqF69utFZbWfPnoWVlRXCw8NFG8B6vR4NGzaEra2t5POOGDECKpVKctacTqeDj4+P0ZslHx8f9OrVy6i+sbGxvAaOra0tZsyYwXqsT58+vNm2M2fO5M12E0KJEiUwYsQI1mNMNrKx+mgMEVoq145B165d4e7ubpTxrtfrERgYWEifzmQcFSGYm/vt2zf4+fmhQYMGgn2YuLKxjP8FCxZAqVRyaoX06tULnp6eRoUrdDodzM3NMXPmTKOubeHChVCpVEadW6/X8+6amEwPYxZYJhPPmPRPhiR5/vx5yX27dOkCV1dXyaEthlMhZWf7/PlzODk5ISQkRNLOfceOHSCEoFy5cvj+/TuOHz8Oe3t7eHl5GSUq+urVK7Rt2xYURaFEiRJYvHixpFCLMXj//j22bt2KhIQEVK5cGba2tvkyxry8vFC/fn0MGDAAixcvxpYtW3Ds2DGDHEhqaqrkZzY7OxsfPnzA7du3cfToUWzcuBELFizAyJEj0bZtWwQGBuYjhdvY2KBq1aro3r27pAXiy5cvWL16NRo2bAiVSsWbTbp9+3aDcbRgwQJs27YN5cuXByEE1atXx/Xr13nPderUKZQsWRKWlpZYu3atUe/xtWvXYG9vj8DAQNH8vsTERHh4eCAkJERSmn1aWhpcXV2NkvdYvHgx5HK5UYt1fHw8PDw8JPcDgGnTpvEaML6+vhg8eDDrsYSEhEL6fXkxbtw4o7XqUlNTQQjBunXrWI8fOXKElywuhObNmyM8PNyovomJiTAzM8OUKVOM6r9t2zYQQnDmzJl8fzcZR0WIvDeXIfyKWYAbN26MUqVKGWUFf/78GUqlkpObw2QcGENWBIDatWtLUgnPCybV1ZgJh6ZpEEKwYsUK1uPLli2DTCYz6roYw8oYmYPBgwfDyclJMqn3zZs3UCqVkr1VDx48kJyN8/nzZ4NnQ2qaduPGjSGTySCXy+Hu7g6ZTIbIyEjJvLiMjAxMmjQJWq0WTk5OWL58udHeUT7QNI2HDx9i5cqV6Ny5s4HYTUiuHlD79u0xdepUbN++HXfv3jVa0+bfQE5ODh4/foxdu3Zh6tSpaN++PYKCgowOKyYlJQnOGUuXLoWXl5fh96NpGnv27EHZsmVBURR69OjBS35PSkpC586dDYkmxhDl7927BycnJ/j5+YlOQrh+/TrUajWvlhsb1q1bVyhcIgaJiYmGUKJUbN++3eisMIZHyLXJq1ChAnr27Ml6TMg4io+PR5kyZSRfE/CPwC3XujF+/HjY29sbldzw48cPaDQazJo1y6hrmzVrFlQqlVHJNDqdDqVLl0bdunULHTMZR0WIvDdXr9cjJCQElSpVEtxxMQ/i9u3bjTrvL7/8gnLlyrGeJycnBw4ODkanuk6YMAG2trZGvQRMWE6KVtL169exePFiTJo0CTKZDKGhoahfvz5iY2PztVuwYAHMzMwkXxOQS1R3dnY2qm+pUqXQrVs3yf2GDBkCa2trSV4cnU6HSpUqwdfXV7S3JTU1FaGhoShevLjk8MLXr18NytPMx83NTRLZlKZp7Nq1C56enlAqlRg2bJhRAn98yMzMxN69exEbGwsHBweDRyg4OBgJCQnYunXrv1Yq438BXPPCokWLYGNjAxsbGyxcuJA362jnzp0oVqwYihcvbpR47ZMnT1CyZEmULl0aX79+FdVn1apVkr3qOp0OQUFBqFy5smRPV+vWrREQECC5H1OGaNu2bZL6Af9sXrkyPvmqBPTs2RMhISGcY7dp0wa1atWSfE1ArlEtl8s5NxO1atUymgzNbE6NpUSULFmSt3ICH5hw3pUrVwodMxlHRYiCN5cR4dq5c6dg39q1a6NChQpGua4PHDjAa+X37t0bJUuWNGrsEydOgBBilOJxenq65MmNKbPALNJMWMDLyytfuxkzZsDOzk7yNQG52ibGTBoM+VKqLsf3799haWkpOUNt3rx5oChKtHFJ0zTatWsHc3NzwZAJG5YuXcoqaih2Enzw4AHq1q0LQgiio6ONdrmzITU1Fdu2bUPbtm1haWkJQnJLhwwfPhyHDh0q8gntfxWfP39Gjx49QFEUypYty8sv/PDhA6KioiCXy7FgwQKjNImKFSuGSpUqiQ6Hd+3aFRqNRtL8w8y7Uo2VQ4cOgRDjalJ6eHhg4MCBkvvdvXuX19NVu3ZttG7dmvVYhw4dePlKfH2F0L17d5QrV471WFZWFjQaDebNm2fU2I0bN0alSpWM6suE/Y1JxMnKyuJNljIZR0UItpsbFRUlqsAh80IbU4uMIQlzkQJPnTpllKsZyI3j/0xhQFdXV4wZM0Z0e+bhz/uhKKrQizhx4kSjvT/lypUzilDNpElL5TlNnz4darVaUnjx5cuX0Gq1krJBFi5cCEIINm/eLOn6GJQrVy7ffWfqelWoUIHXc5iTk4OJEydCoVDAy8sLe/bs+VdS8jMzM7Fp0yY0bdoUGo0GhBCUL18ekyZNklxjTAxycnLw6dMn3L9/H2fPnsWuXbuwZs0arFq1CmvWrMHatWvx+++/Y/369diwYQP+/PNPbN68GQcOHMC1a9fw5s2bIgkd/idw7do1VK5cGYTkVhrgCjnn5ORg8ODBIISgS5cukvlzV65cgbm5ORo0aCCK2J+eno6yZcsiODhYUiJAgwYN4OXlJen6hOZRPrRr186oBf/z58+8G2i+4tu+vr4oVqwY59hly5ZFfHy85GsCgIoVK3J6Z5jC5sYYKN+/f4dKpZKclMKgRo0aqFq1qlF9f/vtN1AUhbt377IeNxlHRQi2m8uknItJow0NDUX16tWNOvfo0aNhZWXFqnmk0+ng7OzMW6eMD1WqVDG6hlmNGjXQpk0b0e1pmkbt2rXzhXfYlKhHjhzJW5eICzqdDmq12ijl71q1akkuspiVlQUnJyfJ3Im2bdvCyclJdEjq/PnzUCgURmcmLl26NJ8xWrlyZcyaNUvQ+/P48WOEh4dDLpdj7Nix/wqn5+XLlxg1ahSKFy8OQgjCw8Mxa9YsyWHCgsjOzsb9+/exY8cOTJ06FR06dEClSpXg4+MDGxsb1owzYz62trYoVaoUqlevjpYtW2Lw4MFYu3Ytrl69+tMCnEUJmqaxZs0aWFpawt3dnZcv+ccff0CtVqNSpUqSQ5hHjhyRpIh99epVyOVySUVm7927B4qiJBdlHjlyJKytrSUnDSxatAhKpVLy86/X6yGXy/Hbb7+xHm/evDmio6NZj5mbm0Oj0XCOXbx4caMK82ZnZ0OtVnPyWKdPnw5LS0ujxB8ZTpgx/CxGUdyYqg/p6elwcXHhlE0ATMZRkYLr5rZp0wbOzs6C3A2GwCyUasuGZ8+e8WYXxMfHw9nZ2SjS94gRI+Do6GjUTr1r166oWLGipD4PHz7MF1ZjE68bOHAgSpcuLfl6mPsk1UOXkpIChUIh2YPGeMK4ditsYDhoq1evFtX+48ePcHFxQbVq1YxKs7948SLkcjkUCgUWLVokqko6TdNYtmwZzMzM4OPjg4sXL0o+b17o9XocPHgQjRo1gkwmg5WVFRISEnD//n2jxktMTMRff/2FUaNGoWnTpvD3989ncNvY2KBy5cro1KkThg4daighsmvXLpw5cwb379/Hp0+fkJOTA5qmodPpkJ2djaysLGRkZCAtLQ2pqalITk7G69evce3aNezfvx9r167FjBkzMHDgQLRv3x6RkZHw8vLKZ3j6+PigadOmGDNmDDZv3ozHjx8XufilFI/WixcvEBERAYqiMGzYME7vy5UrV+Di4gIXFxfJGkGMOvHQoUNFtR81ahSUSiVu374t+hy//PILvL29Jc15Dx48MCp0zmyCjclidXZ25qwh2a5dO9SsWbPQ3xlDgStjTK/X80qh8OHOnTu8yUTR0dGoV6+e5HGZvsYKbnbu3Blubm5GzXHTp0+HQqHgLddlMo6KEFw398WLF4b6U3ygaRrBwcGoXr26UZNlvXr1ULFiRaxfvx7BwcEYPny44djly5eNDtsxaZtSFngGM2fOhKWlpWRC99ChQw0vPxuXKiEhwahMDKZS9ePHjyX1Y4iTf//9t6R+9evXl5SyStM0KlWqhPLly4ua1HNyclCjRg04OTkZRUI+ceIEzM3NERYWJjoT6cOHD2jYsCEIyS0T8TN12lJTUzFnzhxDlln58uWxYsUKyaHLT58+Ydu2bYiPj8+nMu3i4oK6desiISEBv/32G06ePImPHz/+x5W4U1NTceXKFaxZswaDBg1CVFQUnJ2d8xHfO3XqhHXr1uH169f/+vmbNm2K5s2bi67lqNPpMHPmTCiVSpQvX57z3X///j0qV64MjUYjWZBvwYIFIIRgzZo1gm0zMzNRpkwZSeE1RgRXapi5VKlShRJAxFwfnweID2XKlOEMn3fs2JHVmIiKijIY22w1Gt+/f2+UkQfk1v2UyWSsXuvMzEyYmZlxai/x4f3790YbbK9fv4ZCoTCqjt2XL19gZWXFG2KkaRodO3Y0GUdFBT7Lc8SIEdBqtYIT3549e0AIkVzdOikpCV26dOEk0tI0jdKlS6Nt27aSxgVy07K1Wq1Raa4HDx4EIURyOYIfP35AJpNBrVazHh80aJBRpU3Wr1/PmzrLhfHjx8POzk6SkffmzRvIZDJOOQI2MJW4xf7+48aNg1wuL6TZIQb79u2DRqNBVFSU6Ptx5MgRQ9bS3r17JZ+TQXp6OubNmwcHBwcolUp06NABFy5cEG20ZGdn49ChQ+jVqxf8/f0Nz7y3tze6du2KdevWGS1e+J/E169fsX//fgwePBjBwcEGo87Hxwc9e/bEli1bflpBnKZprF+/Hm5ublAqlRg4cKDoMW/evIkyZcrAysqKs0ZXRkYGGjVqBKVSiR07dki6tri4OKjValEJBEx4TYoKdlRUFMqXLy/JGB42bBgcHBwke9n9/f2N4viEhYVxZsC2bdu2UPLIyZMn883zCoWiUJjqwoULIIRI8rQx6NKlC4KCgliPMdxYY4rNzpo1C2q12qhab4MGDYKNjY1Rma8JCQmwsrLi3fwxtf1MxlERgc84Sk5ORvHixQULwdI0jYoVK6Jq1aqiX+g1a9bAzMzMQKBlyLQF46szZsyARqMxSt8nOjq6kKKoGLx9+9boHYyjoyOnQNrw4cPh7e0tecyZM2fC2tpacj9j9J4mT54MMzMz0S9bRkYG3N3dRZ/nxo0bUCgUnC55Phw7dkxSvTWaprFgwQLIZDLUq1dPsn4Sg8zMTCxevBguLi6Qy+WIi4sTndKbk5ODI0eOIC4uDnZ2doYsxp49e+LPP/80uvr4fxO+fv2KHTt2oG/fvihdujQIIVAqlWjUqBE2bdr0U6riaWlpmDJlCiwsLGBnZ4cFCxaICrdlZGQIliDKzs5GmzZtIJfL8ccff4i+poyMDISEhKBkyZKiwrkjR46EUqkU7fllsm0PHDgg+poYw0KKBAmQG8arXbu2pD5ALpeRi5fZokWLfJo8NE0jJCQkXzFjuVxeSCiSSZc3xpjw8PDgJKUPHToUTk5Okj2vNE2jTJkyRmXPJSYmwsLCAqNGjZLc98mTJ1AoFJg2bRpnm6SkJDg5OaFx48Ym46ioIBSzXLFihahU0f3794MQgiNHjog676JFiwqRQhUKBbp3756v3du3b42uZzN//nyo1WrJhFKapmFnZ2cUMbBJkyacBtDo0aONKk2SkJDAW0yRDdnZ2TAzM5MkWqbX6+Hp6clb7LMgfv31V8jlclEp8FlZWShXrhzKly8vOUPqxo0bsLS0RL169UT1zczMRLdu3UAIweDBg43irWVnZ2PlypUoWbIkZDIZOnbsKCrEk5OTg6NHjxpq0jHeoZEjR+LGjRtFEh6jaRopKSl48eIFrl27hitXruDatWu4ceMGbt68idu3b+Pu3bv4+++/8eDBA7x79+6n6tbx4e3bt1i4cCEqVaoEQgjMzc3Rrl077N271+jMuA8fPqB79+6QyWTw9fWVZDjwQafTGZ4TKeGlly9fQqFQ8HqnGKSnp6NkyZJo0qSJqLFpmkZ4eDgiIiJEX49er4ejo6Nkbbhx48bB0dFRUh8AiImJ4dwQNW3aNF+lBaYOXMGPVqvN5w2cOnUq7O3tJV8Lw7niKhsSGBiITp06SR6XCXEa86xNnToVarXaKNHHli1bwtXVlXfd6t+/P8zNzQ3VKkzGURFAyDjS6XQIDAxElSpVeCd15oUODw8XPfn/+eefUKlUhh2FXC5nzU6rV6+eUYQ45qUx5uGuWbMmWrRoIbnfqFGjOA2g8ePHGyWN36JFC8kesCtXroAQIol0zLi+xe4+s7Ky4Obmho4dO4pqP2bMGCgUCty8eVP0NQHA06dP4ejoiNDQUFFcoU+fPqFq1apQqVScZH8hHD9+HH5+fiCEoHXr1pJI1h8+fABFUfDy8sLw4cNx/fr1nzKIaJrG+/fvcezYMSxcuBD9+vVD69atUadOHZQvX95QdNWYLLVixYqhbNmyqFOnDtq3b4/Bgwdj1qxZ2LJlCx48eGBUdk9ePHv2DFOnTkWZMmVACIGdnR169uyJe/fuGTXenTt3UKdOHRBC0LVrV6M8ygWh1+vRv39/EEIkheEHDBgAQnIzU8eOHcvrRWLI3GILajMK1lK0kuLi4uDj4yPpWWOqIogVuWTAPH9sKGg4/fHHH7CxsYGZmVm+Z08ul+fjZsbFxfEKRHIhJiYGhBDWwr+M2OWff/4peVwmIUjqO5CRkYHixYtzqoTzgfEA8uns3bx5EzKZDLNnzzYRsosSYm4uQwgWKtjHFFaVEo66du0anJycDLyFvIRsBszE8ujRI9HjArmLSsmSJY2qwpyQkIBSpUpJ7jdnzhxYWlqyHpsyZYpRu7QqVapI3vksWLAAGo1G0k49Pj4ebm5uoifX1atXiyZ8X7t2DXK5HBMmTBB9PUBuVpu3tzd8fX1Fka9v3bqFkiVLwtHR0SiNrE+fPqFDhw4ghCAiIsIongKQm71ojEGUlJSEw4cPY968eYiLi0OVKlXypeyrVCoEBASgdu3aaNWqFfr06YNx48Zh4cKF+PPPP3HkyBFcu3YNt27dwo0bN3D9+nVcvXoVly9fxsWLF3HhwgWcPXsW+/btw+rVqzF16lTEx8ejZcuWqF69Ovz8/AyClYQQaDQahISEIDY2FvPnz8exY8eMKscB5Bo2I0aMgIuLCwghqFevHo4cOWJUuGPVqlWwtLREiRIlRHurhcYcPXq0JA9SRkaGYd6SyWTQaDQYMGAAa6hUatJCdnY2ihcvLmnuYjKHpfDWmIoAUms2xsbGcmokRUdH45dffin0948fP4IQgr/++suQQZkXkZGRkjekjJgwIQRbt24tdHzt2rWgKEpU+DMvMjIyYG9vLzozMS8WLVoEmUwmOpGAgV6vR2hoKIKDgzmfEb1ej8qVK6NMmTLIzs42GUdFCebmCpEdW7ZsCScnJ94fgaZp1KlTB6VLl5ZkbX/8+NEg5semAp2RkQE7OzvOYoZ86N27Nzw8PCRPwGvWrAFFUZIfOkbqnU1zZPbs2bCyspI0HgD4+flJ/u6xsbGSdmE0TaNEiRLo16+fqPY6nQ6+vr5o1qyZYNvs7GyULVsWQUFBkkI5ycnJCA4OhrOzs6gJ/8yZM7CwsECFChUkZ0/p9XqsXLkStra2sLOzw+rVq40qPyMVP378wIEDBzB06FBUrFjRwMHTaDQIDg421FnbtWsXHj169NOeHLH4/Pkzjh8/jgULFhikLRhRS0IISpYsia5du2LTpk2SjaWsrCysX78eQUFBIITA0dER5cuXx5w5czB16lSMGjUKCQkJ6NatG3r37s3JQXn16hUiIyNBCEHPnj1/uuQLTdNISEiATCYTVSEAgMEjltcbolAoWDXJLl26BEK4C1MXxLBhw2Braytah+jbt28ghOD3338X1R74pyKAlD5AbnHwChUqsB6rWbMmqzYPo6zNJR3g4eGBYcOGib6GBw8ewNzc3JABx0Ysb9asmVHFYpn6cVIV8zMzM+Hq6ooOHTpIPiejp8SXqMJouzHGrMk4KkIwN3f69Om87V6/fg0zMzMMGjSIt93Vq1dBiHi9GwaZmZnQarUwMzNjNWQGDx4MOzs7yYJljDdLqgfg/v37IIRIrsnEhKbYvFwrV64ERVGSF11nZ2fJHpeKFStK4g4xv5vYjDPGHc9W76cgGFL0jRs3RF+PXq9HTEwMrKysRGWvHDt2DGZmZqhVqxZv6I3NOLt37x6qVasGQnKVlo31jIhBTk4Ojh8/jlGjRqFy5cqGkLKTkxPatm2LFStW4OHDh0ZxpIoaOp0ODx8+xNatWzFgwIB8hkFwcDCGDRuGo0ePin5HaZrGiRMn8hldMpkMSqUSSqUSFEVBJpPx8jZomsZvv/0Gc3NzuLu7G6W3lhd6vR6tWrWCWq0WlU0ZFxeXT4uK8SRxeZ/at28PR0dHUYYcU/pn48aNoq+/XLlyrGnyfChWrJjkavE9e/bk1IILCgpCnz59Cv2d8fKwbVxSUlIkGWmJiYnw9PTMR/IuyMtMS0uDVqs1KoW/WrVqRhHVmXJGUo2qd+/ewczMjLfs0du3b2FpaZlPnNdkHBUhmJur0WgE3YDTpk2DXC4X5Au0bNkSbm5ukhVbly1bxuniffTokajQXkFkZWXB2toa48ePl9RPr9fD2tpa8qTBCDYePXq00LFt27aJ8tIVhIWFhSStDL1eD61WK6nP6NGjYWtrK8qzQ9M0ypcvL4oH9e3bN9ja2kpW2546dSooimLlERTEgQMHoFarER0dzfvMXb58GVqt1qAhQ9M05syZA6VSCT8/P9F8EKnQ6/U4e/Ys+vTpYyg66+DggJYtW2Lp0qV48ODBf1zD6N/Cu3fv8Pvvv6NDhw5wcnIyzCVNmjTB9u3bRZfCaN26NWuChliV++fPn6NGjRqQyWSYO3fuT93PzMxM1KpVCzY2NoI6acuWLctX20+r1fI+s69fv4ZKpRLcjDKoUaMGq6AiF/r16wcfHx/R7YFcY0Zq+ZG4uDjOGmnu7u6sWVrLli2DTCZj9X4ymnZiynvk5OSgVq1a+QwjxjDNO7cyYUapdAzGw8UWpuNDVlYWSpQoIVl6JiUlBW5ubrzfn6ZpNGnSBM7OzvkSAEzGURGCubkeHh6IiIjg9WpkZmbC19cXtWrV4p18Hj9+DLlcLilTCvgndZIrC6JOnTpG1ahp164dAgMDJferW7cuYmJiJPXJzMwERVGsnjNGlFGKfpJerwchRJLu0JMnT0CI+MxBAAgICBDNazp9+rTo8RMSEmBpaSkpa+Po0aOQyWSi0v13794NpVKJxo0bCy7E7du3Nyy6u3fvNhA5Bw8eLLnelhBomsbNmzcxbNgwlCxZEoQQuLq6YvDgwbh27VqRGkNZWVlIT09HZmYmsrOzodPp/iPGF03TuHPnDubMmYOKFSuCkFxV7549e+LcuXO815CdnY2IiIhCC54UQ0en02HYsGEghKB9+/Y/VfYkKSnJQHZ/9eoVZzsmo4mQ3Kw8FxcXQa9Qz5494eDgIOr6GI0zsTIAW7duBSEE7969E9UeABo1aoSGDRuKbg/kZoDZ2tqyHrO2tmYlto8ePRolSpRg7cPQGMTcEyZTkPE05n1e8uqYde7c2aiKBP369YOTk5PkbM7ly5eDoihJorvHjh0zbCr46m4yBP3t27fn+7vJOCpCMDd33759IIRg4cKFvO2ZKtB52f9sk1evXr1ga2tbqL6YEBiSL5tbkvG8SMngyNvv2bNnkvqNGzcOxYoVk7ywcIXBmNCVlPDSjx8/QAjBpk2bRPfZuXMnCCGii8Y+ffoUhHAXkiyIjh07wtvbWzA8yJRUkeLWfvPmDYoVK4a6desKhpa2bNkChUKBli1bCk5kX79+hVKpNOwwKYqCtbU19u3bJ/raxCApKQmzZ882iDza29ujV69eOH369E9zmJKTk3HhwgWsWbMGM2bMwODBg9G5c2c0aNAAoaGh8PT0hIWFRSEPTN6PTCaDQqGAra0tAgICDFlqQ4YMwZw5c7Bx40acOHECz549+2mD6sGDBxg1ahRKlCgBQnL1ncaNG8dpbHz58gVubm6Qy+WGciyEENSsWVNSwdBNmzZBq9UiODhYtB4VG96/fw8PDw8EBQVxeiQzMzPh7OyMTp064e+//4a5ublgltKzZ89AUZSozLj09HSYm5tj6tSpoq75w4cPIESawnbv3r1Rvnx50e2B3FCcUqks9He9Xg+KolilVzp27IgqVaqwjjd48GB4eXmJPv/79++xbds2WFtbo1ixYgajmplrcnJyYGdnJ1lnKDU1FVZWVhg9erSkfllZWfDw8BDt6UxOTkb37t3zvZtcekqJiYlwcnJCkyZNCr2TJuOoCJH35vbt2xdmZmaCxTJbtGgBR0dHPH36FO3atWPV+vj48SMsLCwkZ4oxkw2b+mp2djacnJwkp0impKRArVZjzpw5kvoxMXKpWQfh4eGscX/GoyNFSZxJRZWyiE+ePBn29vaiF7cVK1ZAJpOJesESExOh0WhEhQViYmLg4eEhmoOSlZWFSpUqoUSJEoLZJYcOHYJcLkf79u1FkZTnzZuXL/zBhLbevHkj6tqE8OLFCwwYMAAWFhZQKpVo164dDhw4YJSWUFpaGq5du4bff/8dQ4cORf369Q0GBvOxtbWFr68vqlSpgiZNmiAuLg4jRozA3Llz8fvvv2Pjxo1Yv349fv/9d6xduxarV6/GypUrsXz5cixduhTTp09H//790apVK0RERMDX17eQYWVlZYWIiAjEx8dj1apVuHbtmlFFevV6PU6ePImuXbvC0tKSV6X8zp07Bg7Sjh07sH//fgQEBIAQgi5duogOSd+6dQseHh4oVqzYT4VLb968CY1GU0h/LS/yvmeLFy8GIezlg/KiQoUKkMvlorhHLVq0kJRc4e3tLamY87Rp02BnZye6/YcPHwwem4JczsTERBBCsG3btkL9+Ap6R0dHo1GjRqKvAch95wgh2LVrF9LS0nDhwgWDtAMjpCn0OxQE4/2RalQvWbIEFEWJKld16tQpODk5FRLFZONpAUC3bt1gZWXFmgVpMo6KEHlvbkpKCjw8PFC1alXeXfu7d++g0WigVqsNCw7bzo4pnCeVnDZ37lwoFArWHebEiROh1Wol63I0bdqUM0bOhcTERFAUJaqOUl60atWKlSfAZJNIiWUzHCYpxPBu3bpJ+q7t27cXXWh30aJFUCgUgl4phpjONklyYeDAgVAqlYKCozdu3ICFhQUaNmwoyjCiaRqenp6snhSu6uFicfnyZbRq1QoymQy2trYYNWqU5HpxmZmZOHHiBEaPHo3w8PB8oQIPDw/ExMRgxIgRWL9+PW7evGmUgSIWKSkpePLkCQ4cOIDp06ejdevWKFWqlOE9l8vlKFu2LLp27YqtW7dK5s+lpaUJ/mb79+9Hp06dDHNQTk4Oli1bBmtrazg7O4veKHz9+hWRkZGQy+WiM8TYwHizxWhm5eTkoGzZsqhWrRrv5oQp/eDv7y+4sDFSJnzhvbxo3rw5pwYRG1atWgVCiOgkgP79+xueh+bNm+c7xnih2TaAHh4enKnxzs7OGDlypOhrBnINEoVCwap11aNHD7i7u0vyfjLlqsRk4OZFamoqnJycROu9NWvWrNA8pFQqWb1cTCmr5cuXs45lMo6KEAVv7pkzZ0BRFGco5OPHj2jevHmhH5ctJJORkWGY3KUgNTUV9vb26Nu3b6Fjnz59glqt5pVWZwMTi5davDU4OFj0Q89g7NixcHJyKvR3mqah0WiwYMEC0WMxxpEUb1NUVBSrzggbaJqGm5ubKKkAmqYRGBgoavKoU6cOgoODRU9OZ8+eBUVRmDdvHm+7V69ewdnZGSEhIaKLxzKLGxNSY8Jd7dq1w8mTJ0WNkRc0TePgwYOIiIgAIbnq14sXLxZdJkOv1+P69euYOXMm6tatC61WC0JyBRlbt26NZcuW4fLlyz9VHPffRmpqKi5duoRly5ahZ8+ehkw1mUyGypUrY+LEibh8+XKRZtm9ffsW9evXByEEsbGxoupd5eTkoHfv3iCESHrvCqJr167QarWiMieZotcF+SF5wRRZZZ4fviSXpKQkKJVKVnkANkyYMEESHYCZG8UIar59+9YQnmY+ea+d4SMW3BCnp6eDoihWI5Up17Rr1y5R18ugXr16rEkhWVlZsLW1lWxsMYaI1JqP06dPh1KpFM0lTUtLw4QJEwp5jgpydJOSkuDm5oaoqCjO39JkHBUh2G7usGHDoFQqWdPfQ0JCWHkM8+fPZx2fefGkCrVNmTIFarWadRferVs3uLi4SBI4TE9Ph4WFBSZOnCjpOoYMGQJXV1dJOxBmp8c2efv4+EiS+DfGOCpVqhQGDhwoafw9e/YItmUySoQUx5l2Yr1G6enp8PPzQ5UqVXgX18TERAQEBMDDw0M0n+rmzZsGg6hq1aqYN28e7ty5YzSf5s6dO4bq4pUrV8bOnTtFGQQ0TePy5cvo16+fIWPNzMwM0dHRmDNnDm7duvUf0VX6N/H69WusXLkSv/zyC6ytrQ1GZ9u2bbF9+3ajS4XwgaZprF69GlZWVnBzc8OhQ4dE9WGI2pMnTzbqt09PT0dgYCB8fX1FLUQNGjSAl5cXJ9H/1atX+eZPjUbDyxOKjo5GjRo1RF2rVM4hwyMV45nq06dPvkVdoVDkC5Ux9dEKGvY3b94EIewaR8z1SiGRJycnQ6lUsnJkmULoYkJceVG3bl2EhIRIej6+f/8OGxsbzpAYF+7fvw+5XJ5PDqOgd4gJQ/P9LibjqAjBdnMzMzMRGBiIcuXKFXLhHzp0CCVKlMjH35DJZJyLMU3TqFatGsqWLStJwC4pKQnW1tasHg0m1VKK/gcAdOrUCaVKlZL08DO8IynpoMxEwKbQXLNmTc64OxueP38uKaxG0zTMzMwEPTAMmCwRMbvwgQMHwtnZWdAYaNq0Kfz8/ER7EYYNGwa1Wo0HDx5wtsnMzESNGjVga2vL2y4vTp48CSsrK7i4uEgi9LLhw4cPiIuLM9T22r17t6jn6MWLF5g8eTJKlSoFQnIzUgYPHozTp08XifHwf4WcnBycO3cOY8aMQXBwsMET1r9/f6NVxvnw+vVr1K1bF4QQ9OjRQzDUSNM0pkyZAkIIhg0bZpSB9PjxY1hZWYlK1WYWPy7SNRN+Kvjp378/67UxvEAxGlzM2IcPHxb+UgAuXrwoyph49epVPk2nvN5YxlM0c+ZM1sLbTBiRLQw7YsQIyWWVmE03GzeodevWKFeunKTxGKVwqVIxo0aNglarlRRKp2katWrVgo+PDzIyMnDmzBk0adIk37zGrDtCWcom46gIwXVzb9++DZVKxerlyMjIwLRp06DRaAxGUt4qzAVx9epVUBSFRYsWSbq2MWPGwMzMjHVCiIqKQsWKFSVNcswO6fr166L7pKSkQKFQYOnSpaL78LmQO3bsKKlOnFTj6OvXr4Iu/bzo0qULgoKCBNvRNA13d3f07t2btx1TCFGsCOjly5chk8kECd49e/aEWq0WXfdt06ZNUKlUiIyM/KmJIy0tDZMnT4a5uTns7Ozw66+/Cho1P378wMqVKw1hN3Nzc3Ts2BFHjhz56bBTWloabt68iUOHDuGPP/7A3LlzMXz4cHTt2hUxMTEIDw+Hl5cX3N3d4enpCW9vb/j5+cHf3x8BAQEoW7YsAgMDUa1aNbRq1QoDBgzArFmzsH79ehw/fhwPHjxAUlLST2eq3bt3D4MHD0bx4sVBCEGFChWwaNEiydmrfKBpGsuXL4dGo0FoaKgocv38+fNBCEHv3r2N8tQxysl//fWXYNu+ffvCysqKlR/58OFDViNDpVKxzndMYsaWLVsEz6vX62Fubi66ThzzznIpVzNgiouzfRjxxvj4eJQtW7ZQX74Ct7Vr15bM8+nQoQNrht2PHz+g1WpF60gxiIuLg7Ozs6QNy/v372FmZsZZ8JYLa9as4Y2mfP/+Ha6urrzhNAYm46gIwXdzZ82aBYqiOHkZb9++RZs2bQwxU77MnO7du8Pa2hqfPn0SfW1fv36FhYUFq4HGxIelcEZycnJQvHhxQZXvgqhatarkmj9eXl6sXq+RI0fCw8ND9DhMRoZY44jxWvGRmr99+4bExESDmKMYgcYbN26ICo927NgRbm5uoiaZzMxMlClTBiEhIbxexc2bN4vaRTFYsWIFCCHo2LHjT3ln9u3bBzc3NyiVSgwePFiQfPz582eMHTsWtra2kMlkqFu3LtavX28Ud0iv1+Pp06fYtWsXJk6ciBYtWsDPz6+QrouFhQU8PT0RHh6OmJgYdO3aFcOGDcPo0aMxcuRIDB8+HEOHDsXgwYMxYMAAJCQkoG/fvujQoYOh1A8TEsv7sbOzQ506dTB06FBs2rQJjx49MsqYyM7Oxu7du9GkSRPI5XKoVCq0b99ecsiDD9euXUOJEiXg6OiIc+fOCbZftWoVKIpC7969jarr1qBBA7i4uAhydD5//gytVssq68F4v/NyTnr16sXLW/H19RUdvgkNDUVsbKyotm/evBEVLgdyN4tMKGns2LH49OlTvjm9WbNmrEkOLVu2ZE1S0ev1sLS0lGTM5OTkwNbWFmPHji107I8//uD0KHHhw4cPUKvVouUSGHTr1g12dnaSkhI+fPgAW1tbXk25Dh06wMrKSlSY02QcFSH4bq5Op0OtWrXg6urKmx02dOhQEEJ4X9wvX77Azs5O9AvLYOzYsdBoNIXclszCzuexYsOAAQNQvHhxSYvmuHHjYGtrKyksGBMTwzpJLF26FAqFQvRYr1+/BiFEFLcCyBUVI4RbaJKmaUPKNkME9vf3R/fu3XlTrMeOHQsbGxteA/jdu3eQy+Wc/LOCyM7OxsSJE3nDLk+ePIGlpSXatm0raiHbsGEDKIpC3759jfZ+JCcno1u3biCEoH79+oLSFi9fvkR8fLyh/M3AgQMl13bLysrCqVOnMGrUKFSqVMlQM4oxVGrWrImEhASsXLkSFy5cwKtXryQr0PMhLS0NT58+xZkzZ7B582ZMmjQJzZo1g7u7ez5DrFq1akhISMCmTZske4E+fvyI2bNnG0Qxmzdvjps3b/4r1//p0ydUr14dSqWSM7MnL5gMLakLIpD7TlpYWIjaVMTHx8POzq4QWZ8J42g0GpQqVQo+Pj6Cz2tcXBzKlCkj6hpbtmwpOmON8Tbv2LFDVHu9Xg+5XM5aIiUkJARxcXGF/j5p0iTWUD9jJErhVDIlodgiALVq1UL16tVFjwXkhvUtLS1FUQsY3L59GxRFiSbJM2jVqhUcHBw411OmLNMff/wharxPnz6ZjKOigpDl+fbtW9jZ2aFp06a8L2+bNm2g1Wp5hRaZ8iBC7tu8SEpKgq2tLWvmGuNRkKJlwbyMYicCALhy5QoIkVa5ety4cXBwcCh0zxiV7AMHDuD3338X9MQwuiFiw2SMkirfwlW1atVCmj+EEE5lciC3wKZQMcVp06ZBq9WKynoRg8zMTFSoUAE+Pj6iXv6dO3dCLpcjNjbWaHLzyZMn4eHhAQsLC6xcuZL3mb937x46deoEhUIBOzs7TJgwId+kt27dOs4EAJqm8fjxYyxevBiNGjUyGKxMxtqsWbNw6NAhvHv37v+8tMjXr19x9OhRzJw5E61bt4aPj4+Ba1itWjVMnz5dEsk9KysLq1atgpeXFwghaNSokagafULIzs5G3759QUhuIVqhDdCECRNAiLgU/YJgCoAKea5fvnwJuVxeKFOOpmns2rUL3759M8wJQl4vRi1bTIX5IUOGwNfXV7Ad8I/EiNg58ePHjyCEYPfu3fn+zmy8pFRGWLRoEZRKpSQ189jYWPj6+hZ63hgdOSm8ocTERFhYWEgKjdE0jaioKPj6+kraZP/1118gJL+Acl68ffsWtra2aNGihah36dOnT4bNi8k4KgKIccsxNWq4iikCue5Wd3d33tIiOp0OISEhCAoKksS9YFIlC1Zm1+l08PHxKaS1IYTw8HDUr19fdHu9Xg8nJydJWWZMxgTj3j1x4gQGDBiAChUq5DNIhPSIcnJyQAgRrbXEpK3zeaaYArh5r0OpVHLqUTEFMPkUtPV6Pby9vSXLHvAhISEBKpVKlKL4oUOHoFQq0bp1a6N4Penp6RgwYAAIIahevTpveOPdu3fo0KEDCCFwc3PD/PnzC3kGzp49awiBMSEkJmOtb9++Bt0lpVKJmjVrYtq0abh+/fr/bzLW3rx5g+XLl6Nx48YwMzMDIQQlS5ZE7969sW/fPlHlWHJycvDHH38YyOr16tXDpUuXfvraVq1aBZVKhaioKN5Fl6ZpQ+FYseRlBnq9HhEREfD29hZc2Dt27IgSJUpwLqR6vR4uLi6Cwo2MF1mMEbNw4UKo1WpRz5NU4+j69eusm1ImJV9M5iuD5s2bIyIiQnT7zMxMWFtbs4bURo4cCWtra0ke1UmTJkGj0Ugqb8SQpQsah3xITk6Gq6srGjRowLo+6vV6REVFwdnZWZSGH1NfrlixYibjqKggNmbZu3dvaDQaXj0OZgfEZ0RdvnxZMjk7NTUVxYsXZ1WdZtzj9+/fFz0eYxxICX1069YN/v7+otszMv6Mx6d06dKFPDVyuVyUvpBWqxXtvp03bx7Mzc1523z//j2fVglFUZg5cyZn+8WLF0OhUPDq+DCij1K8a3xgjMvFixcLtj19+jS0Wi1iYmKMUqS+e/cu/P39oVarMXfuXM4FJTMzEzNmzIC5uTkcHBywfPly1gXv06dPKF68uKFUR6NGjTB79myD0rOrqyv69euHvXv3ilJI/m9HRkYGDh06hPj4eIM3yN7eHoMGDRKVWajT6bB582aULVsWhBB069ZNlHeEDydPnoS5uTmqV6/Oe49zcnLQsGFDWFhYSErUAHJJ1SqVCpMnT+Ztx3ir+TxUvXv3hoeHh6DHwNPTE/Hx8YLXxmxoxSz6Ur3TzLtZkOrApPGLzezV6/Wws7MTVUORAfO9CtYvy8nJgbOzs6SUekZPr1+/fqL75OTkICAgADVq1JDk0e3ZsyfMzc05eUQLFy6URJ8YNmwY5HK5oeyXyTgqAog1jtLT01GmTBmUK1eO1zLv2bMnzMzMeEtu9OjRA5aWlqxy6FxYsGABZDJZIe9GVlYW3NzcRBdNBXIzGszNzTFp0iTRfXbt2gVCpJUScXNzw/DhwwHkimsWJNOKfRmKFy8uOAEzGD9+PFxcXATbNW/e3FBjrHz58oU8TbGxsYadjr+/P3x8fHD79m1Oj0CHDh1YXd3G4MePH7y7rLy4e/cuLC0tUbt2baOUo//66y9YWFggMDCQt2Dkvn374OPjA7lcjv79+3PyExieXsECqoxX69ChQz+dsZadnY3379/j5s2bOHz4MNavX485c+Zg2LBh6NKlCxo0aIC6desiOjoaDRs2RKNGjdCkSRM0b94cLVq0QKtWrRAXF4fx48djxYoV2L9/P27duoUvX7789O9H07QhU83e3t7giduwYYPg76PT6fDbb7/BxsYGdnZ2WLly5U950s6fPw8rKyuEh4fz8klSU1MRGhoKR0dHyermAwcOhKWlpWCKfaNGjVCmTBnO+8vwaIRkD9q3b4/KlSsLXheTQCEmXCnVOPrtt98gl8sLPcfR0dEghIh+D2/dugVCiKTyLm3atGEtIs4YbFLqVs6fPx8KhUISeXvx4sWgKEqSNAgjCsqV8Xz37l1oNBrRRhpDnZgzZ46JkF2UkHJzmbpHDBFx9+7d+OWXX/K9DCkpKfDy8uIV9Pv+/TucnJwkpW9mZGTA3d0dTZs2LXRswYIFkMvlePLkCdLT07FhwwZBsmi3bt3g7u4ueqFi6rOJ1Q8CcvV+8pIimTTivAummFi7j48Pp+x+QQwYMEBUJWom/k1RFGsh386dOxuO571md3f3Qm2/f/8OjUYjqcAsHwYMGAAzMzPBSSsxMRHe3t4IDAyUnBFG0zSmTZsGiqLQvHlzzv6PHz9Gw4YNQQhB7dq1eT2nQK5mS0EDWCaTiVYsL4iPHz/i8OHDmDlzJtq1a4eAgIBChhchBJaWlvD29kblypXRuHFjtGjRAs2aNUOTJk3QqFEjNGjQANHR0ahbty7q1KmDkJAQODk5Ffp91Wo1PD09UadOHQwbNgzbtm3DixcvjDKaMjMzsWnTJtSqVctALB8wYIBgxuqnT58Mz1+lSpV+irR97do12NnZITg4mNcb9fHjRzg7O6NmzZqSjNcvX77AysoK/fv3523HGD9cYcOsrCxYW1uzZrblxcyZM2FhYSFoNH7+/FkwFM7g+/fvkoyjMWPGwM3NLd/fkpOTDQkeYhfq+fPnQ61WizamMjMzYWFhwVodoXHjxqhQoYKocYDcBAQnJyd06dJFdJ/Pnz/DxsaGlXDOheTkZJQoUQJ16tRh/c0Yp0OZMmVEhQMfPHgAS0tLtGzZEjRN/28ZR4sXL4a7uzvUajXCwsJ4U65r1KhRaBIkhKBBgwaGNswkkvdTr1490dcj9eauXLnSQKJkzleQSHju3DneEiTAPyJeUiTjGbdtQXn3jIwMODs7o3LlynBychIM7QH/kKz/+usvnD17Fr169RL0ZNWvX19SfHzdunUGzxGQuyC3bNnSsCCxpbayISQkhLfwZV706dMHwcHBgu0yMjJACOGsxs3sTgp+2CaGlStXQiaTSd51s+H69euQyWSCpE6dTof69evD1taWNwmADenp6WjXrh0IIRg3bhzrpEXTNJYuXQqNRoOSJUti+/btvAZCYmKigTvDGEQKhQJKpRIURUEmkwkqAGdlZeH48eMYOXIk6tWrZ3iWCcnNFKtSpQr69OmD3377DXv37sWVK1fw8uVLSWTWgsjOzsabN29w6dIl7NixAwsXLsTw4cPRtGlTuLm5Gc5vb2+PevXqYcyYMdi9e7ckSQ4AePToEYYOHYoSJUqIznI7ffo0ypQpA5lMhv79+xv9PW/fvo3ixYujTJkyvKrRp06dgkwmkxTmAYCpU6cKlo/Q6XRwc3PjzXBr166doOYYI2Ei9MxnZ2eL5ioy2WpiDCkgVxstPDw83986duxoeFY2bdokapyYmBjRcyCD169fFzJynz9/DplMJipLkcGcOXOgUCgkzR3du3eHjY2NKCFOBnFxcbCwsODc6PXq1QsajUaUtEVycjL8/f1RunRpQ6j4f8Y42rx5M1QqFdasWYO///7bcLO5Jppv377hw4cPhs+9e/cgl8uxdu1aQ5vOnTsjOjo6XzspugvMzRVbHPbz589wdHTMtwiw1SwaPnw4lEolZy0imqYRExMDV1dX0T+sXq9HSEgIwsLC8i1Uhw4dMiwkzEIkJICm1+vh5+cHKysrw3cRKnfBqElLCQcWREpKClxcXEAIEe0NYkIjYtC7d29RxhFTvmD06NGsx3/8+JFPDVcul6NUqVKsC1SjRo0kGY1cYAj7gYGBgtyhUaNGQSaTSSbSvnv3DqGhodBqtZyCel++fEGTJk1ACEGvXr14F+WvX79izJgxsLKyAkVRMDMzQ7du3ZCQkIB+/fqhb9++6N27N4YOHcrqnXrz5g1WrFiBpk2bGjLWHB0d0ahRI4wZMwbbt2/HkydPWA04nU5XpEVogVzu3L59+zB+/Hg0bNjQIOpIURQqV66M6dOn4/79+6I9S1LDZNnZ2ZgzZw7MzMwQEBDAG/rkw4MHD+Di4oLAwEDe+WbSpEmgKEpSoee0tDQ4Ozujffv2vO2Y54TreWI2jAUTT/KCycgSY8CZmZmJktVgtNSOHj0q2BYAqlSpku+7MlnDzHPRsmVLwTHS09Oh1Wp5uY5iMWTIENjY2IiubZiSkgIHBwfRG04gdzMtlSsrVDR2x44dojbyQO57ExMTAysrq3xr9f+McRQWFpYvJZ3JUhArgDV//nxYWlrmewg6d+6MJk2aGH1NzM0NDg4W3JnduXMHLi4uhQrmsaV45y1BwldfyNzcXBIhjiH+MnWIevXqZTDS8oar+PhEW7ZsgZ+fXyGvCJ/OD/APkVmsjg8XGKVZsS9n9+7dERISIqqtWOOIyTjh4yRERkbmC7ewhZRSU1Oh0WgwZ84cUdfHh19//RUUReHixYu87RivltDEunfvXgwZMsRgQDx9+hQlSpSAq6srJ2fg+PHjcHFxgZ2dHa9XMykpCSNGjICFhQXMzMwwZMgQUbWsaJrGhQsXMGzYMJQrV87w7FatWhVTp07FzZs3RRkad+7cgaenpyQv8b8Bmqbx+vVrrF27Fk2bNjVkqvn6+mLIkCE4c+ZMkRSf/fvvv1GmTBlotdp8m0MpuHv3LqysrFCvXj1O41un0yEyMhKOjo6ia5MB/wiP8oUAmbIeGzZsYD2elJQEiqJ4vT06nQ6EEHh5eQlek7Ozs2CYDsh9lvhCfgVhb29v4EC+evUKlpaW+cKzWq1W0GhnMr6MNXYZJCYmGrTFxILJfhbLNdLr9QgLC0NgYKBofTohletXr17BxsYGzZs3F/W+jx49GhRFYf/+/fn+/j9hHGVlZUEulxeacDt16sSrL5MXZcuWLbSgdu7cGdbW1nBwcICfnx969erFmwqYmZmJ5ORkw4dRR9Vqtfjll194d3bjx48vZIgQkltVmg1MCRK+jKwFCxaAoihRyrYMYmJi4OnpiczMTCxZsgQymaxQMUQu3QpGXZUtZCSmOG6jRo1QqVIl0dfKBYVCgZiYGFFtJ0yYACcnJ1Fte/fuLSr2zhDM+cIjixYtMtyblStXsrZhskceP34s6vq48PXrV1hZWaFXr1687R48eABzc3O0atVKcFJhwtJhYWG4ePEiXF1d4efnx+r5y87OxogRI0BRFGrVqsXpHaRpGlu2bIGzszPMzc0xYsQIUW72r1+/Yv78+YasxeLFi6NTp07YvHmzZDHFdevWQa1Wg5Dc4rX/l+n/6enp2Lt3L+Li4gweZaammpR6hGKQlpZmEOfs1KmTUcrjx44dg0KhQPfu3Tmfn48fP8LJyQm1a9cWfW9zcnLg5eUlWHetRo0aqF27Nufx8uXL8wrl5lXWFgqD+fv7izIazp07J9pQ+fLlCwgh2Lp1q6FuJttcKrTR7NOnj6jsPCE0aNAAhBDRBOnk5GTY2dlJympj5FGkZOK2bdsW1tbWrNlpOTk5qFatmugQM+NRZKOp/E8YR0xtnILFSIcOHYqwsDDB/kyl84IcpU2bNuGvv/7CnTt3sGvXLpQuXRqhoaGcuzfGwCn4+fPPP0FRFEaOHMl5DXq9Hnv27EFoaGghI4nrx5k3bx4I4c7K0ul0qFSpEnx9fUXrU9y/fx99+vQxnPPKlSvw8vIyXA9FUbwEyZs3b8LNza0QsVXMw8/UVpKS4cCGRo0aISoqSlTbFStWgKIoUbuWXr16iTKOfv31V6jVat7J6fbt2yAkV0Gbq13Xrl0lSRxwYcSIETA3N+c11nJychAaGopSpUoJutCzs7Oh0WgM3k2ZTAZ3d3dOXtT27duhUCgwffp0znfn6dOnhoycZs2aCUpB0DSNU6dOoV27dlCr1VAqlWjZsiWOHj1qlEGTkZGBuLi4Qu/ujh07sG/fPqxevRpTp05F//790bdvXyQkJGDAgAEYPHgwhg4dihEjRmDUqFEYO3YsZs+ejU2bNuHs2bN48eLFv1IEV6/X4+LFixgyZIhBfyUqKgq7d+8udE9pmkZaWhrevn0r2dO0YcMGmJubw9/fnzWZQAhr164FIYTXY88ozS9btkz0uL/++isUCgVvjbfNmzejS5cunN+5X79+8PHx4ew/ffp0g5fG0tKSNwQXHh7OKn9SEEz4R4y0CWNI3b59Gzk5OYU88IxECJ+Bx9RplBIxYAPjrVOr1aL7TJw4EWq1WjQ14suXL7C3txcMmeYFw43lEnscPnw45HK5qDqRt27dgpmZGdq0acM6B5uMI+Smv4upNPzs2TMQwl2Li8tzlJycjNmzZ4MQIui2Zib9OnXqGF6K8ePHs7bV6/WoV68eHB0dORe+Bw8eQK1Wi9L84UJaWppBHZeQ/KR1Nnz9+jXf9Yt1K//48QMajUaSCiwbJk2aBFtbW1E7JyYMJ+aF7tWrl6gQ3JgxY1CiRAneNtu2bQMhhDPOrtPp4ODggGHDhgmejw8fP36EmZkZr2EOADNmzIBMJhMMuwH/bCbyfjQaDWfBUJqmOT0dmZmZmDJlCjQaDdzd3QVF7lJSUjB37lzDwuHr64tZs2ZJJjEzSExMRO/evQ2p8Xwfe3t7lC5dGuXLl0e5cuUQEBAAf39/+Pr6wtvbGx4eHihRokQ+rh2zoXByckLFihXRrFkzDBkyBFu2bMHLly+N2t1nZGTgjz/+QHh4uOEcxYsXh7u7O+zs7PLpbInl3uXFw4cPERgYCK1WK+ilYMO4ceNACD95ODY2FjY2NqIFAn/8+AErK6t8SRhSwZSP4ArpVa5c2XDf5HI5KlSowGnYRkVFiaoJyXgmxJTPWL16NSiKyreR/f79O0JCQlChQgWMGDECjRs35tUnY7xfBw8eFDwfG/R6PYYMGWK4D2KkS4DcLEgLCwtJtTU7d+4MW1tb0e/uy5cvYW1tjXbt2rEe37t3LwghotYPRgGbj/LyP2Ec/UxYLTU1FVZWVqzEZzYUK1ZM9I4n781lFGOVSqXogq7nz5+HUqmESqXidBF+/PgRxYsX59WtmT17NiiKklRahA0HDx40VLcW2p3rdDoMHz7c8JIVNFy58MsvvyAwMPCnXMJMzF2obhfwjx6IGOMtPj5elBGdkJDAWj07LxiBTa7flcn4E7MD4sPAgQNhZWXF62L++++/oVKpRC+kc+bMYdWVsrW1leS1uXDhAvz9/aFQKDB8+HBej1V6ejrmzp2LYsWKQalUom3btjh58qSk5yQtLQ0HDx7E5MmT0axZM3h4eBT6Dnn5HXK5HF26dMHbt28lC2AmJyfj77//xuHDh7F69WpMmDABcXFxiI6OzndehiA+ZcoUHD16VHJ5mCNHjrDKDzAfsSnkBZGeno6mTZtCLpeLVpBnQNM0OnbsyKvAbozXYPDgwbC1tRVNDi4IZhO9devWQse+fv1aSHqBoijOTWV0dLQoCQkpnumhQ4cWKpyt1+thbW2NKVOmCPYHcrP7zMzMjEomSE1NRePGjfPdh2LFionq26dPH9jY2IgOYx8/fhyEEKxatUpUe51Ohxo1aqBEiRKshuaLFy9ga2uLRo0aCc5BGRkZqFKlChwdHXkL0P5PGEdALiE7rytRr9fD1dVVkJC9du1aqNVqUbLib968AUVRnDvkgih4c7OzsxEVFQVra2tBTRcGN2/ehJWVFaKjozndxYz3g8vAY8Jrfn5+P11Qk/GAbdy4UVR7psaSUO0wBoz1L1VRNy++ffsGiqJEkUtTUlIML+n58+d5M7RGjRpVaPJiQ5cuXVClShXeNsOGDUPJkiXz/e3s2bOYNGkStmzZgsGDB0OlUv1USObt27dQq9W8xFEmnObv7y96Qq1Xr55h8mQ4aW3bthUtEkfTtCHdt1KlSrzhm6ysLCxdutSQrNC9e3dRFbUZvHv3DsuXL0dMTIxBK8bW1ha1a9fGkCFDsHHjRpw7dw537tzBggULULduXahUKsP3ExuelYqPHz9iz549GD16NCIjI/N5m4KCgjBx4kTcu3dPlPGXkpJiSMvPu7gXL15cUkHngsjJyUGPHj0MYTIphmhmZiaCgoLg7+/PacwwITixmVwvX76ETCbDkiVLRF9HQXh5ebGqYDMh/byGEWMksIWLxRpHEydOhKOjo6hri4yMLJQAxGzexG6og4KC0Lp1a1Ft8yIxMRGBgYGFDG2NRiPY98KFC6IkQhhkZGTA19cXERERojdTM2fOBEVROHXqVKFjWVlZCA0NhYeHh2A2OU3TaN++PdRqNe+GmJmj/ieMo82bN0OtVmPdunW4f/8+evTokc9t27FjR1YicbVq1VgfppSUFAwZMgQXL17EixcvcOzYMVSoUAG+vr6iahsB7JZncnIyAgMDUaJECUFtFgaHDx8GRVG8Kab9+/fn3andv38farVaktuTC3Xr1oWfn5/o3bSHhwecnJxEvQg5OTlwcnL66Zh5+fLleUXI3r9/j6VLlyI2NrZQWj3XgjJjxgzY2dkJnrt58+aIjo7mbdOgQQM0bNgw39969uxZaOfv4uKC5s2bG6VD07t3b9jZ2fF6I6SE04B/DE9CCKytrTFmzBjRzzGQGyZo2rSpIeTD9Qzl5ORg7dq18PDwAEVR6NChgygFdZqmcePGDUycOBEVK1Y0GHARERGYNWuWqNT49PR0HD58GIMGDRK9s/1Z6PV6PHjwAOvWrUPbtm1haWkJQgj8/PwwcuRIXL16lfe63717B2dn53yLm1arxfz580XPV2ygadrApUxISJDkGXzw4AHMzMw4M0dpmkaNGjXg6+sr2jBv0aIF/Pz8jPYst2nThlUaY+DAgfneu8qVK2PMmDHYt28f67mCgoIEN0BALmVDDE+RpmnY2toWUuv/9ddfoVKpRG1qHz16BEKkFf5mwCT4sHmE+eb5rKws2NjYQKFQiP4Nx40bB6VSKbos1dWrV6FUKjkpBvHx8VCpVKKKpE+ZMgWE/JORzQVmU/8/YRwBuRlAJUuWhEqlQlhYWD7LsEaNGujcuXO+9g8fPgQh7JlU6enpqFu3LhwcHKBUKuHu7o7u3btLKqLH5ZZ7+/Yt3NzcEBQUJLr+09SpU0EI4fRaZWRkIDg4mLfK+qxZs0BRlOhdCBdu3boFiqI4JdsLgiEaivW4DR8+HLa2tj+lM9O/f39eLw8j8Flwp8SXqr906VIolUrBiTkyMlJQj8Tb27uQy56R6S/4cXBwkHwvvnz5ArVazeuOf/HiBdRqteiivzRNo3z58iCEoG/fvpK9kNevX4eXlxdsbGx4n4Xz588baqW1aNFClJf127dvmDNnDry9vUEIgZWVFVq1aoX169eL8gr/tyEzMxP79u1DbGws7OzsQEiugvrAgQM578ft27cN6f9yuRzt27eHTCaDh4cHNmzY8FOZd7/99hsoikKbNm0keTMZYVsunbMHDx5AqVSKLuHDhGOMLaI7efJk2NnZFXqHExMTcenSJYP6tZDX2cbGBsWLFxc8n1gdNYbPeuDAgXx/b9asGapXry7YH8j9bhYWFkZHBz5//pyPb8RsgrjUz//++2/D+yZWcPLevXtQKpUYM2aMqPZJSUnw8vJCaGgo63PHELTF1Ilk+F9CEgxLliwBIcTAnfufMI7+28AXs7xz546gLkhe6PV6NGvWDJaWlpxpoU+ePMknf14QOp0O1atX54zbSkHnzp3h4OAgmiNRtWpVUTst4B+jVci658POnTtBCOEMwTx+/Bjm5ub54usKhQKjRo3iHHP9+vUgRLi+UVhYGLp168Z5nKZpaDSaQppOGRkZhiywvB8xMggFMWvWLKjVat6yDu3bt4eTk5NoDsekSZNACMHcuXMlXQtN01i2bBnUajVCQkI41Y5TUlKQkJAAiqIQHh4uKrR67do1xMbGQqPRQKVSoX379jh69Oi/kiH2f4m871VOTg6OHTuG3r17G1L669ati4MHDxZ6zw8dOgSZTGbwht+/f9/gqatTp46kkGRB7NixAyqVCm3bthVtaNE0jRYtWsDGxobz3AMGDIC1tbUogV2dTgdnZ2ckJCRIunYGjDgg3ybXzs6OtYwGg4yMDMjlciiVSsGwZVBQkKCEBvAPWTwvOVmv18Pe3h5jx44V7A/kytFwkZXFok+fPrC3t8eGDRtQtWpVaDSaQmuFXq/H/Pnz8xH/xYQ6mRB+6dKlRW32aJpG69atYWVlxaq2ffv2bWi1WnTo0EFww3rlyhVoNBq0bduWt+3mzZtBURQGDhyIpKQkk3FUVBAidB07dgxKpRKxsbGiuQVly5aFt7c3J/GNyYLisqRfvnwJKysrSURINrx9+xbm5uaiw3SMV4QtZsyGKlWqoG7dukZfHyPb/8cff3C2YWqg5f3wFWpk2gtlVwQGBuYTJC2Ib9++cRJDW7ZsmU82QYoAGwO9Xg8vLy907NiRsw0jVLlixQpRYzK7LrE7/LzXkpCQAEII+vTpwxniOXr0KDw8PKDVajF37lzeFPSMjAz8/vvvhmytkiVLYtq0aaKzXq5du4YxY8b8n2oY8SEjIwPW1taoWrUqFi9enO97ZWVlYcOGDQgJCQEhBKVLl8ayZcvyhV2vXbtWaEE7evQoSpQoAUtLS6xevdrosNS2bdtAURTi4+NFj5GYmIiSJUtyckw+fPgArVYr2ggYOHAgHB0djRLEfPDggeB77u7uzrtJyqtRJuRhKl68uKgi3Ez5l7xgBCSPHz8u2P/vv/+W5J1nw/v376HRaPJdb8F7/Pr1a9bSW+vWrRMcf+bMmZDJZKK9fozXkU1t/9u3b/Dy8kJQUJAg5eD58+coXrw4KlWqxOtVO3z4MJRKJTp06AC9Xv+/Q8j+b4SYm8t4I4RSrRk8e/YMdnZ2iIyM5Ny19OvXDyqVilO8648//vhpzwyQG+pTKBR48OCBYFuaphEcHIwaNWqIGptJa5Va2ysvypUrx6sJAuSSrJkXXKVS8fIzzpw5A0KIYKw8KCiIVwiNSbdlyx7MWy4gICDAKL4Io63ClSFI0zRq166N0qVLiyLs3r17F1qtVnDXVRA5OTno1KkTKIrilPH//v27QXywZs2avLyi7OxsLF26NJ/35K+//pK0SF66dAnm5ua89wfIXRQ+fPiAa9euYc+ePVi2bBnGjRuHPn36oG/fvujXrx/i4+ORkJCA/v37Y+DAgRg0aBCGDh2KuXPnYuvWrbhw4QJev34tmRSdmZmJP/74A/Xr14dCoYBMJkNUVBTWrFljMHpomsaZM2fQrFkzUBQFe3t7jBo1itfgS0pKQmxsLAghaNiwodH1+n777TcQQkRnUAH/qO9zZb4NGTIElpaWorKdmExOsUTuvMjOzoZSqeQNw5QtW5bTM5WRkWEo88KEOrl+38zMTN7vnBf9+vUr5PVZuHCh6ALaTPmUn6UiWFtbc0YVaJpGyZIlWUP/XOWCGDCSMmJD+Pfu3YNWq2Wtl6fT6RAdHQ07OzteLSog14gqVaoUvL29eQVlL168CHNzczRs2NAQyTEZR0UI5uYKhZ4YVrxYOYHjx49DLpdjwIABrMczMzNRsWJFeHl5sT7oTJFWGxsbXlE1IWRkZMDLywv16tUTtWgynhe+XRuDtLQ02Nrain6Z2DBo0CA4OzvzXptOp0NERAQIIShTpgzveAwvQGhSrlChAq8r/dChQyCEXezyx48fBq+R2IzGgmjUqBGCgoI4vzdjPAlpCgG5noqgoCAEBARI4jJkZGSgcePGUCgUnEb4+fPn4eLiAktLSyxfvpxzYadpGjt27ICfnx8oikKnTp2MUoi+cOECzMzMDIVrBw8ejKysLFy9ehVLlixB586dERoaCldX10JcNJlMZqgfVr58eUP5njJlyiAgIAClS5eGv78/fHx8DMZX3r6urq6oVKmSaK4Fgy9fvmDZsmWoWbOmQUajadOm+WQMnj17hgEDBojS3QFyvbiOjo6wtbXFn3/+aZQXaeLEiZI8j0Bu8VcHBwfWOenz588wNzfn9dgwoGkaPj4+ghsfBgWfq7Jly/JuXipVqsQ59sKFCwul/HN5j5hNkJQKBXlRv3591KpVS7CdTqdDiRIleAvvCuHdu3dQq9WYOHEib7uNGzfCwcGhkHHEp4dlTLZ0165dUaZMGVbDcPTo0ZDJZIJ0g+TkZPj4+MDOzo63ysDNmzdhY2ODatWq5TufyTgqQjA3d/DgwYIT0NChQ0GI+KrLjGuXa1fy7Nkz2NjYICYmhnXR+fbtG1xcXFCrVq2fqtfElLgQs9DSNI2QkBBERESImpCHDBkCW1tboyuGnzhxAoQIywIwITg+9Vwgd8EX40oPCQlBz549OY8zkvlcvBiKolCqVCnec3Dh5cuXoCiKc9HS6XQoV64cqlevLrrukEKhEJ2mD+QaeLVq1YJWqy1EMGWwYsUKKJVKVKtWjVc9+OzZswZxvujoaNy6dUv0deTF+fPnDYYRM6ErlUoDb0KpVKJixYqIjY3F2LFj8dtvv2HPnj24du0a3r9/L+kdoWka379/x507d3DgwAEsX74cY8eORZcuXSR5Wwri7du3mDdvnqFuXHh4OHbt2mVUePDr169o3bo1CCGIi4uTzNGiaRp9+/aFTCYTnR317t07WFhYcHplGCV3Pp4cg7Fjx8La2lrwuleuXFmIgN20aVPebFKuhIqMjIxChgFFUZzeI4biYExCQGpqKtRqtSh+35EjR0AIEZ1xyob4+HjY2NiI4pDevn0bcrnc4NUkhFsYGQDmzp0rWWcvJyeHNQuW4YyxlftgkJ2dja1btxo2KXyhxocPH8LBwQEhISGFvrvJOCpCMDeXEIIxY8bwLkZ6vR6dOnWCUqkURcClaRrdu3eHUqnk5PHs378fFEVxxrxPnDgBiqJ+asKmaRpRUVHw8vIS5dJldIzEVOZ+9uwZKIrirD0mhOzsbFhZWYmK+bu5uYmqsVasWDHB+xUaGspb+HbatGmwt7dnPcboLnHVrxPCjBkzYGZmxlkbi6n7JmYivXjxImQymaTn4+vXr6hYsSKsrKxw5syZQsezsrLQu3dvEELQu3dvzsXt8ePHaNKkCQghqFChgqRK7nlB0zT69++fT64h72fw4MG4ePHiT4Uj/tOgaRoHDhxA9erVQUhuCZq1a9caRUJfs2YNlEolatasKXkR1+v1aNWqFbRaLe7evSuqz6xZsyCTyXD79u1Cx75+/QoLCwteyRIGDGdOqCwR463OG0Ls1asXgoKCOPs0a9YM9evXL/R3hgLBeBXlcrnh/3fv3l2o/aRJk0SLKBYEw9HMWyWeC23btkXp0qWN5pExemhi+YSNGjVCiRIl8OLFC/Tp0weWlpacgrv37t2DWq02ijtZEDdv3oSZmRln7cc3b95g3Lhx+QxYvky/Fy9ewM3NDWXKlGF99k3GURGCubmMC5qrDAiD7OxsNGjQAObm5oXqvLEhKysLtWvX5nUbTpgwARRFce7gx44dK7oWDRfu378PhUIh6JIFcif20NBQVK1aVdTLHBMTg/Llyxv94rds2VJUCZlx48bByspK8Dxisk/Cw8MRFxfHeXz06NFwd3dnPcZM+mJ+fzaEhYXxitNVr14d1apVExwnNTUVvr6+CA8PF82ZSU1NRVhYGBwcHFg9TR8/fkRERASUSiWnZ4umaSxevBharRbu7u7YuHGjZM+IXq/HuXPnMGDAAEMafN4QV15DSYwRmp2djdevX+Py5cv466+/sHXrVuzYsQO7d+/G3r17ceDAARw+fBjHjh3DyZMncf36dXz9+vWnC3+Kwfnz59G4cWMQQuDm5maUrtGZM2dgb28PHx8fUYtxXqSnp6NcuXLw9/cXVaw2KysLpUqV4vRc9urVCy4uLoLPnF6vh52dnaAhxRCw88qXTJw4kXcj1K5dO1Zu5OvXrzFhwgSMHTsWhBDExMRg3LhxmDhxIit/q127dqLeNTb07NkTPj4+gs9QYmIi1Gr1T5Vc6tu3L2xtbUUZAYzRxpZMUhDGhuTZ8OnTJ5QsWRIhISGFIgnv379H48aNCxVJ56NAvHv3Dl5eXvD29ubk3pmMoyJE3ps7ffp0ECKssZCamooqVarAzs5O1G4sMTERpUqVgp+fHyuZUa/Xo2HDhrC1tWUlN0utYsyFESNGQK1Wi6ogz5T32Ldvn2Dbw4cPgxDC6oUQg3Xr1oGiKEF9KuY8QkKDMTExiImJ4W1TrVo13kyxgQMHonTp0qzHGN0OqWUkgNzJmxBu9XLG8BJTUqJv377QarWiuT06nQ6NGzeGubk5ayLA9evX4ebmBkdHR04Oxps3bxAVFQVCcnWUpJaJePz4Mfr37w9nZ2cQQuDs7IzevXtj8uTJuHnzJnbu3IkZM2aga9euqFSpEmxtbQ28vU+fPmHv3r0YP348YmNjUa9ePQQGBsLBwaEQx0Tsx9zcHGXKlEGDBg3Qp08fzJw5E1u2bMGNGzd+SrmaDffu3UOnTp0gl8vh5+cnWf7h2bNnKF26NGxsbCQTnR88eABzc3N07NhRlEHIhIHYwnE3b94EIaRQKSg2/PLLL6hatSpvG6a01PLlyw1/W758OWQyGWeotE2bNqhduzbnmMy8LkRCrlChAu8miQs0TcPNzY23wDeDpUuXQi6Xc9aLE8Lz58+hVCoxdepUwbapqakoWbKkaI7pyJEjoVQqJYXk2ZCZmYmqVavCycmJlSPLFDIu+FEoFKxG2efPnxEQEAA3NzfeIucm46gIUfDmMkKOQmGe79+/o3z58nBychJVH+zJkyews7NDrVq1WF3riYmJvGmPr169gq2tLZo1a2b0bjctLQ2enp6oU6eO4Bg0TaNmzZooU6aMIJdDr9fD39+/kKy+WHz69AkURQlmjDC8I6GyKL179xasmxYTE8Mr/NazZ09O1dwJEyaILjdQEL/++iuUSiWnYdWpUyfe7BoG165dAyEEv/76q6jz0jSNPn36QC6XY//+/YWOX7hwAZaWlqhYsSLr5EbTNDZu3AgbGxu4uLjwlnBhw4ULFwxZW8WLF8eAAQNw7tw5To9Tamoqzpw5gzlz5qBVq1Zwd3c3TKjFihVDeHg4mjZtij59+mDy5MlYtWoV9u/fjxs3buDDhw9ISkrCt2/f8PnzZ3z48AFv3rzBy5cv8ezZMzx+/BhXr17F9u3bMWfOHMTHx6NRo0YIDAzMVyLEwsICUVFRmDhxIk6cOGE0r64g7t27Z0i1btmypaSEi6SkJNSrV6+QMSEGTMhJbB222rVrIyQkhHWu8PLyKlRahw1Lly6FQqEQFNL18fHJJ7jKhNq4DIoWLVrwlo1hlKj5xHR1Oh3MzMwwZ84c/i/BAsZAFDJSaZpGUFCQKJFJLrRr1w7Ozs6iNiJDhgyBRqMRlUF89uxZyGQywfJdQqBpGrGxsVCr1bxUgM2bN+fzGlEUxaqE/vXrVwQGBsLR0VHQS2oyjooQbDeXkS8fO3YsrxHx6dMn+Pn5wcPDQ9QEd/r0aSiVSnTt2pV1XEYwiysdm+GiiFEa5QLjEdqwYYNgWyYdd/Xq1YJtGQKzGMkANlSrVo2VQ1AQpUqVEgyZLVy4ECqVitfA6NixI687vVOnTpzHe/bsyavSzYcaNWpwfs8PHz5AqVQKTtZMSYeAgADR3o2ZM2dyZi6dP38elpaWqFatGusi9u3bN7Rq1QqEELRt21aUECCQu/js3LkTVapUMfBuVq5cKcgdOnXqlIFEamZmhoiICAwePBhbtmzBixcvijwU9v37d5w7dw4zZsxAw4YNYWNjYyCEV6pUCUOGDMHhw4d/yrNE0zQ2bNgAR0dHmJubY/bs2aJL/eTk5KBv374gRJywX15069ZNNP+I2e2zGcIdOnQAIcJFSRkjRcgD3aBBg3zeXmbuuXnzJmt7Ls4Rg6NHj4IQwmskMLpDYjSKCmLUqFGwsbER5JAxlQcOHjwo+RzAP5sgMRmHt27dglwuF+VhSk5OhoeHB6pWrfpTyT5ALpmbEH69OiD3u2i1WigUCgMXrCCHKjExEcHBwXBwcOAUUs6Ljx8/moyjogKX5cksJsOHD+edjF+/fo2SJUvC39+fV6OBwe+//w5CuPVHGCE/Lms+ISEBSqXSaL4LkMvxKV68uKhFrlWrVnB1dRXcNWdmZsLFxQVdu3Y16poWL14MhUIhSDjt1asX/Pz8eNswkzpf+DAhIYFXFqBFixacApfNmzdHvXr1eK+BDZ8/f4ZMJuMkr48bNw4WFhaC4Tom+5CLo1YQf/75pyHhoCDOnz8PCwsLREREsPJR7t+/D09PT9ja2orW3MrOzsayZcvg4+NjIFzu3btXNC8pMTERK1euxO3bt//10JYx0Ov1uHPnDpYsWYI2bdrA1dUVhBA4OjpiwIABnDXVMjIy8PjxY17Nre/fvyM+Ph4ymQxlypQRnc3EkNjFbl4YpKWloWzZsggICBBc2GmaRlhYGCu3h5GakMlkvOE1JvwkRPbt27cvypUrZ/h3amoqTp8+zcmRatSoEa83htms8XG71q5dC4qiJIfHaZqGt7c3r8I+g9atW8PX19eobEVG68zf318Uv6tSpUqiflcgt3qChYUFpxK+WOzevRsURWH48OG87R4/fgwHBweEhYXh+vXrKFGiBAjJryP3/ft3VKxYEfb29ryFrhlcu3bNoKdmMo6KAHxuufnz54MQgoEDB/IaSI8fP4ajoyOCg4NFlfxgSjxwKZaOHTsWFEWxpt5nZWWhUqVKKFmypNH1qN69ewcrKyvebC0GT58+hVKp5JXqZzB79mwolUq8fftW8jV9/PiR13BgwEj48xVSff/+PWd2CoPx48fDxcWF83hMTAwaN27MeiwiIgIdOnTgvU42MOKRbKECRryNT14AyDU8/Pz8EBkZKcqDcvv2bajVanTq1KlQ+3PnzsHCwgLVq1dnXYROnDgBGxsblClThjfunxcnT55E2bJlQVEUWrVq9VNG/H8raJrG9evXDSrQhOTWiStWrBjq16+PoKCgQiRzocn7xo0bCAsLg0KhwPz580X9tjRNo1evXqAoSjDUnBd37tyBXC4XFU5hvNUFOWh5lespiuL1Zrdq1Yo1fJIXEyZMgLOzs7gvgFx9oWbNmvGOJ5TZ2rt3b05eIR8Yb44QZ+zdu3dQKBSiQ98FwRigYhS1ly5dCkKIqKQdJrwq5OkRwtWrV2FmZoYWLVrwGn9v3ryBu7s7SpUqZZCA+PjxI1atWmXol5ycjPDwcNja2nJ6C/Pi5MmTsLS0NKjQm4yjIoBQzJIpcNe3b1/eB+D27duwtbVFpUqVBH8omqYRFxcHhULB+oLp9Xo0bdoUFhYWrCKDr1+/RrFixRAdHW10eQXmZRKTfh0fHw8rKytBz1hycjKsra2NFoWsU6cO6tSpw9vm06dPgmFBmqZhY2PDa9AtWLAAWq2W83jTpk3RoEED1mOlSpUyKu21X79+8PX1ZT128eJFQY4EkKudRVGUKC2h9PR0BAQEIDAwsFAoizGMatSowcplWLduHRQKBaKiokTtrN+8eYM2bdqAEIIqVar8NMHTGDCK2devX8fZs2dx8eJFXLlyBTdu3MDt27fx999/4+HDh3j69Ck+fvz4r4TncnJycPjwYVhbW3OSvoWESxlkZ2dj0KBBICS3mK+YCV+v16NLly6Qy+WiSPwMBg0aBK1WK2j06vV6BAQEoGHDhvn+vmrVqkLfc8iQIazz0dSpU2Ftbc17vxcvXiyqYDSDOnXq8BaO7tq1K0JDQ3nHqFixIjp16iTqfHkxZMgQODg4CHpzxo4dC3Nzc6MSN3Q6HQIDA1GtWjXBe/Ly5UtYWFiI2uw+fvwYFhYWRn3vvHj16hWcnJwQHh7Om+X2+fNn+Pv7o2TJkpxaaT9+/EDVqlVhbW3NWTEiL/bs2QO1Wo3IyEi8e/fOZBwVFcQQulauXAmKotC9e3dDfDY1NbVQrPratWuwtrZGtWrVBFNmc3Jy0KBBA1haWrJayikpKShXrhy8vLxYPURHjhwBRVGiUvPZoNfrUbNmTXh4eAhe6+fPn2FtbS3o1QBysx8sLS1F81LyYsWKFZDJZIJZa2XLlhUM31WpUoXXu8PsnrjCha1ateI01ISKXnIhKCgIXbp0YT02cOBAODk58cb/k5OTYW9vLzp02bdvX2g0mkKxe6a8TfXq1QsZRjRNG9Kg4+LiBHkwmZmZmDFjBszNzeHo6Ijff/+9yDhBNE3j6dOn2LhxI6ZMmYI+ffqgSZMmnIrZQh+tVovSpUujYcOG6NevH+bNm4ddu3bh1q1bolLeC2LevHmFzkFRlOQU7h07dsDKygp+fn6iwgs6nQ5t2rSBQqEQlV0K5C5ILi4uaNq0qWBbppRRXnLsjBkzWO93v379CvVndNP4CuoyXlWxi1yFChV41aYjIyN55TIyMjIES5SwgfHw9u7dm7ddZmYmihcvzqvyzYdly5aBECJY44zRsHNzcxM0wjIzM1GhQgX4+voa9XwzSE5ORtmyZeHh4cFbKzEpKQnBwcFwdHTkpDgkJyejcuXKsLKyElXPbf369ZDL5WjevDkyMzNNhOyihNib+/vvv0Mmk6Ft27ZISUlBzZo1QUhhrZuLFy/CwsICtWrVEuTppKSkICQkBM7Ozqw7uBcvXqBYsWKoWbMmaxx54sSJoChKcuYQg6dPn8LMzIx1QiuIBQsWgKIoQY/Ax48fJRWozIuvX79CoVBg0aJFvO3i4+Ph4eHBuwjHxcWhfPnynMdPnz4NQrhrsHERtnNyckAIkSx6mZycDJlMxkpg1ev1cHV1Ffwd5s+fD4VCIYr8zyxIBQm7fIWRc3Jy0L59exCSq24rZOScPn0afn5+kMvlhgrZ/yZSUlJw4sQJTJs2DY0aNconHOfg4IDy5cujfv36iIuLw7hx47Bs2TLs2bMHV69exf3793H37l3cunUL165dw+XLl3H+/HmcOXMGJ06cwK5duzB//nzEx8cjJiYGZcqUgVarNYwvk8kQGhqKoUOHYv/+/aIn31mzZhUyGHx9fbFp0yZJxNfHjx8jMDAQWq1WVPgjOzvb4G0WqivIgAlRCxlUTJHdvGVDBg8enK/iO0VR0Gg0rFzKV69egRD+8hUMT1BsnUahwrPu7u4YOnQo53HGUys17Hv+/HkQIlyce+3atbzzCx8SExNhb2+Pzp07C7ZlPHhi+IcDBgyASqUSrEbAh+zsbNSrVw/W1ta83y0tLQ3VqlWDjY0Nq5gokGs8VapUCdbW1qJ+B6biRGxsrMFrZzKOihBSbu62bdugUCjg7OwMmUwGmUzG6k05e/YszMzMULduXcHMnI8fP8LT0xP+/v6skvxnzpyBSqVCly5dCi1Wer0e9evXh52dndHFXxcsWABChFVss7OzERAQIMrNO3ToUFhaWhrFiWrcuDFnCj0DZuHnezmXL18OuVzOmf7KTNhck0pcXByrMGVaWhoIEZYTKAhGo4ktNZXJaOHTidLpdPD09CxU+JINHz58QLFixdCoUaN8v5Ver0ezZs1Yw7V6vR4dO3aEQqEQ1IbR6/WYNm0aZDIZqlWrJlp5WQg0TePSpUsYOHAggoKCDBlrlpaWiIyMxNixY3HgwIGf0voSOv/Hjx9x8eJFrFixAu3bt4eLiwsIyVVaDgsLw7Bhw3DgwAHenTfjeSOEIDg4GNHR0SCEoFSpUtiwYYPoUHhaWhq6dOkCQghGjRol+N6lpKQgICAA/v7+gqnzzPeNioqCp6enoABgjx49UKJECcO1d+7cOZ8BOHHiRE7jmAlz86m437p1S5KxYm5ujnnz5rEeY+b033//nbP/9OnTYW5uLlmxvFu3bnB3d+f9DRlpEy7OohDi4+NhaWkpWHT4zZs3sLKyEmVEMcKQYmuDsoGmaXTu3BlKpZI3wy8rKwv16tWDubk5Z4LB9+/fERoaChsbG1y9elXwvKNHjwYhBIMGDcp3703GURGCubliCg/SNG2Y6JiPubk5q4foxIkT0Gg0aNiwoaAa7uPHj1G8eHGEhYWxTrpMCIgtRTMxMRHe3t4oV66cZEE+IPdFrlq1Kry9vQU9XUx67J9//snbjilQOXLkSMnXw7zEfB6q9PR0mJmZ8dbuuX37Nq/Rp9PpoFAosHTpUtbjffv2ZfU8Mc+L2MwtBmPHjkWxYsVYF7j4+Hi4uLjwTrhMvSIxE0mDBg3g5ORUiCPGqMAXJHjSNI34+HhQFCX4vb5+/YoGDRoYst/+jWyye/fuYfTo0fDy8gIhBE5OToiNjcWKFStw9+7dn041/hnQNI3Hjx9jxYoVBr0ZJiTXsWNHnDx5stDvRtO0gTvEaApdvnwZMTExIISgRo0aooRYGTBFr/v37y9oID18+BCWlpZo0aKFqPDmo0ePoFAoMHv2bN52jMeEWRQ3bdqErl274ujRo1AqlYKk4+rVq/NyhF6+fAlC2GUDCoKpn8jlUWO8QnxzSGRkpCjpkLz48eMHzM3NBakMDIn9woULksYHcgvhyuVywVAs8547OzsLUhieP38OGxsbNG7c+KdC3qNGjRLcGDIeTJVKxcln/fbtG0JCQmBnZyfoxcrJyUG3bt1ACMGsWbMKXb/JOCpCMDfX3NxcUItizJgxrNwFLnLwkSNHoFarRRlI169fh6WlJaKioljbjh8/nnNRvnfvHszNzdGyZUujHv5Hjx5Bo9EgPj5esG2zZs3g6uoqaIiNHDkS5ubmouQN8iInJwfOzs7o27cvb7umTZuiSpUqnMd1Oh3Mzc0xc+ZMzjZeXl4YNmwY67FBgwaxFpZNTEwEIQTbtm3jvb6CaNiwISfB29fXV1C7KSIiQlSZAyaLqKABtHPnThBCWGszMZ4OIVHBixcvokSJErC3tzdat4XBixcvMH36dEOBVhsbG3Tr1g3Hjx//PzWGhEDTNB49eoSpU6capAo8PT0xceLEfKFxmqZx5syZQobTsWPH4OXlBY1GgxkzZog2LpkEiq5duwp6npjfWsjgYdC1a1c4OTnxerlpmoaPjw8rkTcqKkrQ0IiLi0PFihU5j7958waEiNMDevv2La/Xd+XKlZDJZJzesIyMDGg0GlEFY/Ni1apVoCiKlztF0zTCw8N564Xx9a1duzb8/PwEPVqMVIFQJltGRgYqVKgALy8vo3igDJjEJL5nKicnB61atYJSqeQM1X758gXBwcGwt7cXTCpJS0tD48aNIZfLOb2AJuOoCMHcXEZ19rfffmNtp9frDZyHggUyK1euzDn+4cOHodFoUL9+fcEQ24kTJ6BSqdC6detCCwRN02jfvj3UajXrjoTxLBhDFAZyhRPF7NyeP38OtVotWO/q69evsLS05I37c2HEiBGwsbHhdfWvWbMGFEXxEgJr1arFm+5bu3ZttGrVivXYlClTWAtSfvnyBYSIK52QF76+vhg0aFChvzOyA3weGyZ1WKiyelZWFnx8fBAVFZXPSH716hWnN4EhEfMZkTRNG/hOlStX5sw6EYPr16+jadOmBu9LmzZt8Ndff0muNfbfAMYAio2Nhbm5OSiKQmRkpOA7lJaWhsGDB0MmkyE4OFh0Zt+6detACIG9vT1OnTrFa0QOHz4cMpkMJ06cEBz38ePHkMlkguTkSZMmwdzcvJB3e8KECbCzs+PdmI0bN45XOoPJOmJTby8IRp2aKwSXkJDAq4V2/PhxEEJEZXzmReXKlQX1zU6dOiWaA1QQDAdMqO+zZ89gYWGB2NhYwTFr1aoFlUr1U9mjO3bsAEVRGDBgAOdvrNPp0KFDB8jlcuzcuZO1zfv37xEQEIDixYtz8pAYfPv2DVWqVIGZmRnv/TAZR0UI5uYmJiYiPj4ehORWAWfbnX39+hUbN25E+/btDaq5zIdvcTt69Cg0Gg3q1asnaCDt3LkTMpkMffr0KfQgZmZmolq1aoiOjmbty+gjiZlgCkKv1yMqKgrOzs6CXKFJkyZBoVAIck3GjBkDrVbLq0nEhsePHwu6b8WUHBkxYgScnJw4X+hu3bohJCSE9RizSyy4s//w4QMIIawaVFzIzs6GXC7HsmXLCh1jJkQ+fkGnTp3g4eEh6FGZO3cuZDJZPj4REwp2dXUtxAlhQphiCrt26dIFgwcPFq3iXBAXL140hON8fHywatWqn8qY+W/AkiVLsGLFCqSmpiIlJQVr1qxBREQE5warIK5cuYLAwEDI5XIMHz5clIHYrFkzw5xja2uLrl27Yu/evYU2Ejk5OahduzacnJxEaa9FRERApVLxhtZfvXqFpUuXFmrD6PHwhQqXLVvGWyuNea/4SNsMmLAVV1Zr7dq10bx5c87+o0aNQrFixSTJoDBq2kLFXKOjoxEYGCjZg5+UlAQnJyfB7MGcnBxUqVIFHh4evAbB58+fERYWBkKIoTahMThz5gzUajVatWrFeb/0ej26du0KmUzGyVd8+fIlvL294erqKlgS5NWrVwgICIC9vb1gBpvJOCpCFLy5v/76K2QyGZo1a8YbOtLr9bhy5QoGDBgAiqKgVCp5reFjx45Bq9Wibt26guTHlStXomPHjqwTybdv3zivS6/XIyYmBlZWVqKk1wvi7du3sLW1FeQrZGZmwt/fH1WqVOGdYL5//w57e3ujCjvWqFGDVZk3L6pUqcJLemSUpLlUYOfPnw+NRsMa2mBI3wWNFsalL8UAZUoosO3i+/Tpw6l9BOS6xS0tLQV5DozcQsHUYUaRnW3RSU9Px2+//SZqIjdWT+v06dOIjIwEIQSlS5fGhg0b/itUr/8NxMbGgqIoWFlZISEhwVA6R8rCmJ2djSlTpkClUqFSpUqCxUkzMzPzZdUxXmyNRpOvNhmQG6qysLAQlU7OeJ4rVKggmaT87ds3EEKwfv16zjaMIc61CWD0y8QIHs6ZMwfm5uas91mv18PGxoa3NmZYWBinx5gLR44cQcWKFXkNWIbrJMTJZEPv3r1hYWEhmIk6depUyGQyTrHHd+/eGbLSGLqIsbh58yasra1Rs2ZN3u/dt29fUBTFSi/R6XRYuHChIZFJSJH75s2bcHZ2hoeHh6ARBZiMoyIF283ds2cPzM3NUaFCBVFqz0+ePEFAQACsra15FUpPnDgBrVaLyMhIQfKzscQ5RoPCy8uLNftNCEz5Er5MD+CfVHg2b0heMMam1IwmxqPC5/qeO3cuVCoV5874+/fvkMlkmDVrFhYvXowePXrkm/hPnDjBmfXG1HYq6I7+/Pmz5LAaY2ixPUtly5blNR4ZA0+oZl2vXr1gbW2d7zf/8OEDbG1tRWW4/du4c+eOQe4iMDAQW7duNdrA+m/GixcvMHLkSEPIvXbt2ti+fbtkD9uVK1fg7OwMNzc3QZJqXFycIZMv74dNQ+vXX38FRVGCZUl0Op1hnLCwMMkq935+frw8QSY0zCXyJyVc3atXLwQGBrIeu3fvHgjhFrdlwthr164VPI9UREZGomzZspKf8wsXLoCiKEFS+7Vr16BQKFgTXV68eIFevXoZ6pYxvyWfFhQfmCShkJAQQcNjw4YN+Tz46enp2LNnD7p27WoQRxUjXHvo0CFYWFigYsWKglp3DEzGURGC6+bevHkTJUqUgLOzs2CGEDNOzZo1odFoeF3DJ0+ehLm5OapXry4q3dYYvHjxAg4ODoiIiDCKy9GxY0dYWloKygMwDz/fbpfhwUjNDMnJyUGJEiV44+rv3r0DRVGs2kFv3rzBggULYGFhkW8ByRviY3a8mzZtKtSfSfUvSBDNzMwUZTzmBddO9+vXr7xZNwDQvn17lC1blnf8J0+eQCaTFSKY/vLLL3BwcDDKSDYWmZmZGDduHBQKBUqXLo3du3cXiVGUkpKCe/fuYd++fVi8eDGGDBmCFi1aoGLFivDx8TF8fH19DR8/Pz/4+fmhXLlyiImJQb9+/TB37lzs3LkTN27cEBV+4kJmZiY2btyIqlWrghACFxcXrFixQhK5/N27dwgNDYVWq+UN3zAbE+ZDURQaNGjA6vHR6XQICQlBYGAgr8HGPNeE5Go82draSirI2rFjR17CtVA4WsqmIyoqijNsxkh4cIVsly1bBrlcbnTpJS4wXCMhXmBBZGdno1y5cggJCeF9VlJTU+Hv78/q2cvOzuZUaBcqDMwGptyH2HqhDJ4/f47GjRtDo9GAEJLPSBs3bhxv39WrV0Mul6Nhw4ais64Zr6vJOCoi8FmeHz58QHh4ODQajWCsGcgNgTRr1gxyuZz3obxw4QKsrKwQFhb2UxkEfDh//jzUajU6d+5sVPzb09MToaGhvC72r1+/olixYmjdujXveNu2bePdzXFhxowZUKvVvKTrOnXqoGbNmvn+xmRsURSVb6LQaDSF7oWbmxtr0URmsWDbYapUKkGhyrzo168fq4Fz5MgRXq6G2JBa37594eDgkI/PdvnyZUEu3L+NixcvIiAgAAqFAuPGjfvXSNaZmZk4ffo0xo8fjxo1aqBYsWL5flelUgkfHx9ERkYiLi4Ow4YNw/DhwzFs2DAMGzYMQ4cOxdChQzFkyBAMGTIEffr0QcOGDREQEAAzM7N8Y9nY2Egq5MqGW7duoV27diCEoFy5cjh69Kjovunp6Wjbtq1hQWEzLPV6vUFSgDFm+DZw169fN3hQuZCamprvPshkMlAUhenTp4uaPxYtWgSlUskZMs3Ozub12Dx9+hSEEFEGmaenJ2eiR6dOnXh10ipUqMCbQGMMaJpGREQEgoODJc+1M2bMgEwmE/QWxsbGwszMjFPbbfHixZDL5YXmPKlE7C9fvqB06dK85T64wGi5FfxQFMUZLqRpGuPGjQMhBD179hQdcv/48SOqV69uMMBMxlERQMgtl5GRYZjoJk2aJPjw63Q69OrVC4TkCqNxtb927Rrs7OwQFBQkOd1dLDZu3AhCiKgCkwVx5coVKJXKQjyGgmA0mPiKvNI0jcqVKyM4OFiSF+Hbt2/QarW8/AGmsnbel4+p+1OwvAFbjauYmBhOgruTkxOr0reDgwOr5hQX2rVrV8iAA3IXFJVKxbljZEJqfGKXiYmJMDMzw/jx4wsdu3z5cpGV8siL1NRUA/cuNDRUVMkLPuTk5ODixYuYOnUqIiMjDRwbW1tbNGvWDJMnT8aGDRtw7tw5vH379qc8UzRN49OnT7h06RI2b96M6dOni/IUi8Hly5dRpUoVEEIQExMjikPBXNO0adNACEGrVq1YPT7Dhw83hMDKli0Ld3d33k3EgAEDoNVq8eLFC9bjSUlJrAsbIYS1vmNBHDp0CIQQzvFpmgZFUZxyEdevXwchRNBIyMrK4kxuAABvb29OSRIm0aNt27a855AKZpMjNRHm4cOH0Gg0rFmsebFhwwZRoUBGkoMJuSoUCkn8sR8/fqBixYooXrw4Hj16JLpfXsydO7eQkc3FHc3MzETHjh0Na5TYuerSpUtwdXWFk5OT4bkzGUdFADExS5qmDe671q1bi+ILTZ06FYQQdO/endMavnv3LhwdHVG6dGnJGV1iwVjlUnV5gH8edL7yAjRNIyYmBo6OjryuakZETqqbt1evXnBycuL0QiQnJ0Oj0RTaFT958gSOjo4GA4mpEl8Qo0ePhqOjI+uLWbNmTdY+3t7erN4mLkRHR7OGAfr27ctblLRTp06CRUtnzJgBlUolOkb/b+PixYvw9PSEVqvF3LlzjdYoomkap06dQrt27QyhUEtLSzRs2BBz5szBjRs3/qv1j7hA0zS2bNkCd3d3KBQKJCQkiFb43rlzJ5RKJdq2bVvou7979w5Dhw5FcnIyXr16BUdHR9SqVYvTUPzx4wccHR3RrVs31uNMiDfvp3z58qK5dXxJBwxUKhWnQjNTW00okYRJ42cT7f348SOntzQrKwsBAQH/ujeVpmmEhYWhUqVKkjYiOp0OlStXhq+vL+96whSK7dChA+/4V69ehVqtRuvWrQ1cv3Llyom+ntTUVERERMDa2pq11qdYMPpLeT9sntivX78iIiICarVaEoF9xYoVUKlUqFy5Mt69e2fiHBUlpNzc7du3w8zMDMHBwbxCYAzWrl0LuVyOmJgYzjjqo0eP4ObmBm9vb0EmvzGgaRpt27aFWq3mJYtz9W3YsCHs7e15syjevXsHGxsbQeJv+/btUaxYMUmhxPv37wvumlq2bMmaPsuQChlX85gxYwr13b9/PwghePLkSaFjPXv2ZFXJDg4OFiw8mRdhYWGsi1KdOnV4i2OWLFmSd1eZnZ0NV1dXUXonRYGNGzdCrVajSpUqePr0qVFjfP78GbNnz4afnx8IIfDz88OUKVNw6dKl/9Ostvfv32PRokWoWrUqhgwZ8tPjZWRkYPr06bC0tISjo6PoEPO2bdsgk8nQrVs3Xg8ZU5uMT0Zg9uzZUCgUrHMXky1GCIGVlZXkEFFmZiYn/48B1wYFyM3aJIQIeixWrVoFmUzGOp8yBlZBMnlOTg6aN29u+H5C5XGkYNOmTSCE4OTJk5L6zZ49GxRF8VZmyMjIQFBQEHx9fXn5qe/evYOrqyvCwsKQkZEBnU6HmTNnijYC09PTUadOHZibmxul6s2AUXLv2bMnhg4dagh5F5QQOXfuHDw9PeHg4IDz58+LGjszMxM9evQAIQS9evUyeMRMxlERQurNvXXrFjw8PODg4MBbC4vBwYMHYW5ujrCwMM7w2YsXL+Dt7Q0XFxdRLmypyMzMRM2aNWFrayuY9VQQX758gaurK6pXr867WDGVu/l2mu/fv4elpaWg+nVBNGnSBH5+fpyegwMHDoAQ9grWjx49gqWlJQghrJyLpKQkzoKw8+bNg1arLbQo8RFC2eDr68vKkXBzc8Po0aNZ+7x+/RqEEE5BNQD4888/QQj56TCWVOj1eoMLv3PnzpK5RXq9HseOHTOo6arVarRr1w6nTp2StCCnp6fj4cOHOHjwIH777TcMHz4crVu3RvXq1REREYEaNWqgVq1aqF27NiIjI1G3bl3Uq1cPDRs2RM+ePTF79mzs2rULd+7cQVpaGj59+oSlS5ciIiICFEUZjOomTZpIvEPceP/+PerUqQOKojBu3DhR3jDm3UpISOC9P927d4eFhQVrEWsgl8Rub2/P+v7RNI1Zs2bhzJkzWL16NSiKkpyxxvc8M9lwXN4Mf39/ECIsgNi7d28EBASwHuvUqVOh8XU6Hdq0aWP4LWUyGSZMmCDi2wgjIyMD7u7ukmuoPXjwAGq1GgMHDuRt169fP6jVal5PTmpqKkJCQuDm5mZU9CEzMxMNGjSAVqsVLKbLBb1ejyFDhoAQgtGjR4OmadA0jbFjxxqI2B8+fMDmzZtRr149EJIrMSC2HujLly8RGhoKlUpVyAtlMo6KEMzNlZKp8uXLF9SsWRMKhUIwlR3I5Rc5OjrCy8uL0zj58OEDAgMDYWdnJyh8xeD+/fto3769oG4SkJvWXqZMGbi7uwtqqRTEmTNnIJfLecUCaZpGo0aNBMNrjFChFNft1atXQQh7VhmQOwF6eHhwFmBksnsaNmzIerxChQqsZREYo6vgYhMXF8cpHskGe3v7QsrlP378ACHc2jDMjpQvXBYREYHatWsLnv/fzIpMS0tDy5YtQQjBjBkzJBkzNE1j3759hvBG6dKlMX/+fFGZQ8nJydizZw/69++PSpUqwcnJKZ/rXi6Xw9PTE7Vq1UL79u3RsWNHtG/fHm3btkXr1q3RqlUrtGjRAs2bN0ejRo1Qvnx5mJubc/Js8pK9hXh3UqHT6TB58mTIZDLUrFlT1KL222+/gRDCW4k+KSkJbm5uqFu3LufvMmXKFKjVal7R0aSkJF5eDxciIiI4vcfbt28HIQRqtbrQ85iXyBsTE8N7jrCwMHTs2LHQ3/V6PYoXL54v3K3X6w1aVHk5MG3atJH0vbgwY8YMKBQK0VwyIPe3r1SpkmA4jfGC8amW6/V6NG/eHObm5pLVvoF/6qCp1WpJSQN5kZWVhfbt24OiKCxcuNDwd5qmsXXrVnTv3h2enp6FeEhiPc2HDh2CnZ0d3N3dWbmAJuOoCMHc3MjISF5CY0FkZ2ejX79+hdx8XHjx4gUCAgJga2vLaaF///4dVatWhbm5uaiH9eTJk9BqtYiKihJlIL1+/RouLi6oUKGC5AVz9uzZgp6M9+/fw9bWFq1ateKcnLOzsxEQEICqVatKWlijo6N5NUSmT58OjUbDyecoUaIEp9jigAED4OHhUejvz549AyEEhw4dyvf3yZMns5YW4YJCoSg0yTF6LFxu5X79+vGKQ75//15QIRzI9a64urpiyZIloq+XC+/evUPFihVhZmbG+xyw4ebNm6hduzYIIahVqxbOnDkjKDR66tQpjBkzBpUrVzZwx9zd3dGhQwdMmDAB69atw6lTp/Dy5UujQnA0TePjx484d+4c6tSpY/AwFvzUrl0bBw8eFPWOScGpU6fg4uICBweHQs8YGxgOIF99KyZMzPVcJCUlwdraWpAEXLlyZclCiR07dkTVqlUL/Z2maQQFBRm4f3k9N9nZ2fDz8zMYMBRFcdILsrOzoVarWXlLzAYq79zKGJQFP1yeJyn4/PkzrKysRNWjzIsZM2YIhtOYWpnt2rXjfUeGDx8OiqIkqfUzyMnJQZs2bXjroAnhx48fiIyMhEqlKpTNzRT+Lpg9R1EUK72hIPR6PSZMmACKolC/fn3Oed1kHBUhmJtbrFgxODk5SbagV61aBaVSiapVq/LuxoBc46dOnTpQKpWc2jZpaWmoX78+VCoVtm/fLnh+RlhSrIF0+/ZtWFpaol69egaDTqfTCV47TdP45ZdfYGlpycsLYHY8fDpAjPjiunXrBK+Xwblz53jDdp8+fYJSqcS8efNYjzNcBTZPDFOOoCAXQ6fTwdLSslC2HxPmEKPHkZmZCYVCgeHDh+PgwYMGwumZM2dACOHcdQYFBbGK+jFYsmQJFAqFILl3wYIFkMvlrJwqKWC0T1xdXSWlB799+xadO3cGRVHw9/fH3r17OSf8rKwsbN68GdHR0YYMNXt7e7Rs2RLLly/H06dPizT7Ljs7G2PHjoVMJsuX6Whvb2/wekRFRWH+/Pn/mnbU58+fER0dDUIIpkyZIvj9RowYAZlMhtOnT3O26dSpE6ytrTk9UmPGjIGZmRmvx2706NFwcHCQlAkYHx/PGjZj+FDMR6vVGigGv/76ayEPIBfHiyFjs3EnJ02aBCsrq3yZfc+fP0eXLl0MRi+TxcWXISoWffr0KSS6KgRGxJGr2DWQux75+fmhbNmyvPMLQ3zmmu/4kJOTg7Zt20Iul0vWZWLw4cMHBAcHw8rKipVvRdM0evfuXcg4ksvlgmvN169fER0dDYqiMGnSJN5n0GQcFSGYm/v48WNERkaCoiiMGDFCksLtxYsX4eLiAicnJ94dAZC7AMTGxoIQgvHjx7NOhllZWWjbti1kMpmoOk1SDaRjx45BpVKhbdu2yMjIQNOmTaFSqQTDbT9+/ECpUqVQpkwZ3he3U6dOsLCw4HWdtm3bFvb29pJkDGrWrImQkBDOBaRNmzbw8/NjPf7lyxfOUMHXr18RHh7OmkZcu3btQpwTxrDhy6ypVatWIQFKQohBKI9J02f7/ikpKZDJZFi5ciXn+LVr10ZUVBTncSDXa+Tk5MQZbhQLIe2Tp0+fFlqwUlNTMXbsWGi1Wjg4OGDp0qWc79SrV68MWYOEEFSrVg2zZ8/GjRs3OCfGXbt2wcXFpUj4VleuXIG3t7fhN3v27Bnu3buHuXPnom7dulCpVNBoNOj2/7H31mFRrP/7+LO9y9LdDaIoIAomFh47sQMxDiZiHQu7WxHFrmN3e+zuOAZ2YWOiqPTuzv37g2vmw7I1s4Dv9/f9876uvc5xmdmZnZ15ntfzet2v++7Vy6hyRlGoVCpMmjQJhBCMHDlSb4CkVCpRu3ZtODs763x20tPTYWtrq1Md+ePHjxAIBHqzibQ5K5frO3r0aHh5eWm8X7duXbVgUyAQYNCgQfj8+bPWbJ25ubnWklNSUpJO/7eqVavqbG4YM2YMTExM0L9/fzg7O0MkErEWGtSGlJQUCAQCvRm8osjMzIS/v79eexaKohAVFQVzc3O9PnUnT56EUChEnz59OC8W6IyRQCAwqoMZKOBxenl5wdnZWa9l1sOHD9VK10Kh0GBJ88qVK3B3d4eNjY1BA2fgd3BUqih8cVUqFVNHrlq1KqfuMVqUii6h6LtpC7f6d+3aVasZrUqlYoxwx40bZ/Ah4Fpio4UZ3d3dmRXVihUrDO53//59yOVydOrUSec5ff/+Hd7e3qhatarOcsfHjx9hbW3NydqCHrB1aSrRKrW6sn/169fXqjekDwkJCRrmtbR6tj7yaEREhMagz+PxMGXKFADAmjVrQAjRen1oq4Vr165p/exPnz6Bz+fr1IyhsWDBAggEAqM7yYCCgDgsLAx2dnY6M4Z169YFj8djOGF3795FQEAAJBIJRo0apdGtAhTc30ePHkXLli3B5/MZoj6bhoQVK1YwK1JDyrvGIisrC/Hx8QgJCdH4jT59+oTp06fDxcUFhBDUrl0bO3fuLHZ33YIFC1gRr9+9ewc7Ozs0bNhQZ/BId6bpGsOaNm2qVwwxOzsbEokECxYsYH3+06ZNg52dndp7dLmr6EsoFGpkjQqXYbR1WrVs2VKrZg6tlK+tlKhUKuHh4cF0i1IUVazAiKIo1KxZEwEBAZw0hGJjY2FiYqKXnzR79my94xtQ0BBkbm6Ohg0bcraoUSgU6NChA4RCIauqhDacO3cO1tbWCAgI0En8BwrGamtra3h7e8Pb25v5XXXRCCiKwvz58yEUClGlShVW3eDA7+CoVKHt4l6+fBmenp4wNzfX6wxfFPn5+Rg8eDAIKejiMRSkbNmyBRKJBNWqVdNa7qEoCjNnzgQhBL169TI4+NIBUt26dQ06nmdmZqJMmTJqqzldYohFQfuezZ07V+c2ly5dgkAg0CpOSIMuT3ERT4uMjES5cuW0psVpbkPDhg217kubsLLtkgD+T2278ECgVCoNThz37t3TEKHk8/lMB9DcuXNhbm6udV/6+uoqma1YsQJ8Pl8vRy4rKwsODg7FavPPyclBvXr1YG5urrOU9uHDB7VOoL59+0IqlaJ8+fJaxStVKhXWr18PX19fEFLgu7Zs2TJWHDiKojBlyhS1a1qpUiV8+/YNN27cwPbt2zFz5kzEx8dj4MCBGDRoEIYMGYJhw4Zh+PDhGDlyJEaNGoWxY8di+fLlOHPmDNLS0owu1eXn52P79u2oWbMmCCFwc3PDzJkzDT57+rBs2TIQUuCJpa+ccPToUUbBWhsyMzNhb2+vU9eIJvzrC5zr1atnkCBdGAsXLoRMJlN7j/4+RQMjc3NzXLp0CXfu3MHu3btBCEFcXBwSExMxdepUDekQhUIBCwsLrYKwiYmJEIlEWiVCaF9Dtk0uhrBu3ToQwk7Jmwb9/fQtPo8dOwY+n6+XcP/q1SujOaMKhQLt27eHUCjkzBeksXnzZojFYtSpU0enHAtFUVi0aBEEAgHq16+Pr1+/4uXLl7C2tkZwcLDWZ+3r169o2bIlCCEYOnQop6Dzd3BUitB1cTMyMhhl7K5du2pd/erCxo0bIZPJULFiRYMT8ZUrV+Do6Ah3d3edKcr169dDKBSy8p05d+4cTE1NUaNGDZ3nnJWVherVq2uYVwqFQtYP3YgRI8Dn8/VmTyZNmgQ+n6+z1EhRFBo0aAA3NzfWx6VXoroIp3R7u7ZyR1ZWFszMzLSqXusCLSxXVBulcuXKBstV9DWiA4fCE01CQoJWEjgATJ8+HZaWljo/99atWwZX9ImJiRAKhZwCwcJQKBRo3bo1pFKpXn7L4sWLNXgFurKX165dQ9WqVUEIQVRUFC5cuMA6MFEqlYiNjdWahShakgkMDESFChUQGBiIsmXLIiAgAP7+/vD19YW3tzdcXV3V7n1TU1OEhoaiY8eOGD9+PDZu3MjZOuHmzZvo0aMHxGIx3NzcsGPHDqODrnXr1oHP5yM6OlrvgighIQECgUDn8zVv3jydmUP6WdDX1j5+/HjY29uzPm+aB1N04ZKeno6UlBQQQnDs2DGN/Wg3e30drLQdjrbMQ9WqVdG8eXOt+zVs2BBhYWGsv4M+fP36FXZ2dpwUtt++fQtra2u0atVK5/3w+PFjWFpaonHjxjq5UOnp6Shbtiw8PT05dxvn5+ejXbt2EAqFnAyzaRSudERHR+sMXnJyctC9e3cQQjBo0CC1ezctLU3reV+9ehWenp6wtLTUmzHTBdpI+HdwVAowFHlu3LgRZmZm8PT0ZC1YBRSkP318fGBpaWmwm+D169cICQmBqampzm2PHDkCuVyOKlWqGCQBXrlyBZaWlqhcubLW7MOtW7fA4/G0Onuz8ZADCiarpk2bwtzcXKc8gUKhQI0aNeDq6qrznF+8eAETExPExcWxOi5QIPro5uamtRypUCjg4eGBLl26aN23d+/ecHV15UTI9PLy0tAkiY2N1SoQWRiZmZlwdnZmrm3hrpC4uDidzuK9evXiJBVQFBRFITAwkFO30cOHD9W4HIMHD4ZAINBrogwAVapU0QiOhEKhWmnzw4cP6NmzJ3g8HipUqMBaMI+iKKSkpGDEiBF6A6L4+Hhcv34d6enprAOS3NxcPHz4EPv27cOcOXMQGxuL2rVrq3mWBQUFISEhAZcuXWJ9v9Dmm4QQNGjQwGgbhq1bt0IgEOj1RlQoFEhISNBJrM7KyoKjo6NOYn/37t3h6+ur8/Pp5gq2it709trG0ps3b4IQgqtXr2r8jTaD1Zdpnz59OkxNTTVKSampqSCEaM3wP3r0CIRwM4nWh379+sHMzMwgoZiGQqFAREQEnJ2ddY5/3759Q5kyZRAQEKBzMZuTk4OIiAjY2Nhwkg2g923RogVEIpFRwUd+fj569eoFQnRzZIGCho2wsDBIJBK9Rto0KIpiMn7h4eE6bWf07b969WpYWVn97wRHixcvhoeHByQSCcLDw7U+LDTWrl2rMRBKJBK1bWixKUdHR0ilUkRGRuolsxUFm7RcamoqqlWrBj6fjwkTJrDmFnz79g2tWrUCIQSjRo3Su19mZiZat24NHo+H2bNna70Jr1+/Dnt7e/j6+hr8jrdu3YKtrS2CgoK0ll9evXqFmTNnMpoz9ASnz1m7KL5//45y5crBz89PZ5r1zZs3sLGxQePGjXWWCRYsWAAej8dkKL59+6b3+z1+/BgCgUBnWS8pKQkCgUDrA0evQNm0TtOIjo5GSEiI2nt0t5ghAUSaeC2TydQm2Pj4eJ2CeHXq1DFo5qsPNGfJkKAejezsbIhEItjZ2WH58uVMKWLhwoV696O5V4XLhrR44rx585CXl4d58+bB3Nwc1tbWSE5ONvjs5OXlYefOnejRowcTWEokEhBC4OnpqaZvRAf3+rr6jMHXr1+xbds2REdHM51qtra26NatG7Zv384qi3zgwAF4eXlBJBIhISHBKJ4L7amly3KDDehuRW3ZI7qLTNcYfPv2bb08EV3nq40wTT8H2rIHvXv31rlQoNGqVSs0adJE4/2ZM2dCJpNpLWXGx8drGDIbi+vXr4PH43H6LUaNGgWBQKBTLFipVKJRo0awsrLSOd4plUq0adMGUqmUs3p1VlYW/vjjD0ilUtZjQVFs374dQqFQb2fx+fPnYW9vD1dXV1a+hJ8/f0bz5s1BCMHgwYM5ldGAgmxc48aNQQhBly5d/jeCo61bt0IsFmPNmjW4f/8+YmNjYWlpqZM7sXbtWpibm+P9+/fMqyg3Z+bMmbCwsMDevXtx584dtGjRAl5eXqwfCLY1S4VCgYkTJ4LP56Nq1aqsW6Np5VmBQIA6deroTYmqVCokJCQw6UttK6nnz5+jTJkysLGxMdgZd+/ePTg6OiIgIECv2u3du3cxYsQIiEQiEMKtPfTZs2ewtrZG/fr1dU58hw8fBo/H0xBCpKFUKhEREQFPT08cOXIEjo6OsLS01JsF6NOnDxwdHbU+WJmZmbCxsUF8fLzG3+isSrt27Vh+w/8z8C28Yrx06RIIYed6LRKJNMoTQ4YMQdmyZbVu7+bmppd7YAgDBw6Eo6Mj6yC+qK8Wn89nZRJcv359tX3q1q2LJUuWIC0tDY8fP0aFChXA5/PRv39/g0KP6enpmD59OhMQlS9fHsOGDcPx48c1nuWMjAysW7cOgYGBiIqK4iQJwRVKpRIXL17E6NGjUaFCBSZY69Onj8EFSnZ2NiZMmACJRAJ3d3ejJqihQ4dCIBDo9SwzdA5WVlYYPXq0xt+USiXMzc0xdepUnfsasgQpjJUrV4IQovW+WbhwISQSida/VapUyWCAq1KptN5DwcHBWjOkP378gLm5ebGeIxp5eXkICgrSSs7XhYMHD4IQglmzZunchv5tdTWQUBSFXr16QSAQYN++fZzO+fv374iIiIBcLudsbVL0HHRlqyiKwpIlSyAUClGrVi1WOoFnzpyBi4sLbGxsDGaltR3v77//hoWFBZycnHDw4MH/Hc5ReHi4mnS9SqWCs7OzTlLh2rVrYWFhofPzKIqCo6OjWktlRkYGJBKJTjXlouB6cS9evAhvb2/I5XIsX76cdRr/7NmzcHR0hKOjo0GZ9k2bNkEqlaJy5cpaPc3S09NRu3ZtSCQSg/45T548gZubGzw9PZmAbu7cuahdu7ZGqeDnz5/w9fWFSCRi7f0EFHQmCAQCDBgwQOf1GDNmDPh8vs7v/uTJE4jFYrUslr6OhQ8fPujtJpwwYQJMTEy0PrDz58+HSCRiXbv/9OkTeDye2iScmZkJHo+n1VSxKLy8vODh4aH23l9//QV/f3+t20ulUoNZG13Iy8uDjY0NJz+wt2/fai1XVa5cWScXjBbYMzU1xapVq9RKL3v37oW5uTnKlCljUAn90aNH6Nu3L2QyGSQSCf7880+DHWs3btyApaUlCCE6A+7SwsuXLzF16lTGs69NmzZ6s99AwQKiYcOG4PF4rLSMCkOhUCAyMhK2trasO3iKom/fvjpLyU2aNNErCeHt7c1aITwpKUkjs09jyJAhWu/3vLw8iMViLFq0iNUxCoPWPdJWLqKzx1y5Y9owefJkCAQC1vper169grW1NZo1a6ZzgUHzs3Q95xRFMZYcXMuC6enpCAsLg4WFBS5fvsxpX7bIzs5GTEwMCCEYMGCAwc45hUKB8ePHg8/no3bt2pytad6/f89km7p27cpUKv4ngqO8vDwIBAINQli3bt10etPQxq3u7u5wdXVFixYt1AZOWsG46ABcq1YtrVkDoIBr8P37d+b15s0bzhf358+fDDm0adOmrCfZ9+/fo3bt2uDz+Zg6darelfmNGzfg5uYGBwcHrWnt3NxcdO3aFYQYtnF49eoV/P394eDgwOip6Cq75ObmolGjRjAxMeFkVEt3pegiCisUCtSpUweOjo4a2b+0tDTGSbrwy1jlVqBggDA3N9fqX/T161eYmJhwagOvXLmyBhGzXLlyOrVkCiM2NlaDQzRy5Ej4+PhobKtQKPQSzg2BFrS8e/cu633o56jwi8fjwd3dXWsJacOGDeDxeKhfv75a5k6pVGLs2LEghKB169Z6n6mTJ0+iadOmIITAwcEBkydPZqV5de7cOZiYmDCdgDTZVqFQ4NmzZzhy5AhWrlyJFStWYNWqVVizZg3WrVuH9evXY9OmTdiyZQu2b9+Oq1evFmtAzcnJwfLly+Hn5wdCCtr5Dx06pPM5VKlUmDBhAgghaNeuHacy2+fPn+Hh4YHQ0FCjVLppwrO2DMWsWbMgl8t1Tm5NmzbVabuj7bN0NRJERUVpDcLoAIcLn5NG37594ezsrJHNycvLg5ubm07eIRfcvXsXIpFIp2dcUeTl5aFq1apwd3fXydU6duyYQZ2i6dOnG1VS/fDhA4KCgmBra8tJrJULnj9/jpCQEMhkMlb8otevXyMiIgJ8Ph+TJ0/mxPeks0VWVlawt7fXiB/+J4Kjd+/egRCiUTcdPnw4wsPDte5z6dIl/P3337h16xbOnDmDZs2awdzcnMmmXLx4UaPcARQQdnWRUekBqujLmIu7f/9+2Nvbw9bWlnV7pEKhwNixY8Hj8fDHH3/o9c76+PEjIiIiIBKJtLaBUhSF8ePHgxCC2NhYvdH7p0+f1ITtBAKBzqA0OzsbdevWhZmZGacW2BEjRoDH4+m8FmlpaXBwcEDt2rXVzjU0NFTj9xAIBJg5cybrY2vDpEmTIJFItK5SBgwYwImPMHbsWNjY2Kg92P3799dr8VF4Xzc3N7X3xowZo5FNAgoyn1yI8UXRpk0bhIaGctrn/v37Gte/e/fuWrNGa9asAY/HQ8+ePdWuRXp6Oho2bAg+n48ZM2boJW7SbbtBQUFYu3Yta+Paw4cPQywWaxDAvby8IBQK9ZK2db2cnZ0RGRmJuLg4JCcn4+TJk5y6gZRKJXbt2oXw8HDmO+njhuzevRtyuRxBQUGcdNRu3boFmUxmFL+Koij4+flp9SS7cuUKCNHd6j5o0CCd5d+imDhxIpycnLT+rVKlSoiNjdV4f+XKleDz+Zw5WT9//tTZeUpriBXXxFuhUCAsLAxly5ZlfY9mZGSgVatWOq9nSkoKzM3N0ahRI50lOjorq08GRRtSU1Ph6+sLJycnvQK1xcGBAwdgaWkJHx8fvQKQNHbs2AErKyu4ublxWmwDBWNFkyZNGG6RNlL7/2+Do6LIz8+Hj48P481iTHCkK3PEtgxXFJ8+fWIG+5iYGNYt/8ePH4e9vT0cHR318gny8vLQr18/EEKwefNmrdusW7cOIpEIdevW1blauXHjBqRSqQa3RJfFwM+fP1GzZk2Ym5uzTs2qVCq0a9cOMplM5+Bw9uxZCIVCtcze4cOH4e/vr1ZSI4RwEojUhu/fv8Pa2hr9+vXT+NuTJ0848Slo+5LCWUraTFNb6bMwaGXfwplCXRMJXeJiy09RqVR4/PgxMjMzoVQqdWrB6APdSURIQSu8LoE4OivVp08fte/y+fNneHl5wcbGRmurNlAQRCxcuBCmpqZwcnLC9u3bWZeXnj17xtwf2l4NGzbEkiVLcOzYMbx48YIJ2iiKglKpRF5eHnJycpCVlYWfP38iPT0dN27cwIYNG5CQkICoqCiULVtWLcAqW7YsxowZgxs3brA6T4qicPbsWYSHh4PH42HQoEE6J/yUlBR4e3vDxsaGE5eInvSNMQmdOnUqTExMNALe/Px8yOVyndyYSZMm6Qx4imLkyJHw9vbWeJ+iKFhZWWHatGkaf+vatSvnYB74P60vbZY/fn5+aNWqFefPLIrZs2eDz+eXmEbSu3fv4ObmhuDgYJ3l6s2bN4PH42HgwIGcyq8pKSlwcnKCr68vp6CbLZRKJcaNGwdCCJo3b27QqP3nz5+ME0Tbtm1ZdzwCBffLihUrYG5uDmdnZ73d3v8TwZExZTVtaNu2LSNBbkxZrSjoi0sIQcuWLY2q61MUhTVr1sDMzAyurq46J4iiSEtLQ926dcHn8zFx4kS96cZdu3bpZfWfO3cONjY28PX11SDQ5eXlwdbWVmvpRBcZEyggNUZERMDMzIx1p0R2djaqV68OOzs7nRo7ycnJIIRg7dq1zHtKpRKbNm2Ct7c3c35cNFZ0YdasWRCJRFoHjBYtWiAwMJDVIKRQKDTuDZrIbCi1TJuBFt4/OTkZIpFI49h0+7E+baHCoIUtCSEMD6dRo0aYNm2awQGMxrBhw0BIgSGnLi7AkydPYG5ujqioKI1yMEVRmDp1qs523Nu3byMsLAw8Hg/9+vUzuIBQKpU4f/48Ro4cyXRTFg2c+Xw+E8yUxEQIFAQKjx49wvbt2xETE8O0Cbu7u2PQoEE4e/aswZKAUqnEvHnzIJPJ4OnpqTOQSU9PR/369Tn5W1EUhdq1a8Pf3591JoPGq1evIJPJtJJzGzRooLUTDNAu7KgLPXr00LrQpbsaixJwac7oyJEjWX1+YVSqVElruY+WE9ClLs8WDx48gFQqNWjQyxY/f/5ExYoV4eLiovMZ27lzJwQCAbp168bJ0+7ixYuwtLRESEiI3kqEsfj06RMaNGgAPp+PadOmGTy3q1evwtfXF3K5HGvWrOEU5KWmpiIyMhKEFAgfGxrD/ieCI6CAkF1Yz0alUsHFxUUnIbsolEolypQpw/BI6IercEv39+/fjSJkr1+/Hs7OzjAxMcHs2bM5S7MDBWRN+oft168fK6VcpVLJuA/XqVOHM1GtMJ4/f45y5crBwsJCLUCjlbtpu4PCk4yZmZneAf/nz5+oVasWTE1NWfMCPn/+DF9fX50DLt2FIZFINAYxhUKBv//+m8lyFRVf5IrMzEydStGnT58GIYSVh48uBAcHGyx10Foshw8fZt7btWsXCCEaHTj//vsvCCFafd604d69expBL93iXvh4uqBSqWBtbQ2ZTKYzzZ+VlYUKFSrAz8+P0yCUlZWF4cOHQyAQIDAw0OD98+PHD8yePZvRGrKzs0P37t2xa9cu/PjxAxRF4f379zh+/Djmz5+Pnj17IiQkBH379mV9TlyQn5+PEydOMJ5c9DmxuV+ePn3K8Oh69uypdZCnfa7EYjHrbNC9e/cgFAq1ZmEMQVcma9SoUToFSengm00wVr9+fa3+ZnTGsWiWmr532S4madBSFdqCraCgIIOeg4aQl5eHkJAQBAQEaJUl4Ir8/Hw0adIEZmZmOktR+/btY7zHuHByDh06BJlMhlq1anESKmaLc+fOwdnZGXZ2dgbvUaVSialTp0IgECAsLIyT2bVSqcSCBQtgYmICd3d31mPy/0xwtHXrVkgkEqxbtw4PHjxA7969YWlpyUS70dHRGDVqFLP9pEmTcPToUTx//hz//vsvOnbsCKlUqlZPnTlzJiwtLbFv3z6kpKSgZcuWRrfyf//+HYMHDwafz0f58uUNtsprg0qlQnJyMkxMTODt7c06A3D69Gk4OzvD2tqac9tmYWRkZKBRo0ZajSUpisLTp0+xZMkStGzZkmndDw0N1bsaKBwgsb0mz54900uwzc3NRZUqVeDi4qJ1tfPp0yfI5XI4OjoWy44BKFj98vl8DRNNiqJQsWJF1K1b1+jPHjJkCNzd3fWujlQqFWQymZpEAl0SLsqLuHbtmtZsqD4UtoEhpECE8Y8//mC1YqOtSnSV8SiKQnR0NExMTDiRvN+/f4/KlStDIpFg2rRperOenz9/xrhx42BpaQmRSIRevXpxEl4sDWRkZKjdLyqVCpcvX8aIESNYC9apVCosX74cZmZmcHJy0pp9zcvLQ6NGjSCXyw12vdH466+/IJPJOAvn6QLN+9H2G+3fvx+EEFYZCX9/f60NEGPHjoWDg4PG/ZiYmAiJRMKZZN6lSxd4eHho3B/0gsNQN7Ah0LImJUFopigKMTExEAqFOif8f/75ByKRCG3atOG0KN+wYQOEQiFatGhhFFFfH1QqFWbMmAGBQIBatWrppF/QSE1NRUREBHg8HsaMGcPpe9y5c4fJLA8cOJCTNcr/THAEAIsWLYK7uzvEYjHCw8PV6rm1a9dWs2QYPHgws62DgwOaNGmiccPSIpAODg6QSCSIjIzkpEqr7eLevHkTYWFhzKqPi3M8jadPn6JmzZrg8XgYPHgwqxXI58+fGXXdAQMGGH3DKxQKxuOtb9++zKC3Zs0atbKIQqFAmzZtQAhB+/bt9QaUmZmZqFOnDuRyOeuAzxDevn0LR0dH1KhRQ+vK9NGjR5DL5ejWrVuxjpOXlwd/f39ERkZqDND0gGrsd6JLZtp8xAqjYsWKaoRUuiRcVDKBXk1z6d6hW40L84YMDWbA/3H4dGX4gP/rQty4cSPr87l79y7c3d3h7OysNwP29u1bDBkyBCYmJjAxMcHgwYMN8rd+FWjNngoVKmDmzJlGt9EDBcTSmjVrQiqVam07p+18rK2tWRFpf/z4AWdnZ7Rs2dLocyqMU6dOgRCiddw8d+4cCCEGlZkpitJYANBo0qSJ1nusWbNmqFevHqdzffHiBQQCAZKSktTeVygUKFOmTLGzRqdPnwaPx9OrT8QFw4cP18sXPX78OCQSCVq0aMFaDJGiKMyYMQOEEPTo0aPYhsdF8eXLF4YIPXr0aL2fTytVm5qawsPDg9M4mpOTgzFjxkAoFKJcuXKcRS6B/7Hg6L8Nui6uUqnEkiVLYGVlBSsrKyxdupTzSpbmH0ilUvj6+rK6cSiKQnJyMiQSCSpUqFCsroOVK1dCJBKhZs2a2L9/PzOBFuV97d69G1KpFLVr19Zb483MzERkZCRkMhknhWl9uHz5MiQSCbp27ao100Gn9YtrAUCrPhcl96lUKgQFBXEepGnk5OTA1NQUU6ZM0btd586dUaNGDebfmZmZWoOOFy9ecC41PH78WC1zpGsgLgra3V5Xqv/WrVsQi8Vq2mSGcOzYMZibmyMoKEhnoPP9+3cMGDAAYrEYlpaWGDdunEFLnF+NvLw87N+/Hx06dIBMJgMhBBEREVi2bJlBQUttyMnJQdu2bcHn87F06VKNv3/9+hVBQUFwdnZmlRGiM35cDFB1geYEaTOApsn6hpSPaf7djh07NP7m6OjINNHQoCgKoaGhnHWqBg4cCBsbG40SIR3Msi1Ha8PXr1/h6uqKOnXqlEjWcvbs2SBEt5bRqVOnIJPJ0LhxY9YcMqVSyTTo6LPzMBY/fvyAu7s7bGxsDDaFXLt2DREREUyQxiVAOXv2LPz9/SESiTBp0iTOKtk0fgdHpQhDF/fTp0/o2bMnCCkQxTOG6Pf48WPGuTsuLo5VmSglJQWBgYGQSqVYsmQJ8xB8/PgRPXr0YM1NunjxIuzs7MDn85lXxYoVNR6qixcvwtraGoGBgWoO9EWRk5ODZs2aQSQSGe3uXBQ0iXLSpEla/x4TEwMTExONshgXUBSFP/74A35+fhoPYnGzRx07dtSwFymKqVOnwsrKSu26t2rVSoMX9OnTJ60BrCHQnJiWLVuyHjBDQ0N1NkNQFIUaNWqgfPnyrAeulStXQiAQoHHjxjpT46dPn4aHhwdMTU0xc+bMUh/USgI/fvzA+vXrGakCkUiEDh06cLIpAgomtvj4eBBCkJCQoPE7vX//Hj4+PihTpozB1naaX8NWg8jQeYnFYo1sDPB/djuG2rZpvaKipUG6+1LXWMElCPn8+TNkMplGi3t2djZcXFyYRh1jQFEUOnToAAsLixIRjqStr4oGhTSOHz8OmUyGP/74gxUFRKVS4fz587CxsQGPx8PKlSuNPrfHjx9rDYRprFy5Uu0afPr0CadPn8aKFSswYsQItGrViuGvch2r0tPTGY3A6tWrF2vx//XrV4wZM+Z3cFRaYBt5Xrx4EcHBweDxeOjduzfn1aNKpcLChQthYmICT09PVgrU2dnZzCqBFpuky25snaHz8/NRuXJlDdKutuM/fPgQXl5ecHBw0BsE5ufno3379hAIBNiwYQOr8zCEKVOmgBDtBpJZWVkICgqCj48P6w4sbbh79y74fD7mzZun9n5xs0c7duwAIUSrfxWNw4cP6yxdFEZWVpbO66APAQEBIISwzsDQk5kufhsdsLJVSqfbfPv166c1DZ+dnc2UemvVqlUq7cYAGNL2lStXcPnyZdy+fRuPHz/G69ev8fnzZ0bywFh8+PABiYmJcHNzg1AoxIABA1jZJhQ+vzlz5oAQgm7dumlwMx4/fgwTExP079/f4GfRrf3GmtsWRkBAgNYOX7Zltc2bN2ttMKAzv8ZQE4pi4sSJkMlkGvf4rFmzIBQKORGAi2L58uUghBh0HGCD+/fvQyAQoHfv3loXKocPH4ZEIkHjxo31BkYvX77EqlWr0L59e1hYWDBjt65FJBts27YNZmZmqFSpEquOuJycHDUJGJqnSjf2sG0koCgKmzZtgr29PSwsLLBkyRJOHXmFkZ+fj6SkJFhbW8PExOR3cFRa4JKWUygUSEpKYow0lyxZwnmgffbsGdPF0rt3b1YdBgcPHoS9vT3MzMzUAhw2Jn/aHM15PB5q1aqldfuPHz+iWrVqkMlkeluMlUolevToAR6Ph2XLlhk8D0OgKArdunWDWCzWSvp+/vw5LC0t0bRpU6MfKqDAWdvCwkJjQitO9igzMxMymUwvTyEjI4OV3QhFUeDxeFpFP/WhTJkyMDMzY719fHw8HBwctBIns7Oz4e7uzprTsnjxYhCiW6n92rVrCAgIgEQiwbx584r1+wH/5/e0b98+JCYmIj4+Hs2aNUNgYCAzWBp6iUQi+Pv7o3Pnzpg/fz7OnTvHififk5OD2bNnw8LCAqamppg8eTInIcNNmzahbNmyWoNZWurCUOk6JycH9vb2nMqeulCnTh2tC67jx4+DEGKw1PfXX39pFTXt2rUrKlasWOzzo5snCnc7AwXZA0tLS1bBpC7cvHkTEolEqx6asdizZ4/WuWH//v0Qi8Vo3ry5zlLax48f1ZosCvMJq1WrZtT55ObmYsCAASCEoGPHjpxIz+3bt2c6YAvPIdr8+rTh2bNn+OOPP0AIQYcOHTR0CdmCoigcOHAAZcqUAY/Hw59//oknT578Do5KC8bULD98+MAIXIWEhHBW/lSpVFiyZAlMTU3h7OzMKi158+ZNtYdEIBCgRo0aBksoXbp0YVr3add0+jN0qTBnZ2ejffv24PF4mDNnjl5LhIEDB4IQ/QaLbJGbm4tatWrB19dXa/bhn3/+AY/Hw8SJE40+xufPn2FtbY2uXbuqva9SqRASEoKqVasaVcdv3bq1QTHTkJAQVgrHlpaWrOUtaFSuXFlrG7U25ObmwtraGsOHD9f69ylTpkAkErFaiR86dAh8Ph+DBw/W+BtFUZg0aRIEAgEqVapUrBR6fn4+Tp06hUGDBsHT05O5h6VSKcqWLYumTZti4MCBmD9/Pvbu3Yvbt28jJSUFV69exZkzZ3D48GHs2bMHmzdvxurVq7Fo0SLEx8ejWrVqzMqYx+OhXLly6NatG5KSkvRmAml8+fIFQ4cOhVgshpOTE1asWMGaIKuro4cuATs7OzMeUrpAewga2s4QGjdurFUviubqGVINj4yMROvWrdXeo6VWRowYUaxzo5GXl6exmBw4cCBMTU05qZoXRlpaGpydnVGpUiXO2lFcsXv3bohEIkRFRektVWdmZsLT01NDCV4bZ5INnj9/jkqVKkEsFmPp0qWcxzdaI6vweVhaWhpc2Ofl5WHatGmQSqXw9PQ0yniZxp07dxij63r16uH27dsAfnOOShXFubhXrlxhutq6dOnCqkOoMF6/fs34S7Vt21bnA65SqVC3bl214Ih+aet+KYofP37g7NmzmDdvHjp37szoyBBCdDo2q1QqJCQkMBkufQM5XfcdNmxYsbMCX7580TuJ0uU3ro7OhUGXI4qSnk+cOGF0ap0uK+jjoQwcOFCrn1pRhISEoE+fPpyOb29vzzpo3L59OwjR3mH39u1bmJiYsDKuvX37NkxNTdGiRQuNVbJSqcSff/4JQgjGjx9vlG7Yjx8/sH37dnTp0oURZHRxcUG/fv3wzz//IC0trdj3G1CQEb5z5w5Wr16Nfv36ISwsjDFBrlOnDjZs2GCwczQ1NRWdO3dm9imuGN+bN29gaWlpUCX+w4cPEIvFmD17drGOFxUVhYYNG2q8T6vA6wu+aAXsosrsKSkpIMQ4RW82uH37Nvh8vprOHRe8evUK5ubmIIToFKwtKWzbtg1CoRDt2rVj9Sw8ffoUcrlcbax3dHTk3Jm2Z88eWFhYwNvb2yiy+unTp+Hp6QmJRKKWNdLGTyuMU6dOoWzZshAIBBg5cqTRelHv3r1Dr169wOfz4e/vj/3796sFd7+Do1JEcS+uSqXCqlWrYGdnB1NTU8yaNUttBfL8+XMMHDhQ581BURS2bNkCOzs7WFpaYvXq1RqR/d27d9XKAYVTnGZmZkatGs+cOQMXFxcIhUIsWrRI52pizZo1EAqFiIyM1CsBn5SUBEIIoqOjjZoI2UKlUqFFixawsLDAw4cPjfoMiqJQp04d+Pj4aEx6zZs3h6enJ2udLBrZ2dmwtLTUq/ZLdxgZSiu3bt0aDRo0YH3sHz9+gBDCmv/VrFkzVK1aVevf+vbtCzs7O4Orwnfv3sHV1RWhoaEa5aT8/Hx06tQJfD4f69atY/clCuHu3bto3749E6AEBQVh3LhxrK08SgJZWVnYsGEDUwK3sLBAv379DJ7DmTNn4ODgABcXF6Nakwtj06ZNenlhNLp16wZfX99iXZuuXbtqLbWvX78ehBC9weHLly9BiKZRNN2py/VZYgOKolCzZk2ULVuW83jz8uVL9O7dmxlHuTg0GAO6K7Rr166sgpvCC1M620+7KLBFTk4OU0aLioriLBD58+dPpioQERGBZ8+eMZ/n6empM/P1/v17dOnSBYQQ1KhRw+gmmp8/f2L8+PEwMTGBjY0NkpKStP7Ov4OjUgR9cYvbSvzt2zcMGjQIAoEAPj4+2Lt3LyiKQoMGDUAIwcCBA/Xu/+XLF8TExDBpw8IZiA8fPiAqKgqJiYlISEhAhw4dEBQUxEwehHBzYadBK2fTmS9dnInTp0/D2toavr6+evV8Nm/eDJFIhCZNmnA2kuSC79+/o1y5cvDx8TGqrRoo0FASi8UadfOHDx9CIBAYVSYcOHCgTh4PUJDCJ8Sw6vfQoUNZGdrSoCcnNqqyCoWC6RQrih8/fkAulxschDMzMxEaGgpXV1eNbGlOTg4jMKqtrVsfHjx4gI4dO4LH48HT0xPz588vNeI2Fzx9+hQJCQlMR2BwcDBWrlypk2/47t07VK9eHSKRCMnJyUYHLbQjuaHggi59GSJN60NsbCzCwsI03p8xYwasrKz07rt7926tQX+DBg2KrTukCxs3bgQh7BsGgIKFaq9evSAQCNQWmGw7kNPS0jj/lnQ7/4ABA1hlObOystCuXTuG0rBv3z7weDzweDzWGmAPHjxAUFAQJBKJUfffiRMn4OnpCZlMhgULFjDnnZWVhdatW2vNBCqVSixatAjm5uawtbXF2rVrjcrqKhQKLFu2jNEtHDlypN7A7ndwVIqgL66HhwfWrVtXbEGt+/fvMwFRSEiIWlqUjcnksWPH4OXlBYlEgilTpiAvLw8dO3YEIdqNWGfNmgUHBweIxWLMmjXLqE6cLVu2wMTEBIGBgTqDn+fPnyMwMBDm5uZ6a8dHjx6FXC5H1apVOZkNckVqaipsbW1Rq1YtozUyJk6cCKFQqLG6iYuLg7m5OecOmzt37oAQopfIHhgYaFDUctGiRRpGtfpA+7GdO3fO4LbXr18HIZoG0ECB4COfzzc4CA8bNgwymYyp+9PIzMzEH3/8AalUqrdVuCgeP37McOPc3NywfPlyo35TulPtwoULWL9+PVasWIFNmzZh7969OHbsGC5evIjbt2/j6dOnSEtL48wxUSgUOHjwIFq1agVCCCpVqqTTlDQvL49ZeUdHR5eIDYUuZGZmQiKRaBVgZIv4+HiUL19e4/2+ffsiODhY775Dhw6Fq6ur2nufP3+GUCjUUOkvCXz//h2Ojo5o164d630OHz4MPp+vQU3g8XisxHYfPnwIe3t7LFiwgNXxKIpisj9jxoxhFaC8fv0aoaGhkMlkatIHW7duZbVYowUZTUxMULZsWYPyC0WRkZHBtNnXqVOHdfff1atXERoaynRyGzPu02TrsmXLMs8MG+HV38FRKYK+uM2bNwchBP7+/tiyZUuxuAwURWHv3r1qbY98Ph+urq6sugSysrIwatQoCIVCuLu7qz3M2sQBc3JyMHz4cPB4PNSoUcOoltZ79+6hbNmykMvlOssz379/R/PmzZk6v64H/urVq7C1tUVAQECJWRxow4ULFyAWi9GzZ0+jVue5ublo0qSJhhr158+fYWFhYZRnV3h4OBo3bqzz72PGjIGVlZXeIPzgwYMghLBeKdJBGRv7iblz50Imk2kEH3Q3UPPmzfXuf/v2bQgEAg3CeE5ODiIiIiCXy1k7zb958wYxMTHg8/lwcXHBkiVLWAUsKpUKFy9exJIlSzBs2DC0atUKFSpU0OBoaCO0Fn6JRCJUrVoVQ4YMwY4dOzhxBi9duoSKFSuCEII///xTZ+Z506ZNMDExQXBwMKeWf65o1KgRIiMjjd4/Pj4egYGBGu83adLEYNmpfPnyGt6Fy5cvB5/PL5XvPHjwYJiYmHBSLX/+/Dk8PDw0giM2Gdpnz57B2dkZgYGBrCoMKpUK/fv3ByEEc+bMYXV+Fy9ehIODA9zd3TlZB9HIyMhgFtG9evXinLk/ePAgXFxcYGpqiqVLl7Ka/z59+oRevXqBEIKKFSvi8uXLnM8bKHiWaDHJunXrcuJG/Q6OShGFL+6///7LEKTLly+PPXv2GJ0SpxVbiw7WvXr1Yv0Z//77rxoRjs/nw8PDQ+dK5/z58/D29oZMJkNiYiLnAO/nz5+Ijo4GIQSxsbFaj6NSqTB69GgQQhATE6Mz5f/48WN4e3vDwcGBleSAsdiwYQMIIcUmpBZFYmIieDyezsyALqxcuRI8Hk/nwE1nbvQFEHQmiC2Rla1QHwC0aNFCq54T7elWlDdSGEqlElWqVEFgYKBG6bBfv36QSCSsbU8OHjwIa2trODg4ICkpyWDpSKFQ4NSpUxgwYADTUCAUCuHr64uGDRuif//+mDdvHvbu3Yu7d+8iMzMTFEUhKysLnz59wosXL3Dv3j1cvXoVp06dwoEDB5CUlIROnTrBw8ODecbc3d3RsWNHJCUlGVxkKJVKJCcnw9LSUq+KfkpKChwdHREaGlpqg3hSUhJEIhGnFu3C6Natm5qCO43AwECN9vnCePfuHQghGkbfdevWLZWS2uXLl8Hj8Yx63r99+wZXV1fmtxYIBAYJ769fv4aHhwf8/PxYdcTl5eWhU6dOnIQaV69eDbFYjIiICKOCyYsXL8LLywtmZmasDddpfP78GV27dgUhBA0bNmQVcCoUCixevBiWlpawtLREcnKyURWXR48eISoqiuEVHj58mPN8+zs4KkVou7iXLl1CZGQkCCkwZS3KkGcDmp8gFAo1NCLYmoLOmDFDY/VrSF8iMzOTSefXqFGDs0AcRVFYtWoVpFIpgoKCdO6/adMmSKVSVK5cWecD9enTJ1StWhUmJiZGtaCyxZgxY8Dj8fSWs7hCqVQiNDQUwcHBnB78nz9/wtzcXGf7MkVRcHV11ctBU6lUMDc3Z+28fvbsWRBiWAxQpVLByspKK6fozz//hJubm96y7JIlS0AI0ZCuoDv12Ohd5efnM35TzZo108sZy8/Px9GjR9G7d2/Y2dmBEAI3NzcMGTIEFy5cKFFPqXfv3mHnzp0YNmwYqlWrxvD5GjVqhEOHDuldaBRW0a9UqZJWCYDbt2/D3Nwc9erVK5WWcdqrz1jV+hYtWqBZs2Zq71EUBVNTU73Zj3Xr1oHH46llVNLS0lhpenFFTk4OypYti/DwcKPoA7NmzQIhBN27d2cySPqCrPfv38PPzw8eHh6sVLO/f/+OyMhIiMViVnw7hUKBQYMGMYtRrqVkhUKB8ePHg8/no1q1apw67iiKwoYNG2BrawtLS0usXbuW1Zx0/vx5Rgw5NjbWKHHPd+/eoXfv3hAIBHB3d8f69euNrtT8Do5KEfou7unTp1GrVi0QUmAdcvDgQdZB0vLlyzFo0CD07NkT7du3R+PGjRESEsIEStWrV8eNGzd07k87ufN4PI0ONTbp2rNnz8LHxwdSqRTz5s3jPJjcuXMH/v7+MDU11enV9e+//8LDwwO2trY6MyHZ2dlo3bo1+Hx+qfAPgIJr1aFDB0gkEs6aU/pw48YNo1qFR4wYAXNzc51Ewri4OLi5uem9lyIjI1l30Rw9ehSEEIOrPrrrsagfV35+PkxNTTVsGQrj/fv3sLCw0Mh8Pnz4EHK5HJ07dzb4bLx+/RrVqlWDUCjUW5b9+fMnJk2aBGtraxBC4O3tjREjRuDatWu/rFstOzsb69atQ6VKlUAIga+vLxYsWKCXHHrp0iX4+fnBzs5Oa8bx7NmzkEgkaNu2bYl4dxWFn5+f0YKQERERGtpf6enpBhsIOnfujEqVKqm9t3DhQohEomJrLxVFQkICRCIR7t27x3nf/fv3M47xQIEMS+3atXVyLD9//ozAwEA4OzuzCjrS0tIQHBwMCwsLnDlzxuD2nz9/Rv369SEQCLB48WLO9/WzZ89QpUoVCAQCTJw4kdNCITU1FQ0bNgQhBaKMbGQn3r17x2SYwsPDjbLR+vr1K0aPHg2ZTAZra2vMnz+/2J2Mv4OjUoShi0tRFE6ePMl4o4WFheHQoUPFGqS3bt2KwMBAEFJgIaCNW0JRFHbu3IlJkyZhwIABaN++PWrVqqXmaTNs2DC9qr5ZWVkYPHgweDweqlWrxrn1/cePH4x2S48ePbQeq/BDPm/ePK3XRalUMl1xf/31V4lo0xRFbm4u6tSpA0tLS6MGT12Ij4+HiYmJXr+5okhLS4NYLNbaEQYAJ0+eBCH6Fc7HjBkDBwcHVvcZrc9kaBCnu4qKpu4vXbpkkLMUExMDW1tbtUxPVlYWypcvj4CAAIPq0gcOHIC1tTXc3Nx0trjTnSqOjo4Qi8UYNGgQbt269csCIm2gKAqXLl1Cx44dIRQKIZfL0a9fP51Zus+fP6NGjRoapFoae/fuBZ/PR58+fUr8e7Vr185oC5wKFSpoZDNpdWxd4wZFUbC3t9fIZIeHh2tkoYoLWgS3qJYSG9y4cQMmJiZo3bo1q7Hn48ePKF++POzt7VmNmQ8fPoSHhwdcXFxYdQ1fv34d7u7ueheVukBRFNauXQtTU1N4e3tz4vkoFArMnTsXJiYmcHNz01tCp5GTk4Pp06dDLpfDzs4Oq1ev5jx+Z2VlYcaMGbC0tISJiQlGjx7NWVpAF2jvvt/BUSmAbeRJURSOHz+O6tWrgxCCKlWq4J9//jF6gKMnAjs7O8hkMowZM4b1D5yeno6uXbtCKpXC1dUVu3bt0nse58+fh5+fHyQSCaZNm8ZJF4R+GOVyOfz9/XHz5k2t34W2KenUqZNOMuDChQvB4/HQsmVLTlYNbJGRkYGgoCC4urqWiHkkUHB/ODs7o3nz5px+6z///BOOjo5aV0YKhQKOjo56uRz79+8HIYZtGwD2zukLFy6ERCLR+B7Tp0+HqampztVnWloahEKhRqdOr169IJPJ1CaEL1++oEePHmqkStq3qlmzZlo7WSiKwp49exAQEAAej4fo6GhOweivwrt37zB+/HimO3T69Olar1lOTg7Tjq2tu2n16tUghBg10evDuHHj4OzsbNS+rq6uGDdunNp706dPh7m5ud7J8MWLF2om2Ddu3AAh7MRp2SI/Px/BwcEIDg42StPI0dERVapUYdUx+OHDB5QrVw6Ojo56ZUtoXLp0CdbW1ihXrhyrMWf16tWQSCQICwvjPEZ9+vQJbdq0YRarXPhlN27cYDrKBg0aZHD8pSgKu3fvhpeXF4RCIYYOHarT15KiKDx9+hQpKSm4ceMGLl++jLNnz+LQoUMICwuDtbU1RCIRBgwYYLSSeVE8f/4c/fr1++2tVprgmpajKArHjh1DtWrVmEzSgQMHjA6Svn//jtGjR0MqlcLW1haLFi1iXXtOTU1Fs2bNGG6EPs5JdnY2Ro4cCYFAgKCgIM4k6UePHqFixYoQi8VYsGCB1u+7bds2yOVylC9fXqfmysGDB2Fqaorg4GBO3SZs8e7dO3h4eKBcuXIlltanfdd0lRe14fHjx3o90kaNGgVLS0ud5PqPHz+CEHZq3a9evQIhhr24/vrrL60K3Q0aNNDbYTdx4kTI5XKNwfHo0aMa14TOTvF4PAwdOpThpAwcOFDrPXP58mXUqFGD4eJpC75LCwqFArt37+asD5STk4ORI0eCz+ejcuXKWjOVKpWK4VbFx8drlNHGjx8PgUBglGqxLixatAiEEM7q3EqlEhKJREP1uFWrVpw74Hr06AF3d/cSLRsmJCRAKBRyvlbfvn1DuXLl4OXlxYronJaWhoCAADg5ObG6J3bs2AGpVIqIiAiDY01ubi769OnD8Iu4lpP27dsHe3t72NjYcNIP+/79O+Lj48Hn8xEUFMSqozUlJQX16tUDIQSNGzc2eC1ozSldr3LlypWYXtnNmzfRoUMH8Pl82NnZMe4Mv4OjUoCxNUs6k0SX2ypWrIg9e/YYXTJ68+YNevbsCR6PB19fX+zYsYN1wLV37154enpCJBJh5MiRelcF//77LypWrAg+n49hw4ZxavnMzc3FkCFDQAhB06ZNtQ449+7dQ5kyZWBqaqqTq3D37l14enrC3t6+2CrC2vDw4UNYW1ujZs2aJaYv07FjR1hZWXFq946KioKfn5/WiYI2TNy4caPO/b29vVlxSDIzM0EIwaZNm/Ru16FDB9SpU0ftvfz8fMjlcp06Knl5eXB0dGQta7B48WKmiYD+b2RkpMZzQVEU5s2bBz6fj+DgYFYCliWF3NxcLF++nJHJiI2NNepzrly5goCAAL1ZpCVLlsDNzU1jxZyfn4+goCBUrFixxIjlf//9NwghSExM5LTfs2fPQIimiKiLiwtGjRrF+nO+fPkCqVSK6dOnczq+Ppw+fRo8Ho+z12BeXh7q1q0LKysrVoHOu3fv4O/vDxcXF70WQEDBvTtjxgwmU24o0Hnz5g2qVKkCsVjMuoONxsuXL9GuXTsm88o280JRFLZv3w4nJyfI5XLMmzfP4H326dMn9OvXj7HqYKtV9vbtWzVB4sKv3r17s/oMQ9/l5MmTjH6gp6cnkpOTkZ2d/ZtzVJoo7sWlKAqnT59mbAaCgoKwY8cOo4OklJQUNG7cGIQQVK1alZWwH1CQGZo4cSKkUilcXFywefNmncGVQqHArFmzIJVK4eXlxdn76NChQ7Czs4O9vb3WuvWPHz8YzY24uDit3TmfPn1CzZo1IZFI9AYIxuLy5cswMTFBw4YNS6Q7KD09HU5OTmjUqBHroJVu21+zZo3Wv9epU0cjWCmMAQMGwMPDw+DxKIrSuvIvimrVqmkIUF6+fFkv32jLli0ghLDmcY0ePVpN34t+0URYoCA46d69OwghGDFiRKmQk7UhMzMT8+fPh729PRO88fn8Yg3gOTk5GDFihN4skq4A/dq1a+DxeMVylC8MOmvn6+vLafyhFbYLcx/pFn0u3W+zZ8+GWCw2qoNJG9LT0+Hi4oK6detyukdUKhWio6MhFotx9uxZg9u/fv0afn5+cHV1NSjfkJeXx3Qmjh8/3uCzefjwYdjY2MDNzU0vifnnz5+4ffs2du3ahdmzZ6NPnz5qIsLabKV04fnz52jUqBEIIWjVqpXB8l1ubi5mz54Nc3NzWFhYYN68eZw65yiKQuvWrdWed4FAgPDw8GIF/gqFAtu2bUPlypVBSIEy/ebNm9U+83dwVIooyYt79uxZxjm4bNmy2LBhg9E3x8mTJxEaGsqsGNh61Lx48YK5UWvVqqVX++bJkydMUNe1a1dOGhvv379HkyZNQAhB3759NTJQFEUhOTkZIpEI4eHhWjkkhSfJUaNGlfgkeeLECUgkErRq1apE/N7++ecf1i3rNNq2bQtXV1et5TM6Ha1rpUp3obHRL3J2dtbbbQYAbm5uakEKUOB/ZWJiovM+rVGjBurWrWvw+DRiYmLUhPYEAgEEAgETuL1//x7VqlWDRCJh7QWnDxRF4fnz59i1axfGjx+PFi1awNvbG66urvD09ISfnx+juqvtJRQK0a9fv2KfB51FMjEx0WnmrA3088flntIFWniQEMKpw3LWrFkwMzNTm3zpQIutEKlSqYSXlxeio6M5n7c2UBSFqKgoWFlZsT4Her9BgwaBx+Ox0vx5/Pgx3N3d4eHhYbCh4evXr6hbty5EIhHWr1+vd1uFQsGUfBo3bqxXPPLjx48Md4aQAj07ujuZx+Nh+/btBr8HUDCeTp06FVKpFO7u7gY9+SiKwo4dO+Dl5QWBQIC4uDhONlp09aRq1arMedPfQS6XG11Ky8zMxKJFi+Dl5QVCCuy0dGkg/Q6OShGlcXEvXbrEiEl6e3tj+fLlRmUvVCoVtmzZAh8fH4aoyvaGO3bsGAICAsDn89G/f3+dejIURWHNmjWwtraGlZUVVq1axXrVSVEUlixZAplMBn9/f608pmvXrsHDwwPOzs5aAwSKojBnzhzw+Xw0atSoxNt/Dx48CKFQiE6dOpVI8NWnTx/I5XKtWjba8PjxYwgEAq3SCzk5ObCyssJff/2ldd/c3FyYmppi6tSpBo8TGhpqUGDUxsZGozyhSxkZKLDCIYRg586dBo9Pg1a6pV916tRhiK03btyAq6srnJycWHEftCE3Nxdbt27FwIEDERERwbiqE0Jgb2+PBg0aYNiwYRg/fjxGjx6N4cOHY/DgwXB1ddWa0SKkQCk7MjIS48aNwz///GP0PZiVlYX69etDJpNpyCXowocPH5jz0Ke0bQgqlYrJiNFBH1ul5e7du2v4qvXu3ZuTv9+ePXtACOEsmqoLK1asACH6rXi0YfLkySCEYMmSJQa3vX37Nuzt7REQEGAwAHv69CkCAgJgbW1tMBuVlpaG2rVrM0ryhsZTpVKJsLAwDbkWHo+H8ePHG/weQMHCzdfXF0KhECNGjDBIl7h69SrD9WvatCkr8nlhnD17FrVr1wYhBa39x44dw6RJk5hzN1Ti14aPHz9i3LhxsLa2hkAgQMeOHfXK3QC/g6NSBX1xJ06cWGzz2aK4desW07Xi4uKCxMREozgw+fn5WLJkCRwdHSESiRAfH88qy5OXl4e5c+fC3NwclpaWSExM1JlB+fTpE2N8W7NmTdy/f5/1+T169AiVKlWCUCjElClTNLIQ6enpBsnCx44dg7W1Nby9vY12ctaF7du3g8/no1evXsWWEfj58ye8vb1RvXp11lnBvn37wsrKSmu3x/Dhw/VqIrVt2xbh4eEGjxEdHY0qVaro3cbOzk5DWDIqKgoNGzbUun1iYiIkEgkn8qhUKgUhBHZ2dti+fTuz2svIyIClpSXCwsLUupvY4tmzZxgxYgRsbW1BCEGZMmXQoUMHzJgxA4cPH2bFxaAoCgcPHmRkNOgVekREBFq0aMF8No/HQ9OmTXH69GnOjRbZ2dlo0KABpFKpVqsfbaD1nPh8PszNzZGcnMw5kKfLo4Uzdn5+fqzGmypVqqiVWymKgrOzM4YOHcrq2LT1jL4SMRfcvXsXJiYmnMudNCGdzWLiwoULsLCwQKVKlQyWAY8dOwYrKyv4+fkZ5COdPHkS9vb2cHJyYlXSo3Hr1i0NaxNbW1uDXWUvXrxgvP7q1atnMMhJTU1l5FkqVKjA+h6lce7cOdStWxeEFHiHFhZI/vnzJxwdHTlnDx8+fIg+ffpAKpXCxMQE8fHxrG2nfgdHpQj64orFYkgkEsTExJS43cXDhw/RrVs3CAQCZoLS1RapD5mZmZg2bRrMzc1hamqK8ePHs9KL+PjxI3r37g0ej4eAgAC9xrGnTp2Cv78/RCIREhISWJkyAgUB3JgxY8Dn81GlShWjHMJTU1MRFBQEuVzOOpXMFjRZVVfXFBdcunQJAoEAI0eOZLV9WloaTExMtJJb3717B7FYrJNwSp+3ocl/9uzZkMvleoM/BwcHTJkyRe298PBwnRmnli1bcprw6MkpJCRE66B+5swZ1vcTUFCa2Lt3LyNYZ2lpicGDB3PW6yoKlUqFrVu3wtvbW40PRbckL1++HOXLlwchBeKvW7du5VQez8nJQePGjSGRSAwuCgAgLCxMI5tVvnx5TsahI0aMgFAo1PgcfUrswP8R8gsrRdPt+Gw1ePbt2wdCCKdyoi5kZGTAz88PFSpU4LSQpEvUQ4YMMfh8Hz16FCYmJqhVq5beSZWiKMyfP5/JausbsxUKBcaNGwcej4f69etzoiicPHmSaagp/NvpI2/n5ORgypQpDMd027Zter93eno6hg4dCrFYDEdHR6xYsYJTAH7+/HnGNSI4OFintRZt22MIFEXh1KlTTLe1g4MDpk6dytm09ndwVIqgL25qaipmzpzJdLBUqVIF69evL1Gp/9TUVPTt2xcSiQRmZmYYMWKEUboPX758wV9//QWpVAorKyvMnDmTVdfZrVu3mFRo48aNdU4yubm5mDhxIsRiMTw9PTlZf9AqwVKpFAsWLOCcqcnMzGTI3CXNQ1q6dClDEi9ugDR79mwQot+LrDDGjBmj0zYmNjYWDg4OWgOHz58/Myq6+nD48GEQol8I0snJCZMmTVJ7TxdXSZ/ViDZkZ2fD1dUVbm5uxe6+ysvLw8yZMxkfrPDwcKxdu7bEne3pVn5dIqxHjhxhJgRPT08sXLiQtT5Xbm4umjVrBrFYbLDrh84uFw1sdJVbtYEO9Aq/xGKxwVLrxYsXQYg6IX/ChAmwsLBgxdOjKAqhoaGoXbs263PVBZVKhZYtW8LCwoKTefb+/fshEAjQvXt3g+PNtm3bIBKJ0LRpU72Bek5ODpNJHz58uN5x6OXLl6hevToEAgGmTJnCeszKyMhg2vvr1KmDp0+fMi30AQEBWj+Hdq8vXELTd0/m5ORgzpw5sLS0hKmpKSZPnsypQ/nChQsMjzYoKAi7du0qVvY9Ly8PGzZsYEybK1SogLVr1xo9z/4OjkoRRS+uUqnEvn378McffzCpzZEjR5aYTgNQQEodOXIkzMzMIJFI0KdPH9YclsJ4+/Yt+vXrB6FQyBh4GrrJaOVtT09PCIVCvSS8J0+eMKv2Zs2asb4GWVlZiI+PZ0jhXDx/6HOcO3cu+Hw+6tWrx1m3RR9oQcK+ffsW6yFXqVRo1qwZrK2tWek15efn6wzInj59Cj6fr5Mn0bJlS4SGhur9fFopVp/4nqurq1oglJ+fr9Mg89atWyCEsLJCAAp0m8RisVEZw8JISUlBSEgIhEIh/vzzzxLVASqKe/fuscpQ3rx5E126dIFAIICVlRVWrFjBKrjOy8tDixYtYGJiovf5Hjx4MJM14PF4kEgkrFqvC2P06NHo06cPypQpgxo1aiA1NZXVJD1lyhRYWFioHatSpUro0KEDq+PSnW5clZ61Ydq0aSCE4MCBA6z3OXjwIMRiMVq3bm3wes2fPx+EEHTu3Flv4JeWloYqVaqwahrYsWMHLC0t4eHhwdp0GSiQX3F2doapqSkWL17MjEVv3rxBxYoVtWbhHj58yIzH9evX11tCU6lU2LBhA9zd3SEQCNC/f39O4+iZM2eYQK18+fLYuXNnscbL9PR0zJw5k3F4aNiwIY4dO1bsRerv4KgUoe/iPnr0CPHx8bCwsGB4CAcPHiyxbMa3b98wffp02Nvbg8/no2PHjkaJ4KWmpiImJgZ8Ph/u7u5YtWqVwYEiJycHM2fOZNo3Z8+erZVbQgdTrq6ukEqlmDRpEmsOyunTp+Hp6Qm5XI6lS5dyfhBOnz4NBwcHODk5sZY0YIPVq1eDx+Phzz//LPYD7+7ujmrVqhW7G65Dhw7w8vLS+rvRE5C+QIGiKFhZWWmUzQrD3d1dTQWZDqi0ZTbmz58PqVTK6re+c+eO0dYONJRKJWbOnAmxWIxy5coZJGIWB3fu3GHcwAkhrO/nV69eoUePHiCkQN+GjULxz58/4eXlhYiICJ3jxpw5c9Q6ldgSqbWhefPmnKw76tSpo+bh9+bNGxCiX3+LBkVRqFy5MiIiIoo9yR09epQTARkoICGLxWK0bNlSb+u5SqVi7ItGjRql95m/cOECnJyc4OLiorf1PisrC7GxsSCEoF27dqxpEmlpaYzKddOmTVmpZH/79g1DhgyBUCiEl5eXzpIWUPCbHDp0CEFBQSCEoHXr1qwXLHT3Ge0nGhwcXOyg6MGDB+jbty9kMhkkEgl69uzJymKFLX4HR6UINhc3MzMTq1atYlrrPT09MWPGDE51ZX3Izs5GcnIyPD09QUiBUrAxUfWDBw8YwTAfHx/8/fffrIS/BgwYAIFAAE9PT2zZskVnLXnkyJEQCoXw8fFhLRD248cP9O7dG4QUiAFyzcClpaWhVq1aTMdXSflR0crN3bt3L1awe/nyZUZevzigLUDWrVun8TeFQgFnZ2eDejhbtmzB7du3df69fPnyaqKS9ESojReTlJSkYUSqC+3bt4efnx9nV3EaT58+RfXq1cHj8TB8+PBim1Hqwq1bt9CyZUumm4trcERjy5YtMDU1ha+vL6vFzJkzZ8Dj8XQKbV64cAEeHh5YuHChVpsWLqhVqxY6d+7Matvs7GyIxWIsXLiQeW/q1KkwMTFhxWXcvn07CNE0MuaK1NRUWFtbo3Hjxqwn4iNHjkAikaB58+Z677vCVi76StMURSExMRFCoRARERF66Q43b95E2bJlIZPJsGrVKtYcm5UrV8LCwgL29vbYunWrwf2USiVWrlwJOzs7yOVyTJs2Te+9evHiRSawiYiIYJ3JoigK//zzD+P6ULlyZezbt8/osZYuSdNaSw4ODpg8eXKJzZeF8Ts4KkVwubgUReHq1auIiYmBVCqFWCxGx44dcebMmRKZtBUKBbZu3coEYSEhIRqiV2xQeBLw8/PDxo0bDQYADx8+RPPmzRm+1YULF7Ru9+DBA4aH0bRpU4PdGzSOHj0KDw8PmJiYIDExkVNAolAoMHLkSBBSIGpmDJldGzZu3Ag+n4+uXbsWK/OzYMECo9tXC6NNmzZwc3PTyoUYM2YMLCwsisW7adasGZo2bcr8m7Yo4cIpK4oPHz5AKBRyVmWmsWzZMpiYmMDb2xvnz5836jPy8/Nx48YNLFq0CJ07d0aNGjVQs2ZNREREoFatWnp1jgghRgV1T548Yex0kpOTDT7/NI+OjYp5SEgI5/Oh4e/vzzpQp41l6ZW8SqWCl5cXunfvbnDf7OxseHh4oHnz5kafK1CQFSlbtix8fHxYk3GPHTsGqVSKZs2a6aURfP36FbVq1YJUKsWePXt0bvfz50/m9xkyZIjOsUCpVGLGjBkQiUQICQlh3f7+8OFDhuvZo0cP1t/zxYsXkEgk6Nq1q94Oz3v37qFFixYML4irMfrZs2dBSIHocHH8QjMzM7Fs2TLmeatYsWKJ83YL486dOxg6dOjv4Ki0YGzkmZ6ejnnz5sHf358h0M2fP58z214bKIrCiRMnGLl0Dw8PJCYmcjZrvXHjBtMNEBAQgC1bthgMSk6dOsWQ5Vq2bKl1AKBLbe7u7oxlCZsSw48fPzBgwAAQQlCtWjXO2hr79++HpaUlvLy8jNbJKYpt27ZBKBSiefPmnDqpCoOiKHTr1g0SiaRY5/X06VMIhUKtnWvPnz8HIcSg+Jw+xMXFqWkaff36FYRw0zEqihkzZkAqlRqlDTRv3jyG/8Xl3v7y5Qv27NmDkSNHolatWpDJZCCkQK+oSpUqiI6ORrdu3dC1a1d06dKFaT3m8Xhaic8VK1bEmDFjcOTIEU5mnjk5OYiLiwMhBG3bttV7/6SnpzPHnjhxos4gd/Xq1eDz+Ua7lpubm6t1nunDgwcPMGbMGGYyPHHiBAghOhdGhTFlyhSIRCLWiyNtyM/PR2RkJGuLD+D/AqMmTZronXQL6xLpy6A8fPgQ5cqVg1wu12l3BBRkt2rWrAkej4dRo0axCqizs7MxduxYiEQi+Pj44MSJEwb3KQp9QRFNp+DxePDy8sKmTZuMKoFRFIULFy4YHRSlpqZi2LBhsLS0BJ/PR+vWrXHu3LkSy/IXxufPn5GUlMQkEGxsbH4HR6WFkrIP6dChA0QiERPpnz9/XuPmWL16NZo3b86pW+DWrVsMGdTS0hIjR47krBNz9epVxpKkXLly2Lp1q94gSaVSYdOmTfD09ASfz8eff/6p9ZjZ2dmYNGkSZDIZnJycsH79elYP57lz5+Dn5wexWIypU6dyytqkpqYiPDwcQqEQs2fPLrZuEVDQ6SWTyVCrVi2jJ6WcnBxUrVoVTk5ORun40IiPj4eZmZlW7ZX69eujcuXKRg86tBo2vT/tycbFULcwVCoVPD09ERMTw3nflStXghCChIQE1vs8e/aM6fYkhMDZ2Rlt2rTB3LlzcfHiRYPlsRcvXqBXr15qCsT0q7DWUL169XDq1CnW13nXrl0wMTFBmzZt9N6P9GKHLjX8/fffGts/fvxYZ6nTELKzs4sVQHfs2BEBAQEGv/fbt29hYmLCqZuuKCiKwp9//gmRSMRaAmDPnj0Qi8Vo0qSJ3t/6zJkzsLa2hr+/v14z7u3bt8PU1BQBAQE6F2oURWHt2rUwMzODp6cna+7jkSNH4O3tDbFYjHHjxhm98NKGt2/fom/fvkwjDhez8pICvYBv0aIFeDwerKysMGLECNb6RFyQn5+P/fv3IyoqCiKRCEKhEK1atcLevXvx5cuX38FRaaEka5YfP37ErFmz4OPjwwQiCxYswJcvX6BSqZjW5AYNGnAu47x8+RJDhw6FmZkZRCIRoqOj9fJLtOHSpUvMAB0QEICNGzfqLdnl5uZiwYIFsLGxgUwmw+jRo7UGD69evUL79u2ZjBCb7El2djbjbB4cHMwp45KXl4cRI0YwXQ8l0c128eJFWFpaomLFikbXxt+/fw9XV1dUrlzZ6MHw8+fPsLCwQFxcnMbfjh07BkI0DULZYteuXSCEMN8vPz9fJ8+JDWj5AK7mwVu3bgWPx8OAAQNYBSBFnbinTp2KV69eGRUkvn79Gj179tQQ3EtNTcXDhw+xfPlyZlUaERGBkydPsjrO3r17wePx9AYMtA4OncWiyyCFy4kURcHOzg5jx47l/N1evHgBQghnYT+gIBsnFotZ2Y507doV9vb2Ri8kgALLEi733saNGyEQCNCuXTu9gcCMGTMgFApRr149ndnMnJwc9OvXjyFT68oWfvz4kSHud+/endUc8e7dO2YsrFevXrG7N4uez5AhQyCRSGBtbY1Zs2aVuLyFIfz8+RNLly5FuXLlmFb8lStXlsp53Lp1C0OGDIGDgwNDM0lMTFRbOP7mHJUiSuPiqlQqHDt2DO3atWOySXRqnx4Yu3TpYlTW4/v375g3bx6jxxQZGcm5TnzlyhXG3sTPzw/r1q3TGyRlZGQgISEBMpkMNjY2mDt3rtbJ//Tp00yXRJcuXVh1Yty4cQMVK1YEj8dDXFwcp9/hyJEjsLe3h4ODg1ETQlHcuXMHjo6O8PPzM3oF9O+//0Imk6FTp05GZ3hmz54NoVCoMbBSFIWwsDBEREQY9bk06ZsORCmKAiHG+3q1atUKQUFBnL7noUOHIBQK0bVrV4P3/+nTp5nWZS8vL8aJuyiUSiXu37+PjRs3YtiwYahXrx5cXFzg6emJsmXLIjQ0lPFpKhyYFH4VDogpisL+/ftRqVIlEFKgGH/8+HGD33PhwoUghGDp0qVa/75u3TqtnCcnJye1z27VqpVRatOXLl0CIey8+Ipi7ty5EIlEBtWiaV2kVatWcT4GjZ07d4IQouHzpwvLli0Dj8dDz549NTLeSqUSN2/exIIFCxj7lHbt2ulcfD5+/BjBwcGQSCRYsmSJzt90+/btsLW1hY2NDeuy85s3b2BmZgZ7e3ts3LixxMpKX79+RUJCAuRyOczNzTFp0qRSDwaK4uHDhxg4cCDMzc3B5/MRFRVVYlzbwkhLS8PcuXOZecTe3h6DBw/W2cH5OzgqRZT2xf348SPmzJkDU1NTjUGxOB1OCoUCW7ZsYRyLy5Yti2XLlnGK4G/cuMEQt729vfWSFoGCVVHv3r0hEAjg4uKC5cuXawxCdIeFg4MDpFIpxo4da5BPolAoMH/+fMjlcri4uHByAn///j2jSTVixIhip5efP38Ob29vODs7GzXJAP/XxVO4bZ4LcnJy4OnpqVU0klYj5mJNQOPHjx/g8/lqukZOTk5GZSkUCgVMTEx0dmBpw7lz5yCVStGyZUu9wXhOTg569eoFQgraibds2aK2PUVROH/+PPr164cqVaownCNCCjpJo6KiMGbMGCQkJGDw4MHo06cP4yOlKzhKTEzUMEem7UZoBeuaNWsaDJrj4+PB5/O1qtCfO3dO7Zh8Ph9+fn4aLeNz586FTCbjnF1etmwZBAIBp7I9UHC9nZyc0KNHD4PbBQQEIDw83OgOz1OnTjGNLGwWh7TYanx8PLP969evMW3aNDRo0AByuVztmpYtW1bn527cuBFyuRz+/v46J9vPnz8zmZ+oqCjOWekVK1aUmD/kt2/fGEFOWmFfl0dmcfD582e0bdsWHTp0QN++fTF69GjMmTMHy5cvR/369VGhQgUQUmAJlJCQwErXjQuysrKwZcsWNGrUCHw+HxKJBO3bt8fBgwcNPgO/g6NSBH1xS/oHL4z09HSdppeNGjUqVkqSoiicO3cOUVFR4PP5sLa2xqhRozg5Wd+6dQtt2rTRS0gsjCdPnqBTp04ghMDX1xebN2/WGJB+/PiBhIQESCQSODo6YvXq1QYH1JcvXzIE8pYtW7LKPAEFmbpZs2YxXST37t1jtZ8upKWlITQ0FGZmZkaXsOiyARsDTG34559/tPJHVCoVKlSogAYNGhj1uaGhoWreR3Xq1EG7du04f87du3dBCHuRyMzMTLi6uqJ27dp6+SIvXrxApUqVIJVKsWbNGrXgMC8vDxs3bmQWBF5eXujSpQvmzZuHU6dOsZqU7t+/z2RNC/OO6P8vW7YshgwZoqbQTLc6e3l5wdbWVi/vRKlUokWLFjA1NdWYgGldKfoVHR2tNRN24cIFEEI4l8179uxpVKdbcnIy+Hy+QXI1LfTJxXexMK5fvw5TU1M0aNCAlVjt6NGjQQjB2LFj1e4DWlW6aJDL4/G0jhk5OTno2bMnk9HWVUbbuXMn7OzsYG1trVPS5Ffg27dvmDhxIiwsLCCVSjF06NASFcItirdv3zLXkub0FL62YrEYGzduLNGuM6VSiZMnT6J79+4wMzMDIQTVq1fH8uXLOQWXv4OjUgR9cYVCIZo0aYJ169aVWKs4Ddq2QiAQaBBB6WMnJCQYpZJdGKmpqRg6dCjMzc0ZV+OScsnWhtu3bzPBTFBQkJoJIY2XL18ybbLBwcEGy190J5yTkxNMTU0xZ84c1itoWn9EIpEYZV1SGD9//kSTJk0gEAiMKiFQFIVBgwaBx+Nxdhan0aVLF1hbW2twoLZs2QJCiFFigUOGDIGHhwfz7z59+iAoKIjz56xZswY8Ho91d9fYsWMhkUj0qqUfOXIE1tbW8PLyUtMP+vLlC6ZPnw5nZ2cQUqAD9s8//xTr9z179izDLeLz+UhLS8POnTvRq1cvODg4QCwWa3Rhfv78GXXq1IFIJNJ7T2RmZiIkJAQhISFq56hSqWBubg43NzfY2toiNjZW6/7Pnj0DIdz1gwIDA9GnTx9O++Tl5cHd3d2gNtK1a9fA5/M1jIvZ4sGDB7CxsUG1atUMZrby8vLQrVs3EEK0cqDS0tLg6OioNpYKBAK0adNG6+cplUq0bNlSI9im8fnzZ2aMatWqlVGWTiWBjIwMTJo0CZaWlpBKpRg8ePAvO5dmzZppnZvatm1bokFiSkoKRowYwShl+/j4YMKECZzsYgrjd3BUiqAv7qxZs5hWTZFIhCZNmmDt2rUlkiK9cuUKYmJiMHz4cMybNw+bNm3CqVOncP/+fcyaNQvR0dGwsLAAIQUeOxs2bChWNunHjx9ISkpiiOHh4eHYuHFjqXU0XLx4kdHxCA8Px5EjRzQeqMuXLzOljQYNGhic2DMyMpgSRWBgIOsMRXZ2NgYNGsTwsbhk0IpCoVCgb9++DD+C6yChUqnQsWNHSCQS1udfGJ8+fYKNjY3GxKVUKnH06FGjBq09e/aAEMKUkObPnw+ZTMY50OjXrx/Kli3Latvnz59DIpHoLN+pVCpMmTIFPB4PjRs3ZuQwFAoFxo4dy6jr9urVq8TUdWmhuuDgYBBC1DznsrKyMGHCBEilUjg5OWHDhg3Mtc7Pz2fuiUGDBuksD9LZny1btqi9/+LFC2RmZmLKlCmQyWRaAwW6A4dLUP39+3fweDysWbOG9T4AsGrVKhBC9GZbc3NzERgYiEqVKhnlm/fy5Uu4uLigfPnyBqVOvn//jj/++AMikUjj2tFQqVSMOnXhlz4JAm3PCkVR2LhxI2xtbWFlZYVNmzb9R7JF3759Y4IiiUSCQYMGIS0t7Zcc++vXr0hMTISbm5tGybdhw4bF9kkECjJTc+bMYZ41a2tr9O/fH5cuXfptH/LfjKIX9927d0hKSlILlBo3boxVq1bp9CArCWRnZ2PDhg2oU6cOCCEwNzdHbGwsLl68aPQNpFQqsX//fsY40MHBAePHj8e7d+9K+Oz/T3q+atWqTIr0xIkTaudOURT27NmDMmXKgMfjITo6WoPnURS3bt1ilFu7dOnCeiV17NgxODs7w9LSslgpcoqiGN5D586dOaeWc3NzERkZCQsLC6SkpHA+/vr160GIdosPY0BPvHS57uDBg0aVlcPCwtTKc/rQsmVLuLm56cwYvHjxAmZmZpg4cSITpL17945RRh8zZoxBonBRqFQqrWXcrKwsLFu2DH5+fkzGQZdtxcuXLxnF+erVq6tZmiQnJ0MgEOhVdW7evDl8fHy0Zj5v374NQojWEp1CoQAhBKtXr2b9fU+ePAlCCKeSl0KhgI+Pj86MC40xY8ZAJBIZdf9++PABfn5+8Pb2Njjhv3v3DiEhIbCwsNDp1fb161c0adIEPB4PXbt2Zco/wcHBnJ7xly9fMgrOHTp0KNWylS58/vwZCQkJMDc3h1QqxcCBA0tlbC4KiqJw5coV9OjRAzKZDEKhEO3atYOjoyPzTAQGBnLS/CqKr1+/YuXKlahTpw7jF9i2bVvs27evRBfpv4OjUoS+i0sHSrVr1waPx4NAIED9+vWxdOnSUn2Ynj17hnHjxjEdaWXKlMGMGTOKpZ/z4MED9O/fH3K5HEKhEB07dixW4KULFEXh8OHDDIm1Vq1aGuRhhUKBZcuWwcHBARKJBMOHD9eboVOpVFi9ejVsbW1hbm6OxMREViua9PR0dOjQAYQQtGnTpljy9du2bYNEIkH16tU5//bfv39HxYoV4eTkxFk0j6IoNGjQAG5ubsVqnS6M8uXL488//wRQIJYnl8s5tePn5eVBLBYjKSnJ4LZHjhwBIcQgn61w8HPixAnY29vD2dmZla5Mbm4ubt68idWrVyMuLg41atRgGiDkcjkcHR0Z13ptZGyBQKC3hf3UqVMoX748eDwe4uPjmaDr5MmTejllKSkp4PF4WrvXFAoFZDIZ5s2bp3VfMzMzVm31NKZPnw5zc3NOGUBaa0qfBcqFCxcgEAjUMmts8eHDB5QrVw5OTk4GzacfPHgAd3d3uLi46AzC/v33X/j4+MDKyorhAs6cOROEEIMGsTSUSiUSExMhl8vh6upaLHV4Y/H+/Xv89ddfkMvljF7Uryifffv2DYsXL2Y6wdzd3TFt2jTm2ImJiSCkoEPMmIx7dnY2duzYgVatWkEsFoPP56N+/fpYu3ZtiY1dRfE/FRwtXrwYHh4ekEgkCA8P16tvs2LFCtSsWROWlpawtLREZGSkxvYxMTEag13Dhg1Znw/bi/v+/XssXboU9evXZ1abtWvXRlJSUrFKN/qgUqlw4sQJdOnSBVKpFHw+H40aNcLWrVuN9p/KyMhAYmIifH19QQhBaGgoVq1aVeI6FRRF4cCBA4zadr169TSCpJ8/f2LixImQy+WwsLDAtGnT9PIR0tPT0bdvX/B4PJQvX541J6NwWy4bTyNduHz5MhwdHeHq6srZGPXDhw8oW7YsXFxcOHPLXrx4AXNzc3To0KFEgtlBgwbByckJSqUSFEVx/kxaT8cQWV2lUiEgIAB16tRhdQylUolJkyaBx+Ohfv36eoPZL1++YOrUqQgJCVFztA8ICECnTp0wa9YsrFq1CgsWLMDkyZMRHx8Pc3NzNU+1wq+4uDi9K1qFQoEFCxaAz+cjJiaGdbdWdHQ0HB0dtT5f1atXR8eOHbXu5+bmxqmLsHr16moGsobw7ds32Nra6s3+ff78Ga6urqhZsybn8sr79+9RtmxZODk5GdT6OXbsGCwtLREYGKiVUE1RFJKTkyEWi1GpUiW1QIuiKNy6dYvV/ZWSkoIqVaqAEIIBAwb88nb4N2/eYODAgZBKpTAzM0NCQkKpViOAgutz+fJlJkskEAjQunVrHD58WOMezsjIQKdOnTg1AuTn5+Pw4cOIiYmBubk5CCEICwvDggULfklp8H8mONq6dSvEYjHWrFmD+/fvIzY2FpaWljoHwc6dOyM5ORm3bt3Cw4cP0b17d1hYWKhlUGJiYtCoUSO8f/+eeZU22/3z589YvXo1GjduzAzM4eHhmDlzZrHk9PUhIyMDK1asYEpMFhYWiI2NNVr2XaVS4dChQ2jatCl4PB4sLS0xZMiQEj9/iqKwa9cupt5cu3ZtDfXhDx8+YODAgRCJRKwUX2/cuIHq1auDkIJ2WzZmth8/fkTbtm2LnUV6+/YtwsLCIJVKdXIidCEtLQ3+/v5wd3fnrKNEywMUR1+GxtWrV0GIcWKBAPDo0SOdJaHCuHLlCgghOkskhaFQKNC8eXPweDxMnDhRZ/CRmpqKuLg4mJiYQCqVIjo6GsnJybh06RKrFvbMzExMnDgREolEQwjSwsIC0dHR2Ldvn85gYNOmTeDz+ejWrRurACk1NRUikQh///23xt8GDRoEHx8frfuVK1cO8fHxBj8fKGht55I9oY9tamqqs4yjUqnQuHFj2Nracl78paWlISAgAM7OznoVqimKwqJFiyAQCNCwYUOtjTDffro5EgABAABJREFUv39nWusHDhxoVMfUz58/8ddff0EgECAgIICVPUpJ4tGjR+jRowdEIhGsrKwwadKkEmv314X09HQkJSUxbfienp6YNm1aiQQsKpUKZ8+eRd++fWFra8tUNyZOnKj39y4N0Pf+//PBUXh4uJoruEqlgrOzs1YvKW1QKpUwMzNTG2hiYmLQsmVL1ueQm5uL79+/My/amdzYi5uRkYFNmzahTZs2MDExASEE5cuXx/jx43H79u1SIfg9fvwYY8eOZcpuPj4+mDhxImfHexrPnz/H8OHDGQuFBg0aYN++fcVyqy8KlUqFvXv3Mh1CNWvWxLFjx9Suz4sXLxATEwM+nw9PT0/8/fffOs+Boihs2rQJLi4ukEgkGDNmDKvJsXAWyVguUnZ2Nrp27QpCCEaNGsXpOr19+xY+Pj7w9PTkzPOJjY2FTCYzupWaBkVR8Pf3R7du3Yza/86dOyCEGOyEHDlyJGxtbVldn6FDh0IgEODgwYNa/379+nW0b98efD4fNjY2mDBhQrHKpG/evGF+Q0IIkpOTMWHCBAQGBoKQAmfyhw8fat138+bN4PP5iI6OZvXdHj58qPU+27hxIwghWknKTk5OmDBhAqvvMn/+fEgkEtZj2L179yAQCPRqVNHlqsOHD7P6TBrv3r2Dv78/XFxc9C60ChPbBw8erDUYvXnzJnx8fGBubo4dO3ZwOg+g4D7fvXs33NzcIJVKMXXq1BI3QVUqlbh37x4eP36MFy9e4O3bt/j06RMyMjKwYMECNGrUCDweD05OTpgzZ06xeDyGQFcaOnXqBIlEAqFQiKioKBw5cqTYNksUReH69esYOnQo02nm7u6OESNGsM7clQToTOG0adNQvXp1psPu/+ngKC8vDwKBQENosFu3bqzTwT9+/IBUKsWBAweY92JiYmBhYQE7Ozv4+/ujb9++eoWyJkyYoDWtXhIXNysrC3v27FHrPvPy8sKQIUNw9uzZEg02gIKH4fTp0+jRowfDsYiIiDBaiCw7Oxt///03wsPDQQiBm5sbJk+eXKIkQYqicOjQIeYYVapUwcGDB9Uervv376N169YghCAwMBA7d+7U+XBnZmYybeIuLi7YsGGDwYGgcBapWbNmrPWUin6POXPmgM/no2nTppyu96tXr+Dp6QkfHx9OPLKsrCyUK1cOFSpUKLZX05QpUyCXyzkLBgIFbd2E6JcSoAOwnj17Gvy8zZs3g5ACIcaiyMvLQ//+/ZlFwJIlS0q0BHz16lX07t1bLUC5dOkS/P39IZVKkZiYqPV+2rJlC6cASRtoH7Xjx4+rva9UKsHn81krl1etWpX1ApGiKERGRsLPz09noHD+/HkIBAJOvndAQeDv7+8PV1dXva3ZX758Qd26dSEUCtUESQufY3JyMiQSCUJDQ42SOElNTWX0rJo0aWKQ82Qs6GYNXS+hUIjly5cbTYNggzdv3mDKlCmMCnyZMmUwZ86cYvNi6UBk1KhRDGfP3t4ecXFxuHjxYon4WrLBjx8/sGfPHvz555+MnIepqSlat26NpKSk//eDo3fv3oEQTR+m4cOHIzw8nNVn9OvXD97e3mo32pYtW7Bv3z6kpKRgz549KFu2LMLCwnQOWCWdOdKFvLw8HDlyBH379oWTkxMIIbC1tUXPnj2xf//+EjUiBAqChA0bNqBhw4bg8/kQi8Vo06YN9uzZY9Rq6fr16+jVqxdMTEyYOvXRo0dL7IGgKApHjx5lymPBwcHYtm2b2u929epVptMuJCQE+/bt07lCSU1NRZs2bZiaNxsi7+7du+Hs7AxTU1MkJSUZNcn9888/sLS0hJeXF/7991/W+7148QLu7u7w8fHhVGJLSUmBVCpFv379OJ9rYaSmpoIQgo0bN3Le9/z58yCE6DTrBAoCXEKI2kJGG27fvg2ZTIauXbtq/Lbv379HzZo1IRKJkJycXOKLC33IyspCfHw8CCGoW7eu1q7KrVu3QiAQGK39k5GRAUKIRlbk/fv3IIRg3759Bj/j1atXIIRg06ZNrI5JW3fo6n58//49XFxcEBERwYln9PjxY7i7u8PNzU1vMHP//n34+PjAxsZGq7zFx48fGe20AQMGGNUdOn36dMhkMri6umLXrl2lmtW4deuWzsAoPDy81LzPcnNzsWPHDjRp0gR8Ph8mJibo0aOH0TSLwrh79y7Gjh0Lf39/EFLQeh8bG4sTJ06USGu/IVAUhfv372Pu3LmoV68eQ10pU6YMhgwZghMnTjD3xf8E56i4wdGMGTNgZWVl0NLh+fPnIITgxIkTrM7rV1xclUqFK1euYOTIkcwNJ5fLERUVhb///rvEJeHT0tIwf/58poRlZWWFvn37GvXgZGRkYPHixUzt2tvbGzNnzixWSaMwKIrC6dOnGQsQPz8/rFq1So1zdO7cOUbioFKlSjh06JDO73HmzBlGQbl169YGa+AZGRmMCWWVKlWMaldOTU1FaGgoJBIJVqxYwfoap6amwsfHBy4uLnoDjaKgRUW5atoURc2aNTk1L9Cg28b1rcanTp0KU1NTvSvm9PR0eHl5ISQkRGMSuXr1KlxcXODo6IiLFy9yPseSwsmTJ+Hm5gYzMzOtIoJDhw6FiYmJUU0ZP3/+BCGaWkhFPfD0Yc6cOZBIJKzKNZ8/f4aDgwOaN2+u9e/Z2dkIDw+Hs7Mzp4zm9evXYWtri7Jly+rNwm7duhVyuRzly5fXeu/8888/sLe3h52dncGgWhsOHjwIX19fCAQCDB061KBtUUkgKysLZcuWVQuK+Hw+atSowdn+hQ1u3ryJgQMHMhSIKlWqYMWKFcWev+7du4cJEyYwhrKWlpbo0aMHjhw5Uirfoyh+/vyJvXv3ok+fPgxdRCqVonHjxli4cKHOgPt/IjgqTlltzpw5sLCwwPXr11kdy9bWlnVK+ldd3MJ4+PAhZsyYwZSWBAIBateujXnz5hVbJbso7t