{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# NODDI-Watson" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*(Zhang et al. 2012)* proposed a model to estimate the dispersion of neurites (i.e. both axons and neuron dendrites), and is called Neurite Orientation Dispersion and Density Imaging (NODDI). It models dispersion for a single axon bundle using a Watson distribution $W(\\kappa,\\boldsymbol{\\mu})$, that is a particular case of Bingham when $\\kappa=\\kappa_1=\\kappa_2$. As such, it is incapable of modeling axon bending or fanning. The model separately models the CSF, restricted and hindered diffusion as a Gaussian Ball, Stick and Zeppelin model. NODDI models the signal as\n", "\\begin{align}\n", " E^{\\textrm{NODDI}}_{\\textrm{Watson}}= \\underbrace{f_{\\textrm{CSF}}\\overbrace{E_{\\textrm{iso}}(\\cdot|\\lambda_{\\textrm{CSF}})}^{\\textrm{Ball}}}_{\\textrm{CSF}}\n", " +\\overbrace{W(\\kappa,\\boldsymbol{\\mu})}^{\\textrm{Watson}}\\,*_{\\mathbb{S}^2}\\, \\left[\\underbrace{f_h\\overbrace{E_{\\textrm{h}}(\\cdot|\\lambda_\\perp^{\\textrm{tort}},\\lambda_\\parallel)}^{\\textrm{Zeppelin}}}_{\\textrm{Hindered Extra-Axonal}}+\\underbrace{f_r\\overbrace{E_r(\\cdot|\\lambda_\\parallel)}^{\\textrm{Stick}}}_{\\textrm{Intra-Axonal}}\\right].\n", "\\end{align}\n", "To improve the stability of estimated model parameters, NODDI sets several constraints on model parameters: \n", "- isotropic diffusivity $\\lambda_{\\textrm{CSF}}$ is fixed to $3\\cdot10^-9 m^2/s$ \n", "- parallel diffusivity $\\lambda_\\parallel$ of the stick and zeppelin are the same and fixed to $1.7\\cdot10^-9 m^2/s$ \n", "- A tortuosity model is used to link the perpendicular diffusivity $\\lambda_\\perp^{\\textrm{tort}}$ to the intra- and extra- axonal volume fraction $f_r$, $f_h$ and parallel diffusivity $\\lambda_\\parallel$.\n", "\n", "The only parameters that NODDI-Watson finally fits to the data are Watson parameters $\\kappa$, $\\mu$ and the volume fractions $f_{\\textrm{CSF}}$, $f_h$ and $f_r$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Dmipy to set up the NODDI-Watson model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting up the NODDI-Watson model in Dmipy is straight-forward. \n", "First, we instantiate the model components for the non-dispersed components themselves: a Ball for the CSF, and the Stick and Zeppelin for the intra- and extra-axonal diffusion." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from dmipy.signal_models import cylinder_models, gaussian_models\n", "ball = gaussian_models.G1Ball()\n", "stick = cylinder_models.C1Stick()\n", "zeppelin = gaussian_models.G2Zeppelin()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then Watson-disperse the stick and zeppelin together, making a representation for a dispersed single axon bundle" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from dmipy.distributions.distribute_models import SD1WatsonDistributed\n", "watson_dispersed_bundle = SD1WatsonDistributed(models=[stick, zeppelin])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we can set part of NODDI's model parameter links that we listed above. The bundle representation allows to set tortuous, equal and fixed parameters. First, we show the parameter names of the bundle." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['G2Zeppelin_1_lambda_perp',\n", " 'SD1Watson_1_odi',\n", " 'G2Zeppelin_1_lambda_par',\n", " 'SD1Watson_1_mu',\n", " 'C1Stick_1_lambda_par',\n", " 'partial_volume_0']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "watson_dispersed_bundle.parameter_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then set the tortuous $\\lambda_\\perp$ parameter, followed by the equal $\\lambda_\\parallel$ parameters of the stick and zeppelin, and finally we set the remaining $\\lambda_\\parallel$ to $1.7\\times10^{-9}m^2/s$. Note that fixing or linking a parameter removes it permanently from the parameter list, meaning it cannot be used for subsequent parameter links. For this reason, we needed to do the tortuosity constraint before fixing $\\lambda_\\parallel$." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "watson_dispersed_bundle.set_tortuous_parameter('G2Zeppelin_1_lambda_perp','C1Stick_1_lambda_par','partial_volume_0')\n", "watson_dispersed_bundle.set_equal_parameter('G2Zeppelin_1_lambda_par', 'C1Stick_1_lambda_par')\n", "watson_dispersed_bundle.set_fixed_parameter('G2Zeppelin_1_lambda_par', 1.7e-9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we put the model together with the scheme as follows." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from dmipy.core.modeling_framework import MultiCompartmentModel\n", "NODDI_mod = MultiCompartmentModel(models=[ball, watson_dispersed_bundle])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see the names and cardinality of the to-be optimized parameters in the generated MultiCompartmentModel as follows." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['G1Ball_1_lambda_iso',\n", " 'SD1WatsonDistributed_1_SD1Watson_1_mu',\n", " 'SD1WatsonDistributed_1_partial_volume_0',\n", " 'SD1WatsonDistributed_1_SD1Watson_1_odi',\n", " 'partial_volume_0',\n", " 'partial_volume_1']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NODDI_mod.parameter_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last thing is to fix the diffusivity of the Ball compartment to static values. We can do that using the model.set_fixed_parameter(parameter_name, value) function." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "NODDI_mod.set_fixed_parameter('G1Ball_1_lambda_iso', 3e-9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the model as follows:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "NODDI_mod.visualize_model_setup(view=False, cleanup=False)\n", "Image('Model Setup.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fitting NODDI to Human Connectome Project data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To illustrate Dmipy's ease-of-use we also fit the our constructed model to a coronal slice of the HCP data. We will illustrate FODs in the red region of interest later." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This data slice originates from Subject 100307 of the Human Connectome Project, WU-Minn Consortium (Principal Investigators: David Van Essen and Kamil Ugurbil; 1U54MH091657) funded by the 16 NIH Institutes and Centers that support the NIH Blueprint for Neuroscience Research; and by the McDonnell Center for Systems Neuroscience at Washington University.\n" ] } ], "source": [ "from dmipy.data import saved_data\n", "scheme_hcp, data_hcp = saved_data.wu_minn_hcp_coronal_slice()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.patches as patches\n", "%matplotlib inline\n", "\n", "fig, ax = plt.subplots(1)\n", "ax.imshow(data_hcp[:, 0, :, 0].T, origin=True)\n", "rect = patches.Rectangle((70,70),20,20,linewidth=1,edgecolor='r',facecolor='none')\n", "ax.add_patch(rect)\n", "ax.set_axis_off()\n", "ax.set_title('HCP coronal slice B0 with ROI');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit NODDI to HCP data\n", "Having pathos and numba installed, fitting the model to this coronal slice takes less than 10 minutes." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using parallel processing with 8 workers.\n", "Setup brute2fine optimizer in 58.6642770767 seconds\n", "Fitting of 8181 voxels complete in 1131.65072489 seconds.\n", "Average of 0.138326699045 seconds per voxel.\n" ] } ], "source": [ "NODDI_fit_hcp = NODDI_mod.fit(\n", " scheme_hcp, data_hcp, mask=data_hcp[..., 0]>0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize results" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fitted_parameters = NODDI_fit_hcp.fitted_parameters\n", "\n", "fig, axs = plt.subplots(2, 2, figsize=[15, 15])\n", "axs = axs.ravel()\n", "\n", "counter = 0\n", "for name, values in fitted_parameters.items():\n", " if values.squeeze().ndim != 2:\n", " continue\n", " cf = axs[counter].imshow(values.squeeze().T, origin=True, interpolation='nearest')\n", " axs[counter].set_axis_off()\n", " axs[counter].set_title(name)\n", " fig.colorbar(cf, ax=axs[counter], shrink=0.7)\n", " counter += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above we see the familiar maps. Remember that partial_volume_0/1 represent fractions of models in the order they were given to the MultiCompartmentMicrostructureModel object: in this case, 0 represents the fraction of Ball (CSF), and the 1 represents the Watson Bundle (white matter). The `SD1WatsonDistributed_1_partial_volume_0` is the normalized volume fraction of the Stick **within the WatsonBundle**.\n", "\n", "To get the signal contribution of the Stick (intra-axonal) to the total signal, we must multiply `partial_volume_1 * SD1WatsonDistributed_1_partial_volume_0`. To get the signal contribution of the zeppelin (extra-axonal), we must multiply `partial_volume_1 * (1-SD1WatsonDistributed_1_partial_volume_0)`.\n", "\n", "In the bottom-right ODI map you can see that the concentration is highest in the corpus callosum and in coherent white matter bundles. Finally, the $\\lambda_\\parallel$ and $\\lambda_{\\textrm{iso}}$ maps are fixed to the values we gave them." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# get total Stick signal contribution\n", "vf_intra = (fitted_parameters['SD1WatsonDistributed_1_partial_volume_0'] *\n", " fitted_parameters['partial_volume_1'])\n", "# get total Zeppelin signal contribution\n", "vf_extra = ((1 - fitted_parameters['SD1WatsonDistributed_1_partial_volume_0']) *\n", " fitted_parameters['partial_volume_1'])\n", "fig, axs = plt.subplots(1, 2, figsize=[15, 7])\n", "axs = axs.ravel()\n", "\n", "counter = 0\n", "for name, values in zip(['Total vf_intra - Stick', 'Total vf_extra - Zeppelin'], [vf_intra, vf_extra]):\n", " cf = axs[counter].imshow(values.squeeze().T, origin=True, interpolation='nearest')\n", " axs[counter].set_axis_off()\n", " axs[counter].set_title(name)\n", " fig.colorbar(cf, ax=axs[counter], shrink=0.7)\n", " counter += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating Fiber Orientation Distributions (FODs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We estimate FODs on the right side of the corpus callosum and use the estimated concentration ODI as background." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "from dipy.data import get_sphere\n", "from dipy.viz import window, actor\n", "sphere = get_sphere(name='symmetric724').subdivide()\n", "# The next line produces the FOD sphere functions.\n", "# The lower bound option artificially puts a lower bound on the ODI so they don't get too sharp.\n", "# It does not affect the fitted_parameters themselves.\n", "fods = NODDI_fit_hcp.fod(sphere.vertices, visual_odi_lower_bound=0.08)[70:90,: , 70:90]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "affine = np.eye(4)\n", "volume_res = fitted_parameters['SD1WatsonDistributed_1_SD1Watson_1_odi'][70:90,: , 70:90]\n", "volume_im = actor.slicer(volume_res[:, 0, :, None], interpolation='nearest', affine=affine, opacity=0.7)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "ren = window.Renderer()\n", "fod_spheres = actor.odf_slicer(\n", " fods, sphere=sphere, scale=0.9, norm=False)\n", "fod_spheres.display_extent(0, fods.shape[0]-1, 0, fods.shape[1]-1, 0, fods.shape[2]-1)\n", "fod_spheres.RotateX(90)\n", "fod_spheres.RotateZ(180)\n", "fod_spheres.RotateY(180)\n", "ren.add(fod_spheres)\n", "ren.add(volume_im)\n", "window.record(ren, size=[700, 700])" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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+pehejPuKlp2H3qMUFh5/teC6YAI/MqafEPOM9GAwO8LAzfM0f82LEOLFwIXo8UB/XPwuPgUXTzTlFXKFMS00ANuM6e/nKH/5HPNmmx5f8jQhFE9CSrnb0I8CfxJCvGKOYrP7NVf860ZO7f15Kvf7JFAzj/Gz4RT2YS52oRtxG+dYdoVJGs87lIH17OE/0L/W/hW9t9iTkFJ2oudRcQJ/FkK8oLiMEOJV6F/9eeADi/k6F/oQJvegB9reJaX88yLWDQkhvoXuxZlC98iZxaxBNdsM90DhQillO3qz35vRU1Mcl1L28mS6jekLCx9iQogges+eue6T2UD1pzSXCSGqhBDnz7GO3/hlecJNf4vx90eFEC1F5f8L/Vr/XEq5aC+a2Ugpj6FncXcBd8xlZBnJbL+Ofkz/tIi4GIQ+FNM96L0w/yylvKtg2TXzGBSz3oWnBL/Pw2x9+TD6ub2vaJkN+Jeisk/HvHXBAn6O3nS2ErhNCPEkD4bQx437Mno4QT9PbWafFyMO8Qb05nbQ4/LMaCIE+O9C77sQohz9WQa64T5LtzG9omjfrkXPAfYkpD4qxHZ0Q+OTxcuFEOVCCHfxfGPdg+hG2yjwO+PYC5kdbeDzhWlljO19ea5tLoBTud+3o99zby8sLIT4R3RD2Axmr8GXC89X0XVSLBIVg/UsQUo5YTw4v3KSYjeiv8A/DuwVQmxCT7znRP8yuRC9yeBNUsr5Xh7N4okxAZ3oBtV6nuiV9kue8GLNxceEEFPoHqHZoXIuM/brKHpX9uLeM6fDfejxOGejv+j2zVHmQfQM9LPln4SUsq8gzm2X0Ac1DaN7nOLAfvScToUcQo+XeLMQIs8T6SduRn/pbxdCHEL/MuwztncderPN16UxDIyUskMI8Ql0w3ePEOI29ESbV6Jfr0PovYvOFD6PHoT7UWBfQR1zoQ+1cgG6sfMGOXcWd4BlRXVsdqic2QDgnwP/VLTO/wB1QogH0V/COfSX6hXoXsHbWABSymEhxEGeSDxaaJA/jB53VwkMypPn+irkEWO9TwghKtCT8QJ80wxPbSFSypwQ4jXoHp7rgU4hRPFQOc3o6Tqul3ruurm4SjwxlqkX3at9qbFuCj1O8Bsm7XYfeozPASHEn9FjqG5Ab3r6lpSyMLD6O+jN6Lcb9+QgsAa9F+9t6PmlivkH9Hv8K0KI16F75m3AcvR7uM3Yh6cgpTwqhLgc/bnwa6EP8XSrsew+IcRP0L3+B4UQv0evd69Ev0eHOXmg+1x6p3K/f9M4Jz8wvIt96J7WC9FzVb18MfswD7egG+UvB/YXXaftzO3FVzwdxXkb1O+Z/VGQB2uOZW6eyEkiKciDVVTuAvQXfRe6QRVHz+D7/zCyS8+xzhUF2539JdEfcJuBrwLnnmS/u4vWzaIHDu9Hv3lvoCAPTtG6N7LIPFgF65ahP+QkegLMucr8Y8F+vW6eMn703D/H0V8wvejJ9kqZP/vzhegv6FjB9i811vmisawfPYPyoPH/G5g7e/VL0b03U0b5Y+jjSobnKDvn/hQd65w5meYov+BM7kXrXYRuCHUb52vauNZfpSjzfcE6s3mw5qtjX6Egi3bRum9C96wcM+pzzKjT/8kC82AVbOubhvbeOZbN5pP75TzrzpmTCD1r96PGvs0e21Myuc+x3mxuqR8t8hhswBvRM9sPoffUmzDqxj8Dvqe53rM/zbh2PehD73yKeTLLc/qZ3L+L7k1OoxsSH5rnXrjUuFcmjeu8BXgFJ889V2HUvaNGfZxEb477EgvL5N5g1K08BXnejPP8CfQmu9lM7t9G/2CaAR4/lfuPRdzvRvnLjPMwm6X+DnTD86SZ3OfZ1uxIFPVF893oz+IuY5+6UJncT+snjBOrUCgUCoViAQghzkI3En8hpXzrM70/ijMTFYOlUCgUCsUcCCGqi4PnhRB+9GGwQB8eSaGYExWDpVAoFArF3HwSvdfsQ+hN2dXoTZV16M2zysBSzIsysBQKhUKhmJu70WOdXozeiSCHHo/1DfQAfRVjo5gXFYOlUCgUCoVCYTJnhAfLGGdKoVAoFAqF4oxGSrmgpLYqyF2hUCgUCoXCZJSBpVAoFAqFQmEyysBSKBQKhUKhMBllYCkUCoVCoVCYjDKwFAqFQqFQKExGGVgKhUKhUCgUJqMMLIVCoVAoFAqTUQaWQqFQKBQKhckoA0uhUCgUCoXCZJSBpVAoFAqFQmEyysBSKBQKhUKhMBllYCkUCoVCoVCYzBkx2LMVrF+/nsrKSst13G635RpOp9NyDYCVK1cuiU5XV9eS6PT39y+JTjweXxKdpahrABUVFUuiMz4+viQ6vb29S6ITi8WWRCeXyy2JjqZpS6KTz+eXRGepzpsQCxoH+LRZqueB3+9fEh2HY2nMkVgsxvT09JJoPWcNLIVCoVAoFsJ7360bES+90M++PSluvMkaY/mKy/SP5Y++tYRsVPLZb0zQ0b80hqxi6VFNhAqFQqE4o1m2wlqv0LpKN+sq3ZzjDfLGs2v4zCus8eJe0ubhkjYPy/BxUWkZX35doyU6ijMDZWApFAqF4ozlko0ObvpcGb/97zLWttgt0ZgecDE94MI+HCKSKOfa5hY21gdN10mNOkmNOsn2+XGPlbHCUc1HNjaYrqM4M1AGlkKhUChOiY993MNH3+WxVOOSZS6W5QJcGKjkX1/cQnXAfCNretTJ9KiTyT4/maESQolKXtzQZrpOT6+kp1cy0ucjORzGn6hiQ7jZdJ1CAiWSN73FZamGYm6UgaVQKBTPMT7/r16++8UAq+use8Sfu1rw6tUB/uniCn78rlrLdIa6bUweC+IYqaCVBt68qtV0jcePJnn8aJK+E26mhkNoU+U025tZ4SsxVWdgNM/AaJ7hATdjA0FSY2WUpOu5pqLFVJ1C/vn1Xj79wlJ+9uFyyzQUc6MMLIVCoVgiQmHJP73fyXrznSN/p6UeXlTv4fqGcv7rumbOiXgt0XFnbWhdPoIjlWzwNfPhtdYYCXuPZWlvdzDaU4J9soZVjlYa3Ob2bDs2nOTYcJK9PRn6B/xMj5fhStTT5DI3RqpjPEXHeIo9PSlODHoYHy5Bi9XSaF9mqk4hkekQwYEa1tla+YezrO8hfN2roLHJcplnBcrAUigUCoVCoTAZZWApFArFEvG66xx8+KoAX3l9Ddc2ByzRSMYkowd8ZDsraMo28cbm1ZbodJzQ2L3LwWhHBDlSy1nOVdQ7QqbrdI3nONQt6erxMDEYwR1vodVhrsfneHyG4/EZdvfH6ByyMTQUIjFZQUXOXFfjcDrDcDrDzoFJjg/C4HCAidFSvCnrAt27j7kYbq8g19/EeZ6zLNMBuHxNns+cX8pXX1ZqqQ7AVWs1/vB5J6+9VFqudaooA0uhUCiAD30oz1++Cu88x7oEjlPHBYm9JdTFG7m+7gUEMV9rKCbYsh3aDwWID1RRlmllpcP8NpuxpOTB/Un2HHEw2FuGO7qMlTbzX+CxXJ77OkY4cEJyYiDM1Eg1gUyzqRpSSqSUbBnuZPfQFN2jDsbHImRTZabqzHIkNsqe4Sgdw3aGR0tIRass0QE40J3jcHuIvo5q5OgyfBamvwzHA4h9yynrW83GkrBlOgCXOKupO7aWi+WZ2x6pEo0qFEXYcuC069ml08KabuEAZcLOVatmANid0jjeZU2sjDMvqPJl6EsvzYgAVvDa18XQdjm5vcOacwQQHhTUuuq4qqSUbQxyBPMzze88CHfbHZzrK8M2EWSVSLFD7jNd564DU3gns7TagkQnwlSnpmh39Jius2MoSlkqwWqHh3SsHHuiBZyPma6zLz5CMNPHOlsr9mSYfLYOLKjOo9o0D08eIaU1ExSlxHNhsOARMKZNsy16CE22EBZlTOZ8lr2ND07OsD2rsVyrZChegkOGQVgzikLfkIc9j9fhykTQ4kNA1BIdgNFjzRwZO4vBeABYmtEaFsvz3sCKSMFkTHfVZ3wJmuIOnKVT9OB7hvdMMUsuI5kag+tdWQCca4fY3G9Rgr5YCR8pd7D+DYcA+MGQYMs95geGuuPVfLCujCsuPAbAoxX9fO6r5hsPIlXKe/0hrnh1Ow+WDgPwne/Wm7b9tlSCnmQTUdcgTtw4/RZkpc7nuNoxg9O9hv2jXo5XnDBfA9h0n4vSxhK00QbC0yUQ3Gq6Rnc8xy93jjMSXIYjWg7TzRAw38A6lkxwe2c3F9iacMarmdLCljztB7Mz3DVymNF8HcF0OSM2lyWGT1rm2JE+zEymgiotwKDNumahdq2drBahUQYYE0nLdDrlMZA7aMmHmBLWDbc1lI/xwHgnY+kXEJeCtN+6oYmOJtLcs8dHIFPN8YANCxy0f2d7b4CZI80cCQ3B0ozms2ie1wbW2rIsTQ9czTeH9ZbSs3MaH33zQcKv3M+/31vD4Alz4wncDnjtS0YA+PltYRz+pRlLykqWX7SfY4+ebcm27Q5YfSzELY81U46TDVfpYwuGGvfy6FQZmYQ5d5XbLmgbXMnd7RGaNB/OCyeYPNoHQHbSvCEz3HYbzVOr2BWN4Bn2MSZy7HxsAIC74+a11pfaJPUj57B1tJTIlA3b2VmiXcMMdM6YpgFwQeMY6/es5wdbNrDXeYj/rgtx7g2b+EFUz7kzOGLSR4rdwQ9+VkLTeC3HJz1M25IEy8bM2XYB2ycyjI2OUj1Wxz4B+ENgM3/IlEPpCcam91Mx46LHZe41KaRd66M/fS/l+fWMOjOW6QyLUTbbtxK0RZmyW2f4TDPFTucWSnJJUsK6vE450hy3PcKElGSE+TFlf0dAt9jBlLCRwdrmtOP2A4y5POTyNaTFlGU6cfsMf3PsxJ7OknAftUwHYKfnCAfSNeTcOy3VOR2e1wZWRnMwzSQS/aEwJNK0D8/gP5JncsT8z7B0UvLwPbq37LlgXKVSJWy5vYnqGmu2XxdI0CaD1GlBttv3cutO/ctLygiZKvM+Wa6vzVHWV89xrZIttgfxd+Zw5XWDZ9Rv3oDhb6ny4x1cx9RwiEdKNvHjiTjuHZMAxALmxXq8pt6Ja6CF3qkIj5c+wM19WUIPJunzRkzTABicKmFXYpgBjuDKRxHeHMIXxZY1N3cQwON2J5vde+maPo83TFyP79I/sUtMmKphs9noto3QWXU/YvC1rB++mFz53exz7jVVB2DENcCQY5BI8u1sjH2Oac+D7Hc9YrpO3DlMzHEntel3c/bMZxh1PECHy/wmvJg4Qcx7gvr021iZ/AjHPbcTE+Z7GrNiklHnPTTk30Z99h10Ov5CWphvbGtkGBMPUS/fQoQb6Ba/M11jVmdCbKFeezPl8jV02/5giY4UeSadj9GaezdVmddw3GWNDkDC3ssq+SLiySsZ9D5gmY4r72ZZrpReWcYM5tcBM3heG1iHJwU9Z++j5Sz9ZZojxw+zErllhTUjezsFPZnnTtOjxzNFdY11X3iDM34ebRgk7Jnm8tAM44HZc2duosFjOTv52h2UuCNsCA0SdUjA3C9klxtEJIO9dg+BaS9N9V2k3RppU1V0DkporN2B1x1gZWkfMfLEMH8stxMxB/2NaaoaDhLJavwhkeMX93kJlJv/Ne5w2AmVwQuZZoN2AK0+zq5+02UAsNlyrPYkucLhpKS2gd7YIabSWQt0JCukxsXOSoJlGwjIXrbF+8zXEYKGPFxIAx7/VWyzJdmcNr9ZEqAp72GdWM5Gxxu5h9/Rnu+yRKc5G2alWM5aGeKv4hdEMdfYnqVJK6NBNtNoc7PZ9ktLNADatAaqZSX10sVW+68t0fDkyjhPq6DR3cZOMcVD8n5LdJq1Fl4RDmLzrubbmR2k7NY0f15lb+SKJje7Uyu5jXZLNE6X57WBBTAjBMKpe7Cc2C2JH1CcGtkMDDgDOGvBaWFM3N5B2EsUIlHLutVm0nBLewan7TDx1rylN972/hyPyUGk9T2l0aRx7zhtUOIigHkev7lIlHdyp6eHfNS6OBKAqfItzFQOEKyKUaIJpqywhIGZ0G6qy/201qbIahG2H+gjb0EYm8fTT32knoaqPPXOFvq6j9GZMD++KOAdpa0sSqTESY1tLd/uGWIoa75OiStOazBNMFhBJHc5N43dbroGQCWCVpeT5b7VeLMvYlNzATiOAAAgAElEQVT6HtM1XDJIuS1Dq8tJq2cNtvRlbM5uNl0nIBw01YyxthwaRA0d3WH68uYHoVcGoqxuO0J5WHLgaIC/TlpjYK1/wRjnNx6EoWFuO2yJxGnzvDewFIqlIp2VpLHWMADQLHhBnynkpWQymbNcZ0BOcltsL+U2G1NZ871XsxzlEO1ewbLqEL5slBKfnfG4+XVk1H0QrTxIZb2XmlCWGwKVfOUx83sVxj3H8FaW0lBto9oreLWnmu8eMN+Lpfl7Kasqo64UyuxBuu3LuGu403Qdu2+Iqkg5Eb8grLXQ21/L4fSAqRqaSOH3TVJTWkbYA558K4f7djOanzZVJ2uPEqo6QVNzhgbXDC9zlPPDdvMNrIxnHF/bYWrqbFQkp2HSdAkAsjUdhNdFye+LgTKwFAqF4tmBBCaSWSas60QGQEbL85uhQzyW9+D1a2SxJkj8aL6f/dpu1kXqqKxLc1Y4B+aHYtGV72LME2J1ZQnVFSk2ljj47gHzdYboIBcqJVIdpNqf4jXhKu66x3wDK+3ux1taTnWpn0qnnevdyzh82FwDK08O6RsiUlZCZdBB2ObgerGcn3TvMlVnmhST7m7cNWkqKvIslxmsaFk7lpxhhziKrLKzfSKFVek2H55OENLi/PKozTKN00UZWAqFQvEMMp3OcXgwjs9vIxa3xv2oScnvT3RR3TTNBXV2dkRjOJ16XF42a55RN5BL8PBkO+f4aiirkTTWzLCi1sbRAXOPqy87SNTVh4iUUl6ZZ01Vjqs6/dzfkTBVZ1T2IwNVBMpCBPw5Lgr6WTkQoD1qXrOXRDJp7ycXCBKqCFLmTnGpN8hPuk2TAEADjqYGiJXmqGyGwIy5HrJZUnnBLY/l+P5DOeIx6wyfR/baecT8/iemogwshUKheIbJ5SEWs7ZtN5nTuGnbKLfst5EX0lTDqpBdY5PcPZAl1+piWEvTNWr+cQ3n0uyMdnG2K0lthY0Sxwyrlgvu7zBXZyA7writH1tJhtJywfJcjheNldC+zdy4ot70AClvGe6yDJGQxspSjUvqgjzcb64RdF/XNCv6M1xzlpc9cXON0UJGRszvVPNs5Mz0qykUCoVCoVA8i1EeLIVCoXieMJOWzKSt7WgxmND49j0xNg/YOdKhYVUfgUcHxqjvy1Jxth9naZ5cwPzOD/3pBEdmBtjoBUe5k1JHkhdM2WCbuTpjmRjD2jAzvjS11Q7KswnObnPxsMmpSNJ5+P6dKe4+muLQPuVlshplYCkUCoXCVKSEPQesNeT6pvPceWCKVCRJ62ondz5qfi6NvJTsGxnhaMpBjc9NKJKnJGp+Vvz+ZIZtQ/2sPTtHY6kLtyNNZb015y+ZFByyJg2aoghlYCkUCoXiWcmxfo1jv0oC1nX33D2U5O5jgwSaQ5zT4GDcaU1StEe6Y6wZtFG22keoBOIu69KDKJYGZWApFAqFQnES/rR9BmeFxqDPyz3brRk/ciol+dOOKAl/mmWr3PzkD9YFoSuWBmVgKRQKhUJxEjI5uPVPKW79U8pSnfYejfabZwDrBgFXLB3PaQNLSutGdp9l48aNlmuMjo5argGwcuXKJdEJBoNLonP11Vcvic62bSZHvM6DtkQp2jds2LAkOps2bVoSneHh4SXRsWT80jnI5azPZA9L8/yEpavXJzuef/83fYDylkonv/9jjD/de+rNgEI8ffB4ywpB19HTO79nwnkzE5ttaZIaLJUOPMcNLIVCoVA8u3nnu7ysrHdy2+8S7DpkfuD3xg1Orl4eAKAx4GT5dT4Sw0Pcu9/8WKtIRJ/+2wcjVLjt/PBXU/zpIfOD5hVnBsrAUigUCsUZR02VPn3TxgAtQQ8rCfD134yzpd1cw8eRhfyA/ir0VQRpwME7Nni4d7/548hcdZ4bgHMCXqrdPj5+dYDk6CB3H7J4TCbFM4JKNKpQKBSKU2JZm3WvkOqQneqQHdeYl3A0zHmBKt57YbPpOmOjMNzjZrjHTbI/hDtaxnJPLW9ZXW+6lpawoyXspE/4cY6W0KhV8ZLWBtN1FGcGysBSKBQKxaL5wPs8/PQ/IvzxyxWsrLKbvv14VP91HrET7wvinCinxVbLe9a0mqrTP56nu1vQ3S0Y7feRHC3Bk6jg/EibqToA0+M2psdtDHZ7iPaFsE2UsdxVx/mVpaZrzfKmN7r5+TdLeONLnJZpKOZGGVgKhULxHKO6DjacZ22m7vKsoCERZIOvkv98SRsNAXNf4IOTGoOTGl09gsFeP/HhMN6Zapa7G03ViaY1dnUm2dWZpOOEjbGhANnJMkpzdazxVZuq1Teep288z4k+J1ODQeKjZbgT1bS4a0zVKeSqBi+X+0v5wPn1bKh3WaajeCrKwFIoFIrnGJ//sJ/vfijC514Rtkzj2EHB2LEADFXQRCM3NK0wdfvxrCSelezqStHRa2N0OEhivIzSXBPn+sxtVtvZN8nOvkmODWj0DbmZGg/DdDXNrhZTdY5MJDkykWRHZ5zufhejQyGyU1U02JaZqqMjAclMT4B8ZxUV0SZeXN9kgc6TOf9yyyWeNSgDS6FQKBQKhcJkVC9ChUKhWEJ+8C0H4Qkn//6tNIcmrMllVBF1U+Uo5w0tIYZXjfDjIz2maxzt1jhQ5kQGwmiJMK32IK3OYTqyY6bqPNY/zkpXCpvfRSBXQn46SB3L2cMJ0zQGZ/TEntv7x/GXtFFOiHhC4M/WmaYBuk8J4PBIjNUOyNqDyKwPW8KKrO16E/Gxow56cxGChKnOuoFjFmjpbFil8T+vD3BgleR937e2Z+TKZXne8U7Bz38iONx1Zg5crTxYCoVCATQ057jpxiTvucC6h3VlUKNhwsc6Wc/HzluJC/ODwwEeehBOHIygDdaxzr2GOpv5QdQHRtNsPpKgvcvFYF8pItpMHctN1xnLpnm4b5BDgxl6hr1MjpdjT9aaqhHXcsS1HI+P97JnZIKeYTvj0SD5VKWpOrO0J8bZOThB54idgdEg0ViJJToAu7tTtHf46eusJjfWTImwLtFzMz7YvYzV06s5L+y3TAfgVS0uXiWqeMsKa3VOB+XBUiieAey5HKvKhzmSrgAgn7Qu+NSlZcnYnt09iF587nHOiYf40b4wUz63JRqrAnnOnaqiKljFNjHOATlhusbEtGDr3R5cFdX4J0s43y54OH/IdJ279iSonYFWWwm5sSB1+Sn6xcOmaqQ1yf29gzhjLbRKD4npMI5EI7jMH9ngQLIPZ6qTNdTjyIRIELLk7dWXH2Vb7DBZmvBrAaKa2xI3REKmeWT6MDbRSoVWzmjejcPuJSfM9/ocicV5tDPHClspIwk/SOueNV29btp3NODMhHHOjAHWjaeY7KijWzYR7R4Gjlqmczo8rw2ssC9H3YSL9rT+9RB3jRAigMseJ+F6Xp+aMwr36BjDDh8lpT5LdZLJDP2741zQ0MlAxWoAPB6v6TqZTJa2v1XxitdECZQcAeCx5Dmm6wBM7Q7y4eoo+at2cOvh803fvtSSTNw7SWc4z5pzKvB6PaZrAIT3B8iNXEGg08vU+Tst0ThwxMXdqTL8k22UDNdD5QOma+QQ3Pb4DJmIHfd0DfkoEDDfwOpOpvnVoW42OhtxxerJZqrBgtunNxfjLyP7WZ+rwJsLMmqRIZ+QSfZo+4jnwlTKDYzZrBsm5qh2kLxWSqP0Mm6zbliiQfrYnt9Na76MmEhaYlwBjGtxNk8eZzK7nKR0Mu1NzrYemk77dIa7Hw8QTjXQ4d4OFnZa3HUsgquviW0zKUt1TofntRXx8qoZnAeuYfsx3cCaEUN8fP0Mq657iJ9OpNjTbm7X2XA8SrBft+h7myLYPNa8jADa2vTx144fr7JMw+kcp/ahHexdcREAJeXmu7nDtgHi31nL17QjfG6t/rCzv9yFy+Rzl56c5Ov/EqNENnLlJTZmXtoJgKd6tak6uUyOgwe8HBtrwf3rEtrP12M/bCZ37nHEJVt/V0nCVsb+zlXY8vvB/LyJZLoH+PEdIfyUcPbFMdKvBrcFRtadQzXwcDlbXVHqh/1UVpn/ZTyYE3x/f5Sqfsl+CZSHwBYzXedYJs5Peg5TEwvQ7bFu8OCD2UH6ZrZQlUkx6LBOZ9DWzwOOBylhnElhnUESF5McdDzEgEySEtZ5ZDVyHLdtZRKJxLpemAC9Ygcxuw0pyi3VOW7fzzge0KrJC+sGko7bk9yROYA3IxgPdlqmA/BIfpBj3bUMV5mfcd8sntcxWMemnPSkBpgRfcyIPnIySlLESdtS5C1ohRh2+Bh0RRl0RbF69KnDB2s4fNC63CoAMh7gF+PNBANeggHzPT0AM5kIOy47TkvWyyWVR7mk8igZxk3X8aSGeFGuit3OvfzfzXlwVus/k2kbkVyw8zIO2jv43bJHsTU1YGsyP5Pzq2YmeD1rmRSD3BzZytYS85MmAthqGjnBLt7s9fCKa+4kn7dmYPJoSYbD591Hdb6Uyx+7koq4NbFLg94Jdrbcy7S9gvP638mKjLnd9GcZdw+zv/xvCNnAJZOfoUU7yxKdqHOAI74/EtRq2Zj4LMuzF1iik7CdoN91F6WymnNTH6FUs+a8ZUWUEds9lGhltGhvtEQDQJJjjIfwiBBN3GCdjtCYtG0jSCn18pWW6QgBU44dlGpVtORebZkOQNzZRcBWTU3yakt1NOEia2vDJ8x/TpvF89qDtWPSi33lYapfoH8NpbM5fp6E3J1ubCUR0/U8Hif5Fv1Bap3vSsfptn6k9ZzbzQuvX2WpRtbhYd1VHlZvzLElrRsJAY/5njKtupm69x/l4/4wLcuq8XqtMRhrmjtoO/9BhrQ8ZeusCaC1ezJEl3XjXnk7lzXYqaz3AdbELTm9Tr7ylcuZOHCYP2RXEwhYM+yH0+mkrhZWdHVx/aVJDkcGuSNmzflz2POsD2R5sV/DXlvJN6I9JLPm309C5FgtsrwwEMYTuYjfpPs5nDTfY2YTggYpuchVTbD0SrbKae5LHDZdB6A25+ZcVnCBeBPbbXewR9tviU5dPkITLawWlTzgvJkEUUt0GvKV1Ml6aoWLbbZbLdEQOGjN11Muz6HLLtlp+7MlOr58Jeuoo0ZbxU4txjbbfZboNGqtvNxZhsNzNv8rHiAvrXkXXZRdyTpnBR255WxyqBisM5K83Q7oFcDptKE5wYb5xpXi9HB7HLgtMKxmEcJL3QXnYG6n7Keyw74MsSZGmSNgmUY+5eKu7Nk4L3ZhjQnyZLxeD3Xnm9uUOhcOJ4xdcpxd1YMcsofAfFsEAIkkWvMQ/roGyppG8eyGZNYarWx4F9U1NpobphmaDnH4oDUHJf3t1FeU01KdpdbdxKN7jpLI5k3X8bvHaA3HKQt7aXScTXTwBF2ZKdN1QrYELW47AU8TZbycmxPmGz8CG2UixzKXjzbbefi0Se7L/dV0HZ8socqep83mpdlzHul0Dwe0vabrBISDlsg0q8Iu6mzLODTwCFFpftxX2D/JOauOUBrKsaurlC1R81scABobTnBB+W5cM31s6rdE4rR53htYCsVSkku7wGF9RKbTeYZGfZ4mMaeTe8fMHSplLnq0Cf53MoYnDVMJ67zB+zhCuzdNaZmTvMMiixE4YT9INOwnUh+mpizNW0Up39tubr4qgKSnC3ekioZqL01+O/my5Xxx1w7TdZyeMSIlE9SEnFQ5K5iZvIDfjmw3VUMicbrHKQ/EKfPZ8MtlDI01czDdba6OSFPinaYmFCfgdWLPruFAv/kGVs4eI1DZQ31Nijp3ipfa6/hN73HTdZLOcXzL91NXbacyNYNFzkUGfCfor43RPWiRgAkoA0uhUCiK0CSMTOdg2lqdrKbxs55O/jbtIGdhz7jBXIw/T+xgpbeRFXU5wvG0JTq9soO4vwJfRYSy8hQbMoKNIz4e6TM3sDrtHsQfqaM84sHtzXFZqIzHpv30Js3s/CAR7nGCpSNUhfxUODykAqs42N5togZIshAcoLTCR7nfjku6uSbdyr1jHabqpEWKbLCHkoYMoWCejS4nv+k1VQKA7lSaLbljdGiCv3ZbU88AHh+boSOTYnDU+nCYU0UZWAqFQvEMksxKuoYtaoMsYN9kjB8eOMqyGRv3HbRGbzA3zd7UEc7x1lNTZaPRm2TVgOCRPnN1BrReZrwVBMoqCAeznF1h42XZKr6/x9yea1H7ALZANcFICL8vy7oSL+tGy9g1YV6zV4o0M85BnCUByiJ+ylwZXuasMt3ASmg5emUfM5EcNfU2yuxxU7c/S16DHz+URtPAovArAFJpzmjjCpSBpVAoFM8L8prkgfY0Dx0Hzfzwq7/z8PAgrZMZIh4fgao0nirzxbrSI/RrfWT9eUKVdryuJBvtbr6/x2SdVC9xVzXOkgylYYGdPNelq9i12TwDSyIZzA+Q9ZXgKZ/B78vR5tRo3OuiN25uf/MHekd4IXnCZQ76hqxzz+aty9bxrEIZWAqFQvE8wkrjCmBwJscvd42Qr/QSigt+ucn8pDQzWp7HJ3rYIKAl4sMfzFDtyNAUsdFj4viOw5lpTuT7Od8H3nIHTmeKNdIGm02TAGAgNcGobQjCYXwRaAilWVbjoPeYueeuL6bx7fvGuSjlYpdFXkzFEzyv82ApFAqFQqFQWIHyYCkUCoXCVPomJV/79QxSWqfROx1n1/ggtVqQ1jKBz51CuMwVnNHyHJoa5gqHi2zIQyCco9GTZVmlg84R89rBDk0leHysn/XuLKVldlz5JI0NAo6ZJvF39h/T2H/Musz+iidQBpZCoVAoTMdK4wqgJ5bl93tG8dUmyTd6GZJ5piywGw6PTvHosIO6lWGcpRK3L01djaBzxFydbb2TbJgQuFo9yJDGcNrq8T4UVqMMLIVCoVA8K+ke0/jWH2K0JzIMjGWZmjLfquubzvGnPWOUL8tzYY2Tabtkf5f58UsdI3lu2TpJsjxACo1ND6sYqWc7ysBSKBQKxbOWaBxu+705rqtz19nZs+upvQCODOS4bcsEk34fHSeyTFmUE3bnoRw7D5mf+V7xzCCk1X7cheyEEKbvxGtf+1qam5vN3uxTcDist1Hb25dmtHC325rx6opZinMGkMksjYv9sssuWxKdSGRphnC69VZrxlwrRtPO7Bw2i2Wp7tPJyckl0UmlliZOJ5+3uFujwcnq2399PgzAxWu8HD6Q4Ws/maJzwPz66TYGof3al8vIxPL8+JYYBztOTWepnqM+n29JdKwa/7WYWCzG9PTppaiQUoqFlFMeLIVCoVCcsbzqtS4uXutj144Uv7nDfKOvpkKwKqRbPivsPpqWBeFlbj7440HTtd70Mt2IuLzOh6faQcVrvLz1q+brKM4MVJoGhUKhUJyx3HBxgBvOCfLpayt4z4uCpm/flhekBp2kBp3I4QChRClrS2p41WrzPcZh6SIsXYghD6WJMOvCVbz3kqUYkl3xTKAMLIVCoVAsGp8f/u0Lfj7xPmuadiJBQSQoEKNOvGN+arIRXrm8nrXVHlN18lmYGHQxMegiPhBAGyuhPFfOZTVNpuoAjA/ZGB+yMdnrIzccJpws5/Iaawcvf+d7PHz6o0vTzKd4MqqJUKFQKBSL5kWXOnn1aj+BNg9NmSQf+emoqduPJvTQ3J7jdqacASL2EPXAy5th79Bh03SGpjU6e3WtQacbpy+ITLuotTlZG+5lb9S8YXEGR3Wd4QE3FckQbs1Lac7DtXUN3NV/wjQdALdT13rd2QGWl3lp+6CP935nzFQNxclRBpZCoVAoFk1EsyP6/JQ4S7i4xMa7znHyk30Dpm0/b8R+950QDPl9uDwlOGacLHO5aPMOcDwZNU1rX+8MAKu9Nlx+H24tgHPGw3Jvo6kGVuewHkN2pEdSkfIRFmHEtJ8mTwNgroHVVqW/3m0DAQK5COt9cG1bjruOq16KS4VqIlQoFIrnGOGwxm0/9POLL/hZWWG3RGP3wTw9h3xEu0rxx2q4sKSNMof5PZF3dCXoOGFjaMBPdCSCd6aW5V5zm+8OjkQ5OBKlc0hjcMTDxGiIbKySChpM1emKp+iKp2gfSNPVb2d0OEhmqhJfptpUHQCRcSAyDgaPBYh2lOGdqOeSSJvpOoW8762Cv/7Ax6sutqbOPdtQBpZCoVAsMZEqa1NUnNtsZ1k0wCWeej554TJLNPonJA/vy9HTFSA2VEYw2cjZ3hbTdQ6NT/NoV5yOAScjwyEyU9WEcvWmagxlUgxlUuwYGOXYsMbAmI/YeIR8osJUnVl2D4/SNQr9I34mxkvJx80PdD86luHoWIb2DhvdHWEm+qpwJupM1ynkYl+YsyZqeetKa+PKAF5yWZ5bf2jj4rOe+VRT86EMLIVCoVAoFAqTUTFYCoXiWUMknCVtEyQmrXt01bUmSY3BeNS6xIf//ZEMZZM+PvUdSWfS/C/wgRM2ju8I4fTUURZ3cZk/x+ZEl6kao6kc2zpi1KQFtSLMdMxNWa4VOGKqTkLL89jQMKXJNPXCQzblR8zUmKoxy+5oH+W5laRFC7aMj5lMyBKdjtQ4jw+PIJ3L8eQCxDNhPARJcXoJMAvJaHq92nUiSV3aS4WshJiPMCGimJ+KXtM0Bg9GGIs14Rm3ca4vxp4Z8+LXirks7GH9aCmvbUux7bBFqfVPE2VgPQfZuH6UfXtLAYjnrLnE5YEEr/EM8OhAHftc1nYBXhWaYrVzgNtHlwOg2ZyW6Fzln2FiysYep7ndwJ8PXJsRVFfE+VXaT9KiBODBbIa3xEvQSqf4X2skENkk/9I2StQb4b9GM6RcLtM1AnaJe28lFVo9VwdTdCY7Tdc4Op7jb4/myZaFyUQriaQkYK6BBfD41Bih7AjrnK0wU0oqUWXJW+Vgqg9/poO1oh5PNkIsHwQLHgNj2hSPTh9Ck02EtBAT0mXJ8SRlhp0z7TjkMqqIMKa5ydiT5gsBOyeGqEqmaMPPSNKBhvl1GsBms/HIQUH5WCWZRID0TCdgjYElNUniWCOd6UpiPVHgkCU6p4sysJ5jlIgkL22vR7SXAPBw67AlOsFhGDzwZvp7bKRfvhUAt9+a6uTe2srU+EtxnvUoAGnz40EJZNIM3flS2mccaNc+hM1v3fAdAZlkeDKPPxKwTANgcmyaoduHOOelObINZ1mmI6eC7H/4WmKlQzgveQhrXhOQHGpk66Gr8ZV2YF//MHm7+YG0Xs3JoT9eSCZaRc5+CCrMH24pnhfceXeA9a5mpjrsEDTfwBJC8NcTo+QGM5QkQ4wmqsACZ0xSZtkSP0wsXU2VDDMsbJa8VSSSvfkDJHIl1EkPQzbrhvHpph1khEZ8xCzUGeIEO+RjLNfKSNjSaOQs0RmX02yJtTOZX0ZKOki6E7CggV4Wz7axKQJDXhzpCD3ehCVGMICwCbbu9ZLpbmBHQoMzNKZeGViAz50GwN0RZGLNGGLKGrcwgFvoXYvTMmzJ9mNZN1+9/yweHdENhObqAfx+82tfj6uETSfitLvSrBnRHwwtLdZUp98i6ByfZEUiAcAy/KZrJISbb+cOkHX6WTUyTXOLdV65X/9iEu3xUq750AC+5bWW6fz+9x1s3u5hzUMJPv0Ly2Tom85wt3sfy90JllkYb9olprjHeYSzSoeptsC4Api22fn6/R5ythCZ8zTKLVGBv05Ms3NwmvGMD8xPTg7AsDbN75JbqE7kGHVYd2FiTLHDtYVwdpqUzbpXSkrEOeLYypCcIYN1zbcSjS7bNialAEot0wEYsO0lLfzkhLU6Xfa9TOFGUElOWPUJBGP2ce7M7sQlVzDjHLJMB2BrfpiOjgb6q45bqnM6qCB3IJJ2E0m72ZfLW2pcgW5YWWVcAWgOG0OrD7A6v4zV+WWsObLGGh1nFu/647wzfRbXjp3HtWPnkUpY87VX6XfxD+k2IolKIglrhpWQTjinLc33mkt5u73MEo1Z2s7P8qmX7aTlqn7LNFLJJO+eTvLhdBNnvd46b1xmJs/74m181lZLeat1xwNwxZG1vCPTgDtsbkLLQuxOwcSaEwzbnTj7VlumM22b5mjNw8QdNZzV/4+4NWuabVL2GF2BTXizTayLfZSgtKZXXEqMMey6F7+sZlX63XikNfdpTsQZs20mJKtokq+3RENHY0psxUcJ9fLVFurAuHgEvyynRr7cMg0hBFOOHQRlFc25V1mmAzDtOYDXVkVD2rrjAcDuI+poIYA18XhmoDxYQJ8xbWhemlHdrcbnyvHyS+8GoLGti5vGyhB28321LZWSV7/kfqqX6y/Wvj4b05gfv3Se+xBvfmcvd03qyQB3WdHWASxriLHxok1MB8fZ+sgqAPJ282+RVauaONBUhfOEdbFeHq+X/AeCtOx+kJaV51ums9Ib57Xv2s6hvWEeGZgBzM+DBOCbSfLuN+8lOdHL8HgW6xpuoNXj58qQE2c4w135vCVNkQAu6eTqvIPzq/3sCzbw50SHJTrCBms1H+tcLbzQ+0p+kf0V4/mEJVotuRArWcF5+RB/c9zMJBPW6ORrqM3XskqUscn5XUs0AJq0aiplFZU2G7tsv7dIRdCWryXCGo7bNA7Y/mqJikcr5xytnkqxmn1anMdt91qiU5Ft40qtipAs528c5jjmN4EDnCuXs1ZrpD+zirsdByzROF2UgfUcRDhhS7XeGyWXtca4Akg6Z9hZE8Vb3QPA1NA5ljSFT7b6ub2mnWPZZn2GRa0dMa/kV2k7Y9mQJYZVIU6v9YH0dt8ayi+xxoM5y3jAyda6/ew/XIWnpNkyHVepk6mLthPtcjGzqw2bhY8uT8UUFc1/JB9Mow2HLatveXsazws209ZWic2Z4M87rdEB8EWO0lbjJFKeh2Qz3zx20BKdiCvOcn+OQLCcUnkZN4390XQNGw5KbDO0eVw4HK14eQV/TP3ZdB2XDFEpbLQ6AjQ61uHIj7Jd22y6jluGqLQLWhwh6mwXksgdp0seM10nKLw0hVKs9Idotr+A7vEdjGnmZcOfpSFmE6QAACAASURBVMSdZHVtH41hF/mZMo4PWGNg1VcOsWHZAUK5fu4esUTitFEG1nOUWNa4tFnrNJwuJ7ti5bBfj1Sx6EOfqbSTqW7rmmtmEU4HuzvUyPaLIZbw8dPfXWi5zlTawdc3vYBcyoGFYT4ARBH8JushP+ZBWpzD8O7McRzyBLsHrQlwnmXAsxdnLdQ3Si4Vgu91C9JZ8w9O+Psor66gtlSj1O7nhKuFOwbM7b0oyeP3RqkoiVLuh3J7IxOjK9kcazdVxy4kJc4U1b4Ufp8H//9n772j5LzOO83nS5VzVeeERiZIAgKYk0iRohhESVayZUlryaZGDrK9ss96rbG99tjHYcbjWR/P2DuWLa0sWbKSlSiRFIMYwAACRA4NdDfQ6NzVXV1dOX5p/2jChmXuiCK+2wLA+5yDc8hzgHq6qqvq+33vfe977W3Mrowwb3t7np+mOCT1Jn2xBn5/CMW8nr9e9j5gOWqZWGqe/g5YF7B4b3gTn57c77mnpeeJD51ioDfMVZU6eHd60r/hhHaWbT0VHp68eM9XlAFLIpFcEljNtfu6anu/efBVaVgO3zgmrun4HMfbWQ7YCn3pMCVWVm+GBNx8LWijuPEEye4QHeEW9yVSAgKWSzMwTTiVpCMRJONzeFu4n91HvQ1YltJACS8QT0XpDPuJqQHuD1zBZ2ae89SjKA5GYpFUMkIirGA4Yd5ib+Lpgrchq6U00OJzJHodUlGXHWENJj1VADBn1Rk3TnHVcBQzJ2aJGCDbrPPV+XkW62JvTi4EGbAkEonkMqdlO3zuxDzjisH4sku9KaY0N9XOMq2Nc1Wyk2SnydYOk6tP+Di24G1iLWhzuNEOwqko4UibnWmD+8tdPDLp3Vga07Wo+ebxxVIkk0E6fG1a0SS7V2KM1bwbbFl36zR88/iSETLxIAnd4Q69y/OAVXXaLCjTqBmXZLfO5lSL9F6VfN3bY5ssx+X5fI6F8QJPvCQu/NQaLmcbApdoPEAGLIlEInkDUG+7PH5QbGluyWzxcmGSnf4W6Q6NsFolmXFhwVvPRHOBZS2DksiQzIBGkxvrQR6Z9Naz4mZRI52EUzHCQZvhuM11KwnGPJwc7uJSULJY4TihdIRAwGKjrrJ+LMhE1dvq5vHyAgs+lYFuH/5Ela6UQr7uqQKAvWMOe8fWqAx8ESMDlkQikUg846npIslTbRrdAYjZHJn0fnf2TLPKoeIUO/w2A2mDuL9Jd8P7asl0c4mCvogSNYkmFRSlyTWNIF866a1nvrVEw5fCl2wTi7lsjNps7PExMe5twNo3X+cH8/Mkrw6T81mMzF4eO+cvVuQcLIlEIpFIJBKPkRUsiUQikXiGabv8874aj55ooBkKpYq3PT7nGFlZ5kzLoNcfINFpE296vySVa9WYaCxwXRi0tEbUaJOpet/3c7pcZMZaxIxaaBmFtNNi45DG4x5vJnRd+PyTdaasNnv2XrzN4ZcLMmBJJBKJxFMsG0plMcHqHCdybT730hyhwTgbu3XG6t7vxiyaNs/OzHPtdpXOcJBwwqbDNElFFFaq3m0UWGnb/GBygTdtd0gk/bTdNlpMTAO3abk88eTF3Rx+uSADlkQikUguSQ6dtfjzfy5yxZU6jz3x+itYH/jQ6tmGgz0aL73QZPeef63uHMs2eW56ieSGOENBl0W14Wm4OsfhmTp75vPEN0cxohZTFdkkfqkjA5ZEIpFILlnGztiMnXn9zdoBP3z07avnw/bFde5cZ0N9md1HVqs8jgvfP1RB73DYbvjZf1rM3LJa2+Wrz5YpBUwaDjz0REuIR7J2XLYBS1VVNFGjxc8jmRR7CjpAuezdluD/Faa5NmXjcDi8Jp7e3t418ezZs2dNPJs2bVoTjyt6fPkrzM2JPRz6HJs3b14Tz9atW9fEs2/fvjXxKIqyJp7Xwn3vMKjkXZ5/0fu+obde7ydUXr1WdPoDJKMaH7lVZ/eRmX/5OzM5l09/uYr7T9UfOd3/tbxun/rtKJv6fHz162Uef+5fv3dnFuHvv9B4zY+zFtj22uw0VNW12XO3Vh64jAOWRCKRSC59PvZzQT76rhh2VeXLHSX+9jveDm5yGyrlmdXzWl3ChCw/uxJhPnaDyWf2Zv/l7zketJTdcs3qJfctG4Jc0R2k751+rOIyTx2Ty4GXI3JMg0QikUguWvr8Bpm6n81alA/s6uGm9d4elJ7Pu7TzQdr5IK2lKPZKjHAjxQ2dfZ56AGis/tGXg4RWIlwZyPDu7T3ee87jAz/r5z/+ZkioQ/LqyAqWRCKRSC5arLyBNR/GH4jSZcGHrzbYM3HKs8dfKjicnlz973VKAFePYDc0OjC4vaubZxez/8t//+Ng1ldrGrWFAE1iGJafLcEgdw9VeGLK23P7dm5bdf2HO6P0Rfz0/nKAX/uf4s4GlPx7ZAVLIpFIJK+L9RsV/vq/RvnlD/iFOWZnFbKTIaoLcfzlDnrVbm7sSHn3+GWTmSWXmSWXhQUfhaUQzWISXyPDYMDb6lKxvPpnZSFAYT5CK5ckXO9gY7TbUw/AhoTBhoRBKBchVUhza7qP91yZ8NxzPsnM2vRvXirICpZEIpFIXhf37fJxb2+c21QD32KJv3ra+wrJ/JLD/KyPVDWCzw5j1EJsCg3wEt642o7L6MJqX9e2gIIRDOO3I7TrYRKOt8FnsbLaMD465dJtBrB8UdyGSgd1YMRTV7Ow2ldWnozRTKcJlDVu7dD4Joc99Zyjp9vlv/xumEBb5ZN/XGW+IERzSSEDlkQikVyG/OKvaKyPKnz+izYjc2IqC2oxQHs8QcqJcUcmwyORJuNVb5vQj81XGU84pOtBosRwatBNEzjimWMsXwLguL9OIGYQI0ytqaK1Oj1zAJTM1YA1lm2xUfOj+mI4bT++ZpuYGqTseDcCYiK76pqZCpCuJNCsIMGmuEv+TcM625pxUmqYX7upyn98xLul1VcjnnIorVzci3AyYEkkEsllyJ0dPnYlkgzcrvHgV2ZpON6HrLFxl6lUjD69k3BF5dpYk/HqMU8d2XabfbMlOk2dDiVCq+nHrjY9dUy2VwPWodwSydZmutUAZsuH0+ggrESpuRVPffuyWYaVrSjBILoVxarYRNwEZbwLWIvV1YA1MgUdtRgBJwalABuMLs6Yi555zlGY11kZ6SAaSDNo1wGBAct1+K//u0N3ROdjv2ez1Lg4Rlr8MBd3/JO8LjYNePvl82pofoX+zrWZj6L4L84Pj+Qnw1t7TX7xbTWM8Nq8/0QRiog7C07FJXckRmu0n0x5PW+NrxPiOTLf5MXjDlMTCcoL/cRbw0I8+1dmOThf5uyij2wuRqWUwI/3O+NO1ec5sZJnKu+QKwUp14Pget9fNmdWOJTLc2ZJYT4XYbkQwXW89eTNNnmzzcG5CiPTOrNzKQq5LlQr7qnnHPM5hdMnY8yNduMsrmOz4X1f2Tm2JVx6Z3oZnF7HuwbFz6J8vciAJZFIJBKJROIxconwMuO+7iK3tod5srLaB/F0VMxxC+/M1NhR28ijTp29alGIAyASVHi3z8+ZBryoiq3MpXxtTFuhYhtCPZcjYddmR9LiQMNPS+AJH1e2Onmnso7O9gwnuqZ4fkLMaQ0D7SYPbF7iu80Ys1nvd15ds3men99V4aGH+nm87v3JBg4Kj7xoExlMoNe6SdZDwFnPPdlWmycnljFiPoKtNNWimF9+3qnyfGGUtjtIzE6Sd4Mouh8Ub/u9VtwCBxrHcegj5kTJo2Dp3h9a7eBwrD5BuL6FbreDouOjrIl57Y5WFuhs1BlyfVRMgzK2kNLKZN1k36iKFcxQrvqwW3FQxSwTlks+zuztoxXooL44C4i7Bl0IMmBdZsxP9fLysfsZL6/2FNg3PYwW9L73IjfRx/7j9zNRX8K67tsA6AHvP7Xphsbow/cz0m7gvvlJAJSQmCN9ol9fz+lYFN+tJ3Flxvqx0MZvpd8yUHc9zvN4OwjyfKzRtzC20snZvMmJ1syP/gevg0athf7kndhLK/T17WFWwAq1NmpQzt1I9GSGdsdpfCHvP6Mv5CqECi36WmnmCyqkPVcAcKA2A6WzrLd7mXYNCIrxTLgT2PYBht0wZRo0FTHb1KbVU+CkGFAC1JQmLY92K/4wS8o8+5x9bHKStFGoKQtCPCsUeaF5hKLVj6kYLPvFPJ8WNs/kFqg2t2M5BrMRcTO3FiyXp/bHGdQGONhcgYgw1QUhA9Z5pFoqK37v71bOp/bKbp5wn5i+ohHN5pHaacb8q9WeLYUWvUGf556DusXZ1ikmfBW21laDVVLAdXXWgm87x6gZMLxSBaAv5H1PhK6q/EV5jkg5yabJEhs3ielTANBWetlen6P3wZM8/Ng2YR4AdcHC6RH7MS/OpHhiNsdiu5/0Bh8IGolUyKd5wt+gnMthJWYoBMU8r8mpEHuVBuMvRfHfH0dAqw8Hmh3MfG2As1aM3FWnGAh5X4kruS2+1z5EZ8lHURUXettKiwP6S5zGxFQFpSvAVlpMavtZcR0cYsI8ANPqi1RcBxSx/T1Z9Rh1fKB0CPXMaieoKCEMtxMbcfMTJtVxikYUzGFaak6Yx9YdHmlNkFpKMN99AvGnDr8+ZA/WediG4ObwpomeDqCnxX3ZmXqL8JUn+Y32Fn6jvYX31W/EbnjfDFzXKvi3HuRTygY+6u7go+4OdAEVblu32Lojz3/rS/FgoJ8HA/006t6LLMfhjhtUvnx7g19Kims+BnB8K6y0KkyfEHtERtQAeqtCHTe6Nf68N8rHrQ7cNz9F3S/mK+XO+lYeXHkPW9ouU1u/Ti64LMQTX7b44Nm72GqFWb71WeyQmOdjB2Hf1gMcNVoMLt2N1hAzRqGplJmMP4mh9LC9+MtEHG/HDpyjrVTIGc+QtPrZ0v6gEAeAo7QoqnuI0MWg+15hHoCC8hJ+Oulx3yHUU1YPEKGHbvd+YQ5FUShr+wnSTZ8t8PmoUPQfJKF00t96pzgP0NLbuEY/cfMaoZ4LQVawzqOkel/p+TcEDPwIbFB5hd6Iyzvv2wdA1/AShdEWJx3vb8M7Qwpvu+9lhretXuyWDubZU/N+HaI7WOQt79kDPatbi59+OEpLQJmku69B/JanWNFLsF/cl4MbaTIVicGsMAUAFRNA7OTmzffmGHb34c9nCAmowgDckHR58Po2xbNnmXhphcM+cbsHb924yPX9u6k/FWK0W+z5bb3pEG91g1zXUWRf0GFM0H24hsE1VpTt4W6qgbv4e/Or2K73lXrF1bjC7mIdnWwzdL6lfMFzB4DuRtlg95NxM3SpGi/rXxPiUdAZcnpJuFeSUhROqA8J8fjdNBvtPmLuNiY0mxH1MSGesD3A1dYQCbZxggZHtSeFeJLmRq6xeuhQ1rHXzXJI2SfEs7W1kevtTqzmLr4Sel6I40KRAesypKGXOdN1GoDIjWWWZ7vB2zEur3iqHAzP4d++WnLOT4eh5r2nEjB5TFtGja4+iYaREVJ6tcM+Pn38JmoNMGQP1mvioSP9PFoskusUV6Tv2lYhtesMs608U+sEvMHOY79fp+Lby9lrtoDAXjIAPWyi3PE49kCL5WoYBBUbFdWko/s023raBJMO2eUuvj3vfb+Pjk53qMS2VJQrQp1Y1Z18t3jIc49BgC4F1gfCDCs7CbHMs9ZTnnvCbhcdrsaAFmfAuRnNzXNUecFzT9RN0Kv46Nfi9KrXUWOcKXfCc09cCTAYdBgw/AwYO8nVj7LgLnnuSegum3qX2RhN0qUMc2hBTMDqTee4Zv0YerDGi4sBptvixxP9uMiAdRni6gpfn16tJP3jZ+OogvovNF3hn89G+Nb/XH18xxHjcXSNh491wbEuAFSBC+5tyyfD1Y9BMasDGaGOPdMRKnaZwyMWBU3sL2dxsYtFuoT1kZ2P68IpI8CprNgg5+CSDR0iOFijv6/FrmX49rz3HlNp4abG6BqAdLyN0krx3b3ee/wKJEMVesN1ggGNgDvMVL6TSdPbsOBXFJKaRZdhEQxEMNjObPUEK663O9Z8iksiVKI3kGTAF6XZ3s4Xit4HrKBmkkwuMRTXUHwK95Y287ms9wELo0Cmd4ahrjIZvca1zSj7C97f4Zcjc6S2abh+k6WFtueP7wUyYF2mtN3VX62qiv0VK5qO48i3kUQcuRmVp2fEbTp4I/B8bZbtdoNUj8FkQdzurkV9HD3jo6NH42qlxf35OI+cLnnqaFNFiy6RSEXJhDUSmp953yD/MO11WGgRCBdIR5IkgjoRJUbOuJp/XnnOU4uqNYhGS2TieWIh8FkdnLD6OVD1tofA1itE0kt0dqoEAya7YgE+J2CKQpky9fg4sXVpYoE6Q0su+wX01Z+o1Ph8/jSzZWhaYjenvV7klVEikUguc1q2w6cPLfO1syqVppiGeoBj1VlmjCBbesKkQjX65mw47a2jqTRp+ecJJ2MkEwYpo8G1wShfmdNo2t715zlKG0JLBONxUpEQKcPhhkgHe2sxZlplzzwtpYoTzhJLB+iI6IQUm5ucTg6c8jZgNanRCs4RyDhk4iqbMxa3zcd5bs7bAJy3LE6Y09zUUcGfMJm1vTv+53xalsvTI21ccW/nC0YGLIlEInkDUG+51BfFHi80U2/zTHaSnquidKUdcgI29Tiuy7K7QD0YJZiOEQlZbIq5XD8VZfeMd8t3RbdMXV9Ci8SJJGMEAxZbTZ23NHr5wmnvAlbeqVI3FjHiYaKpADG9yVWKH055pgBg0Wqxoi5iJhSCPQYZu0om7cCctx6Abxwv00g00MMKe0fFvecu5nAFMmBJJBKJxEO+e6zORLuF6lc4eEjMUODj5TnuNhIQbxNMunRZda4Y1Nnt4exZF5cSOZxQimDcJhYGDYurzaCnVTnHdcnZSzRCYfypCP6gxYBhsSXjZ3TZu4Dqui7PzM9x/S6XgY4gqtokkBLz+7FseOhZMY99KSEDlkQikUg8w7RdDo+InSU3VW8yUpnjal+bdFIjpLfo6PW+UnK2vkhVz+BGHIJJHU1rsM5V6IvqzFW8e47HCkvc4YbZlmjhj0PCX6czCaMej3sbybV5enaJxBURqrbFN14UPzbojYwcNCqRSCQSiUTiMbKCJZFIJJJLCsd1eXh0iS3bIBLwo4ZMVvB+q/7pSpnJ5iJXB1zUhI9o0KJLN7l6nY+5Y95VsMaKDfYtZdl2dRs9rqH6G2Tr3lcBXRe+/EyDadPi4GGLdvsib2K6xJEBSyKRSCSXHDNFm6/uy9FMhAgmVf7he3XPHS3H5Ug+x7WORn84gJ508et12oq34cd1YffpIkNbXN4yGGDeNDmzIKY5vNV2eerpi3Nu1OWGDFgSiUQiuSR56YTFkYkKrZaLI2gU0nMTFbas1+jZEqcnABWzzXzFe9lkzuG/f6PI8byfF/a2hT0fydpx2QasmZkZTFP8LgZjDcZ+33XXXcIdAPPzAsY7vwpLSwKmB78KiqKsiaejo2NNPAcOHFgTz0033bQmnuPHj6+Jp1AQMOXwVbj++uvXxDM2NrYmHtvDmVIiPc0mgMKP+rir6mtrOf6FjwdxWvAPn1+d32S78OKZCrF+lxuiBrmGw9iU85of7/+Pu+42ePNtQR55qMbe/auvQbkK3/7eauP5j/r+ulD/a2WtvkedNUqUa+WByzhgSSQSieTy4Za3aFh12LtXXPC753aDB98aJaob9Dhl/uwfV494OTbhMDJVJvWwSqXiTd/Sx98R47qtfq4OB/iNyRxTy7If6nJD7iKUSCQSyUXNlVtU/vMn0vzVJzv4+fvFnd24MeEjXQnR04jw1vUZrhn810MpbRtySw7NxoUHoTdfZZBq+omuRNgRjvPzt4s9z1Pyk0EGLIlEIpFc1Ny6OUCqGGC4HeM9V3bRFxNz4rveCNCYjaAuJeh3O7lzXZcQj1XXcHNRnPk44VKGbdFOIR6A9esU/vHTCf7y9yPCHJJXRwYsiUQikVzUhNsBmtMx9MUU65Ru3rmlR4hnJaexMhemPp9AKaQZ9IkJPpplUJwPUp2P01pMkGx1cltXWojrnjf5uMYX5qeGM3zqXQkhDsmrI3uwJBKJRHJBJNIuxby4ZuiRMw657jCpeApqGsN+B/D2MGSA8fk28zN+0rUYrmmQsTW2RzMcrXg7Un2uYDE/72PQjhBUgjjlNp1GGsh76gHI2BGUmSQBPcgtyQjg3XmNP8zv/U6AQNvh9/5CjoEAWcGSSCQSyQXw3gfg638S448+FBTmmM5ZzMz4yc0mqGZThBs9dOhhzz0LZZPprMbifJTCUhKzlCHoxjz35Oom0wsKiwthCotJirkEfivluQdgYcZHfiJJdbKTUKWXN2fE7Hq+YsDlnkyEnxnq4nfuEV8p27L94p9jIStYEolEcpnyvp8xCdfg898TN05m0A7Qv9jN/akg+9fN8NCk92MxZqstTkw7JCph/E6UdtFHnAQ5ap56Fpstjs7VSTf8JJUkxXoAp+19kKvYFiNLDYZcP51anHLTplTxee4BWMxpzExGUQIdlMs2MbcTyHnuCbZ1KsdTdMcy7PA1gYOeO85x63aTP/6lIGdOqjz4Py7eapkMWBKJRHIZkgq2+IVhP+FykvZgmy9PextGzjE1HmAu0E3ITLFdj/AQL3ruKNsmhxZKpOoaHW6SlboPbO+btpuuxfF8nl7ToZcw+ZZGsy1m1+JYqcB6x6GhhmiaUG2IqQAeXiyzXdewgglqTY12LS7EkytpTJxMEon24hbgSt8sJ9piZh72mkH8R4fYXAtwXXySl0ti3tsXilwilEgkEolEIvEYWcE6j6Bjc0XI4owvQKksZuhbUll93E3hFodaAUQMm/dpTZr11SnEqj/pvQCwfW16zDLZdgzVEFPaPkfAULAdF3NtBktLLmJ6zSrXDOR4ON+HY4p734VaNu/vaBHcPs/fPr9RiEPxZenww1KlW8jj202did19DKtD9FZN4GUhnn2TLa5xQ/S7A9SWYiCgggVwvDZPslFinTtIsR2gqLdAQF/9uD1LZ36RujJI3dbJqw0hpYgpa4FDKwu03WFsx2BBbYCA6RMLVo39szVcXwS7HSDbVoV4sk2T/aMahDqo1wO0mylQxVSw5qaCnHxpAJ8VJ1JrAaeFeC4UGbDOo7b/JjJWgOCbn+EFAZ8o13RZ/s4tAFzR2WLgzv1MCPiGKP65yamV1UbGwU8sk+n1vuHwqtICgadu5YBRpeuORQB8Pu8veGGfSmh0O2dYIr1+9cNqut6fMg8QaMfIleukOsQ5zuEfa/PBuw7zHYYBWJlZm+N2RGEEwGyKdTRqbXyP3UNk+wLdw0eY18QFLOPZm4jtCKOpT6G4Fq7i/VflPbljxMoDfNEXxdflfZ9PwVJ4dK+fq90hzs5r0HEYNO/v6GatBt8aXeIaayezTR8I6m/Ok2eveYSq1UdbUSkJ2g3XpslhDtM2+0EJs6h6v1sRwFYsjrvHcOwhfEqGOfWsEI+Fzcut09iVLehKikn/ghCPicvTi4vUTAXH8jMbKQvxABwr2Tzxcpy4OciYdhr8P/rf/CR4wwcsy1Sonl69g3xhOUve7GFTLQR+768WC2Mp9vunABhfDrK9qYPubVnGbLb48+oKCWP1FmXXWJE3CwhYE/U+np0OMK6XuOqZ1arczrd5rsGxNP7uyDE+oKSw1Fd+J0Ni3rYnX5zkF6/I8/RkHIbEzL9xKg0+/Y91ftW6lUBXnkhitSF4Be8DVkpx6Cmk0H96kiOPi93V8+UvNXjfAxr4xYWeyUmdJ9U8+w8EyAyFhNyFW6ZLdirDPp8P/5E4quLD7fQ+lLSaJl/827tpmxuYvuMlbhQQsFRN5al2noML8+TNCKYDhpj5nBxWR5l1Y9R173fcnc+CNkJV8aG7fZiKuHEDBXWSg/pTBBjAFjjWoKLOc0R/loA7TE2ZEeZZ0afZwwv47SHK6hlhnkntNEUnhmptoKGKO9u2qFV5qDpGoKaT6zp10fY6Xaw/15rxkXiN3+sK8ntdQd5jRnFufIaigHC1q17hT3t9fNxK8HErQeKmQ7Q9DlcARsDPz90+wJe2B/nS9iD3L3s/VwWgGgX9un38ur2ZPxhU+YNBFf9y1nNPwzF54E0Wv/+bI/zW+4/zW+8/jvXK8qfX3LujyB1/Mc1td4r7AtpUsrjFvpnP6Mf5rT0a0+5mpt3NQlzrtV6ea/uFhytfrcxnP3pIaLhSi01+aeV6Hmh1od59WFhSeFsjwS/k38IGG0Z2fpOsgHAF4A8YnLplln/2T2AuixkwCdDQSsx07cNVO9m4+AF8TkiIx1LrZIPPErd72Fh9nxDHOSrqYcL00OXcJ9TTUEcIugOknduFeprqKFFlHUn3NqGemn6UoNJLj323MIeiKpT8hwkrGQZbDwjzqKpK2Z/FUrroqL1VmOdCecNXsDa85wShQ1UAAtkgXV1RIZ6r7suylSViudU71e4eMX0XAOuuKJDZ8O3V/1lMAdd47jB8Oju2J+iJfo+etx8HwDw1AHj/vGL9MD0wSn54dTlVe1HM23YmOsgXv13lzMk+EJQV2usVbrr1GJlUjV5BVbJz7LeypMQqAGiHYzxauVmo46ruHA+86XGs76d5OiJmoGVMb/D2O8vUOvfz8kiTQofY+8+dG9PcfcJBT5+hwiZhnhBB7rIibEv4mdC28C33kBCPbke42e1gXWCIw9oyj9nPCPFEnCG22esIu5s5bCxxVj0gxBNzNnGFsx6DIQ4peRaV40I8KedqtthDKHRzRF9kSRkT4um0dnCNtR6/vY79/ixn1WNCPBlzEzfbvSStAfYYcxxVxbzf+u1+7nQ6iTgRvu8eZkpZFOK5EN7wAetvnrkKZ3b1xPTSNjHhCuB7Z4d5rpVnfHh1mJzIF17tSvPd4odWPWFxB6MaPoWT69McP3XDqlcX8/o1dIXPPHkDzVf2HRiGmJk+dV1nZHy7sHAFMNOOLpN9QQAAIABJREFUwE7oFSm5DJkIdfMlbZ4jwwF8PjFVmIZh8LiyRNF6lsL6ISGO84n2BlF/tUXd3QQCW/40vczQ1sO8aThMr7/GQydWN414jU91GB6aZWd3kkEtxrFxP/Nmy3NPkjDrNIUef4QO9TY+0z6CI+AFTBJjEB8pLUKc2/kqYgJWl5NhHUFiaoqw+ma+7YoJWD1E2By1SRtBYsouPtsQE7CSusXm/mXWx6Ok7SGOZsUErJ5wmV3rxslEHXJFgykxizUXxBs+YOVng4C4CcTnWJnWWaELXdy8v3+DrosLVufjGgYq4p+UrRtrYJFcrFRXDA6vDAltZjUbOo+9LD5YncNxoOaI785tKBajsf3csCGCbZRwT4jZIV1X6jRTR+nZ2EdftMwtToCvn/I+YAU1h+54maGwj27dzwOlXTxU3Oe5J6Yq9EZadPv9ZLQ0Z8pXsb/tfchK+zT6/C0yfp2k2sVkZQuHzVHPPdFQncGOPN2REEnXx96ZDo43vB84avsKZAbOsq47TtStsaMZ4kix7rmnFMgS2nCEvh4d38mCiFOGLpg3fMCSSCSSy53dhQbzIw3mV1QcgSeMHG2Nc1emSt+gRTjbgFPeO1y9QiiVpSvloPua3BxL8ZCAPnTVqBBL5uiJ2riGyR3hIfZPeR+wIsEWyVSOnrBJUmmz09/F4QXvA5YSKBLtmqU3FSOulNnWCnN8yvuAVaRMLT5OeF0aXa9gjJtCjj+carV5tD7Kgqby8PTFOc1dBiyJRCK5zLEdGJ0CEHt+23OLNfrnJ9nVrfLykph1z4ZShsgCsU6FSMhmY93hqpkIx4tVTz2OXsWIZ0mkHfx+iysiGltWYoxWvB0/YPvyhFJLpOMmjtZiWyAAAiYpFJU8dmKOSG+NsNFkc0OBKe89K6bN0dYM13WWcMNtjuXEvA8sx+V7x0y+exRcMUXZC0YGLIlEIpF4gmm7fOEJky88Ic6RNasUjQWUpEIspTJkNhg+Y3Dc4ypJ0S3hRnKEUgqxCAw02wzM+BiteOupqgUCiRWiGRvD5zAccthwOsiZire7pU9VKyyoMzgdNQIhh2De20B6Pt84WmPBaFIxXVptcelHZDXWC2TAkkgkEsklg+W6nG5kKQVV+jp9+JwGmU4bPF5Vm2/VyCtZ1JRKOKmRatfo7VDB47mjBauMGV7Gl7YIBSETrqEY3icH03Z5YmaRG24ziaVh9+Mlzx3nsGzYvU8evSEDlkQikUguKUZWChyrK/THI7R0k7Lm/exC23UZqy1SDuj0pP3oZoNAwvten9OVOlPtLDtiFrGEgh6q4Q+IqfrsOdPiD76TIxpXeXzvxdm3dDnxhh80KpFIJBKJROI1soIlkUgkkkuKkazFl17K43S3MRWH774oZuL+I2N5btih0RkO4/osJsrenyJhOS4vzC9x7TUuwYTBdLXKmWUxz8e0XPYcFPPYkn+PDFgSiUQiueQ4NmEz+jerfURtQY3U9bbLN4+sUAo3aFgOz58Qs6z2/HgD33OL3Hqtny8+UqcpsDFcsnbIgCWRSCSSS5J2S0wQufl2nekJm9kZl5dPmYzM2LRNl2bTW9/b7jfIZR0OHbR56kCLQ2dNlnOyOfxy4bINWLlcDtMUXwr1+8VPYr7uuuuEOwDSaXGHzp5PoyHmsOYfpl73fnrwq7Fz58418czNza2J5+zZs2viueuuu9bEs7i4NmeUxWKxNfGEw+E18SwtLa2JR1HEnC35wzivcU//zqs0fvfjSQKqyh/+xTLP7rcoFl976Hmtz+dtt+v81s8l0R2F//7ZAt/6QZvswmv3uGs0/Oli+/1cKGv1uoFscpdIJBKJ5F+48+ogm9UAW4wQn7inQ5jnpvUhNhBgix7mA9dlhHkkPzlkwJJIJBLJJcGnPhXhtz4p5rDvc/T5oujLMUIrcQbVJG/Z6H3F0HVdutQIZKMEV+IMqEnu2RLx3HOOq3eqXLV9bSpRkn/lsl0ilEgkEsnlw13X67z7ijABRcf3QZ0/+Sdvj6yB1eDjFkM0F6JEgkH81TZbkxWepuapJ6QrqOUw5mKctj9AtGGxPloBvJ+uftVmhT/95QQhTePv/6nEV34g51+tFbKCJZFIJJILYt1W8dWRbckQ4aUEPZUM1yU62ZQ2PHf4NZXskkY1G6OyEMfJp+jSvF++U1CZmdfIz0WoZmOY+aQQD8DN6wMMt2Nc5aZ49xXdQhySV0cGLIlEIpG8bgJ+h//8H8J89Q+jbOgUF7S0WpjWTJL2bAepZg+bonHPHW3HJZdXmZsPUliI0yqkoO69p247rKzoLC+GKGQT1JeTBFtiNhk5xSCNyQTObAfr7B7uHkwI8QD0DMGGzcIe/pJDBiyJRCKRvG7u3+5nfamDHe4QH9vZK8wzOaewOB2jMJnGWe4ijZiKz0zeYmExQDYbZWkxSqMiZnfo1LLFwlKQpcUYuaUYxZKY3rLCskF+Kk5pqoP2UhddmrjG/d/+gI/P/nqcD9/qE+Y4x5U7L/5ZYbIHSyKRSC5jkp1tCkviLniNfIDq6W7CRpKeVoIuY4lFASNyJpdNpmfCGKE05YaDVRdTiZku11nI+fEH4tiWSqEkZlzFZKnGfMCP4YtiWzqFck6IZ3rZ4exUCCOcotoErbEEjHvuiRgOXfk0Q74O7u5o8kXGPHec48P3mfzC26L8YMDmTx66eCfTy4B1Hn5DIR3VWK5atAX3AYaDCrWmCxd/CJdIJJco77i+zAfepPPoMxpfHNOEOM5kHU6PxbGNPuxiBwnGWcT72WOz1QbHZ1wIJmibCpVy1HMHwLxZ4liujOLzo9h+Frw/RxqA6XaBkaUa+IJgGcwLGpo6Ua4zPusjEErRbuuUStNCPLatkj2VYj43QCgP2wLLjDRXhLg6SnESY+u4ztVIKiMU3ItzOKsMWOdxb3szV7oaD0cnOJIX86m6ResC4Kagxg+iOQ4tiUnftrn682tGQMjjrxW+YJv1rQJj7RSO7n1T6+VOqNXmvivnOB4MM3qs8yf940jWmEw2hf/QVjauKOjmUSzD+x6pqXqT50dtar4uVmoO7VYMVO8D1rJb5XCuhF/zY5k+5mxHyBWsRo0T9TlC9asw3ADTSllIM02VKiO1BXz1rRiOj1m1DgIy8LJdZX+2iKL7Uc0w86Yi5HVrOLDnhEok2Ue1ZtBsngDEBKzJsRhjrXXUyxE6yFEgK8RzocgeLIlEIpFIJBKPkRUswG+vlprHDt+F5W9Q3T4HeF/B8tsB5l+8D4BTkTbW9u8C3lewSoU6Z/5s9Vd7x91jFO8cRNW8rWT1KotUPxti/zUaQ1tXb7tEHBu0cXmF8O47yQeqRG45A4DhE1PJMk0Fp9IgnAphIe7YhvJKmbHTeXbu6Efzi63Kbd6/hRs7I7iRo4wiroIVb7bZdPMy+w+Ka3IGWDk5Q3qTi6sPCnM0my0mT7rsytZx71NpIKbXZ2F2mVK1RV8kQbRfzPE3e06FiBy/gtnFKO7gNFDy3NHC5uniJPX6NbTcAAtR7+dTneOocxKlsYUgHUwYM8I8k+oYQXMLMWWQs6q4o6POaKMY5gYiSh9nlDNCHIqicMgaQaldQQCFMz5xR27tXl5Gm9VRrDTZaE1YCWfPYotkNoVa72bB7wfxJ9a9LmTAApYrqwFhr+8g2wIqIdfboXLnmM8F2O07CsB2w09MaQrpwdrzmM3uwGpAPPWDTn76NgXV49Jz/WiVx+euZd/SJO+dWA0Jnfc3MfzeNtOOtjI8v9TkrFbjtqkgAAObLE8d53jHwCxvevckf/eH3ax0bhDiADj+vXluyQd5qnCWt9wjbk/zyZEAK9l1KN9MMr6zACkxnkZFJfWtGxh0v8L+oBgHwJOPnmH6Oxv4nfftI/tWMQGrWqxQ+KsA31dspux1PHD9BAjYPa/nD3Drs1386sE0m+0oP/O7p6h2bPTcM+pvMLWQJW+20LCEXYdmtHGqgadxzSGairizH8tKloPG0wScLZQ0cU3ULYqc1F4gzApl5ZQwT1PJcVJ/npC7lZJ6QpinoubYb+wm6Gwir4nzZLUFHtVeRrE3UFfFNO0DzCt5vt46itawqMSmhHkulDf8EmFfK8on2M4n2M4HbR9mzzNYrvcX8I31IP+HbxsfcsJ8yAlj9T+L6XpfvVJzi/xxusKvtdbza631dL9tGj3g/ddqYfMw2atf4P3tjXxiyxSf2DJFp+39F56bMui4+ST/l7aeX9dsfl2zMUpi7pCb/irloIMWEltV+tA9S7z/S1/hll5xOykGzxpcf/JeXtan+fb656imxB0QfMX3N/GtwVN8wRJXVQJ463GX09oEBzZvEubYFjvL7zw4ys9afVS3P4eZFjMKQE2vkOhaIum4zCmz1ANiZiC5mslKz3EyTpz1s2IP1y4Ye+lwEvS03irUU9PGCNFD0r5OqKelThBQBom4Vwr3RJRBIlwt1FPTThJSuklbbxbqKQX2E1fiDDTvF+ZQVZWCPo6fOL2VtwvzXChv+ArWr72lzibjNACtZ22O22Iurr/0wArrnRFWvr/aZDqqi3np/QNxqgP/D32+awEIbBfzoVX8Kvfd142+4zgnk6MArMSvQ/E4Mzq4DA8F2Rp/iKvfMQnAMwcHKZjez6Z59vRGHv/9bnwJ7wcLns9c5npOPhuk3tcrqqjE7VctYFojVNoVGBYXrgC0n93DnXYa2xVYvgLMB338QbATf1Dcxo2JUAfh9AHCH+nmvRt2CPM02rfx9BVlbuxfYN1QH47A55QwVd6X0OnrMnjEjnFEE3OD0mlu5UZ3iIDbxdPOHKfVk0I8vfa1XGdvoeVkeFadpKqIqZR0uzezzRrGVOI8q4ur+nTZN7DFWU/LjrBXn6GtFIV4euxr2WFtQFX6eEmdY1EVsySZMTdwh9tLVOniMcYY47QQT7fbzX1GinQgwcPKYU654pY+Xy9v+ICl37KIbS8DcGavgdoUc+DmmeEy2Msc8K9eUjVFzEWv0QzwUvNXCNy++oWdFGJZxe/3wbCPUVbvWL0OV+fQfA7PdGZ47tTq8mPZFHS3b2jCwxVAWwsQCF9HQGDueS4SQtu8B1wxr9X5nLFSrMW8ESMltkIGoDd7OBl8gIi4FWIANF+AWF+AmMC+uHP4wwUGt+xmxwaFybkKRybFeDp1nc1DS/RHA0Sa6/jLRTEBa4hONkfBr6ZwzOt51HlYiGfQ6WZYCaOrASruXRxUfiDE0+92s04JYjCE49zOC9p3hHgGlDhbwi4xPYLfvZavmWICVlRrsnXDLMOpAP5aD38xKyZgRYMVrlg3yqZOH6W8n1OzQjQXxBs+YP23ryVxKqs9V4uCwhXA5/4pTbUCuqDK1fkEApf2aIZXo4YBJfFh4XJhcjEEiJkMLbm0KOsOL+onCQ1UGVmKAmKq9Gpgme6BGTZ3RTCabbZUw4zWvO9nzUTa9KVWSPr9KO00jwq6sPb4ggz6LIK6gWVv4GBdTMDq8wfp1y3Cuo7qDvJCXYiGdLjNYKpARzBI0A7z0lySabPguccNFEgMjTM8EKVZrYGg309dL6APHaNrY4jB+YIwz4Xwhg9YC1MaIOYohPNpNnTWIFtJJBLJv+OpWR9PfUXUgvQqBaWA3jVFan0MxSnRedZhVMB+oUi0TG/PMumQD900uanWw57CgueeVLRFT6xMxGegmAG2ZQcYaXm7c1FBIRO16YqUiPt8+B2Daxc3sr/hfdXHFy6S7J6nPx4h5NTZXA8zveR9wMpaNZZj4/g3xolVC/CE5woAFts2L5iniaR0njp1cU5zl5d8iUQikVwws80Wo/Yk1w4mcKnjhltCPEqogD8zTyYZRLOrDORU9nicExQgEq0Ry+RIB4LoVpsrzSQj894GLFVRCEeqxNI5OkNhfFaDa+hg/6T3Aavhy+PLZEl2RfG5dTaXNJ4UcApQw4FH5xbouiHPSFNs8PnmAZdvHrg4wxXIgCWRSCQSD3CBb4ysEL+6ihZVeP6UmFlyOXcZUkuEeoK07Qadsxae91ErCm5whWSmSDLYQLNrDDQ0mPdW4+JCcIV4Okki0iLgNOl3gElvPQCLZoFWdAFfTw3UNv45QWuRwAujDnv+vIlzcZ5gs2bIgCWRSCQSTxhfcPm9/9HCFnhhPVMpk/MvYHaG0RSLvFL13OG6LkqggpHME4kF0ewmiZL3FTnHdbH8JXyJFSKJJj7adNliKjIjhQbz6iLFRA3Vb1PSvX/dzueNHq5ABiyJRCKReIjIcAUwsWLx5PQSvTuiKH6Xg3MNIZ7j5QXeHo7i7wjjOG0iBTFLnjOtZZqRCL5MBF2zcCsVIR7TdvnmiRWU/gauAf+0W9Ap1pJ/QQYsiUQikVxSfOWZBqNFk9k5l2xWzFLkfK1GNbBCM97AURwWLDHzqWZrZVqhInayDbpNMyAmYAHsG7HYP1pB16Atbs6x5BXe8JPcJRKJRCKRSLxGBiyJRCKRXFLYNuw/YJHNiluPPLNi8qXDcxSjRXL+AifzYs6oPZZt8fhEluVggXyowFjF+wO5z8exZfVqrZBLhBKJRCKR/BCW7fLUsQajf5lFUeHMlJjmc9uBr71YJWub6D6VJ58T01MmWXsu24ClKAqKogj3bNu2Tbij0VibD1xFUHPlD2MYYg9TPsfzzz+/Jp6zZ8+uiedd73rXmngee+yxNfFMTk6uiWdgYGBNPJbl/SHxr0ZHR8eaeBYXF9fE47rij1l6vVTrMD5lv7IjTkXTfvS/UdUff2Go1oQnX7RRVJt2S3tNQ6m11/LDeMBaXEcvV+QSoUQikUgkP0RPn8K7f8a3ZuMGTNOl3bp4w6bkx0cGLIlEIpFIfoiP3hfgt98Z5y//T/FHqXX2CVdIfgLIgCWRSCSSS4rOXrGPf/Mmgzt6OuivJ7kxleb6DeLaGh78aYO//f0UH/9gQJgD4GMP+vjgT1+2XUEXJTJgSSQSieSS4WPv1fnCf0rwyf/NJ8wxFI4SKaVR5zsI5DNsTYipYkX9cM9gmh1ugp/akCIZFKLhw3cbfGRHjF+6McldO2TIWitkwJJIJBLJJUFvHN7e38mmagd3pMQ1+wfbUdqLGWpzHZiLGaJWXIjnmp4QqUongbluMqVubuiPCPFs9seJL3bRme/lnoEuIQ6Ad74D/uhTBoPdwhSXFDJgSSQSieSC+cgDJp/7A41rtopr1N4QieDP9eKe7SO60st1XSEhnnLZTyGbYGUuQ3E+TaUkZvkuaEdoLGQonu2iOd9FRECQUxXQiinqU13Yc31kmuLWV+8fCvKBgU7+09szwhwAV1/jcv89F/+GAFkrlEgkEskF4TgOb4sMcFUpxnsHlzlwakWMqBmiNNNBvpSiUC3jNs8Adc81xbLOUjaB5s9QtKosFcWMRKhUfOTm0kRKGZabVYpl73u9HMelmIuSV7poaiHqKypBRaPhers9MuWDYLYLR+lmXc3m6lidY2XvfzcAv3yrys6uOMOVNn/zohiHF8iA9UP0JnWqtk25fPGnY4nkYqEz3OTKm1s8/YSYpZR/8cQsBra1OPBSWKjncuJNV65glw2OzUSFOfoMnebEelZyKXxLUUBMwFouK8zNdKAFOllqBxE0XJ2ZaovpbATLSLJsO8xVxYw+X6q4zM+l0fxdLJo6Z0sCDpRWFE4vaAw3M0SUONPVhufhCqBmKkyMxuhf6aVS0+hy8xxjwlOHj9WfW5vox1/q41rNBg556vASGbDO4zZ3gHu1CPsiE3ynLObk9KC9Og14MFbldCuJvTazCS9ZAtE2A61lxmsdIHhA6a7BBmemfZQQO8DPsVxUXfzwvnaziWs18UcSQj22ZfPJAYP1ySZLqSInVsT5Phx22NVp8qfJIiMFMZ5Mb5W40ubMXErI4686CvQXqxwu9YAh7ms4ZFV4fyNJvR5hxipT1MW8txuWwejJXtr+fs5UFeCAEE+23ebEdICa2smMU2PeroOAj9KiVWFs2aamBsg6NuP6rBDPktVkZE6lrsfI2hWm1WXvJcCJYonukp+kkmCs7QMB+wMats2BCYVkrgu7FaZUnvD8NXNe+W5+eX+YeGYdlRUfve4080reW5FHyB4siUQikUgkEo+RFSxAeyVnLh+4l8NRh6XNeVCWPPe02zbKF3YCMLBjjpUrT5ILebvdwjGbFJYdirXVY2/6IyFI+PAH/J56trRPM/Hses5sqjG4TtzSwzX1HJ2HtnFsyY/65lkAfD7vb78++ECTD/ymxoH/t8qf/UOctqBPxrpom498Ksv4N3T+cV83mi7uHmdncj9XrD/K1595H0pHpzBPuJ5i9sUrqZ+dZ7FyWsjdMYBajlKc28WJ7AJlc0TYt9e95dP0q738l5qFGxYjuYsxhiu3Mb2/g5Wb5oQ4ACw7xN5HbqO1MkBt0/ehoyDEU3Itdp92mXJTjERGQMxmOFbcFQ5W8+TtYSaMOVqBphBPUV3iuDVLyexmRhunqYhZiywqeY5Zi5Ra/UzpZzB9Ys47nCLLwWqeFClGDTHvN1VV2VNaxJhX8blhzoYb4PGiw7kFn2enGyiTCZrVNMtx5aJNMhfpj7W2LC2tBoRD/lFGVR+6U0LEKtGZEyH2BXIAnD6SZMM275cgNkzM8LdfuZ7GK2/FB+86y+k7nmbWeqdnDtNt0TvuY/eJ63ly/AS/smH129S45hiVjLeB8chyNxMvbeIR4yy3nV39tG7Y4qkCgOasTXGPg50LYJg+LGP1i87x+Jy0nnSb4ZSB3QHBVgjLaL7i8VQDwPw/JAjE38tpv8Wmt3j/+Oc4W23z2bEUxlyB6tXivlJmqxZ/Nx4lni9R2y7O8/UX78B/eBPzdz1Hj6CA9YMXN5I6dC1PtCukO5dZt0FMS0JdVfhMa5G8pdGp1EgLsYCr2uxLHuRwOUwzcFCQBRRV4bj/ANMtHwXf08I8AGeMveQsjbzxqFDPiPESc4pO2XhcmKOlljgYfJ5Qu0XJ95QwT17P8kTgJbTmZkrGiDDPuLbIUvU4rj1MWxezrOoFb/glwm3NNL9i38yv2DdzT1uj0vMIbc37L7vhpQKfrA5xfyvF/a0UpV0/gLD3t/qWYqG6JmWlTlmps1A0KZbXeeowFD9Px2M8r77IlWaaezMl7s2UePOVY556AAphh+LtL/BWawPvHl3Pu0fXoy56/4F67FCU//uPQnzuW34sX5qQ6iekelv1Azh0JsJffzLC578UoaWFCKgGAVVMb9m3usJ8+AWbw7kFIY8PoFgKHadv45ivxvzQSWEet+kycOoOZrUmC+uOCfMAnE0v8Xkji50TN8xnoTfJ7hv2Ulbb3LDvNoYWxRzorhsqamaJXWYHA3M7hDjOodkGvU4Qn50U6wGiagSfK9aDqxNVkuiOuF48AA2dOHFUV1T8XcVWS8QVPyHnSqGeij5CyA3T3bxHnES1WA4dwkeI/uWfEue5QN7wFazfuKdKsLAaDPK7W8wGxTSBDlw3y/Xblznw8Op8kI5dw0I8s8PDvOkXZ7guuHrR3keYeKjHe1F/ggd+sU29OMkL1SkAyotbPdcYPoPhYZet1X3ccfPqjpS87TBneTtnpaY4nGz7CIYyxBSXiiKmVN/U4HAriT8TI6W4lBwxHoCdmzvILMGb7u1G1F6KqxyD6wcDnJgLsz8UwELMks0uFG65ss3hST8vhEDkHt91iQDv7LGo9WU5iZj5R4ZPJZ0xuasnx9s2zLK4tchU4f9j777C5LrOM9//9961K3dV5xwANHIGSYAUGMAgigokJVnJkmXZj8eSk8Zjy5oZz3jm0Tln7ONxtmR7xjJly6asLJISkxhEkGIACQIkMtAAOufuyrl2PhcN2DBHOraIvZoI63fFhxf1orqrq75a61vfEjPGe53m8XM7J7Eji3yhbkJYzB7ujeYmtkW6OWvt4PHQWSEZADuNGxl0VzPqVXkx8lVhOdusm+n3VtOq3snB4FfE5ZhvY7W3hgmvzr7Q/cJy1tV3sNVZS9lL8FjgqLCcLmM1e+gnanex1x1hXB0WktNKG3fQQk+0i1cYYR9iv3i9GVd1gdUcc9Bvn6BycukEwvBrATRNzBvqvuw6DteLpLcsHS8XdcmDp4dp6xJ7p9V5oVCQUAekOgaF5uhBhentFverS9dV5A0xQ+wMz8RRl1Z7bFvcR7iNjU2WiuBJIMnuOI0fAYFPhUhXkYG132d+EmyBxWJgoEpPyxMMnVLxPLGnPM2Yy+h7JikYYYRVpiwVWdywwDOhCrMlcYMZveYFGq+bRk2W0Z5vx/8D+oDrsXOwxLXN43RWK+yd0qgr/icl3QS7WmOsDFm0GgleqejYAr4MJdwWtgQ76AmEaHI7OOu2UlD8XzkPOxF2xFtYFYIOq5UDZhALMSMhNkcb2RY3cZQIi+XtHPAOC8npCSts7c7SHgsQrPfy1xkxBVY0WGbN+mG2tcdpcSPs838D5aJd1QVWtqLxn7/UjJFe+gPN6+IKE7sUpEgrAvqzrwqGpmPUxE4HBrBFNEO9hXxuIfs/vF4MM0mdBcFFz6FcjGGzRs4TO6rjvGxleXLcgM6sI3aMRjYY4QvTFuXRJhxFzFt+UFXoHpxh1YCBmy0SnHOpC6jkBiJR1gwUWBGfI1Itsm64mRPGgu85a0KdrGl26Q6XaLZUXku1cdjyv8BaFW5hbW+FgWiKJqPO+qlOjhmTvucEXJX+njKDLQuomsfMYgMHBHUOBOIpOleMMtgSRq3b/PVLYnKqWgm34xjtm5pw3BTIAuvSszAVRNx6kiRd2WwL5jNiiysA2/TImcuzMnslSmfFXFZ8Xt11KTSPE1ifpzxWpuiIqexjMZPugTQ9SROnWCYxb4GA8wFdCYWurhy9UY+YWWWVFeJwyv+c9gR0defoT0K0XqW7qHDM/wPshDWVlvYcPX0RQjqs0OsgqMDKqVkCnWM0rojSUsnScVhhQcByfcF1eM0eYVtXhDOCJsZfrKu+wJLqB5VwAAAgAElEQVQkSZIujqqqPDpZhg0Vnjoh7uyUG6oS7Jon0VkmlqlRPSBmfEIiYdDUkaUtYaMbdRrzdRBQYIWiNRq707S2WTiVGuqwoNH0qoubXKShTyEWUWhxCmJygJGqyWFnhMH+OBPTZSHF1XlPnnUZU6ucOX1p7jzIAkuSJEm6aAdPaBw8ITYjbZlkE/OY/THm6hWOpMWMtwjGarR05WlqsnAqBpFpMac8Db1GsCtDsLuKmjUoUhaSU3Zc8sE0XreHGleopsTMQwNwXI9vH69y1K5x+IT4wudSLa5AFliSJEnSZWIk7fLYaB57hcH9r4jbFqoESnhtGYIdFdysQUEtCskZLdaYDafo6wgzVjR4aVLMKVyAfbMFdgVcOpIahwolYTkAU3MwNXfpFj7LRRZYkiRJ0mXj6484fP0RMSs9553OlkhHMvS1h8lbFs+PidlSm0x7fPNQAbPH4gGBBSPAvpMe4b0VKhWH/fuERknnyAJLkiRJki5wes5lf6pEZNDmqeEKkxlXWNbjT9s8/rSYFbI32vu0kCEd0o9x1U9ylyRJkiRJ8ptcwZIkSZKkCxgW/O0DFR54tsrwkOwlkt4cWWBJkiRJ0hukFyG96LFilYIWgJEzstCSfjJXbIHV3NxMR0eH8JzrrrtOeMbQ0JDwDADDEHPk+Y0GBgaWJcc0xVw58UYnTgg+m37O1NTUsuR84hOfWJacU6fEXQ59ocVFAZMbf4R4PL4sOeHwcl2F5f9l5z9KpSJo9tMbuO5P3kf19t0B/tN/aKZieNz3D3kef+Zfv5ZHVZen8yYSEXN35Rst1/PxRF87scw5IHuwJEmSJOn/0BRV+PhNTazRIuxsjHL7pthb/U+SLjOywJIkSZKkN3jvtkZ61CQN+QYCizFaXXEF1oZNCu94j/grp6TldcVuEUqSJElXptYWuPNdOq8esBg5LSajUWmgodaEsxDGxiZUETPiYPsahT/8TBOhiEqokueR52whOdLykytYkiRJ0mXlF+8K8xtvb+D3f6lBWEbMSWJnmqgtNFKYTlDJiFnB+uCOJlZbSQaNBO9YI/ZSbml5yQJLkiRJumxs69C5uaWT3mIbg2Yzu9f4vxHTpAXR6kmMXCO5+STZhQRjM4rvOQHFo8lsQplux5tqpaHS7HvGhToH5EnI5SS3CCVJkqTLxmC0mVCmE1MLUa6UCNRTgL/baho6djlJLtWIVwqSsYpMLfpfnPRHYmiFVvKTLQQCUF0QN2n9Z+50+NidUb77vMl9j4ortH79l0BxFT5/n7iMzVs87r5D4TvfgeFpYTEXTRZYkiRJki/u2uLyvnd4fPMlj+deEfPxotebKM92kK4Ema9oLOb8X1mqOA65QpS0m8QI6ixYDifS/l9nUzagkGokTRseLuOzOd8zzrsl2svAfBO3x8vcx6SQjDUtLvc2N9MSDjOyNsujZ8SMyvnQZoX3dbeydo/LL3w1KyTDD7LAkiTpsqAGLXTdwqhEheYkm2u0Ji1GxsT2w9i2hYeJHhB//F9TLBws8AT+7Byb9ybWsCMbZFwf5znEzNWrFxtJT3djZhROlssMlf2fo2V5DnN5lXYjTlYLMGLN8lp1GHyu5QxHZW4hzlStFRub0ykxqz5xBYzJAbLVdir5HBFlipqAeVBdRKkcGyARTTDINDDmewaAMdJGTVtJa0pjc+Q4x2slITkXSxZYF1jvuLxrcJ4njCCn5lrf6n+OdI6i1zFKEBQ4YDGheuzYYHFySCXliPuzeP9NGtGgwuuvKZwq/OtDCy8HIcXAdcFSxA6mvFtbYGM8wZfzFRZ0cUXJr7SXaPQS/LlnM6+Iey18dOMUm9sVvvBCFxlF3GvbsWx+bcsYXVtVfvdbPdQRM6ByUOmgNryd8ZzLVLoMzAjJSRfjjFqt6LrN8/WCkAxbsZirmTTVdFAtXlfGhXQslz2D0QWdaD5JmSKHrZT/IYDjBRg520lwZiUT9VkhxRXAVEbnzLFeino72XkXUQXW6bMxTpf7MSoxqM0DssC6ZNWrSx90wefvpp6aI9TyEuj+59RqdRbGqwCsjmew+9b4nmFiMFCtMaktna7RQ2Jmq9wR3c/4C9fxYptDV39QSAZAOZ/n49u/yfQPdvBMywYAkk3+nxz60IcMPvLvw+z7UpU/+rsAFQFvprdsU/jF/7uBiKXQ/FcVph/WqahLrz3X5/e7ze0e77rbYOQ1jUcOR7AUMUe/NRXqX4gw3J+gZ88C0aS4Imvu2T2Y5noqK16EfjEfrIrtcvrJm4gZ/ZRj+6FHzBu3ZVkYz60jFexBrc9Ar7hiW88HCR66HWMmg2sUQNCvKF1L8uqhNcSiRfYmqsKOUJ1xFmjMeJgU2Rc9AYLGR42oY4ScdVTdRY7ozwnJcBSLY+YMbn0189o0E6ERITkV1+SFSYuU08xIZAwEXTow5zrsPRKh2+vkVf2MsJx9qSqx2SRavYP5aFDYa/piyVOEkiRJkiRJPpMrWMDUVBKA45Q5diCMd0dMyArWK79Z5DvBpX6BT3stDPxehmiixdeMNdEiDd/YzZebJgB4e79HYIO/3441vURvuouzh25mr3KC2/qXvqas2nqMeoe/x4xDBDj1p+/nwKH1HL79VQD23Ob/Cpa1qJB+xcLLBNHtCFqoDoDj41J6IqbgVhQUVJIRnYaAjnbu4YvkfV3F2vNOk/d8Os7pByyOnGhgwatRdur+BZxj1my+UM/QctpjfUueXTeKu//zgaTB4liKDq9En6AML6Dy94ZLdcJD324iqlFA13X+MdeDcmqAwrVT9ArKAZiqBfni/vWoneOY19WE5SwG0nzHW0B3jlFXxTVrZ/U5jjhDpIOHMTQxK5kAeW2OExwnrx4RlgEwGTxLxWohG3hZWIaqqhyKH2Wk3E4pLC6nrlb5Qego8XKIbONhv1vW/smMusADHCRobyEXEjRp1gdXfYHVl42wY/wOAB53F5nf9SwdUf/7OxqCWX773nlGH10JwNS9E2xIbPY9Z6aUZO5tE0S/t/QcPrbhFN/0VBSl3bcMx2rgqwWXffZBQnoD78x0AtAXf5TvWnF03b8tQycc4L4mm6cCJ1n3TCMA9m6DgM8X0X7v2QjDhxRSWQUj0ERUzQNQcqq+Zew/CI1/WqKzUefEcajYUQLa0tadrqoYzk9+Ge2Pc/ZogAPfMpg97JI2gyhBMQ3HWijAu97WwKdqKqVQlleMRmGXBOtY7DK7KFZ7AHEXX9cjOaLuRpjqg7ZhYTlzzFEOtNNVbQfmhGRoiop3Yi0/CGXZuHqURiEpS1aX9mC4GnOJk6J27QCImoM4tFDXxP1uAEJeOxFlgIzyqNCcoNdEiB5cRczf6HmKEyDuadSIY7IgLMfWKujESNY3UowcEJKhqgoFbZg+dtFZfifz8SeE5Fysq77A+uD2GVq7llZG8s/bnGkW00+UqUc4elMzt6xcBGDNBv+LKwBbC9I2YNL8S0t/rF+rawSUNv9zupJs/4Uy/fN5csYoALlkO7rt788vHA6ze3cXK9Mmg6uWBp5Y4Vb87tEs4PJ6MUhEbaNB8f6pNwofx9KkTJfvPKegYaJ4TYRUD9Sl35PjcxPWU68H2Pe6g6s0oQWqVHwsFN9oxRqTjjXfptaQJTS9QVjO7Q0l7r7tFAfr8zwrLAV2WCrvXFtmPlDjcYE5u7QAu9tCzAfqHBKU0WQ5vKc3yvR8ksNBDRf/ivgLbbC6eG9rN4VChK/SQlFQg3uL28+N1tvRaGS/eR2zwYNCciJeK9vtuwgrnbjcxKz6opAcgB3mLbS7a0lyG8eDDwnLubm2jc3BAYaN63kyIKbXC2CjuZrrlX5qdpCvI6bAAuhyeriDThq8VvZymtOCGuovxlVfYB3pcekIvgTA7I4+dF3Mt++gGqGW6GW5bkLQQucWZ0P+F1fnBYNBOvuD/7yWYCeF5ARCCis/GsK0B5f+h6D5dXXXxFZnURUwLTEh9XMVm65lcVUN011awbL97nJXPcqoQBlBn6n/JNzeyAOF9+AWxHaa1gYWCF33GrWRJKS7heVoKyfpW3uWeq0C0z3CcoLrMyRjf8eM1wxVf1sFzlMaHJJ3PkUmE8O1xK0r3brG4+buEcbnFYJnM8JybgiuY2csjGO6pM1mZgXlbPauY4PWi+qFMdxVwgqsQW8N18Y6SHoaEbuL40JSQHXgxnUWGxtm6KjWeHJeUBCwpqnK29onsbQyJxeaOWKImVPVFq6xpX+c/iYdrZLgtJia/qJc9QXW3pdb4XynhbjDcNJFspfp/lPfC50fw3JdLFdw5bOM3GU4xjPuNPC7B1aDK6BB8gJTSoQ/y0AxL+gI1Dkpwnyj4v9J4n+RUQvwVTOBK25AOACt69O0rh3i1GGD9Kj/vX4AQVXj2p4w66N5KqZHx2JNyOn8oBJkU7SXVaqK57iUnYjfg+L/ycaGFtYmaySUIkrdQc0ouAJGKCR0hb7Vs6zpNFFzRaILClVBoxoaOmfo2RBGDzkkXqmBmMkTVIKLxFecZMVAhIVMTtRUkIty1RdYkiRdRgQXV+cVs2JmRb0VRBdXAC9Wapi1Yb53VkfU3ISNDVEG+sr0JubJVx3CtayQAmtTuI91LSF6AlUcBzIVFwQNC+9vhZ72DMlAnWIxQ0s+TMr2/yCCp3lU2saIbMxTGS4JK64ARpnHGLCwwy7T+8Qdqph364xGTrF2VZRZS9yhioshCyxJkiTpojz7gs6zL4gtfiMxm+4VBRrjCtW8yYygPaG1TQk6Wqu0B7MYtkdTsIiWU3E8f1ecFSDZUqa1J0UsUCQRypI/KabRvWDB84UsrdESXxsRW3G/OufylelFMiWFMXG7xRiOwteGKkw0VfnuY6LOK14cWWBJkiRJlzxTt/C6FiFRYa5e48VFMSMamhMObW1VWkI5KqaL7mbFHA5QINZSJtGbIqwFKFZTQtsGHv6hysM/FL+cadnw4PeXp+CZW1T4zvdAWGPuRZIFliRJknTJOzrjcKCcodZS4oHhKpbj/4eqqii0NFs0tZdoCDl4NZtCdtH3U8sAngeHiynu7FBxVZV9+wV2nktvCVlgSZIkSZc8y/b4/b+vg1enXhezYqEp4EQrxNoKBIM1jLzJgp0WkgXw5PEq67cuMDXv8eBBcf1K0ltDFliSJEnSZaFeE7sV5Hgec0YRtzmLFwqRr9V46Iy4laVi2eNPv1alUr40t7ikiyPvIpQkSZIkli5d/+FIhVezKc44izwyPEeuKrZvSRZXVy5ZYEmSJEmSJPlMbhFKkiRJ0jmZssP/frKE63qMTlpv9T9HuoxdsQVWa2sr3d3irtM4r1wuC89wl2nid0NDw7Lk9Pb2LktOZ2fnsuSk0+KaYC+UyQgcKnOBv/zLv1yWnLY2cdc4Xai5uXlZckZGxN3vdiFVXZ6NB00TeWXzP3OcZZiEyr/951Yuw9CIde72CAVV/clGDizXz225cjyBQ0kvtFyvg+X6PAW5RShJkiRJ/8JyXc0lXdmu2BUsSZIkSbpYqwcU3v+hKFXL4a8+L+aeRenKJFewJEmSpMtST7fCnjvFbZUpwKfvSfDLtzbysRuTXLtBfmRK/3by1SJJkiRddu65Psjf/NdG/sevNLHnRjFF1p1rY1zf0kFjuoHmXIQ1bSEhOY0J+MVfDLJ1m/xIvpLI36YkSZJ0WWkPq3xkcydbtFb6yzHWJMVcNH1NayfRQivObAvV8QSFRTGF3H/5YIzfui3J5z4eF/L4yykUEd9EvmIt3LD70p8fJgssSZIk6bJyU1cHvW4Pgbl2imeSGOmg7xmdeoQur5vafCvZsWamRmIspvy/xHhDk84mrZvkTCctqWba42IuSr7zBoc/+Y/wzt3iCqBrNjn87ed0PvMhYREAfOp2+KOPNPCf7xWzougX2eQuSZIkXVZWBPpxUh3kHI+xisuRYf+P/TWrTTjFNkrzTVRzdYbSeV7LlHzPGYy0oaV6KHohMtk0WNOA/8/n3W0t3OIlSfaWeQIxI1/e0R1jc6GDjqTKS+0z7F80fX38kLpUHHbmO2mZauemiMuD0WHOVv3N8YsssCRJkiRfdAY9fvvnTUJrFX7ls/6vKgFEvQhquYfcbDvFbIX9uQWOZqu+5zhWlEK6jVkrQVnJ8cJi0fcMAKXaTHGql6msxlC2xqLhf3EVxYPpFVStdrRCnoiSpSZgvlV5qom0PoBnhulxXWDC18fXlaUt2smhJlbm+3BLAVrIchZx90VeDFlgXeDa7hnmIzAz0iMmQKljnDvlGwqFxWRIl7SPvTtAW6vC6/tcXhgWN1ivQVVpjmoUqh55V+xQH1UFDQXLFdcToWsQUgPUHQdbYM6VynU8VE3M1tOF3p7oZJcRIzW8QIAStoAuFN1LUEi3M2a1UAqYPJKd9j0DoGJqzC8k8cpxZrxFflA9JSQnlYtxdrSdaAheLAwJybAdjYnhbmKzKxmvz1PzXhWSc3o8wqlKHwErQTGTw+8Cq2QvrWAdPRukebELx4hDZRoUWWBdsoKZpTfs25wIs7ERvlROEI37O9XcrefY8vwoT2XXARC9q0BTU9LXDICIUsSdDpBqWHozTSQivmecFyovUtIbCYbEfFM9L3bgeaZPtlO5denn1TvQJSTnQ3cu0tnv8uUvtlIO+P+nsWu1yod+JU53j0ZnY5XU/TanC0tXcfj5ZTKuaPzmp8O0dWoMHbR48ukwMxWDmivm2o8ONU5HQ5DxvE3eE/Mtv1lLgtmMikFVnRNWZHWEG3Ar7RS1WepODUXQBABdVQl4IaKmzc2bypQ0eOaUmH4S23T49AeyrL4rzuc/qzNVF/O27zguytx2jj3vsq9aw6YiJKeOx0QxTKXkciYwwomAmAKroBqM1B1m6xUOBvdjqGK2ocatOoemwrhqgR+GTwrpjDYVl5fO6izSzkh8BgT10h8sFYnPhok6bZxOeODzS1pRlj7X9hWyqLNhdLOZs8k6iP0IetNkk7skSZIkSZLP5AoWcGh8qZy/7+D1lBKvEPiA/1sqbj3IX/zgVp7VpwDY4k3x4Y9u8T3ndneUfQ99iq/rhwD4zKoEtWuO4Lb4e/+fFiyw/vvr+L1olvdsWvp/ygpfIwDIpbP83V9u4YieY7N5FoBPflLACpbhsHO3QbxBozdoMuT6/6cRVhXMrEdVAaemENHCxJWlreKS51/z7PoVCte8Pcy2ayLEw2WGT9mkhmLYagHA1628uBLgUz9nMrjJ46mHHL7xkoot4K4vxw6Styze0ZampdvjiZMeKfzd8ooFVSJmG/tOtLOnaYEP32ORb83zVz/w985EXVNo9bqYq0Z5/7oRPvKrHrk+lzM/bzNV8vd1pyrQ7kVZ21alWXOJhTwQNIzcdaPsnQ5yMlPnYMsiipjJCZhKkSPKMK6WIRV4WUwIUFLnGNeGWdCGKalitu4AFvVZDlrDpMKvUVX9b6IHQIXXmg4xVGymEhazPQiQ09M8GTlAoGKS148IW8GZU6d5OvQqqrOBXFDM1q0frvoCyzFNcof6APiT0AluvibFumCH7zl2OIB31xDve2InANct2BRzeRqaGn3NebY0wKldZ+g7EAPg9mSZyfUVjqR8jcExk/zguiyJh5K8b+ezADzobUZT/F0TDkcjvK69yl3mrXQeWPpkqP1MjUjU361PWwvx0J/2ElELnKl1oISX3uj83Lo7OgIPf6lKV4vO2KjCWEonoC29Belq2bfCp1z2mDxl49YM5iZtUnkXUBCxqdbR4LHi2iDb3x5ibLQEL4jZuit5eRq9EO+522Lt3R4tj1X586/EfM0wHY8ieZIDVVbGTbbfUqV2o8pXXzTJ1/3bg9AUBTzQCTGX9pg57TI5bDBdCPu+pxBTI9SVHr76FQ/7G3WGqmI+8uJukpaZD3I6UGam8xGfS99/pqDSZ92LpSRZ0B8VlLKkzbmDstJFSf2e0JyEuRY70EpVFXtZuOaEaHKC1N0oIidVlbV5Or2dtBk3kok8JyRDURWy6nH62Ea4/g7mwk8JyblYV32B1aRYfHb1Uq/A66NJCt3+90UBhMMhbrmxi7byNwCIX3sEI/ZJ33OqiSYGduXpPjcR+IlqlsrMCoIC9qjbVio0/lqO7yibAdB9Lq4AItEIn/vcOhIv/yX5jSvO/b+NvucEAjavl4MEvUFCkTI1Ae9AecfhG897JFQNx00SUFXQlk4/OT6uKg0tetz/vyp0tleZn1M5MxvEDVSwHf+Ln5mixwtPVJkYM3l+r40tpIwDw7MI6C7D+TKNWojRjP9vXZbjkSVLLAn7LJXwI1DcF/K1uAKo2y7FwCLBaIEXyxqvfyFCQY+K6b3BoCGc56wVo2iJO8r+3vhquprb2Z+2eUFYCtxsfoA+5ybmybGAhouYgyJrnN1ssPdQw6OsrqCsjgvJaXY7udW6lQAt7NN2Mh04ICQHYHd1I5sjXYxUd/FEcFhYzoAxwK30Eqg382RoiFlVTAN6l7WKW7xuEmYXe/VRhjVxz+nNuuoLrKIeY/yupa2niJvEtMSd7tPDKgvv3AVAPnSL0L48PbRUIVihRsE5GiDuLjCAtoFOGPg1/F9X/JcMz8Igg8ivd47iUsIgGMjhKSp11wDA1101xeXghAsT51ZLVBNHQHEFUMfl/u+p2Ir4OTQVxeGLj8a473GHsit2wGBZd3l4LAljYh6/YluABSoUVHGn+wzHxSAt7PEBwrrClg1pmnv38+LEWTDE5NwQ3siexAAxQyVcNgl7DVSVvO85QUVnT2gH7WqCnF3jtBKj7HvKkuuja7g+EcRxDObqcaYFHZDVHNi9vsamxDSd1RJPCDx0tyJeZ8fKGZrjHvV8K1/Piwnrjjhs6V2gNxEkUu/i8wuywLokzRsty5YlxzNItudhO8szGM8RMOvmjWxF/NUY51UBXLEFvfSTsfF42pjBMBZ4xRDU4AXc0N3CpqgJ9UXS2VmqWf+LK4BbE5vYnIiQsCvM1kqEioawL13bejTWJeYxzACtMyUQ85SI69C3dpo13XVIl9DmPBxFTGGvNMzQt/4snU0BVk+X4ZCQGNRYiq6VI6zuiGKWy7AgJudiyAJLkiRJetNsC545biNi+vh5yZDOzlUB+kNZ8sUipfoQZP3PURWFa7sSrExWCDmLVApZymUxq9rhgMqqgQpdTbMUqy717JywAstSPTLNIyjrsmSUsrDiCmBezVPvPkuwL4DipYUVWIteAaN9mOT6OO2VHEL3pt8kWWBJkiRJl7REVKW9v0BSD5BbcDh1Wsx2UEzXWNXj0JnI4loVXBZYdMRUPaoKgY5FYt0uiymTZ1NzQnIAqrbCM6ky+UyVH55WQdgxBBguuTyyOM21vSoPj3vCsqbrDs/kJ+lpDbMvJ27l9GLIAkuSJEm6pCkBlzFljsaWOs8M5Xh+UUxfWTioEG8vkWjJUqp6HB0bFrbNXrddTjgpEuEKj05Wqdtit9qf26/z3H6hEQC4HnzrOZVvPQciCzmA7x6E58ZrpC/NQe6ywJIkSZIubdmqzRdfyWHWs4zNiutf9FSXSXeRre0wPlHnwVExU+Jh6WDLXz1S4/64QSol7tqsK5lte5dscQWywJIkSZIuceWKx9GzBpYp9tCG7Xl862ieh08UmcvY5Gpi7/Gs1zzqNVlcXalkgSVJkiRd8kQXVwD5ksvYgokeUFhYlIWPdHFkgSVJkiRJ52Szyzd2RLqyycueJUmSJEmSfCYLLEmSJEmSJJ9dsVuEbW1t9Pb2Cs+JRPy9dPhHyWYFTNT7Ea6//vplydG05ZnEHY/HlyUnKOKixx/BtsU23J5nmsszZX5qauqKylmu13VTU9Oy5DjOldWDtFx/p8vxmQDL93xqtdqy5HjLcOvEcpMrWJIkSZIkST6TBZYkSZIkSZLPZIElSZIkSZLksyu2B0uSJEm6svU1K7z/PUF6N+h847tVXn9VjliQLh1yBUuSJEm67KjAz+9u5ud3tfGhLQlu3RoSkhMNwS9/XOfXf0PM419pdizDWal73+3xu5/VWNsnPutiyAJLkiRJuux8YLCbd/Ssorfejj0SpSLo2sDfvK2JT13Xws/viLN9nZgMgJ+61+PO94hdgetZJfZk6E/fZfMHH4/wx58UszkWD9rEgzYfXhvn3tYOfuvmFiE5fpEFliRJkuSbvhj8/r9T+NrfhmhqFFMwdKhxrk+uRc93UJhoYepknANH/M96W3MTu+KraMv0UT3VSDEtZhTHL+wM8tu7m/jV66NCHh/go7sN/uIjOr94u7gia9BJ0jPby05lFTd1+D+uoiOs0xHWcSY6UEcG6K2u5ppEzPccv8geLEmSLnmqApqiYHseosblLGWoOJ6Le+WN5FkWEVR+aWsfP9WnUqvnWNdZ45W8/zkD2gDhSj/lhQD5Ypan56Z4fc7wPWeFOoCaHmDxtMXpgsloxv/ixHMctqiDREbiBOppQoxioPies9UaoGu0g21mDpj0/fEBcpONzAX78MwQbY4JjPv6+PnK0prQ5NkmutK9VMoqzU4GGPY1xy+ywLqQXYdAWNjDW9Sw60v/HQkvzzA66ScTcGxsTeyfheKqeLjC14/jqkrF9vDUy7ta0FWFmBoDN4CjONSVCpbr72pFXA8QVMLg6Nieh6FUsTyboKJS9/wd8KopEFIDOB4Y7vIMj10u29XV9BgD5IaqDB2xOXxGQHUFJOqDFFM9jFhVxt15vjUzIyQnUl7HwkQHi+kM35otCMnooIXa9BpGnTAHi5aQ4irgKSycXcmZ1AAzpTlEFVinJ8OcqnehW0kq2Tx+F1hZe6nAPTKiEYl24BoxKqUpUGWBdcnyppcmPX/oww/z+A97qOrvE5LT9e2XOGpsA6D+boum5oSvj2+7JuvNGqdm2jA6KsDSZ3g0rvuac56u1Mhm6jQ0i50snUmXCE+fYjawNJl9zeaNQnI2xhf58O/meeaLYV441S8kA+C//zfoGi5cwDgAACAASURBVAjxv3/H5GhaTPGzvl3jt/5HnNysy5c+X+dM3hKSA7B7MMjAABw/DscW/Z8CH1HDqE4E0FjXVSeRjDKxYHEm68+KRUBVCKkhVDuC6wRxPYeVSZU1fS7NbS7pgsO+E0vfjHLmxa1gaCoktSiKE8N2NfpiVXasd4kkHcZnbJ4/7f/vSVMUrmlzufMDLt97CE7Mi5s4r2ZWMTPWxWJ+mgfmS9QFtRSVjCZG5sKcyM/zoneMKa/kf4gXYCbVzOFKgongGZ50xv3PACp2hBMn+0lNuzzOKwiorzA9h/0nmiioqzkVL0GD/xkAB0t5kgshYlYbJxos8PlcgHfuZ/NSMYU7q4ETYzhRguUZav8TkwUWUD6wVCB45dtxJ8bhLv8zKtkiX3t+D4f0NABb3VF+9hP+HrfYPpDh1hMrGX95D4+EjgPwnwLtrL/nMR5yE+hBf6+OGX7S4qUFjbtuzQHQ0iem0DK/+DwfeuolXnp8NQAGogqsIN1TEMmJazRt1wKs7AzQFFdpigUgLabw2bRWY/UmncWox6pem9Gig+3zqg9AWyjAz/xylC17gnz/S2XO/I2Dgb/bKAoarqdx3eoaO66FtRuDTMypPPyox9Hpiy/oPABPxfNUXDSSQZuNAypbt8GqLQFM3aP7paVC+L4HqheVpasqAcK4bpiA4nLDBo2dexTW3xJhesFm7ncKnE3593uKakGoNfCumzPc9vEYFafOib/x7eH/BcVtZNQO8PhImYn4aWaCYlavAEYCGdJukWn7WQxVTI6HzVFlgSFjhAntKSEZAGW9xDOFNHZllHRczMqSqqq83HKSI+l2apFDQjIACnqGx4OvEbNtUvoRYYv0s9oYT0ReRKttoBQ8Jijl4skmd0mSJEmSJJ/JFSzgT44tne995HAPm94XYpuADC0SpP3uNB9/eBMA/RMV6rU64Yh/PV+pbCsvp6pMKDMkzq2lrmzzWD9QpbESpuLzFz1tg8GnRx0i65e2WGcqO/0NAGrVGq8NNXLHH3UxOrPUt9bzft9jAHjwbD8Hfh3G21tRImJ6YxYdm/v/IEokYvP6aANqYOkib7+bqg++7vH0fWXyWZWzo2F0xcbG/xUsXQXDcCkWXBZSDg7+b3karkGQAK1tHlt2BdmwJ8RAymZiyuKoD0fzPc/D9mwCOHjYhHSbeAxauhTWXhsk3gvmuV32644aHDz75lfoHNfD0Ww8bPBsXMWhuUOje1CHRpfObtXXFayIGsYKxDmwv0L9j2s8+pQKAn5Ha6zrCBdu51RokrnEN3x//PNa3bV0mHcyrxUZCX9FWE7Ea2Ggei8pzWMu8qCwHIDe0juo6Q1k468KzVGMEEk3hGXHsAR+8te0KZqUXbSZbyMTfl5IhqJCSTtJt7eZUP120uG9QnIuliywgP/2M4MAvH6oxKqVbUIywpEwu3cmWKn9NQCZNQ52ZLWvGQsVnYVBaOs7RDtLnwgvVCZ57mQDVrLZ1yyA3r425n+uTrDS6ftjnxeJRrj9i9fwzZF2Bu/qEZYDkIjqFBo2EVYWMQT2hb86XyfsJlFCZUT1OE9ULf7iKwq4EVTNxnDFbEXOVBUe+3qNpx6q8eoxV0gRZ3oWnlLGMMNU6i6K7mGrUKz6sxXpelC264QUF1UJkTegZmpUax7ptIPaqFEpLz2viZmLe36W61FWyuiqg+uojM16HD3okDMdDh8zeOGIvy+IilsmrMPeGZfvTyuIKK5ujPdxu7WbfLUDVx3lhO8JS9Zpa3mb+SEUr4/D7gEygnJUFO7i7fSwnSFnkmcE5QDssDdzA5vJ2RqP250UA/PCsvYYK9mWaGbY2Mpj4bPCcvrMVdzs9KHVG3k2OMKMKuYAQpe5ipu8HhrMHl7RFxjSRL3y3jxZYAGBwaViZNeg/0XIhaLNMcZvvAeASETcKcJg8J+b2utBFegQl+XjCtyPE41G2LJljfCcvHbuLVvwobuKY1IhBYIPkJVcE0Ux8QTOFlQUi2cEv6+5HhjYHBgyiO11GZ4wyWYdfvCCf0Wj43lUPQMwwFZ57WwIS1NJFWwKlsPB15Z6vVLVi39xGI6LQQUUODijMfGwivq4y3TZ/19U3XGpU/T9cc8LBRTevbaRtVaWkWgNI3dASE5/KMmHW3bSbsbJ5Q2G61khOQD3tKzjrkQzSrlILp0S+n5wx4ooO4LzjGUtnswLaNQ/R3E9dm5Os6vtDM35eR4TU/MAsCrmsL13nuaYglFq4dtFMWGdQZfNnVn64lGarB6G0rLAuuqJLKwk6Y1EzYx6K0xXLL6z10F7FioCGvb/ieIyWqoxfVCl6bjCQk1chWrhMFsXO11bpIaoQq1xEU8/xeFsluHchJCc9w8OcE1CI1DP4UVSlGZP4/NZCgBUReH2DTHWR3IU8nXq1jEQ1KsfDCis25ilL3ya2fEiuXxFTBAQUD2iK0foX19mfDQDAgssrWGWvrUj9DTpTM3X4YiYnFgiT+/KCda0xYiYNRr3qeSdS+suSllgSZJ02ah7rvAVxvNMz2WhtjxZl6uy6fLNs1n+sZZjPO3/iA6A5miAG9eF6A2WKOdsSkaGo+4pIVnRkMLKNWWa9RkWJ10OnxgSknNetn2abKLA3lPiVhkBLFSOa4sMdqbZewJA3KiOVCBDoH+Yhh6doLYorMBKKxnUznHaBuO4donkYRC4CPimyAJLkiRJelPqdTg7JW7GGkAiptK9qkLEWmTWgqdyp3EFLc0qmkcquUhAq/CPE3lGq+IqbNP2+H8fNTDrBrW6+G8ND+zTeWCf8BjOli2eLo7ibtZ5Yk5M0Q0wWTc46Y2zqTdO1akxUbq0Vq9AFliSJEnSJczTXV7KzZH08jxwvMQP58UtU1RqHv/160Vcq0AqK/4Du5C/gvbwzzFshfue8rjvKXHFFYDhKjx0qkaxq87YnNCoN00WWJIkSdIlK1Vw+KunStSrRRazYvvVXBcWFi7fnrirzeg0jN5/6RapssCSJEmSLlnVisdk5cq6s1G6OshJ7pIkSZIkST6TBZYkSZIkSZLPZIElSZIkSZLkM1lgSZIkSZIk+eyKbXKPRqM0NDQIzzEMQ3jGzTffLDwDYGZG4HjfCxQKhWXJKRbFDu87zzTFHkc+zxU5vfwtyFHV5fl+pyjKsuTE4/FlyXGc5TnlViotz9RGTRM39PJC4bD4a70AksnksuQsl2q1uiw5y/W6Xq73N5ArWJIkSZIkSb6TBZYkSZIkSZLPZIElSZIkSZLkM1lgSZIkScIEl6HTV9cu3Wnekhgr173V/4J/3RXb5C5JkiS9dZpCKh++Kcp77g5RTiwVQF99rMxjD/p7KOT29To//b4Qbes0/vrbZZ58XF5181Zq73ZZnBW7dnPdRoVf/UiIfNrlM3+xPIeM3gy5giVJkiT5qisU4rM3ruKTN/SzqzXJjqYgO5qCBGv+rjTdu7KVf3/TCu7saWdLNMqmLjFrBteutvnkL8CKdXKl7P/PJ3/a4x8+F+U3fkrs2s3bOiJsNbq4OdzPR7Yuz+ndN0OuYEmSJF0lkkHYeY3H4VFIL4oZXxEkwAf6N7GruYkOx8JbLDGWrwPw+kH/VpeuiXVwb99aBjWNcL5Kqpxh/ETGt8c/767eML9+VyOdG6sk1TJ/fNr/Y/49HRYDG2Dfc7rvj31eS6PFu++s8+SzMRbTYtZWtgcSrM62EmjzeCg6zURV0B2SmSaM0X5C6KxQNOC0mJyLJAssSZKkq8DacIRfe3sDN72rxnHN4Od+WczWyp7INWwOryZSg9x8iVy6zjcO1wCYSPlTnHiexzWRLTSa7Zgpk2kjwwuLKR58xd/n1E6Yu1o2010OoI1lyQ2NAf4WWKpj899vDrFqLfyXUZvXJsUUPz+7Osjd8S561hb4n2nL98f3PI/5oSZydj9aMcDaoMlEddb3HICF+RhTgU4a1ARuxkEWWJJ0Ecy6QTAcEp7THqySqYVwBA4//Ok7NTbdFGLvg3WePSJm6F1YUfmpewKsWBPkhccNXjjl/xvqhTQUHMRun6iKgqoo2AIHBQZUhaCi43guhivo2/dbQHeCvLdtK9fFNJKpRRYmpoXkhJwGepzNeKUmFhfLTJUqvJDJc/+JnK85A+ZmktV1lFI6k06eaVL87elFXzMAVhkb0XPrWBiuMzdu8dgB//u7VntxImc3YWYsgoUhQEzha40Mkqmuws3MAsd9f3xFUTh6NsTKciduPUa1mALEFFhnFl1OVttopJ3xalpIhh9kgQW07fo9AJr3rme/+XYam8VM4q3XTNKTS0vlq4MTlHrXoOv+TxcePTlO/dyHXUs8Rkd/u+8ZAIZhMjcEN9WXJsAXbohQ8jr9z8lXuWfz3zMU6QFg8ux7fc8AuLO/yEf+0ODFBwr8/be7hGRsaAry4Z+LsnKXSrDu8frxpZsACo6/RcO1awJ8+BON9G9UoeTx8ikbW1AB9MHbwuy6OcJ3v1lm32kxhVxQ1WjSogz2ueSLLifTNd8zNFUhriTwnCDr2k1iMZOjEyZFV0zTdFjRuXOzTbjR4bEXNKoCC9T+2g5ixfXMjuY4sVDkH4+IeU6tzlacUg/Tix6TtRSHjRG+nz/je07A6SabbeW0V6eYzfP98jHGrIrvOXZxNROjfaQKMzxRn2Xe8L+4z5U7eHXfZoLRIoe9IWGd0a8d7sc+uZUTcRca/C+wAF7JlGhYjBM22xkLAUEhMZxxU7w4XafVC3EwlIGomJyLddUXWLVcmZ3f2QrA2KFB9pZP81M/s8v3HHc+xR//mcXd9jYAfvmTh3lUOwFc62tOuLSfga9u5TdK8wB8yorQ/gdTKIk+X3PcYpUDn4/zUsikxbgFgLbOH8CA/wXW0NN1Pjp7G8ng0ht1vdcgLGA1K1oNE9xfxT4j7hSSaSiMvWJiZTUmj7vYghZjygWNzBmH/JRNZsYjrKqUBRQKqxJBbr8nxg13B0kt2Lx+xqXu+Z+jugE+cLfDdXeGyS46fP3LDq9N+/tNP6Co4OpsW2Fw29tdVm4O89rLCn/zzTqGz9tCcS3CQCzAB3+hTs8NUYzPlHj4Zf8/WVU0FLubnNXIwbEAh0t5DjDOjOt/Iax4rVSUKCfdOYZyC4xUXiGrpHzPwWskqwY55ExiFMYYqr6Ap/j/mvPcGMOqhVmcZdF+hfnwnO8ZADOhLN+cMal0nKHWIO5E3LOJsxzJ9VJtOYGoy6MWAvM8Yh0iaG0g1XBUUApU1QIvRfYRMW1y4ZeFPZ+LJU8RSpIkSZIk+eyqX8FSIjqfO7gbgFefrzLFPB/8uILr+btc35GZYpOzm2cDYwCserSD0CfbCfm8G9mQ7KaAhaIsfROyMHC1KH53FF2vvcwNGz/AwlCZ5zfvA+CeFRvA83lJxrJ56GSGs8cG2PD+RgA2CerF+v5EH0d+O8RkXIWYmFWs6So8+lCMlqYah0dCGIjZUhtNOXznH2zCEZfjowFMxFxKnqm4jB01cU2P1KSD6fNKz3nhgEu0WWfbnhBzky7J71bB5zYi23VxsWlqshnYGGTnPSECCZVHnzIY87eFCFVR8OwI88MVbM1iYtz/77qrAu1szL2HlLGSfZFX+V7oH9AE9JWt8DbQY96ISR9ntIO8Fv6S7xkADV4Lg8ZtqO46RgOnOBz+spAcgMH6ThpKN3JKm+do8/3CcgCaSzsoqRFqoRmhKx5BQsS8AJYTRmR3YU4boU25jrb6naTCTwvLMdQFWnFRrGvIhfYLy7kYV32BFQ6H2H7zUvmhUedXNu30vbgCqGzcwDt/M8dkeakhL7FOzBjalNtH/TNFPltJANDeFkeL+N/nNdK7kqatT7B7+3q6Bpe2H12/iysgFA3wuZ9dxUTBYPWOXgBs/C9+dA2SDQrFWB9BFqgLyADwNItjswG8mSZcpYorqO+mjsUrZxLg6XiKiaeIySm5Ng8+YOOpLrNFW8jfDkDZchk7a/LUN6vMTlkcP+v/a83xPCpKgdEZnfkpjSMvWRx4qcJM3v/nVHVrjNQcPv/XGjUscj6/3JojOp/q2UIw3MmJiQAjgWnSAX8/VnVF5fb4Nexw78AurGDcNhlX5n3NOG9jsJtb1LuI2ZuZd0JkvEPkhSTBneF1XBvYRaXeA8oihwXlADSaQT6gr8INtPG408iCsGcFtxtd7Ghu4Ky9nscYE5bTYw5wk9NLtNbOc6HTTCiTQnLWGBvZ5Qxi2i08EjxGXakKybkYV32BBRAKL/0YrruzR1hGVYkQ6YF1rBCWcV6yJUGyJSE0I5tbRXbNKsS0gv8zwwJllcYKokIKq/MsB/LaPI4KAg+pYTouhp4mgE7NNXAdMQWJ5XoYgTw6OqZnYvncRH+e68FIyf+G8zeyFYfvvujxg/1lCra414HjeZxccPjGVw2cb9QYX3AxBXxxsF0PG4NZQU/lno1RdnRYLIZGqVkZ0oZ/ZUJAXep4+fjK9dwU30i4FGNRNZjOjpPRXvct57y1DXE+0buVbquJSsbFyqapu0O+5yxl6dyzppFeq8rU7BT754eF5Jy3vhmu334KqzzJS1OLLAg8iLt92zS3dKmE03M8JuYQKQDdUYftXYu0x3VUo4MvZ8UUWBsbQlzTXEQPOGQLgzxTPyYk52LIAkuSzrGW6YaNkmWBoK3BC1VtG4RuBiwvR3EpLMPTcRSHo4uX73UrAR0O5+v0JYeYt0f4pjnj6+P3JpdWxN+7qZ0WU6EcypKy0pyu78X18Y8oqC0Vch/d2sX2hE6wUmY2MEnOGmWhPOpbzoV2b9LYsqZMoDDJGdPgdPYwIqePVBM1YtsPMz6jcObcCXNR7IFRGq5JUzlc8X17/UJqfIHO1WdY1RKhVKzDq2JymjtSrF05RSSkMDWr8Yz/h1UvmiywJEmSriC2BUMzBqenF6n73HrXFFe5d/vS1SQr+22cfI7ZWp7nzREOWf4e/W9NLLVuXLtepUstUUkrzBcqvGAe9DXnQnazhT0wx/jpHA9mMhQ8sffcHZ3V+N3DdU6dFH8O7oEpj6FEmmdeETtPcJYcZscZYoNRmFkQlqM2pmheFaW5IUCrkgdZYEmSJEmiGYIWQ2JxhYKyVLUt6otk7CLfnknz4IL/AyVD52YbKe1FarbGmVSKb81MMW4Wfc8674HnXA6cyTE85uEs0yLmchRXAPNzKvNz4oc1z1Qdns5PUvECPF8Qt1I/5SxS6VJo7wlQmr80h43KAkuSJEn6N8mXXV6fPnev4NgEi1mHBUH7trnKUu/b3+zLcnY0w9SCTcUU2CAJ1Koep8W2XV0VHnzF9f3aojfaP2vzbH6OqfYgD50Uu736ZskCS5IkSfo3KZc9jp0R+8F5Xj6/VEw98kMxI0aky1uhAr//JRe4NIsrkINGJUmSJEmSfCcLLEmSJEmSJJ/JAkuSJEmSJMlnssCSJEmSJEny2RXb5H7ixAmy2azwHF3XhWesXr1aeAZALufzhWs/hqouT10fCCzPy9sTdD3MGznLdG58uZ7Pcr0Orr/++mXJOXhQ3HymC5nm8jSZL9ffTyQSWZac5ubmZclxRV4FcYFiUdy4igvZ9vIMK16unOX6/YBcwZIkSZIkSfKdLLAkSZIkSZJ8JgssSZIkSZIkn8kCS5IkSaKzSeGm6wNs2CA/FqRLW0+/wjvepb3V/4x/1RXb5C5JkiT9625aGeeOa6Js26GyYpvG6YLFH34+w7FDb/W/TJJ+tP/wgRDXr4uyp7vO7/xt9a3+5/xYssCSJEm6ysRUjY9tGQDglo1xtm6ErlUmgZhFse5iVjzAn0uIt3TpvPNtYQC6VsOU6fBnf37pfihKb95v/ZaOVoM//F9iLnle37H0mhx0muguJLip0eX67kn2z16a1ynJAkuSJOkSoauwbuXSh0im4jE3739GeyDOR9Zs4Jb+JADrWxU69TqhWpnCrM3Rw3VOnHQJBC5uq7A9GOLedR3csT3G+o1LR/CbButMqiZP761z/OjyHZeXxLtmNdzdH6UrEiZ8T43/5xH/x0hE3CAA5mwzrttGrKKwKVlj/+y071l+kAWWJEnSJWBPT5Kfvi3Oup1Lc65qnS6/8X9lOXvKv7lkzUoj723fyfWN7XTpSwVOxDYwiwp50+DVRZt/fLJ80TlNapSPDWzl5r4GNjQ6tAaWHtMqFpidq/lWXF3TqvGxd+q0bHL4o6+bnDzqz6rbhTpaXOKdLiMnxHxcbtxqcvJoUMhjn/drvwr9EY//+RcKOUFj1Jq9IOpoG+GGBJt0kwaGKP1/7L1plB3ned/5q+3u3bf3fQe6sYMgAIIgwV2iRFG7LdtSHEvjsUfJJHZOZuLkJPngyZyTnNhxHHuOF00kS3asXRYtU6K4iBt2ggCIfe0VvS+3++731l41Hy7AYShREvpWtZpg/b6RPHz/t6qr6v2/z/s8z4u3va1ypYrpT83UsVRqwTIl6owSEBisgIAAQHIF+pthKeeS9yeSTktMYqBPRJYFFhYcRpf8a+IXl0VsB7Q1bOB3p/Hp9u18clc9e3sNkjWVhr/jRpbisncaIjIPhx9lc6iHhA2UNQAy6RyzZZcpzeDLp5c5OVbdQxlxozxZ8xA7oq204iCXC2QXK8/f2EyOv3m1UO2lAHBPuInPb+1if7OJG0mxs2OJKxc8GfpNOiWbf/+wSON2nX+bhRuz3k6ZH3+wzOc/JnPkBYs/eMmf6Tgk2ny8LUmPkmRph84fv+HhQ/UWJudh/GId4WQryrLIxsgKZ7V5TzWWtUqz5dGpME3ZFlw7Qm4l56mGl7znDZaESblU+aCE47Ff8K9592EYBmG78oDrUi2hUNgXHcswUISKjqs0+6IBUCPY5EwQZX8qVEKI/JNfl3jw43FGrxr81/9cyUVJe5hCoAgiH3pfhPs/GCUcFTj0nAqHDEZT3i9d7+oOMbBRJhwRmZ2yOH/dJG/503FeFEASRGzXwVmbZvNrwgPi/dxfO0CnYGKmM4wZKgBfOVtmPuXdhW63H6PD3oqkRSgVy9hi5aHLlzSullb47sh1xgtq1To77YfodXcS1iVKuSw3KLNy0+B/ZyTF89eqf9jjZpL9iQO0amH02RXGFoocPlb1sD/GAXGAnlQ9XF7EzXofJWlcThA728l2NUarM8WiWP39fzsyEldfbSDR0EOvDnDUcw2AmbLD0UsiTrKFUimCro6C4K3ByjuVb9iZeZXESi1hq55pYxzWaUHhe95g/d7nXyf1zW4AvjjSjdzmT4nyRjXHpdlmyvUrAITDIeIJf8wIgKZVTKOrq0STtb5oGLpB4mIDnx6cA+Bo+zTj5d2e6+i6wcDLZT71uVEAvqGrpPI9nus0Wwa/9x8XmFcV/uD/rgcgEol4qrGlSWb79hA790aIJ2R2DlaiCAcveRf92dgcoqc/xL4HI9TWiWQWHWbGLEZTnkkA0BqX2XdvhA98MspK1mJuVEbVBE6PeT9J4Apsbg5RXysyMSOwZGpYPkbMBuQ8QtRhrFDnmwZA1O6gz7kHiiHmFpYZKy5zeLnyjfjypeq36m4Rcbtocndg6bUsFUyWnSLlwhIA50tXeTl93ROdhL2BRmsXZrGRhXSBFdtgZinFj5auVrRy3hzH1VC+C9fcxlQix2g+zXcXM8x5Exh7E8uA0sxeLooKU2GVyZL3s/jJKzEGUv2Uc42U9CxEvX93yg4885qIVt/G7GICwTmNK2qe66hYvDKXxpmL4ui1zIVM8OkkuUvWJJF8kZhQw6XwfGCw1iNJ2YSjzYRntgFQOlTH9Z5R7r8niiV7t3LsrE+zb2KI46e2c00cB+DfdDrUPfoqz2q9iJJ3+++ileX4f2xmRaoB4C8/+wI/bN8G5aRnGgC24XDkEETH+hgYaQNg+aFXodNTGUzD4Px5G23k/Zz/+xYAMpsmocVbHYBeIUTLXIj0kkpY9icnQtMlVkYErv1IY3TEoJi9Zei9Mwu2DYrrMnPNJJGUUdMOgiO9WRPm1ZM90CkzuC1E2waZzXUhTooGfV0mZ8cr12S73l3Trm6Fz34+QiQicOwFk797SQLBH4MlFRX++e8vkW0V+L/+VW3Vyd4/iajbguA2IjsdLJkyZ+YKFPMTvK6dZdr0bssjTBMudYi0khEMhp0pnNI8aXWCi453fRgitIJTA243acHisjrLleU5pjMXuGB5Y94ABEfGtZpJufWcK5UZHZ/jfOwM83ifUG3acV5RYXxEY7xtFnz4JFx2TL5wRkfSZHJ9Wd98wpFylomZFIYt4rZ6b65uMSHeIGecImwNkI2P+qaTleY4HjlMzNrOsvKabzrV8p42WDlL4c8ubCY7XXmsXw3neHD6/WzYfobrNd6VEZfLCc6TZ86dos2pGJ8dA8s078nw7KlGsL07hLSpVmCLHOd/MAvAwdFm6PXWXAHsmMsQH/4YXwpd4FsbKlq7Ors912md0Wg+8QBfC59jIlRZce9qafdcJyZLHF3sYvk/CKQSDkKt98myAEvFKC+95DJ6zWY2JXHFh9zMdN7i/EmbYlZHCRnMTjnMzouIgrfGZyXjkJo0Gb8oUhMXuH5GZ27BQfDayQEdbQK7H4whhF3GL5lIkuulJ30TWRSw3GZe/coyk7rqubnaEulgt/MwTmELs26EY8qzvBj5K1w3Bx5FYGRBZpdwH3XmFnB7SctwTXiJc9KXcLk5uXpw7xrEOEPSZlr1nVhGHylR4rzyIqflL2JTqPz9PUz928EAPbmHydidnIye43DiLxBlf5IYE2oD3VMfYUI2uNz5PUTJHzPvSjrjzRcJLQzStPgBMt0/8EVHE7MMNx4mvvLbDCz/Y8abvuaLDqJFOnSWVmsPrfoTLIaf90cHUMUx6p2dNJgPklaO+KZTDUHL3oCAgICAgIAAj3lPR7AAyrJLaHslJP/+xgR7C9NEO1TPVpMAGT1Ept9gW+d1oJLT85RmoL7SgxjzLnoFsFROEv+9Jf5FJA5AiUFPx79F044Zq79nNQAAIABJREFU2jIvcsMUaNvnT44XQNNAgV/dcYFQzKbzXm/v1VuxXIeNzQpZsQNTXADHn0RtQbI4N5Xk3BQ4goYhlir/wcMFctqyOXleYHZORJIdltIC8wUBT0NKwPSKzbkzFmUV6pMCI5ctZmYFHNf7DPThUZsffbtAS7vMiRMWquNPVaTluESTKZ7PNWC53j0Diijwyd4e3ldzH2J6iDm9maI6hyiexRaq3xKUb0YnD9RuYldoLzXlQSyngyVbRLXHUKWDuB79/e9rbAXgoeTdNOpDuPleFtM1mPYsDhcq0SuPebypgSdqtyIut3F9MsqYm2LRp+iVIMBnEhuobWngZCrHEZ+iV7dopZkDTjPtoQYOi40MOyu+6MTdJO+3G9gQjnMttJvnjTO+6DRag+w1O6izuzkfWuKS4I9Ol7mV3e4GMNo5Lk2SEqd80amG97zBeiuJ9iLDnUUc778PACghBah8tNMhCWjzRUeO+NtTBeBgeTOljTptNf6ZK4BRpQvzAY1Oxb+CAADDdllQRrFsfNl6uoVKiURYBEfEoIxleS/muC4ps0xhtgYBGVewcAQd2+PSO9WxOXxR4/pECNcVyasuRUf1xWCNZi3+ny+WkQWRnO1fywkA1fF+4h5oifCP7u6gSVNIi0VmS9cZzryKSfXmqj6k8Es9WwHYHd9OrdGDkatj2XVZLi4zK7zkmbn66MYmPtG7CYA2uwU3F2cJk4yeYlY9hCl4k8T+VgYa4bMH6uk1bJZiC4xqKsv6G57r3KIv7nLf9hWk9Dmujcx7vS75MeTYIjt3vcFgm0SubDA864+OJKr0brjEntZmOiIyz1/2R6dettnWVKI7Eadd7uPSij8Gq1eOs73GpiYSRza285QeGKx1T9DK5+dDtMPU1PhregAc00Xy2VzdwqfuAv8TqmVjiFlc/H3WDNfCFnIoSDg4aLY/F6e7NlMFFUEAH3zV/0TJcfDV/fpAsqYSWdo3FGKgz6I4l2JmaZkfGle4zmTV4zfFFT62oYtP9Q4AENMT6HmXtF1gUU8zrp/mhv161ToAj22N8rl9LfSLlfdRLtgsu1nMUoGx7ASXjYOe6LydA/sE+raWCC3NM7+8zKuMYQv+mWwr4VLecJWcMsfBkSJ+T5NpNKbbT9IyKHH9Qsk3nSI6s8nTxDe1ExYWwSeDJUUytHaNMdBQR72kcy8JXl/xriL2Fm31GgNtyzREFFxV4Sn/cupXTWCwAgLWGHsNPILjgIODuUaGxG9z9W7Funljri7r/KdjwzglheeuZyma1RuE2phIb1OE37qvi3qrUllg5AxWzDzFUIaL7jiv2C9UrQMQUgQ++lCULV0CsWKlj1XGyrIs5Tmtpvi70glPdH4SV1fgaGGZ1FSOF0ZNrhj+RjCnF0T+z+9GMHSNtZgiHRe+MabxjTHfMhPe5LmlJdJTKwwv+vddyLgZ1IbrJAeaiSoF7Bl/WseHk2kaOmfpTkYRVJV9mSQn11nT0cBgBQQEBPhEqVgxWOdGdE6b3pbH97UrPLk9Tnubg5Op9E/KlW1uWCmeS0/xVNq7tuaRqEAWEz1eJJ2rXNO1/ApPj67wzLQPBya+hdMnXU6ftPC0JPFnYOhru2Lw21jdQjNdDl3y9z4umRaXrQl2t2SxIwaXl/3JlSvIy8Tak9S1RLD0ErHrBviTvrZqAoMVEBAQ4DOW6e2EXZcUicdFlnSNE/MLCOVKH6jReYc/Pz3GouqtmSuVHb70dJmjnQaJm8XnPzyjYd1JLfUDPOOpy0XmZJXr06D6ZFbHyxkKyTmEnjCSbpDHp0MWqyAwWAEBAQHvMlTDpWjanJ7UOHZllmyhsuUzlzV9KTKwLZibt5mbX6NQS8C7GsOEQ6f9fVYuLVk8PzNP3e4aLq/onJlcf89mYLACAgIC3mXoqsvVURPHdoPCnID3KAJ/+6LJ5Xye1w6vP3MFgcEKCAgIeFfi9bZjQMC7DUMX1q25gqCTe0BAQEBAQECA5wQGKyAgICAgICDAY+7YLcJSqUQu539PjNbWVt81Zmd9au37Npqbm9dE5403/OvC/FYef/zxNdEZGxtbEx1N87Yy7J0QBH8Oun47TU1Na6Jz7NixNdFx16gZmCyJ9PeIjE36m3ylKIqv49+ittbf0yBuEYvF1kSnXC6viY6zRsl3a/U9iEQia6JjWRam6U/riLcTRLACAgICAgICAjzmjo1gBQQEBPhNY43A9q0yvYMKzzxbZmXFnyiWJAo8viPG9qEwu+5WqO0SKYkW/+kPM1y5HJQRBgSsRwKDFRAQEHCbdNVKfGBvgvv3RhjYJiI3Czz4vgi//b9430r6vs4k+zfV8NjuGC1dNp39IDW7LBgmO3eEuHJ5bbaOAwICbo/AYAUEBATcBu/ra+RDu+u4Z7tM9waH+m6XYsRgKR3yVCcpyTzS184TW5vY1CfR2wLJepN4yCRfNliYdZge8+7Yk/q4QGODQFuPyNFja3csTUDAnUpgsAICAgJ+BlFRAuATG/t5bHM9O3tleupsopKBqBqoeYtTh71Jbm6R4wB8amgLO9rjbGkM0R6zaVRsJFOluOIwkTd59bUix05Vb4S6a2Q+vLuO+/aE6N7kIrXD948W+cs/C0xWQEA1BAYrICAg4KcgCxKf6NoBwGMdLWxNyjRIFiHDwM66rBQNXhs3ePbFUtVanXIjH+neDsCuukb6EyItIYjaGlpRQ9cNliyX5y5p/NfvFKrSerK3E4DHt9Vz9yaJngGbZJtGIa7TEA7qnwJun8Ehl/d9UOb5p2xuzPmrNdDvsnefyPPPOuQLa1PpeLsEBisgICDgp/CBut3sqesFoFVRiNgOgqpTyEGpqHN5xeLrR3JcGK8u4tMsNPFk0wE2x+oq/yyHqMXG0XQKWGCILJg2x2eLfOGl1ed6JcUoH+3exPs3VtqybGyCvoRNUlIxCi7zCzqHX1EBqarrCVg/dHa7iKbL9IK/xvlzH5T56MM13B8z+Owf+tuu4pM7RD61L8k9UY1//TfrMw8xMFgBAQEB78BO6S62R7eSdCs9eqK2hK2qZASHYsFlsqzzrQvL/Gi4uuhVlBoeiDxCj9RFnVv5LCuWjapp6Jigi0wtqRyZWeJLZ6aq0InyRMN+DtR30H0zStUkGghqiUzKYmZO4LsXirxwzCAajVZ1TU2KzGODCR6+VyLUVZkAT6VMvvj/GlWNG3CbuBZ/8PtRemMyf/yHBk9f8OdoGcGx6VIbqZtKsg2JD/cs8cMpf3pRxgSbbWwgeaOeDWqRpDRKzl5/R0cFBivgXYMkViIEthM8tu91NrQ4TK2Aafu3Im9y+9gm76HWbkY2KzrFYpmypVHM6cwbJb47MsWJxXTVWnfxCJ3CIFErhmtUJsBCqYTqOGTyZaaNJd5ITfLs1DSiuPprfkB+hG3KRuoJIes6AKVCgbytMTuv89LkCn9xNFP19WwPdfBLQ108sE1ioKeI1F8ZUw1lgPVusGw6m3SmFsNIkr9RvJZWk/SChCX49xz314s0TUfpaazhExtEnr4w7YtORJKZuVrLotGOVpZpdgXAH4MVJUT2RgdLxTbMcokwk6zH5yqYqQKqwjF0HCofTznU5ptOvwm/sqXysl6MlnjuYo8vOpauoxkqiZo6X8ZfKxRBYnNbiM52gYLqMD5jMV/wPmlZFAQUQWRrl0xjg8DUvM3won9dkh3H5Z/fVc+v/q8q12Mm//Sf+NcDqtvdRdzswtLC5IqVCEzONtGUEtfKC7w4d4VZo+iBzn10sBPJTKJqsCJWcqtEx2ClkGZUn+Jo6ipzVWoN2Q/TJ+0mZiawyhrLcsXIrVgOw9oKL8xO8OrMUtXX02MM8mTDveyKSrSSRy6nmJ+o/PbjR72bBEOOxL2JODu3lplLlvjey2FPxv3w+4r8xqDEmRdr+aMrJVxvhv0xOtt1/uTf2agnYvy7bwjM+WQQzLLC5SNJ4q1tCAsKnZSZxft2Iqrrcv56iM5iE4IZYzmleq5xC91WmBhrI7rYy5y+TMZ01mXb9Pe8wfr0Lw2jvpwE4OujtSSaqwuLvxNPtE0z8mIXxxsqWwmtnQlfdGpNjekFGTNa2f+WEalr8kcrlyvS/JTEEx++AcD3a1SI9fuilTz2GKKZBUCsOeSLRi5b4sDIeTZ+6ipPjfwyAFLIe6O1qdbloUcNxsdcXr7k/fEQIVFic2uE9z0q0b9NIVdwuH5Z5/mXKyH05bI3WwSyKBIlzr2bXR77kEJTn0wmbfNXX6gY4ZEF77cidjtDPFBXR8PCAvOT/h0hFXG7SLh9lK0wCyWdRbuyiEjlb3BNv84l3ZvjkQQiNLMb242TM23Kah7dXARgIT/ONe0aU/ZC1TqSW0cru3HNetJFm7KgUShXxp2yx3gldZGUVX0ei2w3sd14kqTWiFnIMr+oc71s8dxs5f5964w35tsxoxxIPcov73PY2X+DVP8Vjl11WZqrPtlZvebiGBvozA4xtKJxveOUB7/4x3EyEsaRehqWB7hHC/F05IwvOjOGzUunZMymJnLZGrLWmG8z//HFPPF0lITbzCX9GnjbueRNiugcv2GRFRqZiM5hxtdnxet72mC1JzU+0O8wk6wke/7wfB2zm0UGe03ydvUVQbeQQwYtExGunP8gB6XKy/rBDpn45qsord6dxxaKGNx7Icrrp+4if3OF8vv7FhGGjvF8+h7PdG5x+ZJDMbUD+dvdAGifuUbEh+O+ZmfijDsKc0cqf6fCw/UQ8f6FevXVLM1X/zEJ81WKA5Xtk6THQbmIpPDpX9Z5+J/Wcf6Ixrl/W4nArFjeVcEoQoiuNoHujQr7PxBBECqRnwvnK/dsecob4xMVw8iOzIZel/4hhfs/GmXkus6JQ5Uz7Lw0WBISotOFnunh/CWZk7NpvjDq/apVQESmg5DQS0YsozujlMxJUmbFUC0Jk57pCLQSFXrQcJlilBtumoIxxbjhzUQbQgCagRpibhclQWDMmeZGeYWcMcFF5zQAGvqqNUQE6t0WImY3eQRMN0nJTTCRsciHcqxkJ3k1d4ExtbqE5zAum8U6wpltXClGmLEEJGsbajrF9NQiR6cET8wVwImZOpwRkfhMF5fVLEasnVjdvCdjv5V5TeZPngqxS2vl8mIUt/0GQqj67eafxMH8ClPTOWQrQql50RcNgGlhjh+Ur5NUHcaTl/wLKoku55LnGCs2kAsf9Uulat7TBms+F+G//FEv9kKl78wpx6T/yj46+ocpuSVsj3YfLCPEd9x6Rrafpf9SCwCfC4cJDx7hO3nvDJYMTDkmyyzTQmWS62y0MHtS2CkDSfJuOREZnebeQx/iq6FhXt5TmXzua+72bPxbtC1GGLz8IV6SZxnZX3mRkhHv8yLcxRzy5c38B+kij1ky+9v8OcTbskWWJkPMnTHJTtjkjZuTgpdfIhdiYYF4FHQVEASiEYGaqLelzCIikquQzRjkl2xGz+nMzjhIrrc6cVnmAf0JMov3ciRxkOGlU9iZtGf3TESkmQ20utsIu5vQxFqGeYlLwhc9LaSTUWhmIy3ubsLCAAUpwrTzHFf4S/DwlrWKzfS5O0ham7BoISsqXBFf4Cx/hivejCB58G07UN/MjtA2ooVN5Jb6GMbkaPQ5Torf4Twm2eyN6kVu8s/2i+wyBpm/vJ2a5SYm4oc4nTzOcipP+rVrTIne3cCyAC+HFyi3PENmZh8fmPgkHd2vcbD5LI7HedRvOFlOS8dZsB7k0fHfIDL0A86J496KAJqY53LdSZTc5+gt/DozNd/E9uIheBuiKJBRJsE4QIv5CMvhFz3XeBNHJgwoRNdh9lWFdbhrGRAQEBAQEBDw7uY9HcECuCZGoaOSjLenOU6rNExaSWN7nKerxWS6d6Vo3VjJI5rVllmRaj3VKGshxnbDfVsncW7+ab9SKOGeej+S4u1meMddITZZT7M80kDrAe8jV7f47F05ok3DlI8XmE36V9FT0+Tym4MjvKqE2f5Qp286SDrfPRjn0CmX2YKNKXpfWmxicGNeYeS8TbGkIocEhs+ZXJnwdlvVcA0kIczlYZlYwuT8eZNc1uG5w96uJ/vqa7jfjTNazDIWG2dF9mYbRRRE4mKU++VH6TT34lqt5N0Q00xhcLjq8QUEImIlQ3pAGmKn8whhuwuDJHlXoOhcpOh6s72xKdYIwObYBobEu4iofZQLDazYCiXnKpp0xBMdUYDP761E3R+s20Sy1Et2vokxXWEqu4ArvI6qOHiZ3tzRY/HAfTLJsTIrczOoNVM0txwjC5zzUOetSJJLTV2BjcUSjyolNm2XQDR4Zc77pCJBUnk0LvBExKK+o56radB9CMnUuo3cZ3TSLsS4VneF1+2z3osAneYQO+0uwuVmzoXGGRe8yVd8O/eWdjHIINNFm1fqRn3RqJb3vMF6K45SYp4S+NgfLZSoOLfTiSRkkp6PbzkghyTg5sTdGPNy9+FNxkutDG+oo3WzTyU2N5nbvEgy/jJ5px4/H9eiVEfpH8F2f1rEvIllQ4oSqeqacP9UDMfm6oyGcyhE4yVQdYfr0wYZw9uL010TV8gxkVNYOgyabZP3eGUiK4Ci8T3zZWZbVFb06nMj43JlkmwO1fErtR+m0RzELrWQdUKYdp6MexJXqO5exSSFBiXJEzUPAdDubCKkdqJrtaRtl7w7w7L7WtXXIgkCe5oa+UjXTgA63D6iajuqVEPKElkuLjAjvlS1zi0+94EQv7ylsjBs00T0eR29nCYXm+ey+QqC6P2209KCyJdf06nPXufiyg0utPjbwPKtqJ2nKSaGEYfylNMC+NSdvNB5mFzLFYy2LLb3BX4AWHKWnrYJdiRbqInEeN37tDIAOkKwM1qmPioSkjoZL3hvsEKWyN5eh62xZbp1l8M5EcuHLc9qCQxWwKqRFX/NFcDXDt5sx6D4LoXrs7laS0q2wZl5A3z6iAI4DmjYgE3Jp3tnmTCyrGIY3sREWqJRGsM1AHy+6/20OB3YpQg516bs5EgbFxjlhVWPLwoCzZEo9UqCz3Y8RjsDlf+gNqEKCmnHwNLTDLvPssTpqq5FEgX2dyf5F3dvpcWtFIDI5ThqzmHJKmBqK1zWX2bWOV+VzlvZuUeivbViot2ZPKlFOFW+wVPqMPOiPwnaliHy7IkwYOPr6vcnkBcsvqll+OZrYJn+fYRmbZWvpaYxfXxfLQwmGg7R3tzCvDFHWBHQTe8j6GLNPF1to3TURMirGlz3XIKGsEjvwCKbmkTipRwtZ2TmzPWXiRUYrICAgHWN4dF3s70mQks0xmcHKucKbovW4ZYhj0bR1lg2pnnZ/Cquu7qVcEgU6KyJU6tE+Z1N99MjtmGVK5OyJliYVgnLLHPVOMqwe6zq6+ltCvEv39fJUDREWK3EqcuSRklzWZEXOWFd47TjbYXVyxcMjJ5lAEpTRc5dc/n+aNZTjfWGZbsVb+czps+dBkzH5Wx5jpViGkuwfDFXANfseczWq9S312LO+lOx6CgWkc4ZWjZqFFdKmOdN8K/93qoJDFZAQMAdT0utQkdtmKgosa+7HoCoYVOghGmUueJM8h3tJXR3db2gIopIR02YhkiYT/b1s7OlDkd1Ud2KO1QtixWpwGHzDEc8MD2tjRKff7KWXYMKkbKFlqlsnapFkynb4Onla7xSGKla5+0884zNM29mWPnXSDLAH9Jli4JVxM9gT8kyeSU3wlhE4fkp79odvZWM4TIWmmNrZ5ZzGZ2Utv6OyYHAYAUEBNzhREICnQ0h4oqE4ghknErEJRwOkXIzPLcywfPL18hYq0uMiygCfc1hkopCWBTZ3p4gEbUpOGXKN/s/jZhZ/nLpVWZ1b7bR6pIiBcdCSupktTwpo2IMn5nI8OXz4+SMdbicD1gX+L2TZlguL4yWqJkXWE77kxdlOgLfu2xzzS3y7PfXp7mCwGAFBATc4XS2yMRjAjIOWDb/7ewFAAxdIKtZLBVLLBur72Le3iRTn5AIuQIyLs/emOSBVptMXuSVyUpW9Oupeea0vCfXA5ArOzx/psz0/AyyKfPcmcpRNPP5wFgF/OLRdRdd99f4TIzCxOj6NVcQGKyAgIA7nERCAtnBdR1My0SzK/lKed1mJlemZK0+wSYcFqhPyoRkkBwXx3a4ms5xZiFLSXdIFSrbaEta9cfQvJWFBZtUyuaNS6vvwh4QEOAvgcEKCAi4Y5FkKGg2kuiC5aKrLqlcJZt4KV99VnFTo4ikuAgKmJqNYTsYFmTKFtNZDcvr1t9vwbahISEw1CfT1FLpGb3j7hBCTOALf1Egk17fq/uAgDudwGAFBATcsdgWTMybRMMClgWGx5VT6YxDPGZT1lwM1cGxXJK18Oj+ENv3NPD6hUoO1re/7m1C+MZGiX2bY9y9LcqObTI1lS4NlCQHqc5lYcngK//d26hZQEDA7REYrICAgDuatlqRvm6Je++NkGgROXWuYnZeeLb6bF9VdRkeNRlslNm1McpdWyI8uD+Ek3Co6xIZ2FRp02AYDt/7u+q385ojMh/f1cKGzhB7N4dINjk0tUBdRyWCZUVMlh2L+ljwaQ8I+EVzx76FDQ0NtLe3+65TKvlThvpW+vv7fdcAGB1dm+MG1uKeAUxNTa2Jzu/+7u+uic43v/nNNdEZG/PnaIu3MzfnU1vsm9RHRD5yT5KH72ll8xYBO+HS1C/T3VcxPc/+oPoePbWyxH39SR7cVsfdQwpNrQ6tDSJN3VCWLTKFShXV8ryF61YXPXuoq5n9/Q3s7IvR2ybQ0QBNzQ5y1EGwKsntpZzN5KzJ889qiGJ1R80mEomq/v+flwceeGBNdCYnJ9dEp1gsromOba9NZ+Rqn9ufF8vyuRHYTRxn7Tq+37EGKyAg4L3Lvq4kH7m7kd2bQnT2uHR2SEQbTbQoZBe8OaeoPx7n8U0d7NuQYGufQmOzTUergxR2MHIqRcdlZrQyaRw+svrJo0WJ8HBPN3u7G9jcHqalFrqTIhHZRDIM7LJB8WbF1nRO4PUzOldH1t+xIQEB7zWqW+IEBAQEBAQEBAT8GEEEKyAg4I6hTlb42OZe3r+1gQ2dIt3tLvUNDrKtU1wxuVE0uHqh+oTzoUQ9HxnqZ19vLT0NEt0JiEgG6AaWapHNyVya1/juM7mqdPrC9ezv6OHetmaGGqK0JaAubBN2bBRHxFRdLBwWi5X8riMXVf7h4Nqe1xcQEPCTCQxWQEDAHcHGWAMf2jjA/T119CclOmtcoq6Jq+morsW8KvOjN/J8+dvVGZAdNZ18bGCITQ0xOmIhGpSbhscWMcpQVi0mshb/cKTAPxxafSVff6iVxzu2srkhSU8sTJMiEXMdIq6Ja5qYRZu8AMuLJmfmKqbxmy8XuDR9B51aHhDwLiYwWAEBAe96tkQ7+EjvVnY01tIRk2lUHBTLAq1MfsVkxYJTM2W+8vfLVensTgzyUMsGNsTr6YqGSAg2EddCL2nkNYOC5DCW03j1eo6/fnl1hyAPKn0APNK0g6FoPR3hCLWCQ8QREEyDctnBsQ3y2CxoBsOZMt89XTmC59LM6jq5yyI0JAXSeQfrZiPWgID1TF09bN0Bxw//on/JOxMYrICAAF+RRLB9yrkeVHoBeKJ1D5viSTrCIWKYCKZJqVBC0wTStsPZxTJfeHWesdTqojs7w1sBeLBuB4OxJA2iTBwJjDL5ogumiCaJDOd0XhzN8Lenllal0yF2sT+xD4AuuZEmKU7cpWLiDANLMJGRKWous5rBibksP7w2z3j29ltOdMQq1ZQPb65h306FzkEXpc3h2dMlvvSF4CDngNvn//hdgd1bYnz1KyV+dNpfrc89JvKxh+O8vlnn33/R5wMWV0lgsAICAnxhS0OYj+6Ps2s/uG0C334hz/ef8u6svG6xnwdr9wPQo7RQg4Rsgq2r5Ao2WsllxTZ5I5XlW+emuJ5e3Ue4S+xnX/ReADrEBmrcELJtU1JNIoTQjDJlwWS0mOPp4SkOTqVWpdNEJ/uUh+gQOgGoJUzEDuOYKpouoDoajmGznM2TtfK8vrjAt4ZX14rkweZ2PrSl0p109yaZ/o0Wdb0linU6V6dMIDBYdwq/+b+LRFT4xjcccj76kG2d8Fhbgh01cWIHYvzo9Oreg5+Hthjsr+mgMx3nvqjBQHKS8dz6q5wNDFZAQIB3uPBLvX0AfGxPkv17XOqHSqQTZU63K4A3BquWZvYoB+iRKloJJ4JoGuTLJVRHIFfUWTQLnErN8LWrw6vWSdDEbvkhGt0uACJOFMcwKasGZUfD1QyyqJzPznJwepyr+dUltUdpZLvwIC1OHwk7CYBsCWiGiSuKFG0LJ2SSdUuMlpY5kbrBmczKbeuICHywYQeP97RzV1Pl898dM2gUyzhFh0xO5/jBwFzdCfR3VAzHL98foz8sc5cr8q+/WqDg+JOjFzYlnMlGMJK0lgQeajI5vLy6bfKfRascw55rQ7PrcEoGdUIKWJv+Y7dDYLAC1j1bekps6c3x3IkWAFQzeGzXK59o2MvHe9oA2Flnk3SKWCmH8dECx17xbvm8lYdpd4ZQzEozTFUzcEQd0bZRy0XGtUWOp4Y5mZ6tUucRWq0hFCsGgKE5FAWXslumrJVZdBY4nRnh1dQwgrD63KWN7gFaxUGibj2WLQGgGQaW6yDaBiUpy5KT4nxuhKP58VXrPBR6gAM1G+lVRGrcitkV9QKFFYvFDLwwpvHMofW53XKnsXGzQYMucHJC8WV8xaw8R/bVMImmOnbF4nysM8/Xp/1pwJzKSty4UkvzSiuFnEQzGuCPwdLVCEuTrcxnW0jpRQw1QmCw1iGyYiCWKh8aIxT3TaezfhFzKcaSUuObxp3KE2acLZlubugzAJwR/Xlsu6QMD3VO8vRoD6VQgy8avwiGJHjkkSLX3MoH9/ArUV907nEe5p7YFupvrpCtQp75aYPJGw5/fbrEySvedGru5gCtwhZEJ0nRqKy9Kv9HAAAgAElEQVTSLcHGdXTmC7NcU69zKHehap0O7qNZ2Izrxrn5icDGwHIyqPoyo8YIB3On0NzqDEkr+2kWtiHZDRiCREmv3L+iUMS1CuSNRYa1K5woX8RwLRRldRPyJusBtoT20eDEkAyNUqEy+elCiVTK4NhSjj8+Ul0RAIDiKDxU28gDOxx6d2c54+r8+V++exLnRQk6oi4pVUb3sVv6v/yUzlC2jR88XcOf3lhAkrwdfyxVaT77+sEw8e5G7HySFqcO8MdgLRgWZ68rxFeaMLUY2Yw/5gogZbiM3KhHjHSyaGa4oa/P1iTveYP1ZGGYG0feD8A3lUm2PRL2XMOlxG/GHc6NbeWLN1fUHfevv/3i1dDckSY1568ZuXb0PgpiL8vxY5V/0TLti07tmVasc7sIycOUtvgiAYCmmRTTORINCSKRiH9CQEO2md85kGDf/ilOJyo5EX4YrIjdRZ+zF0ox0jc/rClrhcWpIn8/PsPpZe+OR2oW9+I4taRtlbReqZ4rWDMsFEY5bZ70RENAolncg+XGyLpl8lal+7vqLDCvj3DRPoXuVn+2IECDsAvcBEV0dFvFpnJNRXWBeXeUy/bZqjUUt4UOZy+S3kq+YCHJBjNGZStwYWGJE+kJXvLg6CLHUniw9Cif3Bhhb/cy9V2TyPI84M33LhlWWJ6T0MNZBFziCe+f5dakxK/qSU5e3c1LjaeJNHpvFGQcUidqGQr1MGT2MZCfZ7L+nKcat6zh99/QEObDNDjNZOYEHEdBFL3LhbyFicPB+QzuYgTFrOO6oEHIcxkA0m6ek6kyWTvBlDJJMREYrHXJ+NzdHJ4dAuBcSKfmYJGO+1XkkHe3JuSGOH5igEsXdvNGqLKSKxxfYPAeDVHxvpl+3fACf3O5HoBPPClC2J8QtG3Y6H/8GHzG2w/D2/mWlMZebEIarOScJH3Sedqt45tnG0neF6MP/1ausQuH+ZV/M8zzf3UX5sb7PR9fEgXqrTYWis00zDZTWtAYfq3EDye9PQNSRCTmtuO4tUhOC2lb4Eo6zzWrMlFPuFc5WrrqmZ5MO5LYQ0mwmBAuobkzLFuV/Kqs5Z3plmhDErsoCzbT7jV05sk7NwBIOSOeaAiIQCMxoR9DkJhjDJc0Goss2JV7ple5vRJz6wm5zZhCDMFNUhZkpswsmWwOzZhiwqnonNFWfwZpV1hh0N1IcXmAYdchb+vUGlswCwUWFwpMnhP48nlvzrITRWgai/HdQwrb7RD/7OPDzDdd4MTyvZ6Mfwu3ZDEy3cXl+U4mrEnuztXhtIxhJLwLMVmIfOlVmTFBxJ5tZdEUsZUMcmIKF2/P/rukZ8len2VAbSZluciNtkd298eZECcoGy3UaL3M1FW/MHgnXNHmfPQc02oDK9FXfNOplve8wbrc5TK16yAAnzp7gM91XeOifobLoR2eaZiCwiutOosPHmTr8W0A/KbWi5H/B040Nnqmc4tUTwe/kalMprVbVGbH6zzXAJBCEkPJMj5X4yKHIWmHyeVvbuE2+LNaMbIWIRQsn7fyG1sSSA0iidpaMj6Mf6C2nq7LT/JSIc7h2kOUR8oUpjIU4t5Ey8KizAOhe2hQd2DpA8yKAmflH3JI/h9YQsqzVAgBgSaGaBR2Eha6MYUGhp1nuO78hTcCb+qINDJIM7uQpV50aph2XmDE+YKnGrV00MggMXpxhUYMMcEN54eMeXg9LXKCAbmPVnszit6LbrUyK+lckl7ijPBtJFQ0lsGDV+ihjTKfbhlEmruLscw25ILLi7EXeF05Q3rWQSxO8YY2R8Grw4IFSDc6ZJmlO9TKrm06DR/Kc+JL3gx/iwVd4EcNwyxvX2DTxU5+e69E575xvjBjMJX3LiQzZ5t8zR7Grp0nu7iXx+d+hf6OKxype4Ely9sF3kzoBtPKLHL+M2zM/w7ZxDMsiavP5XsnBNElpVxFNPbQrD9BKvy85xpvajkgiCYh4uu25vU9b7DckMXWrZWHuaftEp3bznC9oQDeLFT/fxSHhqZlhg5UTnTf3bhMdusYR6/VIkveRpiUiEPh3krovDDuT77NLU4/ufoKrZ+XJ2yF3YMWJ+yKQXjdJ53P9JTY2rTAsTqdaR9fjem2e/jKn2+kocN7cy3L0NEIG/oWmBlLkm6dZi6U9mz8pkiY/63nAJ3G3WjL3cyYCdLOKLZ4DMejqJ8kSPQLm9jCQyScfgxqKSEx6Z7Hck94ogEQFsJsFvbSzd1EnB5MIUHJlZjhEqp7tOrxRUQ6hEqfrl520sgmBKcRW6ylIDjMu5cx3eqXJ5IgsLexCYBHG3bRbPXj5rspZFpYsEVWnGEM6RAIXtVwVvjgfpltrkRa15hvWEA3pkjUHmUemAfPOz04NmSiBX7t16MYRoEvjjSxNNXhy4m6uqxR06ih7CgR7nbpeXCelst1TB31eM9LMpGiaQaTS+xxSuwdkhlsSvAHF6o7YuknIQsue+w6hthAxPkw3wl9iby1+pMG3olWc5BdTifxcgcXlGlGxMueawDcre6h393EvCNyuNb/eWg1BIc9BwQEBAQEBAR4zHs+ggUQClUiSAttBf401Yu9MuiLjqIopBsrEayviiVyN+72PHp1J9J39wXu2TjJ3HhlQ+31RX8e28zmefSW46RnN4Gb8EUDIBIRifgQvQKwLHglneNw+GVW+g0sD1uodyXD/P69d9HntGNmJBbNMlPaEjfM71cdvZIEke3hDQBsDu+g291OSGtHc+PkLJeiM8Myr1V9DTExzAa5D4DdkfupswaQ9GYMKUreBpUFUm51Z29ERIUeuZO7Q/dSb/cAEDZbsd0adDdCwbUouLPM81K1l0NIEvj4plY+1LkJgBarFbuQQBUUZk2VOSvHJC9UrfNWpJuv38vXDMTmGZZKRV5zTnGmfsZTnXfCwUEMwSz+VX3fwmws8eWsw19/tZF02b+CFKPuEsvxNFKfRKylANUXwf4YLg7J5ASbY0kaGiFHN3835/VWDXQoEjvCBvXhMPXKICMl7yNYtU6cPa1hNoY0UnaMS+Ua0hQ816mWwGC9DVv0qezhJpJSueUrJL2N19/BvGS7rIQmOFS41eLCn8d22mhgeubd355hKWODx0n6jbUi3c0h9g/GsJcNlqwVUtk5jktvMGmtPpFdAOqVKBtiHXys8VEA6qxOBK0JjShZ0yFtrjAjHCblnlm1jiyI1Ctx7ooP8XDiAQBCZjOi3oDhxsnZLnknzZJ7ihXOr0pDEgS2x7rYGt9Ij9JPwmojZFR6t+luHMMNk3Usck6WSeFFClS3rSGK8OSuWj63q41Ot2I2hIJAUTSZ1dOUwgbnpJPMOt7O1vbNbhuvnHZ4hQz4kkm4fsi6IvhorgCKgsX3tSlOXnOZP+nPxpKDw2zidTLNBTZ0xLCXi4QVAd30NqleiC/S3TxNZ02UqKsTG5Eoe5xT1haW2dibYVPtLM1Gib7RKOlyYLACAm6b+bTE/KGmX/TPeE9TVy+yuUdkRVxBFy1ezQzz36eukTVX36pAEUVao3EeaBrgg817qbErR7fYahRDAMfWMe0ck8IpLrurj8LUKiHqw3Eea9rKvYm73tRx9BpUVyFvG5hulnkuco7v3vb4giCQlBU217bz/paddEjdxKwm0OswhcqCreyKZMsmtpBlXniDGxxZ9fXcorNZ5jc/UMvGsES4WFmtFewS5bzNHAbPli5wylmfuSkBP47twGxaAI+rCN/KqLHM94tvcGxOxhANX6oJ81KKSMcITc01CG6W0ASUvWmB9yahqE5T9yJdrRYRVSM8q3pSuOE1gcEKCAj4mWQKDidvlHl9eIRcwWEub1BNcVhUEWmKJniss5ePdu4gYsURtMrKXcMmbRfRQiqX1bMc5plVaQgCtEQjNERifKZ/F7tqBpGNBM7NvF4dB8MqoZkqU/pVDrnfuW0NWRRoica4p6WDD7Zvo1FoImLFEAwFS3ApOZUprGwXUUNFJu0rvLYKE/eTiCUEGtsdRFMjW6okRS9ZKicyKk9PTXGm5N9ZcAHvTgzbYTJfJOsK6JaL6XH0CuCGVuasc42NHY2slHJojvc2ThUN7LY5YhtKSFmdSX39dXGHwGAFBAT8HKTTDum0gxf72jVhkd76OKLp8GvbB2gSIphl0IRKNKxkGWRFjde1y7ygHsR2b397QQA6ayPUh6M83tXNo92dhO0QlipQvnkNmpWnKJUZdSf4gfEPGNxeR/aYLNJaE+X+9nY+NbCFRqkOwYiCHkIXbYqOjm1WxiwaJW64Y7zoPIXlUW5AQXP4k++n2dZcRstWcjkPXypzYnp9TjYB6wPDckll/IuSmbbL1y+nOLKSpaQ7aIb3WmNZi7P6In1NBQ5N68wV/bueaggMVkBAwJpRExHpa4qSUCR+aXsn3Q0KjmpgmS6qVKnrn7ZKfH3hJKfzE1irMFeyKNDTEKY+EiYkSPzajj4SrohZNsCRsIyKwVlwc5xWJ/m73CEM9/ZMTzIi0VYbZXtTkt/au5FaN4poCCC4mBjoloMhqazc3LeYsOf4XvkHmLep89OYm7V5alblqXXbBSjgvUq+7HJp3M8zLUW+fdzm0I0cF06v32YIgcEKCAhYEyQJ+toUEopAXBbI2yqxuEXGKrFsO7y2UunX9aWrZ5lTCzir3INsrZNpqJGJiCIhQaA5KeLqJpYNJc1gWK10SP/T8SNMqxlM5/ZMXE1EpKsxTFQW+e37e2iJSEQdAUd10UUT3XJQBYcVV+dE8ToAP1g5fdsmLiAg4J1ZmoOlufVrriAwWAEBAWtEV6tMLCoSUwSwXQ7eSDGaKnNtUSWv2aSKlUjMkrr65oeNtRLtDTJRWSAsVLo9n1tZQLaiLGRsXp6cY5xFADbvs/j03hpmlk3+9q9/vmOEIopAf3uYqCTyW/vb2NoVIWQJmCWTsuGiYbJi20wYZZ7JXeW0OgHAngMCx6vPaw8ICHgXERisgICANSGeEAlFwbJsREFAc2wupnJkVZuZjIrmQc+uliaJSFQgJILguLiWzZ+euI4gQFebyIa9Ap/dVwtAqM5FlV1IuFy7rnPy+M8udervUggpEAsLLKkaoYiNo+rookPWFZjTTa4pi5S3zfLbvx7iX7W1ATC6pHPqxIovScUBAQHrk8BgBQQE+I6sACIYrovogmGYpPIa6bzFcsnm7iGJ3t5Kr6GRaYvL126/rruhQSQWF5EUsG0HywXLcuitj7KzP8qOjQp1LQ5dPZVthWizgBMzyQo2e3bFOHk8/45j1yUr/084LBCPCMgiLJY0Tsws0xqKc2FKY65cIt5g8MBdIUJ1ceo7RMItlQOCI7UC//L34vzRfw4S0AMC3ivcsQZr06ZNbNmyxXedRh8Oa3478/PzvmsAmOba5IgsLy+vic7586trGHm7lMtr04DFtr1t1vfz0BCrGIu6pEhXp8iGIYVXj2vcuHGbv0WDiWkd0RWQBcjkXOKSwKM7E+zYFKGvX6R3sFIJl+gQOXaxxHf+PsNrR35+nbLqYuOiOw7YArVWgvs769jWE2WgQ6S13aWlzUaMVKJIIiYLGZfZZZsTR3/63zB68z7EEyKCIGBZDpdmy1yYnCXhxtjZFWP3xhh9XXHam6GpzcaugYJRSfS1Cw7P/r2OKFafMxKN+nu+6C127ty5JjrPPvvsmuh4ce9/Hh577LE10Tl06NCa6BQKa9PA0/XqUPCfgeND24h34o41WAEBAasjJos8PFTLxu4wA72VT8TQoIgTs6EGPvlrdfyX/7bE0UO3Z8gzKy7g0hMP8Ss7m9nUHWbHRoXePoHObgc9VjFTTsyhpUbi1Gu39yHUVJf5JZM4EfbVd7G7o44NLSE6kiI9dQIR2UTUDJArvzutuSyXRI69XubshZ8eMdONym/RbAfdcpFcAUtV2B5pZV9fkq3dYZL1Nr31AmHZxFE1LMdkcrlisM5c0bg6svYGOSAg4BfH+k7BDwgICAgICAh4FxJEsAICAgBoDof44FA7va1htvWEaWt3aGn7/9h78yC7zvNO7/nOcvd96x3daOwLCS7gTomiR7sl2ZYdjzz22BlPknF5qsYZT00qTjypcZKZzNhJbMeO7Xhs2ZZlS9RiUQsliqIoigQJgiRAEPvWALoB9H7v7bud/Zwvf1xApmiK6O1CEHGeKhSqGsD363PQ95zf977v977dyE2mX5Lu8zGiPpMtj7vvjK04ghVTVB4a6uc9m0vsGokxPqyQK3rkCz6a5hJRuuvNNRwuX/TwvJWnDEQtwYMbNnNPpcjWQpy+rKAY94kGHtFAwbMkvtJdd6oqeOmswZefvn5d1NJS9z6c81zSCUFFlNibG+KuwSyb8xH6Ewq5qIfmuWBDy/VoSJ+TE91/99jjYe1VSMitRmiwQkJucUpajK2FIu8a62NzX5SRisrQgKRU9ollut3VIzEP2/KxbcnEKZunvrG8tgbX6NdT/PimLdzen2FTJcpoQZCNehRjHmrg4HYCHLebQnv+oMWff2ppxdexLTbIIwNb2VXMsjEZpxQRJPCJ4iE8B7vt01EEMzNdI3dizuLT36xxcOL6RvFaq6xGI2CDt4F/tGEL20tpBhMa/TGVOA564BLYCrbn0UCwf9Lij77erTc8dGGdh7GFhNzC9PVJPvHzMY4dcvn2szeupmqlhAYrJOQmJ60rjPfpjA4qZAqCDj5zje4L+/l9a+uWvCXez7sGR7mtL8+mcpSBoiSX9cjGXOKq/fc1BI6g3nKZbLm88ILBydPLf6jdmdzI/QMb2FsusSGn0peU5LSAqG/hGBaO5zDnBpypdQvNn9q3xJmpldUrbdI38EjxdnamCgzHYmSVgKgE4VmYJjRcG0MEzFoOZ+vdfluPvTzHwYmV3b874lt5pLydsVia/kiMjBIQ8SU4Cq2WxLZsZh2PK22Lr71W5+CFsLloyK3DT/xXKotTkhcO9Nb0/OKHo3ziwTTzYz7GdJP9Z27O+sbQYIWE3ISU9Si3VwrsHk6yayxCMu8wOOIT7/NQy5IztW5kyZGLHHhh5dGRiIhwX2on91Y2sCmfZENKpxSVZDSPtOaiBhZ2x0MGAoBa3WPa9Pgv36rxmWeWf6ronsRtPFLexqZ0kqFonKzqEQlcAsfGUTw6gcJiAMfmbb58uA7A468u/1TmkDICwCOZBxmNFCioMeIB6L6PazsEiocTeBiKYNpyOTDd4PGjlwA4tbj8hqZb9S0A3J+5m2E9Q5+eICYlmm9jWR4d30ZGYM71OLLQ5hunZnh+8ge3fQgJeafxE+9V+Fc/myHhKfz+H7T57Iv2umvoomuktuoZyosZiij82LjK/jM35mT6SgkNVkjITURaiXFXboR7Bkts6tMZH1DIlxz6Bl3iZQtRsDCTNjIRAWB0ROcAKzNYMZK8O3E/d2XH2BBLMBRVKGgBUekgXAPDCvC8ADcK9Wp37YklmyeOLPC5l5ZvGh6KvJt709sY0VOUVY1oECA8G9+BesPCbvvMOgYTzQafPDDJsbmVdXAvMcy90YcB6FeGKYhkd2SNa2PZLqa0kI5PPTCoei1enZ/jr49MdNs4rIAhMc7e6AMADCh9ZEUEzdfwHBNTlXR8C3SYdgwOLs7zlTOTXGyF8wFDbi36VY2BeoyMGuOndif47IuX1l0jq3ctizuXwb5QQg10BogAocEKCQl5Gzar4zxc2sb2YpKNJY3BvE857ZBOmqSjFooS4AQB7brLy6e6UZ4vPLb8F3mSAgCPRN7L9ugwI1qGvOhGYQLXJ3B9OpaK63k4WsAly+BUrVsL9fiRS7w+szwDdId4BIAd+h30iyJpBJrv4zoGLUOh6ft0hMslq8nx+iJ/+/o5ltyVhfjjlNijvJtBuQmAlJ9GeGDZLkLxMaSBb/ssSYPzZpV90xPsn59dkQZAigp7lHdTkd1IWdJPo7gBpu3gI6i5Lo7qMu1UObBwga9eOr9ijZCQXnLfQz4ffb/Kkackn3tB9EzHr6VonS6QiqXItQPuyXZ4pVFbVw3L6xYtLFxJMauViCtRxJIOnFhXnfUiNFghIW9DUY3xYH+ebWMwusVmKdnh8ZdtDr6yvjp38jD3p3ayKRFnOC4ZiPhkFIOINBCeT7vlYLqSuVmbI3MdPv2tbjotWOZBuyT9PMCHAdgoN5InguqpBK6N70LDbLEU+Bgdg47ocMWq8eKVS3x9YmVNbkfZy3bRjfbkyaP6Or7j0bYsLCFxHZM6DSbNWfbPXeDF+dU10d3CQ5TFZqJ+1zT6vqBjOVjSRQ8s2kaTOlWONCd4aeEsNX916YqtPEyRjUS9HACOH9C2bRwCfNemJRqc6FzgxYWTTLprSwnuGFJ54AMRPvnJMPr1w0ZXBZoisLyAG9T/smc8ul3yk+NxHrg/wdQxi5caKzugslxOnZecK2QI0gXsukJZtIF1NlhXH3jnr+hs9guktRS1hZu321RosEJC3oSQKg8odwHwgdE+btvksHlLm8TYItawRiva4OAr61FfoHJn8BEA7lB30Sdi5BEkApvAa+M4Go2WoOZ5uB2Xed/hpSstfveJeTrO8tNcGnl28xEqajfaExEphCOwIg7CgXbHxHPaOOoSF+1pji5d4pmZyRVfTZpNbBKPEKPc/YITwxAugdpN0xlWjRn/CidaEzxfP7vi9a9REfdSYTe6X8K52p27ZXkYwsT3WzSsOc475/hu8yCOXH2R+SAPU2YnapDnWuxOMX3qQYPAaTIVnOeMeZbXzXMAqKq6aq3fvPcO/snHBNOVudBg/ZARAoqRFKqfwNYcFt16z7TiMcEOYTHpxKj6vXFytWMJmokKiVqBd2UDXmr0ZsLF0arJoVMR/EyRRltjqbnyiPH18Og+947N2gyZaQpKkdPNm7fWMTRYwOLL3fztvlPzPPKRQfKF3A/5Owp5K7Y43WjF3l11nqr7VBd7s3O5y/o478p2zciWiMmgXiUeSLBaTE0EHH55bSf3rrFJfoxheQcAKZlHcyWOY9GybcyWh+pbKJbBkuhwsrnAq9OzPH1u5Q/7UeVDZOQ4+EkATBFQ8xzapoESNOlYC1zxJ5kwJnmtfXHV1zOi/BgRWcYOukajSoeqU8Nv1VgQU5yzz3DGXXsKrSz2gkzRxsb2umYkUGu0jRmu+Oc45R/FZa3/Rxp55XYCmaIhDSy3u54VTLPkXuKCf4rJYGKNGl3+Rf4XeG8hxfSZU/zWX55alzVDVo8qBNKN43oZfDyiGNisf8E2QL5pw3P3MRvzUe97HUVf/2faU69KBpsphsUAzRmdIDiJoqzPM+yNNLB48sIi7chWAjfDec8Gfd1lADjtLVCctilJjYPaIkR7o7NWbnmD5VoW/9tnpgC40xvjec7zsV+8qydancUltu6/AMDh+0col0s90QG4crlbOzM03FuzWJ0ZoTTSLWaU69zqZyAt2esNcuzCLg57Bj9d2AnAI1ufJqIf568eT6567aG4zs7EAAl7EL85yKwZ5aJaY0nY5P2dSKs7eLhj+MzUAhYVjwuXO3ztfJOnTlx/p6kIQVFkyYkyepBFBGlcGaMjfNrCwsAizRYCusXqzcBC8zwMs4kqa/hmjZqY44o9y+u1aabMzrJmEQpUYlQQxAlEEk9oRBigTQdPdH8mZv0Gvl+n7c6y1J5jwj+9yrso0CghRQKFIgEpFsQcNdndUVrBLE3nChedw6tc/41KClAkKcZxUJkVF5mWVSzZ3SXP+WfoePNr1ukqVUgpG7GFwrQ8iyvmMINuKvNScHAdNLpoFMmwA6c+zn95+RX+pvbsuq39Zu6Ud9D/s4f4xudv3nTKckmKOHvyOgcWTXxl/dtg+FJiei6ur6OYCoW4yrQQCGX9I0xzboyv1OpMqm3uuSTZML7uElz0XT75+hI7jU1MGQpav06w5g3IW3OKS9SN48ScQWZTR3qiAdBW59invUTBN7gU+Ra9qyxbG7e8wdJjMf75B7tHsH8teo7jkUNMmjt6MlBVJGL8iZ8G4MPp1ZuD5bB9uPv993JM57ZtDq91ltbdWF3jlz9ic8+5Yf72+A6OVr7L153u7v6FZxZ43lz9/ful+9I8mNtItj2KuTDCrBzirBlHegssRr/Bcf0FTDsPwNmZNrSmmT89wwv1H/wCFwLG4ikAtqWGGNKHSXgVhFXEM/N0nDhGkGFB2MyyxFm+yjnxFFWlG5WLSY+EpSLdNjWmWZDz2MtIbykoDCpj9MlxYlSIMoBNDFdJUhce5/3HOC0/CfgEvCmUvorWMTlRpsgYcTlAXIziKzlaqFwMvsap4HdXvuAPQKCQZZAiW4iJURRRxlGSnPOf4GzwB//wH6zh3aegMspD6KKMLsawlRQX/Cc5F/zh6hd9G25PFblH+RBWYy9PiM/yF/yv612q8n384/dInnnuPK+9A8wVgC893v8bJqm/VnmqB+9wKaFDg4jf4eN3JNi2ReXwBY0vnOqBmUsGlPae4COvPcBtZsDz5gJWfP1fy1ORK0xqi0jnZ9hS/UXs/Le4rJ1bdx1faTITeZmC+yv0uR9jTv/Kumtcw1IX8GSGrHcvTf1Az3TWwi1vsADufKQbrVjIVzlZH6UY6820+kQixkd/cnNP1n4zrRsQMz19OkIi2TsL95WDEV5eOsy+scOkFJfvPUvXUKLy3/yUzi/sKFBpZDCn48xaKkbCAc1kwX8R9MPMAN8rvXaBt8nKKQLu7k+xp9TP3YWNAMTsPMIq4HeK2ORouxlqXoSFwGNJtqnzLL44TBtoX9t6Xfv9OqVVihBsjQwyHutudYsMk5L9KG4Rz81i+lHaKFRlm0n5TXx5fFX36e/1ui/lQaWPrdptVOQ2dL8PGeQxidKQDnX248pX16QDoInu42gjO9ig7CYlN6DIMq5I0haS6eAYvlz76QJx9WaPis0MiK0U5CYiDBKQo0XAdHAKX/bmgf3oliT/7vaHaF8c5o+OPsWS81JPdN7IY88KeLO5/jHfmO0AACAASURBVBHGwuXf/1tY1Q5hmfgEJHWPbbdbPPjRgPElyXf+raC6ivFN16O/EuG+97zABz+6SONckpfnK+uuARBB5XYvx25llLj2IJ/WJml7628ay95ubg9GSNsjXFSWeE19bt01AMa8O9jqbcERBV7WTtMWK5/+0GveGVuakJCQkJCQkJCbiDCCBfixbiXeMfO9FGM/5G8m5HscPaNwFHddtwH33BOlnAxQPQtLa7AgfU4FU7wQOcmUOLOitdIxhfduSfHh8UGKQZGIfbXezcgSaGkMGafhRnBtH+F0aDPHeZ5nTjy/4u9bE4IdmTI7M2Nsi20m5Xd3uZpTQlo5nCBJy9VZIqBNjZo8yJz8xop1rqEKwa74MNsTWwHYqu9GsUsoVgEjiGKKKIG06MgzTMq/XbUOQEyJMKoNcV/8XQDk3A2oTgmPJDZRGtKlJa8wK7+9Jh2BIKMmeSB2PwADymZS3jCqX8J043SAlrzCDGvTeTs+8YEkgT3LZ147yZPO6k9ShvSeJSQX2wa3V5K0ZNCT6BVALKXzXKLDHL2LXgH4qklh4Cg7M5JCX4fXGnEOLKx/BCunBmxJWvSJAqPJ7Ry39uGssLnvctiqFNgd1dG0IlK5k+8E31l3jbUSGqyQW4q/+qrB4o4AveYwc2me16dsnqnOsdIqyXRC4Sf3JvjpnUX6RZKIHUO2ugXrjlBpeRLTsnFVn7bqMaXMclB5ifMcXZGOpghK8SgfG93MzvQGCpQQVhbt6olKR0lhB1GarqCjGVjBElPyFY7KL6zsgq4iBJQicd7bv4Mdyc1k/D4Akl4JX0ljixgaGrZp0ZITnOVJglWmaqKKys7kMHemd1BSBsl4gwCoSgmfNJYfoe65BMESM2IfTVZbjA9pLcrW+DAPpO+iIscAiLl9SJnD8GMoBLSpc5mnaawxrfp2/NqfLWBZ61GMH9JrPCH5m28qHJno8PJEb5M9dSXHSy/2VIJASi4mDjLXv4hbdFhs9eZkZBCtMpCdYWPKxoi45CZjzFvLH3+1HFShMFJ0GYsvkIioOE6W78ytq8S6EBqskFuKF/cHvLjfAFb/gc9mFMb6dH71Y1mydpSIoRDUA0y7uxs0NBNLCajLFtPS5VV3iufdQ9RWWMmcjaoUkzH+9d7d9OlFEl4WzYkj1Bi+0m2FYAQS2zXwNGi4Vc5xlFfl46u6rqiq0J9M8N/tuJvx2DAJv4CwulE534phBCqB5+CpLWraZY5632RRrrytgBCCnB5hW6aPTww/RMTLkfT6COzuwQVPxOlIgW+4BNSZFQc5I59a1TWpQlCJJbkjN8p7CndQCAaIXG0a6pkxTKkQSJua32QmeI0z8plV6SwXy/oR71p5i2EKem6ubiRnzQ6fmj1NpqUw1+nN6aS5YAG1dJZSpQ8ZbROfFbCyKVjXRSBJ5OcZKOfIxiKYhg2hwQoJ+dEnkRS8516VWDJAV1w808EUJlW3GwaftzpMG5IzbYMnZ09zylxZt3IhoC+jcf+GLD+7c4yBSJpUkEB3o3imjiUkLe/qsGfVxVQC5pQGB/2D7A/2reqa8nGN/lSCf7X3dkajJdJeAmyNQHRDex3pYLo+pu0wLaZ5JXiBi3Jl0TjoRuT6kwnuLg3ygYHd5EkQ9RJojorLVdPoe7Q9GyPS5KJ1gv2rjMYlNZVyIsn7hzbxruIOMrJExE1hm93HniUlbtDB8ttcdk/xvP/ZVemEhPwosdjyWWz17oCAFbi8YB4lHZmjHVjo0fXXCgAtWyU3NEMhoVFu19FfF7g9ata6WkKDFRKyQlxP8vwRny39JsNagNtwmZtpMLvQ/fMLcw6PnZqk6a68vkEIGKvoFBIRPvFAH9vTSZIyiugoOEZ3PIurSAzRPUq5EDicchfZ1zrGYWd1TSoHsjqlZIxff3ALu3M5kl6MwBY4qqQTdHVc26YubM4Hs3yq9SUsufL0QlJXGMgk+NDoKD82uJmSkkdxkwRWBEvx8a9q2a5BxzU4L8/ytP8lPFZ+H/MxjUoqwXuGhvjZjdvQ3BTCUQhsDxl01zP9JoZtMSkv8IT7+XVoThoSEuIGkpcWqyyoHTQdatb6f64CKTlpTfOBika0EKExtXDTmSsIDVZIyIpZXAhoNR1+64oLgaDTMjAsieGuvZBzpF+jP6+xrT/KbaMxclJBtnyciEtgC9qBQ9WH450GAAdrM3x19jCeXN0ucbioUU5H+Cd3V3j31hyKpSCtADtw8NSA9tU2DbO+xb7GBF+Yewl3FVq5mEp/Nsb7x/v4ma2jpGUCbAlKgC0dLC/AVrsz0mqiwzn3Co8bT+CuYtRNOaVTTkZ5/6Y+fnrTOGmporgCz5IY0sZzuuawjs15f5bPNL+0ppE6ISEh30+t7WN6BlKAZfbG+Hx3qskDnSmCkTj76zdfiwYIDVZIyKqwbcmC3X1wGMb6hMALeYVyQSOiCzYP6pTy4DZsDCRNz2O6Lbnccjkx1+JTp7rpubq7+kLVfEahr6gTVwWP7s4Q0QNUxcf0LQxcFryA052u6Xl6ZpKvz6wuQpZLqAznoyR1jZ++c4B+XUVzJb4KlnAwXJ+28Jjzu4UaL7fP8ZXqy7ir6GDbn9Xoy0SIaxo/vaefwaiOtAPcjoPng6kYLARdnReb5/ni7IFlNXQNCQlZGWaP6w07luT/eLxJNttmZqZ3Kc+1EBqskJCbhHhcEEsIFCm4XLf50mvzKG4Ex9BoNgR/+tIk1bbDkrM+hmCgopGIC3QER2aX+MCmBC0jYN5UeHW2xddOTfPyTDfv2VpFuhMgFhGM9unEVIV/fn8fG/si6K7E7XhYtoGFQ833mbQ6/NXUIQAOL00jV9GaPZtUKOc1EhGFuCooZCGheBiBg69J6n6Hk+0Wf3v+GACHatM4wc35YA4JCbk+hiHXbYPbC0KDFRJykzC/GNBXDnCk5PBFn5dP25iWpNnyaZg+DXN9Iy2ptEIgJUIN+PSLi/z5M4s4jqBt+tQ7LrOdtddOjA/pRCOCZEQgIj6RmIcf2FgioCHhkuFxYK7Kp04cZ9HpRpb27lRRIyodJ+DoieVHsfrLKvGoIBkTCF8ysdQgU4mx4FocnG5zbKbJV85NcuVqVC4kJCSkl4QGKyTkJsF1JIeP2iRigogmaHYCvB5tzvSI4NKMS39Jx7R9PNuj3ZE02j7VzluL5hICFJACGq3rR5hKBYVoTJCICVQBR6ZblBILVCIpXr9oceKKwbcm5tEiHj/x7iTDAxkAhkdV+jeoaDnJouXxl39T4+kn395cFvIKsaggmVKQXgAK/N5zUzj2JSxH0jBcpps2HbdHgzNDQkJC3sQ71mD9yZ/8CZrW+8tTlN73SPG8d9ZL4UZdT9CD7sG9xvehcQNKglxHMjPr0+kENH+AWdpS1Bkqd5unbh6NsmWjipaCbEVhwfT53JebvHboB0e59KhCLKGAIvC8gKNXDF6/aGHYkpbh05eI875dOe7dmiBTCNi5tftZEikfPQ9uwsOfk6jLaOXv+pJoQsEJfDRFxXN8XMfHsLvH0hfa3ZuqqupKb9Wy2bRpU8/WfiO/8zu/c0N0bhS/+Zu/eUN0ZmZW1i5ltZw8efKG6KRSqRui02r1bt7sGxFihd2efwR4xxqskJCQ6/NW5mpXOc3WviR3jycolrpfGxqAypBCsuST6gOloDA4pvH//dkCLz7/1hGvRtPH7lNx7AAVBcuUdDoBUT/OAwMVbhtJsWVQZ3hAkCv6pKJd4x1NuChJyYIboLgKp09c33EqCtRaPkldQACdTkC17lPv+D01VSEhISE/iNBghYT8CBLVuru9qC6wPYkXgL/GPjDjqQwPbOhjz3CK0YpGpSwpFrtRwIEhiZr10LIOHVxcS3L6qPUDzRWA0ZGcPuugiKvjJB2NR/o3smcwz7a+OMMlhVJOUkh4ZJMBmt49EekFAq/jcHHK46kX21ycun4ksrEkaSyFpwFDQkJuHt45MwBCQkJCQkJCQm4SwghWSMiPADFFYWspzmhflC3DUcr93a+X+6AwJDiz4HD8gslf//XKT8gV1Dj392/gjv4CWypxBvIKQ2VBKucST3ZrrGLCRRXgOT6WGXDwqMG509cfMNbpdKNq/VqG9w1vZ1c5x8ZchMGkRiEekI/6JISDtGyMqwG4TjvgTM3ipbMGv/vJ1TUQ3FzW+Yl3p9m4VWVkp87LZ0z+039srmqtkJCQm49SBUY3Cg4euPk6uF8jNFghIWugEtXpz8Xoy2uMD3Y/TtkCpAsSEhJSAV/6RpNDB1d3HDCv6ewqF7lrJMfmwQgjfYJixSdf6a6X6fdJDMAdEZdpI8rR4zaHDy3/EMHm2CAP9Y2zs5RjNB9lMK2QiXtkNZ+0rqErVwtPPYXADJhbEkzUXZ450OFzX13eBNedsY08UN7MbfkiI+kIxWhAOSqICRvhOliWj4JKrd0NqF9serx22eFvv7Nyc7WzkOSje/rYs01n+w7B0BYfK+1xYTocgxMS0mtGx+C9H4qw7ymX0xO9NT6//GGd9z6Y5MDdFv/uj9Z5mvQ6ERqskJAVEhEqo4kMu/rzbO9PMD6gM9gHyXz3JV4cCEiUXNoRByMGVgCHDtZXpFFR02zLV7h/aICRgsamfo1CwWOoTxLLO0Ty3QeKErOR0sOo+Uxd9pdtriIiwj2J27irsIGtuSz9cYW+uEJW80lpNjoOjhFgB13T4zo+83MuM4bFp56v8bnnlhcN2hO9jYfzuxhLZBjSY+QVSAobPJ/AAUvx8TyF5pLPJaN7/75xaom/3DeLvYKaspii8pMbN/PuLQW2j2lsGgso5h2kbzI3E/DyC+ay1woJCVkdv/SRKD/5wTTvH3X4l7/VYrFHY3LGC4K7UyU2GQnUnMMdgzMcnr75TtuHBivkHUNB19jal2CsT6dQhtJAQFvxePGYAcCL+9dWBJ0UMbYmBthT6WdnOcNQUWGoDNm8Q7roki92DUK84qLkLTpRharwv1eQvhyiIsru2Dh3lzewvZhhpKAxXIRUyiYVd8hGPDQdxNUO5LYjuXTR5mJL8p/+n4VlacRJ8UDsfvakxhiOJqloOlk1ICI98E1cx8c0PCxP4tvdAvMpw+H8ksnTJxf48qHlmau92sPcGd/OkJqnIDTiKAjfIfAkpmXT9Hzsjkc9MJkxO3zrXPcY/ReOzi37fvVpOQA+Nnobj24sM14SjGR8Yn4HuymZqXXYN9HhsSduzh1uSMg7BSEDtqgp+hYTJKNpPn67yp8eWNnGcrkMxZLoixWIZkh3HAYiTQ7T6InWWggNVkhPkVL2tL9JQkS5Kz/EnYN5bhuOUq549A+5pPoslJKFl/e5610JAIqDVb76xdWlinZpu9mTG2NLLsvGYoRKLiCfcSklPZJxi5huol0d7yIdj6XFgHbE48nXWvzh/7u8VFdJDPBgci87shU2pGP0xxUKukNa9YkLFc2X2FZAuyZxza7xWZyzeG3a4o+fmOfImbdPQ2boFm49oL2HbZER+pQEJSWC5tsogY/nmFiqgivAsB1sxWHW7prT5y4t8OzpOc7Wrz/7cCcPAbBduYt+KmTQiQY+nutg2D6+UAh8H1u4zLhtjtcXeH7yEocWVvaA3KiO8aHKXQDszRUZ0lXS0sEy2hjSYr4W8HfHlvi9p5dnPENC3tFIB0SkZ8vnIxrViTStWAlcnQGhA70xWFgJzJkydbtA27FRrWkIDVbIrcDmWIG7BjPcPq5TGraIDVicNS0ef6bD8SPr0/xTI8I90T3sKVXY2ZdgtCIZqHhUBiwSxQ6RnICMTzshUb2u8dn/3ZVHsBIUuEO7hz3JzYwn0vTFA8oRn6xuk1FtdCyE9PE8B9fqGsn6bMBl22f/uRb/12erLBnXv+Zx9nK3fheb9QoDmkpJESSwiWLi+Ta24+DqKvW6T1vxOdPoGp8T8w3+7ydm8eTbh+IT9HEXHwZgRI6RkXFivobvuviupGV2MPDQgoCWYVLz20y0F3htthtV+vbU/LLu1zB3sVU8AEBWKRHxk3iuh+m4BKqD51t4VosmdS5ZcxysTrFv7vKy1n4jQ2Irj8Tfzc7oYFcr8Ahsi0bHY8H1OW+2+PrEJF84MRP2wQpZMVFNEFM1LN/H9n70Gha/mUcfbvJPP67xzGfh0y/3xmS1XZiZTHJFKaHLKH5dAGd6orXYUpm7XCZZr1B3DKqN3hnHtRAarFuANCkeLg9z3+YoW7ZZREcb7Fto8Xt/tL4z2foY5r353TwwlmTLiMvgWIvcaAN1pMFGNI5ctDl+ZO3FxiXGeUB9kD2ZfjZlFMpxk/64Q1ZvEUUiXBvfVKjOK5w44/L4d7o7m8XF5dcDlNkNwN3i3WxSBhnQImREQAwb1XcIXB/DcTBbHp5j4zQsmrJrei51mjxxYp6vLSOVtolHAbhdPEC/kiEbJIgELoFv4rgOTQua0sYzTcx6C4M2pxqLfO3UJQCOzhrX1dDIs1N8mLLYDECMLNIBW3No2T6OauMHHSy7jqs0uWjNcbh6iZcWryz7fgEkGWeUh4nSB4Bw45gCfNuhjYEemJhqi8veZc60J3mufnpF618jTh9380EGlWGk3TW1DbONr5rMN5c41Jzg6xdPMutcP9p2PQpJQa1z855SCukNWTWFHqSI4tFQq9h+b0xWQlfIaikMz6Hh9i6NfV9cZ0+tTLQU52t+kyV17Z+NN+MQcPgiDDk54iQ5e6W97hrXmHdcTk4mcKN9VP06Z6yb84TwLWWw7tmjcH9/moxRpDab5uKcztlGm3Pi1Pf9vZLsZyyRoJhzsPQG51sdLtXX9wOWkxU+WB7lth1tEhvneaHZ5AuPr3+jxNHgTj6ev58HxiTbx6uUxmZxR3wm5foV/W7wHwTg/frD7EnpbIq1GYgukVUCFNukOgcn5yy++vjazFVF3gvA/fK9bNbzFIUgKi20ACzLRTMFraqHcHwuT1scnK3zyWfmubiwshN8BXEvu+Q/AqBMhbgSQXXB8yxs16NuuTSwwO0gogaLQZMzzXmutLtG7rGjyxvJ0S8eZYx3AZCUBTQvgqX4GI7EMa1u9MpdoqPUqfk1zjRnOLIwzbn29U3VG9mgfJC0HIcgCYCtBjR9B9e2kdRxvDp1ZplxpjnWPseMt7qH1bDyCFHZjy+7j5W2dDC9NgQt2u401dYVzjvnOe9NrWr9a2wTHybNOJapMad077nhzzJTPc8LS68x5S6uaf1r/MrWO/nvf7XDf/uF8zy/7+YroA3pDZoikF4MJ0jgIdEwsemNWUiQQrRHCTxJJHYaR/amWe7h/SW2VsepzmWQzmmI9yZtfqhRJ9/UKJLnqH0OYj2RoSaXeK3RpBmoTOnzVGM3ZxnALWWwfuXn0jyiD+KcG2EmOsBZt59j9Qwv+tMAHNFe5iH3fh4qZNi1pcrQxmlSY9MsFq/wFwerPPallRmE/gJ8bFOFQnMz81MbeaXhcUI7D8DPuB/jQwM1tm86i7rb4+JZA1j5hyuiwt5igT4xhGgPUW0WmKBKTe2+JPd6H2fQ19C9GZZaS1QvebxyqsMffHv5L9GNqSijiTKFoB/NGqTdzDDnS6aVBkvKIlv8DwCQEllwTDqmxcySx6RvsDTb4tkrVf78+R9ch6QrCgORDANahXhQQHdL+G6GtlSoY9FQWtTkAiPix7rXLAv4foSOY1EzbVpqm6hso9ot5oIqZ1tzvDqzwCuXv/8aVaGgolISFfIMgowRyDieiNDGoiFcPNliQHkUNegOHrZlQNM1QXg0jAZROginQVNZoBZUqbt1npu9SN39hz8bCgopkUWXGaLkEKQxRbcTegSNgrIXL+iGttuYyKBFx3