+/j9GjRzM3nKenJ0aPHs1ZTI+iKFy8eBHdunWDVCqFSCRC27ZtSzSbdP36dcYF29XVFYmJiWpln1OnTqFmzZrMoKBLWFGlUmHTpk1wd3eHUChEfHy8wa6QCxcuoFy5chAKhRg9ejTnzF5OTg5jaxATE8N6xZiWloby5cvD1taWdQccRVGIjY2FSCQqFrmUVrnmymE6ffo0CCF6u5B69+6NTp066f2cli1bwtraWiNztnr1aojFYlStWvWX6L4YQkZGBrp37w5CiEYHWUZGBuzt7Q0qTGtDTk6O1uwdbR1jqNyrUCjg6enJ6tgURaFNmzawsbHR2jauUqnQrl07mJiYcOrEPHHiBExNTVGlShWdi7z8/HxGmLVz584apdzs7GwMHDgQhBA0btyYczno8ePHaNKkCQgpEH4tLiePDT59+oQJEybA1tZWTR6Cz+fD3t6+RKVePn/+jMTERKapxdHREcOHDy/W96QoCikpKRg3bhwT3Jmbm6Nr1644cOBAqQkGFz3+7Nmz1bJDvr6+GDhwIA4fPsxqDP6fCI6AAkJ2XFwc82+VSgUXFxe9hOxZs2bB3Nwcly9fZnWMN2/egMfjsUpJA/+Z4Kgw0tLSsHz5cjRt2hQSiQSEEJQrVw6jR4/G5cuXSyzwoDsM+vTpw6w6KlSogBkzZnDunEpPT0diYiJDXvXw8MDkyZNLTNLg/v376NatG0QikUZGhaIoHDt2DFWqVDEYAGdnZ2PmzJkwNzeHhYUFZs2apfeBy83NxaRJkyAWi+Hl5WXU6nX9+vWQyWSoUKEC686N9PR0hIeHw8zMjLWhbF5eHmrVqgV7e3uDQpr6PsPNzQ1dunThtB9dytFFnqahrwyWkpKiNTDYunUrCCGIjY0tcfKsSqXCihUrEBkZaVRWYcaMGSCEYPPmzWrvr1mzBoQQnD9/ntPn0WKP69atU3v/xIkTqFq1qsEJiouNzIYNG7SW8GiMHTsWPB6Pk+nz9u3bIRaL0bBhQ53ctXfv3qFGjRoQCoVYtGiRRubt9u3bCAwMhEQi0fp3ffjx4wdGjBgBkUgET09P7N69u9SJwY8ePULfvn0hk8kgk8kQFxeH58+fM+K3QqGQ9VylD3l5edizZw9at24NkUgEkUiEqKgoHDhwwOjSFkVRuH37NsaOHYsyZcowHZrdunXDgQMHSvx5K4r09HRs27YNPXr0YLhDMpkMjRs3RlJSklEWIv8zwdHWrVshkUiwbt06PHjwAL1794alpSUTZUdHR2PUqFHM9jNnzoRYLMbOnTvVWvXpgY1u0bx8+TJevHiBEydOIDQ0VC/ZsCjoi9utWzds3Lix1DSL2ODnz5/YtWsXYmJiYGNjwxDgevTogd27d5dYmjgvLw/79+9Hx44dGUfz6tWr6+zO0QVaQ6Nnz54wMTEBn89Hs2bNsHfv3hKpTetTRaYoijUH5dOnTxgwYACEQiFcXFywcuVKvef3+PFjpszXokULzsHj3bt34e/vD1NTU6xbt47VgP3jxw/Uq1cPUqmUtRr258+f4enpieDgYKPvjcWLF7MyHS0MlUoFqVSKBQsWGHVMoCCz5OzsrJayT01NLVE9p8J48uQJk3UkhLDOQhcGRVHo2rUrpFIprl27xryvUqkQFhaGkJAQTrwoiqJAiHHyDBRFoWLFivjjjz8Mbvv69WtYWFjoDIJpFXZ93WtF8eDBA/D5fHTq1ElnEHfmzBk4ODjA2dlZg06Rn5+PKVOmQCQSISgoiJNZtEqlwtq1a+Ho6AiZTIbJkyeXOIezMCiKwokTJxiCt4ODAyZPnqyWKaOzfcYaTdPHuXbtGuLi4pjxPzQ0FImJiUbrIVEUhatXr2LEiBGMnZSlpSW6d++OQ4cOlWpApFAocOnSJUycOBHVqlVjOssCAwMxbNgwHD9+vNhE9f+Z4AgAFi1aBHd3d4jFYoSHh6u1A9euXRsxMTHMvz08PLQS3egW1+zsbDRo0AB2dnYQiUTw8PBAbGwsp5QmfXEL1419fX3x559/YuPGjcVSpS4OFAoFzp8/jxEjRjDnJpFI0KhRIyQnJxvVYaUNP3/+xMaNG9G8efNiGe5+//4dy5cvZ5Sx6dQvFy5NaePp06fo1KkTQ+7buXOnzkmYoihs374dLi4ukMlknNuAf/z4wZRiOnbsyEohNicnBy1btoRAIMCKFStYHefu3btM54YxWcacnBw4OjqiR48enPYLDAxE//79OR8PKFhBymQyTJkyhXkvPz8fVapUgZeXV4mq6ebn52PGjBmM2zj9jBct77NFTk4OqlSpAmdnZ7WSH63ppK37ShcoigKPx2NNASiM48ePa+10KwqVSoXIyEi4uLhofb7Pnj0LsViMnj17cg5IdbWIK5VKTJkyBQKBAHXr1tXgJ969exeVKlVirGG4PFenTp1ihGXbtWtndNaUDXJzc7FmzRpGUTooKAhr167Veb7GloA/fvyIGTNmMOO8k5MThg8fbrSPoFKpxNmzZxEfHw9XV1cQQmBnZ4fY2FgcPny4VEtmL1++xPLly9GmTRtYWloywVjbtm2xatWqEk8+/E8FR/9tKHxxP336hJ07dyIuLg7ly5dnBlIfHx/07NkTf//9d6k+jPrw7NkzLFiwAPXq1WMG+aCgICQkJODixYusVqy/Sovi9u3biI+PZ8p31apVM0gafPr06S87v5s3b6Jhw4ZMZ5s+pe0fP37gr7/+glAohJ+fH44cOcLpWFu2bIG5uTk8PT1ZWXQoFAqGID5y5EhWAc/+/fvB4/EwePBgo67hvHnzIBQKOWXIWrVqxSproQ1z5syBWCxWmzRHjRoFoVBoUDtJHxQKBV6/fo3Lly9j8eLFaNiwIaPaW/jF4/GwePFio4+TlpYGFxcXhIWFqa18GzZsiMjISNaf8+HDBxDCzWCWxh9//IGKFSsa/L1pvSJtQdT169dhZmaGyMjIEpsw37x5g9q1a4PP52P8+PFqGVqFQoHp06dDLBajXLlyatk3Q3j06BFatGjB8A1Lk6T//v17TJw4EQ4ODiCkQO7j5MmTpTY+Xbt2DTKZDJ07d8aRI0eM6srMzc3F4cOH0bt3b+a8nZ2dERcXh9OnT3PO5L98+ZJVYuD79+/Yv38/4uLimGYjgUCA6tWrY9KkSbh8+XKpdrj9Do5KEfou7sePH7Fjxw7ExcUx3VqEFIhfRUdHY9WqVb90Uqfx7ds3bN26FdHR0YxCqY2NDbp06YItW7bo1Nxp1qwZGjZsWKpCZIVBt5s2btwYfD4fMpkM0dHROH36tNqkf+7cORBS4HL+K6/lqVOnGFJ8ZGSk3uDl3r17qF27NjNYclGCffHiBapXrw6BQIDJkycbHPwoisK8efPA4/HQrl07ViWD5ORkEEIwefJk1udFIzMzE7a2toiNjWW9z/Dhw+Hp6cn5WEqlEp6enmoClCdOnACPx8PMmTM5fx5FUbhw4QLTKKCrrbroy8bGBh07dsTixYuNKslcv34dPB5PLcNHizGy/Ty668+QvUZR0ArnhhTajxw5Ah6Pp1Wv6O7du7C2tka1atVKrFy/d+9eWFtbw8XFRaNZ4vHjxwgLCwOfz8eoUaNYl1M+f/6MgQMHQigUwsPDo1gm0oZw5coVdO7cGSKRCCYmJujXrx/n38YYUBRl1OT+48cPbNu2DR07dmQWAT4+PgzVpDh8VTrAsrW1RdOmTTFp0iQcOnQIqamp2L9/PyZOnMhwyehGnz59+mD37t3FqkBwxe/gqBTB5eJ++fIFe/fuxZAhQxAaGsrUUJ2cnNChQwckJycjJSXll4ljAQWTzaVLlzBmzBiEhIQwkXtERARmzJjBqHR//fqVOd/g4OASa8Vnizdv3mDatGmMp5uHhwfGjh2LJ0+eoFevXkzHx5gxY37pedEqunSmsFGjRjpXtHSpzcPDAyKRCMOGDWM9ECgUCkyYMIFp82XD8dm9ezdkMhmqVq3K6veaOnUqCCGsDGGLYsGCBeDxeKy5OGvXrgWPx+MsQ3H06FEQQtSuceXKlVGrVi1Oz823b9+QlJTE/G7e3t6YOnUq/vnnH9y5cwfp6elQqVRIT0/HkiVLGFkL+hnw9/dHjRo1IBAI4OTkhOTkZM78ixYtWiAwMJCZrO/evQtCDHvO0UhKSoJYLOa0slapVAgPD0dQUJDe/Z49ewZLS0s0btxYIxh/8uQJHBwcEBISUiITWU5ODuLi4kAIQcuWLbXeE48ePUJoaCjrzGBWVhamT58OCwsLmJubY9asWaUipJibm4v169czdABvb2/Mnz//l07wXPDhwwesXLkSTZo0gVgsBiEEFStWxKRJk5CSklJigWPdunXVMq30c0O/LC0tERUVhaVLl+LZs2e/PEFA43dwVIoozsXNyMjAwYMHMXLkSFSrVo1pR7SyskKLFi0wZ84cXL169ZfoRNB48+YNli9fjhYtWkAul4MQAhcXF9SrV4+5sQUCATw9PUtNNVYfKIrC+fPnERsby6x2ij54bO1kShIqlQrbtm1DQEAACCFo3ry5zi6g7OxsTJ06FXK5HHZ2dli+fDnrVPj58+fh4+MDmUyGpKQkgwHBtWvX4ODgAC8vL4OkVYqiMGzYMBBCsH79elbnQ0OhUCA4OBihoaGsvsv79+/B4/G0eobpw5w5cyCXy5nB9OHDhyCEYOfOnaz2V6lUjMifUChEmzZtcOzYMVaB1YMHDzBq1Cg4ODgwIppPnz5FdHQ0eDwePDw8sHr1atbByqlTp0DI/2mqURQFJycn/PXXX6z279OnD4KCglhtS2P16tUgRL+vXWZmJipUqABfX1+NSf7ly5dwc3NDQECA3oYHtrh9+zYqVKgAiUSC5ORkvZMkmwk0Pz8fS5cuhZOTE0QiEQYOHFgi51kUr1+/xtixY2Fvbw9CCiyTDhw48EuFRmlcuHABf/zxBwYMGIAlS5bgzJkzDAGboig8ePAAM2bMQLVq1ZhApVatWliwYAHnZhE2ePv2Ldq3b68mUUC/LCwsMG7cuP/IddKG38FRKaIkL25WVhZOnTqFiRMnol69ekwnmImJCerVq4cJEybg+PHjv0ScDChYFR0/fhxDhw5l7EzoF5/Ph6WlJW7evPlLzkUbsrOzMXjwYK1lj+J0QhUHSqUSGzZsYDJcbdq00elS/e7dO3Tr1o3Jxhkix9LIzMxkVtp16tQx6In38uVLVKhQAXK5HNu3b9e7LUVR6NmzJwQCAWs5CxpXrlwBj8djnXmqVq0aWrduzekYffv2RXBwMPPvhIQEWFpassrafPv2jeGd/PXXX0abaGqbpO/fv4927dqBkAIhUjbt2BRFISgoCM2aNWPei46ORkhICKvzqFmzpkEtqML49u0b7Ozs9EovUBSF9u3bw9TUVCOYfvv2LXx9feHl5VXsRhOFQoGpU6cy3WaGxHkNQaVSYevWrfD19QWPx0PXrl2N9orUd4yjR4+iZcuW4PP5MDU1xYABAzh36ZY0aPscgUCgFpDQmSF6DmnVqhXWrl1b4sHi169fsWfPHsTFxTGLQ208vVq1apVos4QxUKlUePDgAdatW4d+/fox5PzfwVEpoDQjz7y8PFy6dAmzZ89GixYtGIKyQCBA5cqVMWTIEOzatatEBcO0gaIoODo66uRf2NnZYdu2bVoNMEsb9ECl7bwsLCxw8eLF/0jKVqFQYM2aNYxfUYsWLXSWnK5evcrYoDRs2FBnMFUUJ0+ehIeHB+RyOZYuXar3e2ZmZqJjx44ghGDEiBF6sxtKpRJt2rSBRCLB/v37WZ0Ljb59+8LMzIxV582sWbMgk8k4WSTUr18fUVFRAAoGOnd3d/Tu3dvgfikpKfD19YWFhYVR+lNscevWLVSrVg1mZmasSL+rVq0Cj8djNFrotnhDExhFUbCyssLUqVNZn1t8fDxMTU31/jZTpkzRSvJ+/vw5vLy84ObmVuyM8cOHDxEeHg4+n4+EhIRitYPTNkJ02bNp06bFDrSK4suXL5g7dy7Tyh4UFISlS5f+Mu6lIXz79g0CgUDrGCgQCLB69eoSlSr4+fMnDh8+jOHDh6NSpUpMQObt7Y3evXtj27Zt+PDhA6ysrJjz6NixY6nrIBUFRVF48+YNdu3ahZEjR6Ju3bowMzNjgrWAgACm+/h3cFQK+JUikCqVCvfv38fy5cvRtWtXeHp6Mjefr68vYmJisGLFCjx48KBEeUsPHjxgbij6eObm5ggODoZYLGaySnw+H1WrVsXEiRNLvcsAKLj5TUxM1LJZDg4OqFChAszNzZkBw8fHB+PHj+dEgi4p5OfnY926dUwnRqNGjbROmjR3yd/fHzweD926dcOrV68Mfv7379/Ru3dvhhSuTwiNJmoLBAJERkbq1T7Jy8tDVFQUhEIhtm3bxu7LomAVaW9vj/bt2xvcljZO5ZKh8vLywogRIwAU6OAQYlg8cffu3TAxMUFwcHCJK8hrw8+fP1G7dm2YmpoaVCDPzs5GzZo1me9w+fJlEEIMtmHTrf/6OiULIyUlBQKBALNnz9a5zfLly0EIwaRJk9Tev3fvHpycnODn58fqntQFlUqFBQsWQCqVwt/fv1idhRRF4eTJk6hRowYIKdBZY+OHyOXzaaK+RCKBWCxGly5dSsR7rKTw/PlzLFy4EPXr19coYfF4PLRq1apEughzcnJw6tQpjBs3To1E7ezsjK5du2LNmjVay3MdOnRgsrS/gkf75csXHDlyBFOmTEGLFi0YT1JCChwToqKiMHPmTJw6dYqZr3+X1UoR/2mF7Ddv3mDr1q0YOHCgGsnb2toazZo1w4wZM3Du3DlOK4d3796pfZ8vX76gR48emDBhAvbu3YtXr15pDBBv3rzB6tWr0a5dOzV9ijZt2mD58uUlnuKmcenSJZw5cwYvXrzQ4GYplUqcOnUKPXv2ZPhJlStXxrx58365/pRSqcTmzZsZVfC6detqLb3QnAl7e3tIJBIMHz5cZ/dgYRw5cgQeHh6QSqWYPn26Xp7aqVOnYGdnB3d3d71WDwqFAl27dgWfz+fkw7Zx40YQQgyW8ACgbNmyrDWS8vLywOfzmQ6vxYsXo0yZMnonqydPnsDExARt2rQpURPPr1+/YtOmTTq5E5mZmahTpw7kcjmnSfvSpUsghBjkh8XHx8PJyYkVdyM3NxehoaEICAjQOVnu2LEDPB4PcXFxatfz2rVrsLa2RlBQULEy1I8fP0atWrVACMHgwYOL9VucPXuW6fysXLky/vnnnxILWGj1ftojjPaCLA3eElfk5+fjzJkzGDFiBHN+YrEYDRo0QNu2bdUCpK5duxq9OM3JycGZM2cwceJE1K5dm3FesLGxQdu2bbFkyRI8evTI4DV//vw559I8W/z8+RNnz57F3Llz0aFDB3h7e6uRvevXr4/Ro0dj7969ejOlv4OjUsR/Ojgqih8/fuD48eOYOHEi/vjjD5iamoKQAln68PBwDB48GNu3b9cbHPj6+sLZ2ZmTS3xhKBQKXL58GZMmTWI6eujsVv/+/bF3795fXnvOzs7G9u3b0bp1a4jFYvB4PNSuXRvLli0rceNefVCpVNi5cydCQkL0kp5//PiBCRMmQC6Xw9LSEtOmTTPINcvMzMSwYcMgEAhQoUIFvbyX169fIywszCCRWaVSMZ5vbLV9aN6KmZmZQUn/sWPHwtzcnFV3z8ePH1GtWjW1bIy+IFChUKBKlSrw9fUtMZ5eTk4O5s6dywTb+kpnWVlZqFevHuRyOetSz8WLF0EI0et7pVAo4ODggCFDhrD6zMGDB0MkEul8no8dOwaRSITOnTurrfBPnz4NU1NTVKtWjVWArg15eXmYOnUqJBIJvL29cfr0aaM+ByggHkdGRoIQgpCQEOzfv79EgiKKonDmzBl06dIFEokEIpEI7du3x/Hjx39p57A2fPz4EevWrUP79u2ZDL29vT26d++OnTt3MqW9ly9fMsFBnz59OJ13Tk4Ozp49i0mTJqFu3bqMpIWVlRVatWqFxMRE3L59+z92LbKysnDx4kUkJSWhW7duKFeuHBMIymQy1KhRA4MHD8amTZvw5MkTTvfE7+CoFPHfFhwVhVKpxO3bt7FkyRJ06dKF4cAQUqC31LFjRyxcuBDXrl1DXl4ePn78yKRlxWKxhneVMcjIyMCePXvQr18/JsIXCASoVq0axo8fj3PnzpW6UWHR81m7di0aNGgAgUAAoVCIxo0bY/369b/sd6QoitVg8/79e8TFxUEkEsHOzg7z5883mAW8efMmwwUYMGCAzu/EtmOEoigMHToUhBDWWkLfv3+Hn58fQkJC9J5vWloaJBKJmtp1SWHy5Mng8/kl4lWlUqmwceNGuLi4qK3QDbXdZ2Vlwd/fH02bNmV1nAsXLhgMjmg5AzayCfv37wchBImJiVr/fuXKFcjlcjRu3Fgt0Ny9ezekUinq169vdGB56dIlBAYGQiAQYOTIkUZli+jAhbbjqVChQol5oKWlpWHWrFlMydvPzw9z5sz55TIlhaFUKnH16lVMnDgR4eHhzL0WFhaGiRMn4vr16zrHjY4dOyIhIcHgtcnKysLJkycxfvx4tcyQpaUlWrRogQULFuDWrVv/kWAoOzsbly9fRnJyMnr06IEKFSowi2vaFaN///5Ys2YN7ty5U2zqxu/gqBRBX9yLFy/+csKZsUhLS8OuXbswbNgwVKtWjelqkEqlajYo9Gvo0KElyh969uwZli1bhrZt2zKkPblcjiZNmmDBggUlqrdhCB8/fkRycjLjmyWRSNCyZUts2rTpv4ZwCRSsDP/8808IBAI4OztjyZIlegNKpVKJxMREyOVyODs7Y9OmTcW6phRFYfz48SCEIC4ujtX9cPv2bUilUoOE6bi4OFhbW5fo9b5x4waEQiHGjh3LaT+VSoXTp09j8+bNWLlyJXr27ImaNWsy92lRbgcbGxG6m4hNkHb+/HkQQvTa5sTExMDPz8/g7/nmzRvY2NigefPmWre9ffs2rK2tUaNGDSZwoSiKMcht166dUdpAGRkZ6N+/P3g8HsLCwlg3GBQGRVE4fPgwwykKCgrC9u3biz1h5+XlYdeuXWjWrBkEAgGkUik6d+6M06dP/8e4RB8/fsSGDRvQuXNnRpTXwsIC7dq1w7p164rdcPPjxw8cOXIECQkJqFGjBiMZY21tjVatWmHBggW4efPmL2+vz8rKwqVLl7Bo0SJ0795dLRASCoWoWLEiYmNjsXz5cvz777+lsoD+HRyVIuiLS2dDAgIC0LZtW0ycOBE7d+7Eo0ePSp2YXFzk5ubi8uXLmD9/vtbgiJACr7Np06aVuJCaUqnEjRs3MHPmTERGRjKrGHt7e3Ts2BErVqz4ZSJhr1+/xvz581GtWjUmUGrVqhU2b978XxMoPX36FF26dAGPx4OnpydWrVqld9B49eoVWrduDUIIIiIijJqoCmPp0qUQCARo3LgxqwFl1apVIIRgw4YNOrd5/fo1RCKRUQrXutC4cWMEBQWx1gj7+vUr5s2bx3QksX2x4WKpVCoEBgaifv36BrelgyNd7eGZmZkwMzNj/CF1QalUolatWnBxcdFaNr506RIsLS0RGhrKlMxyc3MZaYlx48ZxDkQoisK2bdvg7OwMuVyOhQsXcp5wVSoVdu3ahUqVKoGQAquPkiifpaSkYMiQIUzwER4ejqVLl/5HxBoVCgUuXryIcePGoXLlykzAHRoaioSEBJw/f75Yc8anT5+we/duDB48GJUqVWJ4qPb29mjbti0WLVr0y8WGf/z4gXPnziExMRHdunVD+fLlmUBIJBIhNDQUsbGxWLZsGa5fv/7LEg2/g6NSBH1xjx49imXLliEuLg516tRhHkJ6kg0KCkKnTp0wdepU7NmzB0+ePPmvEcIqjDp16qgN/kXb5IVCISpXrowBAwZgw4YNnGu8hpCdnY3jx49j9OjRqFKlCnN8Dw8P9OjRAxs2bDDaoJELXr16hXnz5qFKlSpMVq1Vq1bYsGHDf4X67b1799CmTRumPLpkyRK9geuxY8dQtmxZ8Pl89OvXr1g8q2PHjsHCwgLly5c36BVIURRiYmJgYmKiUxQTAHr37g07OztkZmYafV40MjMzIZFIMH/+fIPb3r59G7GxsZDJZAzv5sKFC/j586fa83n37l1ER0draMnI5XLs3r3b4HF27twJQgjOnj2rdzuFQoH09HSdY8PkyZMhFosNXvcRI0aAz+drPd6JEycgl8sRERHBcP8+ffqEGjVqQCKRYNOmTQa/T1GkpKQwY0fLli05d7Xl5eVh/fr1DNG4bt26OHHiRLHGlo8fPyIxMZEJtOzs7DB06FCjDVmLg9TUVCxbtgxRUVEMd8ja2hodO3bE33//jffv3xf7GKNHj1Zb3Hp6eiI6OhorV65kRaAuKXz58gUnTpzAnDlz0LFjR6YDl54Lw8LC0KdPHyxfvhw3btz4j1ZcfgdHpQhD3monT57EwoUL0bt3b9SoUYPp5KIn3JCQEHTp0gXTp0/H3r17/+NBU2GxRy8vL/Tu3Rtbt27Fs2fPcP78eSQnJ6Nbt25MnZ4m7jVs2BDjxo3DgQMHSrRmn5GRgf3792Pw4MFq/nT+/v7o06cPtmzZUiIDiz68fPkSc+fORdWqVZmVTqNGjbBy5cr/eBdLSkoKOnbsCB6PB2dnZyxYsEAntyM/Px/z58+Hubk5rK2tsWTJEqPvtQcPHsDLywv29vYGy0WZmZmoVKkSHBwcdLbSp6amQiAQYN68eUadT2HQPBt90g0URWHkyJEgpKAlefLkyazuo3fv3mHkyJFMo0NwcDAIIYiNjdUb2KlUKlSoUIGVxIEufPz4Eaamphg6dKje7RYtWgRCiNbgcO/evRCLxWjUqBFzn9y7dw+enp6wt7dnZW5cGF+/fsXAgQMhEAjg7++Pw4cPc9r/+/fvmDNnDlxcXEAIQZMmTYplCpudnY2tW7eiadOmEAgEEIlEaN26Nfbs2fNLnQZ+/PiB/fv3Y8CAAfDz82MqCzVq1MDkyZNx5cqVEh/nhw4dij59+mDTpk14/fp1iX62NlAUhVevXmHv3r2YMGECWrRoATc3N7WFQ40aNTBw4ECsXbsWd+7c+aW/ARv8Do5KEVwvLkVRSEtLw/Hjx5GYmIjY2FhUr15dLWiiM00dO3bE5MmTsXPnTjx48IDTjdWjRw9ERUVxnrzXrFmDDRs2sGp1T09Px+HDhzF58mQ0bdoUdnZ2aquW9u3bY86cOThz5kyJdQt9/PgR27ZtQ79+/dTUWAMCAtCvXz9s27atVAmVb968waJFi1CnTh3w+Xzw+XzUqVMHixYt+iUDki48evQIMTExEAgEsLOzw8yZM3VO1h8+fECPHj1ACEH58uVx6NAho1aVhbMN+spmQMHv5u/vD29vb53K1H369IGZmZnBrIgh9OnTB76+vnq3GTt2LAghmDVrllED9o8fP7BhwwZ8/PgRK1asgImJCfz9/fWWLfv374/y5ctzPhaNuLg4WFhY6M360S35w4YN0/jbxo0bIRAI0LZtW6YUu3HjRsjlclSoUIHTdVcqlVixYgVsbW1hamqK2bNnc+KEvHnzBsOHD4e5uTlEIhG6d+9udEZHpVLhzJkz6NWrF9NFWLVqVSxZsuSXdaLm5+fjwoULmDBhgpoWkJeXF/r27Ys9e/b8x9Whi4P8/HykpKRg/fr1GDp0KOrVq8eIEhNSYDD7xx9/YMSIEdiyZQsePXr0X1kZKYrfwVEpoqQuLh00nThxAklJSejTpw8iIiLUbkChUIiyZcsiKioKY8eOxaZNm3Dr1i2t3UB0BsjW1hZHjhwp1rlx+Q4vXrzAtm3bMGzYMNSsWZOxQOHz+QgMDET37t2RnJyMa9eulUg69f3799iyZQt69+6tls0KCAhgVlGlpWlET4yNGjViSI6VKlXClClTfimpvDCeP3+O2NhYODg4GLwnr127xmjP1K1bl7VpbGHk5uYiJiaGyZ7o60x7+fIlnJ2dERwcrLU0mZGRATc3N9SrV89oPgRFUXBzc8OgQYN0bjN58mQQQjBnzhyjjqENjx49QnBwMJycnHROyLQAojHf7enTpxAKhXp5WWfOnIFYLNZoyafFP3k8Hrp37w6FQoGsrCz06tULhBRo4nBZvJw4cYJRpI6OjuZU5r5z5w66desGoVAICwsLjBw50qgyOUVRuHnzJv766y+4uroyC7Jx48axMmUuLiiKwv3797Fw4UI0a9aMySTS2m5Lly41KGPx34pv377h7NmzSEpKQs+ePREaGqpmReLt7Y2oqChMnjwZBw4cwNu3b/9rhDG54ndwVIqgL25JrwrowY2iKHz48AGnT5/GkiVLEBcXh8jISDX1Tx6PBy8vLzRu3BhDhw7F/PnzNThD8fHxpeJKbQgKhQJ37tzB6tWr0bdvX1SqVIkJJEQiESpVqoQ+ffpgxYoVuHnzZrE7Et6+fYvNmzejT58+avV3b29v9OjRA2vXrsXz589L/GH+9u0bNm/ezOj70MccMmQIzpw588tJ+WxFPymKwoEDBxiuR8eOHTnbQ1AUhVWrVkEqlSIoKAiPHj3Sue29e/dgZWWFiIgIred4/PhxEEJY+7MVxYcPH0CIpv0FjZkzZ4IQwsl2gy3evXsHa2trtGnTRuv9dejQIRBCjFKZbt++PVxdXXX+rikpKbCwsEBkZKTaM5STk8OQrEeOHAmVSoWHDx+ifPnykMlkWL16Netn4fbt22jYsCFDlDak/k1DoVBg165djHCjm5sb5s+fb1STw5MnTzBp0iSUKVOGWfz1798f58+fL3WCcWpqKlatWoXOnTszdkpisRh169bF9OnTce3atf8nsiU0lEolHj9+jO3bt2Ps2LFo3rw53N3d1SoYlSpVQq9evbBo0SKcO3fu/+nsV1HQi/nfwVEpgQ6OpFIpypUrh2bNmiE+Ph6JiYnYt28f7t69axTJtH79+ihfvrxeEuu3b99w+fJlrF69GsOHD0ezZs0Y40VtnTXW1tZo164dnj179h99iHNycnD16lUsXrwY3bt3R/ny5ZkgTiwWIywsDP369cOqVatw69atYtWpP378iJ07d2LgwIEICgpiro2zszM6dOiARYsW4fbt2yV6PXJzc3H48GH06dOHCWJtbGzQtWtXbNu27b9ygFEoFFi1ahWcnZ0hEokwaNAgzuXJlJQUlClTBqampti8ebPO7S5dugQTExM0bdpUa8A+YMAAyGQyo+xevn37BkIIduzYofE3WmCRa3s/F+zYsQOEEKxbt07jb0+ePAEhBCdOnOD0mXTAqK8zLioqCiEhIWqD/Lt37xAeHg6pVMrola1fvx5yuRwBAQGsy1ivXr1Ct27dwOPx4Ofnh507d7IKqL58+YKZM2cyE27NmjWxfft2zs8zzfmrXLkyCCEwNTVFdHQ0Dh8+XKoclnfv3mHjxo3o2bMnY9XE5/MRFhaGkSNH4siRIyWqul6aSE9Px5kzZ5CUlIQ///wTVapUUbNecnR0RMOGDTFixAhs2rQJd+/e/a/jBxmDvLw8PHnyBEeOHMGSJUvw119/Mc8KXYL9HRyVEujgaMaMGRg4cCCaNm2KcuXKMSqj9Mve3h5VqlRBp06dkJCQgJUrV+LkyZNITU3VmlWgOUgCgQD/H3tfHRZV+r5/z9ANSkgpIQaKgAGK3atrd6xYu3atta7d7a7d7trdhd2d2IWCEgoCinTMuX9/8JvzZWAYZgjd3Y/3db3XOXP6nDnnfe/3eZ/nfqZMmaKRRWXVqlVKyVHWoqenx4oVK7JDhw6cMGECN2/ezJs3b36zhjshIYFXr17lkiVLcqig6urqsmrVquzXrx/XrFnD27dv59sKFhMTwyNHjnDs2LGsUaOGaMUyMzNj8+bNOXv2bI3TraiCTCbjjRs3OH78eFaqVEkcHq1fvz7/+OOPrzIEoAkSExM5a9Ysmpqa0tDQkGPGjNHIb+3Lly/s1q0bgUyl3tye44kTJ2hgYMA6derkGGJLSEhg6dKlWb16dY1Ja1paWq7kpE+fPnR2di5yC0PPnj1pYmKSw8E7NTWVALhu3Tq1jxUREUFra2s2atRI5bNITExUILM3b96kra0t7e3txeHSBw8eEAD9/f3VGkaLjY3lmDFjqKenR2tra65cuVKtBjM8PJw///wz9fX1qaenx969e/PevXtq3O3/QU6I5NGiclmN3bt3FxkhCQsL47Zt2/jLL7+ITtRApvDk8OHDeejQoX9EpKoqpKSkMDAwkFu2bOHYsWPZrFkz0dldXpd6eXnR39+fCxYs4KlTp76p6GVBIZPJGBYWxsuXL3Pz5s2cOnUqe/bsyTp16tDR0VHBUKCtrU1XV1c2btyY/fv357x587hx48avQo4kJIn/MXz58gVmZmaIi4uDqampuFwQBERGRuLNmzd48+YNgoODERwcLM6HhYVB/ri0tLTg6OgIZ2dnODk5wc7ODrNmzRKPJZFI4O7ujq1bt8LLyyvPaxozZgwWLlwILS0tyGQyuLi4oHPnzmjVqhUMDQ0RGRmJ58+f4/nz53jx4gWePXuGiIgIcX8bGxuULVtWLGXKlEHZsmXh7OwMHR2dwnt4eSAhIQEPHjzAvXv3cPfuXdy7dw9Pnz6FTCaDtrY2KlasCG9vb7F4enrCxMREo3MkJyfj1q1buHz5Mq5cuYJr164hPj4eOjo6qFy5MmrWrCkWGxubAt/T27dvcezYMRw9ehTnzp1DamoqypYtix9//BHNmjVD7dq1oaenV+DzFBSxsbFYtGgRli5dCpIYMmQIRo8eDUtLyzz3JYkNGzZg6NChKFWqFP7++2/UqFEjx3bXrl1DixYt4OjoiBMnTsDW1lZhXe3atTFq1CjMnz9fo2vX09PDH3/8gcGDB4vLEhMTUaJECYwePRpTpkzR6HiaIjo6GlZWVti0aRP8/f3F5W/evIGrqyuOHz+OZs2a5XmcjIwMNGrUCC9fvkRgYCCsra3VOv/mzZvRr18/eHt7Y//+/QrP9e7du6hSpYrK/T99+oQ///wTS5YsgUwmw+jRozFq1Ci1v62oqCjUqFEDffv2xS+//AIrKyu19nv79i327t2LPXv24ObNm9DT00OzZs3QsWNHtGjRQqF+LQyEh4fj4sWLuHDhAi5cuIBXr14BANzd3VG3bl3Uq1cP9erVU/u5f00IgoDg4GA8evQIjx8/xqNHj/Do0SO8fPkSMpkMAODo6IhKlSqJxcPDA2XKlPmqdXhBQRLR0dEIDg5GSEiIwjQ4OBhv375FamqquL21tTVcXFzg7OwsTp2dneHq6gp7e3toa2srHD+39ruw8Z0cafBwU1NT8e7dO5EwZf3Dg4KC8OnTJ6X76erqYty4cShXrhycnJzg5OQEGxsbSKVScZvly5fjr7/+Qrt27dCuXTuUL18eEolE5fXEx8fj5cuXePHihVjkv5OSkgBkkjgXFxeRMGUtdnZ2eZ6jMJCcnIyHDx+KhOn+/ft4/Pgx0tLSAAClS5cWyZKXlxe8vb1RokQJtY8vk8nw6NEjXL16VSzv3r0DALi4uKBmzZrw8/ND9erVUbFixRwfmyZISEjA2bNnceTIEQQEBCAiIgJGRkZo0KABmjVrhmbNmsHJySnfxy8MxMTEiCRJIpFg6NChGDVqFIoXL57nvs+ePUOvXr1w+/ZtjBw5EjNmzICBgYHCNk+ePEHTpk2ho6ODU6dOwc3NTVy3ZMkSjBgxAn/++SdGjBih9jUXK1YM48aNw9ixY8VlW7Zsgb+/P968eQNnZ2e1j5VfVKpUCT4+Pli/fr247ODBg2jbti3Cw8NhZ2eX5zEmTpyIOXPm4Ny5c6hbt26e28fFxWHIkCHYunUrevfujVWrVmlEtLOSovT0dAwaNAhjxozJV6eAZJ71AUk8e/YMBw4cwIEDB3D37l0FQtSyZUuNOzuqzhUUFIRLly7h8uXLuHTpEoKDgwEAFSpUQL169VC3bl3UqVOnUDpBhQWSCA0NxZMnT/D48WM8efIET548wdOnT8V62cLCAh4eHqhYsSI8PDzg4eGBChUqwNzc/NtevBogidjYWISEhIhFToDkJTExUdze1NRUJDxOTk7ivIuLC5ycnGBkZKTR+b+ToyJEUTzco0ePomXLluJvqVQKQRAgkUhAEubm5vj8+bO4Xk9PDyVLlhTJUqlSpRSmtra20NLSyte1kER4eDhevnwpFjlxCg4OFnsphoaGcHNzUyhlypSBm5sbrKysipQ4paen49mzZ7h//75YAgMD8eXLFwCZvQkvLy94enqK07Jly6pNbMLCwnDt2jWRLD148AAZGRkwMjKCj48PatSogerVq6N69epq95KzgyQePXqEgIAAHD9+HFevXoVMJkO5cuXQrFkzNG3aFLVr14ahoWG+jl9QREdHY+HChVi+fDkkEgn69++PESNGwMHBQeV+GRkZ+PPPPzFp0iTRiuTn56ewzbt379C0aVPExMTg+PHjqFq1qrjut99+w/z587F9+3Z07dpVrWstVaoUOnXqhAULFojLfvjhB6SkpODChQvq33QBMHToUJw8eRIvX74Ul02bNg3Lly9HVFRUnt/DyZMn0axZM8ycORPjx4/P83xXrlzBTz/9hNjYWKxYsQI//fST2t9cYZKivEASt2/fxoEDB7B//368fPkSxsbGaN68Odq2bYsff/yxUAiRvJNz+fJlkQxFRkZCKpXC09MTderUQe3atVG7du1/hGVIXs/KiU9WEiSvx4yMjODu7o6KFSuiQoUKIhmytbUttPr16tWrMDMzQ8WKFQvleCTx8eNHhISE4O3bt0qnCQkJ4vZGRkYi8ZGXrETI3Ny8UNuS7+SoCFEUD3f58uUYOnQoAEBbWxvNmjVDjx490KJFC7Hn/eXLF/HlkpsXs75wMTEx4vF0dHTg4OCAUqVKoVSpUihZsqQ4X6pUKTg6OkJfX1/j60xLS0NwcDBevHiBV69eKZTQ0FBxO1NTU7i5uaF06dLiVD5fVMRJbnZ+8OABAgMDxancCqSvr48KFSrA09MTnp6eotlZHYtIUlIS7t69i+vXr+PGjRu4fv06Pnz4ACDTcuXr6wsfHx/4+vrCy8srX8NkcXFxOHPmDAICAkSrkp6eHmrXro0mTZqgcePGqFSpkoLF8Gvg48eP+PPPP7Fy5UokJiaie/fuGDNmDCpUqKByv2fPnqF37964deuWUitSTEwMfvzxR1SsWFHB2kISvXr1wo4dO3Ds2DE0btw4z2vs06cPLly4gKCgIPH5VKlSBdWqVcPq1avzeeeaYc+ePejUqZOClahdu3b48uULzpw5o3Lf169fo3r16qhatSqOHTum8j9OT0/HtGnTMGfOHPj5+WHLli1qWxsjIiKwdOlSrFq1qkhJkZyUHjlyBIcOHUJ4eDgsLS3RqlUrtG3bFo0aNcpX/ZMV8fHxuHnzptiBuXHjBuLj46Grq4tq1aqJZMjPzw9mZmaFdGeaQxAEvHv3Ds+ePcPTp09FIvT06VPEx8cDyKybypcvLxIg+bRkyZJF/r1bWloiJiYGFStWRK9evdC1a1eVVs6MjAyEh4fj7du3Ynn37p3CfHJysri9iYmJ0g68nPwUK1bsq4xAyPGdHBUhiuLhXrp0CfPnz0ebNm3Qvn17WFhYaHyMhIQE8QWVk6asL+779++R9e+ysbERSVPJkiXFIv9dvHhxjV7apKQkvH79WiRLQUFB4jQ8PFzczsTERCRLpUuXhqurqzi1s7Mr9Mrg06dPePjwoUiYHj58iMePH4vj1nZ2dgrj9D/++GOe5mmSePv2rUiUbt26hXv37iEtLQ06Ojrw8vISyVKtWrU0HtaRDz+cOnUKp06dwsWLF5GUlARra2s0btwYjRs3RsOGDfO04hQm4uPjsW7dOvz5558ICwtDixYtMHbsWNSqVSvX90Qmk+GPP/7ApEmTYGtri0WLFqFt27bi9omJidDR0YGurq7Cfunp6WjdujUuX76MCxcu5Okzc+XKFdSuXRtnz55FgwYNAAA1atSAu7s7NmzYUAh3nze+fPmC0NBQlC9fHlKpFCTh4uKCdu3aYdGiRbnu9+rVK9SvXx9GRka4cuWKSkvkq1ev0L17d9y/fx9Tp07FuHHj1LIQP336FAsXLsTWrVuhr6+PAQMGYNSoUYVKiiIjI3Hs2DEcOXIEp0+fRmJiIpycnNCqVSu0a9cONWvWzPeQNEm8e/cO169fV7DmCoIACwsL+Pn5iX6C1apVyzGU+zWQnp6OoKAgPHv2TCxPnz5VcFMwNDQUSZC7uzvc3d1RoUIFlCpVKt+W/oKibNmyorVT/t76+PjA3NwcNWrUQEpKitiGvHv3DuHh4RAEQdzf0tJSaQdcToAK2/JTUHwnR0WIr/VwCxupqakICwtTeNHlU3lJSUkRtw8MDISnp2ehnFtOnIKCghRI0+vXrxEaGiqSNn19fbi4uMDV1RWrV69Wy08jP8jIyEBQUBAePnyoUN6+fYtXr16hdOnSGh8zLS0NDx48wK1bt3Dz5k3cunULL168wJAhQ7Bs2bICXW9qaiquXbuG06dP49SpU7h37x5Iws3NDQ0aNEDDhg1Rr169fA/xaYK0tDTs3LkT8+fPx5MnT1C9enUMGzYM7du3z0Fy5Hj16hV+/fVXHDt2DA0aNMCSJUvyNOMnJiaiQYMGePPmDY4cOYLq1avnui1JlCtXDtWqVcPWrVsBAHXr1kXJkiWxZcuW/N9sAXDkyBG0atUKZ86cQcOGDZVu8+LFC9SvXx9mZmY4d+6cgiN1VqSmpmLhwoWYOXMmHB0dsW3bNlSrVk3l+Uni0qVLWLBgAY4dOwZ7e3sMHz4c/fr1KxRLiiAICAwMxPHjx3HkyBHcunULEokENWrUQMuWLdGyZUu4u7vnq2FUZal1c3NTCJooW7bsV7Wmfvr0CS9evBADXOTl9evXyMjIAJDpE1S+fHm4u7ujfPnyYvkaliBVSEtLQ1hYGEJDQ/Hu3TuEhoZi9erVClb/7HBycsrRcc7aodbU5+db46u130UZCvdPxddS2PzaEASBkZGRvH37Nvft2/fV9DxSUlL47NkzHj16lIsXL+bQoUPVzgBf2Pj06VOhhn3HxsYWSR646Oho7t27l4MGDRLF8QCwUqVKHDFiBA8dOiRmXi8qCILAY8eOsX79+gRAGxsbTpo0SaU6+dGjR+nm5kYtLS0OHTo0z2uMjo4W05Xs3LlT5bZz586lvr6+GHrdqFGjAuU1KwjkedXq16+fqz7QkydPaGNjQ3d3d3748CHXY50+fZplypShtrY2x4wZk6eGWkpKCrdu3cpq1aqJ6WI2bdpUYLFVMvP/2L59O/39/WljYyNqELVv354bN24scN7BxMREVqlSRUzFYWRkxPr163P8+PE8cuTIV8trmJaWxhcvXvDw4cNcuHAhf/nlF9apU0e8Z3kpVaoUmzZtyuHDh3PlypU8f/48P3z48E3Uo9PT0/n27VtevXqVO3fu5IIFCzhs2DC2bduWVatWzXHt+P9abJaWlgrh71KplMWLF+e6deu+aYLYosJ3hewixH+VHP3T8Ndff3Hbtm3/Wpn6r4mwsDBu2bKFvXr1EhNBSiQSenp6ctiwYdy3bx8/fvxYZOd/8uQJBw8eTGNjYzGX1/nz55X+d6mpqZw/fz6NjY1ZvHjxPLV0kpOTRR2lmTNn5vo+REREKCSyffLkyTdL57Bt2zYCyDVB76NHj2hlZUUPD49cNWfCwsLYuXNnAmDdunX5+PFjled88+YNf/vtN1paWhIAGzZsyICAgAJ9P+np6bx+/TqnTJlCX19fsRGtVKkSx44dy/PnzxcK6cqKESNGcNWqVYUu1JodgiAwLCyM58+f55o1azh69Gi2bNlSJKJysmBkZERvb2927tyZU6dO5c6dOxkYGPhVxSBTUlL45s0bXr58mTt27OD8+fM5bNgwtmvXjj4+PrSzsxNFdeXFxMSE7u7ubNq0KX/++WdOnTqVGzZs4OnTp/n8+XPx+mfPnk0tLS1x//79+/+n27av1X5/H1b7Fw2rFRUyMjLg7OwMGxsb2NraiqVEiRIKv21sbDRyVLa2tsbHjx9Ru3ZtrF27FuXKlSvCu/jvgCSCg4Nx6dIlXLx4ERcvXlQIYa5bty5q166NmjVrwtHRsVDP/eXLF2zZsgUrVqzAs2fP0KpVKxw6dEjptu/fv8fvv/+OTZs2wdnZGZMmTUKPHj2U+qWQxIwZMzBlyhT4+/tj7dq1St+lAQMGYPPmzbh161ahRd9oivT0dNGvRNm9nz9/Hp06dYK9vT3OnDmTQ0cqPT0dy5cvx+TJk2FoaIhFixahe/fuSoenZDIZAgICsGrVKgQEBMDU1BS9e/fGgAEDULZsWY2vnSSeP3+OM2fO4OzZszh//jy+fPkCc3NzNG7cWIyiLKrh7sIGSURGRorD+S9fvlQIIskqWeLk5CTqu2XVeitKyRKSiIuLQ3h4OMLDwxEREYGwsDCEh4crTD9+/Kiwn4mJCRwdHeHg4CAWR0dH2Nvbw9HREY6OjmoPne7YsQPdunWDo6MjNm7cKPrs/Vfx3eeoCPGdHCkiOTkZc+bMwYcPH/D+/XuxREZGimH/clhYWKBEiRIicZLPy4uNjQ1KlCgBCwsL6OvrQxAEaGlpQSKR4LfffsOECRO+ibPlvx2hoaEKZEnugOno6Kjgv1GpUqVCcQwlifPnzyMpKQktWrRQue3Dhw8xbdo07N+/H66urpg0aRK6d++ulCRt374dvXv3hq+vL06dOpUj4ikpKQm+vr6QyWS4ffv2N/GHOHz4MNq0aYMHDx7Aw8NDXJ6RkYHp06dj5syZqF+/Pnbv3q0QKZmRkYGtW7di+vTpePv2LQYNGoQZM2YoDQ4ICQnB1q1bsX79erx9+xZVqlTBoEGD0KVLF42lH8LCwnDu3DmREEVEREBHRwd+fn5o2LAhGjZsCB8fnwLpexUlBEFAeHi4gk9j1pJVM8fR0VFBckQ+dXZ2ztVfLr9ISUnB+/fvERERIRY5CcpKhuQETQ5LS0s4ODjA3t4+x1ROfgqz3UlKShJlM4rie3n58iU+fPiA2rVr/yMcs7+ToyKE/OEOGzYMVlZWMDMzg6mpaY6pfF5PT+8f8VJ8bchkMsTExCiQJTmB+vDhg0KJi4tT2Feu85QdpqamKF26NGbNmgV7e3tYW1vD0tLym0V6/FsRFRWloON0584dpKenw9jYGNWrV0eNGjXg6+sLX19ftRSyCwOBgYGYPn06Dhw4ADc3N0yaNAndunXL8d9evXoVAQEBmDlzptLjPH/+HFWrVkWHDh2wcePGr3DlOfHs2TOUL19e/B0aGoru3bvj6tWrmD59ukKUmUwmw86dOzFt2jS8evUK7dq1w9SpUxWIFZAp9bB3715s3rwZly5dgpGRETp16oSBAwfm6ZwtB0mEhIQoEOU3b94AALy9vdGwYUM0atQItWrV+kc52iYlJSEkJASvX7/G69ev8ebNG3E+ODhYFISVSCQoWbKkQjSsvLi4uBSKZlhycrJCJ1BOgLLOR0REIDY2VmE/fX192NnZiSRHXrIus7W1LbDEwT8NnTt3xu7du1GuXDmMHDkSP/30U5F0cNPS0vDlyxd8+fIFcXFxOebl0+joaKxfv/47OSoKyMmRi4sLEhIS8OXLF4Uor+zQ0dERyVJW0pR9mampKUxMTHJdZmRk9E0jHYoSycnJInmKjIzEvXv3MH36dLX2lUqlsLS0hI2NDaytrcVp9nl5+Vaiiv9kJCcn486dOwqaMdHR0QAAV1dXBR0nb2/vIk13cv/+fUybNg2HDh2Cq6srhgwZgl69emmk/rt161b06NEDf//9N3r16lVk16oODh8+jN69e8PQ0BA7duxArVq1AGRaPPbt24epU6fi6dOnaNGiBaZPnw5vb29x34yMDJw6dQqbN2/GoUOHkJqaikaNGsHf3x9t27ZVi8AkJCRg586dIhkKDQ2FRCKBh4eHqBBdt27drxLpmBtkMhnCwsIU0i5lTb0kj1QDMgVw5RGtrq6u4ryLiwtcXFyK7N28evUqWrRooSDGC2RmMLCzsxPdB+SEJ3sxMzP7n+wk+/v7ixGkJGFmZoZBgwZh0KBBsLe3R3Jyskhk4uPjxXlNSlxcnEJKkezQ1taGmZkZzMzMYGRkhEePHn0nR0UBZWa51NRUxMfH52Cpyv5E+VTZi6CKZEkkEpiYmIhkSZ2psmJqagpjY+N/LNGaNWuW6O8A/J/2RvPmzdG/f3/4+voiMTERkZGRCiUqKgpRUVEK81mFMeUwMjKClZWVSJbk81ZWVkrL/yKZkvst3bx5Uyz3799HamoqdHR04OnpicqVK6NKlSqoUqUKPDw8Cn1Y4t69e1i0aBH27NkDXV1d9OjRA4MHD1bbl2jgwIGoUKEChgwZUqjXpQmWLl2K4cOHo1WrVvj7779RrFgxcd24ceMwb948NG3aFNOmTYOvr2+O/f/44w+MGjUKFSpUQM+ePdGtWzfY29trdA3x8fGwtLREpUqVRCJUq1YthWspamRkZCAsLExBtDZrCQsLE8PgAcDe3l5ME5E1Z5arqytsbW2/Sd0VHh6OrVu3wtbWVoEMWVhY/E+RHpJITExEfHx8jiInOFnnT548iRcvXiA/VEFHR0fBkCBvw+RER5nRQb4+qxFCX19f/I++D6sVIYry4aalpSm8WFmJU9bf2bdRtk/WykYZjIyMciVQ8mJsbJxjXtkyIyOjQhva8vX1xa1btwAAxsbGGDZsmNjL0BTp6emIjo5GZGQkPn78iKioKHGafT4qKkpB1l4OQ0NDWFlZYebMmfjpp58KfH//Vsh1nG7evIk7d+7g7t27ePr0KQRBgI6ODjw8PESy5O3tjYoVKxYKsXz//j3WrVuH1atX4/3796hXrx6GDBmC1q1b/2P9YOR4/fo1AgICMHjw4BwN6Js3bxARESFakpQhKioK4eHh8PLyKlADnJSUVGQkX+5ULNfOya6dpkw4sESJEgpCgXLlZBcXF5QqVeo/N7T0b8H27dtx+fJlpcRHXhISElQSHalUqtBJ//Tpk4IAsTwllpWVFXx9fdG1a9ccnXo5qSkKK+B3clSEKKqHu2XLFrx48QK//vqrWiktVIGkaM3KrWRl+fKXPr8fBAAYGBgoEKj8FCMjI7Ru3RpBQUEAMj80Y2NjTJ06FYMHDy5060R2pKSk4OPHj0pLy5YtlWaa/19GUlISHjx4gLt374rl6dOnkMlkkEgkcHNzE1O1yKclS5bMV0Ofnp6OAwcOYNmyZbhy5Qrs7OzQsWNHdOzYETVq1Cg0a0JKRgoS0hNgrGMMfe3/7UZaTnwiIiIQGhqK0NBQUUQw63zWToW2tjYcHBwUxAIdHR1FElSyZMnvQRX/UEyaNAnHjh3Ls9Oc24iEiYkJDAwMFL7vOXPmYNKkSRAEASTh5eWFZcuWqewUFCW+k6MiRFE93Lp164qOlr/99htGjBhRaBmqCwqSSEpKUiBQ8vmEhASFknVZfHy8aILNvl3WKBJ14eLiAgcHBxgZGYlkSj7NqxgaGir81tHRKYIn9R1JSUl48uQJHj58KKZrefDggeirYW5urpA+QV7s7e3VJk2BgYHYsGED9u3bh/fv38Pe3h7t27dHp06d8k2U7kXew+anm3E+9DwECpBKpKjvWB89K/SEt7V33gf4lyElJQUfPnwQnYmzR1LJS9ZoKolEAhsbGzFcXB5CnpUMlShR4nuARCEgPj4eU6dORYcOHf7VnbKVK1di8ODBsLa2xoIFC/DTTz99U5eO7+SoCCF/uJs3b4apqSl0dHTEoq2trfK3suXyF6VGjRq4ceMGgP8zTU6ePBkDBw78T5qZBUFAYmIiEhMTRbKUkJCA5s2bi1mpgcwKWR7O36ZNG+jp6SlsLz9G1qIs0i07dHR0FAiTfD77VD6vaTEwMPhOwP4/SCIsLAwPHjzAgwcPxAScz58/F/3sTExMxJQL69evV6uBFQQBV69exZ49e7B3714FotSiRQvUrFlTreGkXc93YdbNWZBKpJDx/+QntCRaEChgYvWJ6FS2U/4fwFeCIAiIiYnJ4Y+XlQTJy6dPnxT21dPTUxpNJXcwdnR0hJ2dXZFbb78jExcuXED9+vUBAHXq1MHkyZPRoEGDf51/U3R0NA4cOIBu3boVKAKSJNLT05Geno6MjAxxPnvJvi777y9fvqBPnz7/DXK0YsUKLFiwAB8+fICnpyeWLVsGHx+fXLffs2cPJk2ahJCQELi5uWHevHlo3ry5uJ4kpkyZgnXr1uHz58+oWbMmVq1aBTc3N7WuR06OCgsSiQQ6OjrIyMjItVE3NDSEm5tbDnKlra2tMK/pMmXr5EVfXx9t27YttPtUF4aGhmJWZzs7O4waNQp9+/ZV+5nLhxSVkabcSlJSEpKSkpTOZ10m/60O+QIyhxiykiUDA4Nc57MXZev09fVzzGddpqOj86+qPGUyGUJCQvD06VMxUWd0dDSOHj2q8bGyEqV9+/aJej3Vq1dH/fr10aBBA1SvXj2HH8O9yHvodaIXiNyrMgkk2NRs01e3IAmCgLi4uFyHeuUlayBCdm0xQ0NDUVcsqyNx9qJpounvKFrIkykDmSKVMpkMVapUwZQpU9CiRQvRdycjI0OtIicKuf1WZ5usZEPVNK95ZfvltUzdOldd/OvJ0a5du+Dv74/Vq1fD19cXixcvxp49e/DixQtYW1vn2P7atWuoU6cO5syZgxYtWmD79u2YN28e7t27J0a5zJs3D3PmzFFQ5n306BGePn2qloVGTo5CQkJgYGCQK4tV9gdnX591+axZs/D+/XvxPPKKSktLC7Vr14a7u7vS4+b2kqanp0Mmk+X64ipbnxWmpqY59Ie+Buzt7WFqaopp06ahXbt2/zinW5JIS0vLQZiSk5ORnJyssDzrb/l81u2yL1NWNPnEJBIJ9PX11Sp6eno5fsuXKZuXqyT/G0AST58+xfnz53Hu3DlcvHgRsbGx0NfXh5+fHxo0aIAmTZqgcuXKGHVpFC6EXlCwGGWHlkQL9R3r48/6f+brepKTk/H582d8/vwZnz59yjEfExMjltjYWHH+06dPORoFiUSCYsWKKURUWltbiyKq2YuxsXG+rvmfAJKQyWTIyMiATCZTq2TfNutv+byqZepM81qmal7Z7+xFJpMhISEBERERuT4bOTkqaqjT2ZbPa2lpKe3Aq5pqukzZaIyy/XJbn5ycDAcHh38/OfL19UW1atWwfPlyAJk9KUdHRwwdOhTjxo3LsX3nzp2RmJio0POsXr06vLy8sHr1apAUrRGjR48GkMkgbWxssHHjRnTp0iXHMVNTUxU0FL58+QJHR8dCf7jly5fH8+fPxRdswIABGDVqFBwcHArtHHkh+0dbmBYyddG2bVscPHgQjRo1wuTJk8Xe0/8i5ERMTpRSUlJyzGddlpqaKi6Tl6zbyN/lrOvlv7Oul5eshNnFxQWvX7/+hk8j/xAEAQ8fPlQgS/Hx8bCwsEC6XTq0zbWhbaoNia4EusV1oWWiBamhNLMBkhFMJ5ABTKs2Dekp6QqkWO5Tlz3AIeuy3DRYtLW1YWFhgWLFiqF48eJKS3YiVKxYsf+UT4+bmxuio6OVEp1v6bUhkUigra0NLS0taGlpKVjV5b+zT5Vto856+e+sBODjx48KIqZZo7zMzMwwYsQIGBgY5Lq/spLX+uzbyN0ZCoLnz5/jzp076NSp0z9iSPZr+RwVaZc+LS0Nd+/exe+//y4uk0qlaNSoEa5fv650n+vXr2PkyJEKy5o2bYqDBw8CgCgo1qhRI3G9mZkZfH19cf36daXkaM6cOZg2bVoh3JFqyPWHRowYIapvf23IK4KiFPnLC/JhgfPnz+PMmTOoWbMmJk+ejMaNGxeZ2V8QBLV7jnkty6snq+46TYogCBrPAxB7e3p6ejA2Nha3EQRBYXv5dbq4uCisz1pkMhnmz5+Pn3/+uUj+o4JAIpHA2toa3t7eMDY2RpkyZXD37l28fPUSn199BmVUzFeeC3qhFwCIw55yf7SsGiyWlpY5tMYsLCxgbm4uTuXz2SN7vjYiIyORlpYmWgfl5Wte05AhQ5CamirWPcpKVpKiarmq38rmVS371kOMgYGB2Lhxo0iKypYtizlz5qB169bf/No0wfLly7FixQqMHz8es2bNUqp6/19EkZIjeW/CxsZGYbmNjQ2eP3+udJ8PHz4o3V6usCqfqtomO37//XcFwiW3HBU2AgICoKOj89Uj1ARBKJTx6Ly2z8uMLJ9//PgxgP8jSdeuXUPTpk0BZOYd8vHxyXV/TUzcWZd9K8idzfNTpFKpyt/Zl0mlUpEMZV+e2zT7sqzXm329VCpF5cqVv9mzBDLfZbkP09OnT/HkyRPRn0keHSmVSuHk5ARXV1c0bNgQJ2NPQqInAQQAEkDLWAsSHQnSItPANEKWLIMsUYbUiFSkRaZBIpHA3d1d9GOqVavWPyaqVFMMGjQI+/fvz7FcV1dXYVhV1XBs9iL3g8u+LDc/ubZt2yr41f1XGs7Hjx9j0aJFGDFiBDw9PTXeX27VKFWqFGbNmoXOnTsX+bP5+PEjZDKZUkuSVCrNFylLTU2FVCpFWFgY/P39MXPmTMydOxdt2rT5V5E8TfHPcgYpIsh7U9kRGhoKAwMDtbzkC7JOE0c4TacZGRlFbrqWSqW5mnDlpuCsJubsUTRZr08mk0FXVxeGhoYKvT75B6zMVJ39HPmZ5rVOnV5qbgTnO/KH5ORkBAYG4tatW7h79y6ePHmCZ8+eic78JiYmcHd3h4eHBzp37owyZcqgTJkycHZ2VvieR5wfobbP0cjSI3H69GmcO3cO27dvx8KFC6GlpQUfHx+RLPn5+f1rdHymTp2Kfv36KQylyodas85nnWYdjk1ISEBMTIzC8G324Vx53jN1oaOjozJAQdVU1by8yK19+vr6Rfr9nT59Ghs3bsSmTZvQs2dPzJo1C3Z2dmrv7+LigocPH6JcuXJfLeq1Y8eOuHjxYq7r1Q3qyTp9/fq1gt/cy5cv0a5dO0gkEtja2uKHH37I0ycpL78iTX6rykJRmChSciRPKBoZGamwPDIyEiVKlFC6T4kSJVRuL59GRkbC1tZWYRsvLy+Nrk/dNAa5oTAc0wwNDTV6WfO7viDj2JpWQF27dsWuXbtEUlSyZEnMmjULXbt2/c/0Kr9DM8hkMjx79gy3bt0Sy6NHj5CRkQE9PT14enrC29sb3bt3FzWUHBwc1OqZ+rv749y7cyq3ESjAv4I/HK0d0adPH/Tp0wck8fLlS5w/fx7nz5/HunXrMHv2bOjr66NZs2bo2LEjWrRokS+rUv/+/REeHi5qQJUvXx7ly5cvdB8JDw+PHAluCxuCIOTwfcvqJ6fst7KSNYAhKioqR0BD1sAGdZGVPGWX8VAl7aHsd/YSHx8PbW1tZGRkYMuWLdi5cyd+++03jB49Wm0n+aL+b7Jj3rx5iI6OVjvqLK/Oe0ZGRq5O5SQRExODp0+fahzB9m/AV3HI9vHxwbJlywBkfmglS5bEkCFDcnXITkpKwpEjR8Rlfn5+qFSpkoJD9ujRozFq1CgAmcNk1tbWuTpkZ4fcoWvfvn0wNzfPwVLV8Zj/J4xp/1Ph7++PLVu2oESJEpg2bRp69+79XS/ofwzp6em4d+8eLly4gAsXLuDKlStISEgQh7R8fHxQrVo1+Pj4FEpet90vdmPmjZkF0jkiiSdPnuDEiRPYs2cPbt26lW+itGDBAly8eBFPnz5FcHCwuNzBwUEkTHLVcXd39/+kDlp+ISdjWUmTPJo0e4SpuvNZJT/kxyoItLW10bFjR5FIZRW0zZotQNlvIyMjaGv/ewZtunTpgt27d0MikUAQBJQtWxaTJ09Gp06d8nUfJEVXEFWR4Lmtj4uLQ6dOnf790Wq7du1Cz549sWbNGvj4+GDx4sXYvXs3nj9/DhsbG/j7+8Pe3h5z5swBkOmfUrduXcydOxc//vgjdu7cidmzZ+cI5Z87d65CKP/Dhw81DuUv7Ifbp08f2NjYYPDgwV81Qu2fhtu3b+P+/fvw9/f/Xun/jyA3MmRkZIRatWqhbt26qFGjBqpUqVJk/j33o+5j85PNOBd6TlTIbuDYAP4V/POlbxQSEoK9e/fmIEo9e/ZEixYt1LaCJiYm4sWLF6IO1NOnT/H48WO8fv0aJKGlpYWyZcsqpGjx8vKCra3t9w5YEUEQBKXkSV4OHjyIwMBAPHjwQPSdlDtWSyQS6Orqws/PL4cAbmJiolrDPvr6+krTL2VN3aRqPnuuTCMjoyIbYuzatSt27twJb29vTJkyBS1btvyukF1YWL58uSgC6eXlhaVLl4oZrOvVqwcnJyeFkMc9e/Zg4sSJogjk/PnzlYpArl27Fp8/f0atWrWwcuVKlClTRq3rKaqHq6+vLzqvdejQAb/++iuqV6+er2OlpaXlCC1WFmqsqri4uOD48eOFdn//NWRkZODjx4/48OGDKMInL1lF+W7fvv2v6ul9LYSGhiIgIAABAQE4e/Ys4uPjYWxsjFq1aqFevXqoV68eKleu/NWthkWRW01OlHbt2oU7d+6gZMmSGDRoEPr27QtLS8t8HTMhIQFPnjxRSNHy8OFDUV3exsZGTAQsL5qkaPlfQEhICObPn68glZC1FC9eXOP3LyEhQYHAywUcmzRpgrFjx+apcp2RkaGQOSB7yqXsy5Slbcr6W57CKS9kJ0/Kko8ry6WmbJm+vr54j69evcL79+9Ru3btf8S7958iR/80FNXDLV68OGJjYwH83wfl6uqKEiVKoF27duK55SQn+zTrfF5OkEZGRnm+/M7OzhgyZEih3d+/ASTx6dMnfPjwAe/fv8eHDx/EIk/DIC/R0dE5nNlNTU0VBPjk+YQKIptf1EhNTcWzZ8/w8OFDPHr0CA8fPsTDhw9x584d2NvbF+p5rly5goCAAJw4cQJPnjyBVCpFjRo10KxZMzRq1CjfZGjPnj0wMDBAixYtCu168wO5ZUAV7ty5gxUrVmDHjh0AMnvWQ4YMQZUqVQrl/G/fvkVgYKBCMuCoqCgAgLW1NSpXroyqVavC19cXvr6+30Qy5J+C+/fvo0+fPqLKuDJ/FgsLC1hbW4tim9nns5ZixYohODgYpUuXFvfX09PD9OnTMWbMmG9GDuSWruwJxnObL2gici0tLQXylH1e/ls+r+y3vBS2NtJ3clSEyP5w5flavnz5gri4OKXzqpbJS17j2MbGxgovkTpTZS+nsbHx/5xjs0wmQ1RUFN6/f58jx5ScBMmn2YmliYkJbGxsUKJECbHIf2edWltb/+OHAaOionD//n3R5P/w4UM8f/5cNP07OzujUqVKqFSpEgYNGpRr4IO6iI2NxdGjR3Hw4EGcOnUKiYmJYoSKnBBZWFjk+/hJSUn49ddfsXbtWgwYMACrVq0q0PUWBEeOHMGCBQtw6tQptd6D6OhobNiwAStXrsS7d+9QvXp1/Prrr+jQoUOhDjuQRHh4uAJZunPnjkiYnJ2dRaLk6+sLb2/vf/x7XBQgiS9fvqhM0RIVFSXOf/z4MUddoaWlBTMzM7GTmxXOzs7w8/PDyJEjxfri3+pLKSdbqkYnlM3n1rlXRSP09PSUEigzM7McRCr7MvlvMzMzMUL1OzkqQsgfrpWVFRISElSSGvnHkv0PMzExybF8wYIFCAsLA5AZ/i4IAn744QdMmTIFPj4+38O+lUAQBHz8+BEREREqS1RUlEI4qVQqhbW1tZhXSp57Sk5+ss7/k60+uYEkgoODcf/+fZEM3b9/X4wcMTExEX1UPDw8UKlSJVSsWLFQKovw8HAcPHgQBw4cwIULFyCTyeDr64vWrVujWbNm8PT0zLUHnZKSgrVr1yI+Ph4TJkxQeZ4nT56gc+fOePPmDZYuXYq+fft+U7N9YGAgqlevjj59+mDlypVq7yeTyXD06FEsXboU586dQ4UKFTBlyhS0b9++yL55uYXp5s2buHnzJm7cuIF79+4hNTUVOjo68PLyQs2aNcWSNbL3OzIhJ1Ny0iQfSr948SJ27typ1jGKFSsmWpmzdraUdbz+q0PzJBWIVlxcnAKRUqfExcUhLi5OZSSbrq4uzMzMYGxsjODg4O/kqCggJ0fjx4+HtbW1AjvNTn40UcCtU6cOLl++DCAzhHPZsmWoW7duUd7KPxrx8fEIDw9HeHg4IiIixPmsvz98+KAg4iiVSmFjYwM7OzsxyWbWZJvy+f9SZUMSb968UbAK3Lt3D58/fwaQKV/h7e0NLy8veHt7w9vbGy4uLoXa8L558wZ79uzB/v37cevWLWhra6NevXpo27YtWrdunefwXGpqKtavX4/Zs2fjw4cP6NevX65WIJLYsGEDhg0bBhcXF+zatQsVKlQQ1z948AAVKlT4Jv/vmjVrMGDAAOzatQudOimPblu5ciUkEgkGDhyYY93169cxZcoUnD59Gh4eHpg6dSratGnzVTpGaWlpePjwIW7evInr16/j6tWrCAkJAZBp9chKlipUqPC9s5YLVq9eLf638mfUvHlz9OzZEyVLloRUKlXwT8xa5EP22bXeJBIJLC0tFTptyjp0tra2MDEx+Uf49nwLpKam5hidkf+WT6OiorBkyZLv5KgoUJTRakeOHMH8+fPh7+//jxv62rp1Kw4ePIju3bujefPm+U4xIte3CA0NRXh4OMLCwpRO5Y6lclhYWMDOzg729vZisbW1Feft7Oz+U6RHGUgiLCwMN2/exO3bt3H37l3cu3dPrEwdHR1RpUoVVK1aFZUrV4a3t3e+h8ZCQkJw7do1ODs7w9nZGTY2NgqVbkREBHbv3o0dO3bg1q1bMDAwwA8//IC2bduiRYsWag2Xpaam4q+//sLs2bMRERGB7t27Y9KkSXBzc8t1+z59+mD79u3o168f/vzzTxgaGorrP336BGdnZ4wYMQJTp07N130XBCTRrVs3HDt2DPfu3VPwPZFj5MiR+PPPPzFixAhRRDI7rl69iilTpuDs2bPw9PTE1KlT80wbcf36dTx9+hRdu3ZVeCYFQUREBK5evSqW+/fvQyaTwdzcXIwirFOnDipXrvyf/u40waJFizB69Gg4OjpiwIAB6NWrl0bij0Dmey63RMn9HbP7QMpdAZKSkhT2NTQ0VCBLtra2GD58OFxdXQvzNv+1+D6sVoQoqoebnp4uJjv8J2LgwIFYvXo1gEzH4+7du8Pf3x++vr5ipU0SHz9+RGhoKEJDQxEWFqa0ZE3EqaWlBVtbWzg4OMDe3l6cZi12dnaFVuH/m/D582fcvn1bQfxQnubG3t4eVatWFclQlSpVYG1tXWjnHjt2LBYsWCD+1tPTg729PaRSKYKCggBkqhk3a9YMXbt2RcuWLdUegpTJZPj7778xffp0hIWFoVu3bpg0aRLKli2b6z4pKSlo164dzp8/j40bN6Jz5845thk/fjyWLFmCN2/e5EgR9LXw5csXVK1aFcbGxrh9+7ZS8rN8+XIMHz4czZs3x44dO3IVBbx8+TKmTJmC8+fPo3r16li6dCmqVaumdNtZs2Zh0qRJMDc3R58+fTBw4MBCbxATExNx+/ZtXL58GRcvXsS1a9eQnJwMY2Nj1KxZUyRL1apV+0ckGf0WiIuLw4sXL1C1atWvYl2Lj48XiVJuZceOHV9dUPKfiq9FjsD/QcTFxREA4+LivvWlfFXMmDGD2traYnpOqVRKANTS0qK+vj5dXFyoq6ubNX0ndXR06OzszNq1a7Nr164cM2YMly5dyv379/PmzZuMiIhgRkbGt741lcjIyOCLFy+4d+9eTp06lR8/fiyS86Snp/P+/ftcuXIl/f39WaZMGfE5mpmZsVGjRhw/fjwPHjzI8PBwjY4tCILG13P69GmF/zJ7GTNmDGNjYzU+7qVLl+jt7U0A7Ny5M58+fZrnPklJSWzcuDENDAx4+vRppdu8f/+ehoaGHD9+vMbXVBgIDg7mhQsXSJJXr14lAB47dizX7Y8fP04TExN6eXkxNDRU5bHPnj3LSpUqEQB79+7NDx8+KN3u9evXHD16NC0sLCiRSNi8eXMeP36cMpks/zemAqmpqbx27RrnzJnDH374gcbGxgRAQ0NDNm3alPPmzePt27f/8d/4d/zv4Gu1398tR0XJPL8y0tLSEBYWhnfv3imU0NBQvHv3Dq9fv1aw+GSFkZERBg4cCEdHR7E4ODjA2tr6X+ObQBIRERF49OgRHj9+LE6fPn0qCrNZWVkhICCgUMKuo6KicOPGDVy/fh03btzA7du3kZiYCG1tbXh5eYnRQz4+PnBzc9P4OcbExOD48eM4cuQIwsLCcO3aNbX3JYk7d+6gTp06CqJ0EokE3t7euHjxotopEOQIDQ3F2LFjsXPnTlSrVg3Lli0T9cpUISkpCS1btsSNGzdw9OhR1K9fX+l2Q4cOxdatW/HmzZsCRcDlF3PnzsXChQtFiQcvLy+4ublh7969ue7z6NEjtGjRAunp6Th+/LjKFEYZGRlYt24dJk6ciIyMDEyePBlDhw5VaqFJSkrCzp07sWLFCty7dw+urq4YPnw4+vTpU6QBBhkZGbh//z4uXLiAs2fP4vLly0hKSoK5uTnq1auHBg0aoGHDhihfvnyh+sXExMQgOjo6X99JbggPD4etre1Xr7/kiXhdXV1RunRpcZp9WLuosH37dlhaWqJkyZJwdHQslPdFrpDdoUOHb+4P9X1YrQjxbyRHJPH582e8e/cOb9++xdu3b0XyI5//8OGDQkil/AORfyRpaWlYs2aNwnHr1KmDv/766183np2UlIQnT56Imj7yIg/BNTIyQsWKFVGxYkV4eHiI0/wOWwmCgGfPnin4b7x+/RoAYGtrixo1aqB69eqoUaMGKleunK8hRJJ49uwZjh49iiNHjuDatWsQBAFVq1ZFy5YtMWHChDz92CIjI7Ft2zZs3LgRjx49goGBAVJSUkQlZm9vb5w9e1aj9z45ORkLFy7EnDlzYGpqirlz58Lf31+tRichIQEtW7bE7du3cfz4cdSpU0fpdqGhoXB1dcX06dOVphX6Gvjjjz8wdepU0VduyZIlGDNmDMLDw1VqCX348AEtW7YUfbxy87eSIzY2FpMnT8aqVavg5uaGxYsX44cfflC6LUncvHkTS5cuxe7du2FmZoYhQ4ZgyJAhX0XfKC0tDbdu3cLZs2dx7tw5XL9+Henp6bC1tUXjxo3RpEkTNGrUqMBDoOvXr8cvv/wCc3Nz+Pj4wMfHR+xY5OebFQRBfMcrVqwoyltUqlQJHh4eRUa+SaJfv3548eIFgoKC8P79e3GdkZERXF1d4erqCjc3N5QuXVqc2tnZFQqJk8lkMDQ0VJAoyNoOyEupUqVQqlQplCxZEtbW1nkSHgcHB4SHh6NVq1ZYs2ZNgSVCCoLv5KgI8U8kRyQRFRWFkJAQvH37VpxmLfHx8eL2urq6cHR0FF9w+TQrGcqeWTwoKAhubm6QSCQwNDTE4sWLv3n4dF7g/9d4kev6BAYG4uHDh3j16pUo2FemTBkxnF1e+Tk5ORWosklOTsbt27dFInTt2jV8+vQJUqlUDJP28/ODn58fHB0d8/0MZTIZrl27hgMHDuDw4cN4/fo1DAwM0LhxY7Rs2RLNmzfP0xlUEAScO3cOa9aswcGDByGVStGqVSv06tULJiYmqFu3LiQSCSpVqoQLFy7A3Nxc7esLCAjAwIEDERERgREjRmDixIlqfzNpaWlo3Lgx7t27hxMnTqBmzZq5brt582b07NkTnz59grm5uZjnzNjYGE5OTmpfb0GwfPlyjBkzRpT2iI6Ohp2dHebNm4dff/1V5b4xMTGoVasWUlNTce3atRyNh/z7zkoiHj58iOHDh+PChQv46aefsGTJEhQrVizXc7x9+xZ//PEH1q9fD0EQ0KdPH4wcOfKrdmySkpJw5coVnD59GqdPn8aDBw8AAF5eXmjSpAkaN26MWrVqaayzFBcXJ8oS3Lp1Czdv3sTHjx8BAE5OTvD19RU7H97e3nn6Q8lkMpw9e1ah4yRPkApkBj7IpTC8vLzg5eUFV1fXQrcyJSUl4c2bNwgKCsLr16/x+vVrBAUFISgoCG/fvhXlSbJamtzc3BSKnZ2dRvVLeno6wsPDFTrOISEhePfuHcLCwvD27VsFxW19fX0FwlSqVCk4OTmJU2traxgaGkIQBGhpacHY2BirVq1Cly5dvknb8Z0cFSG+BTkSBAGRkZEICQnJUeTkJ+vwh4mJifiCZi3yl9jGxkbjDzklJQV2dnbw8/PDmjVrClU9uTCQnp6OZ8+eITAwUIEMya1B5ubm8PT0FEulSpXg7u5eKI7ecXFxuHbtGi5duoTLly/j9u3bSEtLg4mJCWrUqCGGQPv6+mo8HJUdqampOHfuHA4cOIBDhw4hKioKJUqUQOvWrdGyZUs0aNAgB7FVho8fP2Ljxo1Yu3YtgoKC4O7ujv79+6N79+4oXrw4gMxG2cXFBcbGxrh48aLKxjcrPn36hJEjR2Ljxo1o0qQJli1bpnZ6HjlGjBiBlStX4vz58yqJEQCMGjUKBw8eFK1xJGFvb48ePXpg3rx5Gp03v1izZg0GDRokCmoCQKdOnfD06VM8evQoz4bg3bt3qFGjBqytrXHx4kWFumXx4sWYO3cuAgIC4O39f3neSGLz5s0YPnw4DAwMsHbtWrRs2VLleWJiYrBy5UosXboUsbGx6NChA8aPHw9PT8983nn+8eHDB5w5cwanTp3CqVOnEBkZCQMDA9SrVw/NmjVDs2bNlEb85QWSCAkJEYnSzZs3cffuXaSmpkJPTw+VK1dGjRo1xKJOXZaeno4XL14oEKbAwEDRumNkZAQPDw94eXmJpKlSpUpFFkiSmpqKkJAQvHr1CkFBQQrTrMTJyMhIgTSVKVNGLMWLF1eLoIwdOxbr1q3Dxo0b0apVK8TGxorEKXsn/O3bt4iOjhb3lWd7yI4aNWrg119/Rdu2bb9qENJ3clSEKIqHS1IkP8HBwUoJUFZ/HwsLCzg5OSkw9KzzmvTusyMtLQ0JCQlKG0KZTPaPkBhISEjAw4cPRZHD+/fv4/Hjx6I52NXVVayg5NOCWGiyIyoqSiRCly5dwsOHDyEIAmxsbFCnTh3Url0btWvXhoeHR6E8r8TERBw/fhz79+/HsWPHEB8fD1dXV7Rr1w5t27aFr6+vWmSXJC5fvozVq1dj3759AICOHTtiwIABqFmzptLnEx0dDWNjY7V780ePHkX//v2RkJCAP//8E71799b4ue/fvx/t27fHkiVLMGzYsDy3b9SoEUxNTbF//35xWdeuXRESEoLr169rdO78YtiwYdi7dy/Cw8PF+925cye6du2K6OhokXCqwqNHj1C7dm1UqVIFx48fF+UyPn78iObNm+PFixc4dOhQDr+r8PBw9OvXD8ePH1fLigRkWiU2bdqEhQsX4s2bN2jXrh2mTJmCSpUq5fMJFAwk8fjxY5w8eRIBAQG4fPky0tPTUbp0aTRv3hzNmjVD3bp11SL+ypCWlobAwEDRx+/69et4+/YtgMxhH7k1t2bNmvD09FS7wY6KisKDBw/EEhgYiGfPnkEmk0EqlaJs2bI5dMbUeRcKgtTUVAQHB+PVq1diefnyJV69eoXQ0FBxOwsLCwWyVKZMGZQtWxZubm4KpK5WrVq4evUqAKBfv374448/VPoiJSYmikTp1KlTWLx4ca7bSqVSODo6im2Yk5MTnJ2dxam9vX2htjnfyVERIr8P9/PnzwgODsabN28QHBwskiD5NKvStoWFhfiCZC+lSpUq8J8qJ2MvXrzIUYKDg9G1a1ds2bKlQOcoLHz69An37t1TKPJhMR0dHVSsWFGh8qlUqVKhv/RRUVG4ePGimDX+6dOnAAAXFxfUrl1bJESlS5cuNAKWmJiIY8eOYc+ePTh27BiSk5Ph5eWFtm3bom3btqhYsaLa50pOTsa2bduwdOlSPHr0CG5ubujfvz969uyZ78Sn2REbG4sRI0Zgy5YtaNasGVavXo1169ahTJky6NGjh9rHefPmDSpXroxGjRphz549ed4jSVhbW2PIkCGYMmWKuHzVqlUYNmwYPn/+XOQq56mpqbCzs0Pfvn0xf/58cfmpU6fQtGlThISEoFSpUmod69KlS2jSpAnatGmD7du3i6Q3ISEB7du3x4ULF7Bt2zZ06NBBYb/sVqQ1a9agVatWeZ4vPT0dW7duxYwZMxAcHIz27dtjypQp3zz0Oz4+HufOnROTE7979w76+vpo0KABWrRogR9//BElS5Ys0Dnev3+P69ev4/r167h27Rru3LmDtLQ0GBkZwdfXVyRLNWrUgJmZmdrHTUlJwZMnT0Rl+vv37+PBgwficJSjoyO8vb1RuXJlVKlSBZUrV4atre1XGWZKTk5GUFAQXr58maNktfg4OjqibNmyKFu2LP7++29RT0kqlcLJyQm7d+9WKzBl06ZN6NWrF4D/syJVqFABjRs3RnJyMjw9PcWhO3l7GBkZKe6vo6ODkiVLimQpa3FxcYGVlZVGz+07OSpC5PZwU1NT8fbtW7x580aBAMnn5YrFQKapU/4HZ//TnZycNPoQVSE1NRWvX7/G8+fPxfLixQs8f/5cdByVSqVwdnYWP4SyZcuKujlfGx8/fhQJkFzgMDg4GEDmM5P3vOTF3d29SPRUPn78KBKhrGTIzc0N9erVQ926dVG3bl04ODgU6nmVEaIqVaqgY8eO6NixI1xcXDQ6XmhoKFauXIm1a9fi06dPaNmyJYYOHYqGDRsWakV84sQJ9O7dG8nJyVi8eDHatWsHf39/HD58GPPnz8fo0aPVOk5qaipq1qwpEmJ1voOIiAjY29tj//79aNu2rbj86dOnqFChAgICAnJ1WC4syC1djx8/VlDrvnbtGmrWrIknT57A3d1d4+Nlt5ylpaWhV69e2LlzJ1auXIkBAwbk2DerFWngwIH4448/1LL6paenY8uWLZgxYwZCQkLQsWNHTJkyReF+vhXkwQYBAQE4duwYLl++jIyMDFSqVAktW7ZEixYtUK1atQJbGFJSUnD37l1cu3ZN9BX8+PEjJBIJPDw8RItwrVq1NHYrkMlkCAoKUrB237t3DzExMQAAGxsbkSjJSVNhWrvVQWxsLF6+fKnQWX769CmeP3+udHt9fX0sWrQI1atXR5kyZZS6DCxZsgQjRoxAqVKl4O/vj65du6J8+fIqryM5OVnBcCBvS+Ulq4K4oaGhAlmST+Xz2TtG38lREUL+cCdMmICIiAiRDIWFhYnRXtra2ihZsqT4B2X/8ywtLRVe+pcvXyI5ORmVKlXK18fw6dMnPH/+HM+ePcOzZ89EIhQcHCyO95qbm6NcuXIoV66cAhFydXXNt9p1QRATEyOmu5BP3717BwAwMzMTKwl5cXNzK7Ihvbi4OFy6dAnnzp3DuXPn8PDhQwBAmTJlUK9ePZEQaap0qw5SU1MREBCAHTt24MiRI0hOTkblypXRqVOnfBEikrh27RqWLl2Kffv2wcjICH369MGQIUMK3fk2PT0dkyZNwrx58/DDDz9g/fr1SElJQevWrfHu3Tts374dLVq0AJA5jBMVFaXSQXro0KFYu3Ytrl+/jsqVK6t1Dffu3UOVKlVw48YNBWkAkvD29oYgCLh161aRJlNt1aoVPnz4gFu3biksf/jwITw9PXHz5k34+PhodMxhw4Zh3bp1CAwMVBDHFAQBI0eOxJIlSzBr1iyMHz8+x74ksWbNGowYMQLu7u7YvXu32r476enp2LRpE2bOnIl3797hp59+wowZM9S2fH0NfP78GadOncLRo0dx/PhxxMTEwMrKCs2bN0erVq3QpEmTAvv2AZnPMSgoCFeuXMGVK1dw+fJlvHr1CkBmSpVatWqJhKls2bIa190kERoaqtAZvHv3rmg5sbS0VBB6rVq1Kuzt7b8qYbpx4wZq1Kgh/pZIJLkmipVbm8qXL49y5cqhfPnyKFWqFJKSklChQoVCu+64uLgcxoesJav/rY2NjUiWXFxcYGtri0GDBn0XgSwKyEWkihcvTl9fX3bp0oXjx4/n+vXree7cOQYHBzM9PV2jY/r5+REA7e3tOXz4cJ4/fz7HMQRBYFhYGE+dOsUlS5Zw4MCBrFevHm1sbERhPolEQmdnZzZr1owjR47kmjVrePHiRUZGRuZLCLCw8PnzZ549e5Zz585lhw4d6OTkpCBw2KBBA44ZM4a7du1iUFBQkV9rUlIST506xXHjxtHHx0cUtCxVqhT79OnDrVu3aiy0qAkyMjJ45swZ9unTh2ZmZgRAT09Pzpkzh0FBQfk+5t69e+nj40MAdHNz47Jly/jly5dCvvpMvHv3jn5+ftTS0uL8+fMpk8l45swZFitWjKVLl1YQd0xPT2eLFi3o6urKtLQ0pce7ceMGAXDp0qUaXUdsbCwBcMeOHTnWPXz4kLq6uhw1apRmN6cBNm3aRIlEwjVr1uRY9/r1awLg2bNnNT5uYmIi3dzc6OPjo7QumDZtGgFwxYoVuR7j3r17LF26NE1MTLh7926Nzp+amsqVK1fSxsaGenp6+Rb9LGpkZGTwypUrHDduHCtUqEAA1NPTY4sWLbhu3bpcBTPzi/fv33Pv3r0cPnw4K1euLNYd1tbW7NChA5ctW8aHDx8WSHgzPDycR44c4ZQpU9iiRQuFOt7a2prNmzfn5MmTefjwYb5//16tY8pkMi5cuJAvXrzQ6Fr+/vtv8dxaWlps0KABV61axYiICJKZdfvNmze5adMm/v7772zbti3Lly+vIBhsbm7O6tWrs3fv3pw3bx6PHDnCoKCgIhEHlclkjIiI4JUrV7h582ZOmzaNPXv2ZO3atWlvby9eU1GLQP5Pk6PCfLhdunShRCIhAPGlMjQ0ZIkSJViuXDn6+PjQ1NRU/GP19PTo4eHBTp06cfLkydyxYwcDAwOZlJRUaNeUXyQmJvLq1atcvHgxu3fvrqD0bGxszLp163LUqFHcsWMHX758WWTqvVmRkZHB27dvc86cOWzQoAH19PQIgDY2NuzatSvXrVvH169fFykpEwSBN2/e5PDhw1miRAkCoKurKydOnMgnT57k+7hJSUlcvXo1S5cuTQCsV68ejx49WqTP9ejRoyxWrBgdHR159epVkuSKFSuopaXFxo0bKzSigiDw559/pra2NgMCApQeTxAE1q5dmx4eHvmqMC0tLTl9+nSl6xYuXEiJRJIvgpIXduzYQalUyl9++UXp85aTo9zuOy9cv36dUqmUs2bNyrFOEASOGDGCEomEu3btyvUYcXFx7NSpEwFw8ODBTElJ0ega4uPjOXXqVBoZGdHCwoILFy5kcnKyWvt+iywCQUFBXLRoEWvXrk2pVEqJREI/Pz/Onz9fY2KgDr58+cITJ07w999/Z82aNamjo0MALFasGFu3bs0//viDd+/eLRARkHeMDx06xEmTJrFZs2a0srIS61UHBwe2bduWs2fP5unTp5WS2Hv37hEAjYyMePToUbXPHRgYyB49enDz5s0akeO0tDQ+e/aMBw4c4OzZs9mjRw9Wq1ZNVFEHQH19fXp6erJLly6cNm0a9+zZw8ePHzM1NVXt82iKyMjI7+SoqFBY5Cg9PZ0vXrzggQMH2LBhQ5EcZS9SqZQ9e/bk3LlzeejQIb569eofI8efkZHBhw8fcv369ezXrx+9vLyopaUlEjhfX18OGTKEmzZt4tOnT78KEZIjKCiIq1atYvv27WlhYSGSsxYtWnDx4sV8/PjxV7GmBQcHc8aMGSJJtLW15YgRI3jz5s0CnT8mJoYzZ86ktbU1JRIJO3TowJs3bxbiledEWloax4wZQwBs2bIlo6OjFawYw4cPz2HlmDx5MgFw06ZNuR738OHDBMDjx4/n67pq1KjBn376Sek6mUzG+vXrs3jx4jxy5Ei+jq8Me/fupZaWFnv27Jnre71+/XpKpVJGR0fn+zy///47dXR0GBgYmGOdTCbjTz/9RB0dHZ46dSrXYwiCwJUrV1JXV5dVqlTJM12JMrx//54DBw6klpYWS5Ysya1bt6r8ngVBoKenJxs0aMDz589/E8t1VFQU//rrL7Zu3ZoGBgYEwAoVKnDSpEkMDAwskmtKTEzk2bNnOWXKFNarV4/6+vqi9aRVq1b8888/ef/+/QLXhYIgMCQkhHv27OHYsWNZv359hQ60m5sbu3fvzqVLl/LGjRtctmwZJRKJWGbOnPlN/hNBEBgaGsqTJ09y8eLF7N+/P2vXrk1LS0sFC1W5cuXYrl07Tpo0iTt27OCDBw/UJuWq8LXSh3wnR2pAnptr//79nDFjBrt06cJKlSqJ1gu5lSg7ISpWrBhPnjxZxHdDLl++nKtWreLz58/z/FhCQ0O5d+9ejhkzhnXr1qWRkZF4vR4eHuzbty9Xr17Nu3fvFin7V4a4uDgePHiQAwcOpKurq/iR1axZk1OmTOHly5dzHdIpbHz+/Jnr169nnTp1xN6av78/T58+XWBiGxERwZEjR9LIyIh6enocMGAAX716VUhXnjtiY2PZsGFDamtrc9GiRRQEgYIgcNSoUQTAWbNm5Xh/Vq9eTQCcM2dOrsdNT0+nu7s769evn+/KumfPnvT19c11/cePH9miRQvRepIfC2tcXBzHjx9PY2Njjh8/ntra2uzWrZvK/7Nt27b08/PT+FxZkZKSwkqVKtHLy0tpg5qWlsbmzZvTyMgoT3J89+5dOjo60s7Ojnfu3MnX9Tx//pxt27YlANaoUSPX48hkMu7bt49eXl4EwFq1avHEiRPfbHg/MTGRBw4cYI8ePcShbFdXV44dO5Y3btwosutKSUnhpUuXOG3aNNavX1+s9y0sLNimTRsuXryYDx48KJSOo0wm4/Pnz7llyxYOHTqUvr6+Yr5LZZ3vNm3aMD4+vhDusnAQFRXFixcvctWqVRw6dCgbNmxIW1tbhXbRzc2Nbdq04YQJE7h9+3Y+ePBAI2vod3JUhMjt4cpkMr5+/ZqHDh3irFmz2K1bN3p6eiqQIAsLC9aqVYv9+/fn0qVLeebMGUZERPDx48cKL22zZs0YFRX1Ve5HXlEAoJWVFbt168b169fz6tWrPHbsGOfNm8d27drRzs5O3K5kyZLs0KED58+fzwsXLnyTDywjI4O3bt3ijBkzWLt2bXE4snTp0hw8eDAPHTr0Vc36GRkZPH78ODt37kx9fX1KpVI2adKEW7ZsYUJCQoGP/+7dOw4ZMoR6eno0NTXlhAkTCt2fIje8fPmSZcqUYbFixcTkqhkZGfzll18IgMuWLcuxz6FDhyiVSjl06FCVDc+6desIgLdv38739c2fP58GBgYqkwILgsDly5dTX1+f7u7uPH36tFq+gampqVy2bBnNzMwUGpguXbqo3D8lJYXGxsZKh8Q0xZUrVwiA+/fvV7o+MTGRfn5+LF68OF++fKnyWBEREaxWrRoNDQ1zPZ46OH/+PCtWrEiJRMJffvkl1/pKEAQeOXJE9IWrVq0aDx069E19IFNTUxkQEMCff/5ZtFg4ODhw+PDhvHLlSpFauJOTk3nhwgVOmTKFdevWFcmLlZUVO3XqxDVr1vDVq1eF9nxSU1N5+/ZtBctM9lKnTh0eP368QBbOokRMTAyvXLnCtWvXcvjw4WzcuLECadLS0mLZsmVFS9POnTv5+PFjpZ3h7+SoCCF/uPv27ePChQvZq1cvVq1aVcH6Y2ZmRj8/P/7yyy9cvHgxT58+zYiIiFxf+NTUVGppaVFHR4fLli37qhVHo0aNFCr97D0MIyMj1q9fn+PGjePBgwdFR7xvgQ8fPnDz5s3s1q0bixcvTgA0NTVl27ZtuWrVKr5+/fqrX9PLly/5+++/i85+FStW5Pz58xkWFlYox3/z5g1/+eUX6ujosFixYpwxYwY/ffqk1r4fP37kli1bCnT+s2fP0sLCguXKlRMtVGlpaezcuTOlUik3btyo9Jrl/4sqy0pycjLt7OzYuXPnXLd59+5dnk7lHz9+pLGxMceMGZPn/Tx+/Jienp7iUEfXrl25Y8cOhWealpbGiIgIrl69WqESlhd1HLxPnz5NALx//36e26qD+vXr09vbO9e6ITY2lmXLlqWHh0eelrGkpCR27NiREomE8+bNy3d9k56ezmXLltHc3Jzm5uZcunRproRREASeOnWKtWvXJgB6eXnx8OHD35QkkZn3cP78eQ4ZMkT8r+3t7TlixAheu3ZNJVFKT08vcCOblJTEM2fOcPz48fT19RUdvEuWLMlevXpx8+bNBQ4O+fTpk4L1RX4OOTGT+0nJh+N69OjB5cuX8+7duxoHF31NxMbG8vLly1y9ejWHDh3KBg0aKDiv6+josGLFiuzcuTNnzJjBAwcOiL5X38lREUBOjuTDYdWqVWPv3r25cOFCnjhxgmFhYfn64A8cOMBHjx4VwRXnRFxcHE+fPs0ZM2aIjrzZi7OzMzdu3PhN/ZvS09N55coVTpgwgVWqVBGvrUqVKpwwYcJXHSrLivj4eP7111+sVauW2MgOGjSIt2/fLrTK/tWrV+zZsye1tLRoZWXFefPmqR15JggCt2zZQktLSxYrVowxMTH5uoY1a9ZQW1ubjRs3FslDamoqW7ZsSR0dHe7duzfHPmlpafTx8aGLiws/f/6s8vh79+4lAJUO6fr6+mpFsE2YMIEGBgZqRe/IZDLevn2bkydPFod9tLS0aG5uLjYYuRVtbW3OmzdP5fEFQWD79u3p4OBQaO/DuXPnCECl39TDhw9pYGDAvn375nk8mUzGCRMmEAD79OlToGHwqKgo9uvXjxKJhBUrVuTFixdVbn/hwgXWrVuXAOjr68tTp059c5JEZj6TS5cucciQIWLQhKOjI0eOHKl06G3UqFE0NTXlvXv3Cu0aPn/+zCNHjnDEiBGsVKmS+N65u7tz+PDhPHLkSJ71wK1bt7h9+3bx96NHjwiABgYG/OGHH7hgwQLeuXNHrNsFQWBQUBC3bdvGoUOHslq1agqBQXXr1hU7x5GRkYV2r0WF6OhoXrx4kStWrODAgQNZu3Zt0e9UXr6ToyKAnBwV1jhxUUMQBL569YqbNm1i//796eHhIVqHzM3NWbly5RxWo8mTJxfJvb169YrLly/n+fPnc22wo6KiuGnTJnbu3Jnm5uYEMiM/unbtys2bN3+1oaTsEASB169fZ58+fWhkZESJRMLGjRtzx44dheIoKMfbt2/5888/U0tLi7a2tvzzzz+ZmJio9v6vX79m48aNCYCdO3dWO9Q3K2QymehLNGjQILH3KJPJ2KVLF+ro6OTqPD1mzBhqa2vz1q1beZ6nXbt2rFy5sspt9PT01CJHsbGxNDMz4/Dhw/PcNjvevXvHNWvWcP78+Vy+fDnHjRvHAQMGsGnTpjQ0NFSwpuro6HDKlCkqj7d161YCUBlFpikEQWCtWrXo4+OjkkjIQ6+VWfSUYdOmTdTR0eEPP/xQ4GjXu3fvsnr16gTAn3/+WWV0kyAIPH36NH19fcWhnUuXLhXo/IWJjIwMXrx4kYMHDxatEU5OThw3bhwfPHjA1NRUscE1NzcvUMSpKkRGRnLnzp38+eefWapUKZGgq/KllPs6jho1ijKZjIIgMDg4WKOOZFJSEq9cucIFCxawXbt2ChZUFxcX/vTTT1y5ciUDAwP/MQFCqiAIAiMiInjgwIHv5Kio8LXGLPOLpKQkXr58mfPmzWPr1q0VQj7d3d3Zt29fbtiwQYwei46OFomRgYEBDxw4UGTXNnPmTAX2bmNjwx9++IHdu3enk5MTvby8xIaoatWqnDx5Mm/cuPFNP77Y2FguXbqUFStWJJCphTRt2jS+ffs2z32/fPnCBQsWqEVQIiIiOGTIEOrq6tLKyop//PGHRo1VWloa582bRwMDA5YsWVKjcN2sSE9PZ69evSiRSLhkyRJxuSAIHDx4MKVSKffs2aN034CAAALgwoUL8zzPp0+fqKenl+e2urq6Sn2alGHatGnU09MrVAf1hIQELlu2jI6OjuJ7O3bs2Fy3f/fuHc3MzNitW7dCuwY5Tp48SQA8ceKEyu169+5NAwMDtS3Rp0+fpqGhIevVq6e2dTK3hlYmk3HVqlU0NTWltbU1d+zYoZLMCYLAo0ePiha8Jk2aqO1/9rWCPjIyMnju3Dn269ePxYoVEy1KWX1erKys8q1Rpi7kHd3sUbgmJiZs3bo1V6xYwcDAQAWNoe7duxeKdV0QBL59+5Y7d+7k8OHDFaxLxsbGbNSoESdPnswTJ06oPez/LfDd56gI8U8jR5GRkdy/fz9HjRrF6tWri+PHRkZGbNCgASdOnMjjx4+r7MWVL1+ezs7OSsOFCxNyx9LcSv369fn3339/M+uQHIIg8NKlS+zRowf19fWpra3N9u3b8+TJk2pZ1D58+MDx48fT3NycOjo6uZIJMtNfZvTo0dTX16e5uTlnz56tsYN7YGAgvby8KJVK+euvv+bbQT4lJYXt27enlpYWt27dqrBOHpK/du1apftGRETQysqKzZo1U+sZ/fXXX5RIJHmGlevo6HD58uVqXX9cXBzd3Nzo6OhY6A1Veno6d+/ezTp16igVnCQziUGDBg3o4OCg8nvLagmMiYlhmTJl1LKaCIJAHx8fNmnSROV2iYmJ9PDwYLly5dR+Fy5fvkxTU1NWr149Tz2bu3fvslSpUqJzvjKEh4ezQ4cOBDIDTIKDg1UeUyaTcc+ePSxfvrzo8K7Kh/Du3bu0trbWaLi5MJCamspjx46JVpysvjwlSpRQq9NUWJAHpcyaNYt16tRRIEVZRwOaNGlSKEEh2ZGYmMiLFy9yzpw5bNmypegHKh9e7d+/P7ds2cI3b978I4ZNye/kqEjxLcmRIAh89uwZ161bx169etHNzU38CBwdHdmlSxcuW7aM9+7dy9ORThAEPn/+nCtXrmSrVq1YvHhx/v3330V27W/fvuXSpUtzfMASiYS2trZfJRw9L3z69ImLFy9muXLlCGSG+s6dO1dtsvb69WsOHDiQ+vr6NDY25qhRo3Jt/OPj4zlt2jQaGxvT2NiYkyZN0rjHlZ6ezpkzZ1JHR4ceHh4FivhKSEhgkyZNqKenx8OHDyusW7JkCQFw7ty5ue7fokUL2traqu2T0KhRI9arVy/P7bS1tVWqQGdHWFgY3dzc6ODg8FXfqfT0dI4YMYIAeObMGZXbtmjRgr169SJJ3rx5kwDU9ltZsWIFtbW18yQwz58/p5GREQcPHqzeDZC8ffs2ixUrRi8vL5XRslFRUaxfvz61tLS4ePFilQ3f4cOH6ejoSENDQy5atChPK3BGRgY3bNhAOzs76ujocPjw4UqjEN+9e8f+/fsrBCrk5eNWWPjy5YtCFHL20q1bt69K2LJeV/PmzZWG7VtYWHDevHlF6goiCAJfvHjBv/76iz///LNYjwKZ+m4dOnTg4sWLefv27W/m6P2dHBUhviY5SktL440bN7hw4UK2bt1aZOZSqZTe3t4cMmQId+zYwXfv3ql1vJCQEP7111/86aefxNB8bW1t+vn5ceLEiYXqEC6TyXjz5k1OmDBBdCzU1tamjY2NGC2hpaXFihUrfnNL0Z07d9i3b18aGBhQW1ubnTp14tmzZ9WuSB48eMAuXbpQKpXSysqKM2fOzLXxSktL46pVq2hjY0NdXV2OHDlSZQh6bnj27BmrVatGqVTK8ePHa6x8nBWfPn2in58fjYyMcihJb9++nQBURoIdOXKEAJQ6aCvDhw8fKJVKuW7dujy3zUqO3rx5w8qVK+fp3xEeHs4yZcrQ3t4+z9D2wkBkZCQbNGhAqVTKxYsXq9w2KiqK2traojVs27ZtGtUnoaGhBJDDsqcMf/zxByUSiUak+dGjR7SxsWG5cuVURlymp6eLfmndunVT6Rf35csXDh8+nBKJhDVr1lTrP0lMTOSsWbNoYmJCU1NTzp49W+k5skpcmJmZceLEiUUeki4XLc1ajI2NRSduufNzly5dePTo0a8WNCIIAh0cHBSCB7ITJUtLS3br1u2r+W9GR0fz8OHD/O2331irVi2RVBoZGbFRo0acOnUqz549WySWLWX4To6KEEX5cOPj43n69GlOnjyZ9evXF1VdDQwMWL9+fU6aNIknT55Uu1fy8eNH7t69m/369ROFESUSCatUqcIxY8YwICCgUDWKkpOTeezYMfbr10904LOwsGD37t25c+dOfvr0SXRWlUql9PPz+2q9vexISkri33//LeqvODo6cubMmRo5MN++fZutWrUSnTVXrFiRq5+QIAjct28fy5QpQ4lEwh49ejAkJETj65bJZPzjjz+or6/PMmXK8MaNGxofIytiY2Pp7e1NCwuLHMe6c+cO9fX16e/vn6t1IDk5ma6urmzUqJHapnM5mVJnCMLJyYnDhg0jmTmkYWtry/79++e5X0REBMuWLUtbW1vu3r27UHvMFy9eFJ3Eb9y4QQcHB1pbW/PcuXN57iu3nsoJ8fTp02llZaXR+atVq8YOHTrkuV16ejo9PT1ZuXJljfz2Xr58SUdHR5YvXz5P4r5jxw4aGhqyUqVKeUppXLp0ia6urjQwMODSpUvV+k+ioqI4bNgwamtr097enps2bVK6n1wc1dDQkMbGxhw3bly+ozTzwufPn/n333/z2LFjfPz4cY76+O3bt5w7d66Y683S0pJDhw4t1GhWZUhJSaGOjg61tbVFUd7ly5fz6tWrDA8P54kTJ3JE/np7e3PChAm8cuXKV7HmpKSk8OrVq5w3bx5btGgh+k1pa2vTx8eHI0eO5IEDB/LVYVQH38lREaIwH25MTAwPHTrEUaNG0cfHR0y9UaxYMbZq1YoLFizgjRs31HY8TEhIYEBAAEePHi06OAJg2bJlOXjwYO7fv7/Qk0fGxMRw8+bNbN++vaiY7eLiwl9//ZUXLlzI8cFFR0dTT0+PzZo10ygKq7AQHBzM0aNHix9l06ZNeejQIY0qhqtXr/KHH34gAJYpU4YbN25U2Tu8cuUKa9SoITqc5lf7JiQkRAyBHj58eIGf35cvX1i9enUWK1aMDx48UFgXGRlJR0dH+vj4qIzGmzlzJrW1tRUSzeaFuXPn0tTUVK2G4ueff2b58uXF39OnT6eBgYFaDd/79+/ZtGlTApm6OkeOHClQ4/T582dR+BLIjOrU0dFh9erV1U7JUa1aNbZq1Ur87e/vz+rVq2t0HbNmzaKRkZFaUZI3btygRCLROKHvy5cvaW1tzSpVquRZ1z18+JCurq40NzfPc0gxISGBQ4YMIZCZB/DNmzdqXc+rV69EHyYfHx9ev35d6XZRUVH87bffaGhoSBMTE06ePPmbOQgLgsDAwECOHj1atCq5u7tz3rx5RZbYOjY2Vq32IjIyklu2bFHQjLOwsGDnzp25adOmrxayL5PJ+OjRI65atYrdunVTcHR3d3fngAEDuG3btnylvFGG7+SoCFGQhxsREcGdO3dy0KBBYvQTkKnO2q1bN65atYqPHz9Wu5ebkZHBmzdvcubMmaxbt67ojG1nZ8cePXpw06ZNhfZSZcW7d++4dOlS0e9AXmHNmjVLrZxlERERXzUCTRAEnjlzhq1bt6ZUKqW5uTlHjRqlkU+KIAg8f/48GzRoQCAzR9OOHTtU3kdwcLCY9NPb25unT5/O9z3s3buX5ubmLFmyJM+fP5/v48iRlJTEevXq0cTEJMewS1paGuvWrUtra2uV78/bt29pYGDA0aNHa3TuHj16qE0Idu7cSQDidURGRlJPT0+l/1N2XLp0SQxvrl69Os+cOaMxSTpw4ACtrKzEIWEAok+Mup2X58+fE4CCg37NmjVzzQuXG54+fUoAakckDhw4kCYmJho3yPfv36eZmRnr1q2bZ+RkbGwsGzduTG1tbf711195Hvvs2bMsVaoUjYyMuHr1arX/jwsXLogdv+7du+f6fkZGRnLUqFFioMPMmTO/iR+QHOnp6QwICGCXLl0UFPS3bdv2TTqJWZGRkcHr169z8uTJrFq1qvh+yyOGb968+VVla0JCQrhlyxb269dPwW/JycmJ/v7+XL9+PV++fJmvjs53clSE0OThvnv3jlu2bOHPP/+s4Dzt5ubGvn37ctOmTQwODtboT379+jVXr16dI5SzZcuWXLp0KZ8+fVropltBEPjkyRPOnDlTNMnKtVFWr179TVWzVSEhIYGrVq2iu7s7gUz16jVr1mg8vn3x4kXRYuPt7c19+/aprCzi4+M5fvx46unp0dbWlhs3bsyx/fv379XyRUhMTGS/fv0IgB06dCgUy19qaiqbN29OAwMDXr58Ocd6+TBGXhFUHTt2pK2trcYVTeXKldUSKiQzh4YlEomCbk/v3r3p4OCgkS+HXKFZPozq5ubGjh07csaMGTx06FCO7zAjI4NBQUFcunSpwjBE1rJv3z71b5pkv379aGZmJlp8YmJiaGBgwAULFmh0HEEQxDQ56uDTp0+0trZWqUSeG65cuUIDAwO2bNkyz+edlpYmWtYmTJiQZz0UFxcnbt+6dWu1h1IyMjK4du1aWllZ0dDQkNOmTcuVYERERHDo0KHU1dVl8eLFOW/evG9ORj5//sy1a9eyZs2aBDJV/vv161ekOd40wYcPH3JozVlbW7NXr17cs2fPVw9GioyM5L59+zh8+HB6e3uLHRQ7Ozt26dKFq1atUrvd+06OihCqHm5wcDA3btzIXr160dnZWaxEK1SowIEDB3Lnzp0KRCI9PZ19+/blb7/9xl27djEoKCjHH/z582ceOHCAAwcOpIuLi+jI7OfnxylTpvDKlStF4vAnCAJv3brF3377Tcwob2RkxI4dO3L79u358hVKSEj4Ko53ISEhHDVqFM3MzCiVStm2bdt8ZQa/du0aGzVqJA7L5JUTSiaT8e+//2aJEiWop6fHCRMm5PDpEgSBf/31F83NzfPU+Hn48CHd3d1pYGDAtWvXFkrFmZ6ezo4dO1JXV1dpJvdNmzYRQJ7h8w8ePCAAjSMcZTIZDQwM+Mcff6i9T+XKldm9e3fxd2BgIAFoFMUmhyAIPHbsGIcNG8Z69eopKOeamprSy8uLjo6OokVUVdm0aZPa55WLz2W95vnz51NXVzdfQxjt27dnw4YN1d5+w4YNBMCHDx9qfK6AgADq6Oiwe/fueVoQBEHgvHnzCIBdu3ZVa+jv4MGDLFasGO3s7HIEBKjC58+fOXr0aOro6LBkyZI8cOBArt9IaGgoBwwYQB0dHdra2nL16tXfRF0/O169esWJEyeKjtTu7u5csGDBNw9SkSM9PZ0XL17k2LFjRR8qbW1t1q9fn4sWLeKLFy+++jV9/vyZR48e5ZgxY+jr6yt+q9bW1uzQoQOXLVvGR48eKX1Xv5OjIkTWh5uVDDk5OYkOz56enhw2bBj37dunMiT2y5cvlEqlChEFxsbGooOsqamp+MfLe4oHDx4sMifmjIwMXrp0icOHDxfHfosXL84+ffrwyJEj+VKClslkPHfuHHv16kVjY+N8NWjq4tq1a+zYsaOYCmLs2LH5cnq+efOm6FPk4eHB/fv350lMrl69KloYOnfurPS8wcHBbNKkCQGwR48euUbVCILAlStXUl9fnx4eHoWmvisIAvv27UstLS0ePHgwx/qXL1/SwMCAPXv2zPN+e/TowZIlS2rcwAQFBREAT548qfY+v/32G21sbBT8wgYOHEgdHZ0CqyoLgsCwsDAeP36cc+fOZb9+/ThhwgSuWrWKmzZt4ubNm7ly5Ur+8MMPCnmpJBIJZ8+erdY53r17RwsLC7Zt21Z8rhkZGSxVqhR79uyZr+seN24cS5Ysqfb2aWlpdHJyypf1iCR37dpFiUTC8ePHq7X9nj17qK+vz1q1aqllEQoLC2P9+vUpkUj422+/afRevXz5ks2aNSMANm/eXKXG1evXr9m9e3dKJBK6ublx165d/4hMBxkZGTx58iQ7d+5MXV1damlpsVWrVjx48OA/gsTJERwczOXLl7NZs2Zi5FmZMmU4atQopT6mXwPx8fE8efIkx48fz5o1a4ruJZaWluzQoQOXL18uunt8J0dFCPnDLVmypFhJenl5ccSIETx48KDGERJy+XxlRSKRcPXq1UWaUDUtLY2nTp3igAEDRJl8W1tbDh48mOfOncv3y/78+XNOmDBBfE6urq6cNm1avsiKKqSnp3PXrl1i2gI3NzeuWLEiXxaqBw8esGXLlgTA8uXLq1VxRkZGslevXgTAypUrKx2mkslkXLZsGY2MjOjg4MBjx47lerz4+Hh26dKFADh48OBcCen+/fs1rjTnzp2bq8UjPT2dvr6+dHV1zTOC8e3bt9TW1s4zbF0Z5Lo+mgiOBgYGUiKRKChlp6WlsV69erS0tMxTYLCw8P79ey5cuFD0g/j999/z3CcjI4O1a9emo6OjQt0gtyTduXMnX9eyYcMGSiQSjTosq1evpkQi4bNnz/J1zvnz5xMAt23bptb2169fp5WVFcuWLauW3EhGRgbnzp1LbW1tVqtWTWOfwP3799PR0ZF6enqcOnWqymcTGBjI5s2bE8jM1VgQf8DCRkxMDJcvXy6mdipRogR///33AgmbCoLAVq1acc6cOYX2vSQkJPDgwYPs27ev2HZYWFiwW7duOZI5f00kJibyzJkznDhxImvVqqVAllq3bv2dHBUV5ORo4MCB+SJDZGY44+nTpzl69GhaW1vnIER6enq55q4qDKSlpfHEiRPs27evGKng5OTEUaNG8erVq/nuScXGxnLlypUi4TMzM2O/fv149erVQh9Lj4uL46JFi0TyVb9+fR4+fDhf1561N1m6dGlu3bpVLbG65cuX09zcnMWKFePq1auV7vPixQsxQe2AAQNUfpTPnz+nu7s7jYyMuHv3bqXbCILA33//nQBy3UYZ9u3bRwCcOHGi0vUzZ86kVCrltWvX8jzWr7/+SgsLi3zJQNy9e5cAePfuXY32++WXX2hubq5ghYiOjqaLiws9PDwKVZIiL8h98NSp/KdOnUqpVJrDwlW/fn36+fnl+xouXbpEAHz8+LHa+6SkpNDe3p7+/v75OqcgCPT396eenh5v3ryp1j6vXr1iqVKlWLJkSbU1p27dukVXV1eamJioVJdXhoSEBI4bN446Ojp0cXFR2REhM/0J5ZGkDRs21CiSVJUjfmhoaKHUeffv3+fgwYNpZmZGAGzQoEG+8jnGx8eza9euNDQ0JADWrFmTK1asUDmyoQnkunYTJ06kp6enOPzWsGFDLl26tNA7xZogK1ny8/P7To6KCvk1y71+/ZrLly/njz/+KL6gJUqUEHsvcl+iYsWK5bs3qQqpqak8fvw4e/fuLfpZuLq6cty4cbxz506+P2S5ObhLly7U09OjlpYWf/zxR+7evbtQE7LKER4ezrFjx9LMzIw6Ojr09/fPd2h8REQEBw0aRG1tbdrZ2XHNmjVqWWOuXbtGb29vSiQS/vLLL0qHDeTWIgMDA7q6uuYZYbZ3716amJiwXLlyuYbFp6en8+effyYALlq0SK17JDP1igwMDNixY0el5PHu3bvU1tZWa8gkNjaWRkZGnDBhQp7btmzZUiE/G/l/vkrqNq5yREVF0czMLIfG0ePHj8XcUt9KdVcZZDIZp02bRgCcOnWqwrr79+8TAHfu3Jnr/qmpqSq/yffv3xOAxrkQlyxZQi0trXxbo5OTk1mjRg2WKFFC7UjY0NBQlitXjtbW1mpbDL98+cKOHTsSAH/99VeNraTPnj0TI0s7duyoUr9MEAQePHiQ5cqVo0QiYa9evVQKYJKZ5NTOzo7Lly/PIcD65csXmpubs2bNmjx27FihkKTExERu2rSJtWvXJpAp9zJixAiNh9zj4+O5bds2/vjjj9TW1qaWlhabNWvGLVu2FGoH4+3bt1y+fDmbNGkiWm48PT05efJk3r1795s5nv8nhtViYmLYrVs3mpiY0MzMjH369FH558XExHDIkCEsU6YM9fX16ejoyKFDh+bwz1E2fJVbriRlUPfhJicn88SJExw+fLjo0Kyjo8P69etz3rx5fPDgAQVBYEZGBk1MTAhkJjUtzJxQaWlpDAgIYO/evcWoAzc3N44fP573798v0Av66tUrTpgwQXQkLF++POfPn5+vLPDq4PHjx+zVqxd1dHRoamrKMWPG5FmB5YZPnz7x999/p6GhoSirr04ES3R0NPv06SOa4nMTYAwNDWXjxo0JZGa1VzXEl56eztGjR4uVeG7hxsnJyWzbti21tLQ0cgQODQ2lra0tfXx8lIZjJycn093dnV5eXmqFpM+ZM4d6enpqOYwWK1Ysh1/O48ePCUAtC1V2LF68mBKJJEeqjSNHjlBLS4s+Pj58/vy5xsctbMTFxbF169aUSCScPn26AiGNi4tjuXLlWL58eZUN/owZM1ipUqVcv1FBEMSUHJogMTGR1tbWHDBggEb7ZcX79+/p4ODAKlWqqB35FRUVxcqVK9Pc3JxXr15Vax9BELhkyRJRxV/T710QBG7bto1WVlY0Nzfn2rVrVVqW09LSuHLlSlpZWdHAwICTJk3Ktc158+YNe/ToQalUSkdHR65evVr8fgRB4JEjR8Shfk9PT+7cubPQ5EuePXvGUaNG0dLSkgBYp04dbtu2TWOV/I8fP3LlypWiZdvQ0JDdu3dnQEBAoXY0Pn/+zF27drFbt25iO+Tg4MDBgwfz9OnTX9Wn6j9Bjn744Qd6enryxo0bvHz5MkuXLs2uXbvmuv2jR4/Yrl07Hj58mEFBQTx79izd3NzYvn17xYv+/xE279+/F4smFg5VD/fNmzeidUiubu3o6Mh+/frxwIEDuTZ8/fv3p6+vb6EIb6Wnp/P06dP8+eefxQzSbm5unDBhAgMDAwtEiBISErhx40ax9yLvyRdVCKogCLxw4YJoXbO3t+eCBQvy7ZCekpLCP/74gxYWFjQ0NOT48ePVGhoRBIFbtmyhpaUlzc3NuWrVKqUVnbwyNjc3p52dXZ7Z06Ojo0WtqEWLFuX6DD9//sy6devSwMBAbW0bMrMhlEdf5UZax44dS11dXbVSxwiCwHLlyrFHjx55bpuSkqI0mk2u9ZMfR+q0tDS6u7uzZs2aOZ7V9evX6ebmRn19fS5ZsuSbOdk+f/6c5cqVo6mpKY8cOaKwTiaTsU2bNjQ1Nc2TxFWuXJmdOnVSuY2pqWmeEY/KMGHCBAVJgfzg3r17NDQ0VOtdkOPz58+sU6cODQ0NlUZK5oZr167RwcGBVlZW+fINio6OFv0C69Spk+ez//z5M8eNG0c9PT3a2Nhw7dq1uRKbZ8+esWvXrpRIJHRycuKGDRvExl6ujSbvKLm5uXH9+vVq62LlhZSUFO7YsYP16tUTfWpGjx6dr5Q5ISEhnD17tpj419ramsOHDy/QqIIypKWl8ezZsxw2bJjoEmFubs6ffvqJe/fuLfLh8X89OZKLnGUVpwsICKBEItFIyGz37t3U1dVVYMH5MUVnRdaHm5qaynPnznHUqFHiSyW3Di1YsEAtQUSSBX75MjIyeP78eQ4cOJBWVlYEQGdnZ44bN67AFiJBEHj79m32799ftHA1bNiQ27Zty1MYLr+QyWQ8fPiw6AtQsWJFbtq0Kd+ViiAI3LlzJ52dnSmVStm/f3+1tZmCgoLEyq1Lly65kozo6GhR8LFr1655+qI9efKELi4utLS0VJndPCYmRuxxX7lyRa1rlqNPnz40MDDIdSjj2bNn1NbW5vTp09U63sOHDwkgTz8OMtOsDoABAQEKy+XRauqk2lCGM2fOEABHjBiR471OTEzk0KFDRd+Mr5khXRAE7t69m6ampixXrpzSBnjmzJkEwEOHDqk8VkhIiFoWbT09PQUndXWhTIwyP9iyZUuuDv65ISkpic2bN6eenp5GEYtRUVFs3LixGCWYnzrt7NmzdHV1pa6uLqdPn55nfRISEsLu3bsTACtVqqRyaPzx48eigrerqyu3bNmiQKhu377Ndu3aiVaT5cuXF6rbwbNnz0RfQHkdvWfPHo2tMoIg8O7du/z1119FJ+ty5cpx1qxZhf49CYLAe/fucfLkyfTw8CAA6uvrs2XLltywYUORpBD515OjDRs20NzcXGFZeno6tbS0uH//frWPs27dOlpaWiosAzLFo4oXL85q1apxw4YNKj+0lJQUxsXFiUWe+LFVq1YiWbC1tWXfvn25b9++ryaQJQgCb9y4wREjRoh5zBwdHTlq1CjeunWrwIQrJiaGS5YsEZPG2tvbc9KkSWrL/ecH6enp3Lp1q6ge7ufnV+CUD5cvXxYdxFu0aKH2GH1aWhpnz55NfX19lipVSqWD/Pnz52lvb08LCwuVfiRyHDt2jCYmJqxYsaLK5xkdHU0vLy9aWlpqFN1F/p9eUW46RIIgsGnTpnR2dla7kp44cSLNzc3VIqk3btxQGpUWExNDANy+fbta51SG5cuXE8hMoaLs3Thz5gwdHBxoamrKDRs2FKkvUmpqKv/++29RA6ZNmzZK64Djx49TIpFwypQpeR5z8eLF1NXVVVmXCIJAAFy7dm2+rjt7GpP8wt/fn0ZGRhrp3aSkpLB58+bU19fXSNcoIyODkyZNIpApl5EfMcekpCT+/vvvYv4xdQIDbt26JXbUOnTooDLaKzAwUIyIqlixYg5ttCdPnrB79+6USqW0tbXl4sWLC7WTmZSUxM2bN4uOx3Z2dpw6dWq+0pWkp6fzxIkT7N69Ow0NDSmRSNigQQNu3LixSCw8QUFBXLRoEWvVqkWJREKpVMr69etz2bJl39OHyDFr1iyWKVMmx3IrKyuuXLlSrWN8/PiRJUuWzOFkOn36dF65coX37t3j3Llzqaenl8NpNCumTJmi1E+patWqnDFjBu/du/dVncsePnzI8ePHi4KQNjY2HDp0aIGizOSQD2N169aNenp61NbWZrt27Xjs2LEiTfeRnJzMlStXisKZzZo1K7B+zcuXL9mmTRvRP0iTlBs3b96kh4cHtbS0OHr06Fx9htLT0zlx4kRKJBLWq1cvzw9YEAQuWrSIUqmULVu2VJnO4OPHj/T09KSVlZVaQ15Z8eTJExoaGqrU0JFnFlfXiioIAsuUKcPevXurtb08VF3ZULGzszN//fVXpfup66y5YsUKAuCwYcOUbv/p0yf6+/sTyNTq6tu3LwMCAjS2PkZFRXHmzJksVaoUt2zZonD8uXPn0s7OTiTeFy9eVHot9+7do7m5OVu0aKHWN1qnTh02a9ZM5TapqakEoKAcrgmyJ8DNL+Lj4+nm5kZvb2+NfF6Sk5PZpEkTGhoa8uLFixqdc+/evTQ0NGTlypXVkghQhvv379PLy4taWlqcNGlSnu+FfGjdzs6O+vr6nDRpkkpfwuvXr4vDXTVq1MhR/7x48YI9e/aklpYWbWxsuHDhwkIXyA0MDGT//v1pZGREbW1tduzYMV9iuGSmk/nff//N+vXrE8gUBPb39+eZM2dyvNOCILBPnz4aC8RmxYcPH7hmzRo2bdpUdOj29fXlvHnzNJJ4yI5/LDn67bfflBKNrOXZs2cFJkdxcXH08fHhDz/8kKdZcdKkSXRwcMh1fW6Wo68pof769WvOnDlT7J1aWFjw559/5pkzZwqFtHz8+JELFy4UHcfd3Nw4f/78IldpTUhI4MKFC1miRAlKpVJ27tw535Fncnz69IkjR44UVXO3bt2qNmlMSkrimDFjKJVKWbly5RyOv1kREhJCPz8/amlpcebMmXn+D6mpqaIz99ixY1VuHxUVRQ8PD1pbW2sUqk1mPlN3d3e6u7vnWtmmpKTQ1dWVjRs3VruilKtSZx8myw0bN24kAKWNTqdOnVirVq1cz6GudXjVqlUEwKFDh+Z6H/fu3ePvv//O0qVLi/4NPXv25JEjR1Q25g8fPmSfPn2oo6MjCj/269ePy5YtY69evWhiYkJdXV327ds31+hCQRC4Zs0a6unpsXLlymr5yn348IFSqZTr1q1Tud2XL180DibJisjISGppaeWphK4O7t69S11dXY4YMUKj/ZKSktiwYUMaGRlpPGQcGBjIUqVK0draWuN95UhLS+PUqVM1siJlTQ3k4ODA7du3q3SaP3XqlCgO26RJkxyRyEFBQezbty+1tbVpaWnJefPmFTpJ+vz5M5cuXSrqc5UvX57Lli3Ld665kJAQzpgxQ0yJ5ejoyAkTJoik5fbt2wQyZWkKOnRLZtbpW7duZbt27URfXg8PD06bNk3jaL1/LDmKioris2fPVJbU1NQCDat9+fKFNWrUYMOGDdUaLjh69CgBqN3r+VoPNyoqisuXLxfNuYaGhuzatSsPHz5cKA59giDw3Llz7NKlC3V1damrq8uuXbvmu2ehCeLi4jh79mxaWlpSW1ubffr0yZcTYVZkZGRw1apVtLS0pJGREWfOnKmRufrKlSssU6YMdXV1OWfOHJVDMXv27KG5uTlLlSqlVuTN58+f2aBBA+rq6ubZ04+MjGTFihVpY2OTL2Xs3r1709DQUOW+c+bMoba2dq6NujJMmDCBFhYWavsw7N+/nwCUWiYWLFhAQ0NDpc+4cePGLF++vNpDYatXryYA+vv756o4Tma+7w8ePOCkSZPERsLU1JS1atVi8+bN2aVLF/bs2ZN2dnai9ljWJLPyoqury8qVK3PChAkqIzPj4+P5008/EcjUt1J36HLQoEE0MTFReS9kZv2gCZGUIyMjQ/wPf/zxxwJpLWXF4sWL1fZHy4rExETWrVuXxsbGvH79ukb7RkVFsU6dOtTR0cmTTKpCYGCgRlYkMrPDKvchqlu3rspOjCAI3Lt3r/jedenSJYeUQnBwMPv3708dHR1aW1tz0aJFhe7TKa/z27dvTy0tLZqYmHDYsGH5TgEiCAKvXbvG/v3709TUlABYq1Yt1q1bV8zsoK2trdHQaV5ITEzkvn372L17d9GtpVy5cpwwYYJa/rX/WHKkLuQO2VlZ9smTJ/N0yI6Li2P16tVZt25dtcejZ86cSQsLC7WvrSgfbnx8PLdu3cpmzZpRS0uL2tra/PHHH7lt27ZC601ER0dz0aJFIusvW7YsFy1aVOjOb4sWLWK1atXo6+tLPz8/1q5dm7Vq1RKd/LS0tDhgwIBCUWs9e/as6NDXs2dPjcbXExISOHz4cEokElavXl0lYUhOTuaAAQNE3wN1It3CwsJYqVIlmpub5zl8EBsbSw8PD9rY2GhEXOTYs2dPnkMt0dHRNDY25vDhwzU6tp+fn0apJ86dO0cASk3gFy5cIKA8z5e817lhw4Zcj33o0CEuXLhQrAg3bdpEExMTFitWjCtXrlTLmvrkyRNOnz6d/v7+bNOmDRs2bCj61+VWZsyYoVbD+eTJE5YvX55GRkYKatJ5DQEFBgZSKpWqFZ4vf4aaDLnGxcVRX1+fu3btIkmuXLmSWlpaheI/IggCmzVrRnt7e43rxvj4eNaqVYsWFhYadwhSU1PFb3L06NH5di3IakXy9PRU+7mePHmSbm5u1NbW5qhRo1RaY9LT07lu3Tra2tpSR0eHI0aMyEGCg4OD+fPPP1NLS4slSpTg0qVLi0Qv7t27dxw/frwoB/DDDz/w2LFj+X5+SUlJ3LZtmzjsJi8SiYSGhoYqrfD5RUpKCo8ePcpevXopaPeNHTuWt2/fVkqU/vXkiMwM5ff29ubNmzd55coVurm5KYTyh4WFsWzZsqKYXFxcHH19fenh4cGgoCCFUH15ZXn48GGuW7eOjx494qtXr7hy5UoaGhpy8uTJal9XYT/c9PR0BgQEsFu3bgrqpStXriw0wiJn+HJ1Wx0dHXbt2pUXLlwoMivR4MGDc21kdHV1CyVf2Js3b0S/Ij8/P966dUuj/S9evEgXFxfq6+tz0aJFKhvVN2/esEqVKtTT0+Pq1avVem6PHz+mo6MjHR0d8xweS0hIYI0aNVisWLF8PZuoqChaWVmxXbt2Kq9t8uTJNDAw0Eg2Ii0tjfr6+holi7137x4BxYhTOb58+UKJRJIrAerYsSMdHBxybRTk4oq9evUSLb4fPnwQhy0rVaqkMgIwL9y+fVu02GbNe5iXf9anT584f/58GhoaskKFCmKaDvnwmq6ubq6O/YIgsHbt2nnqH8mxcOHCXK1vqlC8eHExOvHJkycEoFFYvSq8ffuWRkZGHDRokMb7fvr0iR4eHnRwcMiX861cA6tjx44Fsrjcv3+fFSpUoJ6eHv/44w+1yEJKSgpnzZpFAwMD2tnZcefOnSq/wYSEBM6cOVPU8JszZ06Oaw4KCmLPnj0plUppb2/PlStXFpoEQFYkJyfz77//FlOVlC5dmosXL853+7Z582aldb6BgYHGVk5NkJaWxpMnT7Jfv34i4XN2duaYMWMUApT+E+QoJiaGXbt2pbGxMU1NTdm7d2+FHk5wcDABiI5u58+fz7UxllsnAgIC6OXlRWNjYxoZGdHT05OrV6/WiC0XxsMVBIF37tzh8OHDRRN++fLlOWvWrELNE/XlyxeuWrVKlHN3dnbm3LlzC0VPKS8EBwfnyGwukUhYsWJFjcXKsiMpKYlTpkyhnp4e7e3tVY77K0NycjJHjRpFiUTCWrVq5Tmkd/jwYZqbm9PZ2VnttBcXLlygubk5K1WqlKd4XWpqKps2bUpjY2ONlaPl6NKlC4sVK6bST+zz5880MzPL1Rk6N9y5c4cA1BbvI//v+8xNl6ZKlSps2bKl0nXPnz8XtZ9yw5YtW6inp0c/Pz+Fe75586YYndi5c+d8O+wKgsA9e/aIIqcActWYevXqFYcOHUpjY2Pq6upy4MCBouU6KSmJvXv3JpApCJrbu799+3aVzys7OnfuzJo1a2p8X35+fuzevbt4j5aWlmqpnWeHXMMnuyTG0qVLCSBffkDh4eEsWbIkK1SowNjYWI33P3DgAA0MDOjn51egjmVycjJ//fVXApmSEOq+Q8HBwWJnrWHDhnnqKUVFRXHo0KHU1tamg4MDN27cmKMtevHihZjayMnJiRs3biyS4BhBEHj16lV26dKF2traNDEx4YgRIzRWUq9bty6BTEkbbW3tHG1xw4YNuW/fviIhenKkp6fz7Nmz7N+/vyht4+TkxNGjR4sW7X81OfqnoiDkKCQkhLNmzRLHnm1sbPjrr78Wupz6kydPOGjQIBobG1MqlbJVq1YMCAj4asJ4sbGxnDhxosLHIZFIaGpqWiDyJwgCDxw4QCcnJ+ro6PD333/XeEjg/v37rFixInV1dTl//nyVFU16ejrHjRtHIFO6Qd0Ke8+ePdTV1WXDhg3zdMLNyMhgp06dqKurm++xeXlkWF4JQWfNmkU9PT2Nw3pXrFhBbW1tjXrknz59IpB7/re1a9dSIpHk+j7Ic6mp8oe4ceMGS5QoQUdHRwWzvUwm46ZNm1iiRAnq6emxWbNmXLJkSb7F8Ro0aECpVMqqVauKy+XkoFWrVpRIJLSysuLkyZMV/JDevHlDb29v6uvrq9QCio+Pp729Pdu1a6f2dbm6umrsAE1m+qRVq1ZN/N2uXTvWrl1b4+PEx8crJdoZGRn09fVl+fLl89UJevbsGYsXL85atWrlywJ048YNWllZsXTp0gX2Y5RLQpibm2skPXH06FG6uLhQV1eXU6dOzfM5vHr1SkyVUrlyZaVWzydPnog+TuXLl+e+ffs0bjPU3T4sLIzjx49nsWLFKJFI2KZNG7VHGaZNm8YOHTpwyJAhnDVrFjds2MDjx48zICCAffv2ZbVq1QiAVlZWHDVqVL7cBzSBnCgNGDBAJErfyVERQVNy9OXLF/71119iWKehoSF/+uknnjhxQmOTuEwm46lTp3js2DFev36dz58/Z2RkJNPS0vjlyxeuW7dOPI+NjQ0nTpyY755zfvDp0ydOnjyZpqamNDAwYN++fRWGJbIrBmuCFy9e8IcffhDHxzV1IkxPT+esWbOoo6NDT09Ppf4uWfHhwwfWq1ePWlpanD9/vtoVy4YNGyiVStm1a1e1woP79+9PqVSab2HSmJgY2tjYsFWrVnma8osXL56vIQ9/f39WqVJFo31kMhl1dHS4ePHiXK/H3NycY8eOVbo+NjaW5cqVY+nSpVVaAUJDQ1mlShUaGhrm0IyRJydu2LChGA7s6urKwYMH8+jRoyr9Ep8/f85ffvlFIVrNxcWF8+fPZ9euXcXotwoVKnD9+vUKQ4Dy9BEWFhZ0dnZWGYEpCAJ79epFfX19tTsOsbGxBMCtW7eqtX1WzJ07l6ampuK7smTJEurq6ubLr2XSpEk0NDTMkbz00aNH1NbWVkvTSRmuX79OAwMDtmnTJl9WktevX7Ns2bIsXrx4vtLUZEVsbCy7du1KAOzWrZva9X5SUhLHjx9PbW1tlitXTi25gqtXr9LHx4cA2LZtW6X+erdu3RJFaatWrcpTp06pVTc9ePCA3t7e3Ldvn9qd5MTERK5du5bu7u4EQC8vL27cuLHAlv9Hjx5xxIgRYtLzmjVrcuPGjfnSrdIEct2m7+SoiKAOOZInY+3evTsNDAwokUjYsGFDbtq0qUDOj/IIFVWlZs2a3L59e5GaLbMjPj6eM2fOpLm5OQ0MDDhq1ChxqENesYwbNy5fx05MTOT48eOpo6NDJyenHKJq6uDVq1esUaMGpVIpf//99zw/7tu3b9Pe3p4lSpTQSINFHrEzYMAAtSoguYZWQfRA/P39aW5unqfi98KFC6mtrZ2v7NjlypXLF6mqXr06u3Tpkuv6kSNHslixYrlaCN68eUNra2v6+fmpbLwTExP5yy+/iE6sf/75Z45jxsfH89ChQxw4cCCdnJwIQAyxr127Nps2bco2bdrQ0tKSurq6OfyN5MXIyIg1a9bkkCFDcjRMMpmMhw4dEv2VmjdvrtLaKAiCOHyTVUMpLwQEBBBAvvLIyaMI5d+nPAlufnTFoqOjaWRkpDRh8cSJE6mjo5Nv683Ro0eppaWl8RCwHDExMaxduzYNDAzUlp9QhW3bttHExIQuLi4a+TY+evRIFGTs27dvnsr5MpmMW7dupYODA3V0dDhy5EilgR/nzp0Tc7fVq1cv1zyPcjx48EBMxFuxYkXu2rVLbeIpCAJPnjzJZs2aEcgUPZ41a1ae95IXUlJSuGvXLjZq1IhAZjqqQYMGFVjORRX+Ez5H/1SoerhPnjzh2LFjRWG4smXLcvbs2YVqvalevXquIcbZk3wWNZKSkrho0SKxQRk6dGiO8OawsDDOnz8/XyrFx44do7OzM3V1dTllyhSNzeyCIHDTpk00Njami4uLWn4QmzZtop6eHn19fdUefhIEgTNmzCAAjhkzRi3yJndcnDNnjlrnUIYrV64QQJ5hzBkZGSxZsqRKUcjcIJPJqKWlpbb4alaMHj2ajo6Oua5/9eoVJRIJ//rrr1y3uXHjBvX19dmpU6c8CeerV6/Yq1cvUVhv0aJFSnujgiDw+fPn/PPPP9mvXz/26NGD7du3Z/PmzZUSInmpVKlSDp0aMtNnbOPGjWIPu1atWjxy5Eie1yt3LF+xYoXK7eSYPn06Dx06xG7dutHNzS1fQ/G3bt0iAHEYMiUlhRKJhOvXr9f4WGTmf2xqapqjAU9KSqKjo2OO3JaaYNmyZQRURy6qQlJSElu0aEFtbe1860FlRVBQEKtVq0ZtbW0uWLBAbQuMTCbj6tWraWZmRisrK27bti3P/y4xMZHTp0+noaEhixcvrjQKUxAEHj58WMwo0KFDhzwt6leuXGHTpk3F4blt27ZpZJ17+vQpf/nlF+rp6dHQ0JCDBw8ukCijHK9fv+b48eNZokQJAmC1atW4du3aQlfi/k6OihDZH25sbCxXrlwpmkOLFSvGwYMH8+bNm4UeCZaSksKBAwcqjQR48OBBoZ5LFVJTU7lq1Sra2dlRS0uLP//8c6Hm3blw4YLYm2jUqFG+ep+fP38WrVY9e/bMU/AsPT2dI0aMIAD27t1b7WEGQRA4ZswYAuDMmTPV+s8vXrxIHR0d9u3bN9/viEwmY5UqVVilSpU8K+mTJ08SgMY6MuT/WSvzM+x38OBBAlD5bjRv3pxeXl4q72Hv3r2USCRqWx+DgoLYp08famlp0drampMnT+b58+fVJtcpKSlcvHgxzczMcnREfHx8SGb+7yEhIfzzzz/p6OhIAGzZsqXajshyK6O6HZr4+HgF/z1NImyz4sGDBwSg4Pjv4ODAiRMn5ut4ERER1NPT48yZM3Osk3cA8ivSKAgC+/XrRx0dHV6+fDlfx0hLS+NPP/1EiUSSL4KfHampqRw7diwBsGnTphoJ5UZERIj5F1u0aKFWVF54eDh79uxJAPT09FRqyc7IyODGjRvp6OhILS0tDhw4UKUGF5nZ6fjxxx8JgGXKlOHmzZs1IkmRkZGcOnUqraysKJFI2LZtW16+fLnAbV5aWhoPHDjA5s2bUyqV0sTEhAMGDNA4fVJu+E6OihDyh7t371527tyZenp61NLSYosWLbh3794Cj8cqQ3h4OCdNmiRGtsn9J4BMobrCMBurg4yMDG7evJnOzs6USCTs3r17vnsNKSkpXLZsGUeMGMGuXbuybt26dHNzExVQgUz13/x8bNeuXaOTkxNNTU3VcqSMjo5mgwYNqKWlxWXLlql9TplMJpLV3HxrsuPly5csVqwYGzRooHFSyKz466+/1G54OnbsyAoVKuTrWcqTzRaEWKlyFJfr9eSl1LxgwQIC4Pjx49W2Qr5+/Zp9+/almZmZ+N3UqFGDY8eO5ZEjR/J0sD9y5IhCtBqQmauqXbt2Yj5DbW1t+vv7a6Q3tGHDBgLgb7/9pvY+L168yDG8t2bNGo2DLJ49e0YACmSjVq1aYgRbfjBo0CBaWlrmqPtkMhm9vb1ZvXr1fDeaqamprFu3Lq2srPI1JCy/juHDhxPI1KoqjE7riRMnaG1tTRsbG7UjDOU4dOgQbW1taWpqyjVr1qh1PTdu3BA74F26dFE6GpGcnMz58+fT3NycRkZGnDx5cp6dwjt37rBVq1biSMf27ds1IklJSUlcu3atGGRUvXp17t+/v1Ai6t6+fctJkyaJ35qvry//+uuvAvkmfSdHRQj5w5U7Yy5cuDBPlp5f3Lp1i926daO2traoH/L06VNOnDhRvIZVq1apfbzr16/nK0RW7mAqF1ps06aNysYgKCgozw/+3bt3YnLB7L1zPT09jfOJkZnkbfr06dTS0mKNGjXUSpL75MkTOjs709LSUqP8a4IgcODAgRoNSURHR7N06dIsV65cvv4HOeLi4mhjY6Og+5UboqKiqKOjwz///FNcNmvWLLW1bU6dOkUA+Y4yLFu2LAcOHKhym4EDB9LQ0FClhVAQBM6ePZtSqZR16tTJUx4hKzIyMhgYGMhly5axU6dOYmUrkUjo4eHBH3/8kS1atGDLli3ZqlUrlixZUsFKk/XdlEgkrFu3LseNG8dDhw7lcEZWhbS0NE6ZMoVSqZQDBgzQqJGWhyBnLw0bNtSIIL1+/f/Ye+voKM7we/yd9bi7C4SQICEEJ0iAkKDBg7u7B3f34k4LFCstRYq2eAstrkWCu4b4ytzfHzkz3c2O7SZ8vp/P73DP2dOyOzM7mZ153+d9nvvc+xCEEPz+++/se506dbJKFoABI9rLiEsa48SJEyCEv2tRCt69e4eQkBCULVvW6jILTdOYNm0aCCEYPnx4sQRIr169Qv369UFRFKZOnWrR7/Dp0yf06NEDhBDUqVMHDx48EN3HYDBg06ZN8PLygq2tLaZPn86Z4f748SNGjRoFtVoNT09PrFq1SnRB8ffff7OZpMjISOzcudOiv8dgMODAgQNsK3/JkiWxZs2aYhGw1Gq12Lt3LxITE0FRFJycnDBo0CCr9OC+BUdfEczF/Vo2GzqdDrt27WJJfCEhIVi0aJFJS/izZ89gY2ODkSNHSjrm6dOn2Q4HqRkOBmfOnEH16tUlEf8+fPiAgQMHQi6X49dffxU9du/evTn5U3v27LHoHIGClHXt2rUhk8kwadIkSdmFo0ePwtHREdHR0RZN/jRNsyKXUgMjrVaL+Ph4eHh4WKwdUhhjxoyBjY2NJC7bggULoFKp2I6v3NxciwQdmdKItcJ6vXr1QmhoqOBAm5mZiZCQEJQqVUq0keD06dPw8/ODu7u71RlTmqbx8OFDbN68GT179kSzZs3QtGlTNGnSBI0bN4afnx8v78i4nd8S3Lx5ExUqVIBCocCUKVMszvj88MMPZkEaU9qx5FhPnz4FIQSHDx9m35s4cSJ8fX0tOp/CqF69OurXr8/5WaNGjRAaGlqkrPqNGzdgb2+P1q1bF2ncXb58OQghGDhwYLGM33q9HlOnTgVFUUhMTLRYX+nYsWMIDg6GjY0NFi1aJCnjkpGRgZEjR0KpVCIkJIS3C/jp06es+XJkZCQOHDgg+jdfuHCB7QqOjo7Gnj17LL5X//rrL7Rs2RIURcHLywszZswoMnmbwcOHDzF27Fi2ilKrVi3s3LlTcgPSt+DoK+JrXdyPHz9i/vz57Kq1Vq1a+Pnnn3kfFrF0KeOjw7T2lylTBrt27ZJ8o1+/fh2NGzcGIQUtnIcPH+Z9sPR6PVauXAk3Nzc4ODhg/vz5km7WvXv3mgRHcrkcDRs2tHjQOnr0KDw9PeHj4yNZGXnVqlWQy+VISkqy6LekaRqDBw8GIQRr166VvN+QIUOgVCqt5l8wePz4MaufIgaaplGqVCmTjjEmAyG1hj9v3jw4Ojpafb4Madx4MubCnj17WF6F2L3z7t07tnNmzJgxRSpP8oGmaRw6dAgxMTFs+dqYcyQVer0e8+bNg0qlQunSpTkJ3VIwe/Zsk1K6l5eXoBLz+PHj0b17d7P3X79+DUKIyeKFKfPxBS8PHjwwsWvhwqZNm0AI4czW3rp1CxRFWfS8cIG5R7777rsiHWfNmjUghKBfv37Fpv129OhRuLu7w9/f3+ISdGZmJgYPHsyK0krJIgEFchPMordp06a8mfJLly6x80BCQoKkZ//8+fPssWNiYnDw4EGLx+V79+6hT58+UKvVsLOzw7Bhw6xSP+dCfn4+fvzxR8THx4MQ6dI134Kjr4jivrj379/HwIEDYWdnB6VSiS5duhTJh4Zpu2SyPTExMfj5558lDwLPnj1D165dQVEUwsLC8OOPPwrue/LkSdaTqlu3bpJKjO/fv2dJhkytmimnSSmFMdDr9Zg4cSIoikKDBg0kKX/r9XqWeD1w4ECLuuhomma5C6tXr5a8H6N+XBwO6H369IG7u7uk8gJDvjW2rJgwYQLc3d0l3w8TJ06Ev7+/1edL0zTKly+Pxo0bi27LdKr4+fnh559/FhyMDQYD5s2bB4VCgapVqxY56OQDU1Jm7vGqVatK3vfBgweoUaMGKIrCyJEji1RiqFGjBhsYjRo1SvT3L1euHLp27Wr2/vPnz0GIqdr3Tz/9BEII7+r+4MGDoqXVrKwsODg4YOLEiZyft2rVCuHh4UXmogwaNAhKpZLTlsYSbNiwARRFoWfPnsUWID179gzVqlWDQqHAkiVLLA4mTp8+jdDQUNja2mLFihWSzstYyV2j0fCW2pjOtoiICFAUhW7duknqxj19+jRq1qwJQgosmiyhHjB4/fo1xo8fD2dnZyiVSnTv3t0qGQo+3LhxAwMGDICDgwMrenzkyBHO6/ctOPqKKC77kDNnziAlJQUURcHd3R0TJ04sEneJCYoY7YtKlSpJSqMy+Pz5M9LS0qDRaODh4YHly5cLruCfPn3KqrpWqVJFsvbHrl274OHhAWdnZ6xfvx4Gg4GN/i1pazcuo82YMUPSQJKZmYnGjRtDJpNZvPqkaRojR44EIcSirpfr16+zwp9FTeM/efIESqUSc+bMkbT9jBkzYG9vb5IRqFq1Klq3bi35O2fMmAFPT0+Lz9UY69evB0VRouVEYy4dIQWaXWKT4Pnz5xEZGckGLj/99NNXs1c4cOCApCDs5s2bGDRoEGxtbREaGmqVhpAxXr58CYqiYGNjI4ln8f79exBCOFW5C7fyA/8prPOVhJhSnFipvE+fPvDz8+O8/owFDRcviYEUom1eXh7i4uIQEhIiyfhZCJs3bwZFUejatWux3TNarRbDhw9nidOWGoZnZmaif//+bJZHKgk9MzMTY8aMgUKhQHh4OG/JWavVYvny5XB3d4ednR1mzJghWjKnaRqHDx9GbGwsCCnoIBbTVeJCRkYG5s+fDx8fH1AUhZYtW1qdSeVCZmYmVq9ezS5kSpQogSVLlphQUr4FR18RRbm4Op0OO3bsYLsOIiIisGbNmiIZJdI0jaNHj7IcpcqVK+O3336TPBHn5+dj6dKlcHNzg42NDSZMmCD4t+Xn52P27NmwtbWFt7c3vv/+e0mByevXr9GyZUsQQtCiRQuTQPDRo0eYMGGC5Lrx77//bnEZ7fXr14iNjYW9vT0OHjwoaR9jzJw5E4QQLF26VPI+nz59QlhYGMqVK1cs6q/9+vWDm5ubZFJqlSpVTCwpvnz5ArlcblHWa/78+UUqqwEFk56Li4soR64wr4bx5uvWrZvgPWYwGLB//36WDBoWFoYVK1YUq+IuTdO4c+cO73OVl5eH7du3s4G+p6cnxo8fXyw6Ld26dYNCoZCcLWGEHrkmVuYzYyL5vn37QAjhzbzSNA0nJyfMnDlT8HuZwIuve6t+/fooX7485zUcPHgw6tWrJ3h8Bunp6XB2dkZKSkqRFxxbt26FTCZDly5ditVeadeuXbCzs0PZsmUtyoYzOHbsGAICAuDg4ID169dL/jtv376NOnXqgBCC1q1b82aHPn36hOHDh0OhUCAoKAi7du0S/Q6aprF3715ERUWxpTxrGmdyc3Oxdu1aVmW+Xr16xcrhZZIPjE+cnZ0d+vTpg+vXr38Ljr4mrLm4X758weLFixEUFMR2Jxw4cKBIDyNN0zh27BhbPqtUqRIOHTok+QajaRq7du1CWFgYZDIZevbsKZpmPXLkCEqWLAm5XI7hw4dLugY0TWPbtm1wdXWFu7t7kbpWaJrG/PnzIZPJkJCQINlA9/79+wgNDYW3t7dV6qurVq0CIUQSz4eBwWBAkyZN4OzsLJlDIIRnz55ZJPT55s0bUBRlor7N6B1ZktL+7rvvoFarLT1dM4wcORIuLi6CAcu5c+c4SdBBQUGSS1IXL15EmzZtIJPJ4ObmhvHjx+Ps2bNWl7T0ej1+/PFHVuCxMJ8kPT0dY8eOZX2bateujR07dlikUK/X63m9shipA6lCkUBB6SkkJITzs2XLlkGlUpl814EDB0AIEcxc16hRQ1DtHCh4PgMCAjBo0CDOzxm+Gxf/jNHEktpFyWS7LG0w4cL27dtBUZTFHYRiuHHjBsLCwuDq6ir57zLG58+f0b17dzYQkTreMWOup6cnHB0dsXz5ct7M2L///styS+Pj4yVROvR6PbZu3YrQ0FBQFIUuXbpYJbOg1+uxc+dOlC9fni3bWcNtEsLLly8xZcoUtkOVmS+/BUdfAZYERy9fvsTYsWPh7OwMhUKBjh07FolPxODkyZNsHbhixYoW31AXLlxgM03Jycmi0f+TJ0/YrE+tWrUkrxZevnzJami0bdvWorbnwvjy5QtatWoFQgqsSKSmwS9cuAAPDw9ERERY1Y7+448/gqIoDB482KJrvHjxYjNuR1EwYMAAuLq6ihLxGWzcuBEURZkMqAsXLoSNjY1FQfnatWtBCCnygPXw4UMoFApMnTqVd5tXr16ZdWPZ29tbtTpNT0/H4MGD4eDgAEIKNI4qV66MoUOHYteuXaLE0Pz8fKxfv561GmHOZ+bMmZg+fTrLoSGkwPZg8ODBVploZmRkoFGjRpDJZGZjQ05ODkqWLIlq1apZ9JuVKVOGk4wNAKNHj0ZoaKjJe4cOHQIhRHBx1L9/f0RFRYl+94ABAxAcHMx5v9A0jUqVKqFWrVqcn1WrVg0VKlSQ/LcOGTIEarUaN2/elLS9EBhS+ogRI4p1cv748SMSExMhk8lEPRrPnTvH6fn466+/wsPDA56enhaNJx8/fkTv3r3ZxbPQwvDIkSMoXbo0y8MyHjdu3ryJhg0bmsln5OfnY8WKFfDy8oJKpcLQoUOtGuOZkjVDCYmJibGqS04IWq3WxKrkW3D0FSAlOLp9+za6d+8OlUoFBwcHjBgxolgsRM6fP4+EhAQQUuDebAmnCCgIctq3bw9CCqwQxMTLtFot5syZA1tbW/j4+EiSvQcKbvatW7fC2dkZnp6e+OmnnySfIxfu3LmDUqVKwcHBAXv37pW836FDh2Bra4uqVavi/fv3Fn/vb7/9BoVCgU6dOln0oF65cgUqlcpqX6jCePfuHdRqNaZPny55nxYtWqBKlSom7/Xs2RMxMTEWfTfTyl8c4qZpaWlQqVS8QQRN09BoNCCkwLV748aNCA0NRVBQkNXyBzqdDpcvX8aKFSvQoUMHhIaGsgGYv78/mjRpgjZt2qB9+/bo0qULOnToAEII66/G9XJxcUGdOnUwbNgwbN++3ery3f379xEZGQknJyczjohOp0PTpk2h0Wgs0nNhRB537NjB+Xn79u0RHx9v8h5jxikUMK5cuRIKhUK0M5A5Fp+x8+7du0EI4Qx4T58+LXjuhZGTk4PIyEhUqFChWDoWGbsSa9XH+aDX65GWlsYuEvnulwYNGsDGxgabN282++z169esDlHfvn0t4jKdPXsW0dHRbMafr9Sr0+nw3XffwcXFBU5OTli6dCny8/PZoKV58+ac+2VmZmL69OlwdHSEg4MDpk6davYdt2/fFjUep2kaJ06cYD3gIiMj8f3331tlPcWHb2W1rwi+i0vTNE6fPo0mTZqAkAIl3blz55qQwazFpUuX2AcjOjpatJOnML58+YJx48ZBo9HAy8sL69evF828nDlzBlFRUaz5o9Sb6e3bt2yWKTU11aqgxBg//fQT7O3tERkZiTt37kjeb/PmzZDL5WjatKlVk9f58+dhY2ODJk2aWDTwZmdno1SpUihXrlyxqaXPnTsXarVasoYKTdNwcXExc0WvVq0a2rdvb9F3M+ULS2wS+JCbm4uSJUuiatWqvMFmu3bt0KFDB7Zz6unTpwgPD4eTkxM2bdpUbOJ9P//8M0aNGoXk5GTUq1cPtWvXRvXq1VGuXDneoIgQYvGzx4fjx4/DxcUFJUuWNCtzGgwGdOnSBQqFwuLM48CBA+Hp6cl778XFxaFTp04m7+3atUuwWw34j5ckdh/k5eXB3t6el5+Un58PT09PDB06lPPzxo0bIywsTHJZ8u+//4ZcLi+2gGbOnDkghGDu3LnFcjxj7Nq1C7a2toiNjeUUMc3Ozka3bt1ASIFJbWEuKk3TWLVqFWxsbFCyZEmLDHCZha6NjQ2CgoIEpTXevXuHPn36gKIoM4X4ffv2Ce43fPhwqNVqeHl5YdWqVdBqtdDpdChRogQoipJM5D5//jw754WFhWHjxo3FEgB/C46+Igpf3MJO3FFRUdi0aZNFnAM+3Lx5Ey1atAAhBYqjYm31hWEwGLBhwwZ4eXlBo9Fg/PjxomWZd+/esXXuypUrW8TR2bdvHzw9PeHm5lYkbhFz7hMnTmSJhZYQWxnfqt69e1u16rh//z7c3d1Rs2ZNi8nyffr0gY2NjVUlFi7o9XoEBQVZZBp7//59EEJMshFMwMTlgSWEmzdvghDrXNu5wHBo+Fahnz9/Ngs+Pn78yIrZNWrUyCJ1bGtx7do1lovBEMMJIUVuIadpGsuWLYNcLkeDBg3MlNIZuQiKoiRZ3xgjIyMD9vb2vD5pDCF/zZo1Ju8vXLgQtra2gkEfo1clJYvVsmVLVK5cmffzUaNGwdXVlZMHdv36dYt90KZMmQK5XG7iF1cUMONOcXixFcbly5fh7+8PX19f3ntpw4YN0Gg0KFeuHKc90927d1GxYkXI5XLMmjXLYoV0pvrQqVMnwQXXiRMnTO59mUwGb29v0TnkyZMn6NKlCyiKQkREBPr06cPuHxoaatFi9fLly0hJSQEhBMHBwVi7dm2R5tZvwdFXBHNx3717Z+bEbWmZiw/p6eno1KkTKIpCcHAwNm/ebPEkf/bsWbb1MjU1VdQYlqZpbNq0CW5ubnB2dsbq1aslP3QZGRnsiqdx48ZFtlP58uULmjdvDoqiMHv2bItI5ozT+ejRo636Ld69e4fw8HBERERYrOrKdAIVnnyKgl9//RWEEItWiYyukvHAx4j/WVrizMvLg0wmK7KAnzEYPaOOHTuaXGOtVovy5cuja9eunAPgr7/+Ch8fHzg5OWHz5s1fRaG+MP7880+2C44QYhWh3/hYjF7R8OHDOZ9pxuLCmol5+fLlkMvlvOWx3377jZOQP3ToUERERAgemynXSQmSN23aBIqieJ+fu3fvgpAC70QupKamIjg4WPKYp9VqERsbi4iIiCJ1/jJghF4piioyJYALL1++RKVKlWBjY8O7iLx69SrCw8Ph6OjIeQ5arRZpaWmgKAoJCQmSNIsY0DSNjRs3wtnZGR4eHti+fTvns9SnTx+T4Ijh3g0cOFDS91y9epUtkRkHWEOGDJF8rgyuXbuG1q1bg6IoBAQEYOXKlVZl5r8FR18RzMX19fUFIZY5cYvh1atXGDBgAJRKJby9vbFy5UqLo+SnT5+ybvSxsbGSzu3u3bvsBNCxY0eLSignT55EUFAQ7O3tsWHDhmIh7kZHR8PBwUG0Rm0MmqYxbNgwEGKZXpIxcnNzUb16dassPl69egVXV9diaS82RmJiIuLi4izaZ9iwYWak21OnTkle+ReGg4MDateubfF+fGAyewyZee3atWyZd+vWrVAqlUhISOAsSX/48AGdOnX6H80iAQVlsEGDBlnV9fbvv/+ypeayZcvyljSWLl0KQohodu/MmTOYP3++yX3GqKG3atWKd78xY8bA29vb7P5s2bKlaBs9YyL8888/C24HcGcuCyM+Ph4JCQmcn125cgWECBsWF8bt27eh0WgkWyqJwWAwoE2bNlCr1Th16lSxHNMYOTk5aNeuHQghmDZtGueYkZGRwTahjBkzhpMKcfz4cfj4+MDd3d1iiZJXr16xWnWNGjUy4cXm5OSwTQhyuRxKpdLEZ5BLYJQLo0eP5vQnlCrBUhi3bt1C+/btIZPJ4Ofnh+XLl1sUJH0Ljr4imIvbrl07q7oktm3bhr59+6JHjx7o1KkT2rVrhyZNmsDd3R2EEDg4OGDOnDkW82Sys7MxdepU2NjYwMvLCxs3bhTN/OTn52PatGlQqVQIDw/H8ePHJX9ffn4+xo4dC4qiEB8fb5WWR2H8/vvvcHV1RXh4uEWTuF6vZ00cLWl5NgYzGGo0GqsEzlq2bAkPD48ideQVxr1790CIqZjf58+fcf78ecFVdfXq1dG2bVuT9xgVZGs4YI6OjrCzs7N4Pz4w3VHGr/Lly7PX/Y8//oCzszOio6N5Gxl+/fVXeHt7Q6VSoVOnThZl1v6n8Pr1a/Tv3x8KhQIBAQHYvHkz5wSXk5ODXr16gRCCkSNHCgbXb9++ha+vL+Lj403uAcYgWGjSqVy5Mmc7fqVKlXi72xjodDoQIs1LkKZpuLm5mXHejMEQ/fkWIYmJiShXrpxFC42ZM2dCLpdLtsYRQ15eHurUqQMnJyerOibFYGyG2759e85J3li+pH79+pzP79u3b5GcnAxCCIYOHWpxRuWXX36Br68vHBwcsHbtWtA0jdzcXAQGBsLFxQWzZ8/GmDFj0K1bN1bHi6lIvHz5kve4r169glKp5OTu2djYFKlz++7du+jYsSNkMhn8/f0lZ5K+BUdfEUW9uEy9V6FQQC6Xm0TVjo6OFk9eNE3jp59+QlBQEJRKJUaPHi3p3M6fP4+oqCgoFAqkpaVZlI6+c+cOa6I5Z86cYlGXXblyJeRyOerVq2dROUur1aJt27aQy+X44YcfrP7+MWPGWJ1GZzpwhNR/rcG4cePg4uJikq348ccfQQjhHZR0Oh1sbGywYMECk/fXr18PQojF5VmapmFnZwdCiuasbozr169zDpgymYz9u27duoWgoCD4+PjwDqKfPn3CggUL2Hb7ypUrY+vWrcXC97MWNE3j+vXrSEtLg729PZycnDB37lze5+vOnTsoU6YMNBqNqNifwWBAgwYN4OHhYVJG0el0KFeuHCpWrMi7f2ZmJq8AqI+Pj2Agw8DZ2VkyUTk5ORkNGzbk/Tw7Oxu2tra8au+MJpIl5sL5+fkoXbo0KleuXGyK158/f0a5cuXg5+dXLB3HXNi5cyfUajVq1aplxkFjcPz4cbi5uSE4OJiztEvTNJYsWQKVSoWYmBjcu3eP/ezUqVNm40FhfP78GT179gQhBaKMvXr1gkwmA0VRmDdvnsm2Wq0WS5cuhbu7OxwdHbF06VLOceXdu3do0aIFqlatiqioKAQGBsLV1RUKhYJ95hcvXlyk5/XOnTto3749W25bvXq14PG+BUdfEUW9uMxDXzjNWK5cOYsnrjt37rDmgMnJySYPhND59+/fHxRFIS4uDteuXZP8fcbdEhEREcUi/a7X61m/ssGDB1t0DbRaLVq2bAmlUmlRi39hMKvYhQsXWrzv+/fv4enpWezlNJqmERoaip49e5q8361bN5QpU4Z3v3///ReEEJw4ccLk/QULFsDBwcHi87h16xZ7n9rb2xfLBPHhwwezZ0Aul5vxy169esWqmm/YsIE3E6rX67Fv3z5Ww8TLywuTJk0qNpNLMdA0jUuXLmHcuHEoWbIkWy4cPny44GJn69atsLOzQ6lSpXhb340xffp0UBRlJsGxcOFCyGQyQbI4Y9r677//mrz/7t07EEKwdetW3n2ZycbFxUVycDR16lS4uLgIPhNcchMMaJpGXFycxeXcM2fOFDuZ+uXLlwgKCkJkZCRv8FJUnDlzBq6uroiMjOTVY3v8+DEqVKgAGxsb3t/r8uXLKFGiBBwcHLBz5048ePCA1fq6dOmS6HkcPnyYdbw3fu65iNsfPnxgu9rKly9vESH+7NmzaNiwIWQyGcLDw4vcBXr79m20a9cOFEUhKCgIa9eu5exu+xYcfUUU5eLSNI19+/bB1tbW5OaztbW1iOPy5csXjBo1CgqFAqGhoZK5Ofv374efnx/s7OywZMkSi1ZXb9++ZWUKLNXZ4IOx15mlpqz5+flo3rw5VCqVqOeTEC5evAi1Wo2uXbta9XB27NgRzs7Ogulla8+LEGJS6qRpGn5+fhgxYgTvfkx5pfD9NGHCBAQGBlp8HjNmzGAd6WUyGWrUqFHkVTlN0yY6Qn5+fiCEcGb+srKyWI5R1apVRVPxt27dQr9+/dhsV2hoKDp06IAVK1bgypUrxaaZkpeXh7/++gujRo1CSEgICCFwdXVF9+7dcfDgQcEUf05ODrtK79ixo6ROzBMnTkAmk5mptD958gR2dna8qtQMEhMTOQMRpomAL+i9ceMGFAoFHBwcQFEUYmJiMG7cOGzcuFEwUGDU2AsHY8ZgFiV8zw4T0Fm6COvZsyecnJyK3BhijLt378LFxQX16tUrlpZyLvz7778IDQ2Fl5cXb6Cbk5PDmnYPGzaM837OyMhA27Zt2XtSLpdDLpebWAnxITMzE/7+/iYVDZlMJkjCvnDhAmJiYliytiVz440bN9CgQQMQUiAwXFSR5Js3b6JNmzbss//999+bjFffgqOvCGsv7tmzZ1np8ri4OJPgSGjVZgyaprF9+3b4+vpCo9Fg2rRpkgii79+/Z8XtGjZsaLHU+4kTJ1jSX1ECEWM8e/YM5cuXh4ODg0Wpc6BgYmratClUKpVVPmkMXr58CV9fX1SuXNkqoi1ju8Al2lZUDB8+HF5eXiYPNpPFOXLkCO9+jMlr4dTywIEDUbZsWYvPgzFxNH5JNb4VQkREBOzs7LBmzRro9Xp0794dCoWCVwDw5MmTiIqKgkwmw4ABA0RX8J8+fcLOnTsxdOhQVK5cmeU+2NnZoW7duhg/fjy2bduGX375BceOHcP58+dx9epV3L9/Hy9fvkRGRgY+fvyIS5cuYdeuXZg9ezZ69uyJOnXqIDAwkJ08PDw80KdPHxw9elR00tTpdNi0aRNCQkKg0WgkNzA8ePAAXl5eqFevnllg2rx5c/j4+AjqqaWnp5tZyTAYOnQogoODeff9+PGjSRmEoij230LE8U+fPomObR8+fIBcLseqVas4P9fr9fD390fv3r15j8F3XA8PD1G7E0vx+++/Q6FQFLvNiDHevHmDypUrw9bWlnfRaywHkZiYyGnAazAYzOYZiqJErYNGjBjBWfIW21en07GSEL6+vtizZ49F1+i3335DZGQkq9BdVF21a9euoXnz5iCEoFSpUti5cycMBsO34OhrwtKL+++//7I/Uvny5XHkyBHQNM1qN6Smpko6zu3bt1G7dm0QUmDcKtUKY/fu3fD09ISLiwu2bNli0Q2r0+kwbtw4tl20uLIj//zzD3x8fBAYGCipnGCMvLw8NGrUCGq12uKgqvBxqlatCh8fH4vaYBnk5OQgKCgIDRo0KPaB0mAwwM/Pz2y1tnjxYqjVakF+2MSJE+Hr62v2fseOHVGzZk2LzuPRo0ecA6VcLhfMCEhBenq6iUWBTqdj1dtHjBjBuSLWarVYuHAhHBwcWAVtqXITOTk5OHPmDObOnYvmzZublQ7EXk5OTqhQoQJat26NsWPHYt26dTh79qykLJper8cPP/zA2o20aNFCsg7WrVu34OPjg5IlS5p5azHCjGJcsHHjxsHJyYmzyaNChQro3Lmz4P7Jyclmejfu7u6i/EgPDw9BuxgAqFu3LhITE3k/nzRpEuzt7S028N28eTMIIThz5ozJ+w8ePEC1atWsshICgHXr1oEQywyoLUV2djZSUlIgk8mwYcMG3u2EhERXrlzJyekT6zLbtGkTKlWqBFdXV87nQCy4evz4MVthaNy4sUULca1Wi2XLlsHFxQUODg6YP39+kfmDf//9N5KSkkBIQacow9n8Fhx9BUgNjt6+fYsBAwZAoVAgMDAQP/zwg8lAnp6ejt69e4sqaGdlZWHs2LFQKBQIDw8XVDY1xqtXr1gByZSUFItTzI8fP0a1atVYobHiIjgeOHAAtra2iIuLs/ic8vLykJycDI1GI5g9EQNN0+jRowdUKpVVnWkAMHnyZKhUKkk8L0vB2CgUlmFITk7mbX9m0KVLF1StWtXs/U6dOlkcHDGGu8YvDw8PJCUliepmWQOaprF48WLI5XLUqlWLd/X44sULNpAqV64cli9fbjEXhKZpZGVl4c2bN0hPT8eNGzdw4cIF/P7779i/fz927NiBHTt24MKFC3j//r1VAbBer8f27dsREREBQgrMQy0pG1y6dAnu7u4oU6aM2bV4+fIl/Pz8kJSUJHhuWq0W3t7enGWRz58/i07AwH/lL+OXFOXuSpUqiU7Gy5Ytg1Kp5B0HHz9+DIqiRM+xMAwGA2JjY1GpUiWTcffLly/w9/cXvW5CGDlyJGQyGQ4dOmTV/lKg1+vRt29fNlPLd6737t1DqVKl4OTkZDImVq5cmQ2IjANbiqIkUzgyMzNx7do17N27lw14HBwcsHXrVsFrR9M09u7dCz8/P9ja2mLRokUWzR/v37/HgAEDIJfLER4ejl9//bXIC9Bz586ZaC59C46+AsSCo5ycHMyaNQsODg5sp4o1JRuapvHzzz8jMDAQarUaU6dOlXQcxtfMxcUFHh4e2LVrl8U31p49e+Ds7IygoCCcO3fO4nPnw/r16yGXy9GsWTOLpQq0Wi1SUlKgVqutcrg2BmOmylVmkIKHDx9CrVYjLS2tSOfBhxEjRsDHx8dkUGfaowtzTgqjdu3aZm38ANC7d29UrFjRovN4+PAhZs2ahR07duCff/6Bk5OTaFeTXq/HihUrrPYbAwqCQy8vL/j6+uL8+fO82506dQpNmzaFXC6HRqNBhw4d8PvvvxerYaU1ePr0KZYvX84KxDZq1MhiZe1z587ByckJcXFxZt2bWVlZqFixInx9fUV1nhgJB64M7cGDB0EI4VRhNkZGRgZblpTJZOjRo4ekv6Ft27acJrPGePjwIQghgrzJhg0b8hK3hcCosRfWS2IyblI93ApDr9ejadOmcHBw+Cot/gxomsbkyZNZfhHfff3582ckJydDJpNh8eLFoGkamZmZOHnyJObPn4/WrVsjKCjIJLi1pgrw4cMHVkOvZcuWorIlGRkZGDhwoFXNP0ABf4hpOGrQoIFF9lF8YO6Jb8HRVwBfcGQwGLBlyxb4+/tDoVBgyJAhkr2wCiM9PZ31lWnYsCEePHggab/Xr1+blOss/f68vDz079+fvfmLqzODpmlMmTIFhBD069fP4iyUXq9HamoqFAqFRcKQXLhy5QrUajX69u1r9TGaNm0Kf3//YiGlc6Fs2bJmdiFPnz4FIcLeRkABl4fL8HbIkCGSXNWFkJqaisjISMFg++HDh7CxsRElCIvhxYsXqF69OpRKJb777jvBgOfly5eYM2cOSpQowRIxZ8yY8T/arXblyhVMmTIFMTExIKRAqqNx48ZWZSZPnDgBOzs7xMfHm40zer0ezZs3h52dnWgWismeVK9e3eS9q1evgqZp9OrVC0FBQZIWT3Xq1GEzh2L2EQzGjh0r2gRA0zR8fX0xevRo3m2YAM+aQKR58+YIDAw0K0W3aNECXl5eVo9xmZmZKFu2LMLCwvDp0yd8/vwZ3bt3t6rjVQwrVqwARVHo2LEjL69Nr9dj1KhRIISgT58+0Ol0yMnJQfXq1dGoUSMABTywnj17Qi6Xiy48hLBr1y64ubnBy8tLUgbx3LlziIyMhEKhwIQJEyxKFjBNTKGhoVAoFBgxYkSRAptvnKOvCK6Le+rUKVSoUIENKsRWYnwwNgf09/fHTz/9JDnrs3PnTri5ucHDwwN79uyx+LsfPnyI2NhYqFQqrFy5sth4NDqdju3MmTlzpsXHNRgM6NatG2QymVV/lzE+f/6M8PBwxMTEWJXNA/5bbReX5k9hMDYfhYmsv/zyCwgRdk4HgKCgIIwfP97s/bFjxyIkJKRI58asusRKmsuWLQMhxKzl3FJotVpW5iEuLg5//PGH4PaM+XOXLl3YjtCgoCC0bNkSs2fPxrFjx4ol4Nfr9Xj8+DF+++03DBw4EIGBgSCkQKesXbt2+PHHH60ynKZpGitXroRarUZiYiJn9m3EiBGQyWSSFgmbNm0yK88yFiIxMTGwsbGRbNjKZAz4LD+4sHbtWshkMlGieps2bThLwQy0Wi08PT05g34x3Lt3DwqFArNmzTJ5//nz53BwcLCY7G2Mhw8fwtnZGdWrV2fvgVKlSpls8+LFi2IRpdy5cyeUSiUaNmwomJXdsGEDFAoFGjRogIYNG7KZIuPy/4sXL1CtWjUolUqsWLHCqrH+1atXrPBkv379RDPFeXl5mDJlCpRKJUqVKmXGBRNDbm4uZsyYAVtbW3h7e2PLli1WZYi/BUdfEcYX98GDByyvJy4urkg2IufPn0eZMmUgk8kwfPhwyQTEd+/esa2LUlKdXNi7dy+cnJwQGhoqSQtDKrKystCoUSMoFAqrOrpomsaAAQNAUVSRBB6ZY7Vq1QqOjo6SM3GFodVqUaJECSQkJJgMKLm5ucWmjL1161YQYu5+PnnyZLi7u4sOZF5eXpg+fbrZ+1OnToW3t3eRzo2macTExCApKUlwO4PBgISEBPj7+3N20gCwKDg9efIk23nTqFEjScr0GRkZ2LlzJ0aNGoXatWuzWi+EFLh8t2vXDtOnT8fixYuxevVqbNmyBbt27cL+/ftx/PhxnD17Fn/99Rd2796NuXPnok+fPqhfvz7CwsJMurcCAgIwcOBAHDt2rEjk0WfPnrEtzX379uWUAmA4YMuWLRM93pcvX+Dt7W3WsbVt2zaWe0IIQXx8vKRyBzPOWTIhMbISYur53333HZRKpWCjwYABAxAYGGjVRD5kyBA4ODiYPaPLly/n5PZJBZN9M76eCoXCJBhs0aIFfHx8ikUf7Pjx47Czs0PNmjUFJ/djx46ZKFPL5XKzzFx+fj4GDx4MQgg6d+5slScdTdNYsWIFNBqNZN27mzdvokqVKiCEoH///pKzkAyePn3KyhRUrVrVYpmHb8HRVwRzcQcOHAilUgl/f39s3brVap7Dp0+f0LdvX1AUhYoVK1oUnPzyyy/w9PSEq6srfvzxR4sHjvz8fAwdOpTtoLFmtcuHDx8+oGrVqrCzs7OaPD1mzBgQQrBu3boinw+TzSiKkSST3i7M31i9ejXs7e0tNqrlQpcuXThb7ps2bYr69euL7u/s7GymaAsA8+bNg5OTU5HPb8uWLSCEiNb/nz59CicnJ3Tq1MnsM51Ohxo1amDo0KGSnxuaprFz506EhoayvBdLfNUMBgPu3r2LrVu3YujQoahRowbc3d1ha2tr5v1U+OXo6IiYmBi0aNECI0eOxMqVK3H48GHcu3evyBlWmqbxww8/wMnJCb6+vrwNFzt27IBcLpdcrkxLS4NGozEjzm/YsMHkb1MoFKAoCkOHDhU8XteuXc38+sTw999/gxBxs96rV6+CEGHrE0Y81xqbmHfv3sHe3h5jxowxeV+v16NixYqIjY21ePw2GAxo3Lgx5/1iHLy/evUKgYGBKFeunMWBABf+/PNPODs7o2LFirzdgjNnzjQ7JxcXF87gfdu2bdBoNKhYsaLVZejbt2+zjglSmnf0ej2WLl0KW1tbBAUFWZVh/uOPPxAdHQ2KotC3b1/JY++34Ogrgrm4tra2mD59utXEU2aw9/b2hr29PZYtWyaZi5ORkYHu3buDkALjW2vFzjp37gylUoklS5YUazv6y5cvER0dDTc3N6s9r+bPnw9CCuTli4p//vkHSqVSdAIQQmZmJry8vMy4QHq9HuHh4YKGn1JB0zR8fHw4RR79/f3NBncuaDQazjZjJqgpClEaKEiPe3l5oV+/fqLbMl1OXCXIlStXQiaToU2bNhZlkfLz87Fs2TK4ubnBxsYGQ4cOxeXLl4t0/9I0jfz8fHz+/BmvXr1Ceno6bt++jWvXruHDhw9fTdPm7du3bEamQ4cOnCU/mqYxe/ZsdhspY0R6ejrUajUmTpxo9tnKlSs5g8E2bdoIHrNBgwZo3ry59D8OBZOmlMyMXq+Hk5MTZ8aTgU6ng7u7u6RngAtpaWmws7Mzyx6dPXsWhFiuVZaZmWlGcmZehYneN27cgIODAxo1alQsXb9XrlyBh4cHoqOjzcZ+JiDlevFRAS5duoTAwEB4eXlZnUXLz89HWloaKIpCzZo1JbXwP3z4kOWy9ezZ0+LFuU6nw9KlS+Ho6Ah3d3dJ0h7fgqOvCObiiuk9COHp06fsqiMlJcWiiP3kyZMIDg6Gvb29qBfTx48fMXnyZN4H8tatW1a3svPhwYMHCAkJgZ+fn2Qtl8JgNEq4uDOWIisrCyVLlkRsbGyRyh6MQW/hh57xVbMkCNTpdJw6Pg8ePAAhxEzYMjc3F4SId9fRNA2KorBmzRqzz5hJoDi6a6ZOnQpbW1vR1RpN02jbti1sbGw4B92ff/4ZGo0G8fHxFnOBPn/+jHHjxrGGzZGRkZgxY0axGCAXN06dOgUfHx9W7TwnJwfLly+Hp6cn3NzcsHv3bs79tFota6g8adIkSUEaTdNo3rw5/Pz8OBsGFi1aZOK2rlKpsGzZMtFjh4WFWex4/+TJE06O2q1bt1CnTh2TZ6levXpISUkRPF7Pnj0RHh5uVbDKlz0CCrrqfHx8LNZSysvLw4oVK+Dp6WkScHKRyw8fPgy5XI4hQ4ZYfO5cuHPnDnx9fREeHm6SHczOzsaECRNYxWrjkp8QOf7NmzeIj4+HUqnk9N+TitOnTyMwMBDOzs6897UxDAYDVq1aBXt7e/j7+1slj/Dy5Ut07NiRLbUJZSq/BUdfEUW5uAaDAcuXL4e9vT18fX3x888/i37XpUuXsGPHDkyePBkeHh4ghKBChQqiWhUXL15EcHAwXFxcrA5SLMW1a9fg7e2NkiVLWqzCzWD//v2Qy+Xo1atXsazY+/TpA1tb2yIFs2/fvoWDg4MZIZSmaVSsWBF16tSx6HgHDhyAk5OTGa9o165dIISYif3dv38fhJhaiXBBr9eDEMKpCfPq1SsQQkTvOSl48+YNbG1tMXz4cNFtc3JyEB8fD2dnZ05uy7lz5+Dq6oqoqCireBlarRYHDx5E+/btWRJ2tWrVsGLFCqu7RYsTBw8eZK1S2rVrhzlz5sDT0xMymQwdOnTgzfp+/vwZ9erVg1KpFM1qXLp0CdWrV8e9e/fw3XffgRDC27wwceJEdhKPioqSxN/68OEDr8K2EN6/fw9CiJnvIZNROnPmDNLT07Fr1y7UqlULbm5u6Nu3L1q0aIH+/fubHY8hk1tLcObLHj1+/BhqtdrqxVhubi6WLFkCZ2dntoTFBUaY0VKrJD48fPgQISEhCAwMNOFRvnr1Cm/fvsWHDx+we/du9OrVCzY2NmylgW9c1Wq1GDBgAAgp6HizdjH58eNHtGrVCoQQ9OrVS1K2+smTJyznrmvXrrxcRSEYq+gPGjSIMxP1LTj6irD24t66dQvVqlVjCZdCKcQBAwbwKpT6+fkJpmYZaXmlUolKlSpZHaRYCkaXpUKFCmaTu1ScPXsWNjY2aNGiRbGknxk9k6KshIACiwVHR0ezyZbhQUgV5jQ+HlcL9dixY+Hv72+2PfM9UlSpbWxssGTJErP3aZqGnZ2dqDu3VMyePRtyuVySwvnnz58RExMDLy8vTjL83bt3ERwcDF9f3yI1NWRlZWHbtm2sonNR5QSKip07d0Iul5tkFZRKJXr37i3YFPD48WNERUXB2dkZv//+u+j3dOvWDYQQ1vFcqHzMlIL69+8v6P9mDKZT0lJVaSbjWbjz8uPHjyCEYPfu3az0gfH1IaSANF8Y+fn5cHJyEtX64oNQ9mj8+PFQq9VFGi+zs7NRqVIlEEJ4DXqHDBkCuVwu2nkpFc+fP0fJkiXh7++P+/fvs3pkhRdsjBwKIQRdunQR7CBct24dlEolateuLaqCzgeaprFu3TrY2NggMjJSUkBL0zQ2bNgAR0dH+Pv7W8VVZVT07e3t4e3tbcbF/RYcfUVYenHz8/PZFsaSJUvi9OnTovt07tyZMzDy8PAQ5Gd8/vyZjdiHDh1aZOl1qfjjjz94dVmk4ubNm3B2dkbt2rWtbrM3xqtXr+Du7i64UpKC58+fQ6VScfIhkpKSUK5cOYuPHx0dje7du5u936BBAzRt2tTsfabMKKWjxNfXl3fyKFu2rCSukBTk5+ejVKlSqFmzpqS//82bNyhZsiRCQkI47VpevXqFqlWrgqIoDBo0SHKJQ6vVonv37ti9e7fJPm/fvrXKFqa4sHbtWk5uzy+//MK7j8FgwOrVq+Hk5ISQkBBJond5eXkmnXhCqu1MmSsuLs6iv4UJ5i0FTdOQyWRmZV7GePi7775j5QaMXzKZjLOpAABSUlIsVno3BpM9KlzGzczMhI+PD9q3b2/1sYGC37BGjRpwcHDgLPHqdDrUrVsX7u7ugirz2dnZknWIXrx4gYiICLi7u7MZIplMxhnYbNu2DUqlEomJiYLP2JkzZ+Du7o6wsLAiiS/evn0b5cqVg1qtllS+BQru03r16rGJBEvLnUDBuN2yZUsQQlC/fn32mfj/RXD04cMHtG/fnlWa7t69u+hFqlWrltmD1qdPH5Ntnjx5guTkZNjY2MDDwwMjR460yKnbkov7999/Izo6GgqFAuPHj5c86X/8+JEtoRm/hNrZr1y5grCwMDg6OhapI8tSHD58GBqNBvXr17ea7Mt0dJQtW7ZYOuZomkZSUhI8PT2tzmIxGDZsGJydnc1+b0bZ19JSA1Pe2r59u9k5u7u7cwY206dPh7u7u6Tjly5dmjdzkJKSwtvxlpmZabHb+IkTJ0AIwZYtWyRt//jxY/j7+yMqKoqz5KXX67F48WK2i0WKEvqjR49Yc1yNRoOmTZti8+bNxdI5aCmysrJYJ3mul0KhwNixYzn3vXnzJmtM3b17d8nn/+uvv5p8h1wuR0BAAGeJsnv37nB1dbW4ZFG+fHmzRgQpECrzBgYGYvz48aBpmrUpMr5OfM8t0/Zv7Vjz+vVrqFQqzszO6tWrQVFUkXl5nz9/RkhICCpVqsS5QH337h2Cg4MRExPD+3dMmDABNjY2krmMe/bsMQvG+cqxx48fh4ODA2JjYwUlSNLT0xEVFWVmTWIpcnNzWdmA5s2bS+IXMppfdnZ2CAkJEexkFMKBAwcQHBzMuky8ffv2/35w1LBhQ5QrVw5//fUXzpw5g/DwcFGT1lq1aqFXr1549eoV+zK+CHq9HtHR0ahXrx6uXLmCQ4cOwd3d3SIbCCnBUW5uLsaMGQOZTIaYmBiLa+T79++Ho6OjyYAXHR3Ny8TftGkTNBoNYmJirNbwsQa//PILVCoVmjRpYnW2JzMzE7GxsfD19S02ReP169dzEpstxbt372Bra8splDd27FheM08h8OkYMQrYv/76q9k+vXv3RkxMjKTjV6tWjdfPatKkSXBzczO7j169egVbW1szbogUtGvXDp6enpIn3Nu3b8PDwwPBwcG8+joPHz5kfZC6desmaTB98OAB5s+fz5au5XI5EhISsGzZMpw5c8bq8oAQdDod7t27h5UrVyIpKQlqtZp9ZpkOmsIBUunSpU2OkZubiwkTJkCpVCIiIoJ3Enj//j0GDRpkdr+1a9eOM0NVqVIlk+1u3boFmUxmsWGqtXwjoEBriRCCnTt3mn1WqVIlNnt648YNNjiSyWSCnZ+3bt0CIcQscH727Jnk37hbt27w9/c3Wwzk5+cjJCQELVq0kHQcIVy4cAEKhQKjRo3i/Pzq1auwsbFBhw4dOLMpOTk5qFKlCjw9PUWbDH7//XeoVCrIZDKT7BtXFprBlStX4OXlhYiICMEMVkZGBlum/u6773i3o2kamzZtEqxW/PLLL6wtldRGoAcPHqBmzZqs3IQ1ekzZ2dlIS0uDQqFAWFjY/+3giCHsGfsR/fbbb6AoSjBVXqtWLcFugEOHDkEmk5lMTKtWrYKjo6PkEpRYcHTu3DlERERApVJh1qxZFq3Gs7OzWfuORo0asZ0qhHCrDefl5aFPnz4ghKBHjx7FUo6Sil27dkGhUKBVq1ZWl+/0ej0aN24Me3t73g4DS0tWz58/h6OjI7p162bVORljwoQJsLOzMxt08/Pz4enpicGDB1t8zK5du3LqGB04cACEEM6BqmXLlmjQoIGk4zdq1AjNmjXj/Oz48eMghLtjLTY2lnc/Ibx48QL29vbo1auX5H0eP36M8uXLw9bWlre9mOEsODo6wtvbGxs3bpR8n718+RKrVq1C/fr1TQQbPTw8ULNmTfTu3RuLFy/G4cOH8fDhQ7x8+RJv3rzBu3fv8OHDB3z69AlfvnxBVlYWsrKycO/ePRw8eBBLly7FoEGDkJSUhPDwcPbYCoUCderUwaJFi8zU8TMyMnDu3Dmkpqaiffv2JkrNx48fR4kSJaBSqTB58mReDtDly5cRHBwMNzc3k+ckKyuLPQeKothXfHy8CSGbpmk0bNgQISEhknlGDKzlGwEFvwPfIiU5Odlk8h45cqTgWMeApml4eXmZZOBycnKgVqs5uXZcuH79OgjhVvtmStiWigtyYd68eaAoijfgZRzi+XiAb9++RWhoKCIjIwUXCAzJ3jj7xpRYhRZv9+/fR3BwMPz9/QVLZ3q9HsOGDWO5alyVlhs3bkClUqFGjRq8htFAwbNfuXJlKBQKLFy4UNL4bjAYsGjRIqjVapQuXdoi82Zj3Lx5k+0S/z8bHG3YsAHOzs4m7+l0OsjlcsHVba1ateDu7g43NzdERUVh7NixJjfHxIkTUa5cOZN90tPTQQjhveB5eXnIyMhgX8+ePeO8uFlZWRgyZAgoikKVKlUs7hC7efMmoqKioNFosHz5ctA0jezsbERERCA5Odls+ydPniAuLg5qtbpYRBItwdatWyGTydCxY0eLSpLGYNSv5XI5b/vm06dPUa1aNcmdZjRNo3HjxvDx8SmyTcTnz5/h5OTE2ZHFdJXdunXL4uOWKFGC0yF9+fLlUCqVnNnB5ORkyRozHTt2RI0aNTg/y87OhlKp5OyWWbZsGRQKhVVK39YY+WZnZ7NKt+PHj+fNihpzB/z8/DB//nyLBrbc3Fxcv34du3btwtSpU9GuXTuUK1cOGo2Gt/zF92IG56ZNm2L48OFYtWoVjh49Kpg1y8/PR7t27UAIQatWraDT6bBjxw7WNT0+Pl5wYtqyZQs0Gg1iY2PNyMKMajhFUUhMTMT69es5fz+mS4orKymGzp07o0SJEhbvBxRYdxBCcOrUKbPPmjdvbqK0npmZCYVCAblcLqpVk5qaapYZq1evHho2bCj53BISElCpUiWzyVmn0/GOuZZCr9ejZs2aCA4O5r1nR48eDblcznmNAODff/+Fq6srateuLbg4uHHjBtLS0uDn52dyz4o1YLx48QJRUVFwd3cXNUdeu3Yt5HI5kpOTOSku58+fh4+PD/z9/QWPlZ+fjxEjRoCQgu45qSXkmzdvonz58lAoFJg5c6ZVTRQhXLEAALcfSURBVDv/5zlHM2fORMmSJc3e9/DwwMqVK3n3W7NmDQ4fPozr169j69at8PPzM9HO6NWrl9kKPDs7G4QQ3gmacUUu/DK+uGfOnEFYWBg0Gg0WLlxo0Y9G0zRWr14NjUaDqKgos1V9bm6uWfbp6NGjcHNzQ1BQULGscCwBExh17969SB1lixYtAiGEU5MHKCDaVq1aFYGBgZLT5UzJSsycVQpmz54NlUrFmamsW7cubwAiBObB5OICjBo1ileBuE6dOqIlZQYTJ04UtAmpVq0aWrdubfb+u3fvoFAoLC67AAX3cM+ePaFWqy3Se6JpGnPmzAFFUWjcuLEg3+z27dvo3r07lEolHB0dMWbMmCIRrvV6PdLT03H06FEcOHAAv/76K37++Wf89NNP2L17N3bu3Int27dj69atOHHiBJ48eWKxinJmZiYSEhLYcodarYa/vz8IIahbty7279/Pe8z8/Hy2rbpbt24mWWFjI+eYmBjB63br1i1oNBqriPiZmZmws7PDtGnTLN4XKMh48WVhuLKhoaGh0Gg0osdlPNuMFacXLFgAjUYjuezCZGrPnTtn9tmOHTt4P7MU6enpsLe352zAAAqCsVq1asHHx4eXZ3X69GmoVCp06tRJNNNiMBhw5swZtqlHJpOJduB9+PABVapUgb29vWh35JEjR+Dg4IDy5ctzKtS/ePEClStXhkajEbV82r9/P1xdXREQECC5zMaITcpkMlSrVk1U0qYw/tcGR4wdhNDrzp07VgdHhcEQRhkejjXBkVDmKCcnB8OGDQNFUahWrZqkVmtjfPr0ie0u69Onjyh/hZlMZDIZEhMTvwqPQgjbtm2DTCZDt27drLZLAQq0XyiK4q3HAwUGmwqFAn/++aekY75+/Rqurq6Sgwgh5Ofnw9vbm9OUkhFqtMbrjTFu5Wp/b926NerWrcu5X5UqVXgH18LYvn07CCG82Yy0tDR4enpyDrLNmjVDbGyspO8pjLy8PFSuXBn+/v6CaXUuHDx4EE5OTggPDxe1Enjx4gVGjx4NR0dHKJVKdO/eHX/++WexSD8UJ96+fYuYmBgTHgghBElJSaIcxIcPH7LGoKtXrzb5rWiaxvjx40EIMTNTLYy8vDyUK1cOkZGRVhGYGVV1a0pqQMGikRBuwdw2bdogISHB5L0uXbrA1dVV9LiM3Yix7MPNmzdBiHRZDYPBgJIlS3KOFwaDAWXKlEFiYiLv/q9evZJM3GY4kHyLtpcvX8LT0xP16tXjvY+Z53rOnDmSvhP4T16lRIkSoi4KmZmZqF+/PtRqtaip8bVr1+Dv7w9/f39O3mBubi66du0KQgiGDx8uWF148uQJKleuDKVSie+++04yjeLs2bMIDQ2FnZ0d1q1bJ3m//7XB0du3b3Hnzh3BV35+vtVltcLIysoyeWCsKasVBnNxjx8/jpIlS0KtVmPBggUWD87nz59HUFAQnJycJCmJZmVlsQaz48eP5/2+O3fuWEVaE8P27dshk8nQtWvXIgVGt2/fhqOjIxo3bsz7NzA8B0usQ9q0aQMPD49iEf5jBiIugbzp06fD3t7ebLJ5//69aDflokWLoNFoOAeLSpUq8fKkypYtiwEDBkg69ytXroAQwhtUHj58GIQQzrLv3r17eYM3KXj+/Dm8vb0RHx9vcefbv//+i/j4eBBC0Lp1a1Fy/ufPnzFv3jz4+vqyfKLOnTtj165dxeoRaCny8vLQr18/VpDS+CWXyznJ/QwyMzMxbtw4qNVqBAQEmP2Ger2eLUfMnz9f9FyGDRsGlUpltWhi3bp1Ubt2bav2BQp0ngghnGWT1NRUs2MvXboUGo1GdKLLz89npQAY0DQNf39/M6FWIcybNw8qlQobNmxAq1at4OvrywaCTBaar2mgfv36qFChgqSxkKZpNGnSBJ6enrxl6+PHj4OiKEENp/Hjx4OiKIvKow8ePICvry+io6NFx8a8vDykpKRAoVCIzkkvXrxATEwMHBwcODvZaJrG0qVLIZfL0bBhQ8Fn0tgEt127dpJb9798+cLyclNSUiQlC/7XBkdSwRCyjdOxR44cESVkFwZjmcDc4Awh2zh9uWbNGjg6OkomKjIXl6IoVKpUyWINCIPBgLlz50Iul6Nq1aqSVmUPHz5EmTJlYGdnJ9imf/ToUTg4OFjtP8SHH3/8ETKZDF26dCnSCv3Dhw8IDw9HVFQU782Znp4OZ2dnpKSkSF4NHDlyxOpsDheqVavGm8WJiopChw4dzN4fO3Ys/Pz8BM+5Q4cOqFy5Mudnnp6emDp1KudnJUqUkGzdkJ2dDYqisHHjRs7Ps7KyYGNjg9mzZ5t9lp+fD39//yJl386ePQuFQoH+/ftbTKZnTFi9vLxgZ2eHefPmiZKw9Xo9zp49i7S0NJQpU4YlSNetWxcLFy7E7du3v3pW6f79+/juu+/QqFEjzqDImBReoUIFs/1pmsa2bdvg5+cHtVqNCRMmmFl/vHr1CgkJCaAoSlLpkwmCFy1aZNXf9OTJE6u71BjMmjWLVy26U6dOZnpFDEFZikFrTEwMevToYfJez549ERkZKbqvXq/Htm3b0LBhQ/Z3YTr+GD0crVaLwMBAdOzYkfMYTFassI8aH16/fg03Nze0bduWd5upU6eCoiheJXyDwYDmzZvD3t5ekrI5gzt37sDDwwMVKlQQXThotVqkpqZCJpOJjqeZmZlo1KgR5HI5731y7NgxODs7IzIyUrSTeseOHbC3t0dkZKRFfM6ffvoJrq6u8PX1FXUR+D8fHAEFrfwxMTG4cOECzp49ixIlSpgM2s+fP0dERAQuXLgAoCBCnjZtGv755x88evQI+/btQ2hoKOLj49l9mFb+Bg0a4OrVqzh8+DA8PDysauWfMmWKxWTk9+/fo1GjRiCEYOzYsZJW10ePHoWLiwvCwsIE07gbNmyAQqFAUlJSsbg/M9i1axdkMhk6d+5cpElGp9OhXr16cHV15a0T5+fnIy4uDqGhoZJbw3NzcxEeHo7atWsXi93IpUuXQIi55QFQQHokhHCmnePi4tCuXTvBY0dGRnJyP/Lz80EI4Q1owsLCOP2a+BAcHCxYskxNTUXp0qU5r9eqVatAURTv4JSdnY3hw4cLpunXrFkDQgiGDRtm1W/y+fNnDBkyBDKZDJGRkThx4oTkfR8/fowVK1aYtNar1WpERUUhJSUFY8aMwYYNG3DmzBm8efNGsl/Zy5cvcfbsWXz//feYMmUKOnfujBo1asDb2xuEFCg716lTB3PnzsVff/2FzMxMXLhwAatXr0afPn0QExMDlUoFDw8Pk2NfvnyZ1TdKSUnhbNs+fvw4vLy84O3tLelaXL58GY6OjmjYsKHVWd4ZM2bA1ta2SGNJjx49ULFiRc7POnfujOrVq5u8xyxypKhUd+/e3SzQ3LZtGwghohmEQ4cOmQRExpk94zF5yZIlkMvlvOfTuHFjhIWFSe6iZLJRfJkfvV6P+vXrw9PTk/f5yszMRJkyZRAaGmoRreLatWtwdnZGfHy8aGVBr9eje/fuoCgKa9euFdxWp9Ohd+/eIIRg5syZnM/T3bt3UaJECbi6uorqFd25cwdRUVGws7Pj7Cbkw/Pnz1G3bl2WrsH3m/z/Ijj68OEDUlNTYW9vz7ZmG6fbHj16BEIIK8P+9OlTxMfHw9XVFWq1GuHh4Rg1apTZRXj8+DGSkpJgY2MDd3d3jBgx4quJQBrj/PnzCAgIgJubmyRzPZqmMX/+fMhkMjRs2JC3+8qYg9CnTx+ru8e4sH//figUCslu4EIYNGgQFAqFIOGP0aIQ65owRtu2bSGTyazqHONCt27dEBgYyHkdx40bBxcXF7MH79OnT5DJZIJdg1qtFjKZDKtWrTL77N27d7wBGQCUK1dOclkNKFDuFuq2OXjwIG8pOT8/H4GBgbwu7a9fv4a3tzcSEhIE74kVK1aAkAKFW2sn6KtXr7KBQ61atfDTTz9ZdH9nZWXhyJEjWLZsGQYOHIgGDRogODjYZFK0t7eHh4cHvLy84OPjAz8/P/j7+yMwMBDBwcEICQlhVYeZl5eXF6pWrYoOHTpgwoQJ2Ldvn6QgQqfTseXYf/75B507dwZFUShdujQn10qn02HixImgKAr16tWTxOW6d+8ePD09ERcXZ3Vgk52dDS8vL/Ts2VNwuw0bNggqfteuXZs3U9KsWTOze5ThiEoh2S5btgwqlcokmGH4gGLjq06nQ9u2bc2Co+DgYJPtMjMz4eLiwiuqev36dVAUhRUrVoieL/CfOK2fnx/v/PHmzRt4enqiYcOGvIH7o0eP4O7ujjp16lhUvj537hxsbGzQtGlT0efIYDCwDQFimUrjBoH+/ftzjgsfPnxA3bp1oVAosH79esHjZWVloUOHDuwCS+rfaDAYMG/ePCiVSsTExHBWdf5/ERz9b4WlF5emaSxYsAAKhQLVq1eXJHSYm5vLdhuMGTOGdxLKy8tD+/btQQjBvHnziiVzwuDYsWNQq9VISUkpcsDFaIcIDSInT54ERVGc5R4+LFmyBIQUODEXB96/fw+1Ws15DjRNIzQ0lHPC+Pnnn0EIERRrYwZuLtVnhvfGR0auXr26RQrFU6ZMgbOzM+99o9Vq4eHhwWscy1hf8HGPTpw4AYqieMuADDZs2ACKotC1a1erg2uaprF7927UqFEDhBQ4i8+dO7dICti5ubm4efMm9u7diwULFmDWrFmYMWMGpk2bhilTpmDSpEmYMGECxo0bh7Fjx2Lx4sXYt28fbty4wel0LxU5OTnYtGkT24IfEBCApUuXcg7+z58/R3x8PGQyGWbMmCEpwHz27BmCgoIQGRlZJO4dM14JBSkGgwF+fn6CWl8BAQEYN24c52c1a9Y0K1n98ccfIISYaUVxgSlrGd+jjMq8EK+LgU6nQ+vWrU0CJK4FxcSJE2FnZ8d7v3Xu3BleXl6SeTJPnjyBnZ2dYPcgk9latmwZ7zanTp2CQqGwiGPFHFuhUKBLly6i9xRN06z+1MKFC0WPzXQRtmjRglNzT6vVom/fvixRW4pHqEKhQK1atSxyOrh06RIiIiJga2uL9evXf/NW+5+CJRf348ePaNKkCQghGD16tKQI+NWrV6hSpQrUarWZYaMxPn36hFq1akGtVvMK6VmLs2fPwtbWFg0bNrRYNK4wrly5Ao1Gg27duvEGbx8/foS/vz9q1aolaRJ9+fIlq31TmJtWFCxZsgRKpZJzYvn77795A5hBgwYhJCRE8NjHjh3jHfjPnTvHkvy5kJiYKKgaXBinT58GIUQwAzd48GB4e3tzXm+tVovg4GC0bNmSd//JkydDJpOJGmhu374dcrkcbdu2tZikXRiXLl1C165doVKpYGNjg549e/ISZv834f79+xgxYgRcXFxACEFiYiL27dvHee1zcnIwe/ZsODg4wNfXl1f/pjDevXuHyMhIBAYGFklpPisrCx4eHmZ8nsI4f/48COHWMAIKAlCKojitQ4ACf8HCgRVz30rp+n39+jUIMfeqa9SokWTBVJ1OZzKOcAkIv3nzBiqVipcA/+jRI1bwVyqWLVsGQgjOnDnDu83gwYOhVqsFmyOY40jlPTFgyo/Dhw8XXVDTNI20tDTJAdK+ffug0WhQs2ZNzmoHE/TIZDKkpKSIdlGeOnUKnp6e8Pf3Zyk0UpCVlYWePXuCEIK2bduyXKtvwdFXhNSLe+nSJYSEhMDFxUW0NZLB5cuX4e/vDx8fH8Eb4dmzZ4iOjoaLi0uRXMy58M8//8DR0RG1a9cuctfbx48fERISgpiYGN5j0TSN1q1bw9nZmdMPyhgGgwGrVq2Cvb29SYt0cXXnVahQgdc6YMqUKXBycuLMopUuXVp0MmGyMVy1cCYDxtch0rJlS4sE7vLz82Fra8vrDA4AFy9eFGx9ZtqP+e5DvV6POnXqCOqzMPjpp5+gVCrRtGnTYhmU3rx5gxkzZrCdatHR0RgxYgSOHTtWJJX44sq8GgwGXLlyBfPnz0dCQgIIIXB1dcXIkSN5syIGgwFbt25FYGAgFAoFBg0aJJlTkpGRgbi4OHh4eFgsJ1IY8+bNg0KhEG0UGTFiBLy8vHgXM8z9xdc1yWWQzDTQSBHQpWkaGo3GTBV7+vTpcHZ2NsuKvH//HpUqVTJbgGi1WtSpUweEEF7T2Q4dOiA8PJw309K3b1+4u7tLzirq9XpUrVoVERERvIvP3NxcREdHIzo6mveepmka7du3h52dnUUEbeC/wEqKNIClAdL58+fh6uqKsmXL8nKn9u/fDzs7O8TFxYnKDDx//hxVqlSBSqWyWPB4x44dcHR0REhICC5cuPAtOPqakHJx169fD7VajdjYWMkaIbt374aNjQ0qVqzIKa7F4NatWywnwlIVbjHcunULbm5uqFy5cpFJ3QaDAY0aNYKLi4tguYkpuXH5LxmDERcr3AkkRTROChiyNR+HonLlypziiZ8/fwYh/CaPDNLS0hAQEMD5WVJSEgghvMEMQ/61BImJiYI6LTRNo2zZsryrbJ1Oh9jYWERFRfEO4K9evYKnpycSEhJESakHDx6Eg4MDwsPDrZb/LwytVos9e/aga9eu8PHxASEENjY2SEpKwpIlS3Dnzh3RgEer1eLw4cPo1q0bHB0dMX78eIvPg6ZpPHjwAGvWrEGbNm1YTzUbGxvUr18fmzdvFgzgT506hYoVK4KQAmNOSwKcR48eITo6Gk5OTrh06ZLF526MrKwsuLu7i1rB0DSNoKAgwdLQ4sWLodFoeO8LjUZjxmVhslFSJ/qIiAizstLRo0dBCDHjmzAlN67fNy8vDzKZDKVKleL8HqaEx2eE/OjRIygUCos6A2/evAmFQiFII7h+/TrUarVg6TIrKwvR0dEoWbKkxRP+pEmTJHf50jSNcePGSQ6Qbt68CV9fX4SFhfGO/5cuXYKPjw+CgoJEf/O8vDy2JNenTx+LLKsePnyISpUqQaFQYNq0ad+Co68FoeAoJycH3bp1Y39AKatYmqbZH6xdu3aCg+iZM2fg4uKCMmXKFEkdmAuPHz+Gn58fypYtW2TrDQCYNm0aKIoSJEc+ffoUjo6O6Ny5s+jx9u/fD0KImaien59fkc8VKFCodnNz43zo3r59y9se//vvv0sa0Nu1a4datWqZvf/vv/+yfxNfB9ngwYPNDEvFMG/ePNja2goOIowODV926Nq1a1AoFIIcjj/++AMqlYq1xhDC/fv3UaFCBahUKtYip7hA0zSuX7+O+fPno169elCpVCCEwN/fHw0aNED//v2xaNEi7Nu3D4cOHcKvv/6Knj17wsnJCYQUtNtTFCXYFZiXl4d79+7h6NGjWLNmDdLS0tCuXTsEBwez3U5VqlTB+PHj8ccffwiWpGmaxsWLF9G8eXMQQlCxYkWLncfPnTsHDw8PhIaGFktDwunTp+Hm5ibaLcaUmIU651q2bGnSKWwMRn+u8KTMlJeliis2aNDAxAEB+K+5gYtq0KJFC95FRrNmzeDk5MSZCaNpGtHR0WbfZYxu3brBx8fHoszl8OHDYWtrK5gxX7x4MQghgo0s9+7dg6Ojo0XyJ0DB39WtWzcolUrRFnhmeyZAkuJj9+jRI4SHh8PHx4f3N3369CnKlCkDJycnSeewdu1aKJVK1KhRwyIeklarxejRo9l541tw9BXAFxw9ePAA5cuXh0ajEc0iMMjLy0OnTp1ACMG0adMEb+y9e/dCo9Ggdu3aktvcpeLt27coWbIkQkJC8PLlyyIf7+jRo6KEXZqmkZiYCD8/P8l/z7lz51CqVCmT4EiqW70QdDodfHx8MGjQIM7PmRZcrmszf/582NrainKlatSowamZ0qRJE5OA7/Tp02bbLFy4ELa2thYNfP/88w8IIYITrl6vR0REBJo0acK7zeTJk6FQKASFBPft2we5XI7OnTuLkjzz8vIwaNAgEELQsmXLYr+XGWRnZ+PQoUMYPXo0UlJSUKZMGbOuM65XmTJl0KRJEzRt2hTNmzdHSkoKqlevDl9fXxPyrkwmQ2BgIOLj4zFo0CDs27dPkvjk58+fsWLFCpQvX57tkNq6davFHX0//PADVCoVatasWSzCpwykTO5DhgyBu7s7bzBM0zS8vb15JVKuXbsGQsztORgislTOVO/evTl1o9zc3DB9+nSz95cuXQqVSsW5AP3rr78En5cVK1ZALpfzZvXv3bsHmUwmuXMNKJhLvL29eTtDgYIMfHx8PIKDgwVJ34xwrhRxUGNotVokJibC0dFREn+P6UwTsxlh8Pr1a5QrVw4uLi68JdaMjAw0bNgQCoXCZO784YcfODvlzp49C09PTwQEBFichf7zzz+/BUdfC1zB0cGDB+Hs7IywsDDJarRv375F9erVoVarsX37dsFtmS6ANm3aFJkgXRhfvnxBxYoV4eXlJalLRAxMqaVBgwaCA/66desktd0WxujRo6FUKtmJrjgMIhnBPD4Cc/v27XmDsHbt2qFatWqi38FFQGWyTsxLLpejWbNmZvsyytWWrJQMBgMCAgLQt29fwe0Yiwhjt3dj5OfnIzo6GjExMYKE6h9//BEURaFv376SgriffvoJTk5OCAkJkeyrVFQwekXDhg1jsz2FX9WrV0fTpk3RuHFjNGrUCElJSejUqRMmTpyIDRs24MSJE3j48KFF5HKapvHnn3+iW7dusLW1ZX/ngwcPWtzFZzAY2NV7ly5din08EMPnz5/h4ODA24UG/NeZefDgQc7PmYxlYU4VQxSWyt2ZOXMm3NzczN6vVq0ap1ArYzvC1URA0zQCAgI4TaGBgnHfzs5OUMG6ffv2CAwMtKjk88MPPwg2YwAF19PW1hb9+/cXPNaoUaOgUCgsfp6+fPmCmJgY+Pn5ifI+rcGnT59Qo0YN2Nra8pYmdTodevXqBUIK9JKY66JUKjk7BZ8+fYrY2FjY2NhYpIf0jXP0FWF8cQ0GA1s+aty4segq2GAw4OrVq6wFgFqtFjU3nDNnDggp0I8oim0HF/Ly8lCvXj04OjoWCw9Er9cjISEB3t7egposT548gYODA69dhtB+jILwixcv0LNnT8lZOiF069YNERERnJO6wWCAu7s772RQokQJ3oyTMfz9/U3KU4wgaeEyIUVRZi3UjCWIpYNeWloaXFxcBCdQrVaLkJAQTj4Vg7///hsymQwzZ84U/L4NGzaAEIIRI0ZICpDS09NRqVIltt2/uEvFQjAYDFi0aBGUSiXkcjl7/Z88eVIsx9fpdPjrr78wa9YsVrk7KCgIM2bMsPrvfPXqFZo2bQqKojB37txiLUtKxcKFC6FUKgX/Bibg5ivPT5s2De7u7mbvf/fdd1CpVJL/rnXr1oGiKLNxsVu3bpzik3q9Hs7OzrwZ7SFDhsDf35/3+3v06IGQkBDezxl/ty1btkg6f6AgKKtRowYiIyMFgyqGQC1UytRqtahcuTKCg4Mtzsi+fPkSQUFBiIqK+ir2O9nZ2UhKSoJKpeIVwaRpGlOnTmXHQea/y5cv59w+JyeHlbIZO3aspPnxW3D0FcFc3GfPnqFZs2YgpEAtm++HuXr1KhYtWoTGjRvDwcHBZCIUElCjaRqjRo0CIQSTJk0q9oHQYDCgTZs2UKvVou3YUsFcD6FVEE3TqF+/vkXlNAY9evSAh4dHsSqA63Q6uLm58ZYAbt26xUvGZO4FKQGaXC43IboyjuXGLyZQKszxYUjflqyQgP9seIQsZ4D/OumE0uppaWmQy+WixrDMID5mzBhJg5VOp8PKlSvh7u7OOsBbY5JqLW7duoWyZcuyq1Rr9ZgMBgMuX76MhQsXolGjRuyzbm9vj5YtW+Lw4cNWL25omsamTZvg4uICDw8PXgPTrw2dToegoCB06tRJcLt27dqhfPnyvJ+3b9+ek/szbdo0eHt7Sz4fJgNVeDyYO3cuHBwcOMfMRo0a8XZ+/vbbb5xkbgaMDpPQgpZxdrBkvL569SpkMpmgl6TBYECtWrVEy2uPHj2Ck5MTWrZsafGccfv2bTg7O6NBgwbFKibMID8/Hy1atIBCoeBtwDl37pyJ3Q5FUWZ+qMagaRrz5s0DRVFo1qyZqN7Ut+DoK4K5uOHh4XBychJs02fSuBRFmWUIhFKkOp2ONdSTQnyzBsOHDwdFURYZ+fLh0aNHSExMBCGE1zuMAdMibmk57f79+5DL5VZ7RfHh+PHjgqTkdevWQSaTcQZkDE9BrEuIuWeMCZ00TeOvv/7C/v37MX36dDbjMnXqVM4gxcXFRTRzw4WKFStyluqMkZ+fj1KlSqFatWq8E7hOp0NiYiKcnZ1Fu6kWLlwIiqLQokULySWST58+YeTIkVAqlfD398cPP/xQLJnSZ8+eYdSoUVi5ciUOHTrEacys1WoxZcoUSRlArVaL9PR0/P7779i4cSMmTZqElJQUuLq6gpCC7smEhATMnDkT58+fL7K206NHj1C/fn0QQtCxY8di5RcJ4dSpU2YT5O7du0GIsEl3Tk4O7OzsODk/DCpUqMApfTF06FCLGg+YYKYwD4jh33BxBMePHw8fHx/O42VnZ0OlUvEqQhsMBvj7+wuO3cw5cXEHhdC7d2+4uroKNsM8fPgQtra2omr5e/bsASEEK1eutOgcgILxUKFQWKTIbwl0Oh06dOgAmUxmtqh8+vQpHBwczJTLCSGidJX9+/fD3t4e5cqVE8z+fguOviKYixsREcGaFPJBp9Ohfv36Jml7JljiM+HLy8tDixYtIJfL8f3333+NPwFLly4FIcTE1doaPH36FH369DH5+4Ta9t+8eQMXFxdJ3WmF0bFjR/j6+habphGDChUqQKlU8k7EXbt25V0FM0RtsQdt8uTJIIQgLi6O83OGoCpUNqtYsaJFKtkMli5dyitsaYxTp06BEII1a9bwbvP582eUKlUKJUuWFO1o/OWXX9jBSopXFoMHDx6gRYsWIISgUqVKvGKJUnHx4kWEhYWZrEYJIfD29kaVKlWQmpqKvn37sq9+/fqxr/79+6N///6sSWpAQIDZIsfX1xe1atXC5MmTcfLkyWLjAOn1eixduhR2dnYICAjg5e98DVy6dAlyudzsXqhatSpq164tuC/Dj7t79y7n5waDgTUVLoxOnTpZJFnBdLcVljS5fv06CCE4f/682T67du0S5O8lJCSgUaNGvN/JdLXyBb0GgwGlSpUSFFDlwqtXr2BnZydqML148WJQFMVLbmbQv39/qNVqyRxYY6xdu7ZY5gc+6PV6VqDR2E7p4cOHbMNN4YSCFArG9evXERQUBC8vL0Hy97fg6CuBubhSeQMfPnyAs7OzCek2KSmJc9vs7Gw0aNAAarWaty5bVPz888+gKEqyyzsX3r59iwEDBkChUJgERnypbAYdOnSAm5ubxavfW7duWeRhJBX//vsvO8HxoUSJEryrqKlTp5oZiRbGq1evoNFo2LIZ12r2+fPnIITgwIEDvMfp27evxe38QEFAqlAoJGUgu3fvDmdnZ0FRtvv378PV1RX16tUTzYpcv34dwcHB8PDwsFis9NSpU6hatSoIKbAMmTlzpiRvMT7o9Xo8efIEp06dwubNmzF58mR06dIF8fHxqFChAipUqICYmBj2Vb58efZVrVo1tG/fHuPGjcPatWtx9OhR3Lt3r0iCk3ygaRrHjh1jNb369+//1QdyY2i1WpQvXx7lypUz+X0ZU1gxQdvU1FSUKVOG93MhUnS1atVES3bGYLTJCk+Eb968ASEEP//8s9k+9+7d4y2TAwUlOVtbW94gl1nICF2HVatWQSaTSda4YzBlyhSoVCrB/fR6PWJjY1G2bFnB5y83Nxdly5ZFVFSUVffpsGHDIJPJ8Ntvv1m8rxTQNI3BgweDEGJWDXjy5AlWr16NJk2asObRUqsNb968QbVq1Xgbnb4FR18RllzczMxMJCcnQy6Xw97enk0Xct1wX758QXx8POzs7HhJd8ePH5dMduXCn3/+CY1GgzZt2giWLGiaxvDhw3lFJocPH26W9iSECK76GHG2TZs2WXzerVu3RlBQkKhujCVIT0+Hm5sbCCFm7uAMmEGWr5uwU6dOor5uXbt2ZQNImUyGyZMnm22j0+lEHbA3bdoEiqKsIktK7aJ5//493N3dkZqaKrjd77//Ljn1/vbtW8THx0OpVPJaSQjhn3/+QY8ePWBjYwOlUonU1FScPn36/wkZ+WuCpmkcPHgQVapUASEEsbGxFpdmigMzZsyAXC43KRXrdDqULl0a8fHxgtc9JycH9vb2mDZtGu82jGEsVwbY3d1dsBxXGE+ePAEh5irver0eMpkMq1evNtuHyVzxtbwzXEChVvXo6Gi0a9eO9/OsrCy4uLhgxIgREv+SAmRmZsLb21v0+bt06RJkMhln9s0Y169fh0qlsth/DSi4ho0aNYKjo6PF6tvGELpfaJrGmDFjQAjBggULOLfJy8vDunXroFKpYGdnJ8lCJC8vj/UmLczX/RYcfUVIvbivX79GbGws7O3tceTIEVy4cAEqlQohISFmgUl6ejpKlCgBR0dHXrLfyZMnYWNjg4YNG1rUKsrg/v37cHd3R82aNUVXEvPmzQMhhJf4+fHjRzRt2tQkMFIqlbxtsDk5OQgLC0Pt2rUtntSYlZqYk3NiYqJkftbTp0/h7+/Ppm1LlizJuR3DXeArC1WrVo1Tu4gBY6Fg/HJ3d+f8/by9vQXbhBlytRghmgvMCltKcPL999+DEIIjR44Ibrd69WoQQjB+/HjR3zQ/Px+9e/cGIQU+R5ZIEtA0DYPBgI8fP2Lx4sUoUaIECCEoV67cV8nc/E/DYDDg559/RmxsLAgpMFE+dOiQVcGfVBLt+vXrObMTt27dgkqlwtixY03eX758OSiKEuXWMQbMfIRmoEAckmsR9eHDBxAirpRvjFevXvFmXL29vXm70qpWrcr73DLdqRMmTOD93unTp8Pe3l5wsTZq1Ci4uLhYfI8yJa2LFy8Kbjds2DDY2NiIZqcWLlwIQoSbZPjw5csXlClTBqGhobzGuzqdjtegeOrUqejevbtogMRIUwgFex8+fEC1atVgZ2fHm/UrfNxZs2axXD3mt/oWHH1FSLm4Dx48QFhYGHx8fEz0Yy5evMiSbQ0GA86fP4+BAweykzTfA3Hu3DnY2dkhISHBKs7Nx48fERERgYiICFE381OnTkEul5sNkIWh0+kQFhbGlgopiuJcqQHAuHHjoFKpeHkIQkhNTUVwcLBgCpkJHKQMrC9fvkRwcLAJB0WhUHBOLFOnToWbmxvvw+3p6ckb0NA0jbi4OE5y4bZt28y2r1ChAnr37s173gaDAU5OTpgxY4bZ92zYsEFUXTklJQUlSpQQ5e/QNI2EhAT4+fmJBjHz588HIQTDhg2TZGC5detWuLm5wdXVFd9//72kAODMmTMIDg7GlClT8OjRIxgMBhw7dszsOvxfQ3Z2NrZt28Z2ytWqVQvHjx+3KiiiaRoLFixAxYoVRccHpiGisG2FXq9HlSpVEBERYTKhf/z4Ea6urujevbvoeSQlJQmKstI0DQ8PD05ZDEaczxKOzLNnz3gz8eXKleMlTvfu3Vuwm65JkyaoX78+7+cMp4nPlxAA7t69C0Is7zBlsnRC3w8UZJkCAgKQlJQkeM8YDAbUqVMH/v7+VjkfpKenw9XVFfXr1+ccI0ePHg1vb29OEjTDyRRSnQcK7osJEyaAEGGvN0YOQKlUSg6id+zYAbVajZo1a+L9+/ffgqOvCbGLe+nSJXh6eqJkyZJmUX1ubi7279+PHj16sCUd5sU3yV68eBGOjo6oWbOm5M4fY2i1WtSrVw+urq6iIo8vX76Et7c36tSpI7oKZdon161bxwrqcREg//33XyiVSs5ykhgePnwImUzGq3PBYOTIkXBzcxMlw+bn56NkyZKcAQsXub5169aclh9AQepWqEyYlZXFWlMUfnF1jzVu3BiNGzcWPP/69etzqlnHxcUJqlwD/ylmSxmsX7x4AS8vL0n3wYoVK9iMkJTMxdu3b1ltksTERFGy9p07d9CjRw/Y29uDEIKEhARs3bq12In5/xPQarU4ePAgOnbsyP499erV43W2l4KPHz+yEhqjR48WXETs3r0bMpkM/fr1M5tQx48fD4qizJzihw4dCnt7e1Fz0Dt37oAQYVkLZhHDlZVktJEsGeMeP37Mm01t0KABr4n0nDlz4OzszHvcmTNnwtHRkZd6QNM0goODBb3lAKBmzZpISEgQ3IYLTFdg4d+iMPbt28fLrTLG06dP4eTkJFqu48Px48chl8s5eaqvX79GcHAwoqOjOedExlRbTLmbpmnW623WrFm822m1WnTo0AEURYlWExicO3cO7u7uKFGiBFs2/RYcfQUIBUfHjx+Hvb09KlWqhLdv35p9znThFO6c4XN7v3z5MpydnVG1alWrtH1omkbfvn2hUChEtYx0Oh3i4+Ph4+MjSny9ceMGVCoVRo0aBaAg/bpnzx7OFUxycjKCg4Otmsz69esHDw8PQd2b/Px8eHh4YOjQoaLHy8jIQKVKldhuCOPfgKuEGBkZyVsqfPHihSiJWqvV4t27d+yqeMaMGdizZw9nBq13796iVigTJ06Em5ubWfZn+fLlUCgUopmexMRElClTRlKL/MmTJyGXy9nfWAirVq0CIQTOzs7YsWOHqNYIABw4cAD+/v6ws7PD0qVLRTNaWVlZ2Lx5M2rVqgVCCBwdHdG7d29RD7P/1zAYDDh16hT69u3LLohKlSqFqVOnina7iuHvv/9GcHAwXFxcRInShw8fhlKpRPv27c1+f0YvqPCq/datW6LmqAz69u0LLy8vwd9i1apVkMvlnGNZWloa/P39Rb/HGIwSNxc/KDU1lbezbseOHSCE8OqsnThxAoQQQb+6IUOGwM/PTzBrw5hqC3XwcsFgMKBs2bKoW7eu4HY0TSMpKQkhISGi5TtGfdySsqUxGI83rqz3rVu34OTkhIYNG3LOY0zZTArfdMqUKaIBksFgYE1ohbShjPHgwQNERETAxcXlW3D0tcAXHO3YsQNKpRKJiYm8k8OhQ4dYg0tmUpbL5Zz6Krdv34a7uzvi4uKsVixlWvalRNijR4+GXC4XJYHqdDpUrFgRkZGRog/kgQMHQIi4CCEXXr9+DbVaLVo++emnn0CIdLNKoIDImZCQAKVSyf4WhbVN8vLyIJfLeUuFUtrvGTBmmEIrvLlz58Le3l4wcGFalwt3fr1//x5KpVJ0oDh9+rRFqX6Gr7Bnzx7RbRktHoZ/1rBhQ6xdu1Yw45CRkYH+/fuDkALT3e3bt0tq23/w4AEmTJgAf39/EFKgLVSnTh1MmzYNp0+f/n8aLOn1ely7dg1r1qxB165d2XMMDAzE6NGjceXKlSKTyWmaxvLly6FSqRAXFyfKOzl79ixsbGzQuHFjs8zSlStXYGtri9TUVJPzysvLQ0xMjFmZjQvv37+HjY2NIBEbKMjm8AUsdevWFdXjKgym25Qr89a1a1feZglGn4zPMicjIwMURQly9JgASoiHlZWVBUdHR0H+Eh8Y/pbYovbu3btQKBSi4yRN02jRogU8PDw4F+5ioGkanTp1gkaj4fybjx07BoVCwZmVpGkavXv3hlwul9SFzQRIfCRt5piMkayYLymDDx8+oHXr1t+Co68FruCIISx27NhRtL2ZWWUbvwoz8NPT0+Hr64syZcqIcoT4cOjQIchkMkkdE4xwmVj3A1AwictkMtGgIC8vDyVKlEBCQoJVk0FaWhrs7e1F6+TJycmoVKmSxcevWLEiUlNT8e7dO+zatcss68K0HPMR5BlfNCl+dFqtVnTlxPwGfORGoGDi9fT05MzmpKSkSDLhTUlJga+vr6RMJE3TaNOmDezt7QVJtkBBucxYl4T5f4qiRCeHCxcuIDk5GYQU6Id9//33kkp0jCr1okWL0LRpU7aMqdFoULduXUybNg379+/HrVu3vprq9vv373HgwAGMHz8eCQkJrDK2XC5HTEwMBg8ejDNnzhSb9c+jR4/YZojBgweLNmecPn0aTk5OqFWrlln29u3btwgKCkKFChXMrg8jyCnFVmjWrFlQq9WCk+7bt28hl8tNdG0YaLVa2NraWmyayqjXcz2jffr0QWxsLOd+Qq3+DKKjowU5gFqtFk5OTmZq9lzn4efnZ7FWF03TiImJEe0QBAp+K1tbW1FftNevX8PV1VWw004IOTk5qFixIgIDA8188YD//DK5hHr1ej1atmwJjUYjapllTNJetmyZ4HYzZswAIQQjR46UNM984xx9RRhfXJqmMW3aNBBCMHz4cNEB8NGjRwgODoa7uzubsSjs1fPixQuEhoYiPDxctM7Ph7t378LR0RGNGzcWfShfvnwJDw8PNGzYUPT879y5A7VaLUkjae7cuZDL5Va1gWZmZsLJyUk0sHvz5g1kMhnngCuErKwsyGQyQcFDhkzIl7VjxOSkWqA4OTkJDv4vX76UxB/o0aMHZ3cd01l3/fp1wf2fPHkCW1tbDB8+XNJ5Z2ZmIjIyEiVKlBAttyYlJZmJJBJCsHXrVknf9ffff6NJkyYgpECBftOmTRYpTOv1ely6dAkLFy5EkyZNzDhfXl5eqFq1Ktq3b4/x48djw4YN2LdvHw4cOIDDhw/j+PHj+OOPP3DmzBmcP38eFy9exNmzZ7F7924sWbIEo0ePRseOHVG3bl1ERESY2AF5eHigadOmmD17Nk6ePGkVP1AIOTk5mDp1KjQaDfz8/CQp22/duhUqlQq1a9c2mwy0Wi3i4+Ph6elpNqkeO3ZMEk8EKFgE+fr6cipeG2PNmjWQyWScpd+///6bl7MoBGY/rkzG4MGDER0dzbkfTdOwsbERzLT26NFDdLHRunVrNjtF0zTnvcpkqazpFtu/f7+kfTMyMuDl5SUp6GHGNbFxhg9Pnz6Fm5sbkpKSOOeLMWPGQCaTcWoS5ebmombNmnBzcxNV2adpmvUg5cveM2AqJH379hWdw74FR18RzMX99OkThg4dynJJxKLW9PR0BAYGIiwsDE+fPmVboY1T0e/fv0dUVBT8/f0tUhU2xufPnxEREYHIyEjRG8BgMLBGsWJ8Fb1ej6pVq6JEiRKi/KFXr17B3t7ezIVeKlauXAmZTCa6Elq5ciXkcrnFopJMeUmoM2batGmCAo/Md0vNioWFhWHMmDG8n9M0DXd3d8F2fuA/EmZh3lJ+fj7c3d0laQ8xaWup5c4HDx7Ax8cHZcqU4VwxMti+fbtZYNSgQQOLV82XL19GSkoKu3iYPXu2VYawBoMBz549w+nTp1nhx86dO6NGjRrw8/PjJObzvdRqNUJDQ1GjRg20adMGw4YNw/z587Fjxw48fPjwq+ku0TSNffv2ISQkBEqlEmPGjBHldBkv2rp27WqWXdLr9ejUqROUSqUZ6ff9+/fw8fFBvXr1JGW7FixYALlcLppZrFu3LurVq8f52eLFi6HRaCSXQ+fPn4+mTZuiVatWIKTAo7Jwhn3kyJEoUaIE7zEiIiIEeYrMOfHduy9evEDfvn1BURQSEhLg7OwMBwcHswCJpmmEhISY+CpKBU3TqFChgij3CCjQQSNE3LaEpmk0adIE3t7eVlcljhw5AoqiOMuoBoMBTZo0gaOjI+c98eHDB0RGRiIkJER0sUXTNAYNGgRCCDZu3Ci47YYNG0BRFLp16yY43nwLjr4imIvbvn17yarNT548QXBwMMLDw018gC5fvswOXF++fEFcXBw8PDxEBxo+MDemk5OTaGQOFKTDKYqStKphZOvFOiiAglSyi4uLVa2jNE2jdOnSvJ0mxqhVqxYSExMt/o6FCxfCxsZGsHTTq1cv3rQ8UHDt3NzcJH9n5cqVRduh69atK/p3Z2dnw8bGBnPnzjX7jMksiAW62dnZkMvlkMvlohIADG7fvg0PDw9UqFCBN1uWlZXFqoETUtCNJpPJULduXYu0jRhcu3YNHTp0gI2NDQgpaHdft24dPnz4AJqm8e7dO1y6dAl79+7FkiVLMHz4cEHX8sLIzc3F69ev8eLFCzx58gTp6em4d+8e7ty5gxs3buDq1au4ceMG+31fCwaDAXv27DErbd27d48tNzZo0ECSFEZ+fj66dOkCQgimT59udt5MYCSTybBjxw6Tz2iaRvPmzeHq6irJAeD9+/dwdnZG3759Bbd7/fo1ZDIZr8hpy5YtER8fL/p9DNq0acOWLo0D2MjISPbvHT9+PAIDA3mPUb16dUEbI0YRnKvMPXLkSJPvZYJsHx8fzvtk7NixcHV1tcpnj8lQ//3334LbGQwGxMbGonLlyqL36osXL+Dk5GSVjRODKVOmgKIoXkPu0qVLo0SJEpxzwOPHj+Ht7Y2KFSuKZlhpmkafPn1AURQnGdwYP/zwA2QyGTp27Mg7tn8Ljr4imIsrl8tFfyygQIsjNDQUISEhvJmQvLw81KlTB05OTpJq/HyYOHEiKIqS5MN0/vx5yOVyTs2RwmBKMXydW8a4c+cO5HI5Fi5cKOmcC4MhOooREV+8eAGKokRXFFxo27Ytryo2g8TERBOj2MKYNm0ar4ElF5KTk9G0aVPBbYYNG4awsDDRYzVr1gwVK1Y0e//Dhw+wt7dHWlqa6DGSkpLYwb1Hjx6SAtlr167B1dUVVapU4eUsdezYEYQQTJw4EUABN8vT0xPe3t748ccfrQoyvnz5gi1btpiQvgtnfZhynpSuxf9NMBgMrMk00y12/fp1dOnSBUqlEkFBQdi7d6+k6/bx40fUrl0bKpWKc2zS6/Xo2LEj5HK5WWAEgOVvSC25DBkyBA4ODqKB77Jly6BQKDizjgaDAV5eXpLuWQZMt1nhV3JyMrvN5MmTBW2BGjduLCh/wWgocXUBMv5xxi+FQsHr/3XlyhUQYrnZNlDwm4WHh6NVq1ai2zI8yN27d4tuu2HDBqvLfcx5NWjQAO7u7pzz2oMHD+Di4sKrj3T58mXY29ujUaNGovxCg8HAOg2IEbp37NgBuVyOtm3bcgaj34Kjrwjm4u7atUt02xcvXqBEiRIICgriLZPp9Xq0atUKarW6SHYBTNeWlLbbjIwMBAcHo2rVqpJWM02bNoWvr6+kG6p58+aiVh9i+0dHR4tOBkuWLIFSqZTM+TFGaGioqKR+ZGSkYFlw0qRJvK3Her0eR44cMSkFde7cWdRqhGm3FUs3M4MzV7fNyJEj4ejoKHpdZsyYwQYYMpkMrq6u2L59u+h1/+eff+Do6Ij4+HhOkvOzZ8+wbds2Mx4dI2ORkJBglRgog3v37sHLy4u3/GWNgnhxQ6fT4cqVK1izZo0gB4wZ9JnfITw8HImJiSCEwN/fH/Pnz5dMJD9+/DgCAgLg6urKOY7odDq0b98ecrmcc+xilNHFOs4Y3Lt3DwqFQrDlmvkbS5UqxbvQuHDhgqTFkDG+fPliIocik8ng4uJi8tyMGTNGcKEhZnJL0zQcHBw4M7RAgQJ24QCdrwuUpmlERERYZRwNFKjRUxQlSfohKSkJ4eHhouM6TdOIj49HiRIlrFaaf/fuHQICAlClShXO72P0kfjG2iNHjkChUKBv376i445Op0PLli2hVqtFs8N79+6FUqlEixYtzErK34KjrwhL7ENKlSoFf39/3g4kmqYxYMAAyGQyqwlyQEHJw97eHq1bt5a0wuzevTvs7e0FO6MYMC2lUlYjZ8+eBSEEP/zwg6TzLozHjx/zeiIVRpUqVUSFD7nAtNXz+aUBBb+Lvb29YCvpuHHjEBwczPmZXq83kwGYNGkSvL29Bc+NsUMQOjeggEzr6+vLWc54+fIlVCoVZs6cKXiMNWvWcJYGWrZsKXoPnT9/HnZ2dqhZs6ZFfK+DBw8iNDQUSqUSaWlpVneQ0TSNUaNGcQZHMpkMsbGxGDp0KPbs2YMHDx5YZbdjybk8fPgQP/74I4YNG4bq1auzZUC5XI6VK1dy7qfX69G5c2ezCTYyMhJbt26VXILJycnBkCFDQAhBnTp1OBdhOp0OqampvIHR8ePHoVAo0LNnT8mZvZSUFAQGBoryD5kuTL6F3+jRo+Hh4WExLy05Odnk2hXWGxs0aJCgAe7gwYMRFRUl+B2VKlVC165dOT9jdOGMGxCEuvUmTZoER0dHqwKR3NxceHl5CXbPMbh27RooihIVzgUK5g1rBXoZ/Pnnn1AoFLx8yu+++w6EEGzZsoXzc0axXYpeUV5eHho0aAA7OzvRbulff/0VKpUKTZo0MXn+vwVHXxFSLu7bt28RFRUFHx8fwWh/+vTpIIQIGo6KgekmKl26tCTxPSbYkeKz9eXLF/j7+yM5OVmSPUS1atVQvnx5q9uWx40bBycnJ9G/g+ns+v777y3+DqYTR4iT9fHjRxAiLJg2evRohIeH837u4+NjMugwXSJiD2VUVJRo5w9QUNJQKBR4+fKl2Wd9+/aFu7u7YPDBVRoghKBNmzaSJsjz58/Dw8MDYWFhFnHkcnJyMHnyZKjVagQFBeGXX36x2jKD0UhiApF+/fph7dq16NSpE6vazgR+fn5+qF69Otq3b49x48ZhzZo1OHLkCC5dusRyi27fvo1///0XDx8+xOPHj/Hs2TM8evQI58+fx08//YTly5dj/Pjx6N69O5KSklC+fHm4urqy3xMSEoK2bdti4cKFOHPmDO/1Zwb5wteeoijBgLwwLl68iFKlSkGtVmPx4sWcz93nz5/RqFEjyOVyzgXOtWvX4OjoiIYNGwoGZDk5OWwAw5hIS+lCTExMRIUKFTh/Y5qmER4ejp49e4oepzA2btzIXjcum5AePXqgcuXKvPuLld0AoEuXLoLHePPmDdzd3UEI4V0oMWD8Da11uWfkEsSyykCBxpOHh4ckuY7x48dbbe3EYO7cuSCEW/mcpml07doVGo2GlzIyevRoUBQlSQMpKysL1atXh4uLi2hn7qFDh6BSqdC0aVM2QPoWHH1FiF3cz58/IyYmBp6enoKTBmMwaIkLdWHQNI127dpJ0qEBCjIT7u7uaNasmaQJSaq5IfBfF5UUU0Au6PV6+Pr6ikryA/91JljapQYUrGRUKpVgnZvxRRIiKw8fPhylSpXi/TwmJgZ9+vRh/820HYsRK4cMGYKgoCDR34dpEa5Zs6bZZ+np6VAqlYIlkjNnzphljaRqhTB49OgRoqKi4OTkZPHvfv/+fTRs2BCEEFSvXh379++3OKg2GAws+ZgQ8w6+58+f49ixY1i3bh0mTJiAjh07ombNmggICOCUHBB7KRQKBAQEoFKlSmjWrBn69u2L6dOn4+DBg6LCegaDAWfOnGGzPHzcqbi4ONG/W6vVYsqUKZDL5YiNjeVVcr5z5w5KliwJJycnzkn52bNn8PPzQ0xMjOhEWrduXdZ+wd/fH3Xr1hX9vRgdIr5FDONRZg0Xh8kA29vbc2avUlNTUadOHd79Fy9eDFtbW8HvmDRpEvz8/AS3YdTvhTrjgIKxOigoSBJvkwsfP36EjY2NpPni6dOn0Gg0kjJCRTEFZ2AwGNCgQQN4enpyys/k5OSgQoUKCAkJ4eyQMxgMSElJgZ2dHa8wpzE+ffqE8uXLw8vLCw8ePBDclgmQmjVrhvz8/G/B0deE0MU1jmoZg1ku/Prrr5DJZBgwYECRumCYlKUUSXiaptGoUSN4enpK6hy6du0aZDKZoBGg8bHLly/Pq34rBYcOHQIh4m7UQEFKX4y/w4cBAwaIptMZHoTQgzp06FBERkbyfp6cnGyi+MvcN2Kr7V9//RWEENGHHgDbrTN58mSz+2j06NHQaDS8XDcmAFQoFBg7dixatWoFBwcHSaKWxsjIyEBSUhLkcrmkzk1j0DSNAwcOoGrVqiCEIDo6Gj/88IPF2kadO3e2uGtRq9UiPT0dly5dwsWLF3H+/HmcOXMGJ0+exIkTJ3D06FH89ttvOHLkCK5du4a3b99aHLy9e/cOBw8exIABA+Dj4wNCCHx9fVGqVCmkpqZi0qRJaN++PcqXLw87OzsQQqBSqQQ9vfbv34+oqCjI5XJMmjSJ91rt378fjo6OiIyM5MxeP336FBEREQgKCuLMPhojJyeH5fgolUrY2tpKklbo06cPvL29ecuaU6ZMgaOjo1X8xPfv34MQwktUbtasGRo1asS7/4oVK6BSqQS/Y+3atZDJZKKEYUdHR9EgCgD69++P4OBgq8f8Xr16wc/PT9LzMWzYMDg6OuLWrVsYMWIEAgMDebPlTGeeMR3C0nv99evX8PLyQv369Tn3ffToEVxdXdGwYUPOEmpWVhYqVKgAPz8/SZ2Sb9++RcmSJREaGiqaTTt48CBUKhVSUlLY++ZbcPQVwBcc5ebmol69erC3tzdTvDbGxYsXYWNjgxYtWojW2YXq+X/++SeUSiWGDBki6byZTJWYBxNQMAjXqlULpUqVksTXYEo0RTHQbN26tSQidl5eHuzt7UU5NXyoW7cuWrZsKbgNUzYQ8kQaN24cgoKCeD/v3r27mXK3t7e3qKJuRkaGoG0JA4PBYJJ16N69u8mg+eXLF/j6+vL+rQaDAYsXL2YzjhkZGShRogRKly5tsf6JTqdjNb8GDhxoMceHpmmcPn2abVsPDg7G8uXLv5qq9ddATk4Ozp07h8WLFyM1NRWhoaHsbxMQEIBhw4bh3LlzgoHPmzdvTKQ+jHHhwgXEx8eDEILatWvjn3/+4T0OQ7Zv2rQp5yRw9+5dBAQEIDg4WFIwfPLkSTNel5gl0atXrwQzHTRNIzo6Gu3btxf9fi4wBqJ8pZiEhAS0bt2ad/+VK1dCoVAIfgezYHv27Jngdl27doWnp6foOR88eBCECHu2CYGxLJLC/zxz5gzkcjkoimLHCSEic6tWreDj44Nbt26hU6dOUCgUFnv/HTt2DBRF8S6oGX0kppO1MF68eAE/Pz/Exsayzz6jVcaFR48ewdfXFzExMaLBzv79+6FUKll1+W/B0VcAV3Ck1WrRrFkzaDQawa6L9PR0eHp6okqVKqJExr179yIwMJAzin737h38/f1RtWpVSRPRkydP4ODgIKqzw4Axojx8+LDotlJNEoXw/v17qFQqSe3/TOAiJOAoBF9fX4wfP15wG8YVWyhImD17tqDO0bhx4xAQEGDyXmJioiQ7l/j4eDRs2FBwmw8fPpiVZxo0aGDC12JEGaWWvO7evQt3d3dUrVrVqsBk9erVUCgUKF++vCgfwBjGAfHVq1fRvn17yGQyeHh4YNiwYbh48aLVq+1NmzahadOmGDBgAGbPno2tW7fi5MmTePjwoUUZi7y8PDx69Ajnzp0zU8yuUKECm1nRaDSoVq0ahg4diu3btxdZIPL+/fusH1R0dDQOHjzIe7wPHz6wwoiTJ0/mDMQuXboEDw8PlC5dmjcQK4zp06ebaQoRQjB16lTeffr27SuodXb+/HmrS2rAf+38xs/op0+fsHXrVpw/fx4RERGcnpUMVq9eDblcLvgdTNnvzz//FNyO0SISy2Dk5OTwapRJRXx8PGrVqsX7uVarRZs2bUyCIuZV2JPRGNeuXYNcLodMJmNLzta0+aelpUEul/NWAGbNmiW4SL98+TJsbGyQmpqK9+/fo379+lAoFLz36vXr1+Hs7Iw6deqIkt1//fVX9jn9Fhx9BRQOjgwGA9q3bw+lUimoL8T86H5+fqL8BKb7rFWrVpwmfo0aNYKbm5voiobZPjExEX5+fpIMbLOzsxEQECCqycOACSSkiEPygdFBkVLuGzJkCPz9/U2ui9TJR2ppi9EAEUqnf/fdd1Cr1YLHoChKNAjmAqO+LXSfMGWxwgFSuXLl2PNm2nWlZgCBgsymnZ0dkpOTrRKtu3TpEqKjo6FUKjFr1ixJHmmjRo1Cs2bN8Mcff7C/5cOHDzFkyBB4enqCEIKwsDCMHz/eYjuabdu2ISkpCWXKlIGzs7PZNfPw8IC/vz8CAgIQGBiIoKAgBAcHIyQkBGFhYQgPD4ebm5vZfhqNBmFhYahZsya6deuGVatW4dKlS1ZdMy48fvwYAwcOhEKhgL+/PzZu3CiYaf7pp5/g5eUFJycnXmuRU6dOwdHREXFxcYJK54VRr149M+4VIYS3e4rROhMil3fs2BGhoaFWN29MnTrVTMGeCVKYl4ODA5KSkpCWlmbGT1y7di0oihL8DqYxQyxT8+jRIxBi3jHHhcaNG1skeFkYzN/IR9vIz89HWFgYJ2eOj++4du1aODk5mQVTUgjShaHVahEbG4uIiAjOBRZN02jatClcXV15S7PM4tzJyYkNyoXscs6cOQONRoOWLVuKVmP++eefb8HR10Jhb7WBAweCoihe3aPLly+jW7du7I0npueRkZGBiIgIlC5dmpMkuWjRIhBCJAk9Av9N9FK3nzx5MlQqlSTOi8FgQHR0NOrXry/p2HyoWLGiZEfu0qVLm3W3TJ06FVWqVBHd99KlSyDE3Oi3MBYtWgR7e3vBbRi5fr7JkCFqWiPq+e7dOygUCkEODyObUJjYGxMTY5I9YlaEUvSvGBw9ehRKpRKdOnWyavLKy8vD2LFjIZPJULlyZdFOmG3btiEqKgqEEJQvXx5btmxhszo6nQ7Hjh1D9+7dWa+0MmXKYObMmVapbmdmZuLOnTs4duwYNm7ciBkzZmDSpEmYOHEiJkyYgPHjx2PcuHFIS0vD2LFjMXr0aMyaNQubN2/G0aNHcfPmTXz69OmrKGYbDAYcPnwYTZo0gUwmg5OTE+bMmSMYYL969QotW7YEIQTNmjXj5WscOHCANeSV0sXEQK/XQ6lUsveYSqVCr169BINURuuMbyX/7t07qFQqSUbXfGjVqpVZkMF0sXK9ChPSGZNUITAebEuWLBHdztnZWVKpf8WKFVAoFFZ77zEyHsbNHoXx6dMnttnB+MWVzWXsTbiumRQuKxfu3LkDGxsbzi5CoCDDGRQUhCpVqnAu2rZs2WKSqVQoFKIiofv27WM7VoWezW+E7K8I44vL+BcVNjDNycnB5s2bERsbazJxiZVKDAYDmjdvDkdHR07y3N9//w2lUimpNAMUdOs4OTlJFh97/PgxNBqNZLVaRnhSzGVZCA8ePJD8IDJu2oUzP40bN5ZEyGXIzmIE1BkzZohyCPbs2QNC+I1nP3/+LClLxYekpCRBkTpGkoEQwk5eS5cu5RwYGId1LoNOPvz444+gKEryvcaFP//8EyVLloRGo8HixYsFV3U0TePo0aOscre3tzemTZtmkj3Ly8vDvn370K5dO9ja2hap/fh/GlevXuUtNX78+BELFy5EeHg4CCEoW7Ys1qxZIziB0jSNLVu2wMXFBR4eHtixYwfnb28wGDBt2jRQFIXmzZtbrLPTq1cvEEJgZ2eH2bNni2acmC5Ioft+7ty5UKvVVnWbAgV/u6+vL0aPHm32WUxMjMkEL5fLObW7GH0dsSDXz89P1O8QKLAHErPj0Ov17BjUvHlzVK5cGe7u7hYvoCZMmABHR0fB0rfBYMDEiRNNrgUfh+jNmzdo3LixWXC0adMmi87LGCtWrBAsm/7111+cc9ny5cs5A7WEhATR72QSAUILwW/B0VcEc3EXLlwIQgpMZ43x7NkzuLi4gBBi1i4sZjfCyPfv27eP83vDwsIQFxcnqUTClN98fHwke5ylpqbCx8dHkl4STdOoVKmSYP1bCmbPng1bW1tJKymmhFe4nOjj4yPKIwKAVatWQS6Xi6ZeZ8yYAS8vL8FtDh8+DEKIYNeOn5+fJHsWLjCKxXzHv3nzJmrXro1ly5bh48ePqFSpEqpWrco52Ofl5SEmJgYlS5aU9NsyWLZsGQghGDNmjNWZkuzsbLZ9PTo6GgcOHBA91u3bt9GnTx/Y2NhArVajadOm2Lx5s8l9bE258v8FaJrGwoULIZPJUL58efZ9rVaLP/74Az169ICNjQ2USiVSU1Nx9uxZ0etz9+5dNjPQoUMH3iDj3bt3SExMBEVRmDx5ssVCixcvXoRcLkdgYKAkfhZN06hSpQpiYmJ4M456vR4hISFF8vV6/Pgx7zg5ffp0dtyVyWTw9/c3WcAYDAbQNI3ly5cLlsUZlCpVCsOHDxfdTkwT6dixY7C1tWXnAuO5wdIgn1lQShHb/eWXX9gyqJCMCE3TWL9+vYk34nfffWfReRU+XlJSEry9vXnvz8WLF5v9jr///jsCAgLMrpG9vb2kMWjy5MmCc+234Ogrgrm4hBAMHjzY7AfLzs5GbGwsp46KUMbi6NGjoCiKs5uJ0TNydHSUpGoN/EfG5RpAuMDo8Ih1oTD4448/ONPVliImJgZt2rSRtO3AgQPNLAFevHghWpNmMGHCBEktt9OmTRPNHDGdI0Jkzfr166N58+ai38eFL1++QKPRSJJSAP4Tt+QbFO7evQtbW1vJpHwGTBm3a9euReLTXLx4EbVr1wYhBPHx8aIKt0ABUX/RokWoXr06KIqCQqFAgwYNsHr1aklieP+vkZGRgZSUFJPywPfff4/U1FSW/xQQEIAZM2ZI+nvS09PRtWtXyGQyBAQECHJczp8/D39/f7i7u3OK84nh+fPn8PHxQZUqVSRnmxhhRiEiL6OHJkZyFgJjs8PFybt69apJ1qhwCT08PBw2NjZwc3ODUqlEr169MH36dJw/f57zuypVqiRJpHLWrFlwdnbmncBv3boFlUplNid4e3tbtfCoXbu25CYYhqckxcz7wYMHbIlbzH9SDC9fvoSbmxtatGjBKwLavHlzODs7m2jp6XQ6bN26FaVKlTK5VlI6KxnRSaVSyUlh+RYcfUUwF7dNmza8q6Ps7GzUqFHD5IcVEgl7/vw5PDw8kJiYyHnMzZs3gxDCaRbJhY8fP8LT01OSWSFQcEPVrl0bUVFRkgi0ANCwYUOUK1euSNyLe/fugRCCPXv2SNq+TJkyZurRzGDLZ+prjG7dupm113OhWbNmom2+TLeYEFlz6NChouJwQujQoQNCQkIkr/hbt24NT09P3kwhk3a2lEuwdetWKBQKJCcnW82VAArus0OHDqFMmTIgpMCqROqq+eXLl1ixYgUSEhLYFuWaNWtizpw5OHnypEUZsf8JXLt2DSEhIZyLpJiYGEyaNAl///23JE7X8+fP0bdvXygUCnh5eWHZsmW8AQtN01i0aBEUCgWqVasmqWmjMLKzs1GhQgUEBARIDkKfPXsm6vRuMBhQvnx51KpVq0jjxoABA1CyZEnOz2iaZjM08+fPN/u8evXqJr8Fk1Xh4yzWq1dP0uKNoRgIXa8tW7aYfTefWa0YmGMJyY0Yo3r16vD09JRUddDr9XB3d4dcLi/S8w78Rz/g8537+PEjgoODUa1aNbO5x2AwYN++fShRogQIIYiNjZX0nVqtFvXr14eTk5MZN+7/F8HRhw8f0L59ezg4OMDJyQndu3cXHACZjgGulzFZmutzvh+OC8zFFaq9P378GB4eHvD29gYhBZwjPmVUrVaLGjVq8HaxPXz4EPb29rweP1zo3bs3HB0dJYlpAf/pb0jptgD+c5kWKxOKYcaMGbCzs5PUNs4o4hZW2500aRI8PDwkDbaJiYm8BpjGKFu2LAghghMXMwgvWrSIdxtmALNUN4jBxYsXJWfFgIIsmqOjIy9Zk6ZptGnTBk5OTpJUz41x5MgR2NnZoXLlyhZ1OnFBr9djy5YtCAwMhFwuFyX4Fsa7d++wYcMGJCcns+KJMpkMZcuWRc+ePbFu3Tpcv37d4jJSUaDT6XDz5k1s2bKF5YBxvaTIVTB48+YNhg0bBrVaDVdXV8ydO9fkWTl69CiqVKnCli0ePXrEakWNGDHCqkxfdnY26tatCzs7O8lyGUwJRayEz0yURTHYBoDy5csLjof29vbQaDSczy9DxC78+v333zmP1aJFCyQlJYme082bN0GIuNZbv379TLrCpC54CyMrKwsODg6SfdGY89u8ebOk7S9fvgy5XG5GG7EGbdq0gZubG2/geO7cOVbUlAs0TbNBrdRKRUZGBsqWLYuAgACTefD/F8ERk5n466+/cObMGYSHhyM1NZV3e71ej1evXpm8pk6dCnt7e5OgipACopnxdpaQFMUu7pcvX1CmTBmEhITgzZs3WLRoESiK4k1tjxo1CgqFgpPUrNPpUK1aNYSEhEj+MZkuJqlqxXq9HlFRURbJx6empiI4OFhylokPMTExaNeunaRt9+/fz7lSatasmeRuubJly/J2UDDIy8tjJ1yxDEtERASv4zRQUAYhxLqWWAbVq1fntAjhA6Oazlcm+PTpE4KDg1G2bFmLB4iLFy/C3d0dpUqV4lXetgS5ublYsGABu4ioXbs2du/ebbFC9vXr17Fu3Tr07NkTZcqUYbM1dnZ2iIuLQ0pKCgYPHox58+Zh+/btOHPmDB49emSRWGVmZiYePHiAc+fOYe/evVi5ciUmT56MXr16oXLlyiZcDWO+BEVRJhyYwYMHC34PTdM4f/48unbtChsbGzg6OmLq1Klmv9XTp0/Z0tyYMWMwZ84cVirE2vstKysLderUgZ2dnUUBDNO5KSQwq9frUbp0aTRo0MCqc2Pw4cMHURFKjUbD28zw6dMnk+BVJpMJGrp26dJFUnkpLy8PhIh7Vubl5bGNOoQQq0npANCzZ09JVkMMGjdujNKlS0vuQB02bBgcHBys6go1xtu3b+Hh4cFbXgMKqAwymYz3vjMYDEhOToaLi4vkbNnz58/h5+eHihUrsouK//PB0e3bt0GIKYHst99+A0VRkrMhQMEKozDHghCCn3/+2epzE7q4TLeZg4ODyUqYr6OJKQnxrSYZcqGQeJcx8vPzUbp0aVSuXFnyqpkptUix7QAK0udyuRzLli2TtD0fnj9/DkLEHegZTJkyBe7u7mYPV6lSpUQnHAZBQUGiBGmmy4IQgoiICMGBJCEhQbB0SdM0/Pz8MGrUKEnnxwVmtc2niFwYer0eFStWRJkyZXiDjBs3bsDR0RGJiYkWZxfu3buHkJAQuLq6SlJbl4L8/Hz8+OOPbClao9HA3d0d7du3R8uWLVGrVi1ER0fD19cXwcHBvM8Tg8zMTJw8eRJz585F9+7d0aBBA5QuXRoODg4mAQxFUXB2doabmxub6fX19UVAQACCgoIQGhqK4OBgEyKtMZ/Fx8cHMTEx6NSpExYtWoQ//viDPTeapnHv3j0sW7YMDRs2ZIMnvkD+48ePWLp0KaKjo0FIgUr4jBkzOLN0Wq0WlSpVYktCjODfsGHDeNv07927J1giycrKQu3atWFvb2+RZhnTEStGsGaMl8VkNMTAHIdPFDAzMxOEEGzcuJH3GK1atWKzN97e3oITZc+ePQWJ1sbw8PCQ5H327NkzyGQyUfsSMTC8T6n8rdOnT1uUfXn//j2cnJys9oMzBtNMw5cp0+v1rO8hX/bx48ePCA0NRfny5SU3ZFy5cgV2dnZo0aIFDAbD//3gaMOGDXB2djZ5T6fTQS6XSy4xMGJPhTMyhBT4G7m5uSEuLg4bNmwQjLzz8vKQkZHBvp49e8Z7cSdPnizZXfjRo0dwdnZG8+bNOb//woULkMvlmDBhgoS/tgCzZs2CXC4X9HUzRl5eHgIDAwVl9gtj3LhxcHBwsEgrhQtr1qyBXC6XXHLiatfXarVQKpWSs2Surq6CbZ55eXnw8vLiLckWRteuXUU5TO3atRPUYJowYQLGjh3L+7ler0dwcDA6dOgg+D3GuHTpEmQymWBK/NixY1AoFOjVq5fF/I/379+jSZMmbPnGUrsQIVy9etXE6b7wy83NrUjfl5GRgVu3buHw4cNYv3495s6di9mzZ2PGjBmYNm0aJk+ejIkTJ2LcuHEYO3Ys0tLSsGjRImzbtg3Hjx/HzZs38e7dO4v1n3Jzc3Hs2DHcuHGDfc9gMOD06dPo1KkTNBoNFAoFWrVqhSNHjggef9iwYWaCfb169eLclqZpbNy4EXZ2drwLg8zMTMTHx8Pe3l7yQow5/8TERNFymk6nQ3h4OJo0aSL52Hxo3bo1KlasyPs544sotJhg2ukJEVfo7tGjh+TgqFy5cujbt6+kbcuXLw+ZTCZpWz7o9Xp4e3tj6NChkranaRoxMTGSyoQMZs+eDaVSaZYpNhgMGDdunEWUlNatWwuW1548eQJnZ2dO8WMGV69ehY2NjRn3VAj79u0DRVEYO3bs//3gaObMmZyEOw8PD6xcuVLSMfr168dpDDpt2jScPXsWly9fxpw5c6BWq7F06VLe4zCtgYVfhS8u4y8mpUar1WpRtWpVBAUFca6Cs7OzUaJECVSsWFHyyv7JkyewsbGxSJdmxYoVkMlkuH37tqTtc3Nz4ebmJjlTI4SmTZtKLhfRNA1vb2+zdv1///0XhEiXuVcqlVi+fDnv5ytWrDCZdGQymWD2aPbs2XB0dBQMLpYvXw6FQsHLqxo7dixcXFwES7sMwVYK6ZzB+PHjIZfLBbMATDnEEoFIBkyLukKhQOXKlS3mMIkhLS2N87lLTk62KHv8vw2fPn3Crl270LVrV7acGBYWhjlz5kgiP//www+c18Xe3t5sLPn06RPatm0LQgh69OjBydn88uULatasCQcHB4v1yiZOnAiKokRthhhJCCmO60LIy8uDg4ODYHZm/fr1oChKkMeYn58PQoikztXu3btLEpgFCsympToLrFq1CoSIa66JYdCgQfDz85McrDPPvFTftMzMTHh4eHAG3ykpKQgICJCcxXnz5g3c3d0FCe5Mhsk483fr1i2Tv4+pdkiRMmCwYMEClm7yvzI4GjNmDO+KkHnduXOnyMFRTk4OnJycBOXrGUycOBH+/v68n0vJHF2/fh12dnZo3bq1pFU4M3Hx8UKGDBkCjUZjkf5F69at4ePjI/lHz8nJga+vLzp27Cj5O/r16wdCCK+7s1Tk5OTA1tZWsscQU4IrXA5lVoBSPKIYTsCWLVt4Py+cNRLLHjFEdiH+DdPyz0f4ZAI8IWLmly9f4O7ubtFqSafToWbNmvD39xckUE+aNAmEWNaUYIwLFy4gODgYzs7ORSpXFwZN0+jcubNZtxfz77i4OMyYMQP//PNPsWauihs0TePatWuYPXs2atasySr/RkdHY9SoUTh16pSkie3jx48msgDMtTD2wjIeG8+ePYvAwEA4OTnxcufS09MRHR0NR0dH3rGID4wI6axZswS3e/78ORwcHAQVnaWC0RYTyox369YN5cqVEzxOTk4OCCGSmlwsCY569uwpuaOKaSAqamn63LlzIEQ6yT03Nxfu7u6SDcuBgsBCoVCYycj8+++/UCgUkuVGgP+Ce6Hmn65du8LBwQEXL15k73njihEzNtja2kpe2NM0jV69ev3v9VZ7+/Yt7ty5I/jKz88vclnt+++/h1KpFPUwAwpk9Qkhkk0oC6flPnz4gNDQUJQtW1ZS2+OJEydAURSv1DzjgC3UBVUYx48ftziSXrx4MeRyuSTtCKCAp0JRFGxtbSV/Bx8Yt2up7tS//PILCDEXf5w3b55kcbC3b9+aPWTGePDgAW+XEV/ZiwmUha67wWCAp6cnp5ovg2rVqokqfC9duhQymcwiR+9nz57Bzc0NjRo1EnSD79SpE5RKpdXBzadPn9hBrGvXrpKeO2PwZUfz8/PZgEIul6N58+b48OEDfvjhB7Rq1Qr29vYghEClUiEuLg79+vXDhg0bcP369SI3C1gDvV6Pu3fvYufOnUhLS0NycjKbHbKzs0OzZs2wevVqQeHQwnj//j2riKxUKuHk5IQpU6Zg6dKlWLJkCRYtWoQFCxZgwYIFePbsGbRaLaZMmQKZTIbq1avzBu4nT56Em5sbwsLCLHaJZ7wfuZSnC6Nly5bw8vKSLEQrhP79+4sSkMPCwgQNZ4GCDmBCpFkqdevWDVWrVpV0fpMnT4aPj4+kbWmahpubm+RuMz4YDAYEBARgwIABkvdJS0uziBqRnZ0Nb29vTqeFgQMHwtHRUTKxnKZp1K9fH4GBgbzd558+fYKbmxv73Mv+v/bOOyyK6+vjdwtbKMvSiyBdUVTAhh0LKvYoJoIFxS7Yo0ZURCzBXlCJJZYkP2NLjJrEXhNjjbFF0Yi9BCwoXdjd+b5/7DsrC1tmBklMMp/n2UfZuTM7d+q5557zPUJhBQOsoKAAtWrVQlBQEOMi2aWlpRgwYMD7aRwxhQ7ILjtvfPDgQcYB2eHh4YiKimL0W3PnzoWdnR3jfStrHKnVanTs2BEODg6MphWeP38ONzc3tG3b1mDAdH5+Pnx8fNCyZUvGbtLS0lLUrl0bLVq0YBw7UlBQAGdnZ8aCgAcOHNAFlDZr1kxvWUlJCc6ePcsqbmXs2LGssixSUlIMBmOPGDFCT3XYFHTmmKkK9UVFRcjNzdVl/B07dgyvX782up8URYEQYlYlfOjQoQgICDC6HXoqwNS02Zs3b+Dj48PYbU9DG6Km6liVlpbiww8/hEgk4pxaTFEU1q1bBzs7O9jZ2WHt2rWMrmGNRoNatWqhd+/eOHToUIV1cnJydIU0jx49qrfszZs3OHPmDFauXImBAweidu3aumlRuVyOZs2aYdiwYZg1axbWr1+Pffv24cqVK3jx4gUnnR2KopCTk4ObN2/i5MmT2LlzJ9LS0jB8+HCEhYXpBW67u7ujc+fOSExMxOHDhxkPvmhu3ryJSZMmwdraGpaWlpg0aRL+/PNPk+scOXIEQUFBEAqFmDVrllEDcd26dRCLxWjbti1rWYbXr1+jRo0aCAoKMqstRQ88mSZdmEKlUsHNzc3klD7tYTanm0YHMjPxgA8aNIixcbRmzRoIBALGz+727dsbrCm5YsUKfPLJJ4y2AQAff/wxXFxcGP/uw4cPIRKJTIYYlCctLQ1CobDCbMazZ8+gUCjMGqRluXPnDuRyuUHl8adPn+rkKOiPhYWFwSzj33//HZaWlqy0ov7xMUeANpU/NDQU586dw6lTpxAQEKCXyv/48WPUrFmzQvbD7du3IRAIDEbk7927F+vXr8e1a9dw+/ZtpKenw9LS0qi+giHKHtykpCQIhUIcPnzY7HoURaFr165wdHQ0auDFx8fD0tKSsTcH0MajCIVCVvP5ixYtglgsZpQSmZ6erje1UT7bhk6xZ6NTU7duXVZKzTExMQbjk7p27YquXbsy2gYtuW9seqssdHkCc7EUACASiWBhYWHyRUG/JIy5gPPy8mBpaWk2Xo1WBmaTTQRop7NFIpHJYFuVSoUBAwZAKBRWqqZSdnY2Bg0aBEIIGjdubLaeW0lJCZYvX47atWuDEAJfX1+kpqbqGQIPHjzAqlWrGBk0+fn5+Omnn7BkyRJER0ejQYMGcHV1rRDALJPJ4Ovrqyu70qJFC7Rq1QqtW7dGu3bt0L59e3Ts2BEdOnRAaGgoqlWrZtCzaGFhgbp166J///5YvHgxDh8+zNpzRpObm4t169ahadOmIITAzs4OU6ZMMZtKff/+fV3x2RYtWhit1aVSqTB27FgQQhAfH886U1GtVqNr165QKpVmn1EFBQXw8vJChw4d3kmRXvo5YyrQmq4KYO540aV5mHgcoqOj0bp1a0b7uHXrVhBCGHtkxo4di8DAwArfT5kyBZ6enoy2AbytZ8dEdZ6mV69eqFOnDuNzU1xcDA8PD/Tt27fCstTUVIjFYsZxTIC2vp5QKKxwPunrs/ynS5cuBrdDCyQbC5coz7/COHr58iViYmJgbW0NhUKBuLg4vRcQPWdbXiI8MTERnp6eBq3o/fv3IyQkBNbW1rCyskJwcDDWrFnDKvOEPrjbtm0DIcyDWelAMGNzzPTUGJt6NtnZ2VAoFBg1ahTjdYqLi+Hi4mI2fkWtVhu8UMvPqffr1w9BQUGMf5+e3mIzBRgaGmowIDA0NJRxLANtHJX3PhiipKQEAoHAbCkV2j1PCEHfvn2NPmiKi4thZWVlMj4jLi4OHh4eJuNnNBoNQkND0axZM1YvnNLSUrRs2RKOjo4mX2oajQbDhw+vEL/ChZ9//hl16tSBUCjE6NGjzabfUxSFU6dOITY2Vpe5FRUVhf3797+TmKLS0lI8fPgQZ86cwTfffIMVK1ZgypQpGDp0KOLi4jBw4EAMGDAAffv2RXR0ND766CP07t0bvXv3xogRIzBz5kysWrUKO3bswMmTJ5GRkYGcnJxKv/g1Gg2OHTuG/v37Qy6XQyAQIDIyEtu3bzerv1ZUVIRZs2ZBJpPB3d0dW7ZsMbo/jx49Qtu2bSESiRif26KiIrRq1Qrbtm2DRqNBXFwcRCKR2QwvQOvNkMlkyMzMZPRb5vjggw/MKvKPHDnSYBJOeaZPn854+qtTp04GvTuGoGMQmSYMpKenQywWVzBS6XIfTNXJ1Wo17O3tGdWXpNm/fz8IYSetsGrVKgiFwgrntKioCNWqVTOpQ1ie0tJSBAcHIzQ0VM/D+erVK4wdOxZCoVAXn0cIMWhE0sTGxsLa2pqRU+FfYRy9r9AHV6FQGE3DL8/Nmzchl8uNGjEFBQXw9vZG69atWRlqo0aNgq2tLSshMdoTZM7KpzMCyn98fX11bQoLC2Ftbc1I24PGWPFYY6hUKggEAoPGkbOzM2bPns1oO7Qhw8Q4AgB3d3ezHsW0tDQ9j4QpAbjevXubTPu/fv06CDFfCfvQoUOcAqhfvHiBmjVrwtfX1+RDl6IonVHMRs3ZEKWlpViyZAmsra1hb2+POXPm4PXr12bXy8nJQVpamk7zx8bGBlFRUdi4caPZqaV/Avn5+fj+++8xZswYeHt7gxACf39/zJs3j9F9oVarsXXrVnh5eUEikWDq1KlGPZcUReHLL7+Era0tqlWrxshzSkMrvIvFYnzwwQcQCASMBjV0CATThAtzZGVlQSwWm9VWCwwMZDRY6tatm9kYP5rmzZszLpJL6whlZGQwan/s2DEQUrHwLD3wZ1qxAAD69++PevXqMW6vVqvh6elpUgCzPEVFRXB2dja4Dj2lePXqVcbbO3fuHAQCgUGHwPXr19G2bVvds9WUJlReXh78/f3RsGFDswMp3jiqQuiD6+vry+hBX1paqquIbixge+LEiZDJZKym027cuAGRSMQoI49GpVLB29sbffr0Mdv29evXSExMhK2trZ5x5OjoqGtDj3DY7HdCQgL8/f0Zt6eDscvPT9PpuOYUaWlo44hp2n+TJk0MBiCWJSIiQs84kkqlRqcXafE6Uy+/Hj16IDAw0KyBHBUVBScnJ9bxIvfu3YOrqysaNmxochqQoihdKn18fHylPTePHz9GQkICpFIpbG1tMXPmTEb6VhRF4bfffsOcOXPQpEkT3bFu2LAhkpOTcf78edZ6Q38HGo0Gv/32G1JTU9G6dWvd9JyXlxdGjBiBn3/+mdEg682bN1i3bh38/f1BCEHXrl1NDnKePXuGXr16gRCC/v37sw6Kbty4MYRCoe64JyUlmV3n6dOncHJyQocOHd7ZuVm4cCGkUqnJa+b27dsghODbb781uz0vLy/Gwqx16tRhHE9DF71lKqj79OlTEEKwe/duve/pYO1Zs2Yx2g4AbN++HYQQVsH+M2fOrFBBwhypqamQSCQVMoRLS0vh6+vLutD2sGHDYGtra3AqlKIo7NmzR1exwNS5PX/+PMRisdlYLd44qkLog8tElZQW3TLlvjx//jyEQiHrUZaXlxecnJxYBXrSaZRMayYBwJkzZ3QPckKIXrZar169TAqyGaJ27dpGBevKo1KpdJWZy+s3sYkLAt4GZDM1jvr06YM2bdoYXZ6fn69LC6U/QqEQAQEBBo3g169fQy6Xm5yGpY+1uayxP//8E0qlEgMGDGDUl7JcunQJNjY26NSpk9mYk3Xr1sHCwgItW7Zk7OI3xZMnTzBhwgTI5XLY2Nhg6tSprOJznj17hi+++EJXH44QAqVSiTZt2uDjjz/Gli1bkJGR8ZfWVCsPRVF4+PAhfvzxR6SmpqJPnz5wdnYGIdqMta5duyItLQ23bt1iPCWXl5eHRYsWwc3NDQKBAFFRUWZfwLt374azszMcHBwYF3Yuy7Vr1/SubYFAAGdnZ5NJA2q1Gm3atIGbm1ulS07QUBSFmjVrmp2yWbhwIeRyudk4otevX4MQgv/973+Mft/T05OxEC9b7zRFUVAoFAZT4SMjI43G2Rji9evXEIvFjAVxAe1gSSAQmFQTN/Q7tra2BoOp6VgupsYhoE1Ssre3NymrkJWVBYlEAg8PD5NZqAsWLIBAIDD5jOeNoyqE6cE9deqULsi0du3aBtsYm3c1hUql0qVNsxFj1Gg0qF27NqsbDtCmarq5uaG0tBSnTp3SWe95eXmQSqWsPFd08VhDBWt37NhRQSdqzpw5RmOdzp49C0JMa56UhTaOmATPA9qad35+fkaX0zov9IuD/r9IJDJqfMbGxsLPz8/kiDo8PByNGzc2++LcuHEjCGFeCqAshw4dglgsxuDBg83+zi+//AJXV1d4eHjolfOpDNnZ2ZgyZQqsrKxgaWmJ0aNHGw0iNkZpaSlOnDiBefPmISoqCj4+PrpzYGVlhWbNmmH06NFIT0/H7t27cf78eV2qe2Whs9Zu3bqFkydPYs2aNUhISEDLli119c7oqffmzZtj6tSpOH78OOuMtezsbMyYMQNKpRIWFhYYPHiwWe2zp0+f6tKVu3fvztmoTUhIqKAxRQgxOXWTkpICoVBYIQ60LM+ePcPgwYMZG8WHDx9mZHA0bdqUkdeCDl5mOv2jUCiwaNEiRm3peMryniBTNGzY0GD8J5u4KJq2bduic+fOrNZp3759hQxkc0yfPh2WlpYVPNdqtRq1atViPGVJs2bNGhBSsZpFWU6ePAlCiMlzodFoEBERATc3N6PXF28cVSHmDm5GRga6d++u90AxVk4kNTXVYMS+MTIyMnSeKEIIKzc5XceNTXmA0tJSODg4GNTooafU2Cgj0wGL5cXEAK3wZVnhz7Nnz1Z4OJd15dKCcExVo7OyskAIwZ49exi1X7lyJSwsLIwarV9++SXkcjmCg4N1NcF2795tMv6LjkkwFfdBB0qaexlQFIWIiAhUr16dUykX2os4dOhQs56Wx48fo3HjxpBKpYyzQpjw4sULJCUl6bSAQkJCsGLFCtbThTQvX77E0aNHsWjRIsTExKBGjRp6QZ20Ievi4oLQ0FB07twZsbGxiIuLw5AhQzBs2DCMHDkS8fHxGD16NMaOHYsxY8agb9++iIiIQHBwMNzc3CpkrYlEItSuXRt9+vTBvHnz8P333+P+/fucgrWLioqwfft2dO3aFWKxGFZWVpg4caLZWKSCggKkpKTAysoKDg4O2LRpE+dg8YKCAl0f6bpthBC4uLhg4sSJBrd7/PhxnYSAKaKjo02WkChP27ZtUb9+fZN9efLkCQhhlrG0atUqWFhYMJoqpoVjmWZvvnz5EoQY11IzRK9evQwaE3TmHZPQDZr58+fDysqK1QCA/h1Dz2RjPHv2DHK53OC5pmNK2RQuVqvVaNCgAUJCQkw6CSZMmACZTGZSguHp06dwcHBAz549DV4zvHFUhRg7uIWFhRg+fHiFKHtCDEu13759G1KpFJMmTTL7mxqNBkuXLoVEItEzGNgI3bVu3ZqxXgcNnYJuyDvDNgAQ0IqkGdIrAoAOHTroskLy8vLg5eWldxwFAoGeLgdtnDF9eNCquEyz5I4ePWo2uJLuB+1ON2d4URSFwMBAk1MEFEWhYcOGaNSokdmYjbt378LS0pKVAFxZvvjiCwiFQkRHR5t9oBYXFyMuLg6EEIwaNYqR4ClTVCoVvv/+e/Ts2RNisRgWFhbo3bs39u3bV+kpMo1Gg6ysLFy6dAk//vgj1q9fj5SUFIwYMQLdu3dH8+bN0bRpU4SFhaFRo0Zo0KABQkNDERwcjDp16qBOnToIDw9H7969ER8fj+TkZKxevRo7duzAiRMncP36dbNZZUz28fjx4xg8eDAUCgUIIQgLC8OqVavMxmZpNBps3rwZ1apVg0QiweTJk81mBpqitLRUN4VuYWGhmwbMyMgwaqBkZmbCyckJrVu3Nnm+aG+rIc+xIWjv8M6dO022S09PZ1ynMTY2FqGhoYx+n02GK8DNOBo7dqzBbN9Lly4xDt+gOX/+POsBcEFBAaysrFgl1QDaZCBnZ+cK175Go0G9evXQoUMHlJSUYPPmzRg7dqzZZxkdnG1qWrCwsBB+fn5o1aqVye19++23IIRg8+bNFZbxxlEVYuzg0u7a8h+RSFThxUNRFDp27Ahvb2+zc+TPnz9H8+bNK2yXTUVn+kYzVkbAGH379kVQUFCFh2JpaSns7OwYBWiWpVOnTkbdvp6enjol6gkTJlTor0Ag0BNbXL9+PQghjIM+KYpiVaSWngJkcswoioKfnx+jWKrFixdDIpGY9I7QHiYmhtzKlStZP5DL8s0338DCwgLdu3c3+5KnKArp6emQy+Xw9fVlNTpkSnZ2NpYuXarLVHN1dUVcXBy2b9/OuEjxP4GSkhL89NNPmDp1KqpXrw5CCHx8fJCUlMS4PM+xY8d0nuQPP/yQ1ejfEHl5eWjfvj0EAgEGDBjAyAPx/PlzBAQEICAgwKTXNCcnB66urujWrRtjj1aPHj1Qs2ZNswZyREQEIiIiGG3Ty8uLcekMOpuMqX4PbRwxCQqnWbhwIWxtbSt8X1RUBIFAwDjhBNB6YGxtbRln8NL069cPgYGBrDyNN2/eBCHEYLwSnelsZ2ene34zuXcHDRoEBwcHk8Y9PWg1d1xiY2NhY2NTYWaDN46qEFMH94cfftC7IAgh8Pb2rtCOdj0yqatz/PhxCASCClNM5curmCI2NhbVq1dn5WkqKCiApaWlwTIntMIsmxgUiqLg6Oho0BWbn5+v5xbfuXMnIiIi4O7uXsHQpOM2Fi9eDBsbG8a/DwAODg6siqy6u7sz1g6ZNGkSnJ2dzT7Inz17BgsLC7PlYaKiouDh4WHWeKYoCr169YJCoeCsKbN//37IZDK0a9eOUebKH3/8gebNm0MgEGD8+PGM5fvZQFEULly4gIkTJyIoKAiEaAPemzZtipSUFJw7d+5vDbxmi0ajweXLl7F48WJ06tRJl4Fjb2+P4cOHM85YoygK+/fvR0REhM7DxLZgrCGePn2KkJAQKBQKxun+RUVFaNq0KZycnMxee4MGDYJCoWBUBxHQqh8be/mWhQ4qZmJE0EkcTAcStMAg08KqOTk5rI0jelrL0NS4r68vo5mFsvTo0YOxaCUNraLPtjBwly5dUK9ePd11W1RUhDFjxuiqKZT9MIm3e/LkCaysrMwWT4+NjYWdnZ3JoP/Xr1+jevXqCA8P1xtA88ZRFWLu4A4dOlTPkCnvKcnLy0O1atUYC4sB2hTRVq1a6V1s7u7ujNZ9+vQpLCwsGAcV0tA3rSEV7fHjx8Pd3Z1Vqi4dEG1IQO7ChQsgpGKWA0VRuqmCrVu36rlJZ86cabJgsCF8fHyQmJjIuH1kZCS6devGqC1dAJKJenW/fv3g6elpMu4hMzMTEomEkbv79evX8Pf3R3BwMOMHeXlOnDgBa2trNGvWjFHMj1qtxpIlSyCTyRAQEPBOXtCmePjwIdavX4+oqCjd1JO9vT169uyJ2bNnY+/evXj48OE7UWN+F7x69QqnTp1Ceno6+vTpAycnJxCiVeZu3749FixYgF9//ZWxgffmzRts2LBBZyg2aNAAO3bseCf9/fXXX+Hl5YVq1aoxDlRWq9Xo2bMn5HK5WSFBOtbQnKhqWQYMGGD2HgG0hcNtbGwYTfPSuk1MY9pmz54NZ2dnRm0BbsaRKW2kLl26sE6gWbFiBSQSCasBS2lpKRwdHRnLG9DQwsX0tCM9rVf+IxQKGV+nc+bMgYWFhVmJCgcHB7NF02nHQtmkId44qkJMHVw6on7p0qX4/PPPIZfLK0w9ffzxx5DL5SYruRvi008/hUgk0onGlQ1eNsWMGTNgZWXFOg6ha9euRmOUfH19MXLkSFbbo3U4DGUR0GUxyh/TFy9eGI05mDBhAiM13LKEhIQYrNFjjClTpsDLy4tRW41GA1dXV4MpruWh06TNBXpOmjQJVlZWjBR3L1++DJlMZlb53BTnzp2Do6MjvL29Gcs93Lx5U6dBNG7cOE5TX2xETAHtw/znn3/G9OnT0bZtW9jb2+sexHZ2dmjTpg0mTJiAL774AufOncPDhw/ficq2IfLy8nDhwgVs3rwZkyZNQmRkJDw8PPS8nY0bN8a0adNw7Ngx1vFJL168wNy5c3VB6926dcOJEyfeiVFEURTS0tIgkUjQoEEDxskNtFCoUCg0mmxC8+DBAzg4OCAyMpLxPl+5cgVCodBstQCVSoVq1aoxVskfPHgw6taty6gtoB3ospEqoY0jNtIJpvTXJk2aZDJj1hD0s4WpZAlNfHw8PDw8WA14KYpCvXr19Eo47dq1CzKZTC9eVC6XM95mUVERPD09zWYebtq0CYSYzz6eOHEiJBKJTn+ON46qEGMHt6ioCAEBAWjRooXuAsvPz9d7KF+9ehUikYjV1A6gHYUqlUrEx8dDpVJh3bp1jIo5vnnzBk5OThg9ejSr38vNzYVEIsHy5csrLKODFJlmfdHMmDHDaGpqamqqweK/tLCbITf/mDFjWAeEt2/fHr1792bcnhZuZJoVOHLkSHh7ezN6CXTt2hXu7u4m4zro6tTmRkg0dHo/G92S8ty/fx+hoaGQy+WMVbjVajUWLlwIKysr2NnZYcmSJYzT1u/evQuRSISIiAh88cUXrATpaGhtoe+//x5z5sxBVFSUrlht2Y+DgwPq1KmDiIgIDBgwAJMnT8aCBQuwePFiLF26FMuXL0daWhpWrVqF9PR0rFmzBunp6Zg7dy7Gjx+Pfv36oUOHDqhfvz48PT0hl8v1tu/r64vu3btj2rRp2LJlC65cucI6fR/QHs/Dhw8jLi4OcrkcMpkMI0aMMJvGz4acnBydJMi4ceMY7ydFUUhKSgIh5kvMvHnzBo0bN0b16tVZVW1v164datasaTbmiUm9tbL4+fmxeha2adOG1fOCLnzLpLwKzatXr4wOAFeuXKmrgXnx4kVGsU8ajQZKpZJ1gDU9sGcTAA68feaUnVa9evUqPD09dTMohmKqTEHPWpia3qUoCuHh4fDz8zPpLS8uLkZgYCAaNWoElUrFG0dVibGDm5iYCIlEYjS7iaIotGrVCoGBgaxHsSkpKZDJZHj69Cmr9ehCiMYKnppbz5B3a82aNRCJRKwvrp49exoNmoyPjzdo6NDTbYbmwhMSEhASEsJqH+Li4hAWFsa4PW0IMpXxP3jwIAghjDR7du3aBUKI2dIE9AjJ3AidZvDgwZBKpZUKli4sLES/fv1ACMHkyZMZT/38+eefGDFiBIRCIXx8fLB9+3azhmJ+fj42bNiA8PBwEKIVGe3fvz8OHjxY6Zii3NxcXLp0Cfv27cPGjRsxb948jB49Gr1790bz5s3h6+sLpVIJhUIBa2trWFpaQiaTQSKRQCwWQygUQigUwtHREbVq1UKrVq3Qq1cvjBgxAjNmzMCKFSuwZcsWXLhwodLZexRF4fTp0xgzZgxcXFxAiLakyOzZszkXsjXG2bNn4e3tDaVSaVZwtPw+Tpo0CYQQRqK1CQkJkEgkrEQB9+7dyzges3v37qwzz9hMeTk5ObFSqc7IyAAh7NLYNRoNBAIB1q1bp/suISEBDg4OFbKe5XI5o4FXx44dWU/HqdVqODk5GZRtMUVRURGUSmWF9V68eIGWLVvqppLZQFEUwsLC0KBBA5OerJs3b8LCwsLsOTpz5gyEQiHmz5/PG0dViaGDe/nyZYjFYpNZAnTq+aFDh1j/nlKpZCX4SBMeHq6X4cWUPn36oH79+gaXRUVFsRYNA4AaNWoYzRLp2rWrnmuWhq4jZkhLqVu3bqhevTqrfZg5cyaqVavGuD1FUXB3d2f8wCgtLYWzszPjbBhaSyY9Pd3oQ4+iKHTp0gVubm6MPFjFxcVo3bo1lEql0VImTKAoCkuXLoVIJEL79u1ZTZddv34dXbt21QUMM4nDArReq3nz5qFmzZoghMDNzQ0TJkzAwYMHOcdSvc9QFIXLly8jMTFRJ2Lp7u6OiRMn4sKFC+88fkqtVmPx4sUQi8UICwtjpVGm0WgwevRoEEKwYsUKs+3pqfLPPvuM8W+UlJSgRo0aiIiIMNv3R48esSqiu3jxYshkMsZGLK2LxmaKjI65YRvYrFQqsXDhQt3fI0eONBi3w7Q0R3JyMhwcHFhfP0OGDEFAQADr9caPHw9HR8cK3keVSgVfX19OA3Tak2UuW3jq1KmQyWQGY2PLMmnSJEilUt054o2jKqC8caRWq9GoUSMEBQUZ9QgVFhaievXq6N69O+vfmzt3LqRSKeNKzzQ3btwAIewLlL558wY2NjYG3bJqtRp2dnZITk5mtc3i4mIIhUK90VFZgoODDRblpQ1KQ/FSfn5+kEqlrPZj3bp1EAqFrLL2oqOj0aRJE8btJ0+eDHt7e0axJXT8GCEEAwYMMBpE+fjxY9ja2jIuF/L69WvUq1cPHh4ejONIjHHkyBE4ODigevXqrOMYjh49qks1b9++Pfbv3884I+v8+fMYM2YM3NzcQIi2bl27du0wf/58XLx48R9RU608FEXh5s2b+Oyzz/DRRx/pyorQGWvHjx+vsgy83377DY0aNQIh2lI8bLzXGo0Gw4YNg0AgwNq1a822//3332FpaYkBAwawetEuW7YMQqGQUVD4+PHjYWdnx1gAtXnz5oyTK4C3ytxMZRWAt2nmbLNGvb29MW3aNN3fz58/1yUdlP0wVfenhWTZ1LwE3uraXb9+ndV6tMfMUKjHH3/8AaFQyGlw36VLF/j7+5ucXi0oKICHh4fZBKeioiLUqFEDDRo04I2jqqK8cbRs2TIIBAKTc7UpKSmQSCSsL9a8vDzY29tzEvkbN24cnJycWE/h0Zkl165dq7CMnuZi6gmgoXWWTp8+bXC5nZ0dPv300wrfr1u3DgKBoMKLUKPRQC6XQyAQsAo0px8abIozpqenQywWMx5x3rp1y+iDojw1atTQGxkGBQUZfbCynV578uQJvLy8UKtWrUrrA92/fx9t2rQBIVoBSDZxQRqNBlu3bkX9+vVBiLaUzueff27QeKQoqoKHiKIo/P7771i2bBk6d+6sS4F3dHREnz59sHr1apw6dYqVkvBfhUqlQkZGBtavX4++ffvqDD2xWIymTZti2rRpOHz4cJUFiwPaZ8j48eMhFApRp04d1lmFKpUKAwYMgFAoNCiqB2gzrhYuXAiKovD06VN4e3ujbt26rDKmsrOzoVQqGQVXP3v2DJaWlpg5cyajbWdlZbGuIbZ06VLI5XJWxipdJJttXbnQ0NAKg8P09HQ9w8jHx4fxgIAODGcqeEtTXFwMa2trzJ07l9V6gDY+q1WrVgaXJSQkwMnJibX39+rVqxAIBGa9g3Syj7lYLzqjmDeOqoiyxtH9+/d1taGM8fDhQ8jlcrPVgg1BV0A2VzqgPIWFhVAqlTpRRTYMGzYM/v7+Bkd8qampsLa2Zl2finaxG3qBFRYWGr2RjQmk0R4lQggrwTM6k4PNC4LWW2HjNQkPDzdZtJambD0wOrPJxsbGYMxS2ek1psbOzZs34eDggObNm1d6Wkqj0WDVqlWwtLSEj48PTpw4wWp9iqJw4sQJvdI6SqUSbm5usLOz09NGMTVtU1JSghMnTmDGjBkICwvTK/7r5eWFbt26Yfr06di+fTsyMjJYeQm5UlJSguvXr2Pnzp1ISUlBnz59ULduXUgkEp3h26hRI0yZMgX79+/nFHTOhe+++w4eHh6Qy+VYsGAB6/v21atX6NixI0QikUkPND0aHz16NOrWrcvJY9m7d284Ojoyiq+iM3CZpuTTHmM2WZFxcXEV6jmagy7Jw1b3q3Xr1hVU89VqtU4IlRBiVhetPIGBgZwG1R9++CHrfgNvDRRDXqfbt28z9jqWJzY2Fi4uLibvGYqi0LZtW/j7+5tNLKAHmbxxVAWUNY4++OADuLu7mzzQMTExcHV1ZV3/qqCgAI6OjqxT5oG31ZHZKubSMTYTJkwwuLxTp06siwoCWr0QR0dHg8sePnwIQggOHDhQYdncuXPh4uKi951arUZAQIDuoaFQKBgf2/Jik0ygxSuZVuYG3ma5mfMUlk35JkSrAq5QKIwGdD5+/Bh2dnbo0qUL41Hk2bNnYWlpiY4dO74TscbMzExdoOW4ceM4bfP48eMGheLoD5u4vJKSEly5cgVfffUVJk+ejMjISD3xUIFAACcnJ9StWxcRERHo378/Jk2ahEWLFuGrr77Cvn37cPDgQRw6dAhHjhzBsWPHcOLECfz00084deoUfv75Z+zduxcbN27EwoULMWXKFAwePBjdu3dHs2bN4O/vr2egOTk5ITw8HKNGjcLKlStx9OhRTl4tOh6Ji1fp9u3bOiO0c+fOZuMxDHHr1i3UrFkTdnZ2JqdzaE8p/ZFKpaxj3egXKxM1+tzcXKNV4Y3RqVMn1rGXISEhJivFG2Lp0qWwtLRkHbMTGRmJqKioCt+fOnVKdw2z9f7GxMSgRYsWrNYB3hp4bAsWl5SUwMnJyei7o2fPnqxVuAGt15qJ3tv169chFosNzkCUhQ/IrkLog8vkhqZrA3FJrV65ciVEIhGroEmadu3asVZJBd56Vg4ePFhhGZ0iylaaHtBmUDVq1MjgssuXL4OQigKQgDawsHwANe2FKjsdxUYawcvLi3VGRkxMDKvMODqDw5yoGj3NQn9atGhh1tDbt28fBAIBq/Nw9OhRWFlZoVWrVu/koaDRaLBs2TLIZDL4+flh165drB96r169gpeXl0Hl9xMnTlQ6puj58+c4duwY1q1bhzlz5iAhIQG9e/dGixYt4O/vDxsbG6PGmbGPra0t/Pz8EBYWhq5du2LQoEH4+OOPkZ6ejpMnT1Y6q4yiKFy5cgUzZszQTbmySQu/f/8+hgwZApFIBHd3d+zcuZNTUPfBgwdha2uLwMBAs+njSUlJFbKqlixZwvi3srOz4ejoyDhlfv78+ZBIJIyVtmlF+rS0NMb7lJubC6FQiPXr1zNeB9AG/fr7+7NaB9AmpBiLR7W2tmalE0STmpoKhULB+vxnZ2eDEIIvv/yS9W9OmDABzs7OBj2UdFUFpnXqyjJu3DjY2tqaDaEYP348rK2t8eeffxptwxtHVQh9cKtXr4727dubzDJq2bIl6tWrxzrIUqVSwdvbG3379mW9fw8ePIBAIGBcSbosdEaHoSkYOt6Iy8Xdtm1bfPjhhwaXmQpinD59up4II539QFcJL/tCZRoT1KlTJ9Zprtu2bQMhhrPmjDF58mQoFAqTXoM6derAw8MDn332GWbPng2xWMxIyyYlJQWEGC6saIzTp0/D1tYWjRo1emc1ym7evInIyEgQQtCqVStW5WTo9a2trfXOJy3o6OHhgUmTJuHChQtVFnxdWFiIR48e4cGDB7h37x7u3r2LzMxM/PHHH7h58yZu3LiBGzdu4M8//2Q9JcUUiqJw9epVJCUl6bL0lEol4uLisG/fPkaeo8ePHyM+Ph4WFhZwcnLC0qVLOU2jUhSlC4ru3LmzWY+XRqOp4P2kPzt27GD0e1FRUXB0dGQUp5ObmwsnJydGNQxplixZYraWYXkOHDgAQghrXamYmBhO2cEffPCB0ZqTwcHBrEpF0dCxo2zFhgFtDFS/fv1Yr0cPdA3FRVIUhaCgIPTq1Yv1dv/880/I5XKziUA5OTmwt7c3KYTLG0dVCH1wLSwsTGYy7Nmzx+h0kTloESy2KaGAdirK0tKS9TQeoBVJNDZt9tFHHxmNGzKHj4+PUW8NXWfOUJr6J598oqcQS9/wtP4MHadDCPPSBJMmTTJY784Uubm5sLCwYJTCTPPkyRNIJBLMnz/faJvi4mJdTExxcTF8fHzQpk0bs8aARqOBv78/CDEtA1Ce3377DY6Ojqhbt65Zt/mpU6cYx7odOHBAV9aif//+rOJNDhw4oDOOHB0dUVRUhFOnTiE+Pl5XcsPe3h69evXCqlWrcOPGjfemRAhXHj9+jC1btmDEiBE6D5GtrS0GDRqEH3/8kfFUWnZ2NiZMmACpVAo7OzukpqZyjmfKz8/HwIEDQQhzbasTJ07oGUT09KK9vT2jKTJ60MHEkAK0adtyuZzxdUlRFGrVqoU+ffowak8zY8YMODk5sb7OwsPDK8QOMaF3797o0KGDwWWTJ0+Gr68v620+evTIqKFijqlTp8LJyYnToCQ4ONjgFCEArF69GiKRiHUMLaBVulYoFGblTNLS0iAQCIy+O3njqAqhD66pqRmVSoXAwEC0b9+e9fYpikJwcDCn2B6KohAQEGBWWNAQhYWFkEqlWLZsWYVleXl5kEqlEAgErLerUqkgFouNZhysXbvWYEYaoL0hAgMDdX+/ePECS5YsQWpqKrp16wahUIiUlBSkpKQw9urQAXlsXyIdO3ZE27ZtWa0zfPhwuLi4MB7F0+nDTLRh6LIDhGjrbO3du5fRw+zGjRtwd3dHQECA0aw9iqJQv359KJVKxlIQKpUKa9euhbOzM2QyGaZPn864VMaSJUtACKkQV6BSqXDy5EkkJyejZcuWOl0oV1dX9O3bF59//jlu3rz5XhegpSgKd+/exaZNmxAXF6fTfSGEoFatWhgxYgR++OEHVkrav/32G4YOHQq5XA6FQoFZs2ZVKlvv9OnT8PX1hZWVFePplNLSUjg4OOj6UrNmTSQmJuLMmTOMrsM7d+5AqVQa9SiX5969e5BKpYwz1ABtv9jGsAFaI6dnz56s1gGAgIAAs0VTDRETE2M0gWPBggWcPEcURUGpVHLKPKON3osXL7Jed9myZbCwsDDoqcvLy4ONjQ2r+E2arKwsWFpaml23tLQUgYGBaN26tUHjljeOqhD64JoaeX/22WcmrVdT0CrLXKav6FRFLuvSae7lxbo0Go1O0I8QYnI+1xAPHjwwGTthrHQIAIwdOxZBQUEGl9FGDtvpDloEjI1qL6BNrRWJRIxLiQDawFihUMhKCG/48OGwtrZmZOzVqlVLb+QeGBiILVu2mM3QunPnDnx8fODm5mZUguLly5fo06cPCCHo27cv437n5eVh2rRpaNCgAeNMMYqiGKW0FxQU4ODBg5gyZQoaNmyo8zhJpVKEhoZiwIABWLBgAX788Uc8ePDgL/UwURSFR48e4fDhw0hLS8OoUaPQpk0bndq1QCBAvXr1MGbMGOzcuZN1undxcTG+/PJLNGnSRDftOHv27EpNkZaWlmLGjBkQCoVo0qQJY6mRkpISdO7cGYQQtG7dmnXiR1FREUJCQuDn58dYiiM6Ohpubm6sBjVDhgyBl5cXKw9ISUkJZDIZq7gpQHv+LS0tWWeVAdoiu8aCpz///HMQQjgNAFq1asXY+CxLSUkJrK2tzQY3GyI7OxtisRirVq0yuDwhIQEuLi6cEg0mT54Ma2trs1OktF6TIfV33jiqQswd3Pz8fLi4uHDy3gBAREQEGjRowOnBPmrUKHh6enJyh06ZMgXu7u4Vfnfq1KmsYwnKQgelX7lyxeDypKQko6rVEyZM0PMclYWetmRrrBUUFEAkErFOK6XrJrHJdAO0auM+Pj6MDYXc3FxUr14d7dq1M3sNxMfH6wXD0sYCk7iHrKwsNG/eHBKJxGh8GkVR2LJlC2xtbeHh4cHK6P4rvDk5OTk4cuQIli9fjqFDh6JJkyawtrbWHQ+FQoH69eujU6dOGDRoED755BMsXboU//vf/3D48GFcvXoVjx8/xp9//ons7Gw8f/4cL168QE5ODl6/fo28vDzk5ubiwYMHuHjxIg4dOoStW7di5cqVmDVrFkaPHo3o6Gg0atRIL8BbIpGgTp06+PDDD5GUlIQ9e/ZwNmLu3LmDKVOm6Lw07du3x3fffVdpiYKMjAw0aNAAIpEIs2fPZry9oqIidOnSBRKJhPWzANBeUwMHDoRcLjf6TCgP7QFiE0eZn58Pa2trVuU/AK1mE5fBE62ozaY8CU1MTIzRBBq6lBOX6dLhw4cjODiY9XqAVoCRy8wHoA0wNyace/36dbOJTMZ49uwZrKyskJiYaLIdRVFo3749AgICKgyeeeOoCjF3cOfNmweJRMIpEI6+cP73v/+xXlelUsHZ2ZmTWxcAwsLCKsyXl88ME4vFrIvY0rWSjNWF++STT4zOqdNlFQxBG11Mq8eXpX79+qzTdAGgZcuWRuvDGYMWwGQTPE2XTVmzZo3JdnTRx7LGkUAgYBwbVVJSgmHDhoEQbVq+sRfkgwcPdCKQ48eP/8t0erhAURTu37+PH374AfPnz8ewYcPQo0cPNGnSRDd1xCQzzdRHIpHAzc0NdevWRevWrREXF4eFCxdi7969uH37dqUNl3v37mHp0qVo0aIFBAIBlEolJkyYwEqt2RhqtRorVqyAXC5HzZo1WRkBeXl5aNOmDeRyucGMViasWbMGhDAXKNRoNGjSpAlCQ0NZDfrS0tIgEolYCb4C2kEil3gbeiqKbZkMQJvmHhkZaXAZXYORjUYTzcKFC2Ftbc1poE0XkuaSiEBLmRh7BzZr1sxojJU56EQXcx7Hy5cvQyAQVPDa88ZRFWLq4L569QpKpRJjxozhtO0RI0bA1dWVk8vxyJEjnEY8gHaUJRaL9S6kS5cu6UTsyn5q1arFatsbNmwwOf0VExNj1HOUkpICNzc3g8vu37/POeA9ISEBNWrUYL3ehg0bIBAIWD9we/fuDQ8PD1YZRMOGDYO1tbXJUgRXr17VnRc6QJ2N/gugNSZWr14NsViMdu3aGXVZazQaLFmyBFKpFNWqVcPXX3/9jw2MLigowN27d3HmzBn8+OOP+P7777F3717s3r0bu3btwrfffoudO3di+/bt2L59Ow4ePIhff/0V9+7dQ35+fpX0OyMjA/PmzdMJKkqlUnTr1g2bN29+J/pUgLZeVXBwMAghiI+PZ7Xd27dvIygoCAqFgrVCPs25c+cgkUhYiRPSxhQb0dHS0lJ4eXlxyriqXbs2p4ETXZCby7O7c+fORuum7du3D4QQxtIFZaENK7aaRYC2WCshBOfOnWO9bl5eHmQyGRYtWmRwOf0c5eJAePr0KaRSKebNm2e2bf/+/eHq6qqXycwbR1WIqYM7ffp0yOVy1lM9gHaKQC6XIyUlhdN+DRs2DL6+vpwe3HQgcFl10927dxs0jtgKkqWmpsLe3t7o8po1axqtkbZgwQKj8UjFxcWcprmAtx4xtqOxvLw8WFpamhUkK8/t27dhYWHB6Iamyc3NhZ+fH0JCQowaVSqVClKpFIQQ1K9fX1fmYffu3az2D9DqkDg6OsLHx8ekgX337l306tULhGh1mbjE1fFo69/t378fiYmJqF27NgghsLKywocffoht27ZxyjY1xqNHjxATEwNCCBo3bsz6hXfw4EEolUrUqFEDGRkZnPfBw8MDTZo0YWxAPHjwADY2Nhg+fDir36Lvb7ZeZTrJgcvU2Pjx4zkNuACt1El0dLTBZbTUCdu4LuDt4IltyRhA61W2tLQ0auCYo1evXmjYsKHBZXl5ebCysmI95UkzatQoODo6mjXu7969CwsLC72gdN44qkKMHdzs7GxYWVlxKhMCAIsWLYJEIuFk5ZeWlsLe3p5TuRBAG/fj6OhYwbAqKSnB2bNn4eLiAm9vb13cA5vChKbihuggRoFAYNAAWL58OSwtLY1u29bWFgsWLGC8LzT37t0DIdzSXAcOHAg/Pz9Olautra1Znd/Lly9DJpOZ1O0YNWoUxowZgzdv3kCtVqN3796QSqX48ccfWe0foD0uDRs2hEgkwqxZs0y61A8dOoRatWpBKBRi1KhRrHRk/os8efIE27dvx+jRoxESEqLz9Dk5OSE2Nha7d++udImX8hQXF2PevHmwtLSEs7MzNm7cyGq6iKIoLFmyBEKhEJ06dWJVx7AsOTk5CAoKQvXq1RkX0KYoCh06dICHhwerTDw629fYNJUpVqxYAYlEwskwjYyM5FRYHNBOMw0cONDgMlolm20xWEDrIeU6gAS0YsJsivWWhRZJNub5Hjx4MOtgeZq7d+9CJBIxEvYcN24cFAqFbiDMG0dViLGDO2HCBCgUCk4vCZVKBS8vL85B3LRoGddRvKnU1aKiIl0AM0VRrC+qfv36oWXLlgaXffPNNzqPlKGMrjVr1kAgEBg1RGrUqGFUrt4UFEXBzc2NkzFJK70aK/FhjJcvX0KpVFYoMGmOzZs3gxDmOk5v3rxBjx49YGFhgZ07d7L6LUBraM+cORMikQiNGjUyKYRXWlqKZcuWQaFQwM7ODkuWLGEsxlkWY/FoTGjSpAk6dOiA8ePHY/369fjll184v8TfBQUFBfjtt9+wdetWJCcnIzo6Wq+Gnp+fHwYNGoTPP/8ct27dqpIpOrVaja+//hp+fn4Qi8WYOHEi61T/oqIiDBgwAIQQfPLJJ5wD7IuKitCiRQs4ODiw8jrR8XRsFMKBt8/CY8eOsd1VREREcI6F8fb25jwwrl+/vtGCu7/++isI4ZZWD2hV+JOSkjitm5KSAqVSycmAKSgogKWlpdHqBXRmNVuZBZr+/fvD09PTrBfy2bNnsLGx0b0neOOoCjF0cJ88eQKpVMrZTUhnXv3666+c1jdVLNYcKpUKcrkcixcvNricDig+ffo0p33r2rWrwdGHSqWCn5+f7qVRvXr1CoGstBimsRduu3btjAqOmePDDz80mlFhCo1GAx8fH06G7JIlSyASiVgHbQ4bNgxSqdRgQVpDlJaWom/fviYrqZvj3LlzCAgIgFwux6pVq0xeW1lZWRg6dCjEYjGcnJyQmprK+OHz4sULiEQiBAcHIyUlBb///jvj61ij0WDatGno0aMHAgIC9EqRuLu7o3379hg1ahSSk5OxevVq7Ny5EydPnkRGRgZevnzJ6qGvVqvx/Plz3Lx5E6dPn8b333+PzZs3Y8mSJUhISEBEREQFtWgnJye0bNkSY8eOxc6dOytlBDKhtLQUmzZt0tUe7Ny5M6cA4Vu3bqFBgwaQy+X4+uuvOe+PSqVCjx49IJfLjUpGGOLx48ewtbU16k0xRevWrdGoUSPWz8KXL1/CwsICK1euZP2br169AiHcSm4AgL+/PyZNmmRw2cWLFytlHDVp0oRTDBXwNo6VyzUEmC5iS1EUAgMDOcWFAW8LgjPJYExJSYFUKsWjR49446gqMXRwx48fD6VSyVmIrXPnzkZrj5lDo9HA1dXV6M1ljitXroAQgpMnTxpcTqeSck1FbtOmjcH59PXr11eIZ9q2bZteGzpry5jmz4gRIzinqn7++ecQCAScPH2LFi2ChYUF65fdmzdv4OvrizZt2rB6eBcXF6N+/frw8fFhfB7UarUuE82Y5og5CgoKEB8fD0IIOnToYFZ76d69exg5ciQkEgns7Owwa9Yss/pIxcXF+OabbxATE6NLh6cFBX/99VdWx6moqAiXL1/Gli1bMH36dPTs2RPBwcFwd3fXKw5Lf0QiERwdHeHi4gI3Nze4u7vDw8MDnp6e8PLygo+PD7y9vWFnZ1ehZA39sbKyQu3atdGzZ08kJiZi8+bNOHPmDCs9rMry5s0brFmzBt7e3iCE4IMPPuA00KKD8+VyOQICAji/kOltDRs2DCKRCD/88APj9TQaDTp16gRXV1fWx5DWiDOkb2MOWseMrf4U8PY5xbbcCI1SqTQaHnDu3DkQYlwKxRy9evXiJCgMvDX6uE7L0bFfxoLJ58yZAysrK07eZkArN1CvXj2zz4jc3FzY29sjPj6eN46qkvIHNysrCzKZzGzdF2Pcv38fAoGAdZFDGjqlne00Dw2dOWAsPXvWrFlwcnLitG0AaNy4cYWYmaKiIri4uOi9cIRCIerUqaN3of/2228ghBit2bV48WJYWVlx8pjRukVcRsavX7+GjY2NWb0NQ9DB72zP9927d2Fvb49WrVoxVp6mKAoTJkwAIcRkGRNzHDhwANWqVYNMJsPMmTPNBkI+evQI48aNg0wmg0KhwLRp0xglKbx58wY//PADBg8erItvq169OgYNGoQNGzbgjz/+4DwNRVEUcnJycPPmTfz888/49ttv8dlnn2HevHmYM2cOZs+ejVmzZiE5ORlJSUmYMWMGpk2bhsTERCxYsADr16/Hrl27cPLkSVy7dg1Pnz5lpWpdFeTl5SEtLQ0eHh4QCATo06cP55fokydP0LFjR10mG9cXFqA91lOmTGE8si/Lp59+CoFAgP3797NaT6PRICQkBM2aNeN0jTRt2pR1zUWauXPncp5+Ki0tBSEEGzZsMLicnn7iEnMEaDNz69aty2ldQBu6wFa+hSYnJwcikcioCC4dAM9Uhb88dLD6kSNHzLZNTU2FhYWFzuPEG0dVQHnjaPLkybCxseE8UkxKSoKNjQ1n7Zhp06bBwcGBs7bKyJEjUbt2baPLY2JijKq3MiEoKAhjx47V+45O7xeJRLqpEPrfsim7Dx8+BCHE6INy9+7dIIQwDvIsT7169TBgwABO606YMAF2dnacXiJxcXFQKBSs03N/+eUXyGQy9O7dm3EMCEVRmDlzJgghGDVqFOcCqvn5+Zg2bRokEgk8PT2xY8cOsy+hrKwsTJ48GVZWVhCLxejZsyf27dvHaN9VKhWOHj2KsWPHIiQkRGdIu7i4oHfv3li+fDkuXrz4zsQmnz17hpUrV3I2Lv4qKIrC+fPnMXToUFhbW0MkEiE2NpZzFhkA7NixA/b29nB1dWUd42No/8aOHQtCiMFSRKY4fvw4hEIhp/ISX331FefMrD/++MOg55op3bt35yyYSItH7tmzx+ByWj+Jq8bV3Llz4ejoyGldQBszGhYWxnn9Nm3aoFOnTkaXN2nSBF27duW0bTr43ljR3rLk5+fD0dERgwYN4o2jqqKscfT8+XNYWVlh+vTpnLalUqng7u6OkSNHct6fOnXqcA7kBoAGDRqYnNuvX78+hg4dynn73t7eFTws9+7dQ1JSEiZPnoyQkBDY2dkhLi4OgwYNwt27d3XtCgsLQYhxwThaNNPYlKA5KlNg8f79+xCJRJxiFHJycuDi4oIePXqwHuXu3r0bQqEQY8aMYbXuunXrYGFhgdatW3MSlKPJzMxE9+7dQYi2dMTVq1fNrvPq1SusWrUK9erVAyEEbm5ucHV1xfz587F06VJMnToVcXFx6Ny5M4KDgw3Gv71+/Rr79u1DYmIiWrRooZOZsLKyQsOGDdG/f3/MmzcP3377La5fv84oXZyiKJw8eRLR0dG6aTcuAf40arUamZmZ+PHHH7F06VKMGDGC8TEyB30MaZ0iT09PzJo1i1WR3/JkZWWhb9++IISgd+/elc44LDuVy6ZkDqCtvO7i4oI2bdqwNniLi4vh5eVlVCvIHDNnzoRCoeCULUhRFFxcXDi/A2hPhjGjjo774ZLKD7wNbOeivwRoa6VJpdJKrS+RSIwO/leuXAmxWMz52vvyyy8Zx0UtWrRIV1GAN46qgLLG0bRp02BlZcX5ZUN7PrhmmdFuyW+++YbT+m/evDEZhEhRFKysrDhrXQCAk5OTyeKHkyZNQkBAgNHllpaWRkegxcXFEAgEjDO5ynPy5EmT03bmiI6Ohq+vLyfvBZ2px6UEAy2Mx1bG4KeffoKjoyO8vb0r/cLev38/atasCaFQiBEjRjASxqQoCufOndOpbZeN/SkbE8RE5b24uBg//fQTFi5ciMGDB6NZs2aws7PT22aNGjXQrVs3DB06FImJiViyZAm++OILzJs3D0OGDNHF6NC/XVbCQKVSQaVSQa1WIzc3F3fv3sWFCxdw4MABbNmyBWlpaUhOTsbo0aPRs2dP1K5dW08XTC6XIzg4GB999BFnb1RpaSkOHz6M2NhYyOVyiEQiVt43U9tdsmQJFAoF7O3t8eWXX1Y6a06lUqFfv34QCoWsY1RUKhVat24NV1dXThpxdKIDF++ZRqOBt7c3Bg8ezHpd4G3tSGOeH3OY8wzR2XdcjWC6ZibX9WkpAabJIOUx947Kzs42OfVmjpKSEri5uWHYsGFm2xYWFsLJyYk3jqoK2jh6+PAhbGxsMHnyZM7b6tq1q1GhLCasXLkSFhYWnAXj6JgeY6MW2uXLJcCRxtbWFgsXLjS6PDk52ahCNgD4+vqaPMa+vr6cR/ulpaVQKpWcR30XLlzgHLcEaMsGODs7cwoCTUpK4pQhc//+fQQHB8PKyqpS5xXQPpgWL14MBwcHWFhYYOjQoYxHuOfOnYNcLjcY5MzVE0hRFLKzs3Hy5EmsWbMG48eP1yU7+Pj46NVdq+yHLiFSp04dREREICEhAWlpaTh48CAePHjAyRsJaJ8v27ZtQ0xMDGxtbUGINv3/008/fSfZbmX1qeLj4ytVuJampKQEUVFREIvFnIz9xMRECIVCVirYNM+ePYOdnZ3RVHhz0J4ZLr8NvC2VweUeBt5m5BpL5vnuu+8qtX06241rJnRBQQEEAoHRmCgm1K5dG3FxcUaXd+zY0WhtOSZ8+umnkMlkjLxPly9f5o2jqoI2jmbNmgWJRML5gUVbzFwziQCgW7dulbqo6Hl6YxcKXcGe66gB0BpHpjxPy5YtMyn02LZtW5OVpXv37s2o0KoxhgwZwllZHNAauP7+/pxieZ4+fQonJyd06NCB9cuUoigMHjwYIpGItXFWUFCAqKgoEEKQnJxc6Vpg+fn5WLRoEZydnXUxMEwyd06fPg2pVGowE6xJkyZITU3FjRs33qkWEO1xGjJkCMRisV76PyEECQkJ2Lx5MzZt2oSNGzdiw4YN2Lp1Kw4dOoSLFy/i/v3777yEyOPHj5Geno6OHTvCwsIChBCEhIQgOTkZly5deie/dffuXfTs2ROEELRs2ZJTTUJD5OTkoH379pBIJJxEVTdt2gRCiMkBlCkGDBgAOzs7zsZDt27dKiSCsGHgwIGoV68ep3UB7YvdWBUA4O3x4TqtlZmZCUIIq6LR5fHz82NdlqgsEyZMgIeHh9FjvH79egiFQjx79ozT9p89ewaJRMJohoPPVqtC6IPr7OxcqVicZcuWwcLCgvNca2lpKaytrfHpp59y3odPPvkEnp6eRpd/++23IIRb0UMac8aRuZt/8ODBJr1rn376KRQKBeeROj1y5FJDCNBKIQgEAqxdu5bT+gcPHoRAIDAqlmYKtVqN2NhYTlMZGo0Gc+bMgVAoRLNmzfRivbhSWFiI5cuXw93dHUKhENHR0WZfwnv37tUzjlavXo3NmzejZ8+esLS01MUoRUVFYenSpTh79iznF0V57ty5g06dOoEQotsHrh4Epmg0Gvz+++9Yu3YtYmNj4e/vr5vSa9u2LVasWMGp5pQxsrKyMGnSJMhkMlSrVg1bt259Z4bdrVu3UKNGDdjZ2XESXTx48CDEYjGGDx9eqbJHXL0amZmZlcoUpigK7u7unIt9A1oNs9DQUKPLzVUJMMfz589BCMGuXbs4b6N79+6c5QCAt1N7xuKCsrOzIRQKOYdHAFpRSF9fX7PvgX+8cTR37lw0bdoUcrkctra2jNahKApJSUlwdXWFTCZDu3bt8Mcff+i1efnyJfr27QsbGxvY2tpi8ODBrLPE6INLCHddCwAIDQ1Fr169OK//008/VcpdCmi9HqYyCZYtWwa5XF6ph6k544iOuzI28pszZ47JbAt6Tv727duc9k+tVsPV1RXjx4/ntD4A9O3bF+7u7pzLP0ybNg0ikYhTQU+NRoOhQ4dyjr06deoUfHx8YGNjg82bN7+TF2dxcTFWr14NT09PEEIQFhaGjRs3Gs3sozWvbGxs9I5hUVERfvjhB0ydOhUtW7aETCYDIQQymQwtW7bE1KlTsWfPHty5c4dzDA5FUdizZw+qVasGQkiFZ0ZloCgKT548wZEjRzBnzhx06tQJSqVSZwzVr18fo0ePxrZt297J9FZZnj59igkTJkAul8PGxgZJSUmcM2INcfjwYSiVSgQGBnK69y5fvgwbGxt07tyZk+eyqKgIfn5+CA8P53zNjhs3Dg4ODpzvWzohhEvxa5r27dubfA/MmjUL7u7unLdPSwWwlVQoy7Rp00yGPpijsLAQEokEK1asMNomPDzc5LvIHHShXHPZlv9442jmzJlYunQpJk6cyNg4mj9/PmxtbbF7925cuXIF3bt3h4+Pj54mTGRkJIKDg3H27Fn8/PPP8Pf3R0xMDKt9ow8uV00M4G1BQC4FQmlmzJgBBwcHzh4TQJtJZko8cuLEiZyLKdKYM47MBSTSU3/GHuzZ2dkghGD79u2c93Hs2LFwc3Pj/ILNzMyEWCzmHLiuUqnQsmVLeHh4cPIkajQajBo1CoQQpKens14/NzcXAwcOBCEEH3744Tt7UZeWluLbb79Fx44dIRAIoFAokJCQYDBAec2aNWYf4HStvyVLliAqKgqurq66gYpUKkVQUBB69eqFqVOnYtOmTTh9+jRevHjB6OVZWFjIOdYpLy8PFy9exNdff41Zs2YhJiYG9evX14txsrW1RWRkJGbPno2jR4++U0OlLI8fP8bYsWMhk8lga2uL5OTkdy5IuWrVKohEInTs2JFTqZZHjx6hWrVqqF+/PufjkJiYCIlEwnmAmpuby1mrjGb58uWQSCRmdb9M4e/vb3LKavz48SalVpggl8uxfPlyzuvTYo6VKcvTrl07k+/MtLQ0WFhYcBZSpigKoaGhZt/Lf5VxJCZVREpKCiGEkM2bNzNqD4AsX76czJgxg/To0YMQQsiXX35JXFxcyO7du0l0dDTJyMggBw4cIBcuXCANGzYkhBCycuVK0rlzZ7J48WLi7u5ucNslJSWkpKRE93dubi4hhJBhw4aRvLw8Tv1bv349sbe3J82bN+e8jf3795Pw8HBSUFDAaf2CggJy//594uvra3Qf7ty5Q9zc3DjvIyHac/PmzRuj2xCLtZfR48ePiaura4Xlzs7OhBBCrl27RoKCgiosl8lkxN3dnZw+fZpERkZy2scePXqQtLQ0sn//ftKqVSvW6zs5OZHY2Fjy6aefkujoaKJQKFhvY+3ataR58+YkNjaWbN26lfX6qamphBBC4uPjiUajIbGxsazWT0tLI23atCHjx48nderUIbt27SK1a9dmvR/liYiIIBEREeT+/fvkyy+/JF999RVZvXo1adiwIUlNTSWNGzcmhBASExNDCCFmr7VatWqRWrVqkaFDhxIA5NGjR+SPP/4gmZmZJDMzk9y+fZv873//I48fP9atIxaLib29ve7j4OCg+7+bmxsZMWIEIYSQkJAQg7+/e/du8vvvv5OcnBzy8uVLkpOTo/f/ss8HR0dHEhAQQIKCgsgHH3xA/P39SUBAAPH39ydCoVDXjqKoSt1XhpgxYwZZs2YNsbKyIhMnTiQjRowgSqWSEGL+uDJl5syZZMWKFWTkyJFk3rx5RCgUstp2SUkJ6dixIxEIBGTr1q2cjsPNmzfJwoULyeTJkzk/n9asWUMKCwvJgAEDOB+bffv2kSZNmhC1Ws1pGxRFkfv37xNXV1ej6z979oxYWVlV6vwpFAqSnZ3NeRve3t6EEEIuXLhAwsLCOG2jVatWZP78+eT58+dEKpVWWB4REUFUKhXZsWMH6dOnD6ffGDx4MBkzZgy5evWqbp/LQx8DAJx+gzFVanpBG4/CxHNEpwuWT4lv1aqVToBww4YNUCqVestVKhVEIpHJ+djk5OR3luHCf/gP/+E//If/8J+/98NVN4opVeY5YktWVhYhhBAXFxe9711cXHTLsrKydF4IGnpESbcxRGJiIpk4caLu79evXxMvLy/y8OFDYmtr+6668N6Tl5dHPD09yaNHjzh5Rv6p8P3m+/1fgO833+//Arm5uaR69erE3t6+Sn+HlXE0depUsmDBApNtMjIySGBgYKV26l0jlUoNugFtbW3/UxcVjUKh4Pv9H4Lv938Lvt//Lf6r/S47xV0VsDKOPv74YzJo0CCTbXx9fTntCB2rkp2dTdzc3HTfZ2dnk5CQEF2bZ8+e6a2nVqtJTk6OwVgXHh4eHh4eHh62sDKOnJyciJOTU5XsiI+PD3F1dSVHjx7VGUN5eXnk3LlzZNSoUYQQQpo2bUpev35NLl68SBo0aEAIIeTYsWOEoijOQWY8PDw8PDw8PGWpMr/Uw4cPyeXLl8nDhw+JRqMhly9fJpcvX9bLzAoMDCTfffcdIYQQgUBAxo8fT+bOnUv27t1Lrl27RmJjY4m7uzv54IMPCCHaLJfIyEgybNgwcv78efLLL7+Q0aNHk+joaKOZaoaQSqUkOTnZ4FTbvxm+33y//wvw/eb7/V+A73fV9lsAVE0+3KBBg8gXX3xR4fvjx4+T1q1ba39cICCbNm3STdUBIMnJyWTdunXk9evXpEWLFiQ9PZ3UqFFDt35OTg4ZPXo0+f7774lQKCRRUVEkLS2NWFtbV0U3eHh4eHh4eP5jVJlxxMPDw8PDw8PzT6Rqw715eHh4eHh4eP5h8MYRDw8PDw8PD08ZeOOIh4eHh4eHh6cMvHHEw8PDw8PDw1OGf6VxNG/ePNKsWTNiaWmpK9poDgBk5syZxM3NjcjlchIREUFu376t1yYnJ4f069ePKBQKolQqyZAhQzgXja0K2O7f/fv3iUAgMPjZuXOnrp2h5du2bfsrusQILueldevWFfo0cuRIvTYPHz4kXbp0IZaWlsTZ2ZlMnjyZqNXqquwKK9j2Oycnh4wZM4bUrFmTyOVyUr16dTJ27FhdIWaa9/F8r169mnh7exOZTEbCwsLI+fPnTbbfuXMnCQwMJDKZjNStW5fs27dPbzmT+/19gE2/169fT1q2bEns7OyInZ0diYiIqNB+0KBBFc4t12LPVQmbfm/evLlCn2QymV6bf+P5NvQMEwgEpEuXLro27/v5/umnn0i3bt2Iu7s7EQgEZPfu3WbXOXHiBKlfvz6RSqXE39/fYHF7ts8Lg1Rp5ba/iZkzZ2Lp0qWYOHEio6K3ADB//nzY2tpi9+7duHLlCrp37w4fHx8UFxfr2kRGRiI4OBhnz57Fzz//DH9/f8TExFRRL9jDdv/UajX+/PNPvU9KSgqsra2Rn5+va0cIwaZNm/TalT0ufzdczkt4eDiGDRum16fc3FzdcrVajTp16iAiIgKXLl3Cvn374OjoiMTExKruDmPY9vvatWvo1asX9u7di8zMTBw9ehQBAQGIiorSa/e+ne9t27ZBIpFg48aNuH79OoYNGwalUons7GyD7X/55ReIRCIsXLgQN27cwIwZM2BhYYFr167p2jC53/9u2Pa7b9++WL16NS5duoSMjAwMGjQItra2ePz4sa7NwIEDERkZqXduc3Jy/qouMYJtvzdt2gSFQqHXp6ysLL02/8bz/fLlS70+//777xCJRNi0aZOuzft+vvft24fp06dj165dIITgu+++M9n+7t27sLS0xMSJE3Hjxg2sXLkSIpEIBw4c0LVhexyN8a80jmg2bdrEyDiiKAqurq5YtGiR7rvXr19DKpVi69atAIAbN26AEIILFy7o2uzfvx8CgQBPnjx55/vOlne1fyEhIRg8eLDed0wu2r8Lrv0ODw/HuHHjjC7ft28fhEKh3kP2s88+g0KhQElJyTvZ98rwrs73jh07IJFIoFKpdN+9b+e7cePGSEhI0P2t0Wjg7u6O1NRUg+0/+ugjdOnSRe+7sLAwjBgxAgCz+/19gG2/y6NWq2FjY4MvvvhC993AgQPRo0ePd72r7xS2/Tb3nP+vnO9ly5bBxsYGBQUFuu/+CeebhslzZ8qUKQgKCtL7rk+fPujYsaPu78oeR5p/5bQaW+7du0eysrJIRESE7jtbW1sSFhZGzpw5Qwgh5MyZM0SpVJKGDRvq2kRERBChUEjOnTv3l+9zed7F/l28eJFcvnyZDBkypMKyhIQE4ujoSBo3bkw2btxI8J7IY1Wm31u2bCGOjo6kTp06JDExkRQVFeltt27dusTFxUX3XceOHUleXh65fv36u+8IS97V9Zibm0sUCgURi/UrCb0v57u0tJRcvHhR794UCoUkIiJCd2+W58yZM3rtCdGeO7o9k/v974ZLv8tTVFREVCpVherlJ06cIM7OzqRmzZpk1KhR5OXLl+903ysD134XFBQQLy8v4unpSXr06KF3j/5XzveGDRtIdHQ0sbKy0vv+fT7fbDF3b7+L40jDqrbav5WsrCxCCNF7EdJ/08uysrKIs7Oz3nKxWEzs7e11bf5O3sX+bdiwgdSqVYs0a9ZM7/vZs2eTtm3bEktLS3Lo0CESHx9PCgoKyNixY9/Z/nOFa7/79u1LvLy8iLu7O7l69Sr55JNPyK1bt8iuXbt02zV0PdDL/m7exfl+8eIFmTNnDhk+fLje9+/T+X7x4gXRaDQGz8XNmzcNrmPs3JW9l+nvjLX5u+HS7/J88sknxN3dXe9FERkZSXr16kV8fHzInTt3yLRp00inTp3ImTNniEgkeqd94AKXftesWZNs3LiR1KtXj+Tm5pLFixeTZs2akevXrxMPD4//xPk+f/48+f3338mGDRv0vn/fzzdbjN3beXl5pLi4mLx69arS9w3NP8Y4mjp1KlmwYIHJNhkZGSQwMPAv2qO/Bqb9rizFxcXk66+/JklJSRWWlf0uNDSUFBYWkkWLFlXpy7Kq+13WIKhbty5xc3Mj7dq1I3fu3CF+fn6ct1tZ/qrznZeXR7p06UJq165NZs2apbfs7zjfPO+W+fPnk23btpETJ07oBSdHR0fr/l+3bl1Sr1494ufnR06cOEHatWv3d+xqpWnatClp2rSp7u9mzZqRWrVqkbVr15I5c+b8jXv217FhwwZSt25d0rhxY73v/43n+6/iH2Mcffzxx7oabMbw9fXltG1XV1dCCCHZ2dnEzc1N9312djYJCQnRtXn27Jneemq1muTk5OjWrwqY9ruy+/fNN9+QoqIiEhsba7ZtWFgYmTNnDikpKamy4n9/Vb9pwsLCCCGEZGZmEj8/P+Lq6lohwyE7O5sQQv7x5zs/P59ERkYSGxsb8t133xELCwuT7f+K820MR0dHIhKJdMeeJjs722g/XV1dTbZncr//3XDpN83ixYvJ/PnzyZEjR0i9evVMtvX19SWOjo4kMzPzvXhZVqbfNBYWFiQ0NJRkZmYSQv7957uwsJBs27aNzJ492+zvvG/nmy3G7m2FQkHkcjkRiUSVvn50sIpQ+ofBNiB78eLFuu9yc3MNBmT/+uuvujYHDx587wKyue5feHh4hawlY8ydOxd2dnac9/Vd8q7Oy6lTp0AIwZUrVwC8Dcgum+Gwdu1aKBQKvHnz5t11gCNc+52bm4smTZogPDwchYWFjH7r7z7fjRs3xujRo3V/azQaVKtWzWRAdteuXfW+a9q0aYWAbFP3+/sA234DwIIFC6BQKHDmzBlGv/Ho0SMIBALs2bOn0vv7ruDS77Ko1WrUrFkTEyZMAPDvPt+A9j0nlUrx4sULs7/xPp5vGsIwILtOnTp638XExFQIyK7M9aPbH1at/yE8ePAAly5d0qWlX7p0CZcuXdJLT69ZsyZ27dql+3v+/PlQKpXYs2cPrl69ih49ehhM5Q8NDcW5c+dw6tQpBAQEvHep/Kb27/Hjx6hZsybOnTunt97t27chEAiwf//+Ctvcu3cv1q9fj2vXruH27dtIT0+HpaUlZs6cWeX9YQrbfmdmZmL27Nn49ddfce/ePezZswe+vr5o1aqVbh06lb9Dhw64fPkyDhw4ACcnp/culZ9Nv3NzcxEWFoa6desiMzNTL71XrVYDeD/P97Zt2yCVSrF582bcuHEDw4cPh1Kp1GUSDhgwAFOnTtW1/+WXXyAWi7F48WJkZGQgOTnZYCq/ufv974Ztv+fPnw+JRIJvvvlG79zSz738/HxMmjQJZ86cwb1793DkyBHUr18fAQEB74XBT8O23ykpKTh48CDu3LmDixcvIjo6GjKZDNevX9e1+Teeb5oWLVqgT58+Fb7/J5zv/Px83fuZEIKlS5fi0qVLePDgAQBg6tSpGDBggK49nco/efJkZGRkYPXq1QZT+U0dR6b8K42jgQMHghBS4XP8+HFdG/L/Wi40FEUhKSkJLi4ukEqlaNeuHW7duqW33ZcvXyImJgbW1tZQKBSIi4vTM7j+bszt37179yocBwBITEyEp6cnNBpNhW3u378fISEhsLa2hpWVFYKDg7FmzRqDbf8u2Pb74cOHaNWqFezt7SGVSuHv74/Jkyfr6RwBwP3799GpUyfI5XI4Ojri448/1kt5/7th2+/jx48bvC8IIbh37x6A9/d8r1y5EtWrV4dEIkHjxo1x9uxZ3bLw8HAMHDhQr/2OHTtQo0YNSCQSBAUF4ccff9RbzuR+fx9g028vLy+D5zY5ORkAUFRUhA4dOsDJyQkWFhbw8vLCsGHDWL80/grY9Hv8+PG6ti4uLujcuTN+++03ve39G883ANy8eROEEBw6dKjCtv4J59vYM4nu58CBAxEeHl5hnZCQEEgkEvj6+uq9x2lMHUemCID3JCebh4eHh4eHh+c9gNc54uHh4eHh4eEpA28c8fDw8PDw8PCUgTeOeHh4eHh4eHjKwBtHPDw8PDw8PDxl4I0jHh4eHh4eHp4y8MYRDw8PDw8PD08ZeOOIh4eHh4eHh6cMvHHEw8PDw8PDw1MG3jji4eHh4eHh4SkDbxzx8PDw8PDw8JSBN454eHh4eHh4eMrwf22xFqeZdG4zAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalise arrows\n", "U, V = B[:, 0], B[:, 1]\n", "\n", "plt.streamplot(X, Y, B[:, 0].reshape(-1, len(x)), B[:, 1].reshape(-1, len(x)),\n", " density=2, linewidth=1, color='k')\n", "\n", "plt.scatter(dip_r[:, 0], dip_r[:, 1], c='C2', s=50)\n", "# plt.xlim(-0.085, 0.085)\n", "# plt.ylim(-0.085, 0.085)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inversion of a single dipole source" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this Section we test the inversion of the field flux of a single dipole measured at a surface located at $H_z$ above a $Lx\\times Ly\\times Lz$ rectangular sample region, which contains the sipole at its centre." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Magnetization: [[4.8e-13 0.0e+00 0.0e+00]]\n" ] } ], "source": [ "Hz = 2e-6 # Scan height in m\n", "Sx = 20e-6 # Scan area x - dimension in m\n", "Sy = 20.1e-6 # Scan area y - dimension in m\n", "Sdx = 0.1e-6 # Scan x - step in m\n", "Sdy = 0.1e-6 # Scan y - step in m\n", "Lx = Sx * 0.9 # Sample x - dimension in m\n", "Ly = Sy * 0.9 # Sample y - dimension in m\n", "Lz = 5e-6 # Sample thickness in m\n", "\n", "# Initialise the dipole class\n", "sample = MagneticSample(Hz, Sx, Sy, Sdx, Sdy, Lx, Ly, Lz)\n", "\n", "# Generate two random particles in the sample region, which we are going to\n", "# redefine (this might not be necessary, we need to add more methods to the class)\n", "# sample.generate_particles(N_particles=1)\n", "\n", "# Manually set the positions and magnetization of the two dipoles\n", "Ms = 4.8e5\n", "dipole_positions = np.array([[sample.Lx * 0.5, sample.Ly * 0.5, -sample.Lz * 0.5]])\n", "magnetization = Ms * (1 * 1e-18) * np.array([[1., 0., 0.]])\n", "volumes = np.array([1e-18])\n", "sample.generate_particles_from_array(dipole_positions, magnetization, volumes)\n", "\n", "print('Magnetization:', sample.dipole_moments)\n", "\n", "# Generate the dipole field measured as the Bz field flux through the\n", "# measurement surface\n", "sample.generate_measurement_mesh()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualise the field generated by the dipole at the measurement surface. The colormap refers to the $B_z$ flux, and we add a streamplot to observe the dipole field direction $(B_x, B_y)$ at the surface." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YPnQ5srLyf/WUSDN7znAEHLraKn1TKBSoqLI/529jYYC4z8mtMn5TSkrKIS/Pv81LdFQCrKzIP08A4NXLKDh2bc+3OQj4/RAofhJUVtXw1fzGiqSkbBgaaJBWzDU1tYiOSSZlHXgVFgs5OSlYWhq0cJaceRYaBe/Vgbh8fhW0tf/7oWV/CiIiIli40AN+W+Zg8iRfPH3y/ldPiRQKCrKwaGuIly8/tkr/3btb4+WLKJb39fU1kJKc1SpjN6WstJKvVsvo6ARYtedO8T958h5OTh35NgcBvx8CxU+Cqqran6L4nz77iD69rEnLX7v+CsOGdCW1UNi89SLW+oxtwezI8fhJBHb5X8fViz5QUpLl3EDAT6dNGwNcu74NZ88Gw2/TiVbzmucn8xeMxl7/i63St10nC4SHf2Z5X1hYGHT6zzkRpdFoEBHhX7X01JRs6OszD2ljRXRUItpzuVgQ8N9CoPhJUO8VK9bq4zwLjUaP7qyzIDbl3IWn8Bjdk6Nc6PNotLXQg6qqQgtmx5l37+Ox0/8azp9ZDmnp38MxUwBzpKUlceToKmhoKGP0yJXIzy/+1VNii5aWKpSU5RAdncD3vtu2NUTspyS2MjIykigvr+T72K1Jg/sWN0d7WVn5UNdQ+k/5gAjgHoHiJ0FlZQ2kJFt/x5+TWwwNDXKew/Hx6dDSUiZlFty5+xoWL2pdx6TPn1OxcvVJnDu1nO9xyAJaBwqFgqnTBsFnzTSM9fBBWFj0r54SWxYvGYddO8/xvV8xMVFQqTS2MdO6eupIS8tlef93JDk5C3pc7vYfP3qHvn3J5xBhhZiyJMRVeHuJKfM3nFFAcwSKnwT1pv7WVWbJyTkw0FfnLPh/jgfexz9TXZjeC7rxCleuPQeNRsOrsFiYmGhBTU2BTzNtTkpKDubMP4AzgUuhoMA505eA34sOHUxx5epW7PW/gAvnH/zq6bDExEQX1VU1bB3xeEVHVw1paTls7qsjnc3935Hw959hZ9eWqzaPHr1FH+dOrTQjAb8LAsVPgsqqmlY39YeERsGphxUpWYIgEPExkWVc/O27bzFxyg6YtJmGydN2YvIE7nJ0c0NubjEm/7MLxw8v+qmZAAXwFzk5aZw5tx7Pn0di375Lv3o6LJk4aQBOn7rL935tbdsg4kM8y/t6uupITW1dxc/vyOp372LRyZ684qfT6cjPK/4p+QoE/Fr450XyB1P1ExT/s9Bo+G2YTEr23fsv6NTRjOU5nIaGIqqqapGcUv+gch3og3Zt9XH+zAooK/MvLra0tALjJm3Dvt2zYWjInUnxd4VGoyErqxCpaXlIS8tDWnoe0tLzkZ6ej9raOgDfz0wrKqtBQATS/8+0RhBE48NbUUkO2tqq0NJWhbZW/X91ddWhocG6dDSVSkV4eDxu3ngGOzsLDB3Gv0ItZBAWFsb+A0vhu+4IVvsEYP2Gmb/dWW8/Fwf4+5+H1+JxfJ2bja05bt54hsFDmPvM6OppICKC9cKAHxQXl0FegX8OsXGfk7lK1RsVxX0EgID/JgLFTwIqlQZR0db9qLKyC6GpSW6lfelKKMZ79GZ5X1tLmeHfRcXlqKrmb2QCnU7H1Om74btm/E8JEWwtsrIK8SosFq9ef0ZcfBpEhIWhpaUEXR1V6Oqowq6jGYYO7gIdHRWIizMu/lgl8CEIAkVFpcjIyENmRh4yMvIQE5OI1NQcZGXmQ0pKAh3t2qBTp7aoraPidVg0gu+FISenEOXllSguLsfe/Ut+5sfQCIVCwTrfGThw4DJmz9qK/QeW8NXLvKUICwuje3drPAv5AKde/As5s7Q0wuZNJ1je1/sJZ/w5OYWkfXw4QaVSAYCrlK8PH7xB377k6n0I+G/z+/yi/2KyswuhSfIHTxAEPkYlYfsW1uk0NdQVISwsBBqNDnl5KQxwtcepwCV8zfu80e88+vW1RRdH7s4QfzVxcWl49CQCr9/EobCoDJoaSuji2Bb/THGBubkOXyphUSgUKCnJQ0lJnmnylIqKKkR8iEfQ9RDs3XupmYlXRVUB3btbt3geLWHu3JG4dPERJoxbi+OBq7nO9d6aTJ7ijpXeB/mq+MXFxVBXR2V5X1lZHvl5rZuvPye7EBoaypwFSfD5czLacply98XzSCxYOIYv4wv4vREofpK0ZmbjDxEJ6GhLzsT2+k0cHDqZszVzKivLQUiIAhkZaSyaPxRrfMby1Sx6995bpGfkY/Wq1s8LwA++fcvCxcuhCAmNgqmJNtxc7DB2TK9flmdAWloS3bpbo1t3ayz3noSBA7wQE53YeJRQUV6F8Pdx0NFRI1UWtbUYNdoZSkpy8Bjtg/MXN/42yl9HRw011bXIyyuCqir//EqkpCRQUVHVeHTzIz/jyCM7uwDq6vxR/O/exqJTJ/KL8oKCEsjKSv+0Gh4Cfi0CxU+C1v7Rf4hIRO9e5EpgXroSiikT+7GVqaPSQKXScHDfXIwdw99z4sTETPjvC8LNa+t+u/PfH0lLy8OlK6F49CQSerqqGDWiO5YuHvHblQNWVVXEi5dH8M+0jbh75yWKi8thbKwNgMD0afVFOgYN7gH3Qd1/ySLA+f+m3ymT1uP02fWtfuRFlgkT3XDm9D0s8uLf4tPEVBcJCeno0IF5JszWqIv+I9k5BbDkU2Gcd+9iucrPf+/uK7i6/Z1l0P9GBF79vwEfo76hQ3vOP3g6nY7omGRYWRmwlfsUm4zpU934rvQrK6sxy3M/jgYshIRE6yc04hY6nY4bN8MwaOg6rPE9jbYWerh5bS3+PTgffXrb/HZKvwFRURGcPLUO6zfMhIKCDBy7tMfESQNw6cpmHD66EnQ6HVMmrcfsWVsQH5/y0+fn3NceI0c5Y9bMLb9Nlj9XN0c8fPCWr32amuri65dUlveFhYXYHge0lNycQqjzydSfmpINHR010vLB98JapQiSgN+T32P5/h+gNWsYVlbVkMp0Fx2dDFtrE7Y7bYIgcPvOW9y8to6PM6zvd868A1ixdCT09Mg/UH4GtbV1OHv+Kc6ef4p+zrY4HbiUr4VOfhaz54xAJ/u2kPmhIJSCgiwmThqAiZMGICYmETu2n0FZaQU8549G167tf5rVZfiI3igqKsPSJXuxY+eCX27tERERgbGJNuLjU2Burs+XPk3N9BDyNJzlfUUlORQVlUJNrXXC3bL5dMZfVFQKRUU50n+j2to6lJVVQFlZvsVjC/hvINjxk6A1H3KFhWVQJJn05v7DcPTra8tWJuz1Z9ham/B9R37y9COYmmihT28bvvbbEkpLK7Bj1xW4ua8GjUbHnRu+WLZk5H9S6TdgZ9cWbdoYML1naWmMI0dXYZf/Ity98xLuA7xw7epT0Gi0nzK3f6YPhoaGMjb7Bf6U8TgxfHhvXLv6lG/9mZnpsbWoKCvLo6CglG/jNaWwoARKSi0Pt62vrkcuJwgAPA+NQPcev8/vWkDrI1D8JGkt576IyATSZXhfvPyEbl3bsZUJOHwXs2YM4MfUGklPz8OFS8+wfOkovvbLK2VllVi99hRGjd0MYyNNPLznh3+mujYLt/tT0dJShd/mOTh/cSPS0nPg5roA164+bVUH1AaWLpuA0tIKBBy61upjcaJ7D2s8D43kW3/KyvIoKmSt2K9fC8G/Aa1THhioP6rihx/B8+eR6N6dvCK/ffslBgzs1uJxBfx3ECh+EkhIiKGmpq5V+v4QkQgba2OOcpWV1RAWFmK7ky8uLkdZWSUMDMin/uUEQRCYvygAu7fP+OVn5ARB4PyFEAwevh5du7TFvVsbMHRI11Z3uvpdkZWVxoIFY3Dj5g7ExSVj2JBliIlJbPVxN2+Zi/fvY/Hg/utWH4sdwsLCMDTSwtevaa0+Fo1GQ1FRKa5eedoq5/wEQfDNsvgp5hssLck5CRIEgc+xSWjThj/HJQ2IKUtCTEWKt5cgV3+r83c+MblESkoclZU1rdJ3XHwa2lowz6716VMKdA0nwNnFG/MWHoKRkQbbh871G/VlevnJiZMP4NjZAhYs5viziIlJhvvQdUhNy0Xw7Q1wdbH75efMvwuSkhJYuWoK9u5fgu3bzmDRwt0oKmo9kzSFQsG+/Uvgv/sCkn9SnXpWDB/eC9euPuFbfzIyUkyr8N29+wrV1TUoKCjB1i2n+DZeAzk5hVDjQ6rciooqSEiIkV4MN6T15eW31JAkSMB/D4HiJ4GUpDgqKqpbpe/c3GKWBXSMjTUBAI+fRuJ44AMcO/EA+iaTMGL0RqbyN26+xpDB/AvJqQ+Jew6vhUP51ie3lJRUYNGSf7F1x2UE7PfE8qWjBLHGLNDVVcfJU2sxbJgTPEb74MjhoFY7/5eUlMDBgOWYPXMLqqpa57dBhh49bfAsJIJv/WlqqSArq6DZ9S1+J1FVVYu6OiqOHA5CTg5/CwUlJ2fB0FCrxf28ffMJDp3Jl/a+dvUphg3nPvqnsLAEc2Zt5bqdgN8DgeIngbS0BCqrWmfHD7B2HpSQEIOy8vckMyUlFaDW0TB9mmsz2dzcYkhKikFWVqrZPV6oN/Efgv+OmXzN+McNly6HYvjojRjs7ojTgUuho6P6S+bxX6N7DxvcubcbdDodgwYubjVTuIGBJrwWj8XCBbt/in8BM0RERKCnr4Fv3zL40p+WlgqyMvMYriUnZyEl9btlIzMzDzOm+/FlvMYxkjKhr6/Z4n5evPiIrt3I5QQhCAKREV9gbc282Bc7Thy/xdOCQcDvgUDxk6C1TP1lZZWQkWF/ntXbybrx/2VlpTBv7iC49LNrJnfl2guMGMY/B53AUw/RtUtbtGmjy1mYz1RWVmPW3H2I/PgN925tgFPP9j99Dv91hIWFMXPWMBz6dwUWL/LHmdP3WmWcvv0cYGCgiSOHg1qlfzK4uHTGwwdv+NKXpqYKMjPzGa5t8QtETjbjDv9ZSDjev4vly5gAkJKSBQPDliv+9+9iYWdnQUo2IuILbGzZZwFlBo1Gw/37r9G3nwMvUxTwGyBQ/CSoV/z8N2cmJGTCxJi9eW/4sK6QkhKHkBAFPXtYwmelB1O5O/feor8bf+pol5ZW4Oz5p1g4/+eb+D99SsGgYb4YPrQr/DZO/m0yxf1X0dPTwLWgrfj2LQNTp2xAWVkF38dYvmIinjx+hzdvPvG9bzL06t0Rz0I+8KUvLS1VZGUxKn45eRkMGtwDI0f2gaOjFf494o2z5zbAyFibL2MCQFJSFgwMWqb4y8oqICEhTvo3c+3qE5527bdvvYCbW5dfZgkU0HIET1USSEtJtMqO/2tCJkxN2Cv+TnZmoNMJGBpo4NK5lUxX52lpeVBVkYekJH+q723eegnLfnJ6W4IgcOzEfdy6/QZnApfyrUqZgHpz+Jq1/+B5aASGDV2OzVvmkt4VkkFISAgBh70xcoQ3rl3fClnZn5tHQUFBFmVllaDRaC1WRlraqrh9+wXDtW3b5wGoN/n77z6PqVMHtWgMZmRn5bc4eU/oswh070kujI8gCLx/9xkbNs7iepyTgXdw7IQP1+0E/D4IdvwkkJaWQHkrOPd9TciAqSn7XYOYmChoNBoe3NvIUrFfvvoco0Z058uckpNz8OVrBvr15V/lM06UllZg0tSdyM0txvUrqwVKv5Xo3sMGFy9twq4dZ7Fr51m+nssrKMjCx2cqvFcc5Fuf3GDb0Rzh4XEt7kdTUxlZTUz9DYiLi6K6urbFYzCDTidaHJb66NE7ODuTs/p9/PgV7TuwzwLKjOjoBGhpq0JRseWJhgT8OgSKnwRKSrIoLCzje7+J37JgbMTevEej0eDStyOM2Hj8hjyLQu9e1nyZk8/ak9joO5EvfZEhKSkbQ0duwMzpbli5YsxfG5P/s1BSksfZ8xsgJCyEWTO38DUmvaeTLYSEKHj65D3f+iRLnz6d8OTxuxb3wyqcD6hX/DU1/Ff8JSXlfMk2+YWL9MXnz93HGA8XrsfYt/cSPOeN5LqdgN8LgamfBHJyUigp4f/ZaEFBGVRV2efH/vQpFZbtDFjeLy+vgoiIMF9S9L589QlKSrI/LWY/MjIRi5cfwYkjXr9d/n8AoFJpyM8vQWFhGQoKy1BYWIbCov//t7AMqWl5EJWQgra2GmRkJCEtLQUZGcn/v6SgpCwPc3M9pmVefyUUCgULF3rg2tWnGDvGBydOrmGoD9AS/DbPwdAhy5rVHGhtOjtaYdfOc3zpi3WUjThqWmHH//lzMtpYGLSoj/T0XGhqqZDawdNoNHyM/IotWz25GiM3txBFhaUsU0oL+O8gUPwkaK1EMWSydb1++xkO9uYs74c8i0Ivp5Z7vdPpdGzwO4+zJ5e1uC8yPHkaie27ruLSuZVQVv71ZsPy8ip8jPqGiMhERH78hqzsQoiKiEBNTR5KirJQUvr/S1EWhgYaUP6/FaiSJg5lZQVUlFeivLwK5eWVKCoqQ1p6LvLzihAfl4LKyhqIiorAxFQHbdsawaKtASwsDH76WXhThg3vBTV1JYwc7o3AU2uhzocEMjIyUli5cjJWrTyEPXsX82GW5BATE4WoqAgqKqpabaElJiaC2lr+Z/CM+5zcYmX6+NE7ODvbk5INfRaBHj1tuH6uHf73OmbOGsbL9AT8ZggU/2/Om7fx2Og7ieX9+w/DMX/u4BaPc/nKc/TtY/NTlPCly6G4cu0Frl5cBSkpzlUJW4OcnCLcvP0aT55+RGlZJWSkJdGhvSFsrI0xfGg3aGpyVoIJCZmgCsvCxIRzyGNtbR0SEtIR++kb7ge/hv+u8ygpKUcHazO4uTmis6NVozd2bm4hIiO+IPR5JMJeRUFJSQ6Xr2xp8XtmRrduHbDLfxHGj1uD/QeW8qXSXa/edrh69SmehXxATyf2RaX4SWdHS7x98wm9ejcPd+UHdDrRKp7scXHJmDCxf4v6ePz4HXbsnE9K9vz5B1jhzfqZwoyamlq8eP4Rq3ymkpKXUJKCiDhvFh9q66VMEfB/BIr/F0Gl0iAszPk8Oye3mK0S+pqQCRMOkQGcIAgCR0/cx42ra1rUDxn27r+B2M+pOHd6+U/P/f/1awaCboYhJDQKSoqyGDSwMwIOzPsp1fzExETRtq0h2rY1bLxGp9Px8eNXBN8Lw/ZtZ3D//msoKMhAREQY5eVVjSGkrZ0oxcLCAKdOr8OUSeux1nc6HB3JV3Zjhd/mORg+bDk62bf9aYu7Tp3a4g2fFD8za1x91AD/fVASvqbB1JT3fBl1dVQUFZIrF1xdXYOszHwYGXEXinjxwkOMHOUsSJP9hyBQ/CRp8OjlV7lbdql6G6DT6WD3M0tIyISxkWaLf4x37r5Fb6cOrf6AXr/xLGg0Og7t9/xpD5Do6CRcuPQM78K/wNREG0MGOWLBvMG/RdpfISEh2NiYw8am/ijn7Nl7WDBvFwp/qBAnJSWOiS3cDZJBU1MFl69uxjiPNVi1eiocHNhXgeSEnJw05s4dgb17LmCF92T+TJIDth3b4NDBllfPk5QUR3V1DSQlGX8PZBfr3FJXR23R9/HVyyh07UbuuO/O7ZfoP5C7eh4EQeD8uQe4FiRI0fun8Ee5UBcVl7da3yoqcnytxZ2VXQhNDmFrqal50NdnXWnv/sNwuLQw7I4gCBwIuI05swa2qB9O7N1/A7W1VPiundDqSp9Op+P2nTcYNHQdAo7cxeBBjgi+vREH9s5FX2fb30LpM2PcODfcubcbWtrfUxPTaASCg8PY1onnF7Ky0jhzbj3WrTmM6OiEFvc3eEhPvHoZzfe89qyo98ivanE/cvIyKC1t7tlPo9EhzGcrVVlZRYsX3Ldvv0D/AeSydl65/BgjR/bhqv8nj9+hs6Nls4WQgP8uf5Tif/o0qtX6VlNVQE5uMd/6y84ugoaGIluZ2M8psGCTMjf0eQycerbMLPssNBo2HYxb1dx95uwTxH9Jx4ZWDhOsqKjGwYDb6Ou2Ep9iUxB4bDEO7J0L+07m/5kwQQcHSwTf3wM9fQ0AQDtLI0yZOgi7d53H0MFLcf1aSKtWRZOTk8bps75Y7OWPhISW5finUCjwWTMVG9Yf49PsOKOuodQs8x631EfxNN9E0Gh0vp/xf/yYgA7Wpi3qIyY6EVZWnEt75+bWL8BUVBS46v/ggauY6ykI4fuT+G88DUny6An/qnQ1RUdHBWlpeZwFSZKXXwJVFfahfJ/jWJfsBYCy8krIybVMYfvvDcLC+UNa1Ac7bt95g+AH77F396xW2+lnZhbAe9UJDBu1AQry0gi+vRHLl46CkpIs58a/IRYWhgh5FgBtHTUMHeoEW1tzBPy7AscDVyM1LRturgtxMvBOq1XeU1FRwInANZg9ayvS03Nb1Je9fTuUl1ciNjaJT7NjT6dObfH+3ecW9cHKctAaZ/wREfGNRz288OVLKkzNdEn9ts6evY9x45sX+GJHeHgcdPXUuV4sCPi94fpbHBoaCnd3d2hpaYFCoSAoKIit/OTJk0GhUJq92rX7foa4bt26ZvfbtGnD9ZvJyi4EnU7nuh0Z9HTVkJbOP8VfVlYJOTn2Xq+xn1NZ7vjT0/Ogo63Sojm8D/8CXV0Vjr4GvPL8RQyOnbiP40cWtYo3dFVVDdZvPIvZnvsxoH8nBN/eiLEevX67/P4EQSA/v5irNrq66oiOOYeFi8Y0XlNUlMOCBWNw954/yisqMcBtER49fMvn2dajra2GQwHLMWXyeuTlFbWor3W+M+C79gifZsYeu05t8f59y4rnCAsLMV1U0Wh0vjukRnyIh3ULFP+d2y8wcCBnMz9BELh/LwyubtyV7fbffR4LFzGvDyLgvwvXir+iogIdOnTAgQMHSMnv2bMHWVlZja+0tDQoKSlh5EhG01G7du0Y5F68eMGiR9Z0sDJCRGQi1+3IoKujgtRU/in+8vJqjpX5cnKLoa7O/Dgg7HUcHDu3LN/67j3XsWTR8Bb1wYrIyET4bb2IMyeX8f1MnSAIXLn6HAOHrEV7K0MEXV2Dbl0tfzuP4+rqGhz+9zqsLD3Q22k21+1lZaUhIdE8TbOoqAjmzh2Ji5f98PTpe4wYthxRUS0/k2+KiYkudu1eiInj17HMZkcGAwNNGBlr8yWzHiesrIwRHdWyZ0C94m++gVBUlMX8BaNb1HdT8nKLWpQ/gWzI5Nu3sbDt2AYiIuQXxV+/pkFUVKTFxYME/H5wrfjd3NywceNGDB1KrnKbvLw8NDQ0Gl/v379HUVERpkyZwiAnIiLCIKeiwno3W1NTg9LSUoYXALi6dMSt2/wpz9kUXV1VPu/4qyAjzdlZhpUye/02Dp3tubeKNJCbW4zaWipb50FeyckpwuLlR3D25DJIk3iP3BAVlYRBQ9fhy9cM3LmxHkMGd/ntFH5mZh7meW5H2zajsdjLH/FxKa3iUCgvL4NNfnOwe48X9u65gBnT/ZCR0TLTfFOsrEywwnsS5s7Z3qLc/iu8J2HHdv7WB2BGQ22LliAsLMy0DwkJcb5mrauqqm5RlFBubiFkZaUgLs65j8ATtzB5CncOvLt3ncMir//Obv/AgQMwMDCAhIQEHBwc8PYte2vY5cuX0aZNG0hISMDKygp3795luE8QBNasWQNNTU1ISkrC2dkZX79+ZZApLCzEuHHjICcnBwUFBUybNg3l5d/9Q+Lj49GrVy+oq6tDQkICRkZG8PHxQV0dYyKo4uJizJ07F5qamhAXF4eZmVmz+fCTn24TPXbsGJydnaGvz5go5OvXr9DS0oKEhAQcHR2xefNm6OkxP9/evHkzfH19m13vZGeGXXuut8q8ZWX54zHcQHlFFWRlWZv6S0srIM/mKCAuPg3m5jo8j3/qzCNMHM+ddy8ZqFQa/pnpj727ZvP1jL2oqAw+a0+hoqIaAQfmQbuFxxzsoNPpSEzMQuTHb/gcl4qCwjIUFZWjpKQCBEE0Kq/KqhrQIQxpKcnGxUdoaATKy6uaHTmJtOLxg66uOo4e80FERDxmTt8Mj7EuGDvOhW8Lop5OtggP/4x9+y5h/nzedrzy8jLo1r0DHtx/DRdX7szN3CItLYny8kqeUwYLCVFAZ7Lj5zfR0Ymwam/Cc/sbQaEYPKQnR7mKiipkpOfBzIx8Ku7s7AIU5JfAyor3+f1MLl68CC8vLwQEBMDBwQH+/v5wcXFBfHw81NSapwN/9eoVPDw8sHnzZgwcOBDnzp3DkCFD8OHDB1haWgIAtm3bhr179+LkyZMwNDTE6tWr4eLigtjYWEhI1G9oxo0bh6ysLDx8+BB1dXWYMmUKZsyYgXPn6tNHi4qKYuLEibC1tYWCggI+fvyI6dOng06nw8/PDwBQW1uLvn37Qk1NDVeuXIG2tjZSUlKgoKDQap/XT1X8mZmZuHfvXuOH0oCDgwMCAwNhbm6OrKws+Pr6onv37oiJiYGsbHPl4e3tDS8vr8Z/l5aWQldXF8LCQlBXU0BmZgG0tFpW4rK1KS+vgowM691weno+yzP82to6iAgL8+ypThAE7t1/j4XzyVltuGH12lPwGO2Edu1angGugRcvY7DG9ww2rJuArl1aFl/elJqaWsR8SkHkx/p0vUnJ2aBQKDA20oSNtTFcXeygoiwHRUUZyMlJMfgqMMvcV1NTi40bjiPwxG1kZxc0Xs/MzMOggYshKioC8zb6sLIyho2tOczN9fmmoG1szBF0czu2bjmFSRN9sWevF9+qqC3yGouJ49fixYuP6NatA099zJo9DFMnb2h1xW9qposvX9Jga8vb2bmQsDDo9Na1TADAh/CWOfbdu/sKp8823wA15eqVJxg+ojdXffvvPo95fD7WaE127dqF6dOnN1qSAwICcOfOHRw/fhwrVqxoJr9nzx64urpi6dKlAIANGzbg4cOH2L9/PwICAkAQBPz9/eHj44PBg+szo546dQrq6uoICgrCmDFj8PnzZwQHB+Pdu3ews6tPGrVv3z70798fO3bsgJaWFoyMjGBkZNQ4rr6+PkJCQvD8+fPGa8ePH0dhYSFevXoFUdF6y6CBgUGrfE4N/FSv/pMnT0JBQQFDhgxhuO7m5oaRI0eiffv2cHFxwd27d1FcXIxLly4x7UdcXBxycnIMrwYG9nfAnXut4/AkLCwMKpU/ntRlZVVsz/jTM/Kho8Nc8WdmFsKlH+/x+y9ffYKjgwXfHZVu3nqNsvIqjPXgT6Y5Go2GjX7ncfhoMIKurOab0i8pqcC5808xZtxmjBi9CUE3wqCoIAOvBUNx6/o63A7yxZ5dszB5Yl/YdzKHkZEmFBVlSTkoiouLYcPGWQiPOIXBQ3pCVVUBANCjhw1u3t6J8xc3wmNsPxBEfe7z/q4LsdjLH89CPvAlTE9ERASrfKbCc95IjB61km/n6hQKBQcDlsN33RGew+WUlORhbKKDt28/8WVOrDA3N8CXFuQ9YOXcx2/evImBPY+JkvLziyEpKU6qLsHlS48xYiR5xZ/3/xoTvC7w+EXT49yaGua5fGtraxEeHg5nZ+fGa0JCQnB2dkZYWBjTNmFhYQzyAODi4tIon5SUhOzsbAYZeXl5ODg4NMqEhYVBQUGhUekDgLOzM4SEhPDmDfMj54SEBAQHB6Nnz++Wmps3b8LR0RFz586Furo6LC0t4efn16rfwZ+24ycIAsePH8eECRMgJsb+TEpBQQFmZmZISODeYcmlny2mTt+N6dPceJ0qS/T0VJGamgsjDqV0yVBTUwdxcdbnvukZrHf8BgbqLUq4c+zEA6xZNZbn9sxITMzEgYBbuHltLV/6y8wswMw5ezFsaFes8h7T4l1xdnYhbtx6jeD77yEsLIQB/e2xf88cqHAIqeQVNTUlXLm6BRER8ZgyaT10det9KcTERGFlZQIrKxOMHecCgiDw6dM33Lr5HNu3nYaqmiIGDeqBvv3sW1Tdzt6+Ha4HbcfyZftx714YNmycydRRkBtkZaWxd98SzJy+GVevb+UpemLBwjFYueIgzpxb36K5sMPMXA93bnPvHNyAkBBz5z5+k59XzLNj380boRg0uAdHucjILzA20eGqcJH/7vMtPtuXU5SAqARvxZLqqus/e11dxoimtWvXYt26dc3k8/PzQaPRoK7O6K+krq6OuLg4pmNkZ2czlc/Ozm6833CNnUzTYwQREREoKSk1yjTQpUsXfPjwATU1NZgxYwbWr//+/f/27RuePHmCcePG4e7du0hISMCcOXNQV1eHtWv58zxtyk9T/M+ePUNCQgKmTZvGUba8vByJiYmYMGEC1+PIyUmjtpaKqqoaSEq27EHXFHMzHcR/SeeL4udUmS89PR9WlgYtHqcpxcXlKCwsg6GhBt/6rKqqwSzP/Tj270JSjkacuBf8Djv9r2Hf7tktKhFcV0fFlasvcPbCUyjIS2OwuyNOBy7lGE3BT2xszBHx8QxLpzYKhQJLS2NYWtYnYMnIyMXtWy8waYIvFBRl4TlvJM/mYGlpSew/sBS3bz3HkEFLcTBgOdc52ptiYWGAiZP6Y6X3QWzfQa4ozI/o6WlAXEIMX76kcnXmzA1mZnrYHZ/Kc3syVTNbSk5OIVTV2CfwYsfdOy9x4iTn2hr/BlzD/AVjOMo1UFBQgpjoRGzym8Pz3PhFWloagzVXXJy/z/OfycWLF1FWVoaPHz9i6dKl2LFjB5Ytq6+ESqfToaamhsOHD0NYWBgdO3ZERkYGtm/f3mqKn2tTf3l5OSIjIxEZGQmg3iQSGRmJ1NT6H5q3tzcmTmyeoe3YsWNwcHBodJz4kSVLluDZs2dITk7Gq1evMHToUAgLC8PDg7dVZ19nGzx4+IGntuwwN9NBXHw6X/ri9GCp3/GrspXhhfMXQzB2jBNf+1zmfQyLFw6Dnl5zJxpuIAgCPmtO4vbdt7h1fR3PSr+srBK791yH60AfFBWX4+JZb5w5uQwjR3T/qUq/AQqFQtofQ1tbDTNnDcPV61vhvXISTgbewZBBS3D71nOec1QMdO+OI8dWYfasLXwxs48Y2QdVVTV4FsLbb2zhojHw332+xfNghZycNMrKeA8/rKmuhQSfNw1NCXsVxXMxpMLCEoiKinAs61xSUo6szHxYWBiQ7nvvngu/Tdx+0+NcVopfRUUFwsLCyMnJYbiek5MDDQ3mGxwNDQ228g3/5SSTm8sYRUOlUlFYWNhsXF1dXbRt2xYeHh7YsmUL1q1b12jK19TUhJmZGcNRooWFBbKzs1FbW8t0/i2Fa8X//v172NjYwMbGBgDg5eUFGxsbrFlTv/rMyspqXAQ0UFJSgqtXr7Lc7aenp8PDwwPm5uYYNWoUlJWV8fr1a6iq8qb4hg3piqvXX/LUlh0NO/6fQU5OMdTU+G+Gvhf8HoPcO/Otv5evPqGmpg6uLi2riFZXR8U/M/2ho6OCA3vn8mStSU/Pw7IVxzBq7Gbo66nhwd1NmDNrIN9DCn8WJia68N/jhRMn1yA+PgWuLvNx8OAVVFRwH12iq6uOS5c3Y4vfSdwIetbiufltnoONG483VhDkBisrE+TnFbdqDn8KBTyHDlZV1fCtGBcrXr2KQpeu5ArrNOX6tWcczfw1NbVoYzYSVdXka9wWFZUi4sMXOPVqWf2Pn42YmBg6duyIx48fN16j0+l4/PgxHB2ZO5I6OjoyyAPAw4cPG+UNDQ2hoaHBIFNaWoo3b940yjg6OqK4uBjh4eGNMk+ePAGdToeDgwPL+dLpdNTV1TUu5Lt27YqEhASGhf2XL1+gqanJ8VicV7g29Ts5ObH9QQUGBja7Ji8vj8pK1ivwCxcucDsNtmhrq6CgsBQ1NbV8MT1/71cZGRktywNOFjqd/3nBCwpKISUlzrcjkJqaWqzxPY0rF1a1qJ/KympMmLwDHqN7YsTw7ly3T07Oge/Gs6iqqsF8z8HYtoXzcdJ/CUVFOSxeMh7zF4zB1StPMHK4N5x62WLBwjFcfb/l5WVw8bIf5s7ZhpTUbJ5D84D6XbWX11j4rjuCrdvmcd1+0uQBOHc2GIu8+Otr0oC8gmx9SKy8DNdt6yvzte6OP+5zClc78R+5dTMU5y5sZHm/qKgULv3mIz+/GN27W5Pud9/eS5g3f9RvlxeDDF5eXpg0aRLs7Oxgb28Pf39/VFRUNHr5T5w4Edra2ti8eTMAYMGCBejZsyd27tyJAQMG4MKFC3j//j0OHz4MoN5Kt3DhQmzcuBGmpqaN4XxaWlqNzukWFhZwdXXF9OnTERAQgLq6Onh6emLMmDHQ0qovlX727FmIiorCysoK4uLieP/+Pby9vTF69OhGD/7Zs2dj//79WLBgAebNm4evX7/Cz88P8+dzf5RGlj8qV/+P9HO25bu5X0hICK0f5FNPa/z4bt15A/cBrFei3OK35SLmznKHoiLv8fqFhWUYPnoTPOe4c630q6trsWHTOSxc/C+WLR6BC2e90cWxLc9z+d0RFRXBGI9+uHNvNwwMtDBwgBfu3uHOsiUqKoJ/D3ujrLQCXot2t8hz2K1/F+TlFePdO+5T5Lq4dsb94NetltBHU1MZmZm8LdJbe8dfXV0DMTERnsJxU1OzoaQsz7Ki37dvGejSeRoiPsQDAGmrSmFhCd69jYVzX3uu5/Q7MHr0aOzYsQNr1qyBtbU1IiMjERwc3Oicl5qaiqysrEb5Ll264Ny5czh8+DA6dOiAK1euICgoiOEoetmyZZg3bx5mzJiBTp06oby8HMHBwY0x/EC9Ym/Tpg369OmD/v37o1u3bo2LB6De2W/r1q2wt7dH+/bt4evrC09PTxw9erRRRldXF/fv38e7d+/Qvn17zJ8/HwsWLGAahsgv/ljFP3xo65j7ZWUkUVpawfd+fwZ37r7FgP78+WHHxCQj/ks6hg3lrrb3j6Sl5WGkxyb4rZ+EXk7chQ7dufsW/QetQVsLPVy/srpFToD/NSgUCkaNdkbQje14/ToGo0eu5KqSHoVCwSqfqbC1bYNJE3xRW1vHuRELtm2fh1UrD3Ldh4iICKxtzPD+fcsK6rBCQ1MF2TyGHVZX17aq4n/3NhZ2nXhLt33+3H2MHevC9N7r19Ho7TQbCQnfjyPJKv6dO85i8ZJx/8ndfgOenp5ISUlBTU0N3rx5w2BuDwkJaWaNHjlyJOLj41FTU4OYmBj079+f4T6FQsH69euRnZ2N6upqPHr0CGZmZgwySkpKOHfuHMrKylBSUoLjx49DRua7lWn06NEIDw9HWVkZysvL8enTJ3h7ezMsHoD6Y4PXr1+juroaiYmJWLlyZavUN2ngj1X8OjqqyM0rRk0Nf50jfsY5f2vsgioqqlFXR4OCAvemz6bQaDQsWXEUu7bP4LmPL1/SMWnaThw+OB82NuSzgyUlZWOUhx9ehcXi1vV1GD6s23/6YdUSpKUlsX7DTPhtmQOflYfgs+oQVzn1x09ww+gxffHPtE087/xVVBQwffoQbN1yiuu2kyYPhM+qAJ7G5YSWpkqLdvytaep/8uQ9evfpxHU7giDw9Ek4evVufgZPEATGjlmNoqIyhutkikNlZxfgc2zyf+5sXwDv/LGKHwD69rHF4yeRfO3TytIAUdHJfO2zKfVZ/fjrfR58/z1cXfjzwz5w6DaGD+3Kc3bEzMwCzPLcj7Mnl8HYWItUGxqNhs1bL8Jr6WFs9J2ITRsm/2ed9viNsbEOLlzyQ7du1hg2dBlX3vbug7rD1dURnnN5z8U/YmQffIpJxJcv3IXQtWmjjyeP38Fv43GexmWHpqYysrN5U/w11bUtznnAjg/hcejYkfs6GxERX9C+gwnTnSCFQkH81ys4fHQlVFUVGo/fSks4Wye3bjmF5d6TuJ6PgP8uf7TiHz60Ky5f5T2RBzNsrI1brQJgAyUlFZCX5z15CzNu3HqNwe4tT5VaVFSGu8HvMG0Kc3MjJ4qLyzFx6g78e2AeNDXJJS/JyyvG8FGboKGhiGuXV8PMjPcaBX8yrm6OuHZ9G06evAO/TSdIh/+NHeeC9h1MsXzZPp6UP4VCwfqNs7DB9yhn4R8oKSmHvLw0tm49jcWL9/DV0qWppfpb7vhLSysgKSnOkxn33NlgjBvPOjGZqKgIXF0dYWfXFqEvDmOMRz+OuQJSUrKQlZkHBx4zCAr4b/JHK349PTXk5ZfwFHLECkNDDSQlZ3MW5EB9djDm5tWSkkrIy7GP0eUGOp2OvPwS0oqWHdt2XMGyxSN4ckyqrq7F+MnbsWXTFJiakksk8+JlDMaM34IN6yZgyqR+f61ZnywyMlI4dtwHGhrKGDncG7m55M54Z88eDhUVBWz2C+RpXDMzPcgryHKVJyAzMx+ioiKorKxG4PGbmDRxHc+5CpqiqamM7KwCzoJMaM0EPs9DI9C9pw3X7erqqPgU8w3tORT1OX78FqZMdUebNgY4fcYX94L3sJX32xSIlT5TuZ6PgP82f7TiB4Ahgxxx4+ZrvvVHoVBAoVBanEdZWlocFRXMFyQlpRWQl+ef4o+JSYFVO4MW95OZWYDPcWno3cua67Y0Gg2Tp+3E/LmDYNfRjKM8QRDYsesKAg7fxfXLq2FlZcjDjP9OKBQKpk4bhHXrp2P8uDUIfUbO9L9s+USUl1dh3z7mNTI4scpnCvw2ngBBEKigqnB8JaXVorKq3gentLQSQUHPMdB9JYqrWp6/QkZGiqd8B63Nkyfv0bs39+f79+6+gmt/R7YLEiqVint3X2LQYHLRMV++pKK6upbjYoIXZBUkIafI20tW4ecn2frb+OlleX82I4Z1w9Tpu+HBx2x1piZaSEzMapHJWVpaAhUVNZBjsrO3bKcPA311Jq1449nzKPTsYQVUlXEWZoWkLDZuPg+fleTTfzZAEATmLTwE9wEO6NeXs59BUVEZZs7Zh549rHA6cOlP3+XX1VERG5uK1LRcZGUXIjOzEJlZBcjJKQadTgcBgIL6srwERJrlQScIAlJSEjBvo482bQzQxsIAZma6kJT8uT4JVlYmuHZ9G+bP24mXL6OwfMVEjpaaTX6z4Tl3O65fC8HQYU5sZSuojLUk5FRVYNG+A27e/QxnF87Jt9JSM1D5g3IWFxdD/OcEJCYko42FKdu20iKczfi/o3Uo7nMy2rThvnLl2TPBOHBoGVuZG0GhGOjenfQxwvp1R7HWdzrXcxHw3+ePV/wKCjIQFxdFTk4R1NV5z