e4bC6C26bdWqDqz3HGmGLSri7jf0qgEkcjjSLSeESIiiS6MoQR2CzKbvH4UtBBCQysYJ6afYVJ/wxNuXJTJVBRRB6dHAFZApFliUU6dM17IJfoeDMscpF5++KK1/9+LQWFAaJiAEWUmQoucsGbp9G4AMBxuX9N63+/lqDMg4yat/Nv/s+v8Pzl0FzdbGjYeER7srYvJZZ08QKHmNMkofm0RHcc03pjeB7nlxrEmrPkSuCk118D4NlmQOupFLI+QHX0YM9e/AvKNN9yTpBzbM4mX+hZJ3OpeByOvsKUm6Ya+VaPVNbOLWWwLl3xWCx4KLaP7UtkIDGxsUV3FyyVOio6GSVJSm+RS+hk0ipaSWXrVh1YmcH6j7+W4RF7lPnXtnBwaYwr9TanOA7A68oJ5JU2+4ILnHtplq+eWnlE6f336PzCrlH6jY0Es2NMT23gZDtH4M0yp34VgIPaMyy2dQoTS1hXZjjcnGLGWl54+N7NGo9uLLMlMkzGHCKoD1GfrzDrFJjoCAKuMMdXOaF9F4COLHCxJkh7Sxizs8x4c7y4+A9rdxQB6Uj3R+8fbxtnQO8j7hWJWBXcTgGjlafRTlALNGaky2VmaPNlJngOgLbo43Kgkmg55FyJvVSlKRaZtheYMOtXNQRJTWdjIs/25BgARaUf1c0RtSv4dhbLTdH2dZpCsITLgjLPhP85zgVfYYE8ADkyRH0JVgfN8TBaVeaDeerB9xdUCiGIie417YyN06cME5MlIm4J4ZYxhY5FkiXhUxNLTASf56z/Ra7QNXJRQEgb3zGo21fwefuXunL10ZVT8gyyibgskWAQyOESx1QidITHBfl3nPU+hSpUfLomLZBXf45X2JpLQaHICCU2E6MPXRnEFFEMEeWS/2XOBX+KlCuLrr0dGhq38ShRMYjGRpqqxhn/yxwKfrv7F3qQuftnm7czOvvL/GHrs/zGpT9ef4GQdWFM0znXI98rJRg0yQcWH7ojwqZRneePB3z70vqn1WxMYtpF/uu7I2zfYfHYQYXj1vrbEksxeSZ5hFq7yPb5H6cz8iU8ubrefNejoV1BDR6i7D1MVX+2JxoAIghQ8dFIrvRRdsO4pQzWv/+DDp/pO89IbAHfOMWlJZ9z6iy8oQb2ucinmGmX2X0xyQbbQr1c54JX4/Or6KPzjQMdlmKXmZu22dc6wAuxv09FvqIc45UaUFv99fyP/6LA9k4aeyLKdCvA1atc0s9xiK/j0g2ZXlSOcBGgefXXMonHBP/mE0W2KRWSS0XMuTQ1L4LfUpnXDZrMMal8nUCcYubqIcEZ6Abh3ibYUs6oPLo5x/vHRgAY1fqhncdr5TEbedp+nrqZAkWn7dlYTHKFJzA4xbVX99K1Q4k+8KYysqgqyER1dhUKvKsyznBkEOyuiYnYRaxOGpMUhkzR8iKoQmBJA0tc5LL/FTx5Dg+4Zgu/Zw8l/8CQqEKQ0DS2ZYpsS48wHtkAQMKvoNklAitHW0Yx/CStQKUmHVrKDAv+k/icwudN516uYxgUIYgpOnvjO0mLMgAlsQHdK4Cbw/PT2DJGRyjUZJNZ+QxucBSAYBVmRCDoVysAjGtbKQfjJIJBhMzjygSG1GgKl2ZwAEceXLnADyCrJnh/+j1U/K1EnFEML0M1CJj3v4slX1k3nTdTLAjuuR3+YuF3WRTLS/OG/HA45/V2yptPQCZhc/u9Afe9TyN/1OPAbyu05fqWivhSkkzA+N1V7v8lwfTfKRz/u9S6alyjrGZ51N3EKDpn1EEOepd6ojPi7WC7Owp+jlfUMywq0z3Ruc25jw1yO3OBYH/ybE801sotZbAATs/5nGYJeOuUlScWOSkXObkArDGt+/mv+3yeGa5aj3XnwBmDqr9Afcrm1fMTvHClxnFvDtahK8L73hdh2xadUgM8y6Eu2tSk5Jw3z4v+DE/p30GuMIQwVFH5mfsz/NM9Q8SMbv8ipRnHJYrhawhbYnYcfK1JTWlyWpxiH19Ecv2HmqYI8kmNRzbm+fFNo5REnoSfR1gZHONquo8Etpek5UaRlkJbs7H8JgvyNEfkYzgrOOabiqj0pxL81PhmdmU2kPKLSLMb3w/MLC5ZDD+JpsZBg5Zj0OYSp4MvUefEiu6bEIKUqrMnO8J92d2kZImk1y0kl2YWV6axvRgddJakh0GDOgeZkV9bkc41FCHYEClyR2onFWUIgIw/RMQr4ds5HC9GS6oE0mA2OMOk/JtV6byRhKrxY5UtANyfvYOcO4pmDNHqpJl1fc7Lo5zh02vWeTuqNcmv/t2p6//FkFuCmgdGzEXdESFuKrR7VB/l6grfPqWx+IrL177Vo6IlQIsusG3nQW7PJwk0g4O98T0Ma1F265KYyKDEtvGEtf5C2SDLHdkco0JhiTKT3gDTPXrProVw2HNISEhISEhIyDpzy0Ww3kn8xm+3gFZP1r487/G5fUtsjwc0LneYuqxw/IrNk9NTBNfpufRWpDOCoX6NR+5M0F9Q8Re6azi2j6VYtKWg6ltMBnMcc6s86x1kiuWdNsvEBRsqUW4bSPIr924g4WeIuSmUThwLHftqOqEdAde2sYVDS/WZlVVeF69zSD697OtIRBT60hF2VzJ8fOs4I7EKCS9LYCZwrh6ZcWWUjifwHJ9Ab9J2DKbFBV6T32GR5bcm0BRBWte4s9TPuyqbGdD6Ub0MmpNDsbvRMo8kZhCl6alY0sYN6lyWr3Cczy1b5xpCCFKazgf7drEns52UXyLiFgEIzDS+zGCoUVqBQke26MgpzssnWUsxlCKgkojy6MgonxjZC4BuVgg6aZoENNwql9WzPBP82ao1QkJWw5Iv+fQX4cyiwbNPevQyHrH/UpL9v9+z5QGoSYfXMi9jlaJ861LvWiiUci3G0rNkojptR+GJlbe5uy6DkRibBztsji+w5HUYmo4wfRNOwwoNVshbcuiAz6EDbVin48mBDyiCuabFfMJEut2HVcuSTDUbTC8JTiy02D97mZPG7LLXLeYUBks6uajKv/7xQYa1GF5LgzaYrodQXSylW73VlDZzfsBkYPC6PcmrzussyOU10AQopBT6slF+6o4SP7t7IzE3jW7Gcdo6TiAwrjY09VwLR3VpCMmUrHE0sBxdrgAAIABJREFUOM13g6eXleq8RkJX6U/F+PmdW9ieHSQT5FDdDKqTxrcS2OgAGL7E0V2kZ9AO6kyJYxyUKzdXWV3jtlKZ9w1tp0+rEPXSJP00WF3TaAc6ZgAOJr5nU2OKEzxDjdXXPggBGwoxfmLrMD8zvoOk0z0V5mtQ9w0Ms8UR/xSfd79M0IuK9pCQ63B2Ec5+MeCdkuw5XLU5XF3/Yv03Mq9dpLJhiHxcp7/Vgh4YrP4cDA9XGckKcq7NBlPwSmiwQm5VOh3JmfM2/2HGRZM1tha7L+4rVZ9z8zYdb3XnQMpljXxG5YN7EmzoU6EdoJgeHWHT8AIWXZPFqx3Wz7YNzizVeXzuFcxgZSdC+4oKw+UoCUXl5x4qk0VBa0tsz0fVHFxVfK9GY8GDGd/lqDXLk82XmPOX02KhixAwmNXJxCL8Dw/vYChWRHNjqI5KMhLBQuAGEt/tarmag6kFzIoqB/2DvCyfW9F1qYqgLxFhT1+Rf7bjduIyS8RNE/Gy+KaOfc3X+B6W18F0TRbVeQ5532RyhbVkbySiCUYrOuVEhH/5nlEihobR6D74q3aDSX+Gby5N8IX6gVVrhISE3HjO2lXOR4+xs5zilfmLPdGQsQ7poQVKFRdhOASTYaPRkFucpaZkqenjeR7nptenYDSQEqFIzsw4PHZgnuFEmpKSZn6+xUxNMl31+NLpbq+ks60lvGDlp4CSScFgv05cF9wxEqVcFPgND091aQcmHc+j6hhcMrvXdKRW4+krZzljLn9oMYCuCipZjWIqwn/+6DbKapqcEkeaUaQVxeoEeK5H2+nQEd2oXF2anPNq7DMPc8Q7viI9TRWM5mPc1pflo1tG6UvGiHkRFEcnsALswMfxut2lXc2iodhMyss867zI+WBiRVpvpq+k0l/U2dMfh4iF5xlccrrR0udnl/jD115j6S16i4WEhNzcLNkOfz1xkdysymyzN5/hSbODUZhBGzPwlxyO1JY37/VGExqskB9pJi95GJ2A6TmP/UdNPHcR14WWGdCyPJx1GHERSFC17q9T0xaffG6GbbksMT/BzILkzIzNidkWL1zupjbrzuoeKgMlleFChPdszzFSiVBQNKyGhxYNMFwbV/iY2CwFAZfcbjz8QGuSx+dfWnFPm4QuGCxEycY0fn7vMLvzeTRbB0fBNXzavoPrBHTE1aHS0uKUM8Onlr6OK9fegKhcVhFawIl5g//8zFkOXjCpXn0Yz7QdvNX0lQgJCfmh43iSiUWLREdQrfVmxNC8EfC6VaWStjgwaTFRvTnnRYYGK+RHGtuWXJ7xeauumcEqolVvhWlIqk0fU5foUvDZ/XUcu4ZpSgwroGZ6+Kso/H8jg30q5YKGrgs+cGeafAo0xyMe07B8GwuPOTeg7kieX5zhO5e7EwFOd1beS0RXBaP9UXJxjd/4wAburqTBlEgtwAocXEViC5e673PG7LauOLQ0zeNzB/HXqQ/QzKJHIaniWh6npkym62G39JCQdwqmKTHN3m2SOqbgj79s85l9Npcm1qEvUY8IDVZIyDK4cKG3BqBS0ohHBLoiOTPfZns5RcOwaFsetmVztu5w5EqTb05c4Vi9tqqTnNcYKKvkswo6sH00gghc8DVc38YSPouewdmWyaHZBT4/cRKA+joPop2Z8Zm5afsvh4SE3Oy0lgStmzMz+D1CgxUS8kMkEu3uvtxAIjSB68Prkx1eOHYe21YoRGI8c6pOteVSNd01RcrSqe5JqEpZRddAlXByvsXegQgdCQ3boWrBvit1/ur1CeY6Js46RQFDQkJCbjVCgxUS8kPEuXpMb7Hm47ld0/N806PVkdhWwHzTx/XXJ9SeznTNnKIJAiFRFcnvf3OOkewSJy87WLakaXjMtWxMLzRWISEhIWvhHWuwPM/D83pf16H0YsT6mxDi5s0xrwa5xnql5XKj7tt6XM/cnM/c3OpSZkMFhbERHal1a8VOn33rdebnu19PxhXSMRWCgMD1mak61Fs+801/TanHlRKL9W4syBu55557bojOr//6r98QnRv1+fmzP7sxzV1dtzcjaN5MJpN5R+n4/o1Jsd+Id9yN5Ea+T9+xBisk5IdFOa4wWI6QSkqyOZUdO3R8XfLCqyavHFzby6QQVdk2mGDrcNecbN6gkczB2CYFNROQqKicnnb4X/7nBWrV738RX9tvnJ1wiUY8FAGmHZ7WCwkJCekFocEKCVkjKU1lvJhg+2ACgN1jcfJFybZNCpbmIpM+sZLKrrviVH97kfMTK995jiYT3DlS4LbhJKMDGv2Vbgpvw7AgSLikKxKtEFDzfVoVnWRS/AOD9UZs5wf/2c4hnY2jGrt26lysdl3ZsbM2J46FRekhISEhy+WdFfsLCQkJCQkJCbkJCCNYIe9oclGFzUPdH/NsTlAoCo5dcDl5bu3RmOFoktsHSuwZSjNS0hgd6O5XYmmPcl9AthKQ6fPxEi5eSpBYUPi5n0vxH/73xrI1RmIZ7hscZEdfitGyzoZ+lVIhoFjpfv+xjEOuTyfI+NiajasJatM2xbzg0vJmZQOQj2g8sqXAhkGdu7brlAcDhreqqKVupGuyZfPjH5lZ/oIhISEhtzihwQp5R6EIwYZknF0DKXaOJugvwcBQ988KfT5OIiA3rPDqOYP/6TdrWNbKa5DKWoo9xUHu6i8xlNcYLKgMVQT5Ytf0pLIu/z97dxokyXnfd/775J11H119d889gxkMgAFAgCAFAiTBlSyZoiRKlPzCXlkbIa+0u1qFwvJaXsvHehUbYdleeXclS0GGDlISLUqkSJjiAYIkSNzAYAAMBsfc09Pd01d1VdeZd+azL6pBAiKEubqGM2B+IkBEkOz8d9bR+cvn+efz2PkAwwpRkQQeJGrC+VM+D3350jbPtoXBvSN72D9SZe9IhpmqRqWUUMslVAoxuj7Yt89QJbEfEnUD6kHEXCvgDz6+zosvXVqALKk6d4zXuH9vjYPbDLZNw+hURH7UR1QSutpg/avV+fSpwlQqdX2pjSfUV67fibg0YKWuKSFAEYPtZ7aSLXRuKoxwy3iZfeM2O8d1RkZiJiZiMiODLVjMSoAsRiRFWPcM7nq3ymPfvvQnTQ1hcFduHwcqNXaUs0yXdEbLgloxoWRH2NqgTk5XUFUQSLrtkL6m89KrPZ58ts9zz188+OzQZ3hvdR97y0WmSwZTOYVqBnJmQF4NUZMAZfMJItdRiWREvS4504r5i29s8NxLl3ZO280qH9q+k7umC+ydMpiqJZRzPpYeQAxe3+fY8UGw+rNPbVzy65RKpX5w7dkvGJ+Ax7453AdofvoB+O8/WuBrj3r83meuz50g0oCVIqMpTJQUGv3BRTuSkt4WLdxtKSo78lkmSgZ7Jk0mxmF0IobcoNay73O+GfInn+xfcY2D1g4OjUxyy2iR6arKdA2qIxF20WW0GKHmVQAUGzxdY7nlEHS5rHA1Ksa5J38rNxVrTOctxjMKo1nI6D4FNcISAfrm4/O+G6Kqgq4b0xOSY6sOn35kgwcfe/tzVFC5Vb+Vu0o3MZ3JsM3OUDMSynqCSYAhBUiIvAhfDh41DnTBejPmpRWfTz9W5+tH3Yuei4bGPfkDvG9yO7eNF5gqSSpmRF4J0KQg6EV0PTjb9fn844Olkr/5dLrxciqVurhf+rDOuw6Z/Bfp8plHhhN8kjjm789OcLObJx51+T2WhlLnar0jApauCgxFUDZVMtrglJZ7Ab04uWZrxgxDXtWQSFRlc90OIbENwWr/6vqHxrQc+0oVdlRtJkYEk2Og5jwia5Cq9HLES8s+H/+zLle6kHdZyXNneYZD4yV2j+uMVEPGx2NKYx5a1UMZGUxxdbMWr6x6fP5Bh3br8t6rkhjhfdk72VeusL1sMlvUKGV9qmZIQfMxFUkceSTuYGmElivxLZ8nTrr850+vX3Kdm8Rd3G4fZJtZYEq3KKsxJU2iywAtkUSRxPUFzuZnLQqh0w5pRhEvLnV45NUGD7349sFHx+Yu9X4OWDuZ1YpMaBpZIgwZIuOQOIjpu9BNYvpKQF9sTt15PU6st/jccyu8tvr2IcgmD8D92ffwrtIsezI2JVWSlSFa5OE4MQ6CZjvh2JrDnzyxzKMnnEt+nVKp1PUrX4npNWMkxtBqTGcFe4MR9jZzvG+0w2dYGUqd3XkbfW2CSK9Q6DrszDQ46/hDqXU1btiAdfdtKod25RmzbEY0CyOy6Hc1gr4OQL+v0u4p9FzBXLtD141YD/rMR0tIrs/QVRUVxo0SFdtgMm8zklfI5RIKm6M9wvTB9Il0n1Xfo+kFPH/a5+S5SwtcO5QdHChMcnCkxFQVZsckhbJHseaSGXGxRwchwMn73GYYFCYEv/3vO5d1DhmKHDL2c3tlip0jOttrgpGKz9hoQKHsYuUFaiEhyGyOlomIoCcpFMRlBawdHOIu43Z2WiWmTZ0JQ5JTQrKKhiZdkjDB8wOCLvS8QUpcCxOeONvnk19f5/jipb1m+3k/B5VbmVBKlIVJVoAhfZIoJA5CfF0hdiAMIyJtcLe2Hruc63V5aXmDP3n67RvD9c3Qc6f4EXayixpFbAmGVBCxRxhKXC/EF0As8dyI9djnVGfQKP/CUp0HX1u96HlYlLlP+xEAbtN3UlNVclJFifp03YRAAccNWY16HF5d46+OzrPQubJRq9ns4A/4T9yf59YHBL/1ew3On70+v3Op1A+KX/xggwMTGf7PP1I531eHUsNOTJyzk7ScImJlA4YUsAJfpzk/zkp/lJbnEIWvAmnA2hK//msF/t4deWrCRO1YyLZF0DIJezZRf7AWUa9l0Gzr+I7NIVtjpROx3k+oOz7LYYO5+CxrnL3kmqYwkSQUFANb0wjlYFQkYwnyWgY/FEQRqNKkFXm0kg4hF19U0qDIdm5iVhtlW67IaF5htCAo5AMKhYBczsMoDIJPpuhhFjyirAt5j3oScHfD43f+sMXC4t891JSV49wh7uaW3CS7SibTpYSRkkM55zBSMrHzCkYBsAehw7RjWl5IffnyhndH5U3cLd7Nwcw4O7IKVctlwgop6D1s+ihxCJFK0Fdobn4XXl6P+cSfNVm4jCbqnfI+bhN3MakUGREWORmhxC5xKHF9hciRyDgicSPmvR6NYNBY/sRcnU8/27ikGjfJDwOwW9xCJamQiXU0KQlDHy9U0HwGoScJ6fZ6OHTZSLoAvLCyxN+cukA3fPsQJzA4IAZ1JsReCpTQYw0ZRbi+T6gm+CJhLXLw+x0c0WE1aPDE0jyPLV/6Hy4Vizv4MNvV/QBkExs9jOi5fSIFgtDD63Y47SxzeG2Rby5e+XD7RycO8csPjAFwx3u6HGUhDVepG5K9ORviDnFHEEVA2bRIEtgItnZD9Tey4pg9q3uZdgrsVRqc58pbMt5Ow1U49doI5vIYS2v6UGoANMKYc3MjmPVZFv1V5sPu0GpdjRsyYL3n7jw7xi1yHQVLNYiERSxt/MTGi7MAlPIZqjJLM9EphBkKlsVIoFHToBp7TCbv5jznWOIMq/KZNx1fpUCN7VSoMKIWqJkZ8naCbQVk7BDT8pHmYOrEsmKsqEDsWfQdE8cx6boqHQ82/IBG0meNVdbFOQIab6hRZkbeyW55gEm1wLhpMGbDSCYkl+lTyQVkc30KJR2zOHibrKKCVQJZkoS5mKoF5Rn4lV8p8B/+tzwd2vjizSNOFXkbdyQfYK8xyjZNY0QNKKh9cgpYIh5MP8UaTh+czZG9C2s+j59z+eNPXdr00Ji8B4A75P3sUGsUhcQiwkQQBj2CQKXnQFvGBEHMhXmPkxuDL8THH65zYvHS/oBN8cMA7OJuSlSxYo0kjghCieMLeoqHkXgETo+23GDea/Dq+hp/c/ry7qKmxI8wyu0AWLKEwCRMJH0/IFZD6mxgRh6B06YRr7EebXC6u8YTa4uXVWeb8hEqch8ARlIiETr9JED6Ib7i4SfrhG6bFnVWg3VO9pZ4pXv5d4S7xU9R42YIcgA4SsSq76PLPi33AsvxAs80X+O0e+nTpm/lQ9pH+OnaPjLO4Hf81JdX+LUvLVzVMVOpv80QKhnKRFqb3pC22bFUDTsaJUYBsY4rhxN+LFVH7W2j5+qY+VP4QxqFidF59tu7aFgz1NdPQeGVodRpJA5PnTBpGxM85a3AkDKWq3g8ueLQjoucMs7Atdl167LdkAHryad75G+FvYUsWiwgliAEhq6BNnhHE6kTSB1byRALm0DY5BSbSNGJFEEiYmJG0cVezM2L6WJymFn2McYMYxQYUQxGNIVCxqeYDbBzfXJZh0zOwcgNwoeZdRDodC6M01Usetj0ZZZ2aNJSVOpJyAgeqzRZEyu0OAXANvkeZphlXGQZU3UqakRRCclofYpaQkaTZDQNU9Ow1MFjqKoQSKGgJJDEGjKOqK+O0njqDj4gq9SlT0N4LCkX6DO4WO7gAUqMYkoT4oAojnACgeZJwn7EhvCJfRe/4fFyaxDODi9s8FePO+zKlNhmTaBFBcy4QuIX6Eca/USlJXzWRYM+LaZ4PwCWrCITAz8MaLo+0gxxVI+VuEu/3aIrWsy7Db51dpXDC99drkAAqlBRUCkzRoExkFlCNHyh4RDQp02FQ4P3FguHkPXQwfFcWkpAFK3j9Rr4apt5d5nTnVVOOa3v+ewIQDCoVWAKBQtBlggVV4QIBDlxMxGDIfSedEjo0or6WEpI0m8RuC2aco1W0uDZ3om37fMTCBQ0MowDBorI4yNRMLHELJ4cjHJtsIFDgJb0IOjihxs05AVaSYMT4bnL+HYMKhqMIkQRgxyWmKEj+4Q0AZj31+mGi/RY58Xo+cs49luzGCMnZqjEd/L1uZM8feIRAF7zt77x9G7zdvb/vRf55IPpqNj1SNO+uyXT0Gp4ku25Fif8PChDerpVqnQin9sLy3gxHPOH07cURvDS+iLKqS7FAxpmdShlCNWEP18KmGjmObVzZWhdWEKBb4RHObVR4ET+cYa5698R6wUuuFVWjG8PscrVuSED1n/6f9ocvsvhY+8ts7MgGQGMQEX0VeLeIIwEviCONLohOLGCH2s4icSLLLwIAhnj0cWjjbP5BIKkh6rkycgKeVmkKAwKekJZCagYHnlLIZ9RyOZVzPzgo2PmJGbBpVPq0GtZXDhaQlNsEixCqeAJiSt9smhodAjloHemL9bwqeBLjb4MySUqThSihxFmlCCDQWNz6Ebo6uAuTRERSRISehHOqs3504foPXwbpVaGGc3ACCUqHg45GpvTnxfEUXQxi4wLBK5Gy+iRFT2ssEvcbdFTmiz5Dea6LdY2Hx28e2Kcf3X3GKW4hu/kMdwxnG6BflKgE2dZJaFBjJCLuOJLzIknBq+5MklDWoy6JqpsofldZLNLWzY566zwWndwgZdSUtAGX/FJs8JeewdVOY0SFJF+mTDM4wgdT2bZEDF10WAueZCTfBGAdUawUdBkjOEleN4GfVosJ2/udxIIFCEwxSB0b1NnqYkZ8oyjRyPIuIQvDFyh0xMxTeGyJB/kbPIgywxGQm1hoRASxW0C16H9Nj0FyuafE0MYzCg7GGU7RlLBoEZCARcNTzFpCIfV+MucTj6DKe3Nnw5BhvSDyw8lCgrjyhSz3EIu2U4k8ngiT0tJOBV/hmPyEyTyDRciCVzlslZCwB32Xm6LP0wz3MbDycf5S/4NXF7L3mX5h7dk+PSxozybhqvr1rDDFcDPfmSd/+6nDH77V2OODqntJpQh+3LL/ONfiiEL/+9/TDjhbv16SyEhNdHlF/6+QrnW5/97JUtiDWddp4a5SEM/QMmdJc5cWqvElUiUiJ5RJJtM4agnh1aHOCQREYbMcPFnp78/bsiABfDo4ZBHD69xy0yTu7eVKGpZSlqOnBw0Ddtxnm6/SehaxF6Wrquz4UE99mgmHquyzhLn6Mk3T2GcS9ZwOIjkEIYyRk4WCURATIIUEqEIFCExNqO5ravYpkKptgLZM9Ru28fi+hhPfWIGl4RW0qLOGmfEs9Tlc9+pc0Geock042Ibk8kEE36Bcc2i2A8pioBcEmCGDobr4m9Op41UJDWjSNLbhahPUGkVkJqOq2gYAqRwaHOSC/LLSDE4rxVeY0UBiwp2YKCtS+ymoJF06cvBPHwlr/IP7xnhf5nZDkDGL6F5JYRTxuuU8JQSnahAw88QBRpm7ODI86yIL+HxGq8Pnjdfv12Jgf7mP2+gK4KyabKvUOHmwgwAe60dCK+M6o0QuSU60qQXZegkCusyoCWXWE2+RMix7xznTTHqLYKCJgQF3WS7Pcpue5ZxZXpwXnEN3a/heRl8xcSTNn2p0pIhHmtsJF/D5yWA73TPXSwvqEJgqjr7rGmmjUGdMuPkknGUoIoMSriJgSdNusTUZYtu8jjO5mfhSq5HihBklEFAvSO7jwPGIbL+LHFQIghKdNGp02Ex/iqx3PqpgIKp8PMHDvCR3I/y6qkyf7z2BfoMZ8rhjf7sWPpEYwpOrWUpvRJz1FFAHc7+mLFMSFQBswq1PSq6DcO6ipeKgkM/dYGxd6mM/YrGMvbFf+gK3BrOcmcyTRglPMgLQ6kBcHNwB/vj3dQTl4czwwtYd/nvZZfcz7wf8VjmzNDqXI0bNmC97thCxLGFdeDN/SNFVSWjGiRS0IkD3OTSLmWJ3GCZx6jzMgvBTvbIHewMavR9nXFf4HkBjuFSswfH8zwPveeRMyJMW2LUnqc26XD/7xY5ueHz0mdDnnz81FvWclnkHIuck0AI2XaWfMcmrxn8zC9YfHCvRiXR2a6VAAjqBfx2gX7foqtHhIqHqyS01BZLoscr4hVeFF97y1oezUEQkgwC0KaRssLv/vIY02qJajJ4QEDvZ4jaNn5i0PNVpCYRqk+ohnSFxwKnOSq+TF/UL+k11VVB2daoZW1+dvcO9udmMMMyAMItESoFApmjGxqg2ERGQttz6DDHSflVOpuh52IymkrJMslqJj82sZ9d1ixGWEENBrViL0coczixTS80UAR40iVglfPyq7R45iIVvksVgryuU9AzfGBkPwczexFBcXC+QZXQzRHFORzNohsqJElAJBo05NOsy29ecp03UoSgqOvcWp7i3vJBAKaUnSjuCIFSwiXPRqTQTdqsJk+yyJeuqM7bUTXBrTtt7tuf4dXzz/Mba4/iJsPpg0ml3soTL5g88QJDC1eve6Vj8In/K2S5o7DqDW+18A1N4zNHKtiLYmjhCmBy7Cz3HXoGV9/g6xcS+slwzun2ssYhq8uGMHmkpRDJrd8FQosVbh8z2Gt4TAQ2j12n9143fMD6u7TjmHZ85bccERuc4QhnwiOUW1Ue2J9DaZXYb1uIlklucyqyWIgQto+1EaBnfELTp5l4vLSwwh994fLe9b7s05d9VgLoyDxT26rkuypOc3ABi4RPO+zRj2HJd1kLNU56Di97KxyJX6EtLn2POwDDFOzaZrBjWmdaNdBbg3PyogSpR0Sqi4Ogjc+qTDiZbPC8PMGLynMXOfJ3FTMKowWDim3yP79rFzusMXQ/i3AHf0h8VPxEpRMmKLpHrEe0gw4L4jzP8hVaXLhoDV0VjGQNCobJnbUaD0zsIU8FKyqBl8ff7DiIE4t+pBErAtf0iVyPDsu8xkOscOSSzkdVBCOWTkY3ee/oFB8c308uqYCfR6qD0dNYZPBiGyfSiJIY6Xv4osF5+Rgn+fIlv3Zveh0NlWrW5h/tu5m92W3YwaBZQ3VzxNj0YpUo9PDUDmeSp3iBz19RnYspFGHN8fmfvniEene4F7hU6vtJVSUvrg3/EqlpKs+8XISXh1vnQrGDe/NjLAc+/YXhdIULYGxmhT0jZ2jFHXa9anKit/VDfzXDYOdsg/3FRSpem53Hc5z1L20bsmvp+t3EJ5VKpVKpVOoG9Y4dwdpKG7LBZ59sAOfh1Tf/bxXTQBUghGTd37o7+icOO5iB5NBYgVwwmI50Gg6dpsGFumRu3edks81zrSt/UsswYM9OjXJV4DYD/M1HkZ1IYcOPabgOC/06x9t9Xmyu8ETnxGUdv5BT2DFukFV1/vcPzXBToUzS05F9DXdzifgwSIiUPn3h0SLhZFLnhfg1npVPX1KN0YJGNWtgKho/u38bD0zvQvoZNK+A5xhEaLjx4GPejyLQPELdpRv2WFKWeCb+OsucvqRaJVulmjXJqDo/f/M+binNoAY51DBDJExCORgp8xKIwwipR7ixR1Nf52jwFK/w6GW9fq8by+uM5Cx+/d03c1N2CuFlUb3BCGBfQCf2CDyfdbXD0/IpnpZXVudSbDQkG43rc9+vVCr1d5vrCH7zCUHoDW9NAwm0c3OU9woiv8fZI8NpXCtkE2rb1pgcA9HtEZ+6/hYZhTRgXbVWOJyLzYsvxLz4Qg/ooWuDgcYkkVu6SXKvK/nKtx1iZ43tBYvC5vy/cC1eXfBZ34j5xsIq/hXul7NrRidvqqgR3LrdJunGJFpMX/jf2VbGIWYpCpnzHV7oLfGV1rOE8tJe0/GyxlTFxEDl526d5EPbJ5AuqAjCOAI9wQlCpDrotvdVl46ImZcNjkYneCJ+gvgS28xHChpjeQNL1fjN+/YzblTRAw1F05COwDMFbjw4lht49JU+LSVgPl7m2egwx9/QpH85to3qjOVNPrh7hNu35clFCnEPeskgDEdaQpM2Z5IWf91+nBPh3BXVSaVS73yhN/wncF/sr3LAcDl8weMiay1fsdUgIBy9gL3HwV3qc965PvtA04B1A4ji4X0pGo2E//pVB9jaLsHRUQVNB0WRqBp86pllPrJ3iiiCxV6fhY3BN++l5Q7HGy2eri/ixJf+JZkZ15iu6Kgo6FLhY3eNEvUEUkIoE5IwxlU9ujKguRnmTvptXu0t89DGYXrJpZ/v7JhGNatjKiq/cNckt87kUVyd2FMIugmuHhIHDv3N5yk3iFmI2xx1z/NV53GiSwyMf9v0mMpYRSPB17maAAAgAElEQVSrKvzwzQUmiwq9jQBHcViLB7//WcfjW/UFvrB0lDBJe6JSqdT315MnY47Mt/CHGOZaHjzeWmeq4vDZp6/TDnfSgJUakuZGQiEbIzMCXcIXXtzgr55tEQTgejEddxA6ml5AfJkbcpdLCrWKhmkKDCEQEay6LqOagaeEdCKJG0Ws+5IlP+Dw+mCvvi8sHKMduySXUW9yVKWUVynZKooUVEoqmp6gxBGhHxCpAoeItSjmQjAIiC+1V/nchefYiK5uO4pqVSNrK6gxHFlq4bgKbtvgxJLPt88OnuB8ZnmNzpBWs06lUqkrMcxw9bpPfjHmk1+8PrfIeV0asFJDEYVw+lyEZcYIwFAFji8JY0lyhVOOrzMtgWULEII4ThDAf/n2PAdHikzaBU6vBhxf6fP0YoOm69HY3OPrcnKcuvnNKJdUijkVGUsUYMP1UPUQP1DoJBHzvTbzjYDnl5t8dX6wuGvddy4rxL0VoUAsJUGSoMSSzz3fIPAbdPoxG/2IhpuGqlQqlbqepQErNVSePwgaLlt3R9NoJkyNSRISNCmIAsnRpT5HzjsE/hJdL6blhHSCK++P09TBqqm6IUBIUAVRJPnzZ+o8drzLieWAIAQ/SKj3XJpeeNkjcW9HJnDiTEgpP9i0x3Gg4279ejKpVCqVGo40YKVuOGEgeeWEj6EJMqZAUwSeJ9lwEuIt6lfTNzfrarYjyGtoSIgTklDw7PkOfiBpdCO6Qfy2exFejTCQ1BvptjCpVCp1I0oDVuqG5HkSD0lnSGvL9bpy898xS1o8GNGS4AVp4EmlUqnUxaUB6yoJMcz9wt+ZrtVrtlUjS1EEUfR3H+tanY+mXZuv680333xN6vziL/7iNalTqVSuSZ3jx49fkzqFQuGa1Injd9ZTqQcOHLgmdU6cuLz1Aq+U71+faz9dKUW5NuueX8trdrqSeyqVSqVSqdQWSwNWKpVKpVKp1BZLpwhT71hVW0FRYXZyMCTsRNDuJyytbl0fVdVWqJZUts+oFAb7L9OPJV/52jtr+D6VSqVSlycdwUqlUqlUKpXaYukIVuodJauq3DNbYrSisndGZ3xKYpYH60cVJwWrXsjzJ/p84g+ufHuFvKqyrWJzaFuWdx/MUBuPmdwFojxoCpYVgc8q3/xauhhoKpVK/aBKA1bqHaGqWtw7PcWBiSw7JjQmRhPKoxG16QgKg+k6fVRSlypWVeEv/6tLu335U4V3Vyc4NFXi9u0Z9m4X1MYixrbHWKMhQWEQqBa8gG2TGpAGrFQq9YPnA/fD7G6VT/7h8J5E/cB7Eh54v8lDXw947PD1+TT/DRuwhICdYwqVrE63J+l7kMQQhIOL5rofbuHa4amrIYC8rjBeUpmsqSxsBNQ7g1Gldu/q3qWCyHJ7aZZ3jY+yc8RgsiYH4WokoDwakSl6KKXBly/OxXQ6Mctz0WWHqwm1zL0TO7lrqsLucY2psZixUkQ+52EqPokfs3Zh8P99ZS7gj//EvarzSqVSqRvRaBZ+8d4ctx8yUZfb/NGXr3xHjbfzMzeVeG81w/Z3+zx2eGMoNa7WDRewduxU+OgDOcazNmagk08MIsfE6aq4PY1ub9BW1urBcsdnpedyoduhG3s04yGtSpn6HgLBLrvCvmqB3eMm+2c0lLxHeTyEok89CQB4/FWPP//0lW2KvEfdw3sr+9hVybK9rDNWjJkoRORsn5zuYuGS+ApOexCwFtd8jl7w+ItPty+rzs36Tbx/9Cb217LsKmlUMyE108fChSDGbQUs1SXPnB9MO/67P6lf0fmkUqkfPDlbUC2orG7EQ13I+IcORvzMj8EXvy745vPq0OrcWcsz3Z0kc0Zhj6YCa1teY9JUyDenyJwvMtpyGTO7rPrDCXJX44YLWD/30TwfuiVPIbHQejq2Y9HdMIgdG9mzWWsOAlYvp+PkDOrdhGYelnsuy06XNb/NhXiFFqvf5zP5/skpOuNZi5myQS9xsbMJa07I8YWrH87VMLhJ28ndtRn21Cxma1CrBdTGPEpjLvZEn6Ss0c7oAFR3Ghw77vLS85e3z95t3Mvt9h52W3nGdcmYAXnFxcBDRDFhoJJ0FfxQYWlzT8IXlwP+4lsbvHT80r+Id6vv5+78PvbZOUa1iKxI0OMejhvjqwLXlZyf8/n6yQa/+/CV/yERCH50f4l736tQvlXwy7+6fsXHSqVSN45JO88Plwo8FLU41RjeIMAH8iXe063i5Nt8k9bQ6hTDGuHcLM2mQmc+YRgBS4lMWnNjrDmjdBwXS54G0oB1Ve59v8b9784zldEYiRV02yLesKjEFp60CZMM+cgGoCtN2rFJNbaoR1CLNWYTwbLoMem1WEqWOCuP4XJlow2WPhgVuXOXSc2yyYsMvquT+CbNfsJ6P6ARuKwnLaKL9OKo6OSEzaiRpWxpWFaMqof0EhcnDtjYTOZLrSvf7LfMKLdndrOjbLN9RGG0GlIecTErffSRPh3T5cjyYATmTz/fZWX58u+kSkxzj/oeDhRH2FVQmS6EjOY9agWXbEbFtiWqEuCJmFZz0Bd18pVLD1di86HXW+SPcVC9iQk1QwmNvOIjIxcZx/ScAE9RIIGNVshcr8eLS4MRqz98ZJVueGnndav80UEt5XbGRQZbJiiRS8/pESgQBSHraz3qYYe/eOk8z1zoXO7LBcAhezsA//hdO/ixH4LqLQ3++syFKzpWKpXaOkLAkLYZ/Q5FCG7t7GOsu5871Fc5xXNDq+We30k9nCFYWwGODK1Ou1lm4eQMK0bMU2fODqdGKDg3N4pd38YFf50lPx70olxnbqiA9fi3Ij6eWeN//Ikaas4k50mMSKAqGrauo6CTiMHICJqNqmfRVItEMzAVG0PRUGRCRgpK0iMv9nOB0yzJJwGI6QIg0DApU2GUMkVMTVLQDVQ9QNMCFD3klvcMprhunkoYVXLITg56RRoNk047w0bbYq2lcqHnMx+usyjOsyZeftP51OQBtsnt7LArTBc1qsWAUsklX3TQ8z3UfJ+GbBFYg36el9f7vHDSh4ZFVStAaEGYxfdsWl7EStJiXV4gFt53aliMc1tyHwfNGXYVVaarPlNjDtVal/xYB2tUwxiFcFRh5rbBsPHpNZ/Pf/a76ziJzf8UKEgS5N/qbqvJdwFwV3I/e7QqM5pCVXU2R5QgiQP8QBB1oB9J5hc9npob3Kn9649f+p3U9s3QMy1vI5+UMSKFJApw/QjpSHoEJL5Hf6ONo3Q53qrz0MkLnGheXj/UHj7KDm4FIJOUiIOYjtsnVGJk7BD225zoL/B8Y5Gn68uXdew3upMP8fOThwC4Pd9jY3WBT71wht96qHHFx3wr795l8MyZYEuPmUp9v2REjiiI8dU+Yojbq2RlhY7jYWVDAjmcB1akhFfqozTWt9McaUJ5KGUAOHJyFPX0QZ5XQrCGV+dkQ/BcZxxfa/EtcWooNTr0eWoxpJtUOGHME9rexX/o++CGClgAn/9yQK+xyo/dGbK3nDBjqghXQ3c1ksAgjAajIUGUEEYJUSJRpIaCgYaBhYalQoYsNfIkYgqFPQAsJc8wImYYY5JKkqUiTIqKoGBH5O0QM9PHtB0M20GrD95Qp+0STHsUdB3TNqgWRmmFBZp+jqKVJe8YFJSYQtIlI97NvBjcOexN7mG3nGVWs5g2JWPZPtVij3K5Tb7aI1810CoasgBxdRAa71I03vtshnx9hKBTgF6ZRjOH36pxoaWw2tdYkF3OiyWWGHywb5EfYq+YZEpojGouVb1DTpXYqo+laBiohKFCqyU5Ux9chF88EjKdM9lbqJGnRC6povhlQq+A62ZpxVAXfepKkz51tvFBAHLU0KVOFPj0fWi7CVEvokVI6Hr06n0W3A5feGmNbx1/c9+VgsBQDIpyhIysoMkiMRlckdATEYkMKYh9ACTSpCcjND/Cc/qsix561KPfqbMh1zneW+KptQv4ydsPGQsEAhWLESQWiBIxClmxGy8ehMiVuMGG2ydKVnG76yzFCxx2Xr3iz69AYDBLRtTYltzLufXB6NqzvRM8WH+SbrJ1C5RqQjCd3M2/eJfHT545umXHTaX+Lpbq4MWZoR1fU1QKYZOf/miHblPjU0+UhlJHFYJT83PcHq7TLU8QlO2h1JFIXtBfpmnAuHVsqAtTPqqd5kRjJ8tjx4ZYBc5Zc3ypP08jcwSG1OolFMGz1gvMeSOsGY8Pp8gWuOECFsDDz0Q8/Mwa77upzS0TJW6t1bATHzMMsOPBRTV2Q0I3wPdDnCDEjQI6kUE71Ogkgm4S0RE9ejRocxqAhC45MU1V7mBU2FSFSllPKBk+WdulnMtjZ/tomQ5WdjCdZmZtFLVPrPfxMosY42tko3F6y9NEpyRKs4ZIBmNAAV2Qg1EySYyBhYGJoSZYSoitGtiaga0pZEwNw1DQCjqeNfjaJarJ2GgVYZRwrTI9pUzFL1F3SyRKllio9KXDGj6S5wGoi3OMS4NunKcThKiOg+x5tHUHAxfFc5k73+PI8jqPvzAIWB+emmbfngkKUZWoX0T2R3DbFfpJmXXPYE0oGAQkLNHkb1gQg2FtqUzih0U2vJhc28WKuvgb67hqiyV/ncMrK6x4IVJKTGXwzcuoBrPmKDv1nRSTKUx/nMgr08eki0ZbJKzSZk78N87IbwHQUIrkpYkW+VidhLDfZTVZZDl5+7l+IQQaCrawGBczzHIrZjJNIqv0hc2y6jAffZaX5Cexhb35nrUIo9ZVT+/nNYOfK/44evsuTkcaj8vf56/Fv4XX++0vr+/+ogwL/s2+H+Y/vPgSP/mZKx9lS6Uui5cD/cpbGS5KSg7ujXngl3KszId89nFwhjA1FEvJzVaP//XfdlhvbvB/f/7OrS+yKeeE3BpIzngJ8XBy3EAscPAQkYIc4pU/H83QV/M4YnF4RQAlkUjho6FxvY7P35AB63WPHfd57PgqsMpttQwjVg5zc+yzqBUhMlHjLGFgEPkWjcDFjQUdHNapU5cn+dtrOSwkEZKDWNxGkRGE0NEVjYxqYKkJWV2lYNlYmcEPmtkEPReh52JELiHOOHj6q6i7n2fkRwKOzo1x7NEKTzx2mJDv9umcEGdoi9vYkDcT+DViXyX0fAK3j+O4tNsOOS3Ely6+OxjV2FHKoOcVAk8Qa6AokkRERMKjLwLqtDkljnGSr3ynzhwnWRGTHI0LTDXKVDyB3fIwLJdm0mKx3+Zs3+XH78rxWz+9HYBCUEbvlxH9Cp5WpCcLdIMcDc+gr2uoiY8rz3GBLxNzglUGU5+rAo4IwN385y36tLO6Ssk0OZgfBWBvdoZt2g6EVyF2KoRxma5m0Q1NkCE9WafJw4S88J1Oth58d75d8rbhRxWCrDYYAcxrGWb0cd5jv5eiv5OoX6OTGLRQCFhnI/oyPi8CcGXPNX6vjCGYLWb5T3d+hGhlL0eCiK84f4obn9miCm8t8OBfHn3ouuxLSL1zecMMV0AkE14+b/PwHzksntWHEq5eF+TznGGRpVZteEWAB0oZ3rM35FizxucYXii5N9jDAWOWE+FtPGINp89TFzr3u+8np85yOLydU+ajQ6kDcMi9nd1yHwsi4ons+aHVuRo3dMB6o6N1B7jy1blf58nTnOY0DY5xM+9in9wGsY0eq5gywiIiURKkGFzVFTXBMgWGpaBlFERGQRYNKnnoapK+uYRjz/HFx763CXqFo6zIozzj5JnwK8x2cpTXBZV8gm77BKpLT7jc9cHN382R5B2dsKXSaSesdR0WegrnexHPews8xwtveUH1WGKeJeYjBiMlf2u05Mc/aPGrP1FlJDQBsLsmsWbgRQqKKfD1mFhx6CseTeFxktd4Qvn89/RivR1TE0wWLfK6ybtGavzo5EEADL9C4hQJRRknztOLDJJQwwk9AlaZ4yEaPHnJdV4nBBQMjaqdwWJwXv9g+t3s1vYT9Sp4okA7Ngj6EMglTssvsn4FdS7mwA6Tf3L7DEbc4bHzj/LbvUdIht05m0q9g61E8PufG9405Ot6Vp4//MO7h1pDJgm3H2ryQ3vBOt/ncy8Mr9ad+9a5p3qS4sY6j6wMp8YhY5a7ZyETuXR8k1NDerBPjeCuCYt9hstMlOGZvkLEcMP9lXjHBKyttsEZHpdnOO1tZ3cyw26lxl69xIim0FFDqtpgPKVghgSuh6X5WFaEaieIOCbwAhwDShWd1SNvH/wcupyJu5zpAG/xMNpnDg/+fWhXh5yySlm1qW9IVnsh5/pXN9ZSLAmmpwzKRbD7mxd+PyJWPBxU2nHCQtDhQih50avzdPgSi2LpsmoUMgozVZOcavDB2VF+YvtNqG4OgLhv4UmdfgRREIAPjt5kJVrmxfgxzm9OdV4OXRVMlUxKhokuDf75Le8DoByPE/QHwTEJImK/SV1d5kjyzSuqcylabshvfeM0K83jBHEarFKp1HcJRSGYXaH6wSb9h4EhBqz8ztNs3+9y4tQaDClg7RmFmyaWsWSXY4vrMKTuhHHLYteOBvuLFlWvw8yrNuf8rZp32DrpZs+pVCqVSqVSWywdwbqIFeZYCeZ4fB1mN2pM5grsKhfZ1h30es26OlY3xM6HFHshYiMktHxc1cNRAr74dJ/Pf2lrHiF98UwMxMDWPZLabkkWVn0ePd5jdHN6MeMl+Bs+Jy/UWWoknFl3+NbKHO348p9wKxcUZkcMsrqGicL/cM8sUVch3pwm84MQV/UJ1YS+qnCBLi/Fc3w1+dpF1w97K7Yh2D1ukVMNNKnxsb072F3NAhD2Bd0woKO1WRPLHI5O88XoawRDbJE8Pf/6e5ZKpVLf6yvndfpnY77wzQTQh1bn4X6TUmmDh3qCYY2tlMd7jO9dQE0M2s35odQAyGZiyrPLTE5G0HVITvqwdQ9gb5k0YF2G+bjOfLvO021gbvDfqarKdMakklWxLfCJaXkRc/Ub56L6N1/z+co3fCxtsP6SlAIkOOHVz2lPjOnkbQVTCPZXLALhY+gmvjJYm6ojYzakwynP5ZVugwcbh2lFV7aasaYJds8YFA0VEwUieHl9nVtK4wBseC4LbsixjSYPLh9lLdjiR/dSqVTqMr32muC111SGtqbBpqeOaTw13BUaeL7T4Ke3Kaw0JH99ZmvX83ujBTegP7KIvqfH6rke5/vX3yrukAasLbHo+CxefX/991UcQ/87PUJb1ytkWgJVFySR5NVVh//47dPsL5UoiDwALy85LGx4PL68yHpwdRskT4wrZLMKhgIiTohjeK3Z5p899gQAXiBpOj6rrkMkr7+GyFQqlbqRHTkf8xsPr/H8C8MdYHBDwVcutPB3uHzp5et1kYY0YKWGbHElYKKqYwoFGSq8sNTlybNtOs7gjqPvJ7SDrVkludtLiCoSL46JA4nvQeBLmr3B8df64XemJlOpVCq1tQJP8uyz12b25iuPwFceuQ7nBd8gDVipoarXE5pNHxCoAoJIIocUclotySu+j60LkgQ2ujfONG0qlUql3lnSgJUaujiGwdr1w+e6EtdNR6lSqVQq9f2VLtOQSqVSqVQqtcXSgJVKpVKpVCq1xd6xU4RCCIR4Z2zEpijXJger6nAfE77WdH14a8q80f79+69Jnd/8zd+8JnXeafpXudvBpfrEJz5xTeqE4dY8FHIxtj3MnYe/y3Wv7unhS1UsFq9JnVptuHsXvu7MmeHuZ3qtXavr9bXMBekIViqVSqVSqdQWSwNWKpVKpVKp1BZLA1YqlUqlUqnUFksDViqVSqVSqdQWSwNWKpVKpVKpLTVSSyiVh7smYXnk+t7y7B0XsMq2oGy/M54eTKVSqVTqRnNoZ8Tv/LM8/+6fZodW46MPSD7+r7L8k5+5fmPMO2KZhgfuN7l3fxbN0Wg1BksNSM9gaS2m05e8tt5lsd9P96FLpVKp1A+0iVHJ2HbJi88OKZgkCf/g1nHuMbN0tIB7dvk8fWZr9/Eo6Akf3jbKQT+LGHP5U3UN9zrcGe2GD1j3vV/nX/5yjbyjY/dt/LoJQG/DojtusLyucF9N4XzT53hzg+PdFVajjS3/PYQAVQiiJA1xqVQqlbr+7Csp/NMP21S2hfzGisfp+a0PWbcU8sxEMyjnbJLIRfZbwNaudTaqGeir40itSKnjsb/Q4/kNZ0trbIUbPmAZukCJFaqmSkFYRP5gSNIJbLwwSyUyaWEygcqMkOxTHc7327zmnWVenr7q+qNVlYKpsq1oUdFs7DjDRldwZqPHnNPGSa7v3b6HYdQwGCsqzExJzm4EHD8/nNBpqBBch3ctqVQqdTkmyjFmPmZu3hhqnXuL0+ztj6Itdcj5p4Gt72EqJCOwNsuatFhyG5xd3/o/0klg05wfZ7Vfo+W59PpngDRgbbmvPxzwQ3s7/MTBETJSoMSDKcKsaqEIG9QsippFqDaWYZExFHKeT569lOVpjotn8Wledt1KdZD8d07p/MqHRjiQHcNby9Np5Flbs1gvWCw2JS9vrHHKX+KsfAW4+qBhaIKcoaJIBQ0NPwI/jvFlRCzf/oNsYTKiZxixdWLVwzJj2lHAYivEia76V2Oacd43NcoduxT23uST295BTvt89tkuf/C7Wxc07ylN8LH3ZrjtPoelis+v/YsmjcaWHT6VSl2nhABT0ZBI/Hi4d1eKgGsxIaEkCR9TckyUI/71hYgwHlLRCIrtg3ROVmho85ypnxpKGa9XZmFuirih80y3QT0KtrxGK1I5c7aKuTZNPWhzwQ/gOmy9vuEDFsD/8XstXrs/4qMHBXtygylCwwlQ/YQoEiiJip6YaHGOTGJRSQwCQiImQE5yRjwOQI+Tbzquik5ChHybYKQguGtnAbttEVg5cmaJnF0ib+Sx9SymcoCaDCgnh3hF+RYei2/4WYOMzFNV85haTCQcQuGz7PeJ3tAvZhiDT87MiEZBN/nYvilK8QiqU6W9kaPetFhsxyy4fc4xx5Jy5Du/s0qeqWQX+40pdlZMxqs+1aqLXeqRKTvE+R7LcZenznZ46PHB3Yz3Nt8HRQik5E2vyd7g3QD86MRu7pwO2DPbZXa6RW57QndCMnNeB64+YH1Avw+Af3RTmffs7lAbWyEM63S3eMb3lprGsfoWJM5U6geIooBAEA8xldiKgRFXCZIIS+3iSW9otQy/wnqvRakqiC5y83o19H6VpeM/jDe+hlL65iDZDYFChoUz+zjcsnlOPUF3SO/T+TDg2Nkyczp8ST8/lEfpNmSXZ5ZiukmFs/oK/dz1N3oF75CABfCX3+5x9twct08N9h27uTTGuJqg+jGapxD4Om5o4IcGcaIghIWFTllYjIkSAA7fpiIL1OQIZWmTU2MyZohm9oj0FrHax6HLXK9OozOYU16sh/y3ZzZ4/1gO05eEoUDGCqo0sZIceSVLSapMUKXPJKf5BgDTcppdySTjlmC0GFApOai5Jnq2i6O3WPJbzPfanFh10PKDt2k8q/Pr902xW53CX6/SrpdouWWKRpGiUiIrIyx5J1nu4bR4AoBb43exT9TYnVGYKfYZq3YZGetSHjOwRhWMcXCLktvu05jY1wPgD37/zX+0LE2Q1w32WmNMJXsIO1OsBSbnRJMm57lZ3Dv4/VRBjhZKGNLr6GzMw3MveXzms5f/4VeEwBIG48ke+kmFIJEcUO4BQPXqnJ7r86VzHp863CbYolHuPcoMhNv5nZ9c5p8/Pdjn68ixtKcudeP7UNHk6+3htivYSZFbK21ONyT1Ie33JhKNXuBy28ga+ZzCtxc15BAu4LqicOTEqxzacJA7CjAzsvVFNjWEz3/uu8wELeSQwhVAQMTXafNs6zTnS4eHVmddX+PRcJ6e8hobynBGyaQSczjzHOfdCqvWt4ZSYyu8YwIWwHPzIc/NLwEgxDIHywXGrRITxjjZ+P9v705j7LzqO45/n/Uuc+/sHo+dscdJbE9skziBkLCFiECBSo1KQFSoAqlV3xQJqVVb2lIQrZBooaXQAmpBCCFoC1UIEJxAShOa1SRgkngS24njZbyMPfvM3Zdn7YubKCEJws48z83E+X2keTEv5vxn7tznPL/nnHPPGcb0+gnb/VQDm3JoUI4j5ox5Vljo/AwVNhnvZCwaZsQ0GcwE9BUa5AtVnJ4SZq6Cma3SsEZZiUoAHK0sc/N9ZX6aa/KW0QYDUQu36RO0Ylb8gHm/xmJssGwsUeY48dPTkaPx29lsjrAlCxuKVYYHygwMZ3AHstgDDnHRoexmeHy5zF2Pd8JcYwWGig6OZxLbJjnLoWm6uGQxsXBwsAkICDCNZ+fMcuTJmZC3Aop2m4JjUciYFHps7LxBvt+iElsU+1542HNvj8Gm3jyXF9dx08BbqcxtZraxgSNNh6Y1z5w1xeHwMAD50iDVmTpPtFcoH59nqrHIdw++hOnXvMU6t48/6L2J0sndTPoh92Zu5of+fQDcM1nl1OQJqnFyh/gWCvChwWv56vGzvONrq1+bJ7KW/O/KCKZ5OtUazbDC+z9R4YEfO3z/rnQOim7HbXYM1vngH5qMbLUIPxdx/8nkE5YfRYw7Hn/2sTnqvaf4wg+vw3Ff2D8mYcNjWxkxbEr9h0hrBZYVuYwv/Ra1TJOT/belVKVjsLWDtuWy4vwy1TpWBGHcwjCMBBbfpOOCCljPd7BU5SBV4EU6FoNn52yf89+Z4ies53fIs54+I8M616I3B329Bm7RIlu0iXMmQbbz0r3RdikZRR6bL/GNh55gavYgO/KDBL6LEWUp+wFnX6RjO2zezkj8DjYyhGvH5DIGxZzBYJ9DbsjBHckQDbls6+1lwxWdC/sfv1Dm83dOc/3GiMHAJ9OMKXlt5sMKp6KYp4wFDpuPM2scfPY1sH+EF+2k2RolbGSg4VOv1KnnPHKOTxx4TE+32Ddd5Z+++sKRpos3uPQaNu+9bIyRhguViMVsnVa9xBnrR4TmJIfMRwA45AGnnv56iRwHto3muX7gInZR5LYM4a0AAA4uSURBVJGVWU6V76bJg0w/3b9Np3A11WrwydotF/gVIa9WaYcrgMiK+eifDBFafmo1AkJiI6L3EpP+3RY9gwGcTKfW0NaLOJZfoO4OpBausq02H35bA8rLfCmwEv6s3bOuN3dy1eBrmCoH7ImyBGY6U6uj3hauCd4E9LHPvZIZa38qdQBeU7+Ki9nGTC3mwb7/SK3Oauh28jwlHmGfWcGybqDH2sSgZeI4ATnXoJizKBQcsn1ZrGJnoVJYyNHKBlx0aZ6tOw3u2FflBz/5zSuuVzjE3cYy842tePVx4paN43s4fgsr9rEIcTImphsxuK7zhBbnQn7wSIkfT5bpcY4wli1Sb8ecalXw4/BF57o9znLQPMvBFoyeHmF8uchon0mh4BM6Tapxgx8drAJgWS/sRGrtkHw2Ys/UFFssj1qzwMPBEnvdx4lS+ASK7Ri0Yp+7Zk5xc+XrnG008Ex9VFDklSDNcPWMQ2WHr3w2YHSDx/88mt4trG1b3HLn61JrH6DQB5fd+EsWTx2h+Yt0pgd7iHj3rgyXGjPkzzT5/kp669be3LeFqwYcAj9mvt3DTEp1+qI816zv4WInYCEo8pRXZIlqStVeOgWsF7HEUe4NVyi3rmB3a4zY78UOI3oMH0wfNxPh5jsXg9tnYvRZ9OVdRlwwRmLuuLdF6xzew1VmeSic5fDM42wuFbiyNMhlFZuRsk/vSov6VJ35uMUd+zojSwf2dwJNO4xphz7LrfObfpuN55mtzUPt3H/m2OmAs26NQ2YdP5yh4ad7NEGzETM51QLS6wRE5JUrMiP2nTXh7NrdwftcLbYz/MPRkNkjEZDOKNmOjQZXvG6Zdf5x9npzkPw2kAAM2Da7N8Nr8ovUmyY/m145r3vN+ViXMdm2ZYXthTMseVU2HnNYWoO3DAWsX6PGEg8Ed3NsaYQnvQ1cHgyy08wxZsH6bMBArrNg1PY8snGIkzeIiekfstg0bnDk8LnPY63EZVYaZSaPnoEXWf5jmi9vR9L0YpprdpZbROSV68j+fKrtx4MxwcRpTswu8O0zpdTqjBQNJrbW2ZQ/w0zZZ3F2+jf/0EvlNFk3PsvYsE+m0cKeaazJZ/JX/iOAiIiIyBqjEazfYCaaZ6Y8z0/LcOl0kUuGi+y4KMfEWOely/YH5AZ8Wm6LWS9gzz3V8xq9EhERScvDB0z+/LttDu9Pd4gn2xNS2DJHvthm8WidR0qV1Gr5TkR7ZJr81hrhYpNHl9fg8BUKWOflWLPKsdNV7nzOB3KMlPZ7ERERScLh/ek/9B+ajXgknqOaLfFfx1NafPW0k+WYvdUFNg9X+e7k2j2OTgFLREREVsUP4FNfb+O3uxN4vnlbxDdvW5s7uD9Da7BERERk1fy1O5j0slDAEhEREUmYApaIiIhIwhSwRERERBJmxPHLv6WAYRiJ/xK7d+9m3bp1STf7AnNzcxdEDYDWuWw/nwDb7s5nK3bt2tWVOjt37uxKnUKh0JU6d999d1fqnDyZ0iFyz9NspnXC28sjitI9TeEZuVw6BzY/38TERFfqdOt1m52d7UqdIAi6UsfzvK7UCcPuHInWaDRor3IhfhzH57R9gEawRERERBKmgCUiIiKSMAUsERERkYQpYImIiMgrSv8gbN/VnXV1L5UCloiIiEjCFLBEREQkEWNj8LZ3Qi6b7g4FN74BPvfhIh/5gJVqndVQwBIREZFEvHtXzMfelecjNzqp1eh1Iq4fGWaiMcINw8P0pVdqVRSwREREXkU2jfj0DSU/wuQS8ebiZsbmN3NtZizx9p+x3s2SXdxIdHSM3qXNXNrTk1qt1ejOjo8iItI1tmlgmyZeGBGtgc2kZe1433iBD7zTZmmowh9/JtlF4hnDpnpiAxVvBK9cps84TTlOfgNRr+WyeGKE2doIpVaTWuOpxGskQQHrAmJb4BgWXhgRqlMVeVXKOAYDbg4zcvEMk3rYpBmlt5t9j2vh4uKHMbUw/dMgTAOiC7R7c+KYvlzMYiudyaWxYIjrMpezudRmeflJYCXR9v3I5tTxUQZXNnGytpRKuAJY9mOmTgyTX9zEnLfCdDuAc9pbvbsUsJ7DxiIywlQu3mLGpBCuoxTUAGhST7zGWL6XuF2kGkCFRQD8qI2RwrW6LlMg8FyqcRU/7hylYBhr8B0usga5NpixRSuF40EcyyBjuBD1EAcu2biHkCU8GonXAui1c1h+P63QIqJEg3IqdQByto0bDNGiTZtSKjUyRki+HrEQZbALEbRsBs02pYyVWrCLopiJ6i7esz3H7mtnOHHRFJ/490zidQZXXk/z5E4OxFN8Z/mJxNtvGR4Pnjapn9jIIWcWUjptqUqDn58NqMUDHHGnaeSSv58mQQELGPU7ZzrNz5XJjo3RoJp4DReX+txrcdoPAjAy4nPSTm5lnuuAg4vvF3H8HVwUHgDgTTuWsIcq3HO4yelqMvXyrkE+7qMW9/C6Pperr+50qIeX6ty1P50nr/e8oYdbH1qbF9Fa5mLjkf6ZZW82XPbG6Z5ZNpjJkmv30zbnWUzxXLkxd5RGy2TD8CIHl9P5mwq2Q7a1mVJUY9e6OvuWaom13fZj2kaIGxvE2ISGi+FX2VHMMdgX0qLFofk2zYTSgh/FGKGDbzhYHrx+uEBgNXl0MegMNyXIjXIcm6+x2zjJ2OaYh2tDBFZyfU4YBvz1TUv07r+GPXuu5l/jI7w/2MF733QE+9r7+PQDyZwHWrBj3ljsJ7Owk8mFXg7YVXa03sp2c57NdsyJ0gyQbJqLozxHoyJ3TEcs1I/whJ1OQH3ImeS0t56zPT9PpX0AzJh9uYc51RpgNnNvenVWSQELeNefdg7ntA62+da9/Um/rwFoRC38/nv5+JWd7yd+v8Ynv+hydCaZxXmeD7NGiYKRwbemecfGTsf2vhtcBq9zuPhIxKc+ncxNKSCmQRU/drh+p8Hv/lHnSWtlvc3+GyssNpLtVPuH4RcH03n6vtB1I1wBqYcrAOKA8bEmG28IueVb6Y2WlvwSl+aH+eBfWHz0b9Kp0Qh9QmOeS/JFPv5XDveVcnz+75OZxvPDmGWvTo8RYxISYrIpk+Xq8QyXbPMY3AJH5w2+/N+deud2bO2vV/Eb5FimHTm8Yb3N299iMDThsO/JmG/clmwQbkRN+t2A3/vtiCs+FPGfX67z00PFxNovDhiYsU3OsXHJUCyCs1yg13FpG8ndGP7y/QFXN8aYe2Qr2dlxnireyQH3AO5MlR8/cIIfzCd7E5qoT9Bffhv7MzPcN/Qvibb9fEYU0KKJEacbL4woIDBaWLHFWt1uVAELuO1LGwBYNi1SSVdA0wesBo8udPbsaC5YLC0l+9nSqhdQ5QyYZ3iyNArAcrvNhgGDMJPcW9DzYIEKGBUePDTChgc6N9enGn7i4QqgtAillP4v8sqx7AX8bLoMKYYrgFrcYrI1zWRK4Qqg5UOLKuVWlX/+osn908neIrwwwqMGdEbGAmOYwb4M27fFjL/RZceAw0y9U/OW29urrBXjUQYDAnoZuzhm93vzmE/CN25Ldk2WT4BdMDhTthhYiTmzmOw0WqNi8ZnbBnCC41SuPMalwLHwMJ+rNVm5f/VBLj/Qec3jPgPMCvPWFI8NPU4ut5/jwHGA+VWX+RXX9Ra4adN26tN9eJWzPJps8y9wVf21bI23c6rZYm/xRGp1Lm++li3xBLNRxIO9J1OrsxoKWDwTrLpjz2xnzcWez/emWudhvzMq93ffcem7PeBgOqPB3F+e5/5/S6dtkVeDpMPVi5n2a+w/FXPJLpNxEyI75vSp5Nd/Pb7c4vZ7TGZdj//b6yfePgB2zM2Hhrj54+k038SkaT/7QNe22rQT2tGosdJp52+/YgKnO18prVN6xvve4nCNu8KhnkOUntyXai0rgms2WUxkK4x5GfYmN/P9K7Khw9Xrilxqh8yHfUx6Lg26MIp+nhSwLnDTocd0SuFKRF4ZAqPFvTMtjn3b5bJfGDz2lMe8l/yocBmP703C9yYTb1rOk+t2gru5bYlaeJjbH24zRSXVmgOOxZZL5tg56FKsr9A/aVIKkn+AGM24bB1fYaJwlhGvytYTBR5rLCdeZ7UUsEREXiWmWx7TB17u30K6wfM6o2Wf3RNzZmqhKzUDKyS/6QyjWzxKCxVKD6czOmu7bUbH59k0GOE2G5gzLVL6kOyqaCd3ERERkYQpYImIiFygzkx1b3/CkgfH3NOUthzhoHsitTq+HRCtP0Nh4hTu+GmOtdbmFj6aIhQREZFE3PpkxH2LK/xyb3rB7mQFftaYZcv6KndMtak21+Ym1wpYIiIikojjh2OOH04/8Hzt1oiv3Zr8puBJ0hShiIiISMIUsEREREQSpoAlIiIikrALdg1Wu93G91PaSfg5wjD53ZCfL0rxYNvniuPuHEfTrb8nCLpzDp/ndWcH4XZ7dUeanKtuvKfhwntfd4uu05emW3+P6qztOt1krIXOxzASPEVTREREJCVxfG5HpGuKUERERCRhClgiIiIiCVPAEhEREUmYApaIiIhIwhSwRERERBKmgCUiIiKSMAUsERERkYQpYImIiIgkTAFLREREJGEKWCIiIiIJU8ASERERSdiaOItQRERE5EKiESwRERGRhClgiYiIiCRMAUtEREQkYQpYIiIiIglTwBIRERFJmAKWiIiISMIUsEREREQSpoAlIiIikjAFLBEREZGEKWCJiIiIJEwBS0RERCRhClgiIiIiCVPAEhEREUmYApaIiIhIwhSwRERERBKmgCUiIiKSMAUsERERkYQpYImIiIgkTAFLREREJGEKWCIiIiIJU8ASERERSZgCloiIiEjCFLBEREREEvb/ZUxBKSCY4t0AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.image as mpimg\n", "img = mpimg.imread('fury.png')\n", "\n", "plt.figure(figsize=[10, 10])\n", "plt.imshow(img[100:-97, 100:-85])\n", "plt.title('NODDI-Watson FODs with ODI background', fontsize=20)\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see the corpus callosum coming in the from the left and joining the centrum semiovale on the right. The intensity of the background shows ODI of the Watson distribution (inversely related to concentration $\\kappa$). Notice it is low in the corpus callosum and higher in non-white matter areas. Notice that NODDI-Watson cannot estimate crossings, which are expected in the centrum semiovale on the right. This biases any comparison/estimation of volume fractions and concentrations in these areas." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "from os import remove\n", "remove('fury.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating Error Metrics: MSE and $R^2$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Whenever you fit a model, it's always wise to check out the error of the model fit. Here we estimate the Mean Squared Error (MSE) and the $R^2$ coefficient of determination. In MSE the lower is better, while $R^2$ has an upper bound of one, which represents a perfect model fit." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/user/rfick/home/anaconda2/lib/python2.7/site-packages/dmipy-0.1.dev0-py2.7.egg/dmipy/core/fitted_modeling_framework.py:211: RuntimeWarning: invalid value encountered in divide\n", "/user/rfick/home/anaconda2/lib/python2.7/site-packages/dmipy-0.1.dev0-py2.7.egg/dmipy/core/fitted_modeling_framework.py:198: RuntimeWarning: invalid value encountered in divide\n" ] }, { "data": { "image/png": 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8IXBE+/cfAxtHhOTjhm2d34uIl07mHOx2aIwxaz6bR8TS6vdJpZSTqt/RcUx+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\nctWzGQ7V6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mse = NODDI_fit_hcp.mean_squared_error(data_hcp)\n", "R2 = NODDI_fit_hcp.R2_coefficient_of_determination(data_hcp)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=[15, 15])\n", "cf = axs[0].imshow(mse.squeeze().T, origin=True, vmax=0.02, cmap='Greys_r')\n", "axs[0].set_axis_off()\n", "fig.colorbar(cf, ax=axs[0], shrink=0.33)\n", "axs[0].set_title('Mean Squared Error', fontsize=20)\n", "cf = axs[1].imshow(R2.squeeze().T, origin=True, vmin=0.6, cmap='Greys_r')\n", "axs[1].set_axis_off()\n", "fig.colorbar(cf, ax=axs[1], shrink=0.33)\n", "axs[1].set_title('R2 - Coefficient of Determination', fontsize=20);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ideally, you want the MSE and $R^2$ to show no structure of the underlying data - which would mean the model can at least fit the data equally well everywhere. Instead, in NODDI-Watson we can see clearly see the structure of the different brain areas. This means that the model cannot fit the diffusion signal equally well in all brainn areas, and that interpretation of model parameters will be biased when comparing them between these different areas.\n", "\n", "When doing these studies, ALWAYS verify whether differences in estimated parameters reflect actual tissue changes, or only reflect the limitations of the model itself." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "- Zhang, Hui, et al. \"NODDI: practical in vivo neurite orientation dispersion and density imaging of the human brain.\" Neuroimage 61.4 (2012): 1000-1016." ] } ], "metadata": { "cite2c": { "citations": { "1647435/UZWE3WP9": { "author": [ { "family": "Zhang", "given": "Hui" }, { "family": "Schneider", "given": "Torben" }, { "family": "Wheeler-Kingshott", "given": "Claudia A" }, { "family": "Alexander", "given": "Daniel C" } ], "container-title": "Neuroimage", "id": "1647435/UZWE3WP9", "issue": "4", "issued": { "year": 2012 }, "page": "1000–1016", "page-first": "1000", "title": "NODDI: practical in vivo neurite orientation dispersion and density imaging of the human brain", "type": "article-journal", "volume": "61" } } }, "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.15" } }, "nbformat": 4, "nbformat_minor": 1 }