439I9btjRARmcgHxc98xy8nJ810QUAKJsr9RehHTBzesmx9CTFfUVJYAru2ms3HkGQfx79tx2UYG2li3FjOFcK+fcvC9Nl7sGXTFHSy471kKTeUllbg9Zs4vHj5qdF/w7KdAQwM1KGlqYSOtqbQ1FCCmpoCQ0VDZmV5Gygrq0B8fCriPifj8qVH+PolDTU1tRAREYaJqS5697ZDj542LJ3IqqtrEBubDGVlOejr814bosH0f/jf6/hn2ib8e9ibbXEdCoWC3f6LMGzIMrSzNGLIp99U0TNjvtc/mDjaE737duO4yEj4mgxRUREoqyiBQqEg8Nxe2He2IaWwmc2FzGKAE0lJGXj+PLLF/TAjO7sAaupKXC9I0tNzIS4hBhUVBZYyBEHg+LGbuHBpE6k+w8KioawiD1PT5t9dAX8+f7ziBwCP0U44fzGEb/XnbaxNcO7CU4we1ZOzMAukpVgrftKQ2METBIHSsqoWOwuu33YFa5aPIDePHxYCz1/EIPZzKgKPLeY4RmxsCuYtOoSTxxZDR4f/dQoaoFJpePAwHPfuv0dCYhZkZSTh2NkCAwc4YPWqsTxVnWuKrKw07OwsYGfHGK9dV0dFXFwyHj18i4MHrkBCQgyd7NuCTieQn1+Mt28+ITe3CBUVVSguKcf69TMxv4V10SkUCmbOGgY1NSVMGLcGJ06uYWt9EBMTxb9HvDFp0lacu3oI0tLkvztycrJw6d8LVy7ewiiPwWxlHRxtYWSij5FjBmGyxzzYdLRs0S6dzMKEE7NmbEFVVQ1ycgp5rpzHiuB7YXBx4X4BfurkHUyePICtTOizCNh2bMMxfz9Q/0zw23gCxwNXcz0XAX8Gf4Xid3XpiEHDfPmm+C0sdBH7mffqX8D/d/zcOh3yYKr/HJ8BC/OWVWT7GJ0MCXFRmJuSC71rmGd+QSnWrTuJoOu+HB/oHyISsHzlcZw/vQJqagotmi8roqKScPLMI0THJMGlb0cs8BwCY2PNn2oSFhUVaSzLu8hrLEpKyrF1yyns3HG2mWObuoYSR3M7Nwwd5gRZWSmMGbUKp8+uZ2pValCeCuoq8Fo+C0sX+uLA4S1cfUZTZ3hg5KDpGD5qIFuzc3/377XOu3TvhLAX79Gzdxcu3hF7qIRY4/shYw0IDf2ADx/iUFdHxd49F/heoe7B/dcczfVNodPpePbsA1ZwCLfbt/ciDgYsJ9XnjaBn6NqtPVRV+WMBFfDf44937gPqdzAmxlqIjU3hS3+ioiKgE0SLHPxkZCRQXs7B+aiqjPHFA89exKJn15alsd198A5WLBrCVRuCIDBr4RHs3DQRsiI0tu/h5atPWLXmJC6d8+a70s/JKcLuPdfhMmAVTpx6gPEevXD/ziYsXjQcJiZav/wcWF5eBn6b5yDuy2UYGjIurISFhKDN5wqNzn3t4b1qCsaMWtWY3OVHh7sf6dnLEaZmRjhxhLtKeuLi4nDu1x3374aQbuM6oDfu3XnC1TjcwOo9NkClUjF71lYUF5cDAC5detRiB94fqampRWVlNRQV5TgL/8CTx+/Rq1dHtscm4eFx0NJWhZoaZwtFXR0VBw9e4apUr4A/j79C8QPAlEl9cSzwAd/6s2yrj5gY3hcSKsryyM8vbX6jhYq+Kc/DPqO7I2/pQQEgO6cYlZU1MDLkztlw94E76NWjHazbGzDeaPL+Hj76gK3bL+Py+ZUtyvnflKioJHiM34KFi/+FibEmbgf5YveOmbCxMfnlyp4ZhoZaCH1xGObm38/UtXXU4OoyH/v2XUJZGf/SRHfubImt2z0xevR6fE2hspVdsHg6QkNeI/zdR67GmDh1FE6dIB8dYN7GBPGfE/gayy8qKsK0rCmzRcD2bWeQlvq9BGtBfgnu3Qvj21xCn0WgBw9hfCdP3sHESezN/P67zsFr8ThS/R09egNjx7qyzPUv4O/gr1H8HW1NEfMpmW8pfLs4tsWr19wXJ2lATU0eObnF3y/wUdn/SElpJZSUeE/TG3D8AWZN7cdVm7fhCXj3IQFz/mGf5Of29RD8G3ATl86v5Fumwvj4dEyYvB37D93Elk1TcP7MCrgP7MyXc/vWRkNDGS9eHUX79iaQlpbEjh0LcPeePzQ1lDF2zGos9vJHSkoW5444UEFVgZFFZ/gf2ICZU5ciJzuPpayQkBD8D27EOp8dKC0l//1UUJSHrq4Woj6S+41QKBSYtTFGwpck0mNwQlpGGuUcFkwVVBWk54pg+7bTqKr6XsK2rKyS55wGzLhz5yX6D+CurkVmZh7oNDq0tFhbfeLjUyAmLgYDA84OoKWlFQi6HoIJE1knARLwd/DXKH6gPqY/6AZ/VvFdHC3wKoz3AiPqaorIzcxtNYUP1Ofnl2pBBrKamjq8fB2PXj3IZ/UqKanEirVncWjXdLY763fhCTgc+Ajnji2ABFHT4s8gOTkH/8z0x6YtF7B6pQcOH1oAfT6GRP4sFBRkEfriMMaNd4VD53YQERHBiJF9cOvOLozx6IfFi/yx3vcoqqq4dwxtuss1MtHHDv+1mD1tGSoqWOf4V1CQw1Lvudi4djdX482cOxH/HiCfw79LNzuEvQrnLEgSMTFRUKmczfVS0pI4HLgLuw9sgFUHC4wa7QxX185svei5gSAIxMelwNycuzC+o0duYPqMIWxldu08B6/F5Eobb9l8EkuWjG/V4i8C/hv8VYp/7JheOHchhC99qajII7+AiameDFVlUJMTQU5eMV/mwopPcemwbMt7uM6l62EYNZR90pCmrPG7iDXLR0BBgbV3cUpqHlasO4dTAZ4QE/thJ87DIig7uxCeCw5ixarjWOA5GKdOLPnPp/SVlpbEgYPLmj2gO3Vqi8tXt8Da2gyD3Jfg+rUQUqZxdmfb5hYm8Fo+C3P+Wc72TLuHU2dUVVXj3ZsI0u/DxMwQZaXlbC0KP+Lg2BFvwvin+MkeG4iLi8NtYB9M+WcMtHU0ERB4ABdunMaNmzv4Mo/Pn5Nh0daAq99RbW0dXr2MQk8nW5YyqanZKCutQLt2Rhz7S0hIQ9K3DPTtx7+y3AL+u/xVil9eXhoqKnJITMzkS38a6orIyiKXErXp2baykiwKCsv5Mg9WRMWkoH077pOFAPUPzTMXn2PcKHJZwAAg4mMSSkor4dSdtYWgpKQS0zwDcHTfLNaLAxILAIIgcPbcE0yathOTJvTBhbPef0V2PwqFgkGDe+DmrR2Ijf2GEcNW4PPnZJbyZELcuvVwwIBBzvBesomtslzvtwwb1/qjro58Cd5pM8biOEnnQA1NNeTyWFiHGbyk3iUIotGRjt2CiRtu3ngGd3fyvyMAuHb1KYYOc2I7/61bTmHp8gmk+lu9KgAbNs3iag4C/lz+KsUPANOmuODo8ft86atrl7Z4FcbhDJOFEhMWFuJbXvIfuXDlJTym7oHvlsu4evM1AAI5ucVcO02Fvf0Cm/YGkJIid1RAp9Ph7XsOW9axdjKqq6Ni0uz92LRmDAwN1Dh3ykL55+UVY+yErUhKzsGdG+t/WqKf3wlJSQms8pmKXf4L4bfxOJYt3ctQkpdbpTXKYzDU1FVwcG8gSxlFJQVMmDICe3eRL8bTo5cjXr8MB5XK3omwASUVReTn8ZZjvyn1ip87eWa0dAEQ+iwS3XtYc9Xm7JlgjBvvyvJ+SkoWigpLYWPD+bv/6OFbGBhqMU00JeDv5K9T/I6dLfAu/Avq6sg9iNjRo5slQkKjmN9sxbN7doiKCiPozlus23wZ9x99xDTPALSxW4gV685y1c+JM08xfVIf0vLHTj3BQNeO0FBXYHqfIAjMW3ocE0b3gIMd+3SsDDT5HINuvILHhK1YtngEfFZ6MGTS+xvR19fE6bPr0bevA4YNXYbY2CSeldTi5bPxNT4RN64Hs5QZPmogIsKjkfg1mVSfFAoFvZ274tkTcr41Dp1t8CaM/HECmfHJUpBfCBVV1iFxvCwAEhLSYGCoCRER8s6l4eFxMDPXg4wM68RJW7ecwrIVEzn2RaVSsX37aXivnEx6fH4gpygBeSVJnl5yioKIg9bmr1P8FAoFg90788XJz9RUG1++ZjBe5ELhUygUvu/63d3soKZSHytMACgqroCcrBS8F5FPXlRbS0V6ZiGMjTRIyecXlOJy0GvMnsba+9//4B0YG2pg+GDeUgcXZ2Vj6vRdePM2Hndu+MLGhv+FRf7L9O3ngEPH92LZssO4dP4GT31QKBRs37MW505dQ9znryxlNm1biZXL/EhbkYaNGoirl2+TknXo0hFvX5MrKsQJbq1cKcnp0NXjnOyKmwXA1StPMGIE51TVPxJw6CpmzxnO8n5ychZKisthbc252NW//17HmDH9eE8BLuCP5K9T/AAwaYIzAk8/bHE/FAoF2lrKSE//v/MSlzt8TXVFZGUXt3gePyImJgI7W+PGfysqSGPHxglsne2a8vBpFPr1bk9afqXveWzwGQ1hYeZfp4iPSXjzPgFL5ruT7vNHIqOSMWz8Dvwzrgc2+4yAuLgYT/38yVRQVaChqYazVw4hLjYBi+etRXV1DeeGTRAVFcWegxuxwmsjamqYt9c30IGDoy1u3SCXF0NXTwv5uQWkIhEs2poiLpb5ooNbuD3j/xL/DeZtjDkL/h8yC4BnIdzF72dnF6C0pIKtWX7rlpNYziGTHwDk5xfjzq2XmMQh3a+Av4+/UvHLyUnDyFADkf8vyNIS+vaxxeP7r3ky6xsZqOFbcg5nQS5Z7OkOOdn6uPhOtsYYOdSRq/YXr73CqKHkUqe+/5AICoXC0nxfVVWLJT6nsW/7VJ4S59x7GIFVG87j8ikvdHH4/3nmLzhC+Z35UfmIiIhgzYbF6OfmBI9hM5H8jfvU0hqaavhn1nhsWMM6fG/m3Ik4FnCOdHa7fm698CA4hKOckJAQKEL88X8hCO5M/fGfE2DGheJvgJXy58XMf2D/ZXjOG8nyflJSJspKK0mV0l3tE4C1vtM5FksS8Pfx134jPGcPwv5Dt1rWSVUZenU2wqXrYViw/AQMLOfgdjD5cCQjA3UkpeS2bA5McLQ3g7i4KJQUpHH26Hyu2lZW1qCwqBzaWuQKlGzZHYTVy1ibJb19z2HxvIFQVeEuVSkABBx7gAtXX+LamSVQVmqS1U+g/NnuOF3698KeQ5uweP46PHn4nOu+Bw7ui4ryCoQ8fsn0vrS0FFwH9ML1K3dJ9TdkuCuCrtwjJaujo4n0tJYnKqquqoakFPnEUAlfk2BiasDTWMz+Ftya+cvLKxHxIR7duluzlPHbdALLvTmf7YeFRdcvyB3I5+AQ8Pfw1yp+c3MdFBSUIj+/hKf2719FYtj4HXB09sHDp1HYG3APZeVV0OSi9K+RgXqr7PgpFArExITRr08HqChzp3DvPojAgH6sY4d/5EPkN6iryUNHW5np/YdPolBXR0V/kv01QKfTsWz1GWRkFSLw0FyIi4syF/yLlT+ZM2Y9fW2cvXIIJ49fwp2bj7geY+M2b+zcFoDCgiKm96dM98Cp45dJeeyrqCqjrq4OJSWc/2bmFvXpe1tKVVU1V8dCdbV1EBfnPeEVwPh34dbMf/z4LUyeMpClleLTp2+g0eiwsmK/26dSqVi/7ig2bBSE7wlgzl+r+AFg+jRX7kP7/u+8l5Sci6ehMUhOzUNdXb25U1JCjKtKePWmfv7v+AFg6EAHbF5LLqPXj1y58RrDB5NL8rHV/waWLxzC9F5BYRm27A7C9g3k4owbqKqqxYQZ+9HGTAsbfMZwNtX+ouiJXwk3nuUSEuI4emoXgq7exdVL5BzsGpCWlsJ6v2VYutCXqaOchIQ4ho5ww4WzQaT6Gzi4H26T8AswtzBBHB8UP0De1F9dXQMxPvmOVFBV8O5jIczM9Uib+alUKm7fes62GuOmDcexes00jn0FBFzHyFF9oKwsT3bKAv4y/mrF7+pih4ePP5BK6wmAQcGMHOqIzWvHMuTBl5QUJx33DgCKijIoKm6dJD7pmQWkzfUNVFXVoqKyGmqqnB8YH6OToaggDT3d5kqIIAjMX3YCW33HcfV5VFRUY8TEnZg81glTJ3DnCf23KH9eQvVERUVx6Ng2PHn0AmdOXuGqrU1HK7SzasNSuY+bNByXzt1kWgynKS5uTqSOHczbGONLfMv9b7g530/4mgRTM84Z8Mhy4cx1jBjrQVr+yuUnGDLUiWU63VevoqCuodysgmNTsrLyEXz3FSZPGcjNdAX8ZfzVil9ISAiD3R1x9doL9oIsdpWzpvXD8gWDoSBf7zGvpMh7MRx+U1dH47owzas38aQr+W3ZHcSyVO+9hxEw0FNliC7gRG0tFeNn7MPyhYPRl4uIAgb+cOXfkiQyIiIi2Bfgh8jwGBw5dIartvO9/sGFM0FMi/SIiYlhzPghOHX8Msd+FJUUUFJcxtEhUE1dBbkk0/yyg5twPl4d+5hBpVIRFRkLa1tLUp7/BEHgZOAdTJ7MXFkTBIEtfifhvZKzJ/9K74PY6Ddb4NAngC1//bdj2hQXHD/5gPVDgoMyWbZwMOb+0w/CwkJoY8p+Nc4MGWkJlJayLpDyM3n8LBp9elpxlIuJTYWMtAQM9Jtn36uro2Lnvtvw9iKfN4BGo2Pq3IOYOr4XenRty9Wcm/GHKn9+pI4VEhLC9j1rkZyUhn1cZN8TERHBgsX/YNfWAKb3R3kMwq2gB6Q88dtbt0X0R/bFrRp26vws0cuJT9HxsGjHRWIpNhz/9xzsHW0YLA7s/n4PH7yBYxcrlqVyg++Fwa6TBdTU2Fvwnjx+B0VFWVLx/QL+bv56xS8tLQGHTuZ48jSS8QYXZ8cb13jAUF8N2TwU3bG00EPM5zSu27GjpqYO4mLc7fYBICIqGdbtDTjK7dh3i+VuP+D4Q4wf3R0yMuSyb9UfCxyHSx9ruLvZcTFbNvxhyp8fSr8BCoWCjVtXIDs7D+fPXCfdrnff7kj6loqkxJRm90RERNCztyOePmIeAfAjTn264imLSIEfUdNQJV3chxncLho+x35F23YtV5hRkbFYsWQT5OWbO9Uy+zsSBIF9ey9h3vxRTPuj0+nY438Bi7zYHxtUVlZj8+aT8F0/g7eJC/ir+OsVPwB4zhmEfQd+CO3jQXG8fLABKkrch6xZtdND9CfuY63ZUVpWBXl51uk+mVFcXAE5WUmWSXgaKCwsR1lZFdOsfkVF5bh59z0mje1Jetw1my7CzEQLE8b04Gq+AniHQqFg/eZlCL7zBGEv35Nut2b9YmxgUZp3wuSROB3I2dzv4GiDN2GcM/Pp6mkhI533kL7KyipIkQzlIwgCNCoVoqIsokdI8urFO4wYNA10Oh0iLI7Zmpr+Q56Gw9rGDIqKzJ8dZ07fwwD3bpCVZZ+Aa8P6Y1i0yIOj3M9CQVYCinK8vRRkBSl7WxuB4gegpqYAbW3l+oQ+PO4W1VTlUVxSgdpa7moAWLXVQ3QsfxV/SUkl5OW4U/whLz7BqRvnmN8zl0IxfjRzJb1+2xX4LB1O+nzR/+AdAMCC2f3JT5Qsf8iun5+7/R8RFhbG/sObsWXDPqQkp5NqY2xqAC1tDTx72jzdtaqaMsTERJGWyr7ypbi4OISFhVFZWcVWTkNDDdlZvO/4c7PzoK6hSko2+Vsq9A31eB4LAB7cC8HksfORm1NfXfBr3De28g1/1z3+F7Bg4RjmMhVVOHPmHmbNGsa2r4iIeGRk5KH/gK48zFzA34hA8f8fr5n9sGvXpRb10aOLBZ6/Yn9+2RR9PRWkpLXckelHSkorISfLneJ//CwGfZws2coQBIFb98Ix0LV5XP6XhExk5xSjZzdyZ/R37n9AbFw61q8azdU8uYIL5Z+TUwQTi6n42rT2wi+ktZR+A7KyMtj3rx/mz1rF1HGPGUtXzsWurQFMY/cn/zMGJ49f5NiHY1c7vOZgaVDXUEVONu+hrllZudDUJFEBEkDEhxjY2nH2bWHFlYu3MGf68kalDwBJJDImPnqWjDYWBlBRUWB6f8f2M1iwYAxbJ10qlYqVKw5i+w7uEnUJ+LvhWvGHhobC3d0dWlpaoFAoCAoKYisfEhICCoXS7JWdnc0gd+DAARgYGEBCQgIODg54+/Ytt1PjnaoyGBtpgEajI7kFmfQG9bfDzXvkTadAvcMVQfDXkam0jPsd/5eELJgaa7KVefchEbYdDJk+iFZvvIiNPsx3Lk1JzyiA/8E72LttCk9pfLmChPLPzS1Gj95LkZiYhX+PNM9ER6fTUVpagczMAsTHpyP8w1c8C43C02cfcffuKwSeuI2bN0Lx5s0npKRk8ZQjvymtrfQb0NPXxqp1C+E5w5tU+l15eVkMHubCNLzPsasd3r+J5Bja16NXZ7wIZf/7VtdUQ1YW77/F7KxcaGipk5L98D4aNh3ZL3rZcfzw+Wbf45wczov5/f7HMXO+J9N76em5iPqYwHEXv2/vJYwe0xfq6tyF7gr4u+HaA6yiogIdOnTA1KlTMWwYexPUj8THx0NO7vs5lpra99X4xYsX4eXlhYCAADg4OMDf3x8uLi6Ij49nkOPE+w8J6O3UgbQ8AAbFsNhzIHbsu4X9OzgnyWBGGzNtfI7PAJ1O5yqcRktDEZlZRVzH3bOipJQ7xV9SUglFBWmOSvjoycdYumBQs+vRn1KhqCBNqpoflUrDzIWHcWDnNEhI/KRiO1VlgKQs01t5ecXo3mtJY5XFG7deY8zonoiITETkx29ISs6GkJAQFOSlISMjCVlZSchIS0JGRgKVlTWQkFGAvLwM8vOL8enTN2RnFyAnuwDV1d+Vn6KSHBwdrdCtuzUsLAw4fs4/S+k3YN/ZBgMG9cXalduxcesKjvLjJg3HqMEzMHbCMIbvOYVCwYBBfXHn5iMMHcH6+MairSk2x+5lO4ZGC5374uMSYd+ZXMbIr/GJLYrhv/v4HNJSMzF2xCwUFhajsrwSJcWlbNu8fxsJPX1tqKmroOL/xhNpke8WgzWr/8W69dPZfleSkjIR+iwC14K28Tx3AX8nXCt+Nzc3uLm5cT2QmpoaFBQUmN7btWsXpk+fjilTpgAAAgICcOfOHRw/fhwrVnB+EDWwfuNZdOvSFmJiJJ10muwGba2N4LfzOjIyC3lSwhQKBV0czPDqzRd0c2xDup1VOz18jEnmm+IvLatqLNJDhqhPKbC2MmArU15ejaycIqZWAf+Dd7Bs4WBSY63bfBnjRnWHmQn3oY/8Jj+/BF17LsHXhO/m/bS0PBw7cR/9nG2xZNFwGBios3z4JiRkgiosy7aSGgDk5hbi1csoHD92E3GfkyElJYHOjpbo2s0atrbmXOdbaA1Gjx2MyA8xeHAvBP3cnNjKiouLw6lPF9y/+xRuA/sw9jNuMGZPW85W8YuKioJaR2VbPU9VTRl5uQVcvw+g3nq2e1sA5i6Yij59u7GVpdFoAIXCMnEOWRSV5KGlpY7QNzcQ/u4jx8iF3dsPY8eetQzXKqgqkBbJx9u3nyApKc42NS+dTseiBbuwc/fC1reaCfjj+Gln/NbW1tDU1ETfvn3x8uX3H0VtbS3Cw8Ph7Oz8fVJCQnB2dkZYWHMnIgCoqalBaWkpwwsAJo7vg63bOXsWA2BpAl6+cDC2+geR64MJo4d1wYWrnMOVfsTOxhjvI9g7A3EDtzv+yGjOYXyXg8KYVuzLzCpEWXkVzEnkMHj4JAq5eSUYO5L9w7hV+OHvXVlZjctXQqGu44HEb4zOaDW1dRATFcHQIV1haKjBl4eqmpoShgx1wo6dC3D77m4cD1yNDh1MEXzvFUYMW44J49fi8aO3oNPpP323/yNrNizGfv/jKC7iXL9iynQPnDhyvtl1OTlZCAsLcczJr6mtjqxM1nUqhIWFea7Qd+TgadBoNISGMH9+/Eh0VBzaWZrzNM6PXL14G8NH1+fZt7O3xlLvuSxlX4S+gbGJPjSZHEWU1yljg+8xrFn7D9vxAgKuoa+LA4yNdVo8dwF/H62+1dDU1ERAQADs7OxQU1ODo0ePwsnJCW/evIGtrS3y8/NBo9Ggrs74I1BXV0dcXBzTPjdv3gxfX99m14cP7Ybps/bg06cUtGunz3pSbM59O3U0wZbdQcjMKoSWJvc7cAtzHXxJyAKVSoOICLldhG0HwxYtNppSW0tlXdiGCZFRyRg5pL50L0EQKC2tQkFhGZJT86ClqQg6ncCx00+wZ8tkxH3JQEpqHvR0VUChUOC75TL697NF3JcM5OSWQFZGApKSYigqroCWhiI0NRQhLi6K7JxibNkdhFsXl/PtfXJDTU0d7t1+jCu3w1FaWon+bp0Q8nArauuoiI5JRkRkIuK/pKOouBzvP/CnHjwrZGSk0MfZHn2c7QEAGRm5OHXyLjZvuYiuPTph3MTh0NZh72/RGkhKSmD1+kVYtXwzDhzeAoIgUJBfiNgvxSgrYTRdUygUiIjLYo//JZiamzH4qGjoGGPr5kB069m9cVevoqYKCzN5yMrWZ7fsYN0WUZGx0NLmfDzEDbk5+di94zBoNDoy0rORl1sAVTXmRaQA4GXoW3TrYd/icW9cC8a5q8wTHP0IQRDYs+MI/j2xnen9yxduokuP7mzP7L99y8CD4NcCE78Anml1xW9ubg5z8+8r6i5duiAxMRG7d+/G6dOneerT29sbXl5ejf8uLS2Frq4uKBTAf+dMTJ2xG3du+DI335Fw9lq2cDC27bkJ/y2TeZpfr+7tEPL8E5x7kUs9Ky4uitpaGte+AS2FSqUh4Vs24hMyUVRcjtT0fNTWUmFkoAZlKQKGnepN2JWVNVCRl4Stef1u1Fyn/uFdVl6NooISTBxiDQqF0ngdAAgdGeTklSIjsxAFhWVY4nMai+e5IyklFwZ6qpCW/jmxulVVtThy8hFu3HmPoe722OHrAQ0DRtN8n97kK6i1BtraavBeORmeS5Tw/Nkb+K7eicqKSowaOxhuA3q3OL6cLAkpVcgrpKCkpA6+aw/DzqETlFWVYWpuBnmF5vUbTC3MsWHVWkz3ZKwC197WGqsWL4dT3/p6CwRBIDc7B+8jklFRVl+boqxCGJcvPYKuiS3amsnzzVw9Y8qSRktCbk4+jv17FitWs/Z4fxMWjknTmCfPIUtEeDTaWZlDQoJzXYpLZ2/AzqEDlJSbV/EsLS3DmcCruHLrKCqoYgxn/g00mPh37/ESpOVtwoEDB7B9+3ZkZ2ejQ4cO2LdvH+ztWS/qLl++jNWrVyM5ORmmpqbYunUr+vf/fkRFEATWrl2LI0eOoLi4GF27dsWhQ4dgavo9w2NhYSHmzZuHW7duQUhICMOHD8eePXsgI1P/LAwJCcHu3bvx9u1blJaWwtTUFEuXLsW4ceOYzunChQvw8PDA4MGDOTrOt4Rf8s2xt7dHQkJ99S0VFRUICwsjJ4fR7JeTkwMNDea7AXFxccjJyTG8GtDSUsbI4d2xZ98NxkZcZOJzsDNFSloesrKZlyPlxOhhXXDx2iuu2piZaOJrYn2kQ2ulKq2tpSI9owDBjyIRE5uKb8k5kJWRgIq8JNroyqKThSq6dtCEprwwg4/Ao+ef0bt7c5+F4+dfYOrYbkwf2hQKBRpq8jBUl0BaUhp6dzWFu5MpLPRk8eFjEmLj0vHpcxrC+XjE8SNVVbXwP3gHA0dtgaqKHB4E+cBzhis01BVaZbyWUkFVgZCQEHr2csThEzuwL8APmenZGD5wGoKu3muV70RFRSXuP4zGrdvhuH3nA4oLi9G9d0/sPXYI78Jeo0NHG7S3sWaq9AFAW0cbEhISSPzKWElPWUUZVZVVqKqqj9WnUChQ19SAQ5fO6O3ijN4uzhj/z2RUVVWBTqfjzt0I3Lodjlu3wxERlcvze7198yEiP8Q0/ptOp+PyhVss+6PT6aiqrIaMTMuS3hz99yym/MO5IM+Fs0GYOW0pRnow94fZsmEfFi+fBTGxeqdXZsc+hw5dhWv/LjAyIl8F9G+gwUF87dq1+PDhAzp06AAXFxfk5jKPDHn16hU8PDwwbdo0REREYMiQIRgyZAhiYr5/f7Zt24a9e/ciICAAb968gbS0NFxcXFBdXd0oM27cOHz69AkPHz7E7du3ERoaihkzZjCM0759e1y9ehVRUVGYMmUKJk6ciNu3m1fKTE5OxpIlS9C9e3c+fjLM+SWKPzIyEpqa9aZMMTExdOzYEY8fP268T6fT8fjxYzg6OvLU/9TJ/RDyLAoJCf8/v+UhmcuyBYOxfe9NnsY3MlRHWkYB6WQ+dDodGmoKWLr6NDr2WA4l/ankKwZyoKysCu8/JCLk+Sckp+ZCRrgWLl0M0c5AHqZa0ijMzoG5KXtz660HUXDvxxgtQRAEHoXGYqgb+91yZWUN9h9/gqWzXQDUK4Fu1lqw0JNFW305mBpr4G14AmJiUxEbRy6RDKfxdh+4jYGjtkBDTQEPgnzgMaIbY0bC3yy5D7MHvKKSAmZ5TsLFoMNITkrFyEH/kMp4x4na2lo8eBSDG7fe4dXrJHRydEAf177o7eKMtlbtICwsDAkJCazcsAa+K3w49jdz3hwcO3S42fWefZzw7PFTlu2kpKRQXVUNY1MT9HZxRh/Xvujj2heSUpK4fecDbt5+j6KiSoaHLCcunLkOaWlJqKgqQUpKAnLyssjKzEFEeDRT+U8x8Whn1bLz/ZzsPFSUV8LIhPXRYkVFJSaMnguveWsgIysNNSZHD7GfviA/rwA9ezP60fz43UhMTMejB28xcyb5Ohh/Cz86iLdt2xYBAQGQkpLC8ePHmcrv2bMHrq6uWLp0KSwsLLBhwwbY2tpi//79AOqfb/7+/vDx8cHgwYPRvn17nDp1CpmZmY078c+fPyM4OBhHjx6Fg4MDunXrhn379uHChQvIzKzXPStXrsSGDRvQpUsXGBsbY8GCBXB1dcW1a9cY5kOj0TBu3Dj4+vrCyIh/VSJZwbWpv7y8vHG3DgBJSUmIjIyEkpIS9PT04O3tjYyMDJw6dQoA4O/vD0NDQ7Rr1w7V1dU4evQonjx5ggcPvtfl9vLywqRJk2BnZwd7e3v4+/ujoqKi0cufWygUCvbsmoV5iw7h5lneTGKO9mbYtucGzx7+Ln06IPhRJAb1Z59/ftCYrYiKSUFpWRWKiisA1O/+yfoHMIMggIiP3yArIwElRRlYmyqxTMUbFZuO9hasHYTodDrSMgpg0KT8LoVCwfUTcznOc8v+YCyc0ReSksxD92RF6tDJoj7DWq2wFIIfRUJHSwl6OiqQ48JBkSAInDjzFOcuv8T0SX3wIMiHY/rh/wKSkhJYuGQmJkweiW1+B3D44CmsWruIraJhxqf4YnyN/wIxMXHYd3GAlBT7z9a6oy3UNTXwKPgBnF37sZSzsGyLpIRvqKurYziScHXvj23rN8N1IGvvfilpKVRVVUFS8rt1Sc9AH3oG9e/t4ulzuHs3AiJiopBXUED3LkZsf8tnLh0EAFy7fBfJSano2t0eGelZLDP4vXj2Bl27t+x8/+i/ZzFtJnOzLQB8jPiEKeMWICU5vd6XSUO1WRQHQRDw9dmBXfua+y0B9cpfgpKDRQt2Y8++xX+Nib/BabsBcXFxiIs3P05pcBD39vZuvMbJQTwsLIzhuBgAXFxcGpV6UlISsrOzGZzO5eXl4eDggLCwMIwZMwZhYWFQUFCAnd33Z7yzszOEhITw5s0bDB3KfIFWUlICCwvGKqjr16+Hmpoapk2bhufPOZeubilcK/7379+jV69ejf9u+PAmTZqEwMBAZGVlITX1e9aq2tpaLF68GBkZGZCSkkL79u3x6NEjhj5Gjx6NvLw8rFmzBtnZ2bC2tkZwcHAzhz9uMDTUgItTOxw69gBzp7vy1IfPkuHYuP0qDu2eznXbcaO6w3PJMY6K39rKAM9exqK09HsKU0MmVe/I8CHyG0RFRZCbX4J+XY1hY8baqamBpNR89GFixm/sMyoVtu2ZKxlOSj8xORex8ZnwXdo89p8ZYrRKuHQxBI1GR1pBOWLj02FmrAUlJfbljjMyCzF/2XF07mSG+9dXkVP4bGL7fyZkvfiVVZSwdddqJH5NxsZ1u6GqpoyVaxdCXp79e3j9LhVZmVkwNDJEv/7c/Q4WLPPClNET0KtvH7bhbr369kHIoyfo6+bSeE1LWxt5Obmg0Wgs22rr6CAjLR0mZsyr4snKycGusz1U1FRRWFCI23ffg06no117K5gasA5XTU1Jg4OjLRwc2cfxv34VjnGThrOVYUdVVTXev4nEyjULmN4/eewi1vnsQFFhceM1ISGhZj4bVy/dRpeudmwdOv22XsfwEb1haPjrw2DJoCgrBkkZzj4PzKgSqs+BoavL6Iuzdu1arFu3rpk8Lw7i2dnZTOUbEss1/JeTTNM8MyIiIlBSUmqWoK6BS5cu4d27d/j3338br7148QLHjh1DZGQk0zatAddLRycnJxAE0ewVGBgIAAgMDERISEij/LJly5CQkICqqioUFBTg6dOnDEq/AU9PT6SkpKCmpgZv3ryBg4MDz28KAFBVhrnTXXD/8Ud8SWCfP5wVHW2MUFpWha+J3BcLUVOtd1jKyS1mK+e7chQGudox7Ij7knQKBIDq6lp8jk9H6MtYmJtqwdJQHuoK4hAhGZecmlEIPW3WC4RbDz82M/OTxXvTNWzxGc6145awsBAM1MTh0E4diUnZiPiYhLz85glRCILA6QuhmDr3EDb4jMHSBYP+iF0+O4xNDXD8jD8GDXXB+FFzEP7uI1O5N+/TcfV6GFTUVOEywA1mFuTzSjQgLSMDV/f+uHqefSrrwSOGIujStWbX27W3xOeYWJbtdPR1kZ7CujKlhKREo6lfSVkJzq790K+/KwrzCxB08y2ev0pken6f8DUZJqaGbOdMo9FQWVEFOTneF3+Xzt3AqLGDWX6/HbvZwaKtKZSUFBqvUSiUZjv2D++jMXv+ZJbjREZ8wqfoOAwfN5Hnuf4XSUtLQ0lJSePrxx39f5GnT59iypQpOHLkCNq1q6+LUlZWhgkTJuDIkSNQUfl5obx/9FNSSEgI+7dPw4LlgTyfma9ZPgK+W+pzA3yMTobfjuYPOFZMGNMDZy6yN9tQKBQEBsxFZztTCAlRICMjgZ4katLX1VHx5FkMUtLyYaQuie422pCifE8VS9Y9KjevFBpqrKsKhn9Mgb0N+4coM+48ioKZsTpMDHmzXjRgZ6EKa1MlVFfX4v2HRNTU1AEAcnKLMWaKP9LS83Hn8gq0bcNDPPMvPutvScx+1+72OH1hPw7uPYF9u481xrzHJ5bj6rVXkFeQh5v7AGhpt8wJbPzUSbhy7iLbs3Z1TQ1UVJSjvIzx87Tv0hnvXr9h2U5HTxfpaawVv6SkFKoqK5tdt7Juj379XaGnr4+gm28R/CCKoXZAbnYe1NTZf7bv3kSioz1vC1qgftF57fJdDB81gKWMmbkx7j4+h35uTjA2NYCCojzTGgd+21c2OvQ1pbKyCmtWbMW23WtAoVB+aZ6Hn01TB25mZn6ANwdxDQ0NtvIN/+Uk09R5kEqlorCwsNm4z549g7u7O3bv3o2JE78v4BITE5GcnAx3d3eIiIhAREQEp06dws2bNyEiIoLExESm828pf6bi/+GBrqergjHDu2D7Ht4c9cxN62sS9B7oi35DN+LYadYOS01xdbZG8KNIjl7KwsJCuHPZG6bGmqitpaK9Jevz2/yCUkRGJeN9xDf06qQLM21piIkxnthIS4mjopJcvng6QbA8M6ytpUJURJjrXTSdTseeI4/gPZ9/Vfd0lERha66Ml6/jsf9wMMZP34dVS4Zh5ZJhLfKH+NXKvyUoKMrj6KndkJSUwITRcxF48j4KCwrgNmhg4zl5SxETE4PH5Ak4deQEWzk39wG4d/MOwzU7B3u8f/2OZRsdXV2kp7JW/KKiIqirY+0gq6quBpcBbuhob4fbdz/g7r3IRsXKycr0MPgZXDhkKGTHk4cv0K2nPUuF3UBqSgbKyysQHvMQJ87ugU1H7ooBrVu1HQsWT4eyync/o79J+ZOBFwdxR0dHBnkAePjwYaO8oaEhNDQ0GGRKS0vx5s2bRhlHR0cUFxcjPDy8UebJkyeg0+kMFuuQkBAMGDAAW7duZfD4B4A2bdogOjoakZGRja9BgwahV69eiIyMbHbcwS/+PMXP5EE+0aMnIqKS8DE6mauuamrqsGr9eTx8GoWnzz8hN68UQkLkzdYiIsKw7WCIdx84r9okJcXwPNgXBEE0U+RAfcz9sxexqKysRXtjBXS2ZO3/IC8niZJS9mVPATQe07DiY2wa2rfjfid951E0+nS3gLQUb2d87Hj54iMiopKwznsk31IctwY0Go3tZ8uvhzeFQoG1Q2/YdemJS2cuoKK8gi/9/sjgEUPx5MEjlJY0P25poP/ggbh7kzFESUFRASXFxSzb6OixV/x1dVSIkki/LS0jg379XWHftTPOnnuKmjohjln/Ij/EoIMN5zLUrDj671lMnc45hM9v/R6sWrcIANCrT1dcvN48AoIVj+6HgkKhoE+/5uFdAuXPiJeXF44cOYKTJ0/i8+fPmD17NoOD+MSJExmOChYsWIDg4GDs3LkTcXFxWLduHd6/fw9Pz/qiSRQKBQsXLsTGjRtx8+ZNREdHY+LEidDS0sKQIUMAABYWFnB1dcX06dPx9u1bvHz5Ep6enhgzZgy0tOp9MZ4+fYoBAwZg/vz5GD58OLKzs5GdnY3CwkIAgISEBCwtLRleCgoKkJWVhaWlJceFJa/8WYq/qpzpZQqFgv07pmHxqtONpmIyzF92HLv230ZO7vcUpnVcHhlMGd8LJ86QsxKoqshj/OjuyMgsbLxGpdIQG5eOF2Fx6GGrDV1lUY67GTlZSZSUcVb8JaVVUGDjOf86/BscbLkLLSEIAgEnQzBrYk+u2nGCSqVh9vIzkJYSx9FtY+FopYGCwjJERiW3vHM+7vqrq2uwY/sZaGsOQMjTcM4NWgCNRsO1oNcQERHGzHlzcPLyWVw+dxEBew7wdRwhISHMWuCJgD37WcrIyslBQ0sTlRWMCw9tXR2kpzEP05RXkGdbDriutpar5EVSUlJQUlJCN6ceuB70GmFvU5jKZWZkQ11TlWfv+PB3H6FvoMOwC2clJykhDou2zJ0X2ZGfV4C9u45i3aalLGUEyv87o0ePxo4dO7BmzRpYW1sjMjKSwUE8NTUVWVnffbW6dOmCc+fO4fDhw+jQoQOuXLmCoKAgWFp+r9K4bNkyzJs3DzNmzECnTp1QXl6O4OBgSEh8Tz529uxZtGnTBn369EH//v3RrVs3HD78fXF38uRJVFZWYvPmzdDU1Gx8cVPgrjX4sxQ/G9RU5TF3ugtWb+RcL7yBAzv/gZfnQKirfU9gQqWy38k1pY2ZNlLT81FRQS4e2dmpPZ6E1ieRiIxKRkxsGgxUxdGzI/mdt7ysJEpJKP7UjELoarN+eL2LSIYDl+f7L958Rfu2ulyXBWZHeUU1xsw8DOcebbFoZl8A9Ys5Uy1pmJlo4smzGA49tD7V1TXYsvkk2lmMwbq1h1FVVc3Sr4QfD+y0bAIXLz1Hj95OjY570jIy2HVoL8rKyrB94xa+Jv3p2ccJMR+jUVLMOo//5t3bISXNmAzH3tEBb1+95mnMOmodRLnc8URFfoR9l85wGzQQyioquHzlBRJSGH8LD4OfoZ+rE09zAoB9u49h3iL2FTwJgsDWjfvgzcLjnx10Oh2LPNdg03ZvSEr+nAyXfwLsHMRDQkIaHdAbGDlyJOLj41FTU4OYmBiGrH1A/TNm/fr1yM7ORnV1NR49egQzMzMGGSUlJZw7dw5lZWUoKSnB8ePHG7P2AfXO7syc4X90gG9KYGBgq2btA/4ixQ8AQ93tUVxSgUdPo0jJi4gIY9MaDzy6sRrt2uhAREQYFRXVqK4mbzUAAI8RXXHu8gtSsn16WuLh0ygEP4pEOwsddDBRZBkDzwqypv7M7GJoaSiwvF9QVA5lDqF0Tdlz5DEWTO/DWZAk2bklGD71EBbOcMaIgR2b3ZdENZzsdHD3wYdWy3gIABUV1YiKSsL1oJc4fyEEFy6G4M69t7h39xU6O0yBgd5g+K47gtTU7P9blSitVjUtMjoX0REfMXjE0Gbx+BQKBUt9VkBaWhrrV67l22dCoVDgMWkcLp1pXpiHHZ0cHdg6+LH7jOpq6yDGZbri2OgYtGtfv2vT0dPFgCGDkJWRiaCbbxvP/58+folezrwVivoUEw8FBTmOtRSuXLyFrt3tOToZMuPg3kD07NUFVu0tOMoKdv0CeOHX1wP9yezePAnuo7fCur0BVJRZe7P/iGVbPUS+3I7la89i1/7bSEzOhqWFHukxRw5xhPvorfhnUh+2DzqCIFBSWokvCZno52gASh1v57XyJE39ZRXVkJNhvqPILyiDsiJ3Sj8qNh2qKrLQUGOe4pVbPn/JgufKszi4ZTzMTVhnF6RQKHDrZowHjz+ij5MVb85+/4/rT0vLw5u3cfiakImExMzGcEwpSXGYGGvByEgDUpLioNMJUOtooFKoKCutBJ1OZzhXrqmpxdo1/+LQwaswNNKCmZkezM310b6DCcRkeX9Yhzz/CnFxscY8+KyYs2geAg8fw8pFS7Fp1za+JH3p298VYwePxLQ5M0j3p6uvxzZkT0iIwjLWv662lusdf1VlVbPFUEf7TqiursaNm4+go6eHqqpqjvkPWLFn5xGsWDWPrUxZWTlOn7iCK7eOct3/h/dR+PA+CsdO7ybdpqGcrwABZPnrFL+0tAR2bJyAOV5HcTFwEeldmYiIMHZumghJCVFcuPISG1eTV/zi4qJwsDPBi7A4dO/CfBWfmVWI9MxCmBppoIeDMSJj0mBjRX6MH5GTlWBICMSKsvJqKMozN8m/jUxGJxsDrsbdeeg+1ix256oNK5LT8uG58izOHZoBdVVyC7R+XQwR+joedjZGpIsA0Wh0vH73BbeDP+BDTCp0tFXQrWs7dO/WDlMn94OamgLL70hCQiaowrJYvGQcSkrKsX79MVy9/BhZWQWQlBTHxk2z0a27NZKSMvElPgUfPsThYMBdVFRUonvPzug/sA9XGfiCH0RBR08XRibGpOQnz5iGS2fOw2v2fOw44A8RkZb93EVERNC1ZzeEPnkGJ+fmuTiYQaHUWz4aqvQ1RUZGBhXlFZCTb/43rq2ta5bljh0FeflQVmGek0JCQgJugwbiRMBRKKlqNcs0SIZvCSmgUCgc/2bb/Q5g4ZLpXDtmlZaWYe2q7Th9YT/X1iKB8hfADX+Vqb8BW2sjONiZ4t/jD7luu8FnDKJj05CeUcBVu5lT+iKAxXjPX30GlUpHJwtVKIjTMNjFGjfuR3I9twZkZSRQRsKnoLyiBrIsdvyxXzJhxSaVb1Ny8kpRU0uFsUHL4vYBoKCwHNMWBeL47imklX4DPWy1EfM5DUVFzB09AaCoqBznr7zAhBn74D56Kx6FRGP4IAfcu7QMxw4vwpRJ/dCtqyXU1RVJP4Dl5WWwc+cCREadxZy5wyEkJARhYSGIiorAzEwPA927Y5HXWBw/44+T5/ehjYUJDuw5jqH9J2Ptym14/SocNBprx9Fbt8NhbGZKWuk3MGq8B/q49MW8abNRV8fdERUzxk6agPMnuauqqa6pgRwWmcxk5GRRVsbcwa+ujrsdf1TER1jZsI/Njwz/gPlLvXDj5lvExHFXhGvPziNYsJh9Fs8vcYlIT8tC777cFVohCAJLF67HqrULoaDIm8VMYPYXQJa/bsffwKK5AzBs/A706NqWq+QvFAoFG1aNxupNF3Hi4BzS7XS0lUEQBEPuf4IgcO9hBJyd2kOU+t2s72BrhI2777DqiiNCQkKg0zmf7ZaVV7NU/InJeRg9qBPpMS8EvcXYYS3Mtoj6qnoTPI9h57pR0NflnHKYGfZt1fD+czYMDdQYjnPiv2bWR2nkFWNw/07YvmEC36v1KSjIYre/F9ZvmAlJScZwxoYHs4SEOJxdesDZpQcIgsDHyFjcu/0Yfr570KNXZ/wzcxzDw//2nQ9o274dNLV4S9fqPmxwfT5479XYuGMLqTaVVOaWIGllAwiJSuHrtzxo69XvfKVEmifZ+RETM1MkxH+Fhmbzc3FZWVmUs/Dsr6ujcrUrj4qMhGN31mf31dXVKCosgr6hAfQNDfDxQwTuBqfCzaU9xwVeSnI6ysrK0badGUsZgiCwdtV2bN21mvScGzgdeAVm5kbo3KW5Hws3/C47fyV5SUjJsE6rzI5KYXLFzQTwzl+54wfqleOhXdMxf9kJVFfXctW2vaU+xMVE8DY8gbPwD8yc0heHAx8BqK+a9/zVZ7h2NWJQ+kB9Qh9tTUWkpHFnVeCW8ooayEgzj7XPzC6GtqYC504qSoCKEgQ/jISrvW7jv5m+OECj0TF5wXEsnt0P1pa8HXM0YGehiuSUPOTmleDl6ziMmrQLW/2DMG+mK4LOLcOU8b1atUSvrKw0KdM6hUKBtU07eK+ejxvBJ9G+Q1vMnLIEPsu3IDMjG/fuf4R5OwuelX4Dg4YPgbyCAs4cP8lwvZIqxfTFjrFT/8G549/Pr1n10dCPsZlJs9K9DcjIyrDc8bM6HmBFZHgE2rPZ8T97/BQ9+jg1/ruDrQ2srNvj3PkQ5JewzzmxffMBLF4xm63MrRsPYNPREnr63GVLjI76jOA7T7BwyQzOwgIE8IG/VvEDgKaGIhbPGwivlae4brt+1Wis2XSRY6KQH+nR1QKv3sQj/msGklJy0d1Gm+WDbZBLB9x8EMn1vBqQlBBFJYfsfWUV1ZBlcRZOp9MZHbjYKPO4xFwY6ioxTTzEAJs+CILAfJ/zGORijT7dOXszc4JGoyP1WyqGjN2Oi1dfYffmyTh+YA4s23JYUPzCTH4UCgX93JxwMegIBg11wfSpq3D2xOlmsfG8snjlMjx7+gohzz6QUvCssHVwRExkBNP0s02ppEpBy9AKcXFJTMeTYbPj54a6ujrQaHSGGOum3Ll+EwOGMPqgKKsoY/CIoXj2JASfvzJPUPQlLhF1dVS0s2Rdwre8vAJHDp3BfC/uCnqVlJRh5VI/7AvYxLYQEjcITP4COPFXK34AcOtrA3k5KZy/Qi7crgE1VXkMcrPD0ZNPSLchCAJdHMxx694HWBkpsJV17m6Bx88/czWnH9HWVERaJvszzIoK5qb+2qICiFII0rv1szc/YPyQFpgoK0qwdVcQDNSlMW54Z977+T+hYV/g6uGPb6n5uHfGE2NGdIWigjTnhq0Itw9jUSltrN64FktWLcMh//2YM3kGy0Q4nGhQ8tV0GfjtO4QD2zYjPYV5chsyUCgUOHTrgfdhr0jJ6+jrI/3/FTubWgOkpaVRUdHcH4PbMMToyI+wsmZd3KrBzM/MciIkJAQ39wHIzcnF81fNs2zu2HIQy7znsh3fz3cPFi2ZAQkJ8tkqCYLAormrsWa9F8dkQNwiUP4C2PHXK34A2OAzGmcuPkf8V+6q+M2c2hdXbrxGfgHrVKYNlJdXI+ztFyyY1BXBD95ztBRISopBXEwERcW87fZ0tZSQ9kMGQGbU1tEgKvr/XcYPSj4lswj62oqkxiEIAq8jUuBow3tu+JfhSYj/losl/zhxdTTQlOKSSsxadhoXb77DlaOzsHhWP8jJSsK+rRoio5PJK5NfnL8/NZOGrIxMtLexhplFG+w6tBeLVy3DyoVLceLfo6StTMx29dIyMvDbdxAr581GRTlrB0hO9B3ojkd3yNW/EBERAY2JdaCSKoUamhhq6c0Xn5UVFZCWJr9YC3v+Cl26d2V5P+TRE44hkJ0620NBURE3b79v/K5ER32GhKQEjE0NWLaL/BCDoqJirh369u8+BgdHW3RysOGqnQABLUWg+FEfqnd4z0zMXXyMo3n8R4SFhbDBZzRW+rJPapKXX4pPcWnobKkORUUZ9HNqh1sPOCcRGuDcHrceMC+7ygldbSWOO34RggZaWXEzJZuQkg8TfXI7hlcfktHZRp/nZDVl5dVYszsY/quZlDcluQAgCAJXbodjxD+HMGGEIw5sHseQOVBYWAiWFrqI/pTK0xx/JlQqFS+ePW+mpIxNTRB4+SyEhIQwacRYJHz5yrQ9mXN6bT19zFuxEivnzeY5wY+JeRt8jYsj3V5IWJipLI1Gg5CwcLM5F+QXQImLXXD423ewtbdjef/mlSAMHDKIYz/Gpiaw7WSHCxdDQaPRsGPzQSxZwdqJl0qlwtdnB9b7LSc9VwB4+fwtoqM+Y8acCVy14wbBrl8AKwSK//9oaylh2YJBWLgikKt2Dv8vpxv29gvT+9k5xUhJzYN9W7XGM/OZE3rg8OlnHB+aQ9xsEHQvgqv5NKCrpch6x/9/hSosIgQqtfnuMSmtEIa65B66F25HYqw77zsWL79bWDOvH+Rl2XgAs1kApGcWYszMf/EpPgN3zsxHV3sTpnKyInWQlhJvTMjzM+HmAXzj5lu4ujOvaigkJIRJ06di854d2LJuI/bt8GcI0ePmzL5Tl26wsu2IK2e4928B6s397dp3QGwUuYWpnLw8SpkU7CHodIaz7YYFQGZOBZRJ1ienUqmg1lEhKcn8O1RUWISammqoa7JOAvUjSspKcBnoBr9NJ6CsosTWWS9g/ykMHz0QqmrkI1BysvOwdeN+7Nzn22rZHRsQKH8BzBAo/h/o16cD1NXkcfpCKFftNq3xwJpNF5vlZs/KLkJmViE6tmH88cnJSsKqrQ5evmUfFSAnKwlJSTHk5HE+SmiKga4KklObhPU0UaAiwkJMiw7lF1VAVYmcmTUhOR8WJqwrBbIj6GEMFOUl0dOBZGx6k/mfv/4GM5eexrolg7F28SCIi7MP/TLSkERaegHbUq+/ktfvUmFm0YatgxoA6Ojq4MjZQGjraGPCsDGIjGLuOMeJybM9cefaFeTlMI+x54TzQHc8vHOLlKyisjKKCptHqdBoNKZZAAsL8iGrqEnqfX2Kim5M08uM65euYOioEaTm2YC4uDgi33+AaVsbZOUzd7pLSU7H82evMW7icNL91tbWwnOGN7b5r4asLHeZMXlFoPwFNEWg+JuwznsUrtx4jagY8s5PykqyGD2sCw4evd94LTunGDm5JbAxY74TWPBPH+w9+pjpvR8ZNagTLt5gXdOcFWoqst8XDCx2zCLCzHf8xaXVUJDjHIObnlUMLXXeko1k55Xi4JmX2LDQleu2RHkx1m66hDcfknDjpCcszNjnTf8RW3NlPHsRy1nwJ5/zl5dXIC8nD8amzC0WTaFQKHAdMQnb/g3E1jWrEPqI+2RUIiIiWLHBD34ruTNTN2BtZ4+P78l9N5WUVVGYn9fsOo1Og5BQc8WakZoKrf/XIuek/EOfPEPXnqzP1x/evY++/V1IzbOB+3fuwdrOFhP/mYIXIc+QlsX4OyEIAj7LN2PTVm+udu0rl/hh4rRRaGPBfcU+AQL4hUDxN0FYWAhH983CwhWBbLO/NWXqhF64//gjUlLz/q/0i9HBhLWDnKa6AhTkpRATl8G2X7felrj/lPvqcxQKBRQ6FfQy1uf8IiLCoNKYKf5KKJKorvc47Cv6dCGnqH6EIAh4rruOXasGQVycuxxSVdV1mLTkPDRUZeG/wo3rvPwUCgUdrY24zsHAK2R3W/eCI9CrH/niRg3KUEVNHQfPXMCNS+dx/jj3ueHbWFpB18AQD2+Tc9T7ESEhIejo6SM1KYmjrKKyMgoLmu/46Szy9KcmfYOe4feS0Oz8Ft6+eg37LsyjQWKjP8HYzATi4uS97evq6nDswL+YvWAuKBQKBgwZhLev3yA5/fuxysVzN2BtawkTM/LVK08euwglFUW4D+5Hug2/EOz6BfyIQPEzQVVFDtvWj8c0zwDQmChGZggJCWH35kmY43UU2TlFaG/M2St+2VxXbN13j62MmJgIdLSUkJCUS2oeABp3+HpaikjNLGYpxm7HLy/LOdf907AE9HbkXvFfuB2JTu11YcnFTh2otxIMmx2I8UM6Yva4LvUXeYgAUBCnQVJCDFVV3CVuai3efciEhWU70oVvmipAcQkJbA84iqyMdGzx8eYqtwQAzF26Aqf+PcT0DJ4T3Xr3wevnzzjKKSkro4iJ4m9w7mtKWnISdPQNml1vugAoLCiEtKwMy7z4l86cx+jxYznO70dOHwvEcI9RDCWG3dwHICL8A1IyqMjKzMGlczc4pu9toLa2FuNGzsGh/Sexwod9gZ/WRKD8BTQgUPwssLM1hrtbR/huuUy6jZKiDIwM1RHzkbmjX1NMDNUgJi6CT/Hsd/1jh9rj3HXWpU0Z+EEJtjPVwKevrM9vlRWZ76BoNPr3MD8WEASB3IJyaLDJpU+j0VFdU4eaGiqqa+pAEARqaqg4evE1Fk7uweGNMBIVl4lxi85i50p39OvOJJEKl8q/ja4M5/BNDub+4uJylJezT1fLCRqNhtTkZNI5+FnteoWEhOC1eh1M2ljA65/JqKokPy9xCQksWOmD7etWN86psqICFeXlqK6qYruQsO5kj8h3bzmOoaSiwtTUX1dbCzGx5r4ZdXV1bHfpDQuAkIeP0bsvc0tJXV0d4mI/s43vb0pJcQnu376HkePGNLvnMsAN7968xfw5G+C3YyXHzIylpWXY5OsP6zZ9cO/2I3ivnseXKokCBLSUvzZXPxmmjO+FuYuP4ubd9xjUn3WoEAAUF1cgOSUPO30GY8D4vejXsx1UVTiX/ly1YADWbA3CmYOsdw/dO5ti05477FOYMlF87UzV8TYqDQN6tWU+9hxnjvNjxZekPOhrKyIloxCfE3Khr11f0CYjpwSqStIQExVBflEFlOQlISkhiqKSKlBpdAQ9iEFPB2OEf0qHkrwUqmvqUFxahQ4WWlCQk2T6/p6/+4YtAU9wYc8EqCqzcYiqKAGkyfkciIgIQ0iIgtpaKueMg00gCAInTz/CAq8AzJ4zAtbWrDO6cSL4fhR69HbiKEfWeW/E+InQ1tXDnPFjsOPwMSirqDaTqampwbsPkSj+wdmOQqEgNS0N+/39YWzRFqJi4hASEgKNSkVtbQ2I/yv/hkp7DSgoqyA7k3NiIUVlFaY7/uLCQsgrMkaQEAQBkDw3f3A/BBu3rmN67+HdYDi7cWdW37t9NzwXL2CZRa+stAwysjJQVLcAwNxJNCszB36+/nj88Dlyc/JBpdKgqqaMfm7kKhq2Jj8rl7+cuDCkJXhTLyJ1/MlgKIA1AsXPgd2bJ2Owxza0MdOCmQnzfOllZVWIjU+Ho1V9uJCf9zAsXX8ZgXuncuzfSF8VUlLiiP6czrIanpCQEBztjPH89Vf0cGxSJITNTredqQYCr3LvGMiKtMxilFfWoKaWihNX38G+gx5UhQnod/j+ubRR/uGI4If/N5QVRUl5Nd5HJCF4/3gICTU82CVA15BBbi0VcYm5SMkogo6mPFSVZKCuIououEz4HXyMKwcmQlqKxDltw+dBYgFgZaSARy9i0bc3+R1hdnYhPMZvQcTHbygtrUTCV9a15jmZVsvLK0AREoK0DHvvbm499h17OkFJRQWLp0/FgdPnISklhZev36KooP6BLy4hAeM27WBhbcvQzrSdFbYuXwSPmeyz1P1IYV4eKiqrcfnSZYhLSkJUTAzduzhCRpZx0SsmJo66uuZHK8VFhVBUYlT8eTnZUFXjHClCpVJRUlQEKSV9AM0tHBfPXMDeIwdJv5fU5BSkJieje6+eTO9nZWYi6NJVnLp6Hrev38TwYV2YZuobNnAK4j8nMlhKFBTlISlJrlS0AAGtjcDuxAExMREc3TcLsxcdRUlJ84dLZWUNwiO/NSp9ALCzNoCqiizuPo4mNcbKBf2xee9dtjLTPLrh2LnnjBc5mLdVlWWQV8h95r+GHR1BEIj/louYL1l4/u4bKJR6xW6tJYvivFK42+lBSoJ89bStJ19iycQuPyj9eoSEKNAQBSxUJOHaQQvtVKUgRKHg0t2PmLriIgI2jiCn9H+EpOnf1toQsXGcd6wEQeDw0XuwtZ+HkNBolJTUf67xX1KRlpaD3NxCFBeXoaqqmvQZ+4NH0ejei/2RB6/59M3atkPPgUMwflB/3LhxExo6eujq7IKuzi6w69YTikxi5JXV1KGho4vocM6m+waUVFXRrZ8bZBUU0NXZBdYOXfD6XThu3LyFGzdvIS6pPmmSkBCF6edSXNR8x5+a9A36RkbNZJvy4c1r2DrUO/U1PfuPj42DlrYm5BXIR534rd2AZWtWMr1HEAR8Fq/A+m2bICoqikHDh+DKlRdM31Pw04twcLSFiOj3fZVF29/Hi19w1i9AsOMngbaWEjavG4spcw7i8ikvCAvXr5eqq2vx+t1X9Oqk26yN75JBGDRpP7rYGUNBnv3D20BXBbIykoiMSWVZlU5PRxkVlbUoKCyHspIMacUmJiqMmhoqV97zdVQ6ImMzkJNfDicHY4hXVQJqjHH9BSWVUFEgr5QycksRm5gHv7mcPdcpFAqIkjIcPv0c1zYPB41OR1RcJmpqqejUnouqfSRM/0oSdKTWMNapz8gsxNvwBCSn5iIlLR9pWSV4FhqFwqLyZkmX0tNysG3rKdTU1KGmpg61NbWorq6t95OQkEWbtqZoZ2mGtu3MYWSi32hCzsoXhqysLNvCLLwo/ZqaGjx89Bh1dXVwcOoDWXkFhN6/i+4uzJMCNWWi5yJs916MrcfPkh7TsmMnhL8MRafuThATF4eNY33qXIIgEBcViaCoSFSUlaK2tvmOn0ajNzsrT05MhL4RZ5+Hp8F3MXDEKIZrlVQpSIlUIvDwUUye8Q/p9/D0wWPo6unC1Jx52d1zJ8/AtpMdTNvUH+sICwvDddAAXL7yEKNHMYYSysvLYqbnRBRvKEF2di5KS8rR15W5FeFX8buU7xXwaxAofpLYdzTBiCGdsWzNGezcNBE0Gh2v332Fkx1z87yUlDg2LB8Cr7UXcdx/Csf+V87vj2UbLuPi4VksZSaOcsTJM0/gNY38Q8S6rTYiYjPQmUMufYIgEBWXhZpaKuh0OjpoyoCiJQtUNbdy0Gh0CHPppOR7JBRrZpCbd2l5DSasvo69S92g11AaWFYURRQRvI5Iga6mArQ1eMsfwAwJcVH8j72zDpOqfN/4Zzq2uzvYXZaOpRsJRbGxsLGwEcXuThTFRvyKrRiEIiFId7PAst09u7PTc35/DBuTO4ug/nTv65oL9pz3nPOeiXO/T93P199vZvP2oxw8XEJ0VBDDc3rQu2cC0yYPJC4tAYVCTkFBJW8v/JmlP26irr6Z2loNfn5q3nzrPpfnrWpUk3v4OAcP5PLR+5+Tf6IIq8VCXHwMQeHx3D7nLrdz6irpGwwGVq78BZFY3EbAABHRMdRWVfLOc09y64OPdXqe0IhIwqNjOLBrO9n9B3l17fTs3nz2znyn7SKRiMw+NlXHsqJCfv3+G75f+gNpWdlkp7sn9sP793LVLPcyuWD7vh7at5e5Tz7jtK+ixkhZaTk9sjK8mr/BYODt1+az6GvXi50Tx/P45aflfPzV/+y2q9VqhgwfyvIVe5g6pW/b9j27DvDF/5ayftsPfP/NCu669WGGDffuvexGN/4KdBN/F3D5xSM4cKiIjz5dQ1ZGLEN7RXoU7xg6MIUff9nL98t3cf7U/m7HASTEhRAZHsim7ccZNsh1idzUIfFMee9X7r5ulNeiIUP7JbB5d6Fb4rdarZwoqqO5xUBUuD8RUgGlWOTx/CdK60mO9a6JD0BZdROaZj39Mzov3zMYzVz1yPc8ftNospLtE9OCBDNDkoKoNIvYdaAEtUpORkq45xO6sfqPHCvnx1/3snHbccQiEbFxEdxyw1lkZcQ637vCViqWmBjBi89fzwvPXceePXk8+ewStm0/7jLpUmsOxccH+g/sTf+B9jkE+/cdZsGbXzLzwsuIjY/jnPPPZfjokZ1mibuCIAj8+tsa9LoWcsaMR+airO2ia29k4fNP8vWH73Lx9Td1es6Zs+/m5QfneG31K1UqjAbPPS4USiWhkVGMmjSVowf28d33S4lPdv09L8rPJz7Jc3387u1b6TNwkMvv6bdLPuX8y69ps/47w8I33mLmjde5zLUwmUw8dM/9vLTgdZfembCIcGLiY9m0tYBhOYmUlVbw6LwXWfzFm8hkMi657FwmThpFUHBgp/P4q9Ft9f930R3j7yKefmQGX32/mbq6Zq+ywR+fM413PllHVU3nsrsP33U2z7y+zLWGv7YRqVTCsP6JrN92wuv55vSNZ9te5+Y0giCwdU8hO/aXEBHqS99oPyKk3jVcOZBXTc8U52xxd3j/+13ceL7nhU8r7nrlF2Zd2J+hvZ3DJ62IkAr0j/UnwE/Jqj+OOkklO+FkWMRqtbLst31Mv+YtXn//Nwb0TuDLd2/i+0W3cd+d5+KjVni1oBKJRPTrl8pLz93A6rULuqy3nl+k5cU3X+XzH7/htnvuYN/uvcy88DLm3HYX69esQ2vqXDURYN+Ro3zzzbek9cxmxMTJLkm/FTfd/wjHDh3g95XLOj1vWGQUYZFRHNy1w+t78gsIoFnjPvwkFkvaKgPSs3szevLZiEQiKsrL2X2wvf10a8y8s7K3Zd9+7eTmbz1+7coVjJtyNtC556SkqJjdO3ZxzvmuG/i89txLzJh5BbFxrj17AGk90jHoDew9UMNtNz7Aa289SWBQ+2Lzn0j63fhvo5v4u4jyigZeeuoqXn3zBwqKO18tKxQyXnr0Yu58+ItOm/KEhfoxIieN75c7NObpEM+//pLBfPiVlzX9QICfCk2z3m5bRbWGnQdKSE0IZXBCIH7mrgnZHMirIrszS/skzGYrf+wpYtygzhXOlq47gq9aztkjXMdZHRElh/FZEew5XEZVrfua+2atgQULl3PWpa+x/3ApH756DQtfvIrxIzNRnkxOjA+V06j5czX53sBqtSIIQpt1n5icxO1z7mLJD19z+5y72LJlL9ecP43flv/s9vsiCAI//byMxro6xp1znlNynCuIRCLue+4VvvnoPWq80Oafefs9LHn3La/vKzo+gbIi9zLXrpL7/AIDScnsidFg4JtvvuVEaQUFecdJTPUsCmWxWDiem0t6pnOZakVpCdMuvtTOe+KJ/J9+5AkeevJRl4u3rZu2UFZaxnkXne9xPgADcgZxz613MPvu6z228P2noTvR77+JbuLvArRaPdU1GrKTAnj/lZnceO9ir8iiT884emXG8L9vtnQ69s4bxvP2orXtjWQckvjio4MwGM2UVngvWBMdEUBJeQN1DS3s2F+M2WxlYFwAIaJOLGU3OHyimqwk7yz+nzYc5ewRaZ1axeU1Tbz91XaevqVrtc5isYiBcQE0NRvYd6TMjiyLyuq57/mfuOT2xYQG+7Di/Wt54PYptuRIF5DLpRiNLmqzT6Nu/9rfcxk81LW8bFhcFrPnzmPBp59z7PBhrr3gXFavsPcAFVbW8MUXX9B78BCy+g3o0rVlcjl3P/k8L82712lR0aA32b3kQWFYLVYaXNTeu0J0fBKlhQUexzhes7Qgn9jEJFIzezJm6jSOHz7Ep4s+JiPbc3nlto1/kDPctTZ/dFw8F191tdN2V+S/9tfVxMTGtiXsdYSmUcPLTz3HUy8963EuYLuvR+c+yDWzrqey5tR+U93oxl+JbuL3EoIgsHPPCXqnBAK2TPxn5p3P1Xd85JosHDD3tsl8/v02Cos9P0jVagVXXjSE9z/b4DZzf/bMEbz16Uav5z6kbzyf/biLwtJ6BsT6E6v6cx97WLAP/r7eldct/nkvV5/TB6Gx0e7VEYIgMPuFFbx27yQUXRTTaUVKgJzEmGA27y6kQaPjqbdWcddTP3DhpN4s/+hGLj27b6dqhKlRarZs90518VTR1NTUaYmZr58ft9x7H28tXkLuwYNcc/40Vq9Yxu6Dh9m9ZRMTz7sQXz/3ionu0KA3EZyYSo/+OXz24ft2RO8Kw8+Zzg9ff+G0KHA1PiYh0SPxa5ubnWLopYX5xCTaPEEikYgBw0diMhgpr6ph1373jZSWffs1Uy/oWrc9sCd/bXMzb782n3sfdE7MFASBR++bx32PPoiff+fv84JX5xMTG8uFMy5m5JhRrPx1X5fn9nei2+r/76Gb+L3E+o2HGdA32c5yHdwviWsuHc5t85bYat6PV5A25EEaXNT7S6US3nz2Mm6b91mnMemrLhrK0p+30+Tgom/FiIFJ7D5YQrPWc0IVQF1DCz5qOfnFdfSL8fMqHi3gOSTxxhzXHfUcyf3owQKCVRICBedQQsdxCxZvYEzPCLJCFU6Lgq7A32JEV93AhKsWEhcZwLdvX+2c1OihDFIqlXTa2vfP4ESxgUg3PeFdWaS+fn7cOmcuby1ewqpffuGJ2TcRHZfgdU6BO7Keft1NbFu7itL8PI/HDx57FlvXuO7653hum6u/wO25mps0+DiQaGlBPrEJ9iGg0sJ8Lr7+JgwGPd8v/QGLxf63YjQaKSspJjHFy1bODmh9n1966nluu/cuOz3+Vnz56RLikxIZPDSn0/N99+U3lJeVcevdNg3+kLBQ/AP8OXDEfXOsbnTj70Y38XuB3GNlpCRFoBY5E+30Kf3o2SOaW+b+j/EXv0JxWR2/rnPdTS8lMZwZ0wfz9OueE6wk+ibuuW40z7+71uV+kUjENRcN4pPvPCdf5Z6ooqq2mUuGJVFY6KyT/mfhyYoHePen/dx8rme37aGCWtbsLua26X28Pq8rVNdrue6JH/hxw1HWLLiSjJQIGjQ614M9kH9KUgTlFX/uoe3Ogtq/Zx+9+vZx2t5ZAtrOvfs478preHHREt57+VmWLHzLo0iQJysebIlzs598kQWPPYDF7N5bJVcoiElKpuDoEY/zA5AHh1NaUuL2ulqNBl8/e09HSUG7xd+Ku596HqlUSnrPXgweNZZvvv6GwyfacwfW/bKCURMmdjofT9i89SCNjY2MmeAcVjpy8DArf17OnXPv6fQ8G3/fwC8/L+fJF5+1W4z1HdCfwwcOutQt+Kei2+r/b6HLxL9+/XqmTZtGdHQ0IpGIpUuXehz/3XffMXHiRMLCwvD392fo0KH88ssvdmMef/xxWxvZDq+MDO9qcM80jEYzWq2emCD3LujUxDD+9+0WyioaMJosfPqN++S7Ky8aQmFxDRu2uHEpnySlyaMzOHqiirxC1wmEF07qzfe/7nfZPdBisbJ1TyGhQT5khCgRi8VEh/lR3IW8ALeJZV4SssViZX9+LQN7uJdetVis3P32et66Y6xHK9bT9axWgQ+W7uLKh7/n1osH8cacyfj7KhiSFMThvCqvvCIdEaISqKo+da+DO7SW/HW1AmDN7xvw8QsgvWcvQsIjeP6DT1Gq1cyZeSnlxe3VGp257R0RHhPLuOkX8cXbr3scN/HCGfz27Rednk8ikbQtRlzNpUnTiK+Dxa9pqMc/0L4sNKaDB0CpUjHhvAsoLchn3YY/AFj6xRKmX9q1bnsdYTQaeeWJx5jz5ItO+7TNzTx63zxeevM1j8JKYFsgLHh1Pq+9+5bLsROnTuann72vivi3IUApI/AUXwFdUAPtxqmhy8Sv1Wrp06cPCxYs8Gr8+vXrmThxIsuXL2fnzp2MHTuWadOmsXu3feZ6z549KS8vb3v98ccfXZ3aGcGBQ0VkJ7mPyS76YiPX3/MJLR1avB46WuYxg/+Npy/j8Zd/pL7BQU7XwRJ97r6zmfeSaylfmUzClNEZ/LTGPhaqN5hYu+U4A2Ltk/cmDU3h1y3elQH6+yho0tpbK12xvgG2HalkaJZrt3YrFq86zPQRKUSFOLtbXcFxDs0tRi578FuatEaWvXE5A7PseykMSw5m18ES1zkYHqz+sop658/vTyb47dxTQUZP5yx0T9b++o2b8fHzI7lH+yJYJBJxwczruOvJ53h+7p0s/2oJ9afYXnj8+ZeQd3AflSXu+w2k9epL3qH9Hj0DntC6AGjWNDrlJXi7EOo3dDjBYeF8+P77qHx8CAzuvIrBHT544zUunnk1QcEhdu+9IAg8dO8D3Hn/vYRFeK5YKS4s4tH75vHmB++gVrv+/ORyOWkZPdi+q5MOkP8gdFv9/x10mfinTJnC008/zfnnd17iAvD6668zd+5cBg0aRFpaGs8++yxpaWn89NNPduOkUimRkZFtr1AXWuJ/NRoatPj6KpHJ3Fv7DU0t+Pkq7WR5GxpbOHTU/Q/e30/F8w9fyG3zPmsnGBdElJoYSlpSGMvXHXbaB3DDpTl88GV7pUBjk47NuwqZ0DMSqdT+o50wOJnVXtb/BweoqT2Zp9BVwm/Fsi35nD3EfQmfzmBmyW9HuGFqzy6fW2hspOBoMefP+ZLbLhnE3VcMcbrfVoxKD+P3bSfcaiO4wvjRvTh6vLzL8/KE0pISj7Xgjti+Zz8ikYjUTNfvT3xyKo++v4SCwkKev2MWTY0NXZ6TSCTiyrvu57P5L3kc02/4aHZvXN/p+SQSidsFQnVdPSjbF3g6rRalynt1wpiEJMqKCgiKjKFF2/X+EwB5R3M5uHc351zYXv/fSv5ffrqEhKREho92XS3QiurKKu65+XZeffctQsI8P6NS09MoKS5Gr++a16kb3TjT+Mtj/FarlaamJoIdVu3Hjh0jOjqa5ORkrrjiCoqKnEVnWmEwGNBoNHavM4E9+wtIi/Zsjd5140SObX6G7z66hUljexIVEUB9YwtvfrjG43GD+ibRNzue9z5d79H6fPCWcbz64e8YDM4P1AA/FVlpkWzYfoKq2iYOH69ibKZrayU4QEVjs8FlaMBprL+S2rLqP5Vot/NYFQPS3bv5Fyzdy6xpvZFJu96Cc/PBcm54aRXv3jGakSerLDxhYnYkK9d3HqduhcysbS+nPE1wZdm6s/aPFpZQXVHmtlyv1YqWSKVcfvsczr/uJp6+9Vpqqzqvz3dEcmZPLGYzhcfcvz9DJkxi+7rfOj2X2tcXnRtS1jZp8PHza3P/Hz9ykOSMTK/nabFYOLhrJ7PmPsTPPy/jaGHnjZUcj39m3lweeu5Fp8+iNa5/x313ezyHplHD7Otv5plXX/B6ETd+0kR++vn0dcg80+i2+v8b+Msle19++WWam5u55JL2VXdOTg6LFi2iR48elJeX88QTTzBy5EgOHDiAn59zT/vnnnuOJ5544ozO85ff9jBxaKJXY0UiEWOGZTBmWAaNmhaefOUnFi7+nafmTics1Hn+rZhzy1lcfO2b5GSG0TcrxuUYH7WCG2cM4bWP1/PAzeOc9t97/WiuuncJrz10HkOSPMvoDuwZzfZDZQzp5f6hJTQ2EqIQUatxXVHgDYqrmogMUlNa00x9k57qRh3RIbZSrsJKDUF+Cn7YmMfDVw3mUEEtYrGI8lotwf5K5FIJJrOF7KRQpy5+AJ+uOsyPG0/w7RPn4O+jaJuzKMBzidzkURn8sj6XSaMcarbdSPo6hWFOETqdnrff/o4Jk73rC280Gtm9eSMTzrvA5X5XMfyMfgOZ/eSLvHDnTdz1/OtEJzh7WjT1dRzYtx+jwfa5tpOfiLSBQ3ntwTmcP+sOp+PEYgmRCUkU5x3rdO4qH19atM34uvgsNHV1+J8UGmrQm9izaxc9ejknOrrD1nWryRk9DolEwvhzz2fT6l8x6HT0yvCu690H819jyvQLiI6zb/LU1NjIg/c+xLufLPQY19fpdMy+7ibuf+xB0jO9zz+SSqWkpKWx90A1fbK9V7vsRjfOJP5S4l+yZAlPPPEEP/zwA+Hh7ZbplClT2v7fu3dvcnJySEhI4KuvvuL66693Os+8efO45572rFuNRkNcnHuJ166ioLCKvr0Tu5yIBRDgr+aVJy7l2stGcNXsD/jmw1vw9XHdh1usa+K9Zy7mktsX8+3b1xDo71qq9ZKpfThv1keUlDcQ29q05iQaNDriogJpLK+FcM+u00lDUvhlc55L4u9o3Qf7K7tM/FarwP78GqQSMf9bdZiM+GACfRXEyiyIQtqlZDMDgpj36Q6euLg349LaFyoZHRK/NC0WdhytxFcpQ2+0oFZKSYsJ5OGPNmG2CHzxyJS2DomO83e3ABA1NjFqcDK7DpTQP7tzay09NYq8ExWkJHvOU3BEq8VUVlrBi8+8xapf1lNX28DVN15nN86dtb906Q+MnnKOy32eEvfiUtKY88rbvDLnNm565Blik1PZsWULBl0LiET4BQaR2rsfCjfu9RMH9uEbEEhqb3tpZYvZTHnhCQxGI8u++Qq1nz8RcQlkZmY4/T5UPr7otK5zIarKSgiLbn/fj+3fy7BJZ9OgNxHoRTLXsi+XcM8z7Ql5w8afxc6NGzAajQzo7TlclHvwAPt37+LNT+x7D1itVubdfgv3PvYEPiGJgGsxLrPZzF2zbuP6W2fRf9DATufqiIyemSxb+iO9skI6lSL+J6Bbw//fj7/sW/jFF19www038NVXXzFhwgSPYwMDA0lPT+f48eMu9ysUCvz9/e1epxM1tU2E+3ad9DsiOyOGh+8+h6tu+9CjwE9IkA/PzpnKzQ9/4zYhUCQS8ex9U7n/RfsywMPHK1EpZTx9wwhe/nRTp3Ma3DOGLfudXaSOLv3YMD9KqjpPZrNYrBwtrudAfg3r9pbQM1BKz0Apx/JruHVMIn5GnRM5lNRqyS3TMK6X+4Y9/mo5gyNVZAVK6R+uQK2QcuWzK5HLJNx7SX8n0vd0Lx2h0uvw9VFQW+85qRIgzMeWKOl0fkGgsVHLsWOl7Nufz7FjxRQXV9LQ0ITFYmH71j2cN3kmY4ddwKIPv6S0pBylSoVK1bn+/roNf5DZp59LzX1vsvXDo2M476a7eeGe2/j6o/dJye5L/zET6T96Aml9BrglfYALbr6Lb995zWm7RColNiWdkdMuQiQS0X/0BCQSKet+WcmaFcs5fKg9RKD29UXX3Ozy/GaTqa1jIEBdVSUh4ZFe3VtlWSliiZiQMPsw1oDhI2moq2X7nv1ujzUajTz74P089tKrTt/Ft19+gRFjx9NvkK1e39VizGq1ct/suzl7+rmMHt81VcmOGD1+LCt/dT/PbnTjr8RfQvyff/451157LZ9//jlnn312p+Obm5vJy8sjKqrzbm6nG6VldcREn3rWcEeMyEnj2suGc+O9nzjXXXcgm5y+CYwYmMQrH/7u9lzZ6VEkxATx428HATiSV4WvWkG8WkJUqB9xkQFsPeA57imViomLDOBEia1O3V3iXmp0AMfL3BOoRmtg88Fy/jhQRkKEH9lBMsYl+SOViNEbzZgsVvxUrq2457/bzyMXe+/iBfjo+13kJAby+HmZNDQb2LCvlMZm9wlTnsg/LVDOiU7UExs1Lfy67iBvvruC6257m/Mue5FzZ7zAuec/znkXPMFtdyxg4fvLWf/HAX78YT0vvrCYO+94lYH9Z3LW6Iv5fe1mKivadRPMZjPHjx5r+w64IpjCyhq0TU1Exzt3UeyMGAVBYPOGDaxe/jMR8Yk88elSDm3fxKEdmz0e1xFB4RHEpWWwb5Pr72CvoSM5sMVWaROZkET/MRMZMPYsRGIxq5cvY/1vvyGTK2nRuib+jjAaDE6LG0/3+M1H73Hxda67CvbNGYqmoZ6d+w663P/m888w49rrCYuw99ys+3UlFaWlzLjW3qPonOl/P4OHDuHcC6d7uqVO4evnZwtp1XQ9p+XvwP/HWP+CBQtITExEqVSSk5PDtm3bPI7/+uuvycjIQKlU0qtXL5Yvt6+gEgSBRx99lKioKFQqFRMmTODYMfuQV11dHVdccQX+/v4EBgZy/fXX09xh8avX67nmmmvo1asXUqmU6dOnO83Dm5L3040uu/qbm5vtLPH8/Hz27NlDcHAw8fHxzJs3j9LSUhYvXgzY3PtXX301b7zxBjk5OVRU2BKQVCoVASfdsnPmzGHatGkkJCRQVlbGY489hkQi4bLLLjsd99gl5B4rY+yg0xc2OHdSXxoaW7ht3hLefv4Km9XhwsK87arhXD3nczZsP8HIQckuz/XI7Imcc8MHxEUFEBSgJk7dvm6bO3MYd760km9ecu5Y1hEXj8/k698OMff8bLdjokJ8KK91jnGfKGukSWfEXy1nSLTKdi8t9uP2FdbTP9n1wqlJZ6Koupl+ySEe59gRb684jNFs5a5pNnduhr+EDH9fTmj05JU1EhXi47Ic0F3cXyQSER0eYBc2KS5r4I+du9m4r4wTBdX4+ykZMiCFvr0SOXfqQCIjAttdtKr2nI3jx8swS/xITW3/vpwoEbh79iNs27Kbmuo6AOQKOZ99tJgTeScQrFZik9LI7tufURMmtlmxW39fy7hzznOab2ekv3vHTmoqSskaOBTfDjXxd7/+Pm/cewsqH18yB7ruDeCIadfewruPzqH3sNFO+0KjY6kpL3XaHpWYTFRiMkaDnt3rV1NbW0dW/0Eo1e2fSXNjIz4dcnUKcg+RmOFc2th6rx1d/y3aZo4e3MetDz3udt59c4ayc+MG9h6W0iezPYdj9/atVJSVcu+j9vlABXl5LHpnAe9+/rXbcwqCwJPzHiU9oweXXX2F23Fdwcixo1n50zIuvGDYaTlfN9rx5Zdfcs8997Bw4UJycnJ4/fXXmTRpErm5uXZh5VZs2rSJyy67jOeee45zzjmHJUuWMH36dHbt2kV2tu3Z+OKLLzJ//nw++eQTkpKSeOSRR5g0aRKHDh1CqbSFb6+44grKy8tZtWoVJpOJa6+9llmzZrFkyRLAllSqUqm44447+Pbbb13OvbXk/dlnnyUwMJCPP/6YadOmsXXrVvr163dG3i+R0FnLOAesW7eOsWOdXV5XX301ixYt4pprrqGgoIB169YBMGbMGH7/3dmKaB0PMGPGDNavX09tbS1hYWGMGDGCZ555hhQvZTk1Gg0BAQE0Fi/C39/7EiFHrF63n7GD4k4ptt8Z3l60lhOFNbx070S3529q1nP+LYv436uXExnmOnzx2Q+7+GX9ERY/4hwHnv3CCq6Z1sepnr0jTGYL597+P5Y/P93jfKc9+AM/PWsjoqYWI3vzqokM9iHVx/N78+6vuUQGqjhvcLzTvvdXHcVHKeXyka4XNo74cmM+a/aVs/DmoW7fs+NagaKqJsb2jXU5xl3Mf+HyAxw6VsmxghriogMZMTCJESN7kxQf2nYek8lMYY2RtJQOnqdOiL/VUtq35yC33/QgR4/mExUdxR97bZndzUYlRfn57Nu1nTUrlqPX60jM7MWoyVPpkW3vCfFE+iXlVRzcupHk7D6Exzq/1wB6rZaXZl/NTU+96naMI96cexuX3/MQIZHO36H3Hp3D9Fl3uD3X70u/QiaX4xsQhNlkZMS48cjkcvIO7mfDih+5Zs5DACxf8gmBIaEMm+Te+9dK/l9/+C6BIaFMnH5hp3PfvGYVaT170SMxjhatllmXXsiCTz8nIKh9QdSi1XLzZRfz/NvvEh3rfoH/1rMP4+fvzy13ze70ul3B/j378A/wJzPt9IYnzwQ6i/NrNFpCgibQ2NjYFm5tfRavPlZySv0kwCbvPD4t1u68nSEnJ4dBgwbx1lu2jpJWq5W4uDhuv/12HnjgAafxl156KVqtlp9//rlt25AhQ+jbty8LFy5EEASio6O59957mTNnDgCNjY1ERESwaNEiZsyYweHDh8nKymL79u0MHGjL/Vi5ciVTp06lpKSE6Gj739A111xDQ0NDp6J3YNO1ufTSS3n00Ue9uv+uosuu/jFjxiAIgtOrlcQXLVrURvpgWyh4Gg+2+H9ZWRkGg4GSkhK++OILr0n/dEGjaSE+LvSMkD7ArdeMJSzEl6fecq19DuDnq2T+o9O5Yd5XLvMCCkvr6JcVjUIksHmfs+jKvGuH8+xHGzzOQ6ptJjbMl/xyz6V6CrmExmY9e/OqKa/VMiLOt1PSB9iTX0u/JNcW/3dbCrggxzsCWrW3jO+3FLJg1hCPn0mqj4hhMWo2HyqnwYX7v6Pbv7FZz7vf7mTqHZ9x6KAtyW/Fxzfy3jMXM/P8gSQnhNldSyaTYjKdWre13n17sm7LUq6/eRZDRrRbeGKxmMSUFM69eAavf7SYF99+H019PR++8gIPzbqG1T9+j16n80j62zdvJv/wfnImneOR0JU+Ptz01Ku8+8g96E+W2dU26jy++p91Puu+d63UN+26W1H7uq9SMZuMyJVKeg8fTa9ho9iw+je2btxIZUkRER3mmZCeQdaAwW7PA7ZFj8ViYd2KnxnrwhPiCkPHTWTf9q0UVdfx1P1zuO2+B+xI32q18uDtt3Db3HkeSf/tl18Eqc9pJ32AXn17c2i/a0nvfxr+bne/Y8m2weA6vGc0Gtm5c6dd7phYLGbChAls3uw63LV582anXLNJkya1jc/Pz6eiosJuTEBAADk5OW1jNm/eTGBgYBvpA0yYMAGxWMzWrd63TneEu5L304l/forpX4QTBVUkR7jOvj9duP/aYRhNFl77yL0YSlZaJDdeOoS7nv7BbntZZSMNGj1ZYWpeuH0Cj7yzFqMDKcWE+9MjMZTftjoL9XSM5184Ko1v17tOnGyFn0rOLzuKyAqQku7n/dekuKaFuFBn1/uuE7VkxgYiazRhqdZ5fO3Mq2H+skN8PHsEUg+JfK1QyqUMi/GhrKbZaUEjCALrNxziuid+4OpHlxLgq+C7ly5l/n2TmTg8nYrqDhoQLkIwZeV1Xt+7I1padIw9azwvL3jD7Zg/tmzl5nmP8OLHS5jz7Ms01NVy33VXsuCx+6mttBcRslgs/PLDUgLDwuk9bHSni9TaRh0SvzAmXn07b9x/O9WOSY0ukD5gKHs2/UF1vdZuQQA2t76vg8RuR5iMRqQyW+xeJlcwYOxZRMQlsm7FMpC3e+J6DswhMLTz0rZflv3MsPFnIZV6H5Ece/a5vP3M44SEhTJ09Bi7fa8/8yRDR48lZ4R7kZ6PFsxH29zEbfc5W4mnC5nZPf9fKfqdCoKVMkJUp/YKPuntiYuLIyAgoO313HPPubxWTU0NFouFiAh73ZCIiIi20LIjKioqPI5v/bezMY5hBKlUSnBwsNvregNXJe+nG93Ejy073WQyn9lSm5Ok8tTdkyksq+f9L7a4HXrexGwiw/x493PbylLbYqCkopE+UbZa+OAAFTeeP4DnFznLGt9/9XBeWrwJq7U9guOY7DauXyxr97iWadUbzWw8UEZ6bBAqkxGZG0U8VzBbrEjE7TKsHcn8/Z8OcW3/zq39Jr2JuR9u4+PLByHX2BYJ3iIrUIpMKmbP8WoEQeD3vSVMeWApv+0s4uFL+7H01RnMmJSNUmEjkhiliLJKz+JPEeGBHhvieMLW7UX07tfuvndM6jMYDJhNJnxOWtFBoaGMn3E1T338BePPv4S3HpnLe888SkNtDRU1Daz87hv6jx5PeKxzAmArHMkaIK3fYDJzRvHTe692OmexWEyPAUPJ3WFfJeLqvI4wdyD+VgSFRyCTyxGJRWxc57rplDus+OJTxlzYNV3+sqICik7kEZNqLw7049dfoNO1cOnV17o9dvG7b1NeWsKcx55EJBJ12jzpVJGYnERRQcEZOffpxt9p9RcXF9PY2Nj2mjdv3t82l78KrSXvX331lcvchNOFbuIHfl2zl4GZf424hkgk4tUHp7HjQAmffr/T7biHb5vAui15rN+Wx94j5QyMs49VXzIxi0Mnqtl71H5lGeinZPKwVL741eZOdJXhLpNKiAn15YRD5n5xVROHCuoYEqVicJwvx8u7poiYW9pIepC6jexb0aw3UVzXQla0Z5EdgPu/3cNDU3sS5NNOIB0XEJ0hVmbFYrFy1n3f8eOmE3z+8BSeuHYoSVHur23X/tjB6o+KDKSm1jud/o4PSavVSllJmVMP+o74ddVvDB7lukQso+8AHnvvU4ZOnMIzt89iwbzb6TNyHHKl67LAzkh5+LmXYtS1sP2XH9yOacXQsy9i88/uE9/cLQJMRgMyucJ5fGU5QyZNIy4tg+Xffo2+pXPPw5E9O4lJTMbH39/rxkNmk4kXH7iHeS+9QZ8hw/hl1WrAluT3yw9LeeAp1xYjwKJ33qK4sIAHn3nBzpNypsi/V7++bNnuXp20GziVbCsUzt8tgNDQUCQSCZWVlXbbKysriYx0rcMRGRnpcXzrv52NqaqqsttvNpupq6tze11P6ErJ+5/Ff574a2o19Mw4fVn8LuFAJmKxmHeevIDft+Xxv6WuyV8sFvPeMxfxwIvL8PdROKnYiUQi5t83hTmvr8LgkA9w68UD+XDpbvTV7svWZp6VyaJf2hv87D9RgyAI9A9XIJGI6ZMYzO58z2VvHWGp1rFzXwV9451dwd/uKuaigZ2/xz/tLcVPIWN0D/crXU8LgNomPXd9uJVXPtvKa7eN5rzhKQT6tj8sXC2C+sf6s8OFtkErgpVWjuV5r9tvNpv55MMvGdBzIm+8+IrbcSaTCavValfW5orgAmOTmHjZ1UyccQ3z59zCN2+/akecnRF+R1xw+4NsW7mU2nLPZZ+B4ZGYjUaaGztvT9zx+iaj0alMz2K2edJEIhEBIWEMnXIeG9asJjfXsxLg1+++yUWzbmv72xvyX/j8U5x72Uyi4xOIiI5B7ePDr7+t5tUnH+f5t99zq8z30YL5lJeUOJH+mURsXCylJc5VEt3oOuRyOQMGDGD16tVt26xWK6tXr2bo0KEujxk6dKjdeIBVq1a1jU9KSiIyMtJujEajYevWrW1jhg4dSkNDAzt3tj/D16xZg9VqJScnp0v30NWS9z+L/zzxl5bVERt8BgUM3ejwi8Vi3n36ItZsOc5nP+xyOcZktvLEXZO498nvaXHx4AsP9uGWiwbyxPv2VRMKuZRrJvTg3Z/cC4YMz45my6FyzGYLmw6WERfuR7yiPTwQ6q+ktqnz5iIdifhAaSPZLqz6lQcqOLePa0niVlRp9CxYe4wnz+vV6TUdr2syW3ntx4Nc+fp6LhqWyJJ7RpMdJCMnI4K1e+xJzhX5pyeFUV3ruv5cJBIh9aKfgNFo4r23P2Vg9lk8MOcZ8k8U2YUIHC3HVavXMHD4qLa/XRFbRU0Dh7ZtJmfi2fQZPpoH3/+cxIwsXrjlKnZu3uI14bdCIpVy0d2P8O0bz3jsHgkwYOI57Fm70utz1zbqaGrSInUg/tITx4hJbpfVFYvFDJ4wlcbaGrZvcR3uOrZ/D0Fh4YQ6VBZ4Iv9927fassHPbW8elpjeg1cfeYBHX3oVPzfZ4R++9QZV5eU88PRzbkn/TFn9PXtl/7+I9f/dSX7e4J577uH999/nk08+4fDhw9xyyy1otVquvdYW2pk5c6ZdqODOO+9k5cqVvPLKKxw5coTHH3+cHTt2MHu2LaFTJBJx11138fTTT/Pjjz+yf/9+Zs6cSXR0dFstfmZmJpMnT+bGG29k27ZtbNy4kdmzZzNjxgy7jP5Dhw6xZ88e6urqaGxsZM+ePezZs6dt/5IlS5g5cyavvPJKW8l7RUUFjX+iV0pn+Mu1+v9JEAQBs9n6l63yHSGRiHn/mYu58cGvEIng8nPb5VKtViu5J6qYmB2F+Oph3PjUT3z61PlOlv8F4zL5af1RNu8rZmhvm1UtNDZy+fgeTL7/e2ZOyrKzelshEomY0D+el77cyX0zBiJtcnZn+6lkaFpsdfuOcGV1lzXoiA2yf0iaLFZ0JjMBKjlWq0Bdi5HCWi1Gs5UgHzk6owWNzshLvxxh1qgUNubVEB3Y7s7uEeHn8fMpyK3l1s+2c9m4NJY9NNHu/VG0aBnWM4o1u4sZ18+9xyFaAfsrNYSd7CfQUb/fbLbQrNWzYdNhCourKSyqoV5rRCIWo9G0IEiU/LFhNwUF5RgMJszm9oRLsViMIAhO8xcEAYNej9JNS1ewWc871/3K8LPbiUwkEjFw3GTCU/vwxcuPEp2czqSZtyD2oDFv1Os4vO8AuqYGRIgQEBDEMr564wUSeg1o2wYglStI75mFf3AoGQOH88VLjzBiuvdaGmaTkWaDfT5EwZGDJGY4S+r26D+IshPH2bB6NSPHj7fb9+XC+cx66CmX13An8ZvVb4Cd9r/ZbObJO27hnqdfYPfe/aS5aAj0wfzXqKup4f6nnv1bngHxiQms+GkZg/q7L7/thne49NJLqa6u5tFHH6WiooK+ffuycuXKtuS8oqIiuxyuYcOGsWTJEh5++GEefPBB0tLSWLp0aVsNP8DcuXPRarXMmjWLhoYGRowYwcqVK9tq+AE+++wzZs+ezfjx4xGLxVx44YXMnz/fbm5Tp06lsLCw7e/W2vzWxfd7772H2Wzmtttu47bb2r1cHUveTze6XMf/T8Sp1vGv/G0PZw09NU1+r+Ch615HWCxWbpj3FWeN7MFl02xfipW/H2FS76i2uX2wdBd5JfU8N3u80/ENTXoumvsVP7w6Ax+VvM2qXbenhB835fHqrc6CLFarwBdrc1m2/iif3e28H+ClpfsZnBbG6J7t8SpPcfbpCzbw/a0j7N7Pr7YXsSmvhgv6x+KrkBIXrCZQZ7Uj6EU7CqnTmbhnZGrbNkEQKBZZ0RktCEBts4H+8UH4dnjo/3KwnNdX5fLm5QNIDfdDEuY6/t0kV3GwoJYhWe31+I71/euPVhMXFciazcfZuKuA6gZb3F8iESNTKBnYL4WE+FAS4sIIjozAarVSUFiJERVlZTUs/mQ5R48WU1/X/pmHhIXSb0B/BEFAofYnITmF5PQeSNR+pPfqQ1ikbT6uLNkV33/L4AlTkcrsSa7VyhcEgS3LvmHX6uXMmPsUIVGxbdsP7NpNc52tBlumVBKZlI7avz0EYzYa+eShG7ni8bdQ+rSX55kMeqoKj9PcYAvxrP5kPlc9tZCERO860X3y5L1ceOfD+AbYrhUSoGLx848x7uIriE1Jd3lMXWU5eQf2MH7qOYhEIo4f2MeKLxZz+9Mve7yWJ31/QRB48f57GDB8JBPOu4Dy4iJqKssZM3JE25j3Xn+Fhvp67nv8Ka9//2qpay3/P4MjBw+jUCro2SPwtJ/7dMJVTb+nOv7dxZVuvSydoUmjoV9cRJfq+LvRNfxnLX6z2UJsdPDfZu13hEQi5oPnLuG6+79EJIKk2GBGDExCZGp3td8wvT/3z/+Nj37YzXXn2as5BfopmXv1cOa9tYY3ZrXHtMb0jeXD5Qc4WFBLz8R2tTxBEPhleyGXD4jih7W5VDfqCQtwLmUckBLKzryaNuL3JrlOJBJR22yguL6FSo2ePcX1zMiIZFDwSYIxCNCB9Ku1Br47WMb3Vw1xOk88EpCftGaD5Ryu1SJg8yIs3V1CTbOB724dgUoubZufK/L3M+qICfWlsFJDQoTtQSI0NlJhErN2RwFrthdQWqVB5avismn9ePbeKUQktAsClTVYaNEZ2oV8Tor4yOUyzBI/zjlnJLNmnc+egxruu/tJDu47QnV1LWnpaSz+9nNazGq0zc0UnsjjeO5hPn/vbSRSCamZ2QwdN4H4XgPsdOz/WLuGrIFD7Ujf0a0vEokYes7FpPYdzJLnHyRtyAT8gm06BNGpWcSkuW9cI5XLGXflbaz6+HWmzX6kbbtMoSQmvd3iKdi/g6PbN1B6LBiJREr/4cORKdyXvGobG/DxD7Sbc1lBHtGJ7jU5giOikMrl/PrjD5x17nl8tXA+1z/wmNvxrfDU3OeT+a8Qm5Tc1uEwKi6ewuNHKaioJiEilDeeexoEoUukDzaX/+km/4yemfyybAU9e3QtJvxXo7txz78L/1niLyyqJiHMdZboaYGX1n4rJBIxHz5/CdfM/YKeaZHkJDonyT03ezxXPvwdidGBjBtk33r1rCEp6Os1Tq7lZ28Yzuz5a1n61DREIhGCILBiWwFTe9jEIa4Yncxn6/PaJHE7on9yMB/+dtTrkjqtwcT2/FqiA1VkKxX0Uil565cjPD7CfevUl9cfY+7odCQuWvA6IlOhoLJZz63f7yMjPpDZY9NROMTfW+fquACIk1vZXqHDYLKwaOUh9hyvJioykLEDk3h81mhiI/zZX6mlV4+T5N7hPYz0F3GsufOSvrQeySxdvoiDB3K57qo5BIW0L7Z8fH3J6t2HuIREVMER9Bs6nGOHDrD2119Y/M5bSGUy+g0fRWRaNiofXwI7NKTxFMs3SXzoM/EicreuRSyRcu6djyORdP6zTuozmD2rf6To0B7is/q6vp+BIyg+tIcBky7AbDSy648/MJkMJGT1Jy7edR+Njt89q9WK0Wj2GIoA8A8KITtnOJ+/+zZqPz8iPIjrdIblX39OXU01dz/5vN32nDHjWf3j9yzZv4uw8AhuvPMeN2f46+Hv7095jYSo0FMTi+pGN7qK/2xyX219s9t2uX8aXST9VkilEu64eiQFJyp591vnbH+xWMQHj57LS4s3caTAfvUtNDYybViykwUTF+7HkMxIvl1/3In0Aab2j2X5rhKXyV6BPgoaGzpvz1veqGPLiWoUUgn9/dREWmy1/DVaAwFKmVtSL9XoyK9rYUSid9r920vquearXTx1VibPjO5BbJCavSX15FY4lx12XKyYLVZ+2FbEM4s28cC7f3DusGSWPXceH941hqvO7k3sSS+ATCppV+rr8BmKxWIsFu9r+Xtm9+CRp5/gw88/cdq3dv0G+uTYJIjTe/bi0lvu5MkPlzDn5bcIDA1n8fOPsvKzjzm+fzfgnvQFQWDr6t8oPXqAniPP4sL7nid1wDC+fv4+zEajV/OcdMO9/LbodawW14QTn9mPokO2eUjlctIGjSRz6HhqSvLZsPxnSsuqXR7XirK8XCKT0ryqPPANDOLQ9k3EZ3nfwMkxRLJ9wzo2/vYLdz7uHLO3Wq2s/2UZJsR/ivTPRKJfzvChbN9y6kpv3ehGV/GfJP5DR0qIjnSvQPZ3QdtiwM9HwTvzzuZQfjVvfO78MFArZXz82Hnc9vxyqupsZV2eutEB3HNxfxb+tI8fNubZkT6AVCJmeEY4aw84K01ZqnWE+Cqo1Lgm/4YWIzsLbcp24RYxSX72C6m1J2oYl+JeH+HFdcd4YIzr2K8jtpfU8/TqXL68fBBZJ4naR2umt1pFZICSjSdFezqi6GgtT361h6lPraKgqomPbhvBY9cMoVeSa2nmHsEK1m5xrWhYWua9gp/V6j5hVLBa28rKOhKX2tcPExIe+fhrLp59L5uWLeWJay9l+68/YjHbE1z+iSLW//wDcVl9SenX3seg1+ip9JswnS+euQujzt4lXa/RO70MqEgfPJrDm+zLmlohlcsRSSQY9e2kLRKJSMgeQNbwCZQdPcjW1b9htVoxGfRO4j1Hd26mx4D20JMn8s/dtZ3Q6Fj6DB/TJaGf1vfw2KEDfPbOmzzy+jtOZXtms5mn77qVnNHj6DUwB5PJO12AvwpisRir1dpppcXfjf8P2f3d8A7/SeK3WKzEBJ2hKMcpWvsAG3cWkBmqQiwW8fq9kyirbnKpzhcZ6sv8+yYz89HvaW7p3LpTyKWM7x/PThf6/gA3T8pg4S9H7La1WsxjeoSzNrfS6ZiDZY0crWyij1pJuAkqmvVEORB//+gAzsl0LWSRX6elXmeif0wglpoWp1dH7Cxt4KnVR1h86QD8XcR1fbUWcgJ8+PVQBQaThYIaLdd+vIV53+1lZGYEvzx2Fnee05NgPwV9QuSs39deP91x0SQSiQgLdi24ExfrfUfB4wU6YuJs5YsdLcSjRaUEh7nWKCgoKsUnIBCFSk1EXCIzH3iCG55dgLaxgTfvvJoVH7+FtrGBvdu2U1daSK/RU+wS81rRI2c0vSdfzuLHbqe8vKqN5N0hbeS5bPrxc+oadS7HZuSMoa7cWWhGJBKR0n8o8T37sWHZj+zbvp2AMHt507y9O0jtO8humyvyFwSB7xa+xoW33E1odCz+waHs3uFe3MoRh48e4/VH5/H4m++hVNmHeIwGA4/ddgMjzprC2ZdewZAx41m+fIXX53aFM2H1Dxg0kA2bnKW2u9GNM4H/HPEbjWZksn9eT+w/duQzbmh7VrtIJOL528djMFp47N11TtZAz5RwHr5hFFfN+xqT2XNscOfRSu68oC9HShs5VubsFo8IVOGvkrft6+gmH5cRwZrD7cTfYjSzLb+WQJWMAX7qNmuzQWciUGVPyikhvoQ4lAK2EvtzKw9xX984J5J3HLfjYAWPLTvAx+OzCPCQyS0SiRgS6MusT7dxz1e7uH9KFouvH8qoyEAn63vSoAS2HnatpR0SpEbT5EyUrfkR3qDgRD4JyUlO24/s3U1GH1tipqObOnf3djL6tzeuqW3UoVT7MObimdzx5v+Iz8jm1Vsv59iODST0GogrtBJ3XM+BDJtxCz+9ch8tjZ49FXKVDxHJmZQcateS6OgVGDjlYiKTerg9XqH2pdfoKdSUFNDU2F4SarVaMehaUPo4L6QcyX/76hX06D8I/2CbRRmfnole10LeiQKPcweorargtfvv5NH5CwkMsV+caZubePDGmZx9yeWMnzbdNl+lEpWPLydKT11L/UwgJCyU2pp/T/KcWtryp17dOLP4zxH/nv0FxIc416WfFpyitW8yWfD3VSBttpcyFYlEPDZrNL4qOfe+9qud/j7A8KQAZp6VyU2vrnba14q8sgaiQ3xR61t46eqB3Ltom0sCu/3sTOYvO+SUyBcbpKa0QYcgCOTXNJNb0URfHxWRFnsytVgFJG7c246W/JE6LVYBskLcy9kC7K3S8NjG43wytReBSplLbwDYShM/213MxZ9t49KMKO6fnElEB++D4z2JNRrUCqnLBVOsUszhvJMLnQ6fp8lkobLKu8/XZDS5lBcVBMFlP4j9e/eR0KO9P70jMYrFYuobtVzxxALUfoEsfuhGSo+2d3hzZalHpWYz5po5/Pza/WjrPRNK/6mXs2vZZy73dVwEeEJMei8yho5j3Q/fYdTrKT12iNg059p5x3u0mM2s/N+HTJ05y25/1qChHN+3G6Pe/XWbGht48e5buOOZV1AE23tS6qqreeD6K7n6jnsYNv4s+/sdNoLdW+x7EXQVZ8LqDwgIoKL2P5tv3Y2/EP854jeZzKhUZ4j4TxHHCqpJD3KfaHjfzGFkJoVxw1M/OpHV9BEpDMmKYt77G52Oa9YZ0epMRElskr6J4X6M7x3FR6ud5VL7JAZTUKqhXuscOkgL9+WnfaVIxWJ6q5Uuk/WsAk7b3RH1W7sKmTM40e39AuyrauLhP46z6CTpuzvvlqI6pn+6hXqdiR+vHsKk9AgG+vtwrKqJRl37vTiSf5qviLyTvQo6uvvFYpGTBDJAZrwf9Q326n4HDxWwf78tJ6Cz+GeLVotK7dy1EKCiuICoxGTAtSt84y8riM/sS2B4NEPOu4KL5r7Alh8/4+tXHqW8rMppfCvC4tMYf8M8Vix4FIuHuLZPUCgq/0CqizzL6HpaAESnZpI1fALZoyaz5bdf2PrbL6QPcC2X2oraRh1rvlnCsKnTUbp4bwZNmMKalctdHqtv0fL8HbO4Yd7jxCbbPGWtXpSywgIevvla7n7ieXoNdC6TE4lERMbGceBonsf5/dUYNDSHHVu2/d3T8IjuOP+/A/8p4q+rayYx/sx1PDoVCIJAQ5O+rWOcO9x4fn/OHpHO5Q9+h05vsiOrWef0wkcl5fVv7KV/D+TXkh1kT5qzp2Ty9aYCKurtCdlSreP6Ecl8tNE5zhgVqCKvqploq/uSO6sgIG7tyueG8AG0JgsVWiNpQfYP+haTBY3BTJFGx+HaZub+nsvHk7PbWnQ6wmixcvc3u/nf5nw+uqg/s4clI+vQwneAn5qDpY00u5F5VcqllNVqXXo/osMDMBjsyV/S4dxNTS1cdc1LzLz2FT5f8qvL8ztiw6bN9Oxvc9F3dPPv37uP+PQsd4exbd1aolOz8A1qf+CaJL6Mm/UYGcMn8+PLcziw9ke3YYiQ2GT6TLyIX999ksaqMhoqS9A21DolDA48dyY7f/rUq3vxZP2LJRKyR03m2M4/EJSBHs+jb9Gy/ufvGXuBa3VAiVRKet+BbN1ov6g1GY28cNfNXHrLnaRl21cBHDt0gGfuvZ1H33iHZBdqfa3I6N2Xowf2eZzfXw2JRILF2l3S140zj38V8e/eV+Bxf3llPZH+f69KnyN+23iMoUneVRhcOD6Tmy8awEX3fk5Ds72O/iNX5XC0pIHPfrMl6e3NqyYhwt9J4lciEfPCzIHM+WRH27ZWa/jsXtHsLrJvzLL2SCXXDEtma67n0i2LIECz0S3ht+Kn41VMSQplbVEtR+q0HKnTsqawlgqtgWaTGZNF4L51udyfk8SxhhZ2VDRypE7LrkpNG2GWNOm55Me9jI4N4o3xmQTpXD8scwJ92XKiFuNJL4mj1T8mwY+NB2xa6R0XUmFSK1UutPsrKhtY8vUGsvvezJIv1qFpaqGywjmG3ppT0NEdbDQYnBLPACpLComMTwScrf0Du3bjFxxGQFh7gmRH0o3N6s+FDy9AW1/NircewWTQ20Iy+/az//fVHFi/hgPr12A0ijGbRexa8R2Ntc1UFBSTu3Vz2/4Dv6+mqrAUY4uWplrnRE5X8GT9m41GVL4B6JoayD142O05fl28kPGXXU+D1r03IiQyGrPJRFGprVGSxWzm1bm3M+mSK+g9ZLjd2P1bN/Ha4w/zzLuLiPRCCyAqLp79ua6rOLzBmXD3R0RGcqK48x4Z3ejGn8G/KqD09Q+bee7V77novCFcdtFwfBzq9ItKashK+OdIQJpMFqLD/bukHjZ+cDJ+golLnljG4nmTiAy2Wc4ikYg3bx/D1S/8iiAIZCWEtLn4HdEnMZiEMB9+2FbEOUnt5XZisYhPr29X0Ft7pJIRaWGI6w1OGfuOMDcaPIrwmCxWdlVq+ORgGU+NSCVLJEVkto1PUKnACBitvL+viAtjQhjSsf2sGRBJydXo2H2sik8PlvHOWZn06JCB37rgkITaP4zHhgfw+/EaxvYIRyQS2an7icUi/NRyJ9GjAF8lm/eWERcdiNFopqpGw0+/7uOFBSuprtGg62CxHz9ezPz5XyKIA5HJpMjkMg4dKkOlVhEWl0F4ZFSbZj/YW/vH8/IJi4l3+X4VFpSga2okpV+7u9wV0UqkMnIuuJ7dq5bxv/uvoue4S4jOHEB87DC7cTGZg1j93sPEZA0mIsW5EZLJoKMiL411i98ibegUegwegshFPoIj6jV6gvztvxt5ezaT3HcIyX1yyN+7jaOHcknPsk8QrC4ppDz/GNNu6rymPnvICDat+IGYc6fz2gN3kTNuEkMmTLYbs2H5j6xZ+jWPvPMxgSHeLaTTs3vz+8pl9OqR2vngvwi9+vZmzS+/kRw34O+eilt0q/j9/8e/iviffeQy5HIp3/ywhUuueY3E+DBuunYivbMTqKnV0Cc7wW58QXENCbEhf1629xSt/RPFtST7u89UdwWhsZFBGZHMv30MVz6zkoX3jCc1JhCwWfMf3TeRKQ8s5YFzMyHcfUe8hy/qwzlP/MrIm4cT0CHnofW92HS8mmEpoYjrbdbHy2dnuzxPK+HaXP3O+6tajFQ0G2gymYkwQpRUSk+x63veUNFIaYuRub2dydAqCCw/VMGJJh1LhqdzQmdmZ0Uj/SL820IMrfNxJP8RqaHsKa6nX3yw42kJ9VdRp9EjlYjZdTSf7QfL2HWknCqNnnc+24RMJiEsIph9h0poatYjl8vsiF8qlZDdMxmNTo3JZEbT1IRUJmX7lm2cWPI9lRXlmIwGmlt0bFn7G8ExCcQmp5I1YBCFuYcYOG4SYG/t26z27fQeM7VtmzvruqqkivLcXaj9gxl309Ns/N+LBETG4Rdir6wnEosZdfVDrHr7fsZc/xg+gfb6CjKFit4TL2PVOw8QHJvK/t9XIxKLyRo2ConM83fUkfwPb1rNqEtvBGwKgXm7NnNCLic5tb3SYemCFzj/tvvbvm+1jTpCAlz3WgDo0W8wj9xwJWPPOY8x515g91599+E7lOQd56EFHyGVyTzK+ToiODSUo0WlpMd77h7pDqdbxlckam+a1I1unCn8q4gfQKmUc+Wlo7jy0lEcOFTEe4t+4/iJSkYM7cHtM4cDtlI+g8HEgLOe4parx/D0A+d7PukZQl1DCz2CncnIG2TEB7PogbO47sVVPH39MAZn2NzBVQ0tvD9nAne+9hs+ChnDMlznNKgUUh45pycPfLuXd660r7XeW1JPVnQA0kbPGgEd3fpWAUS0E7DJYmVnpYZ4fyWpghiRTMHrR0u4KMm1oE+VzshrB0v4dHSG0z6N0cxdW/MYHRnAXTmpiEQi+gHmQDn7qpsIUcqJ60A8juQvaTAS7qekuK6FuGA15qoW9mha2JxbxfbjNeRWakmOCmBAejg5/ZO59eKBlBkEUuJDbC15T3bq27y/grBQf158/Qd+XXeA6uoGrILAuPGD2pKe9h2qpe9gOfGJCW2u4JW/rqJnv4HU1VSRe+w4hUdzWfHFYsqLi8ndvY2eg0cQltqrLcFt65rfSB80sm3+rkhfEAQOb1wPIjEJfUe1EejE215g/aJnaSjLJ2PUdLtj5Cofhl8+h/WfPMOk215GLLX/+UtkchQ+/liMBhL6jMBiMnLwj3XIFCoyhg73uEBuJX+rxUJ9RSnBUe2u9pT+Qzm06TeUPn5ER4Wy/481hMcnER5vX/LojvwFQWDpe/MJj4lj5NRz27ZbLBbefeohAkPDuOPZV05pAZ89YDAbfl1xysR/JhASGkJRmYX46H9e2XE3/h341xF/R2RnxTP/xetoaTHwzMvfcemsd0lODGPWlaPYf6gUvcHEwk/WERMZyC3XjP1L57Z1TyHZ6ZFg9k5eFZwV+mLD/Pj6sbOZ+fwv3DA1m7OHJFHdoKNfmIIld4/m4pfW8uyVA+if7Cw+Y6nWMTItnJ/2lvLzvlLO6W178BXVaQlUyfFr8Zxk5BjLV0rFNBhslnBpk57cOi1DVSposcLJGvgNFY3cnun8gLVYBe7dlsczAxLxkTo/7GRiEXf1jKG3g7iOtMFID6Q0iEXsrdLQO6y9ha8j+Yeb4LNjFRwoa+RgaSMDM8MZmRXBjBHJVAtSEiL88VHJ2rr2BSvFHDlRRXZ6u+UslUpIS4ni/TdvxiRV8c67y1ixao/dnCrLKxg4ZLDdNpPRiNrXF7WvL76RcQwYOZaIlAySe/ahqqSQbb+vZflnizAZ9PhHxhGR1AOF2navrki/uqSa4oObickYhNIv0G6fXOnD+FlPseunD9ny9XyGXHyH3f7AqERSBk3k4Nqv6TXROakuse8oCvasJ2vMBUhkchL6jEDf3Mie35YTntSTmNREp2NaUa/Royk+RFyms+xu5tDx7Fu7jJCzpvDbkve59ZUP3Z6nIwRBYPHzjxGTksZZM65mw+pfmHjOueh1Lbw8ZzZDJ0xm/PmXOB3nrdUvEomQKxQYDAaXJZh/B/r078e6VWuIj+7f+eBudOMU8K9K7nMHsVjEBdNyWPbZncy6chTv/W89t877HzqdibqGFh576Ue+X76r8xO5wim6+VVKGX5dIH13CPBV8PVjZ/PdhuM88N4fpPvZPlI/lYwld4/mgcU7OFzSYHdMxyS3J8/rzZurj1LTbEBvslDTZCBW8Py1cJXAF6yUUdViZGdFIxZBsJF+B+yr19I72MdlHsB7ueWcFRNMZqDrcjeVVOJE+h0R2GIhLciHP0obMFvbNfVN1Vo2F9Vx3/IDTPtkMwfKGhmWHMLyO0fz1KQspvSPJSxASaqPiJIa+2S+MIkVg9F+8RMW4o/h5OJGJpMydfIgXnvdPkbtqobfVXzfoGtB7edHYmY24y+7gZteWMitr3yIX0gENUUnWPTA9Wz67hNaNPbJliVH8yg7uovkgROcSL8VTY0G0kZdSeKg6WjqdU6viB5jKNi7mcqi0rZtrYjNHkrJwS1251P6BpA8YBzaukqObHYuG+2I3Wt/IWv4RKftIpGIrBET+ejJuYy68EoUKteJcY4hjyWvPk1IVDSTr7gOsURCUFgEe/fs5clZMznnimtdkn5X0X/oCH5b471MsCNOd5Jfx5yQbnTjTOA/QfylZXVtSX29MmOZc/MkVMr2uHZNXTOz5ixm4zbPdcynC9oWAz5d1BLwpMcvl0lYcOdYqht1PPft/raHRrCfgk/vGsXu/PbMc8fMdqVMwnMX9OHuL3exr7ienkrPVo+7rH2rIHC0TksaEsL0zg+tPyobGRMV6LS9vFLL6uI6LgoOQF9v8PjyBFG9gf4yOeuL66nTG3l5Wz7nfrebVUeruLp/PD9fM5QXxmYQ6qfE5NBwRy6T0KxzXoSpHEosZTIJdfXO2f4d0fret5KB1Wp1Eu3RaZvb3Podie7IgYNkDRvPlJvuZ+Yz7yLzD+e3957hp1fncmLnBvL3H6KpppzEDq79VnQk9laoA1yHVURiMb0n38C+Fe87HS9TqJBIZehdLGgjUnvjFxbL7lXLsFqcE0cFQaCq4AjKsESX19U21NJcX4PEx3MteMf3pOfgEZxzzc1tf6t8fHnzvluZ9cjT9B020tXhbXBUR3QHuUKBycvGRn8VJFLpP66nQEd01/P//8Z/gvi1LQaUHdx+r777K5XVNnlaiUSEr48Crc7IyPNe5Nk3fqah8cxKRu48UNLlpL7OcKK8kfeuH0RMiJrrF2zEcLLLXESgistHJns8tn9CMGG+CrYV1CGVuP9KuCP94/UtSEQiJEYBmZtM8O01TQwMtWnLdyTz+XnlzE6J9Co+29kioFpvYtWRSqZ/v4esEF9+uqAfD/WNJzuyvXIiJ8CHo5U2admOiyCjyUqzzmi3wNI4lEyGqIQuNesB2HfkKDGJtli2yWhk9fdfccs54wiOdG5rW1taRFic7bPStFhIHTyWc+e8zLhr53J811bWffQ4Fcf3YtK3fw6OZO8tgmLSkMoUVBfst9uuqdcRlppD0V7Xlr1vcDjxvYez+9efMRnswxA1xccJiU1BJBI5hSgEQWD5wuc59/ZHMepbKCnpXDJXJBLRd2R7CG7PhrV88vxjXPPQ0xhFpzdKGZ+cyu4Dh07rOf8M+vTvy+Ztzj0S/r9AJa1HLa07pZdKWt/5Bbrxp/CfIP6Kyga7vxNiQ7jpqlG88PCFfL5wFiuW3MW+NY9TdeAV0pIjue6uj7n2zo/4fVOuZ5fbKbj5BUFAIhF3KRGps+57RpMFkUiETCrmlskZXDAkgQtfXEutg+a8o7XfikadkfP7x7JidwklbjqouSP9Q7XNKKVisiUy6oyuLRSLVUBvtiJpMtuRdmGLgQq9iSHBzs1mOkPHBUBBs5652/O4f8cJJsYEs3JcT6RikV28vxVSiRgBW6vejhgcqaSk2t6al8kk6A2mts9ZqZTh69u1Vs6lBflYLVaeuutWrh0ziDfm3UNDdRVyhdLOsj20Zy+Rya418Zs1JqLT+3H+w4sIiUtn1dv3c2D1V9RXn3pDKIDsSddxcNUnWB1EY6IycsjfvdHtgkIqU5A8aAL71vxCdVl7Wdeh338mc5TrSoT9v68gKiWDsPgUUvoNJW+3fTjBEY6aBiv/9yF//Pwd9y1YRK8hIynM9Y6kvbX6E1LTKMr759T0BwUH0VDfTYDdODP4Vyf3gU2tr1dP+/Kwe24+y81ouHjaQC6eNpDC4lo+/nIjz7yxjNFDezDz4qHExZxaBn5HFJc32JL6LKfPjbfjaCUDw9sJ6ZyBccSF+nDpy+tYMGsoPWICPB6fW9HE0EBfXp7ai7t/2s+Xlw9yEv5xhaN1WvzlUkJ0VpCIMVlcL5L2FjeQ7iKE8OqxMu5Ni+70Ou5QojPw8t58RHIxt2bG0KuDGuCExBBWF9YyPsE5sTEeCYfKNfSODWzbJpGIMZmNFFc1UVbURFl1EydqW/joq200afU0tNhc25oWEwH+ahBL0bboEZDi46PCLNj0AKqqNHz83oeIJQpatC1s3bgemUxOi7Z9UeEbGIR/cAgaXfvio66ihKxhEwB7wrSYTZQe3k7yoAm2lrh9RhDXaygH1i5j/UcPkDhgEgn9JiAWdz0DXKH2J67XaPK2/ETasOl2201623w19Tr8g5wz7cViCSmDJ5K3bRWBIWchkcqpOnGEUVfeZTeuXqNHgY4dy79i5jPvASdb+/bsz+7Nm+k31LOsr9lk4pPnHiUwLIzbnp/ftpgLiYjmREERyYmudRBOCSeTUP90ee9pQscqmW5043TiX0/8NXUaEsMUdNW5kRAXwuNzzsVqtbJ2Yy4PP/89miY9l04fxPTJ/exCB11Bg0ZHvPr0lelYrQJWq4DcoeNgn8RgPr1rFNe++Qf3n9+LUZGBLo8vrNWSFOqDyCCQHubL5B7hvPrHceaMSmsb48raL23SIxGLbKTvAfp6A1vrmslxsOr3NGhRS8Sk+Cio1Jso0Rnwl0nQWwSazRbCFDJMgkCtwUSEUoYggEQkIsVXiUUQ+Ligij9qm3g4I5ZUXyXKIPuFhaFax5DoQA5UN5Ed5meX5e+rkFJZ1czRSgk7txWyu0pDbpmGOp2JvqnhxMSEEBPuT6/YAJLighk/LJ2AyAhEIhG/7yxhzMieoPLj+PEyzBI/UlPj2mKey5bvZuxZ42lokVJSWMCcW2+i4Giu/dxaWnhz7mxC41KISctAkAfgH2JraevoIt+/7jcS+41uI6NWKzyx/0Tieo/hxLafWf/BXNKGn0901nAEq5Wig7sxG1pAJAJBAJEYEAARCCc/L5GYgKg0kgZPZf2HD5DQbwJyVXsCpVSuwqTXIlP6tF3TcQEgEolIGTSBfatXEhQZRnyvwS5Jc+X7LzHhmruQytrzWvxDIyg7fgiTQY9M4dqLUlxSwefP3c+Icy5g2JTz7Pal9OrL9tUrTivxZ/btzx+btzJy2JDOB/8FUKqU6HR6VKqueZm60Y3O8K8n/pLSOtKiO5fvdAexWMz4kZmMH5lJQ2MLX/6wnQuue5vEKD+uvWgQA3vFeW0hCIJAaWUjvSM9d6WzO6YTN39eWQP908JB70zOUUFqvrt/HDcs2EhecijXDreP9QuCQJ3WQKzQ/kC/bmAC1369i23F9QyOC3JJ+s1GM1UtRjI6ibO2uuK31TdzQQdviSAIvHSslFuTo8ht1qMUi8k0i8Hc6jGQwMkFRQJS0Nm21/mK+bGsjo8Lqzg/OpiPBqS0iffo6w1O5C+uNyCIQG+2oDxZJvj5nmK+2V+GRSoi3F/J+IwIZp3Vg7Qof5oVKqoadKTGBLaV9a09XEWgv8pGokBkRKDHe26FXC4nOS2d6+66j4SUNB667QYKj+ai1TQSGhXDjAeepywvl5Jjh9mx5jNAhEyhJDprEEn9RuAfFkX+vv0ERiYgOUmYjq53iVRG2rDzSRo4mZ0/fcSBVZ8RP2AaYSmDkCk9f8esVgua8mM0lB7GNyyN/B0r6THyorb9QTFpNJTnEZbUu22bK+tfJBaT2H8MK964m/PmvOB0ncK9WxDECuKz+jrtSxs4gm3r1jJ80hSnfRWFeXzx4iNcff+jpPbq5/IeFCo1el0LSjcVAq3wtrQvJCycw3tOsbqH0y/m07tfH7buOMyYkWmdD/4boDX/eQ9oN/4e/OuJP8hNidipIDBAzU0zR3PTzNEc2pPLou928NArKxg/LI0rzxtATKRnl/rxwhrGDkkFXdeTsdxBb7SgdkH6rVArpHxyxSAe+WE/D3y7l2fO74XkZALenuJ6kkJ9oUPNvkgk4vVpvZmxZDtLJmcT4JDZLggCB2uayZY4P0jlEhE6swWVVNJG+oJgs+ADZLbz6CxW9jdoGR8WSF+LGJFeADpvTKK3Wll0pIpSo4mX4qIwBcjZVt9slx/givwTLWJy67T0CffHUtPCWekRXNwrBqlEzCGDgV4xgW0Svv4mPSUm+7lEhtl7KswuWvm6g8ViQSQWE52QyGvfrOD3ZUtZ8Oj9SKRSFCo1Sdn9SOzZF4lPMBlDxlJRUUPhvi1s/vpdNDXliMQKssdfitUc5yS20zYfk4ETOzcR2WMYMT3HcmT1+0gVPoSnDnY5vhVisYTAGJtYUmBMFtuXPIDUJ5bkfjmIRCKCYtKoLz1qR/zgmvytFgtSmZyS3GNkDoto224y6Njy3Qec/8AbLqV9JVIZSh8/SkoqiI1t70dwYONa1n71Mdc8/hqBYRG4Q9agYWz9YwOjJ7oP3Z0K/inufj9/f5o1TX/3NLrxL8S/mviNRjN+vu5lQP8MstIiefH+czCbLazedJx5Ly2jSWvgoil9mD6xJz5q55i20WhB2QXS78zar9PoTzag8WzNiMUinjm/N59uyeey9zfz/sxB+CqkaA0Wl0I9gSoZj03M4N61R3h/Uk+7h+CBmmZSg9SIm5zLuZL9VOQ360kW2r9WVQYzkSetrXytHoNVINMiJtvHe6/HjqYW3iyr5uqIYO4JPKlEqBcQgtRsqm2iX6APqpPVCI7kLxWLELB1/1PLJISo293Ndc1GBEGw0+/XtNiXdTkmd1ZUNpCd5dq9bDAYkMnbP4tDx/OJjGn3No2YPA2jICEwtF1Ncd+27cT2sJGrQu1L+pAJpA+ZwP51v6Hw8afsyE72/vI/ep51IwERiXbXKzlyCF1jFeFpOYhOxvj7X/w4R9d9TM2JnfQYex0SWeeiNHKVHxE9hmM2NHN0828ERKURGJ1G4e7fXI53JP/8XWtJHTIZiUxOydE8YtNTbOOqyxl60Y3IVe4X34m9BnJ482piY89GEAR+XfwOVSWF3Pzie25DAK2QymSYT3PJW0pGFtt372Nwf2cRom5049+Cf1VWf3Fprd3fBUVVBMhdN6o5XZBKJUwa1YPFr1zOopdmoDeYmHHn/3j5g3VOY+s1p8/SB5ubf0C454djx0z+q4Ykce/EHlyycCO/Ha5kYKJ7V91gtZL0YB8+PVTWtq2s2RZ/VrsgfYBkPyW55fYWSpneSLRSzq76ZgJlUuL1ApIuWFNfVdfzeXU9C1JjGRdob32L6g30sYjJbdJRZ2yfk2O5Xw+kbC5rAOzzFYalhjp1I7RY7Ym+uLzRjvxjY5yTBVvR2NBEYFBQW4Z3WVEh0fEJbZnlhw4eIrlnb9L7tjdg0Wrq8Q2yP6fJoEMkFhOR0ot+Z1/DsKuecSL9/D3bEASrHekDSKRyMifcRFjqIHZ+8ziaSu96zsf2nUzF4fVEZoxA31RDxYnjGDxUrXQMOxTsWktivzFEpPSiuvAIwkkRpZDYZOJ75bSNc6VCKBKJUPkGUHCiiEWP34NcpebKB5+3I33HDP+OiE5M4fDhXLf7W+Ftdn9UXDwVpcVejf2vQRAECk4U8cN3K3ji4Zf5+ouf/u4pdeMU8a+y+F+e/xMVVQ1ERgQyalgmvr5KLpzovid3R1gsVvQGk0tL3QluHogBfiquvySH6y/JsZWBdUCDRkdI4Okt+XEUmPEGOcmhfHjNYC5/fzOiJiPjU11r+QPcOzCRy37ey+CoQHoEqSnW6OktdS88FIeU7Vr7krjCFgM6i5VUk6hT7f+OsAoCL5dUIRWJeCkp2q4RT0eIRCLSTVCoN2KwWok6KczkaPkPigzgREMLyR0+A3G9AbnUfu0bH+5HU4sR/5NRm94ZUTQ26Qn0wkFRUSvCP6C9+6PJaECuUNByknRqK8qIS8toIzKr1dqWud2RFA9v2kBcti3b3VVJXd6uTagDI1EHOmsBtCIseSAKeQzH1r1PXO/z8A+3xYmVIa6/g0rfYEQSKbrGKoJie9LSUIGuSYPZqEcqd7+4bCgvQB0Yhkxh8wDE9RzCwT/WkT1qnNtjHBEQHsUnD83i0nsfJWPgsM4P6IDo5FR2rv2VzEzXpZB/NU53nD8sIpz8YiNJcV0T/PqzsFqt5B0rYO+eg+zdfZCjuSewWqwkJMbSp39PLrjkbGJiIrn39sf+0nl14/TgX0X8b7xwDf7+asor6tmw6TDf/7SNjz9ZRXCgDyNy0hg9NJ0eqa7FYr79eQe3P/QFq7+5l+yMP9+wQ6mwd79X1zWTEuD9j7czN399kx61wrOL313dfovRyqJrh/DUt3s5Ut3MrUOS7N6Ttha3YhHzx2dyw8qDPDcyjYwQX3BD3vp6A8k+Cr4saa/rtggCm2ubmKxWI+2ClV9RZ+apqgqGqn2Y5hfglvQ7IsEABZgRIyLCRSKXrNGIVmRpu7/WDH+zg4UfKhgpqjXjp5YjCgjAx2igySoQeHJ/YVE1Gemuvx9NGg2Jye7FkkQikd37fGjPXqJS7JsSWcwmxGIJYonrn2bB3h2o/MNckr6+1p5w5KoAssbfCx26vXUc47gIiO87leI9K0gffTXqwEh8wxI59PtP9J54scu5aOp1HPr9O7JGt3fLkynVSKRyKosriIiLdDrGMdaft3szv3/xHkPPn0la30FO473F6YzLyxUKDHo9CuXfn03fIyuDLX9sIimud+eDTxEmk4kjh4+zb88h9u05RH5eISKRiOTURPr068nlMy8kLT0JqUOeiaY7/+D/Lbrs6l+/fj3Tpk0jOjoakUjE0qVLOz1m3bp19O/fH4VCQWpqKosWLXIas2DBAhITE1EqleTk5LBt27auTq0NUZFBXHLBMO6741yWfXYnrz15KRFh/rz76XrOuXI+l938Hm+8/xu79hViOSnk8v2KPVTXNnHWpa/x/bJTz+x1h2at0ank7s9g59Eqkk/RgVDdpCdBJOH9C/uhN1v4/mC527GRPgruGZjAU1vykDW4Vsxrda2HyKXUdnC5b6jRIDFaiO5kgQLQ2GClscHK8Rojc8tLudA/kGknze7Wfa0vd0g02EILxpOuZkeXv9FidXLlh/goOFKhaVskqRRSSqrbH2h+PnIO51W2eXkS4l3L4AI0aZrw83cvRuSYL9BUW41/aISdtZ+7dTNR6bbmLI7WftnxY4ilMnyCY53O7Uj6rbAtNlz/zPW1LXbHBcZmYdI3tc1THRCBOjCCY1vXuTzeZNBRV1pISHy63faoHv0pz93t8phWCILAhq8+YPeqH7jyibfpPWYqO//4w+14T+7+uLQeHDxw0OP1wHt3f2bf/vyx5dSfP6cTcrkcs+n0hSu12ha2bdnNBws/445bHuKS827g6svu4LuvlqFWq5h1y1V88f17fLn0fZ57+SFmXDGdzKw0J9Lvxv9vdPnT1Gq19OnTh+uuu44LLrig0/H5+fmcffbZ3HzzzXz22WesXr2aG264gaioKCZNsvUi//LLL7nnnntYuHAhOTk5vP7660yaNInc3FzCw927oj3BarWiabI9LEJD/Jg+pR/Tp9jKgho1LWzansc3P+/ksZd+QCqRsGmHTbWroqqRWfctZteBIp6ce95psyLqGlsgpusKde4QFXJq1QoNLUbigtVgtZHCvQ6lQq7K93zlUnr6qPg0r5KZqc5WXCs6vldrqhrJQcpio5kID/3cOxL5cYOBV2qqeCAsggS5e+9IY4OVgEDXZJZkgCNNOnoH2N6fji7/TJGU9SX1jI1vz22Itoo44rAYiA5p9+uLRCK7zH5Rq8iLi2tbLVakUilGF89pb5uumI0GpC6S2iwmI83VRUT0sHeFuyP8rqD1HMoQNT0nzW7bLlcHYLWY8AtPJn/vdpL62FvkhbtXkdBvgtP5RCIRvsERlB4vcNnNr7KylnUfPkt8Vj8uvO+5tu+N2ei5H4M7hMcmsOv336BX9ikd7whfP39amv851uypPoOqKmvYv/cw+/Ye4sC+wzRpmlGpVfTs1YPefbI4+9wJREaF/yMqGLrx16LLxD9lyhSmTHGuu3WHhQsXkpSUxCuvvAJAZmYmf/zxB6+99lob8b/66qvceOONXHvttW3HLFu2jI8++ogHHnigq1MEoLaumZ6ZsXR0c7YiwF/NlPG9mDK+FwA1tU1kjXq0/dh6LS8tWMn3y3fx0+LbSUroYOWdgkxvi85ISrz7pLCuwmA0O8WmHeHOzV/WoCNVKvPa12O2WjFbBeZkx3Ldhlz6BPvSp0OnPEer+sr4UP6o0TAmzB99jQ6zICB3owLYkfQrTCZeraniucgoAt24uV0d67gAkItFBMsl1BhMhDp4GkQiEWEns/o7uvs7e+xJJe2emoZGLU1NOvzV/k7jPJH7iYIiQiKi2ixXi9mEWGLvASo9XoBvkG2h62jt5+3YQFhajt2200H6jufr6P6XqwMwaBtQB0Zi1DZQfiKfqGRb3wFBECjZv56R1z7rssQvLDGTgj3rnYi/tiSf1R88y6Tr7iQxe6DdPr/gMAryi0lMOnXdjf8izGYzx4/lc2DfEQ7sO0LukTwsZjPhkWH06p1JztD+XDfrcgICTp/h0Rl8pHX4SE9tIWeRak/zbLrhiDPuv9m8eTMTJthbBZMmTeKuu+4CwGg0snPnTubNm9e2XywWM2HCBDZv3uzynAaDAYOh/Uul0WicxjQ2thAXIsObW9xzsLgtGU+hkBIc4INMJqG2XsvN932KRCohNjqIEYNTGZ4dQXJ8SJdWyfWNOoIwezUX6Dy+v+VwBcNjT83iL65voYcbERpX1n5eg44ssRSxSMSrOSlctyGXRaMyCJS7vpdUHxV+UjH6GveuWUd3fbPVwlNVFTwUHuEV6Tuey5H8g5st5MrMhMilTp9TgFyKxmDGv0NiZHmjjqzodg2GoqomMuKD2hYElTVNZKTYCDkuJgSz2bNaYUe0upcrCvNJ7zeQppOdCw/t2ecU368tPkZ87+FO5yg/UYAyINxOlvd0k37H87aSv0wdQFN1IQCBMRlUHPmDiIR4xBIJNQUHCI7LQCJtFxdyJH+ljz+VRRVExNu8RMe2rmbfqu+Yeuez+AY5h0yi03qSu+13t8Rf26gjJMB1ea5S7UNLcxNq39NDbm2enVOwhk93gp9IJGrr8thQ38jBA7k2kt9/hIqyKiRSCalpSWT3zuDiy84lvUcyMg9etm5044wTf0VFBRER9iIcERERaDQadDod9fX1WCwWl2OOHDni8pzPPfccTzzxhMfrniioJCUq0as5Hj5aTliIH+dN6sv0Kf0YPTSd0BD7B0hRSS0btx/ntY/Xk19ch49KzuC+8Qzrn8iAnrEoPGTYHzhawaTe7jOwuwp/tdxjFz13qNMayIoKAO95C5NVQHHyWsEKGY/0TeDebXl8MDwdQ4NzzbvGbCa8xf3D0pH0zYLAE5UV3BQcSozs1DKXXZF/uq+SrScFfjq6+0P1VrY1ahgd1+7uz44JpFKjJ/pkLX/flFDqNHpCA237/Ts05pGZW7C6WfR0hEGvR97BZW82GW1/620LouaGWmLSs+3i+yKx6+ZNTVV5RKS3u/jPFOl3PL8yRI1cHYCxpaFte1jqYPJ2/kHa4NHkbf2JXpOu93ieiNQ+FO3bSFhMKBuWvInFaGT6/a8jcUNKf8blnNqrL7t37GT4mDEex3mr4hcRE8eh4/n0TPPc2fJMwWw2k388j0MHDrFh7e+899Y7yKUWAgL9ycruQa/emZx3wWQiIsO6XfXd6DL+X2ZszJs3j3vuuaftb41GQ1ycvZUQF+u9a/32G8Zz+w3jPY6Jjw0hPjaEy86yWWlNzXq27Stm9aZjvPTeWkxmC5mpEQztl8jQfglEhbe7gmM7UfTrKhSnmCRY1WQgWSz12s1f0qRHJRVDB34fEOrHkDB/3thVxM3J9vH+Yp2ROJUC3PQ2dyR9QRB4pbqKs3z96K2yka7WaiXvpDfHXyLGIAhorVYCxBLkIhFxbmL/juQvqjfgI5e4tNr8HIg7UGehCCsRJ4V8fI06akVyWjuOqzoQhVUQqKlqJDS2PbPfVW/y2ppqgkK871leVVyJQm1bbHZ085cdP+Yymc8dBKuFmqN7sZoNbTLDth0CYomM4LReSKSdl6zqa1uQ+wRgbGn3PkmkcqQKNSVHDmG1mPEJsl+sO1r9IpEIQ0sTS1+4m8yRU8kc2XmIUOXrT2lpFTExXcvtkStVmE4xR8AV4lNS2blx/RknfkEQqKyo4MiBwxw+eIgjBw9RV1uHWCIhOTWFrOwsLrv6SrRNzUyedOYy+7vx38IZJ/7IyEgqKyvttlVWVuLv749KpUIikSCRSFyOiYx0nUimUChQKLyotz+D8PNVMn5YGuOH2ZLjrFYrB49Vsnl3IQ+9uoLK6iYC/VUM7hNPZJgfaUEJpyWr32A0ozda8PTRuYvv12uNSAJcWzuu3PxlzQZ6uZDmvSE9kpt+z2VLXVObZK4gCBS0GBgoeP+VWtJQT4RUykQ/fypMJhqtFnzFYhJNChtZOyTJSX0EtrZoyVAoCZB0/l7Gq+WU6U3EqOR2Vn+gQmrT7z8Z55dKxFQ1tJAWYbsXH6WMLScaSEi3LSZrG9pjjn4+ShoMrrPDOy4wCsoqCY20eXmMBgM7160iMSMb5K5d0dWFh4lOH+C0XVtbSniH2L47a18QBGqO7MRiNuAf2gOpzLnkw2IxUpO7G8FqISxzYKcLAHMz+Eek2G0Liu3JnqXP0nPcJR6PBag8vo8j678ne/ylLknflYxvbI9e5O/dRkyMax0AT+7+0wmpVIrVYq9qabVayT14gB49sxGLu+5x0zRqyD18hNxDNpIvLihCEATCIyPI7JlFr769ueSKGYSEOS8Y1/66+pTvpRvdcMQZJ/6hQ4eyfPlyu22rVq1i6Ml2nHK5nAEDBrB69WqmT58O2H5gq1evZvbs2Y6n8xolpXVkxP11ySxisZhePaLo1SOKWTNs3b3qGlrYureQL37aw+ffbmPqiDRmXeD8cO8K9p6ooV9o1xc93maVdxzvI5O4DAuIRCKe7RnPDbvymN9HSbhCxs4GLQOsErtMOasgtBmdjtb+Ib2OApORB8MiOKLXoxSLiDaevC83nkuzVkQWairMBuotZhLl9u+Do9UvazBSKxeIUdl7Cfy0FgqsejKC2/Mk5A6hk7AAFUJjI6KAALsFm0wmQSx2XV7V8T3WNNQTGRvHoleeZdW3X9JQW83Icy4gJDnbJtzj4IUQLBYnPX6LyYhY2r7wckf6FrOBygMbCQjriUzh/jsvkcgJiuiNYLVQdWgbar9oApJS3I4XiUQk5Vxot81qNqDXVCNI3Zc1CoLAwTVfUXXiIJPveI2KY3vcjnWao1SGxXxq5Wt/Ji7vDVq0WmZMHk9QcAjpWT259JrrGD5mHEqV/UJEr9Nx/Phecg8d5sihI+QdO4bFbMHXz4+Mnhn0yMrkhtE3kZCUeEoLiG5048+iy8Tf3NzM8ePH2/7Oz89nz549BAcHEx8fz7x58ygtLWXx4sUA3Hzzzbz11lvMnTuX6667jjVr1vDVV1+xbNmytnPcc889XH311QwcOJDBgwfz+uuvo9Vq27L8TwVRbtrQ/il0MaM/OFDNwOw4eqVHEavy7gfeWWKfn0qOrJOMfleobjLYLFq9dwH+BoMZP7kE9M4LBn29AV+phCcy45i7v5AP+qfgIxEjcnheWwSQInJZe5+pUJIWquCIwUCEVIpM5703JNKowKy2cNSgJ70TPXejVUBrtuAjbT+/r0xCbosBOhC/r0PcV9ZhfKC/CovFigSQSMRUVjXiql9aK+HU1dbwxXtvc/TAPmqrq7CYzah8fNva0ubnFRAYHu14MGDv5i/cv5Og2J4e789iNlCx/w9CY3Pc1us7zVMsISR6AE11edQdP0RwapbbsY6Z/mUH1xI/YBqNZbmExznnrdRW1LFv2ZuExKUx9oYnbO9JV4n4FHk7LCaO43knSEt1v5jpChwXy75+foSEhVGUn09JUSGb169D7eOLXCEnLCKKyKgojEYjCqWSjIxkemRlcvHll5KcloLcQ3mqN+iO43fjdKLLxL9jxw7Gjh3b9ndrrP3qq69m0aJFlJeXU1RU1LY/KSmJZcuWcffdd/PGG28QGxvLBx980FbKB3DppZdSXV3No48+SkVFBX379mXlypVOCX/ewmq1IvciAeuvgFZnJFIGp6stgt5oBroeMijX6OipULh8CLty8++u1DBU5dml2sNPxXlRQTyTW8KNiRFgsGd+CwJuKvkQiUQUGA1Ey2SIW7r+3khbJASpoMRkJLZDUqCj1d/DJKJMbyStQ7Mm68k6/L1VGsprNFQ3GzjY2IKfSoZGsNKgNVJQpyPQV4lIJqXZaEWpkCFT2jwMDc1GAt9chrZFj4AUucqWz1FdreG9BQtZt8rZLWvQ61jyxkuExcZTX1dPRFIPju3bgzogGFVAsEsr12I2tjXZcWXtC4LQZdLvCL/gFJrqT9Bw4iiByemdjhcEgYrDGxhwyRPU5O9ysq6bakrZ+d2rDDr/RqLS21vp+odGU5x7nLgeqV7NS6HyQdfchKqLGfpRCcns37yhU+L3NsGvFbqWFk4cO8rx3MO0aFvsthv0BkLCQpl+6WVcevW1bWp/pzOrvxveYcGCBbz00ktUVFTQp08f3nzzTQYPdt+l8uuvv+aRRx6hoKCAtLQ0XnjhBaZOndq2XxAEHnvsMd5//30aGhoYPnw477zzDmlp7cv+uro6br/9dn766SfEYjEXXnghb7zxBr6+7SXP+/bt47bbbmP79u2EhYVx++23M3fu3C7N5XSjy+w4ZswYj25jV6p8Y8aMYfduz0pes2fP/lOufYCDR0pIT43CZDJ3qeTqTKK8SkNi8unrW93QbIAw965+d/H92mYjoi5IkEb5Krzplsv5MSH8UF7P7pJ6xjo00bEIYHUjllZlNuErlpwS6bdCqZNQIzOjl1hRdnCZCoJArdnCCb2BE3oj+01G9FYBvdWKWCpGJAK5UkpWqC+xEX6E+yro668gKcyHpNQQAn3kHG2yMCgjElFAAMUttu9SXFoCALklzWT0yeD48TLMEj+iEm0kt2z5bsaeNZ7KOjN33nAth/fuprrCpoqo8vFl0tW34BsQxNY1qwiPT6Gmuoa6sgKKf/sJk76F3A1LMZusgAi5jz8GnQGTvgnfkDgkohCkMvuFWNXBLQRH9j0l0m+FX1Ay9RV7aSmrRh3t2n3favXX5O8iOKE3YomMgKh0ig7uJSG7LwDlR7Zy9I9vGXzJA0Qm2XcvDIhMoOTAZpfE7yrOH5mcweF9++g/zLm00RPEEgmCcOq/+6bGBgqO5ZJ/9CgFx3I5uGsH3364EF8/P1LSe5CakUGvfv1Z+8sKAAKDQ5h49jk88ep8J4v+dJf0dTVU919DV0XgNm3axGWXXcZzzz3HOeecw5IlS5g+fTq7du0iO9smBPXiiy8yf/58PvnkE5KSknjkkUeYNGkShw4dQnnyWXrFFVdQXl7OqlWrMJlMXHvttcyaNYslS5YAtsTzs846iwkTJrBw4UL279/PddddR2BgILNmzfJ6Lqcb/wyz+DThm6Wbqa1vpqikBrnE5q5VKWVERQQSHRlITKTt3+iTf/v5nnktbrE7k/cUcaqKfVFdSIjyFCd1FOwRBIG7UiNRNztbrFIRDFM7z9ciCNSZLcSY/nyCpo9BwqfaWuRiMYVGI/UWC5RBpFpKslJBslLOMH8lZ0cGopZK2hL89pmNZIX64ieXIglV02Qw06yWkBBuW6n7dUjsCrCaaO7gVWhodC0w0vqe+fn7c8HV15PRux8vPfIA239fjclgwC84lLCYeMLikkgbOILQk6V8ct81dk15BEHgxM6NIBJh0jdRdXwbmvICLCY9IpEYpV84MlEAiMT4h2a4nEtXEBjRm7qyHaijR3scV7x7OdlT7gBA4RNEY/kxBKuVw2uXoK2vYMTVTyORyV1m93fFfjRlqwABAABJREFU3a/08cWoOzMWsyAI1FaWc6w4n4JjNoKvKCm25bT4+ZGY1oPEtB6cc+kVnD/zWkxGE4P69mo7vlnTxNpfVhAZE8OTr85n3OQzZ5V1w3t0VQTujTfeYPLkydx3330APPXUU6xatYq33nqLhQsXIggCr7/+Og8//DDnnXceAIsXLyYiIoKlS5cyY8YMDh8+zMqVK9m+fTsDB9rEqN58802mTp3Kyy+/THR0NJ999hlGo5GPPvoIuVxOz5492bNnD6+++mob8Xc2lzOBfxXxP/bAxfj7qzmeV0FCmBypVEJLi4HyqkbKKhooq2xkz4Filq/eT3lFA5rm9hpqXx8FkeEBREcGEtXh36iIAPz9VKccYwvwa38ALv/jGA+8+RtfPn8RmUnuk6PcwWJxTgo7Eyhu0iPx8jINJgvRKgW+JmerU6+Bqf7OpYw7dS2km1VdjuUaBCvHTAYOm/TkmvRoBQsBYinZvgr8xBLODQ0gUCxBJBLZufub/WVozBbUHeL2qUio15vaSvvUMgnFLUYSTu6vb2pf4EgkIpq07X+7+wwcrbKg0FDmvvYOq5f/zMZlS/ENCHJ9YyePa43v25LUrIQl2yRy9bUtcDIML1gt6JqqKN3zKxKpkuO73sdi1qNQh+IXlIJfcCpK34gueQFEIhFq/1iPLn99bQupIy5Hrm7/PK1mA5s/f5rwlL5kjrvC83fzFJJL3cGbzH6jwUBZYT4lJ45RnGd7NTU0ABAaEUV6Rg/iU9IYPv4sIuPiXSbZmYxG9mzdBLQT/4ChwxgwZCgLPv2c0PBTC0V2wzs4CrO5q+Y6FRG4zZs325WEg01YrrX3TH5+PhUVFXbicwEBAeTk5LB582ZmzJjB5s2bCQwMbCN9gAkTJiAWi9m6dSvnn38+mzdvZtSoUXYeoUmTJvHCCy9QX19PUFBQp3M5E/hXEX8rKqoaSImyJR6p1QpSEsNJSfRcF9zUrKe8soHyykbKKhvYvb+IZZWNVFR2WCCYTSgVMiLD/YkK8yMq3J/I0JP/hvkRGuSDxCE7vEmrhxCbZ+FgXhUH8qoZd/NiLhyXyUt3TrSrEe8MR0sa8FFKcSVD7Ak6o5kqjZ70EO+upTGYSRG8yyPI0+rJNHlv0RmsVgIlEiSWzsebBYEDJh1bDVoKzAYUIjFpUgU9ZEqmqPzx7aBkVyE3EORG9U/ZaKTWx/5+VBIxNR3CQRKxiNpmA5aTtfwdPTUKmZSasnpaG78G+LvujiQSiWgxq9v+3wq5QsXtLy6gvtmmbyByXPF0YTEnEktQ+AQTEJpBYISNkARBwKirpakuj4r8NeibKxCJJfgGpRAU1Q+1X0ynC0aVXxR15bsB97F+x9K+kr2/kjDwXFIHjep03mKpDIvZhETq3XfQmwWuIAg0VFdRln+c0vzjlOUf59ienfz2+cfIZDKiE5OJTU6l95ARnH35NfgHtYfcvInxy+RyzCb7WFV6ZhZf/rLGq3s4nZDKpJhMpv83inxSSwNSi3dNkZyPtXnUHLVZHnvsMR5//HGn8TU1NV0WgXMnLFdRUdG2v3WbpzGOYQSpVEpwcLDdmKSkJKdztO4LCgrqdC5nAv9K4lecQmKfn68SP99I0lPcN6FB24hOb6K8SkN5tYaK6ibyimr5Y2c+FdVN1NZr27r9icVigoPUmE0WBqaFERniy6Z9xQBU1mp5//tdrNh0nPlzJnP2yM4Tq2znFBErs8WAu4L6FhN94wNB60XQHmyqgF5WVInoWsZxhdlMqEHu9hbqLGa2GbVsN7SgE6xky1VMUPqTLJV7vI5ZsCXttbbw7ZjkJxWJqDOaSeoQdRCJRBRrdPTokNkf2cGKDPJVYLFYkQJSqZiQwPZxzR08RR3R0Urt+H+r1WKnyy90ceHmiNqj+/ALbe8/LxKJUKhDUahDCY211fxbLSaa6o5RVfA7LU2lqHwjCY7sh39oBmIX2gwAUpnaY6zfEf0ufIT6ks674gH4h8VQnHuMxJ7uKwjcQa9tpqq4gMrCPCqL86ksPIHVYAsFBIaFE52USnRSKtk5I+g1ZCTjpvz73O/+Af5oGpsICT19+UL/dBQXF+Pv3y6E9ndrt/yb8K8kfj+/MyfwoVLKSI4PIbmTpjtWq5Xa+hY27y5EZTZSUavlaFFd236T2Up+aQPn3fMFSoWUy6f0JiLYh0i1hPAgNREnX+FBagJ85G01yqdS96s3WQjSW8FFGaCrjP5anZEEmXc/Mn+ZxMa6XsIgWAl2QeD5ZgPvNlUTKJYwWO7DHf7hBIi9r14IN8rYL+joo3JjjZ/8t6OQT6xDUlnHlr1mixWDydL2AzF2aI1qMHZuyXhapDhZ/K5WQR6OF6xmJBLP5WFiiYyAsCwCwmxEq2sqp65iN+UnViGWyAmK6ENIzGA7ER+/4FQaqg96TfwSqRzB6t1i0iconPJc9+2uzSYj9eXF1JQUUFNaQN7uzexc9jkACpWaiPhkwuOTyB42lnGXXktcrOsFen1VBUa9HnkXElk94Z9SRufj60tzc8t/ivj9/f3tiN8dQkNDuywC505YrnV867+VlZVERUXZjenbt2/bmKqqKrtzmM1m6urq7M7j6jodr9HZXM4E/pXE36hpAXw7HXcmIRaLCQvxJT46kL7Rtmz3N79s7/EdGeJDTLg/d18+hPNG90DTYqCisJKKOi2V9S1sOVROZX0LVQ06GrUGBAGqG1uI8JUT7KsgIkBJeICKsAAlEYEqwgOUhAcoCbYITjr+BbVaEkI7/wG1omMsvCMcE/sA9BbXpO+qdt8qCNRbLLjqWhAnkfNMYAySU3zQykVi/D2o+fm5UE10vFJ5g46eJ5v1SCVimnUmWu38mvr2hL6QYD8Ei5WW/YWY6s0YsqXI+9tbsp5i1M4Wv/3fZqMOiezPE5fhZKMkRagKlV8UMX5RxKRNxWzUUle+i9yt81H7xxKZPB6lTzgisaTLsXhvIZZIsZjNNFaVUl9WSH15EfVlhTRWlyEV24R7gqPiCIlNJCY9m8CIGIZOOAu5smuLeN/AQJoa6wlRnp7eGP+UbHq1j5raBnNbDko32nEqInBDhw5l9erVbc3iwF5YLikpicjISFavXt1G9BqNhq1bt3LLLbe0naOhoYGdO3cyYIBNmG3NmjVYrVZycnLaxjz00EN2YZpVq1bRo0cPgoKCvJrLmcC/kvit1n/GjxWgQaODk8Tf3GIgISqAs0ekce+VQ0mKaU/28lHLiZRZAffW1qGCWjL8JdQ2Gahq1FHVqKeyUceRkgbWH7T9v6q6BYu1PRygkkmQiGGjv5owXwVhPnLCfBS2l68cPxcZ/GqZxCtXf4vZghUBb0MPNRYzPRVKBBcJ21I3hN/QCIGnodWBzuK8ECnXGuxc/bHB7d6CQF8Fkg5x/ujw9knUbDiC5N4vKCuuBkAt/w5xRAimsWNh3DTgzxFGdUk5Cp9Al/usFhMiseefrcGhM2LHBQCAVO5DeMJIwhNG0lSXR/GRH7CYdUQkei7VdRTzcXt9bSOVtcdoqCyisaIQTVUJZpMRfXMDlceyCY5OIDAqgaR+w/EPiyIkyHmRXp53BF1zU5eJX+XjR2VtAyERp68p1j8BCoUSg6Gq84H/UXQmAjdz5kxiYmJ47rnnALjzzjsZPXo0r7zyCmeffTZffPEFO3bs4L333gNsnp677rqLp59+mrS0tLZyvujo6LbFRWZmJpMnT+bGG29k4cKFmEwmZs+ezYwZM4iOtgl0XX755TzxxBNcf/313H///Rw4cIA33niD1157rW3unc3lTOBfSfxBgadW8nYmEBnWbmn//PrlJEQFOCUAeguxWIRYLCIsQElYgBJXmm6OdfwtRjNbTtTio7dQrTVSozVwvFZLjdZItdZAo0aPQLuh56+QYrEKZKgUhCplhCllhCpkhKlk+FoEVB3mbrAKxCjl4IXrG0BnFVDoRW5FfRzR0Gj/b2cLgAqTmSS56xCFK+IPVbl3lwuNGox+7boEVqvt+Kb1xzjx2gpC1PYEaK2qxfjhIqz9hiAeO95hMWV/wx1d/VaLGZFD+Makb0blb0sachTuaS4pRaE6fe5ev+AU/IJTMBo0VBX8jkwZgCBYu1AVIEJbX8nBVYvQN9cDIuRqP/zD4glPSiE1ZxL+4bFI5UqKD2whe9RYpzO4quVXqH2orKonILRrzXoUKhXNjQ1dOsYT/imufrlchsl0alLG/wV0JgJXVFRkFyYdNmwYS5Ys4eGHH+bBBx8kLS2NpUuX2tXNz507F61Wy6xZs2hoaGDEiBGsXLmyrYYf4LPPPmP27NmMHz++TcBn/vz5bfsDAgL49ddfue222xgwYAChoaE8+uijbaV83s7ldONfSfxarYG/29XfCnOHevDkWDflXF6irFZLhhcxr45Qy6XIJCIGurl2xxi/IAhojBbWFtYSaBKo0ZsobzGyv05LtcFEpcbAsBA/roq3eSX0FitCg8FtaMARFWYTwaIzl5UcJXP/dQ6RO19X5rACKazVkhFpe3/NFistuvYugyUVjWRarFS+uYYQVyGFkwsn86svIRs1xvXOtr865BKYjG097VthMerduvpNBg0qX/fWrKO17y3kCn9ie0yjuaEAk06DXB3o5ZECSt8gek+5EYVvkB1Rdqzlbx3rLaQyOS26eq/Ht0ImV2A+jV36/imufolE4lRh0A17eBKBW7dundO2iy++mIsvvtjt+UQiEU8++SRPPvmk2zHBwcFtYj3u0Lt3bzZs2OBxTGdzOd34VxK/Tu+6LezfgYrqJrLDT48HIuwUu5L5KrwvoQpQSMkM9SXe7GzpOMb4601m/D08GAcfzwVgW6otAz1MKvVKDRDarfzTBaPV2eKvbjHaufrjO/xfrZAiUbcTcnx0EC37SjFXN3u+hcpKhD27vbb4EXCy+AWrxRZvdwGr1YzITVb+6YBYLMN6Um7RajWz/sMZjLnxGw9HiJDI5Ehk3nghvLeexRLJKYXsRCLxaU1T+KdY/CKx+B+zCOnG/3/8K1tDhYb8dV35OkPsaWwWdCrNeQBU8q5p+2tN3rFzkFyK3MFq1nZwqf+alEqfDjHaM/1lq/TQ1a3BxT35ObwvDu3rsTgkLlrqmgGo6aR7nFBT7fCQdm/xt13McSJuHvIi3O87HbDNTXxyGmLUgbGdHtGVs3s98hTv0RamOKVDT+s8Tjf+KfPoxr8D/0riN7jpl/7/HVUNp+bGrWvumuvT4CIe7gpSkQizAHUmM19X13Pb8WIeKijDdNJSO2rQM7ZDs4oas5fmPqeW0BfqRsAHINyF10PpEKIoqWsPezTpTLR0+B4VlNQhCbbdS4TU9XVaH82i0DCvLX5XbWglUgUWs+vPTCr3xWxscrkP2hP4ThVmg6at6VCrPLDVy5K90wmzyYjsFDramc2mti6IpwP/FIvfarEg/X8i3tONfz7+lcRf3+BaS/3vQEFJXeeDvIRj61hvIe+ipyC4k+sIgkBes57PimuYXVjK08WVqCViXkiK5vWU2LbY+S6djt4dLP4YmQxNF0ikI/l7sxDwlDRocWEx1evtF4hRge1zVYUFEezXHmdPjA1G3TsGaZj73BEBICICUd9+Xlv8YqkUq8We+KUKNWaD6++wb2w0hlOIfXsLq9VsJ/DjH5ZKU/VxD0e4hnN83z0cE/sATHo9oSFdy2cBMBkMSP9kC9yO+KdY2iaTGamXuTTd6EZn+FfG+CMjAv/uKbQhMfb0ZWCrlaf2cXV1wWAwW3Fs/WuwWFlfo2FNVSPHtHqSfRSMC/XnrPAAEt04FA4b9NwY3C50FCyRUKM2g977B1hXLP86s4UkN8/8Cr2JHg7CTo7JfR3L96yCgMwh9i6SiIm4fRxr711CstKhekBks+ul99yHyIOegCNsFqU9uYTGRFJZUIAqIAJliNous18q98Fi8tzARhGqckry89oT4NhvILY3dSV7CIjo4aaUr+sWsWC18sOLNm3ygIgYYpJTCY1NJDQuGf+QcEQiEXqtBnVSZ2EGZ+i0zYQHB3b5uH86jAYDcjcVK93oRlfxryR+i5eu6n8aRAEBCI3us9rqmvTg3/VEwSadCcFX6rXbst5gAoWEEq2BteUNrKtoQG+2MshPzRXxoaT6KNvOdaxZh6vYba3ZTIBYbCfIoxCLqTVY8EeGUbDSYLUQfpoS1ayCgK+HMskYF6V7vg7SzpWN+ras/uKqJpKj2lcdpZWNZAB+o9Lo/8B5SL/aASfr+AHEEaEoZ1yEeOx4wNFF7CG5zwXkan+MOvfufG9wqi5/x/wD/7A0CnZ5Su7z8rwdFhQisZjpD7yO1WKmsbIUY2M55XlH2P/7CppqqxAAY4uW4kFDiEhIISI+mYj4JJQ+nVfqtGga8Y3v+oLBHf4prn6dTofap3MNhX8MdM0gO8Xn8BnqzNiNdvwrib+svJ6shK67Cc8EisrqyQg5PWIiMokYq1XocqvfALWc2hYjoT7OFoMkVN1W0qc3W9hY2sCXRyp4uUFHjFrOuKggXh2cQsBJknTM7C/Xm4hx8TXaKWgZ6eJBbUVAEASarVbeaqoiXiJnhk+wXcOdU4FBbSHai1LBVrlegCajvYs9QN1+fKCvggDf9rERoe334puTSur1U9H9uBVTvZmQ7IHI+2ch/WVf25guJfc5wJUXwBGeWiefKvTNlSh97OvmRWIJclUgBm1tm8Vv1DVRdXQT0b0mdjrPVhiaG1H62LtvxBIpQdEJBGX0gJwxdvsO/vEr8UmJVBadYN+GVVQV5aNvsYU/gsIjSc7IICY5jeikFEKj49pqtFuam1H7nr7k3n+Kq1/brCUu6l/5uO7G34B/5TcpLtazjv5fiZiI0yA7dxJRIT5oDQb8VF2zkmODVFQ3GZye0YIgcKxGyy97SlhfUg8CDI8NZFpqGON9fbwiljC5FFy4+tc3ankg2LltaZpCSYPUTLBexpOBMewwaHmisZzhCh/OUQW6VfDrDNVmMz075BN0bMsLUKIzkOprH0s2OZSLKTvI+lqsQpvrXxAEZB3iq0XFNWT0yUDdKwGzxA9Foq1LXsf3y9HiP50Eog6IQ9tYiG9g4mk7J0BLUxmRvYY7bQ9NGEht0U4C4m3d0mRKXwzaevb//DJJQy7x6tyNlUUkdKFBj0yhJCGzFwmZvey2W61WGqor0NWUUHbiODvXrqKmvATBakWhVtukgVsaiUtJIy45FaX6nyPm9WfQpNHgn9Et2NuN04N/JfHDmbGITgWnqtLnCkq5lGqTla7aMyqZhDqtkVi1kiaDmXUnqll1rIr8uhbSQn0ZHxHA1dkx+Jwkvj1VGmr0JsKUnSdJqaUS9tc108unnXS1FisWBJdWvI9YTKnJSqs/ZqDCh35yNav0Gu6vL2G6OpARCt8ufXZGwYrBA7Fq/WX0wn6xpDNbiHLwgNR2qH4oqmoiI96Wn6E3mG3SyycRG+N6YemuO59SrcbQ0kKXcmk93I9fXCzl+zacVuK3mPVuu/YFxfThyO9vksx0wLaoSRk2g2PrF5O/aTHhcQ+g8PG8wDXqmlH4/HlLXCwWExwRTUh6Cr2Hjbbbp9dqWff9FwBs+nU5JXnH0etaEIvFRMYlEJ+aTlxKGvFpPQiM6dwL9095hgDoWnSoVKen8VA3uvGvJP6GRi0NvqJ/hHRveZWGjJDT84MNDVBxpKiOZLX3qoSCILC3pIH3fj9OWY0WhVTM2ORQ7h6RStJJwRrHDn29w/w4Wt/ilV7/5tomfq1t4E11e9x/o6aZEf6+BASKXTbr8RGL0ShN+OttRCMRiZisCmCM0o9vW+qZ11DKZFUAwxQ+yL2Qjq1VmOgjdx/T1pgsJKjtSV7vL0PdIXlPozcR4qtAEmY7T2wH177BZCE8pP1vT6EWtbSFFrPajjB8AwJp1jQgUntO9PQPUqGpty0wxBIZFrNN1c8xwQ9A6ROOrrkCle/p6eDVULmfyN4jXe6TylWIZRLMRh3SDu9zQHQGqTkT2fS/J+h37m0ERqWclrmcKpQ+PkQmJDF64ll22y1mMxXFhRTnHePInp3/x955R0dRtm38tyW7m957AqQXAgm9d6Q3KYKKWOgCShEQBFFUEBUsiCAIiq8NKdKLgNJ7J0BCQgkJ6W3TN9ny/bGkbLYm6vv6Kdc5e3Iy88zMM1vmeu523fy65UdK8rXVNu7ePgSEhtEoJIyA0HA8vH2qPrv8nBwcXcx7D/ds20JMy1b4NvhrLfK/yyLkMf7/4x9J/GHBPijK/x661s71VNszBlcH8+fLKy7n0K10fr2ZTlp+KVG+TrQJcmPkE5EWlfYJBZWuaf0HjcxZWhXn35ySw8X8IiYGeCJQVY/9Lb+IGb7Gmw35Wkm4UFKCTCPSIXaZQMiztq4UWas4XFbIgvxUAsRS+lo70EhsOKNZbaPGVi002dUvq7yCoFpu/oS8Ejr7OSNy08atFfZWeNZw59ckd7Vag61dtfcjNS2P8GijlwN0LX4fT3eSkh/iYIT4xVZSlIoyxNLqOfpFNCE1IQ5nP0MdGcA5KIzUq0eMEr9Go6YwJ4H8zFj8I4aaJI2SgofI7DzJvHMCJ58mSG305Z3dApqTc+8ynmHtAW2zIKFIjJN3IO2efZNzPy8jsHV//KI61qmUzxBUKiVCEzkfrnX8TYnEYnwDgvANCKJtzz4AOMms0Gg0ZKalcj8hnvsJ8RzZu4ustFQ0Gg3Obu7YOTjQulUrHvp44uPfwOh7+OmSdygqKmT+u8sYMPy/J7v6GI9RX/wjiV8mk2hb89r/78tfbKwlqFTqP83lX65UUbvUTq3WcOV+LvsvpXAqPgtbgYCeEZ4sGhiFn7OW2G6myutUz59eXE4jEz3NN6fkcC6vkGVRDXlQUk5pYQXWIiFKjYbsCiWej7TxjVn9zaytiS0rJaBCpvdAtROKGGzjxGAbJ25XlLGjJJ90VQVdZPZ0kdlj/WixoNZoSCovp0mtedaO70uF+vftaSvVue7D/FKi/Zyq/k/LKa5y9WerhTjVOLauypAOzi4UXruOg6/2fwGCqqY/AA2jGvPw9h3cA6pj4BJrO5QK09nNjm4R5Gdcx8mzOg5eUpBCVvIpivLuYe8agnuDDiZJX1leTFlJFg5+jUg5tx2PoI56Y2SuNnhYtSHh+H+qiD8v5RYNmzTX7rdzosOYxVze9Tn5aXdoN3yCjgxxWbEciY3hZFtDNfxZD+7g3uCv9x4IBAI8fXzx9PGlTZfuVds1Gg152dns2fQd8vw8vvxkBWkPtXkEru7uhEREEhIRSWhEJB5e3pSWlJCZlsai117l8L49vL9qDc52/z8rix7j34F/KPFbkXg3nYbu//tkGLFISIZSgM+fpL2RU1AGrhLkxeUcupbKvksPeZhbTEwjF/o292P2kCYI8/Sz7UrKleQ5yHAu038g1czsr4S/vYyiEhV2BvrY1yR9oUCAj7UVSRo1vqUaLhWV0NzOfNmRSCAgSCrlnkBBw3KpUXIKtZIRaiWjVKPmWFkh7+SnYScU0tLKBi9bMS2kNiaJrcBeTKNHJFQzo792sl25Uo24xuLMpQYhlZZV0KhGC2WJpG4/G5FYjFqtwtXRmhx5KQ5unhRkZ4BMe05reyfKivXLODUaTVWc2ZC739bXkwpFATmpFykrSkeedQOZnTfu/u1pEDnCrGtYWV5MftYNvKI6cv3X9wnrNMloVz6ZgxuKotyqPgKq8hIdt79IbEXLJ2dw5+weDq9dQKcx85DaaBdI2ffjCG+nnzRoDPLMdCKaNjE/sBbyszNxcHEzO87JjK6FQCDAxd2doIjGDBzQX2dfTlYmt2/dIuHWDQ7t3sW9xNtkZ2rb5crz8ti7fSvXL1/kP1u/JygkuM73YAx/l+qCx/hn4B9J/AKBAE8Ppz//xLaOYOABbQoB/i5cuJ6MTwPL5mOsll+j0XArKZcD55P45McMZBIRPZv6sGhkDP5uurkMhrTxWjR0IS69EGcLZT8bOMh4QBl2tdSPf7qbqUP6ABKhkIel5fhixe/5RQx21U30Mmb12wlFBFhJuKtRECyVoio2TlTWAiG9rR3pbe1IpqqCQ6oCLhQWs7kgnyiZjPY2doRLpTg76y5UshVKohxrtdDVaEgtUhBRI27vZKObyCitseCRSsRYPfpfrVaTnWO4xl6nVl2ga9XXRFBYCNfOnyMw2pu8grLKg/XGOXgGUZBxB0cvXQJRlheTn3qDvNTrlOSnglqEvXMQ4e1mIhRa9pMuLUyjtCgN76ZdeHD1FzyDOiKz0yfNmqI9jj5h5KfGI7N3ReZguF1usz7DybwXwaHV82g3cjoufsGoVUpE4rpVotQnnp2SeJtWbdvW+bi6wNXdg3buHrTrrE0s/HX3Ti6dPVO1X6VUkvIgiU7N2tLtiR4EBQcRHhVJeGQ4YRHh2NrVr2vo4/j+Y/yZ+EcSP4C4ng1t/mwIBALsbOoXclCUKzl67SF7ztwjPjmPiAYutI30YvqwZniL6pbDIBDUraRMIhKSr6jAV1j9wP7xbibnsgr4tFMo5fm6HRA7uTlwo6CE+FIFYdaW36+dSESUTMb9inKQgkuZldF4vUajIUtagVytYpzMFZFAgFKj4UZZKUeKC1mdk4VnnpimttY0sbUm1FpCboX+PadJBHR01Y1jl9Vq4pMtr87ilxeWVj14FQolri6GH96VYwrlcmwdHCguLACpfoKpRCYz2DpWo9HoJPh5NvQj4WwiShc/5Gnx5Ny/Qn5yPCIra5x8GuMb2RdrR28EAgFFKankpV3G1qkRMlvj+RXK8mIKsuOQ2Lji1aQjRTn3Kcq+S4MeTxo9phIeIW1IjzuBk08YoW17GB8X0Jju4xdz7NslBLTojo1jHctrH338144fwsHVnUaRZhIqHqGiXIHERHiqrrCEbC+cOolSqcTd0wsHR0c6du/Jk08/S6sWoajVapLu3Sf+5i2OHPqdL1eupqSoGJm1jJDwMCKjGhMRFUmjwABEdVB7fIzH+KP4xxJ/VnYB4f5/jy59RSUKwLKEpPTsIvYcusGB80mUKpR0jfbj5cHRhPo5VZH3gfNJeIfqJ2CZQ1ahgjBXrWVbpFDy09UUxrZqiEAgMOjuFwBFFVp3/3d3MricU8Ty1kFVln5NiAQC0srKaSC1MvjAdHAUIM9X6+xLVCi4WFrCSCdnAiVSyjVqYlVlWAkEFKnUBEm1c00ur8BZLEKtAWeRiCBp9cJCLBAQbW1DtLUNjk5CciuUXC8p40RBEZ9lKrASCtiXnkcLH0eaC+wItremXARSsbAqsU+j0SAvrV7IlFeosLeRIHDUei5qtodVqdXY2Roml9tx8SxfsozMjGw+/ukX8nNzsPc2XFlSexFm7+6HPDMZK6k1qbdiyU+7Q37aHQoyU0m5dgAn3wg8Q9vhHznUYMteOz8f7Px8yEu8RW76FQQIEIlliB5J/KoqHlULiKV4Numo9UioKrhz9lvCu04z+JnVluh18Awm7tBavMM7G7ynmrB2cOGJye/z27o3cfL0JLxtBz2r31B8P+dhEi7eWr0A78BQjm75ll1rV9C69xCa9+iHl7uT2Wv/GagMs5hD4+hmvLHkA/oMeRJPb5+q7QJBCSKRiMDgIAKDg+g7aEDVvpKSEhLi4rkVe5Nv133N/Xv3UatUuHt6EBnVmMgmjYmIaoyzi/Y3rlKp9Fo3P8Zj/BH8Y4nf1ubvU/O6Yv0x2oV70iLCm8ZBHjjVaP6i0WiIvZPJzqO3OXU1GVdHa/o292XNjO442+vfg0AgwN/D9IJG5G6NKku/k1+EtwNJZUqOXn7Ij1dTeKWD6QSqGA8H4vOK2RafTmxeMR+2Cqwi/ZrZ/ZVIKCojxtNwEteGjFyiba0JUVXfU5BEwhZ5Hr8WFtDL3gGJQEhz62oyLtaoUWkg2trarLBPZUKfi5WYLo52dHaw5b5MQKS9NallFdxQKthyL4u7hWVkqVS4WVvh42pLgIstXl52+LvYUFRWgSPWFEis8XGtfug71wgVFBUrqNDoejTOnzjA7NlrSEy4T1FhEQEhIQT5enMp9gb23g2q7ge0Vml+Zjrpd+Mozs8lPfkBBdnpFOdlU5CThat/CLYujXAPaEpI+yGIJdYknDuCZ2i7quvVjvXXhHNwRNX11EoFFYoixBJ/nXh8Je5d+Anv8CcMZvEb0uUXCAQIxVY4exquTqidzS8UiQlp1xeJRMOOD2bQe8rb2Jqx/rNT7tO25xMAuPs2YPirC1CUlnBu/3a+mDWWyBat6DXqeVw8devwjYVV6ovsjHTcvMzX+g8eOarO57axsSG6eTOimzer2qbRaMjKyOTm9RtcuXiZH775D/J8OVYSK7y8vWgY0IiQAHsCgxv+v/AOaEoL0Ijr1yVVU1q/LqSPYTn+ucRvK/3bCHCcvZLEpj1XcLSTYiuzQioRIxBAXmEZLSN8iAr2YFDnUOY+3wGxWGhSrx/q0xZFi5tpct7ccZ2nIn3Y+XxbrMxUGoiEAn6OSycvv4xlLQPNvpcX84p5sZE7EhdrynN0f7ydHe34OSuPlg1squL9AoGA19w9WZiRhpNIROsaKmsCgQA7gWUPuNpZ/AAZtiL8JNr+BL7WEoKc7RnUwI2CciV5NiJCnW3IkAi5l1vMmexC4tILWH8uiWKFEnm5GgdrK4QSCVZiIWqxmNAAdxxcHCko1WBtbYWDyzUOHrrE6bPxVFQoKSkpq7p2bnY2Hy1+k/i4eCQ2tmg0GnKysjjww9eoEeHs6U1xcRmOHj406dANgbULNo4uxB77jQZNtUlwle5+ACtrexTF+UhtnQAMJvrVhkAgQGQlQ2RleAH84NoOBEIhHoHtDO43hNzkWHwa9yD11ilCOw43O74g6yH2rt4ENG2Cq38gu1fMpfNz0/EOjjJ6jEaj1vueSa1t6PTkM3Qc8jQZ8Zf5dtlbCIVCej3zImHNWiEQCEhJjMc/OMziezGHe7fj6NGt6592PnMQCAR4eHni4eVJ1yeqKwwUCgWbv/8JqbiUr7/6iTuJ99Go1fj6eRPVNJwm0ZFERoViZ/e/1yx5jP8/+McSP4C8XIyT9L/fS7w2BvSI5PNvTyIvUiB/pA5na23FtJGteG9KD70HnblmPUKhgAy1GE+hZXH+hIxCFu28jp+zNe8MbkJHI+1Oa7v7V195QHZpBS+3aYhAbbqmX16hRCoS0NnNkd+z5LSppZQXLJOQWFqOWqPRSfYTCwQs8vDi9fRUHEUiwqR189QYIn2VRsODEgWBj1zyNbP582xEBDtZIxQI8HO0xs/RmjJrMX2ivKvEe06mFNMhygeBoyOKciV7rzwktJE7BSoxaXnl2NnJkNo7kptTwP3kHNLTcnSI38HRkcmz5nDi5Gm69BtIYYWa2OuxWNvaIbDVWrwlhXLiY2/iH960KsFPZudIaWEe1va6Fnijpi25ffoQXuHVpXaWkL8xpMTupbwkn6A2Y/T2Ge7AB4riPDRqNaHtn+D0d4v1iN9Q7X7ewzs07d4bAPcGIQyevYIDX7xFYMvOdB6ibykXZGdg72I8P0EgENC4TQcat+lAdmoKB378mq2rltNp8Aisbe3o2X+A0WMrYS6jvxLKigok9WzvayP+85rMSKVSfP386N9P1zvwMCWd2Gu3OPr7Kb747GuKi0qwd7Ajqmk4TaMjaRoTiYen+QqHx/h34h9L/MGBXly6eo9WEcYfJPVCHTL70zIL2Hn4BjcTMhCLhSiVWrLzdLHlm7cG07t9/cp9whu4cPZWOp7exvMGRO7W5CTJWbL3Bg/zS1k8uAnBHvbczSrinlpJgJns71WXH5BSWMbKHuEcT8kjQGra+j6aXUBXN21MvKubA2dyi4hWVx8jEAhoaifjenEZ0XbWVYQtz1cjEwp529ObeempvOHhia+VZQ9cQ6QPECtS08XF8OKmXKlGLKyO7wP4u+iSnUuNEItUIiYiyJPwIA+wdeTanTzCQ32ROrng5+vG6JeGIRAImPbK55w7fQW5XI5EIsXb1w9rW1utW7ZCTVhYKGdPnqBJOz9y5KXY2DtSVqxbHRDcvAXXjx6mYXRHnSQ/gUCAg2cQ8rTbOHqHVo2vD/mn3jpIaUEawe1e0ltwGiN9tUpJ7oNrhHfQit8IRSIqykqwkhkv2yyR5yCz1w0JyOwcGPTaR5zctJqdKxfTb9LriGt81qmJN2n3RG+j56wp3OPm48ezsxZSVlLM8Z1b2bXhC9ITbzHg2Rdwcvvjv/m/U/lc7bkIBAL8/L3x8/emT/9q74BcXsiN63Fcu3KTbVv2kJWRg5XEiojIEJrGRBAd05iGAf5/Cy/oY/xv8Y8lfrFYhL3dfz/Of/teFr/8ep2jZ+/g5mzLoJ6N2fbF80T1/YiUdDnebnZsWjqcjs0a/KHr2Jlo1KNSqVl/OIHNR+/yet8IuoZVN8sJdLfjWko+yAx/9CI3Gz4/FEdKYRlLOoUgEAho6eVIcmEZ/krjVv+x7AJmBWuTmwQCAU0dbUgoLiOkvPqY3s4O7MqRE22n20xHnq/GUSRikYcXb2Wm866nN65i419NY4QPkCSFpjbVtf01rf00CcjUuscqlCqktSpAFLUy/CuU1f8XlyiQSnXf+6AgPzbv+Ip1a3ezY+t2MtIz9eZlJZGgrKgV86zFLdoELo3BEJV3UCB3Lp6kvLQAiXX1oqYu5J92+3cKs+8S2nG8xaSv0WhIjz9BaNueVdvcApqSff863uFtAMPWfubd2Cprv/Y9Dpw4i5snD/H9oik8Oes9HFw9qsitrqQks7Gl08Bh+AQEIRWq+WzBa9g5ODLkxYkERhhWPTQHlUpV1e3v/xMcHe1p37EV7Tu2qtqmUCiIu5XItSs3WfXp1zxISgGBgOCQAKKbRRId05jg0MdVBf82/GOJH6CsrH7JJXWBRqPhWlwa2w5c5+yVJIIaujHkiShmvtSlqvYboGm4N+WKCnZ98jTNw/94m94Kpdpgi96jN9J5b8tVhrZtyO5pnXVEaSphJRJSrlQbVPJbc+Ye9/JLWdYltOohbGMlolSpQqUWVXWsqwmZs5SMsgq8a/S8txWL8JVJuC+ooNGjHMAIaykflij0iK2SyB2RMkfjwYKMNGa5eRAs1U2iM0X4ANm2IuwF2msbQlG5iqa1EiOvl5QR41/tWlerNeTXaNZTUlZBYbFC6+kBXJyN12GHRITx9aZvqRA6mZxnJcQSCRWKMpwdZFXufveASLLu3cAjMErH6gcIbN6euJP78QrtgLBGhnwlaZtaAGQkHkeedouwzroiPcYIHx6Rftxx3ANb6WTkewTF8ODKYbzD2xgkfXlmMvbuPiZJPLJDT9z8Atj8/mv0HvcaGrUGv7C6i/YAxF8+T7vOnbGSSGjRqRspdxPZ/vWXZKWlMuDZF2nZVRtOs9TNf/v6VUKbWFZC+Ffjj+YpSaVSomMaEx3TGF7QblOpVCTevse1qzf5zzdbSLh9F41aTaPABkQ3a0xM8yjCwoMQm1h8P8b/b/yjP9l8eTFgujFKfaBWqzl3NZltv17n6s1UmoR7M7R3Exa98oRRS+G1cV0BDc3D9VvVGoK5OH/TQDd+u5xMzyAtId3PLGTBD5dxd5CyaVZXnB/1kjeU3d/I1YabaQXEiHUf2uvO3ed2dhHLh8WgrpWcF+xsy738EoI0+qSaWqLAx0BplpvUigqNhnsoCVBorbkIGyk3S8pobGs4TBHjYc3nzr68fj+Vp9yc6elsWUlmgb0YhVJFSA1vQk1rv8JRgn2ZtmSvpptfIBAgtRJVxffT1WJigt2rSvnkQisig6s/s9JSXf2CmrC3t6egoABHD8PiNrXRtHVrrl+4QGB0m6pt3o38uHon1uB4gUBAWLtexJ86gFdEZz09e0MLAI1GQ8r1XRTnpRDWaSICgdAo2RdlP8DGxRehUIRGrSI97gRugc1x83GjQlHK3bO7COv8FE5egVxP+8rgOTQaDTnJCTR7or/B/TXh0TCIZxZ9ztaP5uHi5cfoOW8ZHWtKn1+lrMCqRjzeLzCYqe98SEFeLru//5otX62i68ChDB31DFIL6vzzcrLp2K6N2XH/DTxMTsHHz/dPPadIJCIsIpiwiGBGjBoEaD+3+3cfcOXyDX7+YQfxcXdQq1Q0aOhHdHPtYiA8IhgrCwXAHuPvjX808Tfwc0OhqNBzzdYHKpWaU+cT2bL7EnFxybSOacAzA5uxbE5/i1bkXdsGc/nGwz88j0oIhQK8XGwoVSj5cEcsl+/msGR0CyJq6M2D9gf95dFE+jbxoaGrNvPXWiKmsKwCTY2OeuvP3+dGRgEfD2iidz/bEzIYGORBqVJNqbMM6wJdT8qpjALaexiOqXvLJAiAOFU5oRUC+rs4sD1HbpT4QVuS93mQP+8lp3O7VMFkb1eT73GenZiCciURDtWEVpP0ARLzS2hWy9pXqTXY17IC5cXleLtWZ0gXlShwd6n+v7DIeKmRp6uG7PwCHB/xvkAo1Ckzk9nYUlpUhKujHTnyUqTWNpSX6Z/PxS+YnOQEXP1D9Kx+oUhEaLue3D59CI+Qdogl+kRWSewVZUXc2L8SZ7/GBHedZfI9VCsruHlwNa1GvUdFWSFZdy8S0qY7Yivt+ygQCMh5cKvqvsRSGTKZfgldatxFfEKbG71O7dp9azsHeo97jaM/rOGXz5cyePIchHVwO5cUFiCzNeyFcXB24Zmpsxg+fipHd23jtTEjiW7dlmEvjMfZ7a9JfPszE/sAEm8n0vsJ41UQfxYEAgEBQQ0JCGrIk8P7AdpnR9L9FK5ejmXbz3uIu5WISqmsWgw0a/7Xz+sx/hrUK5C1atUqGjVqhEwmo02bNpw7d87o2K5duyIQCPRe/ftXWwQvvPCC3v4+ffrUZ2o6cHKyJb+8/msblUrNkVPxTJn3Pf2f/ZTfT8Uz8bnOHNgym3dm9CEm0rdObjiJAd37+kKj0XAqNo1+7/9O04bObJvbXY/084sVjPnuPGVKNf7OulZe20A3EpTaqoBvLiRxNU3Oiv7VpF9pFV9Il3PgXjYioYBW3o7czC7SSzY6lVlAe08HPbKthJdMQqi9NQkSCPB2IKW8gpwK0xUJEqGAtxp44SgWMvteKqUqw3XaKTIBhUqVDunXRom9GJVa32WaKtTg6aA756SMAp1xd5JyENcIHXi4G+877+hkT15eftX/bp5eZGekV/0f3SyGe7eu6xwjEopQKSt0CNE/LJiCrJSq/2u700ViCeEd+pB97yIl+WkG51KQfofL296lUesnadhykNnv6cPYw/g07o487Tb5D+MI79CnivQrr6mqqPZ2+EW2ID3xqs45ivOzEAqFeDY0HMoyJNgDkJV0hwnvfoJ3YCjr5k+htKhAZ78paz/+8nlatzNdkiiRSnli+NN8tmk7TVq1Yclr0/jg9Zmk3L+rN7akuAiZtfleE/8tqFWq/1n8XSAQ0CjAn8FD+7Lo3df4cesaNm1fx9QZY3FwsCP5geHv3mP8/VFn4t+0aRMzZ85k0aJFXLp0iejoaHr37k1mpn5CE8C2bdtIS0uresXGxiISiRgxQrd9ZZ8+fXTG/fjjj/W7oxpwdbHnyvX7dTpGqVTx24lbTJrzHwaM/oyT5xJ5ZWwP9v80gzdnDiQyzMf8SYygpKxcRwXOHCrdzbWRkJLH8Lf28DCniPnPtmJIm4Z6D/YztzMZ/sHvTB8YyfSeYXq5ADIrEQqlih8uJ3M+JZ9PBjTVG1OuUvPWyTu82ymkaltzTwcSBbok/LBEgb+B0rmasBOLaOZkS5laTV8/V9am5Zi/f4GAZz1cGObmxMuJKSQrqomnzFFCvJUGRysx4fa6xFB7DnfzS2nppfVI1HTz384owMVWWuXmB/TEkRrWaM4DUFFhvDzUzs6WkqLiKquvaXgoKffuVsWWrW3tKCsp1jkmul07kmIv6p3LM6gp6QlXjF5LIBQS1q4nFaWFZCacRa3SemE0Gg3JV/Zz59SPxDw5HyefcKPnqIRareLhtV8RiiVIbV0IbtVZv8T0UeIhaBciPmHNSYu/qHOO9IQrdWrGA5Cbloyzlx8AbfsNo9dzE1kzZyIZD/RJ2eDcVSpEFsSinWRaRck2Xbrz4Tc/MmT0C3z10fssnPwSNy9X30fsxfN07ti+Tvfwb0LNxUCHzq3MH/AYf0vU2RxesWIF48eP58UXXwRgzZo17Nmzhw0bNvD666/rjXdx0Y2x//TTT9jY2OgRv1QqxcvLcG/xP4IGfuZdeiqVmhNnE9i08wJ372fSuV0osyb1IiTQsni8pWje2I8TF+/RObR+5UbFpRUs+f4cCQ/z+XBiJwJ9HDkZm6rT9let1rBi5w0u38thy5xuONkaj/XfTJWz7XYGm0a00CN9gM9upTKmsQ+uNZL2bKxEuFpbkaHW4KnQkF5ajketCgNDqn6V8LOWMsJPwk8p2ZzVlNPM2Q5JvvG4OUA7B1v8pFYsSc4gxNmWvp5OeKvUxDjqd+arTfppEgiUWuuNKylXElSL5BUVKp3mPIaQmWU876L2NaxtbCgrNe36ldnYong0pmaSn3eAH9kP4ikvK0Yis9Vz+VeiQeNoVMpy7l0+g7K8jMyE09i5NSDmyflGO+1VQqPRIE+LJz3uBM7+UUR0NOdlE1R5H5x9Asl7WE3OSZeP0qTrE0aPNGbtpyXeolP/gVX/B0Q148W3Pubbd2bT+/nJhLU0TsIP4m/iH1I/0Z7QqKa89fla0pIf8OPaVXy1/H2GvTAOtUqFVGp48frfhlKp/H9ZXfAYf3/U6VtVXl7OxYsX6dmzurRHKBTSs2dPTp8+bdE51q9fz6hRo7C11VWaOnLkCB4eHoSFhTF58mRycoxbhAqFgoKCAp1XXaFWa8l+2hs/0O+ZTzl2JoFXx2kt+/mv9v/TSR9AJBLi4lR3N6JGo2H7iTsMXrCT9lE+/LyoP4E+Wm9A8xAP7jzilix5GSM++h1bmZjvpneuIn1DOHAjjV1XU3m5azBKA3Kn8VmFXEmTM6pDgN4+X3sZZSo1RXZizmYV0NZdP74vc5Yatf5FAgGvhfhwPr+YEqWaJJmAc1SQZi0kx1aEXKlCoVZTqlJT5GDFNZEKgaOU1xv74yGx4qOEVJJKFGZJv0SpokSprlq41LT2UwQa/Gu50K9kl+PnrhsvTs3U/W75+tQtWbT2HMVWVlSUK3Tc13ZOrhTlZesdG9WpGymx1Z3fDGXQAwiFYoQUk3p9H47eYTh4BpF99yK5D65TKs+koqwYVUUZZUW5yNMTyLpznqw758m+ewGZgyeleUk0HzjW7L2IJdWPC4FQiMhKgrJCwcNb5/EIjMJKalk/iko8vB2L9yOJ4Zpw8vBi4gdfcvyXH7h66Bejx2c+fEBIsGnZaXPw9m/AzHeWseizNdy8com1Hy1l15ZNKJV1a4IFf358/+b1G0RERf6p53yMx4A6WvzZ2dmoVCo8PXVJ0dPTk7i4OLPHnzt3jtjYWNavX6+zvU+fPgwdOpSAgADu3LnD/Pnz6du3L6dPnzYY31q6dClvv/22RXMWCgVkFGrwtNc2uLlw9T4/bT/P9VsptGsZxKQxXWgcVo+s2Xq06AUQCgQ6Fro5JBVrmP3RXiIburBryWCspbofmbVUTGm5klNx+bz54yU+eqEVMQH6eug19fuPJ2Sy5mgiP45vj0Qk5NKDXJrZVZOiWq3h9X03+HRQU6Ox4XAXWy6my7lSXMZwL+MNg4xZ/x1c7Vl7PwMbsRAfawkR9taoNBpyy5UUOliRrVTjIhEjVGto7WxX1SMgwsGGUf5ufJTwkC0Pc5gX5oub1EqP9DUaDbdR0cbVcLgkr1iBxNtBx80PIJOIq0IsxaXlNPTRvbc/KuzSonVrrl6+RGSr6rh009atOHlgL5Hte+pY/VpJ3SjSbl/GO1Sr3Fbb8s+6d40bh/6DT2Q7uo7/EKGo+vuhLC8l/V4SZUU5aFRKrGR2eDTwR2bXtGpM6s3TeATFGEwSrAlDiw5n3yDunDuIR0BjfIIaGj3WkLWvUimRZ6XTpGULg8dIrW146Z3P+HXDCr776B2emfmGjvWbn5WJo6tlnjNLyvgcXVxp1rYD4ydNZvfWn3lhyAD6Dx3O0GdGW1QJ8FcgKyOTtq38/yfXtgS24lzjO4sLQGjak2f82DLzYx7jD+G/mtW/fv16mjRpQuvWrXW2jxpVLd/ZpEkTmjZtSlBQEEeOHKFHD/32n/PmzWPmzJlV/xcUFODvb/gHEh7qy6atp7h29TZnL92jedMGPDe8LdGN/zcKVkEN3DhxJYkuYaYfWuUVKpZ/d5qz11NY9lJ7Qv0Nk6tGo+GX44lcvJ3J1jndcbQ1rXp34X4OH+y/xU8TOiB75NZu4GJLSoUKP432wbrhQhK9Qj1p8Mg7YahzH0ALL0deP5bA620CoMC4ZoIh8hcIBLzY0IOv72cyI0SbNyESCHCXWuFupgrDwUrE4sgGXJMXM+PmA/r7u/CsowdWNYjhhlpJuItt1YKhprV/vqCYaH99Qq8tipSHGA9X3Yd+UnI2EWF+JudX+7w1YWNnT1lxkc42gUCAlURGeWkJklqJZb7BjUiU55Cfdh8n70ba+3e2JvXOXa7v/wqprRPtnl2I1Ebf6yKWWOMXZjzGr1GrSTj1C+2efdPkPRjzNIglMopy0mk9cITB/WDcxX/73DHadDfe2hfA3dmWZ2ct5LetP/DZa5OY9O7HyB71c0i4dpEe/cxL9NYFZSXFuLq78/ykKTz90nh2bd7EuBFP0rnnEzz90njs7P8e3T4f4zH+KOrk6ndzc0MkEpGRkaGzPSMjw2x8vri4mJ9++omxY827FAMDA3FzcyMxMdHgfqlUioODg86rNu7dz2TJR9voNeRddu67QP+eTfl10wyWLRhOTFSD/5lspVQqxs6ECx7g6MX79Hvlexp5O/HL8pGERTUyOK6gWMHoJftxspMye2QLs6R/q7SMhduv85+x7bCt4TnwcJCRW6ygQqUmo6iMnbfSmNha95o1ibMmHCQirmUVojbi1q+EIdd/VzcHrsiLSSurn2XQupELP3WNQCwUMOr3W3x+8yEF5UoSUOFnL8P5kaVXe+4yK5HO/QPkCKV6xH//YR4O9rIq8Z6KCiXBAaa/57W/V04uruTn5OhZnRqNRsfd37JzF+5c0br1a5NlcIsWFOVlUJSbQUlBDue2fcGNX9fSeuh4mg+eZpD0LcGds7vwiWyHxNpYOZy1LunXWMSkxV/CxS8YjbLIwJEYvI9KZKfcw9HdCysTfRlqvjfdhz3DEyOf58OpL5CbkU5hXi62Dk467/WpX/dSkJ+ndx5LRXuKCuTY2le/jxKJhGHPPsfGHXtoEBDI1DHP8MmSd8jPNWzl/tlu/oqKCouSFh/jMeqDOhG/RCKhRYsWHD58uGqbWq3m8OHDtDNTUrN582YUCgWjR482e52UlBRycnLw9q6bwl1mlpyVX+6j77AlvPfRNlq3CGbf1vlMn9yPdi2D/nyytzVe2mUKXm725BpwtuTklzDunV1sOXyLrR8+xdN9oozO+frdbIYt2s3Lg6OZPrw5McHuJBYbd0MnZRYxff1Zvh3bFicb/QVCpLcjsaVlvHUwjkU9Iwwm+9Um0JzScpxlVnT2d+FKZgHF9uYfVJULAJmzFIFAwIJwP968mWyxC73m8aDtIDg6yJPN3SMJdrBm9Kl4vrqWQoWRNq0ZYvB8REg13fxXErNoWKulcO3yyzKFEpkZIql9H62aRXMn7qbONr/gMFIS43W2icRixGIrFKXarP+apKnRaHB0deDIhrc59s0SfCNa8cTk93H2DjBqjZtDcV46qbfOENx2sN4+PcKvhEAbLku6cgxbZw+iOnVDnlk3bQpleTkZ9xKIqtGS1hI0btOBsQvfZ+Wclzm+eyttO3bU2e/u7cO7k1/gxoWzdTpvJa6eO0O3Lp30tguFQnoPGsLX23bSok07Xps4lg8WLSAny3AV05+Fq5euEN085i+9xmP8e1HnlNGZM2eybt06Nm7cyK1bt5g8eTLFxcVVWf5jxoxh3rx5esetX7+eIUOG4OqqG38uKipi9uzZnDlzhvv373P48GEGDx5McHAwvXsbb9hhCPPe/gF/X1e2/zCbrz6fRM9uTRGJhIQEeXM1Ud8a+F/Bx9OBeynVloNGo+GH/dcZNX8r44Y0Y+WcvjjW6jNQs7TvPwdvsfDr03z/Rl86RGnd5A62UgpLyg0SaHZBGeO+OMlXUzrgFWg4ZCC1EpGcW0oxGlr4Ohmde03yj80uoom71v3ZwdeZrJJy7onUdSLxJv5OtPNxZEuu8XyJ2mRvCEKBAB8vO34eFMOYKB/eOnmHsftjuVym0JnPg9xivA3UhXs9atRT8322r+WZuZteWmcxKJm1NeUK3ZhlSHAgWQ+TAV3LtlXXbty5VJ0kW15awtVfN7Nl8STuXTrJgOnvEdXzKWyddMNElURt6SJAo9FweefnNBs09VGZnu55jEGtUnHn3K94hzbHPzyk6liNgUWWMWs/7sxvtO/d1+T8jNXt+wQE8fy8dzixaxvXzpzU2RfSJIZFa//Dnh++4adVH6NWqy229jUaDWq12mS9vEAgoFOPnny1+Re6PNGb+a9M4b35c8hIS7XoGnWFPC8fX4+/T6Ogx/hnoc6+pJEjR5KVlcWbb75Jeno6MTEx7N+/vyrh78GDB3olKPHx8Zw4cYJff/1V73wikYhr166xceNG8vPz8fHxoVevXrzzzjt1LqtZ//lkHAwIuTg52SJONV83/t+CQCAgT16C0suOlMwCZn38Ky0jfdj72TNYGdGZB22zmNlrTmArE7P1rf56CYJ+7nbEycuIcKw+R3FZBaM/OcbyF1rR6FH5Ws1Ev0qo1GrWHU9kfr9I0kQavFXGvSOVMf/YrCKauFW7iSNc7ZArlNzMK8bbRopLqWGruzYmhvkw+tgtung50qAejZU0Gg1nFWV09HXGSiSkpZcjG/o6kizUsPrsPRYdvEW0tyP+Pg6M6xhY9R5UIlcoxdlOpHfOklq9HsRiIe5upt3qlWp9NuISSpQ2VecyBLVarfNbEYpE2Dq7cP3oPpJiL5KT+oCQ9n14cv7Kqi52jh4+JFy8QFr8JbzD9BXyahK3ofI/gLvn9uIeEI1viOXdITPuXEdRXEDzPoN1+yx4+iHPfIiTV3WOjTHSv3vlDP4RMX/IhZ1+/y7Lf9rOR69NJS8rk66Dhlbts7V3YPbyL9i/6TsWTxzDwhUrcXU3L58cd+0KoVFNzY6rRJuOnWjTsROXzp1h8eyZeHm7MmXmq/j56+Z+XDh7Dl9/P7x96q79oandwelvBltxNnWvpXqMvwsEmr9T/8l6oqCgAEdHR+TJ3xgkfoDYmw9o3Kh+rnmzqEd2v0JRwYKP9xMfn8ryGb0IaaCfiV8TGTlFjHtnF8/3CGFY5xCj4367nEwHP1ukViIqlGpGrTjCq/0j6dxYNzZdm/jXHtPmU0zoHMzFpFzCPO2xLqouaVKpNbxzOI63nqguvxr/w3ne7hCMp4GchfRiBTeyi2gnk1kUYrlXWMbCS/f4tnN4VUKeJSh3lHA2NZ9eAbp6DTU9ExqNhqPZBey6mkpCZiENXGwY0jmQ7k28kEnEHLlfSNcY7UO70uK/kCwnPNBDm4/xKKQTl1xYndhnbU9iYipKkT3Bwf4UK7XXP3shBS9vL9w9PcjIVbLszfkcO3yIbWevIRAIyH+0mEhOyyD9/l1Cm7XidlwCN08fJe7CKcpLSxBYWdPl6Yl4B2kT8yqz/Gsi7W4yaQmX8Ytsg9TW8hh/UW4mx/+zhN7Tlutp/RtCcV4mmXdjcfYN4urerxj02kc6+68f2obU1oHQdtoSX2Okn343DrVaQ5QZ97Uplb77cTeQyqwJDw9FpVSy+u15ePo1YPiEqXrfsZx7CaxYOJcXp79Gy45dTF7z2IG9PDlEP+RhKRKvn2LVis9wcXVh6msz8PXzRalU0jG6NfYO9uw7frhODW8epjxEnpdPy2Z/vJnXXwVbcTYFBcW4OvdELpdX5VlVPovzL7+rzY+pBwoKy3BqtkDnvI/x5+JflT2SJlfh7fi/bz95LS6VOe/vpn2LRmxfPtKsSMe52IfM+/wwn83uQ6SbaS9Il6a+XE7Morm7kIlrTvFs5yA90gddqz+7SMH2yynsmtYZgGb+zpy5m01zexusHnkVLjzMQ1wr7p+jUhskfQAvWymeNhJOPszHxdoK73KQmShhDLCX0c3biQ230xkXZv6BJ7cVkVakwLpYY5L0K2Evs+KTUVoLOUmlZOf5B6w+EIdQAG5uDmTJS2kWE0CQvbbjoY3MSi8JMyNTriV+a+PZ3UENrYlLfMDP3//I+jXryUxLw8PHl+R7d2gQGIxKqSTtwX2SE+LZvel7lAoFrj6+BDXvyLPzlmBj70hKSgapCTeqzlmzxK8S3oH+eAX4EXf6JMryMnwjWiGyMp3cqdFoOP3Tcto9Nd0s6RfnZZKVFIeNoysxT/SnRJ6LxNpWb5yjlz8Zd25WzdMQctOSKS0soEUn/Rh6TZgifbVKRcaD+/QapCVokVjMlMUf8PPqT1n99jwmLnxPx1UfFBHJRxt/YsXCuVw9d4YXp882+DvLeJiCh3f91TgBmjaL4cv/bODa5au8/foCXN1c8fL1JSszk4z0dBbNeYP3Viyz+Hy3Ym8wsL/hMsfHeIw/A/8aWaioyAZkZv1FzikLk/zKy5Us+uQA76/5jW8+HMX4kW1JNuMOX7/9Mh9+e4qtHz5F4yAPozK+lRCJhPi52zH124u0CXVnaFvj9dWV7u63dl7nzYFRiB49GIVCAa0CXLlUWILqkcTwwduZ9AzRdZsKMJ7tD9qQRkc/Z4KdbMiWCTinKENuKzLq+n4xxIuj6fnEyw1nSGs0GrJlQs6UlSIUCIjxsCfcRZeMDM0nUaUkpIZKX6CXPdMHNmbX/J68M6EzEwdEUVxawec/n2fwzJ8Y8OoPvLvqEOt+OsOe00mcvnCH+MR01Go1SqVxyV6NRsPvh0/y4lOj+fDdZaQ/fIharaa4sIB3Z0xh5ugRLJ70PLu/+5q87Cza9xnM1A9XMemdFTTv3hcbe+1n6+fnidTGjty05KpzGyJVgUBARPuORHToTGr8RZKuHqco13jS2dV93+Id2ryqLLA2VMoK0uIvkXT1OCUFuUR3701Ii5YAj0oN9Ynfwc2b8oIso6Qvz84gJ+W+WdI3h8vHDtP5CV1lQIFAwMiXpxPatBkfzJhMuUJbMlotkWzLGys+x93Lm3njnkOeqx/ui7t+lQ5t6i89WzObv2mzaNZ+9zUjnn2azz5YQWlJKYoyBTu2bOPI4d/rdN7/VdXRPx25ubk8++yzODg44OTkxNixYykqMl6ZAlBWVsaUKVNwdXXFzs6OYcOG6VW2PXjwgP79+2NjY4OHhwezZ8/WE4E6cuQIzZs3RyqVEhwczDfffKOz/9ixYwwcOBAfH21L6+3bt+vsr6ioYO7cuTRp0gRbW1t8fHwYM2YMqal1zzP5V1n8YgP95/9qaDQasnOL2bjtPAeO32bi0215e3p10uKBY/E0bKpv4VYoVcxY/iuuTtZsen+4wSx7Y9h+8g6KcjXjehgPCVQirrSMknIVbQN1rWYrkZDmDV24kJRLC3sbLjzM5/WuodXzU6kRi3Rr5A3V+gNIREJCnG0JcbYluaCM+2INFSoV+QolTdztscovRywUIBQIWN46iImnbvNFuxA8rSUonaRczSzAQSpGIhbiIhLQzUhYxBDpF9mKKM9R4Pyo1LFmbF+j0UZSW0d40zrCu2pRpVSq+OFYIg721qSk5nHtZgo5ecXce5jPyrX7UWmEaDQaiksUIBBja2uNUiMhOSmFmzcSqs5dCalUxtMTptCtv7YFaqW7X6PR8Nu+PbTs3gdXR2ty5NXhl+g2rTm+dze2Ti5IHxGuIcsfQGwlIapzdzQaDfeuXiM3RTsHsVSGi28wMjtHEs/spzg/i/ZPz6r+DBWl5KXeRVEkR4M2xyCkRWs9LQGA8tIig9v9AxpwKitdbzuAPCudtLtxtH/CfJKuKWs/I/k+Tm4eRpvn9Bw6EgdnF96b8hJzP1mDk0xXXXHQM2MIaxLNvPHPM+WNt2jcXLuYyc/JwdG5bkqMhXI586ZNZsaCRQSFGpYLPn/mHGp19QIxNyeXGROncuj0UVzdTUuIZ6Sl4+5RP0nv/xZsxfoqk/9f8Oyzz5KWlsbBgwepqKjgxRdfZMKECfzwww9Gj5kxYwZ79uxh8+bNODo6MnXqVIYOHcrJk9oEU5VKRf/+/fHy8uLUqVOkpaUxZswYrKysWLJkCQD37t2jf//+TJo0ie+//57Dhw8zbtw4vL29q5LYi4uLiY6O5qWXXmLo0KF68ygpKeHSpUssXLiQ6Oho8vLyePXVVxk0aBAXLlyo0/vwr4nxA9y4lUwDPzfsRPVUlDKFR3H+j9b9zm+nE0nLLKC0rIKSsgpy8ksoL1eSenoR7q66NdMKhZI7D7KJdK+ed05+CS++vYMXBsYwtLu+pCmARm44r2D/ufv8cDie1dO7czMph1ZepjO9R3z4O+8PaEIjN31rDrT69YfjMvj26B2+H9WyantSXgkfn0jkk4G6SVHGyN/gPWg0ZJaUU1iu4r68FH8HGSmFZWg0Gt48mchn3SPwsZfiaSNFZGbhY9Dz4CLlZGI2nUOrPRU6JXzZ5fi42uLhbKPjSYnPLSPQ3xUrK5GON+fUtTQ6tA2vcvUbivGXlSmYM2s5x38/SlZWNkUFBXh6+zDng0/o0LO3Tpwf4Pjhw4Q2a1klTFOT/NVqNUd3bqNJ1/46bmpD5G8IFYpS7sfeIDXuIsnXTxHdZ0yNZjsCxBIpDRtHYm3vZPZcieePUJyXTXSv4VXbKq38bxdOYsw7a6q2azQavlv0Mm0GPk3bHsb1+ythivRVSiXnD+2j95AnzZ7nxoWzbPr8IxavWo+Tq/7isFCez9LXXqV5+44Me2Ecx/bv4cknh9TZun74IIkP31qIl48vc96Yrifs06Rh9YJAo9FQUVFBSXExYisrzt+6gpsJYj+47wCDBrT8W1v8lcT//y3Gf+vWLSIjIzl//jwtW2qfZfv376dfv36kpKTgYyAJUy6X4+7uzg8//MDw4drvflxcHBEREZw+fZq2bduyb98+BgwYQGpqalWS+5o1a5g7dy5ZWVlIJBLmzp3Lnj17iI2NrTr3qFGjyM/PZ//+/XrXFQgE/PLLLwwZMsTkPZ0/f57WrVuTlJREgwYNLH4v/jWufoDGEf5cvGJZ16864xFBJCTlcOhUAlfj0rh9P5uUdDkikZB9X4/XI33QCvooyqutg5t3s3jq9S0sntTNKOkbw7U7WXy27QprZ/XA1toKZ3sZ8YXGQwlHYtNo5GFHUIRxK0RqJUJeUk6onyP5suqvS4q8FF8H/Qe2yM3GpPu/JgQCAZ62UoKdbejZyJUwF1t6NHSlZyM3Pu8ZydKzd3GWWZkkfWPXE7jIOHwrwyjpA5QqlHg46x+rVKq1pK+zTYW1zHQMHUAmk9KrXx9OXD3HF19/SVRMcwrkcvwDAkm8dUNvfPsuXYg9c8LguYRCIR369Cf26D4dD4Ixt3ptWEmtcXJzJOvuFUa+vYYmXXsQ1bkbUZ27E9W5G+Ft21tE+gB5qUk4+zSsur6pOaTfjUdRXER0m7Zmz2uK9AEuHvmVbn37WTTHxi3b8Mqi93hj4gukpyTr7bd3dOLdL7+mpKiINyY8j8zGtl4E69ugIZ9s+JYeT3TkpZHPse2nzTqfz/6Tv/HLwd1s3b+DzXu3s3X/TvYc/ZUZr7/GzJdf5f233iUv13h58d+Z9P+bqN2PRaEw3PjLUpw+fRonJ6cq0gfo2bMnQqGQs2cN6z9cvHiRiooKnf404eHhNGjQoKo/zenTp2nSpImOlH3v3r0pKCjgxo0bVWNqnqNyjKU9boxBLpcjEAhwcnKq03H/KuIHbavev9LJ8enCwTSope/eqokfPTuEGjkCPN3sSClVs/dEArM/OcgP7w0lJsyMQlytWH9qdhEzvzjGxtd7IZNoIzjBvk4Ul1aQK9RPwFOrNby/7Trzhmot9tqkWBOH4zKY0CWIjIIybldordWHBWX4mXho12UBYAjNPR14uVkDJv16syrPwOLzu0g5dCudXo2rQyi17+9uCUQ2NOzmzckv1ttWoLTCz9d05UUlBAIBAoGAnn16sf3oSQ6cu0TzJo3JeJgC6KrJicRirCTSqna9tYlQIrMmtHUXrhsgf3MLgMKcDH7bsIx+r7xX5wY6tZGXlkRAaKjBa0qkWrlhgMSLJxEIoGWPPty5Ztr9aI70E69dwj84HImFZb1OMiuCIxozf/lnLH51Mvdux+uNEQqFjJk2g8DwSH764hOS7tbfEOjSoxvfbf+ZzIxMxgx7mtir1wHw9fMlODSE0IhwIqIiiYpuQtNmMbwyewYbN39Phy6dmPrSRFYs/ZDCGg3G7iQkEhAUWO/5/K0gL4T8gvq95IUA+Pv74+joWPVaunTpH5pSeno6Hh66eUpisRgXFxfS0w2Hq9LT05FIJHrE6unpWXVMenq6wf41lftMjSkoKKC01HDZrTmUlZUxd+5cnn766Tp7Rv51xO/u5kB2yV+0orZ1JPZ2Oo72MhzstA8rL3d7NiwbafIwbw8H3vrsV7b+dottHz2FpwHPgCFUN5Op4MUPDrJqenfca3X/axbiTnxyHiqVruW/+fR9noj2wcW++qFqiPw1Gg1p8jL8nG2J9HHE3V7KsewCUuSl+Jt5cEM1QddnEdCjoSv9At2Y+XtcFemZO1eZvRUnE7N1SL821GoN8mIFjo8+o5qLqFSFhoa+jxZuNdz8KQ9zcDQRRqoZ9xQ8UrirhI+/aRdch27duH76WNX/tQnRx9uVsNadufrbLlRKXW0BYwsARXEh+z9/k16T3sTGsW5x7NpwdpChKMzF3tVwTbyTpw9ZyXe59vsevIMiiIyJJrR5WxIunTE4HsyTfnbaQ8oVCsLDjS+YdeZQYzHl2zCAd1avZ/kbs7l19bLe2IdJ9+jcux/vr1rDmzNf4dihgxZdoyYqk/okEgmTXp3CR6s+4atVa1j42jwK5MaTiAUCAZ26deG7XzbRtFk04555gbUrV1NWVsadhESaRlq2uPxf4b8Z309OTkYul1e9DAnDAbz++utVi21jL0uayP1/QkVFBU899RQajYbVq1fX+fh/HfF7eTpx/caDP/285eVKFn24g0+/Ps6BrycwqGdjrMQihvdtSkNf4w/e8nIlE97YQkSQB+NGd0QqqVu+pVqtYdxHh5j/bCvCDDTyEQgExAS7cymr2k2mqFDx1cHbTOmr38ClNvnfyy4mqEarWjc7KR2C3TibLse7gfFVplKlH2KouQiwdCHwTMcgwvydmH/+HriYJossK4hLL9Bx74P+PV3MLCPEz8ngOfLkpXoeG4DCojKLVfs8vb1IT0vT2+7h7WPY6heJcHb3JDvNuPytt5crnQcM5saJgxTl6Wen11wAyDNT2fHhLDo9+wrO3pbH/UydE4y7oNVqDbfPH6PzwCH4N9AuuHyCw3mYqG9xg3nSLysuJvHaZdr9gUoAVw9PlqzbyOqlb3O9loxv/PVrtGvVAh//Bnz542b2/rKFNSs+/EOeQE9vLz5Zu4q+g/oz7pnn2b55m8nzVXqEfty5BXdPD0Y/OZITvx+rVzvgfypq92MxJug2a9Ysbt26ZfIVGBiIl5cXmZm6VS9KpZLc3FyjvWa8vLwoLy8nPz9fZ3vN/jReXl4G+9dU7jM1xsHBAWvrunnjKkk/KSmJgwcP1isP4l9H/ACeHo4U/YmtH6/fSmHgcytpHObDf76cjJuLLasXD6Nb2yDen93f6HF58hKGT9nIwO6RzBrXFVdnW+SiuknCLv75Cj2a+9Ml2njHOGupGD93+6p4/9pf43m+W3BVSKA2ahLl2Xs5tK7V5lciFmEjEZFZoCBBWYG6liu+pFzJ85svmZ177YWAoRfAtPZBxHg7MnrTBQoV+g9GlVpDbFkZxeUqWtRy39cm/TyRFA1gZ62N19cOmVQoVQYJztXFMi8MQGSYE/cStS7kmuVebVs2J+HGdYPHtGjdmsSr1e+ZIXIUW0noOuhJ0u/Fkxx3zeB5itNuc/jLt3lqzhIimtetFryS6GsTvqK0GIlMfz4lBfnEHj+Ajb0jQZGRuiqEQiFSaxu9ToTmSF+lVHL+t308MXCQxfM2Js3r4OTMknXfsuHjD7l48jgA1y+cJapFdfmezNqapZ+vwcbWllnjX6TYTGkXmG7I075zR777ZRPJSQ94ceRo7iQYbjRWCaFQyJNPDWPaa9MJCnRj2ICx7Ni27y8NR/7T4O7uTnh4uMmXRCKhXbt25Ofnc/Hixapjf/vtN9RqNW3atDF47hYtWmBlZaXTnyY+Pp4HDx5U9adp164d169f11lUVBJyZGRk1Zia56gcY67HTW1Ukn5CQgKHDh3Sk8C3FP9K4g8P9eVB9h/P7Fer1Xy0+gCLl+9i48qXeGpQ9QPF1kbK/m8mYGNtOCHs7oMcRkz9lkWv9mZQz8YABDd0JTHJcmnhrYdvkVdQxvhnOpgd6+1qi1AAicVqdp5P5umOASbHi9ytEblbc+5eDm0C9L9c2hJAV/ycrLmhUHBOXh0Xt5GIKVIo/9SH1zPN/JnWPpCR358jKa/6wZugrOBaSSmhHvY6nonKe6iN2yn5tArz1NsOWje/sbLJigrj9fu1YW0tQ1Gmn4hkLmkrvEUbbp47VfW/MZJs3bUbto7OXD+6j9LC6uqOG8d/5ffvV/PMopU4e2kXgrXJ3NTLGHIeJuHqW60HUVGuIO7M76TfjaNTv4H4BwZQbiBOGdi0hU6c3xzpazQaTu/fSa+BQ8yKWlXCnB6/nb0DS9d9y49rV3H8wF7yc3OJCNTVthAIBIyZ+DIjXxjLpKdH/KG4P2jd/9Nem847Hy7lg8VL+GDxErNxXIVCweRpL/DTL1+SdC+FYQNe4uhvp0we89/G/+cyPoCIiAj69OnD+PHjOXfuHCdPnmTq1KmMGjWqKqP/4cOHhIeHc+7cOQAcHR0ZO3YsM2fO5Pfff+fixYu8+OKLtGvXjrZttcmrvXr1IjIykueee46rV69y4MABFixYwJQpU6q8FJMmTeLu3bvMmTOHuLg4vvjiC37++WdmzJhRNb+ioiKuXLnClStXAG0J4JUrV3jwQOuhrqioYPjw4Vy4cIHvv/8elUpFeno66enplJfXjc/+lcQvFotQKlV/iJgepOQw5IVVONhZ8/O6SXh51LAczQj6nLmcxMQFW9iwbCQtoqotdaFQiJ2NhEwTOvmVuJaQwcbdV1g+Q1suZU7YByDEz5mv9txgeI9wPZ3/jPxSlm3TtyLv5JcQ7KFv7ao0GsQiIXYyK2L8nYnydeScvJhk1KjVGvwdrUmW1y9pxRjaN3Rl9ZMxTPrlCocz8jknL0YqFtKykSvWtbwXhkg/sVhDkI9jFQHXfs+y84ppUqkaWOszzMyqmyyzse+Wf2AwSYnaOvvapNXQ3we1Wo08J6tqmzGyDA4LpvOAwaTducWt079x5McvSbh4gmfe/Axruz9X5jQzKRF3vwDKiou4dfo37l09S5vuPWjZuQsCgQCptQ2KUn0rOLR5GxIunTV5H5XQaDScObCL5l16IpHVrwzMGGQ2Nrz35TdsXLkCGcarXNp07MSy1Wt5c8Y0Th87anBMXdrv+jdswJf/2UB0i2aMGTqKI4cMi/jcTbxDQKB2IW5tLeOVWePZ8P2n/H74JM+OeJnr125ZfM3HMI3vv/+e8PBwevToQb9+/ejYsSNr166t2l9RUUF8fDwlJdWf88cff8yAAQMYNmwYnTt3xsvLi23btlXtF4lE7N69G5FIRLt27Rg9ejRjxoxh8eLFVWMCAgLYs2cPBw8eJDo6muXLl/PVV1/pNKK7cOECzZo1o1kzbefKmTNn0qxZM958801AuyjZuXMnKSkpxMTE4O3tXfU6dapui8R/lYBPTfj5unIxLoOWEXUXy/hh21m+/fkUK5c8Q0igYevRGDbvvcoPOy+xddXzButcwwI92H80jieivPTIuRLZ+SXMWH6ATe8PN9nUpzbKypVcSshkWOdgsgUS3DTVq8RfziYR7O2gN15qJULsYaOn7V8b9jIr2gW5kV9STnxeCfZOMk7nFNLAqf6Z/YaQLxGwaFhTlu65yajWDWkXpF+KaIj0c4VSKpQluBkhII1GU5UIVBvygpJqjX4LYcy6b94kku07dtIw2LC4UoeuXdm7dTPt+g6usnpri/vUvEZMu3Zs+mgRZQolYW27UZibjZPHn6fxrtFouHH8V0JbdyE18QbtevZCWKuLncTahvIyfUL0CQpj97pPLCL9s7/uoUnbTni7W56IaGn3PYDUB0m8tuQjtq5bhUqlpP/Q4QbH+fj5s/qHn5k/bTL3ExN4+qVxFl/DGHr370vHLp346N1l/LJpMwvfe1unlj/xdgJDBrXWOcbJyYG33ptNSnIay95biUql4vUFr9Cgoe8fns+/GS4uLibFeho1aqS3aJfJZKxatYpVq1YZPa5hw4bs3bvX5LW7du3K5cv6yaY195syRg3Nrb74V1r8oC3rs9SdWIm8/GLGTF3P7bsZ7PrPNNOkX8ti1Gg0fLjudw6fTuDnlWNMilv07hzGmfuG63wrlCpeensHK2b2wq0WqZqz+tfvvcHzvSNpFe5FSlYRaarqdd/+yw/p21yX3C7fy6V5oNbNX+n6NwcnGwlRvk680D6Aw7cyiCsv51JhCbcUCoMJf+agUmu4UaYgrrycK8WlNHKzpUOQOzumdiL2YT7TfrhAfkn1AsbQHJUqNbdT8oioEf+v/V4l5Jfj5WZYg7+gwgonx7ovYCp/pLWtRCsrKz152Zro3rcfFw7rinoYIs+71y/x+fQXaNy+K2Pf+pAOvftSUpBP3JnfiT97lOyUe/V6UJQWFXDn8mnizx4l/txRSovk9B41mpadOuuRPoBUZo3CgCvbw9UBY+0ZstMekpeZUeXej2rbEV8vyxfhdSH9ivJy7ifE06FNKz5Y8xW/H9jHnm1bjI63sbVlxVffkJGexuI5M6sS7upi7deGrZ0di95/h7EvT2Tq2En8sPE7NBoN+Xn5JpOz/Py9WblmCVOnj2XB3KUsmPs+ebn59Z5HffH/3c3/GLr411r8AP5+rqQXqPFyML8AOHIqnndW7OK9eU/StkVQna6jVquZuWQXHi52rF48zGysVyAQ0DjEi7isQsJddRcIsz89xJj+0USHGs5CFTg6GlT1KytXsv1EIvuXaRXQYoLduZWUS6mVCPuKMmwkYmykul+Hs7ezaBOq+zA21NLXEMK9HMguUtDYR0uwOUUKkorLKVdUkCYvw99FS6RJOcU0cLElJa+kaltybgk+TtYIBQJyihS0auSCtJagjkgo5P1hMRxPyGTklycZ3z+Cp9o30puHRqPhaFIhXU0kPwKkZsgJDTBMPDfjU+jTM8bsPdeEr78vKQ+S8W+on1Xfs3s3Dh85Spsu3QEtidVU85PZ2NIoojG3LpwhomW1CE6l5V9WXMTONR+hKCtl3JJV2DlqqxAEAkFV9zuNRkNifCK3z1eXCZr73lV6PWS2DsS0a4eVREp+VgaJZ4z3ewCQ2thW1fHXnCuAo6sb+VmZONVqj5uZ8oDYM8fxCQimZbfeeLpa3jmzLqQPcOLgfgYNGgho67bfX/Ulc1+egEAgoN+TwwweIxQKmT5/IXu2bmbKc0/zwRdrsXGvW5twQ2jaLJrvftnE12u+4vnhz9C9zxNMmmg+kTGycSjf/vQ5J46dZexzM+jWsyMTXh5d59blj/EY8C8nfg93Ry5duYuXg/HMyIoKJW99tIuM7AJ2bJyKnW0d4o+2jpTlZjNu3s/07BDKC8NMNwMpLavgZmIGLaL8cHKw5mG6HLnICkeVlhQ2/XoDiVjI8J6RJs9jiPw37L3BmN6ROuGDiIYuJGcW8vmBuwxu7V/7NFy4k8Pz3fR7tovcrRFITIcYhEIBQqGACpUaK5EQVzspro/q5qNqeCvDvRwe/bWvIqbKbZagU4gHe9/246MdsQz74Hc+fL4lQTWO/+1eAZ2a+Orcd21rP7lEXR3bBz1vTQO/GuEEE535aqJJpCsHDsYaJH6pTIairKyKaA0hJDiI0uIi7t64RmDjalnkpMsn2PX1anqMnkxE645Gry8QCAgJDyEkXD+kUOkFsEQh7vbF04S1MJ15LJVZoyjTLgZreyYahUdxP+4GMbWI3y8whA3vzGP1nt8RW1lO5HUl/VtXLhEUEYlEUp1kKxaLWfbFWuZMHg9glPwB+g8bQYOAQF4Z8xTvf7acoBD930NdIRaLGT91Et1792TWy69SmJvMjNkTdeZoDB07t6F9x1Zs27yH4YPG8dL4pxkyrO9jtb/HqBP+ta7+SojFIlLzDWds33uQxeDnV9Ekwpevlj9fN9JHGxse8eoPPDu4uVnSV6nUvDR3E7n51ZZTZIgnNxO07tC4+9l8t/caS6b0sOjaNcmtvELFLycSebq7flMRfw97Lidm4ertQlEtdTd5STnOdsYtCnPu/2g/Jy4/MC5NqjPfejy4Kq8vsRIxf3g0Hz7fkte+Oc+SLVcpr1Bx+K6cjlE+SGp4CwyFQ3Lyi3F1NtyrQDu3Ok8NkUiEWmW8EqBx85bEXjpf9b8hQmsaHY1KWcGD+JvIc7L4fO5Ubp4/zetrvqNjrU51dYGxXAZDiL94mpAWpqV3hSIxVkKNwXBEo/DG3I+L1dmWejeRxOuXiWrZmowUyzU16kr6ednZFMjzadZYX/paLBbzwep1HNq7m33btxk4uhptWkewcsMa3pg5lzMn/rxM+3t37rL7wHpCw4IYMWg8F89fteg4oVDI8JED2bzjKx7cT2HEoHGcO2M8dvxH8djN/8/Dv574m0Y1JDUtV2/7j7+cZcrrP7Dq/WcYNaS1gSNN42FaHsPHrWHhzIH07WJac1+j0TDt7V8Y1LMxT3SsVioTCAREBHty+m4e0z7Yx9oFA+rUYbCS5H4+ksCwLiGIDQRccwvKsJaK6d6sAYkP5VW1/rVr803B2AJgYLQvO64YF6WpL4xdL8jLgW1zuxPoZU/bN/aRnFloluDKrK1RlBsXTSktLUdeUP/YbiVqx4dDG/iSm5VlZHQ1Gvj58svaT1nx6jj6jZnA6NlvIn3Upc7V0dps4twfRX5mGi6exvvVuzpaYyvRyvYaQsPwxiTFVfcouHbyKKXFRXTr05dO/QZxYt+uP33OoO2Ydv7EEfr1Md4ZsJL8D+7eyf4dv5g8n5e3N+t/3MiGNevY+uPPf3h+CoUCoUCIRCLhyeH9+Pr7T1i/9gfemLOU4mLLvm8ymZRXX5vAmg0fsPmnXYwbM4P7d/98cbL6QFMgRyOv56ugbhU0j1F3/OuJH8Dfz430Ai3hFRWXMW7WRm7Ep7Jj4xQCGtQ96z8uIY0x09bzxfvP0rpZgNnyvsUrDxLSyJ2nBzbT2+doL2P5+iOMGdEGbyPJZybh4MB/Dt5izBOGFx+7Tt9lYLtAhEKtwp9ELORkSjHJ2cX4udYtoa2SkCtJuXkDZy4/yP1TMlFrn9sYBAIBju7OnPjsKcqVagbM38F7350jW15q0No/dek+bWJqxLBrfVbxKUW0am6Ze7e2ZSQUClGZsPrDm0Rz60q1aE9Ni/bOjet8MHMy65ct5qnxL/PC/HcpLzOcW/FXLQByM1KNVgjUvGa5otRoCZ6tgyMlhQUUyfM5tW8HjSIa07yVtklK0zYduHrmpEVzqau1f3Tfbp4009kMHrn9V6/jwM7tHNq7W29/zQWbrZ0dqzd+xdVLV1i+5IM/9L0+/vtRej0RVfW/i6szX6xbRrceHRg1dCJHf7e8eYubuysffvImc9+YxqI3PmTR/A8oKCis99we45+Px8SPVsY3PSOfazdTGPLCKkYPa8u7rz+JlVXdUyAuXk1i2hs/8v0X43Wz/o2Q/9qfzlBUomDGS50N7v/yx9O0atqA5o39SC6pe1b80YtJtIlpiI2RB+ehiw/o07qa+AK8HYkOcmP3zSx8vPWlay2FyN0asYcN0SFuxBbXr57fUrKvhMbRgX3xefRprb3fCQOacOCDJ2kR6sHEz44y8b3d3LxbbWWnlKqJMpIkWQmp1MpoWaU5hEaGEX+zWiO8ttUfGRxARurDKgLRaDTEnTnGonHPsm/Tfxj96hzmfbaW8JgWxDRvhoOLK3s2folabfh7UEnGf9Yi4OrRX2nSoZvZ85eXlZmsvS8tLiLhykX6DBmKv0/1+y22ssLNy5v0ZNNWal1J/8KJY0S1aIXMQilUKysrlq1exy8/fs/J338zOVYkErH4wyU4Ojkyc/IrdRZOAW1fdbFIbDCm37N3Z37YsprdOw4y/eUFyOWWE3hIWCAbf1xJ1+7tee6pqWxcv8nkwtMSPHbz/zPxmPjRPnB37rvA3Pe28+PqCXRtrx8LtwRHTsWzcNl2NtcW9DGC7QdjOXP5PsvmGJb1vRibwm+nEpkzoSuNQ73IzismX1i3h+AXm88zZUQrg9auWq0hp6BMr7ZdK2croKGnA5ezFJQYkMm1FMPaNWLr6SQdErf0VRfkCCScjE2lb5tGOu59gUBA3yei2fbRSF4Z1ZpPfzzLk7M2sX77Za7Fp+HhatqLUlhUfxGi4IbWpD40Hepo2rotW75ex+qli5n21GBiL57n7U9XM3XxB/g01Iq6qJRKDvz8PV8vnou9owun9+2gINf0A/nPWATEnz1K5779zJ6nQqFAYqD7X2bKA84c2I13w0DCI8MNhl069h3IyQP6ljZoCb+upB937QpOrq566nzmIJFIWL52A9+sWcWF01ovhKnyvXEvT9Tq8j/9PPl5+XW6Vm1rvzbs7e348JM3eeqZwYx+6mUOHaiuzLh+7Ratm/ahoqLC6PHdenZk6+71qFQqhg14iWNHjDdLeox/J/71xF9QUMLzk1YhlVgxb9YQ3OvhTler1bz10U4+W3eIzV9NMl7zXcPqP33pPhu3nufLd0cY1BMoLCpjzvu7WPPu8Kr9MZE+3ErMoMxCIo6/n429rRQvN63yXm3yv3oni5hgw6GM+OQ8OjbxpWmgG1ezyzmbVqrX4c8StA5x42xClo5bVKVSM3XdmT8lBFCiUHIxs4zcwjI6NtEXN6l5z42DPPjyjQFsWDQIrGV8veUcfV5Yy5xlu/ntdAIKse7nVlGhNJjrEBt7n8lTVzJ42Ntm5ydAn+wK5XL2bNvC7EnjWDp9MtfOn6Fd9yf4bNN2xs16HSdXV5xkVqjVao7s3Mb8McOpKC/nvY2bGTjqafoOHc6D23HEnjlu0XtYcxFg6as06wFeDQKwkpgvFytX6Fr8Rfl5nDu4l6L8PHoPHkJQeDgZKckGj41p35mrp0/oba8r4QM8uJNAWWkpbR6VNNYVMmtrPlm/kVUfLiPxuvkkvl79+vDagrlMePYFHqZYlsuSk52Do6MjYrF5b2L7jq3Y9MtaDh88ziuT3yAzM4eXnn2VpPvJrP7sG5PHisViXprwDN/8uJJf9x3hpdHTuXcnyaI5VuKxtf/Pxb+6nO/y1Xu8tuA/vD3/KTq2C6ewsJSE1DxCfIxneFdCXlDC3sPX+WbTKS5cTaKgsJTiu6uQmOuuZ+vI3Vt3WfTpAbZ8/jxWVobL4qa/u5M3p/XCpYZIj0AgoFVTf85ceUDbRs5mE/0++fEs05/RbT5RSYQauZxDFx/Qs4Xh7m330wto6GmPSCSkXWNviksruJGaj8RKRJCNALFIQIVSjZWZOQgEAqIaOHMjOZ+oBtrQgUgkxM/Vhi2nkxhhoPbeUvx+rwAPZxtigtwNuuONCRo52cvw8XJg8+fPo9FouBaXxv5jcXy88RRSiRVtWgQS1NAdmb0DrVpo4/u3E1NZs/4gu3+9TH5+EVnZBTRqaFq1sVKg5dSxE9y7c5e7iXdJiL+NldSWjt17MnbqK9xNSKDXwMHs3LmraoGn0Wg4dmAvP361htbderF4w49IazTJEQgEdOjalZS0TM4d3ItPQBD+IfqdFv8Iju74mS5DRlg0trysDIlURkFeDvGXzmFr70jPAQOrLHwPHz8yHxomfolUikgkoqykGJmN9ndXH9JPT0kmLSXZZDKfJbC1s+OT9RuZ/uLTvL3sPcINVATURNNmMXy46hOmj3+Zdz563+z4sydPMWxoe4vnY2NjzdKP3uDUifN0bj2I7KxclEolX37xLS+MH4WDg2lDxcnJgXeXvc6dhPu8teAjgkMCmDFnInZ25p9xj/HPxb+S+DUaDV9uOMihI9fZ9M103Fy1dd/29tbcuZeBUilDbEQKd+OmU3yy9iDZuUVk5xWheGR9L54z2Dzpo1X/m/DGZr5eNsqoet+Puy7j6+VAlzb6QkFisYhWTfw5G5tM20bORuPPufJS0rIKaRJsmJwEjo6cvJHGK0NjjM615rltra1oGuSulf29k02REnJFEjwx730Y1q4hW07dryJ+gOkDIhnw3iEGtPDDWmr511ClUpOkEJKZX0K7xt5GOwyaUjE8kZhTVWkhEAiIjvAhumUEc4GCwlIuXkviblIWZ4/F859Nxzl89Do5uUV61nVJqYLVX2zF2dkejUbr+Skus+JBUgpFhdqmRTI7Fzy9vGjbsR2t27WhYWAASqETZ08cZ/zIYYhEYvo9OQy/RoGcPfo7cdcuc/7YEVp27MyKjT9SLjJucft5e+A3aDC3bsZx/vA+PP0b0SDUNPFYArVKxd0b13hm5gKLxqfdv0NBXi7eAUH06DdAz6Xv6evHhWOGdeoBmrRuz/Wzp2nVrWe9SD87I53EWzcY/Eik54/C213KF1+vZdKYsXzw+ccEBAWaHN8woBFrvl3P1LGTeGX2DNp1Mtw0K/F2AoHBwfUqXRUKBVSUV1SpCKalZrJo/od8/PliM0dqERTSiI2PrP+nh03i+ZeeYthT+p/VY/w78K8j/uLiMqa8tp6IUF9+3jhDz80eFuLD9fgUmoUaFvWxsZHwMD2f7Nzq9p0+Xk5MGtPF7LXLy5U8/8oGli0ahb+Pk8Exdx/k8N32i+z48kWj55FKxTSL9OXsrVTaNnI22FHu2z1XeWFQjNFzlJRVIJJYIbVgsVITMomYNhFeBHk7cjs5jyx7GTkFZXRuYGf0IdIu1IO3frpCeYWqqqZeJhEztV8EH+2IZeFTxudZiTIbW45efYivmy0NPGwI9DFO7KZIPyFfQaSRxRCAg7013TqE061DOH6N7tGnZwwajYblK3fx0crdZGTmV40NDPCiQ8do/P09EQqF2oezwA3/Bj46ltjO3Rfo2acXoF10rlyyiK/XbiA3Oxt3T0+++vwTTh85QlFJKc9Onsazk1+pcgXbgI6qnyFERIYTERlO/O1ELvx2ACuJlPAWravK/uqK2DMniGrT0SQp5Gakcf9WLBqNhrKSYtp370Hz9oYtWQ9ff6MWP0DzTl058PP3PNG3b53nmpOZQdzVywwebHkbX1OojOu7urvx2frVvDJ2Mp9v+BJPb9NJoK7ubqz/cSOvjH+Z7KxsBg4drLNfo9EQf/MWI4YbF10yhoqKCp4bOY2cnGpNDLVazfat+5g1dzJ+/pb3ZujVtytde7RnzcqNjBwyngWLZ9I0Wl8Q7LGb/5+NfxXxxyekMmXWehbMHkrXTo0NjrG2lqBUqckpFeBqrR8/HTGwJdk5hbz29mZKHz2QG/m74mYmSUyj0TD59e8Y92wnWkQ/Sjwq1q1XrahQMWXRNla/M8yox6ESNtYSYiJ8OH3zIW0a6rr9NRoNe04ksPezZ4wef/xyEp2aNdRx/VeisjmPKfi622ElFhEV4IZKpebSnSxkEjGp2UVEB7njpimvWpAIhQJGtG/ETyfvMaZrdWnc4NYN2Ph7Ig+yimhQq6WuWq3hfpmA7IJSbGVWkC+ndyvzCVumSL+0rIKi4nJCGtXKazBQcZGvENEkUhsGEQgEvPbKIIYM68aIp9/jdsJDSkoUtG0dTtOmwQQHV6seFiv1mwZVorCggJdGjeHy+YtV3b/ycnOpUJTzxXc/IRAK2b59h178t9IKNrcACAsNJiw0mHKFgvOnT1FeVoZQJKJBaCQunqaJqyaO7dzCqOmv62wrLyvl7s3rlDyqsXb28KJr7z4IBAISLp7Gw8e4JLKTmzv5OcaJJLppEzYsjbd4fpXISH1Iwo3rfzrpV8Lbx4eln37EtHGTWff9Nzg6mU7YtbG1Zc2365k3fTYZ6emMe3li1b6TR4/TrlPdSR+0ZaEff/42ly/FcuN6PCkPUikqKubhw3RaNenFndRz2NhYnsQpkUh4ZdZ4nnpmMO8sWoFMKuWNt6bj4lr/Kp7H+P+Ffw3xb9l+hq+//51vv5yCj7fpDmCtWwRz9kICrpEeevs0Gg3JqXm0bxXExWtJVFSomD6+p9nrL/l0L03C/RjUO6Z6o62jDvm/9dmvvDC8FY38LOtQZmMtoWWU1u3fws8R2SOX+amrybRq7GOyc9/RS0mM6FG90q8p85uZV4Kns2lrsaGnA/fTC2gb6Y1IJKRFqNaKbtzIlYdZRdwuVZNbWIZQIMDJTkrjSF9mrzlBny7hiIuKUak1SMRCXhsSxcsbzvPR5M5oNPAgsxA/dzuEAgF21lY0CXBj79l7DOtsuJtdTZhrUnQtvYiWTfSliQ0hI0uOrY2UlIc5eHo4YmUlJjjYhwtnPuPtd3/g40+2EW6mY195eTlxtxI5e/I0+3ftZdN3P6BRa3TK8ZQVFQiFIqSPkuMioptx7fxZmrZqo3e+2pr+xiCRSunQVVuGp1KpiL12nftxsTo5BFYSKQ4urljb2mH1SO9dWVFB1sNkMh8+ICXxNimJ8VWywlYSKdHNm2Frry+nnJWagruP8a5xQqHQaBJi5aLG1d2T7Ix03CxcoKTcv0vK/Xt/mnvfGIJDQ5i/eCFTX5rI2u+/xtpMiaBYLOaDlSv4YPESlr39HnPenE9RYSFKpQq/ujXyrIJIJGLA4F4MGNxLZ3t5eTk//7CTUU9O5M13ZtKydUydzuvl7cGqte9z7sxlXho9nSeH9+O5F0dgL9EXNHuMfxb+8cRfUaFk7qLvEQoEbP9htsW1+SGB3txJKyLIu/qHrtFoeO3tzfh6OXHw51nMePMnvttyRpfMDWDzrgukZcpZ+d7T+jsfkf+pS/dJyyrgvVl1c3dKpWLaxjTk/LVkQgPccUHJ+h1XWDC2k8njbiRmsXii7pOokjgz4tLNEn8jL3tOxqYa3Odby3qvRPdm/hy9+pC2kd7kFylwtZURFGqDr9sD0nOL6Rrjr9NBD7SW/5mb6dxOzuP1Z1oZdD+bI3yAm1klBPi76OdEGNFXyMySU1BYyp4Dl8jIlKNUqdAItAspJyc7Ro3swpWrdzlz8T4ikYjiohKKikrRaDQoNRLQaBCJxUREhtCieRgFxWLeXf4+50+fZdumLVw4c46CgiJysrM4c/woE2fMAqBJWDBHMtNJvncH/wD9HA9Lyb8SIpGI6GYxetvLFQrkudlk5WnFdQQCASKxmLN7tjHm1ddo0amb/smMoFyh0Ek+NITan1vtWH6rzl05d+x3+o0w8Buphdux1yguKqJ/3z4Wz9EcTJXuxbRoztiXJzJ94lRWbfjSbEa+QCBg7qI3WLtyNW/MmkvbDu0Z+ZTp32N9IJFIGP3CcPoP6snrr73H/r2/M2f+FIs0/2uiddtmbN29ga/X/cTwgWN5990XadXKdD+Qx/j/jX808aem5TJu2peMfa4bwwab1huvDRcXO1LTcynFGWvKUKvVvLLgJyJCvJnyovahuOLtkUx5sbvJpL4rsQ/4bssZtnw1yWjMtFgg482P97P1i+frNMdKiERC2sQ0IPZ2Og9UanLlJQT6GXfbqVRqNGiMVgVkVQjw9DHeuAigkZcD3x+KMzmmNqYPb8a4jw4xomso/h7VoZFlEzsxfNFumga64+Kgm/AoFAr4YGJHlv14gdlrjvPBxE46OQ2WkP4deTlischszX4lysoqsLezpnOHSAb0aVG9w9oejUaDXF5MenoecfHJSO1diYoKws7OGltba4RCoUF3/87dF5DJZHTq1oVO3bT5IPdT5Py2fy8lxcU6Y7t26siOnbtwcHLG0Vnf+1NX8jcEiVSKu7cv7t7Vlnp+dha5WRl1In1LIRAIUKvVuNgYTlZs3bkbX7z3llniv3TqBHYODvTsZj6nxlJY0m63a89u5OXmMn/GHJZ9ttyipLgJ0yazfMkyfvl5C0OfbFtnQrYUzi5OfLnhQ7Zv3cfIIRN4f/kCwiLq1kxIJBIxbtKzPP1UKxYu+JJvvt7N4ncm4lqHromP8f8H/9g6/mMnb/LchM/5eOnzdSb9SkSG+3Hl+n3UajWT535PTGP/KtIH7cMsOEA/HFCJzOwCZr31Mxs+fsGkp2Hekm28Pqk7jvb1F1sRCAQ0CfNm1+EbtGtt+kcfdz+bsEbGY9EZOcV4uNgicHQ0SqzeLrak5hQb3GcMbo7W+LvbcTkhU2e7k52UZRM7MnHFYYN18wKBgNefaUWovzMTlh9CqVKbnFtN3C9SoihXGm65a8Taf5inJCLMsOtaIBDg5GRHeLg/UY0bERDgg7e3G/b2tgb1GCohk8mq4vqVaOTnyKgXxvLSlFf0xg8aOIDzx45QUlyktw/qJ25jDpvXfs7wCVPrdEy5QmFRdz0HezukauMqd26eXuRmG+9doFKp+H3PTnwaNKRdqxZGx9UVNuISCgsKLBr75FPDCI0I48N3llo0vqS4mKbNYhjz/CBeGj2dkpL6i0FZgiHD+vLFV8t4e+Fy1q3+rl46GR4eLny5dh6jn+vL6Gfe5Kt1O4wqRZqEvADy5fV7yS37PB6j/vjHEb9Go+HjVbtZ+80hdvw4h7AQ4w1GzEEoFOLn48Kol7+mbYtAxj1rubuuvFzJS9O/4ZN3RuHqYtj1DXD4+C3Uag09exnv3ldUrLD4uicu3GfUwBhOJOYYbbRzNvYhrRsbj8lm5hXjUcPVb4hkRSJhnRr5VGL68GZ8slW/k1iLUE+6N/fno00XjR47YUAT+nSNZPQHhy0SMbpfpKS0rILIEMsT2wCKS8qQyWpZZxa24zWGLp1COHfqrN52Y9amQCBgxFMjOH5gL4qyMqPn/bMWAPnZWaTcTaRJa9MteGsjK+2hjtegNirnZ2vvQHGhaflZe0dHCvL1uznKc3M4vOsX+vfrS+MQ06V1dYGNuASFQsHYUWMoMjO3Sox7eSLl5eX8sPE7s2N/+/UwA/u3oP+gnkx4eQzPj5pGfv5fS2rePp589/MqlEolz42cQka6+UZQhtCuXRN2712BorycQQNmcfVqwp8808f4X+IfRfxFxQrGTPwcgP+snYadXd3a6NaGWq1m6YrtRIb7MWSIYS19Y5j+5ibGPtORJhHGE8DkBSUs/Wwv778xVLvBiAX63KwfyMkzb11fj08jPNiDhr4uNG/sy7mkfHI0+gl+Z2Mf0ibK+MO6uLQCe1t9l2zlAqByESAQCOpsVQT5OGElEnLxdobevkkDmxB7P4dj1/RV0CqvO6JnJGOHNGPE3M1k5xt30SbkK6hQqogwVrpn5L0uVFpRVGycaOsLqVRKRUXddN2FQiEjR43iyN6dRi3/SvzRBcDPX65kxMRpdT4uI+UBHr763/Ha87G1szdL/JExzblZo2kRwK0rl7h17QqjRo3C2qZ+5YmGULngkkqlvDp3Fu+88ZbFx85f/CYnjxznyKFqbYL0tDRysnOq/r947jwxLZpVeYE6d23L/EWv8sLT08jOytE7558JoVDI5GkvMH/RdCa88Bp7dx226LjaJXwikYgpU0awbv0bfLziB16b9SmFhXXz8j3G3xP/KOJ/ZuynjBvTgxlT/rgwhUajYdrsDTSPDuCteSO4fSfVYpJbvfEIXh4OPNmvuclxr729hbdeG4SdbY0FSi1COnr2DqGB7ib7xVfix12XeXqAtsOfjbWEts0akpNfwu08XY9BSkYB/p762dmVKK9QmVfkc3TE18eFlDKBRS73mnhvbHsWbDit5zEQCASserUb73x7hozcYr2FRiV6tQ1i8aSujJq3hX0n9S2RG5klSKxE+mV7lTDRLTEpOZv2berXq8Ec3D3cyUhL19tuKsYsEokY9fTTnDx4gPwc84RRnwVAXlYmD+/dIapV3UNid27GEhjRWOfahq5va29PSZFp4m/cvBU3L2s9PuUKBb/t3oGtgwP9+/b5U4Vmar/fHbp0wsbGhkP7f7XoeKFQyPLVn/LVqjXcvH6D0ydO0aN1J9Z9vhqAnKxsSopLCA3U/c02a9GEJR+9wUujZ5CeVh3uKi4u+UsWA5GNQ/l5x1pOnTjPjCkLLW73Wxve3m58s3ERffu2Y+iTc9m29fc/RW77Mf53+EcR/5pPxtOl4x/PRq0k/eioRox/oScCgYCwYB9uPzS/2j1xNoHjZ26zYLrhxjuV2Hv4Ok6O1nRsY6BM7RExaTQaPlz3O3PGm0+20mg0nL+WTJsYXQne0AB33F1sOX03lzyBmJKyCmxkViYfpBVKlclSwEq0ivThXKzWOq9J0ubi754utvRv04iv91f3aa88xsHbnU/mDmDiZ8dM9gZoFu7Nro+f5sCZu0xZtpfiUq01feZeHl7u9jT0tawk0hD+KMkYEz9p17ohVy9fqfP5tJb/SGIvnSf53h2LjjFFwrXx7Yr3GfXy9DrPCyDp5jVatmxp9jq29vYUmyH+0KimxF+/SsLNWE7/foghQwbTzIwEbl1hbJE19603WPvZFzpWuynIZDI+XfcF4599gXHPPE9ebh7Hfz+KWq3m+JFj9H6iicHjIhuHsmLl24x/YRbJD1IpLCyiT9dRTJkwr973ZApSqZR3l73O4KF9eHroJK5dvWlwnCWCPT16tmbX7uXcvHmXp4bP4/49w1U9j/H3R72If9WqVTRq1AiZTEabNm04d+6c0bHffPMNAoFA5yWr1cJTo9Hw5ptv4u3tjbW1NT179iQhoe4xJR+vPy5AodFoeHXu10RF+DPhxer6fGdnOzQaDXllxgkxPVPOWx/t5MsPx5hM9CosKmPFml9ZPHuw0THYOvLr8du0iPK3yNo/d/UBrZr6GyQtZ0cb2jZrSPzdLHaef0BYI9MZ++UV5jX4AdpE+XL2hvHmJIYWA5WvyaM7sen4XfKQ6C0SooI9eKZvEya8t9sk+VvLrPhkVm+e7BrO4Bk/sXLnNZo39jX9fpmw9jOLNNhY/zWZ10DV999QspS5zHKBQMDgQQPJz83h8hnzDWRqouYioPZi4NKJI1hJJUQ0N55jYuo8RXI59o5OZo+1sTXv6q8oV5D6IAkrKwlDnxyClQVJg3WBqfdYJpOx4L23WfjaPIusWZVKxXsL3yYrM4u8HG3de1ZmFgf27KNnnydMHhscGsDKNUuY8OJr9Ow4nBux8dy4Hm+y494fRdceHdjw3ccsf381X3z2db0tdplMyoKFY1m6bAqxsZYtQh/j74c6E/+mTZuYOXMmixYt4tKlS0RHR9O7d28yMzONHuPg4EBaWlrVKylJt0vUBx98wGeffcaaNWs4e/Ystra29O7dmzITSU1/BTQaDbMX/IfQYB8mje2ltz8izI+4hIeopfqJXhUVSsbN3Mhn7z6NvZncggXvb2f+q/2wNkEyGo2GjzeeZMZLluUW/Lj7CqMGxBjdLxAIaNusIaVl5Vg72nFHbjzeXKGsltY1hYgAN+Lu1U/aUywW8taELixYbVjDfWSvxnRp3pBJS/eYTSLs0KUxE8Z05PzVByxZfZiKCiM9yE2QPsCNWykEBdYtEbCuaN2uLedOGW6TalFZWccO+Pg34PDOXygtNu2BKpTn8/Gbrxt8yDvJrJCoFGxZ/SnTF75tkNSNLRYqIc/NwdHFMs+KNhnU8CJOpVJx+reD3Lp6mRatW+PpaDwZtr6w5L1t2iya0IhQtv202ezYzz/6hB1bftFJCiwsKMTKygoPZ/ME7ubuQn5uPvFxd1Cr1eTnyzly+KTZ4/4I3Nxd+eaHzxCLxYwZNZWsTK13oz7yvMHB/gwY+OdrEzzGfwd1Jv4VK1Ywfvx4XnzxRSIjI1mzZg02NjZs2LDB6DECgQAvL6+ql6dndcKVRqPhk08+YcGCBQwePJimTZvy7bffkpqayvbt2+t1U/XF2+9vxsPdkakTjAuDtG8TxuEj1/W2z1vyC8+NaEdkmOkqgjMX71BSWk73jqZdmDsPXKVL+zCcvL3MEpZKpeZmQjpNwsxrdt97mEefLuG4udhy8k4OD0r0SVLbdc888YtEQgQCUCrrUe4DdIhpgKJcyYWbhl2GYwZE076pPy+/v9cg+SuVaq5nFHMzMYOn+sXw7fJnCAv0oN/Yr/hp92VdojHzHuaUCoxXgPzBjP6a8HZTIa8hj1wblhBUZHAAw0cM5+LJY1Ux8drIz8lh/vjn6f3kCKOhi9VL3ubF6a9hY1s/or119TLh0c0sGqtUqvSEbzQaDRdPHufEwf1079qFvr17ERXTnBtX9as+/ggseU8rMXXWdLb+tJn0tDST46bNnsEX36ylabMYXN21pbHy/HxSk26YPA5AoVDQq/NTxMdVW8xFhcWsW22+UuCPQiAQMOHl55i7YBpjn5vB6d/3/uXXfIy/H+pE/OXl5Vy8eJGePatd4EKhkJ49e3L69GmjxxUVFdGwYUP8/f0ZPHgwN25U/zju3btHenq6zjkdHR1p06aN0XMqFAoKCgp0Xn8UH366E7Vaw5zpJtzvj9CzWxMOnLpX9f+W3RdRqdSMHGzaXVpermThsh0sWzDM5Di1Ws2qr3/jlXE9qjeaIK5j5+7SuXWQRbHp23ezCAtwx9Hemg4tAigqVnAltZCU0mqS1Mb4LftqNA7yIPaOcW+POSyd2oM3Vv1GuREr/cVBMbSM9Gbah/t0LNdLKQVczygmuKEbLaKqs8qfHtiMnWtfIiO7iD4vruPnPVcsqkNOTcvDx/u/o1UeGh5G/E3z4kcKhYJ927cZtNiFQiGDBw/C2c2d33bvICO1OuSSnZHOGxNf4JW33iOymeGa98tnTlFeXk6rTl0tmrM8L5eiQt3f2c0rl4iMsaymXqVSIhJpF5NqtZoLJ45x7MBegiMbM/TJIdjYasMzwWFh3Ll926JzWoK6kD5oJXcXLX2HRXMXmHSHC4VCevfvy/4Th/nP1h+Jbh6DzFrGxx98afYaGg1069mRgKAGuLtXh92uXrn5l7r7ayKqSTg//fIlv/xyhPnzvqCiwnx57GP8c1An4s/OzkalUulY7ACenp6kp+tnKwOEhYWxYcMGduzYwXfffYdaraZ9+/akpKQAVB1Xl3MuXboUR0fHqpe/v2X668bwxboDpGXk8fb8pywaLxQK6dElimOXHhKfmM7XP57gg4WmyRzgg1X7GfdsJ1zMxOx3HrhKz86R2NZWOTNC/pv3XeWpftEWzb2oRIFdjVK9yBAvYiJ9kUmtOHs/jwvJciqUKsRG2v3WRpsoX86ZiPObg4eLLROHtWD2pweNjhk3pDlNgz159aMD5AnE7Lv6kMYhXjRr7Iu1ARe0tcyKV1/oxPY1L/Iwo4A+475my+6LRhcAGo2GgsLSPzVz3JT7tHGYE/fu3jW6vyj7Hp8ufZcJTw2lsKDA5MIlKjSIESOGk52expG9u4i/fpU3Xx7H7KXLCYmMMnhMWWkpX320lGkLLWvpCvD96pXcjbulsy0+9hphUU0tOl6lVKJUKjnx6z5OHjpAeNNohj45hEAf3d99YGgYdxPq3rDHEOpK+pUIiwwnLCKcXdt2mB2rVqu5m3iX3078xJVbh7GxtebkceM5T6CNk7/3wTwuxh5k7+EfmDr9JQICG5CZmc0bcywTB/oz4O5QzKov5tCsWShPDp7NgweGn7eP8c/DX57V365dO8aMGUNMTAxdunRh27ZtuLu78+WX5lfGxjBv3jzkcnnVKznZeMtPc9j4wxGu33zA8vfG1OnBb2UlJjTYmzGvfsO65c+b7QEQl5DG1RvJPDWopclxGo2GL789arzNby3y12g03EnKMaxMVwsqlRqRkaRDNxdb2sQ0JNDfFYVGwMVkuY4XwBjaRPly5nr9iR9gaPcIpFYiftwfa3C/RqOhVZsQ7J3tmPrWL/RoF4JUal5t2sZawoxpA9n+9RSSUnLo8/QnbPjxBHn5urHx388n07Fd+B+6h7oiIDCQOwmJOtuuXb7K9IlTWfDa63Tq1JJvtu/mqTEvVFnKptC5QztaNIvmvZlTeWLIMIOtmiux5v3FPD1xCnYOlpVhKisquHX1Ek1atq7aplKpKCspRmamtl6j0XDryiVu37hO8r079O/fjyGDB9HQ07BypLOLK/I8fRGfuqK+pF+JqbNe5fuvvyU3x3TDmv279tCrX29EIhFe3h4cP7eTD5es4v7dBxZdJyQskHeXzePyrcN8t2kVp09eIPZ63aSw/yhGPNWTT1fOYtKE99m549h/9dqP8b9BnbT63dzcEIlEZGToiq9kZGTg5WVZUpSVlRXNmjUjMVH70Ks8LiMjA2/v6hh1RkYGMTExBs8hlUqRSg1rftcFW3ec4bdjsWxY9XK9rL1FS37m1cn9KNWYnotGo2Huu1tZ+d7TZq9z5FQ8LaIb4mBKvreS/IvlXI9Po0m4Zf24kx7m0dBM5z8XJxv8fZzx93aivELFqbR8HO1kODlY4yvTn7u3mz2pWQVVXdwqkZJRgKerrUW5AgBLpvRg6OxNNAn2ICpYK4OcqtCQk19CakYBT3QMoXmUH9sPxjJk0tesfW8Eft5Opk/66H2ysZEya1IvJo3pwo79V5g05z8olWoG9Iqm5xOtaeBvXL74z4zv10Szph5s/eU09vb2HD38Ozu3bqdRYACvzplJQFClOl0pJUrLRGtiL1/i/YXzWffTZnz8/Ll47QYnft2HUCQiqkUrHJy0YYw9m75HIBDS8QnLG9wc3b+Hzr366Xy+Ny5doHEzw4tYtVpN/PWr5GRqnxPhTWNoHBlBRJNosw1uKlH7+2Qp/ijhV0IikTDv7QUsnv8mn3z5ucExRw//TrNWLXSS+ezsbFn55VKmjH+d7zavwsHB8u9P/0FP0K5DS14aPZ13P5hHVJO/bjFa2yMVFOTHLzs+YP68Lzhy5CJL35+CVFr/ChdVdhkqayNJtuaOLf3vhDv+zagT8UskElq0aMHhw4cZMmQIoP2RHz58mKlTLdP4VqlUXL9+nX79+gEQEBCAl5cXhw8friL6goICzp49y+TJk+syvTrh8JHr/LT1FD+sf0W/Y5sF+HHLCdxc7Xn2qU7E3X5IeoEaLwfD5/l55wXatgikgZ/pMjqAz9YdZu1HYyybhK0ju387zIBultU6376XRYgJjf5K2NlIKCopp0mYN4ENXNFoNOTml7D/ajINfJwQiYS4CdW4OmlJKSbMi0txabSIqE6O23X8No52Up7pY7ieuTbEYiGfze7Ls4t28M6MPojFQqJCvWkS5q2TtDjkiSgah3jy4txNvD6pOz3aG2nXayAsYmsj5ZmhbXhmaBsKCkvZ9etVxk5djZ2djEF9WzK4XytcjMgrFxQUs2//Bb759iDnLyZw5OAyfVlfC1BaWsaZkxf47dAJzpyJxdnFmQFDBrHq67U4OOqLKtmIS0ySv1qtZsOqz7h28QIrv/0eZxftd6xF08a0aNoYpVLJ0ROnKCqQcy8+jvMnjrL8Pz/Xac77tvzEos/W6Gw7/us+uvcfBDxqVX3vDin37lYRdliTaDq2rfYQHFMqEVu4CPTw8iYzPQ1P77rJbf9ZpF+JmBbNcXHdweH9B+lRq0Tv/Jlz+Pr7EdRAv4LHv4EPC96ewbSJ8/n6+09NlvbWhourMxu+++S/Qv61IZVKWL5iOjt3HGPIoNl8/sVsgoJMt55+jP+fqHN3vpkzZ/L888/TsmVLWrduzSeffEJxcTEvvvgiAGPGjMHX15elS7WxqsWLF9O2bVuCg4PJz8/nww8/JCkpiXHjxgHaLNPp06fz7rvvEhISQkBAAAsXLsTHx6dqcfFn48KlO6xYtZst386yuE1vTSTeSefbH4+xa9NcAMJDfbl89R4yqTtOUt1VblFxGeu+O8ae7/QbsdTGxatJ+Pu54O5muZVw8koys8d3tWjswww5fl7m3bv2tlKd/gACgQBXZ1v6dNE+hJRKFTcTM0hKKcBaZkVQiA+rtl9loZ87QqEATzE8PyCaJ2dt4uneUTqWm0ajoaSsglKpNVfjUvHx0JJdelYhXu72LJ7Rm3WbzvLDJ88atfhCGrmz48sXmfrWNs5dfcDcid10H65mMvgBHOytGfV0T8IigwgN9mHX/gtMnb0eeUEJUokVEWG+uDrbcTUulWvX75GVJSc7pwCFogIfb1caNfIkPd24S1qj0VBeeJe4u2WkPEgjIf4OZ89os9XbdWjJqNFPsnjpXLZsPUm/wQNNWrfGyD8nK5OF06fRvmt3Pv36PwbPIRaL6dG1M/fv3GHb+jVMf/t9Lp44qpO4JrO2wcPHBzdPb6S1NDaS793BycUVOwdHigoLyMnIICs9lbNHDhPTph2nf9PmZvgFBDKgfz+j91FRXoHIQms/MDSUu7dv14n4/2zSr8RrC+by/LCnadOhLXb22t/ltctXsba2pmmk8YV867bNiLvVmWXvfc68heZ/+zVRk/yXLl9ARKSRxW09Ya58b9DgzkTHhPDypGVMmPgkg4f8eZ0QH+PvgTqz3siRI8nKyuLNN98kPT2dmJgY9u/fX5Wc9+DBA52HcF5eHuPHjyc9PR1nZ2datGjBqVOniIysVtibM2cOxcXFTJgwgfz8fDp27Mj+/fv1hH7+DMTdfsjrb/3Alm9nmqyjNwaFooLJM9ex/vPJOhZMTNNGnL90h4hQX+xE1TXyY2d8w+yXeyOVmhcjWb7mAO+/YT5JsBJZ2YU4Odpg5fTIfV9svEwMIC2rkMYWNKyxs5VSaKIxkFgsoml49UM5LNCdrfuv4e3hwN0HOSRqNOQXlBEc5MlXB24R0sgNL3cHlCoV6VmFhAa4YwN0aR1Y9R5WaupHBHtyKzGTpat/Y/7LPQxdHtDG79e/P5IvfzzN069+x5fvjcDJwdoi0q/Er79dpV8vrazy6JGdGT1Sq5lQVlZO3O1Uvvr2ED/9fJTyct2M54LCEl6duYaysnLEUhs8PV2RSMRkZeWTlqpNgBUIBDg52+PtH4i/vw/NWjZlwpQxWFvrfqfbdmjPmROnaNepg8m51ib/k7//xpcff8QbSz8grLHhJL5KyPPyWDh9Kh+sWYe3rx/E6HphSoqLib+XxI1LF1CUlVb1YBAIBOz4fiPRbdpx9shhbO3tcfXwIrihP81atGTQwAGm3+AayM/PrfJGmENQaBiJt+No16Wr2bF/FeFXnd/GhmmzZ7D8vQ9Y9P47xN24hUqlpG2rALPHjnlxBDOnvsm+3YfpO8D4d9kQXFyd+erbFbw0egYrVr5NcKj561kCS2v2Gzb05pcdHzJ3zuecPHmV95a8XC8j6TH+nhBo/gGiywUFBTg6OiJP/gYHB+Nu0ZSHOYyZ+Dnff/UK3vVU+Zsx7xu6dIhkyIDWevs0Gg1nLyQQFdGAopwshr30BWcv36MixXwiY3xiOstW7WfDxy9YPJdvfz6FUChk9PBaGutGFgBTFm1jzoSuZuVsv9l6Hgc7GUN7W+amB5i4YAtzJ3QjsEH1wz0ju5Api7axZdXzFp8HHgkpvb8bPy9Hpr9oXsDo3NUHzFtxgIljujBiYEuLYsNXE/MIC/Exvfiztic3t5Anhy/m0pU7FBVp26q2ahnCnh2LiYtPoUQpxcvLlfLyCtzcnPDxcdNJxitWmg+t7Np9kXadO2BjQRMaeakVH7/7NoVyOfOXLDPbuKaiooIpzz3NK3PnE9XMdO+I2lAoFEwYOYxvftml855+s/pzGgQE0r1PP4vPNWvCS7z14cfYW9DXITE+jq3ffcvcd5YYHfNXE35tTBs7iX6DB+Dm4UGXjpb3ulcoFDwzbDLLViysF3mnp2Uy4YXX+GzNezQK+GPVS1A/sZ4tmw+z8Zs9rFn7Or6+1W3ICwqKcXXuiVwux8HB4dE27bM4++OhOFjXT3mxoLQCtxnbdM77GH8u/lFa/aaQk1vI85NWse6zifUm/d37tfX6hkgftC7xVs2DeHPJJpr3epdTF+4QEuBhcGxtfPrVYWZM6Gl+YA0cOHKDvt0NWHtGrN70rAK83Mz/kOxsJBTWsUPd4J6N2XFIV7zE080eFycbbibUrUxIIBDw4esDeJgh5+MN5rOMW7dvwp7vXuVuUjYDn1vJpWtJJsdXWvCWeHxcXOw5cvgD5swajoeH9n1t1TIMd3cnvL1caNjQi8aNA2nWLAx/f0+LMvBro1/fGI4cNN1BTaPRsG/XHsYP60+LFo1555OVZklfpVLx5oxXGPbM6DqTPsDP337N4KdG6S2kTh09Qvsu5vtH1ERhQQF2Fj7EPTy9yMww/p35b5M+wKgxz7JqxWd0al+3tsBSqZSVXy5h5rRFFBXVvbOdl7cHX3y1jGmT5pOSbFpUyBzqQ/oAw0f0YPnH03npxXc4fMh0qeJj/P/Av4L4S0oUjB6/kuXvjam3JGtGZj6ffLGXDxaPNjom4U4abbq/wVcbD5P2KP7r5GjeisuXl5CSmmuyhW9tqNVq8uUluBpJRsPWUW8BUFGhsqgMzsnBmvyCuhF/93bB/HZav7/CjBc78/HXx+t0LtCS/wdzB5CaaYb8H92jTGbF69P6sm75GL7YeIRxszaSnmnY83EzqYDIcMvfa4FAwMI3nmHH1kW4uzvSrYtltetg2cNWJBIREhbKzeuGVd/OnDjF6CdHkhAXzzebv2fg0MFmyU+hUDB74ljadOpM70FDLJ5vJUqKizm4ayeDRz6ts12el4dEIkFmbaLqxAgszdK3d3SkwIC6oY245H9C+jeuxSKRShkxsg/ff7u1zsf7+Hrx+sJpzJiysF4a+X7+3qxcs4TJ4+bodPWrC+pL+pUIDW3AL9s/ZNOmQ7yzeL1FoliP8ffFP574VSo1L778BbNfGURM00b1OodGo2HKrPV8vPR5o5ncSqWKdj0XcPHKXQqLqknT2dm8lbPhxxO89HTHOs3p5u00IkItSH4ysAAwhwY+zjxIrVsttUxqhZO9NSlp+TrbI4I9yZOXkJZZd3XFSvJPyypgxfqjujuN3Je3pxNfLX+eyWO6MnbGN7y/ch9lZdXlQfJyMVZWIiSSuscr27aJIClxI0MGt6/zseYQHeVO8oMHlJaWVm27ef0G4555ngN79rNy/RpemT2zSuEOjFu+RYWFTHv+WQY9NYohtYjbUmxc8wWjx0/U82Bs3/QDA4dbJnRVX1Q2M6rE/4rwAa5cvERFRTldOgYzfvJotm7aTW5O3XUG2ndsRcvWMaxc8VW95tEowJ+PVy5m/Auz/pIWvpbAxkbG2nXz8fV1Z+SI+eTmms4peoy/L/7RxK/RaJgx7xsG9WtJ9y6mE6BMYe3Xh2jXOpQmjRsYHSMWi7h1/mMG92upo7gnEgspqDAe61Kp1Ow9fJ2BvSxT3qvE0dO36do+1OLxGhsHEFsWc2vg40Ryan6d5gMw9qnWrN2k34Dm9UndWfTpgTqfD7QksGxOf9KzC7Xkb+FCpkV0Q3Z/9woBDdwY9PxK5ryzhfiUIs5dTCQq0vjnWAUj9fvW1lKLy9LqikEDWnJw7wFuxd5k+sSprF+9lreWvceipYtxcTWcl1GbFHOys5g65hkmzZhF116W1+rXhDwvj3Mnj/PEgEE62zUaDYf37qF7X9Mtp2ujvmlE/0vCB62nRSqV0b5NI0BbIfHGW9NZvHB5vc434eXniI2N59SJ8/U6Pjg0gGUrFjL++VkUFJjudFgTf9Tar42Xxg5i/oIX2f7LUfOD/2bIzc3l2WefxcHBAScnJ8aOHUtRUZHJY8rKypgyZQqurq7Y2dkxbNgwPS2bBw8e0L9/f2xsbPDw8GD27NkolbpJwUeOHKF58+ZIpVKCg4P55ptvdPYvXbqUVq1aYW9vj4eHB0OGDCE+3rCKpUajoW/fvggEgnr1tPlHE/9Hn+3Cx8uFZ5+qXxcpjUbDzHnfsPDdTcyYYv5h5+7mwPpVk4kM9yMi1BepREzLZkHciEs22s53z6Fr9OkeVWctgRNnE+jY2vIyn8KiMhzsZNXEaYI8ZVIryhR1F9Ho0iaI05eS9LLgWzbRJiWdv2aZmlltCAQClr39DHmlama8uUnv/KaOGzm4FQd+msGw/s2Z8fo3fL5uP5u2nkJRj/urLyx58Kan/V97Zx1WxdbF4ffQDSKtYAt2B8a1MLExr92F127F7vZa18TGbsXGxEKxWxQLUZFumO8PPlDkHE5wMOd9nnnudWbvPfsM58zasdZvBbN8iSeeq9ayYOYc+g92Z/7yxeS2V2xLwkArmpC3jxjUtRNjp8+ibCVnlfv736L59B40NMPS/JUL5ylb2VnpdLnhoaGYmpkpXN5AKxpDfa10qx/fm1PeJ7DNZUe50um3BitUSklKdP2qv9JtSiQS5i+ZxMypS9Iy4ylL0WKFGTtxEL06DyUmRv52nLqNfiplyjjSvUdT+QV/Mjp06MC9e/c4ceIEhw4d4ty5c/Tu3TvTOkOGDOHgwYPs3LmTs2fP8vbtW1q2bJl2PSkpCVdXV+Lj47l06RIbNmzA09MTDw+PtDIBAQG4urpSq1Yt/P39GTx4MD179uTYsS8TorNnzzJgwAAuX77MiRMnSEhIoF69ekRJycK5aNGiLEmM/7aGf9uuC7wIDGbUEPlJd6Rx8sxtilUayqIVR+nQpprCIhxT5+xmwYwu3Lk8nxkT/8alZkmqVHLkRWAwrz5lNDbrtl2gh5LL/Kna8or4D6QSHROPgTTtfyW3ATJDIpHQsn4J9hzPmL1w2tAGeCw8pvze4P/7KJFImDqqOdUrFaJ512W8fpu5lOq3/RJ0DDm4YzSb/htIyOdImrSdzYjxm7h7PzDTGWlCQiJXrz1i1pzthIQoPstShKioaLZv3U+H1v3xGDMbR6cCHDq2lv5DBioc857Kvdt3GdLHncX/LaJ0SdVDv4KD3vHs8SOpoXQ7NqyjbZduSrf5PugdllbWcst9PcO3trEhOOi9nBrqJzExkf279lK6XBmKFJK+TTdu0hBmTf1XpZUMY2MjZs0fz6D+40lKUk3ZrkKlMvQb2JU+3YZ/t6Q+vwMPHjzA29ubNWvWUKlSJapVq8a///6Ll5cXb99KzxAaFhbG2rVrWbBgAbVr16ZcuXKsX7+eS5cucflyyurm8ePHuX//Pps3b6Z06dI0bNiQqVOnsmzZMuLjU0K7V65cSb58+Zg/fz5FihTB3d2dVq1asXDhwrR7eXt707VrV4oVK0apUqXw9PQkMDAQP7/0GTj9/f2ZP39+phlx5fFbBmb6nL/HngNX2bZukNKjolt3XtBn8GqePHtHyOdIdHW00mK95fH46VuCP4Sl6b4Pdf8S51y2dH5evAzG/0kIJQuYoaGhwb1Hb7CxMiWHWeZJe77l4ZMgHAsq56QYHROPgSwv9q+N//9DAQ0NdImKjsuYKEgOHZuV5e8hW2jXOH26VqucxtSr7sjm/Tfo3CLzfAWZDUZaupalRJFcdB/iyYj+Dahbo6jMsqncexGGY0E7tLQ0MTU1oF/PevTtUZfrN56xbvMZHj5+i5GhLlUqOVK4oC2JGjoc8b6G7+UHfP4cSWRULMnJAn16KR6+Jo2IiEj8b9zjxrVb3Lxxl9jYOFyburBi7ex00q5VK+dj/8Fr5LSwwCyHWaZtJicns3rpSq76XmblxrVpKWJTDaiikr+pLJ0ziwHDR2U4/zH4PQkJCSk6AEry7NFD8hd2lHpN1lK+lY01Qe+CyJMvr9L3U5XPIZ/xOXmaVm5V0NWVPdC3tMpJjdpV2LX9IK3bKT/rLVbckYaNazN/9gpGjlVM8fRbatapSnhEJAP7jmP56llSJybZNdv/XnybdTWrUu2+vr6YmZlRvvyX94+LiwsaGhpcuXKFFi1aZKjj5+dHQkJCuuyxTk5OODg44OvrS+XKlfH19aVEiRLpEs3Vr1+ffv36ce/ePcqUKYOvr2+6NlLLDB48WGZ/U9N3m5t/2eaLjo7m77//ZtmyZQrL5EvjtzP89x++ZuaCfezZPEzpvdglK44wYcZ2wsO/LDHmMDOicEHFtPAnTNvODA/ZzlR581iR0zyGK/cCKVHUgf82naNfl5pK9RHAx/cRNatIf5HKIlPD/zX/N7r2eawJ/JxEEeXsBsZGeuTNbc7th2/TifwAuHeqSsPuq2lRtzjGRt+IMymx8lAovzX7Pd35Z7wXvn7PGD/YVeaKzIvgOIwM9TJI8UokEiqUK0iFcikx2eHh0fhefYz7iPU8CwjKMJvLmyflRy1PQz45OZnIyBjCw6N48+YD16/f5/q1BwR/iMbQyJDSZYpRpnxJuvVun6mOe9PG5dm67RQNm7rKFLJ68/oNY4eMpHa9OqzZukFqv742rPIGAdd9L5IQH0/JchkHZjs3baR1p66Z1gc4dfQwdb7xAXj2+BFVa9WW2idZGJsYExWR+d6rOnny8BGBLwL5u33NdM9x+D+TmDRjBEZG6QfnfQZ0wq1JD1yb1sXAQPkIh45dWjGw71jOnr5EjdqqOYs2bV6f8LAIRg2dxpyFE9L1+0cb/aRPMSTpqZbqN+n/zrjfZl2dOHEikyZNUrlPQUFBWFmlD6/W0tLC3NxcZibYoKAgdHR0MPtmq+rr7LFBQUFSs8umXsusTHh4ODExMeh/EyWTnJzM4MGDqVq1KsWLf/FPGzJkCFWqVKFZM9VWslP5rQx/8Icw3IevZdu6QRgaKq/6161jLU6du8u5i/cJDUt5OWlpa2KvgMb++UsPyGVnLjdc0NhYH+eKhbl+4xn+999SqpjyohyXrj5l8TTlvLUVNvz/J699Tl68+kiRwlJEfOQoBPbvUIXFG86zcmqrdOe1tTUZ1ac201afZ/b4VjJqK4a+vg6r53dm3bYLtO65kuWzO2JtmX5pNjhSICY2XqHQPRMTA+q7lObJzcXsP3mXvv3/Jej9F+9tbR1NBg39j7CwlP02QRCIio4FiTaGhvppAwWJRIKhkT6mpkbY2JhTrlwRWreug5WVuUJiPqlIJBLatqmOl9dBmrdxyzCw2bdzD9s3bWXqvJkULKyYr0dmg4DoqCgWTZ/Kii3bM9RLSkrC9+wZ+gwZlmn7r1++5Iz30QyG/8Xje/Qd0E0pRz0DAwOio7+PY9/5M2cxNTOlSeNyGa5Vr1UZzzXbcR/cPd15HR0d+g7owr8L1zBq3ECl7ymRSJi9YALtW/bFsUhBbGwV0/v4lo5dWhEWup6ZU5cw1mOQSm38rLx69SqdgI+s2f7o0aOZPXt2pm09ePAg0+s/GwMGDODu3btcuHAh7dyBAwc4ffo0N2/ezHL7v5Xh7zN4NUvn9cDaykyl+sbG+uzfNpLm7edw3vchIZ8jMTTQlbu/LwgCsxbuY8PKAQrdRyKR8DQgiKYNy+Fz/RU1yytn/D+HRWOeQ/r2wH5vf2pVdcyQ3U9Zw184vzV3HryhYR0phl/O7LxIKVPeh5zgQ4xGhrwDdetXYN3em9x58Fop3QJZdG9fjfKl8tJ98HpqVnXinx610dXVJiRWgzdvP1C2tHKCK+gb06yJMwXy29KkxSRevHiPtrYWE8d1oMPftdMVffr0LYmaxhQsmHVFNWloaWnh5laVPbv20qxVCzQ0NAgLDcNjxBhyOdizcfc2pR3tUvnWCM+YOoY+Q4ZLVdbb57WVek2ayf0dnD1xjLoNamRoOzIiQmoCoszQNzAgJpsNf3RUFCeOHqdK9arkySX9VdikWT1aNOpGz74d0NNLb3gaNanDJs+dvHn9jly5FVsV/BpDQwPmLJrAEHcPtuxcrlQyn68ZMKgbk8bNZd2qrXTv/fcPn+2rCxMTE4WU+4YNG0bXrl0zLZM/f35sbGwIDk6vg5CYmEhISIjMZXMbGxvi4+MJDQ1NN+v/OiOtjY0NV6+mFzZK9fr/uoy0rLYmJiYZZvvu7u5pjoe5c395R54+fZpnz55lWH1wc3OjevXq+Pj4ZPoMvua3cu4b3N9VKWEWafjdfI6RkR53L8+ncoVC2CgwiDh26hblyxTAIqfiLzev3Zfo3bUuzhULc/LySxK0FNvnD4+IybhM/hXb9l5BS0qEgLKGv0xxB27eUc0LH2DEgPpMX3xY6rVFU9sxxGM7UdGy8wEoQ8miuTm0+R/s7XLg2nEJWw/e5unzIOWN/lcUL5aXqxcXUbpUfgwMdKhVU7lwS2mo8kLW19ejvmsDdnvtxHPVWnr93YVOPbsxcsIYlY3+t1w8e57EhATq16+S5mCXemgmfeaA10a69mib4dq3x5VzJ6heM73EclJSEqjgfayvr5+tM/6H9x5w4ex52rapLtPoA2hoaNCuY3O2bdqT4ZpEImH85CFMm7RQSk3FcCpSiHoNarB04VqV2wCYOG04ftdvc/KQ8gJDvzqWlpY4OTlleujo6ODs7ExoaGg6Z7nTp0+TnJxMpUqVpLZdrlw5tLW1OXXqi7Lmo0ePCAwMxNk5JXLG2dmZO3fupBtUnDhxAhMTk7ScNM7OzunaSC2T2gakTCDd3d3Zu3cvp0+fJl++9E66o0eP5vbt2/j7+6cdAAsXLmT9+vVKPbPfyvDXqKpYelpZxMUlMGriFhbO7IqtTQ4unZjG3i3DM60jCAILlx1m6ADFE5YEvAjGPIcRpqYG6Onp4FKrBHfuBfLms/w9sZt3AildXPYMU6r3Psob/pzmRoSEKi8xmkqVCgUJCg7j+csPGa5ZW5owdlAjBk3wUrn9b5FIJLRrXpHNa4fgc+Ee0+ft4fbdzKV7M/BN7L6lpRmXLyxkskcn7OwUSzCjbhITEzm6dzM7Nnly/+59NuzeRvlKFdTWfmREBItmzWP8tElSr29a40n7Lh3R0cn8uxMbG0tCQmJaBrtUXr0MxD6P8isiBoYGxERnDOc7d9qH9++Uk4D+moSEBI4ePIxEIqF504oKzbJbtW3M3l1HM8RlAxQv4YSeri43/TJGsihK157t8L95L0ttSCQSVv83mM2bjnLhwi2V2/mdKVKkCA0aNKBXr15cvXqVixcv4u7uTrt27bCzS/FHevPmDU5OTmkzeFNTU3r06MHQoUM5c+YMfn5+dOvWDWdnZypXTsmRUq9ePYoWLUqnTp24desWx44dY/z48QwYMCBte6Jv3748f/6ckSNH8vDhQ5YvX86OHTsYMmRIWv8GDBjA5s2b2bp1K8bGxgQFBREUFJQW1mpjY0Px4sXTHQAODg4ZBgny+K0Mf1aZNnc3fbvXxfL/evYSiYQcOWRI4v6fvQevUvuvYpgqEVq3fssZunf8onUukUgoVyY/EomE6w8+EBYvewYyf8UxHBTwOfiWpKRkpZcSjQx106kQKsuk4U2ZPO+A1Gu1qxUht20ONu64pHL73xISq0HAy2BW/9uXFQt6sXD5YfoOXsXjp9JDdRRBV1eHQQObq62P3yIrJCwpKYntW/fT0rU7SYlJ7DviyYJFIzh64DAR33g7Z4Vp4ycxePTwDAYbUgYFx49407yN/IyRl89fwrlaRie1J48eU9hJOUdUAH0D6TP+e7fv8vzpM6XbA3j84CEnjnjj2rAsZUoqvqeura1N0xb12b1D+grWyHHuzJmxTKU+Qcrvf97iiXiMnUOEig6Nhlof0dbWYv0GD2ZMW8+9e89V7s/vzJYtW3BycqJOnTo0atSIatWqsWrVqrTrCQkJPHr0KN13b+HChTRu3Bg3Nzf++usvbGxs2LPnywqQpqYmhw4dQlNTE2dnZzp27Ejnzp2ZMmVKWpl8+fJx+PBhTpw4QalSpZg/fz5r1qyhfv36aWVWrFhBWFgYNWvWxNbWNu3Yvj2j301WEQ3//7l5K4BnAe9p1byy/ML/JykpmWWrj+HeW3GFtKSkZC5deZwW8vc1uezMKV+2AC9ffeDKvfcZjMLLV584cvouHz4o/+LX1tIkIVG5uOFSxezxv6v6cr9TIVv09HRkJs2ZMKQxuw758fBJ1pKPALwOSSDgRTBVKqUYmVx25qxf3p8+3eoyd/EBmrab/d2Fe6SRutyfmJiIe+8xtG2RXjwkOjqGHdtSDH7o5zB27F9N157t0NbWRkdHhw5/1+LC2fO8fvU6y305sHsfenr6VK0hXeBq1dKV9BzQR6EB4+njJ6lTP2OSqds3b1GspOJZHlMxkLHHb2llyccPym2ZREdHc2T/QZKTBVq5Vc2wV68IHbu2YuvGPVJ1KGztrHEqUhCfUxeVbjcV85w5GDnWnTHDp6vcBoCRkQGeGz0YMngBr1+rpuv/O2Nubs7WrVuJiIggLCyMdevWYWT0ZXKXN29eBEGgZs2aaef09PRYtmwZISEhREVFsWfPngw+AXny5OHIkSNER0fz4cMH5s2bh9Y3Whw1a9bk5s2bxMXF8ezZswx+CYIgSD0y818QBIHmzZsr/RxEw0+Kzn7KEr9y6WO37rxAiyYVlYogOOVzhzo1issMCZNIJJQqkRfHgnZcf/iRj9Ep5WJjE3DtuITkZIFTF6R7qMbGJqArQ4NeR0eThATlDH+5knnwU1FtLxWPoY2ZuuCQ1GuamhqsnNOJgeO2ERMTr1L7SUnJ3Hz8icTEZMqXLZDheplS+Vj9b990wj0jJ2zm6bNvlotlSPRmB0Hvgqld1Y2dXgd5+iSA+Ph4vA+fpne34XTrMIjoqBi27VlJnwGdMxgpiUSCWwtn3gS+wu+qatKvANevXGPfzt2Mnz5J6vVPHz9x4+p16jasL/X6tzx59JiCjhklpG/fvEXJMsr7R+jq6RErRZnOwtKSjx8ybh9JQxAELp27gO+5i7RoXpmypeSLCMlCT0+XWi5VOHbkjNTrg4b3ZvH81VlKXlO9RiVsbCzZvUP670UW3/qOWFmZs/K/MfToPpWwsO8XEiny6yAafmDpKm/atHBWKhogMTEJzy0+9OpSR6l7bd9zifatqsotlyOHERXLFSQ6Oo6bjz/Rrv9anjxP8Qq99/Ct1CXi4I/hWFlKdzDU1tIkPkG5uNpyJfPInK0/fPJOIeWyXLY5KFLYlhNn70u9bmdjxvB+9fhnvJfSSmjvwpK48fgTToVzkS9v5ku3qcI9x/aOw61ZJWYu2EvTdrNZusqb23dffrdsY6dPXcOlWgtu+98nLi6Od2/f06ZZL549fcmkacPZvncVXXu2kxsbXquGIzktLDiy/6DS6m2BL14yZ8oMFq9almFWksqSOQtwH6aYANYd/9s4FnHKUDY+Ph5BEOT6B0gjOTlZaorjnJYWfAiWb/gf3X/I0QOHcCxahCaNy6mULvlbuvZox8b1O6VeMzMzoVadquzf452le4waP5CtG/fwKlCx7SlZDqP58+di6rS+dOsyhQQlf/civz9/vOEPfPWRE2du072TcvnFvXZfxK1pJXR1FfesjotL4N37UPLmUXx/MY+DJZeuPuLM+XtpS/WR0fE8Dci4jBf0ITxDLHsq2trKz/hzmhvx6bP0GcPWvVe5cCVjGl5pjHJvwOylR2Uus9evVZyihW3xmLNf4b5d8H9LQkISFcsVlOrMKAuJREKl8oVYu6wfm1cNJK+DJZt2X6Zx84m0ajuNhYv34nfjicpyqrIICvpEzb/60qL5yHRLsBoaGowYO4ABg7phl0s5Ja6ihU1p0rg8xw8f5eljxf4WYaFhDO8/iAUrlmAsI1Tq5nU/PoeEUFnKnr00tm3cTLvOHTKcv33zFqXKllaojW9JTEhASzvjoMTS2pJPmSz1v3oZyNEDh9DQ1KCVW1XsbVTXM/8Wsxym5Mplw907D6Ve79W/E+tXe2VJRldbW5vZCyYwYvBkuYNReVEiFSsWo3OXRrgPmKtyoiSR35PfKo4ffSNA8ZmbIAgMG7eRedM6KeX4lpycjOeWsxzakVHaNDO8T/rTsG5ppeo8fvqW0ZO2EhX1JfQt+GM4Ow5cZ9zg9EIpn0IiySnDGVFHW0vpPX4AaytT3rz7TC7bHOnOd29flcnzDlC9svwMgaYmBrh3r83EeQeYNU66o9iQPnWZOHc/81YcY3g/2cvLidqGnPS5Q91aJbOcJc/ExIDGDcrRuEVNACIiovG9/IA9ey8yccpmACxymmBrY46trTm2NubY2ORI+3dSUjKRMdG8eRNMZGQMERHRREXGEBkZTXh4FI8fB3L3zjPi4hKwtDIjIOAtlpY5iIuLJyQknPj4BKIio7l4/hpVq1dU6TPo6urSulU1rt14y9GDh6lVt45Mpb+EhAQG9xnAmCkTyO0g3dM+NjaWGROm8N9mxcKDYmNjefEsAKdiGSNqrlz0pXJV1ZIFJSQkSl2NMM+Zk08fMxq8N6/fcPumP7nt7XFrqf60yan0GdCZJQvX8O/KGRmu6evr0apdEzZ77qJbL9XSIUNKFr46dauzesVm+gzoLLWMoqGhzVvU5GVgELNmbmDM2K4q90nk9+L3MvyQslcbo1gylT0HrlCsSG6KOCoX+7/34FUa1SuDnp5yS5g79voyf7r0H7IsctvlZMOKARw/fZv9R66hoaFBQkIi2w/4UbVaSapWdkI7MSXsLjomHkMD6X3S1tZUOKvd1zSoVQzvM3fp8Xd6B7C89haEhcfwOTRKoVwDzRuW4cAxfy5de0qVCgWllpk0vClDPLazevM5enVMHw8eHR3Hk7fRCEIIDeuWkVpfJb7a2zc2NqBe3XLUq5ui4JacnExISATv3oUQ9P4z796FcMn3ftr/h4REoGdohK2tBUZG+hgbG2BoZICRYcr/N25SnVGjM+7Th4SE4e3ty6bNPty/+4hb/vey/DEqlLWjdAlLjnifxdjYmEpVndMtvQuCwPhho2nVvg1lymdUqEtl3rRZ9BjQR2Ya4G85euAwDZtKz1x549p1uvXtqdwH+T+JiYloSdEp0NHRSbd0/fTxE549eYqtnS1uLVTPSKgohRzzExYazofgT1haZYyu+btTC1q6dqd9p5YqORGm0qPP33RsM4BadapS2Cm974qyehD//NOWoUMWsW3rMdr/rZjPRlZJ+hRDkq5qKx9JceLWRHbz+xl+UMj4h4VFs3zNcY7sGqNU04Ig8N/6k3Lj+78lMjKWiMgYbKzNlKpnYKCLW7PKuDWrzOfQSNYt60fI5yg+h0ZSopgDj56kLHkb6OsSE5uAvozBiI62FvFKLvUDuFQvyoAxWzIYfoC/3SqzZc8V3LvXllIzIwsmt8Wtx3IObBwoNfmPRCJhweQ29B6xCRNjfdo2S4lXP301EDvbHBQvap/lWb4yaGhoYGFhioWFKSVKZIyTVVW5z9zclL//bsDffzcgMiEnsbHqETLS1tamWZMKvAoS8D54mFz2uSlZpjTJyclMHTuRAoUK4tpcdlIZv6vX+Bj8gQaNFU9GtH/XHpasXpHhfFJSEvFx8RgYKJfsYfSg4QQ8e46mpiYx0dHktLDANpctlao4k8P8/6tOgsCVS5cJ/fyZ/AUL0KKZdPGV7KJ7r/asW71VqlSvlpYWHbq4sWn9Tnr166jyPTQ0NJi7yIN/+o5j+75VaasfqohASSQS5s3/hw7tJ5A7txXV/1LjwFnkl+T33eOX46U9ceYOJox0U2qPHuDI8ZvUqFpU6VwAB72v07ShnKx0coiOicfISB8HewtKlciLhoYGRRxzU7J4HgwNdbn9JJiwGEHqzN7MVJ/QcOWV0MxzGBIRGUuilG2CpvVKcfDYLYX3D81MDRjl3pAxMzKqoKWioaHBytkd2X3Ij5Vbr3DB/y21/ipGEcfc6jf639GTXxYSiQR9feXzSmSGvY0Et5ZVyGlpyeH9B+naugP5CxWg98B+MuvExMQwe9J0Js6apvB9Xr0MxMzMTKoc773bdylSXH7mxG9JTk7m/Jmz+Jw8zZVLlxk3dCTu3fvwOjCQj8EfOHH0GB8+fKCQY2FaNKtEqWKK5z9QFzVqV8H3wnXi4qQP2NzauHJw33GZ1xUlV25b2nVszoI5K4GsJd7R1NRk7foJzJjuydOnr7LUL5Ffn9/X8IPMF/vtuy8J+RxJzerFlGpOEASl4/ZT2XPgKi2bqD4zSU5OzlT51NYmB7ntcpI7V05efIjj5OWXvPqUkOYgZJnTmA8fVcsnX6lsfi77ZRQE0dHRolRxe675v1C4rXo1i5GUlMyp89JDEiOTdDh34w0Tx7Xn2OlbfPwUobKG+a9Aduqq29tocHj3dho0dcXa1oaT3seJipTurDl36ix6uvf9Mqv+ivt37nHV90qG89s3b6Ntp7+ltud96Aj1XBsq3Wf3YYOwtE7v/Fq8ZAmC3gXx8sULmjYuj421GblVj8zLMhKJhJatXdm766jU61paWrTv1IJN63cBcMX3Bts271XpXq3aNuHJo+c8uq26RkAqhob6rF47jv79ZhMaqtq7QOT34Pd9o6byjfEXBIGxU7Yxa5L0F1ZmnL1wnzIl8yql0gcQFRVLQmJihtSwyvDq9Sfsc2U+u4mJicfM1ADHQnbUrV0SfX0dHr2O4vqDDzwMjCAiSjUVvga1U/b5pdHz72qs2XJeqfbmTGjFjMWHCfmc4psQkajN7WefuRsQRuDrj9SpWYLiRR3Y4TkE75P+zFqwT/1eyT/BbD87CQ+PoEv7gXTu1pqePRrRvGlFGjUojb/fTU4cPcblC5fSvM9Peh8nIjyceo0yDmiTk5OZPmEyefLmSXc+Li6Oq5cuy/T8v3H1OmUryPYlkIVD3jxYfyWOYp4zJxu2zqdZkwpUr1JAofDC74Fb28bsySTe3q2NK2tXbaFKOVfatejNulXbVLqPRCJh8aJ+jB29jPj4rItP5c5txfQZ/enZfZpUCWKRP4Pf3/BDupf81p0XqFmtKHa2ijkvfc3SVd4M7KP8LCbVCz0rPH76jsIFM88AFh0Th4H+l71zSwsTijrlpkK5gjgWsiM6Non7L8M5fimAj9ESkpIUi4BIieeXLuRTuIANn0IieRsUqvBnMTTQZWC/JrTs9R+3noZw534gpUrkpUQxB4oV+bJfrqOjxcpFvdDV1aKH+wr1qe79ZEZf3bP+jx8+0aXdQIaN6kftul98M7S0tKhbpxjNmlSgfNlcXPQ5j+eqtcyfPocho6T7rHht2kqtenWwtk0farh901badGgn1RA/fvCQQo6FFV6piY6K4vKFS5zyPsFJ7+M0btEEHV0ddHV1GDGmL7Z2P3B6LwNDQwMc8uTmwf2MYZSea72oXKYRAc8CuX/3MZ8/h6ns6Geo9RFLyxx079GUuXM2ZbXbAFSoUJS27eoyYvi/amlP5Nfj93Tuk4a+MeHv37Nu0xmO7h6rdPVHT95iZmqotHMewIEj15k4urXS9b7m1ZuPOOSWP+PXl5GIx9hYn3OXHmBrnYNiRewJeh/K03fRfPgYjq6uNibG+ujpamOfUzvDC1tDQwMba1NevvpEHvuMnswj3Rswa+lRlkyTHsIUF5fAw1eRJCQkYmioR1RULM4VC6OlpcGS/46ydqnsvWeJRMKQAY05fOwGLTrMw3NFf6wsM08L/Cdz+9Z9xo2cyewFEyhaTHaopYmJMRXK2bNi0Xy271lKwKtgHtxLEVmSSCRY29pgbmHO/p172LJvR7q68fHxHNqzn60Hdklt+9C+g7g2byL1WnRUFE8fP+HTh09pqzh6+npUquCAsXHKilijBqVZtmAxOXKYSg1nk0gkJCcrn3tC3XTp2RbPNV7MXjAh7ZwgCGzZsJu3b96nc9rUVTICCNIPCFu3qUOH9hO4e/cZxYtnVKhUltZtXHj48CUrV+yhb7+WWW5P5NfizzH8wJQFBxgztDk6MmRtM2PR8sMM7q+4t3MqSUnJvHkXgoN91pyQ3gZ9lptyOCk5GU0pKXkBzl28D0joNWgluzcNx8baDBtrM5wK5wJSlnQ/hURy6fYbLHIak5CQxIeP4dj9P37fySkPiz3P80+fhoSFR2NpYUJkVCz6ejpI9Ix4+OwD5268JiY2gbwOlgC8fvMJayszDA10KZDPGmPj9Gp0TRqW5/mLYKbP28P4EZkngnGtX5Y89ha067aIJXO6UbyogyKPLSM/2Ww/FUOtj0Qlqv4dSU5OZuXSDVy+5Mf6zYuwsMw8kVNcXBz9e45i9oIJ2NhaYWMLkLKcLwgCz1/FMWrgMFwa1OPCmXNp5yUSCaePn6R46ZLcvumPjo4umpqaCIJAYmICMTGxHDt0hFKlS+Nz4nRanVTdcQNDA0oUtaRyBdl/Py0tLQwNDejZt6NU466np0tsbJxcdcPspkTJIjx78oKYmNg0B02JRMIxn+2MGjqVXdsP8jkkDEBpB85vV4EkEgnzFgyiZ/fpHDiUUQdeFcZP6E6XzpMpVCg3dVxU05EQ+TX5Ywz//fsvefs2BJdGVRWO80/l46dwgoJDVTI2l689pnKFQkrX+5Z3QZ+xs8l8e0JbS7Y63/R5KQlGzl54wKUrj9KS2aSioaGBpYVJWmbCb3EsZEe95tOwsTbF0FAXHW0ttLQ00NfTIYeZIdMmtGPLjvMsmdM9rU7qoCIz/unbkH9Grsdr10XayZEyLl7Uge2eQ+jWfzlNG5anZ5fays36flKjn4qqxj/4/UeGDvSgRq0qbNj2r9x9cEEQGDpwIj37dpC6KiCRSPj09gH2uc0ZNLhNumsJCQmsXLSAbXtWkBCfSFxcPElJSUgkGmhrG/LmdQQVKhajSRPl9/e/pn7DWrRpLz30UE9fl7ifwPADNG/VkL27jvB3py+z5pRQvIlUrFyWcSNnEPz+I3pKGH5ZWz92dpa0bVeXxYu8GDZc9VDBVCQSCSv/G41bi1HkzWdHgQLK6ZmI/Lr8GXv8wDiPDcyc1jXlH0oagJXrTtCvez2V7nvgyHWaNcp6/vR3QaFytxm0tbWk6nKHhERy/2FKNrdPIRH0dF+p8P5+KhoaGlSuUJibt19gZWmKmZkh1lZmmJgYYGysT6XyhXjzNoTXbz4p1a5EImHhzC7s2OvLpSuP5Ja3tDBh/7aRxMTG06z9nIzJdv4wTh47R8/OQxnjMYhe/Toq5Py2eP4qihZzpH4j6TLViYmJzJi8iAlThma4ttPrIC1aNcTQ0BCzHKZY21hil8sGWztrLCxzcvL4OZq1VN4P5ls+fQohp0XGCANI+S6qW1JZVVq2dmXvziNSr7Vu14QDxzZiYGjAPRkyv98iz9+jc5dG+F66w6NH0nNoKIuBgR6r1oylf7/ZREYqH+4r8mvyRxh+72PXKVrEgTx5vnIS0jdWaAAQGxvP2Qv3qVtbNee8m7dfULpkXpXqfk1CYqLcLQpZevzL1xzj3fuwtH+/ePWBOYsU18VPpXP7v9iw9azM66OHNGfWwn1Kt6ulpYnniv54TN/Bg0fy081qamowqF8j/p3TnREem5izaL9UnYF0/OSz/VQUdfSLjo5h7IgZHDtyhu37VlGsuGI579es3MLbN+/p/09XmWVmTllCx66tMM+Z3vAmJSXhtXkff3eWviecnJzM2dO+VK2e9YFuQkIi2lKU+wAS4hPQ0VV+zzw7MDDQJ29+B+7feyz1ulORQpy+uAt9fT25kSmK/O0lEgkLFg1h5PAlaot0sbe3Zvz47vTrM0vU9P9D+O0Nf2JiEvMW7mb0yDbSC8gxCF67L9HOrapKYUQBL4LJn9fqu4UgaWtpZtDjFwSB1RtOpcXza2pqoKujzcwFe4mOVk5gpHBBO169+SQzhW6FcgUJeh/Kq9fKe6mbmBiwZc1ABo5Yz/UbzxSqkzePFXs2p/grNGo1k5u3AqQX/EWMfiqZGYDExEQ2rttB2xa9qVHLmbmLJyq8f7x43ipeBLxi9oIJMr+Tx4/6EPo5jFZtMzrnbVq/k+ZuDdDVle6hfubkRWrUdlbL/nNmxMcnqJTxL7v4u1MLvDKJ03cqUoi/ajrje/G6zDLKRHY4ONhQs3Z5Nm6QvtKgCtX/KkOVaqWYPWuD2toU+Xn57Q3/2vXHaNv6L4yNM4m9z8QweO2+yN+tq6l075M+t7Mcxgep4j3yBw/SlvoTEpJo4FKakYOaMcOjPXVqFOfo7jHcujhPqax2qTRrVJ79h2XngZ80pjWjJm5Rul0Aayszdm0cyoTp2zl7QXoa32+RSCR0bl+DTavcmb/0IINHe/L2XciXAr+Y0U/lW0MgCAJHDp6ipWt3EhMT2XNoncyl+m8RBIHpkxcRHRPL1FmjZH6XXgW+ZfmS9UyfmzHq5UPwJw7sPUaXHm1l3sdzrRedu8kYYCuBvFlnfHwC2lIy9/0oSpctzm3/+5luP/QZ0JmVS6UbVVXCOQcObM22rcf4+DFU6bqy6Nu3JS9fBnHkcNbFgmI/RhMTrNoR+1HccshufmvDHx4exc7d5+neVYH9eSkG4vqNZxQrYi8zRE4ep8/dpVb14irV/ZpPIZFY5JRvwKQt9evoaPHf4t7MntKB0UObo62tReUKheXmr5dF25ZV2LrrgszrxYs6kNfBkkPefiq1b2ZmyK6NQ1m04rBSbVhbmbF59T+0aeHMPyPX02/Iap4HvFepDz8b167cpG3zXty5fZ+tu1fQvfffMpfBv0UQBMaPmoWJsRFjJvwj0+jHx8czuP94Fi6dIjXmfPKEeXhMHSYzr33As5cYGRtKTVyjLMHvP2JlLdvJMTk5WWY/fgQSiYS/ajlz3ueyzDI2tlaYm5ul2xIw1PqosoaDlpYWU6f3ZfSopSrVl4ZEImHR4qEsX7ZLbT4EIj8nv7Xhnzl7B6OGt1b8JfHNvv9/60/Qt3tdle6dnJxMaFh0ltT6UgkLi8bMVH4GPHmpd9Wx5WBmZohDbgv8bmaU8E1l/Ag3Fiw9RGSkakqBhoZ6bF8/hG27LrJ1p+xBhjSqVHJk16Zh9O1eF4/Ze+jSfR53775QqR8/EkEQ8Lt4nO4dB7Nj20GWrprFqHEDMTKS/z1IJSkpiWEDJ5K/gAMDh2aeJW/i2Ll07dWOfAXyZLh28fxVDAz0KV1W9iB27apt9OzTQeG+Zcazpy/IL6UfPzOt2zVl+7b9hIaG47l2O0sXrc1QZsCg7qz41xNQj2hThQpFMTIywOeMaoNsaejq6rBqzVgGus8lIiJKbe2K/FyoZPiXLVtG3rx50dPTo1KlSly9elVm2dWrV1O9enVy5MhBjhw5cHFxyVC+a9euSCSSdEeDBsrr4X/Ny5fvefzkDXVdyipfWd+Yz58j+fApnEIFMlfLk8WEadt5/kI9M86IyBiMjeSHLpmY6BMuJxGPsZEeERExWerP8IFNmL/0oMzrBga6jB7SnEkzd8gsIw8dHS02/ufO2Qv3WbbaW+n6pSqWYPOGkYwf054ly/bTpv0MfM7e/mm8wWXx+nUwM2d40qD+P/j43GDO7B7MXeSR6QxYGuHhEfTuOowKlcvQQ45B3r/XG4lEQpNmGVfG4uPjmTN9GeMmDZFZPzo6hgf3HlOuQiml+iiL589ekr/gr2P4P4eE4n3kNIcPnKRyqQYM/2cSPqcuZShXyDE/IZ9CiQl9qrZ7T57Sm+nT1xMXJ93vRhXs7Czx8OjJgP5zRWe/3xSlDf/27dsZOnQoEydO5MaNG5QqVYr69esTHBwstbyPjw/t27fnzJkz+Pr6Ym9vT7169Xjz5k26cg0aNODdu3dpx7ZtqmlbpzJ52hYme6ge67ph12W6tK+pUt1HT96wZOVRmWI6yhIeEYOxkXwHLoucJnz8lLlGQeGCdjx++i5L/cmbxwpdXW0eP30rs0y9OqX48ClctsOdAmhqarByUS8+h0bRrf9yxQcsX63aFCqUi1UrBrFgbi/Onb9Do6Ye9B3wLydO3pAa+vgjiIuLZ/eu07R2G824sSuoWLEoR70X4zGxJ3ny2Co9O7x96z4dWvenZ9+OtO/YItOyN67fZovnLiZNly7Zu2zxejp1a4Wpqeytpl1eB2ktI+ZeFZ4/fUmBgnllXs/MGA3qN15t/VCEt2+CKJq/OmOGTSM8LIKgoA8kJiZSolQRqeX79m7IurUH1HZ/U1Mj+vVzY85s9cj5plKtemnKlHVkyZLtam1X5OdAacu0YMECevXqRbdu3ShatCgrV67EwMCAdevWSS2/ZcsW+vfvT+nSpXFycmLNmjUkJydz6tSpdOV0dXWxsbFJO3LkkB7DCymqY+Hh4emOr7l79wWCAMWL51X24wEpL5bDR6/RpGVNpZ3D3geH0tBtJpFRsVLT46pCRGQMJpk5J/4fC3NjPoZkbviLOubm7gPpuvvKMHxgE+YtkT3rB5gzpSOjJ21VWjPgayQSCeNHuNGtQ02atZ/DDX/ZWwyAzL9X7tyWeIzvwLHD0xk+xI2b/s9o5jaZbj0XcODgZWJjszZjCgr6hPuAuVSrkvmSOqRsA929+4z/Vu6hc6dJtGw+kvfBIaxaM5YNGydSx6ViBmEiRYy/IAisX72NOdOX4rllMc5VM08Dff/eY6ZMmM+qDQukesm/CHjF1cs3cWvTWGYbiYmJ7Np+iOZu0mP3Q0PDlV5lef7sJfnyq6bM+P79B5XqqYpdLhtmzhuXLjWxtrYWZcqVSFcudT+/Xv1KnDx5Va0Jclq0rMkt/8c8f/5GfmElGDy4HdevPeDChVtqbVfkx6OU4Y+Pj8fPzw8XF5cvDWho4OLigq+vr0JtREdHk5CQgLl5ehU6Hx8frKyscHR0pF+/fnz6JFsIZubMmZiamqYd9vb26a5Pmb6VieNV328843OL6lWLfcn/rqDxj4qKpU7TqQS8TFn9iImJ5/Nn6WlQlSE8IgZjY/kz/pzmxnz8FJ5pmYrlCnLletaXGosVsScsPDpTwR5rKzPatHBmwVLZWcwU5a+qRdm5cSgzF+xj8Yoj0md9Cv6dCha0Y+Tw1hw5MJUpEzvxMvA97TrMwrWZB336L2HZioOcO3+Hz5/lKzw+fhxIs6bDqVi+K/+t3ENYWMa/d3x8Apcv32X+vM20aTWGZk2Gs3HDYWxtLViwcDCHjy6if/9W5MghXTUxlcyMf0REJH17jCQ0NJyNXkvJaZG5ymPAs5eMGjqV1RsWYGaW8b7x8fEMGziRmXPHZuobsnXTXlq0aigzCc2Y4dN481o5kaWY6BgMDZXLgPkj6dqzHeMnDcY8pxkAxsZGFCycL+361383DQ0NmjT9i/37zqnt/hKJhBmzBjBuzHK1tZna7vIVI5kyeTVBQcoJc4n83CgVE/Px40eSkpKwtk6fLcva2pqHDxVTpho1ahR2dnbpBg8NGjSgZcuW5MuXj2fPnjF27FgaNmyIr6+vVMe8MWPGMHToF1Wx8PDwNOPve/kBtrbm5M2rekYvz40nmTG1S/qTqUZFhtxvYmISDVpO5+HjL6PusIhort18Rr3aWdv7jIiIIZed/GyCFjmN+RSS+UAjbx5LXgSqZ1Y01L0xC5YdYsGMLjLLdO9Ui859lnL+0gOqV5G+/KkoOc2N2bFhCP/+d5Q2XRayYmFPLHL+32ipGLZnb2/JwAHNGDigGYIg8PbtJ27fCcD38gNWrTlKaFgU2lqaODhYYWigh6GhLgYGevhevs+5C/eIiopLp3j28VMYvXvN4OOH0LTBiaamBqVKF6ZatVL07eeGoaHqUrPSZH3v3nnI2OEzGD1hIFWqyRfPefP6HQP7jeO/dXNleuGnOvvlzWTmHRsbx06vA+w5JH21L/RzGOFhkTjkkS/dnEpycjJkMtBITEz8qTz6U+ne+2+Sk5OZOG4uSUlJ5MvvIHOg1qWLK506eODWqrba7l+4sAP58ufimLcv9Rs4q61dY2NDFi8ZTp9eM9i1Z/ZPFUYpojrf9a84a9YsvLy88PHxQU/vywy2Xbt2af9fokQJSpYsSYECBfDx8aFOnToZ2tHV1ZUqIiIIMH2WF2v/G6xyH8PCoggPjyZ3bkvpBfSNpRr/x0/f8S4oFCtLU94Hh5KcLBAVFcfJM7ezbPjDI2IoYizfWBgZ6RERmfk+uEQiQV9Pm+joOJXi+L+mUvlCzJi/l6D3suWEJRIJKxb0oln7OWxZ849K2Q2/be+fvo2oVtmJNl0W0q9HPVq1r4s6JJIkEgm5clmQK5cFDRt8MaDx8Qm8evWB6Og4omPiiI6O4/WbD2hqSDIsY+cwM2bqtL5YWJhmm4FKNf5hYRHMnbGMd2+DWLd5odzEPJCSsrdfj1EsWT6dXLmlO64e2HdMprPf16xZuYUu3dvIDC3cse0AbdpLz9Ini+dPM1/m/xwSRg7znzM7Y8++HYmOjmHi2LlYGMsegJuYGJI3nx3+/o8pXVp2BkVlGTuuKy2aj6RmrXLoqlHZsEiRvHTo2JDx41Ywe85AtbUr8uNQaqnfwsICTU1N3r9P763+/v17bGxsZNRKYd68ecyaNYvjx49TsmTmojb58+fHwsKCp0+VW5I+efomZUsXwNpatn+APHbsOkfb1n9lXkiK3G9Rp9w8vfUvN87Nplzp/NSpWQKH3BbcvP1C5b6kEhMbj74CaT1Ts6DJo1zp/NzIgtPd10wc1YrxU70yLWNkpMe/c7vTc+BK+dK6ClK2dH6O7BrD8zehuDbz4MpVxVacVEFHR5sCBewoUSIflSo6UatmKebP6c3ZU3NZsGgIhQs7YGCQMpA1NjbA2to8W2elSUlJeHmuo0s7d+o2qMHaTfKz8UHKDLxXl2HMWjBeptd8wLOXbFizXaazXyrh4RGcPHaWlq1dpV4XBIGjh07RsHHGgXtm+F2/TbkKGd8Py5esZ9G8VRw6cBwtTU0SEhKUavd7MWZkC/76qzQhIWGZlus/oBUrV+xR672NjAzo2bMZSxar3yGvTVsX4uISOLBffVsUIj8OpQy/jo4O5cqVS+eYl+qo5+wse3lpzpw5TJ06FW9vb8qXz9zhCOD169d8+vQJW1vlQumWrTjIsCGZp3eVx979l2jeTMGlMinLy9ZWpljkNOHk/gm8uLuMA16jstQfSHmJKpqFTpHom8oVCnP5mnRtcWUpWzo/mpoaXPXLfJBW1Ck3HdtUZ+zkrEVrpKFvjF6OnIwa0QbPNcPYsOkknbvNIzBQenRJdlGzZllu393K7Dnu2NtbY2SUvXvT58/dpHGjoSQkJHL06Gxq1FLsu/r86Us6tXNn0owRUjPyQcrS/RB3DxYtnyZXEnfZ4vX0/6ebzO/ljeu3KVGqiNLSun7XblGufMYVsrOnLzFp3FxGDZ3Gru2HKOVYi2L5q3P9qr9S7WcnqUv73Xs04+CBzPUnHB3zEPTuo9pj5du0deHCeX9ev1b/72D2HHdWrtijdidCke+P0l79Q4cOZfXq1WzYsIEHDx7Qr18/oqKi6NatGwCdO3dmzJgxaeVnz57NhAkTWLduHXnz5iUoKIigoCAiI1OWwiIjIxkxYgSXL1/mxYsXnDp1imbNmlGwYEHq16+vVN9q1SiFqQJCN7J49Og1DvZW6OsrsQT+zew/8NVH8tin7MFKJBKVVf++RplYWm1tTbnRBBXKFuCagnr4ijBtQjs8pm9Pywcgi3atqhIXn8CeA1eydsNvBlxWVmYs/9edUcNbM3jYf4wd70l4+PcTH9HU1KRvPzfu3vfiv9Vj5FdQgefP39Cp40T27TvLVq+p9O3XMiVvvQLe/pcuXGPoQA9Wrp1DqdLFZJYbN2IG/f/phr2DXabtffzwiZvXb1O3QQ2ZZTau20mnrq3l9u1bXjwPJF+BjEv9vQd0xsjYkPi4eKKionn75j3GpsaZigp9L75V4HNtXJXDh+QLT7VpW5ftXifV2heJRMK0Gf0YP26FWtuFFHGfFf+Non/f2cTGZp7nI/ZzPLGf41Q81KdJICIdpQ1/27ZtmTdvHh4eHpQuXRp/f3+8vb3THP4CAwN59+5LnPiKFSuIj4+nVatW2Nraph3z5s0DUl6at2/fpmnTphQuXJgePXpQrlw5zp8/LzMZiCx69cia6I/nxhN07ewiv6A0/j8AuHQ1Y657daCo6F5eB0teyJn1GhvrExEZqzZxDksLExrWLcMmL/nLgHOndmL1hlPce/BKbtnzlx7w5m1I+pOZOPEVK5aHPTsnUOOvErRuP4NRY9by7JlsrQF1Y2CgR8GC9vILKkhycjInjl+hXZuxTJ2ylrHjujF/weAM3v+ZSb9u37qflUs3sHnncpl7+gD/LliDta0l9RrWlNuviePmMmr8QJne/pGRUQS9e08hx/xy2/qa+Ph4NLW0pLZbo5YzZjm+7O1bWVuw0evfbE8IlBmynrupaYpap7QIj69p6VaTvXvOqL1fJUoUxNjYgMuX76q97Tx5bPlnUFuGD1ui9rZFvh8qKcy4u7vz8uVL4uLiuHLlCpUqVUq75uPjg6enZ9q/X7x4gSAIGY5JkyYBoK+vz7FjxwgODiY+Pp4XL16watWqDJEDipAVZ7WkpCSu+T2mUkUnldsAuOQXgHP1MllqIysUyGfD8xfyl/kKFbDh0RP1GcX+Peuxcds5ucqBOjpabFg5gIEj1vH0WeZhXlaWpnTtt4zjp24pnEYZoH69cngfmkaL5lWYNtOL5m5T2Lf/ktr8C7Kb0NAIFi/2omGDQVy//oDF/w5nvacHRYrkzbTe10YoNTGP/427rN+yOFOp343rdvDmTRAjxgyQ27dTx89jamqSqUrfxnU7aCdHOEga9+8+plgJ6YNmLS0tSpYqCoC+vh69+3WisGMBpe+hLuSttDRyrSo32Y2eni6FHfNw69YTdXYNgAkePZg2ZW22KO81cq2KmZkRO3eod7VC5PvxW2v1K4PP2dvUqlEyy3r2zwOCKFDAVilDJQ9BUFxnP4+9BX7+8pfxG9Utw5HjN7PatTS0tbUYM7Q5U+fsllvWytKUTasG0mvQfwS+kv0CdSxkxwGvUew+coMJEzcqJQQjkUioXKkI69cMZd3qIbx4+Z4GjcczacpmXr/+viIvipCcnIyf30P695tN965TcbC34fCRhYwZ2xVra/mhnKkYan2EuFf07TESa2tLZs4bl6mj4f49R7ly+QYz5MTrQ4pWwKL5qxg3abDMMrGxcXgfPkPTFspt00Hq/r5sx9/e/TuiqalJYacCDB3VV+n21YGiiXUaNqqCt7fspD2p9OjZlLVr9quja+mwsjKnZq1y7NxxSn5hFZg0uRcW/9ctEPn1EA3///HacY52bWTvWSpCYmISmhoa6V+gahwAKIKf/3OmzNolVy2vRrWi+Fy4p9Z7u9Qqybv3nzNN4JNKLjtz1i3tR9d+ywh6Hyq9kL4x+uY5+W/5PxQulItmblN49y5EetlMMDc3ZvA/LThxdAY1a5Rk7IQNNGwygdFj13Hy1E1iYjLfr1SWmzcfUb1qL06ekJ3DAuD9+xC2bPama5fJNHEdyq6dp3Af2IY9++bQomVNlZaxz5+7SfNmI+jRtQ49+2YuYnXq+Hn27jrK4uXTFHIeneqxgOGj+2cqrrNp/U46dHFTKarh6hX/TFcSqteoTFJSEpt3LFfY2VVdKJtJz9ranI8fPssdrBYvXoDnz94QHa1aQqvMcB/YmtWr98ndj1cFLS0tatWR76gt8nMiqjHw/zjt1x8oUCBzpyZ5PHnyhsKFZYiVyBEAkoeiM/4Lvg9JTErGY/p2pnu0l1lOT08HHW0twsOjMTFRnyf64tndaNNlIQe8RmJomLnaYL68Vixf0JMOPZewY8MQcpr//xlJGSh16liH8uUK0bHrHMaOakud2spvp0gkEmrWKEnNGiVJTk7m9u0ATp3xZ9mKgyQlJVO5khN1apemXNlCX1QbleDOnacM/mcB9x8E8PFDKB8+fk53PSQkjFv+Tzhx4iq3/B9jaZUDF5eKzJrtjo1N1tLZRkXFMGH8SmJi4ti9ZzYmJoZAiqH6VvAH4IrvDVat2MSGbYrtk1++5Ed8XHymUQRxcXEc3HecPYelC/pkRnJyMh+DP2WajEhDQ4O69f/K4Hz48METgt9/wtragvj4eARBUEsmSshaFr1KlYtz+fJdqlbNXMfDrVVtdu86TafOjVS+lzT09HTp06cF/y7ZwYiRndTatsivjWj4gZOnblJPlSx+3+B/6zmlS8rZd1RhAKCtrUm8AgllYmLiefz0HcnJAms3naadWxVKFJOd5cylZglO+tyhZdNKMssoS05zY8YNb8nQsRv5b3FvueWdCudi/vTOtO++mF0bh2KSiW9HkSIOHNgziWEjV7NrzwWmTuqMhYVqYi4aGhqULl2A0qULMGyIW4qs7pWHHDl6jRmztpP0/wgFG+sc5MtrTd481uTLZ0PePNYYGOgiCAKfQyNJlAgcO+bLzOmePHz4kk+fvsRv79x+ikMHLhAVlSKqZJbDmOLFC9C6TR2mTe+rtlnrhQu3mDxpNSNGdKRe/coZrn+r9nfT7w6zp/3LBq9/ZUrtfk1sbBwzJi9m4/bMc79v27SXNn83VWml4vatB5QsXTTTMu+DPmBjl/H7sW3TXv5bthFDIwMiI6IoVvAvJEgYPLwXvfqpZvDUkTa3YaMqHNh/TiHD37XzZLUb/tS2mzYeRucurkptGYn83oiGH9i+8xzTJsuWnVUU/1vP6NRBQcGSr2e1cgYBRoZ6CuW2P3j0elp2vvfBYbTtugj/i3PR0ZH+Z25UryxTZu9Sq+EHqF2jOMdO+bN7/2XcmmU0RN9SumRepk7tRqtui9mwdji2trJfUIaGeqxcNpDLVx7QocscGjeqSL8+jVWaoX+Njo42f1UvwV/VvyRXEQSB9+8/8+LlewIC3uNz9jYvXr4nNjYBDQ1JSrZADW2OHbtMfHxihmx/Zcs7MWhQW4yNVQ8xzYzo6Fg8JvxHREQ0u3bPSvMml0aqIdu9/zbrV29j3eZFGBvLLv810yctpHf/TlI1/VNJSEhg987DMuV75XHq+Dnq1KueaZmA54HkL5BxINu7fye8tuzjfVCK78bb10HY2Frh2rSuUn1Qh7H/mnLlnJjksUpuORMTQ4yMDXjzJphcuazU2geJRMJ4jx5Mm7qWf5eOUGvbIr8uf/wef2xsPB8/hWNvL0OiVwkePnqNo2Nu5SvK8QMwNtKXK8ULsHzNcWK+yjL3/OV7ho3dILO8g70Fr958yhbP36nj27HK81SmSXzSPre+MZUqOrFkQT/+7jybW7fk+whUrlSEowenYmSkT4PG4zl9xl99nf8/EokEGxtzKlcqQvt2NRk7uh2rVgxi4/rheK4dxuwZ3Zk+sz+h4We4cm09tWqVw9Lqi2pk7lxW2WL0ExISWbN6P82aDqdOnQr8t2pMpkY/lRUrdnNk/wF2756cLjQuM/bv9SYhIZHGzTI3otu37settatM+V55XPW9QcXKmW/fyMralyu3bbpQRX0DfXr164hdrszVRFNRdv9eUTQ0NLC1s1BITKd9+3ps9zqh9j4AVKpUjM8hETx9Kj+E9ncnJCSEDh06YGJigpmZGT169EjTlJFFbGwsAwYMIGfOnBgZGeHm5pZBvTYwMBBXV1cMDAywsrJixIgRGTIw+vj4ULZsWXR1dSlYsGC66DdICX0vWbIkJiYmmJiY4OzszNGjRzP0x9fXl9q1a2NoaIiJiQl//fUXMTEKpiz/P3+84T/qfY1GDeQnNlGExKSkrCWx+MoQfo2RoR6RUZnP+KOiYrl19wWGBrqYmhiQw8wQ+1wW3JETL1++TH65qnuqoKOjxZI53eg3dHVGR0MZAx0nJ3t2bhvLWA9PDh2WL/KjoaFBty712L19PEe8r9G+4yxevHgvt152UKJEQY6fXMrJU8twqVsRIyN9kgXV0xFLIzExkQ2eh2nUcDAaGhKOHF1Ew0ZV5NZLTk5m5IglBL8PYc3acejq6qQZu8wM3sMHT9jiuYupszJXn4yMjMJryz7ad1I+hA8gLCwCPX09uSp/Tx49T5f17msGDOqWtm2RJ08uBg/PfJtJkc+vDho2rMLRI5fklnOpW5ETxzN3Bs0K4z26M3WKaqsxvxMdOnTg3r17nDhxgkOHDnHu3Dl69878uzJkyBAOHjzIzp07OXv2LG/fvqVly5Zp15OSknB1dSU+Pp5Lly6xYcMGPD098fDwSCsTEBCAq6srtWrVwt/fn8GDB9OzZ0+OHTuWViZ37tzMmjULPz8/rl+/Tu3atWnWrBn37n1xwvb19aVBgwbUq1ePq1evcu3aNdzd3ZXeNpQI2THd+86Eh4djampK2Mdd/3dqUpwOnWezYG7vLOn7AwQFhTDOYwNrVw3JUjvSOLL/LIGvPtK3h+ykKZGRsWzY6kPhgnZoaWmwa/9lls2Xnxv+/sPXLF9zjKXzeqizy2ms2XCKt0Gf8ZjUTeE6cXHx9B2wlNKl8vOPezOFHbUePnzFpKmb0dHRxr1/EypWUL+Q0tc8ffqWRE1jqaI9T568wshIH1tb2c5q35KQkCh14JiUlMR2r5N4eh7Eza023bo3QUdHsZl1TEwsvXrMoG69SnTpKl1XP5Wv/QDCwiLo2KY/azYswNom89WwyePn4Vy1vELiP9I4sO8Ynz6E0K2XbGdUgHYt+7Bp+1Kpqwrx8fEUzV+d2JhYDp3YIlXRL7uNvDRCQsL4x30+m7dOkVt2yOCFdOvehJIlC2ZLX/r1nUWv3i0oW1Y9v4vw8Chy5nAhLCwMExOT/59LeRffdymNsbZq228RCUkUPemfrl118ODBA4oWLcq1a9fSpOO9vb1p1KgRr1+/xs4uo3N3WFgYlpaWbN26lVatWgHw8OFDihQpgq+vL5UrV+bo0aM0btyYt2/fpunPrFy5klGjRvHhwwd0dHQYNWoUhw8f5u7dL6JK7dq1IzQ0FG9vb5l9Njc3Z+7cufTokfJ+rly5MnXr1mXq1KlZehZ/9Iw/Pj6B0LCoLBt9gAcPX1G0iOysYlnBOGdOIuKETLcEjIz0GNC7AXVrl6Rm9WIKp94t6pSbp8+DiIvLhqQn+sb06NOMD6ExbN2muEKZrq4O61YPITIyhoGDVygsvOPkZI/XljFM9ujIjl3naNR0Al7bfTLsvX8PChWyV9joC4KAx4SVlCie3vBFREThuf4QDRsMIuRzOAcOzqdP35YKG/03b4Jp7TaG7j2ayDX68GUWrK8RzKB+4/CYMlSq0Y+JiU0LU3vy6DkBzwNVNvoAp46dp3bdzPf3BUEgKTFJ5laCjo4OBgb65LK3S2f0v9fMXhbm5qaEhkbIlbMG+LtDfbZukW0Essr4Cd2ZMe3XmfWHh4enO+LishaW6Ovri5mZWbp8MS4uLmhoaHDlivQVRj8/PxISEtKlkXdycsLBwQFfX9+0dkuUKJFOdK5+/fqEh4enzdZ9fX3TtZFaJrWNb0lKSsLLy4uoqKi0PDjBwcFcuXIFKysrqlSpgrW1NTVq1ODCBfny0N/yRxt+n7O3qflX5pkCFeXxkzcULqR43nFlSHHu+2oP5+stASmDAYlEgoaGRGGD6Vq/rHrEfKT0SSKRsGh+H/buv8TZc7cVbkoikTBuTHv+qlacpi0n8fSp4iqD+fLZMG92L3ZsHUvI50gaNpnA9Jnb+PAhVMkPlP3ExsbRvOlwlv67k+ioWD5+/Mwxb1+6dplMl06T0dTUYN/+ebi7t1bIAz+V7V4n6Nl9OvMWDKJ2HeW2smbN3EDdOiWoWdVeqsGcMGoWVcq58jLgFRPHzWXyjJFKtf81CQkJvAp8Q568mfvGvAx4JbdMy9aNmD+//w839t9SrHh+7t2T77dSvnwRbt58pJRQlTLkymVFocIO+Jzxy5b2vybmUzTRH1Q7Yj6lqH/a29tjamqadsycOTNLfQoKCsLKKr3zpJaWFubm5gQFSVcRDQoKQkdHBzMzs3Tnra2t0+oEBQVlUJpN/be8MuHh4en25+/cuYORkRG6urr07duXvXv3UrRoSrTL8+cp36FJkybRq1cvvL29KVu2LHXq1OHJE+XUH/9ow7//4GWaNZHvda4IKYZfBcc+BTA2NpDv3PeN0XUqmo+HL0MVar+dW1W27VJi1Cht4JGJc6Kmpiaea4cxfZYXDx4EKn4foE3rv1i+xJ0hw//j32X7FZo5pWJkpE//vo05fmQ65csVZsA/y2nWcjILF+/l8ePXSvUjO3j37iPOlXpw4sRVIiKi+fDhMw3qDeLOnWdMm96PPfvm0Klzo7SUv4oQEhJGl86TefjwBQcOzcfJKa9SfTqw/xyBge/p1bt52rmvDamh1kf8b97l0YNn1HBugUSCXIOcGadPXKCWSzW55fxv3qN0OenL96lHYlwYhQplz6pbVqhVqzxnFDC2EomEatVK43vpTrb1ZeSoTsydsylbHHrVzatXrwgLC0s7vk7+9jWjR49GIpFkejx8mH1pu9WJo6Mj/v7+XLlyhX79+tGlSxfu378PkPbu69OnD926daNMmTIsXLgQR0dH1q1TbiXnjzX8giDw5OkbChdWj7EOCAgiXz7l8wsogqWlKcHBoUrVKVemIH43nsg20l8dlva5QFObj1HJCpVXBUNDPTauG86AQct5//6z/ApfkTevNfv3TERDQ4NmLScTEJC5xv+3aGhoUL9eOXZsG4vXltE4Fs7FkmUHqNdoLIOGruT4CT/i4r5fRjBBEFi2bCelS3bg7t1naVsRiYlJVHYuwfARHcmdW/mwruPHLtO2zTgGuLdi4qReSjuanjh+hS2bvVny77BM/SrCPqeoJ4Z+DuPiuct0adMD4lTzGN+94xCt2jbOtIyh1kfu+V/DuULuDIOQrwl69zHLQkjZQdVqJbl4/pZCZVu61WL3bvUn7kklRw4T/qpRhoMHzmfbPdRFqnd76iEraduwYcN48OBBpkf+/PmxsbEhODh9hEViYiIhISHY2EiPALGxsSE+Pp7Q0NB059+/f59Wx8bGJoOXf+q/5ZUxMTFBX18/7ZyOjg4FCxakXLlyzJw5k1KlSrF48WKAtDT1qSsAqRQpUoTAQOUmVH9sHP+Nm08pW1p9TjTxCYkK770qi4mJAWFhyqWZrVqlGJOnbaFLZ8Vimdu1qYHXjrO492+qShcVwsbGnGWL+9O5+zz27JggV9nvazQ0NBjQrwkN6pXDffBymjauTO+eDZVWaNPX16VRw4o0algRQRB48CCQw0evsWTZAQDsc1tQxMmBIk72FHGyJ1cuiyypwAmCwOfP4Tx48ILLvne4euU+0dGx3L8fgK6eDjY2OYmKiiEiImV509dX+dleVFQMY8csRyKRsP/APKVWCFI5d/YGK5bvZqvX1Ey/x3Fx8enkZUNDIzlx4iqjRi5l6TLl4sQjIqKIifxMQQdNUlUGZfHgfgBFi+bNtExMTJxKnz27MTY2JDo6xS9CnpRx0aL5eHA/gOTk5GyTJR7g3prWbmNo3KTad5c+zg4sLS2xtJQfju3s7ExoaCh+fn6UK1cOgNOnT5OcnJwu0dzXlCtXDm1tbU6dOoWbmxsAjx49IjAwMG3v3dnZmenTpxMcHJy2lXDixAlMTEzSjLSzszNHjhxJ1/aJEyfS2pBFcnJymm9D3rx5sbOz49GjR+nKPH78mIYNG8r9/F/zxxr+/Qd8adY084euKKka/dmFKobH3t6SV68/KCxf6tqoAk1aTGJAvyZqkzuVRpEiDowZ2ZaOXeawZeNIpV/UBQrYcXDvJJYs3U+zlpOZMrETpUurlqVNIpFQtGgeihbNw4hhrUhOTubVqw88ePiKe/dfsmvPBd68TdE5yGFmhJmZEXp62ujqaKOnp0NkZCza+kbkzm2NRCIhODiEt28/8D4ohLi4+LTnaJbDmEKF7KlSpSR9+rbEyOiLRHJ0dCxXLt9l//6znD/nz4dgxVdDEhMT2bzJm61bvRkxohN166kmxOTre4d5c7ewbfs0uX4Ejx4FpvmbGBrqY2dnweSpvWnVSkHhqq/Yv+8czZrLz48hCAJJSck/NAVvVilT1pGbNx9TvnyRTMtJJBIqO6dI/Vapoh7/o28xMjLApW4F9u87R4uWNbPlHj8jRYoUoUGDBvTq1YuVK1eSkJCAu7s77dq1S/Pof/PmDXXq1GHjxo1UrFgRU1NTevTowdChQzE3N8fExISBAwfi7OxM5cop28T16tWjaNGidOrUiTlz5hAUFMT48eMZMGBA2ipF3759Wbp0KSNHjqR79+6cPn2aHTt2cPjw4bT+jRkzhoYNG+Lg4EBERARbt27Fx8cnLeRPIpEwYsQIJk6cSKlSpShdujQbNmzg4cOH7Nq1S6ln8ev+krLI1euPmeTRUS1tvXz5PtuW+bNCgfy2PH/+TqEcBLq6OpQvW5jzF+6mU6/LDmrWKIkgCLT5eyZbN45UOgRTQ0ODwf+0oGXzqkybuY2oqFgmjP0bJ6eMYXXKtpsnjzV58ljToH76BCSfP0cQERFDbGw8sbEJxMbF8+zZO6ITtclpbkJSUjJFi+XD1tYCGxtzhR3xDAz0qFW7PLVqp9xPkb1XQRA4sP8cy5fvomXLWhw+skhl/Qg/v4dMm7IWrx3TMTTUl1v+rI8f4eGR5Mlry7hxXencxVWlhDwAe/f4sH6Dh9xyd+8+w6mIbOlpSInQyZKGRjZTo0YZzp+7KdfwA7R0q83GDYezzfAD9O3nhluLUTRr/tdvMetXlC1btuDu7k6dOnXQ0NDAzc2NJUuWpF1PSEjg0aNHREd/SS++cOHCtLJxcXHUr1+f5cuXp13X1NTk0KFD9OvXD2dnZwwNDenSpQtTpnwJ4cyXLx+HDx9myJAhLF68mNy5c7NmzRrq1/+SxTI4OJjOnTvz7t07TE1NKVmyJMeOHaNu3S+rtoMHDyY2NpYhQ4YQEhJCqVKlOHHiBAUKKDf5+Xl/KdnImzcfsbUxV9sX/snTtxTMYoIfeRgZ6RMREY2xseIJdVxql+HUGX+Fkw8NHNCUgYOXZ7vhB6hVsxQGBrq0bj+DrRtHkTOn8vG6Dg5WrFoxiCdP3jBt5ja0tDSZMPZv8uZV/yAsRw5jcuRI799gnsNYZhy/qshbbTl39gZzZm+i+l+l2bN3jkLGWhZ37jxl3JjlbNs+TSGFQUEQWDB/Ky1a1mLzlilZMrRBQZ8wMNBVaNB36tQ1XFwqZlrm2bM35C+QPVE16qBCxWKsXXNAobIlShTg7p1nak029C2GhvrUb+jMnt1naNVa+dWaXxVzc3O2bt0q83revHkzDL719PRYtmwZy5Ytk1kvT548GZbyv6VmzZrcvCk7emrt2rWZ1k9l9OjRjB49WqGysvhzhnpfcfzkDerXzXpSnlQCXwWTx0G9GtvfYmeXU+mUtLVqluSMj+IhdLa25piZGfHw4feR9qxU0Ym5M3vStsNM3r7NRNpXDoUK5WLDuuEMHticUWPXMeCfZVlq72dDEAQuXrxFa7fRHDlyiQ2bJjFqdJcsGf0L5/0ZMWwJm7dOIUcOxQZdq1ftw31ga7bvmJHl2fXGDYf5u0MDhcpePH+LqtUyT3Tz+NFLChfOfFXgR2JiYkh4eJRCKzoSiYQKFYty7dr9bO1Tnz4tWL16X7aFD4r8vPyRhv/kqZu41FE+rassXr/+SO5ciiu0qYKdrTlvlTT8OXIYExYepVQI3JB/WrBg8R5lu6cyJUvmY8W/7nTqNldpb/1vKVEiH9u3jqFrZxeGDF9Fm/YzOHDw8g8R8FEHHz58ZuHCbTSo/w/eR31ZuHgos2a7kzOnahkJU9m08Qj/LtnBrj2zsLAwU6jOvXvPOeZ9mSFD/87SvSFFofDUqWvUbyA/lDY+PoGEhES5g5wnT15RuLD6Vl6yA3sHa169UkxSukXLWuzd45Ot/TEw0MO1cTV27TydrfcR+fn44wx/UlISIZ8jVU7nKo03bz+RO3f2Gv5cdjl5/Vp5QZJSJfIrlPQmlWLF8vDxYzhBQcoNMrJCoUK58FwzjB59FuHv/yzL7VUo78j2rWNYurg/z56/w7WZB8NGrubu3RdZ76wauHjxFlOnSl/WS05O5sTxK3Tq4MHAAXMpVDA3h48sZOq0viqF+H3btseE/7h9+ylbvaamczLMjJiYWIYOWciyFSPVsj22e9dpWrSopVBbV6/co1LljPH73/Lo0UsKO/68M36AypVLcOXyXfkFgTJlCnPLXzlRFlXo1asZ69cdVGpyIPLr88cZ/pv+zyirohe4LD58CFPrQEIahQrl4vET5UVn6rqU4diJG0rVGTigKctWHFL6XlnB3t6SHVvHMHnaFtZ5HpNfQQGsrMwYMqgFxw5Pp0P7Wvy35gj1XcexdPkBnj59+91FTGJj4+jTewat3EbjtfV42vmYmFjOnL7O+HEraFD/H27ceMjsuQPx2jGDxk2qq8WbPSYmli6dJ5M7txVz5/2jsENecnIyvXvNZMSITmqJkRcEgU0bj9Cps2LhR6dOXVNIeTD4fQhWVlmX3s5OKlUuxmUFDb9EIiFPXhsCAhRXrFQFfX096tar+EvE9Yuojz/Oue/4iRvUr1dOrW1mpxNOKo6Fc/Po8Rul6/1VvQRzF+xm9Mg2CtepWaMks+buUNqZMKtYWJiye8d4ps/0omefRSxZ2FctcdkSiYSyZQpStkxB4uLiOXL0Gov+3cfTZ2/JaW5M9WrF+atacYoUcci2v+PVq/fo0mkSL18GkZCQiKaGBtOnrePa1ftoamriXKUEzZrXYMrUPmr3sg4K+kT3rlMZNvxv6shxkvuWMaOXUatWOVzqKldPFr6+dyhVurDC/gl+1x8ybrxiCZ6y+zeYVQoXduDJY8X9Z1xdq3LkyEUGDGidjb2C3n1a0K7NOJo2+0ttzzAsLJkkDdXaihRXH7KdP87w+15+wPChbmpt83u8cIyM9ImMUi7nMoCWlib2uS14/vwd+fPbyq9AyucZ5N6MufN3MWVSZ6XvmRU0NDSYMO5vTp66STO3KSxb3F9t6oqQErbYonlVWjSvCsCnT+Gcv3CXNeuP8fDRK4yNDChbpgB5HKxwcLDCwd4SW1tzlULWYmPjePToJQP6zeHevefp8i1ER8dSuowjI0Z2yjbhJ4Ajhy+yaNE2Fi8ZTpEieZWqu3z5LvT0dOjeQ32iTiuW7WLmbHeFyn7+HI6Rkb7cFY/370PIqaCvwo9EQ0MDHR0tYmPjFAr3rF2nAp07Tsx2w29sbEilysU5dfKa2gZ4Ij83f5Thj4qKRUdHW60v2oiIaKUU6LKChkSikPrXt7R2q87O3ecZNULxWX/DBhVYueoIb99+ws7u+8ugutQpQxEne3r1W0y3zvVo3Srz7G2qkjOnCc2bVaF5s5S89mFhUdy+E0BgYDA+Z28T+OoD796FkJScjCAImOcwxsBAF0EQCA2NIgktjIwMEASB5ORkEhOSiIhIUVnU1dXBLIcxL168Q19fD0EQiIpKUb3T1tbC2to824x+eHgUI0f8i4mJAfsPzENfX7nv6KGD5/G7/pA1a8eprU8vXrxDQ1NTYV+F/fvO0aSp/L/79Wv3qVCxqNxyPwPFSxTg3r0AypVzklvWwEAPiURCZGS0wv4YqjLAvTU9uk0VDf8fwh9l+H0vP6CKs3wBDWV49y7kuxnGvHmtefkyWOGZeyq1apZi/qI9Shl+iUTCxAkdmDxtC/8t/0fZrqqFXLks2L97ImMneHLi1A1mTuumUry/MpiaGlK9mnRnshRjH0lMTDwaGhJevHhPsrYJ+fPnQkNDgoaGBpqaGhgZGWRYBUpMTOTkiav8++8O7t8L4MOHzzx7+kohQRdl8Tnjx/Tp6/Hw6EH1v5SPXrl27T5r1xxg+84Zal3NWrhgKwP/Ufw7eOjgeYUEfq5du0/jJtkzMFQ3pUoV5pb/Y4UMP0Adl4qcOnlNIYXDrJAzpymOTnm4ePEWVatmHjop8uvzRzn3nTt/h7+qy/cQVoaQzxHkNFctcY2yODna80iFrHJaWpo42Fvy7JlyjkLlyhYiNjaee/deKn1PdaGtrcXcWT3p0a0+7TvNYs067x/mgSyRSMiRwxg7u5zY2JhjYWGKubkJFhZmmJubYmZmjLGxoVRjqaWlRYOGVTh8ZBEPHu1gvacHxYur18k0OjrF+37nzlPs2TtbJaP/7Nlrxo9bwfoNHmpdjXj+/A0fP4QqPND59CkMHR1thYSF7tx+RsmS6su7kZ2UKl2IW7cU99Zv5FqFw4cvZmOPvjB4SHsWL/T6LvcS+bH8UYb/pv8zyqgxMQ9ASEgEOXIYqbVNWTg55ubhI9XSybZp9Rc7dyuRevf/TPboxMQpm1S6pzqpVNGJowenEhsbT6OmHty8+fRHd0ll9PR0ad3GhWJqMvyCIHD0yCWaNxtO/fqVWbZ8pEIG81sePHhB3z6zWLtuAmZm6h3MTpu6jnETuitcfv++swrr+MfHJ2Srn4Q6yZvXlhdKeOo7ONjw5nXwd4lAsbW1wNIqB3fu/Lq/LRHF+GMMf2xsPJqammhpqaYrLovPnyPJYfZ9DH+xonm4fSdApbo1a5TkzFnFUoN+Td681uTLZ8MZH+XrqhtNTU3c+zfFc81QFi/dzz9DViidtfB34+LFWzRrMpzr1x+we89s6jdQLfHUzZuPGDxoPpu3TMmyXsC33L79FC0tTYoWzadwnSOHL+LauKrccs+fvyFf/uyVy1YnqREbyqxaFSrswJMn30dN859BbVmyePt3uZfIj+OPMfzXrj+mYoXCam/3c2gk5t9pqd/Gxpz3SmRv+xotLU2KONmrNFMeO6otM2ZvJzHx55D2tLExx3PtMFo2r4pb22nMW7CL8PA/awBw585T2rUZy57dZ1i7fjwTPHqoNMsHuHTpNuPHrmCb1zSsrc3V3FOYPnUd45WY7acu8yvi0Hb92gMqVPg1HPtSyZvPjhcv3ilcvnbt8pw+dT0be/QFR8c8REZE8/bth+9yP5Efwx9j+LNjfx++71I/gLGRgcpGrm8vV1auzjyRhDRy5DCmc4c6zFuwW6X7Zhc1a5Tk+JHpFMhvS9sOsxg73pP371UbGP0qvHjxjh7dp7F4kRez5gxk/oLBWFqqLlxz6uRVZs/cgNeO6Zibq1+E6sKFW9g7WOPgYKNwnb17fBR2Zrt27T7lfzHDX6pUIaVU+WrULMtZH79s7FF6Bri3Zvky5dK8ivxa/DGG/9r1J1Qonz0z/hxq3g/NjPLlCuF3Q7U9OCcne969C1Fpebxjh9pcu/74uyXwURQNDQ1aNK/KkQNTqF+vLP3cl9LP/V+ePs1exbPvSXJyMsePXaZD+wlMGLeCIUPbs2btePLmVS6641sOHjjPyhV78NoxXeXVgswQBIHZMzcwarRyWhD79vrQtJliXvoPH7zA0dFBle79MEqVLsytW48VLm9qakRkZMx3S6ZTtVopbt54RGRktPzCIr8kf4ThT0pKIjEpCV1dHbW3/fnz91vqB6hYoTBXrj5SuX6nDnXYtOWU0vUkEgmLF/Rh6MhVP2U2L4lEQo2/SrJn5wT69nJlyvSt/N1pNke9rxEfn/Cju6cSb94EM2P6eho2GIS//5ngm6IAABvgSURBVGPmLxzMpi1TshwNIAgCCxdsZc+eM2zZNlXpGH9F2bf3LM5VSii1InHjxiMcnfIo1KfIyGgMDfV/uXzyRYrk5eGDF0rVKVvOkRs3VP/dK4NEIqFL18Z4eh7+LvcT+f78Wr8YFbl3L5DiRbMngUdYWBSmpt9P1rZc2UJc91N8tvAtzZs5s++Ar0pewrlzW9KiWRWWLj+o8v2/B6VK5Wfj+uHMntGde/df0sxtCt17LfglBgFxcfEcPnSBdm3GMnrUMipXLs5R78WMHNVZLVr5ERFRdO44EQ1NDdatn5Bt3vAxMbEsX76LIUPbK1Vv1X976d2nhUJlr1y+S2Vn9W/fZTcGBnrExMQpVadOnQqcOf199vkBWrrV5MD+sz/lIF8k66hk+JctW0bevHnR09OjUqVKXL16NdPyO3fuxMnJCT09PUqUKMGRI+n3mQVBwMPDA1tbW/T19XFxceHJE/Vlprp0+T5VnLNnHzApKVklOVdVMTLSJypauZfG12hra1G5ohPnLyiWLORbenZvwOkzt5TWBPgR2NtbMnxoK44enIrHuA5pg4AevReqbRDw/NkbgoI+qVxfEATu3n3GokXbaNVyFO3ajOPxk1f8u2wEmzZPpnadCmqb0d6/H0DLFqPo08+NQYPaZavU9MIF2+jXz02p1YSwsEjeB33CUcEsexcu3KJqtV9TbEZXV4fYWMV/x5UqF+eyr2q/WVXQ0tLCtXE19u09q1L9yAiBCBWPyIjvmzzrT0TpN8r27dsZOnQoEydO5MaNG5QqVYr69esTHBwstfylS5do3749PXr04ObNmzRv3pzmzZtz9+6XL/GcOXNYsmQJK1eu5MqVKxgaGlK/fn1iY2NV/2Rf98H3Ac6VFVPK+hXIncuC169V97rt3bMhq9YcVamuRCJh0fw+DB723y+VyjNvXuu0QcCEsX9z7/5LWrebQaOmExg4eDmbNp/i4cNXCn2m6OhYVq46jGszD1q3GsOJE1cU7kdycjIvX75j86ajdOs6hcaNhrDB8zBFnPKyYdMk9u6fy5Ah7bPksCeNHdtPMmbUUjZtnky1bDaWr18Hc+3qfVq0rKlUvU2bjtKxk2JZ+wBu3nhEmTKOSvbu58DRKQ8PHyoujKWrq5OmWfC96NatCRvE5f7fEqUlexcsWECvXr3o1i0lY9bKlSs5fPgw69atY/To0RnKL168mAYNGjBixAgApk6dyokTJ1i6dCkrV65EEAQWLVrE+PHjadasGQAbN27E2tqaffv20a5du6x8PgA+fgrD0tIsy+1I40dkBKviXISLl+7Tto1qMp4ODlYkJCTx+vUHcue2VLp+vnw2NGpYgcX/7mfIIMWWZX8mUgcBw4e2QhAEnj9/x9Vrj1m19iiPn7xBAhQt4kCePNZYW5lhZWWGtZUZAS+CWLXmKNeuPyH4QyhxcQno6+tiZ2uRrv3k5GQ+fgzl8eNXPH3yiidPAnn29DUxMXFIJBJy21vj7FyCmbMGqGX5PjPi4xMYM3oZWlqa7N47Wy0pfuUxftwKpkzro9RvQxAEDh04z8HDCxQqHx+fgIaGBtrav6bqeNGi+bh/L4DSpRV3OK5QsSjXrt3/bpK6JiaGFCyUGz+/hwpLDIv8Gij1q4mPj8fPz48xY8akndPQ0MDFxQVfX1+pdXx9fRk6dGi6c/Xr12ffvn0ABAQEEBQUhIuLS9p1U1NTKlWqhK+vr1TDHxcXR1zcl2Wy8PBwmX0ODg7F0kL9YUqpfO+c7gA1qpdg/qI9Kht+gH/cm/LvsgPMntlDpfp9e7vSpv0MatUoSenS6pWe/Z5IJBIKFLCjQAE72rerCUBiYhIPHgTy+s1H3geH8vTZW168DGbVmiMIQvq/eWJiIjOme7L0351AyjUNDQ1ymJvg6OhAwYL2tGtfjwIFcqslxbAy3L8fwNDBC+nbryXNW9T8Lve8cOEWpqZGlCihnELm+XM3qexcXGFD7uf3kHLlf11jVLRYfnbuOKlUnb9qlOX8uZvfVUt/gHtrpk9bz7r1E77bPUWyH6UM/8ePH0lKSsLa2jrdeWtrax4+fCi1TlBQkNTyQUFBaddTz8kq8y0zZ85k8uTJCvVZW1uT4UPUm4b3a0YMa5VtbcsiXz4b2mQxW10V56LExsarXF8ikbBiqTvPnisuRPKroKWlSYkS+ShRIr3S3L+L+jFjlhf/rT7C23chAFhYmLFt+zSsrNQvfJNVnjwOZJ3nBOzslF/VURVdXW0mTuqpdD0Lyxz06dtS4fK5clnyd4cGSt/nZ8HJKQ9Nmv6lVJ0KFYqoXXlUHgUK5KZjx1/3OYtI55dcJxszZky6VYTw8HDs7e1Buy5op8/elsMq5cguqtf6/j8KCVCjjuJ7obLaqFM/a21Y2KYcfwpa2uAx2ZXuvV7TqVMn/P39EQRtrC3ro6nxfV/IiuDWsvJ3v6dzJdXuWbK4cvXy51XpNj8NWvpQ1Vk5w6+lD9WqKFdHHdSrK/1vo6Uhe6VV5OdGKec+CwsLNDU1ef/+fbrz79+/x8ZGujKXjY1NpuVT/6tMm7q6upiYmKQ7RES+F7lz5+bMmTOsW7eOAgUKfNeoDhEREZGsopTh19HRoVy5cpw69UUAJjk5mVOnTuHsLD05iLOzc7ryACdOnEgrny9fPmxsbNKVCQ8P58qVKzLbFBH5GWjRogUXLiif8VBERETkR6L0Uv/QoUPp0qUL5cuXp2LFiixatIioqKg0L//OnTuTK1cuZs6cCcCgQYOoUaMG8+fPx9XVFS8vL65fv86qVauAlL3iwYMHM23aNAoVKkS+fPmYMGECdnZ2NG/eXH2fVERERERERER5w9+2bVs+fPiAh4cHQUFBlC5dGm9v7zTnvMDAwHSCI1WqVGHr1q2MHz+esWPHUqhQIfbt20fx4l8Ut0aOHElUVBS9e/cmNDSUatWq4e3tjZ7e9/WCFhERERER+d2RCD8iHk3NhIeHY2pqSlhYmLjfLyIiIvIdkPbeTT13wLIAhio6vEYlJ9H0wzPxfZ6N/BFa/SIiIiIiIiIp/JLhfCIiIiIiPy9h4ZCgoqhp9C+/Bv3zI874RURERERE/iBEwy8iIiIiIvIHIRp+ERERERGRPwjR8IuIiIiIiPxBiIZfRERERETkD0I0/CIiIiIiIn8QouEXEREREfkjCAkJoUOHDpiYmGBmZkaPHj2IjIzMtE5sbCwDBgwgZ86cGBkZ4ebmliGpXGBgIK6urhgYGGBlZcWIESNITExMV8bHx4eyZcuiq6tLwYIF8fT0lHnPWbNmpcnZf01QUBCdOnXCxsYGQ0NDypYty+7du5V6BiAafhERERGRP4QOHTpw7949Tpw4waFDhzh37hy9e/fOtM6QIUM4ePAgO3fu5OzZs7x9+5aWLVumXU9KSsLV1ZX4+HguXbrEhg0b8PT0xMPDI61MQEAArq6u1KpVC39/fwYPHkzPnj05duxYhvtdu3aN//77j5IlS2a41rlzZx49esSBAwe4c+cOLVu2pE2bNty8eVOp5yBK9oqIiIiIKE1mkr2bdAtgIFFNsjdaSKJTnPolex88eEDRokW5du0a5cuXB8Db25tGjRrx+vVr7OzsMtQJCwvD0tKSrVu30qpVKwAePnxIkSJF8PX1pXLlyhw9epTGjRvz9u3btJw1K1euZNSoUXz48AEdHR1GjRrF4cOHuXv3blrb7dq1IzQ0FG9v77RzkZGRlC1bluXLlzNt2jRKly7NokWL0q4bGRmxYsUKOnXqlHYuZ86czJ49m549eyr8LH4L5b7UsUt4ePgP7omIiIjIn0Hq+1ba3DGGZFBxShlDcrr2U9HV1UVXV1e1RgFfX1/MzMzSjD6Ai4sLGhoaXLlyhRYtWmSo4+fnR0JCAi4uLmnnnJyccHBwSDP8vr6+lChRIs3oA9SvX59+/fpx7949ypQpg6+vb7o2Ust8u5Q/YMAAXF1dcXFxYdq0aRn6U6VKFbZv346rqytmZmbs2LGD2NhYatasqdSz+C0M/6dPnwCwt7f/wT0RERER+bOIiIjA1NQUAB0dHWxsbOgdFJClNo2MjDK8zydOnMikSZNUbjMoKAgrK6t057S0tDA3NycoKEhmHR0dHczMzNKdt7a2TqsTFBSUzuinXk+9llmZ8PBwYmJi0NfXx8vLixs3bnDt2jWZn2HHjh20bduWnDlzoqWlhYGBAXv37qVgwYLyH8DXn1up0j8p5ubmQIqDReoX8GcmPDwce3t7Xr169UtsTYj9zV7E/mYvv1J/f6W+CoJAREREuiVyPT09AgICiI+Pz3LbEkl6sX9Zs/3Ro0cze/bsTNt78OBBlvqT3bx69YpBgwZx4sSJTNPRT5gwgdDQUE6ePImFhQX79u2jTZs2nD9/nhIlSih8v9/C8GtopPgompqa/vQ/lq8xMTER+5uNiP3NXsT+Zh+/Sl+lTbT09PQyNV7qZtiwYXTt2jXTMvnz58fGxobg4OB05xMTEwkJCcHGxkZqPRsbG+Lj4wkNDU0363///n1aHRsbG65evZquXqrX/9dlvo0EeP/+PSYmJujr6+Pn50dwcDBly5ZNu56UlMS5c+dYunQpcXFxvHjxgqVLl3L37l2KFSsGQKlSpTh//jzLli1j5cqVmT6Dr/ktDL+IiIiIyJ+JpaUllpaWcss5OzsTGhqKn58f5cqVA+D06dMkJydTqVIlqXXKlSuHtrY2p06dws3NDYBHjx4RGBiIs7NzWrvTp08nODg4bSvhxIkTmJiYULRo0bQyR44cSdf2iRMn0tqoU6cOd+7cSXe9W7duODk5MWrUKDQ1NYmOjga+THRT0dTUJDk5We7nT4fwGxAWFiYAQlhY2I/uikKI/c1exP5mL2J/s49fqa+/Ig0aNBDKlCkjXLlyRbhw4YJQqFAhoX379mnXX79+LTg6OgpXrlxJO9e3b1/BwcFBOH36tHD9+nXB2dlZcHZ2TruemJgoFC9eXKhXr57g7+8veHt7C5aWlsKYMWPSyjx//lwwMDAQRowYITx48EBYtmyZoKmpKXh7e8vsa40aNYRBgwal/Ts+Pl4oWLCgUL16deHKlSvC06dPhXnz5gkSiUQ4fPiwUs/htzD8sbGxwsSJE4XY2Ngf3RWFEPubvYj9zV7E/mYfv1Jff0U+ffoktG/fXjAyMhJMTEyEbt26CREREWnXAwICBEA4c+ZM2rmYmBihf//+Qo4cOQQDAwOhRYsWwrt379K1++LFC6Fhw4aCvr6+YGFhIQwbNkxISEhIV+bMmTNC6dKlBR0dHSF//vzC+vXrM+3rt4ZfEATh8ePHQsuWLQUrKyvBwMBAKFmypLBx40aln8NvEccvIiIiIiIiohiicp+IiIiIiMgfhGj4RURERERE/iBEwy8iIiIiIvIHIRp+ERERERGRP4if1vAvW7aMvHnzoqenR6VKlTIIJHzLzp07cXJyQk9PjxIlSmSImRQEAQ8PD2xtbdHX18fFxYUnT578kP6uXr2a6tWrkyNHDnLkyIGLi0uG8l27dkUikaQ7GjRo8EP66+npmaEv3wp0/EzPt2bNmhn6K5FIcHV1TSuTXc/33LlzNGnSBDs7OyQSCfv27ZNbR5F0ncr+HrKrv3v27KFu3bpYWlpiYmKCs7NzhgxjkyZNyvBsnZycfkh/fXx8pH4XvpVo/Vmer7TvpUQiSRNsgex9viJ/Bj+l4d++fTtDhw5l4sSJ3Lhxg1KlSlG/fv0MqkupXLp0ifbt29OjRw9u3rxJ8+bNad68ebpMSHPmzGHJkiWsXLmSK1euYGhoSP369YmNjf3u/fXx8aF9+/acOXMGX19f7O3tqVevHm/evElXrkGDBrx79y7t2LZtW5b7qkp/IUVJ7Ou+vHz5Mt31n+n57tmzJ11f7969i6amJq1bt05XLjueb1RUFKVKlWLZsmUKlVckXacqf6/s6u+5c+eoW7cuR44cwc/Pj1q1atGkSZMMaUGLFSuW7tleuHAhy31Vpb+pPHr0KF1/vtZs/5me7+LFi9P189WrV5ibm2f47mbX8xX5Q1A6APA7ULFiRWHAgAFp/05KShLs7OyEmTNnSi3fpk0bwdXVNd25SpUqCX369BEEQRCSk5MFGxsbYe7cuWnXQ0NDBV1dXWHbtm3fvb/fkpiYKBgbGwsbNmxIO9elSxehWbNmWe6bNJTt7/r16wVTU1OZ7f3sz3fhwoWCsbGxEBkZmXYuO59vKoCwd+/eTMuMHDlSKFasWLpzbdu2FerXr5/276x+fnX2VxpFixYVJk+enPbviRMnCqVKlVJfx2SgSH/PnDkjAMLnz59llvmZn+/evXsFiUQivHjxIu3c93q+Ir8vP92MPz4+Hj8/v3QpDDU0NHBxccHX11dqHVkpD1PLBwQEEBQUlK6MqakplSpVktlmdvb3W6Kjo0lISEhLNpSKj48PVlZWODo60q9fv7QshD+iv5GRkeTJkwd7e3uaNWvGvXv30q797M937dq1tGvXDkNDw3Tns+P5Kou87646Pn92kpycTERERIbv7pMnT7CzsyN//vx06NCBwMDAH9TDFEqXLo2trS1169bl4sWLaed/9ue7du1aXFxcyJMnT7rzP9vzFfm1+OkM/8ePH0lKSpKawjCz1ImZlU/9rzJtZmd/v2XUqFHY2dmle/k0aNCAjRs3curUKWbPns3Zs2dp2LAhSUlJ372/jo6OrFu3jv3797N582aSk5OpUqUKr1+/Bn7u53v16lXu3r1Lz549053PruerLPLSdarj+5WdzJs3j8jISNq0aZN2rlKlSnh6euLt7c2KFSsICAigevXqREREfPf+2drasnLlSnbv3s3u3buxt7enZs2a3LhxA1DP7ze7ePv2LUePHs3w3f2Znq/Ir4mYpOcHM2vWLLy8vPDx8UnnMNeuXbu0/y9RogQlS5akQIEC+Pj4UKdOne/aR2dn57RkEgBVqlShSJEi/Pfff0ydOvW79kVZ1q5dS4kSJahYsWK68z/T8/1V2bp1K5MnT2b//v3p9swbNmyY9v8lS5akUqVK5MmThx07dtCjR4/v2kdHR0ccHR3T/l2lShWePXvGwoUL2bRp03fti7Js2LABMzMzmjdvnu78z/R8RX5NfroZv4WFBZqamlJTGGaWOjGz8qn/VabN7OxvKvPmzWPWrFkcP36ckiVLZlo2f/78WFhY8PTp0x/W31S0tbUpU6ZMWl9+1ucbFRWFl5eXQi9DdT1fZZGXrlMdf6/swMvLi549e7Jjx44MWxXfYmZmRuHChb/7s5VFxYoV0/rysz5fQRBYt24dnTp1QkdHJ9OyP9vzFfn5+ekMv46ODuXKlePUqVNp55KTkzl16lS6WefXODs7pysP6VMe5suXDxsbm3RlwsPDuXLlisw2s7O/kOIFP3XqVLy9vSlfvrzc+7x+/ZpPnz5ha2v7Q/r7NUlJSdy5cyetLz/j84WUEM+4uDg6duwo9z7qer7KIu+7q46/l7rZtm0b3bp1Y9u2belCJGURGRnJs2fPvvuzlYW/v39aX37G5wtw9uxZnj59qtCg9Wd7viK/AD/au1AaXl5egq6uruDp6Sncv39f6N27t2BmZiYEBQUJgiAInTp1EkaPHp1W/uLFi4KWlpYwb9484cGDB8LEiRMFbW1t4c6dO2llZs2aJZiZmQn79+8Xbt++LTRr1kzIly+fEBMT8937O2vWLEFHR0fYtWuX8O7du7QjNUtURESEMHz4cMHX11cICAgQTp48KZQtW1YoVKiQWrJ2KdvfyZMnC8eOHROePXsm+Pn5Ce3atRP09PSEe/fupftMP8vzTaVatWpC27ZtM5zPzucbEREh3Lx5U7h586YACAsWLBBu3rwpvHz5UhAEQRg9erTQqVOntPKKpOuU9/m/Z3+3bNkiaGlpCcuWLUv33Q0NDU0rM2zYMMHHx0cICAgQLl68KLi4uAgWFhZCcHDwd+/vwoULhX379glPnjwR7ty5IwwaNEjQ0NAQTp48mVbmZ3q+qXTs2FGoVKmS1Daz8/mK/Bn8lIZfEATh33//FRwcHAQdHR2hYsWKwuXLl9Ou1ahRQ+jSpUu68jt27BAKFy4s6OjoCMWKFcuQnzg5OVmYMGGCYG1tLejq6gp16tQRHj169EP6mydPHgHIcEycOFEQBEGIjo4W6tWrJ1haWgra2tpCnjx5hF69eqnlRaRKfwcPHpxW1traWmjUqJFw48aNdO39TM9XEATh4cOHAiAcP348Q1vZ+XxTw8e+PVL716VLF6FGjRoZ6shL15nZ5/+e/a1Ro0am5QUhJRzR1tZW0NHREXLlyiW0bdtWePr06Q/p7+zZs4UCBQoIenp6grm5uVCzZk3h9OnTGdr9WZ6vIKSEwurr6wurVq2S2mZ2Pl+RPwMxLa+IiIiIiMgfxE+3xy8iIiIiIiKSfYiGX0RERERE5A9CNPwiIiIiIiJ/EKLhFxERERER+YMQDb+IiIiIiMgfhGj4RURERERE/iBEwy8iIiIiIvIHIRp+ERERERGRPwjR8IuIiIj8Apw7d44mTZpgZ2eHRCJh37592Xq/SZMmIZFI0h1OTk7Zek+R74No+EVERER+AaKioihVqhTLli37bvcsVqwY7969SzsuXLjw3e4tkn1o/egOiIiIiIjIp2HDhjRs2FDm9bi4OMaNG8e2bdsIDQ2lePHizJ49m5o1a6p8Ty0trR+anlgkexBn/CIiIiK/Ae7u7vj6+uLl5cXt27dp3bo1DRo04MmTJyq3+eTJE+zs7MifPz8dOnQgMDBQjT0W+VGISXpEREREfjEkEgl79+6lefPmAAQGBpI/f34CAwOxs7NLK+fi4kLFihWZMWOG0vc4evQokZGRODo68u7dOyZPnsybN2+4e/cuxsbG6vooIj8AcalfRERE5Bfnzp07JCUlUbhw4XTn4+LiyJkzJwAPHz6kSJEimbYzatQoZs2aBZBuW6FkyZJUqlSJPHnysGPHDnr06KHmTyDyPRENv4iIiMgvTmRkJJqamvj5+aGpqZnumpGREQD58+fnwYMHmbaTOkiQhpmZGYULF+bp06dZ77DID0U0/CIiIiK/OGXKlCEpKYng4GCqV68utYyOjk6WwvEiIyN59uwZnTp1UrkNkZ8D0fCLiIiI/AJERkamm20HBATg7++Pubk5hQsXpkOHDnTu3Jn58+dTpkwZPnz4wKlTpyhZsiSurq5K32/48OE0adKEPHny8PbtWyZOnIimpibt27dX58cS+QGIzn0iIiIivwA+Pj7UqlUrw/kuXbrg6elJQkIC06ZNY+PGjbx58wYLCwsqV67M5MmTKVGihNL3a9euHefOnePTp09YWlpSrVo1pk+fToECBdTxcUR+IKLhFxERERER+YMQ4/hFRERERET+IETDLyIiIiIi8gchGn4REREREZE/CNHwi4iIiIiI/EGIhl9EREREROQPQjT8IiIiIiIifxCi4RcREREREfmDEA2/iIiIiIjIH4Ro+EVERERERP4gRMMvIiIiIiLyByEafhERERERkT+I/wEnQwNo3oy5IAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "cf, c1, c2 = sample.plot_sample(ax)\n", "colorbar(cf)\n", "ax.set_aspect('equal')\n", "c2.set_color('C3')\n", "\n", "# Streamplot: take the measurement surface range and generate a regular\n", "# rectangular mesh grid. We take these mesh points to compute the field in them\n", "x, y = sample.Sx_range, sample.Sy_range\n", "X, Y = np.meshgrid(x, y)\n", "positions = np.column_stack([X.ravel(), Y.ravel(), sample.Hz * np.ones_like(X.ravel())])\n", "B = minv.magnetic_sample.dipole_field(sample.dipole_positions, sample.dipole_moments, positions)\n", "# Generate random seed points from where streamlines emerge (density not\n", "# necessary if random seeds are used)\n", "seed_points_x = sample.Lx * np.random.random(150)\n", "seed_points_y = sample.Ly * np.random.random(150)\n", "ax.streamplot(X, Y,\n", " B[:, 0].reshape(-1, len(x)),\n", " B[:, 1].reshape(-1, len(x)),\n", " density=1.5, linewidth=0.5, color='k',\n", " start_points=np.column_stack((seed_points_x, seed_points_y)),\n", " # start_points=[[0, 0]],\n", " )\n", "# plt.xlim(5e-6, 15e-6)\n", "# plt.ylim(5e-6, 15e-6)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "sample.save_data(filename='dipole_y-orientation')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we use the `inv_quadrupole.py` library to load the dipole field data and inverse the signal into the particle position, which gives us the dipole and quadrupole moments. The latter should be close to zero.\n", "\n", "In the plot we observe that the inverte dsignal reproduces the original field accurately." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34;49m2025-09-08 16:51:29,044 | INFO | multipole_inversion :: 🧲 Initialized new MultipoleInversion simulation\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:29,045 | WARNING | multipole_inversion :: Parameter \"Sensor dimensions\" not found in json file. Setting class attribute sensor_dims to default ()\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:29,045 | INFO | multipole_inversion :: Scanning array sizes (row x col)\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:29,046 | INFO | multipole_inversion :: Computed Sx x Sy sizes : 201 x 200\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:29,047 | INFO | multipole_inversion :: Scan positions array memory: 0.9201 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:29,049 | INFO | multipole_inversion :: Bz data array size : 201 x 200\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:29,049 | INFO | multipole_inversion :: Bz data memory : 0.3067 Mb\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:29,049 | WARNING | multipole_inversion :: Bz array set. Setting raw fieldMask array\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:29,051 | INFO | multipole_inversion :: Generating forward matrix\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:29,051 | INFO | multipole_inversion :: Green matrix memory: 2.4536 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:31,045 | INFO | multipole_inversion :: Generation of Q matrix took: 1.9942 s\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:31,047 | INFO | multipole_inversion :: Using scipy.linalg.pinv for inversion\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:31,058 | INFO | multipole_inversion :: Finished inversion\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "qinv = MultipoleInversion('./MetaDict_dipole_y-orientation.json',\n", " './MagneticSample_dipole_y-orientation.npz',\n", " expansion_limit='quadrupole')\n", "qinv.compute_inversion(method='sp_pinv2', atol=1e-25)\n", "\n", "f, ax = plt.subplots()\n", "cf, c1, c2 = minv.plot_tools.plot_inversion_Bz(ax, qinv)\n", "colorbar(cf)\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also check the residual is small compared to the inverted field:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "cf, c1 = minv.plot_tools.plot_difference_Bz(ax, qinv)\n", "colorbar(cf)\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The inverted magnetic moments (3 dipole moments and 5 quadrupole moments) shows us the original dipole moment in the $x$-direction. The other moments are significantly small with respecto to $m_x$" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 4.80000000e-13, 1.20724993e-29, 2.43596434e-29,\n", " 1.42226394e-31, -2.74334360e-29, -3.90631751e-29,\n", " 4.08983467e-30, -1.42569894e-29]])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qinv.inv_multipole_moments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quadrupole" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we define a quadrupole by specifying two magnetic dipoles oriented in opposite directions and located close to the center of the sample. Before saving the data, we redefine the two dipoles as a single particle at the center of the sample. The purpose of this idea is to analyse the strength of a magnetic quadrupole when solving the inversion problem. Accordingly, the dipole moments should be close to zero and one or more quadrupole moments should be stronger." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Quadrupole y-direction\n", "\n", "The first example is a quadrupole oriented in the $+\\hat{y}$ and $-\\hat{y}$ directions, located at 4.5 micrometers from the measurement surface of the sample." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "Hz = 2e-6 # Scan height in m\n", "Sx = 20e-6 # Scan area x - dimension in m\n", "Sy = 20e-6 # Scan area y - dimension in m\n", "Sdx = 0.1e-6 # Scan x - step in m\n", "Sdy = 0.1e-6 # Scan y - step in m\n", "Lx = Sx * 0.9 # Sample x - dimension in m\n", "Ly = Sy * 0.9 # Sample y - dimension in m\n", "Lz = 5e-6 # Sample thickness in m\n", "\n", "# Initialise the dipole class\n", "sample = MagneticSample(Hz, Sx, Sy, Sdx, Sdy, Lx, Ly, Lz)\n", "\n", "# Manually set the positions and magnetization of the two dipoles\n", "Ms = 4.8e5\n", "dipole_positions = np.array([[sample.Lx * 0.5 - 1e-6, sample.Ly * 0.5, -sample.Lz * 0.5],\n", " [sample.Lx * 0.5 + 1e-6, sample.Ly * 0.5, -sample.Lz * 0.5]])\n", "magnetization = Ms * (1 * 1e-18) * np.array([[0., 1., 0], [0., -1, 0]])\n", "volumes = np.array([1e-18, 1e-18])\n", "sample.generate_particles_from_array(dipole_positions, magnetization, volumes)\n", "\n", "# Generate the dipole field measured as the Bz field flux through the\n", "# measurement surface\n", "sample.generate_measurement_mesh()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# DEBUG:\n", "# pos_r = np.array([sample.Sx_range[len(sample.Sx_range) // 2],\n", "# sample.Sy_range[len(sample.Sy_range) // 2],\n", "# sample.Hz])\n", "# r = pos_r - sample.dipole_positions\n", "# print(r)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we show the dipole field at the measurement surface, generated from the two dipoles in the sample region" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "lines_to_next_cell": 2 }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "cf, c1, c2 = sample.plot_sample(ax)\n", "colorbar(cf)\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we redefine the `dipole_positions` in the `sample` instance in order to make a single quadrupole source rather than two dipoles:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Hack the positions array making a single particle at the centre\n", "# (ideal quadrupole)\n", "sample.dipole_positions = np.array([[sample.Lx * 0.5, sample.Ly * 0.5, -sample.Lz * 0.5]])\n", "# This magnetisation direction should not matter (?)\n", "sample.magnetization = Ms * (1 * 1e-18) * np.array([[0., 1., 0]])\n", "\n", "# Update the N of particles to update the internal dict\n", "sample.N_particles = 1" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "sample.save_data(filename='quadrupole_y-orientation')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\"Scan height Hz\": 2e-06, \"Scan area x-dimension Sx\": 2e-05, \"Scan area y-dimension Sy\": 2.01e-05, \"Scan x-step Sdx\": 1e-07, \"Scan y-step Sdy\": 1e-07, \"Time stamp\": \"20250908-165127\", \"Sensor origin x\": 0.0, \"Sensor origin y\": 0.0, \"Number of particles\": 1}" ] } ], "source": [ "!cat MetaDict_dipole_y-orientation.json" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point we can load the data for the inversion of the measurement generated in the previous steps, in the inversion code/class. Notice we are going to use the `maxwell_cartesian_polynomials` as a basis for the multipole expansion in order to physically interepret the results. Strictly, this basis is not orthogonal so it is not the most robust basis for the expansion. Nevertheless, for a single magnetic source it should solve the problem:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34;49m2025-09-08 16:51:31,799 | INFO | multipole_inversion :: 🧲 Initialized new MultipoleInversion simulation\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:31,800 | WARNING | multipole_inversion :: Parameter \"Sensor dimensions\" not found in json file. Setting class attribute sensor_dims to default ()\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:31,801 | INFO | multipole_inversion :: Scanning array sizes (row x col)\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:31,801 | INFO | multipole_inversion :: Computed Sx x Sy sizes : 200 x 200\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:31,802 | INFO | multipole_inversion :: Scan positions array memory: 0.9155 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:31,804 | INFO | multipole_inversion :: Bz data array size : 200 x 200\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:31,804 | INFO | multipole_inversion :: Bz data memory : 0.3052 Mb\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:31,805 | WARNING | multipole_inversion :: Bz array set. Setting raw fieldMask array\u001b[0m\n" ] } ], "source": [ "qinv = MultipoleInversion('./MetaDict_quadrupole_y-orientation.json',\n", " './MagneticSample_quadrupole_y-orientation.npz',\n", " expansion_limit='quadrupole',\n", " sus_functions_module='maxwell_cartesian_polynomials')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34;49m2025-09-08 16:51:31,808 | INFO | multipole_inversion :: Generating forward matrix\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:31,809 | INFO | multipole_inversion :: Green matrix memory: 2.4414 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,057 | INFO | multipole_inversion :: Generation of Q matrix took: 2.2477 s\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,058 | INFO | multipole_inversion :: Using scipy.linalg.pinv for inversion\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,069 | INFO | multipole_inversion :: Finished inversion\u001b[0m\n" ] } ], "source": [ "qinv.compute_inversion(method='sp_pinv2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can compute the inverted measurement grid to compare it with the original measurement grid. We also notice we have now a single particle at the centre of the sample:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "cf, c1, c2 = minv.plot_tools.plot_inversion_Bz(ax, qinv)\n", "colorbar(cf)\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the inversion we can now check the magnitude of the inverted multipole moments. In this case, the inverted magnetization array is\n", "\n", "$$\n", "\\texttt{inv magnetization} = [m_x, m_y, m_z, Q_1, Q_2, \\ldots, Q_5]\n", "$$\n", "\n", "where $m_i$ are the dipole moments and $Q_i$ are the quadrupole moments.\n", "\n", "In this example, we can see that $Q_2=Q_{xy}$ has the highest magnitude among the quadrupoles, and the magnitude is around $10^{-18}$ (check units). The dipole moments should be around $\\approx 10^{-12}$ if we had only a dipolar field." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[-4.00e-17 -8.20e-17 6.61e-19 3.46e-25 -1.38e-18 1.11e-22 2.09e-24\n", " 2.27e-22]]\n" ] } ], "source": [ "with np.printoptions(precision=2, suppress=False):\n", " print(qinv.inv_multipole_moments)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally the difference between the measured field $B_z$ and the field from the inversion. The residual has an octupole character:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "cf, c1 = minv.plot_tools.plot_difference_Bz(ax, qinv)\n", "colorbar(cf)\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can compare these results if we used the orthogonal basis given by spherical harmonics polynomials defined by Burnham and English:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34;49m2025-09-08 16:51:34,458 | INFO | multipole_inversion :: 🧲 Initialized new MultipoleInversion simulation\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:34,459 | WARNING | multipole_inversion :: Parameter \"Sensor dimensions\" not found in json file. Setting class attribute sensor_dims to default ()\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,459 | INFO | multipole_inversion :: Scanning array sizes (row x col)\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,459 | INFO | multipole_inversion :: Computed Sx x Sy sizes : 200 x 200\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,461 | INFO | multipole_inversion :: Scan positions array memory: 0.9155 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,462 | INFO | multipole_inversion :: Bz data array size : 200 x 200\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,462 | INFO | multipole_inversion :: Bz data memory : 0.3052 Mb\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:34,462 | WARNING | multipole_inversion :: Bz array set. Setting raw fieldMask array\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,464 | INFO | multipole_inversion :: Generating forward matrix\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,464 | INFO | multipole_inversion :: Green matrix memory: 2.4414 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,502 | INFO | multipole_inversion :: Generation of Q matrix took: 0.0374 s\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,502 | INFO | multipole_inversion :: Using scipy.linalg.pinv for inversion\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,520 | INFO | multipole_inversion :: Finished inversion\u001b[0m\n" ] } ], "source": [ "qinv = MultipoleInversion('./MetaDict_quadrupole_y-orientation.json',\n", " './MagneticSample_quadrupole_y-orientation.npz',\n", " expansion_limit='quadrupole',\n", " sus_functions_module='spherical_harmonics_basis')\n", "qinv.compute_inversion(method='sp_pinv2')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[-4.00e-17 -8.20e-17 6.61e-19 -2.98e-24 1.57e-22 3.21e-22 -1.23e-24\n", " -1.95e-18]]\n" ] } ], "source": [ "with np.printoptions(precision=2, suppress=False):\n", " print(qinv.inv_multipole_moments)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Magnetization: 91.23148267088258\n" ] } ], "source": [ "print('Magnetization: ', np.linalg.norm(qinv.inv_multipole_moments[:3]) / 1e-18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Quadrupole x-direction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We repeat the same calculations here, but setting the two dipoles in the $x$-direction" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "Hz = 2e-6 # Scan height in m\n", "Sx = 20e-6 # Scan area x - dimension in m\n", "Sy = 20e-6 # Scan area y - dimension in m\n", "Sdx = 0.1e-6 # Scan x - step in m\n", "Sdy = 0.1e-6 # Scan y - step in m\n", "Lx = Sx * 0.9 # Sample x - dimension in m\n", "Ly = Sy * 0.9 # Sample y - dimension in m\n", "Lz = 5e-6 # Sample thickness in m\n", "\n", "sample = MagneticSample(Hz, Sx, Sy, Sdx, Sdy, Lx, Ly, Lz)\n", "# Manually set positions\n", "Ms = 4.8e5\n", "dipole_positions = np.array([[sample.Lx * 0.5, sample.Ly * 0.5 - 1e-6, -sample.Lz * 0.5],\n", " [sample.Lx * 0.5, sample.Ly * 0.5 + 1e-6, -sample.Lz * 0.5]])\n", "magnetization = Ms * (1 * 1e-18) * np.array([[-1., 0., 0], [1., 0, 0]])\n", "volumes = np.array([1e-18, 1e-18])\n", "sample.generate_particles_from_array(dipole_positions, magnetization, volumes)\n", "\n", "sample.generate_measurement_mesh()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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zzTfDHcYdAREb4cMYxonoCAARG9OH+HcQCJFB0nnOQYjQmB7E2uEbIjaiCxEeBEJ4EMExhyBCI7oQa8cERGjEFrLMEnvikyTgCcXT6sNqoqI0GkKkzGjiL4J/iNiIDXf6fSViY2YgTqUEQnCI4JhlSPRJ7LlT7y+ZAGcecs8JBP8QwTGL3KkT4Wxwp91rMvHNHsTaQSD4hgiOWeJOmwDnAnfKPSeT3dyAfA4EgjtEcMwwZAlldlno955McnML8nkQCFMQwTGDLPTJbr6wUD8HMrnNTcjnQiBMQATHDLFQJ7n5ykL7PMikNrchnw+BQATHjLDQJreFwkL5XMhkNj8gzqSEOx0iOGII8deY+5DPhzDTENFBuFMhgiNGkIls/jCfPysyec1PyOc2P3j11VeRk5MDgUCAqqoqnD17NmD7d955B8XFxRAIBCgrK8OHH37otp9hGOzfvx9paWkQCoWoqalBa2urW5uxsTHs3r0bMpkMCoUCe/bsgV6vd+43m8149NFHUVZWBg6Hg507d3qN4+TJk1i7di0SEhIgFApRXFyMf/u3f3Nrc+DAAVAU5fYqLi4O8w6FBxEcMWA+T2B3KvPxMyOT1vyGfH5zm7feegv79u3Dc889h4sXL6K8vBy1tbUYGhry2f706dN46KGHsGfPHly6dAk7d+7Ezp07cfXqVWebF198Ea+88goOHjyIhoYGiMVi1NbWwmw2O9vs3r0b165dw5EjR/D+++/jxIkTeOKJJ5z7HQ4HhEIhvve976GmpsbnWMRiMfbu3YsTJ06gubkZzz77LJ599lm89tprbu2WLFmCgYEB5+vkyZPTuWVBoZhApV/nCVqtFnK5HJqRv0Amm16+/ekyHycuwgSxqrvywdGbuKd2dVT7JJPVwoHUYZlAq9UjMW4LNBoNZDLZ7W0Tv+3/32+ORKGWigH/b9/dbv0HoqqqCitXrsRvf/tbAABN08jMzMR3v/tdPP30017tH3zwQRgMBrz//vvObatXr0ZFRQUOHjwIhmGgVCrxgx/8AE899RQAQKPRICUlBYcOHcKuXbvQ3NyMxYsX49y5c1ixYgUAoK6uDtu3b0dvby+USqXbOR999FGo1WocPnw46PV89atfhVgsxn//938DmLBwHD58GI2NjUGPjRbEwhFFiNiY35DPjzAbEPE4s2i1WreXxWLxamO1WnHhwgU3CwKLxUJNTQ3q6+t99ltfX+9lcaitrXW27+jogEqlcmsjl8tRVVXlbFNfXw+FQuEUGwBQU1MDFouFhoaGiK/50qVLOH36NDZu3Oi2vbW1FUqlEnl5edi9eze6u7sjPkcokGqxUYJMVguD+VBhlkxQCw9ScTYw8gQh+CLRtPqwGGkAQGZmptv25557DgcOHHDbNjIyAofDgZSUFLftKSkpaGlp8dm/SqXy2V6lUjn3T24L1CY5OdltP4fDQXx8vLNNOGRkZGB4eBh2ux0HDhzAt771Lee+qqoqHDp0CEVFRRgYGMBPf/pTrF+/HlevXoVUKg37XKFABEcUuJPFxti4HuNqA6xWO7p7R5CVkQiKAnr7x5CarACHw4JqSAOFXAQBn4uRUR0EAh4kYj7UGiMYhoFCLobDQSM7MxFSqXC2L2lOM5fEhslkxtXmcQyqBp3bqNsVwBlm4v+u/7q2cd3O5/ORk5+HRdk8UNSdW0KciI6Zoaenx21Jhc/nz+JoYssXX3wBvV6PM2fO4Omnn8aiRYvw0EMPAQC2bdvmbLd06VJUVVUhOzsbb7/9Nvbs2ROT8RDBMU3uJLFhMJhxo20ARqMFCfFS2GwO2B0OLMmUgM8XoyRjao21ON33/+Hn/1arHVfaByAS8kHTDHr6RrGkOANJiVIIBLyYXpcn88HKMdPQNI3zl1Ru4kIgECC/sAAlpaXTEgpmsxkdbe344PoAXF3K8gsWoaRAckeJECI6Yo9MJgvqw5GYmAg2m43BwUG37YODg0hNTfV5TGpqasD2k/8ODg4iLS3NrU1FRYWzjadTqt1ux9jYmN/zBiI3NxcAUFZWhsHBQRw4cMApODxRKBQoLCxEW1tb2OcJFSI4psFCFxtWqx2qQTXaOgYhlwmRGC9FaZYUPF70J2Mej4PlBfHO90uyJNDqTOgbGEd37wgkYgEK8lOhkM+MU/BcFB0zbd0wGIw4cbINNqsNFIuFktIlWLJ0adTPIxAIUFK6BCWlS5zbGIZB+81WvPfBJYBhwOawsa46D3JFcGe/+Q4RHbMPj8fD8uXLcezYMWfYKU3TOHbsGPbu3evzmOrqahw7dgxPPvmkc9uRI0dQXV0NYGLyT01NxbFjx5wCQ6vVoqGhAd/+9redfajValy4cAHLly8HAHz66aegaRpVVVXTuiaapn36q0yi1+vR3t6Ob3zjG9M6TyCI4CC4YbHYcKtzCL39Y8jOTESqBLhrefqsjEUmFUImBfKT08EwDPo0ZtzqHMK42oBN6xaDzb5zfJ5nSmw4HA589nkrjAYDhCIRVq9bBx5vZi1MAEBRFBYVFWJRUSEAwGaz4dL5C9BqWgGKwrKVK5CRQs/4uAh3Dvv27cMjjzyCFStWYNWqVXjppZdgMBjw2GOPAQAefvhhpKen44UXXgAAfP/738fGjRvx61//Gvfeey/efPNNnD9/3hmKSlEUnnzySTz//PMoKChAbm4u/uVf/gVKpdIpakpKSrB161Y8/vjjOHjwIGw2G/bu3Ytdu3a5Rahcv34dVqsVY2Nj0Ol0zkiTSSHz6quvIisry5lX48SJE/jVr36F733ve84+nnrqKezYsQPZ2dno7+/Hc889Bzab7dcCEg2I4IiQhWbduNHaD53eDJlUiOwELkoyMoMfNINQFIUMBRsZijjY7TLcaO2HzeaASMRDQX5a8A4iYC5aOWJF7yAL5+rPgM3hYFX1akhDCBucSbhcLlZWT4QWOxwOXDp3HhcaxiGWSLB5YwHYbPYsjzC6ECvH7PPggw9ieHgY+/fvh0qlQkVFBerq6pxOn93d3WCxph561qxZgzfeeAPPPvssfvzjH6OgoACHDx9GaWmps80Pf/hDGAwGPPHEE1Cr1Vi3bh3q6uogEAicbV5//XXs3bsXW7ZsAYvFwv33349XXnnFbWzbt29HV1eX831lZSUAOJckaZrGM888g46ODnA4HOTn5+OXv/wl/sf/+B/OY3p7e/HQQw9hdHQUSUlJWLduHc6cOYOkpKQo3kV3SB6OCFgoYsNqtaOjawgWix1y2YTQmG8MGihcbe7BsvIcxCkkUe8/GoJjunk4YmndaOuy4vKFi1DExWHVmmq3H9D5gE6rxdnT9aBpGiuqqpCRurCsHneS6AiUh+M7fzwJvmh6f98Wox6vPrIu5DwchOhDLBxhshDEhtVqx+mzNyES8lCeKwefP71ws9kkRcwgZUUGOkaM6OgahkwqxKK88J2r/LFQrRz9wxycPvEFklNTsXXHl2Z7OBEjlcmwZWstGIbBufozOFs/htLypSjMWxjRTsTSQVhIEMERBvNdbBiNFrTdGgSbzcL6pakLygciN5GH3EQehk0sfPjJJWy7uyJq0Q2zKTqibd1wOBz46OMr4HI42LrjSwsmAoSiKKxaM+Gcd6WxEX9t7MXSZZUoyJn/IY9EdBAWCkRw3AHQNI3PTzUjXiFBabZ0QQkNT5KENLatyUH92VZkZSQgIz1htoc0Z7hyXY3rV69i8901EEuiv/w0VyirqEBZRQUaL1xA4/k+rN24Acok+2wPi0C441m4M0+Uma/Wjb7+MVxq6kT14mSU58kXtNiYhKIorClNnkgHfL4NOp1p2n3OxucfLesGTdP4+z/Ow2g04Etf2bmgxYYrFcuXY9t9O3DlUiPe++ASHA7HbA8pYuZSwjcCIVKIhSME5qPYGBzSoLt3BOlp8W75Le4klDIKqZJ4XOseBpvNwuLijNke0ozT3Q+cPH4CNdu23jFCwxWKorBu8yYYDQa8+7djyFu0CMsrkoMeNxchSyuE+c7Cf9ydJvNNbDAMgzPnWjEyqsPKogQoZQtjjT5SWCwWynJkkEmFOHOudbaHM6Ocu6TClcuN+PIDX7sjxYYrIrEY2798H1gsFt75y2mYzf4TIBEIhNhALBwLCLXGgOYbfSguVCKOS9asXclQsCESpeFkfQvWVBVGFP45k86j0zWhH/vsBqQyKTZ5VK+80yksKUZewSJ8+NHHyMnLw7Ly2OUciAV3qpUjXi6EQDy9yCMzd/4uqS0UiIUjAPPJutHeMQjVoBrVS5KJ2PBDPM+OZQXxON1wE2azdbaHEzP+/o/zSM/MiEka8oUAh8NB7Zfudfq2zLdURMSfgzBfIYLDD/NFbEwU1boFqUTgXiSN4BORkIfqJcm40NgBg8Ec9vEz8b2IdEJhGAbv/OU0KlesQGZ2dpRHtfAoKV2C1evW4vU3jqN/mBh7CYRYQwTHPMZotODE6RaUZUuRLJpfT2mzCZvNQvWSJDRd645IdMxFGIbB22+fxNqNG5CQRJ6AQ0UilWLnA1/DufozuHx1bLaHEzLEykGYjxDB4YP5YN1Qaww4e7EdGyvSwOfPv5Tksw2LxUJVSSIar3QtiOWVv757Bms3bYRcoYjpeUbN7IhfcxWKolCzbSv0eh0+/6J9tocTMkR0EOYbxI44Dxke0aLtlgqbKpXBG8826mmIN0VsHTQnRUdDYwdWrywIOUdJLJ1HI5lE/vH+RayoqkJcfHTDn6MtEnz1lyCYO458FcuXo6O9Hf94/yLu+9Ky2R4OgbDgIILDg7lu3ejpHcW42oDqJXMwl8B0xEUo/cVAgHA4bCxbFIeLlzuwcll+1PuPNZ993oq8RflISonO92GmLRGe55ttAZKbnw+pVIa33j6Jrz+wds6nfr9To1YI8xOypOLCXBcbre0DMFusWJo7hyodqsenXjN5riieTyjkISsjETfbBkI+JhbflXCtG5eaRsAX8JGbPz2hNJeWPebCWBKTk7CpZgveeOPzeZ2dlECYa4QtOE6cOIEdO3ZAqVSCoigcPnw4YPvjx4+Doiivl0qlcmv36quvIicnBwKBAFVVVTh79my4Q1vQ3GjtB5fLQUHqHKiCOZMiI5RxRIEUMQOz2Qat1hiV/mJN/zAHPV1dKF8Wuel/tif2YMzm+CRSKWp33Is3/vw57Pa5HWZOfDkI84WwBYfBYEB5eTleffXVsI67ceMGBgYGnK/k5CkT8FtvvYV9+/bhueeew8WLF1FeXo7a2loMDQ2FO7yImcvWjRut/RAKeMhJmGXn0LkgMnwRpXEtzZXh7MV2OBx0FAYVOxiGwWefHMVdtfdEdPxcFxqezJbVQygU4t6dX8af3zxBLB0EQhQIW3Bs27YNzz//PL7yla+EdVxycjJSU1OdL9dMj7/5zW/w+OOP47HHHsPixYtx8OBBiEQi/OEPfwh3eAuO9o5B8HgcZMXPkrvNXLFmhEIUxlmzMhOffNoUUtvZEqnvvX8RW7beE7Z/wXwTGr6Y6Wvg8/nYdt8O/PnNE3M6QRixchDmAzPmw1FRUYG0tDTcfffdOHXqlHO71WrFhQsXUOOSgpnFYqGmpgb19fU++7JYLNBqtW6v6TBXrRtd3cNwOGjkJvJm/uTzRWT4Yppjr92ydMbrroQ6YVxt0SApJRlSWXh+PPNdaHgyk9cjFApx97ateOcvp2fsnATCQiTmgiMtLQ0HDx7EX//6V/z1r39FZmYmNm3ahIsXLwIARkZG4HA4kJKS4nZcSkqKl5/HJC+88ALkcrnzlZmZGevLmHF6ekeh1ZlQmDYLPhvzVWh4EqHwYJm0yFDGo69/biWCcjgcuH7lKpZWVoZ8zEKwavhjJq9NIpWias0avPfBpRk5XyQQKwdhrhNzO31RURGKioqc79esWYP29nb827/9G/77v/87oj6feeYZ7Nu3z/leq9VGLDrmonVDNajG8KgWyxbNTKEwJwtFaHiiHg87pDZDwcb5m2NIV0Y3t8V0+OCjy7jrnrtDbr9QhYYnk9cZ65DaxOQk5Obn4fiJNmzasCim5yK4kyDjQygRTKsPE9sWpdEQImVWwmJXrVqFtrY2AEBiYiLYbDYGBwfd2gwODiI1NdXn8Xw+HzKZzO21UDAYzOjsHp5ZsTGfl09CJYJrVKbGoaMrsONyNARrKE+mHb0OSCQSCEWikPq8U8SGKzNxzbn5+WBzOLhyXR3zc0UCsXIQ5jKz4onY2NiItLQ0AACPx8Py5ctx7Ngx7Ny5E8BEQbJjx45h7969szG8WYNhGFy+2o3Vi2fwR2OWhIbVZseo2ohRtQk8Lhs6gwVGsw3J8WI4aAYsikJGqgwiATeiUvJ+CcPaoZRROHJ2EJnpCeBwZncCP1d/Bvfu/HJIbWMx8TIMA51GjVs9/dCqx2E2GkE7HMDtMHehWAyJTI78rHTIFHGzljBrJqwdy1auwNGP6pCYXI20RPLUTCCEStiCQ6/XO60TANDR0YHGxkbEx8cjKysLzzzzDPr6+vCnP/0JAPDSSy8hNzcXS5Ysgdlsxn/+53/i008/xSeffOLsY9++fXjkkUewYsUKrFq1Ci+99BIMBgMee+yxKFyif+bacsq15l4sKc4AizUDtT1mSGjQNI1LzQPgcdngsFkYHjdAJOAiXi4Cm00hS8BAxAfYUiEAIRiGgd1BY1htwriGi16VFl0DamSlygEAg6N6rF+eE3Iacp+EITpqVmbgfFPnrGYhPX9pECWlpUHbRUtoWC0WnDl7DgbdlDM2BQoShQLxicnILSqBQCQGmz1xPofDAbPRAJ1GjavNN6HTqMEwU6HFXB4fq1Yuh0yuiMr4QmHUzI6p6NiytRZ/f+ev+Kd/2jjns5ESCHOFsAXH+fPnsXnzZuf7SV+KRx55BIcOHcLAwAC6u7ud+61WK37wgx+gr68PIpEIS5cuxdGjR936ePDBBzE8PIz9+/dDpVKhoqICdXV1Xo6kC5mhYQ0EAi7knPktNhiGwZjGhMaWAaQmSsCiKOSIgHjZRKRNsULu2hqAewQORVHgcthQJkoA0ACPjSJ5gnN/vkSK5lvDYLEoaHRmpCZKkJMewRN1iKKDoijEx0mg0Rghl4e2nBFtOm/dwrb7dgRsM12x0dLegfbmaxP3n8dHUVkFJHJ58AMBsNlsiKUyiKUypGZkee23mExobGqCQacFwzCQyORYU70aHE5sDayxFB0URWHL1nvw3vv1uG/H8picI1JIunPCXIVi5nJweYhotVrI5XJoRv4CmUwc0jFzybphtztwqakTK4sSgjeeLjESG6oRHXoGNBAKuJCKecjiz8zXqs/GhlpnBsMwSEuSIjEutM/fSQiig6ZpNHVqUVGW47dNoGJuHxy9iXtqV/vcF2zN/YvTnUhLVyJN6b9QX6Riw2qx4LPPjsNusyJJmY78ktIZeVrXqdVovnQeDtqB+MRkrK5aGdPzxtLScf3KFbDZHCwrT4rZOSJhPgoOrVaPxLgt0Gg0Tr+8yd/2lz69CqFEOq3+TXodnryr1K1/wsxCirfNAT774jpqVmbE/kRRFhsOB432njGYLXZQFLBCOWkBmDkNm851ID2eC4Zh0DigRnvPGPIz40MXHiFYOlgsFnQ6M0wmK4TCmc2JMjw4iGUrV0S1z87+ITSdrQePz0fF6rXgCabn/R8uUoUCqzZP5N0ZHVThg/feA8ViYfPmzRCJwxSMIRBLS8fisjJ89I/3sKRYBj6fH5NzRAKxchDmIkRwzDIN59uwalk+KCrGSylRFBt2uwNnr/SCYYBli5UQGHRR6ztSKIpCZcpEzpI+ix0Xr/chQSFCtjIEX40QRMf68lTUX+lE9arCaAw3JE6d6UL58sC1UsKxbhj1ehw9chRShQJr79k2J3wPElJSsebubXDY7Th1+hRMBgPKVq1GrjK6y6mxFB0127biH+99hAe+tiYm/RMIC4U7UnDMleUUg8EMiVgQe7+NKIkNmqbR2jUKq82ByhQhBHwOMAfEhifpXAfSU4S4qbXj83MdWF2eCT4vyFc9BNERHyeZUSvH4IAKFcv9+weEKjYYhsHRI0dB0zSq797qdPacS7A5HCxftxEMw6Cp4TSuNNSj5u4aiCSSqJ0jVhEsXC4X+QUFuNQ0gsqlJCyVQPAHKU8/i9xoG0BxeowdEaMkNq61DeLc1T5kpMhRmsCbEBtznEIZG2uypGi5NYzuAXXwA4Lcq7wkvt+8HNEWsU3XxpFfUOB3f6hio7ntFg7/9a8oLKvAyo13zUmx4QpFUShfvRbVd2/FFydP4ZOPP5nTNUwmKVpcgrabN0HTc6fwH8nJMX3CrWL+zjvvoLi4GAKBAGVlZfjwww/d9jMMg/379yMtLQ1CoRA1NTVobXUvozA2Nobdu3dDJpNBoVBgz5490Ov1bm2ampqwfv16CAQCZGZm4sUXX3Tbb7PZ8LOf/Qz5+fkQCAQoLy9HXV3dtK9vuhDBMUsYDGYIBbzphXcGIwpiQ2ewoL6xGxIRD6vSxRCZ9MEPmkNwOCwsTeKDw2bhwrU+WG2RlxrnctnoG4iesAg0IbS3tmJRke/lm1DFxtGjxzA80I+N934ZUoUikiHOGmw2Gys33oWSyuU4/O67uHL9RtT6jlWCsE01W/BhXWiF/whzn3CrmJ8+fRoPPfQQ9uzZg0uXLmHnzp3YuXMnrl696mzz4osv4pVXXsHBgwfR0NAAsViM2tpamM1mZ5vdu3fj2rVrOHLkCN5//32cOHECTzzxhHO/VqvFPffcg+zsbFy4cAH/+q//igMHDuC1115ztnn22WfxH//xH/j3f/93XL9+Hf/zf/5PfOUrX8GlS1Op+WejSvsdF6UyV5ZTjh6/gpqVMawBEwWx0dY9sXxSLGfPifX+6WKzO3C2z4CSvGQkKAJYlgIsrdh4Elxt7kXl0hyvff4iVfxFqfgTHHq9AafPdGHtxg0+9webMG1WK/7+7ruoWLMe8UnJAduGwqgp+JJfQoyXmW5euYzRwQFsu/feqCWCi4VPx8nPjqOssgLKpMiFbTSZT46jcy1KpaqqCitXrsRvf/tbABNLypmZmfjud7+Lp59+2qv9gw8+CIPBgPfff9+5bfXq1aioqMDBgwfBMAyUSiV+8IMf4KmnngIAaDQapKSk4NChQ9i1axeam5uxePFinDt3DitWTDiL19XVYfv27ejt7YVSqcTvfvc7/OQnP4FKpQKPN/F39/TTT+Pw4cNoaWkBACiVSvzkJz/Bd77zHedY7r//fgiFQvy///f/Irq+aEAsHLPAmXOtWFtVFLxhpExTbFhtdjQ09UAhFaBEwZkZsTE2HvgVBbgcNtZmy9DWPQrVSADfkwD3j2vVgxNLqxSAzz6/iaq1vh0Qg4mNjv5B/P3dd7Fh+31hi41Rk9XnK9Jjo0lhWTkq1qzH3/7yF7R29kSlz1hYOtZu2ojTJ76Ier+E6OFZadxisXi1iaSKeX19vVt7AKitrXW27+jogEqlcmsjl8tRVVXlbFNfXw+FQuEUGwBQU1MDFouFhoYGZ5sNGzY4xcbkeW7cuIHx8YnfLovFAoFH9JlQKMTJkycjvr5oMPcX4hcYNE1DIOBCSBtjc4Jpig21diJp17ocGdi09x/itIlUPPg6Lj6yejOr0sVoHNLB4aCRnhJacitXaJoBTdPRTbnu2r/D4TMpVrAJsrntFtquXcHm+74askiMtjAI1Pd0rSBCkRibd3wFl05/gZFBFaqrVk6rPyD60SsURSEtXYnWTgsKcmY/THahhMfGKwQQTbN4m5EzkYbes9Dnc889hwMHDrhtC1TFfNKK4IlKpQpY9Xzy32BtkpPdHxQ4HA7i4+Pd2uTm5nr1MbkvLi4OtbW1+M1vfoMNGzYgPz8fx44dw7vvvguHwxHx9UWDO8rCMReWU251DiEve/pmbp9MU2wMjuhxvX0IG/MV0fUtibKlIhr9ViQLoNaZ0Teo8d0gwL1cmivDkc+ueG2PxvfrynU1cvPDT6N+7UYbuttasfae7SGJjVhYIWbqnJVr1kMgFKLuw4+iMKroWzoqli/H5QsXo9onIXr09PRAo9E4X88888xsDynqvPzyyygoKEBxcTF4PB727t2Lxx57LGYPSaFyRwmOucDgkAYydgx+6KcpNrr6xzE4qkd11vTWSd2IhcgIdq4wzrc4jgu1zoz+Ia3vBn7uKUVRSE+bXtl6f/4bt9rakF/oHZ0SaFK83tqO3o52rNx4V9DzzobQ8DeG6Ywju6AIBWXlePedd6ISGRJt0ZGRlYmbt0xR7ZMQHTwrjftK2BZJFfPU1NSA7Sf/DdbG02nTbrdjbGzMrY2vPlzPkZSUhMOHD8NgMKCrqwstLS2QSCTIy8uL+PqiAREcM8jnp5qxojJvtofhxY2OYTgcDMoSo+D4FytrRiRjCIHFcVwMjekxrglvcpBIBNDrzcEbhkEk/tu3egfQcaM5qNiYC0LDF9MZV1xiEqruuht/efNN2Gxzq2prWUUFrl4mESvzFdcq5pNMVjGvrq72eUx1dbVbewA4cuSIs31ubi5SU1Pd2mi1WjQ0NDjbVFdXQ61W48KFC842n376KWiaRlVVlbPNiRMn3L7zR44cQVFREeLi3JeZBQIB0tPTYbfb8de//hVf/vKXI76+aEAExwzBMAwUMhH4dkP0O5+GdeNq6yAkIh5yp5sOZLZFhi9CHFN5kgDX24dgtviYtPzc2+x4DhqvdE5zgO5cvDyMosUlXtv9PX2bjEZcOv0FqrfU+u1zrgoNTyIdo1AkxsZ7v4y/vfMObNbpXWe0rRxx8fHoVc3+TyzJxxEZ+/btw+9//3v88Y9/RHNzM7797W+7VTF/+OGH3ZZjvv/976Ourg6//vWv0dLSggMHDuD8+fPYu3cvgAnL6JNPPonnn38e//jHP3DlyhU8/PDDUCqV2LlzJwCgpKQEW7duxeOPP46zZ8/i1KlT2Lt3L3bt2gXl7XpK//RP/wQej4c9e/bg2rVreOutt/Dyyy87C6kCQENDA959913cunULX3zxBbZu3QqapvHDH/4w5OuLBXeM0+hs+28MDmmQkhy+g2JQpiE2rrcPIV4uRBp7miF8c01oeDI2HtTBdE22FEfOd2LL6vyQ/Fcoior6emhfTw+2bHUXD/4mQYZh8P7f/47N933Vb3/zQWi4MjnecJ1LuTweNn1pJ979yzu4/+sPTqsKbTSdSFdWr8aRDz9Cxs5VUemPMLMEq2Le3d3t9huwZs0avPHGG3j22Wfx4x//GAUFBTh8+DBKS0udbX74wx/CYDDgiSeegFqtxrp161BXV+cWUfL6669j79692LJlC1gsFu6//3688sorzv1yuRyffPIJvvOd72D58uVITEzE/v373XJ1mM1mPPvss7h16xYkEgm2b9+O//7v/4bCJR/PbFRpv2PycMy24Dh15gbWlsXgg4xQcLR1j4LHZSOTN4317ygIDYvNgfNtIxALOOBz2BjVmcHnsiEVcqExWkHTQJyEB4PFDqPFjiSZAFY7jSGNCSsWJUIu4oUXthtEeNRdH8a29T5Cln3k5ugZd0AmFbqVrfeVi8NXHg5fT53/eO9CyILjww8+wJJlq3wm9IpUaNxq60Zf+w3QtMeEyzDA7XtMgQIzWZzv9nYKFFKy81BYsihqIdSRRLRYLRZ88dF7+NquXdMaRzSjVo59/Am2b106LREUDeZDpEqgPBx/utgG0TTzcBj1Ojy8bBGpFjuL3DEWjtlkaFgDhTz6VTAjFRt9gxo4HDQyxdOYHCIUGzY7jZ4RPVoHtMhMFIPPYaNCKoSAe3tiTeBONZa7/J/LBSbLanCBxQIehiwODIxp0DtqgDJehJxkCcQCl2P8jTuA6KhdW4D6xm5UV2QFvZY0KdDSN+omOCKlrcuKlLTQnLUuXLqMFGXGtMWGw+HA+ZOnYdJP5CSRJyShaHk12GFOjjRNY7CrHSc+mkidTFEsLF9XDbE08h/1SKwdPD4f1TW1+Pvf/oadX/Vv+Ql67ihaOVavXYNPj1/EPTWLo9IfgTCfIYJjBhga1mJJVvSKUAGIWGwMjxkwMKzD8rQIJ8kIhUbbgBYjWjPiJHwk2xjUuFZxjWBlgqIopNgYpPC4KExTwGp3YEBtwrB2HDIhDyWZCv8HBxAd1Lgai7IScKtnDHmZLpEoPoq7cThs9KvGUbp4Kq6fMYz7zTgaiOar17D5bvekQb6sGxazGf3dnVh7z3avfaGKjZvNbehtbQaLzUZe2XKIZdNb6mOxWEjLLUBa7kR0jcNuw5Xzl2DS68AXClG1eWPENVxGTdawRIdIIsXiyhU4cuQo7va4n7OBWCKByRijnDsEwjyDCI4ZgGGYOZEaXG+0oKVjGOtyInzyDFNs0DSD1gEtLDYHFGIeVipuW3li8K3jcdjIBpAtF2OADTR2jEIm5CI3Rer73gcQHYmMBd1aE+x2BzicwBNlZnpC2J+vr+WUUPv46MMPsfbubV7bQxEb1y9fx0BHKxKUGSjfcHdog40ANoeLgsoJvwWzQY8vPqoDwwDVWzZBIArf0heu6EhMTYNmfBTnLl7CymWVYZ8PiK6VIyEpCV19DLLTZ+83YKEkACPMb2bfhXqBc6tzEGJxlDMORmDdYBgGl5oHsDY7wnXQMMQGwzC42D6C0y2DyEwUY4mQj3R65n5s0xxAmUiABKkADTeH0TbgJ89GgGtaHMfFtTaPIkY+7nt8nASjYwHSpIcATdNeYsOXdeP8xUbkFBZ7LXkEExudHX048u67cNjtqNhUi8zCJdMabzgIxBKUrduCJdUbce6L0/jsvQ9gs4afwTZcv5T8klKMqAbQNTAc9rmc54xS1ErF8mW47FI0i0C4U7kjBMdsOoyOjRuQlzT7KY6v3BzE8sXKyCwtYYiNvlEDLt4aRVaSBNUJUvDVMUiPHiISvQ0rFWLQNIMzN4ZgtvqIxvFzbQI+ByaLLWh+jhQxg6Zr06vtcfHyMIp9hMO6QtM0+jo7kJXvnhQs0ETMMAy++PgI+m/dROXmbVDm+64+OxOwORwsrlqPxavX4+THR9FwPPx6I+GKjlWbanDuxKezXt6eoqgJB1sC4Q7njhAcs4lQEOUqmhFYN/qHtFDIBBAaIygtH6LYsNlpXLo1CoqiUCERIs4U/UqckZLP4aBSKsSNPg06Bn1YI/xcY1WGBM23gls5FNN0Gh3o74cyI8P53teT9dEjR7FsnXv12EATcHeXCh//5S/ILi5D0fLqsITmiMYc8DUdOFwelq7fgqSMLHzy17+is6MvrOPDER0URWH5+k04euRouMOcOl+UrBwJSYno6iOig3BnQ3w4YohGYwSXG/2KlOHgcNDoH9JG5iQaotgYUpvQ0qfBqjgxuLbo/Kg6BgMnSGOnhOcLwGGzUCoSYJBL4dKtUVTmJbg38OPTUZKXjI7eMeRm+E9lLuBzY+qnYzGb4XDYQ476uHKhCWODfVhR86WgY4pEQPg6JlEeXmEteWIKlm+5Fy3nTmG4twsr1/uujuuLcHw65HHx4AkEuHGrC0V52WGNMZosrazEZ0eOIjt92ayNYT4TL+BCPM3ifwJ7kAg2QswhFo4YcrGpA4Vpwuh1GIF1o6GpByVxEfyhhSg2OgZ16B4xYG2iFNxpFHxzDBrcXtFuP0mKjUFBmgwnrqm8d/q4ZoXdBLUu8KTM53MxPOLHTyQKHD1yBMvXbXLb5u9Jv+HzL2C3WVC6ZrNfsREta0U0+ixeuRbS+EQc/dvhsGqihGPpKFu5GtcvnQ9rXNGGxWKRZRXCHQ8RHDEkJSkGmUXDYGhUD4mID1Gw3BSehCA2GIZBU+cYAKBSGpmoikQwRKMvodaKNcXJ+KQxNHO+QipAZ5/LPfEQfvnJfNxsGwhrvJO0dlqQqkxzvvc04ZuMRrA5XHC4U5+hv8n25CdHIVUkIKu4zOf+aIsMf4QrPpLSs7B49QbUvf0WLKbQQ0jDEh0rqnDii5Mht3c7T5SWVVhsdlQKzREI8xUiOGJE1B3VIrBu9Kg0KE2IvtigaQYNN4eRmShGVphfoWiKjGDnCAQ1YsJdqXLUXex13+Hj+nOEQFe/OmB/8XFTeVbCcVJubWlBYXGx3/2fHjuG5es2Bu3n5CdHkZSehZRs7+KAMyU0fBHquflCEVbe82V89v4H6O4eDNp+klBFR3xyCtSjo7Dbp5nGfxoUL1mM85d8WNYIhDsEIjhixPWWPkglUVxOCZPhMQOS48Xh+RWEIDYcDhpnbg5hiYgPmSH0H+9Yi4xIzklRFGor0/HhBY8oEx/3oaI4zd3K4YHNFpmTrMNB+017bbfbAYpyC4P1NcHWf3ocicpMJKZ7Z0edLaHhSSjjYLFYWFHzJdy4cBpdnZFZjAKxcsNmHPnkk4iOjYaVI02pxKAqdDFFICw0iNNoDMmMmz2H0c6+caxQTj/ltisMw6ChdRhlYgFEvNC/OpEIDbuDhsZixxWVFkliHjgsFgb1ZsgFXAg4bIyarEiV8KGUCqbSogc5vy9HU3rIiG3LMnD0ch9qytP99iGzGtGpcwnx9cg8Oq4xwOGggxZ+80z65SoIPSe1zz47jorqdVP7fYiNxrMXIJLKkZTh7hAZrtCwW61ov3ED+rEhgJlKRDZpqaMoCkJZHBaVFIMnjOx7NTmmQA6mFEWhctNWXPrsI7DYa5GZGbz+UKhOpHzhxAOAxWwGXxCek2u0mO0QXQJhNiGCI0awWFGMWAhzOaW1awRx8jCtKyFYNy7eGkVZdjxE2tDM2OEIDQfNoFtthMHmwIDOjNw4EWR8LlaLBOBQLIAB8sW3JzoGyBcIMKq3QUVZMGK0wmxzIFXKR6pEAAnf99faMWjwKzrWL07F2ZvDWFWYNLHRR9SKzmiB1WYHj+vdf2VZDlSDaqQr/UezhIvZaIAwQGbO1hu3YNRpUbS82m17KGLD4bDj+vlzMOu1AEWBw+VBkZqF7LLVoHxUwWUYBibtOJovXYTVPOFnwWZzULpqddgCZERjDi46Nm/D+SPvITXly+DyguexCVV0LF+3CceOHcP2e+8Na8zRYi5kHCYQZgsiOGLE0IgWJRkxKNgWAnqjFRXJYTzBhSA2Wvs1UMaJoi42NGYbrqi04LBZWJoiA09tQbFMAjgAGB1AgBLwCQIuYAMyuDyAC1isNIaNVtT3jKE0RYY0qfc98Cc6OGNmKONF6BnRIzPxtj+Gh+hYmy1D/dU+rKn0Dq+UsS0Y0AdOEubJ8NAI4hN8C5TGK9eQtWgqUZendcNus6Hj6iUs3+I+cQYTGx2t7RjuvAkWh4O0gqUQSEILtaUoCiJ5PETyqfHabVZcv3geVpMRQqkCpauqQp5QQxEdy+7ajqN/O4ytX/961CZqDpcLhqbhcDjCru8SjXTnYrEYOp0eUmmUaysRCPMA4sMRAxiGgVQyOyZbtdaE+HCtG0EYUptgtjmQHGKOjVDExuUBDS4PaKA227BaJMQKPh+8aWYl5bNZyLABm2USOGgGTSotrqi8w1X9jS/NAQyMmWB3+I8kkLqmqXexPFEUhc7u8GpVNF4Z9usw2td5C5l5i/we+9n773vVQwkkNm7daEPDJx/ArNcif+Um5FauC1ls+IPD5SFzyUrkr9iIuLQsnD36ES598XnIkRjBxBGbw0Hpmk34/IMPQ+ovVAfSpVVrcPz45yG1jTYFRUVoujY6K+cmEGYbIjhigEZrRGqyIjqdhb2cMopMXhihd0GsGyaLHdd61FgsCC09ezCxYbY5cPzWCDLkQixhc5EeXrbqkEm1MFjM4qAoUYKjbcMwWt2fTP2Nc4mIj2vdLvfE4/5IxXxo9b4nysz0BJ/b/WE2myEUTSxHuPpvOBwOsFyevj0n0ksN55GeXwwOd2oJwd/kbTWbcObjD2A2aLFo1V1IzvUfETMdhLI4LFq5GSl5JTh75CNcv3gxpOOCiQ6RVI4EZSYaz4bWXyiIpTKYDBFk3Y0C8YkJGI+w4jKBMN8hgiMGdHWPQMG1zfh5GYaBRm+O6jrx2dZhbEgO7Uk4kNhgGAYtwzq0jRmwTiKCXD8z4YmsMTM2ycRoGtSidUTv5rTna7wCLhsOmsGI1vdEmC1gcOpSl+9zhem34+9zOnnyFJYsW+Vzn81qxdhAH1Kycp3b/E3azZcu4fKpE8hfsREpeYFrtUQLvliKgqq7wBdLUf/R32ENIa9GMNGhzCvE2GA/zMbglrNQrRwpGZm43toeUlsCgRAdiOCIAUaTBaJppuGNhJudI9iwIif0A4I8aV3rHsfyfO9S6r4IJDZGjVY09KqRJhWgmJodt6EVfD4SRDw09Kphcglh9TXucokQTZ1jU+LE4z6lJ8t9RhuMjOrgCLAc44m/iAW9VgOJfCJpnOcE+kXdx1iyZtPUOX1M1gzD4Nyxj8Hm8pC3fIObtcQT9Ygx7FcoKFIyUFBVg8ZTJ3DzytWg7YOJjrI1m/FF3cchnTsU8ktK0dFyPezjopUEjEC4EyGCIwYo5FFyFg1zOcVmp8HVRifFtsFsA0VNZOUMRiCx0T5qQJ/WjOU8HsTa8Kw+xiFjWK9gyPR2VHJ5uDakw6B+yl/E1/jXFCfjeo/aZz+piRIMj90+xuUzWlycjt6+6a3Pey6nuHKrrQsSRbwzasPXJO1w2HH6g78hrbAcCRneScAAhC0eIj2eYrGQv2Ij7FYLGk8Frw4bSHSw2Gwo8wrRdOFy0H5CzkBKIkYIhBmFCI4YYDTNTkn2kfEw8l0EsW4092qwyE9CKleCiQ0GE74UoS7zhCMgIjmWzaJQweVh2GBBr0vpec/r4I5b4KCZKYuFy/1KghWtXd7CQs62wmoLbanIYDBC5MN/43T9GRRXLJ/Y7jFx3rpyCflLl/vt0261ov7Dw1hUtQVCqXda/emIDH+E0mdK/mLIk9Nx7lhwC0Ug0ZGaswiD3beilssiIzcfTddbotIXgUAIDhEcMcBojJEnZACutw9hRan/xFXhMKwxgWEYsAOEpAKBxUbnuBE0wyDHEdpXLFKREWl/xRQHOosdAy6F2TyvJ4fFRnOvxufxDLwnPQ6HjeERXUjja76pQ1Zujtd2rXoc8jjvUNkb124iMT3T+d5zYnbYbTjz8T9QtKbWzZkUiI3Q8CTYOWRJaUjJW4yzRz4K2lcg0VG0rBr1nx4P2kcoVo7MvEXoudUWtF20IYaV8IkTchE/zVeckFSLnW3CFhwnTpzAjh07oFQqQVEUDh8+HLD9u+++i7vvvhtJSUmQyWSorq7Gxx+7P+kcOHAAFEW5vYoD1JeY6yQlSmflvGJTiBaOINaNziE9lskiz1Kq0plhtjuQSwf/ekVbaITTfwHYUOks0Jh9L/WI+Rz0jxt9+mXkKOOg8VFFdjLTaLB6KoOqAaSmpXlt92cJ6m1tRmbhEgDeEzLDMDhT9x4KVt8NFnvKKjUTQsOTQOcTxyUidVEpzn92JOL+xXIFzAb9vC6CRpKNEu5UwvbgMxgMKC8vxze/+U189atfDdr+xIkTuPvuu/Hzn/8cCoUC//f//l/s2LEDDQ0NqKysdLZbsmQJjh49OjWwEMz5cxWrdXrJgSLBZLYhGnncRrVmpMWJJhJvBcCfdWPCamBBGSf400SoQoNhGAyabdDbHegxWJAu4oMCoDJbEc/jQMBmTeTgEPkP3TUOGSFK9hZRpWwOzg3pUJURBzaL8koMtjlFjms9aizNiXdLBJZC2dA6ZIHcI7mYXBZaDhSGuV2y3IX2nn7EJUxkOnV9Qm9v7YIi2VucTHLuaB1yK9e5WTZCFRpmvQbdzddht5oBp9VmSvTwxQrklpW5CZlgqEeMUCT6FqziuEQozFm40lCPsqpqn22AwInBCipXoeH4CVTftSnkMfmDw+HCZrOByw396Xe6CcBYLCqixGMEwnwn7Blq27Zt2LZtW8jtX3rpJbf3P//5z/H3v/8d7733npvg4HA4SE1NDXc4c5LRcR2QO72kSuFA0zQMJiuA6Sf86h01YImQH9Du609sMAyDywMarBYFH0cwsWGlafQaLDA6aIxZ7CiPE0OktiKV4gLGiafbNHAAM2BnHNDKKFwY1UHEYYNmGCyWi7ysBb5EB0VRKGVzcVmlwTKlwnl9k6LDX6grh8NCj2oci/OT3eqq6Pzk6AiF1qtNWL5+k9f2rpYrWLpuCwBv68a1C+cRn54LvnjKqhZMbHRcvQbj+AAoigWuUAp56iJw+L4/M7NuFDfOngbjsIMBg/iMEqTlKINey+QYfAmPuLQsmHRq3LrRhrwi/8nN/CGSymHSB1+6CiXd+aIlZTh/sRHVVSvDHkek8Hh8WK02CIVEcBDuLGbch4Omaeh0OsTHu69Tt7a2QqlUIi8vD7t370Z3d7ffPiwWC7RardtrLpGWoph+J2FEqKhG9FhaGKJYC7CcQtMMVGpTxHk8jrQNY5UweIbVQGLDTjP4fFCNGxoT5Do7cszAMoYD9pgFLD/j4lAU4nUOFNlYyDQxKJaL8NmgBs0aI0weyyG+zi3isqEQcNE64jsZlEzExaDaO215Zqq3Y6bFEl4kjqvDKE17P/XarBZwOFyfn0lPVx8sei3ilFOp1v2JDYZhcPNcPa6e+ARsDhepRauRUrgK8ZklfsUGAAikCUjOX4aUwlVIWbQSupEeXD1xBF3NN0K6Pn/jURYuxWBHM+w2/74WAR1Is/NxrTF4uG0w4hKToBkNL0PsdGGz2XA4Zt4KSiDMNjMuOH71q19Br9fj61//unNbVVUVDh06hLq6Ovzud79DR0cH1q9fD53O91PMCy+8ALlc7nxlZmb6bDcJJY4LuD/a0PTMLtKqdWbIrNNfq7/aPY4taYqAbfxZNy70qVGdFe9XFACB/SlohkGLxogbWiOW0RzkWgB+EKdVf5gGjVgFLlINNLr0ZjR5RO/4GkOWncKI0erMSOp6nZkMC1e6xibeuAg2AY8Ds4fAUKbF+RUdnpViPZkUFa7LKWc+/RyFy6oAeE/AvdfPI7t8alnC3+Teee06rn7+MaRJ2UgrXgNxfHALhc/xsVhIyFqCtOJq0HYrrhz/CKru4OXW/Y0rf8VGXDh+1Oe+YKRk52Gox3cCtrkOTdNey2kEwp3AjH7r33jjDfz0pz/F22+/jeTkZOf2bdu24YEHHsDSpUtRW1uLDz/8EGq1Gm+//bbPfp555hloNBrnq6enZ6YuIST6BmY2dXGPShOV7KKs2w674WK10+CyWRBqIovO6TZMiIJ4vQPZ5uhV1OSyKGSYJpZXPlOp4XDx1vMlOpbx+Ljhx8qRmyyF0eIe8prBc6ChqddtG5/HhS7MIm4AoNWoIZF5W0xsNiu4fG+r0ZWGM0grLHe+9zWpMzSNqyeOgKEdUC5eB54oest8spRcpJWsw3hvM9ouno+oDzaHC1liGtoCWEsCWTkoCkGdR0POyTGD2G02cH1UHCYQFjozJjjefPNNfOtb38Lbb7+NmpqagG0VCgUKCwvR1uY7ZI3P50Mmk7m95hKZ6dErUR4KWT5M++HCMAz0fqI1JvFn3Wgd1SOfCfxV8mfZuK4xwsEAi6wUROzYfB3NQ0asBBcnhzQw2qdM2Z5jYrMoJIl5UN2OPnG93jQH0DfqkauDw4Zc6u6oGs+zo7VdFXA8NE17ucicO38RixaXuW271dYN+W0nUteJ1261wqzXQJqQAsC32FB1D6Lp0/eRlFcBWUqu1/5oQFEUkhetAFcoxbUvjgbMj+HPypGcW4yR7shCU7OKy9DYcCGiY2cTm90+407xYs7MLhsRCL6YEcHx5z//GY899hj+/Oc/49577w3aXq/Xo729HWk+wgYJ3oRsEQjgv3GudQRl4vAr3DIMA6PNAX4AseBPbDRrjJBz2UjSz8x69nKGi2tqI9TWKUuF59hSLQwGdN6J2/hcNvrGbrd1uY88jydVoZCHOEXgTLOjI2OIT3Av9Ga1mMEXuvtSdLdcQXbJUq/jL33xmdtSiid97d0YvnUJ6WWbweH59s/QDRtDfgVDkpCO+MzFuPLZBxGJjpS84oDF3vxZOeSJydCODQcdXzB4AgEs5sidfSMhmvWOCIT5QtiCQ6/Xo7GxEY2NjQCAjo4ONDY2Op08n3nmGTz88MPO9m+88QYefvhh/PrXv0ZVVRVUKhVUKhU0mqmESk899RQ+//xzdHZ24vTp0/jKV74CNpuNhx56aJqXNzt09czs00SPyndyqnCQCDkQcP17zfuzbhxrH0EF138kgD+x0a4zQcplQ64NvYibbsQa0isQJXYWugzmgKIjXsRFy7C3/1CClO+1rKLW3l4+cXHyDebD09lnR1JKis99nksAnhOT1WwCi8MB+3bYseck3t/Ri/G+G1AuXud1bDgiItzjeCIZkhetxJXjH4WdCVSWpIR+NLgvSKyIS0zC6PDQjJ2PaI35w6uvvoqcnBwIBAJUVVXh7NmzAdu/8847KC4uhkAgQFlZGT788EO3/QzDYP/+/UhLS4NQKERNTQ1aW1vd2oyNjWH37t2QyWRQKBTYs2cP9Hr3pd6mpiasX78eAoEAmZmZePHFF/2O6c033wRFUdi5c6fb9kcffdQr/9XWrVtDuCuRE7bgOH/+PCorK50hrfv27UNlZSX2798PABgYGHCLMHnttddgt9vxne98B2lpac7X97//fWeb3t5ePPTQQygqKsLXv/51JCQk4MyZM0hKSpru9TmZScfRrIzQCp5FC2Xy9BONRZJHiaYZpEr5YT+tDZqsoAAoQhAboQoJX8f4I99CoVVrgt7m27KSbgX0PpxH89gc9I+5T7oZqXL0D7lHSfX2jwUc39jwCBISA39HurtUEN326XB9wr986gSySicqyXqKjcHeYYx0NiGt2Nv6Ea7I8EegfrgCMZJyK9B86jO/bfxZORSpmWhvuRn2eDhcHmzW6ZUSUCQkorN3YFp9hANJ/DU/eOutt7Bv3z4899xzuHjxIsrLy1FbW4uhId/i9PTp03jooYewZ88eXLp0CTt37sTOnTtx9epUNNWLL76IV155BQcPHkRDQwPEYjFqa2thdrGw7d69G9euXcORI0fw/vvv48SJE3jiiSec+7VaLe655x5kZ2fjwoUL+Nd//VccOHAAr732mteYOjs78dRTT2H9+vU+x7x161YMDAw4X3/+858jvV0hEbbg2LRpExiG8XodOnQIAHDo0CEcP37c2f748eMB2wMTCqy/vx8WiwW9vb148803kZ+fP91ruyNgGAacafo+0DSDgfHwJ6Q+nRkZARJd+bJumB00hsw2JBuCK5xwRIa/4/31UWJn4eKYHtbbSstzrNkKIfq07s6fAi4bWo+09aks2+0cKFNkZbgvl3his9vB4/GcIbEmoxF8gXu+is7rl5GzuMJtm91mBcVi+UzCxTAMVDfOQFmyzm17JBaNYATqkyeSQahIxq0m/0XWfImOhMx8jPV1+D3G37JKen4Rrl5sCjLiwIgkUhgNvp2FCXcuv/nNb/D444/jsccew+LFi3Hw4EGIRCL84Q9/8Nn+5ZdfxtatW/HP//zPKCkpwf/+3/8by5Ytw29/+1sAE3+jL730Ep599ll8+ctfxtKlS/GnP/0J/f39zozdzc3NqKurw3/+53+iqqoK69atw7//+78750gAeP3112G1WvGHP/wBS5Yswa5du/C9730Pv/nNb9zG43A4sHv3bvz0pz9FXp7vQo58Ph+pqanOV1xcbB/MSWxWDBge0cJunxm/BJPZBrWPFNvhMKw1Y1le4EnSF31aMyS68PJOnB/VIccc+BEvXItGMPz1tYzh4MywzrkE4Co64gwOjBonrs3VyjFusE60v+3HweWwodW7P2GH+wR7+ep1ZBcUum2jaQfYHI7bRNtUfwoZiyeKt3lO2s2nP0PKopWgXMItoy00PPHXvyw5BybN8O3speER9nJMQhK0Y4GXMINFqnB5PNitMxfNEq3ic6FCHEbd8czhZLF4W8isVisuXLjgFuDAYrFQU1OD+vp6n/3W19d7BUTU1tY623d0dEClUrm1kcvlqKqqcrapr6+HQqHAihUrnG1qamrAYrHQ0NDgbLNhwwbweDy389y4cQPj41NLuz/72c+QnJyMPXv2+L0Xx48fR3JyMoqKivDtb38bo6PTq3YdDCI4YkDZkkz0aWau1kNciOm0/aE32SDS+f/B9eW/YXfQAX84fVk3Lo7psUQhDrgEE6rQYBgGJprGoM0GjcMBfZBESv76rUqU4qra98Q5brLC5LHssiwvAQPj7pYPTwtHd294P/DqkWEoEhLdJkZf98hhs4LrI0lXV/MN8EQKcIUS57ZQxYbDboFZPwJ1exusJi0YJrzvrb/zpBSsREv952H1lZRThJbbvmFhEQ2niBl0rCAOo+ETz3cgQTC9Vzx/4m85MzPTLY/TCy+84HW+kZEROBwOpHj4WqWkpECl8h2FplKpAraf/DdYG9eUEcBEFu74+Hi3Nr76cD3HyZMn8V//9V/4/e9/73OswMRyyp/+9CccO3YMv/zlL/H5559j27ZtMU1Kd0cFg1PiuKBFtaKBTCrC0LAWQOyrE7JYFLic6enGW4M65ARJ+OVJr9aMijQ5MB7a+jnDMOBSFLhj/tsHExsMw+C80QQFmw0WBVhpBklcDuwMg2GHAwaLFWI2Cw6GwSI+H2xPp8kRK6SJ7g6utmETpBI21FY7FDyOW/rzNSIhmkcNWJo6FXYt1dswYLNBGT+1BJIU5x6VEokPj+skdLO5DfEp7pV/O1pvQZo4kU3W1brBMAy0g7egXDy1RhtIbDAMg7Gb12A1qUFRLLDYXHD4UrDYPOi6umGz6gBmQkzKEgshzkj225fr+aRJHinjWWzwJXHoa+9Gen6W1zG+6q1IE1Iw3BW+H0dUmCGrg0atnnNh/HcaPT09bp8Bn++/BtN8RKfT4Rvf+AZ+//vfIzGAr9iuXbuc/y8rK8PSpUuRn5+P48ePY8uWLTEZ2x0lOGYKNpuF4REtipSRV1wN+VwsFgZH9cjJkARv7AfXyTNUDFY7uH60my/rRq/RikwxH/BhvgQCiw2aYdBltcLCMMi0CMCjXATWbat9PDiYzH7CMAwa7EYkczjI4fPAcZnMfYmOBJ0dtwR2KHju95CiKKcJcLK+CkVR6B01YnHm1Fqn3SN9erAHWM/9nqXuBzpasXj1RrdtI92tyF3m7fh181w9ErKn8ncEEhsjzZdhNashic+HJC5wbg6GoaEduQHN0HXIU5ZAnB6+A3dcRglUN+p9Cg5/zMbTv8PhcFuKiiU3rjdjxbKZC/cnyynehJK7KTExEWw2G4OD7tFTg4ODfmt+paamBmw/+e/g4KBbyofBwUFUVFQ423g6pdrtdoyNjbn14+s8k/va29vR2dmJHTt2OPdPJsjjcDi4ceOGTx/JvLw8JCYmoq2tLWaCgyypxAgeb5paThGa8w6XywaXM70iUGw/BcoC0R+m38iIxQZOAOuGP8btdlw1m8HTc5Fs8hAbfqAoCsU2McRGLlrMZvTb3P1MPMXNhLCgMOwj8ZmdZmD2WFZJi3Nf1tAZLDC4OJP2q9QBx+f5ME3B+/6zWCwvR0mKotysGzTtgM1sAF+sCHg+h82C3vNHwRPGIyF9BfjC4N8timJBnlSC+PTl0I3cxFhrS8D2voQORVFgc/mwhxlFMtM+DiaDHiJJ5II9HPR6PaTSmTkXIXJ4PB6WL1+OY8eOObfRNI1jx46hutp3Dpzq6mq39gBw5MgRZ/vc3Fykpqa6tdFqtWhoaHC2qa6uhlqtxoULUwntPv30U9A0jaqqKmebEydOwObyu3bkyBEUFRUhLi4OxcXFuHLlijN9RWNjI+677z5s3rwZjY2NfkuB9Pb2YnR0NKb5r+44wTFT4bESsWDGfjjFQSpiBkPlozBZMDLlofuNDJqsEASIpPFn3Riw2TBstyPDLIQwgidQPsWC0iwEG8B1k/vk7XnOXAvQebvSq6uFZgmLg/P9are2Qh4HVhcRUlqQgnGXiJb0APVUQsLjKb+zrcO5nOLKjYZTSMqrcL73NelrO7sxeKUeiZlV4IvCz4BLUSzEpVWAdtgw0twYsK2v8ydklaH1whmf7X1Fq4gViTCofTuuBUpzPh204+OQxc1sdmDC3Gffvn34/e9/jz/+8Y9obm7Gt7/9bRgMBjz22GMAgIcffhjPPPOMs/33v/991NXV4de//jVaWlpw4MABnD9/Hnv37gUwIcCffPJJPP/88/jHP/6BK1eu4OGHH4ZSqXTmyCgpKcHWrVvx+OOP4+zZszh16hT27t2LXbt2QamcqIH0T//0T+DxeNizZw+uXbuGt956Cy+//DL27dsHABAIBCgtLXV7KRQKSKVSlJaWgsfjQa/X45//+Z9x5swZdHZ24tixY/jyl7+MRYsWoba2Nmb39I4THDOFUMjDqGVmyk+rdeELBlfixOEJFoZhfD6V+0NtsyPDGJ4zot7hgNbhQKIp/OynnnD1XKTzuLgWRHQoRTy3hGDAxI9EvIegk5vsuNmvdUaqCA16GM02Z/IvkZAPm58cH56YTSbwBFPizeFwgOVhxRnubkViVoHXsbTd4swk6lts9MCg6UFCxkpQIViGAiGNzwOLzcPYzeawjmNzeWDCcEKTJ6ej42Z4qc7D+S76YnRwAIuyMkJunyCIzKlupi03hOnx4IMP4le/+hX279+PiooKNDY2oq6uzumg2d3djYGBqfwta9aswRtvvIHXXnsN5eXl+Mtf/oLDhw+jtLTU2eaHP/whvvvd7+KJJ57AypUrodfrUVdXB4Fg6nfu9ddfR3FxMbZs2YLt27dj3bp1bjk25HI5PvnkE3R0dGD58uX4wQ9+gP3797vl6ggGm81GU1MT7rvvPhQWFmLPnj1Yvnw5vvjii5j6tBAfjhiRm52Mz764hs3L0oM3nmX4ATKM+mLcZIPBZgc43kLFX2ZRf2vzvqwbDMOg3WJFhlmAac4lThxaNpRSBu0WC/L9/EFJNTb0ihxezqOTuWMm/TjixXx0aqeuk8Nh4VbvCApzJhy07A4Hxsb1kPpOJurGzY4uJKWmOSNUbly7icR0b58Hz+WUW01NkKX4jq0HAEPfMPRj7UjIWBl8ECEiVmRjbKARht6hkJxJnVATheRC8ZPgiSSwGMPLieHpAxMuRoMeYun0k+cF41ZrG/IWzVx+IeK/MX327t3rtFB44ppvapIHHngADzzwgN/+KIrCz372M/zsZz/z2yY+Ph5vvPFGwHEtXboUX3zxRcA2rrjmvQIAoVCIjz/+OOTjo8UdaeGYqWWV5MTpF1ULBblkelaAEW14pmobzSBLHrqjqcoU3vJCs9mCTB436g6EjI4Dx+1w2klcBQ+LoqDykbNBzOOg1aNwm0TgHoGU7RLlE8e1wx7gqd71skZUKiS4OKGN9HUjUZnpXD5gGMbnfTBphiBSTCgaX9YNtaoJ8ekrvLZPl7jUcmiGrvvd72ssIkUqelrbQ+p/NpxGp2shCZXOjg4sKSIRKoQ7lztScMwULBYFh2Ma+ThCdBw1TcdfAIAgTAdXmmGAsdCWcXQ2O3Ilvi0K/qwbNoYBdLExvsUZ+bhl8R8RsyZJhlaPDKPpVmbiml3QeYgo14lSKAgslhgGziyjVrMJAuGUeGPAgMWesjjdutkGebK7lYx22ANaC4aunYcssTjgGCxDBp+vYFAUBZ4oAdrOnqBtJ5EkpMMw1h9y+2iTEMTHaboWkpCZwSUVYt0gzEXuWMExE1aOnKwknL4a+6JQMokAfbbI/UUkgvAmd53FDpM9NCFlctBghRGdMmC3I58fuk/JuJrxegWCTVEQsijo/Fgg7MMm0B4TEEVRXnOF3aP4TJ9LPRUul43BId8F9Ww2G3jc0POzjPd3IS4t221be+NFxKUXA/C2KNAOGxw2E3hChc/+ggmLUESHJC4XBnVX0HaTUCx2WJPtTFs5ZsLCMT46BrlCEfPzEAhzmTtWcMwEQiEPkmkud4RCbnqcV7bLcNAYrWE5tCkEXHASQ4tS6TZYIAqj1ove4YBVG5p48icugokOhZGPJhcHUk9Li/a2w6erP8qgR/ryBKnArSpscvxU8i8WiwWWn1Bjo9EMgTCczLAMKBbLzX/DZtKDJ/Jtmh+6ehaKlDKf+0IRE5PtArWlKCrszJzhfL9m0rlSMz4GSRhCIFKH0Yvnz2PdmpyIjg0XYt0gzFXuaMExE1YOuUwIg3F61SyDwWazvJJPhUNushQddOg/pBIeB9YQz8djscANY3IaCbEGTTBREczaUSLgY8jmu1otj0XB5HF98SKe20TIZlEwuJSq98yFIpP6FhVmkxlCkcs+j3sT0tO2nyYMw4CmHWCxvS0ooYqNUGGz+XDYQv9eh2q18OezAgCJ8uiL97arTahaGX1fF08YmgabPTNRawTCXOWOFhwzQVZGIm70T6OIVoh+HN0D6uCN4n33lSgTwEGH/lQp5LLQG2JOBBGHFdYKeSo3+PJOMLERCoyWDY3LsoqrlSPDxGDI7G71SBBxobPYnXVl5CY7bqmmllGGxtwjK7R+QpUtZgt4PBefFo+neW9/AvfJl3bY/Ya4jrZchizBO3w2UrER6DiRLB3j7aGnIQ/VamEx6MAThZ4YSzs2Allc+IUHJ7HZrOCGscQVCbfa2pGdGzizK4FwJ3DHh8XGur4Kh8PGyKgOTL4ipmvTayqy0a0zIYsf/mTMYlET2TRD/OGlKAr8EOu32GkGBgcNaQjZUGmGASvIE364YmNczSBO4d0nRVEw0L6tNHwWCyqPPBpCrQ1dHBvKUifukULIwxjtmMjFER8Hicjd78Tux8dlXC8CX+AiOFy+E1aLGVwXMULTNCiPpZnulpuQJEzkjPD037BZ9JD6EByxgMOTwBGOH0eI3/3xgS7kFxeF3G9vazOq79rkd38gh9Fwl24iXU5pv3kTO78cvfDkQCzU5RQRdxRi7vQq+jq4uiiNhhApxMIxA2xatxjNvdE1aXsik/ChM0T+BzmqC2/ZRxxi7o40IQ8GeWhCxswwUMegUqE/kSJjs9ysHK6MeSQAk/E4sLgss7BYlNsylljovuQS71HQbRKrzQquS1lpVwuHbnwMEkW8MyTWqBmDSOaeAdOkGYJQ4SfBh49JPdpLKa7nCjW6YzKPSSiY9RqIZIqQh+Gw28CJ0ELRdu0K8ktKgzecBnqdDiKx7+9CtFmoYoOwcCCCA7H35eDxOCFnnvRJCMsqFEVBE0p9Ez/LKqVZcRgX+hYR7BTvH0y91bf/w2SyrElkXHbIAQoiFguyMBxMp4vYwPMrOFIEE6LA1XFU6hE+PDA+tc9gssLick+Mfpx47TYbuBzfE2Rf3zBE0qncLb3dfRDJvVNu+7IW0A4bWKzYVyd2ns9uAZsTWkZCq0ENvnhmctKEw4iqH0V52cEbToMzJ09hy+bQLTYEwkKGCI4ZQiIRYNAQ2/C74rwkXB+PLCdHopSPIU3oKdKTxXz0hRC9SlEUDCE6ggKYqYwIAAAuRbklAQuG1iPfSUbClBCTiPgwuziR6vW+xZ/d7gDbz/KS2aCDQDTVp0mngUCqCGlsmo4OCCRhZP+cJmbDEPgi/6WvXdEOdSJ78ZKg7RiGAePn8/DlMDrc24VEpe9CVMGw22xgs0NfUY5kOcVkNILD5cyIsyixbhDmA0Rw3CbWVo783BRcauqMvIMQrBwJChEcjsimbDabhf6x0J1bsxRCGKyh/QiHIzjGwmgbDv6WVbR+om36fEQWBbq1UjHPzfKQnOQ7bJV2ONwmINdlCavZ7F5XxWYFh+uu6vwtTVjNavAECv8DjDIW0xik2aFN9g67FRyetzVEkehuDRvrvYWEjNBTf6s621Ba6TsEGAjsv3G54TQ2btoY8rki4eTxz1F7d2yXbAiE+QQRHC7EWnRs2bgETR3a4A2nAY/LhlUaJH2yn2WVsux4dMP3BOy5rEJRlFf2TX8UyUUwKrzN/dJE7wlBwmLBEaBfXw6g0yHRj7UhQ+Q9QcZ5pDPvGp6KTLHaHG4WDqsfMebwEByuYbC0wwE2Z+qpe1LAuObg8Od8yfgJh40ZAcJX3ZsxISf90gz1Ia9oUUhtaZqOOHEnwzAwGQwQikJLzx+JdUM9Pg6hUAgOJ/Z++cS6QZgvEMExg3C5HDhoOvJ05yFYOYpyE3G6sTui7lMUQq+U3YFgURRUfO9Jx9OPI4HHwajFt8+HJzl8HiyS6aVq94U/oRLOVGL08MPJTnIP33StnzIypvMZ/RQoz8R0iXbCLH6yb2dHu9UANtd3nhFpkvtnr1XdgjzVf5G5SRia9ptMzNdySvvl88hfutxvf4GsG82NF1BSsSzomKbDqc9P4J67gy8jTRciNgjzCSI4PIi1laMwPxUtfdPIyxEEiqKQIBdhnBMkSZIfKwfNMKCSfD/5eVo5FidLvTJw+hvTkNnmc0L0tHIIWSzoggiyaFo5hv0k/+o3eV+XwY+jLAAI+VwI+FMWBmWqIrTvUpTEB5cnhd0yM2F/muEWJC2uDKmtUTOIjAJvweG5nNLbfBHpRRUhj8Go0yArOzV4Qw8YhsGoSoWCnNCWgyKxbtxsbkFBUdGsFKIjEOYyRHD4IJaiQywWYFyth5EKJ721CyFYOcoKU9DVr46o+6XZ8ThyuS/k9okiHnRSb7Oxp5VjfbIMLbzQnsCTuBwMCQNH3ERDdNAMgzQ/IZWpPp6Qk8Tuyyw9I1Mhp1abw81yRftJpDZRl8Vln2fiL5f3k/93nZz9WTFkOdkwG6JXt8efdcNm1oLDFflNPuaKSTsKgcQ7ysYThmFgMWihTA/N6bX7xlVkFJT43R/IunH1fAOWrFgV0nkiweFwoO3mTVQuDc2hdjoQ6wZhvkEEhx9iKTrWVRfj5JkbkZvAg4gOiqIgE/Oh5gQRNT6sHCwWhdxkKdQhhshmKYToUgePbmFRFERsFmw+JmJPK0cihwOaAXiywE+XoYoOf+1YMoffMFxfCcg807kr46eEgN7oHgbb2z/mu18WC7RrJIbLUzCHy4XDPrWcxGKzQTtCW4riCqSwWfVe2/0Jh0D4O4ZhGGiGryNpie+lDM/llPG+Zixa5p023NO60X+jEUo/1g3P5RSGYTDa34vCktB8PVyxWa3Qjo9hUVZ68MaIzLrx6cef4N7toVl/pgMRG4T5CBEcs8RdG5bg/E3fk1I0yM9KQEvHcESipkApQ+ew9+Tli0nnUbU4uJVjkVSIflFoIqFEwEebxRrUMTVOQfkVFIH2AcBNiwXxfpz6Bs3eeTRGPUQF2yULqEjIdcs2mpXhO902i82GwzX3h8v18YQiWIxTy20CiRxmfRhOxoyfzKlhiI5AbdWqy5AnL/G5VOApNjSqW5AmBc9x4bDbYNZpkJkdmgi4efEMCiqr/O4PZN04e/wotm7bFtJ5IqG15QbSMzMgEkVovSQQFjhEcAQgllYODoeNrIxEtA9FWNgtxKWVU11B1vV9WDkoioJCxAvZyrFMqcC1Ia1PceMqOvhsFmgGoBK9/Us8rRwURaFQwMeA0BySaJoUF66vQJgZGnEB8iPIbtd0cR1/qtR9SUXlYtkxmW1gh5C0jMvlwO7qN+IyeYtlChi0auf7rNxs6Mfcl0n4Yjkset+p+EWyDL9l44OJDn6yOGAbzXALBJJUSDKD+004bBYY1SrkLPZe9vC0bnReOoVlG7f47MfTumHS62C3WpGdkxZ0DJ70drQjWZnhnuU1AOFaNwx6PTra27FyWfhjCxdi3SDMV4jgCEIsRUdKshxGowUae2g/gl4EER0SER/pyTJ0W4JYFXyIjvw0GVr6NCFbSKoy4nCdDm7+L4sTo2FE59Ny4Sk6RCwWsnk89AnNAUNlI0ErsiKfPyUgXM9NJQqg4LmLEZuDBsfFosEwDOLEU8f0DWnBc0n33tnte1Lgcnmw2lwsJS7XlZWjhG581DnRihXxMGrcrWA5pWXQDHZMjNnDqiDPy4VJpwITwNLh7xUI9dA1cHkSKPJ958jwHMdAy2ksXudbRLgy1tcBaWIqOD5EgK/IlGv1n2P91nv89ufPumGzWtHefA1VK/1Htbj1E6bYYBgGRz6sw5fvi33VWSI2CPMZIjhCIJaio3RxJq619EYeKhuEvMx4DI0aYIsgodaa4mQc6fP9NO1p5RBw2UgS89HnwwfTc2nlrlQFzlP2kKJWZGw2ivkTlg5IQ/NnCIrUDiGLBY6fKIJWrQlKobs145LNihTJ1CRosjmgEPOdYk2ZJHNbasjJ8u00yBcIYDH7dogVSaQwGaYsUl4OpgDYHC6YAH4dcanlGB9o9Ls/HGjajpGeMxBK0hBX4Ds9t6fYGGw9i6S8SrBY3tYjV+uG1WTEWH8nSipD83e4efEMFlWs9Bv5EWgp5fSRj/ClHTtCOk8kfhtHP6rDXbV3g8WK7c/pnSw2xJxRiDkj03yNzvZl3PEQwREisRIdFEWhcmkOzraMROZEGsLSSnlxKi4NBqmz4mdpZXNZGk4O+/Yj8BQdSpkAOqs9pKiVTSlyXGSFJjp4LBaWCoUw0TS6+MZp5ZugpXb022zIdnmq9jyf0cOaAUwk/ZLyOc5r7mcBIr5LxtAQxxQvNcJs8v1ZUBTlI2rFhxClKKczqeeEL0pPgEiWgbH+S9O6T7rRdowPNCKtYgNkfkJIPc890tkEcXw6lLkZXm3dIm1oGu3nP8PKLVt99utp3Rjq6QSHy0N+Qfh1Ty6fOYWi8sqQl1LC5ezpehQUFyEtMfq5Y1y5k8UGYeFABEcYxEp0CIU8FBcqcbYlQgUeRHTwuBzkpsfhhibI05sP0SHgcbA0Jx7Xzb59TTxFx5JkKW6OGGD2YVFxFR0sikJ1kgyX2Y6QllcAIJ3HQ4VQiBaeEVqRFbYwJlQLQ2NIaIbG4UCp0L9Tn17ORaFM6DVeTzQGK5LkU/30qDRu+/1FqYjFIhhdHEO98nB4vKcoFhiadpuwC1asxkhnk9+xyfNyIU0owGhvAyzG0B2TGYaBbrQVo33nwRMqoKzc6Dd7qafYGO5ohECagOwSb0uIp99Ga8NRrLr7Xp8WAU+xYdCooepsx8r1a/yO2591o6PlOgQiMRYXhJYuPVzrxpXGRkhkUiwpCpLZd5oQsUFYKBDBESaxEh1xCgnyc5NxtiXCH5cgoiM5QQKKAvrtQQpJ+RAdcRI+ZEIeOmnfP8iuooOiKKxIV6DRanUr5z6J6yTOY7GwIkGK6xwaLD+OpL6cSddKxEjlcmAW23CVo8e4yAKNyOL1RD8pMnr4JljEdizi8938NibP4cqg2YpEvvsk66AZrwgVqdC9TWbqVDVUu92B9DTf+SckUjEM+gCOvB7XkJJXAlX7NbdtXL4QDpsF9O0QWs/JHwAkmSlIX74FVtM4xvovYVzVBItxzM1iwjA0LMZRqFVXMDbQiHHVZfDFyVBWboQsJ8vvEF3PxzAMBlpOQ6xIDUlstJ39FBmLV7jVjJnEU2xYTEZcbziBTV/a7ncs/sTGQHcXxkdHUF210u+xbv2EKTaar16DzWbHysrwk4+FAxEbhIVE7BP9L0AocZzPtNXTJTFBBjabhdNX+7GmNILKn4o4QO1/XEW5SbjcMgBesgyJTIDomPg4YMy9n+xkCVr7NehjMUinvdfR2SliOAYnEmGxWRSqs+JxsmsUKwUC8DyiN0TJImfZdwGbhVWJUlxVG5Es50Ki8TZNSxN50I24T/gCFgvZfB6y+TwwDIN+mx0asRUUgBH7RH4NCYuNTDYPYj/RI15LKQouZHZvkdRkt2JttruA0Jvdx+nqW2CzOSDyMxFyOBzYXaw/bDYbdttUX2yOey6OzOx0qNquevVTsmYTmk8fR1px9cS1JImgG/bOYJtYshQAQDvsULe3wqjtndjBMKAoFrhCBZJKV/r0ufDEU9jYzAYMtp5FSmEVUjO9v6+eCcvazn6KjJJlyMhSeo/TQ2zYrBZc/vwT1H7962H7bYyoBtDdfhPbtvsXKm79hCk2Wq5dh9FgwIZ1wVO2TwciNggLDWLhiJBYWjrKS7PweeNAZB0EsXSUF6ehd1CDISbImrYPS0eBUg6LzYGOECwdbBaFDTkJOGM0warwLoTmubyyNE4MO8OgSwDY/Syx+LJ4ABOTfTqPizw+H7l8PlaKRSgSCJDO4/oUG7764SQJcUNrQu5tx1DX8Qk4bFAU5bw+q90Bm4f1xnVJZdjEgiNI2fvJSS41MxsDPVOhrJmFS9DVfMVtAmZzuLBZzG4TOJvDhUiRDM1A+9R1+UlJDwAsNgfxhSVIXVo98Spfg5SlqxFfUByR2BjtvoaxnutYeteXgooNu82KG6fqkFm6MiSxYTYacOmzOtzzta/5dcT0JzaG+nvReq0pZmLjSmMjDERsEAgRQQTHNKDEcTERHmKxAGurCvFJQ2RF2IKJjsoSJYbG9Oi1Bvn4/YgODptCs4/EWID38spd+Um42K/GuNh7UhMli9wm9gwRHwUyIVo4NPpF/sfmT3gEw99xnCQhzo3qsD5Z7hzXJFYFH3yO+1j6WMDy/ETn/dEaLCjMmUr0ZTJbkZqsCGlMiwvzoerpdk6g2Tlpbrk4AGDpmnXovX7e69i8peWwW03QjfRMXWMA0REu0iSR8zWJUT2I/msnIFKkYvHazT6tD65iQz8+jPZzn2H1tvuQnp7i1dZTbOjGR3Ht9HFs/frX3SrnuuJPbPR1dqDz5g3c+6UvhXR94YqNs6frwWazsWFtbljHhQsRG4SFChEcUSAWooPDYePuzWX46HRnTKJXygpTYbE5cH3cd1E1Jz5ER06yFHESHs5rDD4O8HYkXZeTgFGjFVcdNth9PPl7+nWsTpJBxGGhgw+MSdl+x+dq9Qjl5QtzHA/XNUasS/Lt+HeyaxSFie5VYc1WB/guOTfUHAESFWK3ey64Xcre4XCgqakVb/75Y5z8/AwcDoebXyibzQbtYTFiaMbtmjlcHigWCxaj3ssnonDlatiMWox2T/l5eIqEcPF1vGFsAAMtp2E1alG2eTsyFnlHjCgSRW7j622+iPH+LqzZvhNstrd48BQb/e030dVyBfd87f6wl1FuXrmMsSEVtm7zHfni1U8YYmMiz8ZHSE5NiXliLyI2CAsZ4sMRJWLh10FRFLbdXYGPj13GXRuWgOujVkZAgvh0LMpKwMi4AWe7R1GZInRLXOWGD5+O9AQxBFw2TveqsUIuAo/jfuyk6Jj06yhOksJsc+D6sA5iNgf5jLdfBwCnb0eGiI8MER8aqx03eDbYaBrFNha4LN8TUbhYaBoqEQtCqx3L4qcEhav4aTCZsSk30f16aBoD40aUZk+Ji65+NbKVU+9HRnUoKlDi3b+dwvf3HURv39QkokxPxQP/3zewqabG79jSFxWhr60FGQUlGNFMhNBWrt+Mho/fR2H13VAkiqAemfLXKFhRhZ6bt9B37QQSs8vAl0yMZbrWDtrhwFjPNdjMBojjUlG6wX/SLVehYdKOo+faOSiLKpCd5zuU1VVsMAyD5rMnIVHEYWMAweBPbJz7/FMkpqRi9aoNwS5pop8wxIbJaMTH73+IzffUQJkUpTwwPiBCg3AnELaF48SJE9ixYweUSiUoisLhw4eDHnP8+HEsW7YMfD4fixYtwqFDh7zavPrqq8jJyYFAIEBVVRXOnj0b7tBmnVgtsdRuKcfFy53oGQ8/KREUcQGtHYlxYixfnI6mYQt6Ai2xxMd5WTsSZAKsLkxGs9kKlR/p6mrtEHDZWKZUQCkT4FONHlSid6SC5zKLnMfBigQpViRIMCplo0dI4SJl95kePSQSBLjMsqNbQKFAJkSedCoE1vW8fbyJwnQ8DsvtGpoMFtxd4V73Q8B3v3gul4133zuLr+163k1sAMBA/yBe/uW/4sO//8O5jc3muDmOFpYswuhAr9txLBYLqYuWoLf5IgDv6I/MwjyUbdoGw1g/VDfqMd53MyLLmM2kx1D7BahuNmD41kXIU/JQuuFu5JaV+WzvatVw2G24deEEhrvbsHrrfT7FRqJc4CY29OoxnD/6PrKKlqCyyn+mTl9iw2Q04NN/vItFS8qwvLI8pOsLR2zcam3D58c+xa5d64nYuEMJd1565513UFxcDIFAgLKyMnz44Ydu+xmGwf79+5GWlgahUIiamhq0tra6tRkbG8Pu3bshk8mgUCiwZ88e6PXuD5tNTU1Yv349BAIBMjMz8eKLL8ZkLNEmbMFhMBhQXl6OV199NaT2HR0duPfee7F582Y0NjbiySefxLe+9S18/PHHzjZvvfUW9u3bh+eeew4XL15EeXk5amtrMTQUvXLbM0ksREfVionqmGdbRmA0+fafCEgA0cHlsrGyLAN6oxUXBoIk1vIQHVwOC8vyE8EwQJPBDIvN+wednSJ2m7SlfA7uKUjGuT41mmk7jDLvXA+TAmBSBHBZLCySClEiF2FDihwqkxX9IhaaOTRucCd8Ptp4DPpEFAxyLrQyDtr5DFRiFnqFFM7Dhj4RhTGrDWuT5aiMl4B32yHRM9/GkIAFo9WBTLm7ILI7aPAm/Tlu3wezxY4EuUfyLREfTz79J88IVwBTCcIO/OhpZxG3wrIKtFy+6DapKpJSMdLf4zY55xbkgycQYfBW80QbD9FBURQKVlRhyfq7IZQlYqj1HAZbz2Kw9RwGW89htPsaNKpb0A52QD3QhuGORue+yZduuAuFK9dgybotWLx2M1KzfYd9ugoN2uFA95UGdDaeRsX6Tahct8HnkoinVePGhXr03LyO2q99Ddk53s6kwITQ8CU2bjVfw8WTn+OrDzyA/Ezfx7r1I3CELDYYhsHxo0eh02lx/1dXgx2g5s50mMyASZibhDsvnT59Gg899BD27NmDS5cuYefOndi5cyeuXp2KMnvxxRfxyiuv4ODBg2hoaIBYLEZtbS3MLtmHd+/ejWvXruHIkSN4//33ceLECTzxxBPO/VqtFvfccw+ys7Nx4cIF/Ou//isOHDiA1157LepjiTYUM410hBRF4W9/+xt27tzpt82PfvQjfPDBB24XumvXLqjVatTV1QEAqqqqsHLlSvz2t78FANA0jczMTHz3u9/F008/7dWnxWKBxTIV1qnVapGZmQnNyF8gk4VfjjuWRHuZxeGgca25Fw6aRmW+IrJOAiyzjKqNaOseRX5mPBLoIIXlPJZZ7A4aZ24MQS7mYbHAOzJlksllFgCgaQadaiN6NCasTI8DTx34nJNLLr5gGAZqmwMsTES68FgUxBw2WH78AXwl9mqnaFAUnH4brkKp2WzFojQpBDyOU3BcH7chLyMeQgHXKeoOvnUe/78f/CHgdQDA2x++j6JVmwAAH7z/Pqq31GLURUx+8te/YvmWewHAubQCAM2XLsFi1CNzyZRFwHWJxRcMw8BuMcJmnhCULDYHXKEYHK7/z8kTT4FjM5vQc/08wDBYumYd+ELff3uevhqDXbfQ196CwmWr/QoNwLdVw2qx4MynnyArvwDLyn1bXbz6CcOq0d/XhwtnGrBhy13EqjHDaLV6JMZtgUajgUwmu71NC7lcjpHxY5DJJEF6CL//QIQ7Lz344IMwGAx4//33ndtWr16NiooKHDx4EAzDQKlU4gc/+AGeeuopAIBGo0FKSgoOHTqEXbt2obm5GYsXL8a5c+ewYsXE33ddXR22b9+O3t5eKJVK/O53v8NPfvITqFQq8G5n0H366adx+PBhtLS0RG0ssSDmTqP19fWo8Vivrq2tRX19PQDAarXiwoULbm1YLBZqamqcbTx54YUXIJfLna/MTN+pl+cC0bZ2sNksLC3NQmZ6PI6e64GNF8EfYQBrR4JChKqlmdDqLbgyYoXdR14KJx7LLBw2C+sWpyJJJkCTwYw+lm8t62rxYLEo5MWLsTE3ETdG9Ghh7LgJ77DTSVwtH56CgaIoxPE4kPM4SOBzIeVyvMSGv2MB4HOdAQoh16fYMMl4MFhsbmIDAPqHdG5iw+GgoRpyzzrqjyHVoPP/LBYLdpvNbZJdVL4SNy5M/A24TtollZVQpGbiZv0nMBsm0s57Omx6QlEUuAIxRIokiOOSIZTFhyQ2Jvud7JthGAzeasatCyfQf/Mylm28Cyu31PoUG57LJ+ODA2g8/jHsNivu/upXw7ZqXL94DudPfIp7d+wISWyEY9Ww2+04Vvcx+rp7sGvXhpiJDWLVmH20Wq3by/XhdZJI5qVgc11HRwdUKpVbG7lcjqqqKmeb+vp6KBQKp9gAgJqaGrBYLDQ0NDjbbNiwwSk2Js9z48YNjI+PR20ssSDmTqMqlQopKe7hcCkpKdBqtTCZTBgfH4fD4fDZZlKtefLMM89g3759zveTFo65yqToiKa1IzFBhi0bS9F0tRt8PgeFacLwikdNig4/1o68zHhYbXbUX+5BgkKExXG+U1wD8HIqTY0TITVOhFGtGedVWoj5XJQIvCcQT8fSSuVEWCpNMzjROYp4EQ8iLgvJZgYiPw6tgdKPh4KdptHHpTBitGJDTgK4t/N2uIoNe7wAZ66rUFPu7rvRY2VhxRL3bYMGCssrckI6d3Lq1Hd+06ZNOHHiC6zceJdzW96iLIwPqdDffhPK/EIkygVOS0dOfg6y87LRePIEbGYjMpasAF8kcRMdwawevvAlWmiHA4O3rsOknfiMk3KKsHjZMr99eFo0Rgd60XPjGhTJqdiy88t+j/PnFNpzqw0dN5pRUrEc69b6T3Hu1lcYVo2mS5fQ39uHbVvLIRL5T3s/XYjQiByuYxxcRwRLyW59TPzOeM4Vzz33HA4cOOC2bWRkJOx5yd9cp1KpnPsntwVqk5zsnteGw+EgPj7erU1ubq5XH5P74uLiojKWWDAvo1T4fD74/NBNwXOFaAsPiqJQXpYNvd6My7dUMJutqF4SZobSAMKDx+Vgw4pcqEZ0uDysg1wiQI6/32NX347b4iNBJkCCTIDeEQOu6swQ8DjIZCi3kFLAfXJ3DBrAYlHYlDcRHWKxO9Bi1cNgtkHMZUNvdaCMw/UrQELB4qAxImDhxogeGXIhsiQC5CeIvcYCALY4Pk43D06JDZfrHBk3ICtN4dZ+dEyHbTUVyFDGo29gzKcfB0VRiIuPR9XaNVDf9hUVikSwWS1OK8fk0sryNatQ/+nnUHW1IzU73010UBSFyvUbQTscaDpzCjazCSwOB6n5pRBIZAEtHoGwmgwY7roJq2ly6YtCSl4JSleuCnicp49Gx9VL0I2PIi4lLaDQAHyLDVVPN9quXYEyOwc7v/rVkMYerlPojeZmlJYvRfWq2D2wEKExt+jp6XFbUpmPc8l8JeaCIzU1FYODg27bBgcHIZPJIBQKwWazwWazfbZJTY1tnYLZItrCQyIRoHJpDjQaI+qv9SInKwlp0jDDRwMIj9REKVITpVBrTThzaxh8HhsVyQK/uRKck/Jt4ZGRKEZGohhmqx3XetTQjttQnhMPudHbbO0pPvgcNsrTpuqUWOwOqHQW9Nsd6FabkK2YmFT7dWYkiXngs1lQm22Q8bngsCgMG61gUxOOqjqLHRYHjTSJAElCLu4pSPZ53klG+Sx0dY1jc1ma+3UBUHOEkIpp93sHYGBQjbIlWXjpFw/jgUdegmcB2Ml79k+PPQoWi4UEgQOj5gnxdE9tLY588gmqa7a6iY7quzbi/Ml6tDWew6KKlW6iAwBYbDYq1k6EhDrsNly/cB4W46RX+9RnxOZwweZyAQZwOOxw2KaeGCmKuu3QyoAnEKNwaRkEYqnXPfHE05qhGRlEV/OEv1bOkvKIiq51t91Ed3sbUjMycd9XdgYdAxCe0Oju7MS1pivIzc/H1+6vDvm4cCFCY24ik8mC+nAkJiaGPS/5m+sm20/+Ozg4iLS0NLc2FRUVzjaeTql2ux1jY2Nu/fg6j+s5ojGWWBBzwVFdXe0VjnPkyBFUV0/8ofN4PCxfvhzHjh1zOp/SNI1jx45h7969sR7erBJt4SGXi1C9qhCqQTUab6mh1ZqwoSLMREUBhIdCJkR1RRZGxg24OqQDm00hk89AKvKT9dNDeAh4nIkMnQD6Rg3oN1uhUhuxJDMOSVbaS8D4EgH8QQOy4yZERnHS1IRYlDThd0HTDMy3/U64bAp58SK/wshX/wBgtjnQbrdDRHOwsiDJ/VoAMHEKNJxuw9Z1hW7HORw0sjImMo7ev6sWf+FLfObheOHX/4LCsvVouXYdJaVLnPt4fD7ik1PR1XoD2QXuhdBWrKtGa0s7Ln72EfLLliExccIU6io8gAlRUVblPYkyDAOH3eYUGSwOdyKhmD/RGABfSyb97TfAMIA8MRmbvrQ9YL++hIbDbkfT2XoY9Tpk5hfgviAWEWdfYQiN5qvX0N3ZiczsLCI0CAGJZF6qrq7GsWPH8OSTTzq3uc51ubm5SE1NxbFjx5yTularRUNDA7797W87+1Cr1bhw4QKWL18OAPj0009B0zSqqqqcbX7yk5/AZrOBy+U6z1NUVIS4uLiojSUWhB2lotfr0dbWBgCorKzEb37zG2zevBnx8fHIysrCM888g76+PvzpT38CMOGcUlpaiu985zv45je/iU8//RTf+9738MEHH6C2thbARPjRI488gv/4j//AqlWr8NJLL+Htt99GS0uL1xqTLyY9medilEo4RDuixWy24lJTJ2RSEbITOJCII8hdESCixeGgcbV1EGqdGUW5iUiGNfgENubd38CYEeMGC/QmO6x2BypyEyDURrZe6xoBM4k/YeGJzUHjzJgeYj4HlXkJ4LDdQ2CBiYn7k5bRKbHhYt3oHrNDJhNCIRc7xaTD4cCLL9chIyMZaWmJqKyucYZZHv77Ody9fRsAOK0cAFD34UdYVLoU8UkTFphRjzDosydOQjc+hqziUsSnTDleeoqPaOApLgDApNehq7kJNosZoCjEp6ajbNnSoJ+9L6HR39WJrtYWUCwWNm7YALE0uFUFCF1oOBwONJw6Db1Oh6LFJVhcGFr/kUCExvQIFKUSjd92rdYAeeLXQo5SCTYvPfzww0hPT8cLL7wAYCIUdePGjfjFL36Be++9F2+++SZ+/vOf4+LFiygtLQUA/PKXv8QvfvEL/PGPf0Rubi7+5V/+BU1NTbh+/ToEgom/tW3btmFwcBAHDx6EzWbDY489hhUrVuCNN94AMBFNUlRUhHvuuQc/+tGPcPXqVXzzm9/Ev/3bvznDZ6M1lmgTtoXj/Pnz2Lx5s/P9pPPmI488gkOHDmFgYADd3VM1QHJzc/HBBx/gf/2v/4WXX34ZGRkZ+M///E+n2AAmQniGh4exf/9+qFQqVFRUoK6uLiSxsZBwjWiJhvgQCHioXlUIu92B7t4RnGzqQkVZNlLETOhPtq4RLR7ig81mobx4woIyPGZA85gdfYNaLC1K9S8+PFOlj40jLV6EtPjbOR1oBr2jBugsNvSOGpCVKAGLRUEu4iLJGlwbhyouJjHLeWi4OYwUhRBsFoV1JSk+hQYAOORyfHa2A/esmciJ4hnt09k9jA1rS9zHw2Zj6dIC3FO7GgBgsE8JC4FQAINeD7HEPdJo6/Zt+OC995BdUAxldo7b8goArNqwDgDQePYC+tomHNgS0jKQllvg93P1J0Z8CQpXTHod+m/dhEmvBcNMfG8EIglWrF8Dvo8S8574883ouHEdoCikZmTh3h07gvbj7C9EodHT1YUb15tBsVhYVb0aqQnTczj0BxEZC5dg81J3d7ebo/6aNWvwxhtv4Nlnn8WPf/xjFBQU4PDhw84JHgB++MMfwmAw4IknnoBarca6detQV1fnNsG//vrr2Lt3L7Zs2QIWi4X7778fr7zyinO/XC7HJ598gu985ztYvnw5EhMTsX//frdcHdEaS7SZVh6OucJCsXD4I5qWj/6BcYyO6WAyW5GZnhC+r8ckASwfA8NajGlM0ButE5Vgk/j+06Z74sMC4nDQaO7VgGYYcNksjOjMEPI4EPM50JqscNAMFqXKwBozgwEDMY8DigIsdhoMAzhoBsNcCha7A3wOG+MGC1gUBZmICxZFoShd7j5R+6gfM84R4EbHCFaXZ0609RAbjbfUyMpIRHzchHhwFY8fHL3pIjgSXa7LgX+8dwH33DtR2dTVygEAX5w8BbvNhvLVa53bPK0dk9xsbsNAZ9uUwwhFgQIFkUwOiTwOfKEIXD4fLDbn9vKKHTaLGRajAUa9FiaddqKmi6vTCUVBIBRjSWUZJHKFz/N64m+5pPVqE9RjE5NzSnomlpWXhSx6QxUZ42NjuHjuPBiaRnpmJlZUxu6BhQiN6DPXLByE6DMvo1TuNKJp+VCmxUGZNtFf840+jI5N+DtQFIUlWWHk9Ahg+UhLkiHtdjE0o8mK7iEtrHobelQalOQlIYG2Qiz0E2brY7Jnj4271S7xRGeywWpzwB4vQPewHgm3q4yOGGxIUQgh4LERDyBJJgDLVy0WH+ecZIjhoW9IA7mEQXVFlve1A7DZHKBpxqfY8ETMGXGKDjabjYTERPT19CA9M9PNgRQA1q9bi9bOHpz46D1k5uYjt3ixc0L3FB6FJYtQWLLIbRtN0zBoNejpVkE9MgibxQzaQYNiUWCzOeDyBeCLxCguLYZIKgsvrPo2vgSG3WZDe/M1qEeHJ5KMsdgoLCvHmuqq0PsNUWQMqlS4erkJYBgo4uJw77bymGYGJRAIkUMExzwjmuKjpGgqh0T/wDgutavB43JgMJpRnisHnx8g94YrnonEXASISMhDQfbEBLtkUQr0RgtG1cC59nHIxHyIBFzY7DSKFWxwOQGKxwXAdVU+RTF17rxJZ/Igx3tit9NQ0Rzc6h1HSoIElSXKqadxj2tlGAYXWsewrDyykuUb1uXh7XdOIS4+HiKx2Et0FORkoiAnE03XW3Dqkw/B5fFRumIVEiRTV+3P6sFisSBVxGFxkMrBoeAvosRht6PnVhuG+nrBgLl9XjbyF5eiumpl6P2HKDBsNhuaLjVCfTvBUXJKMnbcWxmR82soEJFBIEQPIjjmMZ5P0tMRIK6WD5qmce7iLUglAjgcNEbH9VhXlgKOP0Hgia8J7rYIkYj4kIj4btVVDUYrLrcPQSLiwWy1Q60zIzVBAgYAn8tGjhC+LRO+CFNcAIDBZMMQw4XRbEPvoAa56XFITRRg40oXEeHjmmiaxrkbYyguVILHi/xP6Wv3V+Ott+qwsWYL5AqFc/J1FR5LFxdj6eJi2Gw2nDp1GibjhHMsjy9AXvFiyOMTgp7HU5j4ExGeOBwODPX3YrC3B0bDVBEpChRYbDYycvNRu21r2JN+KCLDbDbjauNlaDQT2Vu5XA5Wr8xCXHxkAi8UiMggEGIDERwLiGgJEBaL5SwWB0xEu3T0jcJmc2BgUI2EeAkUcjGSRQxEIU5aftOpq8chFvGwsizDaxfDMGjvGUObfsIXo3tAjYxUOVgUha4BNbJvJ91y/X//sBbKJBk4HBYGR/SQiif8R0bUBgj5XIiFPKh1pokhSYUwmKxgGAalBfEQ8LkoLXBZ9w9gGegatWFwWIOyxZkQiaYSB4WSyt51WQWYuN+7dm3Aex+cRWJSIspvZ/H0JTy4XC42bdrofG82mXCxsQk3Ll/yfbLbPhkUiwU2hwMWiwWGYUA7JkJ/XdtgUjC4+HBMji8hOQUrllWGHEXiSSjiwm63o/1mK/r7+m4PgwGfx8OqFRlQxOVHdN5QIAKDQJgZiNPoHUa0HFCNRgtutA3AYrFBLhPBaLLAYLCguFAJOdsa+nJMMAI4p/rC4aCdFVkZBmCzqdB8E0JcdtDRfNSfa8Wy8hwkJrg7nvkTG65Oo5O4Cg5XWtoMuH7lKpJSUlC5Yrmb1cDTqTQcaJqGw24HTdNgsVgTAoTNjvpSRCjCwuFwoK+nB523bsFun2rPZrOwqLAQBbkBkspFASIw5ibEaXThQywcdxj+JsVwhYhIxEfl0hz3PhgGY+N6dI/b0dmtQoYyHgDQ3TuCzPQECARc8O0mKFPlkYXlhkC03QVpmsb1HgOsNjt4XA7YbAPuuWupV7twi/R5WjkmKV4kRvGiKnT0OnCs7mNQLBaEQiEqli9Dgtj3D24oQoTFYoHFC9Ea5YdQ/SxomsbYyCgG+vswMjziFICTnzmbzYIyPQM1d5U4ExfFAiIsCIS5BREcBADBJ8xQBAlFUUiIlyIhXoqC/KkMp5POqVarHR1dQ2jq0ILP52BkVAeBgAeJmA+1ZqJsepxCDIPRAhaLBWVqHDhWHYQCHoQCbsyeei0WGwyUEG23VJBJhaBpBt29o8jOTASLRSE5SYbkJLnPY6dTDXhyQvQlPHIz2MjNmKgYaTAYceZsI4xG92JsAoEAKampSExOgkwehogLA4ZhYLFYoNNocatHC7VaDZ1WA5qeFBHwqhdDUUB8QgIW5QhRtaI8ptYKgAgLAmG+QAQHISTCmVj9iRMej4OiAt8lyT3R6Uyw2R0w2oRo7RiDQi6aSArWPwaaZpCTNTFJd/WMICsjERQF9A2MIzlRBi6XjcFhLWRSIYQCLkbH9ODxOJBKBNBoTaBp2ilsjEYr0pVx4HIsKClMh1Q6kcxqcbG3T0m49yFUAgkPABCLRdiyuchru8lkRkePDW03bkKn0zrdMPz96wtfbSeZPIbH40Mml0Eqk6G0WAGZPDNmoaf+IKLizoYxqMGwp5e8jTGEXz2ZEF2I4CBEnWhMyrLbfcQbxpGRPhWB4SkEigvTg/4/FGIhJMLFdVL1Jz5cEQoFWFwoAGKYrjuWEBFBINxZEMFBmNPMBSEwXZTpSTh39hpWrloSvPFtwpmMQxEn0YAIBAKBMB0WlOC4eH0MEolptodBIAAAOBwOyovkqCyJw7krI/jk4zNISY2PwZluxqBPAmFm0evJb/dCZ0EJjuTkeEilotkeBoEAADAYTHjnH0144L6lWFmWCE2WECaTZbaHRSDMSXT82DoXE2afBSU4UlLiIJOFUQ+EMCeZqSUCX0R72UChkOLwR034yvYlkMvFkMtJnhgCwReuCfQIC5MFJTgIs8tsCoVoEco1hCNKEhLk4PFik2simlWEw2Uh+NYQCISZhQgOQlBmUkg4HA5o1Fr0DbGgUauh12lhtzv85nvwDOdkGAYURbll6fZ1rGcffD4fKampWJQrgEgkDDhGz/sRK2fKQILCZrNDbzCjp3cMFqsNUokAWp0JdjuN+DgxjCYr9HozkpNksFodGBnTQZmqcIYWZ2VMRP50do84Q4z7BsaRkiSfSAs/rIVcJoSAPxFWLBBwER8nceZKkdododfWCQARLgTCnQMRHIQZERQmkxltHWYM9PXBarM5t7vmh5hIRc6CTC6HIi4OOXm5kMpk4HBi/zU1mUwYUqlQ39ANo9EIiqKcGTLTlEosK0/ymyJ98v5NV3j4ExgmkxUnTjcjMz0BFEVhcFiDxHgpEhOkyEnkQiadTNPsulzjsXSTO5XKeXHm1LJjcbo46P+RLgZN07BaHdDqLRgcsmNkVAetzgSj0YqkRKmbqGEYoLd/DOWlWRAJ+ZBIBGFfsydEmBAI8x8iOO4gYi0sdDo9mq6NYnxsahKZtDjw+XykZ2ZgRfVq8PmhrdWOmtnQ2AHYYzRgVygJsnNzkZ3rXYW0v7cXH3x0GbTDAblCgY3r831mzzTYEyMSHb4m3ZFRLa429yIpQQahkIu7V2U6BU9JhquYCGyNiRYsFgsCAQsCARfJkxtTPc7tImoK04RQa3UYt9hRf64VaSkKp+VEKhFALhNBKhH4zeDqSSBhQsQIgTA/IIJjgRJLceFwOHDluho93d0uSxgUxGIxFhUWomL58pD6mU4xMlcYhoHJaITVYobVYoXDYXeOi83mgMfnQSAUgS8IXBTM13gSBA4oMzKgzJhIODY+OobDfz8DiVSKmruKvfoLV3R4TqQ32wZgMlkhFPKwqTKErKxBittZbXbY7TQcNAONzgzx7eq+RrMVCqkQbDYFLocNNjuEAndAyLVt2GwWEuIkSACQuSrTuX3ScmKx2NCjNqG9YxAKuRgmsxVanQkFeamIj5NAGGoVYvgXI0SIEAhzCyI4FgixFBgdvQ40X70Kh4MGMDGZ5BcUYPPdNSHVyYhEWNA0jeFBFVpa22HS673XXlygWCzwBQLw+AJweFyw2VNl2B0OO2wWK8wmE2xWy8QyiQ+HjtTMLJQtLvZK2e069gSBA3EJ8bjn3u0YHx3Dn//8KTbcdRcyUumwrw9wnygZhsHnp5qxbGkOZIFSOKvdj9HqLbjROQyGAeQSAQwmK0wWGxIVYlhtDugMFmSmTVgRDEYruLf9LsY0JjhoBjTN4FbvGFISJGCzWFCN6KCQCSDgcTGqNoLHZUMi4sFgskKZLENyMN+NEAUJn8/FohQuFqVMLreIAcRBozVhYNCGm20qp58Jh8NG4aI0v335w5cQISKEQJg9iOCYp8RSYHT1MbjadBkOBw2KopCYlIi1GzeG5EsRrriw2+24fPU6hvv7nNsYMKAoFhJSUpBXvBhiafBS0qOm4HUWEvw8NTMMg8HeHhz55AgYhgZN08gpKMaSokXu57h9bZPC476v3Y9PPvgQ1hXLkZc5dW8iWVqpO3oZW6uzQVE+rsNFZIxrTFCN6NA3pEVinAhJcWJUJAucQgJyIaaWWdhAIg/AbUHE4wCY6D85YWp79qKpSbhIrpg6r3wqZbpDykKP1Y5bveMwmKxQ68xITZCAAaA3WrBiSfrEko8/i0uIQkQuE0IOIC8pG8DEZ9OrpnHxcgcEfC50ejMylPFQpsVFVBSOiBACYfYggmMeESuRQdM06s/2YHRkFACQmJSI9Zs3h1SgK1yBcb21Hd2tN0EztHPJIzN/EVZu2uJzAhk1WWEOQUyEQiBRkpqZhdTMLAATk1xX6w289/e/gy8Q4q4td7mJrVEzGwkCByiKQu2X7sWHf/8HpP//9s48Pqry3v+fM/uSzEwm+76vkIUECEEQkEhAVKi2lV5rrdfl1iu9V2mtem/r1kVte9Uu9HKv1aK/1lq9rbaKsggCAmELBEhIQhJC9sk+mcy+nd8fYSZzZp/JTDae9+s1L5hznvOc7zkzmedzvs/3+X4j1yNW5n+mRMeB79P953HbTa6xI46D97XeMVztGUVeegxyIlgokNkylloA+PgMRn0EZsp9D7hsNgsZQgBgAZECIG4qEHSEMqG1cwRWK42+oQlEy4SIkYmRFBc5FWjrLET8FCAURSE1io3UKFv7CLQPGnC5uRc0TWN4dAJrbiqcVkVax8+CiI85inYcmGbxNmhJJtPZhgiOOU64RIbFYsGXxzugGh8HKAqlS5aEJfbiSkcX2psa7DEVcUkpWLrmFrcrPvzxUjhC0zS0Eyp0dfZDo1JCr1HDYjGDAnPw4fL5EEZEIjUtCbKYWLDdeGqcz52RV4CMvALotBp8+skeyKKjcfPqVVPtr4sOANh4x+349O//wD1fn9rvr5fj+MkW1KwvBfQq5o7rA3RHzyhGx3WIj47AupwoTAoMN/EWTqKCpmmo9WYMKHVgUcC41oQJnQlxUgGMZiuGVXqkRIvBZlEw9SiRFhsBPoflOZbDiyiJlgphK69XcF1IqHh8nL7UA6uVhjRSAD6Pg5y0qSJ8wQoQAMiO4wOYDDzWxfHR2NQDiqKgHNdgxbJc/+NR3ODsASEChEAIHURwzEHCOV1SVz+Inq4usNhslC9bClmUfz+o/ooMmqZx5tx5DPX3AQBi4hOxbM36oAUGTdNov3INis52WMwmlzrroggJIqOiEZeSAYFYDDaH63K82WiAdmIcPd0KXL7QAKvVYtsJLo+PJSuWQxjBzFBrsy1aJMaqmtswrOjH//3lL9jyla+Ay+PZ70m0wAIWi4X8wkJcaBhF6WLftVJsg5rRaIZMKgbbg9g4eaELWSny654FC7ONg8AwW6xo61fBStMYVhkg4nMQIeDAStOI0lshFXKRKuSDJb7uleACEPJhsVphttBQqIwY5uuhN1rQMTiB1BgxKFBQKHWQR/AQLxMi1mJ1P5B7ECISoxaVKVP3VCMUY//xViTHS8DjspGRFAUu1+E7FaQAEQp5WJw++XnQtBgn69oQIZ4MDi4qSPa4lNlfiPeDQAgdRHDMIcIlNNRqDQ4dboHVYkFeYQGqN23067hAPBnnLlxCf9c1AEBW4SLkFBW79ueHwNBpNDhfewom41TNEVlsAnKXLAeH63nlwvC4HjqNBS4Dsw2uFCm58S6bjXo96k/XQa9Rg2JRqFy7BkLx1LJTm80xCYlYvfF2fPTXv2LF+g1IjZt8WreJjtyCfOz9+BOULl7h8xptXL02cP1p3YHrA+/+4624pTIL7PFx5v7rQsNiseLqwAQMJiv6x7RYuzgRrBEd8mOc7pGXxR5sFgtsFpAeLZ4M5+BwkJ00NajmxXFhtdKY4LBxtn0YVisgFXOhN1qQERcJeSTfdbrGgwAR6zS4tWDynhmMZpy61A0Om4WkOAlS4iWuwsAmQALwfFAUhapFk4t2LQIJPj/cgJjoSKQmRyM2xncckC9s4oMIDwIhOIjgmGXC6c24clWHxouXIBaLscYpDsEb/goNrVqNI0ePwmI2IyOvEFXVrkLGl8igaRoXzpyHckgB0DT4oghkLi4HT+CaLGp4XO+XXZ5wd3yMVIC88koAgMVsRt3xWhh0WqysXu8iPKKFPNyy5W4c+vtfkfi1r9nvp010xMbHo6sPSPNjNSsADAypUJDssPri+iC773grbq3KBjWmnNp3fWC3Wmmcbh2ClaZRlhkNvtKAwkQeMOJ5ftoyoPFqBzvec30XFouCVGvGUscaMDzg0rAa/WPaSbM1RtxUGM+wE4BH8cHncXBT+qQAUPEEaGwbRM/AOKpX5DC9HgDT8xGA+GDrVdhQORmT06eyoK7+KnhcDooXpfndhyeI14NACA6Kpt2sEZxnqFQqSKVSDI8dnDfF28IpNOovjeBqWxuSU1OwuLTU7+P8FRoNza3oaLkMoTgCpZUr/YqJcISmaZw/eRbjw4OgKCA5txDyeOYoHai4oGkaRp1mMo7DbMKoUoNoeSR4fCGEkVKw/AiAjZFOihyrxYLmM8fB4fFRdcsaRptoIQ9GgwG1B/fhK3ffPbVdYIHVasXhzw/ijs1L7NsF1ABee/VdZCSJkZgox+pVi8DSq9B2VQGpRIRYocOSWuUYauu7ULEoCVyVwzTL9UG8d0SDAaUOOYkSiCemsrU64klcjOtNsNI0zFYaEwYz5EIeOCwKQi4bbJbngEtvYsSGxmBGu9kMLpsFrcGMZbkxrkGcfgSmNiltOUOsWFLoRbUFIDwc6VFaMDQyAZlUhIy02GkFmjpDhMf0Uak0kMZ8FePj45BIrgvS67/tyqb/giRyeknuVBM6yAq/x+ifMLMQD8cME06hcalpHC2XLyM3Px81t2/2+zh/hcb5iw3o6WhHYmo6btpwm/u+vAiNzmt9aL90DgCQXlCM9ELmtIs/IqPrWg9Gutsm4zmuB4faBg6uQAi+KBJsLhcUxcLw8DiM+n4Y1KrrcRu2AYaGPDkTWXnMZa+288dIBShacTPGBhXY/39/xfqtW+yiatLTwUdmfiHOnqvH0vKyye16NqIFgKN+//ijfXjme8+jt2fQvi0lOQavv/RN5OckuYgNjdaIKInQrdi43D0GEZ+D0ggh4CQ2HEXGmM6IYY0RSr0JBosVMSIejBYaZqsVyRIhrMM6mE1m6BPYMFlpnOoZQ7JEAAoU+if0kIt44LNZ4LEpZMrFLgLGnQAR8zko4U/eHyuPiyONCkRH8hEp5CIjLpJxHQA8io9C2WQfJokE+463ojArFqkJUldhEKTXI0XGRopMBqWZi7r6DlitViwrd581NlDIdAuB4Bvi4Zghwp2Y6+zJU8jKyUHBoiK/j/NXaFy83IxrLc1Iz8tHalaO2zbehMbFugsY7u1ChCwKWcUVjB94XyKjq6Mbg9ea7e9FEjli0nLB5gZfgZWmaYz2XMX44OTSyvjsIqRnurraY6QCmAx6nPviM9R87ev2ZcK2fB5HP/sYW77yFfv1RAss+OLA57htYwn2/OMA7t/2GJz/vGyX/soL/4Tv//PUqhYox1Df3IfFct5UcOb1Qfr0lSFkJUQiSseMT7GJAa3Rgq5xLRQTBqTJhEg00OBOY6WGlaYxLGSjR6VDJI8DvdmKKCEX6TIh47Pz5f3QRHJR1z6COKkARamygL0eYxwBuvvHYbZYUbEo2bvRQXg9hvUsdHQOIT01xu8U6/5ChEfgEA/HwocIjjATTqFhMpmw59N6SGUyLF9Z5fdx/gqNa32DqD95DCkZWcgqXOS+Ly9Co/70OYz09yA5Ox+xKemMfd6ExrX2axi61gIAEMtiEJdZAMrNagPlsNafy3BBFiOy/5+maSjaGqAeHURywRKkpjMHthipAEa9Hhe//Bw1X/uqfXu0kIfRwQEoerux6vq9jxZY0NHeDovFgn+64w709Srcnp+igJhoCfrqfjYpLpRjsFisOHWxG1VpU8m2MDqG01eGkBkfAbl+yhtiExo0TeN41yjixHykmjAtkeGLbg4NndkKmqZhpYHiBOYPtjfxoRJz0DWkBo/DRn6yFCznKRwfwsMqk2H/iVasKs9ApNhLHZ4gp1q6xywYHB5HRlosouWRvg8IACI8/IcIjoVP+H6hCGEVG6fr+vDxJ+dw8/pbQi42aJrG3k8/Q3tTA1ZvvN2t2BjRGT2KjcsXm/D5hx9BKI5A2ZoNDLExPK53KzasFgvOHzuKMwf3QacaQ2b5amRV3Iz47CK72FAOaxmvYHHsg6IoJOYWI2f5LRjpaceF2uOMtsPjevAEAuQuWY7aQ4cZ1y+Pi8f4CDPXRkZWFvZ/8qlHsQFMZlYfGlbhy1Nt9m1H6665iI3OQTXiZUK3YkNrtGB/2xBWCIXIsrLcig3toDbglydSzRTywEY+xUFCJB9nesbQOKDChMFst8v2ckaiMWOxSIDM+Ah8eVmBpm4ls8HomNfkZCylEhuLYtHVr0RdYy80Wg8iVznms7aM22uLYqM8Jwo9vaM4eabVxSs1HWjNmN8VcQnzl9HRUdx7772QSCSQyWR48MEHoVarvR6j1+vx2GOPITo6GhEREbj77rsxMDDAaNPV1YXNmzdDJBIhLi4OTz75JMxmZjXLw4cPo7y8HHw+Hzk5Odi9e7fLuXbu3ImMjAwIBAJUVlbi9OnTbm2iaRqbNm0CRVH46KOPGPtsNbMcX++9957vm+MAieEIA+EUGnq9Af/4+CwKFy0KS5zG5dZ2NNefw7I1t7hNKe7No9HbO4zLp79EXEoGlqxjrljx5NEwGfSoP3YEAJBSVAGekPmk7K+wsFrM0E+MYaBbAavFBJoGODwB4tMSIYhw48536l8WI0LqomWYGFbg1P49WH7rbfZjhsf1iImJQ09rE3p7h5GcPPX5CsWR0KrVEEVE2FerKMf8G2D6B6eWvMZGOVz39cF3SKXHEoenOttg3j+hR59Kj/VSV2+eJ9GgMVtgsFjRrzNCyuOAQ1Gw0DTiBZPBo56OF8WJnLtClMaCKB4fFiuNXo0BtV2juCUrBpzrosdmp7PXgztmwKpYCQa5FM62DSMxSojkaNfr9uTxKIriwmrloLlvDDq9CUsXp7htF+yS2tIsKZRmLk7XtSM7Mw4x0aF7CiYxHgube++9F/39/Thw4ABMJhMeeOABPPLII3j33Xc9HvPEE09gz549+OCDDyCVSrF9+3bcddddOH588qHHYrFg8+bNSEhIwIkTJ9Df349vfetb4HK5+NnPfgYA6OjowObNm/Gd73wHf/rTn3Dw4EE89NBDSExMRE1NDQDgL3/5C3bs2IFdu3ahsrISr7/+OmpqatDS0oK4uDiGTa+//rrXmKY//OEP2Lhx6rddJpMFdJ/IlEqICafYuNAwivbWVqzfWOP3ElfAf7FxYP8BCCMiULRkqft+vIiN00ePQ6eZQFHlzYycCp6EhsVixrkjh8BisZG6eBkjYZcvkWE2GdB+vg4Wk61vChSLDb5YCp5QAhaHC4CCxaiDQauCSacCTVsBGuDwRcipWAYWy/We2KZa9GoVuhvPYEXN7fZ9MVIBrFYrLh49gPVbtwCYnFYxGY2orz2Gmo2Tf9zRAgt+9+rr+Nmzz3m9BgA49P7jWFsUC4PRjK5+JXIipmI3ekc0YLMoxBon/zxtg3ifSg+VwYQcmmm/s1BoHp96368zIlciBJ/FgmZQCwGLAg1AL+NBb7GCTVFQGs3gsChIuWxE8TiQ811jZNyJDxuNFhOsNJARJUSUQ80ab1MtA1wK/WNalGXIXZOK+ZhmMURE4ovTV7Fpdb7XdsFOs7QPGmAymVGQ5yN2JAiI6HDPfJ1SaWpqQlFREc6cOYOlSyd/O/fu3YvbbrsNPT09SEpyXXE1Pj6O2NhYvPvuu/jqVyenapubm1FYWIja2lqsWLECn332GW6//Xb09fUhPn5y2fmuXbvw1FNPYWhoCDweD0899RT27NmDhoYGe9/btm2DUqnE3r17AQCVlZVYtmwZfvvb3wKYLGWRmpqK7373u3j66aftx9XX1+P222/H2bNnkZiYiA8//BBbt26176coymVboJAplRChMceETWzQNI1P916ATqdFze2bQy42ekeU+L+//AXZRYsDFht6rQb7Pvg/RMUlYHHVWr/ExqXTp3D20H6kLlqGjLKVdrHhbapE0TWAy8cPofHYQbTVnYY0MQfxucuvv5YhLrsc0oRsCKWx4Itl4IulEEUlICo5D3E5Syfb5S2HJC4DzSeOoOHoASi6mO5L27kFERIk5Zfh3JFDjGthsVgQiCMmq9devydcHg8WC9PFmb+oEEnJCV6fFFKTorC6cjIA9/j5TmQ6/ZZ2DqntYsNun86E/gm9R7FhttK4OqHD6eEJxAi4SNHRSNHRWAYuZCozhEojYngcRHDYiOSwEau2IFVHI0lrRZGZhTwjhWi1BWqzBUcHxtE0rkW/w+fubdplEZuLxWwOlDoTvrg6Nc3kaZoFAOJNNBYJ+TjcqMCY2sDc6WOaha+eQE1hDA6caIPBaPbYLthpluw4PuJipag9fQVGb/0HAZlmmV1UKhXjZTAYfB/khdraWshkMrvYAIDq6mqwWCycOnXK7TF1dXUwmUyorq62bysoKEBaWhpqa2vt/RYXF9vFBgDU1NRApVKhsbHR3saxD1sbWx9GoxF1dXWMNiwWC9XV1fY2AKDVavFP//RP2LlzJxISEjxe62OPPYaYmBgsX74cb731VsDTj2RKJQSE06thMBjw17/WYvW6dZDHRPs+4Dr+ejWa2q7iysULWHv71oDTjzddakbf1SsoX3+bX0Kjt3cAnRdqkZRfhqS8Evt2bx6Na42XoR7pBVcgRlx2BSg3nglHJoam+oqMdX0i5wojEJ+3HLTViqGOeowr2pG/fCXDFlmMCGJZNFRDEehovYrM3Cz7/rzyFTh15AjWbp5aFuwsLFgsNl5+9Vncv+0xUNRkzMZU28n3rz3/VftTfYxMzFiZ0to3jrSYCHvSVMuAZjLhV88YbnGaRrEJgFaVDjqLFQlaK+LYLGAsuEJXHIqCfMICOTiAjoZJyMKXg+OIF/CQGzmZMtx2TmePB0VRSDUDKWIhDrYPYWWaHMLribw8TrOwWVgbL8XZvnEkRomQFuvkoRwd8+jtoCgK1flynG1RIDVRioQYLwGfyrGAvR1ynhnLC2Jw9FQLKkozIZF49vAEA60ZI94OfxlXApbpJf6DevL41NRUxubnnnsOzz//fNDdKhQKl6kJDocDuVwOhcJ9LJdCoQCPx3OZkoiPj7cfo1AoGGLDtt+2z1sblUoFnU6HsbExWCwWt22am6dW/z3xxBNYuXIltmzZ4vE6X3zxRdxyyy0QiUTYv38//vVf/xVqtRr/9m//5vEYZ4jgmCbhFBtdfcCJo6dw29Yt4AawDNRfsXG67hzU4+NYvel2t/u9T6EcA0WxULZmA2O7J7HRWHcWOpUSeVUbGAO0J7HRcekSNKN9iIhNQ2KBa1Cso7DwhLs2NhFCsViIyy6HTjWCi4f2YPGaGrDYHLtNshgREnOLcaX2gF1wDI/rESMVgLYyVb04UgLVuBKS66XdWSwKG++8FW+/t9M1D0dSNB64dw3uum0qORiHwxR6BpMVWU4f4dk+JdZJmIO1beCvHVIhVyJE4pgR8LFSZWJ46jONdE6D7gbuqAFLwIGRz8HlcS04LAp5kUKfwmNNpBiXRzTgsigUxEbYP3PLgMbtNMtSqRhdVivOXx1BaYacuZLFi+gAgKVJIrROGDA+oUd+ZqzniwlCdLDZLKwrT8axi13Iz00KSYp0R0hsx8zT3d3NmFLh892vfHr66afxyiuveO2rqakppLbNBv/4xz9w6NAhnD9/3mu7H/3oR/b/L1myBBqNBr/4xS8CEhxBTan4G/EKAGvXrnUb3bp581TA47e//W2X/Y6BKXORcE6hAEBzmwb1dXW44+67wiI2jh0/AavFirKqVW73exMbRz/bh8ioGGQVlzO2uxMbNE3j9Od7wRdGIHPJTfaBx9P0SX9nPy598SkoNgeJhTchMob5NDIxpPVLbHjC+XihJBoJBVW4+MUehnvQZltibjEunzvH6CMySo7Oa5PF6UZ0RmQXLUbdufrJ93o2pDIZxkaVuGNrDdqufoSfvbwd777zFL448AquXvgVvrql0t6X1WrF2DgzLbmjw8QyoIHWaEGUgMsQarbBvm5kAiVRYgg8eDQmho2Ml7d9zvsd4Y0Zka4H0sUCHB9SYcCPqZYiFgdJEgFOdo9BZ5rKIeJpiiUNLOQkSlDbMgiT2crc6WV6BQByI1mQRPBxvqnPu5s3iOkVAFhVkoCevlH09YdnKoRMscwcEomE8fIkOL73ve+hqanJ6ysrKwsJCQkYHBxkHGs2mzE6OupxeiIhIQFGoxFKpZKxfWBgwH5MQkKCy6oV23tfbSQSCYRCIWJiYsBms922sfVx6NAhtLe3QyaTgcPh2Kfs7777bqxdu9at/cBkbEhPT09AU1IBCw5bxOtzzz2Hc+fOobS0FDU1NS433Mbf/vY39Pf3218NDQ1gs9n42te+xmi3ceNGRrs///nPgZo2Y4RTaACTwaFd1zqx/nogor/4KzaOHP0SAqEIecXu0557ExuH/vExkrLzEZeawdjuTmyYTUac+PQjJBcsQVTS1NJYT16NltMnoOxrRWLR6pALDWcc+2NzeEjIr0Lj0f0u7SJjEjAxMuUWHR7XI62gGJ1Nl+zbhCIxDLop0RAll6N3YFIcsNlslJTk4hvb1mLtmhKw2SyGR6OzT4m8jKnv07BKD72JmeCrU6lFikNyUdvg3qLSIjNCAHrY9d77EhCe8CU+zEM6lFk5GDaYcGlMA7ODt8ed6BCrTCjn8XF5cAL9E1N2ehIdIpUR5RIhTrcOQWdwip3wIToSWGakJcpwtqE3LKJjSbYM4yotOjrd/9ZNFyI65haxsbEoKCjw+uLxeKiqqoJSqURdXZ392EOHDsFqtaKystJt3xUVFeByuTh48KB9W0tLC7q6ulBVNenRraqqwqVLlxhj64EDByCRSFBUVGRv49iHrY2tDx6Ph4qKCkYbq9WKgwcP2ts8/fTTuHjxIurr6+0vAHjttdfwhz/8weP9qa+vR1RUlEfB5o6Ap1ReffVVPPzww3jggQcATEbN7tmzB2+99RYj4tWGXM4s1/3ee+9BJBK5CA4+n+81WGWuMBNiY3RkBDetuTmg4/z2bJyoRYREisz8Qvf9+BAbWcXliIxixpK4ExsmowEn936M/JUbfK5AsVrMaDiyD/K0xRBKmH37IzIsZiPGWi/DbNI5BEzQAMWCMDIR0swMj8dODGkRGSsCly9CREwqOhoakLl4sd1WWYwIfFEk9Bo1BOLJ+AI2hzNV4t4NUpkMV9vaAbh3k08WbZucVjCZrYgy6yanQkbH0DeqRVkEM4K0a1yHXOfYDfPk+Xljrl4Ld+itVlw1GCFgUdBYrbDSQCSbBSNNI43Hg8hN/I6tL3dTL+l6wGC14oJVjVQxH3GCyTbaQa3LFAubRaGUxcMVnQkWK40U6eT1eYrr4HHYWCYT4czVESzLiQHPsaCbj+kVuUUPdno0zjT0YHlxqsd2wUyvAEBhihjtgwa0dwwgO9O1+vB0IXEd84/CwkJs3LgRDz/8MHbt2gWTyYTt27dj27Zt9hUqvb29WL9+Pd555x0sX74cUqkUDz74IHbs2AG5XA6JRILvfve7qKqqwooVkxWnN2zYgKKiItx33334+c9/DoVCgR/+8Id47LHH7IP8d77zHfz2t7/FD37wA/zzP/8zDh06hPfffx979uyx27djxw7cf//9WLp0KZYvX47XX38dGo3GPoYnJCS4HXvT0tKQmZkJAPj4448xMDCAFStWQCAQ4MCBA/jZz36G73//+wHdq4AEhy3i9ZlnnrFvcxfx6o0333wT27Ztg1jM/JE5fPgw4uLiEBUVhVtuuQU/+clPEB3tPkjSYDAw3Dgqx9oTYSTcYuNi4xiGh4awYtVNAR0XSMwGh8MNSmwc/Wwf0gtL/BIbZqMRp/Z9jIKbpuIiAPdio/9aHwbb65BUuOr6ctZJfAkNdbcCEyOTibNYbB4iojLA4TG/U7TVCu1EL/ovHAdoK+IWLQOb61qF1iY6ImPT0Hf5GGh6EWP6Iim/FI1nT6FizXr7Nm8rUCIlEqgn3H8nTSYzoqOuiwflGMYn9GBHTg3QHPZUv5YBDfpUelQkyQDN5NO+zYtwRaVDpgGM+RdnsWGlaXQYjaBpQEdbkagTgEVRkDm1uUrrIWCxJpcNUxQy+EyB4Ul48Fks5JuAAZMFSqMOeRKh3UZ3S2jzwEaL3gQWRSFJMvU5uIvrYLNYqJCKcKZtGFX5cQHFdEhNOmSnRuPMpR4sK/aQqwMIWnRkx/HRNqDHta4hZKR5iRkJEiI65h9/+tOfsH37dqxfvx4sFgt33303fv3rX9v3m0wmtLS0QKud+l177bXX7G0NBgNqamrwu9/9zr6fzWbjk08+waOPPoqqqiqIxWLcf//9ePHFF+1tMjMzsWfPHjzxxBP41a9+hZSUFPz+97+35+AAgHvuuQdDQ0N49tlnoVAoUFZWhr1797oEknqDy+Vi586deOKJJ0DTNHJycuzOh0AISHAMDw/7FfHqidOnT6OhoQFvvvkmY/vGjRtx1113ITMzE+3t7fiP//gPbNq0CbW1tfb6FY689NJLeOGFFwIxfdqEW2y0XjOgr7cHq9etC+i4QFajqMdVKKtyL2a8iY0zX55ATHIaZLHMz91txlCrFSf3fYz8lb7FRt/Vbox0NSJ58VrGAO5NbEx09WFipBVcfiSiEsu8DvwUiwWxNBViaerkqpTLdeDypYguWOzxmOj0xWg7dwa5FcvtdstiRKCtTjEFFAWapt2en81mw+rc/jomkwWREVODrcnM9JSMThiA6KmBXWUwIdvKYggLtclyPX+G589+3GLBFb0BJUIBNOPXvRdubhWLopCkn/Ko6MRGXNLpkMLlIspp+fXEsNGttyNeY4VGykWjUoNFsknh4El05FMcXFIbEMFjQyLwHpvEZbNQLBbgfMcIKrKd/v788HSYE2Woa+z1XoclSNGREy9AU48G/YoxJCaEXhwQ0TG/kMvlXpN8ZWRkuEzzCQQC7Ny5Ezt37vR4XHp6Oj799FOv5167dq3PgM/t27dj+/btXts44mzrxo0bQxJXOaN5ON58800UFxdj+fLljO3btm3DnXfeieLiYmzduhWffPIJzpw5g8OHD7vt55lnnsH4+Lj91d3dHVa7wy02+oY4uHS+PmxiQ6vR4MrFCx7FhjeaLk0Kyfi0TMZ2T6tRTh/4DNlL1/rl2RjpbkRS0Sq/xAZNW9F/4Th0E/2QJ1VAEpMfUJVPisVCVGIZWBweBi65BjnbzssXy2DUunonnP8ApdGxUA55nsv3FEIwodYzRIZcyhyU+VzmZzqqM7lcZ6dGj0Vm5p+uo3djzGzGNYMR2UbRlNjwE6GGh2S9EDqaRqNOD42FKZw8TdmIx02IFXDR5JBwzFPOjsVsDhoGJ2C2uKZsd+mXz0G8VIi2fjceIx8xHXGUEbFyMVo6hry2CzamozBFjP4BJYZHwuNhJTEdhIVGQL9G/kS8ekKj0eC9997Dgw8+6PM8WVlZiImJQVtbm9v9fD7fJdI4XIRbbFgsFnyx/3NscMjrEGo+/fhj3FTjuX9P3g2T0YCetiaX1SieuHTqJOIy88ETTg2i7sSGxWzCYHsdEguYAsiT2ND0DKG37iCkMQWQxhZMq5y4SJIMnjAKIy0NHtuwODxYTMx7IhBLoJuYTEU+PK6HPCEF7VeuTjXw0yaj0QwxpqYDdYapaFCaphEpZD71u0s7zr6+ksuGowgw0zR6TCakGqaXlVGg5iJBx0eX0Yheo39xIiKlCSIOC73aqetzJzooikIZl4fabuaA6kl0JFqAca0Rg0qd604foiOVZ4XOYILWiwcPQNCiozwnCk0tfZiYcGNbCCCig7CQCEhw+BPx6okPPvgABoMB3/zmN32ep6enByMjI0hMTAzEvJATbrEBAH/78BRq7tgc8CDqr3fj4MFDKFu52m1SL8D7VMrhT/agdHW1y3Z33o2ujm5YzCZI43yngm788gCSilb75dlQdfZgfOgyYlKr3MZfBINIkgSjbgwWs9NAet2GqJQCtJ0/y9gXnZKF1uvZ/QBAFCmB5roAsd1DRy+Ip1USHA4LIofU3yqHDJtagxkWh1UfVisNmdO0g4WmoTZ7Dlg9rdEiWT89sWGDoijE6wUw0DR6/BQd0RMWDOlNMDh4L9yJDh6bhcLYSJztVTK2exIdZRFCXO5RMrwidnyIjsVyHhraBry2ARC06FhdmoCz9Vdh9vK5TAciOggLhYCnVHbs2IE33ngDb7/9NpqamvDoo48yIl6/9a1vMYJKbbz55pvYunWrSyCoWq3Gk08+iZMnT+LatWs4ePAgtmzZgpycHEbgy0wzE2Lj6LGrKC4rhVAY2ADhr9ho6+wBi8WCPDbO7X5vYuPCmfNIyspjrDABvGQRbT6P1EXMtOjuvButZ08hKrmAMeXiSWyouxVQj7YjOnmpV0FmGNR4fHlCFl+CwcYzbvdx+SJYjMzr5IsjYdRN2elsD48vgEGv97jfhmpCB6uDqIiPnlp9MqTSIypiMvrcMqDBhNEM50ruTeNapHtIuHjVYECBwP8lav4i0/JhomkMmEyM7Z5ER7oeaFYxP1N3okOmMUPAYUHttPzVk+iojBKjoSvwwZfNZiExJhJ9g+ELLl9dkoBzFzrC1j8RHYSFQMCC45577sEvf/lLPPvssygrK0N9fT0j4rWrqwv9/f2MY1paWnDs2DG30ylsNhsXL17EnXfeiby8PDz44IOoqKjAl19+GdD63vnGtR4r9Ho9UtPTfTcOkktnTqJ0ReBxG1arFYM915CQkePfeU7VIrlgCWObO7Fh0mthMmggkrkXQEwbLFAONECeVOGxjS9R4a0Ni83xHGgBMAIs/alYKxAKodf5bmc0mhl5OByf2ClQkGimBvXucR2itMwneh6LBaFDNlHHQd9KA5jwHgc+pqTdvnwh1fKhtFj8iungsihEcNiM5GCeyAMbrSPeP0MbPA4bUWI+hsYDn1pJ4VnR0ePHoB2kl4PDYSMzPQ5tV92nsg4FRHQQ5jtBpTb3FvHqLtAzPz/fo4tZKBRi3759wZgRNsLt3aBpGrVffok7v3p3wMcGkkm0qNx9ITbAu3fj+IGDKFq+2mW721UpFgu046NIyi/zaVPL6WNIyFvB2ObJu6G4cAzRyRUePQW+hIa79vw45tJLvjgGqo5OSDLdiT7X8zrbQjm04fJ5MBqMDm3d2xERIQCPO7VzYESNRddXW6h0RsQ7ZJXlsVmI5DE70rubUvBssh1fomJMSSNK5n1aL1YnQLNVi3Kh0CWGxHn1SrzGitMwIM4hQ6q7lSssioKQy4LOZLHXXQE8p0BPoSnUD2sQK3XjFfSxcqUqLQKffdniu8JskCtXYoVWDA2bMTGhQ+Q0K5t6gqxeIcxnSLVYJ2ZiKmX/gUasviWwFSmA/2LDYrFgdGgIsYmBl9Y2m0ywmIz2JFe+uHDiS6QVM0WEp1UpPKEElIdYEkfGr3aAL4oGi+2+1kegYsMTIkkKtKpev9s7i2YaU++5XB5MDoGmnpwnWq2RsS85birgeUxtBNfBe6E3W8FyUi6e4jdGzWYYrL49Fd7wx9uxWCDAGa1vTw4ArImX4vK476mVHJqNU93+P72L+Rx0DEz43d4GRVEoL0xGZ1/4PAWFKWI0NveErX/gxvR00KNjoEdGp/fy4QUjhB8iOByYCbHRN8SBlbYiyikDayj5/MDnqFjlOVOpN+/Gic8PIX+p6zSMpzopRr2WsSrFE6PdjZCnLWJs87gqZbwLEVGZbveFSmwA3pN3udvnzcNhy8vh8NYtWp3BY3BpnJQZFKt0qlcCALF897krtFYronXuBZo/Uyb+ohlnQcJmw+SkqNxNregG/E9FnxgpwJCGWZPBUyxHLpeLIQ+xRP4slR11NyXjTJBTKxRFISkhCo1N4RUdBMJ8hAiOGebE0S8DzrcBBObdMBkNEPrpoXCEpmmYzSbwBP6tBmk6fx7xWUW++7VaAYrl10ocdbcCXH74ljnPNtHyiKlS9AC6FOP2/xudCpbFR7h+Ds4DveN2rrc5lQDwJVAkWh4UTgGknuCzWRg3mn22y7JSGFD7XwQqSS7CiCq4cuUCHgcGP2wKVnSkyTlQa/SweJv+miY3opeDMP8hguM6M+HdaGgeR3pW5rTySPjiiy8Oe6wAC3j3bpyrPYOMwmKX7Z5WpmjGhhAZzcw+6m46pb3+HKKS8hjbPHk3JkbbERntPlh1ut6NQI53F3PkbUrFarEwsuJ6mlIxGs2MVSrpiTL7/4edBlCLm06G9e4H+kGzOaTfK2+iQ0CxoHIzmLrzciRorLioZN53T7k5ANd77MnLkWCm0e0p2NSHl6NAxsEXp696bTNdijMkuNLW77vhNCCigzDfIIIDMyM2AKC58TKKFntOq+0Jf70bAKDTqCGKiAz4HACgGhmCNMa//Po0TfsVjwEARq0K/Aj/At0oUKCoufm19DalYrGYwXFYQuxp7FdrDC7pzG2kxogZq1Ycq6vagi0The6nTRK5XBjp8D1RO6O1Wr1XZHUgzkcKcxsiLhtXR/2bhqEoCv2jWr9tcCYzOQrjE354SIL0coiEPFgsVhj98aQQCDcIc/OXfQFy7sIQ8goKwnqO+kuNSM/1EYHvAbPJBDbH/0VLzfX1iM3w81wBPXiHLt7AGedVKoHizcNhMhjB5XEd2rrvIy5GwpxS6Vfa/8+iKEbir6woEYxOngRPd0fMYkEoDd+9cyaHz8OYxb9EVyxQsPohDNLMFLQm/5Nn3VKShCt9weXWyBZT6BkY991wGuQlCnHmXHtYz0G8HIT5xA0vOGbKu3Ht6lVk5+WG9Ry9164iJTPb437v0ymnkLGozGW7x+kU5QgiopiVMt1Np9BWq98eC5qeLCk/U5hNOrA4/ud68Zp8TK8DX+B7KSRN04zCbqkJUvv/jWYrBiem4hh4HBYjYycARtpwRyRsNjoMvvNehAqDigWdhwJ1zgjGjagf8z2tAjBTudvwNK3CGdW7zzwK+JxWYbNZMAYgboKBx+OAoiiYTOH1chDRQZgv3PCCYyZoadciNT0tqGP9nU6ZHKyDn8PXTqgglkh9N5w6o1+tetquQSDxT9RZTHqwAxAA00U73gV5jm+vkyxmcjrDm/veoNdD4EfGWLXGANWE+4ykKTFicGInz8WOF4PHZqGDxRxQU8V8t94CLkWB6+Hz95VfIxh4FAudRv8CR6O4HERw/Psej3mIUfHEaACBps5EiHi42j3qu2GQ0yoAUJEbhbarfqRVJxBuAG5owTFT3o2mhkYUFbsGY4aSM3XnkVMUeHxI8Pg3iBnUoxBE+LcEmMXmwmoJbMCZDmaTDhy+f9Mseo0KfPFUbIzFbAaLxRxEHcWDJ+0XFysBnz81ddU3NDUlwOewYHB46o4R8SByqh4byWGDjna/iogfxmBkZyw0jWSef7EZgP+zagkRfAxr/PfURAq5jHsWCNliilE8Lxzw+VyYwuxJAYiXgzA/uKEFx0xgNDLn9gMhkGDRIUVfUIm+gMmltM6DpzdomvZ7RYRJrwZX4N8SXRabA9rq+cd5OjEYzsfSNA14CLI0aMbBEzGX5qoG+5CRk2V/r1aOIuJ6NspoIc8laMOTM4TFomDhTwmXGNmUXTwuG22KKQHi7h7HCLiMVR+OGT5pAGKp+2sK1Mvhq72RpsELQOAo9P6JiFi9FZoAAi2z2Bwoxjzk1fAxrRLQqp5peDlkUlFYU54TCPOFG1ZwzJR344vDV1C5cmXYz+Prx9Nb/MaVy62ISfZ/ykc3MQ5BRAC5MgJ68g594KM7oTIx0orIaGZMTeT16YxxRTsyi0sY+yZjVia/MzFSAZRDA8jKzfB4Tk+XbDZb0aeYGrx4Th6MtBimOOtzWirLpijIee6De3MFfNRpPSe1CuXUikKoRzTbf5HqyWZnhBw2hrT+ezjEfA6GgszHAQCj47qwVXm1kSbnYHgk8MyogUK8HIS5zg0rOGYKvV4Poch3Js7pYDIaGUsyA2W4twuxAQiOvl4FBBH+xXtQbA6sZv/d1r6WOQbq5fDU3mRQISI1wb0NFrNLlVyA6dWZUI5AEhUNT3i6DJlUBIlDnY3BUTVjv7NQiRFPxbTYlsa6C6y0kczleg3m9Ed0+NMmgsUCz89l0QACauu8MgfwHDgKALppLD1dkRKBxrbBoI/3F5lUFPbgUQJhrnNDCo6Z8m5MTKgRERlcToxAOHfhEjLzC4M+3kpbwQrgadViMoHNdZ8Pwhm+OAqGAJ68+OIY6DVD3tv4KTo8tVOPXYNY5rlKL+3Wy+I71bkNi8XCWPrqCJvNYmSgFDvl1ehzykMh4LAYS2UBwGylQcVMxXE4Tquk8LjQiL17CKJklFtR4Wm7MzRNgx1gVtORAGIloj3kGvFETKR/mXHdweGwXLxM4SBJwkJ370jYz0O8HIS5zA0pOGaKL4+3o6JyeVDHBhK/MTY0iOh490/rs01KTiZ04/4/QcpzC6BRdvpsx48TexQU3vZZLWYYNEOQZmYwttumU9QjvRDLk+zbZTGigJNL6bRaCD3Ul+Fw2OjsHra/dxYc8kjmKh0Rlw0Fnzm4L5KJcWnM/RM/m6JgpoFImW+bbQLDX6FhQxNhgtzPVScAYKZpRAYwqOsDnOIwTTOFuErj50qXacRxSCKFuNJG4jiCZkw5GZMzndeYcrav4obnhhMcM+XdAACz2QIuN/ipjpmCCvBpNTZWBrPRv3lzrkAEs9E1rsA2wLuDJ4iCQevf06BNXDi+vDHafw4Jpa7F6Wyoh7uRUcT0Fo31dSIqyckj4ixCHLwdGo0G4kjPgbKJ8dezrsqioNUboTdMudqFPA4s16dE2PFipEiFULhZ+ilxiolw9HIUCQU4o/G/cFogWGkaPUYT5AEkiTNG8ZAk8n+5s8oQ2NSDc0r4QAlnzRNHUpOjg86MSiAsBG44wTFTzKcfFvdTCJ4RRkigVweQ4THAWxFTWALV8JXJom8hRDXUArEsHSw2UwTaxI/VYnEb7akc6EZWHrO+i8vn6/BeM6GGWOxZ+LDZU+dIipNggL5ujzwKAi4bA1ymDRKHZbS2OA4Rm8WYVnGmSixCEzd0lXVt9Aj0WCF2LxYdRY8j3RoDZH56OGiaRpw4sFwsSXIvMVJ+lCSPkvjOnxIKouURGB1T+244Tci0CmGuQgRHmKi/NILc/DzfDecAgXo4BIEKDgoBi4fEstUY6T0T0DHeUA23gs0TQZaV5bHNSNcl5C1dYX9vS/gFh2XAMVIBVKPDiIya8pQ5p4WfmFAhLspzHIVicCqldrRUxMiWmR4Xgf5RpkdIb3a9dxkRApwZZq58cBzwKYrCSrEIzSEUHSNCA7L4PLACzPdhtPq/jNpopeEh/MUj09X2Vpr2r3rsNEmIAC42doX9PATCXOWGEhwzOZ3S092NtIyMGTvfTDI5eLj+ytsHaOftSfkY621x2e5tWoXN4UMSW4Dh7lOgp1GUjKZpKBWXwOYKIM91zSrqaINZrwFXwPRMWMwmsJymD/raW1BcMbVsdqi/D7GJk3Ef0QIL1KoJSKSeg4Vl0qlzcrlsKFVMgREhZJ4vXSbERbOrgEkW8WGRe/YGUBSF5dc9HdP1uA0K9YhksyDxEFzsybuhtVjdFpyzeWqcabaaES0KLGjUY9VYP5FFCtCt8LOuyjTiOAAwViiFE+LlIMxFbijBMZNMp1R4IAGjoZi6CXRKJVCSMpNh1CoDPi4yLQlRCaUY7j4Foz7wQlsmwwSGu09CHJXhVmw4MtrdhKgU1zaK1gYUVSxjbDObjODxJ6czooU8DPR2o8AhKZjRZAKP53nQFPCZUzo6p5gFrYEZNCkX8SBwCNK0DdY5kQJ0OQU8Og/8nOuejmsCHbiSwPNNmGgaXXwd5GwOEoKIRxqP5CApAAEh5rER5UagsOM9T1GlxUyvKF8MbQzYaxMsQkFgYopAWEgQwTHPMZtM4HgZ3Pwh0CkVIHChwxPLoFO5BoJ683IAgCg5GskV66Gb6MdI71m/hIdBN4aR3rPQqnqQXLHeY74N27lpqwV69QiSs6cCQ23eGoN2AkIfSc4Meh2jjoqvscs5CVSMjHkPdEYzI3AUmLzfzvecoihwWRTYscynZmfRQVEUKkQiKC0WDAr1GBX6XpVhoK1QigwYFxmwSChAHNdzkKgn7wYwWWwukBwcsxH6xGGzwp7i3IbJZIHez6yrBMJCw/9Q83nOzK5OMYMTwLLB6WAw6MHjz1zBMxtiWQzUY0MuFWM9kVu+DA1H9kEocV0hEhkrwsSQ51UVFEUhblEFaJrGSPNFqMc6JreDApsjAE1brtdgmfTV8ARSJJbd7NXL5Ch0BtvPoaDyZpc2ZqOBkQAsRiqYrPTqQ1H4GjQFTk+5JqcYjfKsaPSrDEhx6CdaxEO73oQcevJ7JYoTQTuoRYFUhC8Hx7EErqtWJoaZA1vqdWGqsljQbtVCymaj32RGCpcLrdUKigJ4FAWVxQoOBeTzBB4LwjmexxPNXCtWywMpCAj0TehRGBdY7prOITUKUmQBHeMIi0Whf2gCi3Lig+7DXwpTxLhwuRvLyj1XdQ4VtGYMlDgq7OchEPzlhhEcM0lzmwYpacFVhw2G6UzfAACHy4XJoAeX738CpYKyMtQd/txFcMhiRG7L1AOAKCoB6pFeREQHV/OFoijEFJba39M0DYtJD4rFBpvjv5fHUWzoxofA4QnBFUxts3k3eprqUFq1mnFsX3sLkrPymXY5eYh8fRwRTqswhsY0oKO5k5+jPAri0TFcG1QD/KlrSogUoFOpA/iuQrYsSoymcR0KzUxPgjvRAUyWsl9yPfttFn+y+qzWakVEAMnfbP17wmi1Qshmge3mZniK3+jlAUsSAxMoAJA6zSkVAEiJD/y8wcDjcRAhDj5RGYEwnyFTKmGgp6sLqemeM1mGEhaLDYt5ehH2sakZGOzxnWyLeV5WwP7vrJJSqBTtbles+JpacQdFUeDwhEGLDdpqwWj3ZeQtW+G2rcXNdNXYYD9y8jO9nsPXbVGOMwXZ4px4jHGY0yLdw1OBkLZplfgIPrSSKY+LbeCO5HIQK+BCK3ONsfAmCmywKCqkYgMAeoUs5Aa43FRjtCBKGFicCE3TQU0JOvcxkxiMM1cRmUCYSxDBEQbMZgs4ASRGmg4CoRAG/fQSH+XkZWJsoM/tvhip56cxoSQKGqVrXIan1SoAUHjTLVBcOel2X2SsKCjh4S/Offc316Jo1XrGNpvtw11tkCdPCQv7fXAYnKKFPBj1enADnNJyHuCkkXyMTzA/w6z4SJey66lSIbrG3Rdny4gQoFtjgMnqOnhGxvD8Eh7+4qsvfRQPIo77WiuevBsAoDaa3XrrvAWMjgnZLqnfGch9TykYTRb0D4e/uJqNMWXo86MQZpfR0VHce++9kEgkkMlkePDBB6FWe8+5otfr8dhjjyE6OhoRERG4++67MTAwwGjT1dWFzZs3QyQSIS4uDk8++STMTg+Yhw8fRnl5Ofh8PnJycrB7926Xc+3cuRMZGRkQCASorKzE6dOnGfvb29vxla98BbGxsZBIJPj617/uYksw1+jMDSE4ZjJ+Y6ZhsVjTTpAV7JTMoqXLoGhrCOgYDk+AyJg0jPY0eWwTatHhTsgMXT2PqOQ8cHjuBZVS0YWcQubUiV6rAc8pZXln2xWk5wSWbyU2RgKTTUzIoiDgc3Glc5jRJlEuwhCP+efJZlEYUBsYA6zjAF4cJUYbzzW41MZ0RYc/woUbK0TzuBbZAS7/bLCYkC0PfGqke1iDRWmygI9zRG+0ID9j5n4jEuNlM3Yusjx2Zrj33nvR2NiIAwcO4JNPPsHRo0fxyCOPeD3miSeewMcff4wPPvgAR44cQV9fH+666y77fovFgs2bN8NoNOLEiRN4++23sXv3bjz77LP2Nh0dHdi8eTPWrVuH+vp6PP7443jooYewb98+e5u//OUv2LFjB5577jmcO3cOpaWlqKmpweDgZMkJjUaDDRs2gKIoHDp0CMePH4fRaMQdd9wxGbM2jWt05oYQHITwQFEUWGw2LCZXF7E3L0d6UQFYLA7G+9s9tgmVt8NdHyOdlyCQxCAll5kEzGbzSM9VyJNdE4R1NJzHstXMoNfRoQHkpKcwtvnSb2w2CxNqpkcjLVHGtFvIRdfw1NOD7Sl/fXYs6k3MuAyb6OCxWCiUinDFh+gIxOMRSHtOrBCnRyawKs59PIQ37waLogLOvwEAAh572jFMxohI8HkzF85mscyfLMQE3zQ1NWHv3r34/e9/j8rKSqxatQq/+c1v8N5776Gvz73neHx8HG+++SZeffVV3HLLLaioqMAf/vAHnDhxAidPTnqA9+/fj8uXL+OPf/wjysrKsGnTJvz4xz/Gzp07YTRO/gbs2rULmZmZ+K//+i8UFhZi+/bt+OpXv4rXXnvNfq5XX30VDz/8MB544AEUFRVh165dEIlEeOuttwAAx48fx7Vr17B7924UFxejuLgYb7/9Ns6ePYtDhw4FfY3uIIKDAAAQS2RQK0fd7vM2rVJ6083oajgV8Pmyy5bAYjFC2XfFa7tghIftGHfHDbafA08sc6mX4shY3zXkLprab7t+s9EArpclyNEC//JcyGUR6B5jukUZQ+b1aQAum2VfHuuITMCFzkOBswguG7kSIZp5NMw+YhMcxYSnl99EC1A/qsbqIMSGKoIDKd/9gO9tOgUAJnTTj4doujqESPHM5cfoUxCvw2yiUqkYL4PBz+J9HqitrYVMJsPSpUvt26qrq8FisXDqlPvfxrq6OphMJlRXV9u3FRQUIC0tDbW1tfZ+i4uLER8/tXqqpqYGKpUKjY2N9jaOfdja2PowGo2oq6tjtGGxWKiurra3MRgMoCgKfIepYYFAABaLhWPHjgV9je4ggiMMzFAOoZCypGo5rjVdDPg4Lo8PimLBpHeNLfDm5QAml8qyOHwMtp31eR5HEeHr5Q6rxYK+y18iMibFrdiw2apoa0BcpmsCMINOC55gaprAUwl19cQExGLPhdsAQCIRQiBgBkeOqXQu6bWL06PQ6/AXaht8s+UiXKWYQsRxQJdwOSiWidHKo2GICv9AqpFy0aHWY0Ws+3wl3sQGALQMq5EeFbg3q49NI1Yy/RUf0TIReF7yjISa1GT5vKq1NBewDGphGdBM7zU4GaydmpoKqVRqf7300kvTsk2hUCAuLo6xjcPhQC6XQ6FwXyFYoVCAx+NBJpMxtsfHx9uPUSgUDLFh22/b562NSqWCTqfD8PAwLBaL2za2PlasWAGxWIynnnoKWq0WGo0G3//+92GxWNDf3x/0NbqDCI4wMBd/SzwNkDbYbDZoS+CZKAFgyeq1uHbhhNt9vkRH5uJFkCZko7fhMAwaZVDn94VmtA/9TcdQdNN6l2kURxvNJiPUY0PIzJ3KkWDzbrRfOItlNzOnU4x6PThc5n0d6FcgLsF7PgeKomBwyi5aWZKK5nHmNrGA6/YJnsNmwUoDGglTtDgO7AI2C0vlERgzmtHMDU81VJOVxjUBoLNYURwV3NLUepMROdHuj/Xl3RjXmJAZ7yVnhx8Bo8BkbMxMwmKxYPUW6BpiSBwHk+7uboyPj9tfzzzzjNt2Tz/9NCiK8vpqbm6eYetDT2xsLD744AN8/PHHiIiIgFQqhVKpRHl5+eRqxBBC8nCEgRn3cFAUrFbrtL8cIokUmnElxFKZy74YqQDD4+5Xw7DYbMgS0jDScxXRKe4HdE+5OQAgKSsViZkpaDl9HFaTEbHZ5WCxp//VNOk1GO6oh1Aah5JbNrtt4yiIrtUfR8XaarftTCYjuDzmapTWxouoXFbB2Kbo68Oam5mVZd0xNKICMqc8Amw2i/mULY8CRscwqjZAy2ZDdD3GgB0vhmVAgyVJUuxvHcQ6iZgRw2BLCAZMCpucSCHGjWZcUGpQJo8APTy9FU3A5CqbqwLAbKWxOFIEvpdqa968G1qTBTw2C7EBVod1ZLrxGwAwOKpBYfjzcNkZGBxHcmIUxCQfx6wgkUggkXjPHgwA3/ve9/Dtb3/ba5usrCwkJCTYAzBtmM1mjI6OIiHBfZbjhIQEGI1GKJVKhpdjYGDAfkxCQoLLahLbyhHHNs6rSQYGBiCRSCAUCsFms8Fms922cbRtw4YNaG9vx/DwMDgcDmQyGRISEpB1vdhlMNfojgXv4VjIK1RsJGdkoafDcwCmvyxdtRLtF+uCOragtASjvddgMrgf0Hx5OiiKQkHlKuRV3oSh9nNQtNQG7fHQjPajv7kWyr4rWLT6VmSXLfFp01DnFcjiUxkeC5t3Q3GtDfFprrk3JsaVkMiYT9FGk4kxF+qMLfNjUoLDcdf7mNC4ziWvWZSANpP7PCvV2bGoM7om9nIe5KU8Dm6Kk2JAZ0SnAGjnB/d0bbBaoRCz0CmkkCTkoyI6MmixAQDNtBmLPGQV9eXduGoxQ+QmCVqg0DSNiCCCVadDclLUjGUiJgRPbGwsCgoKvL54PB6qqqqgVCpRVzf123no0CFYrVZUVla67buiogJcLhcHDx60b2tpaUFXVxeqqqoAAFVVVbh06RJjoD9w4AAkEgmKiorsbRz7sLWx9cHj8VBRUcFoY7VacfDgQXsbR2JiYiCTyXDo0CEMDg7izjvvtJ8n0Gt0x4IXHLPBdKdU/A0+tLG4IBf9Xdemd1JcX2ILmrEUyhFvwaMAsLx6I66ePeJxvy/RAQAcLh9Fq25B0apqaEb7MXDlNAaunMZIVyNMetf8BTRNQ68ew/C1ixi4chqKK6dgMRux+OZbUbBiNSgPXh9HW/QaFSZGBpBfUuy27UBXBxaVLrK/9zY9NZ25eZqmYXIKBqUoCmwWxejXNhizWBRyo8Vop1w/L3eDfVakEItkYuRECtHEsaJXRKGDD0xIubC6sdtgtWI4go0+EQsXWGb0i1hIFfGxWCZGrMBzgi5RnMin2OjhTuYVCXY6Y0xtRFaC76dUX0zwxUiI8R5zE2poOjSeGcLcoLCwEBs3bsTDDz+M06dP4/jx49i+fTu2bduGpKTJKtK9vb0oKCiweyykUikefPBB7NixA1988QXq6urwwAMPoKqqCitWTCYi3LBhA4qKinDffffhwoUL2LdvH374wx/isccesz/UfOc738HVq1fxgx/8AM3Nzfjd736H999/H0888YTdvh07duCNN97A22+/jaamJjz66KPQaDR44IEH7G3+8Ic/4OTJk2hvb8cf//hHfO1rX8MTTzyB/Px8v6/RH8iUygKAoii/BrpoIQ8jOu+Fo3LLlqGt/jTyyt1n3/QGi81GyqKl6Dh/DJlLVrlt42t6xQZFUch1qNJq1KnRefkyzAat/Vpt182PiEJ2WbnHnBrubLBhtZjRce4Ybrr9LkYbm7jSqMbdFm8zGgzgOnhDbCLR34Gkq2cYhSnMp/jS/ER0D6qQZfurvD6tkiQXoVtnQpqbjJrRIh5GtEaMCtmQa5lixXF6xRExh41lMZOeBZqmcVWthyaCDQtNo19rRLJo8sdsyGDBEiEPQjYLeX5mDfUlNABAHcmFalyHkij3gsGXd0MpZCOJ7eM8fsZvtHYOY0mh/z+YoaCzexiZ6f7VICLMD/70pz9h+/btWL9+PVgsFu6++278+te/tu83mUxoaWmBVjv19/jaa6/Z2xoMBtTU1OB3v/udfT+bzcYnn3yCRx99FFVVVRCLxbj//vvx4osv2ttkZmZiz549eOKJJ/CrX/0KKSkp+P3vf4+amhp7m3vuuQdDQ0N49tlnoVAoUFZWhr179zICSVtaWvDMM89gdHQUGRkZ+M///E+GaPHnGv2BCI4FQqii3lNT43Gl7uRkymg3g6e3WA4ASMtIgVGnRm/TeSQXep7K8Ed0OMITRiC3YnlAx3g6tw2apnHl5OeorLndo1BoPX8K6+643WV7y4VzWLEieHsy0+NgsVjBdpiSEAq40OpNgNMSzRiJAGdah5CWIrdvs8VyAEBeTATO9iohiomAYNx9jg53wgOYFEiOSbryJVP3JxeBJe/yR2xY5Hxc7hvHyjS5z7ae6B7RoDQj+OMd0RnMjM/AJzL/hIw34mIkIQ/GI8wucrkc7777rsf9GRkZLr/RAoEAO3fuxM6dOz0el56ejk8//dTrudeuXYvz5897bbN9+3Zs377d4/6XX34ZL7/8stc+fF2jP5Bv/QIhMTUdfZ3XfLbztVoFAHLKlqH1/GmP+31NreQUFoAvjkRfS73HNrIYkV9TLKHC+Xw0TaP11EFklK10CQZlejciGYOD7f5p1BOIlLjmnHDULWLOsMt++z4RH2ra9T72DIy7bX9rWTIatEyh5+gJKE+U4tKAymN+Dn+mOYLF376tcgFOdI15FRs+825EcKAzWLx7kvz0btA0Dbk0MFEVCjgc8rNLuDEJ6pvvKy+7I7t373ZZSiQQMH9oaZrGs88+i8TERAiFQlRXV6O1tTUY025YlpQsRmdbS0j6Ss9Igk6tgsXsOamSL9GRX1IMvliCroYzXtuFW3i465+mabSePIDURUuRnMxcwup4Xa3nTqLqlrVu+3XnUTKZTGD7WQQtWh6BS5e7HAydHCQripIxSDuIwuuDp20prCdPFotFYXlKFC6aTDDIPIvKUAqPQPoyyHg42T2KdVmeg7h9iQ0AaOgcQ1VBnM92/jDOFUEaMfMrRRSD7kUlgbDQCVhw+MrL7g6JRIL+/n77q7OTWZn05z//OX79619j165dOHXqFMRiMWpqaqCfZlGyGwmKokKaAGT1xg1oqPUcAOoPeYsXQRafgtZTB33Wewm18PDUn9loQPOxz5BeuhIpqYkejx8bVEASHct4krZ5N7qvtiE1y3Xpa3en/1WCBQIepBJX+2KiRBj2UNwrLUaMbor5GTsO0mwWhZVpUTjfPw5VhPfZUptYCFR8BHNcP59Cy7AaN2dOT2y0m80oTg/NVAoAnLrUjZSEmSlL74i7z51AuBEIWHD4ysvuDoqikJCQYH85BqvQNI3XX38dP/zhD7FlyxaUlJTgnXfeQV9fHz766KOgLmohEOhKFQCISUjCUH+v7779mFbh8viQyGMw3NvlsY0vLwcAZOZmoXzNelypPQD12JDP9jahEIz48HXsxLACV+uOouq2LUhKcg3ac7yejoZzWLZ6pdt+ejraUVI0lY3U9ln1dHUiP9t/u90tjWSxWBhROsVbXPdyREsEaOtXuaQ7dxysKYrCqvRotI5ooOD7F8DqKCJ8vQLBYLHigskIK02jPEnmsZ0/YsNotkBjMEPqKwV5ANMpSR4yo4YbAd/zCh8CYSETkODwJy+7O9RqNdLT05GamootW7bY88ADk9XuFAoFo0+pVIrKykqPfRoMBpd8+HMJsVgMTYBle0PB8qXlaG0IPD25J5betAKdTZdg9ZKB1B/RwRMIsXLzVoz1daLz4km/A1wdBYQ/L0/QNI3OC7WYGFGgatOdYLtJKuZ4HW0XziCrmJnQyx+RZrFYweH4H4c9NOz+e5sYG4khuD/frWXJOD7s+t1yHrQrU6NgME8O+HoPcR3hpMlqRhssKE2QIF3m+bPxR2wAwGW9EYtSZSGyDlBYuUjykAPEIyEIGAWA0bGZ/20gEOYCAQkOf/KyO5Ofn4+33noLf//73/HHP/4RVqsVK1euRE9PD4CpnPCB9PnSSy8xcuGnpqYGchlhpzBPimtXr874eW0xMp7yaDjizwAKAGs2b8LFYwe9tvFHdABA2U2rEZ9VhLbThzDYMTMpgUe629F2+hDisopQXOma6AZg2q9TT0CvUSM71/3USGdrC9Ky3ZejD3SlkEjkPkFYdqocQ2NO0yoOT+4V2dG4YnSNr3EevLOjxShNkKCTTaPBMv0iZ/5giuLjuEaLuAg+ShOl4HhZAeKv2LhmtSBSwAWP6yM+xk/vBgB09ikRE2Q69ulA0/SsJP0i6c0Jc4Gwh0tXVVXhW9/6FsrKyrBmzRr87W9/Q2xsLP7nf/4n6D6feeYZRi787u7uEFo8feITYjE44DmmJZwUL6vCpdOevU2BwheKkJiRg2uXL3ht56/oSE6Jx4qa28EXRaLt9CH0XbkYlkJWw11taDvzBUBRWFFzO1JS3affdba74cQXuHnTRo/99l67iuJC94IjUORRYuj1DkLg+hM0i8XyWsJcIuLBbLVCL3UVjc6DOIfNwqJ4CYrjJfhCpUYHy+o2ydd0uca24rLVjO5xHdZkxiA+wnu6cn/FxgifBaXWiLxkH7EWAYiNUbYAAg/VacPNhFqP5MTQeEpuJCyD0yzcNqCBZdB9bBRh5ghIcMTExPiVl90bXC4XS5YsQVtbG4CpnPCB9Mnn8+358P3Niz+T+JuIyxfBxHGkJcRgYty/KHh/vRxFpUUwG40Y8hLPAfgvOgAgKz8HlRs2QxqXjI5zX+Jq3VEoFdMTjjrVGDrOH8PVuqNgc3movPU25C1e5LG9s71Np48hf+lKlyWXtvtkMhrB4TDn322fkcViASvArJkyqRhdY+7Tlksi+GhSOu1zGFQXpUbhUqf7p1Z3gzmbReHWnDhEi3hohQWNFhN6phlKoIrgoI2yoFarQwSPg5IECfL8yNrpr9jQGc24OjCBiuzQlifoUYyjrMBzwLBbQjSd0j1mgTxqZjObAlMp9QmE2SQgwRFoXnZ3WCwWXLp0CYmJk3/wmZmZSEhIYPSpUqlw6tQpv/uci8xm6uKcosVoa7zkV1t/RUfl2tVQdLRiYmzEa7tARAcwmShs2foaLFtfM5n18/yx66/j6G+9BO34qPslqAYdhrvb0HH++KTIOPclxhTdKL/5FixbX4OcwvyA7OxrvwKxVIbMrBTGdsf7c/HUCaxdt9Ztf50d15Ce6VpvxRvyqAiPcRwZyVHQGzxPg7BYFLITItHippYK4HlQl4t4WBQvQWmiFEaLFVdgQSssOK7RopcLKD2c02ixoo2yoI2yoIU24wuVGgaLFbnREVidEY2ESP8+d3/FhsVqxQW1Hsty/BAbAXg39AYz+DzOrP19joxOeJxKIxAWOgH7FXfs2IH7778fS5cuxfLly/H6668z8rJ/61vfQnJyMl566SUAwIsvvogVK1YgJycHSqUSv/jFL9DZ2YmHHnoIwOTA/Pjjj+MnP/kJcnNzkZmZiR/96EdISkrC1q1bQ3els4CnbJ3hpigvG3//24fIWeS+NkiwrL19Mw58+CHyK1ZC7CbplQ3bYO4tI6k7chcVAYuK7O+1KiWutV3FYEcz417SNA0uXwBpXDJy1ywKOGujs9gYG1RgfGQQqza4rxRrQ6/TQiB0nyiqs6MDt20s8ev8lDjKPqfu8rQriwKUk/uiJEJM8EWINDisWrme7hwAYqVCKDVGXLNakMFyjQuwDe62jKTOOHojChGJUa0RCpMF10xGRPI4UBlMsNBAlIALM8uKOBEfMSIeKIrCovjAvIr+Cg0AsFppnB3Xojwr2ncW0ADEBgBcHDagfIZTmTsSEx1goCqBsIAIWHD4ysve1dXFGADGxsbw8MMPQ6FQICoqChUVFThx4oS92h0A/OAHP4BGo8EjjzwCpVKJVatWYe/evS4JwuYTaenp6LoW+FOvM9ECC0b0gQeZ5RaXoOViPfJLynyfw48aKzaqt27Fgb/9DQVLb3Jbxt4RX2nQfSGSyFBUXh708e7scUYzrkTn5QtYv3WLyz5H70bb5UvILlrstf9g0lUbje6nVAAgPUmG+uZ+LIn3nA0zN0mKy91j6OZTSKXdn98xDbo35CIe5GGonBqI2LBYragb16E0Qw5hiOMs1AIxLJYJcH0FnzoToukUYFJMEQg3KkEFjW7fvh2dnZ0wGAw4deoUozzt4cOHsXv3bvv71157zd5WoVBgz549WLKEWWODoii8+OKLUCgU0Ov1+Pzzz5GXF5rAvNmiuEiGtiuzly21KDcbg709fseS+Du1QlEUbr3rLrTWn8bYoPtVRI7ESAUBT7OEA3c2aCfG0Xz2OG7ZcqfP4xXd3SjKzWZsc4yxCTZmR6nSwmRyH6vDYrEwOq6D0Xm/01N9UWoUDCYrrlk9x/yw48UBDfyhINBzGs0WnFFqUZoph9hLNVo7AXo32rpGsKJ09la0XRsxkbTmhBsa8u0PE3Oh/PSSm1bj3LHpZQt1B0VRWL/lTvR3tKKv/Ypfx8yW8PB0XtXIEJrPnsCtd93l9rNyFGBdbVeQmpXt0saG1Wp16cNbHRVHlpdno2fcSSg4PFGvX5GNy2Nu4iqcBtv8ZCkoCmg1eV/+Gm7hYes/0HOMCdm4oNZjeW4sRP54NgIUGwM0F7FR4sC9UCH0bmi1BuTnzt50DoEw2xDBEUZmc7UKAKTFx4CmaahDvGrFxuqaW2E2G9F0+pjfx8yU8PB2nsHua+hqacCtX/mKT7EBAJ2tV7CkxPN0SlvLFeQVeA9S9YRQyIPOy3QWRVEQ8DjQuQvmdBp0sxIkkIp4uKDW+TxvsMIgHH016Y0YGtejMi8WXH88AAGKDZqm0d0/PitpzJl2zI0HEQJhtiCCI4wULl6Ey5f8Wy0SLm7dcCvOfvmF3+0DFR1LKpciOacAZw58DJ16wu/jbIIglOLDnz5bz5/GxNgI1ty2ye1+5+u/2tSIzIJC13YOIrCnuxu5mcFfR3ev95U/OWnRaFX5TuYGAIlyEfKSpDg+POG32HUUDL6EQyBt/eFQvxJpsWIUpsr8G4wDFBsAcH5Aj6zU0NVgCQaapjE4TIq2EW5siOAIIznpPCj6+kPSV7BeDoqiUFS+FA1nT/l/rgBFR2ZWCjbcfTfaL9Wh/eLZQE1kCAV/hUig7Y16HeoO7kF0YjKW33yTX3bRNI1up7opnpjOk2tSQpSrOHBw5XO5bKg0BmiEbgZ3NwNwhJCL1UXx+LxPCYMsuCWY7oRFKKdijDI+DvUrsb4kCRJ/A1WDEBsKKwc8LhvRXtKreySE0yn1V8exakVwXjACYaFABEeYCUcWzUApyM6EQa/H2LDv4mk2AhUdLBYLazZthDwhBecOfeozSZg/eBIigXpFOhrr0XzmBNZv3YrcAs+xGM7XfP7El1hStdq1nVOw6HQ/45joSCjN3oMkV1dkoL7Zg3h1MxBTFIWN5Sm4eG0ULUajS8G32UITycUFtQ5tChVuLUv2P1laEGLDaqXR2adEcZ5/SQnDCZfDBpc7O9lNCYS5woIXHP4G74WLnPw8XGkKTd2QYL0cAHDrrdU4f/yoX3VW7OcLUHQAQE5eBm696y7oJsZRf3gfxgZC4+EJhoGuDpz74jNIY+Kw7o7NYLM9L4d0vlbNhApmkwkZSXFez3Ht6lVkZmVNy86EeBkam3pcdzg9YRfnJqB1wsPn52FAXpEfh4y4SDTqjLioCX6J8nShaRqf941hQKlDWWZ0YGXmgxAbANAwYkRxbpBiI4TeDQAwmjwvfyYQbhQWvOCYbRblS9DZ0THbZgAANt95J47t2xPQMcGIDgBYsmIZ1m/dgvGRIVw4egDdVy4H1U8w9LY1o/7IflhMJtz6la8gN9+7IHB3jWeOHELNxhqf57ra1o7FhYEHIzqmmqYoyneCKwDSSAF0ehP0Bg+Dl4eBWcTnYElWNErSo7C/ZxSdtGXG8kEoOECDVo86lRYbypKRmyQNLAV8kGKjz8yGJIIPcTB5RUIsNk40DCIvO8BU6gTCAoT4+GYAFpsNq9UaVGIoZ4JNBAYAQpEIecWlqK89jrIq/+IYgMASgzlTsXI5AOBKUxsufnkQFAUkZecjOjHFx5GBoVGNo6PhHCwWC5Ky8rDej9wagHux0XD2FIrKl7pfweLGyxSKlQcyqRgWi9Wn8FiUE4f65n5UJHr403XIROoMm83CpopUKDUGtAxroTdZkCQXId4UWvGh0pnQz6bROajG0pwYlGTIg7tHQYoNtUCMgc5hlBclB3V8qImMECAiYvZy0SyEOirmYR3MvOlVPDZ7SbJHmBmI4JgBllYux5nak6i8aeVsm4Ki3GyoVeNoa7wUUOpz28AcrPDIK8xBXmEOaJrGpboLuHTsIEBRYHO4SM7OgzQmPqD+jHo9uq80QjsxDtA0RBIpVtVs8Dpt4ow7sTE2PASDXo+CbN8ZYo1GY8jm5aPlEeifMCNF5rTDIdU5AHA4bMgkQrRraGSLPQziXkQHAMjEfMjEk8Gkl7vHMEYDEzoT2CwK+XwexAFm+FTpTBgXsdE3qgVNA6kxYuTJRShKncZAF6TYsEilqL/QjdUVGcGdN8TeDS0lhFA4e1NZBMJcggiOGSAp1ozTfubC8IfpeDkAYHlFOY4c/RJd7a1Iy84N7NzT8HYAk96AkqVlAMoAAGaTCZfOXUB3a5MtUQGzPSjQoF3ec3l8lCxdgggf6dU94U5sWCwWnD/xJb56zz3uj3Hybpw/cxY3VbkKk2DihuJipTjwxSWkLPedCTMnLRp1jb0YEksRCw+fhW3A9iI8ADBEgdVKo75jBEKKhslixZBKj2S5CDQNdA2rkR47WXulc0iNtOt1WBRKHdJixEiUCpERF4I6IUEKDduxh060YcNNgX2nw8n5i9dQtXzu2EMgzCZEcMwQKWlp6OzomHZtFRvTFR1rbl6Nzz8/CDabg+SMwGyaruhwhMPlYknl0pD05Q/eYlKO7f0Ed2xxraniCfXEBCSS0KXgT4yXud/h5OUAgIpFyThxvhPSRBF43mqD+PB2OMJiUSj3UAq+MHXKtgIHN4zj9mkxHaFxnb3HrmDT6mksPQ2xd8NiscJqpUMylUogLARuiL+E2V6pAgBLl8SjuXHmAif9obp6PRQ9XejpaA/42GghL+iA0tnCm71nj36BovJl4HsoGOjs3bBaraBCPJDIpCKfy2MdWbY4BWf7tL6X5cqjQjKgh43p2iaPwt7LQ3NKbABA24Aey8qnt4KJQFhI3BCCY64QJZdjZCh04mc6y2Rt3HprNYYVCnQ0ByeG5oPw8GXj5XNnEJecgvysdL/7rK87h1KnIoTTJSU5GucvXnO/082AyOWyUZKfgPMDfsYIzDXREQIhZJXJsP9E2/TERhigaRp6vQkCwez+bSyEgFHCwoEIjhlk7c05OHPyZEj7DIXouOWWtTDo9WisOx28HXNUePiyqeXCefD4ApQtLvLch5t7PDo8jLRp1uFyNxiIhF4yg7oRHZFiPlLipbg4ZPDvpLZBfjbFR4jOrxVG4Ni5TtRMN2YjDN6N5l4tEjxNkREINyhEcMwgFEUhSi7H6LD32hmBEgrRsbKqEpIoOWoP7ptW5sy5IDxsNviyo7n+HFhsNpYvLQ+of5PJBDYnPOFPudkJ6B0PLCtofEwE4mMi/BcdNmZSeIRY6AzQXDRdHcSaZdOMiQqD2KBpGopBJeLjZrdYHIEw17hhBMdciOMAgHVrcnHqxInZNsMtpYsKsah8OQ79/a/QaTXT6svfQT+UBHK++trj4PH5qFxW4b1PN2Lu9IlarL3Z/VP1dL9n8qgIDI2oPDfwMEAmxEQiKU6CM32awJN6hcPr4dhnCPulaRqNoyaotUYsXTzNXC5hEBsA0NSjQdUysjKFQHDmhhEccwWKopCcmoKerunXGnEkFF4OAMhIisPd99yD88ePoqOlKSR9hlN8BNo3TdM4vv9TxCenYGl5mfe+PdxTnVaLiIjQFTJzZmRUDaO3JEUeBspYuRiLc+JxslsNrTAiuJM7CwVfgiHQ9tNgmOLjdK8GaYlS5KRFT6+zMIkNi8UKk8ky67EbAInfmElGR0dx7733QiKRQCaT4cEHH4RarfZ6jF6vx2OPPYbo6GhERETg7rvvxsDAAKNNV1cXNm/eDJFIhLi4ODz55JMwm5m/DYcPH0Z5eTn4fD5ycnKwe/duxv6jR4/ijjvuQFJSEiiKwkcffeRiy/PPP4+CggKIxWJERUWhuroap04xC35mZGSAoijG6+WXX/b/JoEIjlmhankqLpw7H/J+QyU6WCwWbr/zTtBWK47t+xRm0/Qy/DniKBACEQvBHueITqPGwY/+D6UrbsKi/Jyg7O/v60N8YniLgd1y8yI092qDOlYk5KGqLBVXOofREVwX7plBYeGOC0N69A6OY0VpGiSzmLXTF41dauRmz36xOMLMcu+996KxsREHDhzAJ598gqNHj+KRRx7xeswTTzyBjz/+GB988AGOHDmCvr4+3HXXXfb9FosFmzdvhtFoxIkTJ/D2229j9+7dePbZZ+1tOjo6sHnzZqxbtw719fV4/PHH8dBDD2Hfvn32NhqNBqWlpdi5c6dHW/Ly8vDb3/4Wly5dwrFjx5CRkYENGzZgaIhZ8PPFF19Ef3+//fXd7343oPtE0XOhnOk0UalUkEqlGB47CInE85Odxuw+x8Bs0NymwcjwMMoqvLv0g2E6+TmcMRoM+GzPp0hMSw8oM+lco+3yJQz19WLT5s1+5UXwJN4OfPoZttzpPu054H5KZf++k9hc7TlfB61xzZNxsaELJZkS70YqvefX6B9SobljGGuzZd77mcOMsPi42jOKtEQZEmJCkFgMCJt3Y8LKR/2lTqxeWRCW/gNlvnk4VCoNpDFfxfj4OCQSyfVtk7/tvQ/fDAlvenFTKqMZyW8cZfQfCpqamlBUVIQzZ85g6dLJnEJ79+7Fbbfdhp6eHiQluUaXj4+PIzY2Fu+++y6++tWvAgCam5tRWFiI2tparFixAp999hluv/129PX1IT5+MhPzrl278NRTT2FoaAg8Hg9PPfUU9uzZg4aGBnvf27Ztg1KpxN69e13OS1EUPvzwQ2zdutXrNdnu++eff47169cDmPRwPP7443j88ceDuU0AbjAPx1yJ4wCAghwxFH39MBpDk0DLkVB5OgCAx+djy11fgUAkwtHPPsawYvaqvwaDXqfF0c8+BpfLw+Y77piW2NDpdODxeSGpneILiUSI/gkfzwI+Bs7EWAlWLUnHgeYRmEL4AzsT6AwmXBwyYEJjwPLi1DkvNgCgoakbq6rmxvLc+SY2ZhKVSsV4GQwBBls7UVtbC5lMZhcbAFBdXQ0Wi+UyLWGjrq4OJpMJ1dXV9m0FBQVIS0tDbW2tvd/i4mK72ACAmpoaqFQqNDY22ts49mFrY+sjGIxGI/73f/8XUqkUpaWljH0vv/wyoqOjsWTJEvziF79wmd7xBck0OovccXs5PtlzADW3bw5539PNROpMSVEBSooKcOz4CTTXn0NxZRWkUQGUGJ9haJrGhZPHodNqcMeWLX7XWPEm1k4c/RKbajx7eUIpaDPSYnHgi0tI9JXq3E0WUke4XDY23JSL+uY+sCgWciIpCPn+JxebaUxmC84P6GE2W1FZkgIOJ3Tf4XCKjbYBPQrykmZEjN6I6Ia04EyzbpHONDk4pqYy/6aee+45PP/880H3q1AoEBcXx9jG4XAgl8uhUCg8HsPj8SCTyRjb4+Pj7ccoFAqG2LDtt+3z1kalUkGn00EoFPp9HZ988gm2bdsGrVaLxMREHDhwADExU7MC//Zv/4by8nLI5XKcOHECzzzzDPr7+/Hqq6/6fQ4iOGYRHo+HlLRUXG1tQ1ZucDEF3gi16ACAVTetBE3TOHz4CCbGx5FXXIK4pNBWfp0ONE3j8rkzGB0cROmKm5CRFOf7ID+wWCygrVZwuTM3WC8rz8K1ES0yoqd/zrKCJJjNFlzpHEHvtVFU588tsajWGtGpnxysS/MTIAi1KAqj2NDpjNBoDMjJIrEb84Hu7m7GlAqf7z73zdNPP41XXnnFa19NTaEJrJ8L2OJAhoeH8cYbb+DrX/86Tp06ZRdTO3bssLctKSkBj8fDv/zLv+Cll17yeA+dueEEh5gzPKdiOZZXJOH9D44jLTMDnDDkdgiH6KAoCuvWrQUAnDx9Fm2NlxAplWHR0spZqxthMhpx4eRx6HU6FJUvxepVNwXch3fvxlGsv6VwOiYGjEwqRkfnEDKiZT4aevdy2OBw2CjKjkN+RgxON/ZCJOAiOV6CKPPsVTMdZQvQfHUIfB4bSwqTwGaH+PsTRqFh4+I1FZYumTspzMl0inckEolfMRzf+9738O1vf9trm6ysLCQkJGBwcJCx3Ww2Y3R0FAkJ7kVoQkICjEYjlEolw8sxMDBgPyYhIQGnTzOTMdpWsTi2cV7ZMjAwAIlEEpB3AwDEYjFycnKQk5ODFStWIDc3F2+++SaeeeYZt+0rKythNptx7do15Of7N5V4wwmOuciWO5fi408+w6Y77whL/+EQHTZWLJ+ct+zsH8Lpw5+DpmnI5DHIL10SdvFB0zTaGi9hWNEHNoeLtWvXQBDgH5kNb2LDbDZDr9OHbSksJY5yGzgKAGwWC1pKCBGt896Jn6IDANhsFipLUkHTNHoU4zjdPoy89Bgkcy3eC8GFCLVAjBP1XUiKjUS0jIObyv1PKR8QMyA2LnerER8nDb1QIsw6sbGxiI2N9dmuqqoKSqUSdXV1qLi+CODQoUOwWq2orKx0e0xFRQW4XC4OHjyIu+++GwDQ0tKCrq4uVFVV2fv96U9/isHBQbuX4cCBA5BIJCgqKrK3+fTTTxl9HzhwwN7HdLBarV7jW+rr68FisVymk7xBBMccgM/nI7+wEBfOnUNpeWBZL/0lnKIDANITY5G+eTIWpb27D2ePHIKVnsyYmZiajtTs3JAIkNGhQbRfboDZPLlUN6eo2GfyLl/4CrL98ovDqNkwOyt0Shan4bMD9di0MsN34wBEBzDpqUpNlCE1UYYJjQGdQxMY7p8AAGSlyhEHY0hiEib4IjRdHYLZbIVMIoCQr5l+OnJfzIDYGNKxYDCaUVQwd6YUiXdj5iksLMTGjRvx8MMPY9euXTCZTNi+fTu2bdtmX6HS29uL9evX45133sHy5cshlUrx4IMPYseOHZDL5ZBIJPjud7+LqqoqrFixAgCwYcMGFBUV4b777sPPf/5zKBQK/PCHP8Rjjz1mn8L4zne+g9/+9rf4wQ9+gH/+53/GoUOH8P7772PPnj12+9RqNdra2uzvOzo6UF9fD7lcjrS0NGg0Gvz0pz/FnXfeicTERAwPD2Pnzp3o7e3F1772NQCTwamnTp3CunXrEBkZidraWjzxxBP45je/iago/79zN6TgmGvTKgBQXCTDvv09GBoYRGx8aOIOnAm36LCRnZqE7NTJPzSapnH5SjvOHjkEGpOrLihQAEVBKBJBEiWHKCICXB4fFIsFi9kMo14PlXIME8oxWCwW4PrKbRo0omLicMv6W0IWS+FLbOi0k8kshELvuR/CuQJqzU2FuNw1hKJUP5J5BSg6bESK+YgU85GXEQOapjE6rsPJDjXYbBYkYj60ehN0BhPSEmXgcliglOOIEPJA0zQmdEaw5XKYzBY0tg8iLWEypXf/8ASiJELERrFRUZQU2gBQb8yA2LBYrGjvGMIKklGUAOBPf/oTtm/fjvXr14PFYuHuu+/Gr3/9a/t+k8mElpYWaLVTyXFee+01e1uDwYCamhr87ne/s+9ns9n45JNP8Oijj6KqqgpisRj3338/XnzxRXubzMxM7NmzB0888QR+9atfISUlBb///e9RU1Njb3P27FmsW7fO/t4Wi3H//fdj9+7dYLPZaG5uxttvv43h4WFER0dj2bJl+PLLL7Fo0SIAkw/F7733Hp5//nkYDAZkZmbiiSeeYMR1+MMNlYfDkbkmOGz8+c9HsGnLnWEPTpwJ4eELrVoN5dgo+ofHYDKZYLVYwOFywePzkZYYB4ksKixxLTb8WT689+NPsOXOpT7t8CY4fOXhANzn4nCkrv4qynOiAvM4BCE8vGG1WqHTm6HVmzA4qkakePIpS6nSIyVBAi6HjQjRzCwbdssMCA0bda2jKMpPgXCOFSyczx4Ob3k42rYuReQ0V6lMmMzI+ehsyPNwEPznhvRwAHPTywEAd99dhb/+9R+486t3h/U8M+Xt8IYoIgKiiAgkpabN6Hn9zVPS2dGB5NSUsIoeG97iOAAgOzMe7YMTyIkPIMtmkN4OT7BYLIhFPIhFPMTKp+JZ0hJDdorgmUGx0TFsRFyMlIgNAiFASKTTHIPH4+GmNWtwaP+BsJ8rWmAJaZKw+YC/10vTNC7VX8CKZXNjfl4mFaOnbxQWQYBPZjM4EM8KsqgZvcZRIwdqtR6pKdOs5UIg3IDc0IJjLmUedSQtCcjIzMSZ2pMzcr4bRXQEcp3HDx/BytWr/Wo7U9+jtauK8PnhS4EfOMOD8owxw9dk4IjRfKUPxYtm1iPnD8S7QZgP3NCCYy5TXCSDUCRE48WLM3K+heztCPTa+vv6wOXxkJo498Kbbrl5Ec5eGQ3u4IUiOmZBQFmFEhw72YKVld5jcQgEgmdueMExV70cAFC5NBk6rQ5Xmppn7JwLTXgEei1WqxVna0/ilrUzP7D485TK5XIgk4owpAvyT3c+eztmyXZaJMX+Q5ewfs3iGT+3PxDvBmG+cMMLjrnOmtXZGB0ZQfuV1hk973wXHsHav3/Pp7ilZoPf7WdDsGZnxqPtqgIWizX4TuaT8JhFW2mRFHs/v4CN1aW+GxMIBK/csKtUHJmrK1ZsrF+Xj4NftICmaeTkz+yTt23Qnu0VLf4yHZF0/mwd8goLERc1e6m+/YGiKJQuTseF1j6U50xzILYN5CFeQjtt5oAYsggk+PzQRWy6tWy2TfHIjeLdUA9oQU0zj4vaPH8foBYKxMMxT1i/Lh9jo6O43NAwK+e3eQzmqtdjurZ1d3bCaDCguFAaQqsCx98BRCTiI0omRttAiMSRzYswmwP9XLDhOnq2CEeON6FmPfFsEAihggiO68zlWA4ba2/OgdlkQt3pM7Nqx1wRHqESQeNKJZoaGgOO25jt70xmehwMBjM6R0yh7XimBn7H88wBkWFDaebi3IVruOXmRbNtilduFO8GYeEQlODYuXMnMjIyIBAIUFlZ6VLRzpE33ngDq1evRlRUFKKiolBdXe3S/tvf/jYoimK8Nm7cGIxpC56q5amQSqU4cvDgbJvCGPBnSoCE+nx6vR5f7P8cW7csC0l/M82iwhQox7XoHZ9GPIc3nEVBsMIgVP2EmT4VjWtdQ2Q1CoEQBgKO4fjLX/6CHTt2YNeuXaisrMTrr7+OmpoatLS0uK0ad/jwYXzjG9/AypUrIRAI8Morr2DDhg1obGxEcnKyvd3GjRvxhz/8wf7eVpxmJpnrsRw2ShfLESmV4JO/fYhNW+4Emz034is8iYBg4j9mQsCYTCZ8+vd/4J++sWb20nG7wVfWUWdKi9NxsaELLFYkEiNn4DrmqFiYLi19WrDZLJQVZ8y2KT4h3g3CfCRgD8err76Khx9+GA888ACKioqwa9cuiEQivPXWW27b/+lPf8K//uu/oqysDAUFBfj9738Pq9WKg05P6Hw+HwkJCfZXIBXobkSyUjm4885l+PivH2JsJMi8DDOEsyfEn1e4MRqN+PhvH+Ker68KSrDN9nSKMyWL0zA0PIH+ibmXO2SuY7FYcaZlBDKpGDlZCbNtjk+I2CDMVwISHEajEXV1daiurp7qgMVCdXU1amtr/epDq9XCZDJBLpczth8+fBhxcXHIz8/Ho48+ipGREY99GAwGqFQqxitUzLWBxBtCoQD/9E9rcL6ubtaCSecjer0eez76O7bdsxo83tyqh2EjmEGlZHEaxpQadI2aw2DRwmTMxMHxSwMoWZSG+LjZDRgmEBY6AQmO4eFhWCwWxMfHM7bHx8dDoVD41cdTTz2FpKQkhmjZuHEj3nnnHRw8eBCvvPIKjhw5gk2bNk2WJnfDSy+9BKlUan+lpqYGchk+mU+ig6Io3LF5CVgUCwc+/QxWa5jm8hcIY6Oj2PfxJ/jGtpvDXpF3NigqSIHJbEFTj2a2TZnzXB0yoPlKH26+qRB8/vz4LhDvBmE+M6N5OF5++WW89957OHz4MASCqaqX27Zts/+/uLgYJSUlyM7OxuHDh7F+/XqXfp555hns2LHD/l6lUoVcdMw3KsrikJqehj0ffoTy5cuQfIPfD3d0dnTgSlMzvjHNmI25LkizM+MxMDiOU01DqCyc+zFJM41WZ0Rj1wRiYySoWj5/gkOJ2CDMdwLycMTExIDNZmNgYICxfWBgAAkJ3uc+f/nLX+Lll1/G/v37rHZ1xQAAHtJJREFUUVJS4rVtVlYWYmJi0NbW5nY/n8+HRCJhvELNXB9U3BEXpce2bTdD0a/AwX37ibfDgbMnT2FoYBBbtyybUwGi3pjOABMfJ0Xp4jTsP9UVQovmPxc7VLg6aEB5aSYy0mJn2xwC4YYiIMHB4/FQUVHBCPi0BYBWVVV5PO7nP/85fvzjH2Pv3r1YunSpz/P09PRgZGQEiYmJgZgXcuaj6ACAm2/KxIqbVuKzf3yMlstNs23OrGIymbDno78jLiEea1ZnT7u/+fSdEAh4uHVdMT493gGrMPSifD6hZ4vw+Zlu5OUkYHFRKtjs+ZWCiHg3CAuBgP/qduzYgTfeeANvv/02mpqa8Oijj0Kj0eCBBx4AAHzrW9/CM888Y2//yiuv4Ec/+hHeeustZGRkQKFQQKFQQK1WAwDUajWefPJJnDx5EteuXcPBgwexZcsW5OTkoKamJkSXeeMRF6XH1792EyiKwqd//wdGhz0H4S5Urra24cCnn2HrlmUozI2YbXOCYroDDUVRuG3DEtSebkWPcvaTtc00RqMZDZ0TOHPuKqrXFkMgmJtBwt4gYoOwUAg4huOee+7B0NAQnn32WSgUCpSVlWHv3r32QNKuri6wWFM65r//+79hNBrx1a9+ldHPc889h+effx5sNhsXL17E22+/DaVSiaSkJGzYsAE//vGPZyUXhzPzJTeHJ5aUxKCsOBqHDjdjXKnEzbesg1Akmm2zworBYMAX+w8gLSMdX/vqypD1O5+8G87ctCIfff1jON08jIy0WMSJFvbyWZqmUdc6Bj6Pg7ycxHkTFEogLGQomqbn/S+PSqWCVCrF8NhBSCTheZKdz6LDhtlsxr4DDTCbzLhpzc0LTnjQNI3TJ2oxrlRi821lIV/yGqzg2L/vJDZXTy84MZBEYF77oWl0dg+jpbUPNSvSQ9LnXMJqteLqkBGt7QpsrC6dN/E6nriRvBsqlQbSmK9ifHzcHpdn+22vrypC5DSLt02YLSirvczonzCzkGqxfjLfPR0AwOFwsHlTGcxmMw4cPAm9To9lK1YgKlru++A5TsOFC+ju7MKyFSuQnhz6QWY+ezccoSgKGWmxSE2OxomzbYiLlSAzhjfvYhqcMZstuNQ5ATaLhbTU6HmRwMsXN5LY8IV6xAhMM6Oy2kOaBcLMQQTHDQiHw8GmmhLQNI3DR1swrlQiMTkJi0pK5tUTIU3TOHf6DIaHhlBUvBiVS5N9HzRPCTTduS/YbBZWVuZBpdKisWsYw6MTWFeeNK8+fwAY0rHQ0zeK4ZEJVK9dPO/s9wQRG4SFCBEcAbAQvByOUBSFdWtyAQCt1ww4uHcfKIpC8ZIyxDkld5tLqCcmcOpELSxmMyqWL8fNq7LCer6F4t1wh0QiQsniNFitVtSeaUOEWAB5lBgpsrlRn8cdJpMFJy8Pgc/nIDU5GktKMmbbpJBCxAZhoUIER4AsNNFhIzeDj9yMpaBpGrWnu3HpfD1AUcgryEdq+uzP9RsMBpw9eQp6nQ5CkQi3bSwBh3NjfX1D7eVwhMWa9HjQNI0xpQZ7a9uRnBiFtJQYSDnGsJwzEMz8SHxZ24zYaAk4HBaWV2STQFACYZ5xY/1ih4iFKjqASa/Hyso0AGmgaRrnLw7j4N59AEWBy+VgUXEJomPDf+00TaO7sxNtV1pB0zR4PC5W35QNsXhmA13nmncjnKIDmPz85VER2FhdCovFir7+MVzuG4HFYkVOVgJihdYZifcwGs1o7FbDZDJDLBLAbB7HmpsKGSvgFiLEu0FYyBDBESQLWXTYoCgK5aWxKC+dzMhoNBpx5lwn6s+ds//ws1gUUlLTkJKeFvQyZpPJhO5rneju6oTFYoVt4VRaejpuv61swczLzzfYbBZSU6KRmhINABgZnUBLnxrdvSNITY5GZ/cwivKTESO0QiwKfgl716gZOr0RViuNrp5hJCfKwedzkJ0RB4lkYa2k8gYRG4SFDhEc0+BGEB2O8Hg83LQiHcDUFIvFYsGVqzqcPXkKRiPT9U5RAE1P/mvD9t5xMTaHw0Zqejpqbl0cVKn4cDHXvBs2wu3l8ES0PBLR8kgUFaQAAArzk6HVGnCxsQtikQBcLhtDwypERAggEvIwptSAzWZBEinEhFoPk8kCeZQYOr0Jqgkd4mIksFis4HLZyM1OAIvFQmH+wg389QYRG4QbASI4psmNJjqcYbPZKMyNQGFu0WybElLmqtiwMVuig2EDRUEsFjAKoN2ogmE6ELFBuFFY2BOiBAKBMIchYoNwI0EERwiY60/DhMCYL58nGazmN+TzWziMjo7i3nvvhUQigUwmw4MPPmivF+YJvV6Pxx57DNHR0YiIiMDdd9/tUom9q6sLmzdvhkgkQlxcHJ588kmYzWZGm8OHD6O8vBx8Ph85OTnYvXs3Y//Ro0dxxx13IClpMs/ORx995GKLWq3G9u3bkZKSAqFQiKKiIuzatStge31BBEeImC+DFME78+1zJIPW/IR8bguLe++9F42NjThw4AA++eQTHD16FI888ojXY5544gl8/PHH+OCDD3DkyBH09fXhrrvusu+3WCzYvHkzjEYjTpw4gbfffhu7d+/Gs88+a2/T0dGBzZs3Y926daivr8fjjz+Ohx56CPv27bO30Wg0KC0txc6dOz3asmPHDuzduxd//OMf0dTUhMcffxzbt2/HP/7xD7/t9QdSSyUM3MgxHfOZcImNUNRS8cZsx3IQAoOIDfd4q6VyLC8HESFIbb7qSlvIa6k0NTWhqKgIZ86cwdKlSwEAe/fuxW233Yaenh4kJSW5HDM+Po7Y2Fi8++679sKmzc3NKCwsRG1tLVasWIHPPvsMt99+O/r6+uzFUXft2oWnnnoKQ0ND4PF4eOqpp7Bnzx40NDTY+962bRuUSiX27t3rcl6KovDhhx9i69atjO2LFy/GPffcgx/96Ef2bRUVFdi0aRN+8pOf+GWvPxAPRxiYb0/JhPkNGcDmD+Szmn1UKhXjZTAYptVfbW0tZDKZXWwAQHV1NVgsFk6dOuX2mLq6OphMJlRXV9u3FRQUIC0tDbW1tfZ+i4uL7WIDAGpqaqBSqdDY2Ghv49iHrY2tD39ZuXIl/vGPf6C3txc0TeOLL77AlStXsGHDBr/t9QeySiVM3OirV+Yb810kzoVVKwTvELERPGNKwDjNx2ONdfLf1NRUxvbnnnsOzz//fND9KhQKxMXFMbZxOBzI5XIoFAqPx/B4PMhkMsb2+Ph4+zEKhYIhNmz7bfu8tVGpVNDpdBAKhX5dw29+8xs88sgjSElJAYfDAYvFwhtvvIGbb77Zb3v9gQiOMEJEx/xgvosNG0R0zE2I0JhbdHd3M6ZUPCUsfPrpp/HKK6947aupqSmkts0Wv/nNb3Dy5En84x//QHp6Oo4ePYrHHnsMSUlJLh6U6UAER5ghomNus1DEhg0iOuYWRGzMPSQSiV8xHN/73vfw7W9/22ubrKwsJCQkYHBwkLHdbDZjdHQUCQkJbo9LSEiA0WiEUqlkeA0GBgbsxyQkJOD06dOM42yrQhzbOK8UGRgYgEQi8du7odPp8B//8R/48MMPsXnzZgBASUkJ6uvr8ctf/hLV1dV+2esPJIZjBlhog9pCYaF+LmSQmxuQz2F+Exsbi4KCAq8vHo+HqqoqKJVK1NXV2Y89dOgQrFYrKisr3fZdUVEBLpeLgwcP2re1tLSgq6sLVVVVAICqqipcunSJIWYOHDgAiUSCoqIiexvHPmxtbH34g8lkgslkcqlTxGazYbVa/bbXH4iHY4awDW7E2zE3WKhiwwbxdMwuRGzcOBQWFmLjxo14+OGHsWvXLphMJmzfvh3btm2zr1Dp7e3F+vXr8c4772D58uWQSqV48MEHsWPHDsjlckgkEnz3u99FVVWVfcXHhg0bUFRUhPvuuw8///nPoVAo8MMf/hCPPfaYfRroO9/5Dn7729/iBz/4Af75n/8Zhw4dwvvvv489e/bY7VOr1Whra7O/7+joQH19PeRyOdLS0iCRSLBmzRo8+eSTEAqFSE9Px5EjR/DOO+/g1VdfBQC/7PUHIjhmGDLFMvssdLFhg4iOmYcIjRuTP/3pT9i+fTvWr18PFouFu+++G7/+9a/t+00mE1paWqDVau3bXnvtNXtbg8GAmpoa/O53v7PvZ7PZ+OSTT/Doo4+iqqoKYrEY999/P1588UV7m8zMTOzZswdPPPEEfvWrXyElJQW///3vUVNTY29z9uxZrFu3zv5+x44dAID777/fniTsvffewzPPPIN7770Xo6OjSE9Px09/+lN85zvf8dtefyB5OGYJIjpmh9kQG+HOw+ELIjpmBiI2poe3PBwfx+VAzJpeHg6N1YI7BkOfh4PgPySGY5YQc4ZvmCftucKNer/JQBheKHEUuccEgh8QwTHL3KiD4Exzo99nMiCGB3JfCQT/ITEccwASUBpebnSxYcM2OJIplulDhAaBEDjEwzGHIANjaCHTVu4hg2XwkOkTAiF4iOCYY5BBMjSQe+gdMnAGDrlfBML0IFMqcxQyzRIcRGgEBlk66xsiNAiE0EAExxyHCA//IWIjOEhsh3uI0Jg7KMdpGKnpZXDQzv8MEPMeIjjmCUR4eIYIjdBAhMckRGgQCOGBCI55BhEeUxChER5uROFBRAaBEH6I4Jin3MjCgwiNmeFGEB5EaBAIMwcRHPMcx8F3oYsPIjRmh4UmPIjIIBBmByI4FhAL1etBhMbcwHGgnm/ig4gMAmH2IYJjAbIQvB5EZMxt5oP4ICKDQJhbEMGxwHEeuOeyACEiY37iPLDPhgAh4oJAmPsQwXGD4W5Qny0RQgTGwsTT4B8KIUKEBYEwfwkqtfnOnTuRkZEBgUCAyspKnD592mv7Dz74AAUFBRAIBCguLsann37K2E/TNJ599lkkJiZCKBSiuroara2twZhGCAJbOnXnVzj7JmLjxsOWTn06LwKBMH8JWHD85S9/wY4dO/Dcc8/h3LlzKC0tRU1NDQYHB922P3HiBL7xjW/gwQcfxPnz57F161Zs3boVDQ0N9jY///nP8etf/xq7du3CqVOnIBaLUVNTA71eH/yVEaaNN7Hg74tAIBAIBCAIwfHqq6/i4YcfxgMPPICioiLs2rULIpEIb731ltv2v/rVr7Bx40Y8+eSTKCwsxI9//GOUl5fjt7/9LYBJ78brr7+OH/7wh9iyZQtKSkrwzjvvoK+vDx999NG0Lo5AIBAIBMLcIKAYDqPRiLq6OjzzzDP2bSwWC9XV1aitrXV7TG1tLXbs2MHYVlNTYxcTHR0dUCgUqK6utu+XSqWorKxEbW0ttm3b5tKnwWCAwWCwvx8fHwcATKg0gVwOgTAjaLV6qMh3k0DwimpCC2DyIdQZHazANEuh6GCdXgeEaROQ4BgeHobFYkF8fDxje3x8PJqbm90eo1Ao3LZXKBT2/bZtnto489JLL+GFF15w2Z6Zfqd/F0IgEAiEOcnExASkUikAgMfjISEhAY8oOkLSd0JCAng8Xkj6IgTOvFyl8swzzzC8JkqlEunp6ejq6rJ/UecLKpUKqamp6O7uhkQimW1z/Ga+2g3MX9vnq93A/LWd2D1z0DSNiYkJJCUl2bcJBAJ0dHTAaDSG5Bw8Hg8CgSAkfRECJyDBERMTAzabjYGBAcb2gYEBJCQkuD0mISHBa3vbvwMDA0hMTGS0KSsrc9snn88Hn8932S6VSufNH5czEolkXto+X+0G5q/t89VuYP7aTuyeGdw9MAoEAiISFggBBY3yeDxUVFTg4MGD9m1WqxUHDx5EVVWV22OqqqoY7QHgwIED9vaZmZlISEhgtFGpVDh16pTHPgkEAoFAIMwvAp5S2bFjB+6//34sXboUy5cvx+uvvw6NRoMHHngAAPCtb30LycnJeOmllwAA//7v/441a9bgv/7rv7B582a89957OHv2LP73f/8XAEBRFB5//HH85Cc/QW5uLjIzM/GjH/0ISUlJ2Lp1a+iulEAgEAgEwqwRsOC45557MDQ0hGeffRYKhQJlZWXYu3evPeizq6sLLNaU42TlypV499138cMf/hD/8R//gdzcXHz00UdYvHixvc0PfvADaDQaPPLII1AqlVi1ahX27t3rtxuNz+fjueeeczvNMteZr7bPV7uB+Wv7fLUbmL+2E7sJhNBB0e7WIBEIBAKBQCCEkKBSmxMIBAKBQCAEAhEcBAKBQCAQwg4RHAQCgUAgEMIOERwEAoFAIBDCzpwVHDt37kRGRgYEAgEqKytx+vRpr+0/+OADFBQUQCAQoLi4GJ9++iljP03TePbZZ5GYmAihUIjq6mq0trbOqt1vvPEGVq9ejaioKERFRaG6utql/be//W1QFMV4bdy4MeR2B2r77t27XexyXlU0F+/52rVrXeymKAqbN2+2t5mJe3706FHccccdSEpKAkVRfhUqPHz4MMrLy8Hn85GTk4Pdu3e7tAn072YmbP/b3/6GW2+9FbGxsZBIJKiqqsK+ffsYbZ5//nmXe15QUDCrdh8+fNjtd8W55MJcvOfuvsMURWHRokX2NjNxzwkER+ak4PjLX/6CHTt24LnnnsO5c+dQWlqKmpoaDA4Oum1/4sQJfOMb38CDDz6I8+fPY+vWrdi6dSsaGhrsbX7+85/j17/+NXbt2oVTp05BLBajpqYGer1+1uw+fPgwvvGNb+CLL75AbW0tUlNTsWHDBvT29jLabdy4Ef39/fbXn//855DZHKztwGQWQ0e7Ojs7Gfvn4j3/29/+xrC5oaEBbDYbX/va1xjtwn3PNRoNSktLsXPnTr/ad3R0YPPmzVi3bh3q6+vx+OOP46GHHmIM3MF8hjNh+9GjR3Hrrbfi008/RV1dHdatW4c77rgD58+fZ7RbtGgR454fO3ZsVu220dLSwrArLi7Ovm+u3vNf/epXDJu7u7shl8tdvufhvucEAgN6DrJ8+XL6scces7+3WCx0UlIS/dJLL7lt//Wvf53evHkzY1tlZSX9L//yLzRN07TVaqUTEhLoX/ziF/b9SqWS5vP59J///OdZs9sZs9lMR0ZG0m+//bZ92/33309v2bIlZDZ6IlDb//CHP9BSqdRjf/Plnr/22mt0ZGQkrVar7dtm6p7bAEB/+OGHXtv84Ac/oBctWsTYds8999A1NTX299O9F8Hgj+3uKCoqol944QX7++eee44uLS0NnWE+8MfuL774ggZAj42NeWwzX+75hx9+SFMURV+7ds2+babvOYEw5zwcRqMRdXV1jHL1LBYL1dXVqK2tdXtMbW0toz0A1NTU2Nt3dHRAoVAw2kilUlRWVnrscybsdkar1cJkMkEulzO2Hz58GHFxccjPz8ejjz6KkZGRkNg8XdvVajXS09ORmpqKLVu2oLGx0b5vvtzzN998E9u2bYNYLGZsD/c9DxRf3/FQ3IuZwmq1YmJiwuV73traiqSkJGRlZeHee+9FV1fXLFnIpKysDImJibj11ltx/Phx+/b5dM/ffPNNVFdXIz09nbF9rt5zwsJkzgmO4eFhWCyWgMrVKxQKr+1t/wbS50zY7cxTTz2FpKQkxg/Yxo0b8c477+DgwYN45ZVXcOTIEWzatAkWiyUkdgdre35+Pt566y38/e9/xx//+EdYrVasXLkSPT09AObHPT99+jQaGhrw0EMPMbbPxD0PFE/fcZVKBZ1OF5Lv30zxy1/+Emq1Gl//+tft2yorK7F7927s3bsX//3f/42Ojg6sXr0aExMTs2ZnYmIidu3ahb/+9a/461//itTUVKxduxbnzp0DEJq/+Zmgr68Pn332mcv3fC7ec8LCZl6Wp1+IvPzyy3jvvfdw+PBhRvDltm3b7P8vLi5GSUkJsrOzcfjwYaxfv342TAUwWZTPsbjeypUrUVhYiP/5n//Bj3/841mzKxDefPNNFBcXY/ny5Yztc/WeLwTeffddvPDCC/j73//OiIXYtGmT/f8lJSWorKxEeno63n//fTz44IOzYSry8/ORn59vf79y5Uq0t7fjtddew//7f/9vVmwKhrfffhsymcylNtVcvOeEhc2c83DExMSAzWZ7LWnvTEJCgtf2tn8D6XMm7Lbxy1/+Ei+//DL279+PkpISr22zsrIQExODtra2adtsYzq22+ByuViyZIndrrl+zzUaDd577z2/fljDcc8DxdN3XCKRQCgUhuQzDDfvvfceHnroIbz//vsu00POyGQy5OXlzeo9d8fy5cvtNs2He07TNN566y3cd9994PF4XtvO1XtOWDjMOcHB4/FQUVHBKFdvtVpx8OBBj+Xqq6qqGO0B4MCBA/b2mZmZSEhIYLRRqVQ4deqUxz5nwm5gciXHj3/8Y+zduxdLly71eZ6enh6MjIwgMTExJHYDwdvuiMViwaVLl+x2zeV7DkwuozYYDPjmN7/p8zzhuOeB4us7HorPMJz8+c9/xgMPPIA///nPjCXInlCr1Whvb5/Ve+6O+vp6u01z/Z4DwJEjR9DW1uaXsJ6r95ywgJjtqFV3vPfeezSfz6d3795NX758mX7kkUdomUxGKxQKmqZp+r777qOffvppe/vjx4/THA6H/uUvf0k3NTXRzz33HM3lculLly7Z27z88su0TCaj//73v9MXL16kt2zZQmdmZtI6nW7W7H755ZdpHo9H/9///R/d399vf01MTNA0TdMTExP097//fbq2tpbu6OigP//8c7q8vJzOzc2l9Xp9yOwOxvYXXniB3rdvH93e3k7X1dXR27ZtowUCAd3Y2Mi4vrl2z22sWrWKvueee1y2z9Q9n5iYoM+fP0+fP3+eBkC/+uqr9Pnz5+nOzk6apmn66aefpu+77z57+6tXr9IikYh+8skn6aamJnrnzp00m82m9+7d6/e9mC3b//SnP9EcDofeuXMn43uuVCrtbb73ve/Rhw8fpjs6Oujjx4/T1dXVdExMDD04ODhrdr/22mv0Rx99RLe2ttKXLl2i//3f/51msVj0559/bm8zV++5jW9+85t0ZWWl2z5n4p4TCI7MScFB0zT9m9/8hk5LS6N5PB69fPly+uTJk/Z9a9asoe+//35G+/fff5/Oy8ujeTwevWjRInrPnj2M/Varlf7Rj35Ex8fH03w+n16/fj3d0tIyq3anp6fTAFxezz33HE3TNK3VaukNGzbQsbGxNJfLpdPT0+mHH3445D9mwdj++OOP29vGx8fTt912G33u3DlGf3PxntM0TTc3N9MA6P3797v0NVP33Lbk0vlls/X++++n16xZ43JMWVkZzePx6KysLPoPf/iDS7/e7sVs2b5mzRqv7Wl6colvYmIizePx6OTkZPqee+6h29raZtXuV155hc7OzqYFAgEtl8vptWvX0ocOHXLpdy7ec5qeXIYuFArp//3f/3Xb50zccwLBEVKenkAgEAgEQtiZczEcBAKBQCAQFh5EcBAIBAKBQAg7RHAQCAQCgUAIO0RwEAgEAoFACDtEcBAIBAKBQAg7RHAQCAQCgUAIO0RwEAgEAoFACDtEcBAIBAKBQAg7RHAQCATCDcrRo0dxxx13ICkpCRRF4aOPPgrr+Z5//nlQFMV4FRQUhPWchLkDERwEAoFwg6LRaFBaWoqdO3fO2DkXLVqE/v5+++vYsWMzdm7C7MKZbQMIBAKBMDts2rQJmzZt8rjfYDDgP//zP/HnP/8ZSqUSixcvxiuvvIK1a9cGfU4Oh4OEhISgjyfMX4iHg0AgEAhu2b59O2pra/Hee+/h4sWL+NrXvoaNGzeitbU16D5bW1uRlJSErKws3Hvvvejq6gqhxYS5DCneRiAQCARQFIUPP/wQW7duBQB0dXUhKysLXV1dSEpKsrerrq7G8uXL8bOf/Szgc3z22WdQq9XIz89Hf38/XnjhBfT29qKhoQGRkZGhuhTCHIVMqRAIBALBhUuXLsFisSAvL4+x3WAwIDo6GgDQ3NyMwsJCr/089dRTePnllwGAMX1TUlKCyspKpKen4/3338eDDz4Y4isgzDWI4CAQCASCC2q1Gmw2G3V1dWCz2Yx9ERERAICsrCw0NTV57ccmTtwhk8mQl5eHtra26RtMmPMQwUEgEAgEF5YsWQKLxYLBwUGsXr3abRsejzetZa1qtRrt7e247777gu6DMH8ggoNAIBBuUNRqNcO70NHRgfr6esjlcuTl5eHee+/Ft771LfzXf/0XlixZgqGhIRw8eBAlJSXYvHlzwOf7/ve/jzvuuAPp6eno6+vDc889BzabjW984xuhvCzCHIUEjRIIBMINyuHDh7Fu3TqX7ffffz92794Nk8mEn/zkJ3jnnXfQ29uLmJgYrFixAi+88AKKi4sDPt+2bdtw9OhRjIyMIDY2FqtWrcJPf/pTZGdnh+JyCHMcIjgIBAKBQCCEHZKHg0AgEAgEQtghgoNAIBAIBELYIYKDQCAQCARC2CGCg0AgEAgEQtghgoNAIBAIBELYIYKDQCAQCARC2CGCg0AgEAgEQtghgoNAIBAIBELYIYKDQCAQCARC2CGCg0AgEAgEQtghgoNAIBAIBELY+f/wl9uaIPG09QAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "p, *_ = sample.plot_sample(ax)\n", "colorbar(p)\n", "\n", "ax.set_aspect('equal')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# Now hack the positions array making a single particle at the centre\n", "# (ideal quadrupole)\n", "sample.dipole_positions = np.array([[sample.Lx * 0.5, sample.Ly * 0.5, -sample.Lz * 0.5]])\n", "# This magnetisation direction should not matter (?)\n", "sample.magnetization = Ms * (1 * 1e-18) * np.array([[1., 0., 0]])\n", "\n", "sample.N_particles = 1 # Need to modify the JSON file!\n", "\n", "sample.save_data(filename='quadrupole_x-orientation')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34;49m2025-09-08 16:51:34,768 | INFO | multipole_inversion :: 🧲 Initialized new MultipoleInversion simulation\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:34,768 | WARNING | multipole_inversion :: Parameter \"Sensor dimensions\" not found in json file. Setting class attribute sensor_dims to default ()\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,769 | INFO | multipole_inversion :: Scanning array sizes (row x col)\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,769 | INFO | multipole_inversion :: Computed Sx x Sy sizes : 200 x 200\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,770 | INFO | multipole_inversion :: Scan positions array memory: 0.9155 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,771 | INFO | multipole_inversion :: Bz data array size : 200 x 200\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,771 | INFO | multipole_inversion :: Bz data memory : 0.3052 Mb\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:34,772 | WARNING | multipole_inversion :: Bz array set. Setting raw fieldMask array\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,773 | INFO | multipole_inversion :: Generating forward matrix\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,773 | INFO | multipole_inversion :: Green matrix memory: 2.4414 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,812 | INFO | multipole_inversion :: Generation of Q matrix took: 0.0388 s\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,813 | INFO | multipole_inversion :: Using scipy.linalg.pinv for inversion\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:34,834 | INFO | multipole_inversion :: Finished inversion\u001b[0m\n" ] } ], "source": [ "qinv = minv.MultipoleInversion('./MetaDict_quadrupole_x-orientation.json',\n", " './MagneticSample_quadrupole_x-orientation.npz',\n", " expansion_limit='quadrupole',\n", " sus_functions_module='maxwell_cartesian_polynomials')\n", "qinv.compute_inversion(method='sp_pinv2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We again obtain the highest quadrupole for the $Q_{xy}$ component" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 8.19900901e-17, 3.99570646e-17, -6.61299707e-19,\n", " -2.08881684e-24, 1.37917152e-18, -2.27255428e-22,\n", " -3.45930322e-25, -1.11141388e-22]])" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qinv.inv_multipole_moments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Quadrupole xy-direction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the calculation for the dipoles in the $xy$ direction ($\\phi = \\pi/4$ in polar)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "Hz = 2e-6 # Scan height in m\n", "Sx = 20e-6 # Scan area x - dimension in m\n", "Sy = 20e-6 # Scan area y - dimension in m\n", "Sdx = 0.1e-6 # Scan x - step in m\n", "Sdy = 0.1e-6 # Scan y - step in m\n", "Lx = Sx * 0.9 # Sample x - dimension in m\n", "Ly = Sy * 0.9 # Sample y - dimension in m\n", "Lz = 5e-6 # Sample thickness in m\n", "\n", "sample = MagneticSample(Hz, Sx, Sy, Sdx, Sdy, Lx, Ly, Lz)\n", "# Manually set positions\n", "Ms = 4.8e5\n", "dipole_positions = np.array([[sample.Lx * 0.5 - 1e-6, sample.Ly * 0.5 - 1e-6, -sample.Lz * 0.5],\n", " [sample.Lx * 0.5 + 1e-6, sample.Ly * 0.5 + 1e-6, -sample.Lz * 0.5]])\n", "\n", "n = np.sqrt(2)\n", "magnetization = Ms * (1 * 1e-18) * np.array([[-1 / n, 1 / n, 0],\n", " [1 / n, -1 / n, 0]])\n", "volumes = np.array([1e-18, 1e-18])\n", "sample.generate_particles_from_array(dipole_positions, magnetization, volumes)\n", "\n", "sample.generate_measurement_mesh()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "p, *_ = sample.plot_sample(ax)\n", "colorbar(p)\n", "\n", "ax.set_aspect('equal')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "# Now hack the positions array making a single particle at the centre\n", "# (ideal quadrupole)\n", "sample.dipole_positions = np.array([[sample.Lx * 0.5, sample.Ly * 0.5, -sample.Lz * 0.5]])\n", "# This magnetisation direction should not matter (?)\n", "sample.magnetization = Ms * (1 * 1e-18) * np.array([[-1 / n, 1 / n, 0]])\n", "\n", "sample.N_particles = 1\n", "\n", "sample.save_data(filename='quadrupole_xy-orientation')" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34;49m2025-09-08 16:51:35,084 | INFO | multipole_inversion :: 🧲 Initialized new MultipoleInversion simulation\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:35,084 | WARNING | multipole_inversion :: Parameter \"Sensor dimensions\" not found in json file. Setting class attribute sensor_dims to default ()\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,085 | INFO | multipole_inversion :: Scanning array sizes (row x col)\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,085 | INFO | multipole_inversion :: Computed Sx x Sy sizes : 200 x 200\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,086 | INFO | multipole_inversion :: Scan positions array memory: 0.9155 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,087 | INFO | multipole_inversion :: Bz data array size : 200 x 200\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,087 | INFO | multipole_inversion :: Bz data memory : 0.3052 Mb\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:35,088 | WARNING | multipole_inversion :: Bz array set. Setting raw fieldMask array\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,089 | INFO | multipole_inversion :: Generating forward matrix\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,090 | INFO | multipole_inversion :: Green matrix memory: 2.4414 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,128 | INFO | multipole_inversion :: Generation of Q matrix took: 0.0380 s\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,129 | INFO | multipole_inversion :: Using scipy.linalg.pinv for inversion\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,139 | INFO | multipole_inversion :: Finished inversion\u001b[0m\n" ] } ], "source": [ "qinv = minv.MultipoleInversion('./MetaDict_quadrupole_xy-orientation.json',\n", " './MagneticSample_quadrupole_xy-orientation.npz',\n", " sus_functions_module='maxwell_cartesian_polynomials',\n", " expansion_limit='quadrupole')\n", "qinv.compute_inversion(method='sp_pinv2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the highest moments are the $Q_{1}=Q_{11}=Q_{xx}$ and the $Q_{4}=Q_{22}=Q_{yy}$ components" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 5.40141200e-16, -5.40141200e-16, -7.35806220e-28,\n", " 1.86810846e-18, 1.59916575e-32, -1.48435264e-21,\n", " -1.86810846e-18, 1.48435264e-21]])" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qinv.inv_multipole_moments" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "cf, c1, c2 = minv.plot_tools.plot_inversion_Bz(ax, qinv)\n", "colorbar(cf)\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Octupole" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case we generate an artificial octupole using four dipoles. Below it can be seen that the inversion fails to produce an optimal solution for the octupole. It is possible to obtain a better solution by defining the octupole using two quadrupoles with two point sources, rather than a single point source." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "Hz = 2e-6 # Scan height in m\n", "Sx = 20e-6 # Scan area x - dimension in m\n", "Sy = 20e-6 # Scan area y - dimension in m\n", "Sdx = 0.1e-6 # Scan x - step in m\n", "Sdy = 0.1e-6 # Scan y - step in m\n", "Lx = Sx * 0.9 # Sample x - dimension in m\n", "Ly = Sy * 0.9 # Sample y - dimension in m\n", "Lz = 5e-6 # Sample thickness in m\n", "\n", "sample = MagneticSample(Hz, Sx, Sy, Sdx, Sdy, Lx, Ly, Lz)\n", "# Manually set positions\n", "Ms = 4.8e5\n", "dipole_positions = np.array([[sample.Lx * 0.5 + 1e-6, sample.Ly * 0.5 + 1e-6, -sample.Lz * 0.5],\n", " [sample.Lx * 0.5 - 1e-6, sample.Ly * 0.5 + 1e-6, -sample.Lz * 0.5],\n", " [sample.Lx * 0.5 - 1e-6, sample.Ly * 0.5 - 1e-6, -sample.Lz * 0.5],\n", " [sample.Lx * 0.5 + 1e-6, sample.Ly * 0.5 - 1e-6, -sample.Lz * 0.5]])\n", "\n", "n = np.sqrt(2)\n", "magnetization = Ms * (1 * 1e-18) * np.array([[-1 / n, 1 / n, 0],\n", " [-1 / n, -1 / n, 0],\n", " [1 / n, -1 / n, 0],\n", " [1 / n, 1 / n, 0]])\n", "volumes = np.array([1e-18, 1e-18, 1e-18, 1e-18])\n", "sample.generate_particles_from_array(dipole_positions, magnetization, volumes)\n", "\n", "sample.generate_measurement_mesh()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "p, *_ = sample.plot_sample(ax)\n", "colorbar(p)\n", "\n", "ax.set_aspect('equal')" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "# Now hack the positions array making a single particle at the centre\n", "# (ideal octupole)\n", "sample.dipole_positions = np.array([[sample.Lx * 0.5, sample.Ly * 0.5, -sample.Lz * 0.5]\n", " ])\n", "# This magnetisation direction should not matter (?)\n", "sample.magnetization = Ms * (1 * 1e-18) * np.array([[-1 / n, 1 / n, 0]])\n", "sample.N_particles = 1 # Need to modify the JSON file!\n", "sample.save_data(filename='octupole')" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "# We could try to use 2 quadrupoles as well:\n", "\n", "# # Now hack the positions array making a single particle at the centre\n", "# # (ideal octupole)\n", "# sample.dipole_positions = np.array([[sample.Lx * 0.5 + 1e-6, sample.Ly * 0.5 + 1e-6, -sample.Lz * 0.5],\n", "# [sample.Lx * 0.5 - 1e-6, sample.Ly * 0.5 - 1e-6, -sample.Lz * 0.5]\n", "# ])\n", "# # This magnetisation direction should not matter (?)\n", "# sample.magnetization = Ms * (1 * 1e-18) * np.array([[-1 / n, 1 / n, 0],\n", "# [1 / n, -1 / n, 0]\n", "# ])\n", "# sample.N_particles = 2\n", "# sample.save_data(filename='octupole')" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34;49m2025-09-08 16:51:35,528 | INFO | multipole_inversion :: 🧲 Initialized new MultipoleInversion simulation\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:35,529 | WARNING | multipole_inversion :: Parameter \"Sensor dimensions\" not found in json file. Setting class attribute sensor_dims to default ()\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,529 | INFO | multipole_inversion :: Scanning array sizes (row x col)\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,530 | INFO | multipole_inversion :: Computed Sx x Sy sizes : 200 x 200\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,531 | INFO | multipole_inversion :: Scan positions array memory: 0.9155 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,532 | INFO | multipole_inversion :: Bz data array size : 200 x 200\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,532 | INFO | multipole_inversion :: Bz data memory : 0.3052 Mb\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:35,532 | WARNING | multipole_inversion :: Bz array set. Setting raw fieldMask array\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,534 | INFO | multipole_inversion :: Generating forward matrix\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:35,534 | INFO | multipole_inversion :: Green matrix memory: 4.5776 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:37,814 | INFO | multipole_inversion :: Generation of Q matrix took: 2.2795 s\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:37,816 | INFO | multipole_inversion :: Using scipy.linalg.pinv for inversion\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:37,840 | INFO | multipole_inversion :: Finished inversion\u001b[0m\n" ] } ], "source": [ "oinv = minv.MultipoleInversion('./MetaDict_octupole.json',\n", " './MagneticSample_octupole.npz',\n", " expansion_limit='octupole',\n", " sus_functions_module='spherical_harmonics_basis'\n", " )\n", "oinv.compute_inversion(method='sp_pinv2', atol=1e-20)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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/3+BsmyEQxIwQcMFECBEX3BSI0qSC+YYQcEE0CBEX3BSoVCoCgcBsmyEQRIUQcEG0CBEX3BSMxItfnm0zBIIJEQIuiAUh4oKbgqVJLfR0iXhxwdxGCLggVoSIC24axL64YC4jBFwwGYSIC24aJEkSedQFcxIh4ILJIkRccNNQtnwJl2saZtsMgSAIIeCCqSBEXHDTsDKjk/bWztk2QyAYRQi4YKoIERcIBIJZQAi4IB4IERcIBIIZRgi4IF4IERfcVOTmZ9MmltQFs4gQcEE8ESIuuKnYvMjK5er62TYj7gQCAQYHhuju6qWzo5uhwWF8Pt9smyW4ASHggnijmW0DBIKZRKVSzeswM4fDyesH23C7XEHtKpUaU2IiOr0eSZLweoZx2tvx+30oioIkSSiKglar494deSSnJM3SO7h5EQIumA6EiAsEc5wD59xcvVwNkoQxIYGyitUkmMyT6svn9fLup+ewDl0FRSEzN4/P35IpEuFMMzXV9QwPCQEXxB8h4oKbjkSLGavVhsWSONumRCQQCPDrt+pwORxk5eWz5fY74yK0Wp2Oles2jL7uamvlP148jUql4qG7l5KYOLmHA0FkhIBPndWV2RhMU/u+uh02Xo6TPXMJIeKCm47tZR4OVlVzy62bZtuUEHw+H8+/UU3A72f1lm2YzNP7oJGdX0B2fgGBQIDXPvoEp81GxcYtbC0VFd/igRBwwXQjRFxw02EyGXA57bNtRggv7r/K0EA/G2/dhd5onNGx1Wo167bdiqIonDt5jPMnB/nGFysxGPQzasdCQgi4YCYQIi4QzDKf1Kk4/clhKjZuZtWG2V0dkCSJ1Zu24vf5eP71AySnpfPlO4pm1ab5iBBwwUwhQswENyVzpRjKy+83U3/pArftu4+M7JzZNmcUjVbLtjvuIiU9nX977hNcLvdsmzRvuFwjBFwwcwgRF9yULFm6iPraq7M2vizL/ORXJ0hKSWXDrTvnrHd4bmExO+7exzOvnOHAOSHkEyHCyAQzjRBxwU1JRVY3Lc3tszK21+vlh88cZv2tO8lfVDIrNsSCWq1m1z330tnazGuHRLa7SAgBF8wGQsQFNyWzNfN1Ol38+BdHuW3ffZOO9Z4t1my5BRSFl95tnG1T5hxCwAWzhRBxgWCGcLs9/J9fn2D3fV9Eo9XOtjmTYumqSkwWCy/un72tiLmGEHDBbCJEXHDTYjInYLPNTKhZIBDg3395lNvv/QIq1fz+2i1augyjycRvD7TOtimzjhBwwWwzv+8mAsEU2F7m5XxV9YyM9e+/PM7OvftQq9UzMt50s2TFSgKBAPs/tc62KbOGEHDBXECIuOCmxWw24LA7p32c5167ROWmLTOewGW6WbluA80NdRy/Oj+3BqaCEHDBXEGIuOCmZrod3N4+MURicjJpmVnTOs5sse2Ouzhx8EMURZltU2YMIeCCuYTI2CaIma7uIRxONz5fgJa2PvJz01CpJDo6B0lPS0Sn09DbZ8WUYCAt1YzZbCAtdW4WG5lO8fF4PDTW1bDz7s9P2xizjSRJrL9lB8+/cZFH71sx2+ZMO0LABXONmGfihw8fZt++feTm5iJJEq+//vq45x88eBBJkkJ+urq6gs778Y9/THFxMQaDgU2bNnHy5MlYTRNMAzabi6rzTRz8+BI1te1cqmmlu2eYXGsbpf4educoLFP6WBroZWemn5XqQZYGetmW4qFSN0RafxMDg3aOnayjpradM1WNHD1Ri8/nn+23BkBOXhYd7V0TnzgJnn2lilvu2Dstfc8lktPSUGvUHKmdbUumFyHggrlIzDNxh8NBZWUljz/+OF/4wheivq62thaLxTL6OjMzc/TfL730Ek888QQ//elP2bRpE08//TR79uyhtrY26DzBzDA05ODs+SbMZgNZGUmskAbQpKtA7h05QTP6n3GRJIkEg5bF3m4WJwKyE/Tgxk9jcw8+X4DO7iF2bFuOVjs7i0KbF9n4w/E+cvOy49rv/k+t5BQWzdtQslhZvXkbB9/+PbeUbZ1tU6YFIeCCuUrMd869e/eyd2/ss4vMzEySk5PDHvvXf/1X/uiP/ojHHnsMgJ/+9Ke89dZbPPvss3z729+OeSxB7MiyzIeHL5GVkURyUgI7MnyAD+w20MTXdcKg17DE1wPAskyFi5fbkSQIBGRWVxTPaCIWjUaN3x/fspuKotBQc5Fd99wb137nMpIksWjpMt46PsA9m1Nn25y4IgRcMJeZMce21atXk5OTwx133MEnn3wy2u71ejl9+jS7d+8eM0qlYvfu3Rw7dixsXx6PB6vVGvQjmBwtrX2cu9DMqbNX2ZXpp1w1QJ6tbcbGlySJVZpBVqoHqVxVxP4Pqrhc1x53YZ3Ihnjy4v6rVG7cEtc+5wPFpWU0N9TNthlxRQi4YK4z7SKek5PDT3/6U373u9/xu9/9joKCAnbu3MmZM2cA6OvrIxAIkJUV7L2blZUVsm9+jaeeeoqkpKTRn4KCgul+GwsOt9vLex+ew2TSs0ozyPoE++wX4ag9z558iXxHB9WX2zhTNXPpPePl4KYoCkP9faRm3JzbQIuWLufNY/2zbUZcEAIumA9Mu4iXlZXxJ3/yJ6xbt46tW7fy7LPPsnXrVv73//7fk+7zySefZHh4ePSntVVkjooWp9ND1fkmLlS3sjtHIaX7ymybFEKCQctK9SCrK0Zm5gOD05tVbVFJIY1XWuLS12/eaaBy08LcF46GwsVLaG+a/7nVhYAL5guzEie+ceNGGhoaAEhPT0etVtPd3R10Tnd3N9nZ4Z2N9Ho9Fosl6EcwMafOXqGxuYdy1QDrjLbZNmdias9zZx60tfdTdb5p2jza1+T1cfVKc1z6sg0OkpS6sPaEY8VoMs1YOtvpQAi4YD4xKyJeVVVFTk4OADqdjnXr1nHgwIHR47Isc+DAAbZsufn2FacDRVF45/2zVK4sYjn9qNXzK8fPSvUgZUof5y4209TcE/f+VSpVXJbTXz/cRenKVXGwaH5TuWkrL+1vmG0zJoUQcMF8I2bvdLvdPjqLBmhsbKSqqorU1FQKCwt58sknaW9v5/nnnwfg6aefZtGiRZSXl+N2u/nZz37Ghx9+yHvvvTfaxxNPPMGjjz7K+vXr2bhxI08//TQOh2PUW10weWw2FyfPNLAnX4KGi7NtzqTR6zSsxUa3PpWjJ2rZuqlstk0Kobu9jdJyIeIajQZFlmfbjJgRAi6Yj8Qs4qdOnWLXrl2jr5944gkAHn30UZ577jk6OztpaRnbX/R6vfw//8//Q3t7OwkJCVRUVPDBBx8E9fHggw/S29vLd77zHbq6uli9ejX79+8PcXYTxMaVxi7sdg+7MmfO03u6yRpsJm3NSvZ/UMVdu1fHrV9JkpBledIVxhwOJ8aEhLjZM98xJCTgcDgxmebH70QIuGC+IikLIOmx1WolKSmJ4ZZnsVjmx01jOpFlmTPnGsnLSSVrMD57vXOOsgrePXCOu3avjotX/Zm2NAAWlxZP6vpnf3eetVu3o9XppmzLeDhsVt766CRO2zAoIKmkoK2ApPRs7tm5Hp1eP612TITb6aS66jRf37dsVu2IBiHgcwOr1UlS4eMMDw+P+jldu7f/4ztnMZimlrrZ7bDxt3vXBPW/EBC50xcYPp+fk6evsHpVEcaWy7NtzvTxmdPb+x+d5/Ydq6a8z786t5fXjrgmLeIBv39aBNzv9/PKG+/jdjoAMJjMZBUtxpSUEnKuoigM9XTy0uvvEvD5UBSZ1Ow87r1j5r3lDQkJeNzuGR83VoSAC+Y7QsQXEB6Pj1Nnr7IuwY5uIQv4Z0iSxO3ZMgePXOLWrVNL3ToV57ahISumxPg+2b9/ooaWmnOoNVqKV67FaJ54FiJJEilZuaRk5Y629Xe08uwvXkKt1fKVL31u2lcK5hNCwAULASHiCwSfz8+nZ66w0exEo1HPtjkzhiRJ3Jrm45PjtWzbXDYlIZ/ssvyrB5pZt237pMe9noNnr9JQdYLE1HTKt90+5a2CtNwC0nIL8Hk8/OqlN9DqDXz1gc/NSGKfWU8eNA5CwAULhfkVayQIiyzLnDjVwHqTA02c85zPB9RqFVuS3Zw8fWVKoWKKokzq+kDAH5dCJ7/+7Vu01l5g5S27KS5fE1cR1Or1rNiyi7zSFfzHz37Ju8emP1IhOS2dvt65l71NCLhgIXHz3fEXIJ8cr2Vt5SJ02ptnBn4jWo2aypVFnK66Ouk+cvOzYy5LqijKlMXW7XTyk5/+nKyiJSxdv21aZ7AJiUms3nU3/e0tvPz7D6ZtHICc/EIOnndO6xixIgRcsNAQIj7POXqillUrCjE018y2KbNOQutl8nPTqL/SOanrNxQOUXc5tjS075wcpqBkyaTGA9j/yXl++cJrrN51N4kpaZPuJ1YWr96I0WzhF795ddrGsKSkMDw4MG39x0pNtRBwwcJDiPg85lJNK8WFGVg662fblDlD5kATgYBMb1/sle20Wk3M1dM6WprIKyqOeSyANw+eoqf5ChU79qBSz/wqSmZhCdmLlvLcr343Lf1LkjRn9sVrqusZHhICLlh4CBGfp9hsLmRZIXsoPoU7FhJLA700tfTOWDnTyQjVmwdPMdTTSdnG+DjETZbkjGyyF5XyyxffmJb+50IaCiHggoWMEPF5Sk1dO8uZe05Dc4W1BisHj1RP+ziTEfD3j1fT195M6dq5URsgJSsXS1oGr75zOO59z/ZMXAi4YKEjRHwe0tE5QG52CirV3FiqnItIksSWDaUc/iQ2X4FEixmrNboKby6XO+a4a4/LxdULp1i+aUdM10032YuWYhvs46Ozc6807WQRAi6YCocPH2bfvn3k5uYiSRKvv/76hNd4PB7+7u/+jqKiIvR6PcXFxTz77LPTaqcQ8XnIlcZucq2ihvpEGFsuk5uTQv9A9GVXtyx2Un2xLqpz3z7eT0nZ8phs+vnzL1Nx656YrpkpyjZsp+7UJ7NtRlwQAi6YKg6Hg8rKSn784x9Hfc2Xv/xlDhw4wDPPPENtbS0vvPACZWXTW6xJJHuZZ7zz/tmRimRznEBApq51xDPZ7vTh9QVISzLi9voZtnvISjXhD8h09tspyk7CYtKRlWqK+/LrIncnZ5ospKVGl3fZYknAZo2uFvZQfx/LKlZHbcuvf/sWiys3zIoTWzRIkkThsgp+99ZBvnjPzrj0ORt74pdrhIALImO1Bju96vV69GFqDezdu5e9e/dG3e/+/fs5dOgQV69eJTU1FYDi4uIp2RoNQsTnEa1tfaypWAQDTbNtSgiKonCuvge1SkKtVjFkc7NycQbGc01jwuy8Lma4cySv9jIg0NqLc1UR759sIifNhFqtItViIDvNPGW7JEkiJyuZru4hsrOSp9zf9cQiUB+erkcJyFjSM+NqQ7xJzcmnrb46LvHvMPN74iIOfGGyviRtyqmNHbaRra+CgoKg9u9+97t873vfm1LfAL///e9Zv349//Iv/8Ivf/lLTCYTn//85/nBD36A0Wiccv+RECI+j+jrt1GpG55tM4Jo77ExYHUBkJ1mIr2uY+zg+WaI4iauVkkkXmrhNoDeIRRFoVmTycetrWSlmijKtqDXTf6jmmtt5ciAPmoRj1Z4YhGohrMnqNgxN5fRb6SkYh0vv/E+D95355T68Xo8cclkFy1CwAXR0NraGlTFLNwsfDJcvXqVI0eOYDAYeO211+jr6+O//Jf/Qn9/Pz//+c/jMkY4hIjPEzweH3q9FmY/YgcAh8vL8YsdlOQls7x3aKTx2v+niCRJFLf1Ugy4m+xclWXae+zcvqFo0jO7rclu3v/oPHfsqojq/HjNRAFee/cTckqWzrqndrSYk9Nounh2yv30dnWSnpUTB4smRgi4IFosFsu0lCKVZRlJkvj1r39NUlISAP/6r//Kl770Jf793/992mbjwrFtnvDRx5dYpvTNthn0D7s4fbmLth4bO/xeCpp7pnU8g1ZNaecAO/wePjnfxuWmfgIBOeZ+VCqJkuJMBocm3u8uKMylpbl9MuaGpb+jhczCkrj1NxMkpmbwwcmpVcLram3m9tXTt4x4DSHggrlATk4OeXl5owIOsHz5chRFoa2tbdrGFTPxecDgkJ0lJdngiS2vd7w5eKaZ/AwLFQPDMz6rlCSJzU4XziEbVW4fJoOWZcWxpSktdnVywZZCSvL4e+1r8wd484SXouL8iOc4HE4MUTxZ/+6tg+QvLY/JznB43S4O7j+K12EFJK4tyWj0RnbctS2qUqWxULi8gprjh2Djskn34fP54rZUGQkh4IK5wrZt23jllVew2+2YzSP3mLq6OlQqFfn5ke8lU0WI+DygvWNwZBY+S3HhHq+fI+fa2LIqD93Zxqj2uaeLBJ2GykErtvJC3jvRyJ2bFkV9rSRJyLKCLMuoVJEXoTQa9YSz/Y+r/aRn5457DsBQbxf5ZSujtvF6jn9SR8/VCyM26Qwk5yzCUBgc0uZ1Ozi0/yhelx1QyFi0ii23TD2kZT4s/QsBF0wndrudhoaG0deNjY1UVVWRmppKYWEhTz75JO3t7Tz//PMAfOUrX+EHP/gBjz32GN///vfp6+vjv/7X/8rjjz8uHNtudrxePyr97NxUewedNHUOc6vPg3S2cVZsCEfipRZu37iEd49fZfeGYtTq6HaGVuuH2f/BOe6+c/w7/0Se5/09XSyrGL+PNw+eIj2vMCq7ruf4kVq6G6rQJSSSt3wT0jgPHDqDicySVaM291w9xxvPVbH34XvR6Q0xj309ao0Gn9cbc0Kba8hy7Nse0SIEXDDdnDp1il27do2+fuKJJwB49NFHee655+js7KSlZSzttdls5v333+cv/uIvWL9+PWlpaXz5y1/m7//+76fVTiHic5yL1a1kZSbB8Mx7pTd1DuF0+1kzbJvV2XcklJMN3A4cvdDO6tJMEk3RLd0uW5rL4JB93GX1iWaibpcLQ0LCuOf0NF+hfNvtUdl0jbde/AMA+atuiXk2LEkSWYtXI8sB9r/8JqbkTG7fd2tMfVxP7uJl/P79o5OKGXc67CSYTJMeezyEgAtmgp07d477MP/cc8+FtC1btoz3339/Gq0KRTi2zQNyhme+yMnlpn5kGZZ2zZ1SkpHY4nJR2zJAz4AjqvOLnB20to2fd16tVuH3+ydtk9/vR6WO/hn55LErvPqzX5KSU0LO0nVTWs5WqdTkl29FUql45+W3J91PYmo6tqHJ5eevPV/FvTvyJj12JISACwTBCBGf48zGBPjS1V6Meg2FLdPreR5PVg/Z6B5w0NYzcQlSSZIIBORxn7IXLS7iakPzpO15+fX3KF65Nqpzjx2ppe3SUYpW78KQmDLpMW8kOaeEhOQM3n7pzbj1GS1ulwuzOb4zcSHgAkEoQsTnMINDdvz+6dtXDEddywAmo5a8pu4ZHTceLO8dYtjuoblz4q2H5dIABw5djHh8VWYXrS0dEY9PhNtpj8pj/NjHNXTXn6ZozW3j7n1PlsT0PAzmZA78If4VysYj3ulWhYALBOERIj6HudLYzSrN4IyN1zfkxOcPkN80f2bgN1LWPYjN6aW9Z/yiJzqtmvRx8qmrVKpxhWi85e6RpfSJ86P7vR666k5TULFjWr3Bk3NKcFn7OXakdtrGuJ6ejnYysuOX5EUIuEAQGSHicxhTwtS8i2NBURQa2gbnxR74RCzrGaRrwIHD5R33vNycFLq6hyY1xngC/7s3P6RweeWE1//++ZcpqLh1RsK5cpZtpLth6lnYoqGh+iL3bs+KS19CwAWC8REiPoexO9wzNtbl5n6WFaXNi/jgaFjVP8y5+p5xxTa9r5Hm1t5J9T9ev06bFZMledzr337xD+SUrY/J+W0qSJKEOTWHQ++divm6WIlXyloh4ALBxIgQszmKLMv4fH6Y/qyV+P0ybo8f88Xp9YJXFAWr28+J5gEKUkbeWMewm+xEPWqVim6bmySDFr1WxaDTh1GroiwzkYRJFD9RqSRWLs6gurGP8pKMiOf5/TJutxeDITQWeiQ5TPjEMFMRqSMfnUet0aI3JU18chxJzS+l7eInwPppG6Ot8Sp5xdEn4ImEEHCBIDqEiM9RBgbtlC7Ogd6r0z7WgVNN3K5MPpxqIgadXmq6bSQZNCQatKzp9CB1jSx1j8irB4B0ANyj7Z6ATLdRx7DLTr/Ty84lGahjyFqXcL4ZVU4qw3Y3SebwWxMbTA6uNPeyvCw0HCqvIJu21k4Ki6IPlYqmcldv4wWKVu8a95zpQqNPwO20Y0iYepnXcDQ31PHHD62bUh9CwAWC6BHL6XOU/gE7pra6aR/nfEMPm1dOnD50MjQPOKlqG6J10MnSZidZtVYSzvVHPYvVq1UkXhggv8FGeZubmi4r59uH6LFFv81Q2jnAufrIjnoajSpiitXVOf00Xg2/OhHpPbz+7sfkLlke9hjA+298RHrRinEsnl4yFq3kwBsHpqVvv98/ZQ97IeACQWwIEZ+jtHcMYNBP/0KJLCuYLsR3Gd0fkPnkah9mvZr8Bhu59eN7ikeDRiWRXWclp86K3RvgvcvdUYcxbXG52H8s8oqGw+nG6fSEtOv1Wrye8M5xkcZ2WocxJ6dGvMY52IMpJT5OX5NBrdEiB6JfdYklVOzc8U94+O6lkzELgJpqIeACQawIEZ+j5ObEL+lHJKwOD0nm+FaZGnB4OdjQy9JmJ8qn8Q9VkyQJy4UBVnd6ONE8wIBjfA/0a9esKcviavtQ2OMbTA4u1rTGbEesvP/aAdKKIs/SZ47pcV502u2TTvBSU13P8JAQcIEgVsSe+BxFluObLCMcp2o6udU3sQhGS/OAk0Gnl9Wd3mlPNaeSJJY0OelL0NFtc7MsK3FcYU2rbac1OZGSvOSwxxOMsT3MTCaZics+QHpxbEvpAb+XC28eJuB3fTYwaHQJrLznVtSa8ffeI6HW6vG6XegM43tN+n1e1FF6z9ddPE/pylWTskcIuEAweYSIz1HaOvpZFr98GSF4vH5SEg0wEB8Rr+uxoVWryG+Y+tJ5LKRWD6HakMWJ5gHWFaSgHaeaWX5mIh29NnIzQpO8+P2BsJ7okR4MwrXLsowUwfHu4wNnMSVHv4xe895ZHENNqFQ6zKklaHRjM1yf107V6/tRFJk1992FWhvbA4g5NYtPPjrHrr2bxz2vu/kKWcVLouqzu72N+3fE/oEVAi4QTA2xnD5HKcxPn9b+W7ttlHbHJxvc1X4HOs2IE9psIH/aTeFVOyebB3D7AhHPS6/roL41/HsuVw3w0ceXQtoNRj1OpysqO949eoHkzPBCNthxhdT80gn7UBSF0799E69rkNTcdSRnrwoScACtzkxKdiUpWRWc/u0bXP7gQlT2XcOYlIFreOL4eGtfD3dsmnjloLm+jsKS6MT+eoSACwRTR4j4TYrd5cWgnTg16ET0Ozw4PX7M52c305tOpWJJs5PTrYN4x8k3v2VVHkfOhe5/q9UqsjOTQ9qLFxXS1Bh6frjl9P6OFtJyQuuHR7v0Lgf8nHzhJRLTlpCYNrEoSio16QWbsQ80UHsg9AEkEiPObZEfdoLGiGJbpKmhlrs3x+bDIQRcIIgPMYv44cOH2bdvH7m5uUiSxOuvvz7u+a+++ip33HEHGRkZWCwWtmzZwrvvvht0zve+9z0kSQr6WbZsWaymLSiaW/umtf/eIeeU+/AFZKrah8mum7hy2EygliQWNzk53tQf0adAdeoKiQm6sMJ6LbnL9SxPbaOzPbpiMH6fF60+dGn7w7eOkJxTMu61csDPpy+9Qlr+RjTa8euU30hKzlqGe6tjuiYaonn4uHq5mpKy2Pb5L9cIARcI4kXMIu5wOKisrOTHP/5xVOcfPnyYO+64g7fffpvTp0+za9cu9u3bx9mzwXmcy8vL6ezsHP05cuRIrKYtKKZzOb1nwMGapVMPczp8pY/KjtDQrNlEo5JY3Ozk0JXIy8X5mRbae0P37pOTEqit7wxqi1QIJdwMNdKs1THYgzk1e1y7T73yGmn5m1CpYndTkSSJxLRSzr3xYczXRqK3rYn0/KIJz2trvMpdGyxR9yviwAWC+BLzHWPv3r3s3bs36vOffvrpoNf/+I//yBtvvMEf/vAH1qwZ+yZrNBqys8e/0Qniw6DNTXFbH8SQ/exGarqsbC1Ow9Ex+XKd04VerWJdQQpHG/vZuigt5HhSdSvVRiP5mcHikz3UQrc3ulSosXinT7QkXfXaeySmlU5KwK+hN6biGGyK6ly/141aF5pm9np6Wxv5xte+NO45Fz49wYq10adwFQIuEMSfGd8Tl2UZm81GampwQoz6+npyc3MpKSnhq1/9Ki0tkROQeDwerFZr0M9Co6d3GJ8/un3LWGnussaUvvRGFEXB45dxHI2/gNv9AVocHtpdHuptLtwRsqlNhPd4F4UpRhr7HWGPl+QmU9cSuo+v108ubAvCC7vX7RrXe/zyBxdQFBm9MXyCmFjQJ6RT/e6ZCc9zWQcwJoY+3NzIROVWhwb62bEiOr8KIeACwfQw4yL+P//n/8Rut/PlL395tG3Tpk0899xz7N+/n5/85Cc0Njayfft2bLbw4UpPPfUUSUlJoz8FBQUzZf6Msaq8kO7kiZczJ0NextTyZrcPu8iIY5KYY31W6mwu6mwuGmwues876Kly0n/RSZPDTZ3NxZlBO5/22/DK0Yu6oaqfAac37P541pVO3N7QzGU2uytEjGNZOr+RD988RFpBWcTjtv46LBnxSQCTkFSAy9o+4XmOwS627Vod8fhAZxvJmeOn4j158ACP3h9dXLgQcIFg+phREf/Nb37D97//fV5++WUyMzNH2/fu3csDDzxARUUFe/bs4e2332ZoaIiXX345bD9PPvkkw8PDoz+trbFl25oPJFkScEdI+TlVVFOYhQNc7rahr5qa452sKDTYXVQN2jE1BJCrvcjVXgx1AUwqNUaVimSVBmp8yNVeEuoCGOsDtDg9XBx20u/xRTVOWWYitWH2vwG0GhX+GzzZVy4v4Oy5pqA2lUoicIM3d7TL6X6PC60hvKNa9btn0Cekx638a7T9BCI44F2j82ot9+/ZFvH4QG8PCYmJGI0T17sXAi4QTC8zluzlxRdf5Fvf+havvPIKu3fvHvfc5ORkli5dSkNDQ9jjer0e/Tg3oYWAWq2ip9fKkuT499094GDiiOXwuLwBFqWZoHPyDxjdbi8dLi+liUbaLtlBiu5ZUiNJ+C95USsKfSskGuxuNqSaUY0jXu5jnThKTMiyEvLwktfcw0mrm60V+aNtxpbLGI3BpUuzc7Po7OghvyC+2Xecw82k5k6t4lcIU3wekAOBCbPtnTtxjD9/dOuEfU23gPv9ATo6B2nr6Cc1xYzb7WNo2EF2VjKBgExn9xD5uSPbFE0tvRQXjvxdW9v7yc5MxmDQkppiJi01NPmPQDBfmBERf+GFF3j88cd58cUXueeeeyY83263c+XKFb7+9a/PgHVzF90k6mhHQ0qiATyT8yrvtLnRneuHcTKjjccVuxsFBWNdgDbsk+pDkiSUGi+r1pk5O+hgsdlA8ji/q+KrDt5zeLlrebDjZIJOg1YTuqfr8wUvs6/M6OHj2qFxRVyWZVRhHkYizdi9LjvqGEPJ4kfkVYSrF05RUrEh4vGLp05SHoUz23QIuN3upqdvmJbWPhITjSSaDSSajWy2uCDgAi0j9WwDI5EJy7PG/r0077p/ZwMM4HMGaPBmcqWxG7PJgMvtpaK8EK1WJLIUzB9i/rTa7fagGXJjYyNVVVWkpqZSWFjIk08+SXt7O88//zwwsoT+6KOP8sMf/pBNmzbR1dUFgNFoJClpxBP4r//6r9m3bx9FRUV0dHTw3e9+F7VazcMPPxyP9zhvsSQaCXitqCcpmJHQT+Em1TzgYNUk7el0eZEA36X4bBO0nLZjAjqWeXEEAuSNk/98bX4yjf2OkVWE60i1GHC6fSQYxhzaunuHg84xmw04HcEOcjcuXbucDnTG4L79Xk/E/OYX3vqI5MyVEe2dPOPPop3DfRgtkZ3a3DYrO1cvCnvMYbdhsw7z4J7wx68RTwHv67fS0TlIR9cgy5fmkTXYQnG6FvCBzwpTSDqo1ahZTj8kAIodRadw5EQdqSlm9HoNS0qyQ9LwCgRzjZg/oadOnWLNmjWj4WFPPPEEa9as4Tvf+Q4AnZ2dQZ7l//Ef/4Hf7+fP/uzPyMnJGf35y7/8y9Fz2traePjhhykrK+PLX/4yaWlpHD9+nIyM4GXNm43kJBPdKfF3busbnnyilxTj+KFJkfDKMj0eH95L8Y8rV1324Q4oNDki1xlXne5l2BW6j57d2MWVtmAlqFxZRF9/cMTDjaJ94wzb5XCgMwYXFDn8wWnM6Xlh7VEUGUk19Yx5YXoe9+hgewO3fe7WsMc6rtSSXRK5lOjJgx/y+Bcrxu0/HgLu8fj45HgtR0/U4vMFKFcNcGceFDjaMRomHz0wEZIksT3NS7lqgIK8dD4+epkTp+rxhnGAFAjmCjFPyXbu3DmuU89zzz0X9PrgwYMT9vniiy/GasZNQXZWMgcOXSA3c+JzY8Gg08AkdVyvndzM5OKwE22tf9qqm/kueVBW6Gh3eSLOyPVaFR5/AP11S+h6jZqeweBfRlJXA62mPNLTxuLIJ/JY97jd6PTBIu4c6iF7aeied8DnQaWaPjEaD0VRIs4uBzpa+OZj4Ve/aqrOUFZROe7MdKoCXlvfgcfjQ6/Xst5kH9nqGGye9op44dA3VbM9DTxeJ3UNnajVKspKc8TMXDDnEJ/IOU5WRnLc+zQZJycgvoCM3R37rGTQ60cFaKf5Zuyv9tLv8UeMLc+oGeZQQ6hXfW6GOSgMTatR09g8fi30G0X9VH0nmhsTqCgKqjCz7fNvHooqN/qkGGci7nHaQpb8r9Hd1EBGYfjUsNahIaxDg9yxJnKt8MkKuKIodHQOcPRELaYEPSvVg5T6e8L6KswGep2GFVI/xYUZHP+0niuNXbNtkkAQhBDxOU6SxYg1Z7K+5OEZtk9uSdvm9pOSEPtyepfbi752ZpYk1Zd9XLZGXmbITtTju0HkUy1GBqzBlcrCFUMZj4DPF3V9b9nvQa2ZODwrVuSAb9wl+r6mi9x5/x1hj3W3XOXzt28Ke+zkoQ957AuRY8InK+DHTtZx7kIzGo2azRYXuda5Gyqqb6pms8WF3y9z6uwV/NOUiEkgiBUh4nOcgvx0Tp+7Gtc+JUkiEKFAyPjXgVkfu1OcCilusdAToZYkMvRaetzh48hTaoZouWH5PK22nbN1wUVONDHOBAN+P2rN7Ho1O4aaMUVIEKQoCrIcQKUOfV9tdZfILw1fxOT0kUOs3XpLxL/fZAS8u2eIw5/UULmyiArtEOl9jdFfPMuU+ntYIQ1yuuoqXd1Ds22OQDBzceKCyZOabMbt6ccwCQENR1lhKv2ZiWQ2dE588nXIioLd4yc5hmvs/gA+RZnRD5rtghtbqYrMME5QRo2anjAObpkpweFeg0N2/P7AqJjrDXrcbg8GQ/j9dkWRwy6dh2Wanmf8Xjtlt98W9lh/Sw1pBaGVARVFYbC7gy/evSPkWHtzE0aTme3L4iPgDVe7sFpdZGUmcUuqB5prortwjmHQa9igd9BgMzE45GB5WXjnRUH8WJbah8UyNadYqzZ80qf5jpiJzwPKlxfQbIxfopEksz7EmSsaLAYtg87YwsPqbS7UNdOTeW48EuoCHL4hVOwaXr+M8waPY51WHbTPvaIsn6aWsUpo2dkZdHWO7ZNrNFp83rH3pShKVA5YAb8PSYr/fq+iKOM6nLqG+7llV6hnef3poyxZszmk3evxUHfxHA/sDq2PDrEJuCzLvPP+WRLNBlbrh8kZjlwXYT6xxNdDaoqJU2evzLYpgpsYIeLzAJ1Og8/nj1gjO1YkSZpUPXGtWkVijCE+Zo16xpbSr+fasrovTK71RY0OWgaD98BVkkTf0Fibub0uaN+zNKmdnu4xp7gEsxnXDbHjRJGKtfbABXTGlGjfRtQ4hpowpxSHPTbc1YQlK3SZ3e2woShK2LjwI++9w59+ZWPY/qIVcEVRaLjaxemqRu7Mg4z+ponexrwjo7+JJYuyOXqidrZNEdykCBGfJ5QUZ3HSHr8MX4vzUkJmo9Hg9sXm0OOYRQcgT7WHtjArBxqVFDJrLWnv40r7WLy4SiUxdF08vcVixDo8thxnNJlwOsYyzkmSClm58YEh9OHF77Wh1cc/zafXNcCyOyrDHhvuaWHX3tDZdu2nR/jag58PaT/9yWFWrd+IJswef7QCfqWxi9NVV0lNMbPOaJuVB7mZwtJZz8rlBXx6RszIBTOPEPF5gtlsQKNR4/bEx8s7N91Md0ns9duHwuwnj4cvTqsHk8EgqRiI8KDSYQ1ODCNJEkk3VGa7XuhvFKHKPE+QiKvUahR54geWgM8Vd890r3sYrT58HfTB9gZScheHtLfVXSJ38fKQuOfWq1dIMJnZuTJ0xSUaAVcUhQOHLqDTalhrsJHcFb7+wULD3F5HUUE61ZfbZtsUwU2GEPF5xJqKYurV8cliZ9BraOuJ3dEjL9kYUznQlGnK/x4tWpWELczqQXFqAvYbHogcNzygpCRHjotOTDThdo7N1NUaLQH/xA9YihJAUsX3d2Lrr6Pi87vCjKVg62tnx53BudB9Hg9D3R18bldwDnS7dZiWK/V86fbQ0r411RML+OCQneOf1rMtxUue7eYTs/S+RlQqKSTbn0AwnQgRn0dotRpMJj1D2fFJFLKsKI3mgtgeCjLNegJror9GBnxRlu2cDtSXfXSHKemqreqj3xHc7rpB1J3jOPGZzAk47WMzcbVGg9974/nT/77d9h70CRlhl6u76k6TXbo2pL362Ic8+vUHgtpkWebYgff5owdDz79cU8/wUGQBVxSF6stt9PRa2ZToRKedG4laZoNSfw8NV7uRY3jQFQimghDxecaSkmxq6zuirmc9HjnpZmwxepsnGbVcjmEGX2IyYF8yex8ztSQRbkU/QaOmfTjYuS09OThtqn2cXOxarZZAYEz0NyzNJuC/cashVFhVaj2yP3754x1DTVTsC82F7nGO/I0231IW1N5Sc5680hUh+92H3vkDf/TwhpCHgYmW0Hv7rJw41UB+biql/vGz3EWDLCu09Vjp7LPT1mPlTG0X3QMOBq1uvDH6Y8wGkiRRrh6k+nL7bJsiuEkQceLzkFUrCjl6vpFtKVMXA6Neg3fNInRno0+4kZ9sxN7qwhxFQhSNSvpsST22vfR40u7ysjTRGNKuVYWKrM8fGE35mZWZNFJiNEK+7OsfpHR6Az7PjaIf+vSg0Znw+xyotaH2xMpw72US08MXLOmqO8V9j30lqM1pG8ZpG+KBfcGx5GePHWF55VpMpuC9+okEvKa2HZfLy0azA9rrYrJdURQuXe1DrZZwuv3YnB6yUkfqvqtVKtKvdmJUqVD7Aqja+vCsLubClR5SLUbUaoneQScpiQaW5KdMa1GUyWAy6vB6/AwM2klNMc+2OYIFjhDxeYjZbKC4MIM6p4elgd6JLxiHsqI0PjrdzPYYrlmakUjNCgVzXXR7f2pJwqsoqGfJQzk/QuW1G8PlDDoNrd02SvKSgZGwb6/Xj8EQ/vrrZ62GhAS87sgz92ssva2C6v3H0CekR2l9eDyuAQCW7Q6N/e5tvEB60Yog+xRFofbkx/zJHz8adO6VmkuYEi3cXhm9gAcCMmfONZKRlkiZHP3nr2fAQfeAA5VKYtDmpnJJJsbzzWMndF73UPrZ32w0Q2BdB+kAn/2OSwGX1UGnUceA1YXT7WPrqnw0mrmxuLhaP8yBKhu7d65a0J75gtlnbnziBTFTkJ+OzxeIS171iiWZVCVHH/akVkkEFIVAlEv6+UYd7qWz97yoVUlh48XtnuDVgfT6Tq6fdEuSRHdP+IQxEDwTNxgT8Lonjr3XGUwEfK4JzxsPRQ5g66tjzf13hhxz24fwe91svz1YfWuOH2LZxluDBKW3s4Oh/j7u3xGcSGg8Ae/pHebU2SuUqwYpdHZMaKvV4aG6sY8LDT209thY1jNIWfcgm52uYAGfBEadmsKWHlYP2Vhnd1Db0s+5+m5sjviXu50MO29ZwcXquZsPXrAwECI+j1m5ooDq2jYCEap2RUtakhGdVh1TDPjKnCQu5IZPQXojRo0aGQX/LDm4Of0y1jDvzRcItkerlvD5x36XGYMtaK9z0hpvRqVWq1GiiBMfYfK/B0VR6G8/yboH7gt7rKvuNHc/FBz73d5QQ0pWLjvXjFUpc9htVFed5pF7g3Omjyfgl2paGbY62WByTJgCeMjm5uCZZlq6rCzu6Gd57xCVg9Zpm5XqNWrKugdZ3jNEY+cwH51ujovfyFRQN1wkEJCFk5tgWhEiPo+RJIk1FYs47Uqc8g1rRXE6NenJUZ+vVkksyTBjr0iN6vyKJBPS8tgroMUDs0aNXh36Ub+xIptGreJq+9Doa7VKwn+dqE/0Ow49Hv58hfFTpI7HYOdZkjJXotaE/i7bLx0ld8XmIKG0DfThGBrgvju3jrb5/X4+eW8//9dXg6uWjSfgR0/UkpuTwmJvd+jB6zh+sZ1z9d0M2z3c4vGwrGcQdRjfg+lCpZJY0TvEeruT4xc7GLROvMUxnSwqyqT+iihfKpg+hIjPc4xGHWWlOVzwTy2Vp0ajIjvNRGcMCWCKU0302T3IUQiSXq3ColWTWhm/rHPRElAU9GGExOULjesuyh5LmqIo0NreP/o6XrPIxNTF2Adiz+410HEWU0oxZbeXhxzra6rGklnI5q1j2yt+n5crVSf4+kP3jrYpisLBN9/gvzyyJej9RBJwRVF498A5Nq0vJakzcuKWzj47B880s7o0i/K+YfKaxhf76caoU7PB7qBrwB70YDbTJHbUTVibXiCYCkLEFwApyWYyMyxUK2lT6qcgy0JXvwPfmtBc2pFYnmWhc6kluv4T9HS6vRSum1mP3W6PD20YD3Obe/zkLDqtmpzs5NHXMc+eJQk5EDpG2e0r8boHw1wQHkWR6Ws7gTm1hOV3rA45butrR5YD7Lxr03XXKJw/9C7fvMFD/eP9b7Fx5+3o9WNbIZEEXJZl9n9QxR25ClLd+bC2nW/o4WztyEzzFo8HzZn4ls2dKqWdA+i1as43zJ6Q7ti2gvorsVUMFAiiRYj4AiE3J5W0VDOX5OiWtyOxYUUORy+0o9oUncOcSa/BYtDiWR2dt3VFUgLnh51RO8XFA2OYpXSAjMTgPf2ArARlsVMUBem6fe1YZ+KJabnYB8LfvE3JxdiimI37PFb6206w9gv7WLZ7Vchxt30Ia08Ld31pT1B79bGPWLbpVjTaMQ/8Tw8fZFnlGrYsHnPoiyTgDoebjz6+xJ788O85EJB559gVFuUksWrASkb9xE5us0XWlU5y0sycqpkdIdU3VeOOUN9eIJgqC0rEXzti5+WPrBy4oJ6ys9d8JCc7hcwMC6ddiVOqeHb7hmLeO9EYtZAvSjPRbXOj2ZQ14bmSJLEh1czAYtWMCLlPUTBFEPHADY5tDq+fsqKxhyC7y0f/YOTENhOJ+vbd67D3hxeOFXvWgaJEFHJZ9jPYWYVzuI2NDz+IRheab93ncdLdcJZ9X/tiUPuVqpNkF5eya81YzvQLn54gMzePXavG9tIjCXhH5wA1de3sygx1BvT7ZS5e6eVsXTd3EJiyh/lMkXK5jUW5yZy4NDsPGzb71CISBIJILKg48dvuuAWLJZH+vgFe/+Qisiyj0ajZtVIheZw82AuJrMxkTAkGTlz0s9ZoQz/J3OV3bSlh/7Gr3LFxCcrJiYtYrC1I4VhjP6u25OA+Nv6MRy1J3JKeyGHFypb0RK5+GnsO92gxluvJixAn3mVzs5KxPXB/ZTEJ1wm+oigU5qcHvb6eiZbXR4qiRH6YrLz3Ni6+fYyBjjOotUbUGgN+rwNZ9iGhYvX9d4V1YAPwe920XfyE+7/59aD2ttqLGBMt3H3rmDLXXTiH3mjk7k3Jo22RBLz6chtarZq1htC/SXVjH26vn9KuQYy6+ZdaNam6lcLSXC409LBqSeaMjl25soiz5xpZUxn9VpVAEA0LSsSvkZaeyu49I6kofT4fJz49z/DQSGKS3Pxsti1xLOgEDGazgU3rl3D2fBN5ySlkD7VMqp+7tpTw4akmtqxZhDaKjG5bFqVxommAJRsyUT4dfw9SkiR2ZCZxpNdKWWUC/edir28+EbKi0OrysiRMtjZ5XQY3pkm53NzP1lX5o6/9xcsw6SJnA4vuMzS+0K+8ewswMqsOeD1ojWbUmvEzkPm9blrPH+b+b349KJtcd/MV/H4fD96zc7Ttam0NXq+XB+8sHm2rqQ7NhR4IyJw6e4WS4izSeoP3tRVF4b0TjawtyyblchtEKeABWaHT6mLQ6aPX7iE3aeTv0DzgoCh15KG6dchJXpIRSQIUWJ4dnX/FZMmo76A/MwW704s5YeaiJYwtl9Hrp5bgRyAIx4IU8evRarVs3rpu9HVbaye/PdSNoijodFp2lssLcpau0ajZsHYx1ZfbGCSN5fRPfFEYbltfzLEL7SwrLyTx0sQPA5uKU7nQMUxiRSrm8wMTnn9LhoUmhxtPmYZFJj0dZxyTsjMc/YtV7EwPn8Sm3+GlLDP4mMWkD8r4VX+li22by268dJRoHN10xkQ8Dit60/jipNUnoNVP7LnvddnpqDnB/d96JEjA+ztasPb38LUv7xtta2tqZKi/j6/vWzbaFq6Yidvt5XRVI5V6Kwm9wb9/q8PDufoedgZ8qKMos9nQa8cXkLF5/MiKwopsC/qzfeRIEnSMJGFJB+geGvt3pxdFUZDXZ3KqZQCjVo1fVqj8LHNevFnaNcAFX4B1y2IvxTsV/P65n/tdMP9Y8CJ+I/kFOeQXjGSoun6WLkkSaekp7FjuRR1hD3U+smJZPs0tvZzoSmCd0T6ptJRbVuVx8Uov5uJM8psm9vJdlZtEy6CT5sVmcuutYT3Dr6fYZEBRFJqdHoaWqLDUB1BNYaVEURQGlqjYmGKOOFvusrlDZn03Vt9KTjKhiSI//Oj1eiMelxO9cUyM77jvdt564Q3yVmyO4R2ExznUS19LDfd/82tB72uwu4O+tmYe+cr9o21dba10NDfx2BdWjraFW0IfHLJTW9/JRrMDtXpsBUBRFGqbB5AVhS0uF4wT691tc9Nr89Bpc7OpKBXv8S6u1bnzNjmjWrGQJAn16V6KP3udvD2Pd2u6KMtKpCglIa4rZyqVRGKCbsZn4339NgIBeUHdXwSzz00n4tdz4yy9r7ef3x+rHn1iXrpsMZXZ8z/Gs6gwg6zMJM5Vt5KblkLOcOzL6ysXZ9DabeV8qoUVvUNoJrgRFaYkkJ1o4AIjSVUsF8aflUuSRLHJQLHJwDHFSrJOQ6JGjf1CbMk6steYqLe7WJtkCpvgBaB/RTKrwty8h2zBY+li9CdIycplqLuDrOKxUrEqtRpZnrjO+EQMdlzBbR/ivm88FNze3UFXYz3fuM65rberk8a6y3zrgdWjbeEEvKd3mJa2PjaY7EjS2O/K6vBw6WofZYWpWCKkDVUUhbpeO712D6UZZrJqh8mWJLyd8UlsMvRxO+sAqVDD6dZBMhMNFKbEL8dASXsfh3us3La+OG59TsT6NSV0dg2Snze1UFCB4HrEI+F1pGekcdsd27lz707uuGsHHreHlz+y8spBG68dcdLoLJm4kzmKwaBjw9rFKIrCOW9SUCayaCnIslC+KJ2zSYlRJYXRaVSsKxhJQlOdb4jaG31LuoXllgSStBp6SsC/TIOuXM9AmJhrRVEoWGemZxEoy7XY/AE2pCZGDCtTFAW7x0+6OTi87FJ6EqsWB9dJ7+sfv8DLjbPDO7asZKgn1KkvrWAZvU2Xxu0rEoqi0F59DBSFex7aF3QsnID393RTe75qQgHv6h6ipa2PtQZb0Pu42j5Efesg6232sAKuKAp1PTbOdwxjMWhY1uJCfbp32nxMlE97KL7qQCXBiaaJt2diYVlRGg2t0cfrT5WE1loczrmR112wcLipZ+LjIUkSZcuXULZ8ZFbl8/moOnORUwMjXrt6g57bVsqYzaGhP3OZ/Lw0sjKT+OS4k4L8NBa5Y5s56XUatqzK40JDD11JiawaGJ5wVl6SZiLXYuCywUaqSYexqi+qm36iVs2tGSPe4z5ZRl0JfR4/SVo1joCMOyCTptPQ5/GxPcMSVZ8D5SkUm0Jn4ZIkkWgaE3ZFUdDrYytxqdFowubJvmVXBW88/zIBnwe1Nrp88zCyfN7beIGcsg0hdcH72pvp72gNEvDBvl6qz5ziT7+6cbQtnIB39wzR0TkY4oF+6WovapWKykHrSAm3G6jvtdNtc7MmLxnXsU5g+qIKbsRQ1U/ltlwO1veyszRj4guiILOhk5qM5Lj0FQ0qlURzay9lpbkzNqZg4SNEPEq0Wi0bNo3dCV0uN4dPncdhH7mRJZiM7CoPkJAQ/U16ttBqNezcXk5jUw9nPRbyclLJHGiKqY9VSzJxuX3UqCWSzAYKW8bfdjBo1azOT6bf4aGlNBFFgcIr9uhtVqkoMhkomoIPompDFt5hF2mm4L+RsmEx6pbgWV5PajFLYhTx8fjcV77A6z//NcVrbkeawEfA7/XQVXcKvSmJ+7/5tZDjXU312Af7eeTh+0bbBvt6ufDpCf6vr41lbYsk4O0dg6zWj1Vnk2WFM7VdZKeZyA6T57vH5qZtyEVKgo5lLS5cLbMT82z/pIONW3M40TTApuKpJTW6hiRJI0l9ZihaJT9XLKUL4osQ8UliNBrYtn1sxmO3O/jw9EVczhFRNyYY2VXux2SauzP1RcWZLCKTjs4BTrsSKS3JxtJZH/X1RoOWNWXZDAy7OJVooiDTQtYE6SXTTHrSTHp6bG6aShSSjDpMF/rRTSBsU8W9Oo2eAQdrC0JzzB8+28rOtYVBbR1dg6xbPbZ9EgjIqG5w7oolDatao+FzX3uAt379OzIXV5KQFBpu5BjqYbCtHpVayz1fuR+1JvTr2Vx9DoCvPvC50bZoBbyre4jOrmABd7i8VNX1sHLQimkoeGYtywoXOodJNupieuCaTpxHOylcm07zgJOi1KnvkWekJHCuvofVSydOVBQPbvwMCQRTRYh4nDCbTWzfMXYTdTicHDx9AZfT/tnSrI4dKwIkJc18AZCJyM1JJSc7hWMn69DrLZSWZGNur4v6+tQkI5uT8jjf0ENXioWCzERSa9vHvSYz0UBmogGXN8DV5cm0DbnYVJyK73hXXGdF+s3Z1PXaSQ0oYQW8uSCDxWopxGN4YDBYtKo60ilZHOypHs5OrcEQ4qE+aosxgS986+u899oHDLTVfxYiJn1WwlTBaElj39e/FPH91578mKTMbO7dvWW0ra+7i5qqMxMKeHvHAAODdip1YwLePeCgpcvKBrsD1Q2lRfvsHi50DlPW6pr2B6xY0Z7po73ERGGKccqflbTadnpmcEm9s2uIZUvzZmw8wcJHiPg0YTIlcMutYzdWt9vD8TMXsVlHxEGSJJaXl7IibW7knJYkia2bylAUhcbmHq76kklPSyTXGt47ORwVn2XB6ui1cT7VglGvobRzfGcko05NeU4S5TkjYWn25cn0O7xYDBpSa4YwxhDidT2mrbkcaeyj2OZhTV5y2BmQ0+tnyO4JiReuVWVw69bgjF5Nja3cdsctQW3hZuL3793Ba+8cYsnqTSHHrnHn/btjeSsE/H4uHH6XksqN3LFp+Wh7T0c7DdUX+dOvbBhtCyfgLa192B1uylVjf4uG1kF8gQBrhm0h4WN1PTasbh+r2j0Qg4ArisKA109AARkFp18m16hDr5LivlxdmpFIfa+dpZnh8wDEwmTCLidLasrMFv8RLHyEiM8QBoM+KJxNlmVqquv57cWxGV9OXhabF9lmNY5UkiRKikeWFs9fbKbHn0RWZhLZQ81R34hzMxLJzUikqXOIi2lJmIxa8pp60E1ws7w+hMjjD9Bp1NLq9GJ1+8lM1KMo4A/ISOf7SdVpkCTwyQrugIxpUzZNA070ahVmvYbeAQd3lEVeIvX6ZS4kW9gSZhnV6/WHOLXJshyUXCUSCSYzXlf89oytfT1cPf8pjz36ELrrKo+1NzfR1niVP3pw7WhbOAFvbunF7fGxTOkbbbt4pReLSUdxW2/QWA6Pn4udVkrSTaRWD01om8MfoM3ppcfjI9ugRQJcARl3jQcVkF1posPlJfCZuGtVEmWJRkyTfDC7Ht+JLq5kauMi4r2DTpYXT7mbqNDrxS1XEF/EJ2qWUKlUlK8so3zlmNdxe1snvz/WSyAgjy7B37LMN2tP7xUriwDoH7BR5U1iYNDObbeujFiW8kaKc5IhhxEHOKeXYbuHFYvSSb3cNuEDgV6jpjjVRHFqsCdbt81N/5oM3BoVkiTRb/eQl2wkUa9h26K0qB40hlcUUNcywMbl2SEz9DZzPqk3dBEIyGH7jTSWoshxcZZqvHAGv8/Dn/zxo0HtTfW19Pd08/gXx6qaRRJwj9dHqX/M6fD05a6w2x1NAw4GnV4WNdqRmiJnzZMVhYvDTvyKQoZei7faQ4YkEcALgBbQqkZE2nZdjH/SZ9d2r/ThDngoTTRMmARoInYuyaCh186SjKl9P0wRcutPB719VrGcLogrQsTnEHn5OeTl54y+9ng8nD1Xw+D54VFRyMhKZ+tiO1rtzP3p0lITSUtNJBCQuVzXjiyn4nJ7WZ8QnbOT0aBlbdnIknXvoJO67FS6+h0syk0mt7FrwhC168lKNJCVOOYsWJIWm7v6aYuZVKuLzStzQ0TWv3gldUdr2L0zuOTnB+dVrN9YGdJXJMe24vI1XD33KYtXbwx7fCJcNiu1n35MUfka7toWnOG99nwVPp+PRz4/tqweTsCbmnvw+vws8Y0J+MlLHZQWpIakzz3bNkiaSU9Bgz1saBmAX1ZodLjxKwqFCXq6zjpwEEAbw4OKSpLwXvIQUBTOlgZYkmgkdZIFegAcRzvwLkua+MQJSEzQzVgmNVPC3HV0FcxPhIjPYfR6Pes3rg5q6+rs4a2Tg/j9I7McSZIoWVzE6tzpS7hxDbVaRfnyAmBkyfmTU/WkJJtRqSRK/T1R3QQzUhLISEmgvCSDQaub5oIMhuwePF4/ZUVpJNe0oY6zB68/INNWlEV92wB3LssOa6ffL3Pok2ru2HVjWRTo7xskJTU56vFuW1fKs5fO4nW70BlCi69EQpZlGs4cQ1EU/viPHgn5e547cYwEs5kHd43N5CIJuMfrD5qBRxLwww29rM5Pxns8cr6Ac0MOAoqCptaHTlLRxdRqY2slCW2DTGOpG6PFOGm/B4BBp3dKtgA43T58/pkR8YQZTPMquDkQIj7PyM7JJDtnzOlKlmWuNjTz6sdOFEVBURQ0GjWlZYspT++YNmHX6TRs3zoyGwwEZD442E9udgoGg5asodaoclKnWAykWMZmJv3DLq7mpdHSZaUw24LD5cOo11DU1odBG/2NXlEUHKuKqGnqR1EUUi1G8lITWBLGOx3A4/VzfNjIbbcuDzl2tj2dRYtj33d99Ktf5GfP/IrKXXdP+DdQFIXGC6exDw1QunYLO1eHlqs89uH7FJQsYc+6saXjcAJ+takbr9fP0sDYfveZ2i4W56eECPiHdT1sK0nDdiS8c+WAx0ez00Nhgp7eKidI8RW5hDo/VUscbEmffOUyXRyEd2SVa8rdRMXQcPyr9QlubmL+Bhw+fJh9+/aRmzuyHPn6669PeM3BgwdZu3Yter2eJUuW8Nxzz4Wc8+Mf/5ji4mIMBgObNm3i5MmTsZp2U6JSqViydBG799zKHXft4M69O7l11xZsNju/O+zgt4fs/PaQnVc/dnKuKzOm2OZoUatV7Lm9klXlhRQVZHBVm8kJWwKXpXTq1BlRj5mWZGR5cTp7NpewvDid9ctzyE4z07skh+qMZA5pdDTkpFGfk8oBSUNDThoNOWl8qNJSn5NKQ04ah7U6qjOScbp9bFyRw9aKfJYVpwVlY7ue3rRiLskp3LptechMTFEULpyvZkX50pDrhodtmBMji49arWbJ2i2cO/gO1v7esOfYBvqoPvYR1Uc/JKtoMX/0+FdCBDwQCPDBG69StqpyQgG/0tiFzxcIEvBLV3vJTTeTdEMK1YP1vdxSkh5RwBvsLoZ8AYx1gREBnwYkacTR7fzQ5CvXJRqmnpDHqNeGFL+ZDtrM+eTnxidJjWBmiFWXXnnlFZYtW4bBYGDVqlW8/fbb025jzDNxh8NBZWUljz/+OF/4whcmPL+xsZF77rmHP/3TP+XXv/41Bw4c4Fvf+hY5OTns2bMHgJdeeoknnniCn/70p2zatImnn36aPXv2UFtbS2Zm5gQjCG5Eo9GwonxpkPgEAgGu1Dfx6sdjN2RFUcjJy2JD4XDMxT4iodNpWF1RPPra7fZy8MQAOVkjs2Cb3cX6BHvUKwRpSUbSkkKXpJcXjyVLWVacFvbf42HNKaWxuYdkp5f1axaHPefVj53suG1b2GPvnhygcHHpuGPcvn4pt69fykuvv0d7ffVI47W3rYA5OZVvfC1yXLjDZuWT99/lT7+2GaNx7JxwAt5wtQtZloOW0K+0DWI26kivCxbqT672sakoFeuR0Fj+gKJQNehgkdlAz9n4lYWNRE+VE+3yyQuxy+fHH5Bj8qu4EbvLOyMZ21xuL0uiqDkgmBvEqktHjx7l4Ycf5qmnnuJzn/scv/nNb7jvvvs4c+YMK1euDDNCfJCUKUzNJEnitdde47777ot4zt/8zd/w1ltvcfHixdG2hx56iKGhIfbv3w/Apk2b2LBhAz/60Y+AkSXigoIC/uIv/oJvf/vbIX16PB48nrFCAlarlYKCAlp6z2CxTD3k5GZBURQ6O7qpr72K1zu2z6nT69i4yElWZlLcb25Wq5Pm1j40GjX9AzZ0Og3Zmckk91ydkbKQ/Rkl1DV0YjToWF1RFDFs7GC1Dr1BH3YWDvCzV6rYctsd02Zne3MTVy9X8ycPrw/6G4QT8MamESe26wW8s8/OsN3Dks7gOvKnWwcpzTCH3QP3yTInB+xYGuSYHNamimqFjqWJ0fsOXE99UQJbFk0tlekxo5Htqwum1Ec0nPMmsaYydKtEMILV6iSp8HGGh4exWCyftVlJSkqKy73darVRmLE2qP/xiFWXHnzwQRwOB2+++eZo2+bNm1m9ejU//elPp2T7eEz7nvixY8fYvTs4ucWePXv4q7/6KwC8Xi+nT5/mySefHD2uUqnYvXs3x44dC9vnU089xfe///1ps/lmQZIkcvOyyc0Lnh243R4u1zRw5HJf0LmJFjMbim2kJE8+pMdiSWBVeXCKU4fDTYszj75+K+lpFppbeykqyKCja4DyZQUktNVhMmpjfqBwun30pxXjdHlpaumhIC+d9IDMts1l41737llIMKkjCjjElnI1Vs6dOIZaowlK4gLhBbyzaxCX2xsUB25zeOjst1MxEFyFrabbSkGyMayABxSFY/02Mq7MXB7xa9j9AVz+wKQc3JITpr6cHm6lZzroH5wbqWtvdqzW4O+FXq9Hrw/ebpuMLh07downnngiqG3Pnj1RbTlPhWkX8a6uLrKyghNqZGVlYbVacblcDA4OEggEwp5z+fLlsH0++eSTQb+sazNxQXwwGPSsXlMe0j48bONM7RWGzt/wJTDoWVJaTFly66QEwGQysLwsDxjxuh75N5SV5jAwaGc4q4SzTT1YEo0YjTr6B+zodBoSzQaGrU5kWSEl2YTD6cHp9JCRbsHj8eP0eahISyQhQT/a53i0B5Zx4L3DVK5ZSfGiyJ8nt9uDThf/Qjc+r5cj773D8tVruL0yWFjCCbjN5qKja5A1+rG/RyAgc66hh00OZ1C4WOugE4NGjep06P68oih83Gsl6+rMCziASa1GM8mIBI8v9pK6NxIITL2PiejPKGFV2vSPs1BJclVh0U4tZbXkGtlKvFErvvvd7/K9730vqK2vry9mXYqkdV1dsVWKjJV56Z0e7slJMP0kJSWGhLzBSEW3q1eaefWCM2SGmpRsoTJ3kIz06EqFXo9KpSI9bWTZqyA/tGBIvHA43Lx5woNGc5p99+2ZMDPbC2/XU7EhclrVydDZ2szl81X8yVc2oNUGzy7DCbjfH+BCdQubEp2MbbTD4apWNjldSNdlx3N4/Aw6veTWhy8d+lHPMDmNkZPXTDcqCTSTHHvQNbUQs5OmBMqzJ+8dHy0jSV5ECdK5QGtra9By+nzXkmkX8ezsbLq7u4Pauru7sVgsGI1G1Go1arU67DnZ2cIJZD5gNBpCss9dY2jISk1jKx/XjO3NXhMLRVFIz0yjPKOHtNTEGRURh8PNR5c0OOwOjEYDu/fciiZM1bAb8fv9eD1uDAnxKWSjKAonD32I2ZLEnz+yNeR4OAFXFIVTZ6+yxmBDksZsPnq+jTVLs9BdbAk692z7EGXNzrCJXI71WdmeYeFK08zVBr+RIa9/Un97eV0GK6f4mbGY9CSZpz8BS2f3ICuW5U/7OIKJsVgsE+6Jp6enx6xLkbRuunVs2kV8y5YtIW7277//Plu2jFRi0ul0rFu3jgMHDow6yMmyzIEDB/jzP//z6TZPMM0kJ1vCLs3DiMD09vRzsU1m4LNc3ZH2mg1GPSmpyRTom7AkJmAy6dGMs4eqKAput4/BITsN1lz6eweQZWX0mMFoYO36VZhMsYnx/3nhUzbvjK2ASSS629u4dOYU67fvZMvi0AQq4QQc4HJdB0tKstD3jHmPN3cOk5eRiPlicCz48aYBVuZY8IepAT7o9ZNn1HPl09kTcJ+ioJqkEPfYPJTnTH4W7fIGZiS0rE6dwdrKqWeWE8wck9GlLVu2cODAgVF/LwjWuukiZhG32+00NDSMvm5sbKSqqorU1FQKCwt58sknaW9v5/nnnwfgT//0T/nRj37Ef/tv/43HH3+cDz/8kJdffpm33nprtI8nnniCRx99lPXr17Nx40aefvppHA4Hjz32WBzeomCuIkkSmVnpZGZNvFTucrkZHBiiw1rC5SY7DrtjdC/z+lnc9TnL9QYdySkF5OZmsKpieVQFTMbjZ69UUb5m/ZRn4X6fj+MffUByWjp/8Y1tECYDWiQB7+0b2f9O7bk62hYIyPQMOkcqkl2H1e3DrNfgPxE8O7hGu8uDusY3a8voAIZyPUsTYl/OVBSFPsfUQsOq05NYl5s86eujxev1T8kZVDA7TKRLjzzyCHl5eTz11FMA/OVf/iU7duzgf/2v/8U999zDiy++yKlTp/iP//iPabUzZhE/deoUu3btGn19zcHs0Ucf5bnnnqOzs5OWlrHZwKJFi3jrrbf4v//v/5sf/vCH5Ofn87Of/Ww0RhxGXPN7e3v5zne+Q1dXF6tXr2b//v0hTgKCmxej0YAxjCf9TPD+WQd1F8+zct1G0rOmNn7NubP0dXbw2JcqI+7FRRJwn89P9eU2tqcF7wNfbu6nrHcQboj1b+x3kFNnDbuMrigKflmZ9F50PMhfZ6bD5UU/iRjv6gIjOxZP3k/C4w/g8fqnvQxpYMlKpLq5UW5YEBsT6VJLS0vQxGDr1q385je/4f/7//3/8rd/+7eUlpby+uuvT2uMOEwxTnyuEM9YwpsVRVEYHrZxrE7BOjiAw24Lu7QtSdKE7df+He7/KpUaY0ICRpOJijwPiYkmTGYTer1uVmeENzI8bOO1D1vwetxk5OSydGVoTvVY6Ghpov7SBcpWVYZ4nl9PJAFXFIX9H1SxJ/+Goi1+mfNXekLCyTz+AFf7HWTUDIcd53i/jcT6AOpZ+p0rioK9VM36VHPMf3dlfSYOrz+kwl0sXEpPonxRxrSL+PsdEntuDy2eIwhlvDjx4ZZnsVimtgIWrv+FwLz0ThdMDqvVxv4TA9itw6OCe/3ys9mSRHJaOsVLy0gwJ055+Tkcfr8ft9OBy+GguseBs9GO096Nzzsyu7zxIWGi1xqNFkNCAgajEb3ByMpsB3q9Dp1eh0ajRqNRo1KNlC2VZRm/P4DX68PldHGu3YjdOoxteBhZDoz+LmRZxpxooWLjZvSGqTk9Oew2Pj38ETn5hfyXr20e99xIAg5w6Eh1iIADfPBpE7vxh7QfbxpgeasrYlWydJ0GvzQ7IU+KomArVVOelBCzgMuKQmOfg41F4fPgR0N/WR5JHt+0C/gVXRaVK2cmBl1w8yJEfIHidLp47aNWnA7H6I3SZE6kuLQMS8rkb4BTRaPRYLYkYbbEx9HH7/PhdjlxOZ14PR7Otmrxedz4vFb8AT8Bvx8UBVlWUKkk1FrtiPAbjRgSVOQVLcJksaBWx9fBSVEUTn18CFmW+b++umnCB6LxBLzqfBMb1y2B5pqg9urGPjavzIUbnNkAjFr1uA5jsxWxLCsKw0tUrE5KmFRyl86lFlakmSa9aiPLCk2dw2wqn95wL0VRGLY6KV2cM/HJAsEUECK+QJBlmVc/amewfyRzl8FoZFnlGhJMC9uhRqPVYtbG76EgHnS0NFF7/hzrt+9gc8nEZTvHE/CBQTsmkx7DDQIO4PMHQrzRAbx+mdQEHRA593m320eyosxoetWCdWY+HbCzPS1xUsv4g+UppGhUUyp6UpWcyIoo8+tPhSu6LBbnLpwlW8HcRYj4PEaWZV75oAXr4ACSSsWyitUsX712ts26qTlz9GP0BiN//uhWwnmd38h4Ag4jhU3WGW0hy+JeXwC9NvzXt9PqxmIY/6t9S3oi5zQOtHWBCW2cKgFFQVuu59Kwk52Zk3vYGixPQQIKUya/L3o5M4Vsky5iRbt44V+8Elt1C0uXiOQugulHiPg85OBFH7UXziFJEuVrN5C8bsPEF80QbqeT909cYri3C78v2Is6ksPbtWPXiOQUF+6aa20GUyKJKWnsWl+GMWHyDk9T4ZP397NkxUpuq4hOJCYS8Mt17RTmpyMNhObcPnimhV0Bb9g9b6fXj+dUP6njVKaTJIn8BD0DK/zI1VPLehYJWVGQl2tRIVFgnFyRE1lRaC9NJFOrJi958vvLtVkpWBJ0FGZP/4rNoU+quWPX1BwhBYJoESI+j/jD0T7aG6+SkZvHtjvumlVv7qH+ft784OiIUF9nhk5vJDkzh+LytWhnKJ2hoii4HXbsg/28/s5hPO7Q+tcarY67d20iNWN6Stse+/B9lq6qZGd5dF+piQTcbnfT02sNqg1+PVmpCUh94Wf6eclGhjdkwbn+sMevka7X4grItCyWSGmQJ5105UaSK430e/z0enzssMTuvHYNZX0mV/vsrMxIxKyf/K3qcmYKyWY9+ZnTv7y9v1Xh7juFgAtmDiHi84A/HO2j9WoDJWUr2H7XPTM+vqIo/OHDk/R3tI7Ofs3JqRSvnDmhHg9JkjCaEzGaE8koKA57js/j4cOT1dgHPx6dyecuLmPP1lVTHr/m3FnyihaFFfBAIMDRI6fo7uohKzuTrbesp77u6rgCDlBd28a2FDdBT0if4ffLGMaZZVsMWloGnEQzby1I0JOp13JluRtFAr1KhfeSZ+ILryNzjYlhr58+z0jimEyVivKkyS97K4pC65JE1MMuNk9x//qMxUxJmon05PikyR2P9zsk7r5z9bSPIxBcjxDxOcyRWqg6cZTFy8rZsXffjI7t9/t55Y33cTtHlnKzihazfPOOORXLHQtavZ6CsrGkC4qi0NFQw89+/gJJ6Vk8sO+2SfXrsNsY6u/jS7eF5sX+/evv8u0n/p6O9rEqRhmZ6fzJn32dH/xl5AIqzS29LCrKROoNX7qye8CBXje+Z3eH1U2GokTlQKZXq1jxmej2e3xcXaLCoFZh8wfI1GvxKwo9Hh+5hpF6760uLwXGkX93uL1YAjJ5CToWxSEHuXt1Gj02D4UpCaSbp/aA+LFOz+bFGRin4AgXLR/1qNm9M3x6YYFgOhEiPgeRZZmfv3oBg9HIzrs/P6PC+dq7Rxjs7kClVlO8Yg3GxOlbgpRlGcfQACeP1uB12gj4PIzMPBWCZ6DKWLskoTOY0ZuT2bpj1aRXAiRJIq90BXmlKxjoauf//OfzLNu4nR2Vi2Lq5+ShD8PGf//+9Xd59KG/CEmM09vTxz9873+zZtETfOHzG0OuUxSFvgEbaxztEcd0e/2YL7fBOA5ady7L4gOpm8oOT0yfnzS9ljR9qOgtu+7fS67b214yiX3ucHSXWXD7ZQrUKtYWTDEEcsMS3v+0kbvWFs7Id+dQr5btW8pQTyLznEAwVYSIzzEOXvJz4dMTbL5t94yFhwUCAV747dt4nHZylyynfOvkZqWR8HrcHHzrCB5ncFYxSaXCYE7GYE7BkpGPWjuxICuyjNftwG0b5P3XP0D2jzhlXRPLxPQ8duzZGNPNOzU7j5SsXM4eeJNbVhZGHTPeWHeZkqWhOdkDgQDffuLvIxZzAfirJ3/BvfesD7nxn7/YQnFhBnRbI1wJqRYj7tWLoH78dJ47lmTwiaqfzcWp2D+Ze6k/rT4/noo0fH6ZFIOW8il4ngMEZIWreWkMVnewd8viOFk5zngBmcP9WrZtKkU3zvaGQDCdiE/eHOKldxvx+33ctu++GRlPlmV+9dLv8XncLFmzCYMpPilr3U47B974EDkw4nil1upJyV1Cumnqs3pJpUKfkIg+IZGkrMKgY4qiYO9r581fv4qiKOgTErnzC3dGJeiSJLHylt384le/5fFHH5zwfEVRaG6o48++Hlqh6OiRU0FL6KHXQmt7Px8frWHn9rElWI/Hh9XmJKV7cNyxkxP1nL48SMYENmrVKnYsSae6y4q81EJS9SAJk0iwEk+GvH78lel029xkJuopTTejicMM9mJaEoqisDTLwvLi6as9fw1nwTLOnm/k1q2laCOE+gkEM4H49M0BFEXhP148zaKy5eQVFc/ImL97+xADXe2Urd+GPg4hWW6nnQ9eex9ZDqA1JJC5uAK1RhcHS6NHkiQSM/JJzBjZn3bbh3jjFy+RkJzBnffdPuH1OoMRlVoTlIo2Emc+OczaLdshTMrT7q6eqOzt7B4Kel1T286mRBcwvqhJksSw3YPXL6ObIHWoJEmU5yThC8jUSXDV7iXLoictQYfqdHjP93jiqEjD5QsQkGXah92szEknw6xnWdbUHxgVRaG/LI+zdd3sKkrDMAUP9lhoM+cz1NTNLVuWzVsfEcHCQYj4LBMIBPjRL46y8dZdM5IO9WBVI7Wffkz+0nIqbr1zyv29/8ZHuIb70OgTyF66DpV67nykDOZkCituxTHYzas/+yWff+TLaHTjL9mn5RXy1qHTfG7n+ojneD0ePG43W5aECjhAVnZ0YWw5Wcmj/+4fsJFkSUDjGorq2tvWF/HJ+TY2OZxRCYlWraI8ZyRGWpYV+p1eTmdpKUhJQJJGanPnJRkx6zX4TnZhUKsm7FdRFLyygrIuA5vbjyRJ9Ds86NQqzAYNDo+fDGBphhmVShodf6oEZIXzKRZ0WhUZsjIjS+cAHq+faiWV7CQVFSuLZmRMgWAi5s4d9yYkEAjw/3v2Y3bcvW/KhTai4bV3P2Gop5PKnXunPIN47/UDuIb6SC1YSlpBWZwsnB5MKVkYLWm88dwL3P+tR8bNY26yJNPf0TpufycPfcjjX4pcmWrrLevJyEynt6cv7HFJgvzcNLZvXT7adqWxm/UJ4b3Rw/chUbEkk5MNvaxcnI7pQmj61UioVBIZZj17lo+VVV2eBXaPH7vHT2epBYtBi6wodFrd5CWNOK81Dzgo+qxyWNuQk7wkI3qtGtknU5JuQqdWIUnTU0UwICu0FGbg8QboHnBw2/LsGZ0FVytpDLucbFpfhGaWtyQEgusRIj5LyLI8owL+i9+8SlJ6Niu27JxSPwf3n2Coq5G0wmWkFy6f+IIJkOUAl94+htc1AEjXOaVf81L/7H/SZ68VkFRqVt59Kzpj9I5/KrWG/FW38PYLb/C5r94f8Ty/z4tGF3kboLerk6SUVLTayGFLdbVX+ZM/+zr/8L3/PWL+df5t13Tn6aceHXVqu1jdSl5OKgxHL+IAFpOebZX51LUM4M5IxqjXsKgt/INDNJj1Gsx6DdmWsc/jiuwxP4brl8DjsRw+EYNOL0NLcxmwuvF4/WzMtGDQa1i5eCJvgPjRmVRIV88Q2ZkmVq4omLFxBYJoESI+S/z4+WPcetc90y7gsizzs2d/TUnFBhJTJ+/wE/D7efPXv8OcmkNhxa1Tsql6/6e4bJ2AhCSpMFpyMSUXTnjdNeSAj+p3j+P32lGpday+fw8q1cSzI60+AVkev35Xb1sTX7x7V8TjF0+d/CwvenhqqusZHrLyg7/cxJpFT/CX336Oto6B0eP5uWk8/dSjo+Flff1WvF4/OcPRz6RvZGlhKgBtPVbOWMyYE3S4PH4yUxLIauhEpZr7+7aKolCXnTo6u+4ecFBYkEFRloXSgtQZt6dBm4nV5qIgTcW61SUzPr5AEC1CxGeBZ393njVbtmFImN4sUrIs8x//+TwrtuyakvPaxwfO0tdcQ/7KrZN2VvN73Zx74z0UFAymTFJyVk/aHpVaiyV9KQABv5vTr7yBMTGHlXeHeorfiDk1m8MfnOHW3eELxXhdroh/l4unP2XFmnUR+74m4NcysX3h8xu59571fHy0hs7uIXKyktm+dfnoDNzhcHOlsZsNpsjVxmIhP9MSlFr0Stsgjfnp+Pwynf120pOMGPVaugcc5Gcmkni5HYNWRcIMhUd5/TK28gKaOoexmHR4fQEGrG6y00Y+m4kGLQVZFiRJYsWi6fcwv5FAQKbVnMfwsJNEvYr1a2Zmr10gmApCxGeYNz7uJj0rm5T06V0SVBSF/3zmV6zYeht64+QfFg68+TEexzBFq3dO6nq/x0XVG/tRqXUkZ61CimLGHAtqjYG0vPVY++q49M5xyveGJl65Hr05CdfweDnFw8d2Ox12rIMDPHhncdjjNwr4qH1qVVAY2TVsNhcXa1o/E/DpmSkvzh9zlLx+CbqsKBWrw4Nn7SIa++14vAEsJj02pxevL0BakhG318+w3UNWqgl/QKarf0T4FRRauqwUfVZIpKXbSn5mIipJoqPPRnpyAjqNmp5BB+YEHQl6LQNWFxq1irQkIxqPnzVLs9Bp586+sj1vKSfPXCEl2UJZehIlxVmzbZJAEDVCxGeQk80Gejra2bp7z7SP9dyvfkvpuq1TEvD3XvsAlVpDdunkyptWvfYegYCHlJw1SNL0ZrOypC+lv+3khOFhiixHPN7dfIX0/OKwx45/+AF/9kj4mX4kAY/E1aZurFYXG82OWQlRkiSJpM9SpGamRrdCc/1DwPVx2Muuy20e6d9zDVlW6EoupK6hk8yMJBKHHOzeOfUc+gLBbCDyBM4gJz46wObb7pj2cX771kHS84owWZIn3ccHvz+EpFKTmr805mv9XjcnX3gZgzmLlOzKaRfwaySml3H+DwfHPcfa08L2O0PTnQL0tjayb1doWdfqs6dZVrk6rFd7LAKuKArHTtZhNhmo0A6JGOMZIhCQ6U0r5siAntOuROo1mWg0am7bsZKVKwooKpw5RzmBIN6ImfgM8dqhTpauqhw3vCkeHDx7FcfwQFCxj1g5/MEZ/B4nmYsjh1FFovbDaoa7L5KWv3HGxPsaOkMSjqGmcc/xez3o9KHOhEM9nVjSQuO7h/r7sQ0P88DuUMe7WAS8o3OAcxebuTMPpL7GiS+IEVlWGLK58QdkWFJO/4ANrVaNTqthaNiJTqfBbDLgcntRq1VYEo34ay+gUaswG3Wo1RLaeR46pSgKLo+fcx4LqSkjkQstbX0U5meRqVFz67apR1MIBHMNIeIzgCzLdLW2cOvez037WHWnP6Fix12Tvt7v89LfUkPR6sge2hHH/ugywz2XSMvfNCdnmePlMm+pOc8fffOrIeef+vgg/5/Ht4ecH62At3cM0Nk9SEaahT35U/udKIqCNbeU01WNIyFpXBOpdFQaCafRQ052Cnq9hqzMJIwGHSqViox0C4oyEh/u9frx+vyo1Sp8JSvoszpxGnU4XV66e4bJyU5GlhXaOwcoyBtZEm9q6R3J5w60dQyQnZmMRqOiu2cYS6IRo1FH/4CdJEsCSRYjgYCMrrUOs1GHJIFeq0GtlmL+TCiKgtcXwOML4PfLDKQX4XR6MRi0DA07URSFlGQTDqcHh8NDZoYFrVHNmqwUEhJGkvosL8ub0u9cIJjrCBGfAX71Zi3rbplaWFY0vPbuEfJKV0xJQN/6zWvkr7wl5usURWGws4r0gi2zJuB+nxO1JnLIXl/TRdILl4W0tzfUkF0Sum1w7MB7bNp1O5LkC2q/XDOxgPv9AT45XktZaS5rDTZw2KJ/IzcwnLOEy3UdWBKNmK0ubt+xcvR3HKtIXRO3a+TljoVvrViWH/bfy5bmTfhvRVFwu30EAjIOpxtHfimyVoPN7mZo2EFKsgmPx8/AoJ2c7GQCAZmOrsGIDwo5WcmoNSoG7Q6yMpMwJehJliRKirNEshWB4DqEiE8zsizjtNkwTWNJz2v0tbdMKZXqkY/OYzCnoNbEXn/5zO/e+mz/e/Zm4Lb+etbcvzfsMUVRcNuH2PPFYKfCgN/PQGcb33rs4aD22vNV5BUtYnNJqIAPDUYWcEVRaGzu4WpTD7dlBWCgadLvx+n2USelIzd2s2Vj7L4JM4kkSRg/qzFujrKuePnyseQpkR4OBALB+AgRn2Ze2H+Fyk2Rk4PEi1f3f0x+6Yop9dHfepmCSczC/V4PABrd1AupTBZFUZADvoi527sbzpJZUhHSXn3sI77+cHAGt97ODuzWYb6wK1hMJhLwK41dDA07KSpIHxHwKeDIL+NiTSub1hdN2Y/CanVSP5xPf/8gdpsj4rbCtQcwnV5HYqKJxEQzBYZGkpMSRKUugWCOIr6Z04xtaGhGCpsMdXeQt23iSl2R8DgdaHXGSV177o33SMoKjYWeSay91SRlhHdc8rodyH4fW7YHH++4cpmMguKgrHkel4uLpz8Nyco2kYB/dPgSFSsLWeTugp7ItcCjQVEULlS3sGXj0phWNvz+AEfqjPT29CNJ0uiPOdFEVpaaZStKSUw0jftQoCgKHo8Xu82OzWqnujeD4Xorfr93XPFPy0hlRXoP6WmJc9IfQiBYqAgRn0aO1EJqRnQVraaCx+VCa5icAF/jgzc+IHPx6klfr1LN3kfJ6xoEJJbeFl7EO6qPc/83vxbU5rAOMdzbzTe+9sXRNlmWOfTOmyGObOMJuNvt5eCRau7MA7qvTPWtANCSkMfy3ISoxFBRFD68qKGvdwC1Wk3lmhLWrJt8zLMkSRgMegwGPekZ0cV6y7JMf98gl1pl+qsHg2L1rwl/UrKFytxBMtItQuQFgjgiRHwaqak6MyNx4a/8/gOKV04uIcs15IB/Unvhs40s+7H21bLx4S+HPd5Z+ynZS9cFCYcsy9Se/Jg//ZNvBJ17eP+b3LJnL2q1a7QtkoArikLD1S6sNteIgMeR9s4BFhVP/PD3/jkVvT39rN9YyfqNq+NrRAyoVCoyMtPIyIws+kODw9Q0tfFxTf+osEuShKIomMwJrC2wkpmRJAReIIgRIeLTiSRNe1w4gC9C7HNsTO7mKQf8cU+lGi2KItPfdoL1X/5S2OODHVcwmFPYemuwr8CFw+/x2CMPBgnGiYMfUr52AxsKJxZwu93NxZpWlpRksdjbHb83BJzzJlFRPn7azybXYg5+eJRNW9aycXN0aeIGB4Z49+QATsdIpbRrs+UbM9yFa5ckFakZGdxaric5ZXJCm5ySxOqU8PXEbTY7lxuaOXI5OB2uJEkUFOayOrdP7MkLBBEQ34xpwuVyz0iJUWDKs5eA3x/RIWwiFDkw40ldYETA+1qPs+5L94ddQXAMduNxDHP3g8Gx+XWnj1JUvjqoyMnFUyfJzi9gZ/nY7yBSHHj9lU6cTi/rE+yoeuJTuOR69HotFkvkVLnnu7OouXSG+744fk34Yw0aLp09NSrGluQUFpUtw2wJL6Tj4ff7Gezr5f3T7diGm0Nm0mkZmezdnIbBoJ+gp/AkJppZvSbUp0KWZVpbOnj7Uz8+n3t0TID8whzW5g0IcRfc9IhvwDTx2kdtLKtYPe3jBAKBKc/2XXYruoTJ1YdWa/XIAd/EJ8aRQMDLQPsp1n3pPjS60Aclt32IwY4rfP7rwTP05upzWNIy2LNlLJtd3cXz6PR67t6UPNoWScBPnKonPzfts9n3zC/71gzk0VBXz1333BbxnN9+2EZ/dxfJqWls2nl7XFaCNBoNGdk5ZGTnhBxTFIWB3h5efq8Wr8cz2mZJTuHeW3MmLewwskxfVJxPUXF+ULuiKLS1dvL2pz34fO7RhwmtVsPi0kWUp3eIZfkFhlx3Adk0+c8SgOzwxMmauYUQ8WnC6bDPSGz4e0cvkJwZenONBa/bhUY7+S+IokwtnCoWPM5+bANX2PDQA2FriHucNnqunOO+G+K+O6/WAXDv7rEiJs31dXhcLh66a6xedLhELoqicOTYZVYsyydlHOc1l9vH6doujHotJoOWIbsbWVYoLUglI2XiQjSyrNDa1R+UaOUafn+Ak8fPct8Xw8fBv3/WQe35c5SvXc/yyigrscQBSZJIy8wiLTN4C8A6OMjL757H6x3xatfr9dx/WyGJiea4jFlQmEtBYW5Qu8/no6G+iVdrnEGe9GnpKWwucYzGsQsECwkh4vMc22BfxMpb0aI3JuDzuiY+MdL1pgzc9m4M5ukt4WjtvQzAxofC74F7HMN0N5zl3m8EC3hPayMu2zAPXyeA7c1N9PV08cjnxzzaw+2Bezw+TpxqYN3qRRhbLocd99CZFlItBhIMWjbYnaidwbPAbl8SJy91sHJxBgmGyM6DA5klrM8JP3P+7SFbxBn4z1+9SGJSErs+d2/EvmHkYeTNg6fo72gZqbj6mZnj7Ylf+39yRjZ3bV8b9RaRJSWFdbfsGH3tcbv5/cdncNpsIEkkp6bxhV15qNXx86fQarUsX1HK8hWlQe19vf18cL4ej9s+2mYwGtha6h7NsS4QzFeEiE8TM7Wc53bYMZomtxR+DaPZgtc5+bSgq+7ZxskXXkZvypyW9+11DWLrr8ecupjld4afZTqH++hvqeHebzwcZENfezPDPV187cF9o23d7W20NV7l8S+OhWKFE/DhYSfVtW1strjQ3CDgsqxwpX2Q/mEXm8pz0Zy5OnJAFfr+s650ki4rnKqV2bwyF7U6vFDbHe7RnOjXc9WxiOSUqyFL04qi8O+/Ok7Fhs0RQxl9Xi8vvrYfv9eDpFKRnlfEso23xvR3kmWZ4d4uXvn9+/i93tF2g8nM/Xt3RCXseoOB1dclPRrs7+O516qQAwG0Oj1f3lNCQsLUwiQjkZ6Rxq07gz3nnU4XZy/WMnh+ePRhRafXsWWJm4z06V9BEwjihRDxaWJG9+SmOJZKrUaR5Sn1kZJdyUD7p6Tlhy/zORkCfg/DPRfR6BLZEGH2DWDtacU+0Mm9jz4Y1N7X3sxAZxtff2hshtrb1cnV2hq+9cDq0bZwAt7ROUBX9/BnNb+DRfdCQw++gMyS/BQWtfXBNQEfB7VKomLIxpnabjasCL/90djcQ0lx6GrGiWNn2fu50Fn4f7x4mrVbtodNJuRyOnjhlTdRaTQsXr1pStELKpWKlKxcUrKCl69dNiuvvPE+vs8y9pmSkvniPbuiml2npKWzedduYGSW/tv3T+Bxu9Hq9Dx412KMxul1Ck1IMIaE5bndHi5erKX/0mBQ9rptSz1ixi6Ys0xKxH/84x/zP/7H/6Crq4vKykr+7d/+jY0bw9+8d+7cyaFDh0La7777bt566y0AvvGNb/CLX/wi6PiePXvYv3//ZMybdfx+f9j92ulAq9Pj87jRGyfecx2fyBW+oqF0Vxm1B3z0tR4nJWf1uIVIJsLnsWHrr0NSaVn7xX3jes73NVejyDKf+8p9Qe09rY0M93QFCXh/Tze156v4k4fXj7aFE/ArjV34/TKr9cNc78AmywrvnWhk/fJskmvaYCC2zGxGnRpFUegfdpGWFDrrzEwP9RwPBGS0Wk3IQ+FvP2yjuLQsrIC//PsPcAwPsXzzTlRxXK6+EWOihdJ1Yz4G9qEBfvni6yiyjM6YwIP33olGO3HuAb3BMLr07nG7eWn/cTxuF2mZWXzxtvwZeyA2GPSsXR+cmtflcnP2wuWgGXtyioVtpW6xxy6YE8Qs4i+99BJPPPEEP/3pT9m0aRNPP/00e/bsoba2lszM0CW9V199Fe91S3D9/f1UVlbywAMPBJ1311138fOf/3z0tV4/NU/E2cRmtWNKnNoSd7SYklJwDA1MWcS1BjNep23SXuoAZbevRJaXc/bVtwGJpMwVUWdyCwS82PsbCPjdaHRm1j1w37g3b0VRaK8+hiWjgJ13bQo61tVYh2N4KGgJvb+nm+qzp/nTr2wYbQsn4JdqWjGbDCPpU6+jf9hFXcsAt8k+VDVtUb2ncKwZtlGj14QVca02VHA/vKhh/cbguu4Oh5PB3p4QBzZFUfj58y+TVbyEohWrJ7RFURRsA32cOHIRr9OGIgcACY3egM5oZsutFRjM0adRNSensnzTiBi7nXZ+9fLvkQMBktIy+cLdO6LqR28wsOHWncDI3+w/XzoDwMp1G9laOnMOlNcwGg0hM/ahwWEOnL+M22UfdaBbVFLIuoIB4RUvmHFiFvF//dd/5Y/+6I947LHHAPjpT3/KW2+9xbPPPsu3v/3tkPNTU4P3+F588UUSEhJCRFyv15OdnR2rOXMSl8uNwTg9+3s3csfWVbz69kFSc0I9mmPhzvt38+ZvXiO/fGrFWlQqNeu+tA+/x8X5Nz9Ckf2fJb3RotEnotaMhKT5vQ4CftfoAoBKrWHVPTvR6Cf+vXlddjpqTpC7bCObbykLOtZaexE54OcrX7p7tK2vu4vL585OKOBnqhrJzUkh87rKY4qiUNs8AMAGuyPsnncsSJKEOkIf3T3DIRW8hgaHSUlNDmr71e+r2XJ7aLW6n/38BZas2URCYuRY8IPvnsDW2/aZLSoMiakkJGeQkrsYlVqDIssEfB48TiuH3z8R4iuRlFXIrXesD9d1EIYE86igD/V28fPnX0al0fDwF+5GH+V3Iy0zi2133IWiKJw/eZzznw5SuLg0KBxwNkhOSWL7jrEHR0VRaLrawqsfO5FleaSiW4KB7WXecWP+BYJ4EJOIe71eTp8+zZNPPjnaplKp2L17N8eOHYuqj2eeeYaHHnoIkym44tXBgwfJzMwkJSWF2267jb//+78nLS18GkePx4PHMxbzZ7VOreBEvAkEZCTVzKQwNSaY8LndU+5HpVajUqkJ+DyopxBudg2N3sjaL44Jqd/rweMcpunYVRZtKUFrNKMzxF71bKCtDpe1n/u/+bWQWc+VqpMYEy186Z6do209He3UX7ow4RL6ydMNLCnJJrmrYbTN6wtw+nIXSwtTSapujdnWSARkBZvDQ+INca+WxFBxu/E9ejweNFptyL7zr176A0UrKiMK+Lu/ew+PY5jEjHzyVmwJew6ApFKh0RvR6I2YUoL35xVFwdrTwh9+9SqgoNYa2PPFOydM15uckU1yRjZ+n5eXXtuPz+OmeNU6bl8fXXlVSZKo3DRic3N9HT/99UnSsrJ5YHdhVNdPN5IksWhxEYsWF422ORxOPjl7CbvNNvo3LF26iIrsHjFbF8SVmES8r6+PQCBAVlbwlzsrK4vLl8OH31zPyZMnuXjxIs8880xQ+1133cUXvvAFFi1axJUrV/jbv/1b9u7dy7Fjx8I6yTz11FN8//vfj8X0GUWn0+K7bgthulGUqTmlXWPvg/v4wy9fobByx8Qnx4hGp0ejy6R87+QKwgR8Htqrj5OcU8K+64qWwIi41Bw/SFbRYu6+dSyHfFdbC031dfzxQ+tG28IJ+NETtaxcXoC5vW60bdDqpqapjzVWO9rq8JnZfAGZM61DWIwa3L4Adk+ANJOOlAQtOZbIs83lPYOccvnYsip41n3jHqvX6w/JSPbiO1dYs3lbUNv+T86jMxpJSg91ijv2cQ1d9WfIWLSKjEUrQ47HgiRJJGUVkZQ1IlY+j5N3XnoLOeDDnJbDbfeMX8ZWo9VRtnH7SM3186f4z/OnWLJmE7vWLI7ahqLSpRSVLqW3s4N//9VxMnPz+dJtU1uFmg5MpgS23jK28qMoCvW1V/nd4bHPUkZWOtuWONBoZidtsWBhMKPe6c888wyrVq0KcYJ76KGHRv+9atUqKioqWLx4MQcPHuT220PLaz755JM88cQTo6+tVisFBQXTZ3iMmMwJuBydMzhiaA7syaDWaEjKKmKgrZ7U/NKJL5gh+lsu47L2s+/rD6DWBH9kA34f5w+9x9L1W7lt3ZjNbY1X6Whp5ptfGttPDifgR45dZk1FcVAMeM+Ag6bOYTbYHUhhwsEaeu24fAEcXj+LGx03xFk7kTZk8X5tN3eUhY+blySJJHPoakf/gD3o9actSZSWBc+sPW5XyHJ0a+1FKm4NXV6/tnReWLlzWmZ/Wn0CuctHvsu2vg7eeP5ltPoE7nrg7nEzxUmSREnlhpEiMmeP8+z5U3ztofvQxeAHk5GTy46cXLrb2/jJr06QX7KYfVvTp/yepgtJkli6bDFLl409sPR09/GH4zUEAjKKopBoMbNjuU84zAliIiYRT09PR61W090dXPShu7t7wv1sh8PBiy++yP/7//6/E45TUlJCeno6DQ0NYUVcr9fPacc3kykBlzP+ebUjkV+6grbaixQsm3wJymvsunsrb7/0JvaBLsyps+uj4Bzqpa+5mtT8pdxxX2iIlWN4kLpTn/DNx76CVjd242uqr2Wwr5fHvjA28wwn4MdO1lG5sihIwLsHHLR2W1lrtYeE7lndPk63DrK+IAXP8c8c3244R5IkONXDGmC/3MVdy8P/Dt1ef0ibThf8dezq6KF85diev8/nQ6MNvsH/4aNPySos4UaOfHgOx0D3uEvn8SQxPZfE9Fy8Ljt/+OUraA1m9n757nEfHiRJonTtFgJ+H7968XVMyak8eG9sVf+y8vLJysunub6OHz1/lNWbt3HL0qlFWswUmVnp3HbHWNlbq9XGB2cu4XGPOMwlmIzsXOHHZJqZGgyC+UlMIq7T6Vi3bh0HDhzgvvvuA0YSQRw4cIA///M/H/faV155BY/Hw9e+9rVxzwNoa2ujv7+fnJyppROdLa6FoswUd2xewbO/uBC3/u5+8HO8+evXQVEwp83838DrtNHVcJYES3pI+tRrdDc10N/Zxp/88aNBQlF38Txet5uvfW5M/CLtga8oy8fUVjva1jPgoK3HxuqhYGcuRVG43G3D6vazqt2Dpz3Ycz0S67t9fKju4baloVsI1jB5nBPNoTfr69/b64c6Q/Lx97ZcpXxb8INuwO+nt+kiRat3TWijLAe49M5xvM6BkHTwkqTCmJgbMcFOOHRGMwWrtuNx2njjFy+RmJ7H7Z/bPu41ao2W8m23M9TTyf/5z+cpXbslaFUlGopKl1K4pJRzJ45Sc9bO41+qjGs2uJnAYknk1p2bR187HE4Onr6Ayzki6sYEI7vKhagLgol5Of2JJ57g0UcfZf369WzcuJGnn34ah8Mx6q3+yCOPkJeXx1NPPRV03TPPPMN9990X4qxmt9v5/ve/zxe/+EWys7O5cuUK/+2//TeWLFnCnj17pvDWZpeZdl7RGRJwO+0YEuKTlOJzX72P/a+8g9sxRHrh8okviAMexzA9V86jNZq499EHI/4O604fJcFs4bEbCpxcPHUSrU7Hg3sWjbaFE/Cz5xpZvCiLxI6xPfDeQSdtvTYqB4OdJPvsHq70OVienUjG8ejE+3qWZyfSMewi94aQstL8VKwOD5brnNuGrc5x+7IODbJizdj+vj9C9bm3XnidvBXjRxlc2n8Sl7UTSVKRkJRPQnZoPLYiB3DaOjj9yh9QkFGpNFTs241GN/EqmD4hkcKKWxnubuG1Z3/D3Q/fN2EYZHJmDpUZ2dSfPspLbU0xz8olSWL15m24nA5+8usPWLysnL0bY6/aNlcwmRK45dYxL/hrou50jDxkmhNN7Cr3YzCI5febmZhF/MEHH6S3t5fvfOc7dHV1sXr1avbv3z/q7NbS0hKyH1ZbW8uRI0d47733QvpTq9WcP3+eX/ziFwwNDZGbm8udd97JD37wgzm9ZD4RMzkTB3j4S3fzi1/9NmRWNhXuemAvh949Scu5g2QvXY/OOD1ZqwY7rmDv70BvSuLzj345onh73S4uffIhi1dv5I5NwQ8Wp48cIj0rh7s3jyU/iRQHnp2VHFTIpG/ISWuPlYobkrdc7rahoFDSaMfbNLntEe2ZPtpLE0NEPOFSC0PL84NEXJZj+8z87s0PKVwRHEPucTlRa7QRhVYO+Dn92/9/e+cdH1WZ7//PmT6TMpn0QkgI6SGFltCLBAIiRUUBFRDbrnfdct2me1dZ7+5eda93d+/e9bds0UXdXREVwRrQQKgBhBAgpJCEkN6TyfR6zu+PmIHJ9MlMZiZ53i/nJTnznOd858nkfM7zPN9yGILgWITH259hUyw2gsSJCBInfnOuDlc/KQNt1CIoLAlZa+bYPR8YCUkLjZqGIx98jiBJjMNZOUVRSJ+3GIPdHfjL397BY49uB4fj2m1KKArCyvWb0HD9Gv6yvxFPPDjbI9XcfM1YUZfJ5Dh6qRpazYioR0VHYGmGxmZaX8LkxC3Htmeeecbm8nl5ebnFsYyMDJuiJhQKceTIEXfM8Hs84WzmLGw2GzyhCCr5sN04YVdZXlIImp6H0gOfQa9TIzolH/xxJIQZRTnUg6HOJoBhEBaXYpEydSzdtxrQ33YLTz7xiNkyKcMwOPNlKVKzZ2FV/u1lRmsC3tDUheAgAWKGWkzHpHINbnUNWyyhX2gZRHK4CKxLfeNOa6s10BbfhRABF1+3DGJ67O3flSTMtZA7tUKOoNAws2NHPyxFXIb1OG6jQY+LBz5AREIhWGzXQyBZbB7CYkb8DBRDzfj6vQ8REpGOzGL7vhgUi4VpOYsw1NmET/5xEPc8fK/Dv4vw2ASEhkfib2/8A+nzFru8vA4AaTm5SEiegf/bdxQFCxZheXZgLa87IjQ0BMtX3vZ56O3px6EzNaDpke9bWnoKCuL7SEjbJIfkTvcSCUkz0N58E4kpzofPjJeHH7gHf/nbOyhYebfjxi7AYrFw97YNoGkaRz88Ap1mJJ+4JCEVIrFzHsFq2QCkXc2gjXowDBAkicaGR+53eIOhaRq1FcchiU3A42P2x41GI8o/+xjzliw3y+ZlTcBb2/oBAInKDtMxuVKL2lsDI0lc7uBUUz9mTwuDpsIzEQZJNxU4a6SxOMV8rKbHmBfaUKrGX++YYRibaWovvX8QEdOKnM6iZ49gyQwEhSVD3l+PSx+0YM796x3+LiXxMyEKi8bBv72Dzbsfsog0GAuHx0fBXetRe64cnysVuHuZ6yVWRUHBKN50Hy6dPoEPe8S4f2WC45MClOiYSBSXLAMw8j1ovNGMD06M7KfzeFysnMVALCbJZyYbRMS9xNr5oXjjgysTKuIURWF6Zh5aaqqcSrvpKiwWC2sfGCnnSRuNOPbZKQx1NJqu/Y0V3/zffOWFHxyGtQ+sc5gY5E4GOlvRVl+NnQ/fD6HIfJaqUalwsvQzfPuRBRAK7Qt4T68UMrka2dSA6ZhKo8flGz1YNCZRzumb/ZiXKIHybKfTdjqCTVGQiBzvW6rGiLjDGdSYt7VqFbg2Mt5VHfoSoVFZHhFw0+UpCqFRmTDolPh6/wGIo2chY1WO3XP4ohBMz1+GQ2/+Axt2bXNYmIWiKGQvXInGy+dw+Es1Nq12L6Pg3CXL0XyjDn97vwqPb8mf9LNTiqKQlpGCtIyRyAWdTodzF69BNiwHwzCIio7AskwtWXqfBBAR9xIURY27Mpg7rFtagH8c+ATS3i6ERXvPs5zFZqN44wqv9G00GFB3/gRCI6LxrSd3Wrw/2NeLqnNn8b3HlpotrVsTcJlMhfbOQczm397v1mgNOH+9E0t15qJ5/tYg8uPFdgV8WG/ADZkaoAAJlwO1kcaQzoCFkSHg2ouNtnKspXsYmcm3HT3HlsC8cwvKma2ZY5+WIzzRehY0g04JniDM7vnuwuEFIWLaAgx1V6HmiBrZJfbTsrI5PCTPKcYnb7+HTbu2OeUolzp7AW5VV+Lwl2fdFvIZ6ZkIj4zGH/5ejmd2LQo47/XxwOPxsGDRbafIvt4BHDpzHUajEWw2GwVzcjAz+JbvDCS4DXkM8yJ8oRAqpcJxQw/zyIMb0FJzBVq1fW9nf6S9vho1Fcfx8NZN2HKPZYhUS2MDGq5fw3cfXexQwHU6A65Ut5gJuFZnwJmr7RYCfrVDirSo4Nvx32PoUGlRPayEXG9ESCONkAYahhoduPUGRDcD1cMqDFqJ/R5lSK2HXKM3O5Y4Zjldq7V9vlarM4uF12m1FjHjBq0GXL7lcmn15xUQhXp3GZmiKITHzYZW2Y/qzx2nYKZYLCQVrMThfe+CNjpX2CR51hyo5DJ8cuyC23aKw8OxZPVa/O+bJ6HRjH/7IlCJio5AcckylNy9EiuLF6PlVjveL5fj/XI5ymt4oH0wASG4BxFxL7Jt7UxcvXDOJ9d+4rGHcP1MGTSqiX+IcIfh/h5cKS+FMCQUT+zeDr7Acpm1+uIFKOUyPHa/eblIawLOMAxOnq3FYsntG7XRSKOiugPL9OY374Y+BSKD+aC/Nk9iNMoVqRJamgGnzgDFNet56oU3jGhRajCo1Vt9P6VZiS6Z+bmsMTPrwSHbvyudTgfeHTNWpVwGYZC5g6GtmbpW1Q9BsPXscZ5GHJ0NvWYYtUcrHbZlsTmYnr8cH7/9ntP9p+TNw1BPJ748V+O2jQKRCKs23oc/vVMxpYV8FDabjbnz87Fm3QqsWbcCCdPicPCUCu+Xy3H4rAYKxfhrMxC8BxFxL8Lj8WDQW7+pexsWi4Vvf+tR1J07AaVM6hMbnEGtkOPaqS8x1N2Bp554xCz3+SijHuji8AiLohfWBBwASr+qwl0x5jO8CzVdKFSqzcSuS6YGAPAu91u97qVBBRKEPOiuO77ZC28Y0aS0fsPjsCgYx0RodA2Yi3ZcbJjNvmmaMfOS12o04DgbgjnBCczE0dlQSltw47jjegpsLh8RSdn44sDnTvefMX8Jbl67CK1a7baNHA4Hd228lwi5FaJjIrF67XKsWbcCCxbPQ3kNB+8dG8aB4zJc74/3tXmEMRAR9zLJaRm4WV/rk2tTFIWnntyJ1por6Lp5w/EJE4hGpUD16a/QXl+Nxx/dhq2bLXN/A4BWrcZXhz5EftFCrJ1vvvxsS8C/+PIy1oxZPb5+sw8Z08PB49z+yqt0BnQNayC5PmRxXSPD4OKQAhmhQvRXOb8tkSji25yNd4+ZiUeIhWb73kaj+RLmnQ8bbDZrzLIzA8pip93GnrkPnLgkcXMg7b7qVNugsGhQLBZOH3euPQDkLSvBvncOuGsegNtC/v/eOQujk0v6Uw2BgI+ly4uwdv1dWLNuBaTSETE/cFyGM41BE54Pg2AJEXEvUzIvBB3NN312fYqi8Ogj94+k1zxTBqPB9r7rRCAb6EP1qS/RWnsVj+54AI9s3WBzGbi7vQ0Vx7/Ed3cvQdEM86pwtgT86LErWFtcYNZnW48MQUIuQu8oJ8owDCrbpZjWaB4fPvre5SEleDcMaL/k2nbEUJUKvTZEPHJM6dFgIQ96w23h7uw2f5i48wY5Uhnv9oyRxWJb2be0dUOd+BstRVEIiUjDlcNlTrWPTslDX7PzqYNZbDZS8ubjn+9/6q6JAEaEfMW6DfjjW2eJIDmAoijMys1Eyd0rUXL3SkgkYnxwQoEDx2U4chkwGMiDkC8g3ukTQHxSMtqbb2LaDMtCFRPFfWuXQqtW4539hxASHonkHNdjbt2FYRi01V2DfLAPwZIIPPboNoee1tcrL0Kv0+I7OywLeNgS8LPn67FiSQ6YuiumY3KlFoMyNXL6h83bNg8gL14MXavlkmyNTI20EAG6KNdvShRFoUujR2ao5XvcMeE8eoMRUrkG0eEj4XOJCeYpie8cIx6PB8MdD2ACURB0mrErBLbG1DfhVHxRBJTSW2BoGpQTGdOiU/JQ+sERrN3iXLrl0Mho9LQ2oeziDadrk1u1UyjEvCXL8eaHl82q3hHskzAtDgnTRiJgpEPDOHz2CoxGI4QiIdYUAHy+6wmFCK5DZuITwMYl0Wisrfa1GeALhXhi93ZIYuJx7dSXaKq64FUv1N7Wm7h+9hhqKo4jLDoOj+3aigc3FtsVcJqmcfKLTyGWhOPh9ZY3ZlsCXl3Thsz0BHCabo8zwzC40tiL7D6pWdvaHhmmS0TQWfFE71TrEMZlo6vS/Sp000V86K2Ma/+YoifiG51Qj/FIHxtWNsrYojqi4GBoLSrl+c9MfBRxVDaqDjmXkVEYGgGtUurSdzJ19gI0VZ131zwTYRERiJ2WiIPHOxw3JlgQJhGbvN3nzs9D6SUjDhyX4fBZjUX+A4JnITPxCSIzrwC1VZXIKnCcb9rbrFmQAyzIQfnlm6g7fwIAEBoRjfjUrHHlmNaoFGiruwa9VguAQdS0GXhs54NOnz800I9Lp0/iia1zERRkGSplS8DbOwYgEvEQ1t1odry8shXzlSpQ3NuhaDoDDY3eiKha85k5AOhoGv1aPXj149tyCOWwoTDQkPDMxzKIZx6XLOKxobvjeWZgUAGFQoOQEOsJW+58+OFwODAanbXTd4lN2FwhjAad44bfEDOzAEc+KMW6B53LOkhRFBLSsnHwi5O4b90yd80EMOK/cr68DGcbpptlACS4RlCQCCtWLQYAaDRalJ27DJVyGHw+D6sLKFKFzcMQEZ8gVuULsfdf3dBpteD5SWGXFbNTsGL2yBL/l+dqUP/1qZFJ2zf3/GBxOIIlERCGhILD5YGiKOi1GmiUCsgH+6GUDY3MDr+Z6PFFQdhyzyoIRK6ndqy5fAlKuRzff8x6gQxbAq5UatDbJ0MB31yUrzT0IGdGJAT15jOrmm4ZYm7IACsPK+cG5Ij2gPtCd5USmjQ25keYh4AJueZ/bhwWC71DKlP+9JkzYiyc21zFalIYH+/18gRi1H11FZnFeY7bikKg17i2ChKZkISrJy2LK7lD4fK7UPbxR1iYumTSZ3WbCAQCvqm8qlarxbGK24JeMocNoZBUYBsvRMQnkCcenI0/v3sEK+7e6GtTLFi9IBtYkG36mWEYDA8O4kRlPYZ6OmE06EdyMPMF4IuCUbwwD6ESybirQ+l1Opz5qhSpWbMswsdGsSXgNE3jSnULCoNVuHO2qVDpwKIohI8RcLlGDz6XBZ4Vm8/0y7AwIgRNNy0d3VyFS1FgcSyzgUnV5jNSHocF4x2Vy1g3a6BPm2X62VUREYojoZYNWOSzp1gs0LTBoylXXSFIkgxpTzUAxyIOAEHhsTj5VSWWFTu/ajU9Mxfvf3IMD2y4y00rR6AoCnOXLMM7n9Rg58aJKcE7VeDzbwu6RqPFl2cvQaORQSAUoGQ2eWByFyLiEwiHw0Fq1izUXL5kVhfaH6EoCmEREW6nuHSG1qZGNNVdx7e2zweXa90JxpaAA8Dlq7eQl5MEVpt5PHJNc/9IVTKW+Y3hcrsU2e2WcdxKgxExfC6avh6/gI/CZ1nelFjf7GvfKc7iOzzWWRSF1vYBU/pVh97SY95evqYQRw8etRDxoLBkKIduISQi1cVP4RkoigVX9uUl8TPRUVMBwHkRD4uOQ/uN664bZ+36EZFgaAbnbnKxIMU3eR4mOwIBH8vvGrm3KJUqfH72EqRSmYOzCNYgjm0TTMm8EGjUKvR0tPvaFJ9hNBpx+ugXUCsVeGbnIrcEvLa+AxGSYIjGCHhXvwJxkcFgjRHRE419KEoOt3qdZqUWWieSubiCtRSsYqHl55Srbs/Ow0IE4PNvP1dzOGzo70gWZCHqY54TODw+jAZL0clYlQO9znMPKO7h6kzL9ZlZWHQcSs84H2tuj7lLluHSmZMe6Ytgn6AgEe5avdRUgY3gGkTEfcCODZmoqboEpXzqPXm23WzCyS8+xY5NObjPTllIewLe2tYPhmEwXWVeqIRhGDR1DCHuprnXudZgRFQwH/LTloVNGIYBzTBge3j/U2ClOpRCa7DYntbpbztQsViUWVWp8EgJBvpvx46PFXEOlwedduzKgu0ZL8P4Mh+2a/vyFGtschvHTEvPQWeT4yxxTl2fopA4YyZKv556f6OEwIKIuI/4zo6FOPvVUei0UyP8QqfV4lTpZyOz712LIBJZ98AG7Au4Wq1DT98wMhnLNKml525igcoy7ruxT4GwGsusbABQ3icDt87zS6YiKyKuNdAWKwQRYvNx6O6Rmv6dJu5Cb+/tzxkSKoZMevv99asWontMJj4Wh2fVGzwkPBXygUaL4/5KaPR0lB9xPXTMk85oM7NycLPe/RztBMJEQETcR1AUhWceXYzyzz6GVjO5Cwxcr7yI8+VlePzB2bh3hf3cy/YEHACuXm9BAc8yPOz6zT4syZtmcZxhGGgMtFVnNoZhEMPnetwLmWYYyK1krwq3UlNcPSa7W5j4dt30qMhQDPQNmn5eNScUHS3Npp8lEZFQDps/nKzauBIDLZZpfjNW5UCvDZxZZZAkBqqhXpfPE0fG4EiF53IyJKakktk4wSG//vWvsWjRIohEIoSFhTl9Xm1tLTZu3AixWIygoCDMnz8fra2tLl2biLgP4XA4+N5jS3Hyi08n5dJ6V1sLjn92GBHRMfj2Q7ad10ZxJOCNN7sxIynabMkZGCkOotEZIbzaYnHOl/W9SLSSWhUAerV6xHohxEVKGxHBs/ysGr2lsMuU5rNmgeD2eWw2yyzkLCIyHNIByxUIs/NFwVYyuY0QHJ7iu9m4i1FuIw9WrofGxc3MRFdTvcvn2SIlIwu3bnhmiZ4wedHpdHjggQfw9NNPO31OU1MTlixZgszMTJSXl+Pq1at44YUXILBSwdEexDvdx7DZbHz/8WXY+8+TSJuVi7jEJF+bNG4UsmFcOnMSMQmJeGanc97tjgRcoRjJ/JSitcyydrNDirRECTBk/iBkpBnEhvDB6raebKRNpUNwg+eTeiTkByFGYCniMo3lsn1MeJDZzwODtnO1O7tiQFEAbTSAxTb/885aXYCv3/sQDEN/4zE+MTAM7Wa+GddPGm/IozVCJeGoaOJi4UziqU6wzksvvQQA2Ldvn9Pn/Md//Afuvvtu/OY3vzEdmzlzpsvXJjNxP4CiKDz9SBF6OztRffGCr81xG61ajdNHv0DdlSp8+6FC3G/Hce1OHAk4wzC4VHUTs9iW+9oMw6CzXw6RlVl465AKMyKCLI6PQnspCYpMbwTfyp54dIjlE7Z+zLI7j+fac3VYdByGeswd9qJm5KLvlvUl5bDoWU5XF/MUSmkrROJEN870j4IkufOLUH0pcP8uCebIZDKzl9YHfkk0TeOzzz5Deno6SkpKEB0djaKiIhw6dMjlvshM3I946O5UlF1R49gnh7Bw1WoIRbYFyJ9Qq5SoPHMKHC4Xjz9QAA7H+a+VIwEHgCNlV7A6/o5UcndQ9nULlhu0VsttDii1CLk2aHEcABQGIxJEPMjheX8Ea/vhAGC0khO8d8h86Tsk2P5S2tjZ+KbVC/HWPw9CEnPb12DB4nR8/I51oU5bmYGrn/RALe+EMGRiakPr1API2zCB4UOUjcx1bsJisXye9W6qY7jQCIOV1S2X+vhmJSwx0fyBcs+ePfjFL34xrr5dpbe3FwqFAq+88gp+9atf4dVXX0VpaSnuu+8+HD9+HMuXL3e6LzIT9zNW5QvxnZ0LcbniDK5eOOdrc+wy1N+HU6Wf4drXF/DYlnw8dn+eSwJeW+NYwC9ebsLiogyrN2S5UovkOLHV93rlGvCszIZN72v06L/ifJ1wV4i0Ub2pW275xJ8QZZ6adVhm36bgMR7qYwujjCIMjYBK2me1j7wNy6CWd8Gg987nvxO9VgYOL9jr17kTUYgY8jvGyBPEJk7Hl5fdL4pD8B/a2towPDxsej3//PNW2z333HOgKMruq67OPX+J0SI/mzZtwr//+7+joKAAzz33HO655x7s3bvXpb6IiPshLBYLTz44G9NmpODEF5+g4brzdZa9DcMwqLtahVNHPkd7801866H52H3fLJfEGxgR8GGpfQGXy9UQCngIarfuqNTcNYzprdY9mPuVOsTesO0s2KHWge+FfeHkeSHgWcnWBgAJYsuwOmbMkjFNm//MMIyZSG9YEoPGGvPvA4vNskjysnrTSgy02b7BzH1gM4a6qkAbnS9O4g7DfbXI31Ts8nkGnQZsrns1BoLDInDicoNb59piRnombjXccNyQ4PeEhoaavfg2aln88Ic/RG1trd1XSop75aUjIyPB4XCQnZ1tdjwrK8tl73SynO7HLM2ksDRzAb68rMSpI58jLDwCs+YV+qQwQ09Hu+lhIiM33+n9bms4I+AAUNfQidl8mUX6VGBE3NRag0Xc9Z2w7IxTnIALAzwvYOcG5FgeZaWYuA1au2XISr6dJlUSZr6FIgkXQzo0DEl4GABAJBJCozaPhb//nlX45MuzSMmfb3acLwqFRiGFIDjM4roURWH+1i34+r33EZEwHyy25730h/vqEBKe6tb3VdbbitBod/bRR2biPa1Nbp1rC1IMZeoRFRWFqKgor/TN4/Ewf/581NebT1Bu3LiBpCTXnJuJiAcAq2cHYfXs+Th9g8LZr0ZqM6dkZnnVk51hGNxqqEdX64jDWFRcPJ7aNnfcNzNnBby3bxiR4SFgqa2Hh5V93YJleq1VgdcZaAypdIgel6XuEW0j7lxpMGJAqQVwe/mcYRgkxYnN242pvTwrZgD1rVyTiAOWghIcKoZGZenVXrJlLT5+6wAS86xXhmOxOZi/7UFcfO9DiKOzweU7//DhCKW0FWwOH1lrHPyibaCWDaJ44wq3zmVxOC5ne3MGDocLvV7vMFSSMPVobW3F4OAgWltbYTQaUVVVBQBITU1FcPDIdlJmZiZefvll3HvvvQCAH//4x9i6dSuWLVuGlStXorS0FJ988gnKy8tdujYR8QBiSTqDJelzwTAMPq0YwNmyo6AoCnyBAGk5uQgRh7ndt16nQ3N9Lfp7e0wikZyWjie3eq7+ubMCzjAMrtW0YmW09RsxwzCIDheB1Wd9Jl3TLUNai8qqs9so7WodYp223DkS5gRDqrde49tQEIl5YebL6TQDi5UE1RgRj44S43TdgEV/Yx232GwODHodONzbM2qKoiAMi4RyqAdBkhirdrFYbBRufxCVH3wGNk+EkHDXQ1zGIh9oBCgK+RtXut2Hw+Iv9k92/1w7pM3KxeFTbdhyl2VSIcLU5sUXX8Rbb71l+nn27JGb3PHjx7FixQoAQH19PYaHbyequvfee7F37168/PLL+N73voeMjAx8+OGHWLJkiUvXJiIegFAUhQ2LIgGMLMOqVGp8cuoG5LJh0439zhs8RbHAZrNgMBhB00az90bFgMPhIjk9w2FGNXdxVsAB4Kvya1gVazvPd0effMQhrE9q9X0+h2V3KR0Apgl5Hl9OvyFXY47EekSBzkiDP6Y86aBKB+WY8qSjFcxGsea4Fp+YhK62FsRPTzYde3BzCT74tAxpcxaatV2zeRU+evNfNkV8lDlb1qPmyEUMtF9ASEQaeEKJ3fbWMBp1kHZfgUiciJy1hS6fP4pBqwaH595+OABo1Srwha7XtHeEJCISdVcuAyAiTjBn3759DmPErT2YPvbYY3jsscfGdW0i4pMAkUiIrSUzbL5vNBphNBrBZrPBZlvWufY2rgj4jcZOFM5JBTptOxG1dMlQpLLtWS3TGOBoJ8vTc7WEOcGok6tsbjf0yLTIGqujs2cgiWv++9Bqrc/k72RdURje+OCKmYgLRCLoNJZ54wEgasYs9N68iugU+/W8s0vmAZiHK4ePQTHUDL4oAiLxdIdbKAadErL+G6AoFuY+sBks1vi+Y703r2LtA3e7fb5KLoUoNGxcNtiC7I0T/A0i4lMAX4k34JqAMwwDuUKDVL1tAR9WaBAk5AJ2oqOcSeKipWnEzw5Cr4fChlpVWsyV2A6lCrNShlRvMCI0yNyhbHDIdsa2UWyFlYVGREPa142wKPONgiUr8/Dpv25Cp5KDJwqxOG8s+ZvuAgDUHr0MafcVANTIfxQLFGvklkEbdaYnITZXiLlbNoDyQLY0hmFgNOrHNROXDfRh+33zxm2LNca1zE8geAEi4gSv4YqAA8Ctlj4kT48CemyHhnX1K5HZOwTYiAGnaQbhQTzYVXkAs8RBqB5WeeQPICJfBC1N21zC1xppBPMtr9TYPoTEGPPl84R4CWiadip96Nh98fvvXo4333rPQsQBYP32TTj4t3eQPGeV07PJEae02788mjaCNoysFIxHZO3Rd/MqopJnjasPo0EPjpecz8hMnOBvkDhxgleoq3VNwGmaRsPNLkh67IcGGWkaHDtJXFR6o9MZt9keuB/TDIN2tRbTRLZFbThHgugQy/cjw0QWokBRlFnREwDg8bjQ6cz3zpNS09HSaL5iQVEUuDy+lRrjI+8l5CxER02Fw89kCxaLDQ6P7zUBp40GaNVyLFqW7bixPchkmTCFICJO8DjOpFIdy+mKehTH2b/7anUGizSlY+lXaqG+2OPUNXksFmJnjy+1rTqdg4wQ27XRAWBIpUOolZSRXI7ln590WAWl0txDPSl5GlpvdZgdWzMnCJ2tlvnit29Zj6bL1utwL1iUhpDIBPTdum7XXl/RUXsOd2/d5Gsz7MLhcGEwOPZbIBAmCiLiBI/ijoAPD6uQEO/YG/pG6yCWWJll3gmPzUII17n9/5nBAlQ6sQdtC0MmB9NEPIg49q9nbT8cAPqllo5o8bESi7CzWdE9aGvtsGhrDS6PB4ahLTK4jbJy3UKwWGwMdXo2Gcp4kXbdRHB4HLg2smc5i0YpB9+LNQdEwcGQy9z/zhAInoaIOMFjuCPgANDc0oskVZfDdmw2y+GeJM0wMLqwnHpXTBh6bTv2W4VhGKjT2YgX8BAjsJ/pTLAwDiIblcmEVvbJWSzKIsx5bF1xU99CIdQqS8e8hx7YgBuXztq0afXmu6DXqCDtarZr+0ShkQ9BJe3HqnusJ6VxhZaaK9hyz10esMo6HC4XOh0pSUrwH9wS8ddffx3JyckQCAQoKirChQu2y/Tt27fPImn82KLnDMPgxRdfRFxcHIRCIYqLi9HQ4NncxwTv4q6A6/UGqDU6u+lTRxmUWQ+huhOGAZiCSIft7mRhZAi6ZzjneZw0LwSDqSxkhooQbqPQyZ2cudlvsxxqkJUZunRYhSGp5UzPmm0PrJ6B65cuWhznCwQAA+jtlFhcu6UEBq0ag+2+zQeuU8nR03QF9zy82SP9GfQ6cHmeTyE7CovFMhWvIBD8AZdF/L333sOzzz6LPXv2oLKyEvn5+SgpKUFvr/VCFMBIwvmuri7Tq6XFfC/vN7/5Df7whz9g7969OH/+PIKCglBSUgKNxvNlIgmex10BB4BTZ+tQFOK4mpbRSEPgRK3teCtFRhzBZbGwLCoU6gwOuDl8GK0IZnSBCIZMLqqGFFgcGQqhHee6UWiGsWkPwzCQKS2TzURGhCDYQTnSUQQC605sAPDI1o24cfG03fPX3FcMisVGV73lg8BEoFFI0XXjIjbv3u6Z/lQK8ASu//5dQa/Tgc/33kMCgeAqLov4b3/7Wzz55JPYvXs3srOzsXfvXohEIrz55ps2z6EoCrGxsaZXTMztrBcMw+D3v/89fv7zn2PTpk3Iy8vD22+/jc7OTrcKpBMmlvEIuEqlxbSEcKfaDgyrkTwmz7g12CzKqgg7gkVRmCMJRryAC24OHz0zAE42D8o0NuSpLBgYICdUiIWRzucX1xZEYlqYdVFpnR6NpFjLvpiGapfs5nB50FmZcXO4XIhCJRjut+/kt+qepQiLm4GWy8dg0E3cQ/NwTyv6W2qxefdDHgvbunnlIrbdu9YjfdlCrVJCFOT5bHAEgru4JOI6nQ6XLl1CcfHt0oIsFgvFxcWoqLAduqJQKJCUlITExERs2rQJ16/f9o5tbm5Gd3e3WZ9isRhFRUU2+9RqtZDJZGYvwsQzHgEHvtkLVzveCweA9j45Qq63OdW2ddD9OtlCDhvpIUIsjxYjNUSIueHBmB8RgmiB9cIm9uiWaSARWZ+1GYw0oq2kaJUpdVZriodJQiEdGrY4vnXtTFz72nrd+W33rsGt6kqHdi5ekYtNj25Hd0Ml+ltrHbYfDwxNo6OmAgatCht33O8xAWcYBrTR4LX48FF0Wi0EAu+E2BEI7uCSiPf398NoNJrNpAEgJiYG3d3dVs/JyMjAm2++icOHD+Mf//gHaJrGokWL0N7eDgCm81zp8+WXX4ZYLDa9EhPdK1lIcJ/xCjgwkp2M68CzexSVRg+2E/vmADBd4vuZUnd6qN2lfZVGb9UPIEjIRWiIpf3zpstxo/6mxXGRSAitnW2npOwCNF9zLOQsNhsbd2yBIFiC1isnIO93zhveFQbbG9B27RSiUvKwerNnnc9uXvkaM/K8k6WNQPBnvO6dvnDhQuzcuRMFBQVYvnw5Dh48iKioKPz5z392u8/nn38ew8PDpldbm3MzNIJn8ISAn/u6AYVzU51uHyl2Xph5HBaCF3unkIuz6GkaCTaW0gFgSG5deNnps6yKe1hYEGTD1suy8oVCqJTWw55KFuVCp1ZCKZM6NhrAsuI52Lx7O4x6LdqqT6OvuRrMOBy5GIZBX3M12q6dAk8YhM27t2PBojS3+7MGbTRCLR/GXXOc/z4RCJMFl7JORkZGgs1mo6fHfJ+tp6cHsbHOFXbkcrmYPXs2GhsbAcB0Xk9PD+Li4sz6LCgosNoHn88Hf5zxpAT38ISAA0CQiA/uTeeTjmhtlPi0RpJEhPMtg8hwxzAPoMqPQLyVRC6j0DSDuEjredalw0oEiZxzbBtl+7pUvH34HBasLLb6/o7tm7H3z/swe9U9Ti9f37V+pBzi2ZM16Kw7D4AChyeAJCEVPKHtHPEAoNeqMNh+AwatGgwDRCZloeT+NS59Jleov3gaaXMXea1/AsGfcUnEeTwe5s6di7KyMmzevBnASLrMsrIyPPPMM071YTQace3aNdx990iVohkzZiA2NhZlZWUm0ZbJZDh//jyefvppV8wjeBlPCbhebwCHwwZcmOANypx3uuI4EU/uLfQ0jUGlDgXTwmy2UeUlQayxHmvM43IQZCeFqzW4XC4MetuxyxRFIWP+EtRdOImsouUu9T2SAnUkDapWrUL556egUytN/cIiyS0DNo+Pu9Yv92rSlVEU0gFw+QIsy0vy+rUAUgCF4H+4XP/h2Wefxa5duzBv3jwUFhbi97//PZRKJXbv3g0A2LlzJxISEvDyyy8DAP7zP/8TCxYsQGpqKqRSKf77v/8bLS0teOKJJwCM3Ah+8IMf4Fe/+hXS0tIwY8YMvPDCC4iPjzc9KBB8j6cEHABOnKnFiigD4OQeNwDERQQDXbbjnscyKy4UvcF8hF0fcsdEt6lPFGFpvH0v+nPVnShZYD3DDIvFAs+JULqxTJ+ZhpbGBiSlWl+qvmtuGg4P9qGjoQYJae7lJucLRSi5v8Stc70BwzBouFSBbz21a0Kup1YpIRB6N4SNQHAVl+8WW7duRV9fH1588UV0d3ejoKAApaWlJse01tZWswpMQ0NDePLJJ9Hd3Q2JRIK5c+fi7NmzyM6+fSP5yU9+AqVSiaeeegpSqRRLlixBaWmpRVIYgm/wpIADgCQsCCyWaxEFRhf3ZUMFXNzsVyKUYWxWF/M0LTODkSMROXTAS4gKtrlS0Ns/jCgbYWzBIUGQyeQIDbUsJ7quUIw/v3vRpogDwKbVi/CPA59gqKcTkhjf+gx4grrzJ5FZuGzCVl0aqq9hw9LAHzfC5IJiJsH6kEwmg1gsRmtfpdUbHMF9PC3gMpkK0mEVpinaXTrvywvNWGl0Ld2lTKNHU78CiY3ez3U9kB2GIB4b08LsO+AZjDRuTYtCZnKE1fcrNSGYW5BiVZiGpApcag3F/CLrv4x9H13HrHnzIXSwjP3m2weQlF2A4DDnYvT9kY6GGlAsNu4tWTxh1zxbdhRPPuihPwSCBTKZHNOj5mB4eBihoaHfHBu5t/f91warRYRc6l+jR9TPPjHrfzJAcqcTbOJpAQeAG01diJe5Hk2QGO36H12ogAsBlw15rnfFSpkXARZFORRwAGiIDUdcpG2RDQ4S2JxZSsKCIR2yvYLxyIYMXD5rP0sbADy280E0VZ2HWh6Y+RUGOtugVsonVMABwCKpPYHgBxARJ1jFGwIOAAqFxqk86WNh3CwSnRUTCrlGD/0c1/KpO8tQjgQ6I420KPse26PIlDqI7aRVlQ67n6iGw+GApmkYjUaHbZ98/BHUXzwN5fDE+gyMl6GeTvS23cTDW9ZP6HVlQ0MIEYdN6DUJBGcgIk6wwFsCTtM0YqLD3Dq3vVcOmnZPyPMSwiBV6T0+I785IwgiLttpAdcbaUS4kdvdFWYvWoKqCsezcYqi8NQTO9B89SKGejq9apOnGOxqR/etBjz68P0Tfu2aqkvYUjx9wq9LIDiCiDjBDG8JOAAMy1QQh7onYgty4tE907lcBNbIig0Fm0WhK338e2EMw+BiDBf5CWK7CV3G0pkcg8QY+z4bYU4ktbHnxlKYpIFKoXAqFIqiKDy+ezv621vQ2VTnsL0v6Wyqw2B3u08EHACMBgM4HNejBggEb0NEnGDCmwIOjGRpi5W2unVusIgHpY3YameZLhEhNTIY1QkCGOZEuXy+jqbRnxWGG0kirM2KBd/JlLGjNLQNIUhovwKWUmU/jC4uIQadHdbTEY+SX7QIV87bric+lke2bgDDMKipKPe7OGiGYXDj4hkwNI2HH7jHJzYM9PZAEun694VAmAiIiBMAeF/AASAp0f0bIUVR6B1HYZNRhDw2VqRFYUilQ1d6KPqzwqA02N5DphkG6vwIXEvgYzhHguRwERanuL6/fmtaFBbMchyepHIg4vOnD6PxRrPdNgtTDZBLpS7Vvb5v7VIkz5qNqmOfQ9Zvu6zwRKKSD6Pq2OeIT83EfeuW+cyO2qpKbFlF6jMQ/BOyPkSYEAEHvsnwNY6JnkjABa1Wu+UYN5asb8qAGow0KtP04LFZGNboESbkgs9hY1ClA5dFIUTARRibhZVp0eO6nkKtQ2qixGE7WzHio/B4HOicKBk6e9ESXD57CnOXOJ+hbeXsmVg5eybePViK9oYaZBYuBYvt2mqDJ2AYBg2VFWBoGt96aqfPsu8BgEGvB4vN9qkNBII9iIhPcSZKwAGgu0eKjHGsSmYmhaNLIkLCLfs1sl2Bw2ahMMm7IWj0vJlgtww41VardT5HvD2KZuhw9YIGOq0WPBfrDGy/by00KhX+8d5hCENCkZI33yyBkzdprb0KaV83ZhYU+kVBk0tnTuGRDVm+NoNAsAlZTp/C1NZMnIAPSRVISR7fbDYkiI8BmdpDFk0cxy62IDfV8Wc3GmlIh5Ueu+6j9+XifHmZW+cKRCI8sXs74mdmoubsMdSePwGd1vn89a5AG41oqKxA9emvEBIeiScfe8gvBNxoNEKn1UAoJJkjCf4LmYlPUWprGjAsnRgBBwCVSgdx700gaHzV5/QGGrLsRITWBEb52bpoCRY68EgfRRafhqwYx/vYAqEAKpUaIpF9z3gulwtJRCT6ursQFRtnt60tRpfY9Tod9h/8AnqdFnxREJKyCsAdRyVB2mhEW/01KKSDYLHYmJE7B8vzreeT9xWXTp/Ejk05vjaDQLALEfEpyEQLOAC0tPWhMNi+Z7YzFGbHobK+B/kesMnb0DQDrd5oN7nLncjlakRH2S+eAgALZqpw9foNzJ3veBS2lszA/+07g7s2bHbKBltweTzs2LYJAKCUy3Dws+Mw6PWgWBQoikJYdBzCY6eBJ7B8sNBpNRju68ZgVzvo0UQ0FJCYkYsHN1ovn+prtGo1DAY9goKcr2NPIPgCIuJTDF8IODDikOUJhzSKohAtEWEwOgTh9R0esMx73IgNR6aDimZ3UtfQieQkx8vukRGhGKyWOt1vftFCVJ0/i4Iiz9TcDgoJNQk6MLLsfLSiGm1116DTqkecF+/4VXN5fIgjY/HQlvXgcMeX/3qiuHDiGJ7YOsfXZhAIDiEiPoXwlYADIznBYZR7pK/EmFB8XdMFfy7foclPBt0pdRgXfifjCcGzx7IsFv5eq4V8WOqV1KFsNhvrluQDAbE+4pj25puIjk8gyV38iIFTHdBxxxcpIdc7TkcciBDHtilCXa3vBBwYX05wa8RHBqM+xnHIli9gL0hDRXUH8pxwZpsoHr03B+ePl/ldMhd/g6ZpNFy/hvtWJvjaFALBKYiITwEmMoxsokiIDgFNM+hKcT8VqzdgGAZfVNzE6kLXnbQ6uwedbsvhsKHXO5/BjqIozF+2EhdOHHfZrqnE2a+OYPeWAl+bQSA4DRHxSY6/CLgzOcFdJTc1Gt0DSihz/acwRRnFxd2LZrp8Xm94MnIync8KlpGVirraRpeusSjNiFCJBC0NN1w1b0pws64G8dOTiDMbIaAgIj6J8RcBBxznBHeXeVmxqL01AE1+slf6dxaGYXCMxcWaIvfCpGRyFSIjnAtFA4BMSTu6O11Pj7rlrmnoaGmGTCp1+dzJjHRgAL1dndiwmORIJwQWRMQnKf4k4ACgVuu8sh9LURQKs+NRfbMP8hzfzMiNc1Nwmi/AqnlJbnvg9/XLwXGhoMp40oA+8eBsnD/+FQwGz2SHC3T0Oh0unirHY/fn+doUAsFliIhPQvxNwAEgeXoUlOrxVSGzBYtFoSgnHh19ctyaNrEzqcGMBFxp6MXy2dPBZrv/5+SJ8DtnoSgK335kAY5/cmjKO7oxDIPjnx7Gv+1cSPKjEwISIuKTDH8UcAAQCnmQxbq+V+wsFEVh1swohATxcGEC9jRpmkFdtAQypQ6FOfHjEmFFQjoS4lwPmONw2G7PpgUCPhbcVYxTpZ+5df5kYFTAF68uATdA4tcJhLEQEZ9E+KuAA0BEeAjqGzu9fp2Y8CAszE3AV+BgONs75SNro8JQKQ5GSkKYU5XJHNHaPoC42DCXz3PHue1OFqTokT1nHk4f/cLtPgIVhmFw4otPMHfxMhQme8dfg0CYCIiITxL8WcBHiY+dmPQsFEVh7cIUDAyrcT1SjBseuC5NM2hLisbV8FBIQgVYMCsBIoFnZm+d3YPgcl1PLJIV3oGujvFVdFuezUZm/uwpJeQMw6D8s48xe8ESLEqbnAlACFMHkpJoEhAIAu4L0qePiLdOb0RZjwzREhEixEJEN3aB48T+tUZvxFBGAhraBhEaxEe6WIgZ8WEetdFgoDF9Wozb53tiT3t5Nhss1lwc//QwVqzfOKn3hg16PY59cgiLV5eQGThhUkBEPMAJJAFv7xxAahQ9Lgcwd+Bx2ShZkAIAUKh0OMnlIzEmBEq1HhqdAZFiEbR6A4bkGsSGB8NI0+joU2BmShSigvm4a16y12zrkUxHXIj7e/ieEtylmRT4gpX48qMPsGL9RpdrkAcCsqEhnC8vw3d2LQKPRwScMDkgIh7ABJKAA8DKpTm40diFTKbfZzYEi3hOxXLnpEyMl3tTcw9WLHW/3CVfwIda7Zma14XJWszZvQT/753PUbBgESKi3V8h8Ddu1tWgt6sT33982aReaSBMPcieeIASaAIOjHhTT/WQpjuRK7WIjAgdVx9LMrS4dqXWQxYBHA4H39u9BM31dai5fMlj/foKmqZx+ugXoGkaj2/JJwJOmHQQEQ9AAlHAR/F0IZRApiM4AZnp8ePqQxIWDOnQsIcsus2uzdkIDZPg+GeHodVoPN7/RNDZegvln32MRzZmY9PSybOqQCDcCRHxACOQBRwAcrMTcVUf5mszfA7DMNDrjS5laZtoSuaF4NsPFeLCiWOovXLZ1+Y4jVajwanSzyCTSvHdRxeTXOiESQ3ZEw8gAl3AASA0VDSh2cn8lSqdGNOneaaUqjeXiDkcDr790Hx8VaXC8c8OIyt/NmKn+U/BmTuhaRqVZ05Bp9Xg8QdnkwQuhCkBEfEAYTII+CgcDhuGlFngNFX72hSfwDAMDAYjoiLHtx8+SkSkBP19A4iMivBIf9YoLhChuGARPjzegfprV5BdMBdRcePbCvAUBoMBl8+ehkatwpzFS1GYFJjL/wSCOxARDwAmk4ADQFZGAo6drMbKaF9b4htaRQnIiA/yWH+L09T44mIdVqxa7LE+bXH/ygQACfigrA11Vy4jNnE60nJyvX5dawz19+F65UWwWCw8dE/mN8vmRMAJUwsi4n7OZBNwYGT5NyYqDMNxEoi73E8bGojQNAPpsBIzkj33BMPjcaDTqT3WnzNsWZUIIBFlV9Q482UpKIpC2qw8RMXGefW6SoUc1Re/hkGvgzg8Ak9tm0s8zglTGiLifkxtTQOGpZNLwEfJyZqGqqu3kM/ztSUTy2VtKDJSJ4+n9Kp8IVblzwXDMDh0ogsN1VdBsVgQBgUhIzcfQtH4Vhx0Wi2aaq9jaKAfYBiIgoPx8D3p4E/CZDQEgjsQEfdTJrOAAyOz8ZAQIWTh0QjtavC1OROCNDYVrJZehIZ63luaw2HDaDSCzfaNtztFUbh3RTyAkX1yuVyBj09WQa1SmWbKI/+nEBQSAlFwMDgcLiiKgl6vg1qphEImA8PQprY0TYPH42H94lhERHqnmA2BEOgQEfdDJruAj5KaEouz5+tRFMJMiSXRxpvdmD/HO+VYs3LSUXP9BnLzsrzSv6uEhATj4fXpFsdpmoZcroRcpoBBrwLDMODxeRCJxBCHJYLFIlGvBIIrEBH3M6aKgI8ytyAFJ87VY0W0e3WxA4VmQSySI4Vee1jJlLTjg6sKvxFxW7BYLIjFIRCLQ3xtCoEwKXDrsff1119HcnIyBAIBioqKcOHCBZtt//rXv2Lp0qWQSCSQSCQoLi62aP/oo4+Coiiz19q1a90xLaCZagIOAHw+FzlZ03Cdnpgypb5AFpcGrdaA6CixV68zFVYzCASCOS6L+HvvvYdnn30We/bsQWVlJfLz81FSUoLe3l6r7cvLy7F9+3YcP34cFRUVSExMxJo1a9DR0WHWbu3atejq6jK93n33Xfc+UYBSVzv1BHyUmOgw8Pkc9EUk+9oUj2Mw0Kipb0d25jSvX4vkpScQph4ui/hvf/tbPPnkk9i9ezeys7Oxd+9eiEQivPnmm1bb//Of/8S//du/oaCgAJmZmfjb3/4GmqZRVlZm1o7P5yM2Ntb0kkg8k80qEJiMYWSukp4aj9b2ASjVOl+b4jEYhsGJfg4WFlruDXuDqOgI9Pb4rkIcgUCYeFwScZ1Oh0uXLqG4uPh2BywWiouLUVFR4VQfKpUKer0e4eHmy6fl5eWIjo5GRkYGnn76aQwMDNjsQ6vVQiaTmb0CFSLgt5lbMAPX9GJotJNjf/yrLhbuWjZrwpa5F6epUH3VcxXNCASC/+OSiPf398NoNCImxjzONSYmBt3d3U718dOf/hTx8fFmDwJr167F22+/jbKyMrz66qs4ceIE1q1bB6PRaLWPl19+GWKx2PRKTAzM8BMi4OawWCwUzk3FZU0IVBq9r80ZF0c7gNUrc8FmT5y39UiYGT1h1yMQCL5nQr3TX3nlFezfvx/l5eUQCASm49u2bTP9Ozc3F3l5eZg5cybKy8uxatUqi36ef/55PPvss6afZTJZwAk5EXDrcDhsLJifhq8rm5AeG4ew7sDL6HakncHa4gLiaEYgELyOS9OEyMhIsNls9PT0mB3v6elBbGys3XNfe+01vPLKKzh69Cjy8vLstk1JSUFkZCQaG63fwPl8PkJDQ81egQQRcPuw2SwUzUtFV/cQGjiBk2CdyszHkXYG61bP9pmAC0UCKJWkZjuBMFVwScR5PB7mzp1r5pQ26qS2cOFCm+f95je/wS9/+UuUlpZi3rx5Dq/T3t6OgYEBxMV5Nw+zLyAC7hwURSEnKxHBQQKcGfL/FJuKhHScOF2Ddat9+4tdnmVAVeXUrA5HIExFXN6we/bZZ/HXv/4Vb731Fmpra/H0009DqVRi9+7dAICdO3fi+eefN7V/9dVX8cILL+DNN99EcnIyuru70d3dDYVCAQBQKBT48Y9/jHPnzuHWrVsoKyvDpk2bkJqaipKSEg99TP+ACLjrJMSHoyA3GacGeFBPz/S1ORYYjTSu0+FoaevHiqU5vjYHwcECKBVkJk4gTBVcFvGtW7fitddew4svvoiCggJUVVWhtLTU5OzW2tqKrq4uU/s//elP0Ol02LJlC+Li4kyv1157DQDAZrNx9epVbNy4Eenp6Xj88ccxd+5cnDp1alIVOSAC7j4hIUIsW5yFlrZ+1CLCb5y3qo0SXDNIkJoSi9yc6b42h0Ag+IiNGzdi+vTpEAgEiIuLw44dO9DZ2Wmz/eDgIL773e8iIyMDQqEQ06dPx/e+9z0MDw+7fG23HNueeeYZPPPMM1bfKy8vN/v51q1bdvsSCoU4cuSIO2YEDETAxw9FUcjOnAaVSosr9Tpo5HosFKt9svesnp6J8xcbkZsjQVSk//ljcLkc6PV6cLlcX5tCIEwJVq5ciZ/97GeIi4tDR0cHfvSjH2HLli04e/as1fadnZ3o7OzEa6+9huzsbLS0tODb3/42Ojs78cEHH7h0bYqZBGmeZDIZxGIxWvsqERrqXzmZiYB7B7lcjabmHnC5bExTdiIkyPurNtcMIwmIhEIu0lPjvX49d7mpnIFbzW2YOz/f16YQCE4jk8kxPWoOhoeHTc7Ko/f2unVzEMIdX4U+ud6IzC8qzfr3Fh9//DE2b94MrVbr9MP0+++/j0ceeQRKpRIcjvPza1IAxYsQAfceISFCFOQlw2AwoqGJhY6uQaQkRyNW2gYB33Nf6y7xdAxJlRgcUqAgN8orZUQ9TUpQMy71y31tBoHgl4xNDsbn8z26dTs4OIh//vOfWLRokUurYaMPF64IOEBE3GsQAZ8YOBw2sjISkJWRAJVKi4qWXsRGh4GiKPQPyFEUqgKX4/wTfKsoHlqdATqdAZ3dQyiM4yE+ThJwMd+BZi+BYI8bF4cRxBrfTFxJjyQPG5tTZM+ePfjFL34xrr6BkURmf/zjH6FSqbBgwQJ8+umnTp/b39+PX/7yl3jqqadcvi5ZTvcCRMD9A6VSg87uIRgMNLp7pAiXBIPP56C3T4agID6CRHwMSZVgsSiIQ0VQKDWIjhQjIT58QjOteYODp1RYsWoR2Ozx3fgIhInC3nL6x1EzPSLiG/ua0NbWZracbmsm/txzz+HVV1+122dtbS0yM0eiZvr7+zE4OIiWlha89NJLEIvF+PTTTx0+UMtkMqxevRrh4eH4+OOPXfZlISLuYYiAE/yBG8PT0dXVi4LZvg97IxCcYaJE3Nk98b6+Prs1PICRxGQ8Hs/ieHt7OxITE3H27Fm7OVTkcjlKSkogEonw6aefmmUydRaynO5BiIAT/IV0cSuuXCb74gSCu0RFRSEqKsqtc2l6JAxWq9XabCOTyVBSUgI+n4+PP/7YLQEH3IgTJ1iHCDjB3yD74gSC9zl//jz++Mc/oqqqCi0tLTh27Bi2b9+OmTNnmmbhHR0dyMzMxIULFwCMCPiaNWugVCrxxhtvQCaTmRKh2Sr8ZQsyE/cARMAJ/giLxYLRaCT74gSCFxGJRDh48CD27NkDpVKJuLg4rF27Fj//+c9Ne+16vR719fVQqUayKVZWVuL8+fMAgNTUVLP+mpubkZyc7PT1iYiPEyLgBH8lNz8L167UomDOLF+bQiBMWnJzc3Hs2DG7bZKTk3Gn+9mKFSvgKXc0spw+DoiAE/yZtNAW9PXad8whEAiBDRFxNyECTiAQCARfQ0TcDYiAEwIFDocNvV7vazMIBIKXICLuIkTACYHEUlJfnECY1BARd4HaGiLghMAiIjwEQ4OulzckEAiBARFxJ6mtacCwlAg4IfCYBEkZCQSCDYiIOwERcEIgExQsgkKh9LUZBALBCxARdwARcEKgc9csGpUXr/naDAKB4AWIiNuBCDhhMiAU8qBRa3xtBoFA8AJExG1QV0sEnEAgEAj+DRFxK5AwMsJkIzomEr09/b42g0AgeBgi4mMgAk6YjCxJV+NqVY2vzSAQCB6GiPgdEAEnTFbYbJapxjGBQJg8EBH/BiLghMkORVFEyAmESQYRcRABJ0wNcnIzUH2tztdmEAgEDzLlRZwIOGGqkBXege7OXl+bQSAQPMiUFnEi4ISpBkVRvjaBQCB4kCkr4kTACVMRoUhAUrASCJOIKSniRMAJU5VVuTQuXbjiazMIBIKHmHIiTgScMJURCHjQanW+NoNAIHiIKSXiRMAJhBFIeVICYXIwZUScCDiBMEJmdhrqaht9bQaBQPAAU0LEiYATCLfJje5GW0uHr80gEAgeYNKLOBFwAoFAIExWJrWIEwEnEKwTEhoMqVTmazMIBMI4mbQiTgScQLDNqlwjKr8moWYEQqDjloi//vrrSE5OhkAgQFFRES5cuGC3/fvvv4/MzEwIBALk5ubi888/N3ufYRi8+OKLiIuLg1AoRHFxMRoaGtwxDQARcALBEVwuB3q9wddmEAiEceKyiL/33nt49tlnsWfPHlRWViI/Px8lJSXo7bWek/ns2bPYvn07Hn/8cVy+fBmbN2/G5s2bUV1dbWrzm9/8Bn/4wx+wd+9enD9/HkFBQSgpKYFGo3H5AxEBJxCcg81mw2g0+toMAoEwDijGxYDRoqIizJ8/H3/84x8BADRNIzExEd/97nfx3HPPWbTfunUrlEolPv30U9OxBQsWoKCgAHv37gXDMIiPj8cPf/hD/OhHPwIADA8PIyYmBvv27cO2bdsc2iSTySAWi/HVqQ9gMBiIgBMITtCsSkFjwy0ULiB/MATfI5PJMT1qDoaHhxEaGvrNsZF7+8dRMxHEYo+rfyVtxMa+JrP+JwMcVxrrdDpcunQJzz//vOkYi8VCcXExKioqrJ5TUVGBZ5991uxYSUkJDh06BABobm5Gd3c3iouLTe+LxWIUFRWhoqLCqohrtVpotVrTz8PDwwCArq4ebFwghIz46xAIDolANU60yyGTpfraFAIBcrkCgPVERCqGBujx9a9ixtmBn+KSiPf398NoNCImJsbseExMDOrqrNcp7u7uttq+u7vb9P7oMVttxvLyyy/jpZdesji+48HvOPdBCAQCgeCXyOVyiMViAACPx0NsbCy2dTd7pO/Y2FjweDyP9OUvuCTi/sLzzz9vNruXSqVISkpCa2ur6ZcfKMhkMiQmJqKtrS2glngC1W4gcG0PVLuBwLWd2D1xMAwDuVyO+Ph40zGBQIDm5mbodJ7J98/j8SAQCDzSl7/gkohHRkaCzWajp6fH7HhPTw9iY2OtnhMbG2u3/ej/e3p6EBcXZ9amoKDAap98Ph98Pt/iuFgsDpgv7FhCQ0MD0vZAtRsIXNsD1W4gcG0ndk8M1iZhAoFg0gmvJ3HJO53H42Hu3LkoKyszHaNpGmVlZVi4cKHVcxYuXGjWHgC+/PJLU/sZM2YgNjbWrI1MJsP58+dt9kkgEAgEAsGN5fRnn30Wu3btwrx581BYWIjf//73UCqV2L17NwBg586dSEhIwMsvvwwA+P73v4/ly5fjf/7nf7B+/Xrs378fFy9exF/+8hcAAEVR+MEPfoBf/epXSEtLw4wZM/DCCy8gPj4emzdv9twnJRAIBAJhkuGyiG/duhV9fX148cUX0d3djYKCApSWlpoc01pbW8Fi3Z7gL1q0CP/617/w85//HD/72c+QlpaGQ4cOYdasWaY2P/nJT6BUKvHUU09BKpViyZIlKC0tdXoJhc/nY8+ePVaX2P2dQLU9UO0GAtf2QLUbCFzbid0Ef8flOHECgUAgEAj+waTNnU4gEAgEwmSHiDiBQCAQCAEKEXECgUAgEAIUIuIEAoFAIAQofivi/l7u1BN2//Wvf8XSpUshkUggkUhQXFxs0f7RRx8FRVFmr7Vr13rcbldt37dvn4VdY6MJ/HHMV6xYYWE3RVFYv369qc1EjPnJkyexYcMGxMfHg6IoUy0Be5SXl2POnDng8/lITU3Fvn37LNq4+nczEbYfPHgQq1evRlRUFEJDQ7Fw4UIcOXLErM0vfvELizHPzMz0qd3l5eVWvytj00H745hb+w5TFIWcnBxTm4kYc4L38UsR9/dyp56yu7y8HNu3b8fx48dRUVGBxMRErFmzBh0dHWbt1q5di66uLtPr3Xff9ZjN7toOjGSDutOulpYWs/f9ccwPHjxoZnN1dTXYbDYeeOABs3beHnOlUon8/Hy8/vrrTrVvbm7G+vXrsXLlSlRVVeEHP/gBnnjiCTMxdOd3OBG2nzx5EqtXr8bnn3+OS5cuYeXKldiwYQMuX75s1i4nJ8dszE+fPu1Tu0epr683sys6Otr0nr+O+f/+7/+a2dzW1obw8HCL77m3x5wwATB+SGFhIfOd73zH9LPRaGTi4+OZl19+2Wr7Bx98kFm/fr3ZsaKiIuZb3/oWwzAMQ9M0Exsby/z3f/+36X2pVMrw+Xzm3Xff9ZndYzEYDExISAjz1ltvmY7t2rWL2bRpk8dstIWrtv/9739nxGKxzf4CZcx/97vfMSEhIYxCoTAdm6gxHwUA89FHH9lt85Of/ITJyckxO7Z161ampKTE9PN4x8IdnLHdGtnZ2cxLL71k+nnPnj1Mfn6+5wxzgDN2Hz9+nAHADA0N2WwTKGP+0UcfMRRFMbdu3TIdm+gxJ3gHv5uJj5Y7vbM0qTPlTu9sD4yUOx1t76jcqa/sHotKpYJer0d4eLjZ8fLyckRHRyMjIwNPP/00BgYGPGLzeG1XKBRISkpCYmIiNm3ahOvXr5veC5Qxf+ONN7Bt2zYEBQWZHff2mLuKo++4J8ZioqBpGnK53OJ73tDQgPj4eKSkpODhhx9Ga2urjyw0p6CgAHFxcVi9ejXOnDljOh5IY/7GG2+guLgYSUlJZsf9dcwJzuN3Im6v3Kmt0qTeKHc6EXaP5ac//Sni4+PNbgpr167F22+/jbKyMrz66qs4ceIE1q1bB6PR6BG73bU9IyMDb775Jg4fPox//OMfoGkaixYtQnt7O4DAGPMLFy6guroaTzzxhNnxiRhzV7H1HZfJZFCr1R75/k0Ur732GhQKBR588EHTsaKiIuzbtw+lpaX405/+hObmZixduhRyudxndsbFxWHv3r348MMP8eGHHyIxMRErVqxAZWUlAM/8zU8EnZ2d+OKLLyy+5/445gTXCchSpJORV155Bfv370d5ebmZg9i2bdtM/87NzUVeXh5mzpyJ8vJyrFq1yhemAhgpbHNngZpFixYhKysLf/7zn/HLX/7SZ3a5whtvvIHc3FwUFhaaHffXMZ8M/Otf/8JLL72Ew4cPm+0tr1u3zvTvvLw8FBUVISkpCQcOHMDjjz/uC1ORkZGBjIwM08+LFi1CU1MTfve73+Gdd97xiU3u8NZbbyEsLMyiFoU/jjnBdfxuJu7tcqfO9jkRdo/y2muv4ZVXXsHRo0eRl5dnt21KSgoiIyPR2Ng4bptHGY/to3C5XMyePdtkl7+PuVKpxP79+526WXljzF3F1nc8NDQUQqHQI79Db7N//3488cQTOHDggMXWwFjCwsKQnp7u0zG3RmFhocmmQBhzhmHw5ptvYseOHeDxeHbb+uuYE+zjdyIeqOVO3bEbGPHg/uUvf4nS0lLMmzfP4XXa29sxMDBgVnt9vLhr+50YjUZcu3bNZJc/jzkwEpKo1WrxyCOPOLyON8bcVRx9xz3xO/Qm7777Lnbv3o13333XLJzPFgqFAk1NTT4dc2tUVVWZbPL3MQeAEydOoLGx0amHVX8dc4IDfO1ZZ439+/czfD6f2bdvH1NTU8M89dRTTFhYGNPd3c0wDMPs2LGDee6550ztz5w5w3A4HOa1115jamtrmT179jBcLpe5du2aqc0rr7zChIWFMYcPH2auXr3KbNq0iZkxYwajVqt9Zvcrr7zC8Hg85oMPPmC6urpML7lczjAMw8jlcuZHP/oRU1FRwTQ3NzNfffUVM2fOHCYtLY3RaDQes9sd21966SXmyJEjTFNTE3Pp0iVm27ZtjEAgYK5fv272+fxtzEdZsmQJs3XrVovjEzXmcrmcuXz5MnP58mUGAPPb3/6WuXz5MtPS0sIwDMM899xzzI4dO0ztb968yYhEIubHP/4xU1tby7z++usMm81mSktLnR4LX9n+z3/+k+FwOMzrr79u9j2XSqWmNj/84Q+Z8vJyprm5mTlz5gxTXFzMREZGMr29vT6z+3e/+x1z6NAhpqGhgbl27Rrz/e9/n2GxWMxXX31lauOvYz7KI488whQVFVntcyLGnOB9/FLEGYZh/u///o+ZPn06w+PxmMLCQubcuXOm95YvX87s2rXLrP2BAweY9PR0hsfjMTk5Ocxnn31m9j5N08wLL7zAxMTEMHw+n1m1ahVTX1/vU7uTkpIYABavPXv2MAzDMCqVilmzZg0TFRXFcLlcJikpiXnyySc9foNwx/Yf/OAHprYxMTHM3XffzVRWVpr1549jzjAMU1dXxwBgjh49atHXRI35aPjS2Neorbt27WKWL19ucU5BQQHD4/GYlJQU5u9//7tFv/bGwle2L1++3G57hhkJl4uLi2N4PB6TkJDAbN26lWlsbPSp3a+++iozc+ZMRiAQMOHh4cyKFSuYY8eOWfTrj2POMCMhnUKhkPnLX/5itc+JGHOC9yGlSAkEAoFACFD8bk+cQCAQCASCcxARJxAIBAIhQCEiTiAQCARCgEJEnEAgEAiEAIWIOIFAIBAIAQoRcQKBQCAQAhQi4gQCgUAgBChExAkEAoFACFCIiBMIBMIU5eTJk9iwYQPi4+NBURQOHTrk1ev94he/AEVRZq/MzEyvXnOyQ0ScQCAQpihKpRL5+fl4/fXXJ+yaOTk56OrqMr1Onz49YdeejJB64gQCgTBFWbdunVld8bFotVr8x3/8B959911IpVLMmjULr776KlasWOH2NTkcjt+Uap0MkJk4gUAgEKzyzDPPoKKiAvv378fVq1fxwAMPYO3atWhoaHC7z4aGBsTHxyMlJQUPP/wwWltbPWjx1IMUQCEQCAQCKIrCRx99hM2bNwMAWltbkZKSgtbWVsTHx5vaFRcXo7CwEP/1X//l8jW++OILKBQKZGRkoKurCy+99BI6OjpQXV2NkJAQT32UKQVZTicQCASCBdeuXYPRaER6errZca1Wi4iICABAXV0dsrKy7Pbz05/+FK+88goAmC3d5+XloaioCElJSThw4AAef/xxD3+CqQERcQKBQCBYoFAowGazcenSJbDZbLP3goODAQApKSmora2128+o4FsjLCwM6enpaGxsHL/BUxQi4gQCgUCwYPbs2TAajejt7cXSpUuttuHxeOMKEVMoFGhqasKOHTvc7mOqQ0ScQCAQpigKhcJsFtzc3IyqqiqEh4cjPT0dDz/8MHbu3In/+Z//wezZs9HX14eysjLk5eVh/fr1Ll/vRz/6ETZs2ICkpCR0dnZiz549YLPZ2L59uyc/1pSCOLYRCATCFKW8vBwrV660OL5r1y7s27cPer0ev/rVr/D222+jo6MDkZGRWLBgAV566SXk5ua6fL1t27bh5MmTGBgYQFRUFJYsWYJf//rXmDlzpic+zpSEiDiBQCAQCAEKiRMnEAgEAiFAISJOIBAIBEKAQkScQCAQCIQAhYg4gUAgEAgBChFxAoFAIBACFCLiBAKBQCAEKETECQQCgUAIUIiIEwgEAoEQoBARJxAIBAIhQCEiTiAQCARCgEJEnEAgEAiEAOX/A7HqYzywDe7zAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "cf, c1, c2 = minv.plot_tools.plot_inversion_Bz(ax, oinv)\n", "ax.set_aspect('equal')\n", "colorbar(cf)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "cf, c1 = minv.plot_tools.plot_difference_Bz(ax, oinv)\n", "ax.set_aspect('equal')\n", "colorbar(cf)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 5.40141200e-16, -5.40141200e-16, -7.35806220e-28,\n", " 1.86810846e-18, 1.59916575e-32, -1.48435264e-21,\n", " -1.86810846e-18, 1.48435264e-21]])" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qinv.inv_multipole_moments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multiple particles sample" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "Hz = 5e-6 # Scan height in m\n", "Sx = 200e-6 # Scan area x - dimension in m\n", "Sy = 300e-6 # Scan area y - dimension in m\n", "Sdx = 2e-6 # Scan x - step in m\n", "Sdy = 3e-6 # Scan y - step in m\n", "Lx = Sx * 0.9 # Sample x - dimension in m\n", "Ly = Sy * 0.9 # Sample y - dimension in m\n", "Lz = 30e-6 # Sample thickness in m\n", "\n", "sample = MagneticSample(Hz, Sx, Sy, Sdx, Sdy, Lx, Ly, Lz)\n", "\n", "sample.generate_random_particles(seed=42)\n", "# print(sample.dipole_positions)\n", "\n", "sample.generate_measurement_mesh()\n", "sample.save_data(filename='seed42')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(100, 100)" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample.Bz_array.shape" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(6, 6))\n", "\n", "cf, c1, c2 = sample.plot_sample(ax)\n", "c2.set_sizes(c2.get_sizes() / 4)\n", "colorbar(cf)\n", "ax.set_aspect('equal')" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(sample.dipole_moments[:, 0], 'o', label=r'$m_x$')\n", "plt.plot(sample.dipole_moments[:, 1], 'v', label=r'$m_y$')\n", "plt.plot(sample.dipole_moments[:, 2], 's', label=r'$m_z$')\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inversion" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34;49m2025-09-08 16:51:38,874 | INFO | multipole_inversion :: 🧲 Initialized new MultipoleInversion simulation\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:38,875 | WARNING | multipole_inversion :: Parameter \"Sensor dimensions\" not found in json file. Setting class attribute sensor_dims to default ()\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:38,875 | INFO | multipole_inversion :: Scanning array sizes (row x col)\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:38,876 | INFO | multipole_inversion :: Computed Sx x Sy sizes : 100 x 100\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:38,876 | INFO | multipole_inversion :: Scan positions array memory: 0.2289 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:38,878 | INFO | multipole_inversion :: Bz data array size : 100 x 100\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:38,878 | INFO | multipole_inversion :: Bz data memory : 0.0763 Mb\u001b[0m\n", "\u001b[33;49m2025-09-08 16:51:38,878 | WARNING | multipole_inversion :: Bz array set. Setting raw fieldMask array\u001b[0m\n" ] } ], "source": [ "qinv = minv.MultipoleInversion('./MetaDict_seed42.json',\n", " './MagneticSample_seed42.npz')" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34;49m2025-09-08 16:51:38,882 | INFO | multipole_inversion :: Generating forward matrix\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:38,883 | INFO | multipole_inversion :: Green matrix memory: 61.0352 Mb\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:38,942 | INFO | multipole_inversion :: Generation of Q matrix took: 0.0584 s\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:38,942 | INFO | multipole_inversion :: Using numpy.pinv for inversion\u001b[0m\n", "\u001b[34;49m2025-09-08 16:51:40,055 | INFO | multipole_inversion :: Finished inversion\u001b[0m\n" ] } ], "source": [ "qinv.compute_inversion(rcond=1e-10, method='np_pinv')" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-1.00275988e-11, -1.09300849e-11, 4.00512749e-12,\n", " -4.48719900e-17, 1.30387095e-17, 5.43854790e-17,\n", " 2.94773226e-17, -3.13438694e-18],\n", " [-6.96637233e-12, 1.06269115e-12, -3.33727443e-12,\n", " 1.75710002e-20, -1.00402300e-19, -1.10267875e-19,\n", " 4.81796358e-21, -8.00986253e-20],\n", " [-7.18369943e-12, -1.19192258e-11, -6.45404262e-12,\n", " 1.77955087e-18, -4.55294651e-20, 6.92800738e-19,\n", " 2.48954897e-18, -2.32297867e-19],\n", " [ 1.00804804e-11, -4.10555107e-12, -6.68273379e-12,\n", " 3.81543973e-19, -2.92837420e-18, -7.16779564e-19,\n", " -8.76046515e-19, 9.35422636e-19],\n", " [-6.43159998e-13, -5.85191859e-12, -1.34308431e-11,\n", " -1.20492735e-20, -7.22946120e-22, -1.35846748e-20,\n", " -3.86754647e-21, 3.73394883e-21],\n", " [ 8.87989998e-13, 1.84399235e-12, -6.35868718e-12,\n", " -1.13144737e-18, -3.89994261e-18, -7.34107707e-19,\n", " 7.48578428e-20, 1.67300667e-19],\n", " [ 2.46072815e-12, 1.22550665e-12, 1.58046833e-11,\n", " -6.45819817e-18, -2.57603206e-19, -2.59381034e-18,\n", " 3.87006504e-18, -1.70070991e-18],\n", " [-1.16912658e-12, 1.40821922e-11, -2.10319842e-12,\n", " 1.66777301e-19, 1.79099948e-19, 1.77720275e-19,\n", " -1.84215598e-19, -1.50965932e-19],\n", " [-1.83151421e-11, -1.24620339e-11, -5.26831162e-12,\n", " -2.11852558e-21, -1.67303589e-20, -1.03494297e-21,\n", " -1.26636608e-21, -7.18386313e-23],\n", " [ 7.30050202e-12, 2.44423307e-12, 2.96386084e-12,\n", " 2.90640436e-22, -1.68418980e-21, 6.48873385e-22,\n", " -8.82406587e-22, -3.49512049e-22]])" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qinv.inv_multipole_moments[:10]" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(6, 6))\n", "cf, c1, c2 = minv.plot_tools.plot_inversion_Bz(ax, qinv)\n", "c2.set_sizes(c2.get_sizes() / 4)\n", "colorbar(cf)\n", "ax.set_aspect('equal')" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(qinv.inv_multipole_moments[:, 0], 'o', label=r'$m_x$')\n", "plt.plot(qinv.inv_multipole_moments[:, 1], 'v', label=r'$m_y$')\n", "plt.plot(qinv.inv_multipole_moments[:, 2], 's', label=r'$m_z$')\n", "\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(6, 6))\n", "cf, c1 = minv.plot_tools.plot_difference_Bz(ax, qinv)\n", "colorbar(cf)\n", "ax.set_aspect('equal')" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(6, 6))\n", "ax.plot(qinv.Bz_array.flatten() - qinv.inv_Bz_array.flatten(),\n", " 'o', label=r'$m_x$', ms=1)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "B_z (max) = 0.0033845869641065352 | B_z (min) = -0.004771340039837247\n" ] } ], "source": [ "print(f'B_z (max) = {np.max(qinv.Bz_array)} | B_z (min) = {np.min(qinv.Bz_array)}')" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.8623405813152847e-09\n" ] } ], "source": [ "# Residual root mean square\n", "L = len(qinv.Bz_array.flatten())\n", "Bzinv_minus_Bz = (qinv.Bz_array.flatten() - qinv.inv_Bz_array.flatten())\n", "RRMS = np.sqrt(np.sum(Bzinv_minus_Bz ** 2)) / np.sqrt(L)\n", "print(RRMS)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Normalised RRMS: 0.0679 %\n" ] } ], "source": [ "NRRMS = RRMS / (Bzinv_minus_Bz.max() - Bzinv_minus_Bz.min())\n", "print(f'Normalised RRMS: {NRRMS:.4f} %')" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, '$m_{i}^{\\\\mathrm{predicted}} - m_{i}^{\\\\mathrm{data}}$')" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Bdm8WLQm4X7RIeKjC6Y315hUsAPFUPK8TMxF27tyJoij87Gc/45xzzqGmpobly5eza9cu/vznP3PGGWdQW1vLqlWr6Ovrm5Q1CIIgCEWS3QW3ShrMidMyDei6zkhypKB9o8lowfsNJ4bH3a/GW4OiKAU9JsCmTZsAuO+++/jiF79IKBTiLW95C9dddx319fXce++9pFIpLrvsMh544AE+9rGPFfzYgiAIwiSRXTFUJcm4IlqmgZHkCKf/4PSyPub1664vaL9n3/Estb7agh9348aNtLS0sGbNGlpbWwE499xzeeqpp9iyZQu1tcZjLV++nO7u7uIXLgiCIJSfnOEh9yPhISEvmzZt4sorr7QFC8CuXbu45pprbMFibVu4cOF0LFEQBEHIJlukSHhIKJUabw3PvuPZgvZ9ueflglyU/3fx/+O4luMKeu5i2LhxI7fcckvGtk2bNmWEgaLRKNu3b2fp0qWA4cT09/cD8NJLL/Hss89y2mmnFfW8giAIwgTIVT1UBYhomQYURSk4RBP0Bgver5iwTyEMDAywc+dOli1bZm/bsWMH/f39GdteeukldF3nxBNPBOBPf/oTALfffjvnnnuuCBZBEISpZlR4KJV7P5chokUYk02bNuHxeFiyZIm9zcpxmT9/fsa2RYsWUVdXZ2+755572LlzJw8++OBULlkQBEEACQ8J00NzoBm/xz9un5bmQHPZn3vTpk0sXryYYDCYsc3psljbrNAQwIMPPsiTTz7JT37yk6IqlQRBEIQyUaXhIUXXdX26F1ENDAwM0NjYSH9/Pw0NDRm3RaNRduzYwcKFCzMEQKG4qSPuL37xC/7rv/6LX/7ylwQC4zcymuhrIwiCIOTgB9fA39alf//AH+CIU6dvPeOQ7xzqRJwWFxCuC1eMKBmP973vfbS3t3P66UZJ9xe+8AVWr149zasSBEGYYVRpybOIFqGs9PZOTmdeQRAEoQhGNZerjvCQ9GkRBEEQhGqjStv4i2gRBEEQhGqjSkueRbQIgiAIQrUh4SFBEARBEFxBlfZpEdEyhUh1+Wg0TZvuJQiCIFQfqew+LVI9JBSIz+dDURQOHjxIe3u7NFzDEHDxeJyDBw+iqip+v3+6lyQIglA9WOEgTwBSMREtQuF4PB6OOOII9uzZw86dO6d7ORVFbW0tRx55JKoqpp8gCELZsESKL2iIlioJD4lomSLq6uo45phjSCSq44NTDjweD16vV5wnQRCEcmOFh7w1QL84LULxeDwePB7PdC9DEARBqHZsp6XG/L06LpjFkxcEQRCEasMSKZZoyU7MdSkiWgRBEASh2rDDQ+Yg2ioJD4loEQRBEIRqww4P1Zq/S3hIEARBEIRKxA4PmU6LhIcEQRAEQahIrBJnCQ8JgiAIglCxaBpgdmCX8JAgCIIgCBWLU6DY4SERLYIgCIIgVBrOUJDX6tOSmp61lBkRLYIgCIJQTaRyOC0SHhIEQRAEoeLI5bRIeEgQBEEQhIrDEi2KCl5/5jaXI6JFEARBEKoJy1VRfaCaIwZFtAiCIAiCUHFY+Suq1xAuIOEhQRAEQRAqEKtSyOMFjylaxGkRBEEQBKHiyAgPeYyfRbQIgiAIglBxSHhIEARBEARXYLkqHp+EhwRBEARBqGCsic6q11E9JE6LIAiCIAiVhpZDtKTEaREEQRAEodKwXBUJDwmCIAiCUNHY4SGPhIcEQRAEQahg7PCQT8JDgiAIgiBUMBIeEgRBEATBFaScfVokPCQIgiAIQqVitfGX5nKCIAiCIFQ0GeEhy2lJTd96ykhVipYnn3ySyy+/nDlz5qAoCg8//PC493niiSc45ZRTCAQCHH300Tz44IOTvk5BEARBKDu5+rRIeKhyiUQiLF26lG9+85sF7b9jxw4uu+wyzj//fDZu3MhHP/pRPvCBD/Db3/52klcqCIIgCGUmVb2zh7zTvYDJ4JJLLuGSSy4peP9vf/vbLFy4kK9+9asAHH/88Tz11FN8/etf56KLLpqsZQqCIAhC+ck5e0jCQ1XD+vXrueCCCzK2XXTRRaxfv37M+8RiMQYGBjL+CYIgCMK0kxEe8pjbqsNpEdECdHd3M3v27Ixts2fPZmBggJGRkZz3ueuuu2hsbLT/zZs3byqWKgiCIAj5scNDvqoLD4loKZFbbrmF/v5++9/u3bune0mCIAiCkHZVVE/VNZerypyWYuno6GD//v0Z2/bv309DQwM1NTU57xMIBAgEAlOxPEEQBEEoHCt/xeNo449ubLfCRS5FnBZg5cqVPP744xnbfv/737Ny5cppWpEgCIIglEhGeMg7eruLqUrRMjQ0xMaNG9m4cSNglDRv3LiRXbt2AUZo593vfre9/z/90z/x2muv8S//8i+8/PLLfOtb3+LHP/4xH/vYx6Zj+YIgCIJQOpqj5NkKD0FVhIiqUrT89a9/ZdmyZSxbtgyAm2++mWXLlnHbbbcB0NXVZQsYgIULF/LrX/+a3//+9yxdupSvfvWrfOc735FyZ0EQBMF92OEhb6bTUgUVRFWZ03Leeeeh6/qYt+fqdnveeefxwgsvTOKqBEEQBGEKGDM8JE6LIAiCIAiVhLNPi6I4WvmLaBEEQRAEoZKwByaaYqWK5g+JaBEEQRCEaiLlcFqgqhrMiWgRBEEQhGrCDg+ZYsVyXKpg/pCIFkEQBEGoJuzwkClaJDwkCIIgCEJFknK08QcJDwmCIAiCUKFYYSAJDwmCIAiCUNFIeEgQBEEQBFegSfWQIAiCIAhuILvk2XJcpLmcIAiCIAgVxajwkJmQK6JFEARBEISKQsJDgiAIgiC4AufARJDwkCAIgiAIFYrttFh9WqR6SBAEQRCESsQSLdklzylxWgRBEARBqCQkPCQIgiAIgisYlYgr4SFBEARBECoROzyUJVqkekgQBEEQhIpizPCQzB4SBEEQBKGSkPCQIAiCIAiuYFR4SJrLCYIgCIJQiYwKD1lOi4SHBEEQBEGoJCQ8JAiCIAhCxaProJuOit1cTsJDgiAIgiBUGk5hYrXxt8ND0lxOEARBEIRKwSlM1Kw2/iJaBEEQBEGoGJx5KxIeEgRBEAShYnFWCFkOi8weEgRBEASh4rDdFCWd02L9L9VDgiAIgiBUDJYwsdwVcISHxGkRBEEQBKFSyO7RAhIeEgRBEAShArHcFNXptFRPcznv+LsIU0nXUBe9sd4xb28ONBOuC0/higRBEATXYAkTK48F0qKlCsJDIloqiK6hLlY/vJp4Kj7mPn6Pn7VXrBXhIgiCIIzGHpbocFrs8JA4LUIZ6Y315hUsAPFUnN5Yr4gWYWbQvwcih8a+PdQOjXOnbj2CUOlkD0uEqmouJ6JFEITKJBmD+8+HyIGx96mbBR/dDN7A1K1LECoZOxE3V3hInBZBmFzkSnvm4vEb723kEKDl2EGFhrnGfoIgGOQND4nTIgiTh1xpz2wUBd54Kzx01Rg7aMbtijKlyxKEiqbKw0NS8ixULtaV9pgfU7nSrnoWrYI5y0DxZG5XPMb2RaumZ12CUKnk6tMis4cEYQqwrrRzhgZArrRnANZnQE9lbtdT8t4LQi7s8JCzuZw4LYIwNciVtmB9BmwUee8FYSwkPCRMFc2BZvzjhDr8Hj/NgeYpWlEFIFfagu24Wejy3gvCWFR5eEgScSuIcF2YtVestTvivv+372coMcRXzvkK8xrmATO0I651pb3vBeN3RYXwUrnSnkksWgWeAKRiUB+W914QxiJneEiaywmTRLgubIuSen89Q4kh5tTNobO1c5pXNo0oCpx/K/yvWUWiSy7LjENRINhoVJIdeYa894IwFnZ4yOm0mOF1LTV6f5ch4aEKpsZbA8BIcmSaV1IBzD8z/XPjEXKlPZOpbZvuFQhC5aLlGpgo4SFhCqgW0ZLSdDbs6OHAYJRZ9UFWLGzBoxZ5pex8DY46X660ZyKpmPF/PDK96xCESsYKAcnsIWGqcatocYqUnYeG+eGGXXQPRO3bw41Bbr+8k4uXFJGbEx9K/1w3q4yrFVxD0pzLlRDRIghjYoWAcrXxr4LwkIiWCsaNomXd5i7ufGQrXf3RMffp7o9yw0PPc991pxQuXOLDjp/lpDUjsZ2W4fz7CcJMJl/JcxWEhySnpYKxRMtw0h0H6XWbu7jhoefzChYA3fz/zke2ktL0vPvaOIWK03URZgappJGADSJaBSEfVR4eEtFSwbjJaUlpOnc+spUCJQg60NUfZcOOnsLu4BQqctKaeSQdQljCQ4IwNvmmPGtJ0As9SlcmIloqGDeJlg07esZ1WHJxYLDA+yQcblNMnJYZRyqe/lnCQ4IwNqlc1UOOTBCX57WIaKlganzuES0Fi48sZtUHC9sxIzwkV9ozjmQs/bO8/4IwNvnCQ87bXYok4lYwbnJaChYfJgrQ0WiUPxeE5LTMbFIO0SLhIUEYm5xt/L2jb3cp4rRUMLXeWsAdomXFwhbCjUEK6Z5i7XP75Z2F92sR0TKzSUp4SBAKImdHXN/o212KiJYKxnZaEpUvWjyqwu2XFzZqoKMxWFy5M0h4aKbjTMTVEpkiRhCENDmdFs/o212KhIcqGDeFhwAuXhLmvutO4V9++iID0fQXo6MhQGONj+37h7jujCO5881Liu+Im6h80dI11GUPu8zFjBx2WS5SWSIlEQFv/onogjAjsQcmOtwVRTFEjJYU0SJMHm4TLWAIl1cPRvj3325nxcIWPnbBsaxY2MJnf7mZ7fuHaKsLFC9YYLTTommgVo5R2DXUxeqHVxPPPrk68Hv8rL1irQiXUnAm4oIRIqppnp61CEIlk6u5nPW7lnR9eGhCoiWRSLBr1y5isfQBpbNzBk8jLjNuFC0AI3GjpK4z3MDKRa0A1AWMj1okVqLKz3BXdKMEOlA3kWWWld5Yb17BAhBPxemN9YpoKYVUlmhJSF6LIOQkVxt/MJyX5IjrnZaSL1V/+MMfcvLJJ7Ns2TKuv/56Tj75ZD7wgQ+Uc20zHreKliFTmIQC6S9NyO81byuxR0B2SKhCQ0TCJJGdwyLJ2IKQm1wlz5AWMTNVtNx111385S9/4aijjuIvf/kLGzZsYN68eeVc24zHraIlYouWtJFnCZjyOC3ISWumkczqAyQVRIKQm3zhIeftLqVk0RIIBKitNUpyE4kEJ598Mlu2bCnbwgQXi5a4KVr8adEy4fBQdjhAnJaZxahEXBEtgpCTXG38oWrmD5UsWjo6Oujr6+Pyyy/nkksu4ZprruHII48s59omxDe/+U0WLFhAMBjk9NNPZ8OGDWPu++CDD6IoSsa/YLC4ZmmTgVO06C6aF2GFgJxOS13Q+HmwZKdlKP/vQnUzKhFX3n9ByEmu6iFwhIfc3ca/5ETc008/naamJj7/+c/zxBNPMDAwwKZNm8q5tpJZs2YNN998M9/+9rc5/fTTueeee7jooovYvn07s2bNynmfhoYGtm/fbv+uKCVUuJQZq41/Sk+R0BL4Pe4o8bTclDpnTktZE3Fz/C5UN9mJuBIeEoTcSHgoNz//+c/tn8877zze/OY389Of/rQsi5ooX/va1/jgBz/Ie9/7Xjo7O/n2t79NbW0t3/3ud8e8j6IodHR02P9mz56d9zlisRgDAwMZ/8qN5bSAu0JEuXJaJl49ZJ6k/GbFkFxpzyyyE3ElPCQIucnVXA5mbnjov//7v1m+fDnbt29nxYoV9r/jjz+eE044YTLWWBTxeJznnnuOCy64wN6mqioXXHAB69evH/N+Q0NDzJ8/n3nz5vGWt7xl3Pycu+66i8bGRvvfZCQh+1QfXvOD5ybRMpQrEbdc1UOh9szfK4TmQPO4Tpjf46c5IL1FSmJUIq6IVkHIiR0eyhItlohxefVQ0eGhf/iHf+DCCy/k1ltv5d/+7d/s7fX19bS0FDj8bhI5dOgQqVRqlFMye/ZsXn755Zz3Wbx4Md/97nc56aST6O/v5ytf+QpveMMb2LJlC0cccUTO+9xyyy3cfPPN9u8DAwOTIlxqvDUMxgcZTrrnyjIdHiqT06Lr6Y64dbOhdwfEKuukFa4Ls/aKtfTGennk1Ud4aNtDANyx8g6Obz0ekI64EyI7EVfCQ4KQm7GcFuv31AwTLZaz8NBDD2U0l4tEInR3d7uyudzKlStZuXKl/fsb3vAGjj/+eP7rv/6Lz3/+8znvEwgECAQCk742S7S4yWmJ5EjEtUqeRxIpUppeXFfcVDz9Rawzc5Iq8Eo7XBcmXBfm8V2P29vaatrobHXfd6LiyE7ElfCQIORmrJyWmRoesqjU5nJtbW14PB7279+fsX3//v10dHQU9Bg+n49ly5bxyiuvTMYSi8Ke9OyCoYkA8aRGPKUBUOd3ipb0z1ZJdOEP6ggF2aKlssJDTiKOOUlDicoTV65klNMir6sg5GTM5nLVER6quuZyfr+fU089lccfT1/taprG448/nuGm5COVSvHSSy8RDk+/le+2Xi3O8I+zI27Aq+LzGO7KULRE0eIJQLApc1sFMuQ4oQ7JybU8WE6LL2T8L+EhQcjNWG387fCQu52WkkueK7m53M0338z111/PaaedxooVK7jnnnuIRCK8973vBeDd7343c+fO5a677gLgc5/7HGeccQZHH300fX19/Pu//zuvv/56RThHbhMtVhJuwKvi9aQ1saIohAJe+oYTxee1WALFX5ueN1TBYsDprojTUiasRNzaFuiPSHhIEMagS4vR6/dBpAsOb03foKbA76M5epjpvxwvnZJFS3ZzudbW1opwWgCuueYaDh48yG233UZ3dzcnn3wy69ats5Nzd+3aheqYENzb28sHP/hBuru7aW5u5tRTT+WZZ56piPwct4kWK/TjTMK1CPkN0TJUrGixwi3+OleUPDuFijNUJEwAKzxU0wT9uyv6/ReEqaRrqIveWC8Ah0YO8dFQjERdGF74EryQtfPcMP5t97H2+De7tiigZNHyyCOPAGQ0l7v44ovLtrCJcuONN3LjjTfmvO2JJ57I+P3rX/86X//616dgVcXjOtGSo9zZIl1BVGTZs+W0+GrBH8rcVoE4Q0KD8cFpXEkVYYWHasyScQkPCQJdQ12sfnh15oT5cWoc4nrK1dPmixYtjz76aO4H8np57LHHuPTSSye8KCGN20RLrhb+FlaOS9FOix0eCrlCtDjdFXFayoTttJhtFSQ8JAj0xnozBcsMoGjR8pOf/AQwqnHWr1/PG9/4RgD++Mc/snLlShEtZcZtoiVXC3+Lklv5Z4gWMzxUYX1anDjdlcGEOC1lwXJaak3RIuEhQZiRFC1aHnjgAQAuuOACtm3bZpcRd3d3c91115V3dYLrREuubrgWVnhoYk5L5ee0iNMyCUh4SBAEJlDyvGfPHtra2uzfW1tb2bNnT1kWJaSxhia6RbQUktNSfCKuNXeo8sNDCS1BNJVuOS8lz2UilSVaJDwkCDOSkkXLtddey5lnnsmXvvQl7r77bs455xze/va327dbia1btmwhlXL3KOzpxG1Oix0e8ufKaSk1PGSe+F0gWiJZ65KS5zJhOy1WeChijHcQBGFGUXL10B133MHq1at5+umnAbj33ns59dRT7dtPPvlkAD7zmc/w8ssvU1NTwwknnMCJJ57IkiVLWL169cRWPkNwm2jJl4hb8vwhu3ooBIF64+dEBDQN1JJ196SQncMiTkuZsBNxrYGTOiRGjN49giDMGEoWLQCnnXYap512Ws7bzj//fAB++ctfAsYU5S1btvDSSy/x2GOPiWgpEEu0uGVg4nB8/ETcoic9x3OEh8AQLpaIqRCsHBYFBR1dnJZykZ3TAkaISESLIBSFH9XV0+YnJFqKoa6ujtNPP53TTz99qp6yKrCdFpfMHsqfiGsImQl1xPUGQVFB14ztFSZarMqhtpo2Do4cJKEliKViBDyTP1yzGnA2yspAjxndPJNDhL01kBwx3v9Q2+h9BWGG0Bxoxu/xj1v2fMqsU/iUVg+bfkTzsne7tkcLlFG0DAwM8MADD9Dd3c3ChQtZunQpJ554ot3qXygNt4WH8iXi2jktxQ5MdHbEVRTj/9hARea1WE5LracFOAjAQHSQ9tAUipb+PRA5NPbtoXZonDt16ymQnI2yLJq90BzG/8ynWBsMER4aqcj3XxCmknBdmLVXrKU31svvdv6O/9n8P6wYGeHjPX3w3nU8eeCvfHPjNwl4AnT62iGeAPzTvewJUTbR8ta3vpVNmzaxfPlyHnnkEbZv3w7AokWLWLp0KWvWrCnXU80o3CdajNBPzjb+5rbBUgcmWqEhS7TEKq8HytOv7Qbg1e4UnpoAiifG6m8+xp2XnsvFS6bg6iYZg/vPh8iBsfepmwUf3QzeynJ/CmmUFdcS9AZqCQ8hFUSCgCFcwnVhntn3DABzkyk64wloW8KhlPEd6Y/3Q2iBcQdthg5MzGb9+vU88cQTLF++HIBYLMZLL73Exo0b2bRpU7meZsZR6zWcKreIFis8VOsfndNSP+FEXNO1q9AKonWbu3jw/7YT7ABdC6JrQRRPjEPD/dzw0PPcd90pky9cPH7DRYkcArQcO6jQMNfYz614g8b/Ffb+TxsuddaE8jIQHwCgXjO/96qXBn8DAP2xfqg3T/dakcffCqNsouWkk07C600/XCAQyJuoKxSGW/u05HNaSs9pMRvLVaBoSWk6dz6yFcVr9mjRAuia6WSoxrY7H9nKhZ0deNRxhoNMBEWBN94KD101xg6acbsyiWuYbHwiWmxc7KwJ5cXKp0uLFg+NgUbAFDSqeUxOuVu0lK1e9Mtf/jK33XYbsVisXA8p4D6npZCcltI74lpOi9UVt3LCQxt29NDVHwXV+PzrqSCkjJOrosbQga7+KBt29Ez+YhatgjnLQMlyuxSPsX3Rqslfw2RiCnkJD5F21sY8lFeBsyYURIZoUb2gKLbTMhgfJKWaxwOXh4fKJloWLFjAwMAAnZ2dfOYzn+FXv/oVu3fvLtfDz1isnJaEliDpAluvkDb+kXgKvZjGYM6OuAABS7RUzpX2gUHDTVFMV8UKDwHgiY7ab1Kx3BY9q7RcT7nfZQEwvxOV9P5PG9Z7nTMUCFXhrAkFYYmWBk0D1Wf8HGhI3259RlxwHslH2UTLVVddxc6dOznzzDN55plnuP7661mwYAHt7e286U1vKtfTzDgs0QKV77bouk4kni8R11D6KU0nlhzrIJsDuyNu5YaHZtWbropntGixhIxzv0ln0SqY1Zn+XVGrw2UByWnJptqdNaEgbKclpYPHEC0+1UfIZxwv+3VTrKTc7bSULadl8+bNrF+/nqVLl9rbdu7cyQsvvMCLL75YrqeZcfhUHx7FQ0pPMZIcod5fWX1JnMSSGinNcFBCuZrLOVr7D8WSBH2j98nJmIm4ldO4bcXCFsKNQfrM8BBaAD1l5BAoahQF6GgMsmJhy9QsSFHg5HfC7/7V+F2voituS7TIMEqDsfKYqsVZEwoiMzyUPrY2+huJJCIMWKJFnBaD5cuXE4lkHkQWLFjAlVdeye23316up5lxKIrimrJnZ65KKMfsIVVV7KqioULLnpPx9JfMWfIMEKsc0eJRFW6/vDMdHkoFwXJaPIaQuf3yzslNws0i1Xik/XM0dASphW+csucuBatRVj68io9E3HJaJKfFZtEqaD0m/bu4LDOOjOohMzwE6RBRv246LCJaDD7ykY9wxx130NfXV66HFEzcIloijnJndYyTc9GTnp1uSrZoqbDwwMVLwsxrM75SRnjIcFpqg8mpKXd2sG5zF1/+xTP27z/rP5azvvxH1m3umrI1FIvVKGvN6jVctvAye/vZDWexZm8X9+8ZoO9vH+fPW4zvwevdeSpmZhqKAsc5RqOIyzKj0HU9M6fFkxYtjX6jgqjfSsB1eXiobKLlbW97G4899hjHHHMMH/rQh/if//kfnn/+eeLx/M2ihPFxi2jJl4RrUfTQRCsJ1+NPfxErMKfFws5pSQUNtwW44ISGKRcsNzz0PJ6Rw/a2Puro7o9yw0PPV7xw6WztBMe5duPOPjrjCRbEVfRkE8O6IQb/7+U9Ff23TDl1s9I/ty8Wl2UGEUvFSJiiJDs8ZDstmhW6FqcFgB07dvDwww9z0003cfjwYb74xS+yfPly6uvrOemkk8r1NDMSt8wfytcN16LoVv7Z3XCdP1dQTouF1cbf6NMSzNw2BVj9YnSgVUmXhDczhFWvdecjW+3co0rl0IijWZrH+NzHdeOzM4zxutYqUVf8LVPGsOM1O/EacVlmEJbLoqJQq+sZ4SGrV0t/qjpES9kScefPn8/8+fN585vfbG8bHBxk48aNkog7QdzitKR7tIydYGvdVvCkZ0uY+JyipS7ztgpB13WGzDXpWjqnZSonPdv9YoAWZcDe3qSY6yLdL2blotYpW1exHHa4RLopWmIYB+JhzLAbMVf8LcUw5sBIk+ZA89jD7oYc4bL6jjKvTKhk7CRcb61hUuYIDw1oZtTD5eGhSZ3yXF9fz9lnn83ZZ589mU9T9ViiZThZ2YmHdngoRxKuRdHhoXhWjxaoyD4tYFi0STNDX9eCdvXQVIoWZx+YVtKipZmhMferRJyiRTMTmeOmaBnR06IFKv9vKZS8AyNN/B4/a69Ym1u4RA46fpZ8n5mEnYRrVdap6WOwFR4aSFndut0tWsoWHhImD7c5LQWFhwoWLfnCQ5UlWixxousKaD47PDQ0hY6Qsw9Maw6nJdd+lUZCS9AX67N/T5l5QnHzGitihodqFGN7Jf8txVDQwMhUfEwnRh9Ki5Z9e3dL2GwGYTstHrOvl0O02Im41vlDK9DlrlBEtLgAt8wfKiQRt+hJz4lcoqUyw0O2ONECgJoWLVPotFj9YhSgxZHTYokWBQhPZb+YEuiN9qKTPuGmPMaJ3HZazPBQiFjF/y1TxbrNXXTv22X//uzmlznr7j9IovIMwa4c8ljzzhyixc5pMc8fLg8PTYpo+dvf/kYy6e5kn0rCPU6LoeDziZaiJz3nc1oqqE8LOJwWa1Ci+X8kESlubMEEsPrFgE5LRnho0C7Imep+McVihYZ8ZjJh0pMgiSMR1woPKbGK/1umAqNa7Dma9T57Wxv9rqgWE8pD2mkxjz2e0Ym4A7bT4m7RMik5Lccffzzbtm3j2GOPnYyHn3G4JafFqgiqy5uIW2L1kNUNF8rSp2VCCY9jYIuWVJCGoJeBmOG0aLrGSHKEWvNvSGk6G3b0cGAwyqx6wyko54n34iVh7r9mMYFfpl/joJJgfoPCp9+8bErLr0vhcNQQLfMb5vNK3ysADKgqsZTReM4KD7UHkhX/t0w2VrVYLVGCSvpk1KYMoGM4a1MyXVyYVgYTpmhRzeaMzpwWc2hif9KqbHS3oTApomWqripnCm4peS4mPFR49VCe8FByxIjPqgWOAzCZcMLjGKTDQ0EWttexeW8SXVdRFI3B+CC1vlrWbe7izke22hU+YIRrbr+8s6wn4AvnG6/JiO7HQwq/kuLx/+8kPE2Vf5K3yp1n185mf2Q/g4lB+j0qsYTx2VEDxmfBr1VHAu5EsKrF5iv9GdvbzN/dUi0mTAw7EVfNEx5KRAwhm3K3aJGcFhfgnvDQ+Im4lgtTfHioLr3NKWBKcFsmmvA4FunwUJD2ugDNtQFIpXu1WE3fnIIFmBwbP2K4FYdpoB/jtfNEi/t7pgsrPNRa05o+4KqqndNyMGqK1GTU9UmFE8WqnGrDEClW6KyFAVTH5OdqqbAScmOHh6z+LI7wkOW0JPUUI4ri+vCQiBYX4DbRUpjTUmRHXL8jPOQNpCfaVlAyrt2jJRWgNeSnNeS381v6YwN207dsJqXpm9lo7LDeQJ9uCr4Rd4gWy2lxipY+1TOquRxQcRVkU41VOdVmVor9XZ8LgEfRaXKUuVdLhZWQG1u0KKZYcTSXq/HW2PlhA6rq+vCQiBYXUOs1TtiVL1rGT8S1RUuh1UOWKHG6K4pSkb1anE5La52f1jq/XUH03O7uUQ6LE6eNXxbMnh09ej29ptMyMnAo3z0qBiunpS3YRlOgCYA+T9ppieFDV8xDV6Ky87yKoTnQjFfx5d3Hq/hoDjTbv1vVYlY4aL/eTK8pUtuUfldUiwkTx64essJCjpC5oihpx9KjgoSHhMnGNU5LAYm4dSW38a/L3D6RsudCS/6KLA1Mt/AP0hLy0+JwWvYPFeZylMvG14YMgdJD2mkZ7NlflseebMYKD1kdcUEhZfWjqCDROlFm1Xbg7/4MkR03kehbZm9PDB1NZMdNDO+4CX/3Z5hVm+52a1WLWY0ED+mNHNKN16zdFDJSYVX9jHJaPJni107GVVXXh4cmtSOuUB7cIlomtSOus3oIJtZgTi3wY1/ofibWgUNPBQynJeSHHsNp8fsKO1CUy8aP9u+nFujRG6gN+iEJw/0ucVocosXptHgdh6u4WoOXSFWJlg07etjfUwPMBSWdj6KqcbSoEfbZH2VUUu3FS8Icf5wfXoWDGKLlGPayqHaEd10xtdPFXUP/Hojk+T6E2qFx7tStZ4KkRYt5wZh17HKKfxEtwqTjFtFSSE5LXbE5Lbmqh5y/l9KrpdBBckUOnLOcFl0L0hoK0FqXHprY3qgTbgzS3R/NmdeiAB1ltPHjAweoBaL+ZrSaKAxC3CXhoUNRY53O8FC/qlKvp68eY2oNtVBV4SGny6b4+hw/94+5n8V8v/E9OKw3cFgxrqrveGM7qgiW0SRjcP/5+Ucd1M2Cj2428udcgF09ZAVP1Eynxe6K6zFzWnTdtQM1JyU89KlPfYrWVimvKxfuES2F57REExrJlDbmfja5OuJCRXbFtXol6BnhIUO0DCcjZtM3yD5UTEbTt5QZHkrWtEKNIYRSkcP57lIRJLQE/THjJJ2RiOvx2DktkO6KW0nv/0RxumyqQ6go3kFwVALlcuN0M4fpkN7IQTM8pA4fHLWfAHj8posy1ulPhYa5xn4uQNf1dE4LptPiyTwG2/OHVPNvdnEy7qSIlrvuuktESxlxg2jRdd3OUylkyjNAJF5AueqYTkvpibjNgWb84xyQ/B5/RsJjIUSstWjp8JA1NHEwPsjFS8Lcd90ptNZlPndHY5D7riuvja+Y1rdS24avzvwuuqB6qGfESET2Kl4aA41ZJc/pA3FEN1/DePU4LekRDBqKN93NWFE0FO9Q3qRabdBwDQ47cloyBigKaRQF3ngrTiGYiWbc7hInIpaKkTBDPmmnJU94CES0CJOLG2YPDcdTWD0F8/VpCXg9+DzGwaCgvJbxwkMliJZwXZi1V6xlzWU/4lSHcPrXQ72siTey5rIfFd1YDqA/ZuW0GE5La10AtHSfFjDyD+6+6qSM+/3yw2eWPe/AGzNO/r6GdgINbea2vrI+x2RghYZagi2oiprOaTETcZtqzdJNUwxWU3jISqpVvEMoioauq2jJegBU7zhJtZbTQgOHMa6qGRLRMiaLVsGcZaBknQIVj7F90arpWVcJWC6LqqjUWi0T1LEScc2LRhfPHxLR4gIspyWWipGq0GZalgBRFajx5e9QW1SvFruN/1iipbTwQLguTGfbCfgdVUleNDrPv4POthOKFiwAg+Zaaj0hAl5PRnjIOTRxX1+m+Nw/ECvlTxgbXScYN1yVYNNsQk2zjJ+TfeV9nknAmYQLZCTixvCxsM143/tT5kG5isJDYIjaT18+GwA9WY+eaAKgpXFkbDcuGcNj5jSEWubYTktqKE/OxkxHUeDsT4Ce5bboKVe5LOBIwvXXo+jmMdWT22kZ8LjfaZFEXBdgiRaAaCpKSA3l2Xt6cFYOKeN84UN+L33DieJES7bTEqg3b5/YSSuqqrZLvLchPKErrIgpTJpqjLW11fnRzY64A7H0xOXdvZmiZV//CCce0Vjy844iHsGvG0Io1NxBY4N5QksN5LtXRZAtWjLCQ7qXha0hXtjVR1/SDx6qKjxksWB2El4GPdGElqzHU7Obj1w0i4s7xxDSpssS1z2EZ89mMGKEj7TBA+S/fJgZdHU9T2//rtE3vPB98PtoTmmEUynDdQkvdZXLAo4kXF99ukN0dnjITMSthpyWokTLo48+mvf2Sy+9dEKLEXIT9ARRUNDRGUmOEMp2HSqAQpJwLeqDBZY9J+Pp8jx/GUueHUQdztXe5rklX2FpukY0ZZxAm4OGFdsQ9KHqhmjpd1Q57enNPNF29ZU57Gd2w43pPlqbW2hpNl67Bn2IRDKFzzv+qWwyBkoWgtVYrjWY6bTEVJURRWVxcw1eVbHb1VdTeMiiO9INgJZoRE8ZAnjPYJ4RD6ajcphG5jTX8lr9LBgEz/BBV1eJlIOu/tdZ/dt3Ex/rNZgbxq/prN2zzxAuLnNZINNpscM+2dVDdnM594eHihItP/nJTwDYv38/69evZ9WqVei6zh//+EdWrlwpomWSUBSFoDfISHLEGJpYM/59ppr0sMTxT4ihQnu1JByCZKzwUCklzw5iOERLqnTxMJwYRjeLmdtCTQCoqkKdv44EWU5Lj/E881tref3wMPvydMotCXvuUD2zGoI0txoiyqtodB0+RHj27Lx3n6yBkoVgtfBvqzHycEK+EF4dkgqMeFLUBby01wcYjpgVNFUWHgLYO2iIFj3ZiEc3RMvrfXlEi5l0fUhvYG5TDfuaOmAQVC0OsUEwRfRMpDcxNLZgMYmrCr0elbC/wXUuCzi64fobwGrama+5HLi6V0tROS0PPPAADzzwAPF4nG3btvHTn/6Un/3sZ2zdupVYrMxxeSEDK0Q0nKzMK8tChiVaFDzp2XJRPH7wZlX7lKnkOaY7REu89Ooau4W/7qE9lHaFmoLGSSfiyGnZbTotKxYYNn52jstE0cwEzMN6A7MbgqiBWqIYr9/hg93j3n+yBkoWQnZ4SFEUGsyi8GGPTm3Ay6yGoKPkuTK/DxNhR/9eAPy0EA4Z3W/3DeV53yLpyqFwYw2tLc0MmQ7fjK8gKsY1UTyuc1kgy2mxxIiaefE4unqoMnMjC6GkRNw9e/bQ1tZm/97a2sqePXvKtihhNJVe9pwudx5ftBQ86XmsbrgwoZJnJyOOVm+HtRjRZGmuR3pYYtCoGjJpMa9yR1LGOgejCfqGjQOLVbpabtEy1Gu06++hgTazvHpINa+0KryVf7bTAtBk5hxF1SQhv4dZ9QEiVRwe2meGgtqCs5hTbzhZh6N5kmrN8NAhGpnTFGRuUw2H9YaM24RxUDxGWLVv93SvpGis/lBGeMg8po4RHhpWFRLg6vBQSaLl2muv5cwzz+RLX/oSd999N+eccw5vf/vby702wUGli5ahArrhWlht/sdNxLWHJdaNvq1MOS2xrP60+4b2lfQ4dnWQFsgQLa0h42AR16KktBR7zCTc5lofx8w2XJh8gxRLYbjXuCqPeJrwmtUCUa+xjqHeyr7yzs5pAWgyyzhjniS1fi+zGwLpSc9VGB6yBMqcujALmwzRMpg8jK7n6qWcdtYO6Y3Mbaoh3BjkENKrpSjajjH+3/3s9K6jBOxEXH99OsE2KxG3zleHYjqWAy5v5V+SaLnjjjv45je/SU1NDcFgkHvvvZfbb7+93GsTHFT6pOfSwkPjiZYxKoec2yYaHjJFS3PKsEv3DLxe0uOkJzwHjJlDJrNDjRn77O4xnIF5LbXMaTROvPsHooV1By6Q+IBx0ov5083xEmZCa7S/sk9i2eEhgEbTyo57EoQCHmbVBxnRqzM8lNSSDKWMHjtHNc9lcdsRAGgk6Bujz060zxCpvUoDbXUB5jTVOBrMidNSEB1m76Rd66d3HSWQMzyUldPiUT3G7ViTnt0rWkoueT548CCqqnLTTTfR3d3Ntm3bOP7448u5NsFBOZ2WyagMGbKrh8ZPxC14aKJl/WdXDkFZSp4TWoKkGcM+Kp7guRoPew9ugSPPL/qxbNFiNpazaKurRe/xoqhJIokIu3uN3K95zbW01QXweRQSKZ39gzHmNpUnwzo5aAiTlOPErwebYRASFdzKP56K21eNGeGhVArwEPckbKdlq+W0VFl4yAiP6ei6h2Pawixsq0dLhlC9EQ4MH6A5OLpLc2LACPkla9pRVYU5jTW8aooWfejAqLERQg46TjT+3/V/07uOEsisHsrttICRjDsQHzCdFvfmtJQkWj7xiU9w8OBBnn32WW666SY8Hg/vec97ePZZ91lrbqFcomWyKkMKGZZoUbjTMrnhoVgiHZZZpCk8B+zr+VtJj2XltKAFM9r0t9YZDeYUdYjB+CB7eo2/+YjmGlRVoaMxyO6eEbr6RsomWhSz5FkJpU/8SqgFDoIe6SnLc0wGPVGzhb/qtasdAJpSScBPwum0VOHsIUiXO+uJBua31nFkSy16shG8EfYNdbO4ZfHoO5khILWuHYDZjQEOmV1xY337GT2pSBjFbFO07N8C0X4IltA3qYyTo1OazoYdPRwYjDKr3hjdMNZcsozqoTHCQ2DktewZ2uP6Sc8liZbHH3+cF154gWXLlgHQ3t5ONFrmsk0hg3KJlmIqQ0oRLXX+AhJxC+3TkjcRd+KiJeo44S2smQ30sXcwRxOqArC64VoTni1aQ35IBcE7ZDgtPUYY6IgW428KN9awu2eEvX0jnFbi35GNzzr518+ytwXqDQGjRits/pDjQH+o/zUAWn0NKF2bjNtD7TQmjANsSo0R8nuZ1RBI92mpsvBQ15CRhKslGzmypZZwYw0kG4F9vNKzh/OPHH0fn5m8HGg0Ko0CXg8xfytoEOuf2aLFmjM23kVac8siaF4IvTtg91/gmAuKe6IyTo5et7mLOx/ZmpHrFm4McvvlnTk7IhcSHoKsrrgzLTzk8/nQNM3ufNrT04OqykSAyaTS5w8Vk4ibrh4qsOQ5Z06L6b4ko4Yl6in+oxwzQ2RBTWNu8yLof449I6XlfPQMG2ENPRWgOZQ+YLSEAuiacZAaSgyxx9QM85qN99NyV8qZjBtIGE8SaEyLlpoG4yrcF+9H1/W8XYsLPtCbAyWLuSrMIOtAf7gmCB2zaB3ogvvPNfYJzaJRNT5bKU+UWr+HoM9jJ+LqieGqCn+82muUO+sJoxLIoyrUqq3EgFd79o6+g5YimOgDoLYlfULTQ+0wCNpgZVeLTTbWnLHeWC9ffPT9bNLSFyr/dNI/cf6R56fD4UeuNETLrvXFixZrcnTkELkHMRY2OXrd5i5ueOh5slOuu/uj3PDQ8zlHOeRuLpfDafFbZc+emdMR1+Kf//mfueaaazh06BCf//znWbNmDZ/5zGfKvTbBQaVXDxWUiGteVXdEDnOCsoNZQ4dgn+OqI9s+tcNDeUSLtV9NU9FrjkUNoRHQYW5bJ/Q/x75kac7NoWFjoJ1frSXg6DhrhYfAOLjs7jFum2c7LcZt5Sx7rjNnDNU5TmJ1zYZoadAH6R9J0FQ79sHTOtB/7bmvsW7nOi488kL+3vd3dg7s5OOnfZwVHSvsA32xV4UZZB3oD5ndOtvspGQVGsI09RshO90TJRTw4veoRBVTtMQjVSVaXjNFS0httT9HLYF2uhijK+5wDyoamq7Q3JZ+vb0NRldcdeTQtHU3rhTCdWE6Qh3sTg6BCp2hI9ga2UNST9LZ2pne8cjTYdMPSqsgsiZHP3TVGDuMPzk6penc+cjWUYIFQAcU4M5HtnJhZ0fGRUFm9VDuNv4ADQFHg7mZJlquu+46TjvtNB5//HE0TePHP/4xnZ2d499RKJnKFy3jtPF3XFWvBH4dAPqA+x37ZNundiJuDtHi9Ru9CLSE4ciUIFpGYobQCABzZy2FV79PPymG4kPU5cqjyUNv1LjaqfVmrrU15Ledlq7BPiJxY52WwzLH/H9fX5mclsQINRiP1dTeYW/2meGhJmWQ7oFoXtECxoH+5Z6XAbjsqMt4Ys8T7BzYSSQRsQ/0pVwVZpB1oD9sipbWlOXAaXDWx2h85B8BQ7QEvCqKolAbqocEKPFIVbWq32sKk5Zg2iXrCM2mKwoHh3OEHkyXqpc6OlrSn9lgUxj2Qm+yl6umqbtxJXGgbwc9Knh0nQsXXMTWLf/D685Kwf49UGMmOe/eAHv+mnniLyQfZdEq+pqXUN+7FY/DbUmhMtjcSdM43XY37OjJ67jqGI7shh09rFxkJNnrup6V0zJ2eCijK66Lw0MlxXS+8IUvcNxxx/HhD3+Ym266ic7OTr7whS+Ue22Cg0oXLeO28beuqsf8yOWwT/OFh5zbS8xricWMK5QaXSE0q9OsUoG9JZQ995tt+uvMskKLhqAPRTPeu5e6dqIG99LWcoDXBraz9fBWUr7dqMG97BzcbuczTITUUHp4XltLe/oG84DcRITuAkJR+4b2sXNgJx7Fw/Lwco5rOQ7AFjLjXRWCcVWY0nL3FrFZtArmLANFtZ2W1lTKaPY1ZxnMO4Mm03lRvSN2WKu+3jgAK3oKxsnRchMHR4xwjtUJF+DIRkNM9CVyJHlajeXMHi0W9a1zABgmOm3djSuJba/9DoCFKTi24xQAdg7sNG60Lqh+/G7j91QMvrPKCFFa//77PGO/PKzb0s1H9l+WIVgAPGh8ZP9lrNuSvxv1gcHCLlyc+8VSMRKmUMns0zJ2Tku/ZwY6LT//+c+59dZbM7b95Cc/GbVNKB+2aElMULQUqrCLVOJWR9wxw0Ol2KfxCF0eD73aCBzeOvouNXU0JwYJxwdH31YAUfN+AUWBhrnMTWr0eTzsPfAii9tOKOqxrETchiyHRlUVAmotKeCP+39MaKFGDLhmbXqf0ELYD6x++GsTvuIdONxNM2Y33HpH6K3G6L7brAzyfwWIlvX7jH4VJ7adSIO/YZRoKeWqMCeOz8VhsxFeWyoFujm8LhWnyba8h9F0DVVRqW9oAqsQKh4ZN7nRLQwkDNG5oCl9VX9M6xGwH6La6MqvqJloe1hv4MTGdMptW1s7Mb2Iw/vQAYjlETdFVL5UItu6NgDQ6WtiQcMCAHYP7DY+T2XIR7FEfJd2IkN6kDrF+G5oOrykH8WT2kn8LUdox8ms+sJSpp37WS6LqqhGLy+75Hn0xaOdiDuTwkP//d//zf3338/27dtZsWKFvX1wcNCuJBImh3I4LSlN58V9BboSOWKi+ShoyrN5Va13vWhcIVsoHgifNGpYWVe0h9VHzCG+by3sW8somlT8DXNYO7Cb8NxTi1ovQMz8wgdRQVWZqwbZQoq9h3IIpHEYNvu0WLOGnNR6QwwCes4DYppSqray6T/URTPQrzTS4XG4WrWGaGlUhtnfP36Z8DP7ngHgDXPeAMDiZqPUtjvSTV+0r6SrwjFZcC4oHkd4CMNlWbQKDv2dRivHRTGs8MZAI22NIWK6l4CSNESL+fe5hVzJy5qeJKYPgALHts2z9z1h1jzYCpoSHRW6HDy0jyDQ72miPpi+ug431XCYBqBAQf/zD0F/nqTdAitfKpVt/a8CcHzT0cypm4NX8RJNRTkwfICOUMeE81EsEX+pusEWLACqAl9NXI2OMq6IX7GwhXBjkO7+aE4HUwE6GoP2+A/ITMJVFCV/9ZDfIVpcHB4q6sz0D//wD1x44YXceuut/Nu//Zu9vb6+npYWdx003MZERYuVMNkd6aZ+kYqujn0C9StemoPFvZ8FJeKaV9VK9sHBuqrOOij0JgaJj1OFElcVers3EW5cYGwo4oowak6RDijGyXJuoBm0Q+zt21HQ/Z2MpIz8m9ba0RN1Q/66Qk8dE8Zq4T/sbcq8IZj+fTBHK39nsqamaTy992kAwqEwWw9vpTnQzLz6eewe3M3LvS8zq/6YgtYz3tVj11AXva89Bj6VfWbi6ZCis3XF9dCzjeah/YSBoKYTVRX6Y/00BhrtXi0Bkq5rMDdW8vJNb2oBRUfXPBzXnhaux85uQ08FUTxRdvbvZUl7ulfLSK8RUoz60z15wMiZ6tYb8Rb6yaubBf0HmUjlSyWzLd4LKhwXXoFX9XJE/RHsHNjJzoGdhmixwpRdm0B3vAZjXFABGeX6sd0HWab8jdt93wOgR6+jRTEuDg7oTfZd8ol4j6rwzxe18a+/ejZncrkC/PNFp+dOwvWZF0t5+rTYibgzKTzU2NhIY2Mjc+bMobGxkaamJgB6e3v59Kc/zZe+9KXJWKPAxERLZsJkE4OvfoKFC77MQR+8r7efM6NRPtAxC11R+Fa8jqOv/VlRV/spTWckYTgntf5xOuIuWoU+Zxn63hewv3uzTsh9UEhGKag0ZP034E9fM34u4oowaubCBM0v+Ny6MAwcYu/w+JOQs4lrxmO11TaNuq3BX0/3FDWgjPWbLfwD6c6pliBJ1DThS0XY1/8iWw+n810SqQTv+937cuY+fPaZzwJGsuaKjhXsHtzN9p7tXHf86cyqD3BgMHecP9dVYTYZjQ7npj9vd7a3wqavwSbwqz7Wejw0pAzR0hfr40iOZHZDgAhBmohMeP7UVJIvefmza5+mdgHoyUbmt6bzuBqCPpRUE3i62bp/T4ZoSZgjG7TaTNHSVhdgK43MosBBtsvfD3s/OsaN4zsNk4X12dU0nc37BuiNxGgOBVgypwFVVQqqfOrp3023arzixy26CID5DfPZObCT1/tf54zwGWOHr8e4oMou1z8POM9xyGlRhtB0w2m52PMXXk7OB/KL+K6hLr6y9X2EFo4dpvvK1v/ivGPTIeSMcmdwlDyP7bTMyOZyv//97/nyl79s/97c3Mzvfvc7ES2TiCVahpPFXVWmNJ3bH30aJdhjn//VwF4O+iCgaZw9MsLcZIqTYnE2BQPsP/5Szq6fU9RzWPksUECfFkVByXZb2hfnPiAmRqCoi7virghjptMSVIwv+Nymo2HgJfaOMeMlHwl9BBSYXTe6k2ZTsB6m6LxqJeKmzIGDGcKgowFoAO7nz2vTZVte1UtynCuveCrO3DrDwfrz65toSuzjiKaaMUULwO2Xd+bt11JQo0MtQa9HpU5TOAD2/J1ZDQFj/pCCa0TLuCWtPqOajWSTPZ3bokZtYYRu/n44U4QoVjdcRyNBMHKpIr4i3NLwsuKdhgJxhsKOUHs4uTWJZywB5HBK83bv3mj8V0jl08uv/RaA+SmdupZFxs8Nhoh4fdCRdG+5Lfs2YqeTW2HKbMbJg9F0hT16G0cqB7lI/Qv/wdsyRHyu8GApjT8zKocg7aDk6FvlzGnRkonSqnAqgJJEi6ZpDA4OUl9vqLuBgQESCfcqNzdQiNOS64vwm23biLT/GyF19Ekppqq8d04Hfk3n2oEBNgUDPJU4zNuKXJsVGvKqCgHv+F+F1MI3MkINdRh/i77jzyipxOg4bCJapGgp7oowZr6WActpaT8Bdv2CvXpsVAO2fL0ukloSXTEONuH6plG3twQbpky0YLbw10OGk1LIgXA8wWIxEjEOuM/sfpHHntxImMOcoAxQ61cZjqcP3EGfyscvPJY3zCvfEMiQ6VT1m2Xqs+qDDJNVGl/hjJe8rPr6AAgoLaOa/zX62hjR4fX+zCnkvqjxfvsbZ496vESwDQo9LHt8cP6t8L8FOg0F4gyF+Unw89qPsN079pehOdhM+J8Np7Rc3bu37jP6rhzvTV9Q2KLFWSmYy21Z/oHcf/s4hQWqonNX4h38p+9ejld3s0Dp4lOXX4ZHVcYMD75/1Wh3ZDxGOS0FhIc0RSGSHGZ09p07KEm0fOQjH+Gss87immuuAWDNmjV87GMfK+vChEzGEy1jfRFWHjeCkkOwOImrCsfFjaPb/3X9HwktgS+HvTgWzrlD+TqtOtf5Xa2N49XdACjDB3nhsR+w7KLrM3dOjFBwVX4JV4TWaxkwnZk5YaOR/rAC/SOHaTIt90LmNVmEG5pGbWsLNcAUzSn0mi38ffXt4+xZPGueiVFzJKiBg/iVYX7lv5V2xXQHsqNxjwPPli95M5RSAT0tWhoCvGZ2xU1Fhxh/TOf0M15SsuI1/rYaZXSiZnvtbLoj0B3JTJatSRjvd11rjpN2qI3mwxo+HRJ5vpZ2Dlv876NvbD+uZJclOxSW8A7x7nkNJNTReV/2WnRYO3KYcP0ctPHK5U3G2+/lPuPvOr7xKHtbTtECDrflBeP3rpdgrBqTMfJgkrrKFn0Bv9FWsF7r5BzPS9yzdDdLl4TzhgfvevRVaheO++dmMJgoPDwU8ASoQWUEjf5kZGaJlve9730sX76cJ554AoAf/OAHnHBCcSWiQnHUeo0OqiOJYdi3kZSus2XvAD3DcXZ2b+PJ7S9zHHBEsIY+zOqCGDy/rRcKyEs9KpGgOZWilwgbD2xkecfyce9juQ9/OzSIGtxLTSjAVkdpcna82fmFjfqNE9l27QgWq3sYfOq/WTf3TVw8LwWRQ6R0nVR0EBh/cNlrPi+QhBXX0xzpLjgfx3JaajzGWgLNC2lPpjjo9bB3/ws0LbwQKMytANA1Lx0No3vKzK5rKmg9YEz53ZqrvNskXww/pen23KHDev34PVKKZEGqj4PJIJo3ypHBF+lN1dHKAKoy+nl0YJB6dj63nhOOaDTCAdlJ0lrhTkyNpgIpOzzUGgqwxZw/FDm0k4Z9G9M7Dx2AaB8pXee1AxEOajXUNc/hhLkNo9Yx3giCfLePct+GDsBIn/1rs6+OsGNa9RE5rn4Vbx+K6TwoASOXqj7osT8D1vs9rz7MSxHoiaWTqFMpjYaU8fwHUg2kND1j7d6G2YQPpPjW4SZua+mnS9X5UG8fq4ZH+H8N9TxaX8eKhMIXzv8y4d498NscXc29NSW5LLlCYYp3mMQ41yBxBZ47+DxHxft47G8vFPRc//P0c5y+cMDOc8nmpfhhUOH4cPqYZomWPYN7Mi/SFAVW3U7XIzfSO7wftvwITn4bBNLfa03T2XlAIZVo5Lij3sPifR8BMNozmBV7X9Iu5JMX1fG79Utoi7/MYPdv2TP4j9z5yLaM12S2dwcNXuM9Tfh7i7q2SWk6L+83cmqGhn3G+2+1B8h2rc2k4XpLtPS/zhHO74yWBNVrn1d2HdyGl16OaKlBVRTwN0BtOk+uuXE+4fD0VAyXJFoATjzxRE488cRyrkXIQVfX8/T276LHzBIfSY6w5cELUDDevGYUPh6eTXzBxJLkDrUs4IRYH0/V1vDLFx9gZOfTDEQPo+s6+wdiDMaj1PuDtNcFODgUo0/z8L8D60hiljovNCIgzv4jftXH2it/TbguPOog5sVwZ36gnMI1/v208TJf+9WX8fkfZkQ3xMTeAoYvAtwyy3QVNn0N76b/4B9arqYpEOCIlhoURaGhLkxbWzp50ToRRFNGPkbAE7Bf52Y8HAR++NS3WPDi72ivC7ClL88QNAeKpvL08z/m2Nn1qIpCIhXF5wmiDJozY6xe3GOhq3z0Dx8hoY/tjHnw8KHW1cwzj6H90RCRWJJDQwd5pXuQNwUOcVgP8vC2v/LAVw6w8oSSv+Kj+E//N/mPeBPPeGv4p7r/4djBTJvfedAGOJTaw8CT12KNoIx6aug76kra62s5OBSjt4hmejUpD5Zosd6rgzVxtuIjueFreP/vLnvfBAo+x6kh6VHZpar2OmqUWro730vfSC9/3dlL70gN6Dp+b4SQz8PRHfW01bcTSbaz/pVD9I0kUEig46OpxsfKo1sJ1MT5zsEH7M9/LjyazicO99JklvfXKLWc13AFijldfAA/fz/yj6Mq+fbyKNesfRQwv0Nv+DLHe+I8CsQT+/jz4//DocEunnp5L+/3K4CP7z71KD9+/o9cdcpcjg/X4PMEGfJ0sdXvYxsH6VJ9BDSNN4xEaU5pvGUowqP1dTzn1Xj9J+/k74pZChsyHN2kruBVdBh4mf2/+CgjgYU0K8M0BI333PrceZQB+5jgPEb8bf8As1NJ6oJpx6/XA/nbsxnc8udbCtgrzWN9X+Gxjbqd5zIK+yPpY+vLD9PcOJ/ZHUup8dYwkhxh39A+W8QAdM0+jtWtAeLN5sXB7983+jE1hba9F3EDfyDl93HQo/Kx2bNI2ALvN2x+5TfQDr8kDETw/PwSmlNv4pigcQE6hJf4/DV0FzKny8GfnnuUjTzLLzbu5e+BTdAEazf1sv6vf+DPybhxUnf2aUnG6PrO+fTGegnMagOfj6deXceOvz1i75LQVXyK8TnsU1W+2tpCUlFgjKHVXl3ng23vZW79bBbNCqEqypQJGUXX9YIvx971rnfx/e9/n+XLl2eEAaz4/4YNGyZlkaXwzW9+k3//93+nu7ubpUuX8o1vfCOjt0w2P/nJT/jsZz/Lzp07OeaYY7j77ru59NJLC36+gYEBGhsb6e/vp6FhbPuzGLr6X2f1Ly4jnudKx6vpJIv80OfCp+uOL1z5WHPJQ3TOWsr6Vw/z9v/+P3v7Ov+naPTtM/qwlGH9xWCJqfvXvoefxvbxrrpjWTO4Pe/rXBLjtJf36joLkhqv+Dxc2z/I2cMjfDg8a8z9p5u7DhzkmZoaHqmv48KhCB/oN4dE6pBUFN4Xnj0p7+WavV38yL+IX7QPc+7cs1i/58/536vJaOs/CY9Z6Hf3rgMH8erwydnt1KZSJFQ1/3d1nLX6NB0UJuX7no9yHasmil/XWXvlr7npTx9ne+92vrnqm5xzxDn27VsPbOKa31w36evwaDqpCb4eqq6jKQrN+8+koXcJv/B/1hAf7/gp1BmCsQuN1b+7nvgkv/TW6xpunD/+zjko9Bxa1GWYVTH005/+tKRFTRVr1qzh5ptv5tvf/jann34699xzDxdddBHbt29n1qzRJ4VnnnmGt7/97dx1112sXr2aH/zgB1xxxRU8//zzLFmyZBr+AoPexNC4J9JyHQQm7QBmWuLZ8XwfSXo96pQLFjArUoYPEDNDPprHV37BAuOe5JKKwoWEeIUoz9QGuWJo/KZv04ntaAG/rwvx+7q0ZT7ZJ6SAZnyOemL9479X0/BelkKhr5fzdR/2FJC9M85aE9MkHCpBsADEFYXexBBHNhzJ9t7t7OzfmSFaim2sWSoTFSxgJNUCfFL9JZcHfpi+4QfpcoreptnEmye/KaD1uk72BKuiqp5eeOEFHn30UbZs2ZLzX6Xwta99jQ9+8IO8973vpbOzk29/+9vU1tby3e9+N+f+//Ef/8HFF1/MJz/5SY4//ng+//nPc8opp3DvvfdO8cozKXNKwrRg/Q3Z/Ql8THNzI9VL1OxV4PcU1j57MljUeS0BTWOXz8cfa2vGv0OFMlknJL/ioTml4U8ZMfrBEkc2CIITTcdu579rcNeo29xGKDXWolX00NS5t1Px2hUlKX/yk58AsH//ftavX8+qVavQdZ0//vGPrFy5sqhwymQRj8d57rnnuOWWdFxUVVUuuOAC1q9fn/M+69ev5+abb87YdtFFF/Hwww+P+TyxWIxYLB2hHRgYmNjCc7B5X/kfc6rZvG+AJe2jW1T7lCnqtjYGmg4xU7RE4tPXseBTrzxESjWe/7+am6ZtHbm468BBjkokec3nzbjan/TnPPpSOOcTADS/+DPCr30Fn2JUePWOuP87IUw/m/cN2Hks9uBEx21uo3HMpHaNHQvfDnu/PSXrsI73k0lRR+sHHniABx54gHg8zrZt2/jpT3/Kz372M7Zu3ZpxAp9ODh06RCqVYvbszL4Fs2fPprs7d6fT7u7uovYHuOuuu+wOwY2NjcybN2/MfUulNzI1r6mn9HzscbH+Bo+qcPvlnQBmEvH0Oi2b9w0QNRNek1rx/RHKRSpP0m05Gdl7Da3dKwFoSxQmGI9KJOmMJzgqMXXv1VGJJJ1Jjc7WTjpbOwmbYsVrOi2RpDsayQmVTW8kNmbZ81Qdd8tJT6qNlJ7ldpqT0nfXTF1l71S8diVdYu7Zs4e2tnQpX2trK3v2FNguukq45ZZb6O/vt//t3r277M/RHJq8OORdBw6yeOdFfOT4b/KOBbdN2vM4/4aLl4S577pT6GgM4p9m0bJpdy9Rs6qjLlA3zt7u51NvPAdvoAmAOcnCXS5dN/5NKdF++8euWC9b/T56zFSOpO6+E4qQRp3yD1NumkMBW7R0R7oz+l9N5nF3sjhR78aT3XrAbAzYXDd1f89UvHYlXWJfe+21nHnmmVx55ZUoisLDDz/M29/+9nKvrSTa2trweDzs35/ZhGn//v10dHTkvE9HR0dR+wMEAgECgcl9g5bMaRi7jG+ChNR5/HXkPE4+0MbR8ybPaVgyJzML/OIlYS7s7IAvTtpTFsSav+5hydwk+BXmtDRB7ma3VcOZTT3Elir81y44IhnnJS2Yf2imptOc0lCUqR85M9h3mFpN58BwN6u7f0N8bhjYNe79hMrHY1a7HNHXyRlLz+Onr39rWtbR0Rxn39A+Qt4QkWSEP+3+E0c2HAlAKDRFnSDLyF6vhx6Piq5Di6YR1rCbbS45tHXSziPZZB/vJ4OSRMsdd9zB6tWrefppYxLsvffey6mnnlrWhZWK3+/n1FNP5fHHH+eKK64AjLEDjz/+ODfeeGPO+6xcuZLHH3+cj370o/a23//+96xcuXIKVjw2uRollYt9i98FBxWe29XLFac3TcqH2qv4aK1Jzz/JaMbl1Xktx3yMqSRuNk7Z2z/uru7n5x/gYEM91NexMJnkt3t2Z/RUsdintRJWemjRUrQndTbpC9mhAXn6kZSbAwcPcN3df+D9q3zEc04drh6sktWZQsLM39rTtJWf7NiOUqTX78FLqgwu7c1/+hgJx9DATz75yQk/5nTynjnpC2y/prN2zz7C5viFyTyPZDMVz1XyWePgwYOoqspNN91Ed3c327Zt4/jjjy/n2krm5ptv5vrrr+e0005jxYoV3HPPPUQiEd773vcC8O53v5u5c+dy111GQ6qPfOQjnHvuuXz1q1/lsssu40c/+hF//etfuf/++/M9zaTTHGjG7/EX1I3ViVfxksyTK+H3+Fl88mp4ahub9/ZT55uPV/GR1CcwP8psnLZ8UGVz9GN86JyjuKzzGLt766hW+OESs7V0DyO734WWMppQK55Bao74PopaRMhD86InQ8TNya9/2hbHP9tPXCv8dfZpOjoKyQnk8JbrADwefh2aU7DfLJednUwRThn/NB2i+KlV4mzSjuJ7yav5nv9u444KfDXxDwx6+oDfjPs8PtWXcSIoGs2oFPIqkZLbmk8bGngUnVSRAiRbsHg1nSP2nsf+4GlcsdzLD3feXc5VAqBrxuegmO/MZKCoKXTNk3cdxutxPvuDp/Khc45i+YLGMSeS24zXH0n1FvQ5ffuCT/HdJ0aoOfJeUDXQVVAmX0R/Yf9hjknG2XD8P/Kfg4/mbTaZi7iq0NvRSdgcv1DqecSJrqnGsNs8BRR+j59mx3T5yaIk0fKJT3yCgwcP8uyzz3LTTTfh8Xh4z3vew7PPPlvu9ZXENddcw8GDB7ntttvo7u7m5JNPZt26dXay7a5du1DV9NnmDW94Az/4wQ+49dZb+cxnPsMxxxzDww8/PK09WgDCdWHWXrGWn27czo8fe5pPhb5RUBXHf7zxP2iracs7zr0j1EF7/WscHIxxoLeWz578//jEz9ejYOoPzyCKZ4TGGi9vOKqNljoPTbU1LGyrY8ehIRLxAEc2ddh24KN/+QHfP/grUoEE6294N56sq/hCW+FfFv4nZte3cnR7HQ89+zp/fS3Ke884kbeecgQAm15P8JmXjfwpK4IbefWTqN4IOvDOFUdSHxpmd18Pz7x2mJbQ9+kOKKw4OIc/DhnDzfRkCD3ZZPf76Bls4s5Lvo/PP8IN//scfo/C+85uxReIj/p7jw83sPulJzl203/RvexjtCw5DXp3oP70PSR8DWx70//ar3MilcDn8aH170P90bWkVD/94bNp2fs4tB/PgeXv46ZNXxv3Nflw+9WsPO0qtnUZ76XqG2KOeWzY1wP9I3F8/jhHt9fxi1d/zl+6/8JVx1zFPyz+BwCau7cQ3vkB9ntN0ZJKH3hUBb6RuJK3ep7iy8lreFpbwibtKJaqr7FJO4ontZNQEv2EtN/nnWHl9/j57pu+i8/j40cv/4hfvPILzj3iXC5eeDG6Bq8cHKJveCTjMxSL+Vnzf/30R40TyKxkjLD3VmIMo+echVw6Ny67kTm1c3nloPFeNtb6mNMMigoNvgZQYCA+gK7Bxn17+emOb6PlEZQevNxw/Oc5c6GhqnYeUDgciREIRDk+3MC2rgF29XXh86c/Q92Dh3m0K38VR1JVeNelb+Oqk8/lwHA3P9v99bzfG4/iQVGUvEMvdc3DyJ53oZtCX08a/XUUx+BC6/tucfYxLZx0REvG5996zSDzc2ft43x//7Ln7/xqV+4WE06c6wKoD3j59CXH0TmnkW1dA8RiQY4958iM8Qlrr1ibc3ipdbw7ODREe10dx4cb+Prvt/Pk3w9x1qJW/uXi41BVhUPDh/jwHz487trOP+pE7v/NLkOwALcu+y9OmFOPqiq81v9aQZ177zr7LhbUL2TzPuPz8IPXP583+d6v66yIRQmnUnRuupeLsrpM/622mc82F9CiYcWHbOFmnUd6Y7286zvP0juS4G0rGgg3M+q9O7q9zv5O/K0L7n/yNQ4Nxe3PTHtTgg+etZD6Gn/O80qhI1QmQkmi5fHHH+eFF15g2TKjZW97ezvRaP5hYFPNjTfeOGY4yJqZ5OTqq6/m6quvnuRVFU+4LsyurgM0xBo5yl+Y4m6raaOz1ajUyVd+duqRTazbsp/vrd9JV38ULTqX698wn4tPCI85iwWAY0Y/ln/5tXz/0V/xN6+COrAbmkvrivjuU8+31/7c1i08G9mJL3Ukna3HAdDZCs3+WdzxyFa6zeGQerKJWaEObr+8k4uXpL80KU3nvd/9Kd1Eiaaa0aLpuTcKmt0hMqrVkko04tVb0KLdHDO3kX8576wx/96lq06AVTdwrLXBWwfxBGjDLF2aI6SY1I3bScKOdca2vS/CwU/C3PG/5Oec/jY6WztZWkC7he7hLv7S/RcSWsJ+HWk5HuZ8k/0eY8bJ7KRZNaUrbNEXcl/qzdyXeov9GF9OXsMd3u/x5eQ1gIKebCLy6idQvBEUQAnspWbOzwmHwtxz/j1A5kwka45LZ2snq49abTzo0VkLPQbWv3qYb69Ld0keYhi8EFCSBEgUPKC4EM6ee7bxemSvIweXHw0fOOXNY071htEzoLK/Z6Peq2Ng6+GtPLp2/NLTJbODeFQl42QDwIOXQ6wf3vYgtBrD/wo5AStqCj1Vn/H5B+N7k3N/4OVXgnznqjca3/0c3/dRZO1zbMvWgkRL9rr6o7CgfjFLZ7WO+XkP14XHPDlmvw+ndvh54qW/MTc0jyXtRhXNVsae7eXk5e5BUNLH3Ms7T6LWV1vQfS2OajyKztZOe13vGlo59udK12n++T8RTqWLWixH1ECF9tnA+PHsFzmGxY5ZVNZrNjT4OlpS46Yzzmdei/m3jPH+njMP3nva2Xlnc00HJYkWn8+Hpml2K/+enp4M50IoLxt29jCLmNFkSydvO+ZCLbp1m7t4+lUj4Wzti+kZMAtaQ6xcNHrK7HgsbD0Onw5Dqsre137PEad+oOjHyKa51ih37RvOvNK8eEmYNyxq46Q7fwfAg+9dztnHtI/6MnlUhXpfEIjiUTOnY9cQI2p+fqNaDbPqgzy/yziYHD2ryGoiv9kZNjliDAHM/i7Eh80F+SCVBDNPozml4df0vF2Bi7VcrYP5vqF96Y2KwvC5n2Tw/z4NwCyzesir6Dzgf+eoD9TT2olcGP/3jG16sgk92US4Mcg/XnAiX936c0aSI2lh5MAaatgYyD/sMrtLcoQgKV3Bo+g0EJmqwdg5yXdinHRS6QqpjHVERyCRgLZOaDFES6En4GJOMzrQ1R9lw46eko4FE2W8adjFUBc0TnGD0eLDsNu6B1DU9LEn6E07HKVOoB73c/XG2+Ghq8Z6NFj+fijAnf3ML17iPx4dzriQiyZSxJLGsaehprDiC4+qTMtnIB8liZZ//ud/5pprruHQoUN8/vOfZ82aNfzrv/5rudcmYIwsf/3wMAvVGOFUirWxenrf9p0x9y/EohtrPDrA5x7ZSrgxmOFYFIJP9XG0r4FtyQG27366LKKlJWR8sXoio+3x/hHjOjzgVTn32PaMWVhOmgMhiPXhUTMPhEFl2B5d0FTXwoqFLfzkOaNsfVH76EnNeXFefSWGIbuEOmHa8HUd0J+uggmnUqzds8+2f19bcSe7a0+YkOU6t864au2KZA4jPNBhiItaTaNO140eDuGT+Or7b+bEZ3by+V9vG/exP3vZ8bznzIX0xg7z1a3QH+snpaXwqJmt5ftjxpVgk1liPRbZXZJ1VAYI0cwQDcrwtIqWaSWZo6xb1w1RDMbk5RKwQr+FUk7xUAzZn4uJEAoYp7hIrHjR8nLXAJg5HH7Vj+rIGi60AV3RzdYWrYI5y2DfRjLeLfP7yhErYFNhD9XdH+WGh57nvutO4eIlYQbMMKyiGGE4t1LSyq+++mpOO+00Hn/8cTRN48c//jGdnaOvuISJ8+wO49B9bIsHhiDsrSec4+q2UHKNjM/mzke2cmFnR9E24LENC9nWs4ntPVtZVfIK0zSZTkvv8OhAgSVkWkL+MQULQJ23BmKgqLGMg3aNGrHDD7euXoZHVXj1oCEuFrUX6bT4arBPCblEi+W0hNoh1ApdLxo9FDDtX7M8sXPV/zfh+uJwyBA4+yP7SWpJvOYclf3DxqTq2cmUcdVt9nDweFTec+ZCvvPUDrtbcTYK0NEY5D1nLsSjKraDoqMzGB+kKdiUsX+hTkt2l2SAAb2WZmWIRiIoFCkeq4VkjhyWVAJ0MwnUV/xJ/ZZLj+N/Hk/Q1V+4ECmneCgE63O2YmHLuPsWinVyHipBtPztwCCK+f1xuixQeBO1oputKQq88dbRbov5fS3m+GANlbeO5wMjxmtQH/BOaUVRuSk6pqPrOsuWLeO4447jwx/+MDfddJMIlknk2R09AHS2m/rSX1xMNZsNO3ryHric1nCxHBdeDsD2WE/uq8UiGSs8BNBjbrP2GYtan3Hi62hW6WhMH3gCqiEkPLrOZSfOQ9d1XjtgDCxcVGx4SFHSbks8R8fWhClaAiHjwKNnZeCXcEAai/aadryqUT12cPigvf2AKVpmec11zllmXNUxuluxE+v32y/vtEWsT/VR5zNeI0ugOOmPF+a05HreAYz1NSjD6MkQvnGsAe8UDbebUlI5vjuO5md4ixcTb1jUxlOfeiM//OAZfP0flhpif4x9FSBcZvEwHrk+Z+UgZIuW4iul4kmdUNAQitmipdAmaiU1W7PcFsvZMTvbWt/XYnAezy13urF2+jqAl4OiRYuiKCxdurSiBiRWM8++ZjotzeZbVWQiWDaFWr6lWMOL5xpJqNt9XsNNmCDNdnhotNPS63Ba8hHyGydXxZO0D9qnzW8mqBhCwjqkHByMMRhLoiowv7WE19ifR7TEzenNvpDjgGSGVCZwQMqFR/XQUWv0bNgXSee17B82mifO7lgGbYth1e0ZIsnZrdhJR2PQtpedWC5KTtFihofGc1pyPe+AbojMI2sTfOvaN/LD/hBr9nZx4cAVrFm9ZtS//zjvP8Z9DteRy2lxXgSUIFognZ9w5SlH8MUrjcrIQkRqKVhltvmwWg/A2J+ziZIWLeljSCFr8yg+9GSIYzuM17omKyRXaBO1kpqtWW6L5aw5LmqKfV0tDgxG7fBQQ9DdoqWky5QtW7awbNkyjj32WGpra9F1HUVR2LBhQ7nXN2NJaTq/39pthyzmW1WB/olZ5oVavqVYw8e2LAZgr8/LwOtP0TBvuX1bIb0CspNOnU6L9Rmz6ClUtJgnzkgqah+0Lz0xzK/2G1euQXNexyumy3JkSy0Bryf3g+XDEpOWq+LECg/5a0fbv2V0WSzm1s1lz9Ae9g3t49TZRtPH7ogxR2v27KVwyf/kvJ/VrbiQaoGmQBN7h/baAsUilorZLdHHc1qyn/et33qagf3G63jHm45AXRKm/7cJGuMJ2tW5OZN+uwJdqPjQ8tQaTVX/iPEo6Dug6TTnco8SVj5LsCyfFUss3vnI1gzntaMxOKoKrxRGVT5loWk6Ow8opJY1TmpVSn3QymlJOy3OtUUSEd732/cB8NAlD+HzGCf0e367l98l4yyaPczfDkEwaxJ8a03LuL2tsptrFoWd2/JCxkVN9uv64p5+PvOLlzLuarV0cDKrPmhfiDYWmIRbqZQkWh555JFyr0NwsG5z16iDyQ+eepkPgpk/UTq58gicTCSu3BhoJOwJ0ZWK8Lc9T3MaH7Nvy/iyHfwbNz/1afb6fNy+8nb7ZJSddGqJlqSmMxRLUu+4QugdLlK0OJpJnXREI78xq4mCpgX76kFDtBRdOWRhicmc4SFzmyVsxjgglYtcFURWeGh27eyc97EotFrAEiTZToslYjyKxw4hFYJHVTiuo4GBbuN1VM3HUcxQiXeMz324Lsy7jvgW3/rzi5x7TDufvHgxw7Ek/3C/UUq95kNncERD+/RVAjkY70TOL/4/mrteJHxGjr81aR4LssMUJVwMWBQjUkthvEqZyZ4GDE6nJTOnxVpbIpU+LixoXGC7g1t3GyL/yFYfHBodHgrXhXn0rb/m11v/bvcysWir849qrlk0imK4ob/51ChX1Pm6Lm7W+Y9Hhws6nv/gWWMw5Ix0WubNm8dDDz3EU089haIonHXWWbzjHe8o99pmJGNV9qRiEfDCzgGdBRN4fCuP4IaHnh9VTTBha7h/D4trZtM19BrbD23htH0bM24Oh9qNJOKRYfvZjm0+NucVNECN30PQpxJNaPQNJzJEi+W0jJvTEjQO1sOOhk6dcxrwm9VEfizRUmISrkVBTospbPIckMrBnNAcILOCyA4PhfKLlkIZKzzkTMLNlyCdi9mNQTunxRqaqJonY0+eOV8ndixAix7mcG8jna2dbN7bjxbdTWvIz/I5JxW1hskm74ncWwepVFqgOHE6LVmPl1cIkb+isBJLWstJnSla4kmNeFLD783MiPB5fHYH8ZHkCHW+Bn63pZs9vSMowOwm4zOcLVrAeO0/sCI8eb1MFp0PN+aPXhRzPLdzWmai0/L+97+feDzOtddei6IorFmzhscff5wHH3ywzMubWeSr7KnBOJD98bUI73Y0DSqFSbGGkzG4/3wW+2I80dzIdqJw/7mZ+9TNgo9uhlTcbg0yXny2udZPV3+Unkg83QwJZ3go/xcwZNqzEccMm1q/l/aQ8btPz3RaShYtttOSQ7RYQsaZj1TAAalU5tQZomXv0F572/6IKVrGcVoKZTynpZB8lmxmNwTo1s3XaMR4XNUcreD3j+0wHtVmvPY7DkbQdZ2dhw0BuqDNZdVHlpuUS7RYOS05KoemtadMhRPyp0O9kVgSv3f08abGW8NgYpDfbdvFfb/fYh8TdeDu374ETVDjGfvzN93Cr9Dj+YDZq6ahxt3J6yWt/tlnn2Xr1nRTo9WrV0sFURnIV9lTi3HQOhD1lqXpU9mtYY8fGudyXN92AF72Zx8cVGiYa+yXShAzr8LHEy1Npmjpzaog6jWTc5vHCw/VGK9TJEsKtpqiRdVM0WJXDpV4orNESyJXIq65bYKVX4ViiRbLaUmkEvREjWqwWbUFtNUtAKvMeUzR4i9etHQ0BPmbVeZsOS2maPEGx86xmtdSi6LAYCzJ4UicnYfMPLBSEqqnE+tqPjEy+rYJ9miZqXg9KjU+DyOJFEOxZM7jRdAbZDAxyJ2PbCQVy+waPBAdJgD0Rso7VqLcWMfz6/7nWda/eph3nTGfO958QsbxvH+4OpyWktrYnnjiibzwwgv27xs3bmTp0qVlW9RMJV/FTo1iiJZhAmVr+mRdIbzl5LmsXNQ6MUtTUeg688N4dOPL/Xefjxf9Prba/zx0nflhIxSSSthzfwKe/CWBlpPSl9WrxSp5bhknPBQKGYHziKJAIv26NdUYiXmqphKJJdlnisWj2iYYHsrntPhLfOwisUTLvqF9aLrGwZGD6Oj4VB/NwfIkpFpOS3YiriViCk3CdTK7IciAnhke8pi5SP48gi/o8zC3yTiZ7zgUYedh4/Ve0OpWpyVHybP12S2hR8tMZ6y8FougJQTVHEm15rYte0dIFdgFd7rwqArHmjl5jTW+Ucdzu3poJoqWl19+meXLl3Pcccdx3HHHceqpp7J161aWL1/OihUrAPj6178OGJVGqdT0ThN1C/kqdiynZZjAlDd9KoSuoS5WP/8l/rnDEAlJVeGdc8Nc4/i3+vkv0TXUhZ6KFyxarAZz2V1x7ZLnunFyWmoMZ2FYVdCj6RNsbcA4gKWSKq+Z+SytIf+4zs2YWCfVnE5LjvDQJDKrdhaqopLQEhweOWzns1jby8FY4aFCG8vlYnZDOqdFi/aDruPTjfc5EMj/mV9ohYgORXjdreEhr/ldSOZzWirvu1/pWBVEY4kWPWWexNX46BsV40Q/HFVL6l011VjHr54cva1mdE7Lr371q3H3OfnkkwH4zGc+w8svv0xNTQ0nnHACJ554IkuWLGH16tWlPHVVk6+ypwbz4F1TN6VNnwqlN9ZLXMs/xTmuxemN9dKWjKIVGB5qrrWclvRja5qerh4az2kxu9OmFIXY8CGC9UZOh89rfIH1lMpTrxwCSmgq58SXL6fFCg9NzUnUp/qYVTuL7kg3+yL7yp7PAmMn4k4kp6U15GdYNd4DbbjPTsIFCNTkD4ssbAvx578fYsehCDsOWU6L28JD5t+YyJPTIqKlaEIBI69lLNGiYBxDlByiRbHcF90/bWMNisGqpuzNMfpkRvdpmT9//Am+559/PgC//OUvARgaGmLLli289NJLPPbYYyJacpAvE7xWMb4wV644ZtqnbE6UuONK0q+On4gLma38+0cSWE5t03jVQ970iSsyfIAgxqTXhNV1VPfy8AtGwmrJSbjgcFryVA9NkdMCRgVRd6SbfUP7Ci53LgY7PBTNDA8VOncoF6qq4K1thjiGK+YIkwSC+V87KxS0eW8/h4aM+813XXjIFCT5qocm2PJgJhLym07LGEMT6/y1MIztqmSgGCd/XfNVpMOdTfMYzjSknRa3h4fKlkY8MDDAAw88QHd3NwsXLmTp0qWceOKJ1NYaB5u6ujpOP/10Tj/99HI9ZVUyViZ4vScBOpx6zBHTuLryEHOKlgKqhyDT7rR+rg94R5UwZuNRPdToMKLA8PAhrPTlmClaFM3H9v2DQAmDEp0U0sZ/ihJxwchref7A8+wb2sfhqNFVuVzlzpAWJb2x3ozGfxMJDwEE6pvhMHhiA+BwWmqC4zgt5ntnjb1oCfndZ4N784iWMfq0COOTbjCXW7TMrqtnW19+p6U+UFORDnc2ttOSIzxkzR5qnInVQ7l461vfyqZNm1i+fDmPPPII27cbVSSLFi1i6dKlrFmzplxPVfXkquxZ+Cugnym9Wp8s4uYB2Icybo5Fc2h0eMiyPgvNP6lFZQSNyEh6bnDUFC26lj6xJVIaqVLLye3qoVxOi9Vcbuqu/J3JuJaQmAynJaElGEmOUGt+LicSHgKoa2yFw6DqCbvsOa57qB3H0l5ouirxpFEV5rrKIXBUD4loKSfjJeLWmO5VLtFiJeJecsKRrnC4005LpmukaXrVJOKWTbSsX7+eJ554guXLjdbtsViMl156iY0bN7JpU4GztAWbUbX/uXp9uJR4yjgAB8Yc2ZbGnvTs+BIW2sLfIqR4OIxGJJpuwBU18280Pf0Yd6/bzvfWv15ar5p8TssUlzxDusHcvsg+hszZR+Uqdwajt4Vf9RPX4vTF+kaJllLCQwBNjc2kdAWPosOQkYsTx2db/GNxRHMNXlUhacYNXVc5BI7qoRyJuFI9VDJ144gWK4T8lmXtrH3SKI+2CPpTpIBT5pVP8E8m1jExe/TJUDyJWdjp+pyW8pQSACeddBJeb/rAEggEOO200/jABz7AN77xjXI9zcwlPvUhhskilszsRpuPlhyTngtt4W8RUo0vacS8cgfojxlr0LTMx+juj3LDQ8+zbnMXRZG3jf/UC06r2VjXUFfZu+GCMTg1VwXRREqeAWY31jBg9WqJGLk4cbx2MuVYeD0q85rTISSPolR8ieoo8jot0qelVCzRMlZ4yOp2e0Srl1PnNwHwjhXz+OEHz+DUBcZnMXv2UKXSZBYuJDWdQcffa/Vo8XtVgr4SZqtVEGUTLV/+8pe57bbbiMVy9BgQJoampQ9aUxhimCziZoKlv4Dy21w5LYcLbOFvUWsm+w7HDRcgpen0m5/TlJ5Zcm2d5u58ZGtxJ72x2vhrmiOnZereu7l1RpOsfZF9HBw+CJQ3PATQGMysINJ1fcLhoY7GQLpXy5Cx7hh+asdxWtZt7rJ77QD89Pk9nHX3H4oXn9NJvpwWcVpKZjynxZrgPJIcsT9Dq5fOYeWiVqKmK5yrjX8lEvR57C7AzgoiKzTkujyvHJRNtCxYsICBgQE6Ozv5zGc+w69+9St2795droef2ThPhBXqtBQyMt0a3BazwkPK+Iq/ycxpiSY0oqZt21tgC3+LkNkLJhIzEm437OghgfFYKW30mnWgqz9aXF8G633JLnl2Wv1T6LR0hDoA40Cc1JOoikpbTVtZnyO7wdxwcpikOeOpVNHi7NWSGjTDQ7o3b3jImtcVS2oZ20t2zaaLfNVDktNSMumcltz9wiwXZSQxwr4+4/t6RJPxGYyZF1hucVrA0avFIVrsyqGgu5NwoYw5LVdddRX79+/n3HPP5ZlnnuG+++5jYGCAlpYWli1bxu9+97tyPdXMwylaKtQedg5uS6QSXPeb6wB44OyvUttoVDxZg9teN6tC/AWIlvqA185V6B2OE26ssZPMCk3EDXlrIAYRs1/KgcEoSVUDPCS1sQ9GRfVlsLrdZjeXc4qYKRQtAU+A9pp2Do4YbkVbsA2vWt4Dll1BZOYKWY5LwBOwr16LZXZDkG7dcKRSA/vxYOS01Phzf1byzevSMYbG3fnIVi7s7Kj8REq7T0uu5nIiWkqlzmouF81R0kzaaemLRYgmNBTFmNsDuM5pASNsvqd3JKOCKF055H6npWxHsc2bN7N+/fqMdv47d+7khRde4MUXXyzX08xM7OqTWlDLZo6VHWtwm67rKLqOrigsqJlFW9YU57gpWgpxWhRFoanWz6GhGD0RQ7RYX8bWQquHzJBaJGm8jrPqgyQV4zSX0Mc+uRbVl2GsNv6WiPHWTPl7F64L26KlnPksFpabYjktEy13Bmv+kPFaxvu78QMJxTdmaXu+eV2Q6ZpV/DRj22nJ1cZf+rSUSjqnJbfTYlUP9Y9Yx4eA/XkbMZ1SN4mWXBVEA1XSowXKKFqWL19OJJJ5lblgwQIWLFjAlVdeWa6nmZnYB6zKDA1loygKAR2iCkQTQ6Nut3qkFOK0gNEV99BQzJ4/1FNkTkvIZ7ggw+YBaMXCFpKqIVriOZwWBeNKq6i+DGM1l4tPfT6LxZzQHF48aFwwlLNyyCI7EddqNDcR0RIKeBlW6wFImuGhpDL2gbZQN8wN3UzTOS3itJSTcWcPmaGfgZhx/rLmWAFEk+5zWqwu4pLTMg4f+chHuOOOO+jr6yvXQwoW09CcbKJYciKeo29JzBqCV2C4ojmrYVLRJc9+4yQYMcWSR4G4GSlIaJlXrlYA4fbLO4sLJ/gcfVo0R27FNLx3XUNdbD28NSPHyKf62Hp4K1sPb6VrqDw5HqNES3xi5c4WKX8DAGrEcImSytjvc6FumBu6mUqflsmh0JLnIfMCY25z+rtqiZYaj3scrlzzh9I5Le4XLWVzWt72trcBcMwxx3DllVdy+umns2zZMpYsWYLfX+IQOsHAGR5yCUFgAIjGRzst6fBQgaIl68qh2OZyIfPKP2LNRkrFiZp6JFTbyCGHrupoDJbWp8UpSpIjo0ugp6jqq2uoi9UPr7ZfY4t1O9exbuc6wEiIXnvFWrssulSyE3EnWu5sodQ0QgJq4kYzQC3PqId887qgRNdsupA+LZNCoSXPw6ZAsZyWlJay56m5yWlpsXtbOXNaqsdpKZto2bFjB5s2bbKbyX3xi19k586deL1eFi9eLHktE8GFjeUCuqEKYjmclrjttBT2BXLOH4onNbv/wHjDEi1qg00ADJvPSzxCzGy69K13n8fA4By78/CKhS2lJWw6E0/jw6M75E6R09Ib6x0lWLKJp4zBleUSLZZYsf5vMJ2SUvHUNsEA9oRnLU9VWr55XSW7ZtOFPeU5R06L9GkpGSsRd3CckudYyniN5zYFzd/T74ObREuu6qEBc+5Sg8tb+EMZRcv8+fOZP38+b37zm+1tg4ODbNy4UQTLRLE7qrqnR0vAPIVEk2OHhwKewkSL3RV3OG43mVOVwq8aQsFmAIZ1MxEvMULU7BFTG6jjhFllSNBUVUNUJobN5Nt2Y7sLXbJCyZ70PBAbACbutPhCzRm/6+MM1RxrXlfJrtl04awe0nVQHEJLnJaSqTPL5eNJjXhSG5XUbYmWhGaIlLnN6b4tFgFPZj+nSibX/KF+cVoKo76+nrPPPpuzzz57Mp+m+nGj06KoQIp4jvJN22kpMDzUYs8fSthx2uZaP2qBV8+hGkOURBQdUglIDNtOS1n7L1iixVlBNA2N5aaKsZyWiYqW2obMUI4+Tv8fyD2vq2TXbLqwBYluDIv0Ok6Ulvvioiv+SsHZTTkSS+L3Zn6eLBclhSlazB4tdrmzJzjujLRKItek5wHJaRGmFBe28A9giJZojvh8TDOsyvGa0Vk0Ob6EPUPF5bMA1NYaTdUiigqxQVLxIeLmySzgLeMVlDXi3tnKv4qdFkucRBIREqlEWUqeAUKNmc6XXuB7NGpel9twhn6S0SzRYoWHRLQUi9ejEvSpRBMaQ7HkqGOH5bToinFssZwWKwm3rMeIKSDttKRLnqvJaXGPfJzJJKY2mbMcBM0rk1gO0RI3u6YGisxp6RuO205LofksAKGAkWMxrCoQ7SdmluZCuZ0WK48lh2hxkeAslHp/PYqZOdIf77fDQxMVLU3N7ZkbXHbSKBmPDzsTJ7uCyA4PSU5LKeSrILJEi6JoNNSo9r5Op8VNNNvOdNweRVItE55BRIs7cKHTYvVgcSazWcTN3BJ/gXFiKzzUO5xwVA4V/uULWc3lVBViA8RiDtFSzivXXK387dCeewRnoXhUDw2mIOyL9pUtPNTcmjluQJkpokVRxq4gEqdlQuSrIHJ2bw43p0+Jdrmzy5KfrYs8TU+HhcRpEaYWlzWXAwhaoiVXeMhyWgoULU2OEj6ry2NLqPATmSVahhUFfaSfmDmDyKdT3lh1rqGJLhScxdAcMJJm+2LlEy2trZlOizpTRAvk7tWSSoIZUhXRUhr5Gsz5VB+KeSqc3ThatLipcgjA51GpNyumeobjxJIpogmjd1Q15LSIaHEDCRdWDymWxZrDaTGbrxWa02JdOQzGknZn00KHJUK6eZSuKIyMHGIkboQxguVOrsvuzQJTHtorZnBlObBCQT3RHgbjhhi03JdS8QbrSToOTapvBooW59BE589SPVQS+cJDiqLgVYzPWHtDOnHbFi0uCw+BI68lErfnDikKtphxM+7/C2YCcfdVDwVVL2i5w0OxIsNDjTU+FMWoAn3toCECCm3hD4a9qwIaEBk+TMxseBcst2bP7s0CU+60OAdXjoU1uLIcWK7KrsFd6GaXlInmtKAoDCt1NOiGuFRn0ok616Rn588uC1VUCuM1mFN0PzBCa11620jKfXOHLJpr/bx+eJieSNxOPK4LeAuuuKxkRLS4ATsvwj0HLKtxXM6cFgzRUmhWvkdVaKzx0Tec4NWDhuAotIU/GFdStagMoRGJ9hA13Y9CBjYWhT000em0TH3JszW4ciqwBMqugV0A1Pnq8BWYYJ2PqKeOhqQhWjwzSbTkmvRs/ezxV/TA1ErGbjAXzS1adM0PKjQ5vqZuDQ9BZq+WaspnAQkPuQMXNpcL2qJl9Dj4uG5ckQeKsF0tZ+XAoCGCiil5Bqg1w1WRaC8xU7QEyy1acjot7qv8KgbLaXl94HWgDC6LScJXb//sDbjvpFEyOZ0W6dEyUULjTHpOpozb60PpnspunDtk4Zz0XE09WkBEiztwY3M5S7Roo1vKxzByWnxFdJm05g9ZtBYpWkJmV9XhaJ/ttATL4Ahk4MtTPVSlibiWaNk5sBMon2hJOUYBHBzGLt2senLmtEjl0ESpt3NaRl9EJVIayaRxLKgPpoed2iXPLnzd0xWXaaelGlr4g4gWd+DCCpSAmQxqtex3EjdzHwJFxOezc1iKyWkBCJkCKRIftBveFdonpmCs9yejT4v7BGcxOBNxYeKVQwDrNnexvT99aHr4pUOcdfcfWLe5PNOpK5pc1UPSwn/CpKuHRjst3f1RdM04Fni96eOV1cbfjaKl2ZmIa4bEJDwkTB0ubC4XUMcWLTFLtBSRo9OUJVKKyWkBCJkHnkh8kJiZIxAcZ6ZN0VjvT4bT4r7QXjE0BzOrkBr9E3Na1m3u4oaHnudwMv3ZiOGjuz/KDQ89X/3CJVefFhmWOGFCeRJx9/SOgGYcCyx3BSBmhuVcWT3kmNcm4SFh6nGh0xI0nY2oNvogYTkt/qKclvQXzu9VqfUXl49ilT1HEhH7wBQosOS6YPx5+rRUqdOS7axMJDyU0nTufGQrOjBAWuTF8drTm+98ZGt1h4pyTXq2c1pmUOl3manPU/K8t2/ESMQlnccC7g4POSc9D0girjDluLCrqt88wFot+51YWS6BIk7kzsTbllo/ilJc6Z7dYC454ui/UOaTgO20DKW3VXEbfxgtUpqCTSU/1oYdPfaU5gE9/XrFMQ62OtDVH2XDjp6Sn6PiyVc95KLqwUojX3O5vb0j6LrxGXNOdnZzeMg5fyid01IdoqU6MnOqHRcmc+ZzWmKm3vCXUD0ExYeGAEJ+owFDJBXFb8avy34wym7jr+uuFJzFMMppmUB4yGocCDCAQ7TovjH3qzry9Wlx4cmzUrBKnodylDzv60uHh5yixc3N5ZyTnq25Q9XitIhoqXSS8XQLbxeFGAJmmaDVSM6JZXz7i3FaHOGhUkRLrVmNEknF0FIBUItLBC6I7Db+iRGwAhsuEpzFUM7w0Kz69MmhX88MD421X9VhJ+KK01JO6gJGODkSzxQtKU1ny75+OxF32PG6W+Eht80egvQxsn8kweEhw9uuluqh6vgrqhlnJYqbRIsZHopmixZdJ2E6LYEi3AdneKjYHi0AITNsMawlUFIJUCFY7oNRdht/Z26Li967YvB7/NR4a+wr1IlUD61Y2MLShiFSgwdpVtIhtiOUA8TxogBqfTsrFrZMcNUVjF3yLDkt5aQuYIgSp9OybnMXdz6yla7+KP4245iy5rlXOTnUxcVLwq5uLufsIr67Z9jeVg2IaKl0rFCD6gVvmRNHJxHLxYijZWzXUwliZj6Kvwj3wZn5Hk+kSGk6niJaUofMWTsRPYnX7B0TLLeQyHZaLPHiDYJa5kZ2FURToKksosWjxfmxcguBwOGM7d/wf9P+Oaa04dGuALVKT+B2eEiqh8pJyHRarJwWq0rNSunWHeGhGx56nvuuO8XV4SFnF/F9Zp6YVA8JU4NLcyICZrVOVM8ULcnEMLopWgK+ulH3y8W6zV2854EN9u+/3bq/6L4doVrj6jyiqvbBqBinpyD8WSXPLmwKWApOoTKh5nIeP4HWI9HJLUZ1FAKt84x29tWKnYgrfVrKSb3ptMSSGtFEyq5SszHDQ6jGBc2dj2x1dSIupMueLarFaRHRUum4tPokaMbfY5mHBruFPhSW02JdEVnt+y2K7dtRa55MI6pCzKxoCpa7d4qzjb+uO0rVCxNnbqNrqIuth7fiVdOGbXekm62Ht7L18Fa6horsqaIo8MZbUchd0qygwxtvNfarVuyS51wdccVpKRXLaQH4898P2lVqFpbToigJu0qtL2ocq9yY0wKjw+hSPSRMDS69WrdcjFGiJe4ULflFg7NvRzY6oGBcEV3Y2TFuqMgueVZUoopmrrHMYsJ+j3QjeTLhTsFZCF1DXax+eDXxVOaYhvf/7v32z36Pn7VXrC1ueOOiVTBnGXS9CM58KMUD4ZOM26sZu7lcrtlDVRoSmwK8HpWAVyWW1IxmctnomU4LQNR83QPlbo0wRWR3DRenRZgaXNhYDtLdbpMKpLT0ySeRNP4ev66jjDOx1tm3IxfF9O2wREtEVYiaAicYaMh3l+JxCsvEcFU3luuN9Y4SLNnEU3F6Y73FPbDptjAqgTtV/S4LSPXQJFJvlj3nakxpOy0O0ZLSzY64bg0PhRwNOU3RVg1Ux19RzbiwhT9kuhixVDq0EzOdo4A+flfTQvtxFLKf3RFXVe1E4KC/Pt9dikdV0xZ+PFL1LfwnDcttsaZwKx7j92p3WWAMp0X6tJQDq8HcwrYQ4cZgZuaUIzykAOHGIAlTtFRDeKihxld0Q85KRURLpWNdZbnOaUmfqDPmeZiixVdAJ/ZC+3EUsl86PKQQVYyPfSBQZtECma38q9hpmVSy3ZaZ4rJA7pwWcVrKQp0pWobjKW6/vDPjNj0rPHTr6sUkzLlpbqwegsxE3Grp0QIiWiofKwfEZSc+jy+I13RTnGGEuBkeKiRKvGJhy+grIgfWFVEhfTss0RJVVYat8NBkXEE5hya6sJNxxWC5LTBzXBbIXT0kOS1lIT00McXFS8Lc+45l6RtNp0X1JLnvulM477j0IFC3hoecTku15LOAiJbKxz7xuSzE4AkQNEWLcwiZNWE5oI9/1exRFfuKKHtv6/fbL+8sqF9LyOH89Jg9UyblCspu5T+UnkHkstBeRaAosOp2aFts/D8TXBYYo42/VA+Vg/TQRMNBOT5s5LT5PSq3XXYyAD5vgouXhDPa+bs1ETfDaamSHi0goqXysUMMLjtgeXwEzGm8zpyWuBkq8o/pn2Ry8ZIw9113Ch2NmQKjozHIfdedwsVLCqtM8Xv8Zk9VGPSY4aHJuHL15QgPidNSGovOhxs3GP/PFHIm4kqflnKQHppohB1fOWBcVBwzu44rli4EIKElSGpJ+0Krxlvj2lyQanVaqifQVa24NBEXb8BOts0QLZbTUsSB4OIlYS7s7GDDjh4ODEaZVW+EhIrpiAsQUn30a+lQ1eQ4LY5W/i4tVxemkZxt/MVpKQfW0MSI2RX3lYOGaDl6Vh01jovCaDLq6m64Fk6hMhxPFt1FvFIRp6XScevVusefFi3O8JD5s69Ap8V+OFVh5aJW3nLyXFYuai3pyxdSM/sWTIrtm+G0VG/1UHOgGf84nWn9Hj/Ngea8+whZ2NVDzjb+ktNSDupsp8UULabTcnR7HX7Vj2Iek0aSI3bxgFvzWdZt7uKd3/k/+/fHth0ouot4pSJOS6Xj1qt1jz+d0+JoKBczDwaBadDLtZ4gJNOD+CblgGTntAy7970rgHBdmLVXrM3bh6U50FxcYzkh7bRoSUglweOV6qEyEfJnipZXD6SdFkVRqPHWMJwcJpqM2jktbsxnyZ6rZGF1ES8mrF6JiGipdNx6te4ID8WTadGSsOb+KFMvWkLeGnC47pMjWqxW/hH3umQFEq4LiygpN87PZDIKnjrp01ImrPDQUDSJruu8etA4Lh09y+gpZYmW4eSwHdJ2W4+WcnYRr1QkPFTpuPVq3REeynRajIOBn6mfehxyvIYK4FfzhzdKIqPk2RKc1Tl7SJgEskULOBJx3XUCrTTqzPlDkViS7oEoQ7EkHlVhfqvxnbUuYkaSI+mcFpcJxXJ2Ea9URLRUOm69Wlc9BEy57xySGDdFS2CcFv6TQciXbiYXRJ2cqgBpLidMBFUFKyRhhYXEaSkLdeak58FY0s5nmd9Si99sb2+5KtFUOjzktkTccnYRr1SqTrT09PTwzne+k4aGBpqamnj/+9/P0NBQ3vucd955KIqS8e+f/umfpmjF42A7LS4LDwEBM7EtajaUA4iZjeamw2mpdbTtDyiT9Py+HNVDbhOcwvRiVxBFQdPAqr4T0TIhQg6nxRIti2alXVBLtIwk3JuIW84u4pVK1YmWd77znWzZsoXf//73rF27lieffJIPfehD497vgx/8IF1dXfa/L3/5y1Ow2gJw8YnPEi1xR88JOzykTn06VcgxIHHSRIs/R/WQCwWnMI04G8w5m8xJn5YJYQ1MHHKIlqNziJZoKura8FA5u4hXKlWViLtt2zbWrVvHX/7yF0477TQAvvGNb3DppZfyla98hTlz5ox539raWjo6OqZqqYXj4hCDlWwbdZRvWvM8Jk005KJ/D0QOEXKMEwiiwL6Nxi+hdmicW57n8uWoHnKh4BSmEbvBXJZocVlSaKWRbuOfzCh3trCdFkdOi9sSca0u4jc89DwKZCTkFttFvFKpKqdl/fr1NDU12YIF4IILLkBVVZ599tm89/3f//1f2traWLJkCbfccgvDw8N594/FYgwMDGT8mxQS7pw9BBA0Q0CxpNNpMcNDU+W0JGNw//lw/7nUvvDD9NpG+uH+c41//31eZjOviZCresiF750wjTh7tViiRfUa5c9CyTj7tLx6cLTT4kzEdWtOC5Svi3ilUlXfgu7ubmbNmpWxzev10tLSQnd395j3e8c73sH8+fOZM2cOL774Ip/61KfYvn07P//5z8e8z1133cWdd95ZtrWPiVsTcbGcFj2zuZzZkdavTNFHz+M3XJTIIUKall6bbl2DqNAw19ivHNhOSyQ9e8ht5erC9GJPeo6lk3FdFqaoRCzREk1oRBPGcShnTksVNJcrVxfxSsQVouXTn/40d999d959tm3bVvLjO3NeTjzxRMLhMKtWreLVV19l0aJFOe9zyy23cPPNN9u/DwwMMG/evJLXkBNNS3fGdGFeRED1AMkM0RK3wkPqFM3CUBR4463w0FWE9LRZGrR/1ozby1VJZInL4R5sc1acFqEY7EnPI1I5VEas8JBFuDFoCxlIuyoZJc8udFosrC7i1YYrRMvHP/5x3vOe9+Td56ijjqKjo4MDBw5kbE8mk/T09BSVr3L66acD8Morr4wpWgKBAIHAJHdLTDhCVK50WrxAkqhj9lBMM7pR+qdKtAAsWgVzlhHq/1t6bboOigfCJxm3lwtLXEYOpbeJ0yIUQ65EXOnRMmF8HpWAVyWWNBxXZ2gIsOcPRZNRu2DArU5LNeMK0dLe3k57e/u4+61cuZK+vj6ee+45Tj31VAD+8Ic/oGmaLUQKYePGjQCEw9Mc+3OKFpclhAEEzRBQxsBEU7QEyhWOKQTTban96TvSa9N10FPldVkgLS5j/cb/ngCoU1/eLbgY56TnhDgt5aQu4CWWNEND7VmixREesnNa5HWvOKoqEff444/n4osv5oMf/CAbNmzg6aef5sYbb+Taa6+1K4f27t3Lcccdx4YNGwB49dVX+fznP89zzz3Hzp07+dWvfsW73/1uzjnnHE466aTp/HMcJbO1RtMpl2G5KTHHZGUrPDSlTgvAolWEWo+xfw3qwJxl5XVZYHQoyIUOmTDNOCc9JyWnpZxYrfwhh9PiGV095ObwULXivjPhOPzv//4vxx13HKtWreLSSy/lrLPO4v7777dvTyQSbN++3a4O8vv9PPbYY7zpTW/iuOOO4+Mf/zhXXXUVjzzyyHT9CWnc2sLfJGiJFmd4SE8BjDshuOwoCqHTb7B/DWiT4LLA6Jb9LsxFEqYZZ/WQ3cJfTp4TJaXpGTXAR7VlfjftPi3JqJ2I67aS55mAK8JDxdDS0sIPfvCDMW9fsGABuiMhc968efzpT3+aiqUVj1U54NKr9YDqAw1iqYS9La6b4aHJmPszDqGjVsELRkJ3sLa9/C4LjH6vJJ9FKJZcfVrEaZkQ6zZ3cecjWzPm8nx0zUY+95YT7BLgapg9NBOoOqelqoi7t0cLpPNWMsNDptPinXrRUusQEMEFZ5ffZQEJDwkTxw4PjUgibhlYt7mLGx56ftQgwYODMW546HnWbe4CJKfFLVSd01JVuDw8FPD4IQExLe20xNDM26buYNA11EVvrJeUKZgABmqb2Xp4KwDNgWbCdWVKulY9xknHPtmI0yIUic+R02L3aZnkSsUqJaXp3PnI1ozOsBY6RpfYOx/ZyoWdHTk74kpOS+UhoqWSsZwWl4YYgqpxoI2aFUMAcTOnJeCZmoNw11AXqx9eTdzRwh/gx3/7MT/+248BI79m7RVryydcfLVp0SJOi1AsOfu0iNNSCht29IxyWJzoQFd/lA07egiGHOEhyWmpWCQ8VMm43Wkxrw5jelq0xHTDafFNkWjpjfWOEizZxFNxemO95XtSp8h06XsnTCN2R1xnnxa54i+FA4NjC5bs/Wq9xnfVzQMTZwIiWioZF7fwh7SbYlUMAcSt8FA1HwycQsWlLpkwjdjVQ1FHnxa54i+FWfWFHWdm1QdztvGfKkdYKBwRLZWMPSzRnSc+K28l5gwPmdHlqhYtTpEpTotQLDmrh+TkWQorFrYQbgwyVsq9gtHOf8XCFttVicQjJM1jloSHKg8RLZWM250W8yAQQ0PXdXRdJ2aKFr/XnX9TQThFpkvfO2EayejTMpK5TSgKj6pw++WdAKOEi/X77Zd34lEVW6AkHeFsCQ9VHiJaKhm357Q4DrRxLU7CUUXkr2bbNcNpcadLJkwjlquSiBoVRCB9WibAxUvC3HfdKXQ0Zr6GHY1B7rvulFF9WiwUFPzT0E9KyI9UD1UylmhxaV6E8yAQTUZRlbRGDrhUiBVERk5LFf+dwuTgdeS0JMVpKQcXLwlzYWcHG3b0cGAwyqx6IyTkUdP+S9ATREFBN93goDeIMhm9nIQJIaKlkom722nxempQdR1NUYilYniU9OBAXzXHiqV6SJgIzinPCclpKRceVWHlotYxb1cUhaA3aDeWk3yWykTCQ5WMHR5y55dH8QUJmCMTYqmYXXoc0DQU79QMTGwONI8758jv8dMcaC7fkzpFi0tdMmEacU55tgcmuvMY4DacQkUay1Um4rRUMi5vLofHR0DXGQFiyRgp1WzhrwNTNDAxXBdm7RVr8/ZhKWtHXJCSZ2FiZEx5NnNapE/LlJAhWiSPqCIR0VLJuDwRF08gw2lJWROedR3UqXFawBAuZRUl4yHhIWEi5KoeEqdlSnC6KyJaKhMRLZWMy0ue8fgImqIlmori1w13JaDr4Jk60TLliNMiTATp0zJtSHio8hHRUsm4vLkc3oDhqmA4LRb+ahct0lxOmAiWaEnFXJ/X5jZqfBIeqnREtFQyrndaAgQ1U7Qk06LFcFqqsP9B/x6IHDL+WfTtAnPeEqF2aJw7PWsT3IMzfyXab/wvJ9ApISM8JE5LRSKipZKxr7Jc6rSYibhgOC1Wz4OqDA8lY3D/+RA5kLl9zTvTP9fNgo9uFqtfyI8zf8USLeK0TAmSiFv5iGipNKyrdXSIDRnbendA3PzZTVfr3kBO0eKb4kTcKcHjN96XyCEwh0JmokLD3Op0mITy4vGC4gE9lXbpROhOCU6hIn1aKhMRLZXEWFfr//u29M9uulr3+DNEi4rTaamyk7eiwBtvhYeuGmMHzbhdOmwKheCrSV+ogFQPTRHitFQ+0lyukrCu1sd8W1x2te4QLdFklLhZCWEk4lahXl60CuYsAyXr/VM8xvZFq6ZnXYL7yD5hSp+WKaHWMchVcloqExEtlYR1tZ4zvACuu1r3BuyS51gqRixp5OhUpdMC6fdPz3r/9JS73jdh+snOYRGnZUpwuivitFQmIloqjWq6Wvf4Mkqe4wmHaKm2nBaL7PfPje+bMP1khH+V6ktcr1Cc4SHJaalMRLRUGtV0te7JdlqM8JBPp3oPwtnvnxvfN2H6cZ4wfTXy+ZkinO5KwOOCvMEZiIiWSsS+WjenIrv1at3jJ6CNzmkJoFT3Qdh6/8Cd75sw/ThzWCRMMWVIIm7lI6KlErGv1o1ZPa69Wvf6baclnhwhnjJFi9v+jmJRFFh1O7QtNv6v9r9XKD/OE6b0aJkyRLRUPlVYwlElWFfr+15w79W6x2/ntEQTwwQU4+PmnwlaedH5cOOG6V6F4FacJ0w3tDeoEjJyWjwiFiuRGXD2cCnVcLXuzGlJRomb84f82UnGgiBkkhEekpPnVCFOS+UjTksl4/ardVU18leAWCpKzExODVi5OoIg5CYjEVdOnpNN11AXvbFeuiPd6W2RLrYe3gpAc6CZcF14upYnOBDRIkwqlkCJJaPEPYbr4hfRIgj5cYaExGmZVLqGulj98GriqXjG9s8+/Vn7Z7/Hz9or1opwqQDEpxcmFSuPJZaK2gcFcVoEYRycybeS0zKp9MZ6RwmWbOKpOL2x3ilakZAPcVqESSWoGh+xaDJGDEOs+BX52AlCXqR6SBByImcPYVIJmJ1v41qcmGZWD4nTIgj5yXBaJKdFECxEtAiTSkD1AimiqRhx02EJVGsLf0EoF86QkCTiCoKN5LQIk0pANQYjxlIJ4loSAL8qWlkQ8uIVp0UQciGiRZhUguaMoZiWIK4lAAhU69whQSgX0sZfEHIiokWYVPyW06IliFmiRRHRIgh5kURcQciJiBZhUgmak1JTaAxrRlmhz+OfziUJQuXjFadlqmgONOMf55jk9/hpDjRP0YqEfEhygTCpWDktAINmG3/nNkEQciDVQ1NGuC7M2ivW5u3DIh1xKwcRLcKk4vcGwci/RcPoiCs5LYIwDhnhIREtk024LiyixCVIeEiYVFRvAL+mZ2zze+QgLAh58crAREHIhYgWYXLx+Ano2aJFnBZByItPnBZByIWIFmFy8QYImtOdLQLitAhCfqRPiyDkRHJahMnF48PvMFoUXccr1UOCkJv+PRA5BAP7HNv2wr6Nxs+hdmicOy1LE4RKQESLMLl4Mp2WgK6jeEW0CMIokjG4/3yIHMjc/ptPpn+umwUf3SyTn4UZi4SHhMnFm5nT4td1kNlDgjAaj990UcY6LKvQMNfYTxBmKCJahMnFky1akIOuIORCUeCNtwLaGDtoxu2KMpWrEoSKQkSLMLl4AhmiJaDrINVDgpCbRatgzjJQPJnbFY+xfdGq6VmXIFQIIlqEycXjI6hlhYdEtAhCbiy3RU9lbtdT4rIIAiJahMnGm8tpkfCQIIxJttsiLosg2IhoESaXUTktOqhStCYIY5LttojLIgg2IlqEySWXaBGnRRDyY7ktIC6LIDgQ0SJMLjnDQ5LTIgh5URRYdTu0LTb+F5dFEABpLidMNh6fOC2CUAqLzocbN0z3KgShohCnRZhcpORZEARBKBMiWoTJxeMnKB1xBUEQhDIgokWYXLx+AqP6tEh4SBAEQSgeES3C5DIqPAR4JJVKEARBKB4RLcLkIiXPgiAIQpkQ0SJMLt7MnJaA5LQIgiAIJSKiRZhcPH7DXTGR2UOCIAhCqYhoESaXXNVDEh4SBEEQSqDqRMu//du/8YY3vIHa2lqampoKuo+u69x2222Ew2Fqamq44IIL+Pvf/z65C50pSEdcQRAEoUxUnWiJx+NcffXV3HDDDQXf58tf/jL/+Z//ybe//W2effZZQqEQF110EdFodBJXOkPw5MhpEdEiCIIglEDV1Z7eeeedADz44IMF7a/rOvfccw+33norb3nLWwD43ve+x+zZs3n44Ye59tprc94vFosRi8Xs3wcG/v/27jY2qnJd4/g1nTJT2KVTXvsiLRQkpyqolUotkOjeNBHFF9SYLala1EjQEqkaEeWAHxSLMTFRYzSaiCaibEkAsceXkIIoSSlQKYLFghti2diWKLTTClLt3OcDOnbUYjudxXR1/3/JhOmzHqY3d0rnyrOetSbYt8IHqj/b08JGXABAFAbcSktvHT58WE1NTSoqKgqPBQIBFRQUqKqqqtu/V15erkAgEH5kZWWdi3Ldx+tTEjeXAwDEwH99aGlqapIkpaWlRYynpaWFj/2Zxx57TK2treHHkSNHHK3TjRrbG1XX8m99M+i3Bb1mr1d1wX+r7vs6NbY3xrE6AIDbuOL00JIlS/TMM8+cdc7+/fuVm5t7jiqS/H6//H7/Oft+btPY3qjrNlynjs4OKeO3QPjMyOHSpnslST6vTxVzKpSRnBGvMgEALuKK0PLwww9r3rx5Z50zfvz4qF47PT1dktTc3KyMjN/ePJubm3XppZdG9ZqQTpw+cSawnEVHZ4dOnD5BaAEA9IgrQsuoUaM0atQoR147JydH6enpqqysDIeUYDCo6urqXl2BBAAAnDXg9rQ0NDSotrZWDQ0N6uzsVG1trWpra9Xe3h6ek5ubq/Xr10uSPB6PysrK9NRTT2njxo3au3ev7rzzTmVmZmrOnDlx+lcAAIDfc8VKS28sX75cb775ZvjrvLw8SdKWLVt01VVXSZLq6+vV2toanrN48WL98MMPmj9/vlpaWjRjxgx99NFHSkpKOqe1AwCA7nnMutxEA1ELBoMKBAJqbW1VSkpKvMuJu7rv6/TPin/+5bx/XfcvXTjiwnNQEQCgv+rpe+iAOz0EAAAGJkILAABwBUILHDHMP0y+v7jzrc/r0zD/sHNUEQDA7QbcRlz0DxnJGaqYU6ETp09I7y+Svt195kAgS7pttaQzwYZ7tAAAeorQAsdkJGecCSXeZKnjpzODniSJjbcAgChwegjO83b5uIMEcjIAIDqEFjjPO6jLcz7hGQAQHUILnJfYZaWla4ABAKAXCC1wnpfQAgDoO0ILnMfpIQBADBBa4Lyup4cSWGkBAESH0ALnRay0EFoAANEhtMB57GkBAMQAoQXOi7h6iD0tAIDoEFrgvK6rK9xcDgAQJUILnOdlpQUA0HeEFjiPS54BADFAaIHzIva0cHoIABAdQgucx+khAEAMEFrgvIiNuFzyDACIDqEFzuMDEwEAMUBogfO6nhIitAAAokRogfMiQgt7WgAA0SG0wHmstAAAYoDQAucldgktbMQFAESJ0ALncckzACAGCC1wHqeHAAAxQGiB8xIJLQCAviO0wHle9rQAAPqO0ALnsacFABADfHodnNP6H+mH76SfTv421tIgfVt75vnfRkmB8+JSGgDAfQgtcMbPp6VX/y79cCxy/P8e/O158mipbF/kbf4BAOgGp4fgDK/vl1WU7n7EEqSU8zhdBADoMUILnOHxSP/4X0mhbiaEzhz3eM5lVQAAFyO0wDkTZkqZeZLHGznu8Z4ZnzAzPnUBAFyJ0ALn/LraYp2R49bJKgsAoNcILXBWeLXllx81VlkAAFEitMBZ4dWWX/a2sMoCAIgSoQXO+3W1RWKVBQAQNUILnOfxSDOfkEb+z5k/WWUBAESBm8vh3Jjwd2nhjnhXAQBwMVZaAACAKxBaAACAKxBaAACAKxBaAACAKxBaAACAKxBaAACAKxBaAACAKxBaAACAKxBaAACAKxBaAACAKxBaAACAKxBaAACAKxBaAACAKxBaAACAKyTGu4CBwswkScFgMM6VAADgLr++d/76XtodQkuMtLW1SZKysrLiXAkAAO7U1tamQCDQ7XGP/VWsQY+EQiF9++23Gjp0qDweT0xeMxgMKisrS0eOHFFKSkpMXvO/HT11Bn2NPXoae/TUGbHoq5mpra1NmZmZSkjofucKKy0xkpCQoDFjxjjy2ikpKfwHizF66gz6Gnv0NPboqTP62tezrbD8io24AADAFQgtAADAFQgt/Zjf79cTTzwhv98f71IGDHrqDPoae/Q09uipM85lX9mICwAAXIGVFgAA4AqEFgAA4AqEFgAA4AqEFgAA4AqEFgAA4AqEln7qpZde0rhx45SUlKSCggLt2LEj3iW5Snl5uS6//HINHTpUo0eP1pw5c1RfXx8x58cff1RpaalGjBih5ORk3XLLLWpubo5Txe6zcuVKeTwelZWVhcfoae8dPXpUt99+u0aMGKHBgwdr8uTJ2rVrV/i4mWn58uXKyMjQ4MGDVVRUpIMHD8ax4v6vs7NTy5YtU05OjgYPHqwJEyboySefjPgwPvp6dp9++qmuv/56ZWZmyuPxaMOGDRHHe9K/48ePq7i4WCkpKUpNTdU999yj9vb2vhVm6HfWrFljPp/PXn/9dfvyyy/t3nvvtdTUVGtubo53aa5x9dVX26pVq2zfvn1WW1tr1157rWVnZ1t7e3t4zoIFCywrK8sqKytt165ddsUVV9i0adPiWLV77Nixw8aNG2cXX3yxLVq0KDxOT3vn+PHjNnbsWJs3b55VV1fboUOH7OOPP7avv/46PGflypUWCARsw4YNtmfPHrvhhhssJyfHTp06FcfK+7cVK1bYiBEjrKKiwg4fPmxr16615ORke/7558Nz6OvZffDBB7Z06VJbt26dSbL169dHHO9J/2bNmmWXXHKJbd++3T777DM7//zzbe7cuX2qi9DSD02dOtVKS0vDX3d2dlpmZqaVl5fHsSp3O3bsmEmyrVu3mplZS0uLDRo0yNauXRues3//fpNkVVVV8SrTFdra2mzixIm2adMmu/LKK8OhhZ723qOPPmozZszo9ngoFLL09HR79tlnw2MtLS3m9/vtnXfeORclutLs2bPt7rvvjhi7+eabrbi42Mzoa2/9PrT0pH91dXUmyXbu3Bme8+GHH5rH47GjR49GXQunh/qZjo4O1dTUqKioKDyWkJCgoqIiVVVVxbEyd2ttbZUkDR8+XJJUU1Ojn376KaLPubm5ys7Ops9/obS0VLNnz47onURPo7Fx40bl5+fr1ltv1ejRo5WXl6fXXnstfPzw4cNqamqK6GkgEFBBQQE9PYtp06apsrJSBw4ckCTt2bNH27Zt0zXXXCOJvvZVT/pXVVWl1NRU5efnh+cUFRUpISFB1dXVUX9vPuW5n/nuu+/U2dmptLS0iPG0tDR99dVXcarK3UKhkMrKyjR9+nRNmjRJktTU1CSfz6fU1NSIuWlpaWpqaopDle6wZs0aff7559q5c+cfjtHT3jt06JBefvllPfTQQ3r88ce1c+dOPfDAA/L5fCopKQn37c9+H9DT7i1ZskTBYFC5ubnyer3q7OzUihUrVFxcLEn0tY960r+mpiaNHj064nhiYqKGDx/epx4TWjDglZaWat++fdq2bVu8S3G1I0eOaNGiRdq0aZOSkpLiXc6AEAqFlJ+fr6efflqSlJeXp3379umVV15RSUlJnKtzr3fffVerV6/W22+/rYsuuki1tbUqKytTZmYmfXU5Tg/1MyNHjpTX6/3DFRfNzc1KT0+PU1XutXDhQlVUVGjLli0aM2ZMeDw9PV0dHR1qaWmJmE+fu1dTU6Njx47psssuU2JiohITE7V161a98MILSkxMVFpaGj3tpYyMDF144YURYxdccIEaGhokKdw3fh/0ziOPPKIlS5botttu0+TJk3XHHXfowQcfVHl5uST62lc96V96erqOHTsWcfznn3/W8ePH+9RjQks/4/P5NGXKFFVWVobHQqGQKisrVVhYGMfK3MXMtHDhQq1fv16bN29WTk5OxPEpU6Zo0KBBEX2ur69XQ0MDfe7GzJkztXfvXtXW1oYf+fn5Ki4uDj+np70zffr0P1yKf+DAAY0dO1aSlJOTo/T09IieBoNBVVdX09OzOHnypBISIt/evF6vQqGQJPraVz3pX2FhoVpaWlRTUxOes3nzZoVCIRUUFET/zaPewgvHrFmzxvx+v73xxhtWV1dn8+fPt9TUVGtqaop3aa5x3333WSAQsE8++cQaGxvDj5MnT4bnLFiwwLKzs23z5s22a9cuKywstMLCwjhW7T5drx4yo6e9tWPHDktMTLQVK1bYwYMHbfXq1TZkyBB76623wnNWrlxpqamp9t5779kXX3xhN954I5fm/oWSkhI777zzwpc8r1u3zkaOHGmLFy8Oz6GvZ9fW1ma7d++23bt3myR77rnnbPfu3fbNN9+YWc/6N2vWLMvLy7Pq6mrbtm2bTZw4kUueB6oXX3zRsrOzzefz2dSpU2379u3xLslVJP3pY9WqVeE5p06dsvvvv9+GDRtmQ4YMsZtuuskaGxvjV7QL/T600NPee//9923SpEnm9/stNzfXXn311YjjoVDIli1bZmlpaeb3+23mzJlWX18fp2rdIRgM2qJFiyw7O9uSkpJs/PjxtnTpUjt9+nR4Dn09uy1btvzp79CSkhIz61n/vv/+e5s7d64lJydbSkqK3XXXXdbW1tanujxmXW4RCAAA0E+xpwUAALgCoQUAALgCoQUAALgCoQUAALgCoQUAALgCoQUAALgCoQUAALgCoQUAALgCoQUAALgCoQUAALgCoQUAALjC/wNW2jO6j08YgQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(6, 6))\n", "\n", "ax.plot(qinv.inv_multipole_moments[:, 0] - qinv.dipole_moments[:, 0], 'o-', label=r'$m_x$')\n", "ax.plot(qinv.inv_multipole_moments[:, 1] - qinv.dipole_moments[:, 1], 'v-', label=r'$m_y$')\n", "ax.plot(qinv.inv_multipole_moments[:, 2] - qinv.dipole_moments[:, 2], 's-', label=r'$m_z$')\n", "\n", "ax.legend()\n", "ax.set_ylabel(r'$m_{i}^{\\mathrm{predicted}} - m_{i}^{\\mathrm{data}}$')" ] } ], "metadata": { "jupytext": { "formats": "ipynb,py:percent" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 